From 09b5b8289fa753d2e578d31c0d023a5369b67e88 Mon Sep 17 00:00:00 2001 From: mmkekic Date: Tue, 30 Apr 2019 13:22:48 +0200 Subject: [PATCH] Add explanation notebook for esmeralda --- liquidCities/Esmeralda_nb.ipynb | 1120 +++++++++++++++++++++++++++++++ 1 file changed, 1120 insertions(+) create mode 100644 liquidCities/Esmeralda_nb.ipynb diff --git a/liquidCities/Esmeralda_nb.ipynb b/liquidCities/Esmeralda_nb.ipynb new file mode 100644 index 0000000..42acb35 --- /dev/null +++ b/liquidCities/Esmeralda_nb.ipynb @@ -0,0 +1,1120 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## This notebook uses the output of Esmeralda to show the beautiful things that can be done with it" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import os\n", + "import sys\n", + "import random\n", + "import tables as tb\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import invisible_cities.core.fit_functions as fitf\n", + "from invisible_cities.core.stat_functions import poisson_sigma\n", + "from invisible_cities.core.system_of_units_c import units\n", + "\n", + "from invisible_cities.icaro.hst_functions import hist, gausstext, labels" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "### Useful parameters for plots\n", + "plt.rcParams[\"font.size\"] = 15\n", + "plt.rcParams[\"figure.figsize\"] = 13, 11\n", + "plt.rcParams['figure.max_open_warning']= 0\n", + "\n", + "## Color definition\n", + "def get_color(r, g, b):\n", + " return (r / 255., g / 255., b / 255.)\n", + "\n", + "fucsia = get_color(218, 60, 78)\n", + "light_blue = get_color(35, 180, 203)\n", + "orange = get_color(255, 127, 14)\n", + "pink = get_color(255, 152, 150)\n", + "green = get_color(44, 160, 44)\n", + "brown = get_color(140, 86, 75)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some useful functions" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def exp(x, a0, tau):\n", + " return a0 * np.exp(x/tau)\n", + "\n", + "def gauss(x, amp, mu, sigma):\n", + " return amp/(2*np.pi)**.5/sigma * np.exp(-0.5*(x-mu)**2./sigma**2.)\n", + "\n", + "def expgauss(x, a0, tau, amp, mu, sigma):\n", + " return a0 * np.exp(x/tau) + amp/(2*np.pi)**.5/sigma * np.exp(-0.5*(x-mu)**2./sigma**2.)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def fiducialize_df(tracks_df, summary_df, rmax, zmin, zmax):\n", + " \n", + " fid_evt_sel = (summary_df.r_max < rmax) & (summary_df.z_min > zmin) & (summary_df.z_max < zmax)\n", + " fid_evts = summary_df[fid_evt_sel]\n", + " fid_trks_sel = tracks_df.event.isin(fid_evts.event.values)\n", + " fid_trks = tracks_df[fid_trks_sel]\n", + " \n", + " return fid_trks" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def one_s2_cut(tracks_df, summary_df):\n", + " \n", + " sel_evts = summary_df[summary_df.nS2 == 1]\n", + " oneS2_trks_sel = tracks_df.event.isin(sel_evts.event.values)\n", + " oneS2_trks = tracks_df[oneS2_trks_sel]\n", + " \n", + " return oneS2_trks\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Upload the data : \n", + "### Esmeralda outputs corrected hits, tracks and summary tables. Here we extract only tracks and summary tables for one data run, that were previously been merged into one dataframe ###" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "file_name = os.path.expandvars('$ESMERALDA')+'/merged_dfs.h5'\n", + "tracks = pd.read_hdf(file_name, 'tracks')\n", + "summary = pd.read_hdf(file_name, 'summary')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "tracks = tracks.sort_values(by=['event', 'trackID'])\n", + "summary = summary.sort_values(by=['event'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Parameters for fiducialization" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "r_max = 180 * units.mm\n", + "z_min = 20 * units.mm\n", + "z_max = 510 * units.mm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract the energy scale from Cs photopeak and Tl double escape peak and photopeak" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "e_keV = [662, 1593, 2615]\n", + "e_Kr_keV = [0, 0, 0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### First cut: fiducialization" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "fid = fiducialize_df(tracks, summary, r_max, z_min, z_max)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Second cut: single track" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "one_track = fid[fid.numb_of_tracks == 1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Energy histograms" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Counts/bin')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins_e = 1000\n", + "h1 = plt.hist(one_track.energy/units.keV, bins=bins_e, range=(0, 2800))\n", + "plt.xlabel('Energy (Kr-keV)')\n", + "plt.ylabel('Counts/bin')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Counts/bin')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins_e = 80\n", + "h2 = plt.hist(one_track.energy/units.keV, bins=bins_e, range=(1410, 1900))\n", + "plt.xlabel('Energy (Kr-keV)')\n", + "plt.ylabel('Counts/bin')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters values: [1.79804839e+04 6.78093669e+02 4.53117789e+00]\n", + "Parameters errors: [2.44792862e+02 6.59620403e-02 8.47403547e-02]\n", + "Chi2/ndf = 3.5986487369220557\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins_e = 80\n", + " \n", + "y, x, _ = hist(one_track.energy/units.keV, bins=bins_e, range=(615, 750))\n", + "plt.xlabel('Energy (Kr-keV)')\n", + "plt.ylabel('Counts/bin')\n", + "\n", + "fit = True\n", + "\n", + "if fit:\n", + " \n", + " seed = 30, 680, 5\n", + " sigma = poisson_sigma(y)\n", + " f = fitf.fit(fitf.gauss, x, y, seed, fit_range=(670, 685), sigma=sigma)\n", + " print('Parameters values: {}'.format(f.values))\n", + " print('Parameters errors: {}'.format(f.errors))\n", + " print('Chi2/ndf = {}'.format(f.chi2))\n", + " legend = gausstext(f.values[:], f.errors[:], 663, 2458)\n", + " xmin = min(x)\n", + " xmax = max(x)\n", + " mx = np.linspace(xmin, xmax, 1000)\n", + " plt.plot(mx, f.fn(mx), 'r-', label=legend)\n", + " plt.legend(loc=1)\n", + "\n", + " plt.plot(mx, fitf.gauss(mx, f.values[0], f.values[1], f.values[2]), 'b-', label=legend)\n", + " \n", + " e_Kr_keV[0] = f.values[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1031.45726548 -636.37160657 12635.14436959 1648.20649455\n", + " 13.49346761]\n", + "[297.92583126 71.47310968 336.52339307 0.38635152 0.35109174]\n", + "Chi2/ndf = 1.0739980044094701\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "y, x, _ = hist(one_track.energy/units.keV, bins=bins_e, range=(1410, 1850))\n", + "plt.xlabel('Energy (Kr-keV)')\n", + "plt.ylabel('Counts/bin')\n", + "\n", + "fit = True\n", + "\n", + "if fit:\n", + " \n", + "# seed = 11000, -70000, 100, 470000, 500\n", + " seed = 15, -445, 3300, 1650, 18\n", + " sigma = poisson_sigma(y)\n", + " f = fitf.fit(expgauss, x, y, seed, fit_range=(1500, 1800), sigma=sigma)\n", + " print(f.values)\n", + " print(f.errors)\n", + " print('Chi2/ndf = {}'.format(f.chi2))\n", + " legend = gausstext(f.values[2:], f.errors[2:], 1593, 2458)\n", + " xmin = min(x)\n", + " xmax = max(x)\n", + " mx = np.linspace(xmin, xmax, 1000)\n", + " plt.plot(mx, f.fn(mx), 'r-', label=legend)\n", + " plt.legend(loc=2)\n", + "\n", + " plt.plot(mx, exp(mx, f.values[0], f.values[1]), 'g-', label=legend)\n", + " plt.plot(mx, gauss(mx, f.values[2], f.values[3], f.values[4]), 'b-', label=legend)\n", + " \n", + " e_Kr_keV[1] = f.values[3]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1801.98215929 2702.73293134 23.35866629]\n", + "[153.97407083 2.1784686 2.22905067]\n", + "Chi2/ndf = 1.3086460235759128\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "y, x, _ = hist(one_track.energy/units.keV, bins=25, range=(2500, 2800))\n", + "plt.xlabel('Energy (Kr-keV)')\n", + "plt.ylabel('Counts/bin')\n", + "\n", + "fit = True\n", + "\n", + "if fit:\n", + " \n", + " seed = 1000, 2700, 50\n", + " sigma = poisson_sigma(y)\n", + " f = fitf.fit(gauss, x, y, seed, fit_range=(2660, 2750), sigma=sigma)\n", + " print(f.values)\n", + " print(f.errors)\n", + " print('Chi2/ndf = {}'.format(f.chi2))\n", + " legend = gausstext(f.values[:], f.errors[:], 2615, 2458)\n", + " xmin = min(x)\n", + " xmax = max(x)\n", + " mx = np.linspace(xmin, xmax, 1000)\n", + " plt.plot(mx, f.fn(mx), 'r-', label=legend)\n", + " plt.legend(loc=2)\n", + "\n", + " plt.plot(mx, gauss(mx, f.values[0], f.values[1], f.values[2]), 'b-', label=legend)\n", + " \n", + " e_Kr_keV[2] = f.values[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 662 1593 2615] [ 678.09366864 1648.20649455 2702.73293134]\n" + ] + } + ], + "source": [ + "e_keV = np.array(e_keV)\n", + "e_Kr_keV = np.array(e_Kr_keV)\n", + "print(e_keV, e_Kr_keV)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpolate with a second grade polynomial passing by the 3 points" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "678.0936686448143 1648.206494549822 2702.7329313389487 662 1593 2615\n" + ] + } + ], + "source": [ + "x0 = e_Kr_keV[0]\n", + "x1 = e_Kr_keV[1]\n", + "x2 = e_Kr_keV[2]\n", + "y0 = e_keV[0]\n", + "y1 = e_keV[1]\n", + "y2 = e_keV[2]\n", + "print(x0, x1, x2, y0, y1, y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "16.474977057706493 0.9487975070500577 4.678966957978592e-06\n" + ] + } + ], + "source": [ + "# y = a0 + a1*x + a2*x**2\n", + "a2 = (y2-y0-(y1-y0)/(x1-x0)*(x2-x0)) / (x2**2-x0**2-(x1**2-x0**2)*(x2-x0)/(x1-x0))\n", + "a1 = (y1-y0-a2*(x1**2-x0**2))/(x1-x0)\n", + "a0 = y0-a1*x0-a2*x0**2\n", + "print(a0, a1, a2)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(600, 2800)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib import gridspec\n", + "\n", + "def Kr2keV_poly(k):\n", + " return a0 + a1*k + a2*k*k\n", + "\n", + "residuals = 100*(e_keV - Kr2keV_poly(e_Kr_keV)) / e_keV\n", + "\n", + "fig = plt.figure()\n", + "fig.set_figheight(6.0)\n", + "fig.set_figwidth(15.0)\n", + "gs = gridspec.GridSpec(2, 1, height_ratios=[1,1]) \n", + "\n", + "ax1 = fig.add_subplot(gs[0])\n", + "ax1.plot(e_Kr_keV, Kr2keV_poly(e_Kr_keV), '--', color='gray')\n", + "ax1.plot(e_Kr_keV, e_keV, '.', markerfacecolor='none', markersize=12, color='red')\n", + "\n", + "ax1.set_ylabel('Energy (keV)')\n", + "ax1.set_xlim(600, 2800)\n", + "\n", + "ax2 = fig.add_subplot(gs[1])\n", + "ax2.plot(e_Kr_keV, residuals, '.', markersize=6, color='red')\n", + "ax2.hlines(0.0,xmin=600.,xmax=2800,linestyle='--',color='gray',alpha=0.4)\n", + "ax2.set_xlabel('Energy (Kr-keV)')\n", + "ax2.set_ylabel('Residual (%)')\n", + "ax2.set_xlim(600, 2800)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Energy-calibrated plots" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "e_min_plot = 1400\n", + "e_max_plot = 1800\n", + "\n", + "energy_start = Kr2keV_poly(tracks.energy/units.keV)\n", + "energy_fid = Kr2keV_poly(fid.energy/units.keV)\n", + "energy_single = Kr2keV_poly(one_track.energy/units.keV)\n", + "nbins = int((energy_start.max() - energy_start.min())/5)\n", + "\n", + "sep = one_track[np.isclose(one_track.ovlp_blob_energy, 0)]\n", + "energy_sep = Kr2keV_poly(sep.energy/units.keV)\n", + "\n", + "oneS2 = one_s2_cut(sep, summary)\n", + "energy_oneS2 = Kr2keV_poly(oneS2.energy/units.keV)\n", + "\n", + "bins = np.histogram(np.hstack((energy_start, energy_fid, energy_single, energy_sep)),\n", + " bins=nbins)[1] # get the bin edges\n", + "\n", + "plt.hist(energy_start, label='no cut', color=green,\n", + " bins=bins, histtype='step', stacked=True, fill=False, linewidth=2.0)\n", + "plt.hist(energy_fid, label='fiducial cut', color=fucsia,\n", + " bins=bins, histtype='step', stacked=True, fill=False, linewidth=3.0, linestyle=':')\n", + "plt.hist(energy_single, label='single track cut', color=light_blue,\n", + " bins=bins, histtype='step', stacked=True, fill=False, linewidth=2.0, linestyle='--')\n", + "plt.hist(energy_sep, label='no overlapping blob cut', color=orange,\n", + " bins=bins, histtype='step', stacked=True, fill=False, linewidth=2.0, linestyle='-')\n", + "plt.hist(energy_oneS2, label='one S2 cut', color='k',\n", + " bins=bins, histtype='step', stacked=True, fill=False, linewidth=2.0, linestyle='-')\n", + "\n", + "lnd = plt.legend(loc=1)\n", + "plt.xlim([1400, 1800])\n", + "plt.ylim([0, 850])\n", + "#plt.ylim([0, 0.0008])\n", + "labels('Track energy (keV)', 'Events/bin', '')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total number of events: 837758\n", + "Fraction of events with at least 1 track in 1570-1615 keV: 0.006396835362956844\n", + "Fraction of events within fiducial: 0.6042172047023698\n", + "Fraction of events with one track: 0.8542310067943175\n", + "Fraction of tracks with no overlapping blobs: 0.9992769342010123\n", + "Fraction of tracks with one S2: 0.9576700434153401\n" + ] + } + ], + "source": [ + "### Here let's apply first the ROI energy cut, to extract cut efficiencies only in the region of the peak.\n", + "e_min = 1570\n", + "e_max = 1615\n", + "roi_sel = (Kr2keV_poly(tracks.energy/units.keV) > e_min) & (Kr2keV_poly(tracks.energy/units.keV) < e_max)\n", + "roi = tracks[roi_sel]\n", + "fid_roi = fiducialize_df(roi, summary, r_max, z_min, z_max)\n", + "single_tr_roi = fid_roi[fid_roi.numb_of_tracks == 1]\n", + "sep_roi = single_tr_roi[np.isclose(single_tr_roi.ovlp_blob_energy, 0)]\n", + "\n", + "oneS2_roi = one_s2_cut(sep_roi, summary)\n", + "\n", + "track_energy = Kr2keV_poly(oneS2_roi.energy/units.keV)\n", + "e_blob1 = oneS2_roi.eblob1 * Kr2keV_poly(oneS2_roi.energy/units.keV) / oneS2_roi.energy\n", + "e_blob2 = oneS2_roi.eblob2 * Kr2keV_poly(oneS2_roi.energy/units.keV) / oneS2_roi.energy\n", + "length = oneS2_roi.length\n", + "\n", + "print('Total number of events: {0}'.format(tracks.event.nunique()))\n", + "print('Fraction of events with at least 1 track in {0}-{1} keV: {2}'.format(e_min, e_max, roi.event.nunique()/tracks.event.nunique()))\n", + "print('Fraction of events within fiducial: {}'.format(fid_roi.event.nunique()/roi.event.nunique()))\n", + "print('Fraction of events with one track: {}'.format(len(single_tr_roi)/fid_roi.event.nunique()))\n", + "print('Fraction of tracks with no overlapping blobs: {}'.format(len(sep_roi)/len(single_tr_roi)))\n", + "print('Fraction of tracks with one S2: {}'.format(len(oneS2_roi)/len(sep_roi)))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "### Check that selecting energy ROI first doesn't change the final result.\n", + "e_min_plot = 1400\n", + "e_max_plot = 1800\n", + "nbins = 80\n", + "\n", + "energy_start_roi = Kr2keV_poly(roi.energy/units.keV)\n", + "energy_fid_roi = Kr2keV_poly(fid_roi.energy/units.keV)\n", + "energy_single_roi = Kr2keV_poly(single_tr_roi.energy/units.keV)\n", + "energy_sep_roi = Kr2keV_poly(sep_roi.energy/units.keV)\n", + "\n", + "plt.hist(energy_start_roi, label='no cut', color=green,\n", + " bins=nbins, histtype='step', stacked=True, fill=False, linewidth=2.0)\n", + "plt.hist(energy_fid_roi, label='fiducial cut', color=fucsia,\n", + " bins=nbins, histtype='step', stacked=True, fill=False, linewidth=3.0, linestyle=':')\n", + "plt.hist(energy_single_roi, label='single track cut', color=light_blue,\n", + " bins=nbins, histtype='step', stacked=True, fill=False, linewidth=2.0, linestyle='--')\n", + "plt.hist(energy_sep_roi, label='no overlapping blob cut', color=orange,\n", + " bins=nbins, histtype='step', stacked=True, fill=False, linewidth=2.0, linestyle='-')\n", + "\n", + "lnd = plt.legend(loc=1)\n", + "#plt.xlim([1400, 1800])\n", + "#plt.ylim([0, 800])\n", + "#plt.ylim([0, 0.0008])\n", + "labels('Track energy (keV)', 'Events/bin', '')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(1);\n", + "fig.set_figwidth(7.5);\n", + "fig.set_figheight(6.);\n", + "\n", + "plt.rcParams.update({'font.size': 16})\n", + "\n", + "bins_blobs = 40\n", + "range_blobs = 1000\n", + "_, _, _, _ = plt.hist2d(e_blob1, e_blob2, bins=bins_blobs, \\\n", + " range=((0, range_blobs), (0, range_blobs)), cmin=1)\n", + "plt.xlabel(\"Higher blob candidate energy (keV)\")\n", + "plt.ylabel(\"Lower blob candidate energy (keV)\")\n", + "plt.colorbar(label='Entries')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Blob 2 energy (keV)')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(1);\n", + "fig.set_figwidth(10.);\n", + "fig.set_figheight(8.);\n", + "\n", + "xrange = (1400, 1800)\n", + "yrange = (0, 1200)\n", + "xbins = 30\n", + "\n", + "x, y, yu = fitf.profileX(track_energy.values, e_blob2.values, xbins, xrange=xrange, drop_nan=False)\n", + "plt.errorbar(x, y, yu, np.diff(x)[0]/2, fmt=\"gp\", ms=9, lw=1, ecolor='black', \\\n", + " capsize=3)\n", + "\n", + "plt.xlabel('Track energy (keV)')\n", + "plt.ylabel('Blob 2 energy (keV)')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Blob 2 energy (keV)')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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uFhEREZEETRJFREREJEGTRBERERFJGPYxiQsfXsqsyZ9ItF+3+uept+HF6GUtQnzSjM9m6l9PlcYgZo3FLH29WMxllhqOeUlQyJJgBPUN+Haf/8aDK9pmtVQjIL7S16rV68m20ftUXTqe4hn2k8S0qjFRsVEj3cmnN0HMOqmpNLMx6/6lLXod224sOaRWSTGxBIUsr3ftsp8k2mIT4GokGHmyFu6tdJLZ09bs9h23oD3RFnIyEfc00o9cLbKYYxrpuMnQoHMuX7TcLCIiIiIJmiSKiIiISIKWmyO8OMU8q/fN4KtR87He9RazvKf1jIErp9LjnJfCtN44GmVZKcu5kqUQtmLEBk9ePv9pNdK5MtSOfaMb9pPE0NNDT/vA+KqsSSfudjemj1XsXvpcoq1c/Frau7PUStY4Q0+WMWeJ+8z63jVPnJiIE80yttj+ZtlG7LhVWgA863nRsuMOibb2aa1u33FO24gF/nazvH8x9fyB0I/R0KD3qbqqcTz1njQeLTeLiIiISIImiSIiIiKSMOyXm+stL7F8aWsRZlWN/cszb//qWZKknLzEH1aikWKrGv2zkFa946XzLMv5nefPQp7HJtU17CeJZpaYIGWJJ4zJUifPa88ax1VpDcBqFHSuNIZuW7Zbuo1q/DDH9jfLtqvxRVmNWL5MRrYlmsa81O12LbQmFyFslH9+N0fqgzaKLAkqWd5T/dgOnqF27IfaeMtppH1pBFpuFhEREZEETRJFREREJEGTRBERERFJGPSYRDO7DjgR+PcQwlf6tU8C/hN4FzAKmAN8JoTwaMnzRwJfBz4MTAQeBr4QQrijPnvQ+GqVrOFtN+s9j6sRg+gV2c4SQxcr0t3IcXhZ1bOYdq2KW2d5vWolglWqVoWJqxFzKfmSl2QUFdPOl1STRDN7PTALeD2wM8VJ20pgPnA78OcQwitZX9zMTgMOctoNuAqYAfwT8ApwDnCrmR0cQni+X/cLgXcAnweeAc4CrjezN4QQHs46pj5ZChOn/fGxvae7zw8LliTaqlVg2RP7Is/yI+qpdLwxsfFm+SGObSNL8W1v/wbjzjxpvyxj52zsuF27+HuJtlkHfdXtu+p1kxJtbZGEr+E4cahGIlgjGY777GmU49Ao+yFbV3a52cw+amaPAncD/wqMBhYC91KcuB0J/AJ4wcx+bWYz0r6wmU0Evg981nn4FOAo4IwQwiUhhOt625qAs/tt4yDgdIpXGH8eQrgZeD/wLPC1tGMRERERkYGik0QzewT4JvBX4FBgUgjh6BDCe0IIHw4hvD2EsC8wGfgEsAPwuJl9IOVrfxt4PIRwifPYKcCLIYRb+xpCCK8CVwOnlvTbBFzWr183cClwopkla3qIiIiIyFaVW27+FfA/IYSya0W9k7eLgIt6r+xN3dqLmtlRwEdwlpp77Q885rQ/DnzEzMaGENb19lscQtjg9GsF9uz9e2ZZlhFrVTS33kuZWfajGrFceZa2xmS55erSY1StJchaHXtvn5sP3KeibWZ9vWr2T/P8LCEL1SpWnueC7IMtL3FxQ42Om9RKdJIYQvhB1o2FEB4BHinXx8xGAD8FvhNCmB/pNhlY4rSv7v3vJGBdbz8vFrKv3+StDBlGtNA0dfsBTeHVtVt9Wp9McX+PPpV6u7HJR5b4rlrF8lUrKN/7YaxGAXDvS/Gknc6KbufaZT/Z5jFUo/B6TKUxojFNE8e77YXlyX3p2Hmc23fDDpZo2y4Sc9sMXPfI1we0Zf1Rq9XdZAqdHTX7Ea3V+1fpGKpBk9rGk5fJZF7GIUXllpt/aWZH1+A1v0Ax8eXfy/QxIETat6XfwAfNzjSzuWY2t6tnY7muIiIiIsNSucSVD1DMJl5sZueZ2Z6VvpiZTQO+DHwVaDOzib0JLPT7/2aKVwK9q4B9KZV9Vw+31m+18xghhJ+FEA4LIRzW2jxqW3ZFREREpKGVi0ncEXgfxdjBrwBfMbM5wG+A3/fGImY1ExgJ/M557N96/xxCMY7wBKfPfsCzvfGI9PZ7t5mNLolL3A/oAp7ehjEOSbVajsuq3LJuqXovveVZnmvt1VtezuVK5eE9zUPNuSz3Xi+nnrU2G0k9z4E8nG9SXeViEtdRTF75lZntBpxBsWD1T4EfmtmVwP8C14cQCilf72HgOKf9VooTxwspTuyuAj5mZseEEG4HMLPxwDuBi/s97yrgPIqT2d/09muheBX0hhBC51ZH1FNIxCBWI87Mq3MYS0TpaW9Pvd3miRMTRZqr8aOaNX7R+3L3JojR+Lf2NW57LBbTK0ydKXawsyt139gXWtbjnPYHsN6Tou7lK9x99M7PTbFtjEm22Qr3wn3VlI45S1xjNY5x7NzM8vmtZQxkI6jWZ68RZDlPdNykVlIV0w4hPAd8A/iGmR1B8eri+3v/rDCzi0II/5ZiO+3AbaXtxdrZLA0h3Nb7/1dRvMPK78zs82wppm0US+f0be9hM7sM+EFvQsxi4FMUi3B/KM2+iYiIiEhS5ns3hxDuCyH8I7ALxWLYOwCfqeageq9MngzcCFwAXAH0AMf1Tlj7+xjFK57nA9cAuwGzQggPVnNMIiIiIsNJ5ns39yawfITi0vPuwFqgovWTEEIiGzmEsBr4eO+fcs/dSPGuLd6dW0RERERkG6S9d/NkinF+HwGOoFh25iaKmcpXbK3g9nBVGg+S5T7BWbY7GLxg9Fj8YTVk2We3KHSGotdQmzpwtX7fshRfz3qMKlXvc7bS86WecYN5qRmZdbvVOEZ5+C7zZE2qy3LfetWYLFIB8KEhOknsjfE7meLE8CSKdzB5gmJs4O9CCC/WZYQ1ttfBu3Pd3IFJEd6HO/YDGkty8RJBYgHuXnJIlmB48D9UWRJlsgTlx5JZYskhXtJJ7As0bOxIfInW8ockS5JSHrKNYwlG3vuXqdA7YG2tibY100a4fTt3T77Xsfc/yzkE6X9E6x2s753H5V4vLz90gz2O2Ps5GJPS4abex0zvUeMpdyXxJWAixVqDPwd+E0KYW5dRiYiIiMigKjdJvJNiWZm/hBBilTBEREREpAGVq5P4Lq/dzMYC2wEvNsLkccEDzySWPfKwrJhVlni0essa33PSjMHPQapGoW8VC982WYpQK75r6/Icc5nX1xtqvwH1ju/LayypVF/q7GYzOxn4GnAQxcSVI4AHzewXwC0hhIvLPX8o8QrexiZhNsr/MvFqC8ViwdznZ/iSio3BJoxz25sj20kbOxh7vSyxZ7Fj0bL7bom2ahQxLhd7WDrRGIzJnfdF7hUnLyz39yNrbGXaQPvmLu/W6DD1Rj9W0VOrAvAx9Uz2iL1eLTXS/uU1hi32/ZRlvPoHzNbl9f2XLVLVSTSzdwFXAiuBL5Q8bzHw0eoPTUREREQGS9pi2ucCvwohnAD8oOSxx4ADqjoqERERERlUaZeb9wXO7v176frTKxRjFGWIyxIL1kjyEJPqHfuWHXeo2evVe0m9njFM1XitSsvaxJ5fjXMrD/FgtYqBq/f9uOutGsetkT+7kj9pJ4lrgCmRx6YDL1dlNIPAWkfQsnMyDi6tLLUPY7F1Xn26LLqXr/AfyFhrMa1Y/Ju3f9FYuTce7DZ3Azf+7csD2mJfirHjmaUuY5Y4Ua9vlh/9rPGZ1diG98MTOxZNU7dPtG0am7gZEgCtLxWSjbtNdfv2PPpUoi1r3VGoXYxXI0w+yhmOcV+VTuazbCMPYnHGtTSUjo9su7TLzTcC55hZ/2/2YGZtwD8C11Z9ZCIiIiIyaNJeSfwycB8wH/grxSXnLwKvBSYAbrkcERERERmaUl1JDCEsAV4H/AV4G9ADHA3cAxzZKLfoExEREZGi1HUSQwjPA39fw7HkSmmsSiyGSqrPqw8o26aRC3oPxr4NxcLQ9ZaHcy7v99OuhayJh6rjWH9DMQY21STRzE4LIVxS5vEfhRD+qXrDqqNN3RReGph34yUBxALqsyQStEwc7/YNnV1bG+VmXpJLLAs2ltDi9Y+NwS3I3dHp9s2yH9z9cOqxNU0cz7XLfpJor8YPqPd6hfY1FW8Xkl/CscmvdfrnUKbj6cia5NLkvK9dE/xtbxqdXIQYPy/9DZhin6csSTy1Evuyznq+pf3SjxXqz1IsPsvrVeP5sb6VThCrMYYs71MeCqFn5U3uhmoxdcm/tIkrvzazt3oPmNkPgX+o3pBEREREZLClnSSeD/zJzA7t32hm3wc+CXyw2gMTERERkcGTark5hPB1M9sJ+KuZvSmE8LSZfRc4C/hgCOHKmo5SJIM8xERBchxNkXADyZehGAcI6ePwstYMzXKv6EqLhZf77NYihi7L623LeaGlWhnqUieuUJwQ7gjcYGbXAmcCp4UQ/lSTkdVLc3Pix7tpZLKocGGKH5xVeOAxt92LdYvGCO6eLOZdGifZJ+yxa6Kt6flIMe2YkW3J7Ubi8LwYyFjMnjcJcmMa8ePfoExhcEeWQtEx3r7Efiy95KUsxdRjMYZZYs9iCVTNo5KvlzWmLewwOdG2Yecet+/29zuLEF3pYyirEXsYmzTUMmmhFj/6XvH3crxzPA+xnJCPcQzHiVm14miltobiuZl2uZkQQgBOA54FPgF8OIRwea0GJiIiIiKDJ3ol0czuiDw0DlgHnGVmfemaIYRwTLUHJyIiIiKDo9xyc4HinVVKtff+Eakbr0yIt5xaaUyUDC9Zl+PS9o+FBdS7rA0kx5z1M5LXJcta15wbivudh9cb7CXVapwXealnmIdzMDpJDCEcW8dxDJ6enkRcmhdX0/zqWvfpsR8DL9Yt9uUcItv2NK18NdnoxBiWG1v30ucSbS177eG/oBNnZk78G/gxd+ZvNRqfl6WGo6dpajKetM+1i7+XaPPiu2J1J71xNE+c6MaUuYVtoyOLS5t04O53hnhJAOtI1jkMrd6/E6FzkvPOtibjV6F4bl07/5sD2mqZoFCr2MM8fGFD5XXyCp0dVdm/WvxY1rvAc9YYymrEQdfbYE/aZGjblt8tEREREWlw0Umimb0u68bMbKSZ7VPZkERERERksJW7kniHmV1lZrPMrOwVRzObZmZfAhYDJ1d1hCIiIiJSd+USV14DfB24ElhjZnOAR4CXgU5gEjATOAI4gOIE8XMhhItrOmKRbRS7R26eVZp0kBf1jNvyYuti8blZtjEYalXzsRr7V4t7JJf7jGapJ5mX9y+vYp/HeseESv6VS1x5Afi4mX0R+BhwIvBZYFS/bouBO4AvAtf31lIcWpxi2taZvjBx7McnltxRC7HC203TdvHbNyaDtcPIEW7f8OwLqcfh3lEkklRDLBklQ6FvN8klQxJQVl5h8RgvEah74aJqDmerogkqsXPTSVIas8T/iujxTxdXIXIO5eEHyUs82pa7iWS5O0fphKkaE5pajS02acuapV0LtS4gnXZim4cC4rUUO7fy8Pn15LVo/raIjcMslhJafVu940oIYQXwrd4/mNlEYCSwKoSQTIcUERERkSEvy235AAghDP4/IUVERESkpjJPEkVkIC++J7bUL1vkJW6sGvGSeY53zcNxruX9tGul9LyoxrJyXoo0x7j1XTPEQcc+S7Fjl4d9lvI0SXSEPXZNtDU95p/kwYnvg0h8XowXhxfZrhd/mOm1Iv0Lrf6p4BYWz1BAPDqGMkWvE31j+5chfjEWh2ejRiZi0rL84Mfep/DyqtTbgCoUb+7oTDTFvphjpQq8mMvu0X7f0QetTrStm7+d23eMcyzqHdMWe70sP4Cx4+l9HmJF1j3ViK2LxYdVOjnLkiwSk2U/qvF61TieWRPE6jnZqcZrZSnIHiu+LsODimmLiIiISIImiSIiIiKSoOVmGfZOmvHZwR5C7u//KvlSujSYtQ7ktr7OYG4/7ZJnHmIwofJxZIlfrOW90GNj0RL08JBqkmhmFwH/E0K4s8bjqb/mZhg/bkCTLXo+2S9r3UMnXq57Fz9mq+XlZG2/cnUWS+N2TtrpLL/jGr9mYHBqFDatfNXt2+TUIqwKJ4YO/LjGWBJIpri/3aa6zbZmfbItUg8xS8xl2NiR+HLOOhH0fvizjC0WVxWNB3XeEy/2EKB95dhE244vbHD7Zo0/rMZkoJIfsKw/7j3t7TX5waxGbF2W2MhaiZ0EOJXSAAAgAElEQVSHea4v6I1tqBayT6uWsbH6R/DQlXa5+Q3AbWb2hJn9c2+tRBERERFpUKkmiSGEmcDbgaeA7wAvmNmvzOz1tRyciIiIiAyO1IkrIYTrQwh/B0wDvgkcB9xlZg+Z2SfNLLn+JCIiIiJD0rbcceUl4OtmdiFwMXA0cAHwbTP7KTA7hJAM9JKqKY3vyFonUeojzwWW88yLX8oav5Y20D4PSQ71vj9yrZMcasUbd57Hm1WWc7G0b7l4ybTbbfSYy2oYikXhK5V5kmhmxwOfBE4F1gHfB/4AvBP4Z2Am8J4qjrG2mowwcsSApo4j90p0G/liJAlkwRK33Usw8BJUAOhKJpLEijS7Y3ASUcpto1xSTNptu9t19jmW7GHb+0k8heUrEm1NkQQc7/ViiR3huZfcdpz+sX32jls1jnEWWZJnYmPoXvqc29506AGJtq5Nwe07ccq6RFvnlHFOT2hzfnxi/7DJsn9Qu4lf3r/0S8dXq8lu1uPgjSNWjDnLPwYGYwJT6TH2Es+qkcSV5RhX47xoahtZ8WS8kSbzw03a7ObtgI8BZwJ7AA9QnCheEkLo+1TfY2aPAhfWYqAiIiIiUj9pryS+ABSAy4APhRDuj/R7CkheChIRERGRISXtJPHLwC9DCK+U6xRCeBiYUfGoRERSyLKcVqtabZXeE3hbQhOy7Est4tcg/0vyjSAPMbNQeTxo1v3IstSv87C2Uk0SQwjfrfVABk1PT6KgsvcV6hVdBmDv6X57x6ZEU/f2fsxW8xNLEm2xAtIuJ6YRiBaQ7hmX3MOWF/zC1G6Mn1MoHCC8mowdjMWedS9c5La3OMW7YzGCXnxP84H7uH1juh99KtEW+xH1fswt9v47MZCxyUAsTskrPRB7vdCa/CiHx552+3rHGGDN9GSBggmjX3b7rnw12TdL8dRC+xr3R6ZWE7loYfEcBOuXi1NLG8tXDfUubu29/7HJQDXGFnuvaxUvV2kR81pPENNOxPLwGcmL4TghTRuT+JEyDxeAV4GHQgjOrUpEREREZKhJu9z8a6AvzdH6tfdvK5jZZcDHQgjpU2JFREREJHfSThLfBFwEXA1cDiwHdgTeD5wMfBo4ADgPWAp8qeojFREZZrwlwLws/1USFwnV2Y9qLMnG9qPSZehK4/BqrdJjl5d4SamttJPEfwMuDSH0n/wtAO40s7XAmSGEd5vZeOBDDKFJYhjRQvcuA2v2eTGC3ftNd58fi+XzNK+NxNV4sYNOTCPg11QcP8btGqvh2OLECcbq01VaqLtzv93c9tZYbUenPVZTscmpUWgrVqfeLmSLgfTEXq+Qoc6lV08NwCYkY1hj9R6bvBqVqUdQNHpZcswLnvWPffPo5Pk56qlILcqp26ceQyxus3nUyESM11D8kfLq2cUmKVni8GK17IZa3cIs+1FO2pqBeZlwewYj/q2edUeVJDU0pL0t39uAmyOP3QK8pffvdwAZMi5EREREJI/SThK7gEMjjx3a+3jf9nRLPhEREZEhLu1y8x+A88ysh2JM4gpgB+B9wGzgl739DgbmV3mMIiIiIlJnaSeJnwXGAd/u/dPfxcDnev/+GDCnOkMTkUY2a/InMvUf7BjErOONyVLcupLtllOtfcmrwT5XtsVQHLPUVh7OibTFtDcCHzazrwFHAjsBy4B7QwgL+vW7piajrCELgabO7gFtPU6SSsvLyULRZXV0Jl+r1SlMDbAmue3Crn7BYxiVegjRgtzO6zXFkgucMYeXI4W3nQSTEWuSxyHWN7btMHKE29dNqokU+rbxfiFzt69zfCCe3ONxj31ku1mKk2eR9U4eq/YfndzGCD+JZ8ZOKxNt6w7aye075o4FbrsnRBJ+shZTLg10j02KvOSgeiu3b5UmmHiiiVIZkoNiyS9ZkkOyJuZ4Kk1yqXcB8Woci2qpNBlEySTDw1YniWbWCnwLuLj3ns3pv/FFREREZEjaauJKb2Hs/0uWS1giIiIiMqSljUl8CDiQYokbEZFcK11yjC2xpn3+tmyjGvJc269W95DOi0qLheedt3/1LiAu+Zd2kvg54BIzWwpcE0IIW3vCUFEY0cSGXQbGYo1Z7MSeOUWsATf2EAAnBi4Wy+cV09403o9Ta3tmRaJt4z5OMW5g1MpX3faww+REm62JVC6K7bfHi3WM9Y1s15yi0LGTzS167ewbQM+jT7nt3g+/NwYADtgz2Td2jGPvtSdWWNyJz4vFjmaKX4zEQI5anSy/vce05W7fRc/umGjba2X6/cgqVmTZ4/1Q9bS31yS+D4rnUGksXywGMsuxiI0j1p42RjB2LLKITVS996neE4dqxMp558W2FPouHUuWvjFZjmde/kERo7jG8mLHx8zc9lrIUgJnAnAl0G1mKxj42x1CCLtXe3AiIiIiMjjSThJvJn5BR0REREQaTNoSOP+nWi9oZicCXwD2AyYBLwN3A7NDCE/067cb8H2KtwQ04CbgX0MIz5ZsbxLwn8C7KCbXzAE+E0J4tFpjFhERERlu0l5JrKbJwAPABRQniNOALwL3mNmBIYSlZjaa4j2hO4GPUryKeT5wq5m9NoSwHsCKC/NXATOAfwJeAc7p7XdwCOH5+u6aiNRL1oLQjZ5okSVWzevbsvtuVRlHpce50kLf1YiBzHssX63UO3409nqKVcyP1JNEMzsE+CpwNDAROCKE8KCZfQO4I4RwXZrthBAuAS4p2fZ9wFPAe4HvAp8AZgKvCSE83dtnHrCQYjme7/U+9RTgKOD4EMKtvf3mAIuBs4F/3up+dQdGlgTc94xLfkG0dGxynx8rIDz2Saco9B67bm04m8WKUHfvkixCPerhpf5GIgWk1+6dTNZoWz3G7dv2fHuiLZrYkSFZJ1pM20vAeO4lfxveOFasdvvGfgC7lz6XaItlsTat2ZhsjCQuuUWaI329RCIoXj5PbsM/D6uR5DJuQfK9fmmDf148c+KFiba3/u/H3b4tTtFzN+mIMudWBll+4N2C45HEkJ725PGJKU1k6ZMla7rZKW4N1Um2Satl9924dvH3Eu2xH/dKJ1dZCn3XkluoP6LeWe/eMc6a5AS1SaqJ9VPW89C11TqJAGZ2FMVl3H0o3oav//MKwCcrHEffTKLvF/AU4J6+CSJACGExcBdwar/nnQK82DdB7O33KnB1ST8RERERySDVJBH4JnA9sD/F+zj39yDwuqwvbGbNZtZqZnsBPwVeAi7tfXh/iveBLvU4xVhGUvSbZmZjs45LRERERNIvN78O+LsQQjCz0iznlUDkxr9l3Qsc2vv3pykuGfcVAZxMMb6w1GqKyS7067ck0o/evutKHzSzM4EzAUa2Tcg6bhEZBJUWyK6lk3Y6a8D/Z7nPt6RT+v4PRtygt9Rf7h7pWZZZS7cdWyqu1n5XsgQcizsdjHtQN7I8LNOnnSR2AKMjj+0E+BWFyzsDGE8x9vDfgBvN7KgQwpLex72SO6VhWpay3wAhhJ8BPwOYMHKn0PLy1gsRd2/vx/e5hbeBwvja3MXQG2ssps2LrQQYd7NTWNop6A3+fjQ5RbOjItuNxda5xbQj8WveD3HTtF3cvp27+hOKVic+Lxp7tt/0RFNzLObSaSvsuoPbt/CAdzHcnwR1R8bm9S289LL/epEv8hYnjrJ96c5u3zN3fKPb7r6e8z5l/QH0+seKQme9W0raWLfYF3bLjv776vH2L0usI1ReTDvWtxqyjM2baMSKjVdr8lE6jthkx/vOiY0t6/uX9ljEeMei3MQxawHwWoiNr9I7vEjtpV1u/hvwr2bW3K+tb3L29xQzkTMJITwZQri3N5HlLcBYilnOULyK6M18JjHwCuPqMv3AvxopIiIiIluR9kriVykmjTwCXE5xgvhRM/sexSXjwysZRAih3cyeBvrue/Y4xXjDUvsBT/T7/8eBEyL9ng0hJJaaRURERGTr0hbTfsTMjqZYtPrLFFfT/hG4EzgmhDC/kkGY2Y4UM6cv6m26CviOmc0MITzT22c68Ca2XG3s6/cxMzsmhHB7b7/xwDspZmGLSAOrRu3DRqmfWEn8W5/Bvu9yrVVag7FRxpBVPeNBVTsxX1LXSQwhPAi8xcxGUlzibQ8hbMj6gmZ2BcWM6HnAGmBv4DNAN8UaiQA/pzgJvdLMvkLxyuXXgecoZkL3uYpiaZ7fmdnn2VJM24BvZx1bn40zkyvYI1/04/A6dvZjFXvaklFpo1/wD1ehLUNNczdG0KnfBzQtWOK2u0GckVqEOHE4Ye/pbldbsz7ZN2NsZhifjO+yrm7/9bznA9c98vVE+0kzSpPyiwrO/kVjzLx4UL+nG3/YtNIP3bUMCRixsblxqZH3PxafV5iSTOIavbN/Mf72xXsm2kYd1Ob23enuZFtT20g3Hik2ean0RykWv1irCWLTxPFcu+wniXZ3glDDYP9a/pgP9o92obMj0xi8Yx+rv1iNyXGWxCpvHOXOzUon897YssRWxo59bByNEns4e/ZszjvvvET7ueeey+zZs6v+erHzu3gfkfpIG5O4WQihI4Tw4rZMEHvdQ/EWer8BrqFYUud24OAQwoLe11gPHA8sAH5L8QrjYooZ0Jt/tUIIBeBk4EaKd3C5AugBjgshJKski0hVrPq9H4a8fE6qmvoiIkPO7NmzCSEQQvHyQN/fazFBzIssd1yZCbyf4m30Sv95GkIIf59mOyGEbwHfStHvWeA9KfqtBj7e+0dE6uCVy2+l7fJb+SrwIYr/ivs6sALY8Q2zBnVsIiJSHakmiWZ2KvAHilceV1C8p3J/sVU3EWlQj0wcy8R1G2nt7uEfWpp5X9sYdliv+oAiIo0i7ZXE84HbgA+FEPziayI5UVrYGICRfrycbLvH29dxXO/fW7t7eLQ72wTRfZ9qqN4JKlnrNXryMOZq9PXUKl4ya2JIXpJzGiWByuMd41q9/9W4B7VskXaSOBP43HCZII56ZnWibd2+27l9Y8W02w+c5LZ7mjqTiRmxZBSvuHUYOcLtW+5OAIm+2/v7t97Z77H3LvE34kzEmp5f4XT0+wLgFLeOFeT2EmXoKL3IXRS87QJNU52bBUW2gVNE3JwC1ADhsaeTbbGEn9jrZWArkucsGRKMwF8OWPPHm3jhd3f52/n23nSdt4jW9T10jW7mrn3eBw9eyoRnBp7PG058LXf++fMD2mITxNg5Gytk7PEmYrHnN00cn2jLereULMXCsyQHxH5Evf3zitADdC+PfP4yyJKgkMVg3J2jNDkkth9ZJjDl3uvSY5f19WqV8OF9HrIW5K6VWFKbDI60iStPAf4sQkQa1m5nHMVU4PKTD6a997/vuLg4wTv17AWsX98DwPoNPXznwUvjGxIRkSEn7ZXEs4EfmNm9fXULRWR4eACYct08WoF3XjePY+5eyPbAd+cfxR/79Xvt2aew9KkbBmeQIiJSdWknibMpXkl80swWUrwdXn8hhHBMNQcmIvkwH9i5uwBAa3eBeav95WqA3ffxboAkQ1meiz9nHVueYzxr8fzYNiqNB8xL/GStjg/kI34xD/GyaSeJPRR/KxpPsyXi/Lzi1oUR/sp815Qxbvu4JX5Mocd7vVgcwKbxXiyfH983onVXtz0W7+hxC4DH4gmd2Dq3yDNgHZv8die2qiqp85G4RreweKsf30VXV+qX8+KUshQ3Bz8+LxZ7xvhkbGTsGBde8kOLbXzyXF62bBIXAoePbGVsRxfr2lq56qPvhp9dxvlzTh7Qd+baHn9sjqyxci2775bcxlK/FGqzc9xicWPWmb6vNwaIxLtGtpEl9iz6A5Ehlq/SyUAsRrR54kS3CLU3eSgXe1j6Q5xl8lGN+NVYcfpYXGqWAvCx/a5FjGfsfY6NIcvYso4jyzGqVexhHiZ4jSLtbfmOrfE4RCSH2q+4kauBH3UUJ8ibOrv41c8uG9xBiYhIXWS4H5yIDDcT3/022oFD3v22zW2TALvixkEbk4iI1EeWO67sAnwOOJpifOI7QwiPmdm/AnNCCPfWaIwiMogm9psglmsrZ9ZBX63WcBpSnuP+aql0mbWW95quhmq8T3mJ5/OkXfYu9z5VeoxqtTSdh/i+oSjtHVf2B+6kGJs4BzgE6AuO2h04Aji9FgOstUJLE51TkrUHSzVtKmTabseUZOzYmDuWuH17Dtkj2bi9X3+v7YlkHFb3Hju7fZtWvuq2d++SrGbkjRf8mMTgxK4Bfo3DiMKzL7jtTdN2SbT1jPO/kNwYvwP29PvG4jCd2oex49nT1pxoa31okds3S9HkWK1FYrGRHm8/InF/sTisNXsnx9zkn0KM38Or9+efF60rk4kuzQfuw3WPfN3fuOOkGZ9N3derRRj7UfPi12LHJ1Zr04sTjb1eltqlsRhIgGsXf2/A/8fqTsbOgbQxW1kLnlcah1fo7Eg9tqyTEe/YZ6mJmeW9i4mdF157NWI5s9QczDKJio0ta7H4SlUr9jCvMYyxcZlZ3caQtk7id4EngRnA3wH9R3g38Poqj0tEREREBlHa5eajgNNCCOvMrPRyynLATx0VERERkSEp7ZXEcmutU4D0NVVEREREJPfSXkm8D/gYcLXz2PsB/+auIiIRXgxUuTg82aI0Hi9aPzPCi2Hz7mMt+ZQl4ceL3cxSSzIv8lz0ulLl4kEHe//SThK/DtxkZjcAF1Os//tWM/sX4N0UM56HpJ5WY820EQPaCs737chX/JLHIyIFhL32Li9BBeicPCLRNnqZv92NB++eHNuLfkB9YcoEt91LwHCLZhNJfnGKZgOwfTIhJjz3kr9dJ0EFcAtWt7wc2T9/C6m3CxA6079ek5dsEwlmd4uCO68F2RIiYtYdOT3RNvZJPyEmljTU05YMhrZI/fD2pclza8xkP5i67Zlk4kqsEHaM179lL//z5D5/oZ9glCWbNvbDmuUH1+sbTVBwEnDATw4InV1ucetK77aRJbEDsv2gVZrJ7CUoldMydfvU2/DGlvX1POWSUSpRraSatIWwy/2D4tplP6loHLU6RoM92RqqUi03hxBuB95FMXHllxQTV74JvBl4l8rfiIiIiDSW1HUSQwjXANeY2Z7ADsCqEEJj3qpPREREZJjLfMeVEMLTwNM1GIuIiGyjehdprlWsWyPHnuVdPc+hahW39rbTSOfKYBcBH/a35WveFBizvHtA29hHliX6rTnMj6HbNC4Z3wfQ3JmMYfRivgDaVm9KPn9t+i9bW5OM+QKwSDHmglM8vNAWORWcuMZokW6nAHjT+Eih8q5ut3nVG5OFjKfc7RcE3nDiaxNtY59c5b9eJI7SnDjKGNt7erIxEnNZ2DW5H03P+/sRi1X0CiE3HXqA23fMHQuS23V7QpMTmwUwYX4yNnLVqf753TYi+f5tnDyBBVf9mPUvPZN4bGbzgew54qAtY4jEP8W+EN0ivZE408JLL7vtHi+2KvZ+xOK+MsUZkv4HLHYsskzEssT9xQpve2pVNDlLPFrsOMaOm3dexAqnZzkWsW1AMj6v3CSs9POQpW9Mls9T7Lxyz/uRbalef1tV+hkZarKey/WUtgSOiMhWrX/pGd724dlctu8baQcu2/eNTIUBE0QRERkahv2VRBGprov+9D0mdKynFXjX/Hs5imL9LBERGVo0SRSRqnpswxqO6/17a6GHpyL9st4XuFGULiPWquRHo8t67+a8yxIPmIdlyBhvP4bjOd4osbXDfpIYmozCiIGr7s++P1nQd/J8P4bOiz0EGLE2GWe4aawfH1RoTW5j/Qy/DpX3es3jx7h91+7txw2Nn5eMzYnVziscuk+ybZf0cXyx+EUi8ZKTH0vGxXXu6u+HG3+YoR4iQJez7eZOv0alWz8xUsvQ1iRvQhSNdYtswy0sHYlrZEIyHjREzotYrKIXl3ryXo+6fZ9em4xr7HqwGHN734x3c+TSaxhd6GJDUyu/LHQl4ppi+5yphl8k9tCNoarCj1QsZsv7AYzF7NUqnjD2Ixwbh1dT0Zt0xd6nWMyeN+bY2Ly+ldZOzKrQviZ1bUDwYwGzTO6yHIus2/CUix0tPQfK/aMtS2xlFpVOmIbahCur2P6Z+fkNtVBxTKKZjTCzadUYjIgMffdMeA0FK361FKzJvU2TiMhQM3v27EztjaDsJNHMPmVmS8ysy8zmmdkHnW6vAxbXZngiMpRMHLs7f374m4zr6cCAcT0drAGe3vjAYA9NRKQi5513HixbBp/+NO0An/40LFtWbG9Q0eVmMzsV+AlwC3ApcAxwkZmdCPxDCMFfkxORYeuIfZIpKrbo+UEYiYhIDRx6KKxaxQSACy+EP/95sEdUU+ViEs8Gfh1C+Hhfg5mdCfwQmGJm7w0hRG7iKyIieeXFlFXj/r+1VKtEpywJMFnvhZ3nBJPSsZWr91jat96xo+WOY73jEm9dtmxzYh5dXdyyLFlXuZGUmyTuB8zu3xBC+JmZLQCuBK4zs3fWcGx10dQdEsWsp81L3sh9+bE7us+f+LQ/T27qTCa6xItpFxJto57xbybvFayOJbmMXhYJcPaSOw7Y0+3asujFZOP45BhiuiNJLmun+0W2R6xLXqD2ipsDFJxC39Y1wu0bC/Nte945zpHkF3dfnPcDIkkuu011+4ZIQW5zCtaGHSa7fd3nr1jtPxArhDsu+cV/5R2Hu13HLklGqrQd4KfEbLco/Riapm7PtYu/l2ivdIIQ+1GLJRNVKkth4uZRI91EkizJAbH962lPnt/RY+GM2Xt+OYXOjpoUQvYmMNUYW2yC2DQtefOE7oXeiRzfZ2//YokksX2p9Fj2tLenHlv38hWp+2ZNwKn3pLKWjvvtb+FTn4J162DsWI7/7/+GM5Kf1UZJqikXk9jjPR5CuA14K/Ba4GYg/a+WiIiIyFD1zndCS+/1tZaW4v83sHKTxPnAm70HQgj3A8cC04B09wcSERERGaLOPfdcmDABXnmluDr1yiswYUKxvUGVW26+HvikmZ0fQkhcWw4hPGpmRwM3ApNqNUARGV68ZVbvHsuNpJEKQ+e5WHjp0mm17kFdrbqBpbIsWWfZRjX61krWMXj9a7XUW6sSOHk47jHlJonfB/5IPJyLEMJCMzucYvzikGTdBVpXrh/Qtua1yULBsdjDDTv5xWa79kzGXI1Z7hfkLrQmL+i+crgfRDxhfjLWbcwdS9y+sRg4T5NT/BnglbfskWgbt8Tv68XhebGZABMffcVt73Hi4tYclowPAmjalIzlLC2M3mfcAreZjp2TMYWjnvJjBL34zEL7Grdv2Ht6sq3V/7ite0uyYDnA+LlOgfNI/KIrUgi5c6Z/bm0a15xoG/WCfzw7nd+pnW/239Owx67JxkjGc7TYtBPD6MVsAnQvfc7fhsPbu1gCR9PU5PcCAJGi3l7h5ZNmfDbRFl514lfL8CbMhV3997TFKWYfK0LuTsSzhf1lVvpjHvuxzBI7miXuL3a+hWdfSLx/sbHF4u2yFDKv9yQhS9HzLJPSLMXis0obLynVFZ0khhDWAo9vbQMhhJeB26s5KBEREREZXBXfcUVEREREGs+wv3eziIiI1J+Wi/Nv2E8Su0c3s+p1A/NuJi5MxtzFYutGOHFcAJPuX5VoCyP9Gn5r907GfGzYwQ8FHbck+ZZtOnIvt+/IF/1YJ7++YPrYQevY5PSE8HJyn5u6/DqCG/fx4yXbViaPvRubh1+3sPmJJf7YvLg4YOS9C5PbjdQs82q1mRN7CP57OvYvD7t9x3X52/Dep6ZWP86QNenj2kpjcPs8dN9vaV+3NNHetudMpn7mU1vdrhffCZEYz0i8ZDSmqcOJCY7U64zFiHkxgp5oTUZvDGQrQu3FS8aKGMeOhRcH2xSJz/TiD2OxZ4XlyfbYsYxto2X33ZKNkRhITyz+zTsWWWvvedvOEkOXtcZhS4ZkKy/eLpYMEzsW3vkd20aWZKJYrUVPbNLnHbtydS7Tvl6j1CLMuh9m0VSRqtNys4gA0L5uKR987ee4avvDaAeu2v4wDvvGV+l8+pnBHpqIiAyCYX8lUUS2+PGTP2V89wZGALNWPsgR35xP+hx5ERFpJJkmiWZ2HPAGYBfgBWBOCOHWWgxMROpv3qZ1m+9LOiIUeDzDMraIiDSWVJNEM5sM/IHiXVYC8ArFAtpmZrcB7wshRG4UKyJDxX0z3s2RS69hdKGLDU2tXHXG38FvLh3sYVWFF2vo1d+zSLxkVrUqsNxI8lxEvFZjS5uskaf7Hde7QLp37L36ko2i3Dkx2HGXaa8k/hdwOHAG8IcQwiYzGwG8H7gA+GHvYw1h+RGjE20tfqw/2z/oF1PeODN5S+ueNj/Y1CsKPeGZZBvApnHJ5JdNY/3kmaYpY9z2tufTV8j1km2WH7uj23fM8mQiyciVfhHcju38U6+pKxmAP4JkAgdAywvJRJnu/aan7gvAhGTyQ1MkyQWn4Lit8U+M8XOd9ml+UfDOyPvkJZgUnvWTeFwH7Ok2xwqnA9wz4TWcZdcWX8uauHvKgcCljH5x4DnWssF7tn/OugkfkUSLaBKIk6TSvXCR39cRSw7xxAo3RxMUnGSNaMFq54c/9nqxY+FNYmOv522jOUOiTWyfq3GnEm9s5ZIZ0soSaB8rkO4VOI8lucSOhZdgVO+7z8Rer1YT0GqcF9W6C04lZs+ezXnnnZdoP/fccyu+u8pQk3aS+E7gnBDCxX0NIYRNwEW9VxnPr8XgRKR+Jo7dnT8//E02T8d6OuC7X2bUtJmDOSwRkbqaPXv25smgmRFCGNwBDaK0k8QeIFkrpGh+7+MiMoQdsc/HEm3PndjY90wWEZG4tJPEK4EPADc4j30Q+HPVRtTAlj51A8/NvynR3tTSRqE7uSQ3frsZvPaordenExGR4a3RC1PH9m+wY/ZqbbDf1+gk0cyO7/e/VwM/MLNrKCawLAd2pBiTuD/wL7UcZC1tWPU8c3/9uQFtE8dP57AD/2FAW0+bH/cX4xWFfs2UY8H99hoAACAASURBVNk0/yZ+OvUIjnnpPm6fegQX7XYcv7//W5w28yxOX3UXb371Ye6ccDA/O+oUrr7maxRGlEbYJOO+vJhGgPY9/bivMeOSsYMj1voXg724uB3u8XOUvPi8MN6Pt5t0f6TQ9/hRye1GCn3jFJZuednfbmwcnljMnlcs3JyYxphYPGFbJIO4e4+dE22xeDI32WLlq/44nCLd4B/nkenrIDNirV9kPcsYYvFk3rFzCzfjx5PFYiCJxAN6Wvbaw38957yIxYJlKejcFCvG7OxLlr7u8YmMI2uR5rCxI9E/WmDZOZezxI52L1/htmeJ+2uKFEjPst3oOZthHJUW+q5GrGO0QLrznjThn2+x+Fov6SR2XnjFuwd7olRrsYluHva73JXEmyhmMlu//+4KnOT0/SOQbRaVEy3AZTPfwFuemcPNM9/Ar/d9G1df87Wavd4DwPbLH2AEcNLyB3jTqif5PfCjpb9mfM9GRgAnvjqP19+8CD+kWkRERKT2yk0SjyvzWMPYDzh5yX209v736Bcfi07OFj9zEzNmvnVA29Mv3Mqeu6Q/VPOBnUPxqt2I0MMjm4r/qp/Xs35LfToKzOtQfTpJb+Ha+1i0fm6ifY8Jr2evSW8YhBGJiMhQF50khhBur+dABksH0FooTtpaCz2bJ2c33fUVv/+Sm/kq8CHgIuDrwNOQeqJ4IXBkU+vmOnT37XEKLLyc+6eezJHLr2d02MQGG8Gdh70X7r+Euy//t8Q2dnvNW9l9nxOy7qo0uFlTPw3AdS9dUPz7yDYWvjJnkEclQ13Weo/Re1/LsFXPmqHlXivt/dtjSpd/+/6/keMis95xZTLFO65MBlYB9wz1ItorgfXNrYzp6WJ9cytz9n83zLuMdx/7ZT6y6GaOe+4ebt3t9fzXrFnc+vPZzBszngkb19Na6OEfmpp5V6GHD+87i9JorPsf/znrlifveTse6GlqgkLxv3dOOwAWXs5NRx7Jp/56E2zaRE9LM/NWF2sRlsYqfuLVh3lu/k2JBJjWURM54oQvDWh75YZrWLLk5sQYxk2ZyYHHfnpA25KF17L4ueTNcyaNnsYRe35kQFto9U+brpnJ2JVN45qZ97f/Zs2qxYnHvNhPT/Oi5912ryZi8xNL/LEd4seTubUInbhIgKY1ybi/dQft5PYd/UKykKDFYsEicTxebcd1R+/t9l105S84fI9jOH3Z7VwK3NFzH5es359Fr97DXqNe5z4njXW7++3mhInucI8f01TY1YlpisRLxuLlbO/pycYVkdjY7ZMxt2S4c0wsFswybKPp0AP8B5xzORpPGJOh7mT30udSbzZLvccsNRxjssTcefUTs9b6c2PunPqbkO29ziIWc5mlpmKWGMEscZuxGF/vfIt9Z2V5T7PIU2HxeopNPs38msu1kHqSaGbnA58DWinGJwJ0mtl3QghfrcXg6qEd6OrpYkzvf7897zIAfjbnv5jQVbyH7Tuev583XfwEOwCPrV+zeVm4tdDDU5Htrlv+DCe+/1z+/pEbOWH+3dzwmjfy7Y5m5i69k/HdvR+k7g64eTZNLW3ceOVXt3zMN3XAoh8AyVjFB4BPn/gVPjr/Jo5fcg+3TH89v3nNW7ny+vN5+sqzE1c5pwL/s/ORHPvivdy285H8dsbx/PGu/0iMd49pb2Hjc7e6STWVWrNqMaeWjPnS7Y+pyrbTWvzMTe6EeY8d3syeU49JtQ13SffK/FzZLb3v8hvtCS4Z7EGJiMiQlfa2fP8KfIniaunvgJcozj8+DHzJzF4OIfxXzUZZQy1t43j3cVuWlg8Bbr/uCzzaubbfPWx7eHR98V96N8w6ncNv/iNjN3WyfkQrv9wUz4787dXfY0LnBlqBUxfey3EjRrM9cMysgZMj744p4+e9zHULvpWIVXwK+MVtP2R8V3G771h6P29e9jhXAo+2jSu2hx7+wZr5wIjRdHatZftlcxkBvH3ZXI5a+QR/jIw3llRz/bxkrfSJY3d36+rFlI756Bce5/epn10dxx1fnBzfess5m//+7GN/zbSN0iXddUdOZ+lTXmWo+iu97/Ijwb0tiohIQ3t60yM80/Noon327D2G3R1TKpX2SuIngR+GED7Tr20+cLuZrQM+TfHWfUNOa5t/mf7u136AIx6/YvMy9I1vey9cdzG3z9yfc279E1BcLr4aWHPLOe42Htu4dsBVx3md2ZcwSmMVfxk28ff9JrCtYct2Hy1pf6RrLUZJokxXsa8X6xhLqjlt33/htOV/4+jVD3DH5EO5eNdjuXTed7lh7uzENqZPf0siuccd2yb/WMx99Be0r1mSaG9mBD2li/p3wYzdjmOPaW9xt9XfkiU3c+guR3DG4lu4ArjtqT/z2xnHc+uKO1NfSVy0fi5HjN6f09fN5VLgzldv5xcdk/nb/JtqciVx4StzWPTqPSU7Er9yWXrf5bnj3gyvJq+eiog0sj1HHMSeIw4C4IaO33HCyA8DaIK4DdLe5nI6cE3ksWt6H28od2+/LwUrHp6CNXH7zP0BmHPBl5nQ2YEBEzo7WAMcvutR/HnnI2kH/rzzkbznTcVJ461vPp31LcVYofUtrcx57Qcyj+PeMXsOGMfVwN9e98Et221u5a7XfRCc9nv2ez8XAhuai3FCG3rbAN75jv/HH2e+gXbgjzPfwPsP/0Kxb1Nv36ZW7tvrvQD8aOGFzFr9EBOAWasf4sdP/hSAEw6bzQmHzd7899gE0Rtb37ZLta9ZwvsP/wJXTj2CduDKqUdw2oTT6WETp004nata96EduKp1H6ZCqglin5/e/2PevmwuEyheVf3p/T9O/dw+P1r1B07c+CQTgBM3Pskvbvth5m1kMWv6Z5g1/TOb/37Uqd+O9r1nwmsGnCv3tk2v6dhERGrhxFFnDPhTztua3jfgj1RX2iuJq4ADKNZOLLV/7+NDUlN3IVH4euL46fz15tlbYgS7O+CCLzNuh5ns97aBmXv3XvQ5rl3+8OZYsLcvu5+jXn6cPwIPtO5NoTd8s0AT90zcp/iaXQOLX/e0Jd+GNa/dnnGrZ/KnRT/gT32NhWIA8a/alvMvzQbd0NPSxH1jXwPAfWNfs+X1rIk7pu/PnCd6E2V6iv+9Y/r+8AT88ubvb17+7Sv9swfQ09ybVNPcxC37HQQLL2de97oBS96PbFoHwLi2Ts5YfAu/B2578Vo++eK9tLUeNmA/mrcvBobPHbEnIRTHFmjitr0OhIWX0zElGej+k3kXbI4HPWn5A7ypuRhb96P1V22JuetawAPAR0ue6yYtALwC87oGhhD0XVUtFSumDTCvsGFgqaLeq7hjH1k2oJ9XvLvHSbSBeKH2Rbf8goMPOI4zFt/CpcBtXXdz8YvH8rf5N/GaKccO6Dtzp2PY0DKS9xzyRW6YO5sTDvkituh59hh5SCLIfNGTf3HL5ey679uYtv+J7lhKjXHqgq+f4V+VH3PHgmRjJMEhVpy8+9Fk9G+WwsuxBIXgFOmOJWVkKcgdS8zx9juWXBAL1s+SdOAVaY7xkoaiyRPTdvG34RQWj3H3Y6pfgKwpQ0JE7P1rcRKEuhcuSr3dLO8H+MfeS1Apt420WbNZM8rdsUWSlCodG8CsyZ9INsaKk0eOs5eZ7E0KC50dA8Zm9ruKs5r7DNyuNXRWc5+0k8QrgK+b2Srg0hDCJjNrAd4HfA34Ta0GOBi8jNu10/2MV3BiwXonUYmJ5h3nMWHCjNTjKM1ABnjovgtYPOdWNt+vorO43ebmNv5yx3kDX++v59I6aiJvP+FL/O3Ksznq7VuKhD/aUbIU3rGWNcD4Tb0f3E0dcGUxH+n2N57OEff9kTHdnaxvaeWevd8FT/yen97/Y8Zv2rA53vEB4O+d/Zg4fjpX3Xs+m3+me4pjA/jblWcn+pfGgz7SXTyepZPVWNLQwpV/Y9HquxLtf2mbwZFdz29eup87/ujMy7Gly/9zt3sLrLwu0zayKD3Gr3/pIX5PskRT24gJPLNsS9WqvlCAPUYe4m43US4HeCx6e3YRERmO0k4SzwEOojgZ/KWZraZYBqcZ+BvFpJZhqzQW7P7d3wGLr0gkqJReQdwW08/4x0Tb1Dn+raWefuFmnpt/0+aJWP8J2R2Hn8YRD/1p88TvzkPeA/dfwhvf+50B27j78n/jzl3243NWvJ5ZsCbmTNkXSF6Zi03avEl3x5RWnr7ybC6Y/vpElnZpPOjcnU+C567k/t1O5cgXrt18nH9ZiCcNzdr7CwBct+BbzNr7C1y34FssmXA8hZeL/6IsYNHl2NgkE4rL/5+2GyH0LumOnll8nSXfT/T1MqcXPXuzW2ootlRfeowfDz1MBTcLvW/pv49FSgd5sZUXjz2M55+8MfWVRBERyW727Nmcd955ifZzzz03lzGTqSaJIYS1ZnY08A7gzRQniKuB24FrQwihdkPMv28svoIzgdFAZ6GLbyy+YrCHBMDu+5zgJjj87cqzuWvn/fjsw8VxFqyJu3bez93GuB1mcssfvjKwPM8dxRN8zn7v58j5f2Z0Txcbmlv5ZU/6++BCMZt6ytL7E1nad2+/L/9sV24e2z3j9wLgnvF78ekXilftChhXA0c42120+i6OmHgwp6+6qzgJWn49DwN/WnHhlqX70AUrLmTS6GmJ5+815SjWr76Ln084eHN9you3exOXPPOT5PL/sxcwsnkcx+5WnAhft+T7zJr+GRZumBtNiHnrm4rZ4jfd9RXe+qbz6WlrZvEzXiRH8hjfN/MUHlh4uZuFnsWPVv2B8YWOYmmljU/yhs7FKpcjkjPecmrzgfsk2upXNW+LLAWyoyEcQ0zpBK+vXmGWCd7s2bM39zUzyk2f8hBjmbpOYu9E8C+9fxpGoaWJzikDl5I7tkselpGrnOrBbInjOrlf2wHACw8llyDXTvPjsMY9m5xcte/pxz/tdr0f0+LZNG602z5+uxnJuoxXfpUJE2bQtnpgBvHrXvd/E89v6ipw6y3nMGfKvvzTgqsA6OlNqlmzoKT24QK/aPbYR5YNyKbun6WdWKZ//Ds0WytXPP6dLUvWvfGZi5+8lr2mHLV5u+v23Q4WwH+98L+bYy5PWPNocSl8ev/k/KLOmTtQevTbnm8vlgN6dd7m+pRvWLeQSyCRODL2kWVct+T7TOpex+nt9xYnpStv5hPr5mET3zjwuC1YwuKOWzlyxSRO736Uy4E77vkNl+x+ArcuuZl9SuI5AebaNAq9sZyFYMyZvA9H4mehl8ZSht2mJrYHFOMzS2IrHykUy+WUvv+jl/nn4XonJG3H2/x4tMIeuyba7Hk/Ds8tFE0k5i7St+DEGcYKVjd5MXCx7U6Z4La72X+RbXhxjd6PPkCPE4cJkZitVv+7xStCHeONoyUWIxqJ5fNi3WIxZk1OXGOWmMaYsLEjdQxaLJbPKxad5VjG+sdiRL1zKBYL6Mka15ql6HXLXskbEXifsXK818sa45kH/Sd49bAoPM5invQe2rleY8h0x5VKmdl7gdOAw4AdgGeBPwHfCCGs7ddvEvCfwLvg/7P35nFyVWX+//up7k53kk5nIYGEEEjSYScgggRBNkEBHVAGGEcUZ3TcAB2d+eqoozMJLjP6m82XOihqVAZkUcaFOLIIhLAmkLAEwpKkk0ACCSGkk07S6f38/ri3uqvueU6nbrqqurr7eb9e/eruU6fuPffcpZ465/N8DqOBx4C/c849m9heHZFn9IeBCcDTwJeccw+W/mgiQtNzMw9/V7makJrj33GVV1azqzvVNsaPn+VrIIFTDj6Nr/Z0FWTIvRCYJzWevi85bdpfIkmIpOVOaCo8xEvAwUTygBp6eKbbX5kll+9vvrnP9Hz3c0F9JsAP2u+kgfYoAae7idNe/oU6itd44Bm0VtVx2XFf5O6V3+T8475Id3VdcGlHjbVbltC09SGv/A4OZh5bGUMXrVTzOCcCT/R7jIZhGEb5aJRjaSRyVrnX3c55cln279fK1YZgkCgiPUCh08jOOVdIwPkFosDwH4FNRN7VC4BzROQ051yPROO3dwCzgM8CzUSayMUi8hbnXK7QaiHRFPgXgXXANcDdIvJ259zTBbbd2A/eetInvbLF93+FP77xbG8G8r6mQhcRZX0T/87q+4rBw2/9S05Z+dtIc7kfU+FeAHvQ+bAlPIiumZ7flRxVzdZlb/4oXj8BaK6RefbvBsizunlskj4SleX847/W+/7zj/8ad6/8Jut4Gz1ERuI9CI+V74upYRiGMUToL7D7OoUHiYVykXMuN89+SZwEcwNwNnA/cDHwDuCdzrnFACLyGLAe+Afgb+OyE4ArgI85534ely0BVsVtv7jIbTcKYGVnIjM5YJq9pvkxWoBxLp6Wc5G+b0J9YLFghWWv3ExzW2Jt2tht5ZGpR/P5Z38HQE8mw6JuOA2fJ1f8mJ07/XWlewOxbILK2Dn9tuWJyRcw78378kzPk8kzPa+8yj1tN/F4zWnM63y8dxRv+dQL1AB0ztSzPF1j97g6ml65j0sOPTfSNJ4aBYCNk05X29W09SFOOeCtfPD1h7kNeHDTnTwDtEoNl/C++Nvp+wCYeVjhnpOGUcmktYQxKp/Zcow69TqLo2mUY8vShpBGcDhb4QSDROfcgmLvLBEgZsnOcWUFKhcDr2UDxPh9O0VkEfA+4iAxrtcJ3JZTr0tEbgW+LCK1zrmAMKiPTFsno1/ckl822/dfa51W+ML1AJlOX0o86Tk9YGqd7msHx76uayA1/7W9R+naszGv6suy7Z5Z75V16tIjxq4vXAMJfqb3g6deBo/e7FkIHTLuEg7hEu/9o9dth8T0csvxunda8+qNXHr6V7hy/f3e2tR3/3F+vuaSKDA9fOLb87axc+d6PnjIJ7hixzLO2L2Sh+qP5+aq47hl581cNv5K7m7+KeePvxK272bWjHOo25Y/Irn3qKmwAZaccCpXLXkAujrprqpiUVcn76nr4orNS7gVeLD5Pm4+4ixYCUuPPZNrnn0Survoqarm5rbotkiOPE6sm8G8Q6/IK3uxcxmbNi7uzZDOWuHMmnEOXVPyT2LV8xsA+P6LP6bBxdPb259iBTDd9U1P3xv/PaP2PDrH5Xs2duqyVkYrd7Krq1HrppILhPwMFa1ayFNR1boF2iZbtxfchp4Vz+nlSlnQn/DASX7Zxi1+GZA56Th9G8+t9dsQ0Ihlaus8fd6FR35Zreu0dgT6OOTLqBE6T7T4z8OQVk7VjgZ0mNp2gwS8L53iZxg6pxLw/HQpzrVGSLOXahsBLW4azWWmw6+bNhElrZ4zGXS9K3N5cOp1OBPyZcwmzJSDsmoSA2SHSrJfEY4FtKfxKuAjIlLvnNsd11vvnLdA7SpgFDAn/tsoI0vHH8k1cicQjcA9NF3Pmi4WSR/B7NrU2bWZs9SuCyRK4OsJTyEy7767+aeQ83tW/Tnq+w9rPI89NaO56LxrWXLXlzjrvGtpuetL/OCF6/vMv7c9yWk7XuRW8Eyvp7Xs5fUdy9Rs6iSHHnu+qoMdszks9l7p9npT4RcoSTy7j5oW3IZhGIYx8ug3SBSRcUSzdDXAA8653SJyJJGO8HjgDeB7zrnfhLfS7/anE00N3+ucyy4BMQnYoFTPfuWfCOyO6zX3U0/5GmeUkgn1h/G7p7+db5r9668x7sDiaQ2TFLqKSr/bSOgJn4vHhs6fmJ+R3X3ozOA2ltz1Je/vkMl67prX2b9fRc+mLgZPjDmLea2P9E5v/wx9lHq4E0riaRx7MoeP08yUDMMwRjb9Ja4cQbQM33QiG6YtInIRcGf8/zoit5dfi8j5zjnd6C28/Xrg90AX8NHcl9C1kMnx1ULrafv+JPBJgLqqwFSIkZpTjvqoV7bzyNL2b9JHcOmR0WowaUjqCZePPg1al+z7jTEzD3+Xl82+5K4vBU3Wteztl1Z/J1U2dRqWjjqMq/c+1quvXOR0feZwJ1fjmU3iUaebK5y1nc+wrvtZr3x21Vzm1JwwCC0yjOLR5Fap06nl1B4affQ3kvgNoA14N7AL+Bfgd8BTwPucc20iMobIN/HL6Os6q8TWNXcAs4GzEhnL2dVckkyMfzfn1POdkPvqBZ/+zrkfAz8GGF970Ig2Ah/qJL0as6vBpGHZmNlc/Wak8eshw9JRh4Eu50xFcup96fgjg3XTZlMXysSqqfx2x//0je66SF+k6TOHO2u3LPESgdbsenzAo4iql1lztCTinNEnDWjbGnNqTugNBu9pu4l313243/pJ02NNs2kYlUKjHMvhtdF9k72+Q96JIR/Bs88+mwceeCB/u9XHB79EJXW7yQSVYplaa9vJlmnJL8k259zLFeGTeDrwZefcfQAi8lkijd/Vzrk2AOdcq4h8H/hhoTsUkRrgf4kWyzgv6X0Y78NfJgSOAV6J9YjZepeIyJiELvEYoAPw1d0KPaNr2H1CvhZrz0F+t0x5Uk/g2PROXRg84yervbKQwHkMfqLM5jP07XbW+8bEbRP1wdNp6/Q4ecxm//i6a6uUmlE2rdeGcXoSwGhlf+M26JdYaH/th/ji8JrduodjwwGKV+OD11J/0GzPuLx2k973E2um8ZtXrstZiaUddvxPtBJLwow60+5P09YqZdm2eVPvT3+bhgNmeYlKY4jtgDJV0N1JT6aKx6YeB1v+4CVcNCzXExRUo+cZUzkFf0lENyo6J8mEi/oX/OSQznr/2gTYeor/3WrKU7qYvUoR2suUA9S6wQQMLbBRBPWhcunoiDK9Rx3FFTuWcRvw0Lo7+MSelTDljPzKgcSHoCl01VguGJdYC7thHGu2PYxMThynNnIZSOwQJUkNYA2r+oLPtr4kgrV7V3hBqZoIEjg+rW4o4SBN4oprGKu/sNNvRzAhQjMnb2vnzs2+bjeNQXZo2klrRyipJlQuyv5CaIk5XS9vVGpCtVK3ugj3U3Xg80lrRyiJJ41JN+iBUZqVXBrlWNb1PA/kr14iIrB5M3zjG+wAuPpqWrufhSKMtJczk3ld97OcUn04V3Q9y6+ABzuXcXP1XICyCcj7CxKnArm2+tm/kyaOmwE9/TSBiGSAXwLnAu91zi1Vqt0BfFREznLOLYnf1wBcBNycqHctcDmRhQ4iUg18ALinkMxmY2ijmYK3TdSDzxDzDvAzrNWsxJRobeuPydPO4tLp5/Qms0Bkpm0UF830fLq27nYKnaK6FvaYs2na/kjeakDFoqntKU6pPZoP7n0ysjXa8zC3jH4rTW1PlWTk0jCGJCedBG++yXiAhQtZQb6ubajgLb7QvYlby7j//oLEDJA7hJP9OzmEkGa69r+JgrpvAXtE5NSc1zbF0853EK2wcpOIfJE+M20BetdEc849LSK3Ad+NRyfXA1cRmXB/KEWbDGNQWfvqYtZtXsK6zZEOMpvMMtyDxDXbHqZp+yNeeSm1dZrpeTbTO7vuNm3trNn1uPfekBYQlLWwX96gJh6t2fU4TXuWe+WN409NNf3//Zbf9tkadazmtM6Xbe1tw8hh8ebNvfc6HR3BVbfWdj5T0RpIb/EF0q9ANhD2ZYEzXUSyqalVOWW5cxD+/GeYC+PfX41/crkWWBCvuvJnwL8D1wF1REHjOc655Lj3R4kCzm8SLcv3DHCBc+7JFG0yjEFlzvRzmDPdt9eRjuGRhbx27wqa2p7KL2yOfCCThuOrm/5Y0uQLzfQ8ue72zaNPpGnPcm8kMduuOTUn5GkB72m7yV8Lu5/EowumJqam62pZ0/xYquNI2ho948r7wVEpXDDpE15ZSNYz3BmML12VSFbjt4y3MY+n8lwd7mm7yas/u2pu3jS1cy6VBrFYesUQycUXnqg5BTofLek+c9lXkKgtCPu7xP+hLGMP59zMAuttBz4W//RXby/w9/HPftE5Vtj61vxu0IyCtx+n64ZqAgkOb77PT6BoD2gHJz/jz4yP2ap3ad2bfuBQ1V64vi/Ejjm6qWxVh9+OUbv1ttU2jFbLNZKmzVm0NaTrXtM1VLuO8I9v3CuF69SijfvHrekwAarf8NsRMvqu37DbK+ts0Pu4p1a/DTNKWUhDldnk+0DufYu+ek3dsjVquZvhm7KP2az3W+OvUqz13VDP+UfkLw0obZ3ctfo7UYD25iNRgPb63Xyi+1k48VJ/G4oht6rDRO/P6qZIJbMsM52r417sQVgErEtMQWfth3oShspyxExaV97EZ8aP4ldt8OCYF7jloHfAC/4H0vLJ58G2u7zrrmnPck6ZeGJfULr7YW7uPpGmnUtp2umrb0KjGUlbo+VjTlcz8jVtXVfjwTS9cl+vIXsuyRFNUXSD/eE0nWHA9LpL0TuGdJ+a1i2tobNm6u127tK/xATQZAjJ6yRtG7LtSJJG99nzyqs0MovGullAfkJTMikDdN2falgOVB/e6JV1rWlSakL1QbqGOYOusdfIba/ITWr7c42lQzzGwXyGaHXe7L2eDAYHg5BBdoilmUO4Jl5zpAdhaSbNuNzA6S9IHIrT94ZhVBja0oC3TIiUJt9/+Rd9AdrOlSXVDTWOPZnWTC2XH/TxaBTvoI/TsuU6bwq6v+mcFcCU7U/1rl5zWstL3IL/gXRzxzYgmsJOktRFvr11LbfgjzC+tGVxcLoraWu0Pxn5550erQV+7yNf47zTv8n65/4w4jLeAeaMPqlXy3l38085f+LH8xJ2sqt7hAIgo7gsWLCABQsWFFyuMYujvaVHD3BDb22N2VVzaZVRXFr3gTjw/0D2pc3lakN/y/LdUK5GGIYxvPn+moV9q89sf4rTdr7ILegawVyz8SyNk04fcBJIKBHlial/xrzX7+6dgn6i+m3B6ZyXIN/PsisaMU5+IE2bNINX2jczb9pf9GkdiYJGLyjtiaK7id178pJfPsELgB8kNtadSKuM4rIJH4mCmgkf6S0vlPUbF/O2qafwoY2LuR1Y0nQHn9r5OHcpo5mlsvKpFLSs8OXuAU6Ws726oSM2+QAAIABJREFUxbBMKhVrO59Rp5XTBFeVwLXXXsuCT30qLzOZf/qnqLzA49C+XFWCvjAt/cgEkgnEJaMSluUzDGOYs7Jrt6rZSwZoP3OdvWbj9yxf0Pv3E88t9Na2Bpg97SxVz6mRTBq5a8t1ANzc9gZXS6ZvVK6f6ZyFwLzMqF6D9OXTL4SNv1fr1ra/yjXb7uvTOk6YFx1L0ry94UzYeZ+X/LIC+Ctlu6GALW0gd93T1/UG7he+voIVwN8kkni0adDhhpYt/gzbmOT28iFeiIJo9yS3dp+halVDhLS4aZOUCiVkl3Lttdfy2Hf06eHBJmR38+bBs2mgg/FA5w+vp+WHP1fraX6IEPknFhoUlsoTcbgw4oPE6jaYuDpfm6Dp/rprdTXYuFd0bVbPKF9RVtesbyPp6RdtV9eCbTrX17VNeSrpeBex7QRdA6dpIBte6VTr7pjjeyJ2j9KPQ/Nf1LwFAcau1/20ND2gpj0E/ZzUbtJ93bqm6z5iadA0nh31hS+0PmqbnsyQ9S1MklF88oKec0q55lsJ0NNYuKYl1GbtPGmazSzJ1WeWjzsDdt7Hsp6DPI3ge9es5oN7n4w+6Fbeyi2j30pz20bOuiAKEpfc9SXOuuA7jH5xC2uaH/P6qf0oX1tZTTSSmPyAX9PxDNMmv4PLDzw7Sp6Z83lo2UXjrpPJjEvoqFr2RH6WLm6vE5ZJ5Dd3r+uTb9/rbocN8VKLe1ZFQd+eVby9Yz23AA8dM4+rHn0Aujrprqpi2fgjYed9XvLLi+h+dC+NX8+GDff1/p9dW1wbbVW1Y49G0+IrO/OXtHyR/OvLNYxF0I3X03gfhrz6NDKHTg8mYCT1mdUBU/CgN+AEXxeX1Tp+f+dv+2xGOlazAqiV+3szyC9kA6e/uSVVBvms9kZmSaTny05ZZ2rroB16tuQL31V9peYNScDvcXQdtMEPOu7sy3rvxy5F0x/294Xgru0/yfs/5EXZ9bqvjQZdq9iflnMlbQkJSPx5kfA+fGnJEq/sT69+Dzn44Dz/xP3xNjz9n49lwYIFee/XRjJL6ZuYNBEPmYqXkhEfJBqGUXqSq88sq50JoGoEQ/Yuk9pa+EjTffweWLzqt/zKzaVp59IBjcr0N4WdHWnMZWLtdC7PTiEfFmkIZ804h8ZDz82r111bxUv3f4WDXfQlMndd8T3VdbzvzPksvv8rnHPmfGrXRR+sWuZ1NgDMZeb4cznnnf+aVxb6ctQfWvbnpM5d+drRMW8dcB+HUFfLWK1nvb+0+o6SThcmbUZeBCSZQd6TTvQZGs0KTQsXAy/rvcx2KcUieW0+zonAE6r3YbKM3yVza/eP66+9lgVbt+73lPdwwYJEwzBKyoT6w/zVZ7YupC5TnxeIZf8O2bv8+LHvMb4jmh5976YnOI0V3IKfHFK1sZbubn8UZmLNNM88PTlqlZ3SnlgzrWCrmmSAmGUhMK9qVMHriieXh1wEnD8xWjEnm1AB0DHbzzYtdPQtFy37c11AO1oooUxhzYalUY6lMdZc9iaHHN6oZ70H9JnFImkz8jO6OD6ZQT7+LNh53743FrOeF3ibm503ZX2Lewvrup8tWZCYzHovt11KaJm8xl2Fm9ODf20+Fq9Cp3kfvpQou39zcXI6VgAsXFj04HOoYUGiYRgl5ZSj/HxlzbIHooAsZO/ybHv+9OhzdDMV+En98ZyxeyUP1R/PzRPmccumn3DJ2V/lI033cc7GpSyecSq/ajuSW97wc/EOn/wOfzSxZRd3bbnOSyT51p5amnY92WtVkw1OZ3X7I4kQLbXYLZHsJHdd8cX3f6W3TvbvibXTo1HVw67uHaWs2qiHZ+vX3cus2ed5x5H9nR19A1i6emHeVHiWCUz2km1a3O1B7WihaJnCa1qWsa77Wc+IfAKT1eQQ0LPeNX1msUjajCwCWhMZ5NnR7zRcx3000NE7ZT2v/RVuBc+vr5HiJAd5We8Bfe2a5sdUy6WBJilpgT9A9Th/ujlkTq9dmwA4OOfGG+Gqq2D3bqiv52e7d3NTouydP/whXFn40n4hXgIOzlpYFTH4HGpYkGgYRkURsnd59PgPcMqq3zK2u4M9VaNYPvGdrNh2F1N2P9dnJ7O3iVvwRx3PkJWpVyTxVlGpGs1k+lZoyRLSu06aeS7vm31e77QywMyZ53oBXna6OUlz9xYm9bR6y+9t2HCftw2APdsf4ZruPb2jbzcfcDo72Nb7QZ37oR3iiRnvY96rd/ZpRye9M/J7LBAtU7g/E3IvOaTrIEDPeveC3dXpst5Dq91MkAM9m5Gqznu9DHLJjKJx7Mn+MfezEk9SW7cqzox/d92H8/oijedjaLR2YtVUr81ubxuzq+Z6dQ+f+PZeCUEhSUpJ0/JiGJbPqTmh99rI7Yt+dXcXXQSf/Wz0d3U1i4BLPr6IG9vbqQd2727nyo8vGnDbIJoJOKe+vujB51BjxAeJ0u2o2Z2ffNJ2gN8tyTpZWqfpN0tVu2/UuXeSZo8MU570Bby7Z9ardQ/7o6+L2XG4bmI9fl3hK3ZkOvTklwlr9YQWjddPGeOVTXpBf//mt/sJMQAzF/l9MWZz4WLdnoChd3etbt6tJQ3VNevnWjP6nrBG1/xoxtm1z+vBgCiG3gC7T/DXcK9/JvBtVjEsDvVF0LxbSTJqO1g3/9Wul0xgf+qoYYO+3caO09k7eRqXH/h30YjY4XFAtgOe3DMNFyeNOCc8dshbeNu2u/ItaeKRr+So4zMuum+Son9p8T8Ys3WCq6gkEgqqX33T20b1qFEcNepkiLWCWc1gblnv/hRD5+wo5Xdbfs1E192nz+zeyC1AVXv+tejeeDPycNy5snf07e2xh2Nv0sCW6O+eHS083n4PO1zfeckGYDfv3ZqXSLRszGw09szSzZGbVj7FSW0H8yFe4DZgSfP93Dr+VO5pe5bDG+ZBW05A1AbXJZNDNt7ALfiJTj/r6fCWT3Q7d4GLjj0XOWKm2jZWr/Km713jIax9dTFMnxPVWQ4cN4dTmpSgrWEchzf4I8ZzdujBzj1tN3nZ+8sPOBe23RUljmzoSyBZ07qcOVPPytuu27glGBBmM6R7+yKZSNQMzJhKpmUPR+B/oVjzxkP5079t7UjtKNXiR0uUCSWdrG/Y1Kdf3dBnCL7s1Vtp7vSfXfPnz4+TQ/pMs/OSYrb0Xb/zPzUfxo+H5ubIDLu5mUzmINVHcP78+Wr70rAIoDp+VlZXRwFqmUlO3+d8UTq4XG0Y8UGiYRiVRa7VTfbvuqoGftP0XX6TfaGnHZ7+NmPJt6R54rD3wvrf8sT4c5nX8mDfh/Po09QVSfrDm/ZOoUkLaR1DI1+507RZ7m7+KatcZ8HTv56HY6zlTE6b/9IdyQ63tTeYydLU8DJTp57FZQefG62Mc9wXkZY9TKyd7puCb4AZR57HYUe922tHcor19JbNLAau2fNw3ogoKPrTzsh3MpnotAg4TTlmbeRy7ZYlNG19SO2jpNXNzR3vzVs3HXSfzrubf9q7lGRzW3J12PDSd8vGzuFq+VPflPWY2UwFzxqpaetDXpAI+vT92p7n1ESix9f+D82tr/S1eeU31T7o7Ysxx+ZdFzfXn6xa/KTRmTbtXMop4+bmL3M5YR7NnZt9jW+AkBelljBySq1//YXqpuXv5s+HOLvZNTcDxQk+05A7fZ/Lve5280k0DGPkoWoEA/Q0jGbR8gX0xLq/HsmwdPyRACyrncnVRIFCD7JfK5Ikp73TaNLSHEd/eJ6K8UiUxkJgHtWeltObNmedaosC+YFF9u/G8acyb9pfAH2jeNoodxbPvsTtjUY5O1Z7GeteosWsi2D9b2mtruPSE78ceWWe+GVali/w19iuOo6mtqf86e2pZ/UGXNllILN/e5nzL0QWMVk/zizStMk7LpmSLyvIaj/vWv2dyJ+wc1mePyFAa1Utl8/5fJ+9UkdH1BeKRKJQ1EBs9Dk0t77Se6y9bW7p+1KRNHX3rov29Wo7tEDV7W1jbecz6lrI3331F72j3/s6Pi2DOI0XZRpCpuKhLPTQqi8jDQsSDcMYskyedhaXTj+nN5iAKDM5aa3j2jtSrUiirWoS0qSVkmTGc2j6F6LpsZ5cU/A4MPamzQO2KLnBVRZp2aNmdK98+Ie0vLleb3NyHesxpyOtS9RRTk9/Ggf5uaN52b+94EPWBIOPtVuWqCNzoZHLQlmz7WE1+P9B+519Pov9+BOCMuLbz+iwNlIKytKOa9YF+0LzuQTluogtfpLWTxOrpnJKw59579/e83re1HpWZxka/U6OaN9cfzIriMyye02zf/SLYF+kQTPIvtfdrq7ksp4X1NE6I2LEB4muSuisz9erafrDXTP0rhq3Udf9JbcJ0BPQ+moasfoN+sOrdbqv++sMGDp31uttPmipP6Tyxlt1jdEexa92bMAbV9Mf1uzSNYm1O3RNonT4/dka0Geq292u708zNwcYtdvXjmraQ4CaFt9WJaQdbVj5hl8Y0B7uVcyfAepf8LVuIYPdnsnjvTJtNARAV2dCx4m+tUpIqxrqTxVFf7h39iS1at2yNfo2Zvh91PTc71nX9lTvVGE2mJjAZNVap/HAM2BqYjst/ge029GC6+zi7rY+j8KsX+Hsqrn0dOfrsTRj4v0xdE7SWHcie3Z1cNmEK+NA9UrY1cHsqrlkVryYX/mImUypOYPLpp4VjZ7N/YeofIcybT71AtjyBzJJM2qtL3buikaumM0H9z7JrcCDr93J0x3rOS3hZZj9+4lD30bPxpXguuiRKpZNPpaVryxhntR4I6J7JxzA5ROuiTO6r6Gnuk5dReee5Qv84MPpwa5s3c6erQ/xmV3buQ14aM1vubk+Cu69xJx4xZzkc0fG+9dsT8NomlY/wtsOOZUrNi+J+qL5Pp7G91nsDcQ7cvR8HR10TT+AhRvyJRKPN14Ma26HjVvy2zDlAJpWP8UpB5/GFW8+Eh1Lz3KewU/syS4PKco53LNzKdd0t/or/yQlGfE5uWDm33mjjuObN+fpTG85/hJ2rNzKpCMO4orNS/hVGzw47kVWtoVHv72Ry7Z1rESXSNy5+b+j45Hrev8ulH4TX0rkqTicGfFBomEYQxNNxwfQvcM3lq6ae1S6bedkXg4muWbauYFqkqwOL6vFy5029qbNx85J3Y7kNO0K4AsJL8ObDzgdwLPyAbiXaCQU9j0iGlpmMY3OdAUwZe8L3lTq0obDufrVu+J2CEsbDk/dFz944fo+L8ltT7ICuCkQGOVqOe/a8F+wARogTyLx2KT+r03NDuimQIAX7AtlejspyQjpJUHRmb5wPbcG+uKzgdFvb+TS7eVn6BKJUpH0WRyptjZpsCDRMAyjAgkFwdrIozZVDLB29f/50+ZVtTROOj1VW5LTtC/iBy9v373GMzfP/q2tVJNMiMkGUaH1uEM6U21VGm9KN55Kba2q47LjvtibmAPxCHOavujM8ZJ0UV+EZAGaXVLTK/dxyaHncu8jX+O8UyMN4cSqqf5xNMf7U+yAtAAvRGh6OynJIFMbDCg9nWk8Ta/1hfYlAfQgf1HrElUiIdI3O5b9O5sJXQihrODmSy6BP/1pxNvapMGCRMMwjGFKyBg5bVJNcsr6Z3TxN8kpzzj4SAZGIbLJMLlosgmAxrEnqzrTXL1cNqlCakexcMt1+dPbDWcGM9O14Lo/NHseLTBqHH+qfiyK8Xqu5q/3OKYcEE3fJ2x0fuY61QAvtL+FoE71a5KMUECZ1JlmE4y0vgihBfktreR9gYFIZrF275PB7RSClhV8r7udP//5z2HmzKhgH7Y2oUSXgRLabqn2N1AsSDQMwximJO1LslYuaUyowZ+yXuTg+KQH4EHnw5Y/eO9Nru6RHT3Mev0VQijbVTUcr54XJfHk+j3Gmelq9vaBZ6QKFAu159GOremV+1i/cXHv//c+0jeSqCWHgG+js8gVvj+IE5qUqX7PhqauloUb/ksNKJPL5GUTjArti1CQryWTzRl9kpd4ovGuzOVkags3IZ/F0Z7PYpakqfsvObrgdZr7a+ufen7t1b3X3c4L1y7nQ7zADuAOaeSXHM2v+D8LEisRJ9CdyKHoOMjvlkzgC5KWoALQMdZPJpn0vJ500DrNv9C3zdUTAw580k/s6NFzQJj8TGB/SvLL6O16gkLXWL8dBz3wulp399H+yhOd9fpNnOzzLDvmTvTKxr8UXgnA259iYt0fmU7/uGs3+Zo2gPZDJnhl3bV60pCWmBFKAgmVuzq/k157r64nm/5b37vNKckeEDZC7qnxz3XIAH7UHj/hp7vWv64A6rft9MpCx6wlDADQpiQkTdFXOqnWVoNQBP0QWC0lsIKKZjYOgHZ8SjILoK9qcZx+Tvco9ynA2PW+kXHonB46+S84lPwRu1Hbor5InkH9StYzvVuaf+p7AMZax+Qx5q7usS8yLXoyypqOZ/J9J3NGwb7fuqhPF9e5htO2R4bjlx/WlxAD+jrWvUbjW7fnlbsDlcSq59Yyu2ourS9u4tKay7in+ybeXXMZVZn71Cl2bX9HHn4KRx7hB7x3rf4O4+ccwIc2Lo6SQ2pXcsvL0ZJ6u1/dxqWjLo8yiEddTpVbrI4CavurmjCBKXUnctnok/KSnxoPPMM7RmnZEwwoO2bO5nI+Eye0fAZaHRPrZtDW6ri88XNR8lLj56hqukHti2TCV8+OFmR0XcGa4hBr2lbkTStnLXnSTE0D3DbtSXjzTeiAi0dt4uID9vKrEsoVPY0nrxFe1X1wGfFBomEYhtE/WgLNM81P5HsAQiqboTRovpNdU8Zx7yNfY2VnYnWdeIo0G6DkBm3FINcbMPt349iTvdHOrtf1FZZCXPf0db3B7oWvr+B096xqo6NN03e97H9JzKIFYqGR0ynjT+Xy7Eou/WlHiYzFNeN7bf3nNS3L/H5rK85a0et6nt/v92cpd0KLp/Gk8FXFyo0FiYZhGEYQLYFmrbxA0/ZHekf3cgOEcrPs8MuY13SHt960lzTSTyBVKFrWu2ZrtD94wW7Az7KUaCO+WlCqLQMK/hKJWbR+a2IVTW1P9cohsl8+tBHRUnPOjTfCVVeVLaElqfF8nBOBJ0q2v4FgQaJhGIaRitCKMqEgoZQ8NukoPrMu0kJml74biiSD3SeqTobOR/0RuA2F6zlVTSrQWOPrMIuhHU1DGgsrCGcsFyXh46KL4LOfjf4uwzrNSY3nY/FSzIVoMcvNiA8SXRW0T8xX40x7yNf8bD9O10q1TdSVPGO36JorDc0A+tB7dEPnXTNHe2XjNur7ap+kC/86FPPtca+EstL8bWhaOYDtR/qX0yH36wvBd9fq/TnxCX+KJrQ/TYfVNlHXiE5+VJ/6aTne146F9tc5zt+21l6Abacd6JUd8PsXlJqw58wj1PL2Sb4Gcvy6gC5O+WbfdrDex6pJN3qbNe0h6JrS8a/q695pS7iF2tA+228DQFW7fz9Uv6pvY/e8mV5ZSDs8boM/WtM5Tj//o5sKXy615xD9OKRhrFcW0uHpikQ802WA+oDm0in7C9HT4D9bMi36iFHQLDxp0B3YbrRt/7i7pujXrHauq9/YReOk0+lo7szTxdGyK1oZJ2E8XzXBv59CaPdO7aiAv+Qm/Rmg7a+/IPrxUTPzk23GzoEdj3L+xI/n1dN0u9WHzVC3efioRg7HX9/YvfGmdx3NOew85nCeV1cz6A49I0XTAwfKe3bonw2Z2jru3nuj+lopmD9/vprQUug6zcnklH3VzQ1qRQTnOmjNXM4sp8shtO3nWgSVmhEfJBqGYRhDF1UXV+blEwdK44Fn+B6OG7cMyvT9SCM0ClmqTOPQdss9xV4oFiQahmEYQxJ12rulcDeESkK157EgcciyYMECrr32Wq88beb1YGNBomEYhmEMIuqKOYqsYKSSVquXZgq4VDzy9VWcJ5cBkX4y+/dQChDBgkSq2p2n89r0Tl/rdvAjut6qbbKuwdA0ULsO1evWNft6q9Zpel0NzesPoG6brjOsUTRXmt4OYNcM3yevZreuGxr3qq9fe/1UPfNvwlrF9w7da7GqXdfFaX5x0cqoPiGtk6YHdaP020Ltzw69j6uUwwvpdUKMW124X5jm4bhnqn4ctdt0jZimSw15Rja/zdfcSYeul6zZpehrA/0WomqXYhHRpvuA1j+Twr5C0XJm2vX+oU734NQ0l6F7r0rpI+3cAdSu07Vu2t0QWqkkDRnF7zF0zHLETH0jCb9BAAno8HYrWtzQuevZ8oZXpukfAWjQ73VNxRXS1o1++mWvrP0YXfc3SvNUBNzqDV5ZsM2apjTgGaplaYf0lhLwEnWNh/htC2hjNZ1w6LkQ6nttdLenvXJtX8pNJQS1IXSnXMMwDMMwDGNEY0GiYRiGYRiG4WFBomEYhmEYw5oFCxYgIr32Mdm/K0EjmNu23J9KaNuI1yQahmEYhlE5DNRUWnt/praOd9d92Ct/7DtNsGBAuwtmMhe6eozvnRgpj9+VuZx3fX1wDbYl25iRSv2kGe6Ecz+fV7Znqj/AOm6jLsrvqdEHY0PJJBqasL+mRRflr7/ET8xo/Im+3NTeo6aq5VpSzd5J+nEcuNQXoocSOzTDcS2BA6Bmt24WHupPDa2P9WQW2HKmLi7XzmvIeFlLoGlY6QvqQTcQ3j2zXm9DIEFFM7ENLYelJYKEjKl7Rul93HaAf17r3tSvey0pZsIaXfhe/UbhliRa4hLo10X9ht0FbzeUVNM9rs4rC7U3lOSgGS+PfjGQmaqcv5DZtDRt0su1ZISQ7YuSSBBKlNGui9BxpDHpljb9IaAZS2tG0aH9iZIkA+Da9aQhrd+61jSpdVVz6tBSdCFjae24U9jzBI9D66NA20Km5xznG4P31OrPde1+CN2nY+5eqZbLaP8+CyXVhM5JockdoQAzU+u3IUvWvDs3QMuilfVHmm3sq27oWO51t69wzpXFDNSmmw3DMAzDMAwPCxINwzAMwzAMD9MkGoZhGIZhlBht+vhdmcu9qfDzR19ZribtkxEfJGa6nGKo7GtM9hykd1VP0B/ZH6Sta9Z1DZreKqRJPOhxX1vVNV3XdtS9putfOo/wNUljX9c1Wx2TfS3QqG2KVi4lqsEyAKFyn+3H+Ea/Ve26pmnsFl0jqukM67bp2rrWab6mJaTNCRmAa2iaNoDRiuYqZJosTb6+a9Q2XTcW2p/W5tpAX3TW+/pK1fAaXbOl6i0Jmylr+tr2ybqWr7vWt00OmVtrequQRjCE1keh86S1efQ6XVtHQLOl6U93z5upVq1/Qbsu9L7XNHQh7aH2XACofd7XR4e0dd3HzPTKMu36cyizSTEWDxk3B8y7tX5TtYegGrW7nfrzNKSj1LbRs0PXTGsm2y6kVdX6ImAsr2kPQe/PTMA4XbsGgob1E/TFDDRCesn+tIOFUMnG1EMRm242DMMwDMMwPCxINAzDMAzD2E80P8NK8DgsBhYkGoZhGIZR0bwrc7n6Uwlce+21sHkzXH01OwCuvprrFd9EgCa3qqxtGygjXpPYUyO0TssXFo5/ydeejFuta2VeuUj33ztwha/vyXTourj2Sb5mq3X6GLWupuUL+bqFtFWaL1/Iy6xrSkBvUyAhbZ6mXQJoecdsryzkqZhRpE4hfVd3QDuo6clCC91rZ0TTKQKMXe/3cUhpo3n1AXQ1HuyVtU3WRbD1LYoHXGC7Ie+7GkXbGvLqq21o9MpCx6FpFUOavcy2nXrbdgUMNxVGvxjQpGko/nIhT8WgL9+B/jMgdD/VaF50ilYOCOvMFC1eUAOrbTvg66f5Fnac6J9nCGumNc2dHDFTravpD0M609HKZRjyJ3SNh6jlot3XAd9C7ZwGCehrew7xfUp7lHsaIKNpY1c8p+/vpOP89weeWaH7KY1/Zu06X79YFH1mu65hrprgt6N7h+4lWwySRtjZFVnmz5+fbjTwpJPgzTcZD7BwISsgChy/8Y3ewPFPr34POfhg1vU837uvP/X82gt2c/tG01hm21gObCTRMAzDMIwRyYIFC3DOeT9pp4sXb97c96Wso4MXIQocFy7sDRw56aTg+7URxkoYdbQg0TAMwzAMYwCcc+ONkHV9qK/nZ/iB4/2bA1nhwF5e4LPuSXYAn3VPMsntZT0vlLzd+8KCRMMwDMMwjIFw0UVQHctJqqtZhB84vvPGG4NvXwFcyAbGx7+v475St7ggLEg0DMMwDMOIWbBgASLSq/3L/h2agp4/fz6MHw/NzQhAczMt4AWOXHRRcJ8vATVEeQs19PAMkS7x/NFXej/lZMQnrmhoC513BgTVBzyni9w1tAQVgDGbfQFvKEFBo+X4KWp5plNPlNHQDL0B6jfs9sr2zNINUyes8cXTweMIGLf6xua6cBqgZpefaBHqC227IULb0PoilFSjGVaHEpdqNxUuyq5DF4ZrbW5YrpvVhgySNfaceYRaPna9n6AQMunurq3yyqraA6bpgYQWLTlr72w9uaDthGleWf2yDWpdLYEmlLgSumbTnOtRTzV5ZSHbdanV7x0tIS20Py1hQJRknf7aodHZoPcFpx3rFWnHDKBJ70dvCyQ+hIyzFULJGtqiA9WBpCHN7D1oZB9qh2ZYHairJiPNPUqvG7o+NULJTwqh84SSjBJKDgpey0qbMwFjcbe3jbv35o+4lTswWrBgQSpNolY3L3AUwTU395UnyNTWsbAN5lHNGLpopZonak6Bzkf39xCKho0kGoZhGIZhFJFQkBkqXwT0xF85ehCWZvRAvNxYkGgYhmEYhjGITK6ay6V1H0CAS+s+QKuMYnbV3MFulk03G4ZhGIZROQxkenl/3puc3k6DZuidLUuzjvScmhMKKis3Iz5IzLT3MG6DbkSai2a6DLB7Zr1arpopb9RNjNvmHe6//8HVal2Z4utqRj2lmwd3HzNTLa9ues0re/1ifSH4hpX+cVcF9Jmd43zN5ZhXW9XNId6/AAAgAElEQVS6e4+aqpZr/RzSAmlaN003CGENlVbesPINte5uxZA7tNC9pvvrmKxrAUPaOo2QqbSmPwxqqAKaJu38ha5D7ZoNmXTvVjSCIR1myABeM/rtrPfPP+g6Udce0J4pfeFG6Y/Fjtm+OTJA7QPP+oXH6feTZjYcPE8Bg2SeW+sVjRqtG5n3KNqxkGZP00CGTLND15DWd0GDZUUb2fOKrqPNTPB10K5BPx8hjWD1q8pzMqDP1Ey2Q/0WMpZmhv+MC5msa/uTgP5YNQAP6GU1Q37QPwPS6AxD5t0hY/ieLf4zNTNV135rdUPG28OF3CBV5Kbe/8utxdSw6WbDMAzDMAzDY8SPJBqGYRiGYewvTW5VnvH1ve52IH2WdCViQaJhGIZhGEOSpCYwU6tLL0pJoxxLI77902PfaeL870RTxtmp44HoHweDER8k9ozK0Dot/6LSPPU0DQdAQ0CboWmrQloZTWcW0hOqTNG1K1W7dB3H7nn+tg/89fNq3Z69/jZqA7oxTbMT0h6G9GTgb7vuNV3zs+tQ/7jrmvXthrSRmrYqpBHU9Ichz0HNSzLk1RfSDWmEzmkqQtrYuRO9stqATknz5Qtp67S+d3W6Z2hI61b7vO85VxvwztPuvaA+V9GphXwE9RbrejkC+jXNt07z04OwjlLV5x2oX7M9K57zymSCr+8EXZMW0vKO2qafJ+38af6EoD9TQzo1td9S9DGgey1q+j70/gz5gNa9FvYdveuZb+T9f+GRXw7W9drwhq41d8ozWb0GgarnN+gbV7TtITT9YfD+DfSn1j5Nexiqm6GBOzf/t1euJY30tLelShgpFcUIVkMBpchNA952oZgm0TAMwzAMowykXc1lsBnxI4mGYRiGYRjlYKjpFG0k0TAMwzAMw/CwkUTDMAzDKAEXTrsmvyDFGtTG/qNpFSGduXU5mS3H5GVHZ6eiZ3E065yeL1AuxLk0y7oPP8aNP8SddNrf5pWFjLM10ojOQ2almgA7lBChLTwfJCTgVoxXQwkmWlJN22Rd2D92vb9ge6i9QTF7GsNbzbg1ULcrkNyjGXKHDIQ1Que/5xDf6DeUlBFCNd4NCMMLbQNA6/QxarlmnB00QtaurcAHoCZyl63b9e2GCJgFq/vT7p1Ask4x0BIJQqgJBqFjC1zLquF0wLy7p9YfBwgmMyiEji2UKKFdA6Ekh+5nX/TbNvcotW7QhFohZMgtR8z0y0LXoXJOul7eqFbNnHScXq49G0L3iJKkErr3gubdWt2050/bhvJZlsYgPUjAeBvgzvX/Wfh2EoQCRChNkNif4XU28URE6C/WSttmEVnhnDs5RTP3G5tuNgzDMAzDKCJrO58ZUgkqIWy62TAMwzAMo4jMqTmBpq6Vg92MAWNBomEYhmEYFUu5p5CLhdbuSm6vRtmDRBE5BPgScDJwApF78izn3IZEvTrgG8CHgQnA08CXnHMPJupl4u19CpgKvAR83Tn3v4W0J7Onnbpla/LK2uYd7tUb/aKuaQqZ2HaP8400q9/QtSSa1qX6IF1PlkabFTJp1jRJdcsK17mErGM1w+LqgJYoZE6u6eg0XVWIUB+HTaj98xRavF7TVqUxwq4ObDeozdH0PSn0ayGz4bEptJGvXjJDLZ9+y9qCt+FG+efP7fD1qwAyOmBAG7jP1G1oOrPagFZK04gFzkfI/Fdrs4TMivvRYRVaV91f4NrS9ERdO3aodasP8891UBcX0Exr5zp0HWr7I/C80HSGoWslVN4x2W9zbUCTqBnDVwc03q5pk1quGlaHzqlSN6StzBw63S8MaJUlcN2rmvkU2toQ3YFrq5yroJQ7CAsZXvcX2A4lBkOTOAf4C6AZeKifeguBTwD/DPwZsBm4W0Tekqj3DWAB8APgQmAp8GsReU9xm20YhmEYhjFyGIzp5gedcwcBiMjHgXcnK4jICcAVwMeccz+Py5YAq4CvAxfHZQcCXwC+7Zz79/jti0VkDvBt4I8lPhbDMAzDMIxhSdmDROecv+irz8VAJ3Bbzvu6RORW4MsiUuucawfOB0YByYUMbwJ+JiKznHPri9R0wzAMwzBKTJqp2oHq/tJOCw81TeFAqdTElWOB9c651kT5KqKgcE7897FAO5AUSK2Kfx8DpA4Sa+5+wi8MaASlrV1dePz8t13rVw7oUVT9YUB7pnlkhfRPqucg4Gb4nohp/MJCXlja/kKeXmk8IzMBLZCmXwz5IWbaAzq8R5/2t5tCP5MJ+NPxnKLZmzpFrRrUuim+bih+ahC4BgLnKXiuFf3Swb8IGLkq+9O83gAyLUo7Qn2haMEARNF9BfVyKfRWGUWTGDofqbwBQ+dJaXPoHgnd19qxSECTpvVF1YQJal3tuHvaB65Ty2jaQwLHrTyboB+tqkZgG7XPKz6HAd9C7XoL6VpDz7LuFc95ZUGtufKMC11vmlYxdJ5U3ScgdbWeF2HI7y+j3Kshz8jQ/jRC2wihBWfDRfdXyYFnpQaJk4g0i0m257ye/b3D+S6VyXp5iMgngU8C1GXqB9ZSwzAMwzCMYUilmmkLoNmTy37Wy8M592Pn3MnOuZNHSfmyrgzDMAzDMIYKlRokbkcfBZyY83r290TJWpqH6xmGYRiGYRgpqNTp5lXAJSIyJqFLPAbooE+DuAqoBRrJ1yUeE/8uy8rYF0z6hF8Y0KkYhmEYxmDzrnd8K+//Sh0xMgYX6W/R6ZLvPLLA+QkJM+3YC/Ep4K+dczfEZdXAs8Ba59xFcdmBwEbgX5xz1+a8/17gIOfc3H21YXz1FPf2hvfnlaUxFQ0JqtNsI40wWBOdpzUw1docaq9q3BtIGNCE79qxAapQGwZu8ho02C2CmbKaNBTYbo9iFh1qW+j8aec6aNIM3PnSt4Ov5XLhkV/WX9COO3CeNLpe36qWVx/eWNi+6CfRSbkGQteWto1g4opiTJwm6SRLMgkgjaA+dJ+qpslA15omtVwTv6tfYAOoCTFp7ycF7V4IkeYeqZp7lL6Nlj1quXZdlNL8OVXCRyihRUHrz9C1ErqWtYUPMiteVOtqxxFK7gLdXFpLiukvKaqSEzkqARFZ4Zw7uRz7GpSRRBG5LP7zpPj3hSLyBvCGc26Jc+5pEbkN+K6I1BBlKF8FzAI+lN2Oc26riPwX8BUR2QU8CXwAeCfwvjIdjmEYhmEYxrBjsKabk18Trot/LwHOjv/+KPAt4JtEy/I9A1zgnHsy8d6vAruBz9G3LN9fOOcWFb/ZhmEYhmEYI4NBCRKdc/1mH8d19gJ/H//0V6+bKJD8ZnFaZxhDk+QUZ9ppTGP/qQS/tgunXTPYTTCMojDQ+6kYZtqlmPLen+Ma7Kn3Sk1cKR89PZ4WRzUxDZhbpzEEDZnYaqbHQT2hogUK1Q1pPqo0nWFIe6TosEJ6lM7TjvXKah5dpdTsx5g4RV1NAxcSXwd1f4oGMoSqiwqc0zTmv6FtaPvLBLR1aUyPNTPeYN0U2w1e34r+MHQNhfanXeNpTK9DmsSQZuuu7T/xykJaTk0jGNKYpdGqhs6TqlUNaAT701Em0foojR44hIyuU/tT+8AM3b/qtbVxi1q3K4XOUNXLku6chrS4PYHPBu1DP2RkraFqcTs6PF1sf9sN6Q81era84ekM07QX9Huy5/WBX1tG6bGEJsMwDMMwDMPDgkTDMAzDMAzDw6abDcMwEgRtgoz9Io0Vz3An7VRtoajT90Ww8oF0bdbqppEXGZXFoPokVgINMsnNk3PzyrQbK60fYhpNmqY9Cy2UHvKRU+uGvOE0zVZAm6dtI41uDAr3zYJwv2maJvVhFEjKCOm7gj6OGopnYKjf0tCf7ivZdxfO0vO4NH1e2vOU5rrQtG5p9LlpP7y06yKNv2Qq39KU11AI7bpPI5IP1dW0cWnu31DbNELBXajvi9E2De1aTnsNpdmGVjekuQ0+Z1P4C6bZH/jPw9C1kkbvDAPXS4YIPYsK9fYMtTe0jeFOOX0SbbrZMAzDMAzD8LAg0TAMwzAMw/CwINEwDMMwDMPwsMQVY0hQKrF3pZPUGoW0qkblkcY4t9yJHYUmOaTRVhvlo1Tm7aVMfjGGJhYkKvS0t3li2NBDPGQUqxG6sbWbMJSgktbcNk3SSDkJJlUMcBs9a5pSJQFklGQUgDs3/7dXlsrwVkkCCZnuphGXh4Tv6od5qI8DyTpa4kl/QWnSvDdNokWoL9KYUPcn7C8Utd9a9HsvjbF4fxT6bAnR9fpWbxuha3OgbQ4lDAQTPna0FGy8nCaZQdtG2sSs0LWltk0xek777NVMqEPnujqQ/as9h4qR/KTVL1bgWWhSVIg0STVG6bHpZsMwDMMwDMPDgkTDMAzDMAzDw6abAySH3vub2qpkHUclTC2XSj9Tyv1V8jk1jEq4r419k+ZzZLiQxuewUqeQ00zTD3csSCyQ/sw8CyWNcWtITxYijQnqQLVAmdq6gnUnaXSYadG2ETq20MM5pI3T0LSqaQj1RfeOHQXriUJtSBMYd728seBtpDHIDvWNdg2FzoemPYR090ia6yLNfZbq/k1BWqNgrT9DCSZVRdBMD/R6G6hGLUToORR67oXu9YFqIEPb0PoopGtM8/mS5tmZ5nlVSvPuNIy0IKzSselmwzAMwzAMw8OCRMMwDMMwDMPDppuHCcXQ0JkOb994voUBW420azoPRd2mto500hbHGHwGeq7T6h+T+0s7TV/u6cZi6Dsr1bfwwmnXBF/T7HUMI4kFiSlIo80plQeYpvkI6VmKoV8rljfcQPbXn79Z8kHXn+5PI/TA1bROA/0gqJowQdWHFeMDJs0Ha5r9hTRGMn5cwdvQ+rK/Dy+1HSm0dRqlFKKXO8Avhoa5UEL3R0gPWKq+SKNrTPPM6i/gGqjfI6TzIiy0bqmeyWnur9A9k0bXWskMtfaWEptuNgzDMAzDMDwsSDQMwzAMwzA8LEg0DMMwDMMwPEyTmIJSCZyHYnKIpilL4zlYLMopGK8UQtdhqfzoBopmriu1owahJTrauR6olnckMNiG3sPtfAz0eLT3p1mvupQMVKto5taDx4gPEo84aTZ/Wr5vwXApAzktwSSt8XIaBvoBmObBE0p8CJnKDtSoO40QHQZumtvfB2Whx5HGxLYYH8zFeKgO9AMtlWn2EGAgfVqsD7lKCGyLYbRfjDYUSprrLVS3VJ8NaZ5lob7sen1rWYOotAktRuVj082GYRiGYRiGhwWJhmEYhmEYhseIn26uFNJMIxaqoSrGVOhgUKnGtANF0+aV4j1ZiqHjGcj+i03yek67lm4ayq11LcZUcaVM6RX6fErz/sGgUtoxUAq95kL10njJGsMPCxIV0j6w09QvNJgrt1ltfxT6gNeOw+1tK+txpDUQH+iqD8XS0GlGtlqAVimavTS61IGYYGcZ7CSJLJUikk9j0jwQSnm9FSMwLtX5KFUwn0azF3qWDXS7g0EpdPRGebDpZsMwDMMwDMPDgkTDMAzDMAzDw4JEwzAMwzAMw8M0iQqVon9KoycpZYJBoe0ICZwrpT/TUAwtT7mTPtK0eaDJBWkohp+lYQyUgRo6DwalNM4vhV5xqBn9l5Ji6VoH+/q0ILFA0pjEQroTO1BxeMiMOc12iyF8ltH+B38xTLOLQbmzK7VzEuqLEFrCR7mF6N07dqjl5V4laKAJRmmv71I9mAf7gZ+l0AS6tBnklZIoUU6KcU7TulOUCjunRhKbbjYMwzAMwzA8LEg0DMMwDMMwPGy6OQVDUdNSyZSiP/dnasTOX/EoxtRUJWhYi6EnsutqcKiU6dFSej6WSlNcKX03nBlqfWxBokK5DYtLJWQtxsWY5sGTRrRcyTdKJT9sKyXwSHuPDMSQHUqnYa1kDVaac12M66IY92mlmyYPVMNaCZRba97fdpJUitl/JTDUElRC2HSzYRiGYRiG4WFBomEYhmEYhuEx4qebV69YN+DppQunXeOVdb2+1Ssrlm1IKTz8QlYnmpVLqW1RBurLWE6KNTVZCmlAaOp2MKaEinFOB9pHxZjOGahestzeaaX0rRsOnnhp+rjSpwpLqY0dqAbSdLv7plL7aMQHiRppPO4yExpK0obQh2UxPuBDvooDJU3bSnl8Icp5s4WOb6jpM6sPm6GWu5271PKBejtWsqYpdE7L7flZTkL3TCUkF4UY7A/VLANtR+iaKrfWPM3+iqWBHK4Mxf6x6WbDMAzDMAzDw4JEwzAMwzAMw8OCRMMwDMMwDMPDNInGiKYY69WmoZTak+S2KyGxZ6SQ7Pu0ut+BXheh9w/0GijGdkvp+VpKL7py6sQqIWkhrc407bPT2D8GW6844oPEI06azZ+W7zuLLfRQ1LKYs5TiAajdmDJab1so2SZUrtG9Y0dJzLtDDxOtn0PHF8qyLif9fVgmheelzI7Utp022NW20fXyxgG3LW2gUmgSSKn6s5Ti8jRuAf21pVB62ttKEmiUarvlJu25Hg7HnBYtMauSE5eM4mLTzYZhGIZhGIaHBYmGYRiGYRiGx4ifbi4lpTAgHQydWan0UuWmUvqzUCp5yquS22bsH4Nxn5bKpNkwjOIgzrnBbsOgcvLJJ7vly5cXfbsD/RCtFHf/gS4EPxSOo1IDm2KJ9Qe6jYHWNYYG5T6nw+UZafRhz4XyICIrnHMnl2NfNt1sGIZhGIZheFiQaBiGYRiGYXhYkGgYhmEYhmF4mCaxRJpEwzAMwzCMYmOaRMMwDMMwDGNQsSDRMAzDMAzD8LAg0TAMwzAMw/CwINEwDMMwDMPwsCDRMAzDMAzD8LAg0TAMwzAMw/AYFkGiiMwQkdtFZKeItIjIb0Tk0MFul2EYhmEYxlBlyAeJIjIGuB84Cvgr4ErgcGCxiIwdzLYZhmEYhmEMVaoHuwFF4BPAbOBI59xaABFZCawBPgX85yC2zTAMwzAMY0gy5EcSgYuBpdkAEcA5tx54BHjfoLXKMAzDMAxjCDMcgsRjgeeU8lXAMWVui2EYhmEYxrBgOASJk4BmpXw7MLHMbTEMwzAMwxgWDAdNIoBTyiRUWUQ+CXwy/rddRLSRyJHMZGDbYDeiArF+0bF+0bF+8bE+0bF+0bF+0TmyXDsaDkFiM9FoYpKJ6COMOOd+DPwYQESWO+dOLl3zhh7WJzrWLzrWLzrWLz7WJzrWLzrWLzoisrxc+xoO082riHSJSY4Bni9zWwzDMAzDMIYFwyFIvAM4VURmZwtEZCZwevyaYRiGYRiGkZLhECT+BNgA/F5E3iciFwO/BzYC1xfw/h+XsG1DFesTHesXHesXHesXH+sTHesXHesXnbL1izin5XwMLeIl+P4LeBdRwsp9wOedcxsGs12GYRiGYRhDlWERJBqGYRiGYRjFZUhON4vIISLyfRF5TERaRcTFOsRkvToR+TcR2Swie+P6Zyr1MiLyFRHZICJtIvKMiFwa2PcnRORFEWkXkZdE5NPFP8L9o5B+EZGTReTH8TG0isgrIvJLEZmlbG/E9Ivynq/E9R5WXhvy/ZKmT0TkaBH5tYhsi++jl0Tkc4k6Q75PINWz5VARuSG+f1pFZLWIfFNbL77Q4xWR94vIU3H/vSwiXxORquIfZTpE5DIR+d+4Tdnz/68iMi5Rb6KI/DS+TvaIyL0iMlfZXtGfy4NBIf0iIueKyE0i0hTXaRKRH4rIgcr2Rky/KO+5Pr7XblJeG3H9IiKnishdIrIjvpeeFZG/TNQpT78454bcD3A28DrwR+BuIp/EmUq9XwI7iNZ3Phf4DbAXeEui3reAduALwDlEWsYe4D2Jep+Iy78V1/tm/P9Vg90nhfYL8O9ESxZeDZwFXAG8ALwJzBip/ZKoPxvYHb/nYeX1Id8vKe6hk4EWoiSw98fH8Ung74dbnxTaL8BYYDWwHvir+Dj+IX623LY/xwucD3QTaY3OAf4eaAO+UwF9shT4FfCh+JnxeaLn6lIgE9cR4CFgE/BB4AJgCZHH3SGJ7RX1uVzh/fJr4E7go3GdjwOvAuuA+pHaL4n6pxE9b3cCNymvj6h+Ad4LdAC/AN4DnAf8LfDXg9Evg95x+9nZuR36cfQH+Qlx+UdzyqqBl4A7csoOjDvw2sT77wNWJt67FbghUe9nRA/CmiHSL1OU9x0WXzRfH6n9kqh/d3wjPUAiSBwu/VLgtZIhspj67T62NSz6JEW/vDsuf3ei/NtAFzAm7fECTwFLEvX+mejDYuog94n2zPhI3AfvjP9/X/z/OTl1xhOtfPW9nLKiPpeHQL9odc6M63xspPZLTnkN0bK6XyFKQL0p8fqI6hdgXPzM+O4+tlW2fhmS083OuZ4Cql0MdAK35byvC7gVOF9EauPi84FRQHKY+yZgrvRNw74dmKLUuxE4AHhHmmMoBYX0i3PuDaXsZeANYHpO8YjqlywicgXwVqKHlsaw6JcC++RsIr/R/9xHvWHRJ1Bwv4yKf7ckyncQBdbZ1Z4KOl4RmQG8JVCvBriwkLaXCu2ZATwR/84+My4GXnPOLc55305gEVEASU69Yj6XB41C+qXAvoMR1i85fBGoAv4jsLmR1i+XEz0zQv2RpWz9MiSDxAI5FljvnGtNlK8i6rQ5OfXagbVKPYg+JLP1IPrW01+9IYeIHE30jeOFnOIR1y8iMpEoS/4fnHPbA9VGUr9kg7Y6EVkqIp0islVEvicio3PqjaQ+AbgXWAN8R0SOEZF6EXkn8DngR865PXG9Qo9XreecWw+0Upn9clb8O/vMOBb/OCE61kNFpD6nXjGfy5VGsl8KrTPi+kVEGoGvAVc75zoC7xtp/fIOotH3ubEOsUtENorIfMnXJ5etX4ZzkDgJfVm+7TmvZ3/vcPEY7D7qoWwzWW9IISLVwI+IRhIX5rw0Evvl34i0Zr/op85I6peD49+3AfcQWUz9f0TTsDfn1BtJfYJzro3oYZ6djt9FNH3zB+AzOVULPd5QvWxZRfWLiEwHvg7c65zLLg+2r+ftxALrpX0uVwyBfknWGQd8lygo+F3OSyOxX34E/CZ39FlhpPXLwcAYoufrL4j0iDcA/0SUT5ClbP0yHNZuDiFEc/Za+f7WI1B3KPMDIuHwe51zuRfdiOoXETmDSB/yVuWGyqvKyOmX7JfIm5xz/xz//UD8jfbbInKMc+55RlafICJ1RIHzgcCVwCvAKUQawi7gqmzV+Pe+jre/esk+HFTiEcHfEx3nR3NfovjP24rvjyz99EtunWrgFqKpxdPj6cHelxlB/SIiHwbeBhy1r00wgvqF6JlbB3zVOZeV+TwgIgcA14jIgljGUbZ+Gc4jidvRo+SJOa9nf08UkWSnafVQtjkp8fqQQUT+lShT9WPOuXsSL4+0frmeaCR1k4hMEJEJRF+iquL/sxqPkdQvb8a//5Qoz14rb4l/j6Q+AfgbIr3me5xzNznnHnTO/Tvw/4BPi8gJcb1Cj7e/b/UTqJB+iYPjO4iy/893zm3KeXlfz9vmAuulfS4POvvol2ydDNGI0HnA+51zKxNVRky/xAHSfwLfAdpynrcZoCb+vybezIjpl5j+nrk19ElTytYvwzlIXAXMEpExifJjiDIG1+bUqwUalXoAz+fUg76TFKo3JBCRrwJfBj7nnLtRqTLS+uVo4NNEH2bZn9OBU+O/s6NDI6lfsseQ/CaafeD05NQbKX0CMBdods41Jcofj38fHf8u9HjVehL5M46hAvol/tD+X6IR0/c4555NVFmFf5wQHesrzrndOfWK+VweVArolyw/Aj4A/KVz7j7l9ZHUL5OJkjP+hfzn7QzgL+K/3xvXHUn9AumeueXpl2KneZf7h7BNxVvi8r/KKasm0oIsyinLpojPT7z/XuDZnP9riHR7P0/U+ylR9D9qsPuikH6JX/vb+LV/7Of9I6pfiEaGkj9PA8/Gfx8yXPulnz45gMir7weJ8q/E9ecM1z7ZR78syD3+nPJPxuVnpD3e+FpbnKj3NSrDAidD5O/WBpwbqPP++NjPyilriI/z+zllRX0uV3q/xPX+g+jD/cp+6oyYfiGaTj1b+dlCNIJ2NjB5pPVLXOe4+Hi/kCi/nsgDsb7c/TLoHTeADr8s/vlh3FlXxf+flVPnVqJvJR8nMpu8PT5Bb01s69tx+d/HF+gP45v6okS9T8fl34zrfT3+/5rB7o9C+wX4y7jNdxKNkuX+HDNS+yXwngfQzbSHRb8UeA/NJ9LN/AvRVNmXiR5WvxiOfVJIvwAziexvVtNnpv3FuGw5+V6LBR0vkWluD9GHwdnA38X9+W8V0B/Zfvim8szIfnnKAI8CG4meMefH9892fJP+oj6XK7xfvhTXWajUaRyp/RJ43wZ0M+0R1S/Az4lcDf6B6Jn7bSKj/QWD0S+D3nED6HAX+Hkgp85oIu3DlriTlgFnK9uqIvrW/jJR1L0SuCyw308RfTi0E9lgXD3YfZGmX4gypvbZdyOtXwLveQA9SBwW/VLgPSTxw2Ut0ajWy0SBTk1iW8OiT1L0yzFEowIbiYLm1UTZhxP393iBPweeieu9QpQIU1UB/bGhnz5ZkFNvEpFR+HaiD7n7gBOU7RX9uVyp/RI/Q0J1fjFS+6Wf92lB4ojqFyILm2/Gz5aO+NnxucHqF4k3YhiGYRiGYRi9DOfEFcMwDMMwDGM/sSDRMAzDMAzD8LAg0TAMwzAMw/CwINEwDMMwDMPwsCDRMAzDMAzD8LAg0TAMwzAMw/CwINEwjH0iIq6Anw1lbM8F8T7fUa59DgdE5DQR2S0iB+aUbRGRnxZh2y+KyJP9vH5sfM6+HP9/vYj870D3axhG6age7AYYhjEkeHvi/98SGT8vyClrL1trjP3l34EfOee2lmDb/wN8S0SOdc6tUl7/CNFKDzfF/38LWCsipznnHi1BewzDGCAWJBqGsU+cc0tz/xeRdmBbsjyEiNQ65yyITFDOfhGR04mC/Y+UaBc3At+It/+lxL4zwIeA+5xzmwCcc6+IyF3AF2ZPQ88AAAejSURBVIhWmzEMo8Kw6WbDMIqKiNwqImtF5EwRWSoie4mW8kNEPiIiS0TkDRHZJSIrROQKZRs1IvK1eAqzPa7/fyLS2M9+jxCR9SKyWEQa9tHGD4jI4yLSKiLNcZunJ+psEZGfxm1+SUT2iMgyEZmnbO88EXkgnsrdHbf16ESdpSJyr4j8uYg8EwfaH4tfmyoiv4rfu11Efiwil8XTs6fGdX4qIhtFpCqx3Ynxcczv75iJ1nh93Dm3dh99Uy0iN4jIDhE5M6f8JBH5Q1y+V0QeFJHeEWbn3EZgMfChOCjM5VxgOtFoYy63AheJyEH7aLthGIOABYmGYZSCyUQjS/8DXEi0+DzALKLA4Aqi0aO7gRtF5K+zbxQRAX5DtHbx74CLgU8SrR89VduZiJwCPAKsAC5wzrWEGiYinwduAZ4CLgWuBk4CFovImET184CrgK8AHwTGAP8nIuNytpc9jm3xcV0JTAEeFJFpie0dB/wb0ZqrFwAPxcd7R7yvL8TbqAH+I/He/wYOAd6bKP8I0XqvC0PHHHM+8FB/FURkbNyWdwFnOucejMtPBR4GxgJ/A1wG7AHuF5G5OZu4gSgYPCex6SuB3UTnNZcHiWa0zt1H2w3DGAwGe9Fr+7Ef+xl6P0SL1d8UeO1WokXrz9/HNjJEAcKNwLKc8vfE7/9kP++9IK7zjvjv3cAPgcw+9jmBKLi5LlF+BNAFfDqnbAvwBtCQU/aOeL9/nnMMG4E/JrY3CdgBfDunbCnQDRydqHtxvM2LE+X3xOWnJrbxf4l6q4Df7eO4D4u3daXy2hbgp0SB/TLgJWBmos4jRBrU6pyyGqAJuDWnbAywC7ghp2xsfH5+FmjbVuB7g31N24/92I//YyOJhmGUglbn3N3JQhE5Op5WfY0oKOsEPgwcmVPt3fFrPy9gPx8iGvn6N+fcVc65nn3UP4MokPllPK1aLSLVwLr458xE/Ydc/qjks/HvQ+PfxxKN7t2U2F4L8ISyvZeccy8kyk4lSvpZlCi/HZ/rgAtE5DAAETkDOAa4PnjEEQfHv98IvH4oUSAIcLpzbkP2hXjq/u3AbfH/2WN0wP3kHKNzrjVu95/njMpeShQoJqeas2zLaZ9hGBWEBYmGYZSCLckCEZkA/Ak4Cvgi0ajc24BfAnU5VQ8AXnfOdRawn8uJRq5uLLBdWeuXh4kC1Nyfw+N957I98X82ySTb3uz2fqls7zxle5uVNk0D3nDOuUT560rd2+I2fSL+/9NEo7peQJ4g295QksxbiUZTb3bObUu8NgUQomzk5DF+HP8YbwDq6UtG+QjwMrAksO+9wOh9tN8wjEHAspsNwygFyYAHolG86cD7nXPLs4UiUpOotw04SESqnXNd+9jPR4m0iw+IyDnOuaZ91H8z/n0FsEZ5Pahl3Mf2/h+Rvi5JW+J/rV82A1NERBKBopfM4ZxrF5GfAx8TkR8QjdJ9vYAR1Gw7JwZe/x1RIPdfItLunPtRzmvZQPk/iKQEXrMS/y8hClyvFJHFRPrEbylBcJZJwHP9N98wjMHAgkTDMMpFdvqxd4RQIlPn9yTq3QN8nigA/Mk+ttlMNGJ3D7BERM52/WfvPkg0cjXbOXdLiraHeBZ4jUhn+J/7uY2lQC1wEdHUeZbLA/V/SBSU3kY0G7SvhBWItINdwOxQBefcN0SkC7hORDLOuevi8mYRWQYcD3yxn2Avux0nIjcC/0g0YpwhMNUsIrVEU80vFXAMhmGUGQsSDcMoFw8RJY1cLyJfBxqIRgFfJ9L1ZbkL+APwAxGZBTxANF16NnC7SxgvO+d2isi7iKZcl8Qjiqu1Bjjntku04sd/iMjB8Xt20ZeRe6dzTtMCqjjnukXkM8CvYw3e/xKN2k0FTgdWO+d+sI/NLCLSL/5cRP6RaBTuL+nTaeaNEjrn1ovI3URZ4792zmnT0sl27hGRFcAp+6j3ryLSTdT3mZy2f55If/hHEfkFkZxgCnAy0Omc+6fEpm4A/gn4W+DRfgL3txBlZmujsIZhDDKmSTQMoyw4514jmh4dTRRMfQP4Pv9/e/fvCnEYB3D8/QyymC7ZDbqF2X9gkEVWZbH7E5QiDK4ui8EfIIOFwWITWS1KUUablEl9DZ9Hrnvu3En6Gt6vRV3f53q66ePz69s1oJEzVUvAFpFNOyWmb6fo3adHHi6ZAx6J0nOz13P52TaxwmWa6CU8A9aJsultv3PffN8JEWA2iKzeObBNTAvfDHG+IiacL/gq6VbE7wPw0uPYcf47aGCl0xEwl7N3391nl1jF004preXProFZYkp5n8jctohAtlirk8v+l0QvY7+BFYAF4AnwjSvSP5QGVA4kSTVIKR0SwfJ4d29mincezwDNQeXfjjMNYl3Pyk+ypX8lL9y+J1bjbNZ9H0kly82SVLOU0ipRUr8j+hPniZ7Mjc8AMS/dniUmwheJnY5D/5efS+17xCvzag8SiSzxGNCu+yKSejNIlKT6vRH9e5NEj94DUfJtdTwzClwRPZQHRAn+p3aA95TSRFVVz7+68e+NAMtVVb3WfA9JfVhuliRJUsHBFUmSJBUMEiVJklQwSJQkSVLBIFGSJEkFg0RJkiQVDBIlSZJU+ADbneA4L7QYagAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "energy_all = Kr2keV_poly(sep.energy/units.keV)\n", + "e_blob1_all = sep.eblob1 * Kr2keV_poly(sep.energy/units.keV) / sep.energy\n", + "e_blob2_all = sep.eblob2 * Kr2keV_poly(sep.energy/units.keV) / sep.energy\n", + "\n", + "\n", + "fig = plt.figure(1);\n", + "fig.set_figwidth(10.);\n", + "fig.set_figheight(8.);\n", + "\n", + "xrange = (1000, 2600)\n", + "yrange = (0, 600)\n", + "xbins = 100\n", + "\n", + "_, _, _, _ = plt.hist2d(energy_all.values, e_blob2_all.values, bins=(xbins, xbins), \\\n", + " range=(xrange, yrange), cmin=1)\n", + "\n", + "x, y, yu = fitf.profileX(energy_all.values, e_blob2_all.values, xbins, xrange=xrange, drop_nan=False)\n", + "plt.errorbar(x, y, yu, np.diff(x)[0]/2, fmt=\"rp\", ms=5, lw=1, ecolor='black', \\\n", + " capsize=3);\n", + "\n", + "plt.xlabel('Track energy (keV)')\n", + "plt.ylabel('Blob 2 energy (keV)')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Blob 2 energy (keV)')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(1);\n", + "fig.set_figwidth(10.);\n", + "fig.set_figheight(8.);\n", + "\n", + "xrange = (1000, 2600)\n", + "yrange = (0, 600)\n", + "xbins = 30\n", + "\n", + "x, y, yu = fitf.profileX(energy_all, e_blob2_all, xbins, xrange=xrange, drop_nan=False)\n", + "plt.errorbar(x, y, yu, np.diff(x)[0]/2, fmt=\"gp\", ms=9, lw=1, ecolor='black', \\\n", + " capsize=3)\n", + "\n", + "plt.xlabel('Track energy (keV)')\n", + "plt.ylabel('Blob 2 energy (keV)')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Blob 1 energy (keV)')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(1);\n", + "fig.set_figwidth(10.);\n", + "fig.set_figheight(8.);\n", + "\n", + "xrange = (1000, 2600)\n", + "yrange = (0, 600)\n", + "xbins = 30\n", + "\n", + "x, y, yu = fitf.profileX(energy_all, e_blob1_all, xbins, xrange=xrange, drop_nan=False)\n", + "plt.errorbar(x, y, yu, np.diff(x)[0]/2, fmt=\"gp\", ms=9, lw=1, ecolor='black', \\\n", + " capsize=3)\n", + "\n", + "plt.xlabel('Track energy (keV)')\n", + "plt.ylabel('Blob 1 energy (keV)')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Blob 2 energy (keV)')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(1);\n", + "fig.set_figwidth(10.);\n", + "fig.set_figheight(8.);\n", + "\n", + "xrange = (1000, 2600)\n", + "yrange = (100, 800)\n", + "xbins = 100\n", + "\n", + "_, _, _, _ = plt.hist2d(energy_all, e_blob1_all, bins=(xbins, xbins), \\\n", + " range=(xrange, yrange), cmin=1)\n", + "\n", + "x, y, yu = fitf.profileX(energy_all, e_blob1_all, xbins, xrange=xrange, drop_nan=False)\n", + "plt.errorbar(x, y, yu, np.diff(x)[0]/2, fmt=\"rp\", ms=5, lw=1, ecolor='black', \\\n", + " capsize=3)\n", + "\n", + "plt.xlabel('Track energy (keV)')\n", + "plt.ylabel('Blob 2 energy (keV)')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Counts/bin')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_, _, _ = plt.hist(length, bins=20);\n", + "plt.xlabel('Track length (mm)')\n", + "plt.ylabel('Counts/bin')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary table plots" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "min_plot = -0.5\n", + "max_plot = 7.5\n", + "nbins = int(max_plot - min_plot)\n", + "\n", + "n_tracks = summary.ntrks\n", + "n_S2 = summary.nS2\n", + "\n", + "bins = np.histogram(np.hstack((n_tracks, n_S2)), bins=nbins)[1] # get the bin edges\n", + "\n", + "plt.hist(n_tracks, label='number of tracks', color=light_blue, range = (min_plot, max_plot),\n", + " bins = nbins, histtype='step', stacked=True, fill=False, linewidth=2.0)\n", + "plt.hist(n_S2, label='number of S2', color=fucsia, range = (min_plot, max_plot),\n", + " bins = nbins, histtype='step', stacked=True, fill=False, linewidth=3.0, linestyle=':')\n", + "\n", + "lnd = plt.legend(loc=1)\n", + "\n", + "labels('Number of elements', 'Events/bin', '')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}