mirror of
https://github.com/vale981/fpraktikum
synced 2025-03-06 01:51:38 -05:00
1069 lines
322 KiB
Text
1069 lines
322 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 172,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd\n",
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"import util\n",
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"from importlib import reload\n",
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"reload(util)\n",
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"from util import *\n",
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"from scipy.stats import binned_statistic"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"source": [
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"# Kennlinien PM3"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 173,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"131.75230566534913"
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]
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},
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"execution_count": 173,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"eta = .03\n",
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"rt = 506/60\n",
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"T = 1/eta**2*1/rt\n",
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"T"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 174,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"0.029514066805047763"
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]
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},
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"execution_count": 174,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"N=1148\n",
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"c=N/T\n",
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"dc=np.sqrt(N)/T\n",
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"dc/c"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"source": [
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"## Plot"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 175,
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"metadata": {
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"autoscroll": false,
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"collapsed": false,
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"ein.hycell": false,
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"ein.tags": "worksheet-0",
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"slideshow": {
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"slide_type": "-"
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}
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},
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"outputs": [
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{
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"data": {
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"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"T = 140\n",
|
|
"fig, ax = set_up_plot()\n",
|
|
"calib = pd.read_excel('../messungen/vorversuch_kennlinnien.xlsx',\n",
|
|
" sheet_name='Kennl')\n",
|
|
"ax.set_xlabel('Spannung $U_{3,HV}$ [V]')\n",
|
|
"ax.set_ylabel('Zaehlrate 123 [$s^{-1}$]')\n",
|
|
"ax.errorbar(calib['U/V'], calib[\"N123\"]/T, yerr=np.sqrt(calib[\"N123\"])/T,\n",
|
|
" marker='.', label='Koinzidenzrate 123')\n",
|
|
"ax.axvline(2300, linestyle='dotted', color='gray', label='Gewaehlte Spannung')\n",
|
|
"ax.legend()\n",
|
|
"ax.set_xlim([calib['U/V'].min(), calib['U/V'].max()])\n",
|
|
"ax.set_ylim(0)\n",
|
|
"save_fig(fig, 'kennlinie_123', 'vorversuch')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 176,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = set_up_plot()\n",
|
|
"calib = pd.read_excel('../messungen/vorversuch_kennlinnien.xlsx',\n",
|
|
" sheet_name='Kennl')\n",
|
|
"ax.set_xlabel('Spannung $U_{3,HV}$ [V]')\n",
|
|
"ax.set_ylabel('Zaehlrate PM3 [$s^{-1}$]')\n",
|
|
"ax.errorbar(calib['U/V'], calib[\"N3\"]/T, yerr=np.sqrt(calib[\"N3\"])/T,\n",
|
|
" marker='.', label='Kennlinie PM3')\n",
|
|
"ax.legend()\n",
|
|
"ax.set_xlim([calib['U/V'].min(), calib['U/V'].max()])\n",
|
|
"ax.set_ylim(0)\n",
|
|
"save_fig(fig, 'kennlinie_pm3', 'vorversuch')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Peakhoehen der Photomultiplier"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 176,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 177,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"peaks = pd.read_excel('../messungen/vorversuch_kennlinnien.xlsx')\n",
|
|
"peak_labels = ['P1', 'P2', 'P3']\n",
|
|
"bin_offsets = [8, 15, 40]\n",
|
|
"scale_factors = [100, 10, 1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 178,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"P1 & 0.20 & 3.00 & 0.72 & 0.60 & 1.31 \\\\\n",
|
|
"P2 & 0.20 & 11.40 & 4.44 & 3.60 & 1.89 \\\\\n",
|
|
"P3 & 3.60 & 51.20 & 9.30 & 7.00 & 1.06 \\\\\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"for peak in peak_labels: # nice and dirty :{}\n",
|
|
" cur = peaks[peak]\n",
|
|
" print(f\"{peak} & {cur.min():.2f} & {cur.max():.2f} & {cur.mean():.2f} & {cur.median():.2f} & {cur.mean()/cur.std():.2f} \\\\\\\\\")\n",
|
|
"peaks['dP1'] = calculate_peak_uncertainty(peaks[\"P1\"])\n",
|
|
"peaks['dP2'] = calculate_peak_uncertainty(peaks[\"P2\"])\n",
|
|
"peaks['dP3'] = calculate_peak_uncertainty(peaks[\"P3\"])\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 179,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
|
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for index, peak in enumerate(peak_labels):\n",
|
|
" plot_hist(peaks[peak], calculate_bins(peaks[peak]) + bin_offsets[index],\n",
|
|
" scale_factors[index],\n",
|
|
" save=(f'muon_{peak}_spec', 'vorversuch'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Statistische Auswertung der Langzeitmessung"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 180,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"counts = load_counts('../messungen/LM_2019_12_20.txt')\n",
|
|
"interval = (22, 150)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 181,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plot_spectrum(counts)\n",
|
|
"ax.axvline(interval[0], color='grey', linestyle='--')\n",
|
|
"ax.axvline(interval[1], color='grey', linestyle='--')\n",
|
|
"save_fig(fig, 'spectrum_overview', 'haupt')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 182,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plot_spectrum(counts[interval[0]:interval[1]], offset=25, errorevery=5, zorder=-100)\n",
|
|
"save_fig(fig, 'spectrum_detail', 'haupt')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 183,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"52791"
|
|
]
|
|
},
|
|
"execution_count": 183,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"len(counts[interval[0]:interval[1]])\n",
|
|
"counts.sum()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 184,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"41.666666666666664"
|
|
]
|
|
},
|
|
"execution_count": 184,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"chan_to_time(1, center=False)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 185,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"tau, d_tau, N, T, taus, correction = continous(counts, interval)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 186,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(15565,\n 2215.858394798602,\n 47.44264196328607,\n 5333.333333333334,\n 2.7056782698244173)"
|
|
]
|
|
},
|
|
"execution_count": 186,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"N, tau, d_tau, T, correction"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 187,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": [
|
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = set_up_plot()\n",
|
|
"ax.plot(taus, linestyle='None', marker='x', label='Iterationswert')\n",
|
|
"ax.set_xlabel('Iteration')\n",
|
|
"ax.axhline(tau, color='gray', linestyle='--', label='Letzter Iterationswert')\n",
|
|
"ax.set_ylabel(r'$\\tau$ [ns]')\n",
|
|
"ax.legend()\n",
|
|
"#ax.set_xlim(0)\n",
|
|
"#ax.set_ylim(0)\n",
|
|
"save_fig(fig, 'continous', 'haupt')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 188,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(1.1588507098277857e-05, 1.2405788078581655e-07)"
|
|
]
|
|
},
|
|
"execution_count": 188,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"weak_constant(tau=(tau, d_tau))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 189,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(105.6583745, 'MeV', 2.4e-06)"
|
|
]
|
|
},
|
|
"execution_count": 189,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"constants.physical_constants['muon mass energy equivalent in MeV']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 190,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"916.6666666666666"
|
|
]
|
|
},
|
|
"execution_count": 190,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"chan_to_time(22)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 191,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"poisson, gauss, exp, N, N_0 = binned_likelihood(counts, interval)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 194,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"((<Figure size 360x288 with 1 Axes>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7f8f99721e50>),\n 2215.8597355099128,\n (28.865576102124123, 29.573147134458395),\n -156017.98604455253,\n (1.1588503592450155e-05, 7.733082476479676e-08))"
|
|
]
|
|
},
|
|
"execution_count": 194,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
|
|
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\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"maximize_and_plot_likelihood(poisson, (1000, 3000), save=('poisson', 'haupt'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 195,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"((<Figure size 360x288 with 1 Axes>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7f8f9a81c4f0>),\n 2215.8597355718744,\n (28.86557616398568, 29.573147072302618),\n 260578.66403135064,\n (1.1588503592288131e-05, 7.733082459902203e-08))"
|
|
]
|
|
},
|
|
"execution_count": 195,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
|
|
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22e+tzTIlJaVYYLVaiFF1CzHmzJkjn376adPna9askVFRUTI7O9sm+5L8hYWFZdqEh4cX+9wWG1sXYkRGRpo+d9RCjPXr18sXX3zR5IMRGzZskCdPnpSAzMjIsGgfHh5u+i4Yyx566CGb/CwsLDSlw8PD1UIMqRZiVBj3RYWRkJbFoeQsZ7viFCxevJi9e/cChhlLTEwM+/fvBwwb4sTExHD48GEAcnJyiImJ4ejRo4BhtvXdd99x7NgxgAq/pt9+++14eXmZNuh54YUXmDNnDs8//zxvvvkmBQUFjB49mk6dOrF//34OHz7MjTfeyE8//cSsWbPo378/AKdOneKee+7hzTffZOzYsaZ2LVy4kMuXLzN37lzWrl3LokWLqFevnol/4cKFPPPMM8yfP59p06ah1+tZuXIlbdu25bnnnmPevHmMHj2axMTE63z/6KOPyMjIYO7cucTGxjJ06FAGDRrEzJkziY6O5qeffmLr1q1MnjyZN998k4cffpjz589z4sQJevfuzdixY3nqqafo0aMHS5cu5ZlnnqF3796sXr26Qveyb9++NGvWrEK2RqxcuZIWLVowZ84cpkyZQs+ePU1tnzZtmul+G+/rK6+8wtq1ayvFqfAPaowEodPp6NaoNt6egp/2nKN9qF+xsrLS7iBBSClNCxb0er0pr9frKSwsREppsjHuv2CeB4rZ2xKRYH4N4+dNmjQhKSmJ1atXs337dlauXIlGo2HgwIH079+fDz/8kO7duxMZGUl+fj59+vThjjvuoGXLljz++OPk5+ej0Wh47rnniIqKYs+ePbz22mt8//33jB8/nldeeYXZs2ebfJk3bx75+fkcOnSIDz74gN27dwPwxBNPsHDhQh555BGWLl1KWFgYDz74IJ999hlLly7lqaeeKtaWyZMn8+GHH5qu/fTTTzN79mzmz5/P5MmTAejduzfbt28nJCSEpUuXMmPGDBYvXsz48ePZtGkTb7/9NqtWreLdd99lw4YN7N+/n5deeokBAwaUev+M/Wi839KKDGSpP4w25n1gvObgwYNZtmwZTZo0YdKkSSxYsIClS5fy5JNPMnnyZB555BH0ej3jx4/n1Vdf5bnnnsPb2/u6bUiVBKGiICxGQRgRHBzMwHYh/H4ilbfqBaLVeBQrs5Z2hyiIsWPHFsuPHz8eMMx+fXx8GD9+vCkCQKvVFssHBAQwatQo02kIAQEBNv2CLoTAw8PDlNdqtZw5c4bw8HAOHz7MtWvXWLBgARqNhqZNm3L58mU6d+7M7bffzvLly8nOzjb5LYQwbUnp4+PDDz/8wPr168nMzCQ9Pb0YZ2n+HDlyhMjISFNZixYtOHjwoOnabdu2RQhBUFAQ2dnZxXwGQwSAed7Dw4N27dqh1Wpp3Lgxly9fJjMzk5CQELRaLW3atOGVV15Bq9WajofSaDQEBwfTokULNBoNDRo0ICsrq9QtNO+44w70ej3p6elcunSJnTt3otfreffdd02bzptHIVjqD+MOb+bt8fDwMNl4eHjQunVrtFotISEhJCYmmsqEEMWuXfLeqigItR1luXBv58as3n+BP4+nMqBtQ2e7U+Owfv16cnJyGDBgAF5eXmzfvp0ZM2ag1WrZtGkTLVq0AGDKlCmMGzeOLl268Pjjj193nbfeeougoCBmz57N8ePH2bFjh6nMw8PwH+uePXto37696fP27duTkJBgysfHx3PjjTea8kIIwsPDqVevXqkbyJcG8+ObgoODCQgIICUlhcaNG3PixAnTDm8VgVGa2LBhA3/99Rdz58697lgkW9ChQwe2bNliOmnk8OHDNGrUyGI7LMH8vkZFRZXLB4XS4VYDcFkSBED7IEGAj4bvdpyiU31NsTJraXeQIBwdBbFr1y62bNlCfn4+L730EllZWej1etatW4cQgv79+7N9+3aee+45tFotubm5vPLKK+j1elq1aoWfnx99+vQxcS5cuJCkpCRWrlzJXXfdxYsvvkh2djb5+fkkJSWxbt06brnlFjp37syMGTPw9fVl79696HQ6PvzwQyZMmMDjjz/Ok08+ib+/P56enowdO5Zt27Zx4MABvvrqK5o1a8batWvR6XSmGbMRCxcuRKfT8dJLL/H000+zePFi9u3bx/fff8/dd98NGHT22bNn07x5c44fP86rr77K2bNn+fnnn7l8+TLDhg3jq6++Yt++fcTFxbFmzRqSkpL47bffuO2220q9n5YkiFOnTvHdd98Bhv+QRo8eTZs2ba6znzt3LlOnTiU2NhZ/f38KCgp47bXX0Ov17Ny5k3379gHQqlUrk5/3338/X3zxBUlJSaxZs4YhQ4YQFRXFCy+8gJ+fH+3bt1cSROn1VBSEpSgII6Z/t1O2nL1G6q7lWa2noiBcfztKe/NcunRJpqWllclvT87y2KjtKFUURLXHkHbB5BUUsvaAba+ZCjUHFy9eJDU11dluKNQQ1DgJAiDMt4Cm9Xz4PjaBWyJ9lQSh9oIwpY0zE7UXhNoLwpK9pedwy9ELoKIgrEdBGDG8q+T/1h8n17M2AQE1IwoC1F4QZdmo7Sit26i9IEp/DqWUfBJ7AMoZBVEjJQiAezo3BuDnveec7ImCgkJ1x66kSxxLKf8+M241A7ZVgtDpdAQEQKfGfvyw8zS3hWGxnhFKglAShJIglARR0gdj2aebT1DbywNcVYIQQkwHIoA0oCUwAfgBMA9q7Ag0klLmlLAdA0QBeuCklPLT0jjKI0EEBwczolsEs1cc5EKOlhZKgig1bZ6vCRJEs2bNKCgoUBKEhTIlQVzvg97Lj80nLjEiqiGHXVGCEEKEAM8C/5ZSvohh0L0P+FpK2U9K2Q94GFhWyuAbBjwDPCOlnAE8IoRoaQ+/hnZshLenB78cVL96Kxjg5eV13UCkoGAN3+xIQi8lI6LKv7BLSCmrwKUSJEL4A8eBNlLKy0KIjcDTUsq9ZnXeBT6TUh4sYTsB6CmlnFCUfx+Il1K+X6LeRGAiQGhoaPTKlSvJzc3F29sbwGL6nR2X2ZOcy2d3NsBLIyzWy8jIIDAw8LrPrV3bUrqiNpZ8sJQ2Ln81Qkpp+pHJlnTJvF5vOOCyPDaV5bSF3548mZmZSClNWzta4rd32+zZB1V1b6zxx8fHk5WVVa7vdEWeCfNnoCp5bH0Or2Tn8J8NmbQI1PL0jbXo1atXEoa3fCMWSikXYgnlCRquzB8wFlgHxABfAX5mZf7AjxbsngXeNcvPB+Zb4yprIYZ5+s/jKTJ85iq5ct85q/XUQoyKLcRIS0uTnTt3lu3atZO+vr6yU6dOsnv37jInJ8cme0cvxChrO8qq4CyPjVqI4VoLMb7YfFiGz1wltxxPrdBCDIdowEKIzsB0oIuUskAIsQB4AZhRVGUC8IUF8xSghVneH4i3l289mwfTsI4Xy+LOMrRjo7INqjEGDhx43axmxIgRPProo2RnZzNkyJDrZkJjx45lwoQJpKWlce+99xab/fzxxx9lcvr7+7Nnzx5iY2N5+eWXWbnS8LuE+Y9ZCgrVEVJKluxOplVDP3q1CCI9Pb3c13DUj3CNgQwpZUFR/gLQFEAI4QEMAt41Vi76LExKeRrDrPnfQgghpZRAD+CD0kjKEwVhjoHN67BkXyqHE87jXXit1HruEAUhzeQmY9q4HaVxnwHzOubXMF7HWC7LGZGwb98+2rZtW6koivJyVoTHeA9UFISKgrBkb/Rh15lMjqdkM/u2SNLT0yu0F4SjBuC1wJCime9loD0wtajsLmCVLP7kdwQWAR2klGeFEG8D7wgh9Bh04hOlkchyRkEYMTw6h2/2prM5MZuRHeq6bRTExo0bTXnz7Qnz8/MJCAjgjz/+uO5ASmM+NDSUtWvXmnbisnRwZWl5rVbLsWPH6Nixo8tHQaiFGNZtVBTEPz4sX5NIgK8nY/u0xkdr+m3A9bajlFLqgScslP1Uymd7gQ5m+cXA4qryr0k9H7pFBPLDrrOMaB9QVTQ1GufPnzft9qWgUN1xOj2b9UcuMq5bI/PBt9yosSvhSmJ4V8NxRfvPX3W2K26JQYMGMWnSJJt0Y2eiWbNmREREONsNBRfHV9sT0QjB/Z0rt6d4jV0JZw6dTsdNjfzw1XqwfPc5OjWuc109d9CAS9P1PP58A32vZ0qtU7Ke7D61whruv/71L0aOHIlGoyn1OJuy7MExGrARSgNWGrAl+8tZOXwXm8qAVoF4F14r+Uy6pAbsEFRUAzbm7+jYiF8PnKeWf11qeXkWq+cOGjCUoutteYvCvjPL1gK3vIW46Sm3XwmXlpaGXq+nYcOG19VRGrDSgAG2nT9MVp6eyQPaEOBbUPLarrcSrrrg/ugwsvIKWXtQ7RNcU2E8f01BoTQUFkpWn8imS9O6dG5St9LXc6sZcGUkCIBmdSSN/LV8uz2Bvk19aoQEobXweWn1bHn9tVamNuNREkR1lyD+PHmJ5Cw9T/YPtjTGKAmiohIEwF0dGvLJ1rNc86hVbJ9gt5UgsH6irnne0om41mwqkrZUpsLQlAThbAnihxXxBPl6cH+PlqZT1ZUEYUcMvSEYIWDZrrPOdsVhEIlbrFdI+NMxjigouDCOJmey7WQ6t7eoZRp8Kwu3mgFXVoIA8JU53BQewPexSQyN+Ocmu7MEofnxEQru+wwZ0ee6V1F56g/kzxMRKAlCSRA1W4L4eOMpvD096NtYY7dTkd1qALaHBAHwUO9aPLZ4N4czJPe0dH8JQn/fZ3iueATuj4GwHv/USfjTMPjeHwNf3VkhCWLLli3MmzePhIQEDh8+jI+Pj6nOnDlzWLRoES+++CI7duzgySefJCoqyuK18/Ly6NGjB3///bdVTlvTpZW1bNlS7QdspaymShCF3n78ejid+7uGEVQnz9q1lQRRWQxo25BgP29WHKgZ+wTLiD6GwXfZuH/kiIQ/Ydk49Pd+BpF9K3ztPn360K9fPxo2bMgXX/yz31JqaiqxsbE0atSIhx9+mC+++MI0+FrDzp07i20JaW9oNBo8PNRjoVAcX29LIr+wkEf6NLPrdd1qBmwPCcKYHtoukK93XuBI4nnq+3lVewnC47fZaJIPUFi00ZlGQqEw/A/s+XYzJEBhAZpv7kNqtKDPB60vmh8eQgIC8FkyjEIPYbLXh3Sg8LZXynx91ev1PPfcc/z73/9m/PjxeHt78+GHHzJx4kTefvtt9u7dyzPPPMODDz7InXfeyZgxY/D09KR9+/b8/fffjB49mgkTJrBq1SpmzpzJ+vXrOXfuHP/5z3/o3bs3BQUF7N27l6effpo//viDuLg43nvvPaKjo3n22WfZuXMnGzZs4Pvvv2fKlCmkpqayY8cOpkyZcp39unXr2Lt3Lx9++CHR0dFKgigHv7tKEMlpl/h6ewL9WtSjDte4YP05VBJEZSWI4OBgxt/sS0zsBTaeymLKLY2qvwTh4WEYcIVhdldIoSkNhgEWD0+kRovQ54HGy5A3lhVVMrfXeHigKbq+tddXjUZD586duemmm/jyyy8ZMWIEnp6ehIaGIoSgc+fO9O/fH41GQ4MGDZgxYwbPP/88b775JufPn2fQoEE89thjDB06lI8//hitVkuvXr2499570ev1vPzyyyxYsICVK1eyaNEili1bxjfffMNNN93EpEmTiIuLQ6vVMnLkSObMmYNWq6VPnz7cddddAMXs58yZw2+//WayN2+LkiBqpgTx3e5kMnP0TBnYhuDgwLLGAtfbjKc6IjyoNt2a+rMk9gyP92tRtoGr4/bX0efn42HUfY3puQEUPHPK8CAVyQ50nQBxn8P9MRQYNeG5AeSMWm7aDc38WrZizpw5DB06lNOnTzNt2jSOHTtmsW6rVq0AqF+/PleuXLFYr3nz5gDUrVvXlK5Xr55Vm7LsAwICbLZXcG8U6AtZsiuZ6PB6RIcHlm1QTrjVAGxPCQJgUAs/Xt50ntW7ThKUX70lCLC+EEMkbkGz4hHy716IaHYzokkPNMvGIe9eSH6zmyu1EEOvN+w33Lp1a3r37o1Go6FevXoUFBQgpTTVMdYrLCw0cRmvZb5fsfHzkjbmaWPba9WqhU6nIz8/n6ysLFJTU4vtbVzS3shhtFcSRM2WIDYcS+ecLpep/ZqaeMt4DpUEYVXLuiEAACAASURBVA8JAuD2joV8+Hcaa47peKStd/WWIIpQ2uuj55ltpigIYZzxtrwF7o9Bu2ycIQqCii3E2LVrF1u3buXatWvMmzePJUuWAIbtKZcsWUJycjKvvvoqW7du5fDhwwwcOJAlS5Zw8OBB9u3bx759+9DpdPzyyy8AnD59ms8//5yxY8eabPr06cOaNWvQ6XQkJCSY7Pfs2UNUVBRRUVG8+OKLhIeHExAQwOeff84tt9zC1q1bOXLkSDH7Xr168csvv5CQkGCyVxJEzZQggoKCWLLnKE3qenNf95Zoin7/UBKEg+Dl6cHw6DC++CuB4ZHBZRtUU2iMIWiRfcH8qKDIvujv/QzPZeMqfO3o6Gg2bdoEFD+GqH79+nz++eemz80f6oULF5rynTp1YsKECQBkZWUxbNgwk43xugBLly412Zjb5+fnm6Iv8vPzmTRpksnmt99+M9Uz2h87doxXXnmFNm3aXOezQs1CbEIG+87qmDUwwjT42htuNQDbW4LQ6XTc1sKPhX9K1sdfpVNr95Qg8u9eiAjrASVeuQH0TXrCvZ/h+c29NWIhRrNmzUyyhDV+e7dNSRCuJ0H8d1MydX096dPEqxinkiAswN4SBEDz4GC6R57l99M6Xg0MwqPof0J3kiBEs5utvop6trzFUK8G7AVRHn5HcJblg5IgqoYnMf0aW05e5j8DWtIwqJ7NzyFqIYb9MbpbU5Kz9Ow4Vf5TT52NkodsKlhHcnIyqak1YwGOveCO37HFcRfw9vTgwR7hVcrjVjPgqpAgAG4M1VJbK/hyywla1a0+EoQQgpSUFOrVq4cQwmoURMnPS6tXEySIy5cvI6Wkfv36Vvnt3bbqKkFIKbl06RIeHh5uI0GkZeWx+lAad3Woj8y5Ut7nUEkQ9pQgjOlbIn359cQlCr39im1Taat9RThLpssrQej1erKzs8nIyDDljct4jem2QHx8/HWfG2Fe7+TJk3h5eVm8VkmbiqStleXl5ZXKb0+e5OTim/Fb4rd322y1sXQPqpKzLH4fHx+aNWuGTqdzCwniq93HKCiUTLm1HcHBta+ro6IgnIDbmtVi5fFsvos9w7861XO2OzZBo9EQGRlpyqelpZm+LKb0zbMICQm5/vOSNjfPoqCggE6dOlm+ljUeG9PWynbt2lUqvz15Jk+eTH5+Plu3brXKb++22Wpj6R5UJaetfeAOuJpbwFfbEunXsh6RRYNvVcJhA7AQYjoQAaQBLYEJwEygn1m1V6SU60uxTQQSi7LnpJQPWOCoEgkCIMhLz00RASzensDgpqLc9s6QIGzi7PCobTYdHiX3+PEy+Svim632jtiPIz8/n4KCglJ5nLEPgTUfHMVZVX3gihLEop0XyMwpYHg7f4vtrHYShBAiBHgWCJZSFgohfgbuA5BS9rPhEjFSyrllVapKCSIpKYkJfcN49Os49qUVcn9L15cg7MFpnreVvyI8ttg7Yj8Of39/8vJK327QWVshWvPBEZy28leEx5UkiLyCQpbsTqBXiyC6twyxaF8dJYhsIA/wBy4DfsAhoKUQYjaQC2iAD6SU2aXY9xVCzADqAL9KKbc5xu3iuKVNAxrX9WXZnovc36OVM1xQqGL8+uuvxWZYCjUHqw6lkXIll3dGdnYYp3BUCIkQYiwwBriAYYOtJ4BwIFFKmSWEeByIllJOKMW2m5QyVghRC9gNDJVSxpeoMxGYCBAaGhq9cuVKcnNz8fb2BrCYtlZmns7IyCAwMJDlR67y7cGrvDcomDB/T5vtK8JZ0sbogyM5S7sH9uax1d4Sv6Puhzm/K/dBVd4be/ZBZZ5De7dNXyiZ8msq/t4aXh8QSF5eXoWew169eiVhkFmNWCilXIglGDcfqco/oDOwH/Asyi8A3ixRpw2QYMO1vgMeslYnOjpaSillamqqNMJS2tZ6cXFxhs+u5Mjmz66WL/58sFz2FeEsaWP0wZGcpd0De/PYam+J35488+bNk7NmzSqT356c5bEp73fA3n7asw8q8xzam+enPWdl+MxV8tcDF8q0t9YHQJwsx9joqIUYjYEMKWVBUf4C4COEeMusTksgHkAI4SGEaFqUHiCEGGxWrwVw0gE+l4pgP28Gtg5k+a6zZOcVlG2gUK2wceNG/vxTHUJakyCl5OPfTxIZ6MNt7Ro6lNtRGvBaYIgQYgEGDbg9MBV4UgjxHpACdMAgSwB0BBYVfZYCzBVCdAEaAcullH+VRlKVURDmv3wOaVmbtUfS+eav49zbsUH1joIoh40t/BXhUVEQKgrC1npV0Qd/nbzE0eQrzLg5lIyM9DLtq10UhJRSzz+DqzmetVB/L4bBFynlAWCYjTxVGgVhTPeQkrahl/nxQDqP9G9rM4+KgnCtX+BLKzPubaCiIGpGFISUkkW/naBxXV/u6xJW6eeQckZBqL0gKgAhBGNvCufIhUx2n77kbHcUFBQqiD1nr7Ar6RIT+zbDU+P44dCtVsI5SoLQ6XT0aeJHbS8N//v9ONN71y/XtWytpyQIx0sQfn5+SoKwUuZuEsT/tp6mnq8nAyJ97fUcup4E4Sg4SoIwfj7ixiYs3pHE1JubKgnCTSSIVatWXbfEVkkQ7ilBHDynY+fZLKYPak1YaEPS0jRKgqhOeKhHBAWFkuX7UpztioKCQjnx4eZ4antpGHNT1W45aQ1uNQN2pAQBhuV8vZvVZdmeZMZ1T8Hb07Yt+WzlVBKE4yWIl19+mdzcXObPn2+V395tUxKEYyWI+NRsfj2YzJioIPKzdKRl2e05VBKEoyQIgMn94V+f/c3Ws7mM6NrErpwl00qCqHoJYt++feTn5ysJwkKZu0gQ//fbaWp7aRjXM9yuzyFKgnAsejQPonmwL19uTXTLkwEUFNwNp9KyWXPgAg/1jKCur7ZsgyqEW82AHS1BGHFP2wAWbElm3Z4EWgbIUu2VBOFar7+WytRCDOtl7iBBfLolCR9PD+5rF1AVz6GSIBwpQQDc26WQL3dnsPxgBq8NiVASRAV4XEWCUAsxrNtUdwniZOpVNp/K5NG+zWjRNNRixIu1tJIgXAw+Wg/+1a0pG45c5OzlHGe7o1AJhIWF0ahRI2e7oVBF+HBTPFqNB4/2aeZsVwA3mwE7S4LQ6XTc0boOH/8hWLTjNGF1fezCqSQIx0sQ7777LjqdTkkQbihBnLmUw097z3Ff+3qQc4W0EgduKgmiknCWBGHMD+14kbWHk5k7PIA6PpZfZW3lLJlWEkTVSxDl4XcEZ1k+KAnCdp7XN+9Dq/Hgkd4RlfJTSRAuivG9IsnKK+SHXWed7YpCBTF16lRmz57tbDcU7IzT6dms2HOOf3VvSnBtr7INHAQ1ANsRnZvUpWMjP2K2JaIvVCFp1RF79+7l4MGDznZDwc746Pd4NB6Cx25u7mxXisGtJAhnasBG3NPWn3kbz7N8xwmiG2oqxak0YMdrwCoMzXpZddSAj51NZdmuswzr1ABN3tVK+6k0YAtwtgYMcEcnScyeyyzZm0r/+1spDdiOfqowNKUBV6QP5q09hcZD8NTgGwgO8K20n07VgIUQtYUQmrJr1kxoPASP9Ilkz+nL7Dt31dnuKCjUaJxKvcrqQ6mM6R5OaNHg60oocwYshPAARgEPADcCuYC3ECIVWIPh1M8TVeqljXAFCUKn03FLhB8LfD35fNtpOofVqTCnkiAcL0E0bdqUvLw8JUG4iQTx5pp4tBrByI71KvzsOFuC2AxswHB80EEpZSGAECIQ6A+8LoRYIaVcbMO1qhSuIEEY0+N6RvLexhNcLvSmRYM6FeIsmVYSRNVLEF9//bXaD9hKWXWSINILvFl3NJ2HbgyldXio3fx0tAQxUEr5spRyv3HwBZBSZkgpl0sphwHf20pYU/Bgj3C8PQX/+zPB2a4oKNRIvLP+OH5enoy90XVXNpY5A5ZS5tujjiPgKhKEEYNaBvDjnrOM7xqMVn+t3JxKgnC8BDFt2jTy8vL473//a5Xf3m1TEoR9JYid8RdZeyiZiT0bQ15WpfrN2RKERQghtkope1XmGvaEK0kQAON75rDy6D5+PprJhK7BSoKopJ+OkCBOnz6t9gO2UlZdJIjFy49Rt5aWKbfdQN5VnV39dKWVcK47t3cBNKnnw+AbQli8I4msPL2z3VFQqBHYlZTB1oTLTOrbHH8f5+73WxZsiYL4ADhQ9HdQSnnFrNjm5V5CiOlABJAGtAQmSCmvFZXNAaZKKYMt2I4BogA9cFJK+amFei4lQeh0OkZ2CuLXg8l8F3uaCb1LX5ihJAjXkSDUQgzrZdVBgnh99RHq+moY2srvunHAHn46WoI4AHTEEIbWXgiRyT8Dch0b7BFChGCIogiWUhYKIX4G7gO+EUL0A+pZsQ0DngGipJRSCLFTCLGptNA3V5MgAJo3D6Zb5AV+PHSZp4YG4uXpUaaNkiCcJ0GohRjWbVxdgjh+GXaezuTp/uE0adSwSvx0qAQhpVwopZwipbxZShkE9AE+ATKBdTbyZAN5gH9R3g84JIRoiCHG+AMrtoOAXfKf8362A7fbyOsSmNyvORev5PHTnnPOdkWhDHTu3Jn27ds72w2FCkBKyVu/HSPE34f7OjVwtjs2QZR1jpkQQsgyKtlYZywwBrgACODfwDsYZrcBQFxpEoQQ4lmgoZRyalF+PoCUck6JehOBiQChoaHRK1euJDc3F29vbwCLaWtl5umMjAwCAwMrZC+l5Jn1aeTo4f3BwWiEsImzJI8lH+zZTms2tvBXhMdW+8r0gT1szPlduQ+q8t7Ysw8q+xyWLPsr8Qrv7MxicrQ/fRprquz7aa0PevXqlYRBZjVioZRyIZYgpbT6B/yOYbBsWuJzL+AW4CtgXBnX6AzsBzyL8guATRhm0rOAN4CsonTLErYTgM/N8u8DT1rji46OllJKmZqaKo2wlLa1XlxcXKXsv9t6TIbPXCV/2nPWZpuSPJZ8sGc7rdnYwl8RHlvtK9sHlbUx53cUpzUfHMVZVX1Q2efQvCy/QC/7vrFB3vL2ZplfoK/S76e1PsAwkSxzXDX+2RIFMRjDj19LhBDnhRCHhRAJwAlgNPCOlDKmjGs0BjKklAVF+QsYftB7TEr5OvAxcE1K+bqU8oQQwkMI0bSo7jogWgghivI9gF9t8Nul0L9lPVo08OOjzScpVFtVuizGjBnD5MmTne2GQjmxbNdZkjJymDG4DZ6a6rPLri0LMXKAj4CPhBBaIBjDYHm5HDxrgSFCiAXAZaA9YJQUWgCPAb5F0RDvYIiSWAR0kFKeFUK8DbwjhNADn0kLe0+4YhSEEVcyM3mwa0NeWHOSH2NPEFW/fBER1nxwpV/gK8LjSlEQCQkJKgrCSpkrRkHk5OtZsO4o7Rr40qWBxuqzbw8/nbIQQwjhDQzDEErmaZyQSinnlWUrpdQDT1goi8egAz9j9vFeoINZncVAmXtNSBeMgjBP/ysikM92XGBRXAo3j2ytoiBUFISKgrBDFMT3By6TlpXPa3e2oH79+nbhsZZ21kKMn4G7gQIMeq3xT8FGeGo8eOzm5uw7q+PvpExnu6OgUO1x+Vo+n/x+koFtGxAV5l+2gYuhPEuRw6SUg6vMEzvAlSUIY7pfuA8N/LQs/CuJmyICbLa35oMrvf5WhMeVJAi1EMN6matJEJ/8mUBWXgGPdGtYZffDJSQIYJsQooOU8kA5bBwKV5cgjOlJ/Vry8qrDJFz14MaIQJvtlQRR9RJE3759yc7OVhKEhTJXkiDOXsrm58OXGdYljJvaNrW4jai9/XSWBNEb2CWEOCaE2C+EOCCE2F8Oe4UijO7WhLq+nnywKd7ZriiUwGuvvcbzzz/vbDcUbMD/rT+OAJ66tZWzXakwyjMDdvnVZ9VBgjBiePt6fLYzlU37EwivXWiTjZIgql6CsJXfUZzWfKjJEsSxlCxW7D7H/R0D8SrIIi0ty70lCCllkq11nYXqIkEAPNhDz4rDOr7cmcI7dzdXEoSLSBDDhg0jNzeXVatWlclvz7bZaqMkiCSCgoL474/x1K2l5bG+kQ65H06TIIQQV4QQmWb/ZprnbSVSKI5aXhoeu7k5W06ksffslbINFByC9PR0Ll265Gw3FKxgw5EUtp9KZ+rAVvj7VO+D3W1ZiGHTjmeugOokQeh0Om5v6ccntbR8+GdiqYd3KgnC8RKEioKwXuZsCSLrWg4vbzhIRKAPg5rXckgfOF2CEEK0wbCceIeUMsvs88FSyrW2XMMRqE4ShDH/+C2GiIgTOkGP5kFWbZQEoRZi1HQJYvPZw5y+lMMX47oS0rABaRoPt5cgnsSwCOPfGLaQvNus+FVbiRRKxwPdmxJcW8s7G44bNxtSUFAoBZez81h26Cp9WgbTv3X12G6yLNgyA34UiJZSXhVCRAA/CCEipJTvYdhW0mVQ3SQII0Z3CuSDbRf5dfcpWtctvY41H1zp9bciPK4kQfTo0YOcnBwlQbigBLFgUxJZ+ZIneoaSnp5eZTxl2TtagtBIKa8CSCkTi06w+EEIEY6LDcDVUYIAGNWtkB8O6fgi9iIfD2+pJAgLZY6QIF577TWLAf1KgnCeBKGTPizbe5GBzXy5qW1Tm2zcQoIAkoUQnY2ZosF4KBCM2YY5ChWHt6cHT/RvQVzSJf5O0pVtoKBQw/DamiP4aDWMusHP2a7YFbbMgB/EsAGPCUX7+j4ohCj1cExnobpKEDqdjgGRdfjQ34sPfk+ie3gAQgglQdjIb0+ekSNHUlBQwPLly63y27ttSoKwXLb58Hk2HElhSp8m+IqrDu8Dp0oQUsqz5nkhxJ3GC0spt5Zl70hUVwnCmJ52Wxum/7CfnckFDOkQel0dJUFUfR/o9XoKCgqUBGGhzNESRL6+kE9i9xNWz5cpt93Aof17ndIHzpQgSuKVCtgo2ID7uoTRLMiXt9cdo0BfWLaBgoKbY9H2JE6mXeP5oe3w0WrKNqhmqMgyEpf64c0c1VmCMGJcl0BeWH+OL34/yoAI72I2SoJQCzFqkgSRnpXPgt+OcWNYbdNJF87oA6dKEKXAZYNVq7sEAXB7R8nPx7P5bMd5hrTroCQIG/ntxaMWYli3caQE8cbmc+TpC5l5W3PTSRfO6gNXkiAUqhBCCGYObkPKlVy+233R2e7UOAwdOpTbbrvN2W7UeBw4f4Vlu84yoXczIgJ9ne1OlaF672RRAu4gQeh0OpoFBNC7WV2+/Psc93ZsQICvp1UfXOn1tyI8riRBjBs3Dp1OpyQIJ0oQ+kLJa7+dor6fln91quf0PnA1CcJlp2XuIEEY03Pu8uL2d7ew9MAlnh3StkwfXOn1tyI8riJBlIffEZxl+eCOEsS3f5/meFoO743qTNNGDUlL0zi9D1xGgpBS3lpeG4Xyo02IP7e3CyZmWyIXdNec7U6NQb9+/bj77rvLrqhQJbicncdb647SJawOd3Vq5Gx3qhxKA3ZhPNYrDClhwW/Hne2KgoJD8PZvx9Bdy2f6gAiEcNmAK7vBYRqwEGI6EAGkAS2BCRh2U8sGrgKdgKlSyuRSbBOBxKLsOSnlAxY43EIDNqI2OYyIasA3cWe5p11dPJQGrMLQ3FgD3nEimW92nGZkl4Y08Mp3mT5wNQ243BBChADPAsFSykIhxM/AfUCWlHJOUZ2ZwGwM216WRIyUcm5ZPO6kARsx/Y6mrDmSwQd/nWd6tJfSgKu4D1QYmnWbqtKAC/SFvL/tAA38vZl9Vydyr+pcqg9cRgOuILKBPMC/KO8HHDIOvma+XLVg31cIMUMI8bIQomcV+ulyCPDV8tTAlvydkEHs+Vxnu6OgUCX4cmsix1OzeemuG6jjo3W2Ow6DcNQm4EKIscAY4AKG1XRPGLe5FELUBVYAw6SUGaXYdpNSxgohagG7gaFSyvgSdSYCEwFCQ0OjV65cSW5uLt7ehtVkltLWyszTGRkZBAYGVti+Mjb6Qsm09enk5Rfw/pCGaD1ElXOWZmPpHlSWx1Z7R/TBsmXLKCgoYPTo0Vb57d02e/ZBVX4/7dkHxnRKlp6p69JoF+zJ7D6BCGH5++2MPihpb60PevXqlYRBZjVioZRyIZYgpazyP6AzsB/wLMovAN4sSgcA3wKRNl7rO+Aha3Wio6OllFKmpqZKIyylba0XFxdXKfvK2mw+elGGz1wl//fnSYdxlsxbugeV5bHV3tl9YM7vKE5rPjiKs6r6IDU1VRYWFsqHv4yVbeb8KvfHny0Xv73bZqu9tT4A4mQ5xkZHSRCNgQxp2MYSDLNgHyFEMPAhMF1KmSCEGAYghPAQQjQtSg8QQgw2u1YL4KSD/HYZ9GvdgKgQL97beIKMrDxnu+O2yM7OJjs729lu1BisO5TMxqMpPHVrS0IDvMs2cDM4KgpiLTBECLEAuAy0B6YCvxX58E1RyMkVYDnQEViEYcP3FGCuEKIL0AhYLqX8qzQSd4uCKGkzuo0Pz/6RyWsr9/PYjfUcwlnToiDuvvtuCgoKWL16tVV+e7etJkZBnE/N4IWfEmlVvxZ3ta5T7ufQ3m1z2ygIKaUeeKKUoi4W6u+l6LQNKeUBYJiNPG4XBWGebl6/FqO712VJ7BmGd25Acxf9Bb4iPCoKouZFQby9KZHUrHw+ffBGQhrWs+mEYxUFoeBUTLu1NXV8PHlzY6I6RVmh2mL36Ut8v/siY7qHE9W0XtkGbgq1GY+VMleTIHJzcym8lsljPRvz+oZEvt16nEFtglzq9bciPK4kQaiFGNbL7NEHuQWFPP3dAer7efJIt/rlao+SIFwY7i5BGH149JYgfjqQwvt/nuHuG5tXKad5XkkQSoKwRx98uSuNhIwcPhjWmvBGDctlryQIBadD4yGYOSCCi5m5fLDxhLPdcSuMGzeOUaNGOdsNt8XRi1l88scphkeH0SOyrrPdcTrcagZcEyQIow9NaxdyV/v6fPZXAt0bSDpWEWdNkyCGDh2KTqf2A66KPsjXF/LC6hPU9fXk8R4NK/0c2rttSoKoJGqKBGHEi/eE8Xv873wSm8730W1Nu0c5+/W3IjyuIkGkpaWpU5GtlFWmD97feIJTGbksHBtNs7AQ0tLSKv0c2rNttqaVBKEAQJCfN88Mak3s6UxWH7jgbHfcAsOHD+fhhx92thtuh2PJV/hg0wluaxPEbTeEONsdl4FbzYBrkgRhLBvUvDZfB3nz0i8HaR/kgT4ny66cNU2CUFEQ1ssq0gfply7z1Kqz1PbSMKlrvUr1oZIgXBg1TYIwpp8f3IJx3x7i851p/Kd3iNNffyvC4yoShIqCsG5TkT74dOtZDl/M4qMHuhAeorXrc2jPttmaVhKEQjHcEOrHuJ4RLP47iX3nrjjbHQUFE/aeucwXO85xb1RjhnQIdbY7Lge3mgHXRAnCmB4fHcyv+88z79d42oXURqvxUBJEBXiUBGG9rDx9kJOv58lvDxJYy5Mne4VYfSZt9U1JEC6MmipBGNOvDuvIwzFx/HBQx78HtLS7nzVBgnjyySfJzMx0qddfaz64sgTxwdZkTl/K4aP72xAZFlJqnZouQbjVAFzTcUubhtzaOpAPNsUzpGMoAe5/pqHdMXLkyGIzLIWKYUeijq+2JzG+VwTdwgOc7Y7Lwq0G4JosQRgxsWsgOxJ1TP9+N28MLn6st5IgyrY5d+4cmZmZtG3b1iq/vdvmThJEZk4Bc3+NJzLQhwld61fZc2jvtikJopKo6RKEEXOG+jJz+QE2JeUyqYWSIMpjM3z4cPLz89m6dWuZ/PZsm602ri5BBAUFMXfJHi5d0/Pl+JsICw0gLa3sbSZt9c3dJAgVBeGGGNG1Cb1bBPPu76c5k6FOd1BwHJbGnWHV/gtM6tmYDmFKeigLbjUDVhLEP+lZt4Qx4ssMpi6J4+MRbfEQQkkQNtioKAjrZdb6YH9iCi/8nES3pv7c26Z2lfipJAgXhpIg/kkHB8O0W3TMX5fAmuNXGdcrstJ+1gQJQi3EsG5jiT8nX8+rv+/Hz9uT/465EY+8q1Xip5IgFKoN7m5fn/6t6/P62qMkpmWVbaCgUEG8svoI8WnXeHtEJxr4+zjbnWoDt5oBKwmieDozM5Pp/cIYmZjBf5bE8dbgxpXysyZIEI8++ihZWVlKgihHH2w+kcGiHUnc3yGQDkEeNj97SoJwswFYSRClp1+6u5BpS/exOv4aT93eosJ+1gQJ4oEHHrhum0Rnv/5a88HZEkSuZ21eXreLjmEBTBvYvEr63Rp/VfFYSysJQqFcuDeqMYNuaMiHW85w8JyubIMajGPHjhEfH+9sN6oF8vWFTPl2N4US3h8VhVajhpPywq1mwEqCsJye3q8xcQnpTPkmjsVj25ObfbXcftYECeLhhx+moKCA1atXW+W3d9uqowTxxroT7Dl9mdfvbIEf16qs353dB24hQQghpgMRQBrQEpgA5AKPAi8Dt0gpD1qwHQNEAXrgpJTy09LqKQnCcjoYePmObJ744Sgf7UhhWp9QJUGUUqaiIKzbGPl/2nOOnw5f5pHekYzq1brCPDVdgnDIACyECAGeBYKllIVCiJ+B+4DDwN+AxdUCQogw4BkgSkophRA7hRCbpJTqNMpyolt4ABP7NuPTP07RJcSb4SW+lAoKtuBY8hWe/fEAUWF1mHl7G2e7U60hpJRVTyKEP3AcaCOlvCyE2Ag8LaXcW1SeCAwtbQYshJgA9JRSTijKvw/ESynfL1FvIjARIDQ0NHrlypXk5ubi7e0NYDFtrcw8nZGRQWBgYIXt7WFjyYfycHpovZi9KZ2LV/X836Bggnw1NvtpC39FfLPV3hF9MHHiRKSU/O9//7PKb++22bMPqvL7eS4lndd3FZJdIHmlbx1CAnwrzFPZ59BRfVCe57BXr15JGN7yjVgopVyIJUgpHfIHjAXWATHAV4CfWVki0N6C3bPAu2b5+cB8a1zR0dFSSilTU1OlEZbSttaLi4urlL09bCz5UF7OkylXG3kwNQAAG0NJREFUZOvZa+Tohdtlgb7QZj9t4a+Ib7baO6IPbr75ZtmzZ88y+e3JWR6b8n4H7OlnYWGhHPn+etns2dXy71PpDut3Z/dBeZ5DIE6WY1x0yM+WQojOwHTgDinlOAz/Q7xgo3kKUMcs71/0mUIF0ay+HzMGRLDtZDrvbVRKjjnmzJnDtGnTnO2GS+LDzfHsOJfLs7e3oVtkYNkGCmXCUT/CNQYypJQFRfkLQFNLlYUQHkCYlPI0hlnzv4UQQkopgR7ABxbsVBSEjZw3N/Xizvb1+WDjCUK1YdzavmybmhAF0blzZ3Q6nVqIUaJs84kM3v7tBL3DvLi7TZ3rnq+K8KgoCMcNwGuBIUKIBcBloD0wVQhRD3gCCAAmCiG+lVLuADoCi4AOUsqzQoi3gXeEEHrgM2nhBzipoiDKxfnmiAhOpG3l9T+S6du5FY3r+lq1qQlREHv37uXSpUv079+/TH57ts1WG2dEQZxIzebFX0/QuUldnrjRm/r169uNR0VBOABSSj2GgbY0zC/6M6+/F+hgll8MLK4yB2sofL00fDwmmqHv/8kT3+xm6aQeznbJ6Zg6dep1+wHXZKRdzWXaimPU8fFk4dhozpw45GyX3ApqIYaVMneWIIzpOsDTfUKYt/E8L/y4m0ej61m0qQkShNqO8p98vr6Qx5cdJT0rn89Gt8Mj76pd+0BJEG42ACsJomKcd0XB2RxvvtiawA0hfoxtXnMlCLUQwwApJW/9cZ49Z68w/47m9G0fUSZ/RXhqugShFm8rAPDskDZ0jwzk5XWn2HfmsrPdUXAyPt9xnqVxZ/n3LS0Y3Da4bAOFCkENwAoAaDUefPRAF4JrezFxURwXM3Oc7ZKCk/DDrrN8svUs90U1ZtqtrZztjlvDrSQIpQFXnnPuwFD+s/I0D3+xg4Wj2pGTdaVc/BXxzZU04BkzZtTo/YB3JOqY+eMxujSqxfR+jUhPT6+yPlAasJsNwEoDrjxnF+CdkUE8tngXC/44z7O3NK5RGvCQIUNq7H7AKXlezFoZT8sGfvzfsFaENmxQLv6KtE1pwAoKJTC4fQjTbm3Fj3vO8VXsBWe741Bs27aN2NhYZ7vhcCRn5jI+JhY/b0++HH8jft5uNTdzWbjVXVYShP04R3esy8EzQfx3yxlC/L0Y3Da4RkgQ06dPp6CggG7dulnlt3fbnClBpGflM+m7Q2TlFvLZqHZo87Mc0gdKgnCzAVhJEPbl/GBMIKM/2cpLa0/RvFF9vL293V6CqGlhaNpaAUz9Zgfp2XoWP9KdrhGBVm2UBKEkCAUHwdtTw9v3tCI8qDYTF8VxWpfvbJcU7IjsPD3jY2I5mXKVt+9pWWzwVXAM3GoGrCQI+3PK3CzeubsF4749xPwtGbRpdp76fl5uK0HUlJVweQWFTF1+mL3ns3n9zpa0rSdsapuSIJQEYRFKgrA/J0Dz4GC+etiP4R9v5T8rTvD9xB4E2JlHSRCOkyDq1K3HE9/sZve5bN6+vxPDo8Oui/ywdD0lQSgJQsEJaN84gFm96pKYns1DX8ZyNbegbKNqiHfffZf58+eXXbGaIq+gkMmLd7PhSAqzBkYwPDrM2S7VaLjVDFhJEFX7+tsqAN68swVP/3yCfy87zMcjBT5ajVtJEGFhYdSpU8ctJYjcgkKmLT/M32eymDUwglsjfcp9P5UEoSQIi1AShP05zfNJSUncE90ST9/aPLlkD8+uSeSzh7rahcdVJIgNGzag0+kYNmxYmfz2bJutNhWVIPwC6vH0ol38fSaLV+/twL+6N7W44MTa9ZQEoSQIBSdjaMdGzL4tki0n0njim93kFRQ62yW7Yf78+fzf//2fs92wK67l6Xn06zj+OJ7KnNsi+Vd3i4fRKDgYbjUDVhKE415/+zX1Jn9gBK9vSER3JYt3hoGP1qNCPK4kQbhbFITuWgFTlh3iWGoOLwxqxs1NvSq1mEZJEEqCsAglQdif0zxfkv+xgc2pF1CHWcsPMHP1Kf73YFdqeXlWiMdVJAh3ioK4oLvGY1/HkpSey0cPRDO4fYhV2UFJEEqCUKhmGHljU+be3oztJ9MZ9+VOt42OqG44mXqV4R9v54Iuh/eHtWFw+xBnu6RQCtxqBqwkCOe8/vYO82L+HS14fnU8Iz76i3m3htqNU0kQ5Zcgth1P5oX15xDAJyPaEOpTenuc3QdKgnCzAVhJEPbnNM9b4/9X82AaBNZlypLdPLXqDN882oSmQbXs6qcj+uCLL77g0qVLLvX6a82Hkulf9p3nmdWnCa3rS8z4bkQG17ZZdlAShJIgFKoxBrZryDeP3ERmjp63/vspqzZtA0Cv1xMTE8OxY8cAwyxzxYoVHDx4EDDMKGJiYjhy5AgA165dK1b/6tWrxMTEkJKSAhhmGitWrODUqVMAXLp0iRUrVpCYmGjKx8TEcObMGQBSUlKIiYnh4sWLACQnJxMTE0NqaioA586dY8WKFaSkpNC6dWtq165NTMz/t3fu0VFV9x7//CYJIQlhgIQ3iDwEElARqJSHKK2gS6W92FprXVWhq9yqBVtvFe+69EqrXXp7W1toawtUiSK3ZUmbKkEs2BYjIgVEirwfCS8RyCQhmbxPkt/940ziJGaSmcmZmZjsz1pZ2Xuf85vvb/bes2ef3+yzT1bjLOfUqVNkZWVRXl4OQF5eHllZWXi99mb1J06cIDs7m7KyMgDy8/PJysqioqICgMOHD5OVlUVVlf2UkQMHDpCVlYVl2Xtr7N+/n+zsbOrq6pqc38DBgwd5+eWXG/O7d+9m3bp1jfmdO3eyadMmlr91nMV/+IBxA3uQ/dB0hqenhN6IhqgSlRmwiFwJ/A046yvqCewHlgOPAIeAccAPVfVMC/angFO+7Eeqem8AHROCiPHl77AUmJ92Ek9ROc9vO4HXlcIXMuqwLIuKigo8Hk/jZb7X68Xj8VBaWoplWZSWln4qHx8fT3l5OZZlYVkWHo8Hr9dLbW0tJSUlje3sn/d6vViWxeXLl6mpqaG2thbLsigrK8Pj8VBcXNwkf/nyZWpraykuLmbr1q2cP3+eXr16UVxcjMvloqysDMuyqKmpadSzLKvR/wb9wsJCqqqqqKiowLIsCgsLqampaXw/Dccb/CstLSUhIaHx/Xg8HuLi4qisrGx8r0CTfHV1NdXV1dTU1DTWe4m3jEMXylh/+Bj39j7J4LgE6isz8VQ60+4mBBG5EASqGvE/IA242S//I2AGsA+4zlc2F3gtgP2yUPQmTZqkqqoFBQXaQKB0sOft2bOnXfZO2ATyIZKawdRBc5vc3FzdtmOX3vrLXB3+RI6uzj2p9fX17fYzGm1w44036rRp09rUd1IzFJvmdXCmsFxvX5Grw5bk6K//flz37t2rubm5EfPTyTZo7+cwkjrhfg6BPRrCWBWVGbCqFgJvAYhIIjBZVZ8UkauAhhlvHvDFAC8xU0QeB1KBzaq6I9I+G8InIyOD9PR0Jk+sZdEru3h602EOf+zl0ZkD2zY2BM32vMs8uXkv9ao8N280d04ZBdBkhmjo2IjaM8zoCYrMByxVfUVE/gqsUNVNvvIXgG6qWtvM5npV3SUiycBe4A5VPdHsnIXAQoCBAwdO2rhxI9XV1SQmJgIETLd2zD9dVFREnz59wrZ3wiaQD5HUDKYOmttUVlaSmJiIy+WisqqKjSdrWX+ojFG943h8eh/SkuLC8jMabbBw4UJUldWrV7eqH8s2cPfuzYZDZbx6qJxh7ngem9aL3gl1JCYmUl9fT3V1NUlJSRHx08k2aO/nMFptEMrncPr06acB/2/AVaq6ikCEMl124g94A0jwpfsBT2PHgRcA54Kw/yNwf2vnmBBEZPwMNgSxatUqXbNmTZNjmz88r2OXvqHX/XiL/v3IxZhf/gY61tFDEJtz/6lf+90OHbYkRx96aadWVNc2OWfNmjW6atWqiPlpQhCfwRBEAyIyC9ihqg2PVhioqkt9x+YAa31pFzBEVc+IyBexB+w3fTajgJPR9NsQGpmZmaSmpjYpu3X8QNITalm6OZ/5a3Zz3+cG8sN/60NCnFmIEywb/3WeJVs8iLj46VevYdaw7iR1i2tyzsSJExtXZxg6PtFeB7wQWOSXnysiDasg3MCPfeXXYA/GVwOXgGUiMhEYBPxJVbe39OJmFUTsV0EADBgwALfb/ak26B1fw+/vHstz207z8u6P+eCclx/dNhK3qzooP6PRBsuXL29cjdGavpOabdl8dKmI/37jJG8c8jCqdxw/+8p4hvTqTklJCSLSxGbQoEGNq0Ei4adZBfEZvhFDVe9plm9x52tV3Yc9+KKqHwJfaem8FuzMjRgOa/rng9W3LAu32x1wX4Xn7unH5KFHeeatU3zj5Q/57g1DeejmEbhc0uprR6MN0tPTA964EIubAN48cIGl2acoqrBY/MWrmN6rlAmjhgS0aViuFyk/zY0Y5kYMQwcnJyenyY0CLTFnbBpbv38jnx+Rxs/+fpp7Vu/kTGFFlDwMzPr168nOzo61G1wsreI7a9/nO6+8T5/kBF57eAaPzh5NvN+XVEusW7eOnJycKHlpaC+d6lZkE4LoGCGIESNGkJyc3GYbuN3wv3cMZ33/OH678xKzf7GN+VMG8+XRySHpO/HeGtIrVqygtraWefPmtarvpKZ/2qqr56Udp1n7QSFWXT3fvWEoc0cnk9b9kxsxWmuDMWPGNN7wEgk/TQjiMxyCiDQmBOG8pn8+WP1rr72W9A9XQ/rUoHS+fr1w57RMnt50iN+9e46cg4k8Nc/NrDH9gtZv73trSMdqO0pVZb+njqdzDpPnKeemMX15cu64T+3l0FYbpKenU7HphySnN11Sb0IQJgRh6CJUV1fD28+GZDOoVxLP3zuJtd+6HpcI89fs5oE1uzh6qTxCXnYcPjhTzMMbjrAgaw8I/PLOMY0b6YRKVVUVybtXRMBLQyToVDNgE4LoGCGI119/nQch6DbwT2f0FlbOu4LNJyrJ2nWee48WMGfsxzw4fUin245y98mLrPvzUbbnXcbdPY5HZ13BXRP6U1HmDajTVhtkZ2fzbTAhCBOCiD4mBOG8pn8+WP2JEyfC5k/KwtF89Lar+NasDH755gH+uPcifztWxLQhiTxxZQLjBrkdf28N6UiHIFSVI8Xw++15bDtagDspgcduGcPcMalcMag/AJ44V9htMGPGDFgfuf5pQhDOhiA61QBs6BiMHDnSkddxJyXw8A1DefDmDFa+nce6nae4fcV2ZoxK52vXpnFHn7QmS9ecYMOGDRQWFjr6mmA/GDNn/3lWbjvOCU8l6T0SeXDGEB66OZPU7gmO7d+QkZHhyOsYokOnGoBNCKJjhCAuXrxIOuGFIFo65nbDg5/vx5QeRewv78kf9l5g8QkPz249xZeu7ssd49JJ0qqwdJL2rqS23zWUpGY2lsfHxzd5nwnn3iP+0n6qe8wK6fJXVXnv+EX+sSWPLUeKKK+pY3ifRJ68dQS3jE2jstxLdVkJ1WXOtUFlZSVDMSEIE4KIASYE4bymfz5Y/ezsbMb5lTnlZ1pqEj+46RoW3TKODTtPsPnIZX737jlW7TjHhMGpfOk6F7eMH4DbHbxOylU3wKsPwJzluEfObdxofdEi+4bNhHPv4d7yCNyVRWJRYpt+1tcr+897+eexArYcvEi+p5ykhDhuu3ogd00ewsjUevr27QuAx+NyvA2ysrJ4IMj6DFYzWP1wdEwIwmBwmAkTJsBHkXv9xPg4bhmbxr0zxnC2qIIN759j475zLNt4iGUbD5HRP4WZY/szfWQ6w3vUt/5iw2fCXVmkrr8f3O7GJ1UsWrQI8nNJfXMx3P2SfV7R+58yV1XOFVfy1oECDlz6iLePFeApqybeJUwdmca9k/rx9Wmj6ZFof9QivVXk1KlTP3l0gaHD06kGYBOC6BghiIat+pwKQbSmnwR887o+fGlEHMV13fjH8SJyjxfywjv5rHw7jziBkX2TGdsvhWE9XYwbUspgdyL9UrtR5i21Xzg1k+obnmHg+vu5ukdPdhV0p2TfRlLfXMzHNzxDYmomeDxcLq9i5+EznC6u4vilCg6eLyGvuIaL3hoA3EnxXH9FT64flMbN4waS2j2ekpISqryXqfJGpw3S0tIa6z4UHROCMCGIdmNCEM5r+ueD1W94dlr6xvtxW1bjyoJg0q0dSyzzkno0NaDNyIQEJgPfS7awRiaxu3IgO8oGcKisP9sL+/J6XRJgPxcunjoGxJfRJ74at6uaVKlkvNzOsvGvsPZod+L+spCfu+5h19YSvFs2ccHqweX67sBlAFzUMyKhmCndC5nc7wKTup0hI7kUF2Cdtkg4H9p7C7Y+AtVBQ7qs7tOrOFprKxOCMCEIQycjJSX2D4NMdtVyY8pZpnXLIyEhAVU4W5XI6fq+nLV6ctbqybmaZEo1iZK6RM7V9WA/A/Ae+QtLJnjJqr+Nf+g19JBqhiaUMjnpAn3rCxiRYjGsWwmjuxURV1fVOABaloVLEtrwKvL0iLPaPsnQYehUA7AJQXSMEERJSYm9CmLuS5SUlOB2uxvL20q3duzYsWOMHj06JBv/tFVSQobbTUYAm3TvIerrKnjhRBrzx+9k3q3fwJOa2aJ+WZCa4fjZmk2gOvBPp/96pAlBmBBE9DEhCOc1/fPB6jcv66iXv/75htUOVd9cz+yUMbjqTuH2Wx3Rkr6T7y1Ym3D6gJN+mhCE2QvCYHCWhtUOd2XRPWM2ycnJn6yOeHMx5OfG2kNDJ8UMwIauTX4uvPoA3ltXwPCZPP/887z44ov2seEz7fJXHzCDsCEidKoQhIkBd7AYcBSWobX3vSWdfIfaOcvxpGZieTysW7eO2tpaFixYYJ+TmglzlhN//J2Q74Rz0s+26sA/3VD3kfDTxIBNDDggJgbsvKZ/vjPGgFPm/BcAlm/P3ZY247FjwHNJfP99EwM2MWATAzYYDIbOQKeaAZsQROwvfxvyn5UQRPN0NPcDNiEIE4LoVAOwCUE4r+mf74whiObHYvVIomBtTAiic4UgRFWDPfczg4gUAKcBN9DwFRUo3dox/3Q64GmhPFh7J2wC+RBJzWDq4FM2Q3pKyrlSPe+wn7FuA3/9aGm25kOLNoNTZfhHXs2PkJ9OtkF7P4eR1An3c9hLVfsSLKraaf+AVW2lgz0P2NNOeydsWvQhwppt1kF7dUKwj2kb+Ot35DaIcN041gZh2ke9DVqwD+pzEMxfZ/8RbmMQ6VDOa4+9Ezax0AymDtqrE6x9a36ZNoicZqTaoL2fw0jqtFc/KDplCCISiMgeVZ3clX0w+qYPdHV9p33o7DNgJ1kVaweIvQ9GP/bE2oeurg8O+mBmwAaDwRAjzAzYYDAYYoQZgA0GgyFGdKobMUJBREYCTwN7gSFAoar+WERcwLeBp4AvqOqBZnZjgd3APaqa4yubADwM5AP9gB+oaq3T+iJyOzAe+1Fos4CbVdUKRz8cH0SkG3b86xTQHzivqk9FoA5+AVRg73t+LfA9Vb3gs3kM6An0Brao6uvR0heR24C7gIPANcCfVPW1cPXDrQOfXaT7YWtt4Fg/DKMNHO2DbfjwCHA1cAyYDjyrqu/5bJzph6GuW+ssf8DngC/75Q8Bk4DrgAm+Bh7fzCYJeBHYAdzhKxPgADDAl/858C2n9YHhwEq//HjsK5iw9MP04W7gNV/aBRQDgyNQB0/7lS0BfuVLTwHe8KUTgONAryjq/zsw1Jfuj70AP1Jt0KIPUeyHgerA0X4Yhr6jfbANHx4Hknxl84CtTvfDLhuCUNXd6pu9+HAB5ar6garuC2D2E+xZYY1f2QjsRmqYnbwL3B4B/buBChH5vog8BfRT1fpw9cP04SL2XUBgf/ufB4rC9aEV/aXNysp86TuA93y2FnAYmBktfVVdqapnm50bqTYIVAcQnX4YSN/RfhiGvqN9sA0ffqqqlb6yUdgDMzjYD7tsCMIfEZkH/FVVj7Ryzn3Au6qaLyL+h/oBXr98qa/MUX1gGDAaeBToBuwTkS8Dae3VD9YHVd0mIntF5GWfxkuqWikiEakDEekFzAG+4ivqh93Zm+sUREnfn8eBRX5+RaQNmvsQ7X7YQh1ErB8Gox/JPtiSDyIyAPhP7KvCO32nOdYPu/wALCKzsONY32vj1FnAURF5ArgC+KovHvUvINXvvJ7ApQjolwK71L62qRaRfwHTgHfaox+KDyKyGOimqvf54sT/FJEDwNH2+NCSvoi4geeBBapa5Cu+FEAnULnT+g3HfgB8qKp/asOvoAnBh6j1wwD6EemHwepHqg8G8sE3m31ERL4AvAFcj4P9sMuGIKDxx4RbgEeAASIyNdC5qjpfVZ9V1WeBM8AGVf0zkAdU+r4pwQ7Wb3JaH/gb9iVOA8OwfxwIWz8MH4YCHwP4LjsvAt3b40NL+iKSDvwGeMw302uYfeUAU3128UAmkBtFfURkKXBWVV8UkZtEJK09+qH6EK1+2EodON4PQ9R3vA+24sNjfqfk+71vx/phl70RQ0QmAW8De3xFKdgN/hr2r5j/AawF/k9Vd/rZPYp96bkd+K2q7vD98rkIewe2PgT362/I+iKyDPtLMwXwqOozvvKQ9cPxwdexfoX9Q0MS9jf8IlWtc7gOFmNfnTXMuryqOtdn8xj2L8+9gc3a9NfniOr7Zl9L+SQWOBiYraqnItAGAevAZxfpfthaGyzDoX4YRhs42gfb8GESdpzdg70S44+q+hefjSP9sMsOwAaDwRBrunQIwmAwGGKJGYANBoMhRpgB2GAwGGKEGYANBoMhRpgB2GAwGGKEGYANBoMhRpgB2GAwGGKEGYANXRoRuVJE8kVkqYikhGg72GdXHCn/DJ0bcyOGodMiIj2x73Dqhr2N4jGgCpjmu40VEbkSyFLVm9qhc0pVr2ynu4YuiJkBGzotqlqqqtcB87H3cp2gqp9vGHxbQkTmi8gFEVkiIitFJFdEeorIGBF5yVe+VkRGR++dGDorXX43NEOXYDz2UyzaRFXXiMj9wD5V/R8R+Q0wG3sTmCrgF9h7QFRFyllD18HMgA1dgUzszVtC4ZjvfwH2FoOrsbcWfAf4EWA55p2hy2IGYENXYBBwoc2zmtL8x5Ep2M8Em4K9BeJ9Tjhm6NqYAdjQFfgr8IKI3NjWiSIyG3uP2wUiMgL7UTNzsZ/48JyILAH6AtkR9NfQRTCrIAxdGrMKwhBLzAzY0NWpBApE5Ikw1gEP8j0a6MPIuGbo7JgZsMFgMMQIMwM2GAyGGGEGYIPBYIgRZgA2GAyGGGEGYIPBYIgRZgA2GAyGGGEGYIPBYIgRZgA2GAyGGPH/Fz8hVRvLgCEAAAAASUVORK5CYII=\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"maximize_and_plot_likelihood(exp, (1000, 3000), save=('exp', 'haupt'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 196,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"((<Figure size 360x288 with 1 Axes>,\n <matplotlib.axes._subplots.AxesSubplot at 0x7f8f9a5f7bb0>),\n 2220.8202879077535,\n (27.77746601227318, 28.497619166224922),\n 242.6365765998969,\n (1.1575553981857487e-05, 7.42688930802203e-08))"
|
|
]
|
|
},
|
|
"execution_count": 196,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": [
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fv76cP39ecnJyZP78+XL33XeLiMjs2bPlnnvuERGR//73v3LttdeKiNmmufnmm635S/pdrFq1SqZOnVrkM9lqAspcvREZGSm7d+8uUjdy5Mgi5U8++URERN544w2ZMWOGiIgcPXpU+vTpc1k/Fs+vLQj7LAi3uQMuC5OH4qb2EXy9+QQjosPKb6BxOMePH6dhw4bs2rWLjIwMZs6cSU5ODg0bNiQhIYE2bdowePBg5s+fT0ZGBiNGjLgsh5eXFwsWLGD58uVcunTJeqdSFnv27CEyMtL6umnTpuzcudP6ulWrVvj7+xMeHs6RI0fs+iwtW7YEoG7dupw+fdp66lpubi7NmjUrkr9p06aA+U7fUg4ODiY1NfXyxMCtt95KQUEBSUlJJCUlsXWreR/S22+/TfPmze3SBxAYGEhGRkaZMZZ84eHhHDx40O7cGvtxmwG4LAsCoE+kP19sKOD3Y2m0buY+FoSFqlyBIMUsiBUrVpCZmUnfvn3x8PBgw4YNTJgwgezsbH7//XfreQ0PP/wwDz30EJ06dbJuNS4oKLBqnTFjBkFBQUyePJmDBw+yceNG62dQSpGbm8v27du55pprrG1atmzJsWPHrHGHDh0iJibGmjsrK4uLFy8WsWXK+uwW68QSFxwcTFBQEKdOnSI0NNR6PKYlv8W2KSgosPaJ7Wcq/rv47rvvMJlMrFmzhtWrV/P888+X2s9lWRBt27Zl9erVtG/fHoB9+/ZRt27dIu9pay3Z5rPVU7xftQVhxVBnQTgdKXYWRPE93H1DQ2kQfJTNZ/OYos+CqLSzIGJjY9mwYQO5ubm8/vrrpKamUlBQwKpVq/Dx8WHIkCFs27aN6dOnWwelfv36UVBQQMeOHalZsyZ9+/a15ps1axYnTpxgxYoV3HHHHUyZMoX8/HxycnKIj49n7dq19OvXj06dOjF9+nT8/Pw4dOgQly5dYs6cOYwdO5bHHnuMSZMmERQUhI+PD6NHjyYuLo49e/aQnp5OeHg4y5YtIykpiePHj9OsWTPrZ/r3v/9NSkoKr7/+OlOmTOGbb75hz549fP/999Znzc2fP5/p06cTFRXF4cOHeeedd0hKSmLZsmWkpKRw9OhRa7vdu3ezePFiTpw4werVqxkwYECJvwtPT88iZ1RYOHXqFF999RUA7777Lv/4xz9o2rTpZe1fe+01Hn30UeLi4ggODiY3N5dXX30VLy8vtmzZwp49e/jmm29o06YNy5YtIzExkePHj/PZZ58RHx/PihUrGDx4cJF+7dq1qzW/PgvCvrMgnO7JVvVPSR6whZk/7ZfGU5ZKYmpWmR6P9oBLblMdd8LZswzN3nx6J9zl5bLqtAdcjSjPggCzDfGxwH83HebvHetoC0JvxCiiw1U2QRhBg7YgtAVRBCnHggAIDRUa1NjHb0cuMbZ/myJ1ZZUdHVedLYiKxBlBA+jjKK9Eg7Yg9COJKoxSimsb+bH1WBJnUjKdLUej0VRz3OYO2B4LAqBLHQ/m74UFGw8zNNq/xDhtQZTcpjpaEHXq1MHHx0dbENqCsFvDH+fSQVsQRbHHggCICvWnXX3FqsMp3NM5QlsQ5cRVdwvC19fX+lw6R+TTFsTl5bLqXNGC+HTJEdAWxJUztEMEO0+mEH+x9P30GvcgLS2N5ORkZ8vQuAhHE9NZd6j8DUAW9ABcAje3r4dS8PN++ztSUz25cOEC586dc7YMjYvw9abjeHqo8gMLcRsLwl4PODs7G++8dGIa1GTpnvM81CMBpZT2gEuIcwcP2FaHq/ivRtDgjh5wVm4B38aeoG+zYI5oD7go9nrAFo9neNcoJi/axclMT65pFHxZXHXxgAcMGAAUfbbX8OHDue+++8jNzWXIkCFF6kSEBx54gPvvv5/ExETuvvtuay4RYc2aNdbXpfmEly5don///uTk5HD06FGaN2+Or68va9asMZwHDHoZ2pVocEcPeNWxTC5l5TPquubM0R7w1TG4XV18PBWLt59ytpRqR82aNdm+fTtffPEF/fr1Y8eOHWzatAkPD/3XUeO6fLX5BM1qB9K9SYjdbdzmDrgiFoRlitGjUSBLdpzi0e61SU9LLbWNK1sQy5cvt5YtT721aPD29mb58uVF6izl3NxcgoODre0tdRWZpu7cuZNWrVqVesCNtiCKvr8j8mkLonI0bD18jp3xyUy8IZILFy6AtiCKUlELAuDWDhGs/vMgey4IHWuX3qb4a1eyIJy5BOzAgQO0b9/e0MvQ6tWrh7+/v7YgtAVRpoZlPx3B39vEvX1aUNPXC7QFcfX0iAoiJMBb2xCVxOnTp6lbt66zZZSJl5cX3t7ezpahMTAX0rL55Y8L3NapvmXwtRu3uQO+EgsiPS2V/s2D+d+us4zpFFhqG1e2ICzYlj3Wvo50e7LcOLV6Jrl9p5RYZ880tV+/fowZM4Y5c+bQp08fQ1oQKSkpZGRkUKtWLZeZ/htBgztZEHM3nyYnXxjaMsj2IQDagrDlSiwIgH/0DOXb7efYejaPDq3cxIJY9yaq+1Plx214CwZMK6KhItPUUaNGce+99xragkhOTsZkMhEeHu6QfNqCuLxcVp3RLYhawSEs3r2LLo1q0q1lI9t02oJwBB0aBNEkLIBle/WmDI1GU5QV+89zKjmT4dfUuaL2VXIHrJRqCrwCbAMaABdE5CWl1AtAX5vQV0VkeWGbSUBNIBj4VUS+LyHvJ0BLm0tPiMjuUjRU2IKw1A1sEcwnG06y589T1K3pU+0tCC/sm3J68dejd8qK0xsxrk6DtiDMGNGCmLP2NHVqeNMhzKP4MwgNZUGEAPNFZAmAUmqfUupHABHpWzxYKdUNuF5EhiilvIB9Sqm1IlJ8U/5ZERlrj4ArtSDCwsIY0cufTzacZM3xTB67vv5lbYq/dnkLAi573I0zpv9GsCBAb8S4Eg3uYEH8mZjB1hOXmDyoBSHBtYrnM44FISJbLYOvzfumAyilnlNKTVRKPaOUspz/eDOwsbBtLrAf6FNC6hqF7Z9RSj2ulKqU/1AahvjTsX4NFm8/hflpI9UfjxMbyg44urZqhGg0BuXb7efw9vTgri6Nyg8uBVXVA4pSahjQV0TGK6XaAMdEJF0p9SgQIyKjlFKfAvtF5L3CNl8Bq0VkdrFcnYBdIpKnlHoDSBWRl0t4zzHAGICIiIiYhQsX4uPjA5inFJYyQFJSEiEhIZfVLTtwiTm7Mnizfyj1/QuKtLGNK61ckbjSNDgit8lkIjo6GuCyLcaWcsCb9SjwCyH7lk8paNTrsjhT/O/4fv8wKjOJ9EmnrblLy2dbrkic7QYQR+e2Ny47OxtPT09MJtNV56vMfjCahsOHD5Oenl7l/y7szXe1GtJzCxj9w3l6NvTj8S5Bl8V17tz5OGDrScwSkVkUx54HxznqB7ge+ADwKKGuJXC0sPwyMM2m7nvglnJyDwJWlaehrIdyipT+0L0j8Wck+p/L5MXv91b/h3I+X1My9v0i8npjkT/XFKnLPbjSel2er1kkd3V8KKcrPhDTCBqq+0M556z7UyKfWSq74pNLjMPOh3JW2SoIpdRNwI3AeKCuUqqHUupNm5Bo4HBheSnQo7CdJ9AaWFv4uqFSylRYLq29w6np60m/VrVZsuMUefkFlfU2hqGgUS+4Yy78937UsXXmi0fXYlr8kPl645IcofJZu3Yt/fv3JzIykpycnCJ1zz77LPXq1WP27Nk88MAD7Ny5s9x83bt3L/GLM0eRkpJS/MsVjZtTUCDM23ScdhGBtGsQdFW5qmoVRAywAIgFVgEBwL+APKXU+8B5oB3wGICIbFZKrVJKzcC8CuJp+esLuAXAZGA9EK6UmglkAC2Ap8vQcMWrICzlG6Nr8tOes/yy5zQ3mTxKzOFKqyDUL89ScH4vACaBgsKZpAfg/35LRAEFeZi+vg0xeUF+Lnj5IfNHmNsDBZ8PtuY2CeTXbUfBwFdL/aa8R48e9O7dm4yMDD799FNGjx4NQEJCAlu3biUiIoL77ruPe++9l5ycnHK/eV+/fj0FBQUUFBSUGXel3/4nJyfj4eFBUFCQy6xAMIKG6rwK4se4IxxNTOef10eUqKcQ46yCEJE4ILDcwKJt3izlek+b8v0VyHfFqyAs3BwVwowVx1n5Zzr39XP9VRD5ygMPZf6PpIACaxkAZR5g8fBETF6o/BwweSMentgeN23bpoACTB4emMpZMaCU4vnnn+fRRx/lgQcewNfXl08//ZSxY8fy9ttvs3//fsaNG8fdd9/N8OHDufvuu/Hw8KBDhw5s2rSJO++8k7Fjx/L9998zbtw4Vq9ezZkzZ3jkkUfo1asXBQUF7Nixg6eeeop169YRGxvLu+++S/fu3ZkyZQqbNm1i+fLlLF68mDFjxpCQkEBsbOxl7SdNmsSiRYvYu3cvs2fPpkOHDi6xAsEIGqrzKojFuy8SFujD0I4NyspnnFUQ1QVPkwfDOtVnw5/JJKRmO1vOVVMw8FV44Ed44EfyR35vLQNkjPsDno2Hu74GnxrQZzL41CD/7/8xX3823pzE0saSY/BMu967bdu29OjRg9mzZ3Pu3Lkiu83at29P3759AQgODmbKlCkkJSXx2muv8e233/LRRx8BcMsttxAZGQmY76z/9re/ERQUxMcff8ydd97JkiVL+PDDD5k8eTLz5s0DYOzYv1YtDh8+nFq1apXafvHixTz33HM89NBD/Oc//7m6ztZUC86m5bHqwHn+0bUhXqarHz7dZiuyIywIgAFNAvl0DXy9/iD3dIkoNa6k3EazIMrbiJF36DdMix8i99ZZqCbXoRr2wPTdQ+TdNhuJ6n3FGzEs09l//vOf3HTTTcTHxzNx4kR2795dZNODpZyXl0ezZs3Izc2lVq1apKamWt/XEmNp07hxY3Jzc6lRo0aR8qVLl6xxIlKivuLto6KiAPP5xSkpKS4z/TeChupqQXz/RyompRjSvEaZcRjJgjACjrAgwsLCCAuDdhF/suyPJMYPamtdguOKFgSUPpU0xf+O5w9j4Y65qAY9zHXRN5B322w8LV/EcWXTWcvGhg4dOtC7d298fX2JiIhg79691jqTyWQte3p64uHhYc1huzHCUra0scQVb28ph4SEkJqaislkIj8/n4SEBEwmU4ntbc9H9vDwsMaV9Jns/ezagri8XFadkSyIlMxc1pzI4ZYO9WgZVY/ExMSrtiDcZgB2JEPbhjNj+VF2nUyhQ8NazpZTKfh+/zAM/495tYPNXa5E9baujrgSYmNjWb9+PZmZmbz22mt8+eWXeHl5kZCQwNdff82ZM2d48cUXWbt2LTVq1GDQoEHMmzeP3bt3Exsby549e0hJSWHRokX4+vpy4sQJPvnkEx588EHWrl1LUFAQvXv35ocffiApKYmDBw9a22/ZsoWuXbvSsWNHpk6dSnR0NEFBQcyaNYsBAwZc1v7ixYvceuutrF69ml27drF161Z69uxZ/ofUVEu+3RpPVr7w4LWNHZZTD8BXwMCWIbyz+jj/jYuvtgNw1i2f4lfaUrPGfcyD8H+GVjhv586d+fXXX613TZZpbXh4OLNmzSpyN5Wenk5AQABz5swhNzcXLy8vOnfuzIgRI6xxAwcOtJZ/++03a9yiRYusZdv2AJ9//rn19UMPPWQtF29v0fD5558X0apxP/LyC5j7+zFah3nRtv7VLT2zxW0GYEd5wAD5Welc3yyYJdtP8Uj3OmSll/y4Ilf2gPMb9iw7rkEPtziMJykpidTUVEJDQ13GfzWChurmAa84cMF86lmXALs0oD3gojjKA7ZwT68gftq/mbhzefSs7xyvSx/GU/kaLH6x5ckdruC/GkFDdfOAv/32AI1C/OkRGWhvPr0MrTLp0SSU+rX8+G9svLOlVBhxkwOFNM6huv392n7iIttOJHN/zyhMSpXfoAK4zR2wIy0IS3lIqxBmbzzFoVNBZcaVV1eVFoRSivPnzxMcHGzdPQYlL0PT5wEX1eEq039nasjLyyMpKQkPD49qY0F8vC6BAG8T/Zr4c+rYGW1BXAmOtiDCwsK4t7c/n208xdr4bHp0cA0LIj8/n4yMDJKSksjPv/xx8wBhbUZx+sgR68MoS4sLbfUgFw4fLpK7pDjbckXicnJyympuke0AACAASURBVNVwpbntjTt79ixKKeva4avJV5n9YCQNAQEBNGnShJSUFJe3IM5eymblwSQe6BlFZL06JJ456VALwm0G4MqgYYg/3ZuE8P3uBCYNETw8HDs9qQxMJhONG5uX0diuYyyyprHVO5yIi6NDhw5lxiWGP0crm790pcYVWy9pb1ycPRquMLe9cffccw81atRg9erVV52vMvvBiBqqA99uP4eIcF/PqErJ7zYDcGVYEAA3twpm6o9J/LT9T7pFBhnegtAaKhb34Ycf0rx5cxITE522+8oIO8DcUUNGTj7f7TxH32bB+BVkkJiYYbcGtAVRlMqwIAD+3j2YN1ceZ9mBFG6KaVpmG3vyXYmGyojTGiqmwd58WoPraPhy4zHScgp4tF9LwsJCKqpBr4KoCny9TAxpE8ave8+SmOb6B/RoijJv3jzeeustZ8vQVDEFBcIXG47Rum4AMZHBlfY+bnMHXFkWBED/xn58Eyd8ufYAt7YIKDXOlabeWoOZtWvX4ufnx/333+82U2+tIYXVh5M4mpjOc9fX48KFCxXWgLYgilJZFgRAB6BLVDI/7EtiZJcIt5p6V3cNlg0plmvuMPXWGuCbXw9Sv5YfQ69pcKUatAVRldzVpRFHE9OJi08tP1ij0RiWHadSiTt+kYd6N8azklc2uc0dcGVaECkpKXSrV4MaPia+jTtF50Y1S42zJ58Rpt5agxnLBgS9CsJ9NHz++wmCfD3p39j/ijWgLYiiVKYFYXl9e0xDvt58HA+/moQEeJcaV17ZCFNvrcGMn58fNWvW1BaEm2g4fD6NjcfTePyGZjSsV4fERJO2IFyFu7o2JDdf+G7bSWdL0TiIDz74gJ9++snZMjRVxOx1f+JlUpW28aI4bnMHXNkWBECYJ7Sq7ctXG49ya0vzY3BKiisvnxGm3lqD/Rrszac1GFtDYnoOi7ad5MboIMhKJTErVVsQjqIqLAiAO66px0u//MnRNBNNir2PvfmMMPXWGsxMmzaNevXqMW3aNIfkM+rUW2uAL+ISySsQHuwV6QgN2oJwBgNahFDDx5NvtpxwthSNA9iyZQsrV650tgxNJZOek8+8jce5sXVdGgX7Vtn7us0dcFVYEAA5mWkMahXCkl2nGdnWr9S46jD1dgcNehWEe2hYsOUEl7LyuKtjqEM0YCQLQinVFHgF2AY0AC6IyEs29VOBJ0UkrPC1D/A+EA9EAOtFZH4JeaOAacBhIAqYICJpJWmoKgsCYPT1tfnvjvOsOp7NhDauOfXWGszojRjVX0NufgGL9m6na1QIfdtFlfm0Y1e1IEKA+SLypoiMB+5SSsUAKKX6AsHF4h8BskXkVeBJ4HWlVEQJeT8BPhWR14A9wDOV9QEqQvM6NejWOIRFO86TX1C9ng6g0VQ3ftx1hnOpOTx8XZMqf+8qGYBFZKuILCn2vulKqTrAXcCHxZpEAycK2+YB54FetgFKKS/gemBr4aUNwE2OV39ljOwRyelL2aw+cN7ZUjRXQVBQEKGhoc6WoakkCgqET9YcoXGIL9e3qF3l76+q+vlNSqlhQF/gKeAzYCIQBMTaWBB3A7eJyB1KqVrAceApEfncJk8EsF9EahW+bgasFpEGJbznGGAMQERERMzChQvx8fEBzJ6OpQzmp+CGhIRcVldaubS6vALh4aXnaRzsxdTeFcvnKA1XE6c12K/B3nxag/E0bD2dxcwNyTxyjT/9m9V0mIbOnTsfBxL5i1kiMoviiEiV/WC+Y/0A8x1wZ8wWwhTgdSC9sBwNKOBh4J/AE8AKoH+xXF5ANn/9J9IJ2FaehpiYGElISBALtmURkdjY2BLrympTWt0r/9suUVOWyrHEtArlc6SGK43TGuzXYG8+rcFYGgoKCuTWj9ZLr5kr5czZcw7VgPmGstwxscqWoSmlbgJuBMYDdQEvERkrIjOBj4FMEZkpIocwe8I/iciMwjofYG1hnoZKKZOI5AKrgC6Fb9EL+LGqPo893NahNial+GrTcWdL0VwhH330Ec8++6yzZWgqgY1HLrAjPpmx1zXF0+ScFblVtQoiBlgAxGIeNAOAfwEbC62DsYBf4WqId4H6wDtKqTVADeBREckpTLcAmAysL2w3XSk1EGgEPF2GhipZhmZb9s7PpG+zYBZsPcF9nULJzkgrt42jNbjyEjAjaNi5cycHDx7Uy9CqoYZ3fz1NWIAX10f5OVwDRlqGJiJxQGApdYcx+8ATbS7vBgaUEt/TpnwMeNBODVW2DM22/FDfWqyYtYnfT+ZwQ+PS39doy6+0BjN6GVr11LD7dCpbT1ziuSGtqF+3NomJHo7WYKhlaG5Lt8YhNK8TyJebjlm8a41G42Q+33yaWv5e/KNbI6fq0DvhqmDaO6xtGK+vPMbmw+forlS5+Yww9dYazIjeCVftNBxKyGDdkWQe7lmfzNRkMlMdrwEjWRBGwFkWRFhYGCP71OJf60+y7FA6N/dwjam31mCmbt26hISEaAuiGml4cfl2/L08eLR/G4L8vSpLg10WhNsMwM4k0MeT2zrV55stJ0hIzSa8hk/5jTSG4OWXXyYmJsbZMjQO4mhiOj/uOs09nSOKDL7Owm0GYGdaEAC3tAriy43CZ6v2M6ZnA8NPvbUG+zXYm09rcL6GDzaZD1wf2jzAmqsyNKAtiKI404Iw/wnXNjnBd7sSmDCkXZltjDD11hrMjBs3jtq1a/Pee+85JJ+7T/+dqeHspWyW7UvkH10b0TgitLI1VM4qCKVUgFLKVNF2Grg7pi6JaTn8sPOMs6Vo7OTAgQPs2LHD2TI0DuA/W04jAqP7VP2hO6VR7h2wUsoD84E5IzDvOssGfJRSCcAyzHucD1WqSgfgbAsCoEWQ0CTUj1lrDtHxloZO0VDdpv+VrUGvgqgeGs5eyuZ/uxIY2jYc3/yMSteAAy2IVZjPYngW2CMiBQBKqRDMZzvMVEotFpGv7MjlNJxtQVgYc503U77bzZFUD25sZtypt9ZgRm/EqB4a3l+/hwJgwuA2hAX7V4UGh1kQ/UXkZRHZZRl8AUQkSUQWicjtmLcHa+zgb9fUJ9jfi2/izjpbikbjFpxOzmTB1nhuaRtOg8LB1yiUewdceOjNVcc4GyNYEJbXw9qH88Wm0+w4fJIGtXwNOfXWGsw0aNCAoKAgbUG4sIZPth4lX4Q7WtcosX1laKAqVkEopTaISK/yI52PUSyIsLAwHr4hkC+3nOH7/ZeYPrSBUzSUV9YazEyfPr3IOmBXm3q7u4azl7JZsjuR4Z0b0rxBWFVqqJKzIOpdZXu3pE5NXwa0DOHb2HhSsww/edBoXJb/bDlNgQiPXd/U2VJKxJ5VEB9iPp1sN+Yv4VJtql3mdBkjWRAAtzSvwU/7LvDFmj+4qVlRX8oIU2+twcxLL71EUFAQ77zzjstNvd1dQ1krH1zJgtgNtMe8DK2tUuoSfw3INexobwiMZEGAeT1fl6gUvt2RwPBr2hlu6q01mDl58iQpKSnWa64y9dYayl/54BIWhIjMEpHHReQ6EQkFemN+lNAl4Jfy2mtKZ0yfppy8mMnKg0nOlqLRVCuMvPLBlnIHYKUKz08sREROisgyEXldRO4pKUZjH/1a1qZpeABfbjmtzwrWaBzIv1cfpkCEB7sZ+2squzZiKKUWAUtE5ITlolLKG7gWuA/zZo25laLQQRjNA7aU/9GpNi//cpRl2/6kW2SQUzSUFKc1mNE74VxPwx/xCczfEs8t7cLxJ8thuiuiAQd6wIMwP/bnG6VUYyAZ8MN89/wr8K6IGH6zvNE8YEv5nt7BfLz+JPN3JHJTTFOnaCiprDWYadmyJbVr19YesAtpmP/TETw8FJOHtMMzN81Z/eCY84BFJAv4N/BvpZQXEIb5CcbJ5bXVlI+Pp4m7OtXlo3Xx7DmVQtv6Qc6WpLFhwoQJ+jxgF+LQuVSW7Utk1LWNqRvkS2JimrMllYndGzGUUj7A7UAU4GmxfUXkpUpR5mCMakEADGjsyxebPfhw+X5evbmZIabeWoP9GuzNpzVUvobXlh7Ex9ODO9sFl2kbuZIFYWEJkALEYT4RzaUwqgVhYUT3fOasP8pUD398fHycPvU2wvTfCBruvfdeQkJC+OqrrxySr7pP/52pYdfJZH47dJHRPerTrFGEUzTY4PBHEjUQkUEViNdUgAd6RfHFhqPMWX+UofWdrUZj4dy5c2RkZDhbhsYO3vr1ILX8vRjRua6zpdhNRQbg35VS7URkd0XfRCnVFHgF2AY0AC7YWhdKqanAkyISVvj6fuAJwLLrrhHwkojMLZb3E6ClzaUnStNnZAsiJSWFoCAY1DKU+VtO0KN/yYeGGG3q7Q4a9CoI19CwLf4Saw8mMK5PQ/Kz0ivt740zLYhrgfuVUkcxWxAKEBFpb0fbEGC+iCwBUErtU0r9KCJxSqm+QHCx+APAMMuyN6XUEmBhCXnPishYe8Qb3YIICwvjiYE+/LB3Lb+dyOfGvnr6bwQN+jxg42sQET5bfojaNXx4pH8b0i9dNEI/ONyCGFyB2CKIyNZilzyAdKVUHcxP25iJeT2xJX6jpayU6ggcFJG0ElLXUEo9B+QB6cAnIpJ3pTqdTfM6Nejfqg4/Hj7PtOw8An3c5pF9Gs0V8/vRFLYeu8jLf2uLn7eJdGcLqgCqqndgKaWGAX2Bp4DPgIlAEBBrsSCKxc/BbD8cL6GuE7BLRPKUUm8AqSLycglxY4AxABERETELFy7Ex8f8aPjs7GxrGSApKYmQkJDL6korOzruUFIOU1YmMbJdIH9rGegUDUboB6NoePPNN/Hz8+Pxxx+/6nyV2Q/uqqFAhEnLE8nIgw8GheHloQzRD507dz4O/PXYZfOj22ZRHBEp8wezD3vJ5s9Ltq/La18s1/XAB5jvgDtjPlNiCvA65jvYKUC0TXwd4Cs7cw8CVpUXFxMTIwkJCWLBtiwiEhsbW2JdWW0cHXfLO79KzMu/SkZ2ntM0GKEfXEWDvfm0Bsdr+N/2kxL5zFJZFBfvNA0lxWG+oSx33LLnMJ4aIlLT5s+atq/La29BKXUTcCMwHqgLeInIWBGZCXyMeXPHTCn6gM9HCwdp2zwNLU9lVkq9aVMVDRy2V4+RuaN1IIlpOczfeqL8YI3GTcnOy+fNXw7QPNyfWzu65tIhu0xGpVRLoD6wSUTSba4PEpGf7Wgfg/m5cbGYz40IAP4FbFRKNQPGAn6FqyHeFZH0wo0fnUXk+WLpFgCTgfVAuFJqJpABtACeLkODoVdB2NKkhtCpQQ0+XnWI7uGNnaLBCP1gBA0TJkwgMDCQuXPnGvLbf3fW8HXsGU5ezOT1wQ25mHTBKRpKi8NRqyCUUuOAx4D9wByl1HgpXM0AzADKHYBFJA4ILKXuMGYfeGKx69nATSXE97Qp31/ee9vEGn4VhK2Gp29szj1zNrMuPpcxzd1zBYIRNKSmpha5ZqRv/91Zw6WsPD7ffITe0WH0a1PPiP3gsEcSjQZiRORvmL88m6aUGl9Yp4+hrCR6NQulY8NazN18mtz8gvIbaDRuxBebT3MpK5dnB7dytpSrwh4LwiSFS8BE5Fjhut2FSqlIXGgAdiULIjs7mwsXLnBf59o8tfggX687wM1tw91u+m8EDaI3YhhOw5mUbOZvO8tNrcOo7Z1jyH7AgRsxziqlOkrhkZMikqaUuhn4HGhnR3tD4GoWRFhYGH8LDeXjDSf5MvYcI/u0dIqGysjtShr0RgzjaZixcgceCv45tD1htfycosGOfA6zIO4FztpeEJE8EbkX6GNHe80VopRiVPf6/JmYztJdp50txy3p2rUr/fr1c7YMTSF7TqWweMcp7u5Ul3qFg68rY895wCdtXyulhlpuqUVkQ2UJczSuZkFYNHSq7UGzMD/e/uUPWt0W6RQNRugHZ2kYOXIkzZs31xaEATRkZWXx+pJd1PT1ZFirwBL1VLYGZ54FYeFVoNSERsUVLQgLEwcFMvarOH4/lcv90e4z/XclDfbm0xquvM3/Nh9ky4lLPD+0NfXDaxi9HxxmQRTHZb54qy7c2KYObevX5LONp/SKiCpm3LhxDB58xcegaBxEXn4Bc3emEhnqz4hukeU3cBGuZADWj++tYpRSPD2gOadSslkYd7L8BhqHkZWVRWZmprNluD1fbz7ByUt5TL2pNd6eVzJsGRO3OW7LVT1gS127UA9a1fblveUHuK6RL5npqUXaVEf/1Qga9DI052tIzszl7V//oG2YJx3DPVzid0ElesAuiSt7wJbyY32ieHzhH6w4msGQ6CCnaHBEblfSoJehOV/Dh0v2kJadz6g+oYSHhztFgwUjeMDnrqCNxgF0i6xJ16gQPvrtMFm52gvWVH8Onkvlq80nGNEtkkZBXs6W43AqfAcsIgMqQ0hl4+oWBMClS5cY1a0ODy/Yz1ebjvNQb48Sc1SX6b8RNPTo0YPw8HCXmPZWNw3JyclMW36GAG8P7osJ5Xz8UZfpB7QFUZTqYEEA3Ng0jF5x51mwK4knhlxDgM1TM6rb9N8IGh544AFiYmIcls/Vpv/O1LD2yEU2HzcvO2vWMIKU86ddqR8qzYLQOJkJA1twMTOP2euOOluKRlMp5OQV8N7qEzSrHcg93avPsrPiuM0dcHWwICzlRv7QOyqQT9ccZnB0ICEBXtVy+m8EDaNHj8bPz48lS5YYftpbnTTM23qGExez+OD2FqRcTHKKhpLitAVxhVQXC8JSHn9DE+6cu5uvd1zgxVvbOkXDleZ2JQ16FUTVa8jzCmT2xlP0blKLW7o0c4oGbUFoyiQqxI87uzTk680nOJboSs+B1WjK5uUf95FXIEy8ofpaDxbc5g64OlkQlvK914TyXdxJXv1hF1P61HaKhivJ7Uoa9EaMqtXw277T/LjrDGN7NSBQ/fWeValBWxCVQHWzICzlMX1S+eC3w9zTOYKmTavX9N8IGrQFUXUasvPy+WjjTqJC/XlyUFvSUi66cj9oC8IdGN2nCSEB3ny4Nh7z07A1jmTAgAEMHz7c2TLcgtnrjnLiYhYv3NIGXy+Ts+VUCW5zB1wdLQgLD3aL4K3fjvND7BF6Nq5Vbab/RtBwyy236POAq0DD6ZRsPlh5iN5RgbQNvfy8h6rQYE+ctiCukOpqQQCMuSGE+dvO8q/1pxnSqYlTNFRGnBE0HDhwAH9/f/z9/R2Sz6jTf2dreH3ZMTyU4pmBzapLP2gLwl3w9vRgXJ9GHDiXyjdb450tp1oxbtw4hgwZ4mwZ1Zr1fybz675zjOsXTd2aPs6WU6W4zR1wdbYgwPzoopiGNXjrlz9oX7OxUzQYoR8cHadXQVSuhsycfGb++idRIb78rVWNatMPGMmCUEo1BV4BtgENgAsi8pJN/VTgSREJs7l2E9AW8AOuB/qLSG6xvFHANOAwEAVMEJG0kjRUZwvCwkvDwrn5w/Us2JvKjNbNnaLBCP3gyDi9CqJyNbyydB9n03L579jORNQJIdHkUV36wVAWRAgwX0TeFJHxwF1KqRgApVRfINg2WCnVGLhFRF4XkReAx4D8EvJ+AnwqIq8Be4BnKu8jGJ829YK4q0tDFmw/x5GEEv8f0mgMw66TyXy+4Si3dahNl6gQZ8txCsoZS5eUUn8AfwMuAi8CM4FYyx2wUmoKUAc4gXnwXiUivxXL4QWkAb4iIkqpTsBsEelUwvuNAcYARERExCxcuBAfH7PXlJ2dbS0DJCUlERISclldaeXKiLsaDclZ+Tz+UwKtw33457XBTtFghH5wVNyDDz6Ip6cns2bNuup8ldkPrqbB5OXNlJUXSM4q4M3raxIc6Fut+qFz587Hgb92kcAsEZlFcUSkSn+AYcD7mO++52C++40CEm1iPgZWYn4AqA+wH2heLE8EkGzzuhlwsrz3j4mJkYSEBLFgWxYRiY2NLbGurDaOjrtaDW//uFMin1kqaw6cd5oGI/SDI+Kef/55+eKLLxySrzL7wdU0fLz6sEQ+s1R+2n26WvYD5hvKcsfDKl0FoZS6HrOf+xTQCcgFHgYeAfyUUlOUUtHAJWBL4WfJBnYCPYulSyxsY3lKc03gfBV8DMNzV6e6RIb68/JS8556zZUzdOhQ7r//fmfLqFacTM7i3eUHGdi6DoPaRjhbjlOpsgG48Eu1G4HxQF3AS0TGishMzHe8mSIyU0QOYb77bWLTPBI4WJinoVLKJOYv5FYBXQpjegE/Vs2nMTbenh78c0grDp1P49vtZ50tx6VJTk4uch6B5uoQEWYsP4q3yYOXCk/xc2eqahVEDLAAiMU8aAYA/wI2KqWaAWMx381OBd4VkV+VUj2VUi8Vxn4vIr8XplsATAbWF7abrpQaCDQCni5DQ7Vehla8rlPtmvRsHMQn608yoEUo4YHeVa7hauOMoGHSpEn6PGAHavhhTwJbjl9iSv8oPHPTSExMq5b9gJGWoYlIHBBYSt1hYGLhj+31F0qJ72lTPgY8aKeGar8MrXjda3/3Z8A7a/j3xnN8ePc1TtFwNXFG0KCXoTlOQ55XIO+sjuOaBjUYc0NrPDxUuW1cuB8MtQxN4wQiQwO4v1s9fth5mvWH9DRa4zxEhCnf7SIvX5h+Y5Mig687o3fCGXDa60gNw1oEsGyfD//8bifz72tHZnpqlWswQj9caZzonXAO0bBg6wlWH0hg0g2R1PQoes5vdewHjGRBGAF3tCAsvDIsiPu/2Mp3+1K4q32wy0z/jaBBWxBXr+FUciYfb0qge5MQHunfhqSkC+7QD3ZZEG4zALszfVvUZnDbunz422F6N2pHsb93mjL4+9//TpMmTcoP1JSIiDBl0S4KRHjz7x209VAMtxmA3dWCsJQf61mX1QfOM+OXw3wU5INSyi37oaJx1113nT4P+Co0fLfzPOsOJTK+Vx38CjJITMxwi35AWxBFcWcLIiwsjLAwmDAwm1d+3M/vp3K4tWP9KtdQ0TgjaNi8eTOZmZk0bNjQIfncYOptfX0qOYv31xyiV7NQRnSPdLd+0KsgNEV5oFdj2tQN4MUf9pGUnuNsOS7B9OnTGTlypLNluBx5+QVM/+kIHkrx+u3t8VDaeigJt7kDdncLwsKTvcIZu/g4zy3axsRe4U7RYIR+sDdOr4K4Mg2zN55i56k0XrmpKb75GW7XD2gLoijubkFYuAZ4rK8nH/x2mEEtw7i1lCcpV/d+sDdOr4KouIYTGSY+23iKwa1Cuad3S6doMEA/aAtCUzKP3dCMZrUDmbH8KGnZec6Wo6lGpOfk8+T8HdSt6csz/aOcLcfwuM0dsLYgir7+Z/9GjPq/fby4eAfP9I9y234oL05bEBXTMOPnQ5y8mMGnd7YiPyvdYborosEI/YC2IIqiLYiicTeEhXHnHxeYv+0cw7pE0bxYn7hLP5RXHjlyJM2a/fWkXoNPe52qYemu0/xyMIUnbmjGgI5NSExMdMt+KERbEJqyeezahjQOC2DSf3dpK6IU+vTpw9ChQ50tw/CcvJjBP7/bTZu6AYzrF+1sOS6D29wBawvi8tc5mWlMHxjJqG/2MfOXw7xyy19/HdypH8qKO3jwILm5uTRr1szw015nacjNL+Dhb/aRXyBMua4OKReTqlxDRfNpC6KK0RZEyXHXNw3j0TM5fLTqMLedy2Ngm7pVrsEI/VBa+a233qJGjRqsXr3aIfmq49T73xvPs/dsOh+P6ESrCC+37QdtQWiuiHH9omle259nv9tNYlq2s+VoXIhVh5L4fMNR7u8ZxeB27v14oSvBbe6AtQVRdt3k3nV45H/HmLQgjjduiXbbfigep1dBlK7hVHIWL/x0hNZ1AxjTNbzMPqrO/VBSHNqCKIq2IMqO6whMutGHGcv+YOXRTKJ9fNyyH4qX9UaMkjXUqBXMtPkbUUrx6b1dqRfiX+UajNAP2oLQOIyHrm3Ctc3CeOGHvcRf0qsiNKXzytL97DqZwvODmtDQZvDVVAw9AGuseHgo3hnegQBvT97ZmExWbr6zJTmdUaNGMXXqVGfLMBRLdp9n3qbjjOnThOujQ5wtx6VxGwtCe8D2xXkAzw9qzLhFB3hu4TaeHVB6f1XnfrDQsWNHfR6wjYY9Z9KYufwYXSNr8mDnMLfth/Li0B5wUbQHbH/cLWFhrNxzkkU7z9O/bQO6RJTeX9W5HwB+/fVX/P396dixo0PyubL3WeATyDM/7KB2DW8+vbcbwQHeJHoot+sH7QFrKp272wbSoUEQkxft4nSK+y5Ne/vtt3nyySedLcPp5BYIj361jZTMXN68NZrgAG9nS6oWVMkdsFKqKfAKsA1oAFwQkZds6qcCT4pIWLF2LYGtwN0isrSEvJ8ALW0uPSEiu0vRoC2ICsQV5Obw4qAoRny5h4mL/+CLe7zw8fRwu37Qy9DMzI5LJvZ4Nq/e3Iw6Pnkl6qlsDUboB1e1IEKA+SKyBEAptU8p9aOIxCml+gLBxRsopfyAyUCJA2ohZ0VkrD0CtAVRcQ0dmzXgvbu8GP1lLO+vP8Prt7evcg3O7ge9DA2+3HiMFceyebhPE0Zc26LMQ3YqSwM4vx8qqME4FoSIbLUMvjbvm66UqgPcBXxYQrNXgZeBsp6dU0Mp9ZxS6hml1ONKKbfxtKuKAa3r8GD3enwbe5JvtsQ7W46mill14DwvfL+XzhE+TB7UsvwGmgqhRKRq31CpYUBf4CngM2AiEATEWiwIpdS9QLqILFJKrQbeKsWC6ATsEpE8pdQbQKqIvFxC3BhgDEBERETMwoUL8fHxAcxTCksZICkpiZCQkMvqSitXRpzRNGRmZfHWlgz2JOQwvVcN2tQNcJt+ePDBB/H09GTWrFlXna8y+6EyNJzJ9OC5VUlEBJp4uoOiXu3QKtdghH64Eg2dO3c+DiTyF7NEZBbFEZEq+wGuBz7AfAfcGfgEmAK8DqQXlqOBLwrLU4A/gbnAbeXkHgSsKk9DTEyMJCQkiAXbsohIbGxsiXVlzdMjZAAAGHBJREFUtXF0nBE1XEzPll4zV0qXl3+RhNQsp2hwZG574+bMmSMbNmxwSL7K7AdHa9h/9JT0mLFCur66XM4kZzpFgxH64Uo1YL6hLHdMrLJVEEqpm4AbgfFAXcBLRMaKyEzgYyBTRGaKyCEReaCwPBM4ASwUke8K8zRUSpkKy2/avEU0cLiqPo+7Ucvfm0/uiSElK49Hv95GTl6BsyVVCR06dKBnz57OllGlZOTk8fTigyRn5jLnvi7UDfJ1tqRqS1WtgogBFgCxwCogAPgXsFEp1QwYC/gVroZ4V0TSC9s9DUQCdyqlkkTk98I8k4H1QLhSaiaQAbQAni5Dg14FcZUa6vrAxN4RvLrqNBO+2cr4HqFVrsFRue2Ni42N5dy5c3Tt2tXw37w7QkNegTB5yUH+OJ/OW39rTl0f8woQV1qBYAQNGGkVhIjEAYGl1B3G7ANPLKHuHeCdYtd62pTvr4AGvQrCARqGxUCaRwDvrzxEZIgfE29qVuUaHJHb3rhZs2a5zXnAIsIbq0+z9kgyk/tFclu3v55s4WIrEIygwTirIDTViyf7RzO0Qz0+WhfPz3vOOFuOxkF8uDae/8adZHy/aIZfU9fZctwCt1m2pS0Ix2qYcn19Dp9JYvz8Hcy+K4dWdQOqZT+Im2zEmLf1DF9uPcMdHWtzT8dgl57+G0EDRrIgjIC2IByv4b3bW/PgN/t56n+HWPRID4KCql8/uMNGjNXHs3h/zQkGtAhh5vDOmDwUSqkq1WCEftAWhMalCA3w4j8PdiW/oICRc7aQmF7WnhmNEfnljwtMXriTa5uF8eLgppg8lLMluRVucwesLYjK0VArCN4d1pyxC/bz+Lf7mP0PDwJ9PKtNPzzxxBNERkZWSwtixYELTPvxMB3r1+C1IVFkpqeSmOhRpRoqEudKGtAWRFG0BVF5GvqGhfGJtz+j/hPLsz8e44sHulS5hormtjeuXbt2xMTEOCyfUabev+w9y9Qfj9CuXiBfju5JoI8niYmm6jL9N4IGbUFoqo6+LWrzwqAmbPzzAk98s528/OqxUWPz5s2sWLHC2TIcysr953j8/7bRrkEQ79/WgkAft7kPMxxu0/Pagqh8DT3rezG5XyRvrDxOVmYGb/4NPE0eLt0Ps2fPxs/Pj44dOxp+2mtPvh93nuSV304THebPu7c2JT8r3a7crjT9N4IGtAVRFG1BVI2GRwc0xccvgJeX7uPllSd5/87LnyRR2RocGVedVkF8t+0kL604RfuGtZh7f1eC/L3KPFrShaf/RtBglwXhNgOwpuoYdW1jUlPTeG/NCUxK8Vy/Bs6W5PbM23iMaUv20qVRTeaO6kaAth0Mgf4taCqFe7pE4OPnz+s//0FmVhb/GhmKt6f+ysEZzN18mo/WxdO/VW1evDFSD74Gwm1+E9oDrnoNd7QNIiOjIR+ujef+Ob/zxi3R+HqZXKofXHknXH6B8P6aE/xf3FlubBnKi4MiSU/7a6lZVWiwJ3d11ID2gIuiPWDnaJgwJIwaPp68tuIoH3yxgGEDehHdOJLg4GDmzZtHdHQ0TZs2JTc3l8WLF9OjRw/atm1LVlYWcXFxBAcH06pVKzIzM1m6dCk9evQgNDQUX19fFi5cSLt27WjatCkpKSksXryYDh060LRpUy5evMhvv/3GgAEDiIqK4uLFiyxdupR+/frRsGFDLly4wNKlSxkwYABBQUHk5eXx888/061bN8LCwjh16hTLly9n/PjxdO/enczMTH777TeGDRtmrV+3bh233norwcHBxMfHs27dOoYNG0ZQUBDJycmsX7+e66+/nrCwMA4cOMDatWsZMWIE/v7+7N+/n/Xr1zNy5Eh8fX05dOgQ69atY8SIEQCcPn2abdu2MXLkSHx8fDh58iQ7duzg5ptvJiwsjLi4OHbs2MGoUaMA2Lp1K3v27OGBBx4AIHbbdtbsPMw3Fxpx5zV1mHFHDCYPRaLJwx38VyNo0MvQNMbgtg61ebz+KbxyLvHxqiNcSP//9s48Oqoi3+OfXzbSZBNIIGwBAQEjIJAoCgKCT3ju4gL6dBTx4TjPUVxQfDO44xNh1MNzGeUp4HJGFBx0wC0eNxyIw6IsIhLAIGBYEsKSkJB0wu/9cW+wE7J0Ot19O+n6nJOTuvf+qvrbv1unuup361a5nZbkNWlpafTp08dpGY2ioLiMRev2wdED3N5xF/df0N284RaiBH1LIqfwCEFM/uyzz0hKSgKsoUNVGiAnJ4fevXufdK2udCDsWqKGvLw8thWUMHPtcdq6IplzdV96JLcOeT/MmzePzp07M3bs2CaXF8h7UXV8wB3NPUtyKCguZ+qgCPp2iKNTp05B1RAKfnBaQ0pKyjastc9NCAJMCMJpDT179mQ4MCjzELfOX8WtCzfz1xsy6NsmtO/FO++8Q0JCwonQQCgPe7/IKeSxT7biionilevSOb9/dwC/7GLczIb/oaDBhCAMoUNlZSWVlZUM7HoKC244g05JLm6ev4olG/Y7La3ZU3lc+cunW3jgH1s5rUMCy+48j34d40/43BC6hE0P2MyCcFbDkiVLABg3bhytOcYr43vzp6XbeDIrly37jnLvqG6UHi0KqAZf7EJ9FsShUjcPf7SdlbmHuahPEg9ddBpR7uJqPh89enRANTS2vHDQgJkFUR0TgnBWw5AhQ6qdS05O5o3J7Xns/XW8uXoPWwvLefKi7vQMMT+E8ptwa3cd4ZGPf+TA0TJmXNmPsT1bk5KScsKuyuf11femavC1vDDQYEIQhtBhwIABDBgwoNq5qMgIpoxM4+UbB7N9fzE3vPkD32zNd0hh86Gi8jjPZm3h9nc244qJ5O9/GMaN53RDpPpMh9p8bggtwqYHbEIQzmpwu62pZ9HR0Sddy0xNYsEN6Uxd8hO/e20V/5GRyh3Du4aEH6ZPn06PHj1CJgTx4858nnl7E+t/LWZs7yT+/O+n0Tqm9hBJlc9LSkr8qiEU/BDqGjAhiOqYEISzGpYtWwbAxIkTa7VLToa3boph7qp83sj+hbW7j3LbgBiGOuyHtLQ0zjzzTL+V5+u9aNO2HfNX5DL70x3EREUw57qBDOvSqt7yqnxe9fJGUzU0o+F/KGgwi/EYQofMzMwGbWKjI3n8in6M6tueBxZvYNrnReyN2Mbk4T2CoLB2srKy2LZtGxMmTHBMw+4jFcx4eSXf7zzE8B6nMHtCBqlJsSd6YnXhjc8NzhI2DbAJQTirITXV2ua8vqF8Vbp/uwje/t0Z/Pn9jcz+dAvvrdnJlKEpDPPj9/PWbtGiRbhcLi644IKgD3uLyyp4LTuPv60tID42ihmX9OScjlFEuYspKChusLwqn4fb8D8UNBBKIQgR6QnMAL4DugAHVPVxj+vTgbtVNdk+TgeeBr4BegG7VPWJWsrtDjwEbAO6A/epanFtGkwIwlkN8fHxRH0zm6gLH/KqvGTggWF5HGrdhYc/2MSUpTu5fp8ydUwfkvzw/by1c2IWxHFVlu88xlMf/0R+URmju7uYdeMwkuNbNeqliiqfM+gP4Tb8DwUNITULoi2wUFVnq+oU4DoRyQAQkfOBNjXsWwFzVXUWcDtwj4h0rqXcl4FXVPUp4AdgWqC+gKFpLFy4kKgVf2l0vgtO70DWPSO4MTOVd9fsZuTsr5j37a+Ulre8FwxUla9z8pn41ibufXc9nU5x8f4dw7jjrCSS41s1ujxffW4IHo6sBSEiPwFXAgeBx4CZwJqqHnAN287ASuB0VS3xOB8NFAOxqqoiMhh4VVUH11LGbcBtAB07dsxYvHgxrVpZFbqsrOxEGqCwsJC2bduedK2udCDsWqKGwsJCLl1zA2sv+8JnDfllkby1sYjVeWW0c0Uw/ox4zk2NIM4VGzA/TJo0iaioKObOndvk8urLsz6vmEVbythc4CbZFcF1/RIY2S2WCBGv7kV9Pl855uOg1Ad/+KGlaMjMzPwF8AzSz1XVudREVYP6B4wD5mD1vl/D6v12Bwpqsb0DyAYur+VaR+CQx3EvYHdDn5+RkaH5+flahWdaVXXNmjW1Xqsvj7/tWqyGRxL9ouHT77br5c9/o92mLdMhM7L09ZW5Wlpe4V+tNoMHD9aRI0f6pbyaefbu26+f/LBHr35phXabtkwzZ3ymr6/M1V/37Ktm5829qPPaI4lBqw/elhcOGrA6lA22h0F9CCcio4BRwN3AYMAN/N5uhF0i8iDwnqpuBVDVF0XkNeB7EclV1Y0exRXYecT+womAWVggRCkpKaG1n8oa3DWR9+84la+25PNc1mYe/mAT//v5Vq4/O42xveJJPmkc5TuzZs2qNg3NHxwudfPBul95dfl2dh48Rpc2Lu4b1Y3/HHU6rpjIBmc3eIs/fW4IDEFrgEXkEmA4MAWr9xqtqrfb17oDt6rqTPv4GmCtquaq6jER2Q90AzaKSFcgT1XdIvIlcBawChgGfFjP55tZEA5qWLJkCZPxbhaEtxr6J0fw7MWd2V4UwZur9/DCF9t48Us4r8cOrhzQntM9nix4q1VWzuFw2tm4u5wLgMvlghq6o3dnIztXUTB0ilffHawHa19v3sPnudv4cmshZRVKn5RYnrq0F6N6t+Vo0RGOHjnIUR/8UNfnVvk83GYghIIGQmwWRAbwDrAGa43MOOBFIFtEemE9aHPZsyGeA44B/yMi64EOwAbgY7u4d4AHgH/a+R4WkTFAGnBvXRrUzIJwVMOIESPgbY9ZDn7UMLZXMmMH9WBXYQmvffUTSzcdYPn2HBJaRXJR/45c3L8jvRITvNJ6OO1skrKmwLUL4NQRvPDCC+Tk5Pz2AknRj5A1hcNj5pDUQHnlFcfJzj3Etxv28NmP+9hfVEZibBQTzkpjfGZXOsSUn1i7oSBC/P70v8rnZi2I0J0FEZQGWFXXAvF1XNsGTLX/qlhm/9VmP9QjvQOY5DehhoARjF0lurZtzR9HpPGnyweyYlsBi1fl8tHGvby7ZjetooSzT23HiNNSyOjehg4xx2stw93lXKvxXTQRrl3A0qVLSUhIYOLEiUTvzga7cXYnpJ+Ut6yiks17ivh8Yx4b9/3M6txCjpZX0jomkvP7pHBet3iuGtKL2OhIAL+FGuqiue3kEY6EzYsYBmcpLi6u/Rc4AMRERTCqb3v6J0cQn9SG7J8PkLVhF6t3FfPkR5sBiIwQ+qYmkN4xkfatIb2rm7S2rZHyMlp3GYrrmvnIoolktmvFlvIEyF1Owid3cuyq+Rxqezabf9lD0a/l/HqwlK37i9i46yC5B0qpOG7NKuqZEse4wZ0ZlBrLJRk9iI22YrtVjW8wCKbPDb4RNg2wiQE7q6EqHumeO4a4ygrckVbVqysN0Ku0BPfa1vXa1cxT81pkZBTnAedUVhAVH8Xe2Dg2lKWyrjSFTQc78tW+duRXxgG7q32XGKlgeMQknh70DK9uKaJwwfXc6b6LFfNKgM+r2aZEHqVv9H5GJxaQHpPPoJhf6BhTDvuhYk8FkRuicHuhtSl+qO3awkMDuaUJ98yT5hR/DQUNhFIMOBQwMWBnNUyePBkenUp0dDTAif/1pSPKIryy80w3ZNc1upyurp2Midt+4tqhMsjTduxyJ1JQHs0R4jhUGUuZRvLWv2J4cGARX0UOZYCrhOFRK0mILCdFDtMttpTO0UXER7hxu90nyvNMN0VrY/1Q8/iW1C3wi4kBh30M2GA4wS0fctjjddq60gA5a9eSkZFRr13NPL7YVRQUkJ6cTDo19k/LXc7Bw7N4fUcqN6dvYdCY/yJp4GVQ087Lz/VVqzd+qPPao79tFGkIPcKmATYhCOc1JOPfaWhN+X4N2UXvzibhk7vIPetRRmWO43DheuI//iOHsR7UheKwty6fO63BH3mamwZMCKI6JgQRGhpq/ndCQ4N29lQzJryOFsaRlpYGaWkcht+mqCWlh+Kwt9ZrJgQRuiEIsyWRweBB9O7sE1PQOHUEixYt4qWXXgKqT1GL3p3tpExDCyFsesAmBOG8huYQgpCdqzg8Zo41z7eggKysLFwuF+PHj7fsktKJHjOHip2rKLDflvP2c00IInw0YEIQ1TEhiNDQEOohiIKhU6q94VbresDJl1HQ5dxQHPaaEEToaDAhCIPBYAhlwqYHbEIQzmtoDiGImnaqittd+67DjS3PhCDCRwMmBFEdE4IIDQ2hHoKomXZiS6KaaROCaJYavApBOLIjhpOISD5wCKj6yUrySIPdUavlWl3pQNi1SA1dEqXT7iOa56QGH+y80eBteUHXYPv8qJMa/JSnuWk4TVUbfgvGm1XbW9of1vYgJ6Xt4zUN2dWSx992RkMz0uBteUZDeGqo7y9cH8ItrSPtrV3NPP62MxqalwZvyzMawlNDnYRdCKIhRGSNqmYaDUaD0WA0BFpDuPaA6+PknUuDj9FgYTRYGA0WLU6D6QEbDAaDQ5gesMFgMDiEaYANBoPBIVr0ixgi0hOYAXwHdAEOqOrjIhIBTAaeAEar6g818vUFVgPXq+oy+9xA4A4gF2gPTFXVikBoEJFLgH6ACxgF/Juqun3V4IsOEYnBinftwNqZOk9VnwiQL54DSoBi4EzgblXda+e5H0gE2gBZqvqPYGoQkYuBa4FNwADgPVX9INh+sPMFo17Wdy/8Wi99uBfBrJNTgP5ADjAMmKmq2XYe/9VJb+aqNdc/4CzgCo/jH4EMYBAw0L6R/WrkcQHzgJXApfY5AX4AUu3jZ4BbA6EBOBV4xeO4H9ZIxWcNPuqYAHxgpyOAg0DnAPlihse5acDzdnoI8JGdjga2AqcEWcPvga52ugPWZPsm3Y/GaghyvazLD36vlz5oCGadfABw2efGAZ8Fok626BCEqq5Wu7diEwEcVdXvVXVdHdmexOoNlnuc64F1M6p6IyuASwKkYQJQIiL3iMgTQHtVPd4UDT7q2If11g9Yv/Z5QGFTdNSjYXqNc8V2+lIg287rBjYDI4KpQVVfUdVdNWybdD988AMEr17WpcHv9dIHDcGsk7NUtdQ+1wurYQY/18kWHYLwRETGAZ+q6k/12NwErFDVXBHxvNQeKPI4PmKf87sGoBvQG7gXiAHWicgVQDt/aPBWh6p+JSLficgb9ue8rqqlIhIwX4jIKcAY4Gr7VHusCl7zs/KDqMGTB4A7PbQFRYMT9bIWPwS0XnqjIdh1UkRSgf/GGiVeZZv5tU6GRQMsIqOwYlZ3N2A6CtgiIg8CacA1dtxpPZDgYZcI7A+QhiPAKrXGMWUish4YCnzTVA2N0SEidwExqnqTHSf+l4j8AGxpqo7aNIhIEvASMElVC+3T++v4rLrOB0JD1bWpwEZVfa8BbYHQENR6WYeGgNVLbzUEu07avdkpIjIa+Ag4Gz/XyRYdgoATDw7GAlOAVBE5ty5bVb1FVWeq6kxgJ7BYVf8O/AyU2r+IYAXlPwyEBuBzrOFMFd2wHgQ0SYMPOroCewDsoeY+ILapOmrTICLJwIvA/XYvr6rXtQw4184XBaQDy4OsARGZDuxS1Xkicr6ItAumhmDWy3r8EJB62UgNwayT93uY5PLbd/drnWzRL2KISAbwNbDGPhWHdWM/wHpaeR/wJvA3Vf3WI9+9WEPNfwJ/VdWV9hPOO4FfgLZ4/5S10RpE5FGsH8c4oEBVn7LP+6TBFx12RXoe68GCC+sX/U5VrQyAL+7CGo1V9baKVPUyO8/9WE+b2wAfa/UnzgHXYPe6pvNbDLAzcKGq7gimH+x8waiX9d2LR/FjvfThXgSzTmZgxdsLsGZiLFTV9+08fquTLboBNhgMhlCmxYcgDAaDIVQxDbDBYDA4hGmADQaDwSFMA2wwGAwOYRpgg8FgcAjTABsMBoNDmAbYYDAYHMI0wAaDByLSXURyRWS6iMQ1Mm9nO9/BQOkztCzMixiGsEFEErHeeorBWl4xBzgGDLVfbUVEugMLVPX8JnzODlXt3kS5hjDA9IANYYOqHlHVQcAtWOu7DlTVc6oa39oQkVtEZK+ITBORV0RkuYgkikgfEXndPv+miPQO3jcxtBTCYjU0g6EG/bB2uGgQVZ0vIjcD61T1aRF5EbgQa2GYY8BzWOtDHAuUWEPLxfSADeFIOtaCLo0hx/6fj7Xs4P9hLTf4DfAY4PabOkPYYBpgQzjSCdjboFV1aj4sGYK1T9gQrGURb/KHMEN4YRpgQzjyKfCaiIxsyFBELsRa+3aSiPTA2n7mMqydIJ4VkWlACrAkgHoNLRQzC8Jg8MDMgjAEE9MDNhiqUwrki8iDPswD7mRvG7QxMNIMLQ3TAzYYDAaHMD1gg8FgcAjTABsMBoNDmAbYYDAYHMI0wAaDweAQpgE2GAwGhzANsMFgMDiEaYANBoPBIf4fLNnsoJ4Brt4AAAAASUVORK5CYII=\n"
|
|
],
|
|
"text/plain": [
|
|
"<Figure size 360x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"maximize_and_plot_likelihood(gauss, (1000, 3000), save=('gauss', 'haupt'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 197,
|
|
"metadata": {
|
|
"autoscroll": false,
|
|
"collapsed": false,
|
|
"ein.hycell": false,
|
|
"ein.tags": "worksheet-0",
|
|
"slideshow": {
|
|
"slide_type": "-"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([2.82678971])"
|
|
]
|
|
},
|
|
"execution_count": 197,
|
|
"metadata": {},
|
|
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