{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from scipy import *\n", "from numpy import *\n", "from math import *\n", "from numpy import matrix\n", "\n", "import matplotlib.pyplot as pl\n", "import numpy as np\n", "from matplotlib.backends.backend_pdf import PdfPages\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import pyplot\n", "import pylab\n", "\n", "from sys import exit\n", "from math import pi\n", "\n", "def shieldMatrix(inputfile):\n", " probs=[0.]*60\n", " for i in range(0,60):\n", " probs[i]=[0.]*60\n", " \n", " with open(inputfile,\"r\") as f:\n", " contents = f.readlines()[0: ] # Read the file into a list of lines.\n", " \n", " for line in contents:\n", " line = line.strip()\n", " el,en,bn,pr = line.split(' ',3)\n", " testel = el\n", " testen = int(float(en)-1)\n", " testbn = int(float(bn)-1)\n", " weight = float(pr)\n", " if testbn < 0 or testbn > 59:\n", " continue\n", " if testen < 0 or testen > 59:\n", " continue\n", " \n", " probs[testen][testbn]=weight\n", " \n", " return probs\n", "\n", "def elementDiv(numer,divis):\n", " ncount = len(numer)\n", " nlen = len(numer[0])\n", " dcount = len(divis)\n", " dlen = len(divis[0])\n", " \n", " if ncount != dcount or nlen != dlen:\n", " print(\"Error! Matrix sizes do not match. numerator: \"+str(ncount)+\"x\"+str(nlen)+\", divisor: \"+str(dcount)+\"x\"+str(dlen))\n", " return 0\n", " else:\n", " ratios = [0.]*ncount\n", " for i in range(0,ncount):\n", " ratios[i]=[0.]*nlen\n", " \n", " for i in range(0,ncount):\n", " for j in range(0,nlen):\n", " if divis[i][j] == 0:\n", " ratios[i][j]=1\n", " else:\n", " ratios[i][j]=numer[i][j]/divis[i][j]\n", " \n", " return ratios\n", " \n", "def printmatrix(matrix):\n", " outputfile = \"printedMatrices-2.txt\"\n", " out = open(outputfile,\"a\")\n", " \n", " \n", " ncount = len(matrix)\n", " nlen = len(matrix[0])\n", " for i in range(0,ncount):\n", " for j in range(0,nlen):\n", " if matrix[i][j]==0:\n", " out.write(\"0 \")\n", " elif matrix[i][j]==1:\n", " out.write(\"1.0 \")\n", " else:\n", " out.write(\"{0:.3f}\".format(matrix[i][j])+\" \")\n", " out.write(\"\\n\")\n", " out.write(\"\\n\")\n", " out.write(\"\\n\")\n", " out.write(\"\\n\")\n", " out.write(\"\\n\")\n", " \n", " return 0" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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3RQltT/euFxGRXq8kxuTd/eyY9NnA7C7Y3sPAwzU1NZcknbeIiEipKImWfHdTS15ERMpBWQZ5jcmLiEg5KMsgr5a8iEj3+OhHP9r6fPl0zz77bJvb4vbr149LL720zTobNmxg7733ZuTIkYwYMYIzzzwzr7ynT5/OiBEjGDFiBFOnTm193G05Kssgr5a8iEj3uPjii7PexOboo49m5cqVrFy5kjfeeIO+fftyySVtp0kNHDiQ2tpaVq1axRtvvMGcOXO49957c+b98ssvc//99/Pqq6+yZs0atm/fzne+852u+XA9QFkGebXkRURye/TRR5kwYQLDhw/HzDAzPv3pTxecz/nnn9/6kJk4M2fOZM8996SmpqZNekVFBXvuuScAmzdvZvv27ZhZu3m3tLTw3nvvsXXrVrZu3dr6mNxyVJZBXi15EZF4GzZs4MILL+TGG29k7dq1fOpTn2LatGncc889resU8jS69tx9992ceOKJWV9rampi1KhR7LXXXhxxxBHtVjQOPvhgzjrrLCZNmsTuu+/OgAEDuPzyywsuU29RlkFeRETizZw5k3322af1QS+TJ0+moaGhzRPmli1b1trdnv4vc1y9PZs2bWLBggV88YtfzPp6VVUVK1euZNmyZSxevJgnnngiZ35vvfUWTz/9NIsWLeLtt99my5YtfP3rXy+oTL1JWQZ5ddeLiMRbuHAh++67b+tybW0tBx98cJt1kmrJ/+xnP2Ps2LFMmjQp53qjR4+mpqaGWbNm5VzvV7/6FSNGjGDChAn079+fk046iRdffLGgMvUmJXEznO6mm+GIiMQbOnQoL7zwAgDPPfccL7zwwk5Pl8v1XPlC3HfffZx66qlZX1u6dCn9+vVj9OjRvPfee8ydO5crrrgiZ34TJ07kJz/5Ce+++y5Dhgzh2Wef5dBDD02krD1RWbbkRUQk3jXXXMPmzZsZMWIEF198MTNmzGD8+PEdymvq1Kn867/+K+vWrWPXXXflK1/5Sutrb7/9Nq+88spOXfUHHXQQr7zyCq+99hpTp05l5MiR7LfffkydOpUvfelLOfP+9Kc/zdFHH81+++3HyJEjcXe++93vduyL6AXKsiUvIiLx9txzz8Se0R73DHkIPQbvv//+TumvvPIKEIL9ypXxDx+Nyzv9MruUcr1WXi15EZEyU1FRwbZt24pdjKJpbm72bWXyBZRlkNfEOxEpZyNHjmTZsmW0tLQUuyjdrrm5maVLl1Zs27atrthl6Q5lGeR1nbyIlLMLL7yQ+fPn84tf/IJNmzYVuzjdprGx0X72s58NefDBB9cCtxa7PN3B3L3YZSiampoar62tLXYxRES63VtvvcXll1/Opk2bqKysbHMnud6osbFxe3Nzc+P69euXv/HGG6e5+/Jil6k7aOKdiEgZGjt2LI8++ijbt29n48aNxS5OlxsyZMjfgRovs5ZtrwnyZnY6cDIwGJjp7n8ocpFEREpeZWUlZTJ06eUW4KFExuTN7FYzqzezVzLSTzCzJWa21MyuyZWHuz/g7pcAlwFn5lpXRESkHJRKS/524KfAnakEM6sEbgI+AawA5pvZQ0AlcEPG+y9y9/ro7/+K3iciIlLWSiLIu/tzZjYuI3kKsNTdXwcws3uA09z9BuCUzDwszBq5EXjM3f8aty0zmw5MhzAmJSIi0luVRHd9jFFA+nWMK6K0OF8APg58yswui1vJ3W929xp3r0k9p1hERKQ3KomWfBLc/cfAj/NZ18ymAdMmTJjQtYUSEREpolJuya8ExqQtj47SREREJA+lHOTnAxPNbLyZVQFnAQ8VuUwiIiI9RkkEeTO7G3gRmGRmK8zsYndvBq4AngAWA7PcfVES29NtbUVEpByUxJi8u58dkz4bmJ309jQmLyIi5aAkWvLdTS15EREpB2UZ5PWoWRERKQdlGeTVkhcRkXJQlkFeRESkHJRlkFd3vYiIlIOyDPLqrhcRkXJQlkFeRESkHJRlkFd3vYiIlIOyDPLqrhcRkXJQEne867Hq5sGbz8O4o8Jy6u8xU4pbLhERERTkO65uHtx2IrQ0A7YjvU8/OP8hBXoRESm6suyuT2RM/s3noWV7tOA7/m1vCq+JiIgUWVkG+UTG5McdFVrtVgmVVbS25iurdnTfi4iIFJG66ztqzJTQLZ8ah3/0atjSAJ+coa56EREpCQrynTFmyo6AXj04/FOAFxGREtFruuvNbH8z+4WZ3W9mlxe7PCIiIsVWEkHezG41s3ozeyUj/QQzW2JmS83smlx5uPtid78M+DTwL11ZXhERkZ6gJII8cDtwQnqCmVUCNwEnAgcAZ5vZAWZ2sJk9kvFvWPSeU4FHgdndW3wREZHSUxJj8u7+nJmNy0ieAix199cBzOwe4DR3vwE4JSafh4CHzOxR4K6uK7GIiEjpK4kgH2MUUJe2vAKYGreymR0D/DtQTY6WvJlNB6YDjB07NolyioiIlKRSDvIFcfdngGfyWO9mM1sNTKuqqjqiq8slIiJSLKUyJp/NSmBM2vLoKE1ERETyUMpBfj4w0czGm1kVcBbwUBIZ6yl0IiJSDkoiyJvZ3cCLwCQzW2FmF7t7M3AF8ASwGJjl7osS2p6eJy8iIr1eSYzJu/vZMemz6YLL4dz9YeDhmpqaS5LOW0REpFSUREu+u6klLyIi5aBLgryZ9Tez6q7IOwkakxcRkXKQSJA3s++Z2ZTo75OBd4H1ZjYtifyTppa8iIiUg6Ra8ucAqfvOfwP4LHAq8J2E8k+UWvIiIlIOkpp4t4u7v29mewD7uPtvAcxs74TyT1TUwzBtwoQJxS6KiIhIl0mqJf+amZ1DuOTtjwBmNhTYnFD+iVJLXkREykFSLfnPAz8CmoCLo7TjgT8klL+IiIgUKKkgX+fuH0lPcPffmNmfEso/UequFxGRcpBYd31M+j8Syj9R6q4XEZFykFSQt50SzAYDLQnlLyIiIgXqVHe9mdUBDvQ3s7cyXt4DuLsz+YuIiEjHdXZM/rOEVvxs4Ny0dAfWuvuSTuYvIiIiHdSpIO/uz0K4XM7d30+mSF1PE+9ERKQcJDW7vtnMpgOTgYHpL7j7eQltIzF6Cp2IiJSDpIL8ncAhwMPA2oTyFBERkU5IKsgfD4x39/cSyk9EREQ6KalL6N4Civ5oWTMbYGa1ZnZKscsiIiJSbEkF+TuBB83sbDM7Nv1fPm82s1vNrN7MXslIP8HMlpjZUjO7Jo+svgbM6kD5RUREep2kuuuviP7PfLSsA/vk8f7bgZ8SKgsAmFklcBPwCWAFMN/MHgIqgRsy3n8RcCjhDnv9Ciy7iIhIr5RIkHf38Z18/3NmNi4jeQqw1N1fBzCze4DT3P0GYKfueDM7BhgAHABsNrPZ7r7THfeiqwCmA4wdO7YzxRYRESlpSbXkMbO+wIeAke5+r5kNAHD3TR3MchRQl7a8Apgat7K7/2dUjguAt7MF+Gi9m4GbAWpqaryDZRMRESl5iYzJm9nBhIfU3ALMjJKPBm5NIv9CuPvt7v5IrnXMbJqZ3dzQ0NBdxRIREel2SU28+znwDXffD9gWpT0LHNmJPFcCY9KWR0dpIiIikoekgvyBwK+jvx1au+n7dyLP+cBEMxtvZlXAWcBDnSqliIhIGUkqyL8JHJGeYGZTgKX5vNnM7gZeBCaZ2Qozu9jdmwmz9p8AFgOz3H1REoXV8+RFRKQcJDXx7uvAo2b2C6DKzK4FLgPyuje8u58dkz6b8IS7ROkBNSIiUg4SaclHE91OAPYkjMXvDfy7u/8hifyTppa8iIiUg0Ra8tGjZv8GfD6J/LqaWvIiIlIOErt3vZnNNrNzUtfHlzK15EVEpBwkFeTHAo8AlwNrzOzu6Fr0xG62IyIiIoVJakz+bXf/mbsfCRwE/B24HlidRP5J081wRESkHCTVkk83DBgODAVK8vny6q4XEZFykNRtbQ8ws2+b2VLggSj5dHefmET+IiIiUrikWvJ/BvYCLgXGuPuX3H1eQnknrku667dugIY6qMv42HXz4Pnv75wuIiLSxTo1Mc7MfuzuXwSGu3tTdKe6lrTXf+vun+x0KRPm7g8DD9fU1OR1s5521c2Dta+At8Ctx8Pwg6B6cAj8a18Bd+jTD85/CMZMSWSTIiIi7elsS/4CAHdvipb/J+P1T3Qy/57hzedDIIcQ6LdEPQRbGsIyDtubwnoiIiLdpLOXuFk7y+Vh3FGhpb69CSqr4JMzQou9bl5o2XtLSB93VLFLKiIiZaSzQd7bWS5Jid/xbsyU0BX/5vMhkKe65MdMCV33Wxp2BH4REZFu0tkg38fMPsaOFnzmcmUn8+8SiY/JQwjg2YJ49eDwTwFeRES6WWeDfD1wa9ryOxnL9Z3MX0RERDqoU0He3cclVA4RERFJWFfc8a4ozOwYM3vezH5hZscUuzwiIiLFVhJB3sxuNbN6M3slI/0EM1tiZkvN7Jp2snFgI9APWNFVZRUREekpSuUpcbcDPwXuTCWYWSVwE+Fa+xXAfDN7iDCZ74aM918EPO/uz5rZcOB/gXO6odwiIiIlqySCvLs/Z2bjMpKnAEvd/XUAM7sHOM3dbwBOyZHdeqC6K8opIiLSk5REkI8xCqhLW14BTI1b2cz+HTgeGELoFYhbbzowHWDs2LGJFFRERKQUlXKQL4i7/w74XR7r3Wxmq4FpVVVVR3R9yURERIqjJCbexVgJjElbHh2liYiISB5KOcjPByaa2XgzqwLOAh5KImN3f9jdp++6665JZCciIlKSSiLIm9ndwIvAJDNbET2ythm4AngCWAzMcvdFCW0v+efJi4iIlJiSGJN397Nj0mcDs7tge8nfu15ERKTElERLvrt1a0t+6wZoqAuPnU1XNw+e//7O6SIiIgkx9x7xdNguUVNT47W1tV23gfTnyVtFeOxs9eAQ+Ne+Au7hOfTnP6Sn1ImIdCEzW+DuNcUuR3dTS74rvfl8COQQAv2WaHtbGsIyDtubwnoiIiIJK8sg322z68cdFVrqVgl9+sMnZ8CFj4b/LfrqK6vCeiIiIgkriYl33c3MpgHTJkyY0LUbGjMldMW/+XwI5Kku+TFTQtf9loYQ8NVVLyIiXaAsg3y3zq4fMyV7EK8eHP4pwIuISBcpy+56ERGRclCWQV43wxERkXJQlkG+JG5rm+36eV07LyIiCSrLMfmiq5sXXSffEq6jH35QSNe18yIikiAF+U5YWL+Q2rW11AwP91dI/T152OTcb4y7ft5bwv+pa+cV5EVEpBMU5DtoYf1CLnj8Arb7dgAMA6C6sppbjrsld6BPXT+/vSlcJ//JGSE9dXc8XTsvIiIJKMsgn8R18rVra1sDPIATWubbWrZRu7Y2d5CPu35e186LiEiCNPGug2qG19Cvsh+VVklVRVVrS75vRd/W7vucxkyBo67OL5hrQp6IiHRAWbbkkzB52GRuOe6W1nH46+dcT+O2Rm486sb2x+SzyTYZTw+zERGRTlCQ74TJwya3BvSBVQMZWDWwYwEesk/Gqx6c9jAbNCFPREQK0muCvJlVAN8GBgO17n5HkYtUmGyT8cZMCS38mccBDhWVbSfk1c3beVxfREQkUhJB3sxuBU4B6t39oLT0E4AfAZXADHe/MUc2pwGjgXeAFV1Y3K4RNxkv3fZt8OjV6sYXEZG8lESQB24HfgrcmUows0rgJuAThKA938weIgT8GzLefxEwCfiLu//SzO4H/tQN5U5WtofZtHnWvGfvxm/e2rYbXy18ERGhRIK8uz9nZuMykqcAS939dQAzuwc4zd1vILT62zCzFUBTtLg98/W09aYD0wHGjh3b6bJ3ubhu/Nrb4ZEro5Va4G+/gaVPqYUvIiKtSvkSulFAXdryiigtzu+A483sJ8BzcSu5+83uXuPuNXvuuWcyJe1KqW78Y/+zbcDe/A5El+0B0NIc/m9t4fuOiXoiIlKWSqIlnwR3fx+4OJ91k7gZTrfK1o2viXoiItKOUg7yK4ExacujozSBjk3UW/My4KFScMGjGsMXEenlSjnIzwcmmtl4QnA/C/hMcYtUYgqZqLexPixDaP3fey7sMUHBX0SkFyuJIG9mdwPHAEOjCXT/7e4zzewK4AnCjPpb3X1REttz94eBh2tqai7D1Ug/AAAgAElEQVRJIr+SEteN/8iXoPbWndfPFfw1gU9EpEcriSDv7mfHpM8GZie9vR43Jl+IuG78Q88OM/BTwf/MX+UO/nGX6NXeDosfhP1Pg5oLdqyvVr+ISMkxT91KtQzV1NR4bW1tInld+PiFANx2wm2J5NclsgXiunlw+yk7gv8Fj2S5RA/Y/QPh/3eXtU0btFfHuvzj0uMqEYWkq8IhIhnMbIG75/H0sN6lJFry3a1Xt+RzyTaGP2ZKCOyZQbH1Er2oEtjSHFr36d5/JwT5Qsf76+bBbSdGl/0ZjDg4zBtoXL2jErHsKfjLj0P+haRXDdAwg4hIpJSvk+8ySTxqtlfJ9tjb1Ni+VUKf/mFs/+Pfavu+j38LLnwU9jspe77Zgv9tJ4f/U9f149F6hEpDutRyIenp9wlIDTOk6JG9IsURd+zpmOxyZdmSlzxkG9tPVQIyu8cLHe/PtN+JcMoPdx4i+Pi3wjYKSQfdCVCklNTNg9tOgpZtYBV6jHY3K8sgX7bd9YXK1r1fc0HbMfHUetm6/OOCf908uP3kcB1/ZV849DM78oadKxGFpD//fXYaZgDd61+kWN58PgR40GO0i0AT78pp4l0xFDrxLont3XHqjopFqnWQbSJh0pMGVVkQ2VndPLj1+BDQ+/TfcUzGpXcRTbwT6QrZegNypSexvWyXEGabSAjJTRrMVVko5LJDVSCktxkzJXTRb2nYcd+OVPpu48Ncmo9/S/t7FynLIN8V3fUbmzbSuK2RhfULmTxscmv6wvqF1K6tpWZ4TZt06UKF3Ou/0JsEvbN050mDue4oGHdlQLZKARRegdDJULpaV1VG6+bB+jdCS/7RL0HtTI3Vd4GyDPJJ3/FuYf1ClqxfguOc99h5TNptEgOrBrKxaSNL1i8BoLqymluOu0WBvliSuklQptSkwbj1s10BEHfZIRRWgShW8C/0Hgc9oSJSjB6UYvXaFLLdbJPmIHsQzjXBbs1L4X13nLpj/TefD3mAxuq7UFkG+aTVrt0xru84jdsaGVg1kMZtjXh0ct7Wso3atbUK8sVUyH0CCp00GLd+3JUB+VQi2qtAdCT4d/ZmQ4Xe4yCpYYyu1JHZ350N0MWacZ4zEGf5nbJNmkv9DW2DcK4Jdinp6+f7JM3+e4QJtaVcSSxhCvIJqBleQ3VlNdtattG3oi83HnUjk4dNZmH9Qs577Dwcp29FX2qGl92cj56hkOA/Zko4AWZNz7J+3JUB2SoFUFgFotDgn8TNhpo2Ze9tKKTHotBhjI5UUAoJwoXO/i40UGbbbpIzzpP4rLl+p3RH/h8YfsCOCXOVVTseZz3uqPB9pCbSpQft9MmwqfXjetfSbW+CR64Kf6vrvkPKMsgnPSY/edhkbjnulp3G3icPm8yk3SbRuK2xNfBLD1LopMG49EIuOyykAlFo8I8LxIWk9+nXNq29exwkMYxRaAUl7q6HccE5WyBL9VqktyhTwanQQJmtdZ4rIGYLoJCjOz1mHke27yBuu3G/U2uFDqAiTGCNmzCXKz0umGc7Zto8SZO236m67gtWlkG+K55CN3nY5KxBfGDVQAZWDVSAl53F9SDkW4EoNPgncbOh4QcUdo+DpIYxCqmItDRnvydCXHDOFsgybd8Gj16du1JQyMOejrq6sEAZF8zjJoLG3RciLv9cw1OZrfBcE+ZSFa7Hrwn7Svrnyjc4p3fjV1SGz9vSvHOlR/JSlkFepNcoJPgncbMhyN7bkFo/3x6LpCoFhdz1MFeLPVt3cpsWpbdfKcir7FF5Fj2QPSDGBdC4YJ4pa89Kxp0fs2031/BUZiv8+e/HT5hL6UyrO3ObUPoTN0uYgrxIb1TI0EGh6YW0ygotSxIVlLi7HsYF57ju5FwTw+LGmDvysKfMyWvZAmimVDCPmwgad1+IXIE4316kQr+XjsjcpoJ7h/WaIG9mRwHnED7TAe7+kSIXSUQ6orMVlI4EobgekWzBv9Ax5mzlgexlyVX2bME8biJoVwbijnwvUjQlcVtbM7sVOAWod/eD0tJPAH4EVAIz3P3GPPI6HRju7r9sb90kb2sbR7e7FSmCUrtzYBI3lCm07KX2HRRZud7WtlSC/EeBjcCdqSBvZpXAa8AngBXAfOBsQsC/ISOLi9y9PnrfLOBid29sb7vdEeTPeOiMrLPrdSc8EZHuU65BviS66939OTMbl5E8BVjq7q8DmNk9wGnufgOh1b8TMxsLNOQT4LuD7oQnIiLFVFHsAuQwCqhLW14RpeVyMZCzX9zMpptZrZnVrlu3rpNFzC3bnfCA1jvhOd56JzwREZGklURLPinu/t95rHOzma0GplVVVR3RleXRnfBERKSYSjnIrwTGpC2PjtJ6DN0JT0REiqmUg/x8YKKZjScE97OAzySRcVfc8S6O7oQnIpJd3ARkTUxOTkkEeTO7GzgGGGpmK4D/dveZZnYF8ARhRv2t7r4ooe0l/jz5QmV7/rx2bBEpFwvrF3LhExfS3NKMYZqY3EVKIsi7+9kx6bOB2V2wvW5ryWeTbdY9oB1bRMpG7dpamqM78ekR3V2nlGfXdxkzm2ZmNzc0NLS/chfINuteM+5FpJzUDK/BMAD6VfbjxqNu5LYTbuPGo25sTdfE5M4ryyDv7g+7+/Rdd921KNtPzbqvtMrWnVs7toiUk9QE5FEDR7XpuYxLl44pie767lbsMfm4WfdjB41l/db1XHX4VZqEIiK9XtwEZE1MTk5ZBvlij8nDzrPuF9Yv5K3Gt3Ccb8/5NrOWzNIkFBER6ZSy7K4v9ph8Nro7nogU08L6hcx4eQYL6xfmlZ5E3hubNrJ60+pO5S25qSVfInLdHe/cx84FoNIq24zVqxtfRJKQ1OVs2c5JC+sXcsHjF7Ddt++U96vrXwXgkj9col7KLlKWQb4UxY3TAxjW2pK/fs71Ox0gVRVVzDx+pq63FylDSdxQJp/L2Zq2N7VezhYXzLNVFJY3LGe7b2/N+53N77TmnZJ5qVz6fURS5dP5rGPKMsgXe+JdnGx3x8vWjT+waiBvb3m7Nb2ppYkvPfMlxg0epzF8kTKSVAs8dTmb461X/EweNpn7ltzHdXOuA6CFFh745wM88cYTWfOOqyi4tX2c+cfGfoyvf/jrLKxfyCV/uKS19zLVS5l+H5FzHzu3Tbl0PitcWY7JF/sSukJku9zuthNu42NjPtZmPfNw+V2uMfy4cbH7ltzHpX+8lPuW3NduehLjc7kUWsZs63fl2KJIUpLYT7MFVih8Lk/cZWsNTQ2tl/YCNHtzbN5x173/4JgfUFVRhWFUVVQx7QPTWrd5y3G3cMVhV7TZZmZZM2+MI4Upy5Z8TxLXjX/qB07lwaUPttaC//dj/5tzDD9uXGzd++tY3rgcgL+s+gt3LLqDPXfZM2t6/z79u3SIIK5VElfGbK0VQLfKlJKXqwUed4zdt+Q+nnzrST4+9uOcMekMoG0LvKqiqlNPusx22Vq2uUJA1rzjHrw1edhkZh4/M+v5IVvvZfo2K60SgO2+XfcP6SAF+R4g24GQ68DJNoYfNy62fuv6Nvmu37qePXfZM2v6puZNrcudHSLIVimI6+6LK2O28UKg4Ftl6iEZ0t3i9vW4YbhcFd3Ufp0uqSddFnpPj1z55FuGzG2CxuQ7Q0G+BytkDD9uXCx9zA3gqsOv4oxJZ2RNX/zuYu57bUd3eeYQAbSdnAPxs23jWuzpLj7o4tiyZKanxgszpfIotIejIxMb49KztcByrS/ZFfK9F/obdXdFL24M/LoXr8t6jOWq6KZs9+1tjr24G8rEfaZsD82Cwu7pkdRs+cxt6vjouLIM8qU68S4JuS7Fu/iJi1vTU+NiqaCTGYSypS+sX5h1iCBbsP3zyj/HtvDjWjHN3tz6OSqooKGpIWcZU+OFqQpG+vsz84DCejgKndjYkaGGbJWIpCoExeidSGqbhV6GVciQTbbvvJC8k+r9iWtpxw3DxVV04yavQfyTLjt7OVtcQyLXbHkpnrIM8qV4nXxS4rrXcnXvnzHpjDYBJS49Lo+4YBvXws81jhh3wspWxrjxwmx5FNrDEdeiivtMhQ41ZKtEDOgzoKAKAWTvJShG0EryOutCL8PKd8gmruKWT97pQasj4+nZvsdsLe24Yyyuoht3vGd70mVHL2fLlKshEXf8SvGUZZDv7eLGvwoZFysk77iDPlcLP24cMe5eAXFlybZ+trRCezjyaVGlf6ZChxqyVSIKqRDkGqctJCB2tCWbqSOPDS1kXkY+w03tDdnEVdxyXeKVbYJZoePpccE/3+7xlLjKeBLDdoUE6FwNiUKOX+keCvLSaXEHd64WfkrmOGKhFZG4SYnZ0grp4Si016LQoYZslYh/rv9n3hUCiB+nLSQg/nnlnwtuyWYTN8YcFygLnZcRVxkrZMgm1xUp2fKePGxy1glmcT1Rcb9TtuA/tN/QLr3bW6GV2o5UsLuqISHJ6jVB3szGAj8G3gVec/cbi1ykslJIC79Y3XqFnpiS+kzZWmDZKhGpbeVTIWhvnLaQgJirdZdtsmK2IYK4gBiXXui8jLhKVyFDNoVW6HJNMMvWExX3O2UL/l09ft2RYTsF6N7J3HfeWbu9EGa3AqcA9e5+UFr6CcCPgEpgRq7AbWYnA7u5+6/N7F53P7O97dbU1HhtrW6u0JV64+VppTSprZCJepkVkfRJg+mVgvQJaalWeKq1vbl5c+sQAcDeg/bead5A+p3JsuWROSER4Bsf+kbWiWQdvRwzid9ixssz+PFff9wa0EcNHMVeA/Zi9abVrNy4EgiVnysOu4LPHfy5nGXJ/H6Bgj+ndI6ZLXD3spsoUCpB/qPARuDOVJA3s0rgNeATwApgPnA2IeDfkJHFRcB24H7AgV+5+23tbVdBXspNIRWUbEGusamRDU0bWt83uGow++62b2zgyydQVlDBFw7/Qs5AWQy5KkWlUhGR/CnIF5mZjQMeSQvyHwa+6e7HR8vXArh7ZoBPvf/LwDx3f87M7nf3T8WsNx2YDjB27Ngjli9fnm01kbKXLZhlzhtorwWeZKAsht7YE1WuFOSLLEuQ/xRwgrt/Llo+F5jq7lfEvP8g4JvA28BGd/9ye9tUS14kt2zBrNBr+RUopRQoyBdZZ4N8gdtK3Qznkn/+85+dzU5EREpcuQb5Un4K3UpgTNry6ChNRERE8lDKQX4+MNHMxptZFXAW8FCRyyQiItJjlESQN7O7gReBSWa2wswudvdm4ArgCWAxMMvdFyWxvZ70PHkREZGOKomb4bj72THps4HZSW+vNz+gRkREJKUkWvLdTS15EREpB2UZ5M1smpnd3NDQ0P7KIiIiPVTJXEJXDGa2Dsh1N5yhhOvupffQb9o76XftfZL+Tfd29z0TzK9HKOsg3x4zqy3H6yp7M/2mvZN+195Hv2kyyrK7XkREpBwoyIuIiPRSCvK53VzsAkji9Jv2Tvpdex/9pgnQmLyIiEgvpZa8iIhIL6UgH8PMTjCzJWa21MyuKXZ5pHBmNsbMnjazf5jZIjO7Mkrf3cz+aGb/jP7frdhllcKYWaWZ/c3MHomWx5vZ3Oh4vTd63oX0EGY2xMzuN7NXzWyxmX1Yx2kyFOSzMLNK4CbgROAA4GwzO6C4pZIOaAaudvcDgA8B/1/0O14D/MndJwJ/ipalZ7mS8EyLlO8CP3D3CcB64OKilEo66kfA4+6+H3Ao4bfVcZoABfnspgBL3f11d28C7gFOK3KZpEDuvtrd/xr93Ug4cYwi/JZ3RKvdAZxenBJKR5jZaOBkYEa0bMCxwP3RKvpNexAz2xX4KDATwN2b3P09dJwmQkE+u1FAXdryiihNeigzGwccBswFhrv76uilNcDwIhVLOuaHwFeBlmh5D+C96MmVoOO1pxkPrANui4ZgZpjZAHScJkJBXno9MxsI/Ba4yt03pL/m4fISXWLSQ5jZKUC9uy8odlkkMX2Aw4Gfu/thwCYyuuZ1nHacgnx2K4ExacujozTpYcysLyHA/8bdfxclrzWzvaLX9wLqi1U+Kdi/AKea2ZuEYbRjCeO5Q8ws9ehsHa89ywpghbvPjZbvJwR9HacJUJDPbj4wMZqxWwWcBTxU5DJJgaKx2pnAYnf/37SXHgLOj/4+H3iwu8smHePu17r7aHcfRzgun3L3c4CngU9Fq+k37UHcfQ1QZ2aToqR/Bf6BjtNE6GY4MczsJMLYXyVwq7tfX+QiSYHM7EjgeeBldozf/gdhXH4WMJbwFMJPu/u7RSmkdJiZHQN82d1PMbN9CC373YG/AZ91963FLJ/kz8wmEyZSVgGvAxcSGqE6TjtJQV5ERKSXUne9iIhIL6UgLyIi0kspyIuIiPRSCvIiIiK9lIK8iIhIL6UgLyIi0kspyIuIiPRSCvIiIiK9lIK8iIhIL9XtQd7MjjKzJQnltSi6tWWn1zWzx8zs/LjXM9Z908w+nuP1483sgbRlN7MJMeteYGYv5LPddspUbWavmtmenc0rLc/LzWytmW00sz2Sylc6x8yeMbPPFXH7B5hZbfRsgB7DzL5gZt9NML/hZvacmTWa2feTyldKh5ndYGZXFbscmczsEDP7Sz7rthvko4C2OTrRp/79NGbdb5rZtminbzSz18zsp6knCQG4+/PuPinb+7Pk9etc67j7ge7+THt5Za6bLW93P9Hd78gnrzxcD9yYUF55ie7TfSsZj2jsqOjpbf8LHOfuA939nVyVlQ5uY5iZ3W1mq8yswcz+bGZTM9b5jJktN7NNZvaAme2e9truZvb76LXlZvaZpMqWo8zHmFlLxvHwcFdvt8R8G/ie97x7Yt8CnGNmwxLKbzrwNjDY3a/O55xVKDM738wWmNkGM1thZv8v7Wl77R4DuY6f7hITQ0Z2dzkyytTubxU1mM4Dftk9pcqfu78EvGdm09pbN9+W/LToRJ/6d0WOde9190GEB0X8GzACWJAe6HszM/sgsKu7zynC5u8Czjez6gTyGg70AxYlkBfpJ6Y0AwlP/DuCsL/cATxq4fnvmNmBhAPs3Kg87wM/S3v/TUBT9No5wM+j93S1VRnHQ7sHWimyoKDevOg4/hjwQHvrxry/siPvS4K7bwEeI5y4k7A38I+kKjsxx8guwFXAUGAq4QltX057PfYYyOP46U6ZMWRVZzOM+b6SdAEw2903d+TN3bCv/wa4tN213D3nP+BN4OPtrRet+03g1xlplcDfCTV/gGMIzw5Ovf41wrOfG4ElhJ34BMKOuw3YCPy9vbJF254F3BnltQioyVw3Lm/gGeBz0d8fAJ4C3iHU1H8DDMnnOwG+AczISHPgi4SnK70N/A9QEb12AfBC9Pe4aN0+ae9tLVe0fBGwGFgPPAHsnbGtfwJH5/l7XRjl1RiV7dIofV9gU1SWjdF38Vy0vClKOzNa9xRgIfAe8BfgkIzv6WvAS8DW9M+Vo0wbgCOiv78D3JX22gei324QMCD6e9+0138F3Ji2fEna5/sHcHhaub4SlWsT4XG0wwkBoBF4EtgtpnzHkLb/ZrxWQehJWRbtO7OA3XN81gui770ReAM4Jy39z8BPgQbgVeBfM/aJb0frNAJ/AIamvf6h6Ld4j3DsHZPx3uuj924GJgC7Rt/BasKx+H+Bypgynwc8mZG2f5Tve4Tj7tS0124Hfg7Mjr7rjwMnE54UtwGoA76Ztv44wn52PvAW4Xj5z7TX+xMqg+uj3/artD2fjAR+C6yLvtMvZpT1HODpPI+P3YBHorzWR3+PTvtc2wj74EbCcZDtvBL73ab9zj+I9pf/m0eZ/g/wcPR3zmOAHMdPTN4HAn8E3gXWAv/hO86t9wG/jva3lwnniGsJz3ivI/T4FRxDyLGvxhwvO31f5DgnZvtM5B9fniI8zTA97avRb7kK+BxhX52QY1+vBr5H2JfXAr8A+qfl197588uE81QDcC/QL+31UYRjuDrnPpPHThX7A2VZ95tkBPko/TpgbvT3MUQHJTAp2kFGph3gH8iVV1zZovW3ACcRKhY3AHNyrJtZGXmGHUF+AvCJ6AfakxDgfpjnTnsf8JWMNCc873p3wmMTX0vb1gXkGeSB04ClhJNqH+C/gL9kbOshMk5sOb6/kwkHvgFHE2r6h+coS+sOHS0fRjjIp0bf+fnRd1Od9j0tBMaQtmPnKM/k6DfcNVp+EPhaxjobCS3/w4D3M177MjtOgGcQTqofjD7fBKKDPyrXHEJgHxV9hr9GefYjHNz/HVPGY4gP8ldG+Y6O9p1fAnfHrDuAEOQmRct7AQem7RPNwJeAvsCZhIN897R9YhnhRNs/Wk6d2EcRToAnESodn4iW90x771uEk1+fKP/fR2UdAAwD5hFV+LKU+3+Am9KW+xL2yf8gPCb0WEIgSH2u26Oy/0tUnn7Rd3hwtHwI4eR3esZ+d0v02Q4lVBD3j16/EXiWEIBHE06AqfNJBbCAUNGuAvYhVKKOTyvv4cC7eR4fewCfJLSmBxGO7QfSXr+dtMBM9vNK7Heb9jt/Ifot8jlGHkj7rds7BmKPnyz5DiIEr6uj32gQMDXtc20Bjo/KeSehAvWf0e9/CfBGjjK/SZbzJe3sq1nW3+n7Isc5MY/P1F58WQd8MG35BGAN4djZhVDpyQzymfv6Dwjn5N2j7T8M3FDA+XMeoeK6O6Eic1lGGTeQVjHI9i/frroHzOy9tH+X5Pm+lFVRITNtJ5wMDzCzvu7+prsvKzDvdC+4+2x3306o0R7akUzcfam7/9Hdt7r7OsLY9NF5vn0I4SSX6bvu/q67v0V4Tv3ZHSjaZYQdZLG7NxNq6pPNbO+0dRqjMrTL3R9192UePEtoER5VQHmmA79097nuvt3DnIathNp5yo/dvc7b6fIys8GE3+xb7t4QJQ8kHDTpGggHy0DCDp7tNQi17P/n7vOjz7fU3ZenrfsTd1/r7isJz5yf6+5/89Cl+3vCARhnZMbx8Oko/TJCq3OFhzkS3wQ+laNbsQU4yMz6u/tqd08fGqknVCy3ufu9hF6uk9Nev83dX4u+11mEChLAZwldjLPdvcXd/wjUEk6kKbe7+6JoH9o9eu0qd9/k7vWEE9NZMWXO3L8/RPgtbnT3Jnd/itDiTd+/H3T3P0fl2eLuz7j7y9HyS8Dd7Hx8fcvdN7v73wktvNSx/GngO+6+3t1XAD9Oe88HCQHiuqgsrxMqC+mfpZHQum6Xu7/j7r919/fdvZHQA5LveQAzG0773+0qd/+JuzfncYxcBNQQWobQ/jGQ6/jJdAqwxt2/H/1Gje4+N+315939iWifuY/Q+LnR3bcB9wDjzCzXeSc9hqSGevLZVzNlfl+5zontfab2ZO7rnyYcd4vc/X3C8Z2pdV8nnAunA1+Kzv2NUflSv3++589V7v4uoYIwmbbaPd/nO6Zxurs/mee62YwidJe04e5Lo5mL3wQONLMngP/jHR+vWZP29/tAPzPrE/34eYsOzh8RAt4gQq1sfZ5vX0/2g6gu7e/lhNpZofYGfpQxk9cI328qgA0idP20y8xOBP6b0CKsINROXy6wPOeb2RfS0qpo+9nqaIeZ9SfswHPc/Ya0lzYCgzNWH0zYsVtyvAah9yBXhXFt2t+bsywPzPHeVe4+Okv63sDvzawlLW07MNzMvk44qUEIUt8xszMJLa+ZZvZn4Gp3fzVaZ6VHVfVI5j6Tua+nyrs3cEbGhJy+hJ6klPTfZO/o9dW2Y7J8BfG/W+b+PRKoi05q6WUdFbM9osmVNwIHEfaXakLgSBf3+UZm5Jf5WUaaWfr+X0moxKUMYufAl5WZ7UIIyicQeg4ABplZZdSQaE8+3227x0dUltMJvZMfd/e3o+Rcx0c+r6cr9Hh5O+07SFVOBhJ/7skWQ2L3VTM7ijB8BrDc3VNzbTK/r1znxPY+U3uy7eu1acvZfrv0tD0J59QFab+/EfZJyO/8mXkcZMaNds/3XX4JXTSxZxptD7RW7n6Xux9J+MAOpC5x8WzrJ6S9vL8TrXOwuw8mnJzzvVzoJULQzDQm7e+xhN6NTJui/3dJSxuR9ncdoatvSNq//u6efinF/oSWT07R5LzfEloFw919CGEsqZDLouqA6zPKs4u73522Ts7vOirHA8AKdp5Esoi03hgz24cQEF6L/vUxs4lp6x/KjomCdYShiO5UB5yY8X30c/eV7n6Z75h09B2AqGX0CUJX/auEVmfKKLM2l6jF7TPZyvCrjDIMcPf0qz08Y/2thDH91PqD006qmTL371XAmIwJfGMJQyXZtgdhguhDwBh335UwTpnvfrea0E2fkn5c1RG6jdM/+yB3T28Z5nV8RK4mDClOjc4DH43S48qa+Tnz+W7bPc+Z2QmEfWOau6dXwts7BnIdP5nqCMMb3Sl2X/VwFVbqeMn1feU6J+b6TPnEl8x9Pde+ly3ftwkVoAPTyraru6cqrPmcP2OZ2ShCpSDnJeldFuTNrI+Z7U/oihtB6PLOXGeSmR0bnei3EL6QVItgLaELqCvK2F7egwi14Iboi/xKAXnPJnuX3lfMbDczG0MYu703cwUPQwMrgc+aWWXUPZceqH4BXJs2e3ZXMzsj9WJU1t0J48KY2TgLl72Ny1KeVAtqHdActeqPa+ezraXtQXMLcJmZTY1mag8ws5PNLFtPxk4sXKZ3P+F3Pz+jNQhhwuM0C/dWGECY2/G7qNttE/A74Lpou/9CGJ/7VfTeGcCXzeyIqGwTMoY1usIvgOtT2zGzPc3stGwrWrjG+rToc20l7G/pn38Y8EUz6xv9xvsT9q32/JrwnR0f7UP9LFz2l63nAXdfTRim+b6ZDTazCjP7gJnFdUv/ETjczPpFy3MJLYyvRmU9hlCpvydHGQcRxsW3mNkUoJBLH2cRjoHdov09/UqfeUCjmX3NzPpHn/8gC1e8pBzNjhYiZna7md2eo5ybCZcq7U7o9cqlzXmlA9/tTszsWMJx8El3n5f+WvnvJbYAAAMeSURBVB7HQOzxk2VTjwB7mdlVFu65McgyLmftAgXtqzFynRNzfaZ84kvmuXwWcKGZ7R/18nw9V8Gi89ktwA8sumzTzEaZ2fHRKp06f0Zle8rD0GCsfAPow9b2Gsff51j3TDPbSOgSe4gwkeKImC74akK33duEbolhhBmbsKP77h0z+2ue5cxXe3l/izBBpwF4lHAg5cXd/0qoHGQeIA8SJgUtjPKcGZPFJYRKxTuECR6trXR3/z2hp+MeM9sAvAKcmPbezwB3pP3oYwhdp+mtqlRejYQZ/7MI3VKfIfxeuXwTuMOicWh3r43K+9Moj6WEyTH5+ghh3Ow4wok0tX8dFZVxEWHM7TeEMepBwOfT3v95wuSbekJl8vLoPbj7fYQx1LsI3ZMPkH1eSJJ+RPgO/2BmjYTKVtyJsoIwU3oVYSjraODytNfnAhMJx8b1wKfc/Z32CuDudYQT/X8QKnB1hP0p17F+HqHS9w/C73g/oXchW/5rCRMTT4uWmwhB/cSorD8Dzksbdsjm84TA1EiYJDervc+V5jpCr88bhKsg7idUkoi6j08hjFu+EZVnBtEYfFQxOYkwOz9lDGHGdjY/JOxfbxN+y8fbKVu280re322Mr0fln512fDyW9nquY6C946dVdD74BOG3XEO4SudjBZSzYB3cVzPziD0ntvOZ8okvdwInWRhOxN0fI8wBeZpwrktdJp0ryH4ttW5UvicJvUMkcP48h1DJycnaDvtJEszsOODz7n56N26zmtAN+VEPE3wws/8C1rl7yd3MQeKZ2QWEKyqOLHZZsjGzAwiBcooX+QRiZpcDZ7l7u61jC2OfY9z9q9FyFeGYOcTDBDKRNszsO0C9u/8wy2v7EyoV1V7gvK8EynUIYdLeh9tdV0FepLSUepAvJgs349kHeJHQ0/Eo8NNsJ2GRpJnZvxG68XchVHRburMx1xF6QI2I9CRVhOvOGwnDBg9SvLu4Sfm5lDD0sYxw5czluVcvPrXkRUREeim15EVERHopBXkREZFeSkFeRESkl1KQFxER6aUU5EVERHopBXkREZFe6v8HDFDvI0qwtb0AAAAASUVORK5CYII=\n", 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DszSkY9KkSYwZMybuY59++illZWW11+UcPXp00m0NGjSI66+/nr59+9KlSxfat2/PuHHjUo5FiU9EpABNnjyZAQMG1E4iO3ToULZt20ZRUV1aSDZLQzr27t3L7NmzueWWW+I+3qpVKyoqKli1ahULFizgb3/7W9LtrVu3jtdee42PP/6YLVu2UFVVxb333ptyPEp8IiIF6L333uP444+vvT937lyGDh1ab5lM1fgef/xx+vbtWzvDeyLdu3fnjDPO4Lnnnku63DPPPENJSQm9e/embdu2XHbZZcyaNSvleDQ7g4hIAeratSszZ84EgtkSZsyYwbx58+ot09BM7Kl6+umnGTt2bNzHVq5cSdu2benevTs7duzgrbfeanDKof79+7No0SIqKyvp0KED06dPZ9iwYSnHk7c1Pl25RUQksTvuuIM9e/ZQUlLCddddx5NPPklZWdkhbWvEiBGMGDGCjRs30qlTJ370ox/VPrZt2zbef//9g5o5I/PzrVixglNPPZWePXsyaNAgRowYwU033ZR026NHj+bCCy9kwIABlJaWUlNTwz333JNyvHlb43P3acC08vLyG3Idi4hIU9OlSxfefffdjGzrrbfeSvhY586d486vF5mfb8CAAVRUVKS97YkTJ6YZZZ28rfGJiBSyoqIiDhw4kOswcqa6utpqamo+jfeYEp+ISB7q3r07q1atoqamJteh5MTy5ctbr1u3bnm8x5T4RETy0Nlnn01lZSWPPPJI3KbGfLV3716bOHHiMU8++eSGmpqa/423jLl7Y8fVqMrLyz12pJKISCHYtWsXP/zhD1m9ejVFRUX1roiSj5YtW7avqKho5fbt25cvXbr0FndfFW85JT4RkTxXU1NDVVVVrsPIunbt2r0LDHf36mTL5e2oThERCRQVFXHkkUfmOozG4A0lPVAfn4iIFBglPhERKShKfCIiUlCU+EREpKAo8YmISEFR4hMRkYKSt4lPszOIiEg8eZv43H2au9/YsWPHXIciIiJNSN4mPhERkXiU+EREpKAo8YmISEFR4hMRkYKixCciIgVFiU9ERAqKEp+IiBQUJT4RESkoSnwiIlJQlPhERKSgKPGJiEhBUeITEZGCosQnIiIFRYlPREQKihKfiIgUFCU+EREpKEp8IiJSUJpV4jOzvmb2mJk9n+tYRESkeWq0xGdmj5vZJjNbGFN+sZl9bGZLzex7ybbh7svd/RvZjVRERPJZy0Z8rgnAw8CTkQIzawE8AlwArAHmmtlUoAVwX8z6X3f3TY0TqoiI5KtGS3zu/oaZ9Y4pHg4sdfflAGb2DHCZu98HjGqs2EREpHDkuo+vJ1ARdX9NWBaXmR1lZr8FhprZ95Msd6OZzTOzeZs3b85ctCIi0uw1ZlPnYXP3rcDNKSw3HhgPUF5e7tmOS0REmo9c1/jWAmVR90vDMhERkazIdeKbC/Q3sz5m1hr4CjA1xzGJiEgea8zTGaYAs4GBZrbGzL7h7geAW4HXgMXAs+6+KEPPN9rMxldWVmZicyIikifMPb+7wMrLy33evHm5DkNERLLMzOa7e3lDyx1yjc/MjjCzNoe6voiISC6knPjM7H4zGx7e/gLwCbDNzEZnKzgREZFMS6fG9zUgcrmxHwFXA5cC92Y6qExQH5+IiMSTTuI70t33mNlRQF93f8HdXweOzVJsh8Xdp7n7jR07dsx1KCIi0oSkcwL7EjP7GtAP+D8AM+sK7M1GYCIiItmQTuL7F+CXwH4gMkPCRcBfMh2UiIhItqST+Crc/czoAnefbGbTMxxTRoSDbkb369cv16GIiEgTkk4f35IE5f/IRCCZpj4+ERGJJ53EZwcVmBUDNZkLR0REJLsabOo0swrAgSPMbHXMw0cBU7IRmIiISDak0sd3NUFt7xXgmqhyBza6+8fZCExERCQbGkx87v43CE5dcPc92Q8pMzS4RURE4klnVOcBM7sROBloH/2Au1+b0agywN2nAdPKy8tvyHUsIiLSdKST+J4ETgSmARuzE46IiEh2pZP4LgL6uPv2bAUjIiKSbemczrAa0DREIiLSrKXb1Pmimf2SmKZOd5+R0ahERESyJJ3Ed2v4P3YaIgf6ZiYcERGR7Eo58bl7n2wGkmk6nUFEROJJp48PM2tlZmeb2ZXh/XZm1i47oR0eXatTRETiSTnxmdlnCC5U/TvgsbD4s8DjWYhLREQkK9Kp8f0G+JG7DwI+Dcv+BozIeFQiIiJZkk7iGwJMCm87gLvvBo7IdFAiIiLZkk7iWwmcEl1gZsOBpZkMSEREJJvSOZ3hh8DLZvZboLWZfR+4GdC1MEVEpNlIucbn7i8BFwNHE/TtHQt8yd3/kqXYDouZjTaz8ZWVlbkORUREmhBz99QWDKYl2pLleDKuvLzc582bl+swREQky8xsvruXN7RcWtfqNLNXzOxrTfXcPRERkYakk/h6AS8BtwAbzGxK2JyYTj+hiIhITqXTx7fF3R919xHACcAHwM+A9dkKTkREJNPSumRZlGOAbkBXQPPziYhIs5HOJcuON7OfmtlS4E9h8RfdvX92QhMREcm8dPrnZgEvADcBf3X3muyEJCIikj0N1vjM7FfhzW7u/k2gd3TSM7MXshWciIhIpqXS1DkOwN33h/f/O+bxCzIZkIiISDalkvisgftNkq7cIiIi8aSS+GIv7ZLapV5yTBPRiohIPKkMbmlpZp+jrqYXe79FViITERHJglQS3ybqz7K+Neb+poxGJCIikkUNJj53790IcYiIiDSKQ71yi4iISLOkxCciIgVFiU9ERAqKEp+IiBQUJT4RESkoSnwiIlJQlPhERKSgKPGJiEhBUeITEZGCkreJT7MziIhIPHmb+DQ7g4iIxJO3iU9ERCQeJT4RESkoSnwiIlJQlPhERKSgKPGJiEhBUeITEZGCosQnIiIFRYlPREQKihKfiIgUFCU+EREpKEp8IiJSUJT4RESkoLTMdQBNXsUcWPkm9D47uB+5XTY8t3GJiMghUeJLpmIOPDESag4AVlfesi1cN1XJT0SkGVJTZzIr34Sa6vCO1/1V7w8eExGRZkeJL5neZwe1O2sBLVpTW+tr0bqu6VNERJoVNXUmUzY8aNKM9Ou9fCdUVcLY36uZU0SkmWpWic/Mvgh8ASgGHnP3v2T9ScuG1yW5NsXBn5KeiEiz1WhNnWb2uJltMrOFMeUXm9nHZrbUzL6XbBvu/id3vwG4Gbgym/GKiEh+aswa3wTgYeDJSIGZtQAeAS4A1gBzzWwq0AK4L2b9r7v7pvD2f4TriYiIpKXREp+7v2FmvWOKhwNL3X05gJk9A1zm7vcBo2K3YWYG/Bx41d3fzW7EIiKSj3I9qrMnUBF1f01Ylsi3gPOBL5vZzYkWMrMbzWyemc3bvHlzZiIF2LcDKiuC8/uiVcyBNx84uFxERJqcZjW4xd1/BfwqheXGA+MBysvLPSNPXjEHNi4Er4HHL4JuJwQDXfbtCMtdJ7aLiDQDua7xrQXKou6XhmVNz8o3g+QGQfKrqgxuV1UG93Viu4hIs5DrxDcX6G9mfcysNfAVYGomNmxmo81sfGVlZSY2V/9k9pZHBOfyXf9y8N/Ct1EntouINHmNeTrDFGA2MNDM1pjZN9z9AHAr8BqwGHjW3Rdl4vncfZq739ixY8dMbK7uZPbz7qrfnFk2PGj27HSsmjlFRJqBxhzV+dUE5a8ArzRWHIcl+mT2aIlObI+e2SH6sUTlIiKSdc1qcEuTtW9H0NdXMacukcXO7ND9MxoMIyLSBORt4jOz0cDofv36ZfeJEo323Lo0THoADrs2BeW1g2GAA/uCml/ZcNUCRUQaSa4Ht2RNxvv4Ekk02jPWoJHBYJgRd0QV1sB7k+G3ZwdJc/pPYeKlOh9QRCSL8jbxNZpEoz2vfKpuKqMWreGkq4Ll926l3qS2NQd0SoSISCPK26bORhM7dVH0aM9xLx9cHkmU1fuDhDj290H54xcFyU+nRIiIZJUSXyYkGu0ZrzxRoux2gub6ExFpBHmb+BptcMuhSJQo49GgFxGRjDL3zFzKsqkqLy/3efPm5TqM5Crm1DV1WpGuAyoiTVeig/F5E2DxizD4Migf1/DyWWBm8929vKHl8rbG16zEGxkae+pDZNCLEp+I5ErFHHjiEqj5tP5B+s718MmyYJllM+Dvv4IOPZrswbtGdTYFug6oSPORaBqy5jw9WbzY45WtfDNIelD/9K09W+tvL3K/iY5YV42vKUg2MlSDXkSajkQ1niZas0lJvNcEsOFDwIOD7nEvB6+n99kEp2M5tGhT97s0bwK8dFvdNs//SdDcGd2N04QO3vM28TXpwS3xpHsdUBFpfPFqPM29WyLeazqwDwi7X6r3wx+ugaP6BQk+Uk7U+JBIn15sH18TPXjP26bORrtyS7YlmvV93gR4akzwP1pzbm4Raep6n13X/dAUuiUy0ewa7zUNuiT+stFXpqqprt90WT4Orvnf+gNbIDgw6FjWZJIe5HGNLy8kug5oM+tIFskbiWowuajZZKrZNVHs702uu9DGlU/VXVN44qV15U2k6TJdSnxNWaLRnvE6kjv0aN7NLSLNRaLuh2x2S8Q7JSCTza6xsZcNh3EvxR93EG88QjOjxNeUxbu8WUMdyY9dCDgUtah/NKYT4UWyK970ZHD4+16yUwiijbgjs78D6VyRqplR4mvKEh1dJepIjlb9Kbx8Z13TR7wRWqCEKJKJCaMTdUskanZM5zkT1exqpz0DKAovgB8j9ndAXSFAHie+ZjeqM5FER1fl4w5OePXOkfG6HWTXJhKO0NKOIIUsU/1k6VyEAtJ7zsjgE6+pG3ySrL8t0e9ArrpCslUTPgx5m/jcfRowrby8/IZcx9JoEjWNvvRvMO/xg5dXn6AUukz1kyXa9+I1O6b7nMkG1MRrEUonlohEyelwpVsTbiR5m/gKUqId4aSvJh6hlejk0nhHY2oWlXyTrDaVzonXqQz6iDQ77t9dvzy6by7RcyYaOJPODDDxYqntClkQlE+8NLNJqIlejlGJL98k2hESjdDq3CcYFXr+T+onuCdGhn0IBt0/E5QnOkLLRB+JCKT/XYpXns7FkpPVpuLtG5C4dhRv34vX7FhPVN9cJk+JSDWWSBKKyHQSSlb7zOEVXZT4CkW8HaFiDmxbEXz5Xv43mPdYsCNsXRrVce5BH2HLNnVHaAf21e0c8ZJkE2jKkGYoWX9bvMFZ8b57+3enf45rvNpUon0j3dpRoomnE50Ll81TIpIloWydm9dEL8eoxFfIEjVDxBo0ErqfHHUKRU3QdLp0Rvwk2QSaMqSJS2f0YqLBWfG+eweq6j9PvHNcow/cIH4NLlkTXUQq3+tEP/y5OBcuWRLKZjyJBujl8HKMSnyFLNkR4IQvBP0ALVrBSVeFzSThxWkhZih1lEEjYdRDOW/KaJaaWpPx4TYjJipP1EqQ6Ly0RIOzYh10gEbdOa71zn2NOnBLVIPLZO0oUfdDvM8yUTNqpgaf5PG5eelQ4itkyY4Ax718cHmqSTKyjURNGZn6gc+nATiHMqw+m4kyXjzpNiMmek2JWgkSnZeWbHBW7Hcv8npjk/PercQ9cEtUg8tF7SjZCMhsDT4pUHmb+PLmPL5sS/UIMN0kmUiyPsF0TrJPNJVKpvoVMzXLdKrJOd0h7un2hyWLMZ548cQOzGjoUnmJXlOs6FaCeLWpZIOz4n334p3jeig1uMauHWWqeVUalLeJryDP48u2dH4IEh29JjraT/ck+0QTYmaiXzFTs0xnYp6zROdepdsflm7NMV48G/+R3qXykr2mRK0EiWpTh5uEctW/lY5cDD4pUHmb+CTH0hk4M+qh1E6yjx6UEO9HFTJzjcJESSWVi4NHx5iJec6iRZ97lW5/WKIYk9XAY+M5lEvlxXtNyVoJstnX1NT7t5pDcs4TSnySHekMnIHE/TjJBiUkSxSpXqs0XtNlurNMJ4oxXnLa8EHixBQRmecskjxrRZ17lW5/WKIYk43KjRdPOpfKS7QNaDrJpqlp6sk5TyjxSXak2yeYqB8nlUEJsRNiAildqzRZ02U6s0wnijFecko2UCNec1a6zV/pvo+xGupvi0dNdNLMmHuCZpU8UV5e7vM3JlSlAAAQaElEQVTmzct1GHKoYn88o/vPYssh/rKxzX/tuweJb+NCqNpeV962U9APV1kB21cFZdYCzrsLzr4zMzFGyg/36iTJytONMboGfqiDYZraqRjS9D3xheD/9S9nbJNmNt/dyxtcTolPmrzDHTFZMQcmjKr70R/3Uvymy1G/rBusES9JZCrGXGkOMUrhUOLLHiU+ATJ3eoKIZEYOE5/6+KQwJBocEG+wRrLlRaTZK8p1ACIiIo0pbxOfmY02s/GVlbHTgIiISCHL28Tn7tPc/caOHTvmOhQREWlC8jbxiYiIxKPEJyIiBUWjOkVEpPFFzzEIjXr6kBKfiIg0rujZWx67sK78cKcTS5GaOkVEpHFFz96C1/1FphPLMtX4RESkcUVf2LyoBWDBhdMb6WLmSnwiItK4YmdvAfXxiYhInou9LGAjXiJQfXwiIlJQlPhERKSgKPGJiEhBydvEp4tUi4hIPHmb+HSRahERiSdvE5+IiEg85rVnz+cnM9sMrEqySFdgSyOFI41Dn2l+0ueafzL9mR7r7kc3tFDeJ76GmNk8dy/PdRySOfpM85M+1/yTq89UTZ0iIlJQlPhERKSgKPHB+FwHIBmnzzQ/6XPNPzn5TAu+j09ERAqLanwiIlJQCjrxmdnFZvaxmS01s+/lOh5Jn5mVmdlfzewfZrbIzG4Ly7uY2f+Z2T/D/51zHaukx8xamNl7ZvZSeL+Pmb0T7q9/MLPWuY5RUmdmnczseTP7yMwWm9kZudpPCzbxmVkL4BFgJHA88FUzOz63UckhOADc6e7HA6cD/xp+jt8Dprt7f2B6eF+al9uAxVH3/wv4hbv3A7YB38hJVHKofgn82d0HAScRfLY52U8LNvEBw4Gl7r7c3fcDzwCX5TgmSZO7r3f3d8PbOwl2pp4En+XEcLGJwBdzE6EcCjMrBb4A/D68b8B5wPPhIvpMmxEz6wicAzwG4O773X07OdpPCznx9QQqou6vCcukmTKz3sBQ4B2gm7uvDx/aAHTLUVhyaB4CvgvUhPePAra7+4HwvvbX5qUPsBl4Imy+/r2ZtSNH+2khJz7JI2bWHngBuN3dd0Q/5sHQZQ1fbibMbBSwyd3n5zoWyZiWwDDgN+4+FNhNTLNmY+6nhZz41gJlUfdLwzJpZsysFUHSm+zufwyLN5pZj/DxHsCmXMUnaTsLuNTMVhJ0QZxH0D/Uycxahstof21e1gBr3P2d8P7zBIkwJ/tpISe+uUD/cKRYa+ArwNQcxyRpCvt+HgMWu/uDUQ9NBa4Lb18HvNjYscmhcffvu3upu/cm2C9nuPvXgL8CXw4X02fajLj7BqDCzAaGRZ8H/kGO9tOCPoHdzC4h6EtoATzu7j/LcUiSJjMbAbwJfEhdf9APCPr5ngV6EczOcYW7f5KTIOWQmdm5wL+7+ygz60tQA+wCvAdc7e77chmfpM7MTiYYrNQaWA5cT1D5avT9tKATn4iIFJ5CbuoUEZECpMQnIiIFRYlPREQKihKfiIgUFCU+EREpKEp8IiJSUJT4RESkoCjxiYhIQVHiExGRgqLE14yY2dlm9nGGtrUovBzUYS9rZq+a2XWJHo9ZdqWZnZ/k8YvM7E9R993M+iVYdpyZvZXK8zYQU5twVuijD3dbKT5f7/B1tWx46bjr/6eZbTGzDZmOLV+Y2d1mNukw1r/FzDaa2S4zO8rMzgpnCd9lZhmZM87MjjezeeH1ZpsNM/uWmf1XTNkcMxuSq5jSpcSXReGP/N5wZ4n8PZxg2bvN7FMz2xn+LTGzhyNXLgdw9zfdfWC89eNsK+lO7+5D3H1mKq8jetl423b3ke4+Me7K6fsZ8PMMbSsl4fUeH6cZzNJuZr2AO4Hj3b374SbRBM8xwMxeNLPNZvaJmb0WdXHhyAFHdcz3+tyox3ub2V/NbE94QJHwQKcpCmf7eBC40N3bu/tW4B7g4fD+n5JvIWU/Be735nfdyN8BXzOzY6LK7id4j5oFJb7sGx3uLJG/W5Ms+wd370BwEd4xQHdgfnTyy2dmdirQ0d3fzsHTPw1cZ2ZtcvDc6egFbHX3jEzfkiBhdiK4av5AgolB53DwVfNnx3yvZ0Y9NoXgItJHAXcBzzdWbTpDugFtgUVRZcfG3E9ZvPc43Kc/BxxSEjWzFoeyXia4exXwKnBtVPFU4HNm1j03UaVHia8JcvdP3X0RcCXBrMV3QnClejNbE1nOzP6fma0Na4gfm9nnzexigtkJrgyPxD+I9xzRTY5hLe5ZM3sy3NYiMyuPXTbRts1sppl9M7x9nJnNMLOtYXPcZDPrlOJLHwn8LU75JWa2PNzef5vZQd/beDWf6LjC+183s8Vmti2sxRwbeczd1wDbgNMTvF/DzWy2mW03s/Vhbbx11ONuZjeHzWHbzeyRSBOWmbUws/vD+JcDX0j2JpjZ98xsWfhZ/MPMxoTl5wP/B5SE7/8E4I1wte1h2RkNvdYw1n81s38C/4x9fnef4+6Pufsn7v4p8AtgoJkdlSzucNsDCOZZ+7G773X3FwhmzhibYPkjzOwBM1tlZpVm9lZYFvk8rzezivB13Gxmp5rZgvA9jtt6EqWtmf0hfB/fNbOTYt6DflH3J1jQhDwAiHQnbA+/y8uAvsC08D1uY2Ydzeyx8LuwNly3RbitcWY2y8x+YWZbgbvjxHYB8G6YRCIxDA6/s9vDffDSmPh+Y2avmNlugiTzBQtmM98Rvkd3Ry0fef+uM7PV4Xfvrpj3fWL4vi42s+9a/d+WEjN7wYJa/woz+3ZM/DOJ+h6Hr2M+cFEDn0mToMTXhLl7NcGR9tmxj1nQ9HQrcGpYS7wIWOnufwbuJag9tnf3k2LXTeBSgilfIkf7B/2opLhtA+4DSoDBBJP93p1iDJ+h7kcn2hignOAH9TLg6ylury4os8sIkvaXgKMJpjKaErPYYiDR+1UN/BvQFTiDYD6xf4lZZhRwKnAicAV1PwI3hI8NDV/Hl0luGcFn3hH4CTDJzHq4++sEBwfrwvd/HHBOuE6nsGx2iq/1i8BpwPENxEL4HBvCJr+IoeGP6RIz+2HUAccQYLm774xa9oOwPJ77gVOAMwlaOr5L3fRShDH2JzgIfIigBnl+uL0rzOyzSeK+DHgu3O7TwJ8saMZMyN2XRMXayd3Pc/fjgNXUtd7sAyYAB4B+BJ/rhcA3ozZ1GsHUO90Imu9j1fuuh3FNA/4CHAN8C5hsUU3MwFXhtjoAbxHMYn4twT77BeAWO7j/cQRBzf3zwI/MbHBY/mOgN0FCvwC4OiqWojCWD4Ce4bq3m1l0Uou3ryTbf5oUJb7s+1N4BBf5uyHN9dcR7LixqoE2wPFm1srdV7r7ssOI8y13fyVMtk9xiF9gd1/q7v/n7vvcfTNBX0myH6donYCdccr/K6x9rCb48fvqIYR2M3Cfuy929wMECfzk6JpQ+Nxxa6fuPt/d33b3A+6+EvgfDn5dP3f37WGcfwVODsuvAB5y94pwrrH7kgXq7s+5+zp3r3H3PxDUyoZn+LXeF76ne5NtyMxKgUeAO6KK3wBOIPiBHkvweXwnfKw9UBmzmUqCH+vYbRcRHMTc5u5r3b3a3f8eM8feT929yt3/QvBDP8XdN7n7WoKEPjRJ+PPd/fmw1vogQfNl3Bp9OsysG3AJcLu77w6bnX9BMGluxDp3/3X4fYn3Hsd+108neO9+7u773X0G8BL1v+svuvus8HtR5e4z3f3D8P4CgoOb2O/kT8Ka9wcEiSyyX18B3Ovu28LWjl9FrXMqcLS73xPGspygXy/69e0kODAjpizV1p2cUuLLvi+6e6eov9+luX5P4KCJGd19KXA7QW1qk5k9Y2YlhxFn9AjBPQTNRGkPmDCzbmEsa81sBzCJoJaUim3E+YEEKqJuryKoTabrWOCXkQMQgvfUCN7fiA7A9ngrWzDg4yUz2xC+rns5+HXFvoftw9slcV5DQmZ2rZm9HxXrCXGeK5lUXmtF3DXrx3E0QQ3kUXevrTG6+3J3XxH+4H5IMKghUovdBRTHbKqY+Ac0XQmSUbIDto1Rt/fGud+exGpfo7vXAGs4tO9OrGOBVsD6qPf4fwgOBA567gRiv+slQEUYZ8QqknxmZnaaBYOINptZJcEBz6F+J6NvH0vQnL496vX9gKD2GtGBgw9wEu4/TY0SXxMWHhGPJjiyPYi7P+3uIwi+qA5Ehhhnc5RYQ9u+N1zmM+5eTNCEkupw7QXAgDjlZVG3exHUgmPtDv8fGVUW3dFeAdwUcxByhLv/PWqZwQRHxfH8BvgI6B++rh+Q+utaH+c1xBXWyn5H0Ix9lLt3AhYmea54n0cqrzXp52hmnQmS3lR3j9dUFxtDJL5FQF8zi/5RP4n4A0O2AFXAcQ1s/1DVvufhvlRK3XdnD4m/Kw2pAPYBXaPe32J3j27ObWg/if2urwPKrH7/dS9gbZJtPk3QLVHm7h2B35Led7I06n7097MCWBHz/eng7pdELRNvX0m2/zQpSnxNkJm1DNvipxDskA/GWWagmZ1nwSjEKoKj38jR4kagt8UZBJIBDW27A8FRf6WZ9aSuCSwVrxC/WfQ7ZtbZzMqA24A/xC4QNquuBa62YDDJ16n/g/pb4PsWnmsUDk64PPJgGGsXINGI0g7ADmCXmQ0CbknjdT0LfNvMSsOEkuy0iXYEP3Cbw7iuJ6jxJbKZ4HPvG1WW9LU2xMyKgdeAWe5+UKxmNjJs7iN8L35IOOoz7CN7H/ixmbW1YGDOicALsdsJazePAw+GgylamNkZlrmRtaeY2ZfClovbCZJV5PN9H7gqfM6LSb05HndfT3BQ8ICZFZtZkQWDulLeBsEgpWFm1ja8/w5BMv6umbWy4PSQ0QT97ol0AD5x9yozG07QB5iqZwm+I53D7370aPM5wE4LBs8dEb5HJ1gw6jriswQjOwEIX8cp4etq8pT4si8yEizy979Jlr3SzHYRNCFMBbYCp7h7vBpOG4Lz3bYQNGccA3w/fOy58P9WM3s3I6+iTkPb/gnBIJRK4GXgj6lu2N3fJUiYp8U89CLBiLH3w20+lmATNxAk2q0EAxRqazju/r8ENeJnwqbKhQQDRSKuAibG9C9F+/dwmZ0ENbKDkm8SvyNIJB8A75LkPXH3fwAPALMJDjI+A8xKsvweggEPs8JmqdNTeK0NGUPQz3N9zHc3UlP9PLDAgtGFr4Sv596o9b9CMIhnG8F39MvhgUk8/04w6nMuQZPsf5G536UXCQbFbAOuAb4U9vdBcAA1mqBp7mukf1rBtUBr4B/h9p8HUj7tyN03AjMIBuDg7vvDeEYS7NOPAte6+0dJNvMvwD1mthP4EUEyS9U9BE2/K4DXw/j3hbFUEwzGOjl8fAvwe8I+vTDJXQJEn7s7GpiZ4LeqyTFvdudOSj4zswuBf3H3jFwdI8XnbEOQlM7xDJ0fJ9IQMzueIHkM9xz/EJvZLcBX3L3BWquZfYugefW7UWXvAN9w94VZDDNjlPhERAqMBSfQ9yVoWehP0JLysLs/lNPAGknGLnMkIiLNRmuCkah9CJp7nyFoXi0IqvGJiEhB0eAWEREpKEp8IiJSUJT4RESkoCjxiYhIQVHiExGRgqLEJyIiBeX/A4JkDePPKlLWAAAAAElFTkSuQmCC\n", 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\n", 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SSy9NeezJkydzwgknMGLECAYMGEBNTQ033HBDk/ObtyU+ERFJrkePHrzxxhsZOdbLL7+cdNt+++3H559/3iA9tj7fiBEjUq7vl+zY9957b5q53EMlPhGRPFRUVMTu3btznY2cqa6utpqaml2JtinwiYjkoT59+rBmzRpqampynZWcWLlyZYf169evTLRNgU9EJA9NnDiRiooKbr/99oRVjflqx44ddu+99x5w3333fVJTU/PXRPuojU9EJA917tyZW265heuuu47zzjuPoqKiOjOi5KMVK1a0Lyoq6r1169aVy5cv/6G7J2w8VOATEclTXbt25bbbbqOmpobKyspcZyfrunTpshQY7+7VqfZT4BMRyXNFRUV07tw519loCd5Y0AO18YmISIFR4BMRkYKiwCciIgUlbwOfJqkWEZFE8jbwufscd5/SvXv3XGdFRERakbwNfCIiIoko8ImISEFR4BMRkYKiwCciIgVFgU9ERAqKAp+IiBQUBT4RESkoCnwiIlJQFPhERKSgKPCJiEhBUeATEZGCosAnIiIFRYFPREQKigKfiIgUFAU+EREpKAp8IiJSUNpU4DOzoWY23cwezXVeRESkbWqxwGdmM8xso5m9Wy/9RDP70MyWm9k1qY7h7ivd/QfZzamIiOSzdi34XDOBacB9sQQzKwZuB44H1gILzWw2UAzcXO/xF7n7xpbJqoiI5KsWC3zu/pKZDa6XPB5Y7u4rAczsYeBUd78ZOKWl8iYiIoUj1218/YHyuPtro7SEzGx/M7sDGGtmP0ux3xQzW2RmizZt2pS53IqISJvXklWde83dNwOXNWG/O4E7AcaNG+fZzpeIiLQduS7xrQNK4+4PiNJERApPeRnMvyX8j9Op5nN6Vm9skC7Nk+sS30JguJkNIQS8s4BzMnFgM5sMTB42bFgmDicikl3lZXDPN6BmF1gR9D4ESrrBzm0M2b0y7HPvN+H82VA6Prd5beNacjjDQ8CrwEgzW2tmP3D33cDlwDPA+8Cf3X1pJp7P3ee4+5Tu3btn4nAiItm1en4IegBeA5UV4Xb03wCqq8J+sldaslfn2UnSnwKeaql8iIi0SoMnhpKe10C7TnDG3aFkV15G1fRTaMcuios7hP1kr+S6qlNERCAEud6HhBJeLOhF6f+2/82MrlrC2d/5nqo5MyDXnVuyxswmm9mdFRUVuc6KiEjTlHSD7qUNgtvfOxzM413PUtDLkLwNfGrjExGRRPI28ImIiCTS7MBnZp3MrCSTmREREcm2Jgc+M/udmY2Pbp8M/APYEo2Xa3XUxiciIomkU+L7HhBbUuiXwLnAN4GbMp2pTFAbn4iIJJLOcIbO7v6Fme0PDHX3xwDMbFB2siYiIpJ56QS+ZWb2PWAY8ByAmfUEdmQjY61GeVmYKSE2aDR2W92KRUTapHQC34+A3wNVQGwV9K8Dz2Y6U61GeRnccxLU7CaaMCho11Hz5YmItFHpBL5ydz82PsHdHzCzeRnOU0ZkZJLq1fOhpjq6E7e6UWy+PAU+EZE2J53OLcuSpL+XiYxkWkY6twyeGEp3VgzFHagt9Wm+PBGRNiudEp81SDDrBtRkLjutTOn4UKUZa9ebO7XhPHoiItKmNBr4zKycUM/Xycw+qrd5f+ChbGSs1SgdvyfIlXQLfwp6IiJtVlNKfOcSSntPAd+PS3dgg7t/mI2MiYiIZEOjgc/d/wZh6IK7f5H9LGWGVmAXEZFE0mnj221mU4AxQNf4De5+XkZzlQHuPgeYM27cuEtynRcREWk90gl89wGHAXOADdnJjoiISHalE/i+Dgxx963ZyoyIiEi2pTOO7yOgsJch2rkNKsrDjC7xystg/i0N00VEpNVJt6rzCTP7PfWqOt39+YzmqjUqL4MN74LXwIyvQ+9DwtCGnduidNdUZiIibUA6ge/y6H/9ZYgcGJqZ7LRiq+eH4AYh+FVWhMBXWRHug6YyExFpA5oc+Nx9SDYz0urFpi+rrgpTlsVmbykvCyVAr9FUZiIibUA6JT7MrD1wNNDP3R8xsy4A7v55NjK3NzI+jq/+9GWxUl3p+FDtqanMRETahCZ3bjGzQwkTVd8FTI+SvwrMyEK+9lpWVmAvHQ8TpzYMbiXdoHupgp6ISBuQTq/OPwG/dPdRwK4o7W/AhIznSkREJEvSCXyjgVnRbYfaKs5Omc6UiIhItqQT+FYDR8QnmNl4YHkmMyQiIpJN6XRuuQ6Ya2Z3AB3M7GfAZYDmwhQRkTajySU+d38SOBHoRWjbGwSc7u7PZilvIiIiGdfkEl+0LNGbwI+ymB8REZGsSmuuTjN7ysy+Fxu/JyIi0takE/gGAk8CPwQ+MbOHzGyymaU1CL6lRHm7s6KiItdZERGRViSdNr5P3f2/3X0CcAjwNnAj8HG2Mrc3sjKAXURE2rx0SnzxDgB6Az0Brc8nIiJtRjpTlh1sZv9mZsuBx6Pk09x9eHayJiIiknnptM8tAB4DLgVecI+txSMiItJ2NFriM7M/RDd7u/vFwOD4oGdmj2UrcyIiIpnWlKrOCwDcvSq6/5/1th+fyQyJiIhkU1MCnzVyX0REpM1oSuDzRu6LiIi0GU3p3NLOzL7GnpJe/fvFWclZPigva7hie6p0ERHJuqYEvo3UXWV9c737GzOao7Zo5zaorAgBLRbIysvgnpOgZjdg0OfQsFL7zm2w4V1wh3Yd4fzZCn4iIi2o0cDn7oNbIB9tV3lZFMhqYMbXofchIcBtXh4FPQCH7RtDemVF2BeguiqU/BT4RERaTHNnbpGY1fND6Q1CQKtMMjfoqJPgwrlwxt3U1hIXFYfqTggBdP4t4b+I5Ldk3/ed26CiXNeBLGuVE0xngplNBiYPGzYsu080eGKosqyuguIOIbCVjg8n7syToXoXFLeHL53T8LHVu2Du1HBb1Z8ihaG8DO75BtTsAivaU0u0cxt8siTsc+83dR3IorwNfO4+B5gzbty47K4QXzo+nKD1O6uUjocL5jZMXz0/Ppd7Soiq/hQpDKvnh6AHe2qJYs0gMboOZFXeBr4WVTo+8QmaKD1RCRFg+gmA163+BPUAFck3gyeGkp7XQLtOdWuJ7v3mnmtD/HVAMkqBr6UlKiHG1+fHqj/VA1QkP5WOD9WblRV7gl4sPVHtkWScAl8u1C8JJqr+VA9QkfxV0i381f8+J6s9koxS4GsNUnWQmfH1EPxU9SEikhEKfK1Bqg4yiapERESk2RT4WotkVRzJqkRERKRZNIBdREQKigJfa5dsJgfN9CIi0iyq6mzNks0DqmEOIiLNphJfa5ZsHtDaYQ6+Z5iDiIg0iUp8rZmGOYiIZJwCX2umYQ4iIhmnwNfaaZiDiEhGqY1PREQKigKfiIgUFAW+tkrj+0REmqVNtfGZ2WnAyUA3YLq7P5vjLOWGxveJiDRbi5X4zGyGmW00s3frpZ9oZh+a2XIzuybVMdz9cXe/BLgM+G4289uqaXyfiEiztWSJbyYwDbgvlmBmxcDtwPHAWmChmc0GioGb6z3+InffGN3+RfS4wqTxfSIizdZigc/dXzKzwfWSxwPL3X0lgJk9DJzq7jcDp9Q/hpkZ8Bvg/7n7G9nNcSum8X0iIs2W6za+/kB53P21wFEp9v8xMAnobmbD3P2ORDuZ2RRgCsDAgQMzlNVWJt3xfeVlDQNlqnQRkTyV68CXFnf/A/CHJux3J3AnwLhx4zzb+Wr1ysvgnm9AzS6wInWGEZGCluvhDOuA0rj7A6I0yaTV80PQA3WGEZGCl+vAtxAYbmZDzKwDcBYwOxMHNrPJZnZnRUVFJg7XdiQa3zd4ImDhdnFJaP+7cG74b9EpoM4wIlIgWqyq08weAv4J6Glma4Hr3X26mV0OPEPoyTnD3Zdm4vncfQ4wZ9y4cZdk4nhtQqrxfcRqfONqftUZRkQKUEv26jw7SfpTwFMtlY+8lmh8X0m3PVWbADXVYb9YkEtnsutkHWEWzYT3n4CDToVxFzS+v4hIDrWpzi3SiFTj++795p70+CrNndtCYCwvS93bM1kHmc8+hn+sCI9Z8Ty88gfYp686zohIq5W3gc/MJgOThw0bluustJxU4/sSpacz9VmiDjIl3eCLzXXz8MXmEPhqO86wp+NM/PNqaIUUikTndbIfnNIi8jbwFWQbHyQf35coPVXVaP2gNXhiKOl5DbTrtKc0uWgmPHnlnmNO+nWo7kw2i0xrG1qhICzZlOh8B/hkSfh/7zdVG5IDeRv4pAlSVY1OPwFwKCrec/Hfb0go0U369Z4vaqxNr34bX7KOM8lKjqlKiNnS2oKw5J9kQ4liWupclzoU+ApZsirQeNW7YO7UcDvWlvf0NdD74LrBL75TS0yijjPJSo65mGe0NQVhyU+JzndI3uYuLSJvA19BtvE1R7Iq0Fqe2V+pyUqCyUqUkL1qx9YUhCU/JTvfG/vBKVmVt4GvYNv4MiFRFShk7ldqopJgeRlsWRWCzdyfwKLpjVc7JgqI6QTJVEFY4xslUxKd78na4qVF5G3gk72QrAo0m79S0+lok2x4BaTfNpdsHGM64xtFpE1R4JPEEv0iTfdXarIu24nS011jMFmnAbXNiUgjFPgkO1KNEUzUlTvdNQaTdRpQ25yINCJvA586t+RYU6ZPq18qS6dEmawzTLbb5jRtm0ibl7eBT51bcqw506clkqrkmGh4Raba5hJVx5aXwT0nQc1uwKDPoS0zbZsG2YtkVN4GPsmxdKdPSybdkmOydsVkJbJkAS5RsN28PAp6AA7bNzZ92rbdO/fkMZ3SoQbZi2ScAp9kTzrTpyWTTskxWcBKVSJL1N6YLNjWN+okOOW/kk/bVie9Bt58IPylUzrUIHuRjFPgk9YtnZLj/FsSB6xUJbKY+OCRKtjOPDnMZlPcHr50TnhssmnbdmwmLAAc5almd8PJABqb1FuD7EUyLm8Dnzq35JGmlhyTBaxUE2knam9MFWwvmJu4mjbRtG2J8rPhveR5qT8/auw5E3Xi0SB7kWbL28Cnzi0FKFnASjWRdrL2xkxU0yY6fuyxidr4YmLzo6bqxAMaZC/STHkb+KRAJQtMySbSzvbUUYmOnygvieZHbWz4R1MXERaROhT4RFqDdId/pJwg4B3Aw/4XzG3ePKYieUyBT6Q1SHf4R7Kep9s3UtuZproKHvk+7D9Mwx9E4ijwibQW6bQrJishPvkTWDSj4TE0/EGklgKfSFuUrCT4pbPDWMFYQPzu/Y0Pf9DMMFJgFPhE2qpkK2hc8GTTJ/vWzDBSgIpynYFsMbPJZnZnRUVF4zuL5JPS8TBxauI1BruX1k1PtrxTbdWo76kaldTKy8IkCuVlddN3boOK8obpkjN5W+LTOD6RJkh3ZhhViyaWquScaFo8yam8DXwi0gTJqkATpataNLlUc6rGqFNRq5G3VZ0i0kSJqkATpataNLlYyRn2lJwvnBv+t+sEVqw5VVsRlfhEpGlSVYsmmmcUCqcKNFXJOZ1luKRFKPCJSGL1p0RLNmF2vPrzjLamKtBst08mmzs129PiSdoU+ESkoURTokHiCbNTzTOaqUHzexu01D4pcRT4RApFskmtE6UnmhItXlPXL8zEmoGZCFpa0FfiKPCJFIKUk1on6G6fKJjF9kln/cJkVaPpVC9mImhpQV+Jk7eBTwvRisRJNql1su72yYJZOusXlpfBllXh+eb+BBZNb171YiaCVjrDNiTv5W3g0wB2kTjpLnsEyadEa2pwSBVs06lezFTQStb5RAv6Fpy8DXwiEifdZY8yIZNtf7kIWpqlJm8p8IkUinSWPcrU82Wz7S9TEnXuKS+De06Cmt2AQZ9D1Qs0jyjwiUj2ZLPtLxOSdfrZvDwKegAeFvhVL9C8oSnLRKRlJRsqkYupzxobthEz6qQ9U5DFpiZTL9A2S4FPRFpWrO3PihvOa9nSQSVZXr57f8gDFv5/6Zywf6yatuO+cOJvGo6H1PJDbYKqOkWkZaVq+2vpoQWp8nLB3IbpqapptfxQm6HAJyItL1mHmlwMLUin00+64yGlVVLgExFpquaMh5RWR4FPRKSpcjEeUjJOgU9EWo90JtJOJtlYwHSOkUpLj4eUjFPgE5HWId2JtJMdI9lKDup8IpG8Hc7OUbHoAAAOB0lEQVRgZpPN7M6KiiTjckSkdUk1vi+msfF9iVZySPcYkvfyNvC5+xx3n9K9e/dcZ0VEmiLV+L52nUJ6Yx1HYis5QPOPIXlPVZ0i0jpkouNIqpUc1PlEIgp8ItJ6pNtxJJ0OK+p8IhEFPhFpmxJ1hgF1YpFG5W0bn4jkuUSdYdSJRZpAJT4RaZsSzaICmkFFGqXAJyJtU7IOK+rEIo1Q4BORtitRhxV1YpFGqI1PREQKigKfiIgUFAU+EREpKAp8IiJSUBT4RESkoCjwiYhIQTGPzXyQp8xsE7AmxS49gU9bKDvSMvSZ5id9rvkn05/pIHfv1dhOeR/4GmNmi9x9XK7zIZmjzzQ/6XPNP7n6TFXVKSIiBUWBT0RECooCH9yZ6wxIxukzzU/6XPNPTj7Tgm/jExGRwqISn4iIFJSCDnxmdqKZfWhmy83smlznR9JnZqVm9oKZvWdmS83syii9h5k9Z2Z/j/7vl+u8SnrMrNjM3jSzJ6P7Q8zs9ej7+oiZdch1HqXpzGxfM3vUzD4ws/fN7JhcfU8LNvCZWTFwO3AScDBwtpkdnNtcSTPsBqa6+8HA0cD/iT7Ha4B57j4cmBfdl7blSuD9uPu/BW5z92HAFuAHOcmVNNfvgafdfRTwJcJnm5PvacEGPmA8sNzdV7p7FfAwcGqO8yRpcveP3f2N6PZnhC9Tf8JneW+0273AabnJoTSHmQ0ATgbuju4bcBzwaLSLPtM2xMy6A18BpgO4e5W7byVH39NCDnz9gfK4+2ujNGmjzGwwMBZ4Hejt7h9Hmz4BeucoW9I8/wX8FKiJ7u8PbHX33dF9fV/bliHAJuCeqPr6bjPrQo6+p4Uc+CSPmFlX4DHgKnffFr/NQ9dldV9uI8zsFGCjuy/OdV4kY9oBhwN/cvexwOfUq9Zsye9pIQe+dUBp3P0BUZq0MWbWnhD0HnD3/4mSN5hZ32h7X2BjrvInafsy8E0zW01ogjiO0D60r5m1i/bR97VtWQusdffXo/uPEgJhTr6nhRz4FgLDo55iHYCzgNk5zpOkKWr7mQ687+63xm2aDZwf3T4feKKl8ybN4+4/c/cB7j6Y8L183t2/B7wAnBntps+0DXH3T4ByMxsZJf0z8B45+p4W9AB2M/sGoS2hGJjh7jfmOEuSJjObAMwH3mFPe9C1hHa+PwMDCatzfMfd/5GTTEqzmdk/Af/q7qeY2VBCCbAH8CZwrrvvzGX+pOnMbAyhs1IHYCVwIaHw1eLf04IOfCIiUngKuapTREQKkAKfiIgUFAU+EREpKAp8IiJSUBT4RESkoCjwiYhIQVHgExGRgqLAJyIiBUWBT0RECooCn6RkZhPN7MMMHWukmb1lZp+Z2RWZOGahM7MLzOzlXOcDwvRiZrY21/loa8xssJl53ATc9bdfa2Z3t3S+8pkCX54xs9VmtsPMtsf9TUuy76/MbFcUiD4zs2VmNi02WzqAu89395GJHp/gWLMa2e2nwAvuvo+7/yG9V7b3zGymmVXVe2+K47b/s5l9YGZfmNkLZjYoxbFWR8fqWS/9zegiNriRvPQ3s91mdmCCbX81s98lSE95gWxrzOx3Zvb36Nz7wMzOq7d9jJktjj6PxdFcjy2Rr+Fm9rCZbTKzbVEe/xgtjtvi3P0md784yltenQO5osCXnya7e9e4v8tT7PuIu+9DmPj3W0AfYHF88MugQcDSZBvjg1AW/Ue996Y6eu6ewP8A1xHei0XAI40caxVwduyOmR0KdG5KJtx9HTAP+H58upn1AL7BnlWpM8aC1vSd/xyYDHQnzMz/ezM7FiBaMeUJYBawH+H9eCJKzxozG0aY4Hw9MNbduxGWSVoBTEjyGAWhtsbd9ZdHf8BqYFIT9/0VMKteWjHwNvC76P4/EdbRim2/mrAO2mfAh4TlRU4EqoBdwHbg7QTP9TxQDVRG+4wAZgJ/Ap4iXAQnES6C9xFWa14D/AIoio5xAbAAuA3YSpjh/dgovZywltf5KV7vTODfk2ybArwSd78LsAMYleJ9/gWwMC7td8DPCYtpDo7SSqL0j4ANwB1Ap2jbOcCKesf9EfBmkuf8KDr29ujvmOi1vxw9xxZCMD4p7jEvAjdG79sOYBjQj7AczD+A5cAlyd6jBJ//4YSVET4D/kL4cfDv8fsCU6PP4mPgwjTO3dnA1Oj2CdF5ZvVe/4nR7U7ALdE5UhG9B52AwdF7dGF0TmwBLgOOBJZE5820FHmYBcxpJJ+x13k1YdXw+wnB+UnCebsluj2g3udwM1AGbCME9R7Rtliez49e46fAzxN9TxOdA1H6RcD70XM/AwzK9bWoNf+1pl9/0gp4KAE9AUysvy1aS+ty4EgPpcSvA6vd/WngJkLpsau7fynBcY8jLB90ebTPsmjTOYQL8z6Ei9cfCcFvKPBV4DzCRSzmKMIFbH/gQcIyNUcSLujnAtOi1diT+ZGZ/SOqOjsjLn00IeDH8vs54Vf+6BTHeg3oZmYHRaXVswgXzni/IQT5MVEe+wO/jLb9FegZLa0U832Sl/a+Ev3fN3oPX43uH0X4EdIT+A9gerROYfwxpxDe4zWE92wtIQCeCdxkZseleJ1AbSnsr4Tg2AN4iFBLEK8P4fPrD/wAuN3M9mvCsTsRPsdYjcBoYIlHV/XIEvZ8Hr8DjiD88OlBqEavidv3KGA48F3C0mM/J/ywGg18x8y+miQrkwiLGjemT/S8gwjvbRFwT3R/IOFHRv0mhvMIAaovsBuoX90/ARhJ+DH5SzM7KMHzNjgHzOxUwlJcpwO9CN+zh5rwGgqWAl9+etzMtsb9XZLm49cTvtT1VRNKMAebWXt3X+3uK/Yyr0+4+wJ3ryGUGM8Cfubun7n7asKv+vjqwFXufk8UoB8BSoEb3H2nuz9LKHkOS/JcfyBcDA8gVGnONLMvR9u6EkoO8SoIwSKV+wkXtOMJv7hrVwWPgs8U4Cfu/g93/4zwA+EsAHffQSg1nRftP5xwMX+wkeesb4273xW9J/cSLqy947bPdPel7r6bcMH+MnC1u1e6+1uENdLOa3DUho4G2gF/cPddHla7L6u3zy7C57HL3Z8ilEoabSMmlITfJpRWIMXnEVXXXgRc6e7r3L3a3V/xumvz/Vv0+p4l1CY85O4bPVQxzwfGJslHT0IpDgAzuzz6Dm03s7vi9qsBro/Oux3uvtndH3P3L6LP+UbCD7d497v7u9GPqusIATi+ev/X0bHejt6LBj8gk7gMuNnd348+45uAManaqAudAl9+Os3d9437u6vxh9TRn1ANVoe7LweuIlS9bIw6APTby7yWx93uCbQnlEpi1kT5idkQd3tHlK/6aQlLfO7+RnSB2h1dlB8g/EqGcIHuVu8h3QhVeqncTyi1XkCooo3Xi9Dmtzj2IwR4OkqPuRf4tpl1JAT4Z9x9YyPPWV/thdrdv4huxr8H8e9xPyAWhGPqv8fJ9APW1SuFldfbZ3N08Y35giSfR4yZ/SdwCGER0tixU30ePYGOhBJ5MvXPiSadI8Bmwg8HANx9mrvvSyg1to/bb5O7V8a9hs5m9n/NbI2ZbQNeAvatF9ji36s10fHiO0d9Ene70fctziBC+2jsHPsHYDTtMy1ICnxSR/RrejLhV3ED7v6gu08gfNkc+G1sUzOfMv5xnxJKDPG/VAcSV4rKMCdcICBUsdX+wjazLsCBpOiMA+Duawjtat8gdI6J9ynhIjs67kdId3ePv6C9TLhQnUqoqk3VqSUT7/F6oIeZxZdk49/jz6nbQadP3O2Pgf71qlFLm5knAMzs18BJwAnuvi1u01LgsHrPdViU/imhrbhBj9gMmMeeH0Op1P8sphJKtkd56BATq5JM9l4NJJzrn6aZv0TnQDlwab0fu53c/ZU0j10wFPgECD3TojaFhwgXu1sT7DPSzI4zsxLChWcHe9pVNgCD96bXYFRV92fgRjPbJ6qq+Rcatps1i5mdaWZdzazIzE4gBJrZ0ea/AoeY2RlR6euXhDamD5pw6B8Ax0VVWPGvpwa4C7jNzA6I8tDfzL4et48TSoq/BfYF5qR4nk2E93toE/KUkLuXA68AN5tZRzM7LMp/7D1+C/iGmfUwsz6EEn7Mq4Tq7suj8+VUYHxz82JmPyOUlie5++Z6m1+MnusKMysxs1jP5Oej93UGcKuZ9TOzYjM7Jjov99avgIlmdquZ9Y/y2RNI1N4Wbx/C92Fr1DP3+gT7nGtmB5tZZ+AG4NHonE9HonPgDuBnZjY6ym93M/t2msctKAp8+WmO1R2r9tcU+37XzLYT2k9mE6p6jnD39Qn2LSF01viUUC1zAPCzaNtfov+bzeyNvcj7jwmljpWE0tCDhItcJlxJKNlsBf6T0JvxRQB33wScQWib2ULoHHFWUw7q7ivcfVGSzVcTek6+FlWB/S8N27zuI5QAHqnXTlX/eb6I8rcgqtY6uin5S+BsQk/C9YSAf727/2+07X5C+9Jq4FnihnS4exWhNPQDwnt4LqH3YtI8N+ImwuteHneuXhv3XKcR2h63Etr0TovSAf4VeAdYSCgx/5YMXM+iTldHAQOAt83sM0KP2PWEdrlk/ovQq/RTQqenpxPscz+hY9AnhKratCdxSHQOuPtfCa//4egce5dQipYkrG51vYhI05nZ68Ad7n5PrvPSmpnZi4QhCZqBpRVQiU9EmszMvmpmfaKqzvMJ7W6JSjcirZZmHBCRdIwktMN2IVRHn+nuH+c2SyLpUVWniIgUFFV1iohIQVHgExGRgqLAJyIiBUWBT0RECooCn4iIFBQFPhERKSj/HwxSRckpH0ztAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "elementsg4 = [\"Iron-INC\", \"Carbon-thick\", \"Iron-rectangle-20cm\", \"Iron-rectangle-50cm\", \"Buffer-INC\"]\n", "g4dists = [\"\"]*5\n", "g4matrix = [0.]*5\n", "g4matrix100 = [0.]*5\n", "g4matrix50 = [0.]*5\n", "\n", "for i in range(0,5):\n", " g4dists[i]=\"shielddistributions_\"+elementsg4[i]+\"_geant4-10cm.txt\"\n", " g4matrix[i]=shieldMatrix(g4dists[i])\n", " test2 = np.matmul(g4matrix[i], g4matrix[i])\n", " test4 = np.matmul(test2, test2)\n", " test5 = np.matmul(test4, g4matrix[i])\n", " test10 = np.matmul(test5, test5)\n", " g4matrix100[i]= test10\n", " g4matrix50[i]= test5 \n", " \n", "g4diststest=\"shielddistributions_\"+elementsg4[0]+\"_geant4-100cm.txt\"\n", "g4matrixFe100=shieldMatrix(g4diststest)\n", "g4matrixbuf = np.matmul(np.matmul(g4matrix100[4], g4matrix100[4]), g4matrix50[4]) \n", " \n", "counts = [1.0]*60\n", "counts10 = [0.0]*60\n", "counts50 = [0.0]*60\n", "counts10[10] = 1.0\n", "counts50[50] = 1.0\n", "\n", "g4Iron100 = np.matmul(counts, g4matrix100[0])\n", "g4Iron200 = np.matmul(g4Iron100, g4matrix100[0])\n", "g4Iron200s = np.matmul(np.matmul(counts, g4matrixFe100), g4matrixFe100)\n", "g4Ferect10 = np.matmul(counts50, g4matrix[1])\n", "g4Ferect20 = np.matmul(counts, g4matrix[2])\n", "g4Ferect50 = np.matmul(counts, g4matrix[3])\n", "g4Ferect50x4 = np.matmul(np.matmul(np.matmul(np.matmul(counts, g4matrix[3]), g4matrix[3]), g4matrix[3]), g4matrix[3])\n", "g4Ferect10x5 = np.matmul(counts, g4matrix50[1])\n", "g4Iron50 = np.matmul(counts, g4matrix50[0])\n", "g4buffer250 = np.matmul(counts, g4matrixbuf)\n", "g4buffer25010 = np.matmul(counts10, g4matrixbuf)\n", "g4buffer25050 = np.matmul(counts50, g4matrixbuf)\n", "\n", "def histogw(data,wts,title,nbins):\n", " xmin0 = 1\n", " xmax0 = 1\n", " delta = .5\n", " if len(data) > 0:\n", " xmax0 = 61\n", " delta = (xmax0-xmin0)/6.0\n", " Xhist,Xedges = histogram(data,weights=wts,bins=nbins,range=(xmin0,xmax0))\n", " x = array( [ (Xedges[i]+Xedges[i+1])/2. for i in range(len(Xedges)-1) ] )\n", " #x = 0.5*(edges[1:] + edges[:-1])\n", " pl.errorbar(x,Xhist,yerr=0.,marker='.',drawstyle='steps-mid',capsize=0)\n", " pl.xlabel(title, fontsize = 12,labelpad=8)\n", " pl.ylabel(r'Events', fontsize = 12)\n", " pl.locator_params(nbins=6)\n", " nevents = sum(wts)\n", "# print 'nevents: ',nevents\n", " mu = 0\n", " sigma = 0\n", " if len(data) > 0:\n", " mu = np.average(data,weights=wts)\n", " sigma = np.std(data)\n", " textstr = '$N$=%5.2f \\n $\\mu$=%.3f \\n $\\sigma=$%.3f'% (nevents,mu,sigma)\n", " props = dict(boxstyle='round', facecolor='white', alpha = 0.5)\n", " ax.text(0.85,0.95,textstr,transform=ax.transAxes, fontsize=10,verticalalignment='top',bbox=props) \n", " \n", "energies = linspace(1.1,60.1,num=60)\n", "energybins = linspace(1.,61.,num=61)\n", "\n", "nbins = 60\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist initial (blue) vs after 200 cm Fe-sphere (orange)'\n", "histogw(energies,counts,title,nbins)\n", "histogw(energies,g4Iron200,title,nbins)\n", "ax.set_yscale(\"log\")\n", "#ax=pl.subplot(2,2,4)\n", "#title = 'E Dist after 80'\n", "#histogw(energies,final60,title,nbins)\n", "pl.show()\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist from 50 cm Fe-rect (blue) vs Fe-sphere (orange)'\n", "histogw(energies,g4Ferect50,title,nbins)\n", "histogw(energies,g4Iron50,title,nbins)\n", "ax.set_yscale(\"log\")\n", "ax=pl.subplot(2,2,2)\n", "title = 'E Dist from 50 (blue) vs 5x10 (orange) cm Fe-rect'\n", "histogw(energies,g4Ferect50,title,nbins)\n", "histogw(energies,g4Ferect10x5,title,nbins)\n", "ax.set_yscale(\"log\")\n", "pl.show()\n", "\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist initial (blue), after 200cm Fe-sphere (orange), after 200 cm Fe-rect (green)'\n", "histogw(energies,counts,title,nbins)\n", "histogw(energies,g4Iron200,title,nbins)\n", "histogw(energies,g4Ferect50x4,title,nbins)\n", "ax.set_yscale(\"log\")\n", "\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist initial (blue) and after 250 cm buffer (orange))'\n", "histogw(energies,counts,title,nbins)\n", "histogw(energies,g4buffer250,title,nbins)\n", "ax.set_yscale(\"log\")\n", "\n", "\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist from 10 MeV through buffer'\n", "histogw(energies,counts10,title,nbins)\n", "histogw(energies,g4buffer25010,title,nbins)\n", "ax.set_yscale(\"log\")\n", "ax=pl.subplot(2,2,2)\n", "title = 'E Dist from 50 MeV through buffer'\n", "histogw(energies,counts50,title,nbins)\n", "histogw(energies,g4buffer25050,title,nbins)\n", "ax.set_yscale(\"log\")\n", "pl.show()\n", "\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist from 50 MeV through 20cm Graphite'\n", "histogw(energies,counts50,title,nbins)\n", "histogw(energies,g4Ferect10,title,nbins)\n", "ax.set_yscale(\"log\")\n", "pl.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "elements = [\"Water\", \"Polyethylene\", \"Graphite\", \"BoronConcrete\", \"Graphite1.7\", \"Graphite1.9\"]\n", " \n", "distributions = [\"\"]*6\n", "for i in range(0,6):\n", " distributions[i]=\"shielddistributions_\"+elements[i]+\"_expon.txt\"\n", "\n", "buffers = [\"\"]*11\n", "for i in range(1,11):\n", " buffers[i]=\"bufferdistribution_\"+str(i)+\"0cm_expon.txt\"\n", "\n", "smatrix = [0.]*6\n", "bmatrix = [0.]*11\n", "for i in range(0,6):\n", " smatrix[i]=shieldMatrix(distributions[i])\n", "distributionsnew = [\"\"]*6\n", "for i in range(0,6):\n", " distributionsnew[i]=\"shielddistributions_\"+elements[i]+\"_expon-100cm.txt\"\n", "smatrixnew = [0.]*6\n", "for i in range(0,6):\n", " smatrixnew[i]=shieldMatrix(distributionsnew[i])\n", "for i in range(1,11):\n", " bmatrix[i]=shieldMatrix(buffers[i])\n", " \n", "test60 = np.matmul(bmatrix[3],bmatrix[3])\n", "\n", "elementsg4 = [\"Buffer\", \"Concrete\", \"Graphite17\", \"Graphite19\", \"Iron\", \"Lead\", \"Paraffin\", \"Polyethylene\", \"Steel\", \"Water\", \"Carbon\", \"Carbon-BERT\", \"Carbon-INCLXX\"]\n", "g4dists = [\"\"]*13\n", "g4matrix = [0.]*13\n", "for i in range(0,13):\n", " g4dists[i]=\"shielddistributions_\"+elementsg4[i]+\"_geant4-100cm.txt\"\n", " g4matrix[i]=shieldMatrix(g4dists[i])\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9996801328470473\n", "0.9995839548442602\n", "0.999008916654733\n", "0.9988624041428507\n", "0.9991187383615989\n", "0.9988934748725937\n", "0.9991102106092232\n", "0.9996353264097799\n", "0.9996839739720688\n" ] } ], "source": [ "hundred=[0.]*10\n", "ratio=[0.]*10\n", "for i in range(1,10):\n", " hundred[i]=np.matmul(bmatrix[i],bmatrix[10-i])\n", " ratio[i]=elementDiv(bmatrix[10],hundred[i])\n", " printmatrix(ratio[i])\n", " \n", "avgall = [0.]*10\n", "for i in range(1,10):\n", " averages = [0.]*58\n", " for n in range(0,58):\n", " averages[n]=np.average(ratio[i][n])\n", " avgall[i]=np.mean(averages)\n", " print(avgall[i])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9999026456358261\n", "0.0016632646374751664\n", "0.9998383923768696\n", "0.0009895589484337115\n", "0.9996184710927568\n", "0.0010120085096519168\n", "0.9991176797635767\n", "0.00253589513045578\n" ] } ], "source": [ "doubles = [0.]*6\n", "ratios = [0.]*6\n", "for i in range(1,5):\n", " doubles[i]=np.matmul(bmatrix[i],bmatrix[i])\n", " ratios[i]=elementDiv(bmatrix[(2*i)],doubles[i])\n", " printmatrix(ratios[i])\n", " \n", "avgall = [0.]*10\n", "for i in range(1,5):\n", " averages = [0.]*58\n", " for n in range(0,58):\n", " averages[n]=np.average(ratios[i][n])\n", " avgall[i]=np.mean(averages)\n", " print(avgall[i])\n", " print(std(averages))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "filename = \"shielddistributions_Carbon-INC-halfen_geant4-100cm.txt\"\n", "g4matrixhalf = shieldMatrix(filename)\n", "filename = \"shielddistributions_Carbon-thick_geant4-100cm.txt\"\n", "g4matrix20 = shieldMatrix(filename)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "0.0\n", "0.0055590671571510005\n", "0.005532457026197383\n", "0.005337708366955156\n", "0.00797325925928566\n" ] } ], "source": [ "counts = [0.0]*60\n", "counts[49] = 1.0\n", "g4carbon = np.matmul(counts,g4matrix[10])\n", "expcarbon = np.matmul(counts,smatrix[5])\n", "g4carbonB = np.matmul(counts,g4matrix[11])\n", "g4carbonI = np.matmul(counts,g4matrix[12])\n", "g4carbonnew = np.matmul(counts,smatrixnew[5])\n", "g4carbonI2 = np.matmul(counts,g4matrixhalf)\n", "g4carbon20 = np.matmul(counts,g4matrix20)\n", "\n", "def histogw(data,wts,title,nbins):\n", " xmin0 = 1\n", " xmax0 = 1\n", " delta = .5\n", " if len(data) > 0:\n", " xmax0 = 61\n", " delta = (xmax0-xmin0)/6.0\n", " Xhist,Xedges = histogram(data,weights=wts,bins=nbins,range=(xmin0,xmax0))\n", " x = array( [ (Xedges[i]+Xedges[i+1])/2. for i in range(len(Xedges)-1) ] )\n", " #x = 0.5*(edges[1:] + edges[:-1])\n", " pl.errorbar(x,Xhist,yerr=0.,marker='.',drawstyle='steps-mid',capsize=0)\n", " pl.xlabel(title, fontsize = 12,labelpad=8)\n", " pl.ylabel(r'Events', fontsize = 12)\n", " pl.locator_params(nbins=6)\n", " nevents = sum(wts)\n", "# print 'nevents: ',nevents\n", " mu = 0\n", " sigma = 0\n", " if len(data) > 0:\n", " mu = np.average(data,weights=wts)\n", " sigma = np.std(data)\n", " textstr = '$N$=%5.2f \\n $\\mu$=%.3f \\n $\\sigma=$%.3f'% (nevents,mu,sigma)\n", " props = dict(boxstyle='round', facecolor='white', alpha = 0.5)\n", " ax.text(0.85,0.95,textstr,transform=ax.transAxes, fontsize=10,verticalalignment='top',bbox=props) \n", " \n", "energies = linspace(1.1,60.1,num=60)\n", "energybins = linspace(1.,61.,num=61)\n", "\n", "nbins = 60\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist initial'\n", "histogw(energies,counts,title,nbins)\n", "ax=pl.subplot(2,2,2)\n", "title = 'E Dist from python simulation'\n", "histogw(energies,expcarbon,title,nbins)\n", "#ax=pl.subplot(2,2,4)\n", "#title = 'E Dist after 80'\n", "#histogw(energies,final60,title,nbins)\n", "pl.show()\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist from elastic-only python simulation'\n", "histogw(energies,g4carbonnew,title,nbins)\n", "ax=pl.subplot(2,2,2)\n", "title = 'E Dist from G4 BERT list'\n", "histogw(energies,g4carbonB,title,nbins)\n", "ax=pl.subplot(2,2,3)\n", "title = 'E Dist from INCLXX list'\n", "histogw(energies,g4carbonI,title,nbins)\n", "ax=pl.subplot(2,2,4)\n", "title = 'E Dist from half energy intervals INCLXX'\n", "histogw(energies,g4carbonI2,title,nbins)\n", "pl.show()\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist from g4 BIC list'\n", "histogw(energies,g4carbon,title,nbins)\n", "ax=pl.subplot(2,2,2)\n", "title = 'E Dist from 20cm thick Geant simulation'\n", "histogw(energies,g4carbon20,title,nbins)\n", "ax = pl.subplot(2,2,3)\n", "histogw(energies,g4carbon20,title,nbins)\n", "histogw(energies,g4carbonnew,title,nbins)\n", "pl.show()\n", "\n", "print(expcarbon[47])\n", "print(g4carbon[47])\n", "print(g4carbonB[47])\n", "print(g4carbonI[47])\n", "print(g4carbonI2[47])" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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fLdkebPHa7u+Wyp5w7VFikw5paS6R7sXMaG5uxt1bTQjpLRobGwvcvTnZeXVFioj0MH379qWoqIje+l3edevWDdqxY8e7yc4rsYmI9ECf/exnuf/++9m8eTO9ZQJ5c3MzzzzzTMmvfvWrPW+88cbjyeqpK1JEpAeqqKgA4N5772XXrl0UFES/nXL33Xf3Kyoq2rZq1arb3X1DsnpKbCIiPVRFRQUVFRU0NTX1ilbbj3/847fc/ccd1VNiExHp4fr21Ud5vOi3XUVEpFdRYhMRkUhRYhMRkUhRYpOMJdqwVJuViki+acRRMhLbsLTZYdrcpYweWgygFf9FJO/UYpOMJNqwNLbiv7N3xX8RkVxTYpOMxLa56WNQVBhsczN7+viWbW36FFirFf/VRSkiuaKuSMlIog1L45NW4x7nJ39+leKiQm1KKiI5pcQmGWu76n9816MTdE8WFxVqU1IRySklNukyyXbhrq6pY+pvl+Ik7qJsu9dbtiW7z3zEIiJdT4lNukyi7sm28t1FWV1Tx/TbXqBxj1NgMHposbpLRSJGk0ekS5WXDuY7nz2ywy5Kwv9zPYuycn0tjXuCftHYbM58xSIi2aEWm2Rde12U0+YupdmhsG9Bqy7KbMZSYEFSi83mzFcsIpIdSmySdcm6KMtLBzN6aDHbG5paEkxXaztuVl46mBEH7seHO3Zz9eljchqLiOSGEpvkRNsZlB3piokcicbTAN6q3QnAdY+u4uihxR1eX5NKRHoWJTbJm0TLcnXlRI5k42kx8V89yHYsIpI7mjwieZNoWS7ouokcsfE0aL06SlG4Ykr8WFq2YxGR3FGLTfKmKyeVJOouTDaelmi8rztNcBGRzlFik7zJZFJJogRWXVPHV299gT3NjgFjDt3bjZhoPC3ReF8+J7iISNdSYpO8SjappLiokOKiwn2SWqIvV7/5wUfsCdfscuCDjz5uWcorJpWlvNKJRUS6L42xSbeUaBPTZJNBvM1tTykbyoOXnpB0PE1Eok0tNul2ks1QfH97Q6t6/zjlSL42aQTVNXXMCFtyhX2Mr0wYDqS2xJeIRI8Sm3Q7iWYoFhcV0tS8t21WANTt3A0ECWz+rBMSJrB0vz8nIj2fEpt0O+3NUDzvjsqW8viuRSUwEYlRYpNup70ZiupaFJGO5CyxmdlpwGygD3CHu9+YoM5XgZ8SzAdY4e5fy1V80r0ka4GpZSYiHclJYjOzPsAc4PPARuAlM1vg7qvj6hwF/BD4tLvXmdnBuYhNRESiJVfT/ScC69x9vbvvBh4AzmpT5xJgjrvXAbj75hzFJiIiEZKrxDYM2BB3vDEsi/cp4FNm9ryZVYZdlyLdVnVNHXOeXdfqu3btlYtIbnSnySN9gaOAKcBwYImZHevuW+MrmdksYBbAiBEjch2jCJB8FRTtBiCSf7lqsW0CDo87Hh6WxdsILHD3Rnd/E3idING14u63uXuFu1cMGTIkawGLtCfZKijaDUAk/3KV2F4CjjKzI8ysHzAdWNCmzp8JWmuY2UEEXZPrcxSfSFoSbYkTW8YrVq5lvETyIyeJzd2bgMuARcAa4PfuvsrMrjOzL4XVFgG1ZrYaeBb4vrvrz13Ju0TrVsa2xNm/qC/XnHnMPrsBDB88QN2QInmSszE2d18ILGxTdk3czw58L/wn0i20t7N2oi1xQLsBiOSbVvcXaUd7O2vHaCxNpHvJuMVmZgOAZnf/uAvjEelWMlm3UkTyK+XEZmY3EYyN/dXM/gH4I+Bmdq67P5K1CEXySOtWivQ86bTYzgNiY2LXADOBbcDNgBKbRJbWrRTpWdJJbPu5+04zKwFGuft/A5hZaXZCExERSV86ie11MzsPOBJ4Elq+b7YrG4GJiIhkIp3E9o8E287sBi4Ky74A/E9XByUiIpKpdBLbBnf/P/EF7j7PzJ7u4phEREQyls732F5PUr46SbmIiEjOpZPYbJ8Cs/2B5q4LR0REpHM67Io0sw0Ei5UPMLO325wuAeZnIzAREZFMpDLGNpOgtbYQ+HpcuQPvu/vabAQmIiKSiQ4Tm7v/BYKp/e6+M/shiYiIZC6dWZFN4e7V44BB8Sfc/RtdGpWIiEiG0kls9wLHESyf9X52whEREemcdBLbF4Aj3H1rtoIRERHprHSm+78N9M9WICIiIl0h3a7Ih81sNm26It39mS6NSkREJEPpJLbLwv//tU25A6O6JhwREZHOSTmxufsR2QxERESkK6QzxoaZFZrZiWZ2bng80MwGZic0kZ6pvqGRTVt3UV1T16q8uqaOOc+u26dcRLpWyi02MzsWWAB8DAwHHgROBs4Hzs1KdCI9THVNHa+9V0+zw7S5Sxk9tJjiokLqGxp57b163KF/YQHzLp6s3bdFsiSdFttvgWvcfTTQGJb9BfhMl0cl0kNVrq/FPfi52WF7QxMQ/N/swYB0Y1Mzletr8xekSMSlM3nkGOC+8GcHcPcdZjagy6MS6aEmjyqhf2EBjU3NFPYtYPb08ZSXDqa6po5pc5fS7FDYt4DJo0ryHapIZKWT2N4CyoGqWIGZTQTWdXFMIj1Weelg5l08mcr1tUweVdLS3VheOpjRQ4vZ3tDUkuxEJDvSSWw/AR4zs7lAPzP7IfAt4JKsRCbSQ5WXDk6YuIqLCikuKlRSE8mylMfY3P1R4DRgCMHYWilwjrv/T5ZiExERSVs6syIPcveXgX/MYjwiIiKdktZakWa20MzO03fXRESku0onsY0AHgW+DbxnZvPN7Itmls44nYiISFalM8b2gbv/p7t/BhgLrAB+DrybreBERETSldaSWnEOBg4BDgK0P5uIiHQbKSc2Myszs+vNbB3w57D4bHc/KjuhiYiIpC+dFtvzwKHApcDh7v7/3P2vqd7YzE4zs7Vmts7Mrm6n3lfMzM2sIo3YREREgBQSm5n9JvzxEHe/GBjp7s1x5/87hWv0AeYApwNlwAwzK0tQrxi4HHgxtfBFRERaS6XFdgGAu+8Oj/+tzfnPp3CNicA6d18fXucB4KwE9a4HfgE0pHBNkchKtsWNtr4R6VgqU/Wtg+NUDAM2xB1vBCa1uqjZBIIuzsfM7PtJgzGbBcwCGDFiRAahiHRv1TV1TL/tBRr3OAWGtr4RSVMqLTbv4LjTzKwA+Hfgig6Dcb/N3SvcvWLIkCFdHYpI3lWur6VxT/A209Y3IulLpcXW18w+y96WWtvjPilcYxNweNzx8LAsppjgu3GLzQxgKLDAzL7k7lWI9CKTR5VQYEFSKyrU1jci6UolsW0G7oo7rm1zvDmFa7wEHGVmRxAktOnA12In3X0bwXfiADCzxcCVSmrSGyXb4kZb34ikpsPE5u4jO3sn7t5kZpcBiwhaeHe5+yozuw6ocvcFnb0PkShJtsWNtr4R6VjO1nl094XAwjZl1ySpOyUXMYmISPRkuqSWiKSpvqGRTVt3aQq/SJZpZX6RHKiuqeO19+ppdpg2d6mm8ItkkVpsIjlQub4WD78ooyn8ItmlFptIDkweVUL/wgIam5op7Ksp/CLZpMQmkgPlpYOZd/FkKtfXMnlUiabwi2SREptIjpSXDk6YuDSFX6RraYxNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNJM8S7aydbLdtEemYVvcXyaNEO2sDrH63HoDz7qjUrtoiaVKLTSSPEu2sHdtdG7Srtkgm1GITyaNEO2tD0FKLlWlXbZH0KLGJ5FGynbUTlYlIapTYRPIs0c7ayXbbFpGOaYxNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiRYlNREQiJWeJzcxOM7O1ZrbOzK5OcP57ZrbazF4xs6fNrDRXsYmISHTkJLGZWR9gDnA6UAbMMLOyNtVeBirc/Tjgj8AvcxGbiIhES65abBOBde6+3t13Aw8AZ8VXcPdn3X1neFgJDM9RbCIiEiG5SmzDgA1xxxvDsmQuAh7PakQiIhJJ3W4RZDObCVQAJyc5PwuYBTBixIgcRiYiIj1Brlpsm4DD446Hh2WtmNkpwD8DX3L3jxNdyN1vc/cKd68YMmRIVoIVEZGeK1eJ7SXgKDM7wsz6AdOBBfEVzGw8cCtBUtuco7hERCRicpLY3L0JuAxYBKwBfu/uq8zsOjP7Uljt34BBwB/MbLmZLUhyORERkaRyNsbm7guBhW3Kron7+ZRcxSIiItGllUdERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRSlNhERCRScpbYzOw0M1trZuvM7OoE5/ub2YPh+RfNbGSuYhMRkejISWIzsz7AHOB0oAyYYWZlbapdBNS5+5HAzcAvchGbiIhES65abBOBde6+3t13Aw8AZ7WpcxZwT/jzH4HPmZllM6jqmjrmPLuO6po67n/xbb5+54vc/+LbrerUNzSyaesuqmvqshmKSEqSvR6TvX6zWZ6P++xNsXenWDoTY/znbK6Yu2f/TsymAqe5+8Xh8deBSe5+WVydlWGdjeHxG2GdD5Jdt6KiwquqqjKKqbqmjq/e+gJ7mvd9/CNL9uOQ/Yuob2hk9bv1ABQVFjDv4smUlw7O6P5EOqu6po5pc5fS7FBgMHpoMcVFhby/vYG3ane21Iu9frNZDuT8PntT7FGKMdY66d8Fn6FmVu3uFR3V63GTR8xslplVmVnVli1bMr5O5fpamhMkNYAPd+wGYHtDU0tZY1MzletrM74/kc6qXF9L7O/QZt/7+oy9XmNix9ksz8d99qbYu1MsnY3Rw3+5/AzNVWLbBBwedzw8LEtYx8z6Ap8A9vktuPtt7l7h7hVDhgzJOKDJo0roX1hAH4O+bX4LV58+hgcvPYHZ08dTFNYp7FvA5FElGd+fSGfFv2aLCguYPX08D156AlefPqZVvdjrN5vl+bjP3hR7d4qlszEW9rGcf4b2zcm9wEvAUWZ2BEECmw58rU2dBcD5wAvAVOAZz2I/aXnpYOZdPJnK9bVMHlXC2vfqeXzlu5w+9lC+NmlEwjrqhpR8SvZ6jL1e275+s12ej/vsTbF3p1g6E+PRQ4tz/hmakzE2ADM7A/g10Ae4y91/bmbXAVXuvsDMioD/AsYDHwLT3X19e9fszBibiIj0LKmOseWqxYa7LwQWtim7Ju7nBmBaruIREZFo6nGTR0RERNqjxCYiIpGixCYiIpGixCYiIpGixCYiIpGSs+n+2WBmW4CaDqodBCRdlkt6JD2n0aPnNHqy8ZyWunuHK3P06MSWCjOrSuV7D9Jz6DmNHj2n0ZPP51RdkSIiEilKbCIiEim9IbHdlu8ApMvpOY0ePafRk7fnNPJjbCIi0rv0hhabiIj0IpFNbGZ2mpmtNbN1ZnZ1vuOR9JnZ4Wb2rJmtNrNVZnZ5WH6gmT1pZn8L/9d+Qj2MmfUxs5fN7NHw+AgzezF8vz5oZv3yHaOkx8wOMLM/mtlrZrbGzE7I13s1konNzPoAc4DTgTJghpmV5TcqyUATcIW7lwGTge+Ez+PVwNPufhTwdHgsPcvlwJq4418AN7v7kUAdcFFeopLOmA084e6jgeMJnt+8vFcjmdiAicA6d1/v7ruBB4Cz8hyTpMnd33X3ZeHP9QRvlGEEz+U9YbV7gLPzE6FkwsyGA/8A3BEeG/D3wB/DKnpOexgz+wRwEnAngLvvdvet5Om9GtXENgzYEHe8MSyTHsrMRhJsQvsicIi7vxueeg84JE9hSWZ+DfwAaA6PS4Ct7t4UHuv92vMcAWwB7g67mO8ws4Hk6b0a1cQmEWJmg4D/Br7r7tvjz3kwrVdTe3sIMzsT2Ozu1fmORbpUX2AC8Ft3Hw/soE23Yy7fq1FNbJuAw+OOh4dl0sOYWSE1hoebAAAIf0lEQVRBUpvn7g+Fxe+b2aHh+UOBzfmKT9L2aeBLZvYWwRDB3xOMzRxgZn3DOnq/9jwbgY3u/mJ4/EeCRJeX92pUE9tLwFHhTKt+wHRgQZ5jkjSFYy93Amvc/d/jTi0Azg9/Ph94ONexSWbc/YfuPtzdRxK8L59x9/OAZ4GpYTU9pz2Mu78HbDCzo8OizwGrydN7NbJf0DazMwj68vsAd7n7z/MckqTJzD4DPAe8yt7xmB8RjLP9HhhBsLvDV939w7wEKRkzsynAle5+ppmNImjBHQi8DMx094/zGZ+kx8zGEUwI6gesBy4kaDzl/L0a2cQmIiK9U1S7IkVEpJdSYhMRkUhRYhMRkUhRYhMRkUhRYhMRkUhRYhMRkUhRYhMRkUhRYhMRkUhRYhMRkUhRYpOcMrMTzWxtju7rZ2b2gZm9l4v7k9wysylmtrETt/90uLPzR2Z2tpkdYmZLzKzezH7VlbFKbimxSbvM7C0z2xW++WP//iNJ3Z+aWWP4wVBvZq+b2X/EVvcGcPfn3P3oRLdPcK37OhH3COAKoMzdh5rZSDPzuBXku0R4zR1xv5s74s6Zmf3CzGrDf78IF3bu9uJ+X/HP+0/izvc3s7vMbLuZvWdm38tnvBm6DvgPdx/k7n8GZgEfAPu7+xX5DU06o0vf5BJZX3T3p1Ks+6C7zwy3m/kUcC1QbWblcRsO5sIIoNbdu2SbDDPrG7cRZlvHu/u6BOWzCHYMPp5gH6ongTeBuV0RUybMbDHwU3dfnOJNDkjyuH8KHAWUAkOBZ81stbs/0RVx5kgpsKrN8WrPYAHdDl4fkmNqsUlWuHuju68CziXYWfcK2Lf7yMyuMrNNYQtvrZl9zsxOI1jF/9ywpbAi0X2Y2dVm9kZ429Vm9uWw/BSCJHJYePvfAUvCm20Ny04I637TzNaYWZ2ZLTKz0rjru5l9x8z+Bvwtg1/D+cCv3H2ju28CfgVckKyymZ1lZsvDVtAb4e8BM1scdqsuDWN/xMxKzGxeWPclC3YYz6Xzgevdvc7d1wC30/5juyT8Pceeqwlh+Vtm9n0zeyVs+d4Zdgk+HtZ9yswGtxeImf0o7HJ+y8zOiytfbGYXxx1fYGb/G/78BjAKeCT8nc4PH9MPwuNTzKwg7jVWa2a/N7MDw9vHWrQXmdnbwDMZ/h4lC5TYJKvcfQ/BHkwntj1nwd5NlwF/5+7FwBeAt8K/+v+VoPU3yN2PT3L5N8LrfoKgZXifmR0ati5PB94Jb38BcFJ4mwPCshfM7CyCBHoOMIRgi5z5be7jbGASUNbOw1wSdsc91CbBHAPEJ+UVYdk+zGwicC/wfeCAMN634qpMB74ODAM+CbwA3E2wzcsa4F/aia8zasxso5ndbWYHhbEOBg4l9cc2jaCF9w1gf+BLQG1cla8Anydo4X8ReJzgeRlC8Bn1f9uJbyhwEMHv5XzgNtu7J1hS7v5J4G2C3ohB7j4DmAf8Mjx+Cvgnguf/ZOAwoA6Y0+ZSJwNjCF670k0osUkq/mxmW+P+XZLm7d8h+ABuaw/QHygzs0J3f8vd30j1ou7+B3d/x92b3f1BglbVxDTi+hZwg7uvCbuR/hUYF99qC89/6O67klzjZGAkMJrgcT5qe8fxBgHb4upuAwYlGWe7iGDfwCfDx7PJ3V+LO3+3u7/h7tsIPvjfcPenwrj/AIxP43Gn4gPg7wi658qBYoIPfggeV+zxEPdzcZJrXUyQMF7ywDp3r4k7f4u7vx+2ap8DXnT3l929AfgTHT+2n7j7x+7+F+Ax4KspPsaOfAv457DF/TFBcp5qrcdpf+ruO9p5fUgeKLFJKs529wPi/t2e5u2HAftsLhiOS32X4ANjs5k9YGaHpXpRM/tG2HW31cy2AmMJ/npPVSkwO+72HwIWxhuzob0LuPsSd9/t7luBy4EjCP6CB/iIoIUSsz/wUZIxnMMJWqDJvB/3864Ex4NIIv6PEuAzBMk3VnZ1ksf1kbtXuXuTu79P0LI+1cyKw8cVezzxj60+SQhZe2xAnbvviDuuIWhddYVS4E9xv7s1BH+MHRJXp93Xh+SHEptklZkVEHQvPZfovLvf7+6fIfgQceAXsVMdXLeUYFznMqDE3Q8AVhIkpoR3laBsA3Bpm6Q9wN2XdnC79nhcDKsIJo7EHE/ryQptY/lkmveVWkBxjw/4X+DMuLIbU71M+H+Bu9cB79INHhsw2MwGxh2PIGg5A+wA9os7NzTNa28ATm/z+igKW5Yx2qm5G1Jik6wws75mNoZgzGoo8O8J6hxtZn9vZv2BBoK/zpvD0+8DI8PEmMhAgg+VLeG1LiRosSWzJbz2qLiyucAPzeyY8BqfCMeDUmJmx5jZODPrY2aDCCaHbCL4yx6CMbPvmdmwsCV6BfC7JJe7E7jQgskzBeFtRqcaS1czs0nh81NgZiXAb4DFYVcoBI/tx2Y2OIzzEpI/tjuAK82s3AJHtunu7axrzayfmZ0InEnQNQuwHDjHzPYzsyMJunvTMRf4eSxWMxsSjstKN6fEJqmIzRyL/ftTO3XPNbOPCMZcFhBMEih393cS1O0P3EgwnvMecDDww/Bc7MOp1syWtb2hu68mSCQvECTBY4HnkwXl7juBnwPPh11Lk939TwQtxAfMbDtBi+/0dh5bW4cADwLbgfUEY21nuntjeP5W4BHg1fDaj4VlieL7K3AhcDPB7+4vBK3YfBkFPEHQvbgS+BiYEXf+Xwi6F2sIYv23ZFP93f0PBL/7+8Pr/ZnEY66ZeI9gUsc7BGOA34obm7wZ2E3w+riHvWOEqZpN8Br+HzOrByoJJhJJN2cZfGVDRESk21KLTUREIkWJTUREIkWJTUREIkWJTUREIkWJTUREIkWJTUREIkWJTUREIkWJTUREIkWJTUREIuX/AyI5BmtBxdQYAAAAAElFTkSuQmCC\n", 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\n", 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vt9Vr/Xuv9ZwcfHxOTsEm0j2UlpbyzDPPAPDGG2/wyCOPsGjRonZ19rbHlmzutY7mzJmzx2HIVOZ3y1R3GjwiedR6iPI7J49o1/s6a0I5fQsLMKBvYQG/u7CShy4/jlnTx1MQppyuOSnSvcyYMYOPPvqIMWPGMHPmTObMmUNpaWaf0WTzsyWaey12frbt27fz1FNPcdZZZ2Vln6nQJbWkTbxDlBMrBjDna7rmpEhPst9++/HXv/41K9tKNj9bovnVYudn69+/P3V1yUdZd5zfLZU54ZJRsEmndM1Jke7FzGhpacHd2w0I6S2ampoK3L0l0XodihQR6WEKCwspLi5my5beOXC8pqZmv+3bt7+TaL2CTUSkB/rsZz/Lgw8+yObNm+ktA8hbWlp45plnSn/5y1/u/tvf/vZEono6FCki0gNVVlYCcN9997Fz504KCqLfT/n973/ft7i4+MPVq1ff4e4bEtVTsImI9FCVlZVUVlbS3NzcK3ptP/zhD99y9x92Vk/BJiLSwxUW6qs8VvT7riIi0qso2EREJFIUbCIiEikKNslYvJm4NQu3iOSbzjhKRuLNxA3oiv8iknfqsUlG4s3ErVm4RaQ7ULBJRlqnueljUFwUTHOjK/6LSHegQ5GSkUQzcQ89aF8+2L6La04d1e4wpGbbFpFcUbBJxjpe9b+6tp63P9hBi8MP/7KS+6veoqS4qNvNtp0oZBW+ItGgYJOsiXferaS4qN1s27ua2s+2neswqa6tZ/rtL9G02ykwGDm4pFuGr4hkTsEmWdN63q2puYWiwoK2CUgfXPw2P/jzSgBagD8u2cDzb2zJS5hUraujaXeQsonCt3Xgi4JNpGdSsEnWJDrvVr9jF0YwWhKgOUyQfITJ5OGlFFgQaq2DXiZWDKC6tp5zbl1Ei2vgi0hPp2CTrIo323ainlwuwqTjoc6JFQPiDnCZWDGAkYNL2NbY3NY+EemZFGzS5RL15Lo6TOKdTwN4q24HANc/tpoRg0va9ltSXERJcZFCTaSHU7BJTsTrySWTjUEl8c6nxep4+LOhsYltjc1U19ZrtKRID6Zgk7yJd1mubI5QjHc+DeCCO6vaDou2Hv7s6raISO4o2CRvUvl5QKqDSuL1qhKdT4t3WDSbbRGR/FKwSd5kMqgkXoBV19Zz7m0vsbvFMWDUoR/3tuKdT+tuA1xEJLsUbJI36Q4qSfTj6vXvf8TusFvlwPsf/aOtt9Wqs95Wvga4iEj2Kdgkr9IZVJLox9Xeod5Jowfz72d+kura+rjn09Jti0ZLivQsCjbpdhIN5HhvW2O7et+cciTnTxpKdW09M8KeXFEf4+wJ5UDiXpiIRJuCTbqdRAM5Wq9YAsF8S/U7dgFBgM2ZeVzcAEv3ZwYi0vMp2KTbSTaQI9GhRQWYiLRSsEm3k2wghw4tikhnchZsZnYKMAvoA9zp7jfFqXMu8GOCwW3L3f38XLVPupdEPTD1zESkMzkJNjPrA8wGPg9sBF4xs3nuviamzlHA94FPu3u9mR2Si7aJiEi0FORoP8cCNe6+zt13AXOBMzrU+Row293rAdx9c47aJiIiEZKrYCsDNsQsbwzLYn0C+ISZvWhmVeGhSxERkbR0p8EjhcBRwBSgHHjezD7p7ltjK5nZTGAmwNChQ3PdRhER6eZy1WPbBAyJWS4Py2JtBOa5e5O7rwfeIAi6dtz9dnevdPfKgQMHdlmDRTpTXVvP7GdrqK6tT6lcRHIjVz22V4CjzOxwgkCbDnQc8fgXYAbwezM7mODQ5LoctU8kLYmuW6lpbkTyLyc9NndvBq4AFgCvAX9w99Vmdr2ZnR5WWwDUmdka4FngX929LhftE0mmobGJTVt3tuuBJZrEtHWaG+fjCy+LSG7l7Bybu88H5ncouzbmvgPfCW8i3UIm163UNDci+dWdBo+IdDuZXLdS09yI5JeCTSSJTK5bqWluRPIr42Azs32AFnf/RxbbI9Kt6LqVIj1PysFmZr8gGPTxspl9EXgYcDM7z93/2mUtFMkzXbdSpGdJZ1TkBcCq8P61wIXA6cC/Z7tRIiIimUrnUOS+7r7DzEqB4e7+JwAzq+iapomIiKQvnWB7w8wuAI4EngIIf0i9sysaJiIikol0gu2bBPOp7QIuDcu+APx3thslIiKSqXSCbYO7/5/YAnd/wMwWZrlNIiIiGUtn8MgbCcrXJCgXERHJuXSCzfYoMNsfaMlec0RERPZOp4cizWwDwTVd9zGztzusLgXmdEXDREREMpHKObYLCXpr84Evx5Q78J67r+2KhomIiGSi02Bz9/+BYGi/u+/o+iaJiIhkLp1Rkc1mNhMYB+wXu8LdL8pqq0RERDKUTrDdB4wF/gq81zXNERER2TvpBNsXgMPdfWtXNUZERGRvpTPc/22gX1c1REREJBvSPRT5qJnNosOhSHd/JqutEhERyVA6wXZF+G/HaWocGJ6d5oiIiOydlIPN3Q/vyoaIiIhkQzrn2DCzIjM73szOC5f7m1n/rmmaSM/U0NjEpq07qa6tb1deXVvP7Gdr9igXkexKucdmZp8E5gH/AMqBh4ATgYuB87qkdSI9THVtPa+/20CLwzm3LmLk4BJKiotoaGzi9XcbcId+RQU8cNlkJlYMyHdzRSIpnR7b74Br3X0k0BSW/Q/wmay3SqSHqlpXh3twv8VhW2MzEPzb4sEJ6abmFqrW1eWvkSIRl87gkaOB+8P7DuDu281sn6y3SqSHmjy8lH5FBTQ1t1BUWMCs6eOZWDGA6tp6zrl1ES0ORYUFTB5emu+mikRWOsH2FjARWNJaYGbHAjVZbpNIjzWxYgAPXDaZqnV1TB5e2na4cWLFAEYOLmFbY3Nb2IlI10gn2H4EPG5mtwJ9zez7wNeBr3VJy0R6qIkVA+IGV0lxESXFRQo1kS6W8jk2d38MOAUYSHBurQI4y93/u4vaJiIikrZ0RkUe7O6vAt/swvaIiIjslbSuFWlm883sAv12TUREuqt0gm0o8BjwDeBdM5tjZv9sZumcpxMREelS6Zxje9/df+vunwHGAMuBnwLvdFXjRERE0pXWJbViHAIMAg4GND+biIh0GykHm5mNNrMbzKwG+EtY/CV3PyrFx59iZmvNrMbMrklS72wzczOrTLVtIiIirdI5P/Yi8CfgcuBZd29J9YFm1geYDXwe2Ai8Ymbz3H1Nh3olwJXA4jTaJSIi0qbTHpuZ/Tq8O8jdLwOGxYaamf0phf0cC9S4+zp33wXMBc6IU+8G4GdAYwrbFBER2UMqhyIvAQgDCeA/Oqz/fArbKAM2xCxvDMvamNkEYIi7P57C9kREROJKJdisk+W9ZmYFwH8C302h7kwzW2JmS7Zs2ZLtpoh0C4nmbtOcbiKdS+Ucm3eynIpNwJCY5fKwrFUJwU8InjMzgMHAPDM73d2XxNTD3W8HbgeorKzMpC0i3Vp1bT3Tb3+Jpt1OgaE53UTSlEqwFZrZZ/m4p9ZxuU8K23gFOMrMDicItOnA+a0r3f1Dgp8OAGBmzwFXdQw1kd6gal0dTbuDv9la53QrKS5qm9MNPp7TTcEmsqdUgm0zcHfMcl2H5c2dbcDdm83sCmABQRDe7e6rzex6YIm7z0ujzSKRNnl4KQUWhFpxkeZ0E0lXp8Hm7sOysSN3nw/M71B2bYK6U7KxT5GeKNHcbZrTTSQ1us6jSDeUaO42zekm0rlML6klIiLSLSnYRHKkobGJTVt3agi/SBfToUiRHKiuref1dxtocTjn1kUawi/ShdRjE8mBqnV1eDhUv3UIP9A2hN/5eAi/iOwd9dhEcmDy8FL6FRXQ1NxCUaGG8It0JQWbSA5MrBjAA5dNpmpdHZOHl2oIv0gXUrCJ5MjEigFxg0tD+EWyS+fYREQkUhRsIiISKQo2ERGJFAWbiIhEioJNREQiRcEmIiKRomATEZFIUbCJiEikKNhERCRSFGwiIhIpCjYREYkUBZuIiESKgk0kz+LNrJ1otm0R6Zyu7i+SR/Fm1gZY804DABfcWaVZtUXSpB6bSB7Fm1m7dXZt0KzaIplQj00kj+LNrA1BT621TLNqi6RHwSaSR4lm1o5XJiKpUbCJ5Fm8mbUTzbYtIp3TOTYREYkUBZuIiESKgk1ERCJFwSYiIpGiYBMRkUhRsImISKQo2EREJFJyFmxmdoqZrTWzGjO7Js7675jZGjNbYWYLzawiV20TEZHoyEmwmVkfYDZwKjAamGFmoztUexWodPexwMPAz3PRNhERiZZc9diOBWrcfZ277wLmAmfEVnD3Z919R7hYBZTnqG0iIhIhuQq2MmBDzPLGsCyRS4EnurRFIiISSd3uWpFmdiFQCZyYYP1MYCbA0KFDc9gyERHpCXLVY9sEDIlZLg/L2jGzk4B/A05393/E25C73+7ule5eOXDgwC5prIiI9Fy5CrZXgKPM7HAz6wtMB+bFVjCz8cBtBKG2OUftEhGRiMlJsLl7M3AFsAB4DfiDu682s+vN7PSw2n8A+wF/NLNlZjYvweZEREQSytk5NnefD8zvUHZtzP2TctUWERGJLl15REREIkXBJiIikaJgExGRSFGwiYhIpCjYREQkUhRsIiISKQo2ERGJFAWbiIhEioJNREQiRcEmIiKRomATEZFIUbCJiEikKNhERCRSFGwiIhIpCjYREYkUBZuIiESKgk1ERCJFwSYiIpGiYBMRkUhRsImISKQo2EREJFIUbCIiEikKNhERiRQFm4iIRIqCTUREIkXBJiIikaJgExGRSFGwiYhIpCjYREQkUhRsIiISKQo2ERGJFAWbiIhEioJNREQiJWfBZmanmNlaM6sxs2virO9nZg+F6xeb2bBctU1ERKIjJ8FmZn2A2cCpwGhghpmN7lDtUqDe3Y8EfgX8LBdtExGRaMlVj+1YoMbd17n7LmAucEaHOmcA94b3HwY+Z2bWlY2qrq1n9rM1VNfW8+Dit/nyXYt5cPHb7eo0NDaxaetOqmvru7IpIilJ9H5M9P7tyvJ87LM3tb07tWVv2hj7PZsr5u5dvxOzacAp7n5ZuPxlYJK7XxFTZ1VYZ2O4/LewzvuJtltZWelLlizJqE3VtfWce9tL7G7Z8/kPK92XQfsX09DYxJp3GgAoLirggcsmM7FiQEb7E9lb1bX1nHPrIlocCgxGDi6hpLiI97Y18lbdjrZ6re/friwHcr7P3tT2KLWxtXfSLwvfoWZW7e6VndXrcYNHzGymmS0xsyVbtmzJeDtV6+poiRNqAB9s3wXAtsbmtrKm5haq1tVlvD+RvVW1ro7Wv0Nb/OP3Z+v7tVXrcleW52Ofvant3akte9tGD2+5/A7NVbBtAobELJeHZXHrmFkhcACwx/+Cu9/u7pXuXjlw4MCMGzR5eCn9igroY1DY4X/hmlNH8dDlxzFr+niKwzpFhQVMHl6a8f5E9lbse7a4qIBZ08fz0OXHcc2po9rVa33/dmV5PvbZm9rendqyt20s6mM5/w4tzMle4BXgKDM7nCDApgPnd6gzD7gYeAmYBjzjXXicdGLFAB64bDJV6+qYPLyUte828MSqdzh1zKGcP2lo3Do6DCn5lOj92Pp+7fj+7eryfOyzN7W9O7Vlb9o4YnBJzr9Dc3KODcDMpgI3A32Au939p2Z2PbDE3eeZWTHwX8B44ANguruvS7bNvTnHJiIiPUuq59hy1WPD3ecD8zuUXRtzvxE4J1ftERGRaOpxg0dERESSUbCJiEikKNhERCRSFGwiIhIpCjYREYmUnA337wpmtgWo7aTawUDCy3JJj6TXNHr0mkZPV7ymFe7e6ZU5enSwpcLMlqTyuwfpOfSaRo9e0+jJ52uqQ5EiIhIpCjYREYmU3hBst+e7AZJ1ek2jR69p9OTtNY38OTYREeldekOPTUREepHIBpuZnWJma82sxsyuyXd7JH1mNsTMnjWzNWa22syuDMsPMrOnzOzN8F/NJ9TDmFkfM3vVzB4Llw83s8Xh5/UhM+ub7zZKeszsQDN72MxeN7PXzOy4fH1WIxlsZtYHmA2cCowGZpjZ6Py2SjLQDHzX3UcDk4Fvha/jNcBCdz8KWBguS89yJfBazPLPgF+5+5FAPXBpXlole2MW8KS7jwSOIXh98/JZjWSwAccbzzlDAAAIlElEQVQCNe6+zt13AXOBM/LcJkmTu7/j7kvD+w0EH5Qygtfy3rDavcCX8tNCyYSZlQNfBO4Mlw34J+DhsIpe0x7GzA4ATgDuAnD3Xe6+lTx9VqMabGXAhpjljWGZ9FBmNoxgEtrFwCB3fydc9S4wKE/NkszcDHwPaAmXS4Gt7t4cLuvz2vMcDmwBfh8eYr7TzPqTp89qVINNIsTM9gP+BHzb3bfFrvNgWK+G9vYQZnYasNndq/PdFsmqQmAC8Dt3Hw9sp8Nhx1x+VqMabJuAITHL5WGZ9DBmVkQQag+4+yNh8Xtmdmi4/lBgc77aJ2n7NHC6mb1FcIrgnwjOzRxoZoVhHX1ee56NwEZ3XxwuP0wQdHn5rEY12F4BjgpHWvUFpgPz8twmSVN47uUu4DV3/8+YVfOAi8P7FwOP5rptkhl3/767l7v7MILP5TPufgHwLDAtrKbXtIdx93eBDWY2Iiz6HLCGPH1WI/sDbTObSnAsvw9wt7v/NM9NkjSZ2WeAF4CVfHw+5gcE59n+AAwlmN3hXHf/IC+NlIyZ2RTgKnc/zcyGE/TgDgJeBS5093/ks32SHjMbRzAgqC+wDvgKQecp55/VyAabiIj0TlE9FCkiIr2Ugk1ERCJFwSYiIpGiYBMRkUhRsImISKQo2EREJFIUbCIiEikKNhERiRQFm4iIRIqCTXLKzI43s7U52tdPzOx9M3s3F/uT3DMzN7MjM3zsIDN73swazOyXFvi9mdWb2cvZbqvkjoJNkjKzt8xsp5l9FHO7JUHdH5tZU/hF0WBmb5jZLa1X9wZw9xfcfUS8x8fZ1v170e6hwHeB0e4+2MyGhV+ChZ09No19HN/h/+WjcB9nx9T5FzN718y2mdndZtYvW/vvSmZ2sJm9aGZ1ZrbVzF4ys093qNMjn1uMmcD7wP7u/l3gM8DngXJ3PzavLZO9omCTVPyzu+8Xc7siSd2H3L2E4GK2ZwKDgerYcMuRoUCdu2dlmox4gRiGdNv/C3Aa8BHwZPiYLxDMSfU5oAIYDlyXjfZkyszuMbNLUqj6EfBVYCAwAPgZ8NfW/4fu+NwyUAGs8Y8vmFsBvOXu29PdUDb/YJK9p2CTLuHuTe6+GjiPYGbd70JwRXcz29haz8yuNrNNYQ9vrZl9zsxOIbiK/3lhL2h5vH2Y2TVm9rfwsWvM7Myw/CTgKeCw8PH3AM+HD9salh0X1v2qmb0WHn5aYGYVMdt3M/uWmb0JvJnC074YeDjmi/Fi4C53X+3u9cANwCWJHmxmnzGzRWEPaUNrAIVh9FszeyJs+4tmNtjMbg7b/bqZjU+hfSlz90Z3X+vuLYABuwkC7qBu+Nymmtm68LDzf5hZQbjtdr3+2F57+J64GPheuN/LCa5Mf1y4fF34mNPMbFnY7kVmNjZme2+F798VwHaFWzfi7rrplvAGvAWclGLdHwP3xym/Hlgc3p9CMCEhwAhgA3BYuDwMOCLZtjps9xzgMII/0M4jmLX30I77idm2A4UxZWcANcAoghmAfwgsilnvBAF5ELBPJ23pDzQAU2LKlgPnxSwfHG6zNM7jK8LHzwCKgFJgXLjuHoJDZhOBYuAZYD1wEcG0TD8Bnk3xNboHuCSN138FsCts9x3d7bmF+3w2fI2GAm8Al8V7D3V8D4T7/knM+kuA/41ZHk8wMeaksC0XE3we+sV8NpYRTGqc9P2hW25v6rFJKv4S/sXaevtamo//Ox//pR9rN9APGG1mRe7+lrv/LdWNuvsf3f3v7t7i7g8R9KrSOTfydeBGd3/N3ZuBfwfGxfbawvUfuPvOTrZ1FsEX9P/ElO0HfBiz3Hq/JM7jzweedvc5HvR269x9Wcz6P7t7tbs3An8GGt39PnffDTxE8CWcde4+Ftg/bN//xqzqTs/tZ+Fr9DbBHIwzUn6Cyc0EbnP3xe6+293vBf4BTI6p82t335DC+0NySMEmqfiSux8Yc7sjzceXAXtMLujuNcC3Cf6y3mxmc83ssFQ3amYXxRwm2gqMIeg5pKoCmBXz+A8IDruVxdTZkOK2Lgbuc/fYCQ4/IgiFVq33G+I8fgiQLNTfi7m/M87yfokeaGYrYp7j+cBvY/5I+W2SfQJthyXnANeY2TFhcbd4bqHY16iWoBefDRXAd2P/qCN4LrHbT/X9ITmkYJMuFZ7v+GeCmbD34O4PuvtnCL5EnGCQAuH9ZNutAO4AriA4/HUgsIogmOLuKk7ZBuDyDqG9j7sv6uRxHdsyhODQ530dVq0GjolZPgZ4z93rErTliM72lQl3H9v6/IAHgW/GPN9vprGpIoJBItBNnltoSMz9oQRHCCA4NL1vzLrBaW53A/DTDu+PfcOQb6WZmrshBZt0ifAE/ShgDsEXyn/GqTPCzP4pHCbeSPDXeUu4+j1gWOtAgDj6E3ypbAm39RWCHlsiW8JtD48puxX4vpkdHW7jADM7J8WnGOvLBOfmOvZK7gMuNbPRZnYgwTm8exJs4wHgJDM7N/y/KzWzcRm0JSvMbHI44KOvme1jZlcDg4DFYZXu9Nz+1cwGhH9gXElw+BKC818nmNlQMzsA+H6a270D+LqZTbJAfzP7opnFO9wq3YiCTVLxV2v/W60/J6l7npl9RHDOZR5QB0x097/HqdsPuIng3NS7wCF8/OXzx/DfOjNb2vGB7r4G+CXwEkEIfhJ4MVGj3H0H8FPgxfCw0mR3/zNBD3GumW0j6PGdmuS5JXIRcG+cfT4J/JxgcMPbBIfJ/l+C9r0NTCUYPfoBwZfyMfHq5kg/YDbB67eJoG1fbH0du9lzexSoDrf7OHBXuN+nCEJuRbj+sXQ26u5LgK8BtwD1BAONLslWo6XrWPtTAiIiIj2bemwiIhIpCjYREYkUBZuIiESKgk1ERCJFwSYiIpGiYBMRkUhRsImISKQo2EREJFIUbCIiEin/H7KyCQ9VA60LAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weights = np.matmul(counts,bmatrix[10])\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist after 100 cm buffer'\n", "histogw(energies,weights,title,nbins)\n", "pl.show()\n", "\n", "for i in range(1,10):\n", " weights = np.matmul(counts,hundred[i])\n", " pl.figure(figsize=(15,9))\n", " ax=pl.subplot(2,2,1)\n", " title = 'E Dist after '+str(i)+'0 cm + '+str(10-i)+'0 cm buffer'\n", " histogw(energies,weights,title,nbins)\n", " pl.show()" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "counts = [1.0]*58\n", "counts[27] = 1.0\n", "tens = [0.]*10\n", "tens[0]=bmatrix[1]\n", "for i in range(1,10):\n", " tens[i]=np.matmul(tens[i-1],bmatrix[1])\n", "fast250 = np.matmul(counts,np.matmul(np.matmul(bmatrix[10],bmatrix[10]),bmatrix[5]))\n", "slow250 = np.matmul(counts,np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],np.matmul(bmatrix[1],bmatrix[1])))))))))))))))))))))))))\n", "fast300 = np.matmul(counts,np.matmul(np.matmul(bmatrix[10],bmatrix[10]),bmatrix[10]))\n", "five50s = np.matmul(counts,np.matmul(bmatrix[5],np.matmul(bmatrix[5],np.matmul(bmatrix[5],np.matmul(bmatrix[5],np.matmul(bmatrix[5],np.matmul(bmatrix[5],bmatrix[5])))))))\n", "\n", "def histogw(data,wts,title,nbins):\n", " xmin0 = 1\n", " xmax0 = 1\n", " delta = .5\n", " if len(data) > 0:\n", " xmax0 = 61\n", " delta = (xmax0-xmin0)/6.0\n", " Xhist,Xedges = histogram(data,weights=wts,bins=nbins,range=(xmin0,xmax0))\n", " x = array( [ (Xedges[i]+Xedges[i+1])/2. for i in range(len(Xedges)-1) ] )\n", " #x = 0.5*(edges[1:] + edges[:-1])\n", " pl.errorbar(x,Xhist,yerr=0.,marker='.',drawstyle='steps-mid',capsize=0)\n", " pl.xlabel(title, fontsize = 12,labelpad=8)\n", " pl.ylabel(r'Events', fontsize = 12)\n", " pl.locator_params(nbins=6)\n", " nevents = sum(wts)\n", "# print 'nevents: ',nevents\n", " mu = 0\n", " sigma = 0\n", " if len(data) > 0:\n", " mu = np.average(data,weights=wts)\n", " sigma = np.std(data)\n", " textstr = '$N$=%5.2f \\n $\\mu$=%.3f \\n $\\sigma=$%.3f'% (nevents,mu,sigma)\n", " props = dict(boxstyle='round', facecolor='white', alpha = 0.5)\n", " ax.text(0.85,0.95,textstr,transform=ax.transAxes, fontsize=10,verticalalignment='top',bbox=props) \n", " \n", "energies = linspace(3.1,60.1,num=58)\n", "energybins = linspace(3.,61.,num=59)\n", "\n", "nbins = 60\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist initial'\n", "histogw(energies,counts,title,nbins)\n", "#ax=pl.subplot(2,2,4)\n", "#title = 'E Dist after 80'\n", "#histogw(energies,final60,title,nbins)\n", "pl.show()\n", "pl.figure(figsize=(15,9))\n", "ax=pl.subplot(2,2,1)\n", "title = 'E Dist after 2 hundreds and 50'\n", "histogw(energies,fast250,title,nbins)\n", "ax=pl.subplot(2,2,2)\n", "title = 'E Dist after 25 10s'\n", "histogw(energies,slow250,title,nbins)\n", "ax=pl.subplot(2,2,3)\n", "title = 'E Dist after 3 hundreds'\n", "histogw(energies,fast300,title,nbins)\n", "ax=pl.subplot(2,2,4)\n", "title = 'E Dist after 7 50s'\n", "histogw(energies,five50s,title,nbins)\n", "pl.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }