From 1c65638f628acfe46b95335f098c41a12f8e4e01 Mon Sep 17 00:00:00 2001 From: John Chodera Date: Sun, 3 Dec 2017 18:39:38 -0500 Subject: [PATCH 1/9] Add example sequential titration assay data --- ...1117 Single well binding assay design.xlsx | Bin 0 -> 6985 bytes ...e well binding assay (start_20171119).gdoc | 1 + .../calculate_Lstated_array.py | 69 + .../2017-11-20 15-48-06_plate_1.xml | 2839 ++++++++++++ .../2017-11-20 15-52-45_plate_1.xml | 4041 +++++++++++++++++ .../2017-11-20 16-17-59_plate_1.xml | 2839 ++++++++++++ .../2017-11-20 16-26-29_plate_1.xml | 2089 +++++++++ .../2017-11-20 16-41-35_plate_1.xml | 2839 ++++++++++++ .../2017-11-20 16-46-13_plate_1.xml | 2089 +++++++++ .../2017-11-20 16-59-09_plate_1.xml | 2839 ++++++++++++ .../2017-11-20 17-04-42_plate_1.xml | 2089 +++++++++ .../2017-11-20 17-19-31_plate_1.xml | 2839 ++++++++++++ .../2017-11-20 17-24-20_plate_1.xml | 2089 +++++++++ .../2017-11-20 17-37-37_plate_1.xml | 2839 ++++++++++++ .../2017-11-20 17-42-23_plate_1.xml | 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examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-59-10_plate_1.xml create mode 100644 examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-12-49_plate_1.xml create mode 100644 examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-17-19_plate_1.xml create mode 100644 examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-31-32_plate_1.xml create mode 100644 examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-36-19_plate_1.xml create mode 100644 examples/sequential-titration/Preliminary data exploration for sequential titration assay.ipynb create mode 100644 examples/sequential-titration/README.md diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/20171117 Single well binding assay design.xlsx 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"john.chodera@choderalab.org"} \ No newline at end of file diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py b/examples/sequential-titration/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py new file mode 100644 index 0000000..e266ae9 --- /dev/null +++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py @@ -0,0 +1,69 @@ +# Generate Numpy array of stated ligand concentration(Lstated) for logarithmic dilution along a row. +# +# Example output: +# np.array([20.0e-6,9.15e-6,4.18e-6,1.91e-6,0.875e-6,0.4e-6,0.183e-6,0.0837e-6,0.0383e-6,0.0175e-6,0.008e-6,0.0001e-6], np.float64) +# +# Usage: +# python calculate_Lstated_array.py --n_wells 12 --h_conc 8e-06 --l_conc 2.53e-09 --dilution logarithmic +# python calculate_Lstated_array.py --n_wells 6 --h_conc 100 --l_conc 10 --dilution linear + + +from __future__ import print_function, division +import numpy as np +import argparse +import sys + +# Argument parser +parser = argparse.ArgumentParser(prog="calculate_Lstated_array") +parser.add_argument("--n_wells", dest="n_wells", help="Enter target number of different concentrations.", type=int) +parser.add_argument("--h_conc", dest= "highest_conc", help="The highest concentration in the series (Unit: M).", type=float) +parser.add_argument("--l_conc", dest="lowest_conc", help="The lowest concentration in the series (Unit: M).", type=float) +parser.add_argument("--dilution", dest="dilution_method", help="Defines logarithmic or linear dilution.Enter 'logarithmic' or 'linear.'.", type=str) +args = parser.parse_args() + +n = args.n_wells +print("Number of wells: ", n) +highest_conc = args.highest_conc +print("Highest concentration (M): ", highest_conc) +lowest_conc = args.lowest_conc +print("Lowest concentration (M): ", lowest_conc) +dilution_method = args.dilution_method +print("Dilution method is {}.".format(dilution_method)) + + +if dilution_method == "logarithmic": + + # Calculate dilution factor + DF = (highest_conc / lowest_conc)**(1.0/(n-1)) + print("Dilution factor: {}".format(DF)) + + # Calculate concentration of solute in each well + Ltot = np.zeros(n) + for i, conc in enumerate(Ltot): + Ltot[i] = highest_conc/(DF**i) + +elif dilution_method == "linear": + + # Calculate interval, i.e. concentration difference between consecutive dilution points + interval = (highest_conc - lowest_conc)/(n-1) + print("Linear concentration interval(M): {} ".format(interval) ) + + # Calculate linear dilution array + Ltot = np.zeros(n) + for i, conc in enumerate(Ltot): + Ltot[i] = highest_conc - i*interval + +else: + + sys.exit("Error in --dilution argument! It must be specified as '--dilution linear' or '--dilution logarithmic' .") + + +# Create a string that codes for Lstated array: +array_string = "np.array([" +for i in range(n-1): + array_string = array_string + str(Ltot[i]) + "," +array_string = array_string + str(Ltot[n-1]) + "], np.float64)" + +# Print with matching format for input.py file +print("Copy this line to Lstated section of assaytools input.py file: ") +print(array_string) diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml new file mode 100644 index 0000000..e17817f --- /dev/null +++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml @@ -0,0 +1,2839 @@ + + + + 1 + +
+ + Tecan i-control , 1.10.4.0 + Tecan.At.Common, 3.4.2.0 + Tecan.At.Common.DocumentManagement, 3.4.2.0 + Tecan.At.Common.DocumentManagement.Reader, 3.2.3.0 + Tecan.At.Common.MCS, 3.4.2.0 + Tecan.At.Common.Results, 3.4.2.0 + Tecan.At.Common.UI, 3.4.2.0 + Tecan.At.Communication.Common, 3.4.2.0 + Tecan.At.Communication.Port.IP, 3.4.2.0 + Tecan.At.Communication.Port.RS232, 3.4.2.0 + Tecan.At.Communication.Port.SIM.Common, 3.4.2.0 + Tecan.At.Communication.Port.USB, 3.4.2.0 + Tecan.At.Communication.Server, 3.4.2.0 + Tecan.At.Communication.SIM.AMR, 3.2.3.0 + Tecan.At.Communication.SIM.AMRPlus, 3.2.3.0 + Tecan.At.Communication.SIM.Connect, 3.4.2.0 + Tecan.At.Communication.SIM.GeniosUltra, 3.2.3.0 + Tecan.At.Communication.SIM.Safire3, 3.2.3.0 + Tecan.At.Communication.SIM.Safire3Pro, 3.2.3.0 + Tecan.At.Communication.SIM.SunriseMini, 3.2.3.0 + Tecan.At.Instrument.Common, 3.4.2.0 + Tecan.At.Instrument.Common.GCM, 3.4.2.0 + Tecan.At.Instrument.Common.Reader, 3.2.3.0 + Tecan.At.Instrument.Common.Stacker, 3.4.2.0 + Tecan.At.Instrument.Gas.GCM, 3.4.2.0 + Tecan.At.Instrument.GCM.Server, 3.4.2.0 + Tecan.At.Instrument.Reader.AMR, 3.2.3.0 + Tecan.At.Instrument.Reader.AMRPlus, 3.2.3.0 + Tecan.At.Instrument.Reader.GeniosUltra, 3.2.3.0 + Tecan.At.Instrument.Reader.Safire3, 3.2.3.0 + Tecan.At.Instrument.Reader.Safire3Pro, 3.2.3.0 + Tecan.At.Instrument.Reader.SunriseMini, 3.2.3.0 + Tecan.At.Instrument.Server, 3.4.2.0 + Tecan.At.Instrument.Stacker.Connect, 3.4.2.0 + Tecan.At.Instrument.Stacker.Server, 3.4.2.0 + Tecan.At.Measurement.BuiltInTest.Common, 3.2.3.0 + Tecan.At.Measurement.Common, 3.2.3.0 + Tecan.At.Measurement.Server, 3.2.3.0 + Tecan.At.XFluor, 1.10.4.0 + Tecan.At.XFluor.Connect.Reader, 1.10.4.0 + Tecan.At.XFluor.Core, 1.10.4.0 + Tecan.At.XFluor.Device, 1.10.4.0 + Tecan.At.XFluor.Device.AMR, 1.10.4.0 + Tecan.At.XFluor.Device.AMRPlus, 1.10.4.0 + Tecan.At.XFluor.Device.GeniosUltra, 1.10.4.0 + Tecan.At.XFluor.Device.Reader, 1.10.4.0 + Tecan.At.XFluor.Device.Safire3, 1.10.4.0 + Tecan.At.XFluor.Device.Safire3Pro, 1.10.4.0 + Tecan.At.XFluor.Device.SunriseMini, 1.10.4.0 + Tecan.At.XFluor.ExcelOutput, 1.10.4.0 + Tecan.At.XFluor.NanoQuant, 1.10.4.0 + Tecan.At.XFluor.ReaderEditor, 1.10.4.0 + + + infinite + 12345 + + + Firmware: V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml new file mode 100644 index 0000000..4725827 --- /dev/null +++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml @@ -0,0 +1,4041 @@ + + + + 1 + +
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+ \ No newline at end of file diff --git a/examples/sequential-titration/Preliminary data exploration for sequential titration assay.ipynb b/examples/sequential-titration/Preliminary data exploration for sequential titration assay.ipynb new file mode 100644 index 0000000..72466b1 --- /dev/null +++ b/examples/sequential-titration/Preliminary data exploration for sequential titration assay.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + " '2017-11-20 15-48-06_plate_1.xml',\n", + " '2017-11-20 16-17-59_plate_1.xml',\n", + " '2017-11-20 16-41-35_plate_1.xml',\n", + " '2017-11-20 16-59-09_plate_1.xml',\n", + " '2017-11-20 17-19-31_plate_1.xml',\n", + " '2017-11-20 17-37-37_plate_1.xml',\n", + " '2017-11-20 17-58-04_plate_1.xml',\n", + " '2017-11-20 18-16-02_plate_1.xml',\n", + " '2017-11-20 18-35-42_plate_1.xml',\n", + " '2017-11-20 18-54-33_plate_1.xml',\n", + " '2017-11-20 19-12-49_plate_1.xml',\n", + " '2017-11-20 19-31-32_plate_1.xml'\n", + "]\n", + "datapath = '20171119_p38_single_well_binding_assay/infinite reads'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.74937932e-08,\n", + " 3.82541000e-08, 8.36511642e-08, 1.82922021e-07,\n", + " 4.00000000e-07, 8.74689659e-07, 1.91270500e-06,\n", + " 4.18255821e-06, 9.14610104e-06, 2.00000000e-05])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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fGrxkO2h78DnsII55oDO3j7ZoHzHMA3EcT6evmvbe/5D3/oNXP0knx1LzzXiw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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,7])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_TOP_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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J565bglaHcxF5C6bcdHbS+ekmElP6aLp6HI3XJ3JqKXQeWEfTsYfTt7aJcccm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\njScY51xsPME452Lzf/TM0cy88PEOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[0,0,:], 'ro');\n", + "plt.loglog(concentrations, data[0,2,:], 'go');\n", + "plt.loglog(concentrations, data[0,4,:], 'bo');\n", + "plt.loglog(concentrations, data[0,1,:], 'r.');\n", + "plt.loglog(concentrations, data[0,3,:], 'g.');\n", + "plt.loglog(concentrations, data[0,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('bosutinib:p38 dialysed (3 replicates)')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mkZ0I1/HpK+GqoGW0enyaKZsaWbDnvKC8lmUu4ZFpwZToEh6JmfM8sdSBmk0w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\n52Lz/wGKAC6ZuM83+gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "row = 2\n", + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[row,0,:], 'ro');\n", + "plt.loglog(concentrations, data[row,2,:], 'go');\n", + "plt.loglog(concentrations, data[row,4,:], 'bo');\n", + "plt.loglog(concentrations, data[row,1,:], 'r.');\n", + "plt.loglog(concentrations, data[row,3,:], 'g.');\n", + "plt.loglog(concentrations, data[row,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('gefitinib:p38 dialysed (3 replicates)');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3kBqHkl0kSf9Fma6QmX2w1L5GoKuzi7GbXgsjZwVz2nSugd5P0HXQiuoU9vWR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\nHMdJDHcwjuMkhjsYx3ES4/8AnBrkQosmFt8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "row = 7\n", + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[row,0,:], 'ro');\n", + "plt.loglog(concentrations, data[row,2,:], 'go');\n", + "plt.loglog(concentrations, data[row,4,:], 'bo');\n", + "plt.loglog(concentrations, data[row,1,:], 'r.');\n", + "plt.loglog(concentrations, data[row,3,:], 'g.');\n", + "plt.loglog(concentrations, data[row,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('axitinib:p38 dialysed (3 replicates)');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/sequential-titration/README.md b/examples/sequential-titration/README.md new file mode 100644 index 0000000..4da25bd --- /dev/null +++ b/examples/sequential-titration/README.md @@ -0,0 +1,5 @@ +# Sequential titration assay example + +This directory contains data from a sequential titration assay conducted by Mehtap Isik, Chodera lab. + +More details forthcoming. \ No newline at end of file From 1d3d27e2e8da63ec79a806479d7fca9550f282be Mon Sep 17 00:00:00 2001 From: Lucelenie Rodriguez Date: Thu, 15 Mar 2018 11:06:38 -0400 Subject: [PATCH 2/9] Plotting p38 and boiled p38 test data --- .../.DS_Store | Bin 0 -> 8196 bytes .../p38_Bos_conc0_20180309_183711.xml | 2923 +++++++++++++++++ .../p38_Bos_conc10_20180309_204718.xml | 2923 +++++++++++++++++ .../p38_Bos_conc11_20180309_210021.xml | 2923 +++++++++++++++++ .../p38_Bos_conc12_20180309_211322.xml | 2923 +++++++++++++++++ .../p38_Bos_conc13_20180309_212628.xml | 2923 +++++++++++++++++ .../p38_Bos_conc14_20180309_213931.xml | 2923 +++++++++++++++++ .../p38_Bos_conc15_20180309_215232.xml | 2923 +++++++++++++++++ .../p38_Bos_conc16_20180309_220535.xml | 2923 +++++++++++++++++ .../p38_Bos_conc1_20180309_185013.xml | 2923 +++++++++++++++++ .../p38_Bos_conc2_20180309_190314.xml | 2923 +++++++++++++++++ .../p38_Bos_conc3_20180309_191615.xml | 2923 +++++++++++++++++ .../p38_Bos_conc4_20180309_192912.xml | 2923 +++++++++++++++++ .../p38_Bos_conc5_20180309_194135.xml | 2923 +++++++++++++++++ .../p38_Bos_conc6_20180309_195438.xml | 2923 +++++++++++++++++ .../p38_Bos_conc7_20180309_200741.xml | 2923 +++++++++++++++++ .../p38_Bos_conc8_20180309_202110.xml | 2923 +++++++++++++++++ .../p38_Bos_conc9_20180309_203415.xml | 2923 +++++++++++++++++ ...g p38 sequential titration test data.ipynb | 199 ++ 19 files changed, 49890 insertions(+) create mode 100644 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/.DS_Store create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180309_210021.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180309_211322.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180309_212628.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180309_213931.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180309_215232.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180309_220535.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180309_185013.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180309_190314.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180309_191615.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180309_192912.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180309_194135.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180309_195438.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180309_200741.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180309_202110.xml create mode 100755 examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180309_203415.xml create mode 100644 examples/sequential-titration/Plotting p38 sequential titration test data.ipynb diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/.DS_Store b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..f513b17fccc150c9eebbcde4cf378ec531cf1a9f GIT binary patch literal 8196 zcmeHM!EO^V5FJAgk+{IE$AuFo6z^u6a$7|Oi7R{nsO1<45<=>6KZB3r1Na2~0^S>2 zkSa6Cy#%C=Bl~T=J9+CjZ^Z(L#YxAQT7%LV-}=e^dZxHrv8E_siWFLxE7>PAb6s(4iBjigQ6t9T>C(0G?o4 z8?I3Ys7+UKsyG)^Q+#Ks9#S<;wZurp9QQju4xB2^1&g_)VlJsNr&^&TWrtm-k4u^g z#uy5O0*4B)c7H6NWRP>z?fdonM^y1k%=H*E?k@4nQl4Xme+{w*W_c#p@w>i>lZ1P1TM>f~d<*v7j;Rbka5rY`5R-v>qmjXmC^BS3RQ6P& zCmI>-cp^iuERL@=hkR}FgB?v|Sg990Pty-=40bG$VFU+rr|*Y0hP4x|%uj1whs{7g zv@tNhALeq-F#jkABMQ@@F;DjigQ8C YpdI~(fIn4Aod4y#j`Lq5@oo*j0J?Ox`~Uy| literal 0 HcmV?d00001 diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml new file mode 100755 index 0000000..d9eaef6 --- /dev/null +++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml @@ -0,0 +1,2923 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
+ + + + + +
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+ \ No newline at end of file diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml new file mode 100755 index 0000000..877e8c4 --- /dev/null +++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml @@ -0,0 +1,2923 @@ + + + + + + + + + + +
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+ \ No newline at end of file diff --git a/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb b/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb new file mode 100644 index 0000000..bd9a7a1 --- /dev/null +++ b/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb @@ -0,0 +1,199 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "filenames = [\n", + " 'p38_Bos_conc0_20180309_183711.xml',\n", + " 'p38_Bos_conc1_20180309_185013.xml',\n", + " 'p38_Bos_conc2_20180309_190314.xml',\n", + " 'p38_Bos_conc3_20180309_191615.xml',\n", + " 'p38_Bos_conc4_20180309_192912.xml',\n", + " 'p38_Bos_conc5_20180309_194135.xml',\n", + " 'p38_Bos_conc6_20180309_195438.xml',\n", + " 'p38_Bos_conc7_20180309_200741.xml',\n", + " 'p38_Bos_conc8_20180309_202110.xml',\n", + " 'p38_Bos_conc9_20180309_203415.xml',\n", + " 'p38_Bos_conc10_20180309_204718.xml',\n", + " 'p38_Bos_conc11_20180309_210021.xml',\n", + " 'p38_Bos_conc12_20180309_211322.xml',\n", + " 'p38_Bos_conc13_20180309_212628.xml',\n", + " 'p38_Bos_conc14_20180309_213931.xml',\n", + " 'p38_Bos_conc15_20180309_215232.xml',\n", + " 'p38_Bos_conc16_20180309_220535.xml',\n", + "]\n", + "datapath = '20180309_ p38_and_boiled_p38_with_Bos_test'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n", + " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n", + " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n", + " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n", + " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n", + " 1.18713651e-05, 2.00000000e-05])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda2/lib/python2.7/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/anaconda2/lib/python2.7/site-packages/matplotlib/axes/_base.py:3129: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive xlimits for log-scale axis; '\n", + "/anaconda2/lib/python2.7/site-packages/matplotlib/axes/_base.py:3449: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "image/png": 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OnUNZWRn69esHm82G1atX46qrrvJIN2PGDKSnp+Ojjz5Cz5498cILzqB4VFQUSkpKMG7c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\n4ODg4BDh/wMeo4zpS5b+LgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,7])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_TOP_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 3a865eb38ef637e14e3dd3c3ae23db289eff3d6a Mon Sep 17 00:00:00 2001 From: steven-albanese Date: Thu, 15 Mar 2018 12:27:00 -0400 Subject: [PATCH 3/9] checking in small edits to the notebook --- ...ntial titration test data-checkpoint.ipynb | 191 ++++++++++++++++++ ...g p38 sequential titration test data.ipynb | 44 ++-- 2 files changed, 209 insertions(+), 26 deletions(-) create mode 100644 examples/sequential-titration/.ipynb_checkpoints/Plotting p38 sequential titration test data-checkpoint.ipynb diff --git a/examples/sequential-titration/.ipynb_checkpoints/Plotting p38 sequential titration test data-checkpoint.ipynb b/examples/sequential-titration/.ipynb_checkpoints/Plotting p38 sequential titration test data-checkpoint.ipynb new file mode 100644 index 0000000..ebc6a02 --- /dev/null +++ b/examples/sequential-titration/.ipynb_checkpoints/Plotting p38 sequential titration test data-checkpoint.ipynb @@ -0,0 +1,191 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + " 'p38_Bos_conc0_20180309_183711.xml',\n", + " 'p38_Bos_conc1_20180309_185013.xml',\n", + " 'p38_Bos_conc2_20180309_190314.xml',\n", + " 'p38_Bos_conc3_20180309_191615.xml',\n", + " 'p38_Bos_conc4_20180309_192912.xml',\n", + " 'p38_Bos_conc5_20180309_194135.xml',\n", + " 'p38_Bos_conc6_20180309_195438.xml',\n", + " 'p38_Bos_conc7_20180309_200741.xml',\n", + " 'p38_Bos_conc8_20180309_202110.xml',\n", + " 'p38_Bos_conc9_20180309_203415.xml',\n", + " 'p38_Bos_conc10_20180309_204718.xml',\n", + " 'p38_Bos_conc11_20180309_210021.xml',\n", + " 'p38_Bos_conc12_20180309_211322.xml',\n", + " 'p38_Bos_conc13_20180309_212628.xml',\n", + " 'p38_Bos_conc14_20180309_213931.xml',\n", + " 'p38_Bos_conc15_20180309_215232.xml',\n", + " 'p38_Bos_conc16_20180309_220535.xml',\n", + "]\n", + "datapath = '20180309_ p38_and_boiled_p38_with_Bos_test'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n", + " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n", + " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n", + " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n", + " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n", + " 1.18713651e-05, 2.00000000e-05])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive xlimits for log-scale axis; '\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,7])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_TOP_100'\n", + "#label = '340_480_TOP_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " plt.ylim(1000, 3000);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb b/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb index bd9a7a1..ebc6a02 100644 --- a/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb +++ b/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb @@ -3,9 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -18,9 +16,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import assaytools" @@ -29,9 +25,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from assaytools import platereader" @@ -40,9 +34,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "filenames = [\n", @@ -70,9 +62,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n", @@ -98,26 +88,26 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/anaconda2/lib/python2.7/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " warnings.warn(message, mplDeprecation, stacklevel=1)\n", - "/anaconda2/lib/python2.7/site-packages/matplotlib/axes/_base.py:3129: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", " 'Attempted to set non-positive xlimits for log-scale axis; '\n", - "/anaconda2/lib/python2.7/site-packages/matplotlib/axes/_base.py:3449: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", " 'Attempted to set non-positive ylimits for log-scale axis; '\n" ] }, { "data": { - "image/png": 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OnUNZWRn69esHm82G1atX46qrrvJIN2PGDKSnp+Ojjz5Cz5498cILzqB4VFQUSkpKMG7c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\n", 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" + "" ] }, "metadata": {}, @@ -131,6 +121,7 @@ "index = 0\n", "\n", "label = '280_480_TOP_100'\n", + "#label = '340_480_TOP_100'\n", "data = np.zeros([nrows, ncols, nreads], np.float64)\n", "\n", "for row_index in range(nrows):\n", @@ -155,6 +146,7 @@ " plt.axis([0, xmax, 0, ymax])\n", " plt.xticks([]);\n", " plt.yticks([]);\n", + " plt.ylim(1000, 3000);\n", " if row_index == 0:\n", " plt.title(col);\n", " if col_index == 0:\n", @@ -177,21 +169,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" + "pygments_lexer": "ipython3", + "version": "3.6.3" } }, "nbformat": 4, From aab46cc0398121acd9565dc6430aab59325208b0 Mon Sep 17 00:00:00 2001 From: steven-albanese Date: Thu, 15 Mar 2018 12:27:37 -0400 Subject: [PATCH 4/9] removing checkpoint file --- ...ntial titration test data-checkpoint.ipynb | 191 ------------------ 1 file changed, 191 deletions(-) delete mode 100644 examples/sequential-titration/.ipynb_checkpoints/Plotting p38 sequential titration test data-checkpoint.ipynb diff --git a/examples/sequential-titration/.ipynb_checkpoints/Plotting p38 sequential titration test data-checkpoint.ipynb b/examples/sequential-titration/.ipynb_checkpoints/Plotting p38 sequential titration test data-checkpoint.ipynb deleted file mode 100644 index ebc6a02..0000000 --- a/examples/sequential-titration/.ipynb_checkpoints/Plotting p38 sequential titration test data-checkpoint.ipynb +++ /dev/null @@ -1,191 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import numpy as np\n", - "import os" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import assaytools" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "from assaytools import platereader" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "filenames = [\n", - " 'p38_Bos_conc0_20180309_183711.xml',\n", - " 'p38_Bos_conc1_20180309_185013.xml',\n", - " 'p38_Bos_conc2_20180309_190314.xml',\n", - " 'p38_Bos_conc3_20180309_191615.xml',\n", - " 'p38_Bos_conc4_20180309_192912.xml',\n", - " 'p38_Bos_conc5_20180309_194135.xml',\n", - " 'p38_Bos_conc6_20180309_195438.xml',\n", - " 'p38_Bos_conc7_20180309_200741.xml',\n", - " 'p38_Bos_conc8_20180309_202110.xml',\n", - " 'p38_Bos_conc9_20180309_203415.xml',\n", - " 'p38_Bos_conc10_20180309_204718.xml',\n", - " 'p38_Bos_conc11_20180309_210021.xml',\n", - " 'p38_Bos_conc12_20180309_211322.xml',\n", - " 'p38_Bos_conc13_20180309_212628.xml',\n", - " 'p38_Bos_conc14_20180309_213931.xml',\n", - " 'p38_Bos_conc15_20180309_215232.xml',\n", - " 'p38_Bos_conc16_20180309_220535.xml',\n", - "]\n", - "datapath = '20180309_ p38_and_boiled_p38_with_Bos_test'" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n", - " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n", - " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n", - " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n", - " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n", - " 1.18713651e-05, 2.00000000e-05])" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "reads = list()\n", - "nreads = len(filenames)\n", - "for read in range(nreads):\n", - " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", - " reads.append(read)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", - " warnings.warn(message, mplDeprecation, stacklevel=1)\n", - "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", - " 'Attempted to set non-positive xlimits for log-scale axis; '\n", - "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", - " 'Attempted to set non-positive ylimits for log-scale axis; '\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=[10,7])\n", - "nrows = 8\n", - "ncols = 12\n", - "index = 0\n", - "\n", - "label = '280_480_TOP_100'\n", - "#label = '340_480_TOP_100'\n", - "data = np.zeros([nrows, ncols, nreads], np.float64)\n", - "\n", - "for row_index in range(nrows):\n", - " for col_index in range(ncols):\n", - " row = '%c' % (ord('A')+row_index)\n", - " col = '%d' % (col_index+1)\n", - " plt.subplot(nrows,ncols,index+1)\n", - " well = row + col\n", - " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", - " data[row_index,col_index,:] = np.array(measurements)\n", - "\n", - "xmax = concentrations.max()\n", - "ymax = data.max().max().max()\n", - " \n", - "for row_index in range(nrows):\n", - " for col_index in range(ncols):\n", - " row = '%c' % (ord('A')+row_index)\n", - " col = '%d' % (col_index+1)\n", - " plt.subplot(nrows,ncols,index+1)\n", - " well = row + col\n", - " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", - " plt.axis([0, xmax, 0, ymax])\n", - " plt.xticks([]);\n", - " plt.yticks([]);\n", - " plt.ylim(1000, 3000);\n", - " if row_index == 0:\n", - " plt.title(col);\n", - " if col_index == 0:\n", - " plt.ylabel(row);\n", - " index += 1\n", - " \n", - "plt.tight_layout();\n", - "fig.subplots_adjust(wspace=0, hspace=0)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "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": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From c2f1ed73e55cfdee72d3927ddfaa816829c2c8ce Mon Sep 17 00:00:00 2001 From: Lucelenie Rodriguez Date: Sat, 17 Mar 2018 20:15:52 -0400 Subject: [PATCH 5/9] Adding data from 20180316 test run --- .../.DS_Store | Bin 0 -> 8196 bytes .../p38_Bos_conc0_20180316_151003.xml | 2923 +++++++++++++++++ .../p38_Bos_conc10_20180316_173812.xml | 2923 +++++++++++++++++ .../p38_Bos_conc11_20180316_175119.xml | 2923 +++++++++++++++++ .../p38_Bos_conc12_20180316_180420.xml | 2923 +++++++++++++++++ .../p38_Bos_conc13_20180316_181722.xml | 2923 +++++++++++++++++ .../p38_Bos_conc14_20180316_183025.xml | 2923 +++++++++++++++++ .../p38_Bos_conc15_20180316_184327.xml | 2923 +++++++++++++++++ .../p38_Bos_conc16_20180316_185636.xml | 2923 +++++++++++++++++ .../p38_Bos_conc1_20180316_152305.xml | 2923 +++++++++++++++++ .../p38_Bos_conc2_20180316_153609.xml | 2923 +++++++++++++++++ .../p38_Bos_conc3_20180316_160633.xml | 2923 +++++++++++++++++ .../p38_Bos_conc4_20180316_161933.xml | 2923 +++++++++++++++++ .../p38_Bos_conc5_20180316_163234.xml | 2923 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+ \ No newline at end of file From 3fa597238b635effe4332a0093027bb7bb794527 Mon Sep 17 00:00:00 2001 From: Lucelenie Rodriguez Date: Mon, 19 Mar 2018 11:01:03 -0400 Subject: [PATCH 6/9] Adding jupyter notebook from 20180316 --- ...al titration test data from 20180316.ipynb | 192 ++++++++++++++++++ 1 file changed, 192 insertions(+) create mode 100644 examples/sequential-titration/Plotting p38 sequential titration test data from 20180316.ipynb diff --git a/examples/sequential-titration/Plotting p38 sequential titration test data from 20180316.ipynb b/examples/sequential-titration/Plotting p38 sequential titration test data from 20180316.ipynb new file mode 100644 index 0000000..ecfd6bc --- /dev/null +++ b/examples/sequential-titration/Plotting p38 sequential titration test data from 20180316.ipynb @@ -0,0 +1,192 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "filenames = [\n", + " 'p38_Bos_conc0_20180316_151003.xml',\n", + " 'p38_Bos_conc1_20180316_152305.xml',\n", + " 'p38_Bos_conc2_20180316_153609.xml',\n", + " 'p38_Bos_conc3_20180316_160633.xml',\n", + " 'p38_Bos_conc4_20180316_161933.xml',\n", + " 'p38_Bos_conc5_20180316_163234.xml',\n", + " 'p38_Bos_conc6_20180316_164537.xml',\n", + " 'p38_Bos_conc7_20180316_165840.xml',\n", + " 'p38_Bos_conc8_20180316_171209.xml',\n", + " 'p38_Bos_conc9_20180316_172511.xml',\n", + " 'p38_Bos_conc10_20180316_173812.xml',\n", + " 'p38_Bos_conc11_20180316_175119.xml',\n", + " 'p38_Bos_conc12_20180316_180420.xml',\n", + " 'p38_Bos_conc13_20180316_181722.xml',\n", + " 'p38_Bos_conc14_20180316_183025.xml',\n", + " 'p38_Bos_conc15_20180316_184327.xml',\n", + " 'p38_Bos_conc16_20180316_185636.xml',\n", + "]\n", + "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n", + " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n", + " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n", + " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n", + " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n", + " 1.18713651e-05, 2.00000000e-05])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda2/lib/python2.7/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/anaconda2/lib/python2.7/site-packages/matplotlib/axes/_base.py:3129: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive xlimits for log-scale axis; '\n", + "/anaconda2/lib/python2.7/site-packages/matplotlib/axes/_base.py:3449: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "image/png": 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X4+qrrw77s7Ozs/Hcc89h3bp1KCsrC/t6Yqyoy4qaGhsbkZiYiLlz52Lw4MFYsGABvv/+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\n6TP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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,7])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '340_480_TOP_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From f575ae9999c0bdbcdc1d422f5fff312587484acc Mon Sep 17 00:00:00 2001 From: steven-albanese Date: Mon, 19 Mar 2018 15:25:30 -0400 Subject: [PATCH 7/9] renaming the assay folder and checking in spectra plotting --- ...n test data from 20180316-checkpoint.ipynb | 398 + ...1117 Single well binding assay design.xlsx | Bin 0 -> 6985 bytes ...e well binding assay (start_20171119).gdoc | 1 + .../calculate_Lstated_array.py | 69 + .../2017-11-20 15-48-06_plate_1.xml | 2839 ++++ .../2017-11-20 15-52-45_plate_1.xml | 4041 ++++++ .../2017-11-20 16-17-59_plate_1.xml | 2839 ++++ .../2017-11-20 16-26-29_plate_1.xml | 2089 +++ .../2017-11-20 16-41-35_plate_1.xml | 2839 ++++ .../2017-11-20 16-46-13_plate_1.xml | 2089 +++ .../2017-11-20 16-59-09_plate_1.xml | 2839 ++++ .../2017-11-20 17-04-42_plate_1.xml | 2089 +++ .../2017-11-20 17-19-31_plate_1.xml | 2839 ++++ .../2017-11-20 17-24-20_plate_1.xml | 2089 +++ .../2017-11-20 17-37-37_plate_1.xml | 2839 ++++ .../2017-11-20 17-42-23_plate_1.xml | 2089 +++ .../2017-11-20 17-58-04_plate_1.xml | 2839 ++++ .../2017-11-20 18-02-55_plate_1.xml | 2089 +++ .../2017-11-20 18-16-02_plate_1.xml | 2839 ++++ .../2017-11-20 18-20-31_plate_1.xml | 2089 +++ .../2017-11-20 18-35-42_plate_1.xml | 2839 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.../p38_Bos_conc6_20180309_195438.xml | 2923 ++++ .../p38_Bos_conc7_20180309_200741.xml | 2923 ++++ .../p38_Bos_conc8_20180309_202110.xml | 2923 ++++ .../p38_Bos_conc9_20180309_203415.xml | 2923 ++++ .../p38_Bos_conc0_20180316_151003.xml | 2923 ++++ .../p38_Bos_conc10_20180316_173812.xml | 2923 ++++ .../p38_Bos_conc11_20180316_175119.xml | 2923 ++++ .../p38_Bos_conc12_20180316_180420.xml | 2923 ++++ .../p38_Bos_conc13_20180316_181722.xml | 2923 ++++ .../p38_Bos_conc14_20180316_183025.xml | 2923 ++++ .../p38_Bos_conc15_20180316_184327.xml | 2923 ++++ .../p38_Bos_conc16_20180316_185636.xml | 2923 ++++ ...p38_Bos_conc16_spectra_20180316_190107.xml | 11846 +++++++++++++++ ...p38_Bos_conc16_spectra_20180319_reread.xml | 11847 ++++++++++++++++ .../p38_Bos_conc1_20180316_152305.xml | 2923 ++++ .../p38_Bos_conc2_20180316_153609.xml | 2923 ++++ .../p38_Bos_conc3_20180316_160633.xml | 2923 ++++ .../p38_Bos_conc4_20180316_161933.xml | 2923 ++++ .../p38_Bos_conc5_20180316_163234.xml | 2923 ++++ .../p38_Bos_conc6_20180316_164537.xml | 2923 ++++ .../p38_Bos_conc7_20180316_165840.xml | 2923 ++++ .../p38_Bos_conc8_20180316_171209.xml | 2923 ++++ .../p38_Bos_conc9_20180316_172511.xml | 2923 ++++ ...al titration test data from 20180316.ipynb | 398 + ...g p38 sequential titration test data.ipynb | 191 + ...ation for sequential titration assay.ipynb | 279 + examples/single-well-assay/README.md | 5 + .../p38_bos_280_480_BOT_100.pdf | Bin 0 -> 69681 bytes .../p38_bos_280_480_TOP_100.pdf | Bin 0 -> 72060 bytes .../p38_bos_340_480_BOT_100.pdf | Bin 0 -> 62767 bytes .../p38_bos_340_480_TOP_100.pdf | Bin 0 -> 66183 bytes .../p38_bos_ex280_scan_top_gain100.pdf | Bin 0 -> 102644 bytes .../p38_bos_ex280_scan_top_gain100_loglog.pdf | Bin 0 -> 118878 bytes .../p38_bos_ex280_scan_top_gain100_logy.pdf | Bin 0 -> 229937 bytes ...x280_scan_top_gain100_logy_rereadplate.pdf | Bin 0 -> 267927 bytes .../p38_bos_ex340_scan_top_gain100_logy.pdf | Bin 0 -> 110161 bytes 77 files changed, 185504 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examples/single-well-assay/p38_bos_340_480_TOP_100.pdf create mode 100644 examples/single-well-assay/p38_bos_ex280_scan_top_gain100.pdf create mode 100644 examples/single-well-assay/p38_bos_ex280_scan_top_gain100_loglog.pdf create mode 100644 examples/single-well-assay/p38_bos_ex280_scan_top_gain100_logy.pdf create mode 100644 examples/single-well-assay/p38_bos_ex280_scan_top_gain100_logy_rereadplate.pdf create mode 100644 examples/single-well-assay/p38_bos_ex340_scan_top_gain100_logy.pdf diff --git a/examples/single-well-assay/.ipynb_checkpoints/Plotting p38 sequential titration test data from 20180316-checkpoint.ipynb b/examples/single-well-assay/.ipynb_checkpoints/Plotting p38 sequential titration test data from 20180316-checkpoint.ipynb new file mode 100644 index 0000000..cccb299 --- /dev/null +++ b/examples/single-well-assay/.ipynb_checkpoints/Plotting p38 sequential titration test data from 20180316-checkpoint.ipynb @@ -0,0 +1,398 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + " 'p38_Bos_conc0_20180316_151003.xml',\n", + " 'p38_Bos_conc1_20180316_152305.xml',\n", + " 'p38_Bos_conc2_20180316_153609.xml',\n", + " 'p38_Bos_conc3_20180316_160633.xml',\n", + " 'p38_Bos_conc4_20180316_161933.xml',\n", + " 'p38_Bos_conc5_20180316_163234.xml',\n", + " 'p38_Bos_conc6_20180316_164537.xml',\n", + " 'p38_Bos_conc7_20180316_165840.xml',\n", + " 'p38_Bos_conc8_20180316_171209.xml',\n", + " 'p38_Bos_conc9_20180316_172511.xml',\n", + " 'p38_Bos_conc10_20180316_173812.xml',\n", + " 'p38_Bos_conc11_20180316_175119.xml',\n", + " 'p38_Bos_conc12_20180316_180420.xml',\n", + " 'p38_Bos_conc13_20180316_181722.xml',\n", + " 'p38_Bos_conc14_20180316_183025.xml',\n", + " 'p38_Bos_conc15_20180316_184327.xml',\n", + " 'p38_Bos_conc16_20180316_185636.xml',\n", + "]\n", + "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n", + " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n", + " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n", + " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n", + " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n", + " 1.18713651e-05, 2.00000000e-05])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive xlimits for log-scale axis; '\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "text/plain": [ + "17" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,8])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_BOT_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.suptitle(label, fontsize=20)\n", + "#plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)\n", + "fig.savefig('p38_bos_%s.pdf' % label, dpi=500)\n", + "len(measurements)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + "'p38_Bos_conc16_spectra_20180316_190107.xml'\n", + "]\n", + "\n", + "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[15,12])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = 'ex280_scan_top_gain100'\n", + "\n", + "nreads=len(list(reads[0][label][well].keys()))\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " x_values = list(reads[0][label][well].keys())\n", + " measurements = list(reads[0][label][well].values())\n", + " measurements = [x if x != 'OVER' else 0.0 for x in measurements]\n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + " \n", + "ymax = data.max().max().max()\n", + "xmax = max(list(reads[0][label][well].keys()))\n", + "xmin = min(list(reads[0][label][well].keys()))\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.semilogy(x_values, data[row_index,col_index,:], 'k.');\n", + " plt.semilogy(x_values, data[row_index,9,:], 'b.', alpha=.5);\n", + " plt.semilogy(x_values, data[row_index,10,:], 'y.', alpha=0.5);\n", + " plt.axis([xmin, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.suptitle(label, fontsize=20)\n", + "fig.subplots_adjust(wspace=0, hspace=0)\n", + "fig.savefig('p38_bos_%s_logy.pdf' % label, dpi=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + "'p38_Bos_conc16_spectra_20180319_reread.xml'\n", + "]\n", + "\n", + "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'\n", + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[15,12])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = 'ex280_scan_top_gain100'\n", + "\n", + "nreads=len(list(reads[0][label][well].keys()))\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " x_values = list(reads[0][label][well].keys())\n", + " measurements = list(reads[0][label][well].values())\n", + " measurements = [x if x != 'OVER' else 0.0 for x in measurements]\n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + " \n", + "ymax = data.max().max().max()\n", + "xmax = max(list(reads[0][label][well].keys()))\n", + "xmin = min(list(reads[0][label][well].keys()))\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.semilogy(x_values, data[row_index,col_index,:], 'k.');\n", + " plt.semilogy(x_values, data[row_index,9,:], 'b.', alpha=.5);\n", + " plt.semilogy(x_values, data[row_index,10,:], 'y.', alpha=0.5);\n", + " plt.axis([xmin, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.suptitle(label, fontsize=20)\n", + "fig.subplots_adjust(wspace=0, hspace=0)\n", + "fig.savefig('p38_bos_%s_logy_rereadplate.pdf' % label, dpi=500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + 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b/examples/single-well-assay/20171119_p38_single_well_binding_assay/Lab notebook for p38 single well binding assay (start_20171119).gdoc new file mode 100644 index 0000000..831ce79 --- /dev/null +++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/Lab notebook for p38 single well binding assay (start_20171119).gdoc @@ -0,0 +1 @@ +{"url": "https://drive.google.com/open?id=1S3vW12yoHmg4dV2Gco6dwx7lkPh-qGjztDn1L69WnvQ", "doc_id": "1S3vW12yoHmg4dV2Gco6dwx7lkPh-qGjztDn1L69WnvQ", "email": "john.chodera@choderalab.org"} \ No newline at end of file diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py b/examples/single-well-assay/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py new file mode 100644 index 0000000..e266ae9 --- /dev/null +++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py @@ -0,0 +1,69 @@ +# Generate Numpy array of stated ligand concentration(Lstated) for logarithmic dilution along a row. +# +# Example output: +# np.array([20.0e-6,9.15e-6,4.18e-6,1.91e-6,0.875e-6,0.4e-6,0.183e-6,0.0837e-6,0.0383e-6,0.0175e-6,0.008e-6,0.0001e-6], np.float64) +# +# Usage: +# python calculate_Lstated_array.py --n_wells 12 --h_conc 8e-06 --l_conc 2.53e-09 --dilution logarithmic +# python calculate_Lstated_array.py --n_wells 6 --h_conc 100 --l_conc 10 --dilution linear + + +from __future__ import print_function, division +import numpy as np +import argparse +import sys + +# Argument parser +parser = argparse.ArgumentParser(prog="calculate_Lstated_array") +parser.add_argument("--n_wells", dest="n_wells", help="Enter target number of different concentrations.", type=int) +parser.add_argument("--h_conc", dest= "highest_conc", help="The highest concentration in the series (Unit: M).", type=float) +parser.add_argument("--l_conc", dest="lowest_conc", help="The lowest concentration in the series (Unit: M).", type=float) +parser.add_argument("--dilution", dest="dilution_method", help="Defines logarithmic or linear dilution.Enter 'logarithmic' or 'linear.'.", type=str) +args = parser.parse_args() + +n = args.n_wells +print("Number of wells: ", n) +highest_conc = args.highest_conc +print("Highest concentration (M): ", highest_conc) +lowest_conc = args.lowest_conc +print("Lowest concentration (M): ", lowest_conc) +dilution_method = args.dilution_method +print("Dilution method is {}.".format(dilution_method)) + + +if dilution_method == "logarithmic": + + # Calculate dilution factor + DF = (highest_conc / lowest_conc)**(1.0/(n-1)) + print("Dilution factor: {}".format(DF)) + + # Calculate concentration of solute in each well + Ltot = np.zeros(n) + for i, conc in enumerate(Ltot): + Ltot[i] = highest_conc/(DF**i) + +elif dilution_method == "linear": + + # Calculate interval, i.e. concentration difference between consecutive dilution points + interval = (highest_conc - lowest_conc)/(n-1) + print("Linear concentration interval(M): {} ".format(interval) ) + + # Calculate linear dilution array + Ltot = np.zeros(n) + for i, conc in enumerate(Ltot): + Ltot[i] = highest_conc - i*interval + +else: + + sys.exit("Error in --dilution argument! It must be specified as '--dilution linear' or '--dilution logarithmic' .") + + +# Create a string that codes for Lstated array: +array_string = "np.array([" +for i in range(n-1): + array_string = array_string + str(Ltot[i]) + "," +array_string = array_string + str(Ltot[n-1]) + "], np.float64)" + +# Print with matching format for input.py file +print("Copy this line to Lstated section of assaytools input.py file: ") +print(array_string) diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml new file mode 100644 index 0000000..e17817f --- /dev/null +++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml @@ -0,0 +1,2839 @@ + + + + 1 + +
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+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb b/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb new file mode 100644 index 0000000..cccb299 --- /dev/null +++ b/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb @@ -0,0 +1,398 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + " 'p38_Bos_conc0_20180316_151003.xml',\n", + " 'p38_Bos_conc1_20180316_152305.xml',\n", + " 'p38_Bos_conc2_20180316_153609.xml',\n", + " 'p38_Bos_conc3_20180316_160633.xml',\n", + " 'p38_Bos_conc4_20180316_161933.xml',\n", + " 'p38_Bos_conc5_20180316_163234.xml',\n", + " 'p38_Bos_conc6_20180316_164537.xml',\n", + " 'p38_Bos_conc7_20180316_165840.xml',\n", + " 'p38_Bos_conc8_20180316_171209.xml',\n", + " 'p38_Bos_conc9_20180316_172511.xml',\n", + " 'p38_Bos_conc10_20180316_173812.xml',\n", + " 'p38_Bos_conc11_20180316_175119.xml',\n", + " 'p38_Bos_conc12_20180316_180420.xml',\n", + " 'p38_Bos_conc13_20180316_181722.xml',\n", + " 'p38_Bos_conc14_20180316_183025.xml',\n", + " 'p38_Bos_conc15_20180316_184327.xml',\n", + " 'p38_Bos_conc16_20180316_185636.xml',\n", + "]\n", + "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n", + " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n", + " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n", + " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n", + " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n", + " 1.18713651e-05, 2.00000000e-05])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive xlimits for log-scale axis; '\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "text/plain": [ + "17" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,8])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_BOT_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.suptitle(label, fontsize=20)\n", + "#plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)\n", + "fig.savefig('p38_bos_%s.pdf' % label, dpi=500)\n", + "len(measurements)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + "'p38_Bos_conc16_spectra_20180316_190107.xml'\n", + "]\n", + "\n", + "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "image/png": 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Hex7WJtCL4tuaI/NSW5VSSnmHJmpKKaWUUkoplWS0mIhSSimllFJKJRlN1JRSSimllFIqyWiippRSSimllFJJRhM1pZRSSimllEoymqgppZRSSimlVJLRRE0ppZRSSimlkowmakoppZRSSimVZDRRU0oppZRSSqkko4maUkoppZRSSiUZTdSUUkoppZRSKslooqaUUkoppZRSSUYTNaWUUkoppZRKMpqoKaWUUkoppVSS0URNKaWUUkoppZKMJmpKKaWUUkoplWQ0UVNKKaWUUkqpJKOJmlJKKaWUUkolGU3UlFJKKaWUUirJaKKmlFJKKaWUUklGEzWllFJKKaWUSjKaqCmllFJKKaVUktFETSmllFJKKaWSjCZqSimllFJKKZVkNFFTSimllFJKqSSjiZpSSimllFJKJRlN1JRSSimllFIqyWiippRSSimllFJJRhM1pZRSSimllEoymqgppZRSSimlVJLRRE0ppZRSSimlkowmakoppZRSSimVZDRRU0oppZRSSqkko4maUkoppZRSSiUZTdSUUkoppZRSKslooqaUUkoppZRSSUYTNaWUUkoppZRKMpqoKaWUUkoppVSS0URNKaWUUkoppZKMJmpKKaWUUkoplWQ0UVNKKaWUUkqpJKOJmlJKKaWUUkolGU3UlFJKKaWUUirJaKKmlFJKKaWUUklGEzWllFJKKaWUSjKaqCmllFJKKaVUktFETSmllFJKKaWSjCZqSimllFJKKZVkNFFTSimllFJKqSSjiZpSSimllFJKJRlN1JRSSimllFIqyWiippRSSimllFJJZlglaiLyDRHZICLtIvKg2+1JBiKSKiL/IyI7RKRJRN4QkY+73a5kICKPiMgeEWkUkfdF5Dq325RMROQkEWkTkUfcbksyEJGVdjya7dt7brcpGYjIVSLyroi0iMhWETnf7Ta5qVv/iN0iIvILt9uVDESkUESeFpF6EakWkV+KSMDtdrlJRKaLyEsi0iAiW0Tkk263yQ1HOn8TkYtEZLOIHBSRl0VkkkvNTLi+4iIiKSLyuIhUiIgRkbnutTKxjhCTj4jI8yKyX0RqROQxETnBxaYek2GVqAG7gR8Cv3e7IUkkAFQCc4Ac4PvAX0Sk0MU2JYsfA4XGmGzgE8APReQsl9uUTH4F/N3tRiSZbxhjMu3bh9xujNtE5GPAfcCXgSzgAmCbq41yWbf+kQmMBVqBx1xuVrL4NbAPOAE4Hevv0tddbZGL7CS1DHgKyAVuAB4RkamuNswdjudvIpIHPIl17pILbAD+nPDWuedI57WvAV8AqhPaIvf1FZNRwBKgEJgENAF/SGjLBmBYXakyxjwJICIzgQkuNycpGGNagEXd7npKRLYDZwEVbrQpWRhj3u7+o307EXjdnRYlDxG5CjgArAGmuNwclbzuBv7dGLPW/nmXm41JQp/BSkxedbshSaII+KUxpg2oFpFngZNdbpObpgHjgPuNMQZ4SURWA1/ESkyGjSOcv30KeNsY85j9+CKgVkSmGWM2J7yhCdZXXIwxHcB/2Y9F3GmdO44Qk2e6P09Efgm8ktjW9d9wG1FTRyEiY4GpwNtHe+5wICK/FpGDwGZgD/C0y01ynYhkA/8O3Op2W5LQj0WkVkRWD6epJk5ExA/MBPLtKVtV9lS2dLfblkSuBR6yT8IV/By4SkRGiMh44OPAsy63yU3Sx30fTnRDktjJwJuxH+yLz1sZ3gm+OjYX4IFzXU3UVBcRCQJ/Av44HK5EHQtjzNexpmydjzW9ot3dFiWFe4D/McZUut2QJPNdYDIwHmt6xTIROdHdJrlqLBDEGjU6H2sq2xnAnW42KlmIyESsqX1/dLstSeQVrBPsRqAKaxrbUldb5K7NWCOut4lIUEQuxuozI9xtVlLJBBp63NeA9XdbKUcicirwA+A2t9tyNJqoKQBExAc8DHQA33C5OUnFGBMxxryGNYS+0O32uElETgfmAfe73ZZkY4xZZ4xpMsa0G2P+CKwGLnW7XS5qtf/9hTFmjzGmFvgZwzsm3V0DvGaM2e52Q5KB/TdoBdYFsQwgD2tNyX1utstNxphO4HJgAdY6o1uBv2AlscrSDGT3uC8ba/2RUr2IyBTgGeBbxpikn3auiZpCRAT4H6wr4J+2/zio3gJYa9SGs7lYC3F3ikg18K/Ap0Vko5uNSlIG56lLw4Ixph7rhFKn9Tm7Bh1N6y4XCGGtUWs3xtRhLfQf1om9MWaTMWaOMWa0MeYSrFH79W63K4m8DZwW+0FEMrD+Tif9lDaVeHZF0BeAe4wxD7vdnmMxrBI1EQmISBrgB/wikjbcS//aHgCmAyXGmNajPXk4EJExdlnxTBHxi8glwNXAS263zWVLsP4Inm7fFgPLgUvcbJTbRGSkiFwS+04Rkc9jzX9f4XbbXPYH4Jv28TQKuBmrgt2wJiLnYE2R1WqPNnvEdTuw0D6GRmKt4XvzyK8c2kTkVPt7ZYSI/CtWRcwHXW5Wwh3h/O2vwIdF5NP24z8ANg2X5RtHOq8Va/ulNPupKfZjQ/7iYV8xsde9vgT8yhiz2N1WHrthlahhrY1oBW7HKlnayjBfL2FfXbgR66S7Wg7t7fN5l5vmNoM1zbEKqAf+H3CzMabM1Va5zBhz0BhTHbthTTtpM8bUuN02lwWxygHXALXAN4HLjTHDfS+1e7C2cHgfeBd4A7jX1RYlh2uBJ40xOj3rcJ8C5mMdR1uAMHCLqy1y3xexClntAy4CPmaMGY5rpR3P3+y/PZ/G+l6pB2YDV7nVSBcc6bz2Pfvn8VgXDVuxytIPdX3F5DqsEem7up3rNrvXzGMjWmxKKaWUUkoppZLLcBtRU0oppZRSSqmkp4maUkoppZRSSiUZTdSUUkoppZRSKslooqaUUkoppZRSSSahpenz8vJMYWFhIj8y6VVUVKAx6U3j4kzj4kzj0pvGxJnGxZnGxZnGpTeNiTONizONi7PXX3+91hiTf7TnJTRRKywsZMOGDYn8yKQ3c+ZMjYkDjYszjYszjUtvGhNnGhdnGhdnGpfeNCbONC7ONC7ORGTHsTxPpz6qIau8vJwf//jHlJeXu90UpZRSSiml+iUhI2oiUgKUTJky5bjep6xsOevXlzNrVjGlpQsGp3EuWbZsGcuWLaOhoeG430vj0lt5eTlXXHE1eXkj+dWvfsNjj/0fxcXFg9TKxBusuAylvgKD219WrlzJ3LlzPd1PYHC/WzQuzobScTRYcVmzZikbNz7NmWdeyjnnXD5IrXOPfrf0NpjH0FCicXGmcRkcCd3weubMmWagw59lZctZvfo+fL4o0aiPc8/9ruf/QMLxDwlrXJzdddc9HDz4HH5/lEjEx4gRF3P33d8fxBa643jiMlT7ChxfXLon9bW1Bzyf1Mcc7zGkcXE2VI+j44nLmjVLKSu7BpERGHOQ0tKHhkSyBvrd4mQwprINpYsdMRoXZ8cbl+3bK6msrCAUKqSoKDSILXOXiLxujJl5tOd5Zurj+vXl+HxRqqsD+HxR1q/X6WygcelLUdFE/H7YuzcFv9/6ebjTvuLs2Wdf4OqrQ8yfn8HVV4d49tkX3G5SUtC4ONPjqLdVq1YicgrV1R9B5BRWrVrpdpOSgh5DzmIXOyKRlaxefR9lZcvdblJS0Lj0tn17JS+8cDfvvfc/vPDC3WzfXul2kxLOM4narFnFRKM+Cgubyc5upKAg6HaTkoLGxdmcORcybtxETj4Zxo2LkJubuJHjZKV9xZkm9c40Ls5ix1FBQZho1MesWd4fITleo0dfRiQSoKCggkgkwOjRl7ndpKSgx5AzvdjhTOPSW2VlBRDm4MFR1Nfv45VXXnK7SQnnmUSttHQBodBFpKbuoqOjjqqqn7JmzVK3m+U6jYuzoqIQhYUfIxx+j/37d7J69U3DPi7aV5xpUu9M4+KstHQB5577XTo7J5Oamkd+fqfbTXLd/Pnz2LXrfioqrmDXrnmMGdPudpOSgh5Dzg5dNGwhJ6eJ2bOPr37BUKEXU3sLhQppbe2kvn414XAFP/vZHcOuQFxCEjURKRGRJce7oLClpZ6GhslUVJzt+ekVy5Yt44YbbhiURZYaF2fvvPMPDhwooqJipsbFNpT6ymDRpN6ZxqVv+fmdBAJL6excQ1nZNcM+LqEQXHnlHiZO/D0TJ/4Pa9ZcPexjAnoM9aW0dAHnnfcVxo9vY+TIAKmpS2lrG35T2nrSi6m9FRWFaG4+gdTUSjo66rjkkgPDLiYJSdSMMcuMMTfk5OQc1/sMpekVJSUlLFmyhOONCWhc+qJx6W0oxQQGL4HVpN6ZxsXZUFqTNVhxeffd5/H5CqiuPt3zMRlMQ+kYGkwiYbZty2bduhArV9bw/PMr3G5SUtCLqb2dcso0GhutmAQCpzF16kluNymhErrh9fGaP38eL7+cSzT6DD5flPPO0+kVoHHpi8alt6EWk5KSEkpKSpg586iFk45o9OjLqKt7w05gczydwA5WTEDj0heNS29DKSYweKXFh1JcBrPc+osvNhMMWhcNw+EcXnyxmZKSQWikCwYzLtpfesvJuYSCgpWMHVuLSBE5OZcMUgu9wVOJWmx6xerVv8fni7BmzX+Snz90ygAPlMbFmcalN42Js1gC296+idTUU7nppjPdblJS0Lg4G2oXPAbDUIvJYCWwQ+kYGsyLHXPnns/ChRHy8+uoqRnNAw+cPwgtdMdgxkX7S29FRSEef/zHtLW9wbZtKUyatA8YOmX6j8YzxURidHqFM42LM41LbxqT3kIhuO++M/nIRwopKFjOxo1aFhk0Ln3RNVm9aUycxY6h+fMncOqpD1FZqTEBuPzys3jggblceOEYlizJYf78MW43KSlof+ktFIILL9zH00//hNraL3HTTecOq4IinkvUhtoam8GicXGmcelNY+Js48bl1NT8gJSUFbqHTTcaF2d6waM3jYmzysqlbNnyKQ4ceFSLz3Qzf/4YPv7xlezb90deeeWbWlDEpv2lt61b/8LVV/+D+fOjXHllYFjFxHOJWqwM8Acf3MyuXfczf/48t5uUFGJx+ec/b2T16pvIzx/ldpOSgsalt+7H0Dvv3MWWLZuH1dWpvugeNs40Ls70gkdvGhNnQ6n4zGB6/vkVrFxZw6uvjtaCIt1of+lt6tSTCAROo7r6nGFXUMRziZpOxXEWCsFnP2v4xz+eoaXlF3zjG5/Wk280Lk5ix9C8eTN5883bWbHid1xxxdXDPi66kbEzjYszvWjYm8bEmSawzl58sZlwOFZQJMCLLza73aSkoP2lN6ugSBGnn95GQcHwKijiqWIiMdZUnPtISYmyevXzgLX/xHD3xhtP87nP1eP3R4lEQjz77AsUF+tJlcalt1AIqqv/ytVXp+L3B4lEsoZ9XGLfIevXl1NcXKzfKTaNi7PYBY9nn91PXd1DVFbuJBQa3kV5YjGpqDiT/fuXU1Z2A2eeeakWKxpCBSIG01AqKDKYtL/0FisokpZWQVVVBrt3lxEMnjUszlk8N6IGOhWnL0VFE/H7Ye/eFPx+62elcemLxqW30tIFzJpVzPr15boWqxuNizNdS9JbKAR+/1LWrLmaqqq/aVzQmUB9iRUUmTo1m0svrUak2u0mJQXtL72FQnDbbSGKikaxatXXhtVMIE+OqM2aVczq1au6puIMh4z6WMyZcyGNjc+Rm9tEWloWc+Zc6HaTkoLGxZnGpbeysuWsXn0fPl+U1atXATpaDxqXvhxaS5JPQUENq1atHPajR6BxcaIzgZyJVDN58tP2d8s6QOMC2l+cDNeZQAkZUROREhFZMhibAYLVWc8997v4/XM599zverLzLlu2jBtuuGFQNkiMKSoKUVLyH4wZ82nq6qZRXV01aO+dKBoXZxqXxNDRemcaF2e6lsSZxqU3PYacaVycaVycDceZQAlJ1Iwxy4wxN+Tk5Azae3p9Kk5JSQlLlixhMGMCUF1dxZ133kVZ2ROeHBbWuDjTuCSGFs5wpnFxpsUznGlcetNjyJnGxZnGxdmcORcybtxEpk/PYty4icNiJlBCpj6KSAlQMmXKlEF7T69PxVm2bBnLli0b1BESgGeffYGrrw7ZhTO8NyyscXGmcUkMLZzhbCjEJR7HUPfiGYWOisEPAAAgAElEQVSF1s9eE8+4PPVUChUVK6mqaicUGr7fKzA0jqF40Lg407g4i80EeuWVl9i+fSfV1VUUFXnwi7cfPDui5vVh4XiNkHh9WFjj4kzj4iweU0JLSxewYMFMKivLPFkEIR4xAe/HJV7HUCgE+/cvZ/HiO3V2RzdVVeXce+9lnl30H6/vlssuW8A772zyXDwgvt8t9977Q88mIxoXZ/GKS3V1FV//+kLuvfduLrroIk8eS/3h2RE1rxcUidcIidcLRGhcnGlcnJWUlFBSUsLMmTMH7T3XrFlKWdk1iIygsvJR4CFPFUKIR0zA+3GJ1zGkszuceX20Ph7HUXl5OVdccTV5eSP51a9+w2OP/d+wj0lMWdly1q8vZ9Ys740eaVycxSsuK1euJDs7lzFjctm3bz8rV6701HHUXwlJ1Iwxy4BlM2fOvH6w3tPrw8Lx6sCxYeHKygpCoULPDQlrXJxpXJzF4yTT6xXr4nXi7fW4xOsY6j67o6AgzPr15Z76exS/75aJbN5sjdaPHRv25Gj9YB9HXk9e9WKHM42Ls3jFZcaMU7nmmsn4fFGi0ZHMmHHqoL5/svFk1ccYLxcUideQMFgn3/X1jfzud7/RuHSjcXHm5bjEY9qW1yvWxWsqm9fjEq9jyOuL/uMVF68v+o/HceT1qebx+m7RpSzONC7ORo3KJhQ6gfT0kwiFTmDUqOxBff9k49kRNfD21YZ4D5VrXHrTuDjzclziccVu/vx5vPxyLu3tm0hNPZWbbjpz0N47EeJ1FdPrcYnXMaSzO5zpaH1vXp9qHq/vFl3K4kzj4iwUKuS997IYNy4MZBEKFQ7q+ycbT254HePlKSfx6sDg7bjEk8bFmZfjEo+TTK9X8ovXibfX4xLP79zS0gXk53eycWMZa9Z0empKaDzjUlQUYs+e11m+/GHOPPNST8UlHseR15NXvdjhTOPiLJ4XgebNu2vYVH709NRHL085ideQMHg7LvGc4qdxcaZx6S0UAr9/KWVlN3iuwmE8+4qX4xLP79xYoZWqqr9RVnaNp2KjcXEWr+OoqChEIFDH8uX3eCoeEN/vltLSBXz/+zcyZ042bW2Vg/7+8RTvuHi12m4841JdXcUPfnAjZWWLuPLKjw7pyo+envro9asN8eLluMRzil8sDitWPE00KowZkzvonxEvGhdnWuGwt3j2FS/HJZ68XmglXrwcF/1u6S2e3y1tbZW88so3qaqqY8KE0cyZ8wvS0rwxSqLfuc7iHZcrrwzg92cTiRxkzZqlnpsaeqwSMqIWT7F9JgDuuMOb+9jEg5cLrcTTmDG5/O1vy1m79jVP7u0TLxqXwx06wfwIIqewatVKt5uUFLwcl3he3fVyoRWNS2J5+RiKp+efX8HKlTW8+upoVq6s4fnnV7jdpKSg/cXZ1KknEQicRnX1OQQCpzF16kluNyluPLuPWndeLIYQz3UB4M2YQPzj4tXyyBoXZ/GKy+jRl1FX94Z9gpnjqRPMePYVL8clnld3vVxoRePiTL9beovnd8uLLzYTDFpJfTicw4svNlNSMugfExf6nessnnHJybmEgoKVjB1bi0gROTmXDPpnJIuEjKgZY5YZY26Ixxx48GYJ03iuCwBvxgTiHxevlkfWuDiLV1zmz5/Hrl3388EHN7Nr1/3Mnz9vUN8/nuLZV7wcl3iKFVqZP38Cp576EJWV3lpLEi9ejot+t/QWz++WuXPP55FHPsHTT1/KI498grlzzx/0z4gX/c51Fs+4FBWF2Lr1x+zefQdbt/54SBcT8XTVxxivlzCNB42JM6+XR44XjcvhvF7hMF5icXnqqRQqKlZSVdVOKOSN75Z4j0pXVi5lyxZrLUlZ2e/xyloSjUti6XeLs8svPwuAp59+h0svndH183Cn/cVZKAS33RbiqacaqKgoo6rqLM/8Leovz69RA2tK37nnfpeWlpNpbZ3udnOOSTzXBYA3Y5IIsfLI2dnzqK4+gU2bNrndpKTg1bjEu8Lh+efDxo3Ldf1rN1VV5dx772WsWPE7T61njPeotFfXkmhcEk+/W5xdfvlZLFiQy9///leNSTehEOzfv5zFi7WvdOfVv0X9NSTWqMWkp79rr8l6F0juNVnxXBfQnZdiAvG/uguwadMmtm173I7LekDjAt6MS7yPIy+u9dT1jO7w8lqSePJqXHQdeW8aE2caF2f6t2hwDIk1auDdNVnx5MWYxPvqLmhc+uLFuMSbF2Oi6xnd4eW1JPHk1bjoOvLeNCbONC7O9G/R4BgSUx/h0Ka9hYUt5OQ0MXt2fEfvvKD7RsbBYCc+3zue2zAxHg71lWaysxspKAi63aSkoHHpzcubgcfLnDkXMm7cRKZPz2LcuInDfj1jTGwtyUc+UkhBwXI2btQpSqBx6Yt+t/SmMXGmcXE2XP4WDYliImANA4vUsHfvTwmHU0hNXUpb20We2TAxHmJD46tW/ZmUlGfo6NhBWdkLDPfF3KWlC9i5cwPNzYtpb/dRVfVT1qw5bVjHBDQuTrofQyNGNJOf3+lyi9wXW8/42muPUVPzNnv2vO6JiluJmD68ceNyamruIyUlyurVzwPJP0VJ4+KO2O+/YsXTRKPCmDG5LrfIfbGYrF9fTnFx8bDvIzEaF2exv0WvvPIS27fvpLq6yhN/i/qr3yNqInKuiPwqHo05XiJhtm3LZt26kG6YaCstXUB+fi4dHVN1MXc3LS31NDRMpqLibI1JN16LS7yL8gDk53cSCCyls3MNZWXXJP2odCJismfP67z11iL27VvuiZiATh/ui8bFWSKOozFjcvnb35azdu1rniiGkIiYlJYuYNasYtavL/dM4QyNi7NExKW6uoo777yLsrInPHEMDcQxJWoicrqI/EREKoAfApv78yEiUiIiS+L5PwusDRPD4diGiQFefLE5rp93PBLRgWNGj76MSCRgL+YOJPVi7kTFxUsxAY1LXxJxkum1qnUaE/foFCVnXoxLIo6jWDGE+fMzuPrqEM8++0LcPmswJCImscIZkchKVq++zxNJicbFmR5Dg6PPqY8iMhW4CrgaqAP+DIgx5qP9/RBjzDJg2cyZM68faEOPxdy557NwYYT8/DpqakbzwAPJu2Fioqo+grWY++WXc2lv30Rq6qncdNOZcf/MgUpUXLwUE9C4uMmrVeviSWPiLDYl6YUX/uZyS5KLxsVZUdFENm+2iiGMHRsessUQ+qP76GtBQZj168t1qh8al77EjqHq6iAFBWFSU4fMiq4uRxpR2wxcBJQYY84zxvwCiCSmWQNz+eVn8cADc5k6NZtLL61GpNrtJiUFXczdm8bEmcalt1jVuoqKK9i1ax5jxrS73STXda/kV1m5kLq6pzwx/TFR0tPfJSPjbc9c+U4UjcvhYsUQTjopnczMHEaNynO7Sa7z4uhrImhcnM2ZcyGjR4+loCBMJCL8+te/GXLTH4+Uen4aa0TtZRF5FngUkIS06jiIVDN58tP2fhPrAF20DLqY24nGxJnG5XChEFx55R5Wr/49Pl+ENWv+k/z84V2QJ5bQP/vsfrZs+QIHDkBZ2e8Z7oWKQK9890Xj0ltRUYhJkz7Hz3/+IyKRKIsX/wtjxuQOyb2gjlX3whk5OVld6xmHe1/RUWlnRUUhmptPo7y8CmMM4XCYlStXDqljqM8RNWPMX40xVwLTgJXALcBYEXlARC5OUPv6zYuLlhMhFpfGxjCjR9fz5ptaaEX7ijONS2/vvvs8Pl8B1dWn65osWygEdXVPIXKiJ9aqJWqdp9eufGtc3LVx40bOOstHcbFvyK6x6a9Y4Yz6+uWeWpOVCDoq3duZZ57J7NkpnHNOkGuumcyMGae63aRBddRiIsaYFmPMn4wxlwETgH8At8e9ZQN0aC+oVrKz28nMzHK7SUlh1qxiUlI6KS6uYNy4OqZMeYO2tkq3m+Uq7SvOvBQXLbLSmxYqcpaIhe1gnWSee+538fvncu653036kQCNi7uGy6a9/aUXDHvTmDgbNSqbUOgE0tNPIhQ6gVGjst1u0qDqV3l+Y8x+Y8xvjDFJu6tcaekCRo1aQGqqoaPDT339cr3qQCwuc9i9ezxr157BP/8ZHfbbF2hfcealuCTqJLP7mqxdu+5n/vx5cf2845GomIC34pJIXiylnQheikuiLnh4adPeRF4E8tIIrI5KO0tUXEKhQtLSshg3zpCWlkUoVBjXz0u0oVceBWhubiISSaGx0c+kSc2sW/eyXr0DduwYRzCYSX5+FSkpabzwQg0lJW63yl2xvlJdHaCwsI0NG57m1FNPHZKbJvaHHkOHi63Jqqg4k8JC62elcelLrJS2tVZ6FaBrbMBbcUlUpV0vbdqbyGrVXtrkOVFx8VJMILHH0Lx5d3niGBqIfm947QWzZhUTDEa7pvnl529m+/bhPc0PrO0Lnn76YlJScunoGMW4cW8M+7gcmubXxuTJe8nO3syyZbdrXPQY6iUUgv37l7N48Z1JPxqQSBqX3nSKkjONi7PhsGnvQHhpBDZRNCbOhvIxNCQTtdLSBaSkXMSuXfm8+eYEOjqqWbHir243y3WXX34Wn/xkGo2NAfbtCwPb+hWXykp49VXr36Eitm6iqWk627YVsH17mNbW94Z9f9FjqDcvbjiaCBqX3ry0zjORNC7OhsOmvQOh3y29aUycDeVjaEhOfQQIh1Po6EjhtNMqAWHfvmfYvv2TRxwOrayEv/+9koMH1+H31xKJ5NHWNpuRI0PMnj00pvX4/QcRaaG4eBcgVFY+S3n5Jykudv7lYjHZt28dW7bUEgxCZydMnw6pqXmMGDGbs88OeTo2paUL2LhxI5HIexQXVzDQ/gIQiQyNmEDvY2j37qf6FZPsbMjLC7FvXwe1tYWeP466V06dNKmFVav+nPRTTxJB49JbaekC3nnnLeAJ2tv9HDy4nLKyD2tcNC6OdONrZ7qlQ28aE2dDeePrhPwmIlIClEyZMiURHwdYi9zvuONZMjLyqa1NZ9KkVp54Yh2ZmSHy8mD8+Er27q2gtrYQgHB4HTt2vE9h4XJGjtxJRkYDBw/m0NAwkaeeuoYVK07nvPM6yMoqHJST8GXLlrFs2bKELMrtbv78efzbvz1DRsYYamtDjB+/iz//eQl///tl5OZWdiUcGRl5+HwhXn75DaZOfZhRo3by0Y/W4/MZAIzx0dw8kpqaifz859fw6U9f2mey1x9uxqWv/hIIVJKWdigZAysh+/vfUzjppJ+Tn/8+mZn1iEhXTH7602s45ZRLufjiwUnY3IjLob6SR21tOvn5+3niib9RWPgv1NZCIFBJMFhBZ2chcPgxlJOzm7Y2Q2Wln927pyHSxoYN83juuZOYPXv2oMUlkWbNKmbDhucpLt4B+GhpeYY1a5YO+33DNC7OdP2rM13/2tucORfS2PgcubnVBIOC3+93u0lJYdasYlavXkVhYSspKVFEdARWY+JszpwLqalZRlpaFSkpER599FE++tG5Q2I/NTHGJOzDZs6caTZs2JCwz/vZz/6b+vpHmTp1N36/oa5uPK+/XkIkMooZM17B5wuTkbGbYLCDkSOrycqqw+czRKN+jPEhEkUkSltbNu3tGezePY3U1DY++OCzg3YSPnPmTBIZE4Cvfe0b5OdvYvr0bWRnN9LaOgK/3xCN+khPb0JEOHhwJMb48Ps7SE9vwBhrlqxIFOCwn1tbs9m//2QKCn5ETs7sQSkq4EZcnPrLu++ez4wZr5Gfv5PMTCtRNcZHS8tIfL4Ifn+UYPBgV1zAiklLSza1tSeyefPgJmyJjovVV15n6tTdWKNq03nrrVJ8vv2cfvqLdHSkkZFxoNcxFA6ncvDgSILBNjo60snKqkHE0NSUy/79Ez0bl9tu+wKjR79LZWUBWVkHGDnybG6//b/i/rkDkci+onHpLTZFacSIDiZP3svevZNJTS2gpOQ/kjJZS2RcNmy4l6lTrVkdtbUf5vLLH0jKmEDi4vLww49QVfXftLf7OHgwJam3MEjkd8uPf3wf1gisxiXGSzGBxMXle9/7PpmZK+jo8NHSEqSp6TQWL/5l3D93oETkdWPMUSutDNkRNYD29hZWrTKMGjWK0aMPcOKJbzJlypu0tWXT2Rmgs3MEubmV+HwRIpEgxgSIRqP4fGFEwBihszOVzs40UlNbmDDhHTIy6hg79m327PkL3/vej/jGN2Yze3b/2+bWyBHAtdd+njvvfJGCgmwikSCjRtUSDHZ0JajGCCJRgsFW2tszCYdTCAbbAOlK0Hy+KGAIh4OkpLQxatRmKiq+x65dV9DWlsdnPzt7QCNsbsbFqb9MnboRY4RoNHaF02CM4PfHkvh0UlKa8fkigBCLSXr6QSZNeoO8vK3H3VfAvbhce+3nueOON+yRxmxmznyHqVPfIC2tEYBwOEgw2IFI9LBjyO/vIBhswxgfKSmtdr+CzMx6srLqBi0uiTZ16pd4//17uiqnNjQUud2kpKBx6S124rRq1eNs2ybs2BFl7NidvPLKSxQVXety69xTWrqATZvWsmvXM1RWZpCV1TDsYwKwefNme6QxzKRJ9TqF2HZoBNaKy5tvrhj2cTl8tL6Zl176Kfn5ncN+FsPUqVPYvPllu68c4PXXX6G8vNzzo2oJKSZijFlmjLkhEfv6dDd37ly2bNlNWxukpx8kGvURiQTo7EwlNbWNzMw6wuEUOjtT8fnC+P0R2ttH0d5+Fo2N3yISOZPU1FHk5EAg4CMYbCUa9ZGW1sb48W8zd+7X+d///Q3l5d6qrlFcXMznP38te/fuIyWlCZ8vTEdHGgA+XwQRa9SooyODlBQhHB5Je/tZhMM/ICvrp4TDP6Wh4U7a288kEsnA54vS2ZnJ2LHvc/bZP6S4+F/ZtOlLPPjgun4XHknkHlA9OfWXcDhINOrH5wt3JWMi1ugjZJCRMYNodDYNDT/oikk0moHfHyYSCXT1lfPOu4U//OFvLF366oCqJ7oVl+LiYi677Erq6qypjyLtdHSkEA6nAJCS0kY06u91DHV0nEEgcDdjxy5mxIiT8ftzCASsx7vHxWvH0Pz589i69ZtdlVPD4TJdzI3GpS+lpQvIzJxMS0uASZMOkp3dxrp164/ptZWV8PjjsHixdXv88aFTyCkcTrG/U9oGFJPHH4d164ZWcSur0m5nV6XdjAxrCvFwN2tWMSkph+IyZcobtLUNkf/pA3SoKE8zkyfvYtSo9ygru2bY95c5cy4kNze1q6+ce+7uIRGTIT2iVlxczCc+cSkPP/wkX/1qlAkTouTkhMnNFQKB0+noOAjsxhhDODweYy5j2rSTKCqaTVpaiLa2Shob1wFQV5fC1q0/Jxp9h0CgiWCwlRNOeI/c3Lt4++2/YMyPOOecYx8WSOR+JE727jX89rf1nHVWFh/9aBaZmScwfnweLS3ziEZHkZGRR15eiM7OSsaMoSsm3bW1fZENG5azZctjiETIzNxCe3s6GRl15Oe/TU3NLXzve/f3a8TEzRE15/4Sxe/Po7NzIs3NlxGNjgKsNXzTp4fIz+8gLa2wKzZtbV9ky5bl7NjxMNHoNoLBJgKBdvLzdzJv3jfYu/cUnntOSE39PhddNPuYp/25PdL48MPbmTo1k4svbmPatDbS0sIYk2NPD07BGL/jMQTQ1nYGjY3r2LPnfaqqlnfF5XiPITeEQlBY+C6NjQGqqw0FBR26mBuNy5HMnz+P669/nM99LgURQyi0nocffoQvfvELhz2vstJKPgBSUyt55pl1NDXVcvCgdd+IEfDcc3meXePZXfeYdHSkkJn5AQ8++Bxf+tLFjs+vrIQVKypZt24dnZ21NDXlceBAiFNOqSQQqOWkk/LIz/d2EafS0gW89tr/sWtXuGsK8apVK4f9KElp6QK2bXuF3btfZOfOArKzD5CVtYKSkuvcbpprYt+rzz33a8BPRcUJFBTUDPv+UlQUIhS6lJ07D7Bzp3UMpaWluN2s45aQRM0YswxYNnPmzOsT8XndXXPNNfz+97/nJz/pYNo0GDkSrrrqYj71qTsBuhKx7OzeiUhaWqjrPitZOYMtW5azc+dviUZ3IdJGMNjG6NFv8957t/D++/f36+TbTXPnzmXRogDLlzewfj2MG1fHTTfdy1e+cnuPZ/Z94pyWFuK8877G+PEL2LlzHe3tD3Hw4EYCgQ5EDLm5OznvvFv46U/v59Zbjy1ZczuBde4vl/KpT93Zq384SUsL8eEPf40pUxZ09ZVIpI5oNAWRg+TkfAC009DQvyTWzbjMnTuXe+65h9Wr97B5c5Tp02HkSOHKKz/PggVfob3durrpdAzBoeNozBj40Ie+2Ocx9P77t7B///2Dts4xXubMOZPVq5+nsLC9X4u5YyfitbWQl4enK2A6Sfa4uHWxo7i4mAsuOI+Ojg2MG9dAVlYTLS3/wYMPVpKaal34aWmBt96CAwfAGDjllKe54IJNZGfXInJ4Aaf9+we3WJEbcYnFpLHxLRobxzNpUhUvvLCaQKDxsKJNYMVm69b9TJq0nHnzdpKZ2UBraw7RqA+fL0p6egMtLTlxKeKUaMczhbiyEioqSOrvzoHasWMcwWCmHZdUnnhiCyUlbrfKXaWlC9i3L5X337+HwsLtOuXcNn78Z6msXEt+/vukpKSyePFazjzz6NMfy8vLeeihhwA444wzeOONNwDrnNDtqZMJKSbSbUTt+g8++CDun9fTwoULWbx4cdfPPp+PBx54gBtuuGFA79fQsI5//ON7NDS8QzDYRDgcpLU1g/r6ibz22rGdfMf+OL788su4ERMY/Li0tVWyYYN1Ep6SspdgsJWOjnQaG8eyadMNXHXV0StDDrW4NDSsY/Pme6ivN7S1bSIcNl1x2b9/Ii++eGxJrNtxKS8vZ9GiRTz//PPEvjOONy69j6Ec9u07kS1bFrJ372xuvjl0zCOxiS6yElvMDVGM8REK3dRrhCQmNhrwyisvc/BgDZFICiNGwJgxQc4+O4/Jk2cTDocG/QTLjYI8hxa5B2lpySAj4woWLXK+Ptd9lKSlZQ+trZCebsVl+vTBHyFx8xgqK1vO228voqhoNyNGtJCS0m6vgz589YExPtrbMzEGIpFURoyos6dcH17AKVasaMuWwau4m+j+YhUVuY+pU3fi93fg84GIkJnZ0FVdOMZKVq1CX9FogPb2DAKBdsLhVFJSWvD7w11x2bPnZNavH7y1r4mMS2UlfOtbjzNz5q/o6EilpaWD88679Ygj05WVsGTJq7z11uukp+/F50th2rSxzJhRwvjxITo6Bj95S3RfWbr0db73vWf4whdePOa4LF36Oo888jzp6VvJyGimpSWTnTsLSUvLZ+HCs7j88rMGvZ2JjstA+8ujj65k69YngRpgDGPGfIZTTz0/bhfJEn0Mff3r/0tx8W/tmLTT1HRyV1GRWEJWXV3d9Zrdu/1s336QadM6gCZqahoJBsdQXT2empoOLr54JIsWfXXQE7ZjLSYypKs+xpSXl3PBBRcQDoe77vP7/Vx//fUDzpZjSUlFxW9JS9s7oJNvcOdkKsYpLsebrAF88ME6PvjgFtrbdxIINOP3h2lvz6Su7mRmzDi26W1DKS5tbZW0tVXw9tv1bNv2H6Sn79T+wuHHUGpqHe3tmQSDLdTXT6S1NYvy8u8fNS5unXzfccedBIMvMG7cAbKymmhqyuHgwQVMnjybhoY21q9/lWCwk4KCE6mubqeoaAX5+VVkZTUcVjm1qWk0O3fO4L33ivH5JvKVr1x03CfdbiYkd9xxJ5HIqzQ2juekk7by3nsnMXr0eD784SJqamrYu3cvodBUJkyYzTPPrGb69D+Tl+cUl5HU1Y3nnXeu4gtf+MygJCIxbh1DCxf+CzNmvMK4cXtJTW3D54t2jZbFRKMBWlpy7eJNYVJTW+zCTYKIANDZGUQEfL5wV8XdY/1edeJmf4lVC21tzeLkkzcDhoyM2O98yKEiVmGMEdrb0wkE/LS1+cnIaETEKuIEPjo60qivH3/MFwf74lZcvv3te0hJWUVjo2HSpEbee++j3HjjfXR0WFuibNiwirVrw5x44mRSUv7Jtm3vc/rpqxkzZjdZWdaoaFPTSHbvLuK55xbi90M0egqLFp1y3Imrm33lq1+9jfz8N2hshEmT6qmqmslFF93AAw+8TnW19TepoCDAGWfkU17+DllZ9Vx88UrGjNlDZmYTzc1Z7Ns3gbVr51BVlYXP5+Pmm+cPSsLmZlwO7y9WXL7znd90zVKI2b37VWpry6muTuecc/6PCRN2HBaX9esvpLFxHKeffjrXX3/+oG4rlOi4/OIXf2LXrge7YvLMMymMGlXA7t1+1q8HyO16bn6+n1mzMrj44pXk5dUAEYzxsXPniQSDUTZunE1VVRabN2/mjDPSBzVhS6pEze0RNYAlS5awcOFCotHD/wAEAgF+9atfDTgxWbNmHVu33nLYyXd9/UQ2bryd+fNHcdpphY5lh90eIYlxiouIUFpayne+850Bd0hrxOQWGhq24fO1AdDZmUZDw2SmTr2/z5OKZI7LYCexfn8r7e3HNuKYzHE53v6yZs063nnnHoLBZtLTK2hvzyQlpYnm5rxjPtlyYzSg5wgJCI2NI7G+Ug1ZWU32Gr5DowEih7a4iEb9NDbmEAh0dhU62rdvIi0t3+aaaz7jyS0uYqMk06dvIyfnwGHbVkAsCcsC/AQCnWRkNBGNymFxMUYwRvD5DC0tmezd+yEmTfp/xz0l1u1jqLy8nOuuu4Evf9nPhAl7u/rHIQYQDh5M5733opSXjwZqAevkOzs7m7lzR5GX10J6eguRSAArMcngwIFp5OUt5JRTZg+4zL0b/WXNmqWUlV1DenoWJ50Uwe+HrKxmh34jNDWNYN8+H2vXtlJV1URNDeTnj2bChALmzGklP7+RtLRWIhG/XdSofxcH++LOSOO9XdvE1NaOYf36SzAmwIc+tMoRuMwAACAASURBVIlotI1Ro+pISelg1Kh9ZGfXIxLt+n6Jfde0taURiaSwbdsUgsFO1q+/mEsvPafPdYD94d53i7Wtg98fobY2l7Vrz6WxcQIwAuv7N5VwOMCnPvVHCgs/sL9fDlWy9vutk/CGhlz27TuB558/l7POOrnPUf/+Spa4vP76hTQ2jicSsYrEZWbWc9ZZL9LR4Wfy5M0EAh2kprYDOMalvPwSLrnkgkHpK5D4uGzfXslf/vJVxo17DxB27BjD2rWjgFOAUcT6S1ZWPcXFKxg3bjsZGU10dgZpackiGGynoyOdnBxru6Hu/WX9+lXcc8/Xjus8MCapErUYt0bUYpYsWcI3vvENwuEw3X9vEeH8888nN9fKsgsKCvo10tbz5DsSSScS8VFdPZtoNIezz76rzxNNN0dIYvpKYoPBIAsWHBpC729cnKa3tbdn0Nw88YjJGiRvXGJ9ZcaMGV3zmKurq/sVm1gSW1+/E7+/fyOOyRoXsBLZ884777Dj6IwzzqCuro65c4+88eT27ZXs3LmOjo4HaGraQjDYgN8fprV1JFVV5zNr1k8cjyE3T757jpAYI7S2jiAY7KCzM4WMDGvbhlji4fdbU9ii0Qjgxxg/ra0jAB+trelkZzfQ2Rlkz54Qy5cv4u67S45r6w+3EpL77/8OKSlPkZvbRHZ2fdfUPbCS05aWTILBDtra0snIaLaT3ENxsQeOCIdTMEZoa0tn9+4PsXbtZ2homHvcIwNuHkNLlizh+9+/mw99aALZ2cEejzYDFTQ2NrB5M9TU9H59fj7MmpXDxRenEQoZUlNbaWw8AZ+vg+bmiXR2Zg24UJFb/WXNmqU888yDPPnkWkaPnuQQF4BmGhsr2bx5/xHjUlISID8fgkFri51juTjYFzfj8s1v3khR0XpGj64nL6+m66JFOBygvT2N/Pxq/P4I4XCga8/X2PeLMdZx1tCQSyDQSTicQnb2ftra0tmxo5DKyq9y661fG9AFD7f7ihWXtYwe3UBeXg1+f8SuwBy7CJSN3x/B54sQDHYiYuztYwzRqBCNBrqSNp8vSlNTDu+/X8Tevacyb94nBlz8KJnjAnRVqu7eJ3Jy6ggEwo5xaWnJYseOEB0dn+Xf/u27A26Xm3FZvPi/aWh4mJqaVM48s4JgsIMRI3rueWtdRLVG44VAIExLSyZgHVOpqa328w6Py+9+18Ytt3zruJM1TdT6EJuf+tvf/pZIJNLn82InnTNmzDimE/BDJ9+77ROMDnbunEUg0MRbb32V6677jOPJRTKceEPfJ9899TcuPaeIpqRYo45HS9a8FhfoX2wGOuLoxbiICD6fj5KSkqOOunWPi0gnjY25HDyYy/r1t/V5DIE7cSkvL+f667/Gl74kTJiwl8zMFpqbM4jtpxcbMTl8NKCNpqZGjMkBCgH4yEf2cNJJUbKyWgiHU2hrG8H+/XmsXft5brzxcwOeuuVWX2lrq+TJJ68GtpCT09iVeEH3ETWxEzOhttawdm0rjY1NQA5ZWeMoLm5g3Lh20tNbqa3NJxiMUF19AtFogLfeKvVkXGKWLFnC17/+9SP+/TkaKzGZxCWXjCEtLYWcnCo6OjIJBJpoaBh/zGuluxsKcZk2Db761SwKC4OMGNFGJJLSdXEwL29ghYrcGiV5++3vM2WKNWJvjNDcnE1qaisiBr8/0pWEGCM0NGSyb5+PDz4ooLY2zMyZB+joiDB58gECgREEg2FA6OhIPe4LQeBeX4nNZJgypZIRI1q6thOCQxeBYtsNZWcfoK0tlbq6kezYMZnJk7cxcmQdI0a02Ul8Kg0NI0lJaWfXrrG0taWxdu0FfOUrVw14OmQyxgXo2gu2rS2VSETYti2dYDDC7t1FFBZuYcyYFrKzOxGx9ka1tmdKYc+esVRXX8f8+Tcf12wGN+KyfXsly5bdjjE7KCjYSjQqZGc3HnbhMLa/q88XpbU1k3B4IunpN5CbewLNzT8nHH4Hn+8AsWTuUFwK+PWvT+Taa6/g9ts/P+A2JlWilgxTH3vqz4mm3+/n1ltvZeTIkUccGeheOKKl5V0iEUM0aqipOZFXX/3RYett3L4C46S/fyh9Ph+f+MQnjmnK25o163j//7N35vFRlefi/57ZZzLZExICYQcjKrhQMFjUKloqjcH+am+1lVqtUVJpa711a21pvXVp68Ve24DY9rbaW9uqlZCm1QrKIoREQESBlCXBJISshGyT2c/vj8kJk8xJSEIy6/v9fPxoksnMydf3nPM+7/O8zznyAFZrDQZDDw5HPJ2dMwPKdcLVy3DHisJw3AzWUKO19WIuvXRdv4louHoZ6cRqJF7a2o6g1/s6ujU2zgk4hyD0XsrKynj22V/S1HSChAQdHR0uWlt7mD9/Dh0djfjK2bro7KxjypQrKCxcA9C3mTkzM5MJE2Dfvjf5/Od1JCd3YjTa0etd2GwWGhtzuOyyX4woGxBqJ+AL1v7wh5/z97+/hyxb+v2so8NNc3M76emg0bQQHz+DyZMv75ehdrvrkeVGPvOZRDQaLxkZbbhcBlJTm7DbzRHrRUFZMDx06BDvvffekNUMp0+fVn0NQHp6JhdeOJX/+A8daWm1GI1dEdeoyJ+ysjJ+9rOfsWnTJtW/138xLCEhgWeffTbg+qMEsXl5RlJSOjEaHdjt8SNuVBRqL88//2Mcjg1MnuzEau2moyOeujoPJpOXtDQXAC0tFnbvTiM1NZPbblvN4sUrKCsr49VXi4iL6yQxUYMkbWHqVB0WS0/fQlBjYxYbN/6YJ59cPqJgLdROwNewSK//M5MnnyI+vqMv26HsXdTrTdTXp6PTOZkw4f9x/fWr+j1uac+ed6mvfxOLpbu35E+LzRaP2WynpWUCRUVfJz9/Ek8/fcuwjylcvYAHkHsXCw2cPBlHV9eNpKZauPzym1i8eAW7dm3knXfW0dFRx+TJrWRlubFYbLjdBmw2K3V1Uykr+wI2240jrmYItZfq6loOHCjn5MnfkJJyiPj4VjQaLzqd71oCGjyeJGR5CpMmrWTWrJv8HitU2/dYoWPHXgdqMJu7/c6hiRQV3Ul+/uQRjRV/wipQUwiHjJo/I51oDiczoDSO+PjjQ/z733/CYGjFYPCtclZUrOVHP+pfkhLqVcyB+HfEKS0txeVynfN3hhuwKcFaXFw9LpcVna6bM2cuwG6fHFAeGm5eRrvaey43/hlHg6GVnh4r3d1pHD16P9/9buA+pXDzcq6J1WAMx8v77/+e48dL0Wq7hjyHIPRe/Fv7KtlUte8N9fsvvPAUV1xRTlaWy28F3EBb21QuuujXIy7dCrUT6H898S+FTU1NPWdJ7IYNG1iz5r+YNSuO/PxmsrPBZHISDV78GdiFTK2M2j+w27FjBwPv2xdeeBHf/raOlJQmDAZHxDUqGohaZ7ZzeRkYzObk5FBYqGXChA5croQRNypSCKWXXbs28o9/vERXl434eAvTpy+kra2NiRPPUFV1gtOnJ3DrrYXnuO9u5LXXfs0FF5wgObkTg8GJ02misXEiGzf+ZMTBGoR+rBQXl7J58ybM5i6uuWYKl146FQC9Pg2jMRtZ7v9804HY7bVs3vwK27d/SEbGIbKymjGbbX1eioruIz8/bcQT8HDxIstNWCxNGAxdfT8zmTK57rpVQz5n7exYqSExsQubzYLJZKehYSJ2u5UtWx6MyPGiBGwaTQvTp0Ny8tmf6fVpgz5aSEGZpx09WkRcXFO/c2i0YwVEoDZsBt4Qhlq99Eer1VJUVDRojardXktFxSpaWj5Cp+vC4zHT2TmFhIS1rFhxdpSHegAPhb+b4XjR6/XcfffdQ05KlcYRWm0XZvNJjh+/Bqv1ZEB5aDh6UZt0fvDBB4OuivtzrvGya1c5Bw8+RmJiVe/m1Zmkpj7Zb6xAeHqBwSdWg616KwzlZTjnUKhX7MaaP/zhEZqbi3pLt5QVcBPt7ZOHHZREk5OysjK2bt2KLB/CYCgWXhh80SgnJ51vflMiM1ODweDE4RhZsBau15bhoiwaFRcX9wWyOTk53HFHPKmpGpKTG/oaFQ216KMQLeNF4fnnfwwUkZHhxWBw9040s0YVrEX6WPHnqaeewWr9AxkZp897Ah4tXpTHrJhMPWRktGG3x2E2d9PSkhHT48U3fy0kIeGk31jJpKjo60yZYhzxYx9EoHYe+K/S7dy5E6/XG7CCCefuduffNEKj6cHlMmOzTWHmzLN7kCJpAJ+rXEdBq9UOmXVUVjcaGl4iIeEwkuSitXUmH3zwZN+NM5K8wPDcnOuREDt3vsaRI8+j07ViNHbicEzqN1Yg8rzA8MqZBuumOZxzCCLTy2D87ndP87e/rScvz0hycnvvDcEwoqAEossJCC/+KOdUSUlJv/tTTg4UFsaRmWnFaHTicFjOGaxFW0AysFTdVx6azKpVBgyGtr5Fn/b2KbS1reWLXxy68Uo0jBeFP/zhETo6fkVGhrkvWPPth/3qsPZ9RttYUdi06fe0tPwYq7WrXxA73GAtGr0UF5eyfftfyMr6B1lZOsxmx4iD+2j0cvRoOXv33oVG04TB4MZuN1FXN51Nm26ksnIqd92VNOzgPqwCtXDcozZclBXdM2fODJoZGCor0N5eTnn5A9hsNeh0vnbsnZ1TaGr6AseOHYnYATyckrdzZZF27nyNysrnMRhaMZs7sdkm8e9/f4Hm5sj1Aud2M9gjIez2WrZtW4XN9hF6fRc9PWf38TU1dVBRsTtqvZwrWFM7h/ybrkTTZAp8k821a39JYaFERkbLqIKSaHMCwstA1JpjKcFaRoYZo9GD02mhrW3KOTNI0eRFbV/x3LkS3/9+NmazC63WgcPhe5TOxx+v5Xvfiw0v0D9YMxqd6PVuurriqaq6kmuueX5YTXqizQn47jPvvLMSl+v0qII1iE4vasH9SDOx0eZFGSsOR1tveaibhoZM7PYEXn75tmGPl+EGappzvWAskGW5RJblgsTExGB83JiSm5vLo48+yjPPPMOOHTtYsWJF34NHFTweD/fddx+33HILZWVl/X6WmLiI6dPX0tU1pXejaw9Waw0TJvyNO++8m0h0Aj4vb7zxBu+99x733XcfK1asQKvV9nvNUF4ArrhiEbNnx2O1dmIwdBEXV0NOTmR7gf5uFC/+Y8btdqt6MZmymTHjcbq7J9HTE4/LZcVqraKl5Xkg+rz4O/F6vaxatYqHH36Yp556qp+Xwc6hI0ce4Gc/+wUFBQW0t7eH4k8aNwoKCnjggW9TVCTT2JiG02nAYHASH3+K/fsfZNOm16iurlX93ZKSkqh0AoN7SUys4+DBb7JrV3moDzGo5Obmsm7dOoqKino3x0NlJRQVddPY2IPDocVotJGeXsPVVz/A3r2x4aegoIB169b1OQE4dEjmiSdqOHnSgcOhx2i0kZZWw+WXq3uJ1vPoa197moSE+2ls7MHt1uJy6XE4zMTHn+CXv/wHr70GteqXlqh1Ar77zHXXvYRen4LTqcNgsJORUU9h4XqKi1t45JE3Bv3daPbiP178vaxY8UMee6yU8iEuKdHqRRkrKSkXoNEYATdJSR1Mn35kWONlpIjSx1EwVGOJwbJIA7se2u3xtLZezG9/2xA1Kw2j8TJYtuRXv3JGjZehHgmh5sV/H19c3AlcLitabQ9tbRdG3XhR66YpSRJarTYg66jWObSt7WLS0tbx5JO3RI0Xf/wzSOnpbdhsZkwmO21tWWg0ycyf/5Owf5TDeDCazFo0luH4M/D6ezazZsRkknG5LKplw9HsRe3ZqTk56RQWJpKR0YnR6MLlMtPTE+hFIVrPI2U/7OTJJqxWGx0diVRV5fD++/k4nZ8ZssNftDqB88usRbOX88msRasXpTPk9u0/weVq6lceOpzxElYZtWijoKBgyOzaqlWr2LBhQ7/vL168iDlzfFkBuz2enh4rXm8X0cRovAyWLYkm1Fa9FdS8LF68iOuvX0dKyv10dc1Eq/UFsNE4XgauegPIsqyadfQ/hxyOeOz2FHp6ZHbtKg7F4QcF/wxSVVUW7e1WAMzm0yQlfRyTWSQYXWYtLy+PDRs2RHRWeigGXn/PZtZk7HYNer0Nk6meDz98grKysymTaPZSUFDAtm3buPfee/sqPiormykqaqexUYfDocFgUPcS7Xzta0+TkvIYpaUGjh6dzr5985k69TjXXPMSS5Z8i5/8ZOOgmbVoZvDM2jo2bapi48a9oT7EkDB4Zu3xmB0rJlM2EyZ8kRtueBGTKTFgvBQXV/H00/933p8jArVRopRxrV+/PqDkz+v1UlhYyKpVq/qVcCkTzfb2mZhM3aSmngjyUY8/5/KiVvI3e/YiZsxYS2fnFJxOMwZDT7APOygogclwvEyfnk1+/hfJyXmSzs5pUTteFCd6vT4guJdlmY0bN7JkyZK+QPbsOXQxNttEamv3U1b2s6grrfBHCUp+9atG3njDxKlT6ZjNPZjNPcTHN1BR8YN+E8xoLTcZyFDloe+//33+9rfamJs8+F9/NRpNb7Cmo7ExDZvNTHe3BVnu4q9/LY8ZN/4LZf2DNSeNjakx6wXgrrse4TOfuZ9Tp06Qnr4XrdbeW8JVybJlj1FU9MtQH2JIUA/W6li16rds3PhqqA8vZKgHa3UxPVZg8PFSWPhb/vCH3wQkKEaKCNTOk8GySB6Ph/Xr13P11VcHZEvmzl1FV9cUXC5rKA45KAzmRW3yDYHZkmhlNF6ifbwoq94//elPeeihh86ZdVQyjllZn2P27Eu55560qMwG+FNQUMDrr/+Fiy66jN/+1kVLSzJ2uwWbzYosd/LrX/+9b4IZzRmSgQwM1ux2Mx0dCdhsbkpK1vHww/tiauKt4J+t9gUlEnV1mRgMnaSlVXPxxetiZr+aQmDGcWgvsbLgcdddj7Bixcu4XJdy6pQNs/kMZrOdjIzTZGW90Nuq3UesOIGBk28NBoOL9PR2Lr74n6xefS/FxaV9r40lL/2DNZ8XtbECseVFbbxkZJymsLCRX/7yV6p9GoaL6Po4hqjVw0NgRzu7vZa1a7/Au+/+m+rqjKjbFzCQwfYi6fV6tm3b1q9V/c9+9gv+/vf/4dQpY8x6EeNFfa+jmpeKilW0th7mpz9NjsoaeDWU/Vl3320iK6sJ8HDqVCY63SN8+9tf6ntdtO4LUENxcscdFiRJw6RJTZw8aUWWLcTFPci3v/2lqN6LNRj+15glS2ayYkUcKSlOzGYnPT3TSEmJjo6yI2UwLxaLLeCxKLF0Hvn2Ib1IRobU23o8jqqqqWRlreHOO2/se10sOWlvL2fTptvQ67uw2XSYTBpqaibS2ppMXNytrFlzT99rY8nLcMcKxJaX9vZy3nrr60BTPy+Vldfw0ktP9XttWO1Ri+SujyNBrR4ezna0UzICJlM2hYW/4oknro6ZVW+1kj+3282aNWv6rTQ89NB/8oc/7IxpL16vl/vvv7/PSyyOF7Wso5qX+fMfJyvrwlAdakhQskibNnXQ0JCC3W4lK6sRk+nJmNyvBv3LQ8vLHZw8mUJqqofp0+v6vMRSplHB/xpTWXkcu70Rne4MsqzBYomejrIjRc2L0diGydSJxeLrKBuL59LXvvY08K3e7HQcNls8ZrOXTZs+isnMNPgyJYmJP6S6eiLt7al4PDpaWrJJS7Pz7ruxvWdNjJVAEhMXcdll/9vbj+KslxMnGPV+NVH6OMYM1jhiYLCWmLiI+fPXheowg47/5FtpVy/LMm+//XZAeej06ed+jku0MFhQ4na7eemll/q+jrXxMnCvjUKse1EoKCjgzjvvxm5vwmzuwGzuJjGxOWC/WiyhlIfOmHEJcIr4+NPCCz4v99xzD83N8PLLXmpq0jl1yoTX68VobMVqPcyHHz4R6sMMOgO9tLQkYbcb0OlsxMXV8/HHT/C3v8XemFm9+kd0dX2durpMTKZuMjJquOqq/4vpPUg333wnc+c+SVXVYj75ZCLz5+8jO/sYN9/8VkzvWRNjRZ3ZsxeRk7OOpqYpfV7y89/i5Zd/N6oSSBGojRNqHe3UMmuxhDL53rFjBzfccENfsOZ2u1U7QsYKag1YZFnmxRdf7Ock1sYLBGYdB3opKSnhW996IiZq4Ady112P0NJyY+8E07dyJ8udPProk9x+e2zsCxhIbm4u//3fL9PcfEOAl9/9bkvMrvSuXLkSnU5HZWUzzz3XzBtvWDh5MqWvo6wsR1dH2eHi76WoSKKxMY2eHjPd3Um8/34DP/nJl2PyPHr00YdpbLywX8Y+K+sFvvvd78bMnqOB5Ocv5/nnXyAubgnNzYnY7VYyMlqZM2crt912f8x6GThWMjJaiI//I7/4xVZ+97vY2aM2kMWLF5Ge/kU/L6185SvdrFu3acTvJQK1cWQ4wVoskpuby5o1a4YsD41FlBVeBY/Ho9o9NNZQ86KMlVgsZ/Pn1lvvY/16fb8Vzby8chYtWhqzTkDdy7x5L8RcAw2F3Nxcfv3rX6PRaGhubmDHjgp+8xsHjY1pmExdTJhwItSHGBL8vVRWVlJU5KGqKovTpxO57rpOHnwwKWbPo1tu+SJ2e3Nfxj4j4zQXXPBuzJXJDmTVqtXEx3sxGLpxOvWYzTL19fHcdNO9MetFGSsGQyc2G0iShf37S9m8eRKPPx679+dbbvkSEyaY+o2V0ZRAikBtnBHBmjr+N0iFgXuQYhFlhVdhsO6hscZAL+Ic8pGbm8u3v7263361jIxWPJ5fh/rQQoripaSks89LcnI9NTXfD/WhhYyBj8KorDzM66+3cvJkIt3d5lAfXsjov1+tkueeq2PHjnZaW7Pwek+F+vBCxuLFK4iPv5eWlmScTlPvcwp9ZcSxjMmUTUbGgzQ0pGEy2cnIqI35EkhlrNTWTqC1NYNJk2q46KI3ufjiVTFdBmkyZbNo0f9w5szkvrGSn/8WL730W1atWgUQN5z3EYFaEBgsWLv//vtDeFShR82Ly+XiO9/5TgiPKrQoAezA54op5aGxymCBvZJxjGX896spK3eS5Aj1YYWcgoICrrhiEXZ7IwZDNxUVTl555UBMluEoKA2vlNLzysrjfPBBDb///Scx70XJ2jc3N7Bz54d0dFRiNLaE+MhCy+rVP+LQoet6G0acfRxIrHPzzXei1X6WhobUvtLQK64YeUlbNLF69Y+YO/dJ6uom9GvmlJX1QqgPLaTMnr2I1NQv9Y2VjIwW7rqrlYMH96HT6S4YznuIQC1IqAUlbrc7hEcUHqh1PqyoqAjhEYWeobqHxjJq55DH4+GFF2L7RgBn96udXeWtD/UhhQW33lrI//2fRENDGldeqWX1alPMluEo+JeeNzfDnj16brhhVsx78c/a+xqMeKiqSgrxUYWelSu/yvr1EnV1GX1lxIKzJZBKaWh6euwudCjk5y/nK1+5B1k+28xJePEvgezE6XSTldXKTTd5SU01S+f+bRGoBRW1xgiCwD1IgsG7h8Y6A8u3QJxHCrfeeh9//7udhoZ07HZTqA8nLPCVQP6YTZtswosf/fdm+RqMxDoDqxmEFx9q5dWCsyWQLS3JfU2LBP4ls0nCSy9KCaTDcTF2+6S+RzzodMObu4gZYJARQYk6K1euxGAwhPowwo7BnrUWy6hlHGO5bEshNzeXlSu/zgcfHOHll+uEk17OloZWYzB0hPpwwgb/a0tzc0OoDycs8L+26PV64aWX/uXVovRR4eab76Sr686+pkUCHwPb9gt8JZDXXfc7Jk16mNbWOcyfvw+9fnhbFKRgrkanpaXJ06ZNC9rnRQInTpxAOAlEeFFHeFFHeAlEOFFHeFFHeFFHeAlEOFFHeFFHeFFn7969yLJ8zvJH3bleMJZMmzaNPXv2BPMjw54FCxYIJyoIL+oIL+oIL4EIJ+oIL+oIL+oIL4EIJ+oIL+oIL+pIkrR3OK8LSqAmSVIekDdr1qzzep/q6lpqa0+QnT2N6dMj++G/JSUllJSUjEl50q5dG9m37x9cfvlNLF68YgyOLnSMpZfi4lIqKspYuDCX/PzlY3B0oWOsvETTWBEIBAKBQCCIZoISqMmyXAKULFiwYNSbs6qraykpeQS7vZP9++PJy3s6ooO1vLw88vLyWLBgwXm9z65dGykuXokkWait/TPwUkRPwMfKS3FxKTt3PoNG42Xnzu0AER2sjYWXaBsrMHYBrAjq1RFe1BFeAokmJyC8qCHOIXWEF3XEOTQ2REwzkW3b3qG+vobDhzupr69h27Z3Qn1IYcH27VuRpEtoaLgSSbqE7du3hvqQwoKKijI0Gi8NDTo0Gi8VFbH7EG2FaBwreXl5bNiw4bxaiytBvcezlZ07n6G4uHQMjzD4jIUTEF4GQ3gJJNqcgPCihjiH1BFe1BHn0NgQMYFadXUNHg9kZDjxeHxfCyA19fN4PDoyM0/g8ehITf18qA8pLFi4MBevV0NmphuvV8PChbmhPqSQI8aKOiKoV0d4UUd4CUQ4UUd4UUd4UUd4CUQ4iaBAbdmypbzySi27dnl4/31PzD+cU2HZsqWcPLmWY8dup6rqZvT62H4oskJ+/nKuuuphursvoqfnwlAfTlggxoo6IqhXR3hRR3gJRDhRR3hRR3hRR3gJRDgJctfH8yE3N5fvfve7nDr1Klqtl4aG1ygunhmT9ar+ZGfDjTe2cPDgFrRaB4cOFVNc7Ip5Lwpm8+HefWqHgcjep3a+iLGijvL3b968KcRHEl4IL+oIL4EIJ+oIL+oIL+oIL4EIJxHW9bG1tQmtVqahQU9mppuKirKInWSO5ebTo0e3o9V209CgIzPTK7z04p8yF+PFRzSNlbFGBPXqCC/qCC+BCCfqCC/qCC/qCC+BxLKToJQ+yrJcIstywfmWK0ZTCnSsNp+C8DIYwksg0eQEfAFsQUHBeQew0VQHP1ZOQHgZDOElkGhyAsKLGuIcUkd4UUecQ2NDxOxRA7HvaDCEF3WEl0Ci2WACHgAAIABJREFUzYkIYAMRix3qCC/qiHNIHeElEHEOqSO8qCPOobEhYvao+RPLKdChEF7UEV4CEU76o/z927f/BYuli/R0V4iPKDwQXtQR+yYCEU7UUby89dY/8HolJkxICfERhQeKl4qKMnJzY/P5WGoIL4HEupOIyqiBSIEOhvCijvASiHCiTnq6C51uIy7XLoqLV7Jr18ZQH1JYILwMjtl8mLi4gzH7fB81hJNAJkxIYdOmUnbvfo9bb72NsjJxzQXfBHzhwlwqKsrEWPFDeAkklp1EXKAW6ynQwRBe1BFeAhFO1InGB4KPBcKLOmLBIxDhRJ0339zMbbdls2xZHLfdls2bb24O9SGFBeJhxuoIL4HEspOIC9SibY/NWCG8qCO8BKI40WqvJTl5eUyuUKkhHgiujvCijljwCEQ4UWf69ClotdDYaECr9X0tEIH9YAgvgcSyk4jcowZij81gCC/qCC/9Uf7+nTuf6fWyvd/3Y5Fly5by7rspOBwHMBrn8a1vXR7qQwoLhBd1Yn3fhBrCiTrXXHMdHR3/IiWlE5MpnmuuuS7UhxQWLFyYy86d2/sC+9xcEdiD8KJGLDuJuIwaxHZkPRTCizrCizrCS3+ys+GZZy7nyiunkZlZyr59IssIwstQxPK+icHIz1/OT3/6XwB8//s/EF6A6dOzyct7moSEpTQ0TOTAgQOhPqSwQFS8qCO8BOJfCXTJJQUkJydQXV0b6sMKChGZUYvlyHoohBd1hBd1hJdA9u0rpbn5GQwGLzt3vg3EdpZRQXhRR9k3IbLS/RFeAjlw4ABVVa/1OqkAhBMFUfGijvDSn/z85cybN4+Skkc4daqT/fvjyct7munTs0N9aONKRGbU/CPrq656OOYHr4Lwoo7woo7wEojIMqojvKgjvKgjvAQinKgjvKgjvKizbds71NfXcPhwJ/X1NWzb9k6oD2ncCUqgJklSniRJG8biqe0KkV5yMpZPsvdHeFFHeFEn0r2MNaIZgjrCizrCizrCSyDCiTrCizrCizrV1TV4PJCR4cTj8X0d7URk6SOI0orBEF7UiXQveXl55OXlsWDBgjF930j3MtaIZgjqCC/qCC/qCC+BCCfqCC/qCC/qLFu2lFtv/S1paUm0tJzh1VeXhvqQxp2gBGqyLJcAJQsWLLhnrN7TPy2cmemmoqIsogbyeE28hRd1It1LSUkJJSUlY55RE14Cyc9fHlEOBjJeY0V4Ucd/QuX/daQgvKgjri2BiGuLOsKLOuPhJTc3l1dffYWtW7dy7bXXxsTe+ogtfYz0tPB4lbIJL+pEupfxItK95OXlsWHDBhITE8f0fYuLSyO2Y914OYHI9jJexPKDWIci0r2Ia0sg4tqijvCiznh5yc3NZe7cefz976UR6WWkRGxGLdLTwuOVORJe1BFe1Il0L+OxYhfp5aDjtbob6V5Etl4d4UUdcW0JRFxb1BFe1BFexoaIzahBZDdCGK/MEQgvgyG8qBPJXsZjxS7Su22N1ypmpHsR2Xp1hBd1xLUlEHFtUUd4UUd4GRuCEqjJslwiy3LBeJQQRGppxXinyoWXQIQXdSLZy3hMMiN9gikm3uqM1zkU6Y+5EF7UEdeWQMS1RR3hRR3hZWyI2K6PEPmlFeOF8KKO8KJOJHsZj7KtSC8HFWWywSfSN/2PF5HsRVxbAhHXFnWEF3WEl7EhKIGaJEl5QN6sWbPG9H0XLsxl587tfVF1JHV/Ga/aXRBeBkN4UUd4CSQ/fznp6S727Stm1y4XixevGNP3j1Qi2ct4nkPgy0xXVJSxcGFkTRyEl+ASycHreCK8qCO8qBNLXiRZloP2YQsWLJD37Nkzpu8Z6TeBBQsWMNZOQHgZDOFFHeGlP7t2baS4eCWSZEGWbeTnvxQxQYky8X733Xc5evTomL53JHtRGI9zyH9zu9erichSP+GlP+N5HkXq9XY8nYDwMhjCizqR6kVBkqS9siyfM90YlD1q40l+/nJ++tP/AojYFqbjQSQ3iBhPhBd1hJf+bN++FUm6hIaGK5GkS9i+fWuoD2nYjOd+xkj2Mp4NeSJ5c7vwos54tueP1D3BYq+0OsKLOsLL2BDRXR8VIvF/2HjeHCEynYDwMhjCizrj5SU19fN4PDoyM0/g8ehITf38mL7/eDKeYyWSvYznpCGSN7cLL8ElkoPX8UR4UUd4USeWvER010eFSPwfNp43R4hMJyC8DIbwos54eVm2bCknT67l6NHvcPLkWpYtWzqm7z+ejOdYiWQv40mkdzgcLyLZi+hYF8h4LgIJL+oIL+pEspeREtFdHxUiuRnCeCGcqCO8qCO89Cc7G5555nJOnLicadN8XwuEl6Hw70Tm/3WsE6leRMe6QMbLCQgvgyG8qBPJXkZKVARqyv+gzZs3hfhIwgfhRB3hRR3hJZDsbN8/xcWlrF8fuRuWx5rsbNi3r5Q334wsJ8Hobqg0zti5czsQGUGJ8BJ8lI51u3Zt5Fe/KuDyy2+KuKY840F+/nI++9l52O0nsNtrMZnEShBEdrfd8SRWxktEt+cfiNl8uPdmcBgI75vBeN8cFSLJCQgvgyG8qCMmmYEIJ+qM5+ouRO7zCIUXdcb7PPLvoFpb+2cg/DuojrcTu72WbdtWU1fXyuTJqVxzzfMRMfkWY0UdMV7GhqjYowaRt8dmvPccQeQ5AeFlMIQXdcTevUCEk9AQS3smRkKkehnv8ygSO6iOt5O3336LrVub2bEjla1bm3n77bfG5XPGGjFW1BHjZWyI+Pb8CpF6MxhPhBN1hBd1hJdAhJNAhBN1lMYZFsvlXH21ryRHILwMRiR3UB0vtmzpwu32OXG7dWzZ0hXqQwoLxFhRJ1bGS1TsUQOxx0YN/82WiYnxEbeZe7wQY0Ud4SWQWNqwPFwi1Ukwyoc/+9l5mEwvUlf3Adu2lUVEKY7wEhqWLVvKu++m4HAcwGicx7e+dXmoDynkXHvtElat8pCe3kpzcyrr1i0J9SGFBWKsqBMr4yVqAjWFSNtjM94of38k7ikZb8RYUSeSvARjkhlpXeuEE3XGey8W+Epxdu1q5tSpdCZObMbpfIu8vG+M2+eNBcJLaFA6qP75zx2cOlXKvn2nyM4O//NoPFmx4goA/vjHt/nUpxqQpIYQH1F4IMaKOsp4KS3dw7x5VubPnxDiIxofRlz6KElSmiRJ0gh/Z1wfeK0QSXsnxvsBxv4IL4FEkpNgEmlegrF3L9IeBi6chI5YKcUZKZHoJRj3on37Smlu/iEGw1sRcR4Fw4kkNTBjxj9ITy+LCCcgxspgBMPL/PkTuOSS7fT0/IWSkkeorq4dt88KFUMGapIkXSlJ0lZJkv4mSdJlkiR9DHwMNEqStGy4HxKMZiIQWXsngjGZUhBeAokkJxC8ADbSvASDSAteg4Fwos611y7hj3+8mV27rqO8fDFJSXGhPqSwIBK9iAZOgQgn6ggv6gTDy7Zt71BfX8Phw53U19ewbds74/ZZoeJcpY+/Ah4DEoF3gM/JsrxbkqQc4BXgzXE+vhGhlN+Ul7/LtGlTmDdPbFoG4UWNSNuPFYzyJDjr5cMP3+LyyyexdKkYK+Jh4IEIJ+qsWHEF+/fvo7v7LbRaJzbbToqLsyKiNHQ8EV7UEedRIMKJOsKLOtXVNXg8kJHhxOPRUF1dE+pDGnPOVfqok2X5X7Isvwo0yLK8G0CW5crxP7TRMW/ePDIzT9HRsTlq06CjQXhRx2w+TFzcwYgpJQgGn/3sPBYtqqGx8e9s27Yauz22x4rSta67+yJ6ei4M9eGEBYoTrfZakpOXU1FRJs6fXlyuT9BqbTQ0EDEr38FAeAlEXFsCEdcWdcRYUWfZsqW88kotu3Z5eP99T1Cq1ILNuQI1r99/9wz4mTzGxzImxEIadDQIL4FEYilBMIiVZ5OMFBHU9yc/fzkLF+bS1lYaEXvVRPmwOsJL6BHXlv5E2rUlmIix0p/c3Fy++93vsmiRniuvlGhoeC3qvJwrUJsvSVKHJEmdwLze/1a+viQIxzdilDTo1Kk2EhLslJdXhPqQwgLhJRBl4jBtWg8JCQ6s1vhQH1JYoGz8nzatmvh4F6+/fizUhzQoovlMaIkkL8Ha/+qfEbjqqofDvrxPeAktkXQOBRPhJRDhRJ3W1ia0WpmGBn1UehkyUJNlWSvLcoIsy/GyLOt6/1v5Wh+sgxwJy5Yt5Z//7MBg8OJ0arFaP4q66Ho0CC+B5OcvJzl5OUajjNOppa2tNOadgG/jf2npDRgMKTidKaSnV4StF9F8JpBgdpSNJC/BJD9/OY8/fi/XXJMQ86XD/uTnL+cb37iX5OSEsC+/F5nGQMS1RR0xVtQRXsaGqHuOWm5uLldf/Wk6OvbT0aFj6tQuysvfjfnVO+FFna6uTjweAw0NOqZNs7Nnzz+YN28e06fH7sNYV6y4gpKSP9PRoaWjo4epU0/z4YdvxfRYiaSHPAer8QxElpdgYrfXsm3baurqWpk8OVU84LmX6upaSkoewW7vZP/+ePLyng7ba22wGzhFwjkkri3qiLGijvAyNkRdoAbw2c/exJ49H5CbewKQMBgqqa6uDdsbQrAQXgJROilNm2ZnxoxGGhsrKSl5JKwnEMHg5puvZe/e7eTmfgJo0Go/wG6vjenJZiQ+5DkYCC+BiAc8q6PslW5s1JGR0ca2be8wffrXQn1YIUecQ+oIL4EIJ+rk5y9n3rx51NaeiLp57YgfeB0J5Ocvx2C4npMn0/nwwwyczhree+/VUB9WyBFeAlH2TXR2XkhVVSYnTtjo6flIeMlfTnLyNdTXT2L37sv46CNvzDcVEQ95Vkd4CSSS9nkGE7FXWh1xDqkjvAQinKijZOt37/551HU2j8pADcDtNtDdrWH+/E/IymrB6/3LOfcK2O21HD78Glu3rufjj9dz8uR6mppei6o9BqPxAr6TYNu216LSS37+cqzWGXg8Hq68snrE46WkZD0lJb4xE01ePvkki5YWK+npdcTHu9m8uXlYv2e319LU9BpNTa/R3l7OmTM7osKJ2MitjvASSCTt8wwmYq+0OuIcUkd4CUQ4USeaO5sHpfRRkqQ8IG/WrFnB+DjAd0P4wQ/+RFzcJFpa0pg+3c7eveVcdZUvHWq319LRUY7L1QJAS8tp6upKcblqMJnaqKuTaWjQ4PUmIctzsFq/jdvtZMIEmD590XmXgJWUlFBSUhKUTbn+DMeL3X4Ck2kaJlM2dnste/aUUl39MgkJNfT0tNHQIOH1JuFyTUGWP8/MmbPHxAmEp5eBY6WtDVpawOn8B93dBzCZWpAkmbo6DXV1SXg8Y+8lFFx77RK+//1uvvKVzUiSzMyZm9m16zoWL16k+nq7vZZjx0qpr38ZqEejkdHptNjtObjddmBpRDs5Wybbg8HgRZJEl1AQXtTw3+fZ0CCTmemkoqIs5suU/PdKNzToycx0Cy+Ic2gwhJdAhBN1/LP1BoOXI0eip4ohKIGaLMslQMmCBQvuCcbnge+GsHjxf9Ld/Tvmzz+MVuvl4MFfcPToUVJTk0lI+Acu1wGgBZDxeGR0OhlJ0uL1giTJOJ0ystyO03kQm+0+JMnI6dMyx4/P5IILnmT2bPUJ63AI5qZcf4byYjbLxMVtQZZNGAwScXG3cObMn/B4DpGe3o7Xq8HrBadTBtrQapuB/VRWpnD8+JzzdgLh56Wq6n1SUt5Dr69Bo2kDZNxuDS6XFbcbnE4jBoOERuNFlgO9VFVNYerUlcyaddN5BSehCGBXrLiCPXu24nR6ycpqwmKx8dFHD/HJJ7cFvFajOY3JVIokVWEwtONyGejpSUKv78bpPER8fDMaze4xdRJs8vOXc+jQx8DrOBxabLZSiosvjvlJpvCizs03X8vOneVkZnrR672cOdNMcXFpzHv57GdvYufOj8RE0w9xDqkjvAQinKizbNlS7r33Nb78ZSNOp5bk5MNRs1ctajNqAE5nD2VlV5Oc/A6pqa1MnvwxkvQRdnsCp0+Dy2UkLk6ZZPuqQDUaNyAhyxo0Gm9vYGLGYOjB6ZQxmTpwuQ7y/vuFNDYWsGDB6CabococgboXjeZDfH+3z0tnZxw9Pe8jyxI6nR2PR4dW6wSk3n9kvF4dsqzBYGjHbq9k587HOHx4FZdcsmjUJ0e4edFq9yPLEm63FvAF8F6vhN1uRKezYzDYARlZ9o0jfy9GYxsaTStVVcdpbf0rl176JImJ5xfIBhut1obBYMNi6cbpNJCUdBSDYQ1GYxeSdPaZ977/lnG79bjdOnQ6J3q9HY9Hg8HQgyxr8Hjoc3L8+HFOnPjrmAT3wUTpEtrRoRWdU/0468XN1KltMd8lFM5u8t+8eRNJSR/1PqT2cL+fxSJioqmOfwdikWk8i/ASiHASSG5uLl/+8pfp6Cjt9dIYNc2KgrJHTZblElmWC8b7WUcDWbHiCo4d24zdrsVs7sLrlfB4dLhcRrxeGb3e3jvB9AUfXV3JVFdfweuv/5CXX36WV175Af/+9yLq6+ficFjQ6Ry9E9AekpP/TWvrjygvv5P29vIRH1uwnv+khpoXX7bMNxwMBgcg4XbrcTrNaDReHA4LVVU+N6+88gOOHbuczs5kJMmNJHlxOq2YzVW0tDzPtm138t57L4xqX1K4eXG79Xi9WjQaNxqNB5D6grWqqoVUVKzh7bd/QWnps2zc2N+LRuPB49Gh0dhpa6ukouIxtm17bVSbXEPlZdmypfzpT05qajJob7cCMk6nAVn2BevKP77xo0WrdWO3Wzh+/DL+9rcf8/LL66mru4iursQ+J263z4my4DHasRIKFi7MRa/3kpt7gqysVtLTK6Nq0/JoWbgwF4PB1edl1qwPIub/6XiSn7+chIR0XC4NHR1uUlN9QWys09XVSXu7gaYmhJNelGdBTZvWQ0KCA6tVZBpBeFHD/7lher2Xjo5msdcTcDjceDxS71iJnmZFUZ1R8z1PYQEvv7yNu+/OZPLkRqzWbkDixImF7N9/Ezab77UWC5jNaSxatIhvfCOb2lrfPiSd7g7S0k6g0xl4990PmDv3RZKSTmIw2NFq7Zw5c5CdOx9g9uy1I8oMhDJzpOYlPr4TSZLo7k5EkiQaGmaTknKS5uZZ6HR2qqu/xDXX3MSECdl9Xtraytm//wiTJ28BPKSnn8BiaSAh4RQtLQfZvHnkGZNw82K1dtPdnURT0xTef//zdHUlY7FAQkIay5YtYuHCbKZN8/1+eTmcOXPWy9SppaSlVWE2d2OzWXE6q7DZnufo0d8zd+7jg+71UiNUXnJzc1myZDHPPVdMTk42N96YzcyZDfgCNMnvlRJdXUm0tU3h8OGVZGffRH5+NtnZcPLkZTQ19XdisXQiST2YTMqCR2RkHPPzl3PgwG5OnvwntbVxxMe3R82q3fmQn7+cqqpt1NdvoaYmk4SEM8THi5b04JtU7d379ogedWG311JdXU5jYwtpaZCcDHp9GgkJkbm/cyDn6yQjI42srGwcDt9iQDR4EZlGdYSXQES2Xp1ly5Zyzz2vcfvthn7NiiLdieTbVxMcFixYIO/ZsydonwdQVlbGtddeS2JiCjk5U0hIMLJo0TUsXVrAyZO+oAMgLQ0WLYLsIa71tbWwZUs5DsdjpKcfwmTq7M06xdHTM4WZM9eOaPINsGDBAoLtBNS9LFz4KWbMyMXtziYpycmECQaampx4vdP41KeyVd3U1sL779dis5XjdK4jMfEwBoMv+nW7TXR1zYh4L/PnL2X69K/jdvsEDHesvPVWLfv2lXLRRa+i1XpITj6By2XFYOjEZpvEnDmR4aWsrIzrr78eh8NBauoEcnKmkpho5FOfWsDs2bP7XufxpGGxLBpyrLz1Vi0ffVTKvHlnFzwkCTweE3r9jBEveCgE08uPfvQENtu/iItzYjB4qa1dyLp1vw7KZ4+EYI+V73znOfT6N4iLO4PBYOTIkev4/e+fDtrnnwtlsePdd9/l6NGjQf3stWsfwuncQnNzKunprUyZcju33fYg0L+BE0BHRzmHD79EW5uvURHI6HSacW/gFGwvQzmB/l4cjnr273+MM2eOYDS243AkYrVqekuqZdzuSePWwCmY59H3v/8DPJ6tvSXE3TQ1Xcazz74UlM8eCcG+tgz04nB8hh/+8H+C9vnDJdRexHiBwsJvkpCwn44OT1iPFQBJkvbKsnzOhgxBCdT8Mmr3BPsGCbBq1SrWr1/f97VGo2HdunUUFBSM6v3Kymr58599k82EhEYMhh5cLjM9PRlMnz68fWuhnDQojLWXXbvKOXjwMVJTfUGsx6PH4Yijq2vKsIOSaPNSXg7PPVdLRkY5s2atY8KEY5hMXTidkTVeysrKWLNmDW+//TbKNWO0XgZb8LDbE7HZZpKSMvJ9jsG8EZSVlXHPPff1rdp1dxv49KcfHnLVrrq6lgMHyrHZWvq+Z7XCrFlp49YFM9iTho0b9/LYY//kq1/dgtNppLvbyac//eCQXpQsybFjLXR1+ZxMnw4TJoxf9igUix3f+c5zxMe/ypw5tWi1Xs6cycBi+WK/Bk4azRl8WWodbvcxHA4dcXGtaDSeAXuotdjtKSQnzxnTLHQoAnvFCWhobJzOpEn/AfiaE/l7keUOPJ5m9HobXq8GhyMOnc6Bw2HFbD6DXm8HtPT0pKDXj01jK4VgeikuLmXPnp8wZ44v03j0qItly15k8eIVQ/6e0pkYgpNdDPZYKS4uZe/enzB7tpKBnckXvvCnc/6dseBlNONl166NvPPOOgCuu27VOV9/vgT7HIqEsQJhFqgphCKjBr6J1dVXX43b7e77nlar5Z577mHlypXk5uaO+D3Ly+FXvyrn059+gOTkGkymLvR6N06nlaSki4Z9Aw1V5gjUvYxFEPvaa6XMnfsi8fGNGI2+IHYkwRpEl5faWjhxAtrby2lpeQCrtQajsQudLrbHi/+Ch9XaistlRa/vprt7Cl5v/LDKQ0MVwJ5dtdMxe/Zp7PZMVq78f+j1aRiNvpIsl6uFtjY4ePA0PT2lxMV9gsVyBkny9r6LBocjnbi4SzAYbiIjY2yCtlAG9Xff/T3S0z+gowOmTm2jrm4Bzz//Qr9HXCiOams/4JNPXsblqsFgaAO8SBJIkhZIQpKmMGnS2HUHDaWXjRv3snbt6+TnbyE1tZW0tFNotV6UBk5utx693tesqbU1G6PRhlbrwmDoQqOR+5r1eL1aZFmDJIHLZTmvLLRCqLwoTj73uR20tKRz+eUVGAxuzOYutFrvAC8yLpcRnc4FSHR3p+D1atDpnJjN7ciypi+YdToto67k8CdUXr73va+SmnqYlhZfprGl5UJ+/vM/qr7Wbq9ly5Z1tLb+BYvlDADt7YkcPHgxLtdEbrghl6uvntn3uJ3zJZyy0gbDdTzwwM9VXzuUF50unquvnsfSpbeP2WQ8lF6GO1527drIvn3/oLXVhtX6LyZO7AGgpcXCkSOXAyaSkyU+97mVYxa4hWu23p+BY0WStLhc09i3bzYdHV50OvuYe1EIq0At1Bk1gA0bNrBq1Sq8Xm+/7+t0On7961+PegK+ZUs5svwASUlV6HS+Mi63O47k5BwuvHDVoJF5qDMkCmpezjdY8/cSH1/T2zFzeMFaNHsBX9bxyJEHSEw8O148HhNJSTO49NK15wzWQhmowdh7URY8Lr/8CQyGLtLTT/QGbMMrDw3VePGtZP6UCy/8hMTENiTJiyTJOBxmDAY9Tqcbo7EHX/MZkGXfJNsXiPjceb1aOjuT0etdSBJ4vUbM5slj9uiCUIwVxcucOSfRaj20tCRz6tQUFixoID6+CY2mHUhEkjR0ddkxGDrxejVIktznxTfpltBoPDgcieh0F0VshsSflSsfJSdnG7NmVWGxdPd2iQWQ0Wo9eDx6vF4dTmccdXWz2b37enp6LACYzd1ceeU/ycioJT7+dG+gZuwru58x4xEuuij5vCbkofCycuWjZGTsJS3tDNOm1eL1akhIaO8LTBUvHo8Op9NES0smO3bk0dmZRmPjRWRnH+Dqq19jwoRa4uNbe++/RhyOuBFVLAxFsL28+OJmamp+1Jd9bWlJpbJyGlptJllZM6ivr8Ll6sBi6eaCCw6SmnqGuLhu3G49IKHXO5FlDe3tCXg80NaWitGoISPjQW6++c4xOcbQZaX/ypw5df28eL2Wvtfo9QlMm5aC1fo3UlNbArwAeDxaOjsttLenMHHio2PmBELjZbDx4u9Fp2tj+vSPcDq1zJhhQ6ej974jB3g5edKAwVDA6tU/GrNjDHW2/tSpqbS3X4LRaOTMmTZsNl+QOvAccrmMtLcnYzL5ellYLDZAHjcvYRWoKYQqo6awYcMG7r//ftxuN/5/91iW/BmN3XR0TMRodBIXN4WkpHhych4fdAIe6ok3DD75/s///E+SkpK49tprR5V1VIISq3VkwRqErxdJksjPz+ehhx4alRMILBH1evW9wf2UQYO1cAlgYey9DNznaLWeLQ8N5/GyevW95ORsIyWlg4SEDgC6u63o9Y7eR3909ZatSciyhFbrAejrrirLGnp6zIDv34mJbej1ThyORJKTh59lHUiox8rq1fcyffpuUlPbSUtrRqdz93aW1eH1ans76Drp6TETF9fZ22X2rBf/Rz3IsrZ3HMwdVUmsP6H2UlZWxje+UcDXv67ta+AEvjGj1Xpxuw14PFoaG6ewYcPNVFbuBmqBbCCV9PQucnJszJo1i8WLt5CY2NxXdq/TaTCZLiE5WRryfqNGKL2UlZVx6623MWNGJjfe6GXGjHoSE30ZkIFeTp2axG9+cxuVlW8B7YADmEJ6uoklSyykpMSzaNE7JCQ0j7rCxZ9Qeamthe9851muuuqvfdlXjUamvT0R5dE48fGdvV2IZdxuA0DfeaR0Ku7pMaHReOnpiUenc9DebsHtvp5vfOP7ow5cQ52V/u//fo0VK97xy0p7+l3HNIXSAAAgAElEQVRPOzvj0Wq9aDRe9HonkiT38+KfmbbbTZw6lY7Tmc/dd990XoscofSiNl78vYDyWCEN7e0p6HQu3G4dSUmn0Wo9ql5aWpI4cmQaX/ziN88rixRO2Xq93onFYvOraPG/1/jOIZ3Ojd1uwuPR43LpSUjwVcCMtZezny8CNVXKysp46aWXePHFF/F4PH3flySJJUuWkJKS0ve9zMzMYZdGKmVcc+a8ik7naxwhy1aMxk6SkycNOgEPh4AEBs84SpKERqPhqquu6nMzEi+jDdbC3YtWq+XBBx+ko6ODhoYGYHTjZf78syWiXq95yGANwt+LRqPh05/+NCkpKWRmZnLZZZfR2to67GA/ksaLL3v0DBdeWE1iou9h6J2dymTK29tJ1ds7gUigqSmV3btT6OjwAHFADuDmyiv/zezZh0hIOIPb7Stt83oNJCfPHlaWdTBCNVaKi0s5eHANs2bVYrF0A74solbr6V3pTwIkvF4J0NLSMoHduy+jo6MRmE18vERu7naysk5gNttoaUnFaJRpa8tEpzNx4YW3n1eWJJTn0IYNG3j88R9zwQWTSUjQA9DRYaK5OY70dJ+ryko9zc0fA3WDvMunyMm5g/vvf4nU1CbA2Lt3y4Je7xjyfjMUoWzg9NJLL/HGGyXMmTPpPLxMJifnCr71rU/IzKxHp3OMuGJBjVB4+f3v/0V9/Zq+7KssS/T0WNDrnbhcBuLiunqvLRIajUx3dwLNzRMBSE5uwmrtpKvL2nvOSRiNdvR6FzabiTNn4rjwwh9y1VWj78gaqrGyZs2LGAz/2y8r7V+h0N1tRaPx4HQaSUhox26P6+clPr69d/HMl3m1203IspeOjgymTk1i0aJfnNeez1B5GThe/L0AyLLUG2wY8XiMVFVdgMXSjcHgDPDi8ejRaj3YbCY++cRFWlohX/va+TWFCqdsvW+Bw4eyiKqcQ/X109i9+2rmzt3HjBmVJCaeGVcvYRWohUPp40AGm2gORKPRcPPNN/O5z33unBNOpXFEUlI5F1+8joyMYxgMXaoT8FCv7qoxXCdwdkI+d+7ccwYnI5l8x5KX8nJ49tlyrr/+AVJSaoYVrIVLoAbD9+If7EfbeFmz5kXeeaeWhAQjYKajw0xzcybp6Q0kJPQAPUAbHR37qaw8SGtrE/PmzePAgQN4vVnANNLTDSxceBE33lhGVlYNFksXbrcOp9OCxTJ91I/+COU59NRTz6DX/5nJkxuwWrvp6oqnqSmb3bs/S11dJs3N6aSn7wV0VFYep7l5B74J+GRgIenpE1i4MI7PfGYXGo1MRkYtLpeO1NQWXC4LKSmXjDhLEg5ewHfeFBYW9lsoHDmTycm5nDvuaMRqtZCVdRStVkarHd6Cjz/R5QVycnK4+24L06fXYTZ34/XqcToTSU2dOeR2hIGE2kvgORSHf0YNoLMzkaamTN5++1pOnkwlPl5mypQTxMV10d1t5fjxCdx225tkZdX1NlyRcTp1nDqlBwpHXMYVaifQ34uyGAZnM2oej56amhno9U62bcvt50Wj6cbptHLttWUkJrbjcmkwGu04HDp0Ohc9PRbS0n404nLIcPYCiptETp6cys6dt5GZ2UNamu8e3NT0Kh5PBy5XArm575KW1tQ3Vux2IzU1MqdOLefqq7804jb34ZitV/Pifw6lp6eRmyvR2roHu92h6uV8ziF/wipQUwiHjJo/I5mAw9kJZ15e3qAlXrW1vgl4cXE5S5b4Go0YjT243fGkpV3MwoXr+t0kwmniDYOXhw6FEswOVfY2cPLtcMTT2TmTtDT1cqZw9DLSScRwvKgFa2pjJRxuBGqMl5eRZtZCOV42btzLunV7aWhwk5mp47LL0vngg2aqqto5frwCWS5Hq63vd91QsggACQkJ/OIXfyE1dTELF04lL+/vJCe3YDA4cLlM2O3TIuoRFwrFxaUUF79CU9MndHQYqaycQHOzFWjFV9JnQqOp4dOfnsrcuXO57LLL+OCDD2hoaOD06dNs315NevpF5OS4yM9vJTu7HpPJd6P0eo2jzjiG2guczSIpf+t7773X7z6k1+tZvvzspEjtNQDp6ZlkZl7ABRes5IYbftN3v/F4zBiNU0YU5EeCF/+FsISEBJ599lnVa096+jwWLryRFSveJj7+DE6nlbi4bozGKeh08cyY8XhEeCkuLmXz5k24XB3o9Qn99qiBrzy0p2cmX/3qDaxYcUXA72/cuJff/vbPXHPNNqZNO4HF0t3bYddEY2MKSUmPcccdXx3xcYV6rPh78UdxdOxYC+3tqapeFCe5uTuQJJkZM2qRJC8GgxOn00BjYwpdXV/j0UcfHvFxhasXHxOYNesW/uM/rh308TnPPruOyZP/l2nTlGqGCej1LhoakrDbTUjSFyPKS1lZGVu3bqW5uY19+3ZgteoAiQkT0jAYjMC5z6GBXgaeQ6MdKyACtWEz2lU8rVZLUVHRoPva/CfgSUn1OBxWXK40cnLu56qrvtj3ulCf2Goog/vMmTOD3gjV0Ov13H333YNmTJTJd1xcPS6XFZ2um64u9Q5/4erlZz/7GSUlJXi93mEHsmM1ViC8vWzatGnYix5wbi/DCdbCNYBVUM6lc5V+Kg43bqwnJ+duCgs3kJFRj8Fgx+Uy0d09LaIeceGP/+QbGHZJrP+i0QUXXMDdd1uYNq22N+Oox+Uyk5Y28pK2cD2HFEeDlVAPdZ5J0pXk5j7IHXf8nNTUk36PjBn+8z0j0Yvy80OHDqkEsp8iJ+cb3HnnqyQk2ElNrcXh8G1HcDgmRbSXkbJmzYvs2XOEvLy3eheB7DidBlpaMoiP/96Ig7VocFJcXMqmTVs5fDiB227bSEbGqT4vjY1pdHXdMeIJeDR4+f3v/8U//7mThQvfRqPxkJFRj91u6g3ckiPWy3DvxYOheLnuujf6nUOjHSsgArURMXAiAYOvYPpzriYkygR8yZLHSE+vQpJkOjtnMnfuk303iHAYwEMx0M1wvAzVSXPXrnIOHXoCrbaLuLjBO/yFsxflhE9NTe2XARjKy7maswxnrED4exk4IR9q1RvOfQ4NDNaUyeeiRf0zBeHsZSRs2LCBe+/9HTk5t1NY+Ie+ycNIgzWIDif+i0b/+7//YuHCpeTlvdl3o3S7TcMuDw23AHa0KAFbcXHxgMWiT5GTcw/337+B9PR6jEY7LpcZuz3wfPEnur18ivT0+8jJqeELX9jKpEnVGAxdMeVF4Te/OcBvf3uA229fO+qgJNqcADzyyBsUF9dRWPh74aWX8nL48Y8/wmT6F1dd9TpZWTWYzTbhpRx++MMSPv/5NX1jxW43U1c3gU8+WcjSpTePqDw0rAK1cNyjNhwGliepTTjP1e2uvBx+85vXuPTS57FaWzGbfUFJU9MXOHbsSEQO4KFXMX0M5UV5+G9r69kOf8oEvLv7C+zdG71eNBoNRqORLVu2qAZr/mPFaOzBZpvWrzw0Eiff5/JyrnNICdbi45XSUDMWi2+SpWRSItHLYGzYsIH77vspF1xwKYWF1WRkNGEwOEccrEWTE/APYu+isPCF3ozjyMtDo8WLepn6p8jJ+WpfkG82O/B4As8XNaLJS/8tDb59jzk5V7J69V9JS6vHbLbHnBfwlXE9/PCPyc19ve+6MpqsQDQ5gbPlkDfe+Jbw0ovy/Nc333yOzMzfkJHRIrxwthRy5sx1pKe3YrOZMZnsNDSkYrcbRlQeGlaBmkK4ZtSGy+ArmUOXcZWV1bJ//ypSUz/qF5QsWrSW2277ZkQPYP8sSklJSUAgO5SXoSbg118f+V4GGysACxcu5LnnnlMpb/KNleTkw3i9ZnS6bmy2KRw4YOPkyUns23cw4gJYf0Z7Du3aVc7x4w9gsdSg1/fg8cSTmnoxzc1f4K23dkdkYD8UymRzzpw5FBZq+26SDoeVnp7ZLFq0atCHY0fbKqY//YO1/uWhDse0ITMkCtE0aVDvYuxrNFJYeJyJE09jMDgiqqPsWKC+pUF4Ad+Yueee+7j3Xs+oJ9/R5kThqaeewWp9WXgZgPASyFNPPQO8jsnkJCOjpbc8tGdE5aHDDdQ053qB4Cy5ubm88cYbrF+/Ho2mvzqPx8OqVavYsGGDyu9lM3/+49hsk3C5zBiNPVitNRw69ECwDn3cyM3NZd26dbzxxhsUFRWNyMvixYuYM2ctNtsUHA4zGk0PNlsN+/dHhxdlrOj1eiRJ6vfziooKlixZEuBFGStdXRficKQBMomJrSxZ0sTttzeRmJgYxL9i7DnXOVRYWMiqVasoKyvr97PFixcRH7+Wrq4puFzxdHVZOXq0i8zMBDZs2BDxXgZSUFDAunXrOHLkCEVFHhob07DbzXR367FY/k1FxRNs33477e3lAb+bl5cXlU7A5+WFF+6isvJ3FBWtpLFxIk6nCb3ehsVSRXX1A6pOwBfAFhQU0N7eHuSjHj+U629RURFarbb3u3VUVm6iqCiNU6eScDoNaDQ9tLbW8+GHT2C31/Z7j2j0UlBQwI4dO1ixYgVarbb3+iu8gG/MvPjiesrK5tPYmIbTacBgcJKe3oZe/2dWr76X4uJS1d+NVicKjz76MF1dd/TzkpHRgtX6cu/EXB3hRZ1o9vLoow8zd+6PqKpaxKlT6ZjNPZjNPcPyMlJERm2UDNaEZKg9N0pWwGz2ZQXcbjNPPZUZVSsNg3kZqrxt48Zy2tsfICGhBq3W1/XwySfTosaLss+moqKCjRs39vvZYF6U8tC2tnVYLMcwGruibrwM1chHbZ9jbS38+MflXHrpY6SlVQE62tsvZOLElfzkJ09HjRd//DNrd9xhxWy2k5HRht2uxWzuITFxIlddtSHsH+Uw1vQvDz3eu9LrwO2OY8KESwO66/oTrV4Cs9WTycn5NoWFfyI9vQWnM2HQJkUQ3V76Zx2FFwUlU5Ke3uZXwpWM3S4RH///Bm09Hs1OQD2D1NSUzJQpDw/Zuj8WvTQ2JgNfHrJNvfCijsiojTP+K3b+2RKv18uqVat4+OGHeeqpp/plBvyzAr72yT2hOPRxZTAvsiyzceNG1SzSFVcsYseOtTQ3T6Gnx5ctiSZyc3N59NFHeeihhzAYDP1+NpiX6dOzyc//IklJT2KzTYrK8aK+6u3D7XZz3333ccstt/SdQ9nZcM89i/jww1U0NV3A8ePXcOzYHp59dnVUrthB/8zac8/V8cYbWZw6lYrZ7MBsdtHV1RKQDYjmVUyFgoIC1q//PkeO/J2iojQaG1Ow2010dFg4ePA0e/eqZ9WimcBsdR2VlX+lqOg+6uqy0eu7sFpPcPjwOnbtih0//llH4aU/Sqak+v+zd+bxUZX3/n+f2TKTTCYhO4FA2DRuqEATBwGpoqg0Br3dF/QnEoXaKre3LrW9pa22auutSyWItldLW711g0QEKiiIEINQVAQiQhIICSGrmcxMJrOd3x+Tk0wyJyGBzExm5rxfL1+3hnHy8LnP85zvfqrH0d7ue+4mJ7cyaVIDgvA0u3a9EOYVhofADJKDjIwm2tt/PWDGPhaQ0yUzswl4mpdeeiDcywsbwdZFcdTOgYHKuLxeL48//jgPPfQQ8+bN62OAz5xZwL59f6S5eQI2W2I4lh10hlsiKhngW7f+kcbGKeh0tlAvOSSYzWa2b98e4MTCwCWi0b5fpL2yc+dO7rzzTr/yLXkntqAAbr+9ABhPRkYdX/mKjuLi1Kgs85OQnLUvv2xh587DvPDCD2huzsbhMGK1GgMck2guffRH0uXzz6tZvfp2Tp6chF7vwGis56OP1lJa+hrV1bVn/qIoQ9LFd/d+RGXlC5SW3sCpU1l0dsZjMh2lqmolX3wRWwbncHWJhYAH9C/hSsFgEDEYXKSlqfn88ydiLggk0Wt8p+B06tHpPGi1NrZs+WHMlMnKIadLerqa+vrn2L27b8WQoou8LsNFmfo4Qgz28uz+5ZC+Eq4/8PnnT9PQEBd1Df/+DKdEtKICfvGLB7Ba/05Tk17RpZtY2y9y56i/Lv6TQxMSavj978dEdWkF9JbQbt7cSmPjNJYufYns7FpApK0tl8sv/0PEvMphJJEGjMyd+zVuvPEdmptTufTSf9PRkY5Ol8xVVz0cla9yOBP+Zyk9fTr33pvApEnHSUjoxOMxER8/hcsvX47J5BtKo+jSidcbH9UTZc/Egw8+RXb2WtLTW7HbE2lvTwAWsHLl7/t8LpY0ue22B5g5s5T09DYslhRaWhKwWKZwxRXfDxjFHku6+PbKc91ls769Ul9/Eb///d8CPqvoIq/LqCp9FEWxTBTF4miO8ErROrnBEVI5pJQVyMmBX/7yv7j88l0xEfUeqES0/+CIggL41a9+yLe/vTCmdZHLOMbSfikpKemTWYNAXaTS0Ly839LRcUE4lhpypBLaRx+9hSNHXqS09AYaGnyZtZSUKiorV8RclgT8B4y8TktLHOnpJ1Gr3ej19ej1n3HgwP04HLUxFd2FvhmkpqZPWbeujebmJOx2A1ZrPJ2dVezf/wIlJUtZuvS7Ma+Lw6FDpbJjs8kPF4kFVqy4hzfeeLAnO52Z2YzX++6IDkaINBYv/garVy+lqiqPlpYUxo1rxmSq4uDBVTGty4oV97B58yN99kpW1uGY1gSCo4tS+jiCFBcXs2PHDh555BHuu+++gHLIu+++u0+/zU9/Kt/sHm0MVArp8XhYs2ZNn/JQszmHwsKBmy+jicFKZ+WctVjZL4M5sf5nCHx9n9dcUxKOZYYNX8/NbVRWvo7DocJgsGAw2IiPP9njlMQaxcXFPPzwcv7+90o2blRx6lQKOp0apzORU6fs7NtXETMlof74OyWVlZWsXp1BVdU47HYdDoeGAwfGk5Sk5vbbb4l5XU6fTqGzM75nomws9jnm5MD3vjed0tJFPUGg7OwGEhNfpLT0xXAvLywsXjyToqLJPPXUrVRUXE5d3QRSUy1MmlQX07rk5MB///fN7Njx3T57xWh8kWee+VW4lxc2gqGL4qiNMFLU+7HHHvOrh/fhcrm49957+zhrscRAWUe3293HAJ80KbaE6ds74UPOKYml/TKQE+t2u3teQg++Gvjf/e43MZMNkJAck3Xr2ruzAQnY7UmcOmXnqaeejanMkURxcTGvv/5/XHTR5fzlLxk0NKSi19sYM6aejz9+KuYGRUj4Z6krK4/x5JP/wd//vojjx6eSk7MDo/Ewhw/HVrADAnVZvfp2amsnoNFYSUio47PP/kpp6WvhXmbIueOO6Vx9dUafIFCsD9J49NGbee65S9BoshFFB4mJ7RgM9pjXpaAA/uM/zuuzV9LTW3E6n+Xhhxeec29WpCKnS2Zm01kP6FEctSAiV8a1Z88evvrVrwa8JypWkLKO/QdH9DfAYw05Zy3WNYHAMySKIs8//3xPtjEWsyQSxcXFrFx5DyUlWZw8mdHjlBiNu7jttqUxqYk04W/GjHxKSxfS0DAehyMxpktDwbdXli1bBpykqelP7NxZycaN+TQ3j6Wz04jJdDTcSwwL/rpUVv6T0tIbOX58IocOXcHRo3v5n/+J3omyg7Fq1TIEoYjm5qQ+gzR++9vvxVSZrD+LF8/ktdceQBBuprk5WdGlm9tuu65nr/gChibGjhXQaD7hiSe+S1HRdTGvi7RX5Ab0DAXFUQsyvQ+CXrq6umLaAJd7SWt/AzwWkXNK/vznP8u+ADqW6H+GBnuJeqxRXFzMzJlX9HNKqjl48IfhXlpYWbGikCNH3ul+35wvomk0Hmf//v8X7qWFjSVLlqDRaICTwBtUVm7AZhMwGDqIj7eGe3lho1eXj6isfJWWljgSEo7wla9oueee6J4oOxgPPng/+/bd1PPqC7s9iaysRC6+eFzMagKKLnI8+OD91NffSVXVeNrbVXg8BpqbZ5CffwHnnZcR87qcPp3avVeSaW/XU1Ly9LC+R3HUQsCSJUsC3p8V604JKAa4HJImUmmoy+UK6OOLRXqNKR9yfXyxSl+npAODwU5S0slwLyusmM1mfv3rO3tKQ6WIptfbEu6lhQ2z2cyzzz7bU3re1PQJ//u/TZw+nYDdnhDu5YUNSRdpuMhLLx1g40aBpqYsnM7oenflcJEGafQfLhLrKLoEsmLFPXz2WQnvv38nx49P4dJLD5KTc5qsrMPhXlpY6T+gJy2tDZvtA370ozvRaLRpQ/kOxVELAdL7s/Lz83t+Jjklsc5ABngss2TJEvR6fUAfXyzr4m9MSfhPDo1l+jolyT0v3Ix1pNLQ1aszOX06hV27oKTEEZNlOBJS6fm1116LIAhUVh7mscdU/P73ii5SNUNTUwM7d1awenUi9fXjw720sCIN0vAfLpKZ2RzuZYUdRZdAcnLgscdm8L3v/Sd79xbS1JSFw5Go6OI3oOfEiUl88skMJk48xbhx+0hNjZs4lO9QHLUQYTabefLJJwOcklhnIAM8ljGbzWzbti2gjy/WdZHr45Mmh8Y6vf1qdJfkxG6GxJ/i4mJuvfUOVq9eSmbmBdx5Z1LMluFImM1mVq1a1XO31NW1c/z4T2Jel/7VDIcOfc7vfndjmFcVfh599Oae4SI6nR2nUxvuJY0KFF0CycmBr38dFi++EIdDrejSjTSgR3p9DEBzsx6NZmg2neKohRA5p0RB3gCPdfz7+BRdehlocmgsZwMkiouLueqquTz2mIonnnApmnTzwAPf44IL3JSW3siJE5PCvZxRQd9nkW/AiEL/agZFF4lVq5ZRW3s5DQ1j0OuVbL2ENHSloSFF0cUPaZCGoksvq1YtY86cezh58nKOH8/g0ktr0WrdQ/pvBVEUg7y8XtLS0sTc3NyQ/b5IoKamBkWTQBRd5FF0kUfRJRBFE3kUXeRRdJFH0SUQRRN5FF3kUXSRZ9++fYiiKJzpc5ozfWAkyc3NZe/evaH8laOeWbNmKZrIoOgij6KLPIougSiayKPoIo+iizyKLoEomsij6CKPoos8giDsG8rnlJoqBQUFBQUFBQUFBQWFUUZIMmqCIBQChVOnTj2n79mwYSN79pSTn2+mqGjRyCwuTJSVlVFWVjYifSSKLvIougQSTZrAyOlSXV1LbW0NOTm5TJqUM0KrCw/KGZJH0UUe5W6RR9ElEOUMyaPoIo9yhkaGkPaozZo1Szzb9OeGDRvZtesxVCovXq+KK6+8Pyr+H3auKWFFF3kUXQKJVk3g3HSprq6lrOwBHI4O9PpECgsfjXhnDZQzNBCKLvIod4s8ii6BKGdIHkUXeZQzJI8gCPtEUZx1ps9FTOnjnj3lqFReGho0qFRe9uwpD/eSRgWKLvIougSiaCLPjh3vUl9/gsOHO6ivP8GOHbH94lIJZb/Io+gSiKKJPIou8ii6yKPoEoiiSQQ5avn5ZrxeFVlZ4PEkMG3avHAvaVQg6ZKb24nJ1IXRmBjuJY0KFF0CUTSRp7r6BB4PZGY68Xh8/67gf+e68XpV5Oebw72kUYGiSyCKJvIousij6CKPoksgiiYhnvp4LhQVLaKtTUtp6QHUajd1dWlcc43vBXuxTFHRIg4d+gx4na4uNXb7RjZsuDhqUsNni6JLIIom8lx//QK+8Y0/M2VKFmo13HPPjHAvaVQg7YutW0vDvJLRhaJLIIom8ki6VFS8R27uBKZPnx7mFY0OlP0ij6JLIMoZiqCMGoDLpWLKlFKmTHmZceNWsnnz1nAv6awpKyujuLh4RJpPrdYO2tt11NToIz41rOgiz0jpEk2ajBTSy3+vvTaNBQuSOH78H1RX14Z7WaMGg+EwCQkH2bXrMTZs2Bju5YwaFF0CUTQJZPr06WRlncJi2UpZ2QPK3eKHsl/kUXTpS6yfoZA4aoIgFAqCsPZcjcyWlrdQq900NOSiVrtpaXlrhFYYegoLC1m7di1JSUnn/F3RlBpWdJFnpHSJJk1g5BzYtrZmrNZ2vviiM+L71EYy2BFN/QGKLvKMlC7RpMlIovTAyqPsF3kUXQKJ9TMUEkdNFMUyURSLz9XInDdvPqJ4gNzcvSQlVXPhhZeN0Aojm6KiRVx55f3YbBfR2XlBuJczalB0CSTaNBkpBzaa+tSUYIc8ii7yKEEgeUbKgY2mu2Ukgx3RtF8UXeRRztDIEDE9agCzZy+muflpamrW4nLpqal5h+rqa6JilPZIYDAcRqXysmvXYYCY7z2SUHQJRNGkL1KfWmpqLs3NJp599sZwL2lUIO2LPXvKMZtj8x02cii9JIFEWy9JYWEhhYWFzJp1xunZgyLdLWlpyTQ3f8mrry4YoRWGnpHSBKLrblF0kUc5QyNDRPWoAbS2CtTXq/nsMzEmU6ADoaTL5VF0CUTRJBCz2cyf/vQ6CQk/4rLLbuCf/xSoja0y+AEpKlpEfr6ZPXvKlX6Jfii9JH2J9V4SOcxmM6+++jJXXDGHm25aRGNja7iXNGpQ7hZ5FF36EutnKOIctVhPgQ5ENKXLRxJFl0AUTeRpamrjyiuf5pJLnov4YUUjifTCUY9nu+KQ+KEEPAKJ9V6SgWhsbMVk+hST6RPlDPmh3C3yKLoEEstnKOIcteuvX8DLL9eyebONl1+u5frrYysFOhBS75FKdQWTJ3894stORgpFl0AkTdTq+cyZcztXXWXC4VAi39E0rGgkURwSeZSARyBKIFUe5QzJo+gij6JLILGsScQ5arGeAh0MpexEHkWXQIqKFvGLX9xJXNx6Xn/9Z+zY8aOYd9akYUVZWR8iigeYN29+uJc0KlAcEnn8Ax5XXnl/RPeSjBRKIFUe5QzJo+gij6JLILGsSUQNE5GQUqC+YQgHAGUYAvSWnZw+rSEzs40dO95l0qRbw72ssKPoIs8772xh9+4mTp1KZ+zYJpzOLRQW3hHuZYWN2bMXA3/lww/LSE+/mLFjZ4Z7SaOCaBsSMZL4N/77/3usIgVSt2/fTlxcAm+9tZHGxtaY10X6+3/yyRZmzBjHggXKGYLoGpwxkgkix+cAACAASURBVCi6BOKvyezZU5k3z1cJpNdH/zDBiMuoQWynQAdDKTuRR9FFnm3brLjdGrKyanC7NWzbZg33ksLO2LEz0WgcnDr1npJ99UPJSsuj9JIEYjabufDC6TQ0vKbo4sfChdMpKDjB6dNvKRUMfiiDM+RRdAkkViuBIjKjlp9vZteu93tSoGZz7KRAByPWR5gOhKKLPPPnz2X5cg/p6S00NaVSUjI33EsKO0r2VR5FF3n8g4ZZWW727ClXot8ousihVDDIIwU7fBVS7wNKZhoUXQYiFs9RRGbUoqE3YCRfkCgRDf17ii7yBEOXxYtnUlIyn4KCifzsZ1lcemnGiH13pKJkX+VRdJEnlvsmBkPRJRClgkEepUJKHkUXeWLxHIUkoyYIQiFQOHXq1BH7zkjvDRjJFyT6E+n9e4ou8gRLl0svzeDEiffp7OygrOxtCgsfjekXyCvZV3kUXeRReknkUXQJRKlgkEepkJJH0UWeWDxHEVn6CJGfFi4rK6OsrGxEMyQQ+SUnii7yBEsXpaStL/7DEObPn688HLuJBl2CdYYiPWgYTF2mT59ObW0N1dW1MR0AAl8FA8Dbbx/ixhsv7Pn3WEdx6uVRdJEnFs9RSBw1URTLgLJZs2YtG6nvjHTDO1gZkkiPwii6yBMsXfqWtKkirqQtGEam2WymsbE1YifWBcvwjnRdgnWGIj1oGLy7pZaysgdwODr4+OPEiMvWB+McLV48E0FoYM+eNxGEhojaJ6AEOwZC0UWeYOmyePFMLr00I2aCQBFb+hjphncoDnYkRmEUXeQJli5KSVsgkW54B4tI10XJ1sujZOvlCYYDG+lnSAl2yKPoIo8SBBoZQjJMRBTFMlEUi5OSkkbsOyN9oEhhYSFr165lJDWRiOSxroou8gRLF6mk7Vvf+havvvpyxAU8gqFLpDdxB2uvKLrIE+mDM4KlS6QPoAnGAKdIP0PB0AQUXQZC0UUeKQh0+HAH9fUn2LHj3RH9/tFGxGbUILLTwsGKYkJkR2EUXeQJpi6RXNIWDF0iPVsfLCJdFyVbL4+SrZcnGNmASD9DSmuCPIou8igtGyODIIpiyH7ZrFmzxL17947Y9/kb3l6vKiIza7NmzWIkNQF46KGf4/Fs7ynFUavn88gjD4/o7wg2ii7yBEMX5RwFsmHDRvbsKSc/P3IN7/fee48vvvhiRL87knWRCMYZigaCoUt5eXnEDqAJ1jmK5DOk3C3yKLrIEyxdysvL+cY3vuMXBIq8aiAAQRD2iaJ4Ri82oh21SDa8g32wI9XwVnQZHMWBlUcxvgNRNOlLMO8WiFyDStFlcJRzFIiiiTyKLvIoQSB5huqoRXTpYySnhYOVEobILsVRdJEnmKWPkXyOgl0qG4kGZjA1gcjVJZh3SySXVSu6yKPcLYEod4s8ii7yBLtlIytrfExMfozY8fwQ2YZ3sInk/r1gEqm6hMKBrah4j9zcCUyfPn3Ef0ewUKZtBaIY3qEn0ic/BotI1kW5WwJR7hZ5FF3kCaYusTT5MSRTH4NJUdGinjKthx76ecRM8wvWNBwJ6XB7PNvZtesxRZduIlWXYDN9+nSysk5hsWylrOwBqqtrw72ksBLp07aCRSTrEsy7JZInPyq6hJZIPkPBRNFFHkUXeWJp8mNIHDVBEAoFQVirGN+9BHMMPUTu4VZ0kSfYDmykXnrB0iWSDUzF8JYn2K/+iNTXxSi6yKPcLYEod4s8ii7yBFOXSH/9x3CI6NJHiUgurwgWkdx3FEwiVZdglhBA5I67DZYukVxWrfR5hodILasONkVFi5g+fXrE9ZIod0sgyt0ij6KLPMHUJdJf/zEcQuKoBZtINb6DSST3HQUTSZetW0vDvJLRRSxdekOlqGgRRUWL2LBhIw899POIa+QOFpHqkISi4T8Se0mCrUss9ZIMFeluqa6u5f33d5KTkxvzmkCvLgp9UXQJxGw28+qrL0f85MehEBWOWiQ6JcF+OIKv7+j48X9gsRyhrKwiIh6QodAFwGA43G1QHQYiw6AKJtKl99JLf0elEmlsbA33koaEYnwHomgiT7Cz0pFa2RFsXaSy6tOnNWRmtrFjx7tMmnRrUH5XJKE4sPJE6oTDYKPoEojZbKaxsZW33tpIY2Nr1OoSFT1qEHnDEILdiwWR2XcUCl0isU8t2D1qAI2NrZhMn2IyfaL0enYTiXtF0SQ8RHIvSTCJ1F4SpS84EGXYlzyKLvIouowMIXHURFEsE0WxWHFKQkukPiCDTSQaVIoDGx4ica8EG0UTeSJ5cEYwuf76Bbz8ci2bN9t4+eVarr8+Msqqg33nRuLzWQkCyaPoIo+iy8gQFaWPELnDEIKJf9+R2y0yb14DGzZsjHkDQulTk0fq9czN7USn8yIIieFeUtiJ5EbuYKFoMjCR2r8XTCK1rDrYKH3BgSjzBuRRdJEnVnSJGkdNuvQmT85CpRK56abgZR4iBf8HZGLip6jVn7Br1wFAMSBA6VPrT1HRIg4d+gx4na4uNXb7RjZsuHhU6xKKnkbF+A4kEjUJxV6JxP69UOgilVX7dFGeQdD7fN68eSuTJk0gK2t8uJcUdqQ9UVq6nfb2VGbPzgrzikYHki47dvyb7Oy5zJgxP7wLGiVE4nyKs2HQ0kdBEKYKgnClzM/nCoIwJXjLGj5ms5n//M//pKBAyxVXCDQ0vBa19arDwWw2k5qajFod/enh4RArKfPhYrV20N6uo6ZGHxG6hKIkNNLq4EPRzxhpmoBSPjwQii7yhOIcZWWNJzW1ksbG1yOitz4UmohiFm+/ncWRIxaWL9/O+vX7gva7RopQ6DJjxiIaGhZRXl7D/ff/m9rRvVWA0OgSafMpzoYz9ag9CXTI/Lyz+89GFS0tjajVIg0N2lH/MAjFBpaIpJ6SUOkSSZqAoks4iTQjUzG8w4d0fnJzHZhMTvLy8sK9pFFBJN4rysCvQEKhyfbtO/n+90u58ca3+f73S9m+fWfQftdIEQpdNm/eyrhxK5k27UnGjVvJ5s1bg/a7RgrlDI0MZ3LUckVR/LT/D0VR3AvkDvWXhGLqI0TWwyAUG1hCanJXqa5g8uSvj+r0cKh0iSRNIPS6KAMReuk1vm0kJXVQUDA13EsKO5F014aSoqJFXHJJMUlJOrTaRNraNkVlhHe4SPeKzXYRnZ0XhHs5o4ZIHCgSbK65xohG46ahIReNxs011xjDvaRRQUvLW6jVPl3UajctLW+Fe0mjglg4Q2dy1PSD/JlhqL8kFFMfofdh4HQuJCPj18yYoRiZErGQHh4uiibyFBUtIj/fzJ495RFR0hZsiooWMWfO7Ywb5yA5WUNc3HocjtjeK/4O/Zgxi5S94ofH4+H0aZFDh7xRG+E9WwyGwyQkHIyYctlgI03E3L3bw0cfeUISuB3tXHvtQubPT2fu3BYuuUTg448/UfYKMG/efETxALm5H2EyVZOQMCbcSxoVSGeovNzDvn1eZsyYEe4ljThnctQ+EgRhWf8fCoKwFBiVhcORWMcbCmIhPTxcFE3kicT+o2AjCG6qqkxUVOSwfXsT77yzJdxLCjuSQ9/WtlHZK37EQoT3bFDKZQNReusD0etzuOqqZ8jMLKSy0oXNtl+5W4DZsxczfvxPiItLw+kcR23ttpjXBHxn6Nlnn+Xaa9NYsCCJ48f/EXVB9zM5avcC/08QhO2CIDzR/c8O4A7gnuAvb/hEYh1vKJCMh4kT7ZhMDioq9oR7SWFH0UQeyaCyWNSkptqoqHgv3EsKO9u2WXG7NWRl1eB2a9i2zRruJY0KIsn4DlWfZ6S9N0zpfw0vkdRbHyr0+hzKyy04ndqIuFtCRUODi/b2RGpqEhRN/Ghra8ZqbeeLLzqjMug+qKMmiuJpURRnA78Carr/+ZUoimZRFBuCv7zhI9XxWizjSEuzcvr0+nAvaVRw/fUL2LTJgk7nxelUYzQeiPlojKKJPPn5ZrRaL2ZzDdnZLaSnV47aCFWojMz58+fyt7/dxNtv38jf/nYT8+fPDervOxeUQUXyhKrPUxq7vnDhHTz00FuMHz96NQGl/3UgFAc2vCi6BBJpmoTqDEV7FcOQ3qMmiuJ7QESE1efNm8+WLX/HbNYCXlpbq6iurmXSpJxwLy2smM1m5s2bg8XyMRaLhokTrVRUvDfqH5bBxF+ThgYtubkO9u59m+nTp8f0fikqWsSnn35IXd0mamsTSExsZ8eOd5k06dZwLy2AwsJCCgsLmTVrVlB/z+LFMwH45z9ruPjii5k58/yg/r5zIVSagPLy64EYP95MbW0cR4/uZedOJ489NoOc2L1Seoik9++F6hxF0hkKxTv3JBRdAokkTSB0ZyjaXx4fNS+8lpg9ezHl5eXU17/NiRNGEhM7Rq2RGWoWLryRvXv3YzbXAAI6XWXMO7ELF97Irl0HyM11MHnyaU6frqSs7AEKCx+NaV3cbh0Wi4H0dAc6nZcjR46Ge0lhZ+bMmfzznwL79pXz2Wc2xfjuJpKM71DhK8H/DWp1Ox5PEps3/4Jly6LLeDgbIvGF4KGgqGgRM2YsoqYGamsZtfdKKINA4NMlEvZHqINjkaBJKJGqGNav30du7nzGj7843EsaUc7UoxaRWCxGmpuTSU/3YjI5FCOzm6KiReh011BXl86HH07l9Oku3nrr/XAvK6xI5TgdHRdQVZXFwYNa6usbY16X669fwJYtFnQ6EadTzZgxh0dt+WOoUPpf5VGGzwSilODLE0k9jaGkthbuv//fPPnki8oQtH5s2LCRhx76uXKv+KFoEoivimE2W7fujbozFJWOmmJkDozbraOlxUR6uhqTycW//iUMeUM7HLV8+eXOqBtNXlS0CKNxMjabgdxcUdEFX4Tq29/+NhaLjsbGOLzeGrZseTPcyworynts5FGM70DmzZtPXNwRzOb9ZGfXkZhYpTyD8H8nYScmUxdGY2K4lzQqUIJA8ihBoEAUTeSJ5jMUdaWP4G9kbsRiUTNxos/IvOuuH4d7aT2Estbbn+uvX0Bx8ft85zttCEIn1133Z/btm0JOToHs5x2OWqqrKzh27AiwDVHUIwgObLYFxMePYerUNCZNKkCvH5lajUjQxeGoxeGooalJx+HD+1GpXg26LuGgq8vdPVSkFhCor3+L6uqbz1gS6nDUYrFUABAXl4MoOtHrcyNaC/AZ3xs2/IXc3ER0OpGEhOvCvaRRQX6+mV273ic3txOdzosgKMa3UoIvT1HRIg4d+gx4na4uNXb7RjZsuDjmS7n8M7ATJzZw5MiLgFIq6x8Eyspys2dPeczvFUUTeXrPUCYTJ9bT0fEy0XKGotJRg0Ajs7Fx0xmNTMnAdLmaAdBq0zCZgmNsh7rWW8JsNnPXXVfQ1PQvsrM9JCZW0t5+Jy+++C3i4npfoJiQkEZqqo62tqdwu4+g17cgiuB2a1GrXSQl7UYUNVRWJnPs2Hmcf/5vmTZN3tkbDqNdF5WqlYQEn8Pq8RxGFDvRaDrweNQBulRVTWDixCVMnXrjOe+hcDiw11+/gAcf3ERCQhrNzQbS01v7BDwkh1UQdIiiE0HQUVu7n/r6dUA9KpWIRqPG4cjD7fY5sQbDNC65pCAi+/9mz17Mvn0/wWp9g64uXfd7bGbF/ENSMb7lsViM2O3JJCZ60Wo9HDlyIOZ7ggGs1g48Hl13ENXK1q2lMb9X5s2bz+bNf8Ns1gFerFYNGzZsjHldlCBQIIom8vgGCb6AuXsQpl5vxOGojfgAMYTIURMEoRAonDp1aih+HeAzMh96aDMJCek0NxuYNq2NgwdfZOzY29DrcwKcMperlVOnNmKznQDaEAQBjycZl2sCXu8SUlMvw+WqJSODEcmUhCtzBOBwONHpTpCYKBIfbyc5uRVB+DWi6KuEFUUVdnsyp097EAQvOp0dj0eDSuVGp3Pg9arxetWAiE7XjtN5kA8/XMmRIw+QmDiGnJzcszZGRrMuAIIg4vWq6OhIR6frxOXSo9NZA3SJi2tDpWrh2LFj1NT885wd2XA4sGazmby8Gdhs+7j0Ul/Ao7V1PS+/rOtxWH174Cgu13jU6hpcLjdarRWXS0dnZzJarQ2n8xCJiU2YTB9is6Xw/vsTqKtbwqxZ5+7AhpqGBhceT2KPkRnrk1MlFOM7EGkS2ZQpWcybp8JoPKQMKsJnaO7d+25PENVqPRDzTsns2Yt5/fU3qav7d/ekXY2SKUEJAsmhaCLP7NmLOXBgKfX12zhxIhuTyYZev4XCwjvCvbRzJiQ9aqIolomiWBzs97T4Yzab+drXvoXNpmPGjCrGjfsMp3MNW7Z8m7fe+h0VFT/k00//i8OH/4vKyp9w9OjDWCz/xuVqw+mEri4Rt7sNlWo/bvcvqav7Jm1tP6Wy8r/Ytu3bfPbZc+fUkxSqd9fIMXv2Yl5+WUVzczJudxwejwavVwWIgIgoCgiCF0Hw4nQaEAQvKpUHmy0Jmy0Zmy0JUQSVyotK5Uaj6cJgOEFn590cOfIoO3bcxgcfnJ0+o1kX8DlpoqgiLq6z+38LA+jiwe3WoFI5cLl8juyuXaVn3csWyndj+XPrrd9j1y4VdXXpfPJJDpmZx9DrV2EyPYxaXY4gfITH04QgfAK0olbbcbs1aDROtFoHHo8Kna4TUVTh9aqJj28jM3M/zc2/HJFzFGoi6R1zoaS/LsnJyjsJpUlkF100E5dLzZEjXmVQET5D88svL+keajUBl0ul9DUC8+Z9k9bWMaSni0r/nh9Wawft7b5e6dRUG1u3loZ7SWFH0qSmRk98fBebNr0Y8/ctwOHDk2huTiU9/TSJiS5efz06BgmGxFETBKFQEIS1oTYyu7psvP++SFtbIm1tqWg0NnS6/Xg8/0Nr60e0tkJXl4DTKeJ0qvB41AiCG5XK42ds67qzJjacThGN5kvU6v1UVf2SiorbaG+vOKu1hcvwBp8BMWfOTaxeraK6ehxWqxFRFADfP4IgIooqnM4EGhoupLq6gPff/zktLc9gsZTicDzDqVN/YMeOn1NffwF2exIuVzzgxWQ6REbGR7S0nJ0+o1kX6R+bLYm6uot4//01uFy/x+l8MkCXmpoZOBwJqNW9jmxT0918+OGjfPLJ8mHrEi4HVgp4tLQYSE+3IwhOnE4dbrcOALXahSiqEAQvXq8WAIcjnmPHLueNN37FunVrOHnyIqzWpJ6z5fFo0GjsI3KOQk3fyakTOX3a9465WEcxvuUxm82kp2fh8Wh7BhVt2OCMqolkZ8OCBTfR2hpPenqX4pR0U1S0iDFjFhEX5xuC1ta2UTG+UYJAcvgP5Zk8uZGsrFplsAgwf/5cNm68Fp0uBaczhfT0PVGhSUhKH0VRLAPKZs2atSwUv09i/vz5/OlPa2homEha2hdotU7cbh12ezI6XQdarQNBEJEMcKs1mdOnJ7Bnz9cQBJH8/I2kpfl6bZzOBDSaLjQaZ3cZoIMvvzzIxx+v5LLL/khS0vDK2sLViyWxZMkS/vKXv/D44ynk5U0gOVnPggULSE9PB3w9amlpOcTFOfF6c7npphy/d7v4/q61tbBt2zW0t/8GlUokOflTtNpOPB4VavXZ6TPadDGZ4sjP/wrTpk3r+YzHk8bYsQX9NAF/XbZs+QE7d25k+vTnMRpbEEUdgmCno+MLHI4uHI7h6RLOktCuLhvr1lVz3nnjuO66HKZMaUAQvNhsSYDA6dO5pKef5NSpqajVAkePfpOcnBspKvLpU1d3OXZ7BY2NR/B6N5KcXIXB0N7nHO3atZJp0/44In2Owab/O+YqKvZw222xPSQCfMb3rl2HSU/vUnon/Lj++gXccccOvvc936Ciq69ewxtvJHDPPd8c8L+RhjgdPdqM1er7mdFIVAwpgrMv34rWQUUSUgmxMiiil6KiRWzdWkpdnZPa2ngSE70xr4v0d9+06UVAoKZGr+wXYPHimZSVvYLFoqahQSQryxkVmkRtjxr4opk33XQjzz1XTn7+N7juut2kpzchCFBTk8/HH9+I3Q6iCIIAXm8aXV0FzJ2bw5gxoNH8ALe7ApMJVKoc3ntvP9OmrSMtrYr4+A6gi9bWE2dlZIbT8AafNrfffjvPPfccO3c2IAgC48ZdyI9//Ishf0dODtx2WwHV1SXU1tbQ0dFGff1TpKYeQq8/O31Giy5r1qyhqakBgE2bdlFSUkJxcfGQviMnB+64I4fa2rvYtu1y2tt/gyiKpKZ+ikZjR6XqHLYu4XRg58+fz29+8xt27TpFZWUGeXkTSUqaxPTp1zBt2kKMRid2u47kZCeJibk9DlovOd3/QHn5D3jttY19zpHX24XdfoIPP1xJU9MfmT17dDtr11+/gGXLXuO739XhdKoxGs/cYxPKQUXh4lyNb5erOai6hOtuMZvN3HDDWJzOju5BRSex23/Fiy8e6xlUZDTCmDHQ1ub7b+Li3sZm+xS9vpnkZLH7m1QjPqQIwqfLYH2NsTaoSEIZFCGPEgQKRDoru3Y9puwXP266aT67dlWQmxs9e0UQRfHMnxohZs2aJe7duzdkvw+gvLyc+fPn43RmkJ5+MXl5Hq69toAFC4qpq8uhubn3s2lpUFBAPyOzF1+mpJZ//3sjs2Y9T2Li6e6BEgY6OycwZcrwjcxZs2YRak0kerVxAqBWq1m9evWQHRL576zllVc2cuml56ZPuHWZN28ebre752cqlWpYzpo/1dW1fPJJDZs3tzFjxqOMGXNi2LpIxtR7773HF198Mew1nCvl5eWsWrWKd955B+nOOFtN/M/RzJnPYzL59klXVyJW6xTS0pYP2eAKly4rVvwQk+ljLBYNEydaOXlyFs888xwQaGS6XG0cPfoUNtsRBhpU5HY7z2kIjz/h3CsPPfRzPJ7tPca3vy7Qq41enwvA0aMbu43vE6hU7Xi9SbhcE7Bavzbihnc4ddm9ez07dqwgN9dLfLwdnc6FINBnUJEPFQ6HEQCnMw6jsQWVygP0flal8tLVZUKjmTKiDluo79wNGzayd+8jnHdeHSBw/HgGra0XM21aCjk5+znzoCIHTqeBxMQmBEHEZkvBZpvAlCkjO6go1Lr87nePAa8DLsDLRRet5Kabbhvw81L29YMPDlJfX8esWal85SszgxoICsfzWdKlq0uF3a7jyivvHzVBIIlI0WX37vW8+24JDkcDen0WV1+9nNmzFwdtjeE6Q8PdK3v3/pWDBw9y8cVXc9FF5wc9Wy8Iwj5RFM8YfQ+Jo+aXUVsWDiNz+fLlrFmzpuffz8XoBqiogCeeqOCaa1aSktJrdFutEzjvvKE5I+E2vCX6ayMIAkVFRdx3332YpTmnw+Rc9Bktuqxdu5bly5fj9Xp7fjYa9s1oc2DPZb9UVMCf/lTBnDkrSU6ux+UyotPZsFon4PUmcuGFvxi1jr2/kalWe2huHkN7+xwuu+xSkpJ2YLdbUKkO4HKNR6M5htPpRaVyIAi+/SSKAiqVl85OEy5XAh0deWg0DqZO/eaIGZnh2CsD6TJ16qU9k0I1mhQMhi6s1hY8niq02vbuYTMCKpWISuVGFNVRY3hL/Od/3sqkSRVkZ7cQF+dApfJ2l9734vVqsNtT0GgcAMTFWXs+4/u/Im63rxdUo3HjdJpISrqIyy777bDL7yXCeef+6Ed3Mm7cPpqb9cyYUYNW6yQhwYpvqJWmey/4zorXq8HjUaHRuLHZTIDv53Fxdny91V5UKi8OhwmN5qJznrQbLl0eeujnaLVbyM4+RWKiE1HUc9VVD5GaeiNAwLTqQ4f+ic3WQHy8pbu/XKCzU0dHRxatrTdjs9mYMWMcCxZ8d8SmVY/GIJA/Dkct27aV0NLyfxiNLRgMXXR2xtHWlsLx49PJzzePiB4SkaDL7t3r+fe/36alxY7R+C/GjbNhNLqwWrU0NhqpqrqQxMQx3HDDkhFz2sJ5hgbSRC5b/8EHG2hs/AdxcS2AG1EUaW+fiFoNx49fyoQJc1i48MzvkB0uo8pRkwhHRg3kDUy1Wk1hYSFZWVksWbLknIzMMWNOEBc3fKMbwmt4g7w2cO7ZtXPVJ9y6QPCctbPRZTQ7sHD2+8XX51iB0/kbtForCQk1uFxGtNoOurrSmDSpeFAjPdxG5qRJH5Ka2k5aWhMqlYjNlthtUGpISmoCpFc6qFGpPD2GFIi4XHHYbInodE5cLgMmUxtOZ/w5G5nh3iv9dVGrPXi9qp4hRS0tY0lIsKJWuxEEN4LgRat1dusk4PVquo1zEUHw0tWVQnz8DOLiljBhwtln2MKtS3l5OcuW3cVttwmMH3+axMSOHscd6MmwWSypnDhxIQcPzqKrCxITfZNHPJ5kZswoJyvrOAkJlm6dVLjdCSQk5KHTLT8nfcLl2O/a9RipqTZyc+vxelUYjR2o1e5u50zVc34EQcRuT6S+Ppd33rmJlpZ0brnlRcaPr8FkakOl8uJ267o10dPZOY4JEwa/PwYjXPtlw4aNHDz4CyZNaiA+3oZW66SrS0tHRzoGgxGN5iQGgw3w9rwuxuvVIAhiz/3i9apxOPSIooDL5evB93rHUVCwekT6gEdLEKiycjJeb3zPZ7RaE7m5KRiNb5Ca2kxCgg2vV90z8Eqt9iCKAu3tRtrbUxg79sFBs5XDZbTqotG0MWnSAZxONZMn29FoIC6uCyBAl7o6HTpdMT/60S9HbI2jIVt/8uQU4uNtnHfeEQTBS3p6E21tyaSktCKKAgaDo+eZLGXrk5JaUalE2tuTaGvLJCWlkKKi4hFz8EeVoxbujBoMbGDCuRuZoriSxERfhsTp9Bnd06Y9wEUXjTlj6nS0OiTQ68z6MxzHdjB9zuSsjQZdQF4bKYt0ww03sH//fhoaGmJKl4H2iyAIzJ07l5SUFGB4e6W6upZPP62gpaUEo/EoBkN7d8bASHLymTMG4XpAHjy4iqlTa4mPtyGKAlarqefVDXFxDjQaNx6PFrvdSGtrBu+/fzOiVNp6hwAAIABJREFU6MVs3kxaWgPgQat1oVL5nBUQ8HjisFqnnFUptT/h2iv9dfFljrw9BqTLpcXj0WCzJZCa2ozDkUB9fS4HDlzBJZeUk5FxEpOpDUHw4nLFYbGkoNc7sVqn4nYPL9MqRzjP0PLly3n99fXdg4q03T9NAPIAN6DGYjlMZWUjTU0moAY42f258aSnzyU/P5uFC3cyduxxDAY77e1j0Wic2O0TzkqfcDuwGzZsZOvWUjIz9zN5cj0mkwW7PR5BEDh1agKZmXWcPDkZUfSwY8cVVFTYaWpqBGpJT08lL8/FuHEuzOYvyc5uID7e2j1Z1jPk+2MwwrFfbrvtAWbOLCU7uxGt1oXvXvCVvjoc8ZhMX6JS+YxrURRQq33lsb2OrYr29hTi4hw4nTri4+24XBqam7NJSPgpP/jB989qXeHeKwMFgcAX5OjoSESt9vbcp4Ig9gsCqXtKiB0OPadOpeN0FrF06Y3nVOY2mnUB+uwJjcaF260hKakNjcYtq0tzczJHjuTy9a//8Jyya+EOpA6crVf3nJ/AbH0Coqjqztb7KhukbL3NFo/DkTtiAY9R5ahJhCujJrF27Vruvvtu3G43/f/e/Y1MGLqhuXt3BUeOrMRo7C1nU6tV6PUFpKcncdFFvwy4AMJ9sPuzdu1aVqxYgcfjOeNnVSoVc+bM4cILLzwrfQZzSkabLjC4k+9PMHWRGA2OGgx9v2i1WhYt8tWGD+U8SZokJVWh0TgQBPB49CQnT5adkhnu/fK73z2GVvsK48c3YDTasFiSOHlyImq1CGgYP/4YJ09OpqtLy7p136CyshpoIz3dSl5eI9CB2+3hlltEcnNPEh9vxe3W0tUVj8Mx9owZRTnCrQn01UXKHPkMqSQaG7OwWMbgdmsxGtvZscPcbXx7enSRDO+0tNaeV0B0dZkwGDqHlGkdjHCXD/v3BfcyHsilr2M2EJLDNpFrr91NXJzAmDE13aXDHdjt44ZV1SER7rvlf/7naTZs+AeJiRosFj1NTQlotV5cLhVarZeGBjdNTZ8xkD7p6dPJz7+KwsL3SEtrRKfrOuP9MRTCocv69ft48MHtLF36Brm5RzEY7DQ3pxMX50CtdhMfb+93prL58EMzFouBxEQvs2btwelUMWFCFXFxjp57xeHQ09qahNv9Ve6446GzdkxGWxAIwOtVY7MZUak8OJ1xmEztAwaBfCXEcd1ZRy8WSyYTJyZTUPCHs3boYXTqAvhlWePweOKoqjofrdbD55/P5JJLdvXRxePRolZ7sNv1HD/uIi1tBbfe+ug5rS/Ss/WC4MXt1iKKapxO7TkHPCQUR20AysvL+etf/8qf//xnXC7XGT+vUqm46aabuOGGG2hpaWH+/PmyhqZkYCYk1OP16lCpnDQ05JOQ0MH55y/lyiu/Lvv94X44+lNeXs7jjz9OWVkZXq83wJmVY6jZyP5OSVdXIh0dAw+OGE26wNCdNQlp35ypd2uoztpoML77I+2XDRs2DGmvwNB02b27goMHf9YzPdTr1eJ0JpGWdjH5+SWyxkU490tfA9NFZaUDyCYrSxNgZKpU9cyZMweAXbt29ZwzfyNzzJgW4uLsaLUunM5Exow5u4xAuM+Qvy4SFoueykotUE9WVjINDfE0NX2GINQB9NlH6enTycu7AZOpg69+dT/Z2SeIj7d26zKGlJS55Oc/PmRjc7ScIenclJaWDvk+kecrpKffxRVXNLJgwRaysqrQ661Dzs5LjBZdoPf53NDQQGtrKx988EGPRlIgLCUlhaysLEwmE0888US/YNF48vJmsHTpKXJza4iPt+H16nA6k0hNncIFFywf8kCJcOvywANv8pe/dJKfX81Xv/ovOjoS8HjU7N9/BRCP77VCYLHEUVmZxAUX7OeGGy7jvfdsOBxNTJ36JTqdntpaC4WF7/a5V+x2PTCOa699flj3Srg1AfkgEPRm1DweLSdOTEardbJjh5m6ulQ8nmSSk9tISzuOTgfz55eTlNSOy+WrfOjq0qDRuOjsjCct7ZfDLocczboAPQ59Xd1Edu36DllZnaSlmcnOnkt9/U5OnizF6+3CbPYFObRaByDicMRx4oTIqVOLmDfvm8Mecx9uXYabrW9tHc+iRTeSkdHF5s1vo1YfQqU63idbP5IBj1HlqI2G0sf+nI2RKQgCarWaZ599VtYx2b27gkOHfoPHI5KcfBiVSkQURSyWKVx44W9lH5rhNqbkGK4zO9SBEv7OrMtlRKOxYbdPQK1O5IorftEnlTwadRlO1lFiKI7scDJr0aLLmRw2/+mhCQktdHUZcbnSyMu7u0/QI9wPgt71+s4MwOWXX86mTZt6Ah4qlYorr7wyINNaXl7O9u3b+fLLL7sNzrHk5c1gxYpqsrNPdZdCini9esaMmTrkjMBo0QT6Gt7+bNq0CZfLhSAIFBYWct999wHIGOnZQC55eV5WrGgnO/s0Go0bqzUFjyeNKVN+OmAQbCBGyxmStDl06FAfh0StVvOTn/wEi8XSR7f+josPXybuwgtV/PjHFlJTT6PTdQ3bWYPRo4s//udKLhs/kIa+wMd1FBZu7jbITSQk2EhImEByciJ5eb8YsoMSTl3Wr99HScm+HscrJ+c8ystFGhp6e8qzsjQsXz6TxYtnyn7Ho4/+nZdeeo0VK471uVecTg1qdTpXX/3XiAsCSQa4y2Xp83Ot1kR29mSOHm2mvT2V73//2gBd1q/fx5///Apm804EQWTy5FoEwYtO58Tp1HH6dApW6608+OD9w17XaNXFRwZTp97Mt741X3ayeW0tPPFECePH/y+5uTXdWdwMtFoXDQ3JOBx6BOHrEa+LzWbkyy+T0Wg8uN1qNBoPanWG7F4B3x3z29++iCjGBQRSrdYE3O7zueWWf5yVszaqHDWJ0ZBR68/ZGJmDOSbSKPYPPjjE5Mn/ICGhBYNh4HKUcG/gwehvZMkbCr1otVqWLl06aHmb5Myq1b7BEVqtEUHoID5+HAUFvYboaNWlv0G+f//+ACOhP0NxZOXKZzs7J1BQ8MdR78DCwAb5xo0bB3X2B3NkpSmZc+f+jPT0KgRBpKNDPugxGnWRHLGBsvD9PysFjs4//3yWLo0nN7e2O4Knw+OJJyUld1jlW6NRE4mhaOO/p8rKypg2bRpLl8Yzfnw9RqMVu92E3Z7L1KlDmwo5mhzY/pzJIfH/3EABxry8PFasUJOV1Upc3PCdtdG8X4ZCoDZfIS/vDn7wg1dISuoiPb0OUTQSF9fBmDHjzniWRvN+GS7l5eU888yfmDGj0u9e0eJw6NBqU4bsrEWTJhs2bKS0dDuHD5v4znfWk5l5Cp3O0e2spWG1/mDITkk06fLii/9i06Zd5Oe/g0rlITOzHodD3+24jYlZXfoHPDQaNxZLEhZLPE7nIlau/P2wv1Nx1IaBnJF5JqcEBjcyy8tr+fjj5aSmHkCvtwYY3pG6gf0jmDt37pTNRkpDSAZyTKTBEW1tJSQkHCUuzorXa2DMmAmcOnUL7757JKJ1GWjfnMmRlZy1xERpGmQi8fFTuPzy3nKdSDOmhqLLYJM0KyrghRde47LLnukesywf9Ig0XQZCChylpFzUkxEYM6YZnc6BxxNHWtrQe22iRRPoLT1OTb2YhQvzKSjYR2KihbS0hu6ytnlDLoOMBl0GCjCejbMWqc+igehbpu4rD83LO8Ett7xLdnYVer0drzeeMWMmDOksRcN+kVi16nn27j3S515xOjXDctYgujR54IE32bDhJCtWvHhOzhpEjy4VFfCrXx1Ar/8XV175OtnZJzAY7DGvi3/AQwoYWizJVFWNx2KZzLx504f12gfFURsB/KOcJpOJP/zhDwGG5mBGZn/D2+02EB8/ISIyR0PhTNnIM5X9rV9fQXv7SkymE6jVnbjdiT19SHPm3ByxupyprFaj0QxaPnvs2Er0+nq6uowYjTYMhvM5dMjLZ5+l8f77H0WsMTVYb85g52iwoEdlZWNUGZng0+nee+9lzx6RvLw7WLHiOTIz69HpHLhcCWRknD9or020Gd4S/s7avfcmMHVqFXFxXVgsSXg8RqZM+RZf+cptZ3xIRvKd60//jKN0D59tZi1adIH+ztp4IJ+8vPmsWPG/ZGaeQq/vGrKzFk26gOSYNLNixZqee2W4zlq0aSKVQ1533RYyMxv9yiCH55REky61tVBTA5s3P0lW1gtkZjYrunSzatXzHDu2hxkzDlBXl82MGXtQq7twOrWo1VOGXAo5VEdNdaYPjASCIBQKgrC2vb09FL9uxDCbzZSUlFBSUsJjjz1GSUkJarW6z2e8Xi933XUXN998M+Xl5X3+bPbsAs4774/Y7RPo6jKgUnVit5/g449X0t5eEcq/SlAoLi5m586d3HXXXSxevDhAG4/HM6A2ADNnFrBz5x9pappAZ2ciVquRL76wsm9fZGtjNpt58803WbNmTYAmAG63m+XLl7N27dqAP5s9u4DExD/y5ZcXo1an4XBoOHBgPElJam6//RaSkpJC8VcICpIuH3zwAYsXL0YQhJ4/83q9A2piNudw6aW/wG4fh8tlIC6uk4SEeqqqfsO1117G2rVrI1qX/pjNZp588kl0uk+orHyB1avv5PTpbBwOIx0d8TQ2HmH//mf45JPlsvdIYWFh1GkCvvumpKSElpbPWLeujRMnxtHZqSclpYn09GpOnXqePXvuw+GoDfdSQ4L0fHrzzTdZvXo1KpXvcV5ZWcnq1R4aGlLo6opDp+vEaDzBkSMr2b07su/WoSLtFZ8mJ4E3qKxcx+rVd3WfJT0qlZ22toGfx2VlZRQXFxNpdsuZePTRmykqSuvRwunUo9O56epq5513ltHY+NqAZyhaNVm8eCZlZb/Hav0ep0+n4XTq0OmcZGY2YzSu43e/e2zQ/z4adcnJgblz4ZFH7sVq/YGiix+rVi1jypR86utNpKefRK1209lpwuOJp6Ojgb/+dWSfQ0pGbZgMli0ZKIMUrZmj/gyWYRtIm4H6kNasaY8KXQaKesPAvWu1tfD739ciCBVMnPhXxo07jCC4sFiiRxeQn6Q52Ivo/bONDocRtzuN887zDReJtogd9N4169fXk5e3lB/84BUMBguZmQ3d2XkXGRmjcxJmMPEvD124MJ+5c3ej07kBL253Ihdc8DPZASPRmmmU6H+e+mfWBup7jWZdAl/J85U+Weq4uC48HtOonSgbTPwza+npjdjtBvR6C06niezszEFH1UerJuCbnmg0rjurDJKiizzRqkvvVMlPmTy5lqSkNgDa203A1DNm1kZVRi2a8M+WSBFMCY/HI5sViNbMUX+kDFv/bAkMrE1BAfzkJwV8+ulyWlom4HAYMZmOhnLZQWWgqDf4RpGvX7+euXPn9tElJwd++tMc5s79OseOLaGlJZvOzujSBfpHvX14PB7Wr1/PmjVrAnSRso3t7VPQ620YDHX84x+Ps3DhgqiL2EHvXfPcc0uprPwLTz75fd5882ucOjUBlaoLi0XHwYOtAfdItEYxJaR75sorJ7Nly0fU1o5Fp7OTltaA0djAxx8/JZs5itZMo0T/89Q/s+afifaP9kazLsXFxezYsYNHHnmExYsXAx/1yVJ3diZgsRii8nl8Jvwza1VV07qNSw1er5PGxi/YsuWHMZOd9ufBB+8/6wxSNKPoEkhR0SKeeeY53O7b2bTpBurqcmlqGo/TaaStrYWSkqdH5PcojtpZIj0U5Uoh+zskOTmwbFkBW7f+kcbGKeh0NozGGg4fLgn1soPOYGV/A5W3FRTA7bcXoFIlYjB0oNdbQ7nkkCHnmIC8E5uTA1//Onz/+wUIQvTqImmi1WqH5NzPnFnAwYPLaWg4n2PHrmLu3Da+9S1XVBqZEsXFxTz33O20tT3Mzp2f8cIL36GhYTx6vYOkpFoOHHimj2MSzYa3hHTPPPzwCp57roVNm66npmYadnsSSUknOHDgPkpLX6O6OrYMzYGdtWTs9gSsViP19bHllJjNZh588EHuu+8+dDod/s7ayZMT0OlsJCTU8MUXJXzxRa8u0R7wgF5n7amnlvQEgXQ6L06nibo6z4gZmpHGQE5JYuKLlJa+GO7lhY2BnbUXeeaZXwV8PhbOEPSWQvoHDVNTv8TrfXdEnFjFUTsHBsogeb1eVqxYwc0338zy5cspLy8PyByVl4u88kpF1G7gwbSRc9akPqTduw08/bQzqnUZqoMPffuzuroSQ7nUkCFFve+88060Wm2fP+uvS04OfPObBYjieDIy6lCpXMTFtYRj2SGluLiY99//O3fdlc7nn/+D0tIbaWjw9a0lJx+jqmplHyMzViguLubhh5ezZcteLBY9Op0dp1NLUlI1TU0vsHXrrxRnrbKS1aszOHEiFZ3OQkKCL0gYK/1qEmazme3bt3c/k/ZSWfkCpaU30NAwlq4uPUlJR6mu7u1Xi4WAB/icteeeuwSDIZsXXvhuTxAoM7M5wNCMFcMb5JwSB2lprbS0/C6gjy/WdcnMbAKe5qWXHujz2Vg5Q+Bz1tTqb/UJGmZnN4yIc684aufIQKWQciVc/pmj2bPhxz+Oi+oNPJA2Azkls2cX8M1vvsS3v31VVOsyXCd29uwCGhtv4ZlnvFH7IJBKRHfs2HFGXczmHAoLf0lGxlKs1iloNJ3hWnZIkTRas+b/8fnnb+BwqDAYLOj1VvT6EwElbbGC5Kz97W8WTpzIoL3diMulor5eg9dbzaef+gzvWDKmAp21Y5SWLqSubix2ezxGYw2VlT+jtPQ1XnjhLzGjS9+Kj39TWfkqDgfodB2o1R3YbPV88knsnaPFi2eyZUsxRUXjKC1d1BME6m9oxpLhDf5OSQoORwJ2u4m4uC8pK/slO3b8qGefxLIuvmE0HtLT1dTXP8fu3evDvbywIWXWLBY9BoMFg8FGWlorp08/cU53ijL1cYQ4UwnX3XffTXl5eUxkSPojV/InZR2ljKPE7NkFXHNN9JWE9me4Tux99/0XL720K+ofBEPVZdKkHIqKvk5e3m/p6LggXMsNC8XFxdxySwHr1rXR3JyEw5GAxRJPTU1LTJW0+VNcXMxVV83lySfrePPNOI4fzyA39wCJiZ9TV/cku3dXxJwx1X/yYWXlJhwONRqNDadTi9FYRWvrM8TFvcFPf7o0ZnQBnzbLli2jqelT1q0z0NychN0eR3t7bParSTz66M1cfXVGTxBopAzNSObBB+9n376bqKoaR3u7Co/HwOHDE/n449qYLQ0Fny719Xd2O7F67PZk9Ppc3nzztXAvLaysWrUMQSjqeTbb7UlYrapz2ishcdREUSwTRbE42h8Eg5Vwud3unneySWP729svDscyw8JAgyPWrFnDvHnz+jgmkyYN7WWB0cBATqycs6boEqhLS0sj27aZYiIb4M+SJUs4evQoq1dncPJkBnq9jcTEWj7++Ckef/wPMZMh8WfJkiVYrV/ywQcf8a9/CTQ1JeNw6BkzppqDB38Yc6V+0Pcc+ZySNk6cyKClRQ94SUpqISHhMFVVvwn3UkPOkiVL0Gg0VFYeY/Xq2zl5clJ3v1p1TJaGSgTD0Ix0Fi/+Bs888y3efPM/OH58CpdeepCcnNN4vf+K6Z61FSvuYfPmRzh5clJ3uWwTWVkHZPvVYgnJuZeezZmZLefUr6aUPo4w/Uu4JENTFEWef/75HiMzVjJH/gyUdRzsvWKxwHCctVhiKLoUFhby8sv/iKlsAPjumWeffZbPP6+mtHQhDQ3jcTgSSUmpIiPj/2IuQwI+TbZt28add97JkSN1OBw6DIZODIZOkpJOcuTI3THbxyedo8rKSp588iRvvqmnqSkLp7MTm81AfX30DSo6E9IZUqnqqaz8Z0/fp1Qa+sorxVE7UfZMDGRoLllya0wGgRYvnklJyXwMhlz+9a85NDVl4nDoyc4+TXv7r3nlldgMjuXkwH//983s2PFdGhrG4nDoycxsxul8locfXsjjjz8Uk7qAz7kvLb2+59mcnX0ao3Ed69b9bdjfpThqQUIq4fJ/b1j/KXaxlCGR8M86+g/UiHXHZCCnRCqZjVUUJ3ZgiouLWbPmISort+BwqHtKlYzGWqqrV4Z7eWFBCpT9+tf/zbp1dpqbx/Q0vMfH18dk5gj6DjFqampg584KVq9OpLExnbi4DhISasK9xLDQe7/s6+5XU6HT2XE4NMyZY+E734nuibKDEWhoNpCfv4evfW12TGoi9fFdffV4HA6hOwjUhVZrQ6V6haef/kVM6lJQAP/xH+d193q6cDrjGTtWQKP5hJaWZ7jtthtjUpfFi2dy9dWTu5/NHRgMdtLT22huXjvsAVeKoxZkpPIKCcXI7DWm+r9XLNa1kXNK3G439957b0AvXyyhOLED4z9Io7k5CadTj0bThcVyItxLCyvFxcWsXHkPJSX0DAKwWhOoqYn+CaEDIfVlSdUMhw59zquvzufkySzs9vgwry58SPdLa+vBntLQtjYDXq+vNDRW6Wto9u1Xi2VWrVrGkSNf7S4N1WO3J8X0qwwAbrvtOjo6vsuJE1k9fXzNzTNISZkW0z1rvWXEyTgcBux2A2Dhb38bno2rOGpBpre8QnFI+jNYtiRW6V8eKooie/bsYc2aNXz1q18N9/LCxkBOrNT3GctIgzRWr87oaey2WGLX8Jbw1+XkyQwOHWrh//7v05gsw5FY8v/Ze/fwqKp7cf/dc0lmcgcSEgPBcNOIlSrE4IBgWlBRGhOtnt9pj1JbFYWjbek5rVrrqdZexNN+9fQCita2aou3VkIMFwUFLIRQEMQiFBVCAuQO5D4zmZn9+2Oyk0lmJQSYyc6eWe/znOc5YDKzeLvW2uuz12d91sKF2Gy2rmCtd4GRaEYLYntSQ2M5fjyZjo7oSwkNpL/zatFOUdFtLF9+V8DZLP9VBtHMkiXf4Z//XMHWrff2OseXkXFA76bpysMPP8gnn1zDsWNp2GxOUlNPoygbeOCBe7FYrKmD+Qw54oYAGZD0T39uohktPfTaa6/tdZbP5XLp2Cr96XsHnaqq/P73v5fjCP8C/NNPj3YXRbDZnHo3aVigeVmz5noyMydx++3jojINRyPwHJ8/DXIfy5dX8n//1x7VASz0ZL/4U0N38sILI6moGK13s3RHdF4t2ikqmk5h4YSgqwyimawsWLZsGv/xH99j164C6uszulNmo52FC2/n7bfjqKxM56OPxnLhhbWMH7+D0aOtFw7m92WgNkTIgKR/RG6iHYfDwWOPPRZUPTTa6Zu+1dnZybPPPhv1i0yHw8Hy5Q9z8OCb/OEPE3jmmc6odwKBXvzn+GJi2vVuku70TT0/fvw4R49aojqAhZ7sFy2b4eDBz3nmma/q3axhQd/zahLxVQbRTlYW3HorFBVN6ZUyG+04HA5uuunfaWyMIy2tA7PZS0pKG7GxnYP6fbkyHkJkQNI/fXdLJP7BvXnzZvLy8vRuyrCid/qWn2hfZIJ/DD333LdoaPiEa665TDrpou+F2BI/fQuMSPoWu6qmvv4J+cKD3ufV5MuOHvqmhkr83HnndShKIe+/b+I3v5EvDQG+971vc/XVD3HsWC7V1WnExLjxegcXCyiqqoa5eT2kpqaq2dnZQ/Z9RqCiogLpJBjpRYz0IkZ6CUY6ESO9iJFexEgvwUgnYqQXMdKLmN27d6OqqnKmn7Oc6QdCSXZ2Nrt27RrKrxz25ObmSicCpBcx0osY6SUY6USM9CJGehEjvQQjnYiRXsRIL2IURdk9mJ8bkkBNUZQCoGDSpEnn9TnFxaXs3FlGXp6DwsIFoWmcTpSUlFBSUhKSLWHpRYz0EkwkOZFIJBKJRCKJZIYkUFNVtQQoyc3NvedcP6O4uJRt25ZhMvnYtm0rgKEXmgUFBRQUFJCbm3tenyO9iJFegok0JyADWBHyZYcY6UWMHENipJdg5BgSI72IkWMoNBimqsXOnWWYTD5qaiyYTD527ozui241pBcx0kswkeikoKCAlStXnlfhDC2A9Xo3s23bMoqLS0PYwqEnFE5AeukP6SWYSHMC0osIOYbESC9i5BgKDYYJ1PLyHPh8JjIyPPh8JvLyHHo3aVggvYjRvGRnt5Gc3MKMGeeXdhsJyL4iJhID2FAgvYiRXoKRTsRIL2KkFzHSSzDSiYECtcLCBcya9SBtbZfS0XGJ3s0ZNkgvYgoLF3D11d9izBgnKSkWYmNX43RW6d0sXZF9RYwMYMVIL2J6XgI5SUpyk5OTo3eTdEc6ESPHkBjpRYz0Eox0MsRVH0OB3X6g64zNAcD4Z2xChfQSjKJ4OHw4ierqNCor63G7N1BQcLfezdId2Vd6o/37N25co3NLhhfSi5jCwgU0N5+ioWElHo+VU6fWceTINYwfn6V303RDOhEjx5AY6UWM9BKMdDJEO2qKohQoirLyfA8URtIWaElJCYsWLQrJ4VPpRcymTa14PBYyMirweCxs2tQaghbqQ6i8RFJfCTV2+wHi4/dHbR58f0gvwXi9XmprVT75xMeJE5Vs2fKe3k3SHemkf+QYEiO9iJFegolmJ0MSqKmqWqKq6qLzPWgZSeeOQnX4FKSX/sjPn80rr9zE9u1X849/fIEvfWlyCFqoD6HyEkl9BWQAK0K+BBITSi9HjlTi9UJ6uhuv1/9noxIqL5HkBOTcIkLOLWKkFzFyDIUGw5xRA3nuqD+kFzFFRdN59tkcbrllL7fc8iE22/NR7yXS+kqoA9hIyIMPx0sg6aU38+fPY9WqKtavb2PVqirmz58XghbqQ6i8RJITkHOLCDm3iJFexMgxFBoMd0ZNnjsSI72IMZmqqa1Vqa5Op7paegHZV0TIPHgx0osYh8PBG2+s4k9/+jMmk0pd3Um9m6Q70okYOYbESC9ipJdgot2J4QK1TZtasVq1c0fJbNrUSkGB3q3SH+lFjPQSjHTSP7LQihjpJZi6upMkJe3r8vIxIL2tMkwqAAAgAElEQVRIJ/0jx5AY6UWM9BJMtDoxVOoj9Jw7Wrv2Rl555Sby82fr3aRhgfQiRnoJRjoRE+158P0hvYiRXoKRTsRIL2KkFzHSSzDR7MRwgVpR0XRWrMjnoouSuPHGGhSlRu8mDQukFzHSSzCak6uuuoR7703iH/94K+qqKImI9jz4/pBexEgvwUgnYqQXMdKLGOklmGh2YrjURwBFqWHChLVdW6DlQPRsgQ6E9CJGegmmqGg6ilLDtm3LurxsBaLbi/Zv37mzDIfDEdUuApFexGgeysvfJzt7HFOnTtW5RfoT2FcuvTSHESOSOHKkSt6nJseQEOlFjPQSTDQ7MdyOGkT3FuhASC9ipBcx0kswhYULyMtzsHNnmdxlDEB6ETN16lQyMqppbt5ISclDHDli3AqqoaKwcAF3330vp06tY8eO/5VeupBjSIz0IkZ6CaawcAE/+9lPAXjkkR9FjRdDBmrRvAU6ENKLGOlFjPQSTHFxKdu2LcPr3RyVF2v2h/QiZsuW9zhxopIDB1rkJc8BSC/ByDEkRnoRI72IiUYvhgzUCgsXMGvWg5jN+cya9WBUbYEOhPQiRvMSFzeNOXMWcP31MkUJZH8RIXcZxUgvYiLtkudQIb0EI8eQGOlFjPQiJhq9DEmgpihKgaIoK0Nxa7uG0beFQ3mTfSDSi5jrr5/KjBmV1Na+zZYtDxjukmfZX4YGucsoRnoRE2mXPIcK6SUYOYbESC9ipBcx0ejFkMVEoGf7UxZC6I30IubddzewfXs91dVpXHCBvORZQ/aX3kTzgeWBkF7EaJc8b968mfz8fByOyF80DAbpJRg5hsRIL2KkFzHR6GVIdtRUVS1RVXVRcnJyyD7T6NufBQUFrFy5klA6AemlPzZtasXj0S55trBpU2tIPz/cyP4iJhw7jVoxBK1indEI5+6r9BKMw+FgypSpvP12qSF3paUXMeGaW4ycwSAzO8RIL2Lksyg0DMmOmqIoBUDBpEmTQvaZeXkOtm3b2r39abQ3diUlJZSUlIS8A0svYvLzZ7N4sZe0tEbq60exYoWxLnmW/UVMQUEBBQUF5ObmhuwzjxypoqTkIZzOFvbuTaSg4ElDlRcPhxMwvpdwIXelxRjdSzjGkXQiRnoRI72IibZnkWF31IxeCCFcOyTSi5jAS55XrMinqGh6SD8/3Mj+IiYcb+yMXrEuXG8xje5F7kqLkV7EhGMcSSdipBcx0osYoz+LzhbDFhMBY28Lh6sDg/TSH0VF01mwYCT/+Mdb0ksARu4v4VhkGr1iXbgW3kb3Eq4xZPTD7dKLmHCMI+lEjPQiRnoRY/Rn0dkyJKmPqqqWACW5ubn3hPJzjbwtHK4tYZBe+kN6EWNkL+FICZ0/fx633fZ7UlNTaGg4zRtvGKtiXbjSZI3uJVxjyOiH26UXMeEYR9KJGOlFjPQixujPorNFUVV1yL4sNzdX3bVrV8g+75FHfoTXu5maGgsZGR7M5vzuW8uNQm5uLqF0AtJLf0gvYqSXYMrKygxfsS4cfUV66Z8jR6qoqqogKyvbkOclpBcx4fJiZKQTMdKLGPksEqMoym5VVc/4hsywxUTA2IUQwvWmAaSX/pBexEgvwTgcDurqTvL226XU1Z003JvMcGFkL+EcQ0Y+3C69DD3FxaXs3FlGXp7xdknCifQiRnoJxsjPorPF0KmPgdvCM2dOYs6cJJzOKmy24f8gCGcqm+alvPx9srPHMXXq1JB/R7iQXsQMhZePPtrAtGljmDdPepHpoGKM7CWcY0g73F5bayE9/RRbtrzH+PHfCPn3hAPpRUy4xpGRx5CcW8RIL2Kkl9AwJMVEwklh4QIeffReYmNX89e//pAtWx7A6Yz8exXOxNSpU8nIqKa5eSMlJQ9FxV0Tg0F6EXP99VOZMaOS2tq35RjC2NW2wnWAG4ztJZwFeYx8uF16ESOrYQYj5xYx0osY6SU0GLrqo8a7725g8+Z6PvhgFJs31/PuuxvC8j2hJJwPRzBu+VLpRUy4vRhxDIGsWCcinH3FyF7CuWiYP38eq1ZVsX59G6tWVTF/vnEOt0svYuTcEoycW8RIL2Kkl9Bg6GIiGt/97jNYrW9hNjfh9SbT2Xkzzzzz3ZB/TzgI1+HTH//4Cdrb38Fs9uH1moiLu47HH3805N8TLqQXMeHyYuQxBOHxYvRzAeHqK9KLGKMfbpdexMi5JRg5t4iRXsRIL2KGVTGRcJOfP5vFi72kpTVSXz+KFStm690k3dHKl06aFIfZfJInnvgvvZs0LJBexGhjaPLkI5hMKkuXTta7SbpTWLjAkJN/uJFexETT4fazQXoJRo4hMdKLGOlFTLR4iYhArahoOgCvvPIuV15Zg6LU6NyiMxPOQ5bgfzi+/voz7Nv3GF5vFi0tf8TpnD7sC61IL/pQVDQdRanhyJG3MJm82GzHcTqnRr0XMP5bu3BgRCfhnluMerhdetEPI46jcCOdiJFexESDF0OX5+/9HTVMmLC262FQDgzvh0E4K21pNDY2cPRoPNXVaRw7Vo/bvYGCgrvD9n2hQHoRE+7FFIDJVE1trUp1dTrV1dILGHORKZ2ICffcEni4PSPDw86dZdILxvUix1Ew0okY6UWM9BIahqSYiKqqJaqqLgrHYWWNaKoAM1g2bWrF47GQkVGBx2Nh06ZWvZs0LDCil3Ae+NeQXoIx4rwinehDNB1uPxuM6kWOo2CkEzHSixjpJTQYvjy/hvYwyM52kpTkJicnR+8m6U5+/mxeeeUm1q69kdLSa2lpOU5xcanezdIdzcv27V+mvHwmKSnxejdpWCC9BGPURWY4kU7EFBYuYNasB2lru5SOjkv0bs6wQXoRI8dRMNKJGOlFTLR4iYgzauB/GDQ3n6KhYSUej5VTp9Zx5Mg1jB8fvWdsAs/ujR//Dmaz2xBpoeGmqGg6e/d+SFvbBsxmN+3t2yguzoxqJyC9iDDyJenhQnOyceManVtydgxF+jCA3X6gKxXnADD851rpRR+MOo7CiXQiRnoREy3P54jZUQPwer3U1qp88onPUHdkhZOioulcfHErZrM74reHz4bOzqOYze3U1CCdBGA0L+G+Xw6Md0n6UDgB/8I7Pn4/27YtM8RO/VCkDxsxFUd6ESPHUTDSiRjpRYx8PoeGQQdqiqKkKYqSdi5fEu4LrzWOHKnE64X0dDder//Pw5WhGthgrO3hofJiJCcgvfTHUCwyjXZJulx464fRxs9QYUQvchwFI52IkV7EyOdzaBgwUFP8PKYoSgNwEDikKEq9oij/czZfMhTFRMB/R9aqVVWsX9/GqlVVzJ8/L6zfdz4MRQfW0M4ImM35zJr14LBOORkqL5qTuLhpzJmzgOuvH95b5kPtxQh9Zagw0gugocKIC++hQJ7HEiO9iJHjKBjpRIz0IiYans9nOqP2XWAWcKWqqkcAFEWZAKxQFGWpqqpPh7uBZ4PD4eCNN1bxpz/9GZNJpa7upN5NGjZoC27tLYxcgMP110/FZnueY8f2sGVLGddc8xt5bxiyr/RFuyR9woQMTCaVm24K/8uV4U5gH0lOTpR9pQ/yPJYY6aU38uxRMHJuESP7iphoeD6fKVBbCFyrqmqD9heqqh5WFOV24B1gWAVqAHV1J0lK2tf1MPgYkAMcoue+ibPh3Xc3sH17PdXVaVxwgTHuDRsKZF/pjcPh4Hvf+x7V1W9gNvuoqXmT4uKJUe0EevqE7Cu9Meq9YeFGeukfGcD2Rs4t/SP7Sm+i4fl8pjNq1sAgTUNV1XrAGp4mnR/aw6C52cyoUW2Ul7+vd5OGBdJLMNq9YdnZR0hM9LBxY73eTRoWyL4STGNjHWazSk2N1TDnA4YCI52bkOc8xUgv+mKkMTSUSC/BSCdiIv35fKZAzX2O/0038vIcWK0+HI4KMjMbSUs7GJFVYM4W6SWY/PzZrF17HTExI3G7R5CZuSfqnYCx+opcZAYjCxWJkec8xUgvYuTcEoycW8TIviJGegkNiqqq/f9HRfECbaL/BNhUVT2rXbXc3Fx1165dZ9fCc+CJJx7Fal1HQ4OZtLQOMjPv5I47vhf27z0XcnNzGQonIL2I+NGPfoXHs56aGhPZ2ae4+OJ53Hzz4mF7Vm2ovBipr8DQeCkuLmXnzjLy8hzDfpEJQ9dXpBcxR45UUVVVQVZWtiHu85T9RYycW4KRfUWM7CtipBcxiqLsVlU190w/N+AZNVVVzaFr0tDh8cTgdpv44hePAiZ8vtdwOm8btovvoUJ6CcZsbsflcpKd3cGECceprS1my5ZPor6wSN++0t7+p6jvK4WFC5g6dSpVVRUcOVJliMX3UFBY6K+a6nRW4HRWRXUf0ThypIqSkodwOlvYuzeRgoInZX9Bnn/tj8LCBYwePZLNmzczevRIHI7I2hE4VwoLF8j+0QfpREwke4moC6815s+fx/btLRw/PoYdO6bR2HgBlZUVejdLd6SXYLQrHfbu9XD48Dj27p3M5s31vPvuBr2bpivz58/j739v7uorV3DkSELUO9EW3zt2/G/EXqx5LjidVWzZ8gB//esP2bLlAZxO6SUa7vY5F+QZGzFlZWXcdtvXeO2117jttq9RVia9aBQXl/LIIz8yxAXPQ4V0IiZSvURkoOZwOJg5879pbEwgLa0Kp7Oadeuq9W6W7kgvwWhXOrS15dHWFisLi3ThcDgYM+Y2GhvjSUs7RlKSdCIX32LefXcDmzfX88EHo+RLji60u30uvLCdpCQn5eU79W7SsEA7S5Kd3UFSkouEhES9mzQsWL9+I1/7Whbz58fzta9lsX79Rr2bNCzQdmC93s1s27Ys4hbg54J0IiaSvURkoAbgdnfw9tvXdheKaG9/Tb4Bp7cXRbFhNv+OTz8t17tZuuJwOPjP/7yXtWuv7/Zy8cXvRL2XW28t6nYii60EL74PHfpM7yYNC3qqpx4iMbGN7dujt49ozJ8/j3XrmomJ8eF2m0lI+DiiFg7nSmHhAkaMWEBsrIrbbebUqVLpBRg/fhxmMzQ3e0lNPU1iYqveTRoW9FQg9jBq1Ck++ki+BOrrZOvW1/Ru0rAgkr0MSaCmKEqBoigrh6JSkEZR0XTs9vdpbjZTV+dl5Mjj7N//xwHTcpzOKurq3uT48Wd7/V9d3ZshT+cZyupJgWhe3O5ORo06QkbGZxw5spSmpv6DkmjxcvPNNtxuD6NGHWHEiP0cOHBvVHvRnDQ3W6ir8wCH2bTpRU6f/qDff1+gk7q6N2lqKu/1ZyOnxc2fP48NG5qJifEvMkeMOBDVgauGv3rqHGJibLjd8UyZss3Q/zuHAofDwZw5V9PcHENFhY34+A4OHXot6r0AtLa20NQUQ10dcvHdxTXXfJkLLkjE4ThKZmYjLS0vsn37ar2bpTt5eQ5iYjq7KxBPmrQn6seQvypzj5P4+HWyrxDZXs504bVhcTgc3H57IadOvcrVVx8lKamJzs4qduxYz+TJC0lIuByXq4rOTv81cZ2dJ6muLqWtrRI4haJo1TBNqGoqiYmXMXbsjVitqSQlzTDsgXnNi9P5RxITPVgsHbS1VbB9+xIyM28lNXUEAFZrKrGxWbS27qGy8mWhF683BVUdx5gxC5k06UbDOtEwm9uJiWkjMdGD3d6J213D1q1LaG+/lbi4EYwfDyNGwKlT0NAAirKWzs59QEPEejGb21GUNhyO45jNXiyWF/jgg53ExDjJyJjX3V+g7xhqApKxWEx4PL7uP8fHj2PcuIWMGmU8Lw6Hg3//93+nubm069LeWrZseY/x47+hd9N0pahoOv/613pOnRpBTc1IXK4TvPuuvDz++utvZNu2j8nObmPChGO0tfnYsuWBqC9UlJfnYPfud3E4/IWKzOY9UV+EZvz4LFpaxtPRUUtVVQaJiafZunUzM2cW6d00XSksXMDhw1s4cWITlZUZJCWdJjExuueWwsIF/P3vqzh+3CP7SgCR7GVIAjVVVUuAktzc3HuG4vs0XK42tm5VychIxOu1kJJyGpdrD/v3f05MTGzXAtIffKiqiter4vOZUVW6F94+n0J7u0pHx06amz9EUSzEx48578VmQUEBBQUF5OaesTJnyHG52njllRQWL3aSnu7DZmtHUQ5QU/MT6utNKIoJVU3BYjHR2enG52vC5zP18uK/1uEUJlMjhw9/TmPj60yZ8h2s1hHYbNmG9DJ//jzuvnsL993n9xIb68RiOUBy8k8AE8eOQXU1eL0mOjsT8HigszOW+HgFk8kHBHtpaHiJyZPPPzDRy8v8+fN45JH1xMen0dEBU6bU0t7+CRZLPTU127v6i/9nA8eQ12vB5fJhsXTg8cQSE2PCYjlFc3Mj+/d/TmLiS4YM2FwuD16vQnZ2BzExPsrLd3LnndEdqAFUV8djtXrIzj5ETEwsf/3rZxQU6N0qfdEqkO3Y8QqHD5upqMigsrIet1suNOXiO5j09Js5dOifpKUdIybGRlPTeL2bNCw4ejQTqzWhy4ucWwAuuuhODh16gsTE41it8Rw+rFBcXBqxVQ8Hi+Yl0sZQxKY+AuTn5/PZZyeoqRlNTIwLi6UTtzuG06dtNDW10dTkw+VScLtV3G4TXq8ZRfFgMnnxXxWnoCgqFouLzk6FhgY7Tudpmpv3sH//j9m7984BU+MGQq8UP9C8HGX58m9RWzuGzs5YPB4zXq+Zzk4Vp1OhqclHU1Mbp07F4nLFBHkxmXyYTF48Hgsmk5PTp/ezb9/97N37JB99tNiQXhwOB9Om5XV78Xhi8XrNXcG7P5j3eFS8XgWnMxZQsVqdXcFrsBd/6f/z7yugnxeHw8FXvvL/0dhoR1FsgBertRWfT+nuL/7x03sMmc2dqKoJpzMen8+ExeJGUbx0dlro7GwPyRjSA3n2SEx+/mxKS7UzwSNJS9spveAPSjo6ZshCRX04ejSThgb/4ls68TN//jw+//yB7jPBHk+xHEPIuUXE/PnzOH78aT777OtACiNH7om4AhrnQqSOoYjeUXM4HNx0040891wZeXl3cN11W0hLq8VsBqczHpPJ12uR3dqaQm3tOHbu/Aptbf6ULkWB2Fi44oq1TJjwIWazm85OC+Ckrm4/LtdSLr/8aZKTZ5xV2/TcOXI4HNx113U8++zrLF/+De6663XGjj1CYmITiqJ07TD6F9mKotDensLRo2N6eUlIOEleXikZGYex29twOu10dnZiMn2KyeSio2MJkycvOusdEz29ACxZUsCcOd/v8vIaY8dWdHvRUBQVn0/h88/z+OijG2lvB+3e+EAv8fFN3X2ltvYgLtcPmTTptnNKn9V7B/bll48wevREEhLu5JZbtgi9BI6hXbu+QnPzZE6fziIlpYrExENceWUpmZmHiYtrCskY0oOes0d7qamxkpHhYefOsqh/k1lUNJ2SkldpbjZTU6OSkeGWXrrIz5/NI4+08R//sRG3O7a7KE8036smnQSTlQXZ2QdobrbIMRSAnFuCycqCZcum8bOfvU9nZxs1NZCR4ZNeInQMDUmgpihKAVAwadKkofi6XixcuJAXX3yR0tIYdu78Djk5p0lISKSj42JSUqowmRq6UvrA50vF5ZrB7NlZjBjR+3O2bl3Avn2lzJjxMhdccBi7vQVwcfJkJdu2LWXy5KeZPHnwC82SkhJKSkp02TkCv5cXXniBgwereeqp2eTkXE9aWhwQD/hdnD6dxciR/oO7HR3BXlpb7+C990q59NI38HhsjBmzD2jHbG7F6Wxk//4fk5T0Opdc8vNBL8L19uJwOLj77st49tlf8tRTl5KTM4UvfnEiZvPlNDZCRwfY7ZCUlMr8+TPIzs6ioaH3Z2hepk59mbS0w9hsbbS1JaCqh/jkk5+iKBYSEiYaxkt+fj5PPPEEdXUnUNXDfPbZbHJy5nf3Fy1I7TuGJk/2T5xVVTM4dAjWrbuDlJRSZs4MHkPbty8hK2uRIc709Zw98qc/KoosMQ5w0035bNtWTna2a1h60WsMFRVNZ9euzTQ3W2hu9nDhhYfZsOEt7rvv2wP+ntNZRXNzefc56nCdj9bDS7CTz3nllZU8+ugTA/6e5gQgNjYLl8v/fDLyufFArrlmGtu2vTtsx5BeDPe5RQ+ysuCGG3LYtq1YegkgEseQomqrrCEgNzdX3bVr15B9n8bixYt59tlngbFAHqDw4IP/QW7uzb0W2ampMGOGfwD0paoKSkthzZoqUlJKyc9/nhEjaomJ6aCz047bnc64cYvIzT27hWZubi56OAFYuXIlS5Yswev1AmNRlKv42tfuZ/bsa0hN1RbZ/p/tz0t5OTzzTBWJiRVUV5/iK195krS0w10pgeDz2UhOnnDWOyZ6eikrKyM/Px+32w2AyWRi3rxvMmfO9xk16uIB+4lGeTk8+WQVdnspeXlvYLd7SU39DLfbTkJCI6oaYygvZWVlvPTSS/z+97+ns7OTvv1F41zGUGxsK1arB7c7hZSUaVxyycJBL7y0Reb777/Pp59+GsJ/8cD84hfLgL8CnYCPSy9dyk033Tlk3z8Y9OgrmheXy0R7ewyzZj047N5m6uHlxz9+Ap9vHRdd5C/K09ycxqWX/hsTJowI+lmrNRVFieGzz/6PtrZD+M9RK6hqSliL8Qy1F7+TtVx00QlA4ejR0WRkLOCqq9KDXpRCYLGiE4CKxaLi8ZgANSTnxvtjqL3IMSRGehEjvQRjBCcAiqLsVlX1jGlSEVv1MRBt98jjOQYcA+CXv1zNPffcw8KFC3E4HGf8jKwsuO8+WLAgi9LS+1i37grmz1/KyJGVxMa2Eh9/msbGH1Ne/jqXXz74nRI9WbRoEXv27OkKYo+hqm/y6qt/45prVnDrrYsA/6J7IGbMgKeeyqKiIotTp+CVV9K5+uofMmbMJ907JqdOVbJ3r7HS2771rW91eQGfz8c77/yeTZv+yPLly7vdDMSMGfDrX/v7yoYNC8jIKGfixJcYP96fPuvzqYby4nA4useJqL8sWnRmJ/2NobS0w0An7e124EP27GkiJeWP5OQ8ekYveqWEtra2YLWqZGbWk5jopqnpJzQ1XdJve/vujmiEY5dEz93X1tYWvN4YmpvNXHhhKxs3rjnjAzKSd4405s+fx8MPr2PEiBRGjWoiK+tftLU9zoEDZnplD+Mv5KQoXtrbfZjN7V1/r6Io4SnGo5cXzUl8fCoNDXamTTtCbOxvqKxsp7paxWTqfYReK1bk8cTS3p5CTEwbLlcCcXGn8XrrIsbL2Y6hsrIy3nhjOSbTv7DZXAA4nbH4fBdz221LBrW+GSxybhFjNC/bt6/mvfdW4HTWAGCzZfDlLy8OeYVEI46hlJQRZGVdQVXVHk6fPhWWcXS2DMmOWkDq4z1D+dY7kJUrV7J48WJ8Pl+vv7dYLPzud78b1EIzkPJy+O1vy7n66qWkph4mJsa/g+T12khJOfNOiV47AX0pKytjzpw5eDye7r8zmUysWDG4xXdfAneSenZMOvD57IwYMc7QXuDc3FRV+b387W9VmM2lzJ7d48XrtWOzpZ8x7W84eznX/qKNoSuv/CGjRx/Gau1EVRW83mRiY1sYMWLMsO0vxcWl7N//KOPH12C3d+B2m3C7LVx44TeYOvWrQVd/fPrpa7S1VWKzdQBahVAFpzOB+PhLufTSr4dsEaFnXykuLmXXrp917xw1NCTjdE5g1CgTF110MRMmTOi++sPlquLgwY2cOPE2sbEt2O0uVFXF6bThciUyZszXufLKBwy/Q6Jx3333M25cOZMmVRIX1x5wRroHn8+C05mIyeTF5bKRlNQQUMRJxeOxoihgsXhQlCQSEyeGLDDRw8v/+3+/prr6DVJT28nOPo7PZyIpqbnr3wz+f7cfVfVXHjaZfLS3J+LxxGCxuImLa8HrtUSMF9EYqqiIZ+TIngWktsBub2+npuYzrrrKyujRJhIT/d5aWswcP66yerWHqVNnEhubHdLFph59ReQlNvYKvvKVq7t/JnBuaW8/1GveVVUVl8tOfPyFTJmyJCJ2X6H//hIX5wr6WZstA5stHkVZy5gx9OovdXU+6uuncMMNj4U8YNNzDGm79TU1Y4iLqyMmpvdl8oFjKDXVAqiYTF58Pv//39DgZePGTpKTr2PJksdCGrANdkctKlIfNVauXMn999+Px+Mh8N+tKAqFhYX84Ac/OKv/EaqqYNOmclyuH5KW9gk2Wws+nxW3O5lRoyZyySWLz7jw0jPFT0MUxJpMJv77v/+blJQU8vPzz9pLaSls2FAesOvoD0piY8cN6jzfcPHSkxrag9ZfbrjhBvbs2QMwqJ1ZsZeetL8RI2aTl/eUIfvL+YyhDRuq+PDDcmy2BiZOfIP09M+IiWkd9v3lzjsfYvr0NaSnNxAb68JqddPeDjExNnw+uoMyrfiMz2fpKtbj9+bzmWluTsZiacNsVlAUEwkJE8jL+21Idlj16isPPHAv48fvYNSoJlJT6zCbffh8Xvy7QmZcLjsxMVZcLjexsW0oiqnbDajdi/G2NoX29iTGj/9GSAI2vV92lJWVcffdi/jmN2MYO7aaxMTm7r6goaom2tqS8HhiOHo0G6tV5cMPvwwoXHXVOjIzDxMf3xOYWK0eYmJGMnLkNDIyBp8yHIjeXoqLS3nzzZe4+OJKJkw4RnLyqSAv4HfT0pJMXV0W7757M599dhETJx7iuuveIjPziMBLEsnJlzJhwrlluOjppe8YMplUmppM+FOt/QGZFuT7d2R7jyGfz4TTacHrdXH4sA2rtZ2tW90UFf2Cb33roXNul959RTS3BL740uYWt9uDzdaOqqrCucXliiE+fnzIArbh6EWbczVUVaGlxYzZrGIy2YmN9WAyqfSdc0+c8IYsYNN7DI0Zs5uGBhvTph3Bau0gLq4dRentBXrGUGenjba2RGy2dpzOOOLjW7Ba3d1eQh2wyUCtH7SzNs8//3zQAtxkMnH11Vczcvr6zYsAACAASURBVORIADIyMga1AC8rq+LVV0v54hefJz6+Ebc7gfj4NuLjx5GSkjhgCtdwWHhD/zuOiqJgMpmYNWvWWXspL4df/aqcuXP9QYl2nq+jYxwTJz7NzJn9PzyHi5eysjKeeuopiouLGWismEwmbrrppkEFKoFe0tIOY7F00tY2ks7OkUyc+H1mzbq1398dLl766y+BYygjI4MrrriCxsbGMwb72q5jcXE5s2cvZcSInv7S2TmO3FxxsKbng2D16t08/PBmliz5M5mZx7BYOmlvj8dma+u6X68Vk8mLqiqoqoLZ7J9vfD5/SpeqmujoiAMUOjrsJCWdprPTn7Z04YXnH5zo1Vf8u42P9dk56glO29oSsFpddHbGYre3YzJ5u92oqrZzFAP4sFg8XYuLi7nqqkUh2XXU+1zwj360gpycr5CUZAP8//sH0twcS319Glbr59TUjKW+fh8AaWlXkpf3eZ/AJIaOjjTS0jpITp6I2ZzIhReeOWVYhN7ngr/61W8zadL8fr2A383Bg2nU178D7AUuJy3tuiAv/sW5CYvFRkLCBC699NzTy/XaJQkcQ/65wt49brS5BQiaX1RVwecz0dQ0EoulE48HkpKacTrVkC3CI2VucTptxMdPDVlGw3D0oqH5MZm8uN12kpMbMZu9Qi+hDtj0GkPbti1j1Ki2fnbre9DGkD9YTejerY+Pb8PjsdDXy8aNnef90gOGWaA2HFIf+9LfQrMv2gL8hhtuGHDBqS2+HY4niItrZcSIClQ1gZiYFmJjxwTtCuj9BkbEYJ1Az4J8ypQpAwZt/QVrra3juOii4GBtOHqBs+svg/Wipf2lpx8iIaGJjo5kTp++iClTfm4IL4N1Ehjsn21/sdk68HjsmEzjmDKl/501vR6QDz30FsXFDdx110tkZh4FfF1vKX0kJragKL5eOwE7dtxAc3NywCc4ueqq95g8+SMSE1vxek2YzR7a28FimcCXvvTiWS8wh0Nf+cUvlmG1vh60c+R3kYR/Ee4jIaGN1tbEbjeqCg7Huu4Fd2dnDE1NKdhsp7FaVRRFISVlEpdf/jtDegFt3Pwcn286MErwE41AFRALVKCdq/YXw7ohIDD5G2lpNVitHiwWEzZbMhZLC3FxY84qMBkuXsrKynjssd/zzjungZH9/FQjsJMeJyDykplZQVxcGz6fFY8nflBp933R20vgGEpIaKG1NQH/1bc9cwsE7jSOY8eOGwCYPv19PB4T2dkHsFjcWK2dKIq366Wgj6NHPaSmPsg3vvHkWbVJbycQnrklJkYhIcHOyJGXnNMO7HD2oqH58XqtVFZmY7XChx/OBeCqq9Z2e+kJTDppaVH59NNOVPW6czrDpreX4uJSNm5cQ3r6vkHu1o/j/ff/jePHpzJ27Efk57/RncUQ6OV8xlAgwypQ0xgOO2qB9Jfa1h+KomA2m/s906ZVQExJKecLX1hBevpnWK2tA+4KDJcdEo3+0kMHwmw2s3z58n7PKAWe5xsxwp8G6XYn0tIykdTUxVx22Yyg+3OGmxc4+/5yJi9a2t+hQ39k4sRSbLZW7PYW2tvHCINYGH5eztYJnFt/8XjsuN3976zp6eWFF/bxy19WM3r0ZwDU12eSllZDUpITbVdA2wmIi2sgObn3g6K6Opa8vFoKCl4nNbUaq9UJ+C8QN5vT+fKXXzLcDgnAY489z3vvHSMpKYbAHRL/jlFGl6MOmpvtHDs2AZutFlUFlyudKVP2ct11b5GaWo3Z7MJs9tHRYSUpqZnOTidxcVnMmrXKkF6gJ7Pjk08+4e9///ugXo71oAUmN5GTU0lSUjXz5m0lM7MCm6110OeB+zIcvMDAbgJfhCUlJfGrX/0qYO7p8ZKX9wkFBX9mxIh6YmNdeL2Jgz6O0Bc9vfzxj++wevUnmExuWltTOX36QlJSKrHZes7Z+Ksrj8Lrnc3s2VmoKvzjH1WkpVVw7Fgt8+b9mnHj/tW12PSf83O7XdTUeEhMPLeFpt59xT+3VJGUFMuZ5hZt3gVob0/t3n0VzS2xsWbS0qYwadK57cDq7UXrL4rSiddrC/rvTmciLS1jGTmyDqdzKvPmfQFVhQ0b9jNy5Hq+9KU3AgJZC01NScTE1HH8eCcuF2RmGrO/nMlL4BgqLMzi8sthzx5/heqkpGJmzvxzQMAWmjHk/14ZqA0KLbVtzZo1g35YDnQeJzCF6+qre3YFvF47cXHjmDGj9wSgdwcWUVZWxubNmzl9+nSfB2H/nOlMm3aeT1WXkpBwgs7OBCyWNtrbx2E2J3LVVY/2WoAPRy/Qs4gAuOKKK1i3bt2AfWcwhTbKyqrYu3cxo0Z9jM3W2p0eOmPG8A/s4dzG0Jm8VFXBm2+Wk5y8lJQU/06sxxM8hvR+YxfY3pde+hf79/+TceNM7NlTT01NT8GVjAwLixdPp6hoetDvrl69mx//uBy3285dd71IdvYh4uJa8XgsOJ0xWK0jzypYGy5OwP9ve/31ChQllWPHjnH6dBMZGRauuCKNPXvqcTrjuf76XO644+LuKx2qquDXv/6c1asruOCCgyQlNXPVVZuYPPljEhOb8XisOJ0ebLYxXHPNK2e9oBpuY0ibU2pq/AUiAlOGR40axZ49e6ipqeHkyZN9ApcrgUeBBHJyWnjggZ+QllZNbKzznIK14eYFersRpdyLg7orgZ+Rk+NiyZInSEurxuWKJzHROajjCBrDZRxpawrouTKn792dfa9FqaqCigo4dQr+8IcqLJa/MXv2X7p2Glu65hYPdXVeEhOXDnqhOVycgH9uWbFid9A8q80tNTWeoHlXm2urq0eTk1MrnFu8XhMJCePIy3vekHOu1l/69hGg+9oltxuys3v3l9JSWLVKC9heJzW1BrPZhap6aW/3YLc7aWz0Gba/DOQFxFcLBV4pFBiwnc8YCkQGamdJ34dl8EMxmIF2BgJ3BbRiGqKH53B8OAZytl7OtOu4fXs5n3zyBGZzK/HxFVitCSiKP11nxoyn2bq1btgM7MFypkBlMIU2tm8v59ChpSQm9uwgGSWw1xAtOIPfevdwJi9VVfDUU+VcdlnPzlp/C9Dh7GWwaDtzkybtpaBgFSNG1BET04HbbTnrYA2M70QLft95ZxcHDpjIy/ucgoI3GDGivsuLCas1ddBehtOi4VwJnmu0u0EXkpOjsGTJz0hPr8Jmcxmu0u750vs88RjgBnJyHNxxx8vY7c1ccEE9ipI46IqyGpEwjkpL4U9/OkBGRinz57/cawzV1rpISrr/rBaaRncSGORVV48QzC1mrNZRUTnnan0lMbGMxMRqZs4sJTPzKHZ7e9T2F83LG29UMWrU35g798XuvuJ0Wjl+3EVHx1VnnR46rAK14XhGbTAE7p4kJSXxy1/+Ulg8ob+dAW1XYMSIpSQnV2I29yw0q6tv4b33Dhny4Rj4FvODDz4QpkgO5OXIkSr27Svn1KkVxMd/RmxscLqOEQf2mbxYrVbuuuuufs9obd9ezuefLyUurhKrtQOvN5GRI/3pOh980MyGDTsisr8M9MJjoDF0+eXGDOwHoqoKHnpoCx9+eJglS35LevoJYmKc5xSsGXEM9ccLL+zjBz+wkp7+OUuWPE56+vFzDmIjwYsWlJSUlODz+XoFJv5+U31WwRpEhhfom459JWlp95GTU0lh4TuMHVuJ3d6OzxcXdV7Ky2HpUnC5NnPnnT8gPf1Y9xiqre04q8V3pDgB/znjZcvSyck5KeeWLsrL4YknoLUV2treY+HC75GeXtv9LIrW/tJ3DKWl1dDebsdma6KmxoPL1U5m5rcH7WVYBWoaw3lHbTCcqVx7f6mQjz9eTl5e4HmbRFJTv0Be3gquvvpmQ3fggc60nWnHZPXqcpqalpKUFLwAnzv3Pw3vpb9CG2azmYKCAqEXzUlCwgk6OhKIi+tdPTRSvZzPGLLZsiLmQaChFSlZsuTZsw7WImWHpC/l5bBw4TFMpr0sWfIE6elV57SgiqS+ElzF+Epycu5myZLnzjpYizQvvXfX8sjJyWfJkj+Qnl5NbKwLVR04WIvEcVReDj/8ITQ1vc83vvFQrzE0mMV3JDoBLVhLJCfHeU5zSyR60VIFX3oJqqvfY+HCh2V/ofcYuuWWZdjtJ0lPP4HTacFub6OhYfBBrAzUwsRA5dr72xkIrGSXknIClyuBzs5UcnLu5zvfedLwD8fAM22iXcf+vIgW4Nqi4r/+y214L2cqtCHyojn5wheewG7vqR6qpetEupf+dh0HGkOzZt0aUYtMDVGw5nTGYrGMZs6c/zHEHY2h5nx2HCNx0aDR+wVI32DNOeAOUqR76XmRmBvg5cSggjWIvHGkpXG9+uo6vvrVH/WaW44f7xhUClekOYHeZ4XPNZshEr3011/OZmct0rxoTt5885/Ex7/HnDmvkplZgd1+djvUgw3UTCFreZTgcDh46623ePbZZzGZeuvzer3cd9993HzzzZSVlXX//YwZ8F//NYNNm56mrm4iMTFtJCRUcODAiqFuflhwOBw8/PDDLFu2jBUrVgi9LF68mJUrV/b6+6wsuOeeGWzc+DQnT47D5bJjMnXQ2HhiKJsfNhYtWsQHH3zAfffdR1FREWazudd/F3nRnJSXr2Dv3vupr5+I2dyCydQacV6Kioq6LiLtobOzk2effZY5c+b08iIaQ/Hxx/nnP19izZo3h/qfMCQ8+eTNFBamsnz5fdTWZuJ0JtDenoTbXcfatT9k69av09RUrnczh5SsLPjzn6+hsDCl24vbbSMmxkNn50nee29hv04KCgpYuXIlycnJwv9uZBYtWhQw9/6DgwdfYPnye6mtvQCnMxZFaefUqUr27l0a5CfSvWzZsoV7770Xs/nDAC+ZuFwDe4lUsrLgvvtg2bIbWL36J73mlgsusBMXt5stW77On/50fndEGY2ioul89NGSc5pbIhlRf9G8pKfbaW7+bdT1Fc3JH/7wBe6449u8++7DNDRkhM2LDNTOEe3B2Hfxraoqq1ev5pprrmHx4sXdAZu20Ny3bzGNjeNwOhNISvpMj6aHlf68+Hy+MwaxJ0+Oo6Mjseu+mMjA4XCwYsUK3nrrLZYvXy700jdYmzEDnnoqi7lzb2XHjp9z8uSYiPSivfDo6wTA4/EIvWhjqK7uYj7//Bo++2wXv/rVAzQ1NQ1l84eMwGDt8OHJNDUlARZ8PjeNjQeFi4eSkhIWLVoUsU4gOIjVHpAuVxMbNvwnTmeV3k0ccvoP1nqCksbGE3z00RNR5Uebg5cvX47JtHvQXiJ9HM2YAT//+QJWr/5Jr7klJSWBrKwkjh9/lhdf7L0jEOlO4NzmlmjwEthfAr2kpSVw4sRzbN++Ouh3It1LVhbceis8/ngBq1c/EeRFNIbOBVlM5DwZKBUSwGKx9KqAqJVir6goZ+/eFg4fzoq4dBM4+xRRLbUtJWURn39+mMrKjKjy0t8ZrWjwElgtsqSkpFdKpMhLWVkV//jH49jtx0lOPkBnZwJPP22LqNSKvjz00Fv84Q9NXHxxBYWF7/RKs+gvLSfS0k1EBKaHpqXV0d4eR1NTHDCPpUv/V/g7ke6lbzENLd0vLa0OlysRGE1e3v1ccsmtvX4v0r1AYIro9F5enM4EvN707lTqQCLdS3k5PP74x1it7zNnzqukpx/D7bbR1BTPW2+1cvvt3w86thDpTkDOLf3hP6NVSlHR//TycuLEpfzv/74i/J1o9lJc3M4vfvFHYZ2GYZX6qKpqiaqqiyIxteJsdwYcjiy++MVHueSSydx9d0ZEppvAmVNE+9stUdVHKSycFXVetJ3Y2bNnR52XvruOZ/LicGRRUPBjRo++i9bWiVgsHXo1fch48smbee65y7DbM3nhha/3SrOI5l2kwLffx46Nw2brIDX1FG1tf+eBB+6luLi0+2cj/e2uRu/U4l3dO0jHjmURG9tCYmIFlZUrundio8ULBO467g7wMq4rlfoIn366gk8/ja70thkz4LnnLutO4aqpGYvN5iQ9vYHCwiT+7/9+2ysLJlo4m7klmgjcWdO8pKc3kJFxgF/8YpnezdON/rwUFCTw0kviAHawyNTHEDHQeaS+6W0zZ87goouepqnpC3o1d8gYKBVyyZIlQemh3/rWDPx3A0U2vdOUeugviJVeensZPz6LwsJbycn5OS0tl+jR1CGnqGg6GzYsorBwDMuXL+51tuT4cRcbN67Su4m6oC2o1qy5kcrK8Xz00TQuvLCa8ePL+OSTH7JmzR+ByD6L1ZfeLxD9Z7PWrJnLiROZtLTYaW2tYO/eH1JX9ybXXnt51HiB4GBtzZobqKm5gPZ2KwkJ/+LIkeg5r6YRmMK1Y8e3qKnxzy2ZmTXcd5+bN954Vu8m6sJg55ZoQwtKtmz5Wq++kpDwR37zm8f1bp5uaF527PhmLy9Tprx3Xl5koBZCBtoZEAVrc+dGRjGRM9Ff8Qiv18tzzz3H3Llzu4M1bbckGhgoiL3//vt7vcWUXsReGhvr2LQpKSp2AzR6v+nNwmZrIz29nvr6F6Nuganx5JM38+Uvj6axMZa0tGOYzR5SUhrJzq6mqeknUetl0aJF3HPPPfjPrO3C6VQwm9tobY2hsfEwe/a8wP79j0fdbmzvYO0NnE6w2zuwWNpoa6uIquIigfgzOK7HZErAbm/Gbm8jPb2BCRPejrqCERpybhEzYwZ89asX4XSaAvpKPfDrqO0r0DOGVNUeMi8yUAsTop2BvgvN8eP7L60daQS+4bVard0Bm6qqOJ3O7ovFIbq89BfEejyeXk5AeoFgLwUFBaxa9Zeo2Q3Q6HnTO4+amrE4nUnYbKd4772FvPrqL6MmlS2Qxx67h6uv/g7Hjl1BdfVI7HYVu70Tq7UtalNDARYuXIjFYqG+/p+8/PKtVFZO5OTJeJxOEx9/PJaPPjrO7t3Rt9jUntGNjf/k5ZftNDQk43ZbMZmcNDaeYPny+7nrrq9H3ThyOLLIy/sZzc1pXenVXlJTzRw//izf/vY35NwimFv++tcXo9LLnXdeh6IUdo0df19JSzN3FxeJprTqQByOLEaPvivIy7kWF5GBWhgRBWuiBXg0EVgu2Wq1Av5g7fnnnw8q3x8tiM45RrsTkF7OxJNP3szo0XE4nQp2eyt2uxuXqwmT6VV+/etHoy54BSgsXMBvfvMcH398Iw0NKTidNtrbkzl+3MuKFb/Wu3m64HA4+N3vfofJdIKDB1/nmWfu4K23vsLhw9mMHfs+CQkHIuaqmLNFe0YfOlTB8uXforZ2LB0d8Zw+nczIkaMpKpoZleNo5swZOJ0/pLZ2VNcYSsFuH8++fTv45je/GZVOBppbKisPRFX6cCAPP/wgJ07cS23tSJxOG83NacBk/vKX5/H5TFHr5Y47bu/lRRtDL730h7M+8ykDtTDTN41LLjR7UkTvuuuu7r/r7661aKInTcmP1+sNOscXjYi8RHtf0bj99mt5+eXbaGjI6DqvFt1BiUZR0W0sX34Xx46N7yqMUI/P907UnikJTPWrr/8xH3zwMe+8M4va2nTa2+Mj8qqYwbJo0SIWLbqBgwdf774Go7Y2ifj4Q5w4sU7v5unGLbf8G+vX/7TXGCoosEXteTUNObcEs2TJd1i//mccPpxDY+NIxoxpYMyYOvbvfziqz6xpXs53DMlAbQiQC00xWkqOhuhOsWijrxOv1yu8ADrakH1FTFHRdAoLJ7B8+eJelaZ8vvf0bpquaF7WrFlATc0FOJ02qqsrefrpb0ddGo6GFqxZrbUoylscPFhMWxv88581/P73NVHrBbT5ZQ8HD77AM8/cTnn5FVRVjSE29rjeTdONrCz4n/+5uau4iH8MZWbWMmHC23o3TVdEc0tmZi1NTT/Ru2m6ofWVv//913z88SyOH89i1Khaxo+vAaL3paFoDKWnNzBmzDp++tPrsVpJGcznyEBtiOhvoRnN9KTkBBddiVY0J4Hn+KDnmodopb++ou04RjOBlckCK01FO1oRAK1QxNVXw7332qMyDUdDSz2/9tpraWj4mJdfPsWFF6bzzW+mRrWXnvnFv+O4ffunqGoHVutpvZumK70LI3Rgt7tITQ2+hija6Du32O0urNY2vZulK9o1D1dcMR9VbSMx0YPd3klaWnT3l8AxFBPTidsdxwUXKFgsexk50jRxMJ8hA7Uhor+FZrTTX9GVaCbwHF/fax6iGVFf0XYco3k3AAIXDj0VuCT+IgCHDn2Jhobk7jMl0Y7D4eCxxx7DbDZz8OBBli8fzeHDY/Rulu4E7jg2NGzg5ZebOXo0Te9m6Y7DkYXFsiTgXNagNgEiHjm3BJOVBd//fj4tLXfI/hKANoaqqjJoajLh9dppaJiOxWIb1O/LQG0I6e+OqGhHeglGO8fX95qHaKdnMdV7xzGadwM0HnvsHqqqruD990385jedUR+8avQ9UyLp/eLw4MHPeeaZr+rdpGFB4I7jwYMHeeKJ/XIc0XNe7Z13knnllRPSSRfa3CK99EY7myW99HDLLf/Gxx+vYOvWezl6dCJf/OJ+rFbPoH5XUVU1zM0DRVEKgIJRo0bdk52dHfbvMxIVFRVIJ8FIL2KkFzHSSzDSiRjpRYz0IkZ6CUY6ESO9iJFexOzevRtVVZUz/dyQBGoaubm56q5du4bs+4xAbm4u0kkw0osY6UWM9BKMdCJGehEjvYiRXoKRTsRIL2KkFzGKouxWVTX3TD8nc6okEolEIpFIJBKJZJhhOfOPnD9a6uOkSZPO63OKi0vZubOMvDwHhYULQtM4nSgpKaGkpCQkubvSixjpJZhIcgKh81JVBRUVkJ3tPxBtZEI5hqQXMZE0juTcIiZUXlav3s3atZ9w441TKCqaHqLW6UMox5D0IkbOucFEkpNzwTCpj8XFpWzbtgyTyYfPZ2LWrAcj4mFwvlvC0osY6SWYSHUC5+elqgoefPBDXK59xMZOZdmyaRHxMDjfMSS9iInUcSTnFjHn42X16t0sXryZtLRG6utHsWJFvuGDEjj/MSS9iJFzbjCR6gQiMPVx584yTCYfNTUWTCYfO3eW6d2kYYH0IkZ6CUY6EbN+/UbGjFnK5MnPMGbMUtav36h3k4YF0osYOY6CkU7EbN78AbffvoYbb1zL7bevYfPmD/Ru0rBAehEj59xgpBMDBWp5eQ58PhPZ2U6Sktzk5OTo3aRhQY+XDpKSXCQkJOrdpGGB9BKMdCKmsfFtzGYPNTXZmM0eGhvf1rtJwwLpRYw2jjIyPPh8JvLyHHo3SXekEzFz5yZgsfjHkMXiYe7cBL2bNCyQXsTIOTcY6cRAgVph4QIuu2wRyckxWK2JnDq1jiNHqvRulu4UFi5gxIgFxMaquN1mTp0qpbi4VO9m6Y70Eox0ImbOnHxU9WMyMvbi89VwySXX6t2kYYH0IqawcAGzZj1IW9uldHRcondzhgXSiZhrr72e/Pw0pk2rJT1dwee7QO8mDQukFzFyzg1GOjFYMRGv10ttrUptrY/09Eq2bHmP8eO/EZpGDjGhPHza2tqC1xtDTY2FjAwPO3eWGfZ8gPQiJlReIslJqJg5s4j6+lW89toefD4Tx45dwLRp0XloORDpZWDs9gOYTD62bTsAEPXjCKSTvthsWTid9/C3v63F51P49NODqGpGRJzHOh+kFzFyzg1GOhmiHTVVVUtUVV2UnJx8Xp9z5EglXi+kp7vxev1/NioFBQWsXLmS83UCkZV2Ir2ICZWXSHISSurqYhkz5l2ys1+P2jx4EZHkpaSkhEWLFoXkJVAknckKlZdIchJK3n//U6688p/MnPl3eR4rAOlFTCTNuaEi2p0YJvURYP78eaxaVcW6dVb+8pcRXHHFjXo3aVgg007ESC/BRJqTUC0yIykPPpQBSSR5kS+BxMiXQGJCNY4i6TxWKOcW6UVMJM258vkcGoYk9TFUOBwOfvvbv/LUUxWMHVvH668rTJ8eXVugAyHTTsRIL8FEipOCggIKCgrIzT1jhdsBmTMnn+LiF8nIiENV25kz5/shauHQEyonEFleQok2Xtas2UxT0yhmzszQuUX6oznZsuVDMjNnM21avr4NOk9CNY6uvfZ6YmLe5tixRsaOTeOaa64PUQuHnlDOLdKLmEiac+XzOTQYakcNoL7+FLNm/ZrLLnsuKrdA+0OmnYiRXoKRToKZObOIwsKXsFhm4vHcTH29Ve8mDQukl/5R1QzWrs3g0KFmFi/ezOrVu/Vuku5Mm7aAmpoFlJVV8OCDH1Il631hs2VxzTW/IT29gJ07s9iwYZ/eTRoWSC9i5JwbTLQ7MVygFu1boP0RaWknoUJ6CUY6EVNfb8XtbsBq/Zxt25bJiphdSC9i5F1Qwcg7j8Rs2LCPrVvfpq1tjxxDAUgvYuScG0w0OzFcoNZTqnMHqvoxc+bk692kYYF29sjtvp7Ro3/CtGnGTGULNZoXk+kqJky4lalTp+rdJN3RnJjN+cTF3UFp6Um5G4DcaewP6UVMJJ2xCRXyRaoYOYbESC9ipJdgotmJ4QK1aN8CHQiZdiJm6tSpZGRU09y8kZKSh+T9e/iDtSuvvJnnnmtmx44DMnULudPYH9KLGO0uqNmzG8nPT+Paa417xiZUyBepYuQYEiO9iJFegolmJ4YqJqLRswVax7ZtywDjFkMIJf60kycwm5vwepNZv/5R7rlnnt7N0p0tW97jxIlKamstpKefMvT9e6FES93S+svmzeaovsdGm0N27izD4XDIOaUL6UWMdsZm48ZV7NxZhdO5j8LC6K5sNXNmEfASH364FlUdQ2npLurrrVHfZ+QYEiO9iJFegolmJ4YM1AK3QOWlvT0Epp1kZNR3pZ3IQK33/XsmQ9+/F0rmzk1g+3YP1dXZXHBBPXPmyNStwIdB4J+jHelFzIYN+9i27e2uCqofAdKN/4JaK9u2LevyshWQXuQYEiO9iJFegiksXEBh4QKKy9WIjgAAIABJREFUi0t55JEfkZcXHQGbIQO1vDwH27Zt7d4CdTiiZwt0IKK9hGl/zJ8/j9tu+z2pqSk0NJzmjTdk8AqRVR45VBQXl8oFpgDpRYx8aShGeglGjiEx0osY6UVMNHoZkjNqiqIUKIqyMhSXAUJkFM4I5QWJGpFwfi8cXhwOB2+8sYqrrrqam25aQF3dyZB99lARDi+yPHIw0XxgeSCkFzHRfG5iIKSXYOQYEiO9iJFexESjlyEJ1FRVLVFVdVFycnLIPtPohTMKCgpYuXIloXQCxi9hGi4vdXUnSUraR1LSR9JLALI8cm/kAlOM9CImsILqrFkPRvyb3cEivQQjx5AY6UWM9CImGr0MSeqjoigFQMGkSZNC9plGL5xRUlJCSUlJSHdIwPgpJ9KLGOllaIjmA8sDEQlewjWGCgsXoKoZlJZ+gqruNlxBnnB6AXnGRiMSxlA4kF7ESC9iotHLkARqqqqWACW5ubn3hOozjV44o6CggIKCAnJzc0P6ufL8nhjpRYzRvYRjkWn0BaZceIsJ15y7evVuFi/eTFpaIyUldQCGCtbC5cXoZ0nCNbfIoD4Y6UVMYeECpk1bQEUFVFVBlsGKykovoUFRVTX8X9Kzo3bPp59+GpLP3L59NcXFC1EUf+GMwsKXukoDGwOtA7///vuEyolGcXEpO3eWGboiTm5uLrt27QrpZ0ovYqSX3gQuMH0+k2FTt0LdV4zuJVxz7ne/+wxW61vd2R2dnTfzzDPfDdnnh5tweXnkkR/h9W7u3q03m/P52c9+GrLPHypCOY4Cg/r6+lGsWJFvuKAEQj+3SC9iqqrgwQc/xOXaR2zsVJYtm2bIoER6EaMoym5VVc/4hsywO2rafS1bt25m1KivkJVlnN00CN9bTDD2m+9wvYEBY3sJJ0b2Eo7+YvR0UJkmKyZcc67Rr7mQ2R1iwjGOjH53ZbjmFulFjDziI8boXs4WQ1Z91MjKKmLfvoWsX3/McAVFwlHFT0N78+31bjZcgYhwFc0AY3uR/UVMOPqL0Q8rh2sMGd1LuMbQtddeT35+GrNnN5Kfn8a11xrrmotweTF6QZFwjKO5cxOwWPxHNiwWD3PnGi+oD8fcIr2ICTziYzZ7uo74GAfpJTQYdkcNjB1Vh3NHzehvvsOFkb3I/iIm3GfUjHhYeSjOqBnRS7jGkHbNhdNZgc2Wjc1mrByccGd3GK2faIRjHBn97spwzS3Sixij340rvYQGw55RA3jyye9y+vQ/qKlJIyOjnpSUK3nooWdC9vnhJNxn1Ix6lkR6ESO9DEw4zu4ZHemkN+EcQ2Dcs57Sy8CEehw5nVWGDeo1wjG3SC9itm9fzYcfrmXatBsNVYchEOlFTMSfUQNjR9VDdUbNaG++pRcx0ouYcJ5pNOoCM5xOwLhewjmGjFzhUHoRE65xZLNlsWHDPnbufM5wYyicc4v0ImbmzCLq662UlpZRX2+VXrowspezZUgCtXChFRT58MO1ZGUV4vUuiIpSnYPByAUiwon0IsaoXmRp8WDkwnvoMXL6cDgxshc5twQj5xYx0osY6SU0GLqYCPiDtcLClbz22gU888wfDVNUJJzFIcC4BSKkFzHSy9ASuMA0mXzdAWy0Y2Qv4RxDRi60Ir0MLUYeQ+FEehEjvYiJJi9DEqipqlqiquqicFTyA62oyFImT36GMWOWsn79xrB8TygJZ3VDMG4nll7ESC9iwrXINPICUy68xYRzDBm5wqH0IkbOLcHIuUWM9CJGegkNhk591Ags1ZmRUd9VqtMY1R/DhdHvsAkX0osYo3oJV2qFkc/tyfOM/z97bx4fVXU3/r/vTGbJNtlJSAiE1aCCFTE4qEiFKpWG0EVrn1bqUysVuij217q1T219bLXP47dWqyDWPi61tnUjxLDUjSgQg4oUZBGQBAZC9pDJJJnMdn9/TG6YMDeQQGa5M+f9evXVRIaZM2/uufd8zvmcz4kMWk0fDjVa9SLuLcGIe4s6wos6wsvIEBOBmpaLioQK5aJ96621EW5JdCG8qCO8BKOUFq+ttfHee+9TWFjE+PFiA2xZ2UKmT5+OzVZHba1NM07CUWRFi3smhJfwo+VjC0KJ8KKO8KJOvHgJS6AWUJ4/JO+vFBVZt+55enpSaW42hORzRpJQPxwVEhP39j0g9wLR/4AUXtQRXtQJtZfaWhsVFXfjdHayY0cqpaUPRX1gIpyoE8rZXdBu4QzhJXJotYJqKBFO1BFe1IkHLzGxRw2gudmAy9WCwfC5JoohhHrPEWhz35Hwoo7wok6ovVRVvUN9/RH27u2kvv4IVVXvhORzRhLhJDLE056J4aBVL6KAUzDCiTrCizrCy8gQlkAtHGhxkBlqAh+QXq+RjIz5mqiIGWoUL0VFTiwWF8XFxZFuUlQgvARTW3sErxdyc114vf7f4x3hRB0tF84IJVr1Igo4BSOcqCO8qCO8jAwxE6idHGT2YLH0kpKSGukmRRzlAelyXcvnny+nurpOM8cXhJKysoVMm7aUtDQjBkMq7e3rqa2NcykIL2osWDCfl16ysWFDFy+9ZGPBgvguUgTadRLq2V3w96GSEivbtlVrZnZXeIkMWl1pDCXCiTrCizrx4iUmiomA/0GwZ8+nwKv09urp7q6kvPxCzczehYqysoU0NZnQ6x9Ar+/A601jw4Zfcuut2hhchQqv10tjo0xjo4/cXH/61vjx3410syKO8DIQq9XKyy+/xHPPvYhOJ9PU1BbpJkUcrToJ9V4s0GbhDOElMijff+3aTXR0ZDF7dl6EWxR5hBN1FC9VVdvJz7+SGTPmRrZBUYLipabmXYqKxjJ9+vQItyg0xMyKGoDD0UlHh5G6OnPUL4OGYxZTIfD4Ar3e03d8QXQSLi9aS98SXtQJh5empjYslp1YLP/WRB68cBI54iUVZ7ho0Us4+pEs57FuXR7799tZtmwTa9Z8HLLPGgmEE3XC4WXGjIU0NCzUVGZUOLxMnz6dvLzj2O1vUVFxd0xmAYUlUJMkqVSSpNWhHmRqaRk0HMUhFObMmYss7yIv7wNkeRdz5swN+WeeLeHyorX0LeFFHVFkJRjhJHKcfAaB15vM5MlzIt2kqOCkFxmvNwmDYVykm3RGwtGPNm16n+98Zy3XXbeO73xnLZs2vR+yzxoJhBN1wuFlw4a3KChYweTJj1JQsIING94K2WeNFOHwEg/FrU4bqEmS9POAn68/5c9+O9QPCUfVR9DupuVQM3v2YsrKnmfUqIVceOGvGT36kkg3KeIo6VuXXXYFixYt1Ez6VqgRXoLR0gRQuBBO1CkrW8j55/+C/ftLqau7mn/9K1sTM9+hpqxsIUlJN1FdPZuammk89ZRdEysloWbevBQSEvzZLgkJHubNS4l0kyKOcKKOljKjwonWsoDOhjPtUbsR+H3fz/cALwf82QLg3lA06lwIPK088Pd4Z/ToS0hIeJnjx9+louIjzZx9FEqU9C3/voldgLheQHg5FXEYeDCB99m0tFRxvw3A7dYxceLavj3B68Se4D5OnOiipGQren0Hs2alsWmTnsWL43vS8Etfuhaj8Q0++6wRn0+Pzzc60k2KOIqTo0dbMRoTefttB17vx3F/rcyZM5fy8r+Ql5eJz6dn6tQvRbpJUcGCBfO5/vpnmDgxD70ebr99RqSbNOKcKVCTBvlZ7feoQGxaVkdZHm5oSCYvr4k33niPH//425FuVkQ5mb6VTF6el6qq7eJaQXgZDK0dBh5qlO+vlfttuA6ND5z5zstr7pv5jt5ALVxe5s1LYetWD8ePFzF6dDNz5oiVErO5EKfzVl57bR0+n8SBA/uQ5by4DkrM5kKuuupx3nxzI3fffRi9vol//GMTQFx7mT17Mc3NL/GPf3yCz6fj6NHRzJgBhfE9347VauWJJ55g166V6HQ+Dh/+G7W102NqIeJMe9TkQX5W+z0qUAaZdruerKwuamrejXSTogL/8rCBoiIZi8VNebkr7lNySkqseL1GiorAYvFQVzc17p2A8KKG2JOljpa8hGufp5b2BEP4vHzpS9cyd24OV17Zyty5OXzpS9eG9PO0wrvvHuDSSz9l9uzNmtmTFWrM5kLeftvBdde9p6m9aqGmqclEQcGbFBX9UzP71MJBe3sLDkcHBw70xOQ+tTMFahdJkmSXJKkTmN73s/L7tDC0b9iUlFgxGHxYrXXk57eSk7MvJqvADJcFC+azbp0Oo7Edl6uNiy9+Nu47eVnZQhISyjAaT+BytTNx4uNx7wS05SVc1TC1tCcrnBVlteQlXCh7gtPTb2TSpNcoLFwc6SZFBcpKyZVX/pbExMdpbo7uGe9w9SOxJ0sd4SUYre1TE9WqR4bTpj7KsqwPV0NGirKyhezc+QHHjq3HZksmNbUj7s+CAv/y8Je/PBq7vRu7vZBx4xpobFxDNKfkhIO0tFpOnEigoWE8RUXHaWx8idra82Jq2fxsULzY7WOi+loJxxlQMHBPltVqjdr0PgifE9CWl3BSWLiYnTvH0tu7k3ff3c7DD8+I+xQlgObmQu6/v5ne3rcxmaZHtZdw9aPAPVljxuRw1VXRu9IYrjRZEF7UOLlPLQlZ7mbOnJ+F9PPOlXD1IWWfWnZ2Oi0tJ3j55egbq5wLMXPgdSAejxG7PZGcHCdGo4/9+w9GuklRwde+9nU2brwVq9UA+GhrO0RtrS2ugxLlxldUZGHCBC/NzclUVNwd98VW5syZy8aNL4prJQBRqEgd4SUYfyntB/oKiqSJgiJ9CC/BKCuNTmcdZnMRZnP03mPDOQkkvAQze/Zi4Hm2b1/HjBnX9f0uUKpVr1nzMUVFcxkz5sJIN2lEiakDrxUWLJjPxo12jEYZl0tPRsZekf6Iv5NbLN+jvj6Lf/97HE5nExs3vh7pZkUUJU3J57uUQ4fG8PnnXnp6PhNexLUShFKoyOvdJA55DkB4CeZkitJk9PoEjhyJrT0TZ4vixW4vIDvbwf79z0a6SVGB2VxIVZWdBx54SvSfAISXYGbPXkxhYRmVlR8JJwGMGWPFZpvNW299pJkDwYdKTAZqVquVG2+8EbvdSFOTCZ+vLu4HmQp2ewoORyoXXdRAfn4LXV3rhxTEOp02mppe4dixVTQ1vYLTGTu9YPbsxUjSDLxeQ9/exrPzEmtuzvVaaWp6hY6OGk6ceD8mnGipcEY4EV6C8RcU+ZyionoslhMcODA9pgYOZ8ucOXMxGj/Dav2E/PxjmM0HxGATMdkxGMJLMMKJOlo8EHyoxGTqI0Bvr6evqIgNkGhqWk9t7VfPmLrldNqw22twu1sAMBiysVhmjfiyezhzvQNZsGA+9923geTkHFpaEhk/voedO2sYP76w/7sDWCyzALDbazh+fD+NjZXAEXS6Dny+NNzuscjyV5g4cTLjx4+cn2jxMmlSO1VVz+LxXENamq3/egBob4fW1mwSEow4HH9Ekvaj07UjSRJebzqyPJa8vK8wevTkEbt2IuFF7VrZtauSjIwLkCQjvb0DvQC0tLT1XSv16HQyCQl6nM5iPB4nMJ+iogxGjQpNnwo1JSVWtmx5j6KiHoxGH5KUGukmRQXCSzCzZy/mnXcOoNe/SG+vm8LClWzYkB33aX6zZy/m1Vdf59ix7X17yBPYtq067tNlAyc78vLcbNy4Lu6dwKlePOJaQTgZjMAshry8tr4shti434YlUJMkqRQonTRpUjg+DggeZE6e3M7u3c+SmXkNsuwKGmi2t0NdXRuSVInBcOSUgfcUxo69nawsF8CIDDLDmesdiNVq5Stf+Sbt7X/noouOoNd7aWn5H1544UMyMzdjMNQjyzJQgNmcjNO5H2gCZLxePbKsQ5La0eubgR3s25fJoUNjGTduCZMmXae5wbdCoJcZM2qxWOz09taxd++fMBp1JCR0Ikkysgwej47e3nS8Xi+S5MNo7EaSwH9iRTs6XTMNDTtobMzEYpnC1Km/JS1t1jm1LxLXi9q14nY/xObNEzAa9wEyOp3fC4Asg9crAzIul4mennQMhi5crj2kpjaj023l6NEE6uvTR8xLOCkrW8iePZ8Cr9Lbq6e7u5Ly8gvj/iEpvKiTkHCMEyeSaWjIoajoOP/+9x8oL++Ney9z5tzAli215OT0YjT2isAe/2TH5s0nJzsqKzdTXe0v0BPPiEmgYIQTdfz1Bv5OUREYjU527vRnMURrsaLhELMragMH3oewWDrweOr44IOVQDEmUx0ejxtoB2Q8HjAYZGRZxuNRil3KyHIHbvduDhy4DZvNhE4nk5Iy8ZwHmZFaOQLo7e3ivfdkMjLSycrqYPTo3ej1/0aWJVwuA6DD63XgdEo4nckkJRnR6z3odB4kCWRZwudLQJZ1mEzt6HStfP75YerrKzGZljB27KyzLjoRqQAWTnrJy7Pg9erJyGjDYHDh8+lxuXT9AYnPJ+H1+pAkHy5XIiaTA53Oi/8MeLnfjSR10Ni4m/b25RQWLj2nQDZS14viJDk5m54emDq1EVk+gF5/AvAHrYoXAFn2Z1MnJLgwGJx4vTqMxh5kWYfPB34/I+cl3DgcnXi9RnEY+CkIL8GcLFSUyoQJPsDHli0PA/FdcEUE9sGUlS1kw4Z1ZGRsw+XSs2CBhQ0b3or7QE1cK8EIJ+rEchZDWPaoybJcIcvy0lAfqHkqyiCzvT2V9vYsEhK6kOUTdHYe4MSJbjo6fPT2Srjd/gDN69Xh8+nR6TzodF50upODca/Xx4kTMj09dhobd7N163I+/fSps957E65DRtWYO3cuBw/W43QaSUx04vNJeDwGfD49BkMvCQkuurqycLnMGI1OdDofnZ0ZHDx4CeXlt3Pw4Aw6OzOQJL8nj8dId3cinZ3bqa19nKqqm9m8+ezchPMMqFNRvDQ0pGE0utDpfLhcZoCAQExCkvzXisuVTH39+Xz22Sxeeum/+NvfftHvxh/UetDpeoDP+PzzB3jvvR9SVfWKpgrbKE5aW5OQpEQkyQd4cbuNwEAvyv86OzP4/POLee21X/PCC6s4evQCHI40ZJm+PnXSy6FDv6Km5mY6Omoi9h2HgzgMXB3hJRilUFF7+3kcOjSGurpMdDojVVXbI920iONwdNLRYaSuLk046WPWrBLsdjN1dWno9Sa83qRINykqOPVaWbt2U6SbFHFOOjGj0+lYv35f3N9vwZ/F0NGRTFNTUUwVK4rZ1EfwDzL/9KdVNDSMIzv7QN/A24Q/jU+Hz6esBkiAf6WoqyudpqaxfPjhV5BlmYsvfhtZNpOfvxeTqQe93gV4UQaZra3/5AtfGP7qWiRX1KxWK4sWXccLL1Rxyy15jBnTSEpKF11d6bS35+LxmHE4RuPz6fnss7nIMphM2Zx33iymTy8kIcFGe3sNO3bsZ9y4StLT6/tWTSRMpgbS0o7T2rqbmprhu4nkipri5amnyikpmcgXv9iDx5OJ0ehjx475fcEpJCWBxZLNl79cyPjxLlpairBa/StCDsdNvPVWDbCfSy99lezsY8iym+7uRDye7dTXd1Bbu5Jjx25g5syhryRFMlV20aLreO65cvLyJpOScjOLFn2IJCVgNLr6vQD9bhIT/ddKWVkhhYVw7NjFNDXVUF3dQldXW78XcKLTOTlxYjdbtqxg8uQ/MHlydKdClpUt5IMPDmI0/g2Xy9l3GHh6TMzanQvCizqzZy+mudnA5s2P9KXkePjoo6kxk5JztvhT/bYKJwFcddXVNDZWYjbbMRo9vPhiDzNnfszixZdEumkR5dRrpaIijTVr4tuLkv6YlwcGQzKtrR7uukuc1zhnzlw2bPgrVqsR8OFwJFBeXqn51UbJvx8pPMycOVP+6KOPwvZ5AMuWLePVV6spKZnDF7/4MR5PCkajgU2blqLTudDp/HvUkpIgKwumTs1Gr5+Fx+O/2hMSbBgMdWzebMTp/IQrr3ya7OxjGAxOJAm8XjMGw4SzHmTOnDmTcDsBqK6uZu7cuaSlZVJcPBaLxcRFF81n/Pj/BCA7u47c3CKOHfN7mDUr+CFqs8HGjTa2b68hLa2FgoKXGT16b/+erbNxowSw7777LgcOHBjR7zwUFC8ul4ucnDxGjz6PWbN+yIwZ1/e/Jjtb3YeCzQaVlfDuuzVcfvm9jBp1CIPBjSxLuN1JpKUdx+WykJl5JSUlvx9SsBZJL9XV1cybN4/e3l58vnxycqYxerSRWbO+PcALnN7NqV7y8/eQlNSJx2PA5Uqmp2csEyf+gdmzo7sfPfTQHZw48SF2ezrjxjXgdlv5xS/+FJbPHg7hvrdEu5dI9qF77vkjqal/Q5K6keUkkpN/yu233zDo651OG7W1NRw86H8+ZWSAx+PvXyNdjCdSXs7FiSxnk51dSHOzDZ2uhfHjR96LQjj70e23/47c3DW4XD10dWXgdn+VRx+9IyyfPRzCfW+5+ea7mTLlHVwup/DSR3l5JevWvcWoUR/idjvwetOYMiU6zyUMp5ef/vS75OScLFak18/lwQf/OyyfPVwkSfpYluUzzr7H9IoawJIlS/jLX/5CZWUr27ZdSF6ekXnzrufeexdhs0FLX9G6wQeYhUAhV18NlZWzePvtiwcMMn2+Xrq7j/DBBytobh76IDOSK2rgXyn53ve+x6pVq2hubgBg/fotrFyZx9KlS/F/79NTWAjf/34hNlshdXXQ0XExx4/fS1bWHszms3MTyRU1CPbS3NzAp5++z8yZ7X1ezkxhIdx2GyxcOIuNG5/lvfcGBrIej4GenkRstr1I0rNceunNZxxcRHql8e233+b+++/nzTffpLn5KM3N8OmnFefk5Z13KrnkkqexWBoxGnvw+erZt+9eWluvZ9Kk7BGtJjqSnO1h4KdWVY3G73YunKsXt7slZFV2IbJ9KC2tFqcT8vO9pKYepbv7ftav/xyPJwOHw/+alJSTAZnLtY6urp2YzS1Iktz/mqNHdSNejCdSXgKdJCUd58SJR6ioaCMjw1/cS/nOADpdG2ZzJbJ8BKOxg+7uNI4d0yFJPpKT2zl6VNJskaJA5s/PYevWBDo6Chk3rgGj8VikmxQVfP3rk9i69X06OnKElz7Kyhayd++bnDghY7cXMG5cQ1+qX/QFauEkFosVxfyKGvhX1VatWtX/u06nY+XKlUMeYAZychVp4CDT7U7E4RjLlCnDWxGI1Ioa+FdK5syZg8fj6f9v5+LG/542/v73SqZPH+impyeX8eOXDjndL5a82Gz0BbI1HD9+L+np+0lO9lcVdTrTycycMuQU0VjyUlMDf/pTDVdcsYL09Hrc7hTM5g4SEmQggYyMiWf0EqnVgEceuQuPZx3NzUnk5HhJS1vCbbf9RPW1TqeN1tZKjhx5ga6uerxeGY+noP94i/z8QmTZhdlcNKJHOURi5WigFw8u13X88pcPqL52oJcjQHiO/oiEl61b11BVtZyiIh9JSd0Yje6+KrL6U16pw+NJ6QvWTKSktPbtA/XjL9ajw+1OOqdMjkAi5UVxUlgo43JJJCX5MBq9mM09AwoUAX2/y/h8eny+BFyuZPT6XjweE2azve/P/V6MxoIRLVIUznuu02njtde+hdd7CPBx4MA4Lrnkv86YuhWuyQ6FcD+HhBd1tm5dw4YN32fyZH+q3/7945g588xetm5dwzvvrMTpbMBszuPqq5cxe/bikLUz3F5+97uH8Rdb0dHdbeTyy+8a8rUCYDIV0tvr3/QXymtmqCtqcRGoqQ0w9Xo9t956K0uWLDmrykqBg8yMjCOYTMMLSCKd4qewevVqli1bhs9fkg8492DtVDdmswODwUNvb/oZ0/1i2Qv4A9mKimeZPPlVjMYuLJZWfD4j6ekT+MIX/jBoUBKrXmw2ePvtGlyuBzAYHFgsB/F4EklKGpoXhXA/CH71qwfw+dYzZcox9HovdnsuZvM3yMyc3J+S1d3dgk7XRkpKJQkJh4AO3G49sixhMLgAPU5nJqmpRtzuYiRJYsKEX47YPr1IBPV+L+uYMqW+7+iPDHy+BeTmTux/TXJyNllZ/jMIYQ/Qgdcr9e8Z1us9gJ6enkwMhimcd95vR3TvYqQmO+6887uMH19Dfn4LJlNvX2Gdgc9fny+Brq5MDAYnAEajA0mS+6rtgk7nPyLE7TbhciXjcuUyduzQJ8BORyS83Hnnd8nO/oTERJn8/GZ8Pj0WSwc6nW/A65RqsjqdB1nW43Bk4q+F5iMpqR293td3dIqBhAQvbncKaWkXnNX+cYVI3XMfeODHGAybaGnxT3YcPTqTxx9/SvW1TqeNgwcrOXhwNVCHydRDT48Ju30UHs+3ueqqBeTkxMYk0HC9tLZWsmfPSrq6jmAyOenpMdHensnhw9MpKbEyf/5/xMQkkJLqdyYvW7euYfv2dTidLUjSOgoKICXFh8NhoKkphUOHzic1NYMvf3nJiAVtkfJy332/wOvdhN2uZ9w4xwAnagHZ8eP7qa19BZ/PhiT5MJl09PbKyLKEXl/IxIk/CEl16qgK1AJSH2+N1CBTbYAJ/oCttLSUn//858MO2JRBpiyvIDX1CCaTg4QEf0CSkTGDqVOXnDEaj+QKiUIogpJAN+nph9Dr3XR1ZeLzJTN27NfPmO4Xq17AH6xt2/YzCgo2k5R0Ap/PgNudjMk09owz5NHqRZIkysrKzqofAdTW2ti5s4aGhufJytre78XjSSYjY+ygwVqkHgTV1dXcc89PWbSoi6ysDrKzm9HpZDo70/sGlT5SUuzodF4kSe6vkmk09gLg8STg8yXgdCaj13vo6UnFYPDg8WSf88A70vsZT/Wi13vx+fwDbVnW0dVl6a+oazC4Av5fxueT8Pn0fQ6lvkyFiUyYcDcXXJBxTgPOSE92VFdXc+utt3HzzQmMGVNPampnXxXVQPQ4HNnU1V3A7t0X09OjQ5L81VJ7e9NJT+/mssvWkJHRiMl0cgIsKWnGWR+NEunr5frrv8WECXlcc43EhAmmNVI1AAAgAElEQVQ20tJOBHmRZR0ORzpNTfl88okVgwGKivI5fPgYdns2ZrPEZZetGdH94wrhvueWl1fy0UcP9k8CtbRksG/fBPT6PPLzJ1Bffwi3205SUhdTp+4lM7OdpCRHf7+RJB86nUxXVzI+n4n29iyMRiejRn2defOWaW6VUWEwLz7fyeqYBoOFoqJMMjNfIz39OGZzb58XPZLkQ6/3IssSHR0pdHRkMnr0PSxadPOItTFavSQktDN+/C5cLi8TJpwgIcGMyeTBX8V6oJdjx4wYjUv58Y9/NWJtjGQfAonDh0dx9OhEkpK6OP/83aSnn0Cn8/Z9bz0mk39izO020dWVitnchdOZTHJyJwaDi+7uZGAc5503sscJRVWgphCpFTWF1atX86Mf/QiPx8Op31un03HFFVeQmZlJXl7esFbatm6tYf/+FaSl+QOS7u5MEhN7MJsnkp6eSnHxLwed1YuGgTeoD76VIFZhuF7A72b37uGn+0WzFyUo+fKXv8wnn3wCMGwvSoroRRc9TWpqYIro6QtqRLMXOLd+BMFeTKYefL7E0wZrEBkvt932I8aOrWHSJBtJSV3IskRPTxIGgwu320hysgNJ8iHLUt/AyUJz82hAIiOjkZSUThyOJPR6ua9iqhODwY3LlUpGxrmtBkDkrpX/9/8ew+l8od+LEpQB+Hx6urpS0Om8uFyJWCztOJ3J1NcXsWvXbKZN28KoUUexWJTzLU04nYkkJOhJSrqIjAzptPfToRDJPuQvbrWV4uIvY7F0Anrgs74/LSYpyUhPTzYffvgOjY3dQF3fnxUBvcDFXHrpXP7zP//IqFF1GAz+CTCjsYfOzol4PKmcf/4vo74gTyDV1dU8//zzvPZaDeedd80pXrr6X2e3m9m3z0Bz86fA0YB3GANcx6WXzuXb315NQcG+ESlSFMkA9sc//gHjx38wYBKooyMN5azO1NTOvpRYGY/HPwkUONnhH3CmYDC4+vpZG06nERjDl770tOZWGRVO9XLqJFBnZyp6vQ+dzovB4E8vVp8EAqfTzPHjObhcZdxyy3WangQ6nReg7/vr6OjIJCHBjcdjJC2tlYQEj6qXlpZ09u8v4hvf+OE5ra5Fug8VFHxMS4uZGTPqMBhc/c9kj8eITucjIcGNz6fH69UPmODweIwkJLhJTnb0nasskZDgpqcnGZNpIldc8diI7IMVgdogKA+Fp59+Gq/XO+jrlAHn+eefP6TBphKQpKX5K/x5vRJebxomUycZGQVBg8xId2w1Bht8BzJcL6Ce7uf1JpKZeTElJSsH3BzjyUtNDTzySA3z5q0gM/NIf7DmdI5l1qyBs8Ba9WIwGFi40J8bPtTA7VQvpwvWIr0a8P3vL+U//1Pff8SFw5FM4GAKoLMzjaamMbz5Zhk1NVOAtykursdiKcJuT8LjGce3vvU0+flH+1LeZLxeEybT5LNaDYiGa2XZsh8yceIWxoxpHLBypAymvF4DR45MxGDwUVV1LTU1U2hu/pCcHBvFxV0UFOQyd241aWkduN06TCYnHo8Zk8lLYmKhZr2crCo7Cn/wVcfJoGOMyn9TYwzFxZdw222N5OUdJyHBgyxLOJ1pGI2ddHcXDGuvdDR4AeV+8lt8vkLO7ECNMeTkzGHu3GKuueY10tKaz2n/uEKkVkl2775/WJNA/smOy5g2rZrs7AbAv1KtBC0g43IZ8HjyuOSSv2hqlVHhVC/nPglkRpZ92O25jBuXzqxZ/6vJSaDTeQH/0VM+nx6n04zXa+TQoUkYDPDZZzOZNm3zAC9erwG93kt3t5nDh91kZy/nu9996JzaF6k+tGXLw2RldVFUVI/PpyMlxT/Bodwz3W5/QAYSHR2Zfc/pRRw8OJWJE/dwzTVryc+vIzm5E4/Hv21hpPoQRFmgFg2pj6eyevVqli9fftpgTUGv1/PTn/6U9PR05s6dO+hAs7raxj//WYMktTBx4svk5h7EaHTg8aSSnX1hUFAC0bNConC6VcdT0el0LFq0aEjpboHpfomJdtrbx9LVNY78/C9z4YVlQek60ejlTEGJwnC8BO7ny8w8gtncg9ebSFKSP1g79aERjV6G2o9g6G6GE6xB5LysXr2a//qv3zBlSgEWiwG73U1zs52cHAsWiwFQVgJG0dzcC3yIJB3t61vKwLyX4uLR3HLLcYqK6khK6sLjMdDbm4TbPfqsUyEjXXjmG9+4kYkT8/o9KCiODIZRNDQU0NzciyR9xEUXZbJz586+PjaG4uIZ3HRTI5IkM2GCf++A0ejC7TZr1gv43fz+979n7dq1Q7qfDEZOznSKi69j6tQUpk17h1GjDmI2O3C5tFfYSmFk3FxKcfFN/OhHz5OTU4/J5MTlSqWzcyLZ2cuYNm1o6aGRDmB/97uHMRj+zpgxDWeYBMrjzTfnUlPTQ1raeDIyTmA2f4g/GLmUr32tiqKigyQlOfB4DDidZuz2As4//0lNrTIqBHoZ6iRQUlIL48a1kp19GKORoEmg3t6EvhWTJLKzfzXsdMho9gKKmzSOHRvH+vXLMZl0OJ3TmT//Qnp63ufo0bX4fL1Yre+Snd3UP2HodJo4ckTm+PGFzJlzw7DPI4u0l/LySt56ay25uZ8wYUI9FosdhyOV9vZRfavOaRgMTrZvn8XRo6ns23ecoqJxXH31FN55Zz91dYcpKUnimmuqyM8/MqAPtbXlkpz8M2666Ttn3b6oCtQUomFFLZDhPhQkSUKn0512T5vN5h9klpfXcOWVK0hLq6e3NwW3O5vi4h9x+eXfGPD6aHg4noqy6vjMM8/gdrvP+PqhDr6VtLYpU17G5zOTnX0Qu30Ser0UlK4TjV6GG5To9XqefPLJM+5nU/bzgX+vo8HQg9ebSlZWcHAfjV7OZnA1FDdqwdqpkx6RfhDAyf7S0NBAXl4eF198MevXrx/gI7CPAANeb7FYeOSRR8jMvICSkmsoLd1IRkYLJlN3XypkhmbO3Ask0EsgiqNPPvmk34Gy0qr8nT179rB582ayskaRlzeFlJR5fOtb5eTmHj9rLwrR0odO/a6BfSdwJRqgra0t6DV+xiBJE7jnnq8yefI/SUnxr8yfTbAWLV5goJstW7bg8/nQ6XRcfvnl/WnVav3sJP5Af/nyWkaNOoHXayEhoQuHYyw+3/DSQyPpRRlout12DAbLgD1qAF1dKTQ0ZJOXJ7F8eWn/87e6uppNmzYhSWNZv76O1FQHpaWVZGS0YDQ6cbmMdHRkYrF8nbKypZqb7Aj0Eoji6ODBFg4eTMdszmHZsksGHI69Zs3HPPPM37Fa3w+aBHK5jDQ2ZuJwfJd77rlr2O2KVi9+RjFp0le58sq5uFxQVDTwOCqbDR55ZCVjxvwfRUV1JCZ209IyCoPBTUNDOk6nGUn6hua9dHWlcORIEQCZma20tWXR05PAeed1DOhD4O9H99//DJ980kNJydigPtTWlobH80W+//37ziptVgRqwyBwQDH4A3EgZxpoKoPMK6+8l5ycQ0iSTGfnRM4//7dRH5AoDNeLwWDglltuOW16W00NPPqojTFjyikoWE9m5nHM5tagdJ1o9aI4Ac4wUPAznCIba9bU0NGxgpSUerq7U3C5goP7aPUC6gPzysrKQYP9oRRmCQzW0tMHn/SIRi+B18qZUj6VYHfNmnqKi7/N8uXPkZ9/lIQEFw5HJl5vNhMn/ixooud0RKOT4RB4PZWXN3Deed8a4KWzMx23O4spU+4ekpdoCWDVODXYV7teTjchotfrueGGb3LVVXvIymrEaOwdcrAWzV7gZNAxWDbL6bwUFxdz002pZGXpycg4jtudgsEwtPTQaPcyHO6++3XKy4+yfPmzAyY7HI5kPJ7z+NrX/qapSaCRoLy8krVrN7F3r4VvfWsNubnH+wfgjY3ZOBw3DTkoiSUvzz77L9av30JJyZvodF5yc+txOs19gVtGXHqprq7m7rtfo6mpkOXLnzunPhSICNTOAbXZPDVPZxqE19TAn//8Cl/4wuOkpLSSmHjyAdHa2qS5C/h0M8CBJCQk8MQTTww6ALfZ4MMPbTQ3LyMjY9eAdJ2mpq9x8OD+mPMylPRZmw1+/esavvCFe8nOPgQk0NExldGjl9DUZGfbtg805QXO7GYogexQJj20HpQorF69mttue5DzzvsCt9xynDFjbKSkOOjutmC3FwdN9JyOWHECg3txOFJpbZ3IxRf/b9x4UQKT8vLyoOdScXExy5fryctrw2QaerAGsePl1IAtJyeP4uJx3HhjAtnZtmGnh2rdi8JDD73Ic8+9zPLlh8jP9+9ttNvTsNuTcLkWsmLF/wz5vWLFCQQHsWcbrEHseKmpgV//ehdm87+4/PJXyc8/QmJid9x78fehV1i+/PP+PtTenk1bWxKdneO45JLLh3XsQ1QFatG4R22oKLN5J06c4JFHHlFNezvd6lp1tY0dO5aRlbVL9QGh1Qv4TOluQxmAK9Uy1dJ1fvKTH2rai9ogCvxe9Hr9oIGsEtxPm/ZnOjvHMHFiFd3d+f3pOlr1Aqd3M5QVarVJDy0G9mdC2Q+ZlXUh115bwqxZH5OU1ENSkv87Fxc/FjcrAYEM5iUxsROHI48LLnhiSMGaVu+5pzLYfuKzDdZixctg95mpUy/g9tsNw15xjBUv4L9mHn30Mb73PRNjxtT3T3YcOzYal+uGIQ++Y8kJnEyHvOaajeTmNgWkQQ4vKIklLzYb1NXBhg2Pkpf3Z3JzW4QX/PeXxx//EzNm7CM/vwnwotPRNw6WMRpzh1xZNaoCNQWtrKgNxukGmqdL44rFgEQhMGWnoqIiKJA90wD8VDdKifpHH3Vp2suZ9rOd7nqprrbx4Ye/JjHxGGlpewek6/zpT9r2Aqcv7X+6VMhTJz16e08WCPjNbx7SvJdAAoOSO+5IZvx4/4ym05lIW9t4xoy544xFEWLp4aig9KvMzAsGePHvuRlz2mAtFgPYwfYTDydYi0UvoH6fUbzk5rZiMrlOWxEyVr1UV1fz298+S3q6b8BkR0tL+hkH37HqROF3v3uYlJQXhh2UCC/qxLKX++9/mnffPcTYsQ3MmLGH9PRmMjPb6O01AONYtOj1M66siUAthAw2CB9OsBYrAUkgZzsAV9z4Dw3vwe1O5cEHszXvRQnsKyoqVNNnT+dFOQC6tXUlKSknq7k99FCe5r3A4H1IObtvsH06yrWSnFyP253SXyDgySe7YsJLIEp/mjJlCsuX68nJaae7OxGz2Ul7ez46XQYXXfSbqD9zb6RR+tW+fZ+xfLluwODhTMEaxKYXtUnE4a6sxaIXtVXHk8FaCyaT+4zl+2PRC/gHmkbj/w2YBDp6dBSHD5cwf/6i01b4i1UncPZBCQgvgxGrXtas+Zi//vVNpk7dyIUX7iUlxUFLyyja2tKA+WdMJx5qoKY70wsEwSxdupT333+fxYsXI0lS/3/3+XzcdtttfPWrX6W6unrA35k9exZTpvwBh2MsbnciJlMPycn14W56SFm6dCkrV65Er9cP+O+n8wIn3XR3j6WnJxWHIyVcTQ4pVquV119/nffff58HH3yQn//85+h0J7vc6byMH19IWdk3KC7+Ld3dBbhciRiNPeH+CiFjsD7k9XpZs2YNq1at4sorr2T16tUD/p5yrXR0XEhvbzYff9zFX/+6i46OjnB/hZCj9KcDBw7w5JNeDh3Kp6PD3zcSE9tIT/+U3bt/yNatNQP+XkVFBUuXLo1JJ3CyX61YcQdPPinT2JiNy2XEaHSRlnZU1UmsozhZtWpV/z1m3759PPmkl4aGTHp7TRiNPaSmHuHQoRUcOBAffpYuXUpVVRU/+MEP+p9LipfGxuy49QJw//23IklltLSk43Qm0t2dSH5+M+PHf8Du3ffzu989HOkmRoR77rkLh+OmAfeV3NwWUlJeiFsnILyosXjxJbzyyt3o9f/BCy/cxOefT8Vg8JCb24LP986IeRGB2lmi9mAEkGWZNWvWcNVVV7Fs2bIBA/DAgOT99/U89pg95gZTgw3AFS9qg2/wu0lN/QPvvZfGc88djikvVquVe+65h4cffpiVK1eqXi+n8zJlyh/YvDmFxx5zxZwXpQ8ZDIYB1wv4g7Zly5apBmvz5q0kM/NHnHfeNH7wgwzS0tLC2fSwofSn4uJiHnvsOK+/bub48RwSE3tITOwhLe0o+/YtHzDALC0tZfXq1THrRGHp0qWsWHF7ULCWmnqcXbvuZO/eV3A6bZFuZlhRgvvBgjVlgvDQoQfixo3VamXlypU8+eSTKsHa4F5ifcIDTg6+a2sL+ieB0tO7GD++npSUF3jhhb9GuIWRQQQl6gzXSzz0IfBPelx44WxeeWUxDQ35OJ0p5Oc3jlgfCkugJklSqSRJq2PxH+vUB6OC2+1m1apVzJkzZ8BAUwlIJk+exvLlaTE5mBosiIXBB98Al1wyi4SEX1JWdnlMeoHBr5fTeZk9exY33PAcN954VUx6CZz1NhgGHo7s8/lUvQSuOHZ2Tg1nc8OO0p9ef/1lLrjgYp55xk1LS0bfg9JJUtJRdu26K24G3oGcGqz5VwbMpKYeZOfOx9m9+9dx52XwYC2d7u5kHI4U6usdfPxx/KwewclJj5KSEuDMXuJlwuOee+7i/PN/xaFDswZMAuXmttDT8z8DJoHiZeAN6kFJTk47RuPfeOONhwfcV+Ldiz9Ye5bHH//1gNfGSx8CeOihr3L11aNwOnUkJnaSmNhNbm4L3d2PnHOGR1gCNVmWK2RZXhqr/1iDpfwBeDyeoIHmJZfMYvfuZTQ0nBfOZoad06VCqg2+CwvhhhtmIctjwtnMsDNcL3ByFSlWUWa9q6qqVFOK49VLIIqjO+74SV9gkonTmUx3dxrHj3fH3cBbITBY86eHJuH1JrJzZxoffVTb7yWeBlPqwdoojhzJwmi0k5h4jE8/fZ61a1/hz3/+S9x4sVqtPProoyQkJADBXpKT69i7d2Xcpc6WlS3k8cefwuW6ccAkkMXSQE3NT/qDkngaeMPAoESZBBo9uoG6uueoqvqx8NIfrDnJyWnD4VjF1q1rIt28iBGYTqwEsRkZx4OyXoaLSH0cIZTZuttuu43FixcPGISfOtCMl4AETr+fb/ny5UHpoVZrIaWlv4pEU8PK6bwMFpScrsJfrDDYamy8ewlECUxWrszj6NFRmM1dZGTUs2PHH+NugKmgOPnTnxp5/fUCDh/Opbh4B6mpn/V7ibfBVHCw9jlr115Lbe049uy5jLS0vbS0PA68xs033xI3XqxWK0888USQl2PHRtPdnYTFcpD9+1fEZV+655672LPnqgGTQM3NPaxc+VikmxYxBqaH+ieB6urGsGOHTXhx3DTgWjGbc3j99Vci3bSIcrIPZQ/Iegmc8BguIlAbQZQZ79dff50nn3zytAPNeAlIYPDBt9frVU0PjZeB99kEJfGCWoqompd4WiUJZOnSpVxyyWWsXXstDQ1jcDpTycw8xL59y3nqqf+NWyevvvoPJCmbf/3rizQ3jx7gJZ4KRSgM7EdH2bdvPa2tiSQn70eS3JhMraSl7eLQoRWRbmpYUfPidOoxmeyYTA6Sk+vZv/9e9u6Nv0HnkiXfYdWq0f2TQLm5bfh878TtfjU4mR764YclHD6cy0UX7aOwsBGf71+sXftspJsXMe655y7q63/A0aO5/ddKXt6uoBTIeMPfh6RTJjycvP76P8/q/USgFiKGMtCMl4BEQXFyauEItfTQeGKwa+VHP/qRapXMeGEofSjeVkkCWb68lP3738Tp1JOYaCcxsYukpKPk5LzBY4/9Mi6dWK1WHnroh6pe4nkfn9KPmpt38txzu6islGhqysNo7CQx0RFzFYiHwqleXnihva8CYhIeTwoHDnzKHXesiLsJD6vVyk03fW/AJFB+fgM9Pf8Tt5NA4E8PveGG5fzrX1fT3JyH02kmN7eFxsZHePXV+EkfPpXly2+nuvrbNDQU9DtRUiDjdSLVarVy++0/5skncwMmPFppbn71rFbqRaAWQsQAPBi1cskgvKhdKx6Ph+effz6CrYo8Q11Zi0esViu/+c0PeOGFDlpa0sR+tT6El2AC98U2Nzfw/vs1rFrVTVtbRn8hjXgk0ItSXOTzz0djt6cwbZqF6667Ni4nPO6++9tcffXEAZMdFksDyckvx+0kEPjLsV999QScTgmj0Y3LlYzDoePIkb1xO2FYWAilpdP6nXR3pwH5/O1vT+Pz6eLWy9KlS/nud7/P2rUL+ic8cnIOn1V2hwjUQozaQNPtdnPHHXfEbVASWC5ZBCYnObXIiCzLPPPMM0H7+OINMeExOKfbrxbPCC/BLF26lFtvvbU/m2HPnl08+mg6R45kYzTaI9y6yKF4AX9xkUcftfHiixk0No5j9OiqCLcuctx//63YbBcPmOyI9/1q4Peyf/8XaWjI7F8pGckzs7TIzTdfQ2fnf3DkSB6trXoKCtooKGiJ6/P4wD/hUVREUHbHcPeriUAtDKhV+du2bRtXXnllBFsVedQCk6effjquV0pOHUwNdsxDvCFWHAdHfb9abaSbFXFO9fLBB/Dqq9vjLg0nkCVLlmA2m/vvL/v2fc7//d8EHnkkts5oHC5LlizprwTpX3H8lFdfvRSbbWyEWxZZBtuvFu8sXnz9gJUS5cyseGb58tv59NOV7N59LceOjSMry95/Hl88s2zZIl58sbN/wsNuz8Jm8/Lii6sxGIxJQ3kPEaiFicBZOwWv1xuh1kQPp3pRzhOLZ04dTMHJfXzxzOlWHOOdgfvV/Ge4CAZ6sVrhJz8xxWUajoLVauXtt98OSD0/SnPzAa66anrcewmsBOkvMLKOhobgI3fiCbX9arm5LZFuVsQ5mQJ58n6bk9Me6WZFlMJCePjhGVx00VeQZSepqXYSE3vi3kvgfrVDhwr6VhxbaWvbxKhRCZOH8h4iUAsjS5YswWg0RroZUUfgbCb409rimeDBlJ949wKDrzjG82oADNyX9e67eh5/vDfuncCp+9XScToTI92kiHNq6rlSYCTeObXYlfDiJ3C/mtHYjctliHSTooLAM7P8Z6yJe0thIfzsZ3ORpK/S0pIhvPSh7Ff74x+vp6bmCo4dG0daWgtGozvhzH9bBGphxWq1smnTpgFnZ4nBlNpspvAy2D6+ePcC6iuO8bwaoKDsy9q8OZV5884XTvo4uV8NDh3Kj3RzooZTC4wIgotdNTc3iHsuJ4OSd97R89e/HhdO+lDOEvvXv0zCSwDCSzB33/1tnnrqatrbk5HlHpKSuvB6hxaCSbIsh7h5J8nOzpaLiorC9nlaoK6uDuEkGOFFHeFFHeElGOFEHeFFHeFFHeElGOFEHeFFHeFFnY8//hhZlqUzvW5Iy24jRVFRER999FE4PzLqmTlzpnCigvCijvCijvASjHCijvCijvCijvASjHCijvCijvCijiRJHw/ldWEJ1CRJKgVKJ02adE7vU1trw2aro7CwSPOHRVdUVFBRUTEiS8LCizrl5ZVs21ZNSYmVsrKFI9C6yDFSXmLJiUAgEAgEAkEsE5ZATZblCqBi5syZt57xxYNQW2ujouJunM5OduxIpbT0IU0HJaWlpZSWljJz5sxzeh/hRZ3y8kq2bHkYnc7Hli3vAWg6MBkJL7HmBEQAq4aY7FBHeFFH9CF1hJdgRB9SR3hRR/ShkUEzxUSqqt6hvv4Ie/d2Ul9/hKoqcZYHCC+DsW1bNTqdj4aGBHQ6H9u2xffByBCbTkpLS1m9evU5Fc5QAlivdxNbtjxMeXnlCLYw/IyEExBeBkN4CSbWnIDwooboQ+oIL+qIPjQyaCZQq609gtcLubkuvF7/7wLhZTBKSqz4fDry8jz4fDpKSqyRblLEEU7UicUAdiQQXtQRXoIRTtQRXtQRXtQRXoIRTjQUqC1YMJ+XXrKxdauXDz/0itLTfQgv6pSVLeTyy++iq+sCenqmRro5UYFwoo4IYNURXtQRXoIRTtQRXtQRXtQRXoIRTsJc9fFcsFqt3HnnnRw//jJ6vY+GhlcoL58Yl/mqgQgvpycxcW/fnqy9gPb3ZI0EwslAlO//1ltrI9yS6EJ4UUd4CUY4UUd4UUd4UUd4CUY40VjVx9bWJvR6mYYGA3l5HrZtq9bsIHMkN58KL+oELpkLL35iyclIIwJYdYQXdYSXYIQTdYQXdYQXdYSXYOLZSVhSH2VZrpBleem5puXF0hLoSG0+BeFlMISXYGLJCfgD2KVLl45oAKv1PPiRcgLCy2AIL8HEkhMQXtQQfUgd4UUd0YdGBs3sUQOxx2YwhBd1hJdgYs2JCGCDEZMd6ggv6og+pI7wEozoQ+oIL+qIPjQyaGaPWiDxvAR6OoQXdYSXYISTgSjfv6bmXYqKxjJ9+vQItyg6EF7UEfsmghFO1BFe1BFe1BFegon355CmVtRALIEOhvCijvASjHCizvTp08nLO47d/hYVFXdTW2uLdJOiAuFlcBIT95KcvDtuz/dRQzhRR3hRR3hRR3gZSDw/hzQXqMX7EuhgCC/qCC/BCCfqiMPj1RFe1BETHsEIJ+oIL+oIL+oIL8HE83NIc4FarO2xGSmEF3WEl2AUJ3r9XDIyFrJtW7WYsUMcHj8Ywos6YsIjGOFEHeFFHeFFHeElmHh+DmlyjxqIPTaDIbyoI7wMRPn+W7Y83OflvQH/PR5ZsGA+11//DNnZ6bS0nODll+dHuklRgfCijtJXtm2rxmq1xnXfURBO1BFe1BFe1BFegonn55DmVtRALAsPhvCijvCijvAyEKvVyssvv8Rll13BokULaWpqi3STogLhZXDKyhZSUmIVq9IBlJUt5MEH/xuA++77hfDSh7hW1BFe1BFeBqI8h775zW9y55138sYblXHjRZMraiUlVrZsea9/WdhqFcvCILwMhvCijvASTFNTGxbLzr5Vxl1AfK8yKggv6pSXV4pVaYlng2oAACAASURBVBWEl2CEE3WEF3WEl2CsVitNTW1x50WTK2qBe2wuv/yumP9HGirCizrCizrCSzBilVEd4UUd4UUd4SUY4UQd4UUd4UWdePQSlkBNkqRSSZJWj8Sp7QpaXxYeyZPsAxFe1BFe1NG6l5FGbOJWR3hRR3hRR3gJRjhRR3hRR3hRJx69aDL1EcSy8GAIL+oIL+oILwMRm7jVEV7UEV7UEV6CEU7UEV7UEV7UiUcvYQnUZFmuACpmzpx560i9Z+DyZ16eh23bqjX1D1ZaWkppaSkzZ84c0fcVXtQRXtTRupeKigoqKipGdKWxrGyhphycSiicgPAyGIEDh8DftYLwEj603odChfCijta9hPLeMmPGQurqwGaDwsIRffuoIyyBmiRJpUDppEmTRuw9tV4IIVQXsPCijvCijta9hCqALS+vZNu2akpKtDdjFyonoG0voUKsSqujdS+huudquQ+FygkIL4OhZS+hehbZbHDXXdvp7d2JyTSdhx+eEdPBmmZX1LS+/BmqC1h4UUd4UUfrXkLxgBQDTHW07kWsSqsjvIQPrfehUCG8qKN1L6F6Fm3Y8BYFBQ+g13fg9aaxYcMvufXW2D1XTbPFREDbhRBCVRwChJfBEF7U0bKX0tJSVq9eTVpa2oi9p9arSoXCCWjfS6j6kNY3twsv6oh7SzDi3qKO8KJOqLy0tr6BXu+hoaEIvd5Da+sbI/r+0UZYAjVZlitkWV460v9YymyD17uJLVse1tQgM1QXMAgvgyG8qKNlL6EYZGp9gCkG3uqEqg9p/ZgL4UUdcW8JRtxb1BFe1AmVlzlz5iLLu8jL+wBZ3sWcOXNH9P2jDc1WfQSRWjEYWvYSylxvLXsJJVr2Eoq0La2ng4o02fCj9U3/oULLXsS9JRhxb1FHeFEnVF5mz14MPM/27euYMeO6vt9jF80WEwFtF0IIZUCiZS+hLISgZS/iegkvZWULmT59OjZbHbW1NsaP185O5VBeK8LL4Gh107/wEl60HLyGEuFFHS17CeW9ZfbsxTQ3G6isrKa52aBZR0NBkmU5bB82c+ZM+aOPPhrR99T6Q2DmzJmMtBPwe6mq2k5+/pV885tzNVcRJ5ReamreZezYsVx77Vc1NdCE0HrRYj9SHgTvvvsuBw4cGLH3ra21UVFxN05nJ2ZzKqWlD4lrBeFlMAI3/ft8Ok2m+gkvAwnVvQXE/XYwhBd1tOpFQdxb1JEk6WNZls+4KhGWPWqhpKxsIQ8++N8A3HffLzS1vyaUzJixkIaGhVRX13HXXdux2SLdoqERyqIZANOnTycv7zh2+1tUVNxNba1GxIQYrRYUCdX+mqqqd6ivP8LevZ3U1x+hquqdEX1/raJlL6G8t2h507/wok6o7i1a3hMs9kqrI7yEHy3fW4aLpqs+KmjxQg51QOIvX7qCyZMfpaBgBRs2vBWSzxlpQnnDA+0ONEN9vWixD0HovNTWHsHrhdxcF16v/3etEMprRcteQnlv0fKmf+ElvMTTAHM4CC/qaNlLKJ9F8XRv0XTVRwUtXsihDkjirXzpUNHqQDPU14sW+xCEzsuCBfN56SUbGzZ08dJLNhYs0M4ZLaG8VrTsJZRovcJhqNCyF1HJLxgx8FZHeFEnlM8iLd9bhoumqz4qiGIIwcyZM5fy8r+Ql5eELHczZ87PIt2kqGDBgvlcf/0zTJyYh14Pt98+I9JNigpEHxqI1Wrl5ZdfYtOmTcydOzfufSgIL4MTWKEt8Pd4R6teRCW/YEJZ7Et4UUfLXkKNlgutDAdNV31UUP6h3nprbUjePxSEutKWUr503brn6elJpbnZEJLPGWlC7cVqtfLEE0+wa9dKdDofhw//jdra6ZoriDDSaLEPhRqr1YrVaqW8vJL77vuFZjdyjzRWq5WmpjbeeKOSpqY2zTgJR3VDZXP7li3vAdoISoSX8KMMMMW9ZSBaDepDjfAyOFovtDIUwhKoybJcAVTMnDnz1lB+TmLi3r6HwV4gui/mUM7AKDQ3G3C5WjAYmtiy5WEgup1AeLy0t7fgcHTQ2JhAbm4nVVXvMH78d0P2eSNBqAdTClrqQyAGmWoIJ+qE+t6i1fMIhRd1RD8KRjhRR3hRR3gZGTRf9VFBq3tsQolwoo4W96mFeo8aaPN6EXv3ghFOIoOW95KEEq16Ef0oGOFEHeFFHeFlZIiZQE15GBQVObFYXBQXF0e6SREn8AFpMPiw25s1U80vlCgFEbZu9fLhh96QBj9a4mQf6sFi6SUlJTXSTYo4Wh1khhLhRB1lc3tX1wX09EyNdHOiBuFFHdGPghFO1BFe1IkXLzFRTAT8DwO7vZ2WltV4PAba29dTW3tVXO89Ctx3lJ6+i+Tk3ZpJaQslVquVO++8k+PHX0av99HQ8Arl5RPj2gn4r4k9ez4FXqW3V093dyXl5RfGtRflu9fUvEtR0VimT58e4RZFHq06EenD6ggvkUEUiQhGOFFHeFFHq8+i4RIzK2oAXq+XxkaZPXt8mjojK5SUlS3EYsnB7dbF/PLwcGhtbUKvl2loMAgnATgcnXR0GKmrM2vCS6jPlwPtHZIunKgj0ofVEV4iR1nZQkpKrGzbVi2yXfoQTtTRohfxLBoZYuLAawUt7T0KxwWsoKXl4XB50ZITEF4GIxyDTK0dki6cRA6t9Z9woUUv4bjnKsUQvN5NbNnycNQPwIUTdYQXdcSzaGQ4baAmSdLYkfiQUB94raClw1jDcQEraOlgwHB5UZy4XNcyatRvmDEjep1A+L1o4VoJF1qaAAoXwok6Yj+WOlr0IlYagxFO1BFeIkc8PIvOtKK2RvlBkqRXQ9yWc0Y5jPWyy65g0aKFNDW1RbpJUYMWl81DzYwZC2loWEh1dR133bUdW+ytmJ8V4loZiDIBVF3t5eOPfcyYIQ5JD5wUW7/eTnNzg7hWAkhM3Nu3J1gbM9/hQngZiBZXGkONcKKO8KJOPBSHO1MxESng5wmhbMhI0dTUhsWys2/T8i5AbFqG+DlvYjhs2PAWBQUPoNd34PWmsWHDL7n11uhdhQ0X4loZiDgkPRhlUuy5514kNXUnev2/xf22D62eGxZqhJdgAgt+CfwEFs5IS0sVhzz3Ia4VdeKhONyZVtTkQX6OWpSHgd2uJyuri5qadyPdpKhAeAmmtfUN9HoPdnsB2dkOGhvXnPkvxQHiWglGOST9wIGemM2DHy5Wq5WsrPS+h2P0p+OIfZ7qCC+RR6w0DkTJ6mhvr9TUnqxwIK6VYGK9ONyZArWLJEmyS5LUCUzv+9kuSVKnJEn2cDRwuJSUWDEYfFitdeTnt5KTsy8mq8AMF+ElmDlz5mIy7cdq/YT8/GOkph6KeyegrWslXINMLeXBi0JF6oh9nuoIL5FF7D1SR3gJRmtOxCTQyHDaQE2WZb0syxZZllNlWU7o+1n53RKuRg6HsrKFGI3zOHYshw8+GEdjY4eY/Wagl3//OxeX6wibN78c6WZFlNmzF2OxfI/6+iw++GA87e1tvPHGM1EblIQLLfWhcA0yRaEidcTgWx2xz1OdsrKFfP/7PyAjwxL191kxyAxGTAKpI64VdcQk0MgQMwdeB+LxGLHbE8nJcWI0+ti//2CkmxQVeDxGXC4dF110GNDh8/0Dp/N6zOb43Wtjt6fQ3Z1OTo6LCROaOHZsExUVBygtfSiu9yCJPjQQZU/Wpk2bmDt3LlZrdD8gw0lZ2UJmzFhIXR3YbFAYv92mH7HPU53aWhsVFXfjdHayY0dqVN9nS0tLKS0tZebMmSH9HC0dZhwuJyC8qKElJ+GmrGwh06dPx2aro7bWFrX3lbMhpg68VliwYD4bN9oxGmVcLj0ZGXujfvYuHCxYMJ+tWzs5dqyADz6YQWvraI4cqYt0syKKslKyY4eZQ4dy+ewzxB4kRB9Sw2q1cv7503njjUqxShKAzQZ33bWdRx99VlRP7WNgipKXjRvXRbpJUUE8nHl0NogVWHWEl2CEE3WUSaAPPvifmDv4OiYDNavVyo033ojdbqSpyYTPV8fGja9HulkRx2q1Mnv2/0drawo5OTaczuOsX3880s2KKMpKidebSVeXgaKiHiwWp1hBEn0oCC0eOBoO/NVTVzB58qMUFKxgw4a3It2kiFNSYsXr1fXdT1y8//5mqqujez9JOFD2eo4b143F4qSmZlukmxQViHuLOsJLMMKJOrE8CRSTgRpAb6+nvyBCYWEDPt/f2bq1JtLNijguVw9vvPEljMZMJCkRWV41ZC9Op40TJ97H6YydmQrwByX33vvz/hUkSZIZPXrLkLw4nTb27n2FTZtWsXfvKzHlJrgPvcCBA/Hbh06ukiSj0xmpqtoe6SZFBaJ6ajBlZQtxOKZhNPpwufQsWGDht7/9fdwHawsWzGf9enu/l5SUXWKgifaKRIQL4SUY4USdWJ4ECsseNUmSSoHSSZMmhePjAP8D4b77NpCRkU56ejdZWTb2718B/IHZs2cFvd7ptFFbW8PBgy04HAP/LDk5m+zsQjweF4WFRSOS+1pRUUFFRUVYNuUGsnjxJbz55i9wuXzk5zeRluYYkpfPP98PvI0sm5EkJ11d8/H5MkhOzmbatFkjlg8cKS/KCpLLVU5+vp3U1OMcOPADOjq+iceTgcNx8jpobrYhSZCVZaS9/Y94PPsxmzv47LM09u8fi9P5FRITJ2vey4IF87nnnvVkZFhIT2/DYjnKjh0rqK+/k7Fj1b9bba2NnTtr6O5uGeCru7sFrzebpKRZXHppoSb3MZWUWNm8eStFRWA0evjoo6liTxb+6qkbN76I1WoAfLS1HYq5PQJnw6xZJezbt5OGBj15eW6OHKll3rx5vP3223G7x9FqtTJnzhXY7TtoaDCI89T6KCmxsmXLexQV9WA0+pCk1Eg3KSoQXoIRTtRZsGA+t976Cv/xH8YBk0CxcG+JyWIi4H8gfOUr38TpfIHExBZMph70+joOHlzO4cNLGTfuC/0DSJ2uDbO5Elk+gsnUTnr6ySPjZFlHd3c6NpuRzs5iDh1ycuzYDcyceZ0mi3BYrVa+850ynM4XSE21D/Cyf/83MJkyAH9QMjAQaUWWweMxoNe7SUvbis+XQHd3OlVVY/nggyVcdtl1mh6c9fZ6MJm8pKZ2kpTURXp6G5L0GxISdKSl6ejpSaGx0YfXa8Tn09PY6EKSfBiN3Xi9YDS2o9M1YzTuoKsrU/NerFYrxcUzcDq3YDTqcbmSSUg4Sm3t4xw8uBK9fn7/9QLQ29sGVJKScgSLpYOenjSOHfv/2Xv3+KirO///+fnMLZN7SEJCIJCAYACJqyA4WDRdaaViCN3VXb+1oq0VBbWt7faGutrLbqvdrnZdQdHdtl63VX/cxEuFQlQIQfEOBILkMlxyD5nMTOb++f0x+YRJ5hMSksx8MjOf5+ORRwvmcvLifc55v895v99HRBACpKd34XBk0No6laeeuo6vfW0m8+cviqk5VFGxnH37jmE0vojH42LGjMd5883MhH8kffHilVRVVXHq1Os0NqaSltZNZeXfKC6+Re2hqcpVV/09NttfSU5uwet1k5FhIjU1k2effTZhAzWAa665lj17PtMczRAqKpZz6NDnwKu43Tqczu1s2XJRXDiZo0HTJRxNE2Xi+RAoKqmPkiRtkyRpdTTaRYfidjt4/vke2tqy8HiMGI1OcnKOYDI9yMmT/4TXey8ZGf9CRsavMJk+xGjsRJIg+LZ38EOShF5n3EF6+iEmTnyftrYH2bHj1lGlgUWzhfZAlHTJzT1Mfv4vyMz8IRkZP8LjuZfm5jvxeg9iMHTh9wdjeqPRBUAgoAMkkpM7ycv7CKPxl+zYcRdbt74yqiJONXVZtmwpL77ooa0tC5/PgN+vJxAQkW0hObmL5OQzmM1dCAIIQgCPx4wgBNDrPYiin0BATyCg69PFZHqQysobeemlp2JSl1tuuYkXXsimsTGfri49gUAAg+EUkyZV99mL/JGf/yvy8z8kObkTSRL75o0gBAgERFJTO5k27QBXXPErWlruHfUcUoOMjDpsNj0tLVPIybFz9Ogf1R7SuMBmS6WtLZPc3EDcpZ2MlOLiQsrLf8PEieWAwOLFem65ZQbbtr2R0CmQFRXLycpajskUbFTU2ak15wGw27vp6jJSX5+kNaAJob8uWqofaJoMxjXXXEsgoOutDXaTmhofh0BRCdQEQSgXBGFjtNPZysrK+OKLWtav99PcnIPXa8DnM+L3J/U5kJIkEAiIBAI6RNGHKPoBoe9DECQkSUSSRAyGHvx+EZ3Ohdd7kH377h1x3Vs03yMZiJIufr+uL/iSg9PQQEQU/TgcGTgcmTgcGUgSiGLw7/1+I16vmQkTPqSt7XH+9rdbRxyYqKmLxWJhyZLFrF8foK5uKnZ7KpIk20EAAK83CUEIoNO58HhSaGqawxdfLOL1179Hff2ldHdnIQi+Xl30mEzOMQlk1dLFYrFw6aULeeyx69m0aRmnT0/FaOzunTdBe5E/QueRTudFkkQ8nhQkSQwLZI3GrlHPITW48soyjMYjfY+kJyXVak4mWu3RYBQXFzJnziWYzZnYbHpycpxMn57Ps88+q/bQVEV2NFtaTGRnO9ixY6vaQ1IdrQGNMvLbYfHmfI+G0PfUDIYANlurtt4Sv4dAcX2jZrFY+Pa3v82RI0dYv95PXd1knM5UJIk+B1IQJEDAbs+ioWE+lZX/yqlTv+PMmeBHV9dvMRofxWR6kra2uXi9ZnQ6H3q9G7O5kWPH1o4oKFHz5kjWpaampk+XYFACocGpHIjU1S3inXfup739cWy2rbhcj2Oz/QdNTffT1HQpTmcWen0PkiRgNjeRn/8+JtOD7Np163k74WrqArBq1SqOH/+CRx7xsX79LWzYcAuvvHI/DQ33c/q0haamL3H69CLc7p9TWPgi06b9lMmT/8g3vvEwEyf+H17vo7S0BHXxeFIQRV9YILtz55qY0mXt2nJstqd5770DPPOMQEPDJLq7z9pL6IfTmUVT03yam+/HaHyUyZP/gsHwKDbb/bjdl+J2Z/UeiIx+DqnB4sUrcTiWc/JkNvv2FeH1GrTTTELTToKnvDqddsorU1hYRHq6CYulgYKCdq66SmTTpm1s3LhR7aGpxsKFlr5GRQUF7WRmaoG9UgMarYNq/Drfo0F+4NnhmAtASspBrQNkL/F42xi3zURkVq1axf/+7/9SU1PDI4/kM3v2NJYu/QpXX30dra1WurraAPD7c8jNXcS11w7e6KCq6hJeeWU7c+Y8TVpaM0lJdpKTz+ByPciuXX/h9Ol/V2zIoYRaTTNkVq1axTPPPNOnS0nJNBYsmMNlly0EzjbOMJk8BAJFrFgRqsvZ37Gu7ua+5hE9PS+TkXGYQEDEaHSRlXXwnI1KlFBbFzmIffLJJ2lt7QCKEITXWLToPr785T9itdafo6FMYe9HUJd9+7Zjsz1HcvKpvkDWZGrHYKiPKV0sFgu7dj3LQw89xI4dO3jkkYlh9iKTkpLDVVcNbDQS/B1drps5cKCaN944SnHxq6OeQ2px5ZX/xJ49deTmujEa3VqNTS/jvfZIrTlUXFzI1Kk3UVfXitUKubk9zJo1mTvvvJMXXniBOXPmsGrVqn51a1YrvP++FaezGp0uuEeNdeMmGTV0qahYzo4dWzl50kNbWxK5uT3s2LH1nPUkoZqkp9OvsVMkdFEDuQGNzSYybZodj8ej9pDGBXZ7N36/EZtNx7Rp9iFtJRGoqFjO/v1VeL2ipksI8dhsRZAkaejPGiMWLFggffDBB1H7eTJr1qzhySef7PuzKIps2LCB1atXn/f3slph585qJOleMjOPo9e7EIRgSlxX13RmzRq+8w2wYMEC1NAEYOPGjaxduxa/3w+ATqdj/fr1I9IFYO/eampq1pGZeYikpG78fgNudwp2+9SY0qWqqoorr7wSn8/X93cjtZnQLog9PS+TmnqMpCQ7Ho+Znp48iotXn1djGrV1KSsr63MeRmovg80htzuFrq4ScnLWnLfjFW1dfv3rh4FXAS8QYO7ce1mx4tao/fxzITveu3btora2Nqo/+6wuASRJpLDwu9x88zejOoahUGMO1dVZ2b79u2RkfIhO56etLYt9+yZgs/l7P0Nk4cLLmDlzJn5/Du+/b2TmzN+Tm3uU1NROBEHA6czEbp+K2XwdpaUzKS4e22Y80dZly5btfPDBvzFr1klAoKFhIunp5eTm5oZ9rsMBX3zRQVHRdjIyTiGKUl/mB0g4nZPjQpe6OiubN68hJ+dzAI4eLWDBgvvGnfOttq1ougQZ77qotReNdB+qq7MOcRg/tgiCcECSpAVDfl4iBGpKjrdOp+P2228PO8kcLmMVlKjpeMPYBrEQNPR9+7bj8z2N2dyM0diDx2Meti5qOpmhbNy4kTVr1hAIBPr+zmAwUFlZOeKObXv3VnP06L2kpjZiMtnR63243ano9XO58MJ/Z+bMoW0mnuwldA6ZTA66uychih7s9qkEAmnMmfPAuLWX++67H4PhLQoKTpOc7KenJ4ebb359UAcxNGAPJVK3JKCOrQR12UFBwRmSk520thaxcuULg/5+g+kSiacc1F5btm59hVOnfofZfJqcnFZ0On9vs6KzSJKIw5HRV/9rNPYgivIaJCCKPiRJh8s1AYNh1rDXjXOhpi733HMHkycfoK0tiUsvrcdo9GI2O3prpIV+nxssU5Dw+Uw4nZmYTHbc7lTM5jMYDK640WXdun8hPX13303jiRMLePzxp875NXv3bub1159FkkQslstYuvQbEemoO15sZbi6uFxWdux4iYMHDzF37mxNl15ke7HbnaSlJfO1r61i8eKVERtjtPeigftQZ+ckpk37keJeKz9B9emnR3E4dhIITCAQ0JGWVtb3OZHap8dVoBaS+ni7Ws63kuMNoNfreeKJJ0bkaJ4rKMnJeZSMjEUUFSm/s6S20yAzlrdHoYQGJbIu3d1TEYRHufrqRUM6X2oHJKBsMwsXLuSxxx4bdbCWkRG8SQLw+ZKw26czY8bggWy82os8h3p6XkYQ/KSk1OP1pmIwdON0Th4yuFdLly1btnPw4ANMndqGx5OE06mnsbGAnp4ZFBRM59Sp4xgMXoqKigkEbCQl7SQrq4nUVFtfYxpJEununkBHxxyyslaO2Wagpq0EdXmIqVOb8XiMOJ0murvnU1S0uO9z5LTqhoaPcDj+QFqaNUwXhyOTzs5p1Nau4h//8Voslti8IQmlrs7Kzp1ryMw8QFKSHVEM9P3OMoGADocjBVEMNnLKyGhHp/P3NjWSkCR9X4MjjyeZrq7pwPDW1KFQQ5ctW7azZ8/DZGc7KCo6RSAgkp7eFdLU6yzBpl7BJlZOZxp+vwm93ovZ3NXX8AuIeV1Cb0l0Oj+nT+dy8uTfk5ubQ3Z2Nu3t7ZSVlWGxWNiyZTtvv/0Ms2btZ+JED6mpDuz2FLq60vnii8vJyirFbu9m4ULLmN6yqGUrA3XxeG7kZz/7ieLn7tnzIjNm7CMjw9ZPlyNH5uL1TmLp0hVjfvM0nnXZsmU7+/dXIUktTJiwnSlTztpLS4uRo0dLEYSpY6qLuvvz2X0oKclFe3s+kqQnEFhCXt4MgAFPc7UjSQIdHfkYjS5E0Y/ZbEcQwOnMwuGYyowZq8b0aa5xFajJqHWjJrNx40buvvtufD4fob/3aAOTgUGJy5VGS8sMjh1bQ3PzIr7//UIWDeJrjteARBRF/uVf/oXMzMy+TeF8CdXFYOjB7TbT3Z3H4cOrh3S+xoMuEJ4eCkFtVqxYwY9//OMR63Lw4Dqys8//NnY86KJkL4IgsGTJEsV6m+Eg36y0t2/olx463JtYNXS59dafctFFbzFlymnS0uwAdHenEXQwJdLSuntvBuSumLq+Zx0g6JTbbBno9d7eDURPV1cx8+Y9MiZ1emrZypo1dzFjxh6mTGnu00AmGISlI0kiOp2XlJRuAgGhny6SJCBJAqIo4XCk09Z2IaWlo9dkPBx2yLfIaWlHSE4+ExaoBYP3VPx+aGw0YDD4+fDDyUhSMhZLBxMntpGe3oUgSHi9SbhcKXR2TuXQoZ/y5S9ncfHF55+yo7YuW7Zs55VXnuXCC+uYPv0UGRnhukDQLrq7k2lpMfL227kcPx5gyZK5lJbWkJ3dTFramX66DHevGQy1b0mKi/eRmenAbO6hqyuV7dtzOXasndzcDNLTjUyalM68eQ0UFDSTkmInEAgGsoIg9c6dFNxuM42NEzEYvJw6NZHrr79rVDcnatuKki6fflpCIJAMgMGQjsFgoqDgXYqKTobpEjz0EOnqyqClZQKiuITvfOe+UTve410XUXQyY0YjHo+O6dNPodd7MZlcgKSoS319wahtJRQ19qI1a+6isHA/ZrOXvLw2vF59WCbD2b1Z39cczes1AAIuV1LvWhvo24/c7vTzyoAaCi1QG4SqqiqeffZZnn766X7Ot+xoTpgwAYD8/PzzcjjloCQl5RRudyoGg4POzqn4/XpOnPgnVq9WfvR4PDjeMPiNoyAIiKLIFVdcMSJt+gexZ9P9urrmcsUV4cau9oKnxMB0PxmDwcDy5WdPns5Hl6oqa7/GNCZTD17v0IHJeLcXCAayX/rSl5gzZw6XXHJJvxPgoVC6iT2XJmray+bNB/jP/3yFf/7nN5gwoYOUFBsuVxIGgwev10hKih1R9PcFHjpdcL2RNwlJEunpSQGgpyeJ9HQbXq8em20SZvNdI34oXe05VFVVxc9+9kNuuOEMEyZ0hdyQyDdGqRgMHlwuMykpdoxGd+9/6795+nxGJCm4Yba1zSQr65tjcuuo9hwamO5ZW1vL/v3vA8G5ZLN5aW2tw2BopakJWluDX5ebm09JyVwmT55OWVkVWVntmEwufL5kAgGRjo556HTCsFKGlVC7/vX6629kxox80tMNg3yWHZvNSk1NR58moKRLB0lJNuHKJAAAIABJREFUDvR6Hy5XKh0dc5kzZ+RNitS6JTl48CGKi0+RnOzAYPDidKbg8+mRD4GCc0rC5wvqZTB4EQSJQEDA6zXhcKRhMLjxeEykp5/B5TLR0JCE0biae+55cFTjU8tWBuoSbOYk9QZjIt3daeh0AUQxgMHgQRAC/XQJOuRC75NDAbq70+juLuDUqSWUli4b9U3SeNQF6Pv/XV0T0Ou9+Hx6MjI60et9iro4HMljYitq7kVVVVXccMP/Y/r0fCoq3BQWniY52dEvkyF0bw4Gqpm0tGTjcumZMqWVjIwz/eaZJOnw+03Y7TPOmQE1XMZVoDYeUh8Hci5HU+Z8b0727q3m0KFfYjDYMZvr8flMZGWdxu1Ox+NZwmWXPdLnYKjtTCkxHE1kzkebvXur+eKLe0lNDab7iSL4fCnodCWkpa1h6tRwx0ttZyqUgU00zkVokDJU0BbaVCMt7dyBSSzbS2iwPxxdzjdYA/Xs5aGHnsbvf4HZs4+Rnm7Dbk9h4I2a7EC0tOQMaCAR5PLLPcycaSUtzYbfr0On8+N0ptLeXjKq2zU159B//ud/0dn5ErNnW/vdkMhagNDnRAxsrJGW5sZiOUVBgRuzuYe2tlxMJjeiKCBJRhyOGZSUnL/jPR7nkIx8gNjU1ER+fj6XXHIJH330EU1NTXR0dPDee++FzLMplJRcytq1X5Cb24nfb8ZkcuH3JyMI7mGlDIcyXnSpqqrikUceYevWrcPag8I5q8vkya0YDO5RNfpSW5df//phUlOfo6CgGb3eh9OZTFJST98hUOhJv8ORzqlThXz22ULmzdtPTk4L4Mdg8PYFLcF0WQOnT+dit9+imDI4FGprAv11MZlcfY63fAgkiv7e4LQLlyulny4TJ54iPb0TQQjg9Zro6srCaHRz8mQOLlcSgnB93OkC9L176nIl4fcbOX58JgaDlyNH5jNvXlU/XeSAZLS2Eopae5G8rr7zzh6+9S0xLMsjuB9l0NKSz7598zlx4jg1NQcBKCmZSnq6gbQ0HRbLGQoKmkhOtuPzGXC7k3E4is57TRnIuArUZMbDjVoow3U0dTodP/zhD7HZbADndDTr6qw0Nlbj8WzA6TyMKLqx2SbQ0zOBL774EWvXXt8vZ348BSQweHroYAw3YKutrebIkXUEAofQ6x10dU1Cp/PgdF6I1zuFpUsf7BesjTddRuJEDLcr4sDAxO1Oo6vrIq6+esO4DmBBOTV0KIajy/kGa2rqsmXLdnbs2IrXa8NgSKegYDq1tZ/R0tJA8DFwsNl8JCVNICXFFPb11dUHuPTSqZSXt5OT09brVIHHY6Szcxpz5z4RczckEAzWtmx5kbS0/q/ABG+MbOTmpgNw5MgJSkouYMKECX1BSXZ2gIULp/HlL2cgigIFBcFag/R0G36/AZvtghFvkmrrMhKU1p+SklxuvllEEIzMmuUDRAyG82veFMp40UV2rg4dOjQgQD17EDZhwgS2b9+O1+sN+/qSklxuu01PcbEXs7kHv9+Ay5VBd/eMmOgoG8qvf/0wBsP/UVAQvEIURQkIkJbWDdB3APT55/OZNetWMjMn8Oabr2M2f0FmptibBriHoqITfU6my5VEc3MOdvvNI3bA1bYVWZcpU5rCDsT8fkNvuqePzz+fg91eygUXXMixY0cwm78gLa2FkpJ6cnI60Om8SJKI05mC2eykrS0r7nSBswdkJ0/mc/LkEiCXgoIlLFlSxjvv7OaLL/4/RLGBkpL6fgGJ05nKiRO5NDQsHFXtmtq6VFVV8bvf/Z6WlnrS0wfuR0nU1Bhobf0cUTzFihUr+NrXvsYbb7zRt97m5paycOFVlJfvIiurHaPRhcdjwm6fSknJf404WNMCtWESKUezq6uaffvW4XQexWTqoqcng/b2WUyc+O+sXHn2H1VtA1aiqqqK3bt3c+bMGX73u98NSxs5mD1XTZvLZeWvf91Oe/vLGAx+9PqTdHRchcl0kpyc26iouL7vc8ejLtD/5HswRyEUQRCoqKgYMpANTZ31elNxu3OYMOHufprA+NTlXI7VYAxHl+EEa+PhJHMwZF3g3Ic7shNeU3OE224zUlQUTF+RnaqurinnFayNJ01C54tM6I0RhGsTak9HjnzBrFlT+OpXA323jkFdzCPeJMfjHBousq1s2bIFSZLIzYX8fEhLm8WqVclkZzdjNLpHFKyNR10G3jSG2krof+vo6ODdd9/tO1zMzYWFC6dRXm4iM7MHvz8dvd4REx1lB7Jly3aqq3cxdepUSksX8emn1Rw9+jFOZw8GQ/qQDvQf//hX3nzzXb785c0hTqZxRMHaeNEE+h+QycgHZUM1UHnooafZtes4aWk2vvzljygoaMRsdsatLsB520pGRhdOp4mkpB6amrJxuYznfeM4nnQB5f1IRql0pf8BWUHvjX0deXktGI0ePB7jee/PoYyrQG08pj6GMvAfLzzVJJzhOJp1dVb+8pc/kpW1HaPRTnJyN273ZGbMeJT29pZxZcCDcb7aCIKATqcbtJOm1Qq//a0Vs7mavLxnKSg4jCh6sduD6UyxoguEOwrn0mW4t0g1NetITT0OSH2ahC4A49GZCmWgY5Wenn7OYH8oXYZ7szbedRkOGzdu5F//9RcsWFBEeXk7WVmdo9oM4kET2Z42bdo2al3Gm9MwGpSyQUpKSli7VkdeXjsmk2dYNa8QP7oMpsnNN6eRna0jK+v0eXWUlYmHeWS1wu9+t4EZMzb0czJHerMWD5ps3nyA118/hE53lDlzNpGX16bpwllbycv7E0lJLvLy2nC5knrT0Ed24xjruoQekF144YW962zQXlwuMx0dxUyZ8v3zvq0fV4GazHi8URsM+R9m27ZtBAKBQdMAh3I06+qsHDiwBlH8DKPR3tv58OzmGYsGPJw0wHN10rRaob4eGhtfwe1+HJOpPWzzjFVd5JuA0NNdmeG83bd16yu0tQU10et7cDiKyMlZQ0uLjf3798WkMzWULkN1XR1OsBaL9qJE6O3a2rViP+dhuEFJvDjeochO+KxZs/ptkiMJYuPFVpTS1M8Ga229wVryuO6cOtYoZcgEm41M48Yb9eTkWGOio2ykkOuYRhuUxJMmoOmihHwzV1S0n4KCFszmnvPWJd72Inl9mTlzJmvX6sjN7cTpNJOU5KKzswBRzOLii38x7L1IC9TGCDkNMDs7mzfeeKMv5SSUoRzN2tpqqqvvxWxuDKsh+O5374rZiT1UMDuULvK7Qunpn4VtnrGsC5w7pfZcb/fJmqSlHcbvN4el68SrLkPdUA8WrLW0/APHjh2Nm41AZuPGjTz66O9Zu1YYcVAST04DhG+Smi7KXYz7B2veYd+sxYsuA9NDZWbPnss99+jJzm7BZHIPqUu8OZkyowlK4lUT0HQZjLEIYuNlbYH+h6k335zS1/5fvnXs7p6E0fjEsN5w1AK1CDHWjuZ//7cn5g04tKbtP/7jP8Le10pkXQYLZM+li9w9VKezhz0AHU+6KB16GAwGbrvtNsVbR6WmK3KDgF/84jcxr8tAlIK180mziKfNUWY0N47x7EwN3JfOJ1iLV13OnR46/BvHeJxHo3W+41ET0HQZDE2XcDZu3MhDD/2KCy4ooKLCHXLrmER7eyGHD/8XP/rRuYO14QZq4lgOPBFYvXo17777LitXrkQQhL6/lySJzZs3s2TJEjZu3Bj2dYsXL2LWrEex26fi8ZgxGntIS2uM5tAjhsVi4Wc/+xkPP/wwGzZsQBTPmlWi67Jp0ybeffdd7rjjDnQ6Xd9/O5cuixcv4uqrNzBhwt3Y7TMwGLpJSrKTmhpfujz55JP9bAXA6/Xy5JNPcuWVVyrqItuK252G15tKaupxOjoej+bwo8bq1au5997vsX69RHNzDi6XGafTTGZmPVbrI7z55nfYu7da7WFGFdl27r33+326eDxGjEYPGRknOHjwrkE1KS8vZ+PGjWRkZER51JEndF8SRZGamhrWr/fT3JyD223AYHCSmtrI0aP3hukTr7qsXr2aDRs2YDAY+vbq/roYz6lLPPOzn/0Eu/3mfvMnN7cTg+H/uOeeO9iyZbvaQ1QFJV3y8tpITX2OX//6YbWHpxqaLuGsXr2aV1/9M3PnXsL//I+XtrasXm1cZGc3cNFFd3HgwNisKVqgNgLO5Wj6/X7WrFkzZFDi9ZoxmXqiNeSoIW+Omi5nsVgsbNiwgfXr1yvqcuedd/L1r3+dqqqqvr8vLi6kouJ6Skr+Hadzcl8QG0/IthIawMr4fD5FXWRb6eq6CLc7hwMHHLz44md0dXVFc+hRIzRYO368gK6uVADM5g4yMz9XDEy2bdvG6tWr41YTCA9ihxusxTPyviSnVCsFJSkppzh06JfU1VlVHm10WL16NZWVldxxxx0YDMGHoTVdgoQ63/IhUEFBK8XF+zh48KGEdcC1oESZkegS73uR7Nt9//vf7d2LJvRpk5l5gra2tWOyF0UlUBMEoVwQhI3x9o81mKMZCARYu3YtX//611mzZo2io7lnTyqPPeaJSwM+ly5Kzjckti5D3a7NmvUo772Xyn/9V/zpIt8E3HnnnaxcuXJYt46hN46zZ8/jttuy4u42IBQ5KPnv/25m06YkTp/OxWzuwWzuUQxM4vWGZCCDBWtpaaf5+OMfsnXrKwnleMusWrUKo9EI9A9KenrM9PQkodPZ+fTTxAlkZWeqsrKyLxNmOLrEu5MJZ53vurrJfYdAmZkOiotPKTrgiaAJnH9QoumirEui7UUbNnTQ3KzH49FhNLpITz85JgeHWo3aGHCumhtQ7gy5eXM1ra2/5KmnmuIud1fmXLoM1i0z0XUZrAGLXLf25JPxqwsM/gj9YLokgr3IyI0jKivfZc0a+tWttbWVsHz5H8f1o/GRIrSWL7QLV2trEYIwjfLy31BcXBi3tVhKDFxjSkpKuO02EwUFbeh0ehyOs09/JJIu0H+NOZcuMokwj863w18iaALhtVkul5kTJyYO+gB0ouoyVM1aouiyceNGHnvsX1mzJpO8vDND1k9rNWpRJDQVMjQfXsbv93P33Xf3u0WaP38Rn322IdpDjSpDpYiuXbs27MYx0XRRunVUShGVb5HinXPdxirpkgj2IhOeZnE2ZcnrbeettzapPURVUEoP9fv1WK3Q03OkT5dEOd2F8LW3pqaGrVtNvQ/XJpGSUk9NzTq2bn2Fiy76u4TRBfqn5w/UJTX1WMLVqwFUVCzn8cefwuO5MaTWJli3Bq9qNWsD0kMnTz7Anj0Pa7oMqHFMZFuB4Nry/e//gvXrdWFZHp988sCIMzy0QG0MUcqHl/H5fDz77LN9fy4shB/9aPgP48Uygznffr+fp556iquvvrovWEs0XZQa0wQCgbDAHjivhxRjmfPR5eOPt9HW9su4TzkJJTQwOXEit+9RUq/3RfburU6YNJxQBqaHNjRM5OKLrRQWNvXpkoiErr01NY24XEZ0Oidut4HU1OO0tj7Djh0/T7gUUSVdjMZuTKbuhKxXk1EKTJKSPOzYsVXtoanGwPRQv19PW1sS2dkOTZchbCWR96KBh6mBQNeIU861QG2MGZgPL98kSZLE008/3e9GYKg3FuKJUOdbp9P1OeCSJOFyucKC2ERhsFvHgYF9ojFcXcrLy3nxxcS5DZCRN4Nt28x9twE5OY3U1KylpGRiQt2QyIR24dqxQ09ra2avLtaEbTACQV1uv/12WlubeO45O42NebS3J+HziQQCUxDFkwlVsyYzUJe2tqx+9WrPPPNEwjmZcNYBP3FiYt8hUFHRfn7964cT0vGGoCZz5jzI8eOLQg6BmjVdzmErkFhZDKGcrVmj7zA1K+skJ08+NqJ9SAvUIsTADlxw7s6HicDAdvXyraNSEJtoDLx11DQJoukyOKtXr2b27Pm4XEbMZidms5Pk5BNUV38XlyvxbgPg7EFZScmlvboEm66kpZ3mww/XJeQtCQQbjOj1empqanjssRNs2mTi+PFsUlN3k5Z2mPb2xEgfHkioLuvX+zlxIhe93o7JZKWo6BDXXffVhHMyIeiANzQs7DsEKihoITX1OT7//FBCOt5wNj20ufmSvkMgTZdwW8nLa0/4Zx4guD9fddWSfqnVWVl1Izo01AK1CCNvBDKD1dokErIzddttt/X9XaIHsXD2hFdmsDq+RENJl0S3FZlbbrmJF15w0daWicuVgtOZQWuri02b/qL20FTlrC5ZWh0fwTX3iSeeQBRFWlubePfd/fz1ryKtrZm43cmkph5Te4iqEKqLXK/W2JjHhx8WkJp6iLa2+HyjcTgsXbqi32GHVoMURNMlHFkTuXmGVscXZNWqVdTWngo7NDzfejUtUIswoRuBjBasBdGC2HAGauL3+wd9ADqR0GxFGYvFwve+dw/r1+f1pp84yMtrp7X1VbWHpipndTlbx3fypJXnnvtVwqUnyQx8ALqmpgG7XeCTT5p55pmmhNclGKw10t6eTG6uE0HwYDK1qz081aioWI4gXN/vsCPR69VA00UJWROrNV+r4wvBYrHw858/wHPPOfvsxWZLw+3uoapqCwaDMXk430cL1KKA0iPQsqOZyJwriE1UZE0Gdg/1+XyaLgq2It84JjKrV6/mllu+w9aty2hqmoLLlUZubqPaw1KdgXV8c+ZkcffdhoRMT5KRG1595Stfoa2tmeeeszNt2iS+/e2chNdlw4YNdHS08qc/HWP7dj0nT2YjCHa1h6Yqg9UgJTqaLuGcq44vkQmtVzt+vID29lQmTDhBS8ufmThRP3M430ML1KLEYMFaoqPpEk5o99DQTpmaLuG2It84Jjo//elNFBWBy6Xj0KEW/vCH1oS9IQmlfx1fMPUk0bFYLDz00EO9HQ+DtVnHjxeoPSzVkVOs29qaeffd/TzzjIv6+ly1h6U6SvVqGpouSgys49u3z8/27UcTfi+S69Uee+wk1dVmTp7MJjm5FaPRqx/6q7VALaooOZoayrok+sSW6/jWr1+v2UsIA9O3ZBLdXgDWrFnBCy90azckAxhYr6YRXpv12GMn1B7SuGDVqlUkJSX1pobW8MtfHtTWFs7WIB061Mkf/tCmadKLposysi4Wi8h3v2vS9iKCa4vdfoa9e79AkgSSk534/cPz7QRJkiI8PBAEoRwoz87Ovr2oqCjiPy+WqK+vR9MkHE0XZTRdlNF0CUfTRBlNF2U0XZTRdAlH00QZTRdlNF2UOXDgAJIkCUN9XlQCNZkFCxZIH3zwQdR+XiywYMECNE3C0XRRRtNFGU2XcDRNlNF0UUbTRRlNl3A0TZTRdFFG00UZQRAOSJK0YKjP03KqNDQ0NDQ0NDQ0NDQ0xhnDKmQbLXLq4wUXXDCq77Nly3b2769i4UILFRXLx2ZwKrFt2za2bds2JjnNmi7KaLqEE0+awNjaS7wwlppYrVBfD0VFUFg46m+nKtraooy2tiijrS3haJooo+mizFjpEk/70EiImdTHLVu2s2fPw4higEBA5IorfhIXm8For4Q1XZTRdAknXjWBsbGXeHIyYfSaWK3wk598iNv9KSZTKQ8/fGlcbJLa2qKMtrYoo60t4YxFKpumizKaLv2J130I4jD1cf/+KkQxQFOTHlEMsH9/ldpDGhdouiij6RKOpokyspPp9+9mz56H2bJlu9pDGhe8+eYOJk++l5kzH2Py5Ht5880dag9pXKDNo3A0TZTR1hZlNF2U0XQJR9uHYihQW7jQQiAgUlTkIj3dQ0lJidpDGhdouiij6RKOpokympOpTHv7a+h0PpqaitDpfLS3v6b2kMYF8jzKz/cRCIgsXGhRe0iqo2mijLa2KKPpooymSzjaPhRDgVpFxXLmzVtNRoYRgyGNzs43qKuzqj0s1dF0UUbTJRxNE2U0J1OZK68sQ5I+o6hoD5mZH7FkyUVqD2lcUFGxnCuu+AkOx1x6emarPZxxgaaJMtraooymizKaLuFo+1CMNRPx+/00N0s0NwfIy2uksvJvFBffMjaDjDJjWXyq6aJMPOkyVmiahCPXAezYsVXlkYwvFi9eiST9J1988RtcrknY7a/hcl1DUlKcFAiMErP5MKIYYM+ewwBxU08yGjRN+qOtLcpouiij6RKOtg9F6UZNkqRtkiStHu3r5HV1jfj9kJfnwe8P/jlWKS8vZ+PGjWPyYrumizLxpMu2bdtYvXr1qAPYeNJkrDGbD5OSclCrDQihowMOH85j797p7N7dyttvv6X2kEbMWM0hiK8UpbHSJZ40GWu0tUUZTRdlNF36E0/70EiImdRHgGXLlvLSS1b27vXz/vv+MXHm4wFZl6oqPwcOBLj00kvVHtK4IJ50GasANt7mkOZkhjOWAcnOnXZ8Pj35+fX4fHp27rSPwQjVYSwPgeIpRWmsdIknTUBbW5TQDjuU0XRRZqx0iad9aCTEVKBmsVj4wQ9+wKJFBi6/XKCp6RXttIGgLk888QRf+UoOS5dm0NDwolZ7hKaLEvE2hzQnM5yxDEjKypbw/PMreP31a3n++RWUlS0ZgxHGPnJNVnLypVx55XKuuaZU7SGpjqyJTlcWF+35tbUlHO2wQxlNF2XGSpdE34eiUqM2lrS3t6DTSTQ1GcjP97F/f1XMbwhjQWdnG3Z7F83NevLyurXao140XcLR5lA48u9fXb2LoqKplJZqjjfAypXzAXj++be57LImBKFJ5RGNH665ppSkpKc5ceIjKiuruOqqxxOqbkIJeR7JtwCJvq6AVnc0GJouymi6hJPo+1DMBWoLF1rYs+edvtMGiyV2TxvGkv61R6JWe9SLpks42hxSprS0lIaGF7HZjrJtWzXl5b+huDixHW8AQWhi+vTXe5tEVAOaAw7w9ttvsXdvK6dP5zJpUisez1uUl39H7WGpSujD13v2vANotiKjNVpRRtNFGU2X/iTyPhRTqY8Qf+kVY4Vce/Tmmw5eesnKsmVL1R7SuEDWZd++Tj78sJZrrpmn9pBUR5tDylRW/o1Tpxo5fLibU6eCHTE14qtmYixJ9LoJJTRbUUbTRRlNF2U0XcJJZE1iLlCDoKO5cKGF/furYrq+ZiyxWCy8/PJLXH75l1ixYjktLR1qD2lcYLFY+MtfHuPGG438wz8U0t39R1yuxK5Tg+Ac+rd/+xUA9913vzaP0DpiDkY81UyMJYleN6GEZivKaLooo+mijKZLOImsScylPoKWXjEYLS0dpKd/2qvLZ4CmC0B7exsNDSmcPp3LiRNaipKMNo/6s2zZUm644X/Iycmkre0ML7+s3UpD/7oji8WS0DYSSqLXTSgRaisZGWlarVov2hxSRtNFGU2XcBJZk5i8UUvkK9BzoemijJaipIxmL/3RbqUHR8tiUEaum8jNrdLePOpFtpXOzu34/bs1XXrR5pAymi7KaLqEk6iZQDEZqCXyFei50HRRRktRUkazl3DkW+n09E80BzME+fZVc7z7ox12KKPpEo42h5TRdFFG00WZRNQlKoGaIAjlgiBsHIvHAOFsMwSHYy49PbPH5HtGm7F8IFFG1kUUL2f69OtjssV4JHRZuXI+GzaUsWjRNNaty+fiiyeO2feOFpG0F+0tqLNoDqYymi7KaIcdymi6hKPNIWU0XZTRdFEmEXWJSqAmSdI2SZJWj8VjgKGYzYdJSTkYk1H1WD6QGEppaSn5+aex2XawbdtPY+6B50jpcvHFE5k37x16ev6s6RLCNdeUsmhRI83Nr1FZeU/CN1rRHExlNF2U0TqoKqPpEo42h5TRdFFG00WZRNQlKs1EBEEoB8ovuOCCMfueoVF1LD7au23bNrZt2zamNyRwtsV48IHnzph74FnTRZlI6aK9BdWfRC5YPhfxoEuk5lBFxXJKS0uxWuupq7PG3Nt7mi7RIR7mUCTQdFFG00WZRNQlJrs+Quw/2lteXk55eTkLFiwY0++rPfCsTKzrEil72bnTjsEgN1rJYOdOO+XlY/ojIkoknMxYdzAj6XgDMdvJL3JrrpVt236Ky9XNxx+nxdxD6ZouykRqbbnmmlJcrnpcLitJSbGjB0R2bYm19SQUTRdltL1obIhKoCZJ0jZg24IFC24fq+8Z61F1pAw41luMR8ppiHVdImUvZWVLWLPGT25uO62t2WzYEFuNViJhL7HuYEZqDsX6cw7abb0ymi7KRGIeuVxWKivv4cSJdqZMyeaqqx6PqWAtUmsLBNeX/furWLgw9vw5TRdltL1obIjZGzWI7ZPvSBmw3GL8zTd3UFw8lfz8KWP6/SNNpJwGWZc//ekFRFGKudbrkbIX+S2o3bvf5eqrU/nKV2Kr0Uok7CXWHcxIzaFYTzfXshiU0XRRJhLzKNZTzSO1tsS6463pooy2F40NMdn1UUY++d6377cx1yAiEl38ZPLzp5CdXUNLy6sxp0ukmmZAbLdej6S9LFs2ka99bTctLX+KuYYikbCX/g4mMedgRmoOxXoRd6Tm0LJlS3npJStvvungpZesLFsWe7f1mi7hRGIexfqbnpFaW2K9k5+mizLaXjQ2xGzqI8T2yXckr8pjWZdIEsunMJG0l1g+5Y3EiZ2WJqtMrKebRzqLYffu3ZSVlWn10r3Eui6RmEexnmoeqbUl1nsOaLooo+1FY0PMdn2E2E6tiJQBg6bLYMTyohdJXWK5oUgknMxYdzAjGdTHcnF7JOeQxWKhpaWD117bTktLR0xppOmiTCTmkZxq/vrrh7j22jl9f44VIrW2xLrjremijLYXjQ0xfaMWyyffkTRgTRdlYnnRi6QusXzKG8maxlh1MCPpeEPsFrdHuuA/VmtJNF2UidQ8WrlyPoLQxP79mxCEppjRAyK7tsRyJz9NF2W0vWhsiOlmIqEn3yZTSkw6VZEg1huKRJJYXvQihXyq+/zzb3PZZU0IQpPKIxo+WlepcDTHO/rEclp1JIllXbS1JRxtbVFG00UZTZexIaabiUAwKJkzp5SKsvMtAAAgAElEQVSmplfw+3fHTJOISDaHgNhtKBJpXeTJHUu2ApHXRRCamD79dXJzq2JKl0gR60XckSKWdYnkHIrl4nZNl+gSy3Mokmi6KKPpokwi6RKVQE2SpG2SJK2ORCc/iM1/sEh2N4SzDUUOH+7m1KlGKiv/FpGfM9ZEWpdYtBXQdBmMSDmZsexgao63MpGcQxUVy7niip+g05VxxRU/iamTXU0XZbS1JRxtbVFG00UZTZexIaZTH2ViuUlEpIjlhiKRRLMVZWJVF62IOxytzlMdtLRqZWJVF21tCUdbW5TRdFFG02VsiItATf4H2rFjq8ojGT/IDUVmzMhHp4Pvfe9StYc0LtBsRRlZl08+eYtLL53M0qWlKo9IfRKpq9T5EKuOdzQK22OxZkLTJfpoa4symi7KaLooU1GxnNLSUqzWeurqrBQXF6o9pIgQ0+35B2I2H+7dDA4D43sziPTmaLFYeOKJJ/jssw2IYoCGhhepqysd94YcaV1kYslWIDq6XHNNKUlJT3PixEdUVlZx1VWPk5Sk2UusdZbSHG9lInm6C7HbOEPTRT1ibW2JBpomysSiLpHei+rqrGzb9lNcrm4+/jiN8vLfjHsfdyTERY0axF6NTaRrjgA6O9uw27uore2JmTq1aOgSa7YC0dHl7bffYvfuVt59N5vdu1t5++23IvazxopI6xKLzWe0ekZ1SKSaifMhVnXRGluFo2mijKaLMlovhrEhKoFaNJA3g6IiF+npHkpKStQekuqE1qkZDG46Ot7B5YqN7o+RRLMVZXbutOPzyQ9f69m50672kFRHC0rCiVXHO9LEcuOMSBKrumgHHuFomiij6aIO/XsxELe9GOImUKuoWM68eavJyDBiMKTR2flGzLSkjxTLli3lpZes7NvXiSDUYTJ9SmXlPQkfrGm2okxZ2RKef34Fe/f+PdXVi8nMTFF7SKqjBSXhxKrjHelTbwhqs3Chhf37q2Lm1FvTRR20tSUcTRNlNF2UkX3cN9908NJLVpYtW6r2kCJCXDQTkfH7/TQ3SzQ3B8jLC16DFhffovawVEN++PrVV9fj8Rzn/fdzOXGiFY/nLcrLv6P28FRFs5VwVq6cz8cff4jD8RY6nQencw9bthTEjCMeCeTfvbp6F0VFUyktHf9NVqJRtxeLDUUiXYsFsVm/p+miDvLv/847fyY52U5urlflEalPInXyOx9iVZdo9GJ4+eWX+NOfXkAUJVpaOiLyc9TmnDdqgiBUCIJwV8ifqwVBON77cf1wf0gkH7wOJVGuQc8Hi8WCzzcfvz82UtqicboLmq0MhtfbgE7npKmJmEixiIa9lJaWkp9/GpttR0w8Hh+NesZYrZmINFqKkjKxqEs01pbcXC96/Wa83r1s2bKKvXs3R+xnjQXa7asymi7KRGMvamnpID39U9LTP4nbvWio1McfA6F9zE3AZUAZsGa4PyQazUQgtq5BoxWQwNmUttdfv5bnn19BWdmSiP/MkRKNiQ2xZSsQPXuJtRSLaNhLohQsnw+x6HhHA63+VZlY1CUaa8s77+xGEObR1HQ5gjCPd97ZHbGfNRZoh0DKaLqoRyLsRUMFakZJkkKPj9+TJKldkqRGYNwVsMjXoBUV/8ivfvVz8vOnqD2kQYlWQALBlLYNG8pYtGga69blc/HFEyP+M8c7sWQrED17keuPRPFypk+/PiZS/SKNdvsaTmhAbzR6sVjSEr72FbT618HQdFEmO/u6vmwXv19PdvZ1ag9JdRLB8R4Jmi7KnD0EcpCR0c2iRZF9BkwNhgrUskL/IEnS3SF/zB374Yye/PwpZGfX0NLyakykKUWLiy+eyLx579DT82dNl140W1Em1lL9Io18+7p3r5/33/dH5XBlvCMH9MnJl1JSYqS5+TWtUVEvcv3roUMB7QY2BE2XcJYtW8rJk49y7Ng3OH58BQZDQO0hqU7oIZDBEMBma9VujwgNSHpIT3eTmpqm9pDGBRUVy/nSl77N5MkuMjP1mEyb424fGipQqxYE4faBfykIwh3A/sgMaXTIaUoNDa309HzGe++9rPaQxgWaLuHImtTXd9HTc4S33tqk9pDGBZqt9MdisfCDH/yARYsMXH65QFPTK5rjQHCDvOSSUj77LBATb+9p9a/KaLqoR2EhfPWrbRQX72TmzG0cOvSrhF9b5EMgh2MuACkpB7VUP4K6ZGUtx2SS8Hh0dHZuT3hNZATBx/Hj6VRXF477fWgkDBWo3Qt8SxCEXYIg/K73YzdwK/D9SA9uJNTVNWIwuLn88joKCtpwOv8Ud9H1SBioSyDw54TXJaiJH4ulnoKCNrq6Xkv42yPQbEWJ9vYWdDqJpiaDlnYSQiy9vafVvyqj6aIutbXvoNM5YqaBUzSoqFhOenouXq+opfqFYLd309VlpL4+SdMkhFjah0bCOdvzS5LUAiwWBOHvgbm9f71dkqRxm7OwbNlS1q17gZSUybS1ZZCb28qOHS9x3XU/VntoqrJs2VLuv//FXl0ymTnTQ11dNbNnF6o9NNVYtmwpP/vZG6Sk5GC1ppCbe4Z9+zYwadIakpISWxfZVqzWScyYoaexsZ5Zs8afJtFoRQ/BtJM9e97pa7JisYzfJivR0gSCjYrWrPGTm9tOa2s2GzaM30ZF0UKuf33zzR0UF08d9/Wv0SLWdNHWlnCiubZouoQTS5pA9HSJ931IkCQpaj9swYIF0gcffBDxn/PNbz5AcfFfmTXrOGDE7S7mm998aVw63wsWLCAamgA88MD/ABv7dDGZ/o4VK55MaF3uvPNu0tI+ISWlh+nTT+L1FvF3fzeXuXMfTGhdHnjgf3C5niUl5QxGYxIpKT/ke9/7p4j/3JESDV22bNnO/v1VLFwYG+/YRMtWNm8+wOuvH+Laa+ewcuX8iP+80RINXerqrGzb9lNcrm6SktIoL/8NxcXjbz0JRdNFGW1tCSdaa4umSzixpglER5dY24cABEE4IEnSkA9YxtWD1zLXX7+Sxx5zkJJipK0tnxkzmhP+9gjA4+mhqmoxKSlGrNYZFBS0jtubkmhxyy03ccMNr3HZZZnANLzeqQjCcZKTE9tePJ4eXnvtK9x88048HhM+3wvU1VnGvVMVSSoqllNaWorVWk9dnTWhtQhl5cr5CEIT+/dvQhCaYsZ5iCRynWdzs568vE4qK/9GcfEtag9LdTRdlNHWFmUqKpZzzTWluFz1uFzWcXl4Gm0qKpaTm+vlww+3sHevl8WLV6o9pHFBPO9DQ9WoxSQrV87nkksuxeEQufjid0hN/YLPPvtDwtfZrFw5n9raY7S3J5Ob+ymC0MYbb5xWe1iqIqfjpKSU4/dLlJT8DYPhSMLby8qV8zGZ/obNpqOlpQeTqS7hm4rItwH79v1W64YZgva+Tzhy44xp05ykp7s4evSY2kMaF2i6KKOtLcq4XFYqK+/h1VfXaV1le9m7dzNbtqzixImtMfFIerSI530oLgM1AKPxDJWVl3Ly5Cw++WQxbW026uqqh/W1dXVW3nnn3bhbLC0WC0uXzuO1176E0ZiBICSh0z1Bbe3wdIlXLBYLkyfnUVm5mJMnS/jkkytobrZz4MDQutTVWdmy5RW2bn0lruzFYrFw+eVzMBhsWCxHKCxsxmB4hq6uxLUV7eFrZeT3fWw2H9nZnXzySXx13BoJy5Yt5a23bBiNwQ5tWVmH42p9GCmaLspoa4syb7/9Frt3t8ZEV9loEWuPpEeLeN6HopL6KAhCOVB+wQXRe4hu5cr5PP/8X/tu1UwmI0eOPIrHU8ukSTPp6irk0CErothGcXHwa+rqoL29g0BgJ4FAErW1LnS6pUyYMJPZswvJzfWQlFQ0Jtfv0SzKDWXt2nLuuut+PB4vBQWNTJjgp65uLQbD9RgMwWfzDIYc0tMX9f2edXVWPv20Gqezrd/3SknJYd68RWOapqGWLmftxcDFF1djMEBt7aMEArVkZWVRVwd2O6SmQlYW+P052O1Gmpt/T2rqcUCisnIylZXXYTJljbk2auhyyy03cf/9O8nKyiUz00ZqqoOPP17HBRfcgMGQg8lUiCT1nxMul5W6umqOHWtDknLIySnE67UycSIUFy+K6dSV0NsAozFAdfV+br1VS9tauNDCgQNvY7E0ACI63UcJn6ZksVi48cYbsdm209Skp6ioUWtURH9dbDYf06Yd5b33Xqa4+AdqD01Vzq4t3RiNHk6d+kztIY0Ldu60YzDoKSo6itFoZO9eK+Xlao9KXbKzr6O9/aM+TXy+yWoPaVwQz/tQVAI1SZK2AdsWLFgQ9iZbpLBYLNxzzz/z+usfkJXlIju7nbS0T2hq+pjTpyfgcon4fAFSUjo5cSLYUMVggPx8CUkCv9+ATucF9uFwTODzz43o9SWAgN//APPnL6JwFP/+5eXllJeXs2DBkHWEY4rFYuGb36zA5fojaWk+DAYHgcAhjh37BYIgAiJ+fyaSNIvU1O/R2HgKt/s5UlMbycjoRBCCWkmSiNOZSWXlVPbtW8Xll18b03n1Z+3lc7KyHGRntzNx4ic4HB/icIgYDJCZGfzc7m4RtzuTQMBPVlYAvd6FKAZIT28CPiQQ0ON0ZrJz5yz0+n/n6qtHZyugjr1YLBYWL/4XXK71GI0B7HYzBkMNhw79ikAg2Era7Q7OCYdjKSCRlLQdSWrEaOzC6czg5EkRg0Gko0Pi6NHJiOIqLrooNm1l2bKl3H77K3zjG0Y8Hh2pqZ+xZcv2uMqFHwkVFcs5frySU6d20tiYT3r6GdLS3qK8/DtqD01V3G4ffr9AUZGd6dNP0ty8hcrKQ1x11eNx4TyMFLfbh8HgwWJpBMTeJ3RuSGhNli1byh13PMWNN/rxeHTMnv1B3DiZo6GsbAn33dfOTTdtx+MxM2fOnoTXZdmypezc2UZp6W/xeJLo6fkde/fOTPhatXjeh6KS+igIQrkgCBujfUsiSY0cOXIUl0uH2dyN3y/g9Rqw2wMIggNRDBAICEiS1PcRCAQlMRhcQDBgE8UA4KC7uxaH4zPa29fy+98/RVXVyFM2ovXIqBJut4Pnn8+krS0Tn8+Az6fH49Hh8Ui43RJebxdO50Gam+/EZPo5eXkfkZzc2fvVUt9HcnIneXkfYTI9yK5dt7J9+9ZRp4xG600fJYL28lavvdgJBAQCAV2fbci/dyAg4PcHEIQAHo8Zvd6DXu8mENATCOgACbO5i6ysg/j9o7cVUM9ePJ4ennvuGzQ2XkBXVzo+n0Rrqxmfrwu/vwNBeB+droqMjF+QkfErTKYPMRo7CQRERDGA0ejA45HQ689gNH6Ez/cglZU38tJLT8VcypPFYuHKK7+EzWakpQVycuIrvWI0NDQU0NaWSm7uCdLSfOzY0ar2kFRHfjfs4499HD8+lY8/nqmlbxHU5b33bJw8OZl9+y6hri414TWxWCzccce3sNmm09Iyl/r6dnbseEntYanOypXzWbUqCZsti/r6Ag4d6kl4WykshJkzP8Vmy6S+vgBBmKGlP/YSr/tQ3NaoAZSVldHZWcNzzy2jsfEC7PZ0BCEAiLjdKfj9IkHnWwAEJCn4v05nBk5nJk5nBoIQwO8XCQRETCYnycldTJp0hMWLH+TgwVvZu3dkNTtqBiRlZWUcO9bA+vXfpq7uQuz2dIKvNAiI4tkARBAC+HwmfD4jouhDFP3IWoliAFH04/frMRpdZGUdpKfnbo4e/Q07d64ZsS5qBrBlZWWcOXOQ557rpLFxMnZ7Wu9/CdqGbB+CICFJIh5PCt3dc2hquoSmplKczmDqaFAbH0Zjz5jYCqhnLytXzufYsU089tjNbNp0HUeOXITR6EQQpJBbZwgEdAQCIoGADlH0odN58fuDGun1bvR6D36/HoPB2Rfc79x5K3/8YzXWGIrXrrnmWoxGX+8j6e1ccMFHWoE7wZPv11//KkbjBDyeLAoKPoq5QHyskRsVORwLcThMFBXVxZXzMFKCNcE30N6eQm7uCdLTNU0AamuzMRh8WCwfUlDQQUPDy9raApw+nYLf76Oo6ChpaV5efVVrQDN16t/j9/vIz6/FYIDjx4W4ap4xUuJ1H4rb1EcIbgi33fZVnnzyGR555EuUlCxj4kQzolhERkYh8+db2bOnjTNnQJKCtUfz5kFubrC2prXVis3Wht+fw/vvG5k79zdkZx9HEFwYjS6ysw9y7NhaGhpWn3fqn1q1WBCqy8s88sh3KSmxkZXlQ6czkJrawSWX7ASSmDTpMKIo0dOTSXv7ZCBYfwXgdncA20lPP47J5MDrNSOKXlJTaxFFN0eP3gs8yuLFi85rbGqlhEJQl29/+9s89dRTPPLIPEpKbmPixAxSUlLJyoIZM6ChIZgi63LlcPXVhUya5KGwsAiATz+tpqurDbe7A73+VVJSTgJBW5kwoYaamnU0NNwwovo1tezFYrHwne/M48knH6K19TJqav6JK67oYMmSNxEEKCysIXiD2I0gCNjtmXR2TqW+/jouumgmGRmF7Nr1EbNmPUd29nFSUrr6Bfdnzqzl979fzT/+47VYLOM/nSWe0ytGw8qV8/ngg93YbHpsth6mTTul1R4RnD933WXkvvve5KabdiAIAS688K/U1v49M2ee39oYT1x//Uruuy9J0ySEsrIlPPpoQ9/zOWlpdbz9tra2lJUtYd06O9/8ZvCpmNzc/Qmfcr5s2VJ27ZqAx7OD2bMrmTDhI/bsOQCQ0LrE6z4Ut81EZFatWsX//u//0tr6Eq2tUxCEy7n99lLuv38RhYWLsFqhuveiY9EiBtQSnd00rroKDhzIA9YRCBzCaOwGesjJOYLL9SC7dv2F06f/fdiBiZoBCYTq8lNaWxcCuXzjG/+PxYuvQq+/mZyceiZONNLaakUQ4LLLwgOLurqb2bdvO2fOvEwgkERm5qfo9U6Mxh5EsZEjR+7l6NFHz6tGS80AFkJ1+ZTW1o5ee7mdH/7wqxQWgtUK9fVQVDTQVuinT23t1Rw5sg6//xAGgwOPJ5X09KMIwq9wufTs2jUjZuxl1apV/OlPf8Lt3kxr6342b15EdfUU7rnnWuz2YvR6K15vsNGM359Dbu4irr22sE+fiy9exPvvL6ejYzt2+3Okpx8nKam778YxK+tBDh78C5I0fD3UpKGhAIMhldzcOoxGA6+99mnCF7gD6HROBKGrr/YoEPjzuKo9UrNR0Qcf7Mbj8VFQ0EBamouamm9hMNwc1sAJwOWqp7XVyKFD1rht4DRQk+RkLwcPfo/k5Fv7fV5oY6vQplYpKWcPU0WxjQsuyIn5ZkXBhlZv9940foTRKGjNMwjqsm3b/2Gz6Xqd7w4++eSthA5ICgvh4Ycv5d/+bRderwObzcW0aQ7eeefPCa0LhO9D8VADKwRrb6LDggULpGi8Zj+QNWvW8OSTT/b9WRRFNmzYwOrVq8/7e7lcVj74YDv19U+TknISvd6FIIDXm0RX13RmzRreLZK8Oe7atYva2trzHsdYMFa61NVZsVrr6e7upLX1N6SmNmIw9OB2m+nuzuPw4fO/MYnGS/aDMVa6yLZy7NjLSJKftLRj+HxmkpPb8fuNMWUvVVVVPPTQQ+zYsYNAIIAgCNxxxx1s2LDhvL5PXZ2Vffu24/ePbv4MJJr2snnzAe67bxM33fQ6Ho8Zp/MLVq58ctwVc0d7DlVVVXH//d/mK19Jpq0tk5kzPVx55feYPfv6qI1hOKixtjz44C8xmTZRXNxEcrIDk8mNXi/0a+Dk8+UhSUkEAhn4/Yfx+bwkJ4c3cLLbp2IyjX0Dp2jrImsydWobHo+J9PRuMjJAEOy9v3NQF693Kh0dX8Lvf4/U1EbM5i56ejKQJBFBCJCc3IXbnYEoTo1Is6Lory2b+5pnzJhh5oYb/jDunMxo28qWLds5cOAXzJwpd/SbwT/8w4uaLlu288EHv2DWrKAutbVeli17OqH3oqqqKtat+xbXXJNCW1sGubmtzJ17M9dd9+Oo/PzzQRCEA5IkDXn6nhCBWlVVFVdeeSU+n6/v73Q6HbfffjurVq3CYrGc9/fcu7eampp1ZGYeIimpG7/fgNudgt0+9bycTTUDEiVdRhPEQlCXo0fvJTW1EaPRjl7vw+VKpaNjLnPmDP/GJJ50kU+CW1qeJSvrQ5KTz8SsvZSVleHxeICgJitWrODHP/7xec+h2trqvhtHo7Ebn8+Ay5VBd/cMjMY1JCcv4rLLCoe8iVUrgL377jtJTa3FZktl2rQTtLXN5re/ff6cXzPwRmCsb0Zk1AzqH3jgf4CNzJp1HJ1Oh043gUWLzt4cAX1PO5w6ZeXYsTbs9vDvE8mbIzV0qaqq4jvfeYA77zxFQUELJpO7tx44WO8KoNN5kSQdXV15GI09BAI6kpJsvbXB9H2eIATo6UnnzJm5lJSM/hZaLV1kTW66yYbZ3EVBQReBgJH09E5E0d/3+4qiD0EASRJ6a2H1uN3B2lefz4TR6ECn+//Ze/P4qOp7//95Zp9kMlmHhEBCwmYQRUFEB4tEoS0FY6g/va1e4deWimK1aq21al1a7XW5tdpagULbq7jeq1ZCjBWFGlASoQIuZREQQiaErIQkk2Qy2/n+MTkhyZxAEjJzMjPn+Xjw0MBk5pNXPsv7/Xkvx4sg+HG5rDQ1DY8uEuHec5988rc0Nf2ze2/Jzr6B66+/+4zfJ12YZmXlhLyrrhLn0DPP/AK3ezP19SPX+FZCl3vuuZHU1H1dTkkdra2Teeyxv4d1DP2h1N5y440Pkpv7PpMnHwYMtLencdVVK4Jep9endT+qS8pe6BmtD/VZPaIctR6pjzcpFT1as2YNK1aswO/39/p7nU7H888/P2QD/JNPSvB612I212IwdOB2mwdkfCsdIZGQ02U4nLWvv74Li+XwoCMm0axLf/OltTUbQTh9iuhI0aVvtBEClx4rV64ccsSxomItRmMjHo8Fna6N+vpsPJ4Edu58kNtuu4RLBmBvhfuAXLt2E5WVDzN5sgOt1k9DQzIVFWZSUpJJTJzNgQPV6PUezj13HHl56Xz55SEE4Z8kJ9cQH++krc1CY+MoDh6cwYwZVzJu3LhhN7CUMBruvfdPlJcfYvHiMlJT60lLO45eH5gjATSIYhKCoKG11Y/R2AT46X0MaWhvT46ayJHEkiX38+mnKSxb9jZjx1aQkNCMIAScNUEAr1cPaPB6TV0NrLTEx5+KqAX+K3a/zuMxcfLk+DPuHQNFCV2WLLmfjRuTyMs7ybe+9Snjx+8lMfFkD11E/H5dd/RMo/EiilpaW5MALYIgEh/fiEYz/LootefeeeezJCS80b23NDenc95513LOOZO6LzhqaxtISwu8vry8loMHDzJ27EG8Xh1arZdjxyYxfvws5s27JCTPf1XiHAro8lr3JZDXG8/ll/846BLIar2EjRu/YNOmDXg8LUHvo9dbmT//6mFNEVRSl8BZ9EC3Lg0NHmpqEtBoTjUeM5kySEycTU2NB4slgerqw0HahEIXiXDvLevX7+SZZ17mO9/5lIaGDGbM2Ep8fCdxcW40GqHrVRo8Hgtutx+vV4PJ1AqA05kIaNFoxO7ofajOohHlqEkoFVGTWLNmDbfddhter5eeP7cgCBQWFg4pMgB9o0gddHYm0No6gbS0FWf0xJWMkEj055T8/Oc/Jykpifz8/GGJmAwmgjRSdTnbuQK958tgU0SV1kUu2ghn58SWlW1n795H0WqdxMVV4PFY0OtbcTrT+OKL5Xz/+/1rotQB6XDAnXc+zWWX/R+pqY2kpVWj0Yg0N+sAE6AlIcGJIASiIZKxHXjcQ6BzqEYj0tZmobPTRG1tFoKgJS1tOUuW3HhWY1M6cvTd7/6Wn/60gYkTjxAX197dSRYCEZGOjgT0ejdut4G4uFMRIwmpw6pGI9LebqW5eSrp6XeQkJB8Vs6s0pcd5eXlfOMbd5Oa+hPy8lqwWl2AQEJCE3b7+6SlHQdE6uqy2bFjKVbrl8CpbohGo5cpU77GZqvGbHbi8+np6IinqSmbvXt/yRVXJHPBBYPXR+n5csUVS+nsvACbbQF5eZ1YrW5O6fIeo0ZVYbG00tZmoaFhFNu2JVJV1cmJEx1Mnz4LvT6eGTPKycg4SlzcKV2GmnYvoZQuASPzLQoLN/faWzo7zeh0WlwuLXFxzT1SYoWuiGPgcUI6nQcQaG62otHocDpHk5QUz/nnPzlszVqUOIck47uwcFv3JZBWK3WiDujgcllobk6npUVg1KgTJCS0du09dL1GQ2trAnV1aezbdx4LFtw4rI6JEro4HHD33U9w6aV/76GLF8lsEUWBtjYDgmCisnIsGRlNaLWeXtqEShcl95Zrr32C3NxS0tIc5OQ04vfru6P1UifvwDns6z6XA1pZ0OvdeL1GTKY2tFp/dxZDS8uEYXXYVEetH8rLy1m3bh1r167F5+ttIGg0Gr7xjW+QkpJCRkbGoNIiJeM7Pr66OzLgdGbj9ydw7rkP9uuYKG14S/QXcRQEAY1Gw2WXXUZKSgrAgLXpGTExmQYXcRzpumi1Wu6++25aWlqoqakZ8nzpmSLa0ZFEXd0cFix4qt9NYCTosmbNGm699dag9SMIAnPmzBn0PIFTaYFNTauIizuEydSMTuels9NCY+OZ02aV0OWFF96nuvoRJk48TFxcG6KooaMjDr2+E49HT3x8W49DIXBgarW+riiBgMdj7D4UOjri0ek8NDcnUF+/iBtvvPOsDwKl5soTT7zCiy8eD4ocgWQQWAkYV74uZ7bvnnMqciSKGrxeI36/iZMnzweE0+6nA0HJNbRmzRpuueW3BM7m1O6/t9mc5OXVAbB/v576+n8DVUHfb7NlMGvWRBYvbiIx8QRGYycejxm/X8OJE+ej1Q5dH6V0kc7kNWv+gd9/EXK6WK0uWlo87N9fSX19TZ93GIvNdh6zZvlZvPhYly7tQ06774sSuixdeh95eVv67C1m9KEZwF8AACAASURBVHo3Ho+B+HhnrwuOwKNjQKsNGJ1er46ODjMajZ+OjgR0uk6czkRcruu56qofROxlx7XXPsGMGetlLoECl2AtLUkYjR0Igohe7+n179D7EqitzcLRo2M4dOgqfL7JLFx4LosXXzSkcSmty+9+V4rbfV/XfOmtizQ3BEGkpSUJnc6Lz6ftNYeCdcnC4biJu+++5awj9aCcY79iRSmTJjUGReuBrrTzU5cbgUcO6WhtTSBwPolYrc1dj6nSA0KXnTZ8aecjylEbCamPfenPAO+J5Lide+65AzI4e0YG4uNPRQba28cEOSZKL2w5BqKJxGDqk/pGHE/nrEWyLkOZL1KKqFbrob09BY8nBav1HgoLezdgGGm6lJeX89RTT1FUVMTp9hC9Xs+iRYGbuYE4bgcPbufgwbvweA6j1QYeOn+6tFmldXn88SfR6/+PsWOPY7G04nTGA1rAL3NjaaWuLpUvv0zm/PObSEsLPERer/cgigJGowu93kN7ezzV1bkkJ98+pOia0poA/PKXb/O3v3WQl9fcHTmSaGkxUl9vw2bbidXaBnwFtHX/e0KCFrv9BJmZtZjNHTQ3J6HT+fB4zOj1Xtn9dCCMBF2g/4uOwZCXl8ettwqkpzvxek0YDO34fHEIQueg9YlGXcaMaUSv74y4RkUSgfq95fzwh4Yee4uFwKNv/bKRora2eLRaP36/BrO5A6fTglbrC9pb6uomc+GFT0fkZcf69Tu5775Sli37u+wlUEdHPF6vls5OI2lpdV2O66nHBfe9BHK5zFRWTmDDhsvZv38yP/pREk888d0hj08pXRwOuOWWt7niiqcZO/ZIL10kh8TrNeJymRAE8PmEXnOory5ut5Hjx7MoKXmEX/+6YEDlB3IovbesX7+TVat2snu3lrw8V3e0HiAhoYmZM0txuzXo9S3s2mWhpcVHS4uH+voWbDYrY8aYus+i+HgnXq8WUdTi9RppaZkw5D1FYkQ5ahIjIaLWk8EcDHq9nmXLlp3R0JQiA42Nq7BYDmEyOU/rmIyECElP+ksP7Y+BOmyDTQ8diboMxogYqC5SiqjXewCDoZn29kRaWib3e1szEnUZqHMPA9OluXk7n312P83Ne9HrB5Y2q6QuL7zwPuvX70WjcdPenopen0JS0rs0NVUCeYAX0NLSsg+TSU98vBGt1ojVGng6yldfHeT7328jM7MWvT7QqMXtNnD8eDpO5xLuu+/eIY1L6bnyxBOvcP/96xHF5D7/0gg4ACNQAVSh0WiYNm0aX3zxBX6/vytyNIErrmjD7dYyfnw1guDHYHDj8Zhoa8uJKMO7L9JFx4YNGwa8dvqSl2djyRItmZnjSEo6hs8notcPPGuhLyNFl3Xr1rF3714+/vjjfrXRaDQIgiC7H+fl2Vi2TMeECT5MprZejYoGUo4gobSRuWbNGh58cDXnnLMIq9VIS0sy9fXp2GxfYLWaARHwAyeBL7FaLQTSrjtpaamjpcWI13sx11+/kczMKvT6wMWX222gqWkcU6c+H5GXHae7BII2pk8vR6ttwmJp4/Dhcfj9cd3/qtG0k5d3uPsSqKEhDb3eS03NaPx+HVu2fIOLLprEI48M7pG/I0GX7dvh/vv/jVb7L0ymUx2aLJYmLrpoM263BlHsoKFhFh5PZ68atZ66xMVJayaO2trRbNr0YyZMaGDu3BlDTodUem/p7yyy2ZxkZByjpuZAd6S+794inUXf+lZzL306O+PO6hwC1VEbMIM9MLVaLQUFBYN2TPo7PJWewHKUl5dTWlrKyZMnefrppwfknAykoYRceujJk+fgco3l4osf7lVHMFJ1eeqppyguLsbv9w/IkR2ILi6Xg02bXqCxsQSdztlvFBZGpi5DuQk/ky5yabOdnQk0N5/HvHmrRpxjL/c8xvLyclauLO5+7t6ttxbI7hnl5eU899yfmDFjDzk51T0OShO1tWmDdtZGgtEgIRneNTU1nDhxgm3btiGKIjqdjoULFwK9I609DfWPPvqItLR0MjJsWCwGrr/eRXp6w1k7a0rPlZ701EciIyOD6dOns3v37l5/f+LEiSDnxWaDzEyBhQt/TE7OTlJSjmMwdA7JWRtJuoC8NnBqvgD9OnU2G8yaNY7Fi+OwWp14vdYBlyP0RelOuytXFvPVV4kkJyczfbqN/fsP09RUQ0dHoJvIOec0B+0t0hleWSlSWvovli2rJCfH0WtvaW4eOyRnDZSfK1KkpKamd610RoYOu13A4znKrFl2WceiqKiEf/zjZSZN2o9G4yU9vQmPx0Bqah0ul5mjR7Nxu/9jSBdkSusinUMNvR+/SHX1Rzidpad1tiRdpk/fRXJyMwZDoI5YFAUOH85GFP0IwrVRcxb13DP6ZkNB8N4iOWwFBY0kJzcNy6Wh6qgNktP9EuUYjGNyOmdN6YV9JvoelqfTRnJiT5fi1jM91Gw+xtdfz8VqPcbhw8v42c+u7c6HHsm6SIdgamoqu3fvPuPt70AakBw54mDz5hVYrV+eNgo7UnXpz6gqKSnB4/HIfs9AdOnr3Hd2ppGSclt3auhIOgjOlt///o/8859vUlBQ330QuN2GITlrMDLnirR2BtKgqG90P5DWph2ysxYNc+V0Kcd5eVO49VYNGRmB2rVI60B8NvSnS15eHkuWJJCaqiU5+fhpyxH6Eg26QECbp5/+Ay7XMQoKGnrtLYN11qJFEwg4Jp9/vpGcnE2YTHWYTIG0uKFkM0STLs8992tgJTabiMdjwGj00tlpRKfz0tCQHFVn0bp16wBOmynXN5jT9xzq7LTQ1jZpUNF6iRHlqI3EGrUz0dfwLC4ulm2eMFBDs6+zVld3DYcOHYjIhT2QKOTpHFkpPbSmZh2Jifu6mihMIDX1v9Bq6yJywxtIys6Z0mdPlx5aV9fCjh2fRKUuZ7r0kJ5ZaLEcBkSczglBqaEj8SAYClJ0zW7/vPsgGKqzFg2a9Izu/+53v2Py5Mm9Dkm324jTmU1e3h8jIkIyXPSXciwZEYN11iB6dbHZMsjLG8f3v68jLc1xxnKEvkSDLhDQ5pln/tBV23hqb2lszMBi+fmg6mGjRRMIpNp/8MFNwDHi4jrweg1DzmaIFl1efPGXVFf/EbAyfrwPQdCqZ1GPy6BzzjmHW2/VYrM10d5uJj7eQ1tbzqCj9SPKUZMYyRG1M3G69K6BGJr9RdZ++tOfROwEPlMq4Jlatm/b9iYHDjyHTteI0dhKZ+cYJkwIHJyRvLDP1GjjdM/uO1P30GiYL3K6nGmubNjwJg0Nz2E0NsreiEfyfJHj8cefxGJ5aUjOWjTd7vZEMsKDnbXBRQaiZa70V088VGctmnSRO6unTJnKHXfoSU2tHVR6aLToAv07a4M1vqNJEwik2v/lL4+h15f2SvuLZV3Kytaza9e7VFfD6NFl6lnURc9zaMkSC2azh/T0BjweC2Zzx6CaOamOWgg4G0OzP2ftT39yR/zClqImf/3rX4PS3E6ni8vlYMuWFbS3f4le7+x6nljkO7ASp3PuT6fL6bqHRsN86U+X02nSX2poJEemz8TZOGsQXUaDxNk4a9FoNPSNOEqRpME4a9GqS3+pkLGsC5ydsxatmkgMdc9VdTk90XYWSedQauoo8vKyKSx0k5lZh9ncMaiUfNVRCyFDMTRBPrXtySfTomYC93c4ni5F9ODB7Wzffhdmc2WvjmXR4JBA7xTavumzp9NFrnuoy5XAU09Fx3zpb66crs7xdKmhv/nNE1GhS1/6HpAul5mqqlEcPTqL+fOvPm0Xrmg7HCWk/XfSpElBzprTOe6MaZDRrEvPtL/BRtaiURe5qKOqS0CXZ5/9IytWoO4tfTgbp0TVRZ5o1KXn3iKlQg62fnqgjprmTC9QCWb58uV89NFHLF68GEE41RrW7/dzyy238N3vfpfy8vKg75s9+xImT34GpzObzs4EPB5LOIcdcux2O2+//TarV69Gozk1tURRZP369cyZM4c1a9b0+p5Jky5h/PhnaG3Nxu02YzB0YLFUhnvoIcNut7Nq1SrefvttVq5cOWBdcnOzKCy8lry8/6K9fQwuVwIdHdEzX/qbKz6fj/Xr17N69eogXeTWj8VymIaG55T4EcLCfffdi9O5hNraNFwuM+3tZjIz68nN/YQ9ex7h8cefDPqe4uJili9fTnNzswIjDj3S/puXl8fKlX5qa9Nwuw0YDG4slqPs3/9Tysq2Kz3MsLN8+XJWrVrVvZ7279/PypU+ampS6Ow0YjB0EB9fzd69j3LkiEPh0YaH5cuXs2XLFm6++Wa0Wi2g6gIBXf7617WUl18wqL0lFui550r7Snp6AxbLSzGrCQxNl2g+i3ruLQcPHmTlSl+3Nnq9i/j4Cg4cuGtYzqKwOGqCIBQIgrAmmn5ZZ3JK5s6dy4oVK4IcNsnYbG2dgE7X1vdto4K+BoOEz+djxYoVQU5JTwO8rAzWrm2I2oU9GF3glDbNzRMwm6Nvvkia6PX6XpceIK/LKT3Oo7MzjZ0723j55S+jcr5ISAfkkSNjaG4OOOtJSW3k5lZjsbzESy+93Ov1BQUFrFmzhsTERCWGGxak/feuu+5k1Sp6GQ9xcVV89tndbNjwZswY3hKnc9Y6OuLxeCxotU6++CJ2HFnpsqznRdlAdIlmIxMCurz66iuD2luiXRMJOafEZjuJKBbxyCNrg16v6lLECy+8H/T6aD+Leu4tBw4cCJmzFhZHTRTFYlEUl0fjL6s/49vj8bB69Wouv/xyWcfk8OGLef55b9QubEkX6RZTwu/3n9ZZy8s7hx//OCNqF/ZgdYGANidORO986Xkzpdfre/2bnC6zZ1/CvHmrSEm5jXPOOZ+bb06O2vkicd9993LuuQ9z+PAlHD9uw2zuwGzuID29gfb2p2MyggSBuTN37pzuA1KKDCQlVVBdvZpNm37d7azFijHVn7PmcKSi1bYSH19BY+Oq7jmj6iKvS7QbmRL97S0220nq6v5Kefmpy45Y0QT6ZjPE0d5uwWz28+GHh1m/fmev16q6+Nmw4UscsXUv1o20t8g5a2Zz1VlH69XUx2GgP+MbwOv1yhrgy5b9hBtv/HZUL+zTpYiezllrbj4v3EMNK4PVBeCOO37C738fvfNFupnasmXLgHTpmRra2jpFiSGHncLCRTz33J9xu79PQ0Ny941mYmIdu3bdH3PRI4mlS5dy+PBhVq70cfhwJs3NFnw+HdXVWvz+I91RklgypuSckg0bDBw7loTLZSY+voL9++9nw4Y3Oe+8C1VdunSxWA4NW7pSJNF3b5EMcI2mg+effydmDXDJKamqSsdkaiMtrZpvfvOf/N//raSoqETp4SlGX13S0yu57LJXWLnyD0oPTTHknDWXy0xbmwGfr/GsshhUR22YkIzvW265hcWLF/dy2vozNOfPf1iJoYaV/lJE/X4/t956a1B6qBQtiXZOp4ucs2YyZTF1amzPl/6c+1iYLz2577572bt3bq8IksfTyMsvBzv4sYDdbqe0tJS8vDz++MfjvP22iaNHRzFp0n4SEr7i2LFnY87wBjmnpBKXy4BG00Znp767vnPz5hUxpU9/uuj1LRiNrcTFVfP554/2iiTFCtLe0tMAnz59bUwb4Pfddy9a7TwcjlF8/nke48bVMHPmjpiu44OALrW1U6ipScHlspCZWUtm5p9jWpO+zlpVlQ2TyUVCguOsziHVURtGTtc4oj9nLVaQSxH1+Xyy6aGxrsvpnLVYYaC6FBcX8/jjj0Z92lZfli69kdWrhe6DID29gbi4d3j88SdjJpWtJ5KD//bbb2A2J/L++xrq65NwuUwkJx9hz56fxJQzItFzHdXX1/DSS04qK9NpbDQhiiJGYyMJCfvYu/dRpYcaVuR0aWhIpqMjjvb2eETRyf/93/aYjCQtXXoj77zjDDLA+9arxRIrVtzOhRdmkZNThVbrIimpndzcYyQkvMCGDS8oPTzF+O53r8XlqsdsbsFsbiM9/QQWyws899yvgdhJq+5JT2dtwwYjNTWp3efQUBtdqY5aiBiMAR4r9Nc4or/00FhBnSvyDESXWEpn64ndbueOO25nwwZT90GQmVmHxfISJ082x6QmENDlkUce4eDBY7hchu56m4SE43z++YMxmR7acx3t37+fZ5+t4u23TdTVZaDTdeDzmdFqnUoPM+z01SVwA56OydRKWtox3O6nWLJkfkwZmRBYQ0uX/hCXq7aXAd7e/jRPPfW7mDO8IXBJOnfuc+Tk/IDjxzO69pV20tJOUFv7NG+99beY1GX27MUkJNxMQ0MSbrcJg8GFzXYCp3M1ZWXrY/Z8lvaWr76q6nUODbW7rOqohZD+DM3bbrtNtn1/LCDXLhlUx6S/uSKXHhpLqE5s/yxfvpzFi2/odRDYbE00NKyJSYdEwm638+tfP8hLL7V31dsE0kP9/uaY6nbYk5511PX1NXz00XZWr26nri4NrdZJfHyF0kNUhJ66BOrVmqmosHHw4Awuv7yJH/zAE3NGJsCPfvRLEhJWdNXCmrprYePi/sF99z0Yk5qYTFlcddUvcLtvoKEhCZcrnvb2RJxODZWV+2LSIQG4/faHcTp/SG1tCi5XPC0tqUAmr766Nqbr+JYvX86jjz7Myy93dJ9DbW3GIdWrqY5aiJEzNL1eL+vWrVNwVMoi1y4ZVCe2v/TQP//5z8ybN0/VRXXWgvjZz36KIFzbyyGBlpitV5NYvnw5d911B6tW0Z0eeuTIIf77v2+LuVtvieXLl3PTTTd1ZzPs3fslb7wB778vsHLlyZjXBWD//q9pbNyPTleOVtuB0dio8OiU4/bbH2bv3ivVWtg+3HffvezceTVVVaO66vga8fv/GdO1Wffddy/V1Tdz+PBYGhu1jBlzgjFjGmK+jq9nV2LpHIqLO87Ro6vZsOFN9HpD3EDeR3XUwkDfrpCiKLJ27dqYNzLlDHCPx8Odd96p4KiURS49VBRFXC5XTDv3Z4o4xjKnGgD0rleLdaRDUqoTOPfcZH7yE21M3npLLF26FJPJ1L237N9fyYQJafz4x9aY10Wn01FfDy++2E5JSRtHj6YiCO1KD01R+quFjXUWL76ODRsWUFMzFpcrgczMWiyWl5QelqLceusd/Pvfq9iz59scOzaO1NSW7ufxxTJLly7l0KFDbNhgpLIync8/H0ty8kEcjqcYNUo3aSDvoTpqYaLnrR2cephvrCP3aIMdO3YoOCLlkXuumOTcxzKnizjGOoEGAHG96tVUAofkwYPVvdJDYxm73c7mzZu7U897NhiJZex2O88//3xXcxH46KMT/OUvHqqqMpUemqLI1cKmp59QeliKs3jxRVx55XhcLi1mcytmczs2W5PSw1KUrCx48skZXHDBVYiii4SElu50/FhG2lu++qqKxsY4bLYOtFofZvMJDAaPbiDvoTpqYUS6tZPw+/0Kjmbk0NeJVTmVHrps2bLuv/P5fAqOaGTQX8Qx1rHb7Vx99fdxuQzs3dvE//xPQ8ymsvVErl4t1umbei41GIl1+u4t+/fv46mnDis9LMXpWQtrMHhwu9U1BPDIIzchCIVd9WpS2nlsk5UF99yTjyB8l4aGZLZtE1i1qjXmzyKpXu2VV45SUqLn+HEbBoMbn29gLlhYHDVBEAoEQVgT67+snrd2ErGuicTSpUsxGAzdX6u6BOjr3KvIN6RR58uperVx40bzox+lxXQqW0961qsdPhzbEZKe9G0wonJqb/nmN78JQH39cXVvIbC3OByz+Oc/dbz8cpWqSRfSg5/ff9/Iyy+rc0VC0iU9PZubb47ttGqJ5cuX89Zb/8vUqdP52998VFam4xlYQA0hnLfRaWlpYk5OTtg+LxKoqKhA1SQYVRd5VF3kUXUJRtVEHlUXeVRd5FF1CUbVRB5VF3kGq0tNTQ3Hjh3r/nrMmDFkZGSEYGTKsnPnTkRRFM70urBe1efk5PDpp5+G8yNHPDNnzlQ1kUHVRR5VF3lUXYJRNZFH1UUeVRd5VF2CUTWRR9VFnsHqUl5ezrx58+js7ESj0fDQQw+xfPnyEI5QGQRB2DmQ16k1alFAeXk5jz/+eMy2b1dRUVFRUVFRUYl87HY7zz77LFqtFr/fz5133hnT9m1YImqCIBQABRMnTjyr9ykqKmHHjnJmzbJTWLhoeAanEMXFxRQXF591TnN5eTnXXXc9aWlJPP/8n3njjdew2+3DNMrwM1y6gDpf5IgmTWD4dCkrW8+uXe8yY8ZCZs9ePEyjU4bhXEOqLvJE0zpS9xZ51L0lmOFcQy6XA5erApMpB5MpaxhGpxzqnivP2ejS2NiI3+/H7/eTmNjJzp3/w/TpYyN+rgyFsNaozZw5UxxqWLioqIRt255Eo/Hj92u47LJ7o+IwONtQ+cMPP0p7+/totX58Pg1xcd/i179+cBhHqAxnq4s6X4KJVk3g7HQpK1tPUdFSBCEOUWynsHBdxB+QcPZrSNVFnmhdR+reIo+6twRztmvI5XKwZcvtVFU1MnZsKnPnPhcVBri658ozFF2k9MfExE6WLo3Hbr+CrCwbU6c+HBVzBQKpj6IozjzT6yIm9XHHjnI0Gj81NTo0Gj87dsRuGLQnubnZaLVQW2tAqw18raLOFzlUTeTZurUUQTifmppLEYTz2bq1VOkhjQhUXeRR11EwqibyqGtIng8+2EhpaT0ffZRKaWk9H3ywUekhjQjU+XIK6ZmP//mfN5CUdBl79kzms8+8VFZWKD20sBMxjtqsWXb8fg05OR1YrZ1YLAlKD2lEMHfulWRmZjNliob0dKHXg6NjGXW+BKNqIk9q6lX4fDoyMirw+XSkpl6l9JBGBKou8kjrKCPDi9+vYdasyE01Hy5UTeRR15A8mzc78XoDuni9OjZvdio9pBGBOl+Cef31I5w40Y7TuQmn00tNTY7SQwo7EeOoFRYuIjl5EUajiNutpamphKKiEqWHpTi5uVkkJ38Hn6+V5mY3X365RtUFdb7IoWoiz4IF8zl27BkOHbqBw4evRq9XH0QPqi79UVi4iMsuu5e2tql0dExRejgjAlUTeaQ1VFFxHceOzWfUqE6lhzQiyM+fw8svX01Z2Tf417/O44orJik9pBGBOl96U1payvHjVbz44kK2bbuMzz67kKzoyHocFBH1wGuns5XmZgMVFaaIT68oLi5m+fLlw1J8un//flUXGdT5Ekw0aTJcZGXBt77VQG7uZiZNKmbv3sdUBxZVlzNhNu8jPn4P27Y9qerShapJb7Ky4HvfO0529t/Izv4rZWXXU1a2XulhKc7ixRexenUe11zzGddcswuTaS0ul0PpYSmOOl96k5+fj9FYh0bzHJde+g++851tnDjx65ibK2Fx1ERRLBZFcfnZPp08mtIrCgoKWLNmzbA8sV3VRR5Vl2CiSRMYPgf24MGtaLVt1NQQ8Q7scF52qLrIE001WcOlSzRpAsOny759H6DRZFBTc2HE1x0N5xrSaI5TWyuya1d6xNepDacu6nw5hVSnduONV5CcPJmDByfGZJ1axKQ+gppe0R+qLvKougQTbZqoDmww6mWHPKou8qhrSJ7h0iWa6o6Gcw1FU53acOqizpdgYr1OLSzPURtuzOZ9aDR+tm3bBxA1bYDPFlUXeVRdglE16Y308+/YUY7dHh3PgRoOVF3kkXTYtGmDwiMZOaiayLNgwXw+/DCFzs4vMBqn8dOfzlB6SCOC/Pw5rFjhw2ZrpL4+lVWr5ig9pBGBOl96c6pObQUZGc2MGnU511wTW4VqERVRg+hLrxguVF3kUXUJRtVEnsLCRcyaZWfHjnK1vqYHqi79o9ZkBaNq0pusLHjyyRlcemkOGRkl7NqlagKBOrVVq/KZPNnKwoU1CEKN0kMaEajzpTdSnVpDw0rq6j7n0kv34PWqNWojmmhLrxguVF3kUXUJRtVEHumhvT5fqWpk9kDVRR71wiMYVRN5du0qob7+IQyGjeoa6oEg1DB+/LvYbOWqLj1Q58sp7HY7zz77LBkZIkuWtOD1rqe4+JccORI7zlrEOWrRVmMzXKi6yCPp4vGMx2hMw2bzKD0kxZE00Wrzueyye9V0ti5UI1MeVRd51AuPYFRN5FHXkDyqLvKouvSmsbGRUaNS0Gr91NbqcLlacTgqlB5W2Ig4R01CTa+QR9UlGJvNg063Ho+njKKipTHd7laisHARv/3tYwA88MCv1LmCamT2h6qLPOqFRzCqJvKoa0geVRd5VF16k5+fT0PDSXw+DenpXkymBLKycpQeVtiIyGYiPW8bMjK87NhRrh4IqLr0x9atpQjC+dTU2MjIqGfr1lJmz16s9LAUR0ppCzQV2QrEdlMR6WffuvV/iYtzqtHXLtSGIv3TU5ueX8cyhYWLKCxcRFFRCQ888CtmzVLnjLqG5FF1kUfVpTd2u5033niN997bRG5uNnPnXklubuw0FIlIR23WLDvbtm3tvm2w22P7tkFC1UWe1NSraGzc3dXuNjGi290OJ6pjH8yp6GscRUWbgHWqU4/qkPSHetkhj6pLMOoakkfVRR5Vl95I9mxpaSlffPEFDkcFWVk5MeGwRaSjpt42yKPqIo/a7lYe1bEPRo2+yqMa3vKolx3yqLoEo64heVRd5FF16U15eTnz5s3Dak1h6dLxZGWN5quvEpg//+God9bCUqMmCEKBIAhrhuOp7RKR3jJ6OJ9k3xNVl2CkdrcLFoxl2rR1OByRV6MWCl3URivBRNPDRocTtbhdHrWWRB5Vl2DUNSSPqos8qi69KS0txe12M2pUChqNnxMn4gBvTDQViciIGqi3Df0R6boUFBRQUFDAzJkzh/V9HY71HDq0FEGIo6job0RaSluodFFT/XqjRl/lUaOv8qhZDPKougSjriF5VF3kUXXpTX5+PgaDgbq6E/j9SaSktAOx0VQkLI6aKIrFQPHMmTNvGq73jPTUilAZ3pGuPGqMeQAAIABJREFUS3FxMcXFxcMeaYz0lDZVF3mGWxcp+lpRMYOcnMDXkUYo5ko0GN6hWkORXkui6iLPcOuiriF5VF3kUXXpjd1uZ/PmzZSWlmI0xlNTU8esWfaoT3uEMDlqgiAUAAUTJ04ctveM9NuGUB2Oka5LqIj0hiKhcuxVXYLJygo8cPS998ojsmNdqOZKpBveoSLSsxhCRaTrEop1VFi4CJvNw65dRZSVeSLqUgxCu7d8+9vTcLkqcLkcmEyRZXyHUhd1vpxCsmfnzZtHYmIn77+vw2b734jTZbBEbEQt0m8bwmFMqbqcItJT2kLl2Ku6BBPpBmao5kqk66JmMcij6iJPKNZRWdl6iooCKfgOx+tEWqp5qPYWl8vBli23U1XVyNixqcyd+1xEOWuh0kWdL8GUlpaSmNjJjTea0GoT+Prrp5gx46KImi+DJWKbiUBkN84IVTMRUHWRI9IbihQUFLBmzRoSExOH9X0lXebPn0lWVhlVVZFVsBwKXSK9iDtUcyXSdQnV3hLpjTNUXeQJxTo6lWp+KYJwPlu3lg7be4eDUO0tH3ywkdLSej76KJXS0no++GDjsL5/qAmVLup8CSY/P5/MzNFotRdSW2unuTmLysqKYXv/kUhYHDVRFItFUVw+3JNYuuH1+UrZtu3JiHJKQrWwQdWlPwINRa7h5MnXKSpaSllZ5DhroXTsq6rK+e1vr2Ljxr9w3XXXU14eOQZ4KHSJdANTNbzlCdXeInVP1WrzueyyeyMqagSqLv0RinUU6V1lQ7W3bN7sxOsN6OL16ti82Tms7x9qQqWLOl+Csdvt3HLLCyQlpfONb+gwGBKoqckZtvcfiURsjRpEfmpFqFB1kSeSG2eEKj0J4L33NnH99VlotX58vgTee29TxNQ2hqqOBNT04b5Eui6hpLBwUcTqEaq0LQjoMmpUCqWlpYwalRIx+wqEZh1Feqp5qPaW/Pw5rFjhw2ZrpL4+lVWr5gzr+4catWRDnlDq8t//fQ4nTlTgcuXwne9Eb9ojRHCNGkR244xQHo6qLvJEcuOMUOqSm5vN/v1QW2sgPd1Lbm72sH9GqAhlx7pINbxDSSTrEso1BIFMhh07Iq8BTSgvgcrLy7nuuutJS0vi+ef/zBtvvBZR59FwEw1dZUPB4sUXAfDuu3tZuPDc7q9jHXW+yJOVBVdeWce771awcGEcWVEuTMQ+Rw0i+4Y3lIejqos8kXw7FUpd5s69kpaW90lJacVkSmDu3CuH/TNCRSh1iVTDW3VI5An1XInkRiuhIpKj9aFaR5HcVTaUe8vixRchCDXs2PE2glCj6tKFOl+CKS8v54Yb5mG1prBzZzqC8JuI0mWwRHQzEQgchr/97WMAPPDAryKqHiuURHJDkVAh3U5demkOGRkl7Nql6gKQm5tFQcETjB6dj9dr4vjxnUoPSXHUOk95IlmXUNZ5RnKjlVDqkpubjVYbiNZrtURUtD5U6yiS15C6t8ij6iJPqHQpLS3Fak1hyZJcvvlNM/v3/4UjRxzD+hkjiYhuJiIRiRM5lIcjRKYmEHpddu0qob7+IQyGjaouPTh+fCf//vcj1NWVRFSjlVDpohre8kSyLqE0piK50UoodZk790oyM7OZMiWBzMzsiIrWh4pIXkOhRNVFHlWXYPLz8xkzJh2tVqSuzkBcnAGHo0LpYYWMsDhqoSYSJ3IoD0eITE1A1aU/Qq1LpLYBDpUuquEtTyTrEkoivcNhqJCi9Zdeeg8FBU+Qmxs5tSRq99RgQnkJpOoij6pLMHa7nYce+g3JyTamT7dhMiWQlZUzrJ8xkojoGjWJSG6eESpUTeRRdZEnkhuthIJIrvMMJZGsS6hr93pq0/PrkU6odcnNzeKLL75g48Y/R1SNjdo9NRi1tl4eVRd5Qq3LtGnTcDgqyMrKiahLoMES0e35JaSJu2nThpC8fygIl9EQSZqEA1UXeSK50UqokDocFhWV8MADv4ooIzOURKpDEkqjASK3oYiqS/iR9paysvX86U/LmTFjYcQ8KiaUFBYu4tvfnobLVYHL5cBkil7jezAUFi7CZvOwa1cRZWUeda50UVNTxb/+9Q5abQ6jR18VtfMlotvz98Vs3td1GOwDRvZhEOrDUSKSNIHQO7ASqi69kRqtvP56C8ePl7Br13Gyska2JhCeDoeRZmSqmiiD+vxKeSJVl1Cvo7Ky9RQVLUUQ4nA4XgfWjXgDPNSauFwOtmy5naqqRsaOTWXu3OciwvhW54o8odSlvLyc733vCr73PR0lJQk4nRsjZr4MlqioUYPIrT0KJZGoSahrsUDVpT8isdGKWtMYjKqJMkRyLUkoiVRd1LrgYEKtyQcfbKS0tJ6PPkqltLSeDz7YGJLPGW7UuSJPKHUpLS0lJSUJrXYa1dWX8MUXPiorK4b9c0YCUeOoSYdBTk4HVmsnFkuC0kNSnJ4HpF7vp6WlPiKM71ATqYZDqFEN8GDUuRKMqok8UkORtrapdHRMUXo4IwZJF43mUsaPv5Zp06YpPaQRQWrqVfh8uq66YF3M1wUDbN7sxOsNaOL16ti82an0kEYE6lwJJj8/n4aGifh8ekaPPorBkEhNTY7SwwoJUdFMBAKHwd69/wbeorNTS3t7CUVF50VEikWo6FmPlZT0JfHxeyIm1S+UqHVq8kiNVnJyOjAY/AiCetkRyYXcoSJSNVHTquUJhy7Tpk3j6NFXaWk5QHHx9ojrABkK1LrgYPLz57BihQ+brZH6+lRWrZqj9JBGBOpcCcZut/OnP/2BP/2pnvHj3bS1Teeaa6JzT4maiBqA09lKc7OBigqTGhHoorBwEVarDY9Ho0ZK+mA27+tyXiMjzS/UFBYuIjl5EUajiNutpampZMTrEurny0HkPTxe1UQeNa1annDosmXLP6murmTfvlaqqyvZsuWfIfus4SLU60iqC7700hwyMkrYtWvkr6NQa7J48UWsWpXP5MlWFi6sQRBqQvI5w406V+QJx3y57TYbonicSZO24vVG50Ovw+KoCYJQIAjCmlDfZEZSSk44jCkJVZdgItGgCgeRdtkRDiMz0h4er2qiHJG014aTI0cq8fkgPd2Nzxf4eqSj1gUHEw5NBKGG8ePfxWYrjwhNQJ0r/RFqXcrLy7nttv+PpKSXOXZsNcXFv+TIkehz1k7rqAmC8JwgCH/s789AP0QUxWJRFJeHchJDZD10NBwLW0LVJZhIM6jC5cBGmi7hQHXqg1E1kUetU5NnwYL5vPaag7IyH//6ly8s514koK6jYFRN5FF1Caa0tJS0tCS0Wj+1tTpcrlYcjgqlhzXsnCmi9imws+vP1T3+X/oz4ojElJxwoOrSG8mgioubweWXB57dMpIJlwMbSU59uDjlvHrw+QRSU0cpPSTFUR3606OmVffGbrfzs5/9jEsu0XPppQI1NW+quqCuIzlUTeRRdQkm0FDkJD6fhvR0LyZTAllZOUoPa9g5bTMRURRflP5fEIQ7e349UlGf8SOPqksw3/72NEymtVRV7WbLlvKofQbHYInUBxqHisLCRXz99dds2PAafr+Pw4d/j91+MXZ77B6UPedIYmKCOld6EKnPDQs1jY11aLUiNTV6VZcu1MZWwah7izzqXAnGbrfzxhuv8eKLr6DXezAYpio9pJAwmBo1MWSjGEakQ7KlRUtqahvbt3+o9JBGBKouwUTqM1tCjVp/FExzczMXX6xj9mwt11+fxXvvbVJ6SIojRembmkoiYq6o6cPyqLoojxqB7U2k7S3hRJ0rwbzzzjuYTHupqHgjKuvUoqrrIwQOA73ej91eQWZmIzbb/qj7pQ0FVZdgpGe25OQcISHBw1tvHVJ6SCOCvk79SL7BC5eRmZubjVYLtbUGtNrA1yOVcDYqiqS6CTV9WB5VF2WJpDUUTlRdglE1CSYW6tTO1EykVRCEFkEQWoBp0v9Lfx+mMQ6KwsJFGAzzOHbMxuefp+N2V/Lxx28oPSzFUXUJJj9/DiUl38RgSMHtTsFm26HeUBHs1CclfTlidQmXkTl37pVkZmYzZUoCmZnZzJ17ZUg/72wIZ6MiNUoij1oTLE8k6aJGGoNRu1XLo84VecKhSyzUqZ2pRi0in3jr9RpwuzVccMFRQEN7+4u4XNfFfP2RqktvFi++iOLi12lp0VJTI5KT08qBA/+LyzUtZjWBgDG1adMGjh1z09CgxWZrZevW/43pG/Dc3CwKCp7A4aggKysn5h/WKyHNiY0b38XvFxg1KkXhEY0M1JpgeSJJl4KCAgoKCpg5c2ZIPyeSHiAfLk1A1UWOSNIEwqNLzzo1jUbEbl8Ydedz1KU+QqAV8Mcft3Ds2Bg++WQ6R45Y1PojVF3kuPrqfPx+Nzk5Jxg/vgqLZQ9bttyOyxXbaaHz519NW5uWCy44SmZmI/Hx/6CsbL3Sw1KU3Nwsmppa+Mtf/jziowHhZNSoFDZsKOGTTz7muuuup7xcTcdRU5TkUXWRp7BwEYsWzcThKIr5fbYnhYWLePDBm5k71xrzZ7KEOlfkWbfub7z99moee+yaqNMlKh01u93OmDHX0dgYj81WhdXqZdOmeqWHpTiqLsFIdROdnRM5fHgc27dnqY1FCOjick3qdurd7sls3Vqq9LAURW2yIs97723i+uuzWLAgXm200oWUopST04HV2onFEpHJKcOOqos8ZWXrKSpaSlXVBoqKlkadoTlUXC4HW7bczltv3a9eoHahzpVgSktLSUzs5MYbTcybl8zXXz8VVXMlLI6aIAgFgiCsCUdes8S11y7m3Xe/jcGQgiCYOOec9zl4cPsZv8/lclBX9ybHjq3m2LHV1NW9GVW/cFWXYAoLF9HRcQltbcauxiKqAwswefIPaGy0dDv1zc25Sg9JUdRogDxSo5WaGj1arYjReNqM+pigsHARycmLMBpF3G4tTU0lqmOPqkt/bN1aiiCcT03NpQjC+TF/KSahdmYORp0rweTn55OZORqt9kJqa+00N2dRWVmh9LCGjbCcqKIoFgPFM2fOvCkcnweB+qNPPy3F7faSmXmUhAQX+/bdTFLSb9DrkxEEA52dDjyehu7vaWg4QW1tCVCJRtOEIAj4fEmI4mQsljvwet2MGgW5uZecdQ1TcXExxcXFYSnK7cnpdBFFd7ceen0aRmMWnZ0Ojh8/0I8u2WRkXMXo0ZOwWs9eE1BOl/z8OTzwQBv/+Z+bEASRCRM2UVZ2JbNnX9Lv97hcDo4c2c6hQwHNcnMhOTmg3XDpoSQLFsznH/84ycyZzyMIfhISXmTDhkSuvvoHp/0+l8tBS0vA+ZfmEBDxmsyaZWfbtq3k5HRgMPgRBDUaAIFGK/X1xZhMVRgMPl5//XWuuCI/pp8zB+B0tuLzGaip0ZGT06bWv3Yh6dLS4mXcuCY+/3zjiK+1CTWpqVfR2LibnJwjGAymmL8Uk9i82Yler+vSxchbbx2ioEDpUSmLOleCsdvt3HLLCzQ2rmTixE7Aw969BiZPVnpkw0NYHDVBEAqAgokTJ4bj47rRatsxGNpISPBiNnvweo+xe/dNiOJUjMYKvF4P0IQgiIgi+HwiIOLzabveQUQUm3G799DefguCYOTECZGvv57AOef8F5Mm9W/Ej2TkdfkRoEejaUUQBEQxCZ1Og9vtRxQb6asLNKHR1FNT8xm1tSlYrZOZMuW/SEw8O03CWazck1MOrJ/MzDoSElo4ePBmfL7vMX58suz3HDr0LidOfIHJ1IAgiFRVQU2NBr8/4MSOGbOUiRMXRqwDm5UFOTn7up36uDgPjY2PU1dnwWoN/J77OmSnnPpqNBoRnU7E69V0ra0xw6pJuCksXMTevf8G3qKzU0t7ewlFRefFvJEZqN2bgsVSidut5dvftvLii6/EvKN2yrFvY/z4Ktra/GzZcjtz5z4XkfN/uJg1y87OnR9gtweaWmm1u3G5HDGtSc9LMbfbiNdbRFHRxJjfW/Lz53D//U5uvHEzbrexuzNzLOuizhV5FiyYzwMPeDn//N/j91vweNZy5EhmVDQWidqIGgR+cT/+8RZuucVFerofs7kNr9dPe/tBOjo8+HxaTCYBjcbfNc5AJqhG4wUEQMDvB7fbjMHQgdstYjK14PHs4V//upXa2uXMnDk0o1MphwTkdfH7PYiiBq9XgygKuFx+dLoOvF4jBoMBrdbbSxcQ8ft1iKIGQWimtnY/nZ33M3HidWcVUVIqogaSA9tOQkILcXFtJCWdoK3tN+zbp0EQer5Sg99vweUCt9uIwXBqDrndkhPbyNdff83Ro+sYNy5ynZO5c2ewZ8/bxMWB223BZDrJO+/8isTEOMxmLTpdA6LoQaPx4PMF5gKIuN1GOjqSMBrb6Oy0YDafRK+vi3hN+kYDYr0bpsTkyRPZv//DLl1OsnPnFsrLy2PaWZPmxSefvMzhw1oqKjKorKzH7d5IQcGPFR6dchQWLuLw4S1UV2+msjIDq/UkCQmxrYl0KdbSoqOmRiQjo5ONG9+N+b2lb2fmjAw3O3aUx7QuwXNF1QSgqqqcf//7v8nM1FBX18H06YHnqUWDoxa1NWoQCIfOmDGLlSt/RG3tGDo6EvB4jASiQxr8fg2CIHLK+RBobU3m0KGLeO21h3j11V/x1VeXUF19Lp2dceh0neh0bvT6DpKTv6Kx8WG2b/8Bzc1nrvHqSzifR9IXOV3cbhMAGo2vK8KoweWKRxQ1aDT+IF0OHZpBa2tyl/Pmp63NQlPTAfbufYwvvvg5n302NF3C+QyovixYMJ9XX3XT0JCM16vH59Ph92vweETc7lN/XC6BpiYjXq+I0egiEHkNzB+Nxo9G48Pr1aHVtqPV7ubw4aHPEwmldCksXMSBA9+isjKD5mYNoEer9WA270er/QK3uxGf7yR+/0lEsRmvV4fPp+1aJy5crvjudTPcmihB4Blznu5nzKndMAPMnXslKSnGbl0uu6xa1QW1/rU/jh7NpKEhUP+akODhrbcOKT0kxZk7dwY+Xyc5OSexWt189NHHagdVenZmPqk2oOli7twZ+P2dZGS0odf7aWmpj/laz9LSUqqrv8Lnc5GdfQKv9zg6nUHpYQ0LUR1RA7j11gIuv/weVq78/1mypAhB0GIw6Ni69RY0GjcaTQOiCIIAcXFgNqdxzjmXYLcHvHCdbglpaRXodAY+/HA35567lqSkYxgMLrRaFydP7mHbtruYNOmZQaVCKhlRAzlddBiNHj7//Js4ncn4/WmcPJlFSooDi6UBo7G3Lk7nEjZt2g4cYOrUzZjNPozGQzQ0mLFYGmlr28OJE4PXRcmImt1uZ86c2axcuYVly7IZO/Y4CQktfaJpdDv3X389i+rqhfj94PFASwtoNCe4+OISMjIOEx/fjM+nQ6Nx0dS0n88+u58pU1YMKdqopC6LF1/HihU2Jk1qpLBwK1lZB7sdWYOhE1EUcLtN6HQeNBofLS0p1Ndns337UqqqLmTs2N1ccslLQZqcPLmHsrJbycpaHjHRtcLCRXz88WscO+bF4cggIeEkW7eWMnv2YqWHpii5uVlkZS2ksvIklZUBXUymkXVIjoT6V7fbSGbmbo4ccZzxpleq9exZNxyKOk8ldOmZ0iYIfiZPfp8NG/Jitv4VAnvLe++9S3LyDtxuLQsWWHnvvU0xHZUGNeVcDuln37RpA0lJXxIfv4dt2/b1+rdYIz8/n0ceeYR33klgyRILzc0ePv30j4we/cSAomrl5eWsW7cOgOnTp7N7924Ali5dqvgaFERRDP2HnKpRu+ngwYMh/7y+rFixgtWrS7DZppKRoWfy5Nncc88vcTig4VQvEdLS4JJLAqFlORwO2Lx5O52d92Oz7cVkasXr1eN2x+N2p5OdPfBUSOlw/PDDD1FCEwjWZdy4+Sxa9FMgoEVWVuBnBnldHA4oKYGNGx1kZGxnwoR15Obuwmw+2a1LR0c2EyY8c9qmHHLMnDmTTz/9dDh+zEFRXl5Ofn4+iYl55OVdjdVqQq9PRBBO3WkIAghCGgbDJVxzTRaXdP1o27cH5pPT6cDhKGHKlJdISzuM2dxGS8tojEY3RmM2Op2OMWP+Y0jOiVK6rF+/k1WrdlJZ2cyyZW+TmXkMgObmFHw+M21tyRgMLr76aj5+/yTOOecSxo3L6p5DFRW9NYmLa+2KvPnweCwkJk7lwguHXuMYTl3Wrt3EgQOPEh9/EoPBRGvrDTz++B1h+ezBEO65snWrg08++Rnt7QcwGIy88oqFO+74PsuXLw/bGAaCEmvoV796Gq/3PVpaRCZNqkWjmcHNNz8GgMtVgcmUg8mUhcvlwOWqwONp4tChP9DWdoBAHXWgbjg+Ppvs7KWkpg7/xUa4dVm27B6yssrJzKwkLs6Dx2Nl0aLfDrr+FUTi48dEhS4vvPAi+/f/hZYWD+PGtaHVLuTnP38yLJ89GMI9Vx544Ff4fKVdqdVtdHZewUMP/TFsnz9QlNalrm46Tz+9LmyfP1DCpcuKFSvYtq2MhQsttLb6mTpVw9SpdzF37rX9fk95eTlPPfUUGzZswO/3B/27RqPh6quv5he/+MWwO2yCIOwURfGM0ZqwOGoSM2fOFJU0vt1uNwBarZaVK1cO2YAoL3fw+uslTJu2Fqu1FqPRiV7vxe22kJQ0OINTKcMbhk8XhyPgpPz97w602hLmzFlLcnItBkMHHo+Zjo50cnMH5sSOHAd2NTAWmAWkccMNNzBnztzu1wzEqd+40cGuXSVMnfoGOp2P5OQKvF4jSUnH8XrjBuWcjARdAJ544hV+//tXyMsLzJn9+0cBAkuWXMqUKYtJSsrqV5eemlx00VqSk4+h17sQBPD5TOj144ccgQ2nLg4H3HHHm93F3G1tbkaPXszPfvbT035fuCIkEuHeWxwOuPXWV7Hb13bp0sm6dQd49NGHT7un9IyShFIPJdfQww8/it//LlOmVGK1NuN0xqHTpWM2J+L3JyIILjo6ZmI2f4pOZ0Kv/4L2dg9abTsQMB4EATQaP6JoRRAmDFtjHqV0KSoqYc+eB8nObsDtNmIytWAw5GA26xAE9wDqX510dlqIizuJXu8edl0kwrmOjhxxsGHDzaSk7AYEDhxwk5v7c370o1+G5fMHSrj3lqKiEnbu/A2TJkkNaCZwzTWvjrgoqhK6fPrpb5g8OaDLwYMeFixYO+IyPMKlS3l5Oddddz0//OEoJk92YDQayciwM2vWU73mihQ927t3Lx9//LGsg9aXUDhsI8pRUzqiBj2N7wBarZaCggIyMjKGFNrcvh3+9KftfOMbd5GWdhiD4ZTBmZQ0ngsvfOa0BvhIMbz76iIIAoWFhUOajFKE7cMPt3PllXeRnFyJyTQ0J1ZpB/byyy/H6/V2/51Go2HVqlWDdmK3b4dnn3WQlLSdc89dxZgx+9Dr2wc1V3qipC4Sa9asYcWKFb02t8HoI62diy++n8zMvcTFBSLTLlci7e0TSElZwfnnXzKoIuBw6/Kznz2KwbCFlhaYNKmW3bv93HLLb5k9e3F3VKRnlKSxsYTKypdoa6ukZ4TEYpnMhAl3oNcnd7/+bFFyb3nuuVc4duwFWlpExo1roqREx8cf/4s5c+aQkpLSa7+VdNm7dxVO5zF8PhGnMxW4ipkzJzNqVGgcWSXWUHl5OffddzfXXXcCq7WDxMSTGI0uRFHA4zF2pQ378fl0tLba0Go9eL16rNZ6NBofUgMnr1cPgE7nxe22nnUkuidK6PKDH/ySyZP/idncTHp6G16vCZutGo3Gh8djRKPxo9V68Pu1+P06BMGPIPhxuaxdjZzcmEyBdGoYXl2UWkePPfYTdLpPaGhIxGaro6SkBkGYyrnnnsv06dNpbGwkP//U4y/Kytbz7rvrcDrbMRhaMRicWK1JzJ79bWbOXDKs60fJveWZZ36B272Z+vpEbLZ6pk5dwlVX/aLf17tcDjZteo09e/Zy3nmjufDCcUBoLsiU1OWee24kNXVf93xpbZ3MY4/9vd/Xy80XAJMpgyuvXDGsTp4SuqxZs4ZXX32aBQssNDYmMWWKiN1+K1OmXNtv9Mxmg7y8FKzWZFpamqivP4HNBlZroKRl/36o7yotPttAT09GlKMmoVREDeSNb4mziST1TYX0+/W43Ymkpk4YUD2S0oZ3f7qczWSUdBHFu0hKOoxON3AndqQ4sGfrjPREijhu3LidadPuZ/TogHPi9+vxeuNJTs4esLOm9HyRkNNHEARZg1yOvtE1i6URj8eCXt9GW1s2Go2OiRP/44xRWCWjAZ9++lumTDnaFSEx09QUz/HjF5KX10hzcxsGgwtR/AbJyTvR6Q5jMHQgij0f/aHF7TZgNuuBixAE15BTYnui5Bo6csTB+vUrSEv7Eq3WR0NDMp98YqKlpZ5ASXQDTmcLV1xxA9nZ/yIp6TgmU2eXA6JBrw9Eav1+DWAlJWXqsDz2A5TfW37/+z/S1PQm5513EKs10HhHo/Gj051yRADc7ji8XgMOx7mIYie7d89HoxG4+OISRo8+VecJmiFHonuipC7r1+9kxYrSXvWvJpMLQRC7618lRxaEoPrX0aN3M3t27/rX4dJFItx77tq1m6isfIDJkw+j1WppaNDxySctVFW1Ul8Po0ZBYiJMnDgRk8lDRkYDo0aZSEhwdtVT+xBFaG424HaPp7b2IqZOncL8+TdEZJRR4s47nyUh4bVuXVpa4snO/g4XXHBe92uk5786nbvZvv1Z3O6Gbl0C0WiBjg4zTmcqqanfY968FcPqsCmhi9x8qapKxGCQb0FhNleSm2sgMbG513xpbTVQV2eiqiqPxYvvGVaHLZy6PP744/zhD0XcdJPI5MmH0evjiIu7gIqKMWza9L/4/U29Xp+QAHZ7PKNGmbBY2unoSMBs9uPxBBoHOp166uqMfPCBn+3bm6mvH7ot2BfVUZNhzZo13HbbbXi9Xvr+3IMxMvsipUJecMFa4uMbcbstxMcN2jV+AAAeW0lEQVS3ER+fTVJSAnl5D/ZraIwEw1vO6IZTUUdgSJHHsrLt7NlzP6mpp5zYgTomI1WXs1mgPZ2TmTPXkpBQi9HYgd9vPqMmShuZcvQ3byS0Wi133303SUlJvW6AeyJF12bMeBSDwYnNVoHfb8RqPY7HEzfgKKwS8+XRRx8kJeVNrNZ2EhNPotd7cLlMdHYa6ew0kZZWh07nxe8X8HoDjTUkR0QUBfx+Dc3NKeh0Hnw+A1brCTweC8nJwxMlUWoNbdjwJtXVT2M2HyctrR6t1offH4gIiaJAa6sOrVaPRqNBr/d0G+UAXq+uy3gQ8fs1uN1GIJspU37N6NHDE3VUcm9ZuvQ+Tpxo41vfKiMtrR6Nxote78Hv12A2t9PWZuX48fG8885y6uqOUVMzlvr6fzNu3Dj0+klMm/YZ+flvMXr0kaBIdGrqdUycmEZu7tCiBUrWvz788Lu43UaWLVvfq/7V4zHS1paIwdDJ7t2XceJEGs3NYLHEM326jfLydqqrM2R1GUrteE+U2nMdDnjooec4//yXSU1tJC0tUJMX6LrrATQkJAS6MwfWiha/X9tVOx2wa/x+LS0tSeh0nfj9gWegtrcbmTLlIS67bOiPQVDaqX/mmZcpLCzr1kWr9SOlBouiQGenGYNBj9vdidHo7ursfUoXURQQxUB35rY2MzCWb35z7VnvtUrq4nDA3Xf/v/bOPL7pKt/77+xJs9ElFAqByiLV4epVkBIFFxB8cC6XZbzX6yiiIIV2XMarzovhmXHcnhlk9KqoBSozDhed6zgo28Xr/hI7WIrXYVMpIGUp3Uhb6JpfkiZ5/kh/JW2TNq1C2uS8/xMTOP30bJ/z/X7PWcnkyZs76OL3+wi+eRskaFI1gB6v14DFUt8Wre+qy8mTraSl5bFw4crv1bZY6FJUVMQNN9zF5MmzufXWr6ipGcqECbtRqxtJSnKhUHTURR5DgYAav1+N221CrXa3PU3VhFLZGqKLl/Xrmygp+WHMWr8yav0h9VFGzk39wx/+gNfrjfi53uajFhfD888X43A8TVJSE8nJJwgETOh0jSQnD+uyCe9vG++CggLy8vLw+XwRP6NUKpkyZQqXX3551KYt1MT2xpj0B6MGkSNHc+bMYdasWezdu5eqqiogejMr95Xp0x8mJeVU1JpA/9FFpiezBkG9lEols2fPDjueysrgyy/LaGkpxuNZg9V6CK02uvTQWEeP3nprCaNG7cdiqcfr1VBfn4zR2IhCEUCjCc4vCoUfpTJAc7OFiopMdu+eRSAAEyd+iscDo0YdbXvOIPh5v19LcvLYXqXEhhLrueX48TI++SSXQYO+Qq9vQqkMpqtBcAPZ3GxGqWzF49FhsdQjSUaczqGAguTkaszm4AYiEIDWVh2SpEetVpCUdDXJyYpuD766I9a6QHD9mTr1p6SkZJGVFfx9O51GbLZmLBaJhgY9JSUanM5aQAecAE63fTtYM2uzpXPjjUOZOfNdzOazeL0mdLp6NJoAoCY5eXSvjH5/1SVY/wpDhjRSVWXG6XQDezivh0xXXaxW5/eqHQ8lFnPuu++WcerUIjIyDpCU1EIgoMTlMqDRuPF6dRiNTW1jJLjBVqmC63YwEk3b540AuFz6tvlJSVWVF7P5Z997Ax6rdei221Zy9dXbGDPmGElJLWHmFhMajRtJMmI0NrYfAMm6BA1bMIU4+F6sDqVyKNdf//gPkg4ZK12ee+4zPJ5fMWbM0S66yJw37x4g0GZa5PrXjrp4PGoqKz1YLPd/774CF1+X3Nxc3nnnBAsX+klLqyYzswq/X9XBnMoE309WoFS2EgioaG5OaTP4fkymWhSK87q43SoqKz3k5zf/IGatXxk1mVhH1EKRc1W3bt3aJboWimzYZs2a1SU3vDOh9Ujjx68hPf07tNqmbjfh/WnjLWuyfft2/H5/j7pEa9rCGZPWVnPY9ND+sGnoTDRmRCZagx9OE5/PgE43ott0nf7UX2SiMfkyPaXU9jUKGytd/vSnD9m06T1mzvwbaWlOfD4FlZXD0eslBg+uxGRqpKnJzJkzw/noozkUF1+K0/klADbblQwZUobJZGX+/DfIzDxKUlITra1qvF4DaWm9q1/sTCz7yhdfFFNSsgKT6TBG47n2DUEgoKSx0YTPp+PUqdFoND527ryF4uJLsdm+JjV1HxbLGMxmNTfe+D5Wax1erxKdTsLr1aHReDCZBnPddQUDUhfo3XiJzDVkZS3gnnu2YTS6GTq0lNZWA0lJtfj92l7XvkJ86fLAA2+Qnn6yvXY8OIdk9ep5lFhHSVatKmbs2OWkpx/FaGygpcXUZjh8mM2NKBT+tvFk5cyZYeze/X9wuaxtm0o/0MzkyTsZO/YgZnN9W/RVS11dAI3mn7nzzicHTJRRZsuWr1ix4n9YtOh/GD78BGZzfae5xQIo2iL4Kmpq0tm9ewYNDWZAh9l8DofjAzIyjmMwtFBTk4ZG46Kx0YJWq2Dw4J/0KR0y1rrIF1xde+0LXXSRCQSU1NcnU1p6GQcOOPB6LQD4fFpMprNMnvweGRnH29cgSdJSXa2krm4GqalJXH31rb1Oh4yVLucPfpaRlVXNzJkHGDXqCFZrXQddgrXiSpqaBlFbO4K///2f0GjGcviwHYulDIvlSPtzS8GbqtW4XBrq6gLs2NFKcXE9tbV9N2vCqEVJbxYHhUKBSqXi1VdfjfhLkeuRtm4tZurU4IUa3UVMYr04hiPaqKNMNPVsocZk0KCKHtND+5suvTFrEJ1h62zW5Fsyvd4RTJzY0azFeiHoCbnPVFVVUVdXx65duyKa/Z4urOlLFDaW/WXLlq94442PMBiOMWiQktTUiezaVYrb/b9YLK62KEk6aWmjsNsrSUqqBaClJZWWlsEUFe0kJWUkkyaNZPbs/yY5uQatVjYmqYwZ8+CAespB5vjxMnbtKmbfvuBblVVVEAh4OXfOjEplZdCgv3PqlB693kZu7gTmzp1AUVERTzzxBz78UEVW1lUsWPA2CgWMGlWCQtGKVuvF41Hj9w9mwoQ/9qn+KNa6QN9uHevKcGy28WRl+Zg/H4YP/5akpHN9qn2F+NIlK2sCy5ZVY7cfR6draX8eJZpyhM7EShc5Vb64OHhTbGNjGnV1dozGY6hUtchTqySZ8fkm8tBD4/F4gk/ElJYe4/TpfajVJ6irq2L27PdJTq5Bp3Oh0XhpadHxfdL+Yj3fvvDC+wQCfiwWJZBE8LIdaGjQ4XQOwWarAKCkJIUpUySam71UVQXr8FWqc2RkNHLTTTtRKj2kp1fh9WpJTT2DJGkZqLqUlUFBQSH79+9DpZLw+fRdPuN2G1GrJ3LvvVe0P50jP1F15MgXnD79CdOnv922BrnxeLQEAj5KS1VAAxkZD/YpwhYLXQoKCvjZz1bS2jocm01DVta1EZ9b8vvTgGzuvddOcjJotee1aWoqo7Q0tFylCbU6OIbkVMijR1UsWbKk1+VBwqj1gs6bzJ4WiGjCndGmt/WHxTESvVk0lUoljz76aI/1SOHSQ7VaF6mplzFp0pr2zWh/1KUvJ749mdjO/USvD0bWkpJGkJ3dvyOw3VFUVMRnn33GuXPneP7558Nq1p02kaKwaWnjO/ST/mxgQx/Q7G4ClyPZW7ZUkJW1mLy8daSnV7RvqiTJQlrajV2uGI5Ef9Mk+I7e+cUPun/aAmg3bPv2VZKersJkmsgdd2whPb2yfQPR0DCMyy/Pj/qNxv6mi0zo+gPBFGr5dr/U1NT29Oru1qbBg69i+vR5TJsmp/1Fn049UHQJRdZo7969Edcnm+0KJk2ayYwZe9DrFT2WI3Smv+giH/4CXTbX0PNTMevXH6Cg4FsWLHiOjIwyNBqJ4DMHalQqG9Om/eeASpOVkd/2lA0YwJAhaq66ysbevcEr+uQDoM4sX76Z11+vZ9y4E8yZ83H7JTbxoIvcX0L7iExPfaW4GFas2MHcub/BZqvG61Wh00m43WrUajc1Na5epUPGWhd5H5KamsqxYx4slhmkpo7r8rlodJH3IzZbKRqNRCAQwOPpmAqpVqu7DeR0pl8Ztf5UoxYNPT2AB9FdY9+dWausnM+nnx7pFwM7GqI1bT1FHTunh9psJ3C7Dfh8JkaP/jHXXHMPer293xqScK/X97SJ6qmvhD710FPNWn/VpTu6SzPu7tCjcxTW7Tbh9aaRlXU/113X8QHLgahLZwoKCli69I9kZS0iL6+AjIwy1GoPDQ2D8PmMjB59e/v4iIZ40EQeb6+9doCxYxeSl1dAenoFWq2Ex6OlqWkYU6fm9yqyNpB16X5tuoasrCU8+OB60tLKe2XWID506TrHXIPNlsu0aV6mTv1LVOUInRnIusgUF8Pjj29nxoxnO6RYS5IWjSalV6YE4kMT2eidOlXP4sVbyMz8TujC+b5yww0vhM1mqK7unVmD+NGl67NCKlpaDJw+3cK2bY2UlNCrVMh+ZdRk+mtELRKhm3KLxcJzzz0X9mbE3kRMOkcGpkyZN+A6cKhpKyws7HV6W2h6aHb2CgYPPoLRWI8kpXLkiJ3vvhvO559/OSAMbCg9GXyNRsPixYvDRlfKymDTpmKSkx/Gaj2FShW+jm8gT3iRIpLd9RV5/EydugKbrRSlMkBLy2iuu+63jB2bHfMTux+agoICli17nXHj7mDx4rcZPvw4ZnPwoV+Xy4rNdtmAeIvwh6aoqIjly9/lzBk7eXkb2iJrLXg8Gvz+FMaP//eo00PjQZfI9cR9N2vxoEv4OWY4kM0ttyxk/vzf9ViO0Jl40AWCa8zTT/+Vioq/d0ix9niCdTdjxjwV9Y2Q8aIJnE+lNJubuujSW7MWL7qUlcFbb33G8eN7KC83c/PNr7XNuVKfzFo86RJ6c7fRWIPLZUCrPUdVVSuS1MTGjW6OHInOrAmjdgGIVKfUUypkd5GBhx5aOaA7cHdPHkDP6W3r129i0qTfo9M1olSC329m9OjHBrQuPV1UEyk8XlYGTz5ZzKRJD2O1htbxjePbb/18/XXagDSwoXSnTaS+IveTq69+GYullqSkRozGYR1SQ+NlIYDzaX9797q45RYzU6cWYjC4sFjq8Pn0pKb+qNtLEeLNvIaycuWbbNjwV/LyviM9vQadTkKj8SBJ1h7TQ+NRl/MRx9dCzEnvzFq86RJpjlEoJuNwPMKCBb8nNTXxdJFZvnwzW7fWkJe3NiQ6rcbplPjHf3yhW7MWr5pAZF2iMWvxrMv5dMjHO+gSjVmLV106l/FYrcdpaVFgMDRTU+MiP785KrMmjNoFIlJUIFqzJkcGFIoAjY2jWbu2fsBvMEPrkcJFHbvTpqiojD17HmPIkN2YTHW4XFaami7llVcGvi7d1bRFiiJ1nQDKOX36BlJSyhk3bvGANrChdPd2X7ii3KKiMg4cyCUl5SA6XdfUpXgyajIFBQX86ldrWLo0lfHjv8FkaqSmxkZSUisWy6gB8UbjhaCgoIAXXvgv8vJqyMioRK320dAwCLc7mcsuW9ElLbYz8ahL1/HU+8havOkSfo4RukB4UyJJOtxuE7NmrezxZsx41AS+n1mD+NXl+5g1iE9dupbxHEarbW7XJRqzFq1RU/7grY9zcnJyKCwsZO7cuSiCL+UB4Pf7WbZsGfPmzaOoqKjL97Kz4ZFHsjlwIJfa2hFIkgmL5buL2fQLhsPh4Je//CXPPvssa9asQaVSdfj/fr+f3NxcCgoKwnzXzqRJv2f//sWUl1+O223Fao0PXeS+smzZMubOndtBl0AgwJYtW5g6dWoHXeR+smfPGvbtu5+Kisuw23diMh3i0KE1sfgxLgg5OTlh+4rP52Pt2rVcf/31HXRxOOykp/+alpZh+HwGlEoXtbUV7N//NJJUdrGbf1HIycnhmWdyWbeulo0b76Kk5Arq6lLxegNUV1dQVvZ1XP/8kcjJyWHhwvvIz/9Xjh8fh8uVRHJyLSZTJQcP/gdHjxbHuokXHXk8KZXykv4lJSWvsXr1Ys6cGYrbrU+IMROKrIlGowlZq4UuACtXzmPOnDTy85dRXZ2BJJloabGg0TTx3nsr+Pzzn1Jfn3jjqLMuHo8erbYVr7eOTz+9OyE1geC+5Le//TFbtjzVQZf0dAMNDa+wYcPyWDfxopOdDatW2Zk+/TZ27/4t586NwOMxtOuSl2fk0ksj7317gzBqfcDhcLB582bWrl0bsjBG3nzLZGfDokXZKJVmDIZGkpKaLmazLwp9MbIOh53Zs+8hEEhDq21EpYofXRwOB2vWrGHz5s3k5+d36C8QNCadB3LoBHDs2N3U1mbgcsWPsZcJ7SsqlapDf2ltbe2iy4QJ2RQWvoDTOQKXy0xDQwp/+UsVc+b8G/X19bH4ES44slnbsaOQZ5+9j82b/4nKyhEolW4aGrR8800dX33VcfOwfft2cnJy4lYTgOXL72ThwlGsWpXJjh2zOXFiNC0tRqzWUvbuvTchN1Thzdp6XnllCVVVQ2hpMdLUZOLo0aYufSZeycnJYefOnSxdujTkUCg6XeJ9HK1cOY9HHsnm9dcfprR0LPX1FkCN3++htrYkrDGJd02gb2YtEXTpi1mLd13sdrjtNrj//mw+/vgFzp7NDGvW7r///rABnGi5KEZNoVDMVigUBfH2y+q6MAbx+Xzk5eWRm5sb1pRceeWv2b3bwIsveuKyA/fFyIZGTLxe88Vu8kUhUhQpXMRRngDuuisbhSJ+jb3cVwoLCzttprrqYrfDkiXBCbGiYjyNjUOZMqWR+fMHYbVaY/UjXHBycnJYt24RZ88+Q2Hh16xffwdVVcFHta3WU12iSLNnz6agoCCuNYGgWXvmmRv44INiGhq0GAwuDAY3fn8NH320hDNnNiVMhEQmklnLz1/K6dN2NJomzOYTHD26JmEij/JhWceDsp51SYRxdN99V5CXdwWrVy9sPwQyGDwYDK243fV88MHPOoyhRNAEIpu1cJpA4ugSyazZbCYqKtbxxRdbOnw+kXR55JFsPvmko1mz2UwsWGAlOdnbfjFhX7goRi0QCGwPBAI58fjL6m0KF8C112Zz/fUbuP32G+K6A3dnZMOFgydMyObNN+fz3HP+uDSw0H3EMZwmiWDsIdJmqmskNjQ19NSpWVRXj8FgqIxhyy8OOTk5fP75myxbZuPw4T+zbdutVFUNRZL0CR9FeuaZXDZuTKKmxook6WlpGYTHc4bt23/Dzp0PtG+q4v10V6brmhQ0Jdu2zaKyMh23Owmz+QSlpSs4c2YT77zzR6FLmy5W63ccP/5wQo2l++67grVrx2MwZLB+/U+pqRnSlgpppbzcx5o1q2PdxJgQLj20oSGVY8eUPPnkL9i6dUesmxgTOps1ua/o9Zls3rwp1s2LGZ3NmiSZaWmxYjBcwrhxo3nttdf6nAIpUh9/AHqbwgVBU3LwYPzUHEWiuyhS56ij3Q5PP/0omZm74trARoo4RjJriWLsIby5lyOxN910U7tZW7XKjsMxB4NBgU4X3xtMGdnMrl17LyUl7yBJhESRaiksfCzhIkgQWrO2iNLSLOrrLfh8eg4dGsm+fWVs3vw2kDinuxDuQOhLSkr+iiSBStWCy2XA5Spl7971ZGZ+werVv054XTSaBlSqJpqbE6teDWDu3Al88EEOc+YMIz8/l9OnR6DXu0hPd+L3f8jLLz8Z6ybGhFCzVlo6ltraFIYNq8Fi+Y5vv13Btm1/inUTY0KoWQvtK0OGHEzYvgIdzZrTORaDQSI93cmcOUbGjk3pc72aMGo/EL1J4YKgKXnssegerh3oRIoi+Xw+1q1bx/Tp09vNmrwJTwTCmZJIZi1RjD1EjsS63e729AG7HebPt1NffyOvvuqN+2hAKOGjSFZOnHDz1VfFCRM5CmX58juZM2c0L70UTOE6eXI0V175DXZ7NbW1bydMml8ooQdCKpUKp/MAGzcaOHEiGD2SJDUHDw5n//7yhKlZg8i6OJ1WJCkp4er4QpGNSWjEPiOjGoViNbt2rY9182KCrMlLL91NcfFVlJfbSU2tJjOzkvr6pxIq+hqKbNZ27ryjQ1+B1Ql5uYhM6MWBdXUj23XJy2vtc72aMGo/MN2lcIUza4lC6OIYegtXIBBAkqQO+buJpEu0Zi2RjD1EjsR2Th/4xS8eZcOG+I7AhuN8FGkxp09fgl4vkZJSzsGD/0FW1uCEiRyFsnLlPNat+wcMhgw+/HAKTmc6kqQnNfVkwqaGQrCvLFmyBICSkmO8+OJ8Nmy4mZMnx8TljbLR0lmX/Px7OXXKjlrdhNFYzp//vIpbbrk5oQ48IDiOpk0b3CFiP3gwnDz5NG+99VzCHQLB+blFrc4gEGjGbG7FYPCi0zXw6ad3J6wu2dnwk59c2qGv2GwqamrW8Mwzt7Bq1f9NWF0WLcpGrbZgNLoxGNykpyvIyzMyZkzv69WEUbtA9CZakkiE3sKl0WiAoFn7Pvm7A53emLVEQo7ETpo0qf3PwtU3XnJJggnTxvLld3LZZa1d6tUOHVqasKZETuHKzPQgSYoOF4yEuwQgUbj77rtRq9XAaZzOVygsPMyOHZOoqRkalzfKRkuoLiUlb7Nt262cPDmSw4evZerUs9xxhzfhDjwAnnhiCY2NP6WmZhAejwat1o9S6UapfCth0mQ7M3fuBDZtWs6RIzeH6OLD7a5PaF3uuWdmW185XyM8dKgBtXo/tbUvc889tyakLvIFeZJkp7VVj1brx2YzcdddVrZtW09ubi6AMZq/Sxi1C4gwa+GRo46LFy9u/7NIF4wkCpH6SqTbQxMFh8PBiy++2LaZCiLG0Hkee+x6jhzZ3OFEU5Kc7N//dKybFlNyc/+ZN980ddg8lJf72uvVEg2Hw8Grr77aNr+cBt6lpGQrzc2KuL1RNho66hKsV6ut1WG1lqJUerFaa2PdxJiRl/cQ7777S6qrh7e/s1Ze7ubjj/8r1k2LKXPn/gv5+YuFLiHk5T3E++//vw41wjU1V5KSMoL33uv7bYcDHflJobq6S9ouF7FgMNgZPdrC2rVrAcZF8/cIo3aBibQB/77vKsQD508zgyT6BjxcXwlXx5dodNxMBUn0viLjcDh46qmlvPGGsd2UNDUZ+eabulg3LaY4HA4WLFhEfv6i9tTQ8vIyXn55VcKl4ch0fgDa6dzP6687+fhjPy++6E54XeR6tQ0bDrJ5s5ezZzPweFyxbl7MsNvhzjuvaLtcxI5e30x6uhOn84+xblpMmTt3AnPmjBK6hGC3w+OPz+Nvf1vNZ5/dzcmTo7jyyr3Y7TUkJ/8t1s2LGaFPCp05Mwq9vpm0tLPMnKlh6lRQq1H0/LcIo3ZRCLcB93q9/PznP49hq2JPdxvwRKXzZgrC1/ElGj1FHBOZnJwcJkyY3MGUWK2JmeIXinzByLZtP6aqKoPLL7fxwAPqhEzDkZFTz2fMmIFCoaCk5BCFhaOZNu3yhNdFrldzOqv4/PNiXnpJT0XF8Bi3LLbcd98VbZeL3ExV1XAkyYJG0xDrZsWc85euCF1ksrNh3bp/YMGCB9m798c4nZlIkoX0dHXPX45j5MtFDh++nzNnfsS3397AyJFKbr11MKmp0VkwYdQuEuEuR9izZ08MW9Q/iLQBT2Qi1fElevQoUsRx7dq1CRsNkMnLm82RI++21asF37YRBDdUmZlNSJISg6EBg6E51k2KOQ6HgyeeeKJ9LQpeMPKTGLcq9nTO8Dh06Ci/+92tMWxR/2DlynkMHpyEJCnQaiU8HjG3gNAlHHY73HYbOBwTkCSV0KWN7GyYPj0bGMH48XWoVAZqaiaiVuui+v5FMWoKhWK2QqEoSPTNVOipnUyiawKRr2NPZMLV8SW6gYXwEUcgoaMBIPeXeygpeYe9e8+xcWOZmFvaCNarNbalhkZVux33dK5ZczpfiXWTYo6syfm55TRO59NiHAF33TWDjRv/hU8/TeKNNyqEJm0IXcJz++03smvXL4QuIVxzjZ3S0t+wZ89iqqp+xMSJJWg0vqi+qwgEAhe4eSH/mELhBE5etH+wf2IkWEAYmpv6VYza0t9IA0aG/LfQRfSXSBiBVIJ9RtZG6AJper1+ZEqKkoqKFhCayKTp9aaRKSl+oUtHxJzbFTG3hMU0zGSyDLFaGygvbwKhSRtCl/CYk0wm86VWa4NK6CKj04DJaDLpMqzWBl1trUfhcrl7jFBcVKMmEAgEAoFAIBAIBIKeEblmAoFAIBAIBAKBQNDPEEZNIBAIBAKBQCAQCPoZwqgJBAKBQCAQCAQCQT9DGDWBQCAQCAQCgUAg6GcIoyYQCAQCgUAgEAgE/Qxh1AQCgUAgEAgEAoGgnyGMmkAgEAgEAoFAIBD0M4RREwgEAoFAIBAIBIJ+hjBqAoFAIBAIBAKBQNDP+P+Q7brhxUi4wQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[15,12])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = 'ex280_scan_top_gain100'\n", + "\n", + "nreads=len(list(reads[0][label][well].keys()))\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " x_values = list(reads[0][label][well].keys())\n", + " measurements = list(reads[0][label][well].values())\n", + " measurements = [x if x != 'OVER' else 0.0 for x in measurements]\n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + " \n", + "ymax = data.max().max().max()\n", + "xmax = max(list(reads[0][label][well].keys()))\n", + "xmin = min(list(reads[0][label][well].keys()))\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.semilogy(x_values, data[row_index,col_index,:], 'k.');\n", + " plt.semilogy(x_values, data[row_index,9,:], 'b.', alpha=.5);\n", + " plt.semilogy(x_values, data[row_index,10,:], 'y.', alpha=0.5);\n", + " plt.axis([xmin, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.suptitle(label, fontsize=20)\n", + "fig.subplots_adjust(wspace=0, hspace=0)\n", + "fig.savefig('p38_bos_%s_logy.pdf' % label, dpi=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + "'p38_Bos_conc16_spectra_20180319_reread.xml'\n", + "]\n", + "\n", + "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'\n", + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[15,12])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = 'ex280_scan_top_gain100'\n", + "\n", + "nreads=len(list(reads[0][label][well].keys()))\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " x_values = list(reads[0][label][well].keys())\n", + " measurements = list(reads[0][label][well].values())\n", + " measurements = [x if x != 'OVER' else 0.0 for x in measurements]\n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + " \n", + "ymax = data.max().max().max()\n", + "xmax = max(list(reads[0][label][well].keys()))\n", + "xmin = min(list(reads[0][label][well].keys()))\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.semilogy(x_values, data[row_index,col_index,:], 'k.');\n", + " plt.semilogy(x_values, data[row_index,9,:], 'b.', alpha=.5);\n", + " plt.semilogy(x_values, data[row_index,10,:], 'y.', alpha=0.5);\n", + " plt.axis([xmin, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.suptitle(label, fontsize=20)\n", + "fig.subplots_adjust(wspace=0, hspace=0)\n", + "fig.savefig('p38_bos_%s_logy_rereadplate.pdf' % label, dpi=500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/single-well-assay/Plotting p38 sequential titration test data.ipynb b/examples/single-well-assay/Plotting p38 sequential titration test data.ipynb new file mode 100644 index 0000000..ebc6a02 --- /dev/null +++ b/examples/single-well-assay/Plotting p38 sequential titration test data.ipynb @@ -0,0 +1,191 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + " 'p38_Bos_conc0_20180309_183711.xml',\n", + " 'p38_Bos_conc1_20180309_185013.xml',\n", + " 'p38_Bos_conc2_20180309_190314.xml',\n", + " 'p38_Bos_conc3_20180309_191615.xml',\n", + " 'p38_Bos_conc4_20180309_192912.xml',\n", + " 'p38_Bos_conc5_20180309_194135.xml',\n", + " 'p38_Bos_conc6_20180309_195438.xml',\n", + " 'p38_Bos_conc7_20180309_200741.xml',\n", + " 'p38_Bos_conc8_20180309_202110.xml',\n", + " 'p38_Bos_conc9_20180309_203415.xml',\n", + " 'p38_Bos_conc10_20180309_204718.xml',\n", + " 'p38_Bos_conc11_20180309_210021.xml',\n", + " 'p38_Bos_conc12_20180309_211322.xml',\n", + " 'p38_Bos_conc13_20180309_212628.xml',\n", + " 'p38_Bos_conc14_20180309_213931.xml',\n", + " 'p38_Bos_conc15_20180309_215232.xml',\n", + " 'p38_Bos_conc16_20180309_220535.xml',\n", + "]\n", + "datapath = '20180309_ p38_and_boiled_p38_with_Bos_test'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n", + " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n", + " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n", + " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n", + " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n", + " 1.18713651e-05, 2.00000000e-05])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive xlimits for log-scale axis; '\n", + "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", + " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,7])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_TOP_100'\n", + "#label = '340_480_TOP_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " plt.ylim(1000, 3000);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/single-well-assay/Preliminary data exploration for sequential titration assay.ipynb b/examples/single-well-assay/Preliminary data exploration for sequential titration assay.ipynb new file mode 100644 index 0000000..72466b1 --- /dev/null +++ b/examples/single-well-assay/Preliminary data exploration for sequential titration assay.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + " '2017-11-20 15-48-06_plate_1.xml',\n", + " '2017-11-20 16-17-59_plate_1.xml',\n", + " '2017-11-20 16-41-35_plate_1.xml',\n", + " '2017-11-20 16-59-09_plate_1.xml',\n", + " '2017-11-20 17-19-31_plate_1.xml',\n", + " '2017-11-20 17-37-37_plate_1.xml',\n", + " '2017-11-20 17-58-04_plate_1.xml',\n", + " '2017-11-20 18-16-02_plate_1.xml',\n", + " '2017-11-20 18-35-42_plate_1.xml',\n", + " '2017-11-20 18-54-33_plate_1.xml',\n", + " '2017-11-20 19-12-49_plate_1.xml',\n", + " '2017-11-20 19-31-32_plate_1.xml'\n", + "]\n", + "datapath = '20171119_p38_single_well_binding_assay/infinite reads'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.74937932e-08,\n", + " 3.82541000e-08, 8.36511642e-08, 1.82922021e-07,\n", + " 4.00000000e-07, 8.74689659e-07, 1.91270500e-06,\n", + " 4.18255821e-06, 9.14610104e-06, 2.00000000e-05])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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fGrxkO2h78DnsII55oDO3j7ZoHzHMA3EcT6evmvbe/5D3/oNXP0knx1LzzXiw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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,7])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_TOP_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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J565bglaHcxF5C6bcdHbS+ekmElP6aLp6HI3XJ3JqKXQeWEfTsYfTt7aJcccm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\njScY51xsPME452Lzf/TM0cy88PEOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[0,0,:], 'ro');\n", + "plt.loglog(concentrations, data[0,2,:], 'go');\n", + "plt.loglog(concentrations, data[0,4,:], 'bo');\n", + "plt.loglog(concentrations, data[0,1,:], 'r.');\n", + "plt.loglog(concentrations, data[0,3,:], 'g.');\n", + "plt.loglog(concentrations, data[0,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('bosutinib:p38 dialysed (3 replicates)')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mkZ0I1/HpK+GqoGW0enyaKZsaWbDnvKC8lmUu4ZFpwZToEh6JmfM8sdSBmk0w\nC/acx7xnr2Lz2NfLmvuC8pHq+PSVI+peVbVEgu7LHiJ1+zqSs1tJJPYrd0SuitRsgqnbFgfQvaab\n1KoUyfYkicnFdWe6u2HGufsFDZj7oGs/H8zJRVezCQaqp8VR0oSwppsZN8ygN91LU2MTXSd3FVVn\nKgVbe43+tNjaa6RS8gTjIqvpBFMNSp4QVqXoTfeStjS96V5Sq1JF1de6z3L6G/aC/rH0N/TRus9f\nAe8muWiq8jiYWpIrIRQj2Z6kqbGJRjXS1NhEsj1ZVH3rWu+m4ZQPBcesnPIh1rXeXVR9rr54C6bM\nMgkh04IpNiEkJie47F0Pcfsv1jF7ZiuJycW1NpLtSca1X0Tv5AfD+L5VVH2uvgx52ZJKNn36dFu6\ndGm5wyjawjuXb08I844tLiF0d8OMI9L09oqmJqPrd41FbzMp5TYiVxtKdtmSalfq6+XEUd+5JwZ7\nae67EfYr8kDZ1A099G7dnTSN9G7tI3XDWhKJ4i4dm5ic8MTiRqSmE0ypj3KPo3WQSkHvViPdL3q3\nFr+XJskSmjiOXowm+kiyBPAR3lx51PRG3lJfLydoHRhpa6B3az+pG3qKjjHZupym/tdopI+m/tdI\nti4vqr7EyW+nq+mjXKQL6Wr6KImT3150jM6NVE23YEp9vZwkSxij4+g3Y4xK0zpIrLubroafk+o/\nnGTDfSTW/TNF7QZOJEikLiGRSkHyEj8qzpVVVSaYrGtTF55wUjf2yS/CykOxPX4Pky4FivjBHb0F\ne20GrElik1NwdAmu6JJMkhh3EYneB8NzfUqwlyaR8MTiKkJVdpEijQdD1vVyDr+E9NvuJXXvDUV9\nbmqndaT3eBj7p0tJ7/EwqZ3WFVUfECSCri646CK/qLKrOVXZgomq1NfLSbYnaRozrmTHrGznLQ5X\no2o6wSSOPJmuk64htXsfyWfHkrixyO0lkxN0ndzlx4Q4F1HtH2hX6gNXnHN+oN123v1wrmyqciOv\nc646eIJxzsXGE4xzLjZVvZFX0otA5nj9FiD7SmzZz/M9ngi8VIJQBn/2SKfL93qheRvqebXNb5Sy\nKPM72vM61LRR122uskr8LrcBc81sccGpolxfthpuwMJ8zws8jnR93eF+9kiny/d6oXkb5rxX/PxG\nKYsyv6M9r0NNG3XdDnN9lm3dRp22lrpIgzPp4giP4/rskU6X7/VC8zbU82qb3yhlozm/w6mv0LRR\n122uskocn5ECAAAFwklEQVT8Lkeatqq7SMWStNQi7MuvFfU0v/U0r1C581tLLZiRWFjuAEZZPc1v\nPc0rVOj81nULxjkXr3pvwTjnYuQJxjkXG08wzrnY1P7JjiMkaQpwBcHBS38ys0vLHFJsJB0OdBB8\nH/Y1s/eVOaRYSWoALgImEBw/cn2ZQ4qVpCTB/D4J/NjMUqP12TXZgpF0jaQXJD0xqPwjkp6R9BdJ\nXxyimncAPzezucC+sQVbpFLMq5ndZ2ZnAncDFf1jK9G6PQbYHegD1sYVaymUaH4NeBXYgVGe35rc\niyTpnwgW6A1m9u6wrBH4E/BBgoX8CHAC0AhcMqiKuUAauI1g5dxoZteOTvTDU4p5NbMXwvfdApxu\nZhtGKfxhK9G6nQu8bGZXS7rNzI4brfiHq0Tz+5KZ9Ut6K/BtM+sYrfhrsotkZvdKah9UfDDwFzNb\nASDpx8AxZnYJ8C+D65B0HvDVsK7bgIpMMKWY13CaKcD6Sk4uULJ1uxboDZ+m44u2eKVav6GXgXFx\nxJlPTSaYPHYH1mQ9XwscUmD6XwIXSjoRWBVjXHEY7rwCnEaFJtEIhju/dwDfC7c93RtnYDEZ1vxK\nmgV8GNiFYLviqKmnBKMcZXn7h2b2BFCxTechDGteAczsqzHFMhqGu243EyTUajXc+b2DIKmOuprc\nyJvHWmBy1vNJwHNliiVu9TSv4PNbsfNbTwnmEeDtkvaQ1AR8ArirzDHFpZ7mFXx+K3Z+azLBSLoZ\n6Ab2lrRW0mlmtg34DPAr4GngFjN7spxxlkI9zSv4/Fbb/NbkbmrnXGWoyRaMc64yeIJxzsXGE4xz\nLjaeYJxzsfEE45yLjScY51xsPMG42EhqD8/lGu77dpF0Vtbz3cITTksV1wmS5g8qS0oySadllR0Y\nlp1Xqs+uN55gXJzagZwJRlKh8+B2AbYnGDN7rsRDKnyE4GTWwZYDx2c9/wTwWAk/t+54gqkxkk6W\n9LikxyTdGJa1SeoKy7vCoRmQdJ2k70p6QNIKScdl1fMfkpaH9Vwalu0l6ZeSlkm6T9I7h6jnUuBw\nSf8r6bOSTpV0q6TFwD2SdgrjeTT8rGOy3rdX+L5vhS2hJ8LP2kHSteH0f5B0RFh+qqQ7wvj+LOmb\neZaPgAOAR3O8vBrYQdJbw+k+AvyiiNXhSnG5Sb9Vxg14F/AMMDF8/ubwfjFwSvh4LnBn+Pg64FaC\nP5p9CcYYAZgJPAA0D6qnC3h7+PgQ4LdD1JME7s6K71SCE/Uy9Y0BJoSPJwJ/IThTuB14Iut9258D\nnwOuDR+/kzAphHWvILi28g4E1yyfnGMZHUQweNPg8iTBiH5nExyGfyjB8BUXAueVe91W662ehmuo\nB0cCt5nZSwBm9vewPAHMCh/fCGT/u99pZv3AU+GIZwAfIPgRb87UI2kn4H3ArcGfOzBw8KJc9eTy\n66y4BFwcjtrWTzDOSaH3AhwGfC+M64+SegiGNwXoMrP1AJKeIrhA+5pB7x+qVXIL8BOC5HUzwTy7\nEfIEU1vEEOO+hLKn2Tro/fnqaQBeMbMD8tSZq55cNmU97gB2BaaZWZ+kVQStj0IK1Z0dQ5rc3+8P\nAbPzVWBmf5PURzAc5Tl4gimKb4OpLV3AxyW1Akh6c1j+AMEGSwh+1PcPUc89wFxJzZl6LBhKc6Wk\nj4VlkvSeIerZCOxc4PUW4IUwuRxB0OIY6n33hvOApHcAUwi6hUOS1AKMMbN1Q0x6AfAFM6vo4TSr\ngSeYGmLBKfsLgCWSHgO+Hb50NjBH0uPASQT/zIXq+SXB+CJLJf0vkNlN2wGcFtb9JMHo/IU8DmwL\nNxR/NsfrncB0SUvDuv8Yfv464PeSnpD0rUHvuRJolLScoCtzqpltJZoPAr8ZaiIze8DM7oxYpyvA\nh2twdUPSD4EfmtmD5Y6lXniCcc7FxrtIzrnYeIJxzsXGE4xzLjaeYJxzsfEE45yLjScY51xsPME4\n52Lz/wGKAC6ZuM83+gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "row = 2\n", + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[row,0,:], 'ro');\n", + "plt.loglog(concentrations, data[row,2,:], 'go');\n", + "plt.loglog(concentrations, data[row,4,:], 'bo');\n", + "plt.loglog(concentrations, data[row,1,:], 'r.');\n", + "plt.loglog(concentrations, data[row,3,:], 'g.');\n", + "plt.loglog(concentrations, data[row,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('gefitinib:p38 dialysed (3 replicates)');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3kBqHkl0kSf9Fma6QmX2w1L5GoKuzi7GbXgsjZwVz2nSugd5P0HXQiuoU9vWR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\nHMdJDHcwjuMkhjsYx3ES4/8AnBrkQosmFt8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "row = 7\n", + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[row,0,:], 'ro');\n", + "plt.loglog(concentrations, data[row,2,:], 'go');\n", + "plt.loglog(concentrations, data[row,4,:], 'bo');\n", + "plt.loglog(concentrations, data[row,1,:], 'r.');\n", + "plt.loglog(concentrations, data[row,3,:], 'g.');\n", + "plt.loglog(concentrations, data[row,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('axitinib:p38 dialysed (3 replicates)');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/single-well-assay/README.md b/examples/single-well-assay/README.md new file mode 100644 index 0000000..4da25bd --- /dev/null +++ b/examples/single-well-assay/README.md @@ -0,0 +1,5 @@ +# Sequential titration assay example + +This directory contains data from a sequential titration assay conducted by Mehtap Isik, Chodera lab. + +More details forthcoming. \ No newline at end of file diff --git a/examples/single-well-assay/p38_bos_280_480_BOT_100.pdf b/examples/single-well-assay/p38_bos_280_480_BOT_100.pdf new file mode 100644 index 0000000000000000000000000000000000000000..428a5c9c8d2e2385b8ab583512d06c1cde6e78e4 GIT binary patch literal 69681 zcmYhib9^1&7dG11O&Z&_)!25@*tUD(#!edBR+F6Aw$U`UZR4JNfA4$m{cC3So~<>{ zXW?0ED3rt`7+4tD;VCLti7Q&+S%{g59gMBv`S^&Ll#DFQT!>jgEh@xJY95Ye#7v?_ 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++++++++++++++++ .../p38_Bos_conc2_20180320_185924(1).xml | 18688 ++++++++++++++++ .../p38_Bos_conc2_20180320_185924.xml | 18688 ++++++++++++++++ .../p38_Bos_conc3_20180320_195957(1).xml | 18688 ++++++++++++++++ .../p38_Bos_conc3_20180320_195957.xml | 18688 ++++++++++++++++ .../p38_Bos_conc4_20180320_210030(1).xml | 18688 ++++++++++++++++ .../p38_Bos_conc4_20180320_210030.xml | 18688 ++++++++++++++++ .../p38_Bos_conc5_20180320_220105(1).xml | 18688 ++++++++++++++++ .../p38_Bos_conc5_20180320_220105.xml | 18688 ++++++++++++++++ .../p38_Bos_conc6_20180320_230144(1).xml | 18688 ++++++++++++++++ .../p38_Bos_conc6_20180320_230144.xml | 18688 ++++++++++++++++ .../p38_Bos_conc7_20180321_000222.xml | 18688 ++++++++++++++++ .../p38_Bos_conc8_20180321_010326.xml | 18688 ++++++++++++++++ .../p38_Bos_conc9_20180321_020406.xml | 18688 ++++++++++++++++ ...al titration test data from 20180316.ipynb | 29 +- ...ation_for_sequential_titration_assay.ipynb | 279 + ...idazole_ex280_scan_bottom_gain100_logy.pdf | Bin 0 -> 1645952 bytes ..._imidazole_ex280_scan_top_gain100_logy.pdf | Bin 0 -> 1785714 bytes examples/single-well-assay/plate_layout.png | Bin 0 -> 76162 bytes .../spectra_single_well_data_analysis.ipynb | 528 + 31 files changed, 430912 insertions(+), 20 deletions(-) rename examples/single-well-assay/{Preliminary data exploration for sequential titration assay.ipynb => .ipynb_checkpoints/Preliminary_data_exploration_for_sequential_titration_assay-checkpoint.ipynb} (99%) create mode 100644 examples/single-well-assay/.ipynb_checkpoints/spectra_single_well_data_analysis-checkpoint.ipynb create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318(1).xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc10_20180321_030440.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc11_20180321_040513.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc12_20180321_050547.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc13_20180321_060625.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc14_20180321_070659.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc15_20180321_080736.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc16_20180321_090811.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc1_20180320_175851.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924(1).xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc3_20180320_195957(1).xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc3_20180320_195957.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030(1).xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105(1).xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc6_20180320_230144(1).xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc6_20180320_230144.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc7_20180321_000222.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc8_20180321_010326.xml create mode 100755 examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc9_20180321_020406.xml create mode 100644 examples/single-well-assay/Preliminary_data_exploration_for_sequential_titration_assay.ipynb create mode 100644 examples/single-well-assay/bos_spectra_imidazole_ex280_scan_bottom_gain100_logy.pdf create mode 100644 examples/single-well-assay/bos_spectra_imidazole_ex280_scan_top_gain100_logy.pdf create mode 100644 examples/single-well-assay/plate_layout.png create mode 100644 examples/single-well-assay/spectra_single_well_data_analysis.ipynb diff --git a/examples/single-well-assay/Preliminary data exploration for sequential titration assay.ipynb b/examples/single-well-assay/.ipynb_checkpoints/Preliminary_data_exploration_for_sequential_titration_assay-checkpoint.ipynb similarity index 99% rename from examples/single-well-assay/Preliminary data exploration for sequential titration assay.ipynb rename to examples/single-well-assay/.ipynb_checkpoints/Preliminary_data_exploration_for_sequential_titration_assay-checkpoint.ipynb index 72466b1..33b079f 100644 --- a/examples/single-well-assay/Preliminary data exploration for sequential titration assay.ipynb +++ b/examples/single-well-assay/.ipynb_checkpoints/Preliminary_data_exploration_for_sequential_titration_assay-checkpoint.ipynb @@ -271,7 +271,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.3" } }, "nbformat": 4, diff --git a/examples/single-well-assay/.ipynb_checkpoints/spectra_single_well_data_analysis-checkpoint.ipynb b/examples/single-well-assay/.ipynb_checkpoints/spectra_single_well_data_analysis-checkpoint.ipynb new file mode 100644 index 0000000..3a47372 --- /dev/null +++ b/examples/single-well-assay/.ipynb_checkpoints/spectra_single_well_data_analysis-checkpoint.ipynb @@ -0,0 +1,270 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + " 'p38_Bos_conc0_20180320_165318.xml',\n", + " 'p38_Bos_conc1_20180320_165318.xml'\n", + "\n", + "]\n", + "datapath = '20171119_p38_single_well_binding_assay/infinite reads'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.74937932e-08,\n", + " 3.82541000e-08, 8.36511642e-08, 1.82922021e-07,\n", + " 4.00000000e-07, 8.74689659e-07, 1.91270500e-06,\n", + " 4.18255821e-06, 9.14610104e-06, 2.00000000e-05])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + 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fGrxkO2h78DnsII55oDO3j7ZoHzHMA3EcT6evmvbe/5D3/oNXP0knx1LzzXiw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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,7])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_TOP_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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J565bglaHcxF5C6bcdHbS+ekmElP6aLp6HI3XJ3JqKXQeWEfTsYfTt7aJcccm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\njScY51xsPME452Lzf/TM0cy88PEOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[0,0,:], 'ro');\n", + "plt.loglog(concentrations, data[0,2,:], 'go');\n", + "plt.loglog(concentrations, data[0,4,:], 'bo');\n", + "plt.loglog(concentrations, data[0,1,:], 'r.');\n", + "plt.loglog(concentrations, data[0,3,:], 'g.');\n", + "plt.loglog(concentrations, data[0,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('bosutinib:p38 dialysed (3 replicates)')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mkZ0I1/HpK+GqoGW0enyaKZsaWbDnvKC8lmUu4ZFpwZToEh6JmfM8sdSBmk0w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\n52Lz/wGKAC6ZuM83+gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "row = 2\n", + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[row,0,:], 'ro');\n", + "plt.loglog(concentrations, data[row,2,:], 'go');\n", + "plt.loglog(concentrations, data[row,4,:], 'bo');\n", + "plt.loglog(concentrations, data[row,1,:], 'r.');\n", + "plt.loglog(concentrations, data[row,3,:], 'g.');\n", + "plt.loglog(concentrations, data[row,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('gefitinib:p38 dialysed (3 replicates)');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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O0+xEmbbkW8CHgVuBQrLmOI7TSkRxMONmdl3iljiO03JEcTA/k/RFgsx1GyaEE4mnHMdx\nShHFwRwQfhZHjA14Q/zmOI7TSkR5ivT6mTDEcZzWI8rEay+Q9C1J14Xb+0o6PnnTHMdpdqKM5L0I\n+AmwS7j9B+DfkzLIcZzWIYqDWWBmVwKbAcL3kvxxteM4FYniYJ6StCNBYBdJrwH8JSDHcSoS5SnS\nfwDXAntKugXYCXhHolY5jtMSRHEwdxJMF/sigtcEfk/EKWcdx5ndRHEUOTPbZGZ3mtlqM9tIMGWs\n4zhOWcrNi7QzsCuwtaRXErReALYHOkodNxP43NSO0xyU6yIdSjCD40LgS0XyJ4BPJGhTRcxsObB8\n8eLFJ9TTDsdxylNuXqSLgYslHW1mV8+gTY7jtAhRgrw/lPQeoKe4vJl9NimjHMdpDaIEeX8AHAls\nAp4qWhzHqRPDq4bpObeHts+00XNuD8Orhutt0pREacEsNLPDErfEcZxIDK8apn95P+s3rgdgbHyM\n/uX9ALEk6o6TKC2YFZIWJW6J47QwuftyLLtpGbn7ah/hMTAy8IxzmWD9xvWxzMQYN1FaMAcCx0q6\nlyDh1ERO3hhmrnWc1id3X47eS3rJF/K0p9oZWTpCerfqZ0tbM74G7jgGRs6C8S7oXAO9n2DNflfE\naHU8RHEwb07cCsdpYbKjWfKFPAUrkC/kyY5ma3IwO/zxAzy8fBls3CYQjPfA8m+ww9YL4jE4RsoN\ntNvezB4nGPfiOE6VZHoytKfan2nBZHoytSm84axnncsEG7cJ5A1GuRbMd4C3EMwmYDw7kpdw26ct\ncZwIpHdLM7J0hOxolkxPpqbWC8Ajf9lmWvJ6Um6g3VvCz91nzhzHaU3Su6VrdiwTdKXuZ6ywcEp5\nMPC+cfC3oh2nyRgsnErHpKFoHTzFYOHUOllUGncwjjMT5HKwbFnwWSN93bcwxAl0M4rYTDejDHEC\nfd23xGBovLiDcZykyeXIZU5j2cCT5DKn1e5kBgfp6/gBo+zOZlKMsjt9HT+AwcF47I2RKI+pkXQg\nsLeZXShpJ2BbM7s3WdMcpzXIXfJHevM/Ik877fk8I5dcRTpdQzymLxytOzAAa9ZAV1fgXPoaaxQv\nRHAwkj5NMOnai4ALgbnAZcDrkjXNcVqDLAeTp50Cc8hjZDmYmsO9fX0N6VAmE6WL9DbgCMIXHM3s\nAWC7JI1ynFYis7Sb9nkipQLt89rILO2ut0kzRpQuUt7MTNLErAKN97DdcRqYdBpGfpYim4VMJtie\nLURxMFdK+jowX9IJwHHAN5I1y3Fai3R6djmWCaLMTX2OpDcCjxPEYT5lZv+buGWO4zQ9UYK8uwM3\nTTgVSVtL6jGz0aSNcxynuYkS5P0u4bSxIYVQ5jiOU5YoDmaOmeUnNsL19uRMchynVYjiYB6UdMTE\nhqQjgYeSM8lxnFYhylOkE4FhSecRpGy4D1gatyGSXgJ8CFgAjJjZBXGfw3GcmaViC8bM/mxmrwH2\nBfY1s9ea2Z+iKJf0bUl/k7R6kvwwSb+X9CdJHw/P8zszOxF4J8HIYcdxmpwoT5HmAUcTzoskBXmn\nIs6LdBFwHnBJkb4U8N/AG4G1wK8lXWtmd4VdsY+HxziO0+QkOi+Smf0ceGSS+NXAn8zsnjBgfEWo\nHzO71sxeCzT+SxaO41SkHvMi7UoQx5lgLXCApAxwFDAP+FGpgyX1A/0AXV1dMZrlOMlw8tk3M/SF\nHgqP7kLqeQ/Q/7FRzv/4gfU2a0aI4mBWSFpkZqtiOqemkJmZZYFspYPNbAgYAli8eLHFZJPjJMLJ\nZ9/MBZ965TNJuguPLuSCTz0PuHlWOJkoXaQDgVvDoOwdklZJuqOGc64FdivaXgg8UIM+x2lYhr7Q\nM+UMAENf6KmHOTNOPeZF+jWwd/gKwv3Au4H3xHwOx2kICo/uMi15qxHlMfUYQYvjDeH6+ijHAUi6\nHMgBL5K0VtLxZrYJ+ADwE+B3wJVmdud0jJa0RNLQ+Pj4dA5znBkn1Xn/tOStRkVHEWa0OxU4LRRN\nZLSriJkdY2YvNLO5ZrbQzL4Vyn9kZvuY2Z5mNu1Eoma23Mz6Ozs7p3uo48wo/bucCXMmPXSd81Qg\nnwV4RjvHSZDz7/4mJ+18AqntRoHNpLYb5aSdT+D8u79Zb9NmBM9o5zhJ0tXF+WOXcz6XB9tPhEv3\n7EibGaUFMzmj3U/xjHZOi5O7L8eym5aRu6/2KUbo6NhS1tHRkFOMJEFTZrSTtARYstdee9XTDKdF\nyd2Xo/eS3mcmqx9ZOlL9tK9NNMVIEkQJ8k5ktPuomZ0C3CypJ2nDyuFBXidJsqNZ8oU8BSuQL+TJ\njmZrU9jXB6OjsHlz8DlLnAt4RjvHeQ6ZngztqXZSStGeaifTk6m3SU1LlCDvczLaSfKMdk7Lkt4t\nzcjSEbKjWTI9meq7R04kB/OgpCPM7FrwjHbO7CC9W9odSww0TEY7x2kocjlm5UxpMRPlKdKfgddI\n2haQmT2RvFnl8adITqLkctDbC/k8tLfDyIg7mSqJ8hTpQ5K2JxjJ+2VJt0l6U/KmlcafIjlJ8tsr\nzmXT03+HQoFNG/7Ob684t94mNS1RniIdZ2aPA28Cng+8Dzg7Uascp04Mrxrm31Y/Sd62YiMp8pu3\n4t9WP8nwquF6m9aURHEwEwmiDgcuNLPbmTpplOM0PR/6/C+5+aYr6eUGPsWZ9HIDN990JR/6/C/r\nbVpTIrPySeEkXUiQ5nJ34OVACsia2f7Jm1eexYsX28qVK+tthtNCaP4ojPc8d0fnKPbYFPJZiqRb\nzazi7B9RniIdD7wCuMfM1kvakaCb5Ditx3iJPM+l5E5ZonSRjGBOpA+G29sAWyVmUQQ84ZSTFDvu\n8Oi05E55ojiY84E0cEy4/QTBvEZ1w58iOUnxFX2GFPktZCnyfEWfqZNFzU0UB3OAmf0r8DSAmT0K\n+KsCTkvS98h5nM4gYjNgiM2cziB9j/hcgNUQJQazMZyNcSLh1E5s+fKj47QOXV2cMfZZDuV6smTI\nkCXNL6BrdiSIipsoDuarwPeA50saBN4OnJ6oVY5TLwYHob+f9PpfBI4FZlWCqLiJ8qrAsKRbgV6C\n8S9vNbPfJW6Z49SDWZ4gKm7KxmAktUlabWZ3m9l/m9l5s9m5DA9DTw+0tQWfwzEM7oxbZxI2zjpm\ncYKo2DGzsgswDHRVKjeTC7AEGNprr71sprjsMrOODjN4dunoCOSNojMJG5PgssvMurvNpOCzVvvi\n1udUBlhpUX6rFQvADQSPpkeAayeWKMqTXvbff/+4v7eSdHdv+cOdWLq7G0dnEjbGzWx1qq1GVAcT\n5VWBg0u0fG6Mpw1VPTP5qkBbW3D7TkYKWtKNoDMJG+OmpwfGxp4r7+4OeiNV61uYg54sjGZgbbpq\nfU40YntVwMxulPQC4FWh6Fdm9rdaDWw2urqm/mF01TCCPG6dSdgYN2vWTE9eUd+YwcJfwHt7IZWH\nQjtcPMKasdfg7+TWnyj5YN4J/Ap4B/BO4JeS3p60YY1GEtPbxK2zGabgKeXsqnWCO8xbG7RcUnlo\nK0BbHnqygdypP5X6UMDtwPOLtncCbo/S/0p6mckYjFkywcRGD3gmoS/OmMmOhx1j9IwYA1sbn0wF\nnz0jtuNhx9RmqFMWYgzyrpq03TZZVq9lph3MbCOpAGqcTkufxjjqGOPFVxsHDgafRx1j+jS1GemU\nJaqDiRLk/SKwH0xMrsu7gDvM7NT421PTY6bzwQyvGmZgZIA142vo6uxisHeQvkWtO0Yi7oBsEvQM\nLmBs08PPkXfP2ZHRAZ/8IimiBnkrxmDM7KPAEIGTeTkw1AjOZaYZXjVM//J+xsbHMIyx8TH6l/c3\nXirFGEfaxR2QTYLBI75Cx6RpujrUzuARX6mTRU4xFVswjcxMtmB6zu1hbPy5f+fdnd2M/vvojNhQ\nkeFh6O+H9euflXV0wNBQVaNRm6EFA4Hzv/pbp/Di1eu4+2U7c/Tx57R0y7IRiK0FI+kJSY+Hy9OS\nCpIej8fM6qhHwqk141P/bZeSRybOsf0DA1s6Fwi2BwaqUjc4CB3tm7aQdbRvqvmp1PAFJ9Pz0Tm0\nnSF6PjqH4QtOrklf35N7cM3QOGdlU1wzNE7fk3vUZqATG1G6SNuZ2fbhshVwNFDX5BhWh4RTXXN2\nmJY8EhMtjrGxIIY6NhZsV+tkYu7T9DHMkJ1AN6OIzXQzypCdQB/VO8HhC06m//4LGNu2gAnGti3Q\nf/8FtTmZbDaYw6hQCD6z2ep1ObESJeHUFpjZ94E3JGBL7AyvGqbn3B7aPtNGz7k9NcVLBn8KHVsm\nOqMjH8irJuYWB11dDC+CF34E9Ongc3gR1Q8yGRigb+NFjLI7m0kxyu70bbyoevuAgXuGWD93S9n6\nuYG8ajIZcqkDWaZPkEsdGMzG6DQEFUfySjqqaLMNWEyYfKqRmQjKrt8Y/IAngrJAVf3zvhsf4Y8G\nn80ElRfw0Vug7+ePVG/kmjUML4JT3gTrtoWdn4Rzroe+1dW1OIZPPZzjH7iADeFVXbcdHH8ksMvh\nVBWRCO0b6IU1ndA1DoMj1dsHsGabwrTkUciRplcj5BHtMkZI4fMwNgZRWjBLipZDCV58PDJJo+Jg\nYGTgGecywfqN6xkYqb51MK8AbaF3adsM8wrUNA5/+OAdOP6IwBGg0CEcEcirYWDDj55xLhNsmBPI\nq7WvfwmMzSfozsyH/iXV2wfQ9VRqWvIoZLOQ35SiYG3kN6W8h9RARInBvK9oOcHMBq0J3kWKPSg7\nOEhm3TzaC5AqQPtmyKybV9M4/IFDYMOk7sKGuYG8GuKu88AhsH5S9uX17dXbBzC4Rz8dG7eUdWwM\n5NWSyQRTSKdSwaf3kBqHkl0kSf9Fma6QmX2w1L5GoKuzi7GbXgsjZwVz2nSugd5P0HXQiuoU9vWR\nBkbOPYXs1uvI/H1n0mecU1MyojWbpu5elZJXoquza8pH6V2d1bWy4rYPoO+k8+GCIOayZpsCXU+l\nGNyjP5BXSTodzE+fzQbOxeepbxzKxWCaesrEw5++jAuWvxI2bhMIxntg+Tc4/FW/qV5pXx/p0NHE\nQdwOYbB3cIu4E0DH3A4Ge6trZcVt3wR9J51PH9U7lKlIp92xNCLlukiHmNnFwHwzu3jyMlMGVsuP\nvnbgs85lgo3bBPIGYbB3kI65W77+XItD6FvUx9CSIbo7uxGiu7OboSVDVQ86G+wdZF5q3hayeal5\nVdvnzD5KjuSVdBfwZoIMdhkmJdcwsxoen8RDuZG8zZB8CRr//abhVcOc8pNTWPfUOnbeZmfOOdRH\nyTrRR/KWczAfBE4C9gDuZ0sHY2ZW9+GS5RxMswxzd5xmpOZXBczsq2b2EuDbZraHme1etNTVuUR5\nVSCpYe65HCxbFnw6jlOeKCkzT5oJQ6aDmS0Hli9evPiEUmX6GAb7KacsXMK6nrvZefTFnPPX5fRx\nCFQ37IxcDnpfXyCfF+3txsjPUh5YrJJczp/6zAaizOzYnAwMsMcLxhh/70WkUjBegD0uBgZ+VvWj\n5ewlY+Q37EqBFPkNG8lespZ02qcUnS7uqGcP034XqWlYs4ZsD+RTUGiDfBtke6gpmUmGG2knT4qN\ntLORDPFMrNDo3a7c0CqWHZolN7QqFn2Bo7Zg5O2GzWQvmSJY5rQErduC6eoiMzpGewHyFo68HaWm\nof3ppXsz8u3DyW58HZm5t5BeuqxmM3M56O0NXgJubw8GjNX8bx5j/yM3tIre9+9JnpfQfn2eEVaR\n7l9Uk87AUb+dPFbkqJfWpNNpTFq3BTM4SPqRDkYuhjN/BiMXQ/qRGlPsp9Oks8s4bXBb0tllsQQP\nYs80kMuRy5zGsoEnyWVOq7lZlL36YfK0U2AOeeaSvfq56SmnS3rp3oy0H86ZOoOR9sNJL927Zp1O\ngxIlcW+jLhWTfjfBnKIrVphtvbVZKhV8rlhRo74TL7atecpSbLStecpWnHhxbfq+fkeoLx/o+/od\ntRn4jOIVZmedVXuFnbpAxKTfrdtFgiCY2+ATl8f9Hk2Wg4taHEaWg2t6tSHdv4gRVpG9+mEyR+9Y\nc/foWcU+tn820NoOhuZ4HJomR5oswYDp2ozMLO2m/cIC+XyB9vY2Mktrf8qV7l9EuvqXnZ1ZTEs7\nmEQCqHElhbhoAAAHJUlEQVQTs5HpNIz8LNXwTtWZHbS0g5kqgNpwP7gEjPTeh9MotO5TJMJERHMK\npFSgfU6hMRMRebYkp4Vp6RZMmhwjdhpZXkfGbiHNMmqNccSOZ0tyWpiWdjBks6QLN5O2G6GQatA+\nEt6ncVqWlu4ieffDcepLa7dgvPvhOHWltR0MePfDcepIU3aR6jE3teM406cpHYzVYW5qx3GmT1M6\nGMdxmgN3MI7jJIY7GMdxEsMdjOM4ieEOxnGcxHAH4zhOYriDcRwnMUpOHdsMSHoQmJjzohMoHnlX\nvF1qfQHwUAymTD53teVK7S9Xt0rbzVbfKLIo9Z3pulYqG/XaTiVrxHu5GzjOgkkQSxMlcW8zLMBQ\nqe0y65ESF0/33NWWK7W/XN2mWfeGr28UWZT6znRdK5WNem2neT3rdm2jlm2lLtJkT7o8wnpS5662\nXKn95epWabvZ6htFNpP1nY6+cmWjXtupZI14L0cq29RdpFqRtNLMFtfbjpliNtV3NtUVGre+rdSC\nqYahehsww8ym+s6mukKD1ndWt2Acx0mW2d6CcRwnQdzBOI6TGO5gHMdJjNZPmVklkrqA8wgGL/3B\nzM6us0mJIekgoI/gftjXzF5bZ5MSRVIbcCawPcH4kYvrbFKiSMoQ1PdO4Aozy87UuVuyBSPp25L+\nJmn1JPlhkn4v6U+SPl5BzT7A/zez44B9EzO2RuKoq5ndZGYnAj8EGvrHFtO1PRLYFdgIrE3K1jiI\nqb4GPAlsxQzXtyWfIkn6B4Iv9BIze1koSwF/AN5I8CX/GjgGSAHLJqk4DigAVxFcnEvN7MKZsX56\nxFFXM/tbeNyVwL+Y2eMzZP60ienaHgc8amZfl3SVmb19puyfLjHV9yEz2yzpBcCXzKxvpuxvyS6S\nmf1cUs8k8auBP5nZPQCSrgCONLNlwFsm65B0CvDpUNdVQEM6mDjqGpbpAsYb2blAbNd2LZAPNwvJ\nWVs7cV3fkEeBeUnYWYqWdDAl2BW4r2h7LXBAmfI/Bs6Q9B5gNEG7kmC6dQU4ngZ1ohGYbn2vAf4r\njD39PEnDEmJa9ZV0FHAoMJ8grjhjzCYHoylkJfuHZrYaaNimcwWmVVcAM/t0QrbMBNO9tusJHGqz\nMt36XkPgVGeclgzylmAtsFvR9kLggTrZkjSzqa7g9W3Y+s4mB/NrYG9Ju0tqB94NXFtnm5JiNtUV\nvL4NW9+WdDCSLgdywIskrZV0vJltAj4A/AT4HXClmd1ZTzvjYDbVFby+zVbflnxM7ThOY9CSLRjH\ncRoDdzCO4ySGOxjHcRLDHYzjOInhDsZxnMRwB+M4TmK4g3ESQ1JP+C7XdI+bL+nkou1dwhdO47Lr\nGEkDk2QZSSbp+CLZK0PZKXGde7bhDsZJkh5gSgcjqdx7cPOBZxyMmT0Qc0qFwwheZp3MKuBdRdvv\nBm6P8byzDncwLYakpZLukHS7pEtDWbekkVA+EqZmQNJFkr4qaYWkeyS9vUjPxyStCvWcHcr2lPRj\nSbdKuknSiyvoORs4SNJvJX1Y0rGSvitpOXC9pG1De24Lz3Vk0XF7hsd9MWwJrQ7PtZWkC8Pyv5H0\n+lB+rKRrQvv+KOkLJb4fAa8Abpti9xpgK0kvCMsdBlxXw+Vw4phu0pfGWICXAr8HFoTbO4Sfy4H3\nhuvHAd8P1y8CvkvwR7MvQY4RgDcDK4COSXpGgL3D9QOAGyroyQA/LLLvWIIX9Sb0zQG2D9cXAH8i\neFO4B1hddNwz28BHgAvD9RcTOoVQ9z0EcytvRTBn+W5TfEf/jyB502R5hiCj3wcJhuG/jiB9xRnA\nKfW+ts26zKZ0DbOBNwBXmdlDAGb2SChPA0eF65cCxf/u3zezzcBdYcYzgEMIfsTrJ/RI2hZ4LfDd\n4M8d2DJ50VR6puJ/i+wScFaYtW0zQZ6TcscCHAj8V2jX3ZLGCNKbAoyY2TiApLsIJmi/b9LxlVol\nVwL/Q+C8Lieos1Ml7mBaC1Eh70tIcZkNk44vpacNeMzMXlFC51R6puKpovU+YCdgfzPbKGmUoPVR\njnK6i20oMPX9/Sbg6FIKzGydpI0E6Sg/hDuYmvAYTGsxArxT0o4AknYI5SsIApYQ/KhvrqDneuA4\nSR0TeixIpXmvpHeEMkl6eQU9TwDbldnfCfwtdC6vJ2hxVDru52EdkLQP0EXQLayIpE5gjpk9XKHo\np4BTzayh02k2A+5gWggLXtkfBG6UdDvwpXDXB4H3SboD+GeCf+Zyen5MkF9kpaTfAhOPafuA40Pd\ndxJk5y/HHcCmMFD84Sn2DwOLJa0Mdd8dnv9h4BZJqyV9cdIx5wMpSasIujLHmtkGovFG4KeVCpnZ\nCjP7fkSdThk8XYMza5D0TeCbZvaLetsyW3AH4zhOYngXyXGcxHAH4zhOYriDcRwnMdzBOI6TGO5g\nHMdJDHcwjuMkhjsYx3ES4/8AnBrkQosmFt8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "row = 7\n", + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[row,0,:], 'ro');\n", + "plt.loglog(concentrations, data[row,2,:], 'go');\n", + "plt.loglog(concentrations, data[row,4,:], 'bo');\n", + "plt.loglog(concentrations, data[row,1,:], 'r.');\n", + "plt.loglog(concentrations, data[row,3,:], 'g.');\n", + "plt.loglog(concentrations, data[row,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('axitinib:p38 dialysed (3 replicates)');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318(1).xml new file mode 100755 index 0000000..e2c0dfa --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318(1).xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc10_20180321_030440.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc10_20180321_030440.xml new file mode 100755 index 0000000..904f929 --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc10_20180321_030440.xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc12_20180321_050547.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc12_20180321_050547.xml new file mode 100755 index 0000000..574810b --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc12_20180321_050547.xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc13_20180321_060625.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc13_20180321_060625.xml new file mode 100755 index 0000000..3b70ff1 --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc13_20180321_060625.xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc14_20180321_070659.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc14_20180321_070659.xml new file mode 100755 index 0000000..21eac88 --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc14_20180321_070659.xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc15_20180321_080736.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc15_20180321_080736.xml new file mode 100755 index 0000000..052e230 --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc15_20180321_080736.xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924(1).xml new file mode 100755 index 0000000..32936cc --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924(1).xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924.xml new file mode 100755 index 0000000..32936cc --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924.xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030.xml new file mode 100755 index 0000000..60e13f7 --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030.xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105(1).xml new file mode 100755 index 0000000..91da15a --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105(1).xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc7_20180321_000222.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc7_20180321_000222.xml new file mode 100755 index 0000000..9cb50ab --- /dev/null +++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc7_20180321_000222.xml @@ -0,0 +1,18688 @@ + + + + + + + + + + +
+ + + + + + infinite M1000 PRO + 1311007572 + + + MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR ) + FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP ) + ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel) + LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16) + BCR, V_1.00_02/2008_S3FTCAN + INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24) + TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16) + + + + + + +
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+ \ No newline at end of file diff --git a/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb b/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb index cccb299..893bdb7 100644 --- a/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb +++ b/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb @@ -292,28 +292,19 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 1, "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", - " warnings.warn(message, mplDeprecation, stacklevel=1)\n", - "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n", - " 'Attempted to set non-positive ylimits for log-scale axis; '\n" + "ename": "NameError", + "evalue": "name 'plt' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -334,7 +325,7 @@ " plt.subplot(nrows,ncols,index+1)\n", " well = row + col\n", " x_values = list(reads[0][label][well].keys())\n", - " measurements = list(reads[0][label][well].values())\n", + " measurements = [reads[i][label][well].values() for i in range(nreads)]\n", " measurements = [x if x != 'OVER' else 0.0 for x in measurements]\n", " data[row_index,col_index,:] = np.array(measurements)\n", "\n", diff --git a/examples/single-well-assay/Preliminary_data_exploration_for_sequential_titration_assay.ipynb b/examples/single-well-assay/Preliminary_data_exploration_for_sequential_titration_assay.ipynb new file mode 100644 index 0000000..33b079f --- /dev/null +++ b/examples/single-well-assay/Preliminary_data_exploration_for_sequential_titration_assay.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import assaytools" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from assaytools import platereader" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\n", + " '2017-11-20 15-48-06_plate_1.xml',\n", + " '2017-11-20 16-17-59_plate_1.xml',\n", + " '2017-11-20 16-41-35_plate_1.xml',\n", + " '2017-11-20 16-59-09_plate_1.xml',\n", + " '2017-11-20 17-19-31_plate_1.xml',\n", + " '2017-11-20 17-37-37_plate_1.xml',\n", + " '2017-11-20 17-58-04_plate_1.xml',\n", + " '2017-11-20 18-16-02_plate_1.xml',\n", + " '2017-11-20 18-35-42_plate_1.xml',\n", + " '2017-11-20 18-54-33_plate_1.xml',\n", + " '2017-11-20 19-12-49_plate_1.xml',\n", + " '2017-11-20 19-31-32_plate_1.xml'\n", + "]\n", + "datapath = '20171119_p38_single_well_binding_assay/infinite reads'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.74937932e-08,\n", + " 3.82541000e-08, 8.36511642e-08, 1.82922021e-07,\n", + " 4.00000000e-07, 8.74689659e-07, 1.91270500e-06,\n", + " 4.18255821e-06, 9.14610104e-06, 2.00000000e-05])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "reads = list()\n", + "nreads = len(filenames)\n", + "for read in range(nreads):\n", + " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n", + " reads.append(read)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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fGrxkO2h78DnsII55oDO3j7ZoHzHMA3EcT6evmvbe/5D3/oNXP0knx1LzzXiw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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[10,7])\n", + "nrows = 8\n", + "ncols = 12\n", + "index = 0\n", + "\n", + "label = '280_480_TOP_100'\n", + "data = np.zeros([nrows, ncols, nreads], np.float64)\n", + "\n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " measurements = [ reads[i][label][well] for i in range(nreads) ] \n", + " data[row_index,col_index,:] = np.array(measurements)\n", + "\n", + "xmax = concentrations.max()\n", + "ymax = data.max().max().max()\n", + " \n", + "for row_index in range(nrows):\n", + " for col_index in range(ncols):\n", + " row = '%c' % (ord('A')+row_index)\n", + " col = '%d' % (col_index+1)\n", + " plt.subplot(nrows,ncols,index+1)\n", + " well = row + col\n", + " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n", + " plt.axis([0, xmax, 0, ymax])\n", + " plt.xticks([]);\n", + " plt.yticks([]);\n", + " if row_index == 0:\n", + " plt.title(col);\n", + " if col_index == 0:\n", + " plt.ylabel(row);\n", + " index += 1\n", + " \n", + "plt.tight_layout();\n", + "fig.subplots_adjust(wspace=0, hspace=0)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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4K9au/aB+t+F1zVtfNZmOo+HwZdlwtDqXs965gOBluQMzoQAFKEABClCAAhS4VAGO7L1UOV5HAQpQgAIUoAAFroLAda/MwZKGkbGXdkOdjw90PkBtSSaOHclA2uEdWLdyAX5Y3tpiXpd2D3FV84W9xLHcU2mAyjWw66g+4zoSFcCW3fth+munhpG0l16KX3elTOuDkLaAoVqPo+lpSEvbj+1bVuDTKUsvKOP4YWPRSTHJpX5iKocJz6dII3dbC+TKkz/DgNjGMRg1uWdaLMgm0txwjpHPQYMfwjj/f+P9ZvNFtBakv6BK/EIiMa9vaz8tJ/toLRWPUYACFKAABShAAQpcSYFzfFS7krdk3hSgAAUoQAEKUIACvyRw6+Nv4/lnn8KgThc33UPzfGtyDmDG919h/JvfuAQgm6f7tfuOJou0NeTlWImh3VY27J5voyz3Sswxe747tjxnry7E0lnf4Yun/t0i2NoydetH5D6d8crjQbh/UpNF6mwfYHP6a9Lo7Jw9K1rk/ez/jYSnS3ZN5oaoO37vk/2apWl6gTeib/AGZpU0HhRzL2ca0PEiR4Q3ZsAtClCAAhSgAAUoQIE/ogCDvX/EVmOZKUABClCAAhT4YwvIhmP1we/Qydd1xKtcq4W3hxYapRbnGj15MRU/vvRDdBj1ysVccslpq88ewDLjL08Jcck3uMIXWk6vQrf4EZchIK7FjWPHAZP+4VLir1ccw+1JKVj9bbMpHGTD8cCI9i5pW5smQavVuqT59Ts+vz4L5kABClCAAhSgAAUo8LsTYLD3d9ckLBAFKEABClCAAte8gEyL9h1CEKK6cjWtOjr7nIHe3nc8jweG9kPfAd2QMWMwxryX9asL4hGRjJFauWvAV5aMm4aHXkDehagIcw18X8BFly2Jw3gcY5NvajXQ65k8GuMeGYk+ffrCr2AOuox66xfvG9j9Vjzp/SImVjRObrvq1WUofESFhQtd5+ING3MvElsE/XUt7pGZqW9x7JcO6M4XH3YcQIEeaN/yVr+ULc9TgAIUoAAFKEABCvyOBRjs/R03DotGAQpQgAIUoMC1K+CwOlrMZXs5a3tk4+wW2cU+NhnrPnkc4Z6NgVVN0kgAE1ukvdgDslZGnsq7jMWs5f84z/QDF3uXK5O+6uhGzKxuNipZPhab0z/BgFjfhptaTnds2D7vhjIC9792Mya+tLAxmfVNPPLgEixvNvr5pSdvuqB5ite+vQwlr/WHf2PTNeTtqD7eIogM+WgktT1PJNdxAFklBvQLcV34z2E1oUmMuuEe3KAABShAAQpQgAIU+GMINK4E8ccoL0tJAQpQgAIUoAAFKPCLAkYc3brFNZVsOBY2C/SKBOU5+a7pWt2raHFU0WLUqBbtNK4fLe0HnsPatNoW11YdXYSxI8fgtXfG46ef1+HAkQzoqy/PnL0yZSvR0BYlcD1w+sAm1wMAvtsxwSXQKxKUlzSZh7fFFa4Heowe63oAwPIVe+HbpclwbvlY3DKgTYt07hFdpFHSLidsH+DrJaddDtXv7PjhLdcR1eKErAO8f8GitekiirataJlX/Y3qXsV1DAg3Q+EuBShAAQpQgAIU+J0IcGTv76QhWAwKUIACFKAABShwRQUcK7ElvRwdezQu+FZ9ehH+9s9FLW6raXbEL6wLgJkuR+unFbBX61Fk1CDYPwIPvHcHJj49yyXd7Unv4GT5fxDTMJq4EJ89fC9+2F0LLF/QkPamzw9j2bOdGvYvacNhxNYN21HoJYPBYPjFLMKThyDWVwaZtuX8tSs3HMPDPVIa8hBTPXxw04sN+/UbLYPezjOq9oPxYU93/HNXTX1SKdBbftDSsH/jG/ciuknst/6ETBuPh58KxbKPc+oPSa+v3hoDzfw9ePH27tK+w2rEqknPYcQzP7ukEztvLHga/g15axHSPg5AkwXcALz8n/kYNfeBhpHXNTmb8OjN/2qRV/MDMqUPkpO0WCbasP7HYURhtXNaiLKcArgHB0PDf2nU6/CVAhSgAAUoQAEKXDUBfgS7atS8EQUoQAEKUIACFLhaAlrofFp+zHui1/Uwz5uAkR3dsGftTNz1zH9bLVBRtRFA45/3B4dEtki39o0B8F3QFfqD+3HT57ux7NkU9LzrCaBZsBe2DxDrvRIfTP43uvtXYNq7f8f0fSbX/GTJ+PcDia7HLmXPsRIPDVt5wVf6jfgBecsfhNbdu8U1c/7ZA1rMxbjbE1F8ZCPeuutprDM3m+oBQH3Qu0UG8MZf/vUM/jn6g4ZTTQO94uDDt/VrONd8Y/T/fQt8PKz5Ybw0JgUvyYbj0cfCsPO771qdZxjKN/H0qDCXa9unDASw3eVY7rwHEdJ1A/77wg0wpy/Ec/+Z63L+nDtKb0S2dwNcgr0r0S9Qjk4KGY7Yu+BYzT4k/MLI4nPmzxMUoAAFKEABClCAApcs4Pq3dpecDS+kAAUoQAEKUIACFPg9Cdw4dlzL4jgO4Nkx/dA+oes5A73iooVbMlyulbWMG0vnRaBX/NSHShX+g7B/xpMu10o7jgN45a934MbbH20Z6BVBz0nT0afZImUtM7lyR+IG3yYFKZvfYdo/70RCbEcMvO3vrQZ6Rfr1P+9FVfML6/Yjrr8b16vP8XFb+SZu7NQYUG+ehSJoKDKXvtn8sHPfsRLfTvm29UCvLBnrMl5rMbdvbP/hrdax5sBU/P3B+y480FtXota+TBCnjtgcgCwSrU0R0XpleJQCFKAABShAAQpQ4HIKnOPT5+W8BfOiAAUoQAEKUIACFLjaAoG9/ooZTwRf0m1XvboMJY2zDUDVfhDGNc4J0CLPNSv3oX6sbvJ9X2HD+LtbpDnXgcTn5mDiXy9++obLOW+s3Kcnps94+VxFPO9x+8HvsSe/5YhfcZHMowuefLZXq9c/PGFMi4Bs84QRI9/AgZ/faH743PuK57Andx+uC2/5EV8E4qfPeOLc19adaXfHh/jhv3/9hXRaDBhznrzsC3Hg1C9Po/ELN+FpClCAAhSgAAUoQIFLEGj5SfASMuElFKAABShAAQpQgAIXI9ByjtiLubrVtLLhaOeva3JKi/smnsGOn95vcqzJpiwZH/6wFUaHA9v+N7rJCQDWN7GnoGkAMwjvpO/GU92b5t94Scf4kMYdAIOf+gnZB1bg5b80znnrkgBA8PBxWLUvD0c+vRPN5whunra1/fp5Y1s7d6HHdO6Ni7kl3/0BsvfMarkwWl1mT7w1HcVmByr2fO6aveMANqa6joRumqD/yOFNdxu2HxjVsWH7fBtdRr8Ja0kaZn/5Wqsjc6VrZcPx2cw9MFo/RfeQxjo1zzf57q9waM3E1kcb1/WHE3NfxsDYxnmdRR5NnerzbHfDG9gx/fX6XddXWTJ8PFwPcY8CFKAABShAAQpQ4OoIyBwOx+VZ+vjqlJd3oQAFKEABClCAAhS4SAGxkFfeqTMoMkJaNMvNPwSRwZcWcK4tKUBmQblUArnWB8HBwfDxOHeA0WHUIz8nH3oxDbAY7arUIiQ4BD4+WueB3+H/l+Wko6DEASgBUceoyJBLXmwsbfbf0fHuiS619B8xGTnL/3pJQe7ykgIUlJRL0ySYrICvfzAi2/q65H8hO+UFmcgvcY6+dfO5tDzEfUTfys8809C+fv4hCPL3wbmm/riQsjENBShAAQpQgAIUoMClCzDYe+l2vJICFKAABShAAQpQgALnFHBUH8SogG5YZmw6Shp4fX4O3rrddQG1c2bCExSgAAUoQAEKUIACFLgIgXMst3EROTApBShAAQpQgAIUoAAFKABYC7Fnay482vrCkrMT40bc1yLQC9lw3HVjKLUoQAEKUIACFKAABShwRQQY7L0irMyUAhSgAAUoQAEKUODPJlB1fCV6DBl73mrf+OYL6Oh57mkvznsxT1KAAhSgAAUoQAEKUOAXBLhA2y8A8TQFKEABClCAAhSgAAUuTOAX5iGWj8Znz99wYVkxFQUoQAEKUIACFKAABS5BgMHeS0DjJRSgAAUoQAEKUIACFGgu4B4WhU6Kc4zalY/G5vQfOaq3ORr3KUABClCAAhSgAAUuqwAXaLusnMyMAhSgAAUoQAEKUOBPK2CtwOLvv8WujDwYjU4Fv5AO6D6gLwandISGE6j9absGK04BClCAAhSgAAWulgCDvVdLmvehAAUoQAEKUIACFKAABShAAQpQgAIUoAAFKHAFBTiNwxXEZdYUoAAFKEABClCAAhSgAAUoQAEKUIACFKAABa6WAIO9V0ua96EABShAAQpQgAIUoAAFKEABClCAAhSgAAUocAUFGOy9grjMmgIUoAAFKEABClCAAhSgAAUoQAEKUIACFKDA1RJgsPdqSfM+FKAABShAAQpQgAIUoAAFKEABClCAAhSgAAWuoACDvVcQl1lTgAIUoAAFKEABClCAAhSgAAUoQAEKUIACFLhaAgz2Xi1p3ocCFKAABShAAQpQgAIUoAAFKEABClCAAhSgwBUUYLD3CuIyawpQgAIUoAAFKEABClCAAhSgAAUoQAEKUIACV0uAwd6rJc37UIACFKAABShAAQpQgAIUoAAFKEABClCAAhS4ggIM9l5BXGZNAQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUOBqCTDYe7WkeR8KUIACFKAABShAAQpQgAIUoAAFKEABClCAAldQ4FcHe9PS0mCz2a5gEZk1BShAAQpQgAIXIuBwOKTfyXl5eaioqIDdbr+Qy5jmMguIdtDr9RDtYLFYLnPuzO5CBaxWq9QGZWXlEG3Cn6svINyrqqqkdjAajVe/ALyj1PfFs1BcXIySkhL+u+036hPi93F1dTUKCgpgMBj4nvQbtYN4FoqKilBaWspn4TdqA3HbmpoaZGdno7a29jcsxZ/71uL3s3gOCgsLIZ4L/lx9AdEG4vdBbm6u9Cxc7s+qvzrYe/VJeEcKUIACFKAABShAAQpQgAIUoAAFKEABClCAAhRoLsBgb3MR7lOAAhSgAAUoQAEKUIACFKAABShAAQpQgAIU+AMKMNj7B2w0FpkCFKAABShAAQpQgAIUoAAFKEABClCAAhSgQHMBZfMDl2PfYbfDIf4nTY8mg0wGyGTiVdZsfiLnuUu9p8Mh5iKUOS8X+V9qRhd5nZhLQ/wn6iN+6ufWqK9j0+ykcwKirv5NzwkgQVR3uiE/lzTn2am/b/31Imn9dn3ZznP5NXeq3sNZsUvrW848RKs42/ayOjocsDfpO631l4tplPr61r9KfUyUvK5fNuQl9TPn8yjSNp5vfDYb0v7JNhrsRL2bvYfUn3P2hkvrT5eNs67vSO9y0nvJeXL+hfcVUa/GfiD6eeN+Y99w5u9q4Oxb0tu6Sz86T1l4igIUoAAFKEABClCAAhSgAAUoQIGrKnCZg70OiECvyWRAWWkpampNUKp18PbxgaeHDgq5HFZzLWpqTFCo3eCm00CpvLTBxXabDYbaGpgtNqg0Ouh0ain/q6Fns1lQXVkJyFXQubnDXFsNk8UKNw9PaDVqyOX1QWA7aqurYDJboHXzglajanLOAbvNgtqaWphtgIe7OzQa1QUX3263wWw0otZggkKlgVYlg8FghEOugoe7DirVZW7aCy7Zb5NQBKVMhloYjMJDCzc3LZSKi+9bVrMJtTU1sMnU8PDQQaVUSl9W/NpaiS8mHDYrysvKoK+shkrnCT8/H7hr1U2Crxd3F/EMWC0m6CuqALkSbh4e0GlUUCoULhnZ7DaYamtQWlYOk8UGT28vKGVyyJQqeLi5Qa2+tvuKeFakL0HkcimEXx/QFAtlmA3VMJisUGjc4KZVN/QZcc5iNsBgMEGm0Ej9SaV0dXVBvsI7NrGoR4Uediig8/CAWqloeC9pfmubzQqDoRZGsx1u7u7QiT7WkMgBm8WCqspKyFRquLm7wVxbI71H6Ty8oFW7vkfZLCbU1hphdcikvLRqJUS/E54KhfyS+25DcbhBAQpQgAIUoAAFKEABCvfJaPQAACAASURBVFCAAhSgwGUVULz55ptv/pocxaqubdq0gVwuhwgyVJfl4JspUzBz2jTMnrsQazZsQdqpbASEhMHPxwP6s/vw7kdTUFylQWxMGLQaEUBpNuL3HCPsRDmdgxZlsFot2LVhCX744WfY3f3QLjwYKoW8YZStM21jiKNpHRtHtYmjzhGP9QEg6Yg0dM15r/qRbY35OVClL8Tc6d9g3fbjCAlrh31rF+Hr7+fCLagd2oUFQCl3BhntdjNSVy/ClO9nQ+UdjXZhflDUBYJFtMRQWYC5M6dh7bY0hLaNhL+fh7OYIpLS5Kdp2cR14qzdasK+Lesx8dtZsCgD4KWowORPJ+BUSQ2ioyPgodNKOTQtv3BuOuiz6Tlxj/pRwU1u3bDZNK042LRMTc81PS7SXei5hlGVdfVr2K/LQ2rJpoVvLJlUbhGcyzm6C19PmITcGhWiYyKgUyku/P51NkXZxzF10mSs23EaSSld4KltPRDqHGHpLETTOkpHmvVfcUwEzTKO7sKUSRPw9XfTsO1EKTomJiDQp67N6+rT1K9Fvg3t5/xSJTvtEH6aNg3zFi7C+k1bkJFbgICgEPh6e0rtU9/7K0vzsWLej/hywmTMWbgSNlRjzYo1OHy8BOERbeHn7S4Ziohg/TXi3k3LUv+c1BXT9Vx9mzWrQ9PyN82r6XFxSdNzl3IfcU2L9xCpJsLJhvLibKxbuwUa3yB4uWshr+tHNpsNpw+ux+dTfoIe3ogOD4ZWJd5DALvNirPHd2P8xBnIK3cgMiIU7jq1VEOX8jdr63OeO4dRvWfT61w9nClsthpM/+ILrE09DP+wcPj7eaH+raQ+j/pXY1UZFn/7BWYu2wS/djEIC/BpaFeRpjQnA9PGf4b9mcVS++/csBTfzVwCXUgMwgO9696jZNKfCdQWZWDG1O+w6UAmAkPbwktjxe4du3C2uBphwQENX7A1Lb/L+0yzeov7i/q5pm/eB+prwtdLFRC+YpVjtVoNjUbT7Bm71Fx53cUKmEwmWCwWuLu7Q9HsS7iLzYvpL01AfDYQz4JSqYJOp+WzcGmMv/oqs9kM8Z9Op4NS2frnql99E2ZwXgHxe8FoNErPgGgH8e82/lxdAdEG4neCeBa0Wq30LLT2me/qlurPdzfxe8FgMEjPgGgHPgu/TR8Qz4JoBzc3N6hUFz7g7bcp7bV7V9EG4pkQ7cBn4bdpZ6tVDNQySJ+RxLNwOX8vXNZPXGZDBRb/9AM++fx7+AWFIircH6XFpzF98ioUVJjw5itPQW6oQVZ2PgLaVcJqFSMTLbA5ZFKg1mQ0wiGTQ6VRQylXSIFJh8MGk9EEqx3SG4FcBGdlctisVmSdOY7Vq9chsFNvDOjTGQ6lAhaTEWarDXKFEhq1Whp91thsYjStDRaLDQqlUvrHlxhtabHZpfRiJKgI8lhtdigU4rwMVrMZJrMVcqVKGnmrkMlgMtRg394dOKFvg8HDhuHM4YNYtmQeegy7FWIEHuAcASgCTUVnT2HJ8uXoOPAuabSdRSGX/vEtgr5ihHBZaSHyi9QwmsywW+vurVTAZjbDardDoVJDrVLWBagcsFktzrQ2E8pyM7FqxXoEJwxBxxA35J49BXtIOCxWm5TOanNAUWdihwxqlXMkdX2wxWI2wWyxQqkS3jJY7Q5pRLAYgd30R3w4MZuMUr6AHGqNumHEq3OEsWgfO2RyhVS3+hG14pxF/GPXZodMJodGq4NS4QwnSu0g6mizATKRp0Yqg/jCwGZHXfvIAYdd6iMOyKBQqhqD5aKADof0BYMYOS3cK0uysXXpUnT1TsRNZiugU0n3N1utzv6gaRz9LdpGfOi1ibIplFJQRIzctFiMyMrJQr5VBnGd+BFlMpvMznKqVVIfEnUV9RQPp+iPCtil0ZEOmTBoHCFa72isqcSBTSuwdOFiONrEIMnfFx5aDcSIX4vZLNmK+olrRTBSvOmKLzRE4ExY2RxoKKOot91SiW8/+ggTF29DQteOUFjLsXrFIhhsCjz92APwcXO+UYiR9vnZGZjz83zszahEdFQPqG3Axo2b4BZkxdDhg+r6il3yFe0jgqDi2XQ+A87nUJRBPJ+iH4k+qVGJEc+ibFYprXhYhYVoS11dvcTIc1FuhVItjR6WgqyizSzimbKICJ90TqN25uW0tsFsMsFmF31XBKpUTYKzznYQeapEEEutcvYBq9V5H4Vc6qd28X6idraBobocM/73IiYvL8LXMxMR0sYTirqRzKJOhQU5WLhqPZTRfTDcYoUgF8+NGHVfWVWF4yfPwiOwk1Q30U4OyCGXibY2QyZ39htphCvENXaYzaa6tlTW9WnRh53PraizmMZDWVev+jdy0RdFUEi87yhVmkar+s4j3vPsNhQX5CDP5gaDxSKVR0yWI/qM3WpueI6lPmyqQcbBpVi114J+I0bDEB0MhUzhNJEDVpMJxZknAU0ALFYzTp5Iw8KlW9DnpjulXzTSe1Tde6fNakJJUQayrQpU1VRLX2y99t4MDLrnKXTrFAulQiu+qoPVIv4hb5XeA8T7gxhdLvqe1WaVguein4s+Jd5r1Eq59A8d8T4lk8uhUmukkcoN1eUGBShAAQpQgAIUoAAFKEABClCAApcscFmDvdbaCmScPQ2jSYlBN9yNh+8dgqqiDPy8cAngq4DBZoOvRxsMGdwX7eLbwlJTiX379uFksRmh/joc3rMHRrUXOqf0Qs8uHeGpVeB0+iFs3rQVRbVytI+JgspSC2VgDAZ0iwfsDighwoCQgnrZWSeQumMH0jLy4OUbgr4D+yOxQwzctHVBQrsN+ZknkLrnCNrGd0FiXCTyj2zAjmMlaBuTjB5Jocg8cRRpWWWIS0pBgKICqdtTkXYqC95B7dCtZ08kJ8bCJkar2R1w2OxSIEPcXwSOxGvTMbnStgMwGg04fnQPZuSlQl9rQWLnHujTIxk6uRodErvBu60C7loFso/uxdYjZ+AfGICSsydwuqAC4e3jcd2gAQgN8EGtvgA7t27BwaMnofMLQFXWSdQYBYP4c21f9L3hRmhCoyG3mZC+9yB2Hs1FSNsAZJ04irJaORKSuqF/767wdtegKCcDqdu348jJfIS3j0GQpwJFFXYMHnodokLaSIE8EeQVgbncU+nYmpqKU1kFUOs8EZeYjB49kuHvrsCZE8ewfcce5BWXw8s3AF179EbnxHjoFDacOXkMqam7kVdcBp1XGyR37YnkLgnwUDuQceIYUrftQF6JXjoX0zEJ3ZLiUZ59AqdzSxGZ2A0do0NhrdFj+/o1MGgC0KtffwT66JzBP4cdlfpS7E3dggNpJ+FQ+8LNkIVau0lqBxGcPnsyAztTU3E8Mw8evqFI6d0byUnxkJmrkXnyGLZtSUVBRS00Ol90790LyV0SoVB5oG//fqiQB0EFOyrLinF4/y6k7j0Eu9oHnRLao7q8DEHhsUiKC8P+PbtRbpTBW2nBvv1HIfP0R98B/dAtKQE6jRIibO6wmXEmfT+WrN6G7MIa3DCkC24Y1BNeGgcO7dyEQ4eP4GxeMXxDo9Gla3ekJHdAbXkJ9u7YiQqTGZXFBSiVeeOm4cPQMVIE7gC7sRKH8vJglEXgiRdeh2/NPrzzztsoLMiTvpyAmzMoXVlWiM1r1+DYsZNQBnTB9SMHomOCL1QKBex2Z3D05L7t2Hs8B536DkZihD+yMo5j+640xCV2QacOUTDXlOLY4QPYve8gyqptiIjtiN69eyIixB/6vAzs2n0IJjiQn5srBbLvv3kAijLTsF20fbkJ4VHtMWhQf7QN9ENlSS5279yJ9JNnUGtTIDyiPXr37YOIUH/YDNVIO7wf23fvQ1lFDUIjO6Bn715o3y4YckstjhzYh6079qDKaEFCl57o1bsHAjxVOH1oP9KzS+HXxh1n0g6ipFaOuMTu6NU9AQXpB7Fhw16UlSuxcd1aeGqGoWN8pPTFgnNecYf0hYL4eqYoNwN7T6WjpMaBmITOaOMTgBHDBqFN23BYasuxeftaFJpV8NaacTw9HXK3IHRN6Y2uSbFQOUw4un8X9hw4ivwSPXzahCA5pSe6dU6AzVCOXdu3Ie1EBqoMDgSHR6B7z57oFBcBm7Eap9OPYOfOXcgtqURYdCJ69k5BfFQ7KShaHxC225Xo2L0nQhw6tPFyR97po9h3IA0egcHQ55/BiYx8tIvpiF69esBfY5Gm9aitLsXhPVtQcGQbzNAhqVsKenVLgsrDC4n9r4cyMEqaukK8T1kcBpw4tAOlxzaj0mBBp6490LNbZ2iUbkjqPhjhDm/YK4uxdd02nM05gwO7N2Fz5yj0SO6A6qKz2H/gAI6fzoJC64ukLl3RrWsXaGHA8SP7kVVcCbOhEmeyS5DSawBCvWU4fOAAzuQXQ+bmhcROXZHSvQuC/bwaptG45N9ovJACFKAABShAAQpQgAIUoAAFKPAnF7iswV65WodAT1/IYcC6FbNgNuQiPjYS/UbcjcT4WAT7eaDwWDZ+/GkB+t7oi9gQNTbMnY6ZW9Og0XpCYa/A2eJyRPa4Ce+8+hzivAx4f9y/sO3Icbj7hkGnkaFSX4b2wx5Ht8T2DYFW8VfZFXknMPXjT7Fg83bIdd6wFOuxetutePnlf6Bvlwgo1CLsZkdRXiamfzMRHQbcidBH/4JlX32EKamF6H3D/QjxHY5V83/AmhMG/O0JX6zaOBNzlm6WRnha7XIEhHfHh5+9gwhvMZbNGdZ1jlM9Ty+SAZaaKiyZNxXe7goU5OfDJzASf/u/d3BbL39s37oOh3NViItPgPnoKnwyfh7sSg2UKh1Ki3Ngk/ui+vV3cf8tA7B5zmR88PUcFOhrEBwaCEO5HlXVXlKEWV+Uj+XTZsJ/wFB0iW2LfZsX4T+TV8DbzwdquxW5BWXwDu6KD//7JgYkB2HRjAmYNHsNKswKBHhrYTcbUW32QlhCR0QE+UmjmgVwdckZfPvJm5i/5TDUbm4w1dRA5RWCF157Ez3DVfjf6+/hQK4BIcE6FObkYNHSVLw07iV0DDLjyzfewN58PQL9vVFakIWFi9rh6RfeQo8oBb7+9CMs2p4OP18PVOUWwCcmAU++8E94lezGt7PXofuIBxHx8CiUZx7DZ2+9haA+I9CpRx8R34cY3S1GMx5KXYN//etd5FXbEBIUgJryQpRVmDAADpRln8GiaV9j3optULq5ITu/ACn9B+OFcf9CoC0bE8ZPwKHTpQgNDUDmgTQs37ITf33meXTyqcaaeQuQqYhDv/4pyEzfiE8+m4DUjDJEhPrip1obLEYrho5+CCGefTHr+ynYdvgM3FSBcNgLcCq3DCPufgivvPwiEsP9oVaIKTeMSD+8B4u37ERNrRWrFs1FZEwX6Ex5+OS993H4bAEMtXrItT6IiEnEG//9DG1RglnfTsbOE2dQU1kBr7heSE7pi4SIQEAuh1znh74pCUg9tAGb1y2HtjYbVY5AtIuKkebtFT1SjAbV52dj84p1OJ5VBEXRTvz0sw+iAm5u+PMAq6kWBzbPweezt+FRr3aID/PAkf2p+PDDabj70X8gsm0AUpdOx2dT5uBkZg5MFocU1O87+iG88Ng9qD2xD5Pe/xAZtUbo9RXoNOJhpLS14av/jceBjGwolDLYocSJs0/h74/dgU3zfsS3c5ZD69kG1to8FJRb0Knfw3j/1ftQfHQtvhw/CVvS8qCoNcLm5oVe/YfhuX88DuvpfRg/eQr2ZpRArrRBvWQ1bnvo77hnWHekLlqAb1dshE0lh06nQEFeMfwiu+GZZx5F9d6N2HG6HHqjBXNm/oiQtu0RGxMhBXvrn1oxHYLNWIolczdhydI1iOp5Cx6P7YS8vJOYMW0eug65E+G+Fswf/wXW51XC000Jq7kC5dV2dBt8G1575VloK4/j9VdfRVZJBZRaLSoqjOiQMgTvvj0OhfuW4q1Pp0Hr5QuNzYSzBWVo37kvvvz0bdTmHMbnn3yKnYczoJLVosTghgGDb8Ybb7yE6Lb+UNZNOeEQU8IsXYoTNjdEJXSGKXMHvvzsa1Q7VNDIlcjNyobaJxz3jn0S943qLI2qFe+Vc2f8AJ1ageKyakR0HYj/vPUq2inLsGn5D0DUEHTuliSNPLbo8zDnh0nw0ClRkJsD/7Yd8OzLr2JArAc2r12KLETi+q7R2JR6BAVlZahY8zPaBMbCXWXAijk/YPnabdBX1qLWbEd0bCLufuQljOgZiA0Lf8S89XtRUVOD0koFHnzEAnvREexPz4ZvGx9kZGVC5R6Ih599BfffMhh+7pr6ZuErBShAAQpQgAIUoAAFKEABClCAApcgcFmDvVr3Nrj1ob8iu9CI1MP7sWzhbKxSqeDu6YVR9z+Jx++7VfoT7fyiYuhrxZ9q22AyVEJfVoa7nn8Rt/YIwrwfp+LrFcdw9lQuLIbtWLMnDb1vGouXnxqDQ2sXYcI3U1FjNEtBv/r6ymDDwV07sHTLdnTsPxr33TEMZ7Ytwcz5y7F1Zx90iQ+BVq2TFlTzDwxGsJ8a6aePITsvHd+vPYxsvRH+p/dh77FY7Dh4HJ4hA6CsyMTPc1YiuPsQPPLAXcjatRgTpy3F/A2H8NTIOCnQXH//X3pVanXoMWgE7rt9GIqPbsL/vpqGqV8twvVdHkBlZSVKSxXOgLKlFuXlJQhIGY0PXrwfp/duwKdfTsepE5mo0bfDa59Ng1HpjxffegedQuSYP2MSFqwvl4I1IlirzyuAUl8jTWlgsRpRWVWJgSMfweP39sGMr7/GDzM34ExeDmL99Jg9dQHcI5Lw73H/gk/tGYx74wNUVFRL0xo01EfMrQkN4lMG4L6oAYiNj8TBdbMxd9lGpJ/ORqRShQMH0qFs3xc3jxkKU2kJVN5hiAzzRU3ZYezflwZZdDKGj74FjspS2LRtEB8dCJ27CUm9BiM8ZTjah3ljy/K5mLZiH05mlOAvKZ2gcizHjp1bkHPLAJzdvQoH9MB9cd0R4uvmnOLAYYOhWo/NS1Yjz6DCQ0++gOH9OmLZjIn4bt5awG7G8WO7sWzDbrTvfiPG3n8TMvYuxzdTlmHxvA0YlKzC4bQT0LbriZtuGQrHwDxUKdogMToIirIKVBYWoUwTgip9KVYvX4vTlUo8+vQrGN47DtuWzMB/pyyDodYEh92KmooKVCq88fcXX0BCsAyTP/sPMo6fQW5eOTqE+QFiIS2VO3oMHIHHR+/FnGV7ce+zL+HOESlYPnU8DuVUYfRDz2Lk4K7Yu3Y+vpo6H3NmLcJdNyaiqrwcar9wPPbCa+iWEINOHdo659IRk8rKlYjpEAcZFmDthtVwt+tRJfOFj1+gNPJXSqJQIjAyHvc9dj/OlOZCGXsDnn/iIUT7maQpUqR5hyGm6KhAWXmJNI+Y+A5DTEVQWlyJGoMZ+qLT+OSjb5APH7zy3peID5Rj7veTsHbxNHSIiUdPXwNqiosR0qUfxj1wH5I6tcfqj5/E7rQ8jHzoSQxJCsXK+dOxet0a9OnfDYd370deaTWG978JXWL9UZBfiahO3SG36rFi9Rqkl9jx6LPjMCApBltn/4gSdy2K8jORum4Z9mYDDzz5f+iV6Ilv/vsp1ixeiK7RATBWVKC8qBC97/47nrxzIHasnoXx81JxIqcCd9x+F247sBxLD8nwwrhXcV3frtAonTWv7+eVRTmY/dV/YTdVIrRDHzw29h4ktQ/GgTwTCoqKoK8ySlNdmErKUFlRiQeefBf9YtSYMGES9hw7jpziSiR6umPw0Fuh8w9FoIcN82ZNw66Tx3EmT4/ys2eQlV+M4T0HoX9yAvLzChEcFQuNw4SN69di1/4MDB5zL27q3wWrZn6OZanrsO3Q7QgJ9IOn1jmligN21JSXoNikk6ahEdMmlFeUw6f9MDz31N0oz9iFCV99j7T0Q6i+IU7qJzpPHwy981H85YYkfDvhUyzZfAynzhQhNMoOfVkRHL56aboMMVWIQm5Hj+vG4N5bByB7/xp8PW0Blq7dgQ5teqKyshyFNn+ExnbCPXcMRnZZBfrc+ij+es8wnNq+DCtW7kbckNvx4G03ovLsIUz8+hssnP8twv3vR22NHhU2NW685zGM7t8ZZkMxpoxfCKvWH/2H3YoRNj1KLVp0i4+EhnOa1ndJvlKAAhSgAAUoQAEKUIACFKAABS5Z4LIGeyFXwDcoEn8fNw6jszNwLP00dm5bjyUr1uLnRT+je8/eiJEW7HGOixXTBIgfhc4TQ4dej66RShzYFQ3TgkyYjRboy0sg/ig/MqUfunVNRoCiHItWLYdJusp5rfQ3+1YzssvzoTcYUJqbhfWrV6I0MwOVVTXIzs+HUcwPCp00/6lvUCji4+KwY3s2Nm1YhzNVzrlxC/KzsG3bVmQVFGHkqCSoLBUoKa2ENecMtm7ZgqITR2CyVGHL3kw8MSxGxEcu6EeUUqXWokf3wdKfRVcFKTF/1lIcKT6FWrNzPksxP2m9hZjbdvDgAejVvTNUtbnw9nR3zjNsqEV5ZTUC2g1A/159EBUow+lj+7Bi+3op8CzmxxQbzheHNB+qXKFCypDr0CMlEYeXrYC33SxNKWA0VqG4qBodekZjUP8+UBliMKrjVEzaVFYXxK6zBaD1DkBCfHsU7D6KhTOnYsf2Hai0OmC0WODrF4boaC9sPLYB7721DTEdOmPYqDGwy2Tw9G6D+E6hWLRzO95/ez/axiRh5M03wyaTw83LDzExEdi+Yy9+XPEtdh/Jgs2mhtUuQ3R8B4S1DcbsbSdx4sQpbFm0GL6B7dCve2dphKI0ZYZdLHBghr6qGn7+/ujZozOSuyaj8mQfLPp5vTSPbElRMcorSqAqOo31a1dAX3AGeksNCvPToe7TB+5ubjiSugpv7d0I/7YJuGPMLVA47JA57BCIIhxosZhQqq+Ej48/eqd0RafEGHjZyrFk9grYxRBjOGADEBsTjcGDe8FfWY2oqLY4c8wBi9kutYW0WJVCCT//IMSEhcJLdxzRMfEI81Mhr7wU7p5hGNC7P/r364YAVGDjwiUozM9AZXW0NG9vTPtYDB4iplcIhlol5s+VSaM2DaWZ+G7WUtgD4vHsP56Cm+EsJk+Zio3r12FQr2TEhPpCphDW3mgbFQk/H09ogtuhY0IHaKvTpeklnH3YWQ8xp6rog87/pBlSpP5k0Bdgf3YJYjsNwoihNyDAHag+kYoNe9KRlZuDru4KyOU6xMZ3xvXXDUaQtxxT03JQYzTi7KljWF9yCqcy8lGc74ZTmRWI7hCFytVbMHf6JCx2D0T/gQMQ0Vl4GZBfUgadXzuk9BDTYIQjpXtnmGxAXsZhzMs/i1oYcfjwdlTna5BTUIAqNwcKy0phs4r5on0woF8/JHfujMrsQ1CrtsPhkME/JAxBPmrotAokJHRAiBi13myhP7OxFqUlZdL8t12uC0eEWKhNzOsrOpvMIX2xJFzErkYbgoEDeqNbiAIhIYthKSiV5pT2a9secTEnse/gQSzavh0Hj52CMigeFrMVfgHBMFeUYemc6Vi/1Acp/Qbi+vB42GxmlBaVoay0BKfTDmG1qQKnss7AbFLjREYhjGZr4wKB9W0jPeBS00jvP0kD+qFHSjKKtdUIc9fCahGT7Nuk0d/uHp7oP6APevWIw/KQYDhsxbBY7FKAV8wJLebDdv44oPSIQL/BN6JHt44I87Bg0ZodKMgvlQL+jrrFG929vOETHgB3dx3ahkehfUQg9i4vh9WhwMC+vdB/QD/YOrbF8UNb8fPufBSWVEpt0zY8DEOGDMDAfp1QdPYogv19sWPjPnx+6hi8w6IxcugI2KxiQcALektlIgpQgAIUoAAFKEABClCAAhSgAAXOI3BZg71Zh/dh8qef4jR88MyLL2PU7d3Qr1cyPBU1WLCtCvk5pWgfKkrj+q96mYg31S0tL8XQZFKsEnK5CJjZ4TAYpMW0yktKUFNZA3ldkLixXjKxbJIUoFN5qBEYGo7IsBB06zcYwXFdoKtbkEmk12i90KtLB/z88wqM/3QHPNol46Hbr8emFfMw96eZcMiC0S0xEoqC/TCJCQO0nmjTJgihvUehS89hcAtqf9HzStodNlTXFsMoLUxlgkVazKz1lfZEsNe5kJUzoOMMi8ukIJ9cxHC1CilYIxZDsohF3SSwRonGLZlYK6sugCJ8xPQHUuhR2nLI5bBYgJqaWqgNepzNqm0xWlkEAM/sW4dXX/gHztr8MWLU7bi3jR/mLV0FOGTwaxuH1/83AT0XLceG9RuRlZmOL95/FXob8Nw9Q/HCWx+h89KVWLdlGzLzT+LL/76FPH0lbuoWhP+8/xnK5QG4/6570bnzXnw+bQtkDgVUvu0wpFsHrF+TihmTPsKBPeVIHvMA4iNDXXqNFBiSiwXCxOJQYhE3M4zmWmk+ZWleC4cIw5qktg8KDEXb4BAkdR2AkMhYxHVKwscffoi16zdiwfINqCw5hvEfnUJugRF33hBVZyY6pUxqC6tFtJ9Jmnu5pKQQZZX2hi4sgsINQaq6wKAoqGsPr2sVqd9KM8VKB0SrSIsNQiwMZpYW6RLzQYtF0kQ/ADzg6R0GLzcd5Ap5w9QLIkhnqChDTXU1ohJ6YvDgQVBUZGHj6jUoL6tCVY1JWgissS8455Ku/0Kh+XFpRhKHWIhOLMxmrRvhW/eFjPRkATK1HBarFWaLHbUmi9TvpIXJZDLINf7w9msPrVgwDWbUVDvnjFW6tUFYRCjaRcRihMoNHdv5I67PwwiJ7oQ1K9Zi35GD2LLsJ6xfuQqfTP5EKoZYpNBoFIt9GVGedQz5tVrIDFWQCTujGb6evggKDsRfHnkSMo0nYsKDcUTmHKnrXPtPLG7X+OWJyLReXNRPLMinUjhHy9Y7KFQa+If4Q+UwY8vC5dg0+naMGtipxfMg0ot2Fe80UojcGSeH3W7FjoWf4+lXvkFUlx648847EbRmLjZlOntB9yFj8N2UIR9aOgAAIABJREFUEGzeuAH7Dh/B7o2LsWXNaignfIlKowUWuRIaTz+EBIciZPjjGKLRID4xFFqlaznry+v6KvVAqVyt9TmnjPMKh00mLQjo0jtFHcQihOLLpLIKGEwWmExWqS+IBfoa+rYzmdNEBJ7tNukvCMTlYtE5W91imxZjLcy1BoglC+Vyp5O3mz/8vT2lPu0bFIWnXngD3XpvxurN23DiWDq+n/gpdqZVYfwHz6Bz+6C6O/GFAhSgAAUoQAEKUIACFKAABShAgUsRuJBowgXn6+nnCa2nGTvXrcFXn3+JJctXYtmyFdi9/wy8w4LQLjzQNQjWJDrRNCghIikKpRqh7VPg76HA+tlTMfWHH/HNlNk4daagIQgjgjgi1ulQahAdGQkvD3doVJ6IT0iAt5sc2Xml8PPzgUYKQjmroVAqEde1FyIj26JSX4HodtG4/sbr0D7IB2ajGVF9BiA8JBSRUdGIC/BBoLcP2sfGwF1txZmzuQiJbicFe6Wi15VfjCAUAZS6uImLl6iXWCxs25ZVWLFiNX5eMB+nS0oQn9ITPhoRHKsf0eYM6ErBFWd2DVYiX4XOF33bhUKftxMLFv6MVcuWYcumzTAaLc6AjEzMjVr/U1cwkUNdtEYqoribDPDxC0Fyx2BknN6Db6dMxfcTJ2F7fkGLAKGALssvxtkiI6KTeqJ3j0Ro3B2wi2Lbbcg5vhtffj4eBSK4/9q/ccegPnBXamCxyFCUcQRfjf8aOVYdnnzpRYwdNVT603IRpC7NzUWx3ork5N5IjglHRZlBGmUoguIOmQLdBw5Ghzh/bFi/FSa1O4b274bgAO/6yklBT7XGHVFRISgtyMaqlSuwdsVi/LxqFfQyB+Si77SLQUhgBLRewYjrlIgANwOyc/Oh8/BGyel9+G7KVOlP0994+208cMdoqGQ2yFTOFhSOYkvr5okO0RGoyD+L2T/NxoJZP+Lbb75Hvs3uHBkrSiRROwO+jX3Y2RdaBMrq+oi4RKXzQYJU95NYtmQ+lixZiOnzFuFIuQVxcclo46mDTKaAQqGBQi7Ci01+ZDKote5o46ZF3vFDWLV6NbZt2YgTZ/Ph7ukGnbb5FwmiNs661efiDOWKAaAKqHSe0ojeXam7sWHjZmxatxkGo1nqO14BYRgYF4by/M2YOWsmli6ejynLUgG3QCTGRkMtpkRQqqDU6KS85HJ39BvZD94aDYL826B9dARqK4pRVuNAcIAb1iycjYXrU5F0w834x7NPoZOvD8S3EiqVGyLDwlBdeAorlizAmpVL8dbLT+CpZ1/CzrN6REYnwLtNGwRGRCEpMRJFedmoNgC+Xl6QS8Hx+sZoEnyvOySC6mZjBbZt345TZ/NgafYFidYnGKMeeRnvv/Y8OkcB03+ajbSsYul5aPq9khjhWt/e4rmSdqVHTIbc03tg1Xigc+/BiAwLhcmilkZ22+1GbFz2M2YvWofwzgPx/D+ewcDkSGlMuFrthajoMLQL9EZQQAgSOsahuiwX+UXl8Av0h0ollo2r/xGBWrHd+D4j+psY6S3919DCoqc4e0v94m7OHJq+z9TnWZ9UJo363bxsEZYtW43lixciO6cYMXER8PZ0axxGLN1LDputFkeP7cH+YxnwCwyCp9qIVSuXY+myFfjp+x+wdu0RhEcmIkIs9ChNEaGASqWUSl509gRmz5iOI3lm3PPoM9I8zgq7DUqzvfHLjCbF4yYFKEABClCAAhSgAAUoQAEKUIACFydwWUf2+oZEYMw9D+J0zkRsnD8VqRsWwWa0Qu0ZgAfuH4mkuCDUnJBLQ0zlWufIL6VaBq1OBTFdozSqVS6HQiODQqeVFjh68oFbMWfxVnzxv/EIbesDlZd7Q9hKhMCUciVkcg0Su/fB7aNHYt7sn/DO8X2A2YDwjv0wUqlxjpStc5EplPAKjkL3hA7YtPMg4jv2QHTbUCTFR2LtkUL075mEQD8v+AV3xX0PjcE385fhndcPS6Ma20bGYbSbWgpaysUiWSLIpJBJQS7IvaR5VF35xchQObQKFcpyszBl4hfIyStCZHwXPPbgUGjUIpinhEwEQkQ+SoEgpnmVwjiQiXuo1FCoFFBq2+DpV5/Dfz7+Gj+O/xih7UKhhgUKjRoypRwyuQwKlZiXWCsFzxQKEfAD1HJnCFJYyWU6QKaCd0gU7n36aVR8Nwszv56AtpHh8FE5UNrwZ93OWoj2CE+IR7+UOCzatBrlOWnQauUwK3TIziuB2iMObjIHVs/9DqkbA2CpKEdc134Y3LMLvH0c8HKYsWbxLOzYtALmynJ06NIH1w0ciPYeFYgNXoJdK39CacYuWC218HVzoKY8D7VmG9qEx2P4wB5IPZyJoMgkdO3SER5aEWGuK5dcDq2HF/qNGInuW3diw+IZ2L89EGq5Df5t3AClDrFJKbjztusx9celeO+t3TCU5CEy+XoM9fCEl8YOrcaBudMmY/vaQFhqaxDdrR8GDOwLL7cKaeSmSqWFmPP0+lGjkZFVgGVbViDrkDcC/b3grbRLfVCYq9QyqFWNAUYRPFUobWJK3WY/zn4il2kAmRIqjReGjxqDbXvTsXvDMqSuWwKzXY1eg0fgvjtugqYys65fiO9jXEK9UhDYI6g9/nLzcJTNnIcvPvkAHgoZFO4huG5wf4QHekNRN1JeFEIE/cRoceeIYWdwUKVRwe6mgEqrQ1zKYLSP2INVc6ci80AMlMYKeHq4Q6lWwLNNBJ7/93P4fPJ0/DDhY2m0ps4rEHePfRrD+iUjf2825CLgW3c/0Z+HPvAMDmV/gg0Lv8fmpRqYbAoMuflhaN29ENjGAznHV+PLnbvh7a5ErdITw0ffgy6JCYjzvA1nz2Zi3eIfsG2FAkaHB4aNugXDBvaDJdYHWVnjMee78VilA8qqdbjrwQSo1Soo1OL58YBD5hyJKhcjZdUaqJXiGVUisG0HyCwb8P2UH+DnE4ToiDAoxZQYdTbenjqEhbdFtz5huOnkEUycvw4r16Wgd7gNajcdFBqFc1E8rQayak9pW5iqlHJolHIoFQok9L4TbZd/iZXzZ+H4jlDoC6pgq5CjuLgKEW28UHj2KKYePgAvL500mn7IiL+gZ3I85G0VSD+WjtVr5mP3xkXIK67C9cNuhlYjgvyu7S5XaAC5O8R0OTLRz2QyaJRiag/ne6dM7gbIxXuAHEq18/kXo2tFgv9n7zzAo7quRf1PL9JoZtQLIBCiiQ7GGNtgjI17i3uJncRObtrNzbtJ3s1Lbtq9idMT2+nFjns3xhUM2FTTQRSBJFBBvWs0vc+Z9+0jBAKETZEl2+zzfaAzM+fs8q+9dlln7XXEwzN9ih6t6Cs0SXQGvRpuReQgvMYtNjs9HWU8+tdSOjo7GDXhIm64/CIy7FE1vIVJq1MfctkycrGnpLJm2as400Zy320XcvvNtbz4xjp+++A2fG4/RbMu4HP3f5YJhRZ2GvXo9QbV6CvKYU5NxWrVsOK9N9m4YRX6ZJi8kpnceOuF5GXajtMZ+VESkAQkAUlAEpAEJAFJQBKQBCQBSUASkAROl4AmOdDe7tNIpaKigvHjx6PT6dStvWI7em3FPsr2VOIXMVC1JpyZucyaPY1Mp42Qq4GV7+8lf+xUSkbaaa7aRW1nmLnzLyM7RcuBynK2ljcxb+5sNO4qnnzpXWLRGCPHl2AKNfPPxx4n4+L7+dfPvkGw+QDVNe0UTp1BYUE6IU8HO7dsoNmVwGROZeKUKYwvLsRqNqrekb3VSpJMxKmt3MfOveWMmT6fklFOGqr3s7u2iwklk5k0pgCjTovX1c6undupa3VhtqYxdkIJkyeORZMIsXvnVnwxCzNmzcBVXc6eqjbOu/gCRo/IPrJNXGzvrqsoY7fwgMvNw93VijsQo3jiFKZMGINRjUG6j3a/ltnTJqHxNrBx90GKps1hWvEoutub2V66j6yRxer1mliAA2V7qTjYiNWRTpbDTGtPmPEl0yiwKZRu2YM+ZxTTS0bhaq5h+/5a5lx0GcUjHFSV7qJ0Tx3T5s8lO1Xh1acf5VBXAqszh3GFabz40G/Z2GTjqdceZ/F5ExFb9EXTiEUC1B3Yw6bdNeiNZrLz8wj1dKGx5bJgTgmetiZ27SrDHQipsYnHT5nBuLGFmHVJ2pvr2bt3Py5vQDU4jZsym4njRmMkSmXZHioOHsJoS2dUQSZd7U2kZRcxdcpEvB0NvPHMH/nF31/n6s//kF/99wNkpB5rtBeeqiG/j+rKPRyorkcxpDAiNx23q4vsUdMYN7aAiKeDvTv30NjtQqtLUWU7uaQYfTJKR3Md23btx+8PoTNaKJ5QwqSJxShBF/u2bMNvzmf6tEKqt69h7db9hJN6iscXk3Ad5Le/eZxF936b//m/d3Bw7y7CulTmzDkfkybOvt07aPfDtBkzyc9MO9IWoqEAh/bvpby6i0nnz2LsyGyURIzG2oNUHKyhxxPAmpZBydSpFBfmEXC7KN2+G1NmAdOnjCfFYjjmoYUIseF1dVKxr4yqhiYUjOSNLGLGtBJVz/q8PUWbd3U0sWP7NowZRcyYMgFd3MPm7XtQzJnMKikm1RBn965SahraMKVkkJtuo7vbQ+HEEiYVjyAZ9VNzsJJ9lbXEYnEy80apMZLT06z0tNaxe081GcVTmDJuBBaDlngsTHNdNaV79+PxhbCl5zBr9hzysuxEAj1Ulu2jRnjYJhQcWXnMmDWL3Mw0NIko9TUVlO0/SCCskJaRx7QZ01Wvbp0SoWp/OWWVBwnFk2q86NlzZpJu09NUXsb+Oi+Tz59JcUE67c2H2LGvisJxJYwfXUD7oUpKd1cQ16YwbdZMxo0doRpSlUSc9sYqtu2tonDSDMbmOehurGXHngNkF45jVJaZvZX1OPPGMCE/ldpdu2gMWFmw6HwyU2DXrlIausPMmT0bh1lD6c5tNLX2kJKWgc2goaPHz8TpMxiVZ+NQZRmH6lsIRRJYHZlMnT6dopG5KPEIrfXVlFUcwOUOkGLPpGTqdMYWFmA0HA7pAmpM4+2r19IdNzPr/JkkvC2U7i5jxKQ5TCwqINrTTumOcrBnMq1kJO01u6hsDjLnwosZlWNnd2kplQ0uZs2eTW5qktIt6yElj5mzZtB86ACVtS3kZDlxdbTjDSkUTyxh4rgiDAk/e8v24kvamFoynlRNmJ3bS2lsd1E4bhqTS4qIeTuoKK+kpcNF0mihaHwJU0U/GfNRXb4XT8zKpClTyHSmoMSitLfUs7+8krYON0m9gYIx45g+eSKiPQnDuTzOjoDot0X4o/b2dlJSUrDZbL0vdjy7ZOXdp0lAyMHj8RAMBsnKysJgOPrA8jSTkpefBQERmqijowOz2YLT6ZA7CM6C5ZneKnTB7/fj8/lIT0/HbDafaVLyvjMkIGQgQln19PSoOuB0OtV12xkmJ287QwJibBZjgtAHu92u6sKxu7DOMGF522kREOOCy+VSdcDhcEhdOC16g3dxIBBQ5ZCRkYHVah28hGVKp0xAjA1CF4ROCDno9Sd4q51yWvLCMyMgZBAOh1U5iLHZYhG7u491+DqzlHvvGlRj7/EFEYUXXolnUt5EPErFlmXc+7nvkHRmMvvCi+iu2cPmrfu4/3u/4ftfu4MUk0H1NDwxX9W2ePzXZ/5Z1ONMKnHmOX5kdwojoaf9ED/81v2s3uNi0tTpOPQ9rFu/E+fM2/nnQ99jyuicfsbxUyxKr6gHvvhkvx33fSIWprq8lKeeeIzlK9fS7LLw1+df4rqLJ2AUXs9neIh2eFKlOa4M/bMIuDtZ8vgfeOifr5JaUMjskiIqN66noifBf/zod/z7Z6/EqHph979rOM5FjFrRRAevYxiUWgi24jiTYp1MLiJe7Bn2Kb3u2IfLNFx/TlYvUZ5PUj8zUD0G+u6DOJ/u9R+UlvztCAHR30lj7xEcw3Yi5CCNvcOG/0jGfcZeMXkWi/qP3Th5pKSf3hOhC2JR7/V6pbF3mMQsZCCNvcMEv1+20tjbD8Ywnkpj7zDC75e1NPb2gzFMp2JskMbeYYJ/OFshg4/S2DuoMXuPRyUm1WdqfxJbscfPXsQf//QzpoyyUb59E10+LV/+9o/5t7uvUV+8dbJJ+5nmeXz5j3we9ASPpDzkJ4JZavoIvvGdB7l+0Vzqa6soO9jF/M88wB9+/i3GF2Qe40F6ygX8IIPeyX477nuBORz0Ud/YSUr+ZH7y8MNcPqcIvfbsmunJ2olat+PK0L++5lQH19zxAP/59ftIJcyWrTuIZBTx7R//nHuuv/BjYugVJe4NzdC/7B+Lc8H2A/h+YBlPdt9Z9ClnXJYPLOhp/niyeolkPkn9zED1GOi7D8Jzutd/UFryN0lAEpAETkpAdjYnRSN/OOcIfOCc+JyjISt8rhKQevDxkLyUw8dDDrIUn14CZ+3Zu3//foqLi9VtooOtsOIJqAgLIZ7AxeJxhAFYvGDNaDCgE7EqP71y+UhrllQUFCVBNBojEo2qsYFFrFWTyahuox5sOZ5qZUSZlESCSDRGIqFgMpvU7QQi3uxwlEk8aRHeltFoRGWlJJNqfGajyaRyEqEu5CEJSAKSwMeJgOi3xNjZ2dmphnFITU0dlv7z48RkOMoi5CC2rYdCIXVrnAh1NRzj2HDU/eOUp/Bm7Orqxmw2kZaWJmUwDMIRuiD0QOiD8K42mUzDUIpzO0shA6ELYreBeOeI0AXRJ8ljaAn06YII4yBkIHRBjgtDKwORm7Ar9OmCCKchZCDlMPRyEOOC2+1WxwWx+0YeQ09A9ElCBmJ8EOOzDOMwPDKIRCKqHD4svM+ZyOesjb07d+4kJyfnI+skRSPs+9fbEfd2yJ8kJ7iPutkIPqc9SAmDwGG2faE2Pg6DXZ+sxQ7v4TLyHi+v3jIpR0IlfBw4HV9G+VkSkAQkgf4ExMRBLOalkbE/laE9FwtKMYE2Go2nP0YPbVE/tbmJ8TsajaoGLhk3efjELPRA6IOQgTA2ymPoCQhdiMVial8kFoynvW4Y+iJ/KnPsGxekLgyfeKUuDB/7/jmLcUH0SWKOJMeF/mSG9lzIQOiE6JPkuDC07PtyE046Qg4fNi4UFBT03XLKf886CrNYSIonk1JJT5n5oF4oGoeIgyZewiOf0g8q2tNKTLxwQchCeNHJY/gIiCf14umwmDjIY3gICCOjMK5Ij9Lh4S9y7VvIiEmD9KIbPjkIXRCHeCGVnEAPjxyELogFpTBuyReDDY8MRK5iESPmSGJsPhPPlOEr+acnZ6ELfYfsk/pIDP1foQtijiR1YejZ9+Uo+iKhD2JclrrQR2Xo/wpd6HsgLseFoeffP0chB2nP609kaM/FQ8CPao501sZe0TDE23WloXFoG4XIrW9BL7bGCWOvHLCGXgZ9chAKKgYtoQtyUT88chAyEFvjUlJS1O1xw1OKcztX0SeJh0/ikNuBhqctCBkIXRCLSaELYmyQD2OHXhZ9uiAeBEpdGHr+fTmKCbQIWWWxmFU5yPG5j8zQ/RW6IF7EI/qlvi2KQ5e7zEkQEDIQi/menh51PBB9kly3DX3bEDogxoS+MA5y3Tb0MhA5inFB6sLwsO+fq9AFIQsxT7Varf1/kudDRECMDUIXhA3D6XTKh7FDxL1/NkIG4gVtfbognNYGc64q91L1p/0JPBcNRB7DT0DIofff8JflXC2B1IWPh+SP6oLsmz4eEpGlGC4CUheGi/zx+cq+6Hgi8vO5S0DOlc5d2cuaHyUg9eAoi+E665sjDVf+Mt9eAlIXPt0tQRp7P93ylbWTBCQBSUASkAQkAUngnCYgn4sPr/jlYnJ4+cvcJQFJQBKQBCQBSeDcIyCNveeezGWNJQFJQBKQBCQBSUASkAQkAUlAEpAEJAFJQBKQBCQBSeBTSOCsY/Z+CpnIKkkCkoAkIAlIApKAJCAJSAKSgCQgCUgCkoAkIAlIAuckgWRSIRqJkFDAbDIQjydQ0GA06D+l7wRJkojHiUVj6Ixm9DotGs2Hiz6pKKgvZtZq1ZfdncItH57oIFwhPXsHAaJMQhKQBCQBSUASkAQkAUlAEpAEJAFJQBKQBCQBSUAS+OQTSJKIRdhfupXVa7bhD3jZt3sb+6vricSVT371BqiBCPvld7WyYdWb1HcHUE4xDlgiEaNixxZKd1fycSIjjb0DCFl+JQlIApKAJCAJSAKSgCQgCUgCkoAkIAlIApKAJCAJnCsE1JfnKQqJRIJYNMiuDat55qk1hCIhDlWV09TWjpJEfTm9uEb9pyjqZ8FI3K8cvv/438Tv4rd4PK7epyjiJfdH71GUw+mJdPulKS5SEone+/p/j7g/qaYl0hRpD2SfPaZMat6KasgVr/A9/rdIwMvubevo8oaP/Cby7q2roubRV854IqFeQzJOU/V+DhxsJJHsLZPK4Lh69vIRaYi69KYp8lePj+B9wjKMQy9a+b8kIAlIApKAJCAJSAKSgCQgCUgCkoAkIAlIApKAJHDuERCG03iMnu5O2ju6SSgxujq6cXWbMVpSmT3vUhLGVLQoJKIhamvqCUTipDkzyMvNxmzU4e7uJBTXEg956PGFcWbmkpuVjkGvJakk8Ll7aGpuJaExkDdiBOn2FGEBxu1yqYbSgK8HbyhOenY+BVkOVQbRcIiOthZ6vAHMqU4KCwsw6fWIMBMhn5uWllb84TgZuSMpyLaj0+mPCb+gxOO0t7eraXncLhSdlRGjCki1mIhHQnR39xCNRggEwqQ57Fx96+fJyrYRDQfw+YKQjNHV1Y2iMTJyVCFKxENzSwc6SxqjR+Zj0BuYOm8RUX0qmmiITncArQ46W1qIJA3k5OeT6bSpYSHi0RBNdXX0BKLYHBkYtQrBcBS7o7eug9nopLF3MGnKtCQBSUASkAQkAUlAEpAEJAFJQBKQBCQBSUASkAQkgU8IAWE4VeJRDu7azMO//hmb9h3CmF6IPuDClnsZIa9LDW+gzZvMpbOKWfXis/z1X8/RGY6Tk1/EF7/+ba5bPJv3ljzOy6v3EnW3UF7dyoRps/nP7/6QC6aOoaN2D/98+CFWbNiNL2Fh9rzL+NGD/488a5RXHv0j7++ro7GpnobGNqaev5jv/+QHjE03sOaN53jyhaVUN3ehTcvngfvv4/7P3Y2vpYZnH/srr76zDo8/zJgpc3ngK//BzZfPRqfVohXBc5MK3q5mfvedr3EomKSloZZubQaXLbyFX//0K7RVl/HIb/9IVW0DTW1h7vn3LxE/tIaFX/09WeE6nvjXMzS3N1NWUYXHo+HaW6/F39HAxo1bSM8fwzf++0FuuLiELctfp804htuvncKjf3+KqsYGtm7biUZnZM6l1/HvX/ki00c7eOu1l/jDzx6hDS3O/CIKsrNYcNlV3HdHHtYkxxipz7bpyDAOZ0tQ3i8JSAKSgCQgCUgCkoAkIAlIApKAJCAJSAKSgCQgCXwCCYhwAv7uNpa9/jKtuhE88uiL/PY7D2AIhoiL0ARKAo+7C7fbTcOB3Tz+4hKu//bveOWlF7l9/nQqynarHq2ung7Kyqu5+ov/y2tLnmKyPcaLz79IbWMTz/7h52xpNPLg3x7nX3/+IdaObTz46ydxB8O0NtTQ4YvxrZ/8jsf/+EuSddt4ee0+2psP8caynZRc+HleeeVlfvyFhaxYv4uqqkOsWPoib22s5d9//BuWvPQ05xUo/OkX36Ws0YcIEdF3xGMhGsr2Q8oo/vTUEh7+1ufYvfoJnl1ZRjjop66inuzx8/nZr37EhdNG0NZcQSQWIxIKcLC8DGvOTB5/+kW+95WFvLHkVVKLL+WJJx/jimkOVrxXSjgSx+PuwNXl7TWY1xygI5nF4y+8xqO//R7dFTt4e+1e9m3byB8fXcLFX/spK1a8xQPXzqF0exlt3cHD5T1a5r6yn81f6dl7NvTkvZKAJCAJSAKSgCQgCUgCkoAkIAlIApKAJCAJSAKSwCeUQFJR8Pd0EPCFWXz9bUyfWoKF0dx37y7e2Eyvy6lGAxqwpKZRkOdk++qlKB0TGTf7YuYVjSMvPRWt3sCkBXdx5zUXYNVEuP2O6/n10j2Ule1l4+YKnLMup6HmAES9aB0Z1B5YT3X7FVhS0rhw4VwuvuB8NL4Crrp+LtVJDTqjiXS7jsrda3jZ6mPyuCl854FcciwxGuobAAPdhw6wtdOMwaAlGfGxr/wQk/KnoNfpEeZTrVZDek4uCz57F9NKJuLPtHDTlg1U7ipl6uXjGDFmFFfeeQ1XL5xDx8HtaLQ6UU1xJzbbaK64YiETJ4xF415A4Ws13H3zFUwpMNJ53jxcTalqHF9xtXpPMkla9gjmXHQTU8aNJpxrZdrcSvVld81NjdjGL+KLdywmLz2Fy665jk07DqBL9uY22E1HGnsHm6hMTxKQBCQBSUASkAQkAUlAEpAEJAFJQBKQBCQBSUAS+EQQEC86i6nG09SUFAwGHQaNmXSHDbPe11uDw46nzrxiPvf5L7F6624Ole+ivHQnWSUX8fk7ryaRUMjKz8Rs0KNLxrHabEQTEA4HiWo1mCIBvF4vmniI7DHjyZySg1kDBr2ZlLQMUq16ohEj5hSH+vKztPR8rr3hWrbu2El97T4O7t2M0ZLPfXdfQ1RJENMlcXu8kIiiMadzyaJrGZlhQSMM00cOjRrWwW41o9fr0QsDstVCXSJOXNFgTHWQ5sjCZNCj0WoPG3p7DdzGtFxstgwMej0Gg5V0WxF2Wwp6PZgNJnQarWpQ7u+Ta081k59jx2DQkzAYMJtMxDQKsbAXR3oWBq0WnVaHwWTFaLaR7OeFfKTIg3Aijb2DAFEmIQlIApKAJCAJSAKSgCQgCUgCkoAkIAlIApKAJCAJfPIIaDAYTSjaOBU1TXgDEbRaLzV19fhjTjR91swkdDfXUX6wgdv+7VtYA61seOcFXty8h5oL5xCPJ6jZW4HLG8KhD1F7sJIUi5acggJybEZGTZ3LXffxvsptAAAgAElEQVTdizUZZP/OLRxoC5KdbkOj0aPXGhBxZvvbaQOeLpq7A8y/5i7uyTGxa/MKvvXDvzJ/4VxMaRmMKCrkljvuYUyek+b9O9i4qwZnRjp6NWBvnxSSRKIxGlt7iMaTuLta2VFdh/PCy7Ga9Wh1RvR6Q9/FR/5qtBqMDisGqxFhAhYGZK3RgE4nStkH5MjlR070Oi0mg1athwiPIS7V6QzYM/PofHuXGns4O81EZ1MdjQ31ZIy/4Mi9g3kijb2DSVOmJQlIApKAJCAJSAKSgCQgCUgCkoAkIAlIApKAJCAJfEIIaLVa7DmFFI8p4p+vPM2j0XZM3kaeemMDGcW3k9CgetpqNRo0ySBvvPoK25vCXDIlm/LKasyWHDKcVtp0Wg6VvsGvfm+lKFPHuhXLKVl8LzMnl9B+7eU8+vYrmLUhMs0h3nnnPXIX3Md1VoPqTXvUfCq8cpMkNRqUeJjdm1eyZss2Flx8Ps0HqtEbs8gunECWpov1f3ueR582MXNMButffwWXIZ0Ft9+HKGffocYj9nTy3D/+SqD9EF3VW9hywMUj/3sxqeHqfsblXoNuUhEeziIsQ2/YisMBGtRwEPFobylVz2Fhx02i5iXy64vGIF52JxIV16gGYkBnsjJh6jzGpLzNT3/xKy6fMZr9Ozexu66DmTpxXV9pB++vNPYOHkuZkiQgCUgCkoAkIAlIApKAJCAJSAKSgCQgCUgCkoAk8IkhIMIXWNIyuPr2e1G0elZv3I7Wkcld995JQhmNyWhi5Oix6DJzGVkyjUce+h8e/stTvLOyHGfmaL75lc8yc3w+5avBOX0ehkAjm6o8zLnyLj53983kZDi47SvfJT3/JV5bsZHyWJK5V9zCV++/GbMmQv64cZjzs1Wjp1anJzu/iHEmB7mjxvHAF+/npVfeYMXb74DWwK/+9keuvHAqkWmjMJttvLZ8NcsOhLBNWMD37/8CYzNMCK/co0cSq9XC+KIM9u3YSMSaxf/8+VEuKM6go76LognjSUsxqwZnoyWV8dMWkW41kqJLY1zRSNJtvelZUhzMnT8Oi1GPTgeOnALGJa0YjQZyi8Zi1IzEYEllbFEx2Y5U1Qis1xsZUzgCU04G2SPH870fPsgz/3qUPfvKGTtzAQvTqzClmBDG9j6j8tFyn92ZJqn6FZ95IhUVFYwfPx6dqK08hpSAEF00GqW5uZm8vDzMZvNxsUmGtDjnbGZCDp2dncRiMfLy8tUnPucsjGGseCKRoKmpCafTSVpa2jCW5NzNWuiCx+MhEAiQnZ2NwXDidphzl87Q1FzIQFEU2tvbSUlJwWazHZ48DE3+MpdeAn26EAwGycrKkrowTA0jHo/T0dGB2WzB6XTIOdIwyEHogt/vx+fzkZ6ers5Vh6EY53SWQgZijtTT06PqgJgnyXXb0DcJMTaLMUHog91ul+u2oReBmqMYF1wul6oDDodD6sIwyUGsFYQcMjIysFqtw1SKcztbMTYIGQidEHIQsWyFN60YL+KxuOqxKggJP1ZhiBQxfIUXq+jLVC/UJMQTCTXerPBe1el1JGIBHv/zz9iTnMWvvnYjRp1OvVZvMKiGT/ESuISioCQUNV1xn17EyQWURAKtVqemoygJ1Ys4KX5JJhGesoqS7I1tq+ktjyiv+D4RP3ytKKgIs6DTqvF1Rdpq+ZMKruaD/Oi+r3LtD3/DpRdMUcdCYQwWcXhFnUSdRWgG8U+cCzaiLMrh8VO86E285E3kJYqkFbZPUS5FUb2P1UgNSkKto5qG6vGbRK8TzJJqaItkIsyBXZt47JW1XH3TdeTbrVTt2ciTL7/JVXd+jXtuXIwtxaKmMVgtU3r2DhZJmY4kIAlIApKAJCAJSAKSwMeMwEezNe5jVsmPdXH6Flwf60LKwkkCkoAkIAlIAuc8AQ06nfBaPbmZsP/DQmHEPXok0Sg60tOcZClWTCYzZsNxDqHixWRHbzjmrH+6wtB6aocw0J68rCINYfLVG8yk54/CmmLFbOn14O2ffm8M3t5v+qcnfG2FwbbvEIbpI4cwJqveuH3f9Luu7yvV/qzBaNSixJM4M7MxJtw888TT5GWk0NPZxeiSiygpGoVeO9h+vdCvtP1KJE8/MQTEBLrv3yem0J/CgvYuZOSCcjhFKxeTw0n/2Lxln3QsD/np3CTQpweybzo35S9rLQl8HAnI/mj4pCLZDx/743OWsjieyNB/FjKQchh67h9tjsK718yFC65lssaBQX2J2Ueb4ymlrtFgtWdxy//5JjmjR6jG31O6b5Av0uoNjBg3jf/6r++ye/c+gnGF1LRMxk8aD/HIR1Kusw7jsGfPHvLzxdZ1YfeWx1ATEG7mYmtcamrqYdf7oS6BzE8QENuyxJYGIQd5DA8BsUXC6/Wq2+JMJtPwFELmSiQSUcPLiBACclwYngYh+iKxPc5oNKr/5GR66OUg+iMRZkmE9xHbE6UuDL0MRI5CDkIXxFY/EepKHsNDQOhBOBzGYrHIuerwiEDVhVAopBpXZNi34RGC6I+ELoh/Yp7au2V6eMpyLucq5kiiPxJzI6kLw9cShB6IPknMkaQuDJ8chAyETojxeVDmqofDyYkaqaEOhq9qx+Qs+l9RT6H3g1LPY1I/vQ8iXIUoiwgRodFoxWvoiITDan8kdOFk6zYRauN0j7P27BWKKgxdww3tdCv+ableNBTReMWgJWUwfFIVeiDkIHRBHsNDoK8TFwYW8RBEHsNDQLAX//oWlcNTinM7V6ELQgZCF0QcrpNNGs5tSh9t7fv6IzFGS134aFl/UOpCDkIH1Em1onzQpfK3j5BA37gg56ofIeQPSbpvXBCXCX2Q48KHAPsIfu4/LohzuW77CCCfQpJ944LQAakLpwDsI7qkb1yW48JHBPgUkxVzJKETcq56isA+gsuELoh5Up/D1MnG52Ex9oqnAMKzt3+MjY+AgUxyAAJ9g5V4KZV4AYx4SnyyxjHA7fKrQSIg5NDd3U00Kl7QlitlMEhcTzcZIYfGxkb1BW3ipVTyGHoCQgbCu1o89BAvaJPjwvDIQEwaxAvaxE4DoQtyXBgeOYhdN0IXMjMzpdfK0ItAzVFMnsULVMVcVby4U+rC0AtCjAtCD8TYIF7QJnfeDI8MhC643W7VwCheSiUNjcMjB6ELfS9ok+u2oZeByFHognhZodABqQvDIwORqzAuipeDiXFBjNHyGHoCYnwWuiB0Qry4U3pYD48MhJFX6ILoj4QuDOZc9aw9e0VH2fdv6PGc2zkKBRWHaBDin5DDYDaOc5vuqdf+qByELIQ+9L758dRTkFcOBgExUPXXhcFIU6ZxegSELvTvg0SfJI+hJdDXH/WNB31jw9CWQubWJwdBQspg+NqDePDRd/TpRN9n+XdoCPSNC3J8HhreA+UiZCDlMBCZof1O9Ed9etA3Loi/8hhaAgPJYWhLIHPrI9CnD3K90EdkaP/2jQsiVyEDKYeh5S9y65NB35gw2HNVuRIfepnKHCUBSUASkAQkAUlAEpAEJAFJQBIYUgJiYSkPSeBcJyD14OPRAqQcPh5ykKX49BKQxt5Pr2xlzSQBSUASkAQkAUlAEjjnCUj71vA2AbmgH17+MndJQBKQBCQBSUASOPcISGPvuSdzWWNJQBKQBCQBSUASkAQkAUlAEpAEJAFJQBKQBCQBSUAS+BQSOOuYvZ9CJp/uKiWTRMIh2lqaCUXiJBHbubQYrSlkZWRgMhkwGvTHxN08FSBJRUFREiTRigCF6NT4wSfeqSQShIJ+urt6SBqs5GQ5MJuMJ154+JtkUkGJhmhqbKQ7oJBuM6tvmBdh+HrLrsFkTcXpsJOaYkEvyn7S1NTAKAT9HhrqamnvCWCxZTB+dB6e7jbqmtpIS89l9JjR2FNMMm7NB3GUv328CYj4fKomHI7rLc4/UDE+3tWRpZMEzpRAn0ehiIXV//xM05P3SQKfWALJvnlTXw3E+x76zuVfSeA0CajtSdxz9P0hp5mCvFwS+OQTONyvql2pnGd88uV5rtcgmURRYvi9XnwRLRnpaZiNp2ouTBIJ+miqO0Rzlw97Zh4OY5SWdhcWRy5jxxRgs5rPdcJDXv9Tld6QF0xm+NEQEItdd3Mdv/7m1yn3J9HqdOo8zWCxYMudwrf/62ucN24EusM+3wMtjo/5TrwcjiTRaIgDpe+zt8nEddfMI8162ICrGp166yJeXpZMJqg7sJvfPPhnsmcu4BtfuZsRWc4jle1Nu3cBoi7OFQVfVyvPPvYPasI2RqYG2bhpJ8mkWLiDRqtBbzAzfsYivv6Nz1Gcl07/96OJNNTljRiMRQcWC7Jp1RIe/vNjVFS14FxwN/97xyye+sMf2XzwELPnX8EPfvQjphblHzGViTR60+k1FotpbX8GvdPcI1UY8CQRjxEJR9AbjWiSCRLoMBoNaE9YaSVJKoJnjEQSVQ7ir9loPOMXv6n1FvnHkuiNegy6QXqRn+ApjPHC8q7RodP243QMhSThYBh0ekzG03+QcExSZ/FBPDiIRaIklCR6vY54LIbBbEEneByXrmCWiMWIxxPojEb0g8BMPAxJxBNodXq0A+R5XBHUhyfRSAR0Box6/SnJX5Q7EgricXvQ6M2kWPQEAkEMllTSbCmqjI7PZyg/i/IlEzGisQQanb5XFxQwmU0D6AJq24qGI0LR0em1xOKKqjdCHmd6xGNRwuE4Zqt5QNmfabpCD+LxuNqn6nS6E9qUSFe0QVGfpFavPlQbrpc5JpUEattSueqJRyNoDSa1TAPVPxGPEw5HMJhMGD7sgdpACRz/XTJJLB4Xry5TdfFI/3r8dX2fRbuORIgnwWISD+KO19i+C4/+VeURjeDx+Eiiw2rRq30wBgv2tBRVp49ePTxn6rgQiaI3GNFqkkRjCiaTUW2Xx5eot/+KEU8k0RuELiQQb3IfqP86/t4BP6sT+gShUFQdl4wG3dFxbsAbTvXL3jEsoSiqCUjowonjXO8YGhcyRas+ZB7omlPN8ayuS4rxNkJc9C0mI0o8RlIrHnqfyKO3/4oTOdx/iWvOttxiXBAPwcUYKsaFD0tPPFiPx2NEE2AyGk6pHYtyxyJhfF4/CjpMZj2RUAit0AV76pm3obMCf7Y3C7lFicYVzEaD+ibxpEbb268eP6863NajsRiaw33vh/Y5p1E8oZtCl4Vu6vS9MhmM9NX2pigIXdKIOZZuoDmW0DeFaCSGRq/HoD+x3Z60KoJLIk40FkWrN6l98Ye1P5FWIhEn4PMTjsQwWSwk42HC4QSO9HRVl4/Hf9L85Q+DQkC0k0QiRjiqqO0/qQhHnr41xolZiLYqdEdnMGHQizn5ideczTdijiV0zWgyoxdrzEE6xJgei/XOsUQ7H+gQfamY2+gMRvSnU7fD65lIOIxWb8Ao1moDZdDvu179FA5MQXyBCCaLGX0yRiAYw2Z3YE0xfWga/ZKTp4NCIEksFlP7JrPZjJjrJhTUdYNYox5/iL4zEgmB1qCOp4PRbx/J4/C4E45E0Ku6dhp985FEBjo5OsdSkmIOfZJ5w2HnPnUNeRpOfMJVKBry8d67b1PmsvHF264k13HYbqDafI61gYgSCl1QbS2JGHvXrubhhx9mW20zV9/+JSJla9hYXcXC277Gd7/xAKkWUz8biki3t469afSmJeQwqLIYCOM59J3uJz/5yU/Opr5dXV1kZGRIL8izgXgW9yYSCXw+Hzab7fDAdmJndkzySQVvdzMvPf4wTSEDF1xyGYV5mdRVV7JtwypKa4Jcd+2l6JQYkUiUSDiI3xdQDXWio4xFw3g9Hnz+IGh7DYeiM939/iq+//2f4DPlMHfmJFIsJkgm8Pt8+Hx+ItEERpNBVepQwEtrRxf5Y4uZOnEsRm2SUDhGQkkQ8HkIhoRxR6dOEhQlTkt9BStXb2bkhEmEXE28t3oLRdMu4LxZUxlVkEVrXRXvrliFKauYWdPHoxWTnkgEBeFhrCEZj+EPhNRJQsjbxdvPPMObK3dx5W33cPNl8/DV7+CJFduZOu9ybrzmJmZPm4hZp+DxeNX70OrUCREoqlEkGAwTi0bx+7zEFY36WygUVA1TQg4DdVBV29fyp1/8DF1eMdXL/sIrpS6mTpmAWX+s4VUYeoO+Hp7882MsWX0IfewQjyzZxvkzSkgxf4jX8jGCPvpBSUTZv2kV3/7VUopLxpPtsKqe10evOLMzsUj1uVrZtmUTbsVChsOGXnuiES6ZDPPIN79Fmd/G9JJRA15zZiU49i4xUHi9XiwWi2oE6f+rWIxFfD288peHeGdtKZl2Aw9/97vYJl9IfmbaCQtsYeit2LKBP/z4IUxjS8jPsp/Sorp/nsef+7pbeXflKqJGO1nONLWdfJC2hn0dPPK7n7PxUIQZJcUY9R82+AlDaoA//+zrfPfBv7Fxcyd71z7HTx/6K0GdlYmTJmJRje3Hl2xwPwujnJhspaSkIAw9/Y9kIk7D3g385Y//wG/KoW3zy/zl1Z3MPG86KYf7h/7Xe11dPP7I33l3UzUmfRcP/n0ZU6ZPxWk1Dqhn/e8d+DzJvs1reOCrf2DyheeR60w5QfYD3/fh33pc7WxcvwZv3ERmRjpCFY6XbyIW5Pnv/YCVDQpTS8ZgMR7L58NzObUrhC4EAgF1wSIMgsf3SSF3F2/9/dcsf7+cnNx0/vn9r9GTWsyEovwBeCQ5sGMrv/35XyGjgNEjslVj6/F1O7WSifmgQjzsZdXbb9IRM5Kf5fyQ/kg8pPPx+N9+x3Mb6jl/5mSspg/vC6NhL6898Qu++v8eYv2aajYte4E//f0ftEU0TCyZhM3y4Yu5U67TSS78IF0QtzTu28Ivf/xbwpZMEo1b+env32TizMlk2FOOSVH0X2Gfm1f++iRLlpdiMvbwk98/TWHJTPIclgFkdsztA34QC+emyl186d4fYC2eyviRzkGZx4nFU8DTxfYtm2n2xshMd2AcYGEuDBLL/vQwT6ypZ+bMib0yPeNGNWAV1S9FPYUu6PUGLBbzcbqQJB4NsvKZP/H3Z95l4uTRvPm337CrTceUktEnjFWi/6rft4vfP/IMPZpUxo7MHrBuJy/Nib+E/T1sencZjQEtOdkZap59i58Tr4ZY2MPyJY/x0+e3cd6MaThSxLzqg8ElEhFWLfkr9339R2zbXMvmVUv4898eoaojwLTzzsMm9OlD0hioLKfznWqYjUbV8VkYYc76UKKsfP1ZfvHMe8yYPJa3ljzN2pogJUUjT+hXxVyltXYPDz38EB59OsUjcgfVCJWIBijb9CaPv7gUc9ZoctPtH9KnnVrthS55u5pYt2oD7piFnKy0E9IVc0ZXYxV/+eVf8RntFBfmnlSPxbgQDodVWYt5kvCY8Lbs4+f/8y181iLGjMxTnQE+sHRJhc6Gcn7wjX/jL6+uYPeBgzz2m4d58fXXyS0qoagwD91H3JY+sHwf8x+FDMT8SOiDMEb1GiQ/WH8/rEpKPMzeTcv50i+fZeL4Yja9+xrvlDYzeWIxFsNRY0pfOm21ZTzyy/+myziKiaPz1PFj0ESmxCjfvopfPvwnMosmk5/pPGLM6cv/jP6Kturu5L0Va+nyQeHIrAGT8XY08rcf/ZhOUw7jRN2EE8oAV4pxISQeeGm1qhyEHdDbWceffvvfHAqmMGn8WHQfsiFOjGGdjZU8/Muf8It/Pk/pgVpe/OMvef6NFZjScimZVCR1YQD2/b8SuiDkYLVaMRgM/X86o3PR1x8sXc3NX/5vppx3EbvXL2PJ6nImTRqHzXJs+mJeFXA18eeff4MyfyazJ4xEqx28Obnwjm2u3Mp3/9+3cI67gBGZJ/bfZ1JJ0XaDvm42bthGY2eE/Nz0E9enop8JefnXD/6Lvf4Upk8qPGHs6J+3kIFIV8hBPPCLx4Ls3LuHmi6FaWMLVDtKUthCxJpOPFyMRokpHHFMEDvGY9G4Ordfvfpt1tfF+P3Dv2aMzccb6/fyhf/zA75092fIsluJhUO4e9yEo3F1XqYa4ZU4wWCISDSCz+9HPLgV7WEg3e1f7k/TuXAWEnIQY7Na90HrlGEQZlyfJtTnRl1EByee5uePGsN9X/wqWcYYF08fzde//D16ajbQ0t5JRdUOKg+1Eo96aW71cOm1dzBpdApbN73P/vIqAlGFUcUlXDL/IkZlWdm1eyfVjc34t6zmscxsvvLZxbibq3jvvXXUt3WRmpHHgkVXMKNkNFqNgXRnOlaLBSUeYd+Wdaze2URegZOW2oN0+5JMmjmXKy+7GLtZQ3vjIQLRBIUFhdS27SOWsHPRouv5zKKp6JMhclMNVFU/ScjnVidRbdV7WL+xjOLZFzB35gQi7Qd47MVVjJg4jdRwPSu37sYVChPTgK+5lg3vvKd6fApPKXuWAyXUw9r177N+6x7iSSMTp89i/vwLKMiy01ixnbfe24XZoqO9pYWJcy/nmssuPryJ7Wj7ERO6aCRMZ2sT3d4QXW2dxDVJlGiUUbOuxWlMR6sI74ggPV1ddPsC6E0p5GZnYUjGSOg1KCYDGblF3LIgjl4J09bUSTiWUL04hAzNKXaczjSIx+hsa8blC+HIyCEr04nZoEMYyttbmul2uWlp6cBs7N3GfPRFNUncLhehUJhoyE+XN0xGdi7ZGXZ0yThur5+A140/qiE/PxdtIkR7ewcRRUduXgE2i56Wmv2sWPk6hfMsFGY70VqMtLU00OHyY0l1MGpkHmYjzL3lDgz2XMK+HrpDMWLhID1eH6n2TAoKcjCdoufqUcKncKY+VVUI+HpoamomFAzgCURQFDMaYyrXf+6LjMqyqQZ8t8dFZ1c34XgSZ0YO6TYL8USCpNFKKOijta2DzAwnVrOBeDSK2+1BbzKTjIXo7OwiqhjIysnBkWbBoAV3T496T1RJkpWdS05mOq2HynnlrTdZoM1gZHY6Jm2Cnq4Oujx+bM4ssrPSsZpNRwZkRXggGwxEwj5qKvep4VbyR4wg3WlXDT/BqEK6MCqKBzjuHuJKkkS4ky0H/cycdxXXzJ/M+qU7uHDxZ1i84ELMSpj66nq6vQEc6Tnk5mRg0kF3t1sd2N2eIBl5I8jJdBzjHX8KpD/wEvXJeiJOZ3srre1deJpaVQ9N8X1m0Rw+M9qE1aAhFPDR2dGutguhC3l5+cQjURQUtHodGdmjuOeGDMyaBK1NjcSEfA577GsNZnKy01VPYbXNu3uZ5udlqx568WgYd3cnLrefxqY2DGb1GbSqt+rzaCVB0OfFH4oSCXrV65xZeWRlZUAsiN8fJBzy4wnEyMvPw0CC1tY2QjGFnLx8Mp2ptDUcZNk7rzP+Qj2FI/JIMWhwd7XR7vJgTnGQk52JSRtn6q03M8mSTSLso9kdIhGP4Pb4Mduc5OZkq0+9T8Vz9QOhH/+j8PxRdxcEaGlpw9XdRVcgRNKoQWtIYf6tXyZrVBYJdaIl2ns7wWgMhzOb/LxMYsJTSCdk5KG1qYWsnExMBj2JaBh/IIjGYEaJBujs6CQS15KZk0tGuh2UmNqHtLV3ElXA7sggJyONQFsVLy19lUkL9UwclYfNrKero5Vutw9rWrra3whvvSPhgMTWSI0WJeKnofYgLRoNGVk5ZDhtJGNhfME4qXY7Zj34vT41RFHY38L2/U1MmrWQK+eNZ8fKJcxacA3XXr4ISzJKY81Buj0B0tKzycpKV2Xq9/mJxoQ3sB97Vj5ZGXaM+hMfYB2P99Q+J1VvBvGg0OPqpL3LTVdjCzESoMRJy5/EnXcWkmrSE/R76XG56OrxgM5ITnY2KYYESbMGxaglJS2HL9x+DTkpWjrbWnsfbiq9nhU6oxWn046eBD3dnXS6vCrTvJxMLGaj2g66O9rocrnxtjVjNBtRhMe9uF9d5yTxedz4A2ESsTDdPV5S7BnkZmdg1Cl0uzzEoiG8/igZWVlY9Ek6OzrwheNk5eTjtJnpbKpmxcq3SSmaR9GIfAyaJK6udto6utGbbYwYkaca5EbOu5gb4lZ08SAd7R4i4QA9PW5MqU7y8/PV/vZsvPgHlovwZlQQD53b2toIBoN0+UKHPU10zFx4PbrMUaonbNgToKOjC38kRqrNofaNCSWO1qglGgnR3NRMbk6WGkJKeMd7PB50RgvaZFTVhVAU7OkZZKXbMRp1+D09NLe0EUkoONOzyMrMwN1cy1uvv4Dj/LsYMyKX7FQj7p5uOlxuTFYH+Xk5pFh7w0qJhY+YW4idDvpEkMa6avytGjJz83E6HCgRH/5glLT0TPUhut/rIZYQBm0vpWVVjJxwHjdeO5dda5czdsqlfOa6a0jVxmiqa1HlbLE5EX2meAjldnUTicbw+QKkOrPIzclELzxLB4Z6mt8KGSQIeD0E4xoc9jT0mgQulxet0YRREycgHqrHIvS4vVhsDgryctQH6xExV+nowB8Kqn2rTkkQi8Oc8y4kYshAk4jhdnno7urCG4hgtTnUOZHwRhX9ajQcpLmpCXt6Nuli4RmN4O7xqM4GYreP2PkjFr3in83hVMuWiIboaG3BHQhjz8ghU3iwGjRq/9be2kpHZxfNLd0kEqqEDrel3joK5wi/P6CGLwvGIDsnH4fNpOqWzx9QnSeSeit5eTkkQh46OzuJJHVkZ+erY0Hdgf28/sLLTP+MlbGj07EakrS1tKjzPWdGLrlZDowpDi698WpSc7LwCrnF4kSjYVxuMcdyquyEp+Lxh2hLwutNq7Hg7mqhvMxAqs3e2/8aDHhc3WiNZpzpdiJBoZs+zGYD9dWVuOJJFl92OfZgB3VpOdx7313MmjyGoKeHttY2dY3QO/exk4hF6XF1q7tDIgkNeQUjsKdaBscIeHylPoGfRVvzu11EEmB3ijYcwdPjRmdJxahL4nG7VW9qt9eHyWpX+5zeuWhEbQtur5eWji5SdFoSipaSSVMZb3Bi1om+3EVHWxu+kNAFJ9nZ2ep4IR5FixB5Ha3NGFPTsRG/UKEAACAASURBVKea0JFU8w1FYggnEeGpLiZZSY0Il5dCuiMNHQptzU3q2JnqyCAvN1v1rI/HQrg6Ouh2e2kQuhAXsfZ6g+2JkUnsmBD9kfAG93nd6lw8N38kWRlpCJ0WTkGhgJ9ATMeoUflo4yFaRf8c05CVlUOm00ZrfQ1LX17CuEtuYOb0Meo6pb25kR5fSB3Hc3OzUTQGFtx0K/YxBYT8PnxeL4lEFI83gNnmIC8nG6tYlAxwqOEBFS3+ng4OlJdhMKaQJ/p3i5GAP0BM0WC329Am43R29qDRaWiqPYgrFGHRFdeQm3TzjDeNf/v2V7n4gmkE3d10tnfij8TJyMojMz0VjRLH6/GqBq1oXENOQQGOVMsp7VYaoMifuq/E2laVWzBCmsOBSa9T18hxrUHdMSwcyMLRiDpPMFhsjBw5AqNo99Ew3V2duDx+2lo7sBp1aNEyeeoMMseAgTghv0ftm9z+EEazWGNko02IFYYeJRZR18tCF9IdNrX9+9xuwjHhtxZRd12Jsok+05Kaps6xSMRwdbbRKeZIaRnkZIk5lkHdwdzV3kZHZzfe9nZ0+lQS4l51jibUQsHn7iEQiqhr725PkMycfDLT09AmY7g8PiIBL94wFBTko09G6OrswB9RyMzOw5lqpqOpjjdfe5OUojmUTMhT16xCFzpcvXPoEWJdrdUz67rb0abnEQn46QkEVGOqq8eNOdXByBEFJ9lhKPQeEuEAh8p280KoAbH5KG/MOBYtWshIp5Gy3bvQOAqYNmkcBk2MnVvW0h62UWTxsXnjZno6FbasfY+O2n20dbup3FfLRTNnEHI18P6aNVQ3tKn9ztTZc7lozgzMiodX33yXSDRAe5eXuQuvZOG82RgHa/r9qdOU06uQNPaeHq9P1dViK6CYiBp0fprrDxJFeA7moIn62PjOUh5/eRVpeQU40mwUTp5L2bpN/Ou5N7FnZpFq0vDScy+w7pJFfPMbX6a+oVEd5KN1VWzYso/Fs7J54eGHWF/dQcGobLyudaxYvZXv/fB75MUbWfb886TPvYLZU8awd9MyfvXwcvIKxjCxyMmevRW89MZ6Uh3ZLJo9msryA4STBkaPLaRprw4l7uGdV5+iZmcmWhJUVe5HY8tg4oRi9Mk41Xu38sQjT3HpF81MmTAKb3Mlv3vkEebd+AXmZftpaOtQF2p7d+wicshOdX0L4YCf+upyyvfvJVC1hj/+41lM6SPIssLGjes42HAHX/nsTVRXbOdXv/oNNoedzPRsbKOmqp34sdZe4WEZZue7b/LY86tIy03D39VMZ0+MRYpCa8UW6qwl5Oens33Zi2woPYDWbCXg7cZWfBnfuW8hehH3mCQ9nQ1sqg0yJs/OzvXLqWkPEfC7aWhsoGjafO654zoq1y3h7TVVmG164lhZcMWVXHHRdCq2ruTJl1eoW687m+to15eo26aPNuIEu9at4rW3V6Gk2BDP0KJxPdfdeQfjM5I88ezL1Ld0k2ofxeXzZ1CxYzUN7gQmfZK4Lp+77r0J176dlO7eT2NsK7NHZhJq2suTy7diNgtDEMydfyk3XHsRpevWYJ+yCHO8jr88tgSD0aB6fnvDCvd9+T9ZcN4EjBqxxeVo6c72TAyo/p5mHvvdw+x3hVVjSW3FQSbOvZ6w38PWlcuwjZtMqK2KF19+iQ5fXDV+Cq+BW+++j/ykiECdpKumkkdXLeeyG27iwiljaKnex7Ll75JTVEzFvjLVKCIWiXGjnTvuuA1HvJMXXl2BOxhGk4yCNoVbP3sf3RWVHDhQSWzlRqaMLKDzwAZWvb8DrclMMJpk/hWf4earLyKlfwxrJcrGd16mtXwbumSU1OxC7rr7HsIN29heH+TO22/HrATZtOJNWnw6Mswh6mrrsfq0bDN2c6ChDWIN1FQcpG7rElbvbkenUYgn9cy/8hounTqSlx99nF3VLRjtdi7/zF3cePkFGAZtUQ+JeJiKrRv40xMvo7NYCbqa8UVTma3V0dlQxp5OC8XjR7Fr7QqWrd2E0WJRJ26mggu478YLVe98IQevq4V1u1rJyMqketObVLf5CYWDNDQ0kZJdzH98/bM0l23g+aUbMJiNRMRi9IZbuGLB+ezb8DavvL0ajcFC+6FaajusJMQq9/AhHjod2LGJ595YSU9MIU2bRG+2csn1d1KYGuKFl5bQ0OrC7shjwQXn0VxVRkVjJ0ZDkohi5t7778Nfs49de8roUkYys3gs0ebdvPDmOow2q7pomjR9DtctnkfVjm0Ec2eRDNTxzLPPIxb6wqDV6Qpy1S2f5/br5qmTtL6yDcZfMUENutt48fd/YJM7ipkINWW7mTo/j0Q0yN7336bY4sCadPPaa29R1diJQS88aYLc8qX/IFejqGVsrz7I4ytfZeE9X2JOSSGdNbtZ+/420vKKKd+5FZc/pBro9dYMbr7rHqzhJl5d8iphTOrDp2hCzxXX3YAzWk9VdQ3tifXMHltMvKeC15evVsMZREMxZi++jdtuXIjdctS4JLxodm94i0e7ajCK6bk5kxtvv5mMRBMrdjVz3Y2fYUQq7Fi7kqqmAKkGPxXlBwiagpQauqk81IAhnEntgQYadi7lna31qkdjUmdl1sWXclFJLpveep61ZY2YUrNYcPVNXH3pPIyppsEQgZqGkohRtfN9nn72RQIGG97OZg41BJivJPF1HmLr1jYystPZsXcTa7fuRtHqiIWCGNPH88B916uGNuGB5Pe2s2brAexZuXSVb2BPTTvBoJ/6xgY0aYV8+f47CTbsYvmqzUS0BmLBGHMuu5Kbrl5I7e6NPP38UhS9gbCrlYpGEWv/6CH6zZo9O/jXi68RSBqw6ZNEk1ouufJGLpiYzj/+8ij1rW2k54xj+uSJeNoPUtviQmfQ0RNIcOPNN2MP1bJv3z6ijUnmlUyii3aefOZlQnoroXCU2fMWcON1l9FwYB9VvnSsOjfL31lBc6cPg1aEbvJz8U2f45Yb5uNMGTz+fbWMRby88ueHWV/Vjs2mp65yP+bs84hFglTv3YSuyIAh0cOypUto7g6g0evw9vQw/7q7mZVvRKdJ4mlt4KX1L1Ny5e1cvXAuHfWVLFu2kuxR42iq2EWjJ0oiEiUaNXHd7bcyLlvDE089iyesoNPE0ZrsXHT5taT5q6iqqSUWep9xmblkaZt5b8Mm/HEtsXCUESWL+PIDN5AutgT3Gx/Lt67iX556HCYFi3MEV9x4O1nRQyxbX8oN936ZESlJSle/RWNPkjSrhl27K2jxmNi5Q8PB2jr8+ggHyxsIN2/h5WV7MAoDdhTmLbqcK+fPYO0rj/HerkPozE4uuuwqbrx2MXZr7+6sPo5n+lfYq4UBdd+W5exshltuuYmUSBdvPPMG2VPPY0yqm3898RohnRmtNq4+cL7x7i9w+axCVr72Eqs3lmKypFBdXYlhxHlqGIHa6gr8KeOw4Gblm0up7wioY4ff42L2ghu5ZEauGgoh7O3k5X+txD79Sr5w08W0NtXw4tL3cKTZSYRcuH0hfF0d1Nc1cP7VN3DjVZey8Z0lrNl5AJvYfqp3quG+Fs8t5MD25TyzZDtGq4GO5mosOWOPeEiLPjcW9rFp+VKWvrUBa6YTnS5BKOnkrntuJSXQyCuvL6PJHaRwbAlXXHo+6958kVZ/Ep1WQZdazA03XUlz6U4OVFeS3LWZyaPNdB7YwvrdzWpfkEzAJdfeyNzxOZTtKGXk7LkEG2p59oVVhPXCmBrFH9Fx9wNfZtHcEjT9Ff2w8EQP63F3s/S5p9iRn0c0FGH24uu59YoLWbP0eaKOidx+55W0HqriiefXct4FU6javpmauia0tt1YIt20tnawv6KSScU5VG5ZzaY9TRg0CgmNhS9+46tkJl08++hfqOlO4Mgdw92f/wIzJ47+UM/JM21fn7T7RAiG/dveZW+Dlxvv/BxGfyvvPPscjlmLGZeZ4Om//Y0exDtJjLj8YRZefze3LSxh85qVvLZ8HTqDntbGWkL2EhQlyqG6KlzaHHIzjLz23DPsr+sixaIlHIwybsZiLpouvG31xEI9vLv0Gdqdc/j8dRegD3fx9HOvoTGnY0l00dETJNTTpRqSR8+Zz903LObQnk289PpaTKkWInEjC6+8nqsWTmf/5td5YelaDFYn7S2H6A5BvN8cSzxEL139Gm+v2UpYY0WniRDXO9S2YPDU8+rS12n1RrE7s/nM9ZdRtmU9ZYc6MOiSxJPp3HP/3fgO7KO8fC8RRzYVVeNp2b+O19ZV4jDr0BqsnLfwSuaMzWTv+2sYY3GScB/i0Yf/QdiagsGoxx2McdWtX+DmRbMGDGmmetJ7XGx87RUO7t5B2Bdg1HmX8KVbF1O2ZhX1nlRuuuNytIEOHvvDS4yZPZ3uA5upqKwhPZRGS6yHtu5m9pXvZ9SILNaVrmFneSM6vY5gXMvtn/sC4+0Kr7/0HFsPtuHMKuCOL/wbcycJj1JpjlEfDiTi1O7bzPu7Kll842cZ4dCz7pUncTmncOnMbN544Wkq2+OITXFet58Lb3mAmy6eyL6NK1m1biuhpI622gP0+HSqI0V9Ww2VHVqyHXpWLn+VDdUuzAZFfdA4de4lXH/ZXJIaPYlYiPXLX6WZIr742WuIe1t59cVniaVMxKFpo67NS8jjUh2HCs9bwL133ETT7vW8+tYKtBYboWiSWRct5tZrLqaxfCNPPbmUsNaEp7uF2nY3t/XaT3tDHcSj7Nv0DkveXoNisKPTxYlEzVx3x+2Mscd54rmXqW1zk5ORxeIrLqVx7xb2H2pBZzISium47pa7SXFXUrm3FENPlMr549D2HOCJJVuxmrXE41ouWHgZ11w+l8pNazFOXYhD4+alJ56gKapHi4LXG+SSO7/O3ZfPxCQ8lI4/NBD2uijbsY2CrKsozDCw6uV/sr20hh9+505Kt65DN2IGE4pHQzLE++tWsT8wjm9eOxajyQL6OCazBbMlBa3OoIYvdLc18PiSJ6jrUbho7nS8Hc08+cQ/cYfuZcF4O3//85/QZRcxd+YUosHwEWecftOe40spP58igQEkfIp3yss+8QQO7tvN/37/O/zf736fvz39NkqqjStvuY3sVD2JSBzFZOeGe77Kgz/9KRNzFLavX44tt5hvfOt7PPjzn3LV+WPZvnkjG8tdzL1gPuML/z977wEl55Xdd/4q55yrc05o5NCNnDNAAAQxkZM0K4/klSyH9a527bV9jo9lrS2vdiV5ZjgcDmcYwEwwgQRAEgABggAINDrH6u7q6lidc6rqqj3vVQMkh7Q95syclawpHHRXVdf31Xv33fjevf+bRuWek/yLPznNRHcVb95sxJ9fwbe+8y32Vq6mrfYaN2/WymyRxdlZCYUgjKvIKlIooXL/Kf70//w/OFSxislwE32DQxILuKO7F53JTmYgVWaqUMxw79YVzp27yPk33uZudQMqdZx4cl6eGous5dh8jPhiHJEdKQKLRZEFqDaw7cBx9qxfg9GYzvf/8B/yJ3/6jzlzfDt2fxbHvvo9tq5I58Nzb9E1Ns/R01/jG189jV27wLsffMzAyKQc60JSQXnlIf7Nv/szTh/aiVmcEn9KG4k5CZzht188iy57FWfOnGbTyhI08YQs7R6K1BKODEhIjL7OKEWrN3H8+DHKsgK8/MoNZgWWpbxfkvGxYRo7e1EZrazfvJO9u7eRE3DQ2j2CyeEmNhji7LNPE1yxnoceOkaWbYnz775PW1cnL/4/P8GSuZJTj5yiYk0x+s+dZicZ7+ujKdRP0bptnDnzMOalcd449z69g1FufdyKN2clDx3ZwWiolqr2MbbtP8pXTh4hOVTNM+98hCujiPLSQirXryQx088TP3yKzLKNnDh+hJV5Vu5cP09zuIeOG/VEhicYGx3ibkOIjLJNnDpxFD+DXL3blMpY/syWw68vXiKTse3WRd6t72XDrsMcP3qYdL9XbjKLIKz57m0mp2YZ6o+SxMrefQc5fuwAI/X13K0PSzxigWnt9LnorWvgow/rmJubpq25ltrwLNHmOzTWN1G8bgtHju4lx2eSuKI9Xb0YrF4OHz3CkUP7mY92U9cxjDc9k4L8XLZtXoNTP8UvfvIqlowSjj90nAKPkReee4OekSnJY/dnn0yAxuRh56HjnHhonywze/NyFT09EUJdEYnbKTImot0dDI3NkL9qFZm5eazZsod9u3bKgKqyYj2a2U5ef/8O2Ss3cfzIIelQ3LxygZauXtrqP2LeHODwsWOsKsqUTvCn2Pn+UL7c72SSqeEol159kkVrDifPPML2jWuw6EU5NYz1t9HcGkFkVA72D1FQvoGjR4+zsSSLS69fY2B8evmAQkB0jFLTGiah0rG6cie7d+8gy2Mm1NmH1RskNhzh7XPP4SpYxdHjxyjx63jz7Xdo6e7j7WeeY8mcwUOnT1GxvkRmM346e1YE5pODA9Q1Rsgs3cQjZ07hVsV595WLhHt6uH6jHltaKUcP72aso5761m62HDjCV88cxx7v5ewbV1Da/KwoKWLDujLMqkleePznaFx5UrbXFPq5e/09mtq76Glupr1/mPHJCRrae3BmlXHq4ZNkGKa4evNjZhZTOuvLEfyLrxLzC9ff5MWr91hVsZvjRw+SFxAZygpECXJ7QxWDQxOMDAwSX9Kya+8+Hjp2GM1YHzfvhZiPCQxABQ6PjYWpId6/WsvI2DTNDYIWQ4x3NcnNpKyyDRw5coD8dBuxxRkGuvtQGTxSFg7u20ticpTatgE8aVnk5mRTsXEtTtMsb778BvpAAQeOHmN1gZ+XfnqWxs4Bqb/vz0ipUBJTWqjYeYAjh/cyNRrm8kc19Pf30hwKMSeywJcWGeqLMBAdJbO4lPyCPMord7Nv7y5WleSzbmU5bs0w597+EG/eKqkTinx6bl57n6b2MOHmW4wm7ew+eJi1pbkYROr7b+gh1mBhZoJrbz9P54yB46cfYefmjTjMJmkXpkcjNDa2S/igseFxMvPKOHLkKFtXF1F/4zZd0XHZ/FQMR8Ad1TS2MZfUULK2gv3791CQ6aOhuQOzy4c2Ns7lS+dRujM58tAJVuW6eePcK9xtbuP6xfeY1fo5ePwEWytXk9RpRVvVB/cWT0VG0sfX6vDnr+bkyeNkGpN89N6HdPT0UVPfxIwujcOHdpEc66amvoOVW/byta+fwa8a440L7xE3eigsLKBiwxpsulnO/eJxplR+jhw7ytY1OVTfuMbd+laiHe20dPczOj5KS1cfxkAhJx5+mLI0NR/e/JDhydnfEPVTtxFrIPyDkXAd5965StbKCmmrCrJS2UEig6cnVEd3zxBjgyMsxrRs2bGbh44dk/rg2u1GZheFfVbJA1/iU7xz8WOZ7RwOtVAfGmIk0sr1D27iy1vJwYN7KCv0kUwu0B/uZklp4fDxhzi4dzfqhVmqGyJYvGnkZGeyacM60t0qLlx8jzljgAOHjrKuKJ33z/6cu03dnzmcEv0Pppd0rK7YwYnjh1iaHuDildsMDPbT2NLE1NwiS/FFhvvCRAfHSC8so6Q4n5L1FRw4uJd15aWsXbmGgHmGF559EXN6EceOHmZVrpPbH12nuq2L7vZaIiML7DhwmI2rBczGF+OQf7kFEjpuiZGhXto6wxKLfWlxinBbq9RDc5NRWmrv4MtbxdEjB3AtzXL9WgODfW2cv/QBrvxVnD55lBW5GWgFNFFyiUh3mK7+QUaGBplPmNi4fZ/UvQHzAvV1d5maj0kPQ2eyYoiNc/vqVfpHJulqrKczFCGzoJDtu3axY3ul9IEHh1KZgEPhRp4+d4300o0cO3KANNMS77/zLjX37nDu3FuYs1Zy+vQJ1q8swmgQWV3LFBHBfTzGYHcrvYOjrN26m5NH97M4UMc7F6/JypD20AAFqyrZVbmacPUNboVn2bL7CCcP7yMereeti7fIKS4lL7+E0vK1zEU7uHDlY/LWbub48aNk2pVcvvg2TZ1h2ppbGBmdYnq0l5aGu2QUr+fooX1Y5se5fbtVYlIL/v/MY9nQi2DcnVPOkWMPsak0g6sX3qYxMkh/uJlIl/CPkJlmra2dKMwe1m1cT1FhLjt272TrhrXkl25k6+YKBmqvcu1mNeUV2zl6YDvGhV5efecKvYODhDtDmIP57D+wl0yfQ1YP/cb8jM9M6u/gi2SSsZEB2jvaWYgniC3O0h1qJDo0zvzMCKGWWsy+Qk6ePEmaPslbb92lv6+Dyx9cx5y9glMnH2L9inyJpy/0W19fD+HuAUaHoozNqdiwfT9Hhd/nVdDSdIvxmQVJJJ3JhkmZpPr9i0T6B4k019FQHyaruIjNO3azc+dWPGYN/QOTWOw+JgbaefJnz+MuXsuxY4co9uu4cOEydQ0NnD/3MnFrHqdOn2TTmjIsJnFQ88kKJ+KLDHU30RsdZWXlXr7yyEkM8wO8+doleoRd+ThEdukGjh/aTV9rDVeqwmzbc5jTxw9gXerhibPv48zIpqBoBQUla0iORXj1lfPkrtrG8aNHKPIbuXLhdZpCHbQ3NjI8PMXC1DCh+lqcGWWcPHEcj2KBty9UL2fefwGfiL4yCg2WYAGHj5+icmUut996jppwlGhvmK5wv5Sj2PwMoeY2ZlUWytesYWVZMTv27GJ75QYyclexfes2FvoaufrhLfJWbeLY0f14VBM8+exLRKKDdHd3ovVks3ffPnJEn5lfowfFF8zi7+xbQs8IHTUxNkRHuIOZxUWSS4tSD3V1DzM3NUpXewidK4+jJ05RlmHl2Weu09sb5t1r14k5snn49Ck2riqS8CgCMiw60E9Hdx9TY8P0jMyxevMBjh05SFGajo7mjxmZnpffqdLqMWmUtN14l47+ESKhVt4/X012SQEbtuxg7+6tZPvtNDUNYrR4UMxGeenZZ1EFSnjo+EOUpjs599I7NLQIH+tVJgyZPPTwaXZUrsNiEA3JRDKd3OuVtm9sIEJzZx/FG3byyOnTmGNDvPv6Bfqig9TeasCXu4qHDu9hLtrJ1Y/bWLN5L19/5ARuRvjLH76G2ZdO4aq1rFhfiWo6ytmf/oTAii08dPwoq3Id3L11jbpQF53N9+gdGGV2apjO1kaswVJOnDhBgUfP409ck/sxv2wWJAMlQa2zUbp+L9/57vf4Bz/4A04f3Exn7RV5kBpfisseJfdtiujBEU+oyC4tZ/W61WSVVfDIma9w/OheglkF7N63HYtygNsfd7NizSa2bdnCloqN6OOT3P64gYnZBSZiJnYd+Cp/9Ae/z7ZNq2RW7yca5O8sW/+tGPjvjpL+VizD/z+D0Gj1+HwBbAYdayt2s3bjBio2rMMQG0WRVOL2+tlYuYE1awpou3Velq9nFZWxfuMGsjwmDh7Zwfmqpxkem8cWdOKwWPD40ijKz+TqrR4mY9O0Nl3np481MjU2KMtje/vDzJYUS8V3X8GIwEVnNFK+cQPl5eUUez2YWJIOvCi76O/txrl6J05LKrNFofTy+//0n3Fgcxl6VZy6j87zN48/y+MvX2JlackDYgolJP+Ld0SFqkaDN5CG1+FApzKQl59HcVk6zR95MVm6ScvMxWmG2OQU8ekJXn/+F9h0EOroZURlk6UFKoUKrd5K/ootbN++Bb06pYo+rZDEZu/o4AB3ur38b//oEOtWZOA3KhgenZZ7uGJjW3xea7Bz6CtfoaMzRNX1S3xw/SYL8wUCDufBQxg/0T5Mozfh85agbq+h9m4NZWsPc2xXJUPVF2hoGGTReYPpfgddbdW0LwUIt9RzJ+Hl3xw7xsZCHxnmBF2vNH6uPF+h0lJQtpkDu7YTdOgZbivl8o1GxmfysBevY++Bg6zPtdL+0WUKNx5i944teCwaRvrb+ec/rOHR7ScIBgNkZQeZHK6jOtJBvPEWY10axno6GVuA6OgoJFKbJgmlhoyydezdt58ir4rp/kZeaB9lbmEJi07zmU3zB0T4kk9EWVnN7VaKNh3g0J5tePRxZgYHaBuSLgVyhwUlxWs2yrKcxqY6brc00tQ/xapFsbmV2gCx+LLZtdHM+4236B9eQ6jmGvlrT5DrmODcxcs8//STrFy/hQP79lNWlI0q24cz0EZ9XTXVEt6knxUJFVabE4/LQ05eBgujLXzU1kTM6yI+0UtPWwNN90T5zixLfueDDC6FWsumXQfYua0SQ2KK9oZuqusipJXFJFVSMxGlckm0egOBjHRcbhf+tGyKizJo8Xsw5wQYqWugviZEQvsBffVaIq0NLBr9Em4jnjBw+Nhh9u3agN6g/xyPfEnyPxifKHOqqoMz/+oklWtzKPVomVy4lrrtMti/CDr2HjtGqLWZ2tvvc/fuPSbnvcQFKJScnfi4QsqCUq0lM7sEVVsVd27epWjDAb5+Yh/j9e9Sc70V42yQ2YF2xnpbaJp1Em5ron5Swzf37GPb5g0E9Anqu99AbB4+eIgDJyC3dDPH9u+mNM3C0lgP596+xeiEF1d+CcdPnmBNppWWG9fJKN3Mgb07cegT6OIj/K//900m1uYTCAQQ5VNL86PcaOnEp7nH+eQQ4wMdhHsHGRwblZtqSpE5rdYQzFvBzt272ViexUSkjseujTI7H8Nu+M1iVSWJ01jTiqN8J8cP7sSlWSQ+3EvnlFHyuUKpkZkluStWoDNbaWio5dK1e9SFB9keW5IbTaIEzeJNZ9eOYh6/dIP2zYW0NdXhylxNcbmX18+/wUtnf876TVvZt/8AZUUFkOXBn56BkK3qmirqQx0EN2qwOTy43W4ystJJTEWoCdViX1CRmOiVuOwi67evb5hEUYBlbAEEdvq6rXvYu3sHhqVJQrWNhPuGmPIYlu1JapNcYI8qNVp8wSCirDOZmUt+cSbNN92Yg07mRwdoqutiWnGT2EAz/ZF2BhY0bFi7gqWkmX2HTrJ/z1asBtEU81M88oBZvuSTZFIGK1U142w5c5rtmzYw7DPQKvKZJgAAIABJREFUHRlDo1HBomANBUarg92HD9Pe1krDvevcuHGL/kkdS0uiIaaQeNESFYkFqNbqCGQG0fc188q9e+SUb+cH3z5JPFJFze0GlgIJlmbGGYy00hCelBtC4akYW/cdYnPFShbzPdQ0DckJfdqGiS/wF6zjxOH9lAQNqKcjnL/azPDYDEZ/DruPnWbj6hz66+twpa1l9/atZPpsqM/08Z9+fInROTUeXwB3VhpLc8PcqGtn0a3kwoVZFscH6OwdoUeUNy7JZZV6Pz23iC17xEZkJrbEEHderGZiap5k4DdqFhDZ1Z3NIeLBjRzcv4u1eW4Sk8NcvNWXyspUimYnSnJLVmC1WmhubuD92+9xs66V3G3rUgfIgN7uo2LLGu7+/Aotoc2EW0PYA1nkl6TzweU3ee2lZ4msWc+e/QdYtaIYozIfm9dLQ0Md96puURsaZUXaRgkP4Xa5CWZnolVNU9PaxJJpEmZFCWiYtu5q+nuixFZlo0lty0uCrNm8i3379pDnUhKN9PFubT/TabbUBossnxbykECt0+EJpuEPeJmKZ1BYVEykppoJrZfY1BDVVa2kq6p5e6SdsYEwfYt6eqLjJJJaNlbu4/ihXZjFgcCnNm6+pAR85jIZJC7rYNHoVTwUEjIlxefBrHIOHdpDoU/LXGcNVzuG6OoCjA4OHDrC5rIMlmbGePXDcOpsXFyvUJKRv5LjDresorlwvpq7NR3krMtmadnhVOvMrN+5lWtPXuRObRNDoTAWXxalRYUE3WaaP75EQ0cPFcceZf/m1bTeepPWcBeWuzeY7bEQaWkmOmmlOSfJ2KSN/+krx1iT5cBliPP2zcaUsylnIz0I1HobK9dXsH3LJvx2LWGRtdbRyXRaKRlFG9i7aw9FniSNN15n487D7Nq1E5c+xlBHHa99fBfFnq9LeB+fz81oWz0NNe3Mq67SZdcTCTUzo3HJg15Rai9spfAfM/LWc/jIHjLMMcZb7tA0OcpcfAnzf6Em1upwsunAQbZsXsFouomPmn9OZ2RIysN9LGexXhqNEqPNToYrU8IB5Obno7ck8A4ayclJ4703aqi/10DS4CWkXiTU0YbVUsp4vgOHK5Otew+wZ+d6NMrP48h+hjn+nr0QrCk1+3LqvpQNQSPJ02rc/kL27tnJlk0lTIdraHk1QiQSIqFScujIMTbme/BblHQ9fT0FnSCQXhRK3OmFnH5YT0tTE5ffq6a6pgV79kqZyKBQiGaCBsorNvHarae4ebcB51Qj1uxCVhYXEHQZCTfcoqqpk5U7HuLEgS2EbrxCXXszi44AC9FmBiNtdI9YaWkK0BWK87V/dZQtlWV4TNA/+fov4WILL1VP+Zot7N5RQdChZbynmXc+7mB8pgR33lqOHdhLcYaFs/cuUbRuE4cOHcCUnCIxFuYvnnyfmZPr8QcCeH0upgcjtIV6mNFfYaLNwGB/Fz1TSQlbJDZsBfFEU0NfRhH79+2kojyT0ZYqnr8SYSEp2td9/iF43Wp3sHvNLhnfDfi0fHyvivauYczCVxU6UPqKotm1UlYXZKSlE0wLkFtQiGlUhcsVJS8nndo3Lkrduqi9Rk+rmbbWdoaNMDo5h9OdzuotB9m1c62sFrgvY58f0d/Td2SQLBq6p3SoCIhEVYLwQT2+bMr37qZiXQ6O+ACXr14m0hshnlhg7749bN64goAFapt+IuMoQVvxz+LL5dTXz9DS2MyND+7x0Yf38BWsln6VBBtRqChetZIrdR1c+7gB93QD8exyNpRk47Do0LZV84vaDsp3HOPkvkrm+u9Q396CcdHMhdlB+sKtNFdN0N7eSmd1F4f++A+p3FREeY6d1kjfL2WSCwFVU1y2jgN7xeGijpGtK7he18nETAGW7A2cPHKQtbl23u2ux1dUxq69e8lyGZnrD/HRv/wLppTH8KelYQqmMzHYRm1DL+mWW8x1KRjubWc4aaJvcIy4EIRlSMNAMIsd+3azociLfqqb8xduMRmLY05+MayJ2mQmrcAtoVqsNgMr12/A/m5VyjcXm8HLTqPUX1KBKWVzQ9EcUSUai2u1aAQ0oVokFCwx2hdhdirMa2ef4KOLLxNbmCHS1UuFpZDp2VI8GWmsXrOSoN8rG43+PeX+38q0f7fZ+1sh69/+mwq5LFq5hn/xZ/+RdGuqe7BK4KYqkswMjQkrid3swWMzSydfYNwtzsRJzEwzPT3NvFnBeLRPbgKI8hPhowiFmUguEVuMpQJRlYHikkq+/sg2NIl5RiYXScvJw6Qa/5RDLGPXZcO8TDehB2UeWYKxwQiRjjm++q1c9AItXzyUOvzBLPLzsmXTKv3CWmyW12mt75YYZWIcAh9HNK9bXFxgZnJUOjfi0vu2I/U8ZUge/BT4Zck40wkRyHk5fOpRVqZbGB2fYE5hpDjLTdsg6I0GMrJ9qUYW0r9O3UGObfmHGEMyoeY+3KPYfBAlGJ98MsnEcA///k//hFFVOjt3bqJs5SruRgQ2V6qL+YP7SUUdY3RwiMf/+ieMa4v5X/7wETL9VqJJBSpx+raqlHy/k+LiQpIaG+lOFYuiu7cMpsQmmRrFkuyN9OC24omghyKeRLk8MFFupFTGECD3OpMenV4EeUkU4oMLovxDelCyoYFOlFjfV/aiQ7PA9VT6WFlejtOoRlFSjNHmpzAjwHXptoq1VqJS6yROkMC7Umh0LC5JU/uZcf0mXkielDCU951mheyIKuYnpysaRYnSnQsX+dHjz1OwbiuryleR52mS2KXJZKpJUkKhYuPeh3nqT5/i8pX3eL9ewQ8eKqM8w8pfBHO4XXWPhsZ6/tkfv8LRb3wf93QL79wKUb5yFQWrNzI5KRr7LZJIaCRXS1IsxdBY3eQXF1NamEVhQQlbDugIeqwynF8mqxQOreCd5bUSTuocy4HxfdoLJ0hM6NPM/YCA4o8K4ksKHP4AZatK8dsMlK8oxur0kSkavqDFIgyy6tfvLP/gaz/zJEEirkKlUMsxik7Hohzx/kPg1Y30d/LMj/6axv4YlZVrKV+3nustIQQ8xicyk7pC8Ga0u52zTz3PqCaPf/69R8gOuKiuF7Kgp2RVGTluM7rVpezTOcj321N6SmRtoJDjUMe/iF6yBADlMq6WWp1EoZgimYwjuizr9Tq5ES4wvlhQpmQiCTqdAZNOyM39GUEiGWdR4aK4uITykgwSJUVsTuooy8vi2vuphRP8qdGIJpep5kgKrU42PHjg4H5yu9/IM3EIRVKTasaiVKLR6VHOfhLyiAYLVy+c4+kXzuPNKaOooJSirl4SMcG7iZSOVulYteUIiWf+Le9ffp/eriUOVZZTsrqIP//zINdvfEhDfR1//r//EzY99E388V6ee/Mjdu3aQnrhKqJDMRKxVMVFSvkoJHan0Wwnv7hINosxqNeyZouSohzP5xqPaTU61EqV6P3JgmhaJnDQPsUhQgSSSQUp+NplzpE4a2K9BRmTxJbAGkindFUZxWlOVpSXo9KayfFbiaDGrNfLplu/jQBMDCGxJPSxkDXR41SDOLyQxJU/k4xEe3jy7OOEovNs3LiRsrVr6Rtqks0vxPw+0Q1CnycYHujm6R8/Qe+8mz/5o++T63PR0qWUc8ouLaa8NI9ESQE7kyryM9203RU2NHUXIZOa1HnKZ3hM0DQxn0QpVY0CcTihVMxKvlZrNZhMKYxBhcBlnBeQQ6kp6PQ6iRcvGm7ctw1CXpfQyU3GlWWZaJQr2KwykVdaQGPzbRC4kCDxWHVaceigRKHRyrflBp3486cn/ZmRfrkXQsaSSyl7JtZZo9WheNCYRXS2X+T29ff4qx8+Q1ZRKeUrSykuHGFe6vEUwYQuKV2/i+Cr1zj31jso5udYv2cPheW5/Ot/m8nHd+9yt7qK//Bv/pi1e77KSvcSP/nFRSp3VpKRXUb2YhfJeZGN/om9VySWMIpDu4ICVqwoJFlSyqatx1hZkvbZRj8CN1AGVCoZEC+KHgES3XyZz1PxnRSxlD5JHXwLaglypkxFUsLLKJUeispLKQw4ULECrclJVoaPDxQqDFqDxKyWmxxfjtT/9as+tbYp2b0vzQpUKr3EBRf8oNWrUCtTmIfiEtFARiHe16il75KyiKJoZ5Hq6xd57LFnSCsuo6Qwh3Ur85hVCT2TwhAVPkh+2Toqcq7w/hsvYVAkWbPjOCa9kp62Kv7irx7Du+IQ3//2Udz6RVoTSzi9XopKy8hPc1Fcsgal1oIl0UVVMi7HIsakUYsxfsoILNMaFlAoEsv/lYiDtcXYrMQG1pgNaPUiiUFkWoo5p7q1q5RqjEYbaqXwxZdpIvWaAosnSOnqUvwWPWWlxdicHoJOA3VCRsRAEN3ZDei0agkbIWinnBPtir/gIT+flHMQVQxCZkVQLrKuYwnBl58oB7E+wgwsM9XyzcQNlv8nFcSSamy+PMpWr8CpU7J27RpswQIcmlnEnAxandwA/MKxfMHw/l69lRJKOWVpwz4hPWqlHuEHCr7XaBWolcKBEWFa6gBcPBeyIAJ6sRqCvqJpW6jqKv/hL/8z9oxiSnPTZQ+Tvhlhg5bkpwQOvjuziHXZNmquvIVRkWTjgVM4zFp6Q3X86PEnUeVs5PvfOUbQbqBd9Aox2igpLSXLa2PFitWoDXb89jjvJeZTscKyLIjY4/O+TAylYg6FCDiSIt9CK30zcZCpsZokHrSYo9CtanVKFkgqMRhs6DXiUFfwYOpawYsaQwZla8vIsRtg9SrUWovsIROSO4OSQKhlvJGyKxqtEpVi6YFtkjf8pR/CNBp06uUKN7FVFpOVoSnxErKYksf7+krM4/7SSXFafmMpqcLi8FJaXkKmz0lpaSk6kwO3SYtKqcJ4XxbuG8pfGsff55eSb5YTMFK0Xe43I3WkBr1W0FCJRqtCq14UDrfkGXk4rxC8o0arUIhuCPIhKj96mm/z7/7s/yKtdBNFmR42rC2RMAsy3hburUKBOz2f8jQnN999EUNygT3bH0KnRvYg+PGPfiIrbv75P/oKmX4L7b0JVCo1hSKGK84iv6CEzbtU5GW4qE1OPogHREOzX7YLqVGJ+GLhwecEqvBSHJk5rrFaUvHGfT9KIezGcuxttGKyuqULJ0VB6mUFceys2FBKhkFNckUpRpuH/AwP7Q9MkrAvWomvfZ926qWFB7H/Mqk+80v4l/H5ORLxlE2YGOxD9D9xumwMJZOpzN5lO5GIx+Xhcko6PrlNCjpICLsaq8uBo2w7jz76KLtX5RCPzcveRwabB4t6Er1Bi8Go/2Jb9cktf/fsS1DgARt8iWt/d8nfUQpIB0Ghkt3+RDdYs9mEyWREr9PKTovC9ghHWmz+CqUgulN60nPIWVFCW/1tnj77PM/94ic88czreNLSqVyXi06TwmRpr7vFi298iD17NRk+O/Nx0WRjnq72Bj68dReB2aiVDq3I6BEKLLURJzealh1l8Z4ILoXLEu2sZcLsIjfoSgXHYlyKca5eeJnHHvsJP/rRf+avHn+KnugkOStzJcC53mBAa5inqfku7737Fk+++KZ0ksRchBaRcxPfLQIG4dwqFcsZXArs7gDrKvNRL4jGQpNMz0xQdedjuqITIE6nhLMlnCp1aoP7C51WeTrspNjVzaXrtwl3dVFbU0trqFdeL2emUDE1EqY5ssCph8/I8r50txnFdJsE8xcGTnyXDJqVChamRnnlZ4/xXtUAR45vQ8ssA9FhPAE/GRk+cgpXsXnzZvx2DVOzMxg9aZQudnHro2t0hNupqqmje2RKBvmf9i2EORwYCtHc0clAXy/3GrqY1hViEwpXfr8StcaI12+iu/0OTa3tRDpauH7tKtlrcrGazSwtxhno68dkdJHhs+LLKGDb1h3kB4JMDQ1K10huFixnTMlzVkn71BoIMfpCOv6a8qVU6SgoddPScIN7dY2E2tq4e7OKkeGp1HoLIxmfp7N7AJN3DV//6hm2rl+BfmmWmbFRYtKSpvjQGSzg6GoTv3jiKRy5pRRleWmrusl71+tZu3kv3/+971CxOodQRxfVzQMUlWzmG197hIq1JRJHemp0RDaYEmWd/b396Dy5pLvTyMouZUtFBQG3icnZKRTJTzZJJH8mYrTUVNMa7iHSGaJ/oJeM/AAWs1HSPBzppjPcSUu4n4VESpYkPZfpKx1SNOSW5uAP+MgrXcPWrVvJ9hmZmBiXjTcEnwmPQ3zfb+NhdbgoyhvnygdXae8Mc6+6nraObil79x2YiZFe+ifgwOFHePj4YXK8NnQz7bI7q8y5XaaLOLsQHWbPP/8kHzf2cvDobrSKOUkLpy9AdlGQzOwitmzZQppNzdj4BBq7h1zlDDV3PqKlLURNTQ3NvVPyQOuz81UwPNZOQyhET3cXNbURFuJ5OMzWlK4QQYxWiz9oZjjaQENzG92RDi5fegd9lh+v00YytsTw8DBqrYNVfjveYA6VFVsoDAZYmJoinhBBf4qnRDCkUgj9KtZc6KCUM/fbkAYFanILA4yEb/NxVQ2htlaq7txjZGRC6lXx/QJbOdTRjdaUz5nTp9m9ZR16FUyJhkFxESCJMaowubLYt87PpVfPETf4Kcz2E669zVuXblO6aTff+b1vUVFRTl9/P3dqO8kv2Mi3vvlVtm5YhUG5xMzoGPGkaG4kSuwGUNjS8HizycwoYsvmzWT6bQyOj8hsjBStUqskqNZRf4/Glna6wx0MRgdkozihg0aHhmjrjNAZDtPS0cfcYmozSF4pZEHQWP7XkZmbQdDnIbuwnMrNW8gJWJmZnSYujrLkEqTW4ze/Dgr0RivFRXDvznWa2juovVdLqEM0vxB8IUarYHK0n5FJBTt3n+LMqWMUpTlRTgwyPSEgXgTbLsuqAhZnJ7ny1it82NBDxZ6t2I0J+nr7ZLO/vJIssnMKqaispCBglFADSrMDnzZJ/d0PaWlro6b6HjVNE8v29rPSMDXbSX1bEz3d3RLeZCbuw2W2St0pgiq1VosnqGN6poXGtjZ6I118cOk8c2YzPo8D0dFDNBURmK+lHi8ut59NmzZTnBZkfmJCHiAImBwxH1m/IvhL6q2UfEhbnfrx2YH9mq8USjVp2QEYqqGquppQawt371TJ5oD3by0gEMJdEfSmDL7yyCMc2LEJq07BzKDY8I3JAwWhbfX2IDs3lXHrwtuMTCVYXZTFSLiRV167QlrZZr75rW+zZf16JscGqW4MkZG/ke9+51F2bVmPWTQhGxwmkRTBqUauW0xjIZieS0ZmIZsqNlOc66dvqF9WONzPrE3JoZLOxhoaGtoIt4fo6+nF53djM5uZn52luaWdcDhMc0c/U3Mp2U3JkrC+4iG2JTSkZ2WSXxQgmFlExebN5KQ5ZXO+hAiYRWmxMrXhkrrmPnV+E79TukRUWw1Ho3R0hGlqCRGOzpAUh9Ri432ZF+7rR2EHnL5MYlOT3LxeJatA7lVXMbq4uMw3yGar/V1teAvyOPPtRzm8TzRjVDI6Nsf0XKoaRuhdg91L0YpVEhd0YE5HfmEuU70tPPb//hVDCi87t6wmPjPCyPQcZk86DpuXvII1bK7YiM9tZHJ6CqcvA6NuikvXbtPR0U79vbtEBwYf6HdBJUG3RDxBJDJAqLNbVpnU1Hbg8WbIZkPiIFbMTyOaX3k9NH5cRVNjiLaWRm7VtGC2Z+GyiOaXCwxFR7C4nLKhbUn5arZu20a2V8fQ8Ljc1BDrm/KdBWemdIT0r6VS+wJztzxAIX+i+dStO420hyPU19axmFSTk+5BrVEyNNROqL2d1lAzgwvzknXu62VxrVgXwU1KtZ7CFQVkZaVRWLqGyoq1aJmTmYyi0aw8xJGy/pvgn/+x7iGWSOjTiYlJWlpDtIVCtPZ+Vt9LPblsn8Ts7e40Eotxbn5wi87Odu7euclgLJZqaqpUEo8tImTBll7Iqa8/ysmjB7ColIyMzMoGppJfRDyjt1FcWkK0s5GOKTUZ2VksjvXw1I//hpquSU4e2sbS3Dj9wxNYPJk43WkEM1ZQWVlJwGuVTSlFs8O0dCVXP7xDW0eI+qoq2Zjs86ukINIdlbZa+E737jahtwRwWI1SWsQcRVagw+2hra6RmupmujpauXbrHklTEV67HuXSAmODo9LGpQWdFJauYvO2reSl2RkXjezup0vc1x/SXqa2OgT73efdz48t9c7s7Bx37zXTEgrTXF/P0ESMwiy/hAocG2uno6uL5qZGeqZmU3GE+J7lmwn7JeRBodKQmZNJXm4W+VIWNuJQLzIwMo1CJlWlZPW/NZb/0hj/R31f0nF5s3ZyappQeyftbS3UhwcRvkJKh6R0mfTnBL3jYLG5USypuf1RFW3tndy7c5P22dkHB6SiwqW/swODw8/D3/g9Th07TNBulX0yJmdTkCbSLphs5JcUEe2qp3PWSEFxEbHpIV79+U+4dreNQ0d3oU5My0azekcAfzCbQLCEyopKMoMOxqYnMZmdpOWnce3GLdo6O6ituktXV98XLllPd5TG1jC9vT3UVTeTSNqwW/RSn6pUIktWi9lmp7+jU/69u6ud6zdvMaQpw2c3oBBNOPv7Mdoc5Ho9pGWvoGLrNvIzvUyMjUg/W+whiPhOboR/6qBUyr8ws1Imfnl4qVgkMTNG652r3Kuupq2hhrfevSKhS4IeC8n4InW1LdQ3tFB/+yZ3btaiVAvbk5KG++tzXzhEpq/Dl4V9fpTGukYm5+cZHojw5quv8kFVo2zaLa4R875/zS+P6nevvzwFfpfZ++Vp93f2SrVWT3peCWRmykZMn5mICLjUGlzpaaTHY8hMG5UKT2YxZ77yTaYWnqHq6gXuxOOYsjZz6qvfZeeaXMa6FihbUcatuhBvXrzDwT/7Lv/zD/o4+/J7PPuLMPElyCmvIL8gC+1ojPTcHBwBH1qtDovTT3FhAU6zURpiqz9IQWkxFrOegXvdlK/ZTdDrkSU5LpeX4qIsouE6Brvq5edFoLS68hBf+/YpSrK8jCytZd+hjbxX1cxLLw9it9koKS4m3etAq9biCqZRXDyLUXa4VuFweykQ4zHrcfqzOP61P6Jj6K/56NJLVBmM6Ew+jm0VpRxGjCYbhQV52MwCg+eLHyJQcQayOPbdr/HDn73BY5EaJkdHUZhd6PUGjM4ANq0Vpy+L3atyqb13g6FIFZGODlYUOWT3bIvVitdgwWTWEHQlGI92c+faXZwePTevvsXtq2B3ZXDk2D72H9/NlfMvELrjJDo4RNmm/fjT8vnun3yPx559h762aiZHoqitZehl9sZ910ScSCcY7Kzj3ItnyfFaaR9a4OQ39+F3LJLmsWMyaNDqjazdvpubjU/w+svPo2eG3ukgf/jdffj9JpkV+uHFd8j8xhm+93vHePGFX9Cal814fy+B0vVYLVY8eUFMFiM2i5Y8v0tmCwk6Gc1WAi79b0XBqzU6Vu0+Td4H/443nvk5NpuRvt5+1uxYgzgQ8KZlYLLYKCsppLHxEhffeQNFfAZjdgCrXYtKb8Dhc2HQqmXp4tptlTz20rusr9iA22Zmzq2hr/0uTw8O4DYnQGXhoQNbSXRZuV4b5vybrzE3Mci8WofJpMBod+G3GnjvzfN4Pd/i97+6gcvXztPffoe+nj5yN+6TXX/vO4BKlRq3083YnSpePvssuvgoCwonpw9UYI33c+1GFWefehKDKk7/9BLZDocEwRfdlu1WowwerG4vRoOe4jW7WNsW5vWXztKY7magO0Th2t14XA78mdkYjYb/QjT4xTz+q74r5uLwZ3Lo0R/wn/7yaX7a38zM1BgKvRuTQY/a5sbrMeNLz2F1QZDm+g+ZG6kl2heheIUbtUaB1WZHrbRgMBhJ8ziIzQxRe7sWFBqqP7pA/S0FOp2d46dPUHn4BO9eeJlwjZuhnj4KKw7idqfzyA++wdlXLvDYj8JMj/VjcnplSaqQhE+kAYa7Wzj/ynO0BV0MT8yx98wZsu0xAt6IzPYwGE1s2ruftsEXefWFZ7BpY4T7lDz67YMUZFtptBi4c+1D0nwP85U/OMlLb17kZwMtzI2MSHzm7WYrdreHpMWE2aQl3evBIOBLUGA0WQl652XH+1+Vvr/q54QTVVp5kO0f1vP2809hsRjojfSxZvsaNBodzkAGdqeLAnspvZGrvHfpLVSJGSaVOrIcarnJLeBBjCK7WWukvHIz+lc+ZM2mjQR9LhYTRvq7qnnqZ10EXCrmFjUcPbSdWKeVy7caefONN5gZ62d2aYlcpxa1yUqm18IH710gO/gdju3ZyLvX3iHaWcVwNIKlaDtOh+1BYCb5yOZgaeIGrz73NBbtAjNKCwe3rSffDdkXP+D8S89yx66jf3iakjU+ma1pd7pJWgzyYNPucmOy2cguL2brhgauvv0S3XUBJob7SCvdjMvlxJueg1l2if80V/yqVP5vfE6hwGB1sfeR79P8Nz/jsb/+IbHpceaTWgwGPVqVDa9vAV8wi1WF6YTbPub12Tb6Ip14ir2oNQnUFisuRGatmaDXTXxmmKbqBpaYp+7j9wnVfYhaYWTnwf2s376b969/wGC4TjbCsOduIS09hz1H9vL0c6/w7FPdxObGUTuMmIyfxZ0XOzpTI928/epzdGQEiY5Msn3/UXKzXKT5fVhNOvRGMysrd1Ab6uWd11/htklFe8s0B898ndK8DLqqjVy6foX8zEc59Q8f5RdPv8rPRyMsDEexZK2kwubE5nThmbfJ+Qh4JZNebAop0OmNBLwu9NrfJE7scpCoUhMsrmDf/ht8dOE1mm5b5UarL3cjAhbD5g6gcLrItGhpbezkg6sX0TDHwOQcgQyT9I8cDhsWkw6N1kBZxWY8L16S2KrpQTdz9DE33MrTPxsg3W9gJqZl544tOBeHePXCLV5/7TWYHWJ4eppggR6D1Upebi4/f/ttnMaT7Nm2livXrvH0QAtjQwMs2fNweRwPykBF0GYx2TFj9jovAAAgAElEQVQtDfLOueepsoosdwuHDlZS7FewsuAOF187S53TRP/ILCvzHPIQ32Z34VmySDgrq9OJQmMlq3QVhx/ayduXX6On2cfMYC+Bwgp2uB24AlnM2i2/JbsAAiMxp2gNlnfv8uLZn6NTxogZzAjfx2iJ4Q2myWxvEeQb7U5cLjWBzDKO7d7AhQ8u0d36IcN9PTiLKlFr1NhsDjRmJ3nZa2juu8yVCxfQx2Zp6p7Hlm2TcDAOp0tiiWq0RgpKVpCe7iOjsIisNCetVy8RikQxutN59/yrvJ9MkFW8im0bV/LwlnQuv/kMoWovQ0PjFK7dTm7JBk7uH+LJ997k8WYHU9E+rJkC2/izTezEwUGopZqzL76AR7nIpCGDrx7Zj36kHZdjCb1Wjc7oYMv23dTV/YxzL5xFp15kSuHi1CP78bnMZGRYuPXBZTyHt1FeksZbr7zIPbcV0X09Z/UB3A4Hbp9XJm2YjW58gTm5WX+fdg5S8B73A/H7mkq8VmkMWExWqm9d4dnBZubHRlm/7TDrijLRDlTSeO4iP/3Rj4nPDeH2udBpVYgYwuPxS3ugMplxOxfQqtWs3XmI5ugLnHvxKbwmJZ19o3ztWxW43Epc/nSZrXb/u3/3+xMKiOrI3OLVOG838eJTj2PUJJk3OjCaTOiNKrxp6ehk414B82MnEPQSzCljZ+UGzr31Lj9tv8nMaC/2wGqZtGOz2fGbneQXFuKsi3D90ts0axM0twyid+bIDD+Xx4vZoJMyVlBcSlZOFgueQtJ8dgY6PqSluRuD2cmVC+f4IJHAnZHP/l1b+P0z23nh/LOE6/0MDgxQuGEXaTmlnDj2KE+99j5/I3hoMEpCb5M88WkfS2S4d7RW89wLOtK0S4yOK/jKD46hG+vC456UdlqtNVK5ZRuh1qd4+bmnsOoT9I4m+P0/OiVjkrxMM/eabhLNP8bWrcVcePkszUEPE8NRAsXbcDjsuANB6dPqTQq86SnaCR/CZHXgC6Rgej6h/ifPVGoNNouZhoZbPPvzIWaGeyjZ+TU2lmbROVfOzdqXePGZJ1Ezj91nxWLUodEZsDtcmPRatEYT/oBbZmGLqr6yhlbee+tVam1aIuEoO44/itvlwO72YTSkYAk/+fbfPRMHfEIWAllFuCw3OH/uRT4yaxlTGiiy29AbLTi9Acnj4mBAazATzPDjS8tl3/YK3rp0kx931TE/2YPV7UGnUWGxWPF5ILfYSV5NI9cunKNRmyDUNozSmY0oXrA7vdgsImbSk56Tj8fvQ5+bS16Wj5HuuzRWN2J327lx+R1uX17CHsjlwKFDfP3UYZ4//wbjvVVEo4P4izfJBI9dB7/NE0+/wBOPt6CYGCGm0ks/X/Dg/UdqA7qO5188S7bdSP84HP3WCfyGWfxuu7QLaq2BFavXs+FeM++89jJ37EpawxP8k3/5A4ICEtBn4J2PLlOa/zAPffcIL73wBG2ZaUwO9hAo3ojHacPpT0NrtcpKXVcwiFarkYeCOpOZjOKgzKD/bBSUCooEfe0OO3rVDOdeeR6rapH+CQ3/4B//UwrTffStWMmHZ8/z+I/65cG+xp1Jtt8mN+VtdidBr0pWqugNZtKDPswmI2l5a/nWI5t59tX3+KuhdhKz48yrzOwpy8dmUZMW8Ms+Gb9sp+7T7He/vzwFFMnP11n8d92tqamJwsJCuaj/XRf+7sO/NgXE0i0uLtLb2yuxIkWW7qeVyRd+gejKPj1OU10NSpOTouIyDCKgWtZBQgHFF2bpCncyMrlEYXEBdos4dYX52Wm6wyH6oiOIHiV2VxpFRTnS4MXmp+nsaKcvOkZSa2X9mlKSC1MSI3BsWpTt6MgvLiXgsTA/NUZHKILS4iInw8PkUA/h6ARZucVk+G10t7UR7h4kPT+X2e4uFhx+CrLTsBhUdITa6O6LLjfuSRUsiQ1jtz+NrPSALGVKxObp6eqkM9KHQm8lPeiku7sftz+dvAw//eEO+ganKFldjt2sZ7AnRGRwGn96NgGPHbUiSW9nC6GufpYSCly+INk5WVgMGkYHe2iLDJKeXUB20C03isQ6DA0NEYvFCASCMlgV7y3MTdJUXc/o3II0ShajAX8wQHwyyqzCht9nZ7ink0jvoMwadjtszM5MkpZfIrNXYugwaGKMTC0ScBjoCnUwl1wiHhflHwqMFivZufnoFfO0NTcxNh3H7PCQnZODy2ogsThHa2MTw1MzEotVa3SQl5uN7UHjhBiv/vCHnP84zNFTezEbjLj9mWRn+lElZukenMTr80saJWILDPaE6ezuYyGhIpCZR1a6VxSeMNDTRXf/GJl5+bhtOuruVjOxsIjOYCavoBCv20JbbQtKqxOvVcHgyAxpmZnoNTAS7SU6q6IwO02W//43+fcLmTr1poDt6OnpweFwYLVaZfaSKN0c7g3TGuoiplAjNuvEBpDbqqG/u49AXjHq5ByhllYmZuYw2VxYtTCPlqDXwfjoFMJAsjjJzbdf4i+evMFf/uQ/sTIvSHxxlt5Iav3i9/kkI0Bifor2ji7Gp2blZobVoGZJY5SbYlPRbrqj0/gyc3BblHR2dDA8NoXR4pAY0m6H9QHOmShx6Yt00TcyweLsNLGEyLrIJzPDL9Jb6Y2E6eobQKU1YbMaMVucktfb28NoxemyU+CY9aA0+XA7zMRmRmhpbWdiZhG91UF+Xg5Oo4ZwRw8Wrx+fS3SF/fWKPQTfT0xMMDMzIzH9NBrRsEbAWMzTUltHdHwatcGAxWwjmJYm8YrH5jRk56QxPtibyvhVqfG4XSzOT2NxB1EsLoBGj9WkZGBkBo/TSk9rC3OJRKpMKwkanY68olJM6iXaGusZm15Ea3ZQUFiAy2okNj9Lt9BPI+NodToZ4BaWlMgDHpGNIfTX9Vef4xdX2jlwaBtOow5vIJPc3EwSC5N0DwyTlp4lZYdEjKG+bto6ulhMKPEEM8nPzUS5tMhgbzg1xrQsPDYtHc0tDE5OoTNaycjKwWM3EQ2HiRudOM1KBgfH8KenY7MYGOqP0De2SHFhPgbNJzr5v8LyX/gnsQYCdiEajWIymbBYLDLzbWkpzuTwgOwcPZcQ8BN6nG4/aT4b3e3tmL0ZOE1Kwp1hBkcnJI6122ZgbkkpN16nxkQ2mxeDOsnNd17m8Scu8yf/8c/YUJYuO6+LbFuhc8XBnssXIDc3h8XpMcIdnUzOzsuDHbNBg0pvJDMzk5FIG5H+MbwZuXgdBjrb2xidmEKjN1NQVIxHykIqQ01AafSEO4kMjJCMzUlZ8AYzyUr3Y9AoiITbCXf3odQasFosGE12/B4LQ9E+kgaXzIIY6u2SzQ5FBuT85BDtbW2MTi9isDrJysnBroNobz9ae4CA15bKbPxCCv9qb96XhdnZWTwej6wIEZhzscU5Im1tRKKjEnZErzOQnpmBPjFF73CMQJqX+fEoXT39slmP2+1CkYhhtHtQCeiKuBK7ScHA8ARej5vh7i7G5mZlKanMjFJryMjJk1A6kXCIgeEpNCYb2Xl5BF02YvNzRNrbiI6Oy+9Xa/RSrwRclmXbtcSN157n3z/5Pt/87sO4zXqsDh95uRkYNUu0dfXj8AQIuqyI5pACRiLc1cP0QgKnL53cnAzMOgXRngjhSJRAdr7MAOtoamJgZAylRk9OfqHM/h3oaGcGHX6XgYmpOWwuLzaTjumJIbqiU5JPnJZU+e6vRvXPfyoejzM4OCgPWsVGgLAxUhaGBgiFOpmKLcnNZYPRRm6Wh9H+HhQmP3aTku7ODkYmplDrjLjsZhbjS3g8bqan5zHaHZjVCRpvX+YnP36dE3/4jzi2bwPCVgpZDnX2sBhPYnO6ycnOQKuIE2ptl/czmS1YzQaSKi1pacInGKK1M4rF5Scr3UFPVxfRoVFUWgPZefmk+92pEn8JA7LIyEAfLZEBhK8TiyF9l6zMIFqlgPXooa2zm6RSg8ksbIOLtKCbaG8XcxjITnMxEo2ymNQT9LtQLM3S2tLM0PgcGoOF3Lw8vHYTvV1h4moreTkBmS34ecr+6u8IWRDwX1NTUzidTgkDJeyC4MW21mYGRoS+sWDQGXCIwFsXp39wimBWFiZtktHBPkanlWRlB1iYHqezM4zwK416PXqznZzsIOPDUdnZ3GFS0xfpYHB0EtQG7HarhApxeZzMzUxgEiWjGgUt927wxHNvsevM9zi+ax1j/R1EuoXMCUiqFOyB4Mfs7CzRlpzWthDTc4tY7E6ys3OwW00kFmZobW5heGJW2hWL3UFmVhY2swGR87owNcILP/0RHzWPsefQblwOG+lZuQR9TubGRhidXcIX8GM2aqUsiYMdIfexhIpgehaZ6T40ygS9PRF6h6ZIS0/Hqo3TFupgai6GweIkLy8Xmy5BT/cgBpsbo2KWwbEF0nOy0Cnjkh+mYwYyswOoSMrsRyEDwk8SByuxuWlCbSHGJmdZXIyhM9spLMrHatKzMDNOZ0enxAS22EwyOSOQLqDYFujq7sXtC6KKzTMwsUh6egCjVsHYcB+h9jCzi2Bx+ykvyoHYPN3dAzh9aXjc1s8csP7qXPQ/xieFbRY2QciDzWaTsiCU9+LCHBFh4/qi6IwWTAYdDpcfp0VNb/cgnrQ0XHYTg31d9A/OU1yeT2xmirb/j73zgJOquhf/d+ZO39ne2V12KUvvIhZEQVCxt2jUaGJMYmKiMb343vs/X2LKy9MYU9TEGjWaWIMFUEEQRECadKTtwu6ybO87fe7/c+7swNISYGdmF/Z3+QwzO3PvOed+f/e03/md32/7DmOsqRbsba5UCosK6GjaT0hzGWPYPTt3sK+2HpPFQXpmJqFAmIz0ZILeZpIyCki2a3y2Zimvzf2QodOu5bqZE6Gzns92lBvtlxFAWy1UKldLQ4cYxgWbNm2mpd2DIymFUqVQTk0m5G2jfNcuI+ihUoAqlz5Dhw0nPSXJkHd7wz7eee5R1lbpnHX+eYZhgxoTDS4poq2xnn31bZQMKjLmk6GAn9r9+4ydcv6QORILpnSgEcdlX0U5dc0dZOUPNBbbd27fEakLKemUDB1GihZg394q3DmFJNt1KipqyS8qIj3Vwf7KcmoaQ4weO9Rww9XY2Gi0q2lpaUYb5/d2snvXdhpbOvD7AtiSUhk8dAhZqUn4PG3s3rGd+uYOktQ2e5uF1KxiMlwh6uobcGfkg6+dqppWhpQOxmHVaa7bR9meSlo7AyRl5DJ6+GC0oIe6uibU1vWsjOQejzNO9Vqh5gpKDpmZmbhcSteg5s4eKvbspmp/HWZ7kmFcZbGlUpibREOdem7zSE+x09lSy+7yJgYNH4QW8rKnvJz99c1Gv2fRrAwqLcXX3kSbz0ReVgoNVXvYW11H2GwjLSMDM2YyMjPwttZiTc4mJ8XJrk1reOJvrzPuwuu4+fJpBNpqjDaw3afcO0V2yTiT0xg0ZCguLciu7Z9R19RmjJdLBg2J7PBTO0Z3bmd/XQsWuxOb3cag0uFkpLgMa+NQoIN5zz/K25/s4/KrLzFcN+XmF6L6cN3bTmVdO/kF+caiujHGqqmmrHwvnb4QmbmFDB1ShMMCNdX7KK+oJm/gYPLTbGzdvJmmdh82VzKDS0vJS3NR/tkOSMoiJ81KfV0T6XmFJLsstDftZ9eeNkaNK8VhtdDU1GS4ZVBysGgaoaCPfVV7jblP2O/HFwiRlV/MsMFFhhFga3MDO7Zvp6XVg8WRQna6C6xuSgfns39fJbXtOmOGFuHraGLH3noGFpeQnZ5ER2sTZTu2U9PYhlnpbgqKGVSQiyXsYdvuKvIHDiYn1WnMWU71Z/tEyq/GSF6v16gLqm92Op3/Xp93AhmIsvcEYPW1U9XDccLK3r52E6dBeZQcDlf2nhq3FeC1vzzFR9s6+e4Pv0xRfvopPQg/UtkbAyko388dtfzxD4/y8uvLmXnbXXzvjstJTbLFtCGOQUn7RBKqLhyu7O0TBfs3hVCK5aX/fJk56zzc9c2bKS1IwxJ1uP1vru1rPysZHKHsPcyX5MmW2dO8jzdeeYnHn5nPxJmf4z9/dDuZ7ogv45NN83S9LloXDip7lQV33z+Uv85lb73GIy9v4L9/9h1GlmQesCrt+6U/soRHU/YeedYJfqP81XmaeevVv/H4U3MYdvaVfPueL1BamHmCCfWP01VdOFzZ2zt3rhvGDPOefpJ/vPkWaeNm8s277mBkSW7Mxz56OISvtZ43nnue7Y02vvKNWynMy+id21YqFBWTIhQyJvVRZa9ynyZHYgkcTdnbEyOHky298TwE/Hz0z1f485PPkDzibO79wfcYVqB2AvRs0f9oZWpvqGbuX/9CZSiHG2+/hfyM5B4bFxwtn+P9TvULhyh7pS4cL7qYnneksjemyR93YiquypoF7/DEY0/RkjaEH/70e0weVRwNiXrc6fzbE1U77O/gvb89ybKdPr71vTvJz0r/t5fF8wTVFqi6oOqEoey1yKb/ePI+WtpKBvFU9opEj0b9FPuuNwYKpxgiKe5RCViYduVVjLkgYKy4HdxgctST++eXaluRM5Xzzp/FiCmzmXjGOJIckYBa/RPI6XnXyrpx0oWXMvDMsLH7QFk8yXEkAZsrjfGTpvKTgWcyZsJY0pMO3bJ85BXyzalGQFkHjz53BvcPnUyx2pYX3fZzqt3IIeU96Av9kK9P9g/lBs/uYsyEs7j3RyMZOXEi+VlqN4kcxyLQN8apyk2Zg9FTz+NLg0czaORYCnMzYq7oVQyMbcbudGZefxNTPGHDMvxYbBL9fd+QRaLvWvLrTkA168pVWOnESdz+nSyKho1myICD7mK6nxuLz47kDKZ/7ov4dJux26ovjLGkHsRCsj1Poy/IQbm8KR41li/cfS9phYMZPjgv9opehUrFwrG5OOvSz1HaFiA9ORIIvOcUJQUhcGwCPVb2RleLj52F/BJPAop/9BXdYhDP/CTtIwko/tFDbU00At1Gv+jj7xnZuWRkR9xCqOfnVD6iclDvsb0XG+OmnGOgUYMSNUiObfqnMvVDyx6Vgfo29nI4NK/Y/mUiJTOb5MyIkvdUq8fdWSjuynpIvXf/3P2ck/2sm20MH38Gw7vUIyaV1ynebpwsi393nWIfPZQ8TqU2Q21VH56WbuxeCIdP7X5BsVdbQ6N1ISqTnr9bKBk5gZKREcWe9AvHJhpti6Iy6O26MHDkOIoSITeTZri0yVBhmwz3Ib1blxT3qCx6WwbHflpO71+i/LvXhd5UduUOGkZOSanxfJpMOsrVUDyeUpNmIWNAUSSAkxGfVbXLvXccPkbqvZL075yj9aEvjJGyCouZVlgcdVob1zFbanY+KX1o7t2X5NAfa0S0P4i+q/75WP3CyezI6bEbhzVr1pCVlXUg0l9/FFJv3rNqIJXpvUVF+IzRVt3evJ9TMW9VOZUM1KF8lMrROwSUHJTfZFUPVH2I5aHSVsexGt9Y5nUqp6U4RSeUqkOSNql3pBltkxR/9Yrtc6tHIk73zq2dMrl2rwuqPYqtDE4ZDL1e0GhdUPylX+g9cah+Qb36wlhVPRPq6G91MtomqXtX/XN/u//ee/oP5qxkoOZt6tVXxkiqTP3tWVD3rOZt6r6lLhx8PhP9qU/pMJSBRD/sF5TMVV1QdULGqomuAQfzU3VBjZH+3bytqKjo4EXH+anHGhH1YKhgSDKpP07iMT5NVdDm5mYjEI8oGmMM9ziTUw2k8kenKqkKhtTfBk3HiSnupyk5KL9Dysm/ClYoR+IJKBl4PB7Dl7iqC2oQLUfiCahBQ2trK3a73agL0iYlXgaqLigfXMqvvtvtlrqQeBEYOaq6oAKDqfFRJABMLxWkn2fr8/mMvkEFjZSxau88DKouKB+Zar6mAsDIvC3xclD9guoTVN+g2iOpC4mXgcpR6kLvcD88V1UXVJuk6oLNZjv8Z/k7AQRUm6RiSygdhhqrSr+QAOhHyUIZq0XrguoXYjlv67GyVxUoOqmPZcGOwkG+OoxAdNCgAiKpAbRScIkMDoOUgD+jclAVNSUl1ZDBaeHmMAHsYpGF4q8ONXhTdUFNYkTpHguyJ5aGkkN3WSgZyETmxBjG4mwlAzVoU4O3aF2QwVssyJ5YGqo9Uod6V3VBLCZOjF+szlYL4h6P1xgfKcMEdcg4KVZ0/3060T5BTWKULNRYVbVLciSWQLRfUDJQ/UG0TUpsKSQ31R+ovlm9KwWXqgvSHiX+uVD1IFoXogZrIofEykG1SaouqIVA1S/IYmxi+avcov2zmjOo+iD9QuJlEJWDWgBUdSHaL8Ry3tbjkJuqcYy+egeR5CoE+hYBUfQmVh5Ha39k0JZYGajcjiaHxJdCchRZ9I1n4PA26PC/+0Yp+0spIguC0brRX+66L9zn4c/94X/3hTL2tzKoCb7IofelLjLoXRlEFV2qFCKLxMsiyry7HBJfiv6dY1QG/ZtC37p7JZNYy6XHyt6+hUhKIwSEgBAQAkJACAgBISAEDhLoFi/v4JfyKWEEZEKfMNSSkRAQAkJACAgBISAEDAKi7JUHQQgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBIXAaEOixz97uDPRwGOW31B8IYrFasdu6OxhWEUhDtLe2g9mCK8mFZkQJ755CPD7rhALKGb6PkMmC0+nAqomOOx6kJU0hEHcCXZGMg34PHd4gThWMzS5O/ePOvVsGoVCQUDBAR3sHId2Eze7A6bRj0TQjkm23U+VjnAgoKzklA7/Pi8frR7PaDd9/Vos55tt/4nQLp1Wy4VAIv8+DPxBCszpwOKyYxZ9PYmSs6kI4hE+N8cIhlAWvyaxhtViw2ayJKYPkgq6HUfXA6/Hg9fkxW2y4XE5DDlIV4v+AqD5BzbF8Xi+hUPhAX6y2g1qsNqxWi1E34l8SyUH54w2qeafHgy8QxOZQQYPtWCVgbeIejq7YBT6vao98YLaSlKTaIysmsylx5egnOan2Rw8FjcCDvqBOUpILm9HmqLFqEK+n06gLaqya5HIY8wUQOcT+8YjETvF5PHR6vDjdKTjsVoO00tGFgn46PX5MmsWQQyz9wsb+Xk7dFNX8TD3zobAZhzEO0gz/yOFQwKgj0Xmby+nAZgRji++9xlTZGwx62bxqBYtXbmHK9BlMmTDiYOem6wQ66vn7cy/gMeVz3eeuYEBOCpoW38quGqD2hirem/smra4SLr3kYgaku+JLVVIXAkIgLgRUfQ7621j21pusKG9i9hVXMm7kYOLcjMTlXk7FRBX/lvp9rPx4KUtXrMMb1BhQMpwLL5zO6GElWLVT8a5OvTLr4RA7Nqxk0eKP2F1VR2pOEeecfwGTx44g1S3BjxItUU9nC58sXcj6bfsYO+UCzpo0kiSnLEIlQg7hcJCGim28Pf8D6lo8qAmNbnIwYfK5TJs6AYc1psPcRNzSqZeHMdEPULlrM/Pnvc/OijqS0vK44MKLOXPSSJx26RjiLVTVJzTs28Pb/3yL/e2dmEzmyIKTHmLwqIlceOEMkm1i6BJvOSiNut/Txqcrl/HRxyuprGshp3gYU6fPZMqYwdgtUhfiLgOUwitM3b4y5r/9NlvLqrC60ph6wQymnjUZt/TNMReBan9a6qpY9P5CKlpMXHXtFRQXZKMH/ez+bBPvvr+AvfsaSMkawFXXXMvooUWI3V3MxWAoFP2edlZ/+C4Ll65m9q13ccaIEoN1wOdhz5Z1zF+8lsJRk5h94RScYiwVeyGg09qwn8Xz5rK/w8ElV19GUV4G4YCH7ZvWsGTpx+zcU4MjOZPJU2dx8YzJJNnjO06Naep6yM9nqz/mscdewJJbwhnjhh86+Q/52LFjO226l45OX5clAARDEWsMTYtaJZkwGytvuhEdMByOBNfQNAuash7TwyqEIDomYyVbWROYNS3y6jIhUEqJaHRBT2s9i999mX3JZ3Pu+dMZkOY00g0Z0bJNmDWzscoUa4fIcXiCJEkh0G8JBIMB2hprWbXkHf7vV3+g3prBqElnG8reg+F3+i2euN+4alMDnjaWvv0yv3n0GfyOHFIdOu/Mncee6gbu+ebtlORlxL0c/T0DNahu3beT3z70IIvXbqd4YCEtjYv5cN02/uPH3+O88aWYpEIk5DExxhnBAOWbVvOXBx9kU4PGHcnFTBxbKsreREhAWTOGQuxev4Q/PfQwjbqV/NxcwiEbJlc+554zIRGl6Pd5hPUw1bu38sxDv2HOxxtxp2XR2tLG+q11/Md/3s2EYQP6PaO4AzBBW2MNH8yby+6WDgiFqK2pobm1hYs/91XOuWAG7rgXor9noKyrg1Rs+4Q/PfJL1u/1kJ+XzYIPl7FmZwO/uu+bDM5PFwvrOD8melinraGauX9/kj+88BaO5DT8rS0sXbqMb933C665YBxi3BsbIUTHQI01Vcx79TmeeuZltNzxnDv9fIryM2jev5uXn3ucl+atNHZitrY0U9Uc4Eff+TrFWdIixUYKGDoxtaOgvbWBdcsX8fiffs8HyzcybPr1TBhWhL+zk+0bVvLi008wZ+E2rr/TzUXTJ8cse0lIEYjoLJvrqln45qs8+shjmPImM+mC8yjITqW67DP+8tDPWLa9kaycPKr37uK9xStJTn+QCyYPjSvC2Cp71fa5UIhQwEMoGDJu/EDpTSY0ZwoXzryIgDWDjPQkIExdZRmfrNtE2JbBGROG0dbQiDM9h/zcDCy6ny1rV7N9TzUWezIjxo5lSEkh5mAn27fuwJKSiS3kYdPGjdjS8zlz8kRSk5yY0GlvbmTDp+uoaw1QlGMlbDITDgUNRbEe9LB940a27CgjrLkZPmYMY4YVi3XgAWHJByHQ9wh4mqv525N/5s/P/o1de2spGZFOdCGo75X2NCyRHqa9uYZ5r81l2/Y9/Pwvv6Y0LcQff/MzNm38hPJ9l1GYlXoa3njfuiXVj9VU7GXL2m0UlE7nJ9+7iQVvPMMTb0XPAH8AACAASURBVK5i82eVnDV6yKGLrH2r+KdVadTCc8Dfwt9fep75H39KSsEowmoLtUQDS4ic1ZqG2i63e9seajrdXP2l27j+4rMhBLmFxThtMR3iJuSeTsVMwsEAGz95l7ff/YhRl97G56+Yzt6NKyhv0vB4vYSlPsRdrMqSN6doKN/84U9o9/vpaNrPi088yYK1HsaOm0SqXZNN03GWgnrM1Tbpsk2fsGHtLs687la+fPPlPP7gQyxfvoY9lY2U5KYdOjeOc5n6Y/LKnUlV2VbmzFuEtXAy37jtSuq3LuWx5+fw/EvzmD11FC7Z8RGTR0ONgZqqd/PXJ/7Mo0+/RG1jGxMyxqAUj2ohtmzLKj5etJjswjO47abL+Ojtl1g4dymzLrqUwmkjYlIGSUSpGdWu1w4WvfUKjzz8MKu3V+IJhFFGjWqMtG3th/zqlw+yYNkqAmQRCqmFKbEKiemzo+t0Ntfwt2ce5bEnXmT3nkrGpY1DD4VR7g93blvH3+euYNqVN/OD793F0pf/wiPPvsHqDRuYPHYQjjhuvInDSPgYbhmUVVh7Ay889xS1nlKKB4+gbN0q7n/gN+ysrMdkNmPWwZ5dyI1f+S63XjSeuY9/lz++sRlfIIBJD5M7cBzf+4/7mFpq5fvfvZPd+9qwmHRjIBkIw5Qr7+SxB+6is76ah+7/DnOWfmb4bgv5/Xh9HZw1exLetkZ+/9zTPPnCHOzJbtqaWnCn5/C5u+7j3psuxCUm7TF99iUxIRArAiF/Bx8s/5TJs65hSs1aVpYFZdAcK7jHk47JTEpWET955FG+VNvKsFHDqd21BWfASktYN7aMyu6I4wHZs3PMmoWSiVP5x7vv4fMHaNq/g/2VFSSlqEXUZIwdMgc8NvYsL7n62ATUJCcY8LDouWd5/o2FpOZlkeS0CvljI4vLL0FvE5+WldPWUc3SRW/TXFvO9JmXMnRkkmHtgjiMjQv3g4mqSWY7W5ZvorLDyziLTtnunSTnl3LrVWcysHCA+BE/CCtun0yYSErLZPK5U+lsb2HN4jm0eGHWDXdy/RXTcVo1w8VJ3AogCRtNjVmzkpFXTEamncbGFvaUVdHS2kpaZgnuJAdmY0J/jHmyMIwRAR2Pp40Gr4/0wUMYNnIcRc5Okt94n8rtS6nt/A4DU+Kg/ohR6U+lZNST3NnezPqtuzhv1sW0VpXTFo5441WL3rs+28WuGhPTL5jK+WedQXjbapauWkRlZSUhffipdKt9vqx6OEBVZRXOAeO5avholi1ZgmY2Ge1SXU01NR02brz+clau2i1z5zhJM+zvYHd5JWOnnMfIQeW0o9oZ5UFAY/L0q5m3YBzJqZnk57jZbEs2FO4mXTe8GcSzV0hga6dWEcI0NjbR5GvH21HLCy+/wuJVO/nyXfcwc/IgXnn8MZZVNxguHhorP+ODta0Uj5vGVZecTcWad5mzZD0rN+5idN5AmlpaaG4Pcu3NtzCpJJUXnnyWNQtep+w7t1P38Ts89vInnHXBpdz2+Vms+/AtXnr9PWPlo7m2ms8+XY0js4BbvvQlsgP1fLh8LTTuprlzmih741QBJFkh0FMCDncW//U/v2bgoDzmPPxDVpXv6GmScv0JEDACvdgcFA8dRmFJiNamGhYtmMOqinqmjb+SgbnZxsDiBJKUU0+CgAo+ZXcmUVDkoHrbx/z4/m+zdIOXMWdex7D8bCxmUJ6O5IgvARX4dee65Tz20nPkj57B7InpfLJmJ4Euy16x7o0v/0jqOp7mBprr9uF0WKnbs4uFu7exYP4Can78X9x9++fEP2O8xaBcqoVDtHlCdHiCvPHSU8x3WAn5fMy46k7uu+9eRrrsonOPtxxMJswmDZvNRFNHM4sXfkjQnsX1115Gfna60TeHxJArzlJQihUzxaWTGFdcyl/n/J2lc18jFLZzw+2XMWhAijHxj3MhJHmTiSRXCrk2JxWV5ZSX7cJTUU5nZweOlADhkLKDlCMmBEwm0nMG8u0f/IycDAvPPPRLlm8PKVPTSECqYBgLJuw2Fy63i+wCZZDQRltnMyFdOeOUIzYETJgtDi6+9lZm3+Rk5fy/sn7VCmOh1WSyMHbydP74p2l4KldRvuPJyEJ4bDKWVLoRcKVmc/vXf4zTrvP6737F8nIzavBjMmmkpmcxaXIGnvZWPl32Hq8tfg9zynDGj56AU1PeB5RHhPgcCVT2dt2Aqtm6jqe1kc6WJtJHTuXGW25iQkkG1va9lD35Dsr/V3LOYL773W/y8cZdVO7YytYde2hvD+Lp8vWrmXVyCs/jc9ffzJhc2LpgAe+VNRnRsGsr95NRkM/lN1zLlVfNYky+gw3vL0XHjNXhJDs3D++WdfzzpefJSc9i0PBRjD/jXFzWONpQx0d+kqoQ6DcEbO5Mxo5NRTmZVy5gxGCrd0Svh0I07t/DU48+zN/fXED+2HO54rrZFOamGValvVOq/pmrO6uEL3/jRyS/9Bwfr/+Aj1dPZ+jQASTZJAhMvJ+Ihn07ePXZp1m+uYqv3vtV3IFdtDU3UFtbTW1DM6nJLplQxlkIyprRkZLDVTfeyYTZMGrkEGq3fcyfHn+O5Z+s4dqrL6PUYRM5xFkOasZuNunYHRYu/Pwd3HjRZFa+9Q8WbPyEJWs2U1o0Ld4lkPQVAcOHdZCKnVtZs2EnBeMvYvzowThsVuGTAAKG/9KAj20bVrCxopLRY6Yw9cxRrFmxhPUrlrNpx1Wcd0apWNXFWRZq0aNo6BiuvW42v3/hHZ54tApfYzW19c0MzItz5v0sebW44c7IY+KkDBqrdhoK3u6qdPX5gO2BjrETW32n+m45YkcgYozjZNCwYfg6WgyL0YjBgW5YleYUDSbd28bmqugyR/Q9dmXo9ymZzFhd6YybkErNnu2Ewkp5e1CvqHYDettbWPr+2/zu4YfY0WDi5m/dw7lnDMJiMeOPn67XsC+OqXxUJVarNcpPiN/nx2QEQcMwUQ4p/yAHni/lWddEIBgyVtmUmbNmVav/SgtuprVmO3996o98uKON0SNGYLM7sGkHGwel6LEnpZHkdGG3h7G7NEwqKo1aKVLRTk2gWTTjZbXYsFkMLTPOlEzOm3kF7UEH28srqa78jLWrl7ChvJGiX/yENIlkHtPnQRITArEiYDabVStBSG1LiVWiks4JEFAWXDr11eW8+OTD/Obx1xh51gXc8ZWvcN6EYdiUSakccSegh4M01dexY1c5tqQMps68Br2jg/Wrf87uvdvp8F2ES5S9cZdDw75dLNuwCYvFwtL3XyHU2sie6jrq3nqFgSWDGVyU1228E/fi9MsM1HAyjJVBw8dSpDnIzcsiU2shJzONJl+AQCCOo+d+SfxoN62sViw4nRYcVguDh5QybvxEfPu2sGDLQqrqWiJBlY92qXwXUwJqch8M+Ni5dT3V7QGmTRhPfnYGWre5U0wzlMSOIBAO+di6dgNbqj189e4vcM+Xp/Pyo0F+++x8dlZWce7E+AbiOaJA/fELNf+3uzjj/Nnc1Gmj1RegZX8Z1bWNWLRk7DY1l5AjVgTU3Ayz0sGYIv4buhJWf1vtVkyE6fS10+HpoK6hjVA4heSkFDST+kWOWBFQ+jMlCuXKzdwtAqESi2bWCGtKRjJPixXvo6WjnnlN04joK7rOMGIW6Pg62/lk8Tv8/vd/YksNXPelb3LPLbPi6qs3WsbYW/aqlZtgkA1rVrEwI2woZ9QAJC27iBEDHUa+CoYtKRm7K4n2vcuZP3ceneMH8trLc6lp7MCimSnb+BHL1mym+Pwv8807Lmfj+8+xtWw/5m6DlnDgoCW6oUM2GhoTLqedlpoG1ixfzeRhA1i76EN2tngZj05zQw0bN2zEllnMHVfchK1lJ4//4SEqK7dSWdfK2OKsKBt5FwJCQAgIgSgBXcff2cLCV17k8WdfJ6Q7KCwoJNS0l1WfBBg3YSL5WSr4iBzxJBAMBNm5cjk//+NfsGQM4ytfuIxtW7fQ3NmJxWwRVxrxhN8t7fTcQVz1+S9yTmM7Pq+XvVtX0dLpY8CAEnIz042tW91Ol4/xIKDr1JZt4JFfPEKtOYNrbrgGS8sm9tXVkzXAitMRWfiPR9aSZhcBkwmL1cHQsYNxv6Wzbu1aPs51sGn9ZgI+HxkpdrHiStDDouZafm87O7fuJKwnMTS/gGSHBTXvj1h5Jagg/TgbNRc1BXX0gJ89ZXvYunUne/ZV4wuYsJhlx00iHg1llNDeWM37Lz/Dun0602dMxxlowmqxUjx8Cml2s+wMTIAglK6ncGABAzJ1dmxZzqJFFj5eu5FQWgkF+UWi7E2ADP5VFrLg8a/oxPY3PRymavtmnn7kd3yyYQ8Dx51PQYrO8g/eY8iYiYwdEd9FwJgqe1WQNaVvtdltLH33dbasev/AIG/sOVfx47uvRDOHsdnNOJJzuOaqKynfvZd3XnmWJe9YIeBFObdXDfWAIWNJTslgz5oF/LJiDZ11tXS2++hsbsJs1gh6lWWvCYslYtFrDtsIYsFstjL63NlcOmU+Kxa+wZ4tSwl6OvA7nMYKUkqyGz3YwqL33mPF8iVYwx5qmjXGzziXkaLoje3TLakJgZgTMBn1X7U1ytrfpGkHNwvEPC9JsDsBtTjZ0lDJWx8up6kjiAp0v2bJPHasXcTgcVO4O7eQ3MzU7pfI5zgQ0DQLQ8aMJD/LzbvL5rO/bDXetmbyxk5n2rTzSHGKf8w4YD8iyazCYXzhi4UEgmF8na2smOegrjnAuRdewgVTRmLRlMXjEZfJF7EkYDKRXTSI/JJsFr2+mD3lW7HgwZ5ezDVXXkZ+mtuw4BIxxBL6kWmZLXbOmHE5123YzIvvLeKRrSvwdfoYP/1ypp852rB0Cal4qnLEn0DIR0trB+7sXNKzMulmHxP/vPt5DqqdsVhdnDP7Es7/dCMrl75G+dYFNNbXMGXWbCaNKcViNiH7DeL7oCglo8udRkpWGkv//gobN64h7Oskf+g0vvqlq3FalBdZOWJKwPBLaiZssRBW1rzKulHTKB1/LjOnncdLby/l0T9tobO9k0tu+DqTJxSjmc0EYloISSyy79VkGH3YHQ4smnrWIxbXql6ol9UWxGKzYNbEyjdeT4yap5ntdoImM7oRlTPMju1rWLalEtUp15St57knd+G027nhmz9m2LAh2ONVGNUvxTJtpagdPmUa3/9hlhEl/EDauk5e0WjSUjK46UvfIOzIJicziaSho7n9S1+motFDWmY+1rZtPPbKu/hDIfJHT+fh/0ti6erNmDQXRQUFeDubsaUOwJ2cxbe+/2PCrgHkZifjSAoz69ZbGVzTSm6ak5wBY/jlb3/Hhx9+TF0nlA4biqelBktKPkWFxXzxa/cyaPgSdpTvJ6ybyCspZcasmRRkuA8UWT4IASHQBwko34BmjbHTruYbxV6GDsyTyXzCxKRjdaRw9edvYcqM2Qdz1XXSc9XqfZpEXT9IJW6fzBYL6cWl/PyBnzNzwULK69pxJWcxYco5TBgzFKdNM4Khxq0AkrBBwGp3kmZ3Gp8DviTGnTOLr6aMIH/oBNJSk4yJjKCKLwE1cUnOLub7993PxMnz2F7RRFhzMemsszjrjHG4nXbCht+0+Jajv6euJvUFQybyvft+w7Bx89nf0EZyRg4zZs1iaEmBoeDyHXDh1t9pxe/+VX0wW51ccPUNTMDN0JLs+GUmKR9JwLBytzP87Av55a/S+XDZSqrr20nLLmTGzBmUluQZO1f9sgp4JLsYfqOMQRwpWVz5hbsxpxZTVduMMyWLaTNmMrq0GKtFIxTHYEgxvJVTJinV9jiS05l52XUMa4L8LBUUUiOzoJQ7vn8fJeMXsKemBUdGEddeO5vCDLex4+CUucFTqKCaxcbwiRdw172ZjBw84IDRgVmzkFMyitvuuIv0ImWQIMreeInV4U5h6hXXMKhFoyArMjcuGDyGu3/00wPyUHmrOjJqxGCsavUpjmMkk97DvT1bt25l2LBhxsq9MlNWDWgwFDpisqn82ilfIaFQ0FAImAMt/OaB/+af7y5nyLmXcfHkEt574xXW7/Nwz4/u5/OzzyXFYTHSUkU0G758I2txyheJ6iuVolatDCl/VIFA0MjTarVFfgsFCYbCxneqEVKNv/KhYTYi1kIgGCQUDBlbLZXyyGK1Gj5O1O+nymFs2fL7qaqqIj8/H4fDIcqWXhCekkNdXR2BQID8/AGH+MrpheKc5lkqv7Fhwye4qt/KN47VElmzUm1PZWUl6enppKSoqMdyxJSAirquh/EHgkcMlI1VTMNPkYm21lY6OjrIycnBapXAMDGVQVdiqs0JqT4sFDLqgupbVV1QfupVHxYOh6mpqSEpKYnk5GSj74tHOSTNCIHI2CdoxCFQsQjUIFqNO1paWujs7CQ7O1vqQpweFlUXlEI3GAig4kKo8bLarhutC6qO1NbW4nA4SU+XBak4iSESeT0UMsZBYbUNRFkQWa1YtMjW9fb2dtra2sjIyDDGqvEqR39OV9UFPaz6BBU3RTd2Pkb5G31GKERTU5PRNqlxkuoz5Ig9AdX/du+fDR+OmqWrLuhGn6DqQ2pqqszbYo8/kqIaI3Vvj4i0R6pfUH2zkk9jY6NRB9LSVHBhqQs9EoXqh3WlA4q8rFaLwdTon0PBiI7G6BfM2KzWSDBnk4nOjg5DDpmZmbhcrh4VQS7uIqB8tweVDiyIxWoz5GDoEvVwZP6sdGOqPqj5gtls9N2qLqhrlByUvk6OnhEIq7lZMKis0wzdp3KlpPoFpXtUdSJ6qLmbxapcLZnx+31GXVB9s9PpjKk+L6YSVQpVi3r9iwm+agAM9bU9i4tnzmTXjjK2rV7Ao5+ASXMwc9Y1zDhzPCkuu/EgHq+qwGazRdkZ72azDcu/uNiuWYirzfQhpYnvH6rjkqN3CURkIHKIvxTUwo1m+D47Wn8kdSGOEjC2AGnY7cceFEc7MZFDHOWgfAIaFkTWo/a1URnEtwSSencCkbHPoWMQJQclJ6kL3UnF/rPiqxab1Ovoh+qXxaXG0dnE7ltDDhYL2lE65mhdiF1uktLRCBjtjdo+qsHh05/u7VD3z0dLR77rGQHDsMhmO0IGKtVu8/yeZSJX/2sCql84RnsUvVDqQZREDN4NQzqlPNTorgJSjDVj8fXwFulgniKHgyxi8ukY8wOlWDSp4G3HnsLFJHtJRMUrjLgx6c5CfXcs/Wi8523HGh13L18cPkcG3xMuuJyfDxtPTW0TgZCOZnUwoLCI3Ox0Me8/DuqqgZRG8jhAJeAUtSpssYQPMc9PQLaSRTcCqi6oFUlZoe8GpRc+GtZcFuU/XbYI9QL+AwrGaF2QPqI3pBDJU8kgKofeK0X/zlmthas2SfqF3nsOVBuk+Cs5SL/Qu3JQMlDykH6h9+QQmS/IGKn3JKAM7sxGe6TqgbRJvScJ6Rd6j30052j/LP1ClEjvvHdvk2Jdgh67cfj000/Jy8s76cZSabMParQj1hcyCDl+MattKh6PxzD5lsnM8XOL1ZnqWVXP7/z577Ji5UqcLtcBZ+ixykPSOT4CSg4+rxdl5a8ULHIknoCSgWqT/IEAdpvNcJ+T+FL08xx1ZT0UNrZTqwCmyuJR+tTEPxPRuqC2bdltXaEXZPNHwgWhAv4GAv4DysaEF0AyNMwZjS3Vfh82q+2k5wuCsmcEom2S4eqkS+nbsxTl6hMlEJFBxI2gmrPJvO1ECcbmfCUHtc1dWTtGdhyrdKWDjg3d409FbXX3dfULUheOn1usz/QHI6HyoouBsU5f0vvXBKJ9sxon3XTTTZSUlByzb1AuEk/06LFGRBVQHdH3Ey2AOv/wiWhP0jqZ/E/laxQr5QdEvWR1MvGSVPzVa8OG9cyZ/wFnn3+RsWVFxgyJl4VJ17HqIZyYsJs02S6XeBEYLnpa2320tPuwOzVM5oO+iXqlOP01U13HThCHw4LNpvZsySQmkY+Coq28x7Z1+FH1wWqPuJ8RMSRSCtG8dGzhkFEX7Cr2gwghCiaB7zqB1k689fXYNbGyTiD4I7OygtVhR7OpnWiy++ZIQPH9Rs0X/B4P7S1tWMwWI0CPNEnxZX6s1HVLpC6Y7XapC8eCFNfvdXydXlqbW7BJvxBX0v8u8YBVx+yy4rA7RJf072DF4Xelw2toaGDDhg1MmzaNgoKCmMqhx8peZUWnAi7IikwcpH8cSaqgYMqyVzmYVwHa5EgsAbVQ4fP5SXK7KRpUyqU3fAWbU5zMJ1YKkdzMepgkvYXMjDSSkpJ7owiSJ1BR3cDemmaS0zOP6r9RIMWbgI5a+EiinYxUN+7k5Mhug3hnK+kfQaCqptGoC0mpKhiSxQhadcRJ8kVcCZjQcYXbSE91kZKSKnUhrrSPnrha+GivqqZl22ekOpyoQMpy9A6BkMNMUnoyye4UI8B175Si/+aqJvUtjU3UVFTjstiNnWj9l0Yv3rkJgjZwpaWQmpJqBNY2idY9gQJRhlLQ2tRMVVkFbptT6kIC6R+eldcF5gwXaampos87HE4C/lYWvTt27KCurg63201WVhZ2e9eOwBjk32Nlr7Imla0oMZDESSShVoiVslG9lBzU63Ar6ZNIVi45QQJm5fBcRVS0aFjtDmx2UbqfIMKYnG5Gx6H7sDucOJzOmKQpiZwYATWptzud2Oxeox4cLVjPiaUoZ58MARPhiGWv09kV7VssuE6GY0+uURMZu8NhvGx2pyx89ARmD65Vyl67rqzcVV2IbYTjHhSrX12qxqpBhwOvTSm37IaLn34FoI/crK4igtvNhvWWw26XSX0vyEUpe312Ow5VD6y2gy5+eqEs/TlLVRcsNnA6HMZLdsb2ztPg93iN/kAptlSdUHMIORJLwCBuB7PDbswXxHgzsfxVbkHl7s1uN1xQRnV6sZSDzAATL1PJ8TQlIFF2e1uwyllpb5dB8hcCfYBAtB4Y/nv7QHn6ZRFk2tJ3xC6y6DuykJL0NoFo99Db5eiv+Uf5qzlD9HN/ZdHb9y38e1cCaiEwekgvHSXRS+8HRdFLBZBs40VAlL3xIivpCgEhkHAC0lclHLlkKASEgBDo0wSkX+jT4pHCCYH+ReCQBumQP/oXh16+WyHfuwLorujt3ZJI7kLg9CYgyt7TW75yd0JACAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAI9BMCPfbZ251TIOChpqKC6vpmAoGQ4erc6nSTnZNDdlYaTiPiZfcrev45GAjg9/mw2GyYTbB312eYk/MYOCALs+nICOR6OEzQ20JldTP25AwcJg/VdW2UDCrG6bAe9Zqel1JSOJUJhEJBOlqa2F2+F79uYejQUlLcDiyarJWcynKVsgsBISAEhIAQEAJCQAgIASEgBISAEBACQuB0IxBTbZW/rZanH/sF11xzJZffcAuf//yNzJw5nbMuvYW3l20iEI5EX1QhGHU9jDLhP9yMX/2tHNgf/tuh5x28rq2+kicf+R2vz1tBe3sb/3jwK7zwwWpCKg31rysPpeSNfA7RvG8bv3rkaZasLaNi50q+ftdv2Lu/hXAoes7pJma5n54QCPnbWTz3JT5/4/VcNvsi/jF/BZ5gqCdJyrVCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkIg5gRiatmLyYzN4WTyhbdwz7duJdNuon5/Gf/469N8+N4yzp8wnOw0F6GAl8aGBrxBFbk9mcz0ZGwWjXA4RGtLM01NzVgcSaSmpeN22giHQnR2duJwurBaLQT9Pjo7PdhdSdTv28OnO7czfuCZeMMWLvrSA1hySiEcpNMbjKTZ3EwgGCY1Iwu3y447ezBf/eK1pGYNIFS/n4yQk86OVqoqPWg2O1mZ6TjstpjDlgRPTQJNtTWsXb6MpsZGOn1h5i5cysXTxpM8IPPUvCEptRAQAkJACAgBISAEhIAQEAJCQAgIASEgBITAaUkgtsrersjfqSkZFBcXkuW0kZXuYGhpERVeD55AAE97E58seo9lqzfQ5AmRnFXArItmcsboIdSUb+Pdd99jd2Utmt3BkDHncfWl5xNuqWHJgiVMnn0ZJQOyaN+/k8dfeJvLbrydsvUb2PDJOtp8aYwfXYy3chsmWwGDWhtZvHgZ+/ZXU1tVRUtHBwVDJ3LVlZeSl+SlonI/miuHJMDfUcXcOa/S0dSAbk9mxiWXMW3KOJx2i7h1OC0f++O9KR1lEb5n52YWrtxEan4xuYFGtn70Ohu2X0VJXibmmNrGH2+55DwhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASFwJIE4qKpMbFv/MS/89QX++uzT/OH3f+K1N1cweNhg0lw2tn08lwcf+jNeRz7nThmPt2IND/zq12zYXcHb//grcxauZtzUmZTmOXnrpZfZWrafppp9rH1/Hg1NLYTDOk015bz8xltUNXpxJ6eRVZRL3uACkh0aW1fNZUtZFb7OdpYueIfnX5lPzpAxTJ0yhrnP/575S1bS2trAwjUb2V3TTCgcwt++ga17ahg9aSKuwH5++6dnWfPZPkKyVf/IJ6Y/faPrBL2trFmxjLKyem664y7u+fJVtDW2sGjxKlq8QeWRRA4hIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASHQJwjE1rIXMJlM+PwtNDU1YXJqNNTV0drWTl1tJS2eTlbMe5f00efxxdtvoTDNyoQhWdzz45/x8ad7MXtDeDvb2V9bz6hhZ3PHgAkUZSfj3VeF2RLxp6uo6ZiwO2xoVivFw4dRNHQoYyadw+ABmSwx20APY/gFNpk4/6LZXHXV5aTaw2xb/i7t3g5U6Liw2Uy4y5+vI3UEt9z6Jc4bX0L7hEI+vOdBNm4tZ8rIAVj7hJikEL1BIBQKUVexmzVr1+NJLmZE6XAKdAfZ2stsXLWSXRVXMG5Ibm8UTfIUAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACRxCI3rKDfwAAIABJREFUubJXBV6bcOZs7rn7q6S77Hg7Wlk591WeWbKZddv30uEPUFo6hML8DFxmnYHDRpKTnUNjnYdbb7yFlsDzvPfiozzb0IaraAyPDB9Fusmk1Mio/9Vh/Nn1wWQ2o5k1zGbTIS4XVHA2zTWUgcVjSElyYdV0ikoK2K9pkURQJpkmdMxYHDkMLszD7U4ieegoCqxeGuoqCaogcsZZXZfIW78iEPR3snHjalZu2klrbSP/+d1vYCFAdX0L3j2fsnr9egYPmI7bHn2m+hUeuVkhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIgT5GIA5uHMBqdZKUmkJKagrpGRmUDMwyrG293gABn4/61hbaOgL4/QHa6utob2lANwdpbvcx64Y7+f2jf+Zn932X0N4NvPfJZtp9QXzBIP6g2jYfJhgIEDI+Gwa8SmerYsMdduiYrHasVhVorUtNfEBLHD1VqXLD6OF2OoIBfD4/voYqaoJ2UlJysJgOKpijV8h7fyGg097SwrolK2hr7qBwcAnFgwZSPLiUYcPzaGlsYfHiT6lraFGm5nIIASEgBISAEBACQkAICAEhIASEgBAQAkJACAiBXicQU8te5cLBbDbT2FjOpvWbyXHbaKwpZ+7rc7DYc8nLziV35mR+8eSbzBs/hjMGp7NywZtUtcKXJw9k/pynKWt08O3vfIOSwSUMTs/CZrVjNmvUNbWwdOVaUjQv785bRF2j37Dw1cxmTF4P1XvLaGwdZFj36iazYQes/jerz0oZbHyOWAgr6pHfTJg1M80tW/nb6/O57aLxbF46H1JzGDZCpXWEBrnXBSYFSBABPUxjdRmrNm+mZOL53PvDH3LWmMFYTDr7tn/CfT/6f2zdsJxdFZdRlJsu+t4EiUWyEQJCQAgIASEgBISAEBACQkAICAEhIASEgBA4NoGYKns1m4OCoiE4dq7miT/+FovZbBjVZuUN5ytX38ikoXmYS77KrftNLHjzBRaHIBzU+MaPHuCCscMo5mpeevlV/vS73+Dz+Mg46wquOHccBSlhZlwxnXkL/8mqhW9RWFzE1DMnkua2kerOYtzQQpZ8NI+lxQPJLS7FlJmG1e6kpCCXAVkpWDQzZrNO9oBiSMrCbncztDCPnIwkUpyZjJs4Bs/uJfz6lwvQLE5uv+mLnD+uCMsBlw/HBii/nI4EdCMQYEtzK2kpA5gw7SImjR1JdkaS4fjDMWISN33+Kl5eWE5HcxvBUNjwJH06kpB7EgJCQAgIASEgBISAEBACQkAICAEhIASEgBA4dQjEVNlrsSdz0RWfZ/K0ywmHVZA0MFssuNypZGel47BZQbdx453f4JyKfXj9YRzuFIqKBuC0WRlxxjS+WVBKfWMzZs1GWmY2+XmZmPQwV9/8Nc6+sB5vADKy0gj5A2TkpeCyJHPDrXdy4RXtOFLSsU0YiObKwO22c83nLsLiUP56I9a9Z0y/gZDFRbrbwU1XpuFwJWM3pfH9+x8AgrS2e7HYkygpHkCSw37QN/CpI08paYwImExmhoybwg9/MZTkjEyyM9SigbIP13Gn53D5zV9n0sxmMnPyjO9jlK0kIwSEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBE6aQEyVvZpmIyevgOzcw52YmiKuFAx/Chqu5AyGjUw/UGjl/sF4KcvggcUMKCru+s2EyWw4YCAtM5fUjJxDron44tXJzBtARq76KZKP8ckEObkO43yVtjoycwu7/ob8XJfxGZwMSko9ZBt+pDxdP8tbPyQQee7SMnNIzciOPJsH/D0r1x9WMrLzSc/KM35TvqfFu3M/fEzkloWAEBACQkAICAEhIASEgBAQAkJACAgBIdDHCMRE2avrXcrdroBmUeXqse41okztCprW7aTIdQcVtgd/6qYsPvhl16eIH94Durhuvx/+XfdyHfKbBGLrRk0+Rgkc6zlVvx/y25GPcjQJeRcC/YyAVIY+IfBDOrg+UaJ+WQipDX1H7CKL3pOFsO899sfMWfqIY6KJ+w9dFcIQgZo+SwWJO3LJoA8SkDaoDwpFinQ6Euixsjeq6DXcNpyOhPr4PXXnrz5H/+7jxT69iqe4d9mG63oYXbkwkSPhBHRTZNFJDyufyyKDhAugK0P1/Bs1QupCb4kg4kPcrDwpRfoEqQ+JFYWawxierNRCuNEvS7+QWAlEc1NalLChTIn2C90X/aNnyXucCXSNTSPVIdImdfXWcc5Ykj9IwGS0RZHKoBvjVBklHaSTkE+qX1Djoi4DqXA4Whe6DKYSUgjJxCCgkOuROhFW8pA5Q688GNG6ENVfSL/QK2IgrEfcVB6QQ1cb1Tul6X+5qjmaekXrQ/Tvo5Ewq3hoJ3j0WNnr9XqpqKjgZDI/wbLK6d0IqAmLeiiik/i6ujrD2rTbKfIxAQSUHJQMWlta8Hs9NNbsx+ZQ7kNkqT4B+A/JQjNDUqaN5uZG2tpaDvlN/og/gcjYQKetPUDQ76eprgbl+1qORBPQUdQdmXZaW4K0tbZI35BoESgVo67T0u7H7/fjras1ugRx95N4QZhNYE2z0kaAzs72xBegn+cY7ReCTc0EAj4afV5pj3rpmVBu8ZIyUwh3mOno7BA59IIc1KKTt70Tr89HZzAqA5kvJFoUqi4409xgs+DxeGTKlmgBdOWn6oLP78fn8Ul71EsyUOoKi8mN1WPC5xU59IYYQqEQDQ0Nxnyhvr6eyspKHA7HAeVv9zIVF0dd3Xb/9l9/7rGy12q1kp2dLcref805br8Gg0GUojctLQ2bzRa3fCThYxMIhcK4kpKw2Gwkp2dgd0T9QR/7Gvkl9gQ0k47J1InbnYzTJTKIPeHjSFEHb6gZrT2IKzkVs1k7jovklJgSMIEZHU3z4nK5jLog1owxJfxvEzPsSXUI6C00dbaS5ErGrPV4uPVv85UTjiRgNulYNB9OlwN3UpLywXTkSfJNfAnoOu3+EB0WK0lWG1arRRm8y5FgAqofMFktOBxOo2/QZDE2sRJQlr2hMO0mDV+rB7vdicUi/UJihRDJzTCYsmnYHapfcGOWfiHhYlA7z1Rd6Gxsw+mwS7+QcAkczDBgt2Cx2yN14SQsRw+mJJ9OhoDS5Sllr+oPUlNTDb2q3W4/maSOek2PexlN0wzts3qXI/EElNWQ6rSUotfpdCa+AJKjsRJjtVgMxZbN7uiy7BUwiSZgJowp7MVqtRmTmUTn39/zM7afKCs6q9WoC1abHU0mMr3wWOiY0DHrAaMu2O0OWYztDSnoOlZrJ5pZw2p3SF3oBRmoLKN1wWK1YHc4xXoo0XIw3FyB32bDYzYb/YNdDBMSLQUjP7VrPayZjQmlQ/XPMm9LuBzUTkCv0S+oumAx5m6y4yPhYjA8OAQ1InXBbpcxUuJFYFgt+qweg72aN0i/0AtCiDh9Q9cwxqpKwSj9QuLloJS9So+nvCSouqCsetUrVkePlb3GSrFaLZZVsVjJ5LjTifr2UBdE+UffjzsRObHnBIxn/2iBBXuetKRwYgQMmy0x3DoxaDE6W7U9hu9q6QtiRPRkk1EVQJdtiSeLL4bXGcaL0h7FkGhPkhJB9ITeSV+r+gNdLUDJIQSEgBDoQwSkUepDwpCi9CYBqQq9ST+St5pDR3V43T/HomTiUDEWFCUNIaDUK7ItsdefAxFBr4tACtAXCEhF6AtSkDIIASEgBISAEDiUQFf/LHOGQ7HIX0JACAgBIRB7AqLsjT1TSVEICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASGQcAI9duPQvcR6OITHo6KMBlARR9W+LZPyV2ez43TYsMTBP5QeDqOi2Kl8VNTljvY2TFYHLqf9GNvGdMKhAJ2eAJrVhkYIjzdAkjsJi3Zs3bceCuH1dBC2OHDareLMvbvgT9PP4VAIn6cTj89vRFaP3KYJs6YZ/pGVf6Goyf1pikBuSwgIASEgBISAEBACQkAICAEhIASEgBAQAkLgFCIQU2Wvr7OZD+bOYfGKTZhtTmzmMIEwuHMGc/WVsxk1pBDNHFtX9J1tTWzasJnk3BJKCtJZ8MofMZVexhXnjUc7SkRBpZBuryvnnws3MmT0JPIdDbz61iZuvf068jKTMSuN8VEOb3sjS+e9jLdoBhdPGY7dYhZF31E4nU5fdbY28+G8OSxc+SkeXyByayYTDpebMRPO4KKLLyYvM+V0umW5FyEgBISAEBACQkAICAEhIASEgBAQAkJACAiBU5hATJW9IX8Hn65dxpKVFcy8ZAbJ1jC1NZXMf+1v6JZUiu+4mmSXlVA4RMAfQDecEZuxGdHbI0EcAsGA8ZvZYkHTLF3WwLphvauiWps1M6FQ0PCPqqwqm2v28to/X2P41OvIzU4GwsbLsPjVldVvmFAwqMLVYLHaMBPGiFVuMqGiorY17efdOSu57NqLSXFZjEh4qjwWi3aIWHU9jMmkrJV147pQMEwwFCIYDBmR8ywWda3JiC4ZDgUJBEOEwzpWm9WIbKhshsMHyhMyAhmpiHsqyFowEDCsRc1d96viWSirUhWdLxAMGhHVVSRpswqAZKQRMu5LlV+O+BHwezvYuHwRc+YsIW/wMAbkZGAKedm6bh0LlixDT87hulnnkGQ7tkV4/EonKQsBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIFDCcRU2av8NlgsVkZOPJ+v3fk1Mp02OlqrefGpP7Bj9y4a2jpx2ZKordjJ/Hnv8FlVO8PHn81ls84jNyMJX2cryxe/z8IPl+MeMJQZsy5h0shiOpub2LxxC0PGjic3M5XOhn0sWf4pI884l+1rPuGjRYupbnMzYugAMvJHoKWm4O1oYfuOcgL+dlYu/pCqZi8zLr2OsyePxmZzUVKQS2ZKEqYmK3ZvkLUff8gb27fhHjCEa6++jIEDsgy3EFFcmtVORt4QfGkpEAqyr2wH7y1Ywpa9dUw48xwuvfh8MpMd+D0dfLZ+Ne8tXkKDX+Oi2Vdy1oRRaMFOdn62k+b2dnasX822ilZmX3sNA1J15s15k1bSueTyy5gwsgSrGWorynh/3nzWbqtiygUzmTVzKpluG437K9i0bSf7KsvYXd3J9Z//HPZI7PVoUeU9RgSU0t2qmSgcOISbv34PF04ZiyXs48PXnuSRVxaxZWcVl0z1k2RzxChHSUYICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAicPIGYmySq6KItTQ2U7dlDedlutm3azNYt5WTl5uCyWagt38L937uHd1Zsx2728+ozv+OBPzxFTWMj773yNL/78/OEXenUf/YxP73356zbsZ/6it0sePZ5quuaDEvYpqqtPPDwH9lR3UpbYxt+Xaejs4G29nY2Ln2R9bsq8bQ188+Xn+Pr3/pvttd0oAXr+fn99zF/8WraWmt4+6NP2Lm/CZ0wnsYlPP/ii3SGgix65+/89++eZW9dq2E9G0Ub8nvZtPwV1u+spKmmnD89+hCLNu0izaXz/BMP879/eYWm9lY+fu8Vfvr//pfdte3Qso/7vnMXz7z8IZ2tjbw/5298+9v/wYqtlfhby/jON7/KXd/+MeV1rWxfs4D/efAJquqbadm/k1/fdzevfbCWZLeZ5/78IA888hLtPj/7yrbwh4fu5+m/v8GnG8to6fSJO4mokOLwrpx6dLa3UbZ7B1s2b2br1i1s3r6DoG6nKC8Hh80ah1wlSSEgBISAEBACQkAICAEhIASEgBAQAkJACAgBIXDiBGJs2QuYTKxc+CLbNnyI23DjUE1tg4k/33Q3LqeFea8+wbaWgfzm5//B2JIU1i18lbv/3yPMP+dMdn+yDlfWQO64+7s423bz/FNvoZSsgaAff6iFUDBgKHsDgSB6MAAWBxOmTWPStp1MnvUFzh4ziK2vh8HnQ/nm9ba1ceaFF/ODH9xJtjtM042zKdu3h3NHjqTNH8TjDxK2hbG7k7jiS/dyy6VnUPnpAu76yd9YcO40brt8ElpX0Lawcj0R0PEHgzTVN9Cwv4rZt93BdRdOZvI7r7Gx2k99XTVz5y4g68yZfPeu2yhKCZP5y5/x6K8f4rzJv8Xf3sq4M6fwnR9+lwxTLR9Ou47Sy2/npz+4jU0L3+SRx9+jpa2J9QteZXVDGg/88iecM6aIpe/8g3t/+gDXX38RTr+XsCONa278FldPP4v0ZBd1tfuPEYzuxB8IueJQAiazieo923j4Z/fxe+UDWodQ2MToMy9lxJBBuJ1K2SvuNA6lJn8JASEgBISAEBACQkAICAEhIASEgBAQAkJACPQGgdgre4GJUy/lq1/5AhkuKw3Ve3j/jTeY8/ocho0cwo6t+5h6yWxGDivAroU547zpjB3+Jru2N3DOlHP49Nl/cO9X7mDUuPGMHzeKwtw0OvbuO4SN2l4fPZQyzmzSlCtdDEe+hndeQydH2JrNyJGjSEtOQtN0zppxDvuVws64Xl2gLtGxJk9i+pQxuJxOhp8xhbTkZ6ivqyWkzJQPOdSFJlIzMygqyOOpB/+Hd98YyaQzxjNp0kRCHdU0eW3MmjKN/Ow0LJqZyy67iAUr/4/dVU1YncmUFgwnMy0Vt8XBBcNSGTVxGOnJyeTnZZGd5cIU8lFRXUddVQXvvvNPtq5wU72vjLTMHGqavBSjG+eOHzWCATnphr/fQ4oof8SUgB7WSc0dyDnnTGNSaQkhbyc7PtvE0lV7ePa5lyjJ+yqDB2TFNE9JTAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACJwMgTgoe3UKisYwdeo5ZLgcBP2TGZikc/+LSyivakBzWrrUsUptqoKk6aiAZuoYdua5fMWVTtnuz1i5eiWv/uPv3P/wn5mUGSYY1gmFw10BysKoAGwHEjrqnetozlzc7hxUYDeTORwJgqaUvYccSoHrI2godiNaZLtJ5RMp0yGnGqpeZQmcyawrbqNk1C5Wrl7NnL8+ytulF/JfX5uF3WLGZIkohQ2lsq7KqhvB1TSLm7TkTOxGsDU/NquFzBQ3FrMJzWw2Aryhh/AG/TiTbKSnpeJKcjGweBg3XD+AzCQb+HVSkqykpTiNa0LdNd+HF1b+7jEBpe7PyS3g6s99gUvOGYvNrLNrw0eU3/NjKss3Ud/SRokoe3vMWRIQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEOg5gcM1nz1PEWhvb6CmtoGG+jr27NrKkmXL8ftDuJOSKRmUy/rVH7FuUxn19XWs/GgJ5RVtFA9M4d25r7OpvIarvvA1fvyDbzPcDeX7G/EFQ+xvbGJbeRUtTfWsWfMpjU0ewypXWeaGfF4621rxB7oraHVMyog3asjbdWeH2+rq6LS17WLBJ5uoq69l9aIPqDOlUFRcgnaEIlU3jIf3l2/njZfnkjZkIv/xX/dzx3XTqaooI2BKIcMaYMnihZRV7Kexror5c9+mKZjJgOwkQ+msaZaIj92o1XD03VAkg8XuZujAAjSLjeKhE7j08kspyrKzbvVKUpPtaOqGDC1yRDEdE4FJIsckoCjXVlfw9py/8cc//I7//d/f8ODvn6CsphWXIxWH1SouNI5JT34QAkJACAgBISAEhIAQEAJCQAgIASEgBISAEEgkgZha9moWC0qZWbZlGT/7zz247BY87c14vWFmXvEFxg7KR0+9hZXb/8Qj//cAGW4bdbUNnHn5zcw8o5T1zetY9uZ7/N++Pfha69EKJjB51GCyciB3YBYvPPY7Fr2eBnoQPWTGrJlJSnKTbA7wzkt/ISszGYsGumY1XDtoIR2bWTPOUwa9yq2C2WwxLIqVp1WH1YLTYSccbuaDN/7CmrettNZ2cM4FVzJ14qAD/nqVQMyaBqagoahNTU/HQgt/fvi3LMzLYu/eLVw0/QqGDhmK7YpL+N1Tr/DAr8px4aWyuoUvfOObFGcmsSJsAl0x0jCFNUzYDaWu8nOsWc2EsYLZyVkXX8lZq7bz1z/8hoUFmVTtKSdn9FkUZLqorjJHrtNiKrpEPnOnTF7qeTYnuejwtPHx+/NZpWkEA0F8/iDDJ57DDddfQ3F+thKfHEJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQqDXCcRUY2h1pnHtzV9nyvR6w+WCyWTCrFlITc+huLiItGQnZJ/JT3/2M7Zs3U67N4Q7LYsxY0eTkeIi97rbGTzmbCr21WPWHOQWFTNq+CAspjDf/sn9fLZ9D51+naKSAu5s62TIoHTS7al869vfp7yynuziYhxF92FOG0RKpovbbr8Kd3pWxLWCycx5l9+Bz5ZBVmYS37j5GtKz83Gb0/jfx57ApIWorWvF6spg4oRR5GSlGq4XohKyu1KZecP3CbkLyc9O5tv3/SfbtpXR2uHBlXozI8eNJz8jmYJZV5FfMpyyijoCYY28wmJGjhiE7f+zdydwcpR1/vg/dffdc88kk8kxuS+SAAnhvi9FQDkEFVEQEXWVPdRFf67Xqqzrsf7VFVdFFAENhyAgNwEkBAgBkpCEEHKQ+5p7+qzr/3qqu2cmk0nMZHqqZzKfzmvS1d3V9Tz1furpp+pbTz0FEx/4yIchBcth6CpkN4KPfftHqBg/yUunbuIc/NO/1mFsXRUiRg2+8Z1v4u2176K1I41IeSWmzZyBmngEoVkLcU31FDRUxQpZ4/MgCQSj5bj44zdh7jlXwLJzfcIlSfYC9NWj6jF+7BgEDRWmaQ5SDrhYClCAAhSgAAUoQAEKUIACFKAABShAAQocvkBRg72yaqBx8gyMnyjGvO0OjnlB38KYtJBQPXo8Tqlt8IbcFZ95PV0lCaFoHDPnzse02TZEUE2W5a7etaPHTUFtwyRvjF9Z3JRNliGJ7rqui/FTZmLc5NwQvhLqvd63Yp4p0yZ6wy6IafGob5zp9cIUaU6fEs/dzw0hzD+xOj8kRA5OVZX9Ar3iXVkzMG7ybDElbuuGujETUD16HBzHgVzoPSzWJRDBpBnz0DjN8dZP9AiWJRmSpGH85Ck98qNhxvEneHkVuQuXVWP23CpvvUR6NaPGo7J27AHLj1XWYVp5bW4oiFx2+f8gCah6AOMmzcTYRhdO1/YsSktsf+JEhuidzQcFKEABClCAAhSgAAUoQAEKUIACFKAABYaGQFGCvT0Du2K0AxG8PfgjFyTzhkU4YCYJqipDVQ/MliSCpn0t17uGvu+hh3tfXt8zX70/OyArvd4Qwefu7+RCfAfLj7jZ2oECUo/v5xbeMz8ieN3zcdD1hQiO5+YsuPf8HqeLJ5A7EaGij8IsXiJcEgWOEoHe46EfJas1PFeDZ6GGTrmxYgydsmBOKEABCpRaoGf7LNqHnq9LnbcRlL7Etrmkpc3NvqT8PRLnj1APjKNy8sCoaj9XUwQcxZ9t2/38JmcvhoDoWSwe4rkwXYzlchn9EPDqgCgHF65jsxz6QVfcWQtlwLpQXNfDW1rh5JPriKsaRLvAcjg8ueLPJYvrSiRxRYK4ykaUQ/HT4BIPLeDVB9E2eO2CKAOxj8TDm0OrFf9Try6Ixeb3kcRJXD58FPDqQG4f1dtHcl3uI/nI3zMpV9w2xJW8YzbRNkjiPiJ8+CogjtNcJ3fcLNoIrxxEwfDhr4CoC8jXBVEmrssrZv0tAS814S4unHUctgsl4M+VgQQ44pABuTLgPpL/JVGI4XnHDYAXUz1YXLVnR9HDzemAg71ivNKmpqau4QcON2HOVxwBy7K8BbW1tSGRSBRnoVzKYQuIH0XbcZBMpmCZJjraWmFkMof9fc5YPAExWks0Cq8eZLPZ4i2YSzpsARHYSqbScCwLnW2tbBcOW664M4qdtlBMRiqZhJnN8iCmuLyHtTRRFxKJFGxRF9rbvKF/DuuLnKmoAiK2a4SBVCq3A13UhXNhhy2QSXTCFHXBTkBc/caHvwJe3y1JgqGEIKfTsG3LG2LO31wwNXFQn8zXBStrQkmLq0YZ7PV9y5AlaFIASiaNVnE2XJJ4Ktb3QgCSnZ2wbAuJZALpDNsFv4ug0LldUoNQsypELKn3leZ+52kkpidieR0dHSg8Nzc3wzCMPilqamr6fP9Qbw442CsaKZEhNlaHYh6cz4S5qJTpdBqapnl/g5MSl3owAVEG4kyMoireONOqpkPTdHbgOhjYIL0vGqxcb0bLGwZG1/v+kRyk5LnYLgEXqpz1dpxFPZAV7rx10fg4IYK9kGxvSCVd173fJh+TZ1LiOg/Xhaqa3r6RaJ/FPQZ4TO//piHCKJJkeW20qAtsnP0ug1zPLVvVvHthqIoCVRnwoYffK3F0pCfBO2YQPYN0TYeUv5/J0bFyw2MtRK9eU1VzdUFVoCgqg4ylKLr8vX/EPXe89lk0zoy5+1sSrgRNVb19JLYL/tLvl5oE2N59tXJ1gcHe/XR8eSFiSWIIW/Esfo9EXFX8FXr6DjQTA97jEpmLRCL/YJzegWaT3z+YgOjB2N7ejnA4jEAgcLDZ+P4gCoje7aJSKqqKUDgCPRgaxNS46IMJyHAguW1ePQhHogebje8PpoAL6J0mZCUFIxz2DmQGMzkuu28BCQ5kdMIIBBCJRHkytm+mQX1XXJrYlszXhVDYax8GNUEuvE8BcRJQQSfECUDRLoidaT58FhCVob0DGUVFMBCEoeneDYx9zsWIT84VQ/soMnRd844ZFPnAu4uMeKRBBhA9e+20CXEj8IBqwOAJqEEW73vxoi7YKqBrGiLhCHsz9s006O/amSzE71DACCCgG2wXBl38wATEVWgZVYKcj+cx2Hug0WC/I3r0hkIhL5Yq4kkirlrMmN6Ag71ix1lsGNw4BntTOHD5IuJfOHARz4W/A+fkO4Mq4F3+k78BX74cBjU9LrxPAQkyIMY+Yxn06ePHm2IH2vsdgrgkLveb5Ee6TGN/AcnNtwdeKYgqwQDX/kJ+vMrXBbbNfmAfOo3cNezcRzq00qB9WhhCoCsBdqLrovB1omvfiO2zr+5FPM0XAAAgAElEQVQ9Eutui3scM/T4nJM+CRR68rJ99gn8wGQKMQyvKPLlwT3VA50G/53cb1HBvvs3avBTZgo5Ae+4ucdvUbHjqrzGllsaBYokIDqv8FFKARZAKfWZ9tAUYK0oXbnQvnT2TJkCFKDA0BdgKzH0y4g5pAAFKDB8BRjsHb5lx5xTgAIUoAAFKEABClCAAhSgwDASYAeRYVRYzCoFKECBYSrAYO8wLThmmwIUoAAFKEABClCAAhSgAAUoQAEKUIACFKBAT4EBj9nbc2FiWgw+n+psxdbNm/DWyjXYuHUHImUVmDHnOEyfMhGVZRFvYPre3yu8trJp7Nq8Hi/8fSm2p3TMbWyAEYvhhJOOg5XoQHtHFhWVcTjZNixZ+jZmHzsHtVWxwtf3e7bMFN5esQp2sArTJjdg46qXkA41YOaURui8L8F+VnzRh4Ar7iLtoK2lCetWr8Cry1ehrSOF6tHjccqpJ2L8uDEI6EWvQn1khG9RgAIUoAAFKEABClCAAhSgAAUoQAEKUOAfCxQ9UuXYJh75zf/gK//ze8RqZ+CMk6ehY9nf8PMffw/nXvv/8M0vfgRl0SAKA0H3zmL7vl148Bc/x30rd2Lu6aej862X8MZ2A7+/bxqWPH4vlr5t4nM3XAElswnf/N5P8YOf/NdBg72ZdAfuv/3/oE05Dw311Xj56buxu/pcTJo4AZqcHxy/dwb4mgJ5ARHoTbTswKLbf4b/+eXd2LqnBZblQFYUHLvwNHz129/HqcdOh8YTB9xmKEABClCAAhSgAAUoQAEKUIACFKAABYaAQFGDvWY2hU3LH8N/3fkw3nftP+Gmj16G2oownGwCT993G35y+++x6oPn48SpoyC5Fpr27kVTcwtkI4LKygqUhQ20NO/Gsq2bsPDc8/DhSy5GwEriciiQOprxxlvrsHm3jqa2DoypbcT/96Nvoq4uhs72NmSzWaTTCTS3JREMR1FbWwMggGu+8C+QwxWQRXRZUpHpbMfWTeshywoi0RiqKsph6OpBg89DoIyYhRIJZFKdeOmZv+KOe/6KVmc8/v2738Up0+L41W2/xNIVW3Hvnx7H5LGj0VATL1EOmSwFKEABClCAAhSgAAUoQAEKUIACFKAABboFihrszXTuw8N/fRxj512ML9z0aUyqjUCRJThOJS64/NOw7QrvdSaTwnvrVuCu3/0Oz73yOpzwGFx0ySW46gOnY+niv+LF117D6E4Do2oaMKvcxMtrW3H2yWPw+kt/x+vv7sZdU6fj05fMwX13PYwrP3kF3ln6KpauXIu9uzZi8atrUNEwAzd+9p9w5vwpWPbcYrg1M3HhOcfBMU0sX/Y4Vj77ILa2m5h1zHx88fOfw8zGaqgyhy/u3iw4JQTam5uw+PFn0WRV4QtfvwU3XH4m4mENjZMn4E+L/oZg1WhIkgPeS5fbCwUoQAEKUIACFKAABShAAQpQgAIUoMBQEChqhDPT0Yp9+7Zgxqy5qC8LQIKL9qa9eGftWmzb04ZjTj8Ho+NBNO18D7fffgd2KKPxjR/8FN+++UqsfvaPuOvJt1A38TjMmD4HJ5x4Ek5aMAeZ5u3Y9O421DVOxZQZczHz+AtwxoLZMKQsVi1/D4lkCm1b1+GFF19B9ZwL8NOf/BAnjTVw972P4L1drdi+YiN27mqD7bhIJ7PYvjWFMy69Ft+++ROwtyzHb/7wMPa1p+E4DNkNhQ1y6OTBRdZMYk9HErW11Zg1eQwChgpFUVA7Zhpu/Ozn8cmPXIFxdVWQDjYmydBZGeaEAhSgAAUoQAEKUIACFKAABShAAQpQYAQIFLVnr7g5m207qCiP5AJgjoVdm9bg4b89id0tHdi9ew/mfehfcWbdPqxZvRYT54+Hm03ClMKoLwNefnEtLph/DsbU1WLS5MmY3DgWLcvgjZFaXlOLUQ0N2KcEMKtxNAx7G1RH9tKzTQvTjjsFH7jwPEyujUI1m/D6H19DMpmGbAGuCDu7gKobOPm89+HySy5EXE1DadmKr9/3PLbuuxjVsYAY52EEFDlX8XAFHMdC1spCUSLQVBWSF9WVIEsSNEUBZJmB3sPF5HwUoAAFKEABClCAAhSgAAUoQAEKUIACgy5Q1GCvquvQQhFsXv82Oq1TENQ01IydhLMuMNC6ZwseuvOH2Ly7BYlwB9KZTuxr3YvVq96C67ionnYmLqpohKYC4n5XkojOis62hT8xWXivF4tjOxhfV4mqWAiKqiISL4fiBeJE3+LcQ5Yl6EEdoyqrEQ4FoEPChMZ6dKZeRiKRyaXTa7l8ObIFVDWImBFCR1MSe1s7vRMLjm2jae9WPPa3ZxCqGYuTFy5AZTwysqG49hSgAAUoQAEKUIACFKAABShAAQpQgAJDQqCowd5w5Wgc2zgX//Hre/H0wmNx8ZlzYEQqMH1mHM3xIOIBF02OAyOkI1pXi/mnnY8PnzkHtpnF9rWvYVOyEgFVgdsVot0/BusFeyXXG3LBcXvM5QK6IncFeHvKir66XrzYdZHJZrFlRxM6OpNw5QzeXrER8XAAcRGsY6fenmychoRIJI5jpk/Eky/dhwfuuwfTxlVgdEUEzyy6Hbf+7F7MO+uDmDnrGAZ7ubVQgAIUoAAFKEABClCAAhSgAAUoQAEKDAmBogZ7dSOKi264Hg+/8Cj+4wtXY/X1X8LJx08BEvtw109/hqUbd+H6CyMoHz0GE8ojePXph9BYaUBp34T//voPMen6r2Hm5DgswPsTAVhx5XxhOF3ZMbFj4yYsf3sz5k+UYXphXBGllfaPCnsBXtd725JciIGJRaDYSrThlcV/xL1jKlEn7cEf/vAATrn8axhXE85foj8kyoSZGCICoXg5zr7kKvz99bX4yz234dnFT2FMzMK6tZsxcdbxOPnss1FbVcahHIZIeTEbFKAABShAAQpQgAIUoAAFKEABClBgpAsUNdgrol5aqBbf/dFv8cLzL+CZxa9g0bplkGQJo0+7ED+55VScfNJxiGgObvr8P+OBBx/BA3/+Ixwzi5Nv/Ddc/+HzEVdSmDN3HhrqR0EXw0CMG4/x25PQ9DBOPnEBNm3ejif/vgoLpp6E6SdMQnVNBTBuOlS1AgFdhSwriEXLMXfSeNRUVaDhmHGQxlQgFAygccY8LGipwPrn/oZlZhbzP3QdPvXJcxHVVUjs2jvS68IB668oGsZNm42vfuMbmDbtT1j57nZkHeCY2SfhvEs+jPPOPAHxsAExtAMfFKAABShAAQpQgAIUoAAFKEABClCAAhQotUBxg72QICsq6ifOxJVjp+D9H/woMtmMuMMaguGQF3AVN7cSj2lzT8LNk+cgkUjBVVSEIxGEDB2ua+O6G78AWdWgaSpmnnoxpp4sIaAYOPak8zBt7ilwoCEc1vGtb30WumFgUsOVcCBD0zWvl2XD5Ln495tnQdd1jL/+RriyAl1Xcfbln8fpH3RhpjOwHAnBSBihoM5evaXeCodo+pIsQwuEMX3eQnxp+hx0dqZgO4AeCCAUCkLXxOjSQIbB3iFagswWBShAAQpQgAIUoAAFhogAhw0cIgXBbFCAAhQ4+gWKHOwtgElQNA3RMg3R/H3WRIxXygd6vbkkGcFwBIFQ9xAKuXkUGMFg17yqHoCWbxgVVUMkFi8kglAol31JMXLjPeQ/ET0yQ8HCZ4Gu8Xj1QAi6mCcU7npvvzx1LZkTFOgWkCQZYtupCIQg7hGY24wP3FvruXl3f5tT/gkcWCb+pc2UKDCEBFgVhlBhMCsUoAAFKECB/QUOdiyx/1x8RQEKUIACFDhygQEHe8VYuIW/PrMhgrz5D7wbrPWaqWewtefn+0+LL4nbrPX98D4RUbg+Ht5t3Hp/VMhQfizfPr42LN7a3yhXDsMi48M4k90BXeGdXxHvZoGF1+JN8ddjIxvG6zucsp6rD/mzS91R+eG0CsM6r12/R/n6MKxXZlhnPv/DlK8Kw3pVhnnmvVbAaxJEYXSdKRzmazVMs+812Pm6wfbZv0LM7ygV5P1LmCkdIFD4LTrgA77hm0BXRShMiGceL/jm3zMhrwhElCD3j8M59sTxcbpQFXxMkkntL+A10/wZ2h/F51fiGLpwHN1zunc2esZNe392sNcDDvbato10Ot3VE/dgCfH9wREwTdPbODKZTNdGMjgpcal9CYhK5zgORDmIupBJpbjj1heUD+/JkgtXc5E1M0ilxBAb3IPwgX2/JMQOg/eb5DjIplOQldxQJ/vNxBeDKiD21yTJhaPZMLNZpFOpfPvM+jCo8L0WLupCNpuF49jIZtKQLdaFXkS+vJQlIKDasEwTqaSoC74ky0R6CIi6IPZRxb5S1hR1wunxKSf9EhD7q5KqwbIspNJpyKJy8OGrgOO4Xrts2w6yrqgLbJd9LYB8Yl7ARFZhmfm6wIahBMUg5faRXLYLJcDfL0lL1+BauXieLMv7fcYXgy8g2uTCPpLXPqdSB91PCofD/c7QgIO94sB+37594MbRb/uifEEEGEWj1dbWxjIoimj/FyIOXFLJJGzTRGd7K7KZTP8Xwm8MWECRgfJKA4nOhBfgyvWW4I70gGEPcwGetOsilTJhW5ZXF8QQKHz4LyBOfEQrDKRSCaTTSXSXA+uDP6UhwXUdJJNZry4kOtp4EtAf+ANSEfGsUJmGVNpFVtxDgg/fBUSw10p0ekHGjmwW4t4d/CXyuRjyQ+mFjRjkdMo7sCzcQ8XnnIzo5BzXQSaRgmlbyHgdpbiPVIoNQtw4PqhGoGQyMC3TywJ79vpbEqI/daYzCdOyYGZMtgv+8nenJgFaIAI1q6DVNNl5s1vGlykRwxMB3o6ODq/TYGtrK5qammAYRp/plyTYGwgEUF9fz0Bjn0Uy+G+KnkM7d+5EdXU1RFnw4b+AqKSxeMy7cVtFdR30YMj/TIzgFAt9U2TvNo0dKCuLIxyJjmCR0qy6OKAXvamtXc1oTjqIxiugqCoP6n0ujlwYxYUmJRCLRRAKR9g++1wGXk1wXTh7WtCWbkUwWg5FFT17C79WJcjQCE1ShgtdSiAaCSIai/NAxu/twBvWB+h0gPZdexA1gtB1ze9cML38tU6uIXttQjQSgSLzagO/NwzROaRNaUG2PYVAMOLVBa+Xqd8ZGcnpiVGVJMAxJITCIcSjce4jlWB7EJeqt2utSLYkEA4HYRhsF3wvhvxwb5mgBCUYRDwWh8IrMn0vBhFHam9vh6ZpqKqq8uKqBwv2HknmBtyzVzRS4k/07GWDdSRFcOTfET+UhR7V4pllcOSWA/mmZdmQkDs7L+XLYSDL43ePTMALozgAy+DI/Ab6rXys12sHRA8JUQ7e30AXzO/3U8BFLuAr2mbRLii8XLefgsWYXbTP3v6RaB28doGBlWK49ncZEpz8MPrcR+qvXVHmzwd7c/uq+eMFXvFRFNr+LsQLcEm5YzXZaxvYq7S/hsWYX/QqzR03SxDlwGPnYqj2YxlSPtjr9XbPtQu536d+LIOzFkXA20eS4O2jirrAh88Coi7kuyGI47bcvirLwedS6HIvtAWiHIoZdC9KieYqK3us+L1xML0hIsBNf4gUBLNRSgGvGki8CVUpyyCXdn7vrSsjvGC6i8LnCU+e7YPP6r2TyxcAy6E3jD+vORamP85MZfgI5Jtk72oo/i4Nn3JjTosqIE6I8zE0BNhMD41yGKxcFCXYO1iZ43IpQAEKUIACFKAABShAAQpQgAIUoAAFKEABClDg8AQGPIxD72QOeaZGDPnQ+wtiHKn86c3DPrOQvyys0N25j0V2veVdSileiRtCsNNZlwsnDk/gYNvz4Wx7h5cC56IABShAAQpQgAIUoAAFKEABClCAAhSgQHEEihrsFXefTieTSKUzXmC1ZxYlVUUkEoWmyj0Cvi6sbBYdiTSi8RjUQ0R7xbLF2Khi/EEJFtrbOhGIlsHQei6vZ4qAmUkjmbEQDgVhZ1NIWxKi0ZB3x8f95+QrChwo4Dp2bnvOZLu3Z0mGpusIBAxomtpjWz7w+3yHAhSgAAUoQAEKUIACFKAABShAAQpQgAJ+ChQ12Gtlk3jp8b/ggadeQjhaBl1TvJtPu46LstHjcckVV2BiTQyKnBs9wrFt7Fq/Erff9Tyu/8pnURcJQFEOHFnCsU207N2K5W9tx5gJkzEq2ILv//A3uOwz/47jJlZBVfrqL2xj3cpleGLpFlz5wXPQ/NYzWLxFxbUfvxTlQd1PY6Y1TAUSbS14+oE/4bEly5HMipuwAVB0xKtrsfDkM3HeWSehPBIYpmvHbFOAAhSgAAUoQAEKUIACFKAABShAAQocbQJFDfaKoOzO9W/jzTXv4bIr56E8qHrDJ4h7/UWr6hFQZFimCdN14dgWHMdBR/MuLHvhTVz9xSycoOa9n81kxP2ToagaDF2DlU1jy/o3cf+jb+CCD8QRmyAjEA7CUCWYlgXHcrxlWbYFFzJ0XYcuevzKCgxDh8hX2453sGKVgbaODihZDZohemZqUPJ3RT3aCpbrM3CBbDqJd958GU8/+TzqpkzHmJpKJPZtxQvPPowly9dCCYZx4anzENAOPEEx8NS5BApQgAIUoAAFKEABClCAAhSgAAUoQAEK9E+gqMFekbSqKJg653RcdtUVqAzqUCTZ690rK4qXs7btb+OBx19C095tSMkxzBlXCdkQQzOIISA6sWrZEjz46N+wbU8rjj/1XFz8gYsQddux+LFH8NKzK2AqQdRcdjoax46HoarYt30z3lz+Gto7W/HCS8uQClbhogsvwvvOOhF6IITK8qA3dIQrSdi3Yyv+eNvPsHbtZhx7ytm46KLz0FhfBU3N5a1/dJz7aBcQo4qInuajx03CR274As5bOBtmognP/OXXuO2up/HIX5/A3KnjMaG+8min4PpRgAIUoAAFKEABClCAAhSgAAUoQAEKDAOB4ndJlGQ0N23FmjXr8PaatVizZg3WrF6NLdv2wjRttO7ZiF/84v/w7IvvwLEd2JYFcbMr0ft29ZIn8fP/+hla7AgWzJuB5+7+Hb52691o6swiEitDNFaBWKwSmpvGfY8+hu0tabTu3Iz7fvdT/PGvz2HC1BmIdW7Br37+E6zc1IS927bgldfWoTNlApKCt9cswcqNezB92jg89+jd+PldjyFrit7AfFDg4AKabiBWVo6a2jpMnDwDZ553KcaGg9i25R20dnZ2j+d78EXwEwpQgAIUoAAFKEABClCAAhSgAAUoQAEKDLpAkXv25sbOXf7c/fjCG4th5MfStUwLZ57/GXztKx+HGKIhVlGNW77zbZwwcwx2rnoB98mvIptJ4pHHnoLTMAtf+8Y3UBuWcPoJs3HZJ7+MNy49BXNPPAXH7Ivj3LNOw5i6BFLeTbNcWFYWdqQaV3zkJnzo7PnoeG8ZfvCj/8SWPR2oy5rImjYc14XopVkxdT4+9y9fwcnTq/H0X/6Ar373z9j+qUsxMWCgz2F/B52fCQwLARdw3dwpAUmSEQyWIaLp2JNJIpk1vSFHhsV6MJMUoAAFKEABClCAAhSgAAUoQAEKUIACR7VAkYO9XlQM88+8DDfe9DFUiOEZRJTVBcqqRiMWC6BVURGMTUNdTRV0VYXXtViW4JppdNouGiadiPqKEGTHwvjGGbhgXhDrt+zFlMmA60iQvG+IZRb640oYVV6G8fWVCAZ0SFV1KKuZ1FVo3XO5mDFuLBobKqBqQdTXN6JK24m9bVlMrPaymLsBV9c3OUGBAwVcuLAcE1nHga7p0FUxBAkfFKAABShAAQpQgAIUoAAFKEABClCAAhQovUCRg73ifmwSqmvGYc7sWagMBbwxTwuraZoWxNi9RnUURsDIBYLFh64LV5KhyjJMsx2m5UCXXGQzCSSTLoJBHUASItDmOK7Xy7I7iCsjZIQQNnTI4mZrshgjuK/wmwTTzHhDSTiOjUwmCdvVEVDlXNy4r68UMs7nES0gthczm0EqlYSFLN5Z/QbeS6UxproOsXCo781tRItx5SlAAQpQgAIUoAAFKEABClCAAhSgAAVKIVD0YK/oxbt3zw68tWo1KkJaV0BX0UMor66D6xTCtN2rKy6RV/UQJtaV45FXn8JTS2ZjYqWCZU/ejZW7anBlYy2QaUWivQVbtm3F5LKgF2Dr6twL7x5wPRaYmxSfe38AbMfF6jdfxnPPvoITZ9fg2WeeRbZ6JuriuSEcGOvt5uNUt4A4ebF3+ybc/6c7sHzxw5CtFN54aQmSShRnnHUO6qrK2bO3m4tTFKAABShAAQpQgAIUoAAFKEABClCAAiUUKGqwV/TaFZ1qt69/DT/5wWYE9fwwDgDUYAOu++IXMF5VIKdsSLIE2euFC3SYgBEM4dTz3oeN2+/Cb354K4IhF83tNq78zGcxt3EUEjubELD2YdGdD2DsZ85BMpOBJAOqCsiqDMiyF1hWFAWOnQVkCYoC731F0SApLtr3tuDBRb/D0w86SNlBXHXtR1AeFAHpEpYAkx6yAmJbUoIGOpIdWPrM41hi297Zg8mz5+OTV1yOS889CWWRIFzHHrLrwIxRgAIUoAAFKEABClCAAhSgAAUoQAEKjByBogZ7VT2M86+9Ccde8tH8TdG6o6iSbKCmrhaGVIGf/WABRlWGoCgSGo45Fb/67TGor4hDKluIL4+bgr17mmDaLgLRMowaVYNQQIMbOx7f/vZYtHVYGDWqEnfOnoe60dXQnJNxU+NsRMqrocgygvEx+Kd//RYC8RqoVjUa52VRXVmG+otvxGMnfhRwTCRTJqLl5aiurkLAMEZOaXNN+yUQKa/BR7/4DZz/8X/pukGbWEAwHEV5eTnC4SAUSUKWwd5+uXJmClCAAhSgAAUoQAEKUIACFKAABShAgcERKGqwV5IUxKtrvb+DZ9fA+LGxro+NUBQTGqP51yqq60ajqnZU/rXU3etWCaF+7HjUi3EZJAnlFeX5eaKoCRW+D0iqgbpRY/Kf6YjkkzKMWkwpr80F7cRIElKPZefn5hMFegrIqoaq2npU1fZ8l9NDWaD79NJQziXzRgEKUIACfgmwXfBLmulQgAL/UCD/g8SrSv+hFGegAAUoQIEBChQl2CvG3C3mQ4yTetDHoT476Je6P/CWfYjFd8/JKQr0T2CAm2b/EuPcfQiwYveBwrdGokCPqtBjciRKlHSdaV9S/v0SZ1nsx8EXI1iAdaGUhd9TX4L4x0dpBChfGvdCqrlYD0uh4FGy50IRFJ5LlhEmPFgCAw722rYN0zQhnvnwX0DYi2C7ePbGQPY/CyM+RcuyYNviz4FlmlDU7Ig3KQWADBeO7MC2LJjZbK+7NpYiRyMrzcI5P+HvuKIcxG+TM7IQhsDa5vbXXDiK4/0uibZBjJHPh78Coj7Ylg3HcWCxLviL3yM1GcjXBdtrF3jCvweOD5O5dsGF2E8S7YF3zGBZgLibMx++CbiFsKKmeGUgfpNsh+2zbwWQT8h1cvuouXbB8tpmts5+l4JIT4KryHDyMYzcPhJLwr+ScL0mQBw7O26ufcjFMNgu+FcGuZSEuGUoUL19VcvbZ/U7DyM9PbF/JI7VRLsg9pGy2ax3H7K+XIwjGH52wMFekaGmpiYGGvsqER/eKwTZ29raIG4oxof/AiLYnkymYJtZdLY1I5sJ+p+JEZ+iBEUCYmUyEolOpDNpb2duxLP4CpDbeUul0l7AvbOtFZK4CScP6n0tBXEQI8FFJK4imUwgk8l4wxb5nIkRn5xoFxLJNGzTQqKtzTv5xKs//N8sZEgIxGSkkkmYZuFELA/q/SuJXLuQ7ez0Ar4dZiePF/zD3y8lEdAKaBHImTRMyzzoweR+X+KLogq4jotUIuH5m5kspJS4uXhRk+DCDkNA1AVDCXl1wbIt1oXDMBuMWVKdCa9d6MxakNOpwUiCy/xHAhIgayHYGRWtdivrwj/yGoTPRSyvo6Mjt4/U0eHFVQ8W1B09enS/czDgYK+maYjFYgw09pt+4F8QB5PibEBzczMikQhEWRxyCIyBJ8kl9CEgzsYYgQAUTUMoEoMREMFe7r31QTWIb7kQnRclKY1AIIRgMMgiGETtPhedO6ZHZwZQlCyC4QgUZcBNTJ9J8c1DCYg+XC4UVfwuBREMBNmz91Bcg/SZdxJQ1AXVhB6MQFZE2JHtwiBx97lY0WNFlkRdyMAIGAiFwrkyYDH06TUob3rtgotUMoVORUVI06Aq2qAkxYUeSsD1jg9kVYWu6wgFQgy6H4prkD4TVz1JloOk2gldV6B6+0j8QRok7j4Wm+s56h0rqwoMURdCYciS6JjAh58CLlxIlosOpRUBQ2e74Cd+V1riPliApWtQdA0RURe8TjpdM3DCBwERywuFQl4sNRAIeHFV8Vysx4CPxFVVRTgcZrC3WCXSj+WIg0nRs1o8xEYh/hjs7QdgkWbNZLPQNc2rA3ogCD0YKtKSuZj+CIhhHGQnA93QEQyxDPpjV6x5xW60pqcgywpEXVDUATcxxcraiFqOBAcSbOhari6wXShB8bsudCMNWRF1IcC6UIIiEEl6Jz5cC5qoC8EQ95FKUQ6uC1s3vINI8ZskAix8+C/gSmJIExmqqnknxHlQX4IycFxk9RQUWfaOGwzd8D8TTBGiLtgquusCg70l2SqyyUxXuxDQDYgAMB/+Coi6kFHg7asGggEoMq8S97cE4A3dIGJ44gp98SziquK5WA+eyiqWJJcz4gUKY5aOeIiSAXA3oWT0XQlzR62LopQTPYpBnBTkw38BoU55/937SpFl0ZeKf++xHvhnfbgpsV04XKnizif2UgtNsnjmXmtxffu7NO+3iT9Q/WUr4vzd+KwLRWTtz6IKRSCeC9P9+T7nHbDAYLfHDPYOuIi4AApQgAIUoAAFKEABClCAAhSgAAWGugDjWqUtocEOcJV27Zg6BYaOwKBcY3tABZY4Ut3QKXLm5EgEDtimvYVIvLHCkWDyOxSgAAUoQAEKUIACFKAABShAAQpQgDceMpEAACAASURBVAKDIlDUYK8IiFmmCcu2UQiOibuxi5v0qIoCWdxBaVAePS+Lcbw7wUuK5o2JdLC7nNq2BdOyYWgaHMeB5TjeDc7kg31hUPLNhQ5pAVdsVw5M0/K26Z55FWNginFJNa2oVahnEpymAAUoQAEKUIACFKAABShAAQpQgAIUoEC/BIoaqXLsLNa8/ipWvL3RC6SK4K6kKIjEyjBj9jw0jh0FXVNQzICq69hId7Rg+95OVNXWIiAn8OrSV1Ex6QRMH1sBpc/grYu92zfh+Zffw8WXnIo9G9fh7c37cNKZpyIa4F2C+7UFHcUzi0Bv2+4dWLr0JWzd1w5FDOCfP18hSSqq68dh4QnHIhYu3iDaRzEnV40CFKAABShAAQpQgAIUoAAFKEABClBgkAWKGuy1zTTWvvwCfvz7RzBvwQJUhBTs3b4Vq1atwqwzL8aXvvSvmN5QBVlVunr+ivU74E7hokdlfsV7f1boMVz4nkhz/etP4I4le/Gxq6/EhHAHnnzyfszSJ2PymDLvroK9vyO+u/O9d/Hb37yAs8+bj63rXsdfH1mK2QvnI2LkSHqnm88On0aQgGPbaN35Lhb97md49JX1UFVxoiI3zLWq6Tj+jAvQMHECouFRI0iFq0oBClCAAhSgAAUoQAEKUIACFKAABSgwVAWKGuwVPSHdbAZzT7oE//G1TyAeMGCbGax96SF840ePY8mr6zCpJopURwo7dmxHZ8pCJF6J+tE1MDQFqc42dCYysMwUmls6oIdjaGgYg6CuQoKDtpZm7Ny5C5msBS0UxdixDXBS7dj07rt4d0MTNm/ehtGzx+LzN38LWrgSnW2t2JfKwLVT2LO3BbIWwqj60aiqiKFh6vH4+c+mIiBLMLM2Es0Otm5cj12OjWhlHepqqxAKGt5QEEO18JivwRYQwzjYyGTSaDz2JHzli5/FuNoK7066iqYhHCnHqNqqQmffwc4Ml08BClCAAhSgAAUoQAEKUIACFKAABShAgUMKFDXYK1KSZRmqJiMQjSEWCkCyMxjbUI9QSEcmkUZH8y786Y7b8Mjipdi9twO19RNw2bWfwpXvOwVrX3wUv7v3GSSTzdi4aQvk8Chc+ekv4xOXLET7jndw15134a/PLEUy1QktVourrrkJJzbG8eCiJ/Dqmq2QslmM/fcbseRvf8HEM65DRcca3H3fI0ilmvH6qndgZgxcdOU1+PxnP4a9G97Cj3+7BD/94echOTa2rVuBb//bl7B7zw5UNx6HK667ER++8ASEAjqDeYfchI7yDyVAVlUYRgTxeAxlZRUAXCiqhnhZOYJBA5ZlHeUIXD0KUIACFKAABShAAQpQgAIUoAAFKECB4SBQ5GCv5A3PsGX9m7jnjjsRDSiwzSTWvbkMCEcwZUo9Vi6+H3e/sA7X3XgLFk6uxpJH7sFdt/0UjVOnwOloxpadO3HW5Z/Cvxw7Fs/e8Uv89nfP46JTZ2HHupXYk1bwr9/6AabWBrDk0d/hjntewILvfgKXXHke9ry0D9decw3qYxr2Nu9BbcZEJJXChnVrMefsK/D7L/8H3nhmER5f8hw27Hw/jFQKm7Z0wnZcSApgGw5OuPgjuOT02Vj0u1/hV7/+DebPm4LpY6uhyrlL94dDgTKPxRdwLAurXl+M//dvmxEJB71tvKK2Hh/86HW48IyFCBS5FhV/DbhEClCAAhSgAAUoQAEKUIACFKAABShAgZEgUPQwlQsJWzavxROPZRAxXJi2jUC4Ald/7EM4bsYo3HnnyzhmwZm47KJzUWYA46p0PPPizXjplQ04ISZh0sw5eP/7LsTkGh2Bj16G33xhCTKWjdqx03DemeVw3U68s3Yj3tnaAtuphKQZ3tAMdaMDGNMwBpre3jUGsOO4qBo9DZddfiGmNY5G1DoLO3ftRNq0oDoOXEXKjQ0syRgzbhIuv/xiTKuvROiTrVj64c9iw44mTB1TBTDWOxLqwkHXUYz5HIrEUD9mDKKRgLfNVFTXIxYOQ3LF6NL5u7YddAn8gAIUoAAFKEABClCAAhSgAAUoQAEKUIACgy9Q5GCv68VFj1lwPm6++RpUBVRIsgRVD6GqugKKZKI14WLU5BiChgxZchGKxxGpiCOdSAJxGfFoCPFYELLsQtENyKoEy8xg28rluHvRX6CMnoy5c+aitq4G7mrbC7OJYJzr5P56kkkSEK4Yg2ggAFmSoGoa9HCoe5bCXeAAGIaKSFDzPtONGCoVCY7dPSunRq6AoqqYPGcBvvDlmzFhVJUHoSgaQuEoQgENts1hHEbu1sE1pwAFKEABClCAAhSgAAUoQAEKUIACQ0egyMHeXCfH8rIKTGicgJpQAIrS3S02m0lj0vhy3L/mHWzasg/jqgN4b9Vb2LJhG+ZcVgfF2gpZkaEqCoB8pFUCsqkOvLpiGfRxs3HNtddiTGUUG15qxp8e2wjHEQFfCbadhW1l4DiOGFLVe0iSBFnToUi5PIjgb+HRYxJwHLQ1d2DLln2oDGrYsv4NvGVWoTJmdPUSLnyPzyNPQJxMSKcS2NfUhKioMS4gyTK0QAL19XUIaMWvRiNPmWtMAQpQgAIUoAAFKEABClCAAhSgAAUoMFCB4kepXAe2GCJB5Gy/iGouQHbC+9+PX9z0Hfz05zqOm1SJV555CG01x+P8hROx7e/LvPFQe3S4BWwXkBXIehC7Nm3DurUrsb5zN/7vv34Jq3IGOhOd0F0HO996HfctCuL6K88uxHpzy3K7Yr/e+95V9wAckb/8C9u2sW7VavzkR7/EhWdMwgO33Y5p516MSWNqoXC83oFuY8P6+2ITsc0sXln8AD783F/gWpK3Qam6gTmnXohbv/efWDBzwrBeR2aeAhSgAAUoQAEKUIACFKAABShAAQpQ4OgQKGqwV9UM1I5rxLRQGUKG5g2d0JNJkRWMm30Ofnqriz898CCefmY16iedituuvRZjy8PI1o/HxEwcQUWCoigIxyqx4NiJGDVqNK648iOwF92PF595ApZWi6/96ja89fij0KNRjJ9wCs6Z+y6Wb96MhB3AxElTUVsRQrVRi+nTXERCQciKglC0AuPGT0JNPIiwVoPj5k1GIBBAZf04nH/J+2GHXTz19HOYeskncMM1l6EmHkDP3sA914XTR7+AJKuIlFdjzoKFaNNH5VZYnMDwzj+omDRnFirLwr3PaRz9MFxDClCAAhSgAAUoQAEKUIACFKAABShAgSEpILniGvUBPNauXYspU6Z4wdl+LaaQbD+jqeJr/fzK4WfLdeF4y5cGL43Dz80/nFMUXTabxfbt2zFq1CgvcC2GruDDX4FMNotbv38rnnzpTXz6y7fCCPYYF9rfrIzo1GQ4iDhtqKwsRyQSHdEWpVp5Fy627mzGeztbEC2vhBjvmg//BSTXQUTqRGU8inAkAplXqPheCKJ93ra7GVt3tyIUq2Bd8L0EcgmK2/CG3A5UxMOIx+IcmqsE5SDqQuf2HWhd8zZigSAMXS9BLpikKwGOISNUHkMsEu3/cRsJBywghhps3deMPVt3IqDqMAzdG4pwwAvmAvolIOqCpQPh8jjKYnHuI/VLrzgzi3ahrbkF2zduQcQIsV0oDmu/lyKCgJkQIFeEUFZWxnah34ID/4JlWVi/fj1uu+023HzzzTj99NO9mN7Al5xbQumOxI8wKHmEXzs8LzHGL2Olh2fFuQ4QGNRt84DU+MaBAmL0bj4oQAFWBG4DFOgWEO0C24ZuD06NbAHWhRKXf74AcscMLI0SlwaTpwAFKHBUCww42CvOzIgzlaJHKXuV+rutCPvCQ0z3fF14n8+DL+CK7uDdQ0DnxnnoLprBzwBTyB3KS6JfaY5fjMfNIijRhuH9LvXQ7/E7VaIcjcxkvfqQKwe2DaXbBLy2Gbn2mYf1pSiHHr9FXju9/+tS5Ggkptm7RWYplGIrEOrdJeFNsSD8K4hCA9DTXOyrsqeIf2XgpSQKIN85JH+swH0kn4vgIMn1rBoHmYVvF11A7J8WfpxyC2d9KDryP1ygd6yQj+UVpvv60pHEWgcc7BXDCLS2tjLQ21eJ+PCeuLmcCLa3t7cjmUz6kCKT6C0gKqWwt8wsOttaYGYyvWfhax8ERK/8UMhGMtkJyzJ9SJFJ9BTwdtJEXUiJumAi0dEGWZJ7zsJpnwRkyUUg5CCVTMC2LLbPPrn3TEa0C6lEzj/Z3gZZVnp+zGmfBERdMIKiLgCObbMu+OTeMxlRF9KdCZiWhc5kAulMuufHnPZLQJKgSgHI6ZR33CAzyOiXfFc6jne8kEDWzMLOWlCUNH+TunT8mhDjNcpQowHI4nitjTEMv+R7p5NMJCAuYU/YbBd62/j1Why7uYoBLauirU3sq/K4zS/7QjqiDnR0dMA0TS+e1NLSAv0gw11VVVUVvnbYzwMO9opgYyKR4MZx2OTFnVEEekXFTKfTLIPi0h720kQZmGbWO5DMplNej1IOKHDYfEWZUfRQUcSJyZDujWNtWTav2y2KbD8W4ub6DIlArzi4z6RS/E3qB18xZs31V3G9S9bdoO7tOIg2elgMQl8MgCG0DHHFhzigdx0HWXFAKXX1JRpCuTy6syLqgwj22oYG07TgOKncCu/fieXoRij12uXOAsLMZuA4NjKWBZPjpZWmVCQZYUf3giuFKzJLk5GRm6rXLmSzXrBdHODLltcwjFyQUq25LCFkq7BtC+m0CP6WKiMjOF0XyGQzsB3HaxskURf4KIGABMVWIdk23DRPPpWgALw2OZPJeMfOqVTKi6uK9qFYjwEHe0OhEBoaGjigc7FKpJ/LKdygra6uDoZh8AxxP/2KMbu4QZsY1FzcmK1y1BgYgRBjK8WA7ccyRHBRFgFfpwXlFRWIRGIsg374FWNWUQbi4exoQkuqGbGKaqi8QVsxaPu5DBF1d6CjA2XxGCLRKIPu/RQsxuze8D67m9CeaUU4XgFV04qxWC6jnwLiZoWG04F4PIxYvMzbR2KHxn4iDmD2QrvQDgVtu/ciFgwhoBsDWCK/eiQConUWJ8UdXUYoGkM8GuNx25FADvA7ju2gtakJVmcGQc3wbkp1JJflDjAbI/vrLuCIk4Ca693Atixenm8XGGz0c8MQbUNrUwtSLQlE2S74Sd+VVu6wzUUqCMihECrKy9kudOn4NyF69IqOsyKOJ3ruirhqIBAoWgYGHOwtWk64oH4LiB/Kwo504bnfC+EXiiJQ+MEUvbhcV/wVZbFcSD8ECuPP5eoFy6AfdEWbVZRBVzl4Z+udoi2bCzp8ASk/LmOhLjgshsPHK9Kcwl5csuuFWPL3NijSormYfgiIuiDKwBF1whUVQWL73A+/Yszq7Z96+6viPFTuPh/FWC6X0T8BMSyj10L3uNdK/5bAuQcq4HjHB7ljt9yxQvdx3ECXze8fvkCuVQDELVcKV8h6v1OHvwjOWQSBnLnrtQuibfCOH4qwXC7i8AW6wxXd9+A6/G9zzmIIiHowmL8/HJijGKVU4mUM5gZS4lUbVskzwFvq4uJuQqlLgOkPEYHuvTcGtoZIkTAbpRPoUR1KlwmmTAEKUECcesr/IIln7rWWbpNgu1A6e5FyIdBbyAXrQkGiRM+sECWCH/xkGewdfGOmQAEKUIACFKAABShAAQpQgAIUoAAFKEABClBg0AWKOoxDdzdkyRsv049xiPbv1Sq6QecGuz/YXWZzeXQg5e8S7ziul1fefXDQt7Vhm4C4xMcbnqHXGojtm9tNLxS+pAAFKEABClCAAhSgAAUoQAEKUIACFCiZQHGDvY6F1uYmZFwd1ZVlUORc0Hcw186xbViWDUVVkO1sQVNKQk11BXRV6vPmmq5torWlGY4SRCwWxs6t2xGtqEJ5TNxUi4OzD2ZZDddlJ9pb0dTUAksM7lS4zEGSoAdDqK6qhMz+8cO1aJlvClCAAhSgAAUoQAEKUIACFKAABShwVAkUNdibTbXgkfv/gC2Janz2cx9FmaGhd8h1/5646BFgFb1yc7biSYRdewZfe39PzOlaaby9YjlWbmzDaWecjPbVT+DeNTJuvOYy1ET1rrhcocTE8qxsAosXP4V0YCzed+Ys/PiW7+HcGz6PC0+fAVkRUbvBD1AX8sPnoS/gOibefPYR3HHP/Wi2Veiq5vUEd10VE2cej+uuuxoNteVDf0WYQwpQgAIUoAAFKEABClCAAhSgAAUoQIGjXqCowV4rm8a2Le9iY4eJjGnB1VURsc0h5u9MnUp0IJFIwZUkBMNRhIIByBKQTSVgQYaVSSFtOghHYwgFdIjhGFzHRjKRQDKVhgsJwUgMYUNBprMVL7/wFJ5e72Da7JmIxWsxbrSIAjvIpFMQQzRYZgapdBaKFkB5eQy2C8TKKhAJxbz53lu+Ers/1IKmfXsBRUUkEkXA0CGLTPExwgVET14XTbvfxcsvPoHwtNMwf9ZUb3uVXB0VZWVQvRMEI5yJq08BClCAAhSgAAUoQAEKUIACFKAABSgwJASKGuwVvXglWfYCtL1DpZaVwdb1a/HIw49g2ap1cKBh5nEn4QMfuBAT6uJ4/ek/Y9nmDuzbtgFbdmUwb+GJuOTSD6ChMoxtG1bj3nsfwroN78GSDEybcxwuv/KDyLy7As89uhiv7krgiblTcc60GEzbQDaTxFsr3sDyN9Zg29bN2LxzN2I1E3DVVddi5uQ4HMuEa7teMFg227D0uUfx1rO/RyfCmDn/VFx1ybmorSzrilMPiZJiJkomICuArCg47wMfxqeuOB+qLEFVVGh6AJFwSJxdKFnemDAFKEABClCAAhSgAAUoQAEKUIACFKAABQoCgzLaaM/hFwoJpdv24aFf/xCLlu/F6edeiBPnTsSy557HU4tXIJFMYcOq53HXn/8CqXIyTp0/GX9/dBHu+fMzSKcTeOC22/DyxhYsOO0sLJjRgL8v+gMeePEdRCoqUN84BtVjJmDy+AYkdr+DF19fg2Q6g/fefhN3/vo+tJjlOO2UBdj9zlL89k/3YXdrEqtWr8GKd7YiazmQnQSWPv8K6ibNw7Rx5Xjkz7/GUy+vQday0dfQEYX14fPIEhAnL95c8hzuuece3H3P3Vj0wINYs3kXnELP9ZHFwbWlAAUoQAEKUIACFKAABShAAQpQgAIUGIICRe3Ze8j1UzRMWnAOvjP9FEyu1LF3WxVeX7ENe/e2ejdYE4P0TjnjatzwyatQE9UQTO3FI2uXYF/qVMw+61zMr5uBCfUx7N20FitffhT7WhKoqm/EzGPnYGfMxtSJjUiseh2Oa8NxHJhmBrMWzsV1n70WE2sjmF3p4gePb0RnxkTGduDatjfEhKtquOqGT+GGT14Cu30HnI5NeOW1t3DhafNQHjGgMJh3yGIdKR+K7WrJMw/jlb8/6fVcrx03EdfHRmPm5HEIG4NyzmSk0HI9KUABClCAAhSgAAUoQAEKUIACFKAABYok4Euw1+shK2uoqynD3x64HX9pbsOu7e/hzfUpfGjGaV4PWjFE7ozpExCNhBAM6Zg1Zwp+/dpS7G3Ooqoiioce/DPaky3Y/M7bWLNhDz54AaAoCmRZ/EmQveEjcirionoHEVRWhFBdUYZQUMPoCQ0ANuZ767rehfeit6YrRTG6ph7RcAiWUoUJY6fi3XXN6LQdlPHq/CJtZsN/MZIk47LrP48rLjgLmgQEQmGMahiPkCGqkDP8V5BrQAEKUIACFKAABShAAQpQgAIUoAAFKDDsBQYl2CtuotY7Trrz3RX41s23QJt/Dq669BJMGR3Br391L1zb8m6CJSSTnUnYjgO4FnZu3oOqSBhoW49bvnErQjXH4yNXX4xPfvxq/PYnt8ByuwNsImi7/xjBMiAFoKkydFWBN6yEK3K0/1wiTVeSkbJNOC5gZlPY3bwXRnwGgjJ7aw77rbuIKyBOJjROm4PTTj8NhqZ4vXsLi89ks4VJPlOAAhSgAAUoQAEKUIACFKAABShAAQpQoGQCxQ325mOp721+Gy88uxhlARWSrEBSItDTu7HTdXH5wtNQXxXBOyvewPq1qzGzdpLX29a2XTzz8H2YXqtjXBx46KmX0TDzHISkLLJZCycedwxGVYawduVyrFjXhLFTWryAsplOYPvGjdiweTOiWROOI+VurOblZf+QswM395mbC/uKHse22YTHHrofE0YHYO3bgMXPr8KJV52HaEDzegyXrGSY8JAR8G48KMnedrr/FjVkssiMUIACFKAABShAAQpQgAIUoAAFKEABClAARQ32yoqGeHkN7OSruPeuO6GrsterVo5NxscvOx1XXnwe3lj8ILatroHrShg7tgxBIwPLdeG6DlSrHU/fvwiQXATrZ+DS95+FujEBnH/GCVj+6jPY995riEQDmDR9LtJ7d8DUAqgf0wC5ZTFeXPYmTh9roCauQ1dVRGIRlFfJXg9McQm+ogcxqroChqajqqIMViwERZFRPW4iWtx2PLjoj0gnM6iZfirOO2UWDD3fI5gbycgWkCSEy6vRMH4CyiLhXC/xkS3CtacABShAAQpQgAIUoAAFKEABClCAAhQYogJFDfbqoQpcdvUNOOPCq7ybpHnDJ4jBE9QQRtVV4bhjpmD33lbYroRgOAxddmBDRUUsCFWRceEV1+ID86dCVVXEKqpQVRGDqkj4zD9/BTt2NUGSZYRjUSiujVRWQiQUxYnnXIofT50PLVKGirCCGVkF1VVlKD/vPCywZJRFAhAjMlRNPglf+dwcVFVVovbSywE1iLJICLf88heQAhqy2SwsR0J5RSVqqspzQeIhWmjMll8Cope4imPPugz/PeNUlNWOha7kTmD4lQOmQwEKUIACFKAABShAAQpQgAIUoAAFKECBwxUoarBXUXXUjm5A7eiDJR9FRU39fh+KHr1muhOSlEW0rAoTp89ANLB/tipqRkH89fXQ4hWYHq/o+qgwFaqu7npPTBjhcowPl3vvRULBrs8mzZzWNc0JChwgIEkoqxzl/R3wGd8YcgIHjso95LLIDFGAAhSggI8CbBd8xGZSFKDAoQX4g3RoH346IgQKHQJHxMpyJSlQQoH9o6olyYgEWdExbuZFKKuqgiqzFSxJMTDRAQtI3HQHbDiwBbAABuY38G+L8a35GAICPYqBO9SlKg/WhlLJ95VujyrR18d8z0cBURa8/4GP4L2S8uoCK0QvFb9edrcLom3ufuVX+kynIMAqUJAo5XN3KYgptgslKItCERSeS5AFJjm4AgMO9lqWhVQqBUVRjiynrgvHsTHv7EvhQoZtppGy5SNb1gj8lmma3o3DxDAU4oZzPLD3fyMwLQuiHti2AzObgXykdcH/rB9VKcpw4SgOLNNEJpPmTrTPpeuK3TQXnr/4TbfMrPfb7nM2mBwAry6oNizLRFbUBYltqt8bhuO6sEwLjm3DymZYF/wugHx6UqFdsCxkMhnvJr0MsPhXGIV2QeyrOq7j7Stl/EueKfUUEAfzqgbLtryh62Qxxh0fvgq4jgNxzGA7NkSdEA/GWHwtglxisgRXUWDbFjLiuI11wf9CEMcLljhOcNku+K/vpVgIrlu6AsV2vHbhiON5JVqHoyFZEUMS7YFt59qFdDrtxfT6WrdgsHt0gr4+7+u9AQd7RZCxubmZQca+dH14TwR4xV9bWxvLwAfv3kmI4LrwTyYT3gF9R2sLMul079n42gcBVQZiZQoSiU6k0ykfUmQSvQVcF0gm016QsaOtlb9JvYF8eC0OHMUFMqG4ikQi4dUFngT0Ab5XEqIuJJIZ7+RHR7uoCwys9CLy5aWoC8GYglTSQTYf7PUlYSbSJSD2kczOjlxdyJpsF7pk/J0Q9z0JqmHIaXGfElEO/qbP1ADXcZHuTHgH9qadZV0o0UYhKTICcsirC6ZpsS6UqBzSnanc8YJpsoNOicpAbPyKHoKWUdFm26XKxYhOVwR529vbvXahs7MTTU1N0HW9T5OGhoY+3z/UmwMO9orMlJWV8azYoZQH8TNxNkBsFNFoFJqmDWJKXHRfAiKIIs7GiDMtqqYjEotDD4b6mpXvDbKAIq4NkFMIhcIIHMGZr0HO3ohZfNJsg9ppIRiJeVd8FM4cjxiAEq+oOH4XvRlVLYNQKOTVBQZ7/S8UEexNW+1QExb0UJRXfPhfBF6Kope7pmW8eiDqA+tCCQrCdZFIm0ioGsKaBlXlvmoJSsFLUtI1GIaBUDDE47YSFILjOFAcIKUloBsqVEXlb1IJysHrTq2pCBgGwqGwdwP4UmRjRKfpAh2OhE5VRUDVobFdKNnmYBoqFF1HNBJhu1CCUhCxvEgk4sXxxH6qiKuKdrpYjwEHe1VVRTgcPvJhHIq1JiNwOaK3hOhZLS4/CQQC3h8PZPzfEDLZLDRNh6Iq0INBGIH+d7H3P9dHX4rioF52Mt7ZsCAD7iUrYF1PQZYV6IEAFGXATUzJ1mO4JlwI9sqwoOk6RF1gu+BfaRasRQ8uTU97QV7WBf/8u1PKdVuU4EB2LW8nOiiCvbxoupvIrykxpImuIyXL0HUDhuix4o36w1OBfhWBSMeVAEeRvaBKMBDkQb2f+Plu1I64VFpPQxH7SJqeqwt+5oNp5QQkwFLhnXgSnUNkXnlTki0jm0p7v0O6ZiBgsF0oSSGIXSUFkFXFiyMVhnEQMSY+/BEQwV4R3BX24lnEVUVcr1gPHokXS7KEy2GFLCF+j6S930X+NvYQ8XvSGx2QA/z7zd4jPVECXVWga6LHDJwcdAGPXfwYiR04EVDhWO6Dbt4zgUJ7nKsL+UrAutCTyKfpbnQx5b0S/+ViwD7lgckIge6SyP0eFeoIdUoj4NUHHsj7i9/l3XMvKbe/xJ8kf4tCpFb4TfKexX8sBP8LQZRDz3rRNV2SrIzYRLvY88cL3WUyYkmOuhXnIHJHXZFyhShAAQpQgAIUoAAFKEABClBgSAnkI425IEsh7DikcjgiMkP50hYzg4ql9WfqI0eAwd6RU9ZcUwpQeRMx8gAAIABJREFUgAIUoAAFKEABClCAAhSgAAUoQAEKUOAoFijqMA6OYyOdTCKVzkIMQi/OmonxZMV4dcFAAKqiDIs7XmbTCSTTNsKREGzTRNZ0EAoFoKrKUbwpcNUOEHBd7xKTbCaN9rY2JJIpuJKCSLwc8WgImqbyyp8D0PgGBShAAQpQgAIUoAAFKEABClCAAhSgQKkEihvstbNY8fLf8dwrbyKdTgOSDEXVEC0rx8LTzsLc6ZNg6ApkSeoxTgv2v3mMCLB1aUj7BYe7u/zv/76Y/fA+65VW7otd6Ykbq4jl7N28EouW7sbHLj0LW9e9hQ1bLZx7/vGIR4P757Urn5w4GgVsx0b7vp1Y+uJzeO311di+uwmOaqBhwmScfMrpOOH4WQhpPAFwNJY914kCFKAABShAAQpQgAIUoAAFKEABCgxHgaIO4+BYWWxb/SaefvUtRGvHYNzYBpSFNax8/lF8779/jFfe3gLLsuG6DkQvYNt2YIsewPkelKI3sOO4Xq9gb1rMl//Mm8dxYNu57xeCu+LZ60XsfVfMn/tOoTAKn4vv5ZadCyUX3vfmL3zXcbyvZbJp7Gtpg2mZ2PLuJrz68jvoTGa9tL20ukazLqTC56NOwHXRuncbbv/59/GVr/8nFj32HHY3N2PnxpX4v5//CN/9znfx9AsrkcyYR92qc4UoQAEKUIACFKAABShAAQpQgAIUoAAFhqdAUXv2iiCunU1j7NhjcPmVH0Jl0ICVTWPhjBp89dZH8dZbW3B8YzUS6Tase3s9mtrSCEYrMW/eDAR0FXu2vofm9k7Y+YAvXBfRmjEYO6oKZrINmzduwLZd+xCpGI3j505HIGAg0d6GXTt3w3Gy2L51OywjjjlzZqO6LAzHttDZshfr392A3U0JhGNlmDptGkbVlKG9aQ927EuiKmphxZvrACOK6TNnora6HNHqRlx+Vi3ChgTTNNHR2opVy5dhhWuiesxEzJo6DgHDgCzz9p3Dc7P/B7kWJxBsE+vffAUP3PcQ5IrpuO7Tn8NFpx8Lq3Ub/vf738KDb7yDF15bgQXzJqMyZvyDBfJjClCAAhSgAAUoQAEKUIACFKAABShAAQoMvkBRg70iu5IkQ5IcSIoKRVUBR0U4FIKqA7aZQdP29fjxV7+MV7bsRcaSkLUVHHfBdbj13y7HX+67E39+6GnYDmBnM8gkkpj78a/ia1eegEfu/CUeevoVJLIm0qaME0+5DN/67ufQ9vbr+PF/fRebWlJIpEwk2jswa/4H8b0f3QJ37zu47Zf/i+eXrYFt2cimTSw4/XL8+9c+h7YNb+L73/9fwMhiw3u7YZsSFp75Ifzzzdcj9d6L+Pp9G/GLr98ImPuwbPHteHVFFHCycPUyfPzzX8WnLz8DIUPbb5iJwS8upuCHgOj1bVkZrFm7Eqv2yPjU1ZfiqkvPR1lAgVVViS/95//go2026kaNRkUsCCDXI9yPvDENClCAAhSgAAUoQAEKUIACFKAABShAAQocTKDowV4xSMLWDauw6O57EDcUWJkEli9ZAq12FI6ZMxmd215Conoqvv3F76OhQsaTD96D//vzYrT/20dx7Q3/giuvuQnNOzfhlz/+EVbsCuPGi07EnnXL8PBT6/Gxm7+Ji86Yg3UvP4Gvfv37ePiZkzC/KolUMoGT338trr/6ErRuWI7vf+9/8cCjL2JebRLJwGj8548+hwnVUSz523144G+vYMu+NkQsE7t2b8KFn/oOfnjR8XjrhYdw7xMv4729TYjbLpqTGW94CUlWEK4chxu/+hWccVwDHrzjf3DHnX/EaQuOwZyJ1VCVoo6EcbBy4vu+CrhwLBOte7bBiNVh7ITpiIcM7Nn4Oh59+lVkshYULYSGxlk4+cRjEA1rvuaOiVGAAhSgAAUoQAEKUIACFKAABShAAQpQoC+BIgd7JYi7ne3esREvveAiqEqQZBVGrBGfvuJSHDd1FLItJ+N9ZwG7Nq7Bir9vxBuvr4aDCBQJiMRjcM12vPTc49hmh3DzLTfi2IlVeH7VbpRPX4DTTpiH+toqlJ11AS667/9v706A46jOPID/+5hTI2l0n74PYRuMMbbXYAwGgnGKBEhi1gE2FzlIJQtJqFQq12a3CFs5qKQWiiS7teSoJWxCAsSGhRDO2MQYTDhsjLFsbNmyZeuWRiON5uze+no0kixkW7JmetDMf1wqz9HTr/v39evX/fWb17/G0WOHsMTvR/3chbj8irWora1BdekluOqyl7Dn4AFcveoqXHWRio6mPWjc2YVXXnwZcesmbEgOFaHPxA0bL0d9iRvq0sU4cLQZ8aExhC0s04SiebFo6WpctGIJqqr9uH7jR/DQ5jvR1tGJ+Jxy6Lw/13jb1bR+Ty5YyG0CFVUFjDhi0Yg1tvSJA3/Hj+/+Kfq6OzCIYnxw4xfRsGgOCgtKp/X6cuEpQAEKUIACFKAABShAAQpQgAIUoAAFckMgzcneZJrs3As/gK/f8SmUuB1QNBUOpwcl/mJoiolXnnkUDz76VyxauRazq+uw6JyF2Huoy7rJWrC7HU899gg27ziIGz7xWVy5ehl03UQkFoXm9Fhj5FolmA4Uu3X0GXKzNgUOXYdL16BAbtYGKIYCM5HAnje2Y/Oft2Lm/MVYUF+HZecvwVu7D8AaaVdRoBYvgt+jQ4be1R1OaE63FVUpI/UwFRmOwgttqAev5tARMwFNleEqUlPx/1wSUBQFusONuhnz4el7Ent3vYKjH1iOGUsux09+WoPDe/6Gnz/wFyiqDOPBjSCXYs91oQAFKEABClCAAhSgAAUoQAEKUIAC01kgzWMQKFbyq7DQj7qZMzBz9izMnjULdTWV8HrkJlYxvPrkVqjVC3H9xo344IYrMK++BAkzjnA4jJ3PPY7//cPzWLH2w1i3aincDl36V8JXWor2w6+huaUV4XAEnYd34bFXj6HKXwW3BrS0tmPfoRPoHxhEoPUgXj/wDrxFJTi6dzcSzgpcf+11+NA1G7BkXjWiEQOxaBwKVGguF3QlucxIpoCtWCYTeIoMQAzTGMCxE++gpb0TkUgYr2/bjmhxDYqLJXnNRN903vhPtewKFGi6E4vOW45zG8qw44X/wy9//QB2H2yFx5FAa+txxCIGpFO3TMsHBShAAQpQgAIUoAAFKEABClCAAhSgAAXeDwJp7dlr5T4NA7FEQkZzeM9DUZyYe14xHvzD0/h9dQnibQfxzPNb0RNyYd/be/D0g/+FPQcCGHzst2h8aQs0TYGjfg2+vPF8NBQ8gH//t2/j4pXLsPvZR9GkluHydRdBO7YDvUf34p67/g1v77wch3Y8hdaEG/d95woceKEFD217Gr97uBw1Wje2PPI79BcvwdH2PhS5DSAyspSKYsI0kzfaUiXFLHeJk5/zJyLY9eJT+P73QliyoBR/fPjP+NDHv4eG2RVQ5Wf+fOSegPT6VnXMPXcVPnnLp3Dn3T/D/ff8AL+6V/qOy3ZioqJuPpatmA9/sTf31p9rRAEKUIACFKAABShAAQpQgAIUoAAFKDAtBdKa7FU1JxasWgOtoQBeh/6en7hrmoYNX/oRUPl7HGwfRMG5a3Dvx27EkSNNKPL6ceVHP4dzLh0EzDgMmNawDY6quZi5YCm+fde92Lb1RbR0BnHRpq/gh9d/GA0zi9F4XMXchqVYtfgiK0Fbcs0/Yf0112LZvHrM8X8a8NaiqfkEEmYZ7vz5Qwh2taO0zIuqktn49CdUq/ewdRO20jpcuGINymvL4Q434JZrS1FU4EXD+RfhX39YilA4gK5ACN+66z5suu4yFLk1a/iHaRl1LvSZBRQF7oJiXHfzrViyfA22bd2BjsAAJOglFXVYe9k6NMybAadDh2Ekzjw/TkEBClCAAhSgAAUoQAEKUIACFKAABShAgQwLpDXZqzu9WL7uaiw/xUJrug5/WQ02feFr40+xbuV735dhFqSHbekyzF287KTPZbgFSSD7Smpx1TUfxYXnLUSqr618Vl49Ezd+8rPWTeNG/9pePpM+vfPPOW949AZ/1WxcWjV7aP61+MKi5NOKVZdg6co11gv5jixLcpiHkxaFL3JQQLZXj+7HuReusf7GrmJqO4hEmewda8PXFKAABShAAQpQgAIUoAAFKEABClCAAvYLpDXZO7HFlzFyJzbl6KlSibXR78nzgqJy1M9tgKfAayVhx87a+t7YN4eStqMTwGPnO/p1quxxZjN6Mj7PUYFU/M+0emezXZ9pnvx8MgIcQXkyWpw2hwVGNVbcL+VwnLlqExIYVR0mND0nokAuC7A+ZDm6QwFIts2MRpajweKzJDD23FrO4GSoRD4oQIH0Ckw52Svjl6b+0rtoE5tb+awF2HB9Bfzl5YAsy8S+lpNTSRz4yILAkLv1H4/bshCAkSJTve9H3uEzOwVGp9uZZLRTfmxZqbNJeZ87pbE6mX4t4nJzWUuezXKmuSc0f9aCCTFlZKLR9vI8eVKfkaI401MKpHZEQ+dJbKBPKZXpD0bqQ+qIaeSdTJfN+acEpIXm0VFKI3v/j932x77O3pLlR8nJemC1Dgp/uf5+ifnp8qpjL5JMZJmnnOwNh8NobW3N2s3KDMOAqikI9nZhoC81iMNEVn36T5PaGMSgs7PTisHZbATTXyK7ayD+wf4+RCNh9Ha0w+n2ZHeB8rR0TQU8RSoCgV4MDPTnqUJ2V1sOGILBMGLRCHq7OqAo+bVPzq7+SOmqAriKVAT7DIRCA0z3jtDY9kwu/qXqQqC7k8M/2SZ/ckFSFxyFKvqDBiLhwZM/5CvbBKK9vYjFouiJRaGxXbDNfbggK7OlwF3iA0IDiEQi3CcN49j4xDAwGBxAJBpBZDCcPG+zsXgWNSSgqXAVeYCQjmgsyrRvljYMqQvRWAy90QDbhSzFQIpVFC/0QRWJOI9VsxGGeDyO7u5uq13u7e218qoul2vcRamtrR33/dO9OeVkr8xcVdWsHTTImL35+pDEbiKRHC9Wnksc+LBXIJVcl+vz1j8ZY5o9JuwNwlBpKXbxTyYZUz1ZsrI4eVuodV1+KAasC1naDOQKvfyTdiFVMbK0KHlb7HAHFYkDe0xkazuw7K2TGcYgWzGwyh2qD6n9Eltn+6Mx0h4n2wY2DfbHwJQLHUPwbBfs90+VKPsheVj7I3k+3F6npuD/mRdI7oesOCQrQ+aLZAnvFbCOT5PHRyNtxHsn4zuZExD3lH3qeep1OkqdcrLX7XajsrLSulFaOhaI85icQDQaRUtLC8rKyiCx4MN+AYmBz1cIh8uN4vIKuNwF9i8ES4QKA5rRi8IiPwoLC/N6SJesbQ6miXCiC47+BIpKy6DpDhldhw8bBWTUM/nTEYSvsNDaNym8EGhjBIaKMk1EjW70DBgo8JdC1Rz2LwNLhKqYcBh9KPAVoLjYP5xoIY2NAqaJvqiBgKMVxV4vnA6nNeyajUvAooaSWQmXigKvF0WFRdDU/O0sk60NQn4J2KtoCPcOwONwweV0ZmtR8rtcFYg7AK/Xi+LiYmgK64LdG4QMKBNQdfR39sLnKoDb5bSGBbV7OfK+PAUIuwHV7UKJv4QdB7OwQUjHzZ6eHjidTmt/VFVVldac3pSTvZnIQGfBeVoWmRqjd3T2f/TzablS03Ghh6/SmzJQozVa43RcjVxY5uT5THIc8VxYn+m2DqNHTZckb2ofNd3WYzovbzK3PpRhT+2PmHG3PaTWMEvSICipvNZQTGxfkvwucPQ+SJ6zA5f920PSfWjPZFgNg/0Lke8lCvvQxi+RGN4/5buLzesvx0gjx0nJZ9wn2RwEa/tPljl8iKSwfbY/CqPPEVLnz9lYivwuc/TpwejjpfxWsXftU+6pHF4qt5qupeDv/tMlmcX5pDaSLC4Cix518ECMbAmMHEJnawlYLgXeFwKjzltGH8i9L5aNC0EBmwWs5JbNZbI4ClCAAuMKDLXPybZ5VGM97sR8M1MClM+U7MTmOzZ3wTO4ibllbCpWiIzRZnvGTPZmOwIsnwIUoAAFKEABClCAAhSgAAUoQAEKUIACFKBAGgSmPIzD+MtgwjDkL2HdKGkiN1GTKzwylpF0XVZVxRrnUd6Tn7ekLjacrluzfFemT35XgWEaUBXVej3+MvJdCpxewDQNGAkjOcbfqBsdyftyRV7+eFO80xvyUwpQgAIUoAAFKEABClCAAhSgAAUoQAH7BDLSs9c0DERCPdj79ts43toJa4iu062T3MhksB+HDuxHd18I8v1oNIZoLI5YNILjh5tworMXccM45VzC/T3Y39iIvnAcof4uHDhwGMFQ9JTT8wMKnEkgHo2i/WgT9jUeQHt3P+IJ09o2B/o60PjOXhw6chzhSOxMs+HnFKAABShAAQpQgAIUoAAFKEABClCAAhSwRSDtyV7pXZuIRfDa04/gK1/8FO57YDNO9ISsXrvSRzfVA1fWTqa1ek+aBkLdLXj8oXvR2NKNtuZG3P2D+/B2cyui0Si2PfxL7HizETGZ3jCseRiJBBIJeZ7s9xvqOIj7f3U/jgXiaD64Gz/4zwfQ1NYLucPd6DJtUWUhOSEwGOjBlv/+D3z329/B9l2NiMYTMMwEWg6+ia/e8U386Geb0dbVlxPrypWgAAUoQAEKUIACFKAABShAAQpQgAIUmP4CGUj2Ghjs68DWZ59G24CKd17dhn1NLYjG5afvCfR0dqKnN4i4dNI1DAz0BdDZEYBWUIrll1yHMq+CxrfewPa/7ULT4ROIxkwsXn0FFs6qAaIRBPqCCPUHcKTpEJqaW9A3ELai4CqqwforP4Ayr4pYPIFA3wB6uzpw+FATTrT3IG5w6O/pv7nauwYJI4aBUBC9gQGEI5HkRQbDQDgSRm9XN4KBQSsBbO9SsTQKUIACFKAABShAAQpQgAIUoAAFKEABCowvkPYxe03DxNH9b2Lbzv249au3o2nnVmzf8TqWzquBw6fhlacews7mBDbeuAmFiS48/MeH4Z59MTZdsRDN774Jw+XD33fuQNOx3XjooScwt7IUXUcPQXFUwhttxeYtTyEUT6CttQPhSBTnLF+NTZtuhLOvC/v27cP8lZciHgvj6L6deOD+ELwOFeGEirUf2ogb1q+Gy+GAKgMB80GBCQrEoxH0BwPo6e6GS1MQ7OtHLGbAlAsWqQGlJzgvTkYBClCAAhSgAAUoQAEKUIACFKAABShAgUwJpLdnr3WTtQS2/um36J9zGdavuwJLZ83Brm3b0dLWA8NQUTdnJt7augW/+t0WPPjL3+CJv+5BXV0loqEA9u56CYGoghn1s1FWVIrlFyxGoRs49NZONLd0oLfrOJ576knsPtKHtVdehcUzPNj+3BPYuecY+gOdeOXVVxAYTCAei6H1aAtijmKsWXcZyrVu3H3Xv2Dv8QAMuasWHxSYoIDc8K+zpQm/+dlP8LWv3I7bbrsN3//xL9DREwQ0XjWYICMnowAFKEABClCAAhSgAAUoQAEKUIACFLBBIK09e00jgVjvIfzm2bdw8Q2Xwq2qqJxZhdZHXsA7Bw6jYU4NFiy7FDdvasSP7/kRIgUzcNPnbsMl589FovcIoGhwe4owc8FC1Ffvx6qV56K0yANFUtKKAlVV4apbjI/dcCM2rFmEjnOq0Rl+AgMDYZhFyWnETHW4Mfu81bjxxo9j7QVzcf4MH/a/cRve2N+GJbUl0J2aDbQsIlcEwqFBdDYdQ7CnG7oChHqPIBwtB5jrzZUQcz0oQAEKUIACFKAABShAAQpQgAIUoEBOCKQ12RuPRfHa888gEErg2UcfwN6tj2OgrxvHWprx15d3Yd1Fy1Ba4MLiVatRW/8IuhP1uHDJInhcOkJW4iyZ0NV1HZrmgK7pUFR1VE5NwYwZFZgzpxpejweFhaUo9RVCgdzobSQeiqbDU1KJkrIya7rqmbMwZ0kDmt89DuOyhpEJ+YwCZxCQGwDWzV+Em/75Dmy4+AI4dQWH3nwWt3/zPiA+aqM7w3z4MQUoQAEKUIACFKAABShAAQpQgAIUoAAFMi2Q1mRvf9dRPPviy1i27ibccvN6FDl1xCN9ePnpP2Hb3tex5+B6rJznw0t/eRJt7SFE9MN49MnnsHBuDdyjUrrJcVDf221SURQ4HFoyCay89/MUlvQwjvT3IhwKwTCB7tbjaH63Eev/sR7ys3w+KDAZAYfThcIiP0rLyuDSTbT7i+FwOJNj9k5mRpyWAhSgAAUoQAEKUIACFKAABShAAQpQgAIZFEhLsteUbrVmAkcOvotdbx3Gdd/4GtasWgqHpsJMxFDtNfDCd36B7S+/BvXEIDb/5XVcc+t3URM8hP95/AU8s3IFrl5SaN3tSlU1qLqGwXAnnn9+ByqvvcTK/UqK1krUSpJ3KF8ryV/rochnqjUeryIfJqJoaXwNW7ZsxkDbYryx7c84hAW4YF4FNDW9wxRnMDacdZYFZPtSdB2mqkLVNOi6XGgAdE2FqhjQdemJzosHWQ4Ti6cABShAAQpQgAIUoAAFKEABClCAAhQYEkhLslfmJUndUHgQ9ReswWUr5sDjccFKq5oa5py3Clet24G2gaP4244TuGDddfjERz4IZ6Qd/YkIDja+jeCitZg9fyn8hW6Uu2bgvGX12L3zVVy65nxUzD0HzjI/PD4X5s2aBZ/bCauXr8uNuhkzUFbig6vAwLmLF6PAqcIoKsXqC5cgcGI/nnxsPwbiOr701W9hSb0fDt5Uixv/BAU0hwv1DedguVqNypJCa5uT6wteXwlWrl6BmoUz4HY5Jjg3TkYBClCAAhSgAAUoQAEKUIACFKAABShAgcwKpC3ZC9WBxReuxR0Nq1FXWpzqfGvdWE1zF+Hmz3wefeEIEgnD+kl8RZkPZtyFmz59K4KDMWt83es3fR7e4lIrYfvFL9+OvmAE5VUVUObXQHEVwaXG8bGquSgq8UN6ABeWVGH9NVdDc/vg1mK45TPVKClxwyxYirvu/L41lm8sFofu8qKyqhJOnb16M7s55dbcPYV+XPHhm/APUQNF/jK4HbrcJxB1c5bi69+YBc3pRUWJz+qRnltrzrWhAAUoQAEKUIACFKAABShAAQpQgAIUmI4CaUn2Wj93VzX4y6rgLxvLIMMuaKiorUPF2I+cLpRV1iD1lWJfwfAUtfUzUTv8yj/8rKCwePi56vKgvNIz9NoDT0FR8rmzGPN8I9MNf4FPKDAJAd3hRHl1PcrHfMfj82O2b2SbjESj1hSpUUXGTM6XtgkoVjLetuJY0DgCHNZkHBT730qFQZpf7pjs9x8qMRWGrC0AC7YEZHgvxoIbAwWSAqwL2dwSRo5TpWnmnil7sZB6wLqQRX8ZKnHU8anUBTN506bsLVQ+l8zKkLPRT0uyN2d1uGIUmJRAsuEa3XhN6uuceEoCVjtlMgZTQkzDl63EytBBHOtCGkDPYhZWDKzTSNaHs+BL01fkTF4dGv7n5JOaNBXA2UxAIHlCP1IPuE+aAFoGJhF3609lXcgA78RmOXTxbzgWoxItE5sBp5qqgJXgTdWFVKqXcZgq6+S/b9WF5MXwVH2Y/Ez4jXQIjJwzyNyYcUyH6WTncdJ+ifujyfJNefpM74OmnOyNx+MYHByEpmlTXlnOYHICcmO8RCIB+T8ajVr/ywbDh70CsVgMhpFAJBTEkf174HC52GDZGwJrKA3FNOExg2grKoLX67V9CVhgUqC1K4C2ziAKioqhalNuYsg6aQETUhfcGEC7zwuPt+Ck3hOTnh2/cNYC7d0BtHX1w+0rGjpGYvt81phn+UUFBlzGAIp8HhQU+FgXztJxKl+TY9RQRycGjhxGgdMNp8MBua8zH3YKmFYeJeFU4S4sgM/rtYbDs3MJWBZgmgaCvUF0t3XArTvg0OW+H2wX7N42TMVEwqHAI3XB54OqcJhH22NgmhjoC6K9pRVeaRd0B/v12h0EEVeAsBPQ/G4U+gqhqqwLdofBMAw0NzdjYGAAklcNh8NWTm+85fB4UiMajPfp+O9N+Uw8Eomgs7OTB9Dj+2b8XTmIlr+enh7GIOPapy7A6XTCbYbx3O/vYWN1aqbMfmKakCE1dF2HzotPmbU+xdzl/D0Rj1sXoRwOJxSVJzGnoMrs29YFwBg0TYWmJccaz2yBnPtYgeG6YBhwOBxsn8cC2fXaNBGLxqBqqtU22FUsyzlZQDomyEmM1AWeTJ5sY8srE9ZPpCUG8pDjJHYOsUX+5EKkk45hWMdIuqYn6wIPk042suGVnDdLRx2pA6wLNoCfoojhdkHXofK87RRKGX7bBGLxmJVL4rFqhq1PM3upC+IviV/Jq8rz8R6zZs0a7+3TvjflZK/L5UJ5eTkP3k7LnLkP5cCto6MDfr8fknDkw34BOWjYsGEDVqxYgZKSEvsXgCVaAhIHqQuFhYU4mytfZEyPwGAohMFw2Non8aQ+PaaTnYscLPT29sLtdlt1gSf1kxVMz/Tyqye5Ql9cXMxjpPSQTnouUhcCvQE4XU4UFIzcF2LSM+IXpiQgvz7r7++32udTncRMqQB++YwCUhckBtIuS11gu3BGsoxMIJ2kpG2QX6DxvC0jxGecKevCGYlsmUDqQqpdYF2whXzcQoLBoJVklPNnnreNS5TxN+XiUygUQkNDg5VLSueICVNO9soVMUmspHOhMi6aIwVIcksOoOWATZLucmLPgzf7gytxkCsttbW1qK6uZgzsD4FVohy8tbS0WElGabD4sF9A6oIcNMhPUSoqKtiTzv4QWFfnpS60t7dbJ/TWTxT5syzbI5GqC3LwJhfE5ViJD/sFpLeEXASU4yNJuvMYyf4YSF2QetDX14fS0lLreNX+pWCJUhfkIqDUAakLPG+zf5tI1QU5RpLjVJ632R8DKVE6SkldkDrAi7HZiYGUKu2C/DJZ2gV20slOHGSfJDGQ9kE6rPFY1f44SAzkwofEQfZHUhfSeazKgTnsjylLzEEBqaiSYOE4dNkL7kgMOBh/Xk0BAAADc0lEQVRg9qIAqx4k6wLjkM04SH2QPz6yJyD1gHUhe/5ScrJdYF3IbhSSceA+KbtRSNYFOU5lu5CtSKTqgLQLfGRXgPUhu/5Seqo+cJ+U3Vik6kJ2lyK/S89kDJjsze9ti2ufJgE2VGmC5GwoQAEKUIACaRWQZG9aZ8iZTVKAx0iTBEvz5KP9Rz9PczGcHQWmjQDrwfsjVIzD+yMOXIrcFWCyN3djyzWjAAUoQAEKUIACFKAABShAAQpQgAIUoAAF8kiAyd48CjZXlQIUoAAFKEABClCAAhSgAAUoQAEKUIACFMhdASZ7cze2XDMKUIACFKAABShAAQpQgAIUoAAFKEABClAgjwSY7M2jYHNVKUABClCAAhSgAAUoQAEKUIACFKAABShAgdwVYLI3d2PLNaMABShAAQpQgAIUoAAFKEABClCAAhSgAAXySEAxeRvEPAo3V5UCFKAABShAAQpQgAIUoAAFKEABClCAAhTIVQH27M3VyHK9KEABClCAAhSgAAUoQAEKUIACFKAABShAgbwSYLI3r8LNlaUABShAAQpQgAIUoAAFKEABClCAAhSgAAVyVYDJ3lyNLNeLAhSgAAUoQAEKUIACFKAABShAAQpQgAIUyCsBJnvzKtxcWQpQgAIUoAAFKEABClCAAhSgAAUoQAEKUCBXBZjszdXIcr0oQAEKUIACFKAABShAAQpQgAIUoAAFKECBvBJgsjevws2VpQAFKEABClCAAhSgAAUoQAEKUIACFKAABXJVgMneXI0s14sCFKAABShAAQpQgAIUoAAFKEABClCAAhTIKwEme/Mq3FxZClCAAhSgAAUoQAEKUIACFKAABShAAQpQIFcFmOzN1chyvShAAQpQgAIUoAAFKEABClCAAhSgAAUoQIG8EmCyN6/CzZWlAAUoQAEKUIACFKAABShAAQpQgAIUoAAFclWAyd5cjSzXiwIUoAAFKEABClCAAhSgAAUoQAEKUIACFMgrASZ78yrcXFkKUIACFKAABShAAQpQgAIUoAAFKEABClAgVwWY7M3VyHK9KEABClCAAhSgAAUoQAEKUIACFKAABShAgbwSYLI3r8LNlaUABShAAQpQgAIUoAAFKEABClCAAhSgAAVyVYDJ3lyNLNeLAhSgAAUoQAEKUIACFKAABShAAQpQgAIUyCuB/wd7Kab6IkZLRQAAAABJRU5ErkJggg==" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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J565bglaHcxF5C6bcdHbS+ekmElP6aLp6HI3XJ3JqKXQeWEfTsYfTt7aJcccm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\njScY51xsPME452Lzf/TM0cy88PEOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[0,0,:], 'ro');\n", + "plt.loglog(concentrations, data[0,2,:], 'go');\n", + "plt.loglog(concentrations, data[0,4,:], 'bo');\n", + "plt.loglog(concentrations, data[0,1,:], 'r.');\n", + "plt.loglog(concentrations, data[0,3,:], 'g.');\n", + "plt.loglog(concentrations, data[0,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('bosutinib:p38 dialysed (3 replicates)')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mkZ0I1/HpK+GqoGW0enyaKZsaWbDnvKC8lmUu4ZFpwZToEh6JmfM8sdSBmk0w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\n52Lz/wGKAC6ZuM83+gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "row = 2\n", + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[row,0,:], 'ro');\n", + "plt.loglog(concentrations, data[row,2,:], 'go');\n", + "plt.loglog(concentrations, data[row,4,:], 'bo');\n", + "plt.loglog(concentrations, data[row,1,:], 'r.');\n", + "plt.loglog(concentrations, data[row,3,:], 'g.');\n", + "plt.loglog(concentrations, data[row,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('gefitinib:p38 dialysed (3 replicates)');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3kBqHkl0kSf9Fma6QmX2w1L5GoKuzi7GbXgsjZwVz2nSugd5P0HXQiuoU9vWR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\nHMdJDHcwjuMkhjsYx3ES4/8AnBrkQosmFt8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "row = 7\n", + "plt.figure(figsize=[4,3]);\n", + "plt.loglog(concentrations, data[row,0,:], 'ro');\n", + "plt.loglog(concentrations, data[row,2,:], 'go');\n", + "plt.loglog(concentrations, data[row,4,:], 'bo');\n", + "plt.loglog(concentrations, data[row,1,:], 'r.');\n", + "plt.loglog(concentrations, data[row,3,:], 'g.');\n", + "plt.loglog(concentrations, data[row,5,:], 'b.');\n", + "plt.xlabel('concentration / M');\n", + "plt.ylabel('fluorescence intensity');\n", + "plt.title('axitinib:p38 dialysed (3 replicates)');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": 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