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IPython notebook FiberCableRadiation/CobaltRadiation/standartSapma.ipynb

Project: NUBA
Views: 52
Kernel: Unknown Kernel

Fiber kabloların standart sapmaları

NUBA, Akdeniz Ãœniversitesi, 2015

Uncorrected sample standard deviation

sN=1N∑i=1N(xi−x‾)2s_N = \sqrt{\frac{1}{N} \sum_{i=1}^N (x_i - \overline{x})^2}

def stdDev(data): """ other examples from other Python libs to calculate standard deviation ------------------------------------- import numpy numpy.std(data) import statistics statistics.stdev(data) http://www.macroption.com/population-sample-variance-standard-deviation/ """ data_av = sum(data)/len(data) data_std = (sum([(element - data_av)**2 for element in data])/len(data))**.5 return data_std

find data files and make a list of their name

import os from pprint import pprint path = './' extension = "txt" fkeyword1 = "carsamba_USB2E9051" fkeyword2 = "__to__" data_files = sort([f for f in os.listdir(path) if f.count(fkeyword1)>0 and f.count(fkeyword2)==0 and f.endswith('.'+extension)]) print "Total file number found is %s. " %len(data_files) pprint(data_files)
Total file number found is 28. array(['carsamba_USB2E9051_03-27-40-814.txt', 'carsamba_USB2E9051_03-28-26-394.txt', 'carsamba_USB2E9051_03-29-26-408.txt', 'carsamba_USB2E9051_03-30-26-392.txt', 'carsamba_USB2E9051_03-31-26-408.txt', 'carsamba_USB2E9051_03-32-26-392.txt', 'carsamba_USB2E9051_03-33-26-408.txt', 'carsamba_USB2E9051_03-34-26-391.txt', 'carsamba_USB2E9051_03-35-26-408.txt', 'carsamba_USB2E9051_03-36-26-392.txt', 'carsamba_USB2E9051_03-37-26-406.txt', 'carsamba_USB2E9051_03-38-26-391.txt', 'carsamba_USB2E9051_03-39-26-406.txt', 'carsamba_USB2E9051_03-40-26-391.txt', 'carsamba_USB2E9051_03-41-26-405.txt', 'carsamba_USB2E9051_03-42-26-391.txt', 'carsamba_USB2E9051_10-03-26-248.txt', 'carsamba_USB2E9051_10-06-26-200.txt', 'carsamba_USB2E9051_10-07-26-188.txt', 'carsamba_USB2E9051_10-08-26-170.txt', 'carsamba_USB2E9051_10-09-26-461.txt', 'carsamba_USB2E9051_10-10-26-449.txt', 'carsamba_USB2E9051_10-11-26-461.txt', 'carsamba_USB2E9051_10-12-26-446.txt', 'carsamba_USB2E9051_10-13-26-429.txt', 'carsamba_USB2E9051_10-14-26-414.txt', 'carsamba_USB2E9051_10-15-26-398.txt', 'carsamba_USB2E9051_10-16-26-383.txt'], dtype='|S35')

a file sample

%load carsamba_USB2E9051_03-27-40-814.txt

Data from carsamba_USB2E9051_03-27-40-814.txt Node Date: Wed Jan 14 03:27:40 VET 2015 User: PRO2000 Spectrometer: USB2E905 Autoset integration time: false Trigger mode: 3 Integration Time (sec): 3.000000E-2 Scans to average: 10 Electric dark correction enabled: true Nonlinearity correction enabled: false Boxcar width: 0 Stray light correction enabled: false XAxis mode: Wavelengths Stop averaging: false Number of Pixels in Spectrum: 2048 >>>>>Begin Spectral Data<<<<< 345.758 -411.71 346.12 11.59 346.482 14.89 346.844 19.09 347.206 19.09 347.568 29.39

a function to read data files

def readDataFile(filename, dataBegins): """ This function reads the data files. """ # open the file f = open(filename, 'r') # make a list of raw text lines dataStripped = map(lambda dressedText: dressedText.strip(), f.read().strip().split("\n")) # read header of the data file fileheader = dataStripped[:dataStripped.index(dataBegins)+1] # make a list of data points as strings dataText = map(lambda merged:merged.split(), dataStripped[dataStripped.index(dataBegins)+1:]) # convert text to float data dataLambda = map(lambda element: float(element[0]), dataText) dataIntens = map(lambda element: float(element[1]), dataText) f.close() return fileheader, dataLambda, dataIntens

read all data files and plot a sample

# read all data files dataBegins = '>>>>>Begin Spectral Data<<<<<' allData = [readDataFile(xfile, dataBegins) for xfile in data_files]
%matplotlib inline import matplotlib.pylab as plt # plot a sample file title_font = {'size':'14'} axis_font = {'size':'18'} plt.title(allData[0][0][0], **title_font) plt.xlabel('$\lambda$', **axis_font ) plt.ylabel('Intensity', **axis_font ) plt.plot(allData[0][1], allData[0][2])
[<matplotlib.lines.Line2D at 0x7f83e27810d0>]
{"metadata":{},"output_type":"display_data","png":"iVBORw0KGgoAAAANSUhEUgAAAbEAAAEiCAYAAAB3IuxcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nP0o2aMZdrT+7AAAAAElFTkSuQmCC\n","text":["<matplotlib.figure.Figure at 0x7f83e2781090>"]}

calculate Standard Deviations

intenStdDev = [stdDev([eachData[2][i] for eachData in allData]) for i in range(len(allData[0][1]))]
# plot standard deviations vs lambda's plt.title("Standard Deviations of the Intensities", **title_font) plt.xlabel('$\lambda$', **axis_font ) plt.ylabel('STDs', **axis_font ) plt.plot(allData[0][1], intenStdDev)
[<matplotlib.lines.Line2D at 0x7f83e2789490>]
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OPVcJJYqCI0x366aeYJI5JRWplTlzbKre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\n74zFIBabMiUWu/Zam+/WLRY77TSbh1hs333j8zX7mRyDWKykJBa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at 0x7f83e2789390>"]}
# plot intensities from different data files for same lambda plt.title("Intensities for $\lambda$ = %g"%allData[0][1][1], **title_font) plt.xlabel("file sorting number", **axis_font) plt.ylabel("Intensity", **axis_font) plt.plot([eachData[2][1] for eachData in allData])
[<matplotlib.lines.Line2D at 0x7f83d9c25890>]
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1G/BL4A7bshuAH1m/X4y4tL7oZWdBXExQ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\n8QdDkDhEJesBJImi3Cxzq1dLoWAUDyV2C0LjD0X8CMR+Hl9+eAJ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at 0x7f83e1b98890>"]}

short list of STDs

zip(allData[0][1][:10], intenStdDev[:10])
[(345.758, 0.46279802863249198), (346.12, 1.3437927496759434), (346.482, 1.3995109842005384), (346.844, 1.1281569650341665), (347.206, 1.2452781735788339), (347.568, 2.3238653968448908), (347.93, 1.0762052451051503), (348.292, 1.5283872969871992), (348.653, 1.2086395518625601), (349.015, 1.3335461299153644)]

write STDs to a file

from tabulate import tabulate resultFname = data_files[0][:-4] +"__to__"+ data_files[-1].replace("carsamba_USB2E9051_","") print "STDs can be found in", resultFname f = open(resultFname, 'w') tabulatedData = tabulate(zip(allData[0][1], intenStdDev), tablefmt="plain") f.write(tabulatedData)
STDs can be found in carsamba_USB2E9051_03-27-40-814__to__10-16-26-383.txt
# check if lambda columns whether they are all equal or not. trueList = [allData[0][1] == eachdata[1] for eachdata in allData] print trueList print len(trueList)
[True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True] 28
# http://nbviewer.ipython.org/github/jrjohansson/scientific-python-lectures/blob/master/Lecture-4-Matplotlib.ipynb import matplotlib.cm as cm from numpy import * from mpl_toolkits.mplot3d.axes3d import Axes3D mesh = meshgrid(allData[0][1], range(len(data_files))) X, Y = mesh Z = array([eachData[2] for eachData in allData]) print "X, Y = ", mesh print "Z = ", Z
X, Y = [array([[ 345.758, 346.12 , 346.482, ..., 1001.886, 1002.159, 1002.431], [ 345.758, 346.12 , 346.482, ..., 1001.886, 1002.159, 1002.431], [ 345.758, 346.12 , 346.482, ..., 1001.886, 1002.159, 1002.431], ..., [ 345.758, 346.12 , 346.482, ..., 1001.886, 1002.159, 1002.431], [ 345.758, 346.12 , 346.482, ..., 1001.886, 1002.159, 1002.431], [ 345.758, 346.12 , 346.482, ..., 1001.886, 1002.159, 1002.431]]), array([[ 0, 0, 0, ..., 0, 0, 0], [ 1, 1, 1, ..., 1, 1, 1], [ 2, 2, 2, ..., 2, 2, 2], ..., [25, 25, 25, ..., 25, 25, 25], [26, 26, 26, ..., 26, 26, 26], [27, 27, 27, ..., 27, 27, 27]])] Z = [[-411.71 11.59 14.89 ..., 106.49 105.49 106.79] [-411.31 14.59 17.99 ..., 92.69 91.59 91.89] [-411.12 12.58 16.08 ..., 106.78 110.08 104.98] ..., [-411.38 11.92 14.52 ..., 107.12 109.52 107.62] [-410.49 13.01 15.21 ..., 108.21 107.91 108.01] [-410.84 14.06 13.76 ..., 107.46 108.46 108.36]]
title_font = {'size':'14'} axis_font = {'size':'18'} fig = plt.figure(figsize=(14,6)) # `ax` is a 3D-aware axis instance because of the projection='3d' keyword argument to add_subplot ax = fig.add_subplot(1, 2, 1, projection='3d') ax.set_xlabel("$\lambda$", **axis_font) ax.set_ylabel("file sorting #", **axis_font) ax.set_zlabel("Intensity", **axis_font) p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0) # surface_plot with color grading and color bar ax = fig.add_subplot(1, 2, 2, projection='3d') ax.set_xlabel("$\lambda$", **axis_font) ax.set_ylabel("file sorting #", **axis_font) ax.set_zlabel("Intensity", **axis_font) p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0, antialiased=False) cb = fig.colorbar(p, shrink=0.5)
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VOeUzn/kMf/EXf7FyH1CxoZDiThEJcRxT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\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VWjYXPdM0qdfrSxtuiLkOwjznI0ki9pa3hZoEpTEpboCESKPgNahGi4GEMBtARsgSnmXP\nS3xGSMj5zqYmAa4MEpoWqIo6Z4MKcyBhXgdEntMkLAhKC2lLrZqLBXQjIRqTthZNhjRHI0I03Iqk\nORcjv2WVuBUkQCMfIZCbmoSrgYTWzkHr41pBQquQuSlibtyiToLvzwGK662bHc+j50agIaInXQ9o\naD2Ger2+7Pqcw4cP8+Uvf5np6ZABYdt2k6ESPe5zn/tcaw7Dssziw/Nr6dtrpV4XFx9VVUkkEjfs\n/rCwrmazGrkaXct+bsQGMvKfT6fT6Lo+bx8XL1aRJIGihC4UjhMGrgXB3Bi5bl2ayUmT3t6NDA21\nATpCFOnpKbN5cxvj4z5B4BOPB2iay/h4uKqUywWYJqRSgosXPZJJhSCQmZ0NiMV8Eonw9U6etNi2\nrRffB1mW8P0ATQNJCnAccBwb36+RTrdjmjWCwEHXU9RqYbja/IoDEpmMjiRZVKuzaJqC55UQIoem\nedTrE8hyJ4oiY1lFVNXAdVN4XkDYSTAwDIkgmKG/P0U+r1EsFjEMmf37i+RyBt3daaamHO65p4NL\nlyYQwufo0TJvelMvU1M1XDecpOVyMcbHbQqFGmvXahw8OMH27QPUaj7T0xXWrs1TqwVAQCwGHR2C\nw4fL9PamcV2TffvGefDBlVSrLkNDRR54oIdCIcx6OHx4hjvvbOell0Z5+9s38fzzx7jttjSDgxrj\n49N0dNj09yc4fHiW7du7SKdXMT09S39/L4XCOLUajI4WWbkyh+PUCAIPXTc4e7ZKNgvt7auoVkFV\np5BlC9M0mZ31SSTCzkEYjFeiXpfp6zOYmKiyalUfBw+ep7s7QyKR5OjR134K8JWE0aZp3pAwular\nvSodhcjWL9JPrV69GgBN05oWhFE3pVarMTAwED31tXPVeKMWrch3/kavQQuvO9GEvtUyd6nnXetr\n1ut1TNO8PM8hcgxqhpCJec5HIgIJmhF2EgBf0fBkrbky70lq2E1oaBI8oVwGEnxCMXQzn6EpZhbz\nXn9JulFrTkKruLm1k9BqgRptDz+oEBC0ag6upElYABJgfshaSEeSWuhG0XNaOwdzICF0NVq6kxB+\nRvOpRjBHM/KuABKCYI5i1AQZvmjRKoAfCP7t2KvXNV2sFnYaovlNK2jwvMu7Ta21nGLmaMEplUrR\n09NDf39/c3tkCws0XZ56e3uX5XWjekOj8CrWUvaoN7vPCMVGq5aGYVy3g9L1VGR7p6oq6XR60fcz\nOVlH0ySEAK/hHlEuh/QLVZXo708SptjKnDwZnmiyPEoyqbByZRLL8kmlIBZzqFYVKhWDTZtkTp/2\nyeUkLCvAtgOqVZmVKyUcx6dWC8hkwvc8O+uzapXMj36kIMsypumgaRKyLFGtBsgyjZZ2llJpmng8\ng+OYmGbo1DS/QnelTEbFsixqtRAEWZaOomRwXRPHqSNEJ5rmYNt1Eokc5bJL6JCkAVU0DVy3SDLZ\nQS4H585NsXVrH//+78PcdVees2drbN0aR5J8JienEEKjWPS57bZ2TpyYZOPGNLOzJj09Kc6dM1m9\nOoOq1hkcdLjrrgFOn55hYCBOOp1mYsJkw4YElYpFLCYYHXVYt66NIJAYGZlm48YsrqsyPj7Dpk09\nzMzMYtse589XWLMmxaVLFd785g38x3/s4957Bzh4UKZcnmDt2gyFgkmpZLN+fY5cbjXj46fo7+/l\nwoVBfN9HUQTZbALDCFBVBVnWGRyskssJYrHVTE2N09mpoSgmlYpNEGjUajb5vIHjWJimjRAG+XyA\nbQtyuU6OHz9Pb2+ObDbF0FCYs/Cz0ilcqa60qtXKjdV1fV5itG2H9LUwlFBuJJhLl+3z1QAKlUqF\nv//7v+fgwYPNAK7Pfe5zbNmyBV3XSSQSJBIJMpkMk5OTPPPMM2zcuPGWHtMb9dqpVtc+0zSxLKtJ\nOb3ZiiZjkdatFST4L3x7zlWIaLXeDe0nJAn8AO2++0OQEK2cKxq+rDdpOKEbkDQPJESTHY/QKchD\nxg/mxNGtqcxAc7VfKC2LcAtAwjzhcrPb0aI9iJ4jtXQUGhP/JkiQlHkggXlUozmQ4Etq8zij+5ta\ngwZIaKUlRTkJgqApXm5+xkKCaBK/IEwr6i54wQKA0egotAqXF4IE3w8f77UkMXt+pHuY6yTMiZqv\n77xZjlpq7BZCNMfkqMvgui6mGSZ3R2P6wg6daZrLQj2amZnh6aefZnZ2lpdeeolarcbXv/511q5d\ni6IoTSCTzWY5fPgw+/fv513vetdNv25r3YBG4SvAOwmtIbe2bP8o8BFCsee/AH/Y2P5/AY83tv9n\n4AeN7XcDf08o7PxX4P+40ou+LoDCraqIamTb9g0FqF0PcAknyrXmybnYsVQqDjMzJqmU1rBFDbMC\nhocrCAGaJpPNahw6NEu16gEmqjpKEMCmTXFkWcIwTCTJx/cTGIZMby+NSaNoUo4GBwUrV4bdmXI5\nwHXDQDUhHHp6PM6cUdi0SXDunN7oFhg4jo/rBqhqgKoaqKqEYXRQKEw1qCMqQdCayClQlDjxuEal\nUiXsDHgEQY5kUqJSiaMoFYIgg64r+L6LECr1uiBMagYIEMIiFsti2xKxWAXfN6jVNMpll127ejl8\nuMj27R1MTMyQyxmcPm1y773dSJLEgQMj3HZbliAIaGtLsGfPNG96Uw8vvniWN795BatX5/nxj4e5\n//5OfF9jaKjYSEqeZuXKJJVKQF9fBtd1mJqaYWrKYtWqlVy4MEZfXxpV9Tl/vkIyqaDrgkRCJZ9v\nY+/eV7jtthXs3Stw3QnuvLOdU6cKdHbGicV0crlOCoVTJBIZHGeaQsFiw4Y8xaJJKhUmcTuORqlk\n0dWlEYut5uLFU6xYkcX3Kw3gqOJ5Lh0dOiMjYYqzJMUwzSqumyEIBIXCGLFYivb2FMeOjbBhQ4bB\nQZNTp4ps2pS9rnN94bn6auQRLFWLCaOjVM2IQy7LcvM+oCkUjerxxx/nX/7lX+js7OTw4cNAeGH5\njd/4DS5cuMCqVav49re/TTYbfk6f/vSn+cpXvoIsy/z1X/81b3/72wF4+eWX+eAHP4hpmjz00EME\nQcA3vvGN5srzV7/6VYIgmNd6930f3/dZt24djz/+eLT5jbC1n4O62cWq6Jrjuu6SJhlLPe9a9tna\nSWgea6szUOv3VoRda2VHCBKi8hUtdDOS5DlNggg7CgtDxRaCBC+QGfvwZ+n9yn+5LGwNSUJoIT0y\ncJ157+GaQEKkr4i2N/Ydvbe5oDQxD0wELfe3Ji5Hn0GrJmEhSIiAEbAgRK0x+UdBEl5DXyDP6yQA\neIE8DyTM0yMEc49bGLIW/l/nAAGEYMBrAoc5kBBRkYKA5v3XU6/GeH410NC6uGOaJs888wyf//zn\nb2p8np6e5ktf+hJ79+5tvr+Pf/zj8xaJJUnCdV1832fr1q08+uij/M3f/A2EgsibLv/6gcJXgc8B\nX2/Z9hDwK8A2wolUvrF9M/AbjZ99wA+B9YTXki8AvwPsIwQK7wC+v9SLvq6AwnLnFlQqFSRJuq4B\n+3orGsQdxyGVSl3WYm79gu7ZM96g+vgNa1QBBExNmbgu5PMGe/ZMAgJJEsRioUB4x440Q0MBuVwB\nVY0hyylmZyGdFlgWxGIwOuqRzcoUixJtbQGm6ZNISIyMwJYtAlUtcfx4hrvu0qnXLdauhbGxBKZZ\nxfN8qlVBPC43NAoyrgu12iSyrCHLGrZdbXlXCooik0jEKBankWUFz7NR1U5kWaZSGcMwcgRBkhAI\nO41gtTRQBTxkOYthWARBjHrdx/eLrFrVyf79s42JucLYmMW2bW2Mj0/iugp7907zwAO9WJbDhQvT\nrFmTQlUlbFvm5ZdnuO++dvbuPcO99/YxNuYyNjbF9u1dCKEyOlpj+/YU+/ePs3ZtiiCQyeV0arUK\nZ87MMj1t8Qu/sIFyuciqVRnqdZejR2vk8ykGB8PXnZ42mZg4SyKxmsOHJYLgIg880MVLL41z2205\ndD3WAICT6HoC2/YYGaly551rKJVmMQwfRdEplXyEsNF1iXh8FRcuHGXduk5qtQquC0LoSJKPpimM\njRXJZOIYhsaRI5OsXdvF1FSNdBpKJZXVqzO8/PIgt93WQbkcUChYnDxZuimgsNx1M9/pSN8QtZij\nSXnU3o6s7yI3Jdu20TSN3/7t3+ajH/0o73//+5v7evLJJ/nFX/xFPvaxj/Hnf/7nPPnkkzz55JMc\nO3aMf/zHf+TYsWMMDw/z8MMPc/r0aYQQPPHEE/zd3/0dO3fu5Jd+6Zf4zd/8Tf7gD/6A73znO/zZ\nn/0Zf/EXf0Fvby/FYpF6vU69XseyLOLxOG9605vYsWNH9P5f/QjUN+q662avQY7jIEnS5dSgq7zm\nUhVdXzzPW3qf0WSlMVlvBq9JAqGqDXejxiRYNcLJsRzSjJqUowXJw55QLgMJPhIeYWCYkGXcWh1N\nny/ObuoNhBTO77v7CcYbqfELu5wL6UaRw1EUpibEnP6gpVPQuq3p2iTNdVQiutGVQILXcDpqag8W\nEywLEXYRlgAJUXDalUBC5HC0GEhYLCth7v45cBDuk6aw+bVei4GGSMfwmc98hjNnzrBhwwa++MUv\n8oEPfKD5vOsdn6Nx96mnnuKHP/whzzzzDO973/vYsWMH5XK5aU7geR5tbW28853v5Pbbb4eQGrEs\n4/ENdBR+DKxasO0J4NOEIAEgciR5BPhmY/sgcAa4F7gApAhBAoSg41Fe70BhualHtm0TBEGz/XSr\nbFY9z6NSqSDLMplM5orUiiAI+NGPRjAMGVWV8DwX34fJSbz8cj0AACAASURBVJNKxUWWBWfPlgEJ\nWYZsdjXd3UnyeY1DhzzuuKOK76exLI1y2ScIwmA08CkUwkThFStkikWfSsVnxQqZ4eGAdetAlmfY\nty/H3XerFIsu69fT6GCkqVYreJ4gkZCawubImEPTYgSBtAAkGGSzGYLAp1icRJZVPM8mkejGsmRM\ncxRF6UBRBJZlo2lxqtUyoZbBQZJcNC2DrvtYlo1lOShKlZUrs+zfP8uaNWk8T8K2obc31CoMDzvI\nss999/UwOloiHpfp6TFQVYWREZdi0aS/X2NiosBtt61gZMTEtn22bOnAtmVc16OnR+bw4Wn6+pIY\nhk48rmCaZfbtm0DXJR5+eCOu6xGLSViWj217ZLMqqZTHihV9HD8+RlsbTE+vpVLxUdXz3HNPJy++\nOM7OnZ1kMnmOHr3Ali1tmGaApmUpFEqsXLkOIUYZGSkxMNBGve6jaS6WpZBKdVEonGHNmg6q1TKW\nFa68CBGChMnJMul02Am7cKHCunUdHD8+xsqVKaamBKtWJTl48CJ9fSFf/ty5GTZvbufEiTKPPHJD\np/wtreUK7InoR7ZtE4/Hefe73813vvMdnnvuOb75zW+ya9cu/viP/5i2trZ5z3366ad57rnnAPjA\nBz7AW9/6Vp588km++93v8thjj6GqKqtWrWLdunW89NJLrFy5knK5zM6dO5vPefbZZ/nABz7A7/7u\n73L77bfzrne964rUkp91d+aNuva6mf9TEATN604qlbrufS12nYn0br7vL7nPIAgIxJxZRthFkAii\n5OQ7757TJLSAhGj1PaIXBULgSlozM2AxkOAGcjNZuKlTaE7qpbkugCQjujrnDrIFIDS7Ca0gIbzj\n6iBBnpvutNqfRqBgDky0/j03+Y+oSE3r01ZHpBaQ0Hx8ECUtLw4SfKR5IMFvoQ/BHEiItrW6G0Ug\nwfdbqEgtICECBSEVae5v72ew3HAzY1g0XkcLqG9/+9s5efIkP/rRj3juuedw3TmWwo2Mz0EQ8MQT\nT3DvvffS1dWF7/t85CMfueJ7YRm7u8ukQ1gPvBn4H4AJ/D7wE6AX2NvyuEuEnQWn8XtUw43tS9br\nQswc1XK1fWu1WtPi7lbZrEYWqxE3+Wqv47o+J04UEQIsy0NRZIIAhofDSXgo7JVQFNiwoZ116zaR\nyagcPuyzYYNLoZDE93UUBWZmoK9P4dw5l0RC4vhxwdq14akwNubT1ibh+4Js1iOZLLF/f57bboOJ\nidAFQNMEhYKP5yUQIsxsUJTQESlcqPVR1QBQcV2bOYOAJOl0CtsOHYCEkPC8BOl0B7WaQIhpoB3D\n8KlUJkkkOqhWq4AOqIBJLJbEMMC2LUyzQCymoesqZ89W2bmzi3I5oL8/heeF4XA//WmFgYEUt92W\n4/DhUfJ5lXgcYjGNo0ereJ5EtVqiu1sjCFJMTtabVKF43EbXBaVSjUrFpr09gSRpSFJAqVRi9+5x\nOjsNHnxwPdVqHds2kSQZ23Y4ebLK8HCRdDrF/v3n6enROHVqI5VKlY6OEdasSbFnzwRveUs/2exq\njh49yebNndTrPrq+Cs+TMYxeVHWY8+dL3HZbB4qiAhaOo6EoSWR5hkwmTqVSoloN//+O42EYCoVC\nhXg8hq5rnDgxTX9/mrGxEj09aXxfJ5tVOH9+nEQiRjarceZMid7eDJ4nOHfu5ixSl3tyeyvD0CRJ\n4m1vexsPPPAAn/zkJxkcHORDH/rQokFn4+PjdHV1AdDV1cX4eJgFMjIy0hTBAfT39zM8PHzZ9r6+\nPoaHh/E8j/b2dh555JGr8s/fAAk/X3WjBhblcpharyjKdf/PlwIAkQ5mKZDQCg5oofZEK/NCkZsg\nwVNj80CCLymXdxJaQELYPVgcJHiBIL52VfjaUfciOhbp8u+D6OprHO8iICECGE3K0QKQIKtzwuWG\n40cgLwAJDTcjWrsGEUBomfwDTbpR9PvCMLXw/cvzchTcQJknXF4MJFymTWAOJISf23zhstfSZYhA\ngheIq4KEV9MidblLCMG2bdvYvn07n/3sZ/nSl740j6Z9o+Oz4zhs376dxx57jOHhK4eOLvd43KpZ\nWex2jaUAbcB9wB8A317Wg+R10lGAOYrBjU4qotX9iGoU5Rcsd0WiMtu2F6UaLVZCCF5+eYqpKZNY\nLExkVtWQdlQs2s3HxeMSqZRCe3s39bpMoeAzMOBTqxkkkwGDgz4DAzIbNwp++lOLvj4Nx5EZGPAb\noMMjkZDIZkWDgmFz7FiOFSs8FCWgq0sAEpWKT7XqkUxqVKsyQRCGl9l2gK57uK5A1yEIZMIunYeu\n54jHVSqVyOI6hm3rpFIQBD6GUcM0k6hqhVrNIZnsoFCQCAXLKlAlFjMa4WoOjjNNItFFtVoklVLZ\nubOL2VmXTZuy1Go1CgUf24Y3vakHIeDYsQk2bco0Pk+N/ftnGRhIcP78MA88sALfN5iYmGTbtlwz\nv8H3a4yOeuTzcaanXWRZIxZzGBmpcu5cmc2bs3R25jl3booVK5KAytBQmUuXTAYGDLq6Yhw5Msa2\nbV3s3duFZZ1lwwaJmZmA8+fLvPWtA/h+hpGRo2zcuILp6TL5/GZsu0ytppHNXqBScejoSOL7YFlV\nhEgSBDIdHaEmpFAoI8s6QeBTrzt0dBiUSlVUNYamKZTLFlu39vDSSyPs2NGJZcmUy3Ucp47rqnR2\nGoyMmEiSTnu7xIkTI3R15XEcZ57w92ddt3rCHIXt5HI5fu3Xfg2AwcHBKx7PjR5T9JmWSiW+//3v\nc+zYMUzTRJZlUqkUyWSySRPZvn07W7ZsuaHXeaN+dnWtYNn3/eZ1R1GUeSukN/Pa5XIZIQTJZPKK\nx6GdeK4xYRbzBc2SRNC4NnlqLNQcXAEktAqXQ/ceqTkhdnylGRzmNSbKQtOQVAUhJKT2PFhmM8uh\n6WQUvR9JnqMkzQtNi0BBRJ1S5oOEaLIe0YrkyN60hTbUAhJ80apRmB+yFjTea1OH0BBsRzVHPQrp\nRnPdhDk6kST8ZmdhoTj5SsFpC0GCzxwQWAgSWp2PWkFCdJ/nwz/uS/GeHaVrHr9ea13NyPVo8+bN\nYVjgInU943M0B6tUKkxOTvK3f/u31Ot1hBDE43FisVjTOvuee+5ZnjfRqIUdhb179/LSSy9d724u\nAf9f4/f9hM2oDsJOwUDL4/objx1u/N66/YoI6XUDFFrrek/sxVyNllPvEB1PdFG4UprzUjU+XsO2\nfZJJBc8LGmKfoJlAnE5rqCp0dsawrAyG4aLrCqAhRMDgYMC6dQpjY6H3v2GoZDIyuu4zPe2TzYZp\nt7oeYBgWExMSspxG113a2kI9RCwG1WqA63rIskQikWFsLLRQ9X0XVfWpVmsoioau6xiGSrWaIZkM\naUmzs4JUSlCtisZKl4RpltC0GL6vEQTTCJFAlhUqFYlQn2AjSRqqKiFJUC77+H4ZScpQrRbZtq2d\nSsVDlhW6u1WCwObQoTJtbTqdnTqu61GvW+TzOkEgmJ2FWs1m/XqdCxcm2LVrDaYJ589PsXFjEtt2\nKBYdenpkjhwZZ/36tZRKAd3dSTyvxsGDU5RKLm95Sy+2bXD48Dj33NOBaQZMTlaYnXUZGEg0RMNJ\nOjtVDh9eRVfXBfJ5nWPHZonHFXbs6KFUglhsnI6OPGNjBbq71+N5BaamKvT2mjiOj+cpxOMSpVKd\nbDbLyIhDR4cHuAwPF8nn05TLNr4f0NFhUK3WkOUYqhpeIBKJOAcODNPTk0ZVDYaGpshkJCYmAmIx\nhUrFxbJk+vslJieLxGIShw7N4Dih8DdyFIo4o6+lC8bN1MIxolarXdVyr6uri7GxMbq7uxkdHaWz\nM6RH9PX1MTQ01HzcpUuX6O/vp6+vj0uXLs3b3tvbixCCkZERnnzySb7whS80OwwRF9dxHIQQWJbF\nH/7hH/LpT38awrH65meRb9Qtrev5fvi+T7lcblJcHce5oWtO67UqAgmSJF21Uy0a3HwheZcLmoUU\n5h20gIRIkzBn3yiFAuYFdKOrgQTXl0BR59yOAFQNHBu/vQsRBAjHmn+wUkvHYKEFKoDS4lDUBBVK\nEwRcBhIamQoLOwmwNEho6hEa9wmCuY5CAyREicsw52bU/H9fhW60WFaC25rA3EI3Ai4TLofb5gBE\nK0jw/BAkRJ4J1Wq1Sem5kS7W9dRyAI2FOQqLZd7c6PgshGB8fJzPf/7z7N+/n3379mEYBpEJhu9H\nukuXp556KtqNTDhBubn3teBzuff++7n3/vubf//15z53Lbv5Z+BtwHPABsLV1SngaeAbwP9DSC1a\nT6hLCIASoV5hH/BbwF9f6QVeV0DhRnidSwmJlwMotB6P4zhUKpUbslgVQnD06CzZrI6qCnw/HC8j\n2pEsh4Fn69Zlqdc9giBBtapiGApCQKUCq1YJ9u0z2bpVZXRUprsbhPCYmQlYtUrGtsG2fdavt9m9\n22DrVoXhYZdcDgxDYnjYoa8vwPNcDEPGMASg47oSqZSEbQdYlkkQ2I0Jj0y9rpPNqgSBT6EA2ayg\nUBBIUtDMXHBdA00Dy5oimeygUgnFy+F3cBZd70SWy1iWg2VFCcwAFrt29eK6UChYBIFDtRrw058W\n2Lmzg1gs4MSJGbZvb6dQsOnuTvOTnxS4885uBgfHsSyPO+9czdmzRfJ5g4GBBFNTDu3tGp2dMDpa\nQYgYsZiPrscpl8vs2TNBLCbz1reuxLYlzp6dYvv2DkqlcDA5e7aGrhucPj3DO97Rx+HD5wmCjczM\nDHHPPTH+/d9HWbMmTS4XZ2yszKpVWXw/QaFgkkh0oaoVxsen6e4OP8+xMZd8XsV1XSTJY3Z2lkxG\nx/NsRkZqdHVlKJXC7kcqpWBZof2pEDTAG5w4MUZPT/r/Z+/NY+S67nvPz7lb7VVd1ftGNjdxpyiR\nFE2Jju3Ysv08A8XOw9NANhIlb4IgsIMJJsnEGQeYzARObOTFL8g4T44nz0k0GYxjIwi8AJNY8XjT\nQpGURFIiKe5Nstl7d3XtVXc988etW3Wr2dybiqTRDyjU0rXcun3r3PM9v+9CLpfh6tU8PT064+N1\nwHfJyuc9+vp8R6upqTK5XAwhDGZnHcbGki3hr23bNBqN1spn0G24Ee1htalH9xugVKtVksnkTZ/z\nxBNP8Oyzz/L5z3+eZ599lk9+8pOtxz/96U/z27/920xOTnL+/HkeeeSR1oLA4cOHeeSRR/j7v/97\nPve5zwHw/e9/n6997Wt8+tOf5umnnyYWiyGlxDTNFljI5/Ps2bMn+Ph7Pim9V/e3lmvlbnbMBlbY\n/oJK+3xwL+ec5cDjdn4zLUqNovpT2sB9SFUxN+9ZEST43YROkNDqItwEJLieiiN9Wiuq3yXwGo2O\n5CqlWkJGrwfssncIkZ9rUpWWgYSWLWq7CxLWHHSAhJYmQXSChBa16HqQELga+TqFTtFyWKMRgIQw\nQOgAAiuAgfBzltug3ki4DJ2i5eCQCUDCSnSjACR40qcHJxIJXNdtOcG9VaBhNepGOQp3Mz6nUikO\nHz7MT3/6U/75n/+ZgwcP8lu/9Vuk0+mOhRvHcVhaWuIjH/lI8HGr43ok71ij8E3gA0A3MAH8L/iW\nqX8DvIFvCRk4cJzGpyGdxl9k+ixtfcVn8e1RY/iuRzcUMsO7CCiEB+fbmVgspxrdT4pF4GRyNxar\nAI2Gw8mTeQxDYNsenidxXcncXB3whcTbt+dwHI9UqovFxTjRqEKh4NHbq5JMehw65PLoowa1mkIs\n5tFoeIBgfl6wdi0sLrqMjro8/3yChx6CxUWHNWsEhqEwPW3jeYJ63UFKDV33gcrly4J02mgmFLu4\nrgP4J4JarU48rmDbKpWKIJWCQsEXT3uegqp6NBq+tqFaXUJVu6lUBH7KcjdQQFHSTTBXxE9ylkCN\nTMZg3bouhFCZm2vQ1yeYnGyQz9s8/vgAly/nqVZVYjEVIRRSqQQ//ekCH/rQMIcOXWD37j5UNcHR\nozPs29eDZTm8+WaR3btzOE6DRsOjVNLZsaMb13WZnZ3h9derDA1FGRrqw7JgdrbI7t29TE3V6OrS\nOHSoQCqVpFRa5KMfHeb558+xZs0mzp412brVo1yWPPRQD6AyPZ1n+/Y1VCo1NC1FvS4ZHVWpVObp\n6hK4rmBmxqarSyEWg8VFv9vleTF0vUGp5NLdncG2XQxDodEwsW1BNBrFsmwMw6DRcJmfLzE0lCab\nTXPp0gyjowksS+A4ktHRBFeuWPT2uiSTCi+/PM/GjRmKRcmmTUlee22BdetSrU4C+JOYIJ/ANM3W\nSktwkrkXOs5bXSt1FML2qE899RQ//elPWVhYYHR0lD/6oz/i93//93nyySf5xje+wdiYb78HsG3b\nNp588km2bduGpmk888wzrfd+5pln+JVf+RXq9Tqf+MQn+NjHPgb4tqkbN27kj//4jzv4szfb5FX7\n8u/Vfa9bmViUy+XWolFQ9yL4DEBCkF5+2+8V0I6at1udhSaPfyV3ozBIcBWtlTQcBglOk3qzEkhw\npQK6Tz1q7afg/CtvMv8KgwRF8alGfurnsmA1pZNuFNI9dFqkhsTHYXHzsk4CtEFCS5+wAkgInI2C\n7x3uJrS1B+2/dYAFrgcJ19ON2u5Gba1C8HgbJLSpRp0gAXyQICWtTnFg0xy2j347gobweG2aJl/8\n4hc5efLkPY/PX/3qV/m1X/s1Ll26RE9PD9/5znfI5XK3tUmr8r1uX4cQ1FM3ePyXbvD4nzQvy+tV\nOnMYblrvGqAQ1O10Am4nQG01OgqBN7pt22QymbsGIxcvVqhUbKpVl2rVIZeLsLRkY1keqipIJPwf\nu5SCWKybTEbhwgWPrVs1FhY8Jidddu7UEEJF0zwcxyOdVigWJbmcIBp1WVwERYmRyzl4niCb9be1\nUvE1BwMDHlNTCqOjgsVFP6V5zRqFM2c0LMtCCAdfj6AihEQISa3mU5QMA8plgd8N0NA0C8cRKApI\n6SJEFNdVgSLQBVQRIt50pnHxM0EEUGHTpgy1miSZjNBoeAwMCE6cKDM4GOPAgRQvv3yNnTt7uHat\nzNhYkosXK1y6VGPTpiQvvXSOvXvX4nkax47N8uCDWUBy8mSBffu6yOdLpNMJSiVYvz6F63pcuLDE\n6GiW3bu7gTSu26BWcxkby3DuXJFczuDQoQLRaJJabYH3vW+IH//4DA8+uI6TJzOkUqdYXDTo7dVo\nNBSmp+fZvXsTs7N5envXMj4+wdq1/dTrMwjh8yXLZUk2K4jFBIVClWQygeOoNBp5IpE4qqrjeR7x\nuMb0dBFNixCJRJmZqdDTk6ZcbhCJQCwWJZvNMDExTSqlUy47ZDI6GzdmmJgwyWQs0mmdQ4dmeeih\nXiYn7WZgn+C11xb49/9+XcdxGD65BMd3ABzqdb9LEQYVq3WSeSs6CvV6vQMofPOb31zxeT/84Q9X\nfPwLX/gCX/jCF657fM+ePS2fb6DFQXccpxXsA/6YFPa3D2o1wrbeq7e2bnasOo5DuVxeMS/nbs85\nwXnmTkGCvPRq84OVzol2U9B8I5AQUG1WAgmuVFsWqB10oxBI8KQAPYLalcEtlWm2QNv7YSUHJ9HM\nTwhAQjD5D4GEjvTkcCchHMTWfK8AJHhq4GTkv3cgTPZCOoZwJwFWBgkB3SgACR3/nybdCOgAECsJ\nl+8WJHiyDRKCboLX6ij422E7wd87960QopUKvxJouNd50GqP3/V6na985Svs3Hn9PPdux+ePf/zj\n9Pb2th4PbIqDCrZ/tReUw05Yb+d6Z2zlHdaNDuzALq5Wq5FKpW46qN4rUHAch1KpBPhtvns5wH7w\ngylM08N1PWIxDUURzM5Wm9sI3d0xpqb8LAXbznH2rMf27Tpnzth4nsfwsNF0JHLRNI+ZGd+paGBA\nEotJfvxjjQceMLh40WLbNoVr1wJuo4dlSXI58DxJb69o5i0IDMMDXBoNHU2TLbtWRZEIQfO2jet6\nWJYvaPYPNwfX9XMeFEUCGlLG8NdUXMBDCJ8L7zgBBUkAVfbt6+PaNZN16zKAJBJxOHRoiQcfzDaF\nuIsMDiZQFEl3t8aJEyWuXauzbl2KSqXEjh1rWVy0uXatxPr1SUzTZWamzr59aZaWqjQaBratkUgY\neJ7FxYtFJibq5HJphMhQKpXIZHT6+tJcuFBG1xUuXWqgKDq6XmDbtgFef/08mzdv5NixjVjWaUZG\nknR1GdRqkM3G2b17M5cuzdDT08/lyxcYG+tnZuYqQijouoGUfsdHVSWOY5PNdjf56iUymRT5vEM6\nrRGNqkxNFdC0KOl0jPPn8/T0pFlcrJBKqTiOSl9fhoWFeRoNSSYT4dKlEl1dMapViWUVm52EWQ4c\nGGRqyiaTMYjHNU6fLrCw0LjlcRmEmkWj0ZboKzjOA/cw0zRxHGfV9D6rVbfqKNyvCib+Tz/9NLOz\ns5w7dw4AwzBaICycIv1evfPqRucO27Ypl8skEokVQzXvpoLOOHB3Vt5i2QQ74P9rNwYJrqLfEUiw\nPbUDJDiur4NQjEhbpByUlL6wecVtDYGElSxQuR4khNOaW4FqLU1CSNQsRDMwTmmFrYVBQkeIWkjI\nHYCEcCcBuB4MNPdPmG7kNkFCmI50I7pROxdhZZAQDlQLnuu4bXpS0FXwgcONx+IANMRiMRKJRGsh\no1artZK9/63H8htRj+6mgjH2l3/5lzl//nzLKSnI1QkuQYjnalfwW7nR5e1Sb58tWaW60UDpui6l\nUgnP80in07flNnQ3FSQHBqtGq3Gyv3SpQqPhkk4bpFIGmqZQKvk/WMMQnD1bZHAwTjweZXw8zu7d\nGs8/32DTJo1EQkcIiW27OA6Mj8MDDwhc12VhQeHCBZ0tWyQTEzaPPqpx4YJg/XrJxIRPcYrHBbYt\niMc9CgWPdFrgOC6eJ5uUolQzJMzXHXhe4EIn8DwHqNCe7HvNsd7vJjiOgusq+F28RYTIIoSDEB6e\nFzgmVRgejvDYY4OcPl1iz55ewKFSMXnllQIf+lA/c3MlTNNfqY3F/O928mQNw4hQrVZZt05jaGiQ\ny5dLJBIauZxGqWSTTqsMDAhM0+XiRYf+/gSxmI7n1ZiaajA/b/L441uZn69SLufZuDGD66pcvVqi\n0ZDoukqhUGXtWsnoaBfV6jQ9PZs4dcrAdZ/nfe9LMzVlEovpFAom0Wg3s7OLZDIxZmYmGR3t4fLl\ncXp7YwihYhgKtm3hum4z2XqAWq1MpVKlqyvN3FyDWMzAdXXm54tEowlSqQinTy+wfn0vCwtlYjFf\nwB6PG5hmifHxKhs3Zjh1Ks/WrTkcx2VycpZMRuP06Tz79w8yPW0Tiah0d0c5c6bI3r3dnDpV5B//\nceq2j9EgxTKg1gWTISFEq4MXuH25rvtvfrJZXrVa7ZYahdWs7u5ustksX/nKV/jud7/LqVOnuHTp\nEhMTE0xPT7OwsEA+n28Fw71Xb/+62STdsiwqlQrJZLIV/rfS6+/kdxGmMN1VifYEO7jfovbEkzcE\nCZ5QWq4+rlRvCBJcT8XxlOtAgisF/9L1S81uQOjzvZvTvt2ewRuDBKEgNaO1/Z2ZCDcHCTJMKQoJ\nl4PU5eWdBP95Ib0BorUvwraWLfCwTJ8QBKjB9cLlFm1pGUgIgMGNQILn+cAgAAleABia4CAYRnz6\nKHzjx7ce6wLQAD4IDVy5grH8rQQNy6lHqwUUgvfcvXs3AH/xF3/BoUOHuHz5MtPT08zPz5PP5ykW\ni5TL5VX/vqtkj3rf611DPbpZ6FowUYnFYq3Jy+283934YVcqlRYYUVW1Rcm42zp6dI6TJ4vkcpHm\nyrJDve7QaLgIIWg0PH7+54eZmKgwNJSkuxtef93ioYciCKHgOD7VqF5XSKcF9bpFX5/OCy+obN+u\nsbhok8ko5HIKhYJgdNTjhRc89u2TTRQNhiEplSTd3QoLCw6JhCCZVInFFEqlHHAGIWRzMBKAbLkw\ntMXHEpBI6QMDxwkAVANooChJhLBwXZt2InMJw1DYtSvL+fNltm/vxrYbTE6aWJbkfe/rbjoTZZie\nrpJIQCRicOTIEj09SfL5WQ4eHKLRgFOn5tizp6fZVZJ0d0vy+RLZbJLXXiuwf38f0ahOvV7mzBmT\nVMrgAx/YQbWaZ3p6np07BykUXOp1i8lJkwcfTPHCC9N8+MNDXL1aIJl0yed7mZmZJZl02bQpx5Ej\nJR58MIvrCtav7+LixTyjoykKhSWy2Ril0hIjI75GIZNRKJdN4nGBlHEUJUmpNInjSNLpFDMzNTIZ\nf8V+aWmJwcEc1arLpUsFtm8fYHGxhG1DV1ecUqlBPC559dU8+/b1cOFCkYGBBPG4yuRkiWhU4dq1\nClu39lGpSBzHI5uNcuVKhe3bu6hWPQYHe/mHf7jAjh0xtmzpDB67nVqerhnWNzQaDYJAw/CKzY3q\nflCPlr9ntVp9SzoKfldP4/d+7/dabfLvf//7bNiwoQWuYrEYyWSSSqXC17/+dTZv3gzBD+u9etvX\n8nOHaZotIHo3GrWVKkxhMgyDWq12x7+T8GRaqip4rj810XTKw9uu0yS0AEMAElBbwt0AJLie2uok\n+GBBuQ4kuJ7ACQmaEQrIGwDikO6gdT8MElQdpNfOSRDC/y7LOiUrgwRxnSYhEC63OgbLhMs+gGhP\n9L3QPoBOzrmv1+jsMnjeysLl1utX6CTcCiTI5m3/M32Q0KYhtXUJridDt+H/+H+T/PqHb24DHxzH\nt6In3UzTcD+oR6sFFFzXRVVVPv/5z3P27FmOHDnCs88+y44dO1r0wEgkQjwep1qt8ld/9Ver8rlB\nvVOoR+8aoBDUcqu4G7ka3c77eLdY4QiX4zhUKhV0Xe/wrr5XCtMrryzg21xquK7vlX/lSrW5ci8Z\nHIxz8uQSO3dmaTSyRCIKyaRGtSrRdQ/D8Bgfl2zZIrl40eSRR3R+9CON/fsVrlyxGR72aUD+mOly\n+DA8+iiYpkKtJonHlSZg8JrZBJLeXg0hNK5dcxkbodX0UQAAIABJREFUMzh3zhdXB1RTf7dJ/LmN\nTyfybyuAEgIUdcAPgQMFx6ni6xEsoEouF2FgII6UCn19MVzX5PTpCqOjSbq7VY4fn2Hr1hz1ukMm\nozI357G4WCObVUkkaoyNDbG46LGwUODAgV5KJRtFESSTDhMTVYaGsrzxRoX3va8fRZHMzJR4440S\nY2Mp1q9fT70+T6VSoacnRqNhAhHOnKmyYUOUkycX+Hf/boRXX73Gpk0ZzpwxWFycYd26JJalc+pU\nlb17u4nH43ieydJSg/7+CNVqg0Qiguc5RCI6xaJHT4+OadrEYhLPS6IoGtXqJIqiEotFqNcdurqS\nTdtME02LoWk+/WzLll7m5orMzto89FAfZ8/OMzAQ5dixIjt3ZsnnTTxP0NcXZXKyhGXZmKbD6Giu\nmbPQQAhfJL9uXRJQyWRS1Go1hDD5wz88zJ//+WMMDa3sV728bnRSCOsbIpFIh77BsnznpuCE829h\nw9poNFa03FvNCu+bJ554gi1btmAYBvl8nnw+36JFVqtVlpaWGB8fXxVf/ffqra3wmN9oNKjX67d1\n/rndc0UAEhKJxA27E7dTwQRYhEXMwp/AB8DAVdoZCQFICOhGrW7CbYIEx/ODwxzPd+4jGvOBgqKA\n1wkUpKoilnfTRFPA3Np+0X486BzcBkgI05RaoWp3CBLCdKO21mB58rLfZYA2vciVAiHkdSChnbp8\nY5DQ1ipcTzcKHI08L/x4J0iQLVCBn4p9BxUej+8FNNxthcfO1RqrfV2nvx82b96MYRjEYjEKhQKl\nUolarUY+n8c0TVzX5dq1a61zFau0cPNOCcB71wKFt9LVKFgxWkmgdq919OgcmYzO/HwDXfctLWs1\nFylBVQWVisX+/QNculSkp2cr9bpKuewwMqIgpce1a5KBASgWXXbsiPCjH6ns3y9QFBchIBJRUVW4\netXFcSQHDghMU2CaHvW6Rjbr6xHKZd+lqKtLx7JUXFcSidRwnAiOE0VV3SZNQuV657AavmtR+H/g\npxj7mga1meAs8F28fF2BZXl0d0cwTRchLI4cKbB/fy+67nLq1Dyjoyk0zacyvfxyla1bu7h8eZ5d\nu7rRNIOjR+dZv76L9ev9oLVoVCClycREjWg0ydyczbZtXdTrZS5dslhctHn44X4ikSSVyhSxGE07\nWkmt5lAs1slmNRzHZsOGDD/84RkeeWSUEydUKpVpdu/O8eabVWIxjV27cqTTGWZnF8jlkiQScO1a\nnsHBNIlEnGIxT7Xqi5Z9EOIgZTeK4tFozKNpEWxbxfMk0WiMhYUiiYSGEH42RLFoks1GKZerTE/b\n7N3by+HDE6xdm+Lq1RpDQzEURTA/b7FhQ4KFhSqFQo1kUmdkJEsiYTA/X6dQsFm/PolhqE1bxQT5\nfAXHqdLVpWHbLl/96mm+9KX9q3pcB5zP4GSzkg1rcNLxPO++dxSklPc9XC7osgD8xm/8xp2+/L1u\nwjusAre7oLu8GhXYbC8HCbfr9hdU6cJx1LDQ138Tf4IuZQfdKBAvByDBDcDCPYAEx/UFzUEKdEt/\nACA9hOO0KEMrVQsQtECOaAWxrQQS/PudIKGlO7iLTgLQyoy4EUgIc8zD1CPXUzvAQuBY5HmiAyR0\n0JWCv98EJLRAhNcJEoLn2s01B89tDyXP/CDBZz9Wva1jZqW6HdCw2nQdy7JWpTMXLF4B/Nmf/dkt\nnx90H5q1Kl/Kfa+j8NZWeIB0HKcVoHS7VKOV3u9WB3ggjnYc54Yng3vpKLz++iL5vIkQklOnCuzZ\n000i4U8UQaIogt27e5ibq9NoeESjXUxOOoyN+cFoQihUKiYbN2pcvBhhdlZj61ZfJ2AYgvXrNUzT\n4fhxyebN/kS6XvfHbsvSyOUEly97PPCAL0AWQqdaVRkYkJRKNQoFg2xWJR7vplar4gOBoHvQ2gP4\n9KOgo+DidxKigNscXCRgNnUNDR56KMf4eJVdu7JUKjaGoWBZCgcP9uK6TpOGY5DL6ZRKLq+/XuTA\ngV5ee22CvXuHsCzB88/P8thjgyiK4Ny5JXbuzAAWhYJNuawzOGhgmjZSNjh2rIbjSD74wbXYNly+\nPMHWrV1Uqy627VGrCWZm6nR3e2QyKebnHYrFyzz00HqOHLGx7RkOHOjl8OEiQ0Mx+vuTpNNZyuUl\nenvTzM3VKBbrDA6m0DSDet0lnU4jRBHXlUjpoKq9OE6NpaVFkskkluUPTJlMkvHxaXK5BIYRYX6+\nSm+vn6a8cWOGs2fL7N7dx9Gj1+jvT+C6Att26etLcf58md5eHcuymZkpMTbmux1t3x7n6tUqMzN1\ndu70nZ9sWyEej1Cp1DHNMr29EcClWBScObPE1JRPbbsfFaYpAYRpSoENa2C9erP8htXYjvtZP/7x\nj3Fdl2g02jq5GoaBrutomta6DouaM5nMfd2m9+r+VLAKeSeLVLc6VwQU2lWhMIVW44MJdRC8JjVt\nRbrR7YIE/1ppggIfJLheEAzmgwRPgtQ0hK63OwKyRaQH6UGQWhsAAcDODqCV5jstUJsgoWVxygqd\nhJAeIwwSEKIjJyG4Xg4SOiftbX1G8HyBbOkLWpoEfJ1GUIGbkf8VA12D6AQfIZCwPFAt7Fa0XLi8\nPCvBa1GPZKjL3wkS/Oet3iT+RqDBdV0URcFxnFXrFq/Ge5w4cQIpZUu4HB53l5tKBOed1aanvtdR\n+DeoYILhed4dU42W160G7aBjEZzM78ck4/DhWaR08TxYsyZJOh1pahR8cXAqpeO6kvn5Otu3D1Ct\nChIJj6UlwdAQnDhhsmtXhJ/9TGHzZokQDsmkf8B7nh+28uabknXrIJlUWFz0mj8Sha4uj/PnPdas\ncanXoVLRKJcFmzY5gMPJkzqPPGLw2msalrUGuEq7Gxfsi+B+AB78MDUh/A6Ev4rsaxf8leMajz7a\ny/HjS+zd2838vB+jfuFCmYMH+5icXCIeV3Ecl7VrE7z5ZgXXFezdm+XSpVkefHCAyckG8/MN3v/+\nIcplCyEksZjL4mKDXC7G7KzJrl3djI8vMjyc4NChAsmkzoEDa2k0aly4MM/WrRlM08O2PcbHTQYG\n4uTzBVKpGKbZwHFcNm/ezCuvVPC8RQ4e7OOFF5bYt68bKXVSqRxQIR6PMTVVRgjBunVdaJqK69o0\nGgJdN1AUiWVZpNMDOE6F6el5+vqymKaLoggSiRhvvnmFgYEudN1gYqLE2rUJxsfrDA2lECLCyIjC\nhQszxGI63d1Rjh6dY//+fmZmGiiKS09PnJdfnmL//kFOniyyaVMGz5NcvepTo1xXsrTkkk7rgIsQ\ndbq79aYvuyAeF8zMNPinf7rCb/7m9lses6vBR11uwxpoGjzPw7Z9zcvyAfxOK7yd4Rb0/axPf/rT\nFIvFljDQMIxW4FZwHVwSiQRSSv7u7/7uvlOi3qvVqXA3W0p515bYK/2GbgUS7nRBSqJ0Tp7DwWvy\n7kFC0Em4FUjwPME3+SU+rf4pLM5BugmIgzRR121boEJTtLxCTsIykOA/Lq4HCaEugyfa2QrhXIRg\nfywPU/P3jwDZBglBB6FD6BwCCcG+CSqY44f1CG4HQAioRXSABzfkeBR8TjhQTa4AElw36Cr4IMF1\nm6BgGUgIXn/T4+Qux/MwaAjG76BbHJ6Q37aVb2g7Viuv58knn6Rer7cWboLxOLgOLgElSUq5+hqF\nt5Gz0c3qXQMUAlcjKSWRSOS+uRrBnYmj77aj4LouP/rRBNWqg+dJBgailMsOCws1VBVcV9LXF8Oy\nvGZaboxKxcWyBImEpFr1WLMmwgsvqBw8KLh0yWTdOgPbhkrFIR4XzM5COg19fQpXrrjUahpjYz5l\n6dQpj3XrXGo1QSYjmJyETZv84LVDh1QeeyzCCy8oKIoL5PApRw6BaLmzJFDFDwHUUVXfStVfzZAk\nkxCNuoyMdHPhQoUDB/wgs2LRJhpV2bgxydJSnWjUd1waHIzy8stLbNnSTblcpVKpsG5dN2+8UWBo\nKMnWrTmuXi0zMhJjfr6IomitH/zu3b1cvTqDYUQ5dKjApk1d9PTkqFYrLC1V2L49S7VqoWkap05V\nGB6OMzNTYNeuNK++Os3Bg+uZnOzjjTcKCFHg4ME+XnutzIEDvUhpoOu+lkJRPKQUFIsmmzen8TyJ\nbVuYpkIsZjQ1CUliMYHnFRkfX6SvL0ej4RKPR9B1nfHxKUZGugGF2Vl/Wy5dqpLJJJoUJMnS0hLF\nosf27V0cPjzHvn19VKsui4tltmzJ8OKLkxw8OMz4eI3e3hiRiMLiYpVHHulpHgseui6IxRSEMNF1\nieMIHEchHvfI5236+xM899w4Tz21ge7uu3RYuYcKHJUCqkVAUwpa3AFNKbjcS3DV/azf/d3fpVgs\nUq/XW1qEwEa2VqvRaDRYXFyk0WhgmibFYvG+06Heq9WroMMspSQajd7x/+5Gx19Abb3Xxa+gFq6c\nQxP+RFgIFxlcK/713PCDHSDBRW0FqQUgwfXUZR2ETrpRGCT4tJomTaYJEhy3SYXRdH8mexNBc1uL\n4LsZyWb2QQASvPD92wEJTcARvh1QiwBcEXJEai0miDsCCeEJoAfXdxbCWgXZphaFxdABSGiBghVA\ngtvclwGYCEBCS+TstUFGa3skzU62/5w//16M//GJezNduVmFx++g03C3oGE1F3Q+/OEPUyqVsCyL\nRqPRupimSalUwjRNLMvCsqyWBvXrX//6qn0+dIrf3871rgEKnue1RJKrUStN8O9GHH03QMG2bQqF\nErOzPh0nkzGwbY+TJ5cwDH8wUFWFTCbCwkKjSe00sG2B57kMDSmcPKlRr6vs3SsxTZe1awWlkiQa\n9UXHti2xbcHWrW2QsGaNL2AuFiVjYy6VimBwUOXUKZtNm0xKJYMrV2DfvigvvKAAZtPdqIYPAir4\nnYOAZhR0EyR+NwHAD3AL3JC6uiR79kSp13VmZups25ahWLS4erXK9u1ZVFVw5UqFXM4PLavXLQ4d\nKvL+9w9z/PhVtm3rQlVjvPjiLI89NoRte8zO1kgkPDzPRtdj2LaHYag4jkKxuMjUFFQqVQ4eHGVq\nysHzKui6R09PlPn5GolEhLNnq3R1qZTLVQ4c6OG55y6yd+8gp04ZlMtTaJrN3r19XLzYoL/fzxBY\nWKjR1xelXq8Ri8U5fnyCjRv9VXvTdIhEDLq6olSrdVwXkskspjnJhQtLrFnTS6lkks0mME2Xer1I\nX18OEJRKDdasSXHtmi/+7upKsLhYwbIc5uZMHnggxalTS+zY4WcunD+/yMaNSQ4dmubgwWFmZixc\n16OvL86FC0vs2uWDDyEUYjGJYah4nh+aV6nQtNR1KJc9MpkIjUYD247wrW/N8tnPrr2jY/l+1O3o\nG4KTz41oSm+FJmF5/c7v/E7rs4PrYPs9z2utRgftetu279768r16yys4pu5FYLy87kQMfTvnmcBu\nNxxCFtYp+LSjZcLl2wQJjqe0aDKBJkHiT2RdL1j1boMEzwN0A7BuKGhu3Q7/hkN6hjBIaHcZ2iDB\nU3VE0xWpg24UohQFOQlCeqEOQhs4hMXLrvT1BR1AoLlfwgLl1t/oXDV2V6AZhUFCS5DM7YGEwN0o\nAAnBba/pcBQABn87g89tX3tvQSc1PNaGOw3Lx+2bgYblHeDVWNT5y7/8y9ZvJhh/w+Nw2HDDtm0c\nx1nV3zZ0Hg+3WX8D/DfAHO1k5f8E/Lf4LjAXgV/FT68F+J+B/4g/AfsfgOeaj+8B/g6fA/7/AL91\nsw991yxXGYbRWsVZDdS5fIL/VuQwSCmp1+tUKhX+9V8XEEJp8rJ9V5pcLkKxaLW0X6oqWFxsMDwc\nx/O6qFYdNm9Weeklnb4+jXTaIRbzJ1auK8hmJSdPuvT0+CsZQ0OwsOChqhr9/TA97RKPe8RiNuDr\nAup1ybZtDm++qTMzI9i8OcrRowLf1tRrXkfxuwrLuwkB9UjDP4aD+/53GBuDPXtizRVhQV9fBNv2\neOWVRXbvzqFpgomJCsmkhmEoxOMJjh4t8aEPjfDyy+fZvbubSgWOHl3gkUf6AEmjYVOvl+nqiqIo\nBnNzJsPDcSwLqlUbKePUah4f+cg6Llwo09vrkEr5P9aZmSpCGExPW9TrDdJphS1bUjz//BUefngN\nb7yRY3FxioEBm507u5mdtRFCZf36NDMzBeLxKJVKFV03OHduig0beohEFCoVi1gsgqap1Go1NE1t\nJku7CJFk3bpebNshk0lQLNaQ0kJRYkSjCpZlMTAQZ2HBolgUbNjQxcWL82QyfmL35s1pCgWLREIn\nFoM33phjzZoYx4/Pc/DgMPm8Q71u09trMD9fY/v27mZXI4ZhqAjhIaWFpjksLnokkxE8z6Ve9487\nw5BImSCT6ecHPzjHm28u3fIYvt/C43AFuoWgPRyIPKWUmKbZ4fkdnASW1zKR2n2voHUedEJ0XW9R\njxKJBJlMhlwuR39//1u2Te/VvVfAYb4XXdpyx6RGo3Fb55vb+c0FIaCtVcwVdAoIpdlB8DsJbkdH\nQXSABFeqHZ2EQJAbgARfyOzTjVYCCZ4EItH2toS/QyBoDlUAaMx0n38/oCaFuwhKe6K/vJMQPLct\nTu7MSWiLmztBgovWYYHaOfFXrwMJQU6CG7q93CFJSvz9tMz56F5AQiBi9jzZ0VXwd2ewONH+u+tK\nZNM98T/90+qasNxOBYs9sVislTll2zbVapVGo3HfgzrDneiAehSNRlv21Ol0mmw2S09PD4ODg4yO\njq76NsiWq9XKlxXqb4GPL3vsOWA78CBwDh8cAGwD/rvm9ceBZ2jzwr8G/PfApuZl+Xt21LsGKNzP\nsiyLUqmEYRgkk8k7Wom83ZOG53lUKhUsyyKTyfDqq3kiEX9wazR8l6ORkURr1WB4OMbMTI1sNoqm\nKczPx1mzxuAnP9F46CHB0pLN6KhKtSrQNEmt5jE+7rF2rSAaVahUPKJRQTyukUxCPi9Jpx3AJZXS\nePNNyeioJJ22+MlPYHBQkE5HOHUKpGzg04xcfBAggFE69QnB7QRtgGADNpqmsWuXzqZN0WaXxmqe\nIwQvv7zAY4/14ziSxUWTaFQlGlVwXcncXIO9e3OcPHmF/ftHuXixzuysyaZNXc3VWYeZmTzDw12Y\npsLiosWGDWmqVajVXF56aYZIROPRR0coFOoMDEjSaaXp8OSwuChxHLhyJc/27V10dalcuLBAX98A\nJ04kMM2rjI3FSafBNME0BWNjCer1BratI6WNZXkUi0UGBrIYhka1WkfXDUDgOA66rjfbvgrT0xUU\nJYJlecRiMebmCpimRzQao1w2kdIjmTSo1SQzM5Ldu/t59dUJxsZiTE5WSaV0UqkIxaJLLmdw/nyR\n/n6DK1dK7NnTT6nkUKlYRCKgaYK+vjiepxOLRalUGphmA8Nw0DSXqSmH7u5oU4CmIIRHNqtjWWki\nkQywQK1m87d/O47rrk7X7n5UoG8IvK8DPYDrui3KT6PR6Agyq1arN9UBjI2NsWvXLh566CEeeeQR\nAPL5PI8//jgPPPAAH/3oRykUCq3nf+lLX2LTpk1s2bKF55577kZv+169S+tegHJgy12v12k0GqRS\nqVUBseHchZY4dwWdgqfqSJQOupFPuxE4nnZDkBDOSQjcjSxHrEg3CiaxjiORuuHTjwJBc8v5qClo\nhpZrUXBbdgCbJhUp0Bcg8BS9A0S0ugShrkJYmxBU8Hin4DiUgSAVOqlBasdEPwAJEPTROzMSwqvH\nXugz2qFpbZAQhKcFHZm2HqETJIQvPjCQoQTm5vfyZIiKFICIdlfzZiSM+7Hws1ItBw2KorQo3oHG\nIZzpEK538vh8F8nMzwPLV+v+lbYM5jAw0rz9C8A38Sdel4ELwH5gEEgBR5rP+z+BT95sO991QOFe\ncwvC7+N5XotLnEwmicVi9+VHE6z0hK1cr1ypIISP+l1XkkholEoWjuO7HfX1RVlYMOnvjyKETj4f\n5/JljfXrPep1lzVrNFQVIhGPkyddYjFBNOpP+OfmXHRdw/N8e9J6XZJK2VSrAilVzp6VPPywSz7v\nUi6rHDwYZXw8ytSUh+dZ+MddcPIKtAk5QKfdVVCaj2VpA4UqoHPgQJTeXg3PE82uiUokojE/3+Dh\nh3NUKmYz5dkjmdQpFm1KJZtq1UEImw0benjttTzZbJRMxmhamDoUCjVGR3PMz9tEIgp9fRFMUzA9\nXeX11xcZHU3SaIDnWSQSfvpxqeTrLl59tcTgYJzTp2f4uZ/rxzTrlMt1hOhhYsLAda/xyCO9zM+X\niEZVcjmFnh6NZNLANDWyWY3Z2VpTbxFF1xWEsKjVBImEjuPYaJpOqWSj63Hy+QpDQ1GqVUku18W1\na/NIqTE4mOTMmUUyGR8gCKExPe2yc2c/L798ke3b01QqNqWSxehomnpdoCgOtu2gab44vLc3jaJo\n1GoOlmXT1+ev2kWjUTwPGg2H2dky0agkFlOYmfEYGIjRaNhIqQFeUzTeDQg0LU+h0CCVSnLqVIEf\n/GB61X8DN6t7OVkFJ6BoNEo87lPEgq6jaZp85Stf4Ytf/CJ+eGFjxfcQQvCTn/yEY8eOceSIP7Z+\n+ctf5vHHH+fcuXN8+MMf5stf/jIAp0+f5lvf+hanT5/mX/7lX/jsZz+7anTI9+qdUfdyDgqOS9/k\n4PZtVW/2meHchUgk0iHcbQl7hQKKykz3jus0CY5UcTwNZxndKEhcdrzrw9SCia7bFDCvBBJcD/5L\n4TOgaX43QS77nYRzFIKcBEI6BGiKmJvahVZHoNPdKHz7OoEybYAQgIQgdVk28yJuChLCXYKg4wAd\nnQT/+eGVYkLXIWtT2n+DdicB2t2EThGzv09dNwAG7UC1W4GEoJPgtV4n+dK3V5dWE9Sdjt8BfS9Y\n6AkWZl977TV+/dd/HU3TwnkG7+jxeaU05vDlLuo/4lOJAIaAa6G/XQOGV3h8svn4DetdAxRWK+As\nqADBOo5DJpO5azu6W22PaZqUy+UWbUIIwcWLRRYXGziORFXbgWgzM77fcTSqcu5cmfXrU2QyEaTM\n0NurUa1a9PUpJBIqruuHox075rJpk//6/n6PRsNmYkIjHheYpj+pj0RspqYEqZRKoSBZu9bk4kXB\n1JTAsvwUZ8+zkNIFTMCg3U1w8LsGcSBoXypAGv/Y24wPGGKApKdHJx5vB7SpqmheKwwPJ5ASdF1r\npgxHuHSpRH9/FMtySKd1uru7OHp0kd27e6nXHZJJjUKhhK77MfPT0yZr16YwDAPP0zlxYpGZmTqb\nN3cRj0colap0d2vMzNTQNIW5OYeXXlpg69YM8/MlPvGJUcbHF4lGVcrlbqamXAwjz6OP9nLkyCS7\nd/dh22AYZQYGstRqLoricvFing0bkkipIoSfZj0/7xKPazQaVjM91SGVyuB5NbJZg3LZRlV1ymWJ\nYcQZGIhz7lyekZEki4s2um5QLArWr+/mzJkrjI0lcF3JpUslNm7sJp/3KJdrjI0luXRpiZGRJLOz\nDkNDCUzTYWGhytatWWxbkMt1NcGWy9RUnv5+jVrNYmlJoafH3zZVNQAH1/XQtAFMs4Jh1FhaMunu\nTuN5LtGowTe/ee6GXYW3agXqbiosqlMUhWg0ygc/+EE0TePEiRP09vby0Y9+lO9+97vXvXb5b/h7\n3/seTz/9NABPP/003/nOdwD47ne/y1NPPYWu64yNjbFx48bWyeu9evfXvRz7wTEWaOBWQ0Nj23ZH\nONu1yckOd5+ggvyA5ZoEpxmq5jQnvsHtMEjwbwfdAxGy5my6HHkrgwTbltiObIeoBdsTmrhJzeig\nJAXbXE/1t7sK0AYJKwiXl4uY/ec37Umb7k6tyVkAHkIgISxgBpqBc53C5Xbo2vUgwQsBAzcECFzp\n07TCoCFwMApAgmxSuNqAot0tsJ3w/c7UZbgeJLTBQ7jzIJvOg6trlbpaFdb8jI2NsXPnTs6cOcPg\n4CC/+qu/ytKSv7j+Th2f3SZF7UaXO6w/wOd4/9+rvZ3vGqAQ1GoAhWBwBe55wL7R9gQOGYFQLRzU\n9vrr+VaYWiSiIqXEslxqNQdNExiGytBQgmw2wnPPTZJMphkft9i6VQMUlpZcCgXJ9LRkwwZBLAbl\nsunb0zk6o6OCQsFD112kdMjnFZJJlXjcI5k0OXVKpatLRdcNjh0DX6zsawv8rkE4KyFFO2Qt8NkX\n+MChr/matcAgug47dviv0zQlNICJpo2pRqFgEYupRKMqr722wIED/Zw5U2TdunQTLDV44IEuajWH\nbNZgcnKR3t4EQhgUizZr1ybxPMHkZI0XXphGSsnmzd2k0zEcp8HgYIJKRdDbG+Ho0SXm5xsMDERJ\nJj0efriLn/3sMsPDSS5e7G7akboMDxu88so0Bw4MEY0amKbvPAV5pHQ4e3aRrVuzeJ6K43hEoyrz\n8xbgoOuiCXxU0uk0rlsBYH6+jpQ68/N16nWTwcEkk5NlenvjLC35k3ZVjZDJRJmdncZ1Pbq6Ily4\nUGZkJEujAVNTeVIphUOHpti3r59jx4o8/HAPnucxPr7Eww/3Ui47ZDJplpbqeJ5Ko1FjzZoopunh\nAz4wDB1d16jVanieJJ0eoV5fJBZzaDQcenu7aDQcNC1Oo1GiWLT47nev3PVv4u1SQgj27NnDU089\nxRNPPMG1a9f43Oc+Ry6Xu+55H/nIR9i7dy9//dd/DcDs7GxLQ9Df38/s7CwAU1NTjIyMtF47MjLC\n5OTkW/SN3qu3Q93NOSjsmJRIJO7KMWn5ZwbhbMlkskOE2coHIKQLEAqeondYoAYgIUyrCUCC410P\nEmy3U7h8o06C49LMzmliAqWZzqz4XY0/uPYr7e9l+10+2Upf7rRJ9f+2DATcRLgsQxQlV9E794cI\nJvZqx6quJxVEkJNASI8h2wFsAUhYziv3JLhe81zX0id0ahUC0BAGCa0JvuxMXXa9TrAgm3Qjx2l3\nJ+B6TULrc5oMhaCTEDwvAAv/2//V2cF6K2zmmoXwAAAgAElEQVSjb1XBNvT09PCZz3yGffv2ceLE\nCfbu3dvMI3rnjs/LNQnHjjzP3/6XP25d7qB+BfgE8JnQY5P4nPCgRvA7CZO06UnB4zfdCe8a16Nw\n3UvbNxCQJRIJKpXKKm+ZX7dKjX7ttQVqNYdEwh/IfLoRmKZHJKLS1WUQjWocPjzPww93Y1kx1q3T\nUVWYm3OoVmFwEBIJj0gEZmcdPE9DSpVcTnDihGRgwEFRBK6rUizKZj6Cx8svKxw4YPDKKyq+ZX0V\nHwQE26jiU4+itDsIZfwQtQfx6XIG/vFZxj/E1vBrv7ae733vCuVyg2g01hTRSjRNwTCUVvdkdDRB\nsWjx+ut5PvjBQX74w0kee2yASsUmn/ddoIaHo9i2zcWL8/T0pNA0HduGwcE4UuocPz7XTKdOkE7H\nyWRUKpUa3d1JXBdMs0Gx6NHfn2BhocymTQkcx+LIkTk2bOjjxIks9fokBw5kOX58hkzGYMeOPtLp\nOFevzjEykuH8+TKjo4Lz5yuMjWWIRiPU6yaGoVMuWzQaJsPDaSzLw7KipFIqS0tLRKMqMzMNksko\nliVJpVw0LYKi2E0XKxtNi9DTk6ZcrmGaVaana+zYkWViokI0miAa1ZmZKbB2bYyf/WyS979/mNOn\ny+zalQM8LlxYYv/+AQoFm1QqTT5fJR7Xse0GQ0M6tZqHrsdRVSgWbVRVtPykDWOAen0Ww4B6XSGZ\nTFCvOxhGgmp1jng8hm1bfP/7V/nFX1x3X34fy+t+C6Sr1WpLRPwLv/AL1z33xRdfZHBwkPn5eR5/\n/HG2bNnS8fdb+Xq/XTss79X9qTvONGiCBM/zVj3BeXnugidVFOGBbAp+mzoFT1GZiT+ARxsgBBd3\nBZDQmtiGQEKYPx90EgL2UBgkBNacjtNczW5Sh4QQ/MHlz+DYXitDQbguMnI9aJI0dQq0OyNBhyGc\nk9DSYSyjW7XfZ2WQEKYchZ+7HCQEE/5g9TdMQ/IF3YFmoQ0MbqRVCIMEHxzcGCS0uwftTkFYvBzc\nXw4SWt9FtjsJrY6Cu/Ixe6/j12qN30K0z1MjIyN87nOfA97Z4/PyrsHOvR9g594PtO4/+7U/uZ23\n+TjwPwEfwHeXCep7+N2F/4xP79iEr0uQQAlfr3AE+CXgf7/ZB7xrOgph6tHdVFhMnE6nV80Ga/lJ\nw7btWwqjDx+eo6srgutKGg0HXVd99zjPo6/PwLJcJierrF2bJJHQMc0uIhFJqeSSz/siZFX1iER8\na9RKRSObVVp6hKEhx7djkyrXrkmGh01qNTh8WOHRR6McOqTieS7+RN+l3UXQ8alHSdogYRofPASd\nhQSQwackaajqIF/7Woy/+AuNj31smNnZOo7jIWW7q6CqAsvymrQjhZMnl9iwIcXx44s89lg/09M1\n6nU/xKi7O0oiYTAzU6C3N9OcZKukUipSKrz44jSVisPP/dwwmUyyZfuZSMQoFEqUyybHjpWIRKLU\n61U+9KFe5uYqLC2ZZDL9nDyZoF6/zPvel+HQoWts2tRFf3+KVCrC7OwCw8NJzp4tkUrpXLtWZscO\ng/7+ZJMzqTX9lhsMDqaxbVDVBJGIx9xcEUURLC7WiccjGIZKPG6jKDoLC3VcN8LcnIUQBsPDWSYn\nF3HdGteuVdiyJUOxaFMoqKxdG6NUKqGqDhcuFHjwwX4MQyeT0RHCY3Kywq5d3ZRKLpmMDzZ6egxc\n1ySX07AsgarGMAxf0B6LSSoVk1wuTTw+gqIsoSiCpSWFSETHNB1ApVSaJhbz95nnKczP13nhhdnr\njt23M/XoRlWr1W6auDk4OAhAb28vn/rUpzhy5Aj9/f3MzMwAMD09TV+f78QyPDzMxMRE67XXrl1j\nePim9M/36v/HJaWkUqkgpSSVSt31byd8nrEsa0WQAJ2caKBlDUqTdhTuIoRBgu2pHSDBC2kRbFc0\nAYK4jm4EtDoIK4EE15XIpphZ6gaO7VEpNfjI1zaDqrZnviJMCxKtrsBKIKH9XZWWq1G4kwC0Oiph\nkOB3BZTrQMKNOglhulFru5qPu62/03rvQJwc3A9yEmxHtKxk28FpfjdmOUhYboMq5fWBagHlyHGu\nBwn+/m+DhBbIcKWvXXgbdBBuVo1Gg1gs1vHYO3l8vgvXo28CL+FzuifwNQlfxZ+U/StwDN/dCOA0\n8O3m9T8Dn4WWLeVngf8KnMcXOf/LzbbzXQMUgrqbtu9yMXGwqrNaegfwTwiB9enNhNHVqo2uK80J\nFzgO6LpgerpOJKIwPV0nHjdYuzaJbXtEIgnApyfl85KREbBtr2m9CZWKSn+/IJ93sG0PVfUTd03T\ntz4dGDCZnVWZmRFs2hThpZf8fATXDcLTfN562+I0Q1vAPIUvVrbx6Uka0NN8TpRcbpTnntP55V/2\n9+Gf/un7iEb976Yo/nf3U6b9rrPvgOQyPBxD1xV27uzm2LFFUimdaFRFShBCYlkePT0ZTFMQi6mk\nUgamqfL887PouuDxxzdQrbpMTi4yOBhBCJ2JiXnAIJ/3WLMmiq5L9u7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TRYF6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\nzjbJ5y2iSLC4KJ/v7t1FhBAsLvqMjhbI5y1MU6NcLmDbE5hmD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5xN9f7G32vt+8zsGZdx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\n7t2rMAdpSuydPHmSpk+fzv98+PBhmjdvXrXbXbp0iQQ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at 0x7f83d980ff10>"]}
fig = plt.figure(figsize=(14,6)) # surface_plot with color grading and color bar ax = fig.add_subplot(1, 2, 2, projection='3d') ax.set_xlabel("$\lambda$", **axis_font) ax.set_ylabel("file sorting #", **axis_font) ax.set_zlabel("Intensity", **axis_font) ax.view_init(azim=180) p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0, antialiased=False) cb = fig.colorbar(p, shrink=0.5)
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gpJNOAmBqtt9//711bN26dRg4cCAGDBiQ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\ntrtcVhicSeJiRArgEBiGgZaWFgBmdgJd11MyZPCgSA9ew8NrMUK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AfAegDcDLMDXfPjCT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