diff --git a/Supplement_1QRB/Qubit_RB.ipynb b/Supplement_1QRB/Qubit_RB.ipynb new file mode 100644 index 0000000..a1c2189 --- /dev/null +++ b/Supplement_1QRB/Qubit_RB.ipynb @@ -0,0 +1,1212 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "running\n" + ] + } + ], + "source": [ + "print('running')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning serial library import failed.\n", + "Could not load InstrumentManagerWindow\n", + "Could not import QickInstrument, try install qick package\n", + "Could not load AD5780 dac \n", + "Could not load labbrick\n", + "Could not load Autonics TM4 Driver\n" + ] + } + ], + "source": [ + "\n", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from qick import *\n", + "from qick.helpers import gauss\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import time\n", + "import os\n", + "import sys\n", + "sys.path.append('/home/xilinx/jupyter_notebooks/')\n", + "sys.path.append('C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts')\n", + "import scipy as sp\n", + "import json\n", + "from scipy.fft import fft, fftfreq\n", + "\n", + "from slab.instruments import *\n", + "from slab.experiment import Experiment\n", + "from slab.datamanagement import SlabFile\n", + "from slab import get_next_filename, AttrDict\n", + "from slab import Experiment, dsfit, AttrDict\n", + "\n", + "# Figure params\n", + "plt.rcParams['figure.figsize'] = [10,6]\n", + "plt.rcParams.update({'font.size': 14})" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from slab.dsfit import *\n", + "import os\n", + "from scipy.interpolate import griddata\n", + "from numpy import mgrid, array, zeros,abs,pi,cos,transpose, linspace\n", + "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n", + "from tempfile import TemporaryFile\n", + "font = {'family' : 'DejaVu Sans',\n", + " 'weight' : 'normal',\n", + " 'size' : 15}\n", + "import json\n", + "from h5py import File\n", + "from datetime import datetime\n", + "import time\n", + "from slab.datamanagement import SlabFile\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import os\n", + "import json\n", + "from slab.dsfit import *\n", + "from scipy.optimize import curve_fit\n", + "# import experiments.fitting as fitter\n", + "from matplotlib.colors import Normalize" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import modules from parent and multimode expts" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current Path: c:\\_Lib\\python\\multimode_expts\\analysis_notebooks\n", + "Parent Path: c:\\_Lib\\python\\multimode_expts\n" + ] + } + ], + "source": [ + "import json\n", + "import os\n", + "\n", + "# Get the current working directory\n", + "path = os.getcwd()\n", + "print(\"Current Path:\", path)\n", + "\n", + "# Isolate the parent directory\n", + "parent_path = os.path.dirname(path)\n", + "print(\"Parent Path:\", parent_path)\n", + "\n", + "# Add the parent path to the sys.path\n", + "sys.path.append(parent_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path added at highest priority\n", + "['C:\\\\_Lib\\\\python\\\\multimode_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks', 'C:\\\\_Lib\\\\python', 'C:\\\\_Lib\\\\python\\\\slab', 'C:\\\\_Lib\\\\python\\\\qick\\\\qick_lib', 'C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\python38.zip', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\DLLs', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab', '', 'C:\\\\Users\\\\26049\\\\AppData\\\\Roaming\\\\Python\\\\Python38\\\\site-packages', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\easy_lmfit-1.0-py3.8.egg', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\attrdict-2.0.1-py3.8.egg', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\win32', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\win32\\\\lib', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\Pythonwin', '/home/xilinx/jupyter_notebooks/', 'C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts']\n" + ] + } + ], + "source": [ + "import sys\n", + "\n", + "# Path to add\n", + "expts_path = 'C:\\\\_Lib\\\\python\\\\multimode_expts'\n", + "\n", + "# Add the path to the system path at the highest priority\n", + "if expts_path not in sys.path:\n", + " sys.path.insert(0, expts_path)\n", + " print('Path added at highest priority')\n", + "\n", + "# Verify the path is added\n", + "print(sys.path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\clifford_averager_program.py\n", + "imported experiments.clifford_averager_program\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\fitting.py\n", + "imported experiments.fitting\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qram_protocol_timestepped.py\n", + "imported experiments.qram_protocol_timestepped\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qubit_cavity\n", + "imported experiments.qubit_cavity.amplitude_rabi_f0g1\n", + "imported experiments.qubit_cavity.displacement_enhanced_sideband\n", + "imported experiments.qubit_cavity.displace_amplitude_calibration\n", + "imported experiments.qubit_cavity.displace_pulse_probe\n", + "imported experiments.qubit_cavity.ecd\n", + "imported experiments.qubit_cavity.ecd_backup\n", + "imported experiments.qubit_cavity.ecd_read_spec\n", + "imported experiments.qubit_cavity.non_demolution_readout\n", + "imported experiments.qubit_cavity.out_and_back\n", + "imported experiments.qubit_cavity.photo_resolved_pulse_probe\n", + "imported experiments.qubit_cavity.qubit_cavity_opt\n", + "imported experiments.qubit_cavity.single_mode_cats_wigner_tomography\n", + "imported experiments.qubit_cavity.single_mode_wigner_tomography - Copy\n", + "imported experiments.qubit_cavity.single_mode_wigner_tomography\n", + "imported experiments.qubit_cavity.small_chi_calibration\n", + "imported experiments.qubit_cavity.test_opt\n", + "imported experiments.qubit_cavity.test_opt2\n", + "imported experiments.qubit_cavity.test_opt_ecd\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\single_qubit\n", + "imported experiments.single_qubit.acstarkshift_spectroscopy\n", + "imported experiments.single_qubit.active_reset_single_shot\n", + "imported experiments.single_qubit.amplitude_rabi\n", + "imported experiments.single_qubit.amplitude_rabi_ef\n", + "imported experiments.single_qubit.amplitude_rabi_general\n", + "imported experiments.single_qubit.cavity2qubit\n", + "imported experiments.single_qubit.cavity_spectroscopy\n", + "imported experiments.single_qubit.dragpulse_calibration\n", + "imported experiments.single_qubit.dual_rail_single_shot\n", + "imported experiments.single_qubit.fast_reset_test\n", + "imported experiments.single_qubit.flux_sweep\n", + "imported experiments.single_qubit.length_rabi\n", + "imported experiments.single_qubit.length_rabi_f0g1_general\n", + "imported experiments.single_qubit.length_rabi_general\n", + "imported experiments.single_qubit.normalize\n", + "imported experiments.single_qubit.parity_delay\n", + "imported experiments.single_qubit.parity_freq\n", + "imported experiments.single_qubit.parity_gain\n", + "imported experiments.single_qubit.parity_measurement_temp\n", + "imported experiments.single_qubit.phase_sweep\n", + "imported experiments.single_qubit.phase_sweep_averager\n", + "imported experiments.single_qubit.pulse_cavity_probe_readout\n", + "imported experiments.single_qubit.pulse_probe_ef_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_f0g1_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_spectroscopy_prepulse\n", + "imported experiments.single_qubit.ramsey_ef\n", + "imported experiments.single_qubit.randbench\n", + "imported experiments.single_qubit.rbam\n", + "imported experiments.single_qubit.rb_BSgate\n", + "imported experiments.single_qubit.rb_BSgate_check_target\n", + "imported experiments.single_qubit.rb_BSgate_postselection\n", + "imported experiments.single_qubit.rb_BSgate_postselection_storage\n", + "imported experiments.single_qubit.rb_BSgate_ramsey\n", + "imported experiments.single_qubit.rb_ziqian - Copy\n", + "imported experiments.single_qubit.rb_ziqian copy\n", + "imported experiments.single_qubit.rb_ziqian\n", + "imported experiments.single_qubit.rb_ziqian_backup\n", + "imported experiments.single_qubit.resonator_spectroscopy\n", + "imported experiments.single_qubit.rfsoc_tof_calibration\n", + "imported experiments.single_qubit.rf_flux_modulation_general\n", + "imported experiments.single_qubit.rf_flux_spectroscopy\n", + "imported experiments.single_qubit.rf_flux_spectroscopy_f0g1\n", + "imported experiments.single_qubit.sideband_general\n", + "imported experiments.single_qubit.sideband_t1_general\n", + "imported experiments.single_qubit.single_shot\n", + "imported experiments.single_qubit.single_shot_old\n", + "imported experiments.single_qubit.single_shot_prepulse\n", + "imported experiments.single_qubit.square_pulse\n", + "imported experiments.single_qubit.t1\n", + "imported experiments.single_qubit.t1_cavity\n", + "imported experiments.single_qubit.t1_fluxonium\n", + "imported experiments.single_qubit.t1_ring_down\n", + "imported experiments.single_qubit.t2_cavity\n", + "imported experiments.single_qubit.t2_echo\n", + "imported experiments.single_qubit.t2_fluxonium\n", + "imported experiments.single_qubit.t2_ramsey\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\two_qubit\n", + "imported experiments.two_qubit.amplitude_rabi_EgGf\n", + "imported experiments.two_qubit.length_rabi_EgGf\n", + "imported experiments.two_qubit.length_rabi_pi_pulse_ZZ\n", + "imported experiments.two_qubit.pulse_probe_coupling_spectroscopy\n", + "imported experiments.two_qubit.pulse_probe_EgGf_spectroscopy\n", + "imported experiments.two_qubit.twoqutrit_state_tomography\n", + "imported experiments.two_qubit.twoQ_state_tomography\n" + ] + } + ], + "source": [ + "from multimode_expts.fit_display import *" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import experiments.fitting as fitter\n", + "from numpy.linalg import inv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exp path" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data are extracted from H:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\data\n" + ] + } + ], + "source": [ + "\n", + "# print(\"path: \", path)\n", + "\n", + "\"\"\"Reopen saved data\"\"\"\n", + "def prev_data(expt_path, filename):\n", + " temp_data_file = expt_path+'\\\\'+filename\n", + " with SlabFile(temp_data_file) as a:\n", + " attrs = dict()\n", + " for key in list(a.attrs):\n", + " attrs.update({key:json.loads(a.attrs[key])})\n", + " keys = list(a)\n", + " temp_data = dict()\n", + " for key in keys:\n", + " temp_data.update({key:np.array(a[key])})\n", + " # print(f'Extracted data and attrs {list(a.attrs)}')\n", + " return temp_data, attrs\n", + "\n", + "data_parent_path = r'H:\\Shared drives\\SLab\\Multimode\\experiment\\240911'\n", + "\n", + "expt_path=data_parent_path+'\\\\data'\n", + "print('Data are extracted from', expt_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from dataset import *\n", + "from dataset import storage_man_swap_dataset\n", + "import os \n", + "\n", + "file_name = '\\\\man1_storage_swap_dataset.csv'\n", + "file_path = parent_path + file_name\n", + "\n", + "ds = storage_man_swap_dataset(file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stor_namefreq (MHz)precision (MHz)pi (mus)h_pi (mus)gain (DAC units)last_update
0M1-S1349.6600.030.9429260.46594330002025-01-21 16:12:51.119011
1M1-S2521.2300.051.0691600.53171850002025-01-21 16:17:17.763411
2M1-S3696.9800.031.2569630.61337090002025-01-21 16:17:39.113328
3M1-S4876.3800.031.2356320.62260390002025-01-21 16:17:54.523998
4M1-S51053.9500.031.8820970.98554775002025-01-21 16:18:31.141469
5M1-S61245.5250.031.5009500.732998135002025-01-21 16:32:20.759195
6M1-S71423.2750.032.1535881.085899100002025-01-21 16:32:02.177572
7M1-S8-1.000-1.00-1.000000-1.000000-151:31.3
8M1-S9-1.000-1.00-1.000000-1.000000-151:31.3
9M1-S10-1.000-1.00-1.000000-1.000000-151:31.3
10M1-S11-1.000-1.00-1.000000-1.000000-151:31.3
11M1-S12-1.000-1.00-1.000000-1.000000-151:31.3
12M12007.5400.020.6164060.304546150002025-01-20 06:45:27.220400
13M21834.8400.011.0461710.521769150002024-11-28 12:07:48.539701
14M2-S1175.6300.012.1734841.086742100028:20.8
15M2-S2346.8400.010.9088350.454417500033:56.1
16M2-S3523.2200.011.5616150.780808500022:30.3
17M2-S4702.6500.011.3867640.693382900025:33.1
18M2-S5878.7800.011.3033720.6516861350000:05.4
19M2-S61070.1000.012.3796221.189811900030:59.0
20M2-S71249.7000.011.7969810.8984911200056:07.5
21M2-M1173.7900.010.4634810.23174120002024-10-06 01:47:25.946153
22M1-D12313.4400.0110.0000000.00000050002025-01-23 14:54:56.384507
23M2-D22094.0500.0115.0000000.00000080002025-01-23 17:22:53.776061
24M1-C973.2300.020.2511270.12235410002025-01-20 09:34:00.029234
25M1_ce2008.7800.020.6179150.304523150002025-01-20 09:52:35.311227
\n", + "
" + ], + "text/plain": [ + " stor_name freq (MHz) precision (MHz) pi (mus) h_pi (mus) \\\n", + "0 M1-S1 349.660 0.03 0.942926 0.465943 \n", + "1 M1-S2 521.230 0.05 1.069160 0.531718 \n", + "2 M1-S3 696.980 0.03 1.256963 0.613370 \n", + "3 M1-S4 876.380 0.03 1.235632 0.622603 \n", + "4 M1-S5 1053.950 0.03 1.882097 0.985547 \n", + "5 M1-S6 1245.525 0.03 1.500950 0.732998 \n", + "6 M1-S7 1423.275 0.03 2.153588 1.085899 \n", + "7 M1-S8 -1.000 -1.00 -1.000000 -1.000000 \n", + "8 M1-S9 -1.000 -1.00 -1.000000 -1.000000 \n", + "9 M1-S10 -1.000 -1.00 -1.000000 -1.000000 \n", + "10 M1-S11 -1.000 -1.00 -1.000000 -1.000000 \n", + "11 M1-S12 -1.000 -1.00 -1.000000 -1.000000 \n", + "12 M1 2007.540 0.02 0.616406 0.304546 \n", + "13 M2 1834.840 0.01 1.046171 0.521769 \n", + "14 M2-S1 175.630 0.01 2.173484 1.086742 \n", + "15 M2-S2 346.840 0.01 0.908835 0.454417 \n", + "16 M2-S3 523.220 0.01 1.561615 0.780808 \n", + "17 M2-S4 702.650 0.01 1.386764 0.693382 \n", + "18 M2-S5 878.780 0.01 1.303372 0.651686 \n", + "19 M2-S6 1070.100 0.01 2.379622 1.189811 \n", + "20 M2-S7 1249.700 0.01 1.796981 0.898491 \n", + "21 M2-M1 173.790 0.01 0.463481 0.231741 \n", + "22 M1-D1 2313.440 0.01 10.000000 0.000000 \n", + "23 M2-D2 2094.050 0.01 15.000000 0.000000 \n", + "24 M1-C 973.230 0.02 0.251127 0.122354 \n", + "25 M1_ce 2008.780 0.02 0.617915 0.304523 \n", + "\n", + " gain (DAC units) last_update \n", + "0 3000 2025-01-21 16:12:51.119011 \n", + "1 5000 2025-01-21 16:17:17.763411 \n", + "2 9000 2025-01-21 16:17:39.113328 \n", + "3 9000 2025-01-21 16:17:54.523998 \n", + "4 7500 2025-01-21 16:18:31.141469 \n", + "5 13500 2025-01-21 16:32:20.759195 \n", + "6 10000 2025-01-21 16:32:02.177572 \n", + "7 -1 51:31.3 \n", + "8 -1 51:31.3 \n", + "9 -1 51:31.3 \n", + "10 -1 51:31.3 \n", + "11 -1 51:31.3 \n", + "12 15000 2025-01-20 06:45:27.220400 \n", + "13 15000 2024-11-28 12:07:48.539701 \n", + "14 1000 28:20.8 \n", + "15 5000 33:56.1 \n", + "16 5000 22:30.3 \n", + "17 9000 25:33.1 \n", + "18 13500 00:05.4 \n", + "19 9000 30:59.0 \n", + "20 12000 56:07.5 \n", + "21 2000 2024-10-06 01:47:25.946153 \n", + "22 5000 2025-01-23 14:54:56.384507 \n", + "23 8000 2025-01-23 17:22:53.776061 \n", + "24 1000 2025-01-20 09:34:00.029234 \n", + "25 15000 2025-01-20 09:52:35.311227 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds.df" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# QUBIT RB \n", + "Location:\n", + "\\multimode\\Multimode\\experiment\\240205\\single_qubit_sandbox.ipynb\n", + "\n", + "Single QB RB \n", + "\n", + "\n", + " rb_single.cfg.expt = dict(\n", + " qubit=0,\n", + " singleshot_reps = 5000, # single shot measurement repetitions\n", + " span=50, # single shot plot span\n", + " reps=500,\n", + " rounds=10,\n", + " variations = 20, # number of different sequences\n", + " rb_depth = depth, # rb sequence depth\n", + " IRB_gate_no = -1 # IRB gate number, -1 means not using\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gate_depths = [5,10,20,50,100,200,400,600, 800,1000,1300]\n", + "survival_probs = [ [0.986, 0.988, 0.974, 0.982, 0.99, 0.982, 0.976, 0.978, 0.988, 0.984, 0.982, 0.972, 0.978, 0.968, 0.978, 0.982, 0.982, 0.98, 0.984, 0.984], \n", + " [0.986, 0.978, 0.988, 0.974, 0.982, 0.972, 0.968, 0.992, 0.976, 0.98, 0.972, 0.976, 0.976, 0.988, 0.964, 0.982, 0.974, 0.974, 0.988, 0.966],\n", + " [0.98, 0.968, 0.974, 0.974, 0.968, 0.974, 0.976, 0.976, 0.982, 0.986, 0.982, 0.966, 0.98, 0.978, 0.978, 0.978, 0.972, 0.974, 0.972, 0.98],\n", + " [0.972, 0.948, 0.97, 0.964, 0.956, 0.952, 0.992, 0.984, 0.956, 0.946, 0.97, 0.974, 0.974, 0.976, 0.96, 0.994, 0.962, 0.964, 0.97, 0.972],\n", + " [0.96, 0.958, 0.972, 0.954, 0.928, 0.946, 0.968, 0.962, 0.94, 0.966, 0.942, 0.928, 0.922, 0.942, 0.95, 0.968, 0.966, 0.928, 0.984, 0.844],#/\n", + " [0.95, 0.972, 0.934, 0.934, 0.846, 0.904, 0.844, 0.888, 0.9, 0.924, 0.92, 0.844, 0.948, 0.894, 0.946, 0.936, 0.898, 0.906, 0.964, 0.924],\n", + " [0.876, 0.894, 0.88, 0.896, 0.842, 0.862, 0.93, 0.752, 0.888, 0.774, 0.77, 0.874, 0.85, 0.898, 0.872, 0.956, 0.838, 0.942, 0.852, 0.936],\n", + " [0.904, 0.83, 0.798, 0.832, 0.854, 0.728, 0.848, 0.74, 0.892, 0.71, 0.816, 0.932, 0.804, 0.828, 0.696, 0.708, 0.71, 0.74, 0.736, 0.936],\n", + " [0.876, 0.844, 0.844, 0.836, 0.76, 0.688, 0.432, 0.858, 0.812, 0.886, 0.776, 0.908, 0.776, 0.906, 0.802, 0.828, 0.874, 0.758, 0.826, 0.758],\n", + " [0.83, 0.424, 0.25, 0.712, 0.584, 0.758, 0.846, 0.708, 0.808, 0.462, 0.782, 0.816, 0.644, 0.796, 0.728, 0.824, 0.748, 0.708, 0.868, 0.848],\n", + " [0.508, 0.688, 0.584, 0.396, 0.762, 0.758, 0.854, 0.458, 0.838, 0.642, 0.726, 0.748, 0.56, 0.622, 0.45, 0.51, 0.304, 0.796, 0.85, 0.424]]\n", + "\n", + "mean_survival_probs = np.mean(survival_probs, axis=1)\n", + "std_survival_probs = np.std(survival_probs, axis=1)\n", + "\n", + "plt.errorbar(gate_depths, mean_survival_probs, yerr=std_survival_probs, fmt='o')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Doing a linear fit by \"log-ing\" the y axis\n", + "simple exponential produces big error bars" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal parameters: m = -0.0003120477505753345, b = 0.0011134210201451265\n", + "m_err = 5.651698700659205e-05, b_err = 0.0033928087946859978\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import curve_fit\n", + "\n", + "def linear_fit_with_errors(x_data, y_data, y_errors):\n", + " \"\"\"\n", + " Fit data with a linear function and plot the results with error bars.\n", + "\n", + " Parameters:\n", + " x_data (array-like): The x-coordinates of the data points.\n", + " y_data (array-like): The y-coordinates of the data points.\n", + " y_errors (array-like): The errors in the y-coordinates of the data points.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Define the linear function\n", + " def linear(x, m, b):\n", + " return m * x + b\n", + "\n", + " # Initial parameter guesses\n", + " initial_params = [1, 1]\n", + "\n", + " # Fit the linear function to the data\n", + " popt, pcov = curve_fit(linear, x_data, y_data, p0=initial_params, sigma=y_errors, absolute_sigma=True)\n", + "\n", + " # Extract the optimal parameters\n", + " m_opt, b_opt = popt\n", + "\n", + " # Print the optimal parameters\n", + " print(f\"Optimal parameters: m = {m_opt}, b = {b_opt}\")\n", + "\n", + " # Calculate the errors in the parameters\n", + " m_err = np.sqrt(pcov[0][0])\n", + " b_err = np.sqrt(pcov[1][1])\n", + " print(f\"m_err = {m_err}, b_err = {b_err}\")\n", + "\n", + " # Plot the data and the fitted function\n", + " plt.errorbar(x_data, y_data, yerr=y_errors, fmt='o', label='Data with errors')\n", + " x_fit = np.linspace(min(x_data), max(x_data), 100)\n", + " y_fit = linear(x_fit, *popt)\n", + " plt.plot(x_fit, y_fit, label='Fitted function', color='red')\n", + " plt.xlabel('X-axis')\n", + " plt.ylabel('Y-axis')\n", + " plt.title('Linear Fit with Error Bars')\n", + " plt.legend()\n", + " plt.show()\n", + " return m_opt, b_opt, m_err, b_err\n", + "\n", + "# Example usage\n", + "x_data = gate_depths #np.linspace(0, 10, 100)\n", + "y_offset = 1 - mean_survival_probs[0]\n", + "y_data = np.log(mean_survival_probs[:end_idx] + y_offset)#2 * np.exp(-0.5 * x_data) + 1 + np.random.normal(0, 0.2, x_data.size)\n", + "y_errors = std_survival_probs[:end_idx]\n", + "return_args = linear_fit_with_errors(x_data, y_data, y_errors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Depolarizing fidelity error: 0.9998440004656302 +/- 2.8249676879639005e-05\n" + ] + } + ], + "source": [ + "m, b, m_err, b_err = return_args\n", + "p = np.exp(m) \n", + "p_err = np.exp(m) * m_err\n", + "dep, dep_err = find_gate_fidelity(p, p_err,dim = 2)\n", + "print(f\"Depolarizing fidelity : {dep} +/- {dep_err}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Analytic depolarizing fidelity : 0.9997666666666667\n" + ] + } + ], + "source": [ + "#approximation (analytic from app k of https://arxiv.org/pdf/2304.06087)\n", + "# assuming qubit has no leakage \n", + "t1 = 500 \n", + "t2 = 250 \n", + "t2_echo = (1/t2 - 1/(2*t1))**-1\n", + "tg = 0.035 * 4 # gate time in us\n", + "\n", + "f = 1 - tg/3 * (1/t1 + 1/t2_echo)\n", + "print(f\"Analytic depolarizing fidelity : {f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9997900000000001" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.9998 - 1e-5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DUMP" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00028000000000000003" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.035*4/500" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "r_err = np.abs(m_err / m**2)\n", + "r_fid = np.exp(-1 / r)\n", + "r_fid_err = np.exp(-1 / r) * r_err / (r**2)\n", + "print(f\"r = {r}, r_err = {r_err}\")\n", + "print(f\"r_fid = {r_fid}, r_fid_err = {r_fid_err}\")\n", + "\n", + "depol_threshold = (1 + r_fid) / 2\n", + "depol_threshold_err = r_fid_err / 2\n", + "print(f\"Depolarizing threshold = {depol_threshold}, depol_threshold_err = {depol_threshold_err}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_20844\\1701895993.py:18: RuntimeWarning: overflow encountered in exp\n", + " return a * np.exp(b * x) + c\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal parameters: a = 505.98192471369396, b = -5.258572459222467e-07, c = -505.0037092429892\n", + "r = 1901656.7856666183, r_err = 909586742.9557259\n", + "r_fid = 0.9999994741428924, r_fid_err = 0.0002515241086925363\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import curve_fit\n", + "\n", + "def single_exponential_fit(x_data, y_data):\n", + " \"\"\"\n", + " Fit data with a single exponential function and plot the results.\n", + "\n", + " Parameters:\n", + " x_data (array-like): The x-coordinates of the data points.\n", + " y_data (array-like): The y-coordinates of the data points.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Define the single exponential function\n", + " def single_exponential(x, a, b, c):\n", + " return a * np.exp(b * x) + c\n", + "\n", + " # Fit the single exponential function to the data\n", + " popt, pcov = curve_fit(single_exponential, x_data, y_data, p0=[1, -1, 1], maxfev=10000)\n", + "\n", + " # Extract the optimal parameters\n", + " a_opt, b_opt, c_opt = popt\n", + "\n", + " # Print the optimal parameters\n", + " print(f\"Optimal parameters: a = {a_opt}, b = {b_opt}, c = {c_opt}\")\n", + "\n", + " # Convert b to gates\n", + " r = 1 / np.abs(b_opt)\n", + " r_err = np.abs(np.sqrt(pcov[1][1]) / b_opt**2)\n", + " print(f\"r = {r}, r_err = {r_err}\")\n", + "\n", + " # Calculate the fidelity\n", + " r_fid = np.exp(-1 / r)\n", + " r_fid_err = np.exp(-1 / r) * r_err / (r**2)\n", + " print(f\"r_fid = {r_fid}, r_fid_err = {r_fid_err}\")\n", + "\n", + " # Plot the data and the fitted function\n", + " plt.scatter(x_data, y_data, label='Data')\n", + " x_fit = np.linspace(0, max(x_data), 100)\n", + " y_fit = single_exponential(x_fit, *popt)\n", + " plt.plot(x_fit, y_fit, label='Fitted function', color='red')\n", + " plt.xlabel('X-axis')\n", + " plt.ylabel('Y-axis')\n", + " plt.yscale('log')\n", + " plt.title('Single Exponential Fit')\n", + " plt.legend()\n", + " plt.show()\n", + "\n", + "# Example usage\n", + "xlist = gate_depths\n", + "ylist = mean_survival_probs\n", + "single_exponential_fit(xlist, ylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(mean_survival_probs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import curve_fit\n", + "\n", + "def single_exponential_fit_with_errors(x_data, y_data, y_errors):\n", + " \"\"\"\n", + " Fit data with a single exponential function and plot the results with error bars.\n", + "\n", + " Parameters:\n", + " x_data (array-like): The x-coordinates of the data points.\n", + " y_data (array-like): The y-coordinates of the data points.\n", + " y_errors (array-like): The errors in the y-coordinates of the data points.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Define the single exponential function\n", + " def single_exponential(x, a, b, c):\n", + " return a * np.exp(b * x) + c\n", + "\n", + " # Initial parameter guesses\n", + " initial_params = [1, -1, 1]\n", + "\n", + " # Define bounds for the parameters\n", + " lower_bounds = [0, -np.inf, 0]\n", + " upper_bounds = [np.inf, 0, np.inf]\n", + "\n", + " # Fit the single exponential function to the data\n", + " popt, pcov = curve_fit(single_exponential, x_data, y_data, p0=initial_params, bounds=(lower_bounds, upper_bounds), sigma=y_errors, absolute_sigma=True, maxfev=10000)\n", + "\n", + " # Extract the optimal parameters\n", + " a_opt, b_opt, c_opt = popt\n", + "\n", + " # Print the optimal parameters\n", + " print(f\"Optimal parameters: a = {a_opt}, b = {b_opt}, c = {c_opt}\")\n", + " print(f\"Error on optimal parameters: {np.sqrt(np.diag(pcov))}\")\n", + "\n", + " # Convert b to gates\n", + " r = 1 / np.abs(b_opt)\n", + " r_err = np.abs(np.sqrt(pcov[1][1]) / b_opt**2)\n", + " print(f\"r = {r}, r_err = {r_err}\")\n", + "\n", + " # Calculate the fidelity\n", + " r_fid = np.exp(-1 / r)\n", + " r_fid_err = np.exp(-1 / r) * r_err / (r**2)\n", + " print(f\"r_fid = {r_fid}, r_fid_err = {r_fid_err}\")\n", + "\n", + " # Plot the data and the fitted function\n", + " plt.errorbar(x_data, y_data, yerr=y_errors, fmt='o', label='Data with errors')\n", + " x_fit = np.linspace(0, max(x_data), 100)\n", + " y_fit = single_exponential(x_fit, *popt)\n", + " plt.plot(x_fit, y_fit, label='Fitted function', color='red')\n", + " plt.xlabel('X-axis')\n", + " plt.ylabel('Y-axis')\n", + " plt.yscale('log')\n", + " plt.xscale('log')\n", + " plt.title('Single Exponential Fit with Error Bars')\n", + " plt.legend()\n", + " plt.show()\n", + "\n", + "# Example usage\n", + "end_idx = None\n", + "x_data = gate_depths[:end_idx] #np.linspace(0, 10, 100)\n", + "y_data = mean_survival_probs[:end_idx] + 0.10278248936355014#2 * np.exp(-0.5 * x_data) + 1 + np.random.normal(0, 0.2, x_data.size)\n", + "y_errors = std_survival_probs[:end_idx]#np.random.normal(0.1, 0.02, x_data.size)\n", + "single_exponential_fit_with_errors(x_data, y_data, y_errors)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "slab", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Supplement_filter/flux_filter.ipynb b/Supplement_filter/flux_filter.ipynb new file mode 100644 index 0000000..9af924d --- /dev/null +++ b/Supplement_filter/flux_filter.ipynb @@ -0,0 +1,631 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6ffe1d7d-528f-4f2e-bc4c-1fafd4d64e0f", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import os, json, random\n", + "from scipy import optimize\n", + "from scipy.optimize import curve_fit\n", + "from numpy import pi, cos, sin, log\n", + "import pandas as pd\n", + "#from qutip import * " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "eceac719-ac70-426a-a050-a3019af0889f", + "metadata": {}, + "outputs": [], + "source": [ + "def ABCD_HL(zhi, f, length, veff):\n", + " ABCD_matrix = np.matrix([[cos(2*pi*f*length/veff), 1j*zhi*sin(2*pi*f*length/veff)], \n", + " [1j/zhi*sin(2*pi*f*length/veff), cos(2*pi*f*length/veff)]])\n", + " return ABCD_matrix\n", + "\n", + "def epsilon_re(er, h, W):\n", + " if W >= h:\n", + " return (er+1)/2+(er-1)/2*(1+12*h/W)**(-0.5)\n", + " else:\n", + " return (er+1)/2+(er-1)/2*((1+12*h/W)**(-0.5)+0.04*(1-W/h)**2)\n", + "\n", + "def Zc(ere, W, h):\n", + " yita = 120*pi \n", + " if W >= h:\n", + " return yita/np.sqrt(ere)/(W/h+1.393+0.677*log(W/h+1.444))\n", + " else:\n", + " return yita/2/pi/np.sqrt(ere)*log(8*h/W+0.25*W/h)\n", + " \n", + "\n", + "def ero(er, W, s, h):\n", + " ere = epsilon_re(er, h, W)\n", + " u = W/h\n", + " g = s/h\n", + " a0 = 0.7287*(ere-0.5*(er+1))*(1-np.exp(-0.179*u))\n", + " b0 = 0.747*er/(0.15+er)\n", + " c0 = b0-(b0-0.207)*np.exp(-0.414*u)\n", + " d0 = 0.593+0.694*np.exp(-0.526*u)\n", + " ere_o = ere+(0.5*(er+1)-ere+a0)*np.exp(-c0*g**d0) \n", + " return ere_o\n", + "\n", + "def Zco(er, W, s, h):\n", + " u = W/h\n", + " g = s/h\n", + " \n", + " zzc = Zc(er, W, h)\n", + " ere = epsilon_re(er, h, W)\n", + " ere_o = ero(er, W, s, h)\n", + " \n", + " Q1 = 0.8685*u**0.194\n", + " Q2 = 1+0.7519*g+0.189*g**2.31\n", + " Q3 = 0.1975+(16.6+(8.4/g)**6)**(-0.387)+1/241*log(g**10/(1+(g/3.4)**10))\n", + " Q4 = 2*Q1/Q2/(u**Q3*np.exp(-g)+(2-np.exp(-g))*u**(-Q3)) \n", + " Q5 = 1.794+1.14*log(1+0.638/(g+0.517*g**2.43))\n", + " Q6 = 0.2305+1/281.3*log(g**10/(1+(g/5.8)**10))+1/5.1*log(1+0.598*g**1.154)\n", + " Q7 = (10+190*g**2)/(1+82.3*g**3)\n", + " Q8 = np.exp(-6.5-0.95*log(g)-(g/0.15)**5)\n", + " Q9 = log(Q7)*(Q8+1/16.5)\n", + " Q10 = Q4-Q5/Q2*np.exp(Q6*log(u)/u**Q9)\n", + " ZZ = zzc*np.sqrt(ere/ere_o)/(1-Q10*np.sqrt(ere)*zzc/377)\n", + " return ZZ\n" + ] + }, + { + "cell_type": "markdown", + "id": "18e350f2-4ffe-40e1-9772-8dba493611d5", + "metadata": {}, + "source": [ + "# current design" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "3c577bd8-77a2-42e8-8c23-920fb2984967", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "h = 500*1e-6\n", + "\n", + "# Capcitor Pads\n", + "w_lo = 2.4225*1e-3 #* 10\n", + "s_lo = 3*1e-6\n", + "length_lo = 6.1*1e-3\n", + "\n", + "# Inductor\n", + "w_hi = 3*1e-6 \n", + "s_hi = 3*1e-6\n", + "length_hi = 6.1*1e-3\n", + "\n", + "er = 10.0\n", + "# er = 1.0\n", + "z0 = 50\n", + "zlo = Zco(er, w_lo, s_lo, h)\n", + "zhi = Zco(er, w_hi, s_hi, h)\n", + "erlo = ero(er, w_lo, w_lo, h)\n", + "# erlo = 1\n", + "erhi = ero(er, w_hi, w_hi, h)\n", + "# erhi = er/2\n", + "\n", + "# zhi = 138.45 # from online calculator\n", + "# zlo = 22.91\n", + "\n", + "vlo = 3*10**8/np.sqrt(erlo)\n", + "vhi = 3*10**8/np.sqrt(erhi)\n", + "\n", + "# vlo = 1.2*10**8\n", + "# vhi = 1.2*10**8\n", + "\n", + "nstep = 2000\n", + "f_list = np.linspace(0.1*10**9, 9*10**9, nstep)\n", + "S21 = []\n", + "for f in f_list:\n", + " ABCDlo = ABCD_HL(zlo, f, length_lo, vlo)\n", + " ABCDhi = ABCD_HL(zhi, f, length_hi, vhi)\n", + " ABCD = ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo\n", + " ss = 2/(ABCD[0,0]+ABCD[0,1]/z0+ABCD[1,0]*z0+ABCD[1,1])\n", + " S21.append(10*np.log10(abs(ss*ss)))" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "07813a36-d961-4953-9e2b-15d8c37e301e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.transforms as mtransforms\n", + "fig, ax = plt.subplots(1, 1, figsize=(15,7))\n", + "trans = mtransforms.blended_transform_factory(ax.transData, ax.transAxes)\n", + "\n", + "color1 = \"#000000\" # A shade of blue\n", + "color2 = \"#377eb8\" # A shade of orange\n", + "color3 = \"#ff7f00\" # A shade of orange\n", + "color4 = \"#4daf4a\" # A shade of orange\n", + "color5 = \"#984ea3\" # A shade of orange\n", + "color6 = \"#e41a1c\" # A shade of orange\n", + "color7 = \"#f781bf\" # A shade of orange\n", + "\n", + "\n", + "# plt.plot(f_list/1e9, S21, '-', color=color1, label='Analytic')\n", + "# plt.plot(freq2/1.1, 20*np.log10(SQUID_flux2)+20, '-', color='blue', label='Chip+Cavity')\n", + "plt.plot(freq2/1.1, 20*np.log10(SQUID_flux2)+20, '-', color=color1, label='Chip')\n", + "plt.plot(freq3/1.1, 20*np.log10(SQUID_flux3)+20, '-', color=color2, label='Full Package')\n", + "# plt.axvline(freq_low, linestyle='--', color = 'r', label = 'Coupler low frequency')\n", + "# plt.axvline(freq_hi, linestyle='--', color = 'b', label = 'Coupler high frequency')\n", + "# ax.axvspan(freq_low, freq_hi, alpha=0.5, color='red', label='coupler')\n", + "# ax.axvspan(cavity[0], cavity[1], alpha=0.5, color='green', label='M and S modes')\n", + "ax.axvline(3.568, linestyle='--', color = color3, label = 'Qubit')\n", + "ax.axvline(4.984, linestyle='--', color = color4, label = 'Cache')\n", + "ax.axvline(5.158, linestyle='--', color = color4)\n", + "ax.axvline(5.333, linestyle='--', color = color5, label = 'Storage')\n", + "ax.axvline(5.505, linestyle='--', color = color5)\n", + "ax.axvline(5.681, linestyle='--', color = color5)\n", + "ax.axvline(5.860, linestyle='--', color = color5)\n", + "ax.axvline(6.037, linestyle='--', color = color5)\n", + "ax.axvline(6.229, linestyle='--', color = color5)\n", + "ax.axvline(6.407, linestyle='--', color = color5)\n", + "ax.axvline(6.768, linestyle=':', color = color5)\n", + "ax.axvline(7.297, linestyle=':', color = color6, label = 'Dump')\n", + "ax.axvline(7.252, linestyle=':', color = color6)\n", + "ax.axvspan(2.8, 4.78, alpha=0.5, color=color7, label='Coupler')\n", + "# ax.axhspan(-110, -88, alpha=0.5, color = 'orange', label='Protected region')\n", + "# ax.axvspan(7.2, 7.5, alpha=0.5, color='red', label='Dump')\n", + "# ax.axvspan(7.2, 7.5, alpha=0.5, color='Purple', label='Coupler')\n", + "\n", + "ax.set_xlabel(r'Freq (GHz)',size=20)\n", + "ax.set_ylabel('Flux delivery (dB)',size=20)\n", + "ax.tick_params(labelsize=20)\n", + "plt.rcParams['xtick.direction'] = 'in' \n", + "plt.rcParams['ytick.direction'] = 'in'\n", + "plt.title(r'Edge-coupled Microstrip Filter (calculated)',size=20)\n", + "# plt.yscale('log')\n", + "plt.ylim([-60,10])\n", + "plt.xlim([0,8.5])\n", + "plt.grid()\n", + "plt.legend(fontsize=15, loc=\"lower right\")\n", + "plt.tight_layout()\n", + "plt.savefig('Flux_filter.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e4dc897a", + "metadata": {}, + "outputs": [], + "source": [ + "file1 = \"G:\\\\共享云端硬盘\\\\multimode\\\\Multimode\\\\HFSS simulation\\\\HFSS_output\\\\balun_output1.csv\"\n", + "file2 = \"G:\\\\共享云端硬盘\\\\multimode\\\\Multimode\\\\HFSS simulation\\\\HFSS_output\\\\balun_cavity_output1.csv\"\n", + "file3 = \"G:\\\\共享云端硬盘\\\\multimode\\\\Multimode\\\\HFSS simulation\\\\HFSS_output\\\\balun_cavity_package_output1.csv\"\n", + "\n", + "pic_file1 = \"G:\\\\共享云端硬盘\\\\multimode\\\\Multimode\\\\HFSS simulation\\\\HFSS_output\\\\balun_with_filter1.png\"\n", + "pic_file2 = \"G:\\\\共享云端硬盘\\\\multimode\\\\Multimode\\\\HFSS simulation\\\\HFSS_output\\\\balun_cavity_picture1.png\"\n", + "pic_file3 = \"G:\\\\共享云端硬盘\\\\multimode\\\\Multimode\\\\HFSS simulation\\\\HFSS_output\\\\balun_cavity_package_picture2.png\"\n", + "\n", + "data1 = pd.read_csv(file1)\n", + "data2 = pd.read_csv(file2)\n", + "data3 = pd.read_csv(file3)\n", + "\n", + "freq1 = np.array(data1['Freq [GHz]'])\n", + "freq2 = np.array(data2['Freq [GHz]'])\n", + "freq3 = np.array(data3['Freq [GHz]'])\n", + "\n", + "SQUID_flux1 = np.array(data1['SQUID_flux_driven []'])\n", + "SQUID_flux2 = np.array(data2['SQUID_flux_driven []'])\n", + "SQUID_flux3 = np.array(data3['SQUID_flux_driven []'])" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "0e842086", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.transforms as mtransforms\n", + "from matplotlib.cbook import get_sample_data\n", + "\n", + "fig = plt.figure(figsize=(13,8))\n", + "# ax1 = fig.add_subplot(1,2,1)\n", + "# im = plt.imread(get_sample_data(pic_file1))\n", + "# ax1.imshow(im)\n", + "# ax1.set_title(r'Chip')\n", + "ax2 = fig.add_subplot(1,2,1)\n", + "im = plt.imread(get_sample_data(pic_file2))\n", + "ax2.imshow(im)\n", + "ax2.set_title(r'Chip+Cavity')\n", + "ax3 = fig.add_subplot(1,2,2)\n", + "im = plt.imread(get_sample_data(pic_file3))\n", + "ax3.imshow(im)\n", + "ax3.set_title(r'Chip+Cavity+Package+wirebonds')\n", + "\n", + "\n", + "import matplotlib.transforms as mtransforms\n", + "fig, ax = plt.subplots(1, 1, figsize=(15,7))\n", + "trans = mtransforms.blended_transform_factory(ax.transData, ax.transAxes)\n", + "# plt.plot(freq1, 10*np.log10(SQUID_flux1)+10, '-', color='red', label='Chip')\n", + "ax.axvline(3.568, linestyle='--', color = 'red', label = 'Qubit')\n", + "ax.axvline(4.984, linestyle='--', color = 'green', label = 'Cache')\n", + "ax.axvline(5.158, linestyle='--', color = 'green')\n", + "ax.axvline(5.333, linestyle='--', color = 'blue', label = 'Storage')\n", + "ax.axvline(5.505, linestyle='--', color = 'blue')\n", + "ax.axvline(5.681, linestyle='--', color = 'blue')\n", + "ax.axvline(5.860, linestyle='--', color = 'blue')\n", + "ax.axvline(6.037, linestyle='--', color = 'blue')\n", + "ax.axvline(6.229, linestyle='--', color = 'blue')\n", + "ax.axvline(6.407, linestyle='--', color = 'blue')\n", + "ax.axvline(6.768, linestyle='-.', color = 'blue')\n", + "ax.axvline(7.297, linestyle='-.', color = 'black', label = 'Dump')\n", + "ax.axvline(7.252, linestyle='-.', color = 'black')\n", + "ax.axvspan(2.8, 4.78, alpha=0.5, color='purple', label='Coupler')\n", + "# plt.plot(f_list/1e9, S21, '-', color='black')\n", + "plt.plot(freq2/1.1, 20*np.log10(SQUID_flux2)+20, '-', color='blue', label='Chip')\n", + "plt.plot(freq3/1.1, 20*np.log10(SQUID_flux3)+20, '-', color='yellow', label='Full Package')\n", + "\n", + "\n", + "\n", + "# plt.imshow(im)\n", + "\n", + "ax.set_xlabel(r'Freq (GHz)',size=12)\n", + "ax.set_ylabel(r'Flux delivery (dB)',size=12)\n", + "ax.tick_params(labelsize=12)\n", + "plt.rcParams['xtick.direction'] = 'in' \n", + "plt.rcParams['ytick.direction'] = 'in'\n", + "plt.title(r'HFSS simulation',size=12)\n", + "# plt.yscale('log')\n", + "# plt.ylim([3000,14000])\n", + "plt.grid()\n", + "plt.legend(fontsize=12)\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "c6e176c1-c851-4bb5-86c8-ec130d65379f", + "metadata": {}, + "source": [ + "# play with different parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "44f5c92f-0964-4a79-bd5e-32f354539bb7", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# h = 500*1e-6\n", + "# w_lo = 2.4225*1e-3\n", + "# s_lo = 15*1e-6\n", + "# length_lo = 5.5*1e-3\n", + "# w_hi = 10*1e-6\n", + "# s_hi = 15*1e-6\n", + "# length_hi = 5.5*1e-3\n", + "\n", + "\n", + "h = 500*1e-6\n", + "\n", + "# Capcitor Pads\n", + "w_lo = 2.4225*1e-3 #* 10\n", + "s_lo = 15*1e-6\n", + "length_lo = 3*1e-3\n", + "\n", + "# Inductor\n", + "w_hi = 10*1e-6 \n", + "s_hi = 15*1e-6\n", + "length_hi = 5.9*1e-3\n", + "\n", + "er = 11.0\n", + "z0 = 50\n", + "zlo = Zco(er, w_lo, s_lo, h)\n", + "zhi = Zco(er, w_hi, s_hi, h)\n", + "erlo = ero(er, w_lo, w_lo, h)\n", + "erhi = ero(er, w_hi, w_hi, h)\n", + "\n", + "# zhi = 138.45 # from online calculator\n", + "# zlo = 22.91\n", + "\n", + "vlo = 3*10**8/np.sqrt(erlo)\n", + "vhi = 3*10**8/np.sqrt(erhi)\n", + "\n", + "# vlo = 1.2*10**8\n", + "# vhi = 1.2*10**8\n", + "\n", + "nstep = 1000\n", + "f_list = np.linspace(0.1*10**9, 9*10**9, nstep)\n", + "S21_new = []\n", + "for f in f_list:\n", + " ABCDlo = ABCD_HL(zlo, f, length_lo, vlo)\n", + " ABCDhi = ABCD_HL(zhi, f, length_hi, vhi)\n", + " ABCD = ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo\n", + " ss = 2/(ABCD[0,0]+ABCD[0,1]/z0+ABCD[1,0]*z0+ABCD[1,1])\n", + " S21_new.append(10*np.log10(abs(ss*ss)))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "fc631a98-0d0e-46a2-9ad6-e768df4749bb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.transforms as mtransforms\n", + "fig, ax = plt.subplots(1, 1, figsize=(12,7))\n", + "trans = mtransforms.blended_transform_factory(ax.transData, ax.transAxes)\n", + "plt.plot(f_list/1e9, S21, '-', color='blue', label='original')\n", + "plt.plot(f_list/1e9, S21_new, '-', color='green', label='new')\n", + "ax.set_xlabel(r'Freq (GHz)',size=20)\n", + "ax.set_ylabel(r'$S_{21}$',size=20)\n", + "ax.tick_params(labelsize=20)\n", + "plt.rcParams['xtick.direction'] = 'in' \n", + "plt.rcParams['ytick.direction'] = 'in'\n", + "plt.title(r'Differential flux line filter',size=20)\n", + "\n", + "ax.axvspan(cavity[0], cavity[1], alpha=0.5, color='orange', label='multimodes')\n", + "# ax.axvspan(7.3, 7.5, alpha=0.5, color='red', label='bad')\n", + "# plt.yscale('log')\n", + "# plt.ylim([3000,14000])\n", + "plt.grid()\n", + "plt.legend(fontsize=20)\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "57cb86bd-c2cc-45c9-a463-362101a529ff", + "metadata": {}, + "source": [ + "Effect of Tuning Parameters: \n", + "1. Increasing high impedance length reduces attebnuation but moves band rightwards\n", + "2. Increasing low impedance length introduces more bands" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c4cbfdde-30cc-4cec-b7df-f0a42cedf74c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "h = 500*1e-6\n", + "w_lo = 2.55*1e-3*0.95\n", + "s_lo = 5*1e-6\n", + "length_lo = 5.5*1e-3\n", + "w_hi = 5*1e-6\n", + "s_hi = 5*1e-6\n", + "length_hi = 5.5*1e-3\n", + "er = 11.1\n", + "z0 = 50\n", + "zlo = Zco(er, w_lo, s_lo, h)\n", + "zhi = Zco(er, w_hi, s_hi, h)\n", + "erlo = ero(er, w_lo, w_lo, h)\n", + "erhi = ero(er, w_hi, w_hi, h)\n", + "\n", + "# zhi = 138.45 # from online calculator\n", + "# zlo = 22.91\n", + "\n", + "vlo = 3*10**8/np.sqrt(erlo)\n", + "vhi = 3*10**8/np.sqrt(erhi)\n", + "\n", + "# vlo = 1.2*10**8\n", + "# vhi = 1.2*10**8\n", + "\n", + "nstep = 1000\n", + "f_list = np.linspace(0.1*10**9, 9*10**9, nstep)\n", + "S21_new = []\n", + "for f in f_list:\n", + " ABCDlo = ABCD_HL(zlo, f, length_lo, vlo)\n", + " ABCDhi = ABCD_HL(zhi, f, length_hi, vhi)\n", + " ABCD = ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi\n", + " ss = 2/(ABCD[0,0]+ABCD[0,1]/z0+ABCD[1,0]*z0+ABCD[1,1])\n", + " S21_new.append(10*np.log10(abs(ss*ss)))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0d9337fd-bfb5-42bc-9422-f78222371115", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.transforms as mtransforms\n", + "fig, ax = plt.subplots(1, 1, figsize=(12,7))\n", + "trans = mtransforms.blended_transform_factory(ax.transData, ax.transAxes)\n", + "plt.plot(f_list/1e9, S21, '-', color='blue', label='original')\n", + "plt.plot(f_list/1e9, S21_new, '-', color='green', label='new')\n", + "ax.set_xlabel(r'Freq (GHz)',size=20)\n", + "ax.set_ylabel(r'$S_{21}$',size=20)\n", + "ax.tick_params(labelsize=20)\n", + "plt.rcParams['xtick.direction'] = 'in' \n", + "plt.rcParams['ytick.direction'] = 'in'\n", + "plt.title(r'Differential flux line filter',size=20)\n", + "# plt.yscale('log')\n", + "# plt.ylim([3000,14000])\n", + "plt.grid()\n", + "plt.legend(fontsize=20)\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b7468650-bd9c-44af-98c2-89f163839c4e", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "h = 500*1e-6\n", + "w_lo = 5*1e-5\n", + "s_lo = 3*1e-6\n", + "length_lo = 4.8*1e-3\n", + "w_hi = 3*1e-6\n", + "s_hi = 3*1e-6\n", + "length_hi = 4.8*1e-3\n", + "er = 11.1\n", + "er_new = 3\n", + "z0 = 50\n", + "zlo = Zco(er, w_lo, s_lo, h)\n", + "zhi = Zco(er, w_hi, s_hi, h)\n", + "erlo = ero(er, w_lo, w_lo, h)\n", + "erhi = ero(er, w_hi, w_hi, h)\n", + "\n", + "# zhi = 138.45 # from online calculator\n", + "# zlo = 22.91\n", + "\n", + "vlo = 3*10**8/np.sqrt(erlo)\n", + "vhi = 3*10**8/np.sqrt(erhi)\n", + "\n", + "# vlo = 1.2*10**8\n", + "# vhi = 1.2*10**8\n", + "\n", + "nstep = 1000\n", + "f_list = np.linspace(0.01*10**9, 12*10**9, nstep)\n", + "S21_new = []\n", + "for f in f_list:\n", + " ABCDlo = ABCD_HL(zlo, f, length_lo, vlo)\n", + " ABCDhi = ABCD_HL(zhi, f, length_hi, vhi)\n", + " ABCD = ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo*ABCDhi*ABCDlo\n", + " ss = 2/(ABCD[0,0]+ABCD[0,1]/z0+ABCD[1,0]*z0+ABCD[1,1])\n", + " S21_new.append(10*np.log10(abs(ss*ss)))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "54064bcf-ff45-4932-99e4-119ee2b742e9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.transforms as mtransforms\n", + "fig, ax = plt.subplots(1, 1, figsize=(12,7))\n", + "trans = mtransforms.blended_transform_factory(ax.transData, ax.transAxes)\n", + "# plt.plot(f_list/1e9, S21, '-', color='blue', label='original')\n", + "plt.plot(f_list/1e9, S21_new, '-', color='green', label='new')\n", + "ax.set_xlabel(r'Freq (GHz)',size=20)\n", + "ax.set_ylabel(r'$S_{21}$',size=20)\n", + "ax.tick_params(labelsize=20)\n", + "plt.rcParams['xtick.direction'] = 'in' \n", + "plt.rcParams['ytick.direction'] = 'in'\n", + "plt.title(r'Differential flux line filter',size=20)\n", + "# plt.yscale('log')\n", + "# plt.ylim([3000,14000])\n", + "plt.grid()\n", + "plt.legend(fontsize=20)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59889638", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.7" + }, + "toc-autonumbering": true + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Supplement_memory_scaling/260306_memory_size.ipynb b/Supplement_memory_scaling/260306_memory_size.ipynb new file mode 100644 index 0000000..d0fe557 --- /dev/null +++ b/Supplement_memory_scaling/260306_memory_size.ipynb @@ -0,0 +1,813 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6b1155ad", + "metadata": {}, + "source": [ + "# How large can my memory be while still maintaining less control resources than a memory-less system" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "92d06a06", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np \n", + "import matplotlib.pyplot as plt\n" + ] + }, + { + "cell_type": "markdown", + "id": "da07172c", + "metadata": {}, + "source": [ + "# RAM Surface Code Scaling with coherence time \n", + "Consider gate time, and mode coherence\n", + "\n", + "error correction cycle length \\(t_{log}\\). main error\n", + "error on physical qubit $$p = \\frac{t_{log}}{T_{\\text{coh},qub}}$$\n", + "error on memory $$p_{mem,idle} = \\frac{(N-1) *( t_{log} + 2t_{swap})}{T_{\\text{coh},mem}} $$\n", + "error on memory swap $$p_{mem, gate} = t_{swap}*(\\frac{1}{T_{\\text{coh}, mem}} + \\frac{1}{T_{\\text{coh}, qub}})$$\n", + "$$$$\n", + "\n", + "Plots \n", + "x axis: t1 qub\n", + "y axis : t1 mem \n", + "z axis: lower bound on number of raqm/ upper \n", + "two of these plots \n", + "\n", + "at error rate 1e-10\n", + "\n", + "## Remember fundamental equations \n", + "### memory less system \n", + "$$\\varepsilon = \\left(\\frac{p }{p_{\\text{threshold1}}}\\right)^{D}$$\n", + "### memory full system \n", + "$$\\varepsilon' = \\left(\\frac{p }{p_{\\text{threshold1}}}+\\frac{p_{mem}}{p_{\\text{threshold2}}}\\right)^{D'}$$\n", + "\n", + "### Comparison of resources \n", + "c = 3 (z + x + ancilla control)\n", + "$$(c+1)D'^2 =1: \n", + " return -1\n", + "\n", + " return np.log(vareps) / np.log(base)\n", + "\n", + "def find_d(vareps, t_log_cycle, T_coh_qubit, p_threshold1=0.01, p_threshold2=0.01):\n", + " \n", + " # \\varepsilon = \\left(\\frac{p}{p_{\\text{threshold}}}\\right)^{D}\n", + " \n", + " p = p_qubit(t_log_cycle, T_coh_qubit)\n", + " base = p/p_threshold1\n", + " # print(f\"p: {p}, base: {base}\")\n", + "\n", + " if np.round(base,3)>=1: \n", + " return -1\n", + "\n", + " return np.log(vareps) / np.log(base)\n", + "\n", + "\n", + "# find the lowest N and highest N for which $$2D'^2 best_efficiency and efficiency > 1):\n", + " best_efficiency = efficiency\n", + " N_best = N\n", + " # if (c+1)*Dp**2 < c*N*D**2:\n", + " # if N_low is None:\n", + " # N_low = N\n", + " # N_high = N\n", + " if best_efficiency is not None and best_efficiency < 1:\n", + " best_efficiency = None\n", + " N_best = None\n", + " return best_efficiency, N_best\n", + "\n", + "# Example usage:\n", + "vareps = 1e-10 # doesnt matter!\n", + "t_log_cycle = 1e-6 #https://arxiv.org/pdf/2408.13687v1 have 42 ns cz (check readout)\n", + "t_swap = 1e-7 #https://arxiv.org/abs/2303.00959 have 100 ns swaps\n", + "T_coh_cav = 30e-3\n", + "T_coh_qubit = 1e-3\n", + "\n", + "# debug d' \n", + "# Dp = find_d_prime(vareps, t_log_cycle, t_swap, 10, T_coh_cav, T_coh_qubit)\n", + "# print(f\"D': {Dp}\")\n", + "\n", + "N_low, N_high = find_N_bounds(vareps, t_log_cycle, t_swap, T_coh_cav, T_coh_qubit)\n", + "print(f\"Lowest N: {N_low}, Highest N: {N_high}\")\n", + "efficiency, N_best = find_efficiency(vareps, t_log_cycle, t_swap, T_coh_cav, T_coh_qubit)\n", + "print(f\"Best efficiency: {efficiency} at N={N_best}\")\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "20e48ec9", + "metadata": {}, + "outputs": [], + "source": [ + "# now we vary t_coh_qubit (x axis) and t_coh_cav (y axis) and plot N_low and N_high\n", + "T_coh_qubit_vals = np.logspace(-5, -2, 50)\n", + "T_coh_cav_vals = np.logspace(-4, 0, 50)\n", + "\n", + "N_low_vals = []\n", + "N_high_vals = []\n", + "\n", + "for T_coh_qubit in T_coh_qubit_vals:\n", + " for T_coh_cav in T_coh_cav_vals:\n", + " N_low, N_high = find_N_bounds(vareps, t_log_cycle, t_swap, T_coh_cav, T_coh_qubit)\n", + " if N_low is None:\n", + " N_low = np.nan\n", + " if N_high is None:\n", + " N_high = np.nan\n", + " N_low_vals.append(N_low)\n", + " N_high_vals.append(N_high)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "52e0b445", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Reshape results for plotting\n", + "N_low_vals = np.array(N_low_vals).reshape(len(T_coh_qubit_vals), len(T_coh_cav_vals))\n", + "N_high_vals = np.array(N_high_vals).reshape(len(T_coh_qubit_vals), len(T_coh_cav_vals))\n", + "\n", + "# Make a mask where data are outside your contour limits\n", + "# mask_low = (N_low_vals < 1) | (N_low_vals > 20)\n", + "# Plot contours of N_low and N_high\n", + "fig, axs = plt.subplots(2, 1, figsize=(6, 9), sharey=True)\n", + "\n", + "\n", + "# N_low contour\n", + "c0 = axs[0].contourf(T_coh_cav_vals, T_coh_qubit_vals, N_low_vals, levels=20, cmap='viridis')\n", + "axs[0].set_title('N_low')\n", + "axs[0].set_xlabel('T_coh_cav')\n", + "axs[0].set_ylabel('T_coh_qubit')\n", + "axs[0].set_xscale('log')\n", + "axs[0].set_yscale('log')\n", + "# axs[0].imshow(mask_low, extent=[T_coh_cav_vals.min(), T_coh_cav_vals.max(),\n", + "# T_coh_qubit_vals.min(), T_coh_qubit_vals.max()],\n", + "# origin='lower', aspect='auto', cmap='Greys', alpha=0.9)\n", + "\n", + "fig.colorbar(c0, ax=axs[0], label='N_low')\n", + "# recale colorbar to be max of 5\n", + "# c0.set_clim(1, 20)\n", + "\n", + "# N_high contour\n", + "c1 = axs[1].contourf(T_coh_cav_vals, T_coh_qubit_vals, N_high_vals, levels=20, cmap='plasma')\n", + "axs[1].set_title('N_high')\n", + "axs[1].set_xlabel('T_coh_cav')\n", + "axs[1].set_xscale('log')\n", + "axs[1].set_yscale('log')\n", + "# axs[1].imshow(mask_low, extent=[T_coh_cav_vals.min(), T_coh_cav_vals.max(),\n", + "# T_coh_qubit_vals.min(), T_coh_qubit_vals.max()],\n", + "# origin='lower', aspect='auto', cmap='Greys', alpha=0.9)\n", + "fig.colorbar(c1, ax=axs[1], label='N_high')\n", + "\n", + "plt.rcParams['xtick.direction'] = 'in' \n", + "plt.rcParams['ytick.direction'] = 'in'\n", + "plt.tight_layout()\n", + "# plt.savefig('memory_size_contours.pdf', dpi=300)\n", + "plt.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "ac928209", + "metadata": {}, + "source": [ + "# Find the best control lines efficiency and corresponding memory size" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "260bc30a", + "metadata": {}, + "outputs": [], + "source": [ + "# now we vary t_coh_qubit (x axis) and t_coh_cav (y axis) and plot N_low and N_high\n", + "T_coh_qubit_vals = np.logspace(-5, -2, 50)\n", + "T_coh_cav_vals = np.logspace(-4, 0, 50)\n", + "\n", + "N_best_vals = []\n", + "efficiency_best_vals = []\n", + "\n", + "for T_coh_qubit in T_coh_qubit_vals:\n", + " for T_coh_cav in T_coh_cav_vals:\n", + " efficiency, N_best = find_efficiency(vareps, t_log_cycle, t_swap, T_coh_cav, T_coh_qubit)\n", + " if efficiency is None:\n", + " efficiency = np.nan\n", + " if N_best is None:\n", + " N_best = np.nan\n", + " N_best_vals.append(N_best)\n", + " efficiency_best_vals.append(efficiency)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8545dd7c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Reshape results for plotting\n", + "N_best_vals = np.array(N_best_vals).reshape(len(T_coh_qubit_vals), len(T_coh_cav_vals))\n", + "efficiency_best_vals = np.array(efficiency_best_vals).reshape(len(T_coh_qubit_vals), len(T_coh_cav_vals))\n", + "\n", + "# Make a mask where data are outside your contour limits\n", + "# mask_low = (N_low_vals < 1) | (N_low_vals > 20)\n", + "# Plot contours of N_low and N_high\n", + "fig, axs = plt.subplots(2, 1, figsize=(6, 9), sharey=True)\n", + "\n", + "\n", + "# N_low contour\n", + "c0 = axs[0].contourf(T_coh_cav_vals, T_coh_qubit_vals, N_best_vals, levels=20, cmap='viridis')\n", + "axs[0].set_title('N_optimal')\n", + "axs[0].set_xlabel('T_coh_cav')\n", + "axs[0].set_ylabel('T_coh_qubit')\n", + "axs[0].set_xscale('log')\n", + "axs[0].set_yscale('log')\n", + "# axs[0].imshow(mask_low, extent=[T_coh_cav_vals.min(), T_coh_cav_vals.max(),\n", + "# T_coh_qubit_vals.min(), T_coh_qubit_vals.max()],\n", + "# origin='lower', aspect='auto', cmap='Greys', alpha=0.9)\n", + "\n", + "fig.colorbar(c0, ax=axs[0], label='N_optimal')\n", + "# recale colorbar to be max of 5\n", + "# c0.set_clim(1, 20)\n", + "\n", + "# N_high contour\n", + "c1 = axs[1].contourf(T_coh_cav_vals, T_coh_qubit_vals, efficiency_best_vals, levels=20, cmap='plasma')\n", + "\n", + "axs[1].set_title('Efficiency_optimal')\n", + "axs[1].set_xlabel('T_coh_cav')\n", + "axs[1].set_xscale('log')\n", + "axs[1].set_yscale('log')\n", + "# axs[1].imshow(mask_low, extent=[T_coh_cav_vals.min(), T_coh_cav_vals.max(),\n", + "# T_coh_qubit_vals.min(), T_coh_qubit_vals.max()],\n", + "# origin='lower', aspect='auto', cmap='Greys', alpha=0.9)\n", + "fig.colorbar(c1, ax=axs[1], label='Efficiency_optimal')\n", + "# c1.set_clim(1, 15)\n", + "\n", + "plt.rcParams['xtick.direction'] = 'in' \n", + "plt.rcParams['ytick.direction'] = 'in'\n", + "plt.tight_layout()\n", + "plt.savefig('memory_size_contours_new_0329.pdf', dpi=300)\n", + "plt.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a40e413e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.colors import LogNorm\n", + "\n", + "# --- data prep ---\n", + "N_best_vals = np.array(N_best_vals, dtype=float).reshape(len(T_coh_qubit_vals), len(T_coh_cav_vals))\n", + "efficiency_best_vals = np.array(efficiency_best_vals, dtype=float).reshape(len(T_coh_qubit_vals), len(T_coh_cav_vals))\n", + "\n", + "# force strictly positive for log\n", + "N_best_vals = np.clip(N_best_vals, 1e-12, None)\n", + "efficiency_best_vals = np.clip(efficiency_best_vals, 1e-12, None)\n", + "\n", + "# force vmin = 1; vmax from data\n", + "vmin0, vmax0 = 1, float(np.nanmax(N_best_vals))\n", + "vmin1, vmax1 = 1, float(np.nanmax(efficiency_best_vals))\n", + "\n", + "X, Y = np.meshgrid(T_coh_cav_vals, T_coh_qubit_vals) # match your axes\n", + "\n", + "fig, axs = plt.subplots(2, 1, figsize=(7, 9), sharey=True)\n", + "\n", + "# --- N_optimal heatmap (exact [1, vmax0]) ---\n", + "m0 = axs[0].pcolormesh(\n", + " X, Y, N_best_vals, shading='auto',\n", + " norm=LogNorm(vmin=vmin0, vmax=vmax0), cmap='viridis'\n", + ")\n", + "axs[0].set_title('N_optimal')\n", + "axs[0].set_xlabel('T_coh_cav'); axs[0].set_ylabel('T_coh_qubit')\n", + "axs[0].set_xscale('log'); axs[0].set_yscale('log')\n", + "cb0 = fig.colorbar(m0, ax=axs[0], label='N_optimal')\n", + "\n", + "# optional: add contour lines (purely for edges/labels)\n", + "# axs[0].contour(X, Y, N_best_vals, levels=10, colors='k', linewidths=0.4)\n", + "\n", + "# --- Efficiency_optimal heatmap (exact [1, vmax1]) ---\n", + "m1 = axs[1].pcolormesh(\n", + " X, Y, efficiency_best_vals, shading='auto',\n", + " norm=LogNorm(vmin=vmin1, vmax=vmax1), cmap='plasma'\n", + ")\n", + "axs[1].set_title('Efficiency_optimal')\n", + "axs[1].set_xlabel('T_coh_cav')\n", + "axs[1].set_xscale('log'); axs[1].set_yscale('log')\n", + "cb1 = fig.colorbar(m1, ax=axs[1], label='Efficiency_optimal')\n", + "\n", + "plt.rcParams['xtick.direction'] = 'in'\n", + "plt.rcParams['ytick.direction'] = 'in'\n", + "plt.tight_layout()\n", + "plt.savefig('memory_size_contours_new_0329.pdf', dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "2ad28c46", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "N_best unique: [1.1000e+01 2.1000e+01 3.1000e+01 4.1000e+01 5.1000e+01 6.1000e+01\n", + " 7.1000e+01 8.1000e+01 9.1000e+01 1.0100e+02 1.1100e+02 1.2100e+02\n", + " 1.3100e+02 1.4100e+02 1.5100e+02 1.6100e+02 1.7100e+02 1.8100e+02\n", + " 1.9100e+02 2.0100e+02 2.1100e+02 2.2100e+02 2.3100e+02 2.4100e+02\n", + " 2.5100e+02 2.6100e+02 2.7100e+02 2.8100e+02 2.9100e+02 3.0100e+02\n", + " 3.1100e+02 3.2100e+02 3.3100e+02 3.4100e+02 3.5100e+02 3.6100e+02\n", + " 3.7100e+02 3.8100e+02 3.9100e+02 4.0100e+02 4.1100e+02 4.2100e+02\n", + " 4.3100e+02 4.4100e+02 4.5100e+02 4.6100e+02 4.7100e+02 4.8100e+02\n", + " 4.9100e+02 5.0100e+02 5.1100e+02 5.2100e+02 5.3100e+02 5.4100e+02\n", + " 5.5100e+02 5.6100e+02 5.7100e+02 5.8100e+02 5.9100e+02 6.0100e+02\n", + " 6.1100e+02 6.2100e+02 6.3100e+02 6.4100e+02 6.5100e+02 6.6100e+02\n", + " 6.7100e+02 6.8100e+02 6.9100e+02 7.0100e+02 7.1100e+02 7.2100e+02\n", + " 7.3100e+02 7.4100e+02 7.5100e+02 7.6100e+02 7.7100e+02 7.8100e+02\n", + " 7.9100e+02 8.0100e+02 8.1100e+02 8.2100e+02 8.3100e+02 8.4100e+02\n", + " 8.5100e+02 8.6100e+02 8.7100e+02 8.8100e+02 8.9100e+02 9.0100e+02\n", + " 9.1100e+02 9.2100e+02 9.3100e+02 9.4100e+02 9.5100e+02 9.6100e+02\n", + " 9.7100e+02 9.8100e+02 9.9100e+02 1.0010e+03 1.0110e+03 1.0210e+03\n", + " 1.0310e+03 1.0410e+03 1.0510e+03 1.0610e+03 1.0710e+03 1.0810e+03\n", + " 1.0910e+03 1.1010e+03 1.1110e+03 1.1210e+03 1.1310e+03 1.1410e+03\n", + " 1.1510e+03 1.1710e+03 1.1810e+03 1.1910e+03 1.2010e+03 1.2110e+03\n", + " 1.2210e+03 1.2410e+03 1.2510e+03 1.2610e+03 1.2710e+03 1.2810e+03\n", + " 1.3010e+03 1.3110e+03 1.3210e+03 1.3310e+03 1.3410e+03 1.3510e+03\n", + " 1.3610e+03 1.3710e+03 1.3810e+03 1.3910e+03 1.4110e+03 1.4210e+03\n", + " 1.4310e+03 1.4410e+03 1.4510e+03 1.4610e+03 1.4710e+03 1.4810e+03\n", + " 1.4910e+03 1.5110e+03 1.5210e+03 1.5310e+03 1.5510e+03 1.5710e+03\n", + " 1.5810e+03 1.5910e+03 1.6010e+03 1.6110e+03 1.6210e+03 1.6310e+03\n", + " 1.6410e+03 1.6510e+03 1.6710e+03 1.6810e+03 1.7010e+03 1.7110e+03\n", + " 1.7210e+03 1.7310e+03 1.7410e+03 1.7510e+03 1.7610e+03 1.7710e+03\n", + " 1.7810e+03 1.8010e+03 1.8210e+03 1.8310e+03 1.8510e+03 1.8710e+03\n", + " 1.8910e+03 1.9010e+03 1.9110e+03 1.9310e+03 1.9410e+03 1.9510e+03\n", + " 1.9610e+03 1.9710e+03 1.9810e+03 1.9910e+03 2.0110e+03 2.0310e+03\n", + " 2.0510e+03 2.0710e+03 2.0810e+03 2.1010e+03 2.1110e+03 2.1210e+03\n", + " 2.1310e+03 2.1410e+03 2.1510e+03 2.1710e+03 2.1910e+03 2.2010e+03\n", + " 2.2110e+03 2.2410e+03 2.2610e+03 2.2810e+03 2.2910e+03 2.3010e+03\n", + " 2.3110e+03 2.3310e+03 2.3510e+03 2.3710e+03 2.3810e+03 2.3910e+03\n", + " 2.4010e+03 2.4310e+03 2.4410e+03 2.4510e+03 2.4710e+03 2.4810e+03\n", + " 2.4910e+03 2.5110e+03 2.5310e+03 2.5410e+03 2.5510e+03 2.5610e+03\n", + " 2.5710e+03 2.5810e+03 2.5910e+03 2.6010e+03 2.6210e+03 2.6510e+03\n", + " 2.6710e+03 2.7010e+03 2.7210e+03 2.7510e+03 2.7710e+03 2.7810e+03\n", + " 2.7910e+03 2.8110e+03 2.8310e+03 2.8410e+03 2.8610e+03 2.8710e+03\n", + " 2.8810e+03 2.9010e+03 2.9310e+03 2.9510e+03 2.9610e+03 2.9810e+03\n", + " 2.9910e+03 3.0110e+03 3.0310e+03 3.0410e+03 3.0610e+03 3.0710e+03\n", + " 3.0910e+03 3.1010e+03 3.1110e+03 3.1310e+03 3.1410e+03 3.1610e+03\n", + " 3.1910e+03 3.2010e+03 3.2210e+03 3.2610e+03 3.2910e+03 3.3210e+03\n", + " 3.3410e+03 3.3610e+03 3.3910e+03 3.4210e+03 3.4310e+03 3.4510e+03\n", + " 3.4610e+03 3.4710e+03 3.4810e+03 3.5010e+03 3.5310e+03 3.5410e+03\n", + " 3.5610e+03 3.5710e+03 3.6010e+03 3.6110e+03 3.6310e+03 3.6610e+03\n", + " 3.6910e+03 3.7010e+03 3.7110e+03 3.7310e+03 3.7410e+03 3.7510e+03\n", + " 3.7710e+03 3.7910e+03 3.8210e+03 3.8510e+03 3.8610e+03 3.8910e+03\n", + " 3.9310e+03 3.9710e+03 4.0110e+03 4.0310e+03 4.0510e+03 4.0610e+03\n", + " 4.0910e+03 4.1210e+03 4.1410e+03 4.1610e+03 4.1810e+03 4.1910e+03\n", + " 4.2010e+03 4.2210e+03 4.2710e+03 4.3010e+03 4.3110e+03 4.3510e+03\n", + " 4.3610e+03 4.3810e+03 4.4210e+03 4.4510e+03 4.4710e+03 4.4810e+03\n", + " 4.5010e+03 4.5110e+03 4.5210e+03 4.5310e+03 4.5510e+03 4.5710e+03\n", + " 4.6110e+03 4.6510e+03 4.6610e+03 4.7010e+03 4.7410e+03 4.7910e+03\n", + " 4.8410e+03 4.8610e+03 4.8910e+03 4.9010e+03 4.9310e+03 4.9410e+03\n", + " 4.9710e+03 4.9910e+03 5.0310e+03 5.0410e+03 5.0710e+03 5.1010e+03\n", + " 5.1510e+03 5.1610e+03 5.1910e+03 5.2010e+03 5.2510e+03 5.2610e+03\n", + " 5.2910e+03 5.3310e+03 5.3410e+03 5.3710e+03 5.3910e+03 5.4010e+03\n", + " 5.4310e+03 5.4410e+03 5.4510e+03 5.4710e+03 5.5010e+03 5.5110e+03\n", + " 5.5610e+03 5.6110e+03 5.6210e+03 5.6710e+03 5.7210e+03 5.7810e+03\n", + " 5.8410e+03 5.8710e+03 5.9010e+03 5.9110e+03 5.9510e+03 5.9610e+03\n", + " 6.0010e+03 6.0210e+03 6.0610e+03 6.0910e+03 6.1210e+03 6.1510e+03\n", + " 6.2110e+03 6.2210e+03 6.2610e+03 6.2710e+03 6.3310e+03 6.3510e+03\n", + " 6.3910e+03 6.4310e+03 6.4410e+03 6.4810e+03 6.5010e+03 6.5210e+03\n", + " 6.5510e+03 6.5710e+03 6.5810e+03 6.6010e+03 6.6310e+03 6.6510e+03\n", + " 6.7110e+03 6.7810e+03 6.7910e+03 6.8410e+03 6.9110e+03 6.9810e+03\n", + " 7.0510e+03 7.0810e+03 7.1210e+03 7.1410e+03 7.1810e+03 7.1910e+03\n", + " 7.2510e+03 7.2710e+03 7.3210e+03 7.3510e+03 7.3810e+03 7.4210e+03\n", + " 7.5010e+03 7.5110e+03 7.5510e+03 7.5710e+03 7.6410e+03 7.6610e+03\n", + " 7.7110e+03 7.7610e+03 7.7710e+03 7.8210e+03 7.8510e+03 7.8710e+03\n", + " 7.9010e+03 7.9110e+03 7.9310e+03 7.9410e+03 7.9610e+03 8.0110e+03\n", + " 8.0310e+03 8.1010e+03 8.1810e+03 8.1910e+03 8.2510e+03 8.3310e+03\n", + " 8.4210e+03 8.5010e+03 8.5410e+03 8.5910e+03 8.6110e+03 8.6710e+03\n", + " 8.6810e+03 8.7410e+03 8.7710e+03 8.8310e+03 8.8710e+03 8.9110e+03\n", + " 8.9610e+03 9.0510e+03 9.0610e+03 9.1410e+03 9.2210e+03 9.2410e+03\n", + " 9.3010e+03 9.3710e+03 9.3810e+03 9.4410e+03 9.4710e+03 9.5010e+03\n", + " 9.5410e+03 9.5710e+03 9.5810e+03 9.6110e+03 9.6610e+03 9.6910e+03\n", + " 9.7810e+03 9.8710e+03 9.8810e+03 9.9610e+03 1.0061e+04 1.0161e+04\n", + " 1.0261e+04 1.0311e+04 1.0371e+04 1.0391e+04 1.0461e+04 1.0481e+04\n", + " 1.0551e+04 1.0591e+04 1.0661e+04 1.0701e+04 1.0751e+04 1.0811e+04\n", + " 1.0921e+04 1.0941e+04 1.1021e+04 1.1131e+04 1.1151e+04 1.1221e+04\n", + " 1.1301e+04 1.1311e+04 1.1321e+04 1.1391e+04 1.1431e+04 1.1461e+04\n", + " 1.1511e+04 1.1551e+04 1.1561e+04 1.1601e+04 1.1661e+04 1.1701e+04\n", + " 1.1801e+04 1.1911e+04 1.1931e+04 1.2021e+04 1.2141e+04 1.2261e+04\n", + " 1.2391e+04 1.2441e+04 1.2511e+04 1.2541e+04 1.2651e+04 1.2731e+04\n", + " 1.2781e+04 1.2861e+04 1.2911e+04 1.2981e+04 1.3051e+04 1.3181e+04\n", + " 1.3201e+04 1.3311e+04 1.3431e+04 1.3461e+04 1.3551e+04 1.3641e+04\n", + " 1.3651e+04 1.3661e+04 1.3751e+04 1.3801e+04 1.3831e+04 1.3891e+04\n", + " 1.3941e+04 1.3951e+04 1.4001e+04 1.4071e+04 1.4111e+04 1.4241e+04\n", + " 1.4371e+04 1.4391e+04 1.4511e+04 1.4651e+04 1.4801e+04 1.4951e+04\n", + " 1.5021e+04 1.5101e+04 1.5141e+04 1.5261e+04 1.5371e+04 1.5421e+04\n", + " 1.5521e+04 1.5581e+04 1.5741e+04 1.5901e+04 1.5931e+04 1.6061e+04\n", + " 1.6211e+04 1.6241e+04 1.6351e+04 1.6461e+04 1.6481e+04 1.6591e+04\n", + " 1.6651e+04 1.6691e+04 1.6761e+04 1.6771e+04 1.6821e+04 1.6841e+04\n", + " 1.6891e+04 1.6981e+04 1.7031e+04 1.7181e+04 1.7341e+04 1.7371e+04\n", + " 1.7511e+04 1.7681e+04 1.7861e+04 1.8041e+04 1.8121e+04 1.8231e+04\n", + " 1.8421e+04 1.8551e+04 1.8611e+04 1.8731e+04 1.8801e+04 1.9001e+04\n", + " 1.9191e+04 1.9221e+04 1.9381e+04 1.9561e+04 1.9601e+04 1.9731e+04\n", + " 1.9861e+04 1.9881e+04 1.9891e+04 2.0021e+04 2.0091e+04 2.0141e+04\n", + " 2.0231e+04 2.0241e+04 2.0301e+04 2.0321e+04 2.0381e+04 2.0561e+04\n", + " 2.0741e+04 2.0931e+04 2.0961e+04 2.1131e+04 2.1341e+04 2.1551e+04\n", + " 2.1771e+04 2.1871e+04 2.2001e+04 2.2231e+04 2.2461e+04 2.2611e+04\n", + " 2.2691e+04 2.2931e+04 2.3161e+04 2.3201e+04 2.3381e+04 2.3601e+04\n", + " 2.3661e+04 2.3811e+04 2.4001e+04 2.4171e+04 2.4251e+04 2.4311e+04\n", + " 2.4411e+04 2.4421e+04 2.4501e+04 2.4521e+04 nan]\n", + "Efficiency unique (rounded): [1.014643 1.019852 1.025012 1.030352 1.04595 1.051098 1.067442 1.07675\n", + " 1.079978 1.086782 1.099786 1.105551 1.106696 1.131851 1.135379 1.144598\n", + " 1.145888 1.156514 1.16232 1.184477] … count = 1741\n" + ] + } + ], + "source": [ + "print(\"N_best unique:\", np.unique(N_best_vals))\n", + "print(\"Efficiency unique (rounded):\", np.unique(np.round(efficiency_best_vals, 6))[:20],\n", + " \"… count =\", np.unique(np.round(efficiency_best_vals, 6)).size)" + ] + }, + { + "cell_type": "markdown", + "id": "066a60b1", + "metadata": {}, + "source": [ + "## RAM surface code scaling\n", + "$$\\varepsilon' = \\left(\\frac{p + 2Np_{\\text{swap}}/8}{p_{\\text{threshold}}}\\right)^{D'}$$\n", + "\n", + "Control Resources per logical qubit $r = 2D'^2 /N$\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "9139d5dc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def D_prime(vareps_prime, N, p_swap = 0.001, p_threshold = 0.01, p = 0.005): \n", + " # Solve for D' in terms of vareps_prime and N\n", + " # vareps_prime = ((p + 2*N*p_swap/8) / p_threshold) ** D'\n", + " # Take log on both sides:\n", + " # log(vareps_prime) = D' * log((p + 2*N*p_swap/8) / p_threshold)\n", + " # D' = log(vareps_prime) / log((p + 2*N*p_swap/8) / p_threshold)\n", + " # p = 0.01\n", + " # p_swap = 0.005\n", + " # p_threshold = 0.1\n", + " base = (p + 2 * N * p_swap / 8) / p_threshold\n", + "\n", + " if base>1: \n", + " return 100000\n", + "\n", + " return np.log(vareps_prime) / np.log(base)\n", + "\n", + "\n", + "\n", + "def plot_control_resources(vareps_prime_vals, N_vals, D_prime_func):\n", + " import matplotlib.colors as mcolors\n", + "\n", + " # Compute Z as before\n", + " X, Y = np.meshgrid(1/np.array(vareps_prime_vals), N_vals)\n", + " Z = np.zeros_like(X)\n", + " for i in range(X.shape[0]):\n", + " for j in range(X.shape[1]):\n", + " Dp = D_prime_func(1/X[i, j], Y[i, j])\n", + " if Y[i, j] == 0:\n", + " Z[i, j] = 2 * Dp**2\n", + " else:\n", + " Z[i, j] = 2 * Dp**2 / Y[i, j]\n", + "\n", + " # Create a masked array for values > 500\n", + " Z_masked = np.ma.masked_where(Z <= 100000, Z)\n", + "\n", + " plt.figure(figsize=(8, 6))\n", + " c = plt.pcolormesh(X, Y, Z, shading='auto', cmap='viridis', norm=mcolors.Normalize(vmin=Z.min(), vmax=500))\n", + " plt.pcolormesh(X, Y, Z_masked, shading='auto', cmap=mcolors.ListedColormap(['red']), alpha=0.6)\n", + " plt.xscale('log')\n", + " plt.xlabel(\"Error Correction Gain ($1/\\\\varepsilon'$)\")\n", + " plt.ylabel(\"Number of Modes (N)\")\n", + " plt.title(\"Control Resources per Logical Qubit \")\n", + " plt.colorbar(c, label=\"# of lines per logical qubit\")\n", + " plt.show()\n", + "\n", + "N_vals = np.arange(0, 20,1)\n", + "vareps_prime_vals = np.logspace(-11, -9, 100)\n", + "plot_control_resources(vareps_prime_vals, N_vals, D_prime)\n", + "# plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "fb6022d5", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "minvalue must be less than or equal to maxvalue", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/IPython/core/formatters.py:343\u001b[0m, in \u001b[0;36mBaseFormatter.__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m 341\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m 342\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 343\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mprinter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 344\u001b[0m \u001b[38;5;66;03m# Finally look for special method names\u001b[39;00m\n\u001b[1;32m 345\u001b[0m method \u001b[38;5;241m=\u001b[39m get_real_method(obj, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprint_method)\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/IPython/core/pylabtools.py:170\u001b[0m, in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, base64, **kwargs)\u001b[0m\n\u001b[1;32m 167\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbackend_bases\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FigureCanvasBase\n\u001b[1;32m 168\u001b[0m FigureCanvasBase(fig)\n\u001b[0;32m--> 170\u001b[0m \u001b[43mfig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanvas\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprint_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbytes_io\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 171\u001b[0m data \u001b[38;5;241m=\u001b[39m bytes_io\u001b[38;5;241m.\u001b[39mgetvalue()\n\u001b[1;32m 172\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m fmt \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msvg\u001b[39m\u001b[38;5;124m'\u001b[39m:\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/matplotlib/backend_bases.py:2189\u001b[0m, in \u001b[0;36mFigureCanvasBase.print_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[1;32m 2186\u001b[0m \u001b[38;5;66;03m# we do this instead of `self.figure.draw_without_rendering`\u001b[39;00m\n\u001b[1;32m 2187\u001b[0m \u001b[38;5;66;03m# so that we can inject the orientation\u001b[39;00m\n\u001b[1;32m 2188\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(renderer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_draw_disabled\u001b[39m\u001b[38;5;124m\"\u001b[39m, nullcontext)():\n\u001b[0;32m-> 2189\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2190\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches:\n\u001b[1;32m 2191\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtight\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/matplotlib/artist.py:95\u001b[0m, in \u001b[0;36m_finalize_rasterization..draw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m 93\u001b[0m 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\u001b[43mmimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_draw_list_compositing_images\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3110\u001b[0m \u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43martists\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msuppressComposite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3112\u001b[0m renderer\u001b[38;5;241m.\u001b[39mclose_group(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124maxes\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 3113\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstale \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/matplotlib/image.py:132\u001b[0m, in \u001b[0;36m_draw_list_compositing_images\u001b[0;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m not_composite \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m has_images:\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m artists:\n\u001b[0;32m--> 132\u001b[0m \u001b[43ma\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 134\u001b[0m \u001b[38;5;66;03m# Composite any adjacent images together\u001b[39;00m\n\u001b[1;32m 135\u001b[0m image_group \u001b[38;5;241m=\u001b[39m []\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/matplotlib/artist.py:72\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 70\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 72\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 74\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/matplotlib/collections.py:2179\u001b[0m, in \u001b[0;36mQuadMesh.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 2176\u001b[0m ys \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconvert_yunits(offsets[:, \u001b[38;5;241m1\u001b[39m])\n\u001b[1;32m 2177\u001b[0m offsets \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mcolumn_stack([xs, ys])\n\u001b[0;32m-> 2179\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupdate_scalarmappable\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2181\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m transform\u001b[38;5;241m.\u001b[39mis_affine:\n\u001b[1;32m 2182\u001b[0m coordinates \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_coordinates\u001b[38;5;241m.\u001b[39mreshape((\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m))\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/matplotlib/collections.py:920\u001b[0m, in \u001b[0;36mCollection.update_scalarmappable\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 918\u001b[0m \u001b[38;5;66;03m# pcolormesh, scatter, maybe others flatten their _A\u001b[39;00m\n\u001b[1;32m 919\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_alpha \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_alpha\u001b[38;5;241m.\u001b[39mreshape(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_A\u001b[38;5;241m.\u001b[39mshape)\n\u001b[0;32m--> 920\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mapped_colors \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_rgba\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_A\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_alpha\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 922\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_face_is_mapped:\n\u001b[1;32m 923\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_facecolors \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mapped_colors\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/matplotlib/cm.py:392\u001b[0m, in \u001b[0;36mScalarMappable.to_rgba\u001b[0;34m(self, x, alpha, bytes, norm)\u001b[0m\n\u001b[1;32m 390\u001b[0m x \u001b[38;5;241m=\u001b[39m ma\u001b[38;5;241m.\u001b[39masarray(x)\n\u001b[1;32m 391\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m norm:\n\u001b[0;32m--> 392\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnorm\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 393\u001b[0m rgba \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcmap(x, alpha\u001b[38;5;241m=\u001b[39malpha, \u001b[38;5;28mbytes\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mbytes\u001b[39m)\n\u001b[1;32m 394\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m rgba\n", + "File \u001b[0;32m/opt/anaconda3/envs/quantum/lib/python3.12/site-packages/matplotlib/colors.py:1395\u001b[0m, in \u001b[0;36mNormalize.__call__\u001b[0;34m(self, value, clip)\u001b[0m\n\u001b[1;32m 1393\u001b[0m result\u001b[38;5;241m.\u001b[39mfill(\u001b[38;5;241m0\u001b[39m) \u001b[38;5;66;03m# Or should it be all masked? Or 0.5?\u001b[39;00m\n\u001b[1;32m 1394\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m vmin \u001b[38;5;241m>\u001b[39m vmax:\n\u001b[0;32m-> 1395\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mminvalue must be less than or equal to maxvalue\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 1396\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1397\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m clip:\n", + "\u001b[0;31mValueError\u001b[0m: minvalue must be less than or equal to maxvalue" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + " \n", + "\n", + "def D_prime(vareps_prime, N, p_swap = 0.001, p_threshold = 0.01, p = 0.005): \n", + " # Solve for D' in terms of vareps_prime and N\n", + " # vareps_prime = ((p + 2*N*p_swap/8) / p_threshold) ** D'\n", + " # Take log on both sides:\n", + " # log(vareps_prime) = D' * log((p + 2*N*p_swap/8) / p_threshold)\n", + " # D' = log(vareps_prime) / log((p + 2*N*p_swap/8) / p_threshold)\n", + " # p = 0.01\n", + " # p_swap = 0.005\n", + " # p_threshold = 0.1\n", + " base = (p + 2 * N * p_swap / 8) / p_threshold\n", + "\n", + " if base>1: \n", + " return 500\n", + "\n", + " return np.log(vareps_prime) / np.log(base)\n", + "\n", + "\n", + "\n", + "def plot_control_resources(vareps_prime_vals, N_vals, D_prime_func):\n", + " import matplotlib.colors as mcolors\n", + "\n", + " # Compute Z as before\n", + " X, Y = np.meshgrid(1/np.array(vareps_prime_vals), N_vals)\n", + " Z = np.zeros_like(X)\n", + " for i in range(X.shape[0]):\n", + " for j in range(X.shape[1]):\n", + " Dp = D_prime_func(1/X[i, j], Y[i, j])\n", + " if Y[i, j] == 0:\n", + " Z[i, j] = 2 * Dp**2\n", + " else:\n", + " Z[i, j] = 2 * Dp**2 / Y[i, j]\n", + "\n", + " # Create a masked array for values > 500\n", + " Z_masked = np.ma.masked_where(Z <= 500, Z)\n", + "\n", + " plt.figure(figsize=(8, 6))\n", + " c = plt.pcolormesh(X, Y, Z, shading='auto', cmap='viridis', norm=mcolors.Normalize(vmin=Z.min(), vmax=500))\n", + " plt.pcolormesh(X, Y, Z_masked, shading='auto', cmap=mcolors.ListedColormap(['red']), alpha=0.6)\n", + " plt.xscale('log')\n", + " plt.xlabel(\"Error Correction Gain ($1/\\\\varepsilon'$)\")\n", + " plt.ylabel(\"Number of Modes (N)\")\n", + " plt.title(\"Control Resources per Logical Qubit \")\n", + " plt.colorbar(c, label=\"# of lines per logical qubit\")\n", + " plt.show()\n", + "\n", + "\n", + "# I want a table of color plots with x axis being p swap and y axis being p \n", + "# us the functions below\n", + "# Define ranges for p_swap and p\n", + "p_swap_vals = np.linspace(0.0001, 0.01, 4)\n", + "p_vals = np.linspace(0.001, 0.02, 4)\n", + "\n", + "fig, axes = plt.subplots(len(p_vals), len(p_swap_vals), figsize=(16, 12), sharex=True, sharey=True)\n", + "\n", + "for i, p in enumerate(p_vals):\n", + " for j, p_swap in enumerate(p_swap_vals):\n", + " def D_prime_custom(vareps_prime, N):\n", + " base = (p + 2 * N * p_swap / 8) / 0.01 # p_threshold fixed at 0.01\n", + " if base > 1:\n", + " return 500\n", + " return np.log(vareps_prime) / np.log(base)\n", + " \n", + " X, Y = np.meshgrid(1/np.array(vareps_prime_vals), N_vals)\n", + " Z = np.zeros_like(X)\n", + " for m in range(X.shape[0]):\n", + " for n in range(X.shape[1]):\n", + " Dp = D_prime_custom(1/X[m, n], Y[m, n])\n", + " if Y[m, n] == 0:\n", + " Z[m, n] = 2 * Dp**2\n", + " else:\n", + " Z[m, n] = 2 * Dp**2 / Y[m, n]\n", + " Z_masked = np.ma.masked_where(Z <= 500, Z)\n", + " ax = axes[i, j]\n", + " c = ax.pcolormesh(X, Y, Z, shading='auto', cmap='viridis', vmin=Z.min(), vmax=500)\n", + " ax.pcolormesh(X, Y, Z_masked, shading='auto', cmap=plt.cm.Reds, alpha=0.6)\n", + " ax.set_xscale('log')\n", + " if i == len(p_vals) - 1:\n", + " ax.set_xlabel(\"$1/\\\\varepsilon'$\")\n", + " if j == 0:\n", + " ax.set_ylabel(\"N\")\n", + " ax.set_title(f\"p={p:.3g}, p_swap={p_swap:.4f}\")\n", + "\n", + "fig.suptitle(\"Control Resources per Logical Qubit for varying p and p_swap\", fontsize=16)\n", + "fig.tight_layout(rect=[0, 0, 1, 0.97])\n", + "fig.colorbar(c, ax=axes, orientation='vertical', label=\"# of lines per logical qubit\")\n", + "plt.show()\n", + "\n", + "# N_vals = np.arange(0, 10,1)\n", + "# vareps_prime_vals = np.logspace(-5, -1, 100)\n", + "# plot_control_resources(vareps_prime_vals, N_vals, D_prime)\n", + "# plt.xscale('log')" + ] + }, + { + "cell_type": "markdown", + "id": "f284a598", + "metadata": {}, + "source": [ + "import numpy as n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "in6", + "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": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Supplement_temperature/temperature/figures/_no_photon_P1_P0_ratio.pdf b/Supplement_temperature/temperature/figures/_no_photon_P1_P0_ratio.pdf new file mode 100644 index 0000000..6e346fa Binary files /dev/null and b/Supplement_temperature/temperature/figures/_no_photon_P1_P0_ratio.pdf differ diff --git a/Supplement_temperature/temperature/figures/_no_photon_measurement_sequence.pdf b/Supplement_temperature/temperature/figures/_no_photon_measurement_sequence.pdf new file mode 100644 index 0000000..0a1c179 Binary files /dev/null and b/Supplement_temperature/temperature/figures/_no_photon_measurement_sequence.pdf differ diff 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a/Supplement_temperature/temperature/parity_temp_analysis.ipynb b/Supplement_temperature/temperature/parity_temp_analysis.ipynb new file mode 100644 index 0000000..27c8755 --- /dev/null +++ b/Supplement_temperature/temperature/parity_temp_analysis.ipynb @@ -0,0 +1,9427 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning serial library import failed.\n", + "Could not load InstrumentManagerWindow\n", + "Could not import QickInstrument, try install qick package\n", + "Could not load AD5780 dac \n", + "Could not load labbrick\n", + "Could not load Autonics TM4 Driver\n" + ] + } + ], + "source": [ + "\n", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from qick import *\n", + "from qick.helpers import gauss\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import time\n", + "import os\n", + "import sys\n", + "sys.path.append('/home/xilinx/jupyter_notebooks/')\n", + "sys.path.append('C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts')\n", + "import scipy as sp\n", + "import json\n", + "from scipy.fft import fft, fftfreq\n", + "\n", + "from slab.instruments import *\n", + "from slab.experiment import Experiment\n", + "from slab.datamanagement import SlabFile\n", + "from slab import get_next_filename, AttrDict\n", + "from slab import Experiment, dsfit, AttrDict\n", + "\n", + "# Figure params\n", + "plt.rcParams['figure.figsize'] = [10,6]\n", + "plt.rcParams.update({'font.size': 14})" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from slab.dsfit import *\n", + "import os\n", + "from scipy.interpolate import griddata\n", + "from numpy import mgrid, array, zeros,abs,pi,cos,transpose, linspace\n", + "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n", + "from tempfile import TemporaryFile\n", + "font = {'family' : 'DejaVu Sans',\n", + " 'weight' : 'normal',\n", + " 'size' : 15}\n", + "import json\n", + "from h5py import File\n", + "from datetime import datetime\n", + "import time\n", + "from slab.datamanagement import SlabFile\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import os\n", + "import json\n", + "from slab.dsfit import *\n", + "from scipy.optimize import curve_fit\n", + "# import experiments.fitting as fitter\n", + "from matplotlib.colors import Normalize\n", + "import matplotlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import modules from parent and multimode expts" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current Path: c:\\_Lib\\python\\multimode_expts\\analysis_notebooks\\temperature\n", + "Parent Path: c:\\_Lib\\python\\multimode_expts\\analysis_notebooks\n" + ] + } + ], + "source": [ + "import json\n", + "import os\n", + "\n", + "# Get the current working directory\n", + "path = os.getcwd()\n", + "print(\"Current Path:\", path)\n", + "\n", + "# Isolate the parent directory\n", + "parent_path = os.path.dirname(path)\n", + "print(\"Parent Path:\", parent_path)\n", + "\n", + "# Add the parent path to the sys.path\n", + "sys.path.append(parent_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path added at highest priority\n", + "['C:\\\\_Lib\\\\python\\\\multimode_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks\\\\temperature', 'C:\\\\_Lib\\\\python', 'C:\\\\_Lib\\\\python\\\\slab', 'C:\\\\_Lib\\\\python\\\\qick\\\\qick_lib', 'C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks\\\\temperature', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\python38.zip', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\DLLs', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab', '', 'C:\\\\Users\\\\26049\\\\AppData\\\\Roaming\\\\Python\\\\Python38\\\\site-packages', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\easy_lmfit-1.0-py3.8.egg', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\attrdict-2.0.1-py3.8.egg', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\win32', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\win32\\\\lib', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\Pythonwin', '/home/xilinx/jupyter_notebooks/', 'C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks']\n" + ] + } + ], + "source": [ + "import sys\n", + "\n", + "# Path to add\n", + "expts_path = 'C:\\\\_Lib\\\\python\\\\multimode_expts'\n", + "\n", + "# Add the path to the system path at the highest priority\n", + "if expts_path not in sys.path:\n", + " sys.path.insert(0, expts_path)\n", + " print('Path added at highest priority')\n", + "\n", + "# Verify the path is added\n", + "print(sys.path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\clifford_averager_program.py\n", + "imported experiments.clifford_averager_program\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\fitting.py\n", + "imported experiments.fitting\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qram_protocol_timestepped.py\n", + "imported experiments.qram_protocol_timestepped\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qubit_cavity\n", + "imported experiments.qubit_cavity.amplitude_rabi_f0g1\n", + "imported experiments.qubit_cavity.displacement_enhanced_sideband\n", + "imported experiments.qubit_cavity.displace_amplitude_calibration\n", + "imported experiments.qubit_cavity.displace_pulse_probe\n", + "imported experiments.qubit_cavity.ecd\n", + "imported experiments.qubit_cavity.ecd_backup\n", + "imported experiments.qubit_cavity.ecd_read_spec\n", + "imported experiments.qubit_cavity.non_demolution_readout\n", + "imported experiments.qubit_cavity.out_and_back\n", + "imported experiments.qubit_cavity.photo_resolved_pulse_probe\n", + "imported experiments.qubit_cavity.qubit_cavity_opt\n", + "imported experiments.qubit_cavity.single_mode_cats_wigner_tomography\n", + "imported experiments.qubit_cavity.single_mode_wigner_tomography - Copy\n", + "imported experiments.qubit_cavity.single_mode_wigner_tomography\n", + "imported experiments.qubit_cavity.small_chi_calibration\n", + "imported experiments.qubit_cavity.test_opt\n", + "imported experiments.qubit_cavity.test_opt2\n", + "imported experiments.qubit_cavity.test_opt_ecd\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\single_qubit\n", + "imported experiments.single_qubit.acstarkshift_spectroscopy\n", + "imported experiments.single_qubit.active_reset_single_shot\n", + "imported experiments.single_qubit.amplitude_rabi\n", + "imported experiments.single_qubit.amplitude_rabi_ef\n", + "imported experiments.single_qubit.amplitude_rabi_general\n", + "imported experiments.single_qubit.cavity2qubit\n", + "imported experiments.single_qubit.cavity_spectroscopy\n", + "imported experiments.single_qubit.dragpulse_calibration\n", + "imported experiments.single_qubit.dual_rail_single_shot\n", + "imported experiments.single_qubit.fast_reset_test\n", + "imported experiments.single_qubit.flux_sweep\n", + "imported experiments.single_qubit.length_rabi\n", + "imported experiments.single_qubit.length_rabi_f0g1_general\n", + "imported experiments.single_qubit.length_rabi_general\n", + "imported experiments.single_qubit.normalize\n", + "imported experiments.single_qubit.parity_delay\n", + "imported experiments.single_qubit.parity_freq\n", + "imported experiments.single_qubit.parity_gain\n", + "imported experiments.single_qubit.parity_measurement_temp\n", + "imported experiments.single_qubit.phase_sweep\n", + "imported experiments.single_qubit.phase_sweep_averager\n", + "imported experiments.single_qubit.pulse_cavity_probe_readout\n", + "imported experiments.single_qubit.pulse_probe_ef_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_f0g1_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_spectroscopy_prepulse\n", + "imported experiments.single_qubit.ramsey_ef\n", + "imported experiments.single_qubit.randbench\n", + "imported experiments.single_qubit.rbam\n", + "imported experiments.single_qubit.rb_BSgate\n", + "imported experiments.single_qubit.rb_BSgate_check_target\n", + "imported experiments.single_qubit.rb_BSgate_postselection\n", + "imported experiments.single_qubit.rb_BSgate_postselection_storage\n", + "imported experiments.single_qubit.rb_BSgate_ramsey\n", + "imported experiments.single_qubit.rb_ziqian - Copy\n", + "imported experiments.single_qubit.rb_ziqian copy\n", + "imported experiments.single_qubit.rb_ziqian\n", + "imported experiments.single_qubit.rb_ziqian_backup\n", + "imported experiments.single_qubit.resonator_spectroscopy\n", + "imported experiments.single_qubit.rfsoc_tof_calibration\n", + "imported experiments.single_qubit.rf_flux_modulation_general\n", + "imported experiments.single_qubit.rf_flux_spectroscopy\n", + "imported experiments.single_qubit.rf_flux_spectroscopy_f0g1\n", + "imported experiments.single_qubit.sideband_general\n", + "imported experiments.single_qubit.sideband_t1_general\n", + "imported experiments.single_qubit.single_shot\n", + "imported experiments.single_qubit.single_shot_old\n", + "imported experiments.single_qubit.single_shot_prepulse\n", + "imported experiments.single_qubit.square_pulse\n", + "imported experiments.single_qubit.t1\n", + "imported experiments.single_qubit.t1_cavity\n", + "imported experiments.single_qubit.t1_fluxonium\n", + "imported experiments.single_qubit.t1_ring_down\n", + "imported experiments.single_qubit.t2_cavity\n", + "imported experiments.single_qubit.t2_echo\n", + "imported experiments.single_qubit.t2_fluxonium\n", + "imported experiments.single_qubit.t2_ramsey\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\two_qubit\n", + "imported experiments.two_qubit.amplitude_rabi_EgGf\n", + "imported experiments.two_qubit.length_rabi_EgGf\n", + "imported experiments.two_qubit.length_rabi_pi_pulse_ZZ\n", + "imported experiments.two_qubit.pulse_probe_coupling_spectroscopy\n", + "imported experiments.two_qubit.pulse_probe_EgGf_spectroscopy\n", + "imported experiments.two_qubit.twoqutrit_state_tomography\n", + "imported experiments.two_qubit.twoQ_state_tomography\n" + ] + } + ], + "source": [ + "from multimode_expts.fit_display import *" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "import experiments.fitting as fitter\n", + "from numpy.linalg import inv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exp path" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data are extracted from H:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\data1\n" + ] + } + ], + "source": [ + "\n", + "# print(\"path: \", path)\n", + "\n", + "\"\"\"Reopen saved data\"\"\"\n", + "def prev_data(expt_path, filename):\n", + " temp_data_file = expt_path+'\\\\'+filename\n", + " with SlabFile(temp_data_file) as a:\n", + " attrs = dict()\n", + " for key in list(a.attrs):\n", + " attrs.update({key:json.loads(a.attrs[key])})\n", + " keys = list(a)\n", + " temp_data = dict()\n", + " for key in keys:\n", + " temp_data.update({key:np.array(a[key])})\n", + " # print(f'Extracted data and attrs {list(a.attrs)}')\n", + " return temp_data, attrs\n", + "\n", + "data_parent = r'H:\\Shared drives\\SLab\\Multimode\\experiment\\240911'\n", + "expt_path=data_parent+'\\\\data1'\n", + "print('Data are extracted from', expt_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# parity detection temperature" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Markovian model" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from pylab import*" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "def get_evolution_matrices(attrs):\n", + " '''Return Trnasmisson and Reflection matrices'''\n", + " # device parameters\n", + " trigger_period = 2.5+1 # all times in micro seconds (1us readout, 2.5 relaxation delay, )\n", + " man_no = attrs['config']['expt']['man_no']\n", + " parity_time = attrs['config']['device']['manipulate']['revival_time'][man_no - 1]\n", + " print('parity_time', parity_time)\n", + " # parity_time = 1.7366205852286094\n", + " cav_t1 = 209 # man 1 T1\n", + " if man_no == 2: \n", + " print('using man 2 T1')\n", + " cav_t1 = 120 # man 2 T1\n", + " qubit_t1 = 368 #493 # qubit decay time\n", + " qubit_t2 = 148 #259 # qubit dephasing time\n", + " # cav_n = 7.3e-4\n", + " cav_n= 0.0\n", + " qubit_n = 1.59e-2 # residual qubit population\n", + "\n", + " confusion_matrix = attrs['config']['device']['readout']['confusion_matrix_without_reset']\n", + " if attrs['config']['expt']['active_reset']:\n", + " print('using active reset confusion matrix')\n", + " confusion_matrix = attrs['config']['device']['readout']['confusion_matrix_with_reset']\n", + " \n", + " g_infidelity = 1-confusion_matrix[0]#, 0.0032428050263477726, 0.016634449079255258, 0.9833655509207447#0.9889999999999999#, 0.01100000000000012, 0.024800000000000003, 0.9752##0.9900000000000003 # infidelity of qubit g readout no active reset\n", + " e_infidelity = 1-confusion_matrix[-1]#0.9764 # infidelity of qubit e readout no active reset\n", + " print('g_infidelity', g_infidelity)\n", + " print('e_infidelity', e_infidelity)\n", + " parity_err = 0\n", + "\n", + " P01 = cav_n * (1-exp(-trigger_period/cav_t1))\n", + " P10 = 1-exp(-trigger_period/cav_t1)\n", + " Pge = qubit_n * (1-exp(-trigger_period/qubit_t1)) + (1-exp(-parity_time/qubit_t2)) + parity_err\n", + " Peg = (1-exp(-trigger_period/qubit_t1)) + (1-exp(-parity_time/qubit_t2)) + parity_err\n", + "\n", + " T = asarray([[(1-P01)*(1-Pge), (1-P01)*Pge, P01*Pge, P01*(1-Pge)],\n", + " [(1-P01)*Peg, (1-P01)*(1-Peg), P01*(1-Peg), P01*Peg],\n", + " [P10*(1-Pge), P10*Pge, (1-P10)*Pge, (1-P10)*(1-Pge)],\n", + " [P10*Peg, P10*(1-Peg), (1-P10)*(1-Peg), (1-P10)*Peg]])\n", + "\n", + " E = 0.5*asarray([[1-g_infidelity, g_infidelity],\n", + " [e_infidelity, 1- e_infidelity],\n", + " [1-g_infidelity, g_infidelity],\n", + " [e_infidelity, 1- e_infidelity]])\n", + " \n", + " return T, E\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "T [[9.88540058e-01 1.14599419e-02 0.00000000e+00 0.00000000e+00]\n", + " [2.07752202e-02 9.79224780e-01 0.00000000e+00 0.00000000e+00]\n", + " [1.64166549e-02 1.90314909e-04 1.12696270e-02 9.72123403e-01]\n", + " [3.45013454e-04 1.62619563e-02 9.62962823e-01 2.04302067e-02]]\n", + "E [[0.49555 0.00445]\n", + " [0.0124 0.4876 ]\n", + " [0.49555 0.00445]\n", + " [0.0124 0.4876 ]]\n" + ] + } + ], + "source": [ + "T, E = get_evolution_matrices(attrs)\n", + "print('T', T)\n", + "print('E', E)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "# State reconstrution algorithms for the HMM\n", + "\n", + "# \n", + "def forward(meas_seq, T, E):\n", + " '''\n", + " probability of possible state at i-th time step given all previous measurements\n", + " \n", + " N = # of states in system\n", + " alpha[i,j] = At i'th measurement, probability of being in state j (states are product states of cavity and qubit )\n", + "\n", + " meas_seq[i] = at i'th measurement, which state was observed (g or e )\n", + " \n", + " '''\n", + " num_meas = len(meas_seq)\n", + " N = T.shape[0]\n", + " alpha = zeros((num_meas, N))\n", + " pi = [0.25,0.25,0.25,0.25] # assume flat prior\n", + " alpha[0] = pi*E[:,meas_seq[0]]\n", + " for t in range(1, num_meas):\n", + " alpha[t] = alpha[t-1].dot(T) * E[:, meas_seq[t]]\n", + " return alpha\n", + "\n", + "# probability of future measurements given state at i-th time step\n", + "def backward(meas_seq, T, E):\n", + " \n", + " ''' \n", + " beta[i,j] = At the j'th measurement, probability of being in state i \n", + "\n", + " T[n,:] * E[:, meas_seq[t+1]] = Prob. that current state is n , conditioned on what the next state is and the measurement outcome of next state \n", + " beta[:,t+1] = Prob. state-wise of next measurement \n", + "\n", + " '''\n", + " N = T.shape[0]\n", + " num_meas = len(meas_seq)\n", + "\n", + " beta = zeros((N,num_meas))\n", + " beta[:,-1:] = 1 # all|cavity, qubit> states have equal probability at last time step\n", + "\n", + " for t in reversed(range(num_meas-1)):\n", + " for n in range(N):\n", + " beta[n,t] = sum(beta[:,t+1] * T[n,:] * E[:, meas_seq[t+1]])\n", + "\n", + " return beta\n", + " \n", + "def likelihood(meas_seq, T, E):\n", + " # returns log P(Y \\mid model)\n", + " # using the forward part of the forward-backward algorithm\n", + "\n", + " '''SUmming up probabilities of being in all states after the last measurement?!?'''\n", + " return forward(meas_seq, T, E)[-1].sum()\n", + "\n", + "# product of forward and backward probabilities\n", + "# probability of state at i-th time step given the entire measurement record\n", + "def gamma(meas_seq,T,E, ret_all=False):\n", + " '''\n", + " https://arxiv.org/pdf/1607.02529\n", + " '''\n", + " alpha = forward(meas_seq, T, E)\n", + " beta = backward(meas_seq, T, E)\n", + "\n", + " product = multiply(alpha,beta.T)\n", + "\n", + " normalized_product = np.array([row/np.sum(row) for row in product])\n", + "\n", + " #obs_prob = np.array([np.sum(row) for row in product])#alpha[-1].sum()#likelihood(meas_seq, T, E) # some kind of normalization (should be 1 )\n", + " #print(obs_prob)\n", + " if ret_all:\n", + " return normalized_product, alpha, beta, obs_prob\n", + "\n", + " return normalized_product \n", + "#(multiply(alpha,beta.T) / obs_prob)\n", + "\n", + "def wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]}, T = None, E=None):\n", + " '''We will have 10^5 sequences, some of which are same; so running dict is a book-keeping tool\n", + " to avoid recalculating gamma for the same sequence'''\n", + " # print(running_dict)\n", + " # print('T', T)\n", + " # print('E', E)\n", + " if meas_sequence not in running_dict['meas_sequence']:\n", + " running_dict['meas_sequence'].append(meas_sequence)\n", + " gamma_matrix = gamma(meas_sequence, T = T, E = E)\n", + " running_dict['gamma_first_row'].append(gamma_matrix[0,:])\n", + " idx = running_dict['meas_sequence'].index(meas_sequence)\n", + " # print('idx', idx)\n", + " # print(len(running_dict['gamma_first_row']))\n", + " \n", + " return running_dict['gamma_first_row'][idx], running_dict\n", + "\n", + "\n", + "\n", + "# returns the most likely state seqeunce given the measurement record\n", + "# not used in this work\n", + "def viterbi(meas_seq, T, E):\n", + " # returns the most likely state sequence given observed sequence\n", + " # using the Viterbi algorithm\n", + " num_meas = len(meas_seq)\n", + " N = T.shape[0]\n", + " delta = zeros((num_meas, N))\n", + " psi = zeros((num_meas, N))\n", + " pi = [0.25,0.25,0.25,0.25]\n", + " delta[0] = pi*E[:,meas_seq[0]]\n", + " for t in range(1, num_meas):\n", + " for j in range(N):\n", + " delta[t,j] = max(delta[t-1]*T[:,j]) * E[j, meas_seq[t]]\n", + " psi[t,j] = argmax(delta[t-1]*T[:,j])\n", + "\n", + " # backtrack\n", + " states = zeros(num_meas, dtype=int32)\n", + " states[num_meas-1] = argmax(delta[num_meas-1])\n", + " for t in range(num_meas-2, -1, -1):\n", + " states[t] = psi[t+1, states[t+1]]\n", + " return states" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "def compute_threshold_counts(meas_sequence_list, threshold_list, running_dict = {'meas_sequence': [], 'gamma_first_row': []}, T = None, E = None):\n", + " '''Given a list of measurement sequences, compute the number of times the likelihood ratio exceeds a threshold\n", + " '''\n", + " threshold_counts = [0 for i in range(len(threshold_list))]\n", + " for i in tqdm(range(len(meas_sequence_list)), desc=\"Processing\"):\n", + "\n", + " if i % 10000 == 0:\n", + " # reset the running_dict every 10000 sequences\n", + " running_dict = {'meas_sequence': [], 'gamma_first_row': []}\n", + "\n", + " # print(meas_sequence_list[i])\n", + " meas_sequence = meas_sequence_list[i]\n", + " # print(meas_sequence)\n", + " gamma_first_row, running_dict = wrapper_gamma(meas_sequence, running_dict, T=T, E=E)\n", + "\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " likelihood_ratio = P1/P0 \n", + "\n", + " for jdx, threshold in enumerate(threshold_list):\n", + " # Compare the probabilities of the two models to obtain a likelihood ratio\n", + " if likelihood_ratio > threshold:\n", + " threshold_counts[jdx] += 1\n", + " return threshold_counts, running_dict \n", + "\n", + "def plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list, threshold_list, frequency_list, mode_labels, \n", + " meas_number = 1e5):\n", + " ''' Plot the thermal photon population and M1 temperature as a function of threshold'''\n", + " \n", + " # Create subplots\n", + " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + " \n", + " for mode_idx, threshold_counts in enumerate(threshold_counts_list):\n", + " frequency = frequency_list[mode_idx]\n", + " mode_label = mode_labels[mode_idx]\n", + " \n", + " dark_counts = np.array(threshold_counts) / (meas_number)#20000\n", + "\n", + " thermal_photon_population = []\n", + " for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + " now = np.array(thermal_photon_population) / 2\n", + " tempr = []\n", + " for i in range(len(now)):\n", + " tempr.append(48 * frequency / (np.log(1 + 1 / now[i])))\n", + "\n", + " # Plot thermal photon population\n", + " ax1.plot(threshold_list, thermal_photon_population, 'o-', label=mode_label)\n", + " \n", + "\n", + " # Plot M1 Temperature\n", + " ax2.plot(threshold_list, tempr, 'o-', label=mode_label)\n", + " \n", + " \n", + " ax1.set_xscale('log')\n", + " ax1.set_xlabel('Threshold')\n", + " ax1.set_ylabel('Thermal photon population')\n", + " ax1.set_title('Dark photon')\n", + "\n", + " ax2.set_xscale('log')\n", + " ax2.set_xlabel('Threshold')\n", + " ax2.set_ylabel('M1 Temperature (mK)')\n", + " ax2.set_title('M1 Temperature')\n", + "\n", + " #plt.suptitle(f'{mode_label} Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + " # Adjust layout and display the plots\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Collect all the data" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00110_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00111_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00112_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00113_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00114_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00115_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00116_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00117_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00118_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00119_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00120_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00121_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00122_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "g_infidelity 0.008900000000000019\n", + "e_infidelity 0.024800000000000044\n", + "00123_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00124_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00125_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00126_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00127_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00128_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00129_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00130_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00131_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00132_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00133_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00134_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00135_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00136_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n", + "00137_cavity_temperature_sweep_parity_with_without_reset.h5\n" + ] + }, + { + "data": { + "text/html": [ + "
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file_namemodeTEthreshold_listcounts_listman_no_for_parityresetsingle_photon
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0.0016214025131738863], ... \n", + "21 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "22 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "23 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "24 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "25 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "26 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "27 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "4 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "5 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "6 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "7 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "8 [100.0, 1000.0, 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"12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "\n", + " reset single_photon \n", + "0 False True \n", + "1 False True \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "5 False False \n", + "6 False False \n", + "7 False False \n", + "8 False False \n", + "9 False False \n", + "10 False False \n", + "11 False False \n", + "12 False False \n", + "13 False False \n", + "14 True True \n", + "15 True True \n", + "16 True False \n", + "17 True False \n", + "18 True False \n", + "19 True False \n", + "20 True False \n", + "21 True False \n", + "22 True False \n", + "23 True False \n", + "24 True False \n", + "25 True False \n", + "26 True False \n", + "27 True False " + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns = ['file_name', 'mode', 'T', 'E', 'threshold_list', 'counts_list', 'man_no_for_parity', 'reset', 'single_photon']\n", + "df = pd.DataFrame(columns=columns)\n", + "\n", + "modes = ['M1', 'M2', 'M1', 'M1-S1', 'M1-S2', 'M1-S3', 'M1-S4', 'M1-S5', 'M1-S6', 'M1-S7', 'M1-D1', 'M1-C',\n", + " 'M2', 'M2-D2'] * 2\n", + "file_no_start = 110\n", + "full_threshold_list = [ 1e2, 1e3, 1e4, 1e5, 1e7, 1e8, 1e9, 1e10, 1e11, 1e12, 1e13, 1e14, 1e15, 1e16, 1e17, 1e18, 1e19, 1e20, 1e21, 1e23, 1e25, 1e27, 1e30, 1e35, 1e40, 1e45, 1e50]\n", + "\n", + "for idx, mode in enumerate(modes): \n", + " # add row to dataframe\n", + " file_no = int(file_no_start + idx)\n", + " temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + " reset = attrs['config']['expt']['active_reset']\n", + "\n", + " prepulse_len = 0\n", + " if attrs['config']['expt']['prepulse']:\n", + " prepulse_len = len(attrs['config']['expt']['pre_sweep_pulse'][0])\n", + "\n", + " single_photon = False\n", + " if prepulse_len >1: \n", + " single_photon = True\n", + " file_no = int(file_no_start + idx)\n", + " T, E = get_evolution_matrices(attrs)\n", + "\n", + " df.loc[idx] = [f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5', mode, T, E, full_threshold_list, [0 for i in range(len(full_threshold_list))], attrs['config']['expt']['man_no'], reset, single_photon] \n", + " print(f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataFrame saved to H:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\RAM_paper_results\\datasets\\Cavity_Temp_Parity_Full.csv\n" + ] + } + ], + "source": [ + "# Save the dataframe '\n", + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity_Full.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "\n", + "# Ensure the directory exists\n", + "os.makedirs(folder, exist_ok=True)\n", + "\n", + "# Save the DataFrame to a CSV file\n", + "df.to_csv(file_path, index=False)\n", + "\n", + "print(f\"DataFrame saved to {file_path}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity_Full_corrected.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "df =pd.read_csv(file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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file_namemodeTEthreshold_listcounts_listn_repsman_no_for_parityresetsingle_photon
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M2-D2 \n", + "14 00124_cavity_temperature_sweep_parity_with_wit... M1 \n", + "15 00125_cavity_temperature_sweep_parity_with_wit... M2 \n", + "16 00126_cavity_temperature_sweep_parity_with_wit... M1 \n", + "17 00127_cavity_temperature_sweep_parity_with_wit... M1-S1 \n", + "18 00128_cavity_temperature_sweep_parity_with_wit... M1-S2 \n", + "19 00129_cavity_temperature_sweep_parity_with_wit... M1-S3 \n", + "20 00130_cavity_temperature_sweep_parity_with_wit... M1-S4 \n", + "21 00131_cavity_temperature_sweep_parity_with_wit... M1-S5 \n", + "22 00132_cavity_temperature_sweep_parity_with_wit... M1-S6 \n", + "23 00133_cavity_temperature_sweep_parity_with_wit... M1-S7 \n", + "24 00134_cavity_temperature_sweep_parity_with_wit... M1-D1 \n", + "25 00135_cavity_temperature_sweep_parity_with_wit... M1-C \n", + "26 00136_cavity_temperature_sweep_parity_with_wit... M2 \n", + "27 00137_cavity_temperature_sweep_parity_with_wit... M2-D2 \n", + "\n", + " T \\\n", + "0 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "1 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "2 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "3 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "4 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "5 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "6 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "7 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "8 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "9 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "10 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "11 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "12 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "13 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "14 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "15 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "16 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "17 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "18 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "19 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "20 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "21 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "22 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "23 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "24 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "25 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "26 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "27 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "\n", + " E \\\n", + "0 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "1 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "2 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "3 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "4 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "5 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "6 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "7 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "8 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "9 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "10 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "11 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "12 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "13 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "14 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "15 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "16 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "17 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "18 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "19 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "20 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "21 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "22 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "23 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "24 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "25 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "26 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "27 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "4 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "5 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "6 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "7 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "8 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "9 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "10 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "11 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "12 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "13 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "14 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "15 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "16 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "17 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "18 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "19 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "20 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "21 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "22 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "23 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "24 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "25 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "26 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "27 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "\n", + " counts_list n_reps \\\n", + "0 [87513, 83115, 79257, 74638, 67950, 63730, 614... 200000 \n", + "1 [57634, 53767, 49908, 45353, 39140, 35520, 338... 200000 \n", + "2 [1622, 1441, 1327, 1203, 1023, 905, 844, 760, ... 200000 \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "\n", + " man_no_for_parity reset single_photon \n", + "0 1 False True \n", + "1 2 False True \n", + "2 1 False False \n", + "3 1 False False \n", + "4 1 False False \n", + "5 1 False False \n", + "6 1 False False \n", + "7 1 False False \n", + "8 1 False False \n", + "9 1 False False \n", + "10 1 False False \n", + "11 1 False False \n", + "12 2 False False \n", + "13 2 False False \n", + "14 1 True True \n", + "15 2 True True \n", + "16 1 True False \n", + "17 1 True False \n", + "18 1 True False \n", + "19 1 True False \n", + "20 1 True False \n", + "21 1 True False \n", + "22 1 True False \n", + "23 1 True False \n", + "24 1 True False \n", + "25 1 True False \n", + "26 2 True False \n", + "27 2 True False " + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Filling up the df created on eesh local" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing 00125_cavity_temperature_sweep_parity_with_without_reset.h5 for M2 mode\n", + "calling parity post select modified\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 113754/113754 [57:16<00:00, 33.11it/s]\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_15980\\61172189.py:23: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df['counts_list'][df_idx] = threshold_counts\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_15980\\61172189.py:24: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df['n_reps'][df_idx] = len(bb)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 done\n", + "Processing 00126_cavity_temperature_sweep_parity_with_without_reset.h5 for M1 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 156556/156556 [1:08:03<00:00, 38.34it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1 done\n", + "Processing 00127_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S1 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 158024/158024 [1:20:53<00:00, 32.56it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S1 done\n", + "Processing 00128_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S2 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 157248/157248 [1:34:39<00:00, 27.69it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S2 done\n", + "Processing 00129_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S3 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 156672/156672 [1:45:31<00:00, 24.75it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S3 done\n", + "Processing 00130_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S4 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 157414/157414 [2:00:18<00:00, 21.81it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S4 done\n", + "Processing 00131_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S5 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 158358/158358 [2:10:37<00:00, 20.21it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S5 done\n", + "Processing 00132_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S6 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 157342/157342 [2:22:57<00:00, 18.34it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S6 done\n", + "Processing 00133_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S7 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 157007/157007 [2:31:05<00:00, 17.32it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S7 done\n", + "Processing 00134_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-D1 mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 157833/157833 [2:33:51<00:00, 17.10it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-D1 done\n", + "Processing 00135_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-C mode\n", + "calling parity post select modified\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 157542/157542 [2:37:54<00:00, 16.63it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-C done\n", + "Processing 00136_cavity_temperature_sweep_parity_with_without_reset.h5 for M2 mode\n", + "calling parity post select modified\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 156482/156482 [2:47:38<00:00, 15.56it/s] \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 done\n", + "Processing 00137_cavity_temperature_sweep_parity_with_without_reset.h5 for M2-D2 mode\n", + "calling parity post select modified\n", + "parity_time 1.7366205852286094\n", + "using man 2 T1\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 154931/154931 [3:05:03<00:00, 13.95it/s] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2-D2 done\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "import ast \n", + "\n", + "for df_idx in range(15, len(df) , 1):\n", + " file_name = df.loc[df_idx, 'file_name']\n", + " mode = df.loc[df_idx, 'mode']\n", + " T = df.loc[df_idx, 'T']\n", + " E = df.loc[df_idx, 'E']\n", + " threshold_list = ast.literal_eval(df.loc[df_idx, 'threshold_list'])\n", + "\n", + " print(f'Processing {file_name} for {mode} mode')\n", + "\n", + " temp_data, attrs = prev_data(expt_path, file_name)\n", + " readout_threshold = attrs['config']['device']['readout']['threshold'][0]\n", + " readouts_per_rep = attrs['config']['expt']['parity_number']\n", + " active_reset = attrs['config']['expt']['active_reset']\n", + " if active_reset:\n", + " readouts_per_rep +=3\n", + "\n", + " aa, bb = parity_temp_display(temp_data, attrs, active_reset=active_reset, threshold = readout_threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + " T, E = get_evolution_matrices(attrs)\n", + " threshold_counts, m1_running_dict = compute_threshold_counts(bb, threshold_list, T = T, E = E)#, m1_running_dict)\n", + " df['counts_list'][df_idx] = threshold_counts\n", + " df['n_reps'][df_idx] = len(bb)\n", + " print(f'{mode} done')\n", + " df.to_csv(file_path, index=False)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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M2-D2 \n", + "14 00124_cavity_temperature_sweep_parity_with_wit... M1 \n", + "15 00125_cavity_temperature_sweep_parity_with_wit... M2 \n", + "16 00126_cavity_temperature_sweep_parity_with_wit... M1 \n", + "17 00127_cavity_temperature_sweep_parity_with_wit... M1-S1 \n", + "18 00128_cavity_temperature_sweep_parity_with_wit... M1-S2 \n", + "19 00129_cavity_temperature_sweep_parity_with_wit... M1-S3 \n", + "20 00130_cavity_temperature_sweep_parity_with_wit... M1-S4 \n", + "21 00131_cavity_temperature_sweep_parity_with_wit... M1-S5 \n", + "22 00132_cavity_temperature_sweep_parity_with_wit... M1-S6 \n", + "23 00133_cavity_temperature_sweep_parity_with_wit... M1-S7 \n", + "24 00134_cavity_temperature_sweep_parity_with_wit... M1-D1 \n", + "25 00135_cavity_temperature_sweep_parity_with_wit... M1-C \n", + "26 00136_cavity_temperature_sweep_parity_with_wit... M2 \n", + "27 00137_cavity_temperature_sweep_parity_with_wit... 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"16 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "17 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "18 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "19 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "20 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "21 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "22 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "23 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "24 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "25 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "26 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "27 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "\n", + " E \\\n", + "0 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "1 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "2 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "3 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "4 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "5 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "6 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "7 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "8 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "9 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "10 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "11 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "12 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "13 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "14 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "15 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "16 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "17 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "18 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "19 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "20 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "21 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "22 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "23 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "24 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "25 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "26 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "27 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "4 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "5 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "6 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "7 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "8 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "9 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "10 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "11 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "12 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "13 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "14 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "15 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "16 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "17 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "18 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "19 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "20 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "21 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "22 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "23 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "24 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "25 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "26 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "27 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "\n", + " counts_list n_reps \\\n", + "0 [87513, 83115, 79257, 74638, 67950, 63730, 614... 200000 \n", + "1 [57634, 53767, 49908, 45353, 39140, 35520, 338... 200000 \n", + "2 [1622, 1441, 1327, 1203, 1023, 905, 844, 760, ... 200000 \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "14 [47326, 46025, 43171, 42260, 38014, 36214, 341... 109396 \n", + "15 [30874, 29359, 26564, 25503, 21870, 19952, 182... 113754 \n", + "16 [1335, 1246, 1113, 1070, 900, 832, 761, 717, 6... 156556 \n", + "17 [1628, 1485, 1308, 1239, 1014, 937, 853, 816, ... 158024 \n", + "18 [1668, 1529, 1357, 1297, 1079, 1010, 906, 861,... 157248 \n", + "19 [1576, 1444, 1282, 1220, 1029, 950, 849, 803, ... 156672 \n", + "20 [1616, 1459, 1283, 1218, 1014, 935, 848, 815, ... 157414 \n", + "21 [1644, 1484, 1295, 1226, 1003, 912, 832, 786, ... 158358 \n", + "22 [2595, 2415, 2150, 2037, 1682, 1553, 1433, 136... 157342 \n", + "23 [1697, 1552, 1384, 1315, 1099, 1017, 919, 871,... 157007 \n", + "24 [1123, 1012, 864, 819, 684, 617, 547, 522, 464... 157833 \n", + "25 [2631, 2455, 2199, 2107, 1817, 1690, 1588, 152... 157542 \n", + "26 [1315, 1202, 1053, 997, 838, 749, 675, 631, 56... 156482 \n", + "27 [1293, 1199, 1059, 1007, 856, 788, 722, 689, 6... 154931 \n", + "\n", + " man_no_for_parity reset single_photon \n", + "0 1 False True \n", + "1 2 False True \n", + "2 1 False False \n", + "3 1 False False \n", + "4 1 False False \n", + "5 1 False False \n", + "6 1 False False \n", + "7 1 False False \n", + "8 1 False False \n", + "9 1 False False \n", + "10 1 False False \n", + "11 1 False False \n", + "12 2 False False \n", + "13 2 False False \n", + "14 1 True True \n", + "15 2 True True \n", + "16 1 True False \n", + "17 1 True False \n", + "18 1 True False \n", + "19 1 True False \n", + "20 1 True False \n", + "21 1 True False \n", + "22 1 True False \n", + "23 1 True False \n", + "24 1 True False \n", + "25 1 True False \n", + "26 2 True False \n", + "27 2 True False " + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-72.07897510623889" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00126_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "attrs['config']['device']['readout']['threshold'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[9.88540058e-01, 1.14599419e-02, 0.00000000e+00, 0.00000000e+00],\n", + " [2.07752202e-02, 9.79224780e-01, 0.00000000e+00, 0.00000000e+00],\n", + " [1.64166549e-02, 1.90314909e-04, 1.12696270e-02, 9.72123403e-01],\n", + " [3.45013454e-04, 1.62619563e-02, 9.62962823e-01, 2.04302067e-02]])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Opening old file and copying non reset data into new file " + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity_Full.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "df_old =pd.read_csv(file_path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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file_namemodeTEthreshold_listcounts_listman_no_for_parityresetsingle_photon
000110_cavity_temperature_sweep_parity_with_wit...M1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[87513, 83100, 79257, 74630, 67939, 63725, 614...1FalseTrue
100111_cavity_temperature_sweep_parity_with_wit...M2[[9.88184145e-01 1.18158548e-02 0.00000000e+00...[[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[57632, 53731, 49908, 45343, 39128, 35518, 338...2FalseTrue
200112_cavity_temperature_sweep_parity_with_wit...M1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1622, 1439, 1327, 1202, 1022, 905, 844, 760, ...1FalseFalse
300113_cavity_temperature_sweep_parity_with_wit...M1-S1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1585, 1383, 1262, 1135, 947, 825, 771, 695, 6...1FalseFalse
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500115_cavity_temperature_sweep_parity_with_wit...M1-S3[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1465, 1279, 1140, 1016, 852, 753, 704, 632, 5...1FalseFalse
600116_cavity_temperature_sweep_parity_with_wit...M1-S4[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1509, 1292, 1142, 1010, 823, 736, 680, 612, 5...1FalseFalse
700117_cavity_temperature_sweep_parity_with_wit...M1-S5[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1495, 1295, 1148, 1001, 843, 749, 711, 629, 5...1FalseFalse
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M2-D2 \n", + "14 00124_cavity_temperature_sweep_parity_with_wit... M1 \n", + "15 00125_cavity_temperature_sweep_parity_with_wit... M2 \n", + "16 00126_cavity_temperature_sweep_parity_with_wit... M1 \n", + "17 00127_cavity_temperature_sweep_parity_with_wit... M1-S1 \n", + "18 00128_cavity_temperature_sweep_parity_with_wit... M1-S2 \n", + "19 00129_cavity_temperature_sweep_parity_with_wit... M1-S3 \n", + "20 00130_cavity_temperature_sweep_parity_with_wit... M1-S4 \n", + "21 00131_cavity_temperature_sweep_parity_with_wit... M1-S5 \n", + "22 00132_cavity_temperature_sweep_parity_with_wit... M1-S6 \n", + "23 00133_cavity_temperature_sweep_parity_with_wit... M1-S7 \n", + "24 00134_cavity_temperature_sweep_parity_with_wit... M1-D1 \n", + "25 00135_cavity_temperature_sweep_parity_with_wit... M1-C \n", + "26 00136_cavity_temperature_sweep_parity_with_wit... M2 \n", + "27 00137_cavity_temperature_sweep_parity_with_wit... M2-D2 \n", + "\n", + " T \\\n", + "0 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "1 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "2 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "3 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "4 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "5 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "6 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "7 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "8 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "9 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "10 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "11 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "12 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "13 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "14 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "15 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "16 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "17 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "18 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "19 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "20 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "21 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "22 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "23 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "24 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "25 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "26 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "27 [[9.88184145e-01 1.18158548e-02 0.00000000e+00... \n", + "\n", + " E \\\n", + "0 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "1 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "2 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "3 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "4 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "5 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "6 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "7 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "8 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "9 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "10 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "11 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "12 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "13 [[0.49555 0.00445]\\n [0.0124 0.4876 ]\\n [0.49... \n", + "14 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "15 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "16 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "17 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "18 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "19 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "20 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "21 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "22 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "23 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "24 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "25 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "26 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "27 [[0.4983786 0.0016214 ]\\n [0.00831722 0.49168... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "4 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "5 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "6 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "7 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "8 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "9 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "10 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "11 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "12 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "13 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "14 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "15 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "16 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "17 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "18 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "19 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "20 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "21 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "22 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "23 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "24 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "25 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "26 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "27 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "\n", + " counts_list n_reps \\\n", + "0 [87513, 83115, 79257, 74638, 67950, 63730, 614... 200000 \n", + "1 [57634, 53767, 49908, 45353, 39140, 35520, 338... 200000 \n", + "2 [1622, 1441, 1327, 1203, 1023, 905, 844, 760, ... 200000 \n", + "3 [1585, 1383, 1262, 1135, 947, 825, 771, 695, 6... 200000 \n", + "4 [1559, 1359, 1251, 1115, 937, 812, 766, 689, 6... 200000 \n", + "5 [1465, 1279, 1140, 1016, 852, 753, 704, 632, 5... 200000 \n", + "6 [1509, 1292, 1142, 1010, 823, 736, 680, 612, 5... 200000 \n", + "7 [1495, 1295, 1148, 1001, 843, 749, 711, 629, 5... 200000 \n", + "8 [1954, 1689, 1525, 1357, 1139, 1003, 948, 868,... 200000 \n", + "9 [1470, 1268, 1128, 986, 830, 736, 686, 627, 56... 200000 \n", + "10 [1504, 1307, 1190, 1069, 915, 805, 751, 677, 6... 200000 \n", + "11 [1704, 1486, 1351, 1216, 1017, 910, 861, 781, ... 200000 \n", + "12 [1661, 1484, 1328, 1181, 1008, 894, 842, 731, ... 200000 \n", + "13 [1619, 1441, 1280, 1137, 965, 870, 819, 736, 6... 200000 \n", + "14 [47326, 46025, 43171, 42260, 38014, 36214, 341... 109396 \n", + "15 [30874, 29359, 26564, 25503, 21870, 19952, 182... 113754 \n", + "16 [1335, 1246, 1113, 1070, 900, 832, 761, 717, 6... 156556 \n", + "17 [1628, 1485, 1308, 1239, 1014, 937, 853, 816, ... 158024 \n", + "18 [1668, 1529, 1357, 1297, 1079, 1010, 906, 861,... 157248 \n", + "19 [1576, 1444, 1282, 1220, 1029, 950, 849, 803, ... 156672 \n", + "20 [1616, 1459, 1283, 1218, 1014, 935, 848, 815, ... 157414 \n", + "21 [1644, 1484, 1295, 1226, 1003, 912, 832, 786, ... 158358 \n", + "22 [2595, 2415, 2150, 2037, 1682, 1553, 1433, 136... 157342 \n", + "23 [1697, 1552, 1384, 1315, 1099, 1017, 919, 871,... 157007 \n", + "24 [1123, 1012, 864, 819, 684, 617, 547, 522, 464... 157833 \n", + "25 [2631, 2455, 2199, 2107, 1817, 1690, 1588, 152... 157542 \n", + "26 [1315, 1202, 1053, 997, 838, 749, 675, 631, 56... 156482 \n", + "27 [1293, 1199, 1059, 1007, 856, 788, 722, 689, 6... 154931 \n", + "\n", + " man_no_for_parity reset single_photon \n", + "0 1 False True \n", + "1 2 False True \n", + "2 1 False False \n", + "3 1 False False \n", + "4 1 False False \n", + "5 1 False False \n", + "6 1 False False \n", + "7 1 False False \n", + "8 1 False False \n", + "9 1 False False \n", + "10 1 False False \n", + "11 1 False False \n", + "12 2 False False \n", + "13 2 False False \n", + "14 1 True True \n", + "15 2 True True \n", + "16 1 True False \n", + "17 1 True False \n", + "18 1 True False \n", + "19 1 True False \n", + "20 1 True False \n", + "21 1 True False \n", + "22 1 True False \n", + "23 1 True False \n", + "24 1 True False \n", + "25 1 True False \n", + "26 2 True False \n", + "27 2 True False " + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# copy old data into new file \n", + "df_idxs = np.arange(3, 14, 1)\n", + "for df_idx in df_idxs:\n", + " df.loc[df_idx, 'counts_list'] = df_old.loc[df_idx, 'counts_list']\n", + " df.loc[df_idx, 'n_reps'] = 2e5\n", + "\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "# save df \n", + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity_Full_corrected.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "df.to_csv(file_path, index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Testing particular data" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing 00020_ParityTempExperiment.h5 for 1 mode\n", + "calling parity post select modified\n", + "size of ilist 19441\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + } + ], + "source": [ + "file_name = '00020_ParityTempExperiment.h5'\n", + "mode = 1 #df.loc[df_idx, 'mode']\n", + " \n", + "threshold_list = [10, 100, 1000, 1e4, 1e5]\n", + "\n", + "print(f'Processing {file_name} for {mode} mode')\n", + "\n", + "temp_data, attrs = prev_data(expt_path, file_name)\n", + "readout_threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "active_reset = attrs['config']['expt']['active_reset']\n", + "if active_reset:\n", + " readouts_per_rep +=3\n", + "\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=active_reset, threshold = readout_threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [], + "source": [ + "data = temp_data\n", + "I_data = data['idata'] # in shape rounds(1) x expts (1) x reps x read_num\n", + "Q_data = data['qdata'] \n", + "\n", + "reps = 20000\n", + "# assume we have made 80 parity measurements\n", + "# reshape data into (reps, read_num)\n", + "read_num = readouts_per_rep \n", + "I_data_rs = np.reshape(I_data, (reps, read_num))\n", + "Q_data_rs = np.reshape(Q_data, (reps, read_num))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "36\n" + ] + } + ], + "source": [ + "num = 0 \n", + "for row in I_data_rs:\n", + " if row[2]<-70:\n", + " num+=1\n", + "print(num)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 20000/20000 [15:35<00:00, 21.37it/s]\n" + ] + } + ], + "source": [ + "# choose random subset of bb\n", + "bb_subset = bb[0:20000]\n", + "threshold_counts, m1_running_dict = compute_threshold_counts(bb_subset, threshold_list, T = T, E = E)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(threshold_list, np.array(threshold_counts)/len(bb_subset))\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 20000/20000 [16:04<00:00, 20.73it/s]\n" + ] + } + ], + "source": [ + "aa, bb2 = parity_temp_display(temp_data, attrs, active_reset=False, threshold = readout_threshold, readouts_per_rep= readouts_per_rep, \n", + " cutoff_meas_idx=60)\n", + "bb2_subset = bb2[0:20000]\n", + "threshold_counts2, m1_running_dict = compute_threshold_counts(bb2_subset, threshold_list, T = T, E = E)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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RAAAAgB9FgYKhJg7spDfv7Sd3i1lr03I04e3NOl1aaXQsAAAA4IIoUDDcqIg2ip82UH6ertqeVaCx8zcq6/QZo2MBAAAA56FAoUHo1ylAyx6KUnu/FjqYV6o75m/U7qOFRscCAAAA6qBAocHoFtRSCY9EKayNt3KLK3TPW8nakJFrdCwAAACgFgUKDUqwj4eWPjRYg0NbqbSyRpMXp+izbUeNjgUAAABIokChAfLxcNWSKf11y3VtVW2z68lPtmtB4gG+FQUAAADDUaDQILlbXPTauL56YGgXSdJLX6Vp9opU2WyUKAAAABiHAoUGy2w26flbrtGzo8MlSYu+zdTjH29TRXWNwckAAADQXFGg0OBNGxaqV8f1kauLSSt2Htf9i7aoqLzK6FgAAABohihQaBRu7dNeSyYPUEt3izYdPK2730zWicJyo2MBAACgmaFAodEY0i1Qnzw4SK293ZV2olh3zt+o/TnFRscCAABAM0KBQqMS0c5XCQ9HKTTQS0cLynTn/GR9d/i00bEAAADQTFCg0OiEBHhq2cNR6hPip8KyKk14e7NW7zlhdCwAAAA0AxQoNEoBXm6KnzZQsWFBqqi26aEPvtOHmw8bHQsAAABNHAUKjZanm0Vv3ddP4/qHyGaXnl2+W39bnc4HdwEAAFBvKFBo1CwuZs2941o9EdtdkvTa2v36/ac7VV1jMzgZAAAAmiIKFBo9k8mkp27soZduv1Zmk7R0a7amv/+dzlRWGx0NAAAATQwFCk3GhIEd9dZ9kXK3mLU2LUfj396sUyUVRscCAABAE0KBQpNy4zXBip82UH6ertqRVaCxbyYr6/QZo2MBAACgibisApWSkqLRo0fL399fXl5eGjBggOLj4x3e32q1asKECQoPD5efn588PT3Vs2dPTZkyRenp6Rfcx263KyEhQTExMWrbtm3tPg8++KAOHjx4OZeBJqpfpwAteyhK7f1aKDOvVLe/sVG7jxYaHQsAAABNgMnu5JRlVqtVcXFxcnNz07hx4+Tr66uEhARlZmbqxRdf1DPPPHPJYzz33HN67733NHDgQLVv315ubm5KTU3VypUrZbFYtHLlSsXExNTZ59e//rX+9re/qW3btrr11lvl4+OjHTt2aPXq1WrZsqU2btyoXr16OXwdRUVF8vX1VWFhoXx8fJz5R4BG4mRRuSYtTlHq8SJ5ubnozfv6Kbp7a6NjAQAAoIFxphs4VaCqq6sVFham7OxsJScnq2/fvpKk4uJiDR48WOnp6dq7d6+6d+9+0eOUl5fLw8PjvOVr1qzRyJEjFRkZqZSUlNrlJ06cUPv27dWxY0ft2LGjzkX9/e9/11NPPaXJkydr0aJFjl4KBaqZKCqv0kPvf6eNB07JYjbpL3ddp9v7djA6FgAAABoQZ7qBU0P41q5dqwMHDmjChAm15UmSvL299fzzz6u6ulqLFy++5HEuVJ4kKTY2Vv7+/tq/f3+d5YcOHZLNZtOQIUPOu6Cbb75ZkpSTk+PMpaCZ8PFw1eLJ/fXz3u1UbbPrqU926K31B/hWFAAAAC6LUwXKarVKkkaNGnXeunPL1q9ff9lhkpOTlZ+ff95QvO7du8vNzU3ffvutiouL66z76quvJEkjRoy47POiaXO3uOjVe/po6tAukqS5K9P0xxV7ZbNRogAAAOAcizMbZ2RkSNIFh+j5+/srMDCwdhtHWK1WWa1WVVRUKCMjQytWrFBgYKBeeeWVOtu1atVKL774on77298qPDxcY8aMkbe3t3bt2qVvvvlG06dP12OPPXbRc1VUVKii4j9TWhcVFTmcE42f2WzSc7dco2AfD734VaoWf3tIOcUV+tvdveVucTE6HgAAABoJpwpUYeHZmcx8fX0vuN7Hx0fZ2dkOH89qtWrWrFm1f+7WrZs+/vhj9evX77xtf/Ob36hdu3Z68MEHNX/+/NrlUVFRuvfee+Xq6nrRc82dO7fOudA8TRsWqiAfd/3mnzv05c7jOlVSoQW/iJSPx8XvHwAAAEAy+DtQM2fOlN1uV0lJibZs2aKwsDANGTLkglOiz5kzR5MmTdLTTz+trKwslZSUKCkpSdXV1YqJiVFCQsJFz/X000+rsLCw9icrK6u+LgsN3K192mvJ5AFq6W7RpoOndfebyTpRWG50LAAAADQCTs3Cd9ddd2nZsmXaunXrBZ8StW7dWiaT6bIndKiurlZkZKT279+vzMxMtW59dsrptWvXKjY2Vk899ZT+9re/1dknNzdXoaGhCggI0OHDhx0+F7PwYc+xQk1anKLc4gq18/XQew8MULcgb6NjAQAA4Cqrt1n4zr37dKH3nPLz85WXl3fJKcwvxmKxKCYmRqWlpdq6dWvt8i+//FKSzvs2lHS2tF177bU6cuSI8vLyLvvcaH4i2vkq4eEohbb20rHCct05P1lbD502OhYAAAAaMKcK1PDhwyVJq1evPm/duWXntrlcx44dk3S2TJ1TWVkp6ezTpgs5t9zd3f0nnRvNT0iAp5Y9FKW+Hf1UWFaliQs36997ThgdCwAAAA2UUwUqNjZWoaGhio+P1/bt22uXFxcXa/bs2bJYLJo0aVLt8ry8PKWlpZ33ZCgxMfGC3+FZvXq1li9fLl9fX0VFRdUuHzJkiCTpb3/7W+1EFue8++672r9/v/r16ydvb4ZfwXkBXm6KnzpIsWFBqqi26eEPvtMHmxwfDgoAAIDmw6l3oCRp3bp1iouLk7u7u8aPHy8fHx8lJCQoMzNTc+bM0bPPPlu77cyZMzVr1izNmDFDM2fOrF3u5+enwMBA9e/fXyEhISorK9POnTuVmJgoV1dXxcfHa+zYsbXb19TUaOTIkbJarWrdurXGjBkjf39/7dixQ19//bXc3d31zTffaOjQoQ5fB+9A4X9V19j03Ge79XHK2QlGHhvRTb+6sYdMJpPByQAAAFCfnOkGTk1jLp19DykpKUkzZszQ0qVLVVlZqYiICM2ePVsTJ0506BizZs3SqlWrlJSUpNzcXJlMJoWEhGjq1Kl68sknFRERUWd7FxcXrVq1Sq+++qo++eQTffTRR6qsrFRwcLAmTJigp59++ryP7wLOsriYNfeOa9XG10N//yZDr6/dr5NF5Xrx9mvl6mLohJUAAABoIJx+AtVU8AQKF/PRliN6dvku2exSTM/W+sfE6+Xp5vR/bwAAAEAjUG+z8AHNxfgBHbXgvkh5uJq1Lj1X49/erFMlFUbHAgAAgMEoUMCPGHlNsD6cOkh+nq7akVWgsW8m68ipM0bHAgAAgIEoUMBF9Ovkr2UPRam9Xwtl5pXqjvkbtfto4aV3BAAAQJNEgQIuoVtQSyU8EqXwtj7KK6nQPW8la0PGhb9JBgAAgKaNAgU4INjHQ588OEhRXVuptLJGkxenaPm2bKNjAQAA4CqjQAEO8vFw1ZLJAzSmdztV2+x66pMdenP9gQt+FBoAAABNEwUKcIKbxay/39NH06K7SJJeXpmmWV/slc1GiQIAAGgOKFCAk8xmk569+Ro9d3O4JGnJxkN67KNtKq+qMTgZAAAA6hsFCrhMU6ND9eq4PnJ1MenLXcd1/6ItKiyrMjoWAAAA6hEFCvgJbu3TXksmD1BLd4s2Z57WPW8l60RhudGxAAAAUE8oUMBPNKRboD55cJBae7sr7USx7njjW2WcLDY6FgAAAOoBBQq4AiLa+Srh4SiFtvbSscJyjX0zWSmHThsdCwAAAFcYBQq4QkICPPXpQ1Hq29FPhWVVunfhZq3afcLoWAAAALiCKFDAFeTv5ab4qYM0MjxIFdU2PfLhd3p/02GjYwEAAOAKoUABV1gLNxe9eW8/jR8QIptdev6z3fq/f6fzwV0AAIAmgAIF1AOLi1kv3X6tnhzZXZI0b91+/f7TnaqqsRmcDAAAAD8FBQqoJyaTSU+O7KG5d1wrs0laujVb09/bqjOV1UZHAwAAwGWiQAH1bPyAjlpwX6Q8XM1al56r8Qs26VRJhdGxAAAAcBkoUMBVMPKaYMVPGyR/T1ftyC7UnfM36sipM0bHAgAAgJMoUMBVcn1Hfy17OErt/Vro0KkzumP+t9qVXWh0LAAAADiBAgVcRV1bt9TyR6IU3tZHeSWVGrcgWYn7co2OBQAAAAdRoICrLMjHQ0sfHKQh3VqptLJGU5akaPm2bKNjAQAAwAEUKMAA3h6uWjxpgMb0bqdqm11PfbJDb64/wLeiAAAAGjgKFGAQN4tZf7+nj6ZFd5EkvbwyTbO+2KsaGyUKAACgoaJAAQYym0169uZr9NzN4ZKkJRsP6bGPvld5VY3ByQAAAHAhFCigAZgaHarXxveVq4tJX+06ofsXbVFhWZXRsQAAAPA/KFBAAzGmdzu9O3mAWrpbtDnztO5+M1knCsuNjgUAAID/QoECGpCoboFa+uBgBXm7K/1kse5441tlnCw2OhYAAAB+QIECGphr2vno04ejFNraS8cKy3Xn/I1KOXTa6FgAAAAQBQpokEICPPXpQ1G6vqOfisqrNXHhZq3afdzoWAAAAM0eBQpooPy93PTh1EEaGR6symqbHv7we72ffMjoWAAAAM0aBQpowFq4uejNe6/X+AEdZbdLz/9rj/7y7zQ+uAsAAGAQChTQwFlczHrp9l56amQPSdI/1h3Q75btVFWNzeBkAAAAzQ8FCmgETCaTnhjZXS/fca3MJumf32Vr2ntbdaay2uhoAAAAzQoFCmhExg3oqLd/ESkPV7Os6bkav2CT8koqjI4FAADQbFCggEYmNjxY8dMGyd/TVTuyCzV2/kYdPlVqdCwAAIBmgQIFNELXd/TXsoej1MG/hQ6dOqM752/UruxCo2MBAAA0eRQooJHq2rqlEh6O0jVtfZRXUql7FiRr/b5co2MBAAA0aRQooBEL8vHQJw8O0pBurXSmskYPLElRwvfZRscCAABosihQQCPn7eGqxZMG6NY+7VRts+tXS3dovvUA34oCAACoB5dVoFJSUjR69Gj5+/vLy8tLAwYMUHx8vMP7W61WTZgwQeHh4fLz85Onp6d69uypKVOmKD09/bztlyxZIpPJdNGf2NjYy7kUoElws5j1yt19NH1YqCTpT6vSNOuLvaqxUaIAAACuJIuzO1itVsXFxcnNzU3jxo2Tr6+vEhISNHHiRB06dEjPPPPMJY/xzTffKCkpSQMHDqw9Vmpqqt577z3Fx8dr5cqViomJqd2+T58+mjFjxgWPtWzZMu3Zs0dxcXHOXgrQpJjNJj0zOlzBPh6avWKvlmw8pJzicv3t7j7ycHUxOh4AAECTYLI7Mc6nurpaYWFhys7OVnJysvr27StJKi4u1uDBg5Wenq69e/eqe/fuFz1OeXm5PDw8zlu+Zs0ajRw5UpGRkUpJSblknsrKSrVr106FhYXKzs5WcHCwo5eioqIi+fr6qrCwUD4+Pg7vBzQGX+w4pl8v3aHKGpsGdAnQ27+IlG8LV6NjAQAANEjOdAOnhvCtXbtWBw4c0IQJE2rLkyR5e3vr+eefV3V1tRYvXnzJ41yoPElSbGys/P39tX//fofyLF++XKdOndItt9ziVHkCmrqf926nJVP6y9vdoi2Zp3X3m8k6XlhmdCwAAIBGz6kCZbVaJUmjRo06b925ZevXr7/sMMnJycrPz1evXr0c2v6dd96RJE2dOvWyzwk0VVFdA/XJg4MV5O2u9JPFuuONjdp3stjoWAAAAI2aU+9AZWRkSNIFh+j5+/srMDCwdhtHWK1WWa1WVVRUKCMjQytWrFBgYKBeeeWVS+57+PBhrVmzRu3bt9fPfvazS25fUVGhioqK2j8XFRU5nBNorK5p56OER6L0i0VbdDC3VGPnb9Q7k/qrf+cAo6MBAAA0Sk49gSosLJQk+fr6XnC9j49P7TaOsFqtmjVrll5++WV9+umnCgkJ0apVqxQZGXnJfRcvXiybzabJkyfLxeXSL8jPnTtXvr6+tT8hISEO5wQasw7+nvr0oSj16+SvovJqTVy4Wat2Hzc6FgAAQKNk6HegZs6cKbvdrpKSEm3ZskVhYWEaMmTIJadEt9lsWrx4sUwmk6ZMmeLQuZ5++mkVFhbW/mRlZV2JSwAaBX8vN304daBuvCZYldU2Pfzh93ov+ZDRsQAAABodpwrUuSdPP/aU6dzsFc7y8vJS//79tXz5coWFhWn69OnKzc390e2//vprHTlyRCNGjFCXLl0cOoe7u7t8fHzq/ADNiYeri+ZPvF4TBnaU3S698K89+su/0/jgLgAAgBOcKlDn3n260HtO+fn5ysvLu+QU5hdjsVgUExOj0tJSbd269Ue3Y/II4PJYXMx68bZe+tWNPSRJ/1h3QL9dtlNVNTaDkwEAADQOThWo4cOHS5JWr1593rpzy85tc7mOHTsm6WyZupBTp07pX//6lwICAnT77bf/pHMBzZHJZNLjsd318h3XysVs0rLvsjXtva0qrag2OhoAAECD51SBio2NVWhoqOLj47V9+/ba5cXFxZo9e7YsFosmTZpUuzwvL09paWnKy8urc5zExMQLDhtavXq1li9fLl9fX0VFRV0ww/vvv6/Kykrde++9cnd3dyY+gP8ybkBHLbivnzxczbKm52r825uUV1Jx6R0BAACaMacKlMVi0cKFC2Wz2RQdHa3p06frN7/5jXr37q09e/Zo5syZ6tGjR+328+bNU3h4uObNm1fnOGPGjFH37t01fvx4/e53v9Njjz2m4cOHKy4uTpK0cOFCeXl5XTADw/eAKyc2PFgfTRskf09X7cwu1Nj5G3X4VKnRsQAAABosp2fhi4mJUVJSkoYOHaqlS5fqjTfeUKtWrfTBBx/o2WefdegYs2bNUvfu3ZWUlKTXXntNCxcu1PHjxzV16lRt27ZNY8eOveB+W7Zs0e7duzVgwABde+21zkYHcAF9O/rr04ej1MG/hQ6dOqM73tiondkFRscCAABokEz2ZjoF17kZAwsLC5mRD5CUU1yuyYtTtOdYkTzdXDT/3n4a3qO10bEAAADqnTPdwNDvQAFoOIK8PfTx9EEa2i1QZypr9MCSFH36XbbRsQAAABoUChSAWt4erlo0qb9u7dNO1Ta7fv3PHXrDup9vRQEAAPyAAgWgDjeLWa/c3UfTh4VKkv68Kl0zP9+jGhslCgAAgAIF4Dxms0nPjA7X87dcI5NJejf5sB776HuVV9UYHQ0AAMBQFCgAP+qBoV30+vi+cnMx66tdJ/SLRVtUeKbK6FgAAACGoUABuKhbrmunJVP6y9vdoi2Zp3XXWxt1vLDM6FgAAACGoEABuKSoroFa+tBgBXm7a9/JEt3xxkbtO1lsdCwAAICrjgIFwCHhbX2U8EiUurb20vHCco2dv1FbMk8bHQsAAOCqokABcFgHf08teyhK/Tr5q6i8Wve+s1mrdh83OhYAAMBVQ4EC4BR/Lzd9OHWgbrwmWJXVNj384fd6L/mQ0bEAAACuCgoUAKd5uLrozXv7aeLAjrLbpRf+tUf3vbNZGzJy+eguAABo0ixGBwDQOLmYTZpzWy+19fXQ377epw0ZedqQkafwtj6aPqyLbrmunVxd+G80AACgaTHZm+l/Li4qKpKvr68KCwvl4+NjdBygUcs6fUbvJGXqk5Qslf3wsd12vh6aMrSL7ukfIm8PV4MTAgAA/DhnugEFigIFXDEFZyr14eYjWvztIeWVVEiSvD0smjCwo6YM6aJgHw+DEwIAAJyPAuUAChRQf8qravTZtqNasOGgDuaWSpJcXUy6tU97TYsOVc823gYnBAAA+A8KlAMoUED9s9nsWpuWowWJB7Xl0H++GXVDz9aaPixUg0NbyWQyGZgQAACAAuUQChRwdW07kq+3NxzUqt0nZPvhb51r2/tq2rBQje7VRhYmnAAAAAahQDmAAgUY4/CpUi3ckKl/fpel8iqbJKmDfws9MLSL7o4MkZc7k4MCAICriwLlAAoUYKzTpZV6P/mw3k0+pNOllZIk3xauundQR90f1VlB3kw4AQAArg4KlAMoUEDDUF5Vo2XfZWvhhoM6dOqMJMnNxazb+7bXtGFd1C2ICScAAED9okA5gAIFNCw1Nru+3ntSCxIP6PsjBbXLR4YHaVp0qAZ0CWDCCQAAUC8oUA6gQAEN19ZDp7Ug8aC+Tj2pc39D9Q7x04PDQhUX0UYuZooUAAC4cihQDqBAAQ3fgdwSLdyQqU+/z1Zl9dkJJzoGeGpqdBfd1S9ELdxcDE4IAACaAgqUAyhQQOORV1Kh9zYe0nubDqvgTJUkyd/TVfcN7qxfDO6kwJbuBicEAACNGQXKARQooPE5U1mtf27N1sKkg8o6XSZJcreYdWe/DpoWHaougV4GJwQAAI0RBcoBFCig8aqx2bVq9wktSDygHdmFkiSTSRp1TbCmDwtVv04BBicEAACNCQXKARQooPGz2+3aknl2wok1aTm1y/t18tf0YaG6MTxYZiacAAAAl0CBcgAFCmhaMk4W6+0NB/XZtmOqrDk74USXQC9Nje6iO6/vIA9XJpwAAAAXRoFyAAUKaJpyisq1ZOMhfbDpsIrKqyVJrbzcdH9UZ903qJP8vdwMTggAABoaCpQDKFBA01ZSUa2lKVl6JylTRwvOTjjh4WrW3ZEhmjo0VB1beRqcEAAANBQUKAdQoIDmobrGpi93HdeCxIPac6xIkmQ2ST/r1UbTh3VVnxA/YwMCAADDUaAcQIECmhe73a7kA6f0VuJBrd+XW7t8QJcAPTgsVDE9g5hwAgCAZooC5QAKFNB8pZ0o0tuJmfp8x1FV1Zz9K7BbUEtNi+6i2/q2l7uFCScAAGhOKFAOoEABOFFYrsXfZip+8xEVV5ydcKK1t7smRXXWvQM7ydfT1eCEAADgaqBAOYACBeCc4vIqfbwlS4u+zdTxwnJJkqebi+7pH6IHhnZRB38mnAAAoCmjQDmAAgXgf1XV2PTFjmNakHhQaSeKJUkuZpNGX9tWDw4LVa/2vgYnBAAA9YEC5QAKFIAfY7fbtSEjTwsSDyppf17t8qiurTRtWKhu6NFaJhMTTgAA0FRQoBxAgQLgiD3HCvV24kF9sfO4amxn/7rsGeytacNCNaZ3O7lZzAYnBAAAPxUFygEUKADOOFpQpsVJmfpoyxGVVtZIkoJ93DV5SBdNGNhRPh5MOAEAQGNFgXIABQrA5Sgsq1L85iNa/G2mcoorJEkt3S0a1z9EU4Z2UTu/FgYnBAAAznKmG1zW2JOUlBSNHj1a/v7+8vLy0oABAxQfH+/w/larVRMmTFB4eLj8/Pzk6empnj17asqUKUpPT7/ovsuXL9eNN96oVq1aqUWLFurSpYvGjx+vrKysy7kUAHCKbwtXPXxDV234fYz+MvY69QhuqZKKai1MytSwP6/TU59s195jRUbHBAAA9cTpJ1BWq1VxcXFyc3PTuHHj5Ovrq4SEBGVmZurFF1/UM888c8ljPPfcc3rvvfc0cOBAtW/fXm5ubkpNTdXKlStlsVi0cuVKxcTE1NnHbrfroYce0oIFC9S1a1fFxcXJ29tbx44d0/r16/Xhhx9q6NChDl8HT6AAXAl2u13W9Fy9lXhAmw6erl0e3T1Q04eFami3QCacAACggau3IXzV1dUKCwtTdna2kpOT1bdvX0lScXGxBg8erPT0dO3du1fdu3e/6HHKy8vl4eFx3vI1a9Zo5MiRioyMVEpKSp11r732mp544gn98pe/1KuvvioXF5fzslksFkcvhQIF4IrbmV2gBYkH9dWu4/phvgld09ZH04eF6ubr2srVhQknAABoiOqtQK1evVpxcXGaPHmyFi1aVGfdJ598onHjxunpp5/WSy+9dHnJJQUEBMhutys/P792WVlZmTp06CA/Pz+lp6c7VZR+DAUKQH3JOn1G7yRl6pOULJVVnZ1wop2vh6YM7aJxAzqqpftP/zsMAABcOc50A6f+LW61WiVJo0aNOm/duWXr16935pB1JCcnKz8//7yheF9//bVOnz6tSZMmqaamRp9//rn27dsnPz8/jRw5Ut26dbvscwLAlRYS4KmZYyL05Mju+mDTYS3ZeFjHCss158tUvbomQxMGdtSUIV0U7HP+k3gAANCwOVWgMjIyJOmCQ/T8/f0VGBhYu40jrFarrFarKioqlJGRoRUrVigwMFCvvPJKne22bt16NqzFot69e9eZaMJsNuupp57S//3f/130XBUVFaqoqKj9c1ERL3kDqF9+nm56dER3TY0O1WfbjmrBhoM6mFuqt9Yf1KKkTN3ap72mDwtVj2Bvo6MCAAAHOTUgv7CwUJLk6+t7wfU+Pj612zjCarVq1qxZevnll/Xpp58qJCREq1atUmRkZJ3tcnJyJEl//etf5ePjoy1btqi4uFiJiYnq0aOH/vrXv2r+/PkXPdfcuXPl6+tb+xMSEuJwTgD4KTxcXTRuQEd989Rwvf2LSA3oHKCqGruWfZetUa8katLiLdp4IE/N9KsSAAA0Koa+0Txz5kzZ7XaVlJRoy5YtCgsL05AhQ86bEt1ms0mS3Nzc9Nlnn6l///5q2bKloqOjtWzZMpnNZv31r3+96LmefvppFRYW1v4w7TmAq81sNunGa4K19KHBWv5IlG7q1UYmk2RNz9WEtzdrzLxv9fmOY6qusRkdFQAA/AinCtS5J08/9pTp3MtXzvLy8lL//v21fPlyhYWFafr06crNzT3vvJGRkWrXrl2dfSMiIhQaGqoDBw6ooKDgR8/h7u4uHx+fOj8AYJS+Hf01/95+WvfrG3TfoE7ycDVr19FCPf7RNt3wf1Yt/jZTpRXVRscEAAD/w6kCde7dpwu955Sfn6+8vLxLTmF+MRaLRTExMSotLa1970mSevbsKUny8/O74H7nlpeVlV32uQHACJ0DvTT7tl7a+IdYPTmyuwK83JSdX6ZZX+xV1Mtr9Zd/pymnuNzomAAA4AdOFajhw4dLOjud+f86t+zcNpfr2LFjklRnqvJzH9VNTU09b/uqqirt379fXl5eat269U86NwAYJcDLTU+O7KFvfz9Cc27rpc6tPFVYVqV/rDugoS+v0x8+3an9OSVGxwQAoNlzqkDFxsYqNDRU8fHx2r59e+3y4uJizZ49WxaLRZMmTapdnpeXp7S0NOXl5dU5TmJi4gVfll69erWWL18uX19fRUVF1S7v2rWrRo0apf3792vhwoV19nn55ZdVUFCg22+//Yp8HwoAjNTCzUX3DuqkNb++QW/ee736dvRTZY1NH6dkaeTf1mvquynaknmaCScAADCIUx/SlaR169YpLi5O7u7uGj9+vHx8fJSQkKDMzEzNmTNHzz77bO22M2fO1KxZszRjxgzNnDmzdrmfn58CAwPVv39/hYSEqKysTDt37lRiYqJcXV0VHx+vsWPH1jnvgQMHFBUVpZycHN18880KCwvTtm3btHbtWnXq1EmbNm1SmzZtHL4OPqQLoLHYeui03ko8qG9ST+rc39h9Qvw0fVio4iLayMVsMjYgAACNXL19SFc6O5wuKSlJM2bM0NKlS1VZWamIiAjNnj1bEydOdOgYs2bN0qpVq5SUlKTc3FyZTCaFhIRo6tSpevLJJxUREXHePl27dtXWrVv1wgsvaNWqVVq9erXatGmjX/7yl3rhhRcUFBTk7KUAQKMQ2TlAkZ0DdCC3RAs3ZOrT77O1PatAj3z4vTq18tTUoV00tl+IWri5GB0VAIAmz+knUE0FT6AANFa5xRV6L/mQ3t90WAVnqiRJ/p6uum9wZ90/uJNatXQ3OCEAAI2LM92AAkWBAtBInams1j+3Zmth0kFlnT47C6m7xaw7+3XQtOhQdQn0MjghAACNAwXKARQoAE1FdY1N/95zUgsSD2hH9tnv9JlM0qhrgjV9WFf16+RvcEIAABo2CpQDKFAAmhq73a7Nmae1IPGg1qbl1C7v18lf04eF6sbwYJmZcAIAgPNQoBxAgQLQlGWcLNbbGw7qs23HVFljkyR1CfTS1OguuvP6DvJwZcIJAADOoUA5gAIFoDnIKSrX4o2H9MGmwyour5YktfJy0/1RnXXfoE7y93IzOCEAAMajQDmAAgWgOSmpqNYnKVlalJSpowVnJ5zwcDXr7sgQTR0aqo6tPA1OCACAcShQDqBAAWiOqmps+mrXcS1IPKg9x4okSWaTdFOvtpo2LFR9QvyMDQgAgAEoUA6gQAFozux2uzYeOKUFiQe1fl9u7fIBXQL04LBQxfQMYsIJAECzQYFyAAUKAM5KO1GkBYkH9fn2Y6q2nf1XQreglpoW3UW39W0vdwsTTgAAmjYKlAMoUABQ1/HCMi359pDiNx9RccXZCSdae7trUlRn3Tuwk3w9XQ1OCABA/aBAOYACBQAXVlRepY+3HNGipEM6UVQuSfJ0c9E9/UP0wNAu6uDPhBMAgKaFAuUAChQAXFxltU0rdh7TgsSDSjtRLElyMZs0+tq2enBYqHq19zU4IQAAVwYFygEUKABwjN1u14aMPC1IPKik/Xm1y6O6ttL0YaEa3qO1TCYmnAAANF4UKAdQoADAebuPFurtDQe1Yudx1fww4UTPYG9NGxaqMb3byc1iNjghAADOo0A5gAIFAJfvaEGZFiVl6uMtR1RaWSNJauPjoclDOmv8wI7y8WDCCQBA40GBcgAFCgB+usKyKsVvPqLF32Yqp7hCktTS3aLxA0I0eUgXtfNrYXBCAAAujQLlAAoUAFw5FdU1+tf2Y3o78aAyckokSRazST/v3U7TokN1TTv+ngUANFwUKAdQoADgyrPZ7Fq/L1dvJR7QpoOna5dHdw/U9GGhGtotkAknAAANDgXKARQoAKhfO7MLtCDxoL7adVw/zDeha9r6aPqwUN18XVu5ujDhBACgYaBAOYACBQBXR9bpM3onKVOfpGSprOrshBPtfD00ZWgXjRvQUS3dLQYnBAA0dxQoB1CgAODqyi+t1IebD2vJxkPKK6mUJHl7WDRxYCdNHtJZwT4eBicEADRXFCgHUKAAwBjlVTVavu2o3t5wUAdzSyVJri4m3dqnvaYPC1WPYG+DEwIAmhsKlAMoUABgLJvNrjVpOVqQeEAph/Jrl9/Qs7WmDwvV4NBWTDgBALgqKFAOoEABQMPx/ZF8vZ14UKv2nNC5fytd295X04eF6qZebWRhwgkAQD2iQDmAAgUADc+hvFItTDqof27NVkW1TZLUwb+FHhjaRXdHhsiLCScAAPWAAuUAChQANFynSir0/qbDei/5sE6Xnp1wwreFq+4b1Em/iOqkIG8mnAAAXDkUKAdQoACg4SurrNGy77P1zoaDOnTqjCTJzcWsO65vr6nRoeoW1NLghACApoAC5QAKFAA0HjU2u77ee0JvJR7UtiMFtctHhgdp+rCu6t/ZnwknAACXjQLlAAoUADQ+drtd3x3O11uJB/VN6snaCSf6hPhp+rBQxUW0kYuZIgUAcA4FygEUKABo3A7klmjhhoP69PujqvxhwolOrTw1dWgXje0XohZuLgYnBAA0FhQoB1CgAKBpyC2u0HvJh/T+psMqOFMlSfL3dNV9gzvr/sGd1Kqlu8EJAQANHQXKARQoAGhazlRWa2lKlhYmZSo7v0yS5G4xa2y/DpoaHaougV4GJwQANFQUKAdQoACgaaqusWnVnhNakHhQO7MLJUkmkzTqmmBNH9ZV/Tr5G5wQANDQUKAcQIECgKbNbrdrc+ZpLUg8qLVpObXL+3Xy1/RhoboxPFhmJpwAAIgC5RAKFAA0H/tOFmvhhoP6bNsxVdacnXAiNNBLU6NDdcf17eXhyoQTANCcUaAcQIECgOYnp6hcizce0gebDqu4vFqS1MrLTb+/KUx39evAt6QAoJmiQDmAAgUAzVdJRbU+ScnSoqRMHS04O+HErX3aac5tveTt4WpwOgDA1eZMNzBfpUwAADQYLd0temBoF1l/e4N+G9dTLmaT/rX9mH7+epJ2/TDxBAAAF0KBAgA0W64uZv0yppuWPjhI7f1a6NCpM7pj/rd6JylTzXSABgDgEihQAIBmr1+nAH35+FDFRQSrqsau2Sv2auq7W5VfWml0NABAA0OBAgBAkp+nm968t5/+eGuE3FzMWpOWo5te3aDNB08ZHQ0A0IBcVoFKSUnR6NGj5e/vLy8vLw0YMEDx8fEO72+1WjVhwgSFh4fLz89Pnp6e6tmzp6ZMmaL09PQL7tO5c2eZTKYL/jz00EOXcxkAANRhMpn0i8GdtfyXUQoN9NKJonKNf3uTXv0mQzU2hvQBACSLsztYrVbFxcXJzc1N48aNk6+vrxISEjRx4kQdOnRIzzzzzCWP8c033ygpKUkDBw6sPVZqaqree+89xcfHa+XKlYqJiTlvP19fXz355JPnLY+MjHT2MgAA+FER7Xz1xWND9cK/9ujT77P1yjf7lHwwT6+O66tgHw+j4wEADOTUNObV1dUKCwtTdna2kpOT1bdvX0lScXGxBg8erPT0dO3du1fdu3e/6HHKy8vl4XH+v4DWrFmjkSNHKjIyUikpKXXWde7cWZJ06NAhR+NeFNOYAwAckfB9tp77bLfOVNYowMtNf727t2J6BhkdCwBwBdXbNOZr167VgQMHNGHChNryJEne3t56/vnnVV1drcWLF1/yOBcqT5IUGxsrf39/7d+/35lYAADUmzuu76AVjw3VNW19dLq0UpMXp+jFL/eqstpmdDQAgAGcGsJntVolSaNGjTpv3bll69evv+wwycnJys/P19ChQy+4vqKiQu+++66OHj0qf39/RUVFqXfv3g4du6KiQhUVFbV/LioquuycAIDmJbR1SyU8EqWXV6ZpycZDentDprYcytfr4/qqYytPo+MBAK4ipwpURkaGJF1wiJ6/v78CAwNrt3GE1WqV1WpVRUWFMjIytGLFCgUGBuqVV1654PYnTpzQpEmT6iz72c9+pvfff1+BgYEXPdfcuXM1a9Ysh7MBAPDfPFxdNHNMhAZ3baXfLdupHVkFuvm1DZp757W65bp2RscDAFwlTg3hKyw8+3V2X1/fC6738fGp3cYRVqtVs2bN0ssvv6xPP/1UISEhWrVq1QUnhZgyZYqsVqtyc3NVVFSkTZs26aabbtKqVas0ZsyYS37w8Omnn1ZhYWHtT1ZWlsM5AQA4Jy6ijb56IlqRnfxVXFGtR+O36emEnSqrrDE6GgDgKjD0O1AzZ86U3W5XSUmJtmzZorCwMA0ZMuSCU6K/8MILGj58uAIDA+Xt7a2BAwdqxYoVGjp0qJKTk/XVV19d9Fzu7u7y8fGp8wMAwOVo79dCH08fpEdjuslkkj7akqVb/5GkfSeLjY4GAKhnThWoc0+efuwp07nZK5zl5eWl/v37a/ny5QoLC9P06dOVm5t7yf3MZrMmT54sSfr222+dPi8AAJfL4mLWb+J66v0pAxXY0l37TpZozLwkfbzlyCVHRQAAGi+nCtS5d58u9J5Tfn6+8vLyLjmF+cVYLBbFxMSotLRUW7dudWifc+8+nTlz5rLPCwDA5RraPVArn4hWdPdAlVfZ9IeEXXrso20qLq8yOhoAoB44VaCGDx8uSVq9evV5684tO7fN5Tp27Jiks2XKEZs3b5b0n+9EAQBwtbX2dte7kwfoDzeFyWI2acXO47r5tSTtzC4wOhoA4Apz+kO6PXv21NGjR7Vp0yb16dNHUt0P6e7Zs0c9evSQJOXl5SkvL0+BgYF1ZslLTExUdHS0TCZTneOvXr1at9xyizw9PXX06FF5eXlJkvbu3at27drJz8+vzvZJSUm68cYbZbfbtW/fPnXs2NHhC+dDugCA+vD9kXw9Fr9NRwvK5Opi0u9/FqYpQ7rIbDZdemcAgCGc6QZOTWNusVi0cOFCxcXFKTo6WuPHj5ePj48SEhKUmZmpOXPm1JYnSZo3b55mzZqlGTNmaObMmbXLx4wZo8DAQPXv318hISEqKyvTzp07lZiYKFdXVy1cuLC2PEnS0qVL9ec//1mxsbHq3Lmz3N3dtXv3bq1evVpms1lvvvmmU+UJAID6cn1Hf331RLT+8OlOrdx9QnO+TNW3+/P017v7KMDLzeh4AICfyKkCJUkxMTFKSkrSjBkztHTpUlVWVioiIkKzZ8/WxIkTHTrGrFmztGrVKiUlJSk3N1cmk0khISGaOnWqnnzySUVERJx3ztTUVH3//fdav369ysvLFRwcrHvuuUdPPfWUBgwY4OxlAABQb3xbuOqNidfrw81H9McVe7UuPVc3vZqoV8f11aDQVkbHAwD8BE4N4WtKGMIHALgaUo8X6dH473Ugt1Rmk/TYiO56PLa7XBjSBwANhjPdwNDvQAEA0NSFt/XRF48N1V39Oshml15dk6Hxb2/SicJyo6MBAC4DBQoAgHrm6WbRX+7qrb/f00debi7aknlaN72aqLVpJ42OBgBwEgUKAICr5La+7bXi8Wj1au+j/DNVmrJkq2av2KvKapvR0QAADqJAAQBwFXUJ9NKnD0dp8pDOkqR3kjJ15/yNOnyq1NhgAACHUKAAALjK3C0umvHzCL39i0j5ebpq19FC3fxakj7fcczoaACAS6BAAQBgkBuvCdZXj0erf2d/lVRU6/GPtun3y3bqTGW10dEAAD+CAgUAgIHa+bXQR9MG6fER3WQySZ9szdKYed8q/USx0dEAABdAgQIAwGAWF7N+NaqnPpw6UEHe7tqfU6Ix85IUv/mImunnGgGgwaJAAQDQQER1DdRXT0RreI/Wqqi26Znlu/Ro/DYVllUZHQ0A8AMKFAAADUhgS3ctntRfz4wOk8Vs0pe7juvm1zZoe1aB0dEAAKJAAQDQ4JjNJk0f1lXLHo5SSEALZeeXaez8jVqQeEA2G0P6AMBIFCgAABqoPiF++vLxaN18bVtV2+x66as0TV6SorySCqOjAUCzRYECAKAB8/Fw1bwJffXS7dfK3WLW+n25Gv3qBm3cn2d0NABolihQAAA0cCaTSRMGdtTnjw5V96CWyimu0MR3Nutvq9NVXWMzOh4ANCsUKAAAGomebbz1+aNDdU9kiOx26bW1+zXh7c06VlBmdDQAaDYoUAAANCIt3Fz0p7HX6dVxfdTS3aIth05r9Gsb9PXek0ZHA4BmgQIFAEAjdGuf9vry8aG6roOvCs5Uadp7WzXriz2qqK4xOhoANGkUKAAAGqlOrby07KEoPTC0iyRp8beHdOf8jcrMKzU4GQA0XRQoAAAaMTeLWc/fco3euT9S/p6u2n20SLe8tkGfbTtqdDQAaJIoUAAANAGx4cFa+cQwDewSoNLKGj35yXb99p87dKay2uhoANCkUKAAAGgi2vh6KH7aID0R211mk/TP77L189eTlHq8yOhoANBkUKAAAGhCXMwmPXVjD304dZCCfdx1ILdUt/7jW72/6bDsdrvR8QCg0aNAAQDQBA3u2kornximEWFBqqy26fnPduuRD79XYVmV0dEAoFGjQAEA0EQFeLnpnfsj9dzN4XJ1MWnl7hMa/eoGfX8k3+hoANBoUaAAAGjCTCaTpkaHatlDUeoY4KmjBWW6681kzbcekM3GkD4AcBYFCgCAZqB3iJ++fHyoft67nWpsdv1pVZruX7xFucUVRkcDgEaFAgUAQDPh7eGq18b10ct3XCsPV7M2ZORp9GsblJSRZ3Q0AGg0KFAAADQjJpNJ4wZ01OePDlWP4JbKLa7QfYs26y//TlN1jc3oeADQ4FGgAABohnoEe+tfvxyq8QM6ym6X/rHugMYt2KSjBWVGRwOABo0CBQBAM9XCzUVz77hW8yb0lbe7RVsP52v0qxv07z0njI4GAA0WBQoAgGbuluva6cvHo9W7g68Ky6r04Pvfaebne1ReVWN0NABocChQAABAHVt56p8PRWn6sFBJ0pKNh3THGxt1MLfE4GQA0LBQoAAAgCTJzWLWM6PDtXhyfwV4uWnv8SLd8nqSEr7PNjoaADQYFCgAAFBHTM8grXwiWoNDW+lMZY1+tXSHfr10h0orqo2OBgCGo0ABAIDzBPt46IOpA/WrG3vIbJI+/T5bP389SXuOFRodDQAMRYECAAAX5GI26fHY7vp4+mC18fHQwbxS3f7GRr2XfEh2u93oeABgCAoUAAC4qAFdArTyiWiNDA9SZbVNL/xrjx764DsVnqkyOhoAXHUUKAAAcEn+Xm56+xeReuGWa+TqYtK/95zU6Nc26LvDp42OBgBXFQUKAAA4xGQyacrQLkp4eIg6t/LU0YIy3f3WJv1j3X7ZbAzpA9A8UKAAAIBTru3gqy8eG6pb+7RTjc2uv/w7Xb9YtEU5xeVGRwOAendZBSolJUWjR4+Wv7+/vLy8NGDAAMXHxzu8v9Vq1YQJExQeHi4/Pz95enqqZ8+emjJlitLT0x06xp///GeZTCaZTCZt2rTpci4DAABcJm8PV/39nj7689jr1MLVRUn78zT61Q1K3JdrdDQAqFdOFyir1aqhQ4dqw4YNGjt2rB5++GHl5eVp4sSJeumllxw6xjfffKOkpCT16tVLkyZN0qOPPqoePXrovffeU+/evbVu3bqL7p+amqoXXnhBXl5ezsYHAABXiMlk0t2RIfrisSEKa+OtvJJK/WLRFv1pVZqqamxGxwOAemGyOzEPaXV1tcLCwpSdna3k5GT17dtXklRcXKzBgwcrPT1de/fuVffu3S96nPLycnl4eJy3fM2aNRo5cqQiIyOVkpJywX1ramo0ePBgmUwm9ejRQx988IGSk5M1aNAgRy9DklRUVCRfX18VFhbKx8fHqX0BAEBd5VU1mvPlXn2w6Ygk6fqOfnptfF918Pc0OBkAXJoz3cCpJ1Br167VgQMHNGHChNryJEne3t56/vnnVV1drcWLF1/yOBcqT5IUGxsrf39/7d+//0f3/dOf/qQdO3Zo0aJFcnFxcSY+AACoJx6uLppz27V6Y+L18vaw6PsjBRr96gat2n3c6GgAcEU5VaCsVqskadSoUeetO7ds/fr1lx0mOTlZ+fn56tWr1wXX7969W7NmzdJzzz2niIiIyz4PAACoH6OvbauvHo9WnxA/FZVX66EPvtfzn+1WeVWN0dEA4IqwOLNxRkaGJF1wiJ6/v78CAwNrt3GE1WqV1WpVRUWFMjIytGLFCgUGBuqVV145b9vq6mpNmjRJ4eHh+sMf/uBMbElSRUWFKioqav9cVFTk9DEAAMClhQR46p8PDdZfV+/Tm+sP6P1Nh5Vy6LTmTbhe3YJaGh0PAH4SpwpUYWGhJMnX1/eC6318fJSdne3w8axWq2bNmlX7527duunjjz9Wv379ztv2pZde0o4dO7R582a5uro6E1uSNHfu3DrnAgAA9cfVxaw/3BSmwV1b6VefbFfaiWL9/PUk/fHWCI3t10Emk8noiABwWQz9DtTMmTNlt9tVUlKiLVu2KCwsTEOGDDlvSvQdO3Zozpw5+s1vfqPrr7/+ss719NNPq7CwsPYnKyvrSlwCAAC4iOE9WmvlE9Ea0q2Vyqpq9NtlO/WrpTtUUlFtdDQAuCxOFahzT57OPYn6X+dmr3CWl5eX+vfvr+XLlyssLEzTp09Xbu5/viNx//33q2vXrpo5c6bTxz7H3d1dPj4+dX4AAED9C/Lx0HtTBuo3o3rIxWzS8m1H9fPXk7T76IV/nwCAhsypAnXu3acLveeUn5+vvLy8S05hfjEWi0UxMTEqLS3V1q1ba5fv2LFDaWlp8vDwqP14rslk0rvvvitJtdOaf/bZZ5d9bgAAUH9czCY9OqK7Pp4+SO18PZSZV6o73tioxd9myokvqgCA4Zx6B2r48OGaO3euVq9erXHjxtVZt3r16tptfopjx46dDWb5T7QHHnjggtsmJiYqIyNDY8aMUevWrdW5c+efdG4AAFC/+ncO0FdPROu3y3bq670nNeuLvdp44JT+MvY6+Xm6GR0PAC7J6Q/p9uzZU0ePHtWmTZvUp08fSXU/pLtnzx716NFDkpSXl6e8vDwFBgYqMDCw9jiJiYmKjo4+7wXS1atX65ZbbpGnp6eOHj0qLy+vi+aZNGmS3n33XT6kCwBAI2O32/XuxkN66as0VdbY1M7XQ6+O76v+nQOMjgagGaq3D+laLBYtXLhQNptN0dHRmj59un7zm9+od+/e2rNnj2bOnFlbniRp3rx5Cg8P17x58+ocZ8yYMerevbvGjx+v3/3ud3rsscc0fPhwxcXFSZIWLlx4yfIEAAAaL5PJpElDuijhkSh1CfTSscJy3fNWsl5fk6EaG0P6ADRcTg3hk6SYmBglJSVpxowZWrp0qSorKxUREaHZs2dr4sSJDh1j1qxZWrVqlZKSkpSbmyuTyaSQkBBNnTpVTz75JB/JBQCgmejV3ldfPDZUL3y2WwnbjuqvX+9T8sFT+vs9fRTk42F0PAA4j1ND+JoShvABANCwLPsuW89/tltlVTVq5eWmv97dWzf0DDI6FoBmoN6G8AEAANSXsf06aMXjQxXe1kenSis1aXGK5q5MVVWNzehoAFCLAgUAABqMrq1bavkjUfrF4E6SpLfWH9RdbyYr6/QZg5MBwFkUKAAA0KB4uLroj7f20pv3Xi8fD4u2ZxVo9Gsb9NWu40ZHAwAKFAAAaJh+1qutvnoiWtd39FNxebUe+fB7Pbt8l8qraoyOBqAZo0ABAIAGq4O/pz55cLAeuaGrTCbpw81HdNs/vtX+nGKjowFopihQAACgQXN1Met3PwvTe1MGKLClm9JOFOvnr3+rpSlZaqaTCQMwEAUKAAA0CtHdW+urJ6IV3T1QZVU1+t2nO/XkJ9tVXF5ldDQAzQgFCgAANBpB3h56d/IA/e5nPeViNulf24/plteTtCu70OhoAJoJChQAAGhUzGaTHrmhm5Y+OEjt/Vro8KkzumP+t3onKZMhfQDqHQUKAAA0Sv06Beirx6MVFxGsqhq7Zq/Yq6nvbtXp0kqjowFowihQAACg0fL1dNWb9/bT7Fsj5GYxa01ajka/ukGbD54yOhqAJooCBQAAGjWTyaT7BnfW8keiFNraSyeKyjX+7U169ZsM1dgY0gfgyqJAAQCAJiGina++eHSoxvbrIJtdeuWbfZq4cJNOFpUbHQ1AE0KBAgAATYaXu0X/d1dvvXJPb3m6uWjTwdO66dUNWpeeY3Q0AE0EBQoAADQ5t/ftoBWPDdU1bX10urRSkxen6MUv96qy2mZ0NACNHAUKAAA0SaGtW2r5L6M0KaqzJOntDZm6682NOnLqjLHBADRqFCgAANBkuVtcNHNMhBbc10++LVy1I7tQN7+2QSt2HjM6GoBGigIFAACavFERbfTVE9GK7OSv4opqPRq/TU8n7FRZZY3R0QA0MhQoAADQLLT3a6GPpw/SYyO6yWSSPtqSpVv/kaR9J4uNjgagEaFAAQCAZsPiYtavR/XUBw8MVGtvd+07WaIx85L08ZYjstv5ZhSAS6NAAQCAZmdIt0B99Xi0hvVorfIqm/6QsEuPfbRNReVVRkcD0MBRoAAAQLPU2ttdSyb119M3hcliNmnFzuO65bUk7cgqMDoagAaMAgUAAJots9mkB4d31dKHBquDfwsdOX1GY9/cqIUbDspmY0gfgPNRoAAAQLN3fUd/ffl4tG7q1UZVNXbN+TJVD7ybolMlFUZHA9DAUKAAAAAk+bZw1RsTr9eLt/eSu8Wsdem5Gv3aBiUfOGV0NAANCAUKAADgByaTSRMHdtK/Hh2irq29dLKoQhMXbtIrX+9TDUP6AIgCBQAAcJ6wNj764rGhujuyg2x26dU1GRr/9iYdLywzOhoAg1GgAAAALsDTzaI/j+2tV8f1kZebi7ZkntboVzdoTepJo6MBMBAFCgAA4CJu7dNeXz4erV7tfZR/pkoPvLtVs1fsVWW1zehoAAxAgQIAALiEzoFe+vThKE0Z0kWS9E5Spu6cv1GH8koNTgbgaqNAAQAAOMDd4qIXfn6NFv4iUn6ertp1tFC3vJ6kf20/anQ0AFcRBQoAAMAJI68J1sonojWgc4BKKqr1xMfb9ftlO3WmstroaACuAgoUAACAk9r6tlD8tIF6PLa7TCbpk61ZGjPvW6WdKDI6GoB6RoECAAC4DBYXs351Yw99OHWggrzdtT+nRLfO+1Yfbj4su51vRgFNFQUKAADgJ4jqGqiVT0Trhp6tVVFt07PLd+vR+G0qLKsyOhqAekCBAgAA+IlatXTXovv769nR4bKYTfpy13Hd/NoGbTuSb3Q0AFcYBQoAAOAKMJtNmjYsVMsejlJIQAtl55fprjeT9db6A7LZGNIHNBUUKAAAgCuoT4ifvnw8Wjdf11bVNrvmrkzT5CUpyiupMDoagCuAAgUAAHCF+Xi4at74vpp7x7Vyt5i1fl+uRr+6QRv35xkdDcBPRIECAACoByaTSeMHdNTnjw5V96CWyimu0MR3Nuuvq9NVXWMzOh6Ay3RZBSolJUWjR4+Wv7+/vLy8NGDAAMXHxzu8v9Vq1YQJExQeHi4/Pz95enqqZ8+emjJlitLT08/bvqCgQI8//rgGDx6sNm3ayN3dXe3bt9eIESP06aefMlUoAABosHq28dbnjw7VuP4hstul19fu14S3N+tYQZnR0QBcBpPdyfZhtVoVFxcnNzc3jRs3Tr6+vkpISFBmZqZefPFFPfPMM5c8xnPPPaf33ntPAwcOVPv27eXm5qbU1FStXLlSFotFK1euVExMTO32+/fvV58+fTRo0CB169ZNAQEBysnJ0RdffKGcnBxNmzZNCxYscOrCi4qK5Ovrq8LCQvn4+Di1LwAAwOX4fMcxPZOwSyUV1fLzdNVfxvbWjdcEGx0LaPac6QZOFajq6mqFhYUpOztbycnJ6tu3rySpuLhYgwcPVnp6uvbu3avu3btf9Djl5eXy8PA4b/maNWs0cuRIRUZGKiUlpXZ5TU2N7Ha7LBZLne2Li4s1aNAg7d27V7t371ZERISjl0KBAgAAhjh8qlSPfbRNO7MLJUmTojrr6dFhcre4GJwMaL6c6QZODeFbu3atDhw4oAkTJtSWJ0ny9vbW888/r+rqai1evPiSx7lQeZKk2NhY+fv7a//+/XWWu7i4nFeezp03Li5Oks7bBwAAoCHq1MpLyx6K0tShXSRJSzYe0p3zNyozr9TgZAAc4VSBslqtkqRRo0adt+7csvXr1192mOTkZOXn56tXr14ObV9eXq61a9fKZDLpmmuuuezzAgAAXE1uFrOeu+UaLZoUKX9PV+0+WqRbXtugz7YdNToagEs4/7HORWRkZEjSBYfo+fv7KzAwsHYbR1itVlmtVlVUVCgjI0MrVqxQYGCgXnnllQtuX1BQoL///e+y2WzKycnRV199paysLM2YMeOSwwYrKipUUfGf7y8UFRU5nBMAAKA+jAgL1sonhumJj7dpc+ZpPfnJdiXtz9Mfb42Qp5tTv6YBuEqc+n9mYeHZsbq+vr4XXO/j46Ps7GyHj2e1WjVr1qzaP3fr1k0ff/yx+vXrd8HtCwoK6mzv6uqqv/zlL/r1r399yXPNnTu3zr4AAAANQRtfD8VPG6TX12botTUZWvZdtrYdyde8CdcrvC3vaQMNjaHfgZo5c6bsdrtKSkq0ZcsWhYWFaciQIT86JXrnzp1lt9tVXV2tzMxM/fGPf9Szzz6rO++8U9XV1Rc919NPP63CwsLan6ysrPq4JAAAAKe5mE16cmQPxU8bpGAfdx3ILdWt//hW7286zOdagAbGqQJ17snTuSdR/+vc7BXO8vLyUv/+/bV8+XKFhYVp+vTpys3N/dHtXVxc1LlzZ/3hD3/QnDlztHz5cr399tsXPYe7u7t8fHzq/AAAADQkg0JbaeUTwzQiLEiV1TY9/9luPfLh9yosqzI6GoAfOFWgzr1ndKH3nPLz85WXl3fJd5EuxmKxKCYmRqWlpdq6datD+5ybvOLcBBcAAACNWYCXm965P1LP3RwuVxeTVu4+odGvbtD3R/KNjgZAThao4cOHS5JWr1593rpzy85tc7mOHTsmSRectvxKbA8AANDQmUwmTY0O1acPR6lTK08dLSjTXW8ma771gGw2hvQBRnKqQMXGxio0NFTx8fHavn177fLi4mLNnj1bFotFkyZNql2el5entLQ05eXl1TlOYmLiBcfzrl69WsuXL5evr6+ioqJql2/fvv2CwwZPnz6tZ555RpJ00003OXMpAAAADd51Hfy04rGh+nnvdqqx2fWnVWm6f/EW5RZXXHpnAPXCZHfyzcR169YpLi5O7u7uGj9+vHx8fJSQkKDMzEzNmTNHzz77bO22M2fO1KxZszRjxgzNnDmzdrmfn58CAwPVv39/hYSEqKysTDt37lRiYqJcXV0VHx+vsWPH1m7/5JNPauHChYqJiVGnTp3k5eWlw4cP68svv1RJSYnuvPNOLV26VGaz433Qma8NAwAAGMlut2vp1izN+HyPyqtsau3trlfu7qOh3QONjgY0Cc50A6fHvcXExCgpKUkzZszQ0qVLVVlZqYiICM2ePVsTJ0506BizZs3SqlWrlJSUpNzcXJlMJoWEhGjq1Kl68sknFRERUWf7sWPHqrCwUJs2bVJiYqLOnDmjgIAADR06VL/4xS80btw4mUwmZy8FAACgUTCZTLqnf0dd39Ffj8ZvU/rJYt23aLMeuaGrnhrZQxYXQydWBpoVp59ANRU8gQIAAI1ReVWN/rhir+I3H5EkBbZ0U0zPIMWGB2lo99Zq6c574YCznOkGFCgKFAAAaIS+3Hlcz322S/ln/jPFuZuLWQNDAxQbFqTY8GCFBHgamBBoPChQDqBAAQCAxq6y2qaUQ6e1JjVHa9JO6vCpM3XWdw9qqdjwYMWGB6lviB9D/YAfQYFyAAUKAAA0JXa7XQfzSrU2NUffpJ7U1sP5qvmvKc/9PF11Q4/WGhEerOE9Wsu3hauBaYGGhQLlAAoUAABoygrPVGl9Rq7Wpp7UuvRcFZb9Z6ifi9mk/p39FRsWrBHhQerauqWBSQHjUaAcQIECAADNRXWNTd8fKdCatJNam5qjjJySOuu7BHppRFiQYsOCFNk5QG4WhvqheaFAOYACBQAAmqsjp85obdpJrUnL0aaDp1RV859fB73dLRrWo7Viw4N0Q88gBXi5GZgUuDooUA6gQAEAAEglFdVKysjVmtQcrUvPUV5JZe06k0m6vqP/2adT4UHqGezNtzfRJFGgHECBAgAAqMtms2tHdoHWpuVoTWqO9h4vqrO+vV8LxYYHaURYkAaFtpKHq4tBSYEriwLlAAoUAADAxR0rKNO69LNl6tv9eaqottWua+HqoqHdAzUyPEgxPYMU5ONhYFLgp6FAOYACBQAA4LiyyhptPJCnNWk5WpuaoxNF5XXWX9fB94eJKILVq70PQ/3QqFCgHECBAgAAuDx2u117jhWdHeqXlqMdWQV11gf7uGtEWJBGhAVrSLdW8nSzGBMUcBAFygEUKAAAgCsjp7hc1rRcrUk7qQ0ZeTpTWVO7zs1iVlTXVooND9aIsCC192thYFLgwihQDqBAAQAAXHkV1TXafPC01qbl6JvUk8rOL6uzPqyN9w8TUQSrT4ifXMwM9YPxKFAOoEABAADUL7vdroycEq1JzdHatJP67nC+bP/1m2crLzfd0PPsFOnR3QPl7eFqXFg0axQoB1CgAAAArq780kpZ952d1W/9vlwVl1fXrnN1MWlAlwDFhgUrNjxInVp5GZgUzQ0FygEUKAAAAONU1di09VC+1qad1JrUHB3MK62zvmtrr9r3piI7+cviYjYoKZoDCpQDKFAAAAANx8HcEq1Ny9HatBxtyTyt6v8a6+fjYakd6je8R2v5eboZmBRNEQXKARQoAACAhqmovEqJ+3K1NjVH69JzlH+mqnadi9mkfp38FRt2tlB1bd2Sb07hJ6NAOYACBQAA0PDV2OzanpWvNaln351KP1lcZ33HAE+NCAvSyPBgDegSIDcLQ/3gPAqUAyhQAAAAjU/W6TNal362TCUfOKXKGlvtupbuFkV3D9SIsCDFhAUpsKW7gUnRmFCgHECBAgAAaNxKK6qVtD9Pa1NztDY9R7nFFbXrTCapT4ifYsPOfnMqvK03Q/3woyhQDqBAAQAANB02m127jxWeHeqXdlK7jxbVWd/W16N2qN/grq3k4epiUFI0RBQoB1CgAAAAmq4TheW1Q/2S9ueqvOo/Q/08XM0a2i1QI8LOTpPextfDwKRoCChQDqBAAQAANA/lVTVKPnBKa9JOam1qjo4VltdZ36u9j0aEBSs2LEjXtveV2cxQv+aGAuUAChQAAEDzY7fblXaiWGtST2pNWo62ZxXov38bDmzprhFhrRUbHqyh3QLl5W4xLiyuGgqUAyhQAAAAyCupkDU9V2vTTipxX55KKqpr17m5mDWoa6sfJqIIUkiAp4FJUZ8oUA6gQAEAAOC/VVbbtCXztNakndSa1BwdOX2mzvqewd4aER6k2LAg9e3oLxeG+jUZFCgHUKAAAADwY+x2uw7kltYO9fvucL5qbP/5tdnf01U39AxSbHiQhvVoLR8PVwPT4qeiQDmAAgUAAABHFZyp1Pp9uVqbliNreq4Ky6pq11nMJvXvHKDY8LND/UJbtzQwKS4HBcoBFCgAAABcjuoam747nK+1aTlak5aj/TklddaHBnppRFiQRoQHqX/nALm6mA1KCkdRoBxAgQIAAMCVcPhUqdak5mhtWo42Z55SVc1/fr329rBoeI/Wig0P0g09guTv5WZgUvwYCpQDKFAAAAC40orLq5SUkac1aTlal5ajU6WVtevMJun6jv4aER6kkeHB6h7UUiYTE1E0BBQoB1CgAAAAUJ9qbHbtyC7Q2tSzQ/1SjxfVWd/Bv8XZKdLDgzUoNEDuFheDkoIC5QAKFAAAAK6mowVlWpuWo7WpJ/XtgVOqrLbVrvN0c1F090DFhgXrhrDWCvL2MDBp80OBcgAFCgAAAEY5U1mtjftP1X5zKqe4os763h18NSIsWLHhQYpo58NQv3pGgXIABQoAAAANgd1u155jRT9MRHFSO7IL66wP9nE/W6bCgjSkW6BauDHU70qjQDmAAgUAAICGKKeoXOvSc7QmNUdJ+/N0prKmdp27xawh3QLPTpMeFqR2fi0MTNp0UKAcQIECAABAQ1deVaPNmae1JvXsUL+jBWV11oe39VFsWJBiw4PUu4OfzGaG+l0OCpQDKFAAAABoTOx2u/adLNGatJNam5qj74/ky/Zfv8kHtnTTDT2DFBsWpKHdA+Xt4Wpc2EaGAuUAChQAAAAas9OllbKmn50iPTE9V8UV1bXrXF1MGhTaSiPCghQbFqyOrTwNTNrw1XuBSklJ0YwZM5ScnKzKykpFREToySef1IQJExza32q1asGCBdq2bZuOHz+uyspKhYSEaMiQIfr973+vnj171tn+6NGj+uc//6mvvvpKaWlpOnHihAICAjRkyBD97ne/08CBA529BAoUAAAAmoyqGptSDp3WmtQcrUk9qUOnztRZ3y2o5Q9D/YJ1fUc/WVzMBiVtmOq1QFmtVsXFxcnNzU3jxo2Tr6+vEhISlJmZqRdffFHPPPPMJY/x3HPP6b333tPAgQPVvn17ubm5KTU1VStXrpTFYtHKlSsVExNTu/0f/vAH/elPf1LXrl01fPhwBQUFKSMjQ5999pnsdrs++ugj3X333c5cBgUKAAAATdbB3BKtTTs7EcWWQ6dV819j/XxbuOqGnq01IixIN/QIkq8nQ/3qrUBVV1crLCxM2dnZSk5OVt++fSVJxcXFGjx4sNLT07V371517979oscpLy+Xh8f5Hwdbs2aNRo4cqcjISKWkpNQuT0hIUOvWrRUdHV1n+w0bNig2Nlbe3t46duyY3N3dHb0UChQAAACahcKyKiXuy9XatBytS89RwZmq2nUuZpMiO/krNjxII8KC1bW1V7P85lS9FajVq1crLi5OkydP1qJFi+qs++STTzRu3Dg9/fTTeumlly4vuaSAgADZ7Xbl5+c7tH1cXJxWr16tlJQURUZGOnweChQAAACamxqbXduO5OubH745te9kSZ31nVp5KvaHD/j27xwgN0vzGOrnTDewOHNgq9UqSRo1atR5684tW79+vTOHrCM5OVn5+fkaOnSow/u4up595GixOHUpAAAAQLPjYjYpsnOAIjsH6A83hSnr9JmzQ/3ScrTpwCkdPnVGi77N1KJvM9XS3aJhPQI1IixYMT1bq1VLx0d7NWVOtY6MjAxJuuAQPX9/fwUGBtZu4wir1Sqr1aqKigplZGRoxYoVCgwM1CuvvOLQ/keOHNE333yjNm3a6Nprr73othUVFaqoqKj9c1FRkcM5AQAAgKYoJMBT90d11v1RnVVSUa2kjDytTTuptWm5yiup0Fe7TuirXSdkMkl9Q/wUGx6sEWFBCmvj3SyH+klOFqjCwkJJkq+v7wXX+/j4KDs72+HjWa1WzZo1q/bP3bp108cff6x+/fpdct+qqirdd999qqio0J///Ge5uLhcdPu5c+fWORcAAACA/2jpbtHPerXRz3q1kc1m166jhVqTdnZWvz3HivT9kQJ9f6RAf/l3utr7tdCIsCCNCA/S4NBW8nC9+O/iTYlT70CNGjVKX3/9tTIyMtStW7fz1nft2lXZ2dl1nvQ4orS0VHv37tUf//hHff3111q0aNFFp0S32Wy6//779cEHH2jatGlasGDBJc9xoSdQISEhvAMFAAAAXMKJwnKtTTv73lTS/jyVV9lq17VwddGQboE/TEQRpGCf8yeLa+jqbRKJu+66S8uWLdPWrVsv+JSodevWMplMysnJcT61zs7yFxkZqf379yszM1OtW7c+bxu73a6pU6dq0aJFuvfee/Xuu+/KbHb+5TYmkQAAAACcV15Vo40H8rQmNUdr03J0vLC8zvpr2/ue/YBveJB6tfOV2dzwh/rV2yQS5959ysjIOK9A5efnKy8vT1FRUU7G/a8wFotiYmK0Y8cObd26VTfddFOd9TabTVOnTtXixYs1fvx4LVmy5LLKEwAAAIDL4+HqohFhwRoRFiy73a7U48Vam3ZS36TmaEd2gXYdLdSuo4V6dU2Ggrzdzw71CwvS0O6B8nRr/BO/OXUFw4cP19y5c7V69WqNGzeuzrrVq1fXbvNTHDt27Gyw/5lV77/L0z333KP333//ku89AQAAAKg/JpNJ17Tz0TXtfPToiO7KLa6QNf3sk6nEfbnKKa7QxylZ+jglS24WswaHtqod6tfB39Po+JfF6Q/p9uzZU0ePHtWmTZvUp08fSXU/pLtnzx716NFDkpSXl6e8vDwFBgYqMDCw9jiJiYmKjo4+b+aO1atX65ZbbpGnp6eOHj0qLy8vSWfL0wMPPKAlS5borrvuUnx8/E+etpwhfAAAAED9qaiu0ZbM01qTmqM1aSeVdbqszvqwNt4aERakR0d0M/zJVL29AyVJ69atU1xcnNzd3TV+/Hj5+PgoISFBmZmZmjNnjp599tnabWfOnKlZs2ZpxowZmjlzZu1yPz8/BQYGqn///goJCVFZWZl27typxMREubq6Kj4+XmPHjj3vOC1bttQTTzxxwfJ022231RY6R1CgAAAAgKvDbrfrQG7J2TKVmqOth0/LZpdaebkp5dmRhr8nVW/vQElSTEyMkpKSNGPGDC1dulSVlZWKiIjQ7NmzNXHiRIeOMWvWLK1atUpJSUnKzc2VyWRSSEiIpk6dqieffFIRERF1tj906JAkqaSkRC+++OIFj9m5c2enChQAAACAq8NkMqlbkLe6BXnrweFdVXCmUuv35aqkotrw8uQsp59ANRU8gQIAAAAgOdcNmMIOAAAAABxEgQIAAAAAB1GgAAAAAMBBFCgAAAAAcBAFCgAAAAAcRIECAAAAAAdRoAAAAADAQRQoAAAAAHAQBQoAAAAAHESBAgAAAAAHUaAAAAAAwEEUKAAAAABwEAUKAAAAABxEgQIAAAAAB1GgAAAAAMBBFCgAAAAAcBAFCgAAAAAcZDE6gFHsdrskqaioyOAkAAAAAIx0rhOc6wgX02wLVHFxsSQpJCTE4CQAAAAAGoLi4mL5+vpedBuT3ZGa1QTZbDYdO3ZM3t7eMplMF9ymf//+SklJueSxHNnuYtsUFRUpJCREWVlZ8vHxuXT4RsLRf36N6dxX4riXewxn9+P+/Wma4v17pY59Ne7hK70t93DTODf37/m4fxvPuRvL/evM9k3p/rXb7SouLla7du1kNl/8Ladm+wTKbDarQ4cOF93GxcXFof8xHdnOkW18fHwMv3muJEf/+TWmc1+J417uMZzdj/v3p2mK9++VOvbVuIev9Lbcw03j3Ny/P477t+Gfu7Hcv85s39Tu30s9eTqHSSQu4pe//OUV287RYzUlRl5zfZ37Shz3co/h7H7cvz9NU7x/r9Sxr8Y9fKW35R5uGufm/m0+uH+v7DH4HeLKarZD+BqSoqIi+fr6qrCwsEG0b8AZ3L9o7LiH0Zhx/6Ixa6z3L0+gGgB3d3fNmDFD7u7uRkcBnMb9i8aOexiNGfcvGrPGev/yBAoAAAAAHMQTKAAAAABwEAUKAAAAABxEgQIAAAAAB1GgAAAAAMBBFKhGJCEhQTfeeKMCAgJkMpl06NAhoyMBDps7d64iIyPl7e2t4OBg3X333dzDaDReffVVRUREqGXLlvLz81NsbKw2b95sdCzAaQ8//LBMJpPmzZtndBTAYTNnzpTJZKrzExkZaVgeClQjUlpaqujoaL344otGRwGctn79ej322GPavHmzVq1apYKCAt10002qrq42OhpwSR07dtTf/vY37dixQxs3blTXrl0VFxenU6dOGR0NcNiKFSuUnJysdu3aGR0FcFrv3r11/Pjx2p9///vfhmWxGHZmOO2+++6TJKWlpRmcBHDeqlWr6vz5nXfeUceOHbV3715dd911BqUCHHP77bfX+fP//d//6e2339bu3bs1fPhwg1IBjjt58qQefvhhffXVV/r5z39udBzAaRaLRW3atDE6hiSeQF1xH3zwgR588EFFRkbK3d1dJpNJS5Ysueg+KSkpGj16tPz9/eXl5aUBAwYoPj7+6gQG/svVvH8LCwslSQEBAVciOnDV7t/KykotWLBA/v7+uvbaa6/gFaA5q+/7d/LkyXr88ce5Z1Fv6vseTk1NVdu2bdWtWzdNmTJFJ06cqIercAxPoK6w5557TocPH1ZgYKDatm2rw4cPX3R7q9WquLg4ubm5ady4cfL19VVCQoImTpyoQ4cO6ZlnnrlKyYGrd//abDb9+te/1ujRo9WhQ4f6uBQ0Q/V9/27YsEE33XSTysrK1KZNG3399df8BwBcMfV5/86bN08lJSX69a9/Xd+XgWasPu/hgQMHasmSJQoLC1N2drZmzJihESNGaNu2bXJ3d6/vSzufHVfU119/bT906JDdbrfb586da5dkX7x48QW3raqqsnft2tXu7u5u//7772uXFxUV2SMiIuwWi8W+b9++8/ZLTU21S7JnZmbWxyWgGbsa96/NZrNPnTrV3r17d3tOTk69XAeap/q+f8+cOWPPyMiwb9q0yf7AAw/YQ0ND7bm5ufV2PWhe6uv+TU1NtQcFBdX5naFTp072119/vd6uBc3T1fgd4pzc3Fy7p6enfdmyZVf0GhzFEL4rbOTIkerUqZND265du1YHDhzQhAkT1Ldv39rl3t7eev7551VdXa3FixfXV1TgPPV9/9rtdj3yyCP65ptvtGbNGrVu3fqK5kfzVt/3b4sWLdStWzcNHDhQCxculNls5u9oXDH1df9u2rRJubm56tatmywWiywWiw4fPqwnnnhCffr0qY9LQTN1NX8HDgwMVGhoqDIzM39y7svBED4DWa1WSdKoUaPOW3du2fr1669mJMBhzt6/drtdv/zlL/Xll19q/fr1CgkJuSo5gQu5En//2u12VVRUXPFswKU4c//edttt5033HBcXp0mTJmny5Mn1GxT4ET/17+DCwkIdOnRInTt3ro94l0SBMlBGRoYkqXv37uet8/f3V2BgYO02knT69GkdOXKk9ts5e/fuVUFBgTp27Mg4fFx1zt6/jzzyiD7++GN98cUXatGiRe3LnwEBAXJzc7s6oYEfOHv//v73v9eYMWPUoUMHnT59Wm+88Yays7N15513XrXMwDnO3L9+fn7y8/Ors42rq2vty/iAEZz9O/i3v/2txowZo5CQEGVnZ+v5559XcHCwRo8efdUy/zeG8Bno3Cxkvr6+F1zv4+NTu40kff755+rbt2/tdLo333yz+vbtq88//7z+wwL/w9n7980331RBQYGio6PVtm3b2p+NGzdelbzAf3P2/j127JjGjRunHj16aPTo0Tp58qQ2bNig8PDwq5IX+G/O3r9AQ+PsPZyVlaV77rlHPXr00Pjx49W+fXutWbNGnp6eVyXv/+IJVCMyadIkTZo0yegYwGWx2+1GRwAu2/vvv290BOCKOTeSBWgsPv74Y6Mj1METKAOda90/9l+JioqKfrSZA0bj/kVjxv2Lxoz7F41dY7+HKVAGOjfu87/HeJ6Tn5+vvLy8C44NBRoC7l80Zty/aMy4f9HYNfZ7mAJloOHDh0uSVq9efd66c8vObQM0NNy/aMy4f9GYcf+isWvs9zAFykCxsbEKDQ1VfHy8tm/fXru8uLhYs2fPlsVi4Z0nNFjcv2jMuH/RmHH/orFr7Pewyc6b3VfUwoULlZSUJEnatWuXvv/+ew0ZMqR2qtDbbrtNt912W+3269atU1xcnNzd3TV+/Hj5+PgoISFBmZmZmjNnjp599lkjLgPNFPcvGjPuXzRm3L9o7JrVPWzHFXX//ffbJf3oz4wZM87bZ/Pmzfaf/exndl9fX3uLFi3skZGR9g8++ODqh0ezx/2Lxoz7F40Z9y8au+Z0D/MECgAAAAAcxDtQAAAAAOAgChQAAAAAOIgCBQAAAAAOokABAAAAgIMoUAAAAADgIAoUAAAAADiIAgUAAAAADqJAAQAAAICDKFAAAAAA4CAKFAAAAAA4iAIFAAAAAA6iQAEAAACAgyhQAAAAAOCg/weYMuFPJCbZhwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(threshold_list, np.array(threshold_counts2)/len(bb2_subset))\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[7899, 7328, 7037, 6567, 6377]" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts2" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.034999999999999996" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.014 /0.4" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[6798, 6241, 6012, 5555, 5356]" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Manipulate 2" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00013_ParityTempExperiment.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -63.47477176210509, readouts_per_rep=80)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "ii = 2\n", + "temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + "# forward-backward algorithm return state probabilities at each step\n", + "gamma_matrix, alpha, beta = gamma(temp_meas_sequence, T, E, ret_all = False)\n", + "\n", + "# pick off probability of cavitiy state at the beginning, 0 in the first index\n", + "# # sum over qubit state probability, second index\n", + "# P0_first.append(gamma_matrix[0,0] + gamma_matrix[0,1])\n", + "# P1_first.append(gamma_matrix[0,2] + gamma_matrix[0,3])\n", + "\n", + "# gamma_matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "meas_sequence = bb[5000]\n", + "\n", + "# want to compute the probabilities of 0 or 1 photon initially in the cavity\n", + "P0_first = []\n", + "P1_first = []\n", + "\n", + "# iteratively calculate probabilities using one additional measurement at a time\n", + "# observe how probabilities 'evolve' with more meaurements in the recrod\n", + "for ii in range (len(meas_sequence)):\n", + " \n", + " # analyze subeset of measurment record from beginning to ii-th measuement\n", + " # could be implemented online to do feedback in the measurement\n", + " temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + " # forward-backward algorithm return state probabilities at each step\n", + " # gamma_matrix = gamma(temp_meas_sequence, T, E)\n", + " \n", + " # # pick off probability of cavitiy state at the beginning, 0 in the first index\n", + " # # sum over qubit state probability, second index\n", + " # P0_first.append(gamma_matrix[0,0] + gamma_matrix[0,1])\n", + " # P1_first.append(gamma_matrix[0,2] + gamma_matrix[0,3])\n", + "\n", + " gamma_first_row = wrapper_gamma(temp_meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + " P0_first.append(gamma_first_row[0] + gamma_first_row[1])\n", + " P1_first.append(gamma_first_row[2] + gamma_first_row[3])\n", + "# figure(figsize = (12,8))\n", + "\n", + "# # plot measurement record\n", + "# subplot(2,1,1)\n", + "# plot(meas_sequence, 'o--')\n", + "# ylim(-0.1, 1.1)\n", + "\n", + "# # plot reconstructed probabilities for subsets of the measurement record\n", + "# subplot(2,1,2)\n", + "# semilogy(P0_first, 'o', label= \"P(n=0)\")\n", + "# semilogy(P1_first, 'o', label= \"P(n=1)\")\n", + "# # axhline(1e-9)\n", + "# # plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# # plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# # axhline(1e-8)\n", + "# # ylim(1e-16,1e0)\n", + "# ylabel('P(t=0)')\n", + "# xlabel('Number of Parity Measurements Included')\n", + "# legend()\n", + "# tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 987, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 100000/100000 [05:20<00:00, 311.63it/s]\n" + ] + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00012_ParityTempExperiment.h5')\n", + "threshold_list = [10]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -88.47477176210509, readouts_per_rep=40)\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "orig_running_dict = running_dict.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 55%|█████▍ | 54670/100000 [36:25<33:26, 22.59it/s] " + ] + } + ], + "source": [ + "full_threshold_list =[100.0,\n", + " 1000.0,\n", + " 10000.0,\n", + " 100000.0,\n", + " 10000000.0,\n", + " 100000000.0,\n", + " 1000000000.0,\n", + " 10000000000.0,\n", + " 100000000000.0,\n", + " 1000000000000.0,\n", + " 10000000000000.0,\n", + " 100000000000000.0,\n", + " 1000000000000000.0,\n", + " 1e+16,\n", + " 1e+17,\n", + " 1e+18,\n", + " 1e+19,\n", + " 1e+20,\n", + " 1e+21,\n", + " 1e+23,\n", + " 1e+25,\n", + " 1e+27,\n", + " 1e+30,\n", + " 1e+35,\n", + " 1e+40,\n", + " 1e+45,\n", + " 1e+50]\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, full_threshold_list, orig_running_dict)\n", + "\n", + "# reorder full threshold list so its lowest to highest and threshold counts are in the same order\n", + "full_threshold_list, threshold_counts = zip(*sorted(zip(full_threshold_list, threshold_counts)))" + ] + }, + { + "cell_type": "code", + "execution_count": 989, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = np.array(threshold_counts) / 1e5\n", + "\n", + "thermal_photon_population = []\n", + "# for i in range(len(dark_counts)):\n", + "# thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + "\n", + "\n", + "# Create subplots\n", + "fig, (ax1) = plt.subplots(1, 1, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population\n", + "ax1.plot(full_threshold_list, dark_counts, 'o-')\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel(r' $n_{meas} = \\eta_{true} x 1 + \\delta \\approx \\eta$')\n", + "ax1.set_title('Dark Counts')\n", + "\n", + "\n", + "# plt.suptitle(str('M1') + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Manipulate 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Testing whether probablities of sequences are correct" + ] + }, + { + "cell_type": "code", + "execution_count": 1002, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P0: 2.7929897975595212e-05\n", + "P1: 0.9999720701020245\n" + ] + } + ], + "source": [ + "sequence =[0,1,0,1,0,1]\n", + "gamma_first_row = wrapper_gamma(sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + "P0 = gamma_first_row[0] + gamma_first_row[1]\n", + "P1 = gamma_first_row[2] + gamma_first_row[3]\n", + "\n", + "# orint probabilities of 0 and 1 photons in the cavity\n", + "print('P0: ', P0)\n", + "print('P1: ', P1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Efficiency (prepare|1>, perform measurements)" + ] + }, + { + "cell_type": "code", + "execution_count": 1074, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00124_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "# temp_data, attrs = prev_data(expt_path, '00056_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)" + ] + }, + { + "cell_type": "code", + "execution_count": 1075, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'prepulse_qubit': {'freq': [3568.1751638611518],\n", + " 'length': [0.06],\n", + " 'gain': [30],\n", + " 'phase': [0],\n", + " 'repeat_time': 10},\n", + " 'device': {'qubit': {'T1': [127.0],\n", + " 'f_ge': [3568.1515953227604],\n", + " 'f_ge_resolved': [3568.1515953227604],\n", + " 'f_ge_idle': [3568.1515953227604],\n", + " 'f_ef': [3425.5564066067],\n", + " 'f_ef_idle': [3425.5564066067],\n", + " 'ramp_sigma': [0.005],\n", + " 'ramp_sigma_num': [3],\n", + " 'pulses': {'pi_ge': {'gain': [10716],\n", + " 'sigma': [0.035],\n", + " 'length': [0],\n", + " 'type': ['gauss']},\n", + " 'pi_ge_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.190914187445986],\n", + " 'type': ['flat_top']},\n", + " 'pi_ge_fast': {'gain': [10682],\n", + " 'sigma': [0.035],\n", + " 'length': [0],\n", + " 'type': ['gauss']},\n", + " 'pi_ge_resolved': {'gain': [50],\n", + " 'sigma': [0.005],\n", + " 'length': [6.553697146578866],\n", + " 'type': ['flat_top'],\n", + " 'repeat_no': [1]},\n", + " 'hpi_ge': {'gain': [5510],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'hpi_ge_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.09131395179924079],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ge_fast': {'gain': [5195],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'pi_ef_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.15377089082752435],\n", + " 'type': ['flat_top']},\n", + " 'pi_ef_new': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.15377089082752435],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ef_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.073291601301268],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ef_new': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.073291601301268],\n", + " 'type': ['flat_top']},\n", + " 'pi_ef': {'gain': [8236],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'hpi_ef': {'gain': [3863], 'sigma': [0.035], 'type': ['gauss']},\n", + " 'f0g1': {'gain': [20000],\n", + " 'length': [0.4209728295970486],\n", + " 'sigma': [0.005]},\n", + " 'pi_f0g1': {'sigma': [0.005]},\n", + " 'pi_m1si': {'sigma': [0.005]},\n", + " 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[-0.28725, -0.006572659352514165, 0.0],\n", + " [-0.27214, 0.0, -0.0034172418618254596]],\n", + " 'pulses': {'qubit_pi_ge': {'gain': [[10682, 10682], [10682, 10682]],\n", + " 'sigma': [[0.035, 0.035], [0.035, 0.035]],\n", + " 'type': 'gauss'},\n", + " 'qubit_pi_ge_resolved': {'gain': [[50, 50], [50, 50]],\n", + " 'sigma': [[0.005, 0.005], [0.005, 0.005]],\n", + " 'length': [[6.553697146578866, 6.553697146578866],\n", + " [6.553697146578866, 6.553697146578866]],\n", + " 'type': 'flat_top'},\n", + " 'qubit_pi_ge_resolved_man': {'freq': [],\n", + " 'gain': [50, 50],\n", + " 'sigma': [0.005, 0.005],\n", + " 'length': [6.288721018841144, 0],\n", + " 'type': 'flat_top'},\n", + " 'f0g1': {'freq': [2007.09, 1834.895],\n", + " 'gain': [15000, 15000],\n", + " 'length': [0.615286689634651, 1.060413],\n", + " 'hpilength': [0.3076433448173255, 0.528845],\n", + " 'sigma': 0.005},\n", + " 'f1g2': {'freq': [2002.98, 1840.6],\n", + " 'gain': [15000, 20000],\n", + " 'length': [0.43461615322272, 0.9276287688775608],\n", + " 'hpilength': [0.21730807661136, 0.4638143844387804],\n", + " 'sigma': 0.005}}},\n", + " 'readout': {'trig_offset': [450],\n", + " 'frequency': [748.8],\n", + " 'gain': [700],\n", + " 'phase': [127],\n", + " 'threshold': [-88.47477176210509],\n", + " 'threshold_list': [-88.47477176210509],\n", + " 'man1_drive_list': [0],\n", + " 'man2_drive_list': [0],\n", + " 'readout_length': [1.0],\n", + " 'relax_delay': [2500]},\n", + " 'manipulate': {'trig_offset': 450,\n", + " 'f_ge': [4984.026194477733, 5157.8527963217475],\n", + " 'standard_dispalce': [0.05, 0.05],\n", + " 'revival_time': [1.6833333333333333, 1.7366205852286094],\n", + " 'gain_to_alpha': [0.00014281, 0.00020045],\n", + " 'freq_to_alpha': [0.495062203431879, 0.0],\n", + " 'gain': [2000, 2000],\n", + " 'chi': [1.0, 1.0],\n", + " 'readout_length': [8],\n", + " 'phase': [-176.45792887777],\n", + " 'cycles_add_to_Q': 260,\n", + " 'idling_phase': [[0.0, 0.0], [0.0, 0.0]],\n", + " 'idling_freq': [0, 0]},\n", + " 'storage': {'trig_offset': 450,\n", + " 'f_ge': [6229.766612195359, 5300],\n", + " 'gain': [1000, 2000],\n", + " 'chi': [1.0, 1.0],\n", + " 'readout_length': [8],\n", + " 'phase': [-176.45792887777],\n", + " 'storage_man_file': 'C:/_Lib/python/multimode_expts/man1_storage_swap_dataset.csv',\n", + " 'idling_phase': [[-52.6696123,\n", + " -22.7088024,\n", + " 4.32404839,\n", + " 1.74059096,\n", + " 3.07928552,\n", + " 131.15854816947694,\n", + " -90.34878087129891],\n", + " [-0.8543699,\n", + " -116.043431,\n", + " 3.45837055,\n", + " 0.608331428,\n", + " -2.036,\n", + " 9.45,\n", + " 95.59156092221656],\n", + " [1.04040701,\n", + " -3.74923237,\n", + " -117.783814,\n", + " 0.356992259,\n", + " -2.45519509,\n", + " 0.647967825,\n", + " 12.8401564],\n", + " [1.66740192,\n", + " -4.21812224,\n", + " 3.29786448,\n", + " -154.122273,\n", + " -1.60291285,\n", + " -1.18402153,\n", + " 5.044314],\n", + " [4.82521854,\n", + " 0.209877344,\n", + " 5.59148305,\n", + " 7.67963852,\n", 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1.59530999,\n", + " 1.3783587],\n", + " 'M1_S_sigma': 0.005,\n", + " 'chis': [0, -0.28725, -0.54329],\n", + " 'M_lossy': [[2313.3, 5000, 10, 2, 2], [2093.9, 8000, 15, 2, 2]]}},\n", + " 'hw': {'soc': {'dacs': {'qubit': {'ch': [2],\n", + " 'type': ['full'],\n", + " 'nyquist': [1]},\n", + " 'readout': {'ch': [5], 'type': ['full'], 'nyquist': [1]},\n", + " 'manipulate_in': {'ch': [4], 'type': ['full'], 'nyquist': [2]},\n", + " 'storage_in': {'ch': [6], 'type': ['full'], 'nyquist': [2]},\n", + " 'flux_low': {'ch': [1], 'type': ['full'], 'nyquist': [1]},\n", + " 'flux_high': {'ch': [3], 'type': ['full'], 'nyquist': [1]},\n", + " 'sideband': {'ch': [0], 'type': ['full'], 'nyquist': [1]}},\n", + " 'adcs': {'readout': {'ch': [0]}, 'cavity_out': {'ch': [1]}}}},\n", + " 'aliases': {'soc': 'Qick101'},\n", + " 'expt': {'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 40,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 100000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[3568.1515953227604, 3425.5564066067, 2007.0],\n", + " [10716, 8236, 15000],\n", + " [0, 0, 0.6056817916987671],\n", + " [0, 0, 0],\n", + " [2, 2, 0],\n", + " ['g', 'g', 'flat_top'],\n", + " [0.035, 0.035, 0.005]],\n", + " 'readout_no_placeholder': 40}}" + ] + }, + "execution_count": 1075, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']" + ] + }, + { + "cell_type": "code", + "execution_count": 1013, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1013, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meas_sequence = bb[20000 -1]\n", + "\n", + "# want to compute the probabilities of 0 or 1 photon initially in the cavity\n", + "P0_first = []\n", + "P1_first = []\n", + "\n", + "# iteratively calculate probabilities using one additional measurement at a time\n", + "# observe how probabilities 'evolve' with more meaurements in the recrod\n", + "for ii in range (len(meas_sequence)):\n", + " \n", + " # analyze subeset of measurment record from beginning to ii-th measuement\n", + " # could be implemented online to do feedback in the measurement\n", + " temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + " # forward-backward algorithm return state probabilities at each step\n", + " # gamma_matrix = gamma(temp_meas_sequence, T, E)\n", + " \n", + " # # pick off probability of cavitiy state at the beginning, 0 in the first index\n", + " # # sum over qubit state probability, second index\n", + " # P0_first.append(gamma_matrix[0,0] + gamma_matrix[0,1])\n", + " # P1_first.append(gamma_matrix[0,2] + gamma_matrix[0,3])\n", + "\n", + " gamma_first_row = wrapper_gamma(temp_meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + " P0_first.append(gamma_first_row[0] + gamma_first_row[1])\n", + " P1_first.append(gamma_first_row[2] + gamma_first_row[3])\n", + "figure(figsize = (12,8))\n", + "\n", + "# plot measurement record\n", + "subplot(2,1,1)\n", + "plot(meas_sequence, 'o--')\n", + "ylim(-0.1, 1.1)\n", + "\n", + "# plot reconstructed probabilities for subsets of the measurement record\n", + "subplot(2,1,2)\n", + "semilogy(P0_first, 'o', label= \"P(n=0)\")\n", + "semilogy(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-9)\n", + "# plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-8)\n", + "# ylim(1e-16,1e0)\n", + "ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 533, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calculating threshold: 10\n", + "calculating threshold: 50\n", + "calculating threshold: 100\n", + "calculating threshold: 500\n", + "calculating threshold: 1000\n", + "calculating threshold: 5000\n", + "calculating threshold: 10000\n", + "calculating threshold: 50000\n", + "calculating threshold: 100000\n", + "[12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092]\n" + ] + } + ], + "source": [ + "# plot the function: efficiency vs threshold\n", + "threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "counts_list = []\n", + "for threshold in threshold_list:\n", + " print('calculating threshold:', threshold)\n", + " counts = 0\n", + " for i in range(len(bb)):\n", + " gamma_matrix = gamma(bb[i], T, E)\n", + "\n", + " P0 = gamma_matrix[0,0] + gamma_matrix[0,1]\n", + " P1 = gamma_matrix[0,2] + gamma_matrix[0,3]\n", + "\n", + " # Compare the probabilities of the two models to obtain a likelihood ratio\n", + " likelihood_ratio = P1/P0 \n", + " if likelihood_ratio > threshold:\n", + " counts += 1\n", + " counts_list.append(counts)\n", + "print(counts_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 534, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'M1=|1>')" + ] + }, + "execution_count": 534, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(threshold_list, np.array(counts_list)/len(bb), 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Detector efficiency')\n", + "plt.title('M1=|1>')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Actual Dark counts" + ] + }, + { + "cell_type": "code", + "execution_count": 546, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00007_ParityTempExperiment.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -63.47477176210509, readouts_per_rep=40)" + ] + }, + { + "cell_type": "code", + "execution_count": 547, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 547, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meas_sequence = bb[1600]\n", + "\n", + "# want to compute the probabilities of 0 or 1 photon initially in the cavity\n", + "P0_first = []\n", + "P1_first = []\n", + "\n", + "# iteratively calculate probabilities using one additional measurement at a time\n", + "# observe how probabilities 'evolve' with more meaurements in the recrod\n", + "for ii in range (len(meas_sequence)):\n", + " \n", + " # analyze subeset of measurment record from beginning to ii-th measuement\n", + " # could be implemented online to do feedback in the measurement\n", + " temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + " # forward-backward algorithm return state probabilities at each step\n", + " gamma_matrix = gamma(temp_meas_sequence, T, E)\n", + " \n", + " # pick off probability of cavitiy state at the beginning, 0 in the first index\n", + " # sum over qubit state probability, second index\n", + " P0_first.append(gamma_matrix[0,0] + gamma_matrix[0,1])\n", + " P1_first.append(gamma_matrix[0,2] + gamma_matrix[0,3])\n", + "\n", + "figure(figsize = (12,8))\n", + "\n", + "# plot measurement record\n", + "subplot(2,1,1)\n", + "plot(meas_sequence, 'o--')\n", + "ylim(-0.1, 1.1)\n", + "\n", + "# plot reconstructed probabilities for subsets of the measurement record\n", + "subplot(2,1,2)\n", + "semilogy(P0_first, 'o', label= \"P(n=0)\")\n", + "semilogy(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-9)\n", + "# plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-8)\n", + "# ylim(1e-16,1e0)\n", + "ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 538, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calculating threshold: 10\n", + "calculating threshold: 50\n", + "calculating threshold: 100\n", + "calculating threshold: 500\n", + "calculating threshold: 1000\n", + "calculating threshold: 5000\n", + "calculating threshold: 10000\n", + "calculating threshold: 50000\n", + "calculating threshold: 100000\n", + "[157, 131, 127, 117, 117, 104, 104, 89, 88]\n" + ] + } + ], + "source": [ + "# plot the function: efficiency vs threshold\n", + "threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "efficiency_list = np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "counts_list = []\n", + "for threshold in threshold_list:\n", + " print('calculating threshold:', threshold)\n", + " counts = 0\n", + " for i in range(len(bb)):\n", + " gamma_matrix = gamma(bb[i], T, E)\n", + "\n", + " P0 = gamma_matrix[0,0] + gamma_matrix[0,1]\n", + " P1 = gamma_matrix[0,2] + gamma_matrix[0,3]\n", + "\n", + " # Compare the probabilities of the two models to obtain a likelihood ratio\n", + " likelihood_ratio = P1/P0 \n", + " if likelihood_ratio > threshold:\n", + " counts += 1\n", + " counts_list.append(counts)\n", + "print(counts_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 539, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Dark photon')" + ] + }, + "execution_count": 539, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = np.array([157, 131, 127, 117, 117, 104, 104, 89, 88])/20000\n", + "\n", + "thermal_photon_population = []\n", + "for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i]/efficiency_list[i])\n", + "\n", + "plt.plot(threshold_list, thermal_photon_population, 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Thermal photon population')\n", + "plt.title('Dark photon')" + ] + }, + { + "cell_type": "code", + "execution_count": 545, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'M1 Temperature (mK)')" + ] + }, + "execution_count": 545, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "freq = 4.984\n", + "now = np.array(thermal_photon_population)/2\n", + "tempr = []\n", + "for i in range(len(now)):\n", + " tempr.append(48*freq/(np.log(1+1/now[i])))\n", + "plt.plot(threshold_list, tempr, 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('M1 Temperature (mK)')" + ] + }, + { + "cell_type": "code", + "execution_count": 548, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calculating threshold: 100000\n", + "[401]\n" + ] + } + ], + "source": [ + "# plot the function: efficiency vs threshold\n", + "threshold_list = [100000]\n", + "efficiency_list = np.array([10092])/20000\n", + "counts_list = []\n", + "for threshold in threshold_list:\n", + " print('calculating threshold:', threshold)\n", + " counts = 0\n", + " for i in range(len(bb)):\n", + " gamma_matrix = gamma(bb[i], T, E)\n", + "\n", + " P0 = gamma_matrix[0,0] + gamma_matrix[0,1]\n", + " P1 = gamma_matrix[0,2] + gamma_matrix[0,3]\n", + "\n", + " # Compare the probabilities of the two models to obtain a likelihood ratio\n", + " likelihood_ratio = P1/P0 \n", + " if likelihood_ratio > threshold:\n", + " counts += 1\n", + " counts_list.append(counts)\n", + "print(counts_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 549, + "metadata": {}, + "outputs": [], + "source": [ + "dark_counts = np.array([401])/100000\n", + "\n", + "thermal_photon_population = []\n", + "for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i]/efficiency_list[-1])" + ] + }, + { + "cell_type": "code", + "execution_count": 551, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[43.24443494250535]\n" + ] + } + ], + "source": [ + "freq = 4.984\n", + "now = np.array(thermal_photon_population)/2\n", + "tempr = []\n", + "for i in range(len(now)):\n", + " tempr.append(48*freq/(np.log(1+1/now[i])))\n", + "print(tempr)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Storage without Active Reset\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate Efficiency" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# temp_data, attrs = prev_data(expt_path, '00056_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "temp_data, attrs = prev_data(expt_path, '00110_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "# temp_data, attrs = prev_data(expt_path, '00011_ParityTempExperiment.h5')\n", + "\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "threshold_list = [10]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "# threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "# orig_running_dict = running_dict.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'prepulse_qubit': {'freq': [3568.1751638611518],\n", + " 'length': [0.06],\n", + " 'gain': [30],\n", + " 'phase': [0],\n", + " 'repeat_time': 10},\n", + " 'device': {'qubit': {'T1': [127.0],\n", + " 'f_ge': [3568.1515953227604],\n", + " 'f_ge_resolved': [3568.1515953227604],\n", + " 'f_ge_idle': [3568.1515953227604],\n", + " 'f_ef': [3425.5564066067],\n", + " 'f_ef_idle': [3425.5564066067],\n", + " 'ramp_sigma': [0.005],\n", + " 'ramp_sigma_num': [3],\n", + " 'pulses': {'pi_ge': {'gain': [10716],\n", + " 'sigma': [0.035],\n", + " 'length': [0],\n", + " 'type': ['gauss']},\n", + " 'pi_ge_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.190914187445986],\n", + " 'type': ['flat_top']},\n", + " 'pi_ge_fast': {'gain': [10682],\n", + " 'sigma': [0.035],\n", + " 'length': [0],\n", + " 'type': ['gauss']},\n", + " 'pi_ge_resolved': {'gain': [50],\n", + " 'sigma': [0.005],\n", + " 'length': [6.553697146578866],\n", + " 'type': ['flat_top'],\n", + " 'repeat_no': [1]},\n", + " 'hpi_ge': {'gain': [5510],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'hpi_ge_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.09131395179924079],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ge_fast': {'gain': [5195],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'pi_ef_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.15377089082752435],\n", + " 'type': ['flat_top']},\n", + " 'pi_ef_new': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.15377089082752435],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ef_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.073291601301268],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ef_new': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.073291601301268],\n", + " 'type': ['flat_top']},\n", + " 'pi_ef': {'gain': [8236],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'hpi_ef': {'gain': [3863], 'sigma': [0.035], 'type': ['gauss']},\n", + " 'f0g1': {'gain': [20000],\n", + " 'length': [0.4209728295970486],\n", + " 'sigma': [0.005]},\n", + " 'pi_f0g1': {'sigma': [0.005]},\n", + " 'pi_m1si': {'sigma': [0.005]},\n", + " 'binomial_M1': {'ge_freq': [3568.18781776926,\n", + " 3567.90056386609,\n", + " 3567.61563457181,\n", + " 3568.18781776926,\n", + " 3568.18781776926],\n", + " 'ge_gain': [9653, 9653, 9653, 9653, 9653],\n", + " 'ge_sigma': [0.035, 0.035, 0.035, 0.035, 0.035],\n", + " 'ef_freq': [3425.55703383178,\n", + " 3425.30098176373,\n", + " 3425.55703383178,\n", + " 3425.55703383178,\n", + " 3425.55703383178],\n", + " 'ef_gain': [7575, 7575, 7575, 7575, 7575],\n", + " 'ef_sigma': [0.035, 0.035, 0.035, 0.035, 0.035],\n", + " 'f0g1_freq': [2006.76, 2006.22, 2006.76, 2006.76, 2006.76],\n", + " 'f0g1_gain': [15000, 15000, 15000, 15000, 15000],\n", + " 'f0g1_length': [0.621500217304513,\n", + " 0.436074712309811,\n", + " 0.621500217304513,\n", + " 0.621500217304513,\n", + " 0.621500217304513],\n", + " 'f0g1_sigma': [0.005, 0.005, 0.005, 0.005, 0.005]}},\n", + " 'f0g1': [1828.6],\n", + " 'cycles_add_to_R': [400]},\n", + " 'QM': {'chi_shift_matrix': [[-142.92577186624158, -0.28725, -0.27214],\n", + " [-0.28725, -0.006572659352514165, 0.0],\n", + " [-0.27214, 0.0, -0.0034172418618254596]],\n", + " 'pulses': {'qubit_pi_ge': {'gain': [[10682, 10682], [10682, 10682]],\n", + " 'sigma': [[0.035, 0.035], [0.035, 0.035]],\n", + " 'type': 'gauss'},\n", + " 'qubit_pi_ge_resolved': {'gain': [[50, 50], [50, 50]],\n", + " 'sigma': [[0.005, 0.005], [0.005, 0.005]],\n", + " 'length': [[6.553697146578866, 6.553697146578866],\n", + " [6.553697146578866, 6.553697146578866]],\n", + " 'type': 'flat_top'},\n", + " 'qubit_pi_ge_resolved_man': {'freq': [],\n", + " 'gain': [50, 50],\n", + " 'sigma': [0.005, 0.005],\n", + " 'length': [6.288721018841144, 0],\n", + " 'type': 'flat_top'},\n", + " 'f0g1': {'freq': [2007.09, 1834.84],\n", + " 'gain': [15000, 15000],\n", + " 'length': [0.615286689634651, 1.060413],\n", + " 'hpilength': [0.3076433448173255, 0.528845],\n", + " 'sigma': 0.005},\n", + " 'f1g2': {'freq': [2002.98, 1840.6],\n", + " 'gain': [15000, 20000],\n", + " 'length': [0.43461615322272, 0.9276287688775608],\n", + " 'hpilength': [0.21730807661136, 0.4638143844387804],\n", + " 'sigma': 0.005}}},\n", + " 'readout': {'trig_offset': [450],\n", + " 'frequency': [748.8],\n", + " 'gain': [700],\n", + " 'phase': [129.6],\n", + " 'threshold': [-72.07897510623889],\n", + " 'threshold_list': [-72.07897510623889],\n", + " 'man1_drive_list': [0],\n", + " 'man2_drive_list': [0],\n", + " 'readout_length': [1.0],\n", + " 'relax_delay': [2500],\n", + " 'confusion_matrix_with_reset': [0.9967571949736522,\n", + " 0.0032428050263477726,\n", + " 0.016634449079255258,\n", + " 0.9833655509207447],\n", + " 'confusion_matrix_without_reset': [0.9911,\n", + " 0.008900000000000019,\n", + " 0.0248,\n", + " 0.9752]},\n", + " 'manipulate': {'trig_offset': 450,\n", + " 'f_ge': [4984.026194477733, 5157.8527963217475],\n", + " 'standard_dispalce': [0.05, 0.05],\n", + " 'revival_time': [1.6833333333333333, 1.7366205852286094],\n", + " 'gain_to_alpha': [0.00014281, 0.00020045],\n", + " 'freq_to_alpha': [0.495062203431879, 0.0],\n", + " 'gain': [2000, 2000],\n", + " 'chi': [1.0, 1.0],\n", + " 'readout_length': [8],\n", + " 'phase': [-176.45792887777],\n", + " 'cycles_add_to_Q': 260,\n", + " 'idling_phase': [[0.0, 0.0], [0.0, 0.0]],\n", + " 'idling_freq': [0, 0]},\n", + " 'storage': {'trig_offset': 450,\n", + " 'f_ge': [6229.766612195359, 5300],\n", + " 'gain': [1000, 2000],\n", + " 'chi': [1.0, 1.0],\n", + " 'readout_length': [8],\n", + " 'phase': [-176.45792887777],\n", + " 'storage_man_file': 'C:/_Lib/python/multimode_expts/man1_storage_swap_dataset.csv',\n", + " 'idling_phase': [[-52.6696123,\n", + " -22.7088024,\n", + " 4.32404839,\n", + " 1.74059096,\n", + " 3.07928552,\n", + " 131.15854816947694,\n", + " -90.34878087129891],\n", + " [-0.8543699,\n", + " -116.043431,\n", + " 3.45837055,\n", + " 0.608331428,\n", + " -2.036,\n", + " 9.45,\n", + " 95.59156092221656],\n", + " [1.04040701,\n", + " -3.74923237,\n", + " -117.783814,\n", + " 0.356992259,\n", + " -2.45519509,\n", + " 0.647967825,\n", + " 12.8401564],\n", + " [1.66740192,\n", + " -4.21812224,\n", + " 3.29786448,\n", + " -154.122273,\n", + " -1.60291285,\n", + " -1.18402153,\n", + " 5.044314],\n", + " [4.82521854,\n", + " 0.209877344,\n", + " 5.59148305,\n", + " 7.67963852,\n", + " -91.167355,\n", + " 1.30630108,\n", + " 5.65421906],\n", + " [3.70780701,\n", + " 0.0768208841,\n", + " 4.16044796,\n", + " 2.61829414,\n", + " 3.48690085,\n", + " -37.3968965,\n", + " 4.05643677],\n", + " [3.84028579,\n", + " -0.418792628,\n", + " 4.0522379,\n", + " 3.24634888,\n", + " 2.06016015,\n", + " 3.24251258,\n", + " -22.4708301]],\n", + " 'idling_freq': [-2.5937677197135596,\n", + " -2.85371864950844,\n", + " -2.446015004544113,\n", + " -1.8393250164457633,\n", + " -3.231025833205897,\n", + " -3.2053137013077597,\n", + " -2.935087792327744]},\n", + " 'active_reset': {'qubit_ge': [4000, 0.1422665780546079, 0.005],\n", + " 'qubit_ef': [3000, 0.15377089082752435, 0.005],\n", + " 'M1_S_freq': [349.41, 520.93, 696.66, 875.825, 1053.405, 1245.17, 1423.155],\n", + " 'M1_S_gain': [3000, 5000, 9000, 9000, 7500, 13500, 16500],\n", + " 'relax_delay': [50],\n", + " 'M1_S_length': [0.9771428571428571,\n", + " 1.13,\n", + " 1.33802338,\n", + " 1.25428746,\n", + " 1.97319797,\n", + " 1.59530999,\n", + " 1.3783587],\n", + " 'M1_S_sigma': 0.005,\n", + " 'chis': [0, -0.28725, -0.54329],\n", + " 'M_lossy': [[2313.3, 5000, 10, 2, 2], [2093.9, 8000, 15, 2, 2]]}},\n", + " 'hw': {'soc': {'dacs': {'qubit': {'ch': [2],\n", + " 'type': ['full'],\n", + " 'nyquist': [1]},\n", + " 'readout': {'ch': [5], 'type': ['full'], 'nyquist': [1]},\n", + " 'manipulate_in': {'ch': [4], 'type': ['full'], 'nyquist': [2]},\n", + " 'storage_in': {'ch': [6], 'type': ['full'], 'nyquist': [2]},\n", + " 'flux_low': {'ch': [1], 'type': ['full'], 'nyquist': [1]},\n", + " 'flux_high': {'ch': [3], 'type': ['full'], 'nyquist': [1]},\n", + " 'sideband': {'ch': [0], 'type': ['full'], 'nyquist': [1]}},\n", + " 'adcs': {'readout': {'ch': [0]}, 'cavity_out': {'ch': [1]}}}},\n", + " 'aliases': {'soc': 'Qick101'},\n", + " 'expt': {'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 80,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 200000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'man_no': 1,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[3568.1515953227604, 3425.5564066067, 2007.0],\n", + " [10716, 8236, 15000],\n", + " [0, 0, 0.6056817916987671],\n", + " [0, 0, 0],\n", + " [2, 2, 0],\n", + " ['g', 'g', 'flat_top'],\n", + " [0.035, 0.035, 0.005]],\n", + " 'readout_no_placeholder': 80}}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 200000/200000 [44:03<00:00, 75.67it/s] \n" + ] + } + ], + "source": [ + "full_threshold_list = [ 1e2, 1e3, 1e4, 1e5, 1e7, 1e8, 1e9, 1e10, 1e11, 1e12, 1e13, 1e14, 1e15, 1e16, 1e17, 1e18, 1e19, 1e20, 1e21, 1e23, 1e25, 1e27, 1e30, 1e35, 1e40, 1e45, 1e50]\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, full_threshold_list, orig_running_dict)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[87849,\n", + " 85081,\n", + " 80145,\n", + " 77923,\n", + " 69796,\n", + " 67270,\n", + " 63299,\n", + " 61546,\n", + " 57782,\n", + " 56067,\n", + " 52828,\n", + " 50320,\n", + " 48423,\n", + " 45709,\n", + " 44360,\n", + " 41734,\n", + " 40287,\n", + " 38129,\n", + " 36227,\n", + " 32870,\n", + " 29905,\n", + " 27192,\n", + " 23475,\n", + " 18495,\n", + " 14353,\n", + " 11046,\n", + " 8310]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# reorder full threshold list so its lowest to highest and threshold counts are in the same order\n", + "full_threshold_list, threshold_counts = zip(*sorted(zip(full_threshold_list, threshold_counts)))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "dicty = {'keys':[], 'values':[]}\n", + "\n", + "n =20000\n", + "for i in range(n):\n", + " # express i in binary with 80 digits\n", + " binary = format(i, '080b')\n", + " dicty['keys'].append(binary)\n", + " dicty['values'].append(1)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "yes\n" + ] + } + ], + "source": [ + "string = format(10000, '080b')\n", + "if string in dicty['keys']:\n", + " print('yes')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'00000000000000000000000000000000000000000000000000000000000000000100111000100000'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "format(20000, '080b')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Looking at maximal attainable threshold" + ] + }, + { + "cell_type": "code", + "execution_count": 1014, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00056_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "full_meas_sequence = bb[1000]\n", + "\n", + "def find_probs_for_sequence(full_meas_sequence):\n", + " '''\n", + " Given a measurement record, compute the probabilities of 0 or 1 photon initially for each subset of the record\n", + " '''\n", + " P0_list = []\n", + " P1_list = []\n", + " for ii in range (len(full_meas_sequence)):\n", + " meas_sequence = full_meas_sequence[0:ii + 1]\n", + " gamma_first_row = wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " P0_list.append(P0)\n", + " P1_list.append(P1)\n", + " return P0_list, P1_list\n", + "\n", + "P0_list, P1_list = find_probs_for_sequence(full_meas_sequence)\n", + " \n", + "\n", + "# # plot the P0 and P1 probabilities\n", + "# figure(figsize = (12,8))\n", + "\n", + "# # plot measurement record\n", + "# subplot(2,1,1)\n", + "# plot(meas_sequence, 'o--')\n", + "# ylim(-0.1, 1.1)\n", + "\n", + "# # plot reconstructed probabilities for subsets of the measurement record\n", + "# subplot(2,1,2)\n", + "# semilogy(P0_list, 'o', label= \"P(n=0)\")\n", + "# semilogy(P1_list, 'o', label= \"P(n=1)\")\n", + "# # axhline(1e-9)\n", + "# # plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# # plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# # axhline(1e-8)\n", + "# # ylim(1e-16,1e0)\n", + "# ylabel('P(t=0)')\n", + "# xlabel('Number of Parity Measurements Included')\n", + "# title('Looking at a measurement sequence to get max threshold')\n", + "# legend()\n", + "# tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 1018, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "0it [00:00, ?it/s]C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_24012\\3479883377.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "3it [00:06, 2.09s/it]\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1018, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00058_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "meas_sequences = bb[0:20000: 20]\n", + "\n", + "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 18))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "xlists = [P0_lists, P1_lists, meas_sequences]\n", + "axs = [ax1, ax2, ax3]\n", + "titles = ['P0', 'P1', 'Measurement Record']\n", + "mins = [1e-20, 1e-5, 0 ]\n", + "\n", + "for xlist, ax, title, min_ in tqdm(zip(xlists, axs, titles, mins)):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_fidelities(self, timestamp=None, fig=None, ax=None, log=True, **kwargs):\n", + " fidelities = self.fidelities(timestamp).T\n", + " fig = fig if fig is not None else plt.figure(figsize=(3.5, 2.25), dpi=200)\n", + " ax = ax if ax is not None else fig.subplots()\n", + " end_fids = fidelities[:, -1]\n", + " indxs = np.argsort(end_fids)\n", + " fidelities = fidelities[indxs]\n", + " for fids in fidelities[:-1]:\n", + " import matplotlib\n", + "\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=np.log10(1 - fidelities[-1][-1]), vmax=0\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(np.log10(1 - fids[-1])))\n", + " if log:\n", + " ax.semilogy(\n", + " 1 - fids, \"-\", linewidth=0.2, alpha=1, color=color, **kwargs\n", + " )\n", + " else:\n", + " ax.plot(fids, \"-\", linewidth=0.5, **kwargs)\n", + " color = cmap(norm(np.log10(1 - fidelities[-1][-1])))\n", + " if log:\n", + " ax.semilogy(1 - fidelities[-1], linewidth=1, color=color, **kwargs)\n", + " else:\n", + " ax.plot(fidelities[-1], **kwargs)\n", + "\n", + " # ax.set_xlabel(\"epoch\", size=8)\n", + " # if log:\n", + " # ax.set_ylabel(\"infidelity\", size=8)\n", + " # else:\n", + " # ax.set_ylabel(\"fidelity\", size=8)\n", + " fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = attrs['config']['expt']['reps']\n", + "dark_counts = np.array(threshold_counts) / n\n", + "\n", + "thermal_photon_population = []\n", + "# for i in range(len(dark_counts)):\n", + "# thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + "\n", + "\n", + "# Create subplots\n", + "fig, (ax1) = plt.subplots(1, 1, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population\n", + "ax1.plot(full_threshold_list, dark_counts, 'o-')\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel(r' $n_{meas} = \\eta_{true} x 1 + \\delta \\approx \\eta$')\n", + "ax1.set_title('Dark Counts')\n", + "\n", + "\n", + "# plt.suptitle(str('M1') + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "efficiency_list = np.array(threshold_counts) /attrs['config']['expt']['reps']" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.439245, 0.425405, 0.400725, 0.389615, 0.34898 , 0.33635 ,\n", + " 0.316495, 0.30773 , 0.28891 , 0.280335, 0.26414 , 0.2516 ,\n", + " 0.242115, 0.228545, 0.2218 , 0.20867 , 0.201435, 0.190645,\n", + " 0.181135, 0.16435 , 0.149525, 0.13596 , 0.117375, 0.092475,\n", + " 0.071765, 0.05523 , 0.04155 ])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Dark Counts')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = efficiency_list\n", + "# standard error from binomial distribution sqrt(p(1-p)/n)\n", + "probs = efficiency_list \n", + "n = attrs['config']['expt']['reps']\n", + "efficiency_list_err = np.sqrt(probs*(1-probs)/n)\n", + "# dark_counts_err = np.sqrt(dark_counts )\n", + "# efficiency_list_err = dark_counts_err/1e5\n", + "\n", + "# plt.errorbar(full_threshold_list, dark_counts, yerr=dark_counts_err, fmt='o-', capsize=5)\n", + "plt.errorbar(full_threshold_list, efficiency_list, yerr=efficiency_list_err, fmt='o-', capsize=5)\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Dark Counts')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.00110975, 0.00110552, 0.00109577, 0.00109045, 0.00106582,\n", + " 0.00105645, 0.00104001, 0.00103207, 0.00101351, 0.00100436,\n", + " 0.00098582, 0.0009703 , 0.00095785, 0.00093891, 0.00092899,\n", + " 0.00090864, 0.00089682, 0.00087835, 0.00086118, 0.00082867,\n", + " 0.00079739, 0.0007664 , 0.00071972, 0.00064778, 0.00057713,\n", + " 0.00051078, 0.00044623])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list_err" + ] + }, + { + "cell_type": "code", + "execution_count": 831, + "metadata": {}, + "outputs": [], + "source": [ + "# efficiency_list = [0.6611 , 0.63235, 0.62515, 0.61114, 0.60217, 0.57661, 0.57405,\n", + "# 0.54543, 0.53883, 0.49583, 0.49091, 0.4786 , 0.46403, 0.45069,\n", + "# 0.44733]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiency to calculate temperature for M1\n", + "This is really the efficiency-normalized false positive probability for M1" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 0%| | 0/100000 [00:00 7\u001b[0m threshold_counts, m1_running_dict \u001b[38;5;241m=\u001b[39m \u001b[43mcompute_threshold_counts\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_threshold_list\u001b[49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[1;32mIn[24], line 9\u001b[0m, in \u001b[0;36mcompute_threshold_counts\u001b[1;34m(meas_sequence_list, threshold_list, running_dict, T, E)\u001b[0m\n\u001b[0;32m 7\u001b[0m meas_sequence \u001b[38;5;241m=\u001b[39m meas_sequence_list[i]\n\u001b[0;32m 8\u001b[0m \u001b[38;5;66;03m# print(meas_sequence)\u001b[39;00m\n\u001b[1;32m----> 9\u001b[0m gamma_first_row, running_dict \u001b[38;5;241m=\u001b[39m \u001b[43mwrapper_gamma\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeas_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrunning_dict\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mT\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mE\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mE\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 11\u001b[0m P0 \u001b[38;5;241m=\u001b[39m gamma_first_row[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m+\u001b[39m gamma_first_row[\u001b[38;5;241m1\u001b[39m]\n\u001b[0;32m 12\u001b[0m P1 \u001b[38;5;241m=\u001b[39m gamma_first_row[\u001b[38;5;241m2\u001b[39m] \u001b[38;5;241m+\u001b[39m gamma_first_row[\u001b[38;5;241m3\u001b[39m]\n", + "Cell \u001b[1;32mIn[23], line 81\u001b[0m, in \u001b[0;36mwrapper_gamma\u001b[1;34m(meas_sequence, running_dict, T, E)\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m meas_sequence \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmeas_sequence\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[0;32m 80\u001b[0m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmeas_sequence\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(meas_sequence)\n\u001b[1;32m---> 81\u001b[0m gamma_matrix \u001b[38;5;241m=\u001b[39m \u001b[43mgamma\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeas_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mT\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mE\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mE\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 82\u001b[0m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgamma_first_row\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(gamma_matrix[\u001b[38;5;241m0\u001b[39m,:])\n\u001b[0;32m 83\u001b[0m idx \u001b[38;5;241m=\u001b[39m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmeas_sequence\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mindex(meas_sequence)\n", + "Cell \u001b[1;32mIn[23], line 58\u001b[0m, in \u001b[0;36mgamma\u001b[1;34m(meas_seq, T, E, ret_all)\u001b[0m\n\u001b[0;32m 54\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mgamma\u001b[39m(meas_seq,T,E, ret_all\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[0;32m 55\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[0;32m 56\u001b[0m \u001b[38;5;124;03m https://arxiv.org/pdf/1607.02529\u001b[39;00m\n\u001b[0;32m 57\u001b[0m \u001b[38;5;124;03m '''\u001b[39;00m\n\u001b[1;32m---> 58\u001b[0m alpha \u001b[38;5;241m=\u001b[39m \u001b[43mforward\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeas_seq\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mE\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 59\u001b[0m beta \u001b[38;5;241m=\u001b[39m backward(meas_seq, T, E)\n\u001b[0;32m 61\u001b[0m product \u001b[38;5;241m=\u001b[39m multiply(alpha,beta\u001b[38;5;241m.\u001b[39mT)\n", + "Cell \u001b[1;32mIn[23], line 15\u001b[0m, in \u001b[0;36mforward\u001b[1;34m(meas_seq, T, E)\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;124;03mprobability of possible state at i-th time step given all previous measurements\u001b[39;00m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;124;03m\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[38;5;124;03m\u001b[39;00m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[0;32m 14\u001b[0m num_meas \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(meas_seq)\n\u001b[1;32m---> 15\u001b[0m N \u001b[38;5;241m=\u001b[39m \u001b[43mT\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshape\u001b[49m[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m 16\u001b[0m alpha \u001b[38;5;241m=\u001b[39m zeros((num_meas, N))\n\u001b[0;32m 17\u001b[0m pi \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m0.25\u001b[39m,\u001b[38;5;241m0.25\u001b[39m,\u001b[38;5;241m0.25\u001b[39m,\u001b[38;5;241m0.25\u001b[39m] \u001b[38;5;66;03m# assume flat prior\u001b[39;00m\n", + "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'shape'" + ] + } + ], + "source": [ + "# temp_data, attrs = prev_data(expt_path, '00112_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "temp_data, attrs = prev_data(expt_path, '00015_ParityTempExperiment.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "threshold_counts, m1_running_dict = compute_threshold_counts(bb, full_threshold_list)#, m1_running_dict)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Measurement record analsysi" + ] + }, + { + "cell_type": "code", + "execution_count": 964, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_24012\\1498363134.py:31: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 964, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00008_cavity_temperature_sweep_parity.h5')\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=40)\n", + "\n", + "meas_sequences = bb[0:10000: 20]\n", + "\n", + "fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, 1, figsize=(12, 18))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [P0_lists, P1_lists, meas_sequences, ratio_list]\n", + "axs = [ax1, ax2, ax3, ax4]\n", + "titles = ['P0', 'P1', 'Measurement Record', 'P(1)/P(0)']\n", + "mins = [1e-20, 1e-20, 0 , 1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\2593989401.py:35: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00110_cavity_temperature_sweep_parity_with_without_reset.h5') # M1 dark counts\n", + "# temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5') # efficiency\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=80)\n", + "\n", + "meas_sequences = bb[0:10000: 10]\n", + "\n", + "fig, (ax4) = plt.subplots(1, 1, figsize=(12, 5))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "np.save('p1_lists.npy', P1_lists)\n", + "np.save('p0_lists.npy', P0_lists)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [ratio_list]\n", + "axs = [ax4]\n", + "titles = ['P(1)/P(0)']\n", + "mins = [1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "plt.xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "plt.legend()\n", + "plt.tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\4055057483.py:35: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00112_cavity_temperature_sweep_parity_with_without_reset.h5') # M1 dark counts\n", + "# temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5') # efficiency\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=80)\n", + "\n", + "meas_sequences = bb[0:10000: 5]\n", + "\n", + "fig, (ax4) = plt.subplots(1, 1, figsize=(12, 5))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "np.save('p1_lists2.npy', P1_lists)\n", + "np.save('p0_lists2.npy', P0_lists)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [ratio_list]\n", + "axs = [ax4]\n", + "titles = ['P(1)/P(0)']\n", + "mins = [1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "plt.xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "plt.legend()\n", + "plt.tight_layout" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Back to temp calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "full_threshold_list = [ 1e2, 1e3, 1e4, 1e5, 1e7, 1e8, 1e9, 1e10, 1e11, 1e12, 1e13, 1e14, 1e15, 1e16, 1e17, 1e18, 1e19, 1e20, 1e21, 1e23, 1e25, 1e27, 1e30, 1e35, 1e40, 1e45, 1e50]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1657,\n", + " 1533,\n", + " 1360,\n", + " 1298,\n", + " 1070,\n", + " 1006,\n", + " 899,\n", + " 859,\n", + " 762,\n", + " 721,\n", + " 666,\n", + " 614,\n", + " 579,\n", + " 526,\n", + " 497,\n", + " 454,\n", + " 426,\n", + " 376,\n", + " 342,\n", + " 290,\n", + " 241,\n", + " 198,\n", + " 155,\n", + " 115,\n", + " 79,\n", + " 50,\n", + " 31]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_idx = 0\n", + "end_idx = None\n", + "\n", + "n = attrs['config']['expt']['reps']\n", + "dark_counts = np.array(threshold_counts) / n\n", + "dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / n) # sqrt(p(1-p)/n)\n", + "frequency = 4.984 #+1.4\n", + "\n", + "thermal_photon_population = []\n", + "thermal_photon_population_err = []\n", + "for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + "now = np.array(thermal_photon_population) / 2\n", + "now_err = np.array(thermal_photon_population_err) / 2\n", + "tempr = []\n", + "tempr_err = []\n", + "for i in range(len(now)):\n", + " temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " temp_err = np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr.append(temp)\n", + " tempr_err.append(temp_err)\n", + "\n", + "# Create subplots\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population with error bars\n", + "ax1.errorbar(full_threshold_list[start_idx:end_idx], thermal_photon_population[start_idx:end_idx], yerr=thermal_photon_population_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel('$\\delta/\\eta$ ')\n", + "ax1.set_title('Thermal photon population')\n", + "\n", + "# Plot M1 Temperature with error bars\n", + "ax2.errorbar(full_threshold_list[start_idx:end_idx], tempr[start_idx:end_idx], yerr=tempr_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax2.set_xscale('log')\n", + "ax2.set_xlabel('Threshold')\n", + "ax2.set_ylabel('M1 Temperature (mK)')\n", + "ax2.set_title('M1 Temperature')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1066, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 80,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 20000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'man_no': 1,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[944.25],\n", + " [1000],\n", + " [0.316677658],\n", + " [0],\n", + " [1],\n", + " ['flat_top'],\n", + " [0.005]],\n", + " 'readout_no_placeholder': 80}" + ] + }, + "execution_count": 1066, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']['expt']" + ] + }, + { + "cell_type": "code", + "execution_count": 921, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4443015985375665" + ] + }, + "execution_count": 921, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i = 5\n", + "temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + "np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))" + ] + }, + { + "cell_type": "code", + "execution_count": 962, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.errorbar(full_threshold_list, dark_counts, yerr=dark_counts_err, fmt='o-', capsize=5)\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 920, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "40.922135993882144" + ] + }, + "execution_count": 920, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp" + ] + }, + { + "cell_type": "code", + "execution_count": 915, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0003759365748738378" + ] + }, + "execution_count": 915, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i = -10\n", + "thermal_photon_population[i] * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)" + ] + }, + { + "cell_type": "code", + "execution_count": 918, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "33.33333333333333" + ] + }, + "execution_count": 918, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.0003/(0.003" + ] + }, + { + "cell_type": "code", + "execution_count": 906, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4e-05" + ] + }, + "execution_count": 906, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dark_counts[-3]" + ] + }, + { + "cell_type": "code", + "execution_count": 911, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00036647106255566675" + ] + }, + "execution_count": 911, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "thermal_photon_population_err[i]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Dataframe to save M1 with and without |1> data" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "00110_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00111_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00112_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00113_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00114_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00115_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00116_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00117_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00118_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00119_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00120_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00121_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00122_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00123_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00124_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00125_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00126_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00127_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00128_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00129_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00130_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00131_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00132_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00133_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00134_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00135_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00136_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00137_cavity_temperature_sweep_parity_with_without_reset.h5\n" + ] + }, + { + "data": { + "text/html": [ + "
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M2-D2 \n", + "14 00124_cavity_temperature_sweep_parity_with_wit... M1 \n", + "15 00125_cavity_temperature_sweep_parity_with_wit... M2 \n", + "16 00126_cavity_temperature_sweep_parity_with_wit... M1 \n", + "17 00127_cavity_temperature_sweep_parity_with_wit... M1-S1 \n", + "18 00128_cavity_temperature_sweep_parity_with_wit... M1-S2 \n", + "19 00129_cavity_temperature_sweep_parity_with_wit... M1-S3 \n", + "20 00130_cavity_temperature_sweep_parity_with_wit... M1-S4 \n", + "21 00131_cavity_temperature_sweep_parity_with_wit... M1-S5 \n", + "22 00132_cavity_temperature_sweep_parity_with_wit... M1-S6 \n", + "23 00133_cavity_temperature_sweep_parity_with_wit... M1-S7 \n", + "24 00134_cavity_temperature_sweep_parity_with_wit... M1-D1 \n", + "25 00135_cavity_temperature_sweep_parity_with_wit... M1-C \n", + "26 00136_cavity_temperature_sweep_parity_with_wit... M2 \n", + "27 00137_cavity_temperature_sweep_parity_with_wit... M2-D2 \n", + "\n", + " T \\\n", + "0 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "1 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "2 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "3 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "4 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "5 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "6 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "7 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "8 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "9 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "10 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "11 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "12 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "13 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "14 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "15 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + 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[[0.4983785974868261, 0.0016214025131738863], ... \n", + "5 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "6 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "7 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "8 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "9 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "10 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "11 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "12 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "13 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "14 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "15 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "16 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "17 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "18 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "19 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "20 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "21 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "22 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "23 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "24 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "25 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "26 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "27 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "\n", + " threshold_list \\\n", + "0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "2 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "\n", + " counts_list man_no_for_parity \\\n", + "0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "2 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "\n", + " reset single_photon \n", + "0 False True \n", + "1 False True \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "5 False False \n", + "6 False False \n", + "7 False False \n", + "8 False False \n", + "9 False False \n", + "10 False False \n", + "11 False False \n", + "12 False False \n", + "13 False False \n", + "14 True True \n", + "15 True True \n", + "16 True False \n", + "17 True False \n", + "18 True False \n", + "19 True False \n", + "20 True False \n", + "21 True False \n", + "22 True False \n", + "23 True False \n", + "24 True False \n", + "25 True False \n", + "26 True False \n", + "27 True False " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns = ['file_name', 'mode', 'T', 'E', 'threshold_list', 'counts_list', 'man_no_for_parity', 'reset', 'single_photon']\n", + "df = pd.DataFrame(columns=columns)\n", + "\n", + "modes = ['M1', 'M2', 'M1', 'M1-S1', 'M1-S2', 'M1-S3', 'M1-S4', 'M1-S5', 'M1-S6', 'M1-S7', 'M1-D1', 'M1-C',\n", + " 'M2', 'M2-D2'] * 2\n", + "file_no_start = 110\n", + "\n", + "for idx, mode in enumerate(modes): \n", + " # add row to dataframe\n", + " file_no = int(file_no_start + idx)\n", + " temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + " reset = attrs['config']['expt']['active_reset']\n", + "\n", + " prepulse_len = 0\n", + " if attrs['config']['expt']['prepulse']:\n", + " prepulse_len = len(attrs['config']['expt']['pre_sweep_pulse'][0])\n", + "\n", + " single_photon = False\n", + " if prepulse_len >1: \n", + " single_photon = True\n", + " file_no = int(file_no_start + idx)\n", + "\n", + " df.loc[idx] = [f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5', mode, T, E, [0 for i in range(len(full_threshold_list))], [0 for i in range(len(full_threshold_list))], attrs['config']['expt']['man_no'], reset, single_photon] \n", + " print(f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\3010586431.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df[ 'threshold_list'][0] = list(full_threshold_list)\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\3010586431.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df[ 'counts_list'][0] = list(efficiency_list * attrs['config']['expt']['reps'])\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\3010586431.py:3: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df[ 'threshold_list'][2] = list(full_threshold_list)\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\3010586431.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df[ 'counts_list'][2] = list(threshold_counts)\n" + ] + } + ], + "source": [ + "df[ 'threshold_list'][0] = list(full_threshold_list)\n", + "df[ 'counts_list'][0] = list(efficiency_list * attrs['config']['expt']['reps'])\n", + "df[ 'threshold_list'][2] = list(full_threshold_list)\n", + "df[ 'counts_list'][2] = list(threshold_counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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file_namemodeTEthreshold_listcounts_listman_no_for_parityresetsingle_photon
000110_cavity_temperature_sweep_parity_with_wit...M1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[87849.0, 85081.0, 80145.0, 77923.0, 69796.0, ...1FalseTrue
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200112_cavity_temperature_sweep_parity_with_wit...M1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1657, 1533, 1360, 1298, 1070, 1006, 899, 859,...1FalseFalse
300113_cavity_temperature_sweep_parity_with_wit...M1-S1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
400114_cavity_temperature_sweep_parity_with_wit...M1-S2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
500115_cavity_temperature_sweep_parity_with_wit...M1-S3[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
600116_cavity_temperature_sweep_parity_with_wit...M1-S4[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
700117_cavity_temperature_sweep_parity_with_wit...M1-S5[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
800118_cavity_temperature_sweep_parity_with_wit...M1-S6[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
900119_cavity_temperature_sweep_parity_with_wit...M1-S7[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
1000120_cavity_temperature_sweep_parity_with_wit...M1-D1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
1100121_cavity_temperature_sweep_parity_with_wit...M1-C[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
1200122_cavity_temperature_sweep_parity_with_wit...M2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2FalseFalse
1300123_cavity_temperature_sweep_parity_with_wit...M2-D2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2FalseFalse
1400124_cavity_temperature_sweep_parity_with_wit...M1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueTrue
1500125_cavity_temperature_sweep_parity_with_wit...M2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2TrueTrue
1600126_cavity_temperature_sweep_parity_with_wit...M1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
1700127_cavity_temperature_sweep_parity_with_wit...M1-S1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
1800128_cavity_temperature_sweep_parity_with_wit...M1-S2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
1900129_cavity_temperature_sweep_parity_with_wit...M1-S3[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2000130_cavity_temperature_sweep_parity_with_wit...M1-S4[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2100131_cavity_temperature_sweep_parity_with_wit...M1-S5[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2200132_cavity_temperature_sweep_parity_with_wit...M1-S6[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2300133_cavity_temperature_sweep_parity_with_wit...M1-S7[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2400134_cavity_temperature_sweep_parity_with_wit...M1-D1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2500135_cavity_temperature_sweep_parity_with_wit...M1-C[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2600136_cavity_temperature_sweep_parity_with_wit...M2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2TrueFalse
2700137_cavity_temperature_sweep_parity_with_wit...M2-D2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2TrueFalse
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"16 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "17 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "18 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "19 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "20 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "21 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "22 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "23 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "24 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "25 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "26 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "27 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "\n", + " E \\\n", + "0 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "1 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "2 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "3 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "4 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "5 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "6 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "7 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "8 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "9 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "10 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "11 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "12 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "13 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "14 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "15 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "16 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "17 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "18 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "19 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "20 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "21 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "22 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "23 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "24 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "25 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "26 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "27 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "\n", + " counts_list man_no_for_parity \\\n", + "0 [87849.0, 85081.0, 80145.0, 77923.0, 69796.0, ... 1 \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "2 [1657, 1533, 1360, 1298, 1070, 1006, 899, 859,... 1 \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "\n", + " reset single_photon \n", + "0 False True \n", + "1 False True \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "5 False False \n", + "6 False False \n", + "7 False False \n", + "8 False False \n", + "9 False False \n", + "10 False False \n", + "11 False False \n", + "12 False False \n", + "13 False False \n", + "14 True True \n", + "15 True True \n", + "16 True False \n", + "17 True False \n", + "18 True False \n", + "19 True False \n", + "20 True False \n", + "21 True False \n", + "22 True False \n", + "23 True False \n", + "24 True False \n", + "25 True False \n", + "26 True False \n", + "27 True False " + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Save dataframe " + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataFrame saved to H:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\RAM_paper_results\\datasets\\Cavity_Temp_Parity.csv\n" + ] + } + ], + "source": [ + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "\n", + "# Ensure the directory exists\n", + "os.makedirs(folder, exist_ok=True)\n", + "\n", + "# Save the DataFrame to a CSV file\n", + "df.to_csv(file_path, index=False)\n", + "\n", + "print(f\"DataFrame saved to {file_path}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Procedure: \n", + "\n", + "1. Load single photon in M1 and perform N = 40 repeated parity measurements (total of N = 1e5 shots). These parameters set the maximum threshold to be $\\lambda_{max} \\approx 10^{20}$\n", + "\n", + "2. Through Hidden Markov Analysis, we find the number of photons measured $n_{meas}$ for a range of thresholds $\\lambda$ . Given the equation $$n_{meas} (\\lambda) = \\eta_{true} (\\lambda) \\times 1 \\text{photon injected} + \\delta (\\lambda) \\approx \\eta(\\lambda)$$, we compute get efficiencies for each threshold $\\eta(\\lambda)$. Here we drop the false positive probability $\\delta < 0.01 <<\\eta_{true}$ since it is small compared to the true efficiency. \n", + "\n", + "3. To calculate mode temperature, we repeat step 1 with no injected photon. We find the thermal photons by normalizing the false positive probability $\\delta$ with the efficiency $\\eta(\\lambda)$\n", + "$$ n_{thermal} (\\lambda) = n_{meas}(\\lambda) / \\eta(\\lambda) = \\delta(\\lambda) / \\eta(\\lambda)$$\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiencies to calculate for all modes" + ] + }, + { + "cell_type": "code", + "execution_count": 850, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 100000/100000 [02:00<00:00, 829.24it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:24<00:00, 691.13it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:18<00:00, 720.53it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:41<00:00, 620.38it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:53<00:00, 575.74it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:50<00:00, 585.27it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:49<00:00, 588.70it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:42<00:00, 614.63it/s]\n" + ] + } + ], + "source": [ + "file_no_list = np.arange(13, 20, 1)\n", + "mode_labels = ['S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7']\n", + "# threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "\n", + "threshold_counts_list = []\n", + "current_running_dict = m1_running_dict\n", + "for file_no in file_no_list:\n", + " temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity.h5')\n", + " aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -63.47477176210509, readouts_per_rep=40)\n", + " threshold_counts, current_running_dict = compute_threshold_counts(bb, full_threshold_list, current_running_dict)\n", + " threshold_counts_list.append(threshold_counts)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 852, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "frequencies = 4.984 + (np.array([0, 349.41, 520.93, 696.66, 875.83, 1053.42, 1245.18, 1422.925]) * 1e-3)\n", + "# efficiency_list = np.array(efficiency_list) * 1e-5#np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "\n", + "plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list, full_threshold_list, frequencies, mode_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 714, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4.98 , 5.32941 , 5.50093 , 5.67666 , 5.85583 , 6.03342 ,\n", + " 6.22518 , 6.402925])" + ] + }, + "execution_count": 714, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "frequencies" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Storage with Active Reset\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate Efficiency" + ] + }, + { + "cell_type": "code", + "execution_count": 853, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[-64.47477176210509]" + ] + }, + "execution_count": 853, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00011_ParityTempExperiment.h5')\n", + "attrs['config']['device']['readout']['threshold']" + ] + }, + { + "cell_type": "code", + "execution_count": 854, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 107500/107500 [24:34<00:00, 72.93it/s] \n" + ] + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00011_ParityTempExperiment.h5')\n", + "threshold_list = [10]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=40)\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "active_reset_running_dict = running_dict.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 855, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 107500/107500 [23:14<00:00, 77.10it/s] \n" + ] + } + ], + "source": [ + "full_threshold_list = [ 5, 10, 100, 500, 1000, 5000, 10000, 50000, 100000, 5e6, 1e7, 5e7, 1e8, 5e8, 1e9, 5e9, 1e10, 5e10, 1e11, 5e12, 1e12, 1e13, 1e14, 1e15, 1e16, 1e17, 1e18, 1e19, 1e20, 1e21]\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, full_threshold_list, active_reset_running_dict)" + ] + }, + { + "cell_type": "code", + "execution_count": 856, + "metadata": {}, + "outputs": [], + "source": [ + "# reorder full threshold list so its lowest to highest and threshold counts are in the same order\n", + "full_threshold_list, threshold_counts = zip(*sorted(zip(full_threshold_list, threshold_counts)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Looking at maximal attainable threshold" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -88.47477176210509, readouts_per_rep=40)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P0_list = []\n", + "P1_list = []\n", + "full_meas_sequence = bb[80000]\n", + "\n", + "for ii in range (len(full_meas_sequence)):\n", + " meas_sequence = full_meas_sequence[0:ii + 1]\n", + " gamma_first_row = wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " P0_list.append(P0)\n", + " P1_list.append(P1)\n", + "\n", + "# plot the P0 and P1 probabilities\n", + "figure(figsize = (12,8))\n", + "\n", + "# plot measurement record\n", + "subplot(2,1,1)\n", + "plot(meas_sequence, 'o--')\n", + "ylim(-0.1, 1.1)\n", + "\n", + "# plot reconstructed probabilities for subsets of the measurement record\n", + "subplot(2,1,2)\n", + "semilogy(P0_list, 'o', label= \"P(n=0)\")\n", + "semilogy(P1_list, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-9)\n", + "# plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-8)\n", + "# ylim(1e-16,1e0)\n", + "ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = np.array(threshold_counts) / 1e5\n", + "\n", + "thermal_photon_population = []\n", + "# for i in range(len(dark_counts)):\n", + "# thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + "\n", + "\n", + "# Create subplots\n", + "fig, (ax1) = plt.subplots(1, 1, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population\n", + "ax1.plot(full_threshold_list, dark_counts, 'o-')\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel(r' $n_{meas} = \\eta_{true} x 1 + \\delta \\approx \\eta$')\n", + "ax1.set_title('Dark Counts')\n", + "\n", + "\n", + "# plt.suptitle(str('M1') + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 859, + "metadata": {}, + "outputs": [], + "source": [ + "efficiency_list = np.array(threshold_counts) * 1e-5" + ] + }, + { + "cell_type": "code", + "execution_count": 860, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.68422, 0.68201, 0.63019, 0.62082, 0.61202, 0.58586, 0.58308,\n", + " 0.55731, 0.55039, 0.50581, 0.50087, 0.49098, 0.47506, 0.45429,\n", + " 0.44933, 0.42851, 0.42349, 0.41536, 0.40676, 0.38281, 0.36757,\n", + " 0.35908, 0.34694, 0.32004, 0.29885, 0.28687, 0.26476, 0.25065,\n", + " 0.23505, 0.21682])" + ] + }, + "execution_count": 860, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# efficiency_list = [0.6611 , 0.63235, 0.62515, 0.61114, 0.60217, 0.57661, 0.57405,\n", + "# 0.54543, 0.53883, 0.49583, 0.49091, 0.4786 , 0.46403, 0.45069,\n", + "# 0.44733]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiency to calculate temperature for M1\n", + "This is really the efficiency-normalized false positive probability for M1" + ] + }, + { + "cell_type": "code", + "execution_count": 1098, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 107500/107500 [05:47<00:00, 309.62it/s]\n" + ] + } + ], + "source": [ + "file_no = 6\n", + "temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0],\n", + " readouts_per_rep=40)\n", + "threshold_counts, m1_running_dict = compute_threshold_counts(bb, full_threshold_list, m1_running_dict)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1096, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10000000.0,\n", + " 50000000.0,\n", + " 100000000.0,\n", + " 500000000.0,\n", + " 1000000000.0,\n", + " 5000000000.0,\n", + " 10000000000.0,\n", + " 50000000000.0,\n", + " 100000000000.0,\n", + " 1000000000000.0,\n", + " 5000000000000.0,\n", + " 10000000000000.0,\n", + " 100000000000000.0,\n", + " 1000000000000000.0,\n", + " 1e+16,\n", + " 1e+17,\n", + " 1e+18,\n", + " 1e+19,\n", + " 1e+20,\n", + " 1e+21,\n", + " 1e+25,\n", + " 1e+30,\n", + " 1e+35,\n", + " 1e+40,\n", + " 1e+45,\n", + " 1e+50)" + ] + }, + "execution_count": 1096, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "full_threshold_list" + ] + }, + { + "cell_type": "code", + "execution_count": 1099, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1277,\n", + " 1199,\n", + " 1153,\n", + " 1074,\n", + " 1064,\n", + " 952,\n", + " 922,\n", + " 891,\n", + " 839,\n", + " 767,\n", + " 692,\n", + " 673,\n", + " 642,\n", + " 537,\n", + " 459,\n", + " 426,\n", + " 364,\n", + " 324,\n", + " 281,\n", + " 226,\n", + " 106,\n", + " 14,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0]" + ] + }, + "execution_count": 1099, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 1101, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_24012\\2575242693.py:12: RuntimeWarning: invalid value encountered in scalar divide\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_24012\\2575242693.py:13: RuntimeWarning: invalid value encountered in scalar divide\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_idx = 0\n", + "end_idx = -4\n", + "\n", + "n = attrs['config']['expt']['reps']\n", + "dark_counts = np.array(threshold_counts) / n\n", + "dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / n) # sqrt(p(1-p)/n)\n", + "frequency = 4.984 +1.2\n", + "\n", + "thermal_photon_population = []\n", + "thermal_photon_population_err = []\n", + "for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + "now = np.array(thermal_photon_population) / 2\n", + "now_err = np.array(thermal_photon_population_err) / 2\n", + "tempr = []\n", + "tempr_err = []\n", + "for i in range(len(now)):\n", + " temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " temp_err = np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr.append(temp)\n", + " tempr_err.append(temp_err)\n", + "\n", + "# Create subplots\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population with error bars\n", + "ax1.errorbar(full_threshold_list[start_idx:end_idx], thermal_photon_population[start_idx:end_idx], yerr=thermal_photon_population_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel('$\\delta/\\eta$ ')\n", + "ax1.set_title('Thermal photon population')\n", + "\n", + "# Plot M1 Temperature with error bars\n", + "ax2.errorbar(full_threshold_list[start_idx:end_idx], tempr[start_idx:end_idx], yerr=tempr_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax2.set_xscale('log')\n", + "ax2.set_xlabel('Threshold')\n", + "ax2.set_ylabel('M1 Temperature (mK)')\n", + "ax2.set_title('M1 Temperature')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1097, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.012158843612114919,\n", + " 0.011410127258896816,\n", + " 0.011244962973902402,\n", + " 0.011011518047878081,\n", + " 0.01088456573031207,\n", + " 0.009922074275150352,\n", + " 0.009848718009422571,\n", + " 0.00966627196056161,\n", + " 0.009300012433171701,\n", + " 0.008912935518440105,\n", + " 0.008604048315040538,\n", + " 0.008324952508660185,\n", + " 0.008322496749024707,\n", + " 0.007566756300418986,\n", + " 0.006948660864872159,\n", + " 0.0067499038226139264,\n", + " 0.005890076908647533,\n", + " 0.004982320797171327,\n", + " 0.0047254150702426565,\n", + " 0.003942805567431476,\n", + " 0.002809665248454684,\n", + " 0.00851063829787234,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan]" + ] + }, + "execution_count": 1097, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "thermal_photon_population" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Procedure: \n", + "\n", + "1. Load single photon in M1 and perform N = 40 repeated parity measurements (total of N = 1e5 shots). These parameters set the maximum threshold to be $\\lambda_{max} \\approx 10^{20}$\n", + "\n", + "2. Through Hidden Markov Analysis, we find the number of photons measured $n_{meas}$ for a range of thresholds $\\lambda$ . Given the equation $$n_{meas} (\\lambda) = \\eta_{true} (\\lambda) \\times 1 \\text{photon injected} + \\delta (\\lambda) \\approx \\eta(\\lambda)$$, we compute get efficiencies for each threshold $\\eta(\\lambda)$. Here we drop the false positive probability $\\delta < 0.01 <<\\eta_{true}$ since it is small compared to the true efficiency. \n", + "\n", + "3. To calculate mode temperature, we repeat step 1 with no injected photon. We find the thermal photons by normalizing the false positive probability $\\delta$ with the efficiency $\\eta(\\lambda)$\n", + "$$ n_{thermal} (\\lambda) = n_{meas}(\\lambda) / \\eta(\\lambda) = \\delta(\\lambda) / \\eta(\\lambda)$$\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiencies to calculate for all modes" + ] + }, + { + "cell_type": "code", + "execution_count": 863, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 2%|▏ | 1729/107500 [00:04<04:25, 398.89it/s]\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[863], line 10\u001b[0m\n\u001b[0;32m 8\u001b[0m temp_data, attrs \u001b[38;5;241m=\u001b[39m prev_data(expt_path, \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile_no\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m05d\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_cavity_temperature_sweep_parity.h5\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 9\u001b[0m aa, bb \u001b[38;5;241m=\u001b[39m parity_temp_display(temp_data, attrs, active_reset\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, threshold \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m63.47477176210509\u001b[39m, readouts_per_rep\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m40\u001b[39m)\n\u001b[1;32m---> 10\u001b[0m threshold_counts, current_running_dict \u001b[38;5;241m=\u001b[39m \u001b[43mcompute_threshold_counts\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_threshold_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcurrent_running_dict\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 11\u001b[0m threshold_counts_list\u001b[38;5;241m.\u001b[39mappend(threshold_counts)\n", + "Cell \u001b[1;32mIn[755], line 7\u001b[0m, in \u001b[0;36mcompute_threshold_counts\u001b[1;34m(meas_sequence_list, threshold_list, running_dict)\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m tqdm(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(meas_sequence_list)), desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mProcessing\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 6\u001b[0m meas_sequence \u001b[38;5;241m=\u001b[39m meas_sequence_list[i]\n\u001b[1;32m----> 7\u001b[0m gamma_first_row \u001b[38;5;241m=\u001b[39m \u001b[43mwrapper_gamma\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeas_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrunning_dict\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 8\u001b[0m P0 \u001b[38;5;241m=\u001b[39m gamma_first_row[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m+\u001b[39m gamma_first_row[\u001b[38;5;241m1\u001b[39m]\n\u001b[0;32m 9\u001b[0m P1 \u001b[38;5;241m=\u001b[39m gamma_first_row[\u001b[38;5;241m2\u001b[39m] \u001b[38;5;241m+\u001b[39m gamma_first_row[\u001b[38;5;241m3\u001b[39m]\n", + "Cell \u001b[1;32mIn[683], line 8\u001b[0m, in \u001b[0;36mwrapper_gamma\u001b[1;34m(meas_sequence, running_dict)\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper_gamma\u001b[39m(meas_sequence, running_dict):\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m meas_sequence \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmeas_sequence\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[1;32m----> 8\u001b[0m \u001b[43mrunning_dict\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmeas_sequence\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mappend\u001b[49m(meas_sequence)\n\u001b[0;32m 9\u001b[0m gamma_matrix \u001b[38;5;241m=\u001b[39m gamma(meas_sequence, T, E)\n\u001b[0;32m 10\u001b[0m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgamma_first_row\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(gamma_matrix[\u001b[38;5;241m0\u001b[39m,:])\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "file_no_list = np.arange(0, 8, 1)\n", + "mode_labels = ['M1', 'S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7']\n", + "# threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "\n", + "threshold_counts_list = []\n", + "current_running_dict = m1_running_dict\n", + "for file_no in file_no_list:\n", + " temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity.h5')\n", + " aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -63.47477176210509, readouts_per_rep=40)\n", + " threshold_counts, current_running_dict = compute_threshold_counts(bb, full_threshold_list, current_running_dict)\n", + " threshold_counts_list.append(threshold_counts)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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foDq5u3LlSkgkEixduhR/+tOfEB0dDW9vb0gkEuzcuRPjx4+HxWKp994tqa74a343JSUlSE5OvuE8df1+iOjG2I6AiOgm/Pbbb44/13yyDgCffvopAGDGjBl4//33MWTIEPj5+TmSm835qff27dvh7++Pjz/+GI888kiTk4J6vR42m83luby8PMefG9Iq4UZq5rh23utZrVbo9fpG3bNmfG5ubp1jcnJyGjU3ERER0c246667oNVq8a9//QtffPEFFAoFHnjgAXeH1SA1X9n/4YcfIFbvJVPnT3p6eqvHV99asubctWu9ln4+GzduBAD8+c9/xrJly9C3b1/4+vo6PsRv6nuBmsR0XVW25eXljZ675nczffr0G/5uRFHEmDFjGn0voo6OSVgiopvw3nvvAQAGDBiAiIgIx/G0tDQAwKhRo1xet3fv3maLYciQIfjll18QGBiI9evXY/78+U1KxFqtVly4cMHludOnTwMAvLy80KVLl0bfo0avXr0AVFehZmRkuBxz9uxZR1K4ZjyAOtseuJr/1KlTdY6pOdfUPrpERERE9VGr1Zg5cybKy8uh1+sxdepUBAYGujusBqlp7dSQykh3qFmjXs9gMDjaCVy71mvp59OU9wINWePWVLHWlXyuay3fEDW/m/379/MbX0QtjElYIqIGeuONNxyN+l988UWnczWbQLlqVF9ZWYn333+/WWMZMGAAdu7ciaCgIGzcuBEPP/xwndWsDVGzWUBdxydMmACZrOkdbHr27Ono//XOO++4HPP2228DqH6O1/abqvkdV1ZW1jn/HXfcAQD44IMPXI7btWuXY0OE22+/vRHPgIiIiKjhFi1ahPHjx2P8+PF47LHH3B1Og917770AgHXr1jm+ReRJ/vGPf7isCl2zZg2sViuCgoIcG4ABLf986nsvkJ+f7/jWXH3X1rfG7d69O4DqFmjXs1qtWLt27U3Fe60JEybAz88Pubm5TZqHiG6MSVgionpYrVb89ttvmDZtGpYsWQIAePrpp3HXXXc5jRs9ejSA6oXf/v37Hcfz8/Nx991319ngvyn69u2L3bt3IyQkBF9++SVmzZpVb8/ZushkMqxbtw5r1651LGatViuWL1+Obdu2QSKR4G9/+1uzxf3CCy8AqP5drVu3znFPu92O1atX4/PPPwcALF261Om6mJgYCIKA/Pz8OqsfFi9ejKCgIOTl5eGBBx5AUVGR49zRo0cdfdimT5+Ofv36NdtzIiIiInJlwIAB2LFjB3bs2NGmvsZ9//3345ZbbkFxcTHGjRuHpKSkWmPOnj2LpUuXYuvWra0eX0pKChYvXuyUuNyyZQteffVVAMBzzz0HhULhONfSz6fmvcDrr7/utPnrH3/8gTvuuKPeBGtNgUJNsYcrU6dOBQCsX78eu3btchw3Go145JFHkJKSctMx1/D19cVrr70GAHjyySfx97//vVa8xcXF+Pzzz/GXv/yl0fchIiZhiYgcNmzYgJEjR2LkyJEYPnw4YmNjodFocOutt2LLli3QarX44IMP8Pe//73WtQsWLEDv3r1hNBoxYsQI9OjRAwMHDkR4eDh27tzZ7JWwNWJjY7F7926EhYXh66+/xv3333/TidjOnTvjySefxMKFCxEWFoahQ4ciODgYy5YtA1BdAXzLLbc0W8yzZ8/GU089BavVikceeQShoaEYOnQoQkJC8Mwzz0AURSxduhTTp093ui4gIMBR6Tpw4EAMGjQIY8aMwZgxY3Ds2DEA1ZuM/etf/4JGo8EPP/yAsLAwDBo0CL1798bAgQORkZGBgQMHYt26dc32fIiIiIhagk6nc/zcdtttLo9PmzatRe4tlUrx448/YsSIETh37hxGjRqFkJAQDBs2DAMHDkRgYCBiY2PxyiuvNOveBw21cuVKrF+/HsHBwRg6dCiioqIwbdo0VFRUYMqUKfjzn//cqs/nr3/9K4KDg3Hp0iX06dMHcXFx6Nu3L7p3746UlBS89dZbdV778MMPA6j+NlhMTAxuvfVWjBkzBitWrHCMeeihhzBs2DCUl5dj/Pjx6Nq1KwYNGoTg4GD88MMPjm+SNdb//u//4uWXX4bFYsGzzz6LgIAADBgwAMOGDUPXrl0RGBiIhx9+GIcOHWrSfYg6OiZhiYiuyMzMRHJyMpKTk3HkyBHo9Xp0794dDz/8MDZu3IjLly9j8eLFLq/18fHBb7/9hkcffRShoaFIT09HTk4O7rrrLhw8eBDjx49vsbh79uyJPXv2ICIiAt9++y1mzJgBs9l8U3O888472LBhAyIiInD27FmYzWaMGTMG//nPf/DXv/612WNevXo1/vvf/+LOO++E3W7H0aNHIQgCpk2bhl9++QXLly93ed1nn32Gxx9/HOHh4Th16hT27NmDPXv2oKSkxDFm9OjROHnypGPc6dOnkZWVhcGDB+Ptt99GcnJym+nHRkRERB1XYWGh48dgMNzweHPr1KkT9uzZg88//xz/8z//A1EUcfToUWRlZaFLly6YN28efvzxR8ycObPFYqjLXXfdhd27d2PkyJFITU1Fbm4u+vTpg3fffRfff/+9Y3Pc1no+YWFhOHDgAB588EH4+/vj4sWLKCkpwezZs3H06FHEx8fXee3dd9+NDRs2YNiwYSgoKEBSUhL27NnjVFErk8mwbds2PPvss+jSpQuysrJw+fJl3HvvvTh69Cj69u170zFf78UXX8TRo0exYMEChIeH4/z58zh9+jTkcjkmT56Mf/zjH/jiiy+afB+ijkwQ69pej4iI2rXdu3dj7NixiIyMdMuutkREREREN6NmE6u0tDRERUW5NxgiopvESlgiIiIiIiIiIiKiFsQkLBEREREREREREVELYhKWiIiIiKiVfP/995gwYQICAwOhVqsRHR2N+++/H5mZmQAAi8WC7777DnPmzEHv3r3h7e0NX19fDBs2DGvWrIHNZrup+0VFRUEQBJc/dfU5JyIiIqLmJ3N3AERERERE7Z0oili8eDE+/vhjxMTEYObMmfD19cXly5exZ88eZGRkICIiAqmpqbjnnnvg6+uLcePGYerUqTAYDNi6dSsee+wxJCYm4scff3T0RWwIrVaLp59+utbxwYMHN+MzJCIiIqL6cGMuIiIiIqIW9t577+Gpp57CY489hnfffbfWzt1WqxUymQzZ2dnYsmULZs+eDS8vL8f58vJyjBkzBocPH8amTZswY8aMBt23ZuMabsBIRERE5F5MwnoQu92Oy5cvw9fX96aqG4iIiIjaM1EUUVpairCwMEgkba+bVmVlJcLDw+Hn54fz589DJmvcl9G++uorPPDAA3jsscfw/vvvN+ia5kzCcq1KREREVFtD16psR+BBLl++jIiICHeHQUREROSRMjMzER4e7u4wbtr27dtRVFSEOXPmwGazYcuWLbhw4QL8/Pxw2223oVu3bg2aRy6XA8BNJ3FNJhM+/fRTZGdnw9/fHyNGjEC/fv0adJ3JZHI8zs7ORmxs7E3dm4iIiKijuNFalUlYD+Lr6wug+kXTaDRujoaIiIjIMxiNRkRERDjWSm3N4cOHAVQnT/v164fz5887zkkkEjzzzDN4++23bzjPhg0bAAATJ068qfvn5uZizpw5TscmT56Mzz//HDqdrs7r3njjDSxfvrzWca5ViYiIiK5q6FqVSVgPUvO1Lo1Gw4UtERER0XXa6lfg8/PzAQCrVq3CwIEDcfDgQfTu3RtHjx7FwoULsWrVKsTExODRRx+tc46PP/4YP/30E8aNG4fbb7+9wfeeN28eRo8ejbi4OCiVSpw5cwbLly/HTz/9hKlTpyI5ObnO3+vzzz+PZ5991vG45g0G16pEREREtd1orcqesB7EaDRCq9XCYDBwYUtERER0RVtfIy1cuBBr166FWq1GSkoKwsLCHOdOnz6Nvn37Ijo6GikpKS6v/89//oO77roLYWFh2LdvH0JDQ5sUj91ux+jRo5GUlIR///vfuOOOOxp0XVt/HYiIiIhaQkPXSG1vZwMiIiIiojZEq9UCAAYPHuyUgAWAuLg4dO3aFampqSgpKal17c8//4y7774bwcHB2LlzZ5MTsEB1C4S5c+cCAJKTk5s8HxERERHdmMcmYQ8dOoTbb78d/v7+8Pb2xtChQ/HPf/7zpuaw2+14//330bdvX6jVagQFBeHee+/FxYsXXY7/4osvsGjRIgwePBhKpRKCIGDjxo03vE9aWhoeeeQRREZGQqlUIjg4GGPHjsW//vWvm4qXiIiIiNqfnj17AgD8/Pxcnq85XllZ6XQ8MTER06dPh06nw65du9C1a9dmi6mmF2xFRUWzzUlEREREdfPInrC7d+/GpEmToFAoMHPmTGi1WmzevBkPPvgg0tPTsWTJkgbNs3jxYqxduxaxsbF44oknkJeXh2+++Qbbtm3D3r17a+3u+sILLyAjIwM6nQ6hoaHIyMi44T22b9+O6dOnAwCmTJmCrl27ori4GCdOnMCOHTswY8aMm37+RERERNR+jB07FgBw9uzZWucsFgtSUlLg7e2NoKAgx/GaBGxAQAB27dqFbt26NWtMBw4cAABERUU167xERERE5JrHJWGtVisWLFgAQRDw66+/YsCAAQCAl156CcOHD8dLL72EGTNmoHv37vXOs2vXLqxduxajRo3C9u3boVQqAQAPP/wwJkyYgEcffRR79uxxumbdunXo3r07IiMjsWLFCjz//PP13iMzMxP33HMPOnfujB07dqBLly61ngsRERERdWwxMTGYOHEitm3bhnXr1mHBggWOcytWrEBJSQlmzZoFmax6aV6TgPX398euXbtuuO61WCxITU2FXC5HTEyM4/iZM2cQFhZWqwI3KSkJ77zzDpRKJf70pz813xMlIiIiojp5XBJ2586dSE1Nxdy5cx0JWADw9fXFiy++iJkzZ+KTTz7B66+/Xu88a9euBQC8+uqrjgQsAIwfPx6TJk1CYmIiLly4gB49ejjO3XbbbTcV6+uvvw6j0Yjvv/++VgIWgGMhTUREREQd25o1azBixAg88sgj+OGHH9CrVy8cPXoUO3fuRGRkJN566y0AwLlz5zB9+nSYTCaMGTMGX331Va25oqKiMGfOHMfj7Oxs9O7dG5GRkUhPT3cc37RpE958802MHz8eUVFRUCqVOHXqFLZt2waJRIIPP/zQ5RqWiIiIiJqfx2UJd+/eDQCYOHFirXM1x66vYK1rHm9vbyQkJNQ6V5OE3bNnj1MS9maIoohNmzYhMDAQ48aNw++//449e/bAbrejf//+GDduHCSS+lvumkwmmEwmx2Oj0dioWIiIiIjIs8XExODw4cNYunQpEhMTsW3bNoSEhOCxxx7D0qVL0alTJwBAbm6uY3349ddfu5xr9OjRTknYuowdOxZnz57FkSNHsGfPHlRVVSE4OBj33XcfnnnmGQwdOrTZnh8RERG1DIvFApvN5u4wOhSpVAq5XN7s83pcErZm0yxXX7vy9/eHTqerc2OtGuXl5cjJyUF8fDykUmmt8zVz32ie+qSlpaGoqAhDhgzBo48+ig8//NDp/IABA7BlyxaEh4fXOccbb7yB5cuXNzoGIiIiImo7IiIi8Mknn9Q7ZsyYMRBF8abmjYqKcnnN6NGjMXr06Juai4iIiDyD0WiEXq93Kt6j1qNUKqHT6aDRaJptTo9LwhoMBgCAVqt1eV6j0SArK6vJc1w7rjHy8/MBAEeOHMHZs2fxySefYNq0aTAYDHj99dexdu1a3HPPPdi/f3+dczz//PN49tlnHY+NRiMiIiIaHRMREREREREREbVtRqMR2dnZ8PHxgU6ng1wuhyAI7g6rQxBFERaLBQaDAdnZ2QDQbIlYj0vCthV2ux0AYLPZ8Morrzi+Eubv74+PP/4YJ06cwIEDB5CUlISRI0e6nEOpVDr1qyUiIiIiIiIioo5Nr9fDx8cH4eHhTL66gVqthq+vL7KysqDX65stCVt/01I3qKleratK1Wg01lnhejNzXDuuMa69durUqbXOT5kyBQBw+PDhRt+DiIiIiIiIiIg6DovFApPJBK1WywSsGwmCAK1WC5PJBIvF0ixzelwStr5+rcXFxdDr9S77xV7L29sboaGhSEtLc9m8uL6+sw3VrVs3R79ZPz+/WudrjlVWVjb6HkRERERERERE1HHU5LFaYmMoujk1r0FzbYzmcUnYms0Dtm3bVutczbGGbDAwevRolJeXIzk5uda5n3/+ucHz1EWpVGLEiBEAgDNnztQ6X3MsKiqq0fcgIiIiIiIiIqKOh1Ww7tfcr4HHJWHHjx+Prl274p///CeOHTvmOF5aWopXXnkFMpnM0X8VqO6Tce7cOej1eqd5Fi5cCAB44YUXYDabHcd/+eUX/Pzzz7j11lvRo0ePJsX66KOPAgCWLVvmtFvduXPnsHHjRvj6+mLy5MlNugcRERERERERERG1bR63MZdMJsO6deswadIkjBo1Cvfffz80Gg02b96MtLQ0vPrqq07J0/fffx/Lly/HSy+9hGXLljmOjx07FgsWLMC6deswYMAA3HHHHcjLy8M333wDjUaDDz74oNa9161bh6SkJADAyZMnHcd2794NAJg+fTqmT5/uGD9z5kxs3rwZ3377Lfr164dJkybBYDDgu+++Q1VVFT777DP4+/s3/y+piUS7CFOaAfZSMyS+CiijtRAk/ISFiIiIiNyPa1UiIiJqjzwuCQtUJ1CTkpLw0ksvYdOmTTCbzYiLi8Mrr7yCBx98sMHzfPTRR+jbty8++ugjvPfee/Dx8cGUKVPw2muvuayCTUpKwqeffup0LDk52dHSICoqyikJKwgCvvrqK4wYMQLr16/HRx995GhTsGTJkia1O2gplaf0KNmaCpvhanWwVKuA35QYqON1boyMiIiIiDo6rlWJiIiovRJEURTdHQRVMxqN0Gq1MBgM0Gg0zT5/5Sk9Cr84W+f5wFm9ubglIiIij9PSayRqGK5ViYiIWl5VVRXS0tIQHR0NlUrl7nA6tIa+Fg1dI3lcT1hqGaJdRMnW1HrHlGz9A6KdOXkiIiIial1cqxIREVGN9PR0CIIAQRDQuXNn2Gw2l+NOnjzpGNerVy/H8YqKCqxatQoPPPAAevXqBYlEAkEQkJ6e3krPwDUmYTsIU5rB6WtdrtgMJpjSDK0UERERERFRNa5ViYiIWpfNLmJfaiF+PJaNfamFsHngB50ymQyXL1/Gzz//7PL8+vXrIZPV7rSan5+P5557Dl999RWqqqo8Zr8mJmE7CHtp/Yvamx1HRERERNRcGroGtZVUtXAkRERE7V/iqRyMXLkT96/dj6e+Pob71+7HyJU7kXgqx92hORkxYgS0Wi02bNhQ65zZbMaXX36J22+/vdY5nU6Hbdu2obCwEOnp6RgyZEhrhHtDTMJ2EBJfRbOOIyIiIiJqLg1dgxb/kIqSLamw5Ja3cERERETtU+KpHDz6xRHkGJw/2Mw1VOHRL454VCJWrVbjvvvuw9atW6HX653ObdmyBXq9HnPnzq11nY+PDyZMmICAgIDWCrVBmITtIJTRWki19S9uJRoFlNHaVoqIiIiIiKhaQ9aqEABY7Cjbexl5q48gf80xlB/Ohd3suk8cERFReyOKIirM1kb/lFZZ8NKW03DVeKDm2LItZ1BaZWnSfUSx+VobzJs3z1H1eq0NGzagU6dOuPPOO5vtXi2tduMEapcEiQC/KTH17jgLuwhbcRVkgerWC4yIiIiIOryGrFUD7u8FiVKK8oO5qDxbBPOlUpgvlaJk6x/w6h8E76GhUHT2acWoiYiIWlelxYbYpa77ozYHEUCusQp9lm1r0jxnXp4EL0XzpByHDRuGuLg4bNiwAU899RQAIDs7G9u2bcPTTz/tsiesp2IlbAeijtchcFbvWlUGEl85JD5y2MssyP/gOMyXy9wUIRERERF1VHWtVaVaJQJn9YZX3yCoegYg8KFYhD4/FJrJUZAGqiCabCg/kIv8fxxF3j+OouxADuwmq5ueBRERETW3uXPn4sSJE/j9998BABs3boTNZsO8efPcHNnNaTvpYmoW6ngdVLGBMKUZYC81Q+Jb3YLAXm6BfsMpWHLKUfDRCehmx0HZla0JiIiIiKj11LVWFSSC0ziprwKaMRHwvTUcpj9KqqtjTxfCkl2Gku9TYPjPH/Dq1wneQ0MgD/eBIAh13JGIiKjtUMulOPPypEZffzCtCHM+OXTDcRvnDsHQ6Mb3U1XLpY2+1pWHHnoIzz//PDZs2IBBgwZh48aNGDZsGGJjY5v1Pi2NSdgOSJAIUMX4OR2T+ioQtLAv9J+ehjndiIINpxD4QC+oYwPdEyQRERERdUiu1qr1ju3mD1U3f9jKzKg4ko/yQ7mwFlSi/FAuyg/lQh7qDe+hIfDq3wkSNd/+EBFR2yUIQpO+5j+qexBCtSrkGqpc9oUVAIRoVRjVPQhSied8gNmpUyfcfvvt+OqrrzB16lSkpKTgueeec3dYN43tCMhBopYhaH48VL0DAKsdhV+cQfnvee4Oi4iIiIjohqQ+CvjeGo7gZwchaGFfeA3oBMgEWHLKUfJjKnJeP4CiTedhSjc064YhREREbYVUIuClKdXVo9enWGsevzQl1qMSsDXmzZuH4uJizJ8/H2q1Gvfff7+7Q7ppTMKSE0Eure65NbATYAeK/3UBpb9luzssIiIiIqIGEQQByq5aBNzXE2FLhkE7pStkwV4QLXZUHMlHwYcnkPf3IyhNyoat3OLucImIiFrV5PhQfDBrIEK0KqfjIVoVPpg1EJPjQ90UWf1uv/12hISEIDs7G3fffTc0Go27Q7pp/D4O1SJIJfC/pwckXnKUJWXD8J8/YK+wQDMxkv20iIiIiKjNkHjJ4ZvQGT4jwmC+VFrdO/ZEAaz5FTD8+w8YEtOgjtfBe0gIlF21XOsSEVGHMDk+FBNiQ3AwrQj5pVXo5KvC0OgAj6yArSGTybBlyxZkZ2dj4MCB7g6nUZiEJZcEiQDtHdGQeMth/DkdpbsyYS+3wG96t1obIxAREREReTJBEKCM1EAZqYF9SldUHMtH+YFcWHLKUXmsAJXHCiDTqeE9JARegzpB6qNwd8hEREQtSioRMDymbe0DNGTIEAwZMqRBY5977jno9XoAwMmTJx3HfHx8AAB/+9vf0KtXr5YJtA5MwlKdBEGAZmwEJF4ylPyQgvKDubBXWhFwX08IMnayICIiIqK2R6KSweeWMHgPC4UluwzlB3NRcawAVn0lDD+lwbAtHerYQHgPDYEyxo8FCERERG3Qt99+i4yMDKdj3333nePPc+bMYRKWPI/PsFBIvGQo+vo8Kk/qoa+0IvCh3pAo+T8fIiIiImqbBEGAItwXinBfaO+IRuVxPcoO5sCSVYbKk3pUntRDGqCC95BgeA8KgVTD6lgiIqLWEBUVdVObaLoam56e3owRNQ9m0ahBvPoEQaKSofDzMzCllKBg7Uno5sZD6i13d2hERERERE0iUcrgPTQE3kNDYL5chvJDuag4kg9bURWMP2fAuD0Dql7V1bGqHv6sjiUiIqKbxu+UU4Opuvsj6JG+kHjJYMkqQ8GHx2EtMbk7LCIiIiKiZqMI84H/tG4I/X/D4D+jBxSRGsAOVJ0pROHG08hdeQjGHRlcBxMREdFNYRKWbooiwhdBi/tBqlXAWlCJgg+Ow5Jf4e6wiIiIiIialUQhhfegYHR6tB+CnxkIn4QwCGoZbAYTjDsuIXflQeg3nkblmUKItoZ/ZZKIiIg6JiZh6abJO3kh6NH+kAWpYTOYUPDhcZgzS90dFhERERFRi5AHe8NvSgzClgxDwH09oYjWAiJQda4IhZ+dQc7KgzD8nA5rUZW7QyUiIiIPxSQsNYrMT4mgxf0gD/eBvcKKgrUnUZVS7O6wiIiIiIhajCCXwGtAJ3Ra1BfBfx4En1s7Q+Itg91oRumuTOS+dQgF60+i4qQeos3u7nCJiIjIg3BjLmo0qbccQY/0QeHnZ2FKKYH+k9MImNkTXn2C3B0aEREREVGLkgd5we/2rtBOjELlmUKUH8yFKaUEpovVPxIfObwGBcN7SAjkOrW7wyUiIiI3YxKWmkSilEE3Jw5FX59D5alCFP3zHOzTrfAZFuru0IiIiIiIWpwgk8CrbxC8+gbBWliJ8kN5KP89F/ZSC8r2ZKFsTxaUXbXwHhYCdZwOgoxfRiQiIuqImISlJhNkEgQ80BslP6Sg/GAuSr5Pgb3CCt8x4RAEwd3hERERERG1ClmgGtrJUdBM6IKqs0UoP5SLqgvFMP1hgOkPAyReqfAaGAzvoSGQd/Jyd7hERETUipiEpWYhSAT43dUNEm85SndlwvhzOuzlFmhvj4YgYSKWiIiIiDoOQSqBOl4HdbwO1uIqlB/OQ8WhXNiMZpQlZaMsKRuKKA28h4bAq48Oglzq7pCJiIiohTEJS81GEARoJ0VB4iWD4T9pKEvKhr3CAv+7u0OQ8mtXRERERNTxyPxV0E6IhGZcF1RdKEL5wVxUnSuCOd0Ic7oRJVv+gPfATtXVsSHe7g6XiIiIWgiTsNTsfEeFQ+IlR/F3F1BxJB/2SisCH+jFT/iJiIiIqMMSpALUvQOh7h0Im8GE8sN5KD+UC1uJCWV7L6Ns72UouvjCe0gI1P2CIFFw7UxERNSeMAlLLcJ7UDAkahkK/3kOVWeLULD+FHRz4iBR8X9yRERERNSxSbVKaMZ3ge/YCJhSSlB+MAeVZ4pgvlQK86VSlPz7D3j1D4L30FAoOvu4O1wiIiJqBsyIUYtRxwYiaF489J+ehjndiIKPTkA3Lx5SX4W7QyMiIiIicjtBIkDVwx+qHv6wlZpR/vuV6tjCKpQfyEX5gVzIO/tU947tF8SCBiIiojaMjTqpRSm7ahG0qC8kPnJYcsqR/+FxWIuq3B0WEREREZFHkfoqoBkTgZA/D4ZuQR+o+wUBUgGW7DKUfJ+CnNcPoOjbCzBdMkIURXeHS0RERDeJSVhqcYowH3Ra3A9SfyVshVXI/+A4LLnl7g6LiIiIiMjjCBIBqm5+CLy/F0KXDIP2jmjIgtQQzXZUHM5DwZrjyH/3KMr2Xoa90urucImIiFpERUUFXn/9dQwcOBA+Pj5QqVQIDw/HqFGj8PzzzyM1NdUx9tixY1iyZAkmTZqEoKAgCIKAMWPGuC/4OvD7LNQqZDo1Oj3aDwXrT8GaV4H8D09ANzcOykiNu0MjIiIiIvJIUm85fEeFw2dkZ5jTjSg/mIuKk3pYcstRsiUVhp/SoO6jg/fQECgiNRAEwd0hExFRW2G3ARl7gbI8wCcYiBwBSDxjU8jS0lKMHDkSJ06cQLdu3TBr1iz4+fkhMzMTp0+fxooVKxATE4OYmBgAwA8//IA33ngDCoUCPXr0gF6vd/MzcI1JWGo1Uo0SnRb1hf7TMzBnGKFfdxIBD/aGuleAu0MjIiIiIvJYgiBAGa2FMloLvyldUXE0H2UHc2HNq0DFkXxUHMmHrJMa3kNC4TWwE6TecneHTEREnuzMFiDx/wDj5avHNGHA5JVA7FT3xXXF6tWrceLECcyfPx9r166t9SFjWloaTCaT4/GMGTMwdepU9OnTB4WFhQgNDW3tkBuESVhqVRIvOXTz41H05VlUnS9G4WdnEHBvD3j17+Tu0IiIiIiIPJ7ESw6fhM7wHhEGc2Ypyg/movJ4Aaz5lTD85w8YEtOgjq+ujlV21bI6loiInJ3ZAmx6GMB1/cWNOdXH7/3M7YnYffv2AQAef/xxl/+ORUdHOz2Oi4trlbiaiklYanUShRSBD8ei+F8XUHGsAEVfn4e93AKfhM7uDo2IiIiIqE0QBAHKLhoou2hgv7MrKo4VoPxgDiyXy1F5vACVxwsg06nhPSQYXoOCIfVRuDtkIiJqKlEELBWNv95uA376K2olYKsnByBUV8h2HdO01gRyL6AJHwIGBFR/YzolJQX9+/dvfBwehklYcgtBKoH/vT0h8ZKjbO9llGz9A7YKKzS3deGn9UREREREN0GiksHnllD43BIKc1Z1dWzFsQJY9ZUw/JQOw7YMqGMDq6tjY/wgSJzX26JdhCnNAHupGRJfBZTR2lpjiIjIA1gqgNfDWvAGYnWLghURTZtmyWVA4d3oy2fMmIEvv/wS8+fPx+HDhzFx4kQMGDAA/v7+TYvLzSTuDoA6LkEiQDulKzQTIgEApb9cQsmPqRDtrj6RISIiImr7vv/+e0yYMAGBgYFQq9WIjo7G/fffj8zMTKdxRqMRzz77LCIjI6FUKhEZGYlnn30WRqPxpu956NAh3H777fD394e3tzeGDh2Kf/7zn831lMjDKMJ94f+n7gj9f8Pg/6fukEf4AjYRlSf10K8/hdy3D8O46xJsRjMAoPKUHrkrD0K/9iSKvj4P/dqTyF15EJWnPHNTEyIiav+mTZuGN998E3a7HStXrsT48eMREBCAbt264fHHH8fFixfdHWKjCKIoMuPlIYxGI7RaLQwGAzQajbvDaVVl+y+j5MdUQATUfXUIuLcnBBk/IyAiIqL2sUYSRRGLFy/Gxx9/jJiYGEyaNAm+vr64fPky9uzZgy+//BIjR44EAJSXl2PkyJE4duwYJkyYgIEDB+L48eNITExE//79kZSUBG/vhlWX7N69G5MmTYJCocDMmTOh1WqxefNmpKWl4bXXXsOSJUsa/Bzaw+vQUZkvl6H8UC4qjuZDrLJVH5QA8jAfWLLK6rwucFZvqON1rRQlEREBQFVVFdLS0hAdHQ2VSuV8sqntCDL2Al/ec+NxD34LRI5o/H2a2I6gRmlpKRITE7F3714cPnwYBw4cgMVigUqlwjfffIOpU2v3rs3NzUVoaChGjx6N3bt3N+n+9b4W12joGontCMgj+NwSBolajqJN51F5Qg99pRWBD8VComhCDxIiIiIiD/GPf/wDH3/8MR577DG8++67kEqd1zhWq9Xx5zfffBPHjh3DX//6V6xcudJx/KWXXsLLL7+MN998E8uXL7/hPa1WKxYsWABBEPDrr79iwIABjnmGDx+Ol156CTNmzED37t2b6VmSp1KE+UAxrRu0/xONypN6lB/MhTnDWG8CFgBKtv4BVWwgWxMQEXkKQWjS1/wRMw7QhFVvwuWyL6xQfT5mXNN6wjYTX19fzJgxAzNmzAAAGAwGLFmyBGvWrMH8+fORnZ0NhaLt9DxnqSF5DK9+QdDNjoMgl8B0sQT6tSdhK7e4OywiIiKiJqmsrMTy5cvRtWtXrF69ulYCFgBksuraCFEUsW7dOvj4+GDp0qVOY55//nn4+/tj/fr1aMiX2Xbu3InU1FQ88MADjgQsUP2G5sUXX4TVasUnn3zSxGdHbYlEIYX3oGB0erQf/O+5cfLdZjCh/FAuRKu9FaIjIqIWJ5ECk2s+4L3+A7Yrjyev8IgErCtarRbvv/8+IiMjodfrcfLkSXeHdFOYhCWPourhD90jfSCoZTBnlqLgoxOwGUzuDouIiIio0bZv346ioiJMnz4dNpsNmzdvxooVK/Dhhx8iJSXFaezFixdx+fJlJCQk1Go5oFKpcOuttyI7O7vWda7UfAVv4sSJtc7VHNuzZ0+d15tMJhiNRqcfaj8a2vqr5PsUZL+0F3n/OIri7y6ibH8OzJmlEC1MzBIRtUmxU4F7PwM0oc7HNWHVx2Nrf8XfkwiCAC8vL3eH0ShsR0AeR9lFg06L+6Jg/SlY8yuQ/8Fx6ObHQx7UNv9PRkRERB3b4cOHAVRXu/br1w/nz593nJNIJHjmmWfw9ttvA4Bjo4m6WgTUHL948eIN2wjUN5e/vz90Ol29G1u88cYbDWp7QG2TxLeBX99USACzHZbsMliyy4BDNRMIkAd7QR7mA0W4D+RhPpCHerOdGBFRWxA7Feh1R3WP2LI8wCe4ugesh1TAfvTRRxg4cCCGDBlS69zmzZtx7tw5+Pn5IT4+3g3RNR6TsOSR5MHe6LS4H/QbTsGqr0TBhyegmxcPRWcfd4dGREREdFPy8/MBAKtWrcLAgQNx8OBB9O7dG0ePHsXChQuxatUqxMTE4NFHH4XBYABQ/XU7V2o2e6gZV5+GzJWVlVXn9c8//zyeffZZx2Oj0YiIiIgb3pfaBmW0FlKtAjaDuc4xUq0SwX8dDLvBDPOVJKw5uxSW7DLYK6yw5JTDklOOit/zqi8QAFknLyg6+1xNzob6QKL0jDf1RER0DYkUiB7l7ihc+umnn7B48WJ069YNCQkJCAsLQ1lZGY4dO4bffvsNEokEa9asgVKpBACcO3cOK1asAFDdBqrm2Jw5cwAAOp3O8YG3OzEJSx5LFqBC0OK+0G84BcvlchR8fAKBD8dCFePn7tCIiIiIGsxur/7atkKhwA8//ICwsDAAwKhRo/Dtt9+ib9++WLVqFR599FF3hlmLUql0vLmh9keQCPCbEoPCL87WOcZvSldIpBJIAlSQBaiAPjoA1b2LbQbTlaRsmeO/9jILrHkVsOZVAEfyr9wIkOnU1YnZzj6OBK1E1fC3oqJdhCnNAHupGRJfBZTRWm4WRkTUjq1cuRIJCQnYvn07fv31V+Tk5AAAOnfujNmzZ+OJJ57AoEGDHONzc3Px6aefOs2Rl5fnOBYZGckkLNGNSH0UCFrYF/pPz8CcZoD+k1MIvL8X1HE6d4dGRERE1CA1laiDBw92JGBrxMXFoWvXrkhJSUFJSYljbF2VrjV9WeuqbnV13/rmasg81H6p43UInNUbJVtTnSpipVol/KZ0hTre9ZpbEATI/FSQ+akc63JRFGEvNcOcVQbL5avJWZvRDGtBJawFlcCxAsccMp0a8jBvKDr7Qt7ZG4owH0i85LXuVXlK7yI+BfymxNQZHxERtW09e/bEX/7yF/zlL39p0PgxY8Y0aNNSd2MSljyeRCVD0Lx4FH51DlVnClH4xVn4390d3oND3B0aERER0Q317NkTAODn5+fyfM3xyspKp56vrtyoZ+y1rp3r2moRACguLoZer8eIESNuOA+1b+p4HVSxgU2uNBUEAVKNEupYJdSxgY7jtlIzzJfLYMkqq/5vdhlsJSZY9ZWw6itReULvGCsNUF2tmA3zgdVoRsm3F2rdy2Ywo/CLswic1ZuJWCIiajOYhKU2QZBLEPhgbxR/fxEVh/NQ/O1F2Mut8B0d7u7QiIiIiOo1duxYAMDZs7W/9m2xWJCSkgJvb28EBQUhJCQEYWFhSE5ORnl5Oby9vR1jq6qq8OuvvyIsLAzdunW74X1Hjx6NN954A9u2bcPMmTOdzm3bts0xhkiQCC3W8kvqq4C6ZwDUPQMcx2xlZlgul1dXy16pmrUVVcFWVIXKoipUntTXM+NVJVv/gCo2kK0JiIioTZC4OwCihhKkAvzv7g6fK4lXw09pKPkprU2UnBMREVHHFRMTg4kTJyIlJQXr1q1zOrdixQqUlJTgrrvugkwmgyAIWLBgAcrKyvDyyy87jX3jjTdQXFyMBQsWQBCuJp0sFgvOnTuH1NRUp/Hjx49H165d8c9//hPHjh1zHC8tLcUrr7wCmUzm2LCCqDVJfRRQ9fCHZmwEAh/sjdC/DkHY0lugWxAP7f9EQ91XB4lGccN5bAYT8t8/iqJ/XYBxRwbKD+eiKqUYVn0lRIu9FZ4JERFRwwkiM1geo6Yvl8FgcOx8S66V7smC4ac0AIDX4GD439UdgpSfgBMREbVH7WGNlJqaihEjRiA/Px933HEHevXqhaNHj2Lnzp2IjIzE/v37ERJS3WqpvLwcI0eOxLFjxzBhwgQMGjQIx48fx08//YT+/fsjKSnJqUI2PT0d0dHRiIyMRHp6utN9d+3ahUmTJkGpVOL++++HRqPB5s2bkZaWhldffRX/7//9vwY/h/bwOlDbUXEsH0Vfn2/SHBIfOaT+Ksj8lJBqlZD6K6v/7KeC1E8JiZfM6QMNIiJPUFVVhbS0NERHR0OlUrk7nA6toa9FQ9dIbEdAbZLv6HBIvGQo3lzdnsBeaUXgzF4Q5CzuJiIiIs8TExODw4cPY+nSpUhMTMS2bdsQEhKCxx57DEuXLkWnTp0cY729vbF7924sX74c3377LXbv3o2QkBA888wzeOmll5wSsDcyduxYJCUl4aWXXsKmTZtgNpsRFxeHV155BQ8++GBLPFWiZiHxvXElLAD4jAmHRCGt7jNbYoKtuAq2EhNEix32MgvsZRZYMktdXisoJJBeScpWJ2erf2RXkrRSrQKClO8viIioebAS1oOwuuDmVZ7Wo/Crc4BVhLKrFoEPx0Ki4mcLRERE7QnXSJ6BrwO1JtEuInflQdgM5jrHSLVKhPzfkFo9YUVRhL3CCluJCbaSKliLTdV/NphgvZKktZdZbhyEAEg1CkflrCNR6381acv3HkTU3FgJ6zlYCUt0DXWcDrq58Sj87AxMfxhQsPYkdHPjIPVp2CfnRERERETkeQSJAL8pMSj8ovaGdjX8pnR1uSmXIAiQessh9ZYDnX1cXita7LAaqpO0tuIrVbRXkrY1VbWwibAZzNWJ4Iw64lRJnVocSP2UkPlf89hXwY3DiIgIAJOw1A6oYvwQtLAv9BtOwZJdhoIPT0A3Px4yf35iRERERETUVqnjdQic1RslW1OdKmKlWiX8pnSFOl7X6LkFuQRynRpyndrledEuwl5uqU7IXqmedbQ8uJKotVdYIVbZYMmtgCW3wvWNJAKkWoVzywP/a1oe+CkhUUgb/TyIiKjtYBKW2gVFZx8ELe4L/fpTsOorUfDBcejmx0Me3PCeaURERERE5FnU8TqoYgNhSjPAXmqGxFcBZbS2xatLBYkAqa8CUl8FFBG+LsfYTTbYDNV9aK9W0ppgvVJdazOaALtY/ediE+pqrCDxkkHqr4JUe6Xlgb9zb1qJj5wbiBERtQNMwlK7IQ/yQtCj/aoTsfkVyP/wBHRz46Dswp5lRERERERtlSARoIrxc3cYtUiUUkg6eUHeycvledEuwlZqdmwW5pSordlAzGSDvcIKe0UZLNllrm8kE67ZLKym3cE1iVqtstk3KBbtYqsnvomI2jsmYaldkWmVCFrUF4UbT8OcWQr92pMIfCgWqh7+7g6NiIiIiIg6EEEiQKZVQqZV1jnGXmW9snHYdYnamhYIpWbAKsKqr4RVX1nnPBJfuXPLA7/rWh54yRpcTVt5Su+iBYQCflNimtQCgoioo2MSltodqbccugV9UPjFGZgulkD/6WkE3NsTXv2C3B0aEREREd2A3W5HRkYGysrK4OPjg8jISEgkzVvlR+QpJCoZFKEyINR1GzXRaofNaIatpOpKstYEm8G5T61oscNeaoG91AJLZqnLeQSF5EpCto5ErVYBQSpB5Sm9y83QbAYzCr84i8BZvZmIJSJqJCZhqV2SKKXQzY5D0abzqDyhR9HX52CvtMDnljB3h0ZEREREdThz5gwSExNhNBodxzQaDSZPnozY2Fg3RkbkHoJMAlmACrIAFVzV04qiCHuF1VE9e7XlwdU/28ssEM12WPMrYc2vhMnljaqrae3l1nrjKdn6B1SxgWxNQETUCEzCUrslyCQImNkLJV6pKN+fg5IfUmEvt8J3XAQb2xMRERF5mDNnzmDTpk21jhuNRmzatAn33nsvE7FE1xEEAVJvOaTecqCzj8sxosUGq8FVb9qriVrYRNiNlhvez2YwwbgjA179giDTeUGQ8n0VEbWMiooKrF69Gt9++y0uXLgAq9UKnU6H6OhojBw5EgsWLEBMTAwsFgu2bNmCrVu34sCBA7h06RIkEgliY2Mxe/ZsLFq0CFKp1N1PBwCTsNTOCRIBftNiIPGWo/SXSzBuz4C93ALtnV356S0RERGRh7Db7UhMTKx3TGJiInr16sXWBEQ3SZBLIdepIdepXZ4X7SLs5RaUHcxB6fZLN5yvdGcmSndmAjIB8mBvyEO8IQ+9+l+pt7y5nwIRtQCb3YYj+UdQUFGAIK8gDOw0EFKJZyQrS0tLMXLkSJw4cQLdunXDrFmz4Ofnh8zMTJw+fRorVqxATEwMYmJikJqainvuuQe+vr4YN24cpk6dCoPBgK1bt+Kxxx5DYmIifvzxR48oxmMSlto9QRCgnRAJqZcMJVv/QNney7BXWOA/owcEKRfxRERERO6WkZHh1ILAFaPRiIyMDERHR7dSVEQdgyARIPVVQBmlheuOss5kndTVvWjNdliyy2DJLnM6L9EoHAlZxZXkrCxIzfdeRB5kR8YOrDi4AnkVeY5jwV7B+NvQv+G2yNvcGFm11atX48SJE5g/fz7Wrl1bK4GalpYGk6m6uYqvry/WrFmD2bNnw8vLyzFm1apVGDNmDLZu3Ypvv/0WM2bMaNXn4AqTsNRh+CR0hsRLjqJ/XUDFsQLYK60IeLA3JArP+KSHiIiIqKMqKyu78SAAhYWFTMIStRBltBZSrQI2g7nOMVKtEsFPDwIA2IqrYMkphzmnHJbcclhyymErqoLdaIbJaIbpQvE1FwqQd/Kqrpi9tmrWR9GoWEW7CFOaAfZSMyS+CiijtfymI1ED7cjYgWd3PwsRotPx/Ip8PLv7Wbwz5h23J2L37dsHAHj88cddVrBeuxbo3LkzHn300VpjvL298eyzz+KBBx7Anj17mIQlam1eAzpBUMtQ9OVZVJ0vhn79Kehmx0Lixa/MEBEREbmLj4/rXpbX++mnn1BQUIBbbrkF/v7+LRwVUcciSAT4TYlB4Rdn6xzjN+VqWzdZoBqyQDXU8TrHebvJCktuBSzXJGYtueUQTbbqP+eUO80n8ZVfScj6XE3OBqkhyOqumq08pUfJ1lSnZLFUq4DflBinWIjaI1EUUWmtbPT1NrsNbxx8o1YCFoDj2IqDKzAsZFiTWhOoZeomff0/ICAAAJCSkoL+/fs3eh65vDrXI5N5RvrTM6IgakXqXgHQzY+HfuMZmDOMKPj4BHTz+kCqadynsERERETUNJGRkdBoNPW2JJBIJLDZbDhw4AAOHjyIuLg4JCQkIDQ0tBUjJWrf1PE6BM7q7SLJqYTflK43THJKlDIoIzVQRmocx0S7CFuJ6UoStsyRnLUWVcFeaoGptASmiyVXJ5EKkAe5qJr1VaDylN5lkthmMKPwi7MInNWbiVhq1yqtlRj2z2Eteo+8ijyM+HpEk+Y48MABeMm9bjywDjNmzMCXX36J+fPn4/Dhw5g4cSIGDBhw0x/AbtiwAQAwceLERsfSnARRFGunv8ktjEYjtFotDAYDNBrNjS+gJrHklqNg/SnYS82QBqgQND8eskDXzeqJiIjIfbhG8gwt/TqcOXMGmzZtqvP8vffeC6VSib179yI1NdVxvGvXrkhISEDXrl09YtMNovagNb7ubzfZYMkrr101W2VzOV7wllWfs9WdwpBqlQj5vyFsTUBtWlVVFdLS0hAdHQ2VSuV0rsJS0eJJ2ObQ1CQsALz11lt4+eWXnVoWxcTEYPLkyXjqqafQvXv3eq//+OOPsWjRIowbNw6//PJLo2Ko77W4VkPXSEzCehC+wWh91sJKFGw4BVthFSQ+cujmxUMR1rCvwxEREVHr4BrJM7TG63DmzBkkJiY6VcRqNBpMnjwZsbGxjmM5OTnYu3cvTp06hZq3MyEhIUhISEBsbCykUvb8J2qLRPHaqtmryVlrYSVcfHvaJc2kSKjjdZAFqLgZGLVJ9SX+mtqO4Pe83/G/v/zvDcetGb8Gg4IHNfo+TW1HUKO0tBSJiYnYu3cvDh8+jAMHDsBisUClUuGbb77B1KlTXV73n//8B3fddRfCwsKwb9++Rn9rhknYdoxvMNzDVmqGfsMpWHLKISil0M2Og7Kr1t1hERER0RVcI3mG1nod7HY7MjIyUFZWBh8fH0RGRkIicZ1IKSkpwb59+3DkyBFYLBYAgFarxfDhwzFw4EAoFGw3RdQe2M02lP2WDeP2jIZfJAFk/irIdNW9a2VBV/6rU0Pqp2S1LHmshib+GsNmt2HSd5OQX5Hvsi+sAAHBXsFIvDuxST1hW4rBYMCSJUuwZs0a6HQ6ZGdn1/q3/ueff8a0adMQFBSEPXv2oGvXro2+H5Ow7RjfYLiPvdIK/aenYU43AjIJAh/oBXVsoLvDIiIiInCN5Ck8+XWoqKjAoUOHcODAAVRUVAAA1Go1hgwZgqFDhzZ44y8i8lxVqSXQrz15w3HSABXspWaIFns9gwRHQrb6RwVZoBryIDUkvgq2NiG3askkLADsyNiBZ3c/CwBOiVgB1f+7f2fMO7gt8rZmv29zEUUR0dHRyMjIwOHDhzFo0NWK3cTERNx1110IDAzE7t270a1btybdq7mTsNyYiwiARC1D0Px4FP7zHKrOFqHwizPwv7sHvAcFuzs0IiIiIroBLy8vjB49GiNGjMDx48exd+9eFBUV4ddff8XevXvRv39/DB8+HIGB/JCdqK1SRmsh1SqcNgy7nlSrRMhzgwEBsJeaYSmohLWwElZ9Jaz6Klj1FbAWVgE2Edb8CljzK2rNISgk1yVor/5IvGRM0FKbd1vkbXhnzDtYcXAF8iryHMeDvYLxf0P/z6MTsAAgCAK8vGr3m01MTMT06dMREBCAXbt2NTkB2xJYCetBPLm6oKMQbXYUf3cRFUfyAQDaO7rCd1RnN0dFRETUsXGN5Bna0utgt9tx7tw5JCcnIzs723G8d+/eSEhIQHh4uBujI6LGqjylR+EXZ+s8HzirN9TxunrnEO3VfWet+isJ2iuJWou+ErbiKqCeAlpBLYNMp4Y8UFU7QatijRs1j5auhK1hs9twJP8ICioKEOQVhIGdBnpMC4KPPvoIAwcOxJAhQ2qd27x5M+655x5otVrk5uZCqVQ6ErD+/v7YvXs3evbs2SxxsBKWqAUJUgn87+kBiZccZUnZMPznD9grLNBMjOQnnkRERERthEQiQWxsLHr37o2MjAwkJyfj4sWLOHv2LM6ePYvIyEgkJCSgW7dudfabJSLPo47XIXBWb5RsTXWqiJVqlfCb0vWGCVgAECQCZAEqyAJUAPydzolWO6zFVVcqZ6/8FFbBWlAJm8EEsdIKS2YpLJmlteaV+MidE7NX2hvIAlUQ5J6R2CK6llQixZCQ2klOT/DTTz9h8eLF6NatGxISEhAWFoaysjIcO3YMv/32GyQSCdasWQOlUolz585h+vTpMJlMGDNmDL766qta80VFRWHOnDmt/0SuwyQs0XUEiQDtHdGQeMth/DkdpbsyYS+3wG96NzZvJyIiImpDBEFAVFQUoqKikJ+fj7179+LEiRPIyMhARkYGgoKCkJCQgPj4eMhkfGtE1Bao43VQxQbClGaAvdQMia8Cymhts7xXE2QSyIO8IA+q/VVnu9kGW1F1gtZybZJWXwl7mQX2MgvMZZbqfUauI9Uqq/vOXt/iwF8FQcYPgoiut3LlSiQkJGD79u349ddfkZOTAwDo3LkzZs+ejSeeeMLRCzY3NxcmkwkA8PXXX7ucb/To0R6RhGU7Ag/Slr7i1VGUHchByQ8pgAio++gQcF9P/iNJRETUyrhG8gzt5XUwGo3Yv38/Dh8+DLO5upLO19cXt9xyCwYNGtSiX/0kovbJXmW9rr1BVXWitqASYpW17gslgNT/yqZg1yVopX5KFgF1UK3VjoBujO0IiFqRz7BQSLzkKPr6HCpP6qGvtCLwod6QKPl/HSIiIqK2SKPRYOLEibj11ltx+PBh7N+/H6WlpY5qm8GDB2PYsGFtOtFMRK1LopJBEe4LRbiv03FRFGGvsF7X3uBqH1rRbIetsAq2wiqYLhQ7TyoVIAtUQabzqq6ivbJZmFynhkSjYLu864h2sUWqo4maEzNJRDfg1UcHiToOhZ+dhSmlBAVrT0I3Nx5Sb7m7QyMiIiKiRlKpVBg5ciRuueUWnDx5EsnJydDr9UhOTsa+ffvQr18/jBgxAkFBQe4OlYjaKEEQIPWWQ+othzLS+YMdURRhLzVf096gyilRC5sIa34lrPmVtedVSBxJWec+tCpIvOUtkqD15CRn5Sm9iz7BCvhNiWlQn2Ci1sJ2BB6kvXzFq70yZ5ZC/8kp2CuskAWpoZvfBzI/pbvDIiIiave4RvIM7f11sNvtuHjxIpKTk3Hp0iXH8R49eiAhIQFdunRh5RkRtQrRLsJWYqqumr2u/6y1uAqw132toJJBplPVam8g06khUTWuDs+Tk5yVp/Qo/OJsnecDZ/V2e4w3i+0IPAfbERC5iSLCF0GL+0G//iSsBZUo+OA4dPPjIe9Uu2k7EREREbUtEokEPXv2RM+ePZGZmYnk5GScO3cOFy5cwIULFxAeHo6EhAT07NkTEgn3CCCiliNIBMgCVJAFqIDu/k7nRJsd1qKaqtkqp0StrcQEscoKS1YZLFllteaV+MivVMy6qKBVSF3GUleS02Ywo/CLs25Ncop2ESVbU+sdU7L1D6hiAz2mapc6No9Nwh46dAgvvfQS9u3bB7PZjLi4ODz99NN44IEHGjyH3W7HmjVr8PHHH+PixYvw8fHB2LFj8dprr6F79+61xn/xxRf47bff8Pvvv+PkyZMwm8345JNPGryDWlpaGvr06YPy8nIsWrQIH374YYNjpbZB3skLQY/2v5qI/fA4dHPjoYjwvfHFRERERNQmREREYObMmdDr9di3bx+OHTuGrKwsfPPNNwgMDMSIESPQt29fyOVsT0VErUuQSiAP8oI8qHYxkGixwVpYdU2Lg6vtDeylFtjLLDCXWWBON9a6VqpVXJeYVUMaoELxluZJcoqiCNhEiFb7NT8icO1jix2iTYRosTsft1697trj1mKTU3WuKzaDCaY/SqDq5l/vOKLW4JFJ2N27d2PSpElQKBSYOXMmtFotNm/ejAcffBDp6elYsmRJg+ZZvHgx1q5di9jYWDzxxBPIy8vDN998g23btmHv3r2IjY11Gv/CCy8gIyMDOp0OoaGhyMjIaHDMoihi7ty5N/U8qW2S+SmrK2I/OQVLVhkK1p5E4MO9+Zc6ERERUTuj0+kwZcoUjBkzBgcPHsShQ4dQWFiIrVu3YufOnRg2bBiGDBkCtVrt7lCJiCDIpZCHeEMe4o3r/1ayV1mvJGgrnPrPWvSVECutsBnMsBnMMKUabuqeNoMJ+e8fhaCQXkmSXp9otTuOu4t+w+nqTc4CVJBeqTCW+V/9c2PbNBDdLI/rCWu1WtGrVy9kZWVh3759GDBgAACgtLQUw4cPx/nz53HmzBmXlazX2rVrF8aNG4dRo0Zh+/btUCqre3f+8ssvmDBhAkaNGoU9e/Y4XbNjxw50794dkZGRWLFiBZ5//vkGV8K+9957+POf/4w333wTzz77bKMqYdt7n632xm6yovDz6s26IBUQMLMnvPpw4wYiIqLmxjWSZ+DrAJhMJhw5cgT79u2D0VhdSSaXyzFo0CDccsst8PPzc2+ARESNYCu3OFXNOhK0eRWArYVSRlIBgkwCQS6BIK3+L6RC9WPZtT8CILv+WPVxq8GEikN5TQ5F4iW7mpwNUEHqf82f/ZQQpK3bgoY9YT1Hu+8Ju3PnTqSmpmLu3LmOBCwA+Pr64sUXX8TMmTPxySef4PXXX693nrVr1wIAXn31VUcCFgDGjx+PSZMmITExERcuXECPHj0c52677bZGxZySkoLnn38ef/3rX51ipvZNopRBNycORV+fQ+WpQhT98xzs063wGRbq7tCIiIiIqAUolUoMHz4cQ4cOxalTp7B3717k5eVh//79OHjwIOLj4zFixAiEhIS4O1QiogaTessh9ZZDGemcPKpKLYZ+7akbXu8zNgKKMO9aiVJcSZY6jl1JuEIqNEuPVtEuwnShuN6WBFKtAroFfao3Oiuugq2oqrqnblH1n+0V1is/rvvoQgCkfkqnytlrK2ol3nJu2kgN5nFJ2N27dwMAJk6cWOtczbHrK1jrmsfb2xsJCQm1ztUkYffs2eOUhG0Mu92OuXPnIjIyEkuXLsW+ffsafK3JZILJZHI8rvk0ndoOQSZBwAO9UfJDCsoP5qLk+xTYK6zwHRPOv4iJiIiI2impVIp+/fqhb9++SE1NRXJyMtLS0nDixAmcOHECMTExSEhIQHR0NNeERNRmKaP9INUqbpDkVEI7IdItG18JEgF+U2JcbhxWw29KTJ09dIErbRquJGStxVeTs9Yrj2EVYSs2wVZsAv6o3apBUEicK2evtDqQBVZX1Na14Rl1TB6XhL148SIAuGw34O/vD51O5xhTl/LycuTk5CA+Ph5Sae3/wdfMfaN5GmL16tXYu3cvkpKSnCpuG+KNN97A8uXLmxwDuZcgEeB3VzdIvOUo3ZUJ48/psJdboL09mjswEhEREbVjgiCgW7du6NatGy5fvozk5GScOXMGqampSE1NRWhoKBISEtC7d2+X70uIiDxZw5KcXd36vlcdr0PgrN4o2ZrqlCyWapXwm9IV6nhdvddLVDIownyAMJ9a50S7CHuZ2aly1vHn4irYjGaIZjuseRWw5lW4nt9H7tyLtqbdQaAKUo2SOYMOxuOSsAZD9ScLWq3W5XmNRoOsrKwmz3HtuMa6cOECXnjhBTz11FMYPnz4TV///PPP49lnn3U8NhqNiIiIaFJM5B6CIEA7KQoSLxkM/0lDWVI27BUW+N/dHRAEmNIMsJeaIfFVQBmt5V+0RERERO1MWFgYZsyYgaKiIuzbtw9Hjx5FTk4Ovv32W/j7+2P48OHo378/FAqFu0MlImqwpiY5W4M6XgdVbGCzv+8WJAKkGiWkGiWUUbXzS6LFDmuJc+WsrfBKRW1hFUSTDfYyC8xlFuBSae0bSAXI/JSOBG1NRa1VI4FoF+FhWzhRM/C4JGxbYbfbMWfOHISFheHVV19t1BxKpfKmq2fJs/mOCofES47i7y6g4kg+LHkVsJWaYTde+4+VAn5TYjziHysiIiIial4BAQG44447MGbMGBw6dAgHDhxAcXEx/vvf/2LXrl0YOnQohg4dCm9vb3eHSkTUIC2V5GxOgkSAKsavde8pl9TZ6kAURYiVVqfKWaeK2mITYBNhLaxO2JquudbqK8A21huWggrIlPbq/rrSq/11IRWqNzPzoN8/NYzHJWFrqlfrqlKt2XGsqXNcO64x3nvvPezfvx87d+6El5fr3iLUMXkPCoZELUPhF2dhya7d2NtmMKPwi7MInNWbiVgiIiKidsrb2xtjxozBiBEjcOzYMezbtw/FxcXYs2cPkpOTMWDAAAwfPhwBAQHuDpWI6IbckeRsywRBgOAlh8JLDkW4b63zol2EzWiCtfBqgramotZuqqoeZK+uthUtdtc3qUnGXtkAzSlRKxFatCe5KIoQTTaIdhGCRICglLIHegN4XBL22n6tgwYNcjpXXFwMvV6PESNG1DuHt7c3QkNDkZaWBpvNVqv/Un19Zxvq2LFjEEURY8eOdXn+o48+wkcffYRp06bhhx9+aPR9qG1S9QqARC2DvdxS55iSrX9AFRvIT6+IiIiI2jGFQoGhQ4di0KBBOHv2LJKTk5GTk4NDhw7h8OHDiI2NRUJCAsLCwtwdKhERtRJBIkDmp4LMT1XrXFVVFcr++AOyQBVkMiVEmx2i1Q7RKgK2K/8VRcAmQrTZIJptLm4ACFIJcCVBK0ivTdQ2rYrWXmmBtaS6ktfhSmsFiVre6Hk7Ao9Lwo4ePRpvvPEGtm3bhpkzZzqd27Ztm2NMQ+b5+uuvkZycjFtvvdXp3M8//9zgeeqbXyar/evLycnBf//7X/Tq1QsJCQkYMGBAo+9BbZcpzVBvAhYAbAYTTGkGfppIRERE1AFIpVLEx8cjLi4O6enpSE5ORkpKCk6fPo3Tp08jOjoaCQkJiImJYTUREVEHJwgCJHIpJKraeSdRFAG7CNEqQrTZgSsJWtF2NVELERCtV865uoGkumJWkArViVrplcc17Q7q+HfIXmmBtbCq9okrrRVkgWi2RGxFRQVWr16Nb7/9FhcuXIDVaoVOp0N0dDRGjhyJBQsWICYmBgCwdu1abNmyBadOnUJ+fj5kMhmioqIwbdo0PP300x7zrROPS8KOHz8eXbt2xT//+U88+eST6N+/PwCgtLQUr7zyCmQyGebMmeMYr9frodfrodPpoNNd/Wr3woUL8fXXX+OFF17Ajh07HA3wf/nlF/z888+49dZb0aNHj0bHOXfuXMydO7fW8d27d+O///0vRo8ejQ8//LDR81PbZi8133jQTYwjIiIiovZBEARER0cjOjoaubm52Lt3L06dOoW0tDSkpaUhODgYI0aMQHx8fK1v9BEREQmCcKUVAQDU/ndCrKmStdqvJmatdohXjsFencS1V5pRdfIYrEV6yAJ0UPXpD6Hm3x3pdRW0VxK11hJTrftdy1pihlwla/KHiaWlpRg5ciROnDiBbt26YdasWfDz80NmZiZOnz6NFStWICYmxpGE/fzzz1FcXIxRo0YhNDQUJpMJ+/fvxyuvvIJPP/0UBw4cQEhISJNiag5NTsKWl5ejpKQENpuL8mcAXbp0ubmAZDKsW7cOkyZNwqhRo3D//fdDo9Fg8+bNSEtLw6uvvuqUPH3//fexfPlyvPTSS1i2bJnj+NixY7FgwQKsW7cOAwYMwB133IG8vDx888030Gg0+OCDD2rde926dUhKSgIAnDx50nFs9+7dAIDp06dj+vTpN/V8qGOS+DZs19uqC8VQdvOD1Ie75BIRERF1NCEhIfjTn/6EcePGYf/+/Thy5Ajy8vLw/fff45dffsHw4cMxcOBAbuZLREQNJggCUNMb1gXRLsKY+DPyV66ANS/PcVwa1Am6x/4Mn5Fjq9se2AARrnN9dbLZYa+0QqJuWiJ29erVOHHiBObPn4+1a9fWmistLQ0m09WE8LZt26BSXW3tUNOz9sVlS/H6yjfw9ttv4+233250PM2l0UnY9evXY9WqVTh//nydYwRBgNVqvem5x44di6SkJLz00kvYtGkTzGYz4uLi8Morr+DBBx9s8DwfffQR+vbti48++gjvvfcefHx8MGXKFLz22msuq2CTkpLw6aefOh1LTk5GcnIyACAqKopJWGoQZbQWUq0CNkP9la4VR/JRcbwAXv07wSchDIown1aKkIiIiIg8hZ+fHyZPnozRo0fj8OHD2L9/P4xGI37++Wfs2bMHQ4YMwdChQ+HrW3tzFyIioptRumM7Lv/52eq+stew6QuQt/xvkP397/AZO96pB211T9orVbQ3YCuqqk7dSoTq3rMSobrtgfTax5Krx2vGXWPfvn0AgMcff9xlMjc6Otrp8bUJ2Gt71v5p/BS8vvINXDx9HvZKi9t71gqiKN74N3idDz74AI899hhkMhkSEhIQHh7usj8qAHzyySdNDrKjMBqN0Gq1MBgM0Gg07g6HmqjylB6FX5yt87zPyM4wZxhhzix1HFN21cJnZGeoegVwwy4iIqIruEbyDHwdWo/FYsGJEyewd+9eFBYWAqjuKduvXz+MGDHCqQ0bERG1L1VVVUhLS0N0dLRTchG4UuFZWdnouUWbDX/ccSes+fmuBwiArFMwuv5769XWBFfYTVZY9S76wbqaRqW6uUpYwTlJO/t/5+Grf32Nbz7/Cnf/6e6ryVqppHrTsQb2rH3z/VV4ceVyPP/kX7DsLy9CFqi6qURsfa/FtRq6RmpUErZnz54oLi5GUlJSk/qqkjMubNufylN6lGxNdaqIlWqV8JvSFer46sWz6ZIRZUnZqDylB+xXxgSo4DMiDN6Dg1024iYiIupIuEbyDHwdWp/dbsf58+eRnJyMrKwsx/GaTYAjIiLcGB0REbWE+hJ/9ooKnB84yE2RNVyPQ4cgqNTVvWmv9KAVbWLtx/bqTcSut+Xn/2DGgvuh8dVg4UPzcdut49A/ri/8/fwBAYBE4lxFeyWB+8m6DcjIzEBpWRmOnTqOPft+Q//4fkj8akv1tVIJ5CFeDU4Qe0QSVqVSYcGCBXj//fdv9lKqBxe27ZNoF2FKM8BeaobEVwFltNZllau1xITyfZdRdjAXYmV1Gw9BKYX34GD4jAiDLFDd2qETERF5BK6RPANfB/e6dOkSkpOTndrBdenSBQkJCejevTskEte9/4iIqG1pD0nYnkd+h8TL64bjRFEERDgSstX/rU7Urvr7Krz61hsoKy9zjO8aGY2JY27D4/MfRffobrXmmzDjdvy6P8nx+LZbx+GTd9eiky7IcUymUze42M0jkrBdu3bFpEmTXG5uRY3HhS0BgN1sQ8WRfJQlZ8NacOVrBgKg6h0I35FhUERrm7zTIBERUVvCNZJn4OvgGQoKCrB3716cOHHCsTmyTqfDiBEj0Ldv3zrbxBERUdvQku0IKg4fRubCRTccF/HxR/AaPNjlOXuVBdYSM2C7Jp0olUDmJ4dEVf1Vf0Gtbpa8RWlpKRITE7F3714cPnwYBw4cgMVigUqlwlef/RNT/ucOR9JWNNshmqv/XdQXFeLg0UNY8vpSGI1G/PjZt+jTO7461AAVpF4Na0ngEUnYV155BevXr8fp06fh7e19s5dTHbiwpWuJdhGmlBKUJmXDdKHYcVwe6g2fkZ3h1S+ozt0OiYiI2pP2sEaKiopCRkaGy3OLFi3Chx9+6HjckDctly5datBX0W/mvjfSHl6H9sRoNOLAgQM4fPiwY4doHx8f3HLLLRg8eHC9bxaJiMhzNTTx1xiizYaU8bfBmpdXa2MuAIAgQBYcjG6/7KjVE9ZpHlGEaLJBtIsQJAIEpbRVisUMBgOWLFmCNWvWQKfTITs7GwqFAgBgr7LCqndOUGdezkLcrQPQt3c8krbuAtAGK2FtNhvuv/9+ZGVlYcWKFRgwYAB36mwGXNhSXSz5FShLzkbFkXyIlurGsRIfOXxuCYX3sFBIfRVujpCIiKjltIc1UlRUFEpKSvD000/XOjd48GDceeedjsfLli1zOUdKSgq+/PJL9O7dG2fOnGn2+95Ie3gd2qOqqiocOXIE+/btQ2lp9YavCoUCgwcPxrBhw6DVat0cIRER3YyWTMICgHHbNmQ/9XT1g2tTgleSqJ3fXQ3NxInNft/mIooioqOjkZGRgcOHD2PQoEGO45bccucKXQBDJ4/EiTMnUXQ+B14+Pm7tCduo76rUZJlFUcTYsWPrHCcIAqxWa2NuQUTXkHfygv9d3aGdFIWyg7ko33sZNqMZxh2XYNyVCa/+neCTEAZFmI+7QyUiIqI6+Pn51ZlgvVZdY5544gkAwIIFC1rkvtQ2qVQqjBgxAkOHDsWpU6eQnJzsaFmwf/9+9OnTByNGjEBwcLC7QyUiIg+gmTgReHc18l5/A9bcXMdxWXAwgpc879EJWKA61+jlot+sIAiQ+SlhLaxyOp6bnwtBECCVSCHzU7i1vWOjkrCjRo1iT0oiN5B4yaEZEwHfUZ1ReaoQZcnZMF8qRcXveaj4PQ/Krlr4JHSGqneAy82/iIiIqG2qqqrCl19+CYVCgYceesjd4ZAHkslk6N+/P/r164eLFy8iOTkZGRkZOH78OI4fP47u3bsjISEBkZGRtd7L2e12ZGRkoKysDD4+PoiMjORGX0RE7Zhm4kT4jh+PisO/w1pQAFlQELwGD6q3BUFr+uijjzBw4EAMGTKk1rnNmzfj3Llz8PPzQ3x8PAoLC5Gbm4u4uDhI1HLIAqs3Phetdrz69zeQV5CPsSPHwDtMC4m6Yb1gW0qjkrC7d+9u5jCI6GYIUgm8+gXBq18QTJeMKEu+jMqTBTD9YYDpDwOkASr4jAiD9+DgBvc6ISIiopZlMpnw6aefIjs7G/7+/hgxYgT69evXoGs3b96M4uJi3HPPPQgKCrrxBc1wX5PJ5Og1ClR/1Y48nyAI6NGjB3r06IGsrCzs3bsXZ86cwcWLF3Hx4kV07twZCQkJ6NWrFyQSCc6cOYPExESn11ej0WDy5MmIjY114zMhIqKWJEil8B421N1huPTTTz9h8eLF6NatGxISEhAWFoaysjIcO3YMv/32GyQSCdasWQOlUomzZ89iwIABGDp0KGJjYxESEoKCggIk/ZaE8xfOIyQkBGvWfuD2BCzQyJ6w1DLYZ4uawlpiQvn+yyg7kAuxsroNiKCUwntwMHxGhEEWqHZzhERERI3THtZIdW2QNXnyZHz++efQ6XT1Xj9+/Hjs3LkTiYmJmDRpUqvcd9myZVi+fHmt4235deioCgsLsW/fPhw9ehQ2W/XO0QEBAYiKisKRI0fqvO7ee+9lIpaIqJW1dE/YtuD8+fPYsmULtm/fjpSUFOTk5AAAOnfujJEjR+KJJ55w9IItLi7GW2+9hd27dyM1NRVFRUVQqVTo3r077rjjDjz99NMIDAxsVBwesTHXtbKzs3H8+HHHjfr374/OnTs3ZcoOqz28wSD3s5ttqDiaj7KkbFgLruwMKACq3oHwSQiDsqvW6Stool2EKc0Ae6kZEl8FlNFatjIgIiKP0h7WSC+//DJGjx6NuLg4KJVKnDlzBsuXL8dPP/2E4cOHIzk5uc52X2lpaYiJiUFERATS0tJu6mviTbmvq0rYiIiINv06dHRlZWU4ePAgDh48iKqqqhuO12g0ePrpp9magIioFTEJ6zk8Jgn7xx9/YPHixfjll19qnRs/fjzWrFmDbt26NWbqDqs9vMEgzyHaRZhSSlCalA3ThWLHcXmoN3wSOsOrXxCqzhehZGsqbAaz47xUq4DflBio4+uvyCEiImot7XWNZLfbMXr0aCQlJeHf//437rjjDpfjXnzxRbz66qt46aWXmmWDrYbe93rt9XXoiEwmE3bs2IFDhw7dcOzs2bMRHR3dClERERHAJKwnae4kbKM+0szKykJCQgJ27NiBXr16YeHChVi6dCkWLVqE2NhY7NixA6NGjUJmZmZjpieiZiBIBKh6+CNoXjyCnx0E72EhEOQSWHLKUfztBVx+bT8KvzjrlIAFAJvBjMIvzqLylN5NkRMREXUMEokEc+fOBQAkJye7HGO327Fx40ZIJBLMmzev1e5L7ZtSqUSXLl0aNHbbtm3YvXs3zp8/D6PRCHazIyIiapxG7dizbNky5OXl4eOPP8aCBQtqnV+/fj0WLlyIl19+GWvXrm1ykETUNPJOXvC/qzu0k6JQdjAXZXuzYTda6r2mZOsfUMUGsjUBERFRC6rpyVpRUeHyfGJiIrKysjBp0qQGJ82a477U/vn4+DRoXE5OjqMXHwB4e3sjNDTU6cfPz6/OthZERERUrVFJ2J9//hlTp051mYAFgPnz52Pr1q346aefmhQcETUviZccmjERUHT2gX79qXrH2gwmmNIMUMX4tU5wREREHdCBAwcAVG+g5cr69esBoM51d0vdl9q/yMhIaDQaGI3GOsd4e3tj5MiRyM3NxeXLl6HX61FeXo6UlBSkpKQ4xqlUqlqJ2YCAAPaSJSIiukajkrD5+fmIi4urd0xcXByTsEQeyl5efxVsjaKvz0Edp4MyRgtlVz9IveUtHBkREVH7c+bMGYSFhcHPz8/peFJSEt555x0olUr86U9/qnVdQUEBtm7dCp1Oh6lTp9Y5v8ViQWpqKuRyOWJiYpp8X+oYJBIJJk+ejE2bNtU55o477kBsbKzjsdlsRl5enqM6NicnB/n5+Y6eeWlpaY6xCoUCISEhCAsLcyRmAwMDIZVKbzpWu92OjIwMlJWVwcfHB5GRkUzwEhFRm9OoJGxQUBBOnz5d75gzZ84gKCioUUERUcuS+CoaNM5eakH5/hyU76/+Cpo81BvKGL/qpGy0FhJVo/4KISIi6lA2bdqEN998E+PHj0dUVBSUSiVOnTqFbdu2QSKR4MMPP3TZauCzzz6DxWLBww8/DIWi7n+7s7Oz0bt3b0RGRiI9Pb3J96WOIzY2Fvfeey8SExOdKmI1Gg0mT57slIAFqhOrERERiIiIcByzWq3Iz893Sszm5eXBbDbj0qVLuHTpkmOsTCZDSEiIU8VsUFAQZLK615RnzpxpcHxERESerFEZlEmTJmHjxo1Yv3495s+fX+v8hg0bsHXrVsyZM6ep8RFRC1BGayHVKmptynUtiUYBvykxMKcZUJVaAmteBSw55bDklKMsKRuQAIrOvo6krCJSA4ni5isbiIiI2ruxY8fi7NmzOHLkCPbs2YOqqioEBwfjvvvuwzPPPIOhQ4e6vK6prQgae1/qWGJjY9GrV69GV5rKZDKEhYUhLCzMccxms0Gv1zslZnNycmCxWJCVlYWsrCzHWIlEguDgYKfEbHBwMORyOc6cOeOyUtdoNGLTpk249957mYglIqI2QxAbsb1lZmYmBg8eDL1ej9jYWIwePRrBwcHIy8vDr7/+itOnT0On0+Hw4cNOn5JS/YxGI7RaLQwGAzQajbvDoXau8pQehV+crfN84KzeUMfrHI9tpWaY/jDAlFoCU2oJrIVVzhdIBSi6aKCK0UIZ4wdFhC8EGb8mRkRETcc1kmfg60BNYbfbUVRUVCsxW1VVVWusIAjQ6XQoKSmBxVJ3Gy2NRoOnn36arQmIqF2pafESHR0NlUrl7nA6tIa+Fg1dIzWqEjYiIgLJyclYtGgRdu3aVas1wdixY/HBBx8wAUvkwdTxOgTO6o2SralOFbFSrRJ+U7o6JWABQOqrgFe/IHj1q24zYi2pgin1alLWZjDDnGaAOc0A7LgEQS6BIkoDZYwfVDF+kHf2gSDhrrlEREREHZFEIoFOp4NOp0OfPn0AAKIooqSkxCkpe/nyZVRUVKCgoOCGcxqNRmRkZCA6OrqlwyciImqyRjd07NatG3755RdkZWXh6NGjMBqN0Gg06N+/P5OvRG2EOl4HVWwgTGkG2EvNkPgqoIzWNihZKvNTQTZIBe9BwRBFEbbCKlRdSciaUg2wl1tgulgC08USGAEIKimU0dVVsqpufpB18mJSloiIiKgDEwQB/v7+8Pf3d7QVEEURpaWl2LdvH/bt23fDOXbu3Il+/fqhS5cu0Ol0rIolIiKP1eRddcLDwxEeHt4csRCRGwgSAaoYv6bNIQiQ6dTw0anhMywUoijCmldxJSlrgOmPEohVNlSdLULV2SIYAEi85dUbfMX4QRnjB1mgCoLApCwRERFRRyYIAjQaDXr06NGgJGxmZiYyMzMBAGq1Gl26dEGXLl0QGRmJ0NBQSKXcs4CIiDwDtzYnomYnCALkId6Qh3jDN6EzRLsIy+UymFJLUJVa3bLAXm5B5Qk9Kk/oAQBSrcKRkFXGaCHzY+8bIiIioo4qMjISGo0GRqOxzjFeXl4YNGgQMjMzkZWVhcrKSpw/fx7nz58HUL1pWHh4OCIjI9GlSxeEh4dDqVS21lMgIiJy0qAk7Lx58yAIAl5//XUEBwdj3rx5DZpcEATHrq5E1HEJEgGKcF8own3hOzoCotUOc1YpTClXkrKXjLAZzKg4ko+KI/kAAFmg6mpStqsWUl+Fm58FEREREbUWiUSCyZMnY9OmTXWOufPOOx1tDKxWK3JycnDp0iXHT2VlJdLT05Geng6g+v1paGioo1q2S5cu8PHxaY2nQ0REBEEURfFGgyQSCQRBwNmzZ9GjR48G99kRBAE2m63JQXYU3HGWOiq72QZzhhGmP6o3+jJnlQJ25zGyYC+orlTJKqO1kHjJ3RMsERG1Oq6RPANfB3KHM2fOIDEx0akiVqPRYPLkyY4ErCt2ux16vR6XLl1CRkYGLl26BIPBUGtcYGCgo31Bly5d4O/vzxZZRORWVVVVSEtLQ3R0NFQqfkPUnRr6WjR0jdSgSti0tDQAQOfOnZ0eExE1B4lCClV3f6i6+wMA7FVWmNKNMKVUb/RlySmHNa8CZXkVKNt7GRAAeZhP9SZfMVooorSQKNnvi4iIiKi9iY2NRa9evZCRkYGysjL4+PggMjLyhoVBEokEnTp1QqdOnTB48GAAgMFgcCRkL126hPz8fBQWFqKwsBBHjx4FAMf8NZWywcHB3OyLiMgNKioqsHr1anz77be4cOECrFYrdDodoqOjMXLkSCxYsAAxMTEur01LS0OfPn1QXl6ORYsW4cMPP2zl6F1rUBI2MjKy3sdERM1JopJB3SsA6l4BAABbucVRJWtKLYG1oBKW7DJYsstQ9msWIBGgiPC9utFXFw0EORfLRETUcL/88gt27tyJvXv3IisrC3q9Hl5eXggKCkKfPn0wevRo3HnnnQgJCXF3qEQdjkQiQXR0dJPn0Wq16Nu3L/r27Qug+g1+Zmamo1r28uXLKCsrw+nTp3H69GkAgFKpREREhKNaNiwsDHI5v5FFRG2f3S4i52IJyo0meGuUCO3uB4nEM74JUFpaipEjR+LEiRPo1q0bZs2aBT8/P2RmZuL06dNYsWIFYmJiXCZhRVHE3Llz3RD1jTVqY66XX34ZY8aMwa233lrnmOTkZPzyyy9YunRpo4MjIgIAqbccXn108OqjAwDYjCaYUg2oupKUtRWbYM4wwpxhROnOTEAmgTJK40jKKjr7QpB6xj8mRETkOcrKyvDee+9h7dq1uHTpEmq6dKlUKgQEBKCyshKnTp3CiRMn8OWXX0Imk2Hq1Kl45plnkJCQ4OboiaipvLy80LNnT/Ts2RMAYLFYkJ2d7aiWzczMhMlkQkpKClJSUgAAUqkUYWFhjmrZiIgIqNVqdz4NIqKblno0H799cxHlJSbHMW8/JUbd1x0xAzq5MbJqq1evxokTJzB//nysXbu2VpuYtLQ0mEwml9f+4x//QHJyMt588008++yzrRFugzUqCbts2TIsW7as3iRsUlISli9fziQsETU7qUYJrwGd4HXlHwdrUZWjSrYqtQT2Ukt1K4OUEgAZEJRSKKO1jqSsPMQbgod8wkdERO7x4YcfYtmyZcjPz0e/fv2wcOFCDB8+HIMHD3baqEcURVy8eBEHDhzAtm3b8OOPP+L777/HtGnTsGrVqmapziMizyCXyxEVFYWoqCgAgM1mQ15enqN9QUZGBsrLy5GZmYnMzEzHdcHBwU59ZdkzmYg8WerRfCR+dKrW8fISExI/OoXJi+Ldnojdt28fAODxxx932ae7rvVXSkoKnn/+efz1r3/FgAEDWjTGxmhUErYhzGYze+cQUauQBaggCwiB95AQiKIIa0GlIylr+sMAe4UVVeeKUHWuCAAg8ZJVJ2W7+UEZ4wdZkJobMBARdTBPPPEEHnzwQfzlL39BXFxcneMEQUCPHj3Qo0cPPPTQQ6isrMRXX32FN954A59//jkLDojasZqq17CwMNxyyy0QRRFFRUVOfWWLioqQl5eHvLw8HDp0CADg5+fn1FdWp9NxrUlEzUIURVjN9hsPrIPdLuK3by7UO+a3by4ivFdAk1oTyBSSJv29FxBQ3ZowJSUF/fv3b9A1drsdc+fORWRkJJYuXepI5HqSRidh6/tlms1m/PbbbwgODm7s9EREjSIIAuSdvCDv5AWf4WEQ7SIsueVXkrIGR1K28nQhKk8XAgAkvvIrm3xdScoGcAdKIqL27ty5c3Vu5lAftVqNefPmYfbs2cjKymqByIjIUwmCgMDAQAQGBmLgwIEAqvsWXlspm5eXh5KSEpSUlOD48eMAqtse1CRkIyMjERISAqmUm8oS0c2zmu34+Kk9LXqP8hIT1j3za5PmWPjuaMibsHn2jBkz8OWXX2L+/Pk4fPgwJk6ciAEDBsDf37/Oa1avXo29e/ciKSkJSqWy0fduSQ1Ownbt2tXp8d///nd88skntcbZbDbo9XpUVVXhkUceaXqERERNIEgEKMJ8oAjzge+ocIg2O8zZZVeTsulG2EstqDxWgMpjBQAAqb/ymqSsFlKNZ/4FTkREjdeYBCwA6PV66HQ6SKVSblZLRPD19UVcXJyjor6qqgpZWVmOatns7GxUVFTg3LlzOHfuHIDqtgfh4eGOatnw8HAoFAp3Pg0iIo8ybdo0vPnmm3j55ZexcuVKrFy5EkD1+m3y5Ml46qmn0L17d8f4Cxcu4IUXXsBTTz2F4cOHuyvsGxLEmh0IbiAqKspR/Xrp0iVoNBr4+fnVGieVShEQEIBx48bhxRdfhLe3d7MG3J4ZjUZotVoYDAb2ESJqJaLFDtMloyMpa84sBezOfy3KgtRQXqmSVXbVQurNHXGJiFpTS62RNmzYgHnz5jV4vF6vx7hx43DixIlmi6Et4VqV6OZZrVZcvnzZUS176dIlVFVVOY2RSCQIDQ11VMt26dKF76OJOrCqqiqkpaUhOjoaKpXztzSb2o7g8sUS/Pv94zccd+fj/RDW3a/R92lqO4IapaWlSExMxN69e3H48GEcOHAAFosFKpUK33zzDaZOnQq73Y6RI0ciPz8fJ06cgJeXFwBg9+7dGDt2LBYtWoQPP/ywUfev77W4VkPXSA2uhE1PT3f8WSKR4JlnnmEPLCJq8wS5BKorVa8AYDfZYM4woupKT1lLdhmsBZWwFlSifH8OAEAe6l2dkO3mB2WUBhJVi7XXJiKiFrRo0SL4+fnhT3/60w3HFhUVYfz48Th9+nQrREZE7YVMJnMkVoHqnoUFBQWO9gWXLl2C0WhEdnY2srOzHT0MdTqdU19ZPz8/9pUlour2e034mn9EbAC8/ZQoLzHVOcbHX4mI2Kb1hG0uvr6+mDFjBmbMmAEAMBgMWLJkCdasWYP58+cjOzsba9aswf79+7Fz505HAtZTNbgS9loZGRnw8/ODVqttiZg6LFYXEHkee4UFprTqStmq1BJY8yqcB0gARbjvlUpZLZSRGgjy+v9RFO0iTGkG2EvNkPgqoIzWQvCAf+CIiDxVS62RQkNDUVJSgn//+98YP358neNqErDHjx/H4sWLsWbNmmaLoS3hWpWoZZSUlDht9lVQUFBrjEajceorGxQUxI2widqphlZfNlbq0XwkfnSqzvOTF8UjZkCnZr9vcxFFEdHR0cjIyMDhw4fxj3/8A59++ukNr5s2bRp++OGHm7qX2yphr8X+V0TUUUi85FDHBUIdFwgAsJWaYfrDcKV9QQmshVUwXyqF+VIpSndlAlIBii4aqGK0UHbzgyLcF4Ls6gK58pQeJVtTYTOYHcekWgX8psRAHa9r9edHRNSRbdu2DaNHj8Zdd92FHTt2YOjQobXGFBcX47bbbsPx48excOHCDpuAJaKW4+fnBz8/P/Tr1w8AUF5ejszMTEe1bE5ODoxGI06dOoVTp6oTJyqVChEREY5q2bCwMMhk/HYWEd1YzIBOmLwoHr99c9GpItbHX4mR93b36AQsUF0NfG3F6+jRo13+/ZeTk4P//ve/6NWrFxISEjBgwIDWDNOlRlXC1ti3bx927NiBy5cvw2SqXcosCALWr1/fpAA7ElYXELU91pKq6g2+riRlr02uAtXtDhTRWqhitBABGH9Kr3OuwFm9mYglInKhJddI+/btw4QJE6BWq7Fnzx7ExsY6zhUXF2PChAk4cuQI5s+fj7Vr1zbrvdsarlWJ3MNsNiM7O9tRLZuZmQmLxeI0RiaToXPnzo5q2YiIiBapoCOiltfSlbA17HYRORdLUG40wVujRGh3P49oQQAAH330EQYOHIghQ4bUOrd582bcc8890Gq1yM3NhVLpeiPtNt0T9lpWqxX3338/Nm/eDFEUIQgCrs3l1jxmEpaI2juZnwqyQSp4DwqubpJeWOVIyJpSDbCXW2C6UAzTheIbzlWy9Q+oYgPZmoCIqBUNHz4cmzdvxtSpUzFp0iQkJSUhMjISJSUlmDhxIo4cOYI5c+Z0+AQsEbmPQqFAdHQ0oqOjAQA2mw25ubmO9gUZGRmoqKhARkYGMjIyAFS/Jw8ODna0L+jSpQt8fX0bfE+73Y6MjAyUlZXBx8cHkZGRbH9A1M5IJAI69/R3dxgu/fTTT1i8eDG6deuGhIQEhIWFoaysDMeOHcNvv/0GiUSCNWvW1JmA9VSNSsKuWrUK3333HebNm4f//d//xeDBg/H000/jvvvuw6+//ooVK1bgtttuw8qVK5s7XiIijyUIAuQ6NeQ6NXyGhVYnZfMqUJVagooTelgyjPVebzOYYEozODYJIyKi1jFx4kR88cUXmDlzJiZMmIAtW7bgoYcewu+//46HH36YRQVE5FGkUik6d+6Mzp07Y/jw4RBFEYWFhU6bfRUXFyM3Nxe5ubk4ePAgAMDf399ps6/AwECXm32dOXMGiYmJMBqvrl01Gg0mT57s9G0BIqKWsnLlSiQkJGD79u349ddfkZNTvUl2586dMXv2bDzxxBMYNGiQm6O8eY1qR9C3b18AwIkTJwAAEokEy5Ytw9KlSwEAp0+fxtChQ/HOO+9g0aJFzRhu+8aveBG1XxXH8lH09fkbjvMdEw7NxChWwxIRXaO11kjr1q3DwoULIZVKYbPZ8MADD+Dzzz/njuRXcK1K1HYYjUZHpeylS5eQm5tba4y3t7fTZl/BwcE4f/48Nm3aVOe89957LxOxRC2stdoR0I15RDuClJQULFiwwPFYEASnnjRxcXGYMmUKPvjgAyZhiYgASHwVDRpXujsLFccK4DUoGN6DgyHz5z+6REQtJT8/3+nx1KlTcf78eaxatQoTJ07EW2+95XKX8k6dPHvDCiIijUaD+Ph4xMfHA6hOJGRmZjoqZbOzs1FeXo6zZ8/i7NmzAAC5XA673V7vvImJiejVqxdbExARNUKjkrAKhcJpJzIfH59ai9jIyEhs3bq1adEREbUTymgtpFpFrY27riUoJBAFAbYSE0p/uYTSnZegjPGD95BgqGN1EORc7BIRNaeQkJA6q1y3b9+O8PDwWscFQYDVam3p0Do0u92G7LOnUVZSDB8/f3TuHQeJROrusIjaNJVKhe7du6N79+4AAIvFgsuXLztVy7rabPt6RqMRGRkZjv60RETUcI1KwkZERCAzM9PxuFevXvj1118dm3EBwP79+xEQENA8URIRtXGCRIDflBgUfnG2zjEB9/aEqqc/Kk8XovxwHkwpJY4fQZ0Kr/5B8B4cAkVnn1aMnIio/br11lvZasDDXDywFzs3foyyIr3jmE+ADuPmLET3YSPcGBlR+yKXyxEZGYnIyEgA1RtxJScn45dffrnhtT/88ANiYmIQGhqKsLAwdOrUCXK5vKVDJiJq8xqVhB09ejR+/PFHR9L1vvvuw3PPPYc777wTt99+O5KSkpCUlIR58+Y1d7xERG2WOl6HwFm9UbI11akiVqpVwm9KV6jjdQAAr/6d4NW/E6xFVSj/PQ8Vh/NgM5hQvi8H5ftyIA/zhveQEHj1C4LEiwteIqLG2r17t7tDoGtcPLAXW955vdbxsiI9trzzOqY+u4SJWKIWIpFIXFb/u2IwGHDkyBGnazt16uRIyoaGhiI4OJiJWSKi6zQqCTtv3jzYbDZkZWUhIiICTzzxBHbv3o1///vf+OmnnwAAQ4cOxYoVK5o1WCKitk4dr4MqNhCmNAPspWZIfBVQRmtdbsQlC1BBOyESmvFdYEopQfnhXFSeLoTlcjlKfkxFyX/+gDpOB+8hwVB29eNmXkRE1GbZ7Tbs3PhxvWN2ffoxYoYMY2sCohYSGRkJjUYDo9FY5xgfHx9MnjwZeXl5uHz5MnJyclBRUYHc3Fzk5ubi6NGjAKoTs0FBQU6J2ZCQECZmiahDa1QSduDAgfjggw8cj+VyObZs2YLDhw8jNTUVkZGRGDp0KJt1ExG5IEgEqGL8bm58D3+oevjDVm5BxbF8VBzKgyW3HJXHC1B5vABSfyW8BwXDa3AwZH7czIuIiNqW7LOnnVoQuFJaqEf22dOIiOvbSlERdSwSiQSTJ0/Gpk2b6hxz++23IzY21rHhlyiKMBgMyMnJcSRlL1++jIqKCuTl5SEvLw/Hjh0DUN1TOygoyJGUDQsLQ3BwMBSKhm1gey273Y6MjAyUlZXBx8cHkZGRzD8QkcdrVBK2LoMHD8bgwYObc0oiIrqG1FsO34TO8BkRBkt2GcoP56HiWD5sxSYYd1yC8ZdLUHbzg/eQEKhjAyHIuBglImqosrIyrF+//v+zd9/hUVbp/8ff0yd1Jr0RkpBQEnqvCqIIioAFEOmu2Na6/tZ1xVUBFXXdr2V3de0Cogh2UIkovfceSoAU0vukTqY9vz+GBMZUQiaZJOd1XbkMM+d55gwjyZnP3M99OHr0KOnp6ZjN5hpjZDJZo3omClentKiwWccJgtA0cXFxTJ8+nfj4eIeKWG9vbyZMmEBcXJzDeJlMhl6vR6/XExsbC9iD2eLiYodQNjMzk7KyMnJycsjJyakRzP6xYra+YDYhIaHR8xMEQXAlzRrCCoIgCC1DJpOh7uSFupMX+olRVJzIp2x/FpUXDFQmFlGZWITcXWnvLzs4GHWIR2tPWRAEwaUdPHiQCRMmUFBQgCRJdY4TG3k5h6fep1HjjsT/hF9YOIGRXZw8I0HouOLi4ujRo0eTK01lMhk6nQ6dTlcjmP1jxeyVwezRo0erj/f393eomK0KZhMSEmqt1C0uLmbNmjVMnz5dBLGCILgsmVTfKvOSpm6wJZPJ+OSTT5p0bEdUXFyMTqfDYDDg7e3d2tMRBKENsuRX2DfzOpjtsPmXKswTj8FBuPcNRO4mPn8TBKFtaYk10ogRI9i3bx+vvvoq99xzDyEhISgUovfolZz5OthsVj565L4GWxJU6TZ0JMOnzcQ/PKJZ5yEIQsuRJImSkpIaFbOlpaU1xspkMvz8/DAYDLVepVDF29ubJ598UrQmENo0o9FIUlISUVFRaLWi1Vxrauxr0dg1UqNC2Kb+AJPJZFit1iYd2xGJEFYQhOYi2SQqEwspO5BNRUI+WC/9qFfKce/lh/vg4Do3BJNsUqM2DhMEQWgpLbFGcnNz46677mLlypVOOX974OzXIXHvLta+ubTO+2+Y/wCZiWc4vWsbSBLIZPQYcT3Dp87ENzSs2ecjCELrqK1itrZgti7z5s0jKirKiTMUBOcSIazraO4QtlHlUElJSVc/U0EQBKHVyOQytN190Xb3xVpqovxILmX7s7Bkl1N+JJfyI7kofLX2zbwGBqHUawCoOJFH0brzDlW0Cp0a/aRo3Hr5t9bTEQRBcDo/Pz8CAgJaexodWtehI5j81EI2LfvQoSLWy8+fG+Y9QNehI+AWGHr7NHZ98yWJe3dxeudWzuzaTtz1NzDsrnvQBwW34jMQBKE5eHt74+3tTffu3atvKykpYdeuXezevbvB43/77Td69uxJeHg4oaGhKJXiKjBBEFxDoyphhZYhKmEFQXAmSZIwp5VSdiCL8iO5SJWXrlSQgaarD6ogd0q3p9d5vN/sWBHECoLQKlpijfT444+zdetWDh8+LC5jrUNLrVVtNivpp05SWlSIp96HsNieyOU1W0NkJ51n19dfcOHgPgDkCgU9x9zEsDvuxjsg0GnzEwShdSQlJbF8+fKrOkahUBAaGkp4eHj1l6enp5NmKAjNQ1TCuo5WaUcgtAwRwgqC0FJsJisVJ/Io25+NKcnQqGMUOg3BzwwWrQkEQWhxLbFGKi0tZezYsURHR/Ovf/2LsDBxefsfuepaNfPcGXZ9/SXJRw4CIFco6X3jeIbeMQ0vX/HhoSC0Fzabjbfffpvi4uI6x3h4eDB8+HDS0tJITU2lvLy8xhgfHx/Cw8Pp3Lkz4eHhBAQEiA/fBJciQljX4RIh7LZt2xo99vrrr7/a03dYrrqwFQShfbPkVWD4PYWKI7kNjvW/vzfaaL3zJyUIgnCFllojHT58mBtvvBGDwYBer0en09UYI5PJOH/+vNPm4Mpcfa2afjqBXV+vJPXEMQAUKhV9x93KkClT8dD7tPLsBEFoDgkJCaxZs6bO+6dPn05cXBxgvwqsoKCAixcvVn/l5OTUOEaj0dCpU6fqStlOnTqh0Wic9hwEoSEihLUrLy/n7bff5ptvvuHs2bNYLBb8/f2Jiopi1KhRLFiwgOjoaAAWLVrE4sWLaz2PRqPBaDQ2aQ6t0hP2j8aMGYNM1rhKKLExlyAIgmtT+rvh1sO3USFs5bkiNJHeyBSiWkAQhPZl48aNTJo0CaPRiEqlwt3dndpqFcRFZK4rrEcc055fysWTx9i5ZiXppxM49MuPHPs9nn7jJzJ48l24e9cM1gVBaDvi4uKYPn068fHxDhWx3t7eTJgwoTqABfuHZn5+fvj5+dGvXz8AKioqSE9PJzU1lYsXL5KWlkZlZSXnz5+v/oBNJpMRFBTk0MJAr9c3OgMRBOHalZSUMGrUKI4dO0ZMTAyzZ89Gr9dz8eJFTp48yWuvvUZ0dHR1CFtl3rx5REZGOtzmSn2hmzSTF154odYfQAaDgUOHDrFt2zYmTpzIoEGDrnmCgiAIgvPJvdSNGley+SKluzPR9vDBLdYPbXcf5FrX+aUmCILQVM888wySJPHVV18xdepUcWlqGxbesw93L3qdlONH2LV6JZnnznBg3Xcc/W09A26ZzKDb7kArekIKQpsVFxdHjx49SElJobS0FE9PTyIiIhr1c9vNzY2YmBhiYmIAe9FYTk6OQ7VsUVERWVlZZGVlsX//fgA8PT0dQtmQkBCXCnYEoSka24O9Nbz99tscO3aM++67j48++qhGBpmUlERlZWWN4+bPn8+YMWNaaJZXr0k/NRYtWlTv/d988w3z58+vsxRYEARBcC2aKB0KnRqrwVTnGJlKDioZUrmFiiO59spZuQxNFx3aWF/cYv1Q+nbcy2UEQWjbEhISmD17NtOnT2/tqQjNQCaTEdmnPxG9+5F0+AA716wkJ+k8e79fzeH4dQyceDsDJ05B4+7R2lMVBKEJ5HI5UVFR13wehUJBSEgIISEhDBkyBLBfVnxlKJuZmUlpaSmnTp3i1KlT1ceFhYU5BLMeHuLnidB2JO7dxaZlH1JakFd9m6evP2PnP0DXoSNacWZ2u3fvBuDRRx+ttQi0Of79twanfHQzdepUli9fzrPPPsuvv/7qjIcQBEEQmpFMLkM/KZr8lafqHON7d3e0cX6YUoupOFWAMSEfS24FleeKqDxXhGHdBVTB7mhj/XCL80MV5ik28RIEoc0ICAjAzc2ttachNDOZTEaXAYOJ6j+Ic/t3s+vrL8lLTWb3N19yeP1aBk26k/63TEKtFa+9IAh23t7e9OzZk549ewJgNpvJyMjg4sWL1W0MKioqSE1NJTU1tfo4X19fhw2//P39xVUVgktK3LuLtW8urXF7aUEea99cyuSnFrZ6EOvr6wvAuXPnqtuJNMb27dvZt28fCoWCHj16cNNNN7lUj2en1c/Hxsby/vvvO+v0giAIQjNz6+WP3+xYitadd6iIVeg06Cd1wa2XfYdpTaQOTaQObonCnFeB8VQ+FQkFmJINmLPKMWeVU7L5InIvFW49/NDG+qKJ0SNXu8alLYIgCLWZNWsWX3/9NRUVFSKMbYdkMhldh4wgZtAwzu7dya41X1CQkcaOr1Zw8JcfGTL5LvrefCsqjbiiQxAERyqVioiICCIiIgB7b/D8/HyHatnc3FwKCgooKCjg6NGjAGi1WocNv8LCwlwqDBLaJkmSsNRyGX5j2WxWNn32Qb1jNi37gM69+15TawKlRnNNfZSnTZvGF198wX333ceBAwe4+eab6d+/Pz4+9W+0+cILLzj8OSQkhOXLlzNu3Lgmz6U5ySQn7S4wbtw49u/fT1FRkTNO3y65+o6zgiB0DJJNojLJgK3EhNxLjSZK16iKVmuZGePZQoyn8jGeKUSqvLwxo0wlRxOjt/eRjfVF0cgetIIgCNAyaySTycTdd99Nfn4+S5cupV+/fniKvqEO2tNa1WazcnrnNnZ/8yVFWZkAeOh9GHL7NPrcOAGlWvyeEgSh8SoqKhxC2fT0dMxms8MYmUxGcHCwQwsDnU4nNvwSajAajSQlJREVFYVW6/jhoNlo5N/zprbSzBrv8eXfoNJe2webb7zxBkuWLKG0tLT6tujoaCZMmMATTzxB165dq2//4YcfKC4uZvTo0QQFBZGWlsZXX33F0qVLkSSJPXv20Ldv36ueQ32vxZUau0ZqUgh7Zcn9lSwWC+np6Sxbtoxly5YxZcoUvvvuu6s9fYfVnha2giB0bJLFRmWSgYqEfIynCrAWOX5aqw73Qht3qY9skLtYfAqCUK+WWCMpFPZqD0mS6v2ZJJPJsFgsTpmDq2uPa1Wb1crJbRvZ8+1qinOzAfD082fYHdPpdcM4FEpVK89QEIS2yGq1kp2dXR3KpqamUlxcXGOcl5dXdSDbuXNngoODq38fCR2XCGEvKykpIT4+nl27dnHgwAH27t2L2WxGq9WyevVqJk+eXO/xH330EQ888ABTp07l66+/vurHd4kQVi6X17s4lSSJqKgoNm3aVF2yLzSspRa2VpvEvqQCckqMBHppGRLli0L0bRQEwUkkScKcVY4xIZ+KU/mY00od7lf4aOwVsnG+9qpbheidJQiCo5ZYI40ZM6bRHwht3rzZKXNwde0xhK1itZg5sfl39ny/mtJ8+yYl3gGBDLtzBnHXj0UhdkEXBOEaGQyGGht+/TGOUSqVNTb8cnd3b6UZC62lvuDvWtsRpJ06wXevLWpw3J1/X0Sn2F5NfpxrbUdQF4PBwMKFC3nvvffw9/cnPT0ddT1Xr5hMJjw8PAgICCAjI+OqH88lQtj58+fX+pcpl8vx8fFh0KBB3H777fVOUKipJRa28ScyWbwugUyDsfq2EJ2WFyfFMaFXiFMeUxAE4UrW4kr7xl6nCjCeKwKLrfo+mVaBtrsvbrG+aLv5IHcXFUiCILTv8K8t6Qivg8Vk4vimX9n7w9eUFRYAoA8KYfjUe+gxavQ19ccTBEG4kslkIiMjo3qzr4sXL2I0GmuM8/Pzq97sKzw8HD8/P7HhVzvX2OCvKWw2Kx89ch+lBXl1jvHy82fBfz9x2d95VYWfKSkpHDhwgIEDB9Y73tfXF5vN1qR2qS4RwgrO4eyFbfyJTB5eeYg/vuBVcfr/Zg8QQawgCC3KZrJSmVhExal8jKcLsJVe0TtLbt8ETBvnh1usL0o/sVGOIHRU7SH8i4yMJCUlpdb7HnzwQYcNbRctWsTixYtrHavRaGp9k16f/fv38+KLL7J7925MJhM9e/bkySefZObMmVd1nvbwOjSW2VTJ0Q2/sO/Hb6goNgDgG9qJ4dNm0n3YKGQiABEEoZnZbLYaG37l5dUMytzc3Gps+FVfJaDQ9jgzhAVI3LuLtW8urfP+yU8tpOvQEc3+uM0pLi6OU6dONRjCJiYm0q1bN/r27cuRI0eu+nGaO4QV19V0EFabxOJ1CTUCWAAJexC7eF0C4+KCRWsCQRBajFytwK2nH249/ZBsEqa0EowJBVScyseSXU7lBQOVFwwYfrqAMsjdXiEb64c63KtRm4UJgiC4Ep1Ox5NPPlnj9kGDBtU6ft68eURGRjrcprzKy+K3bNnC+PHjUavVzJgxA51Ox3fffcesWbNITk5m4cKFV3W+jkKl1jDotjvoc9MEjvz6M/vXfktBRho/v/NP9n63mhHTZhEzZLjoaS4IQrORy+UEBAQQEBDAgAEDACgvL6+x4VdFRQWJiYkkJiZWH1fbhl+CUJeuQ0cw+amFbFr2oUNFrJefPzfMe8AlAtgPPviAAQMGMHjw4Br3fffdd5w+fRq9Xk+vXr0oKSkhKSmJPn36OIwrLCzkvvvuA+Cee+5pkXk35JoqYcvKyvjxxx85cuQIBoMBnU5Hv379mDJlCh4eHs05zw7BmdUFu8/nc89Hexoct+r+YQyP9mvWxxYEQWgKS37FpbYF+VQmGeBy1wLkniq0PextCzRdfZCrXfNSGUEQmocz1ki33XYbixcvbvASttpUVFTw7rvv4uHhwcMPP9yoY6rC1OTk5AbHVlXCbt68mTFjxlz1/KpYLBZ69OhBWloau3fvpn///oB9k4vhw4dz5swZEhISHHYXrk9HqoT9o8rycg6t/5GDP/1AZXkZAIGR0YyYPpMuA4aIMFYQhBZhtVrJyspy2PCrpKSkxjhvb+/qzb7Cw8MJCgoSG361Ic6uhK1is1lJP3WS0qJCPPU+hMX2dJkWBLfffjs//vgjMTExjBw5ktDQUEpLSzly5Ajbt29HLpezcuVK7rnnHpKTk4mKimLQoEH07t2bwMBA0tPTWb9+Pfn5+YwbN46ffvqpSRXjLlMJu2rVKh599FGKioocmknLZDL0ej3vvvsuM2bMaOrphWaWU9K4y9YaO04QBMHZlH5ueI0Kw2tUGLZyM8azhfZQ9oy9bUH5gWzKD2SDUoY2xgdtrD2UVXhrWnvqgiC0ARcvXmTIkCGMGTOGOXPmcOeddzYYLB44cICVK1fy5ZdfUlpayvLly1totk2zadMmzp8/z7333lsdwIJ9N+7nn3+eGTNm8Nlnn7F0ad2XJAp2Gnd3ht91D/3HT+Lgz99z8Je15CSf54d/vkRwTDdGTptFRN8BIowVBMGpFAoFYWFhhIWFMWzYMCRJqrHhV1ZWFsXFxZw8eZKTJ08CoFKpHDb86tSp01Vv+GWz2UhJSaG0tBRPT08iIiJEb9o2Ti5XEN6zT8MDW8Hrr7/OyJEj+e2339i2bRuZmZkAhIWFMW/ePB577LHqD9J9fX155JFH2LNnD+vWraOoqAgPDw969+7N7NmzWbBggct8CNGkEHbdunXMnj0brVbLn//8Z6677jqCgoLIzs5m27ZtfPbZZ8yePRsvLy8mTpzY3HMWmiDQq3GfnjR2nCAIQkuSu6tw7xeIe79AJKuNyqRijKfyqUjIx1pYifF0AcbTBRR9D6pOnrjF+qGN9UUV4iHeEAuCUKsjR47w2WefsWTJEv70pz+xYMECevTowYABAwgKCsLHx4eKigoKCgpITEzkwIEDGAwG5HI506dP55VXXqnRKqAhlZWVLF++nPT0dHx8fBgxYgR9+/atc/z27dvZt28fCoWCHj16cNNNN6HRNP6Dpi1btgBw880317iv6ratW7fWO9/KK3ZgLi4ubvRjt1daT09G3j2H/rdM5sBP33M4fh1Z587y7asvEto9jpHTZ9O5l2u+oRUEof2pKoLT6/X07t0bsP/svnLDr7S0NIxGI8nJyQ5XYwQEBDi0MPDz86tz3ZyQkEB8fLzD7wFvb28mTJhAXFycU5+j0DF1796dp59+mqeffrrBsd7e3vz3v/9tgVlduya1Ixg6dChnzpxh3759dOvWrcb9p0+fZujQocTGxrJnT8OXwAt2zrzEy2qTGPX6JrIMxlr7wgKE6LTseGas6AkrCEKbIUkSluxy+8ZepwowXSzhyh9yCr3GXiEb54cmSodMKT6tF4S2yJlrJJvNxs8//8yyZcvYunUrBQUFNcbI5XL69OnD7bffzoIFCwgNDb3qx6lrY64JEybw+eef4+/vX31bXRtzhYSEsHz5csaNG9eox5w2bRrffPNNnZtWBAQEIJPJyMnJqfX4uubREdsR1KWsqJD9a7/h6Ib1WMwmAMJ79mHE9Fl06tGzlWcnCIJg/z2Xl5fnUC2bn59fY5ybm1t1INu5c2dCQ0NRqVQkJCSwZs2aOs8/ffp0lwhi21Olbku1IxAa1tztCJoUwrq7uzN37lyHXVz/6MEHH+Tzzz+nvLz8ak/fYTm7z1b8iUweXnkIoNYg9tZewbw7S1xGJQhC22UtMWE8XUBFQj6V54qQzJcbyco0CrTdfNDG+eHW3Qe5u6oVZyoIwtVoyV6kp06dIi0tjfz8fNzc3AgICKBnz57XvMnJkiVLGD16ND179kSj0ZCQkMDixYtZv349w4cPZ+fOndVrsB9++IHi4mJGjx5NUFAQaWlpfPXVVyxduhRJktizZ0+9FbRVbr75Zn777TcSExOJiYmpcX90dDRpaWkO1a5Xqq0SNjw8XISwtSgtyGfvD2s4vvFXrBYLABF9+jPy7tmExHRv5dkJgiA4KisrcwhlMzIysFz62VWlasOvvLw8TCZTnefy9vbmySefbNXAs71V6ooQ1nW4RAgbHBzM/Pnzee211+oc88wzz7BixYrqvg1Cw1riDUb8iUwWr0sg03C596uXVkmJ0f4Dd8GoKJ6bGCuCWEEQ2jybyUrluSJ7KHsqH1uJ+fKdclBH6HCL9UUb54fK3631JioIQoPa64ZQNpuN0aNHs2PHDn766acG23h99NFHPPDAA0ydOpWvv/66wfNfawj7R+31dWhOxXk57P1uDSe2/IbNagWgy4DBjJg+m6Co6FaenSAIQu0sFkuNDb9KS0sbfXyfPn0IDg5Go9HU+NJqtWg0GtRqtVOC2rZSqXs1RAjrOlwihL3//vvZvXs3R48erbW5rcVioV+/fowcOZIPPvjgak/fYbXUwtZqk9iXVEBOiZFALy1Donz5fHcyi9YlADBraGdemtILuWhLIAhCOyHZJMzppVQk2NsWmLPKHO5XBrjZK2RjfVF39kYmfv4Jgktpz+Hfp59+yn333cezzz7b4AZZJpMJDw8PAgICyMjIaPDc19qO4I/a8+vQ3Iqys9jz7VckbNuEJNmvyogZPJwR02cR0DmydScnCILQAEmSKCoqYteuXezfv7/ZzqtWq2sNaOsKbmv7ujLMtdlsvP322/X2LHeFSt2rJUJY19HcIWyTNuZ64403uOmmm7jlllt46aWXGDp0aPV9e/bs4fnnn8fNzY3XX3+9KacXnEwhlzE82s/htvkjo3BXK3nmu2N8sTeVCrOVf97VB6Wi7fygEgRBqItMLkMd7oU63Avd+EgsBUb7xl6nCqi8YMCSW0Hp1jRKt6Yh91Ci7X6pj2xXH+Qa19hJUxCE9qmqF2xjWnip1Wq8vLwa3e6ra9euACQmJtYIYQsLC8nLy2PEiBFXOWOhMfRBwUz485MMuX0ae75dxamdWzm3fzfnDuyh+7BRDJ82E7+w8NaepiAIQq1kMhk+Pj7ExcU1KoTt3r07Go2GyspKjEZjdTubqi/rpSsDTCYTJpOJkpKSa5pfVSArk8ka3DSyuLiYlJQUoqKirukxBaE5NCmEHTBgACaTicOHD7Nx40ZUKhV+fn7k5+djNtsv9wwJCWHAgAEOx8lkMs6fP3/tsxacYvrgcDQqOU+tOcp3h9KpNNt46+5+qMVGNoIgtDNKXy2eI8PwHBmGzWjBeKbQHsqeLsRWZqH8UA7lh3JAIUMbo0cb64s21g+lrvG7kguCIDTG3r17AfvGXQ1JTEyksLCwUf1gAUaPHs2rr77Khg0bmDFjhsN9GzZsqB4jOI9vaBi3PvZXht4xnV1ff8nZPTs4s3s7Z/fsJHbUaIZNvQef4Kvf6E0QBKElRERE4O3t3WCl6d13311vpanFYqkzoK3v9j/eZ7PZryz4Y8/yhpw4cQIPDw/8/f3bVEWs0P40qR1BZGRkk3uGJiUlNem4jsBVLvH69WQWj315GJPVxtgegbw3awBalagEEwSh/ZOsNiqTizGesveRteYbHe5XhXna+8jG+qEK9RD9swWhhbjKGqmpEhISCA0NRa/XO9y+Y8cOxo0bhyRJnD17ls6dO1NSUkJSUhJ9+vRxGFtYWMiUKVPYvn07r732Gs8880z1fWazmfPnz6NSqYiOvtx31GKx0L17d9LT09mzZw/9+vUDoKSkhOHDh3PmzBlOnjxJt27dGvU82vrr4Apyki+w6+svOX9gDwAyuZyeo29k2J0z0AUGtfLsBEEQanKVnquSJFWHuVVfycnJ1R8qNoZarSY0NJSwsLDqL29vb5db04t2BK7DJXrCCs7hSgvbrWdzeWDFASotNkbG+PHR3EG4q5tUOC0IgtAmSZKEJbeiuo+sKbUYrviNqdCp0cba+8hqovXI2vFVA5JNojLJgK3EhNxLjSZKJ/rmCi3KldZITbFo0SL++c9/cuONNxIZGYlGo+HEiRNs2LABuVzO+++/z4IFCwBITk4mKiqKQYMG0bt3bwIDA0lPT2f9+vXk5+czbtw4fvrpJ9RqdfX5q46JiIggOTnZ4bE3b97M+PHj0Wg03HPPPXh7e/Pdd9+RlJTEyy+/zHPPPdfo59HWXwdXkn3hHDvXrCTp8AEA5AolvceOY+gdd+Pl59/KsxMEQXCUkJBAfHy8Q0Wst7c3EyZMaNVNrxrTE1atVhMUFERWVlb1ldtX8vT0dAhlQ0NDcXNr3U17RQjrOkQI24652sJ2z4V87lu2nzKTlUERPnx672C8tarWnpYgCEKrsJaaMJ4usPeRPVuIZLZV3ydTK9B206ON9UPbwxeFR/v5WVlxIo+ideexGkzVtyl0avSTonHrJYICoWW42hrpam3dupX33nuPQ4cOkZ2djdFoJCgoiFGjRvGXv/yFIUOGVI8tLi5m4cKF7Nmzh5SUFIqKivDw8KB3797Mnj2bBQsW1NgYt74QFmDfvn28+OKL7N69G5PJRM+ePXnyySeZNWvWVT2Ptv46uKKMs6fYueYLUo8fAUChVNLnplsYcvs0PH18W3dygiAIV7DZbKSkpFBaWoqnpycREREucWl/Yyt1rVYreXl5pKenV39lZ2dTWyTm6+vrEMwGBwejUrXc+l6EsK7D5UJYi8XC2bNnqx+oe/fuKJXXXjG5f//+WheLM2fObPQ5bDYb7733Hh9++CGJiYl4enpyww038Morr1RvVHCllStXsn37dg4ePMjx48cxmUx89tlnzJ8/v8ZYs9nM2rVrWbduHXv37iU1NRW5XE5cXBzz5s3jwQcfrLFAbogrLmwPpRYy/9N9FBst9OmkY8WfhqB3Vzd8oCAIQjsmmW0YzxdVb+5lK74cUCIDdYQ3brF+aON8UQW4t95Er1HFiTzyV56q836/2bEiiBVahCuukToi8To4T1rCCXZ+vZK0hBMAKNUa+t58K0OmTMXdW9fKsxMEQXBtTa3UNZlMZGVlOQSzhYWFNcbJ5XKCgoIcglln9pcVIazrcJkQtrCwkGeeeYYvv/ySioqK6tvd3NyYOXMmr776Kn5+fk05NVu2bGH8+PGo1WpmzJiBTqervmzqlVdeYeHChY06zwMPPMBHH31EXFwcEydOJDs7m9WrV6PVatm1a1eNf4yRkZGkpKTg7++Ph4cHKSkpdYawp0+fJjY2Fi8vL8aOHUv37t0xGAysW7eOjIwMJk2axI8//nhVvUVcdWF7It3A3E/3UVBmokewF5/fN5QAL7E5jSAIAtjbFpjTS6k4VYAxIR9zZpnD/Up/N7SxvrjF+qGO8EamqPl7wRUv95dsElmv73OogP0jhU5D8DODW32uQvvXkmuk77//nlWrVnH69GnKy8s5d+4cYF/7rV27llmzZhEWFubUObgqV12rtheSJJF64ig716wk8+xpAFQaLf0n3MagSXfi5iX+zgVBEOrSXJW65eXlpKenk5GRQXp6OmlpaZSXl9cY98f+sqGhoeh0umbpLytCWNfhEiFsYWEhw4cP5+zZs/j5+TFo0CCCg4PJzs7mwIED5OXl0bVrV3bv3o2v79VdRmOxWOjRowdpaWns3r2b/v37A44bCCQkJNRayXqlzZs3M3bsWK677jp+++03NBp7aLhx40bGjRvHddddx9atWx2O+f333+natSsRERG89tprPPvss3WGsOnp6axdu5Z58+bh7n65yqmsrIwxY8Zw4MAB1qxZw7Rp0xr93F15YZuYXcKsj/eSU1JJF38Pvrh/KCG61u2TIgiC4IosRcZLG3sVUHm+CKyXf83K3ZVou/uijfNF29UHuVbZopf7SxYbNqMFyWjFZrRgq7BgM1qRjJbqP1fdZ86rwJxa0uA5/e/vjTZa36zzFIQ/aok1ks1m45577uGbb74B7IUFFRUVWK1WALKzs+nUqRNLlizh2WefdcocXJ0rr1XbE0mSSD56iJ2rV5J9IREAtZsbA269nYETp6D18GzlGQqCIHQckiRhMBgcqmUzMjJq7S/r4eFRo7/slXlRY4kQ1nW4RAj71FNP8fbbb/Pss8/y3HPPOfxPVVFRwdKlS3nllVd48sknefPNN6/q3Bs2bGD8+PHce++9fPrppw73rV69mhkzZvDss8+ydOnSes8zc+ZMVq1axdatW7n++usd7rvllluIj4/nzJkzde4G21AIW59Vq1Yxc+ZMHnnkEf773/82+jhXX9gm55Ux6+O9pBdV0MnHjS8XDKOzX9u9zFYQBMHZbEYLxsRCjAkFGM8UYCu3XL5TIUMZ6IYls+Yn61WuvNxfkiQkk80hMHUMUK0N3ndlH9vmoo7yxnNoCJpoPQov0a5GcI6WWCP93//9H08//TQPPfQQr732Gm+++SYvvfRSdQgLMHbsWEwmEzt27HDKHFydq69V2xtJkjh/cB+71qwkNyUJAI2HB4Mm3sGAWyejdhPrcEEQhNZgs9nIzc11CGZzcnKw2WqutZvSX1aEsK6juUPYJjVv/eGHH6p7q/6Rm5sbL730Ert37+aHH3646hB2y5YtANx888017qu67Y8VrHWdx8PDg5EjR9a4b/z48cTHx7N169Y6Q9hrUfUPqjl647qSSH8P1jw0nFkf7SE5v5zpH+xm5YKhxASKT+MFQRBqI9cqce8dgHvvACSrhCm1mIpT+RgTCrDkVdQbwALkrzqN3FsNlfbqVJopQ5VpFMi1CmRaJXI3JXKtssafLSWVlO3IaPBcpqRiCpLs/bdUwe5oYnzQxOjRRHkj17Sv34NC+7Zs2TIGDRrEe++9B1Dr5YQxMTH8/PPPLT01oYOSyWTEDBpK9IDBJO7bxa6vvyQ/LZWda1ZycP1aBk+6k/7jb0Ml3qALgiC0qKoesUFBQQwYMACw7xv0x/6yBQUF1V/Hjx93OPbKVgYBAQEuscmZ4HxNeneUkZHBPffcU++YoUOHNqlKIDHRfslNbe0GfHx88Pf3rx5Tl7KyMjIzM+nVq1etm2NVnbuh8zRVVQVvbUHylSorK6msrKz+85VNpF1VmN6NNQ8OZ9bHe0nMKWXGh7v5/L6hxIaIaghBEIT6yBQyNFE6NFE6uLULZYeyKVxztv6DrBK2wkrH2+Qye2B6RXgq1yqvCFAVNb//w58b08NVskkYj+fV2xNW7qHCbUAgpvNFmDPKMGeVY84qp3RHOshlqDt7oY3Ro4nRow73QqYQi0vBdZ07d45HHnmk3jF+fn7k5+e30IwEwU4ml9Nt2ChihgznzO4d7P76Swoz09n+5TIO/vwDQ6ZMo8+4CajUYs8GQRCE1qJSqQgPDyc8PLz6tvLy8ureslVfVXlVZmYmBw8erD72j6GsYP/7e/vtt/nmm284e/YsFosFf39/oqKiGDVqFAsWLCA6OtrhmKSkJJYuXcqGDRvIyspCr9cTFxfHn//856tqF+osTQphdTodKSkp9Y5JSUlBp7v6nTwNBkP1Y9TG29ubtLS0az7HleOa04cffsj69esZO3Yst956a71jX331VRYvXtzsc3C2QG8tXz0wjLmf7uNkRjEzPtzDij8NoW+4vrWnJgiC0GY0djMrr5s6497bH7mbPWiVqeTN0vC/ITK5DP2kaPJXnqpzjM8dMdXtEqylJiovGKg8V4QxsRBrYSWm5GJMycXweyoytQJNFx2aGD3aGD3KIPcWeR6C0Fhubm4NfiCekpKCXq9vmQkJwh/I5QpiR46m+7BRnNqxhd3frsKQncWWFR9xYN23DLljOr3HjkfZwGWugiAIQstwd3cnJiaGmJgYwLG/bFU4m5GRgclkIiUlpTpn8/T0ZNSoURQWFuLp6YlKpUKlUtVaZHgtXHFz4ColJSWMGjWKY8eOERMTw+zZs9Hr9Vy8eJGTJ0/y2muvER0d7RDC/vbbb9x+++0ATJo0iS5dulBYWMixY8f4/fff224IO2bMGL7++mvmz5/PTTfdVOP+jRs38vXXX1c/+Y7i559/5tFHHyUiIoKVK1c2OP7ZZ5/lqaeeqv5zcXGxw6cmrszPU8OX9w9j/mf7OJxaxKyP9/LZvYMZHHl1G7EJgiB0VPJG9k/VROlQBXk4eTa1c+vlj9/s2Fo2DtOgn9TFYeMwhaca9z4BuPexf3Jvya/AeK6IyvNFVJ4rwlZuwXi6AOPpAgyA3EuFNlpvb1/QVY9SJyq4hNbVv39/fv31VyorK6s3dL1SQUEB8fHxNfYaEISWJlco6Dn6RnqMHM3Jrb+z59vVlOTnsunT99m/9luG3Xk3PUffhKKdtUYTBEFo62QyGXq9Hr1eT8+ePQF7f9m8vDyHatnS0lIkScJsNlNScnmjXIVCgUqlQq1WVwezTW1j0JKbAzfF22+/zbFjx7jvvvv46KOPahRvJCUlOVxZfvHiRaZOnUpYWBi///47nTt3dhhvsVhwBU36zfziiy/y888/M378eG699VZGjx5NUFAQ2dnZbNmyhfXr1+Pu7s4LL7xw1eeuql6tq0q1qtnttZ7jynHN4ddff+Wuu+4iKCiITZs2ERIS0uAxGo2m1kV+W6FzU/H5fUNZsHw/ey4UMPeTfXw0dxCjurb+P1hBEARXp4nSodCp673cX6HT2NsXtCK3Xv5o4/yu+lNypZ8bnn5ueA4NQbJJmDPL7FWy5wqpTCrGVmKm/Egu5Udy7eMD3KqrZDVd9MjdRHggtKzHH3+cO+64g6lTp/L+++873Hf+/Hn+9Kc/YTAYePzxx1tphoLgSKFU0ufGCcRdfyMnNm1g7/erKcnL5bcP/8u+H79h+F33EDtqDPJmrpwSBEEQmo9cLicwMJDAwED69+8P2KtAk5OT8fDwQC6XYzKZsFqt1V9Go7H6eKVSWR3KqtVqlEplg1ebVZzIq/VqN6vBRP7KUw6bA7eW3bt3A/Doo4/W+nyioqIc/rx06VKKi4v5/vvvawSw4Dp7NjVpFnFxcWzYsIH58+fz888/8/PPPyOTyZAkCYDo6GiWLVtWnexfjSv7tQ4cONDhvsLCQvLy8hgxYkS95/Dw8CAkJISkpCSsVmuNku36+s42RXx8PHfccQf+/v5s3ryZLl26NMt52wJPjZJl9w7hwc8PsvVsLn9avp//zRrAjbFBrT01QRAEl9aYy/31k7q4xCVBMrkMbbT+mo5Xh3miDvPEa3QnJLONytRiKs/Zq2RNaSVYciuw5FZQtjsTZKDqdLmfrCbCG5lS9JMVnGvKlCn8/e9/57XXXqNz5854eNgr0AMDA8nPz0eSJJ5//nnGjh3byjMVBEdKlYp+4yfS84abOPZbPPt+/BpDdhbx773F3u/XMHzqPXQfcR1yuQhjBUEQ2gKVSoVSqcTDwwPtpc0XbTYbJpPJ/lVWidlixmazYTabMFdcLuqQyWSolKpLoawK5aU2BlVBpmSTKFx7vt7HL1x7HnWM/preh1xrCzVfX/tV1ufOnaNfv371jpUkiTVr1uDn58fYsWM5ePAgW7duxWaz0a9fP8aOHesyG581OQoeMWIEZ86cYefOnRw+fJji4mK8vb3p378/I0eObPJf9ujRo3n11VfZsGEDM2bMcLhvw4YN1WMac56vvvqKnTt31rhs7Ndff230eRoSHx/P7bffjq+vL5s3b67u9dGRaFUKPpw7kMdXHebXk9k8+PlB3pnRn4l9Gq4GFgRB6Miu5nL/9kSmkqON1tuD3fFgq7BQeaHI3r7gXBGW3ArMF0swXyyhZPNFZCo56khvtDE+aGL0qEI8XCKcFtqfpUuXcsMNN/Df//6XvXv3YjQasdlsTJgwgccff5zx48e39hQFoU4qtYaBE6fQ58bxHNnwM/vWfkthZjq//Odf7P1+DSOmzaTrkBHIXOSNqCAIgtB4crkcrVaLWq4iY+nROsdJQOWlr6ayFZvIXLT7Gs4AoUtGIFM3/cO/adOm8cUXX3Dfffdx4MABbr75Zvr374+Pj0+NsUlJSRQUFDB48GAefvjhGlc09e/fn7Vr19KpU6cmz6e5yKSq8lUXYbFY6N69O+np6ezZs6c68S4pKWH48OGcOXOGkydP0q1bNwDy8vLIy8vD398ff//Lb1Y3b97M2LFjue666/j9999Rq+299zZu3Mi4ceO47rrr2Lp1a53zeO2113j22Wf57LPPmD9/fq1jqgJYHx8ftmzZQvfu3a/puVe1WjAYDNWbh7UlZquNv359lB+PZCCXwRtT+3LXwNb/n1wQBMHVuXJT/NZgKaq8VCVbiPFcEbZSs8P9cnclmmj95U2+/NxaaaZCS2mJNVJqaipqtZrg4GCnnL89aKm1qs0mkZlYRFlxJR7eGkK66pF34J+JTWWqKOfQ+nUc+Ok7KsvKAAiIiGLEtFlEDxrqUDRjs1lJP3WS0qJCPPU+hMX2FJWzgiAIrcRoNJKUlERUVFR1JWwVm8lKxgu7WmlmjRe6ZATyawhhAd544w2WLFlCaWlp9W3R0dFMmDCBJ554ovrq9j179jB8+HAUCgVubm785z//YcqUKRgMBpYuXcpHH33E0KFD2bNnz1XPob7X4kqNXSNdcwhrsVg4e/YsBoMBnU5Ht27drrnXwubNmxk/fjwajYZ77rkHb29vvvvuO5KSknj55Zd57rnnqscuWrSIxYsX8+KLL7Jo0SKH89x///18/PHHxMXFMXHiRLKzs1m9ejVarZZdu3YRFxfnMP7jjz9mx44dABw/fpxDhw4xcuTI6urW22+/vXqzsdOnT9OvXz8qKyuZMWNGrQFsZGRknQFubdp6CAtgtUk89/1xvtp/EYCXb+/F7GERrTwrQRAEoa2SJAlLdnl1lWzlBQOSyeowRuGrvdy6IFqPwkPsDN7etMQaSaFQMH/+fD755BOnnL89aInX4fzhHLavTqSs6HINj4dew3V3dyW6f6BTHrO9M5aVcvDnHzn0yw+YKioACOrSlZHTZxHZbyDn9u1m07IPKS3Iqz7G09efsfMfoOvQ+tvACYIgCM2vvuBPkiQks63R57LZbFgtFkwmE2azBWNSEbYfMho8Tj+nO24xvrVe5W6sqMBQXIzNdnkecrkcnbc3Wjd7ccS1tiOoUlJSQnx8PLt27eLAgQPs3bsXs9mMVqtl9erVTJ48mV27djFy5EgA3nrrLZ588kmHcwwbNoy9e/eyfft2Ro0adVWP39whbJPT0tzcXBYuXMiqVauouPTLHMDNzY2ZM2fyyiuvEBAQ0KRz33DDDezYsYMXX3yRNWvWYDKZ6NmzJy+99BKzZs1q9Hk++OAD+vTpwwcffMC///1vPD09mTRpEq+88kp1Je2VduzYwfLlyx1u27lzJzt37gTsoWpVCJuVlVW9E9tXX31V6+OPHj36qkLY9kAhl7H0jt5oVQqW7UrmHz+cwGi2suC6jtMnVxAEQWg+MpkMVbAHqmAPvEaFIVltmC6WXNrkqwhTagnWAiNl+7Io25cFgCrUA02MD9oYPepI72v+FF7oGHx9fav7jwmt4/zhHOI/OFHj9rKiSuI/OMGEB3uJILYJtB6ejJw+iwG3TubAuu84vH4d2RcS+e61RehDwijKTK9xTGlBHmvfXMrkpxaKIFYQBMGFyGSyq7rMX44CJSo02MNRKcCXzE152Irr3hwYTwUGnZmSglxUKlX1pl8qlQqz2UxRWTEoQKa43N5GAorKivFR26tRm4uXlxfTpk1j2rRpABgMBhYuXMh7773HfffdR3p6Ojrd5Y2MJ0+eXOMckyZNYu/evRw4cOCqQ9jm1qRK2PT0dEaOHElqaioBAQEMHDiQoKAgsrOzOXjwILm5uURERLBjxw7CwsKcMe92qT1UwlaRJIk3fj3De1vsDZ+fGteNx8bGNMsnIYIgCIJQxVZpoTKpuLp9gTmr3HGAQoYmwtteJRujRx3mhUwhfhe1NS2xRrrzzjvJzc1l+/btTjl/e+DM18Fmk1ixcJdDBewfefpomPPKCNGa4BqVG4rYt/ZbjsT/hNVirnesl58/C/77iWhNIAiC0IIaW33ZVBUn8urdHFg1OQxblBtNuXBeLpcTFBTk1OxHkiSioqJISUnhwIED9OrVCw8PD6xWK/n5+TU+VH/33Xd59NFHWbp0Kc8+++xVPVZzV8I2qSv73/72N1JTU1m8eDEpKSn88ssvfPbZZ/zyyy+kpKSwaNEiUlJSeOaZZ5pyeqEdkMlk/G1CD/56s73i+M3fzvJ6/Jkm/SMWBEEQhLrINUrceviiv60LQU8OJOS5ofjO6I77wCAUOg1YJSovGCjekELue0fJeGk3eSsSKN2dgTmnXPxeEqq9+uqrnDhxgsWLF2OxWFp7Oh1OZmJRvQEsQGlhJZmJRS0zoXbMXadnzJz7uPWxvzY4tiQ/j/RTJ1tgVoIgCEJLqdocWKFTO9yu0Gnwmx1L0IguBAcHExAQgF6vx93dHZWqce2+bDYbZWVlWK1Wp62zZTIZ7u7u1X/WaDSMGGG/aiMhIaHG+KrbIiMjnTKfq9GkdgTx8fFMmDCB559/vsZ9Wq2WF154gV27drF+/fprnqDQtj06titalYKXfz7F+1vPU2Gy8OKknqKCQRAEQXAKhZca936BuPcLtPeTzauobl1Qed6AZLRgTMjHmJBvH++ttlfJdvVBG61H4a1u4BGE9ur111+nV69eLFmyhA8//JC+ffvWWskhk8lE31gnKCtu3D7OjR0nNMxqbdyHDXt/WENFSTGdYnvhrtM7d1KCIAhCi3Dr5Y82zq/OzYFlMll1K4KqwLO8vJyioqIGz11cXExxcXH1OZRKZfWXSqVCLm+4X+wHH3zAgAEDGDx4cI37vvvuO06fPo1er6dXr14APPzww2zfvp1Fixbx888/o9FoAPt+TsuWLcPLy4sJEyZczV+RUzQphDWZTAwYMKDeMQMHDqzupSp0bAuu64KbWsE/fjjB8t0pVJitvHpnHxQiiBUEQRCcSCaToQpwRxXgjufwUCSbhDm99NImX4VUJhdjLTZRfiiH8kM5ACiD3C9v8tVFh1xzbZuNCm3HsmXLqr/PzMwkMzOz1nEihHUOD29No8blJJfQpV8ASpW4PP5aeep9GjUu5dgRUo4dAcCvU2c6xfUmPK434XEilBUEQWjLZHIZ2mh9o8crFI373SuXy7HZbEiShMlkwmRy7D8rk8mqA9krA1qFQlEdzq5fv56HHnqImJgYRo4cSWhoKKWlpRw5coTt27cjl8t57733qsPWGTNm8N133/HNN9/Qt29fxo8fj8Fg4Ntvv8VoNLJixQp8fBr3e8+ZmvTOYuDAgZw+fbreMadPn2bgwIFNmpTQ/swaGoGbSsFfvz7KmgNpGM02/m96X1SKJnXEEARBEISrJpPLUId7oQ73ghvCsZmsmFKKL4WyRZgzSrFkl1OaXU7pzgyQgzrc3k9WG6NHHe6FTCl+b7VXSUlJrT2FDi2kqx4PvabBlgRHN14k8UA2/cd1pud1Yag0IoxtqrDYnnj6+lNakFfnGK2XNz1GXE/aqRPkpSaTn5ZKfloqRzf8DIBvWDjhcb3pFNeL8LjeeDQy2BUEQRDaHrVaXR2w1qWqJ6wkSVgsFocvs9lc3abAbDZjNjv2Ja8KZ5VKJS+88AJDhgxh8+bNbNu2rfrD8bCwMObNm8djjz3mkDnKZDJWrVrFiBEj+OSTT/jggw/QaDQMHTqUZ555hptuusk5fylXqUkbc23fvp1x48bx/vvvM3/+/Br3f/rppzzyyCP89ttvrb7zWFvSnjbmqssvxzN5fNVhLDaJcXFB/HdmfzRKsXgWBEEQWp+1zEzlhaLq9gXWfKPD/TK1HE2UDk2MD9quepRB7mLDyRbSEdZIbYGzX4fzh3OI/+BEnff3GBFC2qkCSgvtQa3WQ0WfsZ3oPaYTWo/G9aoTHCXu3cXaN5fWef/kpxbSdai9z155sYH00ye5mHCctIQT5KbU/ODCN7RTdSDbKa43nj6+NcYIgiAI9XP2xlzXoqKigsLCwjrv9/Hxwc3Nrc77rwxnzWazQ0hbn9oqZ5VKZa1r8YqKCgwGg0NYLJfL0el09c6tNs29MVeTQtglS5awe/duNmzYQPfu3Rk5ciSBgYHk5OSwc+dOzpw5w80338zw4cMdH0wmq7WPrGDXUd5gbDqdzUMrD2Gy2Li+WwAfzB6Im1oEsYIgCIJrsRQYLwWyhVSeL8JW5rg4lHuq0ETbq2Q1XfUo9a61SG5POsoaydW1xOtw/nAO21cnOlTEevpoGDW9K9H9A7FabJzZm8Wh+BQMuRUAqLQKeo8Oo++NnXEXfZ2vWuLeXWxa9qFDRayXnz83zHugOoCtTUVpCemn7KHsxYTj9lD2D28tfULC7IFsz96Ex/bC09fPac9DEAShvXDlEBaaN+Ss8sfK2SsD2vpc2WtWqVRitVopLi6uc3xDIfEfuUQIK5c37VI8mUyG1Wpt0rEdQUd6g7HzXB4Llh+gwmxlSJQvn84fjKfouycIgiC4KMkmYc4qq66SNSUZkMyOl2Ip/d2qWxdouuiQu4vKvObSEmukFStWNHrs3LlznTIHV9dSa1WbTSIzsYiy4ko8vDWEdNXX2NTVZrVx7lAOB9enUJBRBoBCJSduZCj9b+6Ml6/rvWl1ZTablfRTJyktKsRT70NYbE/k8qsrkjCWlpJ2+iRpCce4mHCCnOQLtYSyofaesrG96NSzN16+/i02P0EQhLbC1UNYoLrfq9VqRaFQoFarnXKFmCRJWK3WGlWzf2xl0FhV7RIaO1eXCGG3bt16tYdUGz16dJOPbe86UggLcCC5gHs/209JpYV+4XqW3zsEnXjDKgiCILQBksWGKfVyP1nTxRK4ckUlA1WYJ9oYHzQxOjQROmQq0U+2qVpijdSYnXolSerQRQWuuFaVbBLJx/M4sD6FnGR75YtcLqP7sGAGjI9AH+TeyjPsuIxlpZfaF5wgLeE4OUkXkCTHD6/0wSF0iu1NeM/edIrthbd/QI3z1Fap6+nrz9j59VfqCoIgtFVtIYRtbVXh7JWhbFVQ2xA/P7/qDb0a4hIhrOAcrriwdbZjaUXM/XQfReVm4kK8+fy+Ifh5Nu4fgyAIgiC4CpvRQuV5Q3XrAktOheMApRxN5OVNvlShnsjkdQd+kk2iMsmArcSE3EuNJkpX7/j2riXWSMuXL6/1doPBwKFDh/jyyy+ZPHkykyZNYt68eU6Zg6tz5bWqJEmknSnk4PoU0s/Ye9XJZBA9MJCBEyLw7+TVyjMUKsvLSD+dYG9fcPI4OUnna4SyuqBgwuN6V2/2lX3+XKN71gqCILQXIoRtmvLycoqKihocp9frcXdv3Ie0IoRtx1x5YetMp7OKmf3xPvJKK4kJ9OSLBUMJ8hY/aARBEIS2y2qorK6SNZ4rwlZicrhf7q5EE623h7LRehR+2uoqzIoTeRStO4/VcPkYhU6NflI0br0ad+lue+MKa6Tdu3dz4403sm7dOm688cZWmUNrc4XXoTGyLhg4uD6Z5OP51bdF9vZj4C2RBHfRteLMhCtVlpeRfiaBiyePk3bqBNkXziH9YcdtmVxe47Yrefn5s+C/n4jWBIIgtCsihG2ayspK8vPzGxwnKmEFoO0sbJ3hQm4psz7eS6bBSISfO18sGEonH3H5mCAIgtD2SZKEJae8OpStvGBAqnS8nF2h16CJ0SPXKijdkVHnufxmx3bIINZV1kh33303aWlp7Ny5s9Xm0Jpc5XVorLy0Eg7Gp3DuYE51u5Cw7noG3hJJp+4+TuldJzRdZXk5GWcSuHjqBGknj5N5/myNnrK1uen+R4kdNRq1tmmbwQiCILgaEcI2jSRJZGdnO2wY9kdtsies4BxtbWHb3C4WlDPz4z1cLKggVKfli/uHEeXv0drTEgRBEIRmJVltmNJKL1XJFmJKLQFr45ZjCp2G4GcGd7jWBK6yRvrb3/7Ge++9R2lpaavNoTW5yutwtYqyyzn0awpn9mRhs9n/rQVGejPolggie/t3uH9PbcWJzRv49f1/N3q8h48vPsGh+ISE4hMShj4kFN+QMHSBwSjVaifOVBAEoXmJELbpKioqKCwsrPN+Hx8f3Nwa/6Fdc4ewYjt6wWWE+7rz9YMjmPnxHi7kljH9g918sWAo3YJEDy9BEASh/ZAp5GgivNFEeON9Y2dslVYqkw2U7c/GeCKv3mOthkqKfr6Ae29/VMEeyLViKddSJEli27ZtV7VwF1yDPsidsXNjGXxbFId/SyVhRwY5ycX88r/j+IZ6MPCWCGIGBiEXYaxL0QUGN2qc2s0dU0U5ZYUFlBUWkHbqhOMAmQxv/8BL4WzopaA2DJ+QMLwDApErRCsDQRCE9qJqnWYwGBwqYuVyOTqdrtXXcWLlLriUYJ2W1Q8MZ84nezmdVcLdH+zm8/uG0itM9O8SBEEQ2ie5RoFbd1+kCkuDISxA2c4MynbaWxYo9BpUwR72rxB3VMEeKP3dkCnkzp52u7Nt27Zab7dYLKSnp7NixQr279/PnDlzWnhmQnPx8tVy/d3dGHRLJEc3XuT41jQKMsr47ZME9q1NYsD4CLoPC0ahFP9+XEFYbE88ff0pLaj752JVT1hTeQWFWekUZWZQkJlBUVYGhZnpFGamY6qooDg3m+LcbFKOHXY4Xq5QogsKxic45FIwe6mKNjgUL18/ZHLx/4IgCEJb4+bmhlarxWQyYbVaUSgUqNVql2hDJNoRuJC2eomXMxSVm5j36T6Ophnw0ipZdu8QBkb4tPa0BEEQBMFpjOeLyPvoeIPjVOGe2IpNDht3OVDIUAW6XxHOeqAKdkfu5RqLz6ZoiTWSXC6v9+9HkiSGDx/OunXr8PX1dcocXF17W6say8yc2JrG0Y1pGMvMAHj6aOh3U2firgtFpRYVkq0tce8u1r65tM77Jz+1kK5DR9R5vyRJlBuK7IFsVgaFmRkUZdoD2qKsTCzmOn6OAkq1Bn1wiEP1bFWLAzdvXZv9eSoIgusT7Qhch+gJ2461t4XttSoxmvnTsv3sTy7EXa3gk3mDGR7t19rTEgRBEASnkGwSWa/vqztcxbEnrK3cjDmrHHNW2RVf5Ugma63Hyt2Vl4PZYA+UwfagVt6EoEmySVQmGbCVmJB7qdFE6ZzaV7Ml1kiLFi2qNVSRy+X4+PgwaNAghg0b5pTHbiva61rVZLSQsCODI7+lUnbp35/WU0XfG8PpPaYTGjdx8WBrSty7i03LPnSoiPXy8+eGeQ/UG8A2RLLZKCnIozAz49JXenUFrSEnG5u19p+lABp3D/TV/WcvtTcIDkUfEorWw7PJcxIEQQARwroSlwphLRYLZ86coaioCGsdv6Suv/76pp6+w2mpha3NZiX91ElKiwrx1PsQFtsTudw1P+kvN1l48PODbE/MQ6OU88GcgYzpHtja0xIEQRAEp6g4kUf+ylN13u83Oxa3Xv513i/ZJKxFlZgzyxzCWUteRfXu8A5koPDVXhHOXmpp4OdWZ6hacSKPonXnHcJihU6NflJ0vXO7Fu01/Gtr2vvrYDXbOLU7k8MbUijOMwKgdlPSe0wYfceG4+YlNndqLS39/sVqsVCcm22vns3IuFRFaw9pi/NyoZ630G7euupQ9sqQVh8cgkojwhRBEBomQljX4RIhrCRJvPDCC/znP/+hpKSk3rF1hbNCTS2xsK3tk2RPX3/Gzr+2T5KdyWi28uiXh/j9VA4qhYz/3DOACb0a16hfEARBENqa2kNODfpJXZocckpmK+acCnsom1mGOdv+X1upudbxMpUcZZA7qqDL7QxUwR6YkouvKSRuqpZYI61YsYJ+/frRp0+fOsecOHGCQ4cOMXfuXKfMwdW19xC2is1qI/FADgfjUyjMLANAqZbTc1QY/caF4+kj3hB3ZBaTiaLszEs9Zx2raMuK6t6RG8DTzx/fkNBLVbSXe9DqAoNQKFUt9AwEQXB1IoR1HS4Rwi5ZsoRFixah1+uZMmUKnTp1Qqms/TKdF1988WpP32E5e2F7rT2VWpPZauPJ1Uf4+VgmCrmMN6f3ZUq/sNaeliAIgiA4RUtd7m8tNVW3Maiums0uRzLbaj9ARu0VtZdc2S6hObVUT9hFixbxwgsv1Dnm9ddfZ+HChR22yKCjhLBVJJtE0tE8DqxPJjfVXngiV8joMTyEAeM7owtwb+UZCq6msrz88qZgV/SgLchMo7KsrM7jZHI5uoAg9FWVs1eEtF7+AS571aIgCM4hQljX0dwhbJMaHH366adERERw4MAB/PxEj862wGazsmnZh/WO2bz8Q6IHD3XJX/IqhZx/z+iPVqng20NpPLn6CBUmKzOGdG7tqQmCIAhCs5PJZWij9U5/HIWnGkWMGm3M5c0vJZuEJb+iRr9Za76x3gAWwGqopDLJ0CJzbw1WqxW52C29w5DJZXTpH0BUP38unirg4PoUMhKLSNiRwamdGcQMCmLghAj8wkQPUMFO4+5OUJcYgrrEONwuSRIVJcWXAtrL1bNVbQ4slZUUZWdSlJ1J8pGDDscqlEr0waG19qD18PEVG4QJgtBulZeX8/bbb/PNN99w9uxZLBYL/v7+REVFMWrUKBYsWEB0dDRAo34WpqamEh4e7uxp16tJIWx2djYPPfSQCGDbkPRTJx1aENSmJD+P9FMnCe9Z92V4rUkhl/HG1D64qeWs3JPK3787ToXZyr0jo1p7aoIgCILQbsjkMlQB7qgC3KH35dYCpQeyKPomscHjbSV1byzW1h0+fBhfX9/WnobQwmQyGZ3j/Ogc50fGuSIOrk8h9WQ+ifuzSdyfTVRffwbeEklQZPuvDhaaRiaT4e6tw91bR2i3WIf7JEmirLDAoXq2KqQ1ZGditVjIT0slPy21xnlVGu2l6tmaPWjdvK7t/8e2tI+IIAhNY7PZSElJobS0FE9PTyIiIlzmw+aSkhJGjRrFsWPHiImJYfbs2ej1ei5evMjJkyd57bXXiI6Org5h67oK/9y5c3zxxRfExsa2egALTQxho6KiKC4ubu65CE5UWpDfrONai1wu46UpvXBXK/lw2wUWr0ug3GTlkRtiGj5YEARBEIQmUzayD6a8DW1eNHbsWIc/L1u2jC1bttQYZ7VaSUtLIzk5menTp7fQ7ARXFBqjJ/QxPbmpJRyMT+b84VySjuaRdDSPTj18GHRLJKHd9KI6UWg0mUyGp68fnr5+NYphbDYrJXm5FGZcEdBeqp4tzsnBXGkkN/kCuckXapxX6+FZ3dLgj0Gt2q3+VhptcR8RQRCuTkJCAvHx8Q7Znre3NxMmTCAuLq4VZ2b39ttvc+zYMe677z4++uijGr9Xk5KSqKysrP7zokWLaj3PY489BsCCBQucNter0aQQ9tFHH2Xx4sXk5OQQGCh2qm8LPCszmnVca5LJZDx7Sw/cVAre2ZjIG7+ewWi28tS4bmLBKwiCIAhOoonSodCpHTYM+yOFToMmSteCs7o2VwauMpmM5ORkkpOTa4yTy+X4+voybdo03n777Rabn+C6Ajp7MeGB3hRklnH41xTO7Msm7XQhaacLCe6iY+AtEUT08hNrU+GayOUKdIHB6AKDiWSgw31Wi5mi7Cx7i4MrQ9rMdEoL8jGWlZJ57gyZ587UOK+H3gefkLAaLQ70QSEkHT5Q6z4ipQV5rH1zqUvvIyIIQuMkJCSwZs2aGrcXFxezZs0apk+f3upB7O7duwF7/ljb79KoqIaviDYajXzxxReo1WrmzJnT7HNsiiaFsLfddhtbtmxhxIgRvPDCC/Tv3x+drvYFd+fOomenKwgLUOGprKTUosa+q8YfSXgpKwkLaBu7cspkMv4yrhvuagWvrj/Nfzado9xk5R8TY8ViVxAEQRCcQCaXoZ8UTf7KU3WO0U/q4pQNxJzFZru8AVljNuYShD/yDfHgxvlxDL4tisO/pXJqZyZZFwz8/O4x/Dp5MnBCBNEDApG3oX8XQtugUKrwCwvHLyycP+SzmI1GCrMyau1BW1FsoKyokLKiQtJOnahxXlkDlyK78j4igtARSJKE2Wxu8vE2m43169fXOyY+Pp4uXbpcU2sClUp1TdlMVfunc+fO0a9fvyad47vvvqOwsJCpU6cSEBDQ5Lk0J5kkSQ1ssVCTXC5HJpMhSVK9f6kymQyLxXJNE+xInLrjbNJ2Ev8zj7XpVT2IavkkwSOfO/7xOrIu1zfvYzvZit3JvPDjSQBmDu3My1N6iYWuIAiCIDhJxYk8itadd6iIVeg06Cd1wa2Xfz1HNp1T10iXbN26lcjISCIiIpxy/vagJV6Htq7MUMmR3y9yYls6lkorAPogdwaM70y3ocEoFK7Ra0/ouIxlpRQ5bAx26fvMDEwV5Y06R3hcb0K6dkcXGIx3YBC6wCC8/QNQKNtGQY8guDqj0UhSUhJRUVFotY7toEwmE0uX1qxWdzULFy5ErW56i6off/yR22+/HW9vbx5++GFuvvlm+vfvj4+PT8MHX3LjjTeyadMm4uPjGT9+fJPmUd9rcaXGrpGaFMLOnz+/0Yn2Z599drWn77CcurC1WeHtXiSmmdiY3QWD2h9JqUJmMeNuLMBkUwIy+t40gRvv+3ODn4C6mjUHLvL3b49hk+DO/mH8c2oflGKRKwiCIAhOIdkkKpMM2EpMyL3UaKJ0Tq2AFeGfaxCvQ+MZy8wc23SRY5vTqCy3F6V4+moYcHMEsSNCUKpFFaHgWiRJ4uhv69n4yXtNOl4mk+Pp64euKpQNCKr+XhcYjKePb7O+xxQbhwntmQhh7d544w2WLFlCaWlp9W3R0dFMmDCBJ554gq5du9Z5bFJSEtHR0YSHh5OUlNTkql6XCGEF53D6wjZhLV/98BpHraPQWC83Y69UlBNdfgTDBfs/kN5jb2bc/Y+2uSB27dEM/rL6CFabxC29gnlnRn/Uyrb1HARBEARBqKklw7+0tDQ2b95MRkaGw4YPVWQyGc8//7xT5+CqRAh79UxGCye2pXPk94tUFNurx9281fS7MZxe14ehdmtSdzhBcIqLJ4+xZsnCBsf1vekWZAo5hpxsDDnZFOdkYzHX3S8cQKFU4h0QeEU4G2z/b0AQ3oFBuHl5N7rQS2wcJrR39QV/19qOICUlhS+++KLBcbNmzbqmq4OutR1BlZKSEuLj49m1axcHDhxg7969mM1mtFotq1evZvLkybUe9/zzz/Pyyy/z4osv1rlpV2OIELYdc/bC9qutX3Fqs72Pm+yKdgQS9v8FOlsPYEiUI0kSPUffyM0PPd7mPk3ccDKLR788jMlq44buAfxv9kC0qrb1HARBEARBcNRS4d/TTz/NO++8g9Vqrb7tyvZbVd9feX9HIkLYprOYrJzalcnhDamUFBgB0Lgr6X1DJ/reEI7WU1zGLbQ+m83KR4/c5xBu/pGXnz8L/vuJw/tESZIoNxRhyMmqDmav/L4kPxfpih7ctVG7uV0KZIOvqKC1h7S6wGBUl8KPxL27at04rIrYOExoDxob/DWFzWbj7bffpri4uM4x3t7ePPnkk9fUE9ZZDAYDCxcu5L333sPf35/09PQaFbc2m42IiAgyMjJISkq6pr2qXC6E3bVrF0eOHKl+oH79+jFy5MhrOWWH5cyFrdli5oXXXkBtUTsEsFUkJEyKcmYZt7DhQgiSzUaPkaO55ZGnkCvaVoi57WwuD3x+AKPZxohoPz6aOwgPjagyEARBEIS2qiXCv48++ogHH3yQcePG8dBDD3HXXXcxf/58xo8fz7Zt2/j444+ZMmUKjzzyCKNHj3bKHFydCGGvndVqI3FfNgfjUyjKtvffVGoU9LoulH7jOuOh07TyDIWOzhkhp81qpSQ/94qA9lJIm2uvoi0rKmzwHG7eOrwDAsm/mILFVHfVbW0hsSC0Nc4MYQESEhJYs2ZNnfdPnz6duLi4Zn/c5iJJElFRUaSkpHDgwAEGDnTcnfCXX35h4sSJjB8/nvj4+Gt6rOYOYZucTO3du5d58+aRmJgIOFYJdO3alc8++4zhw4c39fRCM9t4dCMaS92LOhkyNFYP0tzN3NY1j5/PBXB651ZsNhu3Pvr/UCjbToh5fbcAlt87hD8t28+u8/nM/XQfn907GG+tqDAQBEEQBKF2H374IZGRkaxfv7668iMyMpK7776bu+++m+nTpzNu3DimT5/eyjMV2jKFQk6P4SF0GxrMhcO5HIxPJu9iKUd+v8ixLWnEjghlwM2d8fZ3a+2pCh1U16EjmPzUwhqX+3v5+XPDvKZd7i9XKC61Hwiu9X6zqZLinBwMuVkOLQ4MOdkYcrOoLCujothARbGhwccqyc/j3L49dBsmCsMEoS5xcXFMnz6d+Ph4h4pYb29vJkyY4NIBLNhbQ7m7u9d5/yeffALAggULWmpKjdakSthTp04xZMgQysrKGD9+PGPGjCE4OJjs7Gy2bNlCfHw8np6e7Nmzx+VfPFfizOqCzzd+zvnt5xscF+21lzklu0hUDOCnU97YrFa6DhnBxCeebnO7XR5OLWTep/soNlroHaZjxZ+G4ONxbY2hBUEQBEFoeS1Rgenl5cWcOXN47z37pjRyuZx//OMfLFmypHrMHXfcQWZmJnv27Lnq80dGRpKSklLrfQ8++CDvv/8+AGazmbVr17Ju3Tr27t1LamoqcrmcuLg45s2bx4MPPojiKq5SauzjNoaohG1+kiSRerKAg+uTyTxvD5hkchndBgcxYEIEviEerTxDoaNypY2vjGWlGHKySdi2iUO//NioYzz0PgR1iSEwKoagLjEEdYnG08evWXpUCoKzObsStorNZiMlJYXS0lI8PT2JiIhwmRYEH3zwAQMGDGDw4ME17vvuu++YOnUqOp2OrKwsNJrLBYe5ubmEhYWh0+lqbVVwtVyiEnbx4sWYTCZ+/fVXxo0b53Df3/72N37//XcmTpzIkiVL+Oqrr5ryEEIzC9AHcJ6GQ9iAwTNh7zm6lh1icp8RrDuuIXHfLta99Rq3Pfl3lKq2E8T27+zDqgeGMeeTfRxPNzDjwz18vmAIgV7O+yEmCIIgCELbpdfrq7/38PAgPz/f4f7u3bvz+++/N/n8Op2OJ598ssbtgwYNqv7+/PnzTJ06FS8vL8aOHcvkyZMxGAysW7eORx55hPj4eH788cerChIa87hC65DJZET08qNzT18yEos4GJ/CxYQCzuzN4sy+LLr0C2DghAgCI0ToLbQsuVxBeM8+rT0NALQenmijPDGVlzUyhJVRVlTIhUP7uXBof/Wt7jr9pUA2hqBL4aynrwhmhY5LLpcTFRXV2tOo1fr163nooYeIiYlh5MiRhIaGUlpaypEjR9i+fTtyuZz33nvPIYAFWLFiBWazmblz515zAOsMTaqEDQoK4qabbqp3R7WZM2eyceNGsrOzr2mCHUlr94Q1K8wsfnYxqrzT8NlEqDSQ5D2WHw+B1Wwmqv8gJj+1EKUL/o9cn3M5Jcz8aC85JZV08fdg5YKhhOrFJV6CIAiC0Fa0RAVmjx49GDJkCCtWrACgX79+KJVKDhw4UD3mtttu48CBA2RlZV31+SMjIwFITk6ud1x6ejpr165l3rx5DpfalZWVMWbMGA4cOMCaNWuYNm1asz5uY4hK2JaRnVzMofgULhzJrb6tc5wvA2+JJLSrvvUmJgitrLEbh83717vkpaaQnXSO7Av2r4L0NCSp5uZg7jo9QVHR9qrZS+Gsl5+/CGaFVtVSlbCu7MyZM6xdu5bffvuNc+fOkZmZCUBYWBijRo3iscceq9ELFuytFk6dOkVCQgKxsbHXPA+XqIQ1GAzVC7q6REVFYTA03LNFaBkqpYq+1/Xl1OZTSEgOQWzVn1VWFdt2b2PsqLHIZq2BFbcTVbyJO4ZP4oc95SQdPsAPb7zElKf/gUrddjYNiAn04uuHhjPzo71cyCtj2vu7WXX/MDr71d1DRBAEQRCEjmXkyJFs3769+s9Tpkzh5Zdf5qGHHmLSpEns2LGD9evXc9dddzl1HmFhYTz88MM1bvfw8OCpp55i5syZbN26tdEhrND2BEV6c8tDvcnPKOXQrykk7s8hNaGA1IQCQmJ0DLwlks5xviIkEjocuVzB2PkP1Ltx2A3zHkDj7kFYjzjCelxujWg2GslNTboUyp4nO+kc+WmplBuKSDpykKQjB6vHunnrrqiWtQe0Xn4B4t+cILSg7t278/TTT/P0009f1XEJCQlOmlHzaFIlbJcuXYiKimLjxo11jrnpppu4cOECFy5cuKYJdiQtUV3w1davOLr9qMMmXUalkXJVOb4VvgB079Od6VOmo7iwGVbNAJuZi51m8N22PCyVlXTu1Yfbn34BVRv7RCa9qILZH+8lKa+MIG8NXywYRkygZ2tPSxAEQRCEBrTEGmnLli28/vrrvP/++0RERFBaWsro0aM5fPgwMpkMSZKIjIxk8+bNREREXPX5IyMjqays5LXXXiM9PR0fHx9GjBhB3759G32Ob775hmnTpvHEE0/w9ttvO/1xKysrqaysrP5zcXEx4eHhohK2hRlyKzi0IYXTuzOxWexv3QI6ezFwQgRd+gUgk4tgSOhYEvfuapaNw8yVRnJTkqsrZnMunCMvLRXJVrNi1s3Lu7qVQWBUNEFRMXgHBIpgVnAKUQnrOpq7ErZJIexf/vIX/v3vf7Nw4UKee+45h4kYjUZeffVVXn75ZR5//HHeeuutqz19h9USbzDOH85h2+ozFJXnYpObkNvU6N0D6DnZnw+O/4tOmZ2QISOgUwD3zrwX9wvx8M2fAIm0mAf47rdkzMYKOsX24o6/v4ha27Yu688pMTL7472czS7Fz0PNygVDiQ0RbyIEQRAEwZW11mXwZrOZH3/8kfPnzxMREcGkSZPw8GjaRkl1bZA1YcIEPv/8c/z9/Rs8x6233sr69ev5+eefufXWW53+uIsWLWLx4sU1bhchbOsoLazkyO+pnNyejsVkD4l8gt0ZMCGCroODUChcYzMVQWgJzto4zGyqJC8l2V4xeymczU9LxWa11hir9fK2tzK41M4gqEsM3gFBIpgVrpkIYV2HS4SwBQUFDB06lAsXLuDn58eQIUMICgoiOzub/fv3k5ubS5cuXdi3bx++vr5Xe/oOy9lvMM4fziH+gxN13j/y3gj+k7iU4PPBqCQV7t7u3DvnXgJSfoKfngQgvdf/47ufjmOqqCC0exx3/n0RGve2dVl/QZmJuZ/u5UR6MTo3Fcv/NIR+4frWnpYgCIIgCHVoiRB227ZteHt7069fP6ecf8mSJYwePZqePXui0WhISEhg8eLFrF+/nuHDh7Nz585637h/+OGHPPjgg4wdO7beq9Ga83FFJaxrqig1cWxTGsc2p2GqsADg5adlwPgIegwPRqlqnR3sBaG9sphMl1oZnLdXzCadJ+9icu3BrKeXvVL2is2/dIEimBWujghhXYdLhLBgD2KffvppvvrqKyoqKqpv12q13HPPPbz++uuN+kRfuMyZbzBsNokVC3dRVlRZ5xhPHw13LurL07/8Fa+TXnhYPFCoFMyYPoOu2T/B74sAyBy0iG+/3UNleRkhXbtz18IlaNybVhXSWgwVZu79bB+HUovw1Cj5dP5ghkSJDwwEQRAEwRW1RAirUCh46KGHePfdd51y/trYbDZGjx7Njh07+Omnn5g4cWKt437++WfuuOMOQkND2b17NyEhIS3yuH8kNuZyLaYKC8e3pnF040UqSswAuOvU9LupMz2vC0WtbdL2H4IgNILFbCYv1bFiNi81BZvVUmOs1sPzcjB7KZzVBQWLYFaokwhhXYfLhLBVzGYzp0+fpri4GG9vb3r06IFKpbqWU3ZYzlzYpp8p5Ie3Djc47va/9CcgxoNnNz6L8ZCRAGMAyGD8zeMZVrIe2a53QCYne+QbfPPl7xjLSgnq0pWpz72E1rNt9Vctq7SwYPkBdl/IR6uS89HcQVzXNaC1pyUIgiAIwh+0RPgXEhLCjBkzWryV1qeffsp9993Hs88+y9KlNTeb+fXXX5kyZQoBAQFs3bqVLl26tMjj1kaEsK7JbLJyamcGhzekUlpoL7jQeCjpOzac3mM6ofUQ780EoSVYzGbyL6Zc2vzLHs7mpSZjtdQMZjUeHgRFRRN4qVo2qEsM+qAQEcwKgAhhXUlzh7BN+ng0NTUVvV6Pt7c3KpWK3r171xhTUlJCYWEhnTt3bspDCM2srLjuCtg/jgtT+PDPm/7Jyx4vc2H3BaJKo/j111/J7jeA2/rNQ3lkOUG7/s60P73L18t+JPtCIl+/9BxT//ESbl5tZ0HuoVHy2b2DeXjlQTafyeW+ZQd4b9YAbooLau2pCYIgCILQwsaPH8/WrVuRJKlF3wRXXTlWXl5e4774+HjuuOMO/P392bx5c7MFsA09rtC2qNQK+twQTs/rwjizN4tDv6ZgyKlg37okDm9IpdfoMPrd1Bl3b3VrT1UQ2jWlSlUdqFaxWszkpaZUV8tmXzhPXmoSlWVlpJ44RuqJY9VjNe4eBEZFO7Qz8AkOQSYX/Z4Fob1oUggbFRXFokWLeP755+sc895777Fw4UKstfRJEVqeh7fmqsYp5ApeGPEC77q/y8btG+lT0IcjR45Q0Lkvd3e7E4+z3xG49UmmP/AhX3/0FTnJ5/l6yUKmPv8K7t46Zz6VZqVVKfhgziAeX3WY+JNZPLTyIG/P6MdtfUJbe2qCIAiCILSgpUuXMnz4cB544AFef/31FtvXYO/evYB9A60rxcfHc/vtt+Pr68vmzZuJiYmp5ejmf1yh7VIo5cSNDKXH8BDOH8zhYHwy+ellHN6QyrHNacSNCKHfzZ3x9mtbG+sKQlumUF4RzN5ov81qMZN3MbW6v2x20jlyU5KoLC/j4sljXDx5OZhVu7kTGNWlur9sUJcYfIJDRTDbQVzjhetCM2ju16BJIawkSQ1ORPzP4lpCuurx0Gvq7QnrodcQ0lVf/WeZTMaj/R/FV+vLp1s+ZUjuEFJTL/KhrjczOxkJSvuFgE2PcPcjy1jz3qfkpiazZvGzTHv+FTz0Pi3wrJqHWinnvzP789evj/LDkQweX3UYo9nG1IGdWntqgiAIgiC0kNmzZ6PX6/n0009ZuXIlUVFRBAXV3ExFJpNd1cZYAAkJCYSGhqLX6x1u37FjB2+++SYajYY777yz+vaqANbHx4fNmzfTtWvXes9vNps5f/48KpWK6OjoJj+u0D7I5TK6Dg4iZlAgycfzObg+meykYo5vTefk9gy6DQ1iwPgIfIIv7+lgs0lkJhZRVlyJh7f9PYFcLi6LFgRnUChVBEVFExR1+ee11WIhPy31UsXseXIu2INZU0U5aQknSEu4vMG22s2NwMhogrpEExQVQ2CXGHxDwkQw244oFPYNFs1mM25u4oOz1mQ223uuV70m18pp3drT0tLw8vJy1umFqySXy7ju7q7Ef3CizjEyOVSUmPDQOVbNzoydiY/Wh6WbljI0cygY4OPyXtzlb6NHXjx+vz/E3U8u5+t//4/8tFR7EPvCUjx92s5GV0qFnP+b3g83tYJV+y7y16+PUmGyMGd4ZGtPTRAEQRCEFrBly5bq7ysrKzl9+jSnT5+uMa4prQrWrFnDP//5T2688UYiIyPRaDScOHGCDRs2IJfLef/996tbeJ0+fZrbb7+dyspKxowZw6pVq2qcLzIykvnz51f/OT09ndjYWCIiIkhOTm7S47oSyWql/MBBLLm5KAMCcB80EFkzvfnpSGQyGVF9/Ins7Uf6mUIOrE8h/Uwhp3dncXpPFtH9Axl4SwTFeRVsX53oUKzhoddw3d1die4f2IrPQBA6DoVSSWBkFwIju9D7BvttVouFgvSLDpt/5SYnYaqoIO3UCdJOXX5vr9K6ERjZxWHzL5/QUORy8bOzLVKpVGg0GgwGA15eXqJXcCuRJAmDwYBGo2m2va8avTHXkiVLqr9ftGgRY8aMYcyYMTXGWa1W0tLS+Oqrrxg6dCibNm1qlol2BC2x2cH5wzk1Flnu3mosFhumcgve/lomP9EfXUDNT1t2pe/i6Y1P0zejL4FG+4LsJs9ERpb+hEwfQeFtn/P1m29Tkp+LT0go055fipefv1Oeh7NIksSSnxL4bGcyAAtv7cED10fXf5AgCIIgCE7V1jeE2rp1K++99x6HDh0iOzsbo9FIUFAQo0aN4i9/+QtDhgypHrtlyxZuuOGGes83evRoh9A4OTmZqKioGiHs1TxuY7TE61C8YQPZS1/FkpVVfZsyOJighc/iffPNTnnMjiTrgoGD8SkkH8tr1PgJD/YSQawguBCb1Up+VTB7qZ1BTsoFLJU1r3hVabQOrQwCo6LxDevU5GDWZrOSfuokpUWFeOp9CIvtKUJeJyouLiY9PR1PT090Oh0qlUqEsS1EkiTMZjMGg4HS0lLCwsIaXPc0do3U6BBWfkVpu0wma7DdQGhoKN9//z2DBw9uzOkFWu4NRm2XG5XkG1n7zmGK84y469RMfrwffmGeNY49lnuMR35/hMiMSKJL7OFkH3Uqk0w/oArohuG25ax543WKc3PQBQUz/YWlePu3rYWbJEn8a8MZ3t18HoC/3NSNx2+MET/wBEEQBKGVtPUQtr1w9utQvGED6U88CX98n3FpDRb2ztsiiG0meWmlHFyfxLmDufWO8/TRMOeVEaI1gSC4MJvNSkF62hUVs+fJST5fazCr1GgIjLiyYjYa37Bw5A1cbZC4dxebln1IacHlD3A8ff0ZO/8Bug4d0ezPqSnaY0hcXFxMXl4elbW8loLzaTQa/P39G7XmafYQduvWrYA9oBo7dizz589n3rx5NcYpFAp8fX3p0aOHQ3ArNKy132CUGSpZ9+8j5KeXoXFXctujfQnuUnOTrQtFF3jgtwfwyPKgX34/ZMjoJM/jbtu3eIXFUXzrx6x5/RUM2Vl4BwQx/YWl6AKDWvz5XKt3N5/jjV/PAPDg6C78fUIPEcQKgiAIQito6TVSaWkpZ8+epaysjOuuu87pj9dWOPN1kKxWzt14k0MFrAOZDGVQEDEbfxetCZpJ+plCfnjrcIPjQmN0BMfo0Qe6oQ90RxfojpuXqMgSBFdms1kpzEivrpjNTjpHTtIFzJXGGmOVag0BkVEOm3/5XRHMJu7dxdo3l9b5WJOfWtjqQWxbCImvhdlsFpvetzCFQnFVLQiaPYS90uLFi7nhhhu4/vrrr/ZQoR6tHcICGMvM/PzuMbIuGFCq5dzyUG86x/nVGJdVlsUDvz1AaVYpw3OGo7Kp8JaVcY/0PSFRcZRMeJ81S1+kKCsTL78Apr+wFH1wSCs8o2vzyY4kXvopAYC5wyNYNKmnqAQQBEEQhBbWUmuk5ORknnjiCX755RdsNhsymQyLxQLAzp07uf/++3nvvfdqbcnVETjzdSjbu4/UWgo8/qjz8uV4DL26NgpC7c7uz+K3TxKadKxaq0AfZA9k9YFul/7rjj7IDY178/TNu5LYOEwQrp09mM2o7i+bfeEcOckXMBsraoxVqjUEREQSGBXN6Z3bqCwrrfO8Xn7+LPjvJ61WddoWQmKh/XNqCCs4hyuEsADmSivxHx4n9WQBcoWMm+6No+ugmpWsRcYiHtn4CBcyLzAyeySeZk9UmLmDeOJiYym98U3WvPIChRlpePr6Me35pfiGhrXCM7o2X+5N5bkfjiNJMG1gJ167qw8KsegTBEEQhBbTEmuk1NRUhgwZQn5+PlOmTCErK4vdu3dXV55YLBZCQ0O54447+OCDD5wyB1fnzNfB8NPPZPz1rw2OC/3XG+huu61ZH7ujamwlbK/R9vV7UXY5hpwKSgqNUM87SK2nyh7IBrqhC3K/VD1rr6JVaa4+pKltTwuxcZggNA/JZqMgM52cqlYGSefJSTqPqaJmMFufLgMGowsMRq5UolSpkCuUKFQq+/dKJQrlFd+rVCiVtX+vUKpQqOzj7d+rUCiVdVbe22xWPnrkPocK2D9q7ZBY6BhaJITdtWsXy5Yt48iRI9UP1L9/f+bOncuoUaOaetoOq6VC2MbsOGu12Ph9WQLnDuSADMbM7E7P62oGqOXmcv6y5S/sv7ifoblDCaqwh7U3sIvr+3alfPQSvn7lefLTUvHw8WXaP17Br1O4056bs3x/OI2/fn0Mq03itj4hvHV3P1QK0W5DEARBEFpCS6yR7r33Xr788ks2b97MiBEjWLx4MUuWLHG4/O+uu+7izJkznDhxop4ztV+uUAmrCgvD76EH0U2ahFyrbdY5dDQ2m8SKhbscws0/qq0nrMVsxZBbgSGn4lIwW05RTgVFOeWUG0z1PqaHTl1dQVsVzOoD3dEFuKFQ1Vxbnz+cQ/wHdf97ExuHCULzk2w2CrMyyU46x6ntm0k6fKC1p1Qd6laFslUBrdVipjgnu8Hjp7+wlPCefVpgpkJH5fQQ9q9//StvvfVW9QZdcrkcm81mP6lMxhNPPMGbb77ZlFN3WK6246zNJrHtq7Oc3JYOwLDbuzBgfESNT6HMVjPP7XiO+KR4ehf0pmtxVwB6cobbh0RhHvE0X7/yPHmpybjr9Ez7x8v4d450yvNzpvXHM3n8q8OYrRLj4oL478z+aJTi0zRBEARBcLaWWCOFhoZy/fXX89VXXwHUGsL+5S9/YdmyZRQWFjplDq6uRXrCZmfX3JirikxWfZ9Cr0d/9934zLwHVVDb23vAVTR3yGkyWuzhbM4V4eylClpjmbnO42Qy8PTVog9yRx9gb2+gC3Bj88rTlBfXHeyKjcMEwbkunjzGmiULGxzXc8xNePn6YTGbsVrM2CwW+/fmS99bav/eajFjqfrebMZy6VhbM/c/9fIPJLRrd3zDOuET2gnf0E74hoShEh/mCc2ksWskZVNOvmLFCt5880169OjBiy++yJgxYwgKCiInJ4ctW7awePFi3nnnHfr168fcuXOb/CSE5lXXjrOW7Gz77X/YcVYulzH6nm5oPZQcXJ/Cnh8uYCyzMOLOaIcgVqVQ8dr1r6HX6ll1ehXF6mIG5g/gpNSdwn1ZzFB9yLTnX+GbV54nN/kCa5YsZOo/XiYwsksLPfPmcUvvED5UKXho5UF+S8hmwfIDfDhnEG5qEcQKgiAIQltXUFBAZGRkg+PEDsXOIVMoCFr4rH1NekXYar/Tvu4Mee1VrPkFFK5ciTkjg/wPPiD/k0/wHj8e33lzcesjqpyuVnT/QCY82KvG5f6ePhpGTb/6y/3VWiUBnb0I6OxV4z5jmflSOFuzgtZstFKSb6Qk38jFq3i80sJKMhOLCOvuc1XzFAShccJie+Lp69/g5f43P/hYs17ub7NZsVosl8PZOkLbzPNn2bby0wbPV5KXw5m8nFrmHoBPaJg9lA0Nwzc0HJ/QMLz8/MXmg4JTNKkSdvjw4WRkZHDixAm8vGr+gi0uLqZ3796EhISwZ8+eZploR+DKO84e+T2Vnd+cAyB2RAhjZnVH/ofL8SVJ4sNjH/LfI//Fv8Kf0bkjwarEk1LuGRGF74i5fPvK82RfOIfW04upz71EUJeYZn2eLWHXuTwWrDhAucnKkChfPp0/GE9Nkz7PEARBEAShEVqiEjYiIoLBgwfzzTffALVXwo4bN46LFy9y+vRpp8zB1bnKVVuSxULJpk0Urvic8gOXL5N169sX33lz8Ro3DtlV7GgstO7GV5IkUVFipii7/HJIm1NOTnIxpYUNf+jhHeBGSLQOn2B3eyVtkDv6APda2xsIgnD1XHnjq8b0hPXQ+3DTgj9TmJlBQUY6BRlpFGakUVFSXOcxKo0Wn5Awe+Xspf/6hnbCJyQUlUZUzwo1ObUdgZeXF/fff3+97Qb+8pe/8PHHH1NSUnK1p++wXKHPVn07zp7alcHmz08jSdClfwA3/6lnrYubNWfW8PKel3Ezu3Fz7mgUle4osTBlcCRdx8zgu6UvknnuDBoPD6YufIngmG7X/Pxa2sGUAuZ/up+SSgt9w/WsuHcIOifsBCsIgiAIQsuEfwsWLODzzz/n4MGD9OrVq0YIu337dkaPHs2TTz7ZYVtuudL+BVWMCQkUrPic4p9/RjLbL3dXBgXhM2sW+mlTUfqICsm2qrEbh9VGJgMvf7fqYNYnyP3S9x64ealEhZsgXKXEvbvYtOxDh7DTy8+fG+Y90GoBbJWmhsQVJcWXQtmLFF4KZwsy0jFkZ9bbDsHLP+BS5WynK6poO+Hp6yd+tnRgTg9hFyxYwFtvvVXnmKeeeoqPPvpIhLBXwTV2nP0Xutsm1nn/hSO5/PrxCWwWiU49fLjlod6otTWrQDckb+Dv2/+OZJG4OW8kbmX+AFzfM4wRt87k+9cWkXH2FGo3d+5auITQbj2a/uRayfE0A3M+3UtRuZnYEG8+v28I/p6a1p6WIAiCILQ7LRH+JScn069fPwD+9re/cerUKb788kt++ukndu3axZtvvomHhwdHjx4lJCTEKXNwdS0VwjaFJS+Pwq9WU7hqFdb8fABkWi26yZPxnTMbTdeurTxD4Wo1ZuMwd281o6Z1xZBbQWF2GUVZ5RRll2My1h2gqN2Ul8NZUT0rCI1ms1lJP3WS0qJCPPU+hMX2bNYWBNeiOUNiq8WCISeLgvS0S8FsWnVIayytO99Sad3wCQmtDmWrqmh9QsNQqUVO0N45NYQdPnw46enpJCQk4OnpWeP+kpISevXqJdoRXCVXr4Stkna6gF/+dxxzpZXASG8mPdoXrWfNKtA9mXt4YtMTlJvLGV3UH/8iew/Y2IhAJt45k5/efJX00ydRu7lx598XE9YjrmlPrhWdySph1sd7ySutJDrAgy8WDCNYJy5PEARBEITm1FLh3969e5kxYwYpKSnIZDIkSar+b+fOnfnmm28YNGiQ0x7f1blyCFvFZjJR/MsvFKxYQWXCqerbPUaMwGfuHDyvvx6ZXARtbUVTNg6TJInyYhNFWeUUZpdf/m92GcX5Rqhn3zdRPSsIbVdLhMTlxQaHULaqtUFRdhbSpY3qa5DJ8L5UPetzqe+s76UKWg8fX/GzpZ1wagi7fPly7r33Xnr27MmiRYsYPXo0/v7+5OXlVW/MlZCQwKeffsq8RgR/gl1r7zirDA6usyfsH2UnF/PTf45iLDPjE+zO5Cf64elTM3w8mX+SP//+ZwqMBQwo6UJ0Xh9sKAj20zF1+kw2ffAOF08eQ6XRcsffXyQ8rvc1P9eWdiG3lFkf7yXTYKSzrztfLBhKuK97a09LEARBENqNlgz/LBYL69atY+/evRQUFODt7c3QoUOZMmUKarXaqY/t6tpCCFtFkiQqDhygYMXnlGzcCJfeHKsjIvCZMwf9Hbcj9/Bo5VkKjXH+cE6zbRxmMVsx5FRQeKlitqp6tjDbvjlYXa6snnWooBXVs4IgAFaLmaLsrMsBbXoaBZlpFKanYSwrrfM4tZsbPiH2TcGuDGj1IaGieraNcWoIC/aer++88051ai+Xy7FdWtxIksRjjz3GO++805RTd1jOXtgWb9hg33EWag1itXFxdF6xAoVn4xakBZllrH3nCGVFlXj5apn8RD/0QTXDx2RDMg/+9iAZZRlEVwQwLGsQRtzxcNMydeo0Dn61jJRjh1GqNdz+t+eJ6N3vGp5l67hYUM6sj/eSWlBOqE7LF/cPI8pfLOwFQRAEoTm0pfCvPWurr4MpLZ3CL76g6JtvsF1qlSb38kJ/1134zJ6FulOnVp6h0BBnbxx2zdWzQe7og0X1rCAIjuwbDxZTkH7RYVOwgow0DNnZSFJ91bOB9g3BqjcIs7c48ND7iJ8tLsjpISzAjh07+Oyzzzhy5AjFxcV4e3vTv39/5s2bx3XXXdfU03ZYrbXjrEKvx1paChYLmh49CH//f6iCgxt3vvwK1r5zBENOBW5eKiY93o+AcK8a43LKc3jwtwc5V3SOALM7t6UPpljyR6GQM/HWiSRvWEvSkYMoVWqm/PU5IvsNbLbn3FKyDEZmfbyH87ll+Htq+GLBULoH1/y7EARBEATh6rRG+FdWVla9vvUQFZNA2w1hq9jKyij64QcKV3yOKSXFfqNcjteNY/GdOxe3QYPEG1uhBlE9KwiCM1jMZgzZmfa2BulpFGZebnFQWVZW53FqN7dLrQ0u9Z691NpAHxyKsoNfsdOaWiSEFZpXa+44azxxgot/fgRrfj7KwEA6/e893Hr2bNT5yotNrPvPEfIulqLWKpj4SF9Cu+prjDNUGnh046McyT2Cu1XB3LQ+5NrsfWJHDB9O6ZE9JB3aj0KpZPJfn6NL/8HN+bRbRF5pJXM+2cepzGJ83FV8ft9QYkO82ZdUQE6JkUAvLUOifFE04yf3giAIgtDetdQaqbKykn/9618sX76c8+fPV98eHR3N/Pnz+X//7/+h0XTcywPbeghbRbLZKNu+nYLlKyjbtav6dk1sLL5z5+I98Vbk4o2s0ABRPSsIgjNIkkRFsaG6pUF1QJuehiGn/upZXWCQY+VsaBi+YeG46/TiZ4uTiRC2DWrtha0pLZ2LDz2I6dx5ZG5uhP3f/+E19oZGHVtZYeGX946RkViEQiVnwgO9iOztX2NchaWCv279K9vStqGwSTyU0YUs8wAAunbtiltGEkkH9iBXKJn01LPEDBrarM+xJRSVm5j32X6OXixCq5TjoVGSX2aqvj9Ep+XFSXFM6NUxd1YWBEEQhKvVEmukoqIixo4dy9GjR1EqlURHRxMUFER2djbnz5/HYrHQr18/Nm7ciF6vd8ocXF1rr1WdoTIxkYLPV2JYuxbJaARA4eeHz4wZ+My4G2VAQCvPUGiLRPWsIAjOYDGbKcrKcNgYrKoPbWV5fdWz7le0Ngi/1H/2UvWsquYm643REhuhtSUtEsJmZWVx8OBBioqKsFpr/2Uyd+7cpp6+w3GFha21pIT0J560VwXIZAQ9+3d85sxp1KcmFpOVXz86QfLxfORyGTfOj6XbkJptDcw2My/ufJF1F9YB8FCWLwUVo7EiJyAggCCjgZR9u5ArFNz2xDN0HTqi2Z+ns5UYzdzx7i7O5dZswl31N/m/2QNEECsIgiAIjdASa6Q///nPvP/++9x77728/PLLhIRc/h2dmZnJc889x7Jly3j44Yd59913nTIHV+cKa1VnsRQWUvT1NxR++WV12y6ZSoX3rbfiM3dOo68QE4T61F49W0ZRdvlVV8/aQ1pRPSsIwqWfLYaiK1obpFX3oC3OyamzelYmk6MLDKoOZau+fELD6q2eTdy7i03LPqS0IK/6Nk9ff8bOf6BN5jfNwakhrNFo5P7772fVqlXUdbgkSchksjrDWaEmV1nYSmYzWS+9TNGaNQD4zJxJ0MJnkSmVDR5rtdrYtOIUZ/dmgwyuv7sbvcfU3OzAJtn4vwP/x4qEFQDMzVMhK7+FUqsKd3d3OitspO/bgUwuZ+LjT9N9eNvqMWy1SYx8bSNZxZW13i8DgnVadjwzVrQmEARBEIQGtMQaKSQkhOjoaHbs2FHnmBEjRpCUlERmZqZT5uDqXGWt6kyS2UzJb79RsOJzKo4cqb7dbdBAfOfOxevGG5EpOm6lj+A8FpMVQ25V9WyZQ4uD1qiedfZmaIIgtAyLyURRVgYFl1oaFFZX0KZjqiiv8ziNhwe+IZ0cA9qwTuSmJvPzO/+s87jJTy3skEFsY9dIDadqtXjmmWf44osv6NatG/fccw+dOnVC2YiATmgbZCoVwYsXoY6IIOdf/6Lwyy8xpacR9n9vovCsf2MKhULOTfPi0LirOL45jW1fncVYZmbQrZEOn6LIZXL+Ouiv+Ln58dbBt1jhb+aOoh8Iq5hCZjmclcuJGDySvP07+fmdN7BZrcSOGuPkZ9589iUV1BnAgv1D7kyDkX1JBQyP9mu5iQmCIAiCUKvi4mJGjx5d75gxY8Zw9OjRFpqR0Bqqql+9b72VimPHKFjxOcXx8VQcOEj6gYOoQkPxmT0b/dS7ULTTIFpoHUq1Ar8wT/zCPB1ub6h61lRhITupmOykYofjrqV69vzhHLavTqSs6PL7GQ+9huvu7kp0/8DmfeKCIDiVUq3Gv3Mk/p0jHW6XJImyokKHUNbe2iANQ24OlWVlZJ47Q+a5M1f1eJuWfUD04KGt3prAVdslNKkSNjQ0FF9fXw4ePNihNydobq5YXVC8YQMZf3sGyWhE06MH4e//D1VwzRYDfyRJEvt/Tmb/T0kA9LmhE6OmdUVWy6en3yd+z6JdL2JDYkxpJSMtUzldaN8MIcRdQ8nBnchlcsY//AQ9R9/YvE/QSX48ks4TXx1pcNxb0/tyx4CalcKCIAiCIFzWEmukIUOG0KNHD1asWFHnmDlz5nDmzBn27dvnlDm4Oldcq7YEc3Y2hatWUfTVaqxFRQDI3N3R3347PnNmo4mKat0JCh2WM6pnk0/kEf/BiTqPnfBgLxHECkI7ZzZVUpSVWaNyNj8tBYvJ1ODxSrUaT18/3HU+eOj0uF/68tBXfV91uw6V1q3ZW6q0RrsEp7YjcHd3589//jP/+te/rmmSgiNXXdhWHDvGxT8/gjUvD2VAAJ3e/1+j+2Id23yR7asTAeg+NJgb5vZAoah5Wcym1E08veUpTJKVgeVGZmruYVeqfZxeo8JybB8yycbNDzxG77E3N9+Tc5Ld5/O556M9DY7zcVcxd3gk9wzpTLBO2wIzEwRBEIS2pyXWSN9//z0zZ85k/fr1jBkzpsb9mzZt4tZbb2X16tVMmTLFKXNwda66Vm0pNqOR4p9+omD5CioTE6tv9xh9Pb5z5uIxcoTozSm4hKb2ngWQyaGuzdcBPH00zHllRKu3JhDtEgSh5Z3asYVf/tO8OaBSrbEHtDo97pdC2svBrT2sddPp8ND5oPHwaPD3bOLeXax9c2md9zurXYJTQ9iBAwcSFxfH559/fk2TFBy58sLWnJ7OxYceojLxHDI3N8L+7194jR3bqGPP7M1i4/JTSDaJyD7+jF/QE6W6Zhn4/qz9PP7bQ5TaTHSvNPFX33n8ftqGxWLBTalAfvoIcnMlNy34M33H3drcT7FZWW0So17fRJbBWOcaRy4D26U7FXIZN8UGMntYBCOj/cUCQhAEQRCuZqvNGwABAABJREFU0BJrpBUrVvD111/zyy+/cPPNNzNq1CgCAwPJyclh+/bt/Pbbb0ycOJGpU6fWOLajbETrymvVliRJEuV791KwfAWlW7bApbdT6phofGfPQTdlMnI3t9adpCDUoanVs1dSquW4e6vReqjQeqjQXPqv1kN5+XtPFVp3FVpPJRp3FRo3Za1XRTaFaJcgCK3j4sljrFmysMFxEx75Czr/IMoMRZQbCik3FF363uDwZ0tl3S0ca6NQKnFzCGmrvvfBXa/HzdOL9e++SbmhqM5zePn5s+C/nzR7awKnhrBr1qxhwYIFHDp0iJiYmGuaqHCZqy9srSUlpD/5F8p27gSZjKC/P4PP3LmN+sQ/+Vge8R+dwGq2EdpVz8Q/90HtVrOP8OmC0zz0yxzyrUY6mc0sDX+AzSftfzdKuQxV0mmU5SWMvfdB+k+Y5Iyn2WziT2Ty8MpDgOOHzVV/W/++px8SMlbuSWFfUkH1/ZF+7swaGsHUgZ3w8VC33IQFQRAEwUW1xBpJLpcjk8nq3HS2ypXrno62Ea2rr1VbgyklhYKVX2D49lts5fYNThQ6Hfrp0/CZORNVSEgrz1AQGkeSJE5sS2fbqrNOOb9MhkNY6xjeXhHgVoe3KjTuSlQahcPP3fOHc0S7BEFoJTablY8euc/hMv8/upqQ02SsoLyo6Iqw1nBFYGsPa8sNRZQVFdW7idjVmv7CUsJ79mm280Ezh7Dbtm2rcdt///tffv/9d5588kn69++PTqer9djrr7/+KqbdsbWFha1kNpP18isUrV4NgM/MewhauBBZIzZmy0gs5Od3j2EyWgno7MWkx/ri5lUzZLxYnMoDa6eRZi3Hz2rlrW6PcOCUmvT0dGSAOjMFdVEuY+YuYODE25v5GTav+BOZLF6XQKbBWH1biE7Li5PimNDr8qL8bHYJX+xJ4btD6ZRUWgBQK+Xc1ieE2cMi6B+uF5e3CYIgCB1WS6yRli9f3uRj582b14wzcV1tYa3aWqwlJRi++46Cz1diTkuz36hQ4HXzOHznzsWtXz+xlhNcXvqZQn5463CD426cF4su0B1jmRljqZnKcvt/jeUW+3/LrritzIzFVE9/gwbIlbLLFbfuSnJSSrCa6z6fq7RLEIT2qrUu97eYTJdD2Uv/tX9fSHmR/fuCzHTKCgsaPNetjz9N7Mj6N2O9Ws0awlZVBvxR1aH1LSg6SmVAc2grC1tJkij4bBk5b7wBkoTH9dcR9uabKDw9Gzw2N7WEdf85QkWJGX2QO5Of6IeXb81eqHnluTz07STO2MrwtNl4q9fjpKf6c/z4cQBUBTlosi9y/cx5DJlS87JAV2K1SexLKiCnxEigl5YhUb4o6lgUlFVaWHs0g5V7UjiZcXmH07gQb2YN68zt/cLw0DQceAuCIAhCe9JW1kjtnXgdGiZZrZRu2ULBis8p37u3+nZtnz74zpmD9/ibkanFlU6Ca7LZJFYs3OVwmf8fNSXktJitVJZZ7KHtpa/qP5eaMZZXhblX3FZmxma96ot2Aeg2LIjIXv74hnigD3RHoaq5J4kgCE1X28ZXXn7+3DDPeRtfNUZj2yW4fCXsokWLmvzJ7Ysvvtik4zqitrawLf7tNzKe/huS0YimWzfCP3i/UZdcFWWX8+M7hyktqMTTR8PkJ/rhE+xRY1yJsYjHvr6Fg7ZS1JLE670fRVPek40bNwKgKCvGLe08o6bNZNiddzf782tNkiRx5GIRK/ek8tOxDCot9k97PTVK7ugfxuxhEXQP9mrlWQqCIAhCy2hra6T2qqVeB6vNyqGcQ+SW5xLgHsCAwAEomrl3W0swnj5NwYrPKf7pJ6RLu0krAwLwmTUT/fTpKH19W3mGglCTq1zuL0kS5kqrQ2CbdCyP45vTruo8MrkMXYAbPsHu+IZ44BPigW+oBz5B7rXuUyIIQuPYbFbST52ktKgQT70PYbE9m73PalPm1JztEq6GU3vCCs7RFt9gVBw/zsU//xlrbh7KgAA6/e9/uPXq2eBxpYVG1r5zhMKscrSeKiY91pfAiJrP2Wg08LfV49lMGXJJYlHvh4n1uJFvv/0Ws9mMrNKIW9o5Rk2+g+FTZ7bLy7yKyk18czCNL/amkpRXVn374EgfZg+LYEKvYDRKsYAQBEEQ2q+WXCPZbDbS0tJIT0/HbDbXOqajtttqidfh95TfeW3fa2SXZ1ffFuQexN+H/J2bIm5yymM6myU/n8LVqylctQprrv2NoUytxnvyJHznzEXbvVsrz1AQHNW28ZWnj4ZR01t346vGtkvo3MsXU7mFgsxyTBWW2gfJwNvfDd8QD3xD3O3hbIgH+iB31Fpx5aEgtFWt1S5BhLBtUFsMYQHM6elcfOhhKhMTkbm5EfavN/C68cYGj6soNfHTf46Sk1KCSqPg1j/3oVN3nxrjLEYDS1aN43t5BQBPxs5jYufZrFq1CoPBAFYLbukXGHnzBEbePaddBrFgvzxo1/l8Vu5J4bdT2Vht9n+6fh5qpg0KZ9bQzoT7urfyLAVBEASh+bXEGkmSJF577TXeeust8vPz6x3bUdttOft1+D3ld57a8hQSjm9PZJe2NX1zzJttNogFkEwmiuPjKVjxOcYTlysN3YcNw3fuXDzHjEYmF5dNC67BZpPITCyirLgSD28NIV31rd5n9WrbJUiSRLnBREFmGQWZZRRe+m9BZhmVZXWEs4CXr/ZSKHs5nPUJ8UBTy8bSgiC4ntZol9AiIWxZWRk//vgjR44cwWAwoNPp6NevH1OmTMHDo+bl5UL92moIC/bNCNKf/AtlO3eCTEbgM3/Dd968BgNRk9HCL/87TvqZQhRKOTcv6EmXfgE1xknlBbzzxTg+Udsv5ZobcxcP9f1/rFm9hosXL4Ikocm+yPCRIxk9+0/tNoitkmUw8tX+VL7ad5GsYvumXzIZjO4WwOyhEdzQI7DOvrOCIAiC0Na0xBrp73//O//85z8JDAzktttuIyQkBGUdG4921HZbznwdrDYr478d71ABeyUZMoLcg4i/K75Ntia4kiRJVBw+TMGKzynZsAFs9rZTqs6d8Z09G92ddzRqrwVB6Iiao12CJElUlJirQ9nCzDIKssooyCynothU53Eeek2NYNY3xAOth6rJz0cQBOdo6XYJTg9hV61axaOPPkpRURFXnkImk6HX63n33XeZMWNGU07dYbXlEBZAsljIeullilavBkB/zwyCn3sOWR1vYKpYzFZ++ySBC0dykclljJ3Tgx7Da+ktW5LF8i9u5l9u9v/fJkXczPMjXubXX37lyJEjAKgKcxnWvy9j593f7oNYAIvVxu+ncvhibwrbEy9/yhOmd+OeIeFMHxxOoFfNjc8EQRAEoS1piTVScHAwPj4+7N+/H08RgNXKma/D/qz9/OnXPzU47tPxnzI4eHCzPnZrMmdkUPjllxSu+RpbsX1TVrmHB/qpd+Ezezbq8PBWnqEguB5ntkswlpopyCpzDGgzy+utvnXzVuMb4o5vsIdDQOvmpeoQ70kFQXByCLtu3Tpuv/12tFotf/rTn7juuusICgoiOzubbdu28dlnn1FZWcmPP/7IxIkTr+mJdCRtPYQF+6eKBZ8tI+eNN0CS8LjuOsLeerPBT/NtVhubvzjD6V2ZAIya1pW+N9ay6CxMZu3KW3jBS4FVJuO6kBH864a3OLL/CBs2bABAUVbC4G7RjF/wcIf6pZecV8aX+1JZc+AiReX2HnZKuYzxPYOZNawzw7v4dai/D0EQBKH9aIk1kqenJw899BD/+te/nHL+9sCZr8MvF37hme3PNDju9ete59YutzbrY7sCW3k5hrVrKVjxOaYLF+w3ymR4jh2L75w5uA8dItZxgnCFlm6XUFlhqRHMFmaWUVJgrPMYrYcKnxB3h6pZ3xAP3HVq8e9ZENoZp4awQ4cO5cyZM+zbt49u3Wo2kj99+jT/n73zDo+qSv/4507JzKT3HhJqKpCEKoKoSFkrYlns5aerrqui666rrgKuBd2i7q5ti7uKgq6CXQGxIAgCmlBCQgglIb0nkzb13t8fk0wyZEISSCM5n+eZZ5Jzzz333Jlk5r3f+57vO2PGDBITE/nhhx96O/yIZTiIsG00bN5M8YO/QTGZ0E2YQMyrr6CNjDzpPoqisH3dYfZsLgRg6oVxTL9kdOcvqIocvltzMb/202NSqUgNnsTfL3iZ8oJy/vfuu9jsdiSLmdToMC69894R561lstr5fH8pb/1QQMbxOmf72BAvrpsRyxVTovEztC+ZscsKu47VUNFgItRHz/TRgcLKQCAQCARDioGIkWbPns2oUaNYs2ZNv4w/HBgKmbBnRZzFsinLSApK6tPjDxUUWabp++3UvPkmTVu3Ott18fEE3ngDvhdfjEqnG8QZCgSCjlhMNurKm13E2ZrSJoxVLdCF0uJh0Li1NfAO0AlxViA4Q+lXEdbT05Mbb7yRV199tcs+d9xxB6tXr6a5ubm3wwOwe/duli9fzo4dO7BYLCQnJ7Ns2TKuvfbaHo8hyzIvv/wy//jHP8jLy8Pb25vzzjuPp556ivHjx3fq/9Zbb7F161Z++ukn9u/fj8Vi4T//+Q8333xzl8cwGo2sWLGCdevWUVZWRnh4OFdccQUrVqzodXA6nERYgJb9WRT+8i7slVWoQ4KJefkVDBNTTrqPoihkbCzghw8dGQAp50RxztIJSCeKgkU/krl2CXcH+dCgVjHOfxyvXvAqUpPEG6+/TpPJBHY7CUF+/PzeB0acENtGdomRt3YW8GFmMc0WRxERvVbFpZMjuX5mLCV1Laz8JJvS+vY7uBF+epZfksSiFDeWEAKBQCAQDAIDESNt2LCBK664gq1bt5Kent4vxzjTGQhP2Irmik6FudwxJWwKNyTewLkx557xHrFdYT56lJrVq6n/8COUFkeBWnVgIP4/v5qAa65BGzp4VeoFAsHJsVns1JY7smVrSlozaMuaqa9opisFRqtTExDumjkbEOGFb5C+8/WwQCAYUvSrCBseHs7NN9/MqlWruuzz0EMP8eabb1JaWtrb4fn2229ZuHAhHh4eLF26FD8/P9avX8+xY8d46qmneOSRR3o0zi9+8Qv++c9/kpSUxEUXXUR5eTnvvvsuer2e7du3k5Tkegc9Li6OgoICgoOD8fLyoqCg4KQibFNTE7Nnz2bPnj3Mnz+f9PR09u7dy4YNG0hNTWXbtm29KlA23ERYcPhcFd55F+ZDh5D0eqL+9Ed8Lui+qm3Wd8VsWZsLCoyfGsq8m5NQa04QUo98Q95713JniD8VGg2RXpG8Nv81QjQh/Pef/6Cyrh4UhVHeem564Deo1SO3mmWDycqHmcW89cNxcssbTtq37ev9levThRArEAgEgiHBQMVI77//PnfffTeXXnopkydP7vJYN954Y7/NYSjT3+/D5oLNPPDtAwAuQqzUGp0sS1/GobpDbDy2EZviqGwe5R3FtQnXcvn4y/Hx8OnzOQ0F7PX11L3/PjVvv42tpPXaSqvFd9EiAm+8sdskB4FAMHSwW2XqKhzZsh2zZ+vLm5Fl99KMRqvCP7yzrYFvsB6VemQmGwkEQ41+FWFvv/12duzYwd69e1GrO995ttlspKamcvbZZ/Paa6/1amybzUZCQgJFRUXs2LGDtLQ0ABoaGjjrrLPIzc0lOzvbbSZrR7755hvOP/985syZw5dffomuddnOV199xfz585kzZw5btmxx2Wfz5s2MHz+e2NhYVq1axcMPP3xSEXb58uU88cQT/Pa3v+XZZ5/t1P7444+zcuXKHp/7cBRhAeyNjRTf/4BjSZUkEfrb3xJ4803dLrXI+7Gcza9nI8sKo5KDWHRHClqPE/7esj+m+INbuSMsmAKtlgBdAK9c8Arx/vGs/e/rHCkqASDIQ8Mdv/4NHiN8+ZaiKPxYUMvqHfl8vLfrGyQSEO6nZ9tD5wtrAoFAIBAMOgMRI5nNZm677TbWrFnjLDp7YqyiKAqSJGG32/tlDkOdgXgfNhdsZtWuVZQ3lzvbwj3DeWj6Q1wQ67iRX9FcwTsH3+G9Q+9RZ64DwFPjyeXjL+e6hOuI8R2exawUm42GzV9Rs3o1LT/95Gw3pKUReNON+FxwQbcFcQUCwdDEbpepr2jp7Dtb3oRscy/ZqDQSAWEdbA3CHc9+oYbOCUwCgaBf6VcRtq6ujgsuuIDAwED+8Ic/MGPGDOe2H374gccee4y6ujq+/PJL/P39ezX2pk2bWLhwIbfccguvv/66y7Z3332XpUuX8vDDD/P000+fdJxrr72WtWvXsmXLFs455xyXbT/72c/YsGEDubm5bj1tgW5FWEVRiI6Oxmg0UlZW5pLxajKZiIyMxNPTk8LCwh77ugxXERYcQWPZk09S9867APgv/Tnhv/99t4FiwYFqNry2H5tFJmKsHxfdPQmdp9a1U+ZbVH9yD78MDyFbp8NT48mL57/IjPAZfPq/d/gp+yBIEl5qiTvuXYavn19/neYZw44j1Vzzz+79ms+ZEMw540OID/chPtyHEG/hUyQQCASCgWcgYqS7776bV155hUmTJnHllVcSERGBpos45aabbuqXOQx1BipWtct2MioyqGyuJMQzhPTQdLeWAy22Fj47+hlvZb/FkfojgCNr9tyYc7kh6Qamhk0dtnFLy/4sala/ifGLDWBtLcgaEUHgddfif+WVqHt5DSYQCIYmsl3GWGVqtTNoE2gdNgc2q+x2H5VKwi/U0MnWwD/MgEZ76vYtA10MrbcM9fkJhjf9KsKOGTMGi8XitBrQarUEBQVRXV2NtTUIiIiIwMPDw/VgksSRI0dOOvYjjzzCM888w9q1a1m6dKnLttraWgIDA5k1axbff//9SceJjIzEaDRSX1/fKVv3hRde4P777+cf//gHt99+u9v9uxNhDx06RHx8PAsXLmTDhg2dti9evJiPPvqIQ4cOdZu128ZwFmHBIVzX/PcNKp57DhQFr9mziXrhedTe3ifdr/RIPZ+9tBdzs42gaG8uuWcyXn4nZLTueImmTY9yX1gIOw16tCotz8x5hoVxC/nu80/5esdOUKvRSnDzbbcRFRXdj2c69PloTzH3vbOn1/sFenkQH+YQZBNahdkJYT546UTWhUAgEAj6j4GIkUJDQ4mNjWXHjh1diq8jnaEaqyqKwo7SHazOXs224m3O9viAeK5Pup4LR1+Ih9rjJCOcuVgrKqh75x1q33kXe00NAJLBgN9llxJ4ww3oxo4d5BkKBIL+QJEVGmpMnWwNakubsJrdr9aQJPANMXSyNfAP9+y84vQEjmRWsPXdPJrqzM42L38dc34+nrFpg+9PPdTnJxj+9DRGOqUIU5ZltFoto0aNcmmPiHD1jzxR3+2J3puXlwfgVrgMCAggODjY2acrmpqaKC0tJSUlxa1dQtvY3Y1zqvM88Rhd9TGbzZjN7R8SRqPxlOdzJiBJEkG33IxHTDTFv/ktTdu2UXDtdcS8+grayMgu94sY68fiB9L55K97qC5qZP2fMrjsvlR8gw3tnc66G6+WWl7+7o/8LjSYL708+c2W31BvrufqC6/Gx9uLTzZsxOqh59///BdXXHklySkj1z8r1Effo35XpEfRZLaTW95AfnUTNU0WdhytZsfRamcfSYKYAE8XYTYh3Ie4IC80wqNIIBAIBGcIJpOJ8847TwiwZyCSJDErchazImdxtP4oa3LW8PGRj8mtzeWx7x/j+Z+eZ2n8Uq6Kv4pgQ/BgT7dP0YaGEnLvvQTdcQfGzz6n5s03MR88SN0771L3zrt4zZ5N4I034DV79ogtVCsQDEcklYRvsAHfYANxE9s/1xRFobHW3MnWoKa0CUuLjfqKFuorWji2t6rDYOAbpHcRZgMivAgI98RDr+FIZgUbXsvqNIemOjMbXsti0R0pgyp0DvX5CQQdOaUoMz8/v4+n0U59fT0Afl0sGff19aWoqOi0x+jY71Toi2M888wzvfKMHS74XHABsatXU3jXnZgPHeLYz39OzMuvnLSoQHC0N0t+k87HL+7BWNnC+j/+xCX3phIU1SGL9rxH8Wip44+7/8lTwUG85+PFH374AzWmGu6Ycweeej3vvf8+Nk8f3nv/fSorK5l77rnDdpnayZg+OpAIPz1l9Sa39YfbPGGfu3Ky0xO2xWInr6KBg2UN5LY+DpY1UNVo5nhNM8drmvkyu92/zUOjYnyodwdx1peEcB9CfYSlgUAgEAiGHlOmTOHw4cODPQ3BaTLGbwy/n/l77km7h3V561iTs4by5nJe3vsy/9z/Ty4cfSHXJ11PQmDCYE+1T1HpdPgvuRy/yxfTvGs3NavfpPGrr2nato2mbdvwGD2awBtvwO+yy1B5enbaX7Hbaf7xJ2yVlWhCQvCcOgXJTTKLQCAY2kiShE+gHp9APaOSg5ztiqLQbLR0ypqtKWnC1GTFWGXCWGWiYH+1y3heAR6YGqwnPeZ3aw8RFOWNWqNCpZKQVFLrMx1+bn1Inf3WTwdZVtj67smT67b9L4/Rk0OENYFgSCBu9Q8iDz/8MA888IDzd6PRSEzM8CwkcCKGlGRGv/suhXfehfnQIQpuuIHIPz6H7/z5Xe7jF+LJkgen8PFf91BT0sQHf87g4l9NJnxMqxAuSfCz51Cb6nhs/3sEyfCqnxcv7XmJGlMNv5v+O67T6Xjnv69j9gvm2y1bqKyqZPHiy9FqtV0edziiVkksvySJu97KQAIXIbbtq2n5JUkuRbkMHmomRfszKdrfZazqRrNTkM0ta+BgeQOHyhposdo5UGLkQIlrhre/p5b4sHZhts1v1ltYGggEAoFgEHn66aeZN28en376KRdffPFgT0dwmvjp/Lg15VZuSLqBr45/xers1eyr3MdHRz7ioyMfMS18GtcnXs/c6Llu/WbPVCRJwmvGdLxmTMdSWEjtW29Tt24dlmPHKFv5BBXPv4D/VVcSeO21aKOiADBu2kT5089gKytzjqMJDyfskYfxXbBgsE5FIBD0IZIk4eWnw8tPR0xCoMu2lgYLNSUdMmfLHCJti9FCU62l27GbjRbefrz7eiPOubQKtC6CrSQhqSVUUqtwq25tc/n5hH1UEhaTzcWCwB2NtWZK8+qIig/o8RwFgv5iyKkebZmlXWWQtvksnO4YHfudCn1xDJ1Oh06n63L7cEcbGUnsmrcpvv8BmrZupfje+7A++CCBt97S5d0xL38dl/86nU//vpfyY0Y+enEPF94xkZik1i8SlQoWv4JkMnJ33kYCFIlV/l6sPbiWOlMdT81+iutvv4O1L/2V5uAIDhzIpramlmuuvRYfH58BPPvBZ1FKBK9cn87KT7IprTc528P99Cy/JIlFKREn2budIG8ds8bpmDWufRmMLCscr2luz5otN3KwrIH8qibqmq3sPFbDzmM1LuNEBxicdgZtWbOjg73QCksDgUAgEAwAX375Jeeeey6XXXYZ5513HqmpqW49vSRJ4rHHHhuEGQpOBa1Ky6K4RSyKW8Teyr28nf02mwo2sbtsN7vLdhPjE8N1idexeNxivLRe3Q94BuERE0PYw78j+J57qP/gA2pWr8Z6/Dg1/36dmv/8F5/589EnJlD54l/hBNs4W3k5xfctgxdfEEKsQDDMMfh4EBXv0UmkNDVa2ftNIT9+lt/tGCq1BBIossOv9mQosoIig+x2TWb/kP19CZJaImSUT7f+twJBf3JKhbn6E1GYa+gVO+hvFJuN8qefpnbNWgD8f/5zwh/7PdJJPNmsZjtfvLafwuwaVGqJ+bcmM25KB58Xawu8dQUUfM/ngWE86u+JTbEzK3IWz5/7PDVHjvHu88/REBoDag0+3t5cc+21RJ7Em3a4YpcVdh2roaLBRKiPnumjA10yYPsSk9XO4YrGVnHW6BRpKxrc3730UKsYE+LlYmcQH+5DhJ9eWBoIBALBCGIgYiRVD/0yJUnCbndf9GS4M1xi1bKmMt45+A7vHXoPo8WROOGt9eby8ZdzbcK1RPsMzwKuiizTuGULNW++SfOOHmStSRKasDDGfbVZWBMIBCOU4txaPnw+s9t+i+9Pc4q4iqKgKG1iq4Lc+qzIOH92/9y6j6Ig25UTfgZZUVDsrX1b26tLGvnp84Ien4+kkgiK8iI0zpew1kdAhJewKhCcNj2NkYacCLtx40YWLVrELbfcwuuvv+6y7d1332Xp0qU8/PDDPP300ycd55prruGdd95hy5YtnHPOOS7bfvazn7FhwwZyc3OZMGGC2/27E2EVRSE6Ohqj0UhZWRleXu13zk0mE5GRkRgMBoqKinosFg2XwPZUUBSF2jffpHzVs6AoeM2eTdQLz6P29u5yH7tV5sv/ZHMkowJJgnOvSyBpdgcR1VQPb1wCpXv5Piia+wMMtNjNTAyeyEvzXqLleDn/e+4PGEOikXUGNBoNl19+OcnJyQNwxoKO1DZZnMJsbrnD2uBQWQNNFvcXub56TavXrK/Tc3ZCuA+++pFlKyEQCAQjhYGIkbZs2dLjvnPnzu2XOQx1hlus2mxt5tOjn/JWzlscqz8GgEpScV7MeVyfeD1TwqYM25u+ptxDVPzlzzRt+a7bvqPeeAOvGdMHYFYCgWCoIcsKbz6y/aRL/r0DdNzw1KxBETJ7Mj8Pg5rI8f5U5DfQbOxsr6DVqQmN9SFstG+rOOuHd8DIXbEsODXOWBHWZrMRHx9PcXExP/zwA6mpqQA0NDRw1llnkZuby4EDB5ziaVVVFVVVVQQHBxMc3L4c+ptvvuH8889nzpw5bN68GQ8PDwC++uor5s+fz5w5c04abHcnwgIsX76cJ554gt/+9rc8++yzndoff/zxXhXeGm6B7anQ8NVXFD/4G5SWFnTjxxPz6itOvyp3yLLClrW5ZG8tAeCsy8eSvjC2vUNTFby+CKrz2Bc6ll8GGKi3GBntN5rXLngNqayB/z2znPqAcOzeDuuIuXPnMnfu3B5nxAj6B1lWKK5r6ZQ1e7SqCXsXS1yi/A1Oj9m2rNkxwd54aMR7KRAIBGcyIkYaGgzX90FWZLaXbOet7Lf4vqR9tV1iYCI3JN3AwriFeKg9BnGG/UP9p59R8uCD3fbzvfhiAq67Fn1yMiqP4fc6CASCk3Mks4INr2V1uX3RHSmMTQvtcnt/09P5KYpCY62Z8mNGKvKNlOcbqSgwYrPInfbx8vMgbLQfoXE+judRPngYhpybp2AIccaKsOAQUBcuXIhOp+Oaa67B19eX9evXc+zYMZ588kkeffRRZ98VK1awcuVKli9fzooVK1zGuf322/nXv/5FUlISF110EeXl5bz77rvo9Xq2b99OUlKSS/9//etfbNu2DYD9+/eTkZHB2Wefzbhx4wCHxcDixYud/Zuampg9ezZ79uxh/vz5TJkyhb179/LFF1+QmprKtm3bXDJku2O4Bra9pSXrAEV33YWtshJ1cDAxr7yMYeLELvsrisIPHx0lY4NjGUL6wlHMXDy2PXOhrtAhxBqLOBqZwi/89ZS3VBDmGcY/5v8DrxqZ9556jHpPP6xB4QAkJSWxePFip3gvGDqYbXaOVDQ5fWZzWx8dfW07olFJjA3x7iTORvkbhm12i0AgEAw3RIw0NBgJ78ORuiO8nfM2nxz5BJPdEVsEG4L5efzPuWrCVQQZgroZ4cyhaecujt90U4/7S1ot+uRkDKmpGNLSMKSmog0bPOFFIBAMHEcyK9j6bp5Lxql3gI7ZV48fVAG2jVOdn2yXqS1rpvyYQ5QtP2akpqTxRJtskCAwwtXGIDDKC7WoXyJo5YwWYQF27drF8uXL2bFjBxaLheTkZJYtW8Z1113n0u9kIqwsy7z00ku89tprHD58GG9vb8477zyeeuoptzYEN998M2+88UaXc3J3jPr6elauXMn7779PWVkZ4eHhXHnllSxfvrzXhb9GQmDbU6ylpRTeeRfm3FwkvZ7I557ttihA5qbjbF9/GICksyOYe11C+5KIqjyHENtcRVnsTH7h78ExYz5+Oj9envcy4U3evP/k7zGqtJgi4kCSiIiIYOnSpadVwE0wcNQ3W8ktd82azS1roMFsc9vfR6dhQkdhNsxhb+DnKSwNBAKBYKgxUDGSzWbjb3/7G2vXruXgwYM0Nzdjszm+R/bs2cM//vEPli1b1qWd1cmIi4ujoMC9b90dd9zBq6++6tJmNBpZsWIF69atc8aYV1xxBStWrOj1a7B79263cfW1117bq3FGUqxaZ6rj/bz3WZuzloqWCgA8VB5cNOYirk+6ngkBvf8bGGoodjuH512Arby8U2GuNlQ+PhimTsW0dy/2mppO27WRkU5B1pCWhj5+ApJWxFICwXBElhVK8+poMprx8tURMd5/SHmp9tX8rGY7lceNlB9rcAiz+fU01nS2O9BoVYSM8nEIs6MdwqxPkKhdMlI540XYkchICmx7gr2xieIH7qfpu60gSYQ++CCBt95y0g+17O9L+PatgygKjE0PYf4tyai1rXenSvY4PGLNRurGX8Av/TzYX52FQWPg+XOfJ94exXtP/h6jxYY5dgKypMLb25ulS5cSHT08CzQMdxRFoaTeRG6ZkZzSdmH2SGUjti4sDcJ99S4Zs/HhPowL9UanEQUpBAKBYLAYiBippaWFBQsWsH37doKDg9FqtZSWljqLcNXX1xMeHs6vf/1rnnzyyV6PHxcXR11dHcuWLeu0berUqVx88cXO309cbZWens7evXvZsGFDr1dbffvttyxcuBAPDw/nzeW2FWZPPfUUjzzySI/PYSTGqlbZypf5X7I6ezVZ1e3LXWdEzOCGxBuYEz0HlXTmZkIZN22i+L5ljl86Xha2xttRL76A74IFKIqC9fhxWvbsoTkzk5bMPZjz8kB2XcYr6fUYJk5sz5ZNS0UT4FpxXSAQCM40murNTguD8mNGKgoasLR0TvYx+GhdsmVD43zRe4kbUyOBPhVh33zzzVOeyI033njK+440RmJg2x2KzUb5089Qu2YNAP5XX034Y78/6R32I5kVbPr3AWSbQkxiAIvumIiHvtW/Jf97eGsJ2Ew0p1zB/b4atpfuQCNpeGr2U8zwmMh7f3iEhqYmLKOTsKo1qNVqLrvsMiZNmjQQpywYACw2maNVjeSWNbhkzRbXtbjtr1ZJjA72IsEpzvqS0GppcCp3V+2ywq5jNVQ0mAj10TN9dCDqIXQXWSAQCIYaAxEjPfbYYzz11FOsWrWK3/zmN6xcuZI//OEPThEWYNGiRVRXV7N79+5ejx8XFwdAfn5+t337qu6AzWYjISGBoqIiduzYQVpaGuBaayE7O5vx48f36BxGcqyqKAp7K/eyOns1m49vRlYc4mOsbyzXJlzL4nGL8dR6DvIsTw3jpk2UP/0MtrIyZ5smPJywRx4+6Uo0e2Mjpn37aN6zh5bMPbTs3YtsNHbq5xEb65Itqxs3Fkndu5vbit1O848/YausRBMSgufUKb0eQyAQCPoKRVaoq2huF2XzjVQVNSLbO8trfqEGhyjbWvgrJNqnPVFMMGzoUxFWpVL1OqVaURQkSXIJXAUnZyQHtidDURRqV6+m/JlVoCh4zZpF1IsvoPbx6XKfwpwaPn91PzaznbDRvlz8q8ntd6AObYR3rgXZhnXabTzqreKL/A0A/G767/iZ37kOIbauFvuYJFq0egBmz57N+eefLwp2DWOMJiuHThBmD5YZMZrcWxp4eaiZ0MHOoE2cDfDq2kt4Q1YpKz/JdvGwjfDTs/ySJBalRPT5OQkEAsFwYCBipAkTJhAdHc3XX38NwMqVK3niiSdcYtlf/vKXrFu3jvLy8l6P31MRVlEUoqOjMRqNlJWVuWS8mkwmIiMj8fT0pLCwsNv4fNOmTSxcuJBbbrmF119/3WXbu+++y9KlS3n44Yd5+umne3QOIlZ1UNJYwjsH3+H9vPdpsDQA4KP1Ycn4JVybeC2R3pGDPMPe0xcipyLLWI4edWTKtgqzlqNHO/VTeXlhmDy5XZidPAn1Sf6eTlUkFggEgoHEZrVTVdjoIszWV3ZO8lGpJYKjvQkb7UdYnMPOwD/UE0kk5ZzR9KkIezKf1O64qRdm7yMdEdienIavv6b41w+itLSgGz+OmFdfRRsV1WX/8mNGPvn7HsxNNgIjvbj03lS8/HWOjfvfh3W3AQrynN+wylvF2oNrAbhj0h1cF76E9/7wKMbqSlSj4zHqHYJvfHw8S5YsQafT9ffpCoYIiqJQZjSdIMw2cKSiEYu9cyVNgFAfXQdLA4cwOy7Um29zK7jrrQzc+LwD8Mr16UKIFQgEAjcMRIyk1+u57777nJmn7kTY3/3ud7zwwguYTO6LQZ6MuLg4zGYzq1atori4mICAAGbNmsXkyZNd+h06dIj4+HgWLlzIhg0bOo2zePFiPvroIw4dOtRtBusjjzzCM888w9q1a1m6dKnLttraWgIDA5k1axbff/+92/3NZjNmc7sPntFoJCYmRsSqrTRbm/n4yMe8nfM2+cZ8AFSSinmj5nFD0g2khqSOeG9Ae10dLXv3tmfL7tuH0tzs2kmS0I0biyG1PVvWY3QckiS12yWceMl6gl2CQCAQDEVMjVbKCxyCbFvxL1OjtVM/naeG0Fgfwkb7Oe0MPH1FkfAzCeEJewYiRNjuaTlwgKK7fomtogJ1cDAxL7+E4SQ2ATUlTXz81z001ZnxCdJz6X2p+Ie2LhXb/S/47NcAKAue4h9eWv6+5+8AXDXhKn41+jbWPfkYxspyNDFjMPoGY5dlwsLCuOaaa/D39+/v0xUMYax2mfyqJqc4e7CsgdxyI4U17i0NJEClkrB34UUrAeF+erY9dL6wJhAIBIITGIgYKSQkhEsuucSZMepOhL3qqqv44YcfKCws7PX4XRXmWrRoEatXryY4OBiAzz77jIsvvphf/epX/O1vf+vU/ze/+Q1/+tOf+Oyzz7jwwgtPesyrrrqK999/nx9//JEpU6Z02h4SEoIkSVRUVLjdv60A7omIWNUVWZHZVryN1dmr+aH0B2d7clAy1yddz8LYhWjVwhMQHFZj5rw8l2xZq5v/J7WfH/rJk2nJyEBubHQ/mCShCQtj3FebhTWBQCA4I1AUBWOVyUWUrSxswG7tnNzjE6h3WhiEjfYlZJQPWg/xWTdU6WmsqhnAOQkEp40hOZm4/71L4Z13YT54kIIbbyLy2WfxXej+DnhgpBdLHkzn4xf3UF/Zwvo/ZXDpvakER3vDtNugpRa+fhJp06PccdnLBMx8jCd/eJL3Dr1HnbmORx97gg+eWk594VECIyw0RYymvLycf/zjHyxdupRRo0YN8CsgGCpo1SrGh/kwPsyHSzokMTWabRwqd7UzyC1roLbZ2qUAC6AApfUmdh2r4ayxQf1/AgKBQCBwYebMmXzyySfU19fj5+fXaXtRURGff/45ixcvPqXxb731VubOnUtycjI6nY7s7GxWrlzJF198waWXXsr333+PJEnU19cDuJ0D4Azs2/qdjJ6MVVRU1OX+Dz/8MA888IDz97ZMWIErKknFOdHncE70OeTV5vF2ztt8cuQTDlQf4OGtD/P8j8+zNGEpV064kgD9yC5SJWk06BMT0ScmwrXXAmCrqmov+LVnL6b9+7HX19P03XcnH0xRsJWV0fTDD3ifffYAzF4gEAhOD0mS8Asx4BdiYPy0MADsdpma4ibKj9U7rAzyG6gta6KhxkRDjYnDPzlulEoqicBIL8JGtxf+CojwOqUaJYLBQ2TCDiFEJmzPsTc2UfzrB2ja4gjOQn/zIIG33trlkq9mo4VP/raHqsJGPAwaLr57EhHj/B1Lmzb9Hnb8HSQVXL2aTQYPfrf1d1hlKzPCZ/DU5Mf5bNWT1JaWYAgJR4mfTGV1NSqViksuucRZ5EIg6ApFUXjrhwIe++hAt30fuTCBX5wzdgBmJRAIBGcO/RUjfffdd8TFxTFq1Ci+++47zjvvPNLT03nxxRf54osvePrpp2loaGDHjh3cc889HD58mB07drjNKj0VZFlm7ty5bNu2jU8//ZSLLrqINWvWcN111/Hoo4/y5JNPdtrnD3/4A48//jhr1qzhmmuuOen4CxYs4MsvvyQvL49x48Z12j527FiKiopcLAdOhohVe06NqYb3D73POwffobKlEgCdWsfFYy7m+sTrGRfQ+f0QOFAsFkwHD1Lz1tsYP/64R/toQkLQRkaijYpEGxXl+LnDQ9XBW1kgEAiGOuYWG5UFRqe/bHm+keZ6S6d+Wp2a0FgfZ7ZsWJwv3gH6QZixoN8zYQsLC3nyySfZvHkzJSUlWCyd/yAkScJmc1/QRiA4HdTeXsS89BLlz6yi9u23qfjjn7DkFxD++GNI2s7LvTx9PVh8fxqfvbyP0sP1fPziHhbdMZHYlCBY8CSY6iDzLXj/FhZc9x6+F7zMfV/fx86yndxjeZA/P/QMm5/7IzUlRXjarYydcR5H8vP56KOPqKys5IILLhAFuwRdIkkS40K7LiTXkac/P8jmnAqumzGKRSnh6DRiyYlAIBD0F+eddx7Lly/n8ccf55xzzuGll17i3nvvZc6cOc4+Pq2FQNVqNS+//HKfCbDgKH57yy23sG3bNr7//nsuuugiZ9ZqV5muxtbq811lt3akJ2P1ZBxB7wnUB/KLSb/gluRb2JC/gdXZq8mpyWFd3jrW5a3jrIizuCHpBs6OOhuVJGLIjkgeHhgmTcL/ClOPRVhbZSW2ykpa9u51u13t798q0ka5FWtVvr4j3r9XIBAMHXQGDdEJgUQnBAKOpJ6mOrNL0a/yggasZjvFh+ooPlTn3NfLz8NFlA2N9cXDIBbBDxVO6Z04evQoM2bMoLa2luTkZMxmM7Gxsej1eo4cOYLNZmPy5MnCM1PQr0gaDeGP/R6P2FjKn3mGuvfew1pcTNSLL6D26Sx46Ty1XHJvKhv/kUVBVjWfv7yPebckMmFaOFz8IpjqIecTWHstM2/6mNcXvc4vN/+SnJoc7txxL3998E9s/cvfqC46Dju+YtqFV7A7cw/bt2+nsrKSK664Ar1e3HUSuGf66EAi/PSU1Zs6FeZqQ6dRYbHJ7DpWw65jNQR4arlySjTXTB/FmBDvAZ2vQCAQjAROXBB25513MnfuXF599VV27txJTU0Nvr6+zJgxg1/+8pckJyf3+RzavGCbW4sVtRXbysvLc9u/rb27olwnjnWieFxbW0tVVRWzZs06tYkLeoRWreWSsZdw8ZiLyazI5K2ct/jq+FfsKN3BjtIdxPnGcX3i9Vwy9hI8tZ6DPd0hhefUKWjCw7GVl3cuzAVOT9i49/6Hrawca0mJ41Fc7PKz3NCAva4Oe10dpuxst8dSeXu3Z866EWrVgYFCpBUIBIOGJEl4B+jxDtAzNi0UAFlWqC1tarUwcIizNSVNNNVbOLa3imN7q1p3hoBwL8LiHIW/wuJ8CYzyQq0WNwAHg1OyI7jppptYu3YtX375JXPnzkWlUrFixQoef/xxSkpKuOuuu8jJyWH79u3OwFLQPWKJ16nT8PU3FD/4IEpzMx7jxhLz6mt4REe57Wu3y3z13xzydpeDBHOXTiBlbjTYzLDmajj6LRgC4JYvyNcZuOPLOyhpKiHEEMKLM/9E5t9ep/J4PgZfP9Kuu42vtn2PzWYjJCSEa665hsDAwIE9ecEZw4asUu56KwPARYhtC+lfuT6d1JgA3t1dyDu7j1Na3159+6wxQVw3cxQLksLx0IgvTIFAMLLorxipYww7WDz66KM8/fTTPP/88yxbtgxFUYiOjsZoNFJWVoZXh2XUJpOJyMhIDAYDRUVF3YpCGzduZNGiRdxyyy3OgmNtvPvuuyxdupSHH36Yp59+ukdzFbFq31DUUMTag2tZn7eeRquj6JSPhw9XTriSaxOuJdwrfJBnOHQwbtpE8X3LHL90vGxt/duPevEFfBe4rw3Rhr2hoV2cLe4s1Nprarqdh6TXo42IcLU6iIpyCLWRkWhCQkRxMIFAMOhYzXYqjzdQnm90Fv9qqDF16qfWqgiJ8Wn3lx3ti0+Qvlc3m2RZoTSvjiajGS9fHRHj/Ue0P21PY6RTEmGjoqKYNm0aH374IeAIYJcvX87y5csBMJvNTJw4kfPOO4/XXnvt1M5gBCIC29PDlJ1N4Z13YauoQB0URMwrL2OYNMltX0VW2PruIfZvKQZgxqVjmPKzWCRLE7x5GRT/CD4RcOsGKnSe3PHlHRyuO4yPhw8vzPwjua/+j4r8I+h9fDnnzmVs/PY7GhsbMRgMXH311YwePXogT11wBrEhq5SVn2S7CKwRfnqWX5LEopQIZ5tdVvg2t4K3dx7nm9wK53VHsLcHV06J4ZrpMcQGCX8zgUAwMjjTRdjs7GwiIyM7rRLbtm0b8+fPR1EUDh065Cz4uXz5cp544gl++9vf8uyzzzr7t7U//vjjrFy50tlutVo5cuQIWq2WsWPbfcVtNhvx8fEUFxfzww8/kJqaCkBDQwNnnXUWubm5HDhwgAkTJvToPESs2rc0WZv48PCHvJ3zNoUNhQCoJTXzY+dzfdL1TA6Z3M0IIwPjpk2UP/0MtrIyZ5smPJywRx7uVoDtCXJzM9bS0lZxtnMmra2y0n0mbke0WrTh4a6ZtB2F2rAwt5ZpAoFA0N80Gy0dRNl6yvMbsLR0tg3Ve2udgmxoa+EvvZf7z60jmRVsfTePprp2T3kvfx1zfj7emak70uhXEVan03H//fezatUqADw8PLj//vtdgsS7776bDz/8kOLi4lOY/shEBLanj7WsjMK7fok5JwdJpyPyuefwXeg+OFMUhV2fHuPHz/IBmDwvhrOvGIdkqoX/XgQV2RAQB7dupN7DwK+++hV7KvegU+t4dtpTlP53A+VH89B7+7Do/of5avsPlJSUoFKpuOiii/rUM04wvLDLCruO1VDRYCLUR8/00YGoT3LXsLiuhXd3Heed3YVUNLR/0c0ZH8y100dxQVIYWrGcRCAQDGP6U4RdtmwZy5Yt69V+bWJpT1mxYgXPPfcc8+bNIy4uDp1OR1ZWFps2bUKlUvHqq69y2223Ofs3NTUxe/Zs9uzZw/z585kyZQp79+7liy++IDU1lW3btrlkyObn5zN69GhiY2PJz893OfY333zDwoUL0el0XHPNNfj6+rJ+/XqOHTvGk08+yaOPPtrj8xCxav9gl+1sLd7KW9lvsbNsp7N9UvAkrk+6ngtiL0CrGtkCnmK30/zjT9gqK9GEhOA5dcqAZZ7KFgu2srJ2cfZEobasDOz2kw+iUqEJDT1BoI1EG9n2ewQqYWsmEAgGAEVWqK9scQqy5cfqqSpqRLZ3lgb9QgztouxoX4KjvSnIqmbDa1ldjr/ojpQRKcT2eybskiVL+Nvf/gZAZGQkc+bM4d1333X2ue+++/jXv/5FU1PTKUx/ZCIC275Bbmqi+IFf07hlCwChD/6awP/7vy5T6/d+Vci29xz+aglnhXPe9Qmomsrh9YVQVwChyXDLZ7Ro9Ty45UG+K/oOtaRm+ZTf07J2B6V5uei8vFj82+X8kJVNVpbjA2nGjBksWLAASZIoKCigsbERb29vYmNjRREvwSlhs8t8ddCRHbs1r9KZlBHio+PnU2NYOj2G6ADhJycQCIYf/SnC9tbn8VQKz27ZsoWXX36ZjIwMysvLMZlMhIWFMXv2bO6//36mT5/eaZ/6+npWrlzJ+++/T1lZGeHh4Vx55ZUsX768UzGtk4mwALt27WL58uXs2LEDi8VCcnIyy5Yt47rrruvVeYhYtf/JrcnlrZy3+OzoZ1hlKwChnqFck3ANV024Cj+dKKQ21FBsNmwVFW78aFt/Ly1FcVPE+kTUwcEdxNkT/Gkjo1B7ixVQAoGgf7BbZSqLGpwWBuX5RuorWjr1k1SOOMidYNuGd4COG56aNeKsCfpVhD333HPx9PTk888/B2Dx4sV8++23ZGRkMGbMGCorK0lNTSUoKIh9+/ad+lmMMERg23codjvlz6yi9q23APC/6krCH3+8y2VAB38o5es3D6LICqMnB7PgtmQ0DQXw+iJoLIfo6XDjh1g1Hiz/fjmfHP0EgAcm3of+w0OU5GbjYfBkycMrOFxWyTfffANAWFgYzc3NNDQ0OI/l6+vLokWLSEpK6udXQTCcKaxpZu2u4/zvxyKqGh3ZsZIEcyeEcO30UZyfEIpGZMcKBIJhQn+KsLGxscTFxfVqv7bv+ZHGgMWqsh0KtjtiMO8wiJ0FqpHlt1nVUsV7h97j3YPvUm2qBkCv1nPp2Eu5LvE6xviPGeQZCnqKIsvYq6tdBFpL68+2khIsxSUorYX5TobKz89FoPWIikLT4WeVn1+fFg8bzOxjgUAw+JiarA5RtkPhL1OjtUf7zr12AuOnhaMzaPp5lkOHfhVhn332WVasWEFpaSn+/v58++23zJs3D4PBQGJiIocPH8ZoNPLqq69y++23n9aJjCSECNv31Ly5mvJVq0CW8Zp1FlEvvIC6i9f22N5KNv7zAHabTFS8PxfeOQkP4yH4z8/AVAdjz4dr3kFWa/nzj3/mzew3Abhlwo1EbaymKCcLrd7AkodXYJQl1q1bh/0kS5OuvvpqIcQKThuLTWZzTjlrdh5n2+EqZ3u4r56rp8WwdFoMkf6GQZyhQCAQnD5nuifscGFAYtXsj2HDQ2AsaW/zjYRFz0LSpf1zzCGMxW5hQ/4GVmev5mDNQWf72VFnc0PiDcyKnNWnwptg4FEUBXtdXedM2rZs2pIS5Pr6bsdReXq2WxxEnZhJG4k6OLjHfyv97cMrEAjOPBRFYd/XRc5VxD3B4KPFP9QTv1ADfqGe+Id64h9mwC/EE61ueN3U6VcR1mg0kpOTQ1JSEj4+PgC89957rFixgqNHjxIbG8s999zD3XfffepnMAIRImz/0PDNNxT/+kGU5mY8xo0l5tVX8YiOdtu3OLeWz17Zh9VkJ2SUD5fcMxlD3V5481KwNkPSZXDlf1AkFf858B+e/+l5AC6PvZTk72SKDuxHq9Nz2W8f539fbDypHYevry/Lli0T1gSCPiO/qom1u47z3k9F1DQ5lr2pJDg/IZRrZ4xi7oTQk3rPCgQCwVBFiLBDg36PVbM/hv/dCJx4edL63XX1myNSiAXHxe+P5T/yVvZbfFP4DUrrazTGbwzXJV7HJWMvwaARN12HK/bGxlZBtthFnG0Tbu3V1d2OIXl4uPrRnlBATBMaiqRWY9y0ieL7lnUuRtYq4Ea9+IIQYgWCEUpxbi0fPp/ZbT+dpwZz88mtm7z8dfh3EGf9Qg2O5xADau3paySyrFCaV0eT0YyXr46I8f79apHQryKsoH8QImz/YcrOpvDOu7BVVKAOCiLm5ZcwTHZfcbaiwMgnf9uLqdFKQLgnl9ybik/tdnj7apCtkH4jXPJXkCQ+yPuAFTtWICsy50Wcw+xd/hTu34viG0hjVPfLxG666SZGjx7d16crGOGYbXY2Hihnzc4Cfjha42yP8jfw82kx/HxaDGG+oviDQCA4cxAi7NCgX2NV2Q4vpLhmwLogOTJil+0fcdYEJ1LYUMianDV8cPgDmqyOG/5+Oj+umnAVS+OXEuYVNsgzFAw0ssmEtaT0BE/a9p9t5eWdRdUT0WjQhIZir6rq2sNWktCEhTHuq83CmkAgGIHIssKbj2ynqc7cZZ82T1ib2U59ZQt1Fc3UlTdTX9H6c0Uz5qauBVpJAu9AvVuB1idYj7oHlntHMivY+m6eyzy9/HXM+fn4fisaJkTYMxAhwvYv1vJyCu+8C3NODpJOR+Szz+K7aKHbvrVlTXz84h4aa814B+i49L5UAmo2w3s3gyLDrHth/hMgSXx1/Ct+u+W3WGQLUwLTuHD/KI4eO46pByLs9OnTmTdvHjqdro/PViBwcKSykbU7j/N+RhF1zQ4PH7VKYl5CKNfNjGXOuOBOdwTtssKuYzVUNJgI9dEzfXSgyKAVCASDihBhhwb9Gqse2wpvXNx9v5s+hdFz+vbYZyiNlkY+OPwBb+e8TXFjMQAaScP8uPnckHgDE0MmDvIMBUMFxWLBWl7enkF7olhbVga9KDgY/tST+C9eLIRYgWAEciSzgg2vZXW5fdEdKd0KnaYmK3UVzdSXN1NX0UJ9heO5rqIZq6lrS0eVSsInWO+wNeiYPRtmwCdAj6SS+mR+p8KAiLCyLFNUVERxcTFWq3uD3nPOOedUhx9xCBG2/5Gbmij+9YM0fvstACG/foCg225z64/UUGPik7/uobasGYOPlkvuSSWk6kP4+FeODvOWw5wHANhdtpt7v76XRmsj8b7juTA7mePWngUlGo2GcePGkZSURHx8vBBkBf2CyWpnQ1YZb+8sYHd+rbM9JtDA0mmjuGpqNKE+ejZklbLyk2xK603OPhF+epZfksSilIjBmLpAIBD0W4x03nnnccstt3DjjTf22ZjDmX6NVfe/D+v+r/t+V/wbJl7Zt8c+w7HLdr4t+pa3st/ix/Ifne2pIalcn3Q980bNQ6MaOcVRBL1HsduxVVZS9957VL30co/2kQwG9ElJGFJS0KekYJiYgjY2VngUCwQjAHeZpt4BOmZffXqZpoqi0NJgpa7ckTHblj1b3/qzzSp3ua9ao8InWE9DtQn7Sfq1Zer2tTVBv4qwiqKwatUqnn/+eaq78Z85WWEigStChB0YFLud8lXPUrt6NQB+V15BxPLlSFptp74tDRY++dteKo83oNWrueiXk4iqegs2/d7R4eLnYeqtABysOcidX95JtamaGH00Z2VPxY7K6Z/kOgkFjUaDj68vtbXtgpharWbcuHEkJyczYcIE9HqxZFzQ9xwqb2DNzuOszyjCaHJkPWhUEpOi/cg4Xtepf9tf8CvXpwshViAQDAoiRhoaDIlM2GvfgwnCj7IrcqpzeCvnLT4/9jk22fEdH+4VzrUJ17Jk/BL8dH6DPEPBUKZp5y6O33RTt/0knQ7F3Hk5ssrXF0NKMvrkFPQTUzBMnIgmPFwIswLBMGSgPVcVWaGxzuySNVvfmkVbX9mCbO+5tLn4/jSi4gP6dH79KsL+7ne/47nnniM0NJSLL76YiIgINBr3d1eXL1/e2+FHLOICY2Cpeettyp9+GmQZz7NmEv3ii6jdvO6WFhufv7KP4kN1qLUqFt6ewujKl2HrnwEJrvw3pFwBQKGxkF98+QuKG4q4cuck5NBxjkE6Bh6t/3IBxkp+9ae/UlFRSXZ2NgcOHKCmpt2/s02QbcuQFYKsoK9psdj5bH8pa3YWuBVfOyIB4X56tj10vrAmEAgEA46IkYYGA+MJW0rnwlwdMATC2ffBtNtA5923cxhGVLVU8W7uu/wv93/UmBzxpUFj4NKxl3Jd4nWM9nOtSWCX7WRUZFDZXEmIZwjpoemoR7j37khEsds5PO+Crj1kWz1hx27aiPX4cVqysjDtz6Ilaz/mnINuvWTVQUGObNmJE9GnJDuE2aCgATgbgUAwUpDtMg01ZrK3FZOx8Xi3/ef/XxITpoX36Rz6VYQNDw8nICCA3bt34+0tgp++QlxgDDwN335L8QO/RmluxmPsWGJeexWP6OhO/WxWOxv/eYD8fVVIKol5NyYQX/VH+PHfoNLANe/A+PmAI+j97Vu3k7zZitXHH3PYKBSth3MsyWpGV16ItqGOqx9/mpjkSYAjw7y8vNwpyHbMMler1YwdO9YpyBoMovqtoG95d/dxHlq3v9t+a2+fyVljReAsEAgGFhEjDQ36/X3I/hj+12YN0fESRXL87h0GjeWOJs8gmHUPTLtdiLEnwWw38/nRz3kr5y0O1R5ytp8TfQ7XJ17PzIiZfHX8K1btWkV5c7lze5hnGL+b/jsuiL1gMKYtGESMmzZRfN8yxy8dpYLWpJKoF1/Ad0HnbHTFasWcl0fL/ixMWVm0ZGVhPnQI3KyM1URGYEh2CLOGiSnok5PdJsOcDMVup/nHn7BVVqIJCcFz6hThUSsQjHCKc2v58PnMbvudcZmw3t7e3HnnnfzpT386rUkKXBEXGIODKSeHwjvvwlZejjowkJiXX8KQmtqpn2yX+Wb1QQ7+UAbA7CvHMbluJWS9DxoD3PABxJ4FQMaWDXzz8t8BxyWE3dMHRaNFsllRNzc4l3dfeM+DJM4+t9OxFEWhoqKCAwcOkJ2dTVVVlXObSqVi7NixJCcnC0FW0Gd8tKeY+97Z022/B+ZP4J7zx4llZQKBYEARMdLQYEDeh+yPYcNDYCxpb/ONgkWrIP5C2P8efPcc1Bx1bDMEwtn3CjG2GxRFYXfZblZnr2ZL0RaUVpE73DOcsuayTv2l1mj1L+f+RQixIxDjpk2UP/0MtrL2vw1NeDhhjzzsVoDtCtlkwnzwYKswu5+WrANYjh51m2XrERvbLsqmpKBPTETl6dmv8xMIBMMLWVZ485HtLl61J3JGesLOnj2bUaNGsWbNmtOapMAVcYExeFjLyym86y7M2TlIOh2Rz67Cd9GiTv0UWeH79w+z9+tCAKb+bBTTGx5GOrwJdH5w86cQMYn8rD2s+8Pvuz1uQGQUs668lvEzzkbdhaUH4CLIVlZWOttVKhVjxowhOTmZhIQEIcgKTpkdR6q55p8/9KjvmGAvlqRHsTgtiugA98GxQCAQ9CUiRhoaDNj7INuhYLsj69U7DGJnQcel8Xab4yb4lueg5oijzRDoyIydfjvofPpvbsOAAmMBa3LWsD5vPSa7qct+EhJhnmFsuGKDsCYYgfRXpqm9sRHTgexWUdZhZ2AtKurcUaVCN26cs+iXPmUi+vgJjpWM9y3rLOR2k6krEAhGBkcyK9jwWlaX2xfdkXJaxcO6ol9F2A0bNnDFFVewdetW0tPTT2uignbEBcbgIjc1Ufzgb2j85hsAQu6/n6Bf3N4p409RFH76ooCdHzsyMCaeE8aclgeRCreDVwjcsoFdlmo2PLwcT5PamUngMkZr9kHbNu+gYNIWXsykeYvQd2PxUVFR4bQscCfIJiUlkZCQgGcXd44FAnfYZYXZz35NWb2pSyc+g1aFrCiYbe09Zo4JZEl6ND9LCcdH37m4nUAgEPQFIkYaGgy590GIsafFt4Xfcs/X93Tb7/WFrzMtfFr/T0gwYrHV1mLKOuAQZlvtDGwVFZ07tiWt2GzuB2r1rB331WZhTSAQjGCOZFaw9d08l4xY7wAds68e3y8CLPSzCAvw/vvvc/fdd3PppZcyefLkLg9y4403um0XdGbIBbYjEMVup/zZZ6l9czUAflcsIWL5ciQPj059s7YUseWdQ6DAhCmBnG+7F3X5XvCL4fMFv+OlT//KeRkhAC5CbJsA+/3EahaH/Yzm3Xk019cBoNXpST53Huk/u5SAiKhu51tZ2V7Uq6JDoKJSqRg9erQzQ/ZkgqwsyxQUFNDY2Ii3tzexsbGoVKruXyzBsGNDVil3vZUBdHbiA3jl+nRmjw/hi/2lrM8o5odj1c4kBL1WxcLkcJakRzN7XLAo3iUQCPoUESMNDYbs+2C3QdY62PKsEGN7wedHP+ehrQ912y8hMIEl45cwO2o2MT4xAzAzgQCs5RUu2bKm/fux19f3aN+Y/7yO91ln9fMMBQLBUEaWFUrz6mgymvHy1REx3r/PLQg60q8irNls5rbbbmPNmjW07e4uW1CSJOxujLgF7hmyge0IpObttyl/6mmQZTxnziT6ry+6NYs/tLuMr/6TgywrxCb6sIhfoak9yO6wsdzqaWVUmYEZ2YF4mdqtBhr1NnYl1XA8vIXrE6/nvsn3cnjH92R89iGVx/MdnSSJsVOmM+XCy4hOmtgj/82qqiqnZUF5eXthBUmSXARZLy8v57bs7Gw2bNiA0Wh0tvn6+rJo0SKSkpJO4ZUTnOlsyCpl5SfZlNa3L0+M8NOz/JIkFqVEuPQtrmvhw8xi1mUUcbSyydke6qNjcVoUS9KjSAgXn2UCgeD0GSox0qFDhygrK+Occ84ZtDkMJkPlfeiSNjH2u+eg+rCjzRDQKsb+QoixJ7C7bDe3bry1V/vE+cYxO2o2s6NmMzV8Kjq1rp9mJxC4oigKNatXU/H0M9139vDAMHEihpRk9MnJ6FNS8IiLQxKJJgKBoJ/oVxH27rvv5pVXXmHSpElceeWVREREoOnCz/Kmm27q7fAjliEf2I4wGrdsofj+B5Cbm/EYO5aY117FIzq6U7/8/VVs/EcWNqtMRJyei9S/QtN0hIVxcVRIMigQVqPDYFbTorNTHmhG6aCpjvYbzf3p9zM3ei6FB/aR8flHHM3Y7dweEjeGKRdeRsLZ56DW9Gy5d1VVFdnZ2WRnZ1PWwbC+TZBNSkpCrVbz0UcfdTnG1VdfLYTYEYpdVth1rIaKBhOhPnqmjw48aWaroijsK6pnfUYRH+8tobbZ6tyWFOHLkvQoLk2NJNRHPxDTFwgEw5ChEiPdcsstvPnmmyM2yWCovA/dIsTYHmGX7Sxct5CK5grnSq2OSEgE6gO5LvE6tpdsZ0/FHmxK+zJwvVrPtPBpzI6azZyoOcT4iixZQf/StHMXx09RX1B5eqJPSnIU/UpORp+SjEdsrBBmBQJBn9CvImxoaCixsbHs2LGjS/FV0HvOmMB2BGE6eJDCO+/CVlaGOjCQ6Jf+jmdaWqd+JYfr+OylfVhabASHa7nE4x62a8p4IDQEpBOXdjvErMXjFvNN4TfUmesAmBo2lQenPkhycDLVxYVkfvExB7Z8jc3i8DHx8g8gdeHFTLpgEZ6+fj0+h+rqaqdlQUdBtjt8fX1ZtmyZsCYQ9AqLTebb3ArWZxTz1cFyrHbHX79aJTFnfDBL0qNZkBSGXit8ugQCQc8ZKjGSEGGHxvvQY2R7u01BRzH2rF85xFj9GXAO/czmgs088O0DAC5CbFu8+pdz/8IFsRcA0GBpYGfpTrYVb2Nr8VYqml09O2N9Y9uzZMOmoteIm6+CvkWx2zk87wJs5eWdC3OB0xM25h+vYc7JoSXrAKYDBzDl5KC0tHTqrvL27iDMJmFISUE7alSPViEKBAJBR/pVhPX19eXOO+/kueeeO61JClw54wLbEYK1vILCu+7EnJ2D5OFB5LOr8P3Zzzr1qypq4OO/7qXFaMEvUMWl+mXs0pexKiiQck274BRuV3hownVcMPthGiwN/Hv/v1mdvRqLbAHgwtEXcm/6vUR5R9HSYGTf5g3s2fgpjbU1AGi0HiSdcz7pF15GUHTvMg6qq6vJyckhIyODmpqabvvfdNNNjB49ulfHEAjaqG2y8On+UtZnFJF5vM7Z7qPTcOHECJakRzEtLrBfvXkEAsHwoL9ipOPHj/eq/69//WvWr18vRNgzLVYVYuxJ2VywmVW7VlHe3G5nFe4ZzkPTH3IKsCeiKAp5dXlsK97GtuJtZJZndsqSnRo+1ZklO8p3VL+fh2BkYNy0ieL7ljl+6ShltAqnUS++gO+CBS77KHY7lqNHHaJsVla7MGs2cyIqHx/0yckuVgba6GghzAoEgpPSryLseeedR0BAAOvXrz+tSQpcOWMD2xGA3NRE8YO/ofGbbwAIWbaMoDt+0enLuK6imY9f3ENDtQkvg4VLvX6Nj7qE75hMtRJIkFTDOexDK8lw9ZuQdCkApY2l/C3zb3xy9BMAtCot1yVex20Tb8NP54fdZuXQjm38+NmHVBw74jxeXOoUply0mNiJqb0KDPbv38+6deu67bdkyRImTZrU43EFgq44WtnIB5nFrM8opriuPRMhOsDAkrQoLk+PZnSw10lGEAgEI5n+ipFUKtUpXVgLEfYMjVVlO2StbxVj8xxten+Y9SuYfseIFmPtsp2MigwqmysJ8QwhPTQdtarnq1YaLY38UPqDyJIVDAjGTZsof/oZbB1W+WnCwwl75OFOAmxXKDYb5iNHW0XZLFoOHMCccxDFYunUV+XnhyE5ySHKJqc4hNmoSCHMCgQCJ/0qwu7YsYN58+bxv//9j4svvvi0Jipo54wPbIc5it1OxXPPUfPGmwD4LVlCxIrlSB4eLv0aa8188tdMakqb0dCCVjLTovg7t3upqpjj+2/GhhbCsv3QIcDNrs7mLz/+hZ1lOx3H0Plxx6Q7WBq/FK1ai6IoFOcc4KfPP+Twjzudd3+DY2JJv/AyEmefi+aE+bjj2LFjvPHGG9328/PzY+bMmUyaNMmloJdAcKrIssKu/BrWZxTx+f4yGs3tWTPpo/xZkh7NxZMi8Pfs/u9YIBCMHPorRlKr1QQGBjJ16tQe9d+/fz+lpaVChD3TY1UhxvYr3WXJ6tQ6Fy/ZnmTJnq5ILBh+KHY7zT/+hK2yEk1ICJ5TpyCpT+9vQrFaMR85gikri5asLEwHsjEfPIhitXbqq/bzc/GXNaSkoImIEMKsQDBC6VcR9oknnuCHH35g48aNnHfeeaSmpro9iCRJPPbYY70dfsQybALbYU7NmjWUP/kUyDKeM2YQ/dcXUfu5erSasr/j/ZcKqLdH4XCE7fhlLAMSi/yfY+wdv4fRc1z2VRSFrcVb+cuPf+FIvSPrNdo7mmVTlrEgdoHzi72urJSMDR+T9fWXWM2OSvYGXz8mz7+Q1AUX4uUf0OU5yLLMCy+8gNFo7NE5q1QqEhISSEtLY+zYscInVtAntFjsfJlTzvqMIr47VInc+m3koVZxfkIoS9KjODc+FA+N+HsTCEY6/RUjJSYmYjabOXr0aI/6C0/YYRarynY48IFDjK065GjT+ztsCmYIMbavaLQ0srN0J1uLt7KteJuL7QHAKJ9RzizZaeHTOmXJurNLCPMM43fTf9elXYJA0FcoFgvmw4cdomybx+yhQ+BOmA0IcPGX1aekoAkLE8KsQDAC6FcRtqcCjCRJIzZIPRWGXWA7jGn87juKl92P3NyMx5gxxLz2Kh4x7f6s8t73efM1hSY5EFcB1tkDb1U1N4x9AlXSJTDmXIid5RLs22QbHx7+kJf2vERVSxUAk0Im8eDUB0kLbS8OZmpqZP/Xm8jc8AkNVZUAqDUaEmafy5SLFhMyKs7tOWRnZ/O///2vy3NcvHgxVquVjIwMSktLne2+vr6kpqaSlpZGQEDXQq9A0BsqjCY+3lvCuoxickrbbw4EeGq5dHIkS9KjmRTtJ4JYgWCE0l8x0nXXXcc777xDdXU1/v7+3fYXIuwwjVWFGDtgKIrC4brDTkHWXZbs1PCpzImaw+yo2eTV5vHAtw+4FA0D94XDBIKBQrZYMOcecgiybVYGh/LAZuvUVx0U5MiUbfWX1SenoA0LHYRZCwSC/qRfRdgtW7b0uO/cuXN7O/yIZdgGtsMU08GDFN55F7ayMtQBAUS/9BKe6Q5xtHjLFj5c2/0F2uKA3xOlO+D4RVJD1BSHIDtmLkRPA42OZmsz/z3wX/574L+02BxemheMuoBlU5YR6xvrHEu228nbtZ2fPvuQ0rxcZ/uolMlMuWgxo1OnIJ1wAyU7O5sNGza4ZMT6+vqyaNEikpKSnG1lZWVkZmayb98+WjpUFh09ejTp6ekkJCSg1Wp7/uIJBCchu8TIB5lFfLinhMqG9oIJY0O8WJIezeK0KKL8DYM4Q4FAMND0V4z05z//md/85jd8+eWXzJs3r9v+Dz74IOvWrePYsWN9NocziWEfqzrF2OegqjWWcoqxvwC930l3F/Se7rJk1ZIau+I+ppaQCPMMY8MVG4Q1gWDQkc1mzLm5mA4caLcyyMsDNzft1CHBGJLbrQz0ycloQ4UwKxCcyfSrCPvdd985s+EEfcewD2yHIdbyCoruugtTdjaShweRq57B98ILObSzlC//k9Pt/mFhNhJDs4hp/hTfpp9cN2o9YdRZDkF2zLlU+oTz0r5X+ODwB8iKjEbScHX81dw5+U4C9K4ZqSWHcvjps4/I27kdRZEBCIiMZsqFl5J0zvlode3LvGw2Kxlbv6OmuprAoCDS55yDRuNeULVareTm5pKRkeGydFOv1zNp0iTS0tKIiIjo6csnEJwUm11m2+Eq1mcUs/FAGWab429ZkuCsMUEsSY9mUUo43jrNIM9UIBD0N/0VI7W0tFBRUUFwcLDwPu8BIyZWdSvG+nXIjBVibH/QliXb5iX7Y/mPyK1x7Ml4feHrTAufNgAzFAh6h2wyYT54kJYDB5xWBubDh0Hu/HetCQ11tTJITkYTHDwIsxYIBKdCv4qwarWaO++8k5deeum0JilwZcQEtsMMubmZ4t/8lsavvgIgZNkyTOddxUfP7+nVOL4BGqLD6ojW7CG6cT0G0wlZNoZAGH0OhyOT+UtDNlsrHKKtt9ab2ybexnWJ13Xy0DJWVpCx4RP2f7URS0szAHpvHyZdsIjUhRdRlneIr//7Dxprqpz7eAcGc/7Nv2D8jFknnW9tbS179uxhz5491NfXO9vDw8NJT09n4sSJGAwiW1HQNzSYrHyRVcb6jCJ+OFrjbDdo1SxKCefytCjOHheMWiXsCgSC4YiIkYYGI+59EGLsoPJB3gc8vv3xbvsF6gJJDU0lPjCeCQETmBAwgWifaFSS8JQXDD3klhZMOQcdVgZZWZiyD2A+ctS9MBsefoKVQTKawMBBmLVAIOiOfhVhIyIiWLp0Kc8///xpTVLgyogLbIcRit1OxR//RM1//wuA7+LL+ZILaaoz494TVsHg40HyOVEU59ZSftSILLv+KwaFa4gJLCda+oGI+g/wsFW7bP8haBR/DvDioL0JgHCvcO5Nu5eLxlzUKei0tDST9e1mMj7/iPoKxzIvSaVCcfNl38alDzzSrRALjiJfR48eJTMzk4MHDzp98jQaDYmJiaSlpREXFyeKeQn6jMKaZj7aU8y6jGKOVTU528N8dSxOjWJJejTx4T6DOEOBQNDXiBhpaDBi3wfZDtkfwrfPuoqxM++GmXcKMbaf2F22m1s33npK+xo0Bsb7j2dC4ASnMDs+YDy+HiPo71ZwxiA3NWE6eLDdyiDrAJZjx8CNVKOJjOhgZeDInNWIOh0CwaDTryLszTffzL59+/jpp59EkZQ+ZMQGtsOI2rVrKfvDkyDL1J91FT/pzu2y76I7Uhib5vD+sZhslOTVUZRbS1FOLdXFjS59VWqJsEiJGL9CouUthNZ+gloxIQOfeXvyYoA/5RrHkuxEryh+Pf0hZow6r9MxZdnOkR938uOnH1KSm33Sc/EJCua2v/8bVS88tpqamti/fz8ZGRlUVFQ42wMCAkhNTSU1NRU/P3GhIugbFEVhT2Ed6zOK+XhvCfUt7VVqkyN9WZIezaWTIwnx0Q3iLAUCQV8gYqShwYh/H9rE2C3PQeVBR1ubGDvjDjD4D+bshh122c7CdQupaK7oVJgLHJ6wIYYQnpz9JIfrDnOo9hCHag9xuPYwFtnidswIrwjiA+IZH9Au0Mb6xApPWcGQw97YhDknu93KICsLS36+277aqChnpqyh1WNWLa65BIIBpV9F2JKSEs466ywWLFjAs88+S6BIie8TRnxgO0xo/O47ipfdj9zcTPXYczgYtgizR/uXoM5az8zZ3qTcMr/LMZqNFopzayk6WENhTi0NNSaX7VqdisgoOzHeeUSbN+FZ/zVv+/nwb39fGlszTs+RdTwQeT5j4y9rLfLl4dy/8MA+/vfEI92eyxWP/IG4yWm9fQlQFIWSkhIyMjLIysrCbHYUV5IkibFjx5Kens6ECRPQaISXp6BvMNvsfHOwkvUZRXyTW4HV7vhqU6sk5k4IYUl6FBckhqHXiossgeBMpL9ipI5FKHuKJEkcOHCgz+ZwJiFi1VZkuVWMfbZdjNX5wVm/hBl3CjG2D9lcsJkHvn0AwEWIlVpXmv3l3L9wQewFLvvYZBvHjcedomzbo7Sp1O0xdGod4/zHOTNm2x7+ev/+OSmB4BSxNzRgys5xWhm0HMjCWnDcbV9tTIyrlUFSEuqR/LktEPQz/SrCnn/++VRXV5OVlYWHhwejR48mLCysU1asJEl81eqTKegeEdgOH0y5uRTcdDNyXR0KEnX+4zB7+KKzGPGvP4KEQtSLL+C7YEG3YymKgrGqhaKDtRTm1FKcW4upyerSx+CjITqimQCPvWxWPud/PtXYJAmVorCkoZG7Gy0ER8+EMefCmLnkHK7h87//udtjq9RqohOTiUmaREzyJMLHjUfdRdGurrBYLGRnZ5OZmUlBQYGz3dPTk8mTJ5OWlkaoqAYq6ENqmix8uq+EdRnF7C2sc7b76DVcPCmCJenRTI0NECs5BIIziP6KkVQqFZIk0dtwWD6Jnc9wRsSqJyDE2AFhc8FmVu1aRXlzubMt3DOch6Y/1EmAPRn15nryavOcomxebR55dXm02Frc9g/1DO0kzMb5xaFV9S4WFgj6E7vRiCk728XKwFpY6LavNnZUJysDtbd3j4+l2O00//gTtspKNCEheE6dgqQeOgkOQ31+guFNv4qwPfV2lCTJ6Q8p6B4R2A4fFLudvHPPw15Z6b6DJKEJC2PcV5t7/cWgyApVRY0UHXRkypYcrsNmcb0Y9AyQKPXaz07PXRT75qFSN3JLvZGb6hvwVBQKrdH87/DoXp+XRqcjKj6JmKSJxCRPJGzMeNS9yGatrq4mMzOTPXv20NjYbrkQHR1NWloaKSkp6HRi6big7zhS2cgHGcV8kFlMcV37RVZMoIHL06JZkhZFXLCoiC4QDHX6U4TVarVceOGF3HLLLVx88cXCw/wkiFi1C2QZcj5yeMZW5jjahBjbp9hlOxkVGVQ2VxLiGUJ6aHqfWAjYZTtFjUXtGbM1jueixiK3/bUqLWP9x7r4zMYHxBNkCDrtuQgEfYW9rg5TtquVgbW42G1fj7g4FysDXWISau/OsbFx0ybKn34GW1mZs00THk7YIw/3KLGovxnq8xMMf/pVhBX0DyKwHT407dzF8Ztu6rbfqDfewGvG9NM6lt0qU3as3inKluc3oHQo8qWgUOVVRLHfIRr8DnOlfS+X1Zfy+uHpNNo86KpwmI/GzOV330Vxg57CA/sozN5PS4PRpZdWbyAqoYMoO3ocqh6Iyna7ncOHD5ORkcGhQ4ecGUharZbk5GTS09OJiYkRmYqCPkOWFXYeq2F9RhGf7y+lydJ+g3BKbABL0qO4eGIkfp4iu0UgGIr0V4yUlZXFv/71L9asWUN1dTWhoaHceOON3HrrrcTHx/fZcYYLIlbthq7E2Jl3OR5CjD1jaLQ0uvjM5tbkcqj2EM22Zrf9g/RB7RmzgROID4hntN9oPNQebvsLBAONrbYW04FsFysDW4kbiw5JwmP0aBcrA2tJCSW/fahzobDWa7WervDsL4ybNlF837IhOz/ByECIsGcgIrAdPtR/+hklDz7Ybb/wlSsI+PnP+/TYlhYbxXl1FOXUUJRbS01Jk8t2u2Sj3reQCGMW9TV5XY4zPdTGnOmeMPEqiEpHCRhDdUkxxw/sp/DAPopysjA1Nrjs42EwEJWQTEzyJGKSJhI6eky3hb0aGhrYu3cvmZmZVFdXO9uDg4NJS0tj8uTJePdimYxA0B0tFjubsstYl1HMtrxK2u5ZeKhVXJAUypK0aObGh6BVi2w4gWCo0N8xktVq5aOPPuL111/nyy+/RJZlZsyYwa233srSpUvF91ArIlbtIUKMHZbIikxJY0knr9njxuNuC4dpJA1xfnEudgbxgfGEGEJEooFgSGCrqXGIsh2sDDpmkvYUtb8/4U+sRNJqkTQax0pPlRpJowa1GkmjAZWqfZtajdT6oLu2bv5XFLudw/Mu6Hrep7ECVSDoDQMmwjY2NnLo0CGampqYM2fO6Qw14hGB7fChp5mwaDT4XXQh/kuXYkhN7ZeArKneTNHBWo7nVJGXVYLS2G4fYLfkYW3+BpR2awAkHzSec9EbArk9+A5UUqvVgYc3RKRCZKpDlA2fTGWjiqLs/Rw/sJ+inP2Ym1wFX52nF1GJya2ZspMIjR2N1MUyT0VROH78OJmZmRw4cACr1eF7q1KpmDBhAmlpaYwbNw61+PIU9CHlRhMf7Slm3U/F5Ja331QI9PLg0smRLEmPYmKUn7hYEggGmYGMkUpKSvjPf/7DG2+8weHDh/H09OTKK6/kySefJDo6ul+PPdQRsWovkWXI+djhGVuR7WjT+XYQYwMGd36CPqHZ2syRuiPtWbO1jqzZBkuD2/7+On9Xr9nACYz1G4teox/gmQsEnbFVVTlE2VYrg+aMDOS6usGbkErVLsyqVE6Btk2kVWw27FVV3Q7TFytQBYKT0e8ibH5+Pvfddx+ff/45siwjSRI2mw2A77//nttvv52XX36Zc88995ROYCQiAtvhg/OOXHl552URbWg00Po/A6BLTCRg6VL8Lr4IlVf/eFQqikJRUQXrPvgKbXZ4a5uMbCsGpQkkL1SaKCTJIZQunJbJOOlLKN0LVjfLr/T+EJkGUenI4alUyiEUFpS1ZsoewNLiuo/ey5uoxBRGJU8kOmkiIaPi3IqyJpOJAwcOkJGRQXEH/yJvb29SU1NJS0sjKEh4bwn6DkVRyC41sj6jmI/2FFPVaHFuGxfqzZL0KC5PiyLCzzCIsxQIRi6DFSNt2rSJ//u//6OkpIQPPviASy+9dMCOPRQRseopIsTYEYeiKJQ3l3eyM8g35iMrnQv7qSQVsb6x7RmzAfFMCJhAuFe4uBEsGFR6usJTGxuL2tcXxW4Du+x4ttlR7HawO54Vux1sNhRZdjx3aOtvDFOm4LtwocP/NjEBlUHE9IK+pV9F2OPHjzN9+nSqq6u57LLLKCsrY8eOHc4iXDabjcjISC6//HJee+21Uz+LEYYIbIcXTm8acBVi27xpXngBbUQ4tWvWYvziCxSzGQCVtzd+l11GwDVL0Y0b1y9z2/Dldo6sM/Wob3CMNzHx/sRENhGhzUZTkQHFGVCeBXZL5x28wyAyDTk8jQopisIaKMw7QvHBA1haXKvP6n18iUlMITppIqOSJxIUE9sp0KyoqCAzM5O9e/fS3Nwu6sbGxpKenk5iYiIeHsJvS9B32OwyW/OqWJdRxJfZ5ZhtjoslSYJZY4NYkhbNopRwvHQ9L0onEAhOj4GOkTIzM3n99ddZu3YtNTU1hIeH88knnzBlypR+P/ZQRsSqp4ksw8FPHDYFFQccbTpfR/Gus34pxNgRgMlm4mj9UZdCYLm1udSZ69z299H6MD5gvNPKYELABMb5j8NT6zmwExeMWAaq1omrMCuDvfVnm61VxD2hTZZRbHZa9u2l/Ik/9O5gKhW6sWNdC5IlJKDSi2x0wanTryLsLbfcwpo1a/jmm2+YNWsWK1eu5IknnnCKsABXXHEFubm5ZGVlndoZjEBEYDv86GmVRntdHXUffEjtO2uxFhx3tntOm0bAtdfgM28eUh8Kjeu+3UDZO70fT61RETHOj5jEQGIm+BDskY9UuschypbscWR3KPbOO/rFIIenUq4dR2GDgcKiOorz8rCaXYVgg68fMYkpDk/Z5EkERkU7RVmbzcahQ4fIyMjgyJEjzmJeOp2OlJQU0tPTiYyMFNkCgj7FaLLyxf5S1mUUs+tYjbPdoFXzs5RwlqRHc9bYINQq8XcnEPQnAxEj1dTU8Pbbb/P666+zb98+NBoNF154IbfeeisXXnihsMNBxKp9xsnE2Jl3gWfg4M5PMKAoikJVS1UnO4NjdcewKZ0zBCUkYnxiXOwMJgRMIMo7CpUk/OwFfUu3KzwH2XO1JytQ1QEB+F9zDeacHExZWdgqK910UqMbNw59SnKrMJuCLj4elU7Xz2cgGC70qwgbGRnJOeecwzvvvAPgVoS9//77+e9//0ttbe0pTH9kIgLb4Ylit9P840/YKivRhITgOXVKl19QiizTtGMHtWvX0vj1N44gHVAHB+N/5RUEXH012sjI057TrpJdfLOqEC+LPxKdxSMFhUaPOj5I+Qujm1JIs8zGvzISW6NrX4OPluiEQGISA4hJDMTbS3ZkyBZnQEkGlGRCVR64KVZg9x9LuSGFQlMwhZVWiguKsVlcM2s9/fydfrIxyRMJiIhCkiTq6+vZs2cPmZmZ1HXwKAoNDSU9PZ1Jkybh6SkyBAR9S2FNMx9kFrM+o4j86vas7HBfPYvToliSHsWEMJ9BnKFAMHzprxhJURQ2btzI66+/zieffILZbCY5OZlbbrmFG264gZCQkD471nBAxKp9jCzDwU8dNgXlrYkrHj4w806Y+Ushxo5wrHara9Zs66Oqxb3/pafGsz1rNiCeCYETGO8/Hm+PUyssaJftZFRkUNlcSYhnCOmh6ai7KbgrGJ50u8LzxRdcEowGmt7Oz1pe4ShIlpXl9L916yur0aAbPx5DqzCrT05BFz8BlViFKXBDv4qwer2eZcuWsWrVKqBrEfa1115zWT4sODkisBV0xFpaSt1771H73nvYK1u/FFQqvM89l4BrluJ19tldFrnqDrts55ZX7mX6/iUALkJsW3XXLYlvUxt5nPLm8rYNRFpHM0dZSIwxEdNxFTaLq6dVQLgn0YmBxCQGEjXBHw+9BkxGh6dsmyhbnAF1BZ3nhJoyXTKF9lEU1mspKalz+ky34RUQ2CrKOoRZv9Bw8vPzyczMJDs72/kZpFarSUhIIC0tjTFjxqA6xddJIHCHoihkHK9jfUYRn+wtwWhq/zudGOXH5WlRXJoaSbC3uHMuEPQV/RUjxcTEUFJSgp+fHz//+c+59dZbmTZtWp+NP9wQsWo/IcRYQS+obqkmry7P6TObV5vH4brDWGWr2/5R3lGuhcACJhDjE3NSQXVzwWZW7VrVfh0AhHmG8bvpv+OC2Av6/JwEQ5+ervAcLE5nfoqiYCsvdwiyrcKsKesA9pqazp21WvTjxzutDPQpyejHj+/TVauCM5N+FWFjY2OZNm0a77//PuBehJ0/fz6FhYUcPHjwFKY/MhGBrcAditVKw1dfUbv2HZp37nS2a0eNIuDnV+O3ZAmagN57iG0u2Mzf1v2XWfmX421p37/Ro5btcR9wzxU3c/6o89lftZ9N+ZvYVLCJsqb2LzUftS/z9ZeS1DwNqdibquONLjceVSqJsDG+DuuCxEBCY31QqVvF0OYahyhbnOkQZksyoKHUZX42WaLMHMBxaRxFzf6UVJmx211FX++gYKcoGzI2noLSMjIzMynr8OXr5+fnLObl7+/f69dJIDgZZpudr3MqWJdRzLe5Fdhkxz+BWiVx7oQQlqRHMy8xFL1WZI4IBKdDf8VIKpUKrVbLrFmzMPSwSIckSXz22Wd9NoczCRGr9jOyDLmfwberhBgr6BVW2cpx43GnMNv26CiidkSv1jPOfxzxgfHO7NkJARPw0/mxuWAzD3z7gDMxo422pI2/nPsXIcSOUHqzwnMw6Mv5KYqCrbSUllZBti1z1t5hFWYbklaLLj7e1cpg3DgkrfY0z0hwJtGvIuxtt93G6tWr+emnn0hJSekkwm7dupW5c+eybNky/vKXv5z6WYwwRGAr6A7zkSPUvvMu9R9+iNzQAIDk4YHvzxYRcM016CdP7pUn6uaCzaza+SzqMm88rb40a43I4U08NOO3nYIrWZHZV7mPTQWb2JS/ySWo89Z6c17oBcxUzserPIySg3UYq1z9Xj0MGqLjA4hJDCA6MRC/EIPrXI2lrYJsqyhbnAEt7XcfbbJEaYsvx03BFFrCKTWqkWXXjy+f4BBGJU/CK2Y0VRYbuXmHMZna5zFmzBjS09NJSEhAoxFFlQR9S3WjmU/3lbI+o4i9RfXOdh+9hosnRXJFehRTYgPc/o/aZYVdx2qoaDAR6qNn+uhA4TMrEHSgP0XY3iJJkkviwUhCxKoDRFdi7Iw74Ky7hRgr6DH15npXO4OaQxyuO4zJ7r5Ab6ghlDpLHRZ3xXdxCLFhnmFsuGKDsCYQjDgURcFaXNLJykCur+/UV/LwQJeQ0G5lkJKCbuxYJHENOmzpVxE2Pz+f1NRUAH7729+Sk5PDmjVr+PTTT9m+fTt/+ctf8PLyYu/evURERJzySYw0RGAr6ClyczPGzz+nZs0azNk5znZdYiIB1yzF7+KLUfXQE/VU/J7aBNmN+RvZVLCJiuYK5zZvrTfnxZzHeX4LCK0ZTWmukaLcWszNrtYCPkF6Z5ZsdEIAeq8T7hQqCtQdd7UxKN0LZiMAVllFSYsvhU1+FLYEUtbizQmaLL6h4RhGT8Co9qCits7ZbjAYmDRpEmlpaYSHh/fodRIIesPhigbWZxTzQWYxpfXtFzqxQZ5cnhbFkrRoRgU5/kc3ZJWy8pNsl34RfnqWX5LEopSh8R0qRGLBYNNfMVJBQWd7nJ4QGxvbZ3M4kxCx6gDjFGOfhfL9jjYhxgpOE7tsp7Ch0FkArM3SoLixuMdj3DHpDs6NOZdo72j8dH6iMK5gxKIoCtaiIqcw25Y525Yw1RFJp0OfkOBiZaAbM0YIs8OEfhVhAXbu3MnSpUspKChAkiQURXE+jxo1ivfff5+pU6ee8gmMRERgK+gtiqJg2reP2rXvYPziCxSzGQCVtzd+l11GwDVL0Y0b169zkBWZvZV7HZYF+ZuoaGkXZH20Ppw36jwWjFrAOEsKpYeMFObUUnak3jWLVYLQUT5OUTZ8rB9qjZvsJFmGmiPtomxJpkOYtbVglVUUN/tS2OxHYbM/ZS0+KB28bmWtB+qoOExe/ljkdluDyMhI0tLSmDhxInq9vl9eI8HIxS4r7DxazbqMYr7IKqXZ0p49Ny0ugAlhPqzZebxT6bq2v9xXrk8fdCH2TBCJBcMfESMNDcT7MEjIMuR+3poZ2ybGereKsb8SYqygT2iwNLA6ezWv7H2lV/v5aH2I9oluf3hHE+MTQ7RPNBFeEWhU/SMwicJhgqGKoihYjx9v9ZhttTI4cAC5sbFTX0mvR5+Y2CrMJmFIScFj9OghZfMg6Bn9LsIC2Gw2PvnkE3bu3ElNTQ2+vr7MmDGDyy67DA9hTNxrRGArOB1stbXUf/Ahte++g7XguLPdc9o0Aq69Bp9589wahveld06bILsxfyOb8jdR2VLp3NYmyC6MW8jUgOlUHG2kMKeGwuwaastcC/hpPFREjndYF8QkBhIY6dX1HXa7DSoPttsYlGRCWRYWq0xxS6so2+RHuckhyiqA3csXq38wNp8AZ9VMjUZDUlIS6enpxMbGijv6gj6n2WJj44Ey1mcUs+1wFd19+0pAuJ+ebQ+dP2hZpxuySrnrrYwhLRILRgYiRhoaiPdhkGkTY7esgjIhxgr6nt1lu7l1463d9hvvP556c71L8oU71JKaCK8Ion3ahdkYnxinUOvt4X1K8xSFwwRnGoosYykowHQg22llYDpwANlNIXvJ0xN9YqKLlYFHXNwpF+UWDAwDIsIK+hYR2Ar6AkWWadqxg9q1a2n8+htHwA6og4Pxv+pKAq6+Gm2rTUh/VrmUFZk9FXvYmL+RLwu+dBVkPXw4P+Z8FsQt4KyIszAb7RTm1FKYU0PRwRpaGlyru3r6ebhYF3j5dVN13maG8gMdrAwyMZcdorjJm8Jmfwqb/agweWNXa7H5BWH1C0bWtxdk8fY0kJ6WxtQZM8X/oqBfKKs38eJXh1i7q7DbvsFeHnjpNahVEhqVhEalQqOWnL+rW9tcfle39uvwu9t+Kgl163gubWoVKgme25BLfYv7astDQSQWjBxEjDQ0EO/DEEFRWjNjn3EVY6f/wiHGegUN7vwEZyx22c7CdQupaK7oVJgLOnvCtthaKGksobChkKKGIsdzYxFFDY6HRXbvLduGv87fJXO243OIIcRtZqsoHCYYLiiyjCU/39XKIDsHxY0wq/L0RJ+U5GJl4BEbK4TZIYQQYc9ARGAr6GuspaXUvfcete+9h72yytGoUuF97rno4uOpfvVVOqXjtWaARr34wmkLsW3IikxmRaZTkK1qqXJu8/HwYd6oeSyIXcDMiJloJA3VJY0UZtdSeLCGkrw67FbZZbygKC+iW0XZyPH+aD16kLlraXJcqLTaGJiOZ1JcVE1hsx8FTf6US6FY/UOw+gZCWyawohDoIZGclMT0cy/AJ0BkmAj6jo/2FHPfO3sGexqnzZ1zx3LJ5AjGh/rg4c5GRCDoA0SMNDQQ78MQQ4ixgn6gTeQEXITO3oqcsiJT2VzpFGbbhNo2kbbGVHPS/bUqLVHeUS4WB5HekTz5w5NUm6rd7iMKhwnOdBS7HcuxY65WBjk5KC0tnfqqvL07CLMOKwPtqFFiRecg0e8irMVi4cMPP2T37t3U1dW5rRIrSRL//ve/T2X4EYkIbAX9hWK10vDVV9SufYfmnTu730GS0ISFMe6rzX3uR2OX7U5BdvPxzS6CrK+Hr0OQjVvAjIgZaFVabFY7pUfqKcyuoTCnhqpCVy8dlUYiYqy/07ogJMYHqadZeaZ6KNkDJZm05P9IUe4hCqpkcqVx1HhHYff0cXaVbFZ8TbWMD/IgPm0a0TMXYvAP7ouXRDBC2XGkmmv++UO3/f6wOIWkCB9sdgW7rGCTFWyy7PJ7+7Pc/nvH/na5636ygt3u2m6zKxTVNpNVYuzx+WjVEmNDvEmK8CXR+fAhyLubzHWBoAeIGGloIN6HIYqiQO4XrWLsPkebEGMFp4G75f7hnuE8NP2hPssybbI2OTNmO4q0hQ2FlDSWYFNs3Q/SBa8vfJ1p4dP6ZJ4CwWCj2GyYjx51tTLIyXHWg+mIyscHfXKyi5WBNjpaCLMDQL+KsAUFBcyfP58jR45wst0lSXIrzgrcIwJbwUBgPnKEihdepPHLL7vtO+qNN/CaMb3f5tJmqL8xfyObCza73NX20/k5M2SnR0xHq9IC0NJgoeigw7qgMKeGxlrXLx+9l5boBIcgG50YgG+QgV7RVAUlmTQf2UXOvgNkVmsp0UYha9r9dFXNjXjUVRIuVxEXHUB0YgrR0y9APyoV1N0XH5BtFoq/fY/GymK8Q6KIOvcqVBrhoz3SsMsKs5/9mrJ6k5sFf4O/3L+nInFCuA/FdS00mNxfLIX66FxE2eRIX+KCvNCoRdasoOcMtxjpueee46GHHgJgx44dzJw502V7Ty6Wjh8/TkxMTLf94uLiKCgocLvtjjvu4NVXX+3BjB0Mt/dh2OFOjNV6wYxfwFn3CDFW0CsGs/CVXbZT1lzmFGnbsmmzqrIobizudv9HZzzK0oSlAzBTgWBwUGw2zEeOYMo6gOmAw8rAnHMQxdLZAkTl54chOckhyianOITZqEghzPYx/SrCLlmyhA8//JAbbriBW2+9lejoaDQa98JDbGxsb4cfsYjAVjBQ1H/6GSUPPthtP5+FC/G/+ioMkyah9vHptv/p0FGQ/bLgS5clSm2C7MLYhUyLmOYUZBVFoa682eknW5xbi9XseuPHL9TAqMRAohMDiY4PwMPQ+wqt9toisr7fyK6soxS3aJyWDdjtaBtq0NZVoWppJMzQTEyonlHjxhCVdha60TMgcCx08OrJW/ciX3/4BY2W9nl4e9g4f/HPGH/Ffb2em+DMpq3wFeAixA6Fwle9EYlVEhTXtZBT2kBOqZGcUiPZpUYKqjt7WgHoNCriw31IDHcIs4kRviRE+OJn0PbrOQnOXIZTjJSTk0NaWhoajYampia3IuyKFSvc7nv48GHefvttEhMTyc7O7tHx4uLiqKurY9myZZ22TZ06lYsvvrjHcx9O78OwRlHg0AaHGFu619EmxFjBMKCnhcMAEgMTmR01m3Oiz2Fi8ERhTyAY9ihWK+bDh1utDLIwHcjGfPAgirVzfQe1n5+Lv6whJQVNRESvhNm+LPA9HOhXEdbf359p06bxZQ8y6QQ9RwS2goGiaecujt90U6/28Rg7FsPkyRgmTcKQOhnduHFIXdx8OV3ssp2fyn9iU8GmToKsv87faVkwPXw6GlX7HOx2mfJjRkeBr5wayvMbUOQOXlYqibA4X6d1QehoX9S9zMZraGhgz549ZOz+gVpjk7NdZW5BW1eFpr4ald2GhEKYvpEY3xZiRoUSlTSZgqJ6Pv76WNtsOozqmOOlVy8QQuwIZENWKSs/yaa03uRsi/DTs/ySpEETYNs4XZG40Wwjt8xIdgdxNresgWaL+1UyUf4GEiN8SYr0JalVnI0J8EQlCn+NeIZLjGS32znrrLOQJIkJEybw1ltvuRVhu+Kee+7h73//O3/+85954IEHerRPXFwcAPn5+ac463aGy/swYuhKjJ1+O8y6B7w62CrJdijYDo3l4B0GsbNAiFaCIUZ3hcPA4SVrlV1FJz+dH7MiZzEnag5nR51NoF7UeRCMDBSLBVNeXmvxL0cBMFNeHrgTZgMCXPxl9SkpaMLC3Aqz/Vng+0ylX0VYX19f7rzzTp577rnTmqTAFRHYCgYKxW7n8LwLsJWXdy7M1YrK1xevOXMw7duHtbBzBXfJYMCQkoIhdTL6SZMwTJ6MNjS0z+dqk20OQTZ/E5uPb3YRZAN0AZw/6nwWxi1kWvg0F0EWwNxiozi33bqgvsLV0FyrVxM1wSHIjkoKxC/U0OO7f4qiUFBQQGZmJgcOHMBmcyzFllDQNxuhqgJ1U30HqVVBhYKMhIKE3dMHRaNFsllRNzcgoeDjYee2/3wsrAlGIHZZYdexGioaTIT66Jk+OnBQLAjc0dcisSwrFNQ0t2fMljieSzqM3xEvDzUJEe0Zs4kRviSE++Dp0T83gQRDk+ESIz399NOsXLmSjIwM/vjHP/LGG2/0WIQ1mUxERkbS1NREUVERISEhPTqmEGEF3YqxBdthw0NgLGnfxzcSFj0LSZcOzpwFgi7oSeGwtNA0tpdsZ2vRVraVbKPB0uDSb2LwRGZHz+acqHNIDEpEJQmLJMHIQbZYMOcewnQgy1kAzJyXB7bO1mLqoCBHpmyrv6w+OYWWvXsovm/ZgBT4Ph0GOlO3X0XYhQsX4uHhwSeffHJakxS4IgJbwUBi3LTJ8eEJrh+gbj48bTU1tOzdS8vevZj27aNl7z7kpiZORBMZgWHSZEfG7ORJ6JOSUOn1fTZnm2zjx/IfHYJswWZqzbXObQG6AObFzmNh3EKmhk3tJMgCGKtaWgXZWopyazA3uX7ReAfqiEkMdPjJJgRg8O6ZGGoymcjKyiIzM5Pi4nafKoPOg0DFgr3wME01dQBYffwxh41C0baPLVkt6MqPo22o4+r/u4qYBb3LUhYI+puBEInrmi0udgY5ZUYOlTdiscmd+koSxAV5tRYBaxdnI/z0wt9qmDIcYqSsrCymTJnC73//ex577DFuvvnmXomwa9as4brrruPKK6/kvffe6/Fx4+LiMJvNrFq1iuLiYgICApg1axaTJ0/udl+z2Yy5Q+EPo9FITEzMGf0+jGgUBQ5tbBVj9zja1Dqwdy7u4lzzcPWbQogVDDl6UzjMJtvYX7WfrUVb+a7oO3Jrc122B+oDmR01mznRc5gVOQtfD/HZJhh5yGYz5tzcVhsDR9as+fBhcFfjSaUCuXN8DvRrge/eMBiZuv0qwmZmZjJnzhz++9//cuWVV57WRAXtDIcLDMGZxal+OCmyjOXoUYcwu2cvLfv2Oe6enfhhrNGgT0hwWhgYJk1CGxvbJyJJmyDbVtSrzlzn3BaoD3R4yMYtZErYFLeCrCwrVBU2OLNkS4/UI9s6itEQEuNDTGIA0YmBRIz1Q6Pt/oukvLyczMxM9u7dS0tLe+ZtsA7qS8qwBoa1jt/hNWj9GNYXHyHaWsT4caFEps4hbPZVeASE9+6FEQiGEVa7zLGqJmfGbHapkZzSBqoa3QkG4GfQuoiySRG+jA/zRqcRS2rPdM70GMlmszFz5kxsNhu7d+9Gq9X2WoSdN28eX3/9NRs2bGDhwoU9PnZXhbkWLVrE6tWrCQ4OdrOXgxUrVrBy5cpO7Wfq+yBopU2M/eZpKNt7ko6SIyN22X5hTSAYcpxq4bDypnK2FW9ja/FWdpTsoNnW7l+vltRMDpnMnOg5zImaw4SACeLmrmDEIptMmA8epCXrQKswm+UQZnsgIWqjotCEhqLy9kbl5YXK2wu1lxcqr7bfvVF5e6Hy8kLt3aGt7dnj1FeGOpPNBjhTt09F2CeeeKJT2+7du/n888+ZO3cuaWlp+Pn5dR5cknjsscd6OfWRy5l+gSE4M+mrNH17YxOmrCxa9u1zZs3aq6o69VP7+6OfPMkhzE5OxTBpIurT/Hu3yTZ2l+1mY/5Gvjr+VSdB9oJRFzgF2a6CM6vZTklenVOUrSlxzfTVaFVEjvcnujVTNijK66RBmc1mIzc3l4yMDI4cOdK+QVFcBdgO7ZLNgtfh/U4LAwmFYB+J8LhYItLOIWLSTAKjolGJCyHBCKeywdyeMdsqzB6ubMQudw5pNCqJsSHeLuJsYoQvIT66QZi54FQ502OkJ554gj/84Q/s3LmT9PR0gF6JsMeOHWPs2LHExMRw7NgxVKqeL5194oknmDt3LsnJyeh0OrKzs1m5ciVffPEFZ511Ft9//32X32ciE3aYc+w7eOOS7vulXAWj50BAnOPhGwVqYQkjOPOx2q1kVGSwtWgrW4u3crT+qMv2UM9Q5kTN4Zzoc5gZMRNPrecgzVQgGBrUrV9P6SOP9vtxJK22szDr5dkq2J4o2rYKvN7eSJ6eFN+3DHt1dRcD91+mbp+KsL0J9FwGlyTs7tKXBW450y8wBIKOKIqCraSkVZB1CLOm7GwUi6VTX48xY5wWBobJk9GNH3/KRb+sspXdZbvZlL/JrSA7P3Y+C2IXnFSQBWiqN1PUal1QmFNDs9F13gZfD2ISApz2BV7+XQs6dXV1fPP1V+zdt7/b+c+M8MJ6bB+lJVU0mDvPz0OrJnx0HBFJ6YSPTyBi3AS8/AO6HVcgGO6YrHYOVzS2Zsu2i7P1LZ0LDwAEe+tIjPBptTRwFAMbE+yFppfF+gQDw5kcI+3du5dp06bx61//mmeeecbZ3hsR9rHHHuPJJ59k+fLlrFix4rTnJMsyc+fOZdu2bXz66adcdNFFPdrvTH4fBG7Y/z6s+7/e76fSgF90uyjb9vCPdTwbAtzfcD4dROEwwQBQ1FDkzJLdVboLk73dr16j0jA1bCpzouYwJ3oOcb5xIktWMOLoaYHv0Id+izY6GrmxCbmpCbmx0fHc1Ii9sRG5qbm9rbERe5OjTWlu7nbsvmDUG2/gNWN6n47ZpyLsli1bTnkic+fOPeV9RxoisBUMdxSLBVNurtPCoGXvXqzHj3fqJxkMGJKTOxT9SkUb1vuiX1bZyu7S3WwscGTI1pvrnduC9EFcEOvIkO1u+ZKiKNSUNDn9ZEsO1WKzulovBEZ6EZMQSHRiAFETAtDqXMfbv38/69at63bOc+fOZe7cuahUKhoP/0Tp9vWUHsigrKKBshYfrErnefqGhBIxLp6I8QlEjJ9AaNxYNKexhEMgGC4oikJpvclFlM0pNXKsusntSioPjYoJYd4khvu6WBr4eWoHfvICF87kGCk1NRWz2cyePXvQ6dpv2PVUhJVlmdjYWEpKSjh27BijRo3qk3m9/vrr/N///R8PP/wwTz/9dI/2OZPfB4Ebjm2FNy7uvl/8RWC3QG0+1BU4fj4ZOj8IiO0g0Lb9PBr8YqC3BUizPxaFwwQDjslm4sfyH51eskWNRS7bo72jnbYF08Knodf0XR0MgWCo0m2B79PMNFXsduTmVoG2VaS1uwi5bW1tAm67wGtvasRWUYG9qoss2A5E/ulP+F3csxvQPaVfPWEF/YMIbAUjEVtNjVOQNe3dR8u+fciNjZ36aSIiWi0MWot+JSf3quiXVbayq3SX07LAaDE6twXpgxwZsnELeuQnZbfKlB6tpzCnhqKcGiqON9ChOCsqtUT4GD9nlmxIrA8FBfm88cYbPZqrp6cn8fHxJCQkMGbMGLRaLTRWIOd8RvWPn1N6KJvSJgOlJh+qzZ44i2c4j68hNG404ePiiRjvePiHRfT4br0s2ynOOUBjXS3e/gFEJSYLCwTBsKLZYuNgWYOLOHuw1EiTxf3qnUg/vTNbtk2cjQ30RNXHxckEXXMmx0g9/ez94IMPWLx4caf2zz//nIsuuoiFCxeyYcOGPpvXxx9/zGWXXcZ9993HCy+80KN9zuT3QeAG2Q4vpICxFJdAxokbT1hZhobSdkG2Nt/10VjuZpwTxmzLovWP7ZxN6xXsmkWb/TH870Y38xOFwwQDh6IoFBgL2Fq8la1FW/mx/EescvtKG51ax/Tw6U5RNtonehBnKxD0L70p8D3Q9DRTd8hnwgKo1WpWrFghPF77ERHYCgStRb+OHXNky+5tLfp16JD7ol/x8U4LA8PkyT0u+mWVrews3em0LOgoyAYbgp2WBWmhaT0y+Dc1WinKddgWFGbX0FBjctmu89QQFe/PnsovMFtbTtRMW08c1BoNGo3axX9Pq9Uybtw4EhISGD9+PJ6enmBuhCNfw8HPMOdsoqxOpqzFh5IWH8pMvjTbOmft6X18iRg3wZExO24C4ePi0Xt7d+qXt3M7X//3HzTWtPv5egcGc/7Nv2D8jFndvhYCwZmKLCsU1jZ3KALmEGmL61rc9vf0UBMf3rEImA8J4b546YRPYn9wJsdIt912m9v27777jry8PC699FJCQkL41a9+RWpqaqd+V1xxBevXr+e9997r04K4jz76KE8//TTPP/88y5Yt69E+Z/L7IOgCp8gJrkLnKYqclmaoO95ZnG0Tba3dLDXVerVnzvqPgr1rwVTfRWdROEwwODRbm9lZupOtxY4s2fJm15sPo/1GO20LpoROQasWK2oEw4tTLfDd3/R3pu7J6HMRVqVSsWLFCh5//PE+m6TAFRHYCgTukZuaaMk6QMu+ve1FvyrdFP3y82st+uUQZQ2TJqJ2UzSwI1a7lR9Kf2BTgUOQbbA0OLeFGEKclgVpoWmopO69IhVFob6ixVngqzi3FovJkV1n1lVh9M92dOwoxLZ+CofaJnH7ikspLDzOwYMHOXjwIEZju0AsSRJxcXEkJCQQHx+Pv78/2G1wfDsc/BwOfoZSdxyjVUdpiy+lJl9K7RFUNKqw2zt/1AdERjuE2VZv2bryUj594dkuz+3SBx4RQqxgxFHfYuVgRzuDMiO5ZQ2YbbLb/nFBni4FwBIjfIjyN/TaN84uK+w6VkNFg4lQHz3TRweiHsGZt8MxRuqJHUFlZSVRUVH4+flRXFyMRxdWM1arlSNHjqDVahk7dqyzPTs7m8jISMf3RQe2bdvG/PnzURSFQ4cO9djiYDi+DwK6WO4fBYtW9W2WqaJAU6UbgbY1o9ZYjPuM3G6YdS+Mngu+EeAT0T+etAJBFyiKwuG6w84s2cyKTOxK+8oaT40nMyNmMid6DrOjZhPuFT6IsxUI+o6+KvDd1wxWpq4QYc9ARGArEPQMRVGwlZa6Fv06cMB90a/Ro12Lfk2Y0GXRL6vdyo7SHWzK38TXx7+mwdouyIYaQp2CbGpoao8EWQDZLlNR0MCBrcUc3FGGWVdFo+9hZHX7XFV2Hd7GsejMwYSP9SU01hffIAPegTrMGCmuyCfvyCEqKipcxg4PDychIYGEhATCwsIcum55Vqsg+ymU7QPAJktUmr0o1UygjFGU1irUVdf0aP4d8QkK5ra//1tYEwhGPDa7TH51E9mlDWSXtBcCq2gwu+3vq9eQ0OovmxjhyJ6dEOaDXuv+f2lDVikrP8mmtL49qz7CT8/yS5JYlBLRL+c01BmOMVJPRNg///nPPPjggzzwwAP8+c9/7nKs/Px8Ro8eTWxsLPn5+c72FStW8NxzzzFv3jzi4uLQ6XRkZWWxadMmVCoVr776apeZuu4YqPdB3IQYBIZC4SubGeoKW4XZY5D3JeRt7P04GgP4hDuyZH0iWsXZSNdn7/Dee9MKBD3AaDGyo2QHW4u2sq14G9UmV3/KCQETnFmyk0Mmo1GJFTQCQV8zGJm6QoQ9AxmOFxgCwUDhKPp1qNXCwJEtay1wX/RLn5zUmik7GUPqZLRhYZ36tQmyG/M38s3xbzoJsvPj5rMwbiGTQyb3SJA9tLuML//tyIJVULB61COrLKhkD7QWPyS3HgXteOjV6AJlrJ41NNjLqGupomO2iL+/v1OQjYmJQa1WO5YD5n4BBz+D/G3Q4a58sz6aMv+zKSWG0iozJYcOYjWb3BzZlasff5qY5End9hMIRiLVjWZn8a+cUiPZpUYOVzRikzuHWmqVxJhgL5eM2aQIX34qqOWXb2d05X7IK9enj0ghdjjGSD0RYZOSksjJySE7O5vExMQux+pKhN2yZQsvv/wyGRkZlJeXYzKZCAsLY/bs2dx///1Mn947P7SBeB/ETQiBk54WDotMdwi4DSXQUtvz8b1CWkXayBOeO4i1en+RVSs4ZWRFJqcmh61FW9lavJX9lftROnzD+3j4MCtyFnOiHFmyQYagQZytQDC8GOhM3X4RYVeuXCk8YfuR4XiBIRAMJrbaWkytRb9a2op+NTR06qcJD28v+pU6GX1SEiqDwbndYrfwQ+kPbMzfyNfHv6bR2l44LNQzlAWxC1gYt5BJIZO6FGSLc2v58PnMbuc86bxo1BoVDTUmjNUmGqpbaGmwduonSxYs+hrMumosulqQ2pdGa9U6IoJGMSZuHBMSxhMY5oNOakA6vNmRIXv4K7B0KH6m8yXHYzaf7+r82pzIuGkzmXnFNYTGjen18mqBYCRittk5XNHoIs7mlBqpbe78fw2gksCNZgs4hNhwPz3bHjp/xGUFihhpaNDf78OGrFLuekvchBC0ciqFw6wtjsJhxtLW55ITnlvbZfefwZ3QejqyattEWd9IN1m1YSA8PwU9oNZUy/cl37O1aCvfl3xPvdnV7zglKMVZ3Cs5OLnHK+8EAsHg0y8irL+/fydPqZMhSRJHjhzpcf+RjrjAEAj6F2fRr1YLg5Z9+zDn5nYu+qVWo4+Pd/jLthb98oiLQ5IkLHYLO0paM2QLv+mxICvLCm8+sp2mOvfLlQG8A3Tc8NSsThXXrRY7DdWm1keLQ5ytcfxurDbR3NCCxaMWs74Ki64GRWXrcNIqPMwBeNpDCPaOIiDYF58ALT4U49v4Ez4VX+JryaWiWcV7hT3PcPULC2f89FmMn34WEePikVQiSBQIeoqiKJQbzc5s2bbnY5VNPXJD/PdNU5mX2DmDfzgjYqShQX++D3ZZYfazX7tkwHZkJN+EGNH0deEwcMR9zdWOzFljqZvnVtHWVNfDASXwDu06m7btWecrsmoFTuyynf1V+51esjk1OS7bA/WBnB15NnOi5zArchZ+upPXuRAIBINLv4iwp4J8orgh6BJxgSEQDDxyczOmAwecBb9a9uzFVlnZqZ/Kz8+RLTtpEobUyRgmTsTu48n2ku1OQbbJ2uTsH+YZxoK4VkE2eJLjplRmBRte248CLvYDCgoSsOiOiYxNC+31OVgtdhpbM2frK5spLCygsDyf6qZirEqHyu4KaC1+eJiD0JmDUNvbs31Vkpnm2jdAaUQB7J4+KBotks2KurkBCZAkD8YkjKLgSCE2S7uY7B0YxLhpZzF++iyiE5NRDQFDdoHgTOT9Hwt58P19Peo7IcybKbEBpI0KIH1UAGNDvIZ1drqIkYYG/fk+7DhSzTX//KHbfmtvn8lZY8WS3RHFQBUOOxFLs0OQdWbQuhFrG0pBtnU/FoDWq714WCcLhNZn7zBQC4/QkUhlcyXbirextXgrO0p2uCR6qCQVk0MmO71k4wPih/V3vkBwJiI8Yc9AxAWGQDD4KIqCraysc9Evc+cMVo+4OKeFgTolkZ+8qthYvJlvC791EWTDvcJZELuAAH0An3z5LbPyL8fbEuDc3uhRy/a4D7jnipu5IPaCPj2XsrIysg/kkJOTQ1W1q7isl3zRWYJQ1QegtnkhWw7TrNqKOWwUira9WIVktaArP46nPIfFk/YScf5CjjX4kPfTTxzN2IWlpV3oNfj4MnbqTCbMmMWoiZNRa8TyPIGgp/RUhHKHn0FL+ih/0kcFkB4bwOQYf7x1w+dCXsRIQ4P+fB8+2lPMfe/s6bbfi0tTuSw1qk+PLTgDGAqFw9zOS4bmqi5sDzqItqb67scCkFTgFXpCJq0bsVY/AJ+DQ/U1HwFYZSt7KvY4s2QP1x122R5iCHHaFsyMmIm3h/cgzVQgELQhRNgzEHGBIRAMTRSrtbXo1x6Hx+yevVgKCjr1k/R69MnJeExKJj/agy+9C/i8cSfNtmZnn+m5Mjd9qaBRj8Ps4YvOYsRmP8yb81UUpEWw4YoNqPspwK2trSU3N5eDBw9SUFBAx49/g1aHvcELi64GUFyXyymO3F3fuiQMZl9G6fYSYzhAzFgd3slTKbSP4lBWLkd+3Impsd1X1sPgydgp0xk/YxZxk9PR6vT9cl4CwXChbTl2Wb2pK/dDwv30fPDLs9lbVEfG8VoyCmrZV1SP2ea68kglQXy4L+mj/JkS68iWjQ3yPGMzZ0SMNDQYCpmwl0yKYNn8CYwNEaKD4AzC0gQNZW7E2g6ibWNZz7NqPby7tj3o6FV7qjGl2+zjSFj0bP9mHwvcUtpY6hBki7eys3QnLbb2BAiNpCE9LN2ZJTvGT9RtEAgGgzNehN29ezfLly9nx44dWCwWkpOTWbZsGddee22Px5BlmZdffpl//OMf5OXl4e3tzXnnncdTTz3F+PHj++S4eXl5PP3002zbto2ioiICAwNJSkrinnvu4dJLe/cFJS4wBIIzB1ttLab9+2nZ4/CWbfn/9u48Lq7y3h/4Z3aYYWbYd8ISIISQfTMxMatJjMZq1ZjYJdGqt7a3rfbe1rr9om01trfXq22v+9p61aQa28SFxKwazR6zENYQIOw7M8PAMMs5vz8GBoZhDwMD+bxf5QWc9Tk5p/jw4Tnf59w5CEajx3ayiHA0p0TheHATKppKseFLZ1DStWsktH//39+V4sc/fxtzI+d6vf1msxkFBQXIzc3FxYsXYbf30+kXAamgQnDtPLdSClppDeJUZxAX3oDoaQmo9U9GQWEtLp48CnNT5wzFcpUKiTNmI2X+tUiaORcqtdpbl0Y0pnVMTAT0WP2wx4mJrHYBOZVGnL7ciFMljfj2chPKm1rRXYhGiZkTAjGrPZSdHhsIf+XYGNXEPpJvGImasL39EaK7uQlBWD8nDjdOi4JaOX5GfdNVTHAA5jrAWN7HqNpKoM2zv9kjidQZxHYfSdt9VK2q2x80XHV4e5kibyh1eGnYtDnacKrqlCuULTG6DwyJ1kS7RsnOjZwLtYJ9bqKRMKZD2IMHD2L16tVQKpXYsGED9Ho9duzYgaKiIjz99NN49NFHB3Sc+++/H6+99hrS09Nx4403orq6Gtu2bYOfnx+++eYbpKenX9F5jx07hmXLlsFms+Hmm29GSkoKampqsGPHDhgMBjz55JPYsmXLgK+bv2AQjV2iIMBaXNJexuBM+6Rf+YDD4b4d3APYDgKABi3wyv+bibXJN2F2xGykBKWMyKyoVqsVR44cwYEDB/rd9ubVdwAGDS6fLUNliQWC0Nk+CRwIV1xEXEABYlM0ECLjUFhlR8HpkzDW1ri2k8nliJ82E8nzFiB5zjXw1/LnHVFXmVmVeGpXttsERVF6P2xZlz7gmeGrDBbXSNnTlxuRVW6E1eE+WlYmlSA9yjlatiOYjQ3yH9AIGocg4nhRA2pMFoRr/TAvMdirkyWxj+QbvH0f+vsjxP1LknCxuhkH8mogtG8QoJJj3fQo3Dl3AqbH6jkCjMa/tuZeRtN2HVVbDYiO/o8FOCcM6xhVGxAJ5H4CWJt72VjiDG8fPM/SBD6ixFjirCVb9hVOVJ2AVbC61imlSsyNnOsKZSfoJoxiS4nGtzEbwtrtdqSlpaGsrAxHjhzBzJkzAQAmkwkLFixAXl4esrOzex3J2uHAgQNYvnw5Fi9ejC+++AIqlQoAsG/fPlx//fVYvHgxDh06dEXnXbt2LT7//HP861//chv1evnyZUydOhU2mw2NjY2uc/eHv2AQjS9CSwss2dloPXsWlbt3QnYuv999nrxLiux4Z7CpVWoxK3wWZkfMxuyI2ZgcMhkKqXdqrJ4/fx4fffRRv9vFx8fjuuuuQ0JCAgQ7UFHQhNJz5bh8vgqNje4jkRSSFsSqLiA2qhnqCUGotMhRcC4bjRVlrm0kUini0qciZd5CJM9bgICg4GG/NqKxaLhDzja7A1nlRnx7udE1Yrba6FnrOkyrctWWnR0fhIwYPfwU7r9oD0dIPFjsI/mGkbgPA3m+qgwWfHS6DNtPlqKkvrPkz6QILdbPjcOtM2MQrFF6HJvoqiE4gOYa9xG0PYW1VlP/x+rJmj8A09YDavbbfEmLrQUnqk64aslWmCvc1ifoErAoZhEWxy7GnIg5UMr4c5JouAx7CDtS9uzZg9WrV+Puu+/Gm2++6bZu27Zt2LBhAx555BE888wzfR7nrrvuwvvvv49Dhw7huuuuc1t3ww03IDMzE3l5eUhNTR3yedPS0pCfnw+LxQKl0v0H2LXXXotvvvkGtbW1CA0NHdC18xcMovGrcdcuVP3q1/1vNzkG+5cHY1dgEVoEi9s6f7k/poVNw+xwZyg7NWwq/OX+w9K+oqIivPPOOwPeXqPRID09HRkZGYiLi4NUKkVzowWlWbUoPXURpZfaYLG6/1zUyaoQqytBYAxgVshwqbAUtSVFnRtIJIhOnYyUeQuQMm8h9OERw3JtRORJFEVUGCw4XdJRwqARFyqMsAvu3UKFTIL0aL2rtqyx1YbHPs7q7SXVHsslDAf2kXzDSN2Hgf4RQhBEHCtqwPaTpfjsfKWrNrJSJsX16RG4c24cFiWHQurFUdpEY1qbyb3cQcEe4MKOge+vCQPC0oCwSe6fNWHu8wvQiBNFEZcMl/BVmbNswenq07CLneXH/OX+mB8131lLNmYxogL6/2+3Q3DgdM1p1LbUIkwdhlnhs7w2l8VQ+Hr7aHwbsyHso48+iq1bt+L999/Hhg0b3NY1NjYiODgYCxcuxNdff93ncaKjo2E0GmEwGCCTuf8f7/nnn8dDDz2EV199Fffdd9+Qz3vbbbdhx44d2LVrF2666SbX8tLSUmRkZCA+Ph7nzp0b8LXzFwyi8ct87Dgub9o04O1lYWGwLZ+H7Nlh+EpThtO138LQ5j6zrlwqx5SQKa6RsjPDZ0Kr1A6pfYIg4Pnnn4exh7q2HdRqNdLS0pCTk4PW1s56kzqdDlOmTEFGRgaio6MhkUggCiJqL5tQeqoApefKUVnjD0Hs/FksgQMRqiKEhjbArrahur4elYXuM7+GJ05E6vxrkTxvAUJi4oZ0XUQ0cBabA+fKDF3KGDShrtlztGxvOiYOO/zw8mEvTcA+km/w5ftgaLVh59kKbDtxGVnlnf8tiwn0x+2zY3HHnFjEBrE2IlGfir4C3rmp/+004YC5pvf1/kE9h7PaqOELZwUHUPKNs/RCQAQQv5AlEvrQbG3G0cqjrlGyta21buuTA5NdZQtmhM/wePtub8lePHv8WVS3VLuWRagj8Jt5v8HK+JUjcg198fX20fg3ZkPYO+64Ax9++CFOnjyJ2bNne6wPCwuDRCJBTU3vP/TNZjMCAgKQkZGB8+fPe6z/9NNPcdNNN+FXv/oV/vjHPw75vNnZ2Vi2bBkaGxvxne98B8nJyaitrcWOHTsQGxuL7du3Iy0trdd2trW1oa2t85cbo9GIuLg4n+zYEtGVER0OXFyxEraqqh5rwooA5MHBCFixAqY9eyAYOgNXZWIitDfdCMN103BaUYFT1adwqvoUalrdfw5KIMGk4EmYHTEbs8JnYVbELIT6D2wkPuD8mbZ9+/Ze169fvx7p6elwOBy4dOkSsrKykJub6/ZzLCgoCBkZGZgyZQoiIiJctfmsFjsqskpRejwHpRfb0Niidzu2UtKCCG0hZOoGGCxNqCougih21q8MiZ2AlPkLkTJvIcLiE1nzj2gEiKKI0oZWZyh7uRFf5teiuMur3715/75rsGBiyLC2xZfDv6vJWLkPFyoM2H6iFB9/Ww6jxTnySyIBFiWH4s65cbg+PQIqOcMaIg+CA3g+wzkqtscp8rrUhLW1AnX5QG0eUJvb+bmxuJd94aw/GzapSzjbHtDqYgHpIOZByN4JZD7sLK3QQRftLJPAScP6JYoi8hrzXKNkz9aehdCl3x2gCMCC6AVYHLMYi2IW4WztWfzy4C8hdruvHZP1Prf0uVENOveW7PXp9tHVYcyGsKtWrcIXX3yBgoICJCcne6yfOHEiysrK3H7p766iogIxMTG49tprcfjwYY/1X331Fa677jrcf//9eOWVV67ovEVFRbjjjjtw6tQp17KgoCA88cQT+PnPf+4xCrerJ598Ek899ZTHcl/v2BLR0Bj37EH5Lx50ftP1R297oBjzwvPQrVoF0WpF8+HDMOzaheb9ByB2+bnjN30a9Detg/aGNahSteJU9Smcrj6NU9WncNl02eOcCboE10jZ2RGzER0Q3Wcbs7Oz8Xnm5zAZO2uE6XQ6rFmzxmMyQwCw2WwoLCxEVlYW8vLyYLPZXOtCQ0ORkZGBjIwMj7IsptpmlH5zGqXnylFaFYA2h8ZtfYC8FBr/S7AIDaitLIXg6Hx9Sh8RiZR5zkA2KjkVksF02oloyP51phy/+OBMv9u9sGEGvjMjZljPPVbCv/FurN0Hi82B3ReqsO1EKb4prHctD1IrcMvMGNw5Nw5pkb5/HUQjKnsnsP2H7d/0MEXe+r/1HXTaWoG6gi7hbHtA23Cp98nCFBogLNVz9GxgvOfoVlf7eimM01/7yIOhzYBvKr7BV2Vf4XD5YTS2Nbqtl0vkbqUMupJAggh1BDJvyxyVV/8dggOrP1rtNgK2q9FuH109GMKOQAh78uRJfOc738GUKVPw7LPPIi0tDdXV1XjxxRfxpz/9Cbfeeit27Oi9pg5HwhJdfYx79qD6ma2wV1W5lskjIxHx6CPQrVrlsb2j2QzT3i9g3PUJzEeOAEL7X6llMmgWLoT+phuhXbkSUo0GtS21OFVzCqeqTuF0zWkUNBZ4/EU4UhPpGik7J2IOEvXuo0r3luzFs8eehaPBAT+HHywyC2TBMvxmfv+v8litVuTn5yMrKwsFBQVwODo72pGRka4RskFBQW77CYKI2vM5KD16HqUX21BlioSALpN8CS3QKs9BkFSgqaEcDntn0BsQHILkuQuQOn8hYiZPgZSdKyKvOVJYj42vHe13O46EHb/G8n24XN+Cf5wqxT9OlqHK2FlzfXqsHnfOnYB106Og9fPO5JdEY06PI01jgDXPDj3gtLc5g9iuo2Zr85yBrWDreR+5HxCa4gxlQycBISnA57/qoxRCl5G67BMOiUNwILs+21W2IKs+a0D7hfqFwl/hDwkkkEgkrlGoANy+71jffZ1rfS/7eqxv38RsNaPQUNhv+167/jVcE33NgK6FaCjGbAg7VsoR2Gw2pKWloa2tDfn5+VCr3WtMbdiwAdu2bcP+/fuxbNmyAV37WO7YEtHAiQ4HWk6egr22FvKwMKjnzIakj1HzHey1tTB+/jkMuz6BpcvPNomfH7TLl0O37iYELFoEicL5S6ShzYBva751jZTNrs/2+Ct2sF8wZobPxOyI2bALdvzPqf8Zlld5LBYLcnNzkZWVhUuXLkEQOl9xio2NRUZGBtLT03v8WWdtakD54a9RerYCpVVaNNkiXetE0QaZIx9yWQHMzWVw2K2udf46PZLnzEfK/GsxIWMaZHL+Mk00nByCiEV/2I8qg6W3l1RZE3acGw/3wSGI+DK/FttOlGJvTrVrMjp/hQxrp0bhzrlxmJsQxLI3RCNVc9VhBxqL3EfN1uY6w1m7pf/9e7LpEyBx8fC28yq1LW8bfn/096PdjCsmlUgRGxCLWG0sYgNiEaONcX0fExADvUrf/0GI+jDQPpK81zWjJCUlBQBQUFDgEYY2Njairq4OCxcu7PMYGo0GUVFRKCoqgsPh8CgJUFBQ4HauoZw3NzcXly5dwne/+12PABYAli9fjm3btuHUqVMDDmGJ6OogkcmgmT9v0PvJw8IQ/MMfIviHP4S1uBiGTz6FcdcuWEtKYPzsMxg/+wyywEBob1gD/U03QTdzJpbGLcXSuKUAgBZbC87VnXPVlD1Xew4Nlgbsu7wP+y7v6/W8IkRIIMEfjv8By+KWDehVHj8/P8yYMQMzZsxAS0sLcnJykJWVhaKiIpSVlaGsrAyZmZmIj493BbIajbMkgTIwGIk3rUPiTQAEB4xZx1B69BxKL7ahzJSINskUWDEF8gA7pLbLkInZsFkvo9VowPn9e3B+/x6o1BokzZ6HlHkLkDB9FhQqv0H/exORO5lUgi3r0vHAu6chQY8vqWLLuvRhD2CJhpNMKsGytHAsSwtHXXMbPj5djm0nS3GxphkfnS7DR6fLkBSqwfq5cfjurBiEa/nfD7pKSWUjE2TK5M7RrqEpwOR1ncsFB9BU4j5qtuQb57L+fPEEMHF5+wjaVOeHkhPzDUWSPmlA2z0671GkhaShY4yfCBGiKLoN7nBb176+43vn/9z3da3rvm+X4+Y35uN/z/xvv+0TRAGXTZd7LN8GAFql1i2k7QhnY7WxiNZEQyHj4A4aHj4Xwi5ZsgRbt27Fnj17sGHDBrd1e/bscW0zkON88MEH+Prrr3Hddde5rdu9e7fHcQZ7XqvVOfqqttZ9VsEOHctVKlW/bSUiGixlQgLC/v2nCP3pT2DJyoLxk09g+OwzOGrr0PT+B2h6/wMooqOhu+km6NfdBFVKCtQKNa6JugbXRDlfxbE6rMiuz8bJ6pPYf3k/ztd5vjnQQYSIqpYqnK45jbmRcwfVVrVajdmzZ2P27NkwmUzIzs5GVlYWSktLUVJSgpKSEnz22WdISkpCRkYG0tLS4O/v79xZKoNu2kJMmbYQUwAI9UWoOXIIpecqUFqlR5UkFSKSIFc6ILWXQbQVQHRcRFuLGTlfHUDOVwcgV6mQNGMOkucvRNLMuVD18IczIhqYNRlReOn7s/DUrmxUGjpHKEXq/bBlXTrWZESNYuuIBic0QIX7rkvCvYsTcfpyI7adKMUn5ypxqc6MZz/PxX/tzsPytHBsmBuHJalhkMtYg5xoxEhlQHCS82PSDc5lRV8B79zU/74V3zo/XCRA4IQuNWcndQa0fmNzVP9ImRU+CxHqCNS01Hi8LQd01lxdP2n9qNRcXRK7BB/mf9hn+8LV4Xh7zduoNFeizFSGsuYylDeXO782laHeUg+T1YSchhzkNOT0eIxITaQrlO0+kjbEL4RvT9CA+Vw5ArvdjkmTJqG8vBxHjx7FjBkzAAAmkwkLFixAXl4eLly4gNTUVABAXV0d6urqEBoa6jbxy4EDB7B8+XIsXrwYe/fuhVKpBADs27cP119/PRYvXoxDhw4N+bxtbW2IiIiAyWTC559/jlVdajlWVFRg7ty5qKiowLlz5zB16tQBXft4eMWLiEaPaLfDfOwYjLs+gemLLyCYza51qrQ06NfdBN3atVBEeYYkn136DA9/9XC/53h28bO4MenGYWlvU1MTLly4gKysLFRWVrqWy2QyJCcnIyMjA6mpqb3/MavNhLbsAyg/fg6lhW0oNU+CwRENURQgOirhsBZAsBVAFDonGZPJ5YifNhMp8xZi4pz58NfyZy3RUDgEEceLGlBjsiBc64d5icFeHQHLPpJvuBruQ3ObHZ+eq8C2E6U4fbnJtTxcq8Lts2Oxfk4cEkI1vR+AiLxHcADPZwDGSnhOzAUAEkAdAlz3n0Bdfuco2pb6HrZtp4txhrKhk9wnBVMHe+sqxpy9JXvxy4O/BAC3oHMoJcu84Urb12JrQUVzBcqanaGsK6BtD2tb7a19nt9f7u8MaLuNoO0Ia/3l/sNwleTrxmxNWMAZoK5evRoqlQobN26ETqfDjh07UFRUhN///vd47LHHXNs++eSTeOqpp7BlyxY8+eSTbse577778PrrryM9PR033ngjqqursW3bNvj5+eGbb77xmOl7MOcFgDfeeAP33nsvpFIpbrzxRkyePBnV1dX4+OOPYTQa8dOf/hR//etfB3zdV0PHlohGhmCxoPnAARg++RTNX34J2NonPJBIoJ4zB7p1N0G3ejVkemf9oxNVJ3DP7nucmwgiJpeKCGoGGgOAnDgJxPZwJVoTjYfmPITrJ1w/rH/trq+vdwWyXWt+y+VypKamIiMjAykpKVAoenkVSBCAitMwnNqP0vMVKK0NQ5l1GtoENURHDRy2AgjWAohC52yvEqkUcelTkTL/WqTMWwBNYFDPxyaiUcc+km+42u5DQbUJ206UYse35Wgwd9Ygn58YjDvnxuGGjCj4Kzn5D9GIyt4JbP9h+zc9FMZZ/zfPycPMde5lDWpznSGtqRK90oS7j5rt+KwJA67CUY97S/bi2ePPorql2rUsUh2Jh+c9PKoBbAdvtU8URdRb6j3C2Y7vq8xVPY7A7SrEL8QjnO34HK4OH5URxDT8xnQICwDHjx/Hli1bcOTIEVitVkyZMgUPPvggvve977lt11cIKwgC/vd//xevvPIKLl68iICAACxbtgxPP/20a0TrUM/bYd++fXj++edx7NgxNDQ0QKPRYPr06bj33nvxwx/+sMd9enO1dWyJaGQ4mppg3L0Hxl270HLypGu5RKGAZsl10N+0Dv5LFuOGT25GwrdV2PSFA6Gdg0dRpwXevl6KE5Nkrk5Gkj4J90+7H2sS1gx7x6G6utoVyDY0NLiWK5VKpKWlISMjA0lJSZDL+6io01QKIW83ak6fweVLDpRaMlBlTYEgNEGwFsBhuwjR0aWcjESC6NQ0pM6/FinzFkIXFj6s10REV4Z9JN9wtd4Hq13AvpxqfHCiFF8W1KLjtyetnxzfmRGNO+dMQEaMjq+jEo2U7J1A5sOAsaJzmS4GWPOsZwDbl9am9hGzHeFs+4eh57qhAAC/QPdQtiOo1cWM+3DWIThwuuY0altqEaYOw6zwWT4VII5G+2wOGyrMFSg3lbvC2a6fTVZTn/vLpXLEBMT0PJJWGwud8ur5b+1YN+ZD2KvR1dqxJaKRY6uogOHTT2H85FO05eW5lksDAtCSFAXVOefEhV27kEL795WP/gD504Lw95y/uzoUCboE3DftPqxNXAu5dHjLjIuiiMrKSmRlZSErKwtGo9G1zs/PD+np6cjIyEBCQgKk0j7q9FnNwKVDaLuwF+Xny3DZkIBS6ww0WVUQbBfhsBZAdFS57RI6IQlpCxchZf5CBEfHDut1EdHgsY/kG3gfgIqmVnx4qgzbT5airLHzFdXJUTrcOScWt8yMQaBaOYotJLpKCA7nRF3N1UBABBC/0FlHdji0NXeWM6jL6xw921gMiELP+yi1QFhqZzDbUd4gMB7oq59K45qhzeBe3qBLWFthroBdsPe5v06pcwtlYwM6R9JGaaI4YZgPYQg7BrFjS0QjyZKfD+OuT2D49BPYK/p4HQvOl70UkZFI3rcXzY4WvJ/7Pv6W/TcY2gwAgNiAWNw/7X7cNPEmKKTD3xkQBAFlZWXIyspCdnY2mpubXes0Gg2mTJmCKVOmIC4uru9AVhCAyjNA/m4Yzh9FaZkKl9tm4HJrEtqs5XDYCiDay9H19TZdWAzSFl6LSQsXISw+kSOdiEYB+0i+gfehkyCIOHKpHttOlCLzQhWsdmcwo5RLsWZKJO6cG4cFSSGQerFWMhGNMFsrUH+xy6jZ9hG0DYVAb2Ga3B8ITWkPZztC2jQgKBGQ+dw86TSCHIIDNS01PY6gLTeVo97SRy1jAFKJFBHqiM76s13C2piAGE4YNsIYwo5B7NgS0WgQBQGN7/4fqp95pt9tJ7zzDjTz5wEAzDYzPsj9AO9ceAeNbc5aq9GaaNw77V58Z+J3oJR5ZySQIAgoKSlxBbKtrZ0jkXQ6HaZMmYKMjAxER0f33/EwVgAFe+DI2Y2avHJcbpmMYstkVLeIcFgvQrCXwjkW2MlPG4qJs67BtJVLEZWcCglHNhCNCPaRfAPvQ8+aWqz457fl2HayDDmVnW9txAX7Y/3sONw+JxZRek7MQjRuOWxAwyX3mrO1eUBdAeBo63kfqcIZzoamupc3CJkIyHuZlJauKi22FpQ3l/c6ktbisPS5f/cJw7qGtcMxYZivl6cYaQxhxyB2bIlotBg++RQV//mf/W4XsGwZQn/6U/hNSXcFnC22Fvwj/x94K+st119sI9QR+NHUH+G7Kd+FSua9jqTD4cClS5eQlZWF3NxctLV1dnSDgoKQkZGBjIwMhIeH9x/I2lqBoi+B/ExYcr5EeX0oLrVORVFzMMxt1RBsxQAcrs3lKh1i0uZg2oqlSJ47HdKruNNB5G3sI/kG3oe+iaKIrHIjPjhxGTvPVMDU5hwZJ5UA16WG4c45cVgxOQJKOf+AR3RVEBzOEgZuwWweUJsP2Mw97yORAcGJnnVnQ1IApXpEm0++q+uEYV0nCuv4vtpc3e+EYaH+oW6ThXV8HaeNQ5h/WJ+Bak8ToUWoI/Cbeb/xiYnaRgND2DGIHVsiGi3mY8dxedOmAW+viIuDbs1qaFevcQWyFrsFHxV8hDfPv4ma1hoAQJh/GO7JuAe3p94OP7mft5oPALDZbLh48SKysrKQn58Pm83mWhcWFoaMjAxMmTIFoaGh/R9MFIGq80B+JsS8TBguV6CodTpym+NQ02KH3VoCoPP4UpkaIROmYdKCazH9+gXwU3v3WomuNuwj+Qbeh4FrtTrweVYltp0oxbGizkkmQzRKfHdWDO6cG4fkcO0otpCIRo0gAMYy93C246O91JcnCRA4wTOcDU0F/PjzmNxZHVZUmis9wtkyk/PDZBvYhGEek4UFxKKgqQCPH37cI+SVtM8q8tzS567KIJYh7BjEji0RjRbR4cDFFSthr64GevrPggSQ6QPhP28ezF9+CdHS+fpL90DWKljxccHHeP38666/job4heDujLtxR+odUCu8/1d8q9WK/Px8ZGVloaCgAA5H5wjWyMhI1wjZwMDAgR3QVA0U7AHyM+G4+CUqmmNw3jgJl83+MLfVAmKXV80kKmhD0hA/fT6mrbwWkQnBkPRTE1AQRFQWNMFsbINGp0JUSiDrCBJ1wT6Sb+B9GJqiOjO2nyzFR6fKUGPq/O/FrAmBuHNuHG6aFg2NirUhia56ogiYqpzBbF1+Z0BbkwO0NvS+ny6mM5jtWt5AHTxybacxxdBm8Chv0BHWVjRXwC72PWFYXyLVkci8LfOqK03AEHYMYseWiEaTcc8elP/iQec3Xf/T0P4af8wLz0O3ahWElhY0f/kljJm70XzwYK+BrDQtGTsv7cTr515HhbkCABCkCsKmKZuwIW0DNArNiFyXxWJBbm4usrKyUFhYiK7/2YuNjUVGRgbS09MH/nPXZgFKDgN5mUB+JswNTThrnIoCYxjqW1sgil3rM8mh8J+IqJRZSF+8EAnTo6HRu5dnKPy2Bl9+kAdT3SVANAMSDbShSbhuwyRMnBk+DP8CV44hMY029pF8A+/DlbE7BBzMq8W2k6XYn1sDh+D875FaKcO6adFYPzcOsyYEciIVIvJkrus2crb9c3NV7/towtvD2UnuI2g1Ya7+/aAIDqDkG6C5GgiIAOIXAldZ0HY16D5hWKmp1BnQNpehqKmo31G0ADBBOwFTQqYgXh+PCdoJSNAlYIJuAvQq/QhcwehgCDsGsWNLRKPNuGcPqp/ZCntVZ4dOHhmJiEcfgW7VKo/tBxLI+q9aib2qQrx6/jWUNZcBAPQqPX6Y/kNsTNsIrXLkXsc0m83IyclBVlYWiouL3dYlJCQgIyMDkydPhkYzwIBYFIGabCA/E8jfDUfJceSbE5FlSECFWQq70HUyBhmkinjowjOQPGc+kmbEodVsReZL/4Kt5QAgNnduKgmAQr0MN/7s1lEPYgu/rcFX2wpgbuq8Fk2gCovvTBn1ttHVg30k38D7MHxqTBZ8dKoc20+WoqiuszZkcngA7pwTh1tnxSA0gJPzEFE/WpvcR83W5jprzhou976PfxAQ2j2cneQcUdtbOJu9E8h82DmpbQddNLDmD0D6zcN6SUPGkNjrPrv0GR7+6uEh7x+kCkK8Lt7jY4JuwhVPFNbdSE8cxhB2DGLHloh8gehwoOXkKdhrayEPC4N6zmxIZP3/B8stkD10CGJrq2udIi4OAatW4uzUAPyl5VOUmJwdQ61Si+9P/j6+N/l7I/6XUZPJhOzsbGRlZaG0tNS1XCKRICkpCRkZGUhLS4O//yA6BOY6oOALIP9ziAX7UWmQ4owhBUXNWljsXV/rkUAqjwOkegjW870eThvxXdz7/N2jNuq08NsaZL6SBVEUINjLXSN1pfIYSCRSrPm3DAaxNCLYR/INvA/DTxRFnChuxLYTpfj0fAUsNgEAIJdKcH16BNbPjcN1KWGQ8e0DIhqMtub2cDbPvbxBQxHQ24RNSi0Q1qWcQUdQW3kO+MemHvZr/7m0/m+jH8SOhZB4HDhRdQL37L6n3+1+NuNnUMqUKDYW47LpMkoMJa45Q3oToY5wjZiN18W7vo4NiIVCphhUO0dj4jCGsGMQO7ZENF70GcjGxqL2mmT8PfISvgooByQSBCgCsDFtI36Y/kME+gWOeHubmppw4cIFZGVlobKy0rVcJpMhOTkZGRkZmDRpEpRK5cAParcCJV8D+bsh5n2O+qoaZBujkWeMhNE2wF+mJVqEJP4U/gFKSKUSyORSSGUS54dcCqlUAqlMCpm8fZlMCln7Z+c2nV/LZJ37uh2nx+VSSKXApy+eQ3P9BdhaDvYwUncp9BFT8YOnF7I0AXkd+0i+gffBu4wWG3adrcD2E6U4W9Y5OU+U3g+3z47F+jlxiAvm7OhEdAVsrUD9xS6TgbWPoG0oBIQh1gH1DwZu/B9A4QfIFIBM2f6542tlz19L27e50hIs2TuB7T+ET4fE44RDcGD1R6tR01LjMTEX4JycK0Id0WNN2BZbCy6bLqPYWIwSQ0nn18YSGHqdkA6QSWSICYjBBJ2zrEHHyNkEXQIiNZGQSqRu2+8t2YtfHvzliE8cxhB2DGLHlojGI2cg+xWMmZkegaw9MgRfTxLxeaIBlyIBtUKDDWkbsGnKJgT7jc5kAvX19cjKykJWVhZqa2tdy+VyOSZNmoSMjAwkJydDoRjEX2RF0TkCIT8TyMtEY+EZ7K2chcvmgXQ6FYBECYlEAUgUAOQ9fy2RQ4LuX8sBicJ9uUTRfkx5+/69t8FhLYDNvKv3lmnW4baH1yNmUtDA/y2IhoB9JN/A+zBycquM2HaiFB9/W46mFptr+bXJIVg/Jw6rp0TCT8HXbIlomNitQMMloK5bOFubBwi2/ve/ElJF70Ftr2Fu+2eJDMj9BLC19HJwiXNE7IPnWZpgmHSEnADcgs4rCTmbLE0oMZWgxOj50Wpv7XU/lUyFOG2cq6xBnDYOfz79ZzS2Nfa4fV8h8ZViCDsGsWNLRONdX4FsQ7ACX6XacSRNispYf6yfdCc2Z2xGqH/oqLW3urraNUK2oaFzVlqlUom0tDRkZGRg4sSJkA2gXIOblgZ8879/xJGTWcPc4sGTSBXOD4nzMyTOrwVBBkdbKYA+RkVItJhxw2NYeFsq/AMGMUqYaJDYR/INvA8jr83uwJ4L1dh+shSHL9a55s3U+ytwy4xo3Dl3AtKjeS+IyEvObQd23Nf/dsHJgJ/OGdg6bIDD2uVzt69Hg34CEJ4G6OOAwLj2zxOcnwMiAKm0/2OQS0+v+0eqI/HwvIeHdZSpKIqoba11C2WLjcW4bLyMy6bLsA9x9Pabq9/E3Mi5w9ZOgCHsmMSOLRFdTfoKZKsDgaNpEpxKV2HOkjtx99R7EK4evdqjoiiisrLSNULWaDS61vn7+2Py5MnIyMhAQkICpAPsxJXs/As+/L/d/W63OqYIYSoj7A7AJkhhE2WwC1LYBBnsovNz9+W29uV2Qdrta+dnuzh8f/mV+V0Lhf8MxKVHIXl2OJKmh8EvYHB1m4j6wz6Sb+B9GF2lDS34x6kyfHiyFBWGzokwp8bosX5uHG6eHg29P3/+EtEwKvoKeOem/rfb9AmQuLj/7UTROYFWT+Fsx9duQW5vYW77NmUngax/XNk1ypTOSckC45xhrSukbf+siwHkHGzQ3UhPfNXT+SvMFbhs7CxrcKrqFPKb8vvd9w+L/4C1SWuHtT0MYccgdmyJ6GrlCmR3Z6L5oGcge3yyHOpVK/Hdm36FaG306DUUgCAIKCsrQ1ZWFi5cuACzuXNWa41GgylTpiAjIwOxsbF9BrJC4SG89MQfYXH0Xg7AXybix7/7NaQTlzg7mlazs5aXrcX5YW3p/NrW2mV9+2e39R3bt0KwmmFvs8BmaYW9rQ02axtsNjvsXQLdkuZAnDdEDfjfRSILhVQeA5kiFjGTpyBtQTKSZoTBT8NAgK4c+0i+gffBNzgEEYcv1mH7iVLsya6CzeH8dU4ll2Lt1CisnxOHa5KC+yw3Q0Q0IIIDeD4DMFai5wm9Rvl1/4GGxCufAvz0gKEMMJQCTaXOz8ZyQBT62VkCaKPaQ9nYLgFtl8BWFTAsl0NXZqATh3EkLAFgx5aICACE1lY0H/oSxsxMGA/uh8TS+dpSTaAEDQsmYfbGnyFu7rJR/wVTEAQUFxcjKysLOTk5aO0SHut0OmRkZGDKlCmIjo72bKvgQMH/m4+dBRFwTRzgRsTNKdVI+e2xkenUCkJnmGszo/TQR9j+/oF+dwuQW9Bs9/NYLpHqIJXHIGRCKtIWzEbG0gyWLKAhYx/JN/A++J4GsxUff1uObScuI7+6cwLFhBA17pgTh9tnxyJC5/kzmohowFwTXwHuQawPTHx1pSGxww6YKjpD2aZSwHC583tDGWC3eO7XnX+Qe4kDt9G0EwB18JVPQEb9upKJw64UQ9gxiB1bIiJ3QmsrTIcOoeRf7wNfn4TC2vmX6uZQNYLW3IiY76yHX8aUUQ9kHQ4HLl265ApkrdbO8DgoKAgZGRnIyMhARERE507ZO1Hw+kPYV50EgzIUolwBid0GvbUOKyIuIeXe/xm1Tq1gt+K1u29Gs1WG3kJircKOe+++Dq3F36LiYgHKmqQoMYegvq2HX/gl/gjQRSEuPR0ZK69DTFoqZHK5ty+Dxgn2kXwD74PvEkURZ0qbsP1kKXaeqYDZ6gAAyKQSLE0Nw/q5cVieFg6FrOc3NByCiONFDagxWRCu9cO8xGDIpAwMiKhd9k4g82HAWNG5TBcDrHl29ALYDt4MiUURMNd6hrNN7QGt4TJgMfR/HIW6h3C2y9faKE4cNky8MXHYQDCEHYPYsSUi6p3Q2opzO99G8T/fQ3xWHfy6TNQqiYpA0NoboVuzBn4ZGaMeyNpsNly8eBFZWVnIy8uD3d5ZND4sLMw1QjY0NBTZe95B5pELMIpq1zY6SQvWLJiC9FWbRqP5LgUfvYCd2/e0f9f139TZdbh5/Sqk3PaL9kUi0FQClJ+CtfgEKrLPorC4BUXNITC02QG4v+olkcgQEhyMpKnJiJ+/DFHps6Dw42gt6hn7SL6B92FsaLHa8em5Smw7UYqTJZ0zRIcGqHDb7BisnxOHiWGdr85mZlXiqV3ZqOxSZzZK74ct69KxJmPgZWmIaJwTHEDJN0BztXMyq/iFvhMcjmZIbDG6lzhouuz+fXN1/8eQyp0jdnuqSRs4wVkGQa7y7nWMIyM1cVhXDGHHIHZsiYgG5szlY9i37Y8I/CYHsy6KboGsIiYG2jWrfSaQbWtrQ35+Pi5cuICCggI4HA7XusDAQDQ1NfW67/r165Genj4CrexdwUcvYP8/P0eztXPUqlZpx7JbbugMYHvjsAO1OXBcPoGCY2eRndeKCoOINlsDILa5bSoBEB6kRGxSHGKnz0PMvNXwDwr1whXRWMQ+km/gfRh7LtY04x8nS/HR6TLUNXe+oTE3IQh3zp0AhUyCBz844/HSZsd/OV/6/iwGsUQ0NvhqSGyzOGvPdg9nO0bXGisAwd7/cQIieghn4zpr1frpvX8tY8hITxzGEHYMYseWiGhwsuqy8MbJF2E6dAgLckWfD2QtFgtyc3ORlZWFixcv9rt9QEAA/v3f/x1+ozxC1G614PTOv6OhvhbBIWGYdfMPIFcOsU1WM+rOnsb5gxdwsaAeza2NEGzlgGjy2DREIyAmJhgxaemInbMCupS5QB+TndH4xT6Sb+B9GLtsDgH7cmqw/WQpDubVQGj/DVCCnqsodqyL1Pvh8MPLWZqAiMhbBAdgquq5Jm3HZ1tL/8dR6XsYRdtlAjFN2PDWpfXV0HuUMIQdg9ixJSIampz6HLx67lV8WfgFZhaKWJArYm6hFApr56hTXwtkc3JysG3btgFtq1AooFarodFo3D73tEyj0UClUg3b9WVnZyMzMxNGo9G1TKfTYc2aNVc8SlcURTRUmHHxSDHyjhagqb4cgr0Cgr0colDvsb1WYUVMmAoxSRMQO20+QmashEQffUVtoLGBfSTfwPswPlQZLPjodBn+dqQY1ca2frd//75rsGBiyAi0jIiIPIgi0NLQczjbMbq2tbH/48j9nCNmu4ezrrq00YBsgPM19Fj+IRpY84fRrxE8ShjCjkHs2BIRXZn8xny8eu5V7CneA4VNwMxCETdfDkPyhSZILJ2/aCpiYqBdvRq6G0YvkD1//jw++ugjrxxbKpUOKrT19/eHtIcRptnZ2di+fXuv5xnOcgmiKKK+3IyLp6px8VQNmqoaINjLnYGsvQyCowbdx2v5SW2I1lkRExuC2LQMRMxYAlncbMCP/w0db9hH8g28D+PLP78tx4PbzvS73Zz4QKxMj8SkSC0mR+oQoRu+P/QREdEwaGt2hrGGsp7LHpgq0ft7D+0ksva6tO3lDbqPptXHAkp1l4nQeilkcyUToY1hDGHHIHZsiYiGR2FTIV499yoyizMhiAKUNhEbG9OwpkgH+ZEzEFtbXduOViBbVFSEd955p9/tNm7ciLCwMJjNZrS0tHh87r7MZrP1e8ye+Pv7ewSzWVlZsFqtve6j0+nw4IMP9hjgXglnINuMiydrcPFUDQy1rRBFGwR7JSRCGRS4BIulFg7BvQsjlzgQ5W9CTKgCMUkJiJ42D8rEa4DwKYBcOaxtpJHFPpJv4H0YX44U1mPja0cHvZ/eX9EeyGoxKVKHSZFaTIrUIkA1wBFUREQ0suxWZ13anmrSNpU61zl67/O7+IcAbUZA6O33DYkzyH3w/FVXmoAh7BjEji0R0fAqMhTh9fOv49NLn8IhOksTLA6Zh/tb5iLsaD5MBw9BbOmsseQKZNesht/UqV4NZAVBwPPPP+/2mn93Qwk5bTZbrwFtT+GtxWLp/6B92LRpExITE6/oGH0RRRF1pc24eKoGF09Vw1hnaV/ugFRaB722HJK2fDQ2VMJide/SSCAi3K8ZMRozYmKCETt5KtTJ84GY2UBw0vDWxSKvYh/JN/A+jC8OQcSiP+xHlcHS6/ioILUCd1+bgPzqZuRWmVBUZ/b4A1iHuGB/pEXqkNYeyqZF6pAQooZcduV/qHMIIo4XNaDGZEG41g/zEoNZp5aIaLgIgrO2a9cSB4Yy98DW6jl/Q69CUoDQVEAXBWgjnaUOtJGANsq5zC/Q+/3wEa5ZyxB2DGLHlojIO0qNpXg963XsvLgTdtE5++i8yHn48aS7kZpnRvPu3Z6BbHQ0tGvWeDWQHcnX/XvjcDg8AtuWlhYUFRUhJyen3/2jo6MxZ84cpKSkQKvVerWtoiii9rIJhaedI2Q7AlkAkCmliJ4oQONfBkvtWVQUFcNo8qx1GKRsQYy/EbF6G2ImJkKfMhuS2DnOYDYg3Kvtp6FjH8k38D6MP5lZlXjg3dMA3F8s7fgv3kvfn4U1GVGu5RabAxdrmpFXZUJetQm5VSbkVhpR08PPWwBQyqVICQ9wD2ejtAgLGHhJg8ysSjy1KxuVhs6f+VF6P2xZl+7WNiIi8hJRBCxNwMm3gH1PXfnx5P7uoay24yPSOZK2Y53Cf2jHH4WatQxhxyB2bImIvKu8uRxvnH8DH1/8GHbBGcbOCp+FH0//MeYFTof5q8Mw7c4c0UDWmxNfXYmBlkvoKjo6GqmpqUhNTUVUVJRXRxJ3BLIdJQtMDZ2/nCtUMiRMC0VMihwQK1CZdQzluVmoq2nyOI5G3uYMZdUGxISrEZoyBdKOUDZqBqAK8No10MCxj+QbeB/Gp+EIORvNVmcgW2VEXpUJOVUm5FeZ0Gpz9Lh9sEbZZcSsc9RsaoQW/kr3UUodIXEvlQc9QmIiIvKioq+Ad27qf7tlTwDqQMBUBRgrnTVpOz4GMolYB79A91DWI6iNdg6i6DrCdZRq1jKEHYPYsSUiGhlV5iq8cf4NfFTwEWztNY2mhU3Dj6f9GItiFkG0WND81VcwZY5MICsIAkpKStDc3IyAgADEx8cPe53VobSpv3IJGo0Gc+bMQUFBASoqKtzWabVapKSkIDU1FUlJSVAqvVeTVRRF1BSbcPG0s2RBc0OXSdj8ZEicFork2eEIi1ei5lI+yrLPofz8KVRdLoXQ7bValdSOaH8jYtQGxKibETkhGvK4Wc5QNmY2EJ4OyBReuxbqGftIvoH3Yfzyxuv+giCitLEFOZWm9pGzRuRWmlBcb0ZPFQ0kEiA+WI20jjqzEQHYsjMbtc09j7KVAIjU++Hww8tZmoCIaCQIDuD5DGew2mMhmwHUhLW1OsPZjlDWLaStco5eNVUC9gGWTJNIneUGtJFAQBRQdAiwmXvb2Gs1axnCjkHs2BIRjaxqczXevvA2/pH/D7Q5nL/kTQmZgh9P/zGWxC6BRCKB0NradyDbMamXl2vIjobBlEswmUwoKChAfn4+CgsL3SYIk8lkSExMdI2SDQwM9FqbRVFEdbERF0/VoPBUDZobO395V/rJkDg9DMmzwxE3ORiCaEPVxXyU52ajPPssKvJzYW1zn5RAJhEQ6WdCjNqAWLUR0VorVLEZnaFszCwgKJH1Zb1svPWR/vjHP+Lhhx8GABw5cgTXXHON2/onn3wSTz3V8+t+KpVq0LWcT5w4gS1btuDIkSOwWq2YMmUKHnzwQdx1112DOs54uw80Oiw2Bwqqm5HTPmo2r30EbV3zACaF6cH/3jULK9PDoZJfXZPAEBGNCtdIU6DHQjbDMdJUFAGLoZ+gtspZ71Xs+Y2LPm36BEhcfGVt7IYh7BjEji0R0eioa63D21lvY3v+drTaWwEAacFp+PG0H2PZhGWQSpyjUjsD2d0wHTx4VQSyQymXYLfbUVxcjPz8fOTn56OpqcltfUREhCuQjYmJ8dqoX1FoD2RP1uDi6RqYm7oEsv5yJE4PdQWyMrkUgsOB2pIilOdeQHluNspyzqPFYySwiDCVGTHq9hIG/gYE6AK6hLKzgehZQECYV67pajWe+kg5OTmYOXMm5HI5zGZznyHspk2bkJCQ4LZOLpfj8ccfH/D5Dh48iNWrV0OpVGLDhg3Q6/XYsWMHioqK8PTTT+PRRx8d8LHG030g31PX3OYsZVDpDGePXqpHaWPrgPfXKGUI0igRrFEiSN31s8K5XK1EYMdyjQJBaiUUwzBpGBHRVafHmqsxwJpnvVZztUeCAzDXdoayuZ8AZ/6v//1uewOYevuwNoUh7BjEji0R0ehqsDTgbxf+hvdz30eL3RmwpgSl4P5p9+P6CddD1uW1FcFiQfOXX/YdyK5ZDb9p08Z8IHsl5RJEUURtba0rkC0tLUXXrodarXaVLZg4cSL8/Py8cg2iIKLqkgEXTztHyJoNnSOuVOqOQDYCsWlBkMmlrrY3VVWgLPcCynOyUZ53AU1VlR7H1itaEatuL2Hgb0SQshWSoAnuwWzUdECpGXiDR3hGV183XvpIDocDCxYsgEQiQWpqKt59990+Q9gDBw5g6dKlQz6f3W5HWloaysrKcOTIEcycOROAc+T6ggULkJeXh+zsbKSkpAzoeOPlPtDYcKSwHhtfO9rvdlIJeixvMBBaP3mvoW2QunN5cHtoG6hWsvQBERHgm33Vgdas5UhYAtixJSLyFU2WJvw95+94L+c9NNuaAQBJ+iTcP+1+rElY4xbGAlceyIoOB1pOnoK9thbysDCo58yGRDY+A7eWlhZcvHgR+fn5KCgoQFtb5+hUqVSK+Ph41yjZkJAQr7RBFERUXjI4SxacrkFL90B2hrNkQWxaEGTdRkk1NzY4yxfkXkBZ7gXUlhQ5X5nqQi2zIqY9lI31NyLMr9kZWoenO8sXdASzYZMBmdyzgaMwo6uvGy99pGeeeQZPPfUUTp8+jf/6r//CO++849UQds+ePVi9ejXuvvtuvPnmm27rtm3bhg0bNuCRRx7BM888M6DjjZf7QGODQxCx6A/7UWWw9FZ5EJF6P3z162UwWx1oNFvR0GJFU4sVDWab6/tGsxUNZisaWzo+29DUYh1ScCuRAHp/BYLVSldQ2xHQdoy2DeoS2gZrlND5KSBlcEtE5H3DUbN2iBjCjkHs2BIR+RZDmwHv5byHv+f8HSarCQCQoEvAfdPuw9rEtZBLPQO0vgJZeXQUdKvXuAWyxj17UP3MVtirqjq3i4xExKOPQLdqlfcvcgC8FRI7HA6Ulpa6RsnW1dW5rQ8JCXEFshMmTIDMC8G0IIioKmzCxZM1KPy2Fi3GLoGsRo6k9kA2ZpJnIAsAbS1mVOTnOkPZnAuoKsyHo0s9XABQSAVE+ztLF8SqjYj0N0EhFQC5PxA9o7O2bMxsoPIssH0TBFFEeYsezXYlAuTOUFcqgddmdPV146GPlJWVhdmzZ+Pxxx/HE088gc2bN/cbwv72t7+FSqWCTCZDWloaVq5cCZVKNeBzPvroo9i6dSvef/99bNiwwW1dY2MjgoODsXDhQnz99dc97t/W1ub2hxKj0Yi4uLgxfR9obMnMqsQD754G0GPlQbz0/VlYkxE16OM6BBHGVhsaWzrC2b5D2wazFYZWW/8H7oFUAreQNlCtaC+J0HNoG6RRQquSj/pbNN6YrI2IyOtGomZtDxjCjkHj4RcMIqLxyGQ14f3c9/G37L/B0GYAAMQGxOL+affjpok3QSFV9Lhff4Gs36Q0NB844Llj+y9eMS88P+pB7EiGxPX19SgoKEBeXh5KSkogCIJrnUqlQnJyMlJTU5GcnAyNZhCv9g+QIIiovNjkGiHbaur8hdtPo0DSzPZANjUQ0l7qCNptNlQXFjhLGOReQEVeDtpa3GdolUqACH8zYvwanJN9qY3wl9mdKyVSFBiCsL96IprtnWFbgLwNyyMuISVW5ZW/3vu6sd5HstvtuOaaa2C323HixAkoFIoBhbDdRUVF4Z133sH1118/oPPecccd+PDDD3Hy5EnMnj3bY31YWBgkEglqamp63L+3dozV+0BjU2ZWJZ7alY1KQ+eEdFF6P2xZlz6kAHao7A4BhvbgtsFscw9quwa47SNtG8xWmCz2IZ1LLpW0j7R1D2d7DG3bP6uVsmELbn3l35yIaEhGoWYtQ9gxaKz/gkFENN6ZbWZ8kPsB3rnwDhrbGgEAMQEx+NHUH+E7E78DpUzZ676CxeKc1OvzTI9AtjeysFDEv/t/kPr5QaJUQKLo8uGlyay6Mu7Zg/JfPOjxuv1IhMQWiwWFhYWusgUtXf69JBIJYmNjXaNkw8PDh33EkCCIqChwBrKXvu0WyAZ0CWRTeg9kncdxoL70cntdWWcw29zY4LFdqEZAjLIGMthxujGm40q7bOG8BzfH5CBl4+PA9A2AUj0clzomjPU+0m9/+1v87ne/w7FjxzBr1iwA6DOE/ec//wmj0YglS5YgIiICZWVl+OCDD/DMM89AFEUcPXoU06dP7/e8q1atwhdffIGCggIkJyd7rJ84cSLKysrcRrt2xZGw5CvG6qhMq11AU6sVjX2Eto0tNrflZusQZvoGoJRJXROOeYS2aoXbpGUd6/yVnn/Q6xh93D0kuNLRx0REI2qEa9YyhB2DxvovGEREV4sWWwv+kf8PvJX1Fuot9QCASE0kfpTxI9yacitUsr5fFxYsFtS/+Sbq/vyXoTdCLncPZQf70T3UVSrdvhdlMtT9+S8QjMaezy+RQB4RgeR9e71ev1YQBJSXl7vKFlRXV7ut1+v1rkA2ISEBCkXPI5OHfH6HgPKCJhSecpYssDR3BrL+WgWSZoYjeXY4olMC+637J4oiDDXVKG8fKVuWm43GirIBtkSEVt6Ge5NPQCqRAMFJQEQ6ED6l83Nw4rgcJTuW+0hnz57F3Llz8R//8R/YunWra3lfIWxvXnvtNdx///24/fbb8Y9//KPf7a80hO1uLN8HorHCYnOgqaVbaNv+2WO52Yp6sxVtdqH/A/fATyHtMrpWiUB/Bfbl1qCllyC4ow7v4YeXj4kQnIhopDCEHYPYsSUiGlssdgs+KvgIb55/EzWtztd5w/3DcXfG3bg99Xb4yf163dfwyaeo+M//7P8kCgUgCIBjaCNjvG3CO+9AM3/eiJ6zqakJBQUFyM/PR1FREez2ztc9FQoFkpKSXKGsVqsd1nMLDgHl+R0jZGthMbsHshPbA9moAQSyHVoMTSjPzUbung+Rn5Xf7/ahfq2IUBkQqLRAr7C4PvvLbJAo/IGwSUDEFOdEYB3hbEC4awTzWDSW+0gzZsxAW1sbzpw541bPdSghrNVqhUajQVhYGCoqKvrd/krLEXQ3lu8D0XjWanV41LPtKI3QU63bRrMNVsfQglsA+M0NafjuzBiEaVWjXruWiMgXMIQdg9ixJSIam9ocbfi44GO8fv51VLc4R2mG+IXg7oy7cUfqHVArPF8bNx87jsubNvV77I6QU3Q4INrtEG0254fV2v7Z1rnMZu3ytfMD3b53+7D2vs56+TIs58712z7V5DQE3XUXtMuWQR4aOvh/vCtktVpRVFTkGiVrMpnc1kdHR7sC2cjISEiHsYyDwyGgPK/RGcieqUWbuTMM9tcpkTwzDMlzwhE5cWCBbM5XB/DZX/97yO1RSh3QK1qh7xLOBrZ/r9NpIItM7xLOTgHC0gBVwJDOJditKD/4DzTXliMgLAYxS++AVN57OY4rNZb7SAMNKD7++GPccsst/W4XHBwMQRDQ1NTU77ZXOjFXd2P5PhBRJ1EUYbY63IPZFiu+zK/Dx9+WD/g4IRolJkfpkBapxeQoHSZH6ZAcHgCl3Pslk4iIfAlD2DGIHVsiorHN6rDiX4X/wuvnXkeF2TlKLUgVhE1TNmFD2gZoFJ2TSYkOBy6uWAl7dbVnzVVgRF/378lAQ2IXiQT+M2dCu2IFtCtXQBkf773G9UIURVRVVbkC2fJy918kAwICXIFsUlISlMrhCw0dDgHluV0C2ZbOQFatV2LirPYRskl6SHoJZEsvnMP23z7a77nm37oecoUSTdVVMNRUoammCs31dX3uI4EIraINekVHQOsMZwODg6GPmwi/mHRIIqc4R82GJAMyea/HKvjoBez/5+dotnZuE6C0Y/ktNyDltl/02/6hGMt9pHvvvbfH5V9++SUKCgpw8803IywsDP/+7/+OGTNm9HmsgoICpKamYvr06Thz5ky/5969ezfWrFmDu+++G2+++abbum3btmHDhg145JFH8MwzzwzoWsbyfSCi/h0prMfG1472u1203g9VRguEHrovcqkEyeEB7aGsFmmRznA2TNt3qSYiorGMIewYxI4tEdH4YBNs+KTwE7x2/jWUmkoBAHqVHj9M/yE2pm2EVul8Rd418RXgHsSOwMRX/RlISCwLCUHQXXeh+cABWM6fd1utSklGwIoV0K5YCb+MKaPyuqLJZMLFixeRn5+PwsJCWK1W1zqZTIbExERXKBsYGDhs53XYBZTlNuLiqWpcOlMHa2tnIKvRKzFxdjiSZ4UjslsgKwgOvPbTH6G5ofdAVRsSinv/+gak3eq+2q1WGGqrnaFslTOcNdRUwVDtDGnt/dT8VEntzoBWaUGgygp9cCD0UbEIjE+DduIsyKKmArpoFOz4M3Zu39O+Vw8Th61f5ZUgdjz2kXorR2AymVBUVIRp06a5bd/Y2IjvfOc7+Oqrr/Dss8/i4Ycfdq2z2WwoLCyEQqHAxIkTXcvtdjsmTZqE8vJyHD161BXymkwmLFiwAHl5ebhw4QJSU1MH1ObxeB+IqJNDELHoD/tRZbB4TMwFuNeEtdoF5FebkFtlRE6lCdmVRuRWGmG02HvYEwgNUGFylNYtnJ0YNvRRs2N1sjYiGp8Ywo5B7NgSEY0vdsGOz4s+x6vnXkWxsRgAoFVq8YPJP8Bdk++CXqXH4f/7E6QvvIUgY2dttka9DMLPN2PR9wZQM9aLBhMS26qqYNq3D8379sF8/ATQpU6rPDIS2uXLoV25Auq5cyEZ5omzBsJut6OkpAR5eXnIz8/3eJU7PDzcFcjGxsYOW9kCh11AaU4DCk/V4NLZboFsoArJs8KRPCccEQk6SKQSFBz7Bjuf631U4s2/fBQp8xcOqg2iKKLF0OQcOVtd6RpBa6gsQ1NVOcwmc5/7SyBCp7BAp7SjqkUNmyiFewDrOhO0SgfufWvnsJcmGI99pN5C2OLiYiQmJmLOnDmYOnUqwsPDUV5ejs8//xz19fW4/vrr8cknn7iN5O7YJz4+HsXFxW7nOXDgAFavXg2VSoWNGzdCp9Nhx44dKCoqwu9//3s89thjA27zeLwPROQuM6sSD7x7GgDcgtiOn/ovfX8W1mRE9bivKIqoMFiQU2F0hbM5lUYU1Zt7/HuuQiZBcrgWk7uUM0iL0iI0oO9Rs5lZlXhqVzYqDRbXsii9H7asS++1bURE3sQQdgxix5aIaHxyCA7sLt6NV869gkuGSwCAAEUAFkQvwBclX0AiiJhcKiKoGWgMAHLjpBClEjy39DmsjF85qm0fSkjsMBjQ/OWXMO3dh+avvoLY0uJaJ9XpELB0CbQrViJg0bWQajQ9HsObRFFEbW2tq2xBaWkpunaH/P39kZKSgtTUVEycOBH+/v7Dcl6HzRnIXjxVg6KztbBaOidbCwhSYeLscPgHKPD19t2wtRwAxObOnSVaKNRLcePPbsXEmeHD0p4OtjYLjLU1aKquhKGqEk2lBTCUF6OpthZGQwsGO+n2+vs2Im7l94a1jeOxj9RbCGs0GvHoo4/i6NGjKCkpQVNTEzQaDaZOnYrvf//7uPfeeyHrVqKkrxAWAI4fP44tW7bgyJEjsFqtmDJlCh588EF873uDu0/j8T4QkafhDjlbrQ7kVTsD2ZxKI3Lbw1lTW8+jZsO0Kmco2yWcTQrTQCGTukLi7iHGQEJiIiJvYQg7BrFjS0Q0vgmigC9KvsAr515BQWNBn9tKIEGEOgKZt2VCJh35mrAAsLdkL3558JeAIAw5JBba2mA+cgTN+/bBtG8/HA0NrnUSpRKahQuhXbkCAcuWQR4S4u1L6lFLS4urbMHFixdhsXT+0imVSjFhwgTXKNnQYZp8zG5zoDS7I5Ctg63N4bZeFAUI9nJANAMSDaTyGEgkUgQEqfCDpxcOaKKv4SAKAsxNjWiquIycHS/h3IWKfvdZe8t1mLzx18PaDvaRfAPvA9HVw9uv+4uiiLLGVuRWdQlnq0wo7mXUrFImxcQwDYrrW9Bqc3huAPdyCSxNQEQjiSHsGMSOLRHR1UEQBbx69lX879n/7XfbNQlrEB0QDalECkn7OA+JRAIJJJ3LJM7Q1rWsvVyABBJIJBJI4b6s320kEoiiiBdOvwCj1dhju4YSEosOB1rPnIFp7z6Y9u6FrbS0ywEl8J81C9qVK6FdsRzKCRMGdMzh5nA4UFpa6holW1fnXp81ODjYFchOmDABcnnvE1gNlN3mwOULDTh3oAzleY39bn/LQzMRMynois87WKV7/w/bX3u/3+04Enb84n0gIm8zt9mRV21yjZbtCGebexk125O3Ns/FsrThfWuEiKgvDGHHIHZsiYiuHp9d+gwPf/Vw/xv6uF/M+gVuTb4VIf6DG8UqiiLaCgqcI2T37oPlwgW39arUVOcI2RUr4JeePioTewFAQ0ODK5AtLi6GIHS+m69SqTBx4kSkpqYiJSUFmissrZB/ogpfvJHd73a6UH8kTAtBZKIeEUk6aIP9RuTfR7Bb8drdN6PZKgNrwl6deB+IaDR0jJp9+5tivHG4aED7xAX7Y1KEFqkRWkyKdH4khQ59IjAior4whB2D2LElIrp6nKg6gXt239PvdqviVyFCEwFRFCFC7P1zX+u6bzOAfarMVchpyBnw9cQExGBKyBRMDZ2KjNAMpIekQ61QD3h/W0UFTPsPwLR3L1pOnAAcna8ayqOioF2xwjmx1+zZozKxFwBYLBZcunTJFcq2dKl1CwBxcXGuUbLh4eGDDkbL8xrxz//5dtDtUuuUiEzSIyJRh8gkPcLitVAovVPCouCjF7Bz+57277pen7M7efP6VUi57RfDfl72kXwD7wMRjaYjhfXY+NrRIe8vl0qQGKpBaqTWFdCmRWoRF6xm+QIiuiIMYccgdmyJiK4eDsGB1R+tRk1LDUSP6SVGvybsQEPiSE0kqsxVHsulEimS9EnICM1wBbMpQSlQSPsPUB1NTWg+dMg5sdfhwxBbWzuPq9dDu3QpAlauQMC110KqHnjQO5wEQUBFRYUrkK2qcv830Ov1rkA2ISEBigEEx4Ig4m+PfgNzU1uv26j1Siz87kRUF5tQfcmAutJmCIL78yOVShASG4DIRB0ikvSITNJBF+o/bKNlCz56Afv/+TmarZ2lGLRKO5bdcoNXAliAfSRfwftARKPJIYhY9If9qDJYeug5ddaE3fnvi1BY24z8ahNyq0zIrzIhr9oEk6XnkgZ+CilSwjtGzQa0h7M6ROhUo/YmDhGNLQxhxyB2bImIri6uia8AtyC2o/brQCa+8pbBhMQt9hZk12fjfN15ZNVlIasuC9Ut1R77KKVKpIWkYWroVNeo2Qm6CZBKen81ULBYYP7mCEz79qJ5/wE4GjtrpkpUKmiuvRbaFSsQsGwp5MHBw3LtQ2EwGFBQUID8/HxcunQJdnvnL3oKhQJJSUmusgV9/Te+8NsaZL6SBREibEoDBKkVUkEJhVUPCSRY828ZmDizs86d3epA7WUTqi4ZUVVkQNUlA1oMVo/j+msViEh0BrIRiXqEx2uh9Bt6PVvBbkX5wX+gubYcAWExiFl6x7CXIOiKfSTfwPtARKMtM6sSD7x7GgDceicdUelL35+FNRlRHvuJoogqowV5VabOcLbahILqZrTZBY/tAUDnJ8ekyM6SBqkRzhG0QRrv/feOiMYmhrBjEDu2RERXn70le/Hs8WfdQstIdSQenvfwqAWwHa4kJK5tqUVWXVZnMFufBZPV5LGdVqHFlFBnINvxOVzd82QaosOB1m+/7ZzYq6ysc6VUCvWsWQhYuQLalSuhjI0d6mVfMavViqKiItcoWZPJ/bqjoqJco2SjoqIglbqH0Ac+PYLDxw/CIekcESsTVVg0bymW3bigz3OLoojmxjZUXTKguj2YrS01QbC7d/ckEiA4JgCRSXpEtpcx0IcPfLSsIIioLGiC2dgGjU6FqJRASL34Kif7SL6B94GIfEFmViWe2pWNSoPFtSxK74ct69J7DGD74hBEXG5ocYWzedUm5FWZUFRnhkPoOSoJ16rcQtnUSC1SwgOgUV35ZJ1ENDYxhB2D2LElIro6OQQHTtecRm1LLcLUYZgVPmtUShD0ZLhCYlEUcdl0GefrzuNC3QWcrzuP3IZctDk8X70PV4cjIyQDU8OcI2anhE6BTqnzOF5bfj5Me/fCtG8f2rLd69eqJk1y1pG9fiVUaWmj9jqhKIqoqqpyBbLl5eVu6wMCApCSkoLU1FQkJSWhsLAQ27dv7/V469evR3p6+qDa4LAJqC01OYPZIiOqLhnQ3Oj5767SyJ2TfbWHshEJOij9PX+hLPy2Bl9tK3Arm6AJVGHxnSluo3SHE/tIvoH3gYh8hUMQcbyoATUmC8K1fpiXGDysdV3b7A5cqjU7g9kuAW1pQ2uv+0wIVruVNOBkYERXD4awYxA7tkRE5Iu8FRLbBBsuNl50BrP1zmC2sKkQguj5WmCCLgEZoRmuGrOTgidBJVN1Hqu8HKZ9+2Hatw8tJ0+6TeyliI52jpBdsRLq2bMgkY/eSJXm5mZX2YLCwkJYrZ2lA6RSKSQSCRxd2t6dTqfDgw8+6DF6dtDtaGxDdZEBVUVGVF8yoKbEBEf31zElQHCUprO2bKIeDZVm7H4tq9fjdi+XMFzYR/INvA9EdLVrbrOjoLo9lK1qdoWztaae67l3TAY2KbJz1OykCE4GRjTeMIQdg9ixJSKiq12LrQU5DTlupQzKm8s9tpNL5UgNSnWrL5uoT4RMKoO9sbF9Yq+9MB/+GqKl83VFmV6PgGXLoF25Apprr4XU338kL8+N3W5HSUmJa5RsY5d6t33ZtGkTEhMTh7UtDruAurJmt9GypnpL/zt2ExCkwg+eXjjspQnYR/INvA9ERD2rb25DfnVnKDvQycC6h7OcDIxobGIIOwaxY0tEROSpwdKAC3UXXMHshfoLaLA0eGynlquRHpKOqaFTXaNmI6SBaDlyBKa9+9B84AAcTU2u7SV+fs6JvVauRMDSJZAHBY3gVbkTRRHffPMNvvjii363nT59OubNm4fIyEjIZN4rW2E2tKG6yOgcMXvJGcwKjv67jbc8NBMxk4b335J9JN/A+0BENHAdk4HlVnWGsoOZDCyty6RggWpOBkbkyxjCjkHs2BIREfVPFEVUmCvc6stm12ej1e5Zpy3YL7izjEFQOlIuO4CvjsH0xV7YKio6N5RKoZ4zB9qVKxCwfAWUsTEjeEVORUVFeOeddwa8vVwuR0xMDGJjYxEXF4fY2FgEBAR4rX25xyqx762cfre7/kfpSJ0bOaznZh/JN/A+EBFduc7JwIxuJQ0GMxnYpEgtUiICoFZyMjAiX8AQdgxix5aIiGhoHIIDlwyXkFWX5RoxW9BYALvo+RpgbEAspoZkYI45DGnnDVAfyYItL99tG9Xkyc6JvVaugGrSpBF5NVAQBDz//PMwGo29bqNSqRAbG4vy8nJYLJ7lAoKCglyBbFxcHMLDw4dttGx5XiP++T/f9rsdR8KOX7wPRETe03UysK6jZ8saBz4ZWFqkDomhGk4GRjTCGMKOQezYEhERDR+L3YK8xrzOMgZ1F1BsLPbYTiqRYq4wAcuLA5Ca1QRN9mVA6HxNUBET4xwhu2IF1LO8O7FXdnY2tm/f3uv69evXIz09HYIgoL6+HqWlpSgtLUVZWRlqa2s9tlcoFB6jZTUazZDaJggi/vboNzA39Tz5CMCasOMd7wMR0cjrPhlYXrVzBG1dc++TgSWFaVyjZlMjnaUN4oLUV/TfZ4cg4nhRA2pMFoRr/TAvMdinJhfz9fbR+MYQdgxix5aIiMi7DG0GZNdnu038VdvqHl5qW0TMvyTHkiJ/JOeZILM5XOtkQUGdE3stXAipn9+wtzE7OxuZmZluI2J1Oh3WrFmD9PT0XvdrbW1FeXm5K5gtLy9HW5vnL2jBwcEeo2Wl0oGNmCn8tgaZr2RBhAib0gBBaoVUUEJh1UMCCdb8WwYmzgwf/EX3g30k38D7QETkO7pPBpbXPnrW1NbzZGD+ChlSIgLcwtmBTgaWmVWJp3Zlo9LQ+RZOlN4PW9alY01G1LBe11D4evto/GMIOwaxY0tERDTyqs3VzjIG9c5gNrsuGyabCQCgsoqYVixibr6IOReBgNYu3SY/P2gXL0LAihXQLl0KWWDgsLVJEASUlJSgubkZAQEBiI+PH3BQ2vUYtbW1KCsrc42Wraur89hOqVQiJibGFczGxsZCrVb3etwDnx7B4eMH4ZB0BrwyUYVF85Zi2Y0LBtXGgWIfyTfwPhAR+TZRFFFpsDgnARvgZGB6f0V7KBvg/NxtMrDMrEo88O5pdA+OOmLbl74/a1SDTl9vH10dGMKOQezYEhERjT5BFFBiLHHVl82qy0JOQw4cdismlzoD2bn5IsK6lG4VpRI4pqchdPWNCF11AxTR0aN3AX1oaWlBWVmZK5gtLy+H1Wr12C40NNSthEFYWBikUumAyyUMN/aRfAPvAxHR2OQQRJTUm10lDQYyGViEToWU8AB8e7kJZqujx20kACL1fjj88PJRefXfIYhY9If9biNguxrt9tHVgyHsGMSOLRERkW+yOWzIb8pHVq1zxGxW7Xk48goxJ9+BuQUiEmrct6+fEAjrtTMQvuYmpMxeCZVcNajzOQQHTtecRm1LLcLUYZgVPgsy6fBMsNWVIAioqalxjZQtLS1FQ0ODx3YqlQrR0dG9hrYddDodHnzwwUGP2u0P+0i+gfeBiGh8sdg6JwPrOnq2r8nAeqKQSiCXSSGVAFKJBBIJIJVKIJVIIJUAkvbPzu/b13dZJulpnbRjXZft4L69yWJDVkXvE5p2+ONt07BicjiC1Mphr1tPBDCEHZPYsSUiIho7zDazq75scc4xqL45i0lZTUgrA6RdelfVgRJcmhYK67UzEb1gGTLCpyFBnwCppOegcm/JXjx7/FlUt1S7lkWoI/Cbeb/ByviV3r4smM1mj9GyNpttwPtv2rQJiYmJw9om9pF8A+8DEdHVobnNjvxqE7afKMUHJ0pHuznDRiaVIESjRGiACqFaFUIDlAgLULV/3768/SNYo+ToWRowhrBjEDu2REREY1tdax2yC46gbl8mVF+fRVxOPRRd3uAzqIGTKRJkTVYDs6diUvQ0TA2diozQDESoI7Dv8j788uAvAUHA5FIRQc1AYwCQGyeFKJXguaXPjUgQ25XD4UBNTQ2OHTuGM2fO9Lv9bbfdhqlTpw5rG9hH8g28D0REV5cjhfXY+NrRfrf7y8aZmBEXCFEEBFFs/3DWqBW6LOtcj/bv278WBrl9++f8KiP+eqCw3/ZpVDKY23ouqdAbqQQI1rQHtdqOcLZLUKvtXBesVkIuG963gGhsGWgfST6CbSIiIiIa10L9Q3HdtHXAtHXAQ4CjuRmX9+1C3Z7PoDxyDvoWK1acFbHirBmWj47iTNIx7EiV4PGJEvgFhaLZ1oy5eQ5s/kJAqKnzuHVaAe9cL8Mf1H/AsrhlXilN0BuZTIaoqChMnz59QCFsQECA9xtFREREXjcvMRhRej9UGSweE18BnTVX106NGp2asFOj8NHp8n7bd/jh5RBEEfXNVtQ1t6G2uQ11pjbUtX9f19yGWlNb+9dWNLZYIYhwrcutMvVw9C7nkQDBamWPI2pDA5QI1aoQFqByBrYaJRQMbK9aDGGJiIiIvEQWEIDE72xE4nc2QrTZ0HLyJAxffAHD3j3wq6nHNXkirskT4ZAAF+JrUKMDVpzz/DUi2AT8cocD/40KnF58GnMj5474tcTHx0On08Fo7L32mk6nQ3x8/Ai2ioiIiLxFJpVgy7p0PPDuaUgAt6CzI3Ldsi591F7bH0z7ZJAgUu+HSL1fv8e1OwQ0mK3OsLbZ2h7Ydg1rO8PbBrMzsK03W1FvtiKvut/DI0it8BhRGxrgDGo7QtwwrQohGhWUcga24wnLEfgQvuJFRER0dRBFEZYL2TDt24vmvfvQVlDQ7z4CgAYt8MJjk7EycRVmhM/A1NCp0Cg03m9wu+zsbGzfvr3X9evXr0d6evqwn5d9JN/A+0BEdHXKzKrEU7uyUWmwuJZF6f2wZV061mREjWLLnEazfQ5BRIO5M5Sta25DncnqGm3rCnLbA1uHMLgITu+v6CyD0D6itntZhLD2IFclH7k3pRyCiONFDagxWRCu9cO8xOCruoYua8KOQezYEhERXZ2sJSXI+d8/Qrlzf7/bVgUCtXoJjGqgWS2BMjgEgRHxiIqZhMQJ0xARkwp5UDDkQYGQKJXD3tZT77+PfWfPosWvcySJ2mLBiunTMXvjxmE/H8A+kq/gfSAiunr5eujm6+0DnLVvG1usHmUQatuD265Bbn2zFfZBBrZaP3mvE411L4vgpxh6YOvrofxoYAg7BrFjS0REdPVq3LULVb/69bAeU9T4QxEcAnlwMOSBQZAFBUEWHAxZUCDkHV8HBjm/Dw6GVKuFRNr7a2/GPXtQ/osHIQCoCwtFq58//C2tCK2rh1QUEfPC89CtWjWs1wCwj+QreB+IiIhGhiCIMLTaOmvYNls769Z2qV/bEdraHIOL9gJU8m4jat1D2zCtEmEBfgjVKqFWdlYyzcyqxAPvnvaowdsRd7/0/VlXZRDLibmIiIiIxhBleMSAtgv7z/+EIiICjsYGGKrLUFdZCGNtOWwN9ZAZzAhoEaFrBaQiIDG3wm4ug720bGCNkMkgCwyEPDjIGc62B7ayoCDI9IGoe+klQBQhBRBeU+u+r0SC6me2QrtiBSSykXsdjoiIiGi8kUolCNIoEaRRIiVC2+e2oijC2GpvD2u7TTTmNsLWWSbBahfQ3GZHc5sdxfUt/bZFrZQhNECFEI0C2ZWmHidBE+EMYp/alY3r0yN9bhSyr2AIS0REROQD1HNmQx4ZCVtVFXrqtooAFJGRCLl7syvkDAaQ2GUbi92CC/UXcLTqW+RcPoniknOAwQhtiwhtK6BrAXQtIiLtGkTZNAi2yKE22yE1NEMwmwGHA476ejjq6wd/AaIIe1UVWk6egmb+vCH8CxARERHRYEkkEujVCujVCiSHB/S5rSiKMLXZ20fTdhld6wpv3csiWGwCWqwOXG5oweWGvtshAqg0WLD2hS8xKVKHKL2f8yPQH9F6f0Tq/RCiUUI6AgGtr5anYAhLRERE5AMkMhkiHn0E5b940Lmga8UoiQQSABGPPtLnKFM/uR9mR8zG7IjZwPR7IYoiLpsu40zNGZypPYMzNWdQ2FQIERYAnXW8NAoNZuqvxRz/SchQTMBEMQwKUyscjU1wNDTA0dSI1gsXYDl7rt/rsNfW9rsNEREREY08iUQCnZ8COj8FksL63lYURZitDtcEY5+fr8SbXxf3e4686mbkVTf3uE4pkyJS74dIvR+iXQGtHyL1/ojS+yE60B9BagUkkqEHpr5cs5Y1YX0I62wRERGRcc8eVD+zFfaqKtcyeWQkIh59ZFjqrRqtRpyvPY9va77FmdozOF97Hi1291fRJJAgJSgFM8JmYEb4DMwIm4GgnAqUbtrc7/EnvPPOsI+EZR/JN/A+EBERXb2OFNZj42tH+93u58uTofVToMLQisomCyqNFlQ2taK2uQ0DSSBVcmn7KFp/RAX6ub6ODmxfpveD3r/noHa0atZyYq4xiB1bIiIiAgDR4UDLyVOw19ZCHhYG9ZzZXquzahfsuNh00W20bHlzucd2wYpAPP0/9QgyOWvCdicAMOhlmHf4NOQK5bC2kX0k38D7QEREdPVyCCIW/WE/qgyWHuvCSgBE6v1w+OHlPb76b7ULqDZaUGW0oKKpFZUGC6oMnV9XGlpR12wdUFv8FTL3gFbvhwi9H/60Ow+NLbYe9+mvfVeCE3MRERERjVESmWzE6qrKpXKkBachLTgNG9I2AABqW2pxtvasa7Rsdn02GmxNeOt6Cf5jhwgBcAtiBTg7tm+sEKGoP4u5kXNHpO1ERERENDJkUgm2rEvHA++ehgRwC2I7Is0t69J7DTiVcinigtWIC1b3eo42uwPVhjbnKFpDezjbZOn82mBBg9mKVpsDl2rNuFRrHnD7O2rWHi9qwIKJIQPebzgxhCUiIiIiN2HqMKyMX4mV8SsBAG2ONrxx/g28hJfw398FNn8hINTUuX2DFnj7eimOT5LithbWhCUiIiIaj9ZkROGl78/yqLkaOUw1V1VyGSaEqDEhpPeg1mJzuEbOdg1ovy1tQnaFsd9z1Jgs/W7jLQxhiYiIiKhPKpkKcyPn4qWzL+H4JClOpEgwuVREUDPQGADkxEkgto96CFP3M8sDEREREY1ZazKicH16JI4XNaDGZEG41g/zEoOH/RX/3vgpZEgM1SAxVOO2fKA1a8O1ft5qWr8YwhIRERFRv2aFz0KEOgI1LTUQpUB2vHtHWwIJItQRmBU+a5RaSEREREQjQSaVjNor/b2ZlxiMKL1fvzVr5yUGj3TTXHqaV4GIiIiIyI1MKsNv5v0GgDNw7arj+4fnPQyZ1DsTiBERERER9aajZi0AdB+TO5CatSOBISwRERERDcjK+JV4bulzCFeHuy2PUEfguaXPuWrIEhERERGNtI6atZF695IDkXo/vPT9WVdcs/ZKsRwBEREREQ3YyviVWBa3DKdrTqO2pRZh6jDMCp/FEbBERERENOpGu2ZtX3x2JOyJEyewdu1aBAUFQaPRYN68eXjvvfcGdQxBEPDXv/4V06ZNg7+/P8LCwrB+/XoUFBQM63mLiopw3333IT4+HiqVChEREVi2bBn+8Y9/DKq9RERERGOBTCrD3Mi5WJu0FnMj5zKAJSIiIiKf0VGz9jszYrBgYohPBLCAj46EPXjwIFavXg2lUokNGzZAr9djx44d+N73vofi4mI8+uijAzrOj3/8Y7z22mtIT0/Hz372M1RXV2Pbtm3Ys2cPvvnmG6Snp1/xeb/44gvccsstAIB169YhKSkJjY2NOHfuHPbu3Ys77rjjiv89iIiIiIiIiIiIaOySiKLY06Rho8ZutyMtLQ1lZWU4cuQIZs6cCQAwmUxYsGAB8vLykJ2djZSUlD6Pc+DAASxfvhyLFy/GF198AZVKBQDYt28frr/+eixevBiHDh26ovOWlpYiIyMDERER2Lt3LyZMmOBxLXL5wHNuo9EIvV4Pg8EAnU434P2IiIiIxjP2kXwD7wMRERGRp4H2kXyuHMH+/ftRWFiIu+66yxWEAoBWq8UTTzwBu92Ot956q9/jvPbaawCA3//+964AFgBWrFiB1atX48svv0R+fv4VnfeZZ56B0WjEyy+/7BHAAhhUAEtERERERERERETjk8+lhAcPHgQArFq1ymNdx7KuI1j7Oo5Go8G1117rsW716tXIzMzEoUOHkJqaOqTziqKI7du3IyQkBMuXL8epU6dw6NAhCIKAGTNmYPny5ZBKfS7jJiIiIiIiIiIiohHmcyFsx6RZPZUbCAoKQmhoaJ8TawGA2WxGZWUlMjIyIJN5ThTRceyuxxnseYuKitDQ0IC5c+figQcewMsvv+y2z8yZM7Fz507Exsb22s62tja0tbW5vjcajX1eFxEREREREREREY09PjdU02AwAAD0en2P63U6nWubKzlG1+2Gct6amhoAwOnTp/Huu+/irbfeQkNDA4qKinDffffh22+/xe23395nO7du3Qq9Xu/6iIuL63N7IiIiIiIiIiIiGnt8LoQdKwRBAAA4HA787ne/w+bNmxEUFISEhAS8+uqrmD9/Po4dO4bDhw/3eoxHHnkEBoPB9VFaWjpSzSciIiKiUfLHP/4REokEEokER48edVtns9nw0UcfYfPmzZg8eTI0Gg20Wi3mz5+PF198EQ6HY1DnSkhIcJ2r+8ePf/zj4bwsIiIiIuqDz5Uj6BiJ2tto144Zx670GF23G8p5u3598803e2y/bt06HDt2DCdPnsSiRYt6PKZKpXKbNIyIiIiIxrecnBz8v//3/6DRaGA2mz3WFxYW4vbbb4dWq8Xy5ctx8803w2AwYNeuXfjpT3+KzMxM/Otf/4JEIhnwOfV6PR588EGP5XPmzLmSSyEiIiKiQfC5ELZrvdbZs2e7rWtsbERdXR0WLlzY5zE0Gg2ioqJQVFQEh8PhURe2p/qvgz1vcnIyZDIZHA4HAgMDPdrQsay1tbXPthIRERHR1cHhcGDTpk2YPn06UlNT8e6773pso9Vq8eKLL2LTpk1Qq9Wu5f/93/+NpUuXYteuXfjwww9xxx13DPi8gYGBePLJJ4fjEoiIiIhoiHyuHMGSJUsAAHv27PFY17GsY5v+jmM2m/H11197rNu9e7fHcQZ7XpVK5Qpls7OzPfbpWJaQkNBvW4mIiIho/PvDH/6As2fP4s033+xx8lgAiImJwQMPPOAWwALOQQa//OUvAQCHDh3yeluJiIiIaHj5XAi7YsUKJCUl4b333sOZM2dcy00mE373u99BLpdj8+bNruV1dXXIzc1FXV2d23Huv/9+AMDjjz8Oq9XqWr5v3z7s3r0b1113HVJTU4d8XgB44IEHAABPPvkk2traXMtzc3Px9ttvQ6vVYs2aNUP9pyAiIiKicSIrKwtPPfUUHn/8cUyZMmVIx1AoFAAAuXxwL7O1tbXhnXfewTPPPIOXXnoJZ8+eHdL5iYiIiGjofK4cgVwux+uvv47Vq1dj8eLF2LhxI3Q6HXbs2IGioiL8/ve/dwtP//rXv+Kpp57Cli1b3F6zWrZsGe699168/vrrmDlzJm688UZUV1dj27Zt0Ol0eOmll67ovACwYcMG7NixAx9++CGmT5+O1atXw2Aw4KOPPoLFYsHf/vY3BAUFefXfi4iIiIh8m91ud0209Zvf/GbIx3nzzTcBAKtWrRrUflVVVR6DCdasWYO///3vCA0N7XW/trY2t4EGHfMqEBEREdHg+dxIWMAZoB4+fBiLFi3C9u3b8eKLLyIkJATvvvsuHnvssQEf55VXXsGf//xnSCQS/PnPf8ann36KdevW4fjx40hPT7/i80okErz//vt47rnnIJfL8corr+Djjz/GwoULsX//fnzve9+7on8HIiIiIhr7nnnmGVcZgo7RrIP16quv4vPPP8fy5cuxdu3aAe93zz334ODBg6itrYXRaMTRo0dxww03IDMzEzfffDNEUex1361bt0Kv17s+4uLihtR2IiIiIgIkYl89LxpRRqMRer0eBoMBOp1utJtDRERE5BPGch/p7NmzmDt3Lv7jP/4DW7dudS3fvHkz3nnnHRw5cgTXXHNNn8f49NNPceuttyI6OhpHjhxBVFTUFbVJEAQsWbIEhw8fxieffIIbb7yxx+16GgkbFxc3Ju8DERERkbcMtK/qc+UIrmYdeThf9SIiIiLq1NE3GotjBzZt2oSJEye6lc0ajN27d+O2225DREQE9u/ff8UBLABIpVLcfffdOHz4ML7++uteQ1iVSgWVSuX6nn1VIiIiIk8D7asyhPUhJpMJAPiqFxEREVEPTCYT9Hr9aDdjUDomwfLz8+tx/YIFCwAAH3/8MW655Ra3dZmZmbj11lsRGhqKAwcOICkpadja1VELtqWlZcD7sK9KRERE1Lv++qoMYX1IdHQ0SktLodVqIZFI3NbNnTsXJ06c6HXfvtb3tK7jdbLS0lKffZ2sv2se7WMP9hiD2X4g2w71meDz4J3jD2X/kXwm+DNi5I/PZ2Lk8ZkYv8+EKIowmUyIjo726nm84Uc/+lGPy7/88ksUFBTg5ptvRlhYGBISEtzWZ2Zm4pZbbkFwcDAOHDiA5OTkYW3XsWPHAMDjvH1hX9XdeOurDmYfb/ZVe1vHZ4LPBJ+J4T/2WH0melvOZ4I5R1e+2FdlCOtDpFIpYmNje1wnk8n6fGj6Wt/XOp1O57M/nPq75tE+9mCPMZjtB7LtUJ8JPg/eOf5Q9h/JZ4I/I0b++HwmRh6fifH9TIy1EbAdXn/99R6Xb968GQUFBXjkkUc8asJ2BLBBQUE4cOAAUlJS+jyHzWZDYWEhFAoFJk6c6FqenZ2N6OhoBAYGum1/+PBhPPfcc1CpVPjud7874GthX9XdeOurDmYfb/ZV+1vHZ2Jkj8Fn4srwmRj532kBPhMjef3+rLcAABKPSURBVAzmHJ0G0ldlCDtG/PSnPx3y+v729VXebPdwHHuwxxjM9gPZdqjPBJ8H7xx/KPuP5DPBnxEjf3w+EyOPzwSfifEgNzcXt9xyC9ra2rB06VK8//77HtskJCRg8+bNru/Ly8sxefJkxMfHo7i42LV8+/bt+OMf/4gVK1YgISEBKpUKWVlZ2LNnD6RSKV5++WVMmDBhWNrNvqrvHdubP3O82VcdTDt8DZ+JK9uGz8TIH3usPhNj9XkAxt8zwZxjcCTiWJzhgK7YWJ5lmIYfnwfqjs8EdcdngrrjM3FlNm/ejHfeeQdHjhxxGwl78OBBLFu2rM99lyxZgoMHD7q+Ly4uRmJiokcIe+jQIbz44os4ffo0qqurYbFYEBERgUWLFuGhhx7CvHnzhvuyhg2fL+qOzwR1x2eCuuMzQV354vPAkbBXKZVKhS1btrjNeEtXLz4P1B2fCeqOzwR1x2fiyrz99tt4++23PZYvXbq035l1u0tISOhxnyVLlmDJkiVDbeKo4vNF3fGZoO74TFB3fCaoK198HjgSloiIiIiIiIiIiMiLpKPdACIiIiIiIiIiIqLxjCEsERERERERERERkRcxhCUiIiIiIiIiIiLyIoawRERERERERERERF7EEJZ6tWPHDlx//fUIDg6GRCJBcXHxaDeJRtnWrVsxZ84caLVaREREYP369XwurnIvvPACpkyZgoCAAAQGBmLFihU4duzYaDeLfMQDDzwAiUSCv/71r6PdFBpFTz75JCQSidvHnDlzRrtZNE6wv0rdsb9KXbGvSn1hX5WAke2rMoSlXpnNZixevBhPP/30aDeFfMShQ4fws5/9DMeOHUNmZiaamppwww03wG63j3bTaJRMmDABzz33HM6ePYtvvvkGEydOxOrVq1FfXz/aTaNR9sknn+DIkSOIjo4e7aaQD5g+fToqKytdH7t37x7tJtE4wf4qdcf+KnXFvir1hn1V6mqk+qpyrxyVxoUf/OAHAIDc3NxRbgn5iszMTLfv33jjDUyYMAHZ2dmYNm3aKLWKRtOtt97q9v2f/vQnvPbaa8jKysKSJUtGqVU02qqrq/HAAw/gs88+w7p160a7OeQD5HI5IiMjR7sZNA6xv0rdsb9KXbGvSj1hX5W6G6m+KkfCjnHvvvsu/u3f/g1z5syBSqWCRCLB22+/3ec+J06cwNq1axEUFASNRoN58+bhvffeG5kGk9eN5DNhMBgAAMHBwcPRdPKSkXomrFYrXn31VQQFBWHq1KnDeAU03Lz9TNx99934+c9/zudgDPH2M5GTk4OoqCgkJyfjnnvuQVVVlReugnwV+6vUHfur1BX7qtQd+6rU3bjpq4o0psXHx4sAxNDQUNfXb731Vq/bHzhwQFQqlWJAQIB47733iv/xH/8hJiYmigDEp59+usd9cnJyRABiUVGRdy6ChtVIPBOiKIoOh0NctWqVuHbtWi9cBQ0nbz8TX375pajRaESpVCpGR0eLJ0+e9OLV0HDw5jPxl7/8RVy8eLHocDhc5/rLX/7izcuhYeDNZ+Kzzz4Tt2/fLp47d0787LPPxLlz54qTJ08WLRaLl6+KfAX7q9Qd+6vUFfuq1B37qtTdeOmrMoQd47744guxuLhYFEVR3Lp1a58Pos1mEydOnCiqVCrx9OnTruVGo1GcMmWKKJfLxfz8fI/92KkdW0bimRAEQbz33nvFlJQUsaamxivXQcPH289ES0uLWFBQIB49elT80Y9+JCYlJYm1tbVeux66ct56JnJycsTw8HC3/16wYzs2jMR/OzrU1taKarVa/PDDD4f1Gsh3sb9K3bG/Sl2xr0rdsa9K3Y2XvirLEYxxK1euRHx8/IC23b9/PwoLC3HXXXdh5syZruVarRZPPPEE7HY73nrrLW81lUaIt58JURTxk5/8BHv37sW+ffsQFhY2rO2n4eftZ8Lf3x/JycmYP38+Xn/9dUilUv4s8XHeeiaOHj2K2tpaJCcnQy6XQy6Xo6SkBL/4xS8wY8YMb1wKDZOR7E+EhoYiKSkJRUVFV9xuGhvYX6Xu2F+lrthXpe7YV6XuxktflRNzXUUOHjwIAFi1apXHuo5lhw4dGskm0Sgb7DMhiiJ++tOf4tNPP8WhQ4cQFxc3Iu2kkTMcPydEUURbW9uwt41Gx2CeiVtuuQVz5sxx22b16tXYvHkz7r77bu82lEbMlf6cMBgMKC4uRkJCgjeaR2Mc+6vUHfur1BX7qtQd+6rUnS/3VRnCXkUKCgoAACkpKR7rgoKCEBoa6toGABoaGnD58mUUFxcDALKzs9HU1IQJEyawsP04Mdhn4ic/+Qk++OAD7Nq1C/7+/q5i1cHBwVAqlSPTaPKqwT4TDz/8MG6++WbExsaioaEBL774IsrKynDbbbeNWJvJuwbzTAQGBiIwMNBtG4VC4SpyT+PDYH9O/OpXv8LNN9+MuLg4lJWV4YknnkBERATWrl07Ym2msYP9VeqO/VXqin1V6o59VerOl/uqLEdwFemYGVSv1/e4XqfTubYBgJ07d2LmzJm49dZbAQA33ngjZs6ciZ07d3q/sTQiBvtMvPzyy2hqasLixYsRFRXl+vjmm29GpL3kfYN9JioqKrBhwwakpqZi7dq1qK6uxldffYXJkyePSHvJ+wb7TND4N9hnorS0FHfeeSdSU1OxceNGxMTEYN++fVCr1SPSXhpb2F+l7thfpa7YV6Xu2Fel7ny5r8qRsNSrzZs3Y/PmzaPdDPIhoiiOdhPIx/z9738f7SaQj+sYnUZXrw8++GC0m0DjGPur1B37q9QV+6rUH/ZVaST7qhwJexXp+CtAb38FMhqNvf6lgMYnPhPUHZ8J6o7PBHXHZ4K8ic8Xdcdngrri80Dd8Zmg7nz5mWAIexXpqIfRtfZFh8bGRtTV1fVYM4PGLz4T1B2fCeqOzwR1x2eCvInPF3XHZ4K64vNA3fGZoO58+ZlgCHsVWbJkCQBgz549Hus6lnVsQ1cHPhPUHZ8J6o7PBHXHZ4K8ic8Xdcdngrri80Dd8Zmg7nz5mWAIexVZsWIFkpKS8N577+HMmTOu5SaTCb/73e8gl8tZU+sqw2eCuuMzQd3xmaDu+EyQN/H5ou74TFBXfB6oOz4T1J0vPxMSkZXLx7TXX38dhw8fBgCcP38ep0+fxrXXXovk5GQAwC233IJbbrnFtf2BAwewevVqqFQqbNy4ETqdDjt27EBRURF+//vf47HHHhuNy6BhxGeCuuMzQd3xmaDu+EyQN/H5ou74TFBXfB6oOz4T1N24eSZEGtM2bdokAuj1Y8uWLR77HDt2TFyzZo2o1+tFf39/cc6cOeK777478o0nr+AzQd3xmaDu+ExQd3wmyJv4fFF3fCaoKz4P1B2fCepuvDwTHAlLRERERERERERE5EWsCUtERERERERERETkRQxhiYiIiIiIiIiIiLyIISwRERERERERERGRFzGEJSIiIiIiIiIiIvIihrBEREREREREREREXsQQloiIiIiIiIiIiMiLGMISEREREREREREReRFDWCIiIiIiIiIiIiIvYghLRERERERERERE5EUMYYmIfMjBgwchkUjw5JNPjnZT+lRcXAyJRILNmzd77RxLly6FRCIZ8PZj5d+OiIiIaCwbK30u9leJyNfIR7sBRETj1WA6ZAAgiqKXWkJERERE5In9VSKikcMQlojIS7Zs2eKx7KmnnoJer8eDDz448g0iIiIiIuqC/VUiopHDEJaIyEt6es3oqaeeQmBgIF9BIiIiIqJRx/4qEdHIYU1YIiIfdfr0aaxevRparRZ6vR633noriouLPbaTSCRYunQpysvLsXnzZkRGRkIqleLgwYOubb788kusW7cOoaGhUKlUSElJweOPP46WlhaP43300UdYsmQJwsPD4efnh7i4OKxZswb//Oc/e2znpUuXcPvttyMoKAgajQYrV67E2bNne9z2woULuPPOOxEeHg6VSoXExEQ89NBDaGhoGPC/S2trK37zm98gLi4Ofn5+yMjIwGuvvTbg/YmIiIhoeLC/2jP2V4moJxwJS0Tkg06ePIn/+q//wtKlS/Fv//Zv+Pbbb/HPf/4T58+fR1ZWFvz8/Ny2r6+vx4IFCxAcHIw777wTVqsVOp0OAPDyyy/jJz/5CYKCgrBu3TqEhYXhxIkTePrpp3HgwAEcOHAASqUSAPDSSy/hJz/5CaKionDrrbciJCQElZWVOH78OP75z3/illtucTtvcXEx5s+fj/T0dNxzzz0oLCzEv/71Lyxbtgw5OTmIiIhwbfvNN99g1apVaGtrw+23346EhAQcPXoUzz//PD799FMcOXIEISEhff67CIKAm2++GXv37sXUqVNx1113ob6+Hg899BCWLVs2DP/yRERERDQQ7K/2jP1VIuqVSEREIwaAGB8f3+v6AwcOiABEAOIHH3zgtu4HP/iBCEB8//33PY4JQLz77rtFu93utu7ChQuiXC4XZ86cKdbX17ut27p1qwhA/NOf/uRaNmvWLFGpVIo1NTUebaurq3N9XVRU5Drvs88+67bd448/LgIQt27d6lrmcDjElJQUEYCYmZnptv0jjzwiAhB/9KMfuS1fsmSJ2P0/U2+99ZYIQFyzZo3btZ47d05UKpUiAHHLli0ebSciIiKigWF/lf1VIvIOliMgIvJB1113He688063Zffccw8A4MSJEx7bK5VK/PGPf4RMJnNb/sorr8But+PPf/4zgoOD3db9+te/RlhYGN5//3235QqFAgqFwuMcPf3VPzExEb/61a/clv3oRz/yaOfXX3+NgoIC3HDDDVi9erXb9o899hhCQkLw3nvvwWq1epyjq7/97W8AgKefftrtWqdOnYof/OAHfe5LRERERMOH/dWesb9KRL1hOQIiIh80a9Ysj2WxsbEAgKamJo91iYmJCA0N9Vh+9OhRAEBmZib27t3rsV6hUCA3N9f1/fr16/Gb3/wGGRkZ2LBhA5YuXYpFixYhMDCwx3ZOnz4dUqn73/N6aue3334LAFi6dKnHMTQaDebMmYPdu3cjPz8fGRkZPZ4LAM6ePQu1Wt3jv8/ixYvxxhtv9LovEREREQ0f9ld7xv4qEfWGISwRkQ/S6/Uey+Ry549sh8Phsa5rLauuOiYQePrppwd03l//+tcICQnByy+/jOeeew7//d//DblcjrVr1+L5559HYmLikNppNBr7bGdkZCQAwGAw9Nk+g8GAuLi4Htf1dmwiIiIiGn7sr/aM/VUi6g3LERARjQMSiaTH5R2THRiNRoii2OtH1+Pce++9OHnyJGpra/Hxxx/ju9/9Lnbu3Ikbb7yxxw71QHS0o7q6usf1Hcs7tuuNXq9HTU1Nn8cgIiIiIt/D/ir7q0RXO4awRETj2Pz58wF0vuY1GCEhIbjllluwbds2LF++HDk5Obh48eKQ2jFz5kwAwMGDBz3WtbS04OTJk/D398ekSZP6PM706dPR0tKC06dPe6z76quvhtQ2IiIiIho97K8S0dWCISwR0Tj2k5/8BHK5HD/72c9QWlrqsb6pqclV/woAdu/eDbvd7raNzWZzvSbm7+8/pHZce+21mDhxIj7//HOPWl9bt25FXV0dNm7cCKVS2edxOiYzeOyxx9xGOZw/fx5///vfh9Q2IiIiIho97K8S0dWCNWGJiMaxjIwMvPjii3jggQcwadIkrF27FhMnToTRaMSlS5dw6NAhbN68GS+//DIA4M4774RarcaiRYsQHx8Pm82GL774AtnZ2bjzzjsxYcKEIbVDKpXi7bffxurVq7F27VrccccdiI+Px7Fjx7B//35MnDgRzz77bL/H2bRpE9577z1kZmZi5syZuOGGG9DQ0ID3338fq1atwieffDKk9hERERHR6GB/lYiuFgxhiYjGufvuuw8zZszAc889hy+//BI7d+6EXq/HhAkT8NBDD2HTpk2ubbdu3YrMzEwcP34cu3btgkajQXJyMl555RXcc889V9SORYsW4ejRo/jtb3+LPXv2wGAwIDo6Gj//+c/xxBNP9DhbbndSqRT/+te/8NRTT+H//u//8MILL2DixIl47rnnkJqayk4tERER0RjE/ioRXQ0kYtcK10REREREREREREQ0rFgTloiIiIiIiIiIiMiLGMISEREREREREREReRFDWCIiIiIiIiIiIiIvYghLRERERERERERE5EUMYYmIiIiIiIiIiIi8iCEsERERERERERERkRcxhCUiIiIiIiIiIiLyIoawRERERERERERERF7EEJaIiIiIiIiIiIjIixjCEhEREREREREREXkRQ1giIiIiIiIiIiIiL2IIS0RERERERERERORF/x9Twkck43De/wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "frequencies = 4.984 + (np.array([0, 349.41, 520.93, 696.66, 875.83, 1053.42, 1245.18, 1422.925]) * 1e-3)\n", + "# efficiency_list = np.array(efficiency_list) * 1e-5#np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "\n", + "plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list, threshold_list, frequencies, mode_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sandbox" + ] + }, + { + "cell_type": "code", + "execution_count": 735, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5')\n", + "# temp_data, attrs = prev_data(expt_path, '00004_cavity_temperature_sweep_parity.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -88.47477176210509, readouts_per_rep=40)" + ] + }, + { + "cell_type": "code", + "execution_count": 736, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 40,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 100000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[3568.1515953227604, 3425.5564066067, 2007.0],\n", + " [10716, 8236, 15000],\n", + " [0, 0, 0.6056817916987671],\n", + " [0, 0, 0],\n", + " [2, 2, 0],\n", + " ['g', 'g', 'flat_top'],\n", + " [0.035, 0.035, 0.005]],\n", + " 'readout_no_placeholder': 40}" + ] + }, + "execution_count": 736, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']['expt']" + ] + }, + { + "cell_type": "code", + "execution_count": 739, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 739, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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pcBzT/wEAAAD4HXscAH60avdB3bdou1vRQJIO5eTrvkXbtWr3QT9lBgAAAAClKBwAflJcYih55R4ZHq4525JX7lFxiaceAAAAAFA9KBwAfrI183iZmQZnMyQdzMnX1szj1ZcUAAAAAJyDwgHgJ4fzvBcNKtMPAAAAAMxA4QDwk0ZhoVXaDwAAAADMQOEA8JMusQ0U7QiVt0MXbSo9XaFLbIPqTAsAAAAA3FA4APwkOMimpMFxklSmeOD8PmlwnIKDvJUWLi7FJYY27T2m93cc0Ka9x9gUEgAAAAgQIf5OAKjJBrSJ1mtjOip55R63jRKjHKFKGhynAW2i/Zhd9Vm1+2CZn0F0DfsZAAAAAIHKZhgGf9YLALm5uXI4HMrJyVF4eLi/00E1Ky4xtDXzuA7n5atRWOnyhJoy02DV7oO6b9H2MsdSOl/9a2M6UjwAAAAATFDRz6HMOAACQHCQTd1aXOrvNKpdcYmh5JV7yhQNpNLjKG2SklfuUb+4qBpTSAEAAAACDXscAPCbrZnH3ZYnnMuQdDAnX1szj1cqPvsmAAAAABeOGQcA/OZwnveiQWX6nY19EwAAAICqwYwDAH7TKCy0Svs5OfdNOHc2w6GcfN23aLtW7T7oUzwAAACgJqNwAMBvusQ2ULQjtMxxlE42lc4S6BLboMIxz7dvglS6bwLLFgAAAICKoXAAXKSssL4/OMimpMFxklSmeOD8PmlwnE8bI5q9bwIAAABQ07DHAXARstL6/gFtovXamI5l8o2qZL5m7psAAAAA1EQUDoCLjHN9/7nzC5zr+18b0zEgiwf94qK0NfO4Duflq1FY6fKEyhzBaNa+CQAAAEBNReEAuIicb32/TaXr+/vFRVXqQ7mZgoNs6tbi0guO49w34VBOvsefg02lsxl82TcBAAAAqMnY46AKzJgxQzabze2rc+fO/k4LNRDr+83ZNwEAAACoySgcVJF27drp4MGDrq9PP/3U3ymhBmJ9fynnvglRDvflCFGO0IBcqgEAAAAEMpYqVJGQkBBFRUX5Ow3UcKzv/01V7psAAAAA1GSWnXGwaNEiTZw4UZ07d5bdbpfNZtOCBQvKfcy2bds0cOBARUREqG7duurSpYsWL15cJfl88803io6OVsuWLTVu3DgdOnSoSuICvnCu7/f20dim0tMVasr6fue+CUPbX6ZuLS6laAAAAABUgmULB9OmTdM//vEP7du3T9HR5592nJqaqh49euiLL77Q8OHDdd999+no0aO644479Oyzz15QLl27dtWCBQu0evVqvfrqq9q9e7duvPFGFRQUXFBcwFes7wcAAABQ1SxbOJg/f76ysrJ05MgR3XvvveX2LSoq0vjx42Wz2ZSWlqZ58+bppZde0s6dO9W6dWslJSUpIyPD1X/atGllNjs89+tsN910k2677Ta1bdtWN910kz7++GPt27dPH374oSmvHSgP6/sBAAAAVKUq2eOgsLBQhw8f1tGjR3XJJZeoYcOGql+/flWE9qpv374V7rt27Vrt3btXd911lzp06OBqDwsL09NPP62RI0cqJSXFNfPg8ccf1/jx4yudW2RkpJo3b67MzMxKxwAuBOv7AQAAAFSVShcO9u7dqwULFmjt2rX68ssvVVhY6Ha9SZMm6tWrl4YNG6ahQ4cqJMR/+zCmpqZKkvr371/mmrNt/fr1rrb69etfUOEjJydHWVlZatasWaVjABfKub4fAAAAAC6Ez5/mN2/erOnTp2vt2rUqKSlR7dq11bp1azVu3FgNGjTQ6dOndfz4cX333Xd6++23tXjxYjVq1EgPPPCAHnvsMdWpU8eM11Eu5zKEVq1albkWERGhyMhIt6UKvnriiSc0ZMgQNW3aVD/99JOefvppNW7cWAMHDvT6mIKCArc9EHJzcyv9/AAAAAAAmMWnwsHIkSP1zjvvqFGjRnrwwQc1YsQIderUSbVr1/bYf//+/Vq9erUWLVqkpKQkvfbaa3rrrbfUu3fvKkm+onJyciRJDofD4/Xw8HD99NNPlY6/f/9+3X777Tp69KgaN26s+Ph4LViwQJdcconXx8yePVvJycmVfk4AAAAAAKqDT4WDL7/8Um+88YbuvPNOBQcHn7d/06ZNdffdd+vuu+/W999/r1mzZmnTpk3VXjgw29KlS31+zOTJk/XYY4+5vs/NzVXTpk2rMi0AAAAAAC6YT4WDb7/9tkIFA09atmypBQsWqLi4uFKPvxDOmQbOmQfnys3N9TobwSx2u112u71anxMAAAAAAF/5dBxjZYsGVR3DV869DTztY3DixAkdPXrU4/4HAAAAAADUdD4VDqwqPj5ekrR69eoy15xtzj4AAAAAAOA3lT4jMScnR++8847Wr1+vjIwMtw0IW7VqpV69emn48OHVvgTAkz59+qh58+ZavHixHnroIbVv316SlJeXp5kzZyokJESJiYl+zREAAAAAgEBkMwzD8PVBS5Ys0QMPPKDs7Gw5H+5cguDcw8Bms6l+/fr629/+plGjRlVhyqXmz5+v9PR0SdKuXbu0fft2/e53v1PLli0lScOGDdOwYcNc/detW6eEhATZ7XaNGjVK4eHhWr58uTIzMzVr1ixNnTq1ynP0hXOfhZycHIWHh/s1FwAAAADAxa+in0N9nnGwevVq3XHHHYqKitLs2bOVkJCgVq1auY4e/PXXX5WRkaFVq1bp5Zdf1pgxY9SwYUP17du38q/Gg/T0dC1cuNCtbcOGDdqwYYMkqVmzZm6Fg969eys9PV1JSUlatmyZzpw5o9atW2vmzJm64447qjQ3AAAAAAAuFj7POOjdu7e+++47/fe//1Xjxo3L7Xvw4EF17NhR11xzjdauXXtBiV7smHEAAAAAAKhOFf0c6vPmiF9++aVGjBhx3qKBJEVHR+v222/Xl19+6evTAAAAAACAAODzUgWbzSZfJimUlJT4+hQAENCKSwxtzTyuw3n5ahQWqi6xDRQcZPN3WgAAAIApfC4cdOjQQUuXLtVTTz2lJk2alNv3p59+0tKlS9WxY8dKJwgAgWTV7oNKXrlHB3PyXW3RjlAlDY7TgDbRfswMAAAAMIfPSxUmT56sI0eOqEOHDnrmmWe0detWnThxQiUlJSopKdGJEye0detWzZo1S506ddKxY8c0efJkM3IHgGq1avdB3bdou1vRQJIO5eTrvkXbtWr3QT9lBgAAAJinUscxvv3223rwwQeVnZ0tm83z9FzDMORwOPS3v/2NUwsqgM0RgcBWXGKox/NryxQNnGySohyhSn/qRpYtAAAAwBJMO45Rku644w4NGjRIy5Yt0/r165WRkaGcnBxJksPhUKtWrRQfH68RI0aofv36lXoBABBItmYe91o0kCRD0sGcfG3NPK5uLS6tvsQAAAAAk1WqcCBJ9evX1z333KN77rmnKvMBgIB0OM970aAy/QAAAACrqHThAABqkkZhoVXazxNOawAAAEAgonAAABXQJbaBoh2hOpSTL08bwzj3OOgS26BS8TmtAQAAAIHK51MVPHnllVfUvHlzr98DgNUFB9mUNDhOUmmR4GzO75MGx1VqhgCnNQAAACCQVUnhIDs7W/v27fP6PQBcDAa0idZrYzoqyuG+HCHKEarXxnSs1MyA4hJDySv3eJzF4GxLXrlHxSU+H4ADAAAAVAmWKgCADwa0iVa/uKgq24uA0xoAAAAQ6CgcAICPgoNsVfYhntMaAAAAEOiqZKkCAKByquO0BgAAAOBCUDgAAD9yntbgbaGDTaWnK1T2tAYAAADgQlE4AAA/MvO0BgAAAKAqUDgAAD8z47QGAAAAoKqwOSIABICqPq0BAAAAqCoUDgAgQFTlaQ0AAABAVWGpAgAAAAAA8KpKCgeGYcgwDK/fAwAAAAAAa6qSwsFdd92ldevWef0eAAAAAABYk81gakBAyM3NlcPhUE5OjsLDw/2dDgAAAADgIlfRz6EXNOMgLS1NP/74Y7l9fvrpJ6WlpV3I0wAAAAAAAD+5oMJB7969tWDBgnL7vP322+rdu/eFPA0AAAAAAPCTCyocVGSVQ0lJiWw2ziEHAAAAAMCKTD+OMSMjQw6Hw+ynAQAAAAAAJgjx9QHjxo1z+37FihXKysoq06+4uNi1v8GAAQMqnSAAAAAAAPAfn09VCAr6bZKCzWYrd7mCzWbTddddp0WLFqlly5aVz7IG4FQFAAAAAEB1qujnUJ9nHGRmZkoq3d+gefPmeuSRR/Twww+X6RccHKyIiAjVrVvX16cAAAAAAAABwufCQUxMjOu/U1JS1KFDB7c2AAAAAABw8fC5cHC2sWPHVlUeAAAAAAAgAPl0qsK77757QU924MABbdq06YJiAAAAAACA6uNT4eD2229Xu3bt9NZbb+nUqVMVftyOHTt0//33q2XLlvr88899ThIAAAAAAPiHT6cq/Oc//9Ef//hHffHFF7rkkkt00003qWvXrurYsaMaN26siIgInT59WsePH1dGRoa2bt2qzz77TN98843CwsL01FNP6dFHH1VoaKiZr8mSOFUBgBmKSwxtzTyuw3n5ahQWqi6xDRQcZPN3WgAAAAgAFf0c6vNxjJK0Zs0azZ07VytXrlRRUZFsNs//CHWevDBhwgSNHz9el156qa9PVWNQOABQ1VbtPqjklXt0MCff1RbtCFXS4DgNaBPtx8wAAAAQCEwtHDidOHFC69ev16ZNm/TTTz/p2LFjqlOnjho2bKi2bdsqPj5e1157bWXD1ygUDgBUpVW7D+q+Rdt17i94Z5n3tTEdKR4AAADUcNVSOEDVoXAAoKoUlxjq8fxat5kGZ7NJinKEKv2pG1m2AAAAUINV9HOoT5sjOm3evFl9+vRReHi4wsPD1bdvX23durXSyQIAqs7WzONeiwaSZEg6mJOvrZnHqy8pAAAAWFaIrw/YtWuXbrzxRuXn//aP0rVr16p3797aunWrWrduXaUJAgB8czjPe9GgMv08YdNFAACAmsPnGQfPPfec8vPzNXXqVB06dEi//PKLpkyZotOnT+v55583I0cAgA8ahVXs5JqK9jvXqt0H1eP5tRo1b7MeXrpDo+ZtVo/n12rV7oOVigcAAIDA5vMeB1dccYWaNWumtLQ0t/aePXvqxx9/1L59+6o0wZqCPQ4AVBXnHgeHcvLLbI4oXdgeB2y6CAAAcPEwbY+DX375Rddff32Z9uuvv16//PKLr+EAAFUsOMimpMFxkn77QO/k/D5pcJzPRYPiEkPJK/d4LEY425JX7lFxCXvuAgAAXEx8LhwUFhaqXr16Zdrr1aunwsLCKknKavLy8nTvvfeqSZMmqlu3rjp06KB3333X32kBqMEGtInWa2M6KsrhvhwhyhFa6VkBbLoIAABQM/m8OSLKevTRR5Wenq5ly5apSZMm+te//qWRI0dq+/btuvbaa/2dHoAaakCbaPWLi6qyTQyrY9NFAAAABJ5KFQ4WLVqkzZs3u7V9//33kqSBAweW6W+z2fTRRx9V5qksYfPmzUpMTFSPHj0kSZMnT9ZLL71E4QCA3wUH2dStxaVVEsvsTRcBAAAQmCpVOPj+++9dhYJzrVq1qkybzVb1R3QtWrRIX3zxhb788kvt2rVLZ86cUUpKihITE70+Ztu2bUpKStKmTZt05swZtW7dWo888ohGjx59Qbl0795d77//vhITE9W4cWO9++67KigoUHx8/AXFBYBA0iW2gaIdoefddLFLbIPqTg0AAAAm8rlwkJmZaUYePps2bZr27dunyMhIRUdHn/c0h9TUVCUkJKh27doaOXKkHA6Hli9frjvuuENZWVmaMmVKpXOZM2eOxo0bp+joaIWEhKhOnTpavny5YmNjKx0TAAKNc9PF+xZtl01yKx5cyKaLAAAACGw+Fw5iYmLMyMNn8+fPV6tWrRQTE6PnnntOkydP9tq3qKhI48ePl81mU1pamjp06CBJSkpKUrdu3ZSUlKTbbrtNrVq1klRalHjmmWfKff6zT7F85ZVX9NVXX+mTTz5RdHS0Vq5cqdtvv10bNmxQXFxcFbxaAAgMzk0Xk1fucdsoMcoRqqTBcRzFCAAAcBGy7OaIffv2rXDftWvXau/evbrrrrtcRQNJCgsL09NPP62RI0cqJSVFzz77rCTp8ccf1/jx4ysU+/Tp03r66af14Ycfqn///pKkdu3aaf369fr73/+uv/3tbz68KgAIfFW96SIAAAACm2ULB75ITU2VJNcH+7M529avX+9qq1+/vurXr1+h2IWFhSosLFRwcLBbe3BwsEpKSiqXMAAEuKrcdBEAAACBrUYUDjIyMiTJtRThbBEREYqMjHT18VV4eLh69uypJ554Qq+++qqio6P1wQcfaM2aNeWeJFFQUKCCggLX97m5uZV6fgAAAAAAzBTk7wSqQ05OjiTJ4XB4vB4eHu7qUxlLly5V69atNXz4cLVp00ZvvvmmFixYoAEDBnh9zOzZs+VwOFxfTZs2rfTzAwAAAABglhox48BsTZo00VtvveXTYyZPnqzHHnvM9X1ubi7FAwAAAABAwKkRhQPnTANvswpyc3O9zkYwi91ul91ur9bnBAAAAADAVzViqYJzbwNP+xicOHFCR48e9bj/AQAAAAAANV2NKBzEx8dLklavXl3mmrPN2QcAAAAAAPymRhQO+vTpo+bNm2vx4sXasWOHqz0vL08zZ85USEiIEhMT/ZYfAAAAAACByrJ7HMyfP1/p6emSpF27drnaUlNTJUnDhg3TsGHDJEkhISGaP3++EhIS1LNnT40aNUrh4eFavny5MjMzNWvWLF155ZX+eBkAAAAAAAQ0yxYO0tPTtXDhQre2DRs2aMOGDZKkZs2auQoHktS7d2+lp6crKSlJy5Yt05kzZ9S6dWvNnDlTd9xxR3WmDgAAAACAZdgMwzD8nQR+O9khJydH4eHh/k4HAAAAAHCRq+jn0BqxxwEAAAAAAKgcCgcAAAAAAMArCgcAAAAAAMArCgcAAAAAAMArCgcAAAAAAMAryx7HCAC4+BSXGNqaeVyH8/LVKCxUXWIbKDjI5u+0AAAAajQKBwCAgLBq90Elr9yjgzn5rrZoR6iSBsdpQJtoP2YGAABQs7FUAQDgd6t2H9R9i7a7FQ0k6VBOvu5btF2rdh/0U2YAAACgcAAA8KviEkPJK/fI8HDN2Za8co+KSzz1AAAAgNkoHAAA/Gpr5vEyMw3OZkg6mJOvrZnHqy8pAAAAuFA4AAD41eE870WDyvQDAABA1WJzRACAXzUKC63SfufipAYAAIALQ+EAAOBXXWIbKNoRqkM5+R73ObBJinKUfuD3FSc1AAAAXDiWKgAA/Co4yKakwXGSSosEZ3N+nzQ4zudZApzUAAAAUDUoHAAA/G5Am2i9NqajohzuyxGiHKF6bUxHn2cHcFIDAABA1WGpAgAgIAxoE61+cVFVsh+BLyc1dGtx6QVkDQAAcPGjcAAACBjBQbYq+SDPSQ0AAABVh6UKAICLjtknNQAAANQkFA4AABcd50kN3hY52FR6ukJlTmoAAACoaSgcAAAuOmad1AAAAFATUTgAAFyUqvqkBgAAgJqKzREtrLCwUMXFxf5OAwEiODhYtWrV8ncaQECpypMaAAAAaioKBxaUm5uro0ePqqCgwN+pIMDY7XZFRkYqPDzc36kAAaOqTmoAAACoqSgcWExubq4OHDigevXqKTIyUrVq1ZLNxl/OajrDMFRYWKicnBwdOHBAkigeAAAAAKgSFA4s5ujRo6pXr54uv/xyCgZwU6dOHYWFhemnn37S0aNHKRwAAAAAqBJsjmghhYWFKigokMPhoGgAj2w2mxwOhwoKClRYWOjvdAAAAABcBCgcWIhzI0Q2wEN5nO8PNs4EAAAAUBUoHFgQsw1QHt4fAAAAAKoShQMAAAAAAOAVhQMAAAAAAOAVhQNc9P7zn/8oKChIy5Yt83cqPlm3bp1sNps+/vhjf6cCAAAAoAajcABLycrKks1mc/uqXbu2mjZtqtGjR+urr74q85g//vGPiouL02233eaHjN0VFBToT3/6k6688kqFhoYqOjpa48eP16FDh8r07d27t+Lj4/XEE0+w0SEAAAAAvwnxdwJAZbRo0UJjxoyRJJ08eVKbN2/WkiVLtHz5cq1du1bdu3eXJK1Zs0ZpaWlKSUnx+6aBJSUlGjp0qD799FN17dpVt9xyi/bu3auUlBStWbNGW7ZsUVRUlNtjHn/8cQ0ePFhLlixxvV4AAAAAqE4UDuBRcYmhrZnHdTgvX43CQtUltoGCgwJnt/6WLVtqxowZbm3Tpk3TM888o6lTp2rdunWSpLlz56pOnTq69dZb/ZClu4ULF+rTTz/VyJEjtXjxYlchIyUlRePGjdNTTz2lhQsXuj1mwIABatiwoebOnUvhAAAAAIBfsFQBZazafVA9nl+rUfM26+GlOzRq3mb1eH6tVu0+6O/UyvXggw9KkrZt2yZJOn78uD744AMNGDBAYWFhbn2dSx4SExP1ww8/aPjw4YqIiFDdunXVt29f7dy5s8rzmzdvniTpueeec5v9cNddd+maa67Rv/71L+Xl5bk9JiQkRMOGDdOGDRuUkZFR5TkBAAAAwPlQOICbVbsP6r5F23UwJ9+t/VBOvu5btD2giwfnLkVIS0tTUVGRrr/+eq+PycrKUteuXXXkyBGNGzdO/fr10+eff67evXvrl19+qbLc8vPztWXLFl111VWKiYkpc71///4qKCjQ5s2by1zr1q2bJGnt2rVVlg8AAAAAVBRLFeBSXGIoeeUeGR6uGZJskpJX7lG/uKiAWrbgNGfOHEnSddddJ0nauHGjJKljx45eH7N+/Xo999xzeuqpp1xtTz/9tGbNmqWUlBRNmjTJ1b5ixQrt2LGjwvn06tVLvXr1kiTt3btXJSUlatWqlce+zvaMjAz169fP7VqnTp1cr2fixIkVfn4AAAAAqAoUDuCyNfN4mZkGZzMkHczJ19bM4+rW4tLqS8yD77//3rXHgXNzxA0bNig0NFTPPvusJOmnn36SJDVu3NhrnNjYWD3xxBNubXfffbdmzZrlWvLgtGLFijJ7EJyPs3CQk5MjSXI4HB77hYeHu/U7mzN/5+sBAAAAgOpE4QAuh/O8Fw0q089Me/fuVXJysiSpVq1aaty4sUaPHq1Jkyapbdu2kqRjx45JkiIiIrzGadeunYKC3FfsXH755ZKk7Oxst/YFCxZowYIFVfQKKq5BgwaSpKNHj1b7cwPwLtA3kQUAAKgqFA7g0igstEr7mSkhIUGrVq0qt0+dOnUkSadPn/bax9MMgJCQ0mFRXFx8ARl6fh5PMwokKTc312s+zvwvueSSKssHwIVZtfugklfucZulFe0IVdLgOA1oE+3HzAAAAKoehQO4dIltoGhHqA7l5Hvc58AmKcpR+lc1K2jYsKGk0tMVqsKF7HHQokULBQUFeT0ZwdnuaQ8EZ/7O1wPAv5ybyJ77e9K5iexrYzpSPAAAABcVCgdwCQ6yKWlwnO5btF02ye0fxc7Jt0mD4ywzFde5ZCEjI0Ndu3a94HgXssdBaGiounTpos2bN2vfvn1lTlZYvXq17Ha7xzy/++47Sb+9HgD+Y/VNZFH1zFqyYqW4VsrVrLhWytWsuFbK1ay4VsrVrLhWytWsuBfrUkYKB3AzoE20XhvTscwU3CgLTsGNj4+XJG3dulVjxoy54HgXusfBPffco82bN2vSpElavHix6/jIlJQUffPNN/r973/v2iTxbFu2bJH02+sB4D9W2kQW5jNryYqV4lopV7PiWilXs+JaKVez4lopV7PiWilXs+JezEsZbYZhePrDCapZbm6uHA6HcnJyPH54lKT8/HxlZmYqNjZWoaHm7jMQqJWyrKwsxcbGVmiPA8Mw1LJlS9ntdu3Zs8djnLFjx3osBthsNsXHxys1NbXKci8uLtagQYP06aefqmvXrurVq5d++OEHvffee7rsssu0detWRUVFlXlcz5499fXXX+vnn3+u0H2vzvcJUNO8v+OAHl6647z9XhnZXkPbX2Z+QvAbb0tWnP+nrOySFSvFtVKuZsW1Uq5mxbVSrmbFtVKuZsW1Uq5mxTUrV7NV5HOoJAV5vQKX5cuXq1+/fmrQoIFsNpuysrIq1cdKgoNs6tbiUg1tf5m6tbg0IIoGvrLZbJowYYK++eYbbd++3d/pKDg4WO+//76Sk5N17Ngx/fWvf1VaWpoSExO1ZcsWj0WDffv2acOGDRo7dixFACAAVMcmssUlhjbtPab3dxzQpr3HVFxCfT/QnG/JilS6ZMXXe2eluFbK1ay4VsrVrLhWytWsuFbK1ay4VsrVrLhm5RpIKBxUwKlTp9SzZ08988wzF9QHF65Zs2YyDOO8sw2cxo8fr/DwcM2bN89jHG9LDwzDqNLZBk52u13Tp09XRkaGCgoKdOjQIb3xxhuKjvZcfXzjjTcUEhKiBx54oMpzAeA75yay3kqpNpVOSazsJrKrdh9Uj+fXatS8zXp46Q6NmrdZPZ5fq1W7D1Y6Z5SqyoKML0tWLta4VsrVrLhWytWsuFbK1ay4VsrVrLhWytWsuGblGkjY46AC7rzzTknSt99+e0F9UP0iIyP11FNPKTk5WVOmTFHTpk39nVKFZWdna86cObrvvvvUokULf6cDQOZuIstpDeap6jWnh/O8/+OwMv2sGNdKuZoV10q5mhXXSrmaFddKuZoV10q5mhXXrFwDScDOOFi0aJEmTpyozp07y263y2aznXdjum3btmngwIGKiIhQ3bp11aVLFy1evLh6EkbAevTRRzV16lT9+OOP/k7FJ1lZWXrkkUc0ffp0f6cC4CzOTWSjHO7LEaIcoZX+cF8Tpjj6i7Mgc+5fgpwFmcrM5jBryYqV4lopV7PiWilXs+JaKVez4lopV7PiWilXs+JWx1JGfwvYGQfTpk3Tvn37FBkZqejoaO3bt6/c/qmpqUpISFDt2rU1cuRIORwOLV++XHfccYeysrI0ZcqUasocgaZOnTqW/PDdvn17tW/f3t9pAPBgQJto9YuLqrJNZDmtwRxmHZ/pXLJyKCffY2ybSgtJvi5ZsVJcK+VqVlwr5WpWXCvlalZcK+VqVlwr5WpWXLNyDSQBO+Ng/vz5ysrK0pEjR3TvvfeW27eoqEjjx4+XzWZTWlqa5s2bp5deekk7d+5U69atlZSUpIyMDFf/adOmyWazlfsFAEB5qnIT2ZowxdEXVbUfgVlrTp1LViSV2e/iQpasWCmulXI1K66VcjUrrpVyNSuulXI1K66VcjUrrlm5BpKALRz07dtXMTExFeq7du1a7d27V6NHj1aHDh1c7WFhYXr66adVVFSklJQUV/vjjz+uzMzMcr8AAKguNWGKY0VV5QaRZhZkzFiyYrW4VsrVrLhWytWsuFbK1ay4VsrVrLhWytWsuGblGihshmEE/ILJ5557TpMnT1ZKSooSExPLXJ8yZYpmz56tJUuWaOTIkW7XTpw4oQYNGqh79+7asGHDBeXx7bff6pprrlFmZqaaNWtW6T6SVFBQoIKCAtf3ubm5atq0abnnZ+bn5yszM1OxsbEczQeveJ8A1lNcYqjH82vPO8Ux/akbLf3XivOp6jOwN+09plHzNp+335IJ11d6CUhxiVFlS1asGtdKuZoV10q5mhXXSrmaFddKuZoV10q5mhXXrFzNkpubK4fDUe7nUCmA9zjwhXMZQqtWrcpci4iIUGRkpNtSBV8dP35cP/74o7KysiRJe/bsUXZ2tq644go1aNCgwn3ONnv2bCUnJ1c6JwDAxcPM0xqswoz9CKpjzalzyUpVs1JcK+VqVlwr5WpWXCvlalZcK+VqVlwr5WpWXLNy9beAXargi5ycHEmSw+HweD08PNzVpzI++OADdejQQf/3f/8nSRo0aJA6dOigDz74wKc+Z5s8ebJycnJcX/v37690fgAA67vYpziejxn7EdSENacAAFSHi2LGgdkSExM9LpHwtc/Z7Ha77Hb7hSUGALioVPVpDVZi1n4EzoJM8so9boWJKEeokgbHXfQFGQAAqsJFUThwzjTwNqvAuW4DAIBAd7FOcTwfMzeIrMkFGQAAqsJFUThw7m2QkZGhTp06uV07ceKEjh49qu7du/sjNQAAUAFm70dQUwsyAABUhYtij4P4+HhJ0urVq8tcc7Y5+wAAgMDDfgQAAASui6Jw0KdPHzVv3lyLFy/Wjh07XO15eXmaOXOmQkJCfNp/AAAAVL+avkEkAACBKmCXKsyfP1/p6emSpF27drnaUlNTJUnDhg3TsGHDJEkhISGaP3++EhIS1LNnT40aNUrh4eFavny5MjMzNWvWLF155ZX+eBkIAP/5z3/UpUsXLV26VCNGjPB3OhW2bt063Xjjjfroo480cOBAf6cDANWC/QgAAAg8NsMwPC0l9LvExEQtXLjQ6/WkpCTNmDHDrW3r1q1KSkrSpk2bdObMGbVu3VqPPPKI7rjjDpOzvXDODRxzcnIUHh7usU9+fr4yMzMVGxur0FDfN4e6GGRlZSk2NtatrVatWmrcuLF69uypSZMm6dprr3W7Hh8fr2PHjmnXrl2y2fz3D8+9e/fqrbfe0vbt2/Xll1/q559/VkxMjLKysrw+plevXjpy5Ii++uorBQcHV+h5eJ8AAAAAqIiKfA6VAnjGwYIFC7RgwQKfHtOlSxd98skn5iRU05QUS/s2Sid/keo1lmK6S0EV++BaHVq0aKExY8ZIkk6ePKnNmzdryZIlWr58udauXevaDHPNmjVKS0tTSkqKX4sGkvTFF18oOTlZwcHBuuaaa3To0KHzPubxxx/X4MGDtWTJEtfrBQAAAIDqFLCFA/jRng+kVU9JuT//1hbeRBrwvBQ3xH95naVly5ZlZpxMmzZNzzzzjKZOnap169ZJkubOnas6dero1ltv9UOW7m644QZt2rRJ7dq1U506dSo0G2DAgAFq2LCh5s6dS+EAAAAAgF9cFJsjogrt+UBa9nv3ooEk5R4sbd/zgX/yqoAHH3xQkrRt2zZJ0vHjx/XBBx9owIABCgsLc+ublZUlm82mxMRE/fDDDxo+fLgiIiJUt25d9e3bVzt37qzy/Jo3b67rr79ederUqfBjQkJCNGzYMG3YsEEZGRlVnhMAAAAAnA+FA/ympLh0poHHE7T//7ZVk0r7BaBzlyKkpaWpqKhI119/vdfHZGVlqWvXrjpy5IjGjRunfv366fPPP1fv3r31yy+/mJ1yhXTr1k2StHbtWj9nAgAAAKAmYqkCfrNvY9mZBm4MKfdAab/YntWWVkXNmTNHknTddddJkjZu3ChJ6tixo9fHrF+/Xs8995yeeuopV9vTTz+tWbNmKSUlRZMmTXK1r1ixwu24z/Pp1auXevXq5cMr8KxTp06SSl/PxIkTLzgeAAAAAPiCwgF+c7KCf2GvaD8Tff/99649DpybI27YsEGhoaF69tlnJUk//fSTJKlx48Ze48TGxuqJJ55wa7v77rs1a9Ys15IHpxUrVpR70ocnVVE4cObvfD0AAAAAUJ0oHOA39bx/wK5UPxPt3btXycnJkn47jnH06NGaNGmS2rZtK0k6duyYJCkiIsJrnHbt2ikoyH3FzuWXXy5Jys7OdmuvzEkfVaFBgwaSpKNHj1b7cwMAAAAAhQP8JqZ76ekJuQfleZ8DW+n1mO7VnVkZCQkJWrVqVbl9nJsQnj592msfh8NRpi0kpHRYFBcHxl4OzvwvueQSP2cCAAAAoCaicIDfBAWXHrm47PeSbHIvHvz/Gw8OeK60nwU0bNhQUunpClXBX3scOPN3vh4AAAAAqE4UDuAubog04p+lpyucvVFieJPSokHcEP/l5iPnkoWMjAx17dr1guP5a4+D7777TtJvrwcAAAAAqhOFA5QVN0S6elDp6Qknfynd0yCmu2VmGjjFx8dLkrZu3aoxY8ZccDx/7XGwZcsWSb+9HgDwVXGJoa2Zx3U4L1+NwkLVJbaBgoNs538gAACAKBzAm6DggDxy0RfXXnutmjdvrs8++8zfqUgq3dzw8ccfd31fWFioo0ePKjEx0dXmqTCxZs0aRURE6IYbbqiGLAFcbFbtPqjklXt0MCff1RbtCFXS4DgNaBPtx8wAAIBVUDjARctms2nChAmaPHmytm/fro4dO/o1n5MnT5ZZ6nDq1Cm3tnMLB/v27dOGDRv08MMPKzQ0tDrSBHARWbX7oO5btL3MdreHcvJ136Ltem1MR4oHAADgvILO3wUIHM2aNZNhGOc9UcFp/PjxCg8P17x58zzG8bb0wDAMpaamXmC27pzPWd7Xud544w2FhITogQceqNJcAFz8iksMJa/c4/GMHGdb8so9Ki7x1AMAAOA3FA5wUYuMjNRTTz2lN998U/v37/d3Oj7Jzs7WnDlzdN9996lFixb+TgeAxWzNPO62POFchqSDOfnamlk1J88AAICLF0sVcNF79NFHVVRUpB9//FFNmzb1dzoVlpWVpUceeUQPPvigv1MBYEGH87wXDSrTDwAA1FwUDnDRq1OnjqZPn+7vNHzWvn17tW/f3t9pALCoRmEV2xelov084bQGAABqBgoHAABchLrENlC0I1SHcvI97nNgkxTlKP2wXxmc1gAAQM3BHgcAAFyEgoNsShocJ6m0SHA25/dJg+MqNUPAeVrDuXsoOE9rWLX7YCUyBgAAgYrCAQAAF6kBbaL12piOinK4L0eIcoRW+ihGTmsAAKDmYamCBXk6tg9w4v0B4GwD2kSrX1xUle1F4MtpDd1aXFrJrAEAQCChcGAhwcHBkqTCwkLVqVPHz9kgUBUWFkr67f0CAMFBtir7EM9pDQAA1DwsVbCQWrVqyW63Kycnh78qwyPDMJSTkyO73a5atWr5Ox0AF6HqOK0BAAAEFmYcWExkZKQOHDign376SQ6HQ7Vq1ZLNxtFXNZ1hGCosLFROTo5Onjypyy67zN8pAbhImX1aAwAACDwUDiwmPDxcknT06FEdOHDAz9kg0Njtdl122WWu9wkAVDXnaQ33Ldoum+RWPLjQ0xoAAEBgonBgQeHh4QoPD1dhYaGKi4v9nQ4CRHBwMMsTAFQL52kNySv3uG2UGOUIVdLguEqd1gAAAAIXhQMLq1WrFh8UAQB+UdWnNQAAgMBF4QAAAFRKVZ7WAAAAAhenKgAAAAAAAK8oHAAAAAAAAK8oHAAAAAAAAK8oHAAAAAAAAK8oHAAAAAAAAK84VSFAGIYhScrNzfVzJgAAAACAmsD5+dP5edQbCgcBIi8vT5LUtGlTP2cCAAAAAKhJ8vLy5HA4vF63GecrLaBalJSU6Oeff1ZYWJhsNpu/0/EqNzdXTZs21f79+xUeHu7vdHAe3C/r4Z5ZC/fLWrhf1sM9sxbul/Vwz6zFjPtlGIby8vLUpEkTBQV538mAGQcBIigoSJdffrm/06iw8PBwfrlYCPfLerhn1sL9shbul/Vwz6yF+2U93DNrqer7Vd5MAyc2RwQAAAAAAF5ROAAAAAAAAF5ROIBP7Ha7kpKSZLfb/Z0KKoD7ZT3cM2vhflkL98t6uGfWwv2yHu6ZtfjzfrE5IgAAAAAA8IoZBwAAAAAAwCsKBwAAAAAAwCsKBwAAAAAAwCsKBwAAAAAAwCsKB6iQbdu2aeDAgYqIiFDdunXVpUsXLV682N9pwYtmzZrJZrN5/Lr33nv9nV6NtGjRIk2cOFGdO3eW3W6XzWbTggULvPbPzc3VY489ppiYGNntdsXExOixxx5Tbm5u9SVdw/lyz2bMmOF1zIWGhlZv4jXQgQMH9PLLL6t///664oorVLt2bUVFRenWW2/Vli1bPD6GMeZfvt4zxph/ZWdn66GHHlK3bt0UFRUlu92uyy67TDfeeKPee+89edprnTHmX77eM8ZY4HnhhRdc92Dz5s0e+1TnOAup8oi46KSmpiohIUG1a9fWyJEj5XA4tHz5ct1xxx3KysrSlClT/J0iPHA4HHrkkUfKtHfu3Ln6k4GmTZumffv2KTIyUtHR0dq3b5/XvqdOnVJ8fLx27Nihfv36adSoUdq5c6f++te/at26dUpPT1fdunWrMfuayZd75jR27Fg1a9bMrS0khP/Vmu3VV1/V888/rxYtWqhfv35q1KiRMjIytGLFCq1YsUJLlizRiBEjXP0ZY/7n6z1zYoz5x9GjR/Xmm2/q+uuv17Bhw9SgQQMdPnxYK1eu1PDhwzVhwgT94x//cPVnjPmfr/fMiTEWGL755htNnz5ddevW1alTpzz2qfZxZgDlKCwsNFq0aGHY7XZj+/btrvbc3FyjdevWRkhIiPG///3PjxnCk5iYGCMmJsbfaeAsa9asMbKysgzDMIzZs2cbkoyUlBSPfadPn25IMp588kmP7dOnTzc7XRi+3bOkpCRDkrFu3brqSxAu7733npGWllamPS0tzahVq5bRoEEDIz8/39XOGPM/X+8ZY8y/ioqKjMLCwjLtubm5RlxcnCHJ2L17t6udMeZ/vt4zxljgKCoqMq677jqjS5cuxpgxYwxJxqZNm8r0q+5xxlIFlGvt2rXau3evRo8erQ4dOrjaw8LC9PTTT6uoqEgpKSl+zBCwhr59+yomJua8/QzD0Pz581WvXj1Nnz7d7drkyZMVERGhN954w+O0UFStit4z+N8tt9yinj17lmnv2bOnevfurePHj2vXrl2SGGOBwpd7Bv8LDg72+FfnsLAwJSQkSJK+//57SYyxQOHLPUNgef7557Vz5069+eabCg4O9tjHH+OMeScoV2pqqiSpf//+Za4529avX1+dKaGCCgoKtHDhQh04cEARERHq3r272rVr5++0cB4ZGRn6+eeflZCQUGZ6WWhoqG644Qa9//77+v7779WqVSs/ZQlvvvjiC23dulXBwcG6+uqr1bdvX9ntdn+nVaPVqlVL0m9TbRljge/ce3Y2xlhgyc/P19q1a2Wz2RQXFyeJMRboPN2zszHG/Gv37t1KTk7WtGnT1Lp1a6/9/DHOKBygXBkZGZLk8Q0XERGhyMhIVx8ElkOHDikxMdGtbcCAAXrrrbcUGRnpn6RwXuWNubPbMzIy+AdXADq36h8dHa2FCxeqX79+fsqoZvvxxx/12WefKSoqSm3btpXEGAt0nu7Z2Rhj/pWdna2XX35ZJSUlOnz4sD7++GPt379fSUlJbmNHYowFiorcs7MxxvynqKhIiYmJuuaaazRp0qRy+/pjnLFUAeXKycmRVLrRnifh4eGuPggc48aNU2pqqo4cOaLc3Fxt3rxZN910k1atWqUhQ4YwPTCAVWTMnd0PgaF9+/ZauHChsrKydPr0aWVkZGjmzJnKzs7WkCFDtHPnTn+nWOMUFhbqzjvvVEFBgV544QXXdE/GWODyds8kxligyM7OVnJysmbOnKnXX39dhw4d0osvvqikpCRXH8ZYYKnIPZMYY4Hg2WefdS1RcM688sYf44wZB8BF6NxqcdeuXfXhhx8qPj5e6enp+vjjjzVo0CA/ZQdcfIYNG+b2fcuWLTVt2jQ1btxY99xzj2bNmqV33nnHP8nVQCUlJRo3bpzS0tI0YcIE3Xnnnf5OCedxvnvGGAsMzZo1k2EYKi4u1v79+7V06VJNnTpVGzdu1LJly9h9PwBV9J4xxvxr586dmjVrlh5//HF17NjR3+l4xIwDlMtZxfJWrcrNzfVa6UJgCQoK0l133SVJ2rBhg5+zgTcVGXNn90NgGzt2rEJCQhhz1cgwDE2YMEGLFi3SmDFjNHfuXLfrjLHAc757Vh7GmH8EBwerWbNmmjRpkmbNmqV///vfmjdvniTGWKAq756VhzFWPcaOHasWLVpoxowZFervj3FG4QDlOne92tlOnDiho0ePsj7NQpx7G/z6669+zgTelDfmzm5n3FlD7dq1FRYWxpirJiUlJbr77rv15ptvatSoUVqwYIGCgtz/qcMYCywVuWflYYz5n3OzbOeG2oyxwHfuPSsPY6x67Ny5U99++61CQ0Nls9lcXwsXLpQkdevWTTabTStWrJDkn3HGfCKUKz4+XrNnz9bq1as1cuRIt2urV6929YE1bNmyRVLptDUEplatWqlJkybasGGDTp065bZTbn5+vtLS0tSkSRO1bNnSj1miojIyMnTixAlONKkGJSUlGj9+vFJSUnT77bfrrbfe8niMFWMscFT0npWHMeZ/P//8s6TfTsFgjAW+c+9ZeRhj1ePuu+/22J6WlqaMjAwNGTJEDRs2dP0b3h/jjBkHKFefPn3UvHlzLV68WDt27HC15+XlaebMmQoJCSmzcz/8a8+ePcrOzi7Tnp6err/85S+y2+265ZZbqj8xVIjNZtP48eN18uRJ/elPf3K7Nnv2bJ04cULjx4+XzWbzU4Y4V15enr766qsy7SdOnHD9Q2DUqFHVnVaN4vyrdUpKim677TYtWrTI6wdQxlhg8OWeMcb8b8eOHR6nRB8/flxTpkyRJN10002SGGOBwpd7xhjzv/nz53v86t69uyRp8uTJmj9/vtq3by/JP+PMZrC9Os5j3bp1SkhIkN1u16hRoxQeHq7ly5crMzNTs2bN0tSpU/2dIs4yY8YMvfDCC+rTp4+aNWsmu92u3bt3a/Xq1QoKCtLcuXM1fvx4f6dZ48yfP1/p6emSpF27dmn79u363e9+56oEDxs2zLUx0alTp9SjRw/t2LFD/fr1U6dOnbRz50598sknat++vdLT08uc2YuqV9F7lpWVpdjYWHXu3Flt27ZVo0aNdODAAX3yySc6duyY+vXrpw8//FC1a9f258u5qM2YMUPJycmqV6+eHn74YY9/RRs2bJjrH1yMMf/z5Z4xxvzvkUce0fz589W7d2/FxMSobt262rdvnz766COdPHlSt956q5YtW+ZaZsIY8z9f7hljLHAlJiZq4cKF2rRpk66//nq3a9U+zgygArZs2WIMGDDAcDgcRp06dYzOnTsbixYt8nda8CA1NdUYMWKE0bJlSyMsLMyoVauWcfnllxsjR440tmzZ4u/0aqyxY8cakrx+JSUlufXPzs42Hn30UaNp06ZGrVq1jKZNmxqPPvqokZ2d7Z8XUANV9J7l5OQY999/v9GpUycjMjLSCAkJMRwOh9GjRw9j7ty5RlFRkX9fSA1wvnslyUhJSXF7DGPMv3y5Z4wx//viiy+MxMRE4+qrrzbCw8ONkJAQo1GjRsaAAQOMxYsXGyUlJWUewxjzL1/uGWMscDl/V27atMnj9eocZ8w4AAAAAAAAXrHHAQAAAAAA8IrCAQAAAAAA8IrCAQAAAAAA8IrCAQAAAAAA8IrCAQAAAAAA8IrCAQAAAAAA8IrCAQAAAAAA8IrCAQAAAAAA8IrCAQDANImJibLZbMrKyvJ3KlVi0aJFat++verVqyebzaYZM2b4OyWPsrKyZLPZlJiY6O9UAMuy2Wzq1auXafFTU1NN/z3SrFkzNWvWzLT4AGoOCgcAYAHOD4I2m00333yzxz7Of4Tee++91ZxdzbBx40bdeeed+vXXX3X//fcrKSnpvB8qmjVr5rpvNptNwcHBioyMVP/+/fX+++9XT+Jn6dWrl2w2m6nPsWDBAtfrHTlypNd+c+bMcfXjPWt9ZhcJnfE3b95sSnwAQPlC/J0AAMA3H330kdLS0nTDDTf4O5Ua5eOPP5Yk/fOf/9T1119f4ccFBwdr2rRpkqQzZ87o22+/1QcffKA1a9bopZde0h//+Mcqz/Wyyy7TN998I4fDUeWxKyokJEQrVqzQiRMnFBERUeZ6SkqKQkJCVFRU5IfsAACAL5hxAAAW0qxZMwUFBempp57ydyo1zs8//yxJioqK8ulxISEhmjFjhmbMmKFnn31Wy5cv18cffyybzabp06fr119/rfJca9WqpauvvlrR0dFVHruibrrpJhUUFOjtt98uc2379u3asWOHBg4c6IfMAACArygcAICFXHXVVbrzzju1efNmLV++vEKPKW+Nq6ep6zNmzJDNZlNqaqpSUlLUtm1b1alTR7GxsZozZ44kyTAMvfLKK7r66qsVGhqqK6+8Um+99ZbXHIqLizV79my1bNlSoaGhatWqlV588UWVlJR47J+WlqbBgwcrMjJSdrtdrVq10rRp08p8yD57jfCmTZuUkJCg+vXrV3g6/saNGzVo0CA1aNBAoaGhuvrqqzVjxgy353E+R0pKiiQpNjbWNcW+svr376+rrrpKv/76q/bs2aMzZ87o1VdfVUJCgpo2bSq73a5GjRrplltu0X//+98yj3cuB1iwYIE++ugj9ezZU2FhYa777GmPA5vNpvXr17v+2/mVmJioH374QUFBQRo0aJDHfE+cOKHQ0FC1a9euwq+xe/fuuuqqq/Tmm2+Wufbmm2+qVq1aGjNmjNfH5+XlKSkpSa1bt1adOnVUv359DRgwQOnp6WX6fvnll3rggQfUpk0bORwO1alTR23bttVzzz2nwsLCMv0zMjJ01113KTY2VqGhoYqMjFTHjh3LzP64kLGzcOFCderUSZdcconbkhZfXpfzOQoKCjRlyhRdccUVqlOnjjp16qTPPvvMFe+hhx7SZZddptDQUHXr1k3/+c9/POZ8+PBhPfroo2rZsqXsdrsiIyN16623avfu3WX6Ol/7qVOn9Nhjj+myyy6T3W7Xtddeq3fffbdM34ULF0pyHx9nv+7t27dr+PDhuuKKK2S329W4cWN169ZNzz33nMdcK+Ls9/kPP/yg4cOHKyIiQnXr1lXfvn21c+dOrz+Hxx9/XFdddZVCQ0PVoEEDXX/99frzn/983ucsb7mPt+Uap0+f1qRJk9S0aVOFhoaqTZs2mjdvXrnPk5mZqfHjx7t+XtHR0UpMTNS+ffs89n///fd13XXXqU6dOmrcuLEmTJigEydOnPf1AEBFsVQBACzmT3/6k5YuXaopU6Zo6NChCg4ONuV5Xn75ZaWmpmro0KG68cYb9d577+nhhx/WJZdcop07d+qdd97RzTffrBtvvFFLly7V73//e8XGxqpHjx5lYj3yyCPavHmzRowYodDQUC1fvlxPPvmkvv/+e73++utufefOnas//OEPioiI0ODBg9WwYUNt27ZNzzzzjNatW6d169apdu3abo/ZuHGjnn32WfXu3Vv33HOPfvzxx/O+vvfee08jR45U7dq1dfvtt6tRo0b67LPPlJycrNWrV2vdunWy2+1q1qyZkpKStGLFCu3cuVMPP/yw6tevf0E/23MdP35cjzzyiHr27KmBAwcqIiJCP/zwgz744AN98sknSktL03XXXVfmce+8845Wr16tm2++WX/4wx+Ul5fn9TmSkpK0YMEC7du3T0lJSa729u3bq3nz5urbt69WrVqln376SZdffrnbY9966y0VFBRowoQJPr2uu+66S5MmTdLOnTtdRYeCggItXrxYN998sxo2bOj153HDDTfo66+/Vs+ePZWQkKCcnBy9//776t27t9555x0NGzbM1X/evHlauXKlbrjhBg0cOFC//vqrUlNTNXnyZG3btk3vvfeeq+/PP/+sLl266NSpUxo0aJBuv/12nTx5UhkZGXr11Vcr9OHxfF588UWtW7dOQ4YMUb9+/RQSElKp1+V0++23a9euXRoyZIhOnz6tt99+WzfffLM2btyoiRMnKj8/X8OHD9eRI0f0r3/9SwkJCcrMzFR4eLgrxt69e9WrVy8dOHBA/fv317Bhw3T48GG99957+vTTT/X555+ra9eubs9bWFio/v376/jx47rlllv066+/aunSpRoxYoRWrVql/v37Syod3wsWLCgzPpxFlx07dqh79+4KDg7W0KFDFRMTo+zsbH399deaN2+eJk2adEE/76ysLHXt2lVxcXEaN26c9u7d6/qZfvPNN2rcuLGrb0ZGhnr37q0DBw6oR48eGjZsmE6dOqXdu3frmWeeqfKlQyUlJRoyZIg+++wztW3bVqNHj9axY8f06KOPqnfv3h4fs2XLFiUkJOjUqVMaPHiwWrZsqaysLL399tv65JNPtGnTJjVv3tzV/5///KfGjh2r8PBw3Xnnnapfv74+/PBD9e3bV2fOnCnz+xIAKsUAAAS8zMxMQ5KRkJBgGIZhPPbYY4Yk4/XXX3f1WbdunSHJmDhxottjY2JijJiYGI9x4+PjjXP/V5CUlGRIMho0aGDs3bvX1f7jjz8atWvXNhwOh3HllVcahw8fdl3bsmWLIckYMmSIW6yxY8cakozGjRsbBw4ccLXn5eUZbdu2NSQZaWlprvavv/7aCAkJMTp06GAcO3bMLdbs2bMNScZLL71U5jVLMt544w2Pr9GT3Nxco379+obdbjd27tzpai8pKTFGjx5tSDJmzpzp8bVkZmZW+HliYmIMu91epv3TTz81bDabcckllxinTp0y8vPzjZ9++qlMv927dxv16tUz+vbt69aekpJiSDJsNpuxZs2aMo9zvl/Gjh3r1u7pfju98847hiQjOTm5zLVrr73WCA0NNU6cOFHOq3XPbfbs2cbBgweNkJAQ46GHHnJdX7x4sSHJWLlypdf3rPMevPnmm27thw4dMpo2bWo0bNjQOH36tKs9KyvLKCoqcutbUlJijBs3zpBkpKenu9rnzJljSDJeL9GOfAAAELFJREFUeeWVMrkfOXLE7fvKjp26desaX331VZnH+Pq6nM/xu9/9zjh58qSrfenSpYYko379+sZtt91mFBYWuq49//zzhiTjL3/5i9tzdO/e3QgJCTFWr17t1v7dd98ZYWFhRtu2bcu8dknG0KFDjYKCAlf7Z5995va7yKm88eH8ffX++++XuXb06NEybZ4442/atMnV5nyfSzKee+45t/7Tpk1zvQ/P1qVLF0OS8Y9//KPMc+zfv9/te0lGfHy8W1t5Y8jTz8A5HgYMGOD2Hv3qq6+M2rVrG5KMpKQkV/uZM2eMZs2aGWFhYcaOHTvc4n/xxRdGcHCwcfPNN7vacnJyjPDwcKNu3brGd9995xbnhhtuMCR5fQ8DgC9YqgAAFjR16lQ5HA4lJyebskZekh566CG3v2o1bdpUPXr0UE5OjqZOner21+IuXbqoefPmXqcGP/TQQ2rSpInr+3r16mn69OmS5JriLEmvv/66ioqKNGfOHDVo0MAtxpNPPqmGDRtqyZIlZeJ36NBB48aNq/BrW7FihbKzszVu3Dhde+21rnabzabnnntOISEhWrBgQYXjlaeoqMi1x8HUqVN1yy23aODAgTIMQ7NmzdIll1wiu92uyy67rMxjW7durd69eystLc3jlPthw4apb9++VZLn0KFD1bhxY6WkpMgwDFf7tm3b9NVXX2n48OE+z7SIiorSgAED9Pbbb+vMmTOSSpcpREdH66abbvL4mKNHj+pf//qX+vTpo7vuusvtWuPGjfXEE0/oyJEjrqn6khQTE1Nm5o3NZtP9998vSW59nerUqVOmLTIy0qfX580999yjtm3burVV5nU5PfPMM6pbt67r++HDh6tWrVrKzs7WSy+95JrRIEmjRo2SJLex+N///lcbN27U2LFj1a9fP7fYV155pSZMmKBdu3Z5XLLw17/+1e0v1n369FFMTIy2bdtWkR+FG08/80svvdTnOOeKjY3VE0884dZ29913S5Jbntu2bdPWrVt1ww03eJw9c+5Mm6rwz3/+U1LpPTz7Pdq2bVvdeeedZfp/+OGHysrK0pNPPllmaVCPHj00dOhQffzxx8rNzZVU+rssNzdX48aN05VXXunqW6tWLT3zzDNV/noA1FwsVQAAC2rQoIGeeuopTZkyRS+//LKmTJlS5c/RoUOHMm3Ozfbat2/v8dqWLVs8xurZs6fXth07drjanEetrVq1yuMHqFq1aunbb78t096lSxePz+uNc98AT8cpNm3aVC1atNB3332nvLw8hYWF+RT7XMXFxUpOTpYkBQUFKSIiQn369NH999+vIUOGuPrt2LFDL7zwgtLT03Xo0KEyhYKjR4+W2ezQ19ddnlq1amncuHGaPXu21qxZ45qG/sYbb0iSxo8fX6m448aN04cffqj3339fXbt21dq1a/XEE094XWKzbds2FRcXKz8/3+P59hkZGZKkb7/91nU06ZkzZ/S3v/1NS5cu1bfffquTJ0+6FT+cG1tK0s0336xJkybp/vvv15o1azRgwAD16NHD7UPXhfJ0XyrzupzOHYvBwcFq1KiRTp06pSuuuMLtmvM9cuDAAVebc1wdOnTI43M7x9S3336rNm3auNrr16+v2NjYMv0vv/xybdq0qUy7N8OHD9fLL7+sYcOGacSIEerXr5969OhRJvfKateunYKC3P8W5iwCZGdnu9q2bt0qSa73dnXYuXOnLrnkEnXs2LHMtZ49e7rGl5PzXn377bce79WhQ4dUUlKi//3vf+rcubOrQOTpd2y3bt3cikoAcCH4bQIAFvXII4/ob3/7m1544QVNnDixyuOfvT7ayfmPUG/XvB2t16hRI49tQUFBysnJcbUdP35cknz+S9nZa5grwvnXOm+Pi4qK0nfffafc3NwLLhzY7Xbl5+eX22fjxo268cYbJZV+qGnVqpXq1asnm83m2luhoKCgzON8fd3nM2HCBD333HOaP3+++vfvr19//VVLlizRlVdeqfj4+ErFdO5l8Oabb2rPnj0qKSkp8xf3sznfAxs2bNCGDRu89jt16pTrv4cPH66VK1fqyiuvdO1X4fyL/CuvvOL2s4uNjdWmTZuUnJysTz75RO+8846k0o1HZ86cqdtuu61Sr/Nsnu5LZV6Xk7fx5um4TecYPbvw5Hzujz76SB999FGFn9vbcZ4hISFeNzb1pFu3blq7dq1mz56tJUuWuGbzdOrUSS+++KLXtf4VVd7Pobi42NXmLCJ4mt1jlpycHDVt2tTjtfLeJ55OIzmb8145f396+h0bHBxcJTM6AECicAAAllWnTh3NmDFD99xzj5599lkNHjzYY7+goCDXNPFznf2h3UyHDx/WVVddVaatpKTE7R/9zg9Ivn5g9/WEA+fz/PLLLx6vO9s9fWAzwzPPPKOCggKlp6frd7/7ndu1zZs3e10CciEnO3gSGxurfv366f3339fRo0f14YcfKjc3V9OmTat0TOfpCa+88oprk7xz3wtnc/7M//jHP+qll146b/xt27Zp5cqVSkhI0EcffeQ2k2Hz5s165ZVXyjzm2muv1XvvvafCwkJ9+eWX+uSTTzRnzhzdfvvtatKkieseVHbseLovvr6uquR87ldffVUPPPBAtT63U3x8vOLj43X69Glt2bJFK1eu1N///ncNGjRIu3btUosWLUzPwbnU5uzZGL5yzmwoKioq89d8T+8Jh8Ohw4cPe4zl6feP816tXLmyzMwTT5y/Pz09R3FxsY4dO1athRIAFy/2OAAACxs3bpyuvvpq/b//9/+8niQQERGhw4cPl5kNcOrUKdf0aLN98cUXXtvOXvbg3NXdOV3XLM6p36mpqWWuHThwQHv37lXz5s0veLZBRe3du1cNGjQoUzT49ddftX379ip7HueH6rP/Cnuue+65R2fOnNE///lPvfHGG6pVq5bGjh17Qc979913q6SkRIcOHTrvXhTXXXedbDZbhafC7927V5I0aNCgMssfPL3vzlarVi1df/31Sk5O1pw5c2QYhj788EPX9aocO76+rqrkHFdmPndF3ltSacGzV69e+vOf/6wpU6bo9OnTHpclmcG5hGT16tWVjhERESGpbPGhpKTEY4GvXbt2Xsexp/enr/fKuQ+Cp1ibNm3yOgsMAHxF4QAALCw4OFjPPvusCgoK9Kc//cljn86dO6uwsNBt6qthGJo8ebLHadFmmDNnjts685MnT7ry/f3vf+9q/8Mf/qCQkBA9+OCD2r9/f5k42dnZrv0JLsTQoUPlcDiUkpKir7/+2tXu/LkUFhYqMTHxgp+nomJiYnTixAm3XIqLi/X444/ryJEjVfY8zg0nf/rpJ699hg4dqqioKP35z39Wenq6hgwZ4nEatC9at26tjz/+WP/+979dm/d5ExUVpREjRmjjxo168cUX3fYqcNqyZYtrU9CYmBhJUnp6ulufr7/+WrNnzy7z2G3btnn866zzr79nb+BXlWPH19dVlbp06aKuXbtqyZIl+te//lXmeklJidavX39Bz1Hee+uLL75wLQ86m6efuZmuu+46denSRWlpaZo3b16Z6xWZidC5c2dJKrN56l/+8hdlZmaW6e/cAHHq1KluRZVdu3bprbfeKtN/6NChuuKKK/SXv/xFaWlpZa4XFha6vdeHDh2q8PBwvfnmm/rf//7n1u9CZgoBwLlYqgAAFvd///d/6tatm9e/UD3wwANKSUnR+PHjtWbNGjVs2FBffPGFsrOz1a5dO6/T4KvSddddp3bt2un222+X3W7X8uXLlZWVpQkTJuiGG25w9WvTpo3+/ve/67777tNVV12lgQMHqkWLFsrNzdUPP/yg9evXKzExUXPnzr2gfMLDwzVv3jyNGjVKXbt21e23366GDRvq888/13/+8x916dKlzC7tZnrwwQe1evVq9ejRQyNGjFBoaKhSU1N14MAB9erVy+PMiMq48cYb9e677+q2227TwIEDFRoaqrZt22rQoEGuPiEhIRo3bpyeffZZSZXfFPFc3k5R8OTvf/+7vvvuOz355JN666231K1bNzkcDu3fv19ffvmlMjIydPDgQV1yySXq0qWLunTpomXLlungwYO6/vrr9eOPP+qDDz7QoEGD9O6777rFfvvtt/X3v/9dvXr1UsuWLRUeHq49e/bo448/VmRkpNuMiKoeO768rqq2ZMkS9e7dWyNHjtTLL7+sTp06KTQ0VD/++KM2bdqkI0eOnHcvjvLceOONeumllzRx4kTddtttqlu3rq644gqNHj1af/7zn7VmzRr17t1bzZs3V2hoqLZv367PP/9cLVu21P/93/9V4Sst36JFi9SrVy/dc889rnuQn5+vr7/+Wv/973917Nixch9/11136YUXXtCMGTO0Y8cOtWjRQv/5z3+0e/duxcfHlynAjB07VosXL9aqVavUoUMH3XTTTTp+/LiWLFmi/v37u81wkUr3RHn33Xd10003KT4+Xn369HFtWPnjjz/qiy++0KWXXura0NLhcGjOnDlKTEzUddddp5EjR8rhcOjDDz9UnTp1ymyoCgCV5reDIAEAFeY8r/zcs9Od0tLSXOeZT5w4scz1zz//3Ojatatht9uNSy+91LjzzjuNQ4cOlXsW/bp168rEKe+sdk+xnP2///5749lnnzWaN29u1K5d22jRooXx/PPPu51rfratW7caI0eONJo0aWLUqlXLiIyMNDp27GhMmjTJ+Oabb1z91q1bV+YcdF+kpaUZN910k1G/fn2jdu3axpVXXmk8/fTTxsmTJ3167d7ExMQYdru9Qn3fffddo2PHjsYll1xiREZGGiNGjDD27t1b7tnwKSkpHmM53y9jx451ay8sLDSefPJJ44orrjBCQkI89jEMw/juu+8MScYVV1xhFBcXV/DVuuc2e/bs8/Z13j9P79lff/3VeOGFF4xOnToZdevWNerUqWPExsYaw4YNM/75z38ahYWFrr6HDx82xo0bZzRp0sQIDQ012rZta/y///f/jB9++KHMa9y8ebMxceJEo02bNkb9+vWNOnXqGK1atTIeeugh48cffyyTR1WNncq8Lk/P4RQTE2PExMR4vCbJiI+PL9N+/PhxY9q0aUabNm2MOnXqGPXq1TNatWpljB492li+fHmF43vL64UXXjBatWpl1KpVyy2HVatWGb///e+Nq666yggLCzPq1atnxMXFGdOmTTOOHj3q8TnO5RwHmzZtcrV5e5+f7+dw6NAh4+GHH3b9PmrQoIHRtWtX4y9/+UuFHr99+3ajT58+xiWXXGKEh4cbQ4cONTIyMrz+jjh16pTx5JNPGpdddplht9uNuLg44/XXXy/399dPP/1kPPzww0arVq0Mu91uhIeHG9dcc40xfvx44/PPPy/T/9///rfRqVMnw263G40aNTLGjx9vHD9+vNz7CAC+sBmGh7lyAACgxlq2bJluv/12JScna/r06f5OBwAA+BmFAwAA4GIYhrp166Yvv/xSWVlZ7MgOAADY4wAAAJRu1vbhhx9q48aN2rJli+69916KBgAAQBKFAwAAIOnLL7/UlClTVL9+ff3+97/Xiy++6O+UAABAgGCpAgAAAAAA8CrI3wkAAAAAAIDAReEAAAAAAAB4ReEAAAAAAAB4ReEAAAAAAAB4ReEAAAAAAAB4ReEAAAAAAAB4ReEAAAAAAAB4ReEAAAAAAAB4ReEAAAAAAAB49f8BmSaxNJe9bDcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meas_sequence = bb[5000]\n", + "\n", + "running_dict = {'meas_sequence': [], \n", + " 'gamma_first_row': []} # stores gamma\n", + "\n", + "# want to compute the probabilities of 0 or 1 photon initially in the cavity\n", + "P0_first = []\n", + "P1_first = []\n", + "\n", + "# iteratively calculate probabilities using one additional measurement at a time\n", + "# observe how probabilities 'evolve' with more meaurements in the recrod\n", + "for ii in range (len(meas_sequence)):\n", + " \n", + " # analyze subeset of measurment record from beginning to ii-th measuement\n", + " # could be implemented online to do feedback in the measurement\n", + " temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + " # forward-backward algorithm return state probabilities at each step\n", + " # gamma_matrix = gamma(temp_meas_sequence, T, E)\n", + " \n", + " gamma_first_row = wrapper_gamma(temp_meas_sequence, running_dict)\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + "\n", + " # pick off probability of cavitiy state at the beginning, 0 in the first index\n", + " # sum over qubit state probability, second index\n", + " P0_first.append(P0)\n", + " P1_first.append(P1)\n", + "\n", + "figure(figsize = (12,8))\n", + "\n", + "# plot measurement record\n", + "subplot(2,1,1)\n", + "plot(meas_sequence, 'o--')\n", + "ylim(-0.1, 1.1)\n", + "\n", + "# plot reconstructed probabilities for subsets of the measurement record\n", + "subplot(2,1,2)\n", + "semilogy(P0_first, 'o', label= \"P(n=0)\")\n", + "semilogy(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-9)\n", + "# plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-8)\n", + "# ylim(1e-16,1e0)\n", + "ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 684, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100000" + ] + }, + "execution_count": 684, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(bb)" + ] + }, + { + "cell_type": "code", + "execution_count": 689, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 695, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 107500/107500 [00:25<00:00, 4280.28it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Threshold: 10, Counts: 1423\n", + "Threshold: 50, Counts: 1200\n", + "Threshold: 100, Counts: 1133\n", + "Threshold: 500, Counts: 1036\n", + "Threshold: 1000, Counts: 1010\n", + "Threshold: 5000, Counts: 915\n", + "Threshold: 10000, Counts: 894\n", + "Threshold: 50000, Counts: 790\n", + "Threshold: 100000, Counts: 753\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "\n", + "# plot the function: efficiency vs threshold\n", + "threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "efficiency_list = np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "\n", + "threshold_counts = compute_threshold_counts(bb, threshold_list)\n", + "\n", + "# print threshold counts and corresponding threshold\n", + "for jdx, threshold in enumerate(threshold_list):\n", + " print(f'Threshold: {threshold}, Counts: {threshold_counts[jdx]}')" + ] + }, + { + "cell_type": "code", + "execution_count": 696, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Dark photon')" + ] + }, + "execution_count": 696, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = np.array(threshold_counts)/20000\n", + "\n", + "thermal_photon_population = []\n", + "for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i]/efficiency_list[i])\n", + "\n", + "plt.plot(threshold_list, thermal_photon_population, 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Thermal photon population')\n", + "plt.title('Dark photon')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 697, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'M1 Temperature (mK)')" + ] + }, + "execution_count": 697, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "freq = 4.984 + 0.17 + 4* 0.17\n", + "now = np.array(thermal_photon_population)/2\n", + "tempr = []\n", + "for i in range(len(now)):\n", + " tempr.append(48*freq/(np.log(1+1/now[i])))\n", + "plt.plot(threshold_list, tempr, 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('M1 Temperature (mK)')" + ] + }, + { + "cell_type": "code", + "execution_count": 702, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_thermal_photon_and_temperature(threshold_counts, efficiency_list, threshold_list, frequency, mode_label='M1'):\n", + " dark_counts = np.array(threshold_counts) / 20000\n", + "\n", + " thermal_photon_population = []\n", + " for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + " now = np.array(thermal_photon_population) / 2\n", + " tempr = []\n", + " for i in range(len(now)):\n", + " tempr.append(48 * frequency / (np.log(1 + 1 / now[i])))\n", + "\n", + " # Create subplots\n", + " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + " # Plot thermal photon population\n", + " ax1.plot(threshold_list, thermal_photon_population, 'o-')\n", + " ax1.set_xscale('log')\n", + " ax1.set_xlabel('Threshold')\n", + " ax1.set_ylabel('Thermal photon population')\n", + " ax1.set_title('Dark photon')\n", + "\n", + " # Plot M1 Temperature\n", + " ax2.plot(threshold_list, tempr, 'o-')\n", + " ax2.set_xscale('log')\n", + " ax2.set_xlabel('Threshold')\n", + " ax2.set_ylabel('M1 Temperature (mK)')\n", + " ax2.set_title('M1 Temperature')\n", + "\n", + " plt.suptitle(str(mode_label) + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + " # Adjust layout and display the plots\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Example usage\n", + "#threshold_counts = [100, 200, 300, 400, 500, 600, 700, 800]\n", + "threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "efficiency_list = np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "plot_thermal_photon_and_temperature(threshold_counts, efficiency_list, threshold_list, frequency)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "slab", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Supplement_temperature/temperature/parity_temp_analysis_1210.ipynb b/Supplement_temperature/temperature/parity_temp_analysis_1210.ipynb new file mode 100644 index 0000000..de1810a --- /dev/null +++ b/Supplement_temperature/temperature/parity_temp_analysis_1210.ipynb @@ -0,0 +1,11664 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning serial library import failed.\n", + "Could not load InstrumentManagerWindow\n", + "Could not import QickInstrument, try install qick package\n", + "Could not load AD5780 dac \n", + "Could not load labbrick\n", + "Could not load Autonics TM4 Driver\n" + ] + } + ], + "source": [ + "\n", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from qick import *\n", + "from qick.helpers import gauss\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import time\n", + "import os\n", + "import sys\n", + "sys.path.append('/home/xilinx/jupyter_notebooks/')\n", + "sys.path.append('C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts')\n", + "import scipy as sp\n", + "import json\n", + "from scipy.fft import fft, fftfreq\n", + "\n", + "from slab.instruments import *\n", + "from slab.experiment import Experiment\n", + "from slab.datamanagement import SlabFile\n", + "from slab import get_next_filename, AttrDict\n", + "from slab import Experiment, dsfit, AttrDict\n", + "\n", + "# Figure params\n", + "plt.rcParams['figure.figsize'] = [10,6]\n", + "plt.rcParams.update({'font.size': 14})" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from slab.dsfit import *\n", + "import os\n", + "from scipy.interpolate import griddata\n", + "from numpy import mgrid, array, zeros,abs,pi,cos,transpose, linspace\n", + "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n", + "from tempfile import TemporaryFile\n", + "font = {'family' : 'DejaVu Sans',\n", + " 'weight' : 'normal',\n", + " 'size' : 15}\n", + "import json\n", + "from h5py import File\n", + "from datetime import datetime\n", + "import time\n", + "from slab.datamanagement import SlabFile\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import os\n", + "import json\n", + "from slab.dsfit import *\n", + "from scipy.optimize import curve_fit\n", + "# import experiments.fitting as fitter\n", + "from matplotlib.colors import Normalize\n", + "import matplotlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import modules from parent and multimode expts" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current Path: c:\\_Lib\\python\\multimode_expts\\analysis_notebooks\\temperature\n", + "Parent Path: c:\\_Lib\\python\\multimode_expts\\analysis_notebooks\n" + ] + } + ], + "source": [ + "import json\n", + "import os\n", + "\n", + "# Get the current working directory\n", + "path = os.getcwd()\n", + "print(\"Current Path:\", path)\n", + "\n", + "# Isolate the parent directory\n", + "parent_path = os.path.dirname(path)\n", + "print(\"Parent Path:\", parent_path)\n", + "\n", + "# Add the parent path to the sys.path\n", + "sys.path.append(parent_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path added at highest priority\n", + "['C:\\\\_Lib\\\\python\\\\multimode_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks\\\\temperature', 'C:\\\\_Lib\\\\python', 'C:\\\\_Lib\\\\python\\\\slab', 'C:\\\\_Lib\\\\python\\\\qick\\\\qick_lib', 'C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks\\\\temperature', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\python38.zip', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\DLLs', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab', '', 'C:\\\\Users\\\\26049\\\\AppData\\\\Roaming\\\\Python\\\\Python38\\\\site-packages', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\easy_lmfit-1.0-py3.8.egg', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\attrdict-2.0.1-py3.8.egg', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\win32', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\win32\\\\lib', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\Pythonwin', '/home/xilinx/jupyter_notebooks/', 'C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks']\n" + ] + } + ], + "source": [ + "import sys\n", + "\n", + "# Path to add\n", + "expts_path = 'C:\\\\_Lib\\\\python\\\\multimode_expts'\n", + "\n", + "# Add the path to the system path at the highest priority\n", + "if expts_path not in sys.path:\n", + " sys.path.insert(0, expts_path)\n", + " print('Path added at highest priority')\n", + "\n", + "# Verify the path is added\n", + "print(sys.path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\clifford_averager_program.py\n", + "imported experiments.clifford_averager_program\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\fitting.py\n", + "imported experiments.fitting\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qram_protocol_timestepped.py\n", + "imported experiments.qram_protocol_timestepped\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qubit_cavity\n", + "imported experiments.qubit_cavity.amplitude_rabi_f0g1\n", + "imported experiments.qubit_cavity.displacement_enhanced_sideband\n", + "imported experiments.qubit_cavity.displace_amplitude_calibration\n", + "imported experiments.qubit_cavity.displace_pulse_probe\n", + "imported experiments.qubit_cavity.ecd\n", + "imported experiments.qubit_cavity.ecd_backup\n", + "imported experiments.qubit_cavity.ecd_read_spec\n", + "imported experiments.qubit_cavity.non_demolution_readout\n", + "imported experiments.qubit_cavity.out_and_back\n", + "imported experiments.qubit_cavity.photo_resolved_pulse_probe\n", + "imported experiments.qubit_cavity.qubit_cavity_opt\n", + "imported experiments.qubit_cavity.single_mode_cats_wigner_tomography\n", + "imported experiments.qubit_cavity.single_mode_wigner_tomography - Copy\n", + "imported experiments.qubit_cavity.single_mode_wigner_tomography\n", + "imported experiments.qubit_cavity.small_chi_calibration\n", + "imported experiments.qubit_cavity.test_opt\n", + "imported experiments.qubit_cavity.test_opt2\n", + "imported experiments.qubit_cavity.test_opt_ecd\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\single_qubit\n", + "imported experiments.single_qubit.acstarkshift_spectroscopy\n", + "imported experiments.single_qubit.active_reset_single_shot\n", + "imported experiments.single_qubit.amplitude_rabi\n", + "imported experiments.single_qubit.amplitude_rabi_ef\n", + "imported experiments.single_qubit.amplitude_rabi_general\n", + "imported experiments.single_qubit.cavity2qubit\n", + "imported experiments.single_qubit.cavity_spectroscopy\n", + "imported experiments.single_qubit.dragpulse_calibration\n", + "imported experiments.single_qubit.dual_rail_single_shot\n", + "imported experiments.single_qubit.fast_reset_test\n", + "imported experiments.single_qubit.flux_sweep\n", + "imported experiments.single_qubit.length_rabi\n", + "imported experiments.single_qubit.length_rabi_f0g1_general\n", + "imported experiments.single_qubit.length_rabi_general\n", + "imported experiments.single_qubit.normalize\n", + "imported experiments.single_qubit.parity_delay\n", + "imported experiments.single_qubit.parity_freq\n", + "imported experiments.single_qubit.parity_gain\n", + "imported experiments.single_qubit.parity_measurement_temp\n", + "imported experiments.single_qubit.phase_sweep\n", + "imported experiments.single_qubit.phase_sweep_averager\n", + "imported experiments.single_qubit.pulse_cavity_probe_readout\n", + "imported experiments.single_qubit.pulse_probe_ef_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_f0g1_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_spectroscopy_prepulse\n", + "imported experiments.single_qubit.ramsey_ef\n", + "imported experiments.single_qubit.randbench\n", + "imported experiments.single_qubit.rbam\n", + "imported experiments.single_qubit.rb_BSgate\n", + "imported experiments.single_qubit.rb_BSgate_check_target\n", + "imported experiments.single_qubit.rb_BSgate_postselection\n", + "imported experiments.single_qubit.rb_BSgate_postselection_storage\n", + "imported experiments.single_qubit.rb_BSgate_ramsey\n", + "imported experiments.single_qubit.rb_ziqian - Copy\n", + "imported experiments.single_qubit.rb_ziqian copy\n", + "imported experiments.single_qubit.rb_ziqian\n", + "imported experiments.single_qubit.rb_ziqian_backup\n", + "imported experiments.single_qubit.resonator_spectroscopy\n", + "imported experiments.single_qubit.rfsoc_tof_calibration\n", + "imported experiments.single_qubit.rf_flux_modulation_general\n", + "imported experiments.single_qubit.rf_flux_spectroscopy\n", + "imported experiments.single_qubit.rf_flux_spectroscopy_f0g1\n", + "imported experiments.single_qubit.sideband_general\n", + "imported experiments.single_qubit.sideband_t1_general\n", + "imported experiments.single_qubit.single_shot\n", + "imported experiments.single_qubit.single_shot_old\n", + "imported experiments.single_qubit.single_shot_prepulse\n", + "imported experiments.single_qubit.square_pulse\n", + "imported experiments.single_qubit.t1\n", + "imported experiments.single_qubit.t1_cavity\n", + "imported experiments.single_qubit.t1_fluxonium\n", + "imported experiments.single_qubit.t1_ring_down\n", + "imported experiments.single_qubit.t2_cavity\n", + "imported experiments.single_qubit.t2_echo\n", + "imported experiments.single_qubit.t2_fluxonium\n", + "imported experiments.single_qubit.t2_ramsey\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\two_qubit\n", + "imported experiments.two_qubit.amplitude_rabi_EgGf\n", + "imported experiments.two_qubit.length_rabi_EgGf\n", + "imported experiments.two_qubit.length_rabi_pi_pulse_ZZ\n", + "imported experiments.two_qubit.pulse_probe_coupling_spectroscopy\n", + "imported experiments.two_qubit.pulse_probe_EgGf_spectroscopy\n", + "imported experiments.two_qubit.twoqutrit_state_tomography\n", + "imported experiments.two_qubit.twoQ_state_tomography\n" + ] + } + ], + "source": [ + "from multimode_expts.fit_display import *" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import experiments.fitting as fitter\n", + "from numpy.linalg import inv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exp path" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data are extracted from H:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\data1\n" + ] + } + ], + "source": [ + "\n", + "# print(\"path: \", path)\n", + "\n", + "\"\"\"Reopen saved data\"\"\"\n", + "def prev_data(expt_path, filename):\n", + " temp_data_file = expt_path+'\\\\'+filename\n", + " with SlabFile(temp_data_file) as a:\n", + " attrs = dict()\n", + " for key in list(a.attrs):\n", + " attrs.update({key:json.loads(a.attrs[key])})\n", + " keys = list(a)\n", + " temp_data = dict()\n", + " for key in keys:\n", + " temp_data.update({key:np.array(a[key])})\n", + " # print(f'Extracted data and attrs {list(a.attrs)}')\n", + " return temp_data, attrs\n", + "\n", + "data_parent = r'H:\\Shared drives\\SLab\\Multimode\\experiment\\240911'\n", + "expt_path=data_parent+'\\\\data1'\n", + "print('Data are extracted from', expt_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# parity detection temperature" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Markovian model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from pylab import*" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def get_evolution_matrices(attrs):\n", + " '''Return Trnasmisson and Reflection matrices'''\n", + " # device parameters\n", + " trigger_period = 2.5+1 # all times in micro seconds (1us readout, 2.5 relaxation delay, )\n", + " man_no = attrs['config']['expt']['man_no']\n", + " parity_time = attrs['config']['device']['manipulate']['revival_time'][man_no - 1]\n", + " print('parity_time', parity_time)\n", + " # parity_time = 1.7366205852286094\n", + " cav_t1 = 209 # man 1 T1\n", + " if man_no == 2: \n", + " print('using man 2 T1')\n", + " cav_t1 = 120 # man 2 T1\n", + " qubit_t1 = 368 #493 # qubit decay time\n", + " qubit_t2 = 148 #259 # qubit dephasing time\n", + " # cav_n = 7.3e-4\n", + " cav_n= 0.0\n", + " qubit_n = 1.59e-2 # residual qubit population\n", + "\n", + " confusion_matrix = attrs['config']['device']['readout']['confusion_matrix_without_reset']\n", + " if attrs['config']['expt']['active_reset']:\n", + " print('using active reset confusion matrix')\n", + " confusion_matrix = attrs['config']['device']['readout']['confusion_matrix_with_reset']\n", + " \n", + " g_infidelity = 1-confusion_matrix[0]#, 0.0032428050263477726, 0.016634449079255258, 0.9833655509207447#0.9889999999999999#, 0.01100000000000012, 0.024800000000000003, 0.9752##0.9900000000000003 # infidelity of qubit g readout no active reset\n", + " e_infidelity = 1-confusion_matrix[-1]#0.9764 # infidelity of qubit e readout no active reset\n", + " print('g_infidelity', g_infidelity)\n", + " print('e_infidelity', e_infidelity)\n", + " parity_err = 0\n", + "\n", + " P01 = cav_n * (1-exp(-trigger_period/cav_t1))\n", + " P10 = 1-exp(-trigger_period/cav_t1)\n", + " Pge = qubit_n * (1-exp(-trigger_period/qubit_t1)) + (1-exp(-parity_time/qubit_t2)) + parity_err\n", + " Peg = (1-exp(-trigger_period/qubit_t1)) + (1-exp(-parity_time/qubit_t2)) + parity_err\n", + "\n", + " T = asarray([[(1-P01)*(1-Pge), (1-P01)*Pge, P01*Pge, P01*(1-Pge)],\n", + " [(1-P01)*Peg, (1-P01)*(1-Peg), P01*(1-Peg), P01*Peg],\n", + " [P10*(1-Pge), P10*Pge, (1-P10)*Pge, (1-P10)*(1-Pge)],\n", + " [P10*Peg, P10*(1-Peg), (1-P10)*(1-Peg), (1-P10)*Peg]])\n", + "\n", + " E = 0.5*asarray([[1-g_infidelity, g_infidelity],\n", + " [e_infidelity, 1- e_infidelity],\n", + " [1-g_infidelity, g_infidelity],\n", + " [e_infidelity, 1- e_infidelity]])\n", + " \n", + " return T, E\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# State reconstrution algorithms for the HMM\n", + "\n", + "# \n", + "def forward(meas_seq, T, E):\n", + " '''\n", + " probability of possible state at i-th time step given all previous measurements\n", + " \n", + " N = # of states in system\n", + " alpha[i,j] = At i'th measurement, probability of being in state j (states are product states of cavity and qubit )\n", + "\n", + " meas_seq[i] = at i'th measurement, which state was observed (g or e )\n", + " \n", + " '''\n", + " num_meas = len(meas_seq)\n", + " N = T.shape[0]\n", + " alpha = zeros((num_meas, N))\n", + " pi = [0.25,0.25,0.25,0.25] # assume flat prior\n", + " alpha[0] = pi*E[:,meas_seq[0]]\n", + " for t in range(1, num_meas):\n", + " alpha[t] = alpha[t-1].dot(T) * E[:, meas_seq[t]]\n", + " return alpha\n", + "\n", + "# probability of future measurements given state at i-th time step\n", + "def backward(meas_seq, T, E):\n", + " \n", + " ''' \n", + " beta[i,j] = At the j'th measurement, probability of being in state i \n", + "\n", + " T[n,:] * E[:, meas_seq[t+1]] = Prob. that current state is n , conditioned on what the next state is and the measurement outcome of next state \n", + " beta[:,t+1] = Prob. state-wise of next measurement \n", + "\n", + " '''\n", + " N = T.shape[0]\n", + " num_meas = len(meas_seq)\n", + "\n", + " beta = zeros((N,num_meas))\n", + " beta[:,-1:] = 1 # all|cavity, qubit> states have equal probability at last time step\n", + "\n", + " for t in reversed(range(num_meas-1)):\n", + " for n in range(N):\n", + " beta[n,t] = sum(beta[:,t+1] * T[n,:] * E[:, meas_seq[t+1]])\n", + "\n", + " return beta\n", + " \n", + "def likelihood(meas_seq, T, E):\n", + " # returns log P(Y \\mid model)\n", + " # using the forward part of the forward-backward algorithm\n", + "\n", + " '''SUmming up probabilities of being in all states after the last measurement?!?'''\n", + " return forward(meas_seq, T, E)[-1].sum()\n", + "\n", + "# product of forward and backward probabilities\n", + "# probability of state at i-th time step given the entire measurement record\n", + "def gamma(meas_seq,T,E, ret_all=False):\n", + " '''\n", + " https://arxiv.org/pdf/1607.02529\n", + " '''\n", + " alpha = forward(meas_seq, T, E)\n", + " beta = backward(meas_seq, T, E)\n", + "\n", + " product = multiply(alpha,beta.T)\n", + "\n", + " normalized_product = np.array([row/np.sum(row) for row in product])\n", + "\n", + " #obs_prob = np.array([np.sum(row) for row in product])#alpha[-1].sum()#likelihood(meas_seq, T, E) # some kind of normalization (should be 1 )\n", + " #print(obs_prob)\n", + " if ret_all:\n", + " return normalized_product, alpha, beta, obs_prob\n", + "\n", + " return normalized_product \n", + "#(multiply(alpha,beta.T) / obs_prob)\n", + "\n", + "def wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]}, T = None, E=None):\n", + " '''We will have 10^5 sequences, some of which are same; so running dict is a book-keeping tool\n", + " to avoid recalculating gamma for the same sequence'''\n", + " # print(running_dict)\n", + " # print('T', T)\n", + " # print('E', E)\n", + " if meas_sequence not in running_dict['meas_sequence']:\n", + " running_dict['meas_sequence'].append(meas_sequence)\n", + " gamma_matrix = gamma(meas_sequence, T = T, E = E)\n", + " running_dict['gamma_first_row'].append(gamma_matrix[0,:])\n", + " idx = running_dict['meas_sequence'].index(meas_sequence)\n", + " # print('idx', idx)\n", + " # print(len(running_dict['gamma_first_row']))\n", + " \n", + " return running_dict['gamma_first_row'][idx], running_dict\n", + "\n", + "\n", + "\n", + "# returns the most likely state seqeunce given the measurement record\n", + "# not used in this work\n", + "def viterbi(meas_seq, T, E):\n", + " # returns the most likely state sequence given observed sequence\n", + " # using the Viterbi algorithm\n", + " num_meas = len(meas_seq)\n", + " N = T.shape[0]\n", + " delta = zeros((num_meas, N))\n", + " psi = zeros((num_meas, N))\n", + " pi = [0.25,0.25,0.25,0.25]\n", + " delta[0] = pi*E[:,meas_seq[0]]\n", + " for t in range(1, num_meas):\n", + " for j in range(N):\n", + " delta[t,j] = max(delta[t-1]*T[:,j]) * E[j, meas_seq[t]]\n", + " psi[t,j] = argmax(delta[t-1]*T[:,j])\n", + "\n", + " # backtrack\n", + " states = zeros(num_meas, dtype=int32)\n", + " states[num_meas-1] = argmax(delta[num_meas-1])\n", + " for t in range(num_meas-2, -1, -1):\n", + " states[t] = psi[t+1, states[t+1]]\n", + " return states" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def compute_threshold_counts(meas_sequence_list, threshold_list, running_dict = {'meas_sequence': [], 'gamma_first_row': []}, T = None, E = None):\n", + " '''Given a list of measurement sequences, compute the number of times the likelihood ratio exceeds a threshold\n", + " '''\n", + " threshold_counts = [0 for i in range(len(threshold_list))]\n", + " for i in tqdm(range(len(meas_sequence_list)), desc=\"Processing\"):\n", + "\n", + " if i % 10000 == 0:\n", + " # reset the running_dict every 10000 sequences\n", + " running_dict = {'meas_sequence': [], 'gamma_first_row': []}\n", + "\n", + " # print(meas_sequence_list[i])\n", + " meas_sequence = meas_sequence_list[i]\n", + " # print(meas_sequence)\n", + " gamma_first_row, running_dict = wrapper_gamma(meas_sequence, running_dict, T=T, E=E)\n", + "\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " likelihood_ratio = P1/P0 \n", + "\n", + " for jdx, threshold in enumerate(threshold_list):\n", + " # Compare the probabilities of the two models to obtain a likelihood ratio\n", + " if likelihood_ratio > threshold:\n", + " threshold_counts[jdx] += 1\n", + " return threshold_counts, running_dict \n", + "\n", + "def plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list, threshold_list, frequency_list, mode_labels, \n", + " meas_number = 1e5):\n", + " ''' Plot the thermal photon population and M1 temperature as a function of threshold'''\n", + " \n", + " # Create subplots\n", + " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + " \n", + " for mode_idx, threshold_counts in enumerate(threshold_counts_list):\n", + " frequency = frequency_list[mode_idx]\n", + " mode_label = mode_labels[mode_idx]\n", + " \n", + " dark_counts = np.array(threshold_counts) / (meas_number)#20000\n", + "\n", + " thermal_photon_population = []\n", + " for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + " now = np.array(thermal_photon_population) / 2\n", + " tempr = []\n", + " for i in range(len(now)):\n", + " tempr.append(48 * frequency / (np.log(1 + 1 / now[i])))\n", + "\n", + " # Plot thermal photon population\n", + " ax1.plot(threshold_list, thermal_photon_population, 'o-', label=mode_label)\n", + " \n", + "\n", + " # Plot M1 Temperature\n", + " ax2.plot(threshold_list, tempr, 'o-', label=mode_label)\n", + " \n", + " \n", + " ax1.set_xscale('log')\n", + " ax1.set_xlabel('Threshold')\n", + " ax1.set_ylabel('Thermal photon population')\n", + " ax1.set_title('Dark photon')\n", + "\n", + " ax2.set_xscale('log')\n", + " ax2.set_xlabel('Threshold')\n", + " ax2.set_ylabel('M1 Temperature (mK)')\n", + " ax2.set_title('M1 Temperature')\n", + "\n", + " #plt.suptitle(f'{mode_label} Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + " # Adjust layout and display the plots\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Collect all the data" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n", + "00163_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n", + "00164_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n", + "00165_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n", + "00166_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n", + "00167_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 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10000000.0,... \n", + "21 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "22 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "23 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "24 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "25 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "26 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "27 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "28 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "29 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "\n", + " counts_list n_reps \\\n", + "0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "2 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "28 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "29 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 0 \n", + "\n", + " man_no_for_parity reset single_photon \n", + "0 1 False True \n", + "1 1 False False \n", + "2 1 False False \n", + "3 1 False False \n", + "4 1 False False \n", + "5 1 False False \n", + "6 1 False False \n", + "7 1 False False \n", + "8 1 False False \n", + "9 1 False False \n", + "10 1 False False \n", + "11 1 False False \n", + "12 1 False False \n", + "13 1 True True \n", + "14 1 True False \n", + "15 1 True False \n", + "16 1 True False \n", + "17 1 True False \n", + "18 1 True False \n", + "19 1 True False \n", + "20 1 True False \n", + "21 1 True False \n", + "22 1 True False \n", + "23 1 True False \n", + "24 1 True False \n", + "25 1 True False \n", + "26 1 False True \n", + "27 1 False False \n", + "28 1 True True \n", + "29 1 True False " + ] + }, + "execution_count": 185, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns = ['file_name', 'mode', 'T', 'E', 'threshold_list', 'counts_list', 'n_reps', 'man_no_for_parity', 'reset', 'single_photon']\n", + "df = pd.DataFrame(columns=columns)\n", + "\n", + "modes = ['M1', 'M1', 'M1-S1', 'M1-S2', 'M1-S3', 'M1-S4', 'M1-S5', 'M1-S6', 'M1-S7', 'M1-D1', 'M1-C','M2', 'M2-D2'] * 2 + ['M2', 'M2'] * 2\n", + "# modes = ['M1', 'M2', 'M1', 'M1-S1', 'M1-S6'] * 2 \n", + "# modes = #['M1', 'M1', 'M1-S1', 'M1-S7', 'M1-D1', 'M1-C', 'M2' ] * 2\n", + "file_no_start = 163\n", + "full_threshold_list = [ 1e2, 1e3, 1e4, 1e5, 1e7, 1e8, 1e9, 1e10, 1e11, 1e12, 1e13, 1e14, 1e15, 1e16, 1e17, 1e18, 1e19, 1e20, 1e21, 1e23, 1e25, 1e27, 1e30, 1e35, 1e40, 1e45, 1e50]\n", + "\n", + "for idx, mode in enumerate(modes): \n", + " # add row to dataframe\n", + " file_no = int(file_no_start + idx)\n", + " temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + " reset = attrs['config']['expt']['active_reset']\n", + "\n", + " prepulse_len = 0\n", + " if attrs['config']['expt']['prepulse']:\n", + " prepulse_len = len(attrs['config']['expt']['pre_sweep_pulse'][0])\n", + "\n", + " single_photon = False\n", + " if prepulse_len >1: \n", + " single_photon = True\n", + " file_no = int(file_no_start + idx)\n", + " T, E = get_evolution_matrices(attrs)\n", + "\n", + " df.loc[idx] = [f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5', mode, T, E, full_threshold_list, [0 for i in range(len(full_threshold_list))], 0, attrs['config']['expt']['man_no'], reset, single_photon] \n", + " print(f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataFrame saved to H:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\RAM_paper_results\\datasets\\Cavity_Temp_Parity_corrected1211.csv\n" + ] + } + ], + "source": [ + "# Save the dataframe '\n", + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity_corrected1211.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "\n", + "# Ensure the directory exists\n", + "os.makedirs(folder, exist_ok=True)\n", + "\n", + "# Save the DataFrame to a CSV file\n", + "df.to_csv(file_path, index=False)\n", + "\n", + "print(f\"DataFrame saved to {file_path}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fix M1 single photon calib" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing 00022_ParityTempExperiment.h5 for M1 mode\n", + "calling parity post select modified\n", + "size of ilist 19340\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0019696969696967326\n", + "e_infidelity 0.016651248843663313\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 19340/19340 [00:41<00:00, 468.80it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1 done\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_10340\\3910831488.py:22: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df['counts_list'][df_idx] = threshold_counts\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_10340\\3910831488.py:23: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df['n_reps'][df_idx] = len(bb)\n" + ] + } + ], + "source": [ + "df.loc[7, 'file_name'] = '00022_ParityTempExperiment.h5'\n", + "df_idx = 7\n", + "file_name = df.loc[df_idx, 'file_name']\n", + "mode = df.loc[df_idx, 'mode']\n", + "T = df.loc[df_idx, 'T']\n", + "E = df.loc[df_idx, 'E']\n", + "threshold_list = ast.literal_eval(df.loc[df_idx, 'threshold_list'])\n", + "\n", + "print(f'Processing {file_name} for {mode} mode')\n", + "\n", + "temp_data, attrs = prev_data(expt_path, file_name)\n", + "readout_threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "active_reset = attrs['config']['expt']['active_reset']\n", + "if active_reset:\n", + " readouts_per_rep +=3\n", + "\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=active_reset, threshold = readout_threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "T, E = get_evolution_matrices(attrs)\n", + "threshold_counts, m1_running_dict = compute_threshold_counts(bb, threshold_list, T = T, E = E)#, m1_running_dict)\n", + "df['counts_list'][df_idx] = threshold_counts\n", + "df['n_reps'][df_idx] = len(bb)\n", + "print(f'{mode} done')\n", + "df.to_csv(file_path, index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [], + "source": [ + "df.loc[df_idx, 'single_photon'] = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": {}, + "outputs": [], + "source": [ + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity_corrected1211.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "df =pd.read_csv(file_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Filling up the df created on eesh local" + ] + }, + { + "cell_type": "code", + "execution_count": 197, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing 00163_cavity_temperature_sweep_parity_with_without_reset.h5 for M1 mode\n", + "len of state string list before consistency check 100000\n", + "len of state string list after consistency check 91122\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 91122/91122 [03:11<00:00, 475.67it/s]\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_10340\\848620685.py:24: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df['counts_list'][df_idx] = threshold_counts\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_10340\\848620685.py:25: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df['n_reps'][df_idx] = len(bb)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1 done\n", + "Processing 00164_cavity_temperature_sweep_parity_with_without_reset.h5 for M1 mode\n", + "len of state string list before consistency check 100000\n", + "len of state string list after consistency check 98559\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 98559/98559 [01:16<00:00, 1294.06it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1 done\n", + "Processing 00165_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S1 mode\n", + "len of state string list before consistency check 100000\n", + "len of state string list after consistency check 98600\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 98600/98600 [01:17<00:00, 1278.73it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S1 done\n", + "Processing 00166_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S2 mode\n", + "len of state string list before consistency check 100000\n", + "len of state string list after consistency check 98620\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 98620/98620 [01:14<00:00, 1330.58it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S2 done\n", + "Processing 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0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 98402/98402 [01:16<00:00, 1291.91it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S6 done\n", + "Processing 00171_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-S7 mode\n", + "len of state string list before consistency check 100000\n", + "len of state string list after consistency check 98506\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 98506/98506 [01:17<00:00, 1270.74it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1-S7 done\n", + "Processing 00172_cavity_temperature_sweep_parity_with_without_reset.h5 for M1-D1 mode\n", + "len of state string list 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"e_infidelity 0.023800000000000043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 98210/98210 [01:16<00:00, 1277.22it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 done\n", + "Processing 00191_cavity_temperature_sweep_parity_with_without_reset.h5 for M2 mode\n", + "calling parity post select modified\n", + "size of ilist 98922\n", + "len of state string list before consistency check 98922\n", + "len of state string list after consistency check 88689\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0035469977197875036\n", + "e_infidelity 0.013768302080657602\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 88689/88689 [02:41<00:00, 550.83it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 done\n", + "Processing 00192_cavity_temperature_sweep_parity_with_without_reset.h5 for M2 mode\n", + "calling parity post select modified\n", + "size of ilist 98839\n", + "len of state string list before consistency check 98839\n", + "len of state string list after consistency check 96982\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0035469977197875036\n", + "e_infidelity 0.013768302080657602\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 96982/96982 [01:15<00:00, 1276.62it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 done\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "import ast \n", + "\n", + "for df_idx in range(0, len(df) , 1):\n", + " file_name = df.loc[df_idx, 'file_name']\n", + " mode = df.loc[df_idx, 'mode']\n", + " T = df.loc[df_idx, 'T']\n", + " E = df.loc[df_idx, 'E']\n", + " threshold_list = ast.literal_eval(df.loc[df_idx, 'threshold_list'])\n", + "\n", + " print(f'Processing {file_name} for {mode} mode')\n", + "\n", + " temp_data, attrs = prev_data(expt_path, file_name)\n", + " readout_threshold = attrs['config']['device']['readout']['threshold'][0]\n", + " readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + " active_reset = attrs['config']['expt']['active_reset']\n", + " if active_reset:\n", + " readouts_per_rep +=3\n", + "\n", + " aa, bb = parity_temp_display(temp_data, attrs, active_reset=active_reset, threshold = readout_threshold, readouts_per_rep= readouts_per_rep,\n", + " consistent_parity_check_bool=True, consistent_cutoff=3)\n", + "\n", + " T, E = get_evolution_matrices(attrs)\n", + " threshold_counts, m1_running_dict = compute_threshold_counts(bb, threshold_list, T = T, E = E)#, m1_running_dict)\n", + " df['counts_list'][df_idx] = threshold_counts\n", + " df['n_reps'][df_idx] = len(bb)\n", + " print(f'{mode} done')\n", + " df.to_csv(file_path, index=False)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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file_namemodeTEthreshold_listcounts_listn_repsman_no_for_parityresetsingle_photon
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1100174_cavity_temperature_sweep_parity_with_wit...M2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[617, 575, 553, 505, 443, 410, 395, 366, 339, ...985071FalseFalse
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2100184_cavity_temperature_sweep_parity_with_wit...M1-S7[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[972, 936, 861, 812, 705, 662, 626, 601, 566, ...974481TrueFalse
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[[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "17 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "18 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "19 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "20 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "21 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "22 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "23 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "24 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "25 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "26 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "27 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "28 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "29 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "\n", + " E \\\n", + "0 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "1 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "2 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[0.00832562 0.49167... \n", + "19 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "20 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "21 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "22 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "23 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "24 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "25 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "26 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "27 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "28 [[0.4982265 0.0017735 ]\\n [0.00688415 0.49311... \n", + "29 [[0.4982265 0.0017735 ]\\n [0.00688415 0.49311... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "4 [100.0, 1000.0, 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10000000.0,... \n", + "21 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "22 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "23 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "24 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "25 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "26 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "27 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "28 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "29 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "\n", + " counts_list n_reps \\\n", + "0 [76369, 70731, 70059, 64775, 59324, 54685, 541... 91122 \n", + "1 [582, 517, 499, 469, 419, 390, 382, 353, 324, ... 98559 \n", + "2 [506, 462, 441, 395, 336, 308, 301, 271, 252, ... 98600 \n", + "3 [473, 441, 419, 379, 331, 291, 274, 245, 223, ... 98620 \n", + "4 [477, 418, 408, 370, 324, 299, 283, 261, 239, ... 98594 \n", + "5 [497, 459, 436, 401, 346, 323, 308, 279, 256, ... 98622 \n", + "6 [484, 435, 417, 380, 321, 294, 278, 254, 235, ... 98560 \n", + "7 [885, 821, 788, 733, 654, 597, 582, 519, 483, ... 98402 \n", + "8 [469, 422, 400, 375, 334, 306, 296, 269, 247, ... 98506 \n", + "9 [472, 430, 407, 382, 334, 301, 290, 261, 241, ... 98480 \n", + "10 [607, 566, 545, 498, 430, 396, 385, 350, 330, ... 98461 \n", + "11 [617, 575, 553, 505, 443, 410, 395, 366, 339, ... 98507 \n", + "12 [447, 417, 399, 374, 338, 316, 304, 281, 259, ... 98475 \n", + "13 [74846, 74686, 69087, 66820, 59387, 58876, 546... 90859 \n", + "14 [806, 782, 716, 674, 572, 545, 504, 484, 447, ... 97537 \n", + "15 [1071, 1034, 945, 912, 813, 787, 741, 719, 665... 97456 \n", + "16 [1129, 1088, 990, 940, 819, 779, 726, 702, 640... 97524 \n", + "17 [957, 908, 824, 775, 687, 664, 619, 594, 552, ... 97460 \n", + "18 [1003, 963, 871, 821, 699, 671, 612, 583, 534,... 97516 \n", + "19 [972, 944, 867, 825, 729, 685, 627, 603, 561, ... 97371 \n", + "20 [2295, 2253, 2047, 1952, 1690, 1636, 1525, 148... 97261 \n", + "21 [972, 936, 861, 812, 705, 662, 626, 601, 566, ... 97448 \n", + "22 [601, 579, 528, 503, 416, 393, 360, 345, 316, ... 97632 \n", + "23 [3028, 2999, 2746, 2651, 2297, 2270, 2081, 205... 97258 \n", + "24 [766, 732, 662, 628, 532, 509, 473, 451, 420, ... 97609 \n", + "25 [708, 684, 617, 585, 498, 479, 446, 431, 401, ... 97644 \n", + "26 [70089, 62390, 61848, 54660, 48224, 42854, 424... 89915 \n", + "27 [575, 520, 497, 447, 391, 353, 335, 301, 279, ... 98210 \n", + "28 [65926, 62136, 57585, 54592, 47808, 44244, 396... 88689 \n", + "29 [755, 716, 675, 647, 580, 534, 495, 470, 437, ... 96982 \n", + "\n", + " man_no_for_parity reset single_photon \n", + "0 1 False True \n", + "1 1 False False \n", + "2 1 False False \n", + "3 1 False False \n", + "4 1 False False \n", + "5 1 False False \n", + "6 1 False False \n", + "7 1 False False \n", + "8 1 False False \n", + "9 1 False False \n", + "10 1 False False \n", + "11 1 False False \n", + "12 1 False False \n", + "13 1 True True \n", + "14 1 True False \n", + "15 1 True False \n", + "16 1 True False \n", + "17 1 True False \n", + "18 1 True False \n", + "19 1 True False \n", + "20 1 True False \n", + "21 1 True False \n", + "22 1 True False \n", + "23 1 True False \n", + "24 1 True False \n", + "25 1 True False \n", + "26 1 False True \n", + "27 1 False False \n", + "28 1 True True \n", + "29 1 True False " + ] + }, + "execution_count": 198, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-75.0" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00156_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "attrs['config']['device']['readout']['threshold'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'trig_offset': [450],\n", + " 'frequency': [748.8],\n", + " 'gain': [700],\n", + " 'phase': [31],\n", + " 'threshold': [-75.0],\n", + " 'threshold_list': [-75.0],\n", + " 'man1_drive_list': [0],\n", + " 'man2_drive_list': [0],\n", + " 'readout_length': [1.0],\n", + " 'relax_delay': [100],\n", + " 'confusion_matrix_with_reset': [0.9980303030303033,\n", + " 0.0019696969696967326,\n", + " 0.01665124884366328,\n", + " 0.9833487511563367],\n", + " 'confusion_matrix_without_reset': [0.9911499999999999,\n", + " 0.008850000000000136,\n", + " 0.023799999999999998,\n", + " 0.9762]}" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']['device']['readout']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Looking at all data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Rough Temperatures" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity_corrected1211.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "df =pd.read_csv(file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'H:\\\\Shared drives\\\\SLab\\\\Multimode\\\\experiment\\\\240911\\\\RAM_paper_results\\\\datasets'" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "folder" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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file_namemodeTEthreshold_listcounts_listn_repsman_no_for_parityresetsingle_photon
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800171_cavity_temperature_sweep_parity_with_wit...M1-S7[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[469, 422, 400, 375, 334, 306, 296, 269, 247, ...985061FalseFalse
900172_cavity_temperature_sweep_parity_with_wit...M1-D1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[472, 430, 407, 382, 334, 301, 290, 261, 241, ...984801FalseFalse
1000173_cavity_temperature_sweep_parity_with_wit...M1-C[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[607, 566, 545, 498, 430, 396, 385, 350, 330, ...984611FalseFalse
1100174_cavity_temperature_sweep_parity_with_wit...M2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[617, 575, 553, 505, 443, 410, 395, 366, 339, ...985071FalseFalse
1200175_cavity_temperature_sweep_parity_with_wit...M2-D2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[447, 417, 399, 374, 338, 316, 304, 281, 259, ...984751FalseFalse
1300176_cavity_temperature_sweep_parity_with_wit...M1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[74846, 74686, 69087, 66820, 59387, 58876, 546...908591TrueTrue
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1500178_cavity_temperature_sweep_parity_with_wit...M1-S1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1071, 1034, 945, 912, 813, 787, 741, 719, 665...974561TrueFalse
1600179_cavity_temperature_sweep_parity_with_wit...M1-S2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1129, 1088, 990, 940, 819, 779, 726, 702, 640...975241TrueFalse
1700180_cavity_temperature_sweep_parity_with_wit...M1-S3[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[957, 908, 824, 775, 687, 664, 619, 594, 552, ...974601TrueFalse
1800181_cavity_temperature_sweep_parity_with_wit...M1-S4[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1003, 963, 871, 821, 699, 671, 612, 583, 534,...975161TrueFalse
1900182_cavity_temperature_sweep_parity_with_wit...M1-S5[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[972, 944, 867, 825, 729, 685, 627, 603, 561, ...973711TrueFalse
2000183_cavity_temperature_sweep_parity_with_wit...M1-S6[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[2295, 2253, 2047, 1952, 1690, 1636, 1525, 148...972611TrueFalse
2100184_cavity_temperature_sweep_parity_with_wit...M1-S7[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[972, 936, 861, 812, 705, 662, 626, 601, 566, ...974481TrueFalse
2200185_cavity_temperature_sweep_parity_with_wit...M1-D1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[601, 579, 528, 503, 416, 393, 360, 345, 316, ...976321TrueFalse
2300186_cavity_temperature_sweep_parity_with_wit...M1-C[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[3028, 2999, 2746, 2651, 2297, 2270, 2081, 205...972581TrueFalse
2400187_cavity_temperature_sweep_parity_with_wit...M2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[766, 732, 662, 628, 532, 509, 473, 451, 420, ...976091TrueFalse
2500188_cavity_temperature_sweep_parity_with_wit...M2-D2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[708, 684, 617, 585, 498, 479, 446, 431, 401, ...976441TrueFalse
2600189_cavity_temperature_sweep_parity_with_wit...M2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[70089, 62390, 61848, 54660, 48224, 42854, 424...899151FalseTrue
2700190_cavity_temperature_sweep_parity_with_wit...M2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[575, 520, 497, 447, 391, 353, 335, 301, 279, ...982101FalseFalse
2800191_cavity_temperature_sweep_parity_with_wit...M2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.4982265 0.0017735 ]\\n [0.00688415 0.49311...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[65926, 62136, 57585, 54592, 47808, 44244, 396...886891TrueTrue
2900192_cavity_temperature_sweep_parity_with_wit...M2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.4982265 0.0017735 ]\\n [0.00688415 0.49311...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[755, 716, 675, 647, 580, 534, 495, 470, 437, ...969821TrueFalse
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M2 \n", + "29 00192_cavity_temperature_sweep_parity_with_wit... M2 \n", + "\n", + " T \\\n", + "0 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "1 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "2 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "3 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "4 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "5 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "6 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "7 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "8 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "9 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "10 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "11 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "12 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "13 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "14 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "15 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "16 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[0.00832562 0.49167... \n", + "19 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "20 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "21 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "22 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "23 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "24 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "25 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "26 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "27 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "28 [[0.4982265 0.0017735 ]\\n [0.00688415 0.49311... \n", + "29 [[0.4982265 0.0017735 ]\\n [0.00688415 0.49311... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "4 [100.0, 1000.0, 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10000000.0,... \n", + "21 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "22 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "23 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "24 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "25 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "26 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "27 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "28 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "29 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "\n", + " counts_list n_reps \\\n", + "0 [76369, 70731, 70059, 64775, 59324, 54685, 541... 91122 \n", + "1 [582, 517, 499, 469, 419, 390, 382, 353, 324, ... 98559 \n", + "2 [506, 462, 441, 395, 336, 308, 301, 271, 252, ... 98600 \n", + "3 [473, 441, 419, 379, 331, 291, 274, 245, 223, ... 98620 \n", + "4 [477, 418, 408, 370, 324, 299, 283, 261, 239, ... 98594 \n", + "5 [497, 459, 436, 401, 346, 323, 308, 279, 256, ... 98622 \n", + "6 [484, 435, 417, 380, 321, 294, 278, 254, 235, ... 98560 \n", + "7 [885, 821, 788, 733, 654, 597, 582, 519, 483, ... 98402 \n", + "8 [469, 422, 400, 375, 334, 306, 296, 269, 247, ... 98506 \n", + "9 [472, 430, 407, 382, 334, 301, 290, 261, 241, ... 98480 \n", + "10 [607, 566, 545, 498, 430, 396, 385, 350, 330, ... 98461 \n", + "11 [617, 575, 553, 505, 443, 410, 395, 366, 339, ... 98507 \n", + "12 [447, 417, 399, 374, 338, 316, 304, 281, 259, ... 98475 \n", + "13 [74846, 74686, 69087, 66820, 59387, 58876, 546... 90859 \n", + "14 [806, 782, 716, 674, 572, 545, 504, 484, 447, ... 97537 \n", + "15 [1071, 1034, 945, 912, 813, 787, 741, 719, 665... 97456 \n", + "16 [1129, 1088, 990, 940, 819, 779, 726, 702, 640... 97524 \n", + "17 [957, 908, 824, 775, 687, 664, 619, 594, 552, ... 97460 \n", + "18 [1003, 963, 871, 821, 699, 671, 612, 583, 534,... 97516 \n", + "19 [972, 944, 867, 825, 729, 685, 627, 603, 561, ... 97371 \n", + "20 [2295, 2253, 2047, 1952, 1690, 1636, 1525, 148... 97261 \n", + "21 [972, 936, 861, 812, 705, 662, 626, 601, 566, ... 97448 \n", + "22 [601, 579, 528, 503, 416, 393, 360, 345, 316, ... 97632 \n", + "23 [3028, 2999, 2746, 2651, 2297, 2270, 2081, 205... 97258 \n", + "24 [766, 732, 662, 628, 532, 509, 473, 451, 420, ... 97609 \n", + "25 [708, 684, 617, 585, 498, 479, 446, 431, 401, ... 97644 \n", + "26 [70089, 62390, 61848, 54660, 48224, 42854, 424... 89915 \n", + "27 [575, 520, 497, 447, 391, 353, 335, 301, 279, ... 98210 \n", + "28 [65926, 62136, 57585, 54592, 47808, 44244, 396... 88689 \n", + "29 [755, 716, 675, 647, 580, 534, 495, 470, 437, ... 96982 \n", + "\n", + " man_no_for_parity reset single_photon \n", + "0 1 False True \n", + "1 1 False False \n", + "2 1 False False \n", + "3 1 False False \n", + "4 1 False False \n", + "5 1 False False \n", + "6 1 False False \n", + "7 1 False False \n", + "8 1 False False \n", + "9 1 False False \n", + "10 1 False False \n", + "11 1 False False \n", + "12 1 False False \n", + "13 1 True True \n", + "14 1 True False \n", + "15 1 True False \n", + "16 1 True False \n", + "17 1 True False \n", + "18 1 True False \n", + "19 1 True False \n", + "20 1 True False \n", + "21 1 True False \n", + "22 1 True False \n", + "23 1 True False \n", + "24 1 True False \n", + "25 1 True False \n", + "26 1 False True \n", + "27 1 False False \n", + "28 1 True True \n", + "29 1 True False " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "import ast \n", + "def calculate_efficiencies_and_errs(df):\n", + "\n", + " '''Assuming df to only contain 1 row '''\n", + " \n", + " file_name = df['file_name'][0]\n", + " temp_data, attrs = prev_data(expt_path, file_name)\n", + " n = df['n_reps'][0]\n", + " threshold_counts = df['counts_list'][0]\n", + " #convert threshold counts which is an array inside string to a list\n", + " threshold_counts = ast.literal_eval(threshold_counts)\n", + " efficiency_list = np.array(threshold_counts) / n\n", + " efficiency_list_err = np.sqrt(efficiency_list *(1 - efficiency_list) / n) # sqrt(p(1-p)/n)\n", + " return efficiency_list, efficiency_list_err\n", + "\n", + "def plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list, threshold_list, frequency_list, mode_labels, \n", + " meas_number = None, eff_meas_number = 2e5, supertitle = ''):\n", + " ''' Plot the thermal photon population and M1 temperature as a function of threshold\n", + " \n", + " meas_number is a list: how many repetitions of parity temp experiment (differs due to active reset)'''\n", + " \n", + " # Create subplots\n", + " fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(21, 6))\n", + "\n", + " efficiency_list_err = np.sqrt(efficiency_list * (1 - efficiency_list) / eff_meas_number) # sqrt(p(1-p)/n)\n", + " ax3.errorbar(threshold_list, efficiency_list, yerr=efficiency_list_err, fmt='o-', capsize=5)\n", + " \n", + " \n", + " for mode_idx, threshold_counts in enumerate(threshold_counts_list):\n", + " frequency = frequency_list[mode_idx]\n", + " mode_label = mode_labels[mode_idx]\n", + " \n", + " dark_counts = np.array(threshold_counts) / (meas_number[mode_idx])#20000\n", + " dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / meas_number[mode_idx]) # sqrt(p(1-p)/n)\n", + "\n", + "\n", + "\n", + " \n", + "\n", + " thermal_photon_population = []\n", + " thermal_photon_population_err = []\n", + " for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " # if mode_label == 'M1-S6': \n", + " # print('dark', dark_counts[i])\n", + " # print('ratio', ratio)\n", + " # print('freq', frequency)\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + " now = np.array(thermal_photon_population) / 2\n", + " now_err = np.array(thermal_photon_population_err) / 2\n", + " tempr = []\n", + " tempr_err = []\n", + " for i in range(len(now)):\n", + " temp_single_val = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " if mode_label == 'M1-S6': \n", + " # print('dark', dark_counts[i])\n", + " # print('ratio', ratio)\n", + " print('dark_count ', now[i])\n", + " print('temp', temp_single_val)\n", + " print('freq', frequency)\n", + " tempr.append(temp_single_val)\n", + " temp_err = np.abs(temp_single_val * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr_err.append(temp_err)\n", + "\n", + "\n", + " # Plot thermal photon population\n", + " #ax1.plot(threshold_list, thermal_photon_population, 'o-', label=mode_label)\n", + " ax1.errorbar(threshold_list, thermal_photon_population, yerr=thermal_photon_population_err, fmt='o-', label=mode_label, capsize=5)\n", + " \n", + "\n", + " # Plot M1 Temperature\n", + " # ax2.plot(threshold_list, tempr, 'o-', label=mode_label)\n", + " # print(tempr_err)\n", + " # print(tempr)\n", + " # print(mode_label)\n", + " ax2.errorbar(threshold_list, tempr, yerr=tempr_err, fmt='o-', label=mode_label, capsize=5)\n", + " \n", + " \n", + " ax1.set_xscale('log')\n", + " ax1.set_xlabel('Threshold')\n", + " ax1.set_ylabel('Dark photons ($\\delta/\\eta$)')\n", + " ax1.set_title('Dark photon')\n", + " ax1.legend()\n", + "\n", + " ax2.set_xscale('log')\n", + " ax2.set_xlabel('Threshold')\n", + " ax2.set_ylabel('Temperature (mK)')\n", + " ax2.set_title('M1 Temperature')\n", + " ax2.legend()\n", + "\n", + " ax3.set_xscale('log')\n", + " ax3.set_xlabel('Threshold')\n", + " ax3.set_ylabel('Efficiency($\\eta$)')\n", + "\n", + " plt.suptitle(supertitle)\n", + "\n", + " # Adjust layout and display the plots\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "def plot_thermal_photon_and_temperature_noeff(threshold_counts_list, efficiency_list, threshold_list, frequency_list, mode_labels, \n", + " meas_number = None, eff_meas_number = 2e5, supertitle = ''):\n", + " ''' Plot the thermal photon population and M1 temperature as a function of threshold\n", + " \n", + " meas_number is a list: how many repetitions of parity temp experiment (differs due to active reset)'''\n", + " \n", + " # Create subplots\n", + " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n", + "\n", + " efficiency_list_err = np.sqrt(efficiency_list * (1 - efficiency_list) / eff_meas_number) # sqrt(p(1-p)/n)\n", + " #ax3.errorbar(threshold_list, efficiency_list, yerr=efficiency_list_err, fmt='o-', capsize=5)\n", + " \n", + " \n", + " for mode_idx, threshold_counts in enumerate(threshold_counts_list):\n", + " frequency = frequency_list[mode_idx]\n", + " mode_label = mode_labels[mode_idx]\n", + " \n", + " dark_counts = np.array(threshold_counts) / (meas_number[mode_idx])#20000\n", + " dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / meas_number[mode_idx]) # sqrt(p(1-p)/n)\n", + "\n", + "\n", + "\n", + " \n", + "\n", + " thermal_photon_population = []\n", + " thermal_photon_population_err = []\n", + " for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " # if mode_label == 'M1-S6': \n", + " # print('dark', dark_counts[i])\n", + " # print('ratio', ratio)\n", + " # print('freq', frequency)\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + " now = np.array(thermal_photon_population) / 2\n", + " now_err = np.array(thermal_photon_population_err) / 2\n", + " tempr = []\n", + " tempr_err = []\n", + " for i in range(len(now)):\n", + " temp_single_val = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " if mode_label == 'M1-S6': \n", + " # print('dark', dark_counts[i])\n", + " # print('ratio', ratio)\n", + " print('dark_count ', now[i])\n", + " print('temp', temp_single_val)\n", + " print('freq', frequency)\n", + " tempr.append(temp_single_val)\n", + " temp_err = np.abs(temp_single_val * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr_err.append(temp_err)\n", + "\n", + "\n", + " # Plot thermal photon population\n", + " #ax1.plot(threshold_list, thermal_photon_population, 'o-', label=mode_label)\n", + " ax1.errorbar(threshold_list, thermal_photon_population, yerr=thermal_photon_population_err, fmt='o-', label=mode_label, capsize=5)\n", + " \n", + "\n", + " # Plot M1 Temperature\n", + " # ax2.plot(threshold_list, tempr, 'o-', label=mode_label)\n", + " # print(tempr_err)\n", + " # print(tempr)\n", + " # print(mode_label)\n", + " ax2.errorbar(threshold_list, tempr, yerr=tempr_err, fmt='o-', label=mode_label, capsize=5)\n", + " \n", + " \n", + " ax1.set_xscale('log')\n", + " ax1.set_xlabel('Threshold')\n", + " ax1.set_ylabel('Dark photons ($\\delta/\\eta$)')\n", + " ax1.set_title('Dark photon')\n", + " ax1.legend()\n", + "\n", + " ax2.set_xscale('log')\n", + " ax2.set_xlabel('Threshold')\n", + " ax2.set_ylabel('Temperature (mK)')\n", + " ax2.set_title('M1 Temperature')\n", + " ax2.legend()\n", + "\n", + " # ax3.set_xscale('log')\n", + " # ax3.set_xlabel('Threshold')\n", + " # ax3.set_ylabel('Efficiency($\\eta$)')\n", + "\n", + " plt.suptitle(supertitle)\n", + "\n", + " # Adjust layout and display the plots\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()\n", + " return fig \n", + "\n", + "def plot_efficiency( efficiency_list, threshold_list, eff_meas_number = 2e5):\n", + " ''' Plot the thermal photon population and M1 temperature as a function of threshold\n", + " \n", + " meas_number is a list: how many repetitions of parity temp experiment (differs due to active reset)'''\n", + " \n", + " # Create subplots\n", + " fig, (ax1) = plt.subplots(1, 1, figsize=(6, 6))\n", + "\n", + " efficiency_list_err = np.sqrt(efficiency_list * (1 - efficiency_list) / eff_meas_number) # sqrt(p(1-p)/n)\n", + " ax1.errorbar(threshold_list, efficiency_list, yerr=efficiency_list_err, fmt='o-', capsize=5)\n", + " \n", + " \n", + "\n", + " ax1.set_xscale('log')\n", + " ax1.set_xlabel('Threshold')\n", + " ax1.set_ylabel('Efficiency($\\eta$)')\n", + " # Adjust layout and display the plots\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()\n", + " return fig\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dark_count 0.005365565353886593\n", + "temp 57.136375852242075\n", + "freq 6.22918\n", + "dark_count 0.005374309596460312\n", + "temp 57.154065324159355\n", + "freq 6.22918\n", + "dark_count 0.005207767723824715\n", + "temp 56.81400406801703\n", + "freq 6.22918\n", + "dark_count 0.005239452110491772\n", + "temp 56.879219463634804\n", + "freq 6.22918\n", + "dark_count 0.005104305319674572\n", + "temp 56.599299108015785\n", + "freq 6.22918\n", + "dark_count 0.005054700603715398\n", + "temp 56.49538925211464\n", + "freq 6.22918\n", + "dark_count 0.004973719878277139\n", + "temp 56.324366609710864\n", + "freq 6.22918\n", + "dark_count 0.004791943879461974\n", + "temp 55.93397575088652\n", + "freq 6.22918\n", + "dark_count 0.004792210388157995\n", + "temp 55.93455490632793\n", + "freq 6.22918\n", + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reset = False\n", + "man_no_for_parity = 1\n", + "single_photon = False\n", + "end_idx=-1 # for thresholds\n", + "frequencies = 4.984 + (np.array([0, 349.41, 520.93, 696.66, 875.83, 1053.42, 1245.18, 1422.925, 2313.3, -944]) * 1e-3)\n", + "num_modes = len(frequencies)\n", + "# select the rows with the correct reset and man_no_for_parity\n", + "df_modes = df[(df['reset'] == reset) & (df['man_no_for_parity'] == man_no_for_parity) & (df['single_photon'] == single_photon)]\n", + "\n", + "df_efficiency = df[(df['reset'] == reset) & (df['man_no_for_parity'] == man_no_for_parity) & (df['single_photon'] == True)]\n", + "\n", + "#caculate efficiences\n", + "efficiency_list, efficiency_list_err = calculate_efficiencies_and_errs(df_efficiency)\n", + "\n", + "# calculate dark counts for all modes\n", + "threshold_counts_list = [ ast.literal_eval(counts_list)[:end_idx] for counts_list in df_modes['counts_list']][:num_modes]#[:1]\n", + "full_threshold_list = ast.literal_eval(df.loc[0, 'threshold_list'])[:end_idx]\n", + "mode_labels = df_modes['mode'].to_list()\n", + " \n", + "\n", + "\n", + "# get meas_num \n", + "file_name =df_efficiency['file_name'][0]\n", + "temp_data, attrs = prev_data(expt_path, file_name)\n", + "meas_number = [ reps for reps in df_modes['n_reps']] #attrs['config']['expt']['reps']\n", + "eff_meas_number = df_efficiency.loc[0, 'n_reps']\n", + "plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list[:end_idx], full_threshold_list, frequencies, mode_labels, meas_number,\n", + " eff_meas_number=eff_meas_number,\n", + " supertitle ='No reset')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plot_thermal_photon_and_temperature_noeff(threshold_counts_list, efficiency_list[:end_idx], full_threshold_list, frequencies, mode_labels, meas_number,\n", + " eff_meas_number=eff_meas_number,\n", + " supertitle ='No reset')\n", + "fig.savefig('figures/no_reset_mode_temps_250115.pdf', dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "56.40558202592183" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "48 * freq / (np.log(1 + 1 / 0.5e-2))" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.005" + ] + }, + "execution_count": 216, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.5e-2" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'00151_cavity_temperature_sweep_parity_with_without_reset.h5'" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_modes['file_name'][2]" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reset = True\n", + "man_no_for_parity = 1\n", + "single_photon = False\n", + "end_idx=-1 # for thresholds\n", + "frequencies = 4.984 + (np.array([0, 349.41, 520.93, 696.66, 875.83, 1053.42, 1245.18, 1422.925, 2313.3, -944]) * 1e-3)\n", + "num_modes = len(frequencies)\n", + "\n", + "# select the rows with the correct reset and man_no_for_parity\n", + "df_modes = df[(df['reset'] == reset) & (df['man_no_for_parity'] == man_no_for_parity) & (df['single_photon'] == single_photon)]\n", + "df_modes.reset_index(drop=True, inplace=True)\n", + "\n", + "df_efficiency = df[(df['reset'] == reset) & (df['man_no_for_parity'] == man_no_for_parity) & (df['single_photon'] == True)]\n", + "df_efficiency.reset_index(drop=True, inplace=True)\n", + "#caculate efficiences\n", + "efficiency_list, efficiency_list_err = calculate_efficiencies_and_errs(df_efficiency)\n", + "\n", + "\n", + "# calculate dark counts for all modes\n", + "threshold_counts_list = [ ast.literal_eval(counts_list)[:end_idx] for counts_list in df_modes['counts_list']][:num_modes]\n", + "full_threshold_list = ast.literal_eval(df.loc[0, 'threshold_list'])[:end_idx]\n", + "mode_labels = df_modes['mode'].to_list()\n", + "# frequencies = 4.984 +np.array([0, 349.41, 1422.925, 2313.3, 170, -944]) * 1e-3 #(np.array([0, 349.41, 520.93, 696.66, 875.83, 1053.42, 1245.18, 1422.925, 2313.3, -944]) * 1e-3) \n", + "\n", + "\n", + "# get meas_num \n", + "file_name =df_efficiency['file_name'][0]\n", + "temp_data, attrs = prev_data(expt_path, file_name)\n", + "meas_number = [ reps for reps in df_modes['n_reps']] #attrs['config']['expt']['reps']\n", + "eff_meas_number = df_efficiency.loc[0, 'n_reps']\n", + "plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list[:end_idx], full_threshold_list, frequencies, mode_labels, meas_number,\n", + " eff_meas_number=eff_meas_number,\n", + " supertitle ='Active reset')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19340" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "eff_meas_number" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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file_namemodeTEthreshold_listcounts_listn_repsman_no_for_parityresetsingle_photon(7, 'filename')(7, 'file_name')
000157_cavity_temperature_sweep_parity_with_wit...M1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[214, 202, 185, 177, 158, 147, 136, 127, 118, ...195591TrueFalse00022_ParityTempExperiment.h500022_ParityTempExperiment.h5
100158_cavity_temperature_sweep_parity_with_wit...M1-S1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[279, 270, 250, 233, 201, 190, 178, 172, 161, ...196291TrueFalse00022_ParityTempExperiment.h500022_ParityTempExperiment.h5
200159_cavity_temperature_sweep_parity_with_wit...M1-S7[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[255, 239, 213, 203, 167, 157, 148, 138, 120, ...195861TrueFalse00022_ParityTempExperiment.h500022_ParityTempExperiment.h5
300160_cavity_temperature_sweep_parity_with_wit...M1-D1[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[153, 150, 137, 123, 105, 101, 93, 89, 82, 79,...195991TrueFalse00022_ParityTempExperiment.h500022_ParityTempExperiment.h5
400161_cavity_temperature_sweep_parity_with_wit...M1-C[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[671, 659, 606, 575, 492, 485, 457, 449, 420, ...195971TrueFalse00022_ParityTempExperiment.h500022_ParityTempExperiment.h5
500162_cavity_temperature_sweep_parity_with_wit...M2[[9.88540058e-01 1.14599419e-02 0.00000000e+00...[[0.49901515 0.00098485]\\n [0.00832562 0.49167...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[196, 183, 160, 152, 129, 123, 116, 113, 110, ...196441TrueFalse00022_ParityTempExperiment.h500022_ParityTempExperiment.h5
\n", + "
" + ], + "text/plain": [ + " file_name mode \\\n", + "0 00157_cavity_temperature_sweep_parity_with_wit... M1 \n", + "1 00158_cavity_temperature_sweep_parity_with_wit... M1-S1 \n", + "2 00159_cavity_temperature_sweep_parity_with_wit... M1-S7 \n", + "3 00160_cavity_temperature_sweep_parity_with_wit... M1-D1 \n", + "4 00161_cavity_temperature_sweep_parity_with_wit... M1-C \n", + "5 00162_cavity_temperature_sweep_parity_with_wit... M2 \n", + "\n", + " T \\\n", + "0 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "1 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "2 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "3 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "4 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "5 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "\n", + " E \\\n", + "0 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "1 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "2 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "3 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "4 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "5 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "4 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "5 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "\n", + " counts_list n_reps \\\n", + "0 [214, 202, 185, 177, 158, 147, 136, 127, 118, ... 19559 \n", + "1 [279, 270, 250, 233, 201, 190, 178, 172, 161, ... 19629 \n", + "2 [255, 239, 213, 203, 167, 157, 148, 138, 120, ... 19586 \n", + "3 [153, 150, 137, 123, 105, 101, 93, 89, 82, 79,... 19599 \n", + "4 [671, 659, 606, 575, 492, 485, 457, 449, 420, ... 19597 \n", + "5 [196, 183, 160, 152, 129, 123, 116, 113, 110, ... 19644 \n", + "\n", + " man_no_for_parity reset single_photon (7, 'filename') \\\n", + "0 1 True False 00022_ParityTempExperiment.h5 \n", + "1 1 True False 00022_ParityTempExperiment.h5 \n", + "2 1 True False 00022_ParityTempExperiment.h5 \n", + "3 1 True False 00022_ParityTempExperiment.h5 \n", + "4 1 True False 00022_ParityTempExperiment.h5 \n", + "5 1 True False 00022_ParityTempExperiment.h5 \n", + "\n", + " (7, 'file_name') \n", + "0 00022_ParityTempExperiment.h5 \n", + "1 00022_ParityTempExperiment.h5 \n", + "2 00022_ParityTempExperiment.h5 \n", + "3 00022_ParityTempExperiment.h5 \n", + "4 00022_ParityTempExperiment.h5 \n", + "5 00022_ParityTempExperiment.h5 " + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_modes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Computing Markov Analysis Traces for M1 with photon and without " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### With a single photon" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + } + ], + "source": [ + "file_name = df['file_name'][0]\n", + "temp_data, attrs = prev_data(expt_path, file_name)\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "if attrs['config']['expt']['active_reset']:\n", + " readouts_per_rep +=3\n", + "threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# full_meas_sequence = bb[1000]\n", + "def find_probs_for_sequence(full_meas_sequence, T = None, E = None):\n", + " '''\n", + " Given a measurement record, compute the probabilities of 0 or 1 photon initially for each subset of the record\n", + " '''\n", + " P0_list = []\n", + " P1_list = []\n", + " for ii in range (len(full_meas_sequence)):\n", + " meas_sequence = full_meas_sequence[0:ii + 1]\n", + " gamma_first_row, dicty = wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]}, T = T, E = E)\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " P0_list.append(P0)\n", + " P1_list.append(P1)\n", + " return P0_list, P1_list\n", + "\n", + "# P0_list, P1_list = find_probs_for_sequence(full_meas_sequence)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100000" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(bb)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 5000/5000 [08:16<00:00, 10.06it/s]\n" + ] + } + ], + "source": [ + "\n", + "\n", + "meas_sequences = bb[0:100000: 20]\n", + "\n", + "#fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 18))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in tqdm(meas_sequences):\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence, T=T, E=E)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "xlists = [P0_lists, P1_lists, meas_sequences]\n", + "#axs = [ax1, ax2, ax3]\n", + "titles = ['P0', 'P1', 'Measurement Record']\n", + "mins = [1e-20, 1e-5, 0 ]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_21940\\1888461897.py:9: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# only plot P(1)/P(0)\n", + "plt.rcParams.update({'font.size': 20})\n", + "fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "xlist = np.array(xlists[1])/np.array(xlists[0])\n", + "for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=1e-20, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"coolwarm\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " #ax.set_title(title) \n", + "ax.set_xlabel('Measurement number')\n", + "ax.set_ylabel('P(1)/P(0)')\n", + "fig.savefig('figures/_single_photon_P1_P0_ratio.pdf', dpi=300)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "0it [00:00, ?it/s]C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_21940\\729253365.py:9: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "3it [00:03, 1.22s/it]\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 18))\n", + "axs = [ax1, ax2, ax3]\n", + "\n", + "for xlist, ax, title, min_ in tqdm(zip(xlists, axs, titles, mins)):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8, 4))\n", + "plt.rcParams.update({'font.size': 20})\n", + "plt.plot(meas_sequences[500], '-o')\n", + "# set yticks to be ['g', 'e']\n", + "plt.yticks([0, 1], ['g', 'e'])\n", + "plt.xlabel('Measurement number')\n", + "plt.ylabel('Qubit State')\n", + "plt.savefig('figures/_single_photon_measurement_sequence.pdf', dpi=300)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "meas_sequences[900]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Without a single photon" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + } + ], + "source": [ + "file_name = df['file_name'][1]\n", + "temp_data, attrs = prev_data(expt_path, file_name)\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "if attrs['config']['expt']['active_reset']:\n", + " readouts_per_rep +=3\n", + "threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# full_meas_sequence = bb[1000]\n", + "def find_probs_for_sequence(full_meas_sequence, T = None, E = None):\n", + " '''\n", + " Given a measurement record, compute the probabilities of 0 or 1 photon initially for each subset of the record\n", + " '''\n", + " P0_list = []\n", + " P1_list = []\n", + " for ii in range (len(full_meas_sequence)):\n", + " meas_sequence = full_meas_sequence[0:ii + 1]\n", + " gamma_first_row, dicty = wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]}, T = T, E = E)\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " P0_list.append(P0)\n", + " P1_list.append(P1)\n", + " return P0_list, P1_list\n", + "\n", + "# P0_list, P1_list = find_probs_for_sequence(full_meas_sequence)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100000" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(bb)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 5000/5000 [08:17<00:00, 10.05it/s]\n" + ] + } + ], + "source": [ + "\n", + "\n", + "meas_sequences = bb[0:100000: 20]\n", + "\n", + "#fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 18))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in tqdm(meas_sequences):\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence, T=T, E=E)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "xlists = [P0_lists, P1_lists, meas_sequences]\n", + "#axs = [ax1, ax2, ax3]\n", + "titles = ['P0', 'P1', 'Measurement Record']\n", + "mins = [1e-20, 1e-5, 0 ]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_21940\\133127784.py:10: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# only plot P(1)/P(0)\n", + "# fig = plt.figure(figsize=(8, 4))\n", + "plt.rcParams.update({'font.size': 20})\n", + "fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n", + "xlist = np.array(xlists[1])/np.array(xlists[0])\n", + "for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=1e-20, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"coolwarm\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " #ax.set_title(title) \n", + "ax.set_xlabel('Measurement number')\n", + "ax.set_ylabel('P(1)/P(0)')\n", + "fig.savefig('figures/_no_photon_P1_P0_ratio.pdf', dpi=300)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "0it [00:00, ?it/s]C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_21940\\729253365.py:9: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "3it [00:03, 1.25s/it]\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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R2G/YsAFHjx7Fd999hwsXLqCurg7r16/HqlWr2n3O6dOnkZqaiuPHj6Ourg7R0dF455138MYbb1glJldK7AFA+Zdd+N3UEVg91vyiEGN3HEBezRM8em1RuxXhn5oa8GX1VdxulBLdfooH3BUDyky1eN9vAowveffYtAmIm9eA84U1aFRVKABG9PNCWHcPNKomXKh7hKLGKtTDhOmefRHs5tXmOA8aqnH4yV0kdguHAgV7n9xGtGdw8yw9Oa/6eiA7G3j0CEhIsG6CX1sLuLtr/yHYtN2gtlY+eMePt90SutybJhTdA+Km8pPe1m7elP2ws2frHQkRuTJVBb7/XiZcupJIknXduQMcOwbExwPdu3d9vHv3pH6RqgI+PjJh4dX212qyM3aR2EdERKCgoAAhISHw9fVFQUFBh4l9RkYGEhIS4OHhgeXLlyMgIABpaWnIy8vDJ598gvfff7/LMblaYp9zpwwxW48jd/lkDOrR+SR36eET2F5ShJrXFptVZK6ksRoPG5+2msGvrGlE0eN6FJU1oK7hh+rhAJ7Wqrj2vRHv/tgbbh31iesEVVWxp+o2ACChW/9Otacj52EyAV9+CaxY4dhXo+/dA86ckQ/e6GjZcqC16zdMuHcfmMHk3uZyc2UV08yZekdCRK7u+HGgZ09g4EC9I6EmqgocPCirE635OVFdLa93ba1MiMyYYb2xyfrsIrE/cOAAoqKiEB4ejn/4h3/Ae++9125i39DQgKFDh+LOnTs4fvw4YmJiAACVlZWYPHkyrl27hsuXLyPqh3VCa9aswSeffNLh+dv6a7laYg8Af77zKv7vjTyUvz0Hfu4vb7D86++v4/0rF1C37FWzK8c/rTNhz4VKeLkbmveyqwD8vAzoG+SO3gFGeHm0TB7y84GiIl4lpq578gTYswdYskTvSKzj2DGpuj9ihPbnupZrwoOHwPQpTO5t7do16QTBL1ZEpLdt22QVkZ+f3pHQ8x48ADIzgenTZXugNRUUSGHXadOsOy5Zjzl5qGbf4ubMmYPw8PBOHXvo0CHcvHkTb7zxRnNSDwB+fn744IMP0NDQgPXr1zff/+677yIvL6/DG4n/s3AoIj38EPKvh1HX2HHhr8w79/G3V8+jPDnRonZw23MqkDTGH/NH+SHhh9v8UX6YOtgXET08WiX1gLQYM5nkjYWoK3x9gQkTgMOH9Y7EOqZMkbZ6xcXan2tIlAE9QoCs410rDkjmGzJEOjFkZ+sdCRG5ukWLgB07ZKaY7EfPnsDSpVKfZccOmcWvrbXO2OHhstKRqZNzsIvpmYyMDADAvHmtW7Q13ZeZmdl8X2BgICIiIjq8dUVtbS0qKipa3BzZjT+dBiMM6P/bDJjaebfOL3uM2ceO4MTMufDxMb8lXObVKkyN8oXRzfwLAtOmyfJja71JkesKCwOCgmS/oDOYO1f239fUaH+uoYMN6B4MZJ9gcm9rw4cDgYGyNJKISC+KAiQlAdu36x0JtWXyZHl9Jk+WGfwdO+SisKmLH9tTpkgxxaauCeS47CKxz83NBYDmpfbPCwoKQkhISPMxligtLUVOTg6uXr0KALh8+TJycnJQWlra5vFr165FQEBA8y0sLKzN4xzJk3fm4GFjLeZt/q7VY0XVNYjadxD/NCwG43sGmj32rQe18HI3oE/Qy5f6t+eVV2QJGFFXjRkjFX/v3tU7Eut49VXg229tM4MybIgBQYHAsZNM7m0tOlr2Op48qXckROTK/PzkYuOJE3pHQu3x8QHmzZMkf+hQYPduSfLPn7f8u0JKCr+HOwO7SOzLy8sBAAEBbTd19vf3bz7GEunp6YiJicHixYsBAAsXLkRMTAzS09PbPP69995DeXl5862wsNDic9uT8j+eiYMPHuDXZ64333fnSQ0G7dyNZb364y9GDjJ7zKd1JuQUPMXEgRY23PxBU9uyHxZvEHVJfLzMflZX6x1J17m5AYmJQDtvV1Y3fKgBAf7Azr2NqKvjekxbGjlSqhQfOcKlsESkn0GDpBUel2fbv+7dgYULJckPCgJ27pQVF+YuNnZzkwJ9Bw5oEibZiEs0+F61alWHbfZe5OnpCU9bN5W2gW7dvLFtTixeOXAGE8KCEeHrg5g9BzDcOxB/mDneojHTz1Xg1di2L8iYq08fmWXNzWU/Veq6xYulpeKKFbZrH6eVgABg1ChZlm+LAjfRwwwYEK7i8FET6uuBYUMUDBxgF9eBLfaoVMWZc51biaCqz/7NNCXYimJest2Vf3OPSoCP/l7+PDyahayISB+fbwDGjmVbNEfi7i2fVWs/BeJmmP9ZlHsDyLsN9O9cmTSHN32yAT4+Dv4l8Tl2kdg3zdS3NyvfVA2Qum7RsJ5YcqEf4r86g/BwwNdgxJkkyxopd2VffXvGj5elQH36SDE0Iku5uQHJyTLT/corekfTdQMGAI8eAVeuAMOGaX8+Hx8FCfFuAIDLV03YsacRXl7AjCkGeHg4xodgba2KrBMm1NQAwUEK5s4ywNDF1pq2ZDJJd4SyMqBHD2DiRMe/SEVEjmPuLLlAviiR7z2OZuI42U4xf4F5z0uIlxn/SbEyqUCOxS6mYJr21re1j76srAwlJSVt7r8ny3yzbBR6u/mgMM+AwlcTLRoj72EdPI0K+gZbvq++PcnJ8qbCpajUVX5+wOjRwNGjekdiHbGxwO3b0vrGloYPNSBpvhumTjQgI0uS/Bu37HMfvqqqOH1WYjxyzITJ4yX2KRMdK6kHpFLxtGnynhgZKXsod+yQGhJERFozGGQr2M6dekdC5goKAkJDgUuXzH9uUhKwaxe/hzsiu0js4+LiAAD79u1r9VjTfU3HkHXc+bMZ2DdlFhLffoxT5xvMem5tvQnn8mswaZA2U+oGg1QDb+OfA5HZIiKk0Mzly3pHYh0JCVKLQo8uEt7eCubNdkPSfDfU1wM79jTiQEYjTCb9P/1v5Usyv2ufCf37KUia74a5s9ycZoldz56S4C9cCNy8ab1qyEREHQkIAAYPBk6f1jsSMteYMcCtW0BlpXnPUxRe0HFUdpHYx8fHIzIyEhs3bkROTk7z/ZWVlfjoo49gNBrN2iNPnTNzoju2/0sAPttSg3d/9aTTz0s/V4FFY/01jEyKgfTubdmVRqIXjRsH3LkD3L+vdyTW8eqrQFqavlfThw2RmfAJYw3Yvd922aWqqnhcruL7iybsO9SI3fsbsWNPI2pqgKT5bliY4IZePZ0jmW+LogCTJj2rhrxjh94REZGzGzxYWqHdvq13JGSuhQslQTf3+0JAgKwUO3tWm7hIG4qqavPVcN26dcjKygIAXLhwAWfPnsXUqVMxaJBUXk9JSUFKSkrz8YcPH0ZCQgI8PT2xYsUK+Pv7Iy0tDXl5efj444/xi1/8QoswO6Vpj395eTn8/bVNaPWyK6Me/7r5CX71jh9GDHZr97jMq1UY1NNTkyX4bca1S/prBgba5HTk5DZtkv32zlAIqKxM9l8vXKh3JMCFSyYYDFJ0zxrq6lQcO2Vqt6duYICC/v0U9OoJuFmxxocjunwZaGiQ4opERFpKSwMWLAC8vfWOhMxRUgKcOyerYc21f79saezZ0/pxUeeYk4dqltivWrUKX3zxRbuPp6am4sMPP2xx36lTp5Camorjx4+jrq4O0dHReOedd7By5UotQuw0V0jsAaCxUcUff1CF0BAD1v5l62X2eQ/rcO9xPSZH2a6qnaoCW7ZIct+nj81OS06qoUGKM4aHy351R3fzpuy3nzxZ70iA9F2NiI8zwNe3a4m2qqr4aosJryQ6V6VaLe3cCcyYwer5RKStxkYpSBsQIO85RrsowU2dceYM4O8vqy/M9dVXwNKlUpSYbM8uEntn4iqJfZMte+qwfns1fvM3fhgYLr/FtfUm7MipxJLx+pTIzMwEPDzsI4Ehx3fnDvDdd1JpfPJkx672e+qUJHS2qJTfEZNJxTfbTFi2uGuf/Dv2NGLaZAMCAxz4RbExVQU2bwZef13vSIjIFVRVAUeOSKI/frxsnST79+23wLx5UnfIHDU1soJ2yRJNwqKXYGJvZa6W2AOyFHbVmkoM6W9E6p/54OtTj7F4XIBVW9uZKz9fkrFFiwB32+wEICf34AFw/Lhs9ZhhQb9Xe3H8uFz4GjdO3ziK76m4flNF3FTLluRnnzChTygwINwuyr84lAcPgIsXgdmWdS8lIjKbqspM8L17bMnpCBobZRXssmXmPzcvT/bbz5oFBAdbPzZqHxN7K3PFxL7Jhm9r8YcDT/C7VD+E99A/m66rk2Vg48fLcmoiaygrk5Z4vr7AzJmOudzs4kVpgzZrlr5xZJ+QqvRh/cz7dnflmglPqoHYGCb1ljpxQmbOIiL0joSIXM39+7KCTFHkQrmLfV12GMXFwNWrln1XMJmktk9ZGdC/v+y9J+0xsbcyV07sAZkJ+tWvgP/v/9M7kmeys+XK44wZekdCzqSyUrZ9uLvLzKejrQwpKADOn5e2aHrOmnz9bSNeTTZ0urDd/Qcqzl80Yd5sB7yiYme++QZISeHeVyLSR2OjLNN//BiYM4e1P+zRiRNSDC8y0vIxCgqA77+X1YIzZwKenlYLj17AxN7KXD2xB2Q2MC0N+OUv9Y7kmbt3JcFftMg5qpyT/aipAfbtA6KjgR8aeTiM0lKpYrtkiX7J3dOnKvYcNCFl4csT9adPVWzfY8LSFCb11lBbK3shFy/WOxIicmUmk1xotGTZN2lvyxZpm9rVhPzpU5kQqauT7ixcTWt95uShXPNInTJiBDB1KvDb3+odyTN9+0o/7927gRs39I6GnIm3t7TF+/57SZQcSXCwxL5pE/DkiT4xeHkpGDZYwdnzHfe3V1UVW3eYsDiJH0XW4ukp79fffad3JETkygwGWVWZkaF3JNSWV16Rra1d5eUFJCTISsHHj4Ht26XuD+mD36ao0+LjJWnYvFnvSJ4xGmVmqqwMOHhQ72jI2SxaZJ0PPlvz8gJWrJCZ2/v39YlhSJQB9x+oeFze/qKw7btNSJxrgNHIakvWFBUlfYvLyvSOhIhcWe/esqWtsFDvSOhFRiMwaZLUF7KW0aMlwe/dGzh50nrjUucxsSezvP66JAr2dgV2/HiZpXLEJIzsl9EoVX6zs/WOxHwGg/SdPXtWvxUt8+cYsPegCW3t+Mo6bsKI4QoC2NZOE/PmAXv3StVqIiK9TJ0qe7obG/WOhF4UFgZ07y6z7CdPWu/zYsAAWTH48KF1xqPOY2JPZvvZzySxv3JF70ha6tULGDtW9kYTWUv//kBDA1BUpHckllmwQKrgnjtn+3MrioL4OAMOZLRckn/5qgleXkBkBD+CtKIoktzz/ZCI9JaUJMkj2Z/hw2WWPSIC2LlTtrdWVXV93NmzgUOHeHHZ1vitiizy4YfA738vyz3tSb9+UuXzyBG9IyFnEhcny9UcdcZh+nSZwdfj9yKku4LAAAU38yS5v/9AxZ0ilW3tbCA4GAgJAXJz9Y6EiFyZtzcwZIh0bSH71KuXXICZO1faFm7f3vXPjvnzgT17rBMfdQ6/WZHFfv1rqZJfV6d3JC0NGiRfaE+d0jsScibJycCOHXpHYbnRo6Xg5N69tj/3+LEG5FxQUVGhIjObbe1sadw44MIFxysCSUTOZdgw4M4doKJC70ioI0ajzLYnJ8tkxvbtwOHDlk1sBATIfvtr16wfJ7WNiT1ZzGgEPv4Y+Ou/lrYm9mTECJmh/P57vSMhZ+HjAwwerM+SdmsZOFCW3elxgWLRAgO+3ib97cm2kpOl6Cm/UBORnhITZak3OYahQ+XzIzZWJgXOnDF/jJgY4PJlaYtH2uM3LOqS4GDgz/4MSE3VO5LWYmOB8nIuQyXrGTZM9qs/fqx3JJYLC5Nik2lptt375u6u4I//m5EV8HXg7g688YZclNq+Xb5kERHZmqIAM2fK3mtyHH5+clGmqkq+A5nL0Vc8OhIm9tRlUVHSw/Kf/1nvSFqbPh0oKGCrFbKeBQtkz5gjF4Tp1QuYNUtmce1ttQ1pw81NakUkJwMeHpLgHzgA1NfrHRkRuZJevaQla0GB3pGQuWbOlHpD5n5vMBplso397bXHxJ6sYto0mQn8z//UO5LW5syRgi1su0HW4CzVxoOCgIULgU2bHLcoIFlm0CBJ8KdMkeQ+Pd2yWRgiIktMmSJ1kBoa9I6EzGXpdoqICKCmBnjwwOoh0XOY2JPVLFki//3DH/SNoy1JSUBmJlBZqXck5Ayaqo1fv653JF3TrRuweDHw1Vf2VwSTtOfjIytQkpOlqFV6unV7GRMRtYfLsx1Tt24ykWfJlq7Zs6UQHz9jtMPEnqzqj/5IrsB++aXekbS2ZIl8iLCAB1nDuHHApUuO/+/JywtYtgz4+mugulrvaEgPiiJ1FxYtAsLDga1b9Y6IiJydl5cUZ8vJ0TsSMteoUVK/qqbG/OeyBZ62mNiT1f33/y7JzqZNekfSkqIAS5cCW7Zw+RdZR3Ky7FV2dO7uwIoVMmPLyumurXdvaY14+rTekRCRsxs6FCgqkkLH5FiSkixbccEWeNpiYk+a+PGPZfZv82a9I2nJaJSZexYNI2swGoHJk2VpmaMzGIDXX5faAY8e6R0N6WngQKC0VG5ERFpasEA+d86e1TsSMoebGzBpEpCVZf5z2QJPO0zsSTM//rHsaf/mG70jacnLS5acfv019/lQ1/XrJ8uX09OlWqwj/5tSFLnwlZ3NYmqurqlApCP/eyYi+9e0mrJHD/kc3bOHCZ+jCAuTFbCWtsBzhhWP9kZRVX5sv0xFRQUCAgJQXl4Of39/vcNxOOvWAYGBwGuv6R1JS48fAwcPPiv6R9RVpaVy9drdXdrJeXnpHZHlvv1WWtsEBuocCOmmtBQ4c0aSfCIiW6itlWLHtbWyLah/f70jopfZtEkuzhjMnC4uKJCuVQsXygoAaps5eSgT+05gYt9169ZJey17S6JLSmR28pVX9I6EnEldnSzPr62Vpfo9eugdkflUVarlv/oq4OmpdzSkl9OnpQvEwIF6R0JEriYnB7h9G+jeXVrkKYreEVFbKiuBI0ckQTdXRYU812QCpk6V15paYmJvZUzsreP3v5cEZ/FivSNpqbhY9nZZ8oZE1BFVBY4flwtIQ4cCgwfrHZF56utly8qKFfxC5cq2bJHtS+7uekdCRK6opEQ+SxUFiI8HvL31johe9P33Undo+HDLnt/0fenRI1mlMXq0deNzZEzsrYyJvfX8279JNUx7myG/fRu4epVLTkk7V69K3/sxYxxraWFlpey1trfVNqoqF+Vu3pSVEar67Pay5z3v+QsWzz/GCxnP1NdLf/tp0/SOhIhcWWOjrLKcMUPvSKgtx45JK+CurvK7fx/Iy5OLySNHAh4e1omvLdOnAz4+2o1vDUzsrYyJvXX99rdA374yA2RPbt2S/T6zZukdCTmzb74BUlLkyrY9MZlk2eO9e/JzaalcgPPzkwT6+++BhATbx1VVJRdE7t9veb+iAKGhskTcy0t+fv5G1nXjhtQliY3VOxIicmV378r3tenT9Y6EXtTYKCu8li2zznhPnz6rtzB2rBQrdkVM7K2Mib31/du/Ab6+wI9+pHckLV27Bjx8yJkp0k5tLbBrl31sSbl7VxJ2VZWiN6NHS7IMPNtj/8orcjX72jVJ9idPtvx89fWSHDbdysulom4TRXk2a970327dZAtDz55M2PW2dy8wYYLUSyEi0suRI8CgQUCfPnpHQi8qLJRVsFOnWnfcEydkQsQVLy4zsbcyJvba2LYNuHgR+MUv9I6kpYsXZZZw0iS9IyFndf26LHEfN862562pkQ/Hmhr5uW9fWebWXiVbkwn48ktZhu/lJRXSvb2B6Gjzz33yJPDggXwRCwyUm78/9207ElUFNm+W2RheZCEiPW3eLN2WzK3ETto7cwYoKgImTgR69bLeuK56cZmJvZUxsdfOxYvAZ58Ba9fa1x6XnBxZUmTrxItcx5498qFnqw8oVQU2bpSVAub8rjU2ysz90qWyz+3wYVn+bk6dgL17gfBwKSBIju3RIyk2Oneu3pEQkSurqgIyMoCkJL0jobaoassL+uPGdf2CsKteXDYnD+V1LtLViBHAJ58AP/85kJurdzTPjBkjs5Xnz+sdCTmrhARJeG11afXAASAx0fwLaG5u8iG6ebMspZ81Czh3Digre/lzGxvleWPGMKl3Ft27AwEBsseViEgv3brJBeNLl/SOhNqiKLLyddEi2eK3Y4dMaDStGLR0zDlz5PsMtY2JPemuWzfgN7+R2cTdu/WO5pnx44EnT2T2nsjaFEVmPffv1/5cRUWyhN7S1QHu7jJjv3mzJOuLFslFidra9p9TVQVs2gQkJ1t3KR7pb8IEubhTX693JETkykaOlM4o1dV6R0Id6dtXvgvMng1kZQHbtwP5+ZaNxYvLHWNiT3bBYABSU6Ui9//7f3pH88yUKTJjuWeP7WZWyXV07y7J9s2b2p1DVeWDtKsFIT09Za/9pk0y5muvSfVbk6n1sXfuSIu85cvZb9hZJSdLnRS+LxKRnhYuBHbu1DsK6gwPD5nQSE4GKiokwb9yxfxxeHG5fS6R2H/44YdQFKXFLdYVyyo6gB//GBg+HHjvvbYTBj2MHCmz95s2dW0JEVFbxo+XLR91ddqMf+CALF2zBi8vqZK/aZNc8Fq0CNi6teUxFy9KccBXX2VRI2fm4QHExckX6t27ZXUTEZGtublJt5asLL0jIXOMGiUJ/p07UrvFXMnJsryfWnKZr12jR49GcXFx823v3r16h0TtmDkT+OlPgZ/9DCgp0Tsa0b27LEXeswfIy9M7GnI2ycly5draiookGQ8Ott6Yvr5SrGjzZvnzjBmS6D9+DBw9KhcoZs+23vnIfvXoIf8W5syRbgvbt0u/eyIiW+rXT7aJFRfrHQmZq2nPvLmrvzw8pE7Xd99pE5ejcpnE3mg0onfv3s237t276x0SdaBfP9l3/6tfSVVNa3r0CPi//1dmFc3h5iYVxYuKgGPHrBsTuTZ3dyAmxrr/1lVVEu3p0603ZhM/Pyn+t2ULEBIiF73++Z/lQtzYsdY/H9k3d3cgPl4uUNXWSoKfmSlftImIbCEuTj7z7GW1J3WOogDz5sn2PXNFRQEPH8rEAgnNEvsNGzZg9erViI2NhaenJxRFweeff97hc06fPo3ExEQEBQXB19cXEyZMwMaNG60Sz5UrVxAaGopBgwbhJz/5Ce7du2eVcUk7RiPw61/LUhtr7UE2maRY2U9/Cty+bVnxjqlTpcJnWhq/uJL1REbKnjNrrVI5eNB6S/DbEhgoFfK3bJHZ+7/4C7k48fXXXJbtyqKjJcEfM0ZWOG3fDpSW6h0VEbmCxERg1y69oyBzBQXJylhLVnzZusOQvdOsj31ERAQKCgoQEhICX19fFBQUYP369Vi1alWbx2dkZCAhIQEeHh5Yvnw5AgICkJaWhry8PHzyySd4//33LY5l9+7dqKqqwtChQ3Hnzh2kpqaiqqoK586dg6en50ufzz72+jKZJGn49a9lWXFXbNsmyY6vr/y8e7fs8+nb1/yxqquB9HQpBMIFIGQNqirL2l9/vWs9WouL5QNSi9n6F5WVye+Th4f8bDLJF6t+/SS5I9dmMskKp+pqmZUhItLS99/LxNDw4XpHQuZKS5PtXU3fJzqrpEQ6WGk5maEnu+hjv27dOuTn5+Phw4d46623Ojy2oaEBb775JhRFwZEjR/DZZ5/h008/xfnz5xEdHY3U1FTkPtfkfM2aNa2K4b14e96CBQuwdOlSjBw5EgsWLMCuXbtQUFCAHay64BAMBul1/957XRvn1Cl5o29K6gFgwQLZn/Pwofnj+fhIAnb6NHDhQtdiIwIkmZ8/X2Y6LaXlEvy2BAW1/BA2GOSD2dtbZvM7aolHzs9gkI4M/fpJkUgiIi2NGgXk5rIFniNKSrKs3lBIiGwRZA0sDRP7OXPmIDw8vFPHHjp0CDdv3sQbb7yBmJiY5vv9/PzwwQcfoKGhAevXr2++/91330VeXl6Ht46EhIQgMjLypceR/fD3B/74j4G1ay17/t278iYfFdX6sUWLZD+oJXt0mhIxk0mKfxB1VWCg9H2/ds2y5x88KPud9TZkiPxu7d4NXL6sdzSkt+HDgcJCoLJS70iIyNklJcmFZb7fOBYPD1npd/q0+c+dOFEm6ly9BZ5dFM/LyMgAAMxrY51e032ZmZnN9wUGBiIiIqLDW0fKy8uRn5/f7nG1tbWoqKhocSP9jRghXw7/8AfznldfD2RnS7X99ixZIrOklu4NHj1aLhocOWLZ84meN3astIDZu9e8Ge979+SD0V62hri7AykpUosiPZ01KVwd978SkS24uQFvvCGJ3vbtwNWrekdEnTVwoGzxs6Q2C1vg2Uli37TMPqqN6dSgoCCEhIS0WIpvrr/+67/G0aNHkZ+fj6ysLKSkpKBXr15ITExs8/i1a9ciICCg+RYWFmbxucm6XnlF9tIcP97552zbJslFRxQFWLZMjn361LLYwsNl+bGlM61Ez4uPlyq/hw9LUvyyep+qKheWZsywTXzmGDlSalF8+SWTe1dmMMi/zx+u5RMRacbNTSZ0kpPlvWf7duDQIaChQe/I6GXmzpVC1+ZWgfP0lAKuZ85oE5cjsIvEvry8HAAQEBDQ5uP+/v7Nx1iisLAQr7/+OgYPHowVK1agb9++OHjwIHx8fNo8/r333kN5eXnzrbCw0OJzk/X9xV8AW7e+PNEBJNGZOLFzhTgMBknuv/nG8qU848dL0TJWgSZr8PKSrR7JydLFIT0dOHeu7WMPH7bv/vHe3rIyZts2vSMhPYWGSmErfqwSka0MHiyfo+PHS1u17dstq61EtqEoz5J7cw0eLN/509NlEtDVquUb9Q7AFr766iuzjvf09OxUtXzSz9//vST4v/mNfElsy61bshTYnAUXRqMk95s3AytWSLJvrsRE4KuvpLd3e7ERmUNRgAkT5M9NCb63t8xGuLvLRS43NykgY8+8vWWbQXa2tI0k1zRtmrzH9ukj/26JiGzBz0++o6kqcOKE3Pr1k1atZF+Cg6U4782bsjzfHKNGye3BA7mI4+YmKyC7ddMmVntiFzP2TTP17c3KN5X5J2piNAIffAD84hdtP15TI60vJk82f2wPD2DxYvniacmVPkWR53/7rfnPJXqZ/v2lKN3UqVKwMT1dlhfGxekdWedERMjvyK1bekdCekpK4l5IItKHosj3w+RkuSCelqZ3RNSW8ePlu3xdnWXP79lTvi8lJEhnrPR04Pp1q4Zod+wisW/aW9/WPvqysjKUlJS0uf+eXFvv3vIL+3/+T+vHtm2T/fiW8vGRq7rffGNZcu/lJR8ahw9bHgNRR3x8pF1jcjLw2mt6R2OeKVPkw5rtiFyXjw8waJD0nCYi0ktYmFRiP3VK70ioLcnJlrXAe57RKFsVFy16Vsw3I8M5a/7YRWIf98NU0759+1o91nRfnKNMR5FNTZ0qy3We37e7f7/8And1iae/v4yzdStw8aL5z+/bV1qXWfJcos5SlM7VkLA3r7wiH66utv+NnomOlq0lVVV6R0JEriwyEigvBx490jsSepGHh3SeslZBvGHDJMEfO1a6YTnbBINdJPbx8fGIjIzExo0bkZOT03x/ZWUlPvroIxiNRqxatUq3+Mi+/ehHkjxfvCj9srt3l+U31tC9O/Dqq1Jp89tvzU/SY2KAu3dlnw8RPePmBsyZIy39yHWxBR4R2YM5c2R7Gy82259Bg4DKSiArCzCZrDOmvz+wcKGsHnMmiqpq80943bp1yMrKAgBcuHABZ8+exdSpUzFo0CAAQEpKClKe60F2+PBhJCQkwNPTEytWrIC/vz/S0tKQl5eHjz/+GL9obzO1DTTt8S8vL4e/v79ucVDH/uIvpCjT0qXanePGDUnuBw6UFl6dtWmTXCBwd9cuNiJH1LQUe9QofeMg/RQVAbm5jlMngoicU1mZLMlPSNA7EmrLo0fP2l1Pnw64Svk1c/JQzRL7VatW4Ysvvmj38dTUVHz44Yct7jt16hRSU1Nx/Phx1NXVITo6Gu+88w5WrlypRYidxsTeMTQ0SBuTbt207+V98yZw4YIs3+pMQlJXJzP+y5ZpGxeRI9qzB4iNtf+q/qSdo0eBAQOkQjURkV7OnJFtlD/MQ5IdamyUz4yKCiAqSpbXOzO7SOydCRN7x3L/vizXGTdOKnBrqSnBHzBA9gC9LK7z54F587SNicjRqKqsalm6lO3PXNmmTVIIkv8GiEhPaWnSucMR69e4mtxc4OpVwNdXJvWcsc00E3srY2LvmE6fliWe8+fLHnkt5eUBJ0/KcvuOPgguXJArjWPGaBsPkaOprpaZ+1df1TsS0suTJ8DBg1LYiIhIL/X1Utx1yRK9I6HOevIEOHJEVu9OnGi9Wlv2wJw81C6K5xFpYfx4Kcy0b58k3VoaMEA+AJ6vzt+WkSOB0lIpqEdEz/j4yAWvY8f0joT04usLDB8uX6jZBo+I9OLuLp9Hp0/rHQl1lq+vtABOSgKys6XYnitiYk9Ozd1demD26SM96YuKtD3XlCnSG7Mjs2fLEv5du+TKIhGJyEipeJufr3ckpJdBg2TG3s9Pehfv2yc1SoiIbGngQCmmV1qqdyRkDkUBUlKA3bv1jkQfXIrfCVyK7zyys+WNev587fbhnDoFBAe/vPBKTY20+urTB5gwQZtYiBzRli1SlbhbN70jIb3V1MjF0vp6KbDYp4/eERGRq1BVYPNmKXysKHpHQ+a4d0/23s+cqXckXcc99lbGxN651NTI7P3rr2tXGOXbb6VIXmf6Y96+Lcu9JkwAwsK0iYfIkTQ2Sj9hk0l6C7NNJKkqcPasrLrq2VPeL/lFm4i0VloqlfJZ+NjxZGcD/fs7/ndrJvZWxsTe+dTXS/KtVc97k0mu8r7+eue/fJ46BRQXy0yll5c2cRE5kpoaSfB9fYFZs5jIkbh/X94vQ0KAyZP1joaInN3p07ISc+BAvSMhc339tRTldeRuK0zsrYyJvXO6cwe4dUu7nvclJcB330mi3lkNDbKntKltBxMZIuDxY1mOHRoq1W6JACAnRy6CDh2qdyRE5Oy2bJH6H1xB5lhqaoD9+x272wqr4hN1Qr9+8gadl6fN+CEhQK9ewKVLnX+O0SiV/IcPlz6q165pExuRIwkMlGI4YWHA1q3SNpJozBjgyhXg6VO9IyEiZ5ecLB07yLF4e0vNK1fptMLEnlza5Mkyq67VF8MxY6TC9+PH5j2vRw9pn1dZCZw/r0FgRA6oTx9g8WKZpf32W1lxQ64tORnYsUPvKIjI2Xl4ANOmyfvNvn28oOhIhg+XelZVVXpHoj0m9uTyUlK0vQqbmChtNyzZ9BIbK/vuy8qsHxeRo4qKkt/bigpJ8LmhzHUZjcD48cDx43pHQkTOrlcv6ZMeFwccPSotOW/f1jsq6ozERGkz7eyY2JPLMxrlKuzL+s9bSlGAhQstn1VKSJC2eExeiFoaM0a+YO3fr3ckpKfwcKC6GnjwQO9IiMgVeHoCc+fKiqHSUknwjx3j9zR7ZjAA06dr913fXjCxJ4Is8fX2Bm7e1GZ8f3/Z43P2rPnPVRTXudJIZK6gIGl/dvWq3pGQnuLjgcOH+cWaiGxrzBhJ8AcPlgmcHTtkGyXZn9BQmcy7c0fvSLTDqvidwKr4riMtDViwQJJ8LezfD4weLYmIuS5dkv7eo0ZZP66uamyU7QImk/y5sfHZn9v6r6o++wL+4p+f/28TRXnWIaDpzy/+3NZYbf35xXE7+m9bMbUVL+kvM1N6m2v1u0v2r6pKKuVPm6Z3JETkqhobgXPnpMvRpEl6R0Nt2b8fmD1bWuCNGCErMOwZ291ZGRN719HYCHzzjfSf18pXXwFLl1rWU3PPHmn3FRRk/bg6q75eKlHfvSsJsKrK3yU4WP5rMLT/3+dvQPsJ+suS9bZ+ftk4z/+56bkv+29HiX9bFwFIPyYTsG2bFNcj1/X994CPj6yQIiLSy/XrQG0tMHKk3pHQi6qrgSNHgPnz5fu0vfe4Z2JvZUzsXcu9ezI7Hh+vzfg1NdKya9kyWRJkDlUFNm2SCw+2SCifPgUuXgQePnx2PqNRKoyGhjKpJfty755cdJo1S+9ISE9bt8rKKy8vvSMhIle2c6fs62bqYH/seRXsi5jYWxkTe9dz+jQQECB7prTw9CmwZYtU9vb1Ne+5FRVypTEpyfpxmUzSXq+4WH729JSrzZZsHSDSw8mT0i4yMlLvSEgvDQ3SLeG11/SOhIhcmaoCmzdruwqULLd9u0zi+fjoHUnHmNhbGRN717R1KzBvnvmJd2eZTJLcz5ghLVTMYc0rjcXFksybTDIDP2oU0Ldv18cl0suWLXLhy973zZF28vNlBQf3uBKRnriSzH41fe+199Wn5uShrIpP1I5XXpGreVoxGGSv/dmzwI0b5j03OhooKrKsv31dnRQa271bbvfuyQWMxERZvsqknhzdokVAerreUZCeIiKAJ09kGxERkV569wY8PNjv3h4ZDPaf1JuLiT1ROwwGWaKzZYvM/mhlwQJJrs+dM+95lva3T08HYmPlvAsWADExz4rZETkDd3cpMpmdrXckpKfZs4FDh9i9goj0NXUqcOKErLQk0hK/zhN1oEcPYMkSmRnftk27BH/aNEmujxzp/HMs6W9/5owk8lptLyCyF/37yzI7Z+5XSx1TFKl6vHev3pEQkatLTpYe90RaYmJP1AkxMbI0v6xMijJpkeCPHg3062feG7+/PxAeLi2eXqaqCrh/Hxg40PIYiRzJ9OnAsWNSTI1cU0CALIXdtUuW5hMR6cHbG4iKkppGRFphYk9khpgYqWSvVYIfGSlLiDdv7vySrREjpKf8y/bb794tS++JXMmiRdrWyiD7N2aM1BE5cUL+LZhb04SIyBqGDwcKC2WihUgLrIrfCayKT+05dw4oKJAvjhER1hu3ulqq8r/6qlzlfRlVlZl+f3+psv9iMZCTJ6XyvjVjJHIUN27Iha/x4/WOhOzB5cvAzZvyfjl9OmuMEJHtmEzAN98Ay5bpHQk5Cra7szIm9vQy587JF8VXX7Xel8TGRuDrr2WmKTi4c88pLQWOHpUvrHFxEktFhRQR42w9ubIDB2S2pE8fvSMhe1FeDmRlyRftqVM7/z5LRNQVxcXAtWvAzJl6R0KOgIm9lTGxp8548gQ4eFCW/lqLqsrM/bRpQM+enX9eebm0tPPxAR49kivDztbSg8hcWVny+zB2LBAWpnc0ZC9MJqnFUFoKDBokF4CIiLSUlSWrKPv10zsSsnfsY0+kA19fKUxnzcIoiiKrAE6elH30nRUQ8OwCw5MnwP79LCBGNG2aFMF8+FC6XFy9qndEZA8MBvm3sWiRXBTNy9M7IiJydtOmyQVFtsAja2JiT2RF0dHSXqu83LrjJicDFy6YV6yvrExmon7yE/kA2bNHCujV1Vk3NiJHM3asJPiKIgn+d9/pHRHZi8mT5d9Dfb3ekRCRs0tKAnbu1DsKciZcit8JXIpP5lBVYNMm4PXXrb/8/eBB6c8dFfXyY7/+GnjttZYxPH0K7NsHDB0KDB5s3diIHNWdO5LMBQVJMTVuW3FttbXSHm/xYr0jISJnl5srq8cGDwaGDNE7GrJH3GNvZUzsyVwlJVJQb+5c64995AgQEtLxPtCjR2VbQHuFwtLSgMREwMvL+vEROarSUtn36OcHzJqldzSkp+vXgcpKYNw4vSMhIldw7Zq873TrJt2N3Nz0jojsBffYE+ksJERm/3JzrT/2jBmy1L+9vfyPHsmMU0fVv9nbm6i14GD53RgyRIpPkusaPBh48AB4/FjvSIjIFQwZItsuY2Nl62R6ukwSEZnD6RP7iooK/Nmf/RnCwsLg4+OD+Ph4XGXFJLKB2FjZF//0qfXHnjxZ9oCeOdP6sUOHgPj4jp9vNAKTJsnsJBG11KePzJYUFuodCelp/nz5gs11jURkK35+wMKFkuTn5sokzLlzekdFjsLpE/s333wTWVlZ2LRpE3JycjB06FDMnTsXVVVVeodGLkDLmfHYWMDdHTh+/Nl9mZkyo9+ZPcJhYVJcz5xq+0SuYto0+d1ixWLXpShykfTQIb0jISJXoygyiZOcLKtA09OBEyf0jorsnVMn9jU1NUhLS8OvfvUrTJkyBYMHD8a//Mu/oK6uDl9++aXe4ZELMBqBiRO1mxkfPVpa2x05IstGVRXo1avzz58xA8jOZvJC1JbkZG5ZcXU9ekgrU3M6khARWVNYmEwUeXkBV67oHQ3ZM00S+w0bNmD16tWIjY2Fp6cnFEXB559/3uFzTp8+jcTERAQFBcHX1xcTJkzAxo0buxRHQ0MDGhsb4e3t3XyfwWCAh4cHsrOzuzQ2UWf17y+Js1Yz48OHA6GhUu1+5kzzn5+cDOzYYfWwiByetzcwbBhw9qzekZCeJk2SbU8NDXpHQkSubMwYKbJXU6N3JGSvNEns16xZg9///vcoKChAaGjoS4/PyMjAtGnTcPToUbz22mv40z/9U5SUlGDlypX4+7//e4vj8PPzw8SJE/F3f/d3ePDgAerr6/Hpp5/izp07KC4utnhcInPFxWk7Mx4VBfzoR5Y919tbirZwDxdRa0OGAPfvs4iaq0tK4gVQItIfJ2OoI5ok9uvWrUN+fj4ePnyIt956q8NjGxoa8Oabb0JRFBw5cgSfffYZPv30U5w/fx7R0dFITU1F7nOlxdesWQNFUTq8PW/Dhg2oqalBr1694O3tjX379mHBggUwGJx6FwLZIXt+Mx46FLh3j8kLUVvmzwf27mURNVfm5cXVG0SkPzc32eJ57JjekZA90iS7nTNnDsLDwzt17KFDh3Dz5k288cYbiImJab7fz88PH3zwARoaGrB+/frm+999913k5eV1eHveoEGDkJ2djYqKChQVFWHfvn0oLS3FgAEDrPOXJeoke58ZZwVoorYpCjBnDnDggN6RkJ6GDJELoOXlekdCRK6sf3/puHT/vt6RkL3Rfdo6IyMDADBv3rxWjzXdl/lcQ+HAwEBERER0eGuLn58fevbsiVu3buHMmTNYtGhRuzHV1taioqKixY3IGoYOlTfisjK9I2lNUYB584D9+/WOhMj+dO8OBAYCN27oHQnpacECuQBKRKSn2bOBjAxOxlBLuif2Tcvso6KiWj0WFBSEkJCQFkvxzbVnzx7s27cPt27dwo4dOzB37lwsXLgQ8+fPb/c5a9euRUBAQPMtLCzM4vMTvSghATh5Uqpt29vMT3CwJDDXr+sdCZH9GT8eOH8eqK3VOxLSi6IAs2axBR4R6W/BAmD3br2jIHuie2Jf/kNmExAQ0Obj/v7+zcdYoqysDKtXr8bQoUPx1ltvYenSpdi0aVOHz3nvvfdQXl7efCssLLT4/EQvUhRZ9r5woSzLT08H7Omf2LhxwKVLssyLiFpatIgt8Fxdz56ytYr77YlIT/7+0hXp6lW9IyF7YdQ7AK2tWLECK1asMOs5np6e8PT01CgiImEwPGtPd+6c3CIigFGj9IxKJCcDW7cCS5fqHQmRfXF3l4tfJ05IGzRyTZMnA3l5cpHHy0s6n3h46B0VEbmamBj5vhYRIe9F5Np0n7Fvmqlvb1a+oqKi3dl8ImcREyMzgX5+MoN/5AhgMukXj9EoScuRI/rFQGSvBgwAnjwBHjzQOxLS04ABchF02jRZmp+eDhQV6R0VEbma5GSuJCOhe2LftLe+rX30ZWVlKCkpaXP/PZEzGjBAEvyRI4GdO/VtsRUWBvTqJV9WT55kgRai58XHSzKn5wU4sg/e3rK9KjlZEvvt2/meSUS2YzRKDZjjx/WOhPSme2IfFxcHANi3b1+rx5ruazqGyFUEBcmXxAkTgDZ+NWxmyBC50BAeLl9W9+8H6uv1i4fInixcCHz5JXD3rt6RkD1QFCA2Vt67IyKAHTuAXbtkdQcRkZYiIoDqaq4kc3W6J/bx8fGIjIzExo0bkZOT03x/ZWUlPvroIxiNRqxatUq3+Ij0FBQkVeq70BjCKnr3lgR/6lRJ7u2xoj+Rrfn5AStXAsXFsrLl3Dm9IyJ70auXJPhz58rKK178ISKtNa0k42oh16WoqvVf/nXr1iErKwsAcOHCBZw9exZTp07FoEGDAAApKSlISUlpPv7w4cNISEiAp6cnVqxYAX9/f6SlpSEvLw8ff/wxfvGLX1g7RLM07fMvLy+Hv7+/rrGQa0pLk9lBe6npaDIBR49Kcj9qlFwpJnJ1t28DOTmAr68UUzM6fXla6qzNm4HXXpOiqUREWikvB44dk1Z45BzMyUM1SexXrVqFL774ot3HU1NT8eGHH7a479SpU0hNTcXx48dRV1eH6OhovPPOO1i5cqW1wzMbE3vSW0MDsG0bsGSJ3pG0dv48UFAAjB0L9OundzRE+quqAjIz5QLY9OlAYKDeEZHenjyRmbTkZL0jISJnd+4ccP8+MGuW/UwIkeV0T+ydDRN7sgf5+cC9e/bbYuvrr4HFizlLSdTk+ZUtw4cDPyxaIxd14YLM2EdH6x0JETm72lq5wFxbC4wZIwWRHZWqAmfOAKWlnT9eUTp37PTpgI+P5bHZAhN7K2NiT/bi0CFgxAigZ0+9I2nt6VNg925J7omopXPn5AuWvV6YI9tITwfmzLH/L5JE5DzOnQPu3AFCQuQzqLNJr96Ki4HvvntWmLRXL70j0gcTeytjYk/2ZNMmYNky+3xjvnZNlpyOHat3JET258ABYPRooEcPvSMhvTQ2Alu2yHs4EZEtPXwInDghK4dmzJACsPamrk5WutXUAKGh8n3SHr/v2hITeytjYk/2pKJC3vQWLtQ7krbt3g1Mnsx9xUQvUlW5MPf66/yi4sru3AHy8mQJKBGRrTU2AkeOSD2YIUOAwYP1jgi4eFHeFz08HGN5vC0xsbcyJvZkb86fB9zdZd+uvWHyQtQ+ViwmQPa+Dh4sM1JERHrJzpb3ochI252zsVGW2RcUAI8fSz2a6GjbxuBImNhbGRN7skfbtkmPZHu8qllSInu65s7VOxIi+3P2rLTEGzJE70hIT5s2AUuXsgUeEenrm2+AV16RCSNrePoUuHULuHtXkvgXGQxAnz5A//4A06qXY2JvZUzsyR7Z+17NU6ekUAuvwBK1tnWrzNp7eekdCemlqgrIyACSkvSOhIhcWW0tsHMn8OqrXR/r6VP5bjp9uiTv7JTUdebkobxOTOSg3NyAKVNkv709mjBBZu3r6/WOhMj+JCcDO3boHQXpqVs3mbG6fFnvSIjIlXl6AiNHSgX6rlBVuWi9fLm8tzGptz0m9kQOrF8/2ZtUVKR3JG1LTga2b9c7CiL7YzQC48cDx4/rHQnpadQoIDcXqK7WOxIicmVRUVI1//Fjy8fYvh1ITJSJJ9IHE3siBxcXJ7P2JpPekbTm4SFfXE+f1jsSIvsTHi4tfe7f1zsS0lNSkiyDJSLSU0ICsHevzLybKzsbGDECCAiwflzUeUzsiZxAUhLwhz8A9+7pHUlrgwYBZWXAo0d6R0Jkf2bPBg4ftuyLFDkHNzdg0iT5YkxEpBdFAeLjgYMHzXve1atSeI81lfTHxJ7ICfj6Aj/6EZCfL9Xyc3L0jqiluXOB/fuZvBC1JTER2LVL7yhIT2FhUo+kuFjvSIjIlYWEAH5+0lO+Mx4+lAr4EyZoGxd1DhN7IiehKDLr88orQGAgkJ4OHDgANDToHZnE1rTEi4ha8vcH+vYFrlzROxLS08yZwLVrUlTx5k29oyEiVzVxohTSe1nx47o6md1fsMA2cdHLsd1dJ7DdHTmqJ0+AzExJ7qdOBbp31zee776TK8GDB+sbB5E9+vZbuQDm7a13JKS3y5cluff3l7ZR7HVPRLZUWysryRYvbvtxVQU2bQKWLJFl+KQd9rG3Mib25OhUVfZvlpbKnvfhw/WLZf9++ZIaF8dWKETPa2wE0tKApUv1joTsxePH8t6tqnJxNihI74iIyFVcvw5UVQFjx7Z+bNcumdnXe8LIFTCxtzIm9uRMrl6VInszZ+oXQ1WVrCRobASmTQOCg/WLhcieFBbKl6n4eL0jIXtiMkmCX1YGDBggPaeJiLS2ezcwebJs8Wxy8qT8PGSIXlG5Fib2VsbEnpxNVpa02goL0zcOkwk4dsw+VhIQ2YuCAuD8eVmSP3MmlzlSS3l50kJ09mwpdEVEpBVVBTZvBl5/XX6+cUNatE6dqm9croSJvZUxsSdntHmz7I1yc9M7EpGbK6sJ/PxkT6m9xEWkl+pqWdlSXy+FMXv21DsishdNX7aXLZPipEREWnn4EPj+e2DcOODIEWDRIr0jci1M7K2MiT05o5oaYN8+qaJvTyoqgKNH5YtrXJwk+kSuTFVl6ePDh7LKZswYvSMie1BWBpw6JQUXiYi0dOKEdO34oz/ixURbY2JvZUzsyVlduSLtSkaP1juS1kymZzNSrAhNJG7flmX6Xl5cpk/AmTNAQAAQFaV3JEREpAVz8lB+XSZyYcOGAXfuAJWVekfSmsEALFwohVuISPTvDyQnS9HJAwckySfXFRsrS2Tr6vSOhIiI9MbEnsjFJSZK2xJ75OcnS48vX9Y7EiL74u0NLFgA3L0r21fIdS1aBOzYoXcURESkNyb2RC5OUWRJ76FDekfStlGjpLBeTY3ekRDZnwULgD179I6C9OTuLtupTp/WOxIiItITE3siQq9egKen7N+1R0lJnJEiakvThbnDh/WOhPQ0cKAU03v0SO9IiIhIL0zsiQiA9CQ9cQJoaNA7ktbc3KTdV3a23pEQ2Z+ePaWYXkGB3pGQnubOlboLLIlMROSamNgTUbPkZPudGQ8Lk37excV6R0JkfyZPlqXY9nhhjmxDUSS5379f70iIiEgPTOyJqJm3NzBkCJCTo3ckbZs5EzhyRFrhEVFL3LJCwcFAUBBw86bekRARka0xsSeiFoYNs+9K2/ZcxZ9IT15ewNCh9nthjmxj/Hj5N8AWeEREroWJPRG1Ys/JM1vgEbVv6FCgqMh+L8yRbdjztioiItIGE3siakVRgFmz7LeN1ujRwPXrQHW13pEQ2Z8FC4Ddu/WOgvTk4SGtQs+c0TsSIiKyFSb2RNSmXr2A6Ghg+3Zg3z77W9bJGSmitjVdmDt0SO9ISE+DBkn7u7IyvSMhIiJbcPjEPi0tDXPnzkVwcDAURUF+fn6rY37zm98gOjoa3bp1Q2BgIOLj43Hy5EnbB0vkYMLCJIGeMUP6ZKenyzJfe+DmJpXAs7L0joTI/rAFHgHAvHnyHrl/v3QVISIi5+Xwif2TJ08wffp0fPLJJ+0e079/f/zTP/0Tzp8/j2PHjmHgwIFISEjAo0ePbBgpkePy8gISEiTJLyqSWfwzZ/TvlxwWJu292AKPqLUpU4BTp9gCz5UpirxvT50KHDwoF2f5fklE5JwUVdX7q7l1XL16FcOGDUNeXh4iIiI6PLaiogIBAQHIyMhAXFzcS8duOr68vBz+/v5WipjIsRUXA999B7i7A3Fxkvzr5auvgPh4oEcP/WIgskdPn8p++8WL9Y6E7IGqykXZ4mKgd2+poK8oekdFRETtMScPtWjGfsOGDVi9ejViY2Ph6ekJRVHw+eefd/ic06dPIzExEUFBQfD19cWECROwceNGS07fJXV1dfj973+PoKAgjBw50ubnJ3IWoaHSN3vWLODoUZkZ1MvrrwM3bshKArb6InrGy0taWJ47p3ckZA8URZL5RYuA/v2lTsmuXcCTJ3pHRkREXWW05Elr1qxBQUEBQkJCEBoaioKXbOLLyMhAQkICPDw8sHz5cgQEBCAtLQ0rV65Efn4+3n//fYuCN8fRo0exYMEC1NTUoHfv3ti/fz+Cg4M1Py+Rs/PwAObOlUJdDx7I3l5bUxTZbw/InuL0dEloZs6U+Ihc2dChwMmT8nsREyNbWIh695Zl+vX1QGamJPezZ0tLUSIicjwWzdivW7cO+fn5ePjwId56660Oj21oaMCbb74JRVFw5MgRfPbZZ/j0009x/vx5REdHIzU1Fbm5uc3Hr1mzBoqidHizRGxsLHJycnDs2DEsWLAAy5YtQ0lJiUVjEVFrs2dLgT29N/eEh8ts1PTpcrGBe0qJgIkT5ffi4UP5nThxQv/fVbIP7u7AnDny72PXLr2jISIiS1mU2M+ZMwfh4eGdOvbQoUO4efMm3njjDcTExDTf7+fnhw8++AANDQ1Yv3598/3vvvsu8vLyOrxZwtvbG4MGDcLEiROxbt06GAyGFucloq6bPx/Ys8f2571zBzCZWt7n7S3xJCcDd+/aT8E/Ij2NHSsJXGQkl2FTS4oiq5wOH9Y7EiIisoRFS/HNkZGRAQCYN29eq8ea7svMzGy+LzAwEIGBgVqHBVVVUVtbq/l5iFxJQIAs77x2DRgyxDbnrK2Vdk5ubsDSpa0fVxQgNlb+XFwshfaWL2fBKHJtPXvKRa+GBlmGXV0NDB8ODByod2Skp169pF7J7duyB5+IiByH5u3umpbZR0VFtXosKCgIISEhLZbim6u0tBQ5OTm4evUqAODy5cvIyclBaWlp8zE///nPkZ2djYKCApw7dw5/8id/gjt37mDJkiVtjllbW4uKiooWNyLqnJgY4MoVqcZtC7t2AUuWSGX+3bs7PjY0VPo6Hzhgm9iI7J3RKB0lkpPld3b7duDmTb2jIj1NnSo1GRob9Y6EiIjMoXliX15eDgAICAho83F/f//mYyyRnp6OmJgYLP6hl8/ChQsRExOD9PT05mOKioqwfPlyDB48GImJibh//z6OHj2KYcOGtTnm2rVrERAQ0HwLY6UhIrMkJckyX61duCCFwdzdZQYyKgrIzu74Od27A4GBwK1b2sdH5EiioyXBv3gRqKnROxrSk63ew4mIyHo0T+y1tmrVKqiq2uq2atWq5mP+67/+C4WFhaitrUVxcTHS09Mxfvz4dsd87733UF5e3nwrLCy0wd+EyHkYjbL8/fhx7c5RWyvJ+fPX5wYNkr31Fy50/Nzx46X9V329dvEROSomdeTtLRdKz5/XOxIiIuoszRP7ppn69mblKyoq2p3N14unpyf8/f1b3IjIPBERMuv34IE24+/aBSQmtr5/7Fjg0SNpe9eR5GRZdkxELbm5SRX9Y8f0joT0NHw4UFgIVFbqHQkREXWG5ol90976tvbRl5WVoaSkpM3990Tk+LRqgXfhghTnc3dv+/GZM2Wmqays/TE8PIBRo6RSPhG11L8/UFcH3LundySkp8REtsAjInIUmif2cXFxAIB9+/a1eqzpvqZjiMj5WLsFXl2dFPcaPrzj45KTgb17Zcl+ewYNAkpKOr4AQOSqZs6UivlsEem6DAYpTPpDgyMiIrJjmif28fHxiIyMxMaNG5GTk9N8f2VlJT766CMYjcYW++GJyLk83wLPGnbuBBYufPlxigK89hqwZUvrHvfPS0gA9u1j8kLUlsTEl3ebIOfWu7esjmK5ISIi+6aoqvlfZ9etW4esrCwAwIULF3D27FlMnToVgwYNAgCkpKQgJSWl+fjDhw8jISEBnp6eWLFiBfz9/ZGWloa8vDx8/PHH+MUvfmGdv41GmuoAlJeXc789kYW2bgUWLAC8vCwf4+JFmUF62Wz986qqJHF/9dX2j3n0CDh7Fpg71/LYiJzV+fOydaWdRjLkIr7+Wt5H3dz0joSIyHWYk4dalNivWrUKX3zxRbuPp6am4sMPP2xx36lTp5Camorjx4+jrq4O0dHReOedd7By5UpzT29zTOyJuq6hAdi2TXrOW6KuTvZ6PnfNsNOKi2Vf/rx57R9z6hQQEgJERloWH5Ez27ZNfn+8vfWOhPRSXQ0cOAAsWqR3JERErkPzxN7VMLEnso78fCnGNWmS+c/dulWW4Ht4WHbua9dkL31H5/7mG+CVV9ovykfkqhobgbQ0YOlSvSMhPV2+LBdpR43SOxIiItdgTh7q8H3sichxRERIYr59O5CX1/nnXboEDB5seVIPSBV9Nzepgt/e5cxFi9gCj6gtbIFHgGyDun1btjgREZF9YWJPRDY1dqxUrK+qkiQ6K6vj4nZ1dUBuLhAd3fVzjx8PBAdLMbBdu6QVX3X1s8c9PICRI4Hvvuv6uYicTf/+0mXi/n29IyE9JSbKe/etW3pHQkREz+NS/E7gUnwi7ZSWyiygogDTpwMv/op9+618kezKbH17qquBkyeBmhr5efBgaYG3Z4/MTgYFWf+cRI5u0yZg2TL5nSXXdemSJPcBAcC0aVLYlIiIrIt77K2MiT2R9hobZfa+ogKIigKGDpUvjqoKjBih/flVFbh+Hbh5U/588iSQmsoK0EQvqqiQ39XERL0jIXvw+LH8ewCAqVN5QZSIyJqY2FsZE3si28rNBa5elRmgzvSs10JBAfDv/y7F9mbOBHx89ImDyB7l5EjryqFD9Y6E7IXJBGRnS6I/YIBtLsgSETk7JvZWxsSeyDWdOycV8u/dk+X60dFsh0fUZP9+2SIzfTqXYVNLt27JiisvL7kwyk4jRESWYWJvZUzsiVzX8232Ll6UL6xBQbLklMkMubrHj2WWVlUdfxn248fAiRMtawc0fUNq674X76fWnj4FTp0CZszQOxIiotamT7f/FZlM7K2MiT2R66qvlwrQr7767L6yMklmAPlQCAjQJzYie+Goy7BNJuD4cfmdDgwEJk9mXQ1ru30buHMHmDJF70iIiBwPE3srY2JP5Npyc6Vg2LhxLe83mZ4V/EtK0ic2InvTtAzbx0dmau1xGXZ+vqzAMRgkmXfklQaO4PBhYPhwoFcvvSMhInIsTOytjIk9Ee3aJS2d2noLKCqS5D8uzvZxEdmr6mrgyBFZ9TJ5MhASom88NTXP4gkPB0aO1DceV8M2iURE5mNib2VM7IlIVYGvv5Yvpm05elQK6/Xta9u4iOydqgLffAOkpNhu9l5VgQcPZBn4o0eSzPv4yMU5T0/bxEAtsU0iEZH5mNhbGRN7IgKA4mKZmW+vENSmTcBrr3GPLtGL6uqAHTta1qroqsJC4MYNoLa29WOKAvTsCfTvDwQHc5bYXrBNIhGReczJQ402iomIyOGFhgLXr0uCHxra+vGkJGDnTmDRItvHRmTPPDyAUaOAM2eA2Niuj/f99zIDPHmyJIrkGMaMkU4jERF83YiIrI3NmoiIzBAXJ8vu21rr5Osry/EvXLB9XET2btAgWRZfVta1ce7eBUpKZFk9k0PHk5wsqzeIiMi6mNgTEZkpIQHYs6ftx0aMAPLygCdPbBsTkSOYNw/Yt6/tC2OdUV0tveZnz7ZuXGQ7RiMwfry0GSQiIuthYk9EZKaAANm/e+NG248nJUkVfSJqSVGAOXOAgwfNf66qAtu2SRE+cmzh4XKR5sEDvSMhInIeTOyJiCwwbhxw/rxU236RwQBMnSqttYiope7dpW3krVvmPW/7drloxuKUziE+Xvrbs4QzEZF1MLEnIrJQUlL7e0X79JH/3r1ru3iIHMWECcC5c21fGGvL0aNSfM/PT9u4yLbmz29/WxMREZmHiT0RkYU8PYFhw6SFU1tmzACyswGTyaZhETmEji6MPe/KFelBHxGheUhkYwEBQO/ewLVrekdCROT4mNgTEXXB0KFAY6MkKMeOtU7iFy6UFnhE1JKnpxSb/O679o958ED61Y8bZ7u4yLZiYoDLl4HaWr0jISJybEzsiYi6aNw4mX0cMgTYvVv2AhcUyGO+vsCAAcDFi/rGSGSPoqKAhw+Bx49bP1ZbC2RkSCV9cm7JycCWLZ3fmkFERK0pqsqyJS9TUVGBgIAAlJeXw9/fX+9wiMgBfP+9JPceHrIkf/9+KRbl66t3ZET2RVWBzZuBZcukan7TfZs2Aa+9Ju3RyPlVVwOZmUBDAxAbC4SG6h0REZH+zMlDmdh3AhN7IrJUba0U/nryRPYK//znz5IXIhIlJVKrYs4c+XnnTmDKFCAoSNewSAeqCpw5A9y7B/TqJT3v+Z5JRK7KnDyU18GJiDTk6fksWenbF1izBnjjDSA6Wt+4iOxJSIhUvM/LA+7fl20tTOpdk6JIMg8AxcVSv8RoBOLipIgiERG1jTP2ncAZeyKylosXpRhYQ4N8SZ0xA3B31zsqIvvw9ddAWBgwaZLekZA9qa+XZfrV1VJwMTJS74iIiGyDS/GtjIk9EVnTtm3A3Lmy5PTIEUnyJ0yQZadERNS+ixdlZUdyst6REBFpj4m9lTGxJyJramyUCtDLlsnPqgqcOiWtvfr0AcaO5Z5SIqL2XL8OVFRIkT0iImdmTh7KdndERDbm5iZLjY8dk58VBZg4UWageveWPaVHjugbIxGRvRo8uP02iUREroqJPRGRDvr3B54+lVn65/XtKwl+WBhw8qQ+sRER2bv584E9e2TFExERMbEnItLN7NnAoUNtfzEdMACorJQ2YNZSVASYTNYbj4hIL4oiHUcOHNA7EiIi++DwiX1aWhrmzp2L4OBgKIqC/Pz8VsdERERAUZRWt1//+te2D5iI6DlNs05tiY8HDh60zozU/fuyj//LL2WPPxGRo3u+TSIRkatz+MT+yZMnmD59Oj755JN2jzl9+jSKi4ubbxs3bgQAvPrqq7YKk4ioTYGBQI8eQG5u68cUBUhIAPbu7do5amulVVRKCrBkCfDVV0BdXdfGJCKyB5MmAWfOSEs8IiJXZtQ7gK76b//tvwEArl692u4xPXr0aPHzjh07MGPGDAwcOFDT2IiIOiM2FkhLA8LDAQ+Plo89n/hHRZk/tqrK2EuXys9eXlKNf/Nm4NVXAW/vLodPRKSrRYuk6OjixXpHQkSkH4tm7Dds2IDVq1cjNjYWnp6eUBQFn3/+eYfPOX36NBITExEUFARfX19MmDCheebclsrLy7F161b8+Mc/tvm5iYjak5QkX0zbMm4ccOGCzLyba+dOWe5vfO4yrrs7sHw5sHUrUFVlWbxERPbC0xOIjgbOntU7EiIi/ViU2K9Zswa///3vUVBQgNDQ0Jcen5GRgWnTpuHo0aN47bXX8Kd/+qcoKSnBypUr8fd///eWhGCxL7/8Em5ubljaNH1FRGQHPDyAkSNlSWlbkpPbT/zbc/w4MHQoEBTU+jE3N0nud+5kyygicnyDB0stEb6fEZGrsiixX7duHfLz8/Hw4UO89dZbHR7b0NCAN998E4qi4MiRI/jss8/w6aef4vz584iOjkZqaipyn9tcumbNmjYL3T1/64r/+I//wLJly+Dr69ulcYiIrC0qSnozl5e3fszdHYiJ6XwLvOvXAYMBGDSo/WMMBlmWf+CAnJeIyJHNn9/1miRERI7KosR+zpw5CA8P79Sxhw4dws2bN/HGG28gJiam+X4/Pz988MEHaGhowPr165vvf/fdd5GXl9fhzVKXLl3C6dOnuQyfiOxWR1XyIyOBigrg0aOOx3j0CLhxA5g48eXnUxTgtddkdr+oyPx4iYjshaJIG9GDB/WOhIjI9jQvnpeRkQEAmDdvXqvHmu7LzMxsvi8wMBCBgYGaxPIf//EfiIqKwrRp0zQZn4ioqxQFmDlT+tvPnt368TlzpPDdsmVy7Ivq64H9+4HXXzfvvIsWAbt2SbX8iAhLIici0l+PHoCvL5Cfz/cyInItmre7a1pmH9VGOeegoCCEhIS0WIpvrtLSUuTk5DRXxb98+TJycnJQWlra4riGhgZs2LChU7P1tbW1qKioaHEjIrKVXr2A0FBg+3YgOxswmZ49pijAvHntLzdNS5Nq95bsWkpMlJn+Gzcsi5uIyB40tcBraNA7EiIi29E8sS//YbNoQEBAm4/7+/s3H2OJ9PR0xMTEYPEPPU4WLlyImJgYpKentzhu586dKCkpwR/90R+9dMy1a9ciICCg+RYWFmZxfERElhg2TArmDRsG7N4thfNKSuSxoCAgJERa4D1vzx6Z5X+xZZ455swB7t6VKvxERI6qo04jRETOyOH72K9atQqrVq166XGvvPIKGhsbOzXme++9h7/8y79s/rmiooLJPRHpIjgYWLhQ+tEfPy63nj2BCROkXV14uCTyp0/LstMePbp+zrg44PJlGX/WLECj3VFERJrx8pJWodu3y3vY1KlSMNSVqaqsYmhslP8+/2dV7fwYRM6iR4+W7YAdneZ/laaZ+vZm5SsqKtqdzdeLp6cnPD099Q6DiKiZogBTpsif79+XNnVubsBXXwHTpsne+KFDrXe+4cNltcChQ/Klb+5cfikmIscSFia3sjKpIQLI+6UjXqx88gQ4elQScTc3ue9lW65UteUxiiLPNRrl1vRnNzfz3t+72KCKyG4EBzOxN0vT3vrc3FyMGzeuxWNlZWUoKSnBlKZvq0RE9FK9eskyU5MJ+Ppr4MsvgV/8wvrnURQgPh6orAS2bZOq/KNHW/88RERaCgp69p6ZnS297gcMAEaM0DuyjqmqrMa6f18KAsbHS+tTIqK2aD7/EhcXBwDYt29fq8ea7ms6hoiIOs9gkOr3CxZI33qt+PkBixfLF8stW4AHD7Q7FxGRVgwGYPp0qV/i7S3L9A8ckG4i9qS4WGLbuRPo31/inT2bST0RdUzzxD4+Ph6RkZHYuHEjcnJymu+vrKzERx99BKPR2Kk98kRE1LaxY4FLl4DaWm3PM2iQVNy/dk2+cLLiNBE5qoEDJWGeMkWS++c6L+uirg44eFAS+rt3ZYVBUhLQu7e+cRGR41BU1fwyGOvWrUNWVhYA4MKFCzh79iymTp2KQYMGAQBSUlKQkpLSfPzhw4eRkJAAT09PrFixAv7+/khLS0NeXh4+/vhj/EKLNaRW1FQHoLy8HP7+/nqHQ0TUSn09kJ4OLFlim/M9fSot90JDpZAfEZEju3hR/qvl8nyTSZbVFxTIdoDnKYrs//f11e78ROR4zMlDLUrsV61ahS+++KLdx1NTU/Hhhx+2uO/UqVNITU3F8ePHUVdXh+joaLzzzjtYuXKluae3OSb2ROQIbt2Slni2TLTz8uS88fG2OycRkRbS0+W9zFrJ9b59ksw3URSZgQ8PBwICWISOiF5O88Te1TCxJyJHsX+/LM3v3t125/z+eynyxMJ6ROTITCbgm2+AZcu6PtaePUBMjBQ7JSKylDl5KJsXERE5kTlzZL+oLS/ZjhoFlJYCd+7Y7pxERNZmMEi/+yNHujbOmTNS9I5JPRHZEhN7IiInoijSc37/ftued9Ys4ORJoLratuclIrKmvn3lwmhRkWXPz8sDamqA4cOtGxcR0cswsScicjLBwdK3+eZN25538WLg229tu1qAiMja4uKAo0db7o/vjIoK4Px5aalHRGRrTOyJiJzQ+PFATo5t+zMbDNI+ats2252TiEgLCxdKW8/OamwEduwAXnlFu5iIiDrCxJ6IyEklJ0tPZFvy8wPGjOn6HlUiIj116wZERACXLnXu+K1bZdUSK90TkV6Y2BMROSkPD+nJ/N13tj1vRIS0i7p82bbnJSKyppEjgRs3Xl475OBBYPJkwNvbNnEREbWFiT0RkRMbPBh48AB4/Ni25x03DigslHMTETmqpCRZYt+e8+eBHj2k6B4RkZ6Y2BMRObn584G9e21/3oQE4PBhoLbW9ucmIrIGNzdgyhQppveiO3ek1eeoUbaPi4joRUzsiYicnKIAs2fLclFbW7IESEtjpXwiclz9+kmF/OLiZ/c9eSItPmfN0i8uIqLnMbEnInIBPXoAPXtKMb0bN2x3XqNRZu537bLdOYmIrO35FniqKt0/Fi/WOyoiomcUVeU8ystUVFQgICAA5eXl8Pf31zscIqIuuXxZetx36wbMmCFLTbWWmwuUlEiBKSIiR1RVBWRkAA0NQHy8dAEhItKSOXmo0UYxERGRnRg+XG6VlbL3vrERmDhRZvS1EhUlS1dPnAAmTdLuPEREWunWDRg4EPDxYVJPRPaHM/adwBl7InJmqip7RR8+BHr3BmJjtevFfPGiVOifNk2b8YmIiIichTl5KPfYExG5OEWRWfTkZCkStXMncOaMNucaMUJWBhw6pM34RERERK6IiT0RETULDZW+zfX1QEGBNucYPBiIiAD27dNmfCIiIiJXw8SeiIhamTwZOH1aikRpITJS9vnv2KHN+ERERESuhIk9ERG1KSlJ28S7Xz/Zz791K/vcExEREXUFE3siImqTlxcwdCiQk6PdOXr3lpZ7X3/N5J6IiIjIUkzsiYioXUOHAkVFQEWFdufo3h2YPx/46ivAZNLuPERERETOiok9ERF1aMECYM8ebc/h7w8sWgR8+aV2+/qJiIiInBUTeyIi6pCiAHFxwOHD2p7H1xd47TWZua+t1fZcRERERM6EiT0REb1Ur16Ahwdw+7a25/H0BF5/HUhLAx4/1vZcRERERM6CiT0REXXK1KnAyZNAY6O253F3B5YvBzIygMJCbc9FRERE5AyY2BMRUadp3QKviaIAKSnA9evA5cvan4+IiIjIkTGxJyKiTvP2BqKigPPnbXO++HigqkpWChARERFR25jYExGRWYYPl732VVW2Od+ECUBAAHDggG3OR0RERORomNgTEZHZFi4Edu2y3fmGDgWGDZOieqpqu/MSEREROQIm9kREZDaDAZg+HcjMtN05+/YF5syRXvd1dbY7LxEREZG9Y2JPREQWCQ0FvLyAPXuAmhrbnNPfH1i6FNiyBSgvt805iYiIiOydUe8AiIjIcU2cKLPnmZnA06fAyJFARIS252xqh/ftt8D48UC/ftqej4iIiMjeccaeiIi6xMMDmDsXSE4GKiqA7duBo0cBk0m7cyoKsHgx8P33wL172p2HiIiIyBE4fGK/du1axMbGws/PD7169cKyZcuQn5/f4pi0tDTMnTsXwcHBUBSl1eNERGQdo0ZJgj9ihBTX27EDKCvT7nyJicCRI7bbCkBERERkjxw+sc/MzMTPfvYznDx5Env27MHjx4+xYMECNDQ0NB/z5MkTTJ8+HZ988omOkRIRuY6gICApSRLvixdlFv/aNW3OtWQJsHWrtisEiIiIiOyZoqrO1TiosLAQ/fv3x/nz5zFq1KgWj129ehXDhg1DXl4eIszYBFpRUYGAgACUl5fD39/fyhETEbmGjAxgyBApumdtVVXAvn3Aq69af2wiIiIiPZiTh1o0Y79hwwasXr0asbGx8PT0hKIo+Pzzzzt8zunTp5GYmIigoCD4+vpiwoQJ2LhxoyWn71D5D2WSg4ODrT42ERFZbuZMWTavxcx6t25SSO/QIeuPTURERGTvLKqKv2bNGhQUFCAkJAShoaEoKCjo8PiMjAwkJCTAw8MDy5cvR0BAANLS0rBy5Urk5+fj/ffftyj4F5lMJvzVX/0VEhMT0Y9lkomI7M7ChbL3PinJ+mOHhQGPHwPnzgExMdYfn4iIiMheWTRjv27dOuTn5+Phw4d46623Ojy2oaEBb775JhRFwZEjR/DZZ5/h008/xfnz5xEdHY3U1FTk5uY2H79mzRooitLhrS2qqmL16tXIy8t76eoBIiLSR7duQP/+wOXL2ow/cqRU5meNVCIiInIlFiX2c+bMQXh4eKeOPXToEG7evIk33ngDMc9Nofj5+eGDDz5AQ0MD1q9f33z/u+++i7y8vA5vL1JVFW+//TYOHDiAgwcPokePHpb8tYiIyAZGjQJyc7WrZB8XB+TkAD/szCIiIiJyehYtxTdHRkYGAGDevHmtHmu6LzMzs/m+wMBABAYGdnp8VVXx05/+FDt37kRmZibCwsK6FC8A1NbWora2tvnnioqKLo9JRETPJCUBaWnA0qXajP/KK8CXXwLLlgFGzT/piIiIiPSlebu7pmX2UVFRrR4LCgpCSEhIi6X45nr77bfx5ZdfYuPGjfD29sa9e/dw79491NXVNR9TWlqKnJwcXL16FQBw+fJl5OTkoLS0tM0x165di4CAgOabNS4WEBHRM25uwKRJQHa2NuMrirTB27JFm/GJiIiI7InmiX1TlfqAgIA2H/f3928+xhK/+93v8PjxY0yfPh2hoaHNt2PHjjUfk56ejpiYGCxevBgAsHDhQsTExCA9Pb3NMd977z2Ul5c33woLCy2Oj4iI2hYWBtTVAffuaTO+pycQHw/s3q3N+ERERET2wuEXKKqq+tJjVq1ahVWrVnV6TE9PT3h6enYhKiIi6oxZs4BNm2TJfDu1UbskJAQYOBA4fhyYPNn64xMRERHZA81n7Jtm6tubla+oqGh3Np+IiJxfYqK2s+qDBwMGg7TBIyIiInJGmif2TXvr29pHX1ZWhpKSkjb33xMRkWvw8wP69gV+KIOiiYkTAS8v2XNfXa3deYiIiIj0oHliHxcXBwDYt29fq8ea7ms6hoiIXNPo0ZLYa9UCDwCGDQNSUoBDh4BTp7Q7DxEREZGtaZ7Yx8fHIzIyEhs3bkROTk7z/ZWVlfjoo49gNBrN2v9ORETOKTkZ2LlT23O4uUmrvV69gK+/BsrKtD0fERERkS1YVDxv3bp1yMrKAgBcuHCh+b6mnvUpKSlISUmRExiNWLduHRISEjB9+nSsWLEC/v7+SEtLQ15eHj7++GMMHjy4638TIiJyaG5uwPjxtil0Fx4O9O8PHDwofe7j4rQp3kdERERkC4rambLyL1i1ahW++OKLdh9PTU3Fhx9+2OK+U6dOITU1FcePH0ddXR2io6PxzjvvYOXKlWYHbWtNBf7Ky8vh7++vdzhERE7t8GGgRw9gxAjbnO/BAyAzE5g6FejTxzbnJCIiInoZc/JQixJ7V8PEnojItm7eBC5fBry9ZTbd3V37c2ZnA5WVwLx5UkWfiIiISE/m5KEO38eeiIicz8CBcquuluXy9fWyTL93b+3OOXWqJPZffSVF9nx8tDsXERERkTVxToKIiOyWjw8wf74UvCssBLZvl4r2Wq018/MDli8H0tO1OwcRERGRtXHGnoiI7J6iyIw9ABQXAzt2PCt6Z+2ZdYMBiI8H9u+XZflERERE9o4z9kRE5FBCQ6U13pw5MoP/6JH1z9GjB9Czp+zzJyIiIrJ3TOyJiMghubsDy5bJzLoWy+bHjAHy8oDycuuPTURERGRNTOyJiMhhKYosl9+/X5vxExOB3bu5356IiIjsGxN7IiJyaMHBQFCQtMizNkUBFiwAdu60/thERERE1sLEnoiIHN748UBODlBXZ/2xAwKAyEjg3Dnrj01ERERkDUzsiYjIKSQnS7V8LQwfDpSUAA8fajM+ERERUVcwsSciIqfg4QGMGgWcOaPN+HPnAgcPAo2N2oxPREREZCkm9kRE5DQGDZL2d2Vl2oy/aJG02CMiIiKyJ0zsiYjIqcybB+zbp00lex8fYORI4ORJ649NREREZCkm9kRE5FQUBZgzBzhwQJvxBw4EamuBO3e0GZ+IiIjIXEzsiYjI6XTvLtXsb93SZvwZM4ATJ4D6em3GJyIiIjIHE3siInJKEyYAZ89ql3wvWgR8+y1w7Zo24xMRERF1FhN7IiJyWlq2wPPwAJYuBUwmSfC1Wh1ARERE9DJM7ImIyGl5egIjRgDffafdOYYNA1JSgKoqYNs2oLBQu3MRERERtYWJPRERObWoKODhQ+1a4DUZNQp45RXgwQNJ8IuLtT0fERERURNFVbVoCORcKioqEBAQgPLycvj7++sdDhERmUlVgUOHgOpqIDoaiIzU/pwnT0pyP20aEBKi/fmIiIjIuZiThxptFBMREZFuFAWIj5c/X7wIbN8uVfOnTQMMGq1dmzhRLihkZwOPHgGJiYC7uzbnIiIiItfGxJ6IiFzKiBFye/wY2L1bku+pU4GgIOufS1Hk4kFtrVxMePVV65+DiIiIiIk9ERG5pMBAYOFCqWqfnS178CMjJem3Nk9PYPRo4NQpacNHREREZE0snkdERC7NYACmT5e+9D4+wMaNQGWl9c8zcKCM++CB9ccmIiIi18bEnoiI6AeRkcDy5cCuXdqMHx8PHD4sqwSIiIiIrIWJPRER0XMMBmDGDEnAtbBwIbBzpzZjExERkWtiYk9ERPSC0FDAaAQKC60/drdusjLg+++tPzYRERG5Jib2REREbZg+HTh+HGhstP7Y0dFy0aCiwvpjExERkethYk9ERNSOpCRgxw5txk5MlL38qqrN+EREROQ6mNgTERG1w8cHGDRIm2XzigLMmQPs32/9sYmIiMi1MLEnIiLqQHQ0UFAAVFVZf+yQECA4GLh+3fpjExERketw+MR+7dq1iI2NhZ+fH3r16oVly5YhPz+/xTEffvghFEVpcYuNjdUnYCIicjhaVrKPjQUuXQKePtVmfCIiInJ+Dp/YZ2Zm4mc/+xlOnjyJPXv24PHjx1iwYAEaGhpaHDd69GgUFxc33/bu3atTxERE5GgMBimml5mpzfjJyUB6ujZjExERkfMz6h1AV+3Zs6fFz//+7/+O/v374/Llyxg1alTz/UajEb1797Z1eERE5CT69AFu3ADu3gX69rXu2EYjMGUKcPSoXEAgIiIiModFM/YbNmzA6tWrERsbC09PTyiKgs8//7zD55w+fRqJiYkICgqCr68vJkyYgI0bN1py+g6Vl5cDAIKDg1vcf+XKFYSGhmLQoEH4yU9+gnv37ln93ERE5NxmzACysgCTyfpj9+snBfUKC60/NhERETk3RVXNb7QTERGBgoIChISEwNfXFwUFBVi/fj1WrVrV5vEZGRlISEiAh4cHli9fjoCAAKSlpSEvLw+ffPIJ3n///a7+PQAAJpMJCxYsgNFoxM7nNkPu3r0bVVVVGDp0KO7cuYPU1FRUVVXh3Llz8PT0fOm4FRUVCAgIQHl5Ofz9/a0SKxEROaYnT4CDB4FFi7QZ/8ABoK4OmDUL8PbW5hxERERk/8zJQy1K7A8cOICoqCiEh4fjH/7hH/Dee++1m9g3NDQ0J9THjx9HTEwMAKCyshKTJ0/GtWvXcPnyZURFRQEA1qxZg08++aTD87cVsqqq+B//438gMzMT2dnZ6NGjR7vPLykpQXh4OP7zP/8TS5Yseenfl4k9ERE97+JF+e+IEdqMX18PHD4sBfWmTgW6d9fmPERERGS/zMlDLVqKP2fOHISHh3fq2EOHDuHmzZt44403mpN6APDz88MHH3yAhoYGrF+/vvn+d999F3l5eR3eXqSqKt5++20cOHAABw8e7DCpB4CQkBBERka2ORYREdHLjBgB3Lols/dacHcH5s2TonpXrkhhvRcavhARERE107x4XkZGBgBg3rx5rR5rui/zuTLDgYGBCAwM7PT4qqripz/9KXbu3InMzEyEhYW99Dnl5eXIz89HREREm4/X1taitra2+eeKiopOx0NERK4hKQnYtg3o1g2YOVOScWtTFGDaNPnz+fOS4EdEAM/VhiUiIiLSvt1dbm4uADQvtX9eUFAQQkJCmo+xxNtvv40vv/wSGzduhLe3N+7du4d79+6hrq6u+Zi//uu/xtGjR5Gfn4+srCykpKSgV69eSExMbHPMtWvXIiAgoPnWmYsFRETkWgwGYPFiWSp/4IAk3cXF2p1v9GjZ1+/nJ+fKygLM30xHREREzkjzxL6pSn1AQECbj/v7+zcfY4nf/e53ePz4MaZPn47Q0NDm27Fjx5qPKSwsxOuvv47BgwdjxYoV6Nu3Lw4ePAgfH582x3zvvfdQXl7efCtkiWIiImqHjw+wYIEsmy8slKT71Cntku4BAyTBHzoU2LFDm3MQERGRY3H4Pvadqf331VdfmTWmp6dnp6rlExERNVEUYMIE+XNxsSTdRiMQFyfJv7WFhEiSf/GidkX8iIiIyDFoPmPfNFPf3qx8U6U/IiIiZxEaKjP4c+YAx44BW7dKhXtrGzECyMsDqqqsPzYRERE5Ds0T+6a99W3toy8rK0NJSUmb+++JiIgcnbu7JPfJydotm1+4ENi1S5uxiYiIyDFontjHxcUBAPbt29fqsab7mo4hIiJyRkYjEBsLnDhh/bENBmDGDOCHJjRERETkgjRP7OPj4xEZGYmNGzciJyen+f7Kykp89NFHMBqNWLVqldZhEBER6SoiQvreP3xo/bF79wY8PIDbt60/NhEREdk/i4rnrVu3DllZWQCACxcuNN/X1LM+JSUFKSkpcgKjEevWrUNCQgKmT5+OFStWwN/fH2lpacjLy8PHH3+MwYMHd/1vQkREZOfi44FNm4Bly6TYnjVNmQJ8/TXQp4+sECAiIiLXoaidKSv/glWrVuGLL75o9/HU1FR8+OGHLe47deoUUlNTcfz4cdTV1SE6OhrvvPMOVq5caXbQttZU4K+8vBz+/v56h0NERA6svBw4fhyYP9/6Yz99CuzZA/xwbZ2IiIgcmDl5qEWJvathYk9ERNZ09izQrRugxYK1a9dkyf/YsdYfm4iIiGzHnDxU8z32RERE1NLYscClS0BtrfXHHjIEePAAePzY+mMTERGRfWJiT0REpIPkZGD7dm3GTkgA9u4FuCaPiIjINTCxJyIi0oHRCIwbp00LPEWRQn0HDlh/bCIiIrI/TOyJiIh0MmAAUFUFlJRYf+yQECAwELh50/pjExERkX1hYk9ERKSj+Hjg4EFtls2PHw/k5AB1ddYfm4iIiOwHE3siIiIdKcqzPfFaWLQI2LRJKuUTERGRc2JiT0REpLPAQKBHDyA31/pju7sDK1bIXv7t24Hbt61/DiIiItIXE3siIiI7MG4ccPGiNi3wjEZZ8p+cDJSWSoJ/+jSr5hMRETkLJvZERER2IikJ+OYb4NYt7c4xZowk+P36ATt2APv2cQ8+ERGRo1NUldfrX6aiogIBAQEoLy+Hv7+/3uEQEZGTu3AByMuTJfrTpgEGDS/DP30KZGRIcj9pEtCzp3bnIiIios4zJw9lYt8JTOyJiEgPZWVAdrb8edo0SfS1oqqyD//pU2DWLO3OQ0RERJ1jTh5qtFFMREREZKagIFmebzIBWVnA48dAZCQwYoT1z6UowOTJwJkzwI0bwKBB1j+HNZlM2q5kICIiciT8SCQiIrJzBgMwY4a0rvP2BtLTgf37gcZG658rNhb4/nvr7bvPywP+8z+B+nrrjAfIyoIvvgBu3rTemERERI6MiT0REZEDGThQEvwpU6S6vRaSk60zdkWF1AtYvhzYtMk6Ff+PHQN8fIAf/xjIz2dyT0REBDCxJyIicki+vsCwYcC5c9Yf290diIkBTp60fIzGRmDnTrlI4OEhyf2WLUB1teVjZmUB/v7AqFHyc3w8UFAgWweIiIhcGRN7IiIiBzVkCHDvHlBebv2xIyNlxr2kxLLnf/stkJIie/cBwGiU5H7bNhnXXJmZQHBw6/oCs2cDt28zuSciItfGxJ6IiMiBzZ8P7Nmjzdhz5gAHD0rFfHMcOiSF+Ly9W95vMEhyv2cPUFra+fEyMoDevYHhw9t+vCm5z801L04iIiJnwcSeiIjIgSmKtKc7dEibsRMSgL17O/+c778HevQA+vRpf8ylS2UG/v79l4936BDQt6+sTujI7NnAnTtM7omIyDUxsSciInJwPXtKQbmCAuuPHRgoifr16y8/9u5d4NEjYOTIjo9TFGDxYuDUKXlOe/bvByIigKiozsU6a5aMx+SeiIhcDRN7IiIiJzBpEnD6NNDQYP2xx40DLl3quKp9dbW0oZs1q/PjJidL1fz8/NaP7d0rCX1kpHmxzpwpyX1nLkQQERE5Cyb2RERETiIpCdixQ5uxO2qBp6pSFG/xYvPHnT9fWtY9P8u+a5dU/I+IsChUzJwJFBUB165Z9nwiIiJHw8SeiIjISXh5adcCz2gEYmNlVv5F27fLRQWDhd8q4uMlEb9yRS5MjBoF9O/ftXhnzpSOAUzuiYjIFTCxJyIiciJDhgDFxZa1lHuZiAjgyRPg4cNn92VlSSLu59e1sePipG3f2LFAv35dG+v5MR88kBUA9+5ZZ0wiIiJ7pKiquU1sXE9FRQUCAgJQXl4Of39/vcMhIiLqkKoCmzcDr7+uzfibNgHLlsls+JMnsgffnqmqrGJoSu4HDACGDpUifkRERPbKnDyUiX0nMLEnIiJH8+ABcPGitIGztvJyID1dqvEnJFh/fK3dugVcvSoJf/fuwPjxgJub3lERERG1ZE4earRRTERERGRDPXsC3t7SAi883LpjBwQA8+YBvXpZd1xbiYx8Vm2/pETa6plM0tZv/Hh9YyMiIrIE99gTERE5qcmTpVe8Fi3wHDWpf1FIiFTmT0yUCyEXL+odERERkfmY2BMRETmx5GTZb19fr3ck9m/ECFmmX12tdyRERETmYWJPRETkxLy8gJQU4OBBaUvH6vAdW7gQ2LlT7yiIiIjMw8SeiIjIyfn4yHLzpCSgsFAS/NOnpXgcteTmBkycCBw7pnckREREnefwxfPWrl2LLVu24Nq1a/Dx8UFcXBz+8R//EREREQCkkuD777+Pbdu24dGjR5g8eTL+9V//FUOHDtU3cCIiIhtTlGfF4YqLgR07AKNR+r37+Ogbm7WZTEBuLpCXZ1lbu5wcuQgSGNj24+ZcFGFbPSIi+zN9unN99jl8u7v58+djxYoVGD9+PGpra/Hzn/8chYWFuHDhAoxGI5YtW4br16/j//2//4eQkBD85je/QXp6Oq5cuYJu3bp16hxsd0dERM6qvh7IzARqaoDo6GfV4h1JQ4O0r7tz59l9BgMQFQVERFieWG/aBCxbxsSciIj04dJ97AsLC9G/f3+cP38eUVFR8PPzw86dO5HwQ6Ndk8mE0NBQfPzxx/iTP/mTTo3JxJ6IiFzBhQvA3buybN+e5ecDV648S7jd3IBhw4C+fa2bhJeXy5L8BQusNyYREVFnmZOHWrTHfsOGDVi9ejViY2Ph6ekJRVHw+eefd/ic06dPIzExEUFBQfD19cWECROwceNGS07fofLycgBAcHAwGhoa0NjYCG9v7+bHDQYDPDw8kJ2dbfVzExERObKRIyU5vnRJ70haqqwEDhwAdu2SW02NXHxous2dC/TrZ/2Z9YAAaet3/bp1xyUiIrI2i/bYr1mzBgUFBQgJCUFoaCgKCgo6PD4jIwMJCQnw8PDA8uXLERAQgLS0NKxcuRL5+fl4//33LQr+RSaTCX/1V3+FxMRE9OvXDwAwceJE/N3f/R02btyIoKAg/OY3v8GdO3dQXFxslXMSERE5k5EjgfR0YMAA/fYeNjYC584BDx7Iz35+shfS09P2sYwdC6SlyZJ+Dw/bn5+IiKgzLJqxX7duHfLz8/Hw4UO89dZbHR7b0NCAN998E4qi4MiRI/jss8/w6aef4vz584iOjkZqaipyc3Obj1+zZg0URenw1hZVVbF69Wrk5eW1WD2wYcMG1NTUoFevXvD29sa+ffuwYMECGAxsCEBERNQWvVq+XbkiM/L79wNhYUBiotz0SuqbJCdLJwEiIiJ7ZVF2O2fOHISHh3fq2EOHDuHmzZt44403EBMT03y/n58fPvjgAzQ0NGD9+vXN97/77rvIy8vr8PYiVVXx9ttv48CBAzh48CB69OjR/NigQYOQnZ2NiooKFBUVYd++fSgtLcWAAQMs+asTERE5PTc3YPJkICvLduesqQFu3JBEfv58WQJvL9zdgTFjpEUgERGRPdK83V1GRgYAYN68ea0ea7ovMzOz+b7AwEAEttdbpg2qquKnP/0pdu7ciczMTISFhbV5nJ+fH/z8/HDr1i2cOXMGH374Ybtj1tbWora2tvnnioqKTsdDRETkDPr1A27elLZ4oaHan2/XLiAlRfvzWGrgQLnwUFYGBAXpHQ0REVFLmq9Hb1pmHxUV1eqxoKAghISEtFiKb663334bX375JTZu3Ahvb2/cu3cP9+7dQ11dHQBgz5492LdvH27duoUdO3Zg7ty5WLhwIeZ3UPJ37dq1CAgIaL61d7GAiIjImcXFAUePSk94LZ07B4waJSsF7Nm8ecC+feb1sCciIrIFzRP7pir1AQEBbT7u7+/ffIwlfve73+Hx48eYPn06QkNDm2/Hjh0DAJSVlWH16tUYOnQo3nrrLSxduhSbNm3qcMz33nsP5eXlzbfCwkKL4yMiInJkiYnA7t3ajV9TI/3n27j+b3cUBYiPBw4d0jsSIiKiljRfiq819SWXzVesWIEVK1aYNaanpyc89azSQ0REZCe6dZNCdpcvA8OHW398e1+C/6KQEMDXFzh1Chg/3vot9oiIiCyheWLfNFPf3qx8RUVFu7P5REREpL9Ro4Bt26QFnre39cY9d07a69n7EvwXTZoE3L0rnQMURQoNBgfrHVXXFBRIV4K2LlQ0zaE0Paaqnb+gYc6xRES2NH26fm1dtaB5Yt+0tz43Nxfjxo1r8VhZWRlKSkowZcoUrcMgIiKiLkhKkn7uS5daZ7yaGqCwEFi0yDrj2VrfvnIzmYDjx58V1Zs8GXCUjro1NVJDobYWCA+XbgREROSYNP/oiYuLAwDs27ev1WNN9zUdQ0RERPbJzU1mqrOzrTPe7t2yf9/RGQzA1Kly4WPoUNlasH27zOjbI1UFzp6VGLOzpUBicrKsyiAiIsel+Yx9fHw8IiMjsXHjRvz5n/85xowZAwCorKzERx99BKPRiFWrVmkdBhEREXVRWJi0wLt3D+jd2/Jxzp8HoqMBo8NX+mmpe3dJ8FVVthmcPQsEBspyT709eCB1AQAgJgYYO1bfeIiIyLoU9WXV59qwbt06ZGVlAQAuXLiAs2fPYurUqRg0aBAAICUlBSnPVcI5fPgwEhIS4OnpiRUrVsDf3x9paWnIy8vDxx9/jF/84hfW+dtopKkOQHl5Ofz9/fUOh4iISFebNsmSfEuWnD99Ki3jHHUJvrny8+VCyKRJtj3v06ey1SE/X5ba9+gBTJjA/e5ERI7EnDzUomvlWVlZ+OKLL1rcl52djewf1udFRES0SOxnzZqFrKwspKamYvPmzairq0N0dDQ++ugjrFy50pIQiIiISCdNLfAWLjT/ubt2uU5SDwAREUBuLlBSIhX1rUFVZbzbt+W/Tfc1URTA01NWWMTFAR4e1jkvERHZL4tm7F0NZ+yJiIhayssDLl0CAgJkj3lnZu/Pn5eEc+hQ7eOzJ6oKbN4MLFvW9RlzVQU2bpT/D/v3l4sFnIUnInJOms/YExERkWsbMEBuZWUyCw8A06bJnvK2PH0qy8JfecVWEdoPRQHmzZMtCAkJXRtr2zZZ8eDnZ53YiIjIOTCxJyIiIosFBUnBOJMJyMoCysuByEgpjvc8V1uC/6KgIOl1f/MmMHCgZWNkZkrROyb1RET0IgfptEpERET2zGAAZsyQ1mleXkB6OnDgAFBfD3z/PTB8uPNVwTfX+PFSLb++3vznXrwI+PvL8nsiIqIXMbEnIiIiqxo4UGbnJ0+W5P7BA9fbV9+e5GTpIW+OoiLg/n1pU0dERNQWF792TkRERFrx9QUWLNA7Cvvi6QmMGCE97jvTS76mBjh2DHjtNe1jIyIix8UZeyIiIiIbGjxYZuDLyzs+TlWBrVuBxYttExcRETkuJvZERERENjZ/PrBnT8fHpKfL0n03N9vEREREjouJPREREZGNKQowcyZw6FDbj2dmAmPGsAI+ERF1DhN7IiIiIh306iV77m/fbnn/xYuS0IeH6xMXERE5Hib2RERERDqZOhU4cQJobJSfi4uBe/c6V1iPiIioCRN7IiIiIh0lJQE7dkgF/KwsYM4cvSMiIiJHw8SeiIiISEc+PsDAgcB//Rfw6qt6R0NERI6IfeyJiIiIdDZihNyIiIgswRl7IiIiIiIiIgfGxJ6IiIiIiIjIgTGxJyIiIiIiInJgTOyJiIiIiIiIHBgTeyIiIiIiIiIHxsSeiIiIiIiIyIExsSciIiIiIiJyYEzsiYiIiIiIiBwYE3siIiIiIiIiB8bEnoiIiIiIiMiBMbEnIiIiIiIicmBM7ImIiIiIiIgcGBN7IiIiIiIiIgfGxJ6IiIiIiIjIgTGxJyIiIiIiInJgTOyJiIiIiIiIHJhR7wAcgaqqAICKigqdIyEiIiIiIiJX0JR/NuWjHWFi3wmVlZUAgLCwMJ0jISIiIiIiIldSWVmJgICADo9R1M6k/y7OZDKhqKgIfn5+UBRF73A6VFFRgbCwMBQWFsLf31/vcKgNfI0cA18nx8DXyf7xNXIMfJ0cA18n+8fXyDE4yuukqioqKyvRp08fGAwd76LnjH0nGAwG9OvXT+8wzOLv72/X/0iJr5Gj4OvkGPg62T++Ro6Br5Nj4Otk//gaOQZHeJ1eNlPfhMXziIiIiIiIiBwYE3siIiIiIiIiB8bE3sl4enoiNTUVnp6eeodC7eBr5Bj4OjkGvk72j6+RY+Dr5Bj4Otk/vkaOwRlfJxbPIyIiIiIiInJgnLEnIiIiIiIicmBM7ImIiIiIiIgcGBN7IiIiIiIiIgfGxJ6IiIiIiIjIgTGxJyIiIiIiInJgTOydxOnTp5GYmIigoCD4+vpiwoQJ2Lhxo95huZwNGzZg9erViI2NhaenJxRFweeff97u8RUVFfjLv/xLhIeHw9PTE+Hh4fjLv/xLVFRU2C5oF3P37l388z//M+bNm4f+/fvDw8MDvXv3xpIlS3Dy5Mk2n8PXyfYeP36MP//zP8fkyZPRu3dveHp6om/fvpg9eza2bNmCthq68HXS3z/+4z9CURQoioITJ060eQxfJ9uLiIhofl1evL311lutjudrpK+tW7di7ty56N69O7y9vTFgwACsWLEChYWFLY7j62R7n3/+ebu/S023+Pj4Fs/h62R7qqoiLS0Ns2bNQmhoKHx8fDBkyBCsXr0at27danW8s7xGbHfnBDIyMpCQkAAPDw8sX74cAQEBSEtLQ15eHj755BO8//77eofoMiIiIlBQUICQkBD4+vqioKAA69evx6pVq1od++TJE0ybNg05OTmYO3cuxo4di/Pnz2PPnj0YM2YMsrKy4Ovra/u/hJP727/9W/zqV7/CwIEDERcXh549eyI3NxfffvstVFXFl19+iWXLljUfz9dJHzdu3MCYMWMwadIkDBo0CMHBwXjw4AG2b9+OBw8e4E/+5E/w+9//vvl4vk76u3LlCmJiYmA0GvHkyRMcP34ckyZNanEMXyd9RERE4PHjx3jnnXdaPRYbG4ukpKTmn/ka6UdVVbz11lv4/e9/j4EDByIhIQF+fn4oKipCZmYm/vCHP2DatGkA+DrpJScnB99++22bj33zzTe4dOkSfvWrX+Fv/uZvAPB10stf/dVf4Z/+6Z8QGhqKV155Bf7+/jh//jz27duHbt264dixYxgxYgQAJ3uNVHJo9fX16sCBA1VPT0/17NmzzfdXVFSo0dHRqtFoVK9fv65jhK5l//79an5+vqqqqrp27VoVgLp+/fo2j/3lL3+pAlD/5m/+ps37f/nLX2odrkvasmWLeuTIkVb3HzlyRHV3d1eDg4PVp0+fNt/P10kfDQ0Nan19fav7Kyoq1OHDh6sA1IsXLzbfz9dJXw0NDer48ePVCRMmqD/60Y9UAOrx48dbHcfXSR/h4eFqeHh4p47la6Sf3/zmNyoA9ac//ana0NDQ6vHn3xP5OtmX2tpatXv37qrRaFTv3bvXfD9fJ9srLi5WDQaDGhERoZaXl7d47H//7/+tAlB//OMfN9/nTK8RE3sHt3fv3lb/QJt89dVXKgD1vffe0yEy6iixN5lMap8+fdRu3bqpVVVVLR6rqalRg4KC1L59+6omk8lG0ZKqquq8efNUAOrp06dVVeXrZK/+5//8nyoA9dtvv1VVla+TPfjkk09UDw8P9eLFi+p//+//vc3Enq+Tfjqb2PM10k91dbUaHBysRkZGtnlR83l8nexP03fulJSU5vv4Ounj+PHjKgB15cqVrR67fv26CkBduHChqqrO9xpxj72Dy8jIAADMmzev1WNN92VmZtoyJOqE3NxcFBUVYerUqa2W93h5ef3/7P13nJzlfe//v+572vbetKqghiQEAiSKaKYYcA2OnbjF3xCXOA5Jjjlxih0ntmPHjhMnx+fkp2OfmBiIHZ/ExyZxBQOmWQKEKBJCAjXUV9t3Z+vU+/r9MVrtrnZ2d3Z3Zu4p7ycPPdDe9Zq9b91zf67yubjhhhs4ffo0hw8fdqmExcnn8wHg9XoBXadcFAqFePzxx7Esi/Xr1wO6Tm579dVX+cIXvsBnP/tZNmzYMO12uk7uCofDPPDAA3z5y1/mG9/4Bnv27Jmyja6Rex599FF6e3u58847icfjPPjgg/zt3/4t3/zmN6f8vnWdcs+//Mu/APDRj3703DJdJ3esXr0av9/Pjh07GBwcnLTu5z//OQA333wzUHjXyOt2AWRhDh06BCRu4vPV1tbS0NBwbhvJHTNdt4nLDx06NO02kl4nTpzgscceo6WlhY0bNwK6Trmgv7+fr3/96ziOQ2dnJz//+c85efIkn/vc5yb9/kHXyQ2xWIy77rqLdevW8ed//uczbqvr5K729vYp+V7uuOMOvvOd79DQ0ADoGrnphRdeABIVy5deeikHDhw4t862be655x6+9rWvAbpOueb48eP88pe/ZPHixdxxxx3nlus6uaO+vp6/+Zu/4U/+5E9Yt24d73znO6msrGTv3r089thj/O7v/i5/+Id/CBTeNVJgn+eCwSAA1dXVSddXVVVx6tSpbBZJUpDKdZu4nWRWNBrlQx/6EOFwmL/7u7/D4/EAuk65oL+/ny984Qvnfvb5fPz93/89f/zHf3xuma6Te7785S+zZ88edu7cea7Hy3R0ndzz4Q9/mBtvvJENGzYQCATYv38/X/jCF3jooYd45zvfyY4dO7AsS9fIRZ2dnQD8wz/8A5dffjnPP/8869at4+WXX+Z3f/d3+Yd/+AdWrlzJJz7xCV2nHHPffffhOA6/8zu/c+79AfTMc9OnPvUpWltb+fjHP843vvGNc8u3bt3Kb/3Wb537viq0a6Su+CJS1BzH4cMf/jBPP/00H/vYx/jQhz7kdpFkghUrVmCMIRaLcfToUf76r/+av/iLv+Dd7343sVjM7eIVtT179vClL32JT33qU1x++eVuF0dm8Fd/9VfceOONNDQ0UFlZyVVXXcVPf/pTrrvuOp599tlz3VPFPY7jAOD3+/mv//ovtmzZQkVFBddffz0/+MEPsG2bf/iHf3C5lHI+x3G47777sCyLD3/4w24XR8760pe+xF133cWnP/1pTp48ydDQENu3bycWi3HTTTfx4IMPul3EjFBgn+fGapimq0kaGBiYthZK3JPKdZu4nWSGMYaPfexjfPe73+W3fuu3+OY3vzlpva5T7vB4PKxYsYI///M/50tf+hL/+Z//ybe+9S1A18ktv/3bv83KlSv5/Oc/n9L2uk65xbZtfud3fgeAHTt2ALpGbhr7nW7evJnW1tZJ6zZs2MCFF17IkSNH6O/v13XKIY8++ignTpzg5ptv5oILLpi0TtfJHY8//jh/+Zd/yR/8wR/wmc98hiVLllBeXs61117LT3/6U0pLS7nnnnuAwrtGCuzz3PljTCfq6+uju7s7L8aEFJuZrtvE5bp2meM4Dh/5yEf49re/zfvf/37uv/9+bHvyI1HXKTeNJQYdSx6q6+SOPXv28Prrr1NSUoJlWef+PPDAAwBcc801WJZ1bs5nXafcMza2fmRkBNA1ctPatWsBqKmpSbp+bPno6KiuUw5JljRvjK6TO372s58BcNNNN01Z19jYyMaNGzlx4sSkGKlQrpHG2Oe5G2+8ka985Ss88sgjvO9975u07pFHHjm3jeSW1atX09rayo4dOxgeHp6UiTMUCvH000/T2trKqlWrXCxl4XIch49+9KPcd999vPe97+U73/nOpHFxY3SdclNbWxswPnuBrpM7PvKRjyRd/vTTT3Po0CHe+c530tjYyIoVKwBdp1y0c+dOAF2jHDAWhLz22mtT1kWjUQ4fPkx5eTmNjY20tLToOuWAnp4efvSjH1FXV8e73vWuKev178kdkUgEgK6urqTrx5YHAoGCu0Zqsc9zt9xyCxdeeCHf+9732L1797nlg4ODfPGLX8Tr9U7JgivusyyLj370owwNDfHXf/3Xk9Z95Stfoa+vj49+9KNYluVSCQvXWEv9fffdx2/8xm/w3e9+N2lQD7pObtq9e3fSrnG9vb185jOfAeAtb3kLoOvklnvvvTfpn61btwLw6U9/mnvvvZdNmzYBuk5u2b9/P/39/VOWb9++nX/8x38kEAjw67/+64CukZtWrlzJbbfdxuHDh7n33nsnrfvbv/1b+vv7ede73oXX69V1yhHf+c53iEQi/NZv/RaBQGDKel0nd1x77bUA/OM//uOU94gHHniAw4cPc8UVV1BZWVlw18gyxhi3CyEL88QTT3D77bcTCAR4//vfT1VVFQ8++CBHjx7lS1/6En/xF3/hdhGLxr333sv27dsB2Lt3Ly+99BLXXnvtuZq+O++8kzvvvBOA4eFhrrvuOnbv3s2b3/xmrrjiCvbs2cNDDz3Epk2b2L59+5Q5NWXhPv/5z/OFL3yBiooK/tt/+2/nWn0nuvPOO88FI7pO7vjkJz/Jvffey0033cTy5cspLy/n+PHj/OxnP2NoaIh3v/vdfP/73z83fELXKXfcddddPPDAAzz77LNcffXVk9bpOmXf5z//ef7u7/6OW265hRUrVhAIBHj11Vd55JFHsG2bb37zm5O6EesauefIkSNs3bqVzs5O3va2t3HRRRfx8ssv8/jjj7N8+XKee+45WlpaAF2nXLBx40ZeffVVXnnllXPT5J5P1yn74vE4t956K08++SSNjY28853vpLa2lj179vDoo48SCAR47LHHuO6664ACu0ZGCsLOnTvNHXfcYaqrq01paanZvHmz+e53v+t2sYrOb//2bxtg2j+f+9znJm3f399v7rnnHrN06VLj8/nM0qVLzT333GP6+/vd+QBFYLZrBJj77rtv0j66Ttn3q1/9ytx1113moosuMlVVVcbr9ZqmpiZzxx13mO9973vGcZwp++g65Yaxf2PPPvts0vW6Ttn15JNPmt/8zd80q1atMpWVlcbn85klS5aY973vfWbnzp1J99E1cs+JEyfMXXfdZVpaWs797u+++27T0dExZVtdJ/fs3LnTAObKK6+cdVtdp+wLhULmq1/9qrn88stNWVmZ8Xq9ZvHixeYDH/iA2bt375TtC+UaqcVeREREREREJI9pjL2IiIiIiIhIHlNgLyIiIiIiIpLHFNiLiIiIiIiI5DEF9iIiIiIiIiJ5TIG9iIiIiIiISB5TYC8iIiIiIiKSxxTYi4iIiIiIiOQxBfYiIiIiIiIieUyBvYiIiIiIiEgeU2AvIiIiIiIikscU2IuIiIiIiIjkMQX2IiIiIiIiInlMgb2IiIiIiIhIHlNgLyIiIiIiIpLHFNiLiIiIiIiI5DEF9iIiIiIiIiJ5TIG9iIiIiIiISB5TYC8iIiIiIiKSxxTYi4iIiIiIiOQxBfYiIiIiIiIieUyBvYiIiIiIiEgeU2AvIiIiIiIikscU2IuIiIiIiIjkMQX2IiIiIiIiInlMgb2IiIiIiIhIHlNgLyIiIiIiIpLHFNiLiIiIiIiI5DEF9iIiIiIiIiJ5TIG9iIiIiIiISB5TYC8iIiIiIiKSxxTYi4iIyJy86U1vwrKsSX88Hg91dXVs3bqVv/u7v2N4eHjSPu3t7Xz3u9/lk5/8JNdddx3l5eVYlsWKFSvc+RAiIiIFxOt2AURERCQ/LV26lGXLlgEQjUZ54403ePbZZ3n22We59957efLJJ2ltbQXg3//937nnnnvcLK6IiEjBUou9iIiIzMuHP/xhtm/fzvbt29m5cyddXV384Ac/oLy8nEOHDvGJT3zi3LZVVVXccsst/Nmf/Rnf//73+frXv+5ewUVERAqMWuxFREQkbd797ndz+PBh/vzP/5yf/vSn9Pb2UldXx4c//GE+/OEPn9vuBz/4gYulFBERKSxqsRcREZG0uuWWWwBwHIcjR464XBoREZHCp8BeRERE0soY43YRREREiooCexEREUmrxx9/HADbtlm1apXLpRERESl8CuxFREQkbX74wx/yxS9+EYC3v/3t1NbWulwiERGRwqfkeSIiIjIv3/72t3nssceA8enuuru7AVi9ejXf+MY33CyeiIhI0VBgLyIiIvNy8uRJTp48CSS63VdVVXHNNddw5513cvfdd1NeXu5yCUVERIqDAnsRERGZl8997nN8/vOfd7sYIiIiRU9j7EVERERERETymAJ7ERERERERkTymwF5EREREREQkjymwFxEREREREcljSp4nIiIiGXfy5Ekuu+yycz9HIpFzyxsaGs4tf//7388//dM/Zb18IiIi+UyBvYiIiGRcPB6np6dnynLHcSYtHxwczGaxRERECoJljDFuF0JERERERERE5kdj7EVERERERETymAJ7ERERERERkTymwF5EREREREQkjymwFxEREREREcljCuxFRERERERE8pgCexEREREREZE8pnnsU+A4Dm1tbVRWVmJZltvFERERERERkQJnjGFwcJDW1lZse+Y2eQX2KWhra2Pp0qVuF0NERERERESKzMmTJ1myZMmM2yiwT0FlZSWQ+IVWVVW5XBoREREREREpdAMDAyxduvRcPDoTBfYpGOt+X1VVpcBeREREREREsiaV4eBKniciIiIiIiKSxxTYi4iIiIiIiOQxBfYiIiIiIiIieUyBvYiIiIiIiEgeU2AvIiIiIiIikscU2IuIiIiIiIjkMQX2IiIiIiIiInmsKAL7//E//gdLly6ltLSUm2++mYMHD7pdJBEREREREZG0KPjA/nvf+x6f+cxn+OpXv8quXbuora3ljjvuIBwOu100ERERERERkQUr+MD+f/yP/8Hv//7v84EPfICLL76Y+++/nzNnzvCjH/3I7aKJiIiIiIiILFhOBPbf/e53+fjHP87mzZsJBAJYlsX9998/4z67du3irW99K7W1tZSXl3PllVfyve99b9I2kUiEl19+mZtvvvncssrKSq666iqee+65THwUERERERERkazyul0AgM9+9rMcP36choYGFi1axPHjx2fc/sknn+T222/H7/fzvve9j+rqah588EE++MEPcuzYMT7zmc8A0N3dTTwep6mpadL+TU1NdHR0ZOzziIiIiIiIiGRLTrTY33vvvRw7doyuri5+7/d+b8ZtY7EYH/3oR7Esi6effppvfetbfO1rX2PPnj1s2LCBz33ucxw6dChLJRcRERERERFxV04E9rfeeivLly9PadvHH3+cI0eO8IEPfIDLLrvs3PLKykr+8i//klgsxn333QdAQ0MDHo+Hzs7OScfo7Oykubk5fR9ARERERERExCU5EdjPxZNPPgnAbbfdNmXd2LKnnnoKAL/fz2WXXcYTTzxxbpuhoSF27tzJ1VdfPe05wuEwAwMDk/6IiIiIiIiI5KKcGGM/F2Pd7FevXj1lXW1tLQ0NDZO64n/yk5/kYx/7GJs3b+biiy/mC1/4AosWLeKd73zntOf4yle+whe+8IX0F75AdDPCAbo5TC+nGMCcXW4B5uz/s8swTIweRggTy/rZpXDFMESIEyVGGIco8aTbuXPfz86cLX+I+Lmyp1rOdH6muDGMODGcs0cNYBOwPVi5+EsrMM7Z56ODk5P3qIgUNgPEMTg4xDGYc2+NkgsiZ6/KTFK5YhbgnN3WnPsv9/0r7+JdrHO7GGmTd4F9MBgEoLq6Oun6qqoqTp06de7nD37wg3R2dvKpT32K7u5urrnmGh566CFKSkqmPcenP/1p/vt//+/nfh4YGGDp0qVp+gT54xcjx/nXvoOEI4b1SwL4fRYWUEWAC6hhK0u5gFq8Wej4YTB0M8JhegkSnrK+gTJWUUcN019XkYmGiXCSAU4zQBRn0rqxSqpSvNRQQg0l1FJKBX7sHAuPDIZfcpTYeZ8BEp+jhQqWUk0tJVhZKrtjDHudLk47g0Di93ildxHllh9jDCfMAAdjvZPKXIKXiz2NNNplWSljoXIw7KGdMwwBEMDDFhZTRcDlkolIIYkS5wxDtDFIP6Gk21iAjUUtpdRTSh2lVBHI2neRTK+dIXZwgi0sZhnJY6qJRonyKG/gxzNp+dj7EoAfD3WUUksJVQQoxz9le8msvAvs5+Oee+7hnnvuSXn7QCBAIFB8L0FBJ8TfdL/I6egIABeX1nJf6814sfnhiTZ+Y/liV8r1XV6hgTIaKWMdjQreZd5iOPwbr9BMBaV4WUY117M8r794HuUNrmSx6/8uzjhD7I53nGvpv8TTxKW+pinbWZbFcqua5fbkF4lRE2VfvJsX4mcwJF4Gx179Jtb6W0C55afK8lOJn1qrhBq7uJ8Jx+hnP11A4vd2Cc1cxiKXSyUihcbB8B320EwFPmwWUclFNFCtYD1vxHB4mMPUUMK7WZ/yfr/gCG9nTVYa82T+8i6wH2upH2u5P9/AwMC0rfky1c9HjvFvfYmhCwHL5o/qN7IpMPVl/KqGWp7p7GFrU31Wy/caXVzDElZSl9XzSmF6gqO8h/WU43e7KGnRxTB+PK4F9YfivRxwevFg0WJVcLv3Qux59q8vtXxs9s4ejDrGMEKUARNm0ETY73TTH0/04qm0/FzlacVv5W9FTSoMhj10cIoBbCxWUMNbWKUXaxHJqGc4yTtZSy2lbhdF5mE37Rylj9tZRRm+lPc7SZBFVCiozwN5F9iPja0/dOgQV1xxxaR1fX19dHd3s3XrVjeKllf+5unDfHH7Sb7we1Xc13rzrC/Cy8rLODgwRHcoTENJ9nozHKGPt7Mma+eTwmVIBISFEtQDPMVx3p3lsWFBE+aZ2CniGFbZtbzdtyqr57ctiwr8VFhTr2PQhHkqdoLo2dH8G+wGVngKp6L3OP28QgfW2Vb5TbS4XSQRKSL9hBTU56EeRniCY2yiZV7jyZ/n9Jxa98U9eRfY33jjjXzlK1/hkUce4X3ve9+kdY888si5bWRmX/55N5HT9fxZ3SUp73NLSyP/cew0712xGCsLWa/yI+2G5ItnOcU1FE6ujJ2c4koWZ6WVNm4cnomfJmjCVFkBbvNegMfKvZr7aivAm30XAGCMYb/Tzc+iRwAox8d6Tz0+PHgsCy/2uT/z7WWQDf2EeJaTxDEso5q3s0Yt8yKSdW0M0kKF28WQOXAwPMoR/Hh4N+vm9d2xi9NspjUDpZNMyLvA/pZbbuHCCy/ke9/7Hn/0R3/Epk2bABgcHOSLX/wiXq+Xu+66y9Uy5oNQGHzO3LqrWpbFm1sb+WV7F7cumtpdP91e4gxXaJyopEkXw2wtkMB+lCidDHMVSzJ6ngPxHg45fdhYbPUszqux7JZlscHTyAZPIwDDJsKBeCJhX+KPIW6cs/niJ1ciuj3LQYQ4r1qdRIlTjp91pgEfHs4wzBmOulgyESlWz3GKq1jCL3jD7aJICo4T5CTBs/lWbB6Zx3dHHIed1im2mmW8Tm/6C5kDrvcupcxKfVhCrsuJwP7ee+9l+/btAOzdu/fcsrE56++8807uvPNOALxeL/feey+33347119/Pe9///upqqriwQcf5OjRo3zpS19izRp13Z6NMWDZ0Ns/Sl1N6t2q6gMByjwejg+NsLwis9mrzzDEFaollDR4lU42kPnKqGx5iMO8k7UZPcd3I/vY4mnJelf7TCm3/FzuzY+u699hD/+NK+c0BlJEJFPiOMSIcQcXul0UmUUchx9zgGtZzAYuW9Cxfs4h/pxrKdV3Ud7IicB++/btPPDAA5OW7dixgx07dgCwYsWKc4E9wE033cT27dv53Oc+x/e//30ikQgbNmzgi1/8Ih/84AezWfT8ZcEVq33c9HfH2fPli+a069amer5/7BRLykrx2Jlp14rj4FF3U0mTI/Tya8ztPs9Vr9PNKuoymsQmbhyarDLWerKbLFMSGilXUC8iOWM7J7iOZW4XQ2ZxmgF2cJJ3sGbBwXgPI5TiVVCfZ3IisL///vu5//7757TPlVdeyUMPPZSZAhW4odEhwPDonyyh7mPz69b5tsUt/Px0O+9Ympmu8oU2Hlrcc4IgS1OYozUfOBj20ZnxJDbHnCAr7ML4neWbfkJUa855EckhA4Sp1lTDOe0ZThLD4TfZkJbjPckxfj3LyXll4XIv+1EO2bZtG+vXr2fLli1uFyWtbrrvAHWVFmWl8+9KX+7zsqy8jNeCA2ks2bggIdfn5ZbC8DJnuLxAcjU8whFuJ/Nd4486QS5QYO+KA3Szlga3iyEiAsApBlhCldvFkGlEiPMD9rOYSm5geVqO+SqdrKdRiVrzkAL7Gdx9993s37+fXbt2uV2UtHr5cJT7fiORORoLIjFnXse5tK6a14NDhOPxNJYOwsTwU9jzUEt2JFo/C6OC6AyDiWnesjBdXwwHX4HPBZ+r+ghRp+mkRCRH7KZdU2vmqDfo4ycc4NdYy3Jq0nJMg+EA3ayjMS3Hk+xSYF+EHAfefnEikVhFqcWnv98272O9fUkLPz3Vnq6iAbCDk1yrsVySBk9zPG012G7bwUmNcRQRkayJ4WBjqeU2Bz3BUToZ5t2sx5fGxrDHOcrNXJC240l2KbAvUmPz0G/7SCP//Mj8u9P7bJtLa6t5oacvXUVjlKgSR8mChYnhw8YugBeSHZwomKn6REQkP/yK41yvCuWcMkKU/+BV1tHI1Wme8naYCBHi1KrXWN5SYF/k3ntVI9GYmX3DGayqqqArFGYgEl1weQYJZ6WrsRS+JzhWELXOw0QIEqaVSreLIiIiRWSICJVK5pkzDtDNY7zBb7CBFirSfvxHOMJtrEz7cSV7FNgXmf/3aju2Z3Igb1nQGYwt6Lh3tDbzcFvHgo4BiayeapmUhXIwRIkTyI2JPxbkFxzhjiwkzBszZCKUW+ox44b42W6vIiJuO04/ywpkRplCcYhe3snajHxPHKWPZVTjUWiY13T1iszvfv8o16yc3MXGti2ePbiwrvSWZXF9UwPfP3aK4AJa7mM4aR0rJMXpaY5zfQGMrX+VTtbRkNVg71C8j9V2bdbOJ+NOEGS5XqRFJAe8QgeXKmlezjAYfBkM217iDFfQmrHjS3YosC8yA4Pw09+ZPAf2let8/Ol/dC/42IvKSnj3ssXs6Qvy01Nn2NXdhzGpd/PvZoR65j8Fn8iYQpguMY7DQXqynpm2wwzTbJVn9ZyS8AZ9XIgqVUTEXVHieBUi5JQTBDPWg+JZTqZ9vL64Q/9qi4wxFtWlk8ew//yTSzje7uA4CxtrD+CxLW5obuDtSxaxpKyUn51u52en2ukNR2bd93lOcyWLF1wGKW4v0lYQtc6PZLkL/kRjyTUlu6LqsSQiOeBXnCiYGWUKxUF6WE192o8bJU4nwyymKu3HluzL/wGosmClJaXYtsXekyEuXZ6+TJiLykp4e9kiHGN4tquXvkiEhkCAqxpqkwYOBqPxpbJgpxjI+8A+joOD0ewQIiKSdSNEKVci45wSx2SkF0W28/hIZimwFyCRQK+tP5rWwH6MbVlc25SoZewcDfOz0+1YWLxlcTP22QD/JEGWLLC2sKPbobzMoqJMlQPF6hA9rKLO7WIs2HZOaM56ERHJujfoYwU1bhdDsmCQMAE8BZFoWBLUFX8G27ZtY/369WzZssXtoqTFO//tFcpLk3e3Lw3Aw6/Mfz77VDWVBnj7kkVc11TP4+1d55a/QgeX0LygY7/2RozDJ+ILLaLksdfoZgNNbhdjwQYIU+1CjoC55MQQEZHCs49OLi6A71GZ3eMcLYhpgWWcAvsZ3H333ezfv59du3a5XZS0ePilYb789uTJMbZ9pJH7nhhgKLSwwDgWc1LartrvIxx3CMfHz2ctsBv+aNjQ2ZPa+aXwdDBEYwEkXzxCr2sJ1JQ4zz2DhKlQ11cRcVGEuPJ85KAQMQJpvi79hKgioOntCoyuZhGJOfAHW5MH9u+9qpF4HJ4/Mjrv4/9ye4w/+qtwytvf1trEI22dvE43a2mY93nHWJZFGvL/SZ56jlMFkdV1P12u9To45PSxxqOs7G44SA9rMpAYSUQkVU9zXEnzclAm3gue4hg3siKtxxT3KbAvJsaaNdt1KDr/Fu/HtsdobUn9lvLZNpU+L7vDnQUxLlrcM0yEcvwL7vXhthGilLg41m3YRCm31Grshi5GCqLHiYjkr1GiStqagzoZpon09abrYYRaSpWwugApsJdJQuHQvPb70SNR3nTN3LsJ3dBcz96OkRm30bhfmc3THOdNBVDz/DTHVYNexPK9YkpE8tdhetXIUiR+xQmuV4LegqTAvkjsbutntqmpN6/x8cUf9XG0c/Y558/33Etxbr9x7rW8u60ObqxYxBuDw0nXBwcM/3T/3MsjxcVARqaBySaDIUIcv8Y3iohIlr1ON+todLsYkmGdDNNImSqSC1R+vwlLyt76L6+zunXmLr4P//ESDp6O81rb3Frt/+0/I7z91vl1Hz7DILfVLWZPXzDp+iefi7FqReq36WyVF1J44jgF0Z3sJc5wBYvcLoaIiBSZMDF8CgmKwjOcZCtL3S6GZIj+FReJjl7Dkx9dM+M2pSXzm8P+1QMO126ee2A/MSDbVFvNy739k9Z39zrU1VjYc7hLLcBRBr2i8hJnuLwAAuI2BllMlWvnj5p43vd6yFcOemaJiHs0DCx3dTCUtvH1bQyyiAq11hcwvcUVCQO01KYWNPg8FtFYai+a//y9CO//tfklWpmYxfyCynKODg1PGk+//YUY122ZW7fk5nqbDk15V1S6GElrUpkxv+I4vcx/loi56GSYBpcTpx11glxgV7tahmJ1mgGWuFipIyLFLUzc1cStMr3X6GZ9moZIPM9priqA2YNkegrsZZLSALzWPsQLR2dOaAfgOA5HTzhcsm5+Y4L7CVHLeC+BNzU38nRnDwBnOh1aGu1Zs/ifb+kim5PtCuxl4U4xQCfJcz+k284cmKrvmBNkhQJ7VyhplYi45Rj9LEfP/lwVIpaWSpcTBFmqCuSCp8C+WJjUAuRtH2nkC9/vo38kPuu2/3RflI++f3JrfWV5ogv9bMLEpiQJqwv4GYhEiToOO3fHuPqy8QdZqpnxa6ss+gbUrbVYDBKmgsxMz+bHQ1cWAvuxISlud41zMHgsfSW4Qa1lIuKWV+lkI81uF0MyLJHHp9XtYkiG6S2uCHzy56/jTzH2ee9VjYRSSEIfizl0dBtWLp8cnK9YanPk+OyB/Q5Ocm2SqTZua23i317uZFnr+K1ZU2XRP0uwbozBsphzC7/kt+c5zZUszsixy/EzTDQjx57oaY5zA8szfh4REZGJHIxGWxeBN+jjAmrcLoZkgQL7GWzbto3169ezZcsWt4uyIN94so+PXje3bp71FV66B2PTrv/Hb0X5g7umjq2/YKnNGydmD+xHiFLG1P0DHg/HD3lYuWY8kG+qt+jqmTmwHxw2VJbp66nYZLKl0zr7J9OGiFBJIAtnEhERGacM6bkthoMnDW8ir9DBpbSkoUSS6xTYz+Duu+9m//797Nq1y+2iLEgsAv/0jtVz2mddC7x0LHnisJERh8FhQ2vz1LH1q5ZbnGybOQifaTzXoaNx3rWplsfbu84ta6q36ZwlsO8NGmqrEg+/FHvti7juID2spt7tYoiISBE6P9eR5JbD9C74HeEQPaxWDpeiocC+CJg5dlHfvMbH7V87RXyaaeO+9s8R7vlI8r79ZWU2kVl6L++lY9rxXPsOxbnkIi9Lyko5OZxI4FdeBkMjM0frfQMOtdW6nYvJKQZYTKXbxViQA3RzEQ1uF4MBE6bSykyuApnZCFFKNb5eRLKsl1FqKXG7GDKDdCQ23EcXG2hKU4kk1ykSkike/uMl7Hkj0Q3//KR1/cFEN/u62vndOhHiU5Lmjdl3MM76VYl1Wxpq2dXTB6RWKdE3MN5iL8VhpgqidMlk549hIkmHo7jhULyPNbZq9N1wSL02RMQFz3KSa9QNP+ctJLHufrpyovFAskeBfYFr7xvCmmN0UlqS6JZ18ZISXj0VmrTuH78V4VO/O/+WvZkShR06FmfNheNB/8U1VeztC6Z03EgUAv7Ew8/rgWhU/fELnQHsPE778xTHuZEVbhcDgC4zQoOl7phuOMMQi6hwuxgiUmTy/TtUZneQHgX2RUaBfYF707dfo6lufpd5ab2fU73j/erbuxzKSi3KyuZ/24wSpTRJK+XL+2JsWj+5JX9NVSWHBodSnupuzOImm7YuzWVfyDKdyXeICOUZmkYPwGCI4+DNoUewZpRwj9tTHYpIcdlDO5doiruCtpcOLlYX/KKTO2+VkhGHTsV56KNr5rxfSQD+5Vcdk5b9r29H+O8fm3/X4QN0s3aamsNjpxxWLJnaRf+6xgZ+cqqdYCQ67Zj/8y1d5OFkuwL7QvYKHRl9KelkmGbKM3b8XbSxJUPT9ImIiMzkJAMsW+DYbcmsAcJULWDGnDfoY5WS5hUdZewpdMawqbV2zrt9/a4GPnl/Nz+8ZxkjYYeODkNTvYXfP/+6oIP08A7WTlm+8+UYV16a/FZsKg1wdUMd3w+N8nj7EM40o55fHInhafNRG/DRXBKgb8SCHBm/LOnXxiCbMjh1SyfDrKOBI/RhMGlvUe1giCsV2IuISJaFiBGYJteR5I5X6WQDjfPa9xQDrNC89UVJgb0k9aGtTfze/+nmygvLeP6NEX7xIy9/86fz75o8Mk0XfGMMZ7ocrrps+luxqTTAqiqbN7fWTLuNeSPCLYt89IYjdIbCvBYaxnd6AADLmjoF3kzBWrIeycaMLx9bPba/ZU1dJpm1hyFK6Jp9w3l6PtDBcNjPQd8I0Vgb5SZ93fJ77RE6PVEej2au/HNhMOyOD+L35EZ5ionBsJsh/Bm8l0VEJnqBNi6hmcf13Mlpz9NDiBJgcM77HqSHJsro0TWe1dWNtZR5CyccLpxPIkmZBcaZZQGbfYfirFjix7bn31r/NMe5mQumLN/xQpxrr0jPbWhbFg0lARpKApwsLeH2xekfIz023t+c+znxcj5xmVvmmIogb40SJUoV12Uwk/gwfVxPA81YeLBYmcbubD+lh4+wLmcqgU47g9SYZjZ6lJk9284wSBVNXKqs+CKSJUF6uFljr3PeMH3zfs+JEOR6FuFTz4xZ+ezceBdLFwX2Beybz5/As8B/06OhUbZtM/z0Xxc2Zj2aZJo7YwzdfQ7X1c9+G9oWOI7Bdvkf4FiCsXOlsCb9JFnwLGe4lqX4M5gixI+NH5vFVHCAnrSdK4ZDCZ6c6gZ53AlylW8RfkspV7LtOP1cwaKM3ssiImOO0c8qavXMyQO+s+8h82EB5RqOWpT0L7uAfeo/T3PHxvlPo3TZKi9v/vuT9HTYnOqL8fKx0ZT2q66E7t7xioDpsq8+8WyMN12dWt1SXY1Fb3+RNEnLjIaJUpHBjPUT1VBCkNDsG6boKH2szbHW2RAxSi29ALhhhGhGZ18QEZnoVTrZqGz4Oc+43gdU8pUC+wI2Mmrxow9dPO/9H/2Tpbx8OMZICLYsL8Xrgcf3Dc2637LFNoeOjQf2Jwiy/LwkHvG4YXAIaqpSuwWb6m06e/Sgk+xKd3f5doZo1pzlcpZe3kQkWxyM5q3PE4n3Zs1aIHOnwL6AWSys63ppSSkAfh/s2mPYuLSUNYv8PLgriDPD1HMrl9kcO5kI7KebruPp52Pccm3qI0Ea6y06e1IfDhDwwWhIL82FpoMhmjI4DV2mjWSxt4GIiMiYZzjJVpa6XQxJwUF6WJ1jvfskPyiwn8G2bdtYv349W7Zscbsorqoos3jp1TgAS+r83Laxgv/Y2c9IOHmgfeEyi5NtiaD6VxznOpZN2SYcgYry1CsdSkssQuHk6xzHTMlkv6TFw6mOeMrHl/zwMu1clsFp7pJR9ZBkSq4kUBSRwtdPiBpK3C6GpCCOwasQTeZBd80M7r77bvbv38+uXbvcLsqcDY0OLTgjPkBJAMKlI7x+aDyIryjx8N6ranjolUHO9Een7FNWZhOJJrqZOhg8Gb7NBoYM1RWTP+ySZptTHQtL+Ce5Jxv3UzGJmDg+/T5dESY2JaGoiEgm9DJKrYJ6kYKnN7oC9bbvHKJqDi3i0/n6XQ10+QcJRSYvt22Ld2+p5tWTIfafTp5c7AXa2MLiBZdhNr1BQ23V5M9aErAIR6bZQfJStsYjx3CKpvLgDaeflXat28UoSofpZVUap1EUEZnOs5zkGnXDFyl4xfH2WoR2vB7in9+7YsHH+dDWJpwZ7pI3b6xkJOyw4+DwlHXtDNGShURhfQMOtSkm4ZP89RrdrKMh4+fpYYQGyjJ+nlxwwhlgmV3ldjGK0ikGWIJ+9yKSeQaUOC9PhIjl1JS4kl8UDRUox7H4zY3ZGYu8+cIyWqq9/PTlAYxJtKoOE6GO0qycv29gaou9FJ5j9HMBmW9d7mA4rxP0zYWDwT4/QYVkhV60RSQbpptyWHLTa3Sxnka3iyF5SoG9zMp24NXu4IzbrGwOsHV1GY++mpgO7yQDWcu+GouDzzf1BVnxisxHF8M0ZqjFXon4REQkm04ywDJNnZY3OhjWtLgybwrsC5SVphBiZCTKeup5uX9g1m3rKrzE4omEeYkyTB9ZG0U4MgcRspfkLYaDb0I3uBK8jDI1SeRcGYzaZ0VEJGvUrbv4ZCsfkeQmBfYF6JFD3VhpurI79xhaGxPzbo+GRmfd3u+xeSJyguUz1A6PjBpKlZxV5mAXp7OSiBGmtqo3UkYXIws+bj8harM0PEVymzn7n4hIJv2K49zAcreLIVk0TJQK/G4XQ1yiwL4Avf+7h7l8ZSAtx3p5r8PiFot1lRWs+OTRGbft7DIcebGE546MUIpv+u16HJob5n7reT0Qjab+MlxRajE4rCnvCkGQsGvz7zZSThdTk0POVTtDNOfQ2P1+J0S1lZ7nhMxNNyM05tC9ICKFKUycAF63iyFZ1MeoGhGKmAL7AtQXhMfuWp2WY71+xGHNBRabm2sZnCW2ef4FQ3lrmIpw4oHiOMmD6s5uQ3PD3DslN9RZ9PSnHtgvXWRzsl2BvczN+XdmPaX0Mntvldnk2ri5g04va21Nt+aGg/Swhnq3iyEiBc6r1/y80pmGHD99hFxrCBH36V98gaoqr0zLcU6fMWxc66Gy3KKxyuJ9//uNpNsZk+hYetjqYRW1VFdCd2/yY/YFDTXzyGLfVG/T2Z16YN/aaNPWqcA+3/UySq2LX1Ie7HN5IxYiTIySHGo56TUh6mzV6rthkAhVqLeEiGSOxtfnn/1pyIjf5/I7k7hLgb3MqKsHrrrMYv1qm6+/fSU/fjaUdLtXXjVcerHFd75SyYWNAQKVcY6cSB5UG8C259FiX2vR1Zt6oO71WsQV1+e9F2hjM61uF0NERCRvBAlRrQAvr4SIzTiUNVvHkPylwL4ApSsjPkAsZmho8HHFJTavvOZg2bDr6NQ++SdPwbKlFsdeKeGi1gDxQJQ3jqc3qvb7LaKxue2j7Pv57/ws9W7QbSTppMR5IpJpbuamERF3KLAvMB/8/j5KMtDDc9MGi+OnDN/9b83c8tfHJ62LRAx+P4TCEZyIhWVZLGqGk23ZfXmNRg2OoxfmQpLt7OGZPJfuTBERyZZ+QlRryI9IUVFgX2D+364BPv/2lrQf1+/34Bh41+X1xM5rNd/+rOG6ayxeOQBjqccqymxC0ez2g/+PHzqcPJXVU0qGHaGPVWQvwdsQkaKYJsYxZkqSQMmOKHHXe6CISOEbIKyu+HkkhoNH38yyQArsC0wsavEn11+QtuMla2XccpGPTZ95/dzPo6NQVmbxxDMRsBJ7XLWyjFN9keTHTGPTZTxuGBuuPxqC/qDaRQtJtrOHd2Ywc30ufV2fNoMssdOTYFPm5g36uJBat4shIgUuhqOs+HnkML1ZbciQwqR/8TPYtm0b69evZ8uWLW4XJWXm/2zK+Dme+ovVHDiZaI3v6DQ0NiSWv3rIORdkV5Z6CMczH2T3DyYy7B89Zti00aI/OHUbo4H2ec3KYkjcyTBNRTC/+OF4HyttBZduOE6Q5VS7XQwREckhx+lnOTVuF0PynAL7Gdx9993s37+fXbt2uV2U1MWy08WzNADfeKKDF14ybLkiEXi9ccJgpXBHWWmM0/oGDLVVFvteM2y5wiZ0XtL++mqLXrXi561st3IHCVOZga74DiarFRSzCROnxMqdqfeKiYPBo69eERGZwAB2Dr0nSH7S24XMy96/X8Eff7sHY8A6G6l3d4F3Qr1CdYmHE92Tu+PHYgZPGu+6vqBDTeX4g/D8SoOlizycbNecd/nIrW6EyQJwLzZR4vM+Zg8jNFC2kGKJiIiIiExLgb3MaLq6w8W1ZcSHvaxZEz63LBgEvw/C4UQLeXOlj1dPTW5C7+4zNNSlr0ayf9Bw+DBsvjz5MZvqLDp7FNjno35CWZ+qZ7o7s4EyuhmZ93HbGaK5CLr4i4iIiIg7FNjLvN2+toob/+HouZ8jEYtAwOaNo1FgvCV/os5uQ3PD/G+7iRUHAHEHunssWpoT5zp/OL1tW5pmLE/1MUodpVk953T3SiNldC0gsC+WsfsiIiIyNwMZGgYoxUeBfQGyfAMZO3Y8nuiOHIkY/uDWJvoHJ69vaoB//3/jP3s9FpHYeIt5Z49D4wJa7Jvqbbp6x8OvSAQCehYWpD5C1GY5sJ/OQlvsYzg5M8VZyMQI5EhZik0fo1nvhSIiIrltH51cTJPbxZACoMC+4BhgcNat5nK0MYubLfYdSPx9bO765jr47XvHW+3XrIIdz4/vs3lFCbveGD33cywOPt9CAvvJXev37YPrtyrZSCHqJ0Q1gayec7o7KYB3QWPsc8kRp49VHmXEd8MBelibxekbRUQk9wUJU52GSt8QMUpQYtxipsC+4BiwMzOV0iXrbHbtSQQ3Y3PXv/bVC/j+U+OB++03wRvHEn+vqYJY2ENwJH0BUX2tRfd5LfalpQrsC5Gyh2fGKWeQxZbmsHdDfw71QhERkcKiXmGit+ZCYzngZKa27srLPOw76Eyau760pBTbhr0nhwF4/3sTSfQAViyxOXQsvYnrPB4L52xc39llqE6hDkPT2Es6FMptZAA7nXNOioiIiOtyaQijuEOBfcEJka7L2t0dxeMZDwAuWOaht9+w68XxuesBvv37jVz3+eMAVFf7zwXSK1fYHD3hsKjGR1tfNC1lmuj5Fwxr186+nWWB4xRKWCaZEsNRDwERERHJGpPGZoM+RqlVi31R01tsoTEW048Unptdew3NDecd3iRa/CZmvH/vVY1EJ09XD8AFSyxOnTFcuqyEPSdGp26QBqk0PDbX23Royru8k+025W5GaMzQXPOqVhJI7wuciMh0HEzWv0Nlfk4ywDLSM4R2iAgVyq5f1BTYF5hfPVmRtmPt2Rdn8aLJXw293bBp49Svi02rvPRX9U9aVlJiE4ufnXIuze+z+15zWH9Ral9bS1tsTrYrsM832Q6BOhjSlHSSMXEcbL1qi0gWDBGhMsvJZ2V+XqCNNWlMqmrpe6aoKbAvMNddm77x9UeOGy5aOfkWGRmBpUumPjSe+dwaTEls2mN5bItYPH2h2tFjcOEFU8uRrNt9XbVFb1AtZTKzLkZoyECLfQwHb448anucUeosddNzwzH6uQDNRiAimefGrDIydzs5xUaacuYdQfKf7iSZ1okzho0Xjd8i4bDBmumOcSy+80xn0lWbLyhl1xvDaSlXPG6wpylHZQUMDU1eZilRmKQgnqG55rsYzlgX/7k66PSyxq5zuxhF6Q36uIAat4shIkUgSEjZ0XPcMfqJ4rBaU6BKGimwl2l19xiuvHQ8KN7+rKG5efrty7ur+Pg3u5Ouq6/0crIzTnXlwoPs116HrVdZRKMG73lxWE2NRX9w6j6K7WU2s/XpsEiMW5yrDoZpIX1DZBai34SosfWy54ZYhiqORETOl6550SUzhonwEme4jmVuF0UKjAJ7mZbjQHW179zPo6PgnaGnv5/EtlGSZNIDgv3Q3LDwCHtk5GwAP2ioOa+ioKYa+tXtviDkWl1MHaX0MvckkF0MZ6SLv4iISDLDRCjHN/uGknUGw485wJ1c5HZRpAApsJeUdHQamhpn3+7fPtnM0KK+5CujHizf3JLYxR3Dtx8fP97goKGmymJ4xNA34FBbNfkWTgT2czqF5KhsV8/MVpHQSDndjMz5uA5G0+gVOSXOE5FsMiiJWq76GYd4C6v1nSAZobdNmdbER87Y3PVeHwwNxafd512X14Nt6O2f2rK5uNrPga7QnMrwy73DbF5ZyivHE/ttf9Zw840WXb0OfQOG2urJD8aSkkTPAslvUeJZTyYzW0VCI2V0kZ48EW4ImRgB0pdcU1K3jy420OR2MURExEW7OM1q6pT/QDJGgb3Myhhzbu76NRdYPL975lZ3f08lqz51dMpy27amZKyfSTRmiMQMlywv4UhHBGMM8Ti0Ntt0dhuCg4bqismBvWVZScfTe2yIxdRFP1/0EaI2x774yvEzQnTO++XKXbcn3smlHgWXbjjNAEuocrsYIiLikhMEGSXGWhrcLooUMAX2Mqs9e825ues3rffw8t6ZA/t6yhkcgNFQounccca3t22LeIrB/WN7h7h1Y2Je8TetL+ffnxhm2VKoqbLoCxocAx5Pal2ZWpts2ro0l32+6GOUOkqzes5C7xTXa0apt7P7OxURESl2o0TZxWluYLnbRZECp8BepjUWfv/0Yefc3PVbNtkcODo1QH79SATP2V6+LU2w0l/B6k8dpa7GorNnfLvLl5fy0rHZ+8qHIolzlPgTt2hthYcDRxzWrElUDsy1FXRpi83JMwrs80WixT57QahJ8Y6aT+t7oVcYiIiISHIGw3/xupLlSVYosJ/Btm3bWL9+PVu2bHG7KK46fmL873W1HsLhqds8/lyMyspE2LN2DTR2ttDdDyuWWByeUBHQVO2layA26zl/+eowt24cnyLMGMOm1nIefWX2Mc4mSfRVWW4zOJIrnaJlNkFCVBHI2vkGiVCZxfNJ8ehhJOu9T0REJDc8xGFuZ1XGk+i6kZtIco/ugBncfffd7N+/n127drldlDmzfAMLP8bZ//f1M+vY+N2vR2k8O2zozTcnKgOuu8TPHzz4Bm+cmFtL+XDIweex8HnH2zpffNlw1RU2tRUeOoOzVwxIfjOQ1YyxnQzTRHnWzpdtvc4odZaCSzfspp1NtLhdDBERybIXaeMCarJSudtPSEn5RIF9YTLAYNqOVl4GfdPMYDfmyBuwpDURiN14rY9QCB7701W09cdp65hcKVBX4aFncPrg/JevDnPLxslBVnsHLGqxuHZtKTsOzH3KMZGZdDJMcwYC+zAx/HjSfty52q3Eea6JENdsBCIiReYUAwwSYR0pzBWdBtkewii5SYF9QTJgV6ftaFWV0D1hnHyyhtT2LtiwNrGiqgrG8uWtW+bhf+88NWnbzReU8cLR5OPsgyNxygMWHnv8JOGwwe8/e2rL4qLWACd6I/P+PCLnGyBMBf60HzdXegKEiVFiKbgUERHJtBAxnuMUb2JF1s7Zn4OzCUn2KbAvRJYDZuEv8WPt7FVV0N0zc1f8vl6LazYlAqOqShjruf/yl9fSNhwhFDYEzsZNXs/0mfGf3DfCTRsmB0I7njNcv3U80F+3JMDJvsT0d1KY3Eg4Z2XgrB0M00LF7BtKQYrjZHVIiYiIuMtg+E9e411ZTpaX7dxEkpsU2BekMJj0XdqSEhiaJWddeBRuujrxAhsITH6RrfB6+I2vH6O5YbxMFSU2D+0Z4PkjIwRH4gD0DMaoLbex7cn7h0JQWjp52YbWEvadCc33I0mOy3aVzVxCr1Qz6EMicZrbXeNUAeaeV+nkYjQEQkSkWPyUg7yF1RlPlnc+B5P1c0ru0R1QiIyPdLZ52ikeqiSQvCvzp65dzi9eDNNUP36gGy6q4C2XVrGyyc++UyEefmWQ//lwD8PROA+/Msjj+4Y42ZNolfckGaJcU+plKBQnGks9aCnxQyisIEemSvWuqCLAAEmmhZjhuG632B51glxo17hahmLVxiCLqXK7GCJSRCLE8en13hXPcJL1NCqJnbhGgy4L0FVXB9j53MIC2DPtUfz+RECSjlC41GPx94+d5qu/uXTS8vpKL1srvXT0x6gKeNi6tgyAcNThcEeER/YO8cJRC/PKeClaa7wEAh4uaizjkVeGeNvllVPOZ4zBsiYHVEtaPJzqcFi1zP1kZpKfGimjmxGqU/zSzoVO2AedXm7zXuB2MUREJAuCyo7uikP0YGOxkjq3iyJFTIF9AVq7FnY+t7Bj7NxtaG4Ax3GwgIkxck2VxfFTcZYvST1A/tffWcx7//UEX/3N5OufPTjCr20ZD9ADPpsNS0rYsKQEOh1uvyRR+2yM4Ux/jJeCo7z6RoymaJyRaJyKEpsyv01dhYeuUYsXDkFlRaLctmVhWRC1YfdrUXxl/nOfybISY6vH/z55GYwvl+wZwNBD9qY1HPTE6YnPfj4PAQ7ZPdQ4qbXCDqR43EwKxhz6vHFXy1Csglm+j0VEjjEC+PTsyaJ+Quyim9tZ6drvPdvvTYWiptwzKWF3vlNgX4BuuBb+9YGFHeOV1+IsW2zT3gG1tZNv+PWrbXbtnltgHwgECPjh27/q5MPXTx5zeqonypJ635QWdoBo1OCdcJdalkVrrY/r1tqYwSh3vSPAf+0a5C2XVjEccugfidPaZIiHoLQukZ3fYHAMeL0wHDGMRhwcA2bsD2bC38eXwfg2binWgQPtOLxB9mY+OFMa443R2c9nsDhQOkRdCtvO5biZ1B5zeMOrWSSyrZ8Qo/izeh+LiOxnhFYq9ezJkhgOj3OUN3Ohq7/zM1l+byoUGwMlePwK7CWHvevX4KO/u7BjvHHCsOUSm9Nt0Nw0+YbffImHHz8S5T1vn9sx9//DClb/0bEpgf2Lb4QmtdZP1NcPdbVTl0fjDpZlYVkWq1r8HDoTZvWiAOUlNtYyQ0+vYXnD1DFmb9RYXNSa/mnNJL168bCFsqydr4dAyufrzdC2mRA1cYIxP1t87pWhWP2Sdj7AMs1hLyJZNUCcG6jGh4YdZsP/Yx+fYp3rz/psvzdJblJ2jQJUV7fwh8updsMl623OtMOilsmt1hvXwYm2ubUlO45hcW0Zlge2Hxw8t/xoZ4QVjb5p9+vrh9qaqTVp/YNQUZZYvnFZCa+eHE9oVlMN/cE5FU9ySJhYVl9IosTxFuijcG+8i42eRreLUZQixF1/0ROR4hPFUVCfJY9yhOtZrme95IzCfJuVBevtNVyx0aK907B40eR1fr+HaaahP8ey4dSpRJeg+lqLvmBih198Zim3/83Jc9vtORbi0hXTJ3np7TVJW+wHhg1lE3a7alUpzx0cAaC0FEZGkh9PM3/lvj5C1GYx8U83IzRRnrXzZVOHGabZLszPJiIi4paXOcMiKmmhwu2iiJyjwF6SMkBZmY+eXsOilrnvX1sD3//PxN+XL7Zo60hE1NetqcQYON03wsG2MKsXzdwtfnAIKpP00jeGSfPdt9b56AjGOd0bJRqfnOxP8ksfo9Rlce73DoYzEtiPEKVEtfhFKY7j+jSHIiKSGScJEiTMxTTNvrFIFumtU2YUj4Pfb+P1OESjBp8v+cuqcSb/vGwJPLMT/vsfwsrlNo8/M56p8//8XgPrP3WMBz6+hDuvnDm7uDEkTaqXzFsuq+BAW5iDbRFeOBnH7B6vtxprqH/hWBQqIlhAc42XZQ0+asvtlM8hmddHKKtzf3czkpEv5w6GVJNfpF6lUy98IiIFaJgIz3Oad7Pe7aKITKHAXpIaC3PHuq43NFj09EJL89n1s8TBl26AXz6d+PuyVujtH+8D/6GtTXzsG9184v5T/NeeUj5/ZwsrGhfeQuv3WmxclujCHe1wuG3T1A4pFU6US1d7KC+16ByIc7g9Qu9Q8qnASv0Wyxp81FV4JkyPZ503Vd7U5TB5iryx9ZKaQcJUkr0Eh3GcjIyx72CYdTSk/bipCpowVVbAtfMXszYGuZR5dHUSEZGcZTD8iAO8j4vdLsokDgZLvcQEBfaSosYG6O4eD+xnc/218B8PJv4+OGxREpj8wAl9Zz3f29nFtl/0sfmzR3HOxtZj8W+ipR5qQuW8t9/DxUsDrG8t56Imm5LA7OOvpxtLv7TF5mS7w/qVXlpqEn+mMxJ2ONkTZf+p8HnT4ZnJU+NNWD527rHTL3S6vLnuWgiP9RdwgOEsn28o5e1fxMFKYfsXGKGfKJZL88q+Eu9kjV3LL6zUP5ukx4s42HO4p0RE0iXV76hiZTBEiBMhTog4EWKEiTFCjNAs39cR4mxiCY9m8R0lFYOEOY0Ho+s+Z9evK6MsUDgj0xXYy4zGAu36Ojh4yJBq6FhW5sVxEg/Ijm5DRfnU/T5wVSMfuGr6jN39AyF++6v9/OjFfr779ADhaBexWCJQjoaBkA//d6Pnth+rDACInCnD/x9TM+gZA9EI+NWQmbMixPFzInvn29COf1/qwXeq28/1uOkWMXH8Vsi18xezSEkIfyh797CIyJhsf4fmKwuwzrZzn///6dlAZxZKNzcxO44BfM5pt4uSd/7tjxZx08bsDf/MNAX2BczyDWCi87tZz28pDgQsItHU24/LJkyl2dXrUDaPnvY1VSX8/k1N3H7r1C6tD2+PYMUt3ny9d1ISvTG/eMzh9luT18D9YkeE26/VXPa56mEOcwersna+X+Dn9jmc7ynK2MJiyph+msb5HDfdHooe4S2+la6dv1h1M8Ib9HEli90uiogUoWx/h4r7XuIMS6gq2Bl+JHWF0/dAzmNId3fm87uUx+PJx6YDVFVybkq8SBS8nvR3Eq+ttugf0Px1hSbbwwnmegc1Uk4308ynmCOM5nV0zW7a2aTx9SIikiV9jGZ1mmDJXQrsC5YBO3NdS5Yustj72vTrq6usKZny062pwaKzRwGMZFcjZXTl2Pi6850ygyzN4L9/mV6UOH48bhdDRESKRAwHn753BAX2hcuOg8ncP/JL1tnseiXRYt/eFcE6706qqlxY0rhUNNbZdHYrsC802b6ic+0hUEcpvYxmpCzp8lq8h3V2vdvFEBEREZEsUWBfqEwEzPwv72zBzuZLPew7kGiSf3xnnPLKyeurqsa74mdKeZnFSEiBvcyfwcy5IsGDTTzr1Q9zE8fBc35tm2RcDAePvlZFxCVz/0YTkUKiN5BCZfxkcrTyBcs858a3P7c7Qn395C8Tn2/h555unHAobAikkPtupnHGGoMsAAOEqSb9UyTo5ao4vUonF9PkdjFEpEgNEaECJQcWKVYK7AtUZXX6H+zWNLH64TdgUQrz2zvO3Abdj4xAeZIEn30DDrVVM9+6FRUwPM0w6Noqiz4l3ROgk+GMZJF18+UqbtRq7JYzDNJK5ewbiohkQJAwNUqiJlK09PZXoJIFxHMxl7C37QxctGrmFvr6Wou2jrkF0719UFc79bh9A4baqpnPV1MN/cHk65a22Jw4k+HMfjJv2cyK38kwzVSk/bgdDNOSgeOmYr/Tw3qPxteLiBSbIKGM9EITkfygwH4G27ZtY/369WzZssXtosxZwwLe648ci1JWYjE05KTU5b23z2LzJcnn9A6FwgCsWGLxxom5BfZ9/YbamiTLg6kE9hb9weTna6636ehRYJ+LRokSwJu18w0SoXyW+ejno52hjFQYpOKUM8ASZcQXESk6/YTUYl+E1AdVxiiwn8Hdd9/N/v372bVrl9tFmbMLVsx/3xf2GJqb4HQbNDWNB9ClJTAyMvXxMTwIN181NQN/SQk89ChUVVisWmFz9MTcgunePpIG9oMjhsry+bfY27aV8Yz9Mj99hLI+F6uVgT4CGudYfLoZoZ4yt4shIkVM3z0ixU2BfYHafPn89917IM7yxTZnOqBlQmDfUG/R3TN1ewO0NE79Imlpggd/amhusFi+eO5d8cNhKClJHnRZ0w34P6usbPox9pK7+hilltKsnS9T3f6zOZxAcsNu2tlEi9vFEJEiZshMZbXkNl1xGaPAvkC9687573v0pMP6NTZn2qF10fjyhnqSBvbTWbMa9uwzNNXb+P028Sz2frcsa9pkfwBOpufik3npI0RdFgP7QrsLhk2EckutNW6IEsfP1J5LIiIiItmgwL5Abbx4/uOUT7fDpg02HR0OS1rHl9fWQm9f6qHQ1iuhswsq0p90/Bzbgnh87uFZwG8xMlpoYV3+G87QmPd082ETIe52MaZ4Od7JJo+mWxMRESkGml5XJlJgL1MMDBg2rYehEaiuHl/u9VrEJ8Qyfh8Eg9MHN2tWe4lEZu82vxANdRY9c6hsGHP9FT62vxTNQIlkIbLdjXC+Z2qgjB5G0lqWdBg0YaosZUTOthiaYlBERLJvmKjyKsg5ehORKQzg8yVaTW17+ltk7QU2z++Zvn99BuP5c5rqbTp7kgf2MyXI8/ssIlHVcha7+d4BjZTTlYOBvbjjVTq5GPWUEBGR7OpjVDMhyDkK7GVayQLjicH6ZRttXt43fYu9MZlP6NFYZ9E5z6nrlrZ4OHEm97pTS+5roIxuBfZy1hkGaaXS7WKIiEiRScwmlL3cRJLbFNjLFKkG41dusjl0ZOY2z0y3iQcCFpF59qi/ZK2HVw7E0lsgyRsR4vjm+Qj045l2jL1xacRbuzNEi1XhwplFRETEDYnZhNRiLwkK7Auc5RuY/75JIvyJrfgVFR6iMzR4W9bM3eHdNjb23+RyIYtMNqds6WaEJtKf2bGfkCtfsnvjXVzsacj6eUVERMQdIWKU5kHSYckOBfYFzQCjrp29vDz359a8cqOP5/eq1T5XZLOKpYOhjAT2HQzTQvZbzmM4+CxNt5ZtXQzTQJnbxRAREZEip8C+oBmw3euaW1UJ508X7zgLm8w+3a3rTfU2Xb0LK5Pkp25GqM9AQNbOEM0uBPbijj10cCktbhdDREREipwC+0Jmx8G414IXCEzuit9YZ9HWkVpgHo8bkiXkHw1BaZpn8yortRgeUXf8YuNg8GbgERgmRgnetB93Jo4xWZ0mUMZFieNHPSVERETEXQrsC5mJgpn7JZ4txE211TwSM1hmPNhYsdTi8LHU9g0GoaZ66vK+AYfaqtQ/Uyplve5yH9tf1pz2xaaQqnIOOr2stevcLoaIiLgkSjwjldUikj/0BChkJkC6R7lXV8FAivn4hkedSa2Iq1bYHD2ZWrf33j6oq51a9r4BQ21Vap+pvBxGUpiRzO+ziGpOe9cZjNqc5+mo088KO0lNmGScekqISC4YIEw1ae7SKDlPb68ykQL7AlZRPb/uwDO9pjY2WHT3pHac4CB4bDh1KgLA8sUW7Z2pPYL6+g21NUmWDzjUVad229ZUQ38wtbIuW+TheJvmtHfTaJYzuxZaOGYlm8ZCMk6/dRHJBf2EqNG0ZyJFTYG9zElDPXT3pBacG6CuzuL7/5n42eu1iaeYp64/CNVJGiCHR6GsdPIynxcikallqqm26A+mVtZL1nrZe1DZ8d3Um+W5WBday21jEWfqDa3a8+LhoNwGIpIbgoSpVmBfdPQNJBMpsJekpsteX1UFwQld8asqDM4M8fCSVvjVM/M5P3g8yR9X57dMNtbZdPclC+xTb7Efoznt3dPHKLWUzr5hjqijlD5CbhcDo8R5rhkmQgV+t4shIkI/IXXFFylyCuwLmH8evZqj0UQSuc4uqKuZGixYljUp073tMcw0dfZll8ChI3Mvx1w0NVh09kytiCgvh+Hh1I9z1SU+dr6iVnu39BGibkJgH40a/vPnuXs9Gimji6k3WLZD7BAxSq3sZuGXhKDGtIpIjogQJ5DlGVlEJLcosC9gybqyz+aN41BRbnGqDZqbZw9RBkfjeD3Tt3Jfew309c29HHNRX2PR3Tu1DHMdc9xYZ9PVpznt3TJKlNIJLyUHj5ik1zUd0pGor5FyupicndGNrtlBo+DSLUFC6voqIiKuUT9TmUiBfQFbumTu+zz3sqG5CdrboaV59u17gwavd/pApqzUyzS9+tPG57OIpSnvXXmpxZDmtHfNxKD4ZJvDkkWZCZLTMRaxDB8jTJ4msZdR6rM8nCBowlRbCuzdoBZ7ERFxS4gYJeqlIRMosC9gF2+Y+z77D8a5cKlNe4dhccvs259qg8qKwgmEr7/cx/aXNKe9G5LdRZlK9N7JME2Up/247QzRQkXajzuTfgX2rhnSGHsREXFJX5aTDkvuU2BfwG69ee77HD/lcNFqD109htbW2bfv6YX62ulvI8vKXHCWirnmwvP5LKKxwqmokOQ6GaY5A4F9B0MZqTCYyYAJU6XA3jVKXCgiIm7oI5RXSYcl8xTYF7A7bpv7Pm0dsOUSi3gc/P7Zb4+BAYvW5qnbOY7BthKBdb4lml/R6uHoKc1pnwt8PivpVIYLNUSE8gy0tMZw8DFDNskMiGPwWnqUi4iIFBO12Mv59DZYwEpL5z7uZmjYsHblzNtMbIE3cagon3ob9fQZ6muTt2RNN5Verti4xsu+w7mbjb1QTbxb+oOG6iqLZYstTpzOs5qhLFN7sYiISPHRcDA5nwJ7mcLnm3mevFRa4Du6DU319pSu+E0NFqfO5H6gZlmJXgfijn0HHDastTMW2CsYFhERkXyn4WAykQL7ImD5BtJ6PI8HYrOMQ+/scWiqt6Z0xb9gqcXhY/ML1EwW+/RfdYmP5/ao1T6bJl7dwSFDVaVFIJCZrviqspF0MLqTREREJEcosC94Bgin9Yh1tdasc9NHohAIWFjW5MB+1XKbo6dm7oofChlKkgwZGh6F8izlCGmotekJ5vaQARFQJYWIiIiIKLAvAgbssrQesaEeunvGf7YtiESSJ5urrJz889JWi/bOmUORvn6orUmyPOhQW5X8li0JwGgovSFORZnmtJfZqdVWREREsk1vH3I+BfaFzo6DM/ckejNJBPbjj5NlrRav7E/+eKmqBMeBcDgCgNdrzzpGv7fPUJck8V7fgKG2KvlYoqZ6m66e5Aeebxf+6y7TnPbZYjDnRollc8jFQlUTYGBCj5j8KbmIiBQKVTCLCCiwL3xOlHSnCisrsxgZHf/5kvU2L+xN3m29qtKitAweeyL14/f2TdNiP+BQV538lm2ss+jsmVqGsjIYHU2yQwo0p332DBM9N/3c8ZOG5Uvy49HUSDldjACJqe48SmIjIiJZNkKUcmZOfCyFR28ccr78eHuWBQgwn3/6c9ljyyYP+w8mD+yrq6ClGR5+NPXjjYwkAvLzjYahtCR5yepqLHr6pgbhNdXQH0z93Oe7cImHwyc0p32mTZyL9dBRw+oLx69zScBidDR9FSwR4vjTNNd8I2V0MQxANyM0UZ6W486FvthFRIpbkDDVms9cpOgpsC9wFdXz64Y/Wxg1cQq7ZYs9BAeT71FRARcsh5f3zu38ljW3cMXjsZKWuabaWlBgv2GVl1cOKDt+pvUySi2JzIjxuMHrHb/+K5ZaHD+VvsC+k+G0BeBVBAie7YrfzhDNVKTluCIiIqnqJ0SNAnuRoqfAXjLK47HYeiWcPpX5cyUbmp1osV9YUHjpWi97Xldwn0l9hM612J9vSavFqTO5GdhPnD+2mxEaSW+iSsldGtMqIrkiSIhqAm4XQ7JM30JyPgX2hS5D/+pnym92fvKzNau9nM2dl3UVFTA0tLBjrFzm4cjJeF4ldcs3YWKUTjM+0Ou1iKUx10EPI9ST/nkT4zh4svxI1T3pnpEJeSFERNw0SIRKBfYiRU+BvUwxMuLgX0AOlqFhqCwfb8k8fy77TEnWe3+uXfqn86YrfTy1SxnyMy0UMgT8mR017mCyHoBnyigxSi0lTHJDYkyrXqRFxH0OBlsZV4pKlDi+AnmXkfTRHVHo5vGcP90GzU3z/4Lo6HZobhjfP1uNipk8T121zdCIIRJVC2kmjP1WXzvksG7N1HsvTfUzk85VCPpNiGpLwaUbEl1fNaZVRESyT3kVJBkF9jPYtm0b69evZ8uWLW4XZd7mEhBFo4kW6dNnFhbYd/YYmuon31rnl8NxkmfRz2Vv3urnkR0ujSkoEh1dhubGqfdePvQ4d6OIQaNWY7eoxV5ERNySyE2U/mGFkt8U2M/g7rvvZv/+/ezatcvtosxbVWXq2+47AFVVFh2d0Lpo/uccGDJUTkgOfn5X/JZGi5Nt6Q+D0tmqm0zAb1FWatEXzL9KiXySruETxSBowtSoxd4Vg4Q1plVERFyhFntJRoF9gWtsSH3bXa84tDZBe4dh8SyBvd8HwYEIZpoYd2Jwdn5r6wVLbQ4fS39gb0zyZGLpbO296UofT2qsfdZVlFsMDed2s70b1RGDJkKlpQRubjCgMa0iIuIKzYQgySiwL3Br16S+7f6DDhcutxkcMtTWzrxtY4PFE8+C/2wvoNIA9PbFUzrPhcssjp5Mf6t3ZbnF0HDaDzuJZVmsWGxz9FRqn1VSM1t4tGKpxbETuR3Yu8HB4LH0GHeDprsTERG3FFIiYEkf3REF7pqrU9/2ZJvDhjUeAGx75lujoQGefCZKdVXi5XbNSpvndycP1s/vWb201aKjO/lLseOYpF3qU5nWa9N6D8/vyfx885et8/Hya5rXPp0M0NVtaKhLHuK3tli0deTmEIgyfAQJ4cPjdlFEREREpEgpsC9w73lX6tue6YArN6XWtbS+Dl55zaG5KfHz5Rd72L0veSv2+TG512tP2z1+cDB5XoDBYUNl2cxlqyi3GB7Jztzel6/38tJ+dclPp/0HHdavSf5Ism2LdORbjBLHm+bHXiNlvEonzZSn9bgiIiIiyajPmCSjwL7ALV7sBcDyDcy67WjIsHJFanNi+3wW7Z0Wy5cmgu3Nl1hpGTff2we1tVMD+L4BQ2317JUO123xsH1X5rvJr1js4Xibk5VKhGIxGjKUzVJ5s1AdDNNCxewbzkEj5WcD+/QeNxW6+0REREQEFNgXCQOkf5q2YL/h0g2J7scVFR6iZ3unnx+aWRZ4vHDkyOxl6Os31CUZ3983YKitmj3oq6ux6e3PTrhz05U+nnherfYLZTBZS0F2hkEWpTkAr6WEQ/RSp2lnREREJAuUulWSUWBfFAxYZWk/6uioxQ2bp7bwnx9WWxa0NMMPfzL7Mfv6oaY6yfIBh9qq1G7XzZd42HXeWPtMtKzXVNmMjBrCEbWbLsQgkaxNG9bDaNoDcA82MRxlSBcRERER1yiwLwZ2DMzsib3mGp5GI3DJ2snLIhGD/7xYv7IC1qyEHc/OfsxYLNHN/3zhCJQEUgucFrfYnOkc/zSlpRAKpbTrnN12rZ9Hnkl/b4hi0scoVfESZsnXmDaWAnARESkQMRw8+l4rOmpSkmQU2BcDJ0ZGOu1YUBKYPId2Z4+hqX7ybVVdbXHFZXDkaPqLMJ0Na2xePZAYa19TDf3BzJzH77OoKrfo6c/NjO35oJdRBo6XsnLFzI+jmmqL/mBufpW1kiTjYxboVU5EpLgNEKaaEreLISI5QIF9UQiQSgiw0CDBsqCzx6GpfvKRqirh2quht3eBJ5iDlcs9HDmeCLYTAWHmznXDZh9P7dJY+/nqI0TvCT8XLJv5Dlyx1OLYydysQLmVC90ugoiIFKEgIaqzNJxNRHKbAvsiUFHlzdq5unsN9bVTA3vHeKed4i5TLlxmc+R4PNFin8GEepZlsXKph8MnMp+NvxBFiON1bGx75sC+udGioys3W+wvZ5HbRRARkSLUT4gatdgXHfXYk2QU2EtaOQY8nsmPm4oKGBqavN1NWz386w8yOzZ940UeXj3gUFEBg0Ozb78Ql17k5eXXYjy8PcLTL0Q4cDRGX1DT4aUi1S8ny1r411ihfRHq7nKH0W9eRHJEUF3xi46DUb4gSSp7Tbningz+2zfGTAq4HGfqC69tW1OWX7vZy08fCxEKOZSUZK5+qbXZor3LZKW3wG/cnugKNzxi6OpzOHQiTt9A4twTY9KxsowtO//niWyLKUnlJm53/j6pB8kpbpgFe/DAwRillbN3s3/loENJxfy74++pilIyUBjJDo2BV+IeSr2F8XnySdiKcqAcSob0uxcRdz2PwcIhE9MaS24aJMJJSnhK13zBrtzoo7Qkh16KF0iBvUziOE7q9QA2DA8nWuQBGmot2tpTj6D/5ON+vvqNCJ+7J3M1zVsu9fKjR6KUemafFSBdysssyss8rFi88HPG45MrJSb9/bxtU628yLVOBB0jDnUhL1ddMvvvK9gbT2m7ZCLEGbH8XGWmTtGYj4ZMhFjc5ipvYXyefNJOmBqrnEsK5F4SkfwVJM5V6FlUTI4xxDL8rNF1X7DzZ/LKdwrsZZLunkQW+1TYdmL7scD+4rU2e15PPs48WQtxXa1NTZXFa4fjrFuVCNYyEXTWVlt0tjvk48iT84c1FKIz+7zcerEnpekM/b7Upz08XyfDLKeKkgLpvtbjRGg2JZQUwT2Sa8KEaaK0YO4lEclfftCzqMiMEGZJAb3PSPrkX6QjczeHYPnUaWhpTu1BYdmG7p7xg2/eNJ6JPlV/+Ds+vv3vmc0of/2VibH2kpsG+23qalP/cppv3oI2Bl2bli4TgiZMtaVMyG5IjGnV715ERLKvj1FqlVdBklBgL5O0nYGWptS2tWxDX//4z+tWQSyWfNvpYjHbtrntRg/f/0kiuM/E2G/LsggEYGg4x/qgCzC3FBANdRY985w2sb/ApgRSYO+eAcJUFdC9JCIi+SOGg4/sDTGV/KHAvhikEDlFo4nAuqPLsLg1xcNa4ExoCPd4PKxcNvdb6s3X+3jhlTijo3G8SQaHOI5ZcMB/6ToPTz43Ta2D5I0LltkcPTG/3hcWFFQW2UEToRK/28UoSnEcPPr6FBERF6iZSqajN5MiUJpCb50X90JdnUVXt6F1DlNynx9wN9Qkv6VmC8w/+VEff/31GHW1U9cNDBmqyhcWkHlsC48HwmE9DnOJMXObOKyuFnr65ncNC+3KGwx2Lk1vICIiIiKuUWBfBJIFy+d7cU+c1iaLWAwCgdRvi/O72FdWWHT3TG1RHdsuHE4+NUdrs4dYFIZHp+7bN2CorVp4AHPzNV4ef1at9rnkTIehviV5wsVk0jGXfaEotIoKERERmZ3ehGQ6CuyLwJIls29z8Jhh1Yq5dVROtu1d7/XywH8kD56rq+CxJ6Y/3p23efl/P5+6b9+AQ23Vwm/VQCBRcRGPKyTKFfsOOSxdpcoWEREREZGFUGBfBK64IvF/yzcw7TbHTjpcvNaz4FbAulqboZGpR7EsWL4cfvbQ9PsODVncfJ3NTx6dnCW/b8BQm+IUfLO56RqvxtrnkGA0SoNfmV1FRETmQ623xUfNUzIdBfZF4B1vgcRjIHk3eID2LrjqsvR9PTjO5C71xsBVW2DPvpn3+7Xb/Dy9Mz5p/2gM/L70lK2i3GJ4ZP5Tpkl6DRHWlC0iIiLzpLcZERmjwL4IXHetFzBgl027TTRiWLzIl/IxXz8SwU6SwR7grbd4+cFPp46b/vV3QFvb7Mf+g7t8/OO30ju3fUkJhEKJr79rN3vY8ULq47olc4aIUEvpnPaxrLlXzISIESiwqWHUSiMiUtzmln5WRAqdAvtiYcfASV9g8/hzMaqrkq/bcpmH1w5ObrH3eGDjBh+h8OzHXr7EQzgC7V3zm9YsmZpq6A8m/l5fa9PbbxhOMmRAsicaNYx4I3NusW9psujomtu1a2eIRVTOaR8REZFcFiJGKdO0skjBUsW+TEeBfbFw4qTzUfDi3ij19ebsXPZTg6zzG1SrKmFg+iH+U/zZJ3x8/d7phw7MVU21dS6wB3j7LV5+/FhUXfJddPCIYdHKCL45tqSvWGpz9MTcrlsbg7QqsBcRkQLST4gaDWcTkbMU2BcNP+kM7I+dhGXLbGprIBicun75EntSq31VlcXA4Ozz2Y/xem0uv9jDY9vTk+iuphr6+8eDQdu2ePvNPn70aHq7/EvqTrY5NLbOvVdGdZVFcGBugf0AYSrxz/lcIiIiuSpImGoF9kXFaACGzECBfZGoqE5vV60zHbBuJTTUW3R1T13/wXd7+OHPxoPy6ioYGDRTWvInOn/db77Dxy+ejE1JxDcflZUwMHjesgqLy9Z7+dXzypLvlmxOSz+3yRxzn77YRUSKm1rsi88wUSrUUCHTUGAv89Lfb3HjlX4a6qG7Z2qI4ffbk+aLr6qE4By64o/58Pt8PPb0wkMY27aSViosX2JTVgqvHVYyPTcoOJV8VGiVRCKSn9Qbrfj0MarZhGRaCuxlXsKjcO3lFhUVMDiUfBu/z2JkJNHaXl4Ow8Mzt9AmW7dulYc3X516tv6ZTHfuKzZ6OXHaobM7fcn6RDJJuSHcEyaGv8BmWBCR/ORg8OhVvqj0EZrzbEJSPPQ0KBYZiANKAn6sGSL1D77Hy/3/kWgJH9tuPvHITOdIl9tv9PHkczEiEQVM2dAfNFRXqdVzvoaIUGmplcYNiTGtAbeLISIiRUgt9jITBfZyzsiIgz89jeMALFts09Uz3go+8/j66VdWlMPgYOYD7nfd7uPBXyhTfjbsO+Bw8UX2vDs02zaThnoUm6AJU20puHRDkJCSVYmIiCtGiVGiKQ5lGgrsi0UKEdSZdmhsyGwr6nSN78PDie76yVy6wWbPvoV3k58tXvf5LN58nZeHn1IyvUwbHDJUVsz/XlvcYtPWrsBesi9ImCq12IuIiEuU50Wmo8BezjndBi3N6X1YXH2Fh0fPBsqWNX1w3dcPdbXJz11ZaTE0nNZiTau+1mblMpvndyu4z4b5hubLl1ocO5na3iNEKS2w2m0F9u5JtNjrdy8iItmnkF5mosBezjnTAYta0nvM22/y8syu8YzzHi8cORKZsl1vn6G2Jr3nnq81F3qIxuDIcWXKz1UV5RbDI6kF9mcYpJXKDJcouwZNRNPduCSGg0/J80RERCTHKLAvFinEQJ2dhiWtmS1G6yL44U+mLu/rJ2cCe4BrN3vZd9AhOFC83b0zxRiDZUEch/mPsk9dG4MsKrDA3gB2FpJKioiISO7QW6nMRIG9MDISxbIhOGioq0v/8etrbU61JcbIr18LO56duk04DCUl0wcq2UqgN9E7bvXy8yejRZ2kLROOnzQsX2ITJEzNApKQpRrXjhBV67aIiBQcVe+KyESFNfBUpuWbIdv9zj2GhvrE14Ntp7+u5673evj/3RfjsnVe3nwz/M3X5n6MSzbYvLLf4dqrstcF1rIs7rzNx6Pbx8fbz/QlamZZP7aN15PI6p4sME26bA5f3fnQiLtrT5zLL7Z5uXcUQwkh5pfPYO+BOKVls2/3SnWc0mBh5UzYG/dS5imsz5Qv9uKldJ73rIhIOr2i51HR2YuXMl3ztNlyqYfSGRoW840C+yJRVQl9PWD5BjDRqknrXt7rsHgBSfO8HohGDT5f8mNUVNiEw4lW7/fcCX/62bmfo6rSYnBo3kWct9ISiztuTN8cgMYYHAfi8YnLztuG6dcVgt5ew9WXe3mREMuppmGe45X7+w1bLp193z7bZotTWGOi+6MxtvgK6zPli35ibNEYexHJAX16HhUdfQelV6DAOnQqsC8SLS1w/JgBolPWHTrmsOYCi9jI/I5dX2/R2wvNzdNvY1kQjzsEAn4cZ2ryvGwIBCAUMjN2+c80y7LweMBTxM9kn9eitMRilFEW0YJ3np0Jy0ptvB6mrVAaE8CitMA6LAY8UDrL55bMCEDB3U8ikp/0PCo+uuYyE42xLxJr1wKWA3bplHUnThkuXT//SLOhHrp7Zt7m19/q44kd089Fn42W6ZpqCA5k/jwyveMnHZYtSTx24hi8C3gELW21ONVWgF0aREREZpGtBLSSW/TWIzNRYF8kbr0JsOKQpEtyVw9suWT+Xw71ddDdM/Oj5uJ1Nmc6E9vMdxx4eRkMDc3/kVZTbdEfnPfukgavvu5w8UXpeRFZvsTi+Cl9xYmISPEZJEIVAbeLISI5RIF9kXjPrwNOnGTp3WIxQ0PD/MeRl5ZahMKzb2fbibH4822dH0ugN1811Ylx2eIu62zNzkLD+5ISi1B49utZiO0ZuotFRIpbP6EFzSwj+SdEjBKNopYZKLAvEqWlXsCPm2HORassnn4uPvuG06iushgYnP/5q6pY0P6yMKfaHBYvGr//shGcDhGhjPQlPxQREckFQUJUq8W+qPQxSq0qc2QGCuyLSEW1u7V873qbh588HE95mrd0s20LZ/4N/rJAe/Y5XLohu4+cMwzSSmVWzymFbS7TT4qIZIpa7ItPHyFqmZorS2SMAvtikqYm0vauCNhzP1hNtU0o5O4Ubvkwz3shs7J8AdoYZJECe0kjo4EQIpIDRtUtu+j0MarKHJmRAnuZs8d3xqmomPt+1VVgWxbx85rN43GDneKdWFYKw8N6sc43ZzocWpqyX6sySqzguuI7xigTskuixBc0k4OISDqpB1FxGSJCJQU28bqkld5Qikmanv/P7Y5QVzf3/UpL4YarbUYjkwPz/v5EYrtUXHqxzZ596k+fb17e63D5JZMfN+m4HQN+i3AKCfQKyRARKqzCqqzIF0HCVKu1REREXKLKHJmJAnsBwHGclB8Vh9+Axa1zP4dlWdRU2xgHwuHIueV9/VBXm9rZF5pAT9xzfjf8dITjy5ZYnDhdXIF90ISptpQwyQ1KViUiIiK5SoG9ANDdA1VVqQXXbWdgzQXzqzG0LCgJwE8fHg/GevsMtTXzOtycuTm+v1h1dhka6zNTw7xssQJ7yR612IuIiFuK621H5kOBfTGZ4YnQdgaaUxwD3dtnsfWK+Y3xMQZWrbT5P/ePLwsOQPUMXfHf8a+vzutckhte2BPniksnP2piOHjS0J3M57OIxYrrq65fgb1r1GIvIiIiuUqBvQCJwL61JbVthwfh1msm3zolARgdTS3Auu1mi9cOjo+TdxzweJIHeUc6QuyhY9IyJdDLL8YkphqcqF9TtszbkIlQoeQ5rogQJ6As1CKSAzTSWkTOp8C+mMzwLXCmw7AoxcAeoKZqcmDR2GDR3ZNCESz49XfAwEBq59n2TDuX0Dxp2SUbbF7ZrwR6+aC7x1BfN/XG62OU2jR1aZ5ueEUhT0uW7WkDRURExF2F/F4j6VEUgf2DDz7Im9/8Zurq6rAsi2PHjrldpJzT1W1SToiX7LHSUE9Kgb0xsOkSPzYWP30kdm7ZdHrCEer9kysRaqotgilWDIi7du2Oc+VlUx8zfVlosR8kQpW6TYuIiIhIESiKwH54eJjrr7+ev/mbv3G7KDkrFoOSkvnfDnV10NObek1iid/mqWfjOI5a3guZ40zthg+JrviZHqvcxiCtVGb0HG5QW72IiKjttrgk3puUvFVmVhSDBT/0oQ8B8Prrr7tcEped/RawfN2YaAMA3d1RvN6Fhwper0U8PvvXzMQexL/9mz6++UCcC5d4Fnz+VPn9EA4bAgGFR5nW12+oqU7+e3YweNJUr1hWajEyYigrm3yuMwyylaVpOYeIiIiIW/bSwSbmMGZWilLGWuy/+93v8vGPf5zNmzcTCASwLIv7779/xn127drFW9/6VmpraykvL+fKK6/ke9/7XqaKWHQSQbUBazyQ3rXX0FjvTnkuXmdzut0hFE7eav/4/gEuqikHIO7EJ60rLYGRkbnXV9dUo278WfLci3GuviLznYJWLLU4dnLqvRBWojMREREpAENEqNTwQplFxt66P/vZz/LP//zPHD9+nEWLFs26/ZNPPsl1113Hr371K97znvfwiU98gu7ubj74wQ/y5S9/OVPFLCrl5YDlwISpsvbsi7N4kXut13/yCR8/+Ek86br/+2onv39DE82lAV5rC09al0igN5/A3qK/fz4llbmaabaDdN5xixdZnG4vnk6JxfNJRUQkmRAxSlRxLSLnyVhgf++993Ls2DG6urr4vd/7vRm3jcVifPSjH8WyLJ5++mm+9a1v8bWvfY09e/awYcMGPve5z3Ho0KFz23/2s5/FsqwZ/8hUDfWAFQdnvMX+yHHDRSvdS7VQU2NTWmJx9PjUVvuI41Bd5mN1XSn72kYnrautsegPzq/Ffj77ydwEBwxVldn5d+jxpDYMREREpBAEs5CnRkTyT8YiultvvZXly5entO3jjz/OkSNH+MAHPsBll112bnllZSV/+Zd/SSwW47777ju3/FOf+hRHjx6d8Y9MdcEKwAkzsb30xBnDxovczaH462+3+cYD0SnLnbOx2sZFZbzeNTpl/UzZ9KdTVaWu+NkwWzd8heEiIiLz00+IGiVSKxoR4vjIXj4qyV850Y/nySefBOC2226bsm5s2VNPPXVuWU1NDTU1NRkrTzgcJhwe7/o9kOqk6zlu8+Xwk5+UMjGw7+mFKy+12Plcdsrg80EkMjmssy2bzZsMv3w6xi03JG7JSCzOWDL1i5eU8K0XQ2k5v8dj4TgKKzMtFgOfL3s9Z9RJR0REikWQMKuoc7sYkiWv0806GtwuhuSBnJjubqyb/erVq6esq62tpaGhYVJX/Lnq7e1l9+7d57Li79+/n927d9Pb25t0+6985StUV1ef+7N0aWFk1n7XnVBV65u0zIkbqqt9yXfIgOoqGBgc/3l01FBSAr/5Th+/eHJ8rP0Dz/bw1gsTWf0qSrzEzNSu+iWBxP5zpSAwswaHDOVl7v+S3S9BZhTq5xIRkdQECVGlrvhF4zQDBTl9r6RfTgT2wWAQgOrq6qTrq6qqzm0zHz/+8Y+57LLLeNe73gXA2972Ni677DJ+/OMfJ93+05/+NMFg8NyfkydPzvvcuWTjxV6c5Hnqsqaq0mJgAGwburoi9PVDbU1i3W+8w8u//FuiS/7Tp/p5z+aaGY813wR6klnP7IqzdcvMj5Z0B6dLW21+/liMh34Z46VX4kSijrr7i4hIQYpj8ObGK7xkiaVqfUlBTnTFz7S77rqLu+66K+XtA4EAgUCB1oSm4bkw0yGMMTMmL6yqgrYzhk/fA7e8A/7vfYa62sT2Wy7z8ODPYkQiidZ5jz3zeKL6OovnX0o+VZ64JxoFvz+7X0Dr19qsX5t4yWnvdPj586Mc9fswAzEsC9autFmxLDOJNR3HsPc1h43rbGw7s5/bMUZf7i6J4eDRi7SIiIjkqJwI7Mda6qdrlR8YGJi2NV9yR1UlDA4mgveZtnn9IPzB7/v54tci9PbBimXj6+/5uI+//98x7JbMl1fSb3jYUJZCN/xMtqa3NNmsaRrhcmpYhhfHMRw8Ynj48UR3lXgcrr7CQ0P9wgLkeNzwxA6HkVHDJetsfv5YHI8H3rTVQ2lpZoLvQSJUWv6MHFtmNkBYXV9FRCSrjPofyhzkRGA/Nrb+0KFDXHHFFZPW9fX10d3dzdatW90oWuHJ4POhod6iu2fmwL6kBEIT8uCNjEBZ2fjPTY02I7EYTjhzLWPzyaYvqdmxK86N18zc0yJKPONdCM8wyPUkZuWwbYuLVltctDpxTmMMz73o8OyLhtZmi8svsefUkh+LGR7fHiccSQTxlRWJfVcss4lEDE896zAaMlx9uYemxvQG+EETptpScOkGTS8lIiLZdpIBlqHGTUlNTvQrvPHGGwF45JFHpqwbWza2jaRfKOTgTUMVT0M9dPfMHDVblnUusL5wBdz7QGxKUOWs6sY+lFr2z/km0JPMiEQgEJg5mO0jRB2lGS1HFAf/NFPDWJbFNZs9vOM2L82NFj95JM5Dv4wxMjLzfRSNGh5+PMbDj8e5dkti/7Ggfozfb/HmGz284zYPb5xw+PEvYrx2MH3DRfpNSIG9S4KEqdb0UiIikkWv081aZcSXFOVEi/0tt9zChRdeyPe+9z3+6I/+iE2bNgEwODjIF7/4Rbxe75zGyMvcnG6DxobUWhb7ByLTrquuhv455Dj8xX/Bsg1Tl7eFQtxyySJ2PB/j2itnvkXHEuhddYXGHbttdNSk1AW9j1FqcyRAWtJqs6R1ckv7hrU2K1eM13mGw4Zf/iqOMXDL9R5KSmb/jJZlcfUViYqFg0cSAX59rcXWLXPrHXC+oAlzoV0z7/1l/oKEWEu928UQEZEiEsdRokRJWcYC+3vvvZft27cDsHfv3nPLxuasv/POO7nzzjsThfB6uffee7n99tu5/vrref/7309VVRUPPvggR48e5Utf+hJr1qzJVFGLS5KY4kw7LGpOLdh46nmHkvLk62zbIh6fvfV8LK6pqvKDmVpR4Bj4/37Tx5/+dXjWwF4J9HLHMy84bN08+5dPHyEuyrHa57GWdoB9rycC8cpyi5FRg20nAvrZeiJMZ81KmzUrbbp7DD95JI7/7OySljU+LCRZrG/M+HJjEjNJvOhYRHw2HjuObXPuj2WlPo2jpnucn91YBLCwcHlqEREpegfwUatnUVE4gJ86XeuMuXS9nVKDTb7IWGC/fft2HnjggUnLduzYwY4dOwBYsWLFucAe4KabbmL79u187nOf4/vf/z6RSIQNGzbwxS9+kQ9+8IOZKqYAbe2wZlVq2+7cE6W+dvrgPRqdPTP+xDHuHg8cORJh5cqpCcHe/mYP//bDKB98ty+1womrQqHUWuxzff7dDRfZbLjIZnDIUBIAny89D/yGeot33j7/R64xhlg4wg0eD47D+B+T+H9qx5j36YveKWJcNM3wDhGRbDpJjLVqxS0KutaZ5SuwECNjgf3999/P/fffP6d9rrzySh566KHMFGgetm3bxrZt24jHC7umrLPL8KbrUwte9h0yNDdPv/76rRa/2mG44brUjveR/w/e8m44Ci/0wwAAuQJJREFUuDvx84tHh1lWkRh/fcM1Xv7si2He+2sOXstmKBSjoiQnRo/kpJ4eQ/0CM73PVSRiaGs3nGwzKdd4GsDOgynbzh8/7zbLsvB40lfRIHNTgaEmD+5bESl8eh4VhyAhWvHrWkvKFCXN4O677+buu+8urOn2krTYBYMm5am/2toMWy6bfn1trUVfv5mx1X7i4ptv8PLAv8XO/fwvL3bwV7cuOffzH37Ex+9+KkL/Yh///tgw73tTJRUVk2suA/5Ea3GqgaXPlwhIsz3Xeqb98D/hdz+anmMZYxgYhDMdhrYOQzRqkrb2+v0Wi1ssLttoU1FeWL9PEREREbfspZNLmaE1TeQ8CuyLlOXrxkQT45wNYNupdfPp6obLNszcb2W2VvuJAeL5sf9gNEZLzXi3/CWtNv/8NT//6+flvHB8hOC/lhI6b1j+8Ijh//0EFrda58Yte71Q4k9kaC8JQGkJlJZYlJTAyZOGaBwqKiwiEYhEIRxJZD2PRBK/jykltyaX2+cFvx/8Pgufb+zviS7R0VhirvRoDOIxiMbM+M8TOn/Y53342bpJTzcOG6CqEp7YYdiwcep1TLbf4LChr3/yMazzPmNVJTTWW6xaYRHwz3x/DA8n5rBPRR82HRmcd9Fg6PMbOiKF1++81zJ0qD+9Kwr1nhKR/JPp71HJDSf9YVZH/IzoWmdMfR14vYXTMKXAvthYAAas+Y0VHRqyePPWmW+burrZW+0nunQDfPgTEb79DT92ks29Xpu3XFFOm9PJH985dSw+wEOPxXnLreOfKRJxGBmBkRCMjsJoCIZHHEZDYHvhyFFYviwRjAf8FhXlZ4N0byIJ4ETmvAeqMYZYPJFPIBpNVAwMj0BfJJFozes522XaC6WBxAPD4wGvZyzRWXofIMYYBoYgFIbgoHN22fnbTPw8UFFusWbl1M+aTG+/IWlXj3nqxeYMmUt42O8ZwfGXcGa08JIq9gYMZ8KF97nyQW+F4cyQfvci4i4H6MeT0e9RyQ363sm8mmo7LVN+54oC+iiSOgco4Ux7FN8cu6ObOKxYkjy4nui6ayy2P2O4/tqpxz8/rv3JD2DZOog7cZxp4sc1i/x0hcIpl9Pvt/H7oWbS0kSr8yXrDEeOGrZcUTjJSLq7DZs3wltvzf1ax3ZibMpgErJXGWUV1SwpwERn7VGbTb7C+1z5oAM7o/etiEgqgoQI63lUFM5g6TrLnBROZCOps2NgbHbuNrQ0ZuYU9fUWvX2J1uTpOI7BsiAQSFQUPPhikK2tyXMZeOz0PdiqqiA4kLbD5YTubmjIrRnkXNPOEM1MMyejiIhIHgsSppoSt4shGRYlrvnrZc50xxQZvw9wgoDFK6/FWdqaufzk115tsePZ6QP7wcHEOG6AkgDcv7OTj1w7v+h0LIFeKrxei0Kb6KCrG5YsTv134BZz9r9MiuHgUw23iIgUoH5C1CiwL3iv0806MtT6JgVLgX2RqasFqAQs3jhhWLfSyliY1dBg0d0zfat9b18iiz7AP/8TPPmswe+dX0C2cb3N3v2pf5I0D3N33fAwXHgBdHS4XZKZBQlTS6nbxchbBXbbiojIHAUJUU3A7WJIhp1igMVUul0MyTMK7ItMayvccGMZAKfaDZesz+wtcO3VFs88NzngDgQgHDb09pmzFQ1w+61+4rEkB0hRY4NFd29ut1ZnWksLtOd4YH+CIMsokKkjRUREsmyYKGXMPDuRFAZL1fkyRwrsi8zFG6CtLfH3vn7DFRsz+9BobLTo6p7cal9VmRjj3tcPNWdjvKFQDOI24XAk+YHywKOPuVuxUFMD/f2uFmFW7QzRQoXbxRAREclbCvhEJBkF9kXm1puhtz/xd+NAWVnma323XmXx7M7xoLe6ymJgAGIx8PkSX07bnurk6rJG3nfX/M/jdvf6nz/sbmCf7mn0MsHBkLmsDgm5/1uYn7hxMv67k+Ti6HcvIiLZkelcRFK4FNjPYNu2baxfv54tW7a4XZS0ueM2iKQ+a1xaNDVZdHaNt9pXVcHA4OSH1qu9Qzz5r3U8s3P+5/H7oL0jtYdhupPnhcMGrzeR6d8NYzH9DJMQFI1C/RUMmAiV1uxTTUr6DRKhUmNaRUQkC04xwFINW5R50Dz2M7j77ru5++67GRgYoLq6MP6BlZZ6gQUMZp+na65MtNpvvdo61xV/IjsNjWE3bLXZvdfw8l4HSAS7xsCSVouLVlvnegcAlJdDX585l7xvoV7eDbfcZNHXB/X1aTnknCigT3AwBduuGjRhqi0Fl25QsioREcmW1+nmTaxwuxiShxTYF6MJkY/jOFk5ZXOzxTM7DcYYAgGLSGRyJDrW0F1eBj97OMLb7ph7y6TXa7H5sslhnTGG02fgqWccotHxYD/gN/z0YYsPvT8906L19cH6dYms9G4E9pLQwwgNlLldjIwIEqbJKszPluuChAv2vhIRkdyiaXtlvhTYF7neXqiuzE4b5zVXWTz3vOGaqyaf7+CZUepLEoH8g9+Dt/8GnDowdf9Kr5fTvWEW16XecmZZFktaYUnr5AdkKGT4l+/E+fHDMfw+61yLd0OdxYaLLMrK5v47aW6GZ5+D9evnvKukSRuDtBbo9DBBE2a1Xet2MYpSkBAr0e9eRNw1TEQZ8UVkWgrsi9yptsQY+GxoaU4E9uf75nMd/OHWFgA2XeInGk2eGf/CmlJePjE6p8B+OiUlFh/7bQ9PPG24/ZbxVBPdPYZdLzuMjI5va1kzJ+YzxvDiK2D7LV540RBxZv99GpN6sr9UtnvxFYPtt3hpb+L/uSiGw15KsElzgoMJXqwdYFNfPXszeA63vBCzGPVYWFbhfbZc9wI2I9hYBXhfiUj+2EcvK2jiET2LCtpLlODRNc6K666y59WYl6sU2BejCbH1mXZY1Jy9U1+1xWLnrsnd/7tCEVY2l0xaFg5HCAQmd8ff0FzGq+0jvJ2atJTF77eIRg2OY7DPDvJvqLe48dq5dX86cMCw5gK48EILEzXcfnP6HhAmhcHzw8OGEq/F9ddZxMOGW2/MzQz5xxjkAkq4KIM5O+NY3FGgjzUnGuE2n7rmucEhzG3qFikiLoszxB1k8aVNsm6AMGUYrlV+c5mHwnwDlpS1dxhuuDZ7QeCiFouduwylpdO3RL/7HXDHnfDEQ5OXX7q0lB8d6Elrea7favGrZww3Xpe8MOGwoasLliyZ/nf0xlG44/a0FuucVAL07m5oakxsW1UFw8NQmaXhFXNxkiBXsCij8+9aZ/8rSFZuVtgUAwvNGy0i7tOzqPC9SieX0KzrLPOi6qBiNOFZ0dVtWNSS3dNfudnitQPTJ+373//Tz/4kY+xbavwMx9Kb0b+62pqSoX+i06fhpZdnP46bAVd3DzQ0JP7e0gzt7a4VZUYjRClH07WJiIiIJDNIhCrNwiLzpMC+iL38eIRIFMrKUrsNQuHkY9/nqnWRRW9f4u+Pvhrk4rqKKduY7CTrB+CySyxe2p38hB0dEArNvL/bU8319kJdXeLvzc3Q3uFueUQKjWaTFBG3DRCmUpXjIjIDBfZFy4A1t8v/wl7wpakSsb7Oon/A8O/7uvi96xunrK+rhX+5Lz0VCbNZusTiVFvydcEBqKqaft+ODkNTU2bKlSpjOJcjoKLCYmTE3fJMR53KRERE5mcP7VxKlrtYikheUWBfjAyAA3Ps6rPjhQg1Nelpu6quhq4uiDgO1WVTp2752Q/gr76cllOl5MIVcOSN5J9tpl72r+yFTZeO/+x2630u069GRERkfoaJUqEW+4IWJY5XoZksgO6eYmXHwMzt8u8+4NDUkJ7TB4NQXjb9+pUr/cSyONPHxett9r0+99AzFgOvd3Lkn0om+3Q6/3TFWrkQx8Eu4H4BhfvJcp9+9yIikmkH6OEi0vSiLUVJgf0Mtm3bxvr169myZYvbRUkvC3B6mOvlP3HKcOGK9Lzi+v0QKHFmfmG2YGAgO93xARrqE8kEF6KyEoaG0lSgAmKy0F7fzQiNzFBbJCIiIpKjTjHAYirdLobkMQX2M7j77rvZv38/u3btcrsoaWeiy+e8T2eHxcUXpWcu57paOGR6uay8ftptPv5huOUdaTldSq650uLZ51MPQEdGEtP2TdTclEi4l035MANaPyFqKcnoOdoYpFVfiCIiUmD6GKUmw9+hkhs0zZ0shAL7ImRZcPjw3KeNGxw03HrN1PHw8/Gud9gcjgdZ5auedpu//gs/x4+n5XQpsSyL0pJEwD7RdF3bX3wJrrh88rLmZujsylABU5SLgf4JgiynJqPn6GSYRsozeg43FekICxGRovcKHVxCs9vFEJEcp8C+CFVVwg8enPt+0YjFpnXpSdzi9yeiT68nfbfgR37X4YcPLmyevDddb/HkryaHUKWlMDo6NawaGoLKyslRdGUlDAwsqAgFqZ0hmjIcdBso6DH2IiJSnEaJUUZ6GlYkN2VjyKIUPgX2RailGZ55DsDwl3/p7oBwywLHmf5htmgRfPlrk8fZx53kWfVOnYIXXlxYeXw+C8eBeHy8THPpXm+50FyerEfBTL9TNyjoXpiYcfDo9+cKB6OukSIiklGnGWQJM8yvLJICBfZFaNVKOHocoB0cd7out/dHqPR5ueRii1denX67x34M//SN8Z9bSkt4rS2cdNuGBjhzZuFlu/E6i6e2G0IhQyCQ6F5/fmAfjxvsHPjXE4sZvN7Jy+rqoK/PnfJIZgyYMFXW3KanlPQYIqIppkREJKNep5u1TJ93SiQVORCaSLZdczV0d4OJLnOtDF/9RQcfuaKZ1kUWbWemb11ubPQTmZAOYE19Ka+cHp2yXXu7Q3ma6igqKy0Gh6Cjw9DcBDU10B+cvM2+fbBhfXrOtxA9PVBfN3lZSzO0t7tTHjcVcptq0ISpUWDviiAhqtHvXkTc0c0I9ZTOvqHktShxfKQnQbUULwX2Reg974LhYXfL8O0fjbK8MrUvqltvhNvekeiOv6GllANdUwP7f/w6/MHvp698V15h8cTThubm5N3rT7fBkiXuh5JdXdDYOHlZUxN0dLpTnulk4zeVW4MP0itowlQrsHdFkDDVykYtIi7Zq8R5IpIiBfZFaPFiL8ZAJLKwRHMLEYlY/OjHib97vRCJTB+W/ce/+nnxlcTfL11WwsnhqYH96Ta4ZGP6budFLRbHT0JtbeLn6TLjJzOXbRequycxBGGiQMAiGs1eGVJRyEF3NgRRYO8WtdiLiJvCxAngnX1DyWvK5SLpoMC+iJ1uA3CwAtlvvi8tNTzxdOLvmy+zePHlmUO/xYvgr/4mQqnfSzxLkfPiRRaHjiRfl83gfSahEJSU5PaXQYQ4vgw/amIUdnK5kIlRohc7V2iMvYiIZNIgYX3PSFoosC9WFrS1AwyCk/2HScAP7WcT3dXVWfT1z7z9rqdg2z8nXzc66uDLQMyzpNXi9YOJCH5ib/yTJw1Ll0y/Xy7MI58rFQ8ApxnIeKbXToZppiKj53CTwZ0ZFyRBLSkiIpIpe+lkI01uF0MKgAL7InamHV7cVTf7hjkgEPBT4oftz0amrPuHr8P/91uZOW9LE1OS++3bDxs2TL9PIAChUHYi63yI9U4QZCnVGT1HG4O0UpnRc0hxyqE6MhEpMu0M0Yw7sxdJ9gwol4ukiQL7ItbeYViy2O1SJJSXwfDwzK/Qj/4Y3v3Bqctfew1uvjlxK9t2enMHXLXF5lfPOESj42UzBmx7+oi6qTGR1C4bcqllfjohYpThy+g5epQ1WERECsw+OtmgllwRSZEC+2JlIDhgaDg7ZablczdN/pYrLHa9OHOUun6dn3gcQuH4pOUTY+wLV8KuF9Jbtl9/p82OnQaTYhSdC1npc6klPxt1DwZ1lxYRkcISxcGvKdBEJEUK7Gewbds21q9fz5YtW9wuSkYkWp5tsOJgZe9W2P5SmBJr8qD4sjKLkanJ7qf46ufh54+O/xyPT26d33IFPPdcGgo5gc9ncc2VFv/1U4dg0FA5S4/v+vrE/PLZkEsBvGSOLrOIiEjhKfTkv5JdCuxncPfdd7N//3527drldlHSb+IzxMTBZC/j9rcfGmZD/fwSnX3kd/xEwuM/3/sv8JY7xn++diu8fmCBBUxizSqL6kqLf/t3h8svm3lb27Zc7yLv8UAslgf99EVynF63RMQNRhk+isIBurmIhtk3FEmBAnvBRLObmOX5E0O859oKPB4YGhpvca+tgd7e2b/IWhfBLW9LJNHbvgPe+5vj6yoq7LTM4R6NGrwT6jpaWqCsxCIUhrYzCz9+pjU2ZG+cv4iIiKRXG4MsVlLYgncqCzMHSfFQYC9Z1xsP8f47AqxbBz/9+fjyzZdbvDDLfPYAN2z1sPvVxN8dAx5P+m/jzs5EErwx1dUQHICLVtu8ftDQ1+d+TboxZtqeAS0t0N6e3fIkYzBq8UwD9+82ERHJpv10sY7G2TeUvKccQZIuCuyLVZJIwfL1Zu30Ab+Ht70FHvvl+DKfzyIWm31fv23T0urwmc9PnfouXTo6oLl5/GfLss614r/tDouHH3Nc7+o+OAhV01TyNjRAd5bG+c+kjxB1Gc5WP0CYSvwZPYeIiEg2xTF49ZouInOgJ4YkWFGYYa7U3a9F8PrSG8je9CY4dmzu+y2rLOV//fMo/+sbcMXlaS3SOd09ieB4ojfegMs2JYL8X3+nzYM/Tt+0evPR1ZXocp+Mx2PhuFs8AI7Tz7IMz2F/jH5WUJPRc4iIiIiI5DIF9sXq/F4/xjDT7fD0ziiVlentKuT1Tj3f4laL020zVyBc1FDKwd4I8ShcfnkKTfzz4DiJ4HiigUFobEwsCwQsbrzO5pFfuhc9d/dAY4730utkmMYZKozS4QyDLNI4RBERKRBKnCci86HAvoiFJ/Rkny2B3p7XYzQ1Zv6LZuMG2Ltv5vNcuqSUI30hbr0B3ntXxot0zvnj2ZubLJYstnjxZXeC+/7+xNj/6bidmR8SIz7sDI8dy8Y53BQ1cXXHdIlerkXEDScIsjzDvd0kN+hbRtJJb4tFqrQE9u1Lffsjx2HxkszfLrY9exfylc1+ukJhaqq9xOMwMJC5sfZjpktUt/4ii5FROHZ88krbhng8s49rYxLDAnJZbpcuPwyYCNVWwO1iFKVhopQrf4OIZNkBelhDvdvFkAxT5bGkmwL7IlVXC4ePTH2gWL7TSbfv7IKNa7MXppkZmps9tofOLlixAr76ebjsusnra2rh6LH0tqIfOQKLW5Ovu36rze69hoGB8TI3NEB3d1qLIEUqaMIK7F0SJEQ1+t2LSHY5GDx6RS94QcLUUOJ2MaSAeGffRArRimXw+uHzFlqjYJIP2u7rs7j2ct+CzxuOxGfdZs0qi4OHYO2a6bc5dAj+/YtQXe3nT8/Ljn/5JtixAy5YMf9ynt8QfugwLF48/fa/9jaLH/7IUFmRCO67ewy7XoJLN1pUVVlUVUJVJVRUJHolpMNsjfW50JivuuiFC5owrXaF28UoSkHCVOulS0SyTC25xeG05rCXNFNgX6QuvQx2vzo58jORKixfNOn2kRBce/nCI8X/+3CYes/kF+VYzJmUSG/lhfDQI4a1a6Y/n+NAdXVin9tuhpveEuGJhxJdZq/dCtu+Ab/1wQUXd5KyMouREUNZ2dRyWZbFe+4cXx6JGJ58ynDRGovBIQgOGE6egsGh8W79Cw28X9htYIZKgtnWZ8OLlGCRuRwEBsOL9Q5WTw5MAZAhe+KGdbYfv1W4nzFX7cdhOQFey+A9LCIykcHwIiXYeu4UvJeIcil17NO1ds31W62k7/X5SoF9kfqNX4f77pvbPiWBhY81/cGOIa5ZMd76uHo1PPwIvP2t49skxo2nXlv9f+/zU7dsvNV+5Uqb3t70PySbmxLz219wwezb+v2JXAE1NRY1NZCR0eaO4fZbpz9uwGe4+iooKXHngRUmho8oN2ewO2Evo9RRzpUF3GXRREe4w9fidjGKksUQt9JU0MkZRSS3HKaXlZSxuoC/12TMKLcrFJM00lOjSG2+3IvHyv7l39czxMfePh7Yv/lW+MUvpm5n2+A4yYP7I0ccAucNe13SCp/5fHqS6MXjBnvCr6a721BXB83NicA+V8yW9X6sIsItpxlkaYa7mB2lT3PYS8Y4GAX1IpJVicC+zu1iiEgeUmBfxJLHzQbLl7loMEycLRvHW/7fege8fnDqdpdutNizN/kxvv6/YP36yct2PQX/Z449EKbT3Q31E75Td++ByzYlppbrD6bnHNnQ0gLtLgb2JwlmfOxYFyM0UpbRc4iIiGSLUYWiiMyT+n/IeYJAbdbOVlJiY5LMb7eoxWL3Kw7JurD390NF+eRlgYCfsrIIy9dFuHwTDPYD85ymqqMj0To/JhpNdK1PyJ2ENrON0a+pSfyu3DJKjFIWnnBxNpZegERERCTP5M4bpRQKBfZFLhx2CATGO26YaOO0CfSybbau5uc7+ZqfXS9E+J/fhMd+CYtWJu+ab3sSGfNbmhLT/rW0wPJWWLIUNlwEp07DunXjAenEcuRCpnmAcNjgmyVmnmuuAslNOXLLiYhIhjkYVVaLyLwpsJ/Btm3b2LZtG/H47FO05aNVF8IXvghf/lL2zjnT/PTn8/kS2eXHW8uhq8uhpASmG02/ZbOf794Ld33Y4f5vJx9pcupUhP99L5w4lQji970GQ8MwPALhCPz/2bvz+Cjqw//j79lssuSGEAg34ZbgAUrwAEVRgaqlqD08f6K11ZZvD6211VqPeluvfr+l+q30C9Sjra1orSeiAoKIeIAicgrIDQGSzZ3d7Of3x5pIyCaZTXYzO8nr+X3kW5n5zMxn9jN7vGc+85nyUqlLl/DJDSOpulrq8tU9/VVVUhebT7+qrlajsQBipbY2/GSAw8N9pFe2plpKiVCH9vjZUO3pJV8oNuMeNKXqtIC6LInvNpxW3S1bvkMdex8TVXW/dPl28NoDaB+BtCpZoTx5q/jc6Qyqc7rKd5C2dtLTf5HOmNj2wcETBcG+GTNnztTMmTPl9/uVnZ3tdHVi7v77pMv/X/sG+2gUHm9p5YdG40/+OoY+/Kg080fSXzYn68uiag3IjT459+uXontub3r+a68bTZ0S3ua6dUY+nzRokNVoXkuiKRut1auNevaUevdufv3xrENLXteXmqKhcd3Ga0rW1FbecuEWrwdKNCW5u9PV6JReV7mmqLfT1QDQSbyqbZqqoVy17wSqFNRyleoM5TpdFXQgDJ7XiU0Y71FFVaQ5RlaK86PEde1qqcTfcNqOHdLo0R4N6ZqqT3ZUNrlscrJUWdn2R95t3yH17//1v6Ptih9ND4VoFB2QunfyrGc6yW0GnWMvAQAS48Z0FrtUqr5xHmAYnQ/BvpPzRPz+2C2Z9h1pPBiMLoSPykvV2n0VTc4fNkxauqyttQp3efd6v36Rosnp8Ry8LhhUg1sUmuLUmACmHWL3XpUrT+ktFwQAAEggO+VXX2U6XQ10MAT7Ti7SI+9MYGBctrVjT1CeCIdcv/7Se+9HXiY9TSorC1eysjKkpKTw9NEDUvVFSdNX7E86UfrggzZXOeoB/A6X11Pat6/tdYgkTh0BYuaAKpUb58fQbVWxBrXjExwAAIiXoEJK4md5p1GhgNI7+K2EaH98gkDV1W3vsm7Hn54r16C0xmFv0unSf/4TeZlxY8P32UvSf/+PdPFF4ek9slJU2cyghiedKG36oq01biwtTaqosJeqe/aU9sYp2EcjXrcDNOdLlWiA4jsuRbGq1FU2RzIEACCBrVORRnK/NYA2INh3cnUj40diJUe8Ab/V3v68TJOPzWg0/YLp0qdrIi+TmmqpolJ67Y2QXl9olJEpHTjQclBNSfGoNtjGCkeQ1zP8nHs70tMtVTR9t0Cb2O1in5EhlZXFpw7N2a9y9YjzFfvOgrstAaDj264S9eOe604jwTtewqUI9p3cow9Lf/tbpDkhyRPbx/x9WVmhH13YOOxlZHgUaCaEnzvVo6lne9S3t6VjRlnavMXo1QUh7dglvbogpFcXhPTGWyF9scUoGGzbR2UoZJoNzb162Q/2iaBXnrRnjzPbZgCgtguYWnn5mHZEZxmcEUDi4HsTQFvwuLtOrrDQo4qqSF3xy6VQbAf1MJZRj5zWHXK1teE6ZmVZGjc2/MX394PSNyaHQ08gYPTFFuntJUa1teEf5Dt3Gb32Rni5pCSpb29LA/pLGRlNf3EePCjlfHXbdnGxUdeuDednZanRSP2JLC9P+nhVeDBBuE+JqVa2Ff0jHdF2lQoqVclOVwMA0AFxCgfxQLBHRCaQIys54HQ16j35pHT2WU3PT062NGK4NGL41x+Vf/9bSFPPDgf/YNBo127p49VG5V/dIx/pyvy2bUapqdLBEkubNhnl5Ej+soYFP/jYNPU4gUY+/NjISmr9x3dTt8d/8JGRsdkf/8MPjcor2/cr5AN1kVF8x25Y2T0kHWif8SGcsisUlFGaijwdez8T0UHVqFgZqojzcQwAQYX0idJk8XnTabTH7yS07LTxltLSOs5pFoI9Wsyoe/bXSB5nu6W++bY09/9av7zXG75aP6B/8zu7aLHRSSdKXbpYMrVGUyZL1pEBOmQ05Sx7HwKm1n7ZqISMpp5tb72WMZpis2zsVGlqHLuQ1yokSx5N6eDd1D8MVqi/J1M9PR17PxPROlXKpyQN6uDHGADnbdAhFShNg/m86RRCMvKoWpNpb8QYRxQUMk2PjG8ll+u1pbXKaDzmXbtLSor/4VpdHQ71UvhqeaNQnwBCIaNEz3nxftV2qVR9O8EgQ3TFd06JqpTNUxcAtIP2eJIMEsc+laun0p2uBjqgBI8HaA9DB0u33h5pTq2kJH30WY1yu7dvnWKl7t78jqSkRI3u/W9Oez/trlpBpSgprtvYqmLlq2tct5EIalQrn0XHKif4Va0scVIFQPwFFWKg1E5kp/w8AQFxwacI9OjD0rPPRpoTDvbrN0m9e8e3DrndpY8+jhzCX3k1pGOOiX6deb2kDRuiW8ZOCHbgsfAN7N+vhD7RskN+9Y/zlYdyBZShlLhuA51brQw/tAEAMVekCnVXqtPVQAfErxaosNCjqurG000g3E1o716pYFh8O1dPGC/956XI8579p/STmY2nW7JUE2z6kXzHHyctXdb6OsWiF35amlReHtszAfuLpB497Jdv77sJvuRZvDGTeDeCAACAtuLRhogHgj0khe+zb8qBg9K449p2dfTt96uVajX96KgLz5fe/yDyvNpaKTW18aHaO82ndbsinJH4yoQJ0iefRl1VSZJp5rJ8NEG5Zw9p377W1aEppaVKiDEPmlKtWnVhXE4AAACg3RDs0aIdHwV11sltO1TmvVamY3s0nUZ79fKouiryvEWLI08fmpOqT3ZWNLnOvn09Ki2NppZf27NH6pUXeV5qqv2r8Hl50t4YB3vLim5QP8sKD7gHAAASi5Hh2i2AmCDYQ1L4kXcRR8b31EjKUNestl2xf39HuS4+vXWXmfcXRZ5+TO9UrT9Q2YZaNW3LVmnQoMjzeuWFb0+wo2tXqbg4RpVqpW7dpEOH2m97/ECJHU7HOIfjGEB72KMy9VICd8NDzPHdjngh2EOSNGRIEyPjh6RYHCbFoWp96/ToTw48+WRIXZp44tQx/btoZ3kTl/lb4fDu9yUlUnZ25J/2eVEE+0R4XF6vvHAPhI4ioFoGNQMAdAibdUiD1c3pagDoAPh1DEnSIw9Kf/9H4+l1A+jFgi8l+kegPTFHOnqUtH9/494EqSle1cZwiPqSEinbxphvWVmSv5Vd/GMh2l3u2VPatz8+dYkk3meit8uv/gzOBwDoAMpUo0werdmpOH/JBx0Vwb4Zs2bNUkFBgQoLC52uStw1NTK+03bukK77WeSTDrG2d2/4anxLEuEqfDR8Pks1Ne2zLdMOHcy2qVgDO8Ez7AEAQMfiVzUnchA3BPtmzJw5U2vXrtXKlSudrkq78DSTV63k2HV5j9Y3z5M+/Cj+29m77+tgn8jZPZHrVqQK9VBaXLfBqPsAAMCNdsjPI4ERNwR71Gt64PSQZEUYWC/GMjOkTZsbbyclxRN19/PWqKiQ0tMTODV/pT1ei9b6UiVcTY+hxD8aAQCAXbtVqt4Mlog4IdijgYgj4+uQZJp+Br0dzT0Xvs4pJ0vPP9+mzTTSpYt08GB0JyUCASNvB7sg3F4nA4pUoe5KbZ+NAQAAuEhQISUr+jGnADsI9qg3bGjkkfFNoFe7bP/886V3l0ee19ru56MKml5nU7Zvl/r3a9324q2y0ig1gXOzkWRxnTkmqk2QL38HJXDHGAAdRKmqlaG2PU4YAOoQ7FHvkQelZ5+N/Xqra2ptlRs6xKPSsq///cGHIaW1McSeeKK08oPoltm6TRo4sG3bPZzXG+4FEAtFRVKP3OiXS+T78hFZialWtsUAO06oUlA+TqoAiLMtKuZRd50MJ40RTwR71Css9KgiDmPk/d8LVeqZHH1Cv/9BacrU8H8Pypfeey/6+/xPOF7ati26ZaqrpS5dmk/C0XRt79lD2rcvujo0ZX+RlNuKYN9RVCrQaQbOI9g7p0RVylYXp6sBoIPjfmsAsUSwR9y98H6Zxg+K/otr1cfSzb8K//d3vyP9a370205Kiv4Qt3N1Oz1dKi+3l+7z8mIX7A8ckHJyol8uKUkKBuN/njjeHQPCg/Nlx3kriYFg75wSVSubxxEBiDNuX+t8aG3EE8EeDTT9yDsjK3l/q9a57lCZfvit9KiXMyEpJyd8iI4c6dH+CJtP8XhUUhFoVb2OFE139bye4efe29G9u1R0oHV1OlJtreT1Rv+10LOHIr5+brO9Ez0mhmDvHK7YAwDiga74iCeCPRoImSZGxreqpFZeKa1RrUYfFZ/BYQZmpurjbZVxWXdz8vLsB3uv11KtvWEGWtTae+Xz8qQ9e2JTh6aE70uObzf5zjSabFAhpVidY18TDVfsAQCxVq2gUjrJbxg4g2CPBoYNlW66pfF0U5MlpzsQRQq1I3um6vN9bQ/2ZWVG6Wn2y2dlSSX+Nm+23eTmxq7XQFO2q0T9O8nVdHRsnekEEgCgfexWmfoo0+lqoAMj2KOBRx6UnnsutuuM5iqzr4u0Z89XPQaOWC7SgHWj+6Vp48G2B/u9e6WePcP3zafZCPiWZblqpPmkJEuh6McejEpn6iYPAEBbBBVSEndcdyo75Vdfgj3iiGCPBgoLPaqpcW7748ZKzz0vHTwYkueIC2beZKmsrGE6ze+RrAPVba/w3r3h7upbt0r5MXzUXaxFMxp/ewuoNu5d8U0nujut8+xp4gkqzmfBAHR621WiAZ1kMFiElapGmdzmhTgi2KORkIOJ4pvnSUveke65Xzp+TMN5p54izX++4bSkI9N/E2prm/+h7i8Nd6/fuUvq2zeaGgPxUUu0d0RAtVxFAxB3W1SsfHV1uhoAOhCCPaJiJcf3xvLjx3h04ID0+mtfP+quzre/Lb2zNPp19u8vrVrVcjnLCndXT0pK3B/1bur+H2tlqlGG4jMIY6IpDlUxIr5Dlmm7JmiA09UA0MHVtEMvNwCdC8EejXisJkbGV61kJcd9+5ZHqqiUjj224eGZkeFRoBVPtis8QVq+IkaVQ5PifX15q4o1SN3ivJXEsLx2p05O6uN0NTqlMrpKAgDioBNfm0E7IdijkeHDIo+ML9VIJrqzy5u/DCjJODu69IQJ0po1jlZBliWF2niPQ22tkacTv2N3qVS9leF0NdpFSFKS1Ykb2yGHVKmuPL8eABAH3GCHeOOXIxp58IHII+ObQPQjnv/53xUamhnFc+Ra0JrB43JyPKqqilkVWqV7d+ngwbat4+BBKScnNvWJNSMT9zPRIRkldYKPrD2hMvW0YveegX3LtUMnq5/T1QAAAIhax/+VjKgVFnpUVR2bdb29rkzfGOOOq6wmyrMGaWnhx+PZ0bNHeOT9tigqknK7t355n0+qqorP+eLw1XQe4RILH9bu1dikXk5Xo1OqVahTnDwC4KzO9IQXhIVk5KEzPuKMXzCIyBOjz56dVRW69sLorj7WBpue16OH9Pnn8XkU1cGD4SvrduX1tB/We/aU9u1vXb3q7C8K739r9cpr+8mFpnym/SpQGyqHekZGVmceJdEhG3RAw9SGM2cAYNMBVaq7Up2uBtpRkSqUK3rjIb4I9ogoVo+8M5aUlRHdPfZ790m9mrhgef506V/z216vSL7YIg3Kt1++Vy9pzx57Zbt0sVTdxl4QlZVSWlrrA19enrQnTsG+ViF5+Thpsy9qizXIw3ONnbBeRTpKuU5XA0An8IUOaYgS9N46xMUO+dVP0d/SCkSDX+JoUuSR8Y2slJK4bvfQIenYYyPPO+lEafPmxtNrQ7Wt3l5lpVGXLtKBA9Fdsc/MlErLWr3Zdte1q1Rc7HQt0Jy1oSKNSqLnQ3ujiySA9nRQlcrhin2nwhV7tAeCPSI6anhTI+OXSibOX0ZGqmxisLukJE+jAfS6piRr58Fm+u+3YO/ecLd6SVF1gbYsq1WD+bVWW7cVr+7dwXa4L5nRyhFPy7VdJ6u/09UAAHRQnEBGeyDYI6I/PNrUyPjdFe8ncfp80s6d9ssP7ZqqVdsrWr29vXvD3dTROmu0T0erZ1y3sUXFGqSucd2G09bU7tcoD13BnXBIVVw9AwAArkawR0Sjj4vdyPjRivZZ7Uf1TNXn+yqbLZORLu3ZE3nQvUPFUrdu0W2zTnuOcZao46ntVqn6xHlE/H0qV0+lx3UbTtsW8mtQUlenq9HplKlG6Up2uhoAAABtQrCH61iWVFv7dUg/IT9Nm/3NB/tjjpHeWdrcOtu3W31H0l4vm9WBu7BF+6hFxM5SfakJGuB0NQAAANqEYN+MWbNmqaCgQIWFhU5XxRGxeORdPALL6NHSq699/e+cjGRV1zY/eN748dJHH0eeFz5RYKLuKQDEyge1e3h2vUMCqlWyontyBwC0VpWC6iKv09VAO+u4lyaQSIgyzZg5c6bWrl2rlStXOl0VR4RMUyPjS1ZyUYvLv7y4SulWSlTbXPJOSBkt9Oq+6LvSa681X+ZII4+Sdu+OPM8YadcuqW+f6NbZGh3tyuwhVaobg9q12V5TrjxPx77VIBFtU7EGiMcLAmg/W3Sow48Zg8Y61q8/JCqCPZrU5Mj4noBkZbS4/FNvlWl0XnRh5aGHpW+d13yZXr08UT9mLimp+UN96zYpPz+6dUYrM1MqLW3dsrE8IRDLda3SHo0WV5rbImhCSuJcviM+0V4dK0bOBNB+tvM8806nVNXKVHQXuoDWINijSU2NjK+QRzItd139eHe5Lp3U8gmAw322Vrrxl+H/rqqK3FsgHsrLpYyM6MNVeppUVmYvKOf1DI/A3xrl5VJ6DC7oZmZKZVGeFGlOlYJKjfPAY6aDn+deXrtTp3j7OV2NTsfIyPrq/wCgvYRk4v6IWCSWnSpVX07moB3wyYImjT7Oo5qaxtNNwF7X65Laap1zanRnKI2RMjI8Omq49EqU3e2dkJdnP6zn5Un79rduO/v3Sz1i8CS0XnnSnj1tX0972q+KDj0ifompVrblc7oanc4H2qWxaof7bwAAndqudnh6ECAR7NGCUBsvlvpSWjco1ZQp0hsL27bt9hBNsM/IaH1X/KIDUm4Mgn1enrR3X9vXI7XflfQtOqT8Dno/YpUJysfAbY7YozL1UnQ9igAAiFaNapXCdz3aAcEeCWnqZGnjxqbnZ2Y0/Vz6aNTUGCW3oSd5ZqbktxnWrTY8iP7QIalbt1YvXi893VJ5edvXI0kbdVDD1T02K2vGIVV12AH6lgV3aALd8NtdlYLyMSo1AADoQAj2aJbHam5k/Kpml21DjpXX2/yhOXWq9PdnW7/+Ovv2ST17tH75toT1aBgjeWLx/MEY2qyDGqwYnG2woaPeB12poFKt+I5RgMbe0TadpoFOVwNAJxOS6aDfZgASAcEezTpqhPSrX0eaE5I8wZhua8+ekJJsXkSbfLa0alV06/d4pJqahicp9u6VunY1SmnDYKXtlO0TUkcN3O3Bb6qVwSi5juA50gCcwL3WAOKJYI9mPfKw9NwLkeYUSaHYhpI775ZOPtFe2ZQUjw5/apslSzXB2maXGTxEWvlBw2kHDoZHiR84IMrKHqY9Hk3fHttIVB11VPx3gzs13tvX6Wp0OntVpjzurQfggC90qN16ugHofAj2aFbTI+P3lVq8Whvd1dy3F0k3R+wd0LLeaT6t3dn8rQGFJ0jvvddwWigk7dxlaUATwb6oyOjjjztmsGyLCgXi/pi7ji6okJItBtNpbyu1S4WMhg/AARUKKJ2eWgDihGCPFrXm1m5/Wa2sKPNwTY00YoT9Q/LwLvAjuqfqk52VzZYff4q0bn3j6cGglJwceSdXfiDt2Gm/HvGSaN39P9ZujVGvuG8nJCNPB+zuvz9UoVwr1elqdFrcQgIAaA8B1SqZuIV2wpGGFrXmkXd/falSvVLaHlyCwaZHvjdGqq0Nzz+mT5o2Hmw+2GdkeBQIRLf9UEhKTpaCQa7aH86vamW3w0j1uzvo/Yjv1+7WuCSuGre3T7RXx6in09UAAHQSu1Wm3h3wdwwSE8EeLcrOkp5+JrpHy724skynDo3uPtYj7yPPzw93z2/K0KHSeyvC/31M/y7aWd58V/xolZUZpaVJJ53YuAt/a/l8UlWVsycJLEsKteZsjQO2qLhDPsPeyMiTaN0wOoFtKtbADng8AQAS0w751U9ZTlcDnQTBHi164TnpxpsizTGykiP3U19fXK4ffiu9Tds960zp5Vebnv/tC6TnXwj/d4o3SbUxHmHuvRXSKSdLXbtaKvE3XS49LXwSwI68nuFH7EUrlrs2dIi04v3YrS+eylSjTPmcrkZMfRnyq7+HL/n2FlRIXr7yAADtyK9qZXWw3zFIXPzKQYsKCjwKRnqynadGUm7EZQJWSAVD7Q+uduRj6CTpvHOkzz9vepmRIz3av9/2JqJWXS35fOGrql6vFAhETtd5eeHH5tmRlyftjTLYBwJG3hg+mWvwYEuZGdKSd1p3toCzz23zSe0+Hevp4XQ1Op0V2qGT1M/pagDopEpURcADEFcEe9hWXX1E+A55FatD6L//Rxo6uOG0jAyPapt/gl2bVVQYZUa49enIMH3KydLyJrrj9+plP9h36yYdPBhdHQ8ckHK7R7dMS44+2lLfPtLrC6IP959pnwpEMG0Li2747e6QqtRNDFgIwBlf6JCG8Kg7AHFEsIctM/6fdPqkhtNMIHaDp/39WeknP4l+ubbko2DQaP9+aVB+43nvrQjfW18nM9NSWVnk9WRkSKVNzDuSx2NF3a2+qEjqEYccPWSIpWOOlp5/wchEUalaGSXx0dEq62oPaIQnx+lqdDpGhnHwAThqr8rVU227RREAmsOvc9hy/70ebd4Sv/UfOiSdd277Ho5FRVJtbfiK+5H8fik7u2EUSE6WamoaB+B4X33dXyTlRr7joc369LF0+kTpH89KtbX2wj0BqfU2hQ5pWBLBvr19pN06Xr2drgaATo5HbQKIJ4I9EprVwhGanCyVldkfsb9rN2nL1nD5vXul7OzwVfTDNXX1+pSTpWXvRl5vjMfta6Cm5ut7/eOhWzdL35om/f0fUnV18zsSUG27DUD2sXZruGJ8D4KDoukVgdjicUMAACdwKgftiWAP23JzpYcfbRyireTYPmYuGqdOkP71L/vljx8tLVsW/u/9ReFgf6SPP5aOH9N4enq6pYqKVlUz4aWmWvred6X5z0ulpU0H0E+0V8cqL+71MTLaomIN7kD3I35cu1djkuL/2qExflgBANqbESf00b4I9rBtwSvS7x88YqJVK3mie8Z9LF1wvvROE1fRIxl/ivTRx+H/DgYlr7fxT/7de6TevSNHgaaeQ98RxkLzei1d9D3ptdel/fsjfxntU7nylBH3urytrTpd+XHfTnvaZcrU18NV4/b2ufbrqCae3gEAQLwUqUK5SnO6GuhECPawrV8/j0JH5j1TLIUaPtZu7aaAkkxsDq28PGnlB02fOMjI8CgYsL++IUM8UY9Kf7jxp0Tujt9RellblqXvfNvSivelL790ZqdqVKty1SinA41gXmtC3FvpkPBI1IxrAMA5AdUqmZ/cnc5OlaovjwdGO+JTBlHxWNL+/V8HbRNoPPLcn/9druFZ9kd+fX1BKGKXeEk64zTphRebX77uarkvKUkHy+yn/Ej3PG/YYDRsaNPLpKZaqnLuzoN2c965ljZuktata/9w/7o2aYqaaQQXWlG7Sycl9XG6GgAAB2xTiQaoiR866LD28SQEtDOCPaJy3c+ls6Y2X+adTWU69wT73bUffVT67nciz/vWNGnV6uaXr8vnZw7sqmv+vUklFfbCfXGx1LNnw2kbN0nDhzd/ZTUtTSovbxh4o+mKn5QUftReojtzUvgkxov/MVqzxuiAKuJ+Ff2gKpWhFKUoKa7baW8HTZW6ezpODwS32KZifkwDcNw2FWugujpdDbSzkIw89NZDOyLYIyo33uDRnj3Nl9kdqNTV0+2HmA2bpOt/Hnlebq5HNTX21vO9cd316DcG60f//kKX/21Di1fv9+yVBg+yXc16p5wsvbu84bT0NKmszF5Y75EbftSeG4webWnaNy2lpUmPLd8t/zt5CjW6HyN2FnXAe+trTPs9SQANrdE+Ha2eLRcEgDgKKNThTlgDSDxepyuAjscYo6yM6L7AUlKaDj5+f/PL9ughff55SCNHetQ3x6dnLh6h/f4a/eQ/X0iSHj13kHpkpTRarqJc6tr16zOpu3cb9bIxaLnPZzV6nn2vXtKePdJQGz3Ie/YMP2qvV+O7GBLW4MGWThgcUmGxVy+/Ink8RqdPDD8pIFa+0CENUtcOdy/6suAOTfD2c7oanVZHO54AAAAi4TISojagv3TzLYcPaGdkJcfvEvT3r5ROHB9SVVXkQfS+fYH07D8bTuuRlaKnLx6h//nmYN3wylZd9Mw67TxY3aDMkdedP14lHX+8vTplZDR8LFxeXjis29GjR/hRe3Yk2rPPu3a19M3zLE0+W1r+nvTvF4127oxNHVdpj8aod0zWlUjKFVCG1fjEEuJrn8rVg3sbAQBAJ8EVe0TtzQXSsJHSPXd9NcGqlEz8Rv384dUenTQupMKTpb8/HdKogobno046yaPH/xw59OdkJGveRcNVUhHQz17cqsraWtWGBikUSml0Hc+Y8KjwdpxysvTW29KUyeF/Z2RIZeX29ic52dL2HUZr1xoVFDS/Pb9fykqAAVVDMg2ufCYnWzrrzPCJhw8/kj740Mjn+3qsgbrzER6PlJzc8M+bFJ5uWV//rU3dpW6hXtpYaxpMr/tzq0oFVOL1aqsLxlToaN5O3amJlUO1lecIA3DY3lSjrZV8FnU2tHvi69s3/Ju2oyDYI2pZWR4Zc9jI+DXZspK/vp89HkHs2GM9Wrk8pNMmSddcHdL3r4qus0l2WrLmXjRMZVVBHb9ii747RxqfMbh+vt9vogrQyclWgwHwwicE7H94X3mFpS++MHr5lfAyQ4dII0Y0fuH27w/fk++09SrSCHVvNN2yLI09QRp7QuTlQiGjQED1f8Fg+H9DoXD4N0YKGaP9qSUaU9ZHxvPVtMPmu9m7KTs0rry/qlsuihir9hoFqjvOlzUAdzIyCiRJ1XwRdDq0e+Jz++/MIxHs0SrJXmnz5pCGDIkUsO3/mN60KaRkm72Uu3Tx6P13pfMvDOmTT0P6wyNfb9vuGzOji1dXDxiiYn+Fnqxap5+GjlKSJ0nvrZDOON12tSVJ2VlScbFpcJ9+NAYPtjT4q3MLGzd+HfJHDJeGDg2vs+iANPKoVq0+praoWN9oxSPoPB5LPp/k8zVd5i1t1UUarK49O14I2xgI6ZjkZKer0en4Va0CddEI7q8H4LC9KtfxyuDzqJMpV41GKIV2R7viHnu0yt13SedOa/t67r1POm18dMs8/5xHXbpI534rcvf7lpx0orRnbZqu6J+vC55ep9pQrQKB6LvinHSS9N6KVlWhkWHDLJ17TvivtlZ6+ZVw0P/k08Toim8pPoOQVSuoSgXUVV1ivm6nHQpVqavV8fbLDZZru04WAxYCcN4XOqQh6uZ0NdDOdqpUfZUAP+DQqRDs0Soz/p9Hh4rbvp6ly6VbfhP9cvff69Hll0onjAuprCwky5JqauwF/ZNOlNavl6aMTdMdp+Vr2l8/V5I3+pMEXm84hNeJVXeeESO+Dvlnn2n/vn83WqDNOltDnK5GXCyv3amTk/o4XY1OKaiQknm0FIAEUKJqZXfAk9do3k751UeZTlcDnQzBHjFjJfv18uIqZXnsjwAeDEgDBrTuMLzoux7942/SKadJOTnSa6/ZWy4lxSN/qZSfL40emK4LswbrDzs/V22otsVlj5TTTTpwIJzoq6vtP8verkGDnA/1ZapRumI/qvsBVShLvg77bN+QjJIsPmLbW5WC8nGXGQDAQdWqVRe+i9DO+NWJVis4Svrxf311pdsKSlay/rqwTGN6t98jpoYO8eij96V3lkn3P2h/udpaqUuXcGjO65Kq+88crG89FX24P/FEacX74f8+71xpyTvSsmUdaySOj7VbY9Qr5utdrG06TQNjvt5EsCdUpjyLR6054V1t1ynq73Q1AAAA2hXBHq322ivSc89/9Q8TkIxXH+8p02WTMtq1Hl6vRyuXe7RzlzTxzJDuvq/5bvV79oRUURF+VFsoZOTxSMcOSNN9kwZr2lNrowr3Ho+l0FebS0qydM43LA0aJP3rOaPduztGwC9TjTLVzOh3rbBJBzVE3eJy334i+KB2j8Ymxf5kCFpWqYDSxICFAACgcyHYo9V8Pk/9feUmEB4gpMwEdO5E+/eSxfL28YmnSovfDB/Sp50R0sQzQ7rjzoYh/x/PhvSnx6XvXihdPsPolt8aHT0qvBNH90vTg2cO1XlPRhfue/aQ9u79OsT36WPp2xda2rxZevW18MkDNPSJ9uq4OPQCSCQdeWyERBVUSEl8rQEAgE6IX0DNmDVrlgoKClRYWOh0VRJWSoq0cmXrRqcvK2vdci35za89WvK2R4vf9MjnC1/FP/WMkE45LaSMDOl3t3v0wP0e/eoGSyk+6alnpDvuDJ8EKN7u0x8mRxfux46VPviw8fQJEyydOkF6/gXp88/dGe6NYl/v5dquseq4g8p9UVusQZ5sp6vRKa3QDp2ovk5XAwAkSRUKKJX7rDudWoVUo+jHbQLaik+bZsycOVMzZ86U3+9XdjY/1CP531nSdy+WtmyKftkHH4n/M9p/faNHJ50Y0n9ekrp1kx54SHrgoZAKRkqDBkrvr5TO/YaU11NKS5MWLZK2bfOpp3eYjtr8md6+dpT69Wl+cDePx5JpYkj8jAxLF14grVljNP95o6lTpLQ091zJ/VIlGqDWH/u7VarPtF+Bw77g+iu7TetMdGtDRToveajT1eiUilWlbkp1uhoAICn8qLvBPOquU1mnIq3Vfn1D/A5A+7NMU4kE9eqCfUlJibIS4aHiCaZnn5D27fLISg6o9xVbtWv2MFvLjR4b0sMPSJMmxabjyE9+FtIPrpaOPSa8vlAopHvvl/r0lq6c0XAb818IaflyKRiUvtgq5Q+QagJSZZVUXRUe4X5veY0+7rtB3d8apV49LXXt2vS2/X7JlyL5mrkLwYSkAwckb7KUHcVh5OTA6gdUrhylt3gnvJFRdW6pygfsl/F8/ZHiO5ih9G095KntmCPfR1KU7FdugM+J9mZkdCDngHIP5jpdFQCQZP87FO5nFNL+Ln6lBlOUGUxzujqw6Y+PSiNGJHYH9mhyKFfsEUNGu1+3fyW21B+7UC9J994t3XCjVFwS0sABUlWV9POfSoMGNd7GBdM98qUYnXuOpbIyo7cXSd8878iv3i7asm+4bn9rszZvtrSnWBpxlJQRYbDzvkbavsuob9/mv777SSqvCD8iz2NZys6WMtv5MafRnMqrzdivvuW5kjlsv6zDVnDY9MyyDPUoGqQkc9jr3ferv05ib0qJUoxX3QJO16Tz2Zl2SCfUpCsz6HRNACBsQ1aJhvt5QkpHt7dLsQ50KdWE4j7ydtBH+HZU3bs7XYPY4oq9DVyxb9753wkpyZKee/6gZGXJ1Nh75vmQ4SFt3hD7s2T/++eQ3lkm1VRLPp90+63SkCGNt/PyK+FgL0nr1xuVl0vHH990MA+FQnrkUam4RPrlL6SsrIbrfGOhUe1XPc49nvAz7nv1knr2lFJSGq/XGKN166QvtoQHEczOksaNk5KTnT+3H5LRf7ReBeqhYXLvp15trdG2beHXuK5tQqHwyY2jRkiDB8f2tX4psIlu+A55WRt0roY7XQ0AqMfnUsdWpaBe0UYdpVwVqIfT1UEHxRV7tKu/PyUNGCyZQK6s5KCs5DKZQPs+8k6S3ninRn9/2qOrZ3h0zQ/DobusLKQbfy0dPBTS8WOkG28IT9++3ah/v6+XHTHC0ltvG+3da5SXFznseTwe/eJ6qaIipAcelLp0CemG68OP25Oks8/6erlQyOjAAWnvXmnDRqmmpuH5s7rTaf36SpPPDof54uJwz4Fg0MiypLEnSD16RK6LMUZbtkjrNzScbllfr3voEGnIkPAYANEoUZVe0UZ9UyOUIXsnaZxkjNHBg9LGjVKJv+E8j0caOECaeFrDEybGGK1fL73yavi1Tk6WCsdK2dmtD/qcIwUAGBkt1Zc6pCrCXgf2sXZru/yaphHyMhY5EgRX7G3gin3L8vqGtHenR1ZytSTrq7+gTKDpgaxiecV+1PgKbf8iSRldQxp5dEhv/rNx17fn/x3SP56VkpKkCeOla39oNXok2T+eNfr2heFn0kvS+vXhkfsj3X+zY0dIsx6TBuVLP/xB9PthjNGOHdK69eF7/eukpUkjjzLautVS0YFwfauqjDZtCo8BUKdXntS379fB3ZivHx9ojNHuPdKunZKR6u/v69NX6t2r6UexbZdfu1SqceqTUM+YLysz2rtXOlQs1Q/Ub33935lZUt8+4cEKWyMQMNqwUSovD7+GGRnS8GFfHwd2bEjfrdyaTOU4cFKrs/syfb+SQ171rmSQKgDOqFZQq7VXIRmNUg9lyud0lRAHVUk1Wpm7SYNL89S3wr09GhF26oTEH9Q6mhxKsLeBYN+yQUNDevxP0pTJXwfccMj3SArJBBp/wcUi2L+5tEbTLjCaMCmo1/8eDvMzbynXv/7h0YO/ly6f3vjEQllZSPc/GB7srk5GujRlijQo39LDjxjVfHWPdP9+4TC9d2/k7veStGpVSH/7h3T8aOmkk8Ld/1NSpC5dwv9bd0XfrooKozVrpIOHvr76np4ujRktZWa2/sMnFDLavFna/MXXJwAOt1p7lKbkBl3vDz9Z4IS6/c/OkgYNCt/WEG0PhNY4cMDow4/sj0dgjPR+7S6d6I3dY/ycfu2PFKtvinjs0wrt5DF3ABxxQJXaoCL55NWxyuPqbQdlZPSZ9qtcAY1VHyUl0MUPtB7BvhMi2Lds6bKQLr5M2r6l8RealVyp8F0fRpKRCfj0z+dCevAhacW7rf8CPPa0Cm3ZmKSNq73q1bPhYCU1NSEde3qVQkFpzdIuSklpejuhUEjznpRefEkqORQezK5nXjjUjyoId4mvqZH+9wmpa7b04x/VBfZwV+/w/3q07N2QPv9cCgTCI+wHv/rfUKjxNhMptNXKaK32K19dlemCrveJKGSkjaGDGpGU43RVOqX1OqARLh4LAoD77FGZDqlKmUpRP/HbsCPbomJVKqCBylY6v5M6lGt+IOXmJvbJOO6xR7ubMN6j6uoICVaq745vJZdK6iIrOSDJ6L8fbd3ht/T9gKacF9IpE40+WRK5q1tKikfr3k3TP1+rUv9R1Tpvekh/+f3X3fNrakKaO0/avSf878lnS1de8fUb+52lRgP6G+3bJ72xMBzOhwwOl//O96QBA6SCgvCAbMaETw5EIx6hvjWn6EpVo60q1kj1kFeWOMvXOttCJeqvrJhd1YZ9h5LLlZWUJFPVclkAaItKBbVdJQrJKE8ZOkrhx2vy0d/xhCRt1SFVK6h8dVWqkiXR1khsXLG3gSv29vTsE9L2LZLP1/yZLyu5SFJXff3xWCwTsDfAzJgzKrRpXZI+fd+r/P72HynyjUvLtWShR56gV0lWeLmMjPCgaedMlWb9T+M6/+s5o2nfjDyi/auvhfTW29IVl0tHH53YZ/qa8pF2q1hVmqRBTlfFdULGaK8p19ZQiYpNlcpMQN9JOcrparWbUlVrnYp0QJWSwl0U85Sh45SnpHbqhlquGu1WmZZom67U6IQaEwJAx7Ff5VqpXTIyylYXnaR+dLfvwEIyeltbVKYaTVS+uqqL01VCJ0dX/Bgj2Nsz46qQdu2SFrxm/wvPSt4pqYfU4Ee5XybQsFvt+6sCOmNySIWnBLXoBXvPhN2zJ6QJE6WiA+F/d+0WUo03oIGDQ1r+cngdNTUhXf0DacmycBlvkvSL66UfXeNRIGD07xelb1/YdGB47PGQtu+QbrxB6trVHV/0RkavaKMGq5tGMmJvI8YYlSugvaFy7TRlqjCNH0pvSerlydBAK0tdPR33S3+/yrVORSpXw9cgUyk6SrnqrrT6aXtUptXao9BXJ+y6K01j1EvJUT7Tt1IB7ZBfO1WqKjV+KH3duzFNyeqtTPVRptK+upICALGwU36t0h4ZST2UpkL1lYeThx1arUJ6U1tUpaBOV76yGPwQCYJgH2MEe/t69gnVdzM/arj0r2elHj2iCfr7FL6af/gX6FcPIFfpV//rk9RFJtD4Pqfrbwjp/+aG/zvJI/3sZ9Ktv2m4/d88UKG5cy2lpn596Ne9C2prpT1fehWosaSv7oP3ptQqKUmyPJIn6at76pOMkpOlZK/k8UqlZUZJ3vDAeZYkb/JXzwao2w0rfD++xxM+eWAlSd4kIytJ8hw2r+6/LY+UZEnNZiIr3FUs9NXYBUEZBRVSQLUtdhXLkk/JLviRYur/n41yDYqaI/7dcGpLr1CSPPJZSUpVkrwd7I6lkEIKpFSrKiWgmuQahawjbyMJP27ASOoSSFFGRbq8tdEH5+rkKpVklimk8PqTg8nqWp6hGm9AFV2qFEwKRnrAgbyhJKVW+9SlxqekVmwXaC9G4SeaVFeH/4KNz0PZ4ksJf3f4fOHPf8RX+BPJfPV/ofqTkdUKqUw1kqRUeZWtVBd8S6Ipde1rPCHVSjKWCf999a0U8nz13x6j6qQahSwptyJLySG+dzqTe++RRh6V2B+8BPsYI9i3zvW/DOkf/5CCX+XyJI80/VvSIw+13F2/jpV8SFKaGgZ9vmoBAAAQK9H1LkPHYQIE+06FYB8b+/eHdOnl0upPw//2WI0Hkas7Gi1LSk2TcrpJPXqEr2IkffW+83i/upqt8DPePV9dUE366mp4JJ4IF12TEvt9XC9RRs8HAAAAOopf3SANGZLYgYBR8ZGQevTwaMFr9spWV4f07nJp5QfSps1fX/UPBb/+79pQ+N+hYLgLfVUTp6hCEbpH1oacve7P2TQAAADAOdXVTtcgtgj2SEg+n0dnnC6dcbqz9QAAAACARJfYfQ8AAAAAAECzCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAu5nW6Am5gjJEk+f1+h2sCAAAAAOgM6vJnXR5tDsHehtLSUklS//79Ha4JAAAAAKAzKS0tVXZ2drNlLGMn/ndyoVBIu3btUmZmpizLcro6zfL7/erfv7+2b9+urKwsp6uDCGgjd6Cd3IF2Sny0kTvQTu5AOyU+2sgd3NJOxhiVlpaqT58+8niav4ueK/Y2eDwe9evXz+lqRCUrKyuhD1LQRm5BO7kD7ZT4aCN3oJ3cgXZKfLSRO7ihnVq6Ul+HwfMAAAAAAHAxgj0AAAAAAC5GsO9gfD6fbrvtNvl8PqergibQRu5AO7kD7ZT4aCN3oJ3cgXZKfLSRO3TEdmLwPAAAAAAAXIwr9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGDfQaxcuVLnnHOOunXrpvT0dI0bN07PPPOM09XqdJ566ildc801Gjt2rHw+nyzL0ty5c5ss7/f7df3112vgwIHy+XwaOHCgrr/+evn9/vardCezc+dOPfroo5o8ebIGDBiglJQU9erVSxdeeKFWrFgRcRnaqf0VFxfrpz/9qU4++WT16tVLPp9Pffv21aRJk/Tcc88p0rivtJPzHnjgAVmWJcuy9N5770UsQzu1v/z8/Pp2OfLv2muvbVSeNnLW888/r7PPPlvdu3dXamqqBg0apIsvvljbt29vUI52an9z585t8r1U93fmmWc2WIZ2an/GGM2fP19nnHGGevfurbS0NI0YMULXXHONvvjii0blO0obMSp+B7Bo0SJNmTJFKSkpuuiii5Sdna358+dry5Ytuvvuu3XzzTc7XcVOIz8/X9u2bVNubq7S09O1bds2zZkzRzNmzGhUtry8XBMmTNCqVat09tln6/jjj9fq1av12muvafTo0Vq6dKnS09Pbfyc6uF//+te6//77NWTIEE2cOFE9e/bUxo0b9cILL8gYo7/97W/67ne/W1+ednLGpk2bNHr0aJ100kkaOnSocnJytG/fPv3nP//Rvn379IMf/EB//vOf68vTTs77/PPPNWbMGHm9XpWXl2v58uU66aSTGpShnZyRn5+v4uJi/fznP280b+zYsTrvvPPq/00bOccYo2uvvVZ//vOfNWTIEE2ZMkWZmZnatWuXFi9erKeffloTJkyQRDs5ZdWqVXrhhRcizvvXv/6lzz77TPfff79uvPFGSbSTU37xi1/o4YcfVu/evfWtb31LWVlZWr16tRYsWKCMjAy9++67OvrooyV1sDYycLVAIGCGDBlifD6f+eijj+qn+/1+M2rUKOP1es2GDRscrGHn8sYbb5itW7caY4y59957jSQzZ86ciGVvvfVWI8nceOONEaffeuut8a5up/Tcc8+ZJUuWNJq+ZMkSk5ycbHJyckxVVVX9dNrJGcFg0AQCgUbT/X6/KSgoMJLMmjVr6qfTTs4KBoOmsLDQjBs3zlx22WVGklm+fHmjcrSTMwYOHGgGDhxoqyxt5Jw//OEPRpKZOXOmCQaDjeYf/plIOyWW6upq0717d+P1es2ePXvqp9NO7W/37t3G4/GY/Px8U1JS0mDeI488YiSZK6+8sn5aR2ojgr3Lvf76640O0Dp///vfjSRz0003OVAzNBfsQ6GQ6dOnj8nIyDBlZWUN5lVWVppu3bqZvn37mlAo1E61hTHGTJ482UgyK1euNMbQTonquuuuM5LMCy+8YIyhnRLB3XffbVJSUsyaNWvMFVdcETHY007OsRvsaSPnVFRUmJycHDN48OCIJzUPRzslnrrf3NOnT6+fRjs5Y/ny5UaSufTSSxvN27Bhg5Fkzj33XGNMx2sj7rF3uUWLFkmSJk+e3Ghe3bTFixe3Z5Vgw8aNG7Vr1y6NHz++UfeeLl266LTTTtPOnTu1adMmh2rYOSUnJ0uSvF6vJNopEVVVVemtt96SZVkqKCiQRDs5bc2aNbrjjjt0yy23aNSoUU2Wo52cVV1drXnz5umee+7RY489ptWrVzcqQxs554033tDBgwc1ffp01dbWav78+brvvvv0+OOPN3q9aafE85e//EWSdPXVV9dPo52cMWzYMKWkpGjZsmUqLS1tMO+VV16RJE2aNElSx2sjr9MVQNts3LhRUvggPlK3bt2Um5tbXwaJo7l2O3z6xo0bmyyD2Pryyy+1cOFC9erVS8ccc4wk2ikRFBcX69FHH1UoFNK+ffv0yiuvaPv27brtttsavP4S7eSEYDCoGTNmaOTIkfr1r3/dbFnayVl79uxpNN7L1KlT9eSTTyo3N1cSbeSkDz74QFL4xPJxxx2n9evX18/zeDy67rrr9OCDD0qinRLNtm3b9Oabb6pv376aOnVq/XTayRndu3fX3XffrV/+8pcaOXKkpk2bpszMTH366adauHChfvjDH+onP/mJpI7XRgR7lyspKZEkZWdnR5yflZWlHTt2tGeVYIOddju8HOIrEAjo8ssvV3V1tR544AElJSVJop0SQXFxse644476fycnJ+v3v/+9fvGLX9RPo52cc88992j16tVasWJFfY+XptBOzrnqqqs0ceJEjRo1Sj6fT2vXrtUdd9yhV199VdOmTdOyZctkWRZt5KB9+/ZJkh566CEdf/zxev/99zVy5Eh9/PHH+uEPf6iHHnpIQ4YM0Y9+9CPaKcHMmTNHoVBIV155Zf3vB4nPPCfdcMMN6tOnj6655ho99thj9dNPOeUUXXbZZfXfVx2tjeiKD6BTC4VCuuqqq7RkyRL94Ac/0OWXX+50lXCY/Px8GWMUDAa1ZcsW/e53v9NvfvMbXXjhhQoGg05Xr1NbvXq17rrrLt1www06/vjjna4OmnHrrbdq4sSJys3NVWZmpk488US99NJLmjBhgpYvX17fPRXOCYVCkqSUlBS98MILKiwsVEZGhk499VT961//ksfj0UMPPeRwLXGkUCikOXPmyLIsXXXVVU5XB1+56667NGPGDN10003avn27ysrKtHTpUgWDQZ1xxhmaP3++01WMC4K9y9WdYWrqTJLf72/yLBScY6fdDi+H+DDG6Ac/+IGeeuopXXbZZXr88ccbzKedEkdSUpLy8/P161//WnfddZeef/55PfHEE5JoJ6dcccUVGjJkiG6//XZb5WmnxOLxeHTllVdKkpYtWyaJNnJS3Ws6duxY9enTp8G8UaNGafDgwdq8ebOKi4tppwTyxhtv6Msvv9SkSZM0aNCgBvNoJ2e89dZb+u1vf6v/+q//0s0336x+/fopPT1d48eP10svvaTU1FRdd911kjpeGxHsXe7Ie0wPd+jQIRUVFbninpDOprl2O3w6bRc/oVBI3//+9/V///d/uvjiizV37lx5PA0/EmmnxFQ3MGjd4KG0kzNWr16tdevWqUuXLrIsq/5v3rx5kqSTTz5ZlmXVP/OZdko8dffWV1RUSKKNnDRixAhJUteuXSPOr5teWVlJOyWQSIPm1aGdnPHyyy9Lks4444xG83r06KFjjjlGX375ZYOM1FHaiHvsXW7ixIm69957tWDBAl100UUN5i1YsKC+DBLLsGHD1KdPHy1btkzl5eUNRuKsqqrSkiVL1KdPHw0dOtTBWnZcoVBIV199tebMmaPvfe97evLJJxvcF1eHdkpMu3btkvT10wtoJ2d8//vfjzh9yZIl2rhxo6ZNm6YePXooPz9fEu2UiFasWCFJtFECqAshn3/+eaN5gUBAmzZtUnp6unr06KFevXrRTgngwIED+ve//62cnBydf/75jebzfnJGTU2NJGn//v0R59dN9/l8Ha6NuGLvcmeeeaYGDx6sZ555RqtWraqfXlpaqjvvvFNer7fRKLhwnmVZuvrqq1VWVqbf/e53Debde++9OnTokK6++mpZluVQDTuuuiv1c+bM0Xe+8x099dRTEUO9RDs5adWqVRG7xh08eFA333yzJOkb3/iGJNrJKbNnz474d8opp0iSbrrpJs2ePVujR4+WRDs5Ze3atSouLm40fenSpXr44Yfl8/l0wQUXSKKNnDRkyBBNnjxZmzZt0uzZsxvMu++++1RcXKzzzz9fXq+XdkoQTz75pGpqanTZZZfJ5/M1mk87OWP8+PGSpIcffrjR74h58+Zp06ZNOuGEE5SZmdnh2sgyxhinK4G2efvttzVlyhT5fD5dfPHFysrK0vz587Vlyxbddddd+s1vfuN0FTuN2bNna+nSpZKkTz/9VB999JHGjx9ff6Zv+vTpmj59uiSpvLxcEyZM0KpVq3T22WfrhBNO0OrVq/Xqq69q9OjRWrp0aaNnaqLtbr/9dt1xxx3KyMjQz372s/qrvoebPn16fRihnZzx85//XLNnz9YZZ5yhgQMHKj09Xdu2bdPLL7+ssrIyXXjhhXr22Wfrb5+gnRLHjBkzNG/ePC1fvlwnnXRSg3m0U/u7/fbb9cADD+jMM89Ufn6+fD6f1qxZowULFsjj8ejxxx9v0I2YNnLO5s2bdcopp2jfvn0699xzddRRR+njjz/WW2+9pYEDB+q9995Tr169JNFOieCYY47RmjVr9Mknn9Q/JvdItFP7q62t1VlnnaVFixapR48emjZtmrp166bVq1frjTfekM/n08KFCzVhwgRJHayNDDqEFStWmKlTp5rs7GyTmppqxo4da5566imnq9XpXHHFFUZSk3+33XZbg/LFxcXmuuuuM/379zfJycmmf//+5rrrrjPFxcXO7EAn0FIbSTJz5sxpsAzt1P7eeecdM2PGDHPUUUeZrKws4/V6Tc+ePc3UqVPNM888Y0KhUKNlaKfEUPceW758ecT5tFP7WrRokfnud79rhg4dajIzM01ycrLp16+fueiii8yKFSsiLkMbOefLL780M2bMML169ap/7WfOnGn27t3bqCzt5JwVK1YYSWbcuHEtlqWd2l9VVZW5//77zfHHH2/S0tKM1+s1ffv2NZdccon59NNPG5XvKG3EFXsAAAAAAFyMe+wBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAoNVOP/10WZaluXPnOl0VAOi0CPYAAMfUBQLLsjR8+PAWy0+cOLG+/NFHH90ONYRbLVq0SLfffrteeOGFVq8jPz+//nir+/N6verevbsmTJigBx98UBUVFbGrNAAArUSwBwAkhI0bN2rp0qVNzt+8ebPeeeeddqwR3GzRokW644472hTs6wwbNkzjx4/X+PHjNXr0aEnSsmXL9Mtf/lInnHCC9u3b1+ZtAADQFgR7AIDjRo4cKUnNduWdM2eOjDH1ZYH2cvPNN2vp0qVaunSpPvjgAxUVFenJJ59UcnKy1q1bp1/96ldOVxEA0MkR7AEAjvvOd76jtLQ0PfvssxG7NodCIf31r39VUlKSLr/8cgdqCHzNsixddtll+ulPfypJeu6551RbW+twrQAAnRnBHgDguMzMTH37299WaWmpnnvuuUbz33jjDW3fvl1Tp05V7969W1zf0qVLddFFF6lfv37y+XzKycnR2WefHXHdklRTU6P58+frqquu0jHHHKOcnBx16dJF+fn5uuKKK7RmzZomt7VlyxZde+21GjZsmFJTU5Wenq78/HydddZZuueee1ReXt6gfN292lu3bo24vrlz58qyLJ1++umN5h2+7Lvvvqvzzz9feXl58ng8evTRRxuUfemllzRt2jT16tVLKSkp6tmzp6ZNm6a333474nZvv/12WZalGTNmqKamRnfeeadGjhyp1NRU9evXT//1X/+lQ4cO1Zf/5z//qQkTJig7O1tZWVk655xz9MknnzT5OknRt8uRr8XcuXN14oknKiMjQ1lZWTrjjDP0xhtvRHyd7rjjDknSvHnzGt0nHysTJkyQJJWWlqqoqChimWj3uc7OnTt144036thjj1VmZqbS09M1fPhwXX755VqwYEGj8sYY/e1vf9PZZ5+t7t27KyUlRf369dOll16qjz/+OOI2Dn99a2tr9d///d8aO3assrKyZFmWiouL68uuXr1a559/vrp37660tDQdc8wxevDBBzmhAQCJwgAA4JCJEycaSeb3v/+9efvtt40kM2nSpEblvve97xlJ5l//+peZM2eOkWRGjRoVcZ2/+tWvjCQjyWRnZ5vRo0ebXr161U+79tprGy3z6aefGknG4/GYXr16mTFjxphRo0aZjIwMI8n4fD7z0ksvNVpu1apVJjs720gyXbp0MQUFBeaEE04wvXr1Mh6Px0gyGzdubLBMXT22bNkSsf51+zdx4sRG8+qWvf/++01SUpLJzMw0Y8eONUOGDDGPPvqoMcaYQCBgLrvssvqy3bt3N2PGjDHdu3evn3bvvfc2Wvdtt91mJJlLLrnETJw40ViWZUaOHGmOOuqo+n054YQTTE1NjbnxxhuNJNO/f38zevRo06VLFyPJZGVlNdrftrTL4a/FVVddVb/NMWPGmPT09Po2e+GFFxosN378eNO/f38jyfTs2dOMHz++wZ9dAwcONJLMnDlzIs5/+umn6+tfWloak302xpiXXnrJZGZm1u9fQUGBGTNmjOnWrZuRZI477rgG5QOBgPn2t79dv95+/fqZsWPH1h+bSUlJZvbs2Y22U/f6nnbaaeZb3/qWkWQGDhxoCgsLTbdu3cyhQ4eMMca88sorJiUlxUgy6enp5oQTTqh/bS644IL693FTrxMAIP4I9gAAxxwe7EOhkBk8eLCxLMts3bq1vszBgweNz+cz3bt3N9XV1c0G+z/96U9GksnNzTX/+Mc/GsxbsGCB6dmzZ8QAsmfPHvPkk0+aAwcONJheVVVl/vjHP5qkpCSTm5trysvLG8yfPn26kWQuu+wyU1JS0mDevn37zB//+Eezd+/eBtNjEeyTkpLMr371K1NVVVU/r6Kiwhhj6kP34MGDzRtvvNFg+aefftqkp6cby7LMW2+91WBeXbBPTk42I0aMMGvXrq2f98EHH5iuXbsaSebb3/62ycjIMC+++GKDfR0zZkz9a3Gk1rZL3WuRnJxsunfvbhYsWFA/r6ysrD6M5ufnm1AoFHF/rrjiikb1saulYF8XpocPH95oXmv3ec2aNSY1NdVIMhdddJHZvXt3g/mrVq0yjzzySINpt99+u5Fk0tLSzPz58+unV1VVmeuuu85IMl6v16xcubLBcnWvb1JSksnJyTELFy6sn1ddXW1qa2vNvn37TE5OTn19/H5/fZl///vfJjU11SQnJxPsAcBhBHsAgGMOD/bGGHPHHXcYSeaOO+6oL/PHP/7RSDI//elPjTGmyWBfXl5ucnNzjSTz2muvRdzec889ZySZESNGRFXPSy+91EhqFNBGjBhhJJlVq1bZXlcsgv3UqVMjLrtjxw6TnJxskpOTzSeffBKxzEMPPWQkmSlTpjSYXheELcsyK1asaLTcL3/5y/rtP/DAA43mv/TSS0aS6datW4PpbWmXutdCknnyyScbLbdr1676ULl69eqI+xPrYF9VVWU+++wzc+2119bX7emnn26wXFv2+YILLjCSzJlnntnoZEUkZWVlJisrq8H76EinnnqqkWSmT5/eYPrhr+/f//73iMv+7ne/M5JM3759TXV1daP5d999d/06CPYA4BzusQcAJIwZM2bI4/Fo3rx5MsZICo+GL0lXXnlls8u+/fbbKioq0sCBAzVlypSIZb75zW8qOTlZ69ev165duxrNf/PNN/WLX/xC3/zmNzVx4kRNmDBBEyZM0JIlSyRJH330UYPyAwYMkCQ9/fTT7Xqv8VVXXRVx+gsvvKBAIKBTTjlFxxxzTMQyF154oSRpyZIlEet83HHHady4cY2mn3DCCfX//cMf/rDR/LFjx0qSDh06pIMHD9ZPj0W7ZGdn69JLL200vXfv3ho0aJAkadOmTRHXHQtXXnll/f35Xbp00ahRo/T4449rwIABmjdvni655JIG5Vu7z1VVVXr55ZclhUfitzMewDvvvCO/36+0tDT96Ec/iljmhhtukCQtWLBAwWCw0fysrKz64+JIr7zyiiTp2muvVUpKSqP5M2fOlNfrbbGeAID44pMYAJAwBgwYoEmTJmnhwoVasmSJcnJy9OGHH2rMmDH1zw9vyurVqyVJJSUl9YOaRVIXlnbs2KE+ffpIksrKynTBBRdEHIjtcAcOHGjw7xtuuEELFy7U73//ez355JOaMmWKTjrpJJ166qkaNWpUS7vbagUFBRGn170G69evb/I1qDthUllZqQMHDqhnz54N5g8dOjTicnXlcnNzlZ2d3eR8Kfx65uTkNKhTa9qlzrBhw5oMuXl5edqwYYPKysqaXHdbDRs2rH7/Dh48qE2bNikQCKh79+4aP358o/Kt3eeNGzequrpaknTyySfbqtv69eslSYMHD1Z6enrEMnUneSoqKvTll19q8ODBDeYPHz68yXC+bt06SU0fc9nZ2erXr1+Tg0ECANoHwR4AkFCuvPJKLVy4UHPnzlXXrl3rp7WkbsT24uJiLVu2rMXyhz9W74YbbtAbb7yh3Nxc3XfffTr99NPVp08fpaamSpJuvfVW3XnnnQoEAg3WMXnyZL355pu65557tHjxYs2bN0/z5s2TJI0cOVJ33323zj//fFv7HY2mAlzda7Bnzx7t2bOnxfVEerRgU+uuC6EtzZfCjyc8sk6taZeW6iRJHo+n0TZj7eabb9aMGTPq/71nzx5dffXVevnll3XWWWdp1apVDU52tHaf/X6/JMnn89Ufey0pLS2VJPXq1avJMoc/SaKu/OGae33ryufl5TVZJi8vj2APAA6jKz4AIKGcf/75ys7O1j//+U899dRTSklJadTVOZKMjAxJ0vTp02XCY8g0+1f3CLVgMKinn35aUvjRaN///vc1ZMiQBsHqyCv1h6t75FpxcbHefPNN3XbbbRo1apQ+//xzXXjhhXr99dcjLld35fxIRz4eLxp1r8HPf/5zW69Bfn5+q7cVbZ2ibZdE1qtXLz377LMaPHiwtm7dqptuuqnB/Nbuc1ZWliSpurpalZWVtuqSmZkpSc2eyNm9e3ej8nbVld+7d2+TZZqbBwBoHwR7AEBCSU1N1UUXXaTy8nIVFRVp2rRp6t69e4vL1XU3fu+996K6ert///76btynnnpqxDLvvvtui+tJS0vTpEmTdPvtt+vTTz/VhRdeKGOMHnvssQbl6q6ONhWGNmzYYLvuR6p7DexcJW4vrW2Xtorl8+ojSUtL0/333y9JeuKJJ7Rx48b6ea3d5+HDh6tLly6SpOXLl9ta5qijjpIkffHFFxF7O0jSmjVr6utcNy6EXXXrX7t2bcT5JSUl2rFjR1TrBADEHsEeAJBwrrnmGp155pk688wzNXPmTFvLnH322eratav27NmjJ554wva20tLS6v870sBtCxcu1KpVq2yvTwqHyrp7q49c57BhwyRFDm4lJSX629/+FtW2DnfBBRfI6/Vq5cqVTfYUaG+tbZe2qmtXu1e+W+PCCy/Uscceq2AwqDvvvLN+emv32efz6dxzz5Uk3XfffU326jjchAkTlJWVpYqKCv3v//5vxDIPPfSQJGnKlClRD3T3jW98Q5L0v//7v41uRZGkP/3pTxEH5AMAtC+CPQAg4YwZM0YLFy7UwoULbXfNzszM1N133y1J+ulPf6pHHnmkUag7dOiQnnzySf3yl7+sn5adna3jjjtOkvSzn/2s/v5oKTy6+cUXX1x/FfVI3/nOdzR//vxGV0o3b96sP//5z5KkwsLCBvOmTZsmSfr973+vTz75pH76nj17dPHFF6u4uNjW/kaSn5+v6667TpL03e9+V3/9618bha49e/boscce03333dfq7USjte3SVnWDAL7//vttur2hOZZl6dZbb5UkPfPMM/W9Ldqyz7/73e+UmpqqN954Q5dffrn27dvXYP4nn3yiRx99tP7f6enpuv766yWFx4J48cUX6+dVV1frxhtv1OLFi+X1enXzzTdHvY/XXnutunbtqh07dujKK69sMEjhSy+9pLvuukvJyclRrxcAEGNxe5AeAAAtOPI59nY09Rz7Or/73e+MZVlGkunSpYsZPXq0GTdunBk0aFD99COfEf/666+bpKQkI8mkp6ebMWPGmEGDBhlJZvTo0eaGG26I+Ez07OxsI8l4vV4zYsQIc+KJJ5phw4bVb2fYsGFm7969DZYpLi42gwcPNpKMx+MxI0aMMMcdd5zxer1mwIAB5q677mrxOfZbtmxp8vUJBoPmmmuuqS+bmZlpjj/+eFNYWGj69etXP/3IfWnpue9vv/22kWQGDhzY5Labq19r2qWurSO9FnXqjqEjn6FeVlZm8vLyjCTTtWtXc+KJJ5qJEyc2u64jRXqO/ZFCoZA55phjjCRz2WWXtXmfjTHmP//5j8nIyDCSTFJSkhk1apQZM2aMycnJMZLMcccd16B8IBAwF154Yf3rP2DAAFNYWFh/fCYlJZknnnii0XbsvL519UlOTq5/f4wdO9bk5+cbSeb8889vsg0AAO2HK/YAgA7lt7/9rT7++GNdffXV6tevn9avX6/PPvtMycnJmjp1qv7nf/5HTz31VINlJk+erLfffltnnXWWLMvSunXr5PP5dMstt2jZsmVNjhr+17/+VTNnztQxxxyjQ4cO6cMPP9TevXs1duxY3X333froo48aPU4uOztby5Yt09VXX628vDx98cUXOnjwoK655hp99NFH6tu3b5v2PykpSY8//rgWL16sSy65RDk5Ofrss8+0fv16ZWZm6vzzz9df/vIXPfjgg23aTrRa0y5tkZ6erjfffFMXXnihunTpog8//FCLFy/W4sWLY7YNqeFV+7/97W8Nxkho7T6fd955Wrt2rX7+859r2LBh+uKLL7Rx40Z1795d/+///b/6rvV1vF6v/vnPf+rpp5/WpEmTVFpaqlWrVik9PV0XX3yx3n//fV199dWt3sfzzjtPK1as0Le+9S2lpKRozZo1Sk9P1+9//3v985//bPV6AQCxYxlj4wYuAAAAAACQkLhiDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABfzOl0BNwiFQtq1a5cyMzNlWZbT1QEAAAAAdHDGGJWWlqpPnz7yeJq/Jk+wt2HXrl3q37+/09UAAAAAAHQy27dvV79+/ZotQ7C3ITMzU1L4Bc3KynK4NgAAAACAjs7v96t///71ebQ5BHsb6rrfZ2VlEewBAAAAAO3Gzu3gDJ4HAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAF+NxdwAAAAAAtEEgEFBtbW2L5ZKSkpScnBzz7Xf4YD9//nw99thj+vDDD3Xo0CFt2bJF+fn5TlcLAAAAAOByfr9fRUVFqq6utr2Mz+dTbm6usrKyYlaPDh/sy8vLdeqpp+qCCy7Qj3/8Y6erAwAAAADoAPx+v3bu3KmMjAzl5uYqOTlZlmU1Wd4Yo0AgoJKSEu3cuVOSYhbuO3ywv/zyyyVJ69atc7gmAAAAAICOoqioSBkZGerXr1+zgf5wqampyszM1I4dO1RUVBSzYJ8Qg+c99dRTuuaaazR27Fj5fD5ZlqW5c+c2u8zKlSt1zjnnqFu3bkpPT9e4ceP0zDPPtE+FAQAAAACdViAQUHV1tbKzs22H+jqWZSk7O1vV1dUKBAIxqU9CXLG/5ZZbtG3bNuXm5qp3797atm1bs+UXLVqkKVOmKCUlRRdddJGys7M1f/58XXrppdq6datuvvnmdqo5AAAAAKCzqRsor7UD4dUtV1tbG5PB9BLiiv3s2bO1detW7d+/X9dee22zZYPBoK6++mpZlqUlS5boiSee0IMPPqjVq1dr1KhRuu2227Rx48Z2qjkAAAAAoLOK9mp9W5drSkIE+7POOksDBw60Vfatt97S5s2bdckll2jMmDH10zMzM/Xb3/5WwWBQc+bMiVdVAQAAAABIKAkR7KOxaNEiSdLkyZMbzaubtnjx4vasEgAAAAAAjkmIe+yjUdfNftiwYY3mdevWTbm5uQ264h88eFBffvmltm7dKklau3atiouLNWDAAOXk5ETcRnV1dYPnEPr9/hjuAQAAAAAAseO6K/YlJSWSpOzs7Ijzs7Ky6stI0osvvqgxY8bo/PPPlySde+65GjNmjF588cUmt3HvvfcqOzu7/q9///4x3AMAAAAAAGLHdcE+WjNmzJAxptHfjBkzmlzmpptuUklJSf3f9u3b26/CAAAAAABEwXVd8euu1B9+Vf5wfr+/yav5dvl8Pvl8vjatAwAAAADQsRlj2nW5prjuin3dvfWRHml36NAhFRUVRbz/HgAAAACAWEhKSpIkBQKBVi1ft1zdetrKdcF+4sSJkqQFCxY0mlc3ra4MAAAAAACxlpycLJ/Pp5KSkqivvhtjVFJSIp/Pp+Tk5JjUx3XB/swzz9TgwYP1zDPPaNWqVfXTS0tLdeedd8rr9TZ7/zwAAAAAAG2Vm5ursrIy7dixQ36/X5WVlaqqqmryr7KyUn6/Xzt27FBZWZlyc3NjVpeEuMd+9uzZWrp0qSTp008/rZ9W98z66dOna/r06ZIkr9er2bNna8qUKTr11FN18cUXKysrS/Pnz9eWLVt01113afjw4U7sBgAAAACgk8jKypIkFRUVaefOnbaX8/l86tu3b/3ysZAQwX7p0qWaN29eg2nLli3TsmXLJEn5+fn1wV6SzjjjDC1dulS33Xabnn32WdXU1GjUqFG68847demll7Zn1QEAAAAAnVRWVpaysrIUCARUW1vbYvmkpKSYdb8/nGViPRxfBzJr1izNmjVLtbW12rBhg0pKSmJ6VgUAAAAAgEjqnvhmJ4cS7G2I5gUFAAAAAKCtosmhrhs8DwAAAAAAfI1gDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIE+2bMmjVLBQUFKiwsdLoqAAAAAABEZBljjNOVSHR+v1/Z2dkqKSlRVlaW09UBAAAAAHRw0eRQrtgDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9g3Y9asWSooKFBhYaHTVQEAAAAAICLLGGOcrkSi8/v9ys7OVklJibKyspyuDgAAAACgg4smh3LFHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGDfjFmzZqmgoECFhYVOVwUAAAAAgIgsY4xxuhKJzu/3Kzs7WyUlJcrKynK6OgAAAACADi6aHMoVewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrBvxqxZs1RQUKDCwkKnqwIAAAAAQESWMcY4XYlE5/f7lZ2drZKSEmVlZTldHQAAAABABxdNDuWKPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCfTNmzZqlgoICFRYWOl0VAAAAAAAisowxxulKJDq/36/s7GyVlJQoKyvL6eoAAAAAADq4aHIoV+wBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYN2PWrFkqKChQYWGh01UBAAAAACAiyxhjnK5EovP7/crOzlZJSYmysrKcrg4AAAAAoIOLJodyxR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPbNmDVrlgoKClRYWOh0VQAAAAAAiMgyxhinK5Ho/H6/srOzVVJSoqysLKerAwAAAADo4KLJoVyxBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIt1imD/yCOPqH///kpNTdWkSZO0YcMGp6sEAAAAAEBMdPhg/8wzz+jmm2/W/fffr5UrV6pbt26aOnWqqqurna4aAAAAAABt1uGD/SOPPKIf//jHuuSSS3T00Udr7ty52r17t/797387XTUAAAAAANosIYL9U089pWuuuUZjx46Vz+eTZVmaO3dus8usXLlS55xzjrp166b09HSNGzdOzzzzTIMyNTU1+vjjjzVp0qT6aZmZmTrxxBP13nvvxWNXAAAAAABoV16nKyBJt9xyi7Zt26bc3Fz17t1b27Zta7b8okWLNGXKFKWkpOiiiy5Sdna25s+fr0svvVRbt27VzTffLEkqKipSbW2tevbs2WD5nj17au/evXHbHwAAAAAA2ktCXLGfPXu2tm7dqv379+vaa69ttmwwGNTVV18ty7K0ZMkSPfHEE3rwwQe1evVqjRo1Srfddps2btzYTjUHAAAAAMBZCRHszzrrLA0cONBW2bfeekubN2/WJZdcojFjxtRPz8zM1G9/+1sFg0HNmTNHkpSbm6ukpCTt27evwTr27dunvLy82O0AAAAAAAAOSYiu+NFYtGiRJGny5MmN5tVNW7x4sSQpJSVFY8aM0dtvv61zzz1XklRWVqYVK1boxz/+cZPbqK6ubjBqvt/vj1X14+6k7x7Spg1Wi+UCQcm/zyMrueV1mvRqqWuVvQps6SrVJLVcLmBJycbeOk/cKXUvb7mcFZJ8NtfpMZK31l5ZWZJsrLd7pdSn1N4q96dLoZbbqX7zdqQFpBQb+1TulcpS7K3TeMKva4ssKeCRkmy8TiFLqrV5TrEmSUqysX27r5EkeWqljKC9skm19tZtbNah1pJqvPb2KaXWXntKUnWSlGJjndVJUqWNN33d9jNr7K3TF0U97ZQNSSpOtbfOjGqpR6W9smk19j53ajz2Xk9JsvsxErLsf44amwd07Vfl7LzvPCHJxkezjMLvOzvHni8oZdk4RqTwa29n/2ste98hku2PZtV6wp/5lp3Clr11yoTfy0Ebn2XRfD5l1tisp75u/5Z8mS1V23nfG/vHXkiS1+Z7xM7xKUmVXslv87upe6XU1ebTjbJslgt99T1mR4bN4z651t5njpFUmRTdsWJHSq39198uu9930Yjms8Tutmtl/3em3ZcoZIU/S+ywW8+Q7F9mjfXr3pFFkXCNbotfPdqZ64J9XTf7YcOGNZrXrVs35ebmNuiK//Of/1w/+MEPNHbsWB199NG644471Lt3b02bNq3Jbdx777264447Yl/5dnDJWRnq/6NAi+VefrNKf3kwTbc/0vIP4ru2rdd/DRxia/uP/KFcF3yv5S/7+Xfm6Zz/sjfOwSsDP9dpOwtaLLdkY7nSfAHl92j5E3Lt+mQNHd7yl31JhdH+nckaMLzl1/TLlIDyinNaLCdJe18coJxztrdY7uA2r9JyW962JFVYNUq28aMo8O/h0rAipfRr+WRJzTsDpPFftrzxIq+0o4d03JaWy27sIfU/1HI5SXpvqFS4teVyE3ZI79vshfPWKOmML1oulxKQgkEpaOOH5s6uUv99LRZTWapUkiXl2SjbKyhts/kR/clwadwnNsqNkMast7fOt46VTlvdcrkFx0mnrZG62AiCr54gffODlsuVd5EqQlJ2Wctl/d2k6oqWy0nS3p5SvwMtl1t4jDRpjb11fpQvHbe15XI7e0vDd9pb565sqY+NE8pfdpe8Rup3sOWyB1Ol7jZep1pJr42Szvms5bJ9AtKqzJbLSdKSEdLUj1su99Lx0rQV9tY5tEZal9FyuV29pC7VUo6N1ymvStplY50ZldKpxdLCvi2XTUqSutj8zDvWSBtsnNjY31vK2WNvnc+cKJ33UcvlunmkCo8UsPGd89EI6UQbx0gwNbz/STZOzitV8ts8Sfd/J0nfWd5yuX29pYFb7a1zSED6wkbCWj9E6ntQ6mbjeCrLlXJsfN6XZkllGVLP3S2XTZVk8yNPe/tKA3e0XG5HDyl/v711VmVLaSU2CnqkSiNbqTkpW0q28R4pypLKU6RBNl7TPX2lgTZ+v0jS0WXSGhvv+6I8KdfmGF09a6UiG8dTMEtKKlM44begi0/y2niPVPkkyyNlFrVcNjlVSrL5vjuUK/W1sc7SdCnHznteUndJNr6W1U2SzY9RJUvKtVm2ozEJ5t577zWSzJw5cyLOP/vss40ks3HjxojzBw8ebFJSUhpMe/jhh03fvn2Nz+czp59+ulm3bl2zdaiqqjIlJSX1f9u3bzeSTElJSav2qT29+qq9co8+WWqUVmWrbM6jb9vevsbstFXO47G9SqO/PG+rXNcffGKmP/G5vXVO/8xWuWd3bDNDHnzf3jp/tdhWOWOMsUbus7fOafb2xxhjku9baKtcUvcKc/H1h+xtP89vq9zw335sNHmDvXV+5xNb5YwxRkP32yv38Z/sr3NQkb1y97xuvvfKSntlz4r8eXSk1NsWGf2/j2xuf4GtcsYYo2N22ytnc9+NMUbjttsrl1VhZr9h83juU2yrXM6cV4xv1sv21nnRalvljLH/vlfBHvvrHHjAXrlr7H2OGGOMJq+3V+6XS4xutPe5o3PtfZZ8trvM6Jhd9tb5/DO2yhljjE7dYq9cTpn9dc57zl65GR8a7w8/sFd224O2yv1sySqjTY/YW+f//MdWOWOM0Yr/tVfO5rFsjDE6weZ7+bY3jfc3No+nC9bYKtf3qs+MTv3C3jr/GMXrdKzNY/Sny+2v8zl7x7MuXWX63L3MXtnvfGqrXNZ9bxn9Yom9da79b1vljDFGN9pc5w/sfdcZY/+7SX//hzlh2Xx7ZWc/b6uc57qlRtPW2lvn3W/YKmeMMdr1gL1yf4riGF1nr5304lPmhvdtfj79zt4+ef7nP0aPvmRvna/81VY5Y4zRY/+2V+7NOfbXWXanvXKVv7O/zvcft1Uu2dxhUo297TuppKTEdg513RX71rjuuut03XXX2S7v8/nk8/niWCMAAAAAAGIjIQbPi0Z2drYkqaQkcjcgv99fXwYAAAAAgI7OdcG+7t76SI+0O3TokIqKiiLefw8AAAAAQEfkumA/ceJESdKCBQsazaubVlcGAAAAAICOznXB/swzz9TgwYP1zDPPaNWqVfXTS0tLdeedd8rr9WrGjBmO1Q8AAAAAgPaUEIPnzZ49W0uXLpUkffrpp/XT6p5ZP336dE2fPl2S5PV6NXv2bE2ZMkWnnnqqLr74YmVlZWn+/PnasmWL7rrrLg0fPtyJ3QAAAAAAoN0lRLBfunSp5s2b12DasmXLtGzZMklSfn5+fbCXpDPOOENLly7VbbfdpmeffVY1NTUaNWqU7rzzTl166aUxq9esWbM0a9Ys1dbaeD4zAAAAAAAOSIhgP3fuXM2dOzeqZcaNG6dXX301PhX6ysyZMzVz5kxG2gcAAAAAJCzX3WMPAAAAAAC+RrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYJ9M2bNmqWCggIVFhY6XRUAAAAAACIi2Ddj5syZWrt2rVauXOl0VQAAAAAAiIhgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsmzFr1iwVFBSosLDQ6aoAAAAAABARwb4ZM2fO1Nq1a7Vy5UqnqwIAAAAAQEQEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsmzFr1iwVFBSosLDQ6aoAAAAAABARwb4ZM2fO1Nq1a7Vy5UqnqwIAAAAAQEQEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPbNmDVrlgoKClRYWOh0VQAAAAAAiIhg34yZM2dq7dq1WrlypdNVAQAAAAAgIoI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrDvpILBkO2yxopjReyIx/YtY6tYSPbKhdcZxfbtrjaKzUez7VCM12vq/5+dwi45oIwV89cpPgez89sPhoIxXZ8xlv1DPx67FKdjtKw6YLNkHLZvc5UVwZr4bN8uE4cPPZuf9+Gy9oqFPLXOv53tsl1PI9n/aWBLrQlF8T0WTdvbLGvFeIe+2raJ8Ze4sUycfus4uM6QZGynDHsrNSHZP0zi8v6MxzEqBe1+7tndJ4/sf49F8zrZ/iyNz2/nSlNlc53x+PHsDgR7AADirRP/0AAAIBF5XHOG1h6CfScVzYHs+O/RKLaf5LF/NdauaC52xHylcfq8sTyxbVTLsqLYJ/ccUEkxfp3ctO/2WUryxP6rJC7vO9sbd0s7GdnvgWKvmNdKimL7cWDF4UMvDhfZkuRx9GWKioNXOC3LRPF9G9WlQ3vF7F8yjor9jgD26hn+yHH42I/DOr229ymaK9Y2y8bl/RmHY1RSst04Zvu9HEVPlag+H+PwXo7LMdqxwno0CPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxg34xZs2apoKBAhYWFTlcFAAAAAICICPbNmDlzptauXauVK1c6XRUAAAAAACIi2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrBvxqxZs1RQUKDCwkKnqwIAAAAAQEQE+2bMnDlTa9eu1cqVK52uCgAAAAAAERHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIE+2bMmjVLBQUFKiwsdLoqAAAAAABERLBvxsyZM7V27VqtXLnS6aoAAAAAABARwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsO6lA0H5ZY8WvHrbY3L4x0azTXuGQQlGsM4rt261rNPsUhdoYr7fWhGS/oVxyQFlGoVi//iGX7HtUjGqi+DyxJZoXPi67FJ92Kqu2W9LuMRrFxm2WLa6MYp3xENUHuU2W7H+W2nydAjH/cIgjBz92aqN6L0Xzmtosa0XxHW6XFc1Hub16mq/WG3NOrtNYqo31Gy8acTnu43CMSgra/dyzu09x+G4Il43Dj9cotl9p+3By0edzjBHsAQCIN6fP6QAAgA6NYN9JxeUEXbxEsX2v3crG44pcVD0GYlwuSlaM3/nhato94+ySA8qSfLF+nSyn0118XvukpDis1PZVoXhs2yXHaDRl4/H5FA9xeo/E+kJTkuPv5ShEc9E0xoe+J6p1xuEyo4nPz1z7NbVX0orDay85vE4jJXtjvFLLyH7b2912NOJxjEpeu58ntvfJ2O9WEtXXTRx+vMblGHXR53OMEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcrFME+/nz5+vss89WTk6OLMvS1q1bna4SAAAAAAAx0SmCfXl5uU499VTdfffdTlcFAAAAAICY8jpdgfZw+eWXS5LWrVvncE0AAAAAAIituF2xf+qpp3TNNddo7Nix8vl8sixLc+fObXaZlStX6pxzzlG3bt2Unp6ucePG6ZlnnolXFQEAAAAAcL24XbG/5ZZbtG3bNuXm5qp3797atm1bs+UXLVqkKVOmKCUlRRdddJGys7M1f/58XXrppdq6datuvvnmeFUVAAAAAADXitsV+9mzZ2vr1q3av3+/rr322mbLBoNBXX311bIsS0uWLNETTzyhBx98UKtXr9aoUaN02223aePGjfXlb7nlFlmW1ewfAAAAAACdQdyC/VlnnaWBAwfaKvvWW29p8+bNuuSSSzRmzJj66ZmZmfrtb3+rYDCoOXPm1E+/4YYbtGXLlmb/AAAAAADoDBJi8LxFixZJkiZPntxoXt20xYsX10/r2rWrunbtGrf6VFdXq7q6uv7ffr8/btsCAAAAAKAtEuJxd3Xd7IcNG9ZoXrdu3ZSbm9ugK360Dh48qFWrVtWPir927VqtWrVKBw8ejFj+3nvvVXZ2dv1f//79W71tAAAAAADiKSGCfUlJiSQpOzs74vysrKz6Mq3x4osvasyYMTr//PMlSeeee67GjBmjF198MWL5m266SSUlJfV/27dvb/W2AQAAAACIp4Toih9vM2bM0IwZM2yX9/l88vl88asQAAAAAAAxkhBX7Ouu1Dd1Vd7v9zd5NR8AAAAAgM4sIYJ93b31ke6jP3TokIqKiiLefw8AAAAAQGeXEMF+4sSJkqQFCxY0mlc3ra4MAAAAAAD4WkIE+zPPPFODBw/WM888o1WrVtVPLy0t1Z133imv1xvVPfIAAAAAAHQWcRs8b/bs2Vq6dKkk6dNPP62fVvfM+unTp2v69OnhSni9mj17tqZMmaJTTz1VF198sbKysjR//nxt2bJFd911l4YPHx6vqgIAAAAA4FpxC/ZLly7VvHnzGkxbtmyZli1bJknKz8+vD/aSdMYZZ2jp0qW67bbb9Oyzz6qmpkajRo3SnXfeqUsvvTRe1QQAAAAAwNXiFuznzp2ruXPnRrXMuHHj9Oqrr8anQq0wa9YszZo1S7W1tU5XBQAAAACAiBLiHvtENXPmTK1du1YrV650uioAAAAAAEREsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxr9MVSGSzZs3SrFmzFAwGJUl+v9/hGrWsvFyyU82qylLJpMjv97VY1lSV29/32lJbZY2xV09JUmWFvXXWlKmmMtleXQNltspVlJYqVGlz/6vtv06mttTWa2+3npL9djKmUoGqSvn9SS2vNFQqv9+0XKy6TArYfI9EsU/h7ae0XK6sMsp1JrdcrqpcVWU2j6egzeO+ulyqsfk6Rf2+S2u5nN19r1+nje2bSh0qKZHfn2pj+375/ZaNVVYoVGNifzzZLVtbam9/pK/2ycZXaU2ZdhcdUJpstFPQZj2ryyVjxfR1Ki/1S7UV8vvTW15nhb3PZkm23yMy5fL7a+2t0+Z3g2rKFEqy+TqVVtkqV11eZv9zx249JfvrjOa4t/teripXqMob0+2HasqkoM33cjSvU22pvWM0iu9l28dzTZmCFbFtJ1NVLlXX2FtnNN93dve/Jorjye53U0WFasqSYtr2prpcCvhi/x1aWiV/ukPv5YoKlfj9Md0nU1khVQZtbj+K48nu/pdHsc7yKvlr7ex7lfYl75M3qWvLZW2+9kZVMkqSX4md7+r2xZiWf49bxk6pTm7Hjh3q37+/09UAAAAAAHQy27dvV79+/ZotQ7C3IRQKadeuXcrMzJRltXy1yUl+v1/9+/fX9u3blZWV5XR1EAFt5A60kzvQTomPNnIH2skdaKfERxu5g1vayRij0tJS9enTRx5P83fR0xXfBo/H0+IZkkSTlZWV0AcpaCO3oJ3cgXZKfLSRO9BO7kA7JT7ayB3c0E7Z2dm2yjF4HgAAAAAALkawBwAAAADAxQj2HYzP59Ntt90mn8/GiOtwBG3kDrSTO9BOiY82cgfayR1op8RHG7lDR2wnBs8DAAAAAMDFuGIPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9h3EypUrdc4556hbt25KT0/XuHHj9MwzzzhdrU7nqaee0jXXXKOxY8fK5/PJsizNnTu3yfJ+v1/XX3+9Bg4cKJ/Pp4EDB+r666+X3+9vv0p3Mjt37tSjjz6qyZMna8CAAUpJSVGvXr104YUXasWKFRGXoZ3aX3FxsX7605/q5JNPVq9eveTz+dS3b19NmjRJzz33nCKN+0o7Oe+BBx6QZVmyLEvvvfdexDK0U/vLz8+vb5cj/6699tpG5WkjZz3//PM6++yz1b17d6WmpmrQoEG6+OKLtX379gblaKf2N3fu3CbfS3V/Z555ZoNlaKf2Z4zR/PnzdcYZZ6h3795KS0vTiBEjdM011+iLL75oVL6jtBGj4ncAixYt0pQpU5SSkqKLLrpI2dnZmj9/vrZs2aK7775bN998s9NV7DTy8/O1bds25ebmKj09Xdu2bdOcOXM0Y8aMRmXLy8s1YcIErVq1SmeffbaOP/54rV69Wq+99ppGjx6tpUuXKj09vf13ooP79a9/rfvvv19DhgzRxIkT1bNnT23cuFEvvPCCjDH629/+pu9+97v15WknZ2zatEmjR4/WSSedpKFDhyonJ0f79u3Tf/7zH+3bt08/+MEP9Oc//7m+PO3kvM8//1xjxoyR1+tVeXm5li9frpNOOqlBGdrJGfn5+SouLtbPf/7zRvPGjh2r8847r/7ftJFzjDG69tpr9ec//1lDhgzRlClTlJmZqV27dmnx4sV6+umnNWHCBEm0k1NWrVqlF154IeK8f/3rX/rss890//3368Ybb5REOznlF7/4hR5++GH17t1b3/rWt5SVlaXVq1drwYIFysjI0Lvvvqujjz5aUgdrIwNXCwQCZsiQIcbn85mPPvqofrrf7zejRo0yXq/XbNiwwcEadi5vvPGG2bp1qzHGmHvvvddIMnPmzIlY9tZbbzWSzI033hhx+q233hrv6nZKzz33nFmyZEmj6UuWLDHJyckmJyfHVFVV1U+nnZwRDAZNIBBoNN3v95uCggIjyaxZs6Z+Ou3krGAwaAoLC824cePMZZddZiSZ5cuXNypHOzlj4MCBZuDAgbbK0kbO+cMf/mAkmZkzZ5pgMNho/uGfibRTYqmurjbdu3c3Xq/X7Nmzp3467dT+du/ebTwej8nPzzclJSUN5j3yyCNGkrnyyivrp3WkNiLYu9zrr7/e6ACt8/e//91IMjfddJMDNUNzwT4UCpk+ffqYjIwMU1ZW1mBeZWWl6datm+nbt68JhULtVFsYY8zkyZONJLNy5UpjDO2UqK677jojybzwwgvGGNopEdx9990mJSXFrFmzxlxxxRURgz3t5By7wZ42ck5FRYXJyckxgwcPjnhS83C0U+Kp+809ffr0+mm0kzOWL19uJJlLL7200bwNGzYYSebcc881xnS8NuIee5dbtGiRJGny5MmN5tVNW7x4cXtWCTZs3LhRu3bt0vjx4xt17+nSpYtOO+007dy5U5s2bXKohp1TcnKyJMnr9UqinRJRVVWV3nrrLVmWpYKCAkm0k9PWrFmjO+64Q7fccotGjRrVZDnayVnV1dWaN2+e7rnnHj322GNavXp1ozK0kXPeeOMNHTx4UNOnT1dtba3mz5+v++67T48//nij15t2Sjx/+ctfJElXX311/TTayRnDhg1TSkqKli1bptLS0gbzXnnlFUnSpEmTJHW8NvI6XQG0zcaNGyWFD+IjdevWTbm5ufVlkDiaa7fDp2/cuLHJMoitL7/8UgsXLlSvXr10zDHHSKKdEkFxcbEeffRRhUIh7du3T6+88oq2b9+u2267rcHrL9FOTggGg5oxY4ZGjhypX//6182WpZ2ctWfPnkbjvUydOlVPPvmkcnNzJdFGTvrggw8khU8sH3fccVq/fn39PI/Ho+uuu04PPvigJNop0Wzbtk1vvvmm+vbtq6lTp9ZPp52c0b17d91999365S9/qZEjR2ratGnKzMzUp59+qoULF+qHP/yhfvKTn0jqeG1EsHe5kpISSVJ2dnbE+VlZWdqxY0d7Vgk22Gm3w8shvgKBgC6//HJVV1frgQceUFJSkiTaKREUFxfrjjvuqP93cnKyfv/73+sXv/hF/TTayTn33HOPVq9erRUrVtT3eGkK7eScq666ShMnTtSoUaPk8/m0du1a3XHHHXr11Vc1bdo0LVu2TJZl0UYO2rdvnyTpoYce0vHH///27j2upuz/H/jr1Mk53S9TNNH9ZobcokRUolAqJoUHSoqZYVxmjCFGZZBx+9DM+PBh5M4MGo1cplCTdNGg5DpJTZhpQkKl61nfP+Z39q/jnJOi5hTv5+PR46G11l57rb323lp7r7VXP1y4cAHvvfceLl++jBkzZmD9+vWwtLTERx99RO3UzsTGxkIkEmHatGnc3w8A3fMUacGCBTAyMsLMmTPx3//+lwsfNGgQJk+ezP1/9aa1EQ3FJ4S81UQiEUJCQpCamoqwsDBMmTJF0UUijZiZmYExhvr6ehQWFmL58uVYsmQJPvjgA9TX1yu6eG+13NxcrFixAgsWLEC/fv0UXRzShGXLlsHFxQX6+vrQ1NSEo6MjEhIS4OzsjIyMDG54KlEckUgEAOjUqROOHj2KAQMGQENDA0OGDMHhw4ehpKSE9evXK7iU5EUikQixsbHg8XgICQlRdHHI/7NixQoEBwdj8eLFuHv3LioqKpCWlob6+nq4ubkhLi5O0UVsE9Sx7+DET5jkPUl6+vSp3KdQRHGa026N05G2wRhDWFgY9u7di8mTJ2PLli0S8dRO7YeysjLMzMywaNEirFixAj/99BO2bdsGgNpJUYKCgmBpaYnIyMhmpad2al+UlJQwbdo0AMD58+cBUBspkviY9u/fH0ZGRhJxPXr0gIWFBQoKClBeXk7t1I4kJSWhuLgYw4YNg7m5uUQctZNinD17Fl9++SVmz56N8PBwdOvWDerq6hg8eDASEhKgqqqK+fPnA3jz2og69h3ci3NMG3v8+DEePnzYIeaEvG2aarfG4dR2bUckEmH69OnYsWMHJk6ciJ07d0JJSfKWSO3UPok/DCr+eCi1k2Lk5ubi5s2bEAqF4PF43M+uXbsAAE5OTuDxeNyaz9RO7Y94bn1VVRUAaiNFsrW1BQDo6OjIjBeHP3/+nNqpHZH10TwxaifFOH78OADAzc1NKs7AwAB2dnYoLi6W6CO9KW1Ec+w7OBcXF0RHRyMxMRETJkyQiEtMTOTSkPbF2toaRkZGOH/+PCorKyW+xFldXY3U1FQYGRnByspKgaV8c4lEIoSGhiI2NhaBgYHYs2ePxLw4MWqn9unPP/8E8P9XL6B2Uozp06fLDE9NTUV+fj58fHxgYGAAMzMzANRO7VFWVhYAUBu1A+JOyI0bN6Ti6urqcPv2bairq8PAwACGhobUTu3Ao0ePEB8fDz09PYwdO1Yqnq4nxaitrQUAPHjwQGa8OFwgELxxbURv7Ds4d3d3WFhYYP/+/cjJyeHCnz17hq+++gp8Pl/qK7hE8Xg8HkJDQ1FRUYHly5dLxEVHR+Px48cIDQ0Fj8dTUAnfXOI39bGxsRg/fjz27t0rs1MPUDspUk5OjsyhcWVlZQgPDwcAjBo1CgC1k6Js375d5s+gQYMAAIsXL8b27dvRp08fANROinL9+nWUl5dLhaelpWHDhg0QCAQYN24cAGojRbK0tISHhwdu376N7du3S8StXr0a5eXlGDt2LPh8PrVTO7Fnzx7U1tZi8uTJEAgEUvHUTooxePBgAMCGDRuk/o7YtWsXbt++DXt7e2hqar5xbcRjjDFFF4K8nuTkZHh6ekIgEGDixInQ0tJCXFwcCgsLsWLFCixZskTRRXxrbN++HWlpaQCAvLw8XLp0CYMHD+ae9Pn5+cHPzw8AUFlZCWdnZ+Tk5GDEiBGwt7dHbm4uTp48iT59+iAtLU1qTU3y+iIjIxEVFQUNDQ3MnTuXe+vbmJ+fH9cZoXZSjHnz5mH79u1wc3ODqakp1NXV8ccff+D48eOoqKjABx98gB9//JGbPkHt1H4EBwdj165dyMjIwMCBAyXiqJ3+fZGRkVizZg3c3d1hZmYGgUCAq1evIjExEUpKStiyZYvEMGJqI8UpKCjAoEGDUFpaCi8vL3Tv3h2XL1/G2bNnYWpqiszMTBgaGgKgdmoP7OzscPXqVVy5coVbJvdF1E7/voaGBgwfPhwpKSkwMDCAj48PdHV1kZubi6SkJAgEApw+fRrOzs4A3rA2YuSNkJWVxUaOHMm0tbWZqqoq69+/P9u7d6+ii/XWCQoKYgDk/kREREikLy8vZ/Pnz2fGxsZMRUWFGRsbs/nz57Py8nLFVOAt8LI2AsBiY2MltqF2+vedO3eOBQcHs+7duzMtLS3G5/NZ586d2ciRI9n+/fuZSCSS2obaqX0QX2MZGRky46md/l0pKSksICCAWVlZMU1NTaaiosK6devGJkyYwLKysmRuQ22kOMXFxSw4OJgZGhpyx37WrFns77//lkpL7aQ4WVlZDABzcHB4aVpqp39fdXU1+/rrr1m/fv2Ympoa4/P5rGvXrmzSpEksLy9PKv2b0kb0xp4QQgghhBBCCOnAaI49IYQQQgghhBDSgVHHnhBCCCGEEEII6cCoY08IIYQQQgghhHRg1LEnhBBCCCGEEEI6MOrYE0IIIYQQQgghHRh17AkhhBBCCCGEkA6MOvaEEEIIIYQQQkgHRh17QgghhBBCCCGkA6OOPSGEEEIIIYQQ0oFRx54QQt5SwcHB4PF4KCoqUnRRWsXevXvRp08faGhogMfjITIyUtFFkqmoqAg8Hg/BwcGKLgohHRaPx4Orq2ub5Z+SktLm9xEzMzOYmZm1Wf6EkLcLdewJIeQ1iTtqPB4P3t7eMtOI/0j88MMP/+XSvR3S09MxZcoUVFVVYdasWYiIiHjpH/1mZmZcu/F4PCgrK0NfXx8eHh6Ij4//dwreiKurK3g8XpvuY+fOnVx9J0yYIDddTEwMl47O2Y6vrR/iifPPzMxsk/wJIYS8HF/RBSCEkDfJ8ePHkZqaiqFDhyq6KG+VEydOAAB2796NgQMHNns7ZWVlLF26FABQW1uLmzdv4ueff0ZSUhLWrVuHzz77rNXL2rVrV9y4cQPa2tqtnndz8fl8HD16FI8fP4aurq5UfGxsLPh8Purr6xVQOkIIIYS0FL2xJ4SQVmJmZgYlJSV88cUXii7KW+fPP/8EABgaGrZoOz6fj8jISERGRmLVqlWIi4vDiRMnwOPxsGzZMlRVVbV6WVVUVNC9e3e8++67rZ53c40aNQo1NTXYt2+fVNylS5eQk5OD0aNHK6BkhBBCCHkV1LEnhJBWYmtriylTpiAzMxNxcXHN2qapOZayhmZHRkaCx+MhJSUFsbGxsLOzg6qqKszNzRETEwMAYIxh06ZN6N69O4RCIWxsbLBnzx65ZWhoaEB0dDSsrKwgFAphbW2NtWvXQiQSyUyfmpqKMWPGQF9fHwKBANbW1li6dKlUJ7jxHNWMjAx4enpCR0en2cPN09PT4eXlBT09PQiFQnTv3h2RkZES+xHvIzY2FgBgbm7ODSF/VR4eHrC1tUVVVRWuX7+O2tpafPPNN/D09ISxsTEEAgE6d+6McePG4fLly1Lbi4e779y5E8ePH8eQIUOgqanJtbOsOfY8Hg+//vor92/xT3BwMO7cuQMlJSV4eXnJLO/jx48hFArRu3fvZtdx0KBBsLW1xY4dO6TiduzYARUVFUyePFnu9s+ePUNERAR69OgBVVVV6OjoYOTIkUhLS5NKe/HiRcyePRs9e/aEtrY2VFVVYWdnh9WrV6Ourk4qfX5+PqZNmwZzc3MIhULo6+ujX79+UqMnXufa2bVrF+zt7aGmpiYxZaMl9RLvo6amBuHh4TAxMYGqqirs7e1x+vRpLr85c+aga9euEAqFcHJywm+//SazzKWlpZg/fz6srKwgEAigr6+PDz74AFevXpVKK657ZWUlPv30U3Tt2hUCgQC9evXC4cOHpdLu2rULgOT10bjely5dgr+/P0xMTCAQCNClSxc4OTlh9erVMsvaHI3P8zt37sDf3x+6urpQV1fH8OHDkZubK/c4LFiwALa2thAKhdDT08PAgQOxfv36l+6zqeks8qYjPH/+HIsWLYKxsTGEQiF69uyJbdu2NbmfwsJChIaGcsfr3XffRXBwMP744w+Z6ePj4zFgwACoqqqiS5cuCAsLw+PHj19aH0IIaQkaik8IIa1o+fLlOHjwIMLDw+Hr6wtlZeU22c/GjRuRkpICX19fDBs2DEeOHMHcuXOhpqaG3NxcHDp0CN7e3hg2bBgOHjyIqVOnwtzcHM7OzlJ5zZs3D5mZmQgICIBQKERcXBwWLlyI27dvY+vWrRJpt2zZgo8//hi6uroYM2YMDAwMkJ2djZUrVyI5ORnJycno1KmTxDbp6elYtWoV3NzcMGPGDBQXF7+0fkeOHMGECRPQqVMnBAYGonPnzjh9+jSioqKQmJiI5ORkCAQCmJmZISIiAkePHkVubi7mzp0LHR2d1zq2LyorK8O8efMwZMgQjB49Grq6urhz5w5+/vlnnDx5EqmpqRgwYIDUdocOHUJiYiK8vb3x8ccf49mzZ3L3ERERgZ07d+KPP/5AREQEF96nTx9YWFhg+PDhOHXqFO7du4du3bpJbLtnzx7U1NQgLCysRfWaNm0aFi1ahNzcXO6hQE1NDfbv3w9vb28YGBjIPR5Dhw7FtWvXMGTIEHh6euLJkyeIj4+Hm5sbDh06BD8/Py79tm3bcOzYMQwdOhSjR49GVVUVUlJSsHjxYmRnZ+PIkSNc2j///BMODg6orKyEl5cXAgMDUVFRgfz8fHzzzTfN6ty9zNq1a5GcnAwfHx+MGDECfD7/leolFhgYiLy8PPj4+OD58+fYt28fvL29kZ6ejpkzZ6K6uhr+/v548OABfvjhB3h6eqKwsBBaWlpcHgUFBXB1dcX9+/fh4eEBPz8/lJaW4siRI/jll19w5swZODo6Suy3rq4OHh4eKCsrw7hx41BVVYWDBw8iICAAp06dgoeHB4B/ru+dO3dKXR/ihyI5OTkYNGgQlJWV4evrC1NTU5SXl+PatWvYtm0bFi1a9FrHu6ioCI6Ojnj//fcREhKCgoIC7pjeuHEDXbp04dLm5+fDzc0N9+/fh7OzM/z8/FBZWYmrV69i5cqVrT41RiQSwcfHB6dPn4adnR0mTZqER48eYf78+XBzc5O5TVZWFjw9PVFZWYkxY8bAysoKRUVF2LdvH06ePImMjAxYWFhw6Xfv3o2goCBoaWlhypQp0NHRQUJCAoYPH47a2lqp+yUhhLwyRggh5LUUFhYyAMzT05Mxxtinn37KALCtW7dyaZKTkxkANnPmTIltTU1Nmampqcx8XVxc2Iu36YiICAaA6enpsYKCAi68uLiYderUiWlrazMbGxtWWlrKxWVlZTEAzMfHRyKvoKAgBoB16dKF3b9/nwt/9uwZs7OzYwBYamoqF37t2jXG5/NZ37592aNHjyTyio6OZgDYunXrpOoMgH3//fcy6yjL06dPmY6ODhMIBCw3N5cLF4lEbNKkSQwA++qrr2TWpbCwsNn7MTU1ZQKBQCr8l19+YTwej6mpqbHKykpWXV3N7t27J5Xu6tWrTENDgw0fPlwiPDY2lgFgPB6PJSUlSW0nPl+CgoIkwmW1t9ihQ4cYABYVFSUV16tXLyYUCtnjx4+bqK1k2aKjo9lff/3F+Hw+mzNnDhe/f/9+BoAdO3ZM7jkrboMdO3ZIhJeUlDBjY2NmYGDAnj9/zoUXFRWx+vp6ibQikYiFhIQwACwtLY0Lj4mJYQDYpk2bpMr+4MEDid9f9dpRV1dnV65ckdqmpfUS72Pw4MGsoqKCCz948CADwHR0dNj48eNZXV0dF/f1118zAGzDhg0S+xg0aBDj8/ksMTFRIvzWrVtMU1OT2dnZSdUdAPP19WU1NTVc+OnTpyXuRWJNXR/i+1V8fLxU3MOHD6XCZBHnn5GRwYWJz3MAbPXq1RLply5dyp2HjTk4ODAA7H//+5/UPu7evSvxOwDm4uIiEdbUNSTrGIivh5EjR0qco1euXGGdOnViAFhERAQXXltby8zMzJimpibLycmRyP/cuXNMWVmZeXt7c2FPnjxhWlpaTF1dnd26dUsin6FDhzIAcs9hQghpKRqKTwghrWzJkiXQ1tZGVFRUm8zRBoA5c+ZIvBUyNjaGs7Mznjx5giVLlki8bXVwcICFhYXcoa9z5syBkZER97uGhgaWLVsGANwQXgDYunUr6uvrERMTAz09PYk8Fi5cCAMDAxw4cEAq/759+yIkJKTZdTt69CjKy8sREhKCXr16ceE8Hg+rV68Gn8/Hzp07m51fU+rr67k59kuWLMG4ceMwevRoMMawYsUKqKmpQSAQoGvXrlLb9ujRA25ubkhNTZU5pNzPzw/Dhw9vlXL6+vqiS5cuiI2NBWOMC8/OzsaVK1fg7+/f4pEKhoaGGDlyJPbt24fa2loA/wzDf/fddzFq1CiZ2zx8+BA//PAD3N3dMW3aNIm4Ll264PPPP8eDBw+4oegAYGpqKjVyhcfjYdasWQAgkVZMVVVVKkxfX79F9ZNnxowZsLOzkwh7lXqJrVy5Eurq6tzv/v7+UFFRQXl5OdatW8eNCACAiRMnAoDEtXj58mWkp6cjKCgII0aMkMjbxsYGYWFhyMvLkzkk/z//+Y/EG193d3eYmpoiOzu7OYdCgqxj/s4777Q4nxeZm5vj888/lwibPn06AEiUMzs7GxcuXMDQoUNljj55caRKa9i9ezeAf9qw8TlqZ2eHKVOmSKVPSEhAUVERFi5cKDX1xdnZGb6+vjhx4gSePn0K4J972dOnTxESEgIbGxsurYqKClauXNnq9SGEvN1oKD4hhLQyPT09fPHFFwgPD8fGjRsRHh7e6vvo27evVJj4Y2x9+vSRGZeVlSUzryFDhsgNy8nJ4cLES1mdOnVKZgdHRUUFN2/elAp3cHCQuV95xPPWZS1XZ2xsDEtLS9y6dQvPnj2DpqZmi/J+UUNDA6KiogAASkpK0NXVhbu7O2bNmgUfHx8uXU5ODtasWYO0tDSUlJRIdeQfPnwo9TG8lta7KSoqKggJCUF0dDSSkpK4Ydbff/89ACA0NPSV8g0JCUFCQgLi4+Ph6OiIs2fP4vPPP5c7hSQ7OxsNDQ2orq6Wub53fn4+AODmzZvc0o+1tbX49ttvcfDgQdy8eRMVFRUSDyfEHz4EAG9vbyxatAizZs1CUlISRo4cCWdnZ4lO0euS1S6vUi+xF69FZWVldO7cGZWVlTAxMZGIE58j9+/f58LE11VJSYnMfYuvqZs3b6Jnz55cuI6ODszNzaXSd+vWDRkZGVLh8vj7+2Pjxo3w8/NDQEAARowYAWdnZ6myv6revXtDSUnyPZK4k15eXs6FXbhwAQC4c/vfkJubCzU1NfTr108qbsiQIdz1JSZuq5s3b8psq5KSEohEIvz+++/o378/9wBH1j3WyclJ4qEPIYS8LrqjEEJIG5g3bx6+/fZbrFmzBjNnzmz1/BvPzxUT/5EoL07e0mWdO3eWGaakpIQnT55wYWVlZQDQ4jdNjefQNof4bZe87QwNDXHr1i08ffr0tTv2AoEA1dXVTaZJT0/HsGHDAPzT6bC2toaGhgZ4PB43t7+mpkZqu5bW+2XCwsKwevVqbN++HR4eHqiqqsKBAwdgY2MDFxeXV8pTPJd+x44duH79OkQikdQb68bE58D58+dx/vx5uekqKyu5f/v7++PYsWOwsbHhvpcgfqO9adMmiWNnbm6OjIwMREVF4eTJkzh06BCAfz5M+dVXX2H8+PGvVM/GZLXLq9RLTN71Jms5Q/E12vjBkHjfx48fx/Hjx5u9b3nLJfL5fLkfvpTFyckJZ8+eRXR0NA4cOMCNhrG3t8fatWvlzjVvrqaOQ0NDAxcm7uTLGh3TVp48eQJjY2OZcU2dJ7JWk2hM3Fbi+6ese6yysnKrjIgghBAx6tgTQkgbUFVVRWRkJGbMmIFVq1ZhzJgxMtMpKSlxw6Bf1LhT3ZZKS0tha2srFSYSiST+KBd3YFraoW7pF+rF+/n7779lxovDZXWo2sLKlStRU1ODtLQ0DB48WCIuMzNT7hSH1/kyvyzm5uYYMWIE4uPj8fDhQyQkJODp06dYunTpK+cp/vr9pk2buI+ovXguNCY+5p999hnWrVv30vyzs7Nx7NgxeHp64vjx4xIjATIzM7Fp0yapbXr16oUjR46grq4OFy9exMmTJxETE4PAwEAYGRlxbfCq146sdmlpvVqTeN/ffPMNZs+e/a/uW8zFxQUuLi54/vw5srKycOzYMWzevBleXl7Iy8uDpaVlm5dBPJWk8WiGlhKPDKivr5d6Gy7rnNDW1kZpaanMvGTdf8RtdezYMamRG7KI75+y9tHQ0IBHjx79qw8yCCFvNppjTwghbSQkJATdu3fHd999J/dL8Lq6uigtLZV6m15ZWckN/21r586dkxvWeFi/+Kvc4uGobUU8tDklJUUq7v79+ygoKICFhcVrv61vroKCAujp6Ul16quqqnDp0qVW24+409v4LeaLZsyYgdraWuzevRvff/89VFRUEBQU9Fr7nT59OkQiEUpKSl76LYQBAwaAx+M1e6h3QUEBAMDLy0tqeL+s864xFRUVDBw4EFFRUYiJiQFjDAkJCVx8a147La1XaxJfV2257+acW8A/DyRdXV2xfv16hIeH4/nz5zKn3bQF8RSJxMTEV85DV1cXgPTDAZFIJPMBXO/eveVex7LOz5a2lXgevqy8MjIy5I6iIoSQV0Ede0IIaSPKyspYtWoVampqsHz5cplp+vfvj7q6OomhnYwxLF68WOaw37YQExMjMc+5oqKCK+/UqVO58I8//hh8Ph+ffPIJ7t69K5VPeXm5zHXdW8rX1xfa2tqIjY3FtWvXuHDxcamrq5NYA76tmZqa4vHjxxJlaWhowIIFC/DgwYNW24/4g4T37t2Tm8bX1xeGhoZYv3490tLS4OPjI3OYb0v06NEDJ06cwE8//cR93E0eQ0NDBAQEID09HWvXrpWYKy+WlZXFfTTS1NQUAKTWgb927Rqio6Olts3Ozpb5dlP89rTxB95a89ppab1ak4ODAxwdHXHgwAH88MMPUvEikQi//vrra+2jqXPr3Llz3PSXxmQd87Y0YMAAODg4IDU1VeY68s15k9+/f38AkPq45oYNG1BYWCiVXvyBvCVLlkg89MjLy8OePXuk0vv6+sLExAQbNmxAamqqVHxdXZ3Eue7r6wstLS3s2LEDv//+u0S61xlpQwghstBQfEIIaUNjx46Fk5OT3Dc8s2fPRmxsLEJDQ5GUlAQDAwOcO3cO5eXl6N27t9xh3q1pwIAB6N27NwIDAyEQCBAXF4eioiKEhYVh6NChXLqePXti8+bN+Oijj2Bra4vRo0fD0tIST58+xZ07d/Drr78iODgYW7Zsea3yaGlpYdu2bZg4cSIcHR0RGBgIAwMDnDlzBr/99hscHBykvrLdlj755BMkJibC2dkZAQEBEAqFSElJwf379+Hq6ipzZMGrGDZsGA4fPozx48dj9OjREAqFsLOzg5eXF5eGz+cjJCQEq1atAvDqH817kbyv4MuyefNm3Lp1CwsXLsSePXvg5OQEbW1t3L17FxcvXkR+fj7++usvqKmpwcHBAQ4ODvjxxx/x119/YeDAgSguLsbPP/8MLy8vHD58WCLvffv2YfPmzXB1dYWVlRW0tLRw/fp1nDhxAvr6+hIjClr72mlJvVrbgQMH4ObmhgkTJmDjxo2wt7eHUChEcXExMjIy8ODBg5d+C6Ipw4YNw7p16zBz5kyMHz8e6urqMDExwaRJk7B+/XokJSXBzc0NFhYWEAqFuHTpEs6cOQMrKyuMHTu2FWvatL1798LV1RUzZszg2qC6uhrXrl3D5cuX8ejRoya3nzZtGtasWYPIyEjk5OTA0tISv/32G65evQoXFxepByRBQUHYv38/Tp06hb59+2LUqFEoKyvDgQMH4OHhITFCBPjnmxyHDx/GqFGj4OLiAnd3d+6DhsXFxTh37hzeeecd7oOH2traiImJQXBwMAYMGIAJEyZAW1sbCQkJUFVVlfrgJiGEvBaFLbRHCCFviBfXsX9Ramoqt57zi2uCM8bYmTNnmKOjIxMIBOydd95hU6ZMYSUlJU2uxZ2cnCyVT1NrVcvKS5z+9u3bbNWqVczCwoJ16tSJWVpasq+//lpq7XGxCxcusAkTJjAjIyOmoqLC9PX1Wb9+/diiRYvYjRs3uHTiddAbrwPdEqmpqWzUqFFMR0eHderUidnY2LAvv/xSYs3w5tRdHnnr2Mty+PBh1q9fP6ampsb09fVZQEAAKygoaHJt7NjYWJl5yVvHvq6uji1cuJCZmJgwPp8vMw1j/6xtDoCZmJiwhoaGZtZWsmwvrh8ui7x17BljrKqqiq1Zs4bZ29szdXV1pqqqyszNzZmfnx/bvXu3xNrtpaWlLCQkhBkZGTGhUMjs7OzYd999x+7cuSNVx8zMTDZz5kzWs2dPpqOjw1RVVZm1tTWbM2cOKy4ulipHa107r1KvptZMNzU1lbs+OWSsv84YY2VlZWzp0qWsZ8+eTFVVlWloaDBra2s2adIkFhcX1+z85ZVrzZo1zNramqmoqEiU4dSpU2zq1KnM1taWaWpqMg0NDfb++++zpUuXtso69rLO4aaOQ0lJCZs7dy53P9LT02OOjo5sw4YNzdr+0qVLzN3dnampqTEtLS3m6+vL8vPz5d4jKisr2cKFC1nXrl2ZQCBg77//Ptu6dWuT96979+6xuXPnMmtrayYQCJiWlhZ77733WGhoKDtz5oxU+p9++onZ29szgUDAOnfuzEJDQ1lZWVmT7UgIIS3FY0zGeDNCCCGEtEs//vgjAgMDERUVhWXLlim6OIQQQghpB6hjTwghhHQQjDE4OTnh4sWLKCoqoi9qE0IIIQQAzbEnhBBC2r28vDwkJCQgPT0dWVlZ+PDDD6lTTwghhBAOdewJIYSQdu7ixYsIDw+Hjo4Opk6dirVr1yq6SIQQQghpR2goPiGEEEIIIYQQ0oHROvaEEEIIIYQQQkgHRh17QgghhBBCCCGkA6OOPSGEEEIIIYQQ0oFRx54QQgghhBBCCOnAqGNPCCGEEEIIIYR0YNSxJ4QQQgghhBBCOjDq2BNCCCGEEEIIIR0YdewJIYQQQgghhJAO7P8Ake9Hgd4xGHYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 18))\n", + "axs = [ax1, ax2, ax3]\n", + "\n", + "for xlist, ax, title, min_ in tqdm(zip(xlists, axs, titles, mins)):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8, 4))\n", + "plt.rcParams.update({'font.size': 20})\n", + "plt.plot(meas_sequences[500], '-o')\n", + "plt.yticks([0, 1], ['g', 'e'])\n", + "plt.xlabel('Measurement number')\n", + "plt.ylabel('Qubit State')\n", + "plt.savefig('figures/_no_photon_measurement_sequence.pdf', dpi=300)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Testing particular data" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing 00020_ParityTempExperiment.h5 for 1 mode\n", + "calling parity post select modified\n", + "size of ilist 19441\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0032428050263477726\n", + "e_infidelity 0.016634449079255265\n" + ] + } + ], + "source": [ + "file_name = '00020_ParityTempExperiment.h5'\n", + "mode = 1 #df.loc[df_idx, 'mode']\n", + " \n", + "threshold_list = [10, 100, 1000, 1e4, 1e5]\n", + "\n", + "print(f'Processing {file_name} for {mode} mode')\n", + "\n", + "temp_data, attrs = prev_data(expt_path, file_name)\n", + "readout_threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "active_reset = attrs['config']['expt']['active_reset']\n", + "if active_reset:\n", + " readouts_per_rep +=3\n", + "\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=active_reset, threshold = readout_threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [], + "source": [ + "data = temp_data\n", + "I_data = data['idata'] # in shape rounds(1) x expts (1) x reps x read_num\n", + "Q_data = data['qdata'] \n", + "\n", + "reps = 20000\n", + "# assume we have made 80 parity measurements\n", + "# reshape data into (reps, read_num)\n", + "read_num = readouts_per_rep \n", + "I_data_rs = np.reshape(I_data, (reps, read_num))\n", + "Q_data_rs = np.reshape(Q_data, (reps, read_num))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "36\n" + ] + } + ], + "source": [ + "num = 0 \n", + "for row in I_data_rs:\n", + " if row[2]<-70:\n", + " num+=1\n", + "print(num)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 20000/20000 [15:35<00:00, 21.37it/s]\n" + ] + } + ], + "source": [ + "# choose random subset of bb\n", + "bb_subset = bb[0:20000]\n", + "threshold_counts, m1_running_dict = compute_threshold_counts(bb_subset, threshold_list, T = T, E = E)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(threshold_list, np.array(threshold_counts)/len(bb_subset))\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 20000/20000 [16:04<00:00, 20.73it/s]\n" + ] + } + ], + "source": [ + "aa, bb2 = parity_temp_display(temp_data, attrs, active_reset=False, threshold = readout_threshold, readouts_per_rep= readouts_per_rep, \n", + " cutoff_meas_idx=60)\n", + "bb2_subset = bb2[0:20000]\n", + "threshold_counts2, m1_running_dict = compute_threshold_counts(bb2_subset, threshold_list, T = T, E = E)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(threshold_list, np.array(threshold_counts2)/len(bb2_subset))\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[7899, 7328, 7037, 6567, 6377]" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts2" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.034999999999999996" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.014 /0.4" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[6798, 6241, 6012, 5555, 5356]" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Old Anlysis" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 80,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 100000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'man_no': 1,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[3568.1515953227604, 3425.5564066067, 2007.0],\n", + " [10716, 8236, 15000],\n", + " [0, 0, 0.6056817916987671],\n", + " [0, 0, 0],\n", + " [2, 2, 0],\n", + " ['g', 'g', 'flat_top'],\n", + " [0.035, 0.035, 0.005]],\n", + " 'readout_no_placeholder': 80}" + ] + }, + "execution_count": 195, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00163_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "attrs['config']['expt']" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len of state string list before consistency check 100000\n", + "len of state string list after consistency check 62328\n", + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + } + ], + "source": [ + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "if attrs['config']['expt']['active_reset']:\n", + " readouts_per_rep +=3\n", + "threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5, 1e7, 1e10, 1e15, 1e20, 1e30, 1e40]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=attrs['config']['expt']['active_reset'], threshold = threshold, readouts_per_rep= readouts_per_rep,\n", + " consistent_parity_check_bool=True, consistent_cutoff=9)\n", + "# threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "# orig_running_dict = running_dict.copy()\n", + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate Efficiency" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calling parity post select modified\n", + "size of ilist 19340\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0019696969696967326\n", + "e_infidelity 0.016651248843663313\n" + ] + } + ], + "source": [ + "# temp_data, attrs = prev_data(expt_path, '00056_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "temp_data, attrs = prev_data(expt_path, '00138_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "temp_data, attrs = prev_data(expt_path, '00022_ParityTempExperiment.h5')\n", + "\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "if attrs['config']['expt']['active_reset']:\n", + " readouts_per_rep +=3\n", + "threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5, 1e7, 1e10, 1e15, 1e20, 1e30, 1e40]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=attrs['config']['expt']['active_reset'], threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "# threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "# orig_running_dict = running_dict.copy()\n", + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 19340/19340 [00:41<00:00, 462.37it/s]\n" + ] + } + ], + "source": [ + "full_threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5, 1e7, 1e10, 1e15, 1e20, 1e30, 1e40]\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, full_threshold_list, T = T, E = E)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Looking at maximal attainable threshold" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00140_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "if attrs['config']['expt']['active_reset']:\n", + " readouts_per_rep +=3\n", + "threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# full_meas_sequence = bb[1000]\n", + "def find_probs_for_sequence(full_meas_sequence, T = None, E = None):\n", + " '''\n", + " Given a measurement record, compute the probabilities of 0 or 1 photon initially for each subset of the record\n", + " '''\n", + " P0_list = []\n", + " P1_list = []\n", + " for ii in range (len(full_meas_sequence)):\n", + " meas_sequence = full_meas_sequence[0:ii + 1]\n", + " gamma_first_row, dicty = wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]}, T = T, E = E)\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " P0_list.append(P0)\n", + " P1_list.append(P1)\n", + " return P0_list, P1_list\n", + "\n", + "# P0_list, P1_list = find_probs_for_sequence(full_meas_sequence)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [01:40<00:00, 9.94it/s]\n", + "0it [00:00, ?it/s]C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_10340\\316664330.py:25: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "3it [00:04, 1.43s/it]\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "meas_sequences = bb[0:20000: 20]\n", + "\n", + "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 18))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in tqdm(meas_sequences):\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "xlists = [P0_lists, P1_lists, meas_sequences]\n", + "axs = [ax1, ax2, ax3]\n", + "titles = ['P0', 'P1', 'Measurement Record']\n", + "mins = [1e-20, 1e-5, 0 ]\n", + "\n", + "for xlist, ax, title, min_ in tqdm(zip(xlists, axs, titles, mins)):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_fidelities(self, timestamp=None, fig=None, ax=None, log=True, **kwargs):\n", + " fidelities = self.fidelities(timestamp).T\n", + " fig = fig if fig is not None else plt.figure(figsize=(3.5, 2.25), dpi=200)\n", + " ax = ax if ax is not None else fig.subplots()\n", + " end_fids = fidelities[:, -1]\n", + " indxs = np.argsort(end_fids)\n", + " fidelities = fidelities[indxs]\n", + " for fids in fidelities[:-1]:\n", + " import matplotlib\n", + "\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=np.log10(1 - fidelities[-1][-1]), vmax=0\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(np.log10(1 - fids[-1])))\n", + " if log:\n", + " ax.semilogy(\n", + " 1 - fids, \"-\", linewidth=0.2, alpha=1, color=color, **kwargs\n", + " )\n", + " else:\n", + " ax.plot(fids, \"-\", linewidth=0.5, **kwargs)\n", + " color = cmap(norm(np.log10(1 - fidelities[-1][-1])))\n", + " if log:\n", + " ax.semilogy(1 - fidelities[-1], linewidth=1, color=color, **kwargs)\n", + " else:\n", + " ax.plot(fidelities[-1], **kwargs)\n", + "\n", + " # ax.set_xlabel(\"epoch\", size=8)\n", + " # if log:\n", + " # ax.set_ylabel(\"infidelity\", size=8)\n", + " # else:\n", + " # ax.set_ylabel(\"fidelity\", size=8)\n", + " fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = len(bb)\n", + "dark_counts = np.array(threshold_counts) / n\n", + "\n", + "thermal_photon_population = []\n", + "# for i in range(len(dark_counts)):\n", + "# thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + "\n", + "\n", + "# Create subplots\n", + "fig, (ax1) = plt.subplots(1, 1, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population\n", + "ax1.plot(full_threshold_list, dark_counts, 'o-')\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel(r' $n_{meas} = \\eta_{true} x 1 + \\delta \\approx \\eta$')\n", + "ax1.set_title('Dark Counts')\n", + "\n", + "\n", + "# plt.suptitle(str('M1') + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [], + "source": [ + "efficiency_list = np.array(threshold_counts) /len(bb)" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.82497415, 0.78505688, 0.78004137, 0.7762151 , 0.77580145,\n", + " 0.71670114, 0.71447777, 0.71003102, 0.69064116, 0.60641158,\n", + " 0.54607032, 0.41752844, 0.31995863, 0.19250259, 0.11726991])" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list " + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Dark Counts')" + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = efficiency_list\n", + "# standard error from binomial distribution sqrt(p(1-p)/n)\n", + "probs = efficiency_list \n", + "n = attrs['config']['expt']['reps']\n", + "efficiency_list_err = np.sqrt(probs*(1-probs)/n)\n", + "# dark_counts_err = np.sqrt(dark_counts )\n", + "# efficiency_list_err = dark_counts_err/1e5\n", + "\n", + "# plt.errorbar(full_threshold_list, dark_counts, yerr=dark_counts_err, fmt='o-', capsize=5)\n", + "plt.errorbar(full_threshold_list, efficiency_list, yerr=efficiency_list_err, fmt='o-', capsize=5)\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Dark Counts')" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.00268693, 0.00290467, 0.00292897, 0.00294708, 0.00294901,\n", + " 0.00318623, 0.00319374, 0.00320848, 0.00326845, 0.00345454,\n", + " 0.00352049, 0.00348711, 0.00329837, 0.00278788, 0.00227506])" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list_err" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# efficiency_list = [0.6611 , 0.63235, 0.62515, 0.61114, 0.60217, 0.57661, 0.57405,\n", + "# 0.54543, 0.53883, 0.49583, 0.49091, 0.4786 , 0.46403, 0.45069,\n", + "# 0.44733]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above for Coupler temp " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calling parity post select modified\n", + "size of ilist 19804\n", + "parity_time 1.6833333333333333\n", + "using active reset confusion matrix\n", + "g_infidelity 0.0019696969696967326\n", + "e_infidelity 0.016651248843663313\n" + ] + } + ], + "source": [ + "\n", + "temp_data, attrs = prev_data(expt_path, '00025_ParityTempExperiment.h5') # with reset \n", + "\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "if attrs['config']['expt']['active_reset']:\n", + " readouts_per_rep +=3\n", + "threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5, 1e7, 1e10, 1e15, 1e20, 1e30, 1e40]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=attrs['config']['expt']['active_reset'],\n", + " threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "# threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "# orig_running_dict = running_dict.copy()\n", + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 19804/19804 [00:17<00:00, 1164.91it/s]\n" + ] + } + ], + "source": [ + "full_threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5, 1e7, 1e10, 1e15, 1e20, 1e30, 1e40]\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, full_threshold_list, T = T, E = E)" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[768, 734, 733, 722, 720, 661, 659, 654, 643, 576, 519, 409, 322, 200, 133]" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_idx = 0\n", + "end_idx = None\n", + "\n", + "n = len(bb)\n", + "dark_counts = np.array(threshold_counts) / n\n", + "dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / n) # sqrt(p(1-p)/n)\n", + "frequency = 4.984 -0.944 #+1.4\n", + "\n", + "thermal_photon_population = []\n", + "thermal_photon_population_err = []\n", + "for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + "now = np.array(thermal_photon_population) / 2\n", + "now_err = np.array(thermal_photon_population_err) / 2\n", + "tempr = []\n", + "tempr_err = []\n", + "for i in range(len(now)):\n", + " temp_single_val = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " tempr.append(temp_single_val)\n", + " temp_err = np.abs(temp_single_val * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr_err.append(temp_err)\n", + "\n", + "# Create subplots\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population with error bars\n", + "ax1.errorbar(full_threshold_list[start_idx:end_idx], thermal_photon_population[start_idx:end_idx], yerr=thermal_photon_population_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel('$\\delta/\\eta$ ')\n", + "ax1.set_title('Thermal photon population')\n", + "\n", + "# Plot M1 Temperature with error bars\n", + "ax2.errorbar(full_threshold_list[start_idx:end_idx], tempr[start_idx:end_idx], yerr=tempr_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax2.set_xscale('log')\n", + "ax2.set_xlabel('Threshold')\n", + "ax2.set_ylabel('M1 Temperature (mK)')\n", + "ax2.set_title('M1 Temperature')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.78004137, 0.77580145, 0.71447777, 0.69064116, 0.60641158,\n", + " 0.59808687, 0.55222337, 0.54607032, 0.50439504, 0.48660807,\n", + " 0.45853154, 0.42430196, 0.41752844, 0.38681489, 0.38009307,\n", + " 0.35263702, 0.33867632, 0.31995863, 0.29746639, 0.27125129,\n", + " 0.24710445, 0.22481903, 0.19250259, 0.15010341, 0.11726991,\n", + " 0.09120993, 0.07166494])" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "thermal_photon_population = []\n", + " thermal_photon_population_err = []\n", + " for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + " now = np.array(thermal_photon_population) / 2\n", + " now_err = np.array(thermal_photon_population_err) / 2\n", + " tempr = []\n", + " tempr_err = []\n", + " for i in range(len(now)):\n", + " temp_single_val = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " tempr.append(temp_single_val)\n", + " temp_err = np.abs(temp_single_val * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr_err.append(temp_err)" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[777, 731, 720, 713, 711, 646, 644, 636, 618, 553, 494, 398, 313, 175, 111]" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.049302030456852795" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "777/19700/0.8" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4.04" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "frequency" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "59.51941501333175" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "48 * frequency / (np.log(1 + 1 / 0.04))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiency to calculate temperature for M1\n", + "This is really the efficiency-normalized false positive probability for M1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 200000/200000 [49:13<00:00, 67.71it/s] \n" + ] + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00112_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "threshold_counts, m1_running_dict = compute_threshold_counts(bb, full_threshold_list)#, m1_running_dict)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Measurement record analsysi" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calling parity post select modified\n", + "size of ilist 19804\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 991/991 [01:42<00:00, 9.63it/s]\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_10340\\2359025679.py:37: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00025_ParityTempExperiment.h5')\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "if attrs['config']['expt']['active_reset']:\n", + " readouts_per_rep +=3\n", + "threshold_list = [10, 50, 100, 500, 1e3, 5e3, 1e4, 5e4, 1e5, 1e7, 1e10, 1e15, 1e20, 1e30, 1e40]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=attrs['config']['expt']['active_reset'],\n", + " threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "meas_sequences = bb[0:20000: 20]\n", + "\n", + "fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, 1, figsize=(12, 18))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in tqdm(meas_sequences):\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence, T = T, E = E)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [P0_lists, P1_lists, meas_sequences, ratio_list]\n", + "axs = [ax1, ax2, ax3, ax4]\n", + "titles = ['P0', 'P1', 'Measurement Record', 'P(1)/P(0)']\n", + "mins = [1e-20, 1e-20, 0 , 1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\2593989401.py:35: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00110_cavity_temperature_sweep_parity_with_without_reset.h5') # M1 dark counts\n", + "# temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5') # efficiency\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=80)\n", + "\n", + "meas_sequences = bb[0:10000: 10]\n", + "\n", + "fig, (ax4) = plt.subplots(1, 1, figsize=(12, 5))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "np.save('p1_lists.npy', P1_lists)\n", + "np.save('p0_lists.npy', P0_lists)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [ratio_list]\n", + "axs = [ax4]\n", + "titles = ['P(1)/P(0)']\n", + "mins = [1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "plt.xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "plt.legend()\n", + "plt.tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\1666274284.py:35: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00112_cavity_temperature_sweep_parity_with_without_reset.h5') # M1 dark counts\n", + "# temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5') # efficiency\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=80)\n", + "\n", + "meas_sequences = bb[1:10000: 5]\n", + "\n", + "fig, (ax4) = plt.subplots(1, 1, figsize=(12, 5))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "np.save('p1_lists2.npy', P1_lists)\n", + "np.save('p0_lists2.npy', P0_lists)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [ratio_list]\n", + "axs = [ax4]\n", + "titles = ['P(1)/P(0)']\n", + "mins = [1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "plt.xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "plt.legend()\n", + "plt.tight_layout" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Back to temp calculation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_idx = 0\n", + "end_idx = None\n", + "\n", + "n = attrs['config']['expt']['reps']\n", + "dark_counts = np.array(threshold_counts) / n\n", + "dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / n) # sqrt(p(1-p)/n)\n", + "frequency = 4.984 #+1.4\n", + "\n", + "thermal_photon_population = []\n", + "thermal_photon_population_err = []\n", + "for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + "now = np.array(thermal_photon_population) / 2\n", + "now_err = np.array(thermal_photon_population_err) / 2\n", + "tempr = []\n", + "tempr_err = []\n", + "for i in range(len(now)):\n", + " temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " temp_err = np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr.append(temp)\n", + " tempr_err.append(temp_err)\n", + "\n", + "# Create subplots\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population with error bars\n", + "ax1.errorbar(full_threshold_list[start_idx:end_idx], thermal_photon_population[start_idx:end_idx], yerr=thermal_photon_population_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel('$\\delta/\\eta$ ')\n", + "ax1.set_title('Thermal photon population')\n", + "\n", + "# Plot M1 Temperature with error bars\n", + "ax2.errorbar(full_threshold_list[start_idx:end_idx], tempr[start_idx:end_idx], yerr=tempr_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax2.set_xscale('log')\n", + "ax2.set_xlabel('Threshold')\n", + "ax2.set_ylabel('M1 Temperature (mK)')\n", + "ax2.set_title('M1 Temperature')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 80,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 20000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'man_no': 1,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[944.25],\n", + " [1000],\n", + " [0.316677658],\n", + " [0],\n", + " [1],\n", + " ['flat_top'],\n", + " [0.005]],\n", + " 'readout_no_placeholder': 80}" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "attrs['config']['expt']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4443015985375665" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 5\n", + "temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + "np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.errorbar(full_threshold_list, dark_counts, yerr=dark_counts_err, fmt='o-', capsize=5)\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "40.922135993882144" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0003759365748738378" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = -10\n", + "thermal_photon_population[i] * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "33.33333333333333" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "0.0003/(0.003" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4e-05" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts[-3]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00036647106255566675" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "thermal_photon_population_err[i]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Manipulate 2" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00013_ParityTempExperiment.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -63.47477176210509, readouts_per_rep=80)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "ii = 2\n", + "temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + "# forward-backward algorithm return state probabilities at each step\n", + "gamma_matrix, alpha, beta = gamma(temp_meas_sequence, T, E, ret_all = False)\n", + "\n", + "# pick off probability of cavitiy state at the beginning, 0 in the first index\n", + "# # sum over qubit state probability, second index\n", + "# P0_first.append(gamma_matrix[0,0] + gamma_matrix[0,1])\n", + "# P1_first.append(gamma_matrix[0,2] + gamma_matrix[0,3])\n", + "\n", + "# gamma_matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "meas_sequence = bb[5000]\n", + "\n", + "# want to compute the probabilities of 0 or 1 photon initially in the cavity\n", + "P0_first = []\n", + "P1_first = []\n", + "\n", + "# iteratively calculate probabilities using one additional measurement at a time\n", + "# observe how probabilities 'evolve' with more meaurements in the recrod\n", + "for ii in range (len(meas_sequence)):\n", + " \n", + " # analyze subeset of measurment record from beginning to ii-th measuement\n", + " # could be implemented online to do feedback in the measurement\n", + " temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + " # forward-backward algorithm return state probabilities at each step\n", + " # gamma_matrix = gamma(temp_meas_sequence, T, E)\n", + " \n", + " # # pick off probability of cavitiy state at the beginning, 0 in the first index\n", + " # # sum over qubit state probability, second index\n", + " # P0_first.append(gamma_matrix[0,0] + gamma_matrix[0,1])\n", + " # P1_first.append(gamma_matrix[0,2] + gamma_matrix[0,3])\n", + "\n", + " gamma_first_row = wrapper_gamma(temp_meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + " P0_first.append(gamma_first_row[0] + gamma_first_row[1])\n", + " P1_first.append(gamma_first_row[2] + gamma_first_row[3])\n", + "# figure(figsize = (12,8))\n", + "\n", + "# # plot measurement record\n", + "# subplot(2,1,1)\n", + "# plot(meas_sequence, 'o--')\n", + "# ylim(-0.1, 1.1)\n", + "\n", + "# # plot reconstructed probabilities for subsets of the measurement record\n", + "# subplot(2,1,2)\n", + "# semilogy(P0_first, 'o', label= \"P(n=0)\")\n", + "# semilogy(P1_first, 'o', label= \"P(n=1)\")\n", + "# # axhline(1e-9)\n", + "# # plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# # plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# # axhline(1e-8)\n", + "# # ylim(1e-16,1e0)\n", + "# ylabel('P(t=0)')\n", + "# xlabel('Number of Parity Measurements Included')\n", + "# legend()\n", + "# tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 987, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 100000/100000 [05:20<00:00, 311.63it/s]\n" + ] + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00012_ParityTempExperiment.h5')\n", + "threshold_list = [10]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -88.47477176210509, readouts_per_rep=40)\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "orig_running_dict = running_dict.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 55%|█████▍ | 54670/100000 [36:25<33:26, 22.59it/s] " + ] + } + ], + "source": [ + "full_threshold_list =[100.0,\n", + " 1000.0,\n", + " 10000.0,\n", + " 100000.0,\n", + " 10000000.0,\n", + " 100000000.0,\n", + " 1000000000.0,\n", + " 10000000000.0,\n", + " 100000000000.0,\n", + " 1000000000000.0,\n", + " 10000000000000.0,\n", + " 100000000000000.0,\n", + " 1000000000000000.0,\n", + " 1e+16,\n", + " 1e+17,\n", + " 1e+18,\n", + " 1e+19,\n", + " 1e+20,\n", + " 1e+21,\n", + " 1e+23,\n", + " 1e+25,\n", + " 1e+27,\n", + " 1e+30,\n", + " 1e+35,\n", + " 1e+40,\n", + " 1e+45,\n", + " 1e+50]\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, full_threshold_list, orig_running_dict)\n", + "\n", + "# reorder full threshold list so its lowest to highest and threshold counts are in the same order\n", + "full_threshold_list, threshold_counts = zip(*sorted(zip(full_threshold_list, threshold_counts)))" + ] + }, + { + "cell_type": "code", + "execution_count": 989, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = np.array(threshold_counts) / 1e5\n", + "\n", + "thermal_photon_population = []\n", + "# for i in range(len(dark_counts)):\n", + "# thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + "\n", + "\n", + "# Create subplots\n", + "fig, (ax1) = plt.subplots(1, 1, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population\n", + "ax1.plot(full_threshold_list, dark_counts, 'o-')\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel(r' $n_{meas} = \\eta_{true} x 1 + \\delta \\approx \\eta$')\n", + "ax1.set_title('Dark Counts')\n", + "\n", + "\n", + "# plt.suptitle(str('M1') + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Manipulate 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Testing whether probablities of sequences are correct" + ] + }, + { + "cell_type": "code", + "execution_count": 1002, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "P0: 2.7929897975595212e-05\n", + "P1: 0.9999720701020245\n" + ] + } + ], + "source": [ + "sequence =[0,1,0,1,0,1]\n", + "gamma_first_row = wrapper_gamma(sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + "P0 = gamma_first_row[0] + gamma_first_row[1]\n", + "P1 = gamma_first_row[2] + gamma_first_row[3]\n", + "\n", + "# orint probabilities of 0 and 1 photons in the cavity\n", + "print('P0: ', P0)\n", + "print('P1: ', P1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Efficiency (prepare|1>, perform measurements)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00140_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "# temp_data, attrs = prev_data(expt_path, '00056_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number'] + 1\n", + "if attrs['config']['expt']['active_reset']:\n", + " readouts_per_rep +=3\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "parity_time 1.6833333333333333\n", + "g_infidelity 0.008850000000000136\n", + "e_infidelity 0.023800000000000043\n" + ] + } + ], + "source": [ + "T, E = get_evolution_matrices(attrs)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meas_sequence = bb[20000 -1]\n", + "\n", + "# want to compute the probabilities of 0 or 1 photon initially in the cavity\n", + "P0_first = []\n", + "P1_first = []\n", + "\n", + "# iteratively calculate probabilities using one additional measurement at a time\n", + "# observe how probabilities 'evolve' with more meaurements in the recrod\n", + "for ii in range (len(meas_sequence)):\n", + " \n", + " # analyze subeset of measurment record from beginning to ii-th measuement\n", + " # could be implemented online to do feedback in the measurement\n", + " temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + " # forward-backward algorithm return state probabilities at each step\n", + " # gamma_matrix = gamma(temp_meas_sequence, T, E)\n", + " \n", + " # # pick off probability of cavitiy state at the beginning, 0 in the first index\n", + " # # sum over qubit state probability, second index\n", + " # P0_first.append(gamma_matrix[0,0] + gamma_matrix[0,1])\n", + " # P1_first.append(gamma_matrix[0,2] + gamma_matrix[0,3])\n", + "\n", + " gamma_first_row, dicty = wrapper_gamma(temp_meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]}, T = T, E = E)\n", + " P0_first.append(gamma_first_row[0] + gamma_first_row[1])\n", + " P1_first.append(gamma_first_row[2] + gamma_first_row[3])\n", + "figure(figsize = (12,8))\n", + "\n", + "# plot measurement record\n", + "subplot(2,1,1)\n", + "plot(meas_sequence, 'o--')\n", + "ylim(-0.1, 1.1)\n", + "\n", + "# plot reconstructed probabilities for subsets of the measurement record\n", + "subplot(2,1,2)\n", + "semilogy(P0_first, 'o', label= \"P(n=0)\")\n", + "semilogy(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-9)\n", + "# plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-8)\n", + "# ylim(1e-16,1e0)\n", + "ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 533, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calculating threshold: 10\n", + "calculating threshold: 50\n", + "calculating threshold: 100\n", + "calculating threshold: 500\n", + "calculating threshold: 1000\n", + "calculating threshold: 5000\n", + "calculating threshold: 10000\n", + "calculating threshold: 50000\n", + "calculating threshold: 100000\n", + "[12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092]\n" + ] + } + ], + "source": [ + "# plot the function: efficiency vs threshold\n", + "threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "counts_list = []\n", + "for threshold in threshold_list:\n", + " print('calculating threshold:', threshold)\n", + " counts = 0\n", + " for i in range(len(bb)):\n", + " gamma_matrix = gamma(bb[i], T, E)\n", + "\n", + " P0 = gamma_matrix[0,0] + gamma_matrix[0,1]\n", + " P1 = gamma_matrix[0,2] + gamma_matrix[0,3]\n", + "\n", + " # Compare the probabilities of the two models to obtain a likelihood ratio\n", + " likelihood_ratio = P1/P0 \n", + " if likelihood_ratio > threshold:\n", + " counts += 1\n", + " counts_list.append(counts)\n", + "print(counts_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 534, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'M1=|1>')" + ] + }, + "execution_count": 534, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(threshold_list, np.array(counts_list)/len(bb), 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Detector efficiency')\n", + "plt.title('M1=|1>')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Actual Dark counts" + ] + }, + { + "cell_type": "code", + "execution_count": 546, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00007_ParityTempExperiment.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -63.47477176210509, readouts_per_rep=40)" + ] + }, + { + "cell_type": "code", + "execution_count": 547, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 547, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meas_sequence = bb[1600]\n", + "\n", + "# want to compute the probabilities of 0 or 1 photon initially in the cavity\n", + "P0_first = []\n", + "P1_first = []\n", + "\n", + "# iteratively calculate probabilities using one additional measurement at a time\n", + "# observe how probabilities 'evolve' with more meaurements in the recrod\n", + "for ii in range (len(meas_sequence)):\n", + " \n", + " # analyze subeset of measurment record from beginning to ii-th measuement\n", + " # could be implemented online to do feedback in the measurement\n", + " temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + " # forward-backward algorithm return state probabilities at each step\n", + " gamma_matrix = gamma(temp_meas_sequence, T, E)\n", + " \n", + " # pick off probability of cavitiy state at the beginning, 0 in the first index\n", + " # sum over qubit state probability, second index\n", + " P0_first.append(gamma_matrix[0,0] + gamma_matrix[0,1])\n", + " P1_first.append(gamma_matrix[0,2] + gamma_matrix[0,3])\n", + "\n", + "figure(figsize = (12,8))\n", + "\n", + "# plot measurement record\n", + "subplot(2,1,1)\n", + "plot(meas_sequence, 'o--')\n", + "ylim(-0.1, 1.1)\n", + "\n", + "# plot reconstructed probabilities for subsets of the measurement record\n", + "subplot(2,1,2)\n", + "semilogy(P0_first, 'o', label= \"P(n=0)\")\n", + "semilogy(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-9)\n", + "# plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-8)\n", + "# ylim(1e-16,1e0)\n", + "ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 538, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calculating threshold: 10\n", + "calculating threshold: 50\n", + "calculating threshold: 100\n", + "calculating threshold: 500\n", + "calculating threshold: 1000\n", + "calculating threshold: 5000\n", + "calculating threshold: 10000\n", + "calculating threshold: 50000\n", + "calculating threshold: 100000\n", + "[157, 131, 127, 117, 117, 104, 104, 89, 88]\n" + ] + } + ], + "source": [ + "# plot the function: efficiency vs threshold\n", + "threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "efficiency_list = np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "counts_list = []\n", + "for threshold in threshold_list:\n", + " print('calculating threshold:', threshold)\n", + " counts = 0\n", + " for i in range(len(bb)):\n", + " gamma_matrix = gamma(bb[i], T, E)\n", + "\n", + " P0 = gamma_matrix[0,0] + gamma_matrix[0,1]\n", + " P1 = gamma_matrix[0,2] + gamma_matrix[0,3]\n", + "\n", + " # Compare the probabilities of the two models to obtain a likelihood ratio\n", + " likelihood_ratio = P1/P0 \n", + " if likelihood_ratio > threshold:\n", + " counts += 1\n", + " counts_list.append(counts)\n", + "print(counts_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 539, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Dark photon')" + ] + }, + "execution_count": 539, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = np.array([157, 131, 127, 117, 117, 104, 104, 89, 88])/20000\n", + "\n", + "thermal_photon_population = []\n", + "for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i]/efficiency_list[i])\n", + "\n", + "plt.plot(threshold_list, thermal_photon_population, 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Thermal photon population')\n", + "plt.title('Dark photon')" + ] + }, + { + "cell_type": "code", + "execution_count": 545, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'M1 Temperature (mK)')" + ] + }, + "execution_count": 545, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "freq = 4.984\n", + "now = np.array(thermal_photon_population)/2\n", + "tempr = []\n", + "for i in range(len(now)):\n", + " tempr.append(48*freq/(np.log(1+1/now[i])))\n", + "plt.plot(threshold_list, tempr, 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('M1 Temperature (mK)')" + ] + }, + { + "cell_type": "code", + "execution_count": 548, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "calculating threshold: 100000\n", + "[401]\n" + ] + } + ], + "source": [ + "# plot the function: efficiency vs threshold\n", + "threshold_list = [100000]\n", + "efficiency_list = np.array([10092])/20000\n", + "counts_list = []\n", + "for threshold in threshold_list:\n", + " print('calculating threshold:', threshold)\n", + " counts = 0\n", + " for i in range(len(bb)):\n", + " gamma_matrix = gamma(bb[i], T, E)\n", + "\n", + " P0 = gamma_matrix[0,0] + gamma_matrix[0,1]\n", + " P1 = gamma_matrix[0,2] + gamma_matrix[0,3]\n", + "\n", + " # Compare the probabilities of the two models to obtain a likelihood ratio\n", + " likelihood_ratio = P1/P0 \n", + " if likelihood_ratio > threshold:\n", + " counts += 1\n", + " counts_list.append(counts)\n", + "print(counts_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 549, + "metadata": {}, + "outputs": [], + "source": [ + "dark_counts = np.array([401])/100000\n", + "\n", + "thermal_photon_population = []\n", + "for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i]/efficiency_list[-1])" + ] + }, + { + "cell_type": "code", + "execution_count": 551, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[43.24443494250535]\n" + ] + } + ], + "source": [ + "freq = 4.984\n", + "now = np.array(thermal_photon_population)/2\n", + "tempr = []\n", + "for i in range(len(now)):\n", + " tempr.append(48*freq/(np.log(1+1/now[i])))\n", + "print(tempr)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Storage without Active Reset\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate Efficiency" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# temp_data, attrs = prev_data(expt_path, '00056_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "temp_data, attrs = prev_data(expt_path, '00110_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "# temp_data, attrs = prev_data(expt_path, '00011_ParityTempExperiment.h5')\n", + "\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "threshold_list = [10]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "# threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "# orig_running_dict = running_dict.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'prepulse_qubit': {'freq': [3568.1751638611518],\n", + " 'length': [0.06],\n", + " 'gain': [30],\n", + " 'phase': [0],\n", + " 'repeat_time': 10},\n", + " 'device': {'qubit': {'T1': [127.0],\n", + " 'f_ge': [3568.1515953227604],\n", + " 'f_ge_resolved': [3568.1515953227604],\n", + " 'f_ge_idle': [3568.1515953227604],\n", + " 'f_ef': [3425.5564066067],\n", + " 'f_ef_idle': [3425.5564066067],\n", + " 'ramp_sigma': [0.005],\n", + " 'ramp_sigma_num': [3],\n", + " 'pulses': {'pi_ge': {'gain': [10716],\n", + " 'sigma': [0.035],\n", + " 'length': [0],\n", + " 'type': ['gauss']},\n", + " 'pi_ge_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.190914187445986],\n", + " 'type': ['flat_top']},\n", + " 'pi_ge_fast': {'gain': [10682],\n", + " 'sigma': [0.035],\n", + " 'length': [0],\n", + " 'type': ['gauss']},\n", + " 'pi_ge_resolved': {'gain': [50],\n", + " 'sigma': [0.005],\n", + " 'length': [6.553697146578866],\n", + " 'type': ['flat_top'],\n", + " 'repeat_no': [1]},\n", + " 'hpi_ge': {'gain': [5510],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'hpi_ge_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.09131395179924079],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ge_fast': {'gain': [5195],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'pi_ef_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.15377089082752435],\n", + " 'type': ['flat_top']},\n", + " 'pi_ef_new': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.15377089082752435],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ef_ftop': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.073291601301268],\n", + " 'type': ['flat_top']},\n", + " 'hpi_ef_new': {'gain': [3000],\n", + " 'sigma': [0.005],\n", + " 'length': [0.073291601301268],\n", + " 'type': ['flat_top']},\n", + " 'pi_ef': {'gain': [8236],\n", + " 'length': [0],\n", + " 'sigma': [0.035],\n", + " 'type': ['gauss']},\n", + " 'hpi_ef': {'gain': [3863], 'sigma': [0.035], 'type': ['gauss']},\n", + " 'f0g1': {'gain': [20000],\n", + " 'length': [0.4209728295970486],\n", + " 'sigma': [0.005]},\n", + " 'pi_f0g1': {'sigma': [0.005]},\n", + " 'pi_m1si': {'sigma': [0.005]},\n", + " 'binomial_M1': {'ge_freq': [3568.18781776926,\n", + " 3567.90056386609,\n", + " 3567.61563457181,\n", + " 3568.18781776926,\n", + " 3568.18781776926],\n", + " 'ge_gain': [9653, 9653, 9653, 9653, 9653],\n", + " 'ge_sigma': [0.035, 0.035, 0.035, 0.035, 0.035],\n", + " 'ef_freq': [3425.55703383178,\n", + " 3425.30098176373,\n", + " 3425.55703383178,\n", + " 3425.55703383178,\n", + " 3425.55703383178],\n", + " 'ef_gain': [7575, 7575, 7575, 7575, 7575],\n", + " 'ef_sigma': [0.035, 0.035, 0.035, 0.035, 0.035],\n", + " 'f0g1_freq': [2006.76, 2006.22, 2006.76, 2006.76, 2006.76],\n", + " 'f0g1_gain': [15000, 15000, 15000, 15000, 15000],\n", + " 'f0g1_length': [0.621500217304513,\n", + " 0.436074712309811,\n", + " 0.621500217304513,\n", + " 0.621500217304513,\n", + " 0.621500217304513],\n", + " 'f0g1_sigma': [0.005, 0.005, 0.005, 0.005, 0.005]}},\n", + " 'f0g1': [1828.6],\n", + " 'cycles_add_to_R': [400]},\n", + " 'QM': {'chi_shift_matrix': [[-142.92577186624158, -0.28725, -0.27214],\n", + " [-0.28725, -0.006572659352514165, 0.0],\n", + " [-0.27214, 0.0, -0.0034172418618254596]],\n", + " 'pulses': {'qubit_pi_ge': {'gain': [[10682, 10682], [10682, 10682]],\n", + " 'sigma': [[0.035, 0.035], [0.035, 0.035]],\n", + " 'type': 'gauss'},\n", + " 'qubit_pi_ge_resolved': {'gain': [[50, 50], [50, 50]],\n", + " 'sigma': [[0.005, 0.005], [0.005, 0.005]],\n", + " 'length': [[6.553697146578866, 6.553697146578866],\n", + " [6.553697146578866, 6.553697146578866]],\n", + " 'type': 'flat_top'},\n", + " 'qubit_pi_ge_resolved_man': {'freq': [],\n", + " 'gain': [50, 50],\n", + " 'sigma': [0.005, 0.005],\n", + " 'length': [6.288721018841144, 0],\n", + " 'type': 'flat_top'},\n", + " 'f0g1': {'freq': [2007.09, 1834.84],\n", + " 'gain': [15000, 15000],\n", + " 'length': [0.615286689634651, 1.060413],\n", + " 'hpilength': [0.3076433448173255, 0.528845],\n", + " 'sigma': 0.005},\n", + " 'f1g2': {'freq': [2002.98, 1840.6],\n", + " 'gain': [15000, 20000],\n", + " 'length': [0.43461615322272, 0.9276287688775608],\n", + " 'hpilength': [0.21730807661136, 0.4638143844387804],\n", + " 'sigma': 0.005}}},\n", + " 'readout': {'trig_offset': [450],\n", + " 'frequency': [748.8],\n", + " 'gain': [700],\n", + " 'phase': [129.6],\n", + " 'threshold': [-72.07897510623889],\n", + " 'threshold_list': [-72.07897510623889],\n", + " 'man1_drive_list': [0],\n", + " 'man2_drive_list': [0],\n", + " 'readout_length': [1.0],\n", + " 'relax_delay': [2500],\n", + " 'confusion_matrix_with_reset': [0.9967571949736522,\n", + " 0.0032428050263477726,\n", + " 0.016634449079255258,\n", + " 0.9833655509207447],\n", + " 'confusion_matrix_without_reset': [0.9911,\n", + " 0.008900000000000019,\n", + " 0.0248,\n", + " 0.9752]},\n", + " 'manipulate': {'trig_offset': 450,\n", + " 'f_ge': [4984.026194477733, 5157.8527963217475],\n", + " 'standard_dispalce': [0.05, 0.05],\n", + " 'revival_time': [1.6833333333333333, 1.7366205852286094],\n", + " 'gain_to_alpha': [0.00014281, 0.00020045],\n", + " 'freq_to_alpha': [0.495062203431879, 0.0],\n", + " 'gain': [2000, 2000],\n", + " 'chi': [1.0, 1.0],\n", + " 'readout_length': [8],\n", + " 'phase': [-176.45792887777],\n", + " 'cycles_add_to_Q': 260,\n", + " 'idling_phase': [[0.0, 0.0], [0.0, 0.0]],\n", + " 'idling_freq': [0, 0]},\n", + " 'storage': {'trig_offset': 450,\n", + " 'f_ge': [6229.766612195359, 5300],\n", + " 'gain': [1000, 2000],\n", + " 'chi': [1.0, 1.0],\n", + " 'readout_length': [8],\n", + " 'phase': [-176.45792887777],\n", + " 'storage_man_file': 'C:/_Lib/python/multimode_expts/man1_storage_swap_dataset.csv',\n", + " 'idling_phase': [[-52.6696123,\n", + " -22.7088024,\n", + " 4.32404839,\n", + " 1.74059096,\n", + " 3.07928552,\n", + " 131.15854816947694,\n", + " -90.34878087129891],\n", + " [-0.8543699,\n", + " -116.043431,\n", + " 3.45837055,\n", + " 0.608331428,\n", + " -2.036,\n", + " 9.45,\n", + " 95.59156092221656],\n", + " [1.04040701,\n", + " -3.74923237,\n", + " -117.783814,\n", + " 0.356992259,\n", + " -2.45519509,\n", + " 0.647967825,\n", + " 12.8401564],\n", + " [1.66740192,\n", + " -4.21812224,\n", + " 3.29786448,\n", + " -154.122273,\n", + " -1.60291285,\n", + " -1.18402153,\n", + " 5.044314],\n", + " [4.82521854,\n", + " 0.209877344,\n", + " 5.59148305,\n", + " 7.67963852,\n", + " -91.167355,\n", + " 1.30630108,\n", + " 5.65421906],\n", + " [3.70780701,\n", + " 0.0768208841,\n", + " 4.16044796,\n", + " 2.61829414,\n", + " 3.48690085,\n", + " -37.3968965,\n", + " 4.05643677],\n", + " [3.84028579,\n", + " -0.418792628,\n", + " 4.0522379,\n", + " 3.24634888,\n", + " 2.06016015,\n", + " 3.24251258,\n", + " -22.4708301]],\n", + " 'idling_freq': [-2.5937677197135596,\n", + " -2.85371864950844,\n", + " -2.446015004544113,\n", + " -1.8393250164457633,\n", + " -3.231025833205897,\n", + " -3.2053137013077597,\n", + " -2.935087792327744]},\n", + " 'active_reset': {'qubit_ge': [4000, 0.1422665780546079, 0.005],\n", + " 'qubit_ef': [3000, 0.15377089082752435, 0.005],\n", + " 'M1_S_freq': [349.41, 520.93, 696.66, 875.825, 1053.405, 1245.17, 1423.155],\n", + " 'M1_S_gain': [3000, 5000, 9000, 9000, 7500, 13500, 16500],\n", + " 'relax_delay': [50],\n", + " 'M1_S_length': [0.9771428571428571,\n", + " 1.13,\n", + " 1.33802338,\n", + " 1.25428746,\n", + " 1.97319797,\n", + " 1.59530999,\n", + " 1.3783587],\n", + " 'M1_S_sigma': 0.005,\n", + " 'chis': [0, -0.28725, -0.54329],\n", + " 'M_lossy': [[2313.3, 5000, 10, 2, 2], [2093.9, 8000, 15, 2, 2]]}},\n", + " 'hw': {'soc': {'dacs': {'qubit': {'ch': [2],\n", + " 'type': ['full'],\n", + " 'nyquist': [1]},\n", + " 'readout': {'ch': [5], 'type': ['full'], 'nyquist': [1]},\n", + " 'manipulate_in': {'ch': [4], 'type': ['full'], 'nyquist': [2]},\n", + " 'storage_in': {'ch': [6], 'type': ['full'], 'nyquist': [2]},\n", + " 'flux_low': {'ch': [1], 'type': ['full'], 'nyquist': [1]},\n", + " 'flux_high': {'ch': [3], 'type': ['full'], 'nyquist': [1]},\n", + " 'sideband': {'ch': [0], 'type': ['full'], 'nyquist': [1]}},\n", + " 'adcs': {'readout': {'ch': [0]}, 'cavity_out': {'ch': [1]}}}},\n", + " 'aliases': {'soc': 'Qick101'},\n", + " 'expt': {'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 80,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 200000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'man_no': 1,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[3568.1515953227604, 3425.5564066067, 2007.0],\n", + " [10716, 8236, 15000],\n", + " [0, 0, 0.6056817916987671],\n", + " [0, 0, 0],\n", + " [2, 2, 0],\n", + " ['g', 'g', 'flat_top'],\n", + " [0.035, 0.035, 0.005]],\n", + " 'readout_no_placeholder': 80}}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 200000/200000 [44:03<00:00, 75.67it/s] \n" + ] + } + ], + "source": [ + "full_threshold_list = [ 1e2, 1e3, 1e4, 1e5, 1e7, 1e8, 1e9, 1e10, 1e11, 1e12, 1e13, 1e14, 1e15, 1e16, 1e17, 1e18, 1e19, 1e20, 1e21, 1e23, 1e25, 1e27, 1e30, 1e35, 1e40, 1e45, 1e50]\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, full_threshold_list, orig_running_dict)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[87849,\n", + " 85081,\n", + " 80145,\n", + " 77923,\n", + " 69796,\n", + " 67270,\n", + " 63299,\n", + " 61546,\n", + " 57782,\n", + " 56067,\n", + " 52828,\n", + " 50320,\n", + " 48423,\n", + " 45709,\n", + " 44360,\n", + " 41734,\n", + " 40287,\n", + " 38129,\n", + " 36227,\n", + " 32870,\n", + " 29905,\n", + " 27192,\n", + " 23475,\n", + " 18495,\n", + " 14353,\n", + " 11046,\n", + " 8310]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# reorder full threshold list so its lowest to highest and threshold counts are in the same order\n", + "full_threshold_list, threshold_counts = zip(*sorted(zip(full_threshold_list, threshold_counts)))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "dicty = {'keys':[], 'values':[]}\n", + "\n", + "n =20000\n", + "for i in range(n):\n", + " # express i in binary with 80 digits\n", + " binary = format(i, '080b')\n", + " dicty['keys'].append(binary)\n", + " dicty['values'].append(1)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "yes\n" + ] + } + ], + "source": [ + "string = format(10000, '080b')\n", + "if string in dicty['keys']:\n", + " print('yes')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'00000000000000000000000000000000000000000000000000000000000000000100111000100000'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "format(20000, '080b')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Looking at maximal attainable threshold" + ] + }, + { + "cell_type": "code", + "execution_count": 1014, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00056_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "full_meas_sequence = bb[1000]\n", + "\n", + "def find_probs_for_sequence(full_meas_sequence):\n", + " '''\n", + " Given a measurement record, compute the probabilities of 0 or 1 photon initially for each subset of the record\n", + " '''\n", + " P0_list = []\n", + " P1_list = []\n", + " for ii in range (len(full_meas_sequence)):\n", + " meas_sequence = full_meas_sequence[0:ii + 1]\n", + " gamma_first_row = wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " P0_list.append(P0)\n", + " P1_list.append(P1)\n", + " return P0_list, P1_list\n", + "\n", + "P0_list, P1_list = find_probs_for_sequence(full_meas_sequence)\n", + " \n", + "\n", + "# # plot the P0 and P1 probabilities\n", + "# figure(figsize = (12,8))\n", + "\n", + "# # plot measurement record\n", + "# subplot(2,1,1)\n", + "# plot(meas_sequence, 'o--')\n", + "# ylim(-0.1, 1.1)\n", + "\n", + "# # plot reconstructed probabilities for subsets of the measurement record\n", + "# subplot(2,1,2)\n", + "# semilogy(P0_list, 'o', label= \"P(n=0)\")\n", + "# semilogy(P1_list, 'o', label= \"P(n=1)\")\n", + "# # axhline(1e-9)\n", + "# # plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# # plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# # axhline(1e-8)\n", + "# # ylim(1e-16,1e0)\n", + "# ylabel('P(t=0)')\n", + "# xlabel('Number of Parity Measurements Included')\n", + "# title('Looking at a measurement sequence to get max threshold')\n", + "# legend()\n", + "# tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 1018, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "0it [00:00, ?it/s]C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_24012\\3479883377.py:30: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "3it [00:06, 2.09s/it]\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1018, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00058_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "meas_sequences = bb[0:20000: 20]\n", + "\n", + "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(12, 18))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "xlists = [P0_lists, P1_lists, meas_sequences]\n", + "axs = [ax1, ax2, ax3]\n", + "titles = ['P0', 'P1', 'Measurement Record']\n", + "mins = [1e-20, 1e-5, 0 ]\n", + "\n", + "for xlist, ax, title, min_ in tqdm(zip(xlists, axs, titles, mins)):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_fidelities(self, timestamp=None, fig=None, ax=None, log=True, **kwargs):\n", + " fidelities = self.fidelities(timestamp).T\n", + " fig = fig if fig is not None else plt.figure(figsize=(3.5, 2.25), dpi=200)\n", + " ax = ax if ax is not None else fig.subplots()\n", + " end_fids = fidelities[:, -1]\n", + " indxs = np.argsort(end_fids)\n", + " fidelities = fidelities[indxs]\n", + " for fids in fidelities[:-1]:\n", + " import matplotlib\n", + "\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=np.log10(1 - fidelities[-1][-1]), vmax=0\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(np.log10(1 - fids[-1])))\n", + " if log:\n", + " ax.semilogy(\n", + " 1 - fids, \"-\", linewidth=0.2, alpha=1, color=color, **kwargs\n", + " )\n", + " else:\n", + " ax.plot(fids, \"-\", linewidth=0.5, **kwargs)\n", + " color = cmap(norm(np.log10(1 - fidelities[-1][-1])))\n", + " if log:\n", + " ax.semilogy(1 - fidelities[-1], linewidth=1, color=color, **kwargs)\n", + " else:\n", + " ax.plot(fidelities[-1], **kwargs)\n", + "\n", + " # ax.set_xlabel(\"epoch\", size=8)\n", + " # if log:\n", + " # ax.set_ylabel(\"infidelity\", size=8)\n", + " # else:\n", + " # ax.set_ylabel(\"fidelity\", size=8)\n", + " fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n = attrs['config']['expt']['reps']\n", + "dark_counts = np.array(threshold_counts) / n\n", + "\n", + "thermal_photon_population = []\n", + "# for i in range(len(dark_counts)):\n", + "# thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + "\n", + "\n", + "# Create subplots\n", + "fig, (ax1) = plt.subplots(1, 1, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population\n", + "ax1.plot(full_threshold_list, dark_counts, 'o-')\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel(r' $n_{meas} = \\eta_{true} x 1 + \\delta \\approx \\eta$')\n", + "ax1.set_title('Dark Counts')\n", + "\n", + "\n", + "# plt.suptitle(str('M1') + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "efficiency_list = np.array(threshold_counts) /attrs['config']['expt']['reps']" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.439245, 0.425405, 0.400725, 0.389615, 0.34898 , 0.33635 ,\n", + " 0.316495, 0.30773 , 0.28891 , 0.280335, 0.26414 , 0.2516 ,\n", + " 0.242115, 0.228545, 0.2218 , 0.20867 , 0.201435, 0.190645,\n", + " 0.181135, 0.16435 , 0.149525, 0.13596 , 0.117375, 0.092475,\n", + " 0.071765, 0.05523 , 0.04155 ])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Dark Counts')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = efficiency_list\n", + "# standard error from binomial distribution sqrt(p(1-p)/n)\n", + "probs = efficiency_list \n", + "n = attrs['config']['expt']['reps']\n", + "efficiency_list_err = np.sqrt(probs*(1-probs)/n)\n", + "# dark_counts_err = np.sqrt(dark_counts )\n", + "# efficiency_list_err = dark_counts_err/1e5\n", + "\n", + "# plt.errorbar(full_threshold_list, dark_counts, yerr=dark_counts_err, fmt='o-', capsize=5)\n", + "plt.errorbar(full_threshold_list, efficiency_list, yerr=efficiency_list_err, fmt='o-', capsize=5)\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Dark Counts')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.00110975, 0.00110552, 0.00109577, 0.00109045, 0.00106582,\n", + " 0.00105645, 0.00104001, 0.00103207, 0.00101351, 0.00100436,\n", + " 0.00098582, 0.0009703 , 0.00095785, 0.00093891, 0.00092899,\n", + " 0.00090864, 0.00089682, 0.00087835, 0.00086118, 0.00082867,\n", + " 0.00079739, 0.0007664 , 0.00071972, 0.00064778, 0.00057713,\n", + " 0.00051078, 0.00044623])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list_err" + ] + }, + { + "cell_type": "code", + "execution_count": 831, + "metadata": {}, + "outputs": [], + "source": [ + "# efficiency_list = [0.6611 , 0.63235, 0.62515, 0.61114, 0.60217, 0.57661, 0.57405,\n", + "# 0.54543, 0.53883, 0.49583, 0.49091, 0.4786 , 0.46403, 0.45069,\n", + "# 0.44733]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiency to calculate temperature for M1\n", + "This is really the efficiency-normalized false positive probability for M1" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 0%| | 0/100000 [00:00 7\u001b[0m threshold_counts, m1_running_dict \u001b[38;5;241m=\u001b[39m \u001b[43mcompute_threshold_counts\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_threshold_list\u001b[49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[1;32mIn[24], line 9\u001b[0m, in \u001b[0;36mcompute_threshold_counts\u001b[1;34m(meas_sequence_list, threshold_list, running_dict, T, E)\u001b[0m\n\u001b[0;32m 7\u001b[0m meas_sequence \u001b[38;5;241m=\u001b[39m meas_sequence_list[i]\n\u001b[0;32m 8\u001b[0m \u001b[38;5;66;03m# print(meas_sequence)\u001b[39;00m\n\u001b[1;32m----> 9\u001b[0m gamma_first_row, running_dict \u001b[38;5;241m=\u001b[39m \u001b[43mwrapper_gamma\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeas_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrunning_dict\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mT\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mE\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mE\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 11\u001b[0m P0 \u001b[38;5;241m=\u001b[39m gamma_first_row[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m+\u001b[39m gamma_first_row[\u001b[38;5;241m1\u001b[39m]\n\u001b[0;32m 12\u001b[0m P1 \u001b[38;5;241m=\u001b[39m gamma_first_row[\u001b[38;5;241m2\u001b[39m] \u001b[38;5;241m+\u001b[39m gamma_first_row[\u001b[38;5;241m3\u001b[39m]\n", + "Cell \u001b[1;32mIn[23], line 81\u001b[0m, in \u001b[0;36mwrapper_gamma\u001b[1;34m(meas_sequence, running_dict, T, E)\u001b[0m\n\u001b[0;32m 79\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m meas_sequence \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmeas_sequence\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[0;32m 80\u001b[0m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmeas_sequence\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(meas_sequence)\n\u001b[1;32m---> 81\u001b[0m gamma_matrix \u001b[38;5;241m=\u001b[39m \u001b[43mgamma\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeas_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mT\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mE\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mE\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 82\u001b[0m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgamma_first_row\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(gamma_matrix[\u001b[38;5;241m0\u001b[39m,:])\n\u001b[0;32m 83\u001b[0m idx \u001b[38;5;241m=\u001b[39m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmeas_sequence\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mindex(meas_sequence)\n", + "Cell \u001b[1;32mIn[23], line 58\u001b[0m, in \u001b[0;36mgamma\u001b[1;34m(meas_seq, T, E, ret_all)\u001b[0m\n\u001b[0;32m 54\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mgamma\u001b[39m(meas_seq,T,E, ret_all\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[0;32m 55\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[0;32m 56\u001b[0m \u001b[38;5;124;03m https://arxiv.org/pdf/1607.02529\u001b[39;00m\n\u001b[0;32m 57\u001b[0m \u001b[38;5;124;03m '''\u001b[39;00m\n\u001b[1;32m---> 58\u001b[0m alpha \u001b[38;5;241m=\u001b[39m \u001b[43mforward\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeas_seq\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mE\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 59\u001b[0m beta \u001b[38;5;241m=\u001b[39m backward(meas_seq, T, E)\n\u001b[0;32m 61\u001b[0m product \u001b[38;5;241m=\u001b[39m multiply(alpha,beta\u001b[38;5;241m.\u001b[39mT)\n", + "Cell \u001b[1;32mIn[23], line 15\u001b[0m, in \u001b[0;36mforward\u001b[1;34m(meas_seq, T, E)\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;124;03mprobability of possible state at i-th time step given all previous measurements\u001b[39;00m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;124;03m\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[38;5;124;03m\u001b[39;00m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[0;32m 14\u001b[0m num_meas \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(meas_seq)\n\u001b[1;32m---> 15\u001b[0m N \u001b[38;5;241m=\u001b[39m \u001b[43mT\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshape\u001b[49m[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m 16\u001b[0m alpha \u001b[38;5;241m=\u001b[39m zeros((num_meas, N))\n\u001b[0;32m 17\u001b[0m pi \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m0.25\u001b[39m,\u001b[38;5;241m0.25\u001b[39m,\u001b[38;5;241m0.25\u001b[39m,\u001b[38;5;241m0.25\u001b[39m] \u001b[38;5;66;03m# assume flat prior\u001b[39;00m\n", + "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'shape'" + ] + } + ], + "source": [ + "# temp_data, attrs = prev_data(expt_path, '00112_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "temp_data, attrs = prev_data(expt_path, '00015_ParityTempExperiment.h5')\n", + "threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "readouts_per_rep = attrs['config']['expt']['parity_number']\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = threshold, readouts_per_rep= readouts_per_rep)\n", + "\n", + "threshold_counts, m1_running_dict = compute_threshold_counts(bb, full_threshold_list)#, m1_running_dict)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Measurement record analsysi" + ] + }, + { + "cell_type": "code", + "execution_count": 964, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_24012\\1498363134.py:31: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 964, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00008_cavity_temperature_sweep_parity.h5')\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=40)\n", + "\n", + "meas_sequences = bb[0:10000: 20]\n", + "\n", + "fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, 1, figsize=(12, 18))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [P0_lists, P1_lists, meas_sequences, ratio_list]\n", + "axs = [ax1, ax2, ax3, ax4]\n", + "titles = ['P0', 'P1', 'Measurement Record', 'P(1)/P(0)']\n", + "mins = [1e-20, 1e-20, 0 , 1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\2593989401.py:35: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00110_cavity_temperature_sweep_parity_with_without_reset.h5') # M1 dark counts\n", + "# temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5') # efficiency\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=80)\n", + "\n", + "meas_sequences = bb[0:10000: 10]\n", + "\n", + "fig, (ax4) = plt.subplots(1, 1, figsize=(12, 5))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "np.save('p1_lists.npy', P1_lists)\n", + "np.save('p0_lists.npy', P0_lists)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [ratio_list]\n", + "axs = [ax4]\n", + "titles = ['P(1)/P(0)']\n", + "mins = [1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "plt.xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "plt.legend()\n", + "plt.tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\4055057483.py:35: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00112_cavity_temperature_sweep_parity_with_without_reset.h5') # M1 dark counts\n", + "# temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5') # efficiency\n", + "# threshold = attrs['config']['device']['readout']['threshold'][0]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=80)\n", + "\n", + "meas_sequences = bb[0:10000: 5]\n", + "\n", + "fig, (ax4) = plt.subplots(1, 1, figsize=(12, 5))\n", + "\n", + "P1_lists = []\n", + "P0_lists = []\n", + "\n", + "for meas_sequence in meas_sequences:\n", + " P0_list, P1_list = find_probs_for_sequence(meas_sequence)\n", + " P0_lists.append(P0_list)\n", + " P1_lists.append(P1_list)\n", + "\n", + "np.save('p1_lists2.npy', P1_lists)\n", + "np.save('p0_lists2.npy', P0_lists)\n", + "\n", + "# P0_lists, P1_lists = find_probs_for_sequence(meas_sequences)\n", + "\n", + "ratio_list = np.array(P1_lists) / np.array(P0_lists)\n", + "\n", + "xlists = [ratio_list]\n", + "axs = [ax4]\n", + "titles = ['P(1)/P(0)']\n", + "mins = [1e-20]\n", + "\n", + "for xlist, ax, title, min_ in zip(xlists, axs, titles, mins):\n", + " for x in xlist:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=min_, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"winter\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " )\n", + " ax.set_title(title) \n", + "\n", + "#ylabel('P(t=0)')\n", + "plt.xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "plt.legend()\n", + "plt.tight_layout" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Back to temp calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "full_threshold_list = [ 1e2, 1e3, 1e4, 1e5, 1e7, 1e8, 1e9, 1e10, 1e11, 1e12, 1e13, 1e14, 1e15, 1e16, 1e17, 1e18, 1e19, 1e20, 1e21, 1e23, 1e25, 1e27, 1e30, 1e35, 1e40, 1e45, 1e50]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1657,\n", + " 1533,\n", + " 1360,\n", + " 1298,\n", + " 1070,\n", + " 1006,\n", + " 899,\n", + " 859,\n", + " 762,\n", + " 721,\n", + " 666,\n", + " 614,\n", + " 579,\n", + " 526,\n", + " 497,\n", + " 454,\n", + " 426,\n", + " 376,\n", + " 342,\n", + " 290,\n", + " 241,\n", + " 198,\n", + " 155,\n", + " 115,\n", + " 79,\n", + " 50,\n", + " 31]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_idx = 0\n", + "end_idx = None\n", + "\n", + "n = attrs['config']['expt']['reps']\n", + "dark_counts = np.array(threshold_counts) / n\n", + "dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / n) # sqrt(p(1-p)/n)\n", + "frequency = 4.984 #+1.4\n", + "\n", + "thermal_photon_population = []\n", + "thermal_photon_population_err = []\n", + "for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + "now = np.array(thermal_photon_population) / 2\n", + "now_err = np.array(thermal_photon_population_err) / 2\n", + "tempr = []\n", + "tempr_err = []\n", + "for i in range(len(now)):\n", + " temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " temp_err = np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr.append(temp)\n", + " tempr_err.append(temp_err)\n", + "\n", + "# Create subplots\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population with error bars\n", + "ax1.errorbar(full_threshold_list[start_idx:end_idx], thermal_photon_population[start_idx:end_idx], yerr=thermal_photon_population_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel('$\\delta/\\eta$ ')\n", + "ax1.set_title('Thermal photon population')\n", + "\n", + "# Plot M1 Temperature with error bars\n", + "ax2.errorbar(full_threshold_list[start_idx:end_idx], tempr[start_idx:end_idx], yerr=tempr_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax2.set_xscale('log')\n", + "ax2.set_xlabel('Threshold')\n", + "ax2.set_ylabel('M1 Temperature (mK)')\n", + "ax2.set_title('M1 Temperature')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1066, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 80,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 20000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'man_no': 1,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[944.25],\n", + " [1000],\n", + " [0.316677658],\n", + " [0],\n", + " [1],\n", + " ['flat_top'],\n", + " [0.005]],\n", + " 'readout_no_placeholder': 80}" + ] + }, + "execution_count": 1066, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']['expt']" + ] + }, + { + "cell_type": "code", + "execution_count": 921, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4443015985375665" + ] + }, + "execution_count": 921, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i = 5\n", + "temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + "np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))" + ] + }, + { + "cell_type": "code", + "execution_count": 962, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.errorbar(full_threshold_list, dark_counts, yerr=dark_counts_err, fmt='o-', capsize=5)\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 920, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "40.922135993882144" + ] + }, + "execution_count": 920, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp" + ] + }, + { + "cell_type": "code", + "execution_count": 915, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0003759365748738378" + ] + }, + "execution_count": 915, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i = -10\n", + "thermal_photon_population[i] * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)" + ] + }, + { + "cell_type": "code", + "execution_count": 918, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "33.33333333333333" + ] + }, + "execution_count": 918, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.0003/(0.003" + ] + }, + { + "cell_type": "code", + "execution_count": 906, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4e-05" + ] + }, + "execution_count": 906, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dark_counts[-3]" + ] + }, + { + "cell_type": "code", + "execution_count": 911, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00036647106255566675" + ] + }, + "execution_count": 911, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "thermal_photon_population_err[i]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Dataframe to save M1 with and without |1> data" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "00110_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00111_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00112_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00113_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00114_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00115_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00116_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00117_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00118_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00119_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00120_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00121_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00122_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00123_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00124_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00125_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00126_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00127_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00128_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00129_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00130_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00131_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00132_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00133_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00134_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00135_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00136_cavity_temperature_sweep_parity_with_without_reset.h5\n", + "00137_cavity_temperature_sweep_parity_with_without_reset.h5\n" + ] + }, + { + "data": { + "text/html": [ + "
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M2-D2 \n", + "14 00124_cavity_temperature_sweep_parity_with_wit... M1 \n", + "15 00125_cavity_temperature_sweep_parity_with_wit... M2 \n", + "16 00126_cavity_temperature_sweep_parity_with_wit... M1 \n", + "17 00127_cavity_temperature_sweep_parity_with_wit... M1-S1 \n", + "18 00128_cavity_temperature_sweep_parity_with_wit... M1-S2 \n", + "19 00129_cavity_temperature_sweep_parity_with_wit... M1-S3 \n", + "20 00130_cavity_temperature_sweep_parity_with_wit... M1-S4 \n", + "21 00131_cavity_temperature_sweep_parity_with_wit... M1-S5 \n", + "22 00132_cavity_temperature_sweep_parity_with_wit... M1-S6 \n", + "23 00133_cavity_temperature_sweep_parity_with_wit... M1-S7 \n", + "24 00134_cavity_temperature_sweep_parity_with_wit... M1-D1 \n", + "25 00135_cavity_temperature_sweep_parity_with_wit... M1-C \n", + "26 00136_cavity_temperature_sweep_parity_with_wit... M2 \n", + "27 00137_cavity_temperature_sweep_parity_with_wit... M2-D2 \n", + "\n", + " T \\\n", + "0 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "1 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "2 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "3 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "4 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "5 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "6 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "7 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "8 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "9 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "10 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "11 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "12 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "13 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "14 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "15 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + 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[[0.4983785974868261, 0.0016214025131738863], ... \n", + "5 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "6 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "7 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "8 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "9 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "10 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "11 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "12 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "13 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "14 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "15 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "16 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "17 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "18 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "19 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "20 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "21 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "22 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "23 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "24 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "25 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "26 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "27 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "\n", + " threshold_list \\\n", + "0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "2 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "\n", + " counts_list man_no_for_parity \\\n", + "0 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "2 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "\n", + " reset single_photon \n", + "0 False True \n", + "1 False True \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "5 False False \n", + "6 False False \n", + "7 False False \n", + "8 False False \n", + "9 False False \n", + "10 False False \n", + "11 False False \n", + "12 False False \n", + "13 False False \n", + "14 True True \n", + "15 True True \n", + "16 True False \n", + "17 True False \n", + "18 True False \n", + "19 True False \n", + "20 True False \n", + "21 True False \n", + "22 True False \n", + "23 True False \n", + "24 True False \n", + "25 True False \n", + "26 True False \n", + "27 True False " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns = ['file_name', 'mode', 'T', 'E', 'threshold_list', 'counts_list', 'man_no_for_parity', 'reset', 'single_photon']\n", + "df = pd.DataFrame(columns=columns)\n", + "\n", + "modes = ['M1', 'M2', 'M1', 'M1-S1', 'M1-S2', 'M1-S3', 'M1-S4', 'M1-S5', 'M1-S6', 'M1-S7', 'M1-D1', 'M1-C',\n", + " 'M2', 'M2-D2'] * 2\n", + "file_no_start = 110\n", + "\n", + "for idx, mode in enumerate(modes): \n", + " # add row to dataframe\n", + " file_no = int(file_no_start + idx)\n", + " temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + " reset = attrs['config']['expt']['active_reset']\n", + "\n", + " prepulse_len = 0\n", + " if attrs['config']['expt']['prepulse']:\n", + " prepulse_len = len(attrs['config']['expt']['pre_sweep_pulse'][0])\n", + "\n", + " single_photon = False\n", + " if prepulse_len >1: \n", + " single_photon = True\n", + " file_no = int(file_no_start + idx)\n", + "\n", + " df.loc[idx] = [f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5', mode, T, E, [0 for i in range(len(full_threshold_list))], [0 for i in range(len(full_threshold_list))], attrs['config']['expt']['man_no'], reset, single_photon] \n", + " print(f'{file_no:05d}_cavity_temperature_sweep_parity_with_without_reset.h5')\n", + "\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\3010586431.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df[ 'threshold_list'][0] = list(full_threshold_list)\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\3010586431.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df[ 'counts_list'][0] = list(efficiency_list * attrs['config']['expt']['reps'])\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\3010586431.py:3: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df[ 'threshold_list'][2] = list(full_threshold_list)\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_5840\\3010586431.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df[ 'counts_list'][2] = list(threshold_counts)\n" + ] + } + ], + "source": [ + "df[ 'threshold_list'][0] = list(full_threshold_list)\n", + "df[ 'counts_list'][0] = list(efficiency_list * attrs['config']['expt']['reps'])\n", + "df[ 'threshold_list'][2] = list(full_threshold_list)\n", + "df[ 'counts_list'][2] = list(threshold_counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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file_namemodeTEthreshold_listcounts_listman_no_for_parityresetsingle_photon
000110_cavity_temperature_sweep_parity_with_wit...M1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[87849.0, 85081.0, 80145.0, 77923.0, 69796.0, ...1FalseTrue
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200112_cavity_temperature_sweep_parity_with_wit...M1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...[1657, 1533, 1360, 1298, 1070, 1006, 899, 859,...1FalseFalse
300113_cavity_temperature_sweep_parity_with_wit...M1-S1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
400114_cavity_temperature_sweep_parity_with_wit...M1-S2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
500115_cavity_temperature_sweep_parity_with_wit...M1-S3[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
600116_cavity_temperature_sweep_parity_with_wit...M1-S4[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
700117_cavity_temperature_sweep_parity_with_wit...M1-S5[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
800118_cavity_temperature_sweep_parity_with_wit...M1-S6[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
900119_cavity_temperature_sweep_parity_with_wit...M1-S7[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
1000120_cavity_temperature_sweep_parity_with_wit...M1-D1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
1100121_cavity_temperature_sweep_parity_with_wit...M1-C[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1FalseFalse
1200122_cavity_temperature_sweep_parity_with_wit...M2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2FalseFalse
1300123_cavity_temperature_sweep_parity_with_wit...M2-D2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2FalseFalse
1400124_cavity_temperature_sweep_parity_with_wit...M1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueTrue
1500125_cavity_temperature_sweep_parity_with_wit...M2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2TrueTrue
1600126_cavity_temperature_sweep_parity_with_wit...M1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
1700127_cavity_temperature_sweep_parity_with_wit...M1-S1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
1800128_cavity_temperature_sweep_parity_with_wit...M1-S2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
1900129_cavity_temperature_sweep_parity_with_wit...M1-S3[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2000130_cavity_temperature_sweep_parity_with_wit...M1-S4[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2100131_cavity_temperature_sweep_parity_with_wit...M1-S5[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2200132_cavity_temperature_sweep_parity_with_wit...M1-S6[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2300133_cavity_temperature_sweep_parity_with_wit...M1-S7[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2400134_cavity_temperature_sweep_parity_with_wit...M1-D1[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2500135_cavity_temperature_sweep_parity_with_wit...M1-C[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...1TrueFalse
2600136_cavity_temperature_sweep_parity_with_wit...M2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2TrueFalse
2700137_cavity_temperature_sweep_parity_with_wit...M2-D2[[0.9885400581248439, 0.011459941875156051, 0....[[0.4983785974868261, 0.0016214025131738863], ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...2TrueFalse
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"16 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "17 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "18 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "19 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "20 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "21 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "22 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "23 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "24 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "25 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "26 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "27 [[0.9885400581248439, 0.011459941875156051, 0.... \n", + "\n", + " E \\\n", + "0 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "1 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "2 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "3 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "4 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "5 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "6 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "7 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "8 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "9 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "10 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "11 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "12 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "13 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "14 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "15 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "16 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "17 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "18 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "19 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "20 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "21 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "22 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "23 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "24 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "25 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "26 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "27 [[0.4983785974868261, 0.0016214025131738863], ... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... \n", + "\n", + " counts_list man_no_for_parity \\\n", + "0 [87849.0, 85081.0, 80145.0, 77923.0, 69796.0, ... 1 \n", + "1 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "2 [1657, 1533, 1360, 1298, 1070, 1006, 899, 859,... 1 \n", + "3 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "4 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "5 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "6 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "7 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "8 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "9 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "10 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "11 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "12 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "13 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "14 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "15 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "16 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "17 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "18 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "19 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "20 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "21 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "22 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "23 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "24 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "25 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 1 \n", + "26 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "27 [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... 2 \n", + "\n", + " reset single_photon \n", + "0 False True \n", + "1 False True \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "5 False False \n", + "6 False False \n", + "7 False False \n", + "8 False False \n", + "9 False False \n", + "10 False False \n", + "11 False False \n", + "12 False False \n", + "13 False False \n", + "14 True True \n", + "15 True True \n", + "16 True False \n", + "17 True False \n", + "18 True False \n", + "19 True False \n", + "20 True False \n", + "21 True False \n", + "22 True False \n", + "23 True False \n", + "24 True False \n", + "25 True False \n", + "26 True False \n", + "27 True False " + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Save dataframe " + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataFrame saved to H:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\RAM_paper_results\\datasets\\Cavity_Temp_Parity.csv\n" + ] + } + ], + "source": [ + "folder = os.path.join(data_parent, 'RAM_paper_results', 'datasets')\n", + "file_name = 'Cavity_Temp_Parity.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "\n", + "# Ensure the directory exists\n", + "os.makedirs(folder, exist_ok=True)\n", + "\n", + "# Save the DataFrame to a CSV file\n", + "df.to_csv(file_path, index=False)\n", + "\n", + "print(f\"DataFrame saved to {file_path}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Procedure: \n", + "\n", + "1. Load single photon in M1 and perform N = 40 repeated parity measurements (total of N = 1e5 shots). These parameters set the maximum threshold to be $\\lambda_{max} \\approx 10^{20}$\n", + "\n", + "2. Through Hidden Markov Analysis, we find the number of photons measured $n_{meas}$ for a range of thresholds $\\lambda$ . Given the equation $$n_{meas} (\\lambda) = \\eta_{true} (\\lambda) \\times 1 \\text{photon injected} + \\delta (\\lambda) \\approx \\eta(\\lambda)$$, we compute get efficiencies for each threshold $\\eta(\\lambda)$. Here we drop the false positive probability $\\delta < 0.01 <<\\eta_{true}$ since it is small compared to the true efficiency. \n", + "\n", + "3. To calculate mode temperature, we repeat step 1 with no injected photon. We find the thermal photons by normalizing the false positive probability $\\delta$ with the efficiency $\\eta(\\lambda)$\n", + "$$ n_{thermal} (\\lambda) = n_{meas}(\\lambda) / \\eta(\\lambda) = \\delta(\\lambda) / \\eta(\\lambda)$$\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiencies to calculate for all modes" + ] + }, + { + "cell_type": "code", + "execution_count": 850, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 100000/100000 [02:00<00:00, 829.24it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:24<00:00, 691.13it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:18<00:00, 720.53it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:41<00:00, 620.38it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:53<00:00, 575.74it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:50<00:00, 585.27it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:49<00:00, 588.70it/s]\n", + "Processing: 100%|██████████| 100000/100000 [02:42<00:00, 614.63it/s]\n" + ] + } + ], + "source": [ + "file_no_list = np.arange(13, 20, 1)\n", + "mode_labels = ['S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7']\n", + "# threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "\n", + "threshold_counts_list = []\n", + "current_running_dict = m1_running_dict\n", + "for file_no in file_no_list:\n", + " temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity.h5')\n", + " aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -63.47477176210509, readouts_per_rep=40)\n", + " threshold_counts, current_running_dict = compute_threshold_counts(bb, full_threshold_list, current_running_dict)\n", + " threshold_counts_list.append(threshold_counts)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 852, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "frequencies = 4.984 + (np.array([0, 349.41, 520.93, 696.66, 875.83, 1053.42, 1245.18, 1422.925]) * 1e-3)\n", + "# efficiency_list = np.array(efficiency_list) * 1e-5#np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "\n", + "plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list, full_threshold_list, frequencies, mode_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 714, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4.98 , 5.32941 , 5.50093 , 5.67666 , 5.85583 , 6.03342 ,\n", + " 6.22518 , 6.402925])" + ] + }, + "execution_count": 714, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "frequencies" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Storage with Active Reset\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate Efficiency" + ] + }, + { + "cell_type": "code", + "execution_count": 853, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[-64.47477176210509]" + ] + }, + "execution_count": 853, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00011_ParityTempExperiment.h5')\n", + "attrs['config']['device']['readout']['threshold']" + ] + }, + { + "cell_type": "code", + "execution_count": 854, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 107500/107500 [24:34<00:00, 72.93it/s] \n" + ] + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00011_ParityTempExperiment.h5')\n", + "threshold_list = [10]\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0], readouts_per_rep=40)\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, threshold_list)\n", + "active_reset_running_dict = running_dict.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 855, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 107500/107500 [23:14<00:00, 77.10it/s] \n" + ] + } + ], + "source": [ + "full_threshold_list = [ 5, 10, 100, 500, 1000, 5000, 10000, 50000, 100000, 5e6, 1e7, 5e7, 1e8, 5e8, 1e9, 5e9, 1e10, 5e10, 1e11, 5e12, 1e12, 1e13, 1e14, 1e15, 1e16, 1e17, 1e18, 1e19, 1e20, 1e21]\n", + "threshold_counts, running_dict = compute_threshold_counts(bb, full_threshold_list, active_reset_running_dict)" + ] + }, + { + "cell_type": "code", + "execution_count": 856, + "metadata": {}, + "outputs": [], + "source": [ + "# reorder full threshold list so its lowest to highest and threshold counts are in the same order\n", + "full_threshold_list, threshold_counts = zip(*sorted(zip(full_threshold_list, threshold_counts)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Looking at maximal attainable threshold" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -88.47477176210509, readouts_per_rep=40)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "P0_list = []\n", + "P1_list = []\n", + "full_meas_sequence = bb[80000]\n", + "\n", + "for ii in range (len(full_meas_sequence)):\n", + " meas_sequence = full_meas_sequence[0:ii + 1]\n", + " gamma_first_row = wrapper_gamma(meas_sequence, running_dict = {'meas_sequence':[], 'gamma_first_row':[]})\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + " P0_list.append(P0)\n", + " P1_list.append(P1)\n", + "\n", + "# plot the P0 and P1 probabilities\n", + "figure(figsize = (12,8))\n", + "\n", + "# plot measurement record\n", + "subplot(2,1,1)\n", + "plot(meas_sequence, 'o--')\n", + "ylim(-0.1, 1.1)\n", + "\n", + "# plot reconstructed probabilities for subsets of the measurement record\n", + "subplot(2,1,2)\n", + "semilogy(P0_list, 'o', label= \"P(n=0)\")\n", + "semilogy(P1_list, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-9)\n", + "# plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-8)\n", + "# ylim(1e-16,1e0)\n", + "ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "title('Looking at a measurement sequence to get max threshold')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = np.array(threshold_counts) / 1e5\n", + "\n", + "thermal_photon_population = []\n", + "# for i in range(len(dark_counts)):\n", + "# thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + "\n", + "\n", + "# Create subplots\n", + "fig, (ax1) = plt.subplots(1, 1, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population\n", + "ax1.plot(full_threshold_list, dark_counts, 'o-')\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel(r' $n_{meas} = \\eta_{true} x 1 + \\delta \\approx \\eta$')\n", + "ax1.set_title('Dark Counts')\n", + "\n", + "\n", + "# plt.suptitle(str('M1') + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 859, + "metadata": {}, + "outputs": [], + "source": [ + "efficiency_list = np.array(threshold_counts) * 1e-5" + ] + }, + { + "cell_type": "code", + "execution_count": 860, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.68422, 0.68201, 0.63019, 0.62082, 0.61202, 0.58586, 0.58308,\n", + " 0.55731, 0.55039, 0.50581, 0.50087, 0.49098, 0.47506, 0.45429,\n", + " 0.44933, 0.42851, 0.42349, 0.41536, 0.40676, 0.38281, 0.36757,\n", + " 0.35908, 0.34694, 0.32004, 0.29885, 0.28687, 0.26476, 0.25065,\n", + " 0.23505, 0.21682])" + ] + }, + "execution_count": 860, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efficiency_list " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# efficiency_list = [0.6611 , 0.63235, 0.62515, 0.61114, 0.60217, 0.57661, 0.57405,\n", + "# 0.54543, 0.53883, 0.49583, 0.49091, 0.4786 , 0.46403, 0.45069,\n", + "# 0.44733]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiency to calculate temperature for M1\n", + "This is really the efficiency-normalized false positive probability for M1" + ] + }, + { + "cell_type": "code", + "execution_count": 1098, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 107500/107500 [05:47<00:00, 309.62it/s]\n" + ] + } + ], + "source": [ + "file_no = 6\n", + "temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = attrs['config']['device']['readout']['threshold'][0],\n", + " readouts_per_rep=40)\n", + "threshold_counts, m1_running_dict = compute_threshold_counts(bb, full_threshold_list, m1_running_dict)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1096, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10000000.0,\n", + " 50000000.0,\n", + " 100000000.0,\n", + " 500000000.0,\n", + " 1000000000.0,\n", + " 5000000000.0,\n", + " 10000000000.0,\n", + " 50000000000.0,\n", + " 100000000000.0,\n", + " 1000000000000.0,\n", + " 5000000000000.0,\n", + " 10000000000000.0,\n", + " 100000000000000.0,\n", + " 1000000000000000.0,\n", + " 1e+16,\n", + " 1e+17,\n", + " 1e+18,\n", + " 1e+19,\n", + " 1e+20,\n", + " 1e+21,\n", + " 1e+25,\n", + " 1e+30,\n", + " 1e+35,\n", + " 1e+40,\n", + " 1e+45,\n", + " 1e+50)" + ] + }, + "execution_count": 1096, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "full_threshold_list" + ] + }, + { + "cell_type": "code", + "execution_count": 1099, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1277,\n", + " 1199,\n", + " 1153,\n", + " 1074,\n", + " 1064,\n", + " 952,\n", + " 922,\n", + " 891,\n", + " 839,\n", + " 767,\n", + " 692,\n", + " 673,\n", + " 642,\n", + " 537,\n", + " 459,\n", + " 426,\n", + " 364,\n", + " 324,\n", + " 281,\n", + " 226,\n", + " 106,\n", + " 14,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0]" + ] + }, + "execution_count": 1099, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 1101, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_24012\\2575242693.py:12: RuntimeWarning: invalid value encountered in scalar divide\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_24012\\2575242693.py:13: RuntimeWarning: invalid value encountered in scalar divide\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_idx = 0\n", + "end_idx = -4\n", + "\n", + "n = attrs['config']['expt']['reps']\n", + "dark_counts = np.array(threshold_counts) / n\n", + "dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / n) # sqrt(p(1-p)/n)\n", + "frequency = 4.984 +1.2\n", + "\n", + "thermal_photon_population = []\n", + "thermal_photon_population_err = []\n", + "for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / efficiency_list[i]\n", + " err = ratio * np.sqrt((dark_counts_err[i] / dark_counts[i])**2 + (efficiency_list_err[i] / efficiency_list[i])**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + "now = np.array(thermal_photon_population) / 2\n", + "now_err = np.array(thermal_photon_population_err) / 2\n", + "tempr = []\n", + "tempr_err = []\n", + "for i in range(len(now)):\n", + " temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " temp_err = np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr.append(temp)\n", + " tempr_err.append(temp_err)\n", + "\n", + "# Create subplots\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + "# Plot thermal photon population with error bars\n", + "ax1.errorbar(full_threshold_list[start_idx:end_idx], thermal_photon_population[start_idx:end_idx], yerr=thermal_photon_population_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax1.set_xscale('log')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_ylabel('$\\delta/\\eta$ ')\n", + "ax1.set_title('Thermal photon population')\n", + "\n", + "# Plot M1 Temperature with error bars\n", + "ax2.errorbar(full_threshold_list[start_idx:end_idx], tempr[start_idx:end_idx], yerr=tempr_err[start_idx:end_idx], fmt='o-', capsize=5)\n", + "ax2.set_xscale('log')\n", + "ax2.set_xlabel('Threshold')\n", + "ax2.set_ylabel('M1 Temperature (mK)')\n", + "ax2.set_title('M1 Temperature')\n", + "\n", + "# Adjust layout and display the plots\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1097, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.012158843612114919,\n", + " 0.011410127258896816,\n", + " 0.011244962973902402,\n", + " 0.011011518047878081,\n", + " 0.01088456573031207,\n", + " 0.009922074275150352,\n", + " 0.009848718009422571,\n", + " 0.00966627196056161,\n", + " 0.009300012433171701,\n", + " 0.008912935518440105,\n", + " 0.008604048315040538,\n", + " 0.008324952508660185,\n", + " 0.008322496749024707,\n", + " 0.007566756300418986,\n", + " 0.006948660864872159,\n", + " 0.0067499038226139264,\n", + " 0.005890076908647533,\n", + " 0.004982320797171327,\n", + " 0.0047254150702426565,\n", + " 0.003942805567431476,\n", + " 0.002809665248454684,\n", + " 0.00851063829787234,\n", + " nan,\n", + " nan,\n", + " nan,\n", + " nan]" + ] + }, + "execution_count": 1097, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "thermal_photon_population" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Procedure: \n", + "\n", + "1. Load single photon in M1 and perform N = 40 repeated parity measurements (total of N = 1e5 shots). These parameters set the maximum threshold to be $\\lambda_{max} \\approx 10^{20}$\n", + "\n", + "2. Through Hidden Markov Analysis, we find the number of photons measured $n_{meas}$ for a range of thresholds $\\lambda$ . Given the equation $$n_{meas} (\\lambda) = \\eta_{true} (\\lambda) \\times 1 \\text{photon injected} + \\delta (\\lambda) \\approx \\eta(\\lambda)$$, we compute get efficiencies for each threshold $\\eta(\\lambda)$. Here we drop the false positive probability $\\delta < 0.01 <<\\eta_{true}$ since it is small compared to the true efficiency. \n", + "\n", + "3. To calculate mode temperature, we repeat step 1 with no injected photon. We find the thermal photons by normalizing the false positive probability $\\delta$ with the efficiency $\\eta(\\lambda)$\n", + "$$ n_{thermal} (\\lambda) = n_{meas}(\\lambda) / \\eta(\\lambda) = \\delta(\\lambda) / \\eta(\\lambda)$$\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use above efficiencies to calculate for all modes" + ] + }, + { + "cell_type": "code", + "execution_count": 863, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 2%|▏ | 1729/107500 [00:04<04:25, 398.89it/s]\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[863], line 10\u001b[0m\n\u001b[0;32m 8\u001b[0m temp_data, attrs \u001b[38;5;241m=\u001b[39m prev_data(expt_path, \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile_no\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m05d\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_cavity_temperature_sweep_parity.h5\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 9\u001b[0m aa, bb \u001b[38;5;241m=\u001b[39m parity_temp_display(temp_data, attrs, active_reset\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, threshold \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m63.47477176210509\u001b[39m, readouts_per_rep\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m40\u001b[39m)\n\u001b[1;32m---> 10\u001b[0m threshold_counts, current_running_dict \u001b[38;5;241m=\u001b[39m \u001b[43mcompute_threshold_counts\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_threshold_list\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcurrent_running_dict\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 11\u001b[0m threshold_counts_list\u001b[38;5;241m.\u001b[39mappend(threshold_counts)\n", + "Cell \u001b[1;32mIn[755], line 7\u001b[0m, in \u001b[0;36mcompute_threshold_counts\u001b[1;34m(meas_sequence_list, threshold_list, running_dict)\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m tqdm(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(meas_sequence_list)), desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mProcessing\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 6\u001b[0m meas_sequence \u001b[38;5;241m=\u001b[39m meas_sequence_list[i]\n\u001b[1;32m----> 7\u001b[0m gamma_first_row \u001b[38;5;241m=\u001b[39m \u001b[43mwrapper_gamma\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmeas_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrunning_dict\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 8\u001b[0m P0 \u001b[38;5;241m=\u001b[39m gamma_first_row[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m+\u001b[39m gamma_first_row[\u001b[38;5;241m1\u001b[39m]\n\u001b[0;32m 9\u001b[0m P1 \u001b[38;5;241m=\u001b[39m gamma_first_row[\u001b[38;5;241m2\u001b[39m] \u001b[38;5;241m+\u001b[39m gamma_first_row[\u001b[38;5;241m3\u001b[39m]\n", + "Cell \u001b[1;32mIn[683], line 8\u001b[0m, in \u001b[0;36mwrapper_gamma\u001b[1;34m(meas_sequence, running_dict)\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper_gamma\u001b[39m(meas_sequence, running_dict):\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m meas_sequence \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmeas_sequence\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[1;32m----> 8\u001b[0m \u001b[43mrunning_dict\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmeas_sequence\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mappend\u001b[49m(meas_sequence)\n\u001b[0;32m 9\u001b[0m gamma_matrix \u001b[38;5;241m=\u001b[39m gamma(meas_sequence, T, E)\n\u001b[0;32m 10\u001b[0m running_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgamma_first_row\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mappend(gamma_matrix[\u001b[38;5;241m0\u001b[39m,:])\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "file_no_list = np.arange(0, 8, 1)\n", + "mode_labels = ['M1', 'S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7']\n", + "# threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "\n", + "threshold_counts_list = []\n", + "current_running_dict = m1_running_dict\n", + "for file_no in file_no_list:\n", + " temp_data, attrs = prev_data(expt_path, f'{file_no:05d}_cavity_temperature_sweep_parity.h5')\n", + " aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -63.47477176210509, readouts_per_rep=40)\n", + " threshold_counts, current_running_dict = compute_threshold_counts(bb, full_threshold_list, current_running_dict)\n", + " threshold_counts_list.append(threshold_counts)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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foDq5u3LlSkgkEixduhR/+tOfEB0dDW9vb0gkEuzcuRPjx4+HxWKp994tqa74a343JSUlSE5OvuE8df1+iOjG2I6AiOgm/Pbbb44/13yyDgCffvopAGDGjBl4//33MWTIEPj5+TmSm835qff27dvh7++Pjz/+GI888kiTk4J6vR42m83luby8PMefG9Iq4UZq5rh23utZrVbo9fpG3bNmfG5ubp1jcnJyGjU3ERER0c246667oNVq8a9//QtffPEFFAoFHnjgAXeH1SA1X9n/4YcfIFbvJVPnT3p6eqvHV99asubctWu9ln4+GzduBAD8+c9/xrJly9C3b1/4+vo6PsRv6nuBmsR0XVW25eXljZ675nczffr0G/5uRFHEmDFjGn0voo6OSVgiopvw3nvvAQAGDBiAiIgIx/G0tDQAwKhRo1xet3fv3maLYciQIfjll18QGBiI9evXY/78+U1KxFqtVly4cMHludOnTwMAvLy80KVLl0bfo0avXr0AVFehZmRkuBxz9uxZR1K4ZjyAOtseuJr/1KlTdY6pOdfUPrpERERE9VGr1Zg5cybKy8uh1+sxdepUBAYGujusBqlp7dSQykh3qFmjXs9gMDjaCVy71mvp59OU9wINWePWVLHWlXyuay3fEDW/m/379/MbX0QtjElYIqIGeuONNxyN+l988UWnczWbQLlqVF9ZWYn333+/WWMZMGAAdu7ciaCgIGzcuBEPP/xwndWsDVGzWUBdxydMmACZrOkdbHr27Ono//XOO++4HPP2228DqH6O1/abqvkdV1ZW1jn/HXfcAQD44IMPXI7btWuXY0OE22+/vRHPgIiIiKjhFi1ahPHjx2P8+PF47LHH3B1Og917770AgHXr1jm+ReRJ/vGPf7isCl2zZg2sViuCgoIcG4ABLf986nsvkJ+f7/jWXH3X1rfG7d69O4DqFmjXs1qtWLt27U3Fe60JEybAz88Pubm5TZqHiG6MSVgionpYrVb89ttvmDZtGpYsWQIAePrpp3HXXXc5jRs9ejSA6oXf/v37Hcfz8/Nx991319ngvyn69u2L3bt3IyQkBF9++SVmzZpVb8/ZushkMqxbtw5r1651LGatViuWL1+Obdu2QSKR4G9/+1uzxf3CCy8AqP5drVu3znFPu92O1atX4/PPPwcALF261Om6mJgYCIKA/Pz8OqsfFi9ejKCgIOTl5eGBBx5AUVGR49zRo0cdfdimT5+Ofv36NdtzIiIiInJlwIAB2LFjB3bs2NGmvsZ9//3345ZbbkFxcTHGjRuHpKSkWmPOnj2LpUuXYuvWra0eX0pKChYvXuyUuNyyZQteffVVAMBzzz0HhULhONfSz6fmvcDrr7/utPnrH3/8gTvuuKPeBGtNgUJNsYcrU6dOBQCsX78eu3btchw3Go145JFHkJKSctMx1/D19cVrr70GAHjyySfx97//vVa8xcXF+Pzzz/GXv/yl0fchIiZhiYgcNmzYgJEjR2LkyJEYPnw4YmNjodFocOutt2LLli3QarX44IMP8Pe//73WtQsWLEDv3r1hNBoxYsQI9OjRAwMHDkR4eDh27tzZ7JWwNWJjY7F7926EhYXh66+/xv3333/TidjOnTvjySefxMKFCxEWFoahQ4ciODgYy5YtA1BdAXzLLbc0W8yzZ8/GU089BavVikceeQShoaEYOnQoQkJC8Mwzz0AURSxduhTTp093ui4gIMBR6Tpw4EAMGjQIY8aMwZgxY3Ds2DEA1ZuM/etf/4JGo8EPP/yAsLAwDBo0CL1798bAgQORkZGBgQMHYt26dc32fIiIiIhagk6nc/zcdtttLo9PmzatRe4tlUrx448/YsSIETh37hxGjRqFkJAQDBs2DAMHDkRgYCBiY2PxyiuvNOveBw21cuVKrF+/HsHBwRg6dCiioqIwbdo0VFRUYMqUKfjzn//cqs/nr3/9K4KDg3Hp0iX06dMHcXFx6Nu3L7p3746UlBS89dZbdV778MMPA6j+NlhMTAxuvfVWjBkzBitWrHCMeeihhzBs2DCUl5dj/Pjx6Nq1KwYNGoTg4GD88MMPjm+SNdb//u//4uWXX4bFYsGzzz6LgIAADBgwAMOGDUPXrl0RGBiIhx9+GIcOHWrSfYg6OiZhiYiuyMzMRHJyMpKTk3HkyBHo9Xp0794dDz/8MDZu3IjLly9j8eLFLq/18fHBb7/9hkcffRShoaFIT09HTk4O7rrrLhw8eBDjx49vsbh79uyJPXv2ICIiAt9++y1mzJgBs9l8U3O888472LBhAyIiInD27FmYzWaMGTMG//nPf/DXv/612WNevXo1/vvf/+LOO++E3W7H0aNHIQgCpk2bhl9++QXLly93ed1nn32Gxx9/HOHh4Th16hT27NmDPXv2oKSkxDFm9OjROHnypGPc6dOnkZWVhcGDB+Ptt99GcnJym+nHRkRERB1XYWGh48dgMNzweHPr1KkT9uzZg88//xz/8z//A1EUcfToUWRlZaFLly6YN28efvzxR8ycObPFYqjLXXfdhd27d2PkyJFITU1Fbm4u+vTpg3fffRfff/+9Y3Pc1no+YWFhOHDgAB588EH4+/vj4sWLKCkpwezZs3H06FHEx8fXee3dd9+NDRs2YNiwYSgoKEBSUhL27NnjVFErk8mwbds2PPvss+jSpQuysrJw+fJl3HvvvTh69Cj69u170zFf78UXX8TRo0exYMEChIeH4/z58zh9+jTkcjkmT56Mf/zjH/jiiy+afB+ijkwQ69pej4iI2rXdu3dj7NixiIyMdMuutkREREREN6NmE6u0tDRERUW5NxgiopvESlgiIiIiIiIiIiKiFsQkLBEREREREREREVELYhKWiIiIiKiVfP/995gwYQICAwOhVqsRHR2N+++/H5mZmQAAi8WC7777DnPmzEHv3r3h7e0NX19fDBs2DGvWrIHNZrup+0VFRUEQBJc/dfU5JyIiIqLmJ3N3AERERERE7Z0oili8eDE+/vhjxMTEYObMmfD19cXly5exZ88eZGRkICIiAqmpqbjnnnvg6+uLcePGYerUqTAYDNi6dSsee+wxJCYm4scff3T0RWwIrVaLp59+utbxwYMHN+MzJCIiIqL6cGMuIiIiIqIW9t577+Gpp57CY489hnfffbfWzt1WqxUymQzZ2dnYsmULZs+eDS8vL8f58vJyjBkzBocPH8amTZswY8aMBt23ZuMabsBIRERE5F5MwnoQu92Oy5cvw9fX96aqG4iIiIjaM1EUUVpairCwMEgkba+bVmVlJcLDw+Hn54fz589DJmvcl9G++uorPPDAA3jsscfw/vvvN+ia5kzCcq1KREREVFtD16psR+BBLl++jIiICHeHQUREROSRMjMzER4e7u4wbtr27dtRVFSEOXPmwGazYcuWLbhw4QL8/Pxw2223oVu3bg2aRy6XA8BNJ3FNJhM+/fRTZGdnw9/fHyNGjEC/fv0adJ3JZHI8zs7ORmxs7E3dm4iIiKijuNFalUlYD+Lr6wug+kXTaDRujoaIiIjIMxiNRkRERDjWSm3N4cOHAVQnT/v164fz5887zkkkEjzzzDN4++23bzjPhg0bAAATJ068qfvn5uZizpw5TscmT56Mzz//HDqdrs7r3njjDSxfvrzWca5ViYiIiK5q6FqVSVgPUvO1Lo1Gw4UtERER0XXa6lfg8/PzAQCrVq3CwIEDcfDgQfTu3RtHjx7FwoULsWrVKsTExODRRx+tc46PP/4YP/30E8aNG4fbb7+9wfeeN28eRo8ejbi4OCiVSpw5cwbLly/HTz/9hKlTpyI5ObnO3+vzzz+PZ5991vG45g0G16pEREREtd1orcqesB7EaDRCq9XCYDBwYUtERER0RVtfIy1cuBBr166FWq1GSkoKwsLCHOdOnz6Nvn37Ijo6GikpKS6v/89//oO77roLYWFh2LdvH0JDQ5sUj91ux+jRo5GUlIR///vfuOOOOxp0XVt/HYiIiIhaQkPXSG1vZwMiIiIiojZEq9UCAAYPHuyUgAWAuLg4dO3aFampqSgpKal17c8//4y7774bwcHB2LlzZ5MTsEB1C4S5c+cCAJKTk5s8HxERERHdmMcmYQ8dOoTbb78d/v7+8Pb2xtChQ/HPf/7zpuaw2+14//330bdvX6jVagQFBeHee+/FxYsXXY7/4osvsGjRIgwePBhKpRKCIGDjxo03vE9aWhoeeeQRREZGQqlUIjg4GGPHjsW//vWvm4qXiIiIiNqfnj17AgD8/Pxcnq85XllZ6XQ8MTER06dPh06nw65du9C1a9dmi6mmF2xFRUWzzUlEREREdfPInrC7d+/GpEmToFAoMHPmTGi1WmzevBkPPvgg0tPTsWTJkgbNs3jxYqxduxaxsbF44oknkJeXh2+++Qbbtm3D3r17a+3u+sILLyAjIwM6nQ6hoaHIyMi44T22b9+O6dOnAwCmTJmCrl27ori4GCdOnMCOHTswY8aMm37+RERERNR+jB07FgBw9uzZWucsFgtSUlLg7e2NoKAgx/GaBGxAQAB27dqFbt26NWtMBw4cAABERUU167xERERE5JrHJWGtVisWLFgAQRDw66+/YsCAAQCAl156CcOHD8dLL72EGTNmoHv37vXOs2vXLqxduxajRo3C9u3boVQqAQAPP/wwJkyYgEcffRR79uxxumbdunXo3r07IiMjsWLFCjz//PP13iMzMxP33HMPOnfujB07dqBLly61ngsRERERdWwxMTGYOHEitm3bhnXr1mHBggWOcytWrEBJSQlmzZoFmax6aV6TgPX398euXbtuuO61WCxITU2FXC5HTEyM4/iZM2cQFhZWqwI3KSkJ77zzDpRKJf70pz813xMlIiIiojp5XBJ2586dSE1Nxdy5cx0JWADw9fXFiy++iJkzZ+KTTz7B66+/Xu88a9euBQC8+uqrjgQsAIwfPx6TJk1CYmIiLly4gB49ejjO3XbbbTcV6+uvvw6j0Yjvv/++VgIWgGMhTUREREQd25o1azBixAg88sgj+OGHH9CrVy8cPXoUO3fuRGRkJN566y0AwLlz5zB9+nSYTCaMGTMGX331Va25oqKiMGfOHMfj7Oxs9O7dG5GRkUhPT3cc37RpE958802MHz8eUVFRUCqVOHXqFLZt2waJRIIPP/zQ5RqWiIiIiJqfx2UJd+/eDQCYOHFirXM1x66vYK1rHm9vbyQkJNQ6V5OE3bNnj1MS9maIoohNmzYhMDAQ48aNw++//449e/bAbrejf//+GDduHCSS+lvumkwmmEwmx2Oj0dioWIiIiIjIs8XExODw4cNYunQpEhMTsW3bNoSEhOCxxx7D0qVL0alTJwBAbm6uY3349ddfu5xr9OjRTknYuowdOxZnz57FkSNHsGfPHlRVVSE4OBj33XcfnnnmGQwdOrTZnh8RERG1DIvFApvN5u4wOhSpVAq5XN7s83pcErZm0yxXX7vy9/eHTqerc2OtGuXl5cjJyUF8fDykUmmt8zVz32ie+qSlpaGoqAhDhgzBo48+ig8//NDp/IABA7BlyxaEh4fXOccbb7yB5cuXNzoGIiIiImo7IiIi8Mknn9Q7ZsyYMRBF8abmjYqKcnnN6NGjMXr06Juai4iIiDyD0WiEXq93Kt6j1qNUKqHT6aDRaJptTo9LwhoMBgCAVqt1eV6j0SArK6vJc1w7rjHy8/MBAEeOHMHZs2fxySefYNq0aTAYDHj99dexdu1a3HPPPdi/f3+dczz//PN49tlnHY+NRiMiIiIaHRMREREREREREbVtRqMR2dnZ8PHxgU6ng1wuhyAI7g6rQxBFERaLBQaDAdnZ2QDQbIlYj0vCthV2ux0AYLPZ8Morrzi+Eubv74+PP/4YJ06cwIEDB5CUlISRI0e6nEOpVDr1qyUiIiIiIiIioo5Nr9fDx8cH4eHhTL66gVqthq+vL7KysqDX65stCVt/01I3qKleratK1Wg01lnhejNzXDuuMa69durUqbXOT5kyBQBw+PDhRt+DiIiIiIiIiIg6DovFApPJBK1WywSsGwmCAK1WC5PJBIvF0ixzelwStr5+rcXFxdDr9S77xV7L29sboaGhSEtLc9m8uL6+sw3VrVs3R79ZPz+/WudrjlVWVjb6HkRERERERERE1HHU5LFaYmMoujk1r0FzbYzmcUnYms0Dtm3bVutczbGGbDAwevRolJeXIzk5uda5n3/+ucHz1EWpVGLEiBEAgDNnztQ6X3MsKiqq0fcgIiIiIiIiIqKOh1Ww7tfcr4HHJWHHjx+Prl274p///CeOHTvmOF5aWopXXnkFMpnM0X8VqO6Tce7cOej1eqd5Fi5cCAB44YUXYDabHcd/+eUX/Pzzz7j11lvRo0ePJsX66KOPAgCWLVvmtFvduXPnsHHjRvj6+mLy5MlNugcRERERERERERG1bR63MZdMJsO6deswadIkjBo1Cvfffz80Gg02b96MtLQ0vPrqq07J0/fffx/Lly/HSy+9hGXLljmOjx07FgsWLMC6deswYMAA3HHHHcjLy8M333wDjUaDDz74oNa9161bh6SkJADAyZMnHcd2794NAJg+fTqmT5/uGD9z5kxs3rwZ3377Lfr164dJkybBYDDgu+++Q1VVFT777DP4+/s3/y+piUS7CFOaAfZSMyS+CiijtRAk/ISFiIiIiNyPa1UiIiJqjzwuCQtUJ1CTkpLw0ksvYdOmTTCbzYiLi8Mrr7yCBx98sMHzfPTRR+jbty8++ugjvPfee/Dx8cGUKVPw2muvuayCTUpKwqeffup0LDk52dHSICoqyikJKwgCvvrqK4wYMQLr16/HRx995GhTsGTJkia1O2gplaf0KNmaCpvhanWwVKuA35QYqON1boyMiIiIiDo6rlWJiIiovRJEURTdHQRVMxqN0Gq1MBgM0Gg0zT5/5Sk9Cr84W+f5wFm9ubglIiIij9PSayRqGK5ViYiIWl5VVRXS0tIQHR0NlUrl7nA6tIa+Fg1dI3lcT1hqGaJdRMnW1HrHlGz9A6KdOXkiIiIial1cqxIREVGN9PR0CIIAQRDQuXNn2Gw2l+NOnjzpGNerVy/H8YqKCqxatQoPPPAAevXqBYlEAkEQkJ6e3krPwDUmYTsIU5rB6WtdrtgMJpjSDK0UERERERFRNa5ViYiIWpfNLmJfaiF+PJaNfamFsHngB50ymQyXL1/Gzz//7PL8+vXrIZPV7rSan5+P5557Dl999RWqqqo8Zr8mJmE7CHtp/Yvamx1HRERERNRcGroGtZVUtXAkRERE7V/iqRyMXLkT96/dj6e+Pob71+7HyJU7kXgqx92hORkxYgS0Wi02bNhQ65zZbMaXX36J22+/vdY5nU6Hbdu2obCwEOnp6RgyZEhrhHtDTMJ2EBJfRbOOIyIiIiJqLg1dgxb/kIqSLamw5Ja3cERERETtU+KpHDz6xRHkGJw/2Mw1VOHRL454VCJWrVbjvvvuw9atW6HX653ObdmyBXq9HnPnzq11nY+PDyZMmICAgIDWCrVBmITtIJTRWki19S9uJRoFlNHaVoqIiIiIiKhaQ9aqEABY7Cjbexl5q48gf80xlB/Ohd3suk8cERFReyOKIirM1kb/lFZZ8NKW03DVeKDm2LItZ1BaZWnSfUSx+VobzJs3z1H1eq0NGzagU6dOuPPOO5vtXi2tduMEapcEiQC/KTH17jgLuwhbcRVkgerWC4yIiIiIOryGrFUD7u8FiVKK8oO5qDxbBPOlUpgvlaJk6x/w6h8E76GhUHT2acWoiYiIWlelxYbYpa77ozYHEUCusQp9lm1r0jxnXp4EL0XzpByHDRuGuLg4bNiwAU899RQAIDs7G9u2bcPTTz/tsiesp2IlbAeijtchcFbvWlUGEl85JD5y2MssyP/gOMyXy9wUIRERERF1VHWtVaVaJQJn9YZX3yCoegYg8KFYhD4/FJrJUZAGqiCabCg/kIv8fxxF3j+OouxADuwmq5ueBRERETW3uXPn4sSJE/j9998BABs3boTNZsO8efPcHNnNaTvpYmoW6ngdVLGBMKUZYC81Q+Jb3YLAXm6BfsMpWHLKUfDRCehmx0HZla0JiIiIiKj11LVWFSSC0ziprwKaMRHwvTUcpj9KqqtjTxfCkl2Gku9TYPjPH/Dq1wneQ0MgD/eBIAh13JGIiKjtUMulOPPypEZffzCtCHM+OXTDcRvnDsHQ6Mb3U1XLpY2+1pWHHnoIzz//PDZs2IBBgwZh48aNGDZsGGJjY5v1Pi2NSdgOSJAIUMX4OR2T+ioQtLAv9J+ehjndiIINpxD4QC+oYwPdEyQRERERdUiu1qr1ju3mD1U3f9jKzKg4ko/yQ7mwFlSi/FAuyg/lQh7qDe+hIfDq3wkSNd/+EBFR2yUIQpO+5j+qexBCtSrkGqpc9oUVAIRoVRjVPQhSied8gNmpUyfcfvvt+OqrrzB16lSkpKTgueeec3dYN43tCMhBopYhaH48VL0DAKsdhV+cQfnvee4Oi4iIiIjohqQ+CvjeGo7gZwchaGFfeA3oBMgEWHLKUfJjKnJeP4CiTedhSjc064YhREREbYVUIuClKdXVo9enWGsevzQl1qMSsDXmzZuH4uJizJ8/H2q1Gvfff7+7Q7ppTMKSE0Eure65NbATYAeK/3UBpb9luzssIiIiIqIGEQQByq5aBNzXE2FLhkE7pStkwV4QLXZUHMlHwYcnkPf3IyhNyoat3OLucImIiFrV5PhQfDBrIEK0KqfjIVoVPpg1EJPjQ90UWf1uv/12hISEIDs7G3fffTc0Go27Q7pp/D4O1SJIJfC/pwckXnKUJWXD8J8/YK+wQDMxkv20iIiIiKjNkHjJ4ZvQGT4jwmC+VFrdO/ZEAaz5FTD8+w8YEtOgjtfBe0gIlF21XOsSEVGHMDk+FBNiQ3AwrQj5pVXo5KvC0OgAj6yArSGTybBlyxZkZ2dj4MCB7g6nUZiEJZcEiQDtHdGQeMth/DkdpbsyYS+3wG96t1obIxAREREReTJBEKCM1EAZqYF9SldUHMtH+YFcWHLKUXmsAJXHCiDTqeE9JARegzpB6qNwd8hEREQtSioRMDymbe0DNGTIEAwZMqRBY5977jno9XoAwMmTJx3HfHx8AAB/+9vf0KtXr5YJtA5MwlKdBEGAZmwEJF4ylPyQgvKDubBXWhFwX08IMnayICIiIqK2R6KSweeWMHgPC4UluwzlB3NRcawAVn0lDD+lwbAtHerYQHgPDYEyxo8FCERERG3Qt99+i4yMDKdj3333nePPc+bMYRKWPI/PsFBIvGQo+vo8Kk/qoa+0IvCh3pAo+T8fIiIiImqbBEGAItwXinBfaO+IRuVxPcoO5sCSVYbKk3pUntRDGqCC95BgeA8KgVTD6lgiIqLWEBUVdVObaLoam56e3owRNQ9m0ahBvPoEQaKSofDzMzCllKBg7Uno5sZD6i13d2hERERERE0iUcrgPTQE3kNDYL5chvJDuag4kg9bURWMP2fAuD0Dql7V1bGqHv6sjiUiIqKbxu+UU4Opuvsj6JG+kHjJYMkqQ8GHx2EtMbk7LCIiIiKiZqMI84H/tG4I/X/D4D+jBxSRGsAOVJ0pROHG08hdeQjGHRlcBxMREdFNYRKWbooiwhdBi/tBqlXAWlCJgg+Ow5Jf4e6wiIiIiIialUQhhfegYHR6tB+CnxkIn4QwCGoZbAYTjDsuIXflQeg3nkblmUKItoZ/ZZKIiIg6JiZh6abJO3kh6NH+kAWpYTOYUPDhcZgzS90dFhERERFRi5AHe8NvSgzClgxDwH09oYjWAiJQda4IhZ+dQc7KgzD8nA5rUZW7QyUiIiIPxSQsNYrMT4mgxf0gD/eBvcKKgrUnUZVS7O6wiIiIiIhajCCXwGtAJ3Ra1BfBfx4En1s7Q+Itg91oRumuTOS+dQgF60+i4qQeos3u7nCJiIjIg3BjLmo0qbccQY/0QeHnZ2FKKYH+k9MImNkTXn2C3B0aEREREVGLkgd5we/2rtBOjELlmUKUH8yFKaUEpovVPxIfObwGBcN7SAjkOrW7wyUiIiI3YxKWmkSilEE3Jw5FX59D5alCFP3zHOzTrfAZFuru0IiIiIiIWpwgk8CrbxC8+gbBWliJ8kN5KP89F/ZSC8r2ZKFsTxaUXbXwHhYCdZwOgoxfRiQiIuqImISlJhNkEgQ80BslP6Sg/GAuSr5Pgb3CCt8x4RAEwd3hERERERG1ClmgGtrJUdBM6IKqs0UoP5SLqgvFMP1hgOkPAyReqfAaGAzvoSGQd/Jyd7hERETUipiEpWYhSAT43dUNEm85SndlwvhzOuzlFmhvj4YgYSKWiIiIiDoOQSqBOl4HdbwO1uIqlB/OQ8WhXNiMZpQlZaMsKRuKKA28h4bAq48Oglzq7pCJiIiohTEJS81GEARoJ0VB4iWD4T9pKEvKhr3CAv+7u0OQ8mtXRERERNTxyPxV0E6IhGZcF1RdKEL5wVxUnSuCOd0Ic7oRJVv+gPfATtXVsSHe7g6XiIiIWgiTsNTsfEeFQ+IlR/F3F1BxJB/2SisCH+jFT/iJiIiIqMMSpALUvQOh7h0Im8GE8sN5KD+UC1uJCWV7L6Ns72UouvjCe0gI1P2CIFFw7UxERNSeMAlLLcJ7UDAkahkK/3kOVWeLULD+FHRz4iBR8X9yRERERNSxSbVKaMZ3ge/YCJhSSlB+MAeVZ4pgvlQK86VSlPz7D3j1D4L30FAoOvu4O1wiIiJqBsyIUYtRxwYiaF489J+ehjndiIKPTkA3Lx5SX4W7QyMiIiIicjtBIkDVwx+qHv6wlZpR/vuV6tjCKpQfyEX5gVzIO/tU947tF8SCBiIiojaMjTqpRSm7ahG0qC8kPnJYcsqR/+FxWIuq3B0WEREREZFHkfoqoBkTgZA/D4ZuQR+o+wUBUgGW7DKUfJ+CnNcPoOjbCzBdMkIURXeHS0RERDeJSVhqcYowH3Ra3A9SfyVshVXI/+A4LLnl7g6LiIiIiMjjCBIBqm5+CLy/F0KXDIP2jmjIgtQQzXZUHM5DwZrjyH/3KMr2Xoa90urucImIiFpERUUFXn/9dQwcOBA+Pj5QqVQIDw/HqFGj8PzzzyM1NdUx9tixY1iyZAkmTZqEoKAgCIKAMWPGuC/4OvD7LNQqZDo1Oj3aDwXrT8GaV4H8D09ANzcOykiNu0MjIiIiIvJIUm85fEeFw2dkZ5jTjSg/mIuKk3pYcstRsiUVhp/SoO6jg/fQECgiNRAEwd0hExFRW2G3ARl7gbI8wCcYiBwBSDxjU8jS0lKMHDkSJ06cQLdu3TBr1iz4+fkhMzMTp0+fxooVKxATE4OYmBgAwA8//IA33ngDCoUCPXr0gF6vd/MzcI1JWGo1Uo0SnRb1hf7TMzBnGKFfdxIBD/aGuleAu0MjIiIiIvJYgiBAGa2FMloLvyldUXE0H2UHc2HNq0DFkXxUHMmHrJMa3kNC4TWwE6TecneHTEREnuzMFiDx/wDj5avHNGHA5JVA7FT3xXXF6tWrceLECcyfPx9r166t9SFjWloaTCaT4/GMGTMwdepU9OnTB4WFhQgNDW3tkBuESVhqVRIvOXTz41H05VlUnS9G4WdnEHBvD3j17+Tu0IiIiIiIPJ7ESw6fhM7wHhEGc2Ypyg/movJ4Aaz5lTD85w8YEtOgjq+ujlV21bI6loiInJ3ZAmx6GMB1/cWNOdXH7/3M7YnYffv2AQAef/xxl/+ORUdHOz2Oi4trlbiaiklYanUShRSBD8ei+F8XUHGsAEVfn4e93AKfhM7uDo2IiIiIqE0QBAHKLhoou2hgv7MrKo4VoPxgDiyXy1F5vACVxwsg06nhPSQYXoOCIfVRuDtkIiJqKlEELBWNv95uA376K2olYKsnByBUV8h2HdO01gRyL6AJHwIGBFR/YzolJQX9+/dvfBwehklYcgtBKoH/vT0h8ZKjbO9llGz9A7YKKzS3deGn9UREREREN0GiksHnllD43BIKc1Z1dWzFsQJY9ZUw/JQOw7YMqGMDq6tjY/wgSJzX26JdhCnNAHupGRJfBZTR2lpjiIjIA1gqgNfDWvAGYnWLghURTZtmyWVA4d3oy2fMmIEvv/wS8+fPx+HDhzFx4kQMGDAA/v7+TYvLzSTuDoA6LkEiQDulKzQTIgEApb9cQsmPqRDtrj6RISIiImr7vv/+e0yYMAGBgYFQq9WIjo7G/fffj8zMTKdxRqMRzz77LCIjI6FUKhEZGYlnn30WRqPxpu956NAh3H777fD394e3tzeGDh2Kf/7zn831lMjDKMJ94f+n7gj9f8Pg/6fukEf4AjYRlSf10K8/hdy3D8O46xJsRjMAoPKUHrkrD0K/9iSKvj4P/dqTyF15EJWnPHNTEyIiav+mTZuGN998E3a7HStXrsT48eMREBCAbt264fHHH8fFixfdHWKjCKIoMuPlIYxGI7RaLQwGAzQajbvDaVVl+y+j5MdUQATUfXUIuLcnBBk/IyAiIqL2sUYSRRGLFy/Gxx9/jJiYGEyaNAm+vr64fPky9uzZgy+//BIjR44EAJSXl2PkyJE4duwYJkyYgIEDB+L48eNITExE//79kZSUBG/vhlWX7N69G5MmTYJCocDMmTOh1WqxefNmpKWl4bXXXsOSJUsa/Bzaw+vQUZkvl6H8UC4qjuZDrLJVH5QA8jAfWLLK6rwucFZvqON1rRQlEREBQFVVFdLS0hAdHQ2VSuV8sqntCDL2Al/ec+NxD34LRI5o/H2a2I6gRmlpKRITE7F3714cPnwYBw4cgMVigUqlwjfffIOpU2v3rs3NzUVoaChGjx6N3bt3N+n+9b4W12joGontCMgj+NwSBolajqJN51F5Qg99pRWBD8VComhCDxIiIiIiD/GPf/wDH3/8MR577DG8++67kEqd1zhWq9Xx5zfffBPHjh3DX//6V6xcudJx/KWXXsLLL7+MN998E8uXL7/hPa1WKxYsWABBEPDrr79iwIABjnmGDx+Ol156CTNmzED37t2b6VmSp1KE+UAxrRu0/xONypN6lB/MhTnDWG8CFgBKtv4BVWwgWxMQEXkKQWjS1/wRMw7QhFVvwuWyL6xQfT5mXNN6wjYTX19fzJgxAzNmzAAAGAwGLFmyBGvWrMH8+fORnZ0NhaLt9DxnqSF5DK9+QdDNjoMgl8B0sQT6tSdhK7e4OywiIiKiJqmsrMTy5cvRtWtXrF69ulYCFgBksuraCFEUsW7dOvj4+GDp0qVOY55//nn4+/tj/fr1aMiX2Xbu3InU1FQ88MADjgQsUP2G5sUXX4TVasUnn3zSxGdHbYlEIYX3oGB0erQf/O+5cfLdZjCh/FAuRKu9FaIjIqIWJ5ECk2s+4L3+A7Yrjyev8IgErCtarRbvv/8+IiMjodfrcfLkSXeHdFOYhCWPourhD90jfSCoZTBnlqLgoxOwGUzuDouIiIio0bZv346ioiJMnz4dNpsNmzdvxooVK/Dhhx8iJSXFaezFixdx+fJlJCQk1Go5oFKpcOuttyI7O7vWda7UfAVv4sSJtc7VHNuzZ0+d15tMJhiNRqcfaj8a2vqr5PsUZL+0F3n/OIri7y6ibH8OzJmlEC1MzBIRtUmxU4F7PwM0oc7HNWHVx2Nrf8XfkwiCAC8vL3eH0ShsR0AeR9lFg06L+6Jg/SlY8yuQ/8Fx6ObHQx7UNv9PRkRERB3b4cOHAVRXu/br1w/nz593nJNIJHjmmWfw9ttvA4Bjo4m6WgTUHL948eIN2wjUN5e/vz90Ol29G1u88cYbDWp7QG2TxLeBX99USACzHZbsMliyy4BDNRMIkAd7QR7mA0W4D+RhPpCHerOdGBFRWxA7Feh1R3WP2LI8wCe4ugesh1TAfvTRRxg4cCCGDBlS69zmzZtx7tw5+Pn5IT4+3g3RNR6TsOSR5MHe6LS4H/QbTsGqr0TBhyegmxcPRWcfd4dGREREdFPy8/MBAKtWrcLAgQNx8OBB9O7dG0ePHsXChQuxatUqxMTE4NFHH4XBYABQ/XU7V2o2e6gZV5+GzJWVlVXn9c8//zyeffZZx2Oj0YiIiIgb3pfaBmW0FlKtAjaDuc4xUq0SwX8dDLvBDPOVJKw5uxSW7DLYK6yw5JTDklOOit/zqi8QAFknLyg6+1xNzob6QKL0jDf1RER0DYkUiB7l7ihc+umnn7B48WJ069YNCQkJCAsLQ1lZGY4dO4bffvsNEokEa9asgVKpBACcO3cOK1asAFDdBqrm2Jw5cwAAOp3O8YG3OzEJSx5LFqBC0OK+0G84BcvlchR8fAKBD8dCFePn7tCIiIiIGsxur/7atkKhwA8//ICwsDAAwKhRo/Dtt9+ib9++WLVqFR599FF3hlmLUql0vLmh9keQCPCbEoPCL87WOcZvSldIpBJIAlSQBaiAPjoA1b2LbQbTlaRsmeO/9jILrHkVsOZVAEfyr9wIkOnU1YnZzj6OBK1E1fC3oqJdhCnNAHupGRJfBZTRWm4WRkTUjq1cuRIJCQnYvn07fv31V+Tk5AAAOnfujNmzZ+OJJ57AoEGDHONzc3Px6aefOs2Rl5fnOBYZGckkLNGNSH0UCFrYF/pPz8CcZoD+k1MIvL8X1HE6d4dGRERE1CA1laiDBw92JGBrxMXFoWvXrkhJSUFJSYljbF2VrjV9WeuqbnV13/rmasg81H6p43UInNUbJVtTnSpipVol/KZ0hTre9ZpbEATI/FSQ+akc63JRFGEvNcOcVQbL5avJWZvRDGtBJawFlcCxAsccMp0a8jBvKDr7Qt7ZG4owH0i85LXuVXlK7yI+BfymxNQZHxERtW09e/bEX/7yF/zlL39p0PgxY8Y0aNNSd2MSljyeRCVD0Lx4FH51DlVnClH4xVn4390d3oND3B0aERER0Q317NkTAODn5+fyfM3xyspKp56vrtyoZ+y1rp3r2moRACguLoZer8eIESNuOA+1b+p4HVSxgU2uNBUEAVKNEupYJdSxgY7jtlIzzJfLYMkqq/5vdhlsJSZY9ZWw6itReULvGCsNUF2tmA3zgdVoRsm3F2rdy2Ywo/CLswic1ZuJWCIiajOYhKU2QZBLEPhgbxR/fxEVh/NQ/O1F2Mut8B0d7u7QiIiIiOo1duxYAMDZs7W/9m2xWJCSkgJvb28EBQUhJCQEYWFhSE5ORnl5Oby9vR1jq6qq8OuvvyIsLAzdunW74X1Hjx6NN954A9u2bcPMmTOdzm3bts0xhkiQCC3W8kvqq4C6ZwDUPQMcx2xlZlgul1dXy16pmrUVVcFWVIXKoipUntTXM+NVJVv/gCo2kK0JiIioTZC4OwCihhKkAvzv7g6fK4lXw09pKPkprU2UnBMREVHHFRMTg4kTJyIlJQXr1q1zOrdixQqUlJTgrrvugkwmgyAIWLBgAcrKyvDyyy87jX3jjTdQXFyMBQsWQBCuJp0sFgvOnTuH1NRUp/Hjx49H165d8c9//hPHjh1zHC8tLcUrr7wCmUzm2LCCqDVJfRRQ9fCHZmwEAh/sjdC/DkHY0lugWxAP7f9EQ91XB4lGccN5bAYT8t8/iqJ/XYBxRwbKD+eiKqUYVn0lRIu9FZ4JERFRwwkiM1geo6Yvl8FgcOx8S66V7smC4ac0AIDX4GD439UdgpSfgBMREbVH7WGNlJqaihEjRiA/Px933HEHevXqhaNHj2Lnzp2IjIzE/v37ERJS3WqpvLwcI0eOxLFjxzBhwgQMGjQIx48fx08//YT+/fsjKSnJqUI2PT0d0dHRiIyMRHp6utN9d+3ahUmTJkGpVOL++++HRqPB5s2bkZaWhldffRX/7//9vwY/h/bwOlDbUXEsH0Vfn2/SHBIfOaT+Ksj8lJBqlZD6K6v/7KeC1E8JiZfM6QMNIiJPUFVVhbS0NERHR0OlUrk7nA6toa9FQ9dIbEdAbZLv6HBIvGQo3lzdnsBeaUXgzF4Q5CzuJiIiIs8TExODw4cPY+nSpUhMTMS2bdsQEhKCxx57DEuXLkWnTp0cY729vbF7924sX74c3377LXbv3o2QkBA888wzeOmll5wSsDcyduxYJCUl4aWXXsKmTZtgNpsRFxeHV155BQ8++GBLPFWiZiHxvXElLAD4jAmHRCGt7jNbYoKtuAq2EhNEix32MgvsZRZYMktdXisoJJBeScpWJ2erf2RXkrRSrQKClO8viIioebAS1oOwuuDmVZ7Wo/Crc4BVhLKrFoEPx0Ki4mcLRERE7QnXSJ6BrwO1JtEuInflQdgM5jrHSLVKhPzfkFo9YUVRhL3CCluJCbaSKliLTdV/NphgvZKktZdZbhyEAEg1CkflrCNR6381acv3HkTU3FgJ6zlYCUt0DXWcDrq58Sj87AxMfxhQsPYkdHPjIPVp2CfnRERERETkeQSJAL8pMSj8ovaGdjX8pnR1uSmXIAiQessh9ZYDnX1cXita7LAaqpO0tuIrVbRXkrY1VbWwibAZzNWJ4Iw64lRJnVocSP2UkPlf89hXwY3DiIgIAJOw1A6oYvwQtLAv9BtOwZJdhoIPT0A3Px4yf35iRERERETUVqnjdQic1RslW1OdKmKlWiX8pnSFOl7X6LkFuQRynRpyndrledEuwl5uqU7IXqmedbQ8uJKotVdYIVbZYMmtgCW3wvWNJAKkWoVzywP/a1oe+CkhUUgb/TyIiKjtYBKW2gVFZx8ELe4L/fpTsOorUfDBcejmx0Me3PCeaURERERE5FnU8TqoYgNhSjPAXmqGxFcBZbS2xatLBYkAqa8CUl8FFBG+LsfYTTbYDNV9aK9W0ppgvVJdazOaALtY/ediE+pqrCDxkkHqr4JUe6Xlgb9zb1qJj5wbiBERtQNMwlK7IQ/yQtCj/aoTsfkVyP/wBHRz46Dswp5lRERERERtlSARoIrxc3cYtUiUUkg6eUHeycvledEuwlZqdmwW5pSordlAzGSDvcIKe0UZLNllrm8kE67ZLKym3cE1iVqtstk3KBbtYqsnvomI2jsmYaldkWmVCFrUF4UbT8OcWQr92pMIfCgWqh7+7g6NiIiIiIg6EEEiQKZVQqZV1jnGXmW9snHYdYnamhYIpWbAKsKqr4RVX1nnPBJfuXPLA7/rWh54yRpcTVt5Su+iBYQCflNimtQCgoioo2MSltodqbccugV9UPjFGZgulkD/6WkE3NsTXv2C3B0aEREREd2A3W5HRkYGysrK4OPjg8jISEgkzVvlR+QpJCoZFKEyINR1GzXRaofNaIatpOpKstYEm8G5T61oscNeaoG91AJLZqnLeQSF5EpCto5ErVYBQSpB5Sm9y83QbAYzCr84i8BZvZmIJSJqJCZhqV2SKKXQzY5D0abzqDyhR9HX52CvtMDnljB3h0ZEREREdThz5gwSExNhNBodxzQaDSZPnozY2Fg3RkbkHoJMAlmACrIAFVzV04qiCHuF1VE9e7XlwdU/28ssEM12WPMrYc2vhMnljaqrae3l1nrjKdn6B1SxgWxNQETUCEzCUrslyCQImNkLJV6pKN+fg5IfUmEvt8J3XAQb2xMRERF5mDNnzmDTpk21jhuNRmzatAn33nsvE7FE1xEEAVJvOaTecqCzj8sxosUGq8FVb9qriVrYRNiNlhvez2YwwbgjA179giDTeUGQ8n0VEbWMiooKrF69Gt9++y0uXLgAq9UKnU6H6OhojBw5EgsWLEBMTAwsFgu2bNmCrVu34sCBA7h06RIkEgliY2Mxe/ZsLFq0CFKp1N1PBwCTsNTOCRIBftNiIPGWo/SXSzBuz4C93ALtnV356S0RERGRh7Db7UhMTKx3TGJiInr16sXWBEQ3SZBLIdepIdepXZ4X7SLs5RaUHcxB6fZLN5yvdGcmSndmAjIB8mBvyEO8IQ+9+l+pt7y5nwIRtQCb3YYj+UdQUFGAIK8gDOw0EFKJZyQrS0tLMXLkSJw4cQLdunXDrFmz4Ofnh8zMTJw+fRorVqxATEwMYmJikJqainvuuQe+vr4YN24cpk6dCoPBgK1bt+Kxxx5DYmIifvzxR48oxmMSlto9QRCgnRAJqZcMJVv/QNney7BXWOA/owcEKRfxRERERO6WkZHh1ILAFaPRiIyMDERHR7dSVEQdgyARIPVVQBmlheuOss5kndTVvWjNdliyy2DJLnM6L9EoHAlZxZXkrCxIzfdeRB5kR8YOrDi4AnkVeY5jwV7B+NvQv+G2yNvcGFm11atX48SJE5g/fz7Wrl1bK4GalpYGk6m6uYqvry/WrFmD2bNnw8vLyzFm1apVGDNmDLZu3Ypvv/0WM2bMaNXn4AqTsNRh+CR0hsRLjqJ/XUDFsQLYK60IeLA3JArP+KSHiIiIqKMqKyu78SAAhYWFTMIStRBltBZSrQI2g7nOMVKtEsFPDwIA2IqrYMkphzmnHJbcclhyymErqoLdaIbJaIbpQvE1FwqQd/Kqrpi9tmrWR9GoWEW7CFOaAfZSMyS+CiijtfymI1ED7cjYgWd3PwsRotPx/Ip8PLv7Wbwz5h23J2L37dsHAHj88cddVrBeuxbo3LkzHn300VpjvL298eyzz+KBBx7Anj17mIQlam1eAzpBUMtQ9OVZVJ0vhn79Kehmx0Lixa/MEBEREbmLj4/rXpbX++mnn1BQUIBbbrkF/v7+LRwVUcciSAT4TYlB4Rdn6xzjN+VqWzdZoBqyQDXU8TrHebvJCktuBSzXJGYtueUQTbbqP+eUO80n8ZVfScj6XE3OBqkhyOqumq08pUfJ1lSnZLFUq4DflBinWIjaI1EUUWmtbPT1NrsNbxx8o1YCFoDj2IqDKzAsZFiTWhOoZeomff0/ICAAAJCSkoL+/fs3eh65vDrXI5N5RvrTM6IgakXqXgHQzY+HfuMZmDOMKPj4BHTz+kCqadynsERERETUNJGRkdBoNPW2JJBIJLDZbDhw4AAOHjyIuLg4JCQkIDQ0tBUjJWrf1PE6BM7q7SLJqYTflK43THJKlDIoIzVQRmocx0S7CFuJ6UoStsyRnLUWVcFeaoGptASmiyVXJ5EKkAe5qJr1VaDylN5lkthmMKPwi7MInNWbiVhq1yqtlRj2z2Eteo+8ijyM+HpEk+Y48MABeMm9bjywDjNmzMCXX36J+fPn4/Dhw5g4cSIGDBhw0x/AbtiwAQAwceLERsfSnARRFGunv8ktjEYjtFotDAYDNBrNjS+gJrHklqNg/SnYS82QBqgQND8eskDXzeqJiIjIfbhG8gwt/TqcOXMGmzZtqvP8vffeC6VSib179yI1NdVxvGvXrkhISEDXrl09YtMNovagNb7ubzfZYMkrr101W2VzOV7wllWfs9WdwpBqlQj5vyFsTUBtWlVVFdLS0hAdHQ2VSuV0rsJS0eJJ2ObQ1CQsALz11lt4+eWXnVoWxcTEYPLkyXjqqafQvXv3eq//+OOPsWjRIowbNw6//PJLo2Ko77W4VkPXSEzCehC+wWh91sJKFGw4BVthFSQ+cujmxUMR1rCvwxEREVHr4BrJM7TG63DmzBkkJiY6VcRqNBpMnjwZsbGxjmM5OTnYu3cvTp06hZq3MyEhIUhISEBsbCykUvb8J2qLRPHaqtmryVlrYSVcfHvaJc2kSKjjdZAFqLgZGLVJ9SX+mtqO4Pe83/G/v/zvDcetGb8Gg4IHNfo+TW1HUKO0tBSJiYnYu3cvDh8+jAMHDsBisUClUuGbb77B1KlTXV73n//8B3fddRfCwsKwb9++Rn9rhknYdoxvMNzDVmqGfsMpWHLKISil0M2Og7Kr1t1hERER0RVcI3mG1nod7HY7MjIyUFZWBh8fH0RGRkIicZ1IKSkpwb59+3DkyBFYLBYAgFarxfDhwzFw4EAoFGw3RdQe2M02lP2WDeP2jIZfJAFk/irIdNW9a2VBV/6rU0Pqp2S1LHmshib+GsNmt2HSd5OQX5Hvsi+sAAHBXsFIvDuxST1hW4rBYMCSJUuwZs0a6HQ6ZGdn1/q3/ueff8a0adMQFBSEPXv2oGvXro2+H5Ow7RjfYLiPvdIK/aenYU43AjIJAh/oBXVsoLvDIiIiInCN5Ck8+XWoqKjAoUOHcODAAVRUVAAA1Go1hgwZgqFDhzZ44y8i8lxVqSXQrz15w3HSABXspWaIFns9gwRHQrb6RwVZoBryIDUkvgq2NiG3askkLADsyNiBZ3c/CwBOiVgB1f+7f2fMO7gt8rZmv29zEUUR0dHRyMjIwOHDhzFo0NWK3cTERNx1110IDAzE7t270a1btybdq7mTsNyYiwiARC1D0Px4FP7zHKrOFqHwizPwv7sHvAcFuzs0IiIiIroBLy8vjB49GiNGjMDx48exd+9eFBUV4ddff8XevXvRv39/DB8+HIGB/JCdqK1SRmsh1SqcNgy7nlSrRMhzgwEBsJeaYSmohLWwElZ9Jaz6Klj1FbAWVgE2Edb8CljzK2rNISgk1yVor/5IvGRM0FKbd1vkbXhnzDtYcXAF8iryHMeDvYLxf0P/z6MTsAAgCAK8vGr3m01MTMT06dMREBCAXbt2NTkB2xJYCetBPLm6oKMQbXYUf3cRFUfyAQDaO7rCd1RnN0dFRETUsXGN5Bna0utgt9tx7tw5JCcnIzs723G8d+/eSEhIQHh4uBujI6LGqjylR+EXZ+s8HzirN9TxunrnEO3VfWet+isJ2iuJWou+ErbiKqCeAlpBLYNMp4Y8UFU7QatijRs1j5auhK1hs9twJP8ICioKEOQVhIGdBnpMC4KPPvoIAwcOxJAhQ2qd27x5M+655x5otVrk5uZCqVQ6ErD+/v7YvXs3evbs2SxxsBKWqAUJUgn87+kBiZccZUnZMPznD9grLNBMjOQnnkRERERthEQiQWxsLHr37o2MjAwkJyfj4sWLOHv2LM6ePYvIyEgkJCSgW7dudfabJSLPo47XIXBWb5RsTXWqiJVqlfCb0vWGCVgAECQCZAEqyAJUAPydzolWO6zFVVcqZ6/8FFbBWlAJm8EEsdIKS2YpLJmlteaV+MidE7NX2hvIAlUQ5J6R2CK6llQixZCQ2klOT/DTTz9h8eLF6NatGxISEhAWFoaysjIcO3YMv/32GyQSCdasWQOlUolz585h+vTpMJlMGDNmDL766qta80VFRWHOnDmt/0SuwyQs0XUEiQDtHdGQeMth/DkdpbsyYS+3wG96NzZvJyIiImpDBEFAVFQUoqKikJ+fj7179+LEiRPIyMhARkYGgoKCkJCQgPj4eMhkfGtE1Bao43VQxQbClGaAvdQMia8Cymhts7xXE2QSyIO8IA+q/VVnu9kGW1F1gtZybZJWXwl7mQX2MgvMZZbqfUauI9Uqq/vOXt/iwF8FQcYPgoiut3LlSiQkJGD79u349ddfkZOTAwDo3LkzZs+ejSeeeMLRCzY3NxcmkwkA8PXXX7ucb/To0R6RhGU7Ag/Slr7i1VGUHchByQ8pgAio++gQcF9P/iNJRETUyrhG8gzt5XUwGo3Yv38/Dh8+DLO5upLO19cXt9xyCwYNGtSiX/0kovbJXmW9rr1BVXWitqASYpW17gslgNT/yqZg1yVopX5KFgF1UK3VjoBujO0IiFqRz7BQSLzkKPr6HCpP6qGvtCLwod6QKPl/HSIiIqK2SKPRYOLEibj11ltx+PBh7N+/H6WlpY5qm8GDB2PYsGFtOtFMRK1LopJBEe4LRbiv03FRFGGvsF7X3uBqH1rRbIetsAq2wiqYLhQ7TyoVIAtUQabzqq6ivbJZmFynhkSjYLu864h2sUWqo4maEzNJRDfg1UcHiToOhZ+dhSmlBAVrT0I3Nx5Sb7m7QyMiIiKiRlKpVBg5ciRuueUWnDx5EsnJydDr9UhOTsa+ffvQr18/jBgxAkFBQe4OlYjaKEEQIPWWQ+othzLS+YMdURRhLzVf096gyilRC5sIa34lrPmVtedVSBxJWec+tCpIvOUtkqD15CRn5Sm9iz7BCvhNiWlQn2Ci1sJ2BB6kvXzFq70yZ5ZC/8kp2CuskAWpoZvfBzI/pbvDIiIiave4RvIM7f11sNvtuHjxIpKTk3Hp0iXH8R49eiAhIQFdunRh5RkRtQrRLsJWYqqumr2u/6y1uAqw132toJJBplPVam8g06khUTWuDs+Tk5yVp/Qo/OJsnecDZ/V2e4w3i+0IPAfbERC5iSLCF0GL+0G//iSsBZUo+OA4dPPjIe9Uu2k7EREREbUtEokEPXv2RM+ePZGZmYnk5GScO3cOFy5cwIULFxAeHo6EhAT07NkTEgn3CCCiliNIBMgCVJAFqIDu/k7nRJsd1qKaqtkqp0StrcQEscoKS1YZLFllteaV+MivVMy6qKBVSF3GUleS02Ywo/CLs25Ncop2ESVbU+sdU7L1D6hiAz2mapc6No9Nwh46dAgvvfQS9u3bB7PZjLi4ODz99NN44IEHGjyH3W7HmjVr8PHHH+PixYvw8fHB2LFj8dprr6F79+61xn/xxRf47bff8Pvvv+PkyZMwm8345JNPGryDWlpaGvr06YPy8nIsWrQIH374YYNjpbZB3skLQY/2v5qI/fA4dHPjoYjwvfHFRERERNQmREREYObMmdDr9di3bx+OHTuGrKwsfPPNNwgMDMSIESPQt29fyOVsT0VErUuQSiAP8oI8qHYxkGixwVpYdU2Lg6vtDeylFtjLLDCXWWBON9a6VqpVXJeYVUMaoELxluZJcoqiCNhEiFb7NT8icO1jix2iTYRosTsft1697trj1mKTU3WuKzaDCaY/SqDq5l/vOKLW4JFJ2N27d2PSpElQKBSYOXMmtFotNm/ejAcffBDp6elYsmRJg+ZZvHgx1q5di9jYWDzxxBPIy8vDN998g23btmHv3r2IjY11Gv/CCy8gIyMDOp0OoaGhyMjIaHDMoihi7ty5N/U8qW2S+SmrK2I/OQVLVhkK1p5E4MO9+Zc6ERERUTuj0+kwZcoUjBkzBgcPHsShQ4dQWFiIrVu3YufOnRg2bBiGDBkCtVrt7lCJiCDIpZCHeEMe4o3r/1ayV1mvJGgrnPrPWvSVECutsBnMsBnMMKUabuqeNoMJ+e8fhaCQXkmSXp9otTuOu4t+w+nqTc4CVJBeqTCW+V/9c2PbNBDdLI/rCWu1WtGrVy9kZWVh3759GDBgAACgtLQUw4cPx/nz53HmzBmXlazX2rVrF8aNG4dRo0Zh+/btUCqre3f+8ssvmDBhAkaNGoU9e/Y4XbNjxw50794dkZGRWLFiBZ5//vkGV8K+9957+POf/4w333wTzz77bKMqYdt7n632xm6yovDz6s26IBUQMLMnvPpw4wYiIqLmxjWSZ+DrAJhMJhw5cgT79u2D0VhdSSaXyzFo0CDccsst8PPzc2+ARESNYCu3OFXNOhK0eRWArYVSRlIBgkwCQS6BIK3+L6RC9WPZtT8CILv+WPVxq8GEikN5TQ5F4iW7mpwNUEHqf82f/ZQQpK3bgoY9YT1Hu+8Ju3PnTqSmpmLu3LmOBCwA+Pr64sUXX8TMmTPxySef4PXXX693nrVr1wIAXn31VUcCFgDGjx+PSZMmITExERcuXECPHj0c52677bZGxZySkoLnn38ef/3rX51ipvZNopRBNycORV+fQ+WpQhT98xzs063wGRbq7tCIiIiIqAUolUoMHz4cQ4cOxalTp7B3717k5eVh//79OHjwIOLj4zFixAiEhIS4O1QiogaTessh9ZZDGemcPKpKLYZ+7akbXu8zNgKKMO9aiVJcSZY6jl1JuEIqNEuPVtEuwnShuN6WBFKtAroFfao3Oiuugq2oqrqnblH1n+0V1is/rvvoQgCkfkqnytlrK2ol3nJu2kgN5nFJ2N27dwMAJk6cWOtczbHrK1jrmsfb2xsJCQm1ztUkYffs2eOUhG0Mu92OuXPnIjIyEkuXLsW+ffsafK3JZILJZHI8rvk0ndoOQSZBwAO9UfJDCsoP5qLk+xTYK6zwHRPOv4iJiIiI2impVIp+/fqhb9++SE1NRXJyMtLS0nDixAmcOHECMTExSEhIQHR0NNeERNRmKaP9INUqbpDkVEI7IdItG18JEgF+U2JcbhxWw29KTJ09dIErbRquJGStxVeTs9Yrj2EVYSs2wVZsAv6o3apBUEicK2evtDqQBVZX1Na14Rl1TB6XhL148SIAuGw34O/vD51O5xhTl/LycuTk5CA+Ph5Sae3/wdfMfaN5GmL16tXYu3cvkpKSnCpuG+KNN97A8uXLmxwDuZcgEeB3VzdIvOUo3ZUJ48/psJdboL09mjswEhEREbVjgiCgW7du6NatGy5fvozk5GScOXMGqampSE1NRWhoKBISEtC7d2+X70uIiDxZw5KcXd36vlcdr0PgrN4o2ZrqlCyWapXwm9IV6nhdvddLVDIownyAMJ9a50S7CHuZ2aly1vHn4irYjGaIZjuseRWw5lW4nt9H7tyLtqbdQaAKUo2SOYMOxuOSsAZD9ScLWq3W5XmNRoOsrKwmz3HtuMa6cOECXnjhBTz11FMYPnz4TV///PPP49lnn3U8NhqNiIiIaFJM5B6CIEA7KQoSLxkM/0lDWVI27BUW+N/dHRAEmNIMsJeaIfFVQBmt5V+0RERERO1MWFgYZsyYgaKiIuzbtw9Hjx5FTk4Ovv32W/j7+2P48OHo378/FAqFu0MlImqwpiY5W4M6XgdVbGCzv+8WJAKkGiWkGiWUUbXzS6LFDmuJc+WsrfBKRW1hFUSTDfYyC8xlFuBSae0bSAXI/JSOBG1NRa1VI4FoF+FhWzhRM/C4JGxbYbfbMWfOHISFheHVV19t1BxKpfKmq2fJs/mOCofES47i7y6g4kg+LHkVsJWaYTde+4+VAn5TYjziHysiIiIial4BAQG44447MGbMGBw6dAgHDhxAcXEx/vvf/2LXrl0YOnQohg4dCm9vb3eHSkTUIC2V5GxOgkSAKsavde8pl9TZ6kAURYiVVqfKWaeK2mITYBNhLaxO2JquudbqK8A21huWggrIlPbq/rrSq/11IRWqNzPzoN8/NYzHJWFrqlfrqlKt2XGsqXNcO64x3nvvPezfvx87d+6El5fr3iLUMXkPCoZELUPhF2dhya7d2NtmMKPwi7MInNWbiVgiIiKidsrb2xtjxozBiBEjcOzYMezbtw/FxcXYs2cPkpOTMWDAAAwfPhwBAQHuDpWI6IbckeRsywRBgOAlh8JLDkW4b63zol2EzWiCtfBqgramotZuqqoeZK+uthUtdtc3qUnGXtkAzSlRKxFatCe5KIoQTTaIdhGCRICglLIHegN4XBL22n6tgwYNcjpXXFwMvV6PESNG1DuHt7c3QkNDkZaWBpvNVqv/Un19Zxvq2LFjEEURY8eOdXn+o48+wkcffYRp06bhhx9+aPR9qG1S9QqARC2DvdxS55iSrX9AFRvIT6+IiIiI2jGFQoGhQ4di0KBBOHv2LJKTk5GTk4NDhw7h8OHDiI2NRUJCAsLCwtwdKhERtRJBIkDmp4LMT1XrXFVVFcr++AOyQBVkMiVEmx2i1Q7RKgK2K/8VRcAmQrTZIJptLm4ACFIJcCVBK0ivTdQ2rYrWXmmBtaS6ktfhSmsFiVre6Hk7Ao9Lwo4ePRpvvPEGtm3bhpkzZzqd27Ztm2NMQ+b5+uuvkZycjFtvvdXp3M8//9zgeeqbXyar/evLycnBf//7X/Tq1QsJCQkYMGBAo+9BbZcpzVBvAhYAbAYTTGkGfppIRERE1AFIpVLEx8cjLi4O6enpSE5ORkpKCk6fPo3Tp08jOjoaCQkJiImJYTUREVEHJwgCJHIpJKraeSdRFAG7CNEqQrTZgSsJWtF2NVELERCtV865uoGkumJWkArViVrplcc17Q7q+HfIXmmBtbCq9okrrRVkgWi2RGxFRQVWr16Nb7/9FhcuXIDVaoVOp0N0dDRGjhyJBQsWICYmBgCwdu1abNmyBadOnUJ+fj5kMhmioqIwbdo0PP300x7zrROPS8KOHz8eXbt2xT//+U88+eST6N+/PwCgtLQUr7zyCmQyGebMmeMYr9frodfrodPpoNNd/Wr3woUL8fXXX+OFF17Ajh07HA3wf/nlF/z888+49dZb0aNHj0bHOXfuXMydO7fW8d27d+O///0vRo8ejQ8//LDR81PbZi8133jQTYwjIiIiovZBEARER0cjOjoaubm52Lt3L06dOoW0tDSkpaUhODgYI0aMQHx8fK1v9BEREQmCcKUVAQDU/ndCrKmStdqvJmatdohXjsFencS1V5pRdfIYrEV6yAJ0UPXpD6Hm3x3pdRW0VxK11hJTrftdy1pihlwla/KHiaWlpRg5ciROnDiBbt26YdasWfDz80NmZiZOnz6NFStWICYmxpGE/fzzz1FcXIxRo0YhNDQUJpMJ+/fvxyuvvIJPP/0UBw4cQEhISJNiag5NTsKWl5ejpKQENpuL8mcAXbp0ubmAZDKsW7cOkyZNwqhRo3D//fdDo9Fg8+bNSEtLw6uvvuqUPH3//fexfPlyvPTSS1i2bJnj+NixY7FgwQKsW7cOAwYMwB133IG8vDx888030Gg0+OCDD2rde926dUhKSgIAnDx50nFs9+7dAIDp06dj+vTpN/V8qGOS+DZs19uqC8VQdvOD1Ie75BIRERF1NCEhIfjTn/6EcePGYf/+/Thy5Ajy8vLw/fff45dffsHw4cMxcOBAbuZLREQNJggCUNMb1gXRLsKY+DPyV66ANS/PcVwa1Am6x/4Mn5Fjq9se2AARrnN9dbLZYa+0QqJuWiJ29erVOHHiBObPn4+1a9fWmistLQ0m09WE8LZt26BSXW3tUNOz9sVlS/H6yjfw9ttv4+233250PM2l0UnY9evXY9WqVTh//nydYwRBgNVqvem5x44di6SkJLz00kvYtGkTzGYz4uLi8Morr+DBBx9s8DwfffQR+vbti48++gjvvfcefHx8MGXKFLz22msuq2CTkpLw6aefOh1LTk5GcnIyACAqKopJWGoQZbQWUq0CNkP9la4VR/JRcbwAXv07wSchDIown1aKkIiIiIg8hZ+fHyZPnozRo0fj8OHD2L9/P4xGI37++Wfs2bMHQ4YMwdChQ+HrW3tzFyIioptRumM7Lv/52eq+stew6QuQt/xvkP397/AZO96pB211T9orVbQ3YCuqqk7dSoTq3rMSobrtgfTax5Krx2vGXWPfvn0AgMcff9xlMjc6Otrp8bUJ2Gt71v5p/BS8vvINXDx9HvZKi9t71gqiKN74N3idDz74AI899hhkMhkSEhIQHh7usj8qAHzyySdNDrKjMBqN0Gq1MBgM0Gg07g6HmqjylB6FX5yt87zPyM4wZxhhzix1HFN21cJnZGeoegVwwy4iIqIruEbyDHwdWo/FYsGJEyewd+9eFBYWAqjuKduvXz+MGDHCqQ0bERG1L1VVVUhLS0N0dLRTchG4UuFZWdnouUWbDX/ccSes+fmuBwiArFMwuv5769XWBFfYTVZY9S76wbqaRqW6uUpYwTlJO/t/5+Grf32Nbz7/Cnf/6e6ryVqppHrTsQb2rH3z/VV4ceVyPP/kX7DsLy9CFqi6qURsfa/FtRq6RmpUErZnz54oLi5GUlJSk/qqkjMubNufylN6lGxNdaqIlWqV8JvSFer46sWz6ZIRZUnZqDylB+xXxgSo4DMiDN6Dg1024iYiIupIuEbyDHwdWp/dbsf58+eRnJyMrKwsx/GaTYAjIiLcGB0REbWE+hJ/9ooKnB84yE2RNVyPQ4cgqNTVvWmv9KAVbWLtx/bqTcSut+Xn/2DGgvuh8dVg4UPzcdut49A/ri/8/fwBAYBE4lxFeyWB+8m6DcjIzEBpWRmOnTqOPft+Q//4fkj8akv1tVIJ5CFeDU4Qe0QSVqVSYcGCBXj//fdv9lKqBxe27ZNoF2FKM8BeaobEVwFltNZllau1xITyfZdRdjAXYmV1Gw9BKYX34GD4jAiDLFDd2qETERF5BK6RPANfB/e6dOkSkpOTndrBdenSBQkJCejevTskEte9/4iIqG1pD0nYnkd+h8TL64bjRFEERDgSstX/rU7Urvr7Krz61hsoKy9zjO8aGY2JY27D4/MfRffobrXmmzDjdvy6P8nx+LZbx+GTd9eiky7IcUymUze42M0jkrBdu3bFpEmTXG5uRY3HhS0BgN1sQ8WRfJQlZ8NacOVrBgKg6h0I35FhUERrm7zTIBERUVvCNZJn4OvgGQoKCrB3716cOHHCsTmyTqfDiBEj0Ldv3zrbxBERUdvQku0IKg4fRubCRTccF/HxR/AaPNjlOXuVBdYSM2C7Jp0olUDmJ4dEVf1Vf0Gtbpa8RWlpKRITE7F3714cPnwYBw4cgMVigUqlwlef/RNT/ucOR9JWNNshmqv/XdQXFeLg0UNY8vpSGI1G/PjZt+jTO7461AAVpF4Na0ngEUnYV155BevXr8fp06fh7e19s5dTHbiwpWuJdhGmlBKUJmXDdKHYcVwe6g2fkZ3h1S+ozt0OiYiI2pP2sEaKiopCRkaGy3OLFi3Chx9+6HjckDctly5datBX0W/mvjfSHl6H9sRoNOLAgQM4fPiwY4doHx8f3HLLLRg8eHC9bxaJiMhzNTTx1xiizYaU8bfBmpdXa2MuAIAgQBYcjG6/7KjVE9ZpHlGEaLJBtIsQJAIEpbRVisUMBgOWLFmCNWvWQKfTITs7GwqFAgBgr7LCqndOUGdezkLcrQPQt3c8krbuAtAGK2FtNhvuv/9+ZGVlYcWKFRgwYAB36mwGXNhSXSz5FShLzkbFkXyIlurGsRIfOXxuCYX3sFBIfRVujpCIiKjltIc1UlRUFEpKSvD000/XOjd48GDceeedjsfLli1zOUdKSgq+/PJL9O7dG2fOnGn2+95Ie3gd2qOqqiocOXIE+/btQ2lp9YavCoUCgwcPxrBhw6DVat0cIRER3YyWTMICgHHbNmQ/9XT1g2tTgleSqJ3fXQ3NxInNft/mIooioqOjkZGRgcOHD2PQoEGO45bccucKXQBDJ4/EiTMnUXQ+B14+Pm7tCduo76rUZJlFUcTYsWPrHCcIAqxWa2NuQUTXkHfygv9d3aGdFIWyg7ko33sZNqMZxh2XYNyVCa/+neCTEAZFmI+7QyUiIqI6+Pn51ZlgvVZdY5544gkAwIIFC1rkvtQ2qVQqjBgxAkOHDsWpU6eQnJzsaFmwf/9+9OnTByNGjEBwcLC7QyUiIg+gmTgReHc18l5/A9bcXMdxWXAwgpc879EJWKA61+jlot+sIAiQ+SlhLaxyOp6bnwtBECCVSCHzU7i1vWOjkrCjRo1iT0oiN5B4yaEZEwHfUZ1ReaoQZcnZMF8qRcXveaj4PQ/Krlr4JHSGqneAy82/iIiIqG2qqqrCl19+CYVCgYceesjd4ZAHkslk6N+/P/r164eLFy8iOTkZGRkZOH78OI4fP47u3bsjISEBkZGRtd7L2e12ZGRkoKysDD4+PoiMjORGX0RE7Zhm4kT4jh+PisO/w1pQAFlQELwGD6q3BUFr+uijjzBw4EAMGTKk1rnNmzfj3Llz8PPzQ3x8PAoLC5Gbm4u4uDhI1HLIAqs3Phetdrz69zeQV5CPsSPHwDtMC4m6Yb1gW0qjkrC7d+9u5jCI6GYIUgm8+gXBq18QTJeMKEu+jMqTBTD9YYDpDwOkASr4jAiD9+DgBvc6ISIiopZlMpnw6aefIjs7G/7+/hgxYgT69evXoGs3b96M4uJi3HPPPQgKCrrxBc1wX5PJ5Og1ClR/1Y48nyAI6NGjB3r06IGsrCzs3bsXZ86cwcWLF3Hx4kV07twZCQkJ6NWrFyQSCc6cOYPExESn11ej0WDy5MmIjY114zMhIqKWJEil8B421N1huPTTTz9h8eLF6NatGxISEhAWFoaysjIcO3YMv/32GyQSCdasWQOlUomzZ89iwIABGDp0KGJjYxESEoKCggIk/ZaE8xfOIyQkBGvWfuD2BCzQyJ6w1DLYZ4uawlpiQvn+yyg7kAuxsroNiKCUwntwMHxGhEEWqHZzhERERI3THtZIdW2QNXnyZHz++efQ6XT1Xj9+/Hjs3LkTiYmJmDRpUqvcd9myZVi+fHmt4235deioCgsLsW/fPhw9ehQ2W/XO0QEBAYiKisKRI0fqvO7ee+9lIpaIqJW1dE/YtuD8+fPYsmULtm/fjpSUFOTk5AAAOnfujJEjR+KJJ55w9IItLi7GW2+9hd27dyM1NRVFRUVQqVTo3r077rjjDjz99NMIDAxsVBwesTHXtbKzs3H8+HHHjfr374/OnTs3ZcoOqz28wSD3s5ttqDiaj7KkbFgLruwMKACq3oHwSQiDsqvW6Stool2EKc0Ae6kZEl8FlNFatjIgIiKP0h7WSC+//DJGjx6NuLg4KJVKnDlzBsuXL8dPP/2E4cOHIzk5uc52X2lpaYiJiUFERATS0tJu6mviTbmvq0rYiIiINv06dHRlZWU4ePAgDh48iKqqqhuO12g0ePrpp9magIioFTEJ6zk8Jgn7xx9/YPHixfjll19qnRs/fjzWrFmDbt26NWbqDqs9vMEgzyHaRZhSSlCalA3ThWLHcXmoN3wSOsOrXxCqzhehZGsqbAaz47xUq4DflBio4+uvyCEiImot7XWNZLfbMXr0aCQlJeHf//437rjjDpfjXnzxRbz66qt46aWXmmWDrYbe93rt9XXoiEwmE3bs2IFDhw7dcOzs2bMRHR3dClERERHAJKwnae4kbKM+0szKykJCQgJ27NiBXr16YeHChVi6dCkWLVqE2NhY7NixA6NGjUJmZmZjpieiZiBIBKh6+CNoXjyCnx0E72EhEOQSWHLKUfztBVx+bT8KvzjrlIAFAJvBjMIvzqLylN5NkRMREXUMEokEc+fOBQAkJye7HGO327Fx40ZIJBLMmzev1e5L7ZtSqUSXLl0aNHbbtm3YvXs3zp8/D6PRCHazIyIiapxG7dizbNky5OXl4eOPP8aCBQtqnV+/fj0WLlyIl19+GWvXrm1ykETUNPJOXvC/qzu0k6JQdjAXZXuzYTda6r2mZOsfUMUGsjUBERFRC6rpyVpRUeHyfGJiIrKysjBp0qQGJ82a477U/vn4+DRoXE5OjqMXHwB4e3sjNDTU6cfPz6/OthZERERUrVFJ2J9//hlTp051mYAFgPnz52Pr1q346aefmhQcETUviZccmjERUHT2gX79qXrH2gwmmNIMUMX4tU5wREREHdCBAwcAVG+g5cr69esBoM51d0vdl9q/yMhIaDQaGI3GOsd4e3tj5MiRyM3NxeXLl6HX61FeXo6UlBSkpKQ4xqlUqlqJ2YCAAPaSJSIiukajkrD5+fmIi4urd0xcXByTsEQeyl5efxVsjaKvz0Edp4MyRgtlVz9IveUtHBkREVH7c+bMGYSFhcHPz8/peFJSEt555x0olUr86U9/qnVdQUEBtm7dCp1Oh6lTp9Y5v8ViQWpqKuRyOWJiYpp8X+oYJBIJJk+ejE2bNtU55o477kBsbKzjsdlsRl5enqM6NicnB/n5+Y6eeWlpaY6xCoUCISEhCAsLcyRmAwMDIZVKbzpWu92OjIwMlJWVwcfHB5GRkUzwEhFRm9OoJGxQUBBOnz5d75gzZ84gKCioUUERUcuS+CoaNM5eakH5/hyU76/+Cpo81BvKGL/qpGy0FhJVo/4KISIi6lA2bdqEN998E+PHj0dUVBSUSiVOnTqFbdu2QSKR4MMPP3TZauCzzz6DxWLBww8/DIWi7n+7s7Oz0bt3b0RGRiI9Pb3J96WOIzY2Fvfeey8SExOdKmI1Gg0mT57slIAFqhOrERERiIiIcByzWq3Iz893Sszm5eXBbDbj0qVLuHTpkmOsTCZDSEiIU8VsUFAQZLK615RnzpxpcHxERESerFEZlEmTJmHjxo1Yv3495s+fX+v8hg0bsHXrVsyZM6ep8RFRC1BGayHVKmptynUtiUYBvykxMKcZUJVaAmteBSw55bDklKMsKRuQAIrOvo6krCJSA4ni5isbiIiI2ruxY8fi7NmzOHLkCPbs2YOqqioEBwfjvvvuwzPPPIOhQ4e6vK6prQgae1/qWGJjY9GrV69GV5rKZDKEhYUhLCzMccxms0Gv1zslZnNycmCxWJCVlYWsrCzHWIlEguDgYKfEbHBwMORyOc6cOeOyUtdoNGLTpk249957mYglIqI2QxAbsb1lZmYmBg8eDL1ej9jYWIwePRrBwcHIy8vDr7/+itOnT0On0+Hw4cNOn5JS/YxGI7RaLQwGAzQajbvDoXau8pQehV+crfN84KzeUMfrHI9tpWaY/jDAlFoCU2oJrIVVzhdIBSi6aKCK0UIZ4wdFhC8EGb8mRkRETcc1kmfg60BNYbfbUVRUVCsxW1VVVWusIAjQ6XQoKSmBxVJ3Gy2NRoOnn36arQmIqF2pafESHR0NlUrl7nA6tIa+Fg1dIzWqEjYiIgLJyclYtGgRdu3aVas1wdixY/HBBx8wAUvkwdTxOgTO6o2SralOFbFSrRJ+U7o6JWABQOqrgFe/IHj1q24zYi2pgin1alLWZjDDnGaAOc0A7LgEQS6BIkoDZYwfVDF+kHf2gSDhrrlEREREHZFEIoFOp4NOp0OfPn0AAKIooqSkxCkpe/nyZVRUVKCgoOCGcxqNRmRkZCA6OrqlwyciImqyRjd07NatG3755RdkZWXh6NGjMBqN0Gg06N+/P5OvRG2EOl4HVWwgTGkG2EvNkPgqoIzWNihZKvNTQTZIBe9BwRBFEbbCKlRdSciaUg2wl1tgulgC08USGAEIKimU0dVVsqpufpB18mJSloiIiKgDEwQB/v7+8Pf3d7QVEEURpaWl2LdvH/bt23fDOXbu3Il+/fqhS5cu0Ol0rIolIiKP1eRddcLDwxEeHt4csRCRGwgSAaoYv6bNIQiQ6dTw0anhMywUoijCmldxJSlrgOmPEohVNlSdLULV2SIYAEi85dUbfMX4QRnjB1mgCoLApCwRERFRRyYIAjQaDXr06NGgJGxmZiYyMzMBAGq1Gl26dEGXLl0QGRmJ0NBQSKXcs4CIiDwDtzYnomYnCALkId6Qh3jDN6EzRLsIy+UymFJLUJVa3bLAXm5B5Qk9Kk/oAQBSrcKRkFXGaCHzY+8bIiIioo4qMjISGo0GRqOxzjFeXl4YNGgQMjMzkZWVhcrKSpw/fx7nz58HUL1pWHh4OCIjI9GlSxeEh4dDqVS21lMgIiJy0qAk7Lx58yAIAl5//XUEBwdj3rx5DZpcEATHrq5E1HEJEgGKcF8own3hOzoCotUOc1YpTClXkrKXjLAZzKg4ko+KI/kAAFmg6mpStqsWUl+Fm58FEREREbUWiUSCyZMnY9OmTXWOufPOOx1tDKxWK3JycnDp0iXHT2VlJdLT05Geng6g+v1paGioo1q2S5cu8PHxaY2nQ0REBEEURfFGgyQSCQRBwNmzZ9GjR48G99kRBAE2m63JQXYU3HGWOiq72QZzhhGmP6o3+jJnlQJ25zGyYC+orlTJKqO1kHjJ3RMsERG1Oq6RPANfB3KHM2fOIDEx0akiVqPRYPLkyY4ErCt2ux16vR6XLl1CRkYGLl26BIPBUGtcYGCgo31Bly5d4O/vzxZZRORWVVVVSEtLQ3R0NFQqfkPUnRr6WjR0jdSgSti0tDQAQOfOnZ0eExE1B4lCClV3f6i6+wMA7FVWmNKNMKVUb/RlySmHNa8CZXkVKNt7GRAAeZhP9SZfMVooorSQKNnvi4iIiKi9iY2NRa9evZCRkYGysjL4+PggMjLyhoVBEokEnTp1QqdOnTB48GAAgMFgcCRkL126hPz8fBQWFqKwsBBHjx4FAMf8NZWywcHB3OyLiMgNKioqsHr1anz77be4cOECrFYrdDodoqOjMXLkSCxYsAAxMTEur01LS0OfPn1QXl6ORYsW4cMPP2zl6F1rUBI2MjKy3sdERM1JopJB3SsA6l4BAABbucVRJWtKLYG1oBKW7DJYsstQ9msWIBGgiPC9utFXFw0EORfLRETUcL/88gt27tyJvXv3IisrC3q9Hl5eXggKCkKfPn0wevRo3HnnnQgJCXF3qEQdjkQiQXR0dJPn0Wq16Nu3L/r27Qug+g1+Zmamo1r28uXLKCsrw+nTp3H69GkAgFKpREREhKNaNiwsDHI5v5FFRG2f3S4i52IJyo0meGuUCO3uB4nEM74JUFpaipEjR+LEiRPo1q0bZs2aBT8/P2RmZuL06dNYsWIFYmJiXCZhRVHE3Llz3RD1jTVqY66XX34ZY8aMwa233lrnmOTkZPzyyy9YunRpo4MjIgIAqbccXn108OqjAwDYjCaYUg2oupKUtRWbYM4wwpxhROnOTEAmgTJK40jKKjr7QpB6xj8mRETkOcrKyvDee+9h7dq1uHTpEmq6dKlUKgQEBKCyshKnTp3CiRMn8OWXX0Imk2Hq1Kl45plnkJCQ4OboiaipvLy80LNnT/Ts2RMAYLFYkJ2d7aiWzczMhMlkQkpKClJSUgAAUqkUYWFhjmrZiIgIqNVqdz4NIqKblno0H799cxHlJSbHMW8/JUbd1x0xAzq5MbJqq1evxokTJzB//nysXbu2VpuYtLQ0mEwml9f+4x//QHJyMt588008++yzrRFugzUqCbts2TIsW7as3iRsUlISli9fziQsETU7qUYJrwGd4HXlHwdrUZWjSrYqtQT2Ukt1K4OUEgAZEJRSKKO1jqSsPMQbgod8wkdERO7x4YcfYtmyZcjPz0e/fv2wcOFCDB8+HIMHD3baqEcURVy8eBEHDhzAtm3b8OOPP+L777/HtGnTsGrVqmapziMizyCXyxEVFYWoqCgAgM1mQ15enqN9QUZGBsrLy5GZmYnMzEzHdcHBwU59ZdkzmYg8WerRfCR+dKrW8fISExI/OoXJi+Ldnojdt28fAODxxx932ae7rvVXSkoKnn/+efz1r3/FgAEDWjTGxmhUErYhzGYze+cQUauQBaggCwiB95AQiKIIa0GlIylr+sMAe4UVVeeKUHWuCAAg8ZJVJ2W7+UEZ4wdZkJobMBARdTBPPPEEHnzwQfzlL39BXFxcneMEQUCPHj3Qo0cPPPTQQ6isrMRXX32FN954A59//jkLDojasZqq17CwMNxyyy0QRRFFRUVOfWWLioqQl5eHvLw8HDp0CADg5+fn1FdWp9NxrUlEzUIURVjN9hsPrIPdLuK3by7UO+a3by4ivFdAk1oTyBSSJv29FxBQ3ZowJSUF/fv3b9A1drsdc+fORWRkJJYuXepI5HqSRidh6/tlms1m/PbbbwgODm7s9EREjSIIAuSdvCDv5AWf4WEQ7SIsueVXkrIGR1K28nQhKk8XAgAkvvIrm3xdScoGcAdKIqL27ty5c3Vu5lAftVqNefPmYfbs2cjKymqByIjIUwmCgMDAQAQGBmLgwIEAqvsWXlspm5eXh5KSEpSUlOD48eMAqtse1CRkIyMjERISAqmUm8oS0c2zmu34+Kk9LXqP8hIT1j3za5PmWPjuaMibsHn2jBkz8OWXX2L+/Pk4fPgwJk6ciAEDBsDf37/Oa1avXo29e/ciKSkJSqWy0fduSQ1Ownbt2tXp8d///nd88skntcbZbDbo9XpUVVXhkUceaXqERERNIEgEKMJ8oAjzge+ocIg2O8zZZVeTsulG2EstqDxWgMpjBQAAqb/ymqSsFlKNZ/4FTkREjdeYBCwA6PV66HQ6SKVSblZLRPD19UVcXJyjor6qqgpZWVmOatns7GxUVFTg3LlzOHfuHIDqtgfh4eGOatnw8HAoFAp3Pg0iIo8ybdo0vPnmm3j55ZexcuVKrFy5EkD1+m3y5Ml46qmn0L17d8f4Cxcu4IUXXsBTTz2F4cOHuyvsGxLEmh0IbiAqKspR/Xrp0iVoNBr4+fnVGieVShEQEIBx48bhxRdfhLe3d7MG3J4ZjUZotVoYDAb2ESJqJaLFDtMloyMpa84sBezOfy3KgtRQXqmSVXbVQurNHXGJiFpTS62RNmzYgHnz5jV4vF6vx7hx43DixIlmi6Et4VqV6OZZrVZcvnzZUS176dIlVFVVOY2RSCQIDQ11VMt26dKF76OJOrCqqiqkpaUhOjoaKpXztzSb2o7g8sUS/Pv94zccd+fj/RDW3a/R92lqO4IapaWlSExMxN69e3H48GEcOHAAFosFKpUK33zzDaZOnQq73Y6RI0ciPz8fJ06cgJeXFwBg9+7dGDt2LBYtWoQPP/ywUfev77W4VkPXSA2uhE1PT3f8WSKR4JlnnmEPLCJq8wS5BKorVa8AYDfZYM4woupKT1lLdhmsBZWwFlSifH8OAEAe6l2dkO3mB2WUBhJVi7XXJiKiFrRo0SL4+fnhT3/60w3HFhUVYfz48Th9+nQrREZE7YVMJnMkVoHqnoUFBQWO9gWXLl2C0WhEdnY2srOzHT0MdTqdU19ZPz8/9pUlour2e034mn9EbAC8/ZQoLzHVOcbHX4mI2Kb1hG0uvr6+mDFjBmbMmAEAMBgMWLJkCdasWYP58+cjOzsba9aswf79+7Fz505HAtZTNbgS9loZGRnw8/ODVqttiZg6LFYXEHkee4UFprTqStmq1BJY8yqcB0gARbjvlUpZLZSRGgjy+v9RFO0iTGkG2EvNkPgqoIzWQvCAf+CIiDxVS62RQkNDUVJSgn//+98YP358neNqErDHjx/H4sWLsWbNmmaLoS3hWpWoZZSUlDht9lVQUFBrjEajceorGxQUxI2widqphlZfNlbq0XwkfnSqzvOTF8UjZkCnZr9vcxFFEdHR0cjIyMDhw4fxj3/8A59++ukNr5s2bRp++OGHm7qX2yphr8X+V0TUUUi85FDHBUIdFwgAsJWaYfrDcKV9QQmshVUwXyqF+VIpSndlAlIBii4aqGK0UHbzgyLcF4Ls6gK58pQeJVtTYTOYHcekWgX8psRAHa9r9edHRNSRbdu2DaNHj8Zdd92FHTt2YOjQobXGFBcX47bbbsPx48excOHCDpuAJaKW4+fnBz8/P/Tr1w8AUF5ejszMTEe1bE5ODoxGI06dOoVTp6oTJyqVChEREY5q2bCwMMhk/HYWEd1YzIBOmLwoHr99c9GpItbHX4mR93b36AQsUF0NfG3F6+jRo13+/ZeTk4P//ve/6NWrFxISEjBgwIDWDNOlRlXC1ti3bx927NiBy5cvw2SqXcosCALWr1/fpAA7ElYXELU91pKq6g2+riRlr02uAtXtDhTRWqhitBABGH9Kr3OuwFm9mYglInKhJddI+/btw4QJE6BWq7Fnzx7ExsY6zhUXF2PChAk4cuQI5s+fj7Vr1zbrvdsarlWJ3MNsNiM7O9tRLZuZmQmLxeI0RiaToXPnzo5q2YiIiBapoCOiltfSlbA17HYRORdLUG40wVujRGh3P49oQQAAH330EQYOHIghQ4bUOrd582bcc8890Gq1yM3NhVLpeiPtNt0T9lpWqxX3338/Nm/eDFEUIQgCrs3l1jxmEpaI2juZnwqyQSp4DwqubpJeWOVIyJpSDbCXW2C6UAzTheIbzlWy9Q+oYgPZmoCIqBUNHz4cmzdvxtSpUzFp0iQkJSUhMjISJSUlmDhxIo4cOYI5c+Z0+AQsEbmPQqFAdHQ0oqOjAQA2mw25ubmO9gUZGRmoqKhARkYGMjIyAFS/Jw8ODna0L+jSpQt8fX0bfE+73Y6MjAyUlZXBx8cHkZGRbH9A1M5IJAI69/R3dxgu/fTTT1i8eDG6deuGhIQEhIWFoaysDMeOHcNvv/0GiUSCNWvW1JmA9VSNSsKuWrUK3333HebNm4f//d//xeDBg/H000/jvvvuw6+//ooVK1bgtttuw8qVK5s7XiIijyUIAuQ6NeQ6NXyGhVYnZfMqUJVagooTelgyjPVebzOYYEozODYJIyKi1jFx4kR88cUXmDlzJiZMmIAtW7bgoYcewu+//46HH36YRQVE5FGkUik6d+6Mzp07Y/jw4RBFEYWFhU6bfRUXFyM3Nxe5ubk4ePAgAMDf399ps6/AwECXm32dOXMGiYmJMBqvrl01Gg0mT57s9G0BIqKWsnLlSiQkJGD79u349ddfkZNTvUl2586dMXv2bDzxxBMYNGiQm6O8eY1qR9C3b18AwIkTJwAAEokEy5Ytw9KlSwEAp0+fxtChQ/HOO+9g0aJFzRhu+8aveBG1XxXH8lH09fkbjvMdEw7NxChWwxIRXaO11kjr1q3DwoULIZVKYbPZ8MADD+Dzzz/njuRXcK1K1HYYjUZHpeylS5eQm5tba4y3t7fTZl/BwcE4f/48Nm3aVOe89957LxOxRC2stdoR0I15RDuClJQULFiwwPFYEASnnjRxcXGYMmUKPvjgAyZhiYgASHwVDRpXujsLFccK4DUoGN6DgyHz5z+6REQtJT8/3+nx1KlTcf78eaxatQoTJ07EW2+95XKX8k6dPHvDCiIijUaD+Ph4xMfHA6hOJGRmZjoqZbOzs1FeXo6zZ8/i7NmzAAC5XA673V7vvImJiejVqxdbExARNUKjkrAKhcJpJzIfH59ai9jIyEhs3bq1adEREbUTymgtpFpFrY27riUoJBAFAbYSE0p/uYTSnZegjPGD95BgqGN1EORc7BIRNaeQkJA6q1y3b9+O8PDwWscFQYDVam3p0Do0u92G7LOnUVZSDB8/f3TuHQeJROrusIjaNJVKhe7du6N79+4AAIvFgsuXLztVy7rabPt6RqMRGRkZjv60RETUcI1KwkZERCAzM9PxuFevXvj1118dm3EBwP79+xEQENA8URIRtXGCRIDflBgUfnG2zjEB9/aEqqc/Kk8XovxwHkwpJY4fQZ0Kr/5B8B4cAkVnn1aMnIio/br11lvZasDDXDywFzs3foyyIr3jmE+ADuPmLET3YSPcGBlR+yKXyxEZGYnIyEgA1RtxJScn45dffrnhtT/88ANiYmIQGhqKsLAwdOrUCXK5vKVDJiJq8xqVhB09ejR+/PFHR9L1vvvuw3PPPYc777wTt99+O5KSkpCUlIR58+Y1d7xERG2WOl6HwFm9UbI11akiVqpVwm9KV6jjdQAAr/6d4NW/E6xFVSj/PQ8Vh/NgM5hQvi8H5ftyIA/zhveQEHj1C4LEiwteIqLG2r17t7tDoGtcPLAXW955vdbxsiI9trzzOqY+u4SJWKIWIpFIXFb/u2IwGHDkyBGnazt16uRIyoaGhiI4OJiJWSKi6zQqCTtv3jzYbDZkZWUhIiICTzzxBHbv3o1///vf+OmnnwAAQ4cOxYoVK5o1WCKitk4dr4MqNhCmNAPspWZIfBVQRmtdbsQlC1BBOyESmvFdYEopQfnhXFSeLoTlcjlKfkxFyX/+gDpOB+8hwVB29eNmXkRE1GbZ7Tbs3PhxvWN2ffoxYoYMY2sCohYSGRkJjUYDo9FY5xgfHx9MnjwZeXl5uHz5MnJyclBRUYHc3Fzk5ubi6NGjAKoTs0FBQU6J2ZCQECZmiahDa1QSduDAgfjggw8cj+VyObZs2YLDhw8jNTUVkZGRGDp0KJt1ExG5IEgEqGL8bm58D3+oevjDVm5BxbF8VBzKgyW3HJXHC1B5vABSfyW8BwXDa3AwZH7czIuIiNqW7LOnnVoQuFJaqEf22dOIiOvbSlERdSwSiQSTJ0/Gpk2b6hxz++23IzY21rHhlyiKMBgMyMnJcSRlL1++jIqKCuTl5SEvLw/Hjh0DUN1TOygoyJGUDQsLQ3BwMBSKhm1gey273Y6MjAyUlZXBx8cHkZGRzD8QkcdrVBK2LoMHD8bgwYObc0oiIrqG1FsO34TO8BkRBkt2GcoP56HiWD5sxSYYd1yC8ZdLUHbzg/eQEKhjAyHIuBglImqosrIyrF+//v+zd9/hUVbp/8ff0yd1Jr0RkpBQEnqvCqIIioAFEOmu2Na6/tZ1xVUBFXXdr2V3de0Cogh2UIkovfceSoAU0vukTqY9vz+GBMZUQiaZJOd1XbkMM+d55gwjyZnP3M99OHr0KOnp6ZjN5hpjZDJZo3omClentKiwWccJgtA0cXFxTJ8+nfj4eIeKWG9vbyZMmEBcXJzDeJlMhl6vR6/XExsbC9iD2eLiYodQNjMzk7KyMnJycsjJyakRzP6xYra+YDYhIaHR8xMEQXAlzRrCCoIgCC1DJpOh7uSFupMX+olRVJzIp2x/FpUXDFQmFlGZWITcXWnvLzs4GHWIR2tPWRAEwaUdPHiQCRMmUFBQgCRJdY4TG3k5h6fep1HjjsT/hF9YOIGRXZw8I0HouOLi4ujRo0eTK01lMhk6nQ6dTlcjmP1jxeyVwezRo0erj/f393eomK0KZhMSEmqt1C0uLmbNmjVMnz5dBLGCILgsmVTfKvOSpm6wJZPJ+OSTT5p0bEdUXFyMTqfDYDDg7e3d2tMRBKENsuRX2DfzOpjtsPmXKswTj8FBuPcNRO4mPn8TBKFtaYk10ogRI9i3bx+vvvoq99xzDyEhISgUovfolZz5OthsVj565L4GWxJU6TZ0JMOnzcQ/PKJZ5yEIQsuRJImSkpIaFbOlpaU1xspkMvz8/DAYDLVepVDF29ubJ598UrQmENo0o9FIUlISUVFRaLWi1Vxrauxr0dg1UqNC2Kb+AJPJZFit1iYd2xGJEFYQhOYi2SQqEwspO5BNRUI+WC/9qFfKce/lh/vg4Do3BJNsUqM2DhMEQWgpLbFGcnNz46677mLlypVOOX974OzXIXHvLta+ubTO+2+Y/wCZiWc4vWsbSBLIZPQYcT3Dp87ENzSs2ecjCELrqK1itrZgti7z5s0jKirKiTMUBOcSIazraO4QtlHlUElJSVc/U0EQBKHVyOQytN190Xb3xVpqovxILmX7s7Bkl1N+JJfyI7kofLX2zbwGBqHUawCoOJFH0brzDlW0Cp0a/aRo3Hr5t9bTEQRBcDo/Pz8CAgJaexodWtehI5j81EI2LfvQoSLWy8+fG+Y9QNehI+AWGHr7NHZ98yWJe3dxeudWzuzaTtz1NzDsrnvQBwW34jMQBKE5eHt74+3tTffu3atvKykpYdeuXezevbvB43/77Td69uxJeHg4oaGhKJXiKjBBEFxDoyphhZYhKmEFQXAmSZIwp5VSdiCL8iO5SJWXrlSQgaarD6ogd0q3p9d5vN/sWBHECoLQKlpijfT444+zdetWDh8+LC5jrUNLrVVtNivpp05SWlSIp96HsNieyOU1W0NkJ51n19dfcOHgPgDkCgU9x9zEsDvuxjsg0GnzEwShdSQlJbF8+fKrOkahUBAaGkp4eHj1l6enp5NmKAjNQ1TCuo5WaUcgtAwRwgqC0FJsJisVJ/Io25+NKcnQqGMUOg3BzwwWrQkEQWhxLbFGKi0tZezYsURHR/Ovf/2LsDBxefsfuepaNfPcGXZ9/SXJRw4CIFco6X3jeIbeMQ0vX/HhoSC0Fzabjbfffpvi4uI6x3h4eDB8+HDS0tJITU2lvLy8xhgfHx/Cw8Pp3Lkz4eHhBAQEiA/fBJciQljX4RIh7LZt2xo99vrrr7/a03dYrrqwFQShfbPkVWD4PYWKI7kNjvW/vzfaaL3zJyUIgnCFllojHT58mBtvvBGDwYBer0en09UYI5PJOH/+vNPm4Mpcfa2afjqBXV+vJPXEMQAUKhV9x93KkClT8dD7tPLsBEFoDgkJCaxZs6bO+6dPn05cXBxgvwqsoKCAixcvVn/l5OTUOEaj0dCpU6fqStlOnTqh0Wic9hwEoSEihLUrLy/n7bff5ptvvuHs2bNYLBb8/f2Jiopi1KhRLFiwgOjoaAAWLVrE4sWLaz2PRqPBaDQ2aQ6t0hP2j8aMGYNM1rhKKLExlyAIgmtT+rvh1sO3USFs5bkiNJHeyBSiWkAQhPZl48aNTJo0CaPRiEqlwt3dndpqFcRFZK4rrEcc055fysWTx9i5ZiXppxM49MuPHPs9nn7jJzJ48l24e9cM1gVBaDvi4uKYPn068fHxDhWx3t7eTJgwoTqABfuHZn5+fvj5+dGvXz8AKioqSE9PJzU1lYsXL5KWlkZlZSXnz5+v/oBNJpMRFBTk0MJAr9c3OgMRBOHalZSUMGrUKI4dO0ZMTAyzZ89Gr9dz8eJFTp48yWuvvUZ0dHR1CFtl3rx5REZGOtzmSn2hmzSTF154odYfQAaDgUOHDrFt2zYmTpzIoEGDrnmCgiAIgvPJvdSNGley+SKluzPR9vDBLdYPbXcf5FrX+aUmCILQVM888wySJPHVV18xdepUcWlqGxbesw93L3qdlONH2LV6JZnnznBg3Xcc/W09A26ZzKDb7kArekIKQpsVFxdHjx49SElJobS0FE9PTyIiIhr1c9vNzY2YmBhiYmIAe9FYTk6OQ7VsUVERWVlZZGVlsX//fgA8PT0dQtmQkBCXCnYEoSka24O9Nbz99tscO3aM++67j48++qhGBpmUlERlZWWN4+bPn8+YMWNaaJZXr0k/NRYtWlTv/d988w3z58+vsxRYEARBcC2aKB0KnRqrwVTnGJlKDioZUrmFiiO59spZuQxNFx3aWF/cYv1Q+nbcy2UEQWjbEhISmD17NtOnT2/tqQjNQCaTEdmnPxG9+5F0+AA716wkJ+k8e79fzeH4dQyceDsDJ05B4+7R2lMVBKEJ5HI5UVFR13wehUJBSEgIISEhDBkyBLBfVnxlKJuZmUlpaSmnTp3i1KlT1ceFhYU5BLMeHuLnidB2JO7dxaZlH1JakFd9m6evP2PnP0DXoSNacWZ2u3fvBuDRRx+ttQi0Of79twanfHQzdepUli9fzrPPPsuvv/7qjIcQBEEQmpFMLkM/KZr8lafqHON7d3e0cX6YUoupOFWAMSEfS24FleeKqDxXhGHdBVTB7mhj/XCL80MV5ik28RIEoc0ICAjAzc2ttachNDOZTEaXAYOJ6j+Ic/t3s+vrL8lLTWb3N19yeP1aBk26k/63TEKtFa+9IAh23t7e9OzZk549ewJgNpvJyMjg4sWL1W0MKioqSE1NJTU1tfo4X19fhw2//P39xVUVgktK3LuLtW8urXF7aUEea99cyuSnFrZ6EOvr6wvAuXPnqtuJNMb27dvZt28fCoWCHj16cNNNN7lUj2en1c/Hxsby/vvvO+v0giAIQjNz6+WP3+xYitadd6iIVeg06Cd1wa2XfYdpTaQOTaQObonCnFeB8VQ+FQkFmJINmLPKMWeVU7L5InIvFW49/NDG+qKJ0SNXu8alLYIgCLWZNWsWX3/9NRUVFSKMbYdkMhldh4wgZtAwzu7dya41X1CQkcaOr1Zw8JcfGTL5LvrefCsqjbiiQxAERyqVioiICCIiIgB7b/D8/HyHatnc3FwKCgooKCjg6NGjAGi1WocNv8LCwlwqDBLaJkmSsNRyGX5j2WxWNn32Qb1jNi37gM69+15TawKlRnNNfZSnTZvGF198wX333ceBAwe4+eab6d+/Pz4+9W+0+cILLzj8OSQkhOXLlzNu3Lgmz6U5ySQn7S4wbtw49u/fT1FRkTNO3y65+o6zgiB0DJJNojLJgK3EhNxLjSZK16iKVmuZGePZQoyn8jGeKUSqvLwxo0wlRxOjt/eRjfVF0cgetIIgCNAyaySTycTdd99Nfn4+S5cupV+/fniKvqEO2tNa1WazcnrnNnZ/8yVFWZkAeOh9GHL7NPrcOAGlWvyeEgSh8SoqKhxC2fT0dMxms8MYmUxGcHCwQwsDnU4nNvwSajAajSQlJREVFYVW6/jhoNlo5N/zprbSzBrv8eXfoNJe2webb7zxBkuWLKG0tLT6tujoaCZMmMATTzxB165dq2//4YcfKC4uZvTo0QQFBZGWlsZXX33F0qVLkSSJPXv20Ldv36ueQ32vxZUau0ZqUgh7Zcn9lSwWC+np6Sxbtoxly5YxZcoUvvvuu6s9fYfVnha2giB0bJLFRmWSgYqEfIynCrAWOX5aqw73Qht3qY9skLtYfAqCUK+WWCMpFPZqD0mS6v2ZJJPJsFgsTpmDq2uPa1Wb1crJbRvZ8+1qinOzAfD082fYHdPpdcM4FEpVK89QEIS2yGq1kp2dXR3KpqamUlxcXGOcl5dXdSDbuXNngoODq38fCR2XCGEvKykpIT4+nl27dnHgwAH27t2L2WxGq9WyevVqJk+eXO/xH330EQ888ABTp07l66+/vurHd4kQVi6X17s4lSSJqKgoNm3aVF2yLzSspRa2VpvEvqQCckqMBHppGRLli0L0bRQEwUkkScKcVY4xIZ+KU/mY00od7lf4aOwVsnG+9qpbheidJQiCo5ZYI40ZM6bRHwht3rzZKXNwde0xhK1itZg5sfl39ny/mtJ8+yYl3gGBDLtzBnHXj0UhdkEXBOEaGQyGGht+/TGOUSqVNTb8cnd3b6UZC62lvuDvWtsRpJ06wXevLWpw3J1/X0Sn2F5NfpxrbUdQF4PBwMKFC3nvvffw9/cnPT0ddT1Xr5hMJjw8PAgICCAjI+OqH88lQtj58+fX+pcpl8vx8fFh0KBB3H777fVOUKipJRa28ScyWbwugUyDsfq2EJ2WFyfFMaFXiFMeUxAE4UrW4kr7xl6nCjCeKwKLrfo+mVaBtrsvbrG+aLv5IHcXFUiCILTv8K8t6Qivg8Vk4vimX9n7w9eUFRYAoA8KYfjUe+gxavQ19ccTBEG4kslkIiMjo3qzr4sXL2I0GmuM8/Pzq97sKzw8HD8/P7HhVzvX2OCvKWw2Kx89ch+lBXl1jvHy82fBfz9x2d95VYWfKSkpHDhwgIEDB9Y73tfXF5vN1qR2qS4RwgrO4eyFbfyJTB5eeYg/vuBVcfr/Zg8QQawgCC3KZrJSmVhExal8jKcLsJVe0TtLbt8ETBvnh1usL0o/sVGOIHRU7SH8i4yMJCUlpdb7HnzwQYcNbRctWsTixYtrHavRaGp9k16f/fv38+KLL7J7925MJhM9e/bkySefZObMmVd1nvbwOjSW2VTJ0Q2/sO/Hb6goNgDgG9qJ4dNm0n3YKGQiABEEoZnZbLYaG37l5dUMytzc3Gps+FVfJaDQ9jgzhAVI3LuLtW8urfP+yU8tpOvQEc3+uM0pLi6OU6dONRjCJiYm0q1bN/r27cuRI0eu+nGaO4QV19V0EFabxOJ1CTUCWAAJexC7eF0C4+KCRWsCQRBajFytwK2nH249/ZBsEqa0EowJBVScyseSXU7lBQOVFwwYfrqAMsjdXiEb64c63KtRm4UJgiC4Ep1Ox5NPPlnj9kGDBtU6ft68eURGRjrcprzKy+K3bNnC+PHjUavVzJgxA51Ox3fffcesWbNITk5m4cKFV3W+jkKl1jDotjvoc9MEjvz6M/vXfktBRho/v/NP9n63mhHTZhEzZLjoaS4IQrORy+UEBAQQEBDAgAEDACgvL6+x4VdFRQWJiYkkJiZWH1fbhl+CUJeuQ0cw+amFbFr2oUNFrJefPzfMe8AlAtgPPviAAQMGMHjw4Br3fffdd5w+fRq9Xk+vXr0oKSkhKSmJPn36OIwrLCzkvvvuA+Cee+5pkXk35JoqYcvKyvjxxx85cuQIBoMBnU5Hv379mDJlCh4eHs05zw7BmdUFu8/nc89Hexoct+r+YQyP9mvWxxYEQWgKS37FpbYF+VQmGeBy1wLkniq0PextCzRdfZCrXfNSGUEQmocz1ki33XYbixcvbvASttpUVFTw7rvv4uHhwcMPP9yoY6rC1OTk5AbHVlXCbt68mTFjxlz1/KpYLBZ69OhBWloau3fvpn///oB9k4vhw4dz5swZEhISHHYXrk9HqoT9o8rycg6t/5GDP/1AZXkZAIGR0YyYPpMuA4aIMFYQhBZhtVrJyspy2PCrpKSkxjhvb+/qzb7Cw8MJCgoSG361Ic6uhK1is1lJP3WS0qJCPPU+hMX2dJkWBLfffjs//vgjMTExjBw5ktDQUEpLSzly5Ajbt29HLpezcuVK7rnnHpKTk4mKimLQoEH07t2bwMBA0tPTWb9+Pfn5+YwbN46ffvqpSRXjLlMJu2rVKh599FGKioocmknLZDL0ej3vvvsuM2bMaOrphWaWU9K4y9YaO04QBMHZlH5ueI0Kw2tUGLZyM8azhfZQ9oy9bUH5gWzKD2SDUoY2xgdtrD2UVXhrWnvqgiC0ARcvXmTIkCGMGTOGOXPmcOeddzYYLB44cICVK1fy5ZdfUlpayvLly1totk2zadMmzp8/z7333lsdwIJ9N+7nn3+eGTNm8Nlnn7F0ad2XJAp2Gnd3ht91D/3HT+Lgz99z8Je15CSf54d/vkRwTDdGTptFRN8BIowVBMGpFAoFYWFhhIWFMWzYMCRJqrHhV1ZWFsXFxZw8eZKTJ08CoFKpHDb86tSp01Vv+GWz2UhJSaG0tBRPT08iIiJEb9o2Ti5XEN6zT8MDW8Hrr7/OyJEj+e2339i2bRuZmZkAhIWFMW/ePB577LHqD9J9fX155JFH2LNnD+vWraOoqAgPDw969+7N7NmzWbBggct8CNGkEHbdunXMnj0brVbLn//8Z6677jqCgoLIzs5m27ZtfPbZZ8yePRsvLy8mTpzY3HMWmiDQq3GfnjR2nCAIQkuSu6tw7xeIe79AJKuNyqRijKfyqUjIx1pYifF0AcbTBRR9D6pOnrjF+qGN9UUV4iHeEAuCUKsjR47w2WefsWTJEv70pz+xYMECevTowYABAwgKCsLHx4eKigoKCgpITEzkwIEDGAwG5HI506dP55VXXqnRKqAhlZWVLF++nPT0dHx8fBgxYgR9+/atc/z27dvZt28fCoWCHj16cNNNN6HRNP6Dpi1btgBw880317iv6ratW7fWO9/KK3ZgLi4ubvRjt1daT09G3j2H/rdM5sBP33M4fh1Z587y7asvEto9jpHTZ9O5l2u+oRUEof2pKoLT6/X07t0bsP/svnLDr7S0NIxGI8nJyQ5XYwQEBDi0MPDz86tz3ZyQkEB8fLzD7wFvb28mTJhAXFycU5+j0DF1796dp59+mqeffrrBsd7e3vz3v/9tgVlduya1Ixg6dChnzpxh3759dOvWrcb9p0+fZujQocTGxrJnT8OXwAt2zrzEy2qTGPX6JrIMxlr7wgKE6LTseGas6AkrCEKbIUkSluxy+8ZepwowXSzhyh9yCr3GXiEb54cmSodMKT6tF4S2yJlrJJvNxs8//8yyZcvYunUrBQUFNcbI5XL69OnD7bffzoIFCwgNDb3qx6lrY64JEybw+eef4+/vX31bXRtzhYSEsHz5csaNG9eox5w2bRrffPNNnZtWBAQEIJPJyMnJqfX4uubREdsR1KWsqJD9a7/h6Ib1WMwmAMJ79mHE9Fl06tGzlWcnCIJg/z2Xl5fnUC2bn59fY5ybm1t1INu5c2dCQ0NRqVQkJCSwZs2aOs8/ffp0lwhi21Olbku1IxAa1tztCJoUwrq7uzN37lyHXVz/6MEHH+Tzzz+nvLz8ak/fYTm7z1b8iUweXnkIoNYg9tZewbw7S1xGJQhC22UtMWE8XUBFQj6V54qQzJcbyco0CrTdfNDG+eHW3Qe5u6oVZyoIwtVoyV6kp06dIi0tjfz8fNzc3AgICKBnz57XvMnJkiVLGD16ND179kSj0ZCQkMDixYtZv349w4cPZ+fOndVrsB9++IHi4mJGjx5NUFAQaWlpfPXVVyxduhRJktizZ0+9FbRVbr75Zn777TcSExOJiYmpcX90dDRpaWkO1a5Xqq0SNjw8XISwtSgtyGfvD2s4vvFXrBYLABF9+jPy7tmExHRv5dkJgiA4KisrcwhlMzIysFz62VWlasOvvLw8TCZTnefy9vbmySefbNXAs71V6ooQ1nW4RAgbHBzM/Pnzee211+oc88wzz7BixYrqvg1Cw1riDUb8iUwWr0sg03C596uXVkmJ0f4Dd8GoKJ6bGCuCWEEQ2jybyUrluSJ7KHsqH1uJ+fKdclBH6HCL9UUb54fK3631JioIQoPa64ZQNpuN0aNHs2PHDn766acG23h99NFHPPDAA0ydOpWvv/66wfNfawj7R+31dWhOxXk57P1uDSe2/IbNagWgy4DBjJg+m6Co6FaenSAIQu0sFkuNDb9KS0sbfXyfPn0IDg5Go9HU+NJqtWg0GtRqtVOC2rZSqXs1RAjrOlwihL3//vvZvXs3R48erbW5rcVioV+/fowcOZIPPvjgak/fYbXUwtZqk9iXVEBOiZFALy1Donz5fHcyi9YlADBraGdemtILuWhLIAhCOyHZJMzppVQk2NsWmLPKHO5XBrjZK2RjfVF39kYmfv4Jgktpz+Hfp59+yn333cezzz7b4AZZJpMJDw8PAgICyMjIaPDc19qO4I/a8+vQ3Iqys9jz7VckbNuEJNmvyogZPJwR02cR0DmydScnCILQAEmSKCoqYteuXezfv7/ZzqtWq2sNaOsKbmv7ujLMtdlsvP322/X2LHeFSt2rJUJY19HcIWyTNuZ64403uOmmm7jlllt46aWXGDp0aPV9e/bs4fnnn8fNzY3XX3+9KacXnEwhlzE82s/htvkjo3BXK3nmu2N8sTeVCrOVf97VB6Wi7fygEgRBqItMLkMd7oU63Avd+EgsBUb7xl6nCqi8YMCSW0Hp1jRKt6Yh91Ci7X6pj2xXH+Qa19hJUxCE9qmqF2xjWnip1Wq8vLwa3e6ra9euACQmJtYIYQsLC8nLy2PEiBFXOWOhMfRBwUz485MMuX0ae75dxamdWzm3fzfnDuyh+7BRDJ82E7+w8NaepiAIQq1kMhk+Pj7ExcU1KoTt3r07Go2GyspKjEZjdTubqi/rpSsDTCYTJpOJkpKSa5pfVSArk8ka3DSyuLiYlJQUoqKirukxBaE5NCmEHTBgACaTicOHD7Nx40ZUKhV+fn7k5+djNtsv9wwJCWHAgAEOx8lkMs6fP3/tsxacYvrgcDQqOU+tOcp3h9KpNNt46+5+qMVGNoIgtDNKXy2eI8PwHBmGzWjBeKbQHsqeLsRWZqH8UA7lh3JAIUMbo0cb64s21g+lrvG7kguCIDTG3r17AfvGXQ1JTEyksLCwUf1gAUaPHs2rr77Khg0bmDFjhsN9GzZsqB4jOI9vaBi3PvZXht4xnV1ff8nZPTs4s3s7Z/fsJHbUaIZNvQef4Kvf6E0QBKElRERE4O3t3WCl6d13311vpanFYqkzoK3v9j/eZ7PZryz4Y8/yhpw4cQIPDw/8/f3bVEWs0P40qR1BZGRkk3uGJiUlNem4jsBVLvH69WQWj315GJPVxtgegbw3awBalagEEwSh/ZOsNiqTizGesveRteYbHe5XhXna+8jG+qEK9RD9swWhhbjKGqmpEhISCA0NRa/XO9y+Y8cOxo0bhyRJnD17ls6dO1NSUkJSUhJ9+vRxGFtYWMiUKVPYvn07r732Gs8880z1fWazmfPnz6NSqYiOvtx31GKx0L17d9LT09mzZw/9+vUDoKSkhOHDh3PmzBlOnjxJt27dGvU82vrr4Apyki+w6+svOX9gDwAyuZyeo29k2J0z0AUGtfLsBEEQanKVnquSJFWHuVVfycnJ1R8qNoZarSY0NJSwsLDqL29vb5db04t2BK7DJXrCCs7hSgvbrWdzeWDFASotNkbG+PHR3EG4q5tUOC0IgtAmSZKEJbeiuo+sKbUYrviNqdCp0cba+8hqovXI2vFVA5JNojLJgK3EhNxLjSZKJ/rmCi3KldZITbFo0SL++c9/cuONNxIZGYlGo+HEiRNs2LABuVzO+++/z4IFCwBITk4mKiqKQYMG0bt3bwIDA0lPT2f9+vXk5+czbtw4fvrpJ9RqdfX5q46JiIggOTnZ4bE3b97M+PHj0Wg03HPPPXh7e/Pdd9+RlJTEyy+/zHPPPdfo59HWXwdXkn3hHDvXrCTp8AEA5AolvceOY+gdd+Pl59/KsxMEQXCUkJBAfHy8Q0Wst7c3EyZMaNVNrxrTE1atVhMUFERWVlb1ldtX8vT0dAhlQ0NDcXNr3U17RQjrOkQI24652sJ2z4V87lu2nzKTlUERPnx672C8tarWnpYgCEKrsJaaMJ4usPeRPVuIZLZV3ydTK9B206ON9UPbwxeFR/v5WVlxIo+ideexGkzVtyl0avSTonHrJYICoWW42hrpam3dupX33nuPQ4cOkZ2djdFoJCgoiFGjRvGXv/yFIUOGVI8tLi5m4cKF7Nmzh5SUFIqKivDw8KB3797Mnj2bBQsW1NgYt74QFmDfvn28+OKL7N69G5PJRM+ePXnyySeZNWvWVT2Ptv46uKKMs6fYueYLUo8fAUChVNLnplsYcvs0PH18W3dygiAIV7DZbKSkpFBaWoqnpycREREucWl/Yyt1rVYreXl5pKenV39lZ2dTWyTm6+vrEMwGBwejUrXc+l6EsK7D5UJYi8XC2bNnqx+oe/fuKJXXXjG5f//+WheLM2fObPQ5bDYb7733Hh9++CGJiYl4enpyww038Morr1RvVHCllStXsn37dg4ePMjx48cxmUx89tlnzJ8/v8ZYs9nM2rVrWbduHXv37iU1NRW5XE5cXBzz5s3jwQcfrLFAbogrLmwPpRYy/9N9FBst9OmkY8WfhqB3Vzd8oCAIQjsmmW0YzxdVb+5lK74cUCIDdYQ3brF+aON8UQW4t95Er1HFiTzyV56q836/2bEiiBVahCuukToi8To4T1rCCXZ+vZK0hBMAKNUa+t58K0OmTMXdW9fKsxMEQXBtTa3UNZlMZGVlOQSzhYWFNcbJ5XKCgoIcglln9pcVIazrcJkQtrCwkGeeeYYvv/ySioqK6tvd3NyYOXMmr776Kn5+fk05NVu2bGH8+PGo1WpmzJiBTqervmzqlVdeYeHChY06zwMPPMBHH31EXFwcEydOJDs7m9WrV6PVatm1a1eNf4yRkZGkpKTg7++Ph4cHKSkpdYawp0+fJjY2Fi8vL8aOHUv37t0xGAysW7eOjIwMJk2axI8//nhVvUVcdWF7It3A3E/3UVBmokewF5/fN5QAL7E5jSAIAtjbFpjTS6k4VYAxIR9zZpnD/Up/N7SxvrjF+qGO8EamqPl7wRUv95dsElmv73OogP0jhU5D8DODW32uQvvXkmuk77//nlWrVnH69GnKy8s5d+4cYF/7rV27llmzZhEWFubUObgqV12rtheSJJF64ig716wk8+xpAFQaLf0n3MagSXfi5iX+zgVBEOrSXJW65eXlpKenk5GRQXp6OmlpaZSXl9cY98f+sqGhoeh0umbpLytCWNfhEiFsYWEhw4cP5+zZs/j5+TFo0CCCg4PJzs7mwIED5OXl0bVrV3bv3o2v79VdRmOxWOjRowdpaWns3r2b/v37A44bCCQkJNRayXqlzZs3M3bsWK677jp+++03NBp7aLhx40bGjRvHddddx9atWx2O+f333+natSsRERG89tprPPvss3WGsOnp6axdu5Z58+bh7n65yqmsrIwxY8Zw4MAB1qxZw7Rp0xr93F15YZuYXcKsj/eSU1JJF38Pvrh/KCG61u2TIgiC4IosRcZLG3sVUHm+CKyXf83K3ZVou/uijfNF29UHuVbZopf7SxYbNqMFyWjFZrRgq7BgM1qRjJbqP1fdZ86rwJxa0uA5/e/vjTZa36zzFIQ/aok1ks1m45577uGbb74B7IUFFRUVWK1WALKzs+nUqRNLlizh2WefdcocXJ0rr1XbE0mSSD56iJ2rV5J9IREAtZsbA269nYETp6D18GzlGQqCIHQckiRhMBgcqmUzMjJq7S/r4eFRo7/slXlRY4kQ1nW4RAj71FNP8fbbb/Pss8/y3HPPOfxPVVFRwdKlS3nllVd48sknefPNN6/q3Bs2bGD8+PHce++9fPrppw73rV69mhkzZvDss8+ydOnSes8zc+ZMVq1axdatW7n++usd7rvllluIj4/nzJkzde4G21AIW59Vq1Yxc+ZMHnnkEf773/82+jhXX9gm55Ux6+O9pBdV0MnHjS8XDKOzX9u9zFYQBMHZbEYLxsRCjAkFGM8UYCu3XL5TIUMZ6IYls+Yn61WuvNxfkiQkk80hMHUMUK0N3ndlH9vmoo7yxnNoCJpoPQov0a5GcI6WWCP93//9H08//TQPPfQQr732Gm+++SYvvfRSdQgLMHbsWEwmEzt27HDKHFydq69V2xtJkjh/cB+71qwkNyUJAI2HB4Mm3sGAWyejdhPrcEEQhNZgs9nIzc11CGZzcnKw2WqutZvSX1aEsK6juUPYJjVv/eGHH6p7q/6Rm5sbL730Ert37+aHH3646hB2y5YtANx888017qu67Y8VrHWdx8PDg5EjR9a4b/z48cTHx7N169Y6Q9hrUfUPqjl647qSSH8P1jw0nFkf7SE5v5zpH+xm5YKhxASKT+MFQRBqI9cqce8dgHvvACSrhCm1mIpT+RgTCrDkVdQbwALkrzqN3FsNlfbqVJopQ5VpFMi1CmRaJXI3JXKtssafLSWVlO3IaPBcpqRiCpLs/bdUwe5oYnzQxOjRRHkj17Sv34NC+7Zs2TIGDRrEe++9B1Dr5YQxMTH8/PPPLT01oYOSyWTEDBpK9IDBJO7bxa6vvyQ/LZWda1ZycP1aBk+6k/7jb0Ml3qALgiC0qKoesUFBQQwYMACw7xv0x/6yBQUF1V/Hjx93OPbKVgYBAQEuscmZ4HxNeneUkZHBPffcU++YoUOHNqlKIDHRfslNbe0GfHx88Pf3rx5Tl7KyMjIzM+nVq1etm2NVnbuh8zRVVQVvbUHylSorK6msrKz+85VNpF1VmN6NNQ8OZ9bHe0nMKWXGh7v5/L6hxIaIaghBEIT6yBQyNFE6NFE6uLULZYeyKVxztv6DrBK2wkrH2+Qye2B6RXgq1yqvCFAVNb//w58b08NVskkYj+fV2xNW7qHCbUAgpvNFmDPKMGeVY84qp3RHOshlqDt7oY3Ro4nRow73QqYQi0vBdZ07d45HHnmk3jF+fn7k5+e30IwEwU4ml9Nt2ChihgznzO4d7P76Swoz09n+5TIO/vwDQ6ZMo8+4CajUYs8GQRCE1qJSqQgPDyc8PLz6tvLy8ureslVfVXlVZmYmBw8erD72j6GsYP/7e/vtt/nmm284e/YsFosFf39/oqKiGDVqFAsWLCA6OtrhmKSkJJYuXcqGDRvIyspCr9cTFxfHn//856tqF+osTQphdTodKSkp9Y5JSUlBp7v6nTwNBkP1Y9TG29ubtLS0az7HleOa04cffsj69esZO3Yst956a71jX331VRYvXtzsc3C2QG8tXz0wjLmf7uNkRjEzPtzDij8NoW+4vrWnJgiC0GY0djMrr5s6497bH7mbPWiVqeTN0vC/ITK5DP2kaPJXnqpzjM8dMdXtEqylJiovGKg8V4QxsRBrYSWm5GJMycXweyoytQJNFx2aGD3aGD3KIPcWeR6C0Fhubm4NfiCekpKCXq9vmQkJwh/I5QpiR46m+7BRnNqxhd3frsKQncWWFR9xYN23DLljOr3HjkfZwGWugiAIQstwd3cnJiaGmJgYwLG/bFU4m5GRgclkIiUlpTpn8/T0ZNSoURQWFuLp6YlKpUKlUtVaZHgtXHFz4ColJSWMGjWKY8eOERMTw+zZs9Hr9Vy8eJGTJ0/y2muvER0d7RDC/vbbb9x+++0ATJo0iS5dulBYWMixY8f4/fff224IO2bMGL7++mvmz5/PTTfdVOP+jRs38vXXX1c/+Y7i559/5tFHHyUiIoKVK1c2OP7ZZ5/lqaeeqv5zcXGxw6cmrszPU8OX9w9j/mf7OJxaxKyP9/LZvYMZHHl1G7EJgiB0VPJG9k/VROlQBXk4eTa1c+vlj9/s2Fo2DtOgn9TFYeMwhaca9z4BuPexf3Jvya/AeK6IyvNFVJ4rwlZuwXi6AOPpAgyA3EuFNlpvb1/QVY9SJyq4hNbVv39/fv31VyorK6s3dL1SQUEB8fHxNfYaEISWJlco6Dn6RnqMHM3Jrb+z59vVlOTnsunT99m/9luG3Xk3PUffhKKdtUYTBEFo62QyGXq9Hr1eT8+ePQF7f9m8vDyHatnS0lIkScJsNlNScnmjXIVCgUqlQq1WVwezTW1j0JKbAzfF22+/zbFjx7jvvvv46KOPahRvJCUlOVxZfvHiRaZOnUpYWBi///47nTt3dhhvsVhwBU36zfziiy/y888/M378eG699VZGjx5NUFAQ2dnZbNmyhfXr1+Pu7s4LL7xw1eeuql6tq0q1qtnttZ7jynHN4ddff+Wuu+4iKCiITZs2ERIS0uAxGo2m1kV+W6FzU/H5fUNZsHw/ey4UMPeTfXw0dxCjurb+P1hBEARXp4nSodCp673cX6HT2NsXtCK3Xv5o4/yu+lNypZ8bnn5ueA4NQbJJmDPL7FWy5wqpTCrGVmKm/Egu5Udy7eMD3KqrZDVd9MjdRHggtKzHH3+cO+64g6lTp/L+++873Hf+/Hn+9Kc/YTAYePzxx1tphoLgSKFU0ufGCcRdfyMnNm1g7/erKcnL5bcP/8u+H79h+F33EDtqDPJmrpwSBEEQmo9cLicwMJDAwED69+8P2KtAk5OT8fDwQC6XYzKZsFqt1V9Go7H6eKVSWR3KqtVqlEplg1ebVZzIq/VqN6vBRP7KUw6bA7eW3bt3A/Doo4/W+nyioqIc/rx06VKKi4v5/vvvawSw4Dp7NjVpFnFxcWzYsIH58+fz888/8/PPPyOTyZAkCYDo6GiWLVtWnexfjSv7tQ4cONDhvsLCQvLy8hgxYkS95/Dw8CAkJISkpCSsVmuNku36+s42RXx8PHfccQf+/v5s3ryZLl26NMt52wJPjZJl9w7hwc8PsvVsLn9avp//zRrAjbFBrT01QRAEl9aYy/31k7q4xCVBMrkMbbT+mo5Xh3miDvPEa3QnJLONytRiKs/Zq2RNaSVYciuw5FZQtjsTZKDqdLmfrCbCG5lS9JMVnGvKlCn8/e9/57XXXqNz5854eNgr0AMDA8nPz0eSJJ5//nnGjh3byjMVBEdKlYp+4yfS84abOPZbPPt+/BpDdhbx773F3u/XMHzqPXQfcR1yuQhjBUEQ2gKVSoVSqcTDwwPtpc0XbTYbJpPJ/lVWidlixmazYTabMFdcLuqQyWSolKpLoawK5aU2BlVBpmSTKFx7vt7HL1x7HnWM/preh1xrCzVfX/tV1ufOnaNfv371jpUkiTVr1uDn58fYsWM5ePAgW7duxWaz0a9fP8aOHesyG581OQoeMWIEZ86cYefOnRw+fJji4mK8vb3p378/I0eObPJf9ujRo3n11VfZsGEDM2bMcLhvw4YN1WMac56vvvqKnTt31rhs7Ndff230eRoSHx/P7bffjq+vL5s3b67u9dGRaFUKPpw7kMdXHebXk9k8+PlB3pnRn4l9Gq4GFgRB6Miu5nL/9kSmkqON1tuD3fFgq7BQeaHI3r7gXBGW3ArMF0swXyyhZPNFZCo56khvtDE+aGL0qEI8XCKcFtqfpUuXcsMNN/Df//6XvXv3YjQasdlsTJgwgccff5zx48e39hQFoU4qtYaBE6fQ58bxHNnwM/vWfkthZjq//Odf7P1+DSOmzaTrkBHIXOSNqCAIgtB4crkcrVaLWq4iY+nROsdJQOWlr6ayFZvIXLT7Gs4AoUtGIFM3/cO/adOm8cUXX3Dfffdx4MABbr75Zvr374+Pj0+NsUlJSRQUFDB48GAefvjhGlc09e/fn7Vr19KpU6cmz6e5yKSq8lUXYbFY6N69O+np6ezZs6c68S4pKWH48OGcOXOGkydP0q1bNwDy8vLIy8vD398ff//Lb1Y3b97M2LFjue666/j9999Rq+299zZu3Mi4ceO47rrr2Lp1a53zeO2113j22Wf57LPPmD9/fq1jqgJYHx8ftmzZQvfu3a/puVe1WjAYDNWbh7UlZquNv359lB+PZCCXwRtT+3LXwNb/n1wQBMHVuXJT/NZgKaq8VCVbiPFcEbZSs8P9cnclmmj95U2+/NxaaaZCS2mJNVJqaipqtZrg4GCnnL89aKm1qs0mkZlYRFlxJR7eGkK66pF34J+JTWWqKOfQ+nUc+Ok7KsvKAAiIiGLEtFlEDxrqUDRjs1lJP3WS0qJCPPU+hMX2FJWzgiAIrcRoNJKUlERUVFR1JWwVm8lKxgu7WmlmjRe6ZATyawhhAd544w2WLFlCaWlp9W3R0dFMmDCBJ554ovrq9j179jB8+HAUCgVubm785z//YcqUKRgMBpYuXcpHH33E0KFD2bNnz1XPob7X4kqNXSNdcwhrsVg4e/YsBoMBnU5Ht27drrnXwubNmxk/fjwajYZ77rkHb29vvvvuO5KSknj55Zd57rnnqscuWrSIxYsX8+KLL7Jo0SKH89x///18/PHHxMXFMXHiRLKzs1m9ejVarZZdu3YRFxfnMP7jjz9mx44dABw/fpxDhw4xcuTI6urW22+/vXqzsdOnT9OvXz8qKyuZMWNGrQFsZGRknQFubdp6CAtgtUk89/1xvtp/EYCXb+/F7GERrTwrQRAEoa2SJAlLdnl1lWzlBQOSyeowRuGrvdy6IFqPwkPsDN7etMQaSaFQMH/+fD755BOnnL89aInX4fzhHLavTqSs6HINj4dew3V3dyW6f6BTHrO9M5aVcvDnHzn0yw+YKioACOrSlZHTZxHZbyDn9u1m07IPKS3Iqz7G09efsfMfoOvQ+tvACYIgCM2vvuBPkiQks63R57LZbFgtFkwmE2azBWNSEbYfMho8Tj+nO24xvrVe5W6sqMBQXIzNdnkecrkcnbc3Wjd7ccS1tiOoUlJSQnx8PLt27eLAgQPs3bsXs9mMVqtl9erVTJ48mV27djFy5EgA3nrrLZ588kmHcwwbNoy9e/eyfft2Ro0adVWP39whbJPT0tzcXBYuXMiqVauouPTLHMDNzY2ZM2fyyiuvEBAQ0KRz33DDDezYsYMXX3yRNWvWYDKZ6NmzJy+99BKzZs1q9Hk++OAD+vTpwwcffMC///1vPD09mTRpEq+88kp1Je2VduzYwfLlyx1u27lzJzt37gTsoWpVCJuVlVW9E9tXX31V6+OPHj36qkLY9kAhl7H0jt5oVQqW7UrmHz+cwGi2suC6jtMnVxAEQWg+MpkMVbAHqmAPvEaFIVltmC6WXNrkqwhTagnWAiNl+7Io25cFgCrUA02MD9oYPepI72v+FF7oGHx9fav7jwmt4/zhHOI/OFHj9rKiSuI/OMGEB3uJILYJtB6ejJw+iwG3TubAuu84vH4d2RcS+e61RehDwijKTK9xTGlBHmvfXMrkpxaKIFYQBMGFyGSyq7rMX44CJSo02MNRKcCXzE152Irr3hwYTwUGnZmSglxUKlX1pl8qlQqz2UxRWTEoQKa43N5GAorKivFR26tRm4uXlxfTpk1j2rRpABgMBhYuXMh7773HfffdR3p6Ojrd5Y2MJ0+eXOMckyZNYu/evRw4cOCqQ9jm1qRK2PT0dEaOHElqaioBAQEMHDiQoKAgsrOzOXjwILm5uURERLBjxw7CwsKcMe92qT1UwlaRJIk3fj3De1vsDZ+fGteNx8bGNMsnIYIgCIJQxVZpoTKpuLp9gTmr3HGAQoYmwtteJRujRx3mhUwhfhe1NS2xRrrzzjvJzc1l+/btTjl/e+DM18Fmk1ixcJdDBewfefpomPPKCNGa4BqVG4rYt/ZbjsT/hNVirnesl58/C/77iWhNIAiC0IIaW33ZVBUn8urdHFg1OQxblBtNuXBeLpcTFBTk1OxHkiSioqJISUnhwIED9OrVCw8PD6xWK/n5+TU+VH/33Xd59NFHWbp0Kc8+++xVPVZzV8I2qSv73/72N1JTU1m8eDEpKSn88ssvfPbZZ/zyyy+kpKSwaNEiUlJSeOaZZ5pyeqEdkMlk/G1CD/56s73i+M3fzvJ6/Jkm/SMWBEEQhLrINUrceviiv60LQU8OJOS5ofjO6I77wCAUOg1YJSovGCjekELue0fJeGk3eSsSKN2dgTmnXPxeEqq9+uqrnDhxgsWLF2OxWFp7Oh1OZmJRvQEsQGlhJZmJRS0zoXbMXadnzJz7uPWxvzY4tiQ/j/RTJ1tgVoIgCEJLqdocWKFTO9yu0Gnwmx1L0IguBAcHExAQgF6vx93dHZWqce2+bDYbZWVlWK1Wp62zZTIZ7u7u1X/WaDSMGGG/aiMhIaHG+KrbIiMjnTKfq9GkdgTx8fFMmDCB559/vsZ9Wq2WF154gV27drF+/fprnqDQtj06titalYKXfz7F+1vPU2Gy8OKknqKCQRAEQXAKhZca936BuPcLtPeTzauobl1Qed6AZLRgTMjHmJBvH++ttlfJdvVBG61H4a1u4BGE9ur111+nV69eLFmyhA8//JC+ffvWWskhk8lE31gnKCtu3D7OjR0nNMxqbdyHDXt/WENFSTGdYnvhrtM7d1KCIAhCi3Dr5Y82zq/OzYFlMll1K4KqwLO8vJyioqIGz11cXExxcXH1OZRKZfWXSqVCLm+4X+wHH3zAgAEDGDx4cI37vvvuO06fPo1er6dXr14APPzww2zfvp1Fixbx888/o9FoAPt+TsuWLcPLy4sJEyZczV+RUzQphDWZTAwYMKDeMQMHDqzupSp0bAuu64KbWsE/fjjB8t0pVJitvHpnHxQiiBUEQRCcSCaToQpwRxXgjufwUCSbhDm99NImX4VUJhdjLTZRfiiH8kM5ACiD3C9v8tVFh1xzbZuNCm3HsmXLqr/PzMwkMzOz1nEihHUOD29No8blJJfQpV8ASpW4PP5aeep9GjUu5dgRUo4dAcCvU2c6xfUmPK434XEilBUEQWjLZHIZ2mh9o8crFI373SuXy7HZbEiShMlkwmRy7D8rk8mqA9krA1qFQlEdzq5fv56HHnqImJgYRo4cSWhoKKWlpRw5coTt27cjl8t57733qsPWGTNm8N133/HNN9/Qt29fxo8fj8Fg4Ntvv8VoNLJixQp8fBr3e8+ZmvTOYuDAgZw+fbreMadPn2bgwIFNmpTQ/swaGoGbSsFfvz7KmgNpGM02/m96X1SKJnXEEARBEISrJpPLUId7oQ73ghvCsZmsmFKKL4WyRZgzSrFkl1OaXU7pzgyQgzrc3k9WG6NHHe6FTCl+b7VXSUlJrT2FDi2kqx4PvabBlgRHN14k8UA2/cd1pud1Yag0IoxtqrDYnnj6+lNakFfnGK2XNz1GXE/aqRPkpSaTn5ZKfloqRzf8DIBvWDjhcb3pFNeL8LjeeDQy2BUEQRDaHrVaXR2w1qWqJ6wkSVgsFocvs9lc3abAbDZjNjv2Ja8KZ5VKJS+88AJDhgxh8+bNbNu2rfrD8bCwMObNm8djjz3mkDnKZDJWrVrFiBEj+OSTT/jggw/QaDQMHTqUZ555hptuusk5fylXqUkbc23fvp1x48bx/vvvM3/+/Br3f/rppzzyyCP89ttvrb7zWFvSnjbmqssvxzN5fNVhLDaJcXFB/HdmfzRKsXgWBEEQWp+1zEzlhaLq9gXWfKPD/TK1HE2UDk2MD9quepRB7mLDyRbSEdZIbYGzX4fzh3OI/+BEnff3GBFC2qkCSgvtQa3WQ0WfsZ3oPaYTWo/G9aoTHCXu3cXaN5fWef/kpxbSdai9z155sYH00ye5mHCctIQT5KbU/ODCN7RTdSDbKa43nj6+NcYIgiAI9XP2xlzXoqKigsLCwjrv9/Hxwc3Nrc77rwxnzWazQ0hbn9oqZ5VKZa1r8YqKCgwGg0NYLJfL0el09c6tNs29MVeTQtglS5awe/duNmzYQPfu3Rk5ciSBgYHk5OSwc+dOzpw5w80338zw4cMdH0wmq7WPrGDXUd5gbDqdzUMrD2Gy2Li+WwAfzB6Im1oEsYIgCIJrsRQYLwWyhVSeL8JW5rg4lHuq0ETbq2Q1XfUo9a61SG5POsoaydW1xOtw/nAO21cnOlTEevpoGDW9K9H9A7FabJzZm8Wh+BQMuRUAqLQKeo8Oo++NnXEXfZ2vWuLeXWxa9qFDRayXnz83zHugOoCtTUVpCemn7KHsxYTj9lD2D28tfULC7IFsz96Ex/bC09fPac9DEAShvXDlEBaaN+Ss8sfK2SsD2vpc2WtWqVRitVopLi6uc3xDIfEfuUQIK5c37VI8mUyG1Wpt0rEdQUd6g7HzXB4Llh+gwmxlSJQvn84fjKfouycIgiC4KMkmYc4qq66SNSUZkMyOl2Ip/d2qWxdouuiQu4vKvObSEmukFStWNHrs3LlznTIHV9dSa1WbTSIzsYiy4ko8vDWEdNXX2NTVZrVx7lAOB9enUJBRBoBCJSduZCj9b+6Ml6/rvWl1ZTablfRTJyktKsRT70NYbE/k8qsrkjCWlpJ2+iRpCce4mHCCnOQLtYSyofaesrG96NSzN16+/i02P0EQhLbC1UNYoLrfq9VqRaFQoFarnXKFmCRJWK3WGlWzf2xl0FhV7RIaO1eXCGG3bt16tYdUGz16dJOPbe86UggLcCC5gHs/209JpYV+4XqW3zsEnXjDKgiCILQBksWGKfVyP1nTxRK4ckUlA1WYJ9oYHzQxOjQROmQq0U+2qVpijdSYnXolSerQRQWuuFaVbBLJx/M4sD6FnGR75YtcLqP7sGAGjI9AH+TeyjPsuIxlpZfaF5wgLeE4OUkXkCTHD6/0wSF0iu1NeM/edIrthbd/QI3z1Fap6+nrz9j59VfqCoIgtFVtIYRtbVXh7JWhbFVQ2xA/P7/qDb0a4hIhrOAcrriwdbZjaUXM/XQfReVm4kK8+fy+Ifh5Nu4fgyAIgiC4CpvRQuV5Q3XrAktOheMApRxN5OVNvlShnsjkdQd+kk2iMsmArcSE3EuNJkpX7/j2riXWSMuXL6/1doPBwKFDh/jyyy+ZPHkykyZNYt68eU6Zg6tz5bWqJEmknSnk4PoU0s/Ye9XJZBA9MJCBEyLw7+TVyjMUKsvLSD+dYG9fcPI4OUnna4SyuqBgwuN6V2/2lX3+XKN71gqCILQXIoRtmvLycoqKihocp9frcXdv3Ie0IoRtx1x5YetMp7OKmf3xPvJKK4kJ9OSLBUMJ8hY/aARBEIS2y2qorK6SNZ4rwlZicrhf7q5EE623h7LRehR+2uoqzIoTeRStO4/VcPkYhU6NflI0br0ad+lue+MKa6Tdu3dz4403sm7dOm688cZWmUNrc4XXoTGyLhg4uD6Z5OP51bdF9vZj4C2RBHfRteLMhCtVlpeRfiaBiyePk3bqBNkXziH9YcdtmVxe47Yrefn5s+C/n4jWBIIgtCsihG2ayspK8vPzGxwnKmEFoO0sbJ3hQm4psz7eS6bBSISfO18sGEonH3H5mCAIgtD2SZKEJae8OpStvGBAqnS8nF2h16CJ0SPXKijdkVHnufxmx3bIINZV1kh33303aWlp7Ny5s9Xm0Jpc5XVorLy0Eg7Gp3DuYE51u5Cw7noG3hJJp+4+TuldJzRdZXk5GWcSuHjqBGknj5N5/myNnrK1uen+R4kdNRq1tmmbwQiCILgaEcI2jSRJZGdnO2wY9kdtsies4BxtbWHb3C4WlDPz4z1cLKggVKfli/uHEeXv0drTEgRBEIRmJVltmNJKL1XJFmJKLQFr45ZjCp2G4GcGd7jWBK6yRvrb3/7Ge++9R2lpaavNoTW5yutwtYqyyzn0awpn9mRhs9n/rQVGejPolggie/t3uH9PbcWJzRv49f1/N3q8h48vPsGh+ISE4hMShj4kFN+QMHSBwSjVaifOVBAEoXmJELbpKioqKCwsrPN+Hx8f3Nwa/6Fdc4ewYjt6wWWE+7rz9YMjmPnxHi7kljH9g918sWAo3YJEDy9BEASh/ZAp5GgivNFEeON9Y2dslVYqkw2U7c/GeCKv3mOthkqKfr6Ae29/VMEeyLViKddSJEli27ZtV7VwF1yDPsidsXNjGXxbFId/SyVhRwY5ycX88r/j+IZ6MPCWCGIGBiEXYaxL0QUGN2qc2s0dU0U5ZYUFlBUWkHbqhOMAmQxv/8BL4WzopaA2DJ+QMLwDApErRCsDQRCE9qJqnWYwGBwqYuVyOTqdrtXXcWLlLriUYJ2W1Q8MZ84nezmdVcLdH+zm8/uG0itM9O8SBEEQ2ie5RoFbd1+kCkuDISxA2c4MynbaWxYo9BpUwR72rxB3VMEeKP3dkCnkzp52u7Nt27Zab7dYLKSnp7NixQr279/PnDlzWnhmQnPx8tVy/d3dGHRLJEc3XuT41jQKMsr47ZME9q1NYsD4CLoPC0ahFP9+XEFYbE88ff0pLaj752JVT1hTeQWFWekUZWZQkJlBUVYGhZnpFGamY6qooDg3m+LcbFKOHXY4Xq5QogsKxic45FIwe6mKNjgUL18/ZHLx/4IgCEJb4+bmhlarxWQyYbVaUSgUqNVql2hDJNoRuJC2eomXMxSVm5j36T6Ophnw0ipZdu8QBkb4tPa0BEEQBMFpjOeLyPvoeIPjVOGe2IpNDht3OVDIUAW6XxHOeqAKdkfu5RqLz6ZoiTWSXC6v9+9HkiSGDx/OunXr8PX1dcocXF17W6say8yc2JrG0Y1pGMvMAHj6aOh3U2firgtFpRYVkq0tce8u1r65tM77Jz+1kK5DR9R5vyRJlBuK7IFsVgaFmRkUZdoD2qKsTCzmOn6OAkq1Bn1wiEP1bFWLAzdvXZv9eSoIgusT7Qhch+gJ2461t4XttSoxmvnTsv3sTy7EXa3gk3mDGR7t19rTEgRBEASnkGwSWa/vqztcxbEnrK3cjDmrHHNW2RVf5Ugma63Hyt2Vl4PZYA+UwfagVt6EoEmySVQmGbCVmJB7qdFE6ZzaV7Ml1kiLFi2qNVSRy+X4+PgwaNAghg0b5pTHbiva61rVZLSQsCODI7+lUnbp35/WU0XfG8PpPaYTGjdx8WBrSty7i03LPnSoiPXy8+eGeQ/UG8A2RLLZKCnIozAz49JXenUFrSEnG5u19p+lABp3D/TV/WcvtTcIDkUfEorWw7PJcxIEQQARwroSlwphLRYLZ86coaioCGsdv6Suv/76pp6+w2mpha3NZiX91ElKiwrx1PsQFtsTudw1P+kvN1l48PODbE/MQ6OU88GcgYzpHtja0xIEQRAEp6g4kUf+ylN13u83Oxa3Xv513i/ZJKxFlZgzyxzCWUteRfXu8A5koPDVXhHOXmpp4OdWZ6hacSKPonXnHcJihU6NflJ0vXO7Fu01/Gtr2vvrYDXbOLU7k8MbUijOMwKgdlPSe0wYfceG4+YlNndqLS39/sVqsVCcm22vns3IuFRFaw9pi/NyoZ630G7euupQ9sqQVh8cgkojwhRBEBomQljX4RIhrCRJvPDCC/znP/+hpKSk3rF1hbNCTS2xsK3tk2RPX3/Gzr+2T5KdyWi28uiXh/j9VA4qhYz/3DOACb0a16hfEARBENqa2kNODfpJXZocckpmK+acCnsom1mGOdv+X1upudbxMpUcZZA7qqDL7QxUwR6YkouvKSRuqpZYI61YsYJ+/frRp0+fOsecOHGCQ4cOMXfuXKfMwdW19xC2is1qI/FADgfjUyjMLANAqZbTc1QY/caF4+kj3hB3ZBaTiaLszEs9Zx2raMuK6t6RG8DTzx/fkNBLVbSXe9DqAoNQKFUt9AwEQXB1IoR1HS4Rwi5ZsoRFixah1+uZMmUKnTp1Qqms/TKdF1988WpP32E5e2F7rT2VWpPZauPJ1Uf4+VgmCrmMN6f3ZUq/sNaeliAIgiA4RUtd7m8tNVW3Maiums0uRzLbaj9ARu0VtZdc2S6hObVUT9hFixbxwgsv1Dnm9ddfZ+HChR22yKCjhLBVJJtE0tE8DqxPJjfVXngiV8joMTyEAeM7owtwb+UZCq6msrz88qZgV/SgLchMo7KsrM7jZHI5uoAg9FWVs1eEtF7+AS571aIgCM4hQljX0dwhbJMaHH366adERERw4MAB/PxEj862wGazsmnZh/WO2bz8Q6IHD3XJX/IqhZx/z+iPVqng20NpPLn6CBUmKzOGdG7tqQmCIAhCs5PJZWij9U5/HIWnGkWMGm3M5c0vJZuEJb+iRr9Za76x3gAWwGqopDLJ0CJzbw1WqxW52C29w5DJZXTpH0BUP38unirg4PoUMhKLSNiRwamdGcQMCmLghAj8wkQPUMFO4+5OUJcYgrrEONwuSRIVJcWXAtrL1bNVbQ4slZUUZWdSlJ1J8pGDDscqlEr0waG19qD18PEVG4QJgtBulZeX8/bbb/PNN99w9uxZLBYL/v7+REVFMWrUKBYsWEB0dDRAo34WpqamEh4e7uxp16tJIWx2djYPPfSQCGDbkPRTJx1aENSmJD+P9FMnCe9Z92V4rUkhl/HG1D64qeWs3JPK3787ToXZyr0jo1p7aoIgCILQbsjkMlQB7qgC3KH35dYCpQeyKPomscHjbSV1byzW1h0+fBhfX9/WnobQwmQyGZ3j/Ogc50fGuSIOrk8h9WQ+ifuzSdyfTVRffwbeEklQZPuvDhaaRiaT4e6tw91bR2i3WIf7JEmirLDAoXq2KqQ1ZGditVjIT0slPy21xnlVGu2l6tmaPWjdvK7t/8e2tI+IIAhNY7PZSElJobS0FE9PTyIiIlzmw+aSkhJGjRrFsWPHiImJYfbs2ej1ei5evMjJkyd57bXXiI6Org5h67oK/9y5c3zxxRfExsa2egALTQxho6KiKC4ubu65CE5UWpDfrONai1wu46UpvXBXK/lw2wUWr0ug3GTlkRtiGj5YEARBEIQmUzayD6a8DW1eNHbsWIc/L1u2jC1bttQYZ7VaSUtLIzk5menTp7fQ7ARXFBqjJ/QxPbmpJRyMT+b84VySjuaRdDSPTj18GHRLJKHd9KI6UWg0mUyGp68fnr5+NYphbDYrJXm5FGZcEdBeqp4tzsnBXGkkN/kCuckXapxX6+FZ3dLgj0Gt2q3+VhptcR8RQRCuTkJCAvHx8Q7Znre3NxMmTCAuLq4VZ2b39ttvc+zYMe677z4++uijGr9Xk5KSqKysrP7zokWLaj3PY489BsCCBQucNter0aQQ9tFHH2Xx4sXk5OQQGCh2qm8LPCszmnVca5LJZDx7Sw/cVAre2ZjIG7+ewWi28tS4bmLBKwiCIAhOoonSodCpHTYM+yOFToMmSteCs7o2VwauMpmM5ORkkpOTa4yTy+X4+voybdo03n777Rabn+C6Ajp7MeGB3hRklnH41xTO7Msm7XQhaacLCe6iY+AtEUT08hNrU+GayOUKdIHB6AKDiWSgw31Wi5mi7Cx7i4MrQ9rMdEoL8jGWlZJ57gyZ587UOK+H3gefkLAaLQ70QSEkHT5Q6z4ipQV5rH1zqUvvIyIIQuMkJCSwZs2aGrcXFxezZs0apk+f3upB7O7duwF7/ljb79KoqIaviDYajXzxxReo1WrmzJnT7HNsiiaFsLfddhtbtmxhxIgRvPDCC/Tv3x+drvYFd+fOomenKwgLUOGprKTUosa+q8YfSXgpKwkLaBu7cspkMv4yrhvuagWvrj/Nfzado9xk5R8TY8ViVxAEQRCcQCaXoZ8UTf7KU3WO0U/q4pQNxJzFZru8AVljNuYShD/yDfHgxvlxDL4tisO/pXJqZyZZFwz8/O4x/Dp5MnBCBNEDApG3oX8XQtugUKrwCwvHLyycP+SzmI1GCrMyau1BW1FsoKyokLKiQtJOnahxXlkDlyK78j4igtARSJKE2Wxu8vE2m43169fXOyY+Pp4uXbpcU2sClUp1TdlMVfunc+fO0a9fvyad47vvvqOwsJCpU6cSEBDQ5Lk0J5kkSQ1ssVCTXC5HJpMhSVK9f6kymQyLxXJNE+xInLrjbNJ2Ev8zj7XpVT2IavkkwSOfO/7xOrIu1zfvYzvZit3JvPDjSQBmDu3My1N6iYWuIAiCIDhJxYk8itadd6iIVeg06Cd1wa2Xfz1HNp1T10iXbN26lcjISCIiIpxy/vagJV6Htq7MUMmR3y9yYls6lkorAPogdwaM70y3ocEoFK7Ra0/ouIxlpRQ5bAx26fvMDEwV5Y06R3hcb0K6dkcXGIx3YBC6wCC8/QNQKNtGQY8guDqj0UhSUhJRUVFotY7toEwmE0uX1qxWdzULFy5ErW56i6off/yR22+/HW9vbx5++GFuvvlm+vfvj4+PT8MHX3LjjTeyadMm4uPjGT9+fJPmUd9rcaXGrpGaFMLOnz+/0Yn2Z599drWn77CcurC1WeHtXiSmmdiY3QWD2h9JqUJmMeNuLMBkUwIy+t40gRvv+3ODn4C6mjUHLvL3b49hk+DO/mH8c2oflGKRKwiCIAhOIdkkKpMM2EpMyL3UaKJ0Tq2AFeGfaxCvQ+MZy8wc23SRY5vTqCy3F6V4+moYcHMEsSNCUKpFFaHgWiRJ4uhv69n4yXtNOl4mk+Pp64euKpQNCKr+XhcYjKePb7O+xxQbhwntmQhh7d544w2WLFlCaWlp9W3R0dFMmDCBJ554gq5du9Z5bFJSEtHR0YSHh5OUlNTkql6XCGEF53D6wjZhLV/98BpHraPQWC83Y69UlBNdfgTDBfs/kN5jb2bc/Y+2uSB27dEM/rL6CFabxC29gnlnRn/Uyrb1HARBEARBqKklw7+0tDQ2b95MRkaGw4YPVWQyGc8//7xT5+CqRAh79UxGCye2pXPk94tUFNurx9281fS7MZxe14ehdmtSdzhBcIqLJ4+xZsnCBsf1vekWZAo5hpxsDDnZFOdkYzHX3S8cQKFU4h0QeEU4G2z/b0AQ3oFBuHl5N7rQS2wcJrR39QV/19qOICUlhS+++KLBcbNmzbqmq4OutR1BlZKSEuLj49m1axcHDhxg7969mM1mtFotq1evZvLkybUe9/zzz/Pyyy/z4osv1rlpV2OIELYdc/bC9qutX3Fqs72Pm+yKdgQS9v8FOlsPYEiUI0kSPUffyM0PPd7mPk3ccDKLR788jMlq44buAfxv9kC0qrb1HARBEARBcNRS4d/TTz/NO++8g9Vqrb7tyvZbVd9feX9HIkLYprOYrJzalcnhDamUFBgB0Lgr6X1DJ/reEI7WU1zGLbQ+m83KR4/c5xBu/pGXnz8L/vuJw/tESZIoNxRhyMmqDmav/L4kPxfpih7ctVG7uV0KZIOvqKC1h7S6wGBUl8KPxL27at04rIrYOExoDxob/DWFzWbj7bffpri4uM4x3t7ePPnkk9fUE9ZZDAYDCxcu5L333sPf35/09PQaFbc2m42IiAgyMjJISkq6pr2qXC6E3bVrF0eOHKl+oH79+jFy5MhrOWWH5cyFrdli5oXXXkBtUTsEsFUkJEyKcmYZt7DhQgiSzUaPkaO55ZGnkCvaVoi57WwuD3x+AKPZxohoPz6aOwgPjagyEARBEIS2qiXCv48++ogHH3yQcePG8dBDD3HXXXcxf/58xo8fz7Zt2/j444+ZMmUKjzzyCKNHj3bKHFydCGGvndVqI3FfNgfjUyjKtvffVGoU9LoulH7jOuOh07TyDIWOzhkhp81qpSQ/94qA9lJIm2uvoi0rKmzwHG7eOrwDAsm/mILFVHfVbW0hsSC0Nc4MYQESEhJYs2ZNnfdPnz6duLi4Zn/c5iJJElFRUaSkpHDgwAEGDnTcnfCXX35h4sSJjB8/nvj4+Gt6rOYOYZucTO3du5d58+aRmJgIOFYJdO3alc8++4zhw4c39fRCM9t4dCMaS92LOhkyNFYP0tzN3NY1j5/PBXB651ZsNhu3Pvr/UCjbToh5fbcAlt87hD8t28+u8/nM/XQfn907GG+tqDAQBEEQBKF2H374IZGRkaxfv7668iMyMpK7776bu+++m+nTpzNu3DimT5/eyjMV2jKFQk6P4SF0GxrMhcO5HIxPJu9iKUd+v8ixLWnEjghlwM2d8fZ3a+2pCh1U16EjmPzUwhqX+3v5+XPDvKZd7i9XKC61Hwiu9X6zqZLinBwMuVkOLQ4MOdkYcrOoLCujothARbGhwccqyc/j3L49dBsmCsMEoS5xcXFMnz6d+Ph4h4pYb29vJkyY4NIBLNhbQ7m7u9d5/yeffALAggULWmpKjdakSthTp04xZMgQysrKGD9+PGPGjCE4OJjs7Gy2bNlCfHw8np6e7Nmzx+VfPFfizOqCzzd+zvnt5xscF+21lzklu0hUDOCnU97YrFa6DhnBxCeebnO7XR5OLWTep/soNlroHaZjxZ+G4ONxbY2hBUEQBEFoeS1Rgenl5cWcOXN47z37pjRyuZx//OMfLFmypHrMHXfcQWZmJnv27Lnq80dGRpKSklLrfQ8++CDvv/8+AGazmbVr17Ju3Tr27t1LamoqcrmcuLg45s2bx4MPPojiKq5SauzjNoaohG1+kiSRerKAg+uTyTxvD5hkchndBgcxYEIEviEerTxDoaNypY2vjGWlGHKySdi2iUO//NioYzz0PgR1iSEwKoagLjEEdYnG08evWXpUCoKzObsStorNZiMlJYXS0lI8PT2JiIhwmRYEH3zwAQMGDGDw4ME17vvuu++YOnUqOp2OrKwsNJrLBYe5ubmEhYWh0+lqbVVwtVyiEnbx4sWYTCZ+/fVXxo0b53Df3/72N37//XcmTpzIkiVL+Oqrr5ryEEIzC9AHcJ6GQ9iAwTNh7zm6lh1icp8RrDuuIXHfLta99Rq3Pfl3lKq2E8T27+zDqgeGMeeTfRxPNzDjwz18vmAIgV7O+yEmCIIgCELbpdfrq7/38PAgPz/f4f7u3bvz+++/N/n8Op2OJ598ssbtgwYNqv7+/PnzTJ06FS8vL8aOHcvkyZMxGAysW7eORx55hPj4eH788cerChIa87hC65DJZET08qNzT18yEos4GJ/CxYQCzuzN4sy+LLr0C2DghAgCI0ToLbQsuVxBeM8+rT0NALQenmijPDGVlzUyhJVRVlTIhUP7uXBof/Wt7jr9pUA2hqBL4aynrwhmhY5LLpcTFRXV2tOo1fr163nooYeIiYlh5MiRhIaGUlpaypEjR9i+fTtyuZz33nvPIYAFWLFiBWazmblz515zAOsMTaqEDQoK4qabbqp3R7WZM2eyceNGsrOzr2mCHUlr94Q1K8wsfnYxqrzT8NlEqDSQ5D2WHw+B1Wwmqv8gJj+1EKUL/o9cn3M5Jcz8aC85JZV08fdg5YKhhOrFJV6CIAiC0Fa0RAVmjx49GDJkCCtWrACgX79+KJVKDhw4UD3mtttu48CBA2RlZV31+SMjIwFITk6ud1x6ejpr165l3rx5DpfalZWVMWbMGA4cOMCaNWuYNm1asz5uY4hK2JaRnVzMofgULhzJrb6tc5wvA2+JJLSrvvUmJgitrLEbh83717vkpaaQnXSO7Av2r4L0NCSp5uZg7jo9QVHR9qrZS+Gsl5+/CGaFVtVSlbCu7MyZM6xdu5bffvuNc+fOkZmZCUBYWBijRo3iscceq9ELFuytFk6dOkVCQgKxsbHXPA+XqIQ1GAzVC7q6REVFYTA03LNFaBkqpYq+1/Xl1OZTSEgOQWzVn1VWFdt2b2PsqLHIZq2BFbcTVbyJO4ZP4oc95SQdPsAPb7zElKf/gUrddjYNiAn04uuHhjPzo71cyCtj2vu7WXX/MDr71d1DRBAEQRCEjmXkyJFs3769+s9Tpkzh5Zdf5qGHHmLSpEns2LGD9evXc9dddzl1HmFhYTz88MM1bvfw8OCpp55i5syZbN26tdEhrND2BEV6c8tDvcnPKOXQrykk7s8hNaGA1IQCQmJ0DLwlks5xviIkEjocuVzB2PkP1Ltx2A3zHkDj7kFYjzjCelxujWg2GslNTboUyp4nO+kc+WmplBuKSDpykKQjB6vHunnrrqiWtQe0Xn4B4t+cILSg7t278/TTT/P0009f1XEJCQlOmlHzaFIlbJcuXYiKimLjxo11jrnpppu4cOECFy5cuKYJdiQtUV3w1davOLr9qMMmXUalkXJVOb4VvgB079Od6VOmo7iwGVbNAJuZi51m8N22PCyVlXTu1Yfbn34BVRv7RCa9qILZH+8lKa+MIG8NXywYRkygZ2tPSxAEQRCEBrTEGmnLli28/vrrvP/++0RERFBaWsro0aM5fPgwMpkMSZKIjIxk8+bNREREXPX5IyMjqays5LXXXiM9PR0fHx9GjBhB3759G32Ob775hmnTpvHEE0/w9ttvO/1xKysrqaysrP5zcXEx4eHhohK2hRlyKzi0IYXTuzOxWexv3QI6ezFwQgRd+gUgk4tgSOhYEvfuapaNw8yVRnJTkqsrZnMunCMvLRXJVrNi1s3Lu7qVQWBUNEFRMXgHBIpgVnAKUQnrOpq7ErZJIexf/vIX/v3vf7Nw4UKee+45h4kYjUZeffVVXn75ZR5//HHeeuutqz19h9USbzDOH85h2+ozFJXnYpObkNvU6N0D6DnZnw+O/4tOmZ2QISOgUwD3zrwX9wvx8M2fAIm0mAf47rdkzMYKOsX24o6/v4ha27Yu688pMTL7472czS7Fz0PNygVDiQ0RbyIEQRAEwZW11mXwZrOZH3/8kfPnzxMREcGkSZPw8GjaRkl1bZA1YcIEPv/8c/z9/Rs8x6233sr69ev5+eefufXWW53+uIsWLWLx4sU1bhchbOsoLazkyO+pnNyejsVkD4l8gt0ZMCGCroODUChcYzMVQWgJzto4zGyqJC8l2V4xeymczU9LxWa11hir9fK2tzK41M4gqEsM3gFBIpgVrpkIYV2HS4SwBQUFDB06lAsXLuDn58eQIUMICgoiOzub/fv3k5ubS5cuXdi3bx++vr5Xe/oOy9lvMM4fziH+gxN13j/y3gj+k7iU4PPBqCQV7t7u3DvnXgJSfoKfngQgvdf/47ufjmOqqCC0exx3/n0RGve2dVl/QZmJuZ/u5UR6MTo3Fcv/NIR+4frWnpYgCIIgCHVoiRB227ZteHt7069fP6ecf8mSJYwePZqePXui0WhISEhg8eLFrF+/nuHDh7Nz585637h/+OGHPPjgg4wdO7beq9Ga83FFJaxrqig1cWxTGsc2p2GqsADg5adlwPgIegwPRqlqnR3sBaG9sphMl1oZnLdXzCadJ+9icu3BrKeXvVL2is2/dIEimBWujghhXYdLhLBgD2KffvppvvrqKyoqKqpv12q13HPPPbz++uuN+kRfuMyZbzBsNokVC3dRVlRZ5xhPHw13LurL07/8Fa+TXnhYPFCoFMyYPoOu2T/B74sAyBy0iG+/3UNleRkhXbtz18IlaNybVhXSWgwVZu79bB+HUovw1Cj5dP5ghkSJDwwEQRAEwRW1RAirUCh46KGHePfdd51y/trYbDZGjx7Njh07+Omnn5g4cWKt437++WfuuOMOQkND2b17NyEhIS3yuH8kNuZyLaYKC8e3pnF040UqSswAuOvU9LupMz2vC0WtbdL2H4IgNILFbCYv1bFiNi81BZvVUmOs1sPzcjB7KZzVBQWLYFaokwhhXYfLhLBVzGYzp0+fpri4GG9vb3r06IFKpbqWU3ZYzlzYpp8p5Ie3Djc47va/9CcgxoNnNz6L8ZCRAGMAyGD8zeMZVrIe2a53QCYne+QbfPPl7xjLSgnq0pWpz72E1rNt9Vctq7SwYPkBdl/IR6uS89HcQVzXNaC1pyUIgiAIwh+0RPgXEhLCjBkzWryV1qeffsp9993Hs88+y9KlNTeb+fXXX5kyZQoBAQFs3bqVLl26tMjj1kaEsK7JbLJyamcGhzekUlpoL7jQeCjpOzac3mM6ofUQ780EoSVYzGbyL6Zc2vzLHs7mpSZjtdQMZjUeHgRFRRN4qVo2qEsM+qAQEcwKgAhhXUlzh7BN+ng0NTUVvV6Pt7c3KpWK3r171xhTUlJCYWEhnTt3bspDCM2srLjuCtg/jgtT+PDPm/7Jyx4vc2H3BaJKo/j111/J7jeA2/rNQ3lkOUG7/s60P73L18t+JPtCIl+/9BxT//ESbl5tZ0HuoVHy2b2DeXjlQTafyeW+ZQd4b9YAbooLau2pCYIgCILQwsaPH8/WrVuRJKlF3wRXXTlWXl5e4774+HjuuOMO/P392bx5c7MFsA09rtC2qNQK+twQTs/rwjizN4tDv6ZgyKlg37okDm9IpdfoMPrd1Bl3b3VrT1UQ2jWlSlUdqFaxWszkpaZUV8tmXzhPXmoSlWVlpJ44RuqJY9VjNe4eBEZFO7Qz8AkOQSYX/Z4Fob1oUggbFRXFokWLeP755+sc895777Fw4UKstfRJEVqeh7fmqsYp5ApeGPEC77q/y8btG+lT0IcjR45Q0Lkvd3e7E4+z3xG49UmmP/AhX3/0FTnJ5/l6yUKmPv8K7t46Zz6VZqVVKfhgziAeX3WY+JNZPLTyIG/P6MdtfUJbe2qCIAiCILSgpUuXMnz4cB544AFef/31FtvXYO/evYB9A60rxcfHc/vtt+Pr68vmzZuJiYmp5ejmf1yh7VIo5cSNDKXH8BDOH8zhYHwy+ellHN6QyrHNacSNCKHfzZ3x9mtbG+sKQlumUF4RzN5ov81qMZN3MbW6v2x20jlyU5KoLC/j4sljXDx5OZhVu7kTGNWlur9sUJcYfIJDRTDbQVzjhetCM2ju16BJIawkSQ1ORPzP4lpCuurx0Gvq7QnrodcQ0lVf/WeZTMaj/R/FV+vLp1s+ZUjuEFJTL/KhrjczOxkJSvuFgE2PcPcjy1jz3qfkpiazZvGzTHv+FTz0Pi3wrJqHWinnvzP789evj/LDkQweX3UYo9nG1IGdWntqgiAIgiC0kNmzZ6PX6/n0009ZuXIlUVFRBAXV3ExFJpNd1cZYAAkJCYSGhqLX6x1u37FjB2+++SYajYY777yz+vaqANbHx4fNmzfTtWvXes9vNps5f/48KpWK6OjoJj+u0D7I5TK6Dg4iZlAgycfzObg+meykYo5vTefk9gy6DQ1iwPgIfIIv7+lgs0lkJhZRVlyJh7f9PYFcLi6LFgRnUChVBEVFExR1+ee11WIhPy31UsXseXIu2INZU0U5aQknSEu4vMG22s2NwMhogrpEExQVQ2CXGHxDwkQw244oFPYNFs1mM25u4oOz1mQ223uuV70m18pp3drT0tLw8vJy1umFqySXy7ju7q7Ef3CizjEyOVSUmPDQOVbNzoydiY/Wh6WbljI0cygY4OPyXtzlb6NHXjx+vz/E3U8u5+t//4/8tFR7EPvCUjx92s5GV0qFnP+b3g83tYJV+y7y16+PUmGyMGd4ZGtPTRAEQRCEFrBly5bq7ysrKzl9+jSnT5+uMa4prQrWrFnDP//5T2688UYiIyPRaDScOHGCDRs2IJfLef/996tbeJ0+fZrbb7+dyspKxowZw6pVq2qcLzIykvnz51f/OT09ndjYWCIiIkhOTm7S47oSyWql/MBBLLm5KAMCcB80EFkzvfnpSGQyGVF9/Ins7Uf6mUIOrE8h/Uwhp3dncXpPFtH9Axl4SwTFeRVsX53oUKzhoddw3d1die4f2IrPQBA6DoVSSWBkFwIju9D7BvttVouFgvSLDpt/5SYnYaqoIO3UCdJOXX5vr9K6ERjZxWHzL5/QUORy8bOzLVKpVGg0GgwGA15eXqJXcCuRJAmDwYBGo2m2va8avTHXkiVLqr9ftGgRY8aMYcyYMTXGWa1W0tLS+Oqrrxg6dCibNm1qlol2BC2x2cH5wzk1Flnu3mosFhumcgve/lomP9EfXUDNT1t2pe/i6Y1P0zejL4FG+4LsJs9ERpb+hEwfQeFtn/P1m29Tkp+LT0go055fipefv1Oeh7NIksSSnxL4bGcyAAtv7cED10fXf5AgCIIgCE7V1jeE2rp1K++99x6HDh0iOzsbo9FIUFAQo0aN4i9/+QtDhgypHrtlyxZuuOGGes83evRoh9A4OTmZqKioGiHs1TxuY7TE61C8YQPZS1/FkpVVfZsyOJighc/iffPNTnnMjiTrgoGD8SkkH8tr1PgJD/YSQawguBCb1Up+VTB7qZ1BTsoFLJU1r3hVabQOrQwCo6LxDevU5GDWZrOSfuokpUWFeOp9CIvtKUJeJyouLiY9PR1PT090Oh0qlUqEsS1EkiTMZjMGg4HS0lLCwsIaXPc0do3U6BBWfkVpu0wma7DdQGhoKN9//z2DBw9uzOkFWu4NRm2XG5XkG1n7zmGK84y469RMfrwffmGeNY49lnuMR35/hMiMSKJL7OFkH3Uqk0w/oArohuG25ax543WKc3PQBQUz/YWlePu3rYWbJEn8a8MZ3t18HoC/3NSNx2+MET/wBEEQBKGVtPUQtr1w9utQvGED6U88CX98n3FpDRb2ztsiiG0meWmlHFyfxLmDufWO8/TRMOeVEaI1gSC4MJvNSkF62hUVs+fJST5fazCr1GgIjLiyYjYa37Bw5A1cbZC4dxebln1IacHlD3A8ff0ZO/8Bug4d0ezPqSnaY0hcXFxMXl4elbW8loLzaTQa/P39G7XmafYQduvWrYA9oBo7dizz589n3rx5NcYpFAp8fX3p0aOHQ3ArNKy132CUGSpZ9+8j5KeXoXFXctujfQnuUnOTrQtFF3jgtwfwyPKgX34/ZMjoJM/jbtu3eIXFUXzrx6x5/RUM2Vl4BwQx/YWl6AKDWvz5XKt3N5/jjV/PAPDg6C78fUIPEcQKgiAIQito6TVSaWkpZ8+epaysjOuuu87pj9dWOPN1kKxWzt14k0MFrAOZDGVQEDEbfxetCZpJ+plCfnjrcIPjQmN0BMfo0Qe6oQ90RxfojpuXqMgSBFdms1kpzEivrpjNTjpHTtIFzJXGGmOVag0BkVEOm3/5XRHMJu7dxdo3l9b5WJOfWtjqQWxbCImvhdlsFpvetzCFQnFVLQiaPYS90uLFi7nhhhu4/vrrr/ZQoR6tHcICGMvM/PzuMbIuGFCq5dzyUG86x/nVGJdVlsUDvz1AaVYpw3OGo7Kp8JaVcY/0PSFRcZRMeJ81S1+kKCsTL78Apr+wFH1wSCs8o2vzyY4kXvopAYC5wyNYNKmnqAQQBEEQhBbWUmuk5ORknnjiCX755RdsNhsymQyLxQLAzp07uf/++3nvvfdqbcnVETjzdSjbu4/UWgo8/qjz8uV4DL26NgpC7c7uz+K3TxKadKxaq0AfZA9k9YFul/7rjj7IDY178/TNu5LYOEwQrp09mM2o7i+bfeEcOckXMBsraoxVqjUEREQSGBXN6Z3bqCwrrfO8Xn7+LPjvJ61WddoWQmKh/XNqCCs4hyuEsADmSivxHx4n9WQBcoWMm+6No+ugmpWsRcYiHtn4CBcyLzAyeySeZk9UmLmDeOJiYym98U3WvPIChRlpePr6Me35pfiGhrXCM7o2X+5N5bkfjiNJMG1gJ167qw8KsegTBEEQhBbTEmuk1NRUhgwZQn5+PlOmTCErK4vdu3dXV55YLBZCQ0O54447+OCDD5wyB1fnzNfB8NPPZPz1rw2OC/3XG+huu61ZH7ujamwlbK/R9vV7UXY5hpwKSgqNUM87SK2nyh7IBrqhC3K/VD1rr6JVaa4+pKltTwuxcZggNA/JZqMgM52cqlYGSefJSTqPqaJmMFufLgMGowsMRq5UolSpkCuUKFQq+/dKJQrlFd+rVCiVtX+vUKpQqOzj7d+rUCiVdVbe22xWPnrkPocK2D9q7ZBY6BhaJITdtWsXy5Yt48iRI9UP1L9/f+bOncuoUaOaetoOq6VC2MbsOGu12Ph9WQLnDuSADMbM7E7P62oGqOXmcv6y5S/sv7ifoblDCaqwh7U3sIvr+3alfPQSvn7lefLTUvHw8WXaP17Br1O4056bs3x/OI2/fn0Mq03itj4hvHV3P1QK0W5DEARBEFpCS6yR7r33Xr788ks2b97MiBEjWLx4MUuWLHG4/O+uu+7izJkznDhxop4ztV+uUAmrCgvD76EH0U2ahFyrbdY5dDQ2m8SKhbscws0/qq0nrMVsxZBbgSGn4lIwW05RTgVFOeWUG0z1PqaHTl1dQVsVzOoD3dEFuKFQ1Vxbnz+cQ/wHdf97ExuHCULzk2w2CrMyyU46x6ntm0k6fKC1p1Qd6laFslUBrdVipjgnu8Hjp7+wlPCefVpgpkJH5fQQ9q9//StvvfVW9QZdcrkcm81mP6lMxhNPPMGbb77ZlFN3WK6246zNJrHtq7Oc3JYOwLDbuzBgfESNT6HMVjPP7XiO+KR4ehf0pmtxVwB6cobbh0RhHvE0X7/yPHmpybjr9Ez7x8v4d450yvNzpvXHM3n8q8OYrRLj4oL478z+aJTi0zRBEARBcLaWWCOFhoZy/fXX89VXXwHUGsL+5S9/YdmyZRQWFjplDq6uRXrCZmfX3JirikxWfZ9Cr0d/9934zLwHVVDb23vAVTR3yGkyWuzhbM4V4eylClpjmbnO42Qy8PTVog9yRx9gb2+gC3Bj88rTlBfXHeyKjcMEwbkunjzGmiULGxzXc8xNePn6YTGbsVrM2CwW+/fmS99bav/eajFjqfrebMZy6VhbM/c/9fIPJLRrd3zDOuET2gnf0E74hoShEh/mCc2ksWskZVNOvmLFCt5880169OjBiy++yJgxYwgKCiInJ4ctW7awePFi3nnnHfr168fcuXOb/CSE5lXXjrOW7Gz77X/YcVYulzH6nm5oPZQcXJ/Cnh8uYCyzMOLOaIcgVqVQ8dr1r6HX6ll1ehXF6mIG5g/gpNSdwn1ZzFB9yLTnX+GbV54nN/kCa5YsZOo/XiYwsksLPfPmcUvvED5UKXho5UF+S8hmwfIDfDhnEG5qEcQKgiAIQltXUFBAZGRkg+PEDsXOIVMoCFr4rH1NekXYar/Tvu4Mee1VrPkFFK5ciTkjg/wPPiD/k0/wHj8e33lzcesjqpyuVnT/QCY82KvG5f6ePhpGTb/6y/3VWiUBnb0I6OxV4z5jmflSOFuzgtZstFKSb6Qk38jFq3i80sJKMhOLCOvuc1XzFAShccJie+Lp69/g5f43P/hYs17ub7NZsVosl8PZOkLbzPNn2bby0wbPV5KXw5m8nFrmHoBPaJg9lA0Nwzc0HJ/QMLz8/MXmg4JTNKkSdvjw4WRkZHDixAm8vGr+gi0uLqZ3796EhISwZ8+eZploR+DKO84e+T2Vnd+cAyB2RAhjZnVH/ofL8SVJ4sNjH/LfI//Fv8Kf0bkjwarEk1LuGRGF74i5fPvK82RfOIfW04upz71EUJeYZn2eLWHXuTwWrDhAucnKkChfPp0/GE9Nkz7PEARBEAShEVqiEjYiIoLBgwfzzTffALVXwo4bN46LFy9y+vRpp8zB1bnKVVuSxULJpk0Urvic8gOXL5N169sX33lz8Ro3DtlV7GgstO7GV5IkUVFipii7/HJIm1NOTnIxpYUNf+jhHeBGSLQOn2B3eyVtkDv6APda2xsIgnD1XHnjq8b0hPXQ+3DTgj9TmJlBQUY6BRlpFGakUVFSXOcxKo0Wn5Awe+Xspf/6hnbCJyQUlUZUzwo1ObUdgZeXF/fff3+97Qb+8pe/8PHHH1NSUnK1p++wXKHPVn07zp7alcHmz08jSdClfwA3/6lnrYubNWfW8PKel3Ezu3Fz7mgUle4osTBlcCRdx8zgu6UvknnuDBoPD6YufIngmG7X/Pxa2sGUAuZ/up+SSgt9w/WsuHcIOifsBCsIgiAIQsuEfwsWLODzzz/n4MGD9OrVq0YIu337dkaPHs2TTz7ZYVtuudL+BVWMCQkUrPic4p9/RjLbL3dXBgXhM2sW+mlTUfqICsm2qrEbh9VGJgMvf7fqYNYnyP3S9x64ealEhZsgXKXEvbvYtOxDh7DTy8+fG+Y90GoBbJWmhsQVJcWXQtmLFF4KZwsy0jFkZ9bbDsHLP+BS5WynK6poO+Hp6yd+tnRgTg9hFyxYwFtvvVXnmKeeeoqPPvpIhLBXwTV2nP0Xutsm1nn/hSO5/PrxCWwWiU49fLjlod6otTWrQDckb+Dv2/+OZJG4OW8kbmX+AFzfM4wRt87k+9cWkXH2FGo3d+5auITQbj2a/uRayfE0A3M+3UtRuZnYEG8+v28I/p6a1p6WIAiCILQ7LRH+JScn069fPwD+9re/cerUKb788kt++ukndu3axZtvvomHhwdHjx4lJCTEKXNwdS0VwjaFJS+Pwq9WU7hqFdb8fABkWi26yZPxnTMbTdeurTxD4Wo1ZuMwd281o6Z1xZBbQWF2GUVZ5RRll2My1h2gqN2Ul8NZUT0rCI1ms1lJP3WS0qJCPPU+hMX2bNYWBNeiOUNiq8WCISeLgvS0S8FsWnVIayytO99Sad3wCQmtDmWrqmh9QsNQqUVO0N45NYQdPnw46enpJCQk4OnpWeP+kpISevXqJdoRXCVXr4Stkna6gF/+dxxzpZXASG8mPdoXrWfNKtA9mXt4YtMTlJvLGV3UH/8iew/Y2IhAJt45k5/efJX00ydRu7lx598XE9YjrmlPrhWdySph1sd7ySutJDrAgy8WDCNYJy5PEARBEITm1FLh3969e5kxYwYpKSnIZDIkSar+b+fOnfnmm28YNGiQ0x7f1blyCFvFZjJR/MsvFKxYQWXCqerbPUaMwGfuHDyvvx6ZXARtbUVTNg6TJInyYhNFWeUUZpdf/m92GcX5Rqhn3zdRPSsIbVdLhMTlxQaHULaqtUFRdhbSpY3qa5DJ8L5UPetzqe+s76UKWg8fX/GzpZ1wagi7fPly7r33Xnr27MmiRYsYPXo0/v7+5OXlVW/MlZCQwKeffsq8RgR/gl1r7zirDA6usyfsH2UnF/PTf45iLDPjE+zO5Cf64elTM3w8mX+SP//+ZwqMBQwo6UJ0Xh9sKAj20zF1+kw2ffAOF08eQ6XRcsffXyQ8rvc1P9eWdiG3lFkf7yXTYKSzrztfLBhKuK97a09LEARBENqNlgz/LBYL69atY+/evRQUFODt7c3QoUOZMmUKarXaqY/t6tpCCFtFkiQqDhygYMXnlGzcCJfeHKsjIvCZMwf9Hbcj9/Bo5VkKjXH+cE6zbRxmMVsx5FRQeKlitqp6tjDbvjlYXa6snnWooBXVs4IgAFaLmaLsrMsBbXoaBZlpFKanYSwrrfM4tZsbPiH2TcGuDGj1IaGieraNcWoIC/aer++88051ai+Xy7FdWtxIksRjjz3GO++805RTd1jOXtgWb9hg33EWag1itXFxdF6xAoVn4xakBZllrH3nCGVFlXj5apn8RD/0QTXDx2RDMg/+9iAZZRlEVwQwLGsQRtzxcNMydeo0Dn61jJRjh1GqNdz+t+eJ6N3vGp5l67hYUM6sj/eSWlBOqE7LF/cPI8pfLOwFQRAEoTm0pfCvPWurr4MpLZ3CL76g6JtvsF1qlSb38kJ/1134zJ6FulOnVp6h0BBnbxx2zdWzQe7og0X1rCAIjuwbDxZTkH7RYVOwgow0DNnZSFJ91bOB9g3BqjcIs7c48ND7iJ8tLsjpISzAjh07+Oyzzzhy5AjFxcV4e3vTv39/5s2bx3XXXdfU03ZYrbXjrEKvx1paChYLmh49CH//f6iCgxt3vvwK1r5zBENOBW5eKiY93o+AcK8a43LKc3jwtwc5V3SOALM7t6UPpljyR6GQM/HWiSRvWEvSkYMoVWqm/PU5IvsNbLbn3FKyDEZmfbyH87ll+Htq+GLBULoH1/y7EARBEATh6rRG+FdWVla9vvUQFZNA2w1hq9jKyij64QcKV3yOKSXFfqNcjteNY/GdOxe3QYPEG1uhBlE9KwiCM1jMZgzZmfa2BulpFGZebnFQWVZW53FqN7dLrQ0u9Z691NpAHxyKsoNfsdOaWiSEFZpXa+44azxxgot/fgRrfj7KwEA6/e893Hr2bNT5yotNrPvPEfIulqLWKpj4SF9Cu+prjDNUGnh046McyT2Cu1XB3LQ+5NrsfWJHDB9O6ZE9JB3aj0KpZPJfn6NL/8HN+bRbRF5pJXM+2cepzGJ83FV8ft9QYkO82ZdUQE6JkUAvLUOifFE04yf3giAIgtDetdQaqbKykn/9618sX76c8+fPV98eHR3N/Pnz+X//7/+h0XTcywPbeghbRbLZKNu+nYLlKyjbtav6dk1sLL5z5+I98Vbk4o2s0ABRPSsIgjNIkkRFsaG6pUF1QJuehiGn/upZXWCQY+VsaBi+YeG46/TiZ4uTiRC2DWrtha0pLZ2LDz2I6dx5ZG5uhP3f/+E19oZGHVtZYeGX946RkViEQiVnwgO9iOztX2NchaWCv279K9vStqGwSTyU0YUs8wAAunbtiltGEkkH9iBXKJn01LPEDBrarM+xJRSVm5j32X6OXixCq5TjoVGSX2aqvj9Ep+XFSXFM6NUxd1YWBEEQhKvVEmukoqIixo4dy9GjR1EqlURHRxMUFER2djbnz5/HYrHQr18/Nm7ciF6vd8ocXF1rr1WdoTIxkYLPV2JYuxbJaARA4eeHz4wZ+My4G2VAQCvPUGiLRPWsIAjOYDGbKcrKcNgYrKoPbWV5fdWz7le0Ngi/1H/2UvWsquYm643REhuhtSUtEsJmZWVx8OBBioqKsFpr/2Uyd+7cpp6+w3GFha21pIT0J560VwXIZAQ9+3d85sxp1KcmFpOVXz86QfLxfORyGTfOj6XbkJptDcw2My/ufJF1F9YB8FCWLwUVo7EiJyAggCCjgZR9u5ArFNz2xDN0HTqi2Z+ns5UYzdzx7i7O5dZswl31N/m/2QNEECsIgiAIjdASa6Q///nPvP/++9x77728/PLLhIRc/h2dmZnJc889x7Jly3j44Yd59913nTIHV+cKa1VnsRQWUvT1NxR++WV12y6ZSoX3rbfiM3dOo68QE4T61F49W0ZRdvlVV8/aQ1pRPSsIwqWfLYaiK1obpFX3oC3OyamzelYmk6MLDKoOZau+fELD6q2eTdy7i03LPqS0IK/6Nk9ff8bOf6BN5jfNwakhrNFo5P7772fVqlXUdbgkSchksjrDWaEmV1nYSmYzWS+9TNGaNQD4zJxJ0MJnkSmVDR5rtdrYtOIUZ/dmgwyuv7sbvcfU3OzAJtn4vwP/x4qEFQDMzVMhK7+FUqsKd3d3OitspO/bgUwuZ+LjT9N9eNvqMWy1SYx8bSNZxZW13i8DgnVadjwzVrQmEARBEIQGtMQaKSQkhOjoaHbs2FHnmBEjRpCUlERmZqZT5uDqXGWt6kyS2UzJb79RsOJzKo4cqb7dbdBAfOfOxevGG5EpOm6lj+A8FpMVQ25V9WyZQ4uD1qiedfZmaIIgtAyLyURRVgYFl1oaFFZX0KZjqiiv8ziNhwe+IZ0cA9qwTuSmJvPzO/+s87jJTy3skEFsY9dIDadqtXjmmWf44osv6NatG/fccw+dOnVC2YiATmgbZCoVwYsXoY6IIOdf/6Lwyy8xpacR9n9vovCsf2MKhULOTfPi0LirOL45jW1fncVYZmbQrZEOn6LIZXL+Ouiv+Ln58dbBt1jhb+aOoh8Iq5hCZjmclcuJGDySvP07+fmdN7BZrcSOGuPkZ9589iUV1BnAgv1D7kyDkX1JBQyP9mu5iQmCIAiCUKvi4mJGjx5d75gxY8Zw9OjRFpqR0Bqqql+9b72VimPHKFjxOcXx8VQcOEj6gYOoQkPxmT0b/dS7ULTTIFpoHUq1Ar8wT/zCPB1ub6h61lRhITupmOykYofjrqV69vzhHLavTqSs6PL7GQ+9huvu7kp0/8DmfeKCIDiVUq3Gv3Mk/p0jHW6XJImyokKHUNbe2iANQ24OlWVlZJ47Q+a5M1f1eJuWfUD04KGt3prAVdslNKkSNjQ0FF9fXw4ePNihNydobq5YXVC8YQMZf3sGyWhE06MH4e//D1VwzRYDfyRJEvt/Tmb/T0kA9LmhE6OmdUVWy6en3yd+z6JdL2JDYkxpJSMtUzldaN8MIcRdQ8nBnchlcsY//AQ9R9/YvE/QSX48ks4TXx1pcNxb0/tyx4CalcKCIAiCIFzWEmukIUOG0KNHD1asWFHnmDlz5nDmzBn27dvnlDm4Oldcq7YEc3Y2hatWUfTVaqxFRQDI3N3R3347PnNmo4mKat0JCh2WM6pnk0/kEf/BiTqPnfBgLxHECkI7ZzZVUpSVWaNyNj8tBYvJ1ODxSrUaT18/3HU+eOj0uF/68tBXfV91uw6V1q3ZW6q0RrsEp7YjcHd3589//jP/+te/rmmSgiNXXdhWHDvGxT8/gjUvD2VAAJ3e/1+j+2Id23yR7asTAeg+NJgb5vZAoah5Wcym1E08veUpTJKVgeVGZmruYVeqfZxeo8JybB8yycbNDzxG77E3N9+Tc5Ld5/O556M9DY7zcVcxd3gk9wzpTLBO2wIzEwRBEIS2pyXWSN9//z0zZ85k/fr1jBkzpsb9mzZt4tZbb2X16tVMmTLFKXNwda66Vm0pNqOR4p9+omD5CioTE6tv9xh9Pb5z5uIxcoTozSm4hKb2ngWQyaGuzdcBPH00zHllRKu3JhDtEgSh5Z3asYVf/tO8OaBSrbEHtDo97pdC2svBrT2sddPp8ND5oPHwaPD3bOLeXax9c2md9zurXYJTQ9iBAwcSFxfH559/fk2TFBy58sLWnJ7OxYceojLxHDI3N8L+7194jR3bqGPP7M1i4/JTSDaJyD7+jF/QE6W6Zhn4/qz9PP7bQ5TaTHSvNPFX33n8ftqGxWLBTalAfvoIcnMlNy34M33H3drcT7FZWW0So17fRJbBWOcaRy4D26U7FXIZN8UGMntYBCOj/cUCQhAEQRCuZqvNGwABAABJREFU0BJrpBUrVvD111/zyy+/cPPNNzNq1CgCAwPJyclh+/bt/Pbbb0ycOJGpU6fWOLajbETrymvVliRJEuV791KwfAWlW7bApbdT6phofGfPQTdlMnI3t9adpCDUoanVs1dSquW4e6vReqjQeqjQXPqv1kN5+XtPFVp3FVpPJRp3FRo3Za1XRTaFaJcgCK3j4sljrFmysMFxEx75Czr/IMoMRZQbCik3FF363uDwZ0tl3S0ca6NQKnFzCGmrvvfBXa/HzdOL9e++SbmhqM5zePn5s+C/nzR7awKnhrBr1qxhwYIFHDp0iJiYmGuaqHCZqy9srSUlpD/5F8p27gSZjKC/P4PP3LmN+sQ/+Vge8R+dwGq2EdpVz8Q/90HtVrOP8OmC0zz0yxzyrUY6mc0sDX+AzSftfzdKuQxV0mmU5SWMvfdB+k+Y5Iyn2WziT2Ty8MpDgOOHzVV/W/++px8SMlbuSWFfUkH1/ZF+7swaGsHUgZ3w8VC33IQFQRAEwUW1xBpJLpcjk8nq3HS2ypXrno62Ea2rr1VbgyklhYKVX2D49lts5fYNThQ6Hfrp0/CZORNVSEgrz1AQGkeSJE5sS2fbqrNOOb9MhkNY6xjeXhHgVoe3KjTuSlQahcPP3fOHc0S7BEFoJTablY8euc/hMv8/upqQ02SsoLyo6Iqw1nBFYGsPa8sNRZQVFdW7idjVmv7CUsJ79mm280Ezh7Dbtm2rcdt///tffv/9d5588kn69++PTqer9djrr7/+KqbdsbWFha1kNpP18isUrV4NgM/MewhauBBZIzZmy0gs5Od3j2EyWgno7MWkx/ri5lUzZLxYnMoDa6eRZi3Hz2rlrW6PcOCUmvT0dGSAOjMFdVEuY+YuYODE25v5GTav+BOZLF6XQKbBWH1biE7Li5PimNDr8qL8bHYJX+xJ4btD6ZRUWgBQK+Xc1ieE2cMi6B+uF5e3CYIgCB1WS6yRli9f3uRj582b14wzcV1tYa3aWqwlJRi++46Cz1diTkuz36hQ4HXzOHznzsWtXz+xlhNcXvqZQn5463CD426cF4su0B1jmRljqZnKcvt/jeUW+3/LrritzIzFVE9/gwbIlbLLFbfuSnJSSrCa6z6fq7RLEIT2qrUu97eYTJdD2Uv/tX9fSHmR/fuCzHTKCgsaPNetjz9N7Mj6N2O9Ws0awlZVBvxR1aH1LSg6SmVAc2grC1tJkij4bBk5b7wBkoTH9dcR9uabKDw9Gzw2N7WEdf85QkWJGX2QO5Of6IeXb81eqHnluTz07STO2MrwtNl4q9fjpKf6c/z4cQBUBTlosi9y/cx5DJlS87JAV2K1SexLKiCnxEigl5YhUb4o6lgUlFVaWHs0g5V7UjiZcXmH07gQb2YN68zt/cLw0DQceAuCIAhCe9JW1kjtnXgdGiZZrZRu2ULBis8p37u3+nZtnz74zpmD9/ibkanFlU6Ca7LZJFYs3OVwmf8fNSXktJitVJZZ7KHtpa/qP5eaMZZXhblX3FZmxma96ot2Aeg2LIjIXv74hnigD3RHoaq5J4kgCE1X28ZXXn7+3DDPeRtfNUZj2yW4fCXsokWLmvzJ7Ysvvtik4zqitrawLf7tNzKe/huS0YimWzfCP3i/UZdcFWWX8+M7hyktqMTTR8PkJ/rhE+xRY1yJsYjHvr6Fg7ZS1JLE670fRVPek40bNwKgKCvGLe08o6bNZNiddzf782tNkiRx5GIRK/ek8tOxDCot9k97PTVK7ugfxuxhEXQP9mrlWQqCIAhCy2hra6T2qqVeB6vNyqGcQ+SW5xLgHsCAwAEomrl3W0swnj5NwYrPKf7pJ6RLu0krAwLwmTUT/fTpKH19W3mGglCTq1zuL0kS5kqrQ2CbdCyP45vTruo8MrkMXYAbPsHu+IZ44BPigW+oBz5B7rXuUyIIQuPYbFbST52ktKgQT70PYbE9m73PalPm1JztEq6GU3vCCs7RFt9gVBw/zsU//xlrbh7KgAA6/e9/uPXq2eBxpYVG1r5zhMKscrSeKiY91pfAiJrP2Wg08LfV49lMGXJJYlHvh4n1uJFvv/0Ws9mMrNKIW9o5Rk2+g+FTZ7bLy7yKyk18czCNL/amkpRXVn374EgfZg+LYEKvYDRKsYAQBEEQ2q+WXCPZbDbS0tJIT0/HbDbXOqajtttqidfh95TfeW3fa2SXZ1ffFuQexN+H/J2bIm5yymM6myU/n8LVqylctQprrv2NoUytxnvyJHznzEXbvVsrz1AQHNW28ZWnj4ZR01t346vGtkvo3MsXU7mFgsxyTBWW2gfJwNvfDd8QD3xD3O3hbIgH+iB31Fpx5aEgtFWt1S5BhLBtUFsMYQHM6elcfOhhKhMTkbm5EfavN/C68cYGj6soNfHTf46Sk1KCSqPg1j/3oVN3nxrjLEYDS1aN43t5BQBPxs5jYufZrFq1CoPBAFYLbukXGHnzBEbePaddBrFgvzxo1/l8Vu5J4bdT2Vht9n+6fh5qpg0KZ9bQzoT7urfyLAVBEASh+bXEGkmSJF577TXeeust8vPz6x3bUdttOft1+D3ld57a8hQSjm9PZJe2NX1zzJttNogFkEwmiuPjKVjxOcYTlysN3YcNw3fuXDzHjEYmF5dNC67BZpPITCyirLgSD28NIV31rd5n9WrbJUiSRLnBREFmGQWZZRRe+m9BZhmVZXWEs4CXr/ZSKHs5nPUJ8UBTy8bSgiC4ntZol9AiIWxZWRk//vgjR44cwWAwoNPp6NevH1OmTMHDo+bl5UL92moIC/bNCNKf/AtlO3eCTEbgM3/Dd968BgNRk9HCL/87TvqZQhRKOTcv6EmXfgE1xknlBbzzxTg+Udsv5ZobcxcP9f1/rFm9hosXL4Ikocm+yPCRIxk9+0/tNoitkmUw8tX+VL7ad5GsYvumXzIZjO4WwOyhEdzQI7DOvrOCIAiC0Na0xBrp73//O//85z8JDAzktttuIyQkBGUdG4921HZbznwdrDYr478d71ABeyUZMoLcg4i/K75Ntia4kiRJVBw+TMGKzynZsAFs9rZTqs6d8Z09G92ddzRqrwVB6Iiao12CJElUlJirQ9nCzDIKssooyCynothU53Eeek2NYNY3xAOth6rJz0cQBOdo6XYJTg9hV61axaOPPkpRURFXnkImk6HX63n33XeZMWNGU07dYbXlEBZAsljIeullilavBkB/zwyCn3sOWR1vYKpYzFZ++ySBC0dykclljJ3Tgx7Da+ktW5LF8i9u5l9u9v/fJkXczPMjXubXX37lyJEjAKgKcxnWvy9j593f7oNYAIvVxu+ncvhibwrbEy9/yhOmd+OeIeFMHxxOoFfNjc8EQRAEoS1piTVScHAwPj4+7N+/H08RgNXKma/D/qz9/OnXPzU47tPxnzI4eHCzPnZrMmdkUPjllxSu+RpbsX1TVrmHB/qpd+Ezezbq8PBWnqEguB5ntkswlpopyCpzDGgzy+utvnXzVuMb4o5vsIdDQOvmpeoQ70kFQXByCLtu3Tpuv/12tFotf/rTn7juuusICgoiOzubbdu28dlnn1FZWcmPP/7IxIkTr+mJdCRtPYQF+6eKBZ8tI+eNN0CS8LjuOsLeerPBT/NtVhubvzjD6V2ZAIya1pW+N9ay6CxMZu3KW3jBS4FVJuO6kBH864a3OLL/CBs2bABAUVbC4G7RjF/wcIf6pZecV8aX+1JZc+AiReX2HnZKuYzxPYOZNawzw7v4dai/D0EQBKH9aIk1kqenJw899BD/+te/nHL+9sCZr8MvF37hme3PNDju9ete59YutzbrY7sCW3k5hrVrKVjxOaYLF+w3ymR4jh2L75w5uA8dItZxgnCFlm6XUFlhqRHMFmaWUVJgrPMYrYcKnxB3h6pZ3xAP3HVq8e9ZENoZp4awQ4cO5cyZM+zbt49u3Wo2kj99+jT/n73zDo+qSv/4507JzKT3HhJqKpCEKoKoSFkrYlns5aerrqui666rrgKuBd2i7q5ti7uKgq6CXQGxIAgCmlBCQgglIb0nkzb13t8fk0wyZEISSCM5n+eZZ5Jzzz333Jlk5r3f+57vO2PGDBITE/nhhx96O/yIZTiIsG00bN5M8YO/QTGZ0E2YQMyrr6CNjDzpPoqisH3dYfZsLgRg6oVxTL9kdOcvqIocvltzMb/202NSqUgNnsTfL3iZ8oJy/vfuu9jsdiSLmdToMC69894R561lstr5fH8pb/1QQMbxOmf72BAvrpsRyxVTovEztC+ZscsKu47VUNFgItRHz/TRgcLKQCAQCARDioGIkWbPns2oUaNYs2ZNv4w/HBgKmbBnRZzFsinLSApK6tPjDxUUWabp++3UvPkmTVu3Ott18fEE3ngDvhdfjEqnG8QZCgSCjlhMNurKm13E2ZrSJoxVLdCF0uJh0Li1NfAO0AlxViA4Q+lXEdbT05Mbb7yRV199tcs+d9xxB6tXr6a5ubm3wwOwe/duli9fzo4dO7BYLCQnJ7Ns2TKuvfbaHo8hyzIvv/wy//jHP8jLy8Pb25vzzjuPp556ivHjx3fq/9Zbb7F161Z++ukn9u/fj8Vi4T//+Q8333xzl8cwGo2sWLGCdevWUVZWRnh4OFdccQUrVqzodXA6nERYgJb9WRT+8i7slVWoQ4KJefkVDBNTTrqPoihkbCzghw8dGQAp50RxztIJSCeKgkU/krl2CXcH+dCgVjHOfxyvXvAqUpPEG6+/TpPJBHY7CUF+/PzeB0acENtGdomRt3YW8GFmMc0WRxERvVbFpZMjuX5mLCV1Laz8JJvS+vY7uBF+epZfksSiFDeWEAKBQCAQDAIDESNt2LCBK664gq1bt5Kent4vxzjTGQhP2Irmik6FudwxJWwKNyTewLkx557xHrFdYT56lJrVq6n/8COUFkeBWnVgIP4/v5qAa65BGzp4VeoFAsHJsVns1JY7smVrSlozaMuaqa9opisFRqtTExDumjkbEOGFb5C+8/WwQCAYUvSrCBseHs7NN9/MqlWruuzz0EMP8eabb1JaWtrb4fn2229ZuHAhHh4eLF26FD8/P9avX8+xY8d46qmneOSRR3o0zi9+8Qv++c9/kpSUxEUXXUR5eTnvvvsuer2e7du3k5Tkegc9Li6OgoICgoOD8fLyoqCg4KQibFNTE7Nnz2bPnj3Mnz+f9PR09u7dy4YNG0hNTWXbtm29KlA23ERYcPhcFd55F+ZDh5D0eqL+9Ed8Lui+qm3Wd8VsWZsLCoyfGsq8m5NQa04QUo98Q95713JniD8VGg2RXpG8Nv81QjQh/Pef/6Cyrh4UhVHeem564Deo1SO3mmWDycqHmcW89cNxcssbTtq37ev9levThRArEAgEgiHBQMVI77//PnfffTeXXnopkydP7vJYN954Y7/NYSjT3+/D5oLNPPDtAwAuQqzUGp0sS1/GobpDbDy2EZviqGwe5R3FtQnXcvn4y/Hx8OnzOQ0F7PX11L3/PjVvv42tpPXaSqvFd9EiAm+8sdskB4FAMHSwW2XqKhzZsh2zZ+vLm5Fl99KMRqvCP7yzrYFvsB6VemQmGwkEQ41+FWFvv/12duzYwd69e1GrO995ttlspKamcvbZZ/Paa6/1amybzUZCQgJFRUXs2LGDtLQ0ABoaGjjrrLPIzc0lOzvbbSZrR7755hvOP/985syZw5dffomuddnOV199xfz585kzZw5btmxx2Wfz5s2MHz+e2NhYVq1axcMPP3xSEXb58uU88cQT/Pa3v+XZZ5/t1P7444+zcuXKHp/7cBRhAeyNjRTf/4BjSZUkEfrb3xJ4803dLrXI+7Gcza9nI8sKo5KDWHRHClqPE/7esj+m+INbuSMsmAKtlgBdAK9c8Arx/vGs/e/rHCkqASDIQ8Mdv/4NHiN8+ZaiKPxYUMvqHfl8vLfrGyQSEO6nZ9tD5wtrAoFAIBAMOgMRI5nNZm677TbWrFnjLDp7YqyiKAqSJGG32/tlDkOdgXgfNhdsZtWuVZQ3lzvbwj3DeWj6Q1wQ67iRX9FcwTsH3+G9Q+9RZ64DwFPjyeXjL+e6hOuI8R2exawUm42GzV9Rs3o1LT/95Gw3pKUReNON+FxwQbcFcQUCwdDEbpepr2jp7Dtb3oRscy/ZqDQSAWEdbA3CHc9+oYbOCUwCgaBf6VcRtq6ujgsuuIDAwED+8Ic/MGPGDOe2H374gccee4y6ujq+/PJL/P39ezX2pk2bWLhwIbfccguvv/66y7Z3332XpUuX8vDDD/P000+fdJxrr72WtWvXsmXLFs455xyXbT/72c/YsGEDubm5bj1tgW5FWEVRiI6Oxmg0UlZW5pLxajKZiIyMxNPTk8LCwh77ugxXERYcQWPZk09S9867APgv/Tnhv/99t4FiwYFqNry2H5tFJmKsHxfdPQmdp9a1U+ZbVH9yD78MDyFbp8NT48mL57/IjPAZfPq/d/gp+yBIEl5qiTvuXYavn19/neYZw44j1Vzzz+79ms+ZEMw540OID/chPtyHEG/hUyQQCASCgWcgYqS7776bV155hUmTJnHllVcSERGBpos45aabbuqXOQx1BipWtct2MioyqGyuJMQzhPTQdLeWAy22Fj47+hlvZb/FkfojgCNr9tyYc7kh6Qamhk0dtnFLy/4sala/ifGLDWBtLcgaEUHgddfif+WVqHt5DSYQCIYmsl3GWGVqtTNoE2gdNgc2q+x2H5VKwi/U0MnWwD/MgEZ76vYtA10MrbcM9fkJhjf9KsKOGTMGi8XitBrQarUEBQVRXV2NtTUIiIiIwMPDw/VgksSRI0dOOvYjjzzCM888w9q1a1m6dKnLttraWgIDA5k1axbff//9SceJjIzEaDRSX1/fKVv3hRde4P777+cf//gHt99+u9v9uxNhDx06RHx8PAsXLmTDhg2dti9evJiPPvqIQ4cOdZu128ZwFmHBIVzX/PcNKp57DhQFr9mziXrhedTe3ifdr/RIPZ+9tBdzs42gaG8uuWcyXn4nZLTueImmTY9yX1gIOw16tCotz8x5hoVxC/nu80/5esdOUKvRSnDzbbcRFRXdj2c69PloTzH3vbOn1/sFenkQH+YQZBNahdkJYT546UTWhUAgEAj6j4GIkUJDQ4mNjWXHjh1diq8jnaEaqyqKwo7SHazOXs224m3O9viAeK5Pup4LR1+Ih9rjJCOcuVgrKqh75x1q33kXe00NAJLBgN9llxJ4ww3oxo4d5BkKBIL+QJEVGmpMnWwNakubsJrdr9aQJPANMXSyNfAP9+y84vQEjmRWsPXdPJrqzM42L38dc34+nrFpg+9PPdTnJxj+9DRGOqUIU5ZltFoto0aNcmmPiHD1jzxR3+2J3puXlwfgVrgMCAggODjY2acrmpqaKC0tJSUlxa1dQtvY3Y1zqvM88Rhd9TGbzZjN7R8SRqPxlOdzJiBJEkG33IxHTDTFv/ktTdu2UXDtdcS8+grayMgu94sY68fiB9L55K97qC5qZP2fMrjsvlR8gw3tnc66G6+WWl7+7o/8LjSYL708+c2W31BvrufqC6/Gx9uLTzZsxOqh59///BdXXHklySkj1z8r1Effo35XpEfRZLaTW95AfnUTNU0WdhytZsfRamcfSYKYAE8XYTYh3Ie4IC80wqNIIBAIBGcIJpOJ8847TwiwZyCSJDErchazImdxtP4oa3LW8PGRj8mtzeWx7x/j+Z+eZ2n8Uq6Kv4pgQ/BgT7dP0YaGEnLvvQTdcQfGzz6n5s03MR88SN0771L3zrt4zZ5N4I034DV79ogtVCsQDEcklYRvsAHfYANxE9s/1xRFobHW3MnWoKa0CUuLjfqKFuorWji2t6rDYOAbpHcRZgMivAgI98RDr+FIZgUbXsvqNIemOjMbXsti0R0pgyp0DvX5CQQdOaUoMz8/v4+n0U59fT0Afl0sGff19aWoqOi0x+jY71Toi2M888wzvfKMHS74XHABsatXU3jXnZgPHeLYz39OzMuvnLSoQHC0N0t+k87HL+7BWNnC+j/+xCX3phIU1SGL9rxH8Wip44+7/8lTwUG85+PFH374AzWmGu6Ycweeej3vvf8+Nk8f3nv/fSorK5l77rnDdpnayZg+OpAIPz1l9Sa39YfbPGGfu3Ky0xO2xWInr6KBg2UN5LY+DpY1UNVo5nhNM8drmvkyu92/zUOjYnyodwdx1peEcB9CfYSlgUAgEAiGHlOmTOHw4cODPQ3BaTLGbwy/n/l77km7h3V561iTs4by5nJe3vsy/9z/Ty4cfSHXJ11PQmDCYE+1T1HpdPgvuRy/yxfTvGs3NavfpPGrr2nato2mbdvwGD2awBtvwO+yy1B5enbaX7Hbaf7xJ2yVlWhCQvCcOgXJTTKLQCAY2kiShE+gHp9APaOSg5ztiqLQbLR0ypqtKWnC1GTFWGXCWGWiYH+1y3heAR6YGqwnPeZ3aw8RFOWNWqNCpZKQVFLrMx1+bn1Inf3WTwdZVtj67smT67b9L4/Rk0OENYFgSCBu9Q8iDz/8MA888IDzd6PRSEzM8CwkcCKGlGRGv/suhXfehfnQIQpuuIHIPz6H7/z5Xe7jF+LJkgen8PFf91BT0sQHf87g4l9NJnxMqxAuSfCz51Cb6nhs/3sEyfCqnxcv7XmJGlMNv5v+O67T6Xjnv69j9gvm2y1bqKyqZPHiy9FqtV0edziiVkksvySJu97KQAIXIbbtq2n5JUkuRbkMHmomRfszKdrfZazqRrNTkM0ta+BgeQOHyhposdo5UGLkQIlrhre/p5b4sHZhts1v1ltYGggEAoFgEHn66aeZN28en376KRdffPFgT0dwmvjp/Lg15VZuSLqBr45/xers1eyr3MdHRz7ioyMfMS18GtcnXs/c6Llu/WbPVCRJwmvGdLxmTMdSWEjtW29Tt24dlmPHKFv5BBXPv4D/VVcSeO21aKOiADBu2kT5089gKytzjqMJDyfskYfxXbBgsE5FIBD0IZIk4eWnw8tPR0xCoMu2lgYLNSUdMmfLHCJti9FCU62l27GbjRbefrz7eiPOubQKtC6CrSQhqSVUUqtwq25tc/n5hH1UEhaTzcWCwB2NtWZK8+qIig/o8RwFgv5iyKkebZmlXWWQtvksnO4YHfudCn1xDJ1Oh06n63L7cEcbGUnsmrcpvv8BmrZupfje+7A++CCBt97S5d0xL38dl/86nU//vpfyY0Y+enEPF94xkZik1i8SlQoWv4JkMnJ33kYCFIlV/l6sPbiWOlMdT81+iutvv4O1L/2V5uAIDhzIpramlmuuvRYfH58BPPvBZ1FKBK9cn87KT7IprTc528P99Cy/JIlFKREn2budIG8ds8bpmDWufRmMLCscr2luz5otN3KwrIH8qibqmq3sPFbDzmM1LuNEBxicdgZtWbOjg73QCksDgUAgEAwAX375Jeeeey6XXXYZ5513HqmpqW49vSRJ4rHHHhuEGQpOBa1Ky6K4RSyKW8Teyr28nf02mwo2sbtsN7vLdhPjE8N1idexeNxivLRe3Q94BuERE0PYw78j+J57qP/gA2pWr8Z6/Dg1/36dmv/8F5/589EnJlD54l/hBNs4W3k5xfctgxdfEEKsQDDMMfh4EBXv0UmkNDVa2ftNIT9+lt/tGCq1BBIossOv9mQosoIig+x2TWb/kP19CZJaImSUT7f+twJBf3JKhbn6E1GYa+gVO+hvFJuN8qefpnbNWgD8f/5zwh/7PdJJPNmsZjtfvLafwuwaVGqJ+bcmM25KB58Xawu8dQUUfM/ngWE86u+JTbEzK3IWz5/7PDVHjvHu88/REBoDag0+3t5cc+21RJ7Em3a4YpcVdh2roaLBRKiPnumjA10yYPsSk9XO4YrGVnHW6BRpKxrc3730UKsYE+LlYmcQH+5DhJ9eWBoIBALBCGIgYiRVD/0yJUnCbndf9GS4M1xi1bKmMt45+A7vHXoPo8WROOGt9eby8ZdzbcK1RPsMzwKuiizTuGULNW++SfOOHmStSRKasDDGfbVZWBMIBCOU4txaPnw+s9t+i+9Pc4q4iqKgKG1iq4Lc+qzIOH92/9y6j6Ig25UTfgZZUVDsrX1b26tLGvnp84Ien4+kkgiK8iI0zpew1kdAhJewKhCcNj2NkYacCLtx40YWLVrELbfcwuuvv+6y7d1332Xp0qU8/PDDPP300ycd55prruGdd95hy5YtnHPOOS7bfvazn7FhwwZyc3OZMGGC2/27E2EVRSE6Ohqj0UhZWRleXu13zk0mE5GRkRgMBoqKinosFg2XwPZUUBSF2jffpHzVs6AoeM2eTdQLz6P29u5yH7tV5sv/ZHMkowJJgnOvSyBpdgcR1VQPb1wCpXv5Piia+wMMtNjNTAyeyEvzXqLleDn/e+4PGEOikXUGNBoNl19+OcnJyQNwxoKO1DZZnMJsbrnD2uBQWQNNFvcXub56TavXrK/Tc3ZCuA+++pFlKyEQCAQjhYGIkbZs2dLjvnPnzu2XOQx1hlus2mxt5tOjn/JWzlscqz8GgEpScV7MeVyfeD1TwqYM25u+ptxDVPzlzzRt+a7bvqPeeAOvGdMHYFYCgWCoIcsKbz6y/aRL/r0DdNzw1KxBETJ7Mj8Pg5rI8f5U5DfQbOxsr6DVqQmN9SFstG+rOOuHd8DIXbEsODXOWBHWZrMRHx9PcXExP/zwA6mpqQA0NDRw1llnkZuby4EDB5ziaVVVFVVVVQQHBxMc3L4c+ptvvuH8889nzpw5bN68GQ8PDwC++uor5s+fz5w5c04abHcnwgIsX76cJ554gt/+9rc8++yzndoff/zxXhXeGm6B7anQ8NVXFD/4G5SWFnTjxxPz6itOvyp3yLLClrW5ZG8tAeCsy8eSvjC2vUNTFby+CKrz2Bc6ll8GGKi3GBntN5rXLngNqayB/z2znPqAcOzeDuuIuXPnMnfu3B5nxAj6B1lWKK5r6ZQ1e7SqCXsXS1yi/A1Oj9m2rNkxwd54aMR7KRAIBGcyIkYaGgzX90FWZLaXbOet7Lf4vqR9tV1iYCI3JN3AwriFeKg9BnGG/UP9p59R8uCD3fbzvfhiAq67Fn1yMiqP4fc6CASCk3Mks4INr2V1uX3RHSmMTQvtcnt/09P5KYpCY62Z8mNGKvKNlOcbqSgwYrPInfbx8vMgbLQfoXE+judRPngYhpybp2AIccaKsOAQUBcuXIhOp+Oaa67B19eX9evXc+zYMZ588kkeffRRZ98VK1awcuVKli9fzooVK1zGuf322/nXv/5FUlISF110EeXl5bz77rvo9Xq2b99OUlKSS/9//etfbNu2DYD9+/eTkZHB2Wefzbhx4wCHxcDixYud/Zuampg9ezZ79uxh/vz5TJkyhb179/LFF1+QmprKtm3bXDJku2O4Bra9pSXrAEV33YWtshJ1cDAxr7yMYeLELvsrisIPHx0lY4NjGUL6wlHMXDy2PXOhrtAhxBqLOBqZwi/89ZS3VBDmGcY/5v8DrxqZ9556jHpPP6xB4QAkJSWxePFip3gvGDqYbXaOVDQ5fWZzWx8dfW07olFJjA3x7iTORvkbhm12i0AgEAw3RIw0NBgJ78ORuiO8nfM2nxz5BJPdEVsEG4L5efzPuWrCVQQZgroZ4cyhaecujt90U4/7S1ot+uRkDKmpGNLSMKSmog0bPOFFIBAMHEcyK9j6bp5Lxql3gI7ZV48fVAG2jVOdn2yXqS1rpvyYQ5QtP2akpqTxRJtskCAwwtXGIDDKC7WoXyJo5YwWYQF27drF8uXL2bFjBxaLheTkZJYtW8Z1113n0u9kIqwsy7z00ku89tprHD58GG9vb8477zyeeuoptzYEN998M2+88UaXc3J3jPr6elauXMn7779PWVkZ4eHhXHnllSxfvrzXhb9GQmDbU6ylpRTeeRfm3FwkvZ7I557ttihA5qbjbF9/GICksyOYe11C+5KIqjyHENtcRVnsTH7h78ExYz5+Oj9envcy4U3evP/k7zGqtJgi4kCSiIiIYOnSpadVwE0wcNQ3W8ktd82azS1roMFsc9vfR6dhQkdhNsxhb+DnKSwNBAKBYKgxUDGSzWbjb3/7G2vXruXgwYM0Nzdjszm+R/bs2cM//vEPli1b1qWd1cmIi4ujoMC9b90dd9zBq6++6tJmNBpZsWIF69atc8aYV1xxBStWrOj1a7B79263cfW1117bq3FGUqxaZ6rj/bz3WZuzloqWCgA8VB5cNOYirk+6ngkBvf8bGGoodjuH512Arby8U2GuNlQ+PhimTsW0dy/2mppO27WRkU5B1pCWhj5+ApJWxFICwXBElhVK8+poMprx8tURMd5/SHmp9tX8rGY7lceNlB9rcAiz+fU01nS2O9BoVYSM8nEIs6MdwqxPkKhdMlI540XYkchICmx7gr2xieIH7qfpu60gSYQ++CCBt95y0g+17O9L+PatgygKjE0PYf4tyai1rXenSvY4PGLNRurGX8Av/TzYX52FQWPg+XOfJ94exXtP/h6jxYY5dgKypMLb25ulS5cSHT08CzQMdxRFoaTeRG6ZkZzSdmH2SGUjti4sDcJ99S4Zs/HhPowL9UanEQUpBAKBYLAYiBippaWFBQsWsH37doKDg9FqtZSWljqLcNXX1xMeHs6vf/1rnnzyyV6PHxcXR11dHcuWLeu0berUqVx88cXO309cbZWens7evXvZsGFDr1dbffvttyxcuBAPDw/nzeW2FWZPPfUUjzzySI/PYSTGqlbZypf5X7I6ezVZ1e3LXWdEzOCGxBuYEz0HlXTmZkIZN22i+L5ljl86Xha2xttRL76A74IFKIqC9fhxWvbsoTkzk5bMPZjz8kB2XcYr6fUYJk5sz5ZNS0UT4FpxXSAQCM40murNTguD8mNGKgoasLR0TvYx+GhdsmVD43zRe4kbUyOBPhVh33zzzVOeyI033njK+440RmJg2x2KzUb5089Qu2YNAP5XX034Y78/6R32I5kVbPr3AWSbQkxiAIvumIiHvtW/Jf97eGsJ2Ew0p1zB/b4atpfuQCNpeGr2U8zwmMh7f3iEhqYmLKOTsKo1qNVqLrvsMiZNmjQQpywYACw2maNVjeSWNbhkzRbXtbjtr1ZJjA72IsEpzvqS0GppcCp3V+2ywq5jNVQ0mAj10TN9dCDqIXQXWSAQCIYaAxEjPfbYYzz11FOsWrWK3/zmN6xcuZI//OEPThEWYNGiRVRXV7N79+5ejx8XFwdAfn5+t337qu6AzWYjISGBoqIiduzYQVpaGuBaayE7O5vx48f36BxGcqyqKAp7K/eyOns1m49vRlYc4mOsbyzXJlzL4nGL8dR6DvIsTw3jpk2UP/0MtrIyZ5smPJywRx4+6Uo0e2Mjpn37aN6zh5bMPbTs3YtsNHbq5xEb65Itqxs3Fkndu5vbit1O848/YausRBMSgufUKb0eQyAQCPoKRVaoq2huF2XzjVQVNSLbO8trfqEGhyjbWvgrJNqnPVFMMGzoUxFWpVL1OqVaURQkSXIJXAUnZyQHtidDURRqV6+m/JlVoCh4zZpF1IsvoPbx6XKfwpwaPn91PzaznbDRvlz8q8ntd6AObYR3rgXZhnXabTzqreKL/A0A/G767/iZ37kOIbauFvuYJFq0egBmz57N+eefLwp2DWOMJiuHThBmD5YZMZrcWxp4eaiZ0MHOoE2cDfDq2kt4Q1YpKz/JdvGwjfDTs/ySJBalRPT5OQkEAsFwYCBipAkTJhAdHc3XX38NwMqVK3niiSdcYtlf/vKXrFu3jvLy8l6P31MRVlEUoqOjMRqNlJWVuWS8mkwmIiMj8fT0pLCwsNv4fNOmTSxcuJBbbrmF119/3WXbu+++y9KlS3n44Yd5+umne3QOIlZ1UNJYwjsH3+H9vPdpsDQA4KP1Ycn4JVybeC2R3pGDPMPe0xcipyLLWI4edWTKtgqzlqNHO/VTeXlhmDy5XZidPAn1Sf6eTlUkFggEgoHEZrVTVdjoIszWV3ZO8lGpJYKjvQkb7UdYnMPOwD/UE0kk5ZzR9KkIezKf1O64qRdm7yMdEdienIavv6b41w+itLSgGz+OmFdfRRsV1WX/8mNGPvn7HsxNNgIjvbj03lS8/HWOjfvfh3W3AQrynN+wylvF2oNrAbhj0h1cF76E9/7wKMbqSlSj4zHqHYJvfHw8S5YsQafT9ffpCoYIiqJQZjSdIMw2cKSiEYu9cyVNgFAfXQdLA4cwOy7Um29zK7jrrQzc+LwD8Mr16UKIFQgEAjcMRIyk1+u57777nJmn7kTY3/3ud7zwwguYTO6LQZ6MuLg4zGYzq1atori4mICAAGbNmsXkyZNd+h06dIj4+HgWLlzIhg0bOo2zePFiPvroIw4dOtRtBusjjzzCM888w9q1a1m6dKnLttraWgIDA5k1axbff/+92/3NZjNmc7sPntFoJCYmRsSqrTRbm/n4yMe8nfM2+cZ8AFSSinmj5nFD0g2khqSOeG9Ae10dLXv3tmfL7tuH0tzs2kmS0I0biyG1PVvWY3QckiS12yWceMl6gl2CQCAQDEVMjVbKCxyCbFvxL1OjtVM/naeG0Fgfwkb7Oe0MPH1FkfAzCeEJewYiRNjuaTlwgKK7fomtogJ1cDAxL7+E4SQ2ATUlTXz81z001ZnxCdJz6X2p+Ie2LhXb/S/47NcAKAue4h9eWv6+5+8AXDXhKn41+jbWPfkYxspyNDFjMPoGY5dlwsLCuOaaa/D39+/v0xUMYax2mfyqJqc4e7CsgdxyI4U17i0NJEClkrB34UUrAeF+erY9dL6wJhAIBIITGIgYKSQkhEsuucSZMepOhL3qqqv44YcfKCws7PX4XRXmWrRoEatXryY4OBiAzz77jIsvvphf/epX/O1vf+vU/ze/+Q1/+tOf+Oyzz7jwwgtPesyrrrqK999/nx9//JEpU6Z02h4SEoIkSVRUVLjdv60A7omIWNUVWZHZVryN1dmr+aH0B2d7clAy1yddz8LYhWjVwhMQHFZj5rw8l2xZq5v/J7WfH/rJk2nJyEBubHQ/mCShCQtj3FebhTWBQCA4I1AUBWOVyUWUrSxswG7tnNzjE6h3WhiEjfYlZJQPWg/xWTdU6WmsqhnAOQkEp40hOZm4/71L4Z13YT54kIIbbyLy2WfxXej+DnhgpBdLHkzn4xf3UF/Zwvo/ZXDpvakER3vDtNugpRa+fhJp06PccdnLBMx8jCd/eJL3Dr1HnbmORx97gg+eWk594VECIyw0RYymvLycf/zjHyxdupRRo0YN8CsgGCpo1SrGh/kwPsyHSzokMTWabRwqd7UzyC1roLbZ2qUAC6AApfUmdh2r4ayxQf1/AgKBQCBwYebMmXzyySfU19fj5+fXaXtRURGff/45ixcvPqXxb731VubOnUtycjI6nY7s7GxWrlzJF198waWXXsr333+PJEnU19cDuJ0D4Azs2/qdjJ6MVVRU1OX+Dz/8MA888IDz97ZMWIErKknFOdHncE70OeTV5vF2ztt8cuQTDlQf4OGtD/P8j8+zNGEpV064kgD9yC5SJWk06BMT0ScmwrXXAmCrqmov+LVnL6b9+7HX19P03XcnH0xRsJWV0fTDD3ifffYAzF4gEAhOD0mS8Asx4BdiYPy0MADsdpma4ibKj9U7rAzyG6gta6KhxkRDjYnDPzlulEoqicBIL8JGtxf+CojwOqUaJYLBQ2TCDiFEJmzPsTc2UfzrB2ja4gjOQn/zIIG33trlkq9mo4VP/raHqsJGPAwaLr57EhHj/B1Lmzb9Hnb8HSQVXL2aTQYPfrf1d1hlKzPCZ/DU5Mf5bNWT1JaWYAgJR4mfTGV1NSqViksuucRZ5EIg6ApFUXjrhwIe++hAt30fuTCBX5wzdgBmJRAIBGcO/RUjfffdd8TFxTFq1Ci+++47zjvvPNLT03nxxRf54osvePrpp2loaGDHjh3cc889HD58mB07drjNKj0VZFlm7ty5bNu2jU8//ZSLLrqINWvWcN111/Hoo4/y5JNPdtrnD3/4A48//jhr1qzhmmuuOen4CxYs4MsvvyQvL49x48Z12j527FiKiopcLAdOhohVe06NqYb3D73POwffobKlEgCdWsfFYy7m+sTrGRfQ+f0QOFAsFkwHD1Lz1tsYP/64R/toQkLQRkaijYpEGxXl+LnDQ9XBW1kgEAiGOuYWG5UFRqe/bHm+keZ6S6d+Wp2a0FgfZ7ZsWJwv3gH6QZixoN8zYQsLC3nyySfZvHkzJSUlWCyd/yAkScJmc1/QRiA4HdTeXsS89BLlz6yi9u23qfjjn7DkFxD++GNI2s7LvTx9PVh8fxqfvbyP0sP1fPziHhbdMZHYlCBY8CSY6iDzLXj/FhZc9x6+F7zMfV/fx86yndxjeZA/P/QMm5/7IzUlRXjarYydcR5H8vP56KOPqKys5IILLhAFuwRdIkkS40K7LiTXkac/P8jmnAqumzGKRSnh6DRiyYlAIBD0F+eddx7Lly/n8ccf55xzzuGll17i3nvvZc6cOc4+Pq2FQNVqNS+//HKfCbDgKH57yy23sG3bNr7//nsuuugiZ9ZqV5muxtbq811lt3akJ2P1ZBxB7wnUB/KLSb/gluRb2JC/gdXZq8mpyWFd3jrW5a3jrIizuCHpBs6OOhuVJGLIjkgeHhgmTcL/ClOPRVhbZSW2ykpa9u51u13t798q0ka5FWtVvr4j3r9XIBAMHXQGDdEJgUQnBAKOpJ6mOrNL0a/yggasZjvFh+ooPlTn3NfLz8NFlA2N9cXDIBbBDxVO6Z04evQoM2bMoLa2luTkZMxmM7Gxsej1eo4cOYLNZmPy5MnCM1PQr0gaDeGP/R6P2FjKn3mGuvfew1pcTNSLL6D26Sx46Ty1XHJvKhv/kUVBVjWfv7yPebckMmFaOFz8IpjqIecTWHstM2/6mNcXvc4vN/+SnJoc7txxL3998E9s/cvfqC46Dju+YtqFV7A7cw/bt2+nsrKSK664Ar1e3HUSuGf66EAi/PSU1Zs6FeZqQ6dRYbHJ7DpWw65jNQR4arlySjTXTB/FmBDvAZ2vQCAQjAROXBB25513MnfuXF599VV27txJTU0Nvr6+zJgxg1/+8pckJyf3+RzavGCbW4sVtRXbysvLc9u/rb27olwnjnWieFxbW0tVVRWzZs06tYkLeoRWreWSsZdw8ZiLyazI5K2ct/jq+FfsKN3BjtIdxPnGcX3i9Vwy9hI8tZ6DPd0hhefUKWjCw7GVl3cuzAVOT9i49/6Hrawca0mJ41Fc7PKz3NCAva4Oe10dpuxst8dSeXu3Z866EWrVgYFCpBUIBIOGJEl4B+jxDtAzNi0UAFlWqC1tarUwcIizNSVNNNVbOLa3imN7q1p3hoBwL8LiHIW/wuJ8CYzyQq0WNwAHg1OyI7jppptYu3YtX375JXPnzkWlUrFixQoef/xxSkpKuOuuu8jJyWH79u3OwFLQPWKJ16nT8PU3FD/4IEpzMx7jxhLz6mt4REe57Wu3y3z13xzydpeDBHOXTiBlbjTYzLDmajj6LRgC4JYvyNcZuOPLOyhpKiHEEMKLM/9E5t9ep/J4PgZfP9Kuu42vtn2PzWYjJCSEa665hsDAwIE9ecEZw4asUu56KwPARYhtC+lfuT6d1JgA3t1dyDu7j1Na3159+6wxQVw3cxQLksLx0IgvTIFAMLLorxipYww7WDz66KM8/fTTPP/88yxbtgxFUYiOjsZoNFJWVoZXh2XUJpOJyMhIDAYDRUVF3YpCGzduZNGiRdxyyy3OgmNtvPvuuyxdupSHH36Yp59+ukdzFbFq31DUUMTag2tZn7eeRquj6JSPhw9XTriSaxOuJdwrfJBnOHQwbtpE8X3LHL90vGxt/duPevEFfBe4rw3Rhr2hoV2cLe4s1Nprarqdh6TXo42IcLU6iIpyCLWRkWhCQkRxMIFAMOhYzXYqjzdQnm90Fv9qqDF16qfWqgiJ8Wn3lx3ti0+Qvlc3m2RZoTSvjiajGS9fHRHj/Ue0P21PY6RTEmGjoqKYNm0aH374IeAIYJcvX87y5csBMJvNTJw4kfPOO4/XXnvt1M5gBCIC29PDlJ1N4Z13YauoQB0URMwrL2OYNMltX0VW2PruIfZvKQZgxqVjmPKzWCRLE7x5GRT/CD4RcOsGKnSe3PHlHRyuO4yPhw8vzPwjua/+j4r8I+h9fDnnzmVs/PY7GhsbMRgMXH311YwePXogT11wBrEhq5SVn2S7CKwRfnqWX5LEopQIZ5tdVvg2t4K3dx7nm9wK53VHsLcHV06J4ZrpMcQGCX8zgUAwMjjTRdjs7GwiIyM7rRLbtm0b8+fPR1EUDh065Cz4uXz5cp544gl++9vf8uyzzzr7t7U//vjjrFy50tlutVo5cuQIWq2WsWPbfcVtNhvx8fEUFxfzww8/kJqaCkBDQwNnnXUWubm5HDhwgAkTJvToPESs2rc0WZv48PCHvJ3zNoUNhQCoJTXzY+dzfdL1TA6Z3M0IIwPjpk2UP/0MtrIyZ5smPJywRx7uVoDtCXJzM9bS0lZxtnMmra2y0n0mbke0WrTh4a6ZtB2F2rAwt5ZpAoFA0N80Gy0dRNl6yvMbsLR0tg3Ve2udgmxoa+EvvZf7z60jmRVsfTePprp2T3kvfx1zfj7emak70uhXEVan03H//fezatUqADw8PLj//vtdgsS7776bDz/8kOLi4lOY/shEBLanj7WsjMK7fok5JwdJpyPyuefwXeg+OFMUhV2fHuPHz/IBmDwvhrOvGIdkqoX/XgQV2RAQB7dupN7DwK+++hV7KvegU+t4dtpTlP53A+VH89B7+7Do/of5avsPlJSUoFKpuOiii/rUM04wvLDLCruO1VDRYCLUR8/00YGoT3LXsLiuhXd3Heed3YVUNLR/0c0ZH8y100dxQVIYWrGcRCAQDGP6U4RdtmwZy5Yt69V+bWJpT1mxYgXPPfcc8+bNIy4uDp1OR1ZWFps2bUKlUvHqq69y2223Ofs3NTUxe/Zs9uzZw/z585kyZQp79+7liy++IDU1lW3btrlkyObn5zN69GhiY2PJz893OfY333zDwoUL0el0XHPNNfj6+rJ+/XqOHTvGk08+yaOPPtrj8xCxav9gl+1sLd7KW9lvsbNsp7N9UvAkrk+6ngtiL0CrGtkCnmK30/zjT9gqK9GEhOA5dcqAZZ7KFgu2srJ2cfZEobasDOz2kw+iUqEJDT1BoI1EG9n2ewQqYWsmEAgGAEVWqK9scQqy5cfqqSpqRLZ3lgb9QgztouxoX4KjvSnIqmbDa1ldjr/ojpQRKcT2eybskiVL+Nvf/gZAZGQkc+bM4d1333X2ue+++/jXv/5FU1PTKUx/ZCIC275Bbmqi+IFf07hlCwChD/6awP/7vy5T6/d+Vci29xz+aglnhXPe9Qmomsrh9YVQVwChyXDLZ7Ro9Ty45UG+K/oOtaRm+ZTf07J2B6V5uei8vFj82+X8kJVNVpbjA2nGjBksWLAASZIoKCigsbERb29vYmNjRREvwSlhs8t8ddCRHbs1r9KZlBHio+PnU2NYOj2G6ADhJycQCIYf/SnC9tbn8VQKz27ZsoWXX36ZjIwMysvLMZlMhIWFMXv2bO6//36mT5/eaZ/6+npWrlzJ+++/T1lZGeHh4Vx55ZUsX768UzGtk4mwALt27WL58uXs2LEDi8VCcnIyy5Yt47rrruvVeYhYtf/JrcnlrZy3+OzoZ1hlKwChnqFck3ANV024Cj+dKKQ21FBsNmwVFW78aFt/Ly1FcVPE+kTUwcEdxNkT/Gkjo1B7ixVQAoGgf7BbZSqLGpwWBuX5RuorWjr1k1SOOMidYNuGd4COG56aNeKsCfpVhD333HPx9PTk888/B2Dx4sV8++23ZGRkMGbMGCorK0lNTSUoKIh9+/ad+lmMMERg23codjvlz6yi9q23APC/6krCH3+8y2VAB38o5es3D6LICqMnB7PgtmQ0DQXw+iJoLIfo6XDjh1g1Hiz/fjmfHP0EgAcm3of+w0OU5GbjYfBkycMrOFxWyTfffANAWFgYzc3NNDQ0OI/l6+vLokWLSEpK6udXQTCcKaxpZu2u4/zvxyKqGh3ZsZIEcyeEcO30UZyfEIpGZMcKBIJhQn+KsLGxscTFxfVqv7bv+ZHGgMWqsh0KtjtiMO8wiJ0FqpHlt1nVUsV7h97j3YPvUm2qBkCv1nPp2Eu5LvE6xviPGeQZCnqKIsvYq6tdBFpL68+2khIsxSUorYX5TobKz89FoPWIikLT4WeVn1+fFg8bzOxjgUAw+JiarA5RtkPhL1OjtUf7zr12AuOnhaMzaPp5lkOHfhVhn332WVasWEFpaSn+/v58++23zJs3D4PBQGJiIocPH8ZoNPLqq69y++23n9aJjCSECNv31Ly5mvJVq0CW8Zp1FlEvvIC6i9f22N5KNv7zAHabTFS8PxfeOQkP4yH4z8/AVAdjz4dr3kFWa/nzj3/mzew3Abhlwo1EbaymKCcLrd7AkodXYJQl1q1bh/0kS5OuvvpqIcQKThuLTWZzTjlrdh5n2+EqZ3u4r56rp8WwdFoMkf6GQZyhQCAQnD5nuifscGFAYtXsj2HDQ2AsaW/zjYRFz0LSpf1zzCGMxW5hQ/4GVmev5mDNQWf72VFnc0PiDcyKnNWnwptg4FEUBXtdXedM2rZs2pIS5Pr6bsdReXq2WxxEnZhJG4k6OLjHfyv97cMrEAjOPBRFYd/XRc5VxD3B4KPFP9QTv1ADfqGe+Id64h9mwC/EE61ueN3U6VcR1mg0kpOTQ1JSEj4+PgC89957rFixgqNHjxIbG8s999zD3XfffepnMAIRImz/0PDNNxT/+kGU5mY8xo0l5tVX8YiOdtu3OLeWz17Zh9VkJ2SUD5fcMxlD3V5481KwNkPSZXDlf1AkFf858B+e/+l5AC6PvZTk72SKDuxHq9Nz2W8f539fbDypHYevry/Lli0T1gSCPiO/qom1u47z3k9F1DQ5lr2pJDg/IZRrZ4xi7oTQk3rPCgQCwVBFiLBDg36PVbM/hv/dCJx4edL63XX1myNSiAXHxe+P5T/yVvZbfFP4DUrrazTGbwzXJV7HJWMvwaARN12HK/bGxlZBtthFnG0Tbu3V1d2OIXl4uPrRnlBATBMaiqRWY9y0ieL7lnUuRtYq4Ea9+IIQYgWCEUpxbi0fPp/ZbT+dpwZz88mtm7z8dfh3EGf9Qg2O5xADau3paySyrFCaV0eT0YyXr46I8f79apHQryKsoH8QImz/YcrOpvDOu7BVVKAOCiLm5ZcwTHZfcbaiwMgnf9uLqdFKQLgnl9ybik/tdnj7apCtkH4jXPJXkCQ+yPuAFTtWICsy50Wcw+xd/hTu34viG0hjVPfLxG666SZGjx7d16crGOGYbXY2Hihnzc4Cfjha42yP8jfw82kx/HxaDGG+oviDQCA4cxAi7NCgX2NV2Q4vpLhmwLogOTJil+0fcdYEJ1LYUMianDV8cPgDmqyOG/5+Oj+umnAVS+OXEuYVNsgzFAw0ssmEtaT0BE/a9p9t5eWdRdUT0WjQhIZir6rq2sNWktCEhTHuq83CmkAgGIHIssKbj2ynqc7cZZ82T1ib2U59ZQt1Fc3UlTdTX9H6c0Uz5qauBVpJAu9AvVuB1idYj7oHlntHMivY+m6eyzy9/HXM+fn4fisaJkTYMxAhwvYv1vJyCu+8C3NODpJOR+Szz+K7aKHbvrVlTXz84h4aa814B+i49L5UAmo2w3s3gyLDrHth/hMgSXx1/Ct+u+W3WGQLUwLTuHD/KI4eO46pByLs9OnTmTdvHjqdro/PViBwcKSykbU7j/N+RhF1zQ4PH7VKYl5CKNfNjGXOuOBOdwTtssKuYzVUNJgI9dEzfXSgyKAVCASDihBhhwb9Gqse2wpvXNx9v5s+hdFz+vbYZyiNlkY+OPwBb+e8TXFjMQAaScP8uPnckHgDE0MmDvIMBUMFxWLBWl7enkF7olhbVga9KDgY/tST+C9eLIRYgWAEciSzgg2vZXW5fdEdKd0KnaYmK3UVzdSXN1NX0UJ9heO5rqIZq6lrS0eVSsInWO+wNeiYPRtmwCdAj6SS+mR+p8KAiLCyLFNUVERxcTFWq3uD3nPOOedUhx9xCBG2/5Gbmij+9YM0fvstACG/foCg225z64/UUGPik7/uobasGYOPlkvuSSWk6kP4+FeODvOWw5wHANhdtpt7v76XRmsj8b7juTA7mePWngUlGo2GcePGkZSURHx8vBBkBf2CyWpnQ1YZb+8sYHd+rbM9JtDA0mmjuGpqNKE+ejZklbLyk2xK603OPhF+epZfksSilIjBmLpAIBD0W4x03nnnccstt3DjjTf22ZjDmX6NVfe/D+v+r/t+V/wbJl7Zt8c+w7HLdr4t+pa3st/ix/Ifne2pIalcn3Q980bNQ6MaOcVRBL1HsduxVVZS9957VL30co/2kQwG9ElJGFJS0KekYJiYgjY2VngUCwQjAHeZpt4BOmZffXqZpoqi0NJgpa7ckTHblj1b3/qzzSp3ua9ao8InWE9DtQn7Sfq1Zer2tTVBv4qwiqKwatUqnn/+eaq78Z85WWEigStChB0YFLud8lXPUrt6NQB+V15BxPLlSFptp74tDRY++dteKo83oNWrueiXk4iqegs2/d7R4eLnYeqtABysOcidX95JtamaGH00Z2VPxY7K6Z/kOgkFjUaDj68vtbXtgpharWbcuHEkJyczYcIE9HqxZFzQ9xwqb2DNzuOszyjCaHJkPWhUEpOi/cg4Xtepf9tf8CvXpwshViAQDAoiRhoaDIlM2GvfgwnCj7IrcqpzeCvnLT4/9jk22fEdH+4VzrUJ17Jk/BL8dH6DPEPBUKZp5y6O33RTt/0knQ7F3Hk5ssrXF0NKMvrkFPQTUzBMnIgmPFwIswLBMGSgPVcVWaGxzuySNVvfmkVbX9mCbO+5tLn4/jSi4gP6dH79KsL+7ne/47nnniM0NJSLL76YiIgINBr3d1eXL1/e2+FHLOICY2Cpeettyp9+GmQZz7NmEv3ii6jdvO6WFhufv7KP4kN1qLUqFt6ewujKl2HrnwEJrvw3pFwBQKGxkF98+QuKG4q4cuck5NBxjkE6Bh6t/3IBxkp+9ae/UlFRSXZ2NgcOHKCmpt2/s02QbcuQFYKsoK9psdj5bH8pa3YWuBVfOyIB4X56tj10vrAmEAgEA46IkYYGA+MJW0rnwlwdMATC2ffBtNtA5923cxhGVLVU8W7uu/wv93/UmBzxpUFj4NKxl3Jd4nWM9nOtSWCX7WRUZFDZXEmIZwjpoemoR7j37khEsds5PO+Crj1kWz1hx27aiPX4cVqysjDtz6Ilaz/mnINuvWTVQUGObNmJE9GnJDuE2aCgATgbgUAwUpDtMg01ZrK3FZOx8Xi3/ef/XxITpoX36Rz6VYQNDw8nICCA3bt34+0tgp++QlxgDDwN335L8QO/RmluxmPsWGJeexWP6OhO/WxWOxv/eYD8fVVIKol5NyYQX/VH+PHfoNLANe/A+PmAI+j97Vu3k7zZitXHH3PYKBSth3MsyWpGV16ItqGOqx9/mpjkSYAjw7y8vNwpyHbMMler1YwdO9YpyBoMovqtoG95d/dxHlq3v9t+a2+fyVljReAsEAgGFhEjDQ36/X3I/hj+12YN0fESRXL87h0GjeWOJs8gmHUPTLtdiLEnwWw38/nRz3kr5y0O1R5ytp8TfQ7XJ17PzIiZfHX8K1btWkV5c7lze5hnGL+b/jsuiL1gMKYtGESMmzZRfN8yxy8dpYLWpJKoF1/Ad0HnbHTFasWcl0fL/ixMWVm0ZGVhPnQI3KyM1URGYEh2CLOGiSnok5PdJsOcDMVup/nHn7BVVqIJCcFz6hThUSsQjHCKc2v58PnMbvudcZmw3t7e3HnnnfzpT386rUkKXBEXGIODKSeHwjvvwlZejjowkJiXX8KQmtqpn2yX+Wb1QQ7+UAbA7CvHMbluJWS9DxoD3PABxJ4FQMaWDXzz8t8BxyWE3dMHRaNFsllRNzc4l3dfeM+DJM4+t9OxFEWhoqKCAwcOkJ2dTVVVlXObSqVi7NixJCcnC0FW0Gd8tKeY+97Z022/B+ZP4J7zx4llZQKBYEARMdLQYEDeh+yPYcNDYCxpb/ONgkWrIP5C2P8efPcc1Bx1bDMEwtn3CjG2GxRFYXfZblZnr2ZL0RaUVpE73DOcsuayTv2l1mj1L+f+RQixIxDjpk2UP/0MtrL2vw1NeDhhjzzsVoDtCtlkwnzwYKswu5+WrANYjh51m2XrERvbLsqmpKBPTETl6dmv8xMIBMMLWVZ485HtLl61J3JGesLOnj2bUaNGsWbNmtOapMAVcYExeFjLyym86y7M2TlIOh2Rz67Cd9GiTv0UWeH79w+z9+tCAKb+bBTTGx5GOrwJdH5w86cQMYn8rD2s+8Pvuz1uQGQUs668lvEzzkbdhaUH4CLIVlZWOttVKhVjxowhOTmZhIQEIcgKTpkdR6q55p8/9KjvmGAvlqRHsTgtiugA98GxQCAQ9CUiRhoaDNj7INuhYLsj69U7DGJnQcel8Xab4yb4lueg5oijzRDoyIydfjvofPpvbsOAAmMBa3LWsD5vPSa7qct+EhJhnmFsuGKDsCYYgfRXpqm9sRHTgexWUdZhZ2AtKurcUaVCN26cs+iXPmUi+vgJjpWM9y3rLOR2k6krEAhGBkcyK9jwWlaX2xfdkXJaxcO6ol9F2A0bNnDFFVewdetW0tPTT2uignbEBcbgIjc1Ufzgb2j85hsAQu6/n6Bf3N4p409RFH76ooCdHzsyMCaeE8aclgeRCreDVwjcsoFdlmo2PLwcT5PamUngMkZr9kHbNu+gYNIWXsykeYvQd2PxUVFR4bQscCfIJiUlkZCQgGcXd44FAnfYZYXZz35NWb2pSyc+g1aFrCiYbe09Zo4JZEl6ND9LCcdH37m4nUAgEPQFIkYaGgy590GIsafFt4Xfcs/X93Tb7/WFrzMtfFr/T0gwYrHV1mLKOuAQZlvtDGwVFZ07tiWt2GzuB2r1rB331WZhTSAQjGCOZFaw9d08l4xY7wAds68e3y8CLPSzCAvw/vvvc/fdd3PppZcyefLkLg9y4403um0XdGbIBbYjEMVup/zZZ6l9czUAflcsIWL5ciQPj059s7YUseWdQ6DAhCmBnG+7F3X5XvCL4fMFv+OlT//KeRkhAC5CbJsA+/3EahaH/Yzm3Xk019cBoNXpST53Huk/u5SAiKhu51tZ2V7Uq6JDoKJSqRg9erQzQ/ZkgqwsyxQUFNDY2Ii3tzexsbGoVKruXyzBsGNDVil3vZUBdHbiA3jl+nRmjw/hi/2lrM8o5odj1c4kBL1WxcLkcJakRzN7XLAo3iUQCPoUESMNDYbs+2C3QdY62PKsEGN7wedHP+ehrQ912y8hMIEl45cwO2o2MT4xAzAzgQCs5RUu2bKm/fux19f3aN+Y/7yO91ln9fMMBQLBUEaWFUrz6mgymvHy1REx3r/PLQg60q8irNls5rbbbmPNmjW07e4uW1CSJOxujLgF7hmyge0IpObttyl/6mmQZTxnziT6ry+6NYs/tLuMr/6TgywrxCb6sIhfoak9yO6wsdzqaWVUmYEZ2YF4mdqtBhr1NnYl1XA8vIXrE6/nvsn3cnjH92R89iGVx/MdnSSJsVOmM+XCy4hOmtgj/82qqiqnZUF5eXthBUmSXARZLy8v57bs7Gw2bNiA0Wh0tvn6+rJo0SKSkpJO4ZUTnOlsyCpl5SfZlNa3L0+M8NOz/JIkFqVEuPQtrmvhw8xi1mUUcbSyydke6qNjcVoUS9KjSAgXn2UCgeD0GSox0qFDhygrK+Occ84ZtDkMJkPlfeiSNjH2u+eg+rCjzRDQKsb+QoixJ7C7bDe3bry1V/vE+cYxO2o2s6NmMzV8Kjq1rp9mJxC4oigKNatXU/H0M9139vDAMHEihpRk9MnJ6FNS8IiLQxKJJgKBoJ/oVxH27rvv5pVXXmHSpElceeWVREREoOnCz/Kmm27q7fAjliEf2I4wGrdsofj+B5Cbm/EYO5aY117FIzq6U7/8/VVs/EcWNqtMRJyei9S/QtN0hIVxcVRIMigQVqPDYFbTorNTHmhG6aCpjvYbzf3p9zM3ei6FB/aR8flHHM3Y7dweEjeGKRdeRsLZ56DW9Gy5d1VVFdnZ2WRnZ1PWwbC+TZBNSkpCrVbz0UcfdTnG1VdfLYTYEYpdVth1rIaKBhOhPnqmjw48aWaroijsK6pnfUYRH+8tobbZ6tyWFOHLkvQoLk2NJNRHPxDTFwgEw5ChEiPdcsstvPnmmyM2yWCovA/dIsTYHmGX7Sxct5CK5grnSq2OSEgE6gO5LvE6tpdsZ0/FHmxK+zJwvVrPtPBpzI6azZyoOcT4iixZQf/StHMXx09RX1B5eqJPSnIU/UpORp+SjEdsrBBmBQJBn9CvImxoaCixsbHs2LGjS/FV0HvOmMB2BGE6eJDCO+/CVlaGOjCQ6Jf+jmdaWqd+JYfr+OylfVhabASHa7nE4x62a8p4IDQEpBOXdjvErMXjFvNN4TfUmesAmBo2lQenPkhycDLVxYVkfvExB7Z8jc3i8DHx8g8gdeHFTLpgEZ6+fj0+h+rqaqdlQUdBtjt8fX1ZtmyZsCYQ9AqLTebb3ArWZxTz1cFyrHbHX79aJTFnfDBL0qNZkBSGXit8ugQCQc8ZKjGSEGGHxvvQY2R7u01BRzH2rF85xFj9GXAO/czmgs088O0DAC5CbFu8+pdz/8IFsRcA0GBpYGfpTrYVb2Nr8VYqml09O2N9Y9uzZMOmoteIm6+CvkWx2zk87wJs5eWdC3OB0xM25h+vYc7JoSXrAKYDBzDl5KC0tHTqrvL27iDMJmFISUE7alSPViEKBAJBR/pVhPX19eXOO+/kueeeO61JClw54wLbEYK1vILCu+7EnJ2D5OFB5LOr8P3Zzzr1qypq4OO/7qXFaMEvUMWl+mXs0pexKiiQck274BRuV3hownVcMPthGiwN/Hv/v1mdvRqLbAHgwtEXcm/6vUR5R9HSYGTf5g3s2fgpjbU1AGi0HiSdcz7pF15GUHTvMg6qq6vJyckhIyODmpqabvvfdNNNjB49ulfHEAjaqG2y8On+UtZnFJF5vM7Z7qPTcOHECJakRzEtLrBfvXkEAsHwoL9ipOPHj/eq/69//WvWr18vRNgzLVYVYuxJ2VywmVW7VlHe3G5nFe4ZzkPTH3IKsCeiKAp5dXlsK97GtuJtZJZndsqSnRo+1ZklO8p3VL+fh2BkYNy0ieL7ljl+6ShltAqnUS++gO+CBS77KHY7lqNHHaJsVla7MGs2cyIqHx/0yckuVgba6GghzAoEgpPSryLseeedR0BAAOvXrz+tSQpcOWMD2xGA3NRE8YO/ofGbbwAIWbaMoDt+0enLuK6imY9f3ENDtQkvg4VLvX6Nj7qE75hMtRJIkFTDOexDK8lw9ZuQdCkApY2l/C3zb3xy9BMAtCot1yVex20Tb8NP54fdZuXQjm38+NmHVBw74jxeXOoUply0mNiJqb0KDPbv38+6deu67bdkyRImTZrU43EFgq44WtnIB5nFrM8opriuPRMhOsDAkrQoLk+PZnSw10lGEAgEI5n+ipFUKtUpXVgLEfYMjVVlO2StbxVj8xxten+Y9SuYfseIFmPtsp2MigwqmysJ8QwhPTQdtarnq1YaLY38UPqDyJIVDAjGTZsof/oZbB1W+WnCwwl75OFOAmxXKDYb5iNHW0XZLFoOHMCccxDFYunUV+XnhyE5ySHKJqc4hNmoSCHMCgQCJ/0qwu7YsYN58+bxv//9j4svvvi0Jipo54wPbIc5it1OxXPPUfPGmwD4LVlCxIrlSB4eLv0aa8188tdMakqb0dCCVjLTovg7t3upqpjj+2/GhhbCsv3QIcDNrs7mLz/+hZ1lOx3H0Plxx6Q7WBq/FK1ai6IoFOcc4KfPP+Twjzudd3+DY2JJv/AyEmefi+aE+bjj2LFjvPHGG9328/PzY+bMmUyaNMmloJdAcKrIssKu/BrWZxTx+f4yGs3tWTPpo/xZkh7NxZMi8Pfs/u9YIBCMHPorRlKr1QQGBjJ16tQe9d+/fz+lpaVChD3TY1UhxvYr3WXJ6tQ6Fy/ZnmTJnq5ILBh+KHY7zT/+hK2yEk1ICJ5TpyCpT+9vQrFaMR85gikri5asLEwHsjEfPIhitXbqq/bzc/GXNaSkoImIEMKsQDBC6VcR9oknnuCHH35g48aNnHfeeaSmpro9iCRJPPbYY70dfsQybALbYU7NmjWUP/kUyDKeM2YQ/dcXUfu5erSasr/j/ZcKqLdH4XCE7fhlLAMSi/yfY+wdv4fRc1z2VRSFrcVb+cuPf+FIvSPrNdo7mmVTlrEgdoHzi72urJSMDR+T9fWXWM2OSvYGXz8mz7+Q1AUX4uUf0OU5yLLMCy+8gNFo7NE5q1QqEhISSEtLY+zYscInVtAntFjsfJlTzvqMIr47VInc+m3koVZxfkIoS9KjODc+FA+N+HsTCEY6/RUjJSYmYjabOXr0aI/6C0/YYRarynY48IFDjK065GjT+ztsCmYIMbavaLQ0srN0J1uLt7KteJuL7QHAKJ9RzizZaeHTOmXJurNLCPMM43fTf9elXYJA0FcoFgvmw4cdomybx+yhQ+BOmA0IcPGX1aekoAkLE8KsQDAC6FcRtqcCjCRJIzZIPRWGXWA7jGn87juKl92P3NyMx5gxxLz2Kh4x7f6s8t73efM1hSY5EFcB1tkDb1U1N4x9AlXSJTDmXIid5RLs22QbHx7+kJf2vERVSxUAk0Im8eDUB0kLbS8OZmpqZP/Xm8jc8AkNVZUAqDUaEmafy5SLFhMyKs7tOWRnZ/O///2vy3NcvHgxVquVjIwMSktLne2+vr6kpqaSlpZGQEDXQq9A0BsqjCY+3lvCuoxickrbbw4EeGq5dHIkS9KjmRTtJ4JYgWCE0l8x0nXXXcc777xDdXU1/v7+3fYXIuwwjVWFGDtgKIrC4brDTkHWXZbs1PCpzImaw+yo2eTV5vHAtw+4FA0D94XDBIKBQrZYMOcecgiybVYGh/LAZuvUVx0U5MiUbfWX1SenoA0LHYRZCwSC/qRfRdgtW7b0uO/cuXN7O/yIZdgGtsMU08GDFN55F7ayMtQBAUS/9BKe6Q5xtHjLFj5c2/0F2uKA3xOlO+D4RVJD1BSHIDtmLkRPA42OZmsz/z3wX/574L+02BxemheMuoBlU5YR6xvrHEu228nbtZ2fPvuQ0rxcZ/uolMlMuWgxo1OnIJ1wAyU7O5sNGza4ZMT6+vqyaNEikpKSnG1lZWVkZmayb98+WjpUFh09ejTp6ekkJCSg1Wp7/uIJBCchu8TIB5lFfLinhMqG9oIJY0O8WJIezeK0KKL8DYM4Q4FAMND0V4z05z//md/85jd8+eWXzJs3r9v+Dz74IOvWrePYsWN9NocziWEfqzrF2OegqjWWcoqxvwC930l3F/Se7rJk1ZIau+I+ppaQCPMMY8MVG4Q1gWDQkc1mzLm5mA4caLcyyMsDNzft1CHBGJLbrQz0ycloQ4UwKxCcyfSrCPvdd985s+EEfcewD2yHIdbyCoruugtTdjaShweRq57B98ILObSzlC//k9Pt/mFhNhJDs4hp/hTfpp9cN2o9YdRZDkF2zLlU+oTz0r5X+ODwB8iKjEbScHX81dw5+U4C9K4ZqSWHcvjps4/I27kdRZEBCIiMZsqFl5J0zvlode3LvGw2Kxlbv6OmuprAoCDS55yDRuNeULVareTm5pKRkeGydFOv1zNp0iTS0tKIiIjo6csnEJwUm11m2+Eq1mcUs/FAGWab429ZkuCsMUEsSY9mUUo43jrNIM9UIBD0N/0VI7W0tFBRUUFwcLDwPu8BIyZWdSvG+nXIjBVibH/QliXb5iX7Y/mPyK1x7Ml4feHrTAufNgAzFAh6h2wyYT54kJYDB5xWBubDh0Hu/HetCQ11tTJITkYTHDwIsxYIBKdCv4qwarWaO++8k5deeum0JilwZcQEtsMMubmZ4t/8lsavvgIgZNkyTOddxUfP7+nVOL4BGqLD6ojW7CG6cT0G0wlZNoZAGH0OhyOT+UtDNlsrHKKtt9ab2ybexnWJ13Xy0DJWVpCx4RP2f7URS0szAHpvHyZdsIjUhRdRlneIr//7Dxprqpz7eAcGc/7Nv2D8jFknnW9tbS179uxhz5491NfXO9vDw8NJT09n4sSJGAwiW1HQNzSYrHyRVcb6jCJ+OFrjbDdo1SxKCefytCjOHheMWiXsCgSC4YiIkYYGI+59EGLsoPJB3gc8vv3xbvsF6gJJDU0lPjCeCQETmBAwgWifaFSS8JQXDD3klhZMOQcdVgZZWZiyD2A+ctS9MBsefoKVQTKawMBBmLVAIOiOfhVhIyIiWLp0Kc8///xpTVLgyogLbIcRit1OxR//RM1//wuA7+LL+ZILaaoz494TVsHg40HyOVEU59ZSftSILLv+KwaFa4gJLCda+oGI+g/wsFW7bP8haBR/DvDioL0JgHCvcO5Nu5eLxlzUKei0tDST9e1mMj7/iPoKxzIvSaVCcfNl38alDzzSrRALjiJfR48eJTMzk4MHDzp98jQaDYmJiaSlpREXFyeKeQn6jMKaZj7aU8y6jGKOVTU528N8dSxOjWJJejTx4T6DOEOBQNDXiBhpaDBi3wfZDtkfwrfPuoqxM++GmXcKMbaf2F22m1s33npK+xo0Bsb7j2dC4ASnMDs+YDy+HiPo71ZwxiA3NWE6eLDdyiDrAJZjx8CNVKOJjOhgZeDInNWIOh0CwaDTryLszTffzL59+/jpp59EkZQ+ZMQGtsOI2rVrKfvDkyDL1J91FT/pzu2y76I7Uhib5vD+sZhslOTVUZRbS1FOLdXFjS59VWqJsEiJGL9CouUthNZ+gloxIQOfeXvyYoA/5RrHkuxEryh+Pf0hZow6r9MxZdnOkR938uOnH1KSm33Sc/EJCua2v/8bVS88tpqamti/fz8ZGRlUVFQ42wMCAkhNTSU1NRU/P3GhIugbFEVhT2Ed6zOK+XhvCfUt7VVqkyN9WZIezaWTIwnx0Q3iLAUCQV8gYqShwYh/H9rE2C3PQeVBR1ubGDvjDjD4D+bshh122c7CdQupaK7oVJgLHJ6wIYYQnpz9JIfrDnOo9hCHag9xuPYwFtnidswIrwjiA+IZH9Au0Mb6xApPWcGQw97YhDknu93KICsLS36+277aqChnpqyh1WNWLa65BIIBpV9F2JKSEs466ywWLFjAs88+S6BIie8TRnxgO0xo/O47ipfdj9zcTPXYczgYtgizR/uXoM5az8zZ3qTcMr/LMZqNFopzayk6WENhTi0NNSaX7VqdisgoOzHeeUSbN+FZ/zVv+/nwb39fGlszTs+RdTwQeT5j4y9rLfLl4dy/8MA+/vfEI92eyxWP/IG4yWm9fQlQFIWSkhIyMjLIysrCbHYUV5IkibFjx5Kens6ECRPQaISXp6BvMNvsfHOwkvUZRXyTW4HV7vhqU6sk5k4IYUl6FBckhqHXiossgeBMpL9ipI5FKHuKJEkcOHCgz+ZwJiFi1VZkuVWMfbZdjNX5wVm/hBl3CjG2D9lcsJkHvn0AwEWIlVpXmv3l3L9wQewFLvvYZBvHjcedomzbo7Sp1O0xdGod4/zHOTNm2x7+ev/+OSmB4BSxNzRgys5xWhm0HMjCWnDcbV9tTIyrlUFSEuqR/LktEPQz/SrCnn/++VRXV5OVlYWHhwejR48mLCysU1asJEl81eqTKegeEdgOH0y5uRTcdDNyXR0KEnX+4zB7+KKzGPGvP4KEQtSLL+C7YEG3YymKgrGqhaKDtRTm1FKcW4upyerSx+CjITqimQCPvWxWPud/PtXYJAmVorCkoZG7Gy0ER8+EMefCmLnkHK7h87//udtjq9RqohOTiUmaREzyJMLHjUfdRdGurrBYLGRnZ5OZmUlBQYGz3dPTk8mTJ5OWlkaoqAYq6ENqmix8uq+EdRnF7C2sc7b76DVcPCmCJenRTI0NECs5BIIziP6KkVQqFZIk0dtwWD6Jnc9wRsSqJyDE2AFhc8FmVu1aRXlzubMt3DOch6Y/1EmAPRn15nryavOcomxebR55dXm02Frc9g/1DO0kzMb5xaFV9S4WFgj6E7vRiCk728XKwFpY6LavNnZUJysDtbd3j4+l2O00//gTtspKNCEheE6dgqQeOgkOQ31+guFNv4qwPfV2lCTJ6Q8p6B4R2A4fFLudvHPPw15Z6b6DJKEJC2PcV5t7/cWgyApVRY0UHXRkypYcrsNmcb0Y9AyQKPXaz07PXRT75qFSN3JLvZGb6hvwVBQKrdH87/DoXp+XRqcjKj6JmKSJxCRPJGzMeNS9yGatrq4mMzOTPXv20NjYbrkQHR1NWloaKSkp6HRi6big7zhS2cgHGcV8kFlMcV37RVZMoIHL06JZkhZFXLCoiC4QDHX6U4TVarVceOGF3HLLLVx88cXCw/wkiFi1C2QZcj5yeMZW5jjahBjbp9hlOxkVGVQ2VxLiGUJ6aHqfWAjYZTtFjUXtGbM1jueixiK3/bUqLWP9x7r4zMYHxBNkCDrtuQgEfYW9rg5TtquVgbW42G1fj7g4FysDXWISau/OsbFx0ybKn34GW1mZs00THk7YIw/3KLGovxnq8xMMf/pVhBX0DyKwHT407dzF8Ztu6rbfqDfewGvG9NM6lt0qU3as3inKluc3oHQo8qWgUOVVRLHfIRr8DnOlfS+X1Zfy+uHpNNo86KpwmI/GzOV330Vxg57CA/sozN5PS4PRpZdWbyAqoYMoO3ocqh6Iyna7ncOHD5ORkcGhQ4ecGUharZbk5GTS09OJiYkRmYqCPkOWFXYeq2F9RhGf7y+lydJ+g3BKbABL0qO4eGIkfp4iu0UgGIr0V4yUlZXFv/71L9asWUN1dTWhoaHceOON3HrrrcTHx/fZcYYLIlbthq7E2Jl3OR5CjD1jaLQ0uvjM5tbkcqj2EM22Zrf9g/RB7RmzgROID4hntN9oPNQebvsLBAONrbYW04FsFysDW4kbiw5JwmP0aBcrA2tJCSW/fahzobDWa7WervDsL4ybNlF837IhOz/ByECIsGcgIrAdPtR/+hklDz7Ybb/wlSsI+PnP+/TYlhYbxXl1FOXUUJRbS01Jk8t2u2Sj3reQCGMW9TV5XY4zPdTGnOmeMPEqiEpHCRhDdUkxxw/sp/DAPopysjA1Nrjs42EwEJWQTEzyJGKSJhI6eky3hb0aGhrYu3cvmZmZVFdXO9uDg4NJS0tj8uTJePdimYxA0B0tFjubsstYl1HMtrxK2u5ZeKhVXJAUypK0aObGh6BVi2w4gWCo0N8xktVq5aOPPuL111/nyy+/RJZlZsyYwa233srSpUvF91ArIlbtIUKMHZbIikxJY0knr9njxuNuC4dpJA1xfnEudgbxgfGEGEJEooFgSGCrqXGIsh2sDDpmkvYUtb8/4U+sRNJqkTQax0pPlRpJowa1GkmjAZWqfZtajdT6oLu2bv5XFLudw/Mu6Hrep7ECVSDoDQMmwjY2NnLo0CGampqYM2fO6Qw14hGB7fChp5mwaDT4XXQh/kuXYkhN7ZeArKneTNHBWo7nVJGXVYLS2G4fYLfkYW3+BpR2awAkHzSec9EbArk9+A5UUqvVgYc3RKRCZKpDlA2fTGWjiqLs/Rw/sJ+inP2Ym1wFX52nF1GJya2ZspMIjR2N1MUyT0VROH78OJmZmRw4cACr1eF7q1KpmDBhAmlpaYwbNw61+PIU9CHlRhMf7Slm3U/F5Ja331QI9PLg0smRLEmPYmKUn7hYEggGmYGMkUpKSvjPf/7DG2+8weHDh/H09OTKK6/kySefJDo6ul+PPdQRsWovkWXI+djhGVuR7WjT+XYQYwMGd36CPqHZ2syRuiPtWbO1jqzZBkuD2/7+On9Xr9nACYz1G4teox/gmQsEnbFVVTlE2VYrg+aMDOS6usGbkErVLsyqVE6Btk2kVWw27FVV3Q7TFytQBYKT0e8ibH5+Pvfddx+ff/45siwjSRI2mw2A77//nttvv52XX36Zc88995ROYCQiAtvhg/OOXHl552URbWg00Po/A6BLTCRg6VL8Lr4IlVf/eFQqikJRUQXrPvgKbXZ4a5uMbCsGpQkkL1SaKCTJIZQunJbJOOlLKN0LVjfLr/T+EJkGUenI4alUyiEUFpS1ZsoewNLiuo/ey5uoxBRGJU8kOmkiIaPi3IqyJpOJAwcOkJGRQXEH/yJvb29SU1NJS0sjKEh4bwn6DkVRyC41sj6jmI/2FFPVaHFuGxfqzZL0KC5PiyLCzzCIsxQIRi6DFSNt2rSJ//u//6OkpIQPPviASy+9dMCOPRQRseopIsTYEYeiKJQ3l3eyM8g35iMrnQv7qSQVsb6x7RmzAfFMCJhAuFe4uBEsGFR6usJTGxuL2tcXxW4Du+x4ttlR7HawO54Vux1sNhRZdjx3aOtvDFOm4LtwocP/NjEBlUHE9IK+pV9F2OPHjzN9+nSqq6u57LLLKCsrY8eOHc4iXDabjcjISC6//HJee+21Uz+LEYYIbIcXTm8acBVi27xpXngBbUQ4tWvWYvziCxSzGQCVtzd+l11GwDVL0Y0b1y9z2/Dldo6sM/Wob3CMNzHx/sRENhGhzUZTkQHFGVCeBXZL5x28wyAyDTk8jQopisIaKMw7QvHBA1haXKvP6n18iUlMITppIqOSJxIUE9sp0KyoqCAzM5O9e/fS3Nwu6sbGxpKenk5iYiIeHsJvS9B32OwyW/OqWJdRxJfZ5ZhtjoslSYJZY4NYkhbNopRwvHQ9L0onEAhOj4GOkTIzM3n99ddZu3YtNTU1hIeH88knnzBlypR+P/ZQRsSqp4ksw8FPHDYFFQccbTpfR/Gus34pxNgRgMlm4mj9UZdCYLm1udSZ69z299H6MD5gvNPKYELABMb5j8NT6zmwExeMWAaq1omrMCuDvfVnm61VxD2hTZZRbHZa9u2l/Ik/9O5gKhW6sWNdC5IlJKDSi2x0wanTryLsLbfcwpo1a/jmm2+YNWsWK1eu5IknnnCKsABXXHEFubm5ZGVlndoZjEBEYDv86GmVRntdHXUffEjtO2uxFhx3tntOm0bAtdfgM28eUh8Kjeu+3UDZO70fT61RETHOj5jEQGIm+BDskY9UuschypbscWR3KPbOO/rFIIenUq4dR2GDgcKiOorz8rCaXYVgg68fMYkpDk/Z5EkERkU7RVmbzcahQ4fIyMjgyJEjzmJeOp2OlJQU0tPTiYyMFNkCgj7FaLLyxf5S1mUUs+tYjbPdoFXzs5RwlqRHc9bYINQq8XcnEPQnAxEj1dTU8Pbbb/P666+zb98+NBoNF154IbfeeisXXnihsMNBxKp9xsnE2Jl3gWfg4M5PMKAoikJVS1UnO4NjdcewKZ0zBCUkYnxiXOwMJgRMIMo7CpUk/OwFfUu3KzwH2XO1JytQ1QEB+F9zDeacHExZWdgqK910UqMbNw59SnKrMJuCLj4elU7Xz2cgGC70qwgbGRnJOeecwzvvvAPgVoS9//77+e9//0ttbe0pTH9kIgLb4Ylit9P840/YKivRhITgOXVKl19QiizTtGMHtWvX0vj1N44gHVAHB+N/5RUEXH012sjI057TrpJdfLOqEC+LPxKdxSMFhUaPOj5I+Qujm1JIs8zGvzISW6NrX4OPluiEQGISA4hJDMTbS3ZkyBZnQEkGlGRCVR64KVZg9x9LuSGFQlMwhZVWiguKsVlcM2s9/fydfrIxyRMJiIhCkiTq6+vZs2cPmZmZ1HXwKAoNDSU9PZ1Jkybh6SkyBAR9S2FNMx9kFrM+o4j86vas7HBfPYvToliSHsWEMJ9BnKFAMHzprxhJURQ2btzI66+/zieffILZbCY5OZlbbrmFG264gZCQkD471nBAxKp9jCzDwU8dNgXlrYkrHj4w806Y+Ushxo5wrHara9Zs66Oqxb3/pafGsz1rNiCeCYETGO8/Hm+PUyssaJftZFRkUNlcSYhnCOmh6ai7KbgrGJ50u8LzxRdcEowGmt7Oz1pe4ShIlpXl9L916yur0aAbPx5DqzCrT05BFz8BlViFKXBDv4qwer2eZcuWsWrVKqBrEfa1115zWT4sODkisBV0xFpaSt1771H73nvYK1u/FFQqvM89l4BrluJ19tldFrnqDrts55ZX7mX6/iUALkJsW3XXLYlvUxt5nPLm8rYNRFpHM0dZSIwxEdNxFTaLq6dVQLgn0YmBxCQGEjXBHw+9BkxGh6dsmyhbnAF1BZ3nhJoyXTKF9lEU1mspKalz+ky34RUQ2CrKOoRZv9Bw8vPzyczMJDs72/kZpFarSUhIIC0tjTFjxqA6xddJIHCHoihkHK9jfUYRn+wtwWhq/zudGOXH5WlRXJoaSbC3uHMuEPQV/RUjxcTEUFJSgp+fHz//+c+59dZbmTZtWp+NP9wQsWo/IcRYQS+obqkmry7P6TObV5vH4brDWGWr2/5R3lGuhcACJhDjE3NSQXVzwWZW7VrVfh0AhHmG8bvpv+OC2Av6/JwEQ5+ervAcLE5nfoqiYCsvdwiyrcKsKesA9pqazp21WvTjxzutDPQpyejHj+/TVauCM5N+FWFjY2OZNm0a77//PuBehJ0/fz6FhYUcPHjwFKY/MhGBrcAditVKw1dfUbv2HZp37nS2a0eNIuDnV+O3ZAmagN57iG0u2Mzf1v2XWfmX421p37/Ro5btcR9wzxU3c/6o89lftZ9N+ZvYVLCJsqb2LzUftS/z9ZeS1DwNqdibquONLjceVSqJsDG+DuuCxEBCY31QqVvF0OYahyhbnOkQZksyoKHUZX42WaLMHMBxaRxFzf6UVJmx211FX++gYKcoGzI2noLSMjIzMynr8OXr5+fnLObl7+/f69dJIDgZZpudr3MqWJdRzLe5Fdhkxz+BWiVx7oQQlqRHMy8xFL1WZI4IBKdDf8VIKpUKrVbLrFmzMPSwSIckSXz22Wd9NoczCRGr9jOyDLmfwberhBgr6BVW2cpx43GnMNv26CiidkSv1jPOfxzxgfHO7NkJARPw0/mxuWAzD3z7gDMxo422pI2/nPsXIcSOUHqzwnMw6Mv5KYqCrbSUllZBti1z1t5hFWYbklaLLj7e1cpg3DgkrfY0z0hwJtGvIuxtt93G6tWr+emnn0hJSekkwm7dupW5c+eybNky/vKXv5z6WYwwRGAr6A7zkSPUvvMu9R9+iNzQAIDk4YHvzxYRcM016CdP7pUn6uaCzaza+SzqMm88rb40a43I4U08NOO3nYIrWZHZV7mPTQWb2JS/ySWo89Z6c17oBcxUzserPIySg3UYq1z9Xj0MGqLjA4hJDCA6MRC/EIPrXI2lrYJsqyhbnAEt7XcfbbJEaYsvx03BFFrCKTWqkWXXjy+f4BBGJU/CK2Y0VRYbuXmHMZna5zFmzBjS09NJSEhAoxFFlQR9S3WjmU/3lbI+o4i9RfXOdh+9hosnRXJFehRTYgPc/o/aZYVdx2qoaDAR6qNn+uhA4TMrEHSgP0XY3iJJkkviwUhCxKoDRFdi7Iw74Ky7hRgr6DH15npXO4OaQxyuO4zJ7r5Ab6ghlDpLHRZ3xXdxCLFhnmFsuGKDsCYQjDgURcFaXNLJykCur+/UV/LwQJeQ0G5lkJKCbuxYJHENOmzpVxE2Pz+f1NRUAH7729+Sk5PDmjVr+PTTT9m+fTt/+ctf8PLyYu/evURERJzySYw0RGAr6ClyczPGzz+nZs0azNk5znZdYiIB1yzF7+KLUfXQE/VU/J7aBNmN+RvZVLCJiuYK5zZvrTfnxZzHeX4LCK0ZTWmukaLcWszNrtYCPkF6Z5ZsdEIAeq8T7hQqCtQdd7UxKN0LZiMAVllFSYsvhU1+FLYEUtbizQmaLL6h4RhGT8Co9qCits7ZbjAYmDRpEmlpaYSHh/fodRIIesPhigbWZxTzQWYxpfXtFzqxQZ5cnhbFkrRoRgU5/kc3ZJWy8pNsl34RfnqWX5LEopSh8R0qRGLBYNNfMVJBQWd7nJ4QGxvbZ3M4kxCx6gDjFGOfhfL9jjYhxgpOE7tsp7Ch0FkArM3SoLixuMdj3DHpDs6NOZdo72j8dH6iMK5gxKIoCtaiIqcw25Y525Yw1RFJp0OfkOBiZaAbM0YIs8OEfhVhAXbu3MnSpUspKChAkiQURXE+jxo1ivfff5+pU6ee8gmMRERgK+gtiqJg2reP2rXvYPziCxSzGQCVtzd+l11GwDVL0Y0b169zkBWZvZV7HZYF+ZuoaGkXZH20Ppw36jwWjFrAOEsKpYeMFObUUnak3jWLVYLQUT5OUTZ8rB9qjZvsJFmGmiPtomxJpkOYtbVglVUUN/tS2OxHYbM/ZS0+KB28bmWtB+qoOExe/ljkdluDyMhI0tLSmDhxInq9vl9eI8HIxS4r7DxazbqMYr7IKqXZ0p49Ny0ugAlhPqzZebxT6bq2v9xXrk8fdCH2TBCJBcMfESMNDcT7MEjIMuR+3poZ2ybGereKsb8SYqygT2iwNLA6ezWv7H2lV/v5aH2I9oluf3hHE+MTQ7RPNBFeEWhU/SMwicJhgqGKoihYjx9v9ZhttTI4cAC5sbFTX0mvR5+Y2CrMJmFIScFj9OghZfMg6Bn9LsIC2Gw2PvnkE3bu3ElNTQ2+vr7MmDGDyy67DA9hTNxrRGArOB1stbXUf/Ahte++g7XguLPdc9o0Aq69Bp9589wahveld06bILsxfyOb8jdR2VLp3NYmyC6MW8jUgOlUHG2kMKeGwuwaastcC/hpPFREjndYF8QkBhIY6dX1HXa7DSoPttsYlGRCWRYWq0xxS6so2+RHuckhyiqA3csXq38wNp8AZ9VMjUZDUlIS6enpxMbGijv6gj6n2WJj44Ey1mcUs+1wFd19+0pAuJ+ebQ+dP2hZpxuySrnrrYwhLRILRgYiRhoaiPdhkGkTY7esgjIhxgr6nt1lu7l1463d9hvvP556c71L8oU71JKaCK8Ion3ahdkYnxinUOvt4X1K8xSFwwRnGoosYykowHQg22llYDpwANlNIXvJ0xN9YqKLlYFHXNwpF+UWDAwDIsIK+hYR2Ar6AkWWadqxg9q1a2n8+htHwA6og4Pxv+pKAq6+Gm2rTUh/VrmUFZk9FXvYmL+RLwu+dBVkPXw4P+Z8FsQt4KyIszAb7RTm1FKYU0PRwRpaGlyru3r6ebhYF3j5dVN13maG8gMdrAwyMZcdorjJm8Jmfwqb/agweWNXa7H5BWH1C0bWtxdk8fY0kJ6WxtQZM8X/oqBfKKs38eJXh1i7q7DbvsFeHnjpNahVEhqVhEalQqOWnL+rW9tcfle39uvwu9t+Kgl163gubWoVKgme25BLfYv7astDQSQWjBxEjDQ0EO/DEEFRWjNjn3EVY6f/wiHGegUN7vwEZyx22c7CdQupaK7oVJgLOnvCtthaKGksobChkKKGIsdzYxFFDY6HRXbvLduGv87fJXO243OIIcRtZqsoHCYYLiiyjCU/39XKIDsHxY0wq/L0RJ+U5GJl4BEbK4TZIYQQYc9ARGAr6GuspaXUvfcete+9h72yytGoUuF97rno4uOpfvVVOqXjtWaARr34wmkLsW3IikxmRaZTkK1qqXJu8/HwYd6oeSyIXcDMiJloJA3VJY0UZtdSeLCGkrw67FbZZbygKC+iW0XZyPH+aD16kLlraXJcqLTaGJiOZ1JcVE1hsx8FTf6US6FY/UOw+gZCWyawohDoIZGclMT0cy/AJ0BkmAj6jo/2FHPfO3sGexqnzZ1zx3LJ5AjGh/rg4c5GRCDoA0SMNDQQ78MQQ4ixgn6gTeQEXITO3oqcsiJT2VzpFGbbhNo2kbbGVHPS/bUqLVHeUS4WB5HekTz5w5NUm6rd7iMKhwnOdBS7HcuxY65WBjk5KC0tnfqqvL07CLMOKwPtqFFiRecg0e8irMVi4cMPP2T37t3U1dW5rRIrSRL//ve/T2X4EYkIbAX9hWK10vDVV9SufYfmnTu730GS0ISFMe6rzX3uR2OX7U5BdvPxzS6CrK+Hr0OQjVvAjIgZaFVabFY7pUfqKcyuoTCnhqpCVy8dlUYiYqy/07ogJMYHqadZeaZ6KNkDJZm05P9IUe4hCqpkcqVx1HhHYff0cXaVbFZ8TbWMD/IgPm0a0TMXYvAP7ouXRDBC2XGkmmv++UO3/f6wOIWkCB9sdgW7rGCTFWyy7PJ7+7Pc/nvH/na5636ygt3u2m6zKxTVNpNVYuzx+WjVEmNDvEmK8CXR+fAhyLubzHWBoAeIGGloIN6HIYqiQO4XrWLsPkebEGMFp4G75f7hnuE8NP2hPssybbI2OTNmO4q0hQ2FlDSWYFNs3Q/SBa8vfJ1p4dP6ZJ4CwWCj2GyYjx51tTLIyXHWg+mIyscHfXKyi5WBNjpaCLMDQL+KsAUFBcyfP58jR45wst0lSXIrzgrcIwJbwUBgPnKEihdepPHLL7vtO+qNN/CaMb3f5tJmqL8xfyObCza73NX20/k5M2SnR0xHq9IC0NJgoeigw7qgMKeGxlrXLx+9l5boBIcgG50YgG+QgV7RVAUlmTQf2UXOvgNkVmsp0UYha9r9dFXNjXjUVRIuVxEXHUB0YgrR0y9APyoV1N0XH5BtFoq/fY/GymK8Q6KIOvcqVBrhoz3SsMsKs5/9mrJ6k5sFf4O/3L+nInFCuA/FdS00mNxfLIX66FxE2eRIX+KCvNCoRdasoOcMtxjpueee46GHHgJgx44dzJw502V7Ty6Wjh8/TkxMTLf94uLiKCgocLvtjjvu4NVXX+3BjB0Mt/dh2OFOjNV6wYxfwFn3CDFW0CsGs/CVXbZT1lzmFGnbsmmzqrIobizudv9HZzzK0oSlAzBTgWBwUGw2zEeOYMo6gOmAw8rAnHMQxdLZAkTl54chOckhyianOITZqEghzPYx/SrCLlmyhA8//JAbbriBW2+9lejoaDQa98JDbGxsb4cfsYjAVjBQ1H/6GSUPPthtP5+FC/G/+ioMkyah9vHptv/p0FGQ/bLgS5clSm2C7MLYhUyLmOYUZBVFoa682eknW5xbi9XseuPHL9TAqMRAohMDiY4PwMPQ+wqt9toisr7fyK6soxS3aJyWDdjtaBtq0NZVoWppJMzQTEyonlHjxhCVdha60TMgcCx08OrJW/ciX3/4BY2W9nl4e9g4f/HPGH/Ffb2em+DMpq3wFeAixA6Fwle9EYlVEhTXtZBT2kBOqZGcUiPZpUYKqjt7WgHoNCriw31IDHcIs4kRviRE+OJn0PbrOQnOXIZTjJSTk0NaWhoajYampia3IuyKFSvc7nv48GHefvttEhMTyc7O7tHx4uLiqKurY9myZZ22TZ06lYsvvrjHcx9O78OwRlHg0AaHGFu619EmxFjBMKCnhcMAEgMTmR01m3Oiz2Fi8ERhTyAY9ihWK+bDh1utDLIwHcjGfPAgirVzfQe1n5+Lv6whJQVNRESvhNm+LPA9HOhXEdbf359p06bxZQ8y6QQ9RwS2goGiaecujt90U6/28Rg7FsPkyRgmTcKQOhnduHFIXdx8OV3ssp2fyn9iU8GmToKsv87faVkwPXw6GlX7HOx2mfJjRkeBr5wayvMbUOQOXlYqibA4X6d1QehoX9S9zMZraGhgz549ZOz+gVpjk7NdZW5BW1eFpr4ald2GhEKYvpEY3xZiRoUSlTSZgqJ6Pv76WNtsOozqmOOlVy8QQuwIZENWKSs/yaa03uRsi/DTs/ySpEETYNs4XZG40Wwjt8xIdgdxNresgWaL+1UyUf4GEiN8SYr0JalVnI0J8EQlCn+NeIZLjGS32znrrLOQJIkJEybw1ltvuRVhu+Kee+7h73//O3/+85954IEHerRPXFwcAPn5+ac463aGy/swYuhKjJ1+O8y6B7w62CrJdijYDo3l4B0GsbNAiFaCIUZ3hcPA4SVrlV1FJz+dH7MiZzEnag5nR51NoF7UeRCMDBSLBVNeXmvxL0cBMFNeHrgTZgMCXPxl9SkpaMLC3Aqz/Vng+0ylX0VYX19f7rzzTp577rnTmqTAFRHYCgYKxW7n8LwLsJWXdy7M1YrK1xevOXMw7duHtbBzBXfJYMCQkoIhdTL6SZMwTJ6MNjS0z+dqk20OQTZ/E5uPb3YRZAN0AZw/6nwWxi1kWvg0F0EWwNxiozi33bqgvsLV0FyrVxM1wSHIjkoKxC/U0OO7f4qiUFBQQGZmJgcOHMBmcyzFllDQNxuhqgJ1U30HqVVBhYKMhIKE3dMHRaNFsllRNzcgoeDjYee2/3wsrAlGIHZZYdexGioaTIT66Jk+OnBQLAjc0dcisSwrFNQ0t2fMljieSzqM3xEvDzUJEe0Zs4kRviSE++Dp0T83gQRDk+ESIz399NOsXLmSjIwM/vjHP/LGG2/0WIQ1mUxERkbS1NREUVERISEhPTqmEGEF3YqxBdthw0NgLGnfxzcSFj0LSZcOzpwFgi7oSeGwtNA0tpdsZ2vRVraVbKPB0uDSb2LwRGZHz+acqHNIDEpEJQmLJMHIQbZYMOcewnQgy1kAzJyXB7bO1mLqoCBHpmyrv6w+OYWWvXsovm/ZgBT4Ph0GOlO3X0XYhQsX4uHhwSeffHJakxS4IgJbwUBi3LTJ8eEJrh+gbj48bTU1tOzdS8vevZj27aNl7z7kpiZORBMZgWHSZEfG7ORJ6JOSUOn1fTZnm2zjx/IfHYJswWZqzbXObQG6AObFzmNh3EKmhk3tJMgCGKtaWgXZWopyazA3uX7ReAfqiEkMdPjJJgRg8O6ZGGoymcjKyiIzM5Pi4nafKoPOg0DFgr3wME01dQBYffwxh41C0baPLVkt6MqPo22o4+r/u4qYBb3LUhYI+puBEInrmi0udgY5ZUYOlTdiscmd+koSxAV5tRYBaxdnI/z0wt9qmDIcYqSsrCymTJnC73//ex577DFuvvnmXomwa9as4brrruPKK6/kvffe6/Fx4+LiMJvNrFq1iuLiYgICApg1axaTJ0/udl+z2Yy5Q+EPo9FITEzMGf0+jGgUBQ5tbBVj9zja1Dqwdy7u4lzzcPWbQogVDDl6UzjMJtvYX7WfrUVb+a7oO3Jrc122B+oDmR01mznRc5gVOQtfD/HZJhh5yGYz5tzcVhsDR9as+fBhcFfjSaUCuXN8DvRrge/eMBiZuv0qwmZmZjJnzhz++9//cuWVV57WRAXtDIcLDMGZxal+OCmyjOXoUYcwu2cvLfv2Oe6enfhhrNGgT0hwWhgYJk1CGxvbJyJJmyDbVtSrzlzn3BaoD3R4yMYtZErYFLeCrCwrVBU2OLNkS4/UI9s6itEQEuNDTGIA0YmBRIz1Q6Pt/oukvLyczMxM9u7dS0tLe+ZtsA7qS8qwBoa1jt/hNWj9GNYXHyHaWsT4caFEps4hbPZVeASE9+6FEQiGEVa7zLGqJmfGbHapkZzSBqoa3QkG4GfQuoiySRG+jA/zRqcRS2rPdM70GMlmszFz5kxsNhu7d+9Gq9X2WoSdN28eX3/9NRs2bGDhwoU9PnZXhbkWLVrE6tWrCQ4OdrOXgxUrVrBy5cpO7Wfq+yBopU2M/eZpKNt7ko6SIyN22X5hTSAYcpxq4bDypnK2FW9ja/FWdpTsoNnW7l+vltRMDpnMnOg5zImaw4SACeLmrmDEIptMmA8epCXrQKswm+UQZnsgIWqjotCEhqLy9kbl5YXK2wu1lxcqr7bfvVF5e6Hy8kLt3aGt7dnj1FeGOpPNBjhTt09F2CeeeKJT2+7du/n888+ZO3cuaWlp+Pn5dR5cknjsscd6OfWRy5l+gSE4M+mrNH17YxOmrCxa9u1zZs3aq6o69VP7+6OfPMkhzE5OxTBpIurT/Hu3yTZ2l+1mY/5Gvjr+VSdB9oJRFzgF2a6CM6vZTklenVOUrSlxzfTVaFVEjvcnujVTNijK66RBmc1mIzc3l4yMDI4cOdK+QVFcBdgO7ZLNgtfh/U4LAwmFYB+J8LhYItLOIWLSTAKjolGJCyHBCKeywdyeMdsqzB6ubMQudw5pNCqJsSHeLuJsYoQvIT66QZi54FQ502OkJ554gj/84Q/s3LmT9PR0gF6JsMeOHWPs2LHExMRw7NgxVKqeL5194oknmDt3LsnJyeh0OrKzs1m5ciVffPEFZ511Ft9//32X32ciE3aYc+w7eOOS7vulXAWj50BAnOPhGwVqYQkjOPOx2q1kVGSwtWgrW4u3crT+qMv2UM9Q5kTN4Zzoc5gZMRNPrecgzVQgGBrUrV9P6SOP9vtxJK22szDr5dkq2J4o2rYKvN7eSJ6eFN+3DHt1dRcD91+mbp+KsL0J9FwGlyTs7tKXBW450y8wBIKOKIqCraSkVZB1CLOm7GwUi6VTX48xY5wWBobJk9GNH3/KRb+sspXdZbvZlL/JrSA7P3Y+C2IXnFSQBWiqN1PUal1QmFNDs9F13gZfD2ISApz2BV7+XQs6dXV1fPP1V+zdt7/b+c+M8MJ6bB+lJVU0mDvPz0OrJnx0HBFJ6YSPTyBi3AS8/AO6HVcgGO6YrHYOVzS2Zsu2i7P1LZ0LDwAEe+tIjPBptTRwFAMbE+yFppfF+gQDw5kcI+3du5dp06bx61//mmeeecbZ3hsR9rHHHuPJJ59k+fLlrFix4rTnJMsyc+fOZdu2bXz66adcdNFFPdrvTH4fBG7Y/z6s+7/e76fSgF90uyjb9vCPdTwbAtzfcD4dROEwwQBQ1FDkzJLdVboLk73dr16j0jA1bCpzouYwJ3oOcb5xIktWMOLoaYHv0Id+izY6GrmxCbmpCbmx0fHc1Ii9sRG5qbm9rbERe5OjTWlu7nbsvmDUG2/gNWN6n47ZpyLsli1bTnkic+fOPeV9RxoisBUMdxSLBVNurtPCoGXvXqzHj3fqJxkMGJKTOxT9SkUb1vuiX1bZyu7S3WwscGTI1pvrnduC9EFcEOvIkO1u+ZKiKNSUNDn9ZEsO1WKzulovBEZ6EZMQSHRiAFETAtDqXMfbv38/69at63bOc+fOZe7cuahUKhoP/0Tp9vWUHsigrKKBshYfrErnefqGhBIxLp6I8QlEjJ9AaNxYNKexhEMgGC4oikJpvclFlM0pNXKsusntSioPjYoJYd4khvu6WBr4eWoHfvICF87kGCk1NRWz2cyePXvQ6dpv2PVUhJVlmdjYWEpKSjh27BijRo3qk3m9/vrr/N///R8PP/wwTz/9dI/2OZPfB4Ebjm2FNy7uvl/8RWC3QG0+1BU4fj4ZOj8IiO0g0Lb9PBr8YqC3BUizPxaFwwQDjslm4sfyH51eskWNRS7bo72jnbYF08Knodf0XR0MgWCo0m2B79PMNFXsduTmVoG2VaS1uwi5bW1tAm67wGtvasRWUYG9qoss2A5E/ulP+F3csxvQPaVfPWEF/YMIbAUjEVtNjVOQNe3dR8u+fciNjZ36aSIiWi0MWot+JSf3quiXVbayq3SX07LAaDE6twXpgxwZsnELeuQnZbfKlB6tpzCnhqKcGiqON9ChOCsqtUT4GD9nlmxIrA8FBfm88cYbPZqrp6cn8fHxJCQkMGbMGLRaLTRWIOd8RvWPn1N6KJvSJgOlJh+qzZ44i2c4j68hNG404ePiiRjvePiHRfT4br0s2ynOOUBjXS3e/gFEJSYLCwTBsKLZYuNgWYOLOHuw1EiTxf3qnUg/vTNbtk2cjQ30RNXHxckEXXMmx0g9/ez94IMPWLx4caf2zz//nIsuuoiFCxeyYcOGPpvXxx9/zGWXXcZ9993HCy+80KN9zuT3QeAG2Q4vpICxFJdAxokbT1hZhobSdkG2Nt/10VjuZpwTxmzLovWP7ZxN6xXsmkWb/TH870Y38xOFwwQDh6IoFBgL2Fq8la1FW/mx/EescvtKG51ax/Tw6U5RNtonehBnKxD0L70p8D3Q9DRTd8hnwgKo1WpWrFghPF77ERHYCgStRb+OHXNky+5tLfp16JD7ol/x8U4LA8PkyT0u+mWVrews3em0LOgoyAYbgp2WBWmhaT0y+Dc1WinKddgWFGbX0FBjctmu89QQFe/PnsovMFtbTtRMW08c1BoNGo3axX9Pq9Uybtw4EhISGD9+PJ6enmBuhCNfw8HPMOdsoqxOpqzFh5IWH8pMvjTbOmft6X18iRg3wZExO24C4ePi0Xt7d+qXt3M7X//3HzTWtPv5egcGc/7Nv2D8jFndvhYCwZmKLCsU1jZ3KALmEGmL61rc9vf0UBMf3rEImA8J4b546YRPYn9wJsdIt912m9v27777jry8PC699FJCQkL41a9+RWpqaqd+V1xxBevXr+e9997r04K4jz76KE8//TTPP/88y5Yt69E+Z/L7IOgCp8gJrkLnKYqclmaoO95ZnG0Tba3dLDXVerVnzvqPgr1rwVTfRWdROEwwODRbm9lZupOtxY4s2fJm15sPo/1GO20LpoROQasWK2oEw4tTLfDd3/R3pu7J6HMRVqVSsWLFCh5//PE+m6TAFRHYCgTukZuaaMk6QMu+ve1FvyrdFP3y82st+uUQZQ2TJqJ2UzSwI1a7lR9Kf2BTgUOQbbA0OLeFGEKclgVpoWmopO69IhVFob6ixVngqzi3FovJkV1n1lVh9M92dOwoxLZ+CofaJnH7ikspLDzOwYMHOXjwIEZju0AsSRJxcXEkJCQQHx+Pv78/2G1wfDsc/BwOfoZSdxyjVUdpiy+lJl9K7RFUNKqw2zt/1AdERjuE2VZv2bryUj594dkuz+3SBx4RQqxgxFHfYuVgRzuDMiO5ZQ2YbbLb/nFBni4FwBIjfIjyN/TaN84uK+w6VkNFg4lQHz3TRweiHsGZt8MxRuqJHUFlZSVRUVH4+flRXFyMRxdWM1arlSNHjqDVahk7dqyzPTs7m8jISMf3RQe2bdvG/PnzURSFQ4cO9djiYDi+DwK6WO4fBYtW9W2WqaJAU6UbgbY1o9ZYjPuM3G6YdS+Mngu+EeAT0T+etAJBFyiKwuG6w84s2cyKTOxK+8oaT40nMyNmMid6DrOjZhPuFT6IsxUI+o6+KvDd1wxWpq4QYc9ARGArEPQMRVGwlZa6Fv06cMB90a/Ro12Lfk2Y0GXRL6vdyo7SHWzK38TXx7+mwdouyIYaQp2CbGpoao8EWQDZLlNR0MCBrcUc3FGGWVdFo+9hZHX7XFV2Hd7GsejMwYSP9SU01hffIAPegTrMGCmuyCfvyCEqKipcxg4PDychIYGEhATCwsIcum55Vqsg+ymU7QPAJktUmr0o1UygjFGU1irUVdf0aP4d8QkK5ra//1tYEwhGPDa7TH51E9mlDWSXtBcCq2gwu+3vq9eQ0OovmxjhyJ6dEOaDXuv+f2lDVikrP8mmtL49qz7CT8/yS5JYlBLRL+c01BmOMVJPRNg///nPPPjggzzwwAP8+c9/7nKs/Px8Ro8eTWxsLPn5+c72FStW8NxzzzFv3jzi4uLQ6XRkZWWxadMmVCoVr776apeZuu4YqPdB3IQYBIZC4SubGeoKW4XZY5D3JeRt7P04GgP4hDuyZH0iWsXZSNdn7/Dee9MKBD3AaDGyo2QHW4u2sq14G9UmV3/KCQETnFmyk0Mmo1GJFTQCQV8zGJm6QoQ9AxmOFxgCwUDhKPp1qNXCwJEtay1wX/RLn5zUmik7GUPqZLRhYZ36tQmyG/M38s3xbzoJsvPj5rMwbiGTQyb3SJA9tLuML//tyIJVULB61COrLKhkD7QWPyS3HgXteOjV6AJlrJ41NNjLqGupomO2iL+/v1OQjYmJQa1WO5YD5n4BBz+D/G3Q4a58sz6aMv+zKSWG0iozJYcOYjWb3BzZlasff5qY5End9hMIRiLVjWZn8a+cUiPZpUYOVzRikzuHWmqVxJhgL5eM2aQIX34qqOWXb2d05X7IK9enj0ghdjjGSD0RYZOSksjJySE7O5vExMQux+pKhN2yZQsvv/wyGRkZlJeXYzKZCAsLY/bs2dx///1Mn947P7SBeB/ETQiBk54WDotMdwi4DSXQUtvz8b1CWkXayBOeO4i1en+RVSs4ZWRFJqcmh61FW9lavJX9lftROnzD+3j4MCtyFnOiHFmyQYagQZytQDC8GOhM3X4RYVeuXCk8YfuR4XiBIRAMJrbaWkytRb9a2op+NTR06qcJD28v+pU6GX1SEiqDwbndYrfwQ+kPbMzfyNfHv6bR2l44LNQzlAWxC1gYt5BJIZO6FGSLc2v58PnMbuc86bxo1BoVDTUmjNUmGqpbaGmwduonSxYs+hrMumosulqQ2pdGa9U6IoJGMSZuHBMSxhMY5oNOakA6vNmRIXv4K7B0KH6m8yXHYzaf7+r82pzIuGkzmXnFNYTGjen18mqBYCRittk5XNHoIs7mlBqpbe78fw2gksCNZgs4hNhwPz3bHjp/xGUFihhpaNDf78OGrFLuekvchBC0ciqFw6wtjsJhxtLW55ITnlvbZfefwZ3QejqyattEWd9IN1m1YSA8PwU9oNZUy/cl37O1aCvfl3xPvdnV7zglKMVZ3Cs5OLnHK+8EAsHg0y8irL+/fydPqZMhSRJHjhzpcf+RjrjAEAj6F2fRr1YLg5Z9+zDn5nYu+qVWo4+Pd/jLthb98oiLQ5IkLHYLO0paM2QLv+mxICvLCm8+sp2mOvfLlQG8A3Tc8NSsThXXrRY7DdWm1keLQ5ytcfxurDbR3NCCxaMWs74Ki64GRWXrcNIqPMwBeNpDCPaOIiDYF58ALT4U49v4Ez4VX+JryaWiWcV7hT3PcPULC2f89FmMn34WEePikVQiSBQIeoqiKJQbzc5s2bbnY5VNPXJD/PdNU5mX2DmDfzgjYqShQX++D3ZZYfazX7tkwHZkJN+EGNH0deEwcMR9zdWOzFljqZvnVtHWVNfDASXwDu06m7btWecrsmoFTuyynf1V+51esjk1OS7bA/WBnB15NnOi5zArchZ+upPXuRAIBINLv4iwp4J8orgh6BJxgSEQDDxyczOmAwecBb9a9uzFVlnZqZ/Kz8+RLTtpEobUyRgmTsTu48n2ku1OQbbJ2uTsH+YZxoK4VkE2eJLjplRmBRte248CLvYDCgoSsOiOiYxNC+31OVgtdhpbM2frK5spLCygsDyf6qZirEqHyu4KaC1+eJiD0JmDUNvbs31Vkpnm2jdAaUQB7J4+KBotks2KurkBCZAkD8YkjKLgSCE2S7uY7B0YxLhpZzF++iyiE5NRDQFDdoHgTOT9Hwt58P19Peo7IcybKbEBpI0KIH1UAGNDvIZ1drqIkYYG/fk+7DhSzTX//KHbfmtvn8lZY8WS3RHFQBUOOxFLs0OQdWbQuhFrG0pBtnU/FoDWq714WCcLhNZn7zBQC4/QkUhlcyXbirextXgrO0p2uCR6qCQVk0MmO71k4wPih/V3vkBwJiI8Yc9AxAWGQDD4KIqCraysc9Evc+cMVo+4OKeFgTolkZ+8qthYvJlvC791EWTDvcJZELuAAH0An3z5LbPyL8fbEuDc3uhRy/a4D7jnipu5IPaCPj2XsrIysg/kkJOTQ1W1q7isl3zRWYJQ1QegtnkhWw7TrNqKOWwUira9WIVktaArP46nPIfFk/YScf5CjjX4kPfTTxzN2IWlpV3oNfj4MnbqTCbMmMWoiZNRa8TyPIGgp/RUhHKHn0FL+ih/0kcFkB4bwOQYf7x1w+dCXsRIQ4P+fB8+2lPMfe/s6bbfi0tTuSw1qk+PLTgDGAqFw9zOS4bmqi5sDzqItqb67scCkFTgFXpCJq0bsVY/AJ+DQ/U1HwFYZSt7KvY4s2QP1x122R5iCHHaFsyMmIm3h/cgzVQgELQhRNgzEHGBIRAMTRSrtbXo1x6Hx+yevVgKCjr1k/R69MnJeExKJj/agy+9C/i8cSfNtmZnn+m5Mjd9qaBRj8Ps4YvOYsRmP8yb81UUpEWw4YoNqPspwK2trSU3N5eDBw9SUFBAx49/g1aHvcELi64GUFyXyymO3F3fuiQMZl9G6fYSYzhAzFgd3slTKbSP4lBWLkd+3Impsd1X1sPgydgp0xk/YxZxk9PR6vT9cl4CwXChbTl2Wb2pK/dDwv30fPDLs9lbVEfG8VoyCmrZV1SP2ea68kglQXy4L+mj/JkS68iWjQ3yPGMzZ0SMNDQYCpmwl0yKYNn8CYwNEaKD4AzC0gQNZW7E2g6ibWNZz7NqPby7tj3o6FV7qjGl2+zjSFj0bP9mHwvcUtpY6hBki7eys3QnLbb2BAiNpCE9LN2ZJTvGT9RtEAgGgzNehN29ezfLly9nx44dWCwWkpOTWbZsGddee22Px5BlmZdffpl//OMf5OXl4e3tzXnnncdTTz3F+PHj++S4eXl5PP3002zbto2ioiICAwNJSkrinnvu4dJLe/cFJS4wBIIzB1ttLab9+2nZ4/CWbfn/9u48Lq7y3h/4Z3aYYWbYd8ISIISQfTMxMatJjMZq1ZjYJdGqt7a3rfbe1rr9om01trfXq22v+9p61aQa28SFxKwazR6zENYQIOw7M8PAMMs5vz8GBoZhDwMD+bxf5QWc9Tk5p/jw4Tnf59w5CEajx3ayiHA0p0TheHATKppKseFLZ1DStWsktH//39+V4sc/fxtzI+d6vf1msxkFBQXIzc3FxYsXYbf30+kXAamgQnDtPLdSClppDeJUZxAX3oDoaQmo9U9GQWEtLp48CnNT5wzFcpUKiTNmI2X+tUiaORcqtdpbl0Y0pnVMTAT0WP2wx4mJrHYBOZVGnL7ciFMljfj2chPKm1rRXYhGiZkTAjGrPZSdHhsIf+XYGNXEPpJvGImasL39EaK7uQlBWD8nDjdOi4JaOX5GfdNVTHAA5jrAWN7HqNpKoM2zv9kjidQZxHYfSdt9VK2q2x80XHV4e5kibyh1eGnYtDnacKrqlCuULTG6DwyJ1kS7RsnOjZwLtYJ9bqKRMKZD2IMHD2L16tVQKpXYsGED9Ho9duzYgaKiIjz99NN49NFHB3Sc+++/H6+99hrS09Nx4403orq6Gtu2bYOfnx+++eYbpKenX9F5jx07hmXLlsFms+Hmm29GSkoKampqsGPHDhgMBjz55JPYsmXLgK+bv2AQjV2iIMBaXNJexuBM+6Rf+YDD4b4d3APYDgKABi3wyv+bibXJN2F2xGykBKWMyKyoVqsVR44cwYEDB/rd9ubVdwAGDS6fLUNliQWC0Nk+CRwIV1xEXEABYlM0ECLjUFhlR8HpkzDW1ri2k8nliJ82E8nzFiB5zjXw1/LnHVFXmVmVeGpXttsERVF6P2xZlz7gmeGrDBbXSNnTlxuRVW6E1eE+WlYmlSA9yjlatiOYjQ3yH9AIGocg4nhRA2pMFoRr/TAvMdirkyWxj+QbvH0f+vsjxP1LknCxuhkH8mogtG8QoJJj3fQo3Dl3AqbH6jkCjMa/tuZeRtN2HVVbDYiO/o8FOCcM6xhVGxAJ5H4CWJt72VjiDG8fPM/SBD6ixFjirCVb9hVOVJ2AVbC61imlSsyNnOsKZSfoJoxiS4nGtzEbwtrtdqSlpaGsrAxHjhzBzJkzAQAmkwkLFixAXl4esrOzex3J2uHAgQNYvnw5Fi9ejC+++AIqlQoAsG/fPlx//fVYvHgxDh06dEXnXbt2LT7//HP861//chv1evnyZUydOhU2mw2NjY2uc/eHv2AQjS9CSwss2dloPXsWlbt3QnYuv999nrxLiux4Z7CpVWoxK3wWZkfMxuyI2ZgcMhkKqXdqrJ4/fx4fffRRv9vFx8fjuuuuQ0JCAgQ7UFHQhNJz5bh8vgqNje4jkRSSFsSqLiA2qhnqCUGotMhRcC4bjRVlrm0kUini0qciZd5CJM9bgICg4GG/NqKxaLhDzja7A1nlRnx7udE1Yrba6FnrOkyrctWWnR0fhIwYPfwU7r9oD0dIPFjsI/mGkbgPA3m+qgwWfHS6DNtPlqKkvrPkz6QILdbPjcOtM2MQrFF6HJvoqiE4gOYa9xG0PYW1VlP/x+rJmj8A09YDavbbfEmLrQUnqk64aslWmCvc1ifoErAoZhEWxy7GnIg5UMr4c5JouAx7CDtS9uzZg9WrV+Puu+/Gm2++6bZu27Zt2LBhAx555BE888wzfR7nrrvuwvvvv49Dhw7huuuuc1t3ww03IDMzE3l5eUhNTR3yedPS0pCfnw+LxQKl0v0H2LXXXotvvvkGtbW1CA0NHdC18xcMovGrcdcuVP3q1/1vNzkG+5cHY1dgEVoEi9s6f7k/poVNw+xwZyg7NWwq/OX+w9K+oqIivPPOOwPeXqPRID09HRkZGYiLi4NUKkVzowWlWbUoPXURpZfaYLG6/1zUyaoQqytBYAxgVshwqbAUtSVFnRtIJIhOnYyUeQuQMm8h9OERw3JtRORJFEVUGCw4XdJRwqARFyqMsAvu3UKFTIL0aL2rtqyx1YbHPs7q7SXVHsslDAf2kXzDSN2Hgf4RQhBEHCtqwPaTpfjsfKWrNrJSJsX16RG4c24cFiWHQurFUdpEY1qbyb3cQcEe4MKOge+vCQPC0oCwSe6fNWHu8wvQiBNFEZcMl/BVmbNswenq07CLneXH/OX+mB8131lLNmYxogL6/2+3Q3DgdM1p1LbUIkwdhlnhs7w2l8VQ+Hr7aHwbsyHso48+iq1bt+L999/Hhg0b3NY1NjYiODgYCxcuxNdff93ncaKjo2E0GmEwGCCTuf8f7/nnn8dDDz2EV199Fffdd9+Qz3vbbbdhx44d2LVrF2666SbX8tLSUmRkZCA+Ph7nzp0b8LXzFwyi8ct87Dgub9o04O1lYWGwLZ+H7Nlh+EpThtO138LQ5j6zrlwqx5SQKa6RsjPDZ0Kr1A6pfYIg4Pnnn4exh7q2HdRqNdLS0pCTk4PW1s56kzqdDlOmTEFGRgaio6MhkUggCiJqL5tQeqoApefKUVnjD0Hs/FksgQMRqiKEhjbArrahur4elYXuM7+GJ05E6vxrkTxvAUJi4oZ0XUQ0cBabA+fKDF3KGDShrtlztGxvOiYOO/zw8mEvTcA+km/w5ftgaLVh59kKbDtxGVnlnf8tiwn0x+2zY3HHnFjEBrE2IlGfir4C3rmp/+004YC5pvf1/kE9h7PaqOELZwUHUPKNs/RCQAQQv5AlEvrQbG3G0cqjrlGyta21buuTA5NdZQtmhM/wePtub8lePHv8WVS3VLuWRagj8Jt5v8HK+JUjcg198fX20fg3ZkPYO+64Ax9++CFOnjyJ2bNne6wPCwuDRCJBTU3vP/TNZjMCAgKQkZGB8+fPe6z/9NNPcdNNN+FXv/oV/vjHPw75vNnZ2Vi2bBkaGxvxne98B8nJyaitrcWOHTsQGxuL7du3Iy0trdd2trW1oa2t85cbo9GIuLg4n+zYEtGVER0OXFyxEraqqh5rwooA5MHBCFixAqY9eyAYOgNXZWIitDfdCMN103BaUYFT1adwqvoUalrdfw5KIMGk4EmYHTEbs8JnYVbELIT6D2wkPuD8mbZ9+/Ze169fvx7p6elwOBy4dOkSsrKykJub6/ZzLCgoCBkZGZgyZQoiIiJctfmsFjsqskpRejwHpRfb0Niidzu2UtKCCG0hZOoGGCxNqCougih21q8MiZ2AlPkLkTJvIcLiE1nzj2gEiKKI0oZWZyh7uRFf5teiuMur3715/75rsGBiyLC2xZfDv6vJWLkPFyoM2H6iFB9/Ww6jxTnySyIBFiWH4s65cbg+PQIqOcMaIg+CA3g+wzkqtscp8rrUhLW1AnX5QG0eUJvb+bmxuJd94aw/GzapSzjbHtDqYgHpIOZByN4JZD7sLK3QQRftLJPAScP6JYoi8hrzXKNkz9aehdCl3x2gCMCC6AVYHLMYi2IW4WztWfzy4C8hdruvHZP1Prf0uVENOveW7PXp9tHVYcyGsKtWrcIXX3yBgoICJCcne6yfOHEiysrK3H7p766iogIxMTG49tprcfjwYY/1X331Fa677jrcf//9eOWVV67ovEVFRbjjjjtw6tQp17KgoCA88cQT+PnPf+4xCrerJ598Ek899ZTHcl/v2BLR0Bj37EH5Lx50ftP1R297oBjzwvPQrVoF0WpF8+HDMOzaheb9ByB2+bnjN30a9Detg/aGNahSteJU9Smcrj6NU9WncNl02eOcCboE10jZ2RGzER0Q3Wcbs7Oz8Xnm5zAZO2uE6XQ6rFmzxmMyQwCw2WwoLCxEVlYW8vLyYLPZXOtCQ0ORkZGBjIwMj7IsptpmlH5zGqXnylFaFYA2h8ZtfYC8FBr/S7AIDaitLIXg6Hx9Sh8RiZR5zkA2KjkVksF02oloyP51phy/+OBMv9u9sGEGvjMjZljPPVbCv/FurN0Hi82B3ReqsO1EKb4prHctD1IrcMvMGNw5Nw5pkb5/HUQjKnsnsP2H7d/0MEXe+r/1HXTaWoG6gi7hbHtA23Cp98nCFBogLNVz9GxgvOfoVlf7eimM01/7yIOhzYBvKr7BV2Vf4XD5YTS2Nbqtl0vkbqUMupJAggh1BDJvyxyVV/8dggOrP1rtNgK2q9FuH109GMKOQAh78uRJfOc738GUKVPw7LPPIi0tDdXV1XjxxRfxpz/9Cbfeeit27Oi9pg5HwhJdfYx79qD6ma2wV1W5lskjIxHx6CPQrVrlsb2j2QzT3i9g3PUJzEeOAEL7X6llMmgWLoT+phuhXbkSUo0GtS21OFVzCqeqTuF0zWkUNBZ4/EU4UhPpGik7J2IOEvXuo0r3luzFs8eehaPBAT+HHywyC2TBMvxmfv+v8litVuTn5yMrKwsFBQVwODo72pGRka4RskFBQW77CYKI2vM5KD16HqUX21BlioSALpN8CS3QKs9BkFSgqaEcDntn0BsQHILkuQuQOn8hYiZPgZSdKyKvOVJYj42vHe13O46EHb/G8n24XN+Cf5wqxT9OlqHK2FlzfXqsHnfOnYB106Og9fPO5JdEY06PI01jgDXPDj3gtLc5g9iuo2Zr85yBrWDreR+5HxCa4gxlQycBISnA57/qoxRCl5G67BMOiUNwILs+21W2IKs+a0D7hfqFwl/hDwkkkEgkrlGoANy+71jffZ1rfS/7eqxv38RsNaPQUNhv+167/jVcE33NgK6FaCjGbAg7VsoR2Gw2pKWloa2tDfn5+VCr3WtMbdiwAdu2bcP+/fuxbNmyAV37WO7YEtHAiQ4HWk6egr22FvKwMKjnzIakj1HzHey1tTB+/jkMuz6BpcvPNomfH7TLl0O37iYELFoEicL5S6ShzYBva751jZTNrs/2+Ct2sF8wZobPxOyI2bALdvzPqf8Zlld5LBYLcnNzkZWVhUuXLkEQOl9xio2NRUZGBtLT03v8WWdtakD54a9RerYCpVVaNNkiXetE0QaZIx9yWQHMzWVw2K2udf46PZLnzEfK/GsxIWMaZHL+Mk00nByCiEV/2I8qg6W3l1RZE3acGw/3wSGI+DK/FttOlGJvTrVrMjp/hQxrp0bhzrlxmJsQxLI3RCNVc9VhBxqL3EfN1uY6w1m7pf/9e7LpEyBx8fC28yq1LW8bfn/096PdjCsmlUgRGxCLWG0sYgNiEaONcX0fExADvUrf/0GI+jDQPpK81zWjJCUlBQBQUFDgEYY2Njairq4OCxcu7PMYGo0GUVFRKCoqgsPh8CgJUFBQ4HauoZw3NzcXly5dwne/+12PABYAli9fjm3btuHUqVMDDmGJ6OogkcmgmT9v0PvJw8IQ/MMfIviHP4S1uBiGTz6FcdcuWEtKYPzsMxg/+wyywEBob1gD/U03QTdzJpbGLcXSuKUAgBZbC87VnXPVlD1Xew4Nlgbsu7wP+y7v6/W8IkRIIMEfjv8By+KWDehVHj8/P8yYMQMzZsxAS0sLcnJykJWVhaKiIpSVlaGsrAyZmZmIj493BbIajbMkgTIwGIk3rUPiTQAEB4xZx1B69BxKL7ahzJSINskUWDEF8gA7pLbLkInZsFkvo9VowPn9e3B+/x6o1BokzZ6HlHkLkDB9FhQqv0H/exORO5lUgi3r0vHAu6chQY8vqWLLuvRhD2CJhpNMKsGytHAsSwtHXXMbPj5djm0nS3GxphkfnS7DR6fLkBSqwfq5cfjurBiEa/nfD7pKSWUjE2TK5M7RrqEpwOR1ncsFB9BU4j5qtuQb57L+fPEEMHF5+wjaVOeHkhPzDUWSPmlA2z0671GkhaShY4yfCBGiKLoN7nBb176+43vn/9z3da3rvm+X4+Y35uN/z/xvv+0TRAGXTZd7LN8GAFql1i2k7QhnY7WxiNZEQyHj4A4aHj4Xwi5ZsgRbt27Fnj17sGHDBrd1e/bscW0zkON88MEH+Prrr3Hddde5rdu9e7fHcQZ7XqvVOfqqttZ9VsEOHctVKlW/bSUiGixlQgLC/v2nCP3pT2DJyoLxk09g+OwzOGrr0PT+B2h6/wMooqOhu+km6NfdBFVKCtQKNa6JugbXRDlfxbE6rMiuz8bJ6pPYf3k/ztd5vjnQQYSIqpYqnK45jbmRcwfVVrVajdmzZ2P27NkwmUzIzs5GVlYWSktLUVJSgpKSEnz22WdISkpCRkYG0tLS4O/v79xZKoNu2kJMmbYQUwAI9UWoOXIIpecqUFqlR5UkFSKSIFc6ILWXQbQVQHRcRFuLGTlfHUDOVwcgV6mQNGMOkucvRNLMuVD18IczIhqYNRlReOn7s/DUrmxUGjpHKEXq/bBlXTrWZESNYuuIBic0QIX7rkvCvYsTcfpyI7adKMUn5ypxqc6MZz/PxX/tzsPytHBsmBuHJalhkMtYg5xoxEhlQHCS82PSDc5lRV8B79zU/74V3zo/XCRA4IQuNWcndQa0fmNzVP9ImRU+CxHqCNS01Hi8LQd01lxdP2n9qNRcXRK7BB/mf9hn+8LV4Xh7zduoNFeizFSGsuYylDeXO782laHeUg+T1YSchhzkNOT0eIxITaQrlO0+kjbEL4RvT9CA+Vw5ArvdjkmTJqG8vBxHjx7FjBkzAAAmkwkLFixAXl4eLly4gNTUVABAXV0d6urqEBoa6jbxy4EDB7B8+XIsXrwYe/fuhVKpBADs27cP119/PRYvXoxDhw4N+bxtbW2IiIiAyWTC559/jlVdajlWVFRg7ty5qKiowLlz5zB16tQBXft4eMWLiEaPaLfDfOwYjLs+gemLLyCYza51qrQ06NfdBN3atVBEeYYkn136DA9/9XC/53h28bO4MenGYWlvU1MTLly4gKysLFRWVrqWy2QyJCcnIyMjA6mpqb3/MavNhLbsAyg/fg6lhW0oNU+CwRENURQgOirhsBZAsBVAFDonGZPJ5YifNhMp8xZi4pz58NfyZy3RUDgEEceLGlBjsiBc64d5icFeHQHLPpJvuBruQ3ObHZ+eq8C2E6U4fbnJtTxcq8Lts2Oxfk4cEkI1vR+AiLxHcADPZwDGSnhOzAUAEkAdAlz3n0Bdfuco2pb6HrZtp4txhrKhk9wnBVMHe+sqxpy9JXvxy4O/BAC3oHMoJcu84Urb12JrQUVzBcqanaGsK6BtD2tb7a19nt9f7u8MaLuNoO0Ia/3l/sNwleTrxmxNWMAZoK5evRoqlQobN26ETqfDjh07UFRUhN///vd47LHHXNs++eSTeOqpp7BlyxY8+eSTbse577778PrrryM9PR033ngjqqursW3bNvj5+eGbb77xmOl7MOcFgDfeeAP33nsvpFIpbrzxRkyePBnV1dX4+OOPYTQa8dOf/hR//etfB3zdV0PHlohGhmCxoPnAARg++RTNX34J2NonPJBIoJ4zB7p1N0G3ejVkemf9oxNVJ3DP7nucmwgiJpeKCGoGGgOAnDgJxPZwJVoTjYfmPITrJ1w/rH/trq+vdwWyXWt+y+VypKamIiMjAykpKVAoenkVSBCAitMwnNqP0vMVKK0NQ5l1GtoENURHDRy2AgjWAohC52yvEqkUcelTkTL/WqTMWwBNYFDPxyaiUcc+km+42u5DQbUJ206UYse35Wgwd9Ygn58YjDvnxuGGjCj4Kzn5D9GIyt4JbP9h+zc9FMZZ/zfPycPMde5lDWpznSGtqRK90oS7j5rt+KwJA67CUY97S/bi2ePPorql2rUsUh2Jh+c9PKoBbAdvtU8URdRb6j3C2Y7vq8xVPY7A7SrEL8QjnO34HK4OH5URxDT8xnQICwDHjx/Hli1bcOTIEVitVkyZMgUPPvggvve977lt11cIKwgC/vd//xevvPIKLl68iICAACxbtgxPP/20a0TrUM/bYd++fXj++edx7NgxNDQ0QKPRYPr06bj33nvxwx/+sMd9enO1dWyJaGQ4mppg3L0Hxl270HLypGu5RKGAZsl10N+0Dv5LFuOGT25GwrdV2PSFA6Gdg0dRpwXevl6KE5Nkrk5Gkj4J90+7H2sS1gx7x6G6utoVyDY0NLiWK5VKpKWlISMjA0lJSZDL+6io01QKIW83ak6fweVLDpRaMlBlTYEgNEGwFsBhuwjR0aWcjESC6NQ0pM6/FinzFkIXFj6s10REV4Z9JN9wtd4Hq13AvpxqfHCiFF8W1KLjtyetnxzfmRGNO+dMQEaMjq+jEo2U7J1A5sOAsaJzmS4GWPOsZwDbl9am9hGzHeFs+4eh57qhAAC/QPdQtiOo1cWM+3DWIThwuuY0altqEaYOw6zwWT4VII5G+2wOGyrMFSg3lbvC2a6fTVZTn/vLpXLEBMT0PJJWGwud8ur5b+1YN+ZD2KvR1dqxJaKRY6uogOHTT2H85FO05eW5lksDAtCSFAXVOefEhV27kEL795WP/gD504Lw95y/uzoUCboE3DftPqxNXAu5dHjLjIuiiMrKSmRlZSErKwtGo9G1zs/PD+np6cjIyEBCQgKk0j7q9FnNwKVDaLuwF+Xny3DZkIBS6ww0WVUQbBfhsBZAdFS57RI6IQlpCxchZf5CBEfHDut1EdHgsY/kG3gfgIqmVnx4qgzbT5airLHzFdXJUTrcOScWt8yMQaBaOYotJLpKCA7nRF3N1UBABBC/0FlHdji0NXeWM6jL6xw921gMiELP+yi1QFhqZzDbUd4gMB7oq59K45qhzeBe3qBLWFthroBdsPe5v06pcwtlYwM6R9JGaaI4YZgPYQg7BrFjS0QjyZKfD+OuT2D49BPYK/p4HQvOl70UkZFI3rcXzY4WvJ/7Pv6W/TcY2gwAgNiAWNw/7X7cNPEmKKTD3xkQBAFlZWXIyspCdnY2mpubXes0Gg2mTJmCKVOmIC4uru9AVhCAyjNA/m4Yzh9FaZkKl9tm4HJrEtqs5XDYCiDay9H19TZdWAzSFl6LSQsXISw+kSOdiEYB+0i+gfehkyCIOHKpHttOlCLzQhWsdmcwo5RLsWZKJO6cG4cFSSGQerFWMhGNMFsrUH+xy6jZ9hG0DYVAb2Ga3B8ITWkPZztC2jQgKBGQ+dw86TSCHIIDNS01PY6gLTeVo97SRy1jAFKJFBHqiM76s13C2piAGE4YNsIYwo5B7NgS0WgQBQGN7/4fqp95pt9tJ7zzDjTz5wEAzDYzPsj9AO9ceAeNbc5aq9GaaNw77V58Z+J3oJR5ZySQIAgoKSlxBbKtrZ0jkXQ6HaZMmYKMjAxER0f33/EwVgAFe+DI2Y2avHJcbpmMYstkVLeIcFgvQrCXwjkW2MlPG4qJs67BtJVLEZWcCglHNhCNCPaRfAPvQ8+aWqz457fl2HayDDmVnW9txAX7Y/3sONw+JxZRek7MQjRuOWxAwyX3mrO1eUBdAeBo63kfqcIZzoamupc3CJkIyHuZlJauKi22FpQ3l/c6ktbisPS5f/cJw7qGtcMxYZivl6cYaQxhxyB2bIlotBg++RQV//mf/W4XsGwZQn/6U/hNSXcFnC22Fvwj/x94K+st119sI9QR+NHUH+G7Kd+FSua9jqTD4cClS5eQlZWF3NxctLV1dnSDgoKQkZGBjIwMhIeH9x/I2lqBoi+B/ExYcr5EeX0oLrVORVFzMMxt1RBsxQAcrs3lKh1i0uZg2oqlSJ47HdKruNNB5G3sI/kG3oe+iaKIrHIjPjhxGTvPVMDU5hwZJ5UA16WG4c45cVgxOQJKOf+AR3RVEBzOEgZuwWweUJsP2Mw97yORAcGJnnVnQ1IApXpEm0++q+uEYV0nCuv4vtpc3e+EYaH+oW6ThXV8HaeNQ5h/WJ+Bak8ToUWoI/Cbeb/xiYnaRgND2DGIHVsiGi3mY8dxedOmAW+viIuDbs1qaFevcQWyFrsFHxV8hDfPv4ma1hoAQJh/GO7JuAe3p94OP7mft5oPALDZbLh48SKysrKQn58Pm83mWhcWFoaMjAxMmTIFoaGh/R9MFIGq80B+JsS8TBguV6CodTpym+NQ02KH3VoCoPP4UpkaIROmYdKCazH9+gXwU3v3WomuNuwj+Qbeh4FrtTrweVYltp0oxbGizkkmQzRKfHdWDO6cG4fkcO0otpCIRo0gAMYy93C246O91JcnCRA4wTOcDU0F/PjzmNxZHVZUmis9wtkyk/PDZBvYhGEek4UFxKKgqQCPH37cI+SVtM8q8tzS567KIJYh7BjEji0RjRbR4cDFFSthr64GevrPggSQ6QPhP28ezF9+CdHS+fpL90DWKljxccHHeP38666/job4heDujLtxR+odUCu8/1d8q9WK/Px8ZGVloaCgAA5H5wjWyMhI1wjZwMDAgR3QVA0U7AHyM+G4+CUqmmNw3jgJl83+MLfVAmKXV80kKmhD0hA/fT6mrbwWkQnBkPRTE1AQRFQWNMFsbINGp0JUSiDrCBJ1wT6Sb+B9GJqiOjO2nyzFR6fKUGPq/O/FrAmBuHNuHG6aFg2NirUhia56ogiYqpzBbF1+Z0BbkwO0NvS+ny6mM5jtWt5AHTxybacxxdBm8Chv0BHWVjRXwC72PWFYXyLVkci8LfOqK03AEHYMYseWiEaTcc8elP/iQec3Xf/T0P4af8wLz0O3ahWElhY0f/kljJm70XzwYK+BrDQtGTsv7cTr515HhbkCABCkCsKmKZuwIW0DNArNiFyXxWJBbm4usrKyUFhYiK7/2YuNjUVGRgbS09MH/nPXZgFKDgN5mUB+JswNTThrnIoCYxjqW1sgil3rM8mh8J+IqJRZSF+8EAnTo6HRu5dnKPy2Bl9+kAdT3SVANAMSDbShSbhuwyRMnBk+DP8CV44hMY029pF8A+/DlbE7BBzMq8W2k6XYn1sDh+D875FaKcO6adFYPzcOsyYEciIVIvJkrus2crb9c3NV7/towtvD2UnuI2g1Ya7+/aAIDqDkG6C5GgiIAOIXAldZ0HY16D5hWKmp1BnQNpehqKmo31G0ADBBOwFTQqYgXh+PCdoJSNAlYIJuAvQq/QhcwehgCDsGsWNLRKPNuGcPqp/ZCntVZ4dOHhmJiEcfgW7VKo/tBxLI+q9aib2qQrx6/jWUNZcBAPQqPX6Y/kNsTNsIrXLkXsc0m83IyclBVlYWiouL3dYlJCQgIyMDkydPhkYzwIBYFIGabCA/E8jfDUfJceSbE5FlSECFWQq70HUyBhmkinjowjOQPGc+kmbEodVsReZL/4Kt5QAgNnduKgmAQr0MN/7s1lEPYgu/rcFX2wpgbuq8Fk2gCovvTBn1ttHVg30k38D7MHxqTBZ8dKoc20+WoqiuszZkcngA7pwTh1tnxSA0gJPzEFE/WpvcR83W5jprzhou976PfxAQ2j2cneQcUdtbOJu9E8h82DmpbQddNLDmD0D6zcN6SUPGkNjrPrv0GR7+6uEh7x+kCkK8Lt7jY4JuwhVPFNbdSE8cxhB2DGLHloh8gehwoOXkKdhrayEPC4N6zmxIZP3/B8stkD10CGJrq2udIi4OAatW4uzUAPyl5VOUmJwdQ61Si+9P/j6+N/l7I/6XUZPJhOzsbGRlZaG0tNS1XCKRICkpCRkZGUhLS4O//yA6BOY6oOALIP9ziAX7UWmQ4owhBUXNWljsXV/rkUAqjwOkegjW870eThvxXdz7/N2jNuq08NsaZL6SBVEUINjLXSN1pfIYSCRSrPm3DAaxNCLYR/INvA/DTxRFnChuxLYTpfj0fAUsNgEAIJdKcH16BNbPjcN1KWGQ8e0DIhqMtub2cDbPvbxBQxHQ24RNSi0Q1qWcQUdQW3kO+MemHvZr/7m0/m+jH8SOhZB4HDhRdQL37L6n3+1+NuNnUMqUKDYW47LpMkoMJa45Q3oToY5wjZiN18W7vo4NiIVCphhUO0dj4jCGsGMQO7ZENF70GcjGxqL2mmT8PfISvgooByQSBCgCsDFtI36Y/kME+gWOeHubmppw4cIFZGVlobKy0rVcJpMhOTkZGRkZmDRpEpRK5cAParcCJV8D+bsh5n2O+qoaZBujkWeMhNE2wF+mJVqEJP4U/gFKSKUSyORSSGUS54dcCqlUAqlMCpm8fZlMCln7Z+c2nV/LZJ37uh2nx+VSSKXApy+eQ3P9BdhaDvYwUncp9BFT8YOnF7I0AXkd+0i+gffBu4wWG3adrcD2E6U4W9Y5OU+U3g+3z47F+jlxiAvm7OhEdAVsrUD9xS6TgbWPoG0oBIQh1gH1DwZu/B9A4QfIFIBM2f6542tlz19L27e50hIs2TuB7T+ET4fE44RDcGD1R6tR01LjMTEX4JycK0Id0WNN2BZbCy6bLqPYWIwSQ0nn18YSGHqdkA6QSWSICYjBBJ2zrEHHyNkEXQIiNZGQSqRu2+8t2YtfHvzliE8cxhB2DGLHlojGI2cg+xWMmZkegaw9MgRfTxLxeaIBlyIBtUKDDWkbsGnKJgT7jc5kAvX19cjKykJWVhZqa2tdy+VyOSZNmoSMjAwkJydDoRjEX2RF0TkCIT8TyMtEY+EZ7K2chcvmgXQ6FYBECYlEAUgUAOQ9fy2RQ4LuX8sBicJ9uUTRfkx5+/69t8FhLYDNvKv3lmnW4baH1yNmUtDA/y2IhoB9JN/A+zBycquM2HaiFB9/W46mFptr+bXJIVg/Jw6rp0TCT8HXbIlomNitQMMloK5bOFubBwi2/ve/ElJF70Ftr2Fu+2eJDMj9BLC19HJwiXNE7IPnWZpgmHSEnADcgs4rCTmbLE0oMZWgxOj50Wpv7XU/lUyFOG2cq6xBnDYOfz79ZzS2Nfa4fV8h8ZViCDsGsWNLRONdX4FsQ7ACX6XacSRNispYf6yfdCc2Z2xGqH/oqLW3urraNUK2oaFzVlqlUom0tDRkZGRg4sSJkA2gXIOblgZ8879/xJGTWcPc4sGTSBXOD4nzMyTOrwVBBkdbKYA+RkVItJhxw2NYeFsq/AMGMUqYaJDYR/INvA8jr83uwJ4L1dh+shSHL9a55s3U+ytwy4xo3Dl3AtKjeS+IyEvObQd23Nf/dsHJgJ/OGdg6bIDD2uVzt69Hg34CEJ4G6OOAwLj2zxOcnwMiAKm0/2OQS0+v+0eqI/HwvIeHdZSpKIqoba11C2WLjcW4bLyMy6bLsA9x9Pabq9/E3Mi5w9ZOgCHsmMSOLRFdTfoKZKsDgaNpEpxKV2HOkjtx99R7EK4evdqjoiiisrLSNULWaDS61vn7+2Py5MnIyMhAQkICpAPsxJXs/As+/L/d/W63OqYIYSoj7A7AJkhhE2WwC1LYBBnsovNz9+W29uV2Qdrta+dnuzh8f/mV+V0Lhf8MxKVHIXl2OJKmh8EvYHB1m4j6wz6Sb+B9GF2lDS34x6kyfHiyFBWGzokwp8bosX5uHG6eHg29P3/+EtEwKvoKeOem/rfb9AmQuLj/7UTROYFWT+Fsx9duQW5vYW77NmUngax/XNk1ypTOSckC45xhrSukbf+siwHkHGzQ3UhPfNXT+SvMFbhs7CxrcKrqFPKb8vvd9w+L/4C1SWuHtT0MYccgdmyJ6GrlCmR3Z6L5oGcge3yyHOpVK/Hdm36FaG306DUUgCAIKCsrQ1ZWFi5cuACzuXNWa41GgylTpiAjIwOxsbF9BrJC4SG89MQfYXH0Xg7AXybix7/7NaQTlzg7mlazs5aXrcX5YW3p/NrW2mV9+2e39R3bt0KwmmFvs8BmaYW9rQ02axtsNjvsXQLdkuZAnDdEDfjfRSILhVQeA5kiFjGTpyBtQTKSZoTBT8NAgK4c+0i+gffBNzgEEYcv1mH7iVLsya6CzeH8dU4ll2Lt1CisnxOHa5KC+yw3Q0Q0IIIDeD4DMFai5wm9Rvl1/4GGxCufAvz0gKEMMJQCTaXOz8ZyQBT62VkCaKPaQ9nYLgFtl8BWFTAsl0NXZqATh3EkLAFgx5aICACE1lY0H/oSxsxMGA/uh8TS+dpSTaAEDQsmYfbGnyFu7rJR/wVTEAQUFxcjKysLOTk5aO0SHut0OmRkZGDKlCmIjo72bKvgQMH/m4+dBRFwTRzgRsTNKdVI+e2xkenUCkJnmGszo/TQR9j+/oF+dwuQW9Bs9/NYLpHqIJXHIGRCKtIWzEbG0gyWLKAhYx/JN/A++J4GsxUff1uObScuI7+6cwLFhBA17pgTh9tnxyJC5/kzmohowFwTXwHuQawPTHx1pSGxww6YKjpD2aZSwHC583tDGWC3eO7XnX+Qe4kDt9G0EwB18JVPQEb9upKJw64UQ9gxiB1bIiJ3QmsrTIcOoeRf7wNfn4TC2vmX6uZQNYLW3IiY76yHX8aUUQ9kHQ4HLl265ApkrdbO8DgoKAgZGRnIyMhARERE507ZO1Hw+kPYV50EgzIUolwBid0GvbUOKyIuIeXe/xm1Tq1gt+K1u29Gs1WG3kJircKOe+++Dq3F36LiYgHKmqQoMYegvq2HX/gl/gjQRSEuPR0ZK69DTFoqZHK5ty+Dxgn2kXwD74PvEkURZ0qbsP1kKXaeqYDZ6gAAyKQSLE0Nw/q5cVieFg6FrOc3NByCiONFDagxWRCu9cO8xGDIpAwMiKhd9k4g82HAWNG5TBcDrHl29ALYDt4MiUURMNd6hrNN7QGt4TJgMfR/HIW6h3C2y9faKE4cNky8MXHYQDCEHYPYsSUi6p3Q2opzO99G8T/fQ3xWHfy6TNQqiYpA0NoboVuzBn4ZGaMeyNpsNly8eBFZWVnIy8uD3d5ZND4sLMw1QjY0NBTZe95B5pELMIpq1zY6SQvWLJiC9FWbRqP5LgUfvYCd2/e0f9f139TZdbh5/Sqk3PaL9kUi0FQClJ+CtfgEKrLPorC4BUXNITC02QG4v+olkcgQEhyMpKnJiJ+/DFHps6Dw42gt6hn7SL6B92FsaLHa8em5Smw7UYqTJZ0zRIcGqHDb7BisnxOHiWGdr85mZlXiqV3ZqOxSZzZK74ct69KxJmPgZWmIaJwTHEDJN0BztXMyq/iFvhMcjmZIbDG6lzhouuz+fXN1/8eQyp0jdnuqSRs4wVkGQa7y7nWMIyM1cVhXDGHHIHZsiYgG5szlY9i37Y8I/CYHsy6KboGsIiYG2jWrfSaQbWtrQ35+Pi5cuICCggI4HA7XusDAQDQ1NfW67/r165Genj4CrexdwUcvYP8/P0eztXPUqlZpx7JbbugMYHvjsAO1OXBcPoGCY2eRndeKCoOINlsDILa5bSoBEB6kRGxSHGKnz0PMvNXwDwr1whXRWMQ+km/gfRh7LtY04x8nS/HR6TLUNXe+oTE3IQh3zp0AhUyCBz844/HSZsd/OV/6/iwGsUQ0NvhqSGyzOGvPdg9nO0bXGisAwd7/cQIieghn4zpr1frpvX8tY8hITxzGEHYMYseWiGhwsuqy8MbJF2E6dAgLckWfD2QtFgtyc3ORlZWFixcv9rt9QEAA/v3f/x1+ozxC1G614PTOv6OhvhbBIWGYdfMPIFcOsU1WM+rOnsb5gxdwsaAeza2NEGzlgGjy2DREIyAmJhgxaemInbMCupS5QB+TndH4xT6Sb+B9GLtsDgH7cmqw/WQpDubVQGj/DVCCnqsodqyL1Pvh8MPLWZqAiMhbBAdgquq5Jm3HZ1tL/8dR6XsYRdtlAjFN2PDWpfXV0HuUMIQdg9ixJSIampz6HLx67lV8WfgFZhaKWJArYm6hFApr56hTXwtkc3JysG3btgFtq1AooFarodFo3D73tEyj0UClUg3b9WVnZyMzMxNGo9G1TKfTYc2aNVc8SlcURTRUmHHxSDHyjhagqb4cgr0Cgr0colDvsb1WYUVMmAoxSRMQO20+QmashEQffUVtoLGBfSTfwPswPlQZLPjodBn+dqQY1ca2frd//75rsGBiyAi0jIiIPIgi0NLQczjbMbq2tbH/48j9nCNmu4ezrrq00YBsgPM19Fj+IRpY84fRrxE8ShjCjkHs2BIRXZn8xny8eu5V7CneA4VNwMxCETdfDkPyhSZILJ2/aCpiYqBdvRq6G0YvkD1//jw++ugjrxxbKpUOKrT19/eHtIcRptnZ2di+fXuv5xnOcgmiKKK+3IyLp6px8VQNmqoaINjLnYGsvQyCowbdx2v5SW2I1lkRExuC2LQMRMxYAlncbMCP/w0db9hH8g28D+PLP78tx4PbzvS73Zz4QKxMj8SkSC0mR+oQoRu+P/QREdEwaGt2hrGGsp7LHpgq0ft7D+0ksva6tO3lDbqPptXHAkp1l4nQeilkcyUToY1hDGHHIHZsiYiGR2FTIV499yoyizMhiAKUNhEbG9OwpkgH+ZEzEFtbXduOViBbVFSEd955p9/tNm7ciLCwMJjNZrS0tHh87r7MZrP1e8ye+Pv7ewSzWVlZsFqtve6j0+nw4IMP9hjgXglnINuMiydrcPFUDQy1rRBFGwR7JSRCGRS4BIulFg7BvQsjlzgQ5W9CTKgCMUkJiJ42D8rEa4DwKYBcOaxtpJHFPpJv4H0YX44U1mPja0cHvZ/eX9EeyGoxKVKHSZFaTIrUIkA1wBFUREQ0suxWZ13anmrSNpU61zl67/O7+IcAbUZA6O33DYkzyH3w/FVXmoAh7BjEji0R0fAqMhTh9fOv49NLn8IhOksTLA6Zh/tb5iLsaD5MBw9BbOmsseQKZNesht/UqV4NZAVBwPPPP+/2mn93Qwk5bTZbrwFtT+GtxWLp/6B92LRpExITE6/oGH0RRRF1pc24eKoGF09Vw1hnaV/ugFRaB722HJK2fDQ2VMJide/SSCAi3K8ZMRozYmKCETt5KtTJ84GY2UBw0vDWxSKvYh/JN/A+jC8OQcSiP+xHlcHS6/ioILUCd1+bgPzqZuRWmVBUZ/b4A1iHuGB/pEXqkNYeyqZF6pAQooZcduV/qHMIIo4XNaDGZEG41g/zEoNZp5aIaLgIgrO2a9cSB4Yy98DW6jl/Q69CUoDQVEAXBWgjnaUOtJGANsq5zC/Q+/3wEa5ZyxB2DGLHlojIO0qNpXg963XsvLgTdtE5++i8yHn48aS7kZpnRvPu3Z6BbHQ0tGvWeDWQHcnX/XvjcDg8AtuWlhYUFRUhJyen3/2jo6MxZ84cpKSkQKvVerWtoiii9rIJhaedI2Q7AlkAkCmliJ4oQONfBkvtWVQUFcNo8qx1GKRsQYy/EbF6G2ImJkKfMhuS2DnOYDYg3Kvtp6FjH8k38D6MP5lZlXjg3dMA3F8s7fgv3kvfn4U1GVGu5RabAxdrmpFXZUJetQm5VSbkVhpR08PPWwBQyqVICQ9wD2ejtAgLGHhJg8ysSjy1KxuVhs6f+VF6P2xZl+7WNiIi8hJRBCxNwMm3gH1PXfnx5P7uoay24yPSOZK2Y53Cf2jHH4WatQxhxyB2bImIvKu8uRxvnH8DH1/8GHbBGcbOCp+FH0//MeYFTof5q8Mw7c4c0UDWmxNfXYmBlkvoKjo6GqmpqUhNTUVUVJRXRxJ3BLIdJQtMDZ2/nCtUMiRMC0VMihwQK1CZdQzluVmoq2nyOI5G3uYMZdUGxISrEZoyBdKOUDZqBqAK8No10MCxj+QbeB/Gp+EIORvNVmcgW2VEXpUJOVUm5FeZ0Gpz9Lh9sEbZZcSsc9RsaoQW/kr3UUodIXEvlQc9QmIiIvKioq+Ad27qf7tlTwDqQMBUBRgrnTVpOz4GMolYB79A91DWI6iNdg6i6DrCdZRq1jKEHYPYsSUiGhlV5iq8cf4NfFTwEWztNY2mhU3Dj6f9GItiFkG0WND81VcwZY5MICsIAkpKStDc3IyAgADEx8cPe53VobSpv3IJGo0Gc+bMQUFBASoqKtzWabVapKSkIDU1FUlJSVAqvVeTVRRF1BSbcPG0s2RBc0OXSdj8ZEicFork2eEIi1ei5lI+yrLPofz8KVRdLoXQ7bValdSOaH8jYtQGxKibETkhGvK4Wc5QNmY2EJ4OyBReuxbqGftIvoH3Yfzyxuv+giCitLEFOZWm9pGzRuRWmlBcb0ZPFQ0kEiA+WI20jjqzEQHYsjMbtc09j7KVAIjU++Hww8tZmoCIaCQIDuD5DGew2mMhmwHUhLW1OsPZjlDWLaStco5eNVUC9gGWTJNIneUGtJFAQBRQdAiwmXvb2Gs1axnCjkHs2BIRjaxqczXevvA2/pH/D7Q5nL/kTQmZgh9P/zGWxC6BRCKB0NradyDbMamXl2vIjobBlEswmUwoKChAfn4+CgsL3SYIk8lkSExMdI2SDQwM9FqbRVFEdbERF0/VoPBUDZobO395V/rJkDg9DMmzwxE3ORiCaEPVxXyU52ajPPssKvJzYW1zn5RAJhEQ6WdCjNqAWLUR0VorVLEZnaFszCwgKJH1Zb1svPWR/vjHP+Lhhx8GABw5cgTXXHON2/onn3wSTz3V8+t+KpVq0LWcT5w4gS1btuDIkSOwWq2YMmUKHnzwQdx1112DOs54uw80Oiw2Bwqqm5HTPmo2r30EbV3zACaF6cH/3jULK9PDoZJfXZPAEBGNCtdIU6DHQjbDMdJUFAGLoZ+gtspZ71Xs+Y2LPm36BEhcfGVt7IYh7BjEji0R0eioa63D21lvY3v+drTaWwEAacFp+PG0H2PZhGWQSpyjUjsD2d0wHTx4VQSyQymXYLfbUVxcjPz8fOTn56OpqcltfUREhCuQjYmJ8dqoX1FoD2RP1uDi6RqYm7oEsv5yJE4PdQWyMrkUgsOB2pIilOdeQHluNspyzqPFYySwiDCVGTHq9hIG/gYE6AK6hLKzgehZQECYV67pajWe+kg5OTmYOXMm5HI5zGZznyHspk2bkJCQ4LZOLpfj8ccfH/D5Dh48iNWrV0OpVGLDhg3Q6/XYsWMHioqK8PTTT+PRRx8d8LHG030g31PX3OYsZVDpDGePXqpHaWPrgPfXKGUI0igRrFEiSN31s8K5XK1EYMdyjQJBaiUUwzBpGBHRVafHmqsxwJpnvVZztUeCAzDXdoayuZ8AZ/6v//1uewOYevuwNoUh7BjEji0R0ehqsDTgbxf+hvdz30eL3RmwpgSl4P5p9+P6CddD1uW1FcFiQfOXX/YdyK5ZDb9p08Z8IHsl5RJEUURtba0rkC0tLUXXrodarXaVLZg4cSL8/Py8cg2iIKLqkgEXTztHyJoNnSOuVOqOQDYCsWlBkMmlrrY3VVWgLPcCynOyUZ53AU1VlR7H1itaEatuL2Hgb0SQshWSoAnuwWzUdECpGXiDR3hGV183XvpIDocDCxYsgEQiQWpqKt59990+Q9gDBw5g6dKlQz6f3W5HWloaysrKcOTIEcycOROAc+T6ggULkJeXh+zsbKSkpAzoeOPlPtDYcKSwHhtfO9rvdlIJeixvMBBaP3mvoW2QunN5cHtoG6hWsvQBERHgm33Vgdas5UhYAtixJSLyFU2WJvw95+94L+c9NNuaAQBJ+iTcP+1+rElY4xbGAlceyIoOB1pOnoK9thbysDCo58yGRDY+A7eWlhZcvHgR+fn5KCgoQFtb5+hUqVSK+Ph41yjZkJAQr7RBFERUXjI4SxacrkFL90B2hrNkQWxaEGTdRkk1NzY4yxfkXkBZ7gXUlhQ5X5nqQi2zIqY9lI31NyLMr9kZWoenO8sXdASzYZMBmdyzgaMwo6uvGy99pGeeeQZPPfUUTp8+jf/6r//CO++849UQds+ePVi9ejXuvvtuvPnmm27rtm3bhg0bNuCRRx7BM888M6DjjZf7QGODQxCx6A/7UWWw9FZ5EJF6P3z162UwWx1oNFvR0GJFU4sVDWab6/tGsxUNZisaWzo+29DUYh1ScCuRAHp/BYLVSldQ2xHQdoy2DeoS2gZrlND5KSBlcEtE5H3DUbN2iBjCjkHs2BIR+RZDmwHv5byHv+f8HSarCQCQoEvAfdPuw9rEtZBLPQO0vgJZeXQUdKvXuAWyxj17UP3MVtirqjq3i4xExKOPQLdqlfcvcgC8FRI7HA6Ulpa6RsnW1dW5rQ8JCXEFshMmTIDMC8G0IIioKmzCxZM1KPy2Fi3GLoGsRo6k9kA2ZpJnIAsAbS1mVOTnOkPZnAuoKsyHo0s9XABQSAVE+ztLF8SqjYj0N0EhFQC5PxA9o7O2bMxsoPIssH0TBFFEeYsezXYlAuTOUFcqgddmdPV146GPlJWVhdmzZ+Pxxx/HE088gc2bN/cbwv72t7+FSqWCTCZDWloaVq5cCZVKNeBzPvroo9i6dSvef/99bNiwwW1dY2MjgoODsXDhQnz99dc97t/W1ub2hxKj0Yi4uLgxfR9obMnMqsQD754G0GPlQbz0/VlYkxE16OM6BBHGVhsaWzrC2b5D2wazFYZWW/8H7oFUAreQNlCtaC+J0HNoG6RRQquSj/pbNN6YrI2IyOtGomZtDxjCjkHj4RcMIqLxyGQ14f3c9/G37L/B0GYAAMQGxOL+affjpok3QSFV9Lhff4Gs36Q0NB844Llj+y9eMS88P+pB7EiGxPX19SgoKEBeXh5KSkogCIJrnUqlQnJyMlJTU5GcnAyNZhCv9g+QIIiovNjkGiHbaur8hdtPo0DSzPZANjUQ0l7qCNptNlQXFjhLGOReQEVeDtpa3GdolUqACH8zYvwanJN9qY3wl9mdKyVSFBiCsL96IprtnWFbgLwNyyMuISVW5ZW/3vu6sd5HstvtuOaaa2C323HixAkoFIoBhbDdRUVF4Z133sH1118/oPPecccd+PDDD3Hy5EnMnj3bY31YWBgkEglqamp63L+3dozV+0BjU2ZWJZ7alY1KQ+eEdFF6P2xZlz6kAHao7A4BhvbgtsFscw9quwa47SNtG8xWmCz2IZ1LLpW0j7R1D2d7DG3bP6uVsmELbn3l35yIaEhGoWYtQ9gxaKz/gkFENN6ZbWZ8kPsB3rnwDhrbGgEAMQEx+NHUH+E7E78DpUzZ676CxeKc1OvzTI9AtjeysFDEv/t/kPr5QaJUQKLo8uGlyay6Mu7Zg/JfPOjxuv1IhMQWiwWFhYWusgUtXf69JBIJYmNjXaNkw8PDh33EkCCIqChwBrKXvu0WyAZ0CWRTeg9kncdxoL70cntdWWcw29zY4LFdqEZAjLIGMthxujGm40q7bOG8BzfH5CBl4+PA9A2AUj0clzomjPU+0m9/+1v87ne/w7FjxzBr1iwA6DOE/ec//wmj0YglS5YgIiICZWVl+OCDD/DMM89AFEUcPXoU06dP7/e8q1atwhdffIGCggIkJyd7rJ84cSLKysrcRrt2xZGw5CvG6qhMq11AU6sVjX2Eto0tNrflZusQZvoGoJRJXROOeYS2aoXbpGUd6/yVnn/Q6xh93D0kuNLRx0REI2qEa9YyhB2DxvovGEREV4sWWwv+kf8PvJX1Fuot9QCASE0kfpTxI9yacitUsr5fFxYsFtS/+Sbq/vyXoTdCLncPZQf70T3UVSrdvhdlMtT9+S8QjMaezy+RQB4RgeR9e71ev1YQBJSXl7vKFlRXV7ut1+v1rkA2ISEBCkXPI5OHfH6HgPKCJhSecpYssDR3BrL+WgWSZoYjeXY4olMC+637J4oiDDXVKG8fKVuWm43GirIBtkSEVt6Ge5NPQCqRAMFJQEQ6ED6l83Nw4rgcJTuW+0hnz57F3Llz8R//8R/YunWra3lfIWxvXnvtNdx///24/fbb8Y9//KPf7a80hO1uLN8HorHCYnOgqaVbaNv+2WO52Yp6sxVtdqH/A/fATyHtMrpWiUB/Bfbl1qCllyC4ow7v4YeXj4kQnIhopDCEHYPYsSUiGlssdgs+KvgIb55/EzWtztd5w/3DcXfG3bg99Xb4yf163dfwyaeo+M//7P8kCgUgCIBjaCNjvG3CO+9AM3/eiJ6zqakJBQUFyM/PR1FREez2ztc9FQoFkpKSXKGsVqsd1nMLDgHl+R0jZGthMbsHshPbA9moAQSyHVoMTSjPzUbung+Rn5Xf7/ahfq2IUBkQqLRAr7C4PvvLbJAo/IGwSUDEFOdEYB3hbEC4awTzWDSW+0gzZsxAW1sbzpw541bPdSghrNVqhUajQVhYGCoqKvrd/krLEXQ3lu8D0XjWanV41LPtKI3QU63bRrMNVsfQglsA+M0NafjuzBiEaVWjXruWiMgXMIQdg9ixJSIam9ocbfi44GO8fv51VLc4R2mG+IXg7oy7cUfqHVArPF8bNx87jsubNvV77I6QU3Q4INrtEG0254fV2v7Z1rnMZu3ytfMD3b53+7D2vs56+TIs58712z7V5DQE3XUXtMuWQR4aOvh/vCtktVpRVFTkGiVrMpnc1kdHR7sC2cjISEiHsYyDwyGgPK/RGcieqUWbuTMM9tcpkTwzDMlzwhE5cWCBbM5XB/DZX/97yO1RSh3QK1qh7xLOBrZ/r9NpIItM7xLOTgHC0gBVwJDOJditKD/4DzTXliMgLAYxS++AVN57OY4rNZb7SAMNKD7++GPccsst/W4XHBwMQRDQ1NTU77ZXOjFXd2P5PhBRJ1EUYbY63IPZFiu+zK/Dx9+WD/g4IRolJkfpkBapxeQoHSZH6ZAcHgCl3Pslk4iIfAlD2DGIHVsiorHN6rDiX4X/wuvnXkeF2TlKLUgVhE1TNmFD2gZoFJ2TSYkOBy6uWAl7dbVnzVVgRF/378lAQ2IXiQT+M2dCu2IFtCtXQBkf773G9UIURVRVVbkC2fJy918kAwICXIFsUlISlMrhCw0dDgHluV0C2ZbOQFatV2LirPYRskl6SHoJZEsvnMP23z7a77nm37oecoUSTdVVMNRUoammCs31dX3uI4EIraINekVHQOsMZwODg6GPmwi/mHRIIqc4R82GJAMyea/HKvjoBez/5+dotnZuE6C0Y/ktNyDltl/02/6hGMt9pHvvvbfH5V9++SUKCgpw8803IywsDP/+7/+OGTNm9HmsgoICpKamYvr06Thz5ky/5969ezfWrFmDu+++G2+++abbum3btmHDhg145JFH8MwzzwzoWsbyfSCi/h0prMfG1472u1203g9VRguEHrovcqkEyeEB7aGsFmmRznA2TNt3qSYiorGMIewYxI4tEdH4YBNs+KTwE7x2/jWUmkoBAHqVHj9M/yE2pm2EVul8Rd418RXgHsSOwMRX/RlISCwLCUHQXXeh+cABWM6fd1utSklGwIoV0K5YCb+MKaPyuqLJZMLFixeRn5+PwsJCWK1W1zqZTIbExERXKBsYGDhs53XYBZTlNuLiqWpcOlMHa2tnIKvRKzFxdjiSZ4UjslsgKwgOvPbTH6G5ofdAVRsSinv/+gak3eq+2q1WGGqrnaFslTOcNdRUwVDtDGnt/dT8VEntzoBWaUGgygp9cCD0UbEIjE+DduIsyKKmArpoFOz4M3Zu39O+Vw8Th61f5ZUgdjz2kXorR2AymVBUVIRp06a5bd/Y2IjvfOc7+Oqrr/Dss8/i4Ycfdq2z2WwoLCyEQqHAxIkTXcvtdjsmTZqE8vJyHD161BXymkwmLFiwAHl5ebhw4QJSU1MH1ObxeB+IqJNDELHoD/tRZbB4TMwFuNeEtdoF5FebkFtlRE6lCdmVRuRWGmG02HvYEwgNUGFylNYtnJ0YNvRRs2N1sjYiGp8Ywo5B7NgSEY0vdsGOz4s+x6vnXkWxsRgAoFVq8YPJP8Bdk++CXqXH4f/7E6QvvIUgY2dttka9DMLPN2PR9wZQM9aLBhMS26qqYNq3D8379sF8/ATQpU6rPDIS2uXLoV25Auq5cyEZ5omzBsJut6OkpAR5eXnIz8/3eJU7PDzcFcjGxsYOW9kCh11AaU4DCk/V4NLZboFsoArJs8KRPCccEQk6SKQSFBz7Bjuf631U4s2/fBQp8xcOqg2iKKLF0OQcOVtd6RpBa6gsQ1NVOcwmc5/7SyBCp7BAp7SjqkUNmyiFewDrOhO0SgfufWvnsJcmGI99pN5C2OLiYiQmJmLOnDmYOnUqwsPDUV5ejs8//xz19fW4/vrr8cknn7iN5O7YJz4+HsXFxW7nOXDgAFavXg2VSoWNGzdCp9Nhx44dKCoqwu9//3s89thjA27zeLwPROQuM6sSD7x7GgDcgtiOn/ovfX8W1mRE9bivKIqoMFiQU2F0hbM5lUYU1Zt7/HuuQiZBcrgWk7uUM0iL0iI0oO9Rs5lZlXhqVzYqDRbXsii9H7asS++1bURE3sQQdgxix5aIaHxyCA7sLt6NV869gkuGSwCAAEUAFkQvwBclX0AiiJhcKiKoGWgMAHLjpBClEjy39DmsjF85qm0fSkjsMBjQ/OWXMO3dh+avvoLY0uJaJ9XpELB0CbQrViJg0bWQajQ9HsObRFFEbW2tq2xBaWkpunaH/P39kZKSgtTUVEycOBH+/v7Dcl6HzRnIXjxVg6KztbBaOidbCwhSYeLscPgHKPD19t2wtRwAxObOnSVaKNRLcePPbsXEmeHD0p4OtjYLjLU1aKquhKGqEk2lBTCUF6OpthZGQwsGO+n2+vs2Im7l94a1jeOxj9RbCGs0GvHoo4/i6NGjKCkpQVNTEzQaDaZOnYrvf//7uPfeeyHrVqKkrxAWAI4fP44tW7bgyJEjsFqtmDJlCh588EF873uDu0/j8T4QkafhDjlbrQ7kVTsD2ZxKI3Lbw1lTW8+jZsO0Kmco2yWcTQrTQCGTukLi7iHGQEJiIiJvYQg7BrFjS0Q0vgmigC9KvsAr515BQWNBn9tKIEGEOgKZt2VCJh35mrAAsLdkL3558JeAIAw5JBba2mA+cgTN+/bBtG8/HA0NrnUSpRKahQuhXbkCAcuWQR4S4u1L6lFLS4urbMHFixdhsXT+0imVSjFhwgTXKNnQYZp8zG5zoDS7I5Ctg63N4bZeFAUI9nJANAMSDaTyGEgkUgQEqfCDpxcOaKKv4SAKAsxNjWiquIycHS/h3IWKfvdZe8t1mLzx18PaDvaRfAPvA9HVw9uv+4uiiLLGVuRWdQlnq0wo7mXUrFImxcQwDYrrW9Bqc3huAPdyCSxNQEQjiSHsGMSOLRHR1UEQBbx69lX879n/7XfbNQlrEB0QDalECkn7OA+JRAIJJJ3LJM7Q1rWsvVyABBJIJBJI4b6s320kEoiiiBdOvwCj1dhju4YSEosOB1rPnIFp7z6Y9u6FrbS0ywEl8J81C9qVK6FdsRzKCRMGdMzh5nA4UFpa6holW1fnXp81ODjYFchOmDABcnnvE1gNlN3mwOULDTh3oAzleY39bn/LQzMRMynois87WKV7/w/bX3u/3+04Enb84n0gIm8zt9mRV21yjZbtCGebexk125O3Ns/FsrThfWuEiKgvDGHHIHZsiYiuHp9d+gwPf/Vw/xv6uF/M+gVuTb4VIf6DG8UqiiLaCgqcI2T37oPlwgW39arUVOcI2RUr4JeePioTewFAQ0ODK5AtLi6GIHS+m69SqTBx4kSkpqYiJSUFmissrZB/ogpfvJHd73a6UH8kTAtBZKIeEUk6aIP9RuTfR7Bb8drdN6PZKgNrwl6deB+IaDR0jJp9+5tivHG4aED7xAX7Y1KEFqkRWkyKdH4khQ59IjAior4whB2D2LElIrp6nKg6gXt239PvdqviVyFCEwFRFCFC7P1zX+u6bzOAfarMVchpyBnw9cQExGBKyBRMDZ2KjNAMpIekQ61QD3h/W0UFTPsPwLR3L1pOnAAcna8ayqOioF2xwjmx1+zZozKxFwBYLBZcunTJFcq2dKl1CwBxcXGuUbLh4eGDDkbL8xrxz//5dtDtUuuUiEzSIyJRh8gkPcLitVAovVPCouCjF7Bz+57277pen7M7efP6VUi57RfDfl72kXwD7wMRjaYjhfXY+NrRIe8vl0qQGKpBaqTWFdCmRWoRF6xm+QIiuiIMYccgdmyJiK4eDsGB1R+tRk1LDUSP6SVGvybsQEPiSE0kqsxVHsulEimS9EnICM1wBbMpQSlQSPsPUB1NTWg+dMg5sdfhwxBbWzuPq9dDu3QpAlauQMC110KqHnjQO5wEQUBFRYUrkK2qcv830Ov1rkA2ISEBigEEx4Ig4m+PfgNzU1uv26j1Siz87kRUF5tQfcmAutJmCIL78yOVShASG4DIRB0ikvSITNJBF+o/bKNlCz56Afv/+TmarZ2lGLRKO5bdcoNXAliAfSRfwftARKPJIYhY9If9qDJYeug5ddaE3fnvi1BY24z8ahNyq0zIrzIhr9oEk6XnkgZ+CilSwjtGzQa0h7M6ROhUo/YmDhGNLQxhxyB2bImIri6uia8AtyC2o/brQCa+8pbBhMQt9hZk12fjfN15ZNVlIasuC9Ut1R77KKVKpIWkYWroVNeo2Qm6CZBKen81ULBYYP7mCEz79qJ5/wE4GjtrpkpUKmiuvRbaFSsQsGwp5MHBw3LtQ2EwGFBQUID8/HxcunQJdnvnL3oKhQJJSUmusgV9/Te+8NsaZL6SBREibEoDBKkVUkEJhVUPCSRY828ZmDizs86d3epA7WUTqi4ZUVVkQNUlA1oMVo/j+msViEh0BrIRiXqEx2uh9Bt6PVvBbkX5wX+gubYcAWExiFl6x7CXIOiKfSTfwPtARKMtM6sSD7x7GgDceicdUelL35+FNRlRHvuJoogqowV5VabOcLbahILqZrTZBY/tAUDnJ8ekyM6SBqkRzhG0QRrv/feOiMYmhrBjEDu2RERXn70le/Hs8WfdQstIdSQenvfwqAWwHa4kJK5tqUVWXVZnMFufBZPV5LGdVqHFlFBnINvxOVzd82QaosOB1m+/7ZzYq6ysc6VUCvWsWQhYuQLalSuhjI0d6mVfMavViqKiItcoWZPJ/bqjoqJco2SjoqIglbqH0Ac+PYLDxw/CIekcESsTVVg0bymW3bigz3OLoojmxjZUXTKguj2YrS01QbC7d/ckEiA4JgCRSXpEtpcx0IcPfLSsIIioLGiC2dgGjU6FqJRASL34Kif7SL6B94GIfEFmViWe2pWNSoPFtSxK74ct69J7DGD74hBEXG5ocYWzedUm5FWZUFRnhkPoOSoJ16rcQtnUSC1SwgOgUV35ZJ1ENDYxhB2D2LElIro6OQQHTtecRm1LLcLUYZgVPmtUShD0ZLhCYlEUcdl0GefrzuNC3QWcrzuP3IZctDk8X70PV4cjIyQDU8OcI2anhE6BTqnzOF5bfj5Me/fCtG8f2rLd69eqJk1y1pG9fiVUaWmj9jqhKIqoqqpyBbLl5eVu6wMCApCSkoLU1FQkJSWhsLAQ27dv7/V469evR3p6+qDa4LAJqC01OYPZIiOqLhnQ3Oj5767SyJ2TfbWHshEJOij9PX+hLPy2Bl9tK3Arm6AJVGHxnSluo3SHE/tIvoH3gYh8hUMQcbyoATUmC8K1fpiXGDysdV3b7A5cqjU7g9kuAW1pQ2uv+0wIVruVNOBkYERXD4awYxA7tkRE5Iu8FRLbBBsuNl50BrP1zmC2sKkQguj5WmCCLgEZoRmuGrOTgidBJVN1Hqu8HKZ9+2Hatw8tJ0+6TeyliI52jpBdsRLq2bMgkY/eSJXm5mZX2YLCwkJYrZ2lA6RSKSQSCRxd2t6dTqfDgw8+6DF6dtDtaGxDdZEBVUVGVF8yoKbEBEf31zElQHCUprO2bKIeDZVm7H4tq9fjdi+XMFzYR/INvA9EdLVrbrOjoLo9lK1qdoWztaae67l3TAY2KbJz1OykCE4GRjTeMIQdg9ixJSKiq12LrQU5DTlupQzKm8s9tpNL5UgNSnWrL5uoT4RMKoO9sbF9Yq+9MB/+GqKl83VFmV6PgGXLoF25Apprr4XU338kL8+N3W5HSUmJa5RsY5d6t33ZtGkTEhMTh7UtDruAurJmt9GypnpL/zt2ExCkwg+eXjjspQnYR/INvA9ERD2rb25DfnVnKDvQycC6h7OcDIxobGIIOwaxY0tEROSpwdKAC3UXXMHshfoLaLA0eGynlquRHpKOqaFTXaNmI6SBaDlyBKa9+9B84AAcTU2u7SV+fs6JvVauRMDSJZAHBY3gVbkTRRHffPMNvvjii363nT59OubNm4fIyEjIZN4rW2E2tKG6yOgcMXvJGcwKjv67jbc8NBMxk4b335J9JN/A+0BENHAdk4HlVnWGsoOZDCyty6RggWpOBkbkyxjCjkHs2BIREfVPFEVUmCvc6stm12ej1e5Zpy3YL7izjEFQOlIuO4CvjsH0xV7YKio6N5RKoZ4zB9qVKxCwfAWUsTEjeEVORUVFeOeddwa8vVwuR0xMDGJjYxEXF4fY2FgEBAR4rX25xyqx762cfre7/kfpSJ0bOaznZh/JN/A+EBFduc7JwIxuJQ0GMxnYpEgtUiICoFZyMjAiX8AQdgxix5aIiGhoHIIDlwyXkFWX5RoxW9BYALvo+RpgbEAspoZkYI45DGnnDVAfyYItL99tG9Xkyc6JvVaugGrSpBF5NVAQBDz//PMwGo29bqNSqRAbG4vy8nJYLJ7lAoKCglyBbFxcHMLDw4dttGx5XiP++T/f9rsdR8KOX7wPRETe03UysK6jZ8saBz4ZWFqkDomhGk4GRjTCGMKOQezYEhERDR+L3YK8xrzOMgZ1F1BsLPbYTiqRYq4wAcuLA5Ca1QRN9mVA6HxNUBET4xwhu2IF1LO8O7FXdnY2tm/f3uv69evXIz09HYIgoL6+HqWlpSgtLUVZWRlqa2s9tlcoFB6jZTUazZDaJggi/vboNzA39Tz5CMCasOMd7wMR0cjrPhlYXrVzBG1dc++TgSWFaVyjZlMjnaUN4oLUV/TfZ4cg4nhRA2pMFoRr/TAvMdinJhfz9fbR+MYQdgxix5aIiMi7DG0GZNdnu038VdvqHl5qW0TMvyTHkiJ/JOeZILM5XOtkQUGdE3stXAipn9+wtzE7OxuZmZluI2J1Oh3WrFmD9PT0XvdrbW1FeXm5K5gtLy9HW5vnL2jBwcEeo2Wl0oGNmCn8tgaZr2RBhAib0gBBaoVUUEJh1UMCCdb8WwYmzgwf/EX3g30k38D7QETkO7pPBpbXPnrW1NbzZGD+ChlSIgLcwtmBTgaWmVWJp3Zlo9LQ+RZOlN4PW9alY01G1LBe11D4evto/GMIOwaxY0tERDTyqs3VzjIG9c5gNrsuGyabCQCgsoqYVixibr6IOReBgNYu3SY/P2gXL0LAihXQLl0KWWDgsLVJEASUlJSgubkZAQEBiI+PH3BQ2vUYtbW1KCsrc42Wraur89hOqVQiJibGFczGxsZCrVb3etwDnx7B4eMH4ZB0BrwyUYVF85Zi2Y0LBtXGgWIfyTfwPhAR+TZRFFFpsDgnARvgZGB6f0V7KBvg/NxtMrDMrEo88O5pdA+OOmLbl74/a1SDTl9vH10dGMKOQezYEhERjT5BFFBiLHHVl82qy0JOQw4cdismlzoD2bn5IsK6lG4VpRI4pqchdPWNCF11AxTR0aN3AX1oaWlBWVmZK5gtLy+H1Wr12C40NNSthEFYWBikUumAyyUMN/aRfAPvAxHR2OQQRJTUm10lDQYyGViEToWU8AB8e7kJZqujx20kACL1fjj88PJRefXfIYhY9If9biNguxrt9tHVgyHsGMSOLRERkW+yOWzIb8pHVq1zxGxW7Xk48goxJ9+BuQUiEmrct6+fEAjrtTMQvuYmpMxeCZVcNajzOQQHTtecRm1LLcLUYZgVPgsy6fBMsNWVIAioqalxjZQtLS1FQ0ODx3YqlQrR0dG9hrYddDodHnzwwUGP2u0P+0i+gfeBiGh8sdg6JwPrOnq2r8nAeqKQSiCXSSGVAFKJBBIJIJVKIJVIIJUAkvbPzu/b13dZJulpnbRjXZft4L69yWJDVkXvE5p2+ONt07BicjiC1Mphr1tPBDCEHZPYsSUiIho7zDazq75scc4xqL45i0lZTUgrA6RdelfVgRJcmhYK67UzEb1gGTLCpyFBnwCppOegcm/JXjx7/FlUt1S7lkWoI/Cbeb/ByviV3r4smM1mj9GyNpttwPtv2rQJiYmJw9om9pF8A+8DEdHVobnNjvxqE7afKMUHJ0pHuznDRiaVIESjRGiACqFaFUIDlAgLULV/3768/SNYo+ToWRowhrBjEDu2REREY1tdax2yC46gbl8mVF+fRVxOPRRd3uAzqIGTKRJkTVYDs6diUvQ0TA2diozQDESoI7Dv8j788uAvAUHA5FIRQc1AYwCQGyeFKJXguaXPjUgQ25XD4UBNTQ2OHTuGM2fO9Lv9bbfdhqlTpw5rG9hH8g28D0REV5cjhfXY+NrRfrf7y8aZmBEXCFEEBFFs/3DWqBW6LOtcj/bv278WBrl9++f8KiP+eqCw3/ZpVDKY23ouqdAbqQQI1rQHtdqOcLZLUKvtXBesVkIuG963gGhsGWgfST6CbSIiIiIa10L9Q3HdtHXAtHXAQ4CjuRmX9+1C3Z7PoDxyDvoWK1acFbHirBmWj47iTNIx7EiV4PGJEvgFhaLZ1oy5eQ5s/kJAqKnzuHVaAe9cL8Mf1H/AsrhlXilN0BuZTIaoqChMnz59QCFsQECA9xtFREREXjcvMRhRej9UGSweE18BnTVX106NGp2asFOj8NHp8n7bd/jh5RBEEfXNVtQ1t6G2uQ11pjbUtX9f19yGWlNb+9dWNLZYIYhwrcutMvVw9C7nkQDBamWPI2pDA5QI1aoQFqByBrYaJRQMbK9aDGGJiIiIvEQWEIDE72xE4nc2QrTZ0HLyJAxffAHD3j3wq6nHNXkirskT4ZAAF+JrUKMDVpzz/DUi2AT8cocD/40KnF58GnMj5474tcTHx0On08Fo7L32mk6nQ3x8/Ai2ioiIiLxFJpVgy7p0PPDuaUgAt6CzI3Ldsi591F7bH0z7ZJAgUu+HSL1fv8e1OwQ0mK3OsLbZ2h7Ydg1rO8PbBrMzsK03W1FvtiKvut/DI0it8BhRGxrgDGo7QtwwrQohGhWUcga24wnLEfgQvuJFRER0dRBFEZYL2TDt24vmvfvQVlDQ7z4CgAYt8MJjk7EycRVmhM/A1NCp0Cg03m9wu+zsbGzfvr3X9evXr0d6evqwn5d9JN/A+0BEdHXKzKrEU7uyUWmwuJZF6f2wZV061mREjWLLnEazfQ5BRIO5M5Sta25DncnqGm3rCnLbA1uHMLgITu+v6CyD0D6itntZhLD2IFclH7k3pRyCiONFDagxWRCu9cO8xOCruoYua8KOQezYEhERXZ2sJSXI+d8/Qrlzf7/bVgUCtXoJjGqgWS2BMjgEgRHxiIqZhMQJ0xARkwp5UDDkQYGQKJXD3tZT77+PfWfPosWvcySJ2mLBiunTMXvjxmE/H8A+kq/gfSAiunr5eujm6+0DnLVvG1usHmUQatuD265Bbn2zFfZBBrZaP3mvE411L4vgpxh6YOvrofxoYAg7BrFjS0REdPVq3LULVb/69bAeU9T4QxEcAnlwMOSBQZAFBUEWHAxZUCDkHV8HBjm/Dw6GVKuFRNr7a2/GPXtQ/osHIQCoCwtFq58//C2tCK2rh1QUEfPC89CtWjWs1wCwj+QreB+IiIhGhiCIMLTaOmvYNls769Z2qV/bEdraHIOL9gJU8m4jat1D2zCtEmEBfgjVKqFWdlYyzcyqxAPvnvaowdsRd7/0/VlXZRDLibmIiIiIxhBleMSAtgv7z/+EIiICjsYGGKrLUFdZCGNtOWwN9ZAZzAhoEaFrBaQiIDG3wm4ug720bGCNkMkgCwyEPDjIGc62B7ayoCDI9IGoe+klQBQhBRBeU+u+r0SC6me2QrtiBSSykXsdjoiIiGi8kUolCNIoEaRRIiVC2+e2oijC2GpvD2u7TTTmNsLWWSbBahfQ3GZHc5sdxfUt/bZFrZQhNECFEI0C2ZWmHidBE+EMYp/alY3r0yN9bhSyr2AIS0REROQD1HNmQx4ZCVtVFXrqtooAFJGRCLl7syvkDAaQ2GUbi92CC/UXcLTqW+RcPoniknOAwQhtiwhtK6BrAXQtIiLtGkTZNAi2yKE22yE1NEMwmwGHA476ejjq6wd/AaIIe1UVWk6egmb+vCH8CxARERHRYEkkEujVCujVCiSHB/S5rSiKMLXZ20fTdhld6wpv3csiWGwCWqwOXG5oweWGvtshAqg0WLD2hS8xKVKHKL2f8yPQH9F6f0Tq/RCiUUI6AgGtr5anYAhLRERE5AMkMhkiHn0E5b940Lmga8UoiQQSABGPPtLnKFM/uR9mR8zG7IjZwPR7IYoiLpsu40zNGZypPYMzNWdQ2FQIERYAnXW8NAoNZuqvxRz/SchQTMBEMQwKUyscjU1wNDTA0dSI1gsXYDl7rt/rsNfW9rsNEREREY08iUQCnZ8COj8FksL63lYURZitDtcEY5+fr8SbXxf3e4686mbkVTf3uE4pkyJS74dIvR+iXQGtHyL1/ojS+yE60B9BagUkkqEHpr5cs5Y1YX0I62wRERGRcc8eVD+zFfaqKtcyeWQkIh59ZFjqrRqtRpyvPY9va77FmdozOF97Hi1291fRJJAgJSgFM8JmYEb4DMwIm4GgnAqUbtrc7/EnvPPOsI+EZR/JN/A+EBERXb2OFNZj42tH+93u58uTofVToMLQisomCyqNFlQ2taK2uQ0DSSBVcmn7KFp/RAX6ub6ODmxfpveD3r/noHa0atZyYq4xiB1bIiIiAgDR4UDLyVOw19ZCHhYG9ZzZXquzahfsuNh00W20bHlzucd2wYpAPP0/9QgyOWvCdicAMOhlmHf4NOQK5bC2kX0k38D7QEREdPVyCCIW/WE/qgyWHuvCSgBE6v1w+OHlPb76b7ULqDZaUGW0oKKpFZUGC6oMnV9XGlpR12wdUFv8FTL3gFbvhwi9H/60Ow+NLbYe9+mvfVeCE3MRERERjVESmWzE6qrKpXKkBachLTgNG9I2AABqW2pxtvasa7Rsdn02GmxNeOt6Cf5jhwgBcAtiBTg7tm+sEKGoP4u5kXNHpO1ERERENDJkUgm2rEvHA++ehgRwC2I7Is0t69J7DTiVcinigtWIC1b3eo42uwPVhjbnKFpDezjbZOn82mBBg9mKVpsDl2rNuFRrHnD7O2rWHi9qwIKJIQPebzgxhCUiIiIiN2HqMKyMX4mV8SsBAG2ONrxx/g28hJfw398FNn8hINTUuX2DFnj7eimOT5LithbWhCUiIiIaj9ZkROGl78/yqLkaOUw1V1VyGSaEqDEhpPeg1mJzuEbOdg1ovy1tQnaFsd9z1Jgs/W7jLQxhiYiIiKhPKpkKcyPn4qWzL+H4JClOpEgwuVREUDPQGADkxEkgto96CFP3M8sDEREREY1ZazKicH16JI4XNaDGZEG41g/zEoOH/RX/3vgpZEgM1SAxVOO2fKA1a8O1ft5qWr8YwhIRERFRv2aFz0KEOgI1LTUQpUB2vHtHWwIJItQRmBU+a5RaSEREREQjQSaVjNor/b2ZlxiMKL1fvzVr5yUGj3TTXHqaV4GIiIiIyI1MKsNv5v0GgDNw7arj+4fnPQyZ1DsTiBERERER9aajZi0AdB+TO5CatSOBISwRERERDcjK+JV4bulzCFeHuy2PUEfguaXPuWrIEhERERGNtI6atZF695IDkXo/vPT9WVdcs/ZKsRwBEREREQ3YyviVWBa3DKdrTqO2pRZh6jDMCp/FEbBERERENOpGu2ZtX3x2JOyJEyewdu1aBAUFQaPRYN68eXjvvfcGdQxBEPDXv/4V06ZNg7+/P8LCwrB+/XoUFBQM63mLiopw3333IT4+HiqVChEREVi2bBn+8Y9/DKq9RERERGOBTCrD3Mi5WJu0FnMj5zKAJSIiIiKf0VGz9jszYrBgYohPBLCAj46EPXjwIFavXg2lUokNGzZAr9djx44d+N73vofi4mI8+uijAzrOj3/8Y7z22mtIT0/Hz372M1RXV2Pbtm3Ys2cPvvnmG6Snp1/xeb/44gvccsstAIB169YhKSkJjY2NOHfuHPbu3Ys77rjjiv89iIiIiIiIiIiIaOySiKLY06Rho8ZutyMtLQ1lZWU4cuQIZs6cCQAwmUxYsGAB8vLykJ2djZSUlD6Pc+DAASxfvhyLFy/GF198AZVKBQDYt28frr/+eixevBiHDh26ovOWlpYiIyMDERER2Lt3LyZMmOBxLXL5wHNuo9EIvV4Pg8EAnU434P2IiIiIxjP2kXwD7wMRERGRp4H2kXyuHMH+/ftRWFiIu+66yxWEAoBWq8UTTzwBu92Ot956q9/jvPbaawCA3//+964AFgBWrFiB1atX48svv0R+fv4VnfeZZ56B0WjEyy+/7BHAAhhUAEtERERERERERETjk8+lhAcPHgQArFq1ymNdx7KuI1j7Oo5Go8G1117rsW716tXIzMzEoUOHkJqaOqTziqKI7du3IyQkBMuXL8epU6dw6NAhCIKAGTNmYPny5ZBKfS7jJiIiIiIiIiIiohHmcyFsx6RZPZUbCAoKQmhoaJ8TawGA2WxGZWUlMjIyIJN5ThTRceyuxxnseYuKitDQ0IC5c+figQcewMsvv+y2z8yZM7Fz507Exsb22s62tja0tbW5vjcajX1eFxEREREREREREY09PjdU02AwAAD0en2P63U6nWubKzlG1+2Gct6amhoAwOnTp/Huu+/irbfeQkNDA4qKinDffffh22+/xe23395nO7du3Qq9Xu/6iIuL63N7IiIiIiIiIiIiGnt8LoQdKwRBAAA4HA787ne/w+bNmxEUFISEhAS8+uqrmD9/Po4dO4bDhw/3eoxHHnkEBoPB9VFaWjpSzSciIiKiUfLHP/4REokEEokER48edVtns9nw0UcfYfPmzZg8eTI0Gg20Wi3mz5+PF198EQ6HY1DnSkhIcJ2r+8ePf/zj4bwsIiIiIuqDz5Uj6BiJ2tto144Zx670GF23G8p5u3598803e2y/bt06HDt2DCdPnsSiRYt6PKZKpXKbNIyIiIiIxrecnBz8v//3/6DRaGA2mz3WFxYW4vbbb4dWq8Xy5ctx8803w2AwYNeuXfjpT3+KzMxM/Otf/4JEIhnwOfV6PR588EGP5XPmzLmSSyEiIiKiQfC5ELZrvdbZs2e7rWtsbERdXR0WLlzY5zE0Gg2ioqJQVFQEh8PhURe2p/qvgz1vcnIyZDIZHA4HAgMDPdrQsay1tbXPthIRERHR1cHhcGDTpk2YPn06UlNT8e6773pso9Vq8eKLL2LTpk1Qq9Wu5f/93/+NpUuXYteuXfjwww9xxx13DPi8gYGBePLJJ4fjEoiIiIhoiHyuHMGSJUsAAHv27PFY17GsY5v+jmM2m/H11197rNu9e7fHcQZ7XpVK5Qpls7OzPfbpWJaQkNBvW4mIiIho/PvDH/6As2fP4s033+xx8lgAiImJwQMPPOAWwALOQQa//OUvAQCHDh3yeluJiIiIaHj5XAi7YsUKJCUl4b333sOZM2dcy00mE373u99BLpdj8+bNruV1dXXIzc1FXV2d23Huv/9+AMDjjz8Oq9XqWr5v3z7s3r0b1113HVJTU4d8XgB44IEHAABPPvkk2traXMtzc3Px9ttvQ6vVYs2aNUP9pyAiIiKicSIrKwtPPfUUHn/8cUyZMmVIx1AoFAAAuXxwL7O1tbXhnXfewTPPPIOXXnoJZ8+eHdL5iYiIiGjofK4cgVwux+uvv47Vq1dj8eLF2LhxI3Q6HXbs2IGioiL8/ve/dwtP//rXv+Kpp57Cli1b3F6zWrZsGe699168/vrrmDlzJm688UZUV1dj27Zt0Ol0eOmll67ovACwYcMG7NixAx9++CGmT5+O1atXw2Aw4KOPPoLFYsHf/vY3BAUFefXfi4iIiIh8m91ud0209Zvf/GbIx3nzzTcBAKtWrRrUflVVVR6DCdasWYO///3vCA0N7XW/trY2t4EGHfMqEBEREdHg+dxIWMAZoB4+fBiLFi3C9u3b8eKLLyIkJATvvvsuHnvssQEf55VXXsGf//xnSCQS/PnPf8ann36KdevW4fjx40hPT7/i80okErz//vt47rnnIJfL8corr+Djjz/GwoULsX//fnzve9+7on8HIiIiIhr7nnnmGVcZgo7RrIP16quv4vPPP8fy5cuxdu3aAe93zz334ODBg6itrYXRaMTRo0dxww03IDMzEzfffDNEUex1361bt0Kv17s+4uLihtR2IiIiIgIkYl89LxpRRqMRer0eBoMBOp1utJtDRERE5BPGch/p7NmzmDt3Lv7jP/4DW7dudS3fvHkz3nnnHRw5cgTXXHNNn8f49NNPceuttyI6OhpHjhxBVFTUFbVJEAQsWbIEhw8fxieffIIbb7yxx+16GgkbFxc3Ju8DERERkbcMtK/qc+UIrmYdeThf9SIiIiLq1NE3GotjBzZt2oSJEye6lc0ajN27d+O2225DREQE9u/ff8UBLABIpVLcfffdOHz4ML7++uteQ1iVSgWVSuX6nn1VIiIiIk8D7asyhPUhJpMJAPiqFxEREVEPTCYT9Hr9aDdjUDomwfLz8+tx/YIFCwAAH3/8MW655Ra3dZmZmbj11lsRGhqKAwcOICkpadja1VELtqWlZcD7sK9KRERE1Lv++qoMYX1IdHQ0SktLodVqIZFI3NbNnTsXJ06c6HXfvtb3tK7jdbLS0lKffZ2sv2se7WMP9hiD2X4g2w71meDz4J3jD2X/kXwm+DNi5I/PZ2Lk8ZkYv8+EKIowmUyIjo726nm84Uc/+lGPy7/88ksUFBTg5ptvRlhYGBISEtzWZ2Zm4pZbbkFwcDAOHDiA5OTkYW3XsWPHAMDjvH1hX9XdeOurDmYfb/ZVe1vHZ4LPBJ+J4T/2WH0melvOZ4I5R1e+2FdlCOtDpFIpYmNje1wnk8n6fGj6Wt/XOp1O57M/nPq75tE+9mCPMZjtB7LtUJ8JPg/eOf5Q9h/JZ4I/I0b++HwmRh6fifH9TIy1EbAdXn/99R6Xb968GQUFBXjkkUc8asJ2BLBBQUE4cOAAUlJS+jyHzWZDYWEhFAoFJk6c6FqenZ2N6OhoBAYGum1/+PBhPPfcc1CpVPjud7874GthX9XdeOurDmYfb/ZV+1vHZ2Jkj8Fn4srwmRj532kBPhMjef3+rLcAABKPSURBVAzmHJ0G0ldlCDtG/PSnPx3y+v729VXebPdwHHuwxxjM9gPZdqjPBJ8H7xx/KPuP5DPBnxEjf3w+EyOPzwSfifEgNzcXt9xyC9ra2rB06VK8//77HtskJCRg8+bNru/Ly8sxefJkxMfHo7i42LV8+/bt+OMf/4gVK1YgISEBKpUKWVlZ2LNnD6RSKV5++WVMmDBhWNrNvqrvHdubP3O82VcdTDt8DZ+JK9uGz8TIH3usPhNj9XkAxt8zwZxjcCTiWJzhgK7YWJ5lmIYfnwfqjs8EdcdngrrjM3FlNm/ejHfeeQdHjhxxGwl78OBBLFu2rM99lyxZgoMHD7q+Ly4uRmJiokcIe+jQIbz44os4ffo0qqurYbFYEBERgUWLFuGhhx7CvHnzhvuyhg2fL+qOzwR1x2eCuuMzQV354vPAkbBXKZVKhS1btrjNeEtXLz4P1B2fCeqOzwR1x2fiyrz99tt4++23PZYvXbq035l1u0tISOhxnyVLlmDJkiVDbeKo4vNF3fGZoO74TFB3fCaoK198HjgSloiIiIiIiIiIiMiLpKPdACIiIiIiIiIiIqLxjCEsERERERERERERkRcxhCUiIiIiIiIiIiLyIoawRERERERERERERF7EEJZ6tWPHDlx//fUIDg6GRCJBcXHxaDeJRtnWrVsxZ84caLVaREREYP369XwurnIvvPACpkyZgoCAAAQGBmLFihU4duzYaDeLfMQDDzwAiUSCv/71r6PdFBpFTz75JCQSidvHnDlzRrtZNE6wv0rdsb9KXbGvSn1hX5WAke2rMoSlXpnNZixevBhPP/30aDeFfMShQ4fws5/9DMeOHUNmZiaamppwww03wG63j3bTaJRMmDABzz33HM6ePYtvvvkGEydOxOrVq1FfXz/aTaNR9sknn+DIkSOIjo4e7aaQD5g+fToqKytdH7t37x7tJtE4wf4qdcf+KnXFvir1hn1V6mqk+qpyrxyVxoUf/OAHAIDc3NxRbgn5iszMTLfv33jjDUyYMAHZ2dmYNm3aKLWKRtOtt97q9v2f/vQnvPbaa8jKysKSJUtGqVU02qqrq/HAAw/gs88+w7p160a7OeQD5HI5IiMjR7sZNA6xv0rdsb9KXbGvSj1hX5W6G6m+KkfCjnHvvvsu/u3f/g1z5syBSqWCRCLB22+/3ec+J06cwNq1axEUFASNRoN58+bhvffeG5kGk9eN5DNhMBgAAMHBwcPRdPKSkXomrFYrXn31VQQFBWHq1KnDeAU03Lz9TNx99934+c9/zudgDPH2M5GTk4OoqCgkJyfjnnvuQVVVlReugnwV+6vUHfur1BX7qtQd+6rU3bjpq4o0psXHx4sAxNDQUNfXb731Vq/bHzhwQFQqlWJAQIB47733iv/xH/8hJiYmigDEp59+usd9cnJyRABiUVGRdy6ChtVIPBOiKIoOh0NctWqVuHbtWi9cBQ0nbz8TX375pajRaESpVCpGR0eLJ0+e9OLV0HDw5jPxl7/8RVy8eLHocDhc5/rLX/7izcuhYeDNZ+Kzzz4Tt2/fLp47d0787LPPxLlz54qTJ08WLRaLl6+KfAX7q9Qd+6vUFfuq1B37qtTdeOmrMoQd47744guxuLhYFEVR3Lp1a58Pos1mEydOnCiqVCrx9OnTruVGo1GcMmWKKJfLxfz8fI/92KkdW0bimRAEQbz33nvFlJQUsaamxivXQcPH289ES0uLWFBQIB49elT80Y9+JCYlJYm1tbVeux66ct56JnJycsTw8HC3/16wYzs2jMR/OzrU1taKarVa/PDDD4f1Gsh3sb9K3bG/Sl2xr0rdsa9K3Y2XvirLEYxxK1euRHx8/IC23b9/PwoLC3HXXXdh5syZruVarRZPPPEE7HY73nrrLW81lUaIt58JURTxk5/8BHv37sW+ffsQFhY2rO2n4eftZ8Lf3x/JycmYP38+Xn/9dUilUv4s8XHeeiaOHj2K2tpaJCcnQy6XQy6Xo6SkBL/4xS8wY8YMb1wKDZOR7E+EhoYiKSkJRUVFV9xuGhvYX6Xu2F+lrthXpe7YV6XuxktflRNzXUUOHjwIAFi1apXHuo5lhw4dGskm0Sgb7DMhiiJ++tOf4tNPP8WhQ4cQFxc3Iu2kkTMcPydEUURbW9uwt41Gx2CeiVtuuQVz5sxx22b16tXYvHkz7r77bu82lEbMlf6cMBgMKC4uRkJCgjeaR2Mc+6vUHfur1BX7qtQd+6rUnS/3VRnCXkUKCgoAACkpKR7rgoKCEBoa6toGABoaGnD58mUUFxcDALKzs9HU1IQJEyawsP04Mdhn4ic/+Qk++OAD7Nq1C/7+/q5i1cHBwVAqlSPTaPKqwT4TDz/8MG6++WbExsaioaEBL774IsrKynDbbbeNWJvJuwbzTAQGBiIwMNBtG4VC4SpyT+PDYH9O/OpXv8LNN9+MuLg4lJWV4YknnkBERATWrl07Ym2msYP9VeqO/VXqin1V6o59VerOl/uqLEdwFemYGVSv1/e4XqfTubYBgJ07d2LmzJm49dZbAQA33ngjZs6ciZ07d3q/sTQiBvtMvPzyy2hqasLixYsRFRXl+vjmm29GpL3kfYN9JioqKrBhwwakpqZi7dq1qK6uxldffYXJkyePSHvJ+wb7TND4N9hnorS0FHfeeSdSU1OxceNGxMTEYN++fVCr1SPSXhpb2F+l7thfpa7YV6Xu2Fel7ny5r8qRsNSrzZs3Y/PmzaPdDPIhoiiOdhPIx/z9738f7SaQj+sYnUZXrw8++GC0m0DjGPur1B37q9QV+6rUH/ZVaST7qhwJexXp+CtAb38FMhqNvf6lgMYnPhPUHZ8J6o7PBHXHZ4K8ic8Xdcdngrri80Dd8Zmg7nz5mWAIexXpqIfRtfZFh8bGRtTV1fVYM4PGLz4T1B2fCeqOzwR1x2eCvInPF3XHZ4K64vNA3fGZoO58+ZlgCHsVWbJkCQBgz549Hus6lnVsQ1cHPhPUHZ8J6o7PBHXHZ4K8ic8Xdcdngrri80Dd8Zmg7nz5mWAIexVZsWIFkpKS8N577+HMmTOu5SaTCb/73e8gl8tZU+sqw2eCuuMzQd3xmaDu+EyQN/H5ou74TFBXfB6oOz4T1J0vPxMSkZXLx7TXX38dhw8fBgCcP38ep0+fxrXXXovk5GQAwC233IJbbrnFtf2BAwewevVqqFQqbNy4ETqdDjt27EBRURF+//vf47HHHhuNy6BhxGeCuuMzQd3xmaDu+EyQN/H5ou74TFBXfB6oOz4T1N24eSZEGtM2bdokAuj1Y8uWLR77HDt2TFyzZo2o1+tFf39/cc6cOeK777478o0nr+AzQd3xmaDu+ExQd3wmyJv4fFF3fCaoKz4P1B2fCepuvDwTHAlLRERERERERERE5EWsCUtERERERERERETkRQxhiYiIiIiIiIiIiLyIISwRERERERERERGRFzGEJSIiIiIiIiIiIvIihrBEREREREREREREXsQQloiIiIiIiIiIiMiLGMISEREREREREREReRFDWCIiIiIiIiIiIiIvYghLRERERERERERE5EUMYYmIfMjBgwchkUjw5JNPjnZT+lRcXAyJRILNmzd77RxLly6FRCIZ8PZj5d+OiIiIaCwbK30u9leJyNfIR7sBRETj1WA6ZAAgiqKXWkJERERE5In9VSKikcMQlojIS7Zs2eKx7KmnnoJer8eDDz448g0iIiIiIuqC/VUiopHDEJaIyEt6es3oqaeeQmBgIF9BIiIiIqJRx/4qEdHIYU1YIiIfdfr0aaxevRparRZ6vR633noriouLPbaTSCRYunQpysvLsXnzZkRGRkIqleLgwYOubb788kusW7cOoaGhUKlUSElJweOPP46WlhaP43300UdYsmQJwsPD4efnh7i4OKxZswb//Oc/e2znpUuXcPvttyMoKAgajQYrV67E2bNne9z2woULuPPOOxEeHg6VSoXExEQ89NBDaGhoGPC/S2trK37zm98gLi4Ofn5+yMjIwGuvvTbg/YmIiIhoeLC/2jP2V4moJxwJS0Tkg06ePIn/+q//wtKlS/Fv//Zv+Pbbb/HPf/4T58+fR1ZWFvz8/Ny2r6+vx4IFCxAcHIw777wTVqsVOp0OAPDyyy/jJz/5CYKCgrBu3TqEhYXhxIkTePrpp3HgwAEcOHAASqUSAPDSSy/hJz/5CaKionDrrbciJCQElZWVOH78OP75z3/illtucTtvcXEx5s+fj/T0dNxzzz0oLCzEv/71Lyxbtgw5OTmIiIhwbfvNN99g1apVaGtrw+23346EhAQcPXoUzz//PD799FMcOXIEISEhff67CIKAm2++GXv37sXUqVNx1113ob6+Hg899BCWLVs2DP/yRERERDQQ7K/2jP1VIuqVSEREIwaAGB8f3+v6AwcOiABEAOIHH3zgtu4HP/iBCEB8//33PY4JQLz77rtFu93utu7ChQuiXC4XZ86cKdbX17ut27p1qwhA/NOf/uRaNmvWLFGpVIo1NTUebaurq3N9XVRU5Drvs88+67bd448/LgIQt27d6lrmcDjElJQUEYCYmZnptv0jjzwiAhB/9KMfuS1fsmSJ2P0/U2+99ZYIQFyzZo3btZ47d05UKpUiAHHLli0ebSciIiKigWF/lf1VIvIOliMgIvJB1113He688063Zffccw8A4MSJEx7bK5VK/PGPf4RMJnNb/sorr8But+PPf/4zgoOD3db9+te/RlhYGN5//3235QqFAgqFwuMcPf3VPzExEb/61a/clv3oRz/yaOfXX3+NgoIC3HDDDVi9erXb9o899hhCQkLw3nvvwWq1epyjq7/97W8AgKefftrtWqdOnYof/OAHfe5LRERERMOH/dWesb9KRL1hOQIiIh80a9Ysj2WxsbEAgKamJo91iYmJCA0N9Vh+9OhRAEBmZib27t3rsV6hUCA3N9f1/fr16/Gb3/wGGRkZ2LBhA5YuXYpFixYhMDCwx3ZOnz4dUqn73/N6aue3334LAFi6dKnHMTQaDebMmYPdu3cjPz8fGRkZPZ4LAM6ePQu1Wt3jv8/ixYvxxhtv9LovEREREQ0f9ld7xv4qEfWGISwRkQ/S6/Uey+Ry549sh8Phsa5rLauuOiYQePrppwd03l//+tcICQnByy+/jOeeew7//d//DblcjrVr1+L5559HYmLikNppNBr7bGdkZCQAwGAw9Nk+g8GAuLi4Htf1dmwiIiIiGn7sr/aM/VUi6g3LERARjQMSiaTH5R2THRiNRoii2OtH1+Pce++9OHnyJGpra/Hxxx/ju9/9Lnbu3Ikbb7yxxw71QHS0o7q6usf1Hcs7tuuNXq9HTU1Nn8cgIiIiIt/D/ir7q0RXO4awRETj2Pz58wF0vuY1GCEhIbjllluwbds2LF++HDk5Obh48eKQ2jFz5kwAwMGDBz3WtbS04OTJk/D398ekSZP6PM706dPR0tKC06dPe6z76quvhtQ2IiIiIho97K8S0dWCISwR0Tj2k5/8BHK5HD/72c9QWlrqsb6pqclV/woAdu/eDbvd7raNzWZzvSbm7+8/pHZce+21mDhxIj7//HOPWl9bt25FXV0dNm7cCKVS2edxOiYzeOyxx9xGOZw/fx5///vfh9Q2IiIiIho97K8S0dWCNWGJiMaxjIwMvPjii3jggQcwadIkrF27FhMnToTRaMSlS5dw6NAhbN68GS+//DIA4M4774RarcaiRYsQHx8Pm82GL774AtnZ2bjzzjsxYcKEIbVDKpXi7bffxurVq7F27VrccccdiI+Px7Fjx7B//35MnDgRzz77bL/H2bRpE9577z1kZmZi5syZuOGGG9DQ0ID3338fq1atwieffDKk9hERERHR6GB/lYiuFgxhiYjGufvuuw8zZszAc889hy+//BI7d+6EXq/HhAkT8NBDD2HTpk2ubbdu3YrMzEwcP34cu3btgkajQXJyMl555RXcc889V9SORYsW4ejRo/jtb3+LPXv2wGAwIDo6Gj//+c/xxBNP9DhbbndSqRT/+te/8NRTT+H//u//8MILL2DixIl47rnnkJqayk4tERER0RjE/ioRXQ0kYtcK10REREREREREREQ0rFgTloiIiIiIiIiIiMiLGMISEREREREREREReRFDWCIiIiIiIiIiIiIvYghLRERERERERERE5EUMYYmIiIiIiIiIiIi8iCEsERERERERERERkRcxhCUiIiIiIiIiIiLyIoawRERERERERERERF7EEJaIiIiIiIiIiIjIixjCEhEREREREREREXkRQ1giIiIiIiIiIiIiL2IIS0RERERERERERORF/x9Twkck43De/wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "frequencies = 4.984 + (np.array([0, 349.41, 520.93, 696.66, 875.83, 1053.42, 1245.18, 1422.925]) * 1e-3)\n", + "# efficiency_list = np.array(efficiency_list) * 1e-5#np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "\n", + "plot_thermal_photon_and_temperature(threshold_counts_list, efficiency_list, threshold_list, frequencies, mode_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sandbox" + ] + }, + { + "cell_type": "code", + "execution_count": 735, + "metadata": {}, + "outputs": [], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00010_ParityTempExperiment.h5')\n", + "# temp_data, attrs = prev_data(expt_path, '00004_cavity_temperature_sweep_parity.h5')\n", + "aa, bb = parity_temp_display(temp_data, attrs, active_reset=False, threshold = -88.47477176210509, readouts_per_rep=40)" + ] + }, + { + "cell_type": "code", + "execution_count": 736, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'start': 0.01,\n", + " 'step': 1,\n", + " 'expts': 1,\n", + " 'parity_number': 40,\n", + " 'ramsey_freq': 0.0,\n", + " 'reps': 100000,\n", + " 'rounds': 1,\n", + " 'qubits': [0],\n", + " 'user_defined_freq': [False, 3425.30098176373, 7575, 0.035],\n", + " 'normalize': False,\n", + " 'active_reset': False,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'prepulse': True,\n", + " 'pre_sweep_pulse': [[3568.1515953227604, 3425.5564066067, 2007.0],\n", + " [10716, 8236, 15000],\n", + " [0, 0, 0.6056817916987671],\n", + " [0, 0, 0],\n", + " [2, 2, 0],\n", + " ['g', 'g', 'flat_top'],\n", + " [0.035, 0.035, 0.005]],\n", + " 'readout_no_placeholder': 40}" + ] + }, + "execution_count": 736, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']['expt']" + ] + }, + { + "cell_type": "code", + "execution_count": 739, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 739, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meas_sequence = bb[5000]\n", + "\n", + "running_dict = {'meas_sequence': [], \n", + " 'gamma_first_row': []} # stores gamma\n", + "\n", + "# want to compute the probabilities of 0 or 1 photon initially in the cavity\n", + "P0_first = []\n", + "P1_first = []\n", + "\n", + "# iteratively calculate probabilities using one additional measurement at a time\n", + "# observe how probabilities 'evolve' with more meaurements in the recrod\n", + "for ii in range (len(meas_sequence)):\n", + " \n", + " # analyze subeset of measurment record from beginning to ii-th measuement\n", + " # could be implemented online to do feedback in the measurement\n", + " temp_meas_sequence = meas_sequence[0:ii+1]\n", + " \n", + " # forward-backward algorithm return state probabilities at each step\n", + " # gamma_matrix = gamma(temp_meas_sequence, T, E)\n", + " \n", + " gamma_first_row = wrapper_gamma(temp_meas_sequence, running_dict)\n", + " P0 = gamma_first_row[0] + gamma_first_row[1]\n", + " P1 = gamma_first_row[2] + gamma_first_row[3]\n", + "\n", + " # pick off probability of cavitiy state at the beginning, 0 in the first index\n", + " # sum over qubit state probability, second index\n", + " P0_first.append(P0)\n", + " P1_first.append(P1)\n", + "\n", + "figure(figsize = (12,8))\n", + "\n", + "# plot measurement record\n", + "subplot(2,1,1)\n", + "plot(meas_sequence, 'o--')\n", + "ylim(-0.1, 1.1)\n", + "\n", + "# plot reconstructed probabilities for subsets of the measurement record\n", + "subplot(2,1,2)\n", + "semilogy(P0_first, 'o', label= \"P(n=0)\")\n", + "semilogy(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-9)\n", + "# plot(P0_first, 'o', label= \"P(n=0)\")\n", + "# plot(P1_first, 'o', label= \"P(n=1)\")\n", + "# axhline(1e-8)\n", + "# ylim(1e-16,1e0)\n", + "ylabel('P(t=0)')\n", + "xlabel('Number of Parity Measurements Included')\n", + "legend()\n", + "tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 684, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "100000" + ] + }, + "execution_count": 684, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(bb)" + ] + }, + { + "cell_type": "code", + "execution_count": 689, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 695, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing: 100%|██████████| 107500/107500 [00:25<00:00, 4280.28it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Threshold: 10, Counts: 1423\n", + "Threshold: 50, Counts: 1200\n", + "Threshold: 100, Counts: 1133\n", + "Threshold: 500, Counts: 1036\n", + "Threshold: 1000, Counts: 1010\n", + "Threshold: 5000, Counts: 915\n", + "Threshold: 10000, Counts: 894\n", + "Threshold: 50000, Counts: 790\n", + "Threshold: 100000, Counts: 753\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "\n", + "# plot the function: efficiency vs threshold\n", + "threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "efficiency_list = np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "\n", + "threshold_counts = compute_threshold_counts(bb, threshold_list)\n", + "\n", + "# print threshold counts and corresponding threshold\n", + "for jdx, threshold in enumerate(threshold_list):\n", + " print(f'Threshold: {threshold}, Counts: {threshold_counts[jdx]}')" + ] + }, + { + "cell_type": "code", + "execution_count": 696, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Dark photon')" + ] + }, + "execution_count": 696, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dark_counts = np.array(threshold_counts)/20000\n", + "\n", + "thermal_photon_population = []\n", + "for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i]/efficiency_list[i])\n", + "\n", + "plt.plot(threshold_list, thermal_photon_population, 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Thermal photon population')\n", + "plt.title('Dark photon')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 697, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'M1 Temperature (mK)')" + ] + }, + "execution_count": 697, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "freq = 4.984 + 0.17 + 4* 0.17\n", + "now = np.array(thermal_photon_population)/2\n", + "tempr = []\n", + "for i in range(len(now)):\n", + " tempr.append(48*freq/(np.log(1+1/now[i])))\n", + "plt.plot(threshold_list, tempr, 'o-')\n", + "plt.xscale('log')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('M1 Temperature (mK)')" + ] + }, + { + "cell_type": "code", + "execution_count": 702, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_thermal_photon_and_temperature(threshold_counts, efficiency_list, threshold_list, frequency, mode_label='M1'):\n", + " dark_counts = np.array(threshold_counts) / 20000\n", + "\n", + " thermal_photon_population = []\n", + " for i in range(len(dark_counts)):\n", + " thermal_photon_population.append(dark_counts[i] / efficiency_list[i])\n", + "\n", + " now = np.array(thermal_photon_population) / 2\n", + " tempr = []\n", + " for i in range(len(now)):\n", + " tempr.append(48 * frequency / (np.log(1 + 1 / now[i])))\n", + "\n", + " # Create subplots\n", + " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "\n", + " # Plot thermal photon population\n", + " ax1.plot(threshold_list, thermal_photon_population, 'o-')\n", + " ax1.set_xscale('log')\n", + " ax1.set_xlabel('Threshold')\n", + " ax1.set_ylabel('Thermal photon population')\n", + " ax1.set_title('Dark photon')\n", + "\n", + " # Plot M1 Temperature\n", + " ax2.plot(threshold_list, tempr, 'o-')\n", + " ax2.set_xscale('log')\n", + " ax2.set_xlabel('Threshold')\n", + " ax2.set_ylabel('M1 Temperature (mK)')\n", + " ax2.set_title('M1 Temperature')\n", + "\n", + " plt.suptitle(str(mode_label) + ' Thermal Photon Population Temperature vs. Threshold')\n", + "\n", + " # Adjust layout and display the plots\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Example usage\n", + "#threshold_counts = [100, 200, 300, 400, 500, 600, 700, 800]\n", + "threshold_list = [10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", + "efficiency_list = np.array([12737, 12067, 11894, 11596, 11379, 10836, 10765, 10240, 10092])/20000\n", + "plot_thermal_photon_and_temperature(threshold_counts, efficiency_list, threshold_list, frequency)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "slab", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Supplement_temperature/temperature/ziqian_mod_temp250115.ipynb b/Supplement_temperature/temperature/ziqian_mod_temp250115.ipynb new file mode 100644 index 0000000..a46a9ea --- /dev/null +++ b/Supplement_temperature/temperature/ziqian_mod_temp250115.ipynb @@ -0,0 +1,1951 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import ast\n", + "from scipy.optimize import curve_fit\n", + "import matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['file_name', 'mode', 'T', 'E', 'threshold_list', 'counts_list',\n", + " 'n_reps', 'man_no_for_parity', 'reset', 'single_photon'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "file_path = 'H:\\\\Shared drives\\\\SLab\\\\Multimode\\\\experiment\\\\240911\\\\RAM_paper_results\\\\datasets\\\\'\n", + "file_name = 'Cavity_Temp_Parity_corrected1211.csv'\n", + "# Load CSV file\n", + "data = pd.read_csv(file_path+file_name)\n", + "\n", + "# Display the first few rows\n", + "print(data.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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M1 \n", + "14 00177_cavity_temperature_sweep_parity_with_wit... M1 \n", + "15 00178_cavity_temperature_sweep_parity_with_wit... M1-S1 \n", + "16 00179_cavity_temperature_sweep_parity_with_wit... M1-S2 \n", + "17 00180_cavity_temperature_sweep_parity_with_wit... M1-S3 \n", + "18 00181_cavity_temperature_sweep_parity_with_wit... M1-S4 \n", + "19 00182_cavity_temperature_sweep_parity_with_wit... M1-S5 \n", + "20 00183_cavity_temperature_sweep_parity_with_wit... M1-S6 \n", + "21 00184_cavity_temperature_sweep_parity_with_wit... M1-S7 \n", + "22 00185_cavity_temperature_sweep_parity_with_wit... M1-D1 \n", + "23 00186_cavity_temperature_sweep_parity_with_wit... M1-C \n", + "24 00187_cavity_temperature_sweep_parity_with_wit... M2 \n", + "25 00188_cavity_temperature_sweep_parity_with_wit... M2-D2 \n", + "26 00189_cavity_temperature_sweep_parity_with_wit... M2 \n", + "27 00190_cavity_temperature_sweep_parity_with_wit... M2 \n", + "28 00191_cavity_temperature_sweep_parity_with_wit... M2 \n", + "29 00192_cavity_temperature_sweep_parity_with_wit... M2 \n", + "\n", + " T \\\n", + "0 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "1 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "2 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "3 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "4 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "5 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "6 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "7 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "8 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "9 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "10 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "11 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "12 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "13 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "14 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "15 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "16 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "17 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "18 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "19 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "20 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "21 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "22 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "23 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "24 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "25 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "26 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "27 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "28 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "29 [[9.88540058e-01 1.14599419e-02 0.00000000e+00... \n", + "\n", + " E \\\n", + "0 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "1 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "2 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "3 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "4 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "5 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "6 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "7 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "8 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "9 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "10 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "11 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "12 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "13 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "14 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "15 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "16 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "17 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "18 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "19 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "20 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "21 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "22 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "23 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "24 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "25 [[0.49901515 0.00098485]\\n [0.00832562 0.49167... \n", + "26 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "27 [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [... \n", + "28 [[0.4982265 0.0017735 ]\\n [0.00688415 0.49311... \n", + "29 [[0.4982265 0.0017735 ]\\n [0.00688415 0.49311... \n", + "\n", + " threshold_list \\\n", + "0 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "1 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "2 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "3 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "4 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "5 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "6 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "7 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "8 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "9 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "10 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "11 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "12 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "13 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "14 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "15 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "16 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "17 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "18 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "19 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "20 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "21 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "22 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "23 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "24 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "25 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "26 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "27 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "28 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "29 [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,... \n", + "\n", + " counts_list n_reps \\\n", + "0 [76369, 70731, 70059, 64775, 59324, 54685, 541... 91122 \n", + "1 [582, 517, 499, 469, 419, 390, 382, 353, 324, ... 98559 \n", + "2 [506, 462, 441, 395, 336, 308, 301, 271, 252, ... 98600 \n", + "3 [473, 441, 419, 379, 331, 291, 274, 245, 223, ... 98620 \n", + "4 [477, 418, 408, 370, 324, 299, 283, 261, 239, ... 98594 \n", + "5 [497, 459, 436, 401, 346, 323, 308, 279, 256, ... 98622 \n", + "6 [484, 435, 417, 380, 321, 294, 278, 254, 235, ... 98560 \n", + "7 [885, 821, 788, 733, 654, 597, 582, 519, 483, ... 98402 \n", + "8 [469, 422, 400, 375, 334, 306, 296, 269, 247, ... 98506 \n", + "9 [472, 430, 407, 382, 334, 301, 290, 261, 241, ... 98480 \n", + "10 [607, 566, 545, 498, 430, 396, 385, 350, 330, ... 98461 \n", + "11 [617, 575, 553, 505, 443, 410, 395, 366, 339, ... 98507 \n", + "12 [447, 417, 399, 374, 338, 316, 304, 281, 259, ... 98475 \n", + "13 [74846, 74686, 69087, 66820, 59387, 58876, 546... 90859 \n", + "14 [806, 782, 716, 674, 572, 545, 504, 484, 447, ... 97537 \n", + "15 [1071, 1034, 945, 912, 813, 787, 741, 719, 665... 97456 \n", + "16 [1129, 1088, 990, 940, 819, 779, 726, 702, 640... 97524 \n", + "17 [957, 908, 824, 775, 687, 664, 619, 594, 552, ... 97460 \n", + "18 [1003, 963, 871, 821, 699, 671, 612, 583, 534,... 97516 \n", + "19 [972, 944, 867, 825, 729, 685, 627, 603, 561, ... 97371 \n", + "20 [2295, 2253, 2047, 1952, 1690, 1636, 1525, 148... 97261 \n", + "21 [972, 936, 861, 812, 705, 662, 626, 601, 566, ... 97448 \n", + "22 [601, 579, 528, 503, 416, 393, 360, 345, 316, ... 97632 \n", + "23 [3028, 2999, 2746, 2651, 2297, 2270, 2081, 205... 97258 \n", + "24 [766, 732, 662, 628, 532, 509, 473, 451, 420, ... 97609 \n", + "25 [708, 684, 617, 585, 498, 479, 446, 431, 401, ... 97644 \n", + "26 [70089, 62390, 61848, 54660, 48224, 42854, 424... 89915 \n", + "27 [575, 520, 497, 447, 391, 353, 335, 301, 279, ... 98210 \n", + "28 [65926, 62136, 57585, 54592, 47808, 44244, 396... 88689 \n", + "29 [755, 716, 675, 647, 580, 534, 495, 470, 437, ... 96982 \n", + "\n", + " man_no_for_parity reset single_photon \n", + "0 1 False True \n", + "1 1 False False \n", + "2 1 False False \n", + "3 1 False False \n", + "4 1 False False \n", + "5 1 False False \n", + "6 1 False False \n", + "7 1 False False \n", + "8 1 False False \n", + "9 1 False False \n", + "10 1 False False \n", + "11 1 False False \n", + "12 1 False False \n", + "13 1 True True \n", + "14 1 True False \n", + "15 1 True False \n", + "16 1 True False \n", + "17 1 True False \n", + "18 1 True False \n", + "19 1 True False \n", + "20 1 True False \n", + "21 1 True False \n", + "22 1 True False \n", + "23 1 True False \n", + "24 1 True False \n", + "25 1 True False \n", + "26 1 False True \n", + "27 1 False False \n", + "28 1 True True \n", + "29 1 True False " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Calculating M1 and S1 temeprature" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Efficiencies" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# M2 efficiency\n", + "import ast \n", + "m2 = ast.literal_eval(data.loc[ 26, 'counts_list'])\n", + "m2_eff_threshold_list = ast.literal_eval(data.loc[ 26, 'threshold_list'])\n", + "m2_nreps = data.loc[ 26, 'n_reps']\n", + "\n", + "m2_eff = m2/m2_nreps\n", + "m2_eff_errs = np.sqrt(m2_eff*(1-m2_eff)/m2_nreps)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# M1 Effeciency\n", + "m1 = ast.literal_eval(data.loc[ 0, 'counts_list'])\n", + "m1_eff_threshold_list = ast.literal_eval(data.loc[ 0, 'threshold_list'])\n", + "m1_nreps = data.loc[ 0, 'n_reps']\n", + "\n", + "m1_eff = m1/m1_nreps\n", + "m1_eff_errs = np.sqrt(m1_eff*(1-m1_eff)/m1_nreps)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plt.plot(m1_eff_threshold_list, m1_eff, label='Mode 1')\n", + "# plt.plot(m2_eff_threshold_list, m2_eff, label='Mode 2')\n", + "plt.errorbar(m1_eff_threshold_list, m1_eff, yerr=m1_eff_errs, label='M 1', fmt='-o', capsize=8)\n", + "plt.errorbar(m2_eff_threshold_list, m2_eff, yerr=m2_eff_errs, label='M 2', fmt='-o', capsize=8)\n", + "plt.ylabel(r'Efficiency ($\\eta$)')\n", + "plt.xlabel('Threshold')\n", + "plt.xscale('log')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams.update({'font.size': 16})\n", + "plt.errorbar(m1_eff_threshold_list, m1_eff, yerr=m1_eff_errs, label='M 1', fmt='-o', capsize=8)\n", + "#plt.errorbar(m2_eff_threshold_list, m2_eff, yerr=m2_eff_errs, label='M 2', fmt='-o', capsize=8)\n", + "plt.ylabel(r'Efficiency ($\\eta$)')\n", + "plt.xlabel('Threshold')\n", + "plt.xscale('log')\n", + "plt.legend()\n", + "plt.savefig('figures/efficiency_vs_threshold.png', dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1 and S1 temperatures" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "def find_zero_point(f, a, b, yita1, yita2, nbar, tolerance=1e-6, max_iterations=100):\n", + " \"\"\"\n", + " Find the zero point of a monotonic function f(x, c) using the bisection method.\n", + "\n", + " Parameters:\n", + " f (callable): The monotonic function f(x, c).\n", + " a (float): The start of the interval [a, b].\n", + " b (float): The end of the interval [a, b].\n", + " c (float): The parameter for f(x, c).\n", + " tolerance (float): The accuracy of the result.\n", + " max_iterations (int): The maximum number of iterations to perform.\n", + "\n", + " Returns:\n", + " float: The zero point x0 where f(x0, c) ≈ 0.\n", + "\n", + " Raises:\n", + " ValueError: If f(a, c) and f(b, c) do not have opposite signs.\n", + " \"\"\"\n", + " if f(a, yita1, yita2, nbar) * f(b, yita1, yita2, nbar) > 0:\n", + " raise ValueError(\"The function must have opposite signs at the endpoints of the interval.\")\n", + " \n", + " iteration = 0\n", + " while (b - a) / 2 > tolerance and iteration < max_iterations:\n", + " mid = (a + b) / 2\n", + " f_mid = f(mid, yita1, yita2, nbar)\n", + " \n", + " if f_mid == 0: # Found exact zero\n", + " return mid\n", + " elif f_mid * f(a, yita1, yita2, nbar) < 0:\n", + " b = mid\n", + " else:\n", + " a = mid\n", + " \n", + " iteration += 1\n", + " \n", + " return (a + b) / 2 # Return the midpoint as the best estimate\n", + "\n", + "\n", + "def return_dark_counts_and_efficiency(data, idx, frequency):\n", + " '''\n", + " Given dataset and df_idx, return dark counts and efficiency for a given mode\n", + " *** relies on m1_eff and m2_eff being defined in the global scope ***\n", + " '''\n", + " \n", + " mode_counts = ast.literal_eval(data.loc[ idx, 'counts_list'])\n", + " mode_threshold_list = ast.literal_eval(data.loc[ idx, 'threshold_list'])\n", + " mode_nreps = data.loc[ idx, 'n_reps']\n", + "\n", + " mode_counts_norm = mode_counts/mode_nreps\n", + "\n", + " # now compute temp (assuming mode was M1 or swapped into M1)\n", + " dark_counts = mode_counts_norm#np.array(dark_counts_list) / n\n", + " dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / mode_nreps) # sqrt(p(1-p)/n)\n", + " #print(mode_counts)\n", + " # dark_counts_err = np.sqrt(np.array(dark_counts_list))/n\n", + "\n", + " thermal_photon_population = []\n", + " thermal_photon_population_err = []\n", + " for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / m1_eff[i]\n", + " err = 1 * np.sqrt((dark_counts_err[i] / m1_eff[i])**2 + (m1_eff_errs[i] * dark_counts[i] / m1_eff[i]**2)**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + " # above is thermal photon in M1 due to mode being swapped in and M2 idle\n", + " # need to get rid of M2 idle contribution\n", + "\n", + " # case 1, just divide the photon number by 2 [This is wrong]\n", + " now = np.array(thermal_photon_population) / 2\n", + " now_err = np.array(thermal_photon_population_err) / 2\n", + " tempr = []\n", + " tempr_err = []\n", + " for i in range(len(now)):\n", + " temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " temp_err = np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr.append(temp)\n", + " tempr_err.append(temp_err)\n", + "\n", + " # case 2, properly doing M2 correction\n", + " def f(x, yita1, yita2, nbar):\n", + " f1 = 4.984\n", + " f2 = 5.158\n", + " # yita1 = 0.8\n", + " # yita2 = 0.6\n", + " # nbar = 0.004\n", + " return yita1/(-1+np.exp(48*f1/x))+yita2/(-1+np.exp(48*f2/x))-nbar\n", + "\n", + " temperature1 = [] # CURRENTLY USING OLD ERRS BUT PLS UPDATE WITH NEW\n", + " for i in range(len(dark_counts)):\n", + " x0 = find_zero_point(f, 20,80, m1_eff[i], m2_eff[i], dark_counts[i])\n", + " temperature1.append(x0)\n", + " dark_counts1 = []\n", + " dark_counts1_err = []\n", + " for i in range(len(temperature1)):\n", + " dark_counts1.append(1/(-1+np.exp(48*frequency/temperature1[i])))\n", + " dark_counts1_err.append((48*frequency/temperature1[i]**2*np.exp(48*frequency/temperature1[i]))/(-1+np.exp(48*frequency/temperature1[i]))**2)\n", + " print(frequency)\n", + " \n", + " return mode_threshold_list, dark_counts1, dark_counts1_err, temperature1, tempr_err" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.984\n", + "5.33341\n" + ] + } + ], + "source": [ + "# for m1 \n", + "m1_args = return_dark_counts_and_efficiency(data, 1, 4.984)\n", + "# for s1\n", + "s1_args = return_dark_counts_and_efficiency(data, 2, 4.984 + 0.34941)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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RsYZKk8i66aab2Lx5M0lJSezatYuuXbsW2G7Tpk2mxyUtj9elSxecnJxIT09n06ZNvPLKKwW2S09PZ/v27Xn2uTbWb775xhTPAw88YPFYLe3QoUOmx3Xr1i3HSERERERERMRcZbnGk4iIiIiINVSaRNY999zD9OnTAZg3b16Biazs7GwWLlwIQI0aNejbt2+JxnB3d+fWW2/lt99+Y/369UREROQpN5hr2bJlpplU9957b77tAwcOZNy4cWRnZzNv3rxCE1nz588HwM7OjoEDB+bZdvr06WLj7dOnjykZdr0zqr788kvT4969e19XX1KxWeuOTneXSvNxJCIiIiJiM7TGU9mz5iy46jpvEhERkSqo0hwBBQYG0qtXLzZv3sycOXN45JFH6N69e54277//PocPHwZg/PjxODo65tk+f/58Ro8eDcCUKVOYOnVqvnFeeuklfvvtNzIzM3n66adZtmwZ9vZXDvIvXLjAyy+/DOQky8aMGZOvD19fX0aMGME333zD2rVr+fHHHxk8eHCeNj/88ANr164F4KGHHiq0/OD12r59O40aNcLPz6/A7UajkcmTJ/PHH38A0L59+3KfHSbly1p3dD7Vp6nF+xQRERERqeq0xlPZs+YsuCd6N7F4vyIiIiK2rlIdnc6cOZOePXuSkpLC7bffzquvvkrfvn1JSUlh6dKlfPXVVwC0aNGCF198sVRj3HLLLTz44IMsXbqUlStX0q9fP55//nnq1q3L/v37eeuttwgLCwPgnXfeoWbNmgX289Zbb7FmzRrOnz/PsGHD2LlzJwMGDABy1r16//33AahduzZvvvlmqWI1x5o1a3jnnXfo378//fr1IyAggBo1apCWlsa+ffuYM2cOwcHBALi6uvL1119jMBisFk9lUllr0Vvrjk53Fwc+33jSIjGKiIiIiIiUF1ufBVdZz1VFRESk8qpUiawOHTrw3XffMXLkSOLj43n11VfztWnRogWrV6/G3d291OPMnTuX+Ph4fv31VzZs2MCGDRvybLezs2Py5Mk88cQThfbRoEEDfvnlF+655x6ioqKYMWMGM2bMyNPG19eX5cuXF1i+0JLS0tJYsWIFK1asKLRNw4YNWbx4MV26dLFqLJVJZa1Fb607Oq/eR0REREREpKKy5iw4S5w3VdZzVREREam8KlUiCyAoKIh9+/Yxc+ZMVq9eTUREBE5OTjRr1owhQ4bwzDPP4Orqel1jVKtWjdWrV7N48WLmz5/P3r17uXz5MnXq1KFXr14888wz+coaFqRr167s37+fmTNnsnz5ctO6V/7+/gwaNIjnn3+eWrVqXVesxRk9ejR16tRh27Zt7Nu3j5iYGC5evIiDgwPe3t507NiRoKAghg8fjouL7qwqCVu/C6+y0t2FIiIiIiIVh47fy57OVUVERKSiqXSJLIBGjRrxwQcf8MEHH5Rov1GjRjFq1Ciz2w8fPpzhw4eXMLq8vL29eeONN3jjjTeuq5+CbNy4sdg2jRo1Yty4cYwbN87i41d1qkVfPnR3oYiIiIhIxaHj97Knc1URERGpaHQkIiKViu4uFBERERGpOHT8LiIiIiLFUSJLRCoV3V0oIiIiIlJx6PhdRERERIqjoz+pcipjDXZrvSd3F31EiIiIiIhIxWfN88DqOm8SERERsSodbUmVUxlrsFvrPT3Vp6nF+xQRERERESlr1jwPfKJ3E4v3KyIiIiJXKJElVU5lrMFurffk7uLA5xtPWiRGERERERGpGCpjFYvKeB4oFUtl/H8lIiJSVpTIkiqnMtZgt9Z7unofERERERGpGipjFQtrngfqvEnMURn/X4mIiJQV2746LyIiIiIiIiJlSrOXRCxP/69ERERKT4ksERERERERETGpjFUspPKz9dJ9+n8lIiJSevqLKCIiIiIiIiJSSWVlG02Pg0Nj6dW8NvZ2hnKMyDpUuk9ERGz9pgYpPSWyRERERERERKqwqpLoqAxK+rNacyCSKSsPmp6PmheCn6cLU4IC6N/Gz6qxljWV7hMREd3UUHkpkSUiIiIiIiJSRVWlRIe1lFUisKQ/qzUHIhm3aDfGa16Piktl3KLdzBrZsVL9jFW6T0REdFND5aW/2CIiIiIiIiJVUFVLdFhDWSUCS/qzyso2Mu2XQ/naAxgBAzDtl0P0C/DV7LsSsmbZquouukwnInI9dFND5aWfkoiIiIiIiEgVo0TH9SurRGBxPyuAF7/fy7ZTFzFgICvbyLm4FCLjUgvt0whExqUSHBpL96a1rjvGqsSaZaue6N3E4v2KiIhUBkpkiYiIiIiIiFQxwaGxSnRch7JMBBb3swJISs9iwdYzJe47JqHofiU/la0SEREpe0pkiYiIiIiIiFQx5iYwlOgoWFklAuOSM5j79ymz2t7W2odWvh7Y2Rk4eymZn3afLXYfH/eiyy9dL2uW4SuudJS1WLNs1dX7iYiIyBVKZImIiIiIiIhUMeYmMKyd6KiozE3wRcallKr/5PRM5v19mi83nSQ+1bzkxmM3NTElzbKyjWw9eZGouNQCZ40B1HZ3JtDfq1TxmcuaZfgm9Gth8X5FRETENimRJSJi4yrjXYwiIiIiUr4C/b3w83QpMtHh5+li9URHRWVuGbg3Vh0iMi6VYYEN8XJzMr2elX3lux4cGkuv5rWxtzOQnpnNkuAwPvnzBBcSc84Bmvu4cSExncvJGQX+rAyA7zU/K3s7A1OCAhi3aDcGKHC/hNQM/j5xgZtb1DbrvZTmvKRTo5p89MCNRbZxc7Zn7MJdQE4ZvuT0LGKT0ovcx8vNkQNn40oUi4+7M9VddBlMRESkItJfcBERG2frdzEq0SYiIiJS8ZiT6GhX35PrXN6pUjIajaw/HF1sOzsDXErO4L21R/n4j+Pc26Eeo3v6E3ohkSkrD5rajZoXgq+HC3fcUIc/jsQQcSlnFlcDr2q80K8FA9vX4/dDUQX+rHJ/PFOCAvKtxdW/jR+zRnZkysqDRMdfOV6v4+FMdWcHTp5PYtS8YCYPCGBUj8YYDEX/sK11XvJUn6amxwF1Pfhy0ymrnf880buJxfsVERER61MiS8QM1rpQ7667wcQMtr6YsK0n2kRERESkYIUlOjxcHIhPzWTtwWjeWn2Y1+5uXWySw5o3N1VzunJse/XspfKQnW3k9ZUHWLQ9zPRaYcmlmQ/eSEaWkbl/h3LgbDxLQ8JZGhJeYL9R8aks2HYGyHnPz97anAc6N8DJwQ4o/Gfl6+nClKAA+rfxK7Df/m386NnMm7ZT1wEwf3QXejWvTWZ2Nq/9fIAfd0Uw7ZdDHItOYNrANqbxCmKt8xJ3Fwc+33jS6uNY6vxHREREyp6uoouYoSzuPBMpjDUXE7YEnWiKiIiIVFyFJTq+3XGG11ccZPaWUDKyspkSdAN2RSSPrHXOdHdbP3aeiTU9HzUvBL9ikjfWkpVt5OWf9vHjrggMBph+b1tquDoWm1y6t0M9dp65xNwtp/jtQNEzudxdHPjzxT4FlsAr7GdVXFLv6u2B/l7Y2xmwt7PnvcHtaFnHnbd/O8yS4HBOnU/ii5GdqOnmVGDpQ2udl1y9D1j3/OfasXTTqoiISMWgv6wiZiirO89EKiJbT7SJiIiISNEKSnQ83L0xjvZ2vPrzfhZsO0N6lpG37mlTaDLLGudMW09c4O3fjuR7PSoulXGLdjNrZMcyS2ZlZGUz4bs9rNoXib2dgfeHtOeeDvUAik0uGQwGujT2IjPLWGwiKyE1k/1n4+jetFaB2wv6WZWWwWBg7M1NaOrjxnNL9rAjNJZBn/3NqB6N+fKvK+ep5Zk8tDbdtCoiIlIx6EqiiBnK6s4zERERERERWzEssCGO9nb858e9LAkOIyMrmxn3tysweWLpc6asbCNjF+4scJuRnPJ90345RL8AX6uXGUzLzOKZxf/w+6FoHO0NfDKsQ56EjrnJpZiEVLPGM7edpdzSqg7LnurBYwtCCItN5v9WHcrXpjySh2VBN62KiIhUDEpkiYiIiIiIiEiBBneqj6O9gRe+38uPuyLIyMrm/SHtCyw9Z8mEUnBoLJFxhSd0jEBkXCpTVx7krrZ+BPh54OnqaLHxc6WkZ/H4NzvZfPwCzg52fDGyE31b+ZSqLx/3ohN9JW1nSS3quLNsXE96vvMH6VnGfNvLOnlYVmz9plVrrj1X3PsWERGxJUpkiYiUQmU9oVCNeBERERG51qAb6+Fob8dzS/5hxZ5zhMcmc/Zyimm7NUrPmTsr6ZvtZ/hm+xkA6tWoRkBdDwL8PLihrgcBdT2oV6MaBoN5SZdrk3MdGtbk8YU72REaSzVHe+Y80pkezbxL/mb+FejvhZ+nC1FxqeRPFeUkinw9XQj09yr1GNfjRExigUmsXLnJw+DQ2EJLH4plWav04fhbmzOhXwuL9ysiImIturIoIlVeaZI33+44w5LgcIvHUt4nFKoRLyIiIlXJxIkTee+990zPN2zYQJ8+ffK1O3z4MH/88QchISHs37+fmJgYLly4gL29PXXq1KFLly4MHz6cgQMHmp00qWjuauuHg52Bcd/uYnfY5XzbLV16ztxZSZ0b1SQqPpWISymcvZzz9fuhK+tQebg4/Jvc8jQluZr5VMfJwS5PP2sORDJl5UHT81HzQnC0N5CRZcTd2YF5o7vQufH1JZjs7QxMCQpg3KLdGCBPMiv3t2ZKUEC5zXay1dKHVZm1Sh/6uDtbJD4REZGyokSWiFR51kreDOlUnx92RQAV54RCNeJFRESkqti7dy8ffvihWW3feustvv322wK3hYaGEhoayvfff0/v3r1ZtmwZXl7lM6PG2m5tXQcPF0cuJWfk22bp0nOB/l64ONqRmpFd4Pbc2UvfPdEdezsDcckZHI6K59C5eA5F5vx7PCaB+NRMtp+KZfupWNO+jvYGmvu4mxJbiWmZfPj7sXyzpDL+nZ309C3NrjuJlat/Gz9mjezIlJUHiY6/cjOdr4VntJWGLZc+rKqsVfpQRESkotFfNxGp8qyZvMlNZOWeUBQ3+ysmIa1Upf0sVbrP1mvEi4iIiFhCdnY2Y8eOJTMzEx8fH2JiYops7+DgQNeuXenZsydt27bF19eX2rVrc+nSJY4cOcKXX37JgQMH2LRpE0FBQWzevBk7O7si+6yIgkNjC0xi5bJk6bmVe88WmcSCvLOXPF0d6dakFt2aXBk3PTObEzGJHDwXZ0puHYqMJyE1M+d5ZLxZsSzYepqxvZpYbKZU/zZ+9GzmTdup6wCYP7qLxdcYKw1bL30oIpV3mQMRkeIokSUiVV5ZJm9Uuk9ERESk/H388ceEhITQqlUr7r33XqZPn15k+9mzZ+PgUPDx32233ca4ceMYOnQoy5YtY+vWraxevZqgoCBrhF6uyqr03JmLSfz35wMADGjnR8jp2FLNXnJysMuZdVXXw/Sa0Wgk4lKKKbG15cQFdp25VGQ/1lgX6uqkVaC/V7knsaDo0of8+7w8Sx+KiNZNE5GqS4ksEZEypNJ9IiIiIuUrPDycyZMnAzBr1iw2btxY7D6FJbFy2dvbM3HiRJYtWwbAX3/9VSkTWWVRei49M5vnlvxDUnoWgY29mPlgB5LTMy02e8lgMNDAy5UGXq7ccYMvTWq7FZvIgqqzLlRhpQ8Bald3ok9Ln3KKTERA66aJSNWlRJaISBlS6T4RERGR8vXUU0+RmJjII488Qp8+fcxKZJnDzc3N9Dg1tXImPYorPQfgd52l5z74/Rh7I+LwrObIhw/eiL2dwaqzl7QuVH7Xlj6cNaIjr684wPnEdGZtPKlZG1Kp2XrpPq2bJiJVlT7JREREREREpEr4/vvvWbVqFV5eXrz33nsW7XvJkiWmx61atbJo37aiuNJzAHVruGA0GrmykpX5thy/wBebcqoMzLi/LfVqVLuueM2hdaEKdnWysHfL2kwZeAPPLP6HWRtPck+Hevh7uxWxt0jFpdJ9IiK2SYksERERERERqfQuX77M+PHjAZgxYwa1a9e+7j4vXLjA8ePHmT17NvPmzQOgVq1ajBgx4rr7tlWFlZ7zcnUkLjWDXWcu858f9/G/Ie1LNHPqYmIaE77fA8Dwrg2LXf/KUopKzuVGr3Wh4O62fnzXPJzNxy8wefkBvnksEIOhan9PpHJS6T4REdukRJaISCVkzXII1V30p0NEREQqnokTJxIVFUWPHj147LHHSt1Pnz592LRpU4HbvLy8WLZsGTVq1Ci2n7S0NNLSrhyvxcfHlzqmsnZt6bncdavWH47m6W938/M/Z3GwMzDj/nbYmZEAMhqN/OfHfZxPSKO5T3Um3x1g7beQR2HJOV9PF6YEBZRZUs2WGQwG3hjUhts/+ostJy7wy75IBravW95hSTmz9TJ8pRpbpftERGySPmlFRCoha5ZDeKJ3E4v3KyIiImJNW7ZsYfbs2Tg4OPDFF19YZSbJs88+y3//+198fHzMaj99+nSmTZtm8TjKSkHrVt1xgy8zH+zAs0t288OuCBzs7Xj73jbFfr/nbz3Nn0dicHKw4+NhHajmVPzsBksrLDlX1WdiXa2xtxtP92nGh+uP8caqQ/RpWRsPF8fyDkvKkcrwiYhIWVEiS0SkElI5BBEREZEc6enpPP744xiNRiZMmEDbtm2vq7958+aRlJSE0Wjk8uXL7Ny5k1mzZvHZZ58RGhrK7NmzqVOn6OMwgEmTJvHCCy+YnsfHx9OgQYPris0W3N3Oj8zsG3n+uz0sCQ7Dyd7A1IE3FJrMOnQunum/HgHgtbta09rPoyzDzaOg5Jzk9WSfJizfc5bQC0m8v/Yo0wa1Ke+Q5BplOUtK550iIlJWlMgSEamErFkO4er9RERERGzd22+/zeHDh2nYsCFTpky57v78/f3zPO/Vqxfjxo1jyJAhrFq1ii5durB161bq169fZD/Ozs44O1v/Yq05F7VTM7JMjw+dizfrQrN7EeWmB91Yj4wsI//5cS8Ltp3B0d6O1+5una9dcnomzy7ZTXpWNre19uHh7o2KHVfKl7ODPW8MasPIOTv4ZvsZBndqQNv6nuUdltmysq+sghYcGmtzs+4sEV9ZzpJSGT4RESkr+ushIiIiIiIildKRI0eYPn06AJ988glubm5WGcfFxYV58+bRqFEjwsPDmThxIosXL7bKWCVV0ovauTMnivNUn6ZF99OpPhlZ2Uxatp/ZW0JxdLBj3FUlqoNDY/ntQCQnzyfh4+7Mu4PbW6Xko1jeTc29Gdi+Liv3nuO15fv5+ameNpUMKsyaA5FMWXnQ9HzUvBD8bGgdNEvFp1lSIiJSGSmRJSIiIiIiIpXShx9+SHp6Ok2aNCE5OZmlS5fma3PgwAHT4z///JOoqCgAgoKCSpT48vb2pmfPnvz++++sWLGCzMxMHBzK/5TbnIvapeHu4sDnG08W2WZYYEMys7KZvOIgszaeZOG206Zto+aFmB5/9MCNeLk5WTxGsZ7/DmjNhiMx7IuIY/GOMzzUvXF5h1SkNQciGbdoN8ZrXo+KS2Xcot3MGtmxXJNZloxPs6RERKQy0l8qEREpc2VZt11ERESqrrS0nOONU6dOMWzYsGLbv/HGG6bHoaGhJZ7BVbt2bQCSk5M5f/48fn7lP8vDnIvapWFuuemHujdmb0QcP+6KICktq8A28akZlgxNyoCPuwv/6d+S11cc5N01R7mjjS8+7rZ5HJ6VbWTaL4fyJYkAjIABmPbLIfoF+JbLzDJbj09ERMQWKJElIiJlrizrtouIiIiUlbNnz5oeV69evRwjsR1Z2Ub+PnGh0O22fpG+LNcYK4/1zK7HiK6N+HFXBPsi4nhr9WFmPtjBKuNcr+DQWCLjUgvdbgQi41IJDo2le9NaZRfYv2w9PhEREVugRJaIiJQ51W0XERGRsjB//nzmz59fZJupU6cybdo0ADZs2ECfPn1KNdbZs2fZti3n2KVRo0a4u7uXqp/KpqJfpC/LNcasNdaQTvVNjy2Z/LK3M/DWPW0Z9NkWVuw5x9DODejQsIZZMV0tK/vKXKTg0Fh6Na9t0aTmnvBLZrWLSSj899RaTp1P5PONJ8xqWx7xiYiI2AolskREpMypbruIiIhUFMeOHSMiIoJbbrml0DZxcXEMGzaM9PR0AB566KGyCs/mmXvx3VYv0pflGmOlGevbHWdYEhxeZJsfdkWYHl9Poq0gbet78lC3RizYdobJyw/ww5PdTdvMSUqtORDJlJUHTc9HzQvBz9OFKUEB171mVVxKBh/+fizP2mxFsWRpxKKSc0ajkc3HLzD371A2Hj1vdp+2WrpRRESkLOiqoIiIiIiIiEghzp07x6233kr79u2555576NSpE76+vjg4OBAVFcXff//NnDlziIqKAqBNmza88sor5Ry17TD34rutXqQvyzXGSjPWhNtaMKJrI0uFZVJQoq0wL97Rkl8PRHHqQhK939tger24pNSaA5GMW7Q739pQUXGpjFu0m1kjO5YqmZWdbeSn3RHMWHOEC4k5yWUXBztSM7ML3cfH3ZlAf68Sj1WQwpJzr9zZioTUTOZvPc2JmEQADAbo26I2eyLiuJSUXuA6WQbA19PFYvGJiIhUREpkiYiIiIiIiBRj79697N27t8g2d999N/PmzcPNza2MorJ9gf5e+Hm6EBWXqov0VlCWibbCeLg4MrB9XeZsCSUxLSvPtsKSUlnZRqb9cqjA3wkjxa+dVtiMpwNn43h9xQF2h10GoEltN6YG3UByeibjFu029X+tzCwj5y6n0MDL1ez3XZDCknORcamMX7rH9Ly6swODO9VnVI/GNPZ2M+1nKCA+IzAlKMAm15ArS+asIVcaPu7OVvk/JCIilqVEloiIiIiIiEghevbsyaZNm/jzzz/ZsmULYWFhREdHk5ycjIeHB/7+/nTt2pXhw4fTs2fP8g7X5tjbGZgSFFDgRfrcy/K6SF+xZWUbWb0/ssBtuUmp11ccxM+zGsnpWSSmZfJP2KVSr51W0IynOh7OtPR1Z/PxCxiN4Opkz3O3NufRnv44OdgBMGtkR6asPEh0/JVkSB13Z4xATEIaD3y5jcVju9HYu3SJ6KKSc7ns7QxMurMVD3RpgLuLo+n1/m38Cowvl7MZ65pVdiVdQ85c429tzoR+LSzer4iIWJYSWSIiIiIiIlJlTZ06lalTpxa63dHRkZtvvpmbb7657IKqZAq7SO/r6cLztzanfk1XDpyNK3T/1Iwrs3wOnYvHxYyL+uU5y8KcmSMV7T0VJTg0lqhiklIxCWkM+uzvEvc97ZeD9GjqTfM61WnmU50zF5L4z4/78iWLouPTTL9bQe3r8tpdrfH1zPu96t/Gj57NvGk7dR0A80d3oVfz2lxMTGPY19s5eT6JB77axpKx3WhSu3qJYw0OjS0yOQc5ya4b6nrmSWIVFd+fR2JYuO0M//lhL7+Nv5na7s4ljquyMGcNudSMLNM6cD8+2d3s/1ciImL7lMgSEREREREREasqLInw8R/HeXnZfrP7yb1IXZzynGVR0pkjFeE9FSUmoejkTS4PFwdquzvj7uJIVnY2+8/GF7vPkagEjkQlmB1LLTcnPnrgxkJn+F39eqC/F/Z2Bnw8XFj6eHdGzN7OsehEHvhqO0vGdqWZj7vZ4wIcjzYvzqK+X9fG161JLYJDYzkSlcBLP+xl3qgu2FXR2YvmlNG8uiRmQF0PXJ102VNEpLLQJ7qIiIiIiIiIWF1BSQRzZlmURnnOsqiM76koPu7mzRL78qHOpjKBWdlGbprxZ5Frp3m5OfHC7S04dT6JEzGJHDwbx4Wk9CLHuJiUXmA5wuLUdndmydhujJi9gyNRCTz41Xa+HdONlr7FJ7PikjOYtekkczafMmssc79fAC6O9nw8rANBn2xh07HzzP07lDG9mpi9v4iISGWhRJaIiIiIiIiImFirNJ67S/5LEObMsqhoKuN7Kkqgvxd+ni5FJqV8PV0I9PcyvWbO2mlv3duG/m38TK+v2HOW8Uv3FBuPuTPErlWrek4ya+ScHRw8F8+wr7ez6LGuNPCqZmoTHBpLr+a1sbczkJqRxfytp5m18SRxKRkAONobyMgqeJWsgr4P5mhRx53/Dghg8vIDzFhzhG5NatGmnmep3qOIiEhFpUSWiIiIiIiIiJhYqzTeU32aljYksWHmJKWmBAXkK/dX1NppU4IC8iSxwPyZTCWZ8XStmm5OLB7TjYfm7mBfRByDv9hKtauStKPmheDr4cJtrX1YfziGqPicpFmLOtWZeEcrMrKyeerb3YD53wdzjOzakL+Onef3Q9E8t/QfVj17k8rmiYhIlaK/eiIiIiIiIiJiYq3SeO4uDny+8aTF+5XyV9Kk1NX7FbR2WkHJntLM/CoNT1dHvnmsK4M+3cLpi8kkp2fl2R4Vn8qiHWEA1KtRjQn9WnBvh3qmmEvzfSiOwWBgxv3t2BfxF6fOJ/HGqkNMv69dKd+hiIhIxaNEloiIiIiIiIiYWKs0XnJ6psX7NJe1yiX6uDtXuDKC1vpedGxYk/Uv9DYrKXW1gtZOK6xdaWZ+lUZ1ZwdSMrKKbOPh4sC6CTfj5pz30lpJknMl4eXmxIdDb2TEnB0sCQ7n5ua1ubNt6RJjIiIiFY0SWSIiIiIiIiJSqVmrXOL4W5szoV+L0oZVLqz5vXiidxPT86KSUqVV2plfJRUcGpun/4LEp2ayLyKO7k1r5dtmbnKupHo08+bJ3k2ZtfEkryzbT/sGNajh6miRvkVERGxZpUxkhYWF8fHHH7N69WrCwsJwdnamWbNmDB06lKeeegpXV1eLjLN06VLmzZvHvn37uHTpEr6+vvTq1Yunn36abt26mdXHxYsX+fjjj1m+fDmnT5/GaDTi7+/PPffcw3PPPUetWvkPiIqTnZ1Nz5492b59u+k1o7HgxUavlpmZyZw5c/j22285fPgwiYmJ1KtXj9tuu43nnnuOgICAEsciIiIiIiIiUt6sVS7Rx93Z4n1aW0X/XlhrxtPVYhJSLdrOkl7o14KtJy6wNyKO57/bw1cPdTJtCw6Ntfj3QkRExBZUukTW6tWrGTFiBHFxcabXkpOTCQkJISQkhNmzZ/Prr7/SpEmTInopWmpqKkOGDGHVqlV5Xj9z5gxnzpxh8eLFTJ06lcmTJxfZT0hICIMGDSIyMjLP6/v27WPfvn3Mnj2bFStW0Llz5xLF9/nnn+dJYpnj4sWL3H333ezYsSPP6ydPnuTkyZPMnz+fzz//nEcffbRE/YqIWJI5ZVBKo6CSMGU5loiIiIhYl7XKJVZE1vxelFX5SGvNeMrl427e98fcdpbkaG/HzAc7cPfHmwkOjeWmGX+ato2aF4KfhWeniYiI2IJKlcjau3cvQ4cOJTk5merVqzNp0iT69u1LSkoKS5cu5euvv+bo0aPcfffdhISEUL169VKN89hjj5mSWH379mX8+PHUrVuX/fv38/bbb3Py5Elef/11/Pz8GDNmTIF9nD17lqCgIKKjo3FwcOCFF15gwIABAKxatYoPPviAc+fOMWDAAHbt2kW9evXMiu3s2bO89tprGAwGatWqxYULF4rdJysri/vuu8+UxLrvvvsYO3YsXl5e7NixgzfffJOYmBgef/xx6tWrxx133GFWLCIillbSMijmKqgkTFmOJSIiIiIitiPQ3ws/Txei4lIpqL6NgZxyhoH+XmUdGgCNvd0Y3Kk+C7adITEt71peUXGpjFu0m1kjOyqZJSIilUalSmQ9//zzJCcn4+DgwLp16+jevbtp2y233ELz5s2ZOHEiR44c4YMPPuD1118v8RibNm1i8eLFAAQFBfHzzz9jb5+z6GmXLl0YOHAgnTp1IiwsjIkTJzJ48GBq1KiRr5/XXnuN6OhoABYvXsyQIUNM23r16kXnzp0ZOnQo0dHRTJ48mblz55oV3zPPPEN8fDyPPvooJ0+eZNOmTcXu88033/DXX38B8NRTT/HZZ5+ZtgUGBnLnnXfSqVMn4uPjefbZZzl06BAODpXqV0dEKghzyqCkZmSZ6vj/+GR3sxfpLs+xyoqtzzKz9fhEREREpGqwtzMwJSiAcYt2Y4A8yazcuV9TggLKrYRfVraRtYeiC9xmJCfGab8col+Ar8oMSqWl80eRqqXSZCNCQkLYuHEjkDNj6uokVq4XX3yRefPmcfjwYT766CMmTZqEo2PJFsV89913AbC3t+fzzz83JbFyeXt7M2PGDIYNG8alS5eYM2cOL774Yp420dHRLFq0CIA77rgjTxIr15AhQ7jjjjtYu3YtCxcuZPr06dSpU/QF1WXLlrF8+XK8vb159913uf/++816T++99x4ANWvWND2+WrNmzZg0aRKTJk3i+PHjrFixwuy+RUQsyZwyKFeXMwmo64GrU+n+1JXlWGXF1meZ2Xp8IiIiIlJ19G/jx6yRHZmy8iDR8VculvvaQOm+4NBYouIKX5/LCETGpRIcGkv3piVfe12kItD5o0jVYttX3Epg+fLlpsejR48usI2dnR0PP/wwkyZN4tKlS2zcuJF+/fqZPUZiYiJ//PEHAP369aN+/foFtrvvvvvw8PAgPj6eZcuW5UtkrVy5kqysrCJjBRg1ahRr164lKyuLlStXMnbs2ELbxsfH89xzzwE5ialatcw7UDl+/DiHDh0C4IEHHsDV1bXQWCZNmgTkJMyUyBJLy8q+co+buQvUlmYfkarM1meZ2Xp8IiIiIlK19G/jR89m3rSdug6A+aO72MR5Z0xC4Ums0rQTqYh0/ihStVSaRNbmzZsBcHNzo1OnToW26927t+nxli1bSpTICg4OJi0tLV8/13JycqJbt26sW7eO4OBgMjIy8sz8yo21uH6ujbWoRNYrr7zC2bNnufnmmxk1apQ5b6dEsfj6+tKiRQuOHTvGli1bzO6/vCnRUTGsORDJlJUHTc/NWaC2NPuIVHW2PsvM1uMTERERkarn6msIgf5eNnFNwcfdvLJn5rYTqYh0/ihSuMpYerPS/O89fPgwkFMGr6j1m1q1apVvn5KOcW0/hY2zbt06MjMzOX78OAEBAfn68fT0xNfXt9A+/Pz8TDO7iop127ZtfPnllzg6OjJr1ixz306eWHJjLkqrVq04duwY4eHhJCUl4ebmVqKxypoSHdevLBKBaw5EMm7R7nwL6Ba1QG1p9hERERERETMlROV8WZqLt+X7FKmCAv298PN0ISouNd95cS4/TxcC/b3KNC4REbENlbH0ZqVIZKWmpnLhwgWAQsv95apZsyZubm4kJSURHh5eonGubl/cOA0aNMiz39WJrNx+iusjt5+DBw8WGmtGRgaPP/442dnZvPzyy3nGMUdp3pPRaCQiIoKWLVuWaKyypETH9SuLRGBWtpFpvxwq8MC7sAVqS7OPiIiIiIiUwM55sOkdi3freNNE4EaL9ytS1djbGZgSFMC4RbsxQIHnx/7ebuiMWESkaqqMpTcrRSIrISHB9Lh69erFts9NZCUmJlptnKtnK107Tm4/5sZaUB+5ZsyYwYEDB/D392fy5MnF9nctS72nq6WlpZlKMELO+l1lSYmO61dWicDg0FgizVigduScHXi5OpGVbSQmIc2sfbSorYiIVCaVsTSEiJSR0syuahAI931ddBsnN1g6POfxo2uITbMnNjm9yF2SHL2BkwAcOhdv9gUTfU6J5Ne/jR+zRnZkysqDRMdfOUao4epIXHIGW09e5OWf9jHj/nbY6dqHiEiVUhlLb9p2dGZKTb1yUdvJyanY9s7OOZnDlJQUq42TO0ZB4+T2c72xHj9+nLfeeguATz/9lGrVqhXb37Us9Z6uNn36dKZNm1biWCzF3OSIEh0FK8tEoLkLz247edFqfYuIiFQElbE0hIiUESvNruKmF6489m3Hgk1nzficijM9yr0DuDj6nBIpXP82fvRs5k3bqesAmD+6C72a12bVvnNM+G4PP+yKAFAyS0REKrxKkchycbmSXUxPL/oOMMA0W6ikiZ+SjHP1jKRrx3FxcSE5Ofm6Y33iiSdITU3l/vvv56677iq2r4Jc+56ufl5YLIXFk2vSpEm88MKVk5r4+Pg8pRatzdwEhhIdBSvLRKCDmQfSD3drRFOf6tjZGQi7mMTXm0OL3UeL2oqISGVSGUtDiEgZ6TwaWt5ZdJvMFJjbP+fxo2vAwYxzZRcP2PKB6ak5n1Oloc8pkaJdfYNpoL8X9nYGBt1YD4PBwPNL/+GHXREYyUlmqSqNiIhUVJUikeXu7m56bE65wKSkJMC80n6lHSd3jILGcXd3Jzk5+bpinTt3Lhs2bMDd3Z2ZM2cW209hrn1PRSWyinpPV3N2ds4ze6usmZvAUKKjYOYm+KLjS58ITM3IYs6WUD4p5o5NA+Dr6cKUgTfkWSNr1b7IIhe1renqqEVtRUSkUqmMpSFEpIy4++Z8FSX9yrkevu1yygYW5+p9MO9zSkTKzsD2dTEAz3+3hx+vmpmlZJaIiFREleLs1sXFBW9vby5cuEBERESRbS9dumRKyJR0llD9+vVNjyMiIujcuXOhbcPDw02Prx2nfv36REdHFxvr1f1c28eMGTMA6N27N5s3by5w35iYGNPjpUuXAjnrXAUFBeWJJVdERATe3t7FxmIwGPLsZ2sC/b3w83QpMtHh5+miREchzE3w/W/dEQwGGNCubr4D4azsK9/54NBYejWvbWrzx+Fo/m/VIc5cTAagaW03Tp5PyrdAbW6PU4IC8vRvzqK2l5Mz+HFXOA90aWjWexERERERERGpbILa1wWuJLOMRnh3cLtyjkpERKTkKkUiC6B169Zs3ryZEydOkJmZiYNDwW/tyJEjefYpiYCAgAL7KWocBwcHmjVrlq+fXbt2ERcXR1RUFL6+Bd8dFxkZSXx8fIGx5pb5W7VqFatWrSo29mHDhgHQqFGjPImsa9/TjTfeWOx7atCgAW5uZtyhV07MSXQ09HJF9yAVrEvjmrg62ZOcnlVoGwMQcSmV8Uv3MHP9cZ7q24xBN9bF0d6ONQcimbLyoKntqHkh+Hm68GTvpmw8GsOGo+eBnBIhr97VmkE31mXtwah8C9T6erowJSiA/m388o1f2KK2fp4uNK3txpYTF3n5p/3EpWTw+M1NLfBdEREREREREal4gtrXxWCA8Uv38NPuCIwYeX3AlWtB1958amlF3egqIiJirkqTyLrpppvYvHkzSUlJ7Nq1i65duxbYbtOmTabHPXv2LNEYXbp0wcnJifT0dDZt2sQrr7xSYLv09HS2b9+eZ59rY/3mm29M8TzwwAMWj9VcN910U57xHnzwwQLbRUVFcezYMavGYkmFJTq8XB25nJLBjtBY3lx9mMkDWmMw6ADqap/8eaLQJFbud+p/Q9tz7lIKc/4O5dSFJF76YS8z/zjGzc1rs3hHWL7kYWRcqim55Whv4NGb/Hn2luZUd875CCpsgdqiDm4L28fOAO+sOcKXm07x9q9HuJycwX/uaKmfs9ismPhUYhLSim9YQj7uzirvIyIiIiIiDGhXFwMGnlv6D8t2n+XX/ZGmbbk3nxZ2I+n1KOxGV2uMJSIilVulSWTdc889TJ8+HYB58+YVmMjKzs5m4cKFANSoUYO+ffuWaAx3d3duvfVWfvvtN9avX09ERESBJfaWLVtmmkl177335ts+cOBAxo0bR3Z2NvPmzSs0kTV//nwA7OzsGDhwYJ5tp0+fLjbePn36mJJhRmPBRfZatGhB69atOXz4MN9//z3vv/8+rq6uhcZS2HuyRYUlOlbuPcuE7/Yy9+9QalV34um+zYrpyXps7c6kuVtCmfnvulVDO9dn07HzRc6SGn2TP4u2n2H25lOEx6bw7Y6wIvt3drDjl2dvokUd93zbClqgtjiF7TPpztbUqObEjDVH+HzjSS6nZPDGoDa660ts0rc7wkz/7yxp/K3NmdCvhcX7FRERERGRiufudn7sCb/E15tDSc3IzrMtKi6VcYt2M2tkR4slmNYciGTcot35bnS1xlhlzdau5VzL1uMTESmNSpPICgwMpFevXmzevJk5c+bwyCOP0L179zxt3n//fQ4fPgzA+PHjcXR0zLN9/vz5jB49GoApU6YwderUfOO89NJL/Pbbb2RmZvL000+zbNky7O3tTdsvXLjAyy+/DOQky8aMGZOvD19fX0aMGME333zD2rVr+fHHHxk8eHCeNj/88ANr164F4KGHHiq0/KAlvPTSSzz22GPExsYyceJEPv300zzbT548aUoSNm3atMIksqDgRMe9HepzKSmD/1t1iPfWHqWmqxPDu5b9Wkq2dmfSj7si+L9VhwCYcFsLxt/WnITUjCJnSVV3duDJ3k15pHtj3v71MN9sP1PkGGmZ2VxMTIc61nsfucb1aYpnNUdeW76fxTvCiE/J4IOhN+LkYGf9wUVKYETXhvQLKPo/RWpGFoO/2AbAj092x8XRvsj2kDMjS0REREREBHKSG6v2RRa4LTftMfHHfUTFp2JnMFxZjuHf6iaGKw/J3XrleZ6mGI0w/bcjBS71YPy3/bRfDtEvwLfCJVhs7VrOtWw9PhGR0qo0iSyAmTNn0rNnT1JSUrj99tt59dVX6du3LykpKSxdupSvvvoKyJmF9OKLL5ZqjFtuuYUHH3yQpUuXsnLlSvr168fzzz9P3bp12b9/P2+99RZhYTmzUt555x1q1qxZYD9vvfUWa9as4fz58wwbNoydO3cyYMAAIGfdq/fffx+A2rVr8+abb5YqVnM98sgjzJ07l7///pvPPvuMqKgoxo4dS82aNQkODuaNN94gPj4eOzs7Pvnkk0LXH6tIHr3Jn9ikdD7dcIL/Lt9PTVdH7mxbdn/Qbe3OpLUHo3j5p30APNrTn+duzZmlZu4sqWpO9nRuXLPYRBZATEKqBSI2z/CuDfGo5sCE7/awal8kiWmZzBrRSXcniU3x8XAptgRgcnqm6XFAXQ9cnSr+57CIiIiIiCWZU7I7NeNKGf1D5+LNukHM3aVyHHsHh8YSGVf0+Xh8aiZTVx6yeixGcpYgCA6NpXvTWlYfz1Js7VrOtWw9PhGR61E5/hr/q0OHDnz33XeMHDmS+Ph4Xn311XxtWrRowerVq3F3z1/azFxz584lPj6eX3/9lQ0bNrBhw4Y82+3s7Jg8eTJPPPFEoX00aNCAX375hXvuuYeoqChmzJjBjBkz8rTx9fVl+fLlBZYvtCR7e3uWL1/OXXfdRUhICD/99BM//fRTnjZOTk58+umn3HnnnVaNpSy9eHsLYpPTWbwjjPFL9+BZzZEezbytPm5WtpFpvxyymTuT/j5xgWcX/0NWtpHBnerz37tLt26Yj7t5a/GY285SBrSrmzNzbNEuNh49z4BPNpOQeiUpoLuTREREREREKr6SluzOrXhQnKf6NC1tSDbF3JtKb2zgSd0a1chdocL0779XMa48z7udq7ZHxqdy6Fx88THFl92NrteruGs5AJNXHKRp7er/XlMxkm2EbKMR41X/5j7ONuZ8R43GnHZXv46RK/vCVa/ltr3yb+72zCwjU1cetJlrTSIillapElkAQUFB7Nu3j5kzZ7J69WoiIiJwcnKiWbNmDBkyhGeeeabANaBKolq1aqxevZrFixczf/589u7dy+XLl6lTpw69evXimWeeyVfWsCBdu3Zl//79zJw5k+XLl5vWvfL392fQoEE8//zz1KpVNnemeHt7s3XrVr7++msWL17M4cOHSUpKom7dutx6662MHz+eG264oUxiKSsGg4E3BrXhcnI6v+6PYuzCnSx5vBvt6tew6rjF3QWVe2fStJUHGdShLjfU9TTrLrHS+CfsEmMX7iQ9K5v+N/jyzn1tsSvlAU2gvxd+ni5ExaUWeOBkIGeNrUB/r+uKuTT6tPRh0WNdGTlnByfPJ+XbrruTREREREREKjZzSnaXhruLA59vPHnd/ZT3jDFzbyp9uX/r654lte3kRYZ9vb3YdjP/OE41J3v6BdQp1Q21ZcmcGW3nE9Lo9+FfZRRRyVTUWXAiIrkqXSILoFGjRnzwwQd88MEHJdpv1KhRjBo1yuz2w4cPZ/jw4SWMLi9vb2/eeOMN3njjjevqpyAbN24sUXsHBwfGjRvHuHHjLB6LrbK3M/DhAzcSlxLC3ycuMmpeCN8/0Z06HlfWlrF06Tlz74JauP0MC7efwd7OQMs67rRvUIP29T1pV78GLepUx8G+ZGs9XVtOz8fdhdHzQ0hOz+KmZt7MHHZjifu8mr2dgSlBAYxbtJuce4+uyP3OTQkKKLc7fzo0rEl1ZwdSM9LzbdPdSSIiIiIiIkUrTSImOT2L2KT852BXc3O+kqy5nuSNOSW7S+PqMt/Xo7xnjJXlzafFjZXr1IUkHv9mF6183Xn2lubc2ca31DfXWpPRaGTbyQtmtXVxtMPZwR47Q84N1Ln/GgC7q58bcp6b/oX8r+XuZ3d1G0PevslpH5uUzvGYxGLjK8vlHqTsmPP5XBo+7s5W+Vwtb1pypGKqlIkskZJwdrDny4c6M+Lr7eyNiGPIF1txuOrDy9Kl58y9C6pjwxqExaZwITGNQ5HxHIqMZ0lwzjYXRzva1PWkfYMatKvvyY0NatDQy7XQO5gKWuzTzpAzVf3GBjX48qFOODtc/6yv/m38mDWyI1NWHiQ6/sofUF8bKN0XHBrLhcTCT6B0d5KIiIiIiEjhrJWIKc0+FbHcX3nPGCvLm0/NGevdwe0IvZDEwm1nOBKVwNOLd9PMpzpP921KULu613WjraVcTk7np91nWRIcxgkzkkQA80YFlss1BXNnwf28O4LuTWuV+bIPYl0l/Xw21/hbmzOhXwuL91ueCrpGqiVHKgYlskSA6s4OzBsdyJ0z/8qTgMllydJzgf5e+Ho4E1XAOHDlLqgfnuyBnSEnubIv4jJ7wuPYF3GZfRFxJKZlsvPMJXaeuWTar4arI23r5SS12tXPmb3l4+FS6GKfuTcfPNStIW7Olvso6N/Gj57NvGk7dR0A80d3sYk7G8y960h3J4mIiIiIiORXmkRMbFJ6sTOyvNwc8XJzLrLNtSxV7q8s2cKMsbK8+dTcsR6/uQnz/j7NvL9DORGTyITv9vLR+uM83acZ93Soh5ND2Sa0jEYju85cYvGOMFbvjyQtMxuAao52YDCQkp5V4H7luZwCmD8LbuOxC/R9byNP9W3GYzf5W20pCylb5nw+p2ZkmW4W+PHJ7mb97H3cS/bZbOsKu0aqJUcqBiWyRP7lWc2R7EL+2luy9Jy9nYGODWvy64GofNsKuguqbo1q1K1RzfRBmp1t5NSFJPaGX85JcEXEcfhcPJeTM9h8/AKbj1+Z7u7r4cyl5IwiD2L+t+4Y93Sob9FE09V9Bfp7lXsSC8yfCae7kkRERERERPKzViLmWuaUyDp/1XZzyxFW1hJZJVWWN5+aM1YNVycm9GvBmF7+LNx2hjlbQjlzMZmJP+1j5h/HebJPU4Z2rm+RKjJFiUvJYPk/Z1m8I4yj0Qmm11v7eTCia0MG3ViXv09cYNyi3YDtLadgziy4l+5oybpD0ewNv8x7a4+yeEcYr97Vmrva+tr8GmVSNHM+n69OegfU9cDVqWqlBbKyjUz75VCB10i15EjFULV+Y0WKEBwam+dg+FqWKj138Fwc6w5FAznJs7iUDNM2c+6CsrMz0MynOs18qnN/p/oApGdmczQqgT0Rl9kXfpm9EZc5HpNY6Kyvq1WVcnplWQ9cRERERERESsdaJQwtVSKrNGuF2VqirSxvPjV3LHcXR57u24zRPRvz7fYwvvzrFGcvpzB5+QE+/fM4T9zclGGBDanmZLmEltFoZE/4ZRbvCOOXfedIzciZfeXiaEdQu7oM79qQGxvUMCV5bHk5BTAvvnG9m7Jy7zne+e0IZy+n8PTi3XRpXJPJAwJoV79G+QUvYmXBobFExhVehUlLjtg+JbJE/lUWpecysrKZ+OM+MrON9L/Bl3cHt6XdtN+B67sLysnBjrb1PWlb3xO6NQIgMS2TLzed5JM/TxS7f1Uop1fU3Un8+7w8754SEREREanQEqJyvizN3TfnS6oMa60lZakSWbaeaKvoXJ0cGHtzEx7q3oilwWF8sekUUfGp/N+qQ3y+8QRjezVhZLdG17VEQkJqBsv3nGPxjjAOR8abXm9Zx53hXRtyT4d6eFZzLHBfW11OIVdx8dnZGbinQz1uv6EOX/11ii82nSTk9CUGfvo393esz8T+LamjmYtSCWnJkYpPiSyRf5VF6bmv/jrFwXPxeFZz5P/uuSHP4qWWvguqurMDPZp6m5XIqirl9Aq7Owmge5Na5X73lIiIiIhIhZF91ToxZ7ZCeDD89a7lx+n9CvSdZPl+xWaVVQnD0rL1RFtl4eJoz6ie/gzr2pCfdp3l840niLiUwvTfjjBr00ke6+nPIz0b4+FyJeGUddV6EcGhsfkSTPsj4lgcfIYVe86R/O9aV04Odgxo68eIbg3p2LCmWSX2bHE5hauZE5+rkwPP39aCB7o04N01R/n5n7P8tDuCX/dH8lSfpoy9uYnWz5JKxdzP2KpyjbQiUiJL5F/mLIzpdx2l545HJzBzfc5dW1OCAvBxdynRoqyloXJ6+V17d9Lku1vzxurDbA+9yMFzcdxQ17OcIxQRERERsXGHVsJvE688/3YwVPeFfm+A/82F75eZAnP75zx+dA04VCt+LM3GEhtj64m2ysbZwZ7hXRsypHN9lv9zls83niT0QhLv/36MrzafYnSPxjx6kz/bT11kysqDpv1GzQvBz9OFl/u3IiUji8U7wth/Ns60vWltN4Z3bcT9HetRw9WpPN6aTfDzrMaHD9zIIz0a83+/HGR32GXe//0YS4LDePnOVgxsX1frZ0mFl56Zzfc7w4ttdz3XfcX6lMgS+VdxpecA7rmxXqnutMnKNvKfH/eRnpXNLa18uLdDveuO1xzmLPZZFcvpXf1+h3VtyJ6IOH7Ze463Vh/m2zFddZAmIiIiIlXLtbOrmt4CdoXciX9oJXz/MPnOmBKj4ffXYehCCBhY8L7pSVce+7YDJ7frCltEqg5HezuGdG7AfR3rs2rfOT798wTHYxL5+M8TfPnXKdIys/PtExmXyvPf7TE9d7K34862vgwPbEigv5fO/a9yY4Ma/DSuB7/si+SdXw9zLi6V8Uv3sGDraSYPCKBDw5rlHaJIqSSkZvDUt7vZfPwCdgbINlLodd8b6npQxS6RVih2xTcRqTpyS8/5eOSdblrt3+nU87aG8k/YpRL3O+/vUPaEX8bd2YG37m1TpgdLhb0nX08XZo3sqHJ6wMQ7WuLkYMfWkxf580hMeYcjIiIiIlJ2Dq2EzwKvPP92MHzUJuf1a2VnwZqXKfjyz7+vrXklb2JMRMSC7O0MDLqxHmufv5lZIzrSyte9wCTWtfu8cmdLtr96KzMf7EDXJrWUxCqAwWBgYPu6/PlSH17s1wJXJ3t2h13m3s+3MuG7PUTGpZR3iCIlEh2fygNfbmfz8Qu4OtkzZ1QXvijgGqmHS85cn/WHY3j15wN5ypSK7dCMLJFrFLQwZrcmtXhy0S42Hj3PYwt28tO4Hvh7m3f3YOiFJN5bexSA1+5ujZ+nGeUzLMzWFyMtbw28XBndszFfbjrF278e5uYWtXG0V55fRERERCq5wmZXxUfmvD50IbToD4lRkBAFJ/+E+HNFdGiE+LM5s7r8e5kXQ8K/fVuau6/KEkqxYuJTiUlIK7JNasaVxOyhc/FmrRvk4+6s8oNWZmdn4M62ftRwdWTY1zuKbJuVbaR9/Zp4uVXdEoIl4eJoz7O3Nmdolwa8t/YoP+6K4Od/zvLbgUieuLkpT/RugquTLimLbTsRk8Ajc0M4ezkF7+pOzB3VhXb1awAUeI30p10RvLJsH0uCw0hKy+T9oe11bdDG6FNHpADXLozp4mjPZ8M78uBX29l/No5H5gbz07ge1C5mocDsbCMv/7SPtMxsejarxQNdGlg79ELZ+mKk5e3pvs34YWcEJ88nsSQ4jIe7Ny7vkERERERErMec2VU/PALGomc6FCgx2vy2O+fBpndKPkZxer8CfSdZvl+pVL7dEcbMP46b3X7wF9vMajf+1uZM6NeitGFJCRSXiLzSLtXKkVQ+dTxc+N+Q9jzcvRFvrDpEyOlLzPzjON+FhPPynS0Z1L4edrq2JDYoODSWsQt3EpeSgb+3GwtGB9Kwlqtpe0HXSId2aYCrsz3PL93Dyr3nSE7P4tPhHcy6eUHKhhJZImZyc3Zg7qgu3D9rK2GxyTy2IIQlY7vh5lz4f6Nvd5whODQWVyd73rmvnaau2zAPF0cm3NacySsO8tH649zToR4eLo7lHZaIiIiIiHWc2VrM7CquJLHsnXJmNzm6wfnDxfddvY75cXQeDS3vLLpNZgrM7Z/z+NE14GBGlQvNxhIzjOjakH4BJfh9NZNPMTe9iuX4uJs3883cdpJfu/o1+P6J7vx2IIq3fz1MxKUUJny3l/lbz/D6gAA6NdL6WWI7ft0fyfPf7SE9M5uODWsw+5EuZs/GHNCuLq5O9oxbtJv1h6N5bEEIXz3Uuchrv1J29FMQKYHa7s4seDSQ+2dtZV9EHM8s3s3XD3fGoYCppuGxyUz/7QgAL/dvRQMv13xtxLYMC2zI/K2nOXk+ic82nGDSna3LOySzXV2/Nzg0VqUjRURERKRo5s6aGjATOj0CBkPOLK6P2uSUHixwJpcBPOpCox7mx2FOCcD0pCuPfduBk3ll3kWK4+PhohKAFVygvxd+ni5ExaUW9qmEr6cLgf5eZR1apWIwGLirrR+3tPJh7t+hfPbnCfaGX+b+WVsZ2L4uL9/Zino1yn4pDZGrzdkSypurD2E0wu0BdZj5YAeqOZVsRtUtreowf3QgYxaE8PeJizw0ZwfzRgfiWU03u5c3FXoUKSF/bzfmPNIZF0c7Nhw9z2s/H8BozHu4ZDQaefXn/SSnZ9GlcU0e6taonKKVknCwt+O1u3OSV/O2nCY8NrmcIzLPmgOR3PbBJtPzUfNCuGnGn6w5EFmOUeV1baJNC2eKiIiIlDNzZ03VapqTxAKws4f+M/7dUNBNU0boPz2nnYhIGbC3MzAlKADI/6mU+3xKUIBu9LQQF0d7nurTjA3/6cMDnRtgMMDKvee45X8beX/dUZLSMss7RKmCsrONvLnqEG+sykliPdStEbNGdipxEitX96a1WDSmK57VHNkddplhX23nQqJ5ZUzFepTIEimFDg1r8umwjtgZ4Lud4Xy0/nieC/PvrzvG5uMXcHaw493B7VUzuALp29KHns1qkZ6VzYw1R8o7nGKtORDJuEW7iY7P+wc1Ki6VcYt220QyqyIk2kRERESqnEY9cmZPFZiQIud1j3r5Z1cFDIShCwufRZUYY8koRUSK1b+NH7NGdsTHI29JR19PF2aN7Ej/Nn7lFFnl5ePuwozB7fjlmZvo6u9FWmY2n/x5gr7/28iPuyLI1s2rUkbSMrN4buk/zN4SCuRUxfq/QTdcd/K6Q8OaLH28G97VnTkUGc/QL7cRGZdiiZCllJTIEiml2wLq8MY9bQCY+cdxer7zp2nb3L9PAzCgnR/+3ip7UZEYDAZeuysAgwFW7Ytkd9il8g6pUFnZRqb9cqio5bmZ9suhcp39VBESbSIiIiJVUpGzq/593v+dgmdXBQyEp4OvPB/xI9z+Vs7jdf+FGDPW0RIRsaD+bfxY/0Jv0/P5o7uw5eVblMSysjb1PFn6eDe+GNmJhl6uxCSk8dIPexn02d+EnI4t7/CkkotLzuDhOcGs2heJo72BDx9oz7g+TTEYLDOhoLWfB98/0Y26ni6cOp/E4FnbOHMxqfgdxSqUyBK5DiO6NuLONjl3Isan5p8+vWz3WV2or4AC6nowpFN9AN5cdShf6UhbERwaS2RcaqHbjUBkXCrBoeVz8FgREm0iIiIiVVphs6s86ua8HjCw8H2vTnA16gHdnoKmt0JmKvw0BjIKP04VEbGGq2dgBPp7qZxgGTEYDPRv48vvL9zMpDtbUd3Zgf1n4xjyxTae/nZ3hVm2QSqWc5dTGPLlVnaExlLd2YH5owO5t0N9i4/TpHZ1fhjXg8a1XDl7OYUhX2zjWHSCxceR4imRJXIdsrKN/BN+ucg2ulBfMb14e0uqOdqzO+wyq/fbZjIyJsG8iwPmtrM0W0+0iYiIiEycOBGDwWD62rhxY4HtUlNTWbFiBc8++yxdu3bFy8sLR0dHvLy86N69O1OnTiUy0jaPGYtV0Oyq5/cXncQqiJ0d3DMLXL0h+gD8Mc2ycYqIiE1zdrDnid5N2fBSH4YFNsTOAKv3R3LrB5t4d80RErV+lljI4ch47v38b45FJ1LHw5nvn+hOz2beVhuvXo1qfP9kd1r5uhOTkMYDX25jf0Sc1caTgjmUdwAiFVlwaCxRZl6o7960VtkFJtetjocLT/RuwkfrjzNjzRFusuIfxNKq6epoVjsfdxcrR5JfWmYWy/ecNatteSXaREREpGrbu3cvH374YbHt9u3bx0033URCQv67by9dusT27dvZvn07H3zwAbNnz2bo0KHWCNe6rp1dVVA5QXO414FBn8GSB2D75zkztJrfZpkYRaqgmPhUYhLSimyTmpFlenzoXDwujsX//3V30eVAsZ7a7s5Mv68tD3dvxBurDrH15EU+33iS73dG8J87WjC4UwPNlpNS23riAk98s4uEtEya+1Rn/qOB1KtRzerj+ri7sPTxbjwyL4S94ZcZ9vV25o7qQqC/l9XHlhz6yyVyHWx9Roxcn8dvbsKS4DDCY1NYtP1Mife/eiZecGgsvZrXttjB2j9hl3hj1aFi2/l5ulj8j2pR7yspLZPFO8KYveVUvnWxClMeiTYRERGp2rKzsxk7diyZmZn4+PgQExNTaNv4+HhTEqtnz54MGDCAzp07U6tWLc6fP8+yZcuYPXs2CQkJDB8+HHd3d+68886yeiu2p2V/6DIWQr6G5eNg3FaoXru8oxKpkL7dEcbMP46b3X7wF9vMavdUn6alDUnEbK39PPh2TFfWH47hrdWHOH0xmZd/2s+CrWd4PSiAbk10w7eUzIo9Z3nph71kZBnp6u/FVw91xtPMm7wtoYarE9+O6cpj80PYERrLw3N38OVDnendQsc5ZUGJLJHrYO4FeF2or5hcnRx46faW/OfHfXyx6aTpdXOSUmsORDJl5UHT81HzQvDzdGFKUMB1LTabnJ7J++uOMffvUIzGnDvpElIzMUCBa1F1a1LLonc6Ffa+XuzXgrBLKSzYepq4lAwA6rg7k5yRRWJqZoGxgXUSbSIiIiLF+fjjjwkJCaFVq1bce++9TJ8+vdC2dnZ2DB06lClTphAQEJBv++23386dd97JvffeS1ZWFs8++yzHjx+32ELjFdLtb8DpLXD+MKx8BoYthar8/RAppRFdG9IvoI7F+3V3ceDzjSeLbyhynQwGA/0C6tC7RW0WbjvNzD+Ocygynge/2k7/G3yZdFcrGtVyK+8wxcYZjUa+2HSKGWuOAHB3Oz8+GNoeZ4dSziC/DtWdHVjwaCDjFu1iw9HzjFkQwifDOlzXtT4xjxJZItch0N8LP08XouJSC7xQbwB8daG+Qru/Y31mrj9OxOUU02vFJaXWHIhk3KLd+X4nouJSGbdoN7NGdizyD1xhM562HL/ApJ/3ER6bE8t9Hesx+e4AdoReZMrKg3lmQOUmuH7+5yydGtVkZLdGpfwOFP++IuNSeenHfabn/t5uPNm7Cfd0qMeGIzGMW7S70ETb87c1V0kBERERKVPh4eFMnjwZgFmzZhW6LlauHj160KNHjyLbDBo0iPvuu4+ffvqJkydPsmfPHjp06GCpkCsex2pw/2z4+hY4tgZCZkPg2PKOSqTC8fFwwcfD8jfGJqdrrSIpW04Odozp1YR7O9Tjo/XH+XbHGdYcjOLPIzGMvqkxz/RthrtL2c2skYojK9vItF8OsnBbTqWkMTf58+pdrbErx2tJLo72fPlQZyZ8t4fV+yN56tvdvDe4Pfd3ql9uMVUFduUdgEhFZm9nYEpQzl2Z13585j6fEhSgC/UV2LpDUXmSWLlyk1JrDuRd1DslPYvXVxwsMGmT+9q0Xw7lSVZdbc2BSG77YJPp+ah5IfR45w+Gf72dkXN2EB6bQr0a1Zg/ugsfDL2Rmm5O9G/jx/oXepv2mT+6C3tev91ULmLyigOsMHO9qsLkHDgcKnRmFYCDnYFPHuzA+hd680CXhjg72NO/jR+zRnbEx8M5T1tH+5z/E+sPx2A0FtWriIiIiGU99dRTJCYm8sgjj9CnTx+L9du3b1/T45MnNdMB3zbQb1rO43X/hZjD5RuPiIiUu1rVnXnjnjb8Nv5mejX3Jj0rmy83naLv/zayJDis0GslUjWlZmTx1Le7WLjtDAYDTB4QwH8HBJRrEiuXk4MdHw/rwJBO9ck2wos/7OWbbafLO6xKTTOyRK5T7oX6a2fE+FqgjJyUr9zkTUFyD62eXfIPDWoeISEti4TUDFIzsovs00jODKbXV+ynX4AvrXw9qOPhjMFgKHTGU3R8mul365HujfhP/1ZUd8778X11sjTQ3wt7OwP/uaMlCamZfLP9DC98vxdXJ4dSl6UIDo0lMq7otd4ys414uzvnS9z2b+NHz2betJ26DshJtHlXd+bez//m90PRrNx7jkE31itVXCKVlTkLe5eGj7uzVe7qFRGpKL7//ntWrVqFl5cX7733nkX7Tku78rltZ6d7RgHo+iScWJ/z9eNjMOqX8o5IRERsQEtfdxY+GsiGozG8ufowp84nMWnZfhZsPc3rAwLo0cy7vEOUcnYpKZ3HFoSwO+wyTg52fDj0Ru5uZ1vXWO3tDMy4vx1uzg7M33qaySsOkpCWyVN9mpV3aJWSElkiFlDQhfri1lAS22dO8iYjy8ipC8kl7vvbHeF8uyMcAM9qjrTwqc7ByPgiZzzVcnPi9aAbzP69MhgMTBt4A4lpOSUGn168m3mjutCzFAeEkXH5Z6UVJCah4O/XtYk2VycHnr2lOR/8fowpKw/SvWktrSUncpWSLuxtrvG3NmdCvxYW71dEpCK4fPky48ePB2DGjBnUrm3Zhbk3bboyq75Vq1YW7bvCMhjgnlnweXeIOQh/vnll25mt0PQWsCv79S1ERKT8GQwGbmlVh17Na7No+xk+Wn+cI1EJDJ+9g34BdXj1rtb4e2v9rKooPDaZR+YGc+pCEh4uDsx+pIvNLtti92+1LncXBz758wTvrjlKYmom/7mjZdVeL9UKlMgSsZCCZsRIxVZYUuZaz/RtRv82vnhWc+RoVAJjFu4sdp9u/l6cT0zj9MVk4lIyCDlzqdh9LialExwaS/emtcyKC3L+oL43uB2JaZn8fiiasQt3smhMVzo2rGl2H5uPn+f9dUfNaluSZNS4Pk1ZdyiKA2fjee3nA3z1UCf9kRf5lzkLe6dmZDH4i20A/Phkd1wci78Q6OPuXGwbEZHKauLEiURFRdGjRw8ee+wxi/a9d+9eVq9eDcANN9xAQECARfuv0Kr7wD2fw+KhsHPulde/HQwedaH/DAgYWH7xiYhIuXK0t2N0T3/uubEeM/84zjfbz/D7oWg2Ho3hke6NefbW5nhW0/pZVcX+iDhGzw/mQmK6aWmN5nXcyzusIhkMBl68vSVuzg6889sRPt94kqS0TKYE3WATZRArCyWyREQKYW5Spmczb9rU8wSgbo1q+Hm6EBWXWuDsKgM5ZSe/HdsNezsDqRlZnDyfyNLgML7ZHlbsWOYm167mYG/HJ8M68NiCEP4+cZFRc4P57onuNKrlWuR+py8k8ebqw6w/HJ0TuwEKW84q932V5A4ZR3s7/jekPUGfbOH3Q9Gs2HOOezqoxKAImLew99WLdAfU9cDVSYd1IiKF2bJlC7Nnz8bBwYEvvvjCojfPpKWlMWbMGLKysgB4++23zd7v6nKE8fHxFovJ5mQWUi43PhK+fxiGLlQyS0Skiqvp5sTUgTcwsltD3lp9mA1HzzN7SyjL/jnLhH4tGNalAQ72Kt1bmW04GsPT3+4mOT2L1n4ezB/dhToVqDT+k72bUt3ZgckrDrBg2xkS07KYcX9b/d5aiL6LIiKFCPT3ws/ThcIucxgAv2uSN/b/TinO3X5te4ApQQGmGXsujvbcUNeTu9rWNSum0pbfc3G056uHOtOxYQ3iUzN5aE4wJ88nmrYHh8aaFlVNSM1g+q+H6ffhJtYfjsbBzsCjPf353+D2GMx8X+Zq5evBc7c0z9l/5cFSJepEREREipKens7jjz+O0WhkwoQJtG3b1qL9P/PMM+zcmTMj/5FHHmHgQPMSMtOnT8fT09P01aBBA4vGZTOys2DNy4Vs/PcuqTWv5LQTEZEqr5mPO/NGBzJ/dBea+VQnNimdycsPcNfHm/nr2PnyDk+s5PuQcMYs2ElyehY3NfPm+ye6VagkVq6R3RrxwdD22NsZ+Gl3BM8u+Yf0zOzyDqtSUCJLRKQQJU1K5erfxo9ZIzvi45G3hJevpwuzRnakf5v8i1OWJmlWUm7ODswbFUhrPw8uJKYx6NO/TdtGzQuh5zt/Mnn5Afr+byNf/nWKjCwjN7eozZrne/F6UAD3d6pf4vdljif7NKVNPQ/iUjJ47ecDGAub9iUiIiJSCm+//TaHDx+mYcOGTJkyxaJ9T58+ndmzZwPQqVMnPvvsM7P3nTRpEnFxcaav8PBwi8ZmM85shfhzRTQwQvzZnHYiIiL/6tPShzXje/F/g26ghqsjx6ITeXhuMI/OD8lzY65UbEajkY/WH2PiT/vIyjZyX4d6zB3VBXeXiltO8t4O9fl8REec7O347UAUYxfuJCVdN+xcLyWyRESKUJqkVO5+61/obXo+f3QXtrx8S6HtS5s0KylPV0dG9WgMQPY1+aKo+FS+2X6GC4np+Hu7MXdUZxaM7kIznyu1iEv6vsyRW2LQ0d5gKjEoIiIiYglHjhxh+vTpAHzyySe4uVlu0fgvv/ySV199FYCWLVvy22+/lah/Z2dnPDw88nxVSonR5rVLiLJuHCIiUuE42NvxcPfGbHqpL4/29MfBzsCfR2K448O/mPbLQS4np5d3iHIdMrOymbRsPx+tPw7AU32a8v7Q9jg5VPyUxR03+DJnVGeqOdqz6dh5HpkbTEJqRnmHVaFpMQURkWL0b+NHz2betJ26DshJ3vRqXrvYpNLV2wP9vYptn5s0m7LyINHxV9YR8PV0YUpQwHUli3JlZefc6VIUDxcHfn2uF9Wc7AvcXtL3ZY7cEoPv/36MKSsP0qNpLaq76E+UiIiIXJ8PP/yQ9PR0mjRpQnJyMkuXLs3X5sCBA6bHf/75J1FROQmVoKCgQhNTS5Ys4amnngKgUaNGrF+/ntq1a1vhHVQC1euY127D22DvCK0Hgt01F7CuLjt4Zis0vQXsCj5WFRGRysfT1ZHXgwIY0a0h0389zPrDMcz7+zQ//3OWCbe1YHjXhjhqHaIKJSktk2cW72bD0fPYGWDaoDY81K1ReYdlUb2a12bhY4E8Oi+E4NOxjJi9gwWjA6np5lTeoVVIukooImIGayRvClLapJm5gkNjiYwreh2q+NRM9oRfpnvTWhYZ01xP9mnK2kNRHDgbz6s/H2Dmg+3LdHwRERGpfNLScm4OOnXqFMOGDSu2/RtvvGF6HBoaWmAia+XKlTz88MNkZ2fj5+fHH3/8Qf369S0XdGXTqAd41IX4SExrYuVjgEun4IdHwLsF3PQCtB2ck9g6tBJ+m3il6beDc/rrPwMCzFuP7LokRFlntpi7b86XiIiYrWnt6sx+pAubj5/nzVWHORqdwJSVB/lm+xn+e3dr+rT0Ke8QxQznE9J4bEEI+yLicHG04+MHO3D7DZXzb2KXxl4sebwbD88NZl9EHA98tY1Fj3XFpwKu/1XelMgSEbEx1kyaxSQUncQqaTtLyi0xGPTJFtYfjmbVvsgyj0FERESkKH/88QdDhw4lMzOTWrVq8fvvv9O0adPyDsu22dnnJJ2+f5icotlXJ7P+Pc4d9BlcOg3BX8KFY7D8Sdj4NjTpC7sXki8BFh+Z09/QhdZPZu2cB5vesXy/vV+BvpMs369UeTHxqcQkpBXZJjXjyizHQ+ficXEsfoajj7uzLryKzejVvDarn6vF0pBwPvj9GCdiEhk1L4TeLWrz37tb07xOzhIJWVetqRAcGmvRG4WldE6dz/lZhcUm4+XmxOxHOtOxYc3yDsuq2tTz5LvHuzFyzg6ORScy5MucZFYDL9fyDq1CUSJLRKQK8XE378TD3HaWdnWJwTdXHzK9rgNOERERKY358+czf/78IttMnTqVadOmAbBhwwb69OlTYLutW7cyaNAg0tLS8PDwYO3atdxwww0WjthGmDMLKTPlyuOofeBQrfC2NRpCv/+DbZ/mXTPLoy70f+dKMqrHs7BzDmz7DC6Hwe4FhXRoBAyw5hVodbd1ywx2Hg0t7yy6TWYKzO2f8/jRNUV/L3JpNpZYybc7wpj5x3Gz2w/+YptZ7cbf2pwJ/VqUNiwRi3Owt2Nkt0YEta/LZxtOMO/vUDYdO8+WExcY2bUhbet58t66o6b2o+aF4GfBpRuk5HaHXeKx+SFcSs6goZcrCx4NxN/bcuuX2rLmddz54YkejJiznTMXkxn65TYWjelK09rVyzu0CkOJLBGRKiTQ3ws/Txei4lILLOxiIGdNrkB/r7IOzeTJPk35flc44bFXLo7ogFNERETK0549e7j77rtJSkrCzc2NX3/9lU6dOpV3WOYpTVJqz1LYPd/8MXKTOMXp+Tz8/VHO4xE/5l/rysUDbpoAgU/A+qk5M7QKZYT4szlrZvn3Mj/WkjKnBGB60pXHvu3AqQwvyqn0oVxjRNeG9Aswc226EvBxd873mmZ/iS3wrObIq3e1ZnhgQ97+9TDrDkWzYNuZAttGxaUybtFuZo3sqGsLZez3Q9E8u2Q3qRnZtKvvyZxHulC7gM+VyqxhLVd+eKIHI+fs4ERMIkO/2MY3j3UloK5HeYdWISiRJSJShdjbGZgSFMC4RbsLK+zClKCAcp359Mfh6DxJrFw64BQREZHycPLkSe644w4uX74MwJtvvomnpycHDhwodB8fHx98fGxknY6SlsYzNynVcVTObKWScPG4kshq1KPwmVROrtAgsJhE1r+unuFVFan0oVzDx8OlzJJAmv0ltqSxtxtfPdyZLcfPM2peCJnZ+W/f/Xc+L9N+OUS/AF9VfSkj32w/w5QVB8g2Qt+WtflsREdcnapmWsLX04Xv/l0z6+C5eB78ahvzRgfSqVHlLq9oCVXzN0ZEpArr38aPWSM7MmXlQaLjr9w952sDM56yso1M++VQgdt0wCkiIiLlYfPmzcTExJieT5gwodh9pkyZwtSpU60YVQmYUxqvNEozY+fqmUvFqW7mjBJz21lz5pKzu+X7NZdKH0o5KsvZXyLmsrezKzCJlcsIRMalEhwaS/emtcousCrIaDTy3tqjfL7xJAAPdmnAm/e0wcHerpwjK1+1qjuzeGw3Hpsfws4zl3hozg5mP9yZHs28yzs0m6ZElohIFdS/jR89m3nTduo6AOaP7mITa1AFh8YSGZda6HYdcIqIiIiUUEUtEdeoR84aWvGRUGBRbMCjXk47c1hz5lLP5/K+Vpbl/my99KFUamU5+0vEXDEJhV9TuNqGo9EE+nuV+3WQyio9M5tXftrHsn/OAjDhthY8d2szDAZ9vyGnJObCxwJ5fOEutpy4wKj5IXw+vCO3WeHmgMpCiSwRkSrq6oM1Wzl4M/eA09x2IiIiIsWZOnVqkbOnRo0axahRo8osHvmXnT30nwHfPwz5imL/K3Bs4eUJr1WWM5dU7k9EpNz4uJuXXP3qr1BW7Y1kaJcGDO3cgLo1zPjMF7MkpGYwbtFutpy4gL2dgen3tWVo5wblHZbNcXVyYPYjnXl2yT/8fiiaJxft4oMHbmRg+7rlHZpNUiJLRERshrkHnOa2ExEREZEKLGAgDF0Iv02EhMgrr9s7Q1Ya/P0xtLwLarcsvi9rzly6tmSiyv2JiJSbQH8v/DxdiIpLLWw+L25O9jjaGzgXl8pH64/z8R/H6dvSh2GBDenTsnaVL313PaLjU3lkbjBHohJwdbLn8xEd6dPSRtYNtUEujjnfo//8sJfle84xfuk/JKdl8mBgw/IOzeYokSUiIjbDnANOZwc7OjSsUZZhiYiIiEh5CRgITfrAO//eyT3iR6jfBRbdB2d3wcJ74LG1UMOGLvio3J+ISLmxtzMwJSiAcYt255vPm1uH5v2h7enT0oe1B6NYEhzG9lOx/HEkhj+OxODr4cLQLg14oEsD6mmWVokcj07gkbnBnItLxbu6M/NGdaFtfc/yDsvmOdrb8cHQG3FzduDbHWG8smw/iWmZjOnVpLxDsylKZImIiM0o6oAzV9q/dZY/GHojdjZQDlFERERErOzq8oGNeuQkfUb8CPPuhPNHcpJZj66B6rrj26rKcu0vEZHr0L+NH7NGdmTKyoNEx6eZXvf1dGFKUAD92/gBMOjGegy6sR4nzyfyXUg4P+6KICo+lY//OM6nfx6nT0sfHuzSgFta+WiWVjF2nLrI2IU7iU/NpIm3GwseDaSBl2t5h1Vh2NkZePOeNlR3duDLv07x5urDJKZlMv7W5lpX7F9KZImIiE0p7IDTz9OFe26sx9ebT7F8zzncnB148542+oMuIiIiUhW5esFDP8OcOyD2ZM4MrVGrwaUC3/ltrUSRi4dl+tHaX1IFxMSnEpOQVmSb1Iws0+ND5+JxcSx+rT4fd2d8PFQivyz1b+NHz2betJ26DoD5o7vQq3ntAtcHb1q7Oq/e1ZoXb2/BuoPRLAkOY+vJi/x5JIY/j8RQx8OZoZ1zZmnVr6nkzLVW74tkwnd7SM/KpmPDGsx+pAtebk7lHVaFYzAYeOXOVri7OPC/dcf4aP1xktIyefWu1rr2hRJZIiJig4o64Gxd14PxS//h2x1huDk7MOnOVvqDLiIiIlIVedSFh5fD3Dsgaj8sfhBG/gROFfQio7USRTe9YJl+tPaXVAHf7ghj5h/HzW4/+IttZrUbf2tzJvRrUdqwpJSuTloF+nsVmMS6mrODPUHt6xLUvi6hF5JYGhLGjzsjiI5P45M/T/DphhP0blGbYYENuaWVD46apcWcLaG8ufoQRiPcHlCHj4d1MCu5KwUzGAw8c0tzXJ0c+L9Vh/h6cyiJaZm8eU/bYn9/KzslskRExCYVdsA5sH1dktMyeWXZfr766xTVnR147tbm5RWmiIiIiJSnWk1h5DKYPwDCtsIPo+DBb8HesbwjKzlrJYpcPGDLB9cfn9b+kipgRNeG9AuoY/F+fdydLd6nWJe/txuT7mzNi/1a8vuhnFlaW05cYOPR82w8eh4f9yuztKpiCb3sbCNv/XqYOVtCAXi4eyOmBN1Q5ZMtlvLoTf5Ud3bglWX7WBIcTlJaFu8PbV+lk6dKZImISIXzYGBDktKzeGPVIT74/Rhuzg48dpN/eYclIiIiIuXBrx0M/w6+uReOr4Xl4+Der8Cugl3ssVai6Op9RKRIPh4uNl0CUKUPy56Tgx13t/Pj7nZ+nLmYxJLgcH7cFU5MQhqfbjjBZxtP0Kt5bYYHNuDW1nWqRKIhNSOLF3/Yy+p9kQC83L8VT/Zuomo5Fja0SwNcne15fukeVu49R3J6Jp8O71hlZ7wpkSUiIhXSYzf5k5iayYfrj/HGqkNUd7bngS4NyzssERERESkPjbrDA9/Akgdh/w/gUgPueg90US0/a63F5e4Lzu6W71dETFT6sHw1quXGK3e24oV+LVh/OGeW1ubjF/jr2Hn+OnYe7+rODO1cnwe7NKRhrco5SysuOYOx3+wkODQWR3sD7w1uzz0d6pV3WJXWgHZ1cXWyZ9yi3aw/HMOj80P4+uHOuDlXvbRO1XvHIiJSaTx3azOS0jP56q9TvLJsP9WcHOjbsrZpe3BobKGLuVpCVraxzMYSERERkWI07wf3fgk/jYGQr6FaTbjltfKOyvZYay2u3q9Az+cs36+ImKj0oW1wcrDjrrZ+3NXWj7CLySwNCeP7nRFcSEzj840n+XzjSXo192Z4YENuC6g8s7TOXk5h1Nxgjsck4u7swJcPdaJHM+/yDqvSu6VVHeaPDmTMghC2nrzIyDk7mD8qEE/XClhG+TookSUiIhWWwWBg0p2tSEzLZPGOMJ5f+g8e1a78IR81LwQ/TxemBAXQv42fRcdecyCSKSsPlslYIiIiImKmtoMh9TKsfhH+ejcnmdX9qfKOyrZYay2ugsoiWnP2V3FlGEUqIVsvfVgVNazlysT+rZjQrwV/HI5mcXA4m4+fZ/PxC2w+fgHv6s4M6VyfB7s0oFGtirtu4KFz8YyeH0x0fBq+Hi7MG92F1n4e5R1WldG9aS0WjenKqHkh/BN2mQe/3s43jwXiXb3qJKGVyBIRkQrNYDDw5qA2nIhOIPj0JS4nZ+TZHhWXyrhFu5k1sqPFEkxrDkQybtFujNe8bo2xypqtzzKz9fhERETEBnQZAymX4M83Ye0kqFYDbhxe3lHZDmutxXXtfmDd2V99J1m+X7FZWhtKbJ2jvR392/jRv40f4bHJfBcSznc7wzmfkMasjSeZtfEkNzXzZlhgzqw6J4eKM0vr7xMXeOKbXSSmZdKiTnXmjw6kbg0zbnAQi+rQsCZLH+/GQ3OCORwZz9Avt7Hosa5V5mehRJaIiFR4RiAsNqXQbQAv/7SfyykZ2P+7TkLuIqQGriydYPoXQ57nV7c3ZhuZsvJgviRW7lgGYNovh+gX4FvhEiy2PsvM1uMTERERG9LrJUi5DNs+hRXPgIsntLq7vKOqespy9pdUalobSiqSBl6uvHRHS8bf1pw/j8SweEcYfx0/z5YTF9hy4gK13JwY3Lk+w7o0pLG3bc/SWv7PWf7z414ysox09ffiq4c741mtapW0syWt/Tz4/olujJy9g1PnkxjyxTYWj+1aoWf7mUuJLBERqfCCQ2OJik8tsk1cSgav/LTf6rEYgci4VIJDY+netJbVx7MUW59lZuvxiYiIiI0xGOD2N3NmZu35Fn4YDSN/BP+byzuyqsWas7+kStHaUFIROdrbcccNvtxxgy/hscl8vzOc70LCiUlI48tNp/hy0yl6NK3FsMCG3H5DHZwdip9FWFaMRiOzNp3k3TVHARjQzo/3h7a3qRirqia1q/PDuB6M+Ho7py8mM+SLbSwa05UWddzLOzSrUiJLREQqvJiEopNYuQL83E1lI4z/ZkRyEyNG45UUyZVtRtPz3NfOJ6ZyIuaakinXEZMtyMo2Mu2XQ8XOMrutdR3sDAayjTnfmWyjEaMx77/ZxpzvZZ7nFLP96tf/7Tc7O+dfgIysbF77+UClnAUnRTOnhExpqISMiIgVmLMWUuZVM+ij9pk/88a5lBdmDAYI+hhS4+DIKlgyDB75Bep1LF1/IlJutDaUVHQNvFx58faWjL81Z5bWkuAwNh47z9aTF9l68iJebk4M7pSzllaT2tXLNdasbCNTVx7km+1nABjby59Jd7bGTufbNqNejWp8/2R3Hp4TzJGoBIZ+uY2FjwbSrn6N8g7NapTIEhGRCs/H3bwTmskDbrjuWVLbTl5k2Nfbi233T9hl+rfxrRB3KwWHxhIZV3jiLXeWWbPXfiu7oEqgos6Ck+KVtISMuVRCRkTECkq6FlJuKbni9H4Fej5XupgA7B3g/jmweAiE/gWL7s8pX1e7Zen7FBERKSUHeztuv8GX22/wJeJSMt/vjOD7kHCi4lP56q9TfPXXKbo18WJYYMNyuaaQkp7Fc0v/4fdD0RgMMPnuAB69yb9MYxDz+Li7sPTxbjwyL4S94ZcZ/vUO5o7qQqC/V3mHZhWVMpEVFhbGxx9/zOrVqwkLC8PZ2ZlmzZoxdOhQnnrqKVxdXS0yztKlS5k3bx779u3j0qVL+Pr60qtXL55++mm6detmVh8XL17k448/Zvny5Zw+fRqj0Yi/vz/33HMPzz33HLVqFX5B7syZM6xbt47g4GD27t1LdHQ058+fx2g04u3tTYcOHRgyZAgPPvggjo6F1y4dNWoUCxYsMCve0NBQGjdubFZbEZGyEujvhZ+nC1FxqQXO2jEAvp4uFvljXtxYueZvPc3ag1E83bcZQzs3sOmFXENOx1q1fztDzhpjef4l5187gwH+/Tf3ueGqdnYGAynpWVxOySh2nIo0C07MY04JmdSMLNMaCD8+2d3sRb1FRMTCzFkLqTQssRaSows8uBgWDIRzu+Gbe3OSWTUaXn/fYjvMmRVYGuaURxQRKYX6NV15oV8LnrulGRuPnmdJcBgbjsaw/VQs20/FUtPVkfs71mdY14Y0LYNZWrFJ6Ty2IIR/wi7j5GDHRw/cyF1tVcLfltVwdeLbMV15bH4IO0JjeXjuDr4Y2Yk+LX3KOzSLq3SJrNWrVzNixAji4uJMryUnJxMSEkJISAizZ8/m119/pUmTJqUeIzU1lSFDhrBq1ao8r585c4YzZ86wePFipk6dyuTJk4vsJyQkhEGDBhEZGZnn9X379rFv3z5mz57NihUr6Ny5c4H7f/3117z11lsFbouIiCAiIoJffvmF9957jxUrVuDvr+y5iFRO9nYGpgQFMG7RbgyQJ8GUO/F9SlCARcrOmTPWA4EN2HjkPJFxqfx3+QFmbTzJs7c04/5O9XG0t42EVmpGFr/sPcc328+wLyKu+B2AL0d2pIt/rQITU3aGnHdfUELqepk7Cy49M/u6xxLbYk4JmeT0TNPjgLoeuDpVusNbs2VlX/lECg6NpVfz2iq3KSJlx5oX+9OLL+tcLGd3GPEjzLsTLhyFhffAo2uheu3r7zs768rjM1uh6S1gZ/uz8iudks4KNFfvV6DvJMv3KyLyLwd7O24LqMNtAXU4dzmF70LC+X5nOJFxqczeEsrsLaF09fdieNeG3HGDr1k375VU2MVkHpkXTOiFJDyrOfL1w50r7cyeyqa6swMLHg1k3KJdbDh6nrELd/Lxgx24s5IlISvVmf7evXsZOnQoycnJVK9enUmTJtG3b19SUlJYunQpX3/9NUePHuXuu+8mJCSE6tVLl8l+7LHHTEmsvn37Mn78eOrWrcv+/ft5++23OXnyJK+//jp+fn6MGTOmwD7Onj1LUFAQ0dHRODg48MILLzBgwAAAVq1axQcffMC5c+cYMGAAu3btol69evn6sLOzo3379tx0003ceOON+Pn5UadOHRISEjh58iTz5s1j69at7N+/n379+rFv374iZ6PVrVuXtWvXFvneC4pDRMQW9G/jx6yRHZmy8iDR8VfW1PH1dGFKUAD921juD7g5Y6VmZPFdSDifbTjB2cspvLJsP59tPMFztzTn3g71cCinhFZ4bDKLdpzh+5BwLiXnzHJytDfgYGcgJaPgRFDujLbbymkNKnNnwb380z4Onotnwm0t8HQtfCaySGW05kAkU1YeND0fNS8EPyt8/tkCrZ0mIqXmVgse+hnm3gGxJ2HRfTBqFbh4lr7PQyvht4lXnn87GDzqQv8ZEDDw+mMW85kzKzAz5UpZy0fXmL9Om4hIGalboxoT+rXg2VuaselYziytP4/EsCM0lh2hsdTInaUV2IBmPqVcQ/Ia+yIu8+j8EC4kplOvRjUWPNrFYn1L2XBxtOfLhzoz4bs9rN4fydOLd/Pu4PYM7lS/vEOzmEqVyHr++edJTk7GwcGBdevW0b17d9O2W265hebNmzNx4kSOHDnCBx98wOuvv17iMTZt2sTixYsBCAoK4ueff8bePicL3qVLFwYOHEinTp0ICwtj4sSJDB48mBo1auTr57XXXiM6OhqAxYsXM2TIENO2Xr160blzZ4YOHUp0dDSTJ09m7ty5+fp4/fXX+b//+78C4+zbty9jxozh+eefZ+bMmZw8eZI5c+bw7LPPFvreHB0dadOmjdnfCxERW9O/jR89m3nTduo6AOaP7mK1GQnFjeXiaM8jPRrzQJcGfLsjjFkbTxAem8J/ftzHZxtOMP625gxsX69MEkPZ2UY2n7jAwq2n+fNoDMZ/s0H1alRjRLeGPNC5ASGnYxm3aDdg3RltpVHcLDgjcGMDT/aExzF/62lW7DnLi7e3ZFhgQ81GkSphzYFIxi3anS/RGxWXyrhFu5k1smOlSmZp7TQRuS6e9eCh5TCvP0Ttg8UPwkPLwNGMhMa1Dq2E7x+Gaz+B4yNzXh+6UMmssmTOrMCrZ/f5tgMnN+vGJCJSSg72dtzaug63tq5DZFwK34dE8F1IGOfiUpmzJZQ5W0IJbOzFsK4NuLONX6lnaW04GsPT3+4mOT2L1n4ezB/dhTq6uatCcnKw4+NhHXB1sueHXRG89MNektMzebh74/IOzSIqTSIrJCSEjRs3Ajkzpq5OYuV68cUXmTdvHocPH+ajjz5i0qRJRa4dVZB3330XAHt7ez7//HNTEiuXt7c3M2bMYNiwYVy6dIk5c+bw4osv5mkTHR3NokWLALjjjjvyJLFyDRkyhDvuuIO1a9eycOFCpk+fTp06edeIcHAo/sc3adIkZs6cCcBff/1VZCJLRKQyuDpxEejvZdVEhjljuTja89hN/gwLbMCi7Wf4YtMpTl9MZsJ3e/n0zxOMv60Fd7f1s0qccckZ/LArnEXbz3D6YrLp9V7NvXm4e2NuaeVjGrcsZ7SVhjnx/X3iAtN+Ocix6ET+u/wA3+4IY2pQAF2bFL7epEhFl5VtZNovhwqcrWgkJ9k77ZdD9CunGZXWoLXTROS6eTeDkT/B/AEQthV+GAUPLCpZH9lZsOZl8iWxANMn8JpXoNXdKjMoIiLXxc+zGuNva84ztzTjr2PnWfzvLK3g07EEn45l6spD3NexHsMDG9K8TsEzqQoqQ/7jrnBe/fkAWdlGejX35vMRHXF3UXWTiszezsCM+9vh5uzA/K2neX3FQRJSM3m6b7PyDu26VZpE1vLly02PR48eXWAbOzs7Hn74YSZNmsSlS5fYuHEj/fr1M3uMxMRE/vjjDwD69etH/foFT82777778PDwID4+nmXLluVLZK1cuZKsrKwiYwUYNWoUa9euJSsri5UrVzJ27FizY83l5nbl7qLU1NQS7y8iIpbh6uTA4zc3ZUTXRizYdpqv/jrFyfNJPLfkHz798zjP39aC/jf4YmeBC82HzsXzzfbT/PzPWVL/LRfo7uLA4E71eahbI5oUskhsWc5oK43i4uvZzJtfn+vFou1n+OD3YxyOjOeBr7Zzdzs/Xr2rNfVqlOJOaxEbFxwaS2Rc4cd4RiAyLpXg0Fi6N60cSV2tnSYiFuHXHoZ/B9/cC8fWwPKn4K73rmwvbq2rUxsh/lwRAxgh/mxOP/69LBm5iIhUUfZ2Bvq28qFvKx+i4lL5YWc4S0PCOXs5hXl/n2be36fp3Kgmw7s25K62V2ZpFVSGvLqzA4lpOcfM93Wsxzv3tcPJwTbW9JbrY/dvVRt3Fwc++fME7609SmJaJhPvaGmRdczLS6U5o9u8eTOQk7jp1KlToe169+5terxly5YSJbKCg4NJS0vL18+1nJyc6NatG+vWrSM4OJiMjIw8M79yYy2un2tjLU0ia8mSJabHrVq1KvH+IiJiWW7ODjzVpxkPdWvE/L9P8/XmUxyLTuSpb3fTytedCf1acHtAnTwHFwXdOXVtcik9M5vfDkTyzbYz7DxzyfR6K193Hu7emHs61DXrQm5ZzmgrjeLic7C3Y1RPfwbeWI/31x1lSXAYq/dF8sfhaJ7s3ZQneze1ysK4IuUlJsG8G5XMbSciUuYSonK+ipKZcuVx1D7z1zUqrsxcox455f+WDof938ORVVe2FbTWVXoynFgPh1bA4V+KjwEgMdq8diIiIiXg6+nCs7c256m+zdh8PGctrfWHY9h55hI7z1xi6sqD3NexPg28XHlzVf4KDrlJrP5t6vD+kPYVOsEh+RkMBl68vSVuzg6889sRZm08SVJaJlODbrDIDdTlodIksg4fPgxAs2bNiiy5d3UyJ3efko5xbT+FjbNu3ToyMzM5fvw4AQEB+frx9PTE17fwA2s/Pz/TzK6SxHrp0iVOnz7NN998w6effgrkJNeefPLJIve7ePEivXr1Yv/+/aSkpODl5UW7du0ICgri0UcfxdXV1ewYRESkaO4ujjx7a3Me7tGYuVtCmbsllCNRCTzxzS5uqOvBhNtacGtrH9YejMp355TfVeX0ouJSWbzjDIuDw7mQmHOzhYOdgf5tfHm4e2O6NK5ZJQ9IvdyceOvetgzv2pBpvxwiODSWj9Yf54edEbx6V2vuautbJb8vUvnUdDWv9IePu+rci4iN2jkPNr1jfvu5/c1r1/sV6Dup+HYt7oAuY2HHLMhIzrstd62r7k9B3Fk4vi5/m+JsnwU1GkKDwLyvZ2ddeVzc7K/rVZZjWYI5yc3ScPcF52tKbllzrOISqSIiFmBvZ6BPSx/6tPQhJj6VH3ZFsCQ4jIhLKczferrY/feGx5FtBHudHldKT/ZuSnVnByavOMDCbWdISstixv1tcbCveLPvKkUiKzU1lQsXLgAUWu4vV82aNXFzcyMpKYnw8PASjXN1++LGadCgQZ79rk5k5fZTXB+5/Rw8eLDYWEeNGsWCBQsK3FatWjUWLFhA06ZNi+wjMTGRLVu2mJ5HRUURFRXFunXreOedd/j+++/p0aNHsTGnpaWZZq4BxMfHF7uPiEhV5VnNkQn9WjC6Z2Nmbw5l3t+hHDwXz5iFO2lUy5UzF/NfLImKS+XJRbvp0KAG+87GmWZs+bg7M6JrI4YFNii27FZVcUNdT757vBur90fy9urDnL2cwtOLd9OtiRdTgm6gtZ9HeYcoUmpxKRl8vuFkse1cHOxo38CzDCISESmFzqOh5Z2W79fcJEJ2FhxeUcjGf+9f3/bZlZdqNISAQdAqCH4clZPsKnCdrH+d3Qlz+oH/zXDzf6Bxr5zZXL9NvNKmoNlflnJoZdmNZSklTW6aq/cr0PO5shvLnESqiIgF+Xi48HTfZozr3ZTNJy7w6Z/HCTl9qch9KlsZcslvZLdGuDnb89IP+/hpdwTJ6Zl89OCNZlX/sSWVIpGVkJBgely9esHrflwtN5GVmJhotXGuXpvq2nFy+zE31oL6MNcDDzzAjBkzaNSoUaFtDAYD3bp1IygoiI4dO1KnTh1SU1PZv38/c+bMITg4mLNnz3L77bezefNmOnToUOSY06dPZ9q0aaWKV0Skqqrh6sRLd7Tk0Zv8+eqvU8z/O7TAJBZcuVTyT/hlALr6e/Fw98bcfkMdHCvgXTXWZjAYGNCuLre2qsMXm07yxaaTbD8Vy90fb2Z414a82K8lNd2cyjtMkRKJjEth1NwQjkYn4OxgR1pmNgYKvpSampnNE9/s4suHOmmtKBGxPeU9c+XM1mLWuvpXm8HQ4xnwuxFyZ3X3n5EzYyvfJ/C/2+98N6cU4t4lEPpXzletZnDxRP7+c2d/DV1ouQTToZX/xnfNXwdrjGVJ5iQ3M1OuzM57dI355SbLcywRkTJiZ2egd4vaXE5OLzaRBSpDXhXc26E+rk4OPLv4H347EMWZz7aaqvpA/uo/tqhSnMmmpl75z+bkVPyFKGdnZwBSUlKKaVn6cXLHKGic3H4sGetbb73FSy+9BOTMgNq3bx9ff/013333HWfPnmXu3Lk0b968wH0//PBDatSoke/17t27M3bsWP773//y9ttvk5SUxJgxY9i5c2eR5ZgmTZrECy+8YHoeHx+fZ4aaiIgUzsvNiVfubMWNDTx5ctHuYtu/e387hnbRZ6w5qjnZM6FfC4Z0rs/0X4+wen8ki7aH8cveSF7o14IRXRtWyOn1UvUcjUpg1LxgIuNSqe3uzPzRXQiPTWbKyoNEx185GfHzdGFo5wZ89dcpNh+/wMNzgpk7ugseLuaVIxQRqRLMXcOq5Z1Q95qbOgMG5iSDfpsICZFXXveoC/3fuZIk6v0y/D0Tdi0oOIkF5CSbDLDmFWh19/WX/svO+n/27juuyvr94/jrsBVwDxQVBy40c4EjzVGOclVuza2ZWmlZfrVflrbUTL9ptly4v2o5c+dMc4ATZ45URMWtoICInN8fJ1BkHeDAYbyfj8d5dJ/7/ozrUBrnvu7P9YEN/yHhRxwsPJelmZPcjHzw5NitGjg4J942sX7pPdezVMZQRDKYueXFVYY8Z2hRxY1ZvWvTb85+TlyNX0Et+F4EgxYc5Kc3a2bKZFa2SGQ5OT35wxYZGZls+5iyd7lymfEUTSrnebq03rPzODk5ERYWZtFY3d3dcXd3j31fv359BgwYwJAhQ/jll1+oU6cO27Zt4/nnn4/XN6EkVgyDwcBXX32Fn58fmzdv5uDBg+zevZsXXngh0T6Ojo5xEnki10MiuB76MMk2EY+e1G0/cSWEsMjH3H6Q9J8RZ8cnX7hOXAnByT75L2BFXB1xccoWf/VJNvcwKtqsdo72SrykVIn8ufmhe03ePHeLsb8f51RwKJ+tPs6ifYF81saL+p6FrB2iSKL2nLvFW/P3ExoRRbnCzszt60OJ/LmpUjwvL3gW4rkxmwCY08c7tjTEixUK0dvXn/0X79Btxl7m9vGhoIt+VxMRAcClaNraebWFso1h/L8PFnX/Lf4eVPlKQqtvoUzDf1dIJcYIIZdNq8TKNDQvrsQku9LMgnOJeVTGUEQymE+ZAhTL60TwvYgEH2swAG55nfApUyCjQxMrqV+uEK5OdtxK4J7rv4+5MPb3EzTzcst0ZQazxd1cV9cnm3WaU4LvwQPT0zTmlPZL7TwxcyQ0j6urK2FhYekaK4CtrS1Tp05l3bp1XLp0iUGDBrF79+4UjwMwcOBANm/eDMCOHTuSTGRllNQkR5ToeCIjf34L9wUyZcsZs2Pr8PMes9umtM/Ql8ozsFHZFI8vktH05FT6q1euIGvebcD//C8xadPf/H0tlG4z99Gyihv/16oyJQvktnaIInGsPnKFD5ceIfJxNN6l8zOjZ23y5X6ywv/pLxo+ZQrEvq/lUYDFb9Wl5yw/jl0OofP0vSzoVwe3vPr7Q0QEj/qmFVSJ7nVlMF33SGK/6KeTVh71E1/h9PiReTGZu0osKdeOZdxcYh6VMRSRDGZrY+CzNl4MWnAwsSK4fNbGK9MlLCT9+J2/nWASK4aRzLtvWra4W+/k5EShQoW4efMmQUFBSba9c+dObHIopeXuSpQoEXscFBRE7dq1E2176dKl2ONn5ylRogTXrl1LNtanx0ltaT4HBwdatmzJjBkz2LNnD1euXKF48eIpHsfLyyv2+PLly6mKxdLSKzmSUxIdGfnz616nFM28zHzS8V+3H0QmuyKrgLM9BZxT9kR5EVc9gS5Zg56cyhh2tjb0qOtBm2rF+O8fp1mwL5ANx4PZ+vd1Br5YlkGNy2lPIbE6o9HIzJ3n+WrdSQBeqerGfztXN+sBkxhViudlycB69Ji1j7PX79Pxl90s7FeXUgWVsBWRHM7GNvm9rlqOt0z5PXNXf53ZZFrl5ZzAKvHoJw8bcnF3/NVfN/6GnZMhYKllY5K0y8gyhiIi/2pZtRg/vVkzXhlyt0y+H5KkD3P3Q8uM+6ZlmzszlStXZufOnZw9e5aoqCjs7BL+aKdOnYrTJyWeTuY8PU5S89jZ2eHp6RlvnAMHDnDv3j2Cg4Nxc0v4F5mrV68SEhKSqlifVrhw4djjixcvpiqRZTQmdBvVulKTHDFHTkl0ZOTPr0geJ4rkyTxPfYdFRlk7BJFk6cmpjJUvtwNj21WlWx0Pxv5+nN3nbvH91rP8diCIUa9Wpk21YknuDymSXqKjjXyx9gS+f10AoHf90oxunbo/+55FXFg6sB5vztrHxVthdPxlNwv61aF8UdfkO4tYyNWrV9m9ezdBQUHcuHGDW7dukStXLgoXLkzhwoV57rnnqFWrVqLf50TShbl7XaVVsqu//hWwBE6sgho9oP47kL+06fyJ1aYYYyzs8G+MEyBfKdg5CU7+/mRsW0d4nEQVjtwFk15pJiIi2ULLqsUSLUMuOUtWrv6Tbb4dNGjQgJ07d/LgwQMOHDhAnTp1Emy3Y8eO2OOUlsfz9vbGwcGByMhIduzYwciRIxNsFxkZyd69e+P0eTbW+fPnx8bTuXNni8f6tKdXUKWmRCHAiRMnYo9TkwhLD+mZHMkJiQ79/EQyPz05lfEqurmysH8dNhwL5su1J7l8N5z3/neIBXsu8mkbL6q657V2iJKDRDx6zAdLD7PuqGlj+I9frcSAhmXTlFQtWSA3v/6bzDp97T6dp+9lXl8f/bct6cZoNLJ582aWLFnC9u3bOX/+fLJ9cuXKRZ06dWjVqhVdu3alWDH9/04ygDl7XaWVOau/6r8DF/6CKwfBfwbsnw1VXofiNWDTJ8RLgIVcgaU94p6r1BoaDod7QU/tyZVA4izsNhxaALV6WeTj5RihwaaXpbm6gaMeLhGR9JFYGXLJWbJy9R+LJ7Ju3rzJ5cuXE3y6rmzZstjYpM+m9K+99hrjxo0DwNfXN8FEVnR0NPPmzQMgX758NGnSJEVzuLq68tJLL7F+/Xo2b95MUFBQnHKDMZYvXx67kur111+Pd71t27YMGjSI6OhofH19E01kzZkzBwAbGxvatk3dE2APHjxg/fr1gOkLYbly5VI1zi+//BJ73KhRo1SNISIiKacnpzKewWDgleeK0aRSEWb8+Q8/bj+H34XbtJm2iy7epfiweQUKuuSM1btiPXfDInlr3gH8LtzG3tbAtx2fp111d4uMXSSPE0veqkcvXz8Cgu7RdfpeZvfxxrt05vuyIlnXgwcP+Pnnn/nhhx+4ePEiYH6Vh7CwMLZt28b27dsZOXIk7dq144MPPqBevXrpGbKI+XtdpYU5q7+MRjj/J/z1HZzbCsd+M72SU7UDvPghFPm3oot7zUTmcocC5eDCn/D7e6akTKMRYInV58mVPswO9vvCjvGWH7fRSHjhPcuPKyIi8q+sXP0nzYms0NBQVq1axfbt22NL+yXG2dmZunXr0rBhQ1q1akXNmjXTOn0sHx8fGjZsyM6dO5k1axa9evWK90Vn0qRJnDxp2ltg6NCh2Nvbx7k+Z84c+vTpA8Bnn33GmDFj4s3z4Ycfsn79eqKiohgyZAjLly/H1vbJL2U3b97kP//5D2BKlvXv3z/eGG5ubnTv3p358+ezceNGfvvtNzp06BCnza+//srGjRsB6NGjR7zygzdv3mTHjh20b98+0Z9JREQEffv25fr16wC0b9+e3Lnj7oOwd+9ePDw8En3K0Wg0Mnr0aLZs2QLA888/n6bVYSIiknJ6cso6nOxtefel8rSvVYLx60+x+sgV/ucXyJqAKwx7uQI963lgb5s+D+hIzhZ0J4zevv6cvX4fVyc7fulRi/rlEtgnJQ3yOzuwsH8d+s3dj9/52/SYtY/pPWrzYoXCyXcWSUJUVBTff/8948aN49atW7HJqzJlylCnTh18fHyoVasWRYoUoUCBAuTPn5/w8HBu377NnTt3OH36NP7+/vj5+eHv709ERATLli1j+fLltGjRgm+++YaqVata+VOKpFFyq78MBijbyPS6egQ2fmJKOiWnVu8nSazk5jLYwNYvYee3sP1rCLkMrSaDbRpuEyVV+tBS5Rkzg9p9oOIrSbeJCofZLU3HfTeAXa7kx01u/ywRERELyKrVf1L9G8qBAweYMmUKy5YtIyLCtPlXck/Y3b9/ny1btrBlyxbGjBlDxYoVGTJkCL1798bZOe0bWE6ZMoUXXniB8PBwmjdvzscff0yTJk0IDw9n8eLFTJ8+HYAKFSowfPjwVM3RtGlTunTpwuLFi1m9ejXNmjVj2LBhFC9enKNHj/LVV18RGBgIwPjx48mfP3+C43z11Vds2LCBGzdu0LVrV/bv30/r1q0BWLNmDZMmTQJM+1t9+eWX8frfv3+fDh064OnpSfv27fHx8cHd3R1HR0du3ryJn58fs2bN4p9//gHA3d2dCRMmxBtnw4YNjB8/npYtW9KsWTO8vLzIly8fDx8+JCAggFmzZuHn5wdA7ty5mTFjhvYIyeGuh0RwPTSJOuuYSiHFOHElxKzN6Iu4OmaqfbRERGIUz5eLqV1r0KOeB2NWH+f4lRC+WHOC//kF8mlrL934F4s6fuUefXz9uR76ELc8Tszp600ltzzpMperkz1z+/gwaOEBtv99g/5z9zO1aw1aVtWNNEm9qlWrcubMGYxGI+7u7nTu3Jnu3btTo0aNRPu4urri6uqKh4cH1atXp1OnToDpO8/y5ctZtGgRW7ZsYcOGDfzxxx/4+vry5ptvZtRHEkkf5q7+Kva8qfSfOYms+9dSNtdLoyFPMVj3ERycCw9uQPtZ4JA74XGScmL1v2UMny19eNV0vtO87JPMcnVLPukU+eDJsVs1cDDzntfT/URERNJJVqz+k+JE1oEDB/jkk0/YtMn0IWOSV8WKFcPb29usp+sCAgJ49OgRp06d4r333mPMmDF89NFHDB06FEfH1JfqqVGjBkuWLOHNN98kJCSEjz/+OF6bChUqsHbtWlxdU193ePbs2YSEhLBu3Tq2bdvGtm3b4ly3sbFh9OjRDBw4MNExSpYsye+//85rr71GcHAwEyZMiJdocnNzY+XKlQmWL4xx9uzZBBNUT6tXrx4LFixIdG+rhw8fsmrVKlatWpXoGKVKlWLRokV4e3snOZdkfwv3BTJlyxmz23f4eY9Z7Ya+VJ73m1VIbVgiIunOu3QBVr/TgKX7LzFx49+cvX6fnrP9aOZVlE9aVcajYNofypGcbdeZm7y94AD3H0ZRoagLc/r4UDyfGU9wp0EuB1um96jN+0sOs/boVYYsOsjEDtV4o2biv3+KJOX06dN4eXnxf//3f3Tu3DlNpeVdXFzo2bMnPXv2JDAwkK+++oq5c+fGPqwnkmO4FLVsu6d59wcXN1jWD/5eB/PaQbclYPPU7aLkSgRGP4YN/yHBfbgwAgbYMBIqtcp+ZQZFRESyqKxW/SdFiaw+ffowf/58oqOjAahZsybdu3enffv2lCpVyuxxIiMj+fPPP1m0aBErVqzg1q1bjBo1ip9++on58+fToEGDlH2Kp7Rp04aAgACmTJnC2rVrCQoKwsHBAU9PTzp27Mg777wTr7xeSuXKlYu1a9eyaNEi5syZw5EjR7h79y5FixalYcOGvPPOO2bVb69Tpw5Hjx5lypQprFy5kgsXLgCmshvt2rVj2LBhFCxYMMG+pUqVYt++fWzbto0dO3Zw/vx5rl27RmhoKC4uLpQqVYratWvTsWNHWrRokegqqj59+lC0aFH27NlDQEAA169f59atW9jZ2VGoUCFq1qxJmzZt6NatG05OWi2TEtl15VL3OqVo5pWKL0jJKOKq/WZEJPOztTHQ1acUrz5XjCmbzzB3zwX+OHGNHX/foH/DMgxp4omzo8W3IJUcYMWhID76NYCoaCN1yxbglx61yZvLPvmOFuBgZ8PUrjXI7WDLrweC+GDpER48jKJHvdIZMr9kL0uWLKFDhw4Wr+JQqlQpfvnlFz799NPYChgiOYZHfVOJvpCrJJwsMpiue9RP3fiVW0PPVbCoMwT5wY/1wfjUXleJlQg0GuHOBTgwF0KuJDGB0VS68OJuKNMwdTGKiIiYIbvej5UUJrLmzp2Lg4MDvXr1Yvjw4VSokLrVEw4ODrz88su8/PLL/PTTT/z66698/fXXnDp1iq1bt6YpkQXg4eHB5MmTmTx5cor69e7dm969e5vdvlu3bnTr1i2F0cVVqFAhvvjiC7744osU9bOxscHHxwcfH5/YPblSw8PDg0GDBjFo0KBUjyEJy64rl4rkcdJf3CKS4+XNZc+nbbzo6lOSz9ecYOeZm/y4/RzLDgYx8pVKvFbdXaV4xSxGo5Gfdpzjmw1/A9Dm+eJ827EajnYZ+8S6rY2BCe2r4exox5zdFxi96jihD6MY3NgzQ+OQrK9jx47pOr67uzvu7u7pOodIpmNja0oiLe0JiW3N3nJ82lY7laoLfTeC76tw/2r86zElApt9DnaOpqRU4F64H2z+HImVPhQREbGQ7Ho/VlKYyBo0aBCjRo1KstRdSjk6OvLmm2/SvXt3fv31Vx4/fpx8J5EsQCuXrCO9nrxwddIKCxGJr3xRV+b19eGPE9f4cu1JAm+H8f6SI8zfc5ExbatQrUQ+a4comdjjaCOfrT7Ggr2m1SVvvViWkS0rYWOlkg42NgY+a+NFHic7pm49yzcb/uZ+RBQftaioxKxY1f/+9z+6du1q7TBErMurrWmfqfUjIPSpRFOe4qYkliX2nypUHmwTWw38b/Lsj9FxT9vYQ4FycPNU8uPb6rusiIikL92Pzb5SdGf2hx9+SK84MBgMsZv6imQHWrlkHen15MXgxuVSG5KIZHMGg4HmVdxoVLEws3adZ9rWsxwMvEu7H/6iY60SfNSiEoX1S688IzzyMe8tPsQfJ65hMMDoVl70bVDG2mFhMBj4oHlFnB3tGLf+FD9uP8f9h1GMaVPFagk2yXqGDBlise+Os2fPZuDAgUpkiYApWVW2MYwvaXrf/bek965KqYu7zVthVbwmVHoVStUzHds5wndVkyh9+K+Vg+DOeagz0NQnRvRTDzQntx+XiIhIEnQ/NvvSEgMRyVbS68kLVyc7ftx+zuLjikj24Whny+DGnrSvWYIJ60+x/NBllu4PYv3RYN57qTy96pfGwc7G2mFKJnD7QST95vpzKPAuDnY2fNe5Oq8+V8zaYcUxsFE5XJzs+GTlMebtucj9iCi+6VANO1v9NyzJ++mnn3BycmLSpElpGufHH3/k3XfftVBUItnE0wkej/qWTfiYW/qv3hB4rkPcc0mWPjRCvtJw94JpRdf+2dDiK6j4Kpz83bTKLEZi+3GJiIhIjqZEluQ42bH0nDYyfCK9nrwIi4yy+Jgikj0VzePE5M7V6V7Xg7G/Hycg6B5frTvJ//wDGd3aiyYVi1g7RLGiwFth9Pb145+bD8iby54ZPWvjU6aAtcNKUPc6Hrg42vHB0iMsP3SZB5FRTO1aI8P375Ks6bvvvsPe3p7x48enqv/EiRMZOXIkRqMRR0etahXJEC5mPhCYULvkSh9Wag1H/gdbxppWZS3uBkW84PqJ+GPF7MfVaZ6SWSIiIgJYOJH14MEDAgICCA0NJV++fJQrV46CBQtacgqRNMuOpee0kaGISOZTyyM/Kwe/wG8Hgvhm4yn+ufGAPr7+NK1UhNGtvShTyNnaIUoGOxp0jz5z/Lh5PxL3fLmY29cbzyKu1g4rSe2qu5PL3pZ3Fh1i4/Fr9J+7n1961CK3g56Hk8R5eXlx4sQJJk6ciKOjI2PHjk1R/88//5yxY8diNBrJlSsXy5YtS6dIRSQOj/qmxFOiJQINpuse9RPun1zpwxrdTW12/Rf++j7hJBb8O7cBNoyESq1UZlBEREQsl8j67LPPmDRpEuHh4XHOu7m5Ub16dWrUqEH16tWpXr06np6elppWJMWyY+k5bWQoIpI52dgY6ORdkpbPufH9ljP4/nWBraeus/PMDfq+UIZ3mnri6pTYpuqSnWz7+zpDFh4kLPIxlYvlYU4fb4pmkVXPzau4Mbu3NwPm7WfnmZv0nOXH7D7e5NF/u5KILVu20LhxY/7++2++/PJL7O3t+eSTT8zqO3LkSCZOnIjRaMTFxYVVq1bRpEmTdI5YRABTwijJEoGYVlcllVhKrvShoyu89CkUqQzL+icRjBFCLpv2zCrTMGWfQ0RERLIdiySyfvnlF7744osEr129epXg4GA2bNgQe87Z2Znnn38+NrFVvXp1nnvuORwcHCwRjkiSsmPpOW1kKCKSueVxsuf/WnnRxacUX6w5wfa/b/DLn/+w7OBl/tOyIu1rlsDGxmDtMCWdLPW/xKgVR3kcbaSBZyF+erNmlktgNihfiAX9fejt68/+i3foNmMvc/v4UNBFD71IfEWLFmXr1q00atSIs2fP8tlnn+Ho6MhHH32UZL+hQ4cybdo0jEYjefPmZe3atdSvn8jKDxFJH8mVCLRYqT8zf+8xd98uERERydYsksiaMWMGALa2tgwcOJCXX34ZOzs7Ll68yJEjRzh8+DDHjh0jIiICgPv37/PXX3+xe/fu2DFsbW2pVKlSnORW06ZNLRGeiIiISKZQrrALc/r4sO3UdT5fc4LzNx/w0W8BLNgXyJg2XtQold/aIYoFGY1Gpm45y383nwbgjRrujG9fDQc7GytHljq1PAqw+K269Jzlx7HLIXSevpcF/ergllcP00h8xYoVY+vWrbz44otcuHCBkSNH4ujoyHvvvZdg+wEDBjB79myMRiMFCxZkw4YN1KpVK4OjFhEg+RKBlpCW/bgkaaHBppelubqZXiIiIlZgkUTWqVOnMBgMjBo1is8//zzBNtHR0Zw6dYrDhw/Hvo4cOcKNGzcAiIqK4tixYxw/fpyFCxdiMBiIirLeChcRERGR9NKkUhFe8CzEnN3nmbrlLEcu3eX1H3fzRk13RraspFW22UDU42hGrzrG//wuAaa9ND9qURGDIWuvvKtSPC9LBtajx6x9nL1+n46/7GZhv7qUKpjb2qFJJlSiRAm2bdtGo0aNCAwM5P3338fe3p5BgwbFtomOjqZXr14sWrQIo9FI0aJF2bRpE88995wVIxeRZEsEplWy+3EBedwT349LErffF3aMt/y4jUZCk1GWH1dERMQMFklk2dvbEx4eTps2bRJtY2Njg5eXF15eXnTr1i32/OXLl+Mktw4fPsw///yD0ZjILzIiIiIi2YCDnQ1vvViO12q4882Gv/ntQBDLD15m47Fg3mlanr4NSuNop83Ns6KwyCjeWXSIraeuY2OAse2q0qOuh7XDshjPIi4sHViPN2ft4+KtMDr+spsF/epQvqirtUOTTMjDwyN2z6zLly/z7rvv4ujoSN++fXn06BHdunVj+fLlGI1G3N3d2bx5MxUrVrR22CKS3pLcj+tfVd+wfAItq0nN6qqSPvDGjKTbODjD4n/vzfXdAHa5kh9Xq7FERMSKLJLIKl++PAcOHEhV8snd3R13d3datWoVe+7+/fscOXLEEqGJiIiIZGpFXJ34tuPzvFnXgzGrj3P40l0mbDjFEv9APmnlxUuVi2T5VTw5yc37D+k7x5+AoHs42tnwfdcaNK+S/W78lCyQm1//TWadvnafztP3Mq+vD1Xd81o7NMmEypUrF5vMCg4O5q233iIqKorVq1ezbt06AEqXLs3mzZspW7ZshsY2YsQIJk6cGPt+27ZtNG7cOF67mAojfn5++Pn54e/vT0BAAJGRkUn2E5EkJLYfl31ueBQGe3+G0g2hQgvLzRn9+Mnxxd2WL5loaem1uqrBB0+O3aqZElsiIiKZmEUSWR07duTAgQMcOnQIHx+fNI/n4uLCCy+8YIHIRERERLKG6iXzsXxQfVYcusz4Dae4cCuM/vP282KFwnza2gvPIi7WDlGScf7mA3rN9iPwdhj5c9szs5c3tTyy775nRfI4seStevTy9SMg6B5dp+9ldh9vvEsXsHZokglVqFAhNpl148aNOOUFPT092bp1KyVKlMjQmI4cOcJ///tfs9rOnz+f3r17p29AkjmZsyImKvzJcXCAeatbnPKkLa7sIqH9uMo0ghUD4fhyWNIDui81tUmrE6tNSbMYCzuYyhu2nGCKIzOq3QcqvpJ0m6hwmN3SdGzu6iqnPLBrctrjExERySAWSWQNHjyYH3/8kWnTptG/f39sbTPx0ywiIiIimZSNjYH2tUrQoqob07aeZfau8/x5+gYtv/uTXvVLM/Tl8uRxsgfgcfSTlfB+52/TsHxhbG20cstaDgXeod/c/dx+EEnJArmY28eHsoWzf/Ixv7MDC/vXod/c/fidv02PWfuY3qM2L1YobO3QJBOqXLkyW7ZsoUmTJty6dQuAKlWqsHnzZooWLZqhsURHRzNgwACioqIoUqQI169fT7L909VH7O3tqVq1KlFRURw9ejS9QxVrS+mKmJiEQnKeXhGT0z27H5edA7wxHR5Hwqk18L+u8OZy8KiX+jlOrP63jOEzlYRCrprOd5qXOZNZrm7Jl/SLfPDk2NzVVU/3ERERyQIskshydnZmyZIlNGvWjL59+zJjxgwcHBwsMbSIiIhIjuPiaMfIVyrRxbskX649yeaT15i16zwrD13moxYVyeNkz9g1x2Pb9/b1p1heJz5r40XLqsWsGHnOtPnENd7530EiHkXznHteZvf2prCro7XDyjCuTvbM7ePDoIUH2P73DfrP3c/UrjVoWTX7lVQU83z++edJXm/YsCErV67ExsaGxo0b88svvyQ75qeffmqp8ACYOnUq/v7+VKpUiddff51x48Yl2d7Ly4spU6bg4+ND9erVcXJyYsyYMUpk5QTmrIhJDa2ISZqtPXSYbdrH6exmWNgReq0C91opHyv6MWz4Dwnuw4URMMCGkVCpVeYuMygiIpKDWSSRlSdPHry8vChTpgwLFiwgICCA8ePH89JLL2FnZ5EpRERERHKc0oWcmdmrNjtO3+Dz349z7sYDRi5P+KZp8L0IBi04yE9v1lQyKwMt3HeR0SuPEW2ExhUL80O3mjg75rzff3M52DK9R23eX3KYtUevMmTRQSZ2qMYbNTO2VJxkDmPGjEl2bz+DwYDRaOTHH380a0xLJrIuXbrE6NGjAfjpp5/Yvn17sn18fHwsUkZfrCi9SgSas2ImIVoRkzw7R+i8wJTEurAT5r8BvdeA23MpG+fibgi5kkQDI4RcNrUr0zBNIYtIxrkeEsH10IdJtol49GRfvBNXQnCyTz5ZXcTVkSJ5nNIcn4hYlkW+Zd+/fx9/f//Y9wEBAbz66qvky5ePJk2aUL16dWrUqEH16tVxd3e3xJQiIjlGev1y5uqU8260imRVjSoUZsOwF/H96zzj1p1K6nlixv5+gmZebiozmM6MRiOTNp1m2razAHSqXYKvXn8Oe1sbK0dmPQ52NkztWoPcDrb8eiCID5Ye4cHDKHrUK23t0MQKni7Fl1bJJcVSavDgwdy/f59evXrRuHFjsxJZkg2kV4nARiOhyajUxSTJs88FXRfD/NchyA/mtYPe60x7W8W4uBvKNU14NdXdS+CX/KpPAO5fs0zMIpIhFu4LZMqWM2a37/DzHrPaDX2pPO83q5DasEQknVjkLuZ7771HQEAAAQEB3L59O/b8nTt3WLFiBStWrIg9V6BAgdikVszLy8vLEmGIiGRL6fXL2eDG5VIbUhxKtIlkDHtbG55zz5dgEiuGEbh6LwK/87epV65gRoWW4zx6HM3IZUdZdjAIMH3ZHfZyeYvfbM+KbG0MTGhfDWdHO+bsvsDoVccJfRjF4Mae1g5NMtC2bdusHUKili5dypo1ayhQoAATJ060djiSkdKrRGBqVmNJyji6wJu/wdy2cPUwzG5hKj0YY2EHU2Kr5QTTPlePH8Hf6+HgXDi7hYRLCibAPnd6RC8i6aR7nVI087L8HptFclCJcJGsxCJ3Cb/77rvY40uXLnHkyJHY1+HDhzl37lzsE3m3bt1iy5YtbNmyBTA9XRcVFWWJMETSjZYrizWl1y9nrk52/Lj9XJrHyeyJNpHs5HpohFntDgXeUSIrndx/GMWgBQfYeeYmtjYGvnqtKl18Slk7rEzFxsbAZ228yONkx9StZ/lmw9+ERkQxokVFJftyiEaNGlk7hATdvXuXoUOHAjBhwgQKFy5s5YgkQ6W2BKBkDk55occK+LkhhATFvx5yFZb2NO1zdckPHlx/cs2jAVw/DuF3STKptfwtaDAU6gwyJc9iRD/5rp/k6i8RyVBF8jjpnppIDmLxx91LlixJyZIlad26dey5sLAwAgICYhNbR44c4ejRozx4oJrQkjVoubJYU3r9chYWaZmHCDJ7ok0kOyniat7fBd9s/JsNx4Pp7F2Sts8Xx9XJPvlOkqzrIRH0mePP8Ssh5LK35cfuNWlSqYi1w8qUDAYDHzSviLOjHePWn+Kn7ee4HxHF2LZVsFHZS7GSESNGEBwcTP369enXr5+1w5HsLD3343J0TVtsWZlTXohO7DvMvwmqU2tM/3QuAjW6Q40eULAcnFhtSnRhIG4y69/3eUvBvUDY+iXsmw6NRkDNXnB6A6wf8aT5s6u/REREJENkSN2m3LlzU7duXerWrRvn/NmzZzly5EhGhCCSJlquLJK4zJ5oE8lOfMoUoFheJ4LvRST6PLGTvQ1Rj6MJCLpHQNA9vlxzklbVitHFuyS1PPJrRUwqnb1+n16z/bh8N5yCzg7M7u3N8yXzWTusTG9go3K4ONnxycpjzN97kQcPo/imQzXscvBeYmIdu3btYubMmdjZ2fHzzz9nir8LHz58yMOHT6o+hISEWDEasaj03I/rhfdSF1N2cHE33E8mQQjQ5GNo8EHc8oNebaHTPFNSKvTqk/N5ikPL8VCpNRxbBtu+hDsXYN2HsH0ChN2IP37M6q9O85TMEhERySApTmQdOHCAWrVqWWRyT09PPD1VL18yPy1XFhGRzMD235JtgxYcTPB5YoDvOlfHu3QBVhy6zGL/S5y9fp/fDgTx24EgyhV2pot3Kd6o6U5BFz1MYa79F27Tf95+7oY9onTB3Mzt64NHQWdrh5VldK/jgYujHR8sPcLyQ5d5EBnF1K41cLRTWSbJGJGRkbz11lsYjUbef/99nnvuOWuHBMC4ceMYO3astcOQ9JCR+3Gl1+ovpzwpiy0j3L9mXrsC5eImsWJ4tYWyjWF8SdP77r/FLRNYrSN4tTPtrZVYEgsw/QZmgA0jTaUMVWZQREQk3aU4keXt7U3x4sVp1aoVbdq04eWXX8bJSTf4RSRnSc9901ycMmSxbIK0H5xI5teyajF+erMmn60+zrWQJ39e3fI68VkbL1pWLQZA/4Zl6degDAcD77LEP5Dfj1zl3I0HfLXuJN9sPEUzr6J09i5FA89C2KrUW6I2HLvKe4sPExkVTfWS+ZjVq7aSgKnQrro7uexteWfRITYev0b/ufv5pUctcjtY7/95Yj1Hjhxh586d/PPPP4SGhvL48eMk2xsMBmbNmpXq+b7++mtOnjxJqVKl+Oyzz1I9jqWNGjWKDz74IPZ9SEgIJUuWtGJEYjHpuR9X5DNbNKTX6q8GHyTfJqO5mFklJal2TyedPOrHT0LZOYDPAMhf2lRGMFFGCLlsWiVWpqF5cYmIiEiqpeqb45UrV5g5cyYzZ87EycmJpk2b0qZNG1q3bk3x4sUtHaOISLpKTfJm2cEg/ud3yew5UrJv2sBGZc0e19K0H5xI1tCyajFe8CzEc2M2ATCnjzcNyxeOl5AyGAzU8shPLY/8jG7txZqAqyz2v8SRS3dZdzSYdUeDcc+Xi461S9Cxdknc85nxhHYOMnf3Bcb8fhyjEV6uXITvu9Ykl4Oeuk6t5lXcmN3bmwHz9rPzzE16zvJjdh9v8mgPtxzj5MmT9OvXj3379pndx2g0pimRderUKcaNGwfA999/j7Nz5llN6ejoiKOjEuOSRum1+sspD+yabPlx08KjvqkUYMhVSLDIssF03aN+2ueKuGdeO3NXiZkr+qnE/sXdcVeMiYiI5GApTmQFBQWxZs0afv/9d7Zu3Up4eDhr165l3bp1DBo0iOrVq9OmTRvatGljsRKEIiLpKb2SN129S9K9rkecc7cfRHL7QWSifQo423PiypP9ETJ6xZP2gxPJOp5OWvmUKZDsqipXJ3u6+pSiq08pTl4NYYn/JVYcuszlu+F8t/kMU7ac4cXyheniXZKXKhfFwS7n7mEUHW1kwsZT/LLjHwC61SnF522raF8nC2hQvhAL+vvQ29ef/Rfv0G3GXub28dEqtxzgn3/+oUGDBty9exej0XQD2tXVlXz58mFjk35/tv773/8SGRlJ2bJlCQsLY/HixfHaHDt2LPZ469atBAebyrS1adMmUyW+RBKUXqu/nl35lRnY2ELLCab9qRIrstxyvGUSP5ZY/ZVSJ1ab9vCKsbDDv3t4TdBeXCIikuOlOJFVvHhx3nrrLd566y3Cw8PZvHkza9asYe3atVy5coVDhw5x+PBhvvjiC9zc3OKUIMyVS0/5ikjmk57Jm2eTS//943SmXvGk/eBEcobKxfIwpm0VRr5SiY3Hg1nif4nd526x4/QNdpy+QUFnB9rXKkGn2iXxLOJi7XAz1MOox4z4LYBVh68A8FGLigxuXA6DQeUXLaWWRwEWv1WXnrP8OHY5hM7T97KgXx3c8ur/P9nZp59+yp07d7CxseHDDz9k0KBBlC5dOt3nffjQtOr+n3/+oWvXrsm2/+KLL2KPz58/r0SWSGbj1RY6zTMlfEKvPjmfp7gpiWWphE+yq78Agw1EJV3Zw2wnVv+boHtmrpCrpvOd5imZJSIiOVqaitLnypUrdvUVwIEDB/j9999Zs2YNBw8e5OrVq8yaNYtZs2apBKGIZFoZmbzRiicRyUyc7G1pV92ddtXduXDzAUv3X+LXA0HcCH3I9D//Yfqf/+BdOj+dvUvx6nNu2X4/o5CIRwycd4A9/9zCzsbA+PbV6FCrhLXDypaqFM/LkoH16DFrH2ev36fjL7tZ2K8upQrmtnZokk42b96MwWBg2LBhTJgwwdrhiGROocGmV1Kiwp8cBweAnRkPDKfnnl3W4NUWyjaG8f/uKdf9N8uX4Ety9de/jNGwsD3UGQQvfwb2qXx4O/oxbPhPwnNgNM2/YSRUaqUygyIikmNZ9G5ErVq1qFWrFmPGjOHKlSsqQSgi8gyteBKRzKp0IWdGtKzEB80qsO3vGyzxD2Tb3zfwv3AH/wt3GLv6OG2rF6eLdymquufJdiuUrt4Lp4+vP6eCQ3F2sOWnN2vxYoXC1g4rW/Ms4sLSgfV4c9Y+Lt4Ko+Mvu1nQrw7li7paOzRJByEhptLJ7du3z9B558yZw5w5c5JsM2bMGMaOHQvAtm3baNy4cfoHJpKQ/b6wY7z57We3NK9do5HQZFTqYsqsnk7oeNRPnwRPoqu/3OHlsRC4B/bPgn0/wT/b4I0ZUKyaqU1K9rq6uBtCriQRiBFCLpvalWmY5o8lIiKSFaXbY7VPlyCMiIhg8+bN/P7774mWIGzdujWDBw/m+eefT6+QRERERCQZdrY2NPMqSjOvolwLieC3A0Es8b9E4O0wFu4LZOG+QLyK5aGLT0naPe9O3tz21g45zU5fC6XXbD+u3ougsKsjvr29qeqe19ph5QglC+Tm13+TWaev3afz9L3M6+ujn382VLJkSc6ePYudXfZe2SmSJrX7QMVXLD9udlqNldGSWv1VrSNUaAmrhsCNUzCjKTT9P8hfxrSCKkZSe13dvQRH/mdeLPevWeQjiYiIZEUZ8i3CycmJ1q1b07p1a8BUgjBmtdahQ4e4evUqM2fOxN3dXYksERELuB4SwfXQpOu1Rzx68pTgiSshONkn/xRjQvt+iUj2VTSPE0OaeDKoUTn2/nOLxf6X2HAsmBNXQ/h01XG+WnuSV58rRmfvktQpUyBLrtLa+88tBszbT2hEFGULOzO3jw8lC6i8XUYqkseJJW/Vo5evHwFB9+g6fS+z+3jjXbqAtUMTC2rRogVnz57Fz88Pb29va4eTKs+u7Dp8+HDs8YYNG7hw4ULse09PTxo0aJAxgUn2kd1KAGYXSa3+qtAcBu+B34fCqTWweUzCY8TsddVxjimpdXoDnN4I146ZH4eL5UvUi4iIZBVWeRwupgThZ599FluCcM2aNeTOrZsGIiKWsHBfIFO2nDG7fYef95jVbuhL5Xm/WYXUhiUiWZSNjYH6noWo71mIOw8iWXn4Mov9LvH3tVBWHLrMikOXKVPImU61S9K+ljtFXLNGwvv3I1cYvvQIkY+jqeWRn5k9a5Pf2cHaYeVI+Z0dWNi/Dv3m7sfv/G16zNrH9B61Vd4xGxk+fDjz5s1j4sSJdO3alQIFsl6isk+fPolee3bfr169eimRJZJTOBeCzgvg0HxY/R6J73UF/NbHtLdWDIMNlPCB6yfgYUgiExhMyS+P+hYOXEREJOuwel2Hp0sQioiIZXSvU4pmXpZ/Yq+Iq6PFxxSRrCW/swN9XihD7/qlORJ0jyX+gaw+fIXzNx8wYcMpvt30Ny9VKkIXn5K8WL4wdrY21g45QTN3/sOXa08C0KJKUaZ0qWHWylRJP65O9szt48OghQfY/vcN+s/dz9SuNWhZVasTsgMPDw+WL1/O66+/Tv369Zk2bRovv/yytcMSkZQIDTa9khIV/uQ4OADsciU/rlOetMWVGRgMppKCCSaxnmKMBntnqNjSVJbQ82XIXQBOrDat2DI1it+v5fj02QdMREQki0hxIiskJIRVq1ZRo0YNqlatmmCbR48eERQUxKNHj3B3d8fZ2TnNgYqIiPmK5HFSCUARSVcGg4HqJfNRvWQ+PmnlxdqAqyz2D+Rg4F02nbjGphPXcMvjRMfaJehUu2SmKdcXHW3ky7Unmf3XeQB61y/N6NZe2NpkvbKI2VEuB1um96jN+0sOs/boVYYsOsg37avRvlYJa4cmFtC0aVMOHjxI/fr1adGiBfnz58fT0zPZyhwGg4EtW7akW1xjxoxhzJgxybYzGpO5QS2S3e33hR3jzW8/u6V57Rp8kLp4Mhtz97BqPRme7xL3nFdb6DQP1o+A0KtxrzX7PP7eWiIiIjlMihNZP/30Ex9//DHVqlXj0KFDca7duHGDjz76iGXLlhEWFhZ7vmTJkrz88sv06NGDRo0apT1qEREREck0nB3t6ORdkk7eJTl9LZQl/pdYfjCI4JAIvt96lu+3nqWBZyE6e5ekeZWiONpZ54niiEePGb70CGuPmm4QjXqlEm+9WDZL7u2VnTnY2TC1aw1yO9jy64Eghv96hAeRUfSsV9raoUka7d69mx49enDz5k2MRiO3b9/Gz88v0fYGgwGj0ag/oyKWltqVVSV94I0ZiffJXdD0SimnPLBrcsr7ZTbm7mGVxz3h815toWxjGF/S9L50A7iwy7T3Vv13Tau+REREcqgUJ7LWrVsHQLdu3eKcv3fvHg0bNuTMmTPxnlQLDAzE19cXX19f6tSpwy+//MJzzz2XhrBFREREJDOqUNSV0a29GNGyIn+cuMYS/0vsPHOTXWdNr3y57XmjRgk6e5ekoptrhsV1L+wRA+ab9l+ytzXwbcfnaVc9kRtJYnW2NgYmtK+Gs6Mdc3Zf4NNVxwmNiGJIE09rhyapdOLECZo3b054eDhGoxEnJyfKly9Pvnz5sLHJnCVIRbKt9FpZ1WgkNBmV8ngiH6S8T2bkUd+0l1XIVRIuMWjGXldPlw9sMwV+fhEu7YOApfB8Z0tHnHbmJEVTw9XN9BIREflXihNZp06dAoiXiBozZgynT58GoFq1ajRq1IhcuXJx9epVDh48yIkTJzAajezduxcfHx8WLlzIG2+8YYGPICIiWc31kAiuhz5Msk3Eo8exxyeuhJi1d00RV0dcnKy+/aOIAI52trSuVpzW1Ypz6XYYv+6/xNL9plVas/86z+y/zlOjVD66eJekdbXiODum35/dy3fD6TXbj7PX7+PqaMcvPWpR37NQus0nlmFjY+CzNl7kcbJj6tazTNz4N/cfRjGiRUWt0MmCxo4dS1hYGI6OjkyePJk+ffrg5KQyyCJWUbsPVHzF8uPm9MSDjS20nPDvXlcG4iaz/v3/Vkr2unItBi9+CFvGwh+fQqVXwTHjHgIyS0qTouZKbVJURESyrRTfMbh79y4AhQsXjj0XERHB7NmzMRgMfPvtt7z//vvx+l26dIkffviB77//nvDwcLp06cKmTZto3LhxqoMXEZGsaeG+QKZsOWN2+w4/7zGr3dCXyjOwUdnUhiUi6aRkgdx80LwiQ1+uwJ+nb7DYP5AtJ69zKPAuhwLv8vnvJ2jzfHE6e5ekesl8Fk1SnLgSQm9fP66HPsQtjxO+fbypXCwbbCqfQxgMBj5oXhFnRzvGrT/FT9vPcT8iirFtq2Cjfc2ylL/++guDwcDHH3/MoEGDrB2OSM6m1S7pJ7G9rvIUNyWxUrrXVb0hcGg+3P4H/pxo2i8rMzEnKRoV/mRVX98NpjKVydF/nyIi8owUJ7JibizY29vHntuzZw+hoaG0b98+wSQWmPbJGj9+PL169aJdu3acPXuWN998k7Nnz+pJPBGRHKZ7nVI08zKzhnwKFHF1tPiYImI5tjYGmlQqQpNKRbgeGsHyg5dZ4n+J8zcfsNj/Eov9L1GxqCudvUvyeg138js7pGm+XWdu8vaCA9x/GEWFoi7M6eND8Xxm3DyRTGdgo3K4ONnxycpjzN97kQcPo/imQzXsbFWSLqu4c+cOAC1bmlmiTEQkq3p2r6vuv0G5puavxHqanaMpAbaoE+z5EWr0gELlLRpumpiTFH26dKRbNXBwTt+YREQkW0pxIitv3rzcvHmTe/fuxZ7bsWMHBoMh3r5ZCalcuTKbNm2ievXqXL16ldmzZzN48OCUhiEiIllYkTxOFMmTPg8xhEVGpcu4ImJZRVydeLtROQa+WBa/87dZ4n+JtUev8ve1UD5fc4Lx60/RoqobXbxLUq9swRSvvllxKIiPfg0gKtpInTIFmN6zNnlz2SffUTKt7nU8cHG044OlR1h+6DIPIqOY2rUGjnapuDEoGa5EiRKcPXuWx48fJ99YRCSrezpp5VE/dUmsGBVaQPnmcGYTbBhpSoypxK6IiOQwKX6EsXx505Mfhw8fjj23adMmAKpXr27WGKVLl2bo0KEYjUZWrlyZ0hBEREREJJswGAzUKVuQyZ2r4/d/L/NFuyp4FctD5ONofj9yhe4z99Ho221M23qG4HsR8fo/jn6y/4Tf+dtEPY7mx+1neX/JEaKijbSqVox5/XyUxMom2lV356fuNXGwtWHj8Wv0n7tfDzBkEW3atAHgzz//tHIkIiJZUMvxYGMPZzfD6Q3WjkZERCTDpTiR1bhxY4xGIz/88AN3795l69at7N27FwAXFxezx2nWrBkAAQEBKQ1BRERERLKhvLns6VGvNOuGNmTNuw14s24pXB3tuHQ7nG83nab++C30m+PPpuPBPHoczYZjV3l58o7Y/r19/ak2dhPfbPgbgP4NyvB9F63YyW6aV3Fjdm9vctnbsvPMTXrO8iMk4pG1w5JkfPTRRxQpUoSJEydy4cIFa4cjIhklNBiuHE76FfzUfaHggOTbXzkM969l2EfIFAqWM+2XBaZVWY/iP9wjIiKSnaW4tGD//v359ttvOXPmDO7u7kRGRmIwGDAajQwdOpRFixaZNY6jo2kfk7t376Y0BBERERHJ5qq65+VL9+f4v1e9WHf0Kkv8L+F34TZbTl1ny6nr5HGyIyQi/kqcsEhT2bIOtUrwSWuvjA5bMkiD8oVY0N+H3r7+7L94h24z9jK3jw8FXbRXYmZVtGhRNm7cyOuvv06dOnX48ssv6dixI/ny5bN2aCKSnvb7wo7x5refbeY+eg0+SF08WdmLH0HAErhzAfZMgxc/tHZEIiIiGSbFiazSpUszbdo03n77bcLDwwFTSZgPP/yQH374gbfffptp06ZhZ5f00H/99Rdg2nNLRERERCQhuRxsaV+rBO1rleDs9fv8uv8Sv+6/xO2wpFfg/HX2Jo+jjdimcG8tyTpqeRRg8Vt16TnLj2OXQ+g8fS8L+tXBLW/67MEoaVO2bFkAwsLCuHHjBm+//TaDBg2iUKFC5M6dO8m+BoOBc+fOZUSYImJptftAxVcsP65THtg12fLjZmaOLtDsc1g+AHZOgue7Ql53a0clIiKSIVKcyALTqqyaNWvi6+tLcHAwbdu2pUePHri7u/P++++zc+dOPvnkE954443YlVdPO3DgAJ9//jkGg4EaNWqk+UOIiIiISPbnWcSFUa9WpoFnIXrM9kuy7dV7Efidv029cgUzKDqxhirF87JkYD16zNrH2ev36fjLbhb2q0t+5yd7ovmdv03D8oWV1LSyZ8sJGo1GjEYj169fT7avwaB/dyJZlqub6WVpkQ8sP2ZW8FxH2D8bAvfAH6Ohw2xrRyQiIpIhUpXIAqhZsyY1a9aMc27o0KHcuHGDr7/+mjfffJNcuXJRp04dqlSpQtGiRYmIiODAgQNs3ryZqKgoDAYDffr0SfOHEBEREZGc43ZYpFntrodq/4icwLOIC0sH1uPNWfu4eCuMNtN2Ymf7ZCvg3r7+FMvrxGdtvGhZtZgVI83ZevXqZe0QRESyPoMBXvkGpjeCY8ugdj8oXt3aUYmIiKS7VCeyEvPll19SpUoV3nnnHe7cucP27dvZvn17nDZGoxGArl270rlzZ0uHICIiIiLZWBFX80rHmdtOsr6SBXLz68B6tPvhL67ei5/ADL4XwaAFB/npzZpKZlmJr6+vtUMQEckeilWDWr1NK7PWj4A+61I+RvTjJ8cXd0O5pmBja7EQRURELM0m+SYp17VrV/755x++/vpratasiY2NTWzpCKPRSJkyZZg6dSrz589Pj+lFREREJBvzKVOAYnmdSKzYmAEoltcJnzIFMjIssbKCLo5ERxsTvBZzduzvJ3icSBsREZEso+locMoH147BwXlPzl/cHTdJlZATq+EHnyfvF3aA76qazouIiGRS6ZLIAsibNy8jR47E39+f8PBwzp49y/Hjx7l69Srnzp3jnXfeUa1zEREREUkxWxsDn7XxAoiXzIp5/1kbL+2JlMP4nb/NtdCHiV438mTvNBERkSwtdwFo+onpeNPoJ+eTS0qdWA1Le0Lo1bjnQ66aziuZJSIimZTFSwsmOImdHWXLls2IqUREJBu7HhLB9SRuUgJEPHryBOKJKyE42SdfIqOIqyNF8sQtQZaRc4lIyrWsWoyf3qzJZ6uPcy3kyZ9VN+2FlGOZuyea9k4TEZFswbnwvwfPrDSOSUp1mgdebZ+cj34MG/4Tv33sGAbYMBIqtVKZQRERyXQyJJElIiJiCQv3BTJlyxmz23f4eY9Z7Ya+VJ73m1Ww2lwikjotqxbjBc9CPDdmEwBz+njTsHxhrcTKobR3Wubw66+/0rFjx3QbPygoiMDAQOrXr59uc4iIZHrRj2HjqEQu/puoWjMMIh9A+G14cAOCj0HIlSQGNULIZVN5wjINLRywiIhI2qQokaUvJSIiYk3d65SimVdRi49bxNXRqnNllMy+yiyzxyeZ09NJK58yBZTEysFi9k4LvheR4LPmBkwr9rR3Wvrq3Lkzn3/+OZ9++qlFvzsGBgYybtw4fH19+fjjj/WdUURytou7k0lKAWG3YOXbKR/7/rXUxSQiVqPv0pITpCiRpS8lIiJiTUXyOGXYL1EZOVdGyeyrzDJ7fCKSucXsnTZowUEMxC2cpL3TMk758uU5fvw4Xbp04aOPPqJbt250796dKlWqpHisBw8esGLFChYuXMiWLVt4/PgxNjY2eHp6pkPkIpLlhQabXkmJCn9yHBwAdrmSH9cpT9riSg/mJpsKV4aiXqYyhA/vw+EFyfdxsfzDfCKSvvRdWnKCFCWy9KVEREQk68rsq8wye3wikvlp7zTrO378OFOnTmX8+PEEBgYyYcIEJkyYQPny5albty7e3t7UqFGDIkWKkD9/fvLnz094eDi3b9/mzp07nD59Gn9/f/z8/PDz8yMiIgKj0ZSWfOWVV5gwYQJVq1a18qcUkUxpvy/sGG9++9ktzWvX4IPUxZOezE02vTrxSZnA6Mfwz1bTHloJrl0GXN3AQw+Xi2Q1+i4tOUGKEln6UiIiIpJ1ZfZVZpk9PhHJGrR3mnXZ2dnxwQcfMHDgQH788Ud++OEHAgMDOX36NGfOnGH+/PlmjRPzPdHW1pZ27drx0UcfUadOnfQMXUSyutp9oOIrlh/XKQ/smmz5cdPCoz7kKZ5EUspguv50UsrGFlpOgKU9TdcT6mewhYh7kFtleEWyEn2XlpwgRYmsrPKlJDAwkKlTp7J27VoCAwNxdHTE09OTTp06MXjwYHLnzm2ReRYvXoyvry8BAQHcuXMHNzc3GjZsyJAhQ6hbt65ZY9y6dYupU6eycuVKLly4gNFopEyZMrz22mu89957FCxYMNG+Fy9eZNOmTfj5+XHkyBGuXbvGjRs3MBqNFCpUiBo1atCxY0e6dOmCvb19srFERUUxa9YsFi5cyMmTJ7l//z7u7u68/PLLvPfee3h5eZn9sxERERERsRbtnWZ9zs7OfPTRRwwfPpw//viDpUuXsm3bNi5cuJBs31y5cuHj40OrVq3o1q0bxYsXT/+ARSTrc3UzvSwt8oHlx0yrJJNS//4/r+V4U7unebWFTvNg/QgIvfrkvIsbREVAyGVY1Al6rgIH53T+ECIiIuZLUSIrRmb+UrJ27Vq6d+/OvXv3Ys+FhYXh7++Pv78/M2fOZN26dZQtWzbVc0RERNCxY0fWrFkT5/zFixe5ePEiixYtYsyYMYwePTrJcfz9/WnXrh1Xr16Ncz4gIICAgABmzpzJqlWrqF27doL9Z8yYwVdffZXgtaCgIIKCgvj999+ZOHEiq1atokyZMonGcuvWLVq1asW+ffvinD937hznzp1jzpw5/Pjjj/Tt2zfJzyQiIiIilqcNnCWrsrGxoUWLFrRo0QKAy5cvs3v3boKCgrhx4wa3b9/GycmJwoULU7hwYZ577jlq165t1oN4IpJNpddeV+mV6LKWxJJSeYqbklhebRPvV7YxjC9pet/9NyjXFG6eNpVbDPKHJW9C1yVg55DuH0NERMQcqUpkxchsX0qOHDlCp06dCAsLw8XFhVGjRtGkSRPCw8NZvHgxM2bM4O+//6ZVq1b4+/vj4uKSqnn69esXm8Rq0qQJQ4cOpXjx4hw9epSvv/6ac+fO8emnn1KsWDH69++f4BiXL1+mTZs2XLt2LXalW+vWrQFYs2YNkydP5sqVK7Ru3ZoDBw7g7u4ebwwbGxuef/55GjRoQPXq1SlWrBhFixYlNDSUc+fO4evry+7duzl69CjNmjUjICAgwdVojx8/5o033ohNYr3xxhsMGDCAAgUKsG/fPr788kuuX7/OW2+9hbu7e+y/bxERERHJGNrAWbILd3d3OnbsaO0wRCQzS6+9rhqNhCajUhdTZpVYUurZlVjPevq6R33T+yKVTf3ntYNzW2HFQGg/M/mxshtzEqmpkd0SqSIiGSxNiaxnWftLybBhwwgLC8POzo5NmzZRr1692GtNmzalfPnyjBgxglOnTjF58mQ+/fTTFM+xY8cOFi1aBECbNm1YsWIFtram/6l7e3vTtm1batWqRWBgICNGjKBDhw7ky5cv3jj/93//x7Vr1wBYtGhRnJ9bw4YNqV27Np06deLatWuMHj2a2bNnxxvj008/5fPPP08wziZNmtC/f3+GDRvGlClTOHfuHLNmzeLdd9+N13b+/Pn8+eefAAwePJgffvgh9pqPjw+vvPIKtWrVIiQkhHfffZcTJ05gZ2fR/3REREREJAnawFlERHKM9NrrKrsmERJKSqVWSW/oPB8WdYbjyyFXPmg1GQw5qERvShOp5sqOiVQRkQyUbbIR/v7+bN++HTCtmHo6iRVj+PDh+Pr6cvLkSb777jtGjRqV4tVh33zzDWDa3+vHH3+MTWLFKFSoEBMmTKBr167cuXOHWbNmMXz48Dhtrl27xoIFCwBo0aJFgsm/jh070qJFCzZu3Mi8efMYN24cRYvGvXlhTjJp1KhRTJkyBYA///wzwUTWxIkTAcifP3/s8dM8PT0ZNWoUo0aN4syZM6xatYr27dsnO7eIiIiIWIY2cBYRkRwjI1eupFcZQ6c8aYvLmjxfgjemw299Yf9syF0Qmn5i7agyjjmJ1KjwJysB+24wv7SliIikWrZJZK1cuTL2uE+fPgm2sbGxoWfPnowaNYo7d+6wfft2mjVrZvYc9+/fZ8uWLQA0a9aMEiVKJNjujTfeIE+ePISEhLB8+fJ4iazVq1fz+PHjJGMF6N27Nxs3buTx48esXr2aAQMGmB1rDGfnJ5tzRkRExLt+5swZTpw4AUDnzp0TLD0YE8uoUaYnR5YvX65EloiIiIiIiIhkbelVxrDBB6mLJ7Oo+gZE3IU178OfEyFXAag32NpRZQxzEqmRD54cu1UDB+fE24qIiEVkm0TWzp07AVPiplatWom2a9SoUezxrl27UpTI8vPz4+HDh/HGeZaDgwN169Zl06ZN+Pn58ejRozgrv2JiTW6cZ2NNTSLrf//7X+xxpUqV4l03NxY3NzcqVKjA6dOn2bVrV4rjEBGRhF0PieB66MMk20Q8ehx7fOJKCE72yZcLKeLqqNUbIiIiIiJJSa8yhk55YNdky4+bkWr3hbDbsPUL2DgKcheA57tYOyoREcmhsk0i6+TJk4CpDF5SJfeeTubE9EnpHM+Ok9g8mzZtIioqijNnzuDl5RVvnLx58+LmlvhTHsWKFYtd2ZWSWO/cucOFCxeYP38+06ZNA0zJtbfffjvNn+n06dNcunSJBw8exFntJSIiqbNwXyBTtpwxu32Hn/eY1W7oS+V5v1mF1IYlIiIiIpL9pVcZw6dX7GRlDYebkll7f4CVg8Epb/ok/kRERJKRLRJZERER3Lx5EyDRcn8x8ufPj7OzMw8ePODSpUspmufp9snNU7JkyTj9nk5kxYyT3Bgx4xw/fjzZWHv37s3cuXMTvJYrVy7mzp1LuXLl4l1LzWcyGo0EBQVRsWLF5MIXEZFkdK9TimZeRZNvmEJFXB0tPqaIiIiIiOQgBgM0/xLC78CRRfBrb3hzOZR+wdqR5Vzm7OuWGhm5N52ISCpki0RWaGho7LGLi0uy7WMSWffv30+3eZ5erfTsPDHjmBtrQmOYq3PnzkyYMAEPD48Er1vqMz3t4cOHsSUYAUJCQswNV0QkxymSx0klAEVEREREJHOysYG235v2zPp7HfyvC/ReC8WqWTuynCml+7qZq9FIaDLK8uOKiFhItkhkRURExB47ODgk297R0fSUenh4eLrNEzNHQvPEjGPJWL/66is+/PBDwJQ4CggIYMaMGSxZsoTLly8ze/ZsypcvH6+fpT7T08aNG8fYsWOTHEtERERERERERLIAWzvoMBsWtIeLf8GCN6DvRigYv/KPpDNz9nWLCofZLU3HfTeAXa7kx9VqLBHJ5LJFIsvJ6cmT7JGRkcm2j1ktlCuXGX+Rp3Kep1ckPTuPk5MTYWFhFo3V3d0dd3f32Pf169dnwIABDBkyhF9++YU6deqwbds2nn/++XixxIiMjIzzPiWf6WmjRo3igw8+iH0fEhISp9SiiIiIiIiIiIhkIfa5oOv/YE5rCA6Aea9Bv42Qp7i1I8tZzCkB+PQebW7VwEF73ItI1pctElmurq6xx+aU4HvwwPQXujml/VI7T8wcCc3j6upKWFhYusYKYGtry9SpU1m3bh2XLl1i0KBB7N69O14sMe7fv59kIiupz/Q0R0fHOKu3RERERERERERyNHP2Nop6qvpNcIB5K2mc8qQtrpRwymvaI2t2C7h9Dua/AX3WQe4CGReDiIjkSNkikeXk5EShQoW4efMmQUFBSba9c+dObEImpauESpQoEXscFBRE7dq1E2176dKl2ONn5ylRogTXrl1LNtanx0ntiiYHBwdatmzJjBkz2LNnD1euXKF48SdPyzz7mQoVKpRsLAaDIU4/ERERERERERFJQkr3NoopDZecBh8k38aSXApDjxWmZNaNk7CoE/RcpVU/IiKSrjI0kfXw4UPu3r1L4cKFsbGxsejYlStXZufOnZw9e5aoqCjs7BL+aKdOnYrTJyW8vLwSHCepeezs7PD09Iw3zoEDB7h37x7BwcG4uSW8JPjq1auEhISkKtanFS5cOPb44sWLcRJZz36m6tWrJzpOzGcqWbIkzs76BUVERERERFIuOjqa7du3s2fPHoKDgwkLC+PLL7+kWLFisW0iIyOJiorC1tZW1R5EJHswZ2+j1HDKA7smW37cpOT3+DeZ1RKC/GHJm9B1Cdglvxd8qpmzoi01zCnVJyIiVmeRRNb9+/f5888/AXjxxRfjlZ27efMmAwcOZM2aNURFReHi4sKAAQP4+uuvcXCwzP/kGjRowM6dO3nw4AEHDhygTp06CbbbsWNH7PELL7yQojm8vb1xcHAgMjKSHTt2MHLkyATbRUZGsnfv3jh9no11/vz5sfF07tzZ4rE+7fLly7HHz/67adCgQZz5unTpkuAYwcHBnD59Os2xiIiIiIhIzrV27Vree+89Lly4EOf88OHD4ySyZs2axTvvvIOLiwtXrlzRg3QiknmkV4nA1CZUnt4PKSMVqQzdf4N57eDcVlgxENrPBBvb9JkvpSvazNVoJDQZZflxRUTEoiySyFq2bBl9+vShVKlS/PPPP3GuRUdH88orr3Dw4EGMRiMAoaGh/Pe//yUwMJClS5daIgRee+01xo0bB4Cvr2+Ciazo6GjmzZsHQL58+WjSpEmK5nB1deWll15i/fr1bN68maCgoARL7C1fvjx2JdXrr78e73rbtm0ZNGgQ0dHR+Pr6JprImjNnDgA2Nja0bds2RbHGePDgAevXrwcgV65clCtXLs71ChUqULlyZU6ePMnSpUuZNGkSuXPnTjSWxD6TiIiIiIhIUmbOnMnAgQNjvxfGlIc3GAzx2vbr149PPvmEu3fvsmLFCt58882MDldEJGHpVSIwKyZUSnpD5/mwqDMcXw658kGryZDA3+tpZs6KtqjwJz/vvhvMTyCKiEimZ5FE1saNGwFo3759vJKBS5Ys4cCBAxgMBmrWrEmjRo3YsWMHBw8eZNmyZWzYsIGWLc38n3oSfHx8aNiwITt37mTWrFn06tWLevXqxWkzadIkTp48CcDQoUOxt7ePc33OnDn06dMHgM8++4wxY8bEm+fDDz9k/fr1REVFMWTIEJYvX46t7ZOnTW7evMl//vMfwJQs69+/f7wx3Nzc6N69O/Pnz2fjxo389ttvdOjQIU6bX3/9Nfbn2qNHj3jlB2/evMmOHTto3759oj+TiIgI+vbty/Xr1wHTv5+EklQffvgh/fr14/bt24wYMYJp06bFuX7u3LnYJGG5cuWUyBIRERERkRQ5e/YsQ4YMAaBp06ZMmzaNSpUqJVpy3sHBgfbt2zNz5kw2bdqkRJaIZB7pVSIwqyZUPF+CN6bDb31h/2zIXRCafmL5ecxZsfb06jS3atq3S0QkG7FIIuvYsWMYDIZ4iSMgtoRerVq12L17N3Z2djx69IiGDRvi7+/PvHnzLJLIApgyZQovvPAC4eHhNG/enI8//pgmTZoQHh7O4sWLmT59OmBahTR8+PBUzdG0aVO6dOnC4sWLWb16Nc2aNWPYsGEUL16co0eP8tVXXxEYGAjA+PHjyZ8/f4LjfPXVV2zYsIEbN27QtWtX9u/fT+vWrQFYs2YNkyZNAkz7W3355Zfx+t+/f58OHTrg6elJ+/bt8fHxwd3dHUdHR27evImfnx+zZs2KXSHn7u7OhAkTEoylV69ezJ49m7/++osffviB4OBgBgwYQP78+fHz8+OLL74gJCQEGxsbvv/++0T3HxMREREREUnId999x6NHj6hatSrr1q0zq8R8w4YNmTlzJocPH07/AEVEzKU9leKr+gZE3IU178OfEyFXAag32NpRiYhINmKRjMSNGzcA8PDwiHP+0aNH7NixA4PBwODBg2MTIPb29rz99tv4+fmxb98+S4QAQI0aNViyZAlvvvkmISEhfPzxx/HaVKhQgbVr1+Lq6prqeWbPnk1ISAjr1q1j27ZtbNu2Lc51GxsbRo8ezcCBAxMdo2TJkvz++++89tprBAcHM2HChHiJJjc3N1auXJlg+cIYZ8+eTTRBFaNevXosWLCA4sWLJ3jd1taWlStX8uqrr+Lv78+yZctYtmxZnDYODg5MmzaNV15Jh6eOREREREQkW9uyZQsGg4Fhw4aZvU9yTFn0mAcFRUQkE6vdF8Juw9YvYOMoyJUfqne1dlQiIpJNWCSRdfv2bYB4pfr2799PeHg4BoMhXgKkQoUKAAQHJ7NBZgq1adOGgIAApkyZwtq1awkKCsLBwQFPT086duzIO++8k2B5vZTIlSsXa9euZdGiRcyZM4cjR45w9+5dihYtSsOGDXnnnXcSXJ32rDp16nD06FGmTJnCypUrYzc8LlOmDO3atWPYsGEULFgwwb6lSpVi3759bNu2jR07dnD+/HmuXbtGaGgoLi4ulCpVitq1a9OxY0datGiRYN35pxUqVIjdu3czY8YMFi1axMmTJ3nw4AHFixfnpZdeYujQoVSpUiXFPysREREREZFLly4BUL16dbP7ODubSkKFhYWlR0giImJpDYebkll7f4BVQ0x7Znm88OT6xd1QrinY2CY6hIiIpN31kAiuhz5Msk3Eo8exxyeuhOBkn/zfzUVcHSmSxynN8aWGRRJZuXLlIjQ0NHYvphg7duwATE/SFS1aNF6f9OLh4cHkyZOZPHlyivr17t2b3r17m92+W7dudOvWLYXRxVWoUCG++OILvvjiixT1s7GxwcfHBx8fn9g9udLKzs6OQYMGMWjQIIuMJyIiIiIiAsQ+WGc0Gs3uE1P5I0+ePOkSk4iIWJjBAM2/hPA7cGQRLOkBTk/9Hb6wA+QpDi0ngFdb68UpIpLNLdwXyJQtZ8xu3+HnPWa1G/pSed5vViG1YaWJRRJZ5cqV4/Dhw2zfvp3mzZvHnl+xYgUGg4FGjRrF6xPzpaRIkSKWCEFEREREREQyqeLFi3P27FlOnz5NrVq1zOoT82Bk6dKl0zEyERGxKBsbaPs93DgFVw5C2K2410OuwtKe0GmeklkiIumke51SNPMqmnzDFCri6mjxMc1lkURWs2bNOHToED/++CMNGzakYcOG+Pr64u/vj8FgoE2bNvH6BAQEACS6b5OIiIiIiIhkDy+++CJnzpxh0aJFdO2a/J4pN2/e5JdffsFgMNC0adMMiFBERCzGYIDQq4lcNAIG2DASKrVSmUERkXRQJI+T1UoAphcbSwwydOhQ8uTJQ2hoKK1btyZv3rwMGzYMgMqVKyeYyFq7di0Gg8GsvaREREREREQk63rrrbcAWLduHb6+vkm2DQoK4tVXX+XmzZvY2trG9hURkSzi4u4kElkARgi5bGonIiJiBosksooVK8bvv/+Om5sbRqMx9lW2bFl+++232HroMc6dO8fOnTsB02ouERERERERyb68vb15++23MRqN9O/fn44dO7J06dLY6wEBASxZsoR+/fpRsWJFDhw4gMFgYPjw4Xh6eloxchERSbH71yzbTkREcjyLlBYEaNiwIefPn+evv/4iODiYYsWK0aBBA+zs4k9x9epVRo8eDZDg/lkiIiIiIiKSvXz//fc8ePCA+fPns3z5cpYvXx770GP37t1j2xmNRgB69+7N119/na4xjRgxgokTJ8a+37ZtG40bN06yz4YNG5g+fTp+fn7cuHGDwoUL4+Pjw1tvvUXLli3TNV4RkSzBxcx9WcxtJyIiOZ7FElkADg4ONGnSJNl2DRo0oEGDBpacWkRERERERDIxW1tb5s6dS9u2bRk3bhwHDx5MsJ2XlxeffPIJXbp0Sdd4jhw5wn//+1+z2xuNRt5++22mT58e5/zly5dZsWIFK1as4K233uLnn3+OV5VERCRH8agPeYpDyFVMe2I9y2C67lE/oyMTEZEsyiKJrD///BMwlYvIlSuXWX0ePnzIvn37ANPGvyIiIiIiIpL9tW/fnvbt23PlyhX279/P9evXefz4MQULFqRGjRqUK1cu3WOIjo5mwIABREVFUaRIEa5fv55sn08++SQ2iVWjRg1GjBhBuXLlOHfuHN988w2HDh1i+vTpFC5cmC+//DK9P4KISOZlYwstJ8DSnoCB+MksIzT/0tRORETEDBZJZDVu3BgbGxsCAgLw8vIyq09QUFBsv6ioKEuEISIiIiIiIpnQ559/DkCdOnVo0aIFAMWLF6dt27ZWiWfq1Kn4+/tTqVIlXn/9dcaNG5dk+7Nnz/LNN98AULt2bf7888/Yhzi9vb1p27YtjRo1Yv/+/UyYMIE+ffpkSEJORCTT8moLnebB+hEQevWpC/8mtq4egapvWCs6ERHJYmwsNVBMHfOM6iciIiIiIiJZw5gxYxg7diwPHz60dihcunQpds/mn376CQcHh2T7/Pe//419APP777+PV4kkd+7cfP/99wBERUXx3XffWTZoEZGsyKstDPF78r77b9Bhjun4rynwz3ZrRCUiIlmQRffISono6GjAVCddRERERJ64HhLB9dCkb/ZGPHoce3ziSghO9sn/TlXE1ZEieZzSHJ+ISEoVLFiQ27dvU6pUKWuHwuDBg7l//z69evWicePGbN++Pcn2RqORVatWAVCpUiXq1q2bYLu6detSsWJF/v77b1auXMnUqVO1V5aIyNPlAz3qg4MznO8NB+bA8oEwaDc4F7RWdCIikkVYLZF14cIFAPLmzWutEEREREQypYX7Apmy5YzZ7Tv8vMesdkNfKs/7zSqkNiwRkVTz9PTEz8+P4OBgq8axdOlS1qxZQ4ECBZg4caJZfc6fP8/ly5cBaNSoUZJtGzVqxN9//01QUBAXLlygTJkyaY5ZRCTbafE1XNwNN0/D6negyyJQ4l9ERJKQqkRWYGBgguevXr2Ki4tLkn0fPnzIuXPnGD16NAaDgSpVqqQmBBEREZFsq3udUjTzKmrxcYu4Olp8TBERc3Tu3Jl9+/axdOlSWrZsaZUY7t69y9ChQwGYMGEChQsXNqvfyZMnY48rVaqUZNunr588eVKJLBGRhDg4Q/tZMPMl+Hsd7J8F3v2tHZWIiGRiqUpkJfTLuNFopHnz5ikeq2fPnqkJQURERCTbKpLHSSUARSRbGTx4MHPnzmXevHk0atSIXr16ZXgMI0aMIDg4mPr169OvXz+z+126dCn2uESJEkm2LVmyZIL9EvLw4cM4e4aFhISYHZOISJZXrBq8PBY2joKN/wceL0CRytaOSkREMqlUJbKMRmOKzifEycmJ9957j759+6YmBBEREREREckigoODmTlzJv369aNv374sXLiQbt26Ua1aNfLnz5/s3slp3Vtr165dzJw5Ezs7O37++ecU7V0VGhoae5xcBRJnZ+fY4/v37yfZdty4cYwdO9bsOEREsp06b8O5LXB2M/zWDwZsBXs9zCUiIvGlKpHl6+sb532fPn0wGAx88cUXuLu7J9rPYDDg5OREsWLFqFGjRrJfAkRERERERCTrK126dGzyyGg0smXLFrZs2WJWX4PBQFRUVKrnjoyM5K233sJoNPL+++/z3HPPpah/RERE7LGDg0OSbR0dn5RwDQ8PT7LtqFGj+OCDD2Lfh4SExFnRJSJCaLDplZSop/6uCQ6AyDAIu5V0H4cnSXeCA8AuV/KxuLqZXpZkYwOv/QQ/1Yfrx+GPT+HVbyw7h4iIZAupSmQ9WwaiT58+ALz22mt4eXmlPSoRERERERHJVp6u4JGSah5p9fXXX3Py5ElKlSrFZ599luL+Tk5PVgdERkYm2fbpUoG5ciV9Y9jR0TFO4ktEJJ79vrBjvPntZ6diD0Jz+zQaCU1GpXz85LgUMSWzFnYAv1/A8yWo0MLy84iISJaWqkTWs7Zt2wYkvHeWiIiIiIiI5GzPVvXIKKdOnWLcuHEAfP/993FK/5nL1dU19ji5coEPHjyIPVYFEhFJs9p9oOIrKesTdiv5FVm5C5peKWHp1VhPK98M6g6GvT/CykEwaHf6ziciIlmORRJZjRo1ssQwIiIiIiIikg09W9Ujo/z3v/8lMjKSsmXLEhYWxuLFi+O1OXbsWOzx1q1bCQ42lfFq06YNzs7OlChRIvZ6UFBQkvNdunQp9lhlAkUkzdKjnF9m9fIYOL8Trh01JbO6LzOVHhRJjDmlN1MjJ/25E8lCLJLIEhEREREREclsYkr9/fPPP3Tt2jXZ9l988UXs8fnz53F2do5TPv/UqVNJ9n/6euXKlVMarohIzmXnCB1mwS+N4NxW2PsD1H/X2lFJZpbS0pvmSq8ymiKSJumSyAoNDeX8+fOEhoby+PHjZNu/+OKL6RGGiIiIiIiISJqUKVOG4sWLc+XKFXbs2JFk2z///BMAd3d3SpcunQHRiYhkI4UrQstxsGYYbB4LpRtC8erWjkoyK3NKb0aFP9kHru8GsEt6/0pAq7FEMimLJrJmzJjBjz/+SEBAgNl9DAYDUVFRlgxDREREREREhDlz5jBnzpwk24wZM4axY8cCpv2fGzduHOe6wWCgXbt2/PTTT5w6dYq9e/dSt27deOPs3bs3dkVWu3btMBgMFvkMIiI5Sq3ecHYznFoDy/rBwD/BIeX7G0oOYE4JwMgne1fiVi37/rekMouSA1gkkfX48WPat2/P77//DoDRaLTEsCIiIiIiIpIN9O3bN9V9DQYDs2bNsmA0KTds2DBmzJhBVFQU7777Ln/++Se5cj15qjs8PJx33zWVwLKzs2PYsGFWilREJIszGKDt93D5INw6CxtGmt6LSOJUZlFyAIsksn7++WdWr14NQNGiRenTpw+1atWiQIEC2GhjRhERERERkRxtzpw5qVqhZDQaM0Uiq0KFCnz44YeMHz+e/fv388ILL/Cf//yHcuXKce7cOSZMmMChQ4cA+OijjyhfvrxV4xURydJyF4A3foG5beHgPCj3ElR5zdpRiWReKrMoOYBFElnz5s0DwMvLi507d5I/f35LDCsiIiIiIiLZQKlSpZJNZD148ICbN28CplVYhQoVInfu3BkRnlm++uorrl+/zuzZszl06BBdunSJ16Zfv358+eWXVohORCSbKfMiNPwAdk6C398D91qQr6S1oxLJnFRmUXIAiySyTp48icFgYPTo0UpiiYiIiIiISBwXLlwwq93t27dZtGgRn332Gfny5WPVqlVUqlQpfYMzk42NDbNmzaJ9+/ZMnz4df39/bt68SaFChfD29mbgwIG88koyT0OLiIj5Go+Cf7bD5QOw/C3ovQZsbK0dlYiIWIFF6/5VrFjRksOJiIiIiIhIDlKgQAHeeecddu3axbVr13jllVe4c+dOus45ZswYjEYjRqORxo0bJ9v+1VdfZeXKlVy+fJmHDx9y+fJlVq5cqSSWiIil2dpD+5ng4AKBu2HnZGtHJCIiVmKRRFZM/e/bt29bYjgRERERERHJwSpXrsx7773HxYsXmTRpkrXDERERaylQFlr9+/+B7ePgkp914wGIfvzk+OLuuO9FRCRdWCSR1aVLF4xGI2vWrLHEcCIiIiIiIpLDNWvWDIDly5dbORIREbGq57vAc53A+BiW9YOIe9aL5cRq+MHnyfuFHeC7qqbzIiKSbiySyHrvvfeoVq0aP/30Ezt37rTEkCIiIiIiIpKDubi4ABAYGGjlSERExOpafQv5POBuIKz5AIzGjI/hxGpY2hNCr8Y9H3LVdF7JLBGRdGORRJajoyObNm2iVq1aNGvWjBEjRnD48GEiIiIsMbyIiIiIiIjkMIcOHQLA3t7eypGIiIjVOeU17ZdlsIVjv0HAkoydP/oxbPgPkFAC7d9zG0aqzKCISDqxSCLL1taWYsWKsWfPHiIjI5k0aRK1atXC2dkZW1vbJF92dnaWCEFERERERESyifPnzzNmzBgMBgPVq1e3djgiIpIZlPSBxqNMx2uHw+1/Mm7ui7sh5EoSDYwQctnUTkRELM4iWSTjM8t5n30vIiIiIiIiOde8efOSbRMdHc2dO3fYv38/q1atIiwsDIPBwNtvv50BEYqISJbQ8AP4Zxtc/AuW9Ye+G8E2nVfuPgyFE6vMa7v5M6jWBUq/AIUrg41F1hCIiOR4FklkffbZZ5YYRkRERERERLKh3r17YzAYzG4f83Dke++9R+fOndMrLBERyWpsbOGN6fBTfbh8ALZ9DS+nw33Jh6Hw9wY4sRLO/AGPH5rX7/IB0wsgVwHwqA+lG5heRaoosSUikkpKZImIiIhIpnQ9JILroUnfNIh49GQfghNXQnCyt0123CKujhTJ45Tm+EQkZcyt3JEvXz5efPFFBg8eTPPmzdM5KhERyXLyloC238PSnrDrv1CuCZR5Me3jJpW8KlAO7l+DyPuJdDaAcyHwGWAqL3jJD8Jvw6k1pheAU74niS2PF8DtOVNiTkREkqUNqkREREQkU1q4L5ApW86Y3b7Dz3vMajf0pfK836xCasMSkVQ4f/58sm1sbGxwdXUlX7586R+QiIhkbV7toGYvODgXlg+EQX+BnWPKx0kqeVXQE7xegyqvQdGqcPJ3U/IMgKcfzvh3xXGryeDV1nQcFQlXD8OFnXDhL7i0DyLuwt/rTC8Ax7zgUc+U1Cr9Arg9D7a6VSsikhD97SgiIiIimVL3OqVo5lXU4uMWcU3FTQ4RSRMPDw9rhyAiItlNy3Gm1U+3zsDqd6Hdj0+uXdwN5ZomvOIpJcmrp8vierWFTvNg/QgIvfrkfJ7i0HL8kyQWgJ0DlPQxvRoOh8eP4OoRuLDLtL/XxT3w8B6c3mB6ATi4Qqm6pqSWRwMoXj399/8SEckiLJLICgwMTFP/UqVKWSIMEfOEBptelubqZnqJiIiIRRTJ46QSgBKPSk6KiIgIAA7O0GEWzHjJVL7v/M4n1xZ2+DfBNMGUYEpt8upZXm2hbGMYX9L0vvtviSfMnmZrDyVqm14NhsHjKAgOMCW1LvxlSrw9vAdn/zC9AOydoVSdf1dsNYTiNUwJsuREP/k9KMmEnohIFmKRRFaZMmVS3ddgMBAVFWWJMCSnSW1Car8vHJxj8XBoNBKajLL8uCIiIiISSyUns6YyZcpgY2PDxo0b8fT0NKtPYGAgjRs3xmAwcO7cuXSOUEREsqRiz8NzHeHIIlMi6GkhV2FpD3CvBcHHUp+8etbTSSGP+qlLEtnagXtN06v+u6bk07VjpqRWzKqtiLtwbqvpBWCX69/EVgPTqi33WvHLKZ5YbVoxFuPZhJ6ISBZlkUSWuZv2iljUfl/YMd7y49bsDdW7wOyWpvd9N5h+WUiOVmOJiIiIpDuVnMyaLl68iMFgIDIy0uw+jx494sKFCxhScnNRRERylujHcH57Ihf/vV95+YDpn2lJXqU3G1tTUq7Y81BvMERHw/UT/ya1dplWVoXdgn+2m14Adk5QwhtKNzC9Qq/Bsn7E3b+LfxN6PU1lEZXMEpEsyiKJLF9f32TbPHjwgL///ptly5Zx5coV6tevz4ABAywxveRUtftAxVeSbhMVnrqElKPrk/du1UzL1UVERETE6lRyUkRERGJd3A0hV5Jv12Yq1OyZuZJXSbGxAbeqplfdt02JrZt/mxJbMSu2HtyACztNryQZAQNsGAmVWqnMoIhkSRZJZPXq1cvstt9++y3vvfce06dPp379+nzzzTeWCEFyInP2pIp88OQ4JQmpp/uJiIiIiEiGu3fPVCIqd+7cVo5EREQyrfvXzGvn4Jx1klgJsbGBIpVNL58BYDTCzdNPklpnt0LEnSQGMELIZVPir0zDDAtbRMRSbDJ6Qnt7e3766SdefPFFJk2axMaNGzM6BBEREREREcnkFixYAICHh4eVIxERkUzLxcxyw+a2yyoMBihcEbz7QYfZ8OpE8/qZm/gTEclkLLIiKzUGDRrEjh07+P7772nRooW1whARERERERELa9q0aYLn+/Tpg7Nz0lUSHj58yD///MP169cxGAw0b948PUIUEZHswKM+5Clu2gfq2b2hADCYrnvUz+jIMpa5+7Ybo9M3DhGRdGK1RFb58uUB2L9/v7VCEBERERERkXSwfft2DAYDRuOTm4pGoxF/f/8UjVO2bFlGjRpl6fBERCS7sLGFlhNgaU/AQNxk1r+lBFuOz/77QiWb0PvXyiFw6xw0GAb2ZuwjLyKSSVgtkRVT7zzmnyIiIiIiIpI9vPjiixie2otkx44dGAwGatWqleSKLIPBgJOTE8WKFaN+/fp06dIl2RVcIiKSw3m1hU7zYP0ICL365Hye4qYklldb68WWUZJN6BmhaBW4dhx2jIeAxfDKN1BBVbJEJGuwWiJr7ty5ABQrVsxaIYiIiIiIiEg62L59e5z3Njam7ZnnzJmDl5eXFSISEZFszastlG0M40ua3nf/Dco1zf4rsZ6WXEKvchs4sRI2fAx3LsCiTlDxVWg5DvKXtlLQIiLmyfBE1pkzZ5g0aRJz587FYDDw6quvZnQIIiIiIiIikoF69uyJwWAgf/781g5FREQsJTTY9EpKVPiT4+AAsDOjnJ2rm/l7Pj3t6aSVR/2clcSKkVxCr8rr4NkMdkyAvT/C3+vg3FZoOBzqvwf2TlYLXUQkKRZJZJUtWzbZNtHR0dy9e5fQ0NDYc0WKFOH//u//LBGCiIiIiIiIZFJz5syxdggiImJp+31NZerMNbulee0ajYQm2h8x1ZJL6Dm6QPMvoHp3WPchXNgJ276CI/+DVyZC+ZczNl4RETNYJJF14cKFFPepW7cuvr6+Ki0oIiIiIiIiIiKS1dTuAxVfsfy4qVmNJSlXpBL0+h2OLYON/we3/4GF7aFSa1O5wXylrB2hiEgsiySyevXqlWwbGxsbXF1dKVOmDI0aNaJ69eqWmFpERERERESyoMePH3Pnzh3Cw8MxGo1Jti1VSjfTREQyndSWAJTMw2CA5zpA+eb/lhv8CU6tgbNb4MUPof67YOdo7ShFRCyTyPL19bXEMCIiIiIiIpKN3bx5k++//56VK1dy4sQJoqOjk+1jMBiIiorKgOhERERyKKc80OKrJ+UGL/4FW7+Aw4vg1Yng+ZK1IxSRHM4iiSyRbM+cDUxTQ08viYiIiEgOsXv3bt544w1u3LiR7AosERERsYKiXtB7LRz99d9yg+dgwRtQua2p3GDeEtaOUERyKCWyRMyR0g1MzaUNTEVEREQkB7h16xbt2rXj1q1buLi40L9/f/Lly8eYMWMwGAzMnDmTO3fusH//flatWkVERAQvvPAC/fr1s3boIiIiOYvBANU6QYUWsG0c+P0CJ1fD2c3QaATUHQJ2DtaOUkRymHRLZF27do1jx45x+/ZtAAoUKEDVqlUpWrRoek0pkn7M2cA0KhxmtzQd990AdrmSH1ersUREREQkB5g2bRq3bt3C0dGRPXv2UKVKFY4fP86YMWMA6NOnT2zb4OBgunXrxo4dO6hXrx4TJkywUtQiIiI5mFNeeGU81HjTVG4wcA9sHgOHFkKrb6FsY2tHKCI5iEUTWUajkenTpzNt2jROnDiRYBsvLy/effddBgwYgMFgsOT0sQIDA5k6dSpr164lMDAQR0dHPD096dSpE4MHDyZ37twWmWfx4sX4+voSEBDAnTt3cHNzo2HDhgwZMoS6deuaNcatW7eYOnUqK1eu5MKFCxiNRsqUKcNrr73Ge++9R8GCBRPtGxUVxbZt29i0aRN79+7l1KlT3L17F2dnZ8qWLUvTpk0ZNGgQ5cqVSzKG3r17M3fuXLPiPX/+PKVLlzarbbZiTgnAyAdPjt2qgYNz+sYkIiIiIpJFrF+/HoPBQN++falSpUqSbd3c3Fi7di3PP/883377LS1atKBp06YZFKmIiIjE4VYV+qyHI4vhj9Fw6wzMawdVXocWX0Oe4taOUERyABtLDXTnzh0aNmzI4MGDOXHiBEajMcHXiRMnGDRoEC+++CJ379611PSx1q5dS7Vq1Zg0aRKnTp0iLCyMO3fu4O/vz0cffUTNmjX5559/0jRHREQEbdq0oWvXrmzatIng4GAePnzIxYsXWbBgAS+88AJffPFFsuP4+/vz3HPP8fnnnxMQEEBISAihoaEEBATw+eefU61aNfbv359g3xs3buDm5kbz5s359ttv2bVrFzdv3iQqKop79+5x6NAhJk2ahJeXF1OmTEnT5xUREREREUmLs2fPAvDyyy/Hnnv6wcbHjx/HaZ8rVy7ef/99jEYjP//8c8YEKSIiIgkzGKB6V3hnP/gMBIMNHF8B39eGv6bC40fWjlBEsjmLrMgyGo20a9eO3bt3A1CwYEE6depEnTp1cHNzw2g0cu3aNfz8/Fi6dCk3b95k9+7dtGvXjh07dlgiBACOHDlCp06dCAsLw8XFhVGjRtGkSRPCw8NZvHgxM2bM4O+//6ZVq1b4+/vj4uKSqnn69evHmjVrAGjSpAlDhw6lePHiHD16lK+//ppz587x6aefUqxYMfr375/gGJcvX6ZNmzZcu3YNOzs7PvjgA1q3bg3AmjVrmDx5MleuXKF169YcOHAAd3f3OP0fPnzIrVu3AKhevTrt2rWjTp06FC1alHv37rF+/Xq+//57IiIiGDZsGLly5eKtt95K8nMVL16cjRs3Jtnm2TgkCaHBppelmbM6TEREREQkEwkJCQHAw8Mj9pyTk1PscWhoKPny5YvTp3bt2gDs27cv/QMUERGR5OXKB69+Yyo3uHY4BPmZVmkdXgivToQyL1o7QhHJpiySyFq0aBG7du3CYDDQrVs3fvzxR1xdXeO169mzJ+PHj2fIkCHMnz+fXbt28b///Y+uXbtaIgyGDRtGWFgYdnZ2bNq0iXr16sVea9q0KeXLl2fEiBGcOnWKyZMn8+mnn6Z4jh07drBo0SIA2rRpw4oVK7C1tQXA29ubtm3bUqtWLQIDAxkxYgQdOnSI94UM4P/+7/+4du0aYPr5dezYMfZaw4YNqV27Np06deLatWuMHj2a2bNnx+lvMBho1qwZn3/+eYJlDJs0aUL79u1jE3kjRoyga9euCf57iWFvb0/VqlVT/DORROz3hR3jLT9uo5HQZJTlxxURERERSScuLi7cu3ePqKio2HMFChSIPb5w4QLVq1eP0yciIgKA69evZ0iMIiIiYqZi1aDvRjiyCP74FG6cgrltoGoHaP4l5Clm7QhFJJuxSGnBmMROo0aNmD9/fpLJEhcXF+bOnUujRo0wGo0sWLDAEiHg7+/P9u3bAdOKqaeTWDGGDx9O5cqVAfjuu+949Cjly16/+eYbAGxtbfnxxx9jk1gxChUqFLsZ8Z07d5g1a1a8Ma5duxb7uVu0aBEniRWjY8eOtGjRAoB58+bFJr1iuLu7s2nTpiT34qpTpw6DBw8G4N69e2zevNncjymWULsPvLUj6VffDU/a992QfPu3dpjGFRERERHJQjw9PQHTfsYx8uXLh5ubqdLAtm3b4vWJqfjh7Ky9Z0VERDIdGxvTyqx3D4B3f8AAx36Dad6w5weVGxQRi7JIIuvgwYMYDAbeeecds/u8++67ABw6dMgSIbBy5crY4z59Er7Rb2NjQ8+ePQFTkikm8WWu+/fvs2XLFgCaNWtGiRIlEmz3xhtvkCdPHgCWL18e7/rq1atja8AnFitA7969AVO9+NWrV6co1hhNmjSJPT537lyqxpBUcnWD4tWTfrlVe9LerVry7YtXV1lBEREREcly6tSpA5geQHxay5YtMRqNfPPNN5w+fTr2vJ+fH9988w0GgwFvb+8MjVVERERSIFd+aDUJ3toG7rUhMhQ2fgy/vAgX/rJ2dCKSTVgkkXX79m0AypQpY3afmLYxfdNq586dgOlpvVq1aiXarlGjRrHHu3btStEcfn5+PHz4MN44z3JwcIhdKeXn5xdv5VdMrMmNk5ZYY8TEC6ZEnoiIiIiISEZr0aIFRqMx3oN+H3zwAXZ2dly/fp2qVavi7e1NlSpVeOGFF7hz5w4AQ4cOtUbIIiIikhLFa0C/P6DNVMhVAK6fgDmvwvK3IPRa8v1FRJJgkcxG3rx5Abhy5YrZfWLaxqxcSquTJ08CppIVdnaJb/1VqVKleH1SOsez4yQ1T1RUFGfOnElwnLx588aW0khIsWLFYn8+KY01xo4dO8yO+datWzRs2JB8+fLh6OhIsWLFaNGiBdOmTSMsLCxV84uIiIiIiLRo0YKePXtSt25dzp8/H3u+atWq/PTTT9ja2hIVFcWBAwc4efJkbAWLMWPG0LJlS2uFLSIiIilhYwO1epnKDdbqAxggYAlMqw17f4bHUckOISKSEIsksqpWrQqAr6+v2X1mz54dp29aREREcPPmTYBEy/3FyJ8/f2yN9UuXLqVonqfbJzdPyZIlE+z39Pvkxnh6nJTGCnD16tXYfyeFChWKU2YwIffv32fXrl3cu3ePyMhIgoOD2bRpE++++y4VKlSIrVEvIiIiIiKSEvb29syZM4f58+fHq+TRr18/jh49yn/+8x9at25Ny5Yteffdd/Hz82P06NFWilhERERSLXcBaPMdDNhiWqn1MAQ2/AemN4KLe6wdnYhkQYkvXUqBDh06sH37dlasWMGYMWP47LPPMBgMCbY1Go2MHTuWFStWYDAY6NixY5rnDw0NjT12cXFJtr2zszMPHjzg/v376TbP0xsSPztPzDjmxprQGMkxGo28/fbbsXONHj2aXLlyJdjWYDBQt25d2rRpQ82aNSlatCgREREcPXqUWbNm4efnx+XLl2nevDk7d+6kRo0aSc798OHDOCUNQ0JCUhS7iIiIiIjkLBUrVmTcuHHWDkNEREQsyb0W9N8CB+fBlrFw7Rj4toTnu0GzseBSxNoRikgWYZFE1oABA5g2bRqnTp3iiy++YNmyZfTu3Zs6depQtGhRDAYDwcHB7Nu3j7lz53L8+HHAVOpuwIABaZ4/IiIi9tjBwSHZ9o6OjgCEh4en2zwxcyQ0T8w46Rnr119/zerVqwFoxJ7OBwAAwhdJREFU0qQJ77zzTqJt//vf/5IvX7545+vVq8eAAQP45JNP+Prrr3nw4AH9+/dn//79iSYqAcaNG8fYsWNTFK+IiIiIiGRfn3/+OQB16tShRYsWVo5GREREMoyNLdTuA5XbmpJZB+fCkUVwai00/QRq9wVbi9yiFpFszCJ/S9jb27N+/XqaNm3K+fPnOXHiBCNGjEi0vdFopGzZsqxfvz7J/azM5eTkFHscGRmZbPuY1UKJrVCyxDxPr0h6dh4nJyfCwsLSLdaFCxfGluAoXbo0ixYtwsYm8SqSCSWxYhgMBr766iv8/PzYvHkzBw8eZPfu3bzwwguJ9hk1ahQffPBB7PuQkJA4pRZFRERERCRnGTNmDAaDgRUrVlg7FBEREbEG54LQdirU7AlrP4CrR2D9R3BoHrSaDCV9rB2hiGRiFtkjC8DDw4OAgACGDx9O3rx5MRqNCb7y5s3Lhx9+yOHDhylVqpRF5nZ1dY09NqcE34MHDwDzSvuldp6YORKaJ2ac9Ih17dq19OnTB6PRSNGiRfnjjz9wc3Mzq29SBg4cGHu8Y8eOJNs6OjqSJ0+eOC8REREREcm5ChYsCGCx74AiIiKSRZWoDQO2QatJ4JQXgo/CrGawagg8uGnt6EQkk7Louk1nZ2cmTpzIV199xYEDBzh27Bi3b98GoECBAlStWpVatWqZVVIvJZycnChUqBA3b94kKCgoybZ37tyJTQ6ldJVQiRIlYo+DgoKoXbt2om0vXboUe/zsPCVKlODatWvJxvr0OObEun37djp06MCjR4/Inz8/mzZtwtPTM9l+5vDy8oo9vnz5skXGFBERERGRnMHT0xM/Pz+Cg4OtHYqIiIhYm40tePcHr9dg82dwaIHpdfJ3eOlTqNXH1EZE5F/pUoDUwcGBevXqUa9evfQYPkGVK1dm586dnD17lqioqERLFp46dSpOn5R4Opnz9DhJzWNnZxcvmeTl5cWBAwe4d+8ewcHBia6Yunr1KiEhIWbF6ufnR5s2bYiIiMDFxYX169dTrVq1ZD+TuYxGo8XGEhERERGRnKVz587s27ePpUuX0rJlS2uHIyIiIpmBcyFo9wPU6AnrhptWZ60dDgfnm8oNlqhl7QhFJJOwWGlBa2vQoAFgKsV34MCBRNs9XRYvqX2eEuLt7R27miyp8nqRkZHs3bs3Xp9nY01uHHNjDQgIoGXLlty/fx8nJyd+//136tSpk/SHSaETJ07EHhcvXtyiY4uIiIiISPY2ePBgnn/+eebNm8fcuXOtHY6IiIhkJqXqwIDt8MpEcMwLVw/DzJdg9Xvw4Ja1oxORTCDbJLJee+212GNfX98E20RHRzNv3jwA8uXLR5MmTVI0h6urKy+99BIAmzdvTrQ04PLly2NXUr3++uvxrrdt2xYbG5skYwWYM2cOADY2NrRt2zbBNqdPn6Z58+bcuXMHe3t7li1bRuPGjc39SGb75ZdfYo8bNWpk8fFFRERERCT7Cg4OZubMmVStWpW+ffvSvHlz5syZw8GDBzl//jyBgYFJvkRERCSbs7WDOm/Bu/vh+W6AEQ7OhWm1YL8vREdbO0IRsaJUJbLWr19PzZo1qVmzJosWLUpR34ULF8b23bx5c2qmT5CPjw8NGzYEYNasWezZsydem0mTJnHy5EkAhg4dir29fZzrc+bMwWAwYDAYGDNmTILzfPjhhwBERUUxZMgQHj9+HOf6zZs3+c9//gOYkmX9+/ePN4abmxvdu3cHYOPGjfz222/x2vz6669s3LgRgB49eiRYfjAwMJCXX36Za9euYWtry6JFi3j11VcTjDsxe/fu5erVq4leNxqNfPLJJ2zZsgWA559/PsUr2UREREREJGcrXbo0Pj4+HD16FKPRyJYtW+jXrx/e3t54enpSpkyZRF9ly5a1dvgiIiKSUVyKwOs/QZ8NULQqhN+BNcNMK7QuH7R2dCJiJSneI8toNPL+++9z5swZmjZtSrdu3VLUv1u3bsyZM4ctW7YwfPhwjhw5ktIQEjVlyhReeOEFwsPDad68OR9//DFNmjQhPDycxYsXM336dAAqVKjA8OHDUzVH06ZN6dKlC4sXL2b16tU0a9aMYcOGUbx4cY4ePcpXX30V+8Tg+PHjyZ8/f4LjfPXVV2zYsIEbN27QtWtX9u/fT+vWrQFYs2YNkyZNAqBw4cJ8+eWX8frfunWLl19+mUuXLgEwfPhwKlWqxLFjxxKNPX/+/Li7u8c5t2HDBsaPH0/Lli1p1qwZXl5e5MuXj4cPHxIQEMCsWbPw8/MDIHfu3MyYMQODwZDCn5qIiIiIiOR0T++7qz14RUREJEke9eCtHeA/E7Z9BVcOwoymULsPNB0NuQtYO0LJjEKDTS9Lc3UzvcRqUpzI2rp1K6dPn8bW1pbvvvsuxRMaDAamTJnC888/z7Fjx9i+fbvFSuHVqFGDJUuW8OabbxISEsLHH38cr02FChVYu3Ytrq6uqZ5n9uzZhISEsG7dOrZt28a2bdviXLexsWH06NEMHDgw0TFKlizJ77//zmuvvUZwcDATJkxgwoQJcdq4ubmxcuVKSpQoEa//0aNHOXPmTOz7b775hm+++SbJuHv16hVbrvBpDx8+ZNWqVaxatSrRvqVKlWLRokV4e3snOYeIiIiIiMizkiqpnt5ivrv5+/uzf/9+Ll++zI0bNwgPDydfvnx4eXnx6quv0q9fPwoWLJjkWOfPn2fq1Kn88ccfXLx4kejoaNzd3WnWrBmDBw+mSpUqGfSpREREcgBbO6j7NlR5Df74FAKWwP7ZcHwlNBsL1d8Em2yzc45Ywn5f2DHe8uM2GglNRll+XDFbihNZy5YtA6BZs2ap/iXdy8uLFi1asH79eovv6dSmTRsCAgKYMmUKa9euJSgoCAcHBzw9PenYsSPvvPMOuXPnTtMcuXLlYu3atSxatIg5c+Zw5MgR7t69S9GiRWnYsCHvvPMO9erVS3acOnXqcPToUaZMmcLKlSu5cOECAGXKlKFdu3YMGzYs2S9SadWnTx+KFi3Knj17CAgI4Pr169y6dQs7OzsKFSpEzZo1adOmDd26dcPJySldYxERERERkeypV69eVpvbz8+Prl27Jnjtxo0b7Nixgx07djBx4kQWLFhAixYtEmw7ffp03n33XSIjI+OcP3PmDGfOnGHmzJl89913DBo0yOKfQUREJEdzdYM3pkPNXrB2ONw4CavfhYPz4NVvoXh1a0comUXtPlDxlaTbRIXD7Jam474bwC5X8uNqNZbVpTiR5efnh8FgoE2bNmmauHXr1qxbt469e/emaZyEeHh4MHnyZCZPnpyifr1796Z3795mt+/WrVuKSys+q1ChQnzxxRd88cUXKerXuHFji5Tj8PDwYNCgQfqylRNpqa2IiIiI5BAlS5akSZMm1KpVi5IlS1KsWDGio6MJCgrit99+Y/ny5dy8eZO2bdvi7+9PtWrV4vRfvHhxbMWNvHnzMnz4cJo2bYqjoyOHDh3im2++4ezZswwZMoTChQvToUMHa3xMERGR7K30C/D2TvCbDtu+hiB/mNEEaveDpv8HuRLe4kVyEHPuS0Y+eHLsVg0cnNM3JrGIFCeyLl68CEDFihXTNHGFChUAYlchiUgG01JbEREREckBmjRpEruPcUI6derEypUref3114mMjGTs2LGxlUgAwsLCGDp0KAAuLi7s2rWLqlWrxl6vXbs2nTt3pkGDBhw9epR3332XV155BWdn3RQRERGxOFt7qDcEqrwBmz6BY7+B/ww4vgKafQ7Pd31SbjD68ZN+F3dDuaZgY2uduEUkTVKcyLp37x4ABQqkbUO9mP4hISFpGkdEUklLbUVERETECqKjo9m+fTt79uwhODiYsLAwvvzyS4oVKxbbJjIykqioKGxtbXF0dEzTfLa2yd+weu2116hUqRKnTp3izz//jHNt/fr1XL9+HYChQ4fGSWLFyJMnD5MnT6ZZs2YEBwczZ84chgwZkqa4RUREJAl5ikGHWVCrF6z9EG7+DasGw8G5pnKDdy7A+hFP2i/sAHmKQ8sJ4NXWamGLSOqkOJGVJ08e7ty5w927d9M0cUx/V1fXNI0jIqRfmUCXok+OtdRWRERERNJo7dq1vPfee/EqcwwfPjxOImvWrFm88847uLi4cOXKlQxZ3RQzR0RERJzz/v7+scevvJL4g2CNGzfGycmJiIgIfvvtNyWyREREMkKZF+HtXbDvZ9g+Hi7tg19eBBLYkiXkKiztCZ3mKZklksWkOJFVpEgR7ty5w4kTJ2jcuHGqJz558mTseCKSRulVJrDBB5YfU0RERERypJkzZzJw4MDYvX4LFSrEzZs3MRgM8dr269ePTz75hLt377JixQrefPPNdI3t5MmTHD58GIBKlSrFuXb79u3Y46JFi5IYOzs7ChQowJUrV9i9ezdRUVHY2aX4K7eIiIiklJ0DvPAeVG0PGz+GEysTaWgEDLBhJFRqpTKDIllIin+r9vHx4dSpU6xevZrBgweneuJVq1ZhMBjw9vZO9Rgi8q/0KhPolAd2TY57Lr1Wfz27GWNGzSMiIiIi6e7s2bOxK5SaNm3KtGnTqFSpEjYxe1g8w8HBgfbt2zNz5kw2bdqULomssLAwLv8/e/cdHkXZ9XH8u+lAEkJNKJHeIiDSRAQhdCmhI0gXuz7KK4hgwS5gQcEuvSu9N0UIVRMEIQooitITCC2FEEiy7x9DNglpm2STTfl9rmuuZ3bnnnvO8qDu7Jn7nLNnWbduHR988AHx8UYfjcR+WImSrwZLLLWfFrPZbCmdf/PmTf7+++9USTEREcnnrPktIi4maT/0sPVtGPRbRO4rWQmaPZZBIgvADBFnjZ5Z1VrnVWQikkNZTmQ99NBDzJ8/nx9++IGdO3fy4IMPZvmiO3fuZOvWrZhMpgxLM4iIlaz5QnQzOmnf2jKByc9JlFurv9qMB/8JeX8dEREREcl1n376Kbdu3aJ+/fps3LgRFxeXTM9p3bo1M2fOtKyUsoW5c+cycuTIdI+PHTuWwYMHp3ivXr16lv3AwECaNGmS5rkHDx4kKirK8vrUqVMZJrJiY2OJjY21vFb/aBGRfCCrv0UkPjCcGf0WkXeiwqwbt3QY+DYH77uhvB9414cyNcFRq6lF8qMs/5PZt29fqlevzokTJxgwYACBgYHUqVPH6vP/+usvBgwYgMlkomrVqvTr1y+rIYiIPeXW6q87E3F5dR0RERERyXXbtm3DZDIxevRoq5JYADVq1ACMhFBua9SoEV9//TX33XdfqmNdu3bF2dmZW7duMXXqVIYNG0bZsmVTjElISODVV19N8V5kZGSG15w0aRJvvfVWzoMXERHbsea3iOzQbxF5xz39MsApxFyGvzYbWyJHVyhXx0hqed8N3rcTXO5qjSNib1lOZDk5OfHxxx/Tp08fLl68SNOmTXn77bd5/PHHcXd3T/e8qKgoZs6cycSJE4mKisJkMvHxxx+rZrjkTwnxSfsn90KNdqqbmyi3Vn/Z6zoiIiIikutOnz4NGAkjayWW9Lt+/brN4ujVqxdNmzYFICYmhn/++YelS5eyatUqBg8ezKeffkr37t1TnFO5cmWefvpppk+fztmzZ3nggQf44IMP8Pf3x8XFhd9++40333yTLVu24OLiws2bNy3zZ2TChAm8+GJST9qIiAh8fX1t9llFRCQbVAKw4KvSEjwrQsR5jJ5YdzIZ/x/3mQEXj0HYH8Z24QjcjDLKRYYeTnlKiXK3E1v1k1ZwlasLzm558YlEhGwksgB69uzJu+++y6uvvsr169cZO3Ysb7zxBq1bt6Zx48Z4e3tTokQJoqOjCQsL48CBA+zatYvo6GhLY9+33nqLXr162fKziKSWnYTUkbWwaVzS60X9jP8AdpkCfgG5E2dhl1v9rtw8bT+niIiIiNicyWQCsNwPWuPixYsAeHra7jufl5cXXl5eltfNmjVj4MCBLFiwgOHDh9OzZ09mzZrFiBEjUpz34Ycf8u+//7Ju3Tr++uuvNO9lq1evTp8+ffjoo48A8PDwyDAWV1dXXF1dc/qRREREJDkHR+M3vKXDABMpk1nG9xEe+sDoj5W8R1ZCAlw9mSyxdft/L/0D0RfhxA5js0zlaJQi9L47WZLLD0r6wu3vPSJiO9leDjVhwgQqV67MM888Q3R0NFFRUWzevJnNmzenOT7xhqV48eJ8/vnnqW4MRGwuOwmpI2tv/4fujhvsiPPG+wPmK5mVHbnV76rVi5mPERERERG7q1ixIn///Td//fVXuj2m7hQYGAhA1apVczEyw9ChQ1m/fj1Lly7lueeeo2fPnpQqVcpy3MXFhTVr1jBv3jw+//xzDh48SEJCAmAkx4YOHco777zDO++8Yzkn+fkiIiKSh/wCjN/wNo2DyPNJ73tWhC6T0/5tz8EBSlcztnrJVmffvA4XjyYluML+gLDfIeYKhP9pbH+sTBrvWvJ2ScLbCa7yt0sUumb8gIuIZCxHdf2GDh1Khw4dmDp1KvPnz7c8MZeWsmXLMmLECEaPHk3FihVzclmRzGUnIZUQD5tfTn0O3H7PBJvHQ91uKjOYVbnV78rNE3ZPzXl8ubViTCUJRERERAB48MEHOX78OIsXL2bQoEGZjg8PD+ebb77BZDLRrl27PIjQqDyydOlSoqOj2bRpE4888kiK4yaTiREjRjBixAiioqIICwvDxcWFihUr4uho3B8cPpxUisjPzy9P4hYRKRKsuW+PS1bSNfSw9X20dd9eOPkFQPW2MPl22d7By7PXOsSlOFRqYmyJzGbj72NiUisxwRX+F8Reg1P7jC05ryrJem/d3kpX12+MIlbKcYOqChUq8OGHH/Lhhx9y5MgRDh06RHh4OJGRkXh4eFC2bFnuuecefYmXvJNpQgpY8yyc/gVirhrNHa9fhmunIeJcBhObIeKsUaIw+dJjyVxu9btKfk5O5NaKsTbjwX+C7ecVERERKWCeeOIJZs2axcaNG5kzZw4jR45Md+yZM2fo06cP4eHhODk58cQTT+RJjOXKlbPsnzx5MsOx7u7uqXpE37x5k6CgIMAoM1i2bFnbBykiUlRl9b498UHZzOi+vXBLniSq0tJ2SSOTCTwrGFutDknvx92ES8dTJ7gizxtlC6+ehD83JI13Kgbl697Rf+tuKFHGNnGKFCI5TmQl5+fnp4SV2N/JvZkkpIDYCNj3efbmjwrL3nmSN7Kzusq3udHkMyMuJeC720/lWrtiTE91iYiIiABGL6qnnnqKr7/+mscee4yNGzfSv39/y/HDhw8TEhLC1q1b+e6777hx4wYmk4kxY8ZQs2bNPInx7Nmzlv07k1TW2LhxI9euXQNgwIABNotLRESwrtJLdui+XWzJySVptRXJvgtcv5yyLGHYH3DhqLGK8NxBY0vO3eeO3lt3Q9naxvzZlRCftH9yb/ZWp4nYkU0TWSL5grWJplqdwPc+KF4aipeBa2dgyyuZn+funbP4JHflRT8ua1eMiYiIiIjFZ599RnR0NAsWLGDlypWsXLkS0+1m6IMHD7aMS+yvPGLECN5///08i2/ZsmWW/QYNGmTp3Li4ON544w0AnJ2defzxx20am4hIkacSgFKQFS9tVHdKXuEpIR6u/Jdy5VbY78Z7UaHG9s+2pPEOTkYy684El0cFY4VYRo6sNfqFJVrU73a/sClp9wsTyYeUyJLCx9pEU8vnU/8HZN/nRh+tNMsSAp6VjKXIkn/l935cIiIiIkWUo6Mj8+bNIyAggEmTJnHgwIE0x/n5+fHaa68xcOBAm1x37ty5DBw4EDc3t3THfPLJJ2zcuBGAqlWr0qpVqxTHw8PDKV68OMWLF0917s2bN3nssccs/bFefvllqlevbpPYRUREpJBycIQyNYzNr2fS+7GRxmotS3Lr9hZ7DS4cMbaQpIdvcPO6o/dWfaNcYeID2EfWwtJhpPqtM+K88f6A+UpmSYGgRJYUPlVaGk8VpJuQMhnH70xIOTgaTyIsHWaMSevc0tVvH5N8K7/34xIREREp4vr27Uvfvn05d+4c+/fv58KFC8THx1OmTBnuvfdeatSoYdPrvfnmm4wZM4a+ffvSqlUratSogbu7O5GRkYSEhLBo0SL27NkDgIuLCzNmzMDJKeWt8o4dO3j88ccZPHgwHTp04K677uL69escPHiQr7/+miNHjgDQqVMnXn/9dZvGLyIiIkWIq4fRAsO3edJ7ZrNRSerCkZQruMKPw42rcHK3sVmYoHQ1KO8H/waS9u+jZmPc5vFQt5vKDEq+p0SWFD4ZJqRuJ6G6TE77X9B+AcaTCJvGGY0YExUrDTFX4b9dsP4F6D4NHBxy7zNI/pedXlzWULkEERERKSIqVqxIQEDePAF8+fJlZsyYwYwZ6fdFrVy5MrNnz6ZDhw5pHr969SpffPEFX3zxRZrHR4wYwVdffYWLSw76V4iIiIjcyWQCL19jq9056f1bNyD8Twi7I8EVfQEunzC2DJkh4qzRMyt51SqRfEiJLCmc0ktIeVY0klgZLZn1C4DqbWGyr/F68HKjAeIfq2Dl43BgPji6QNePMq9BK4VXbvXiajMe/CfYfl4RERGRImrbtm38+OOPbN++naNHjxIWFsalS5dwc3PD29ubRo0a0b17dwYMGJBm6UCA1q1b8+GHH/LTTz9x7NgxwsLCcHBwoGLFivj7+zNixAhatGiRx59MREREijRnN6hwj7ElF3XBSGj9thhClmY+T1RY7sQnYkNKZEnhlV5CypqlssnHVGlpvG7QDxLiYNVTEDwTHJyhyyQls4qq3OrFpdVYIiIiUgTcunWLAwcO8Pvvv3P58mUASpcuTf369WncuDHOzs42u1aNGjWoUaMGTz75ZLbn8Pb2ZuzYsYwdO9ZmcYmIiGSZNdVh4mKS9kMPW/9bhH6PKDzcyxubg5N1iSx379yPSSSHlMiSwi2thFRO3DMQ4m/B2ufgl6/A0Qk6vqNkVlGUW724RERERAqxqKgo3nnnHWbNmsWVK1fSHFOqVClGjRrFa6+9hoeHRx5HKCIiko9ltTpM4sO1mVF1mMKpSkujOlXEedLuk4VxvErLPA1LJDuUyBLJqsZDjZVZ60fD3s+MMoPt1NBZRERERCQjR48epUuXLpw5cwazOZ0fUzD6WX300Ud8//33bNmyhTp16uRhlCIiIvmYNdVhskOrsQonB0foMgWWDgNMpJnMKl4W4m+CgxUr90TsSIkskexoOtJIZm0cC7s+NpJZLZ5JOn5yr/VlDEVERERECrmrV6/SoUMHzp83+tfWr1+f4cOH07x5c7y9vTGbzVy4cIHg4GDmzZtHSEgIp06dokOHDvz++++ULFnSzp9AREQkH1AJQMkqvwAYMB82jYPI80nvFy8LNyKM8pOLH4ZBS1RJSPI1mySyDh8+TMOGDbN17pQpU3j55ZdtEYZI3mr+uPHEwpZXYMck2Pt50rFF/YyluV2mGP/BEMkJa2pgZ4e+AIuIiEgemTJlCufPn8dkMvH222/zyiuvYLqjPHedOnVo3bo1//d//8ekSZN47bXXOHfuHFOmTOH999+3U+QiIiIiBZxfAFRvC5N9jdeDlxsP4J/6GRYPgH8DYVF/eOR7cFVZZ8mfbJLI6ty5M3v27KF69epZOu/dd9/ljTfeUCJLCq77n4Xzh+Dw93AzMuWxiPPG0t0B85XMkpzJag1sa6kGtoiIiOSR1atXYzKZePjhh3n11VczHGsymXjllVcICQnh+++/Z9WqVUpkiYiIiORE8qpRVVoar6s+AENXwcK+cHIPLOgDQ5aDm1bCS/5jk0RWWFgYHTt2ZPfu3VSoUMGqc9566y3eeuutVE/hiRQoCfHw3650DpoBE2weD3W7qcygZJ81NbDjYpKauD66GZysqG2s1VgiIiKSR06ePAnA8OHDrT5nxIgRfP/995ZzRURERMTGfJvDsNWwoDecCYL5vWDoSihWyt6RiaRgk0SWt7c3//33H506dWLnzp2UKpXxX/SJEyfy3nvvAdCuXTtbhCBiHyf3QsS5DAaYIeKsMa5a69SHE+JTzqW+WpIWa0oA3oxO2vdpqLrGIiIikq94eHgQGxtL+fLlrT4ncay7u3tuhSUiIiIilZrA8PUwvyecOwDzesDQNVCijL0jE7GwSSJry5YttG3bliNHjtC1a1e2bdtG8eLF0xz7yiuvMGXKFMxmM506dWL16tW2CEHEPqLCrBv34xvwwAtQqxM4314pc2St0WgxkfpqFQ251e/KzdP2c4qIiIjYSIMGDdi+fTvHjx/n3nvvteqc48ePW84VERERkVxUoSGM2ADzAyA0BOZ1h2FrwN36h5BEcpNNElkNGzZk3bp1dO7cmaCgIHr16sWGDRtwdnZOMe7ll1/mo48+wmw206VLF1atWoWrq6stQhCxD3dv68ad/dXol+XibpQZLOkLuz7GKD+YjPpqFX651e+q1YspX+dWwsya1WEiIiIid3jyySf56aef+PTTT+nXrx8ODg4Zjk9ISOCTTz7BZDLxxBNP5FGUIiIiIkWYtx+M2GisyLpwBOZ2g2FrwdO6VkIiuckmiSyABx54gGXLltGrVy+2bdvGoEGDWLZsmaUH1pgxY/j0008xm8107dqVlStX4uLiYqvLi9hHlZbGKqqI86RKSgFgghLl4J6H4Y/VcO00HP4+gwnVV6vQy61+V26esHtq0uvcSpi1GQ/+E2w/r4iIiBRq/fv3Z/PmzcyZM4devXrx7bff4uOT9sMxYWFhPPnkk/zyyy+MHDmShx9+OI+jFRERESmiytWGkRthXgCE/wVzu8LwdVCysr0jkyLOZoksgIceeoh58+YxZMgQVq1axeOPP87MmTN5/vnn+eKLLzCbzXTv3p3ly5criSWFg4OjUQpw6TDARMpklpHEpdvHxuqqDm/D2f2wdzocXZfBpJn01ZKCLbf6XSU/B3IvYabVWCIiIpIN8+fPp02bNvz++++sX7+e6tWr06lTJ5o1a0b58uUxmUyEhYURHBzM1q1biY2NpVmzZrRp04b58+enO++wYcPy8FOIiIiIFAFlatxOZnWHyydgzkNGMqtUVXtHJkWYTRNZAAMHDuTKlSs8++yzzJkzh+DgYH7//XfMZjM9e/Zk6dKlqUoOihRofgFGKcBN4yDyfNL7nhWhy+SkEoEODuDbHPx6ZZLIus3a/lsiacmthJmIiIhINowYMcJSrcNkMnHjxg3WrVvHunWpvxebzWZMJhP79+9n5MiR6c5pMpmUyBIRERHJDaWqwMhNRpnByydgTjcYvtZIconYgc0TWQBPP/00ly9f5vXXX7cksXr16sXSpUtxcsqVS4rYl18AVG8Lk32N14OXQ412aZcGtLavlrXjROxN/bhERETECmazOcPX1h4TERERkTxQsrLRM2v+7TKDc26XGSxX296RSRGUa1mlV199lcuXL/PJJ5/Qr18/lixZgqOj+v1IIZY8aVWlZfr9rTLtqwVgSl0qTiS/Uj8uERERycS///5r7xBEREREJKs8K8CIDTC/J1w4YvTMGrYWvP3sHZkUMVlKZGUnEWUymVixYkW6PbFMJhNxcXFZnlekwMq0r5bZ2JY8DK1eBP9XwVErGSUfUz8uERERyUSVKlXsHYKIiIiIZId7eRi+Hhb0hNAQmNsNhq2BCg3tHZkUIVn6dVzlHURsJKO+Wp3egZP7IHgG7J4Kp3+BvrOMJyBEcltulQlMXipT/bhERERERERERAqOEmWMlVgL+8C5g0bvrKGroFJje0cmRUSWEllvvPFGbsUhUvRk1Ferfl+jBOHa5+HkHvi6FfSdYRwXyU25VSaw1Yu2n1NERERERERERPJG8dLGSqyF/eBMkFFucMgK8G1u78ikCFAiS8SeMuqrVb8PVLgHlg03lu0u6AMPvgRtx6fff0skp3KrTKCbp7HCUERERERERERECia3kjB0JSx+2Hj4fkFveGQpVH3A3pFJIWeTxjvz588HoE6dOtx33322mFJEAMrUgFE/wubx8Osc2PkBnNpnlBr08M78fJGs8vDJvDfVzeikfWvLBCY/R0RERIqso0eP8u2337Jr1y5OnDhBZGQkCQkJGZ6jvsoiIiIi+YirBwxeBksGwr87YVE/GLTEqDwlkkscbDHJiBEjGDlyJCdPnrTFdCKSnLMb9PjUSF45l4D/dhmlBk8E2jsyERERERGrTZ48mXvuuYfp06dz4MABrl69Snx8PGazOdNNRERERPIRlxLGSqyaHeDWdWOF1vEf7R2VFGI2WZFVsmRJIiIiqFWrli2mE5G0NOhnlBpcOhwu/AELekGb8fDgWJUaFBEREZF8bdmyZbzyyisAODg40Lp1a+655x68vLxwcLDJ85UiIiIikpeci8HAxbBsBPy5Eb4bBAPmZ96yQiQbbJLIqlatGocOHeLKlSu2mE5E0lO2Fjz2I2waBwcXwI734dRe6DMT3MvZOzoRERERkTRNmzYNgEqVKrFx40YaNGhg54hEREREJMecXKH/PFgxCo6uhe+HQL/Z4NfT3pFJIWOTRFbv3r357bffWLduHe3atbPFlCKSHpfi0PNzqPIAbHgRTuwwSg32mwVVW9k7OhERERGRVA4fPozJZOKdd95REktERESkMHFygX5zYNWT8PtyWDYS+nxrVJcS+4gMNTZb8/AxNjuwSSLrhRdeYPbs2Xz11Vf06NFDySyRvNBoEFS8F5YNh4vHYF4P8H8VWr0ItirPkhCftH9yL9RopzKGIiIiIpJlzs7OADRq1Mi+gYiIiIiI7Tk6GckrRxc4tBhWPg7xN6HRI/aOrGjaPwcCJ9t+3jbjwX+C7ee1gk0SWZ6envzwww/069ePzp07M3LkSB555BEaNmxIqVKlMJlMtriMiNypfF14/CfYMAYOLYGf3oFT+6D3t1CiTM7mPrLWKGGYaFE/8KwIXaaAX0DO5hYRERGRIqV27doEBQVx6dIle4ciIiIiIrnBwRF6fgGOznBgHqx+BuJvQZPh9o6s6Gk6MvNeZXExMLuLsf/oZnAqlvm8dlqNBTZKZDk6Jq3QMJvNzJo1i1mzZll1rslkIi4uzhZhiBRNLiWg99dGWcENY+DvH41Sg/3nwF0tsjfnkbWwdBhgTvl+xHnj/QHzlcwSEREREasNHz6cX375hdWrV9O+fXt7hyMiIiIiucHBAbp/aqzMCp4B6543VmY1f9zekRUt1pQAvBmdtO/T0PiNOR+zSf0xs9ls2e58bc0mIjZw7xBjdVaZWhB5DuZ0hd2fQkKCcfzOMoHJXyeXEA+bXyZVEguS3ts8Pv3zRURERETuMGrUKFq3bs23337LunXr7B2OiIiIiOQWBwfo+iHc/5zxeuNY2PeFfWOSAs8mK7LeeOMNW0wjIjnlfTc8sQPWj4aQZfDjG0bS6u5esO3tpHEZlQk8uRcizmVwETNEnDXGVWtt+88gkpFC2KxSRESkKHB2dmbNmjUMHz6c3r17M3DgQAYMGEDt2rUpXrx4puffddddeRCliIiIiNiEyQSd3jVWZu2eCltegbhYaP2ivSOTAkqJLJHCxtUd+syAKg/Appfh+BZju1PyMoHV28CZ/XA6CI6ute465w+ln8i6c/VXjXZGnVxby6vriO1lNyG1fw4cmGvzcOzZrFJERKSo8PLy4vnnn+fnn39myZIlLFmyxKrzVI5eREREpAAymaD9RHByhR2TYNtbRs+sNuOMYyJZYJNElojkMyaT0dSvQiOY2R7MaZUBvF0mcPlISMjGDwNbX4VDS8Cvl7Hiq2wt4/0ja2HTuKRxGa3+yom8uo7kjv1zIHCy7edtPAIaDSxQzSpFRESKitGjR/PZZ58BqMS8iIiISFFgMkHb8eDobFSL2vE+xMdCu9eVzJIsUSJLpDC7GZVOEiuZxCRWqWrg2xwqN4XADyA6nLT7ZAGOrsZ5Yb8b2/Z3ofzdUL4u/L4i9fjkq79skWQ6staY7874bH0dyT1NR0KdhzIeExeTvYSUq0fS6wLQrFJERKQoWLhwIdOnTwfA09OT3r1707BhQ7y8vHBwsEnrZhERERHJr1qPMX5P3Poq7PrYKDPY6V0ls8RqSmSJFGZRYdaN6zYVmo1Keu3ucztRZCJlsuj2f1z6zoSqreDYBjiyGk7sgAt/GFuazMa5m8dD3W45K/+XEA+bXybtJJsNryO5y5qeVDejk/azkpBKfp6IiIjkC4krserWrcv27dvx9va2c0QiIiIikqdaPmeUGdw4FvZ9DvE3jcpKeqhJrGDzRJbZbOa3337j0KFDhIeHExMTk2nZiIkTJ9o6DBEBcLfyB4KytVO+9gswVjVtGgeR55Pe96wIXSYnrXZqPNTYrl+GPZ/CnmkZXMQMEWeNXlZp9daytt/ViZ0QcS771xERERGRPHfs2DFMJhNvvvmmklgiIiIiRVXzx40yg+tGQ9C3xsqs7p8qmSWZsmkia968ebz11lucPHkyS+cpkSWSS6q0NJJPEedJewWTyThepWXqQ34BUL0tTPY1Xg9enn5yqXhpY8WMNXZ+BAm3oGpr4z9ckHm/q1s34J+f4MgaY7OGtavRRERERCTXOTsb3/tq166dyUgRERERKdSajABHF1jzLByYB/G3oOfnqqwkGbJZIuvVV19l8uTJVjXtNZlMau4rkhccHI1kUEZlArtMTv8/FMnfr9Iy4/+gWLv6698dxuZWEmp3Mc7b+xlp97saCr4tjD5cN6Osmz9RyAqo2R6KlcraeemxdsWYiIiIiKRSt25d9u3bR2hoqL1DERERERF7a/SIkcxa+QQcWmw89N7ra3BUJyRJm03W7P3yyy9MmjQJgI4dO/Lbb79x4MABwEhaxcfHEx4ezubNm+nZsydms5lWrVpx/vx5EhISbBFCCqdOnWLs2LHUq1ePEiVKULp0aZo3b85HH33E9evXbXad7777js6dO1OhQgXc3NyoWrUqQ4cO5eeff7Z6jkuXLvHGG29wzz33ULJkSTw9Pbnnnnt44403uHTpUobnxsXF8cMPP/DSSy/RunVrypUrh7OzM15eXjRu3JixY8fyzz//WB1LXFwc33zzDQ8++CDlypWjWLFi1KxZk6eeeoojR45YPY/kM4llAu/sR+RZ0Xg/sUxgTiWu/iK9Jo0mKF4G7h0KJcrBjWtw+HvYO530+10Bp382klielaDFMzBiYybXue2vjfBZEzi4EHL675kja+GL5kmvF/WDT+sb74uIiIhIpkaOHInZbGbJkiX2DkVERERE8oMG/aD/HHBwgpBlsOJRY3WWSBpsksj66quvAKhSpQobNmygYcOGltIRYCSzSpcuTadOnVi1ahVffPEFu3fvpkuXLty8edMWIVgkXv/jjz/m2LFjXL9+nStXrhAcHMxLL71E48aNOXHiRI6ucePGDXr06MGgQYPYunUroaGhxMbGcvLkSRYuXMgDDzzAO++8k+k8wcHBNGjQgLfffpvDhw8TERFBZGQkhw8f5u2336Zhw4bs378/zXMvXryIj48PnTp14qOPPmL37t2Eh4cTFxfHtWvXOHjwIB9//DF+fn5Mm5ZR3yLDpUuXaNWqFU899RS7du0iPDycGzdu8M8///DNN9/QuHFjZs+eneU/K8kn/ALg2aCk14OXw+gQ2yWxIGn1F5A6yXT7dfdPjaXCY/6EkZvBr5d1c3f9GEb/Dl0mQdUHMrmOCdq+AuXqwvVLxjLlOQ9B6O9Jw+5cXZX89Z2OrDVWtCXvFQa3V4wNUzJLRERExAqjRo2ie/fuLFy4kM8//9ze4YiIiIhIfuDXEwYsMFZnHVlj/NYWF2vvqCQfskkia+/evZhMJp5//nmcnDJf/vf000/Tt29fDh8+zJdffmmLEAA4dOgQAwYM4Nq1a7i7u/Pee++xd+9etm3bxuOPPw7An3/+Sbdu3YiKymKZsmRGjRrF+vXrAfD392f16tUEBQUxa9YsatSoQUJCAhMnTmTmzJnpznH27Fl69OjB+fPncXJyYty4cezcuZOdO3cybtw4nJycOHfuHN27d+fs2bOpzo+NjbWs2GrUqBFvvPEGGzdu5Ndff+Wnn37ipZdews3NjZs3bzJ69Gi+/fbbdGOJj4+nT58+/PLLLwD06dOHTZs28csvvzB9+nTKly9PbGwsTzzxBFu2bMn2n5vYWVbKBGaXtau/HByhyv1Qr4d18xbzStn0MbPrtH0ZntoNHd8G5xLGqq5vHoTNE+DQ99avrkqIh80vk+GKsc3jM06EiYiIiAg7d+7k+eefp3nz5rzwwgu0bNmS6dOns3nzZst9UEabiIiIiBRSdbvCwCXg6Ap/boTvBsOtGHtHJfmMTYpOnj9vrFS4++67Le85JPvR+datWylWaAEMHTqUFStW8P333zN69GhbhMHo0aO5fv06Tk5ObN26lfvvv99yrF27dtSqVYtx48Zx7Ngxpk6dysSJE7N8jcDAQBYvXgxAjx49WLVqFY6ORkKgWbNmBAQE0KRJE06dOsW4cePo168fXl5eqeZ59dVXCQsLA2Dx4sX079/fcqx169Y0bdqUAQMGEBYWxuuvv55qNZTJZKJjx468/fbbtGjRItX8/v7+9O3bF39/f2JiYhg3bhyDBg3Cw8Mj1dgFCxZYbg6feeYZvvjiC8ux5s2b89BDD9GkSRMiIiL43//+x5EjR6xKWEoR5RcA1dvCZF/j9eDl6feTsravVlrjMruOozM88ALU7wdbJhhPdfycTuI8cXVVx3fAswKE/2VsZw9CxLkMAjNDxFljVVe11tZ9FhEREZEiqG3btphMSavpf/nlF8uDdJkxmUzExcXlVmgiIiIiYm+1OsDgpbB4IPz9AywZaCS3XIrbOzLJJ2yyIuvWLaN2Zfny5S3vubu7W/YvXryY6hxfX+PH57///tsWIRAcHMyOHTsAY8VU8iRWojFjxlCvXj0APv30U0vcWfHBBx8A4OjoyJdffmlJYiUqW7YsU6YYZc+uXLnCrFmzUs0RFhbGwoULAejcuXOKJFai/v3707lzZwDmz59vSXolqlSpElu3bk0ziZXovvvu45lnngHg2rVr/Pjjj2mO+/DDDwEoVaqUZT+5mjVrMmHCBACOHz/OmjVr0r2mCGD96i9r+mp5VjLGZfc6JSsZq7QeWQqm9FahmY3th9dgxSgInAJ/rIKr/6Uz/g4/fwmX0uhHl5UShiIiIiKFnNlszvYmIiIiIoVc9bYwZLlRXenEDljUH2KzX1VNChebJLLKlSsHQEREhOU9b29vS5Ln6NGjqc5JXMUVGRlpixBYvXq1ZX/kyJFpjnFwcGDYsGGAkWRKTHxZKyoqim3btgHQsWNHKleunOa4Pn364OnpCcDKlStTHV+7di3x8fEZxgowYsQIwCj9t3Zt9vrw+Pv7W/b/+Sf1D+3Hjx/nyJEjADz88MMUL552ljsxFkj7M4lkizV9tbpMtk0ZROfiYLYikVSuHjQeBp3ehfZvWDf3nxvhs8Ywpyv8thhuRhulCq0tYSgiIiJSyG3fvj3b208//WTv8EVEREQkL1RtBUNXgasnnNwNC/vAjWv2jkryAZvUh7v77rs5d+4cx44do3Vro7yWi4sLd999NyEhIXz//fe0b98+xTmLFi0CoGLFirYIgV27dgFQokQJmjRpku64Nm3aWPZ3795Nx44drb5GUFAQsbGxqea5k4uLCy1atGDr1q0EBQWlKq2YGGtm89wZa2Kfr6xIjBdSlnvMaiw+Pj7Url2bv/76i927d2c5DpF0Jfa72jQOIs8nve9Z0UhiJfbVyqmosMzHADw4Fhr0M/YT4iF4hlF6MM0+WSYoVgoqNoYTP8HJPca2/v8g7kbq4YklDJP3CxMREREpAjK61xARERERsbjrPhi2Ghb0htO/wPxeMHSl8RucFFk2WZHVunVrzGYz27dvT/H+ww8/jNlsZvbs2UycOJE//viD4OBgnnvuOZYsWYLJZOKhhx6yRQiWVV81a9bMsH9T3bp1U52T1WvcOU9G14mLi+P48eNpzlOyZEl8fHzSnaNChQqWlV1ZjTVRYGBghjFn5zOdPn2a6OjobMUjkia/AHg2KOn14OUwOsS2yZ7s9OOyZsVYj2kwdAWM/h3avQZeVdJOYgGWZNjm8SozKCIiIiIiIiIikpZKTWD4eihWGs4dgHkBEH3J3lGJHdkkkdWrVy8A1q9fn6K84AsvvEDVqlVJSEjgvffeo2HDhrRo0YKvvvoKMHoyJfZeyokbN24QHh4OkG65v0SlSpWiRIkSgJGQyYrk4zO7TmIPsLSuk/g6szmSz5PVWMEo3zhnzhzA6N2VvMxgWrFZ+5nMZjNnzpxJd1xsbCwREREptnwlMhTO/ZbxFno4aXzo4czHn/vN+hU/kjZr+2plV3b7cSWuGPO4I+nsWTHlyqqSleDBlyDg80wCMUPEWaNnloiIiIiIiIiIiKRWoSGM2AAlyhm/z87rDlEX7B2V2InNSgtu376duLg44uLiLO8XL16c7du3M2TIEPbs2ZPinPr167NgwQKrkjmZSd5ny93dPdPxJUqUIDo6mqiorDWLy8p1EpNlQKrrJM5jbaxpzZEZs9nMU089ZbnW66+/TrFixVKNs9VnSm7SpEm89dZbWYo3WyJDjS0jcTFJ+6GHwakY7J8DB+Zaf53ZXawb1+pF6+eUvJe4umrpMIxkVvJSgZn04/ILMBpOTr6doB68HGq0S3tstJX/QbV14jP5Cq+Te9OPT0RERMTOIiIiWL58Ofv27SM0NJTr168ze/ZsqlSpYhlz7tw5rl69ipubG9WrV7djtCIiIiJiN95+MGIjzOsBF47A3G4wbC14VrB3ZJLHbJLIgvRrnlepUoVdu3bx559/8scffxAXF0etWrW49957bXVpbtxIKuPl4uKS6XhXV1cAYmJiMhmZ/eskXiOt6yTOk5uxvv/++6xduxYAf39/nnvuuTTH2eozJTdhwgRefDEpqRMREZFihZrN7J8DgZOtH29tQqrxCGg6MuvxuHnC7qlZP0/yTk76cVm7YszaEoa30is/mA1H1hqfKdGifrc/0xT14hIREZF85YsvvuDVV1+1PFBnNpsxmUypSpcHBgYyePBg3NzcOHPmDKVLl7ZHuCIiIiJib+Vqw8jbyazwv2BuVxi+DkrmfIGMFBw2S2Rlpk6dOtSpUydX5nZzc7Ps37x5M9PxsbGxAGmuULLVdRKvkdZ13NzcuH79eq7FumjRIl5//XUAqlatyuLFi3FwSLuK5J2fKfnr9GLJLB5XV9cUSa9c03Qk1LFNj7UUPHxSl5Gzxk31DSsQsrK6KjsSSxhGnCflqq87rB8NMZfg/udydu0ja2+vMrvjWhHnjfeTlz8UERERsaM333yTd955B7PZjKurKw0aNGD//v1pjn344YcZO3YsoaGhrFixgscffzzb142IiGDjxo0EBwezf/9+zp49y8WLF4mJicHLyws/Pz+6du3KqFGjKFOmTIZznTx5kq+++ooffviBf/75h+joaDw8PKhbty4PPfQQTz31FOXKlct2rCIiIiKShjI1kpJZl0/AnNvJrFJVMj9XCoU8S2TlJg8PD8u+NSX4Ep/2s6a0X3avk/yJwjuv4+HhwfXr13Ml1g0bNjBy5EjMZjPe3t788MMP+Pikn5S58zNllMjK6DPZRXYTTiK52Y/LmhKGFe6B87/BDxPhz03Q6ysoXS3r10qIh80vk3bCzGxcb/N4qNtNZQazw5rypdmhf3eJiEgRdPDgQd555x0AhgwZwmeffUbJkiXTfeDOwcGB/v37M336dH744YccJbKCgoIYNGhQmscuXrxIYGAggYGBfPjhhyxcuJDOnTunOXbx4sU8/vjjXL9+PcX7V65cYd++fezbt49p06axdOlS2rVrl+14RURERCQNpaomlRm88u/tZNZaI8klhZ5NElnx8fEEBweza9cu/vrrL65cuUJkZCSenp6ULl2aOnXq0KpVK5o2bZrujUpOuLm5UbZsWcLDwzlz5kyGY69cuWJJyGS13F3yfl5nzpyhadOm6Y49ffq0Zf/O61SuXJmwsLBMY00+jzWx7tixg379+nHr1i1KlSrF1q1bqVmzZobn3PmZypYtm2ksJpPJJr3NRAqtzEoY1usBBxfA5glwah989QB0fg+ajACTyfp+Vyf3QsS5DAIxQ8RZY1y11rb6dEVHVsuXWqvNePCfYPt5RURE8rHPPvsMs9lMy5YtmT9/vlXn3H///UyfPp2QkJAcX9/X1xd/f3+aNGmCr68vFSpUICEhgTNnzrB8+XJWrlxJeHg4AQEBBAcH07BhwxTn79u3j2HDhhEfH4+DgwPDhw+nZ8+eVKxYkVOnTjFv3jzWrVvHpUuXCAgI4Pfff6dq1ao5jltEREREkvHyhZGbjGTWpeNJPbPK1bZ3ZJLLcpTIiouL48svv+Sjjz7i7NmzmY739fXlpZde4qmnnsLR0barA+rVq8euXbv4+++/iYuLw8kp7Y927NixFOdkhZ+fX5rzZHQdJyenVMkkPz8/fv31V65du0ZoaGi6K6bOnz9PRESEVbEGBQXRo0cPbty4gbu7O5s2bUp182XNZ2rUqFGmn8nX15cSJUpkOrdIkZZZCcPGw6Dag7D6GTi5xyg1eGyDcd7295PmSavf1c1oIwH2y7fWxZI8mZactQmzosqa8qVxMUn99x7dDE5WlIHVaiwRESmCAgMDMZlM6fbuTUtiIsiae82M+Pv7c+rUqXSPDxgwgNWrV9O7d29u3rzJW2+9xYoVK1KMef/994mPN747ffbZZzzzzDOWY82aNaNv376MGTOGqVOnEh0dzdSpU5k+fXqO4hYREZEMWFNFJS4maT/0sPX37Lpvz988K9wuMxgAF4/eTmatAW+/zM+VAivbiaxLly7Rp08fdu/eDRhNejNz+vRpnn/+eVauXMmyZcts2rC3VatW7Nq1i+joaH799Vfuu+++NMcFBgZa9h944IEsXaNZs2a4uLhw8+ZNAgMDGT9+fJrjbt68yc8//5zinDtjXbBggSWehx9+OEexHj58mC5dulhKA65bty7dz3+nVq1apbjewIED0xwXGhrKX3/9lWksIpJMZiUMS1WF4evh5y9h29vw9w/GdqeI87B0KPj1gqgwOLMfEm5ZH8eWVyDsd6jfD3waGKu+jqw1VowlSithVtRZ8+U1eW88n4bgoiS/iIhIWs6fNx6syUrf5MS+u8l79WaHNQ9R9urVi7p163Ls2DF27tyZ6viePXsAKFOmTIokVnITJ05k6tSpAOzduzcHEYuIiEimslpFJfEh1MyoikrB4F4eRqyH+b0gLATmdTeSWT4N7B2Z5JJsJbLi4+Pp1q0bwcHBmM1mTCYTnTp1okOHDjRu3JgyZcrg7u5OZGQk4eHhHDx4kB9++IFt27ZhNpvZsWMHAQEB7Ny502alBnv16sWkSZMAmDNnTpqJnISEBEsZCy8vL/z9/bN0DQ8PD9q3b8+mTZv48ccfOXPmTJol9lauXGlZSdW7d+9UxwMCAnj66adJSEhgzpw56Say5s6dCxj14QMC0v5h+a+//qJTp05cuXIFZ2dnVqxYQdu2ba3+TLVr16ZevXocPXqUpUuX8vHHH1O8ePF0Y0nvM4lINjk4QMvnjNVb37ZNJ0F1+0GBI6uT3irpC1VbGz22blwl7T5ZACaIvgh7phlb2drgXR/+WJX6nIjzRm+vAfOVzBIRERGbcnFxITY2llu3rH8YJzH55eXllUtRpZRYdeLGjRupjt28eROAatXS72tasmRJS8n7nCbfREREJBPWVFHJDq3GKjhKlDV6ZC3sA+cOwtzuMHQVVGps78gkF2QrizR58mSCgoIAuPfeewkJCWHz5s2MHTuWdu3acc8991CjRg0aNWpEhw4deOmll9i6dSuHDh2iUaNGmM1m9u3bx4cffmizD9K8eXNatzZ6wMyaNYt9+/alGvPxxx9z9OhRAF544QWcnZ1THJ87dy4mkwmTycSbb76Z5nXGjh0LGGUVn332WUt5iUTh4eG8/PLLgHHD9dhjj6Waw8fHh8GDBwOwZcsWli9fnmrMsmXL2LJlCwBDhw5Ns/zgqVOn6NChA2FhYTg6OrJ48WK6du2aZtwZSfxMly9fZty4camO//PPP5YkYY0aNZTIEskNMVesW2V1///g+d9gdAj0/goCEkvWmO4YaDK2vjOh/zyjL5ejK4T/BX+sJO3E1+33No9PWXbQFu4sY2jr+UVERCRfS3wA8I8//rD6nK1btwJk2vfXFo4ePcpvv/0GQN26dVMdr13b6Lvw77//pjtHREQE4eHhKcaLiIhILvHwgYqNbL8pkVWwFC9trMSq3Nx40Ht+TzgdbO+oJBdkOZF169Ytpk+fjslk4t5772XPnj0p+ixlpH79+uzdu5d7770Xs9nMJ598QlxcXJaDTs+0adMoVqwYcXFxdOrUiUmTJvHzzz+zfft2nnzySUuSpnbt2owZMyZb12jXrp2l/N7atWvp2LEja9euZf/+/cyZM4cWLVpY6q9PnjyZUqVKpTnPe++9R7ly5QAYNGgQ48ePZ/fu3ezevZvx48fzyCOPAFCuXDnefffdVOdfunSJDh06cPr0aQDGjBlD3bp1+f3339Pd0qstP3z4cEu5wC+++IJ+/fqxZcsWgoKC+Pzzz2nZsiURERE4ODjw2Wefpdt/TERyICrMunEVG0HpakZ5QDBWTg2Yn/qLlmdF4/0G/eDuXvDwQnjpODzwf5lcwAwRZ41kk60cWQtfNE96vagffFrfeF9ERESKhHbt2mE2m5kzZ45V40+cOMGsWbMwmUx07NgxV2K6fv06x48fZ+rUqfj7+1seUnzhhRdSjX3yyScB4z7s66+/TnO+d955J9V4EREREcllbiVh6Eqo8gDERsCCXrb9XUvyhSxnJNatW8fFixdxcHBgwYIFuLm5Zel8Nzc3FixYQIMGDbh48SLr16+nV69eWQ0jTffeey/ff/89Q4YMISIigldeeSXVmNq1a7NhwwY8PDyyfZ3Zs2cTERHBxo0b2b59O9u3b09x3MHBgddffz3DmxdfX1/WrVtHr169CA0NZcqUKUyZMiXFGB8fH1avXp1m+cKQkBCOHz9uef3BBx/wwQcfZBj38OHDU5QITOTo6Mjq1avp2rUrwcHBrFixIlVzYxcXFz7//HMeeigXluyKCLh7Z3+cX4BRmnCyr/F68HKo0S51Ty63kuBT37rrRJ63blxmjqw1yhWqjKGIiEiR4eDggIODA4cPH7Y89Pjcc8/x9ddfs2fPHt588810K2AA7N+/n4EDB1p6ANsyKTR37lxGjhyZ7vGxY8daqmck99hjj7Fr1y4WLVrEs88+y6+//kpAQAAVKlTg1KlTLFy4kFWrVgHw8ssv06lTJ5vFLCIiIiKZcPWAwctgyUD4dycs7AuDlhi/l0mhkOVE1u7duwHo0KED9erVy9ZF/fz86NixIz/88AO7du2yWSILoEePHhw+fJhp06axYcMGzpw5g4uLCzVr1qR///4899xzafaAyopixYqxYcMGFi9ezNy5czl06BBXr17F29ub1q1b89xzz3H//fdnOs99991HSEgI06ZNY/Xq1fz333+AUXe9Z8+ejB49mjJlyuQoVmuVLVuWvXv3MmPGDBYvXszRo0eJjo6mYsWKtG/fnhdeeIG77747T2LJlyJDjS0jcTFJ+6GHwalY5vO6eeYsLik8qrQ0VlFFnCftsn8m43iVlmmfnzxpVaVl6iRWImsTZltfM8odNhoMru4pj91ZJjCtpFniuM0vk34ZQ5NRxrBut/TjFRERkQLJbE753//atWvz+uuv88Ybb/DOO++wadMm+vbtazm+efNm1q1bx9atW9mxYwcAJpOJyZMnU6FChVyPt1GjRnz99ddp9loG4+G/hQsXEhAQwOTJk5k5cyYzZ85MMcbf35/x48dbncSKjY1N0Usrsc+yiIiIiGSDSwl4ZCl8PwT+/hEWPwwDF0HNDvaOTGwgy4msX3/9FZPJRPv27XN04fbt27N161Z+/fXXHM2TlipVqjB16lSmTp2apfNGjBjBiBEjrB7/yCOPWEoAZlfZsmV55513UpShsEbbtm1T3RzmlJOTE08//TRPP/20TectFPbPgcDJ1o+f3cW6ca1ezF48Uvg4OEKXKbdXL5lImfy5XUawy+ScJ3wyTZjdvl5UGGwaB9vfh2ajoPkTRvnCI2uN9xMt6mfM12VK6pVVJ/dCxLkMgklWxrBa65x9LhEREcn3Xn/9dW7dusX7779PcHAw+/fvx3S7XPJLL71kGWc2mzGZTEycOJHnn3/epjH06tWLpk2bAhATE8M///zD0qVLWbVqFYMHD+bTTz+le/fuaZ577NgxFi9eTEhISJrH9+3bx/z582nQoIFVybdJkybx1ltvZf/DiIiIiEhKzsVg4GJYOhz+2gRLBhnVgOqoylhBl+VEVmJPpoYNG+bowonnnzx5MkfziOSJpiNz5194bp6wO2sJVynEEvtdbRqXsrSfZ0UjiWWLEnzWJMz6zDAaZP78JVw+Abs+hr2fgW8L+G9n6jkTywT2nwcVGsD5Q3D+MBzfal1M1vYHExERkQLv7bfftqxq2rx5M9evX09x3MXFhfbt2/Pqq6/SsmU6K9FzwMvLCy8vL8vrZs2aMXDgQBYsWMDw4cPp2bMns2bNSvWA465duwgICODq1atUqVKFd999l44dO1K6dGnCwsJYu3Ytr732GosWLSIwMJCtW7dmWsFkwoQJvPhi0oNtERER+Pr62vLjioiIiBQ9Tq7G72srRsHRtcYKrX5z1NqigMtyIuvatWsAlCpVKkcXTjw/cT6RfM3Dx9hs7Wa07eeUgs3aflc5vYY1CbOmj8KfG40k1ulf0k5iAZZk2LLhpL/KKwPWljsUERGRQqFp06YsX76cuLg4jhw5woULF4iPj6dMmTLcfffdFCtmRYluGxs6dCjr169n6dKlPPfcc/Ts2dNyzxobG8ugQYO4evUqPj4+/Pzzz/j4JN0bVK5cmWeeeYY2bdrQtGlTzpw5w7BhwwgODs7wmq6urri6uubq5xIREREpkpxcjOTVqifg9xWwbAT0+RYa9LO+ZYbkK1lOZCXW7XZ3d89kZMZKlCgBQGRkZI7mEcm3cquvVm4l1ST/sLbfVU5YkzBzcIR6PYwtaAZsHJvJpGZwcAaf+uDT0PjfwCkQfYl0E1yeldLv+yUiIiKFmpOTU44rfdhSz549Wbp0KdHR0WzatMlSRn7z5s2cPXsWgP/9738pkljJ3X333QwZMoSZM2eyf/9+Dh06xD333JNn8YuIiIhIMo5ORtUhRxc4tARWPg6ng4xVWokyapkh+UqWE1nx8fGWOua2kJCQYLO5RPKV3Oqr1WY8+E/IXkwiyWUlYVbMylW4PT+HewYmvXb3SaeM4W21u+ipFxERkULKlveNeaFcuXKW/eQl8I8ePWrZb9y4cYZzNGnShJkzZwJGTy0lskRERETsyMERen4Jjs5wYD4EfZN6TGLLjAHzlczKx7KcyBIRK+VWXy2txhJ7sLb8n2ellK/TK2Po4g43o+DXOcbKMH1REBERKXQ6deqEs7NzjucxmUz8888/NogoY4mrriBlBRInp6Tb5ri4uAznuHXrVprniYiIiIidODhA16kQsgJupdXmxQyYYPN4qNtND1znU9n+Zv3ll19Svnz5bF/4woUL2T5XpEBQCUApTKq0NJZaR5wn7TKBJuN4WmUC0ypjWN0fNvyf8TTMilHguhRq+OfiBxAREZG8ljwxlBN5tbJr2bJllv0GDRpY9qtVq2bZ37VrF927d093jsDAwDTPExERERE7Ov1zOkmsRGaIOGv0zKrWOs/CEutlO5H11Vdf2TIOERHJzxwcjXrBaZYJvP3jUpfJ6T+1cmcZQ0cn6P4pxFw1ahN/NxiGr4PKTXIlfBEREcl7FStWtMmKrJyaO3cuAwcOxM3NLd0xn3zyCRs3bgSgatWqtGrVynKsffv2FC9enOvXr/PVV18xZMiQFImuRJs2bWLVqlUAVKpUiUaNGtn2g4iIiIhI9kSF2Xac5LlsJbLM5rSexhcRkUItvTKBnhWNJFZWywM6OELfmbB4AJzYAYv6wsjNUL6uTcMWERER+9i6dSt+fn72DoM333yTMWPG0LdvX1q1akWNGjVwd3cnMjKSkJAQFi1axJ49ewBwcXFhxowZKcoCenl5MX78eCZOnEhkZCQtW7bkf//7Hx07dqRUqVKEhYWxZs0aZsyYYekBPXnyZBwcHOzyeUVERETkDta2zLB2nOS5LCeytm/fnhtxiIhIQZBWmcAa7bJfP9jJFR5eBPMD4OyvsKA3jNoCXnfZLGRJJjLU2GxNpVRFRCSfu3z5MjNmzGDGjBnpjqlcuTKzZ8+mQ4cOqY699tprXL58mWnTphEVFcWkSZOYNGlSqnHOzs68//77DBkyxKbxi4iIiEgOZNoyg/RbZki+kOVEVps2bXIjDhERKSjuLBOY0yaYru5GQmzOQ3DxGMzvBY9uBpcS2ZsvIT5p/+TenCXaCpv9cyBwsu3nbTMe/CfYfl4REREb2LZtGz/++CPbt2/n6NGjhIWFcenSJdzc3PD29qZRo0Z0796dAQMGULx48TTnMJlMfPLJJwwZMoSZM2eye/duTp48yfXr13F3d6dmzZq0adOGJ598ktq1a+fxJxQRERGRDGXYMuM2Z3eIjYBipfI6OrFCtntkiYiI2Ezx0jB0FczqDJf/gYV9YOB3ScetTUgdWWuUPky0qN/t0odTsl76sDBqOhLqPJTxmLgYmN3F2H90MzgVy3xercYSEZF8rEaNGtSoUYMnn3wyx3M1adKEJk3U01NERESkwEmvZUaJcnAzGi79BbMfgqErjd+SJF9RIktERPIHz4owbDXM7gyhIfDZvUnHrElIHVl7+8maO56qiThvvD9gvpJZ1pQAvBmdtO/TMPsr40RERERERERE8pP0WmZcPAYL+8LFozCrk/Gwddladg1VUlL3WRERyT/K1ICWzxv78TdTHktMSB1Zm/q8hHjY/DJp1zm+/d7m8SnLDoqIiIiIiIiISNGSVssM77vh0S1QpiZcO208ZH32V/vFKKloRZaIiOQfCfHwy1fpHLydkFr7P7h6Em5eh5uREBsJl05AxLkMJjZDxFmjRGG11raOWkRERERERETEPiJDjS0jcTFJ+6GHrW8jUJRaCZSqYiSzFvWDcwdhbg8YuNBYsSV2p0SWiIjkHyf3ZpKQAm5cha2vZW/+qLDsnZebrPnCmR0F8Qun/ixERAqFf//9F4BKlSrZORIRERGRImD/HAicbP34xL7YmWkzHvwnZC+mgqpEWRi+Dr4fAid2wKIB0PtraNDP3pEVeUpkiYhI/mFtoqlycyhfD1w9jC3qAuyflfl57t45iy83ZPULp7UK4hdO/VmIiBQKVapUsXcIIiIiIkVH05FQ5yHbz1tUHwh19YBHlsKqp+CPlbDiMbh+Ge57wt6RFWlKZImISP5hbaKp/cSUJQIT4uGvTUYfrTT7ZAEmB4i+mOMQbc6aL5xxMUlPTD262foSAAWN/ixEREREREREskZVSGzPyRX6zjJWaAV9C5teMn5T8n8FTCZ7R1ckKZElIiL5R5WW4Fkxg4SUyThepWXKtx0cocsUWDrMGJPWueYEWD4SjqyBrh+Beznbx58d1nzhvBmdtO/TEFxK5G5M9qI/CxERERERERHJDxwc4KEPoEQ52P4e7PwAoi9At6nG71CSp5TIEimqcrMRpKtHzmKToivDhNTtJ166TE77C4NfAAyYD5vGQeT5pPc9K0GndyDsCOz+BI6shv92QdcP4e4+epJGRERERERERERSM5mgzThjZdb6F+HXuXD9EvSZCc5u9o6uSFEiS6Soys1GkA88n72YRCCDhFRFI4nlF5DxudXbwmRf4/Xg5VCjnZH4qt8X6nWH1c/ChT9g+aPw+0rjSRqPfNg7S0RERERERERE7K/po1C8jNEv6+g6WNQPBi4GN097R1ZkKJElUhhkZ3WVb3PoMyPjc4qXMbasUE1esYWMElKZST6mSsuUryveC0/sgF0fw66P4Nh6OLnHWCreoL9WZ4mIiIiIiIiISGp+PaFYKVjyiFHpZ243GLIC3MvbO7IiQYkskcIgN1dX+U/IejzJe9hkl0ofSkYJqZxwcjH+XtftBmuegdAQWPm4sTqr+yfgWcE21xERERERERERkcKj2oMwcgMs7Gv8FjmrEwxdBaWr2TuyQk+JLJHCoOlIqPOQ7edNa3VVbiWY7lyKq9KHktsqNITHt8PuTyFwCvy1Cb7ca5QvvGeQVmeJiIiIiIiIiEhKFe6BR7fAgt5w5V8jmTVkhfE7k+QaJbJECgMPn7wr6ZdbCaZWL6Z8nZfJOSm6HJ2hzUtQtyusfgbO/warn4Y/VkH3T6FkJXtHKCIiIiIiIiIi+UmZGjBqKyzsB2EhRpnBQUugait7R1ZoKZElIlmTWwkmN0/YPTXpdW4m52xR+lAKF++74bFtsHc67JgEx7fCly2g83tw71CtzhIRERERERERkSQePkaZwSWDjP7rC/pAv1lQr4e9IyuUlMgSkazJToLJmnKEUWFJ+1npd6UVVmIrjk7Q+kWo0xXWPAtn98Pa/xmrs3pMBy9fe0coIiIiIiIiIiL5hVtJGLISVoyCY+th6TCjwk+T4faOrNBRIktEcl9u9rvyn5C9mETSU76usTx83xfw07vwz0/w5f3Q6W1oMlKrs0RERERERERExODsBv3nwfrRcHABrHseoi9C6zH6DcmGlMgSkdyX3/tdWbNiLC4mad/aFWNunjmLS+zHwREeeN74e7vmWTj9C6z/P/hjNQR8BqWqGOMS4pPOObkXarQzzhURERERERERkaLB0cn4vci9POz6GH56x0hmdZ4EDg72jq5QUCJLRHJffi8BmFsrxlq9mL14JP8oWwtGboJfvoZt78C/gcbqrI5vQYnysPnlpLGL+oFnRegyBfwC7BeziIiIiIiIiIjkLZMJ2k9M+r3ol68hOhx6fQVOLvaOrsBTIktECpfsrK7ybQ59ZmR8TvEyxpYVbp6we2rWzpH8x8ER7n8WaneBNc/Bqb2wcWzaYyPOG/WQB8xXMktEREREREREpKhp8ZTxG+Lqp+D35RBzGQYsAFd3e0dWoCmRJSKFS37qx3UzOmvjJX8rUwNGbICgb2DzBMCcxiAzYILN46FuN5UZFBEREREREREpahr2h2KlYOlQo/f6/AB4ZBmUyOJD8mKhRJaIFC551Y8rt/pqefiAq0fW45O84eAA3vVJO4mVyAwRZ42eWdVa51VkIiIiIiIiIiKSX9TqAMPXwaL+cPZXmN0Zhq4CL197R1YgKZElIoVLXvXjys2VXw88n72YJG9Ehdl2nIiIiIiIiIiIFD6Vm8Kjm2FBH7h0HGZ1gqEroXw9e0dW4CiRJSKSHXm18kvyH3dv244TEREREREREZHCqVwdGLXFSGaF/2k87D54Gfg2t3dkBYoSWSIi2ZGbK7/UWyt/q9ISPCtCxHnSLTHo6gm+LfI0LBERERERERERyYdKVjZWZi0eAGeCYV4ADJgPtTvZO7ICw8HeAYiIiBQoDo7QZcrtF6a0x8RGwPIREBuZV1GJiIiIiIiIiEh+Vbw0DFsDNTtCXAwsGQiHvrN3VAWGElkiIiJZ5Xf7yZk7V+V5VoKmj4GjCxxbDzM7wKV/7BOjiIiIiIiIiIjkHy4lYNASaPgwmONh1ZOw9zN7R1UgqLSgiEh+FxlqbBmJi0naDz0MTsUyn9fNM2dxFXV+AVC9LUz2NV4PXg412hkrthoNgu+HwMVj8K0/9JsFtTraNVwREREREREREbEzR2fo9TWUKAf7Poetr0H0RejwFpjSqfwjSmSJiOR7++dA4GTrx8/uYt24Vi9mLx5J4uCYtF+lZdLryk3hiR3w/VA4EwSL+kP7idDq//SlRERERERERESkKHNwgE7vGsmsH9+APdMg+hL0mAaOStmkRX8qIiL5XdORUOch28/r5gm7p9p+XjF4+MCI9bDxJTgwD7a9ZayW6/mFsZRcJCPWrMTMDg+f1CUxRURERERERCRvmUzQajSUKAtrn4ffFsL1S9BvNrgUt3d0+Y4SWSIieSm3ygRm58fpm9FZGy9Z5+QKAdOhYiMjofXHKgg/DgMXQamq9o5O8rOsrsS0Vpvx4D/B9vOKiIiIiIiISNbdOwSKlYblI+GvTbCwj9FHq1gpe0eWryiRJSKSl3KrTOCdP07nZsLM1cO6mCRJ00ehXD1YOgzCfodv20L/uUaPLZG0WLMSMy4m6d8Rj262/p9hEREREREREck/6naFoatg8UA4tQ/mdIUhK8Gzgr0jyzeUyBIRyUu5VSbwzh+nczNh9sDz1s8rSarcf7tv1mA4dxAW9DHqIbd4Wn2zJDVrVlkmX1Xp01AlK0VEREREREQKqiot4dFNxu9FF47ArE5GcqtsTXtHli8okSUikpfyqj9NXiXMJGtKVoKRm2H9/8GhxbBlApw/BD0+BWcrVtPkhYT4pP2Te6FGO3BwtF88IiIiIiIiIiJFgffdMGorLOgNl/+B2Z1g8HKo1NjekdmdElkiIoVRbibM7uytlVtlDN08sx5bQeDsBr2+hAr3wJZX4PB3cPGY0TerZGX7xnZkLWwal/R6UT/wrAhdpoBfgP3iEhEREREREREpCkpVgUe3GL/JnP8N5vWAhxdCDX97R2ZXSmSJiEjO5FYZw1YvZi+egsBkghZPgbcfLB1ufDH5pg0MmA9VH7BPTEfWGj28MKd8P+K88f6A+UpmiYiIiIiIiIjkNvdyMGI9fDcY/g2ERf2hz7dQv4+9I7MbJbJERCRJdlZX+TaHPjMyPqd4GWPLCjdP2D01a+cUNNUeTOqbFRoC8wOgy2Ro9lje9s1KiIfNL5MqiQW33zPB5vFQt5vKDEresubfSdmRV2VeRURERERERLLD1QMGL4NVT8Ifq2D5o3D9EjR/3N6R2YUSWSIikiS3Vle1GQ/+E7IWy50lDAurUlXg0a2w9jn4fQVsHGv0zer2MTi55k0M/+2BiHMZDDBDxFn4bzdUb5M3MYlA1v+dZK3s/DtJREREREREJC85uULfWcbD4cEzjd+Moi9C2wl5+wB0PqBEloiIJGk6Euo8ZPt5tfIhYy7FjS8mFe6BH9+EgwuMvlkDFoBnBWPFVKKTe6FGu+yvjIqLhQtHjRVgoSHGqrqzB607d0FvKF092VYtad/rLnB0zl5MIumx5t9JcTFJSfVHN1vXg0//ThIREREREZGCwMERun4EJcrBjkkQOMVIZnX9qEhVzVEiS0REkqjclv2YTPDAC+B9t7Fc/EwwfNsG7nsSgpKVblzUDzwrQpcpmfesirkCob8nJaxCQ4wEWUJc9mI0x8Ol48aWKn5H8PI1klqlqqVMeJWqCs5u2bvmnWyZ1JP8z5p/JyVfvenTEFxK5G5MIiIiIiIiInnJZIK2441k1oYxsH+2UWawz4y8q+ZjZ0pkiYiI5Cc1O8Dj242GnhePwra3U4+JOA9Lh8GA+UYyy2yGa2dSJqxCD8PVU2lfw80LKjQ0fvT3aQDl74bFAyDyPGn3yTIZybMRG4w5L59Itv1r/G9cDFz5z9jSO//OVVyJSS9Xd+v+bI6shU3jkl5nJaknIiIiIiIiIlKQNRtllBlc+TgcWQPXL8PAxUaf+UJOiSwREZH8pkwNo0Tax3Ug7kYaA24nm1Y/DUHfQtjvxuqrtHjdlZSwSvzfkpVT11J+aIqRHMNEymTW7XFdJt9OQlVL3SfLbIaosDsSXMkSXbERRo+tiLPw367UMZYon0bJwtsJr2KljDFH1t6O745E251JPRERERERERGRwuruXsZvJd89YvzGMrcbDFkB7uXtHVmuUiJLREQkPwoNSSeJlczNqKTEkIMTlKubMmHlUz8pEZQZvwAjGbRp3O2VWbd5VjSSWBkliUympBJwVVqmPGY2G08I3ZngunJ7Jdf1SxB9wdhO/5x67mKljFVbF4+S9moxM2CCzeOhbjeVGRQRERERERGRwq16GxixHhb2MyryzO4MQ1cZrR0KqUKZyDp16hTTp09nw4YNnDp1CldXV2rWrMmAAQN45plnKF68uE2u89133zFnzhwOHz7MlStX8PHxoXXr1jz77LO0aNHCqjkuXbrE9OnTWb16Nf/99x9ms5lq1arRq1cvnn/+ecqUKZPh+X///TfBwcEEBQURFBTEwYMHiYmJAWDOnDmMGDEi0xhGjBjBvHnzrIr333//pWrVqlaNFRGRHIgKs25c4xHQdCSUr5fzush+AVC9LUz2NV4PXp7zHlQmE5QoY2y+zVIfj7malNS6fAIu/5e0HxVqrDRLb7WZhdlY7XVyL1Rrnf1YRUREREREREQKgor3wqitsKCX8RvKrE7GyiyfBvaOLFcUukTWhg0bGDx4MNeuXbO8d/36dYKDgwkODmbmzJls3LiR6tWrZ/saN27coH///qxfvz7F+ydPnuTkyZMsXryYN998k9dffz3DeYKDg+nZsyfnz59P8f7hw4c5fPgwM2fOZM2aNTRt2jTN8wMDA2nbtm22P4eIiORj7t7WjWvQDyo2st11kyetqrTM/RVOxbyg2L3GF7A7xUYZPbd+WwQ/f5n5XCHLoLyfkTQTERERERERESnMytSAUT/Awr5G24k5XWHQd1D1AXtHZnMO9g7Alg4dOsSAAQO4du0a7u7uvPfee+zdu5dt27bx+OOPA/Dnn3/SrVs3oqKisn2dUaNGWZJY/v7+rF69mqCgIGbNmkWNGjVISEhg4sSJzJw5M905zp49S48ePTh//jxOTk6MGzeOnTt3snPnTsaNG4eTkxPnzp2je/funD17Ns05zOakEksODg7cfffdNG/ePNufq2LFioSEhGS4VapUKdvzi4hIFlRpaZT1w5TOABN4Vkpdyq8wcXU3yiPW6Wrd+APz4KNaMC8AgmdB1IXcjU9ERERERERExJ48fGDEBrirpdGjfEFvOLbB3lHZXKFakTV69GiuX7+Ok5MTW7du5f7777cca9euHbVq1WLcuHEcO3aMqVOnMnHixCxfIzAwkMWLFwPQo0cPVq1ahaOj8bR6s2bNCAgIoEmTJpw6dYpx48bRr18/vLy8Us3z6quvEhZmlI1avHgx/fv3txxr3bo1TZs2ZcCAAYSFhfH6668ze/bsVHNUqlSJDz/8kGbNmtGkSRPc3d2ZO3cuQUFBWf5cAM7OztSvXz9b54qI5InIUGPLSFxM0n7oYXAqlvm8if2d8hMHR+gyBZYOw0hmJe8PdTu51WVy0egJlZjUizhP2n2yAFdP8KoCYSHwb6CxbRhjnOvXE+r1uJ0YFBEREREREREpRIp5wdCVsHwU/LkBvh8CPaZB42H2jsxmCk0iKzg4mB07dgDGiqnkSaxEY8aMYc6cORw9epRPP/2UCRMm4OzsnKXrfPDBBwA4Ojry5ZdfWpJYicqWLcuUKVMYNGgQV65cYdasWYwZMybFmLCwMBYuXAhA586dUySxEvXv35/OnTuzZcsW5s+fz6RJk/D2TllmqlatWowdOzZL8YuI5AvZTUjtnwMH5lp/ndldrBvXZjz4T7B+3rziFwAD5sOmcRCZrAytZ0UjieUXYL/Y8pI1Sb2eXxh/HpdPwJG1cHQtnP0VTu4xtk3jwPc+qBdgjPO6yw4fREREREREREQkFzgXM35DWv8CHFwIa/8H0Reh1YtG//ICrtAkslavXm3ZHzlyZJpjHBwcGDZsGBMmTODKlSvs2LGDjh07Wn2NqKgotm3bBkDHjh2pXLlymuP69OmDp6cnERERrFy5MlUia+3atcTHx2cYK8CIESPYsmUL8fHxrF271lIeUUSkwNs/BwInWz/e2oRU4xHQNP1/r6Yrv63GSs4vAKq3hcm+xuvBy6FGu6KxEis5a5N6patDq9HGdvUUHF1nJLZO/wynfzG2ra9CxcbGOfUCjJrSIiJSaEVERLBx40aCg4PZv38/Z8+e5eLFi8TExODl5YWfnx9du3Zl1KhRlCmTus/if//9R7Vq1bJ0zSpVqvDff//Z6BOIiIiIiFjB0QkCPocS5WH3VNj2NkSHQ6f3wKFgd5kqNImsXbt2AVCiRAmaNGmS7rg2bdpY9nfv3p2lRFZQUBCxsbGp5rmTi4sLLVq0YOvWrQQFBXHr1q0UK78SY81snjtjVSJLRAqNpiOhzkO2nzc/lgi0heRJqyoti14SK1FWk3ped8H9zxpbxDk4uh6OrIFTe+HcAWP78U3waQD1eholCMvVzqtPIyIieSQoKIhBgwaleezixYsEBgYSGBjIhx9+yMKFC+ncuXOOr1mnTp0czyEiIiIikmUmE3R4A0qUgy0T4OcvjWRWzy/AycXe0WVboUlkHT16FICaNWvi5JT+x6pbt26qc7J6jTvnSe86W7duJS4ujuPHj+Pn55dqnpIlS+Ljk/4PrhUqVLCs7MpqrNlx6dIlWrduTUhICDExMZQuXZqGDRvSo0cPHn30UYoXL57rMYhIEVFYE06S+7Kb1POsCPc9YWxRF+DY7aTWv7sgNMTYtr8L5eoZCS2/ACjvVyiW34uICPj6+uLv70+TJk3w9fWlQoUKJCQkcObMGZYvX87KlSsJDw8nICCA4OBgGjZsaDm3UqVKhISEZHqNSZMmWfopDx8+PNc+i4iIiIhIpu5/BkqUhdVPQ8hSuH4JHl4ALiXsHVm2FIpE1o0bNwgPDwdIt9xfolKlSlGiRAmio6M5ffp0lq6TfHxm1/H19U1xXvJEVuI8mc2ROM8ff/yR5VizIyoqit27d1teh4aGEhoaytatW5k8eTJLly6lZcuWuR6HiIhIrnIvD00fNbbrl+HYBiOpdWIHXDwKgUeN0pdlahpJrXoBUOEeJbVERAoof39/Tp06le7xAQMGsHr1anr37s3Nmzd56623WLFiheW4s7Mz9evXz/Aa8fHxlp7NHh4e9OrVyxahi4iIiIhkX8MBUKw0LB0K/2yDeQEweBkUL23vyLKsYBdGvC0yMtKy7+7unun4EiWMrGNUVFSuXSfxGmldJ3Ge3Iw1K0wmEy1atOC9995j06ZNHDhwgL179/LNN9/QvHlzAM6ePUunTp04ePBgpvPFxsYSERGRYhMREcmXipeGxkNhyHJ46W/o/Q3U6QqOrnDpb9j1MXzbBqbdA1tfhzP7wWy2d9QiIpIFjo6Zr97t1auXperGzp07s3yNH3/8kXPnzgHQr18/VbMQERERkfyhVgcYthaKlYKz+2F2Z7h6GhLik8ac3JvydT5UaFZkJXJxybzOo6urKwAxMTG5dp3Ea6R1ncR5cjPWrPjkk0/w8vJK9f7999/P448/zmuvvcb7779PdHQ0jz32GPv378eUwVPpkyZN4q233sq1eEVERHJFMS+4Z6CxxUbCX1uMlVrHf4CrJ2HvdGPzrGyUHqwXAL73FfiGqSIiYkh8iDD5fZ+15s+fb9lXWUERERERyVd8m8GjW2BBbwj/C755MGWrhkX9jJYMXaYYv3fkQ4Xilxc3NzfL/s2bNzMdHxsbC0CxYsVy7TqJ10jrOonz5GasWZFWEiuRyWTivffeo0OHDgCW1VoZmTBhAteuXbNseVEWUURExKZcPaBBP6N+9Lh/YMB8qN8XXNwh4ozRLHVOF5haDzaMNXpt5fOnl0REJH1Hjx7lt99+AzLvh3ynyMhIVq9eDUCVKlV48MEHbRydiIiIiEgOlasDo7aCR0WIuQzRF1MejzgPS4fBkbX2iS8ThSKR5eHhYdm3pgRfdHQ0YF1pv+xeJ/EaaV0ncZ7cjNXWnnzySct+YGBghmNdXV3x9PRMsYmIiBRYLiWMXln9ZsNL/8DAJdBwILiWhKhQCJ4B87rDR7Vh3Qvwz08Qf8veUYuISCauX7/O8ePHmTp1Kv7+/sTHGw8kvPDCC1maZ/ny5Vy/fh2AYcOGZVi9QkRERETEbjwqAAnpHLzdRmHz+Hz5oG6hKC3o5uZG2bJlCQ8P58yZMxmOvXLliiU55Ovrm6XrVK5c2bJ/5swZmjZtmu7Y5KuQ7rxO5cqVCQsLyzTW5PNkNVZb8/Pzs+yfPXvWjpGIiIjYkbMb1O1qbHGxcCIQjq6BYxvgejj8OtfYipWCOt2MBFj1NuDkmtnMIiKSB+bOncvIkSPTPT527FgGDx6cpTmTlxUcNmyY1efFxsamqOSh3sIiIiIikqtO7oXI0AwGmCHirDGuWus8C8sahWJFFkC9evUA+Pvvv4mLi0t33LFjx1KdY63kyZzk82R0HScnJ2rWrJnmPNeuXSM0NP2/OOfPn7fczGQ1Vlszq7G9iIhISk6uULsT9PwCxh6HoaugyUgoXhZirsBvC2Fxf/iwJqx8wkh23cq9npciIpJ9jRo14ueff+bDDz/M0oqqU6dOWSpWtGzZMtW9X0YmTZpEyZIlLZu9H14UERERkUIuKsy24/JQoUlktWrVCjBK8f3666/pjkteFu+BBx7I0jWaNWuGi4tLqnnudPPmTX7++edU59wZa2bz5CRWWzty5Ihlv2LFinaMREREJB9ydIYa7aDHpzD2Lxi+Hpo/Ae4+EBsBh7+H7x4xklrLRsIfq+FmdGazioiIjfXq1YuQkBBCQkIICgpiyZIl9O7dm99++43Bgwezfv36LM23cOFCy0N/WVmNBeotLCIiIiJ5zN3btuPyUKFJZPXq1cuyP2fOnDTHJCQkWMo+eHl54e/vn6VreHh40L59ewB+/PHHdEsDrly50rKSqnfv3qmOBwQE4ODgkGGsYJS9AHBwcCAgICBLsdraN998Y9lv06aNHSMRERHJ5xwcjSX4XT+EF4/Co1ugxTPgWRluRsEfK2HZcPigBnw/BEKWww2VkxIRyQteXl7Ur1+f+vXr06xZMwYOHMjKlSuZP38+J06coGfPnpb7MGssWLAAMPoEP/zww1mKRb2FRURERCRPVWkJnhWB9CoQmMCzkjEunyk0iazmzZvTurVRt3HWrFns27cv1ZiPP/6Yo0ePAkYDX2dn5xTH586di8lkwmQy8eabb6Z5nbFjxwIQFxfHs88+a2kInCg8PJyXX34ZMG6SHnvssVRz+Pj4WOqub9myheXLl6cas2zZMrZs2QLA0KFD8fHxSfez58TPP//M+fPn0z1uNpt57bXX2LZtGwD33HOP3VeHiYiIFBgODnBXC+gyCf7vd3jsJ2j5PJSqCnExcHQdrBhlrNRaMgh+WwIxV+0dtYhIkTN06FD69+9PQkICzz33HFeuXMn0nKCgIEtJ+YCAALy8vHI5ShERERGRHHBwhC5Tbr+4M5l1+3WXyca4fMbJ3gHY0rRp03jggQeIiYmhU6dOvPLKK/j7+xMTE8N3333Ht99+C0Dt2rUZM2ZMtq7Rrl07Bg4cyHfffcfatWvp2LEjo0ePpmLFioSEhPDee+9x6tQpACZPnkypUqXSnOe9995j8+bNXLx4kUGDBrF//366d+8OwPr16/n4448BKFeuHO+++2668SxfvpyoqCjL6927d6e5D0YCrUuXLine27x5M5MnT6ZLly507NgRPz8/vLy8iI2N5fDhw8yaNYugoCAAihcvzowZM7JUM15ERERuM5mgchNj6/g2hB6GI2uM7dLf8OdGY3Nwhuptwa8n1O0GxUunPV9CsodpTu41Shvmwy+bIiIFRc+ePVm6dCnR0dFs2rSJRx55JMPxidU+IOtlBUVERERE7MIvAAbMh03jIDLZAhfPikYSy8++leHSU6gSWffeey/ff/89Q4YMISIigldeeSXVmNq1a7NhwwY8PDyyfZ3Zs2cTERHBxo0b2b59O9u3b09x3MHBgddff50nn3wy3Tl8fX1Zt24dvXr1IjQ0lClTpjBlypQUY3x8fFi9ejWVK1dOd56xY8dy8uTJNI/NmjWLWbNmWV63adMmVSILIDY2ljVr1rBmzZp0r3PXXXexePFimjVrlu4YEZFCJTLU2DISF5O0H3oYnIplPq+Hj7FJ0WYyQYV7jK3d63DhaFJS6+JR+PsHY1v3glGm0K8n1O0O7uWN84+sNb50JlrU7/aXzin59kuniEh+V65cOct+evdYiW7dusX3338PQPny5dO8zxIRERERyZf8AowHaCf7Gq8HL8/3D8cWqkQWQI8ePTh8+DDTpk1jw4YNnDlzBhcXF2rWrEn//v157rnnKF68eI6uUaxYMTZs2MDixYuZO3cuhw4d4urVq3h7e9O6dWuee+457r///kznue+++wgJCWHatGmsXr2a//77D4Bq1arRs2dPRo8eTZkyZXIUa2ZGjhyJt7c3+/bt4/Dhw1y4cIFLly7h5ORE2bJlady4MT169OCRRx7Bzc0tV2MREclX9s+BwMnWj59t5Q9YbcaD/4TsxSSFk8kE3n7G5j8BLv4FR28ntUJD4MQOY9swBu5qCaWrw8EFgDnlPBHnYekw48kqJbNERLLs7Nmzln13d/cMx27YsIHw8HAAHnnkEZycCt2ttYiIiIgUZsmTVlVa5uskFoDJbDabMx8mkn0RERGULFmSa9euqYGxiBQc1qzIyo7srMi6GQ3vVzT2XzkHLiVsH5c9rpUd+T0+W7t8wlh9dWQNnDtgxQkmY2XW6JB8/yXUZora3wkpMPQduODp1q0bGzduBGD79u20bds23bF9+vRh1apVABw8eJBGjRrl+Pr6OyMiIiKSB3QPacgHfw5Z+f6rx8ZERETSohKAkh+Urg6tRhvb1VOwZxoEz8zgBDNEnIXPm0GZGlCivFGO0N37jv8tD66exmowEZFCbu7cuQwcODDDChOffPKJJYlVtWpVWrVqle7Yy5cvs2HDBgAaNGhgkySWiIiIiIikT4ksERERkYLA6y646/5MElm3Xf7H2DLi5JaU3Moo4eXuDc5W9H8TEcmn3nzzTcaMGUPfvn1p1aoVNWrUwN3dncjISEJCQli0aBF79uwBwMXFhRkzZmRYKvC7777j5s2bAAwfPjxPPoOIiIiISFGmRJaIiIhIQeHubd249m9CibIQFQZRFyD6gvG/ia9jIyDuhrHK6+qpzOdz9TSSWpklvEqUA0fnHH3ELEuIT9o/uTffN6gVEfu4fPkyM2bMYMaMGemOqVy5MrNnz6ZDhw4ZzjV//nwAHB0dGTx4sE3jFBERERGR1JTIEhERESkoqrQ0emBFnAfSanN6u0fWA89nnMy5FXM7sZWY3Eor4XX7vbgbRuIrNgIu/Z15jMVKp5/osvyvtzHOwSG7fxKGI2th07ik14v6GZ+/yxTwC8jZ3CJSaGzbto0ff/yR7du3c/ToUcLCwrh06RJubm54e3vTqFEjunfvzoABAyhevHiGcx0/fpxffvkFgI4dO+LjozLEIiIiIiK5TYksERERkYLCwdFI0iwdBphImcy63e+qy+TMVyQ5F4NSVYwtI2YzxEamTG5FX0yZ6IoKg6iLRhIsIQ5iLhvbxaMZz21yNFZwJU9uuZdLnfBKr5/XkbW3/xzuSOhFnDfeHzBfySwRAaBGjRrUqFGDJ598Msdz1apVC7M5rQcJREREREQktyiRJSIiIlKQ+AUYSZpN4yDyfNL7nhWNJJYtkzcmE7h5GlvZmhmPTUiAmCuZJ7yiwuD6JTDHQ1SosWXG0TVlgqtEGfh9FWmvSjMDJtg8Hup2U5lBERERERERkQJOiSwRERGRgsYvAKq3hcm+xuvBy+3fG8rBwUgwlSgD3n4Zj42/BdHhmSe8oi5A7DWIj4Vrp4zNKmaIOGv0zKrWOscfLV+IDDU2W/PwMTYRERERERGRfEqJLBEREZGCKHnSqkrLgrXyyNEZPCsYW2Zu3Ujdu+uf7XB0bebn5kbix172z4HAybaft8148J9g+3lFREREREREbESJLBERERHJv5zdwOsuY0tUppZ1iayf3jX+9+7e4FjAv/Y2HQl1Hsp4TFwMzO5i7D+6GZyKZT6vVmOJiIiIiIhIPlfA7+hFREREpMip0tLoCRZxnrT7ZAGY4Op/sPIx2P4utHweGg02EmMFkTUlAG9GJ+37NASXErkbk4iIiIiIiEgecLB3ACIiIiIiWeLgCF2m3H5huuOgydh6fQX+r0HxMnDlP9jwIkxrCLs/hRsReRquiIiIiIiIiGSfVmSJiIgUFZGhmfcMiotJ2g89bH1pMpUnk7zmFwAD5sOmcRB5Pul9z4rQZbJxHOD+Z+HAfNj7GUScgR/fgN1Todnj0OJpKFHWPvGLiIiIiIiIiFWUyBIRESkq9s+BwMnWj0/stZOZNuPBf0L2YhLJCb8AqN4WJvsarwcvhxrtjBVbiVyKQ4unoOmjELIM9nwK4X/Bro9g3xfQeBi0/B94+drjE4iIiIiIiIhIJpTIEhERKSqajoQ6D9l+Xq3GEntKnrSq0jLl6+ScXODewXDPIDi23liVde4gBH0D+2dBgwHQajSUq5MnYYuIiIiIiIiIdZTIkgIlISGBuLg4EhIS7B2K5BMODg44OTnh4KCWfyKZUglAEXBwMFZy1esBJ3YYCa1/d8KhxXBoCdTtBq1fhEpN7B2piEi2mM1mbt26pXsmScHBwQFnZ2dMpjt7S4qIiIjkf0pkSYFw7do1IiIiuH79um7IJBUHBweKFy+Op6cnJUuWtHc4IiJSEJhMUMPf2M78aiS0jq1P2qq1MRJa1doYY0VE8rn4+HjCw8OJjIzk1q1b9g5H8iFnZ2c8PDwoW7Ysjo7prGAWERERyYeUyJJ8zWw2ExYWxpUrVyhevDhly5bFzc0NBwcHPUkmmM1mEhISuHHjBlFRUZw7d46YmBi8vb3190MKjshQY8tIXEzSfuhhcCqW+bwFcfWV/izEXio3gYGL4MIxo4dWyDL4N9DYKjY2Elp1uhmruURE8qH4+HhOnz5NbGwsJUuWxN3dHUdHR30nFsC4b4qPjycqKoqrV68SExODr6+vklkiIlL46HeFQkuJLMnXrly5wpUrV/Dx8aFUqVL2DkfyqRIlSlCmTBmuXLlCaGgoLi4ulC5d2t5hiVhn/xwInGz9+NldrBvXZjz4T8heTPaiPwuxt/J1offX4P8K7P0MDsyHcwfg+yFQto7RQ6tBf3B0tnekIiIphIeHExsby1133UWxYlb8GCNFkru7OyVLluTUqVOEh4fj7e1t75BERERsS78rFFpKZEm+ZTabuXr1Kh4eHkpiiVVKlSpFdHQ0V69epVSpUnoCVQqGpiOhzkO2n7cgPimkPwvJL7zugq4fwoPj4JevIGgmhP8Jq5+G7e9Dy//BvUPBpbi9IxURwWw2ExkZScmSJZXEkkwVK1YMT09PIiMjKV++vO6ZRESkcNHvCoWWElmSb8XFxREbG0u5cuXsHYoUICVLluTMmTPExcXh7Kwn5qUA0PL0JPqzkPzGvRy0nwgPjIb9s2Dfl3DtNGwaB4EfQIunoNnjUMzL3pGKSBF269Ytbt26hbu7u71DkQLCw8ODq1evcuvWLVxcXOwdjoiIiO3od4VCS4X+Jd+Kj48HwMlJ+VaxXuLfl8S/PyIiIjnm5gmt/g9Gh0C3j8GrClwPh5/ehU/qww8TITLM3lGKSBGVkJAAoH5HYrXEvyuJf3dERERE8jslsiTfU6kDyQr9fRERkVzj7AbNHoP/HYA+M6C8H9yMhD3T4NMGsP7/4PK/9o5SRIoofQ8Wa+nvioiIiBQ0SmSJiIiIiGSFoxM0HABP7YFB34PvfRAfC/tnw2eNYcVjEPaHvaMUERERERERKRRUs00kmQsRN7gQGWvzect7uFLe083m84qIiIgdOThAnS5QuzOc3Au7PoZ/tkHIMmOr3QVavQh33WfvSEVEbEr3TSIiIiKSl5TIEklm0S+nmLbtuM3nfaF9Lf6vY22bzysiIiL5gMkEVR8wtnO/we5P4Mga+GuzsVV5wEho1WxvjBURKeB03yQiIiIieUmJLJFkBt93Fx39vDMcc+NWPP2+3gfA8qfux80586bK5T1cbRKfiIiI5HMVG8GAeRD+N+z5FA59Byf3GJtPQ2j1f+DXExwy//4gIpJf6b5JRERERPKSElkiyZT3dMu0lMX1m3GWfb+KnhR30T9GIiIicoeyNaHn59B2Auz7An6dC6GHYflIKF0DHngB7hkITvrRVkQKHt03iYiIiEhecrB3ACKSf+zYsQOTyWTZPDw8uH79eqbnxcTEULJkyRTn7tixI9W4CxcusH79eiZOnMhDDz1E2bJlLeNHjBhh+w8kIiJibyUrQZf34f9+N5JaxUrB5X9g3fMw7R7Y+znERtk7ShERsZLumURERETynh6JEpF0RUVFsXr1ah555JEMx61Zs4aIiIhM5/P2zrj8iIiISKFVvDS0HQ/3PwcH5sHezyDyPGx9FXZ9BM2fhPueNMaJiEiBoXsmERERkdynFVkikiY3N6NUyIIFCzIdmzgm8Rxr+Pr60qlTp+wFJyIiUlC5usP9z8ILh6DHdKPMYMwVCJwMn9SHza/AtbP2jlJERKygeyYRERGRvKFEloikKSAgAIAffviB0NDQdMdduHCBrVu3AtCzZ88M55w4cSLr1q0jNDSUU6dO8c0339guYBERkYLEyRWaDIfngqH/XPBpCLei4ecvjJKDa56D8L/tHaWIiGRA90wiIiIieUOJLBFJU6dOnfDx8SE+Pp4lS5akO27JkiXExcXh7e1Nx44dM5zzrbfeonv37iqXISIiksjBEe7uDU/uhCEroMoDkHALDi6Az5vC0uFw/pC9oxQRkTTonklEREQkbyiRJSJpcnR0ZNCgQUDGpTLmz58PwCOPPIKjo2OexCYiIlLomExQswOM3AiPboXaDwFmOLIavnkQFvSB/3aD2WzvSEVE5DbdM4mIiIjkDSWyRLIoPiHpB6Sgfy+neF3YDB06FICDBw/yxx9/pDp+5MgRDhw4kGKsiIiI5NBd98Ej38HTe6HBADA5wj/bYG43mNUJ/twECQmpz0uIT9o/uTflaxGRPFZU7pt0zyQiIiKS+5TIEsmCzb+fp8PUQMvrEXOCaTXlJzb/ft6OUeWee++9l/r16wNpP2GY+N7dd9/Nvffem6exiYiIFHred0PfGfC/X6HpKHB0hTNBsGQgfP0AHF4K8XHG2CNr4YvmSecu6gef1jfeFxHJY0Xpvkn3TCIiIiK5T4ksEStt/v08Ty88QFhEbIr3Q6/d4OmFBwrlTRkkPTW4aNEiEpI9/W02m1m0aFGKMSIiIpILSleD7lNhdAg8MBpcPODCEVj5OHzWGNY+D0uHQeQd30UizhvvK5klInmoKN436Z5JREREJHc52TsAkZwym83E3Mrd0jnxCWbeWPsHaRXDMAMm4M21R3igZlkcHUy5FkcxZ0dMptybPy2DBw9mwoQJnDlzhsDAQPz9/QHYsWMHp0+fxsHBgcGDB+dpTCIihV5kqLFlJC4maT/0MDgVy3xeDx9jk4LJwxs6vgWt/g+CZ8LPX8HVk3BgXjon3P6Wsnk81O0GDoWkL4s1/3xkh/75kEKuqNw36Z5JREREpPBRIksKvJhb8fhN3GLXGMxAaMQNGry5NVevc+TtzhR3ydt/bCtVqoS/vz/btm1jwYIFlpuyxBIZbdu2pXLlynkak4hIobd/DgROtn787C7WjWszHvwnZC8myT+KecGDY6HFM/DjWxD0dQaDzRBx1uiZVa11XkWYu7L6z4e19M+HFHJF5b5J90wiIiIihY8SWSKSqWHDhrFt2zaWL1/OF198AcCKFSsAlcgQEckVTUdCnYdsP69WmxQuLsXBt1kmiazbosJyP568Ys0/H3ExSQneRzdbv2JRRCSbdM8kIiIiknuUyJICr5izI0fe7pyr1wj69zIj5gRnOm7uyGY0r1Y61+Io5myfkkB9+vTh6aefJjIykjVr1mA2m4mIiKBYsWL07dvXLjGJiBRqKnEm1nL3tm7c0XXg0xDK1c7dePKCNf983IxO2vdpCC4lcjcmkQKgqNw36Z5JREREpPBRIksKPJPJlOulI1rXKkeFkm6EXruRZr13E+BT0o3Wtcrlao8se3F3d6d3794sWrSIBQsWYDYbfwq9evXCw8PDztGJiIgUYVVagmdFiDgPaX5Lue3IamO7qyU0GQ5+PcHZilVKIlJo6L4pd+meSURERCT3KJElYgVHBxNv9PDj6YUHMJHyZ6LE2683evgVupux5IYNG8aiRYvYujWpnr1KZIiISK6KDDW2jMTFJO2HHra+hFxhWfHm4AhdpsDSYZDet5RW/wcXjsLxLXBqr7FtGgcNH4bGw8Gnvh0CF5HCqKjfN+meSURERCR3KJElYqUu9Svw1ZDGvLH2D8IiYi3v+5R0440efnSpX8GO0eW+9u3bU6FCBc6fPw+At7c3nTp1snNUIiJSqO2fA4GTrR+f2BMpM23Gg/+E7MWUH/kFwID5RnIq8nzS+54Voctk4zhAxDk4uAgOzIdrpyDoW2Or1MRIaNXvC67u9vkMIlJoFOX7Jt0ziYiIiOQOJbJEsqBL/Qo8ULMsDd40nrCbO7JZoSyLkRZHR0eGDh3KtGnTABgyZAiOjvapPy8iIkVE05FQ5yHbz1tYVmMl5xcA1dvCZF/j9eDlUKOdsWIrkWdFaPMStB4DJ7bDgXlwbAOc/dXYtrxiJLOaDIeKjcFU+L/fiEjuKKr3TbpnEhEREckdSmSJZFHym6/m1UoX+pux5KZMmcKUKVPsHYaIiBQVhakEYF5InrSq0jLl6xTjHKBme2OLugiHFsOv8+DyP0Zy68A88G5gJLQaDgC3knkTv4gUKkX1vkn3TCIiIiK2p0SWiOSZ3bt38/fff1teh4eHW/b//vtv5s6dm2L8iBEj8igyERGRIsq9HDzwArR8Hk7uMRJaR9ZAWAhsHAtbX4e7extJLd/7tEpLRCSX6Z5JREREJDUlskQkz8ycOZN58+aleWzPnj3s2bMnxXu6KRMREckjJhNUbWVsD02Bw0uNlVkXjhgrtg4thrJ1bq/SGgglytg7YhGRQkn3TCIiIiKpOdg7ABERERERyUeKl4YWT8HTe2HUj9BoCDgXh/A/jT5aU+vC8kfhRCAkJNg7WhERERERESnklMgSEYu2bdtiNpsxm83ZerJvxIgRlvPbtm2b6vjcuXMtx63ZRERExI5MJvBtBr2+gDF/QrepUOEeiL8Jv6+A+QHwWWPYNRUiw+wdrYhIntA9k4iIiEjeUyJLREREREQy5uYJzUbBkzvhiUBo+ii4eMCVf2HbW/CJH3w3GI7/AAnx9o5WREREREREChH1yBIREREREetVbGRsnd6FP1bBr/PgTBAcW29sJX3h3iHGVrKyvaMVERERERGRAk6JLJFkLkTc4EJkbIZjbtxKesr4yLkI3JwdM523vIcr5T3dchyfiIiISL7hUiIpYRV2BA7Mh0NL4Npp2DEJAqdAzQ7QeDjU7gyOzvaOWERsRPdNIiIiIpKXlMgSSWbRL6eYtu241eP7fb3PqnEvtK/F/3Wsnd2wRERERPI3bz94aDJ0eBOOroMD8+C/XXB8q7G5e0OjwdB4GJSuZu9opYiJiIhg48aNBAcHs3//fs6ePcvFixeJiYnBy8sLPz8/unbtyqhRoyhTpoxVcwYFBTF37ly2b9/O2bNnSUhIwNvbm7p169K+fXuGDh1KuXLlcvmT2Y/um0REREQkLymRJZLM4PvuoqOft83nLe/havM5RURERPIdZzdo2N/YLv1jJLR+WwxRYbB7qrFVawNNhkPd7uCk70iS+4KCghg0aFCaxy5evEhgYCCBgYF8+OGHLFy4kM6dO6c7V2xsLM899xyzZs3CbDanOHbixAlOnDjBxo0bqV69Or169bLlx8hXdN8kIiIiInmpUCayTp06xfTp09mwYQOnTp3C1dWVmjVrMmDAAJ555hmKFy9uk+t89913zJkzh8OHD3PlyhV8fHxo3bo1zz77LC1atLBqjkuXLjF9+nRWr17Nf//9h9lsplq1avTq1Yvnn38+0ycC//77b4KDgwkKCiIoKIiDBw8SExMDwJw5cxgxYoTVnycuLo5Zs2axaNEijh49SlRUFJUqVaJDhw48//zz+Pn5WT1XQVXe002lLERERERsoUwN6Pg2+L8Gf20yemn98xP8G2hsxcvAPYOM0oPltAJDcpevry/+/v40adIEX19fKlSoQEJCAmfOnGH58uWsXLmS8PBwAgICCA4OpmHDhqnmuHnzJr1792bTpk0AtG7dmmHDhlGvXj2cnJw4efIkhw4dYtmyZXn98fKc7ptEREREJC+ZzHc+RlbAbdiwgcGDB3Pt2rU0j9epU8fyhFx23bhxg/79+7N+/fo0jzs4OPDmm2/y+uuvZzhPcHAwPXv25Pz582ker1ixImvWrKFp06ZpHg8MDKRt27bpzp+VRNalS5fo1q0bv/zyS5rHXV1d+fLLL3n00Uetmi+5iIgISpYsybVr1/D09LT6vBs3bvDvv/9SrVo13Nx0kyTW0d8bEREpsm5Gw/sVjf1Xzhk9rPKbKyfh4EJjizyX9P5dLY1VWn49wblYzq+TD/4ssvsdWGwvPj4eR8eM+zOtXr2a3r17A9CnTx9WrFiRaszEiRN55513APjoo48YM2ZMuvPdunULZ+es9YXTfZPkFf2dERERkYJ2z+SQRzHliUOHDjFgwACuXbuGu7s77733Hnv37mXbtm08/vjjAPz5559069aNqKiobF9n1KhRliSWv78/q1evJigoiFmzZlGjRg0SEhKYOHEiM2fOTHeOs2fP0qNHD86fP4+TkxPjxo1j586d7Ny5k3HjxuHk5MS5c+fo3r07Z8+eTXOO5DlIBwcH7r77bpo3b57lzxMfH0+fPn0sSaw+ffqwadMmfvnlF6ZPn0758uWJjY3liSeeYMuWLVmeX0REREQEgFJVoN2rMDoEBn0HdbqCyRFO7YVVT8LHdWDjSxD6u70jlUIksyQWQK9evahbty4AO3fuTHX8xIkTTJ48GYARI0ZkmMQCspzEEhERERGR9BWq0oKjR4/m+vXrODk5sXXrVu6//37LsXbt2lGrVi3GjRvHsWPHmDp1KhMnTszyNQIDA1m8eDEAPXr0YNWqVZYbo2bNmhEQEECTJk04deoU48aNo1+/fnh5eaWa59VXXyUsLAyAxYsX079/f8ux1q1b07RpUwYMGEBYWBivv/46s2fPTjVHpUqV+PDDD2nWrBlNmjTB3d2duXPnEhQUlKXPtGDBAsvN2jPPPMMXX3xhOda8eXMeeughmjRpQkREBP/73/84cuQITk6F6q+OiIiIiOQlRyeo85CxRZyDg4vg4Hy4egqCvjW2Sk2MsoP1+4Kru70jliKgRAnjKdQbN26kOvbtt99y69YtTCZTtu4jRUREREQk+wrNiqzg4GB27NgBGCumkiexEo0ZM4Z69eoB8Omnn3Lr1q0sX+eDDz4AjKf6vvzyy1RP95UtW5YpU6YAcOXKFWbNmpVqjrCwMBYuXAhA586dUySxEvXv39/SZHj+/PmWpFdytWrVYuzYsbRp0wZ39+zf3H/44YcAlCpVyrKfXM2aNZkwYQIAx48fZ82aNdm+loiIiIhICp4Voc1L8PwhGLLSKC/o4Axnf4V1zxurtNY+b7wuXFXRJR85evQov/32G4BlZVZyiX2vmjZtSrVq1QAsPbb+/fdfS59iERERERGxvUKTyFq9erVlf+TIkWmOcXBwYNiwYYCRZEpMfFkrKiqKbdu2AdCxY0cqV66c5rg+ffpYajquXLky1fG1a9cSHx+fYayApb9VfHw8a9euzVKs1jp+/DhHjhwB4OGHH6Z48eIZxgJpfyYRERERkRxxcICa7WHAfHjxKHR8G0rXgJtRcGAezGgHX7eGoBkQc9Xe0UohcP36dY4fP87UqVPx9/e33KO98MILKcZdvHiREydOAHD//fcTERHB6NGjKVu2LL6+vlSvXh1PT0/atGnDhg0b8vxziIiIiIgUdoUmkbVr1y7AKAfRpEmTdMe1adPGsr979+4sXSMoKIjY2NhU89zJxcWFFi1aWM65c+VXYqyZzZOTWK1lbSw+Pj7Url07V2MREREREQHAvRw88AL871cYsQEaDABHVwgLgY1j4eO6sOopOLkv7VVaCfFJ+yf3pnwtRdrcuXMxmUyYTCZKlChB7dq1GTNmjKUCxtixYxk8eHCKcxIf/AMoVqwYjRs3Ztq0aVy5csXyflxcHDt37qR79+68+OKLVsUSGxtLREREik1ERERERFIrNImso0ePAkYZvIz6NyUvE5F4Tlavcec8GV0nLi6O48ePpzlPyZIl8fHxSXeOChUqWFZ2ZTVWa2XnM50+fZro6OhciUdERERExMJkgqqtoO8MGHMMukyB8n4QFwOHlsCcLvDFfbD3c4i+ZJxzZC180TxpjkX94NP6xvsi6WjUqBE///wzH374ISaTKcWxy5cvW/Y//fRT/vnnH1q2bElgYCDXr1/n8uXLLFq0iAoVKgDwySef8PXXX2d6zUmTJlGyZEnL5uvra9sPJSIiIiJSSBSKRNaNGzcIDw8HSLfcX6JSpUpZmviePn06S9dJPj6z6yS/CbnzOomvM5sj+TxZjdVa2flMZrOZM2fOpDtOTxaKiIiIiM0VLw0tnoKn98KoH+HeIeBcHML/hK2vwtS6MKszLB0KkedTnhtxHpYOUzJL6NWrFyEhIYSEhBAUFMSSJUvo3bs3v/32G4MHD2b9+vWpzkn+EF9sbCxNmjRh27ZtPPjggxQrVoxSpUrxyCOPEBgYaLnXnDhxYqZ9syZMmMC1a9csW27d84mIiIiIFHSFIpEVGRlp2Xd3d890fOLNRVRUVK5dJ/EaaV0ncZ7cjNVatvpMyenJQhERERHJNSYT+DaDnl/AmD+h+ydQoRHE34TTP6dz0u3yg5vHq8xgEefl5UX9+vWpX78+zZo1Y+DAgaxcuZL58+dz4sQJevbsydy5c1Oc4+bmluL1e++9l+o9gFq1avH0008DRl+tH3/8McNYXF1d8fT0TLGJiIiIiEhqhSKRdePGDcu+i4tLpuNdXV0BMn1CLifXSbxGWtdJnCc3Y7WWrT5TcnqyUERERETyhJsnNH0UngyEHtMyGWyGiLNGzyyROwwdOpT+/fuTkJDAc889l6L/lYeHh2XfxcUFf3//dOfp3LmzZT84ODh3ghURERERKWLSbyZVgCR/Gu7mzZuZjo+NjQWMRr25dZ3Ea6R1HTc3N65fv56rsVrrzs+U1pOFd8aSWTyurq4pkl4FSmSosdmah4+xiYiIiEjucMm82gEAUWG5G4cUWD179mTp0qVER0ezadMmHnnkESBl2Xhvb+8MHwBMPvbChQu5F6y96b5JRERERPJQoUhkJX9CzpoSfIk1zq0p7Zfd6ySvo37ndTw8PLh+/XquxmqtOz9TRomsjD5TobF/DgROtv28bcaD/wTbzysiIiIiBndv246TIqdcuXKW/ZMnT1r2a9WqhbOzM7du3SI+PuPSlMmPOzkVitvttOm+SURERETyUKH4Zu3m5kbZsmUJDw/nzJkzGY69cuWKJSGT1d5NlStXtuyfOXOGpk2bpjs2eTm9O69TuXJlwsLCMo01+Ty51Wfqzs9UtmzZTGMxmUwpzitUmo6EOg9lPCYuBmZ3MfYf3QxOVqyW01OFIiIiIrmrSkvwrAgR57H0xErBZByv0jKvI5MC4uzZs5b9/2/vzqOjqNM1jj/dWQ1ZANkhJhL2ZcSFIJvIDgoRRVyAGUBlkOHoyIVhnAyIDDLAuDvggkCiiIqsCoiCKCIggyDrFUdAQLaAQCCBEMhS9w9uWkI6K91V1Z3v55wcO12/qnrrESp5+VVXXXnhXlBQkFq3bq21a9fq+PHjOn/+fL7nB19p3759rte1a9f2XrFWo28CAACAifxiIkuSGjdurG+++UZ79+5VdnZ2oVe//fjjj/nWKY0mTZq43U5R+wkMDFS9evUKbGfLli06e/asUlJSVKOG+1/Wjx07prS0tDLVWlJXH1OLFi0KHZt3TNHR0YU2bj6vJLeyuPTbJ9NU43dSsJ9mAQAA4EucAVKPqdJHf5DkUP7JLMfl//SYcnkc4Mb8+fNdr5s3b55vWd++fbV27Vrl5OTo448/dt128GqLFi1yvW7fvr13CrUD+iYAAACYyGl1AZ7Srl07SZdvf7dly5ZCx3399deu123bti3VPlq2bOm6H/qV27napUuXtHHjxgLrXF1rcdu5llpLqqS1pKSk6KeffvJqLbCP8+fPa8aMGbr77rtVp04dhYaGKjw8XHXr1lXr1q31+OOP68MPP9SxY8cKrJubm6sffvhBycnJ+tOf/qSWLVsqJCREDodDDodDa9asMf+AAADwdekp0tFtRX+l7PhtfMqO4scf3eadZ9xYqUmC9MC7Bf+BPbLW5febJFhTFyyVnJyszMzMIse8/PLL+vTTTyVJsbGx+fokSXrkkUdUrVo1SVJiYqKOHy/4rLU1a9Zozpw5kqRmzZrRN/k5eiYAAADz+M0nsvr06aPJkydLkpKSktSqVasCY3Jzc/Xuu+9KkipWrKiOHTuWah8RERHq3LmzVqxYoS+++EKHDx92e4u9RYsWuT5Jde+99xZYnpCQoOHDhys3N1dJSUl68MEH3e4vOTlZkuR0OpWQ4J2mu0GDBmrcuLF2796tjz76SC+++KLCwsIKrUVyf0zwH5s2bdKDDz6oAwcO5Hv/4sWL2r9/v/bv36+NGzfqrbfeUvXq1ZWSkv8fwObMmaPBgwebVzAAAOVBaZ9Hk3c7r+L44/NomiRIde+Upvz/rbkHLJDiOvFJrHLs2Wef1ahRo9S3b1+1a9dOcXFxCg8PV3p6unbu3Km5c+dq/fr1kqTg4GC9/fbbBe7wER4ertdee00PP/ywDh48qJYtW+rpp59WfHy8MjMztWLFCr388svKyclRYGCg3nzzTTkcDisOFyagZwIAADCX30xkxcfHq3379vrmm280a9YsDRo0SK1bt8435sUXX9Tu3bslSX/+858VFBSUb3lycrKGDBkiSRo/fryeffbZAvsZPXq0VqxYoezsbI0YMUKLFi1SQMBvTfHJkyf117/+VdLlybLHHnuswDZq1KihAQMGaM6cOfr888+1YMEC3X///fnGzJ8/X59//rkk6fe//32htx/0hNGjR+vRRx/V6dOnNWbMGE2bNi3f8n379rkmCePi4pjI8mN79+5V165dXROxCQkJuv/++9WgQQMFBwfr5MmT2r59u1atWqWvvvrK7TYM47fb+AQFBalZs2bKzs7Wzp07TTkGAAD8UkmeR1MW/vo8misnrWLaMIkFnT59Wm+//bbefvvtQsfUqVNHs2fPVpcuXdwuf/DBB3Xy5En9z//8jw4dOqQRI0YUGBMeHq733nuPT2P5MXomAAAA8/nNRJYkvfrqq2rbtq0uXLigbt26KTExUR07dtSFCxf04YcfasaMGZIufwpp1KhRZdpHp06d9NBDD+nDDz/UJ598oq5du+qpp55SrVq1tHPnTk2aNEm//PKLJGnKlCmqVKmS2+1MmjRJn332mX799Vc9/PDD2rx5s3r16iVJWrZsmV588UVJUtWqVfXcc88VWs+CBQt07tw51/fr1q1z+1q6PIHWo0fBq3MHDRqk2bNna/369Zo+fbpSUlI0dOhQVapUSZs2bdLEiROVlpYmp9Opf//734U+fwy+7+9//7urIZs9e7ZrYvdKXbt21ejRo/Xrr7/qo48+KrC8SZMmevXVVxUfH68WLVooNDRUzz77LE0ZAADXoiTPowHg1urVq/XFF1/oq6++0u7du3X8+HGdOnVKoaGhql69ulq0aKFevXrpgQcecHt3iiuNGDFCd955p6ZPn65Vq1bpyJEjCggIUN26ddWjRw899dRTqlmzpklHBivQMwEAAJjPr2Ykbr75Zs2bN08DBw5UWlqaEhMTC4xp0KCBli9froiIiDLvZ/bs2UpLS9Onn36qr776qsBVVk6nU+PGjdOwYcMK3UZ0dLSWLl2qPn36KCUlRVOnTtXUqVPzjalRo4aWLFni9vaFeUaPHq2DBw+6XTZr1izNmjXL9X2HDh3cTmQFBARoyZIluuuuu/Tdd99p4cKFWrhwYb4xwcHBmjZtmnr29MKVwLCFnJwcLVu2TJJ02223uW3IrlS1alW3V6HGx8crPj7eKzUCAAAApRUXF6e4uLgi+7PSaNq0qV5//XWPbAu+hZ4JAADAGk6rC/C03r17a8eOHRo5cqQaNGigsLAwVaxYUbfddpumTp2qrVu3ql69ete0j+uuu07Lly/X3Llz1bVrV1WrVk3BwcGKjo5W//79tW7dOre3Jbxaq1attHPnTo0dO1bNmjVTeHi4wsPD1bx5c40dO1a7du1y+6wvb6hSpYo2bNig119/Xe3atdP111+v0NBQ1a1bV0OHDtX333+voUOHmlILrPHrr78qIyNDkq757wgAAAAA+Bt6JgAAAGv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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", + "#increase size of axis labels\n", + "plt.rcParams.update({'font.size': 20})\n", + "\n", + "# Subfigure 1 - dark counts \n", + "ax1.errorbar(m1_args[0], m1_args[1], yerr=m1_args[2], label='M1', fmt='-o', capsize=8)\n", + "ax1.errorbar(s1_args[0], s1_args[1], yerr=s1_args[2], label='S1', fmt='-o', capsize=8)\n", + "ax1.set_ylabel(r'Dark Counts ($\\delta/\\eta$)')\n", + "ax1.set_xlabel('Threshold')\n", + "ax1.set_xscale('log')\n", + "ax1.legend()\n", + "\n", + "# Subfigure 2 - temperature\n", + "ax2.errorbar(m1_args[0], m1_args[3], yerr=m1_args[4], label='M1', fmt='-o', capsize=8)\n", + "ax2.errorbar(s1_args[0], s1_args[3], yerr=s1_args[4], label='S1', fmt='-o', capsize=8)\n", + "ax2.set_ylabel('Temperature (mK)')\n", + "ax2.set_xlabel('Threshold')\n", + "ax2.set_xscale('log')\n", + "ax2.legend()\n", + "\n", + "plt.show()\n", + "fig.savefig('figures\\dark_counts_temperature.pdf', dpi = 300)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "path2 = 'H:\\\\Shared drives\\\\SLab\\Multimode\\\\figure\\\\temperature\\\\'\n", + "x1 = np.load(path2+'p0_lists.npy')\n", + "y1 = np.load(path2+'p1_lists.npy')\n", + "x2 = np.load(path2+'p0_lists2.npy')\n", + "y2 = np.load(path2+'p1_lists2.npy')\n", + "m2 = np.load(path2+'M2counts.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "file_name 00189_cavity_temperature_sweep_parity_with_wit...\n", + "mode M2\n", + "T [[9.88540058e-01 1.14599419e-02 0.00000000e+00...\n", + "E [[0.495575 0.004425]\\n [0.0119 0.4881 ]\\n [...\n", + "threshold_list [100.0, 1000.0, 10000.0, 100000.0, 10000000.0,...\n", + "counts_list [70089, 62390, 61848, 54660, 48224, 42854, 424...\n", + "n_reps 89915\n", + "man_no_for_parity 1\n", + "reset False\n", + "single_photon True\n", + "Name: 26, dtype: object" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.iloc[26]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import ast \n", + "m2 = ast.literal_eval(data.loc[ 26, 'counts_list'])\n", + "m2_threshold_list = ast.literal_eval(data.loc[ 26, 'threshold_list'])\n", + "m2_nreps = data.loc[ 26, 'n_reps']\n", + "\n", + "m2_eff = m2/m2_nreps" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "m1 = ast.literal_eval(data.loc[ 0, 'counts_list'])\n", + "m1_threshold_list = ast.literal_eval(data.loc[ 0, 'threshold_list'])\n", + "m1_nreps = data.loc[ 0, 'n_reps']\n", + "\n", + "m1_eff = m1/m1_nreps" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(m1_threshold_list, m1_eff, label='Mode 1')\n", + "plt.plot(m2_threshold_list, m2_eff, label='Mode 2')\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "m1_dark_counts = ast.literal_eval(data.loc[ 1, 'counts_list'])\n", + "m1_dark_threshold_list = ast.literal_eval(data.loc[ 1, 'threshold_list'])\n", + "m1_dark_nreps = data.loc[ 1, 'n_reps']\n", + "\n", + "m1_dark_norm = m1_dark_counts/m1_dark_nreps\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(m1_dark_threshold_list, m1_dark_norm, label='Mode 1 Dark')\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [], + "source": [ + "ratio = []\n", + "for ii in range(len(x2)):\n", + " ratio.append(y2[ii]/x2[ii])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "oscil_pattern = [1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 1,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "threshold_list = ast.literal_eval(data['threshold_list'][0])\n", + "efficiency_list = ast.literal_eval(data['counts_list'][0])\n", + "dark_counts_list = ast.literal_eval(data['counts_list'][2])" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.30344, 0.289 , 0.26254, 0.25105, 0.21601, 0.20156, 0.18449,\n", + " 0.17647, 0.1603 , 0.15353, 0.13951, 0.13049, 0.12208, 0.11134,\n", + " 0.10619, 0.09719, 0.09271, 0.08432, 0.07916, 0.06733, 0.05863,\n", + " 0.05097, 0.04014, 0.02785, 0.01898, 0.01239, 0.0081 ])" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m2" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":7: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"coolwarm\")\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n", + "\n", + "for x in x2:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=1e-20, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"coolwarm\")\n", + " color = cmap(norm(x[-1]))\n", + " ax.semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " ) \n", + "\n", + "#ylabel('P(t=0)')\n", + "plt.xlabel('Number of Parity Measurements Included')\n", + "#title('Looking at a measurement sequence to get max threshold')\n", + "plt.legend()\n", + "plt.tight_layout" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(threshold_list, m2, label='M2 efficiency')\n", + "plt.plot(threshold_list, efficiency_list1, 'o', label='M1 efficiency')\n", + "plt.xscale('log')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "def find_zero_point(f, a, b, yita1, yita2, nbar, tolerance=1e-6, max_iterations=100):\n", + " \"\"\"\n", + " Find the zero point of a monotonic function f(x, c) using the bisection method.\n", + "\n", + " Parameters:\n", + " f (callable): The monotonic function f(x, c).\n", + " a (float): The start of the interval [a, b].\n", + " b (float): The end of the interval [a, b].\n", + " c (float): The parameter for f(x, c).\n", + " tolerance (float): The accuracy of the result.\n", + " max_iterations (int): The maximum number of iterations to perform.\n", + "\n", + " Returns:\n", + " float: The zero point x0 where f(x0, c) ≈ 0.\n", + "\n", + " Raises:\n", + " ValueError: If f(a, c) and f(b, c) do not have opposite signs.\n", + " \"\"\"\n", + " if f(a, yita1, yita2, nbar) * f(b, yita1, yita2, nbar) > 0:\n", + " raise ValueError(\"The function must have opposite signs at the endpoints of the interval.\")\n", + " \n", + " iteration = 0\n", + " while (b - a) / 2 > tolerance and iteration < max_iterations:\n", + " mid = (a + b) / 2\n", + " f_mid = f(mid, yita1, yita2, nbar)\n", + " \n", + " if f_mid == 0: # Found exact zero\n", + " return mid\n", + " elif f_mid * f(a, yita1, yita2, nbar) < 0:\n", + " b = mid\n", + " else:\n", + " a = mid\n", + " \n", + " iteration += 1\n", + " \n", + " return (a + b) / 2 # Return the midpoint as the best estimate\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [], + "source": [ + "# calculate temperature\n", + "n = 200000\n", + "frequency = 4.984 \n", + "efficiency_list1 = np.array(efficiency_list)/n\n", + "efficiency_list1_err = np.sqrt(efficiency_list1*(1-efficiency_list1)/n)\n", + "# efficiency_list1_err = np.sqrt(np.array(efficiency_list1))/n\n", + "\n", + "dark_counts = np.array(dark_counts_list) / n\n", + "dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / n) # sqrt(p(1-p)/n)\n", + "# dark_counts_err = np.sqrt(np.array(dark_counts_list))/n\n", + "\n", + "thermal_photon_population = []\n", + "thermal_photon_population_err = []\n", + "for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / efficiency_list1[i]\n", + " err = 1 * np.sqrt((dark_counts_err[i] / efficiency_list1[i])**2 + (efficiency_list1_err[i] * dark_counts[i] / efficiency_list1[i]**2)**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + "# case 1, just divide the photon number by 2\n", + "now = np.array(thermal_photon_population) / 2\n", + "now_err = np.array(thermal_photon_population_err) / 2\n", + "tempr = []\n", + "tempr_err = []\n", + "for i in range(len(now)):\n", + " temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " temp_err = np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr.append(temp)\n", + " tempr_err.append(temp_err)\n", + "\n", + "\n", + "# case 2, properly doing M2 correction\n", + "def f(x, yita1, yita2, nbar):\n", + " f1 = 4.984\n", + " f2 = 5.158\n", + " # yita1 = 0.8\n", + " # yita2 = 0.6\n", + " # nbar = 0.004\n", + " return yita1/(-1+np.exp(48*f1/x))+yita2/(-1+np.exp(48*f2/x))-nbar\n", + "\n", + "temperature1 = []\n", + "for i in range(len(dark_counts)):\n", + " x0 = find_zero_point(f, 20,80, efficiency_list1[i], m2[i], dark_counts[i])\n", + " temperature1.append(x0)\n", + "dark_counts1 = []\n", + "dark_counts1_err = []\n", + "for i in range(len(temperature1)):\n", + " dark_counts1.append(1/(-1+np.exp(48*frequency/temperature1[i])))\n", + " dark_counts1_err.append((48*frequency/temperature1[i]**2*np.exp(48*frequency/temperature1[i]))/(-1+np.exp(48*frequency/temperature1[i]))**2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# with new data" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# calculate temperature\n", + "\n", + "frequency = 4.984 \n", + "efficiency_list1 = m1_eff #np.array(efficiency_list)/m1_nreps\n", + "efficiency_list1_err = np.sqrt(efficiency_list1*(1-efficiency_list1)/m1_nreps)\n", + "# efficiency_list1_err = np.sqrt(np.array(efficiency_list1))/n\n", + "\n", + "dark_counts = m1_dark_norm#np.array(dark_counts_list) / n\n", + "dark_counts_err = np.sqrt(dark_counts *(1 - dark_counts) / m1_dark_nreps) # sqrt(p(1-p)/n)\n", + "# dark_counts_err = np.sqrt(np.array(dark_counts_list))/n\n", + "\n", + "thermal_photon_population = []\n", + "thermal_photon_population_err = []\n", + "for i in range(len(dark_counts)):\n", + " ratio = dark_counts[i] / efficiency_list1[i]\n", + " err = 1 * np.sqrt((dark_counts_err[i] / efficiency_list1[i])**2 + (efficiency_list1_err[i] * dark_counts[i] / efficiency_list1[i]**2)**2)\n", + " thermal_photon_population.append(ratio)\n", + " thermal_photon_population_err.append(err)\n", + "\n", + "# case 1, just divide the photon number by 2\n", + "now = np.array(thermal_photon_population) / 2\n", + "now_err = np.array(thermal_photon_population_err) / 2\n", + "tempr = []\n", + "tempr_err = []\n", + "for i in range(len(now)):\n", + " temp = 48 * frequency / (np.log(1 + 1 / now[i]))\n", + " temp_err = np.abs(temp * 1/(np.log(1 + 1 / now[i])) * (1/(1 + 1/now[i])) * now_err[i] / (now[i] **2))\n", + " tempr.append(temp)\n", + " tempr_err.append(temp_err)\n", + "\n", + "\n", + "# case 2, properly doing M2 correction\n", + "def f(x, yita1, yita2, nbar):\n", + " f1 = 4.984\n", + " f2 = 5.158\n", + " # yita1 = 0.8\n", + " # yita2 = 0.6\n", + " # nbar = 0.004\n", + " return yita1/(-1+np.exp(48*f1/x))+yita2/(-1+np.exp(48*f2/x))-nbar\n", + "\n", + "temperature1 = []\n", + "for i in range(len(dark_counts)):\n", + " x0 = find_zero_point(f, 20,80, efficiency_list1[i], m2_eff[i], dark_counts[i])\n", + " temperature1.append(x0)\n", + "dark_counts1 = []\n", + "dark_counts1_err = []\n", + "for i in range(len(temperature1)):\n", + " dark_counts1.append(1/(-1+np.exp(48*frequency/temperature1[i])))\n", + " dark_counts1_err.append((48*frequency/temperature1[i]**2*np.exp(48*frequency/temperature1[i]))/(-1+np.exp(48*frequency/temperature1[i]))**2)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plt.errorbar(threshold_list, efficiency_list1, yerr=efficiency_list1_err, fmt='o-', capsize=5)\n", + "threshold_list = m1_dark_threshold_list\n", + "plt.errorbar(threshold_list, tempr, yerr=tempr_err, fmt='o-', capsize=5, label='dark photon/2')\n", + "\n", + "# Figure out error bar for this plot below \n", + "# plt.plot(threshold_list, tempr)\n", + "plt.plot(threshold_list, temperature1, label='properly adjusted by M2 efficiency')\n", + "plt.xscale('log')\n", + "plt.legend()\n", + "# plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "41.19684960392482" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ff = 3.568\n", + "nn = 0.0159\n", + "48*ff/(np.log(1+1/nn))" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.008285, 0.007665, 0.0068 , 0.00649 , 0.00535 , 0.00503 ,\n", + " 0.004495, 0.004295, 0.00381 , 0.003605, 0.00333 , 0.00307 ,\n", + " 0.002895, 0.00263 , 0.002485, 0.00227 , 0.00213 , 0.00188 ,\n", + " 0.00171 , 0.00145 , 0.001205, 0.00099 , 0.000775, 0.000575,\n", + " 0.000395, 0.00025 , 0.000155])" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dark_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "41.39483034610748\n" + ] + } + ], + "source": [ + "def find_zero_point(f, a, b, tolerance=1e-6, max_iterations=100):\n", + " \"\"\"\n", + " Find the zero point of a monotonic function f(x) using the bisection method.\n", + " \n", + " Parameters:\n", + " f (callable): The monotonic function f(x).\n", + " a (float): The start of the interval [a, b].\n", + " b (float): The end of the interval [a, b].\n", + " tolerance (float): The accuracy of the result.\n", + " max_iterations (int): The maximum number of iterations to perform.\n", + " \n", + " Returns:\n", + " float: The zero point x0 where f(x0) ≈ 0.\n", + " \n", + " Raises:\n", + " ValueError: If f(a) and f(b) do not have opposite signs.\n", + " \"\"\"\n", + " if f(a) * f(b) > 0:\n", + " raise ValueError(\"The function must have opposite signs at the endpoints of the interval.\")\n", + " \n", + " iteration = 0\n", + " while (b - a) / 2 > tolerance and iteration < max_iterations:\n", + " mid = (a + b) / 2\n", + " f_mid = f(mid)\n", + " \n", + " if f_mid == 0: # Found exact zero\n", + " return mid\n", + " elif f_mid * f(a) < 0:\n", + " b = mid\n", + " else:\n", + " a = mid\n", + " \n", + " iteration += 1\n", + " \n", + " return (a + b) / 2 # Return the midpoint as the best estimate\n", + "\n", + "# Define a monotonic function f(x)\n", + "def f(x):\n", + " f1 = 4.984\n", + " f2 = 5.158\n", + " yita1 = 0.8\n", + " yita2 = 0.6\n", + " nbar = 0.004\n", + " return yita1/(-1+np.exp(48*f1/x))+yita2/(-1+np.exp(48*f2/x))-nbar\n", + "\n", + "# Find the zero point in the interval [0, 3]\n", + "x0 = find_zero_point(f, 30,70)\n", + "print(x0)" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plt.errorbar(threshold_list, efficiency_list1, yerr=efficiency_list1_err, fmt='o-', capsize=5)\n", + "plt.errorbar(threshold_list, thermal_photon_population, yerr=thermal_photon_population_err, fmt='o-', capsize=5)\n", + "# plt.plot(threshold_list, efficiency_list)\n", + "plt.xscale('log')\n", + "plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":26: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = matplotlib.cm.get_cmap(\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=3, ncols=1, figsize=(12, 12))\n", + "\n", + "# Plot BBQ data\n", + "# ax.plot(bbqy*1e3, bbqx, ':', color='red', label='Simulation')\n", + "\n", + "# Plot the first dataset\n", + "ax[0].plot(np.array(oscil_pattern),'-o', color='#2066A8',label='Example',lw=0.5,markersize=3)\n", + "\n", + "\n", + "\n", + "\n", + "# Add labels and title\n", + "ax[0].set_xlabel('Measurement Number')\n", + "ax[0].set_ylabel('Qubit State')\n", + "# ax[0].set_title('Parity measurement')\n", + "ax[0].set_xlim([0,80])\n", + "# ax.set_ylim([0,1])\n", + "ax[0].legend()\n", + "ax[0].tick_params(which='both', direction='in')\n", + "# fig.savefig('C1S2_long.pdf')\n", + "\n", + "for x in ratio:\n", + " norm = matplotlib.colors.Normalize(\n", + " vmin=1e-20, vmax=1\n", + " )\n", + " cmap = matplotlib.cm.get_cmap(\"coolwarm\")\n", + " color = cmap(norm(x[-1]))\n", + " ax[1].semilogy(\n", + " x, \"-\", linewidth=0.2, alpha=1, color=color\n", + " ) \n", + "ax[1].tick_params(which='both', direction='in')\n", + "ax[1].set_xlabel('Measurement Number')\n", + "ax[1].axhline(y=1e45, color='black', linestyle='--', linewidth=0.5)\n", + "\n", + "# Plot the first dataset\n", + "# dark_counts1\n", + "ax[2].errorbar(threshold_list, temperature1, color='b', yerr=tempr_err, fmt='o-', capsize=5)\n", + "# Add labels and title\n", + "ax[2].set_xlabel('Threshold')\n", + "ax[2].set_ylabel('Temperature')\n", + "ax[2].axvline(x=1e45, color='black', linestyle='--', linewidth=0.5)\n", + "# ax[2].set_title('Threshold')\n", + "ax[2].set_xscale('log')\n", + "dark_counts1_err\n", + "ax2 = ax[2].twinx()\n", + "ax2.errorbar(threshold_list, dark_counts1, yerr=dark_counts_err, fmt='o-', color='r', capsize=5)\n", + "ax2.set_ylabel('Measured thermal photon', color='r')\n", + "ax2.tick_params(axis='y', labelcolor='r')\n", + "ax[2].tick_params(which='both', direction='in')\n", + "ax2.tick_params(which='both', direction='in')\n", + "ax[2].tick_params(axis='y', labelcolor='b')\n", + "\n", + "ax[1].set_xlim([-1,80])\n", + "ax[2].set_xlim([min(threshold_list)/10,max(threshold_list)*10])\n", + "\n", + "fig.savefig('temperature.pdf')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2.02686442e-04, 1.95015996e-04, 1.83762891e-04, 1.79553333e-04,\n", + " 1.63116178e-04, 1.58188165e-04, 1.49579326e-04, 1.46228468e-04,\n", + " 1.37758555e-04, 1.34014999e-04, 1.28819857e-04, 1.23704792e-04,\n", + " 1.20137816e-04, 1.14522555e-04, 1.11328900e-04, 1.06415391e-04,\n", + " 1.03088872e-04, 9.68624179e-05, 9.23871176e-05, 8.50851779e-05,\n", + " 7.75740928e-05, 7.03214014e-05, 6.22253716e-05, 5.36036088e-05,\n", + " 4.44321941e-05, 3.53509194e-05, 2.78366642e-05])" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dark_counts_err" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [], + "source": [ + "efficiency_list1_err = np.sqrt(efficiency_list1*(1-efficiency_list1)/n)\n", + "efficiency_list2_err = np.sqrt(m2*(1-m2)/1e5)" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(12, 4))\n", + "plt.errorbar(threshold_list, efficiency_list1, color='y', yerr=efficiency_list1_err, fmt='o-', capsize=5, label='M1 efficiency')\n", + "# plt.plot(threshold_list, efficiency_list1, '-o', label='M1 efficiency')\n", + "plt.errorbar(threshold_list, m2, color='m', yerr=efficiency_list2_err, fmt='o-', capsize=5, label='M2 efficiency')\n", + "# plt.plot(threshold_list, m2, '-o', label='M2 efficiency')\n", + "plt.axvline(x=1e45, color='black', linestyle='--', linewidth=0.5)\n", + "plt.xscale('log')\n", + "plt.xlim([min(threshold_list)/10,max(threshold_list)*10])\n", + "plt.legend()\n", + "plt.tick_params(which='both', direction='in')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Efficiency')\n", + "plt.savefig('efficiency.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# now calculating all temperatures" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['file_name', 'mode', 'T', 'E', 'threshold_list', 'counts_list',\n", + " 'man_no_for_parity', 'reset', 'single_photon'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "file_path1 = 'H:\\\\共享云端硬盘\\\\SLab\\\\Multimode\\\\experiment\\\\240911\\\\RAM_paper_results\\\\datasets\\\\'\n", + "file_name1 = 'Cavity_Temp_Parity_Full.csv'\n", + "# Load CSV file\n", + "data1 = pd.read_csv(file_path1+file_name1)\n", + "\n", + "# Display the first few rows\n", + "print(data1.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 M1\n", + "1 M2\n", + "2 M1\n", + "3 M1-S1\n", + "4 M1-S2\n", + "5 M1-S3\n", + "6 M1-S4\n", + "7 M1-S5\n", + "8 M1-S6\n", + "9 M1-S7\n", + "10 M1-D1\n", + "11 M1-C\n", + "12 M2\n", + "13 M2-D2\n", + "14 M1\n", + "15 M2\n", + "16 M1\n", + "17 M1-S1\n", + "18 M1-S2\n", + "19 M1-S3\n", + "20 M1-S4\n", + "21 M1-S5\n", + "22 M1-S6\n", + "23 M1-S7\n", + "24 M1-D1\n", + "25 M1-C\n", + "26 M2\n", + "27 M2-D2\n", + "Name: mode, dtype: object" + ] + }, + "execution_count": 178, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data1['mode']" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'[1585, 1383, 1262, 1135, 947, 825, 771, 695, 632, 596, 536, 482, 452, 403, 371, 329, 291, 277, 241, 192, 155, 124, 89, 58, 39, 21, 10]'" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data1['counts_list'][3]" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "slab", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/fig1/from_240911_mux/Coherence.ipynb b/fig1/from_240911_mux/Coherence.ipynb new file mode 100644 index 0000000..1a623ee --- /dev/null +++ b/fig1/from_240911_mux/Coherence.ipynb @@ -0,0 +1,1146 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Device frequency" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib.patches as patches\n", + "\n", + "# Frequency data for each group\n", + "freq_values = {\n", + " 'Readout': [(8.051, 3.5)],\n", + " 'Qubit': [(3.568, 4.0)], # Single element\n", + " 'Manipulate': [(4.984, 5.0), (5.158, 5.1)], # Multiple elements in the same group\n", + " 'Coupler': [(4.0366, 4.0366)],\n", + " 'Storage': [(5.333, 5.6), (5.505, 5.7), (5.681, 5.8), (5.860, 5.9), (6.037, 6.0), (6.229, 6.1), (6.407, 6.2)],\n", + " 'Dump': [(7.297, 6.5),(7.252, 6.9)]\n", + "}\n", + "colors = {\n", + " 'Readout': 'black',\n", + " 'Qubit': 'red',\n", + " 'Manipulate': 'green',\n", + " 'Coupler': 'purple',\n", + " 'Storage': 'blue',\n", + " 'Dump':'m'\n", + "}\n", + "labels = ['Readout', 'Qubit', 'Manipulate', 'Coupler', 'Storage', 'Dump']\n", + "\n", + "# Initialize the plot\n", + "fig, ax = plt.subplots(figsize=(13, 7))\n", + "\n", + "# Set x-ticks to correspond to groups\n", + "ax.set_xticks(range(len(labels)))\n", + "ax.set_xticklabels(labels, fontsize=13)\n", + "\n", + "# Plot horizontal lines for each group and each element within the group\n", + "for i, label in enumerate(labels):\n", + " color = colors[label]\n", + " for start_freq, end_freq in freq_values[label]:\n", + " if label=='Coupler':\n", + " ax.hlines(y=start_freq, xmin=i - 0.2, xmax=i + 0.2, linestyle='-', color=color, linewidth=25)\n", + " else:\n", + " ax.hlines(y=start_freq, xmin=i - 0.2, xmax=i + 0.2, linestyle='-', color=color, linewidth=2)\n", + "\n", + "# Set y-axis labels and limits\n", + "ax.set_ylabel('Freq (GHz)', fontsize=18)\n", + "plt.xlabel('Objects', fontsize=18)\n", + "ax.set_ylim(3.0, 8.2)\n", + "\n", + "# Define positions for the y-ticks (adjusted to increase gap between D1 (7.252 (shifted to 7.152 for better plot)) and D2)\n", + "y_ticks_positions = [3.568, 4.0366, 4.984, 5.158, 5.333, 5.505, 5.681, 5.860, 6.037, 6.229, 6.407, 7.27, 8.051]\n", + "y_tick_labels = [f\"{tick:.3f}\" for tick in [3.568, 4.0366, 4.984, 5.158, 5.333, 5.505, 5.681, 5.860, 6.037, 6.229, 6.407, 7.27, 8.051]]\n", + "\n", + "# Set y-ticks with adjusted positions\n", + "ax.set_yticks(y_ticks_positions)\n", + "ax.set_yticklabels(y_tick_labels, fontsize=13)\n", + "\n", + "# # Customize y-axis ticks for frequency\n", + "# y_ticks = [3.5, 4.0366, 4.984, 5.158, 5.333, 5.505, 5.681, 5.860, 6.037, 6.229, 6.407, 7.252, 7.297, 8.051]\n", + "# ax.set_yticks(y_ticks)\n", + "# ax.set_yticklabels([f\"{tick:.3f}\" for tick in y_ticks], fontsize=10)\n", + "\n", + "# Add custom annotations (lines/arrows/text)\n", + "# ax.annotate('Dispersive\\ncoupling', xy=(0.5, 4.4), xytext=(0.1, 4.8),\n", + "# arrowprops=dict(facecolor='blue', arrowstyle='<->'), fontsize=10)\n", + "# ax.annotate('3 wave\\nmixing', xy=(1.5, 5.2), xytext=(1.2, 5.9),\n", + "# arrowprops=dict(facecolor='purple', arrowstyle='->'), fontsize=10)\n", + "\n", + "# Create a double-headed arrow\n", + "# arrow = patches.FancyArrowPatch(\n", + "# (0.29, 0.1), (0.37, 0.4),\n", + "# arrowstyle='<->', # Double-headed arrow\n", + "# mutation_scale=10, # Size of arrow heads\n", + "# transform=ax.transAxes, # Use axis coordinates\n", + "# color='red', # Arrow color\n", + "# linestyle='--', \n", + "# linewidth=1 # Line width\n", + "# )\n", + "# ax.add_patch(arrow)\n", + "\n", + "# arrow1 = patches.FancyArrowPatch(\n", + "# (0.45, 0.4), (0.72, 0.5),\n", + "# arrowstyle='<->', # Double-headed arrow\n", + "# mutation_scale=10, # Size of arrow heads\n", + "# transform=ax.transAxes, # Use axis coordinates\n", + "# color='purple', # Arrow color\n", + "# linestyle='--', \n", + "# linewidth=1 # Line width\n", + "# )\n", + "# ax.add_patch(arrow1)\n", + "\n", + "# ax.annotate(\n", + "# '', # No text\n", + "# xy=(2.9, 5.0), # End point\n", + "# xytext=(2.1, 3.5), # Start point\n", + "# xycoords='axes fraction', # Use axis coordinates\n", + "# arrowprops=dict(\n", + "# arrowstyle='<->', # Double-headed arrow\n", + "# color='red',\n", + "# lw=2 # Line width\n", + "# )\n", + "# )\n", + "\n", + "# Add horizontal reference lines (optional)\n", + "# ax.axhline(y=4.0, color='purple', linewidth=1.5)\n", + "# ax.axhline(y=3.5, color='red', linewidth=1.5)\n", + "\n", + "# Adjust layout and display\n", + "plt.title('Multimode System Frequency', fontsize=18)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "# Change the color of each tick label\n", + "colors1 = ['black', 'red','green','purple','blue','m'] # Colors for each object\n", + "for xtick, color in zip(ax.get_xticklabels(), colors1):\n", + " xtick.set_color(color)\n", + "# Rotate the x-axis labels by 45 degrees\n", + "plt.yticks(rotation=30)\n", + "# plt.yscale('log')\n", + "ax.tick_params(which='both', direction='in')\n", + "\n", + "# Add grid to the plot\n", + "plt.grid(True)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Device coherence" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\slab\\AppData\\Local\\Temp\\ipykernel_16280\\2887040412.py:50: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"s\" (-> marker='s'). The keyword argument will take precedence.\n", + " plt.errorbar(obj, T2_value[i], yerr=T2_err[i], fmt='s', marker='.', capsize=10, color=colors2[i], markersize=8, label='Tram')\n", + "C:\\Users\\slab\\AppData\\Local\\Temp\\ipykernel_16280\\2887040412.py:52: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"s\" (-> marker='s'). The keyword argument will take precedence.\n", + " plt.errorbar(obj, T2_value[i], yerr=T2_err[i], fmt='s', marker='.', capsize=10, color=colors2[i], markersize=8)\n", + "C:\\Users\\slab\\AppData\\Local\\Temp\\ipykernel_16280\\2887040412.py:75: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_yticklabels(ax.get_yticks(), fontsize=14)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# all in us\n", + "T1_q = [493]\n", + "T2_q = [140]\n", + "T1_q_err = [13.1]\n", + "\n", + "T1_r = [0.23065933781434111]\n", + "\n", + "T1_c = [45]\n", + "T1_c_err = [0.835]\n", + "\n", + "T1_m = [209, 120]\n", + "T1_m_err = [5.13, 1.31]\n", + "# T1_s = [364, 1040, 196, 545, 372, 557, 383]\n", + "T1_s = [358.3, 1254.8, 799.0, 597.4, 355.7, 589.5, 371.2]\n", + "T1_s_err = [6.04, 30.2, 12.7, 11.9, 5.52, 12.9, 6.41]\n", + "\n", + "T1_lossy = [0.728, 2]\n", + "T1_lossy_err = [0.0283, 0]\n", + "\n", + "# Define the average T1 values and their corresponding error bars\n", + "objects = ['Readout','Qubit', 'M1', 'M2', 'Coupler', 'S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7', 'D1', 'D2']\n", + "\n", + "T1_value = [T1_r[0], T1_q[0], T1_m[0], T1_m[1], T1_c[0], T1_s[0], T1_s[1], T1_s[2], T1_s[3], T1_s[4], T1_s[5], T1_s[6], T1_lossy[0], T1_lossy[1]]\n", + "T1_err = [0, T1_q_err[0], T1_m_err[0], T1_m_err[1], T1_c_err[0], T1_s_err[0], T1_s_err[1], T1_s_err[2], T1_s_err[3], T1_s_err[4], T1_s_err[5], T1_s_err[6], T1_lossy_err[0], T1_lossy_err[1]]\n", + "colors = ['black', 'red','green','green','purple','blue','blue','blue','blue','blue','blue','blue','m','m'] # Colors for each object\n", + "\n", + "\n", + "object2 = ['Qubit', 'M1', 'M2', 'S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7']\n", + "T2_value = [259, 75.5, 70.6, 204, 460, 604, 757, 618, 904, 441]\n", + "T2_err = [7.97, 3.75, 5.35, 11.6, 21.7, 24.9, 22.0, 18, 45.7, 25.2]\n", + "colors2 = ['red', 'green', 'green', 'blue', 'blue', 'blue', 'blue', 'blue', 'blue', 'blue']\n", + "ii_list = [1,2, 3, 5,6,7,8,9,10,11]\n", + "plt.figure(figsize=(13, 7))\n", + "\n", + "for i, obj in enumerate(objects):\n", + " if i==0:\n", + " plt.errorbar(obj, T1_value[i], yerr=T1_err[i], fmt='s', capsize=10, color=colors[i], markersize=8, label='T1')\n", + " else:\n", + " plt.errorbar(obj, T1_value[i], yerr=T1_err[i], fmt='s', capsize=10, color=colors[i], markersize=8)\n", + " # Annotate each point with its T1 value\n", + " if i<6:\n", + " plt.text(i, T1_value[i] * 1.2, f'{T1_value[i]:.1f}', fontsize=12, ha='center', color=colors[i])\n", + " elif i==7:\n", + " plt.text(i, T1_value[i] * 1.3, f'{T1_value[i]:.1f}', fontsize=12, ha='center', color=colors[i])\n", + " else:\n", + " plt.text(i, T1_value[i] * 0.6, f'{T1_value[i]:.1f}', fontsize=12, ha='center', color=colors[i])\n", + "\n", + "for i, obj in enumerate(object2):\n", + " if i==0:\n", + " plt.errorbar(obj, T2_value[i], yerr=T2_err[i], fmt='s', marker='.', capsize=10, color=colors2[i], markersize=8, label='Tram')\n", + " else:\n", + " plt.errorbar(obj, T2_value[i], yerr=T2_err[i], fmt='s', marker='.', capsize=10, color=colors2[i], markersize=8)\n", + " # Annotate each point with its T1 value\n", + " if i<6:\n", + " plt.text(ii_list[i], T2_value[i] * 0.6, f'{T2_value[i]:.1f}', fontsize=12, ha='center', color=colors2[i])\n", + " elif i==7:\n", + " plt.text(ii_list[i], T2_value[i] * 0.6, f'{T2_value[i]:.1f}', fontsize=12, ha='center', color=colors2[i])\n", + " else:\n", + " plt.text(ii_list[i], T2_value[i] * 1.3, f'{T2_value[i]:.1f}', fontsize=12, ha='center', color=colors2[i])\n", + "\n", + "\n", + "# plt.errorbar(objects, T1_value, yerr=T1_err, fmt='s', capsize=10, color='blue', markersize=10)\n", + "\n", + "# plt.bar(objects, T1_value, yerr=T1_err, capsize=10, color='skyblue', alpha=0.7)\n", + "\n", + "# Set labels and title\n", + "plt.xlabel('Objects', fontsize=20)\n", + "plt.ylabel('Coherence (us)', fontsize=20)\n", + "plt.title('Multimode System Coherence', fontsize=20)\n", + "\n", + "# Customize x-axis tick labels with corresponding colors\n", + "ax = plt.gca() # Get current axis\n", + "ax.set_xticks(range(len(objects))) # Set the positions of the ticks\n", + "ax.set_xticklabels(objects, fontsize=15) # Set the labels\n", + "ax.set_yticklabels(ax.get_yticks(), fontsize=14)\n", + "\n", + "\n", + "\n", + "# Change the color of each tick label\n", + "for xtick, color in zip(ax.get_xticklabels(), colors):\n", + " xtick.set_color(color)\n", + "\n", + "# Set y-axis to logarithmic scale\n", + "plt.yscale('log')\n", + "plt.legend()\n", + "\n", + "ax.tick_params(axis='x', direction='in')\n", + "ax.tick_params(axis='y', direction='in', size=15)\n", + "\n", + "# Set minor ticks inside as well\n", + "ax.tick_params(which='both', direction='in')\n", + "\n", + "# Rotate the x-axis labels by 45 degrees\n", + "plt.xticks(rotation=30)\n", + "\n", + "# Add grid to the plot\n", + "plt.grid(True)\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sideband rate" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example 2x7 matrix\n", + "matrix = np.array([[1, 2, 3, 4, 5, 6, 7],\n", + " [7, 6, 5, 4, 3, 2, 1]])\n", + "\n", + "# Create the heatmap using seaborn's heatmap function\n", + "sns.heatmap(matrix, annot=True, cmap='viridis', square=True)\n", + "\n", + "# Add labels and title\n", + "plt.xlabel('Columns')\n", + "plt.ylabel('Rows')\n", + "plt.title('Heatmap of 2x7 Matrix')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Qubit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Single shot with Active reset+post selection" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data from user's input\n", + "matrix = np.array([[0.9976082642104729, 0.0023917357895271163],\n", + " [0.00934770393829494, 0.990652296061705]])\n", + "\n", + "# Create the heatmap using seaborn's heatmap function with white to red colormap\n", + "plt.figure(figsize=(5, 4))\n", + "ax = sns.heatmap(matrix, annot=True, cmap='Reds', square=True, fmt=\".4f\")\n", + "\n", + "# Set custom labels for x and y axis\n", + "ax.set_xticklabels(['|g>', '|e>'], fontsize=12)\n", + "ax.set_yticklabels(['|g>', '|e>'], fontsize=12)\n", + "\n", + "# Set labels for axis\n", + "ax.set_xlabel('Measured', fontsize=14)\n", + "ax.set_ylabel('Prepared', fontsize=14)\n", + "\n", + "plt.title('Single shot heatmap')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Qubit-Manipulate chi" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data from user's input\n", + "matrix = np.array([[142.92577186624158, 0.284978593173943, 0.270813964368889],\n", + " [0.284978593173943, 0.00676, 0.01503], \n", + " [0.270813964368889, 0.01503, 0.00511]])\n", + "\n", + "# Take the log of the absolute values for coloring, adding a small offset to avoid log(0)\n", + "log_matrix = np.log10(np.abs(matrix) + 1e-10)\n", + "\n", + "# Create the heatmap using seaborn's heatmap function with color allocated based on log scale\n", + "plt.figure(figsize=(5, 4))\n", + "ax = sns.heatmap(matrix, annot=True, cmap='Blues', square=True, fmt=\".4f\", \n", + " norm=plt.cm.colors.LogNorm(vmin=np.min(np.abs(matrix)), vmax=np.max(np.abs(matrix))),\n", + " cbar_kws={'label': 'Kerr (MHz)'})\n", + "\n", + "# Set custom labels for x and y axis\n", + "ax.set_xticklabels(['Q', 'M1', 'M2'], fontsize=12)\n", + "ax.set_yticklabels(['Q', 'M1', 'M2'], fontsize=12)\n", + "\n", + "# Set labels for axis\n", + "ax.set_xlabel('Objects', fontsize=14)\n", + "# ax.set_ylabel('Prepared', fontsize=14)\n", + "\n", + "# Show the plot\n", + "plt.title('Qubit-Manipulate Kerr matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "freq_gs = np.array([(4.8804432231108903884887695312, 83.4724), (5.0987884505743703842163085938, 84.4794), (5.1595321996705904006958007812, 61.3865), (5.3206875039041795730590820312, 80.5661), (5.4787388765344200134277343750, 85.8259), (5.6389225827410697937011718750, 81.6056), (5.8028173648806104660034179687, 71.5601), (5.9755277769605197906494140625, 57.8491), (6.1559693059323196411132812500, 57.9471), (6.3258607926668901443481445312, 51.4388), (6.5050718781811199188232421875, 48.8924), (6.6953617742475996017456054687, 44.3118), (6.88761256695856952667236328125, 38.2328), (7.0631590603230895996093750000, 36.5999), (7.09335604557758045196533203125, 37.3083), (7.3056915725395002365112304688, 20.2832), (7.53124270156367969512939453125, 3.56457), (7.7390501910981397628784179687, 29.8973), (7.8773390081667203903198242188, 110.441)])\n", + "\n", + "freq_gs = np.array([(4.8804432231108903884887695312, 83.4724), (5.0987884505743703842163085938, 84.4794), (5.1595321996705904006958007812, 61.3865), (5.3206875039041795730590820312, 80.5661), (5.4787388765344200134277343750, 85.8259), (5.6389225827410697937011718750, 81.6056), (5.8028173648806104660034179687, 71.5601), (5.9755277769605197906494140625, 57.8491), (6.1559693059323196411132812500, 57.9471)]) #, (6.3258607926668901443481445312, 51.4388), (6.5050718781811199188232421875, 48.8924), (6.6953617742475996017456054687, 44.3118)])\n", + "freq_gs = np.transpose(freq_gs)\n", + "\n", + "label_list = ['M1', 'M2', 'S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7']" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "coupler_anharmonicity = 0.060 # Ghz\n", + "coupler_freq = 4.1 # Ghz" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Dephasing " + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "T2s = [ 75.5, 70.6, 204, 460, 604, 757, 618, 904, 441]\n", + "T1s = [209, 120, 358.3, 1254.8, 799.0, 597.4, 355.7, 589.5, 371.2]\n", + "coupler_t2 =0.01\n", + "dressed_dephasing_t2s = [coupler_t2/(freq_gs[1][idx]*1e-3 / (coupler_freq - freq_gs[0][idx]))**4 for idx in range(len(freq_gs[0]))]\n", + "t2_limit = [(1/dressed_dephasing_t2s[idx] + 1/(2*T1s[idx]))**-1 for idx in range(len(T2s))]\n", + "plt.plot(label_list, dressed_dephasing_t2s, 'o-', label='Dressed dephasing rate')\n", + "plt.plot(label_list, t2_limit, 'o-', label='Simulation T2 limit')\n", + "plt.plot(label_list, T2s, 'o-', label='T2')\n", + "plt.plot(label_list, 2*np.array(T1s), 'o-', label='T1_limit')\n", + "plt.yscale('log')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Kerrs and Cross Kerr" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kerrs = np.array([coupler_anharmonicity * (freq_gs[1][idx]*1e-3 / (coupler_freq - freq_gs[0][idx]))**4 for idx in range(len(freq_gs[0]))])\n", + "plt.plot(freq_gs[0], kerrs*1e+6, 'o-')\n", + "plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1.57031794e-05, 4.91031148e-06, 2.30394363e-06, 2.98985487e-06,\n", + " 2.65966607e-06, 1.93001553e-06, 1.21216059e-06, 6.52981138e-07,\n", + " 5.45236075e-07],\n", + " [4.91031148e-06, 6.14172663e-06, 1.44086501e-06, 1.86982754e-06,\n", + " 1.66333052e-06, 1.20701383e-06, 7.58074006e-07, 4.08368355e-07,\n", + " 3.40985591e-07],\n", + " [2.30394363e-06, 1.44086501e-06, 1.35212268e-06, 8.77332789e-07,\n", + " 7.80443316e-07, 5.66337155e-07, 3.55692258e-07, 1.91608552e-07,\n", + " 1.59992209e-07],\n", + " [2.98985487e-06, 1.86982754e-06, 8.77332789e-07, 2.27705025e-06,\n", + " 1.01279051e-06, 7.34942418e-07, 4.61586047e-07, 2.48652682e-07,\n", + " 2.07623780e-07],\n", + " [2.65966607e-06, 1.66333052e-06, 7.80443316e-07, 1.01279051e-06,\n", + " 1.80188315e-06, 6.53778025e-07, 4.10610146e-07, 2.21192375e-07,\n", + " 1.84694558e-07],\n", + " [1.93001553e-06, 1.20701383e-06, 5.66337155e-07, 7.34942418e-07,\n", + " 6.53778025e-07, 9.48842227e-07, 2.97963705e-07, 1.60510646e-07,\n", + " 1.34025609e-07],\n", + " [1.21216059e-06, 7.58074006e-07, 3.55692258e-07, 4.61586047e-07,\n", + " 4.10610146e-07, 2.97963705e-07, 3.74276638e-07, 1.00809904e-07,\n", + " 8.41757794e-08],\n", + " [6.52981138e-07, 4.08368355e-07, 1.91608552e-07, 2.48652682e-07,\n", + " 2.21192375e-07, 1.60510646e-07, 1.00809904e-07, 1.08610965e-07,\n", + " 4.53448137e-08],\n", + " [5.45236075e-07, 3.40985591e-07, 1.59992209e-07, 2.07623780e-07,\n", + " 1.84694558e-07, 1.34025609e-07, 8.41757794e-08, 4.53448137e-08,\n", + " 7.57253980e-08]])" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cross_kerr_matrix = np.zeros((len(freq_gs[0]), len(freq_gs[0])))\n", + "for mode_idx in range(len(freq_gs[0])):\n", + " for mode_jdx in range(len(freq_gs[0])):\n", + " cross_kerr_matrix[mode_idx][mode_jdx] = 2* coupler_anharmonicity * (freq_gs[1][mode_idx]*1e-3 / (coupler_freq - freq_gs[0][mode_idx]))**2 * (freq_gs[1][mode_jdx]*1e-3 / (coupler_freq - freq_gs[0][mode_jdx]))**2\n", + " if mode_idx != mode_jdx:\n", + " cross_kerr_matrix[mode_idx][mode_jdx] *= 0.5\n", + "cross_kerr_matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming freq_gs is defined somewhere in the code\n", + "N = len(freq_gs[0])\n", + "matrix = cross_kerr_matrix * 1e+6\n", + "\n", + "# Replace inf values with 0\n", + "matrix[np.isinf(matrix)] = 0\n", + "\n", + "log_matrix = np.log10(np.abs(matrix) + 1e-10)\n", + "\n", + "# Create the heatmap using seaborn's heatmap function with color allocated based on log scale\n", + "plt.figure(figsize=(12, 10))\n", + "ax = sns.heatmap(matrix, annot=True, cmap='Blues', square=True, fmt=\".4f\", \n", + " norm=plt.cm.colors.LogNorm(vmin=1e-4, vmax=np.max(np.abs(matrix))),\n", + " cbar_kws={'label': 'Kerr (kHz)'})\n", + "\n", + "# Set custom labels for x and y axis\n", + "# ax.set_xticklabels(['S' + str(i) for i in np.arange(1, 8)], fontsize=12)\n", + "# ax.set_yticklabels(['S' + str(i) for i in np.arange(1, 8)], fontsize=12)\n", + "ax.set_xticklabels(label_list, fontsize=12)\n", + "ax.set_yticklabels(label_list, fontsize=12)\n", + "\n", + "# Set labels for axis\n", + "ax.set_xlabel('Objects', fontsize=14)\n", + "# ax.set_ylabel('Prepared', fontsize=14)\n", + "\n", + "# Show the plot\n", + "plt.title('Storage-Storage Cross Kerr')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n" + ] + } + ], + "source": [ + "for i in range(7): \n", + " print(i)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### STorage STorage cross kerr" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data from user's input\n", + "matrix = abs(np.array([[ 0.00000000e+00, 2.69516637e-04, 1.26486438e-04,\n", + " 8.86845176e-05, 4.26936404e-05, 1.94041328e-05,\n", + " -1.95956248e-05],\n", + " [-1.77543592e-04, 0.00000000e+00, -6.92266452e-05,\n", + " -7.10978126e-05, 1.37913777e-05, -2.56223707e-05,\n", + " 9.10903529e-07],\n", + " [-7.56355942e-05, -4.42189013e-05, 0.00000000e+00,\n", + " -2.45449305e-05, -4.28864355e-06, 2.24512793e-06,\n", + " -3.33552244e-06],\n", + " [ 6.10648017e-05, 4.56428583e-05, 1.96973208e-05,\n", + " 0.00000000e+00, 2.41548015e-06, -1.08904643e-05,\n", + " -6.20592017e-06],\n", + " [-3.72488668e-05, -4.62192947e-05, -3.77809419e-05,\n", + " -1.58034621e-05, 0.00000000e+00, -2.52649638e-05,\n", + " -2.20498490e-06],\n", + " [-4.31597553e-05, -1.65832342e-05, -4.06943788e-05,\n", + " 1.21448311e-05, -1.92766876e-05, 0.00000000e+00,\n", + " 1.27297852e-05],\n", + " [-5.42085347e-06, -3.00407857e-05, -7.10933782e-06,\n", + " -2.45232181e-05, 8.53857371e-06, -1.07023464e-05,\n", + " 0.00000000e+00]])) * 1e+3\n", + "\n", + "# change the diagonal values to custom values\n", + "diag_values = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7]\n", + "\n", + "# Take the log of the absolute values for coloring, adding a small offset to avoid log(0)\n", + "log_matrix = np.log10(np.abs(matrix) + 1e-10)\n", + "\n", + "# Create the heatmap using seaborn's heatmap function with color allocated based on log scale\n", + "plt.figure(figsize=(12, 10))\n", + "ax = sns.heatmap(matrix, annot=True, cmap='Blues', square=True, fmt=\".4f\", \n", + " norm=plt.cm.colors.LogNorm(vmin=1e-4, vmax=np.max(np.abs(matrix))),\n", + " cbar_kws={'label': 'Kerr (kHz)'})\n", + "\n", + "# Set custom labels for x and y axis\n", + "ax.set_xticklabels(['S' + str(i) for i in np.arange(1,8)], fontsize=12)\n", + "ax.set_yticklabels(['S' + str(i) for i in np.arange(1,8)], fontsize=12)\n", + "\n", + "# Set labels for axis\n", + "ax.set_xlabel('Objects', fontsize=14)\n", + "# ax.set_ylabel('Prepared', fontsize=14)\n", + "\n", + "# Show the plot\n", + "plt.title('Storage-Storage Cross Kerr')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "unsupported format string passed to LogFormatter.__format__", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "File \u001b[1;32mc:\\Users\\26049\\.conda\\envs\\slab\\lib\\site-packages\\matplotlib\\axis.py:1959\u001b[0m, in \u001b[0;36mAxis.set_ticklabels\u001b[1;34m(self, labels, minor, fontdict, **kwargs)\u001b[0m\n\u001b[0;32m 1958\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1959\u001b[0m labels \u001b[38;5;241m=\u001b[39m [t\u001b[38;5;241m.\u001b[39mget_text() \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(t, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mget_text\u001b[39m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01melse\u001b[39;00m t\n\u001b[0;32m 1960\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m labels]\n\u001b[0;32m 1961\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n", + "\u001b[1;31mTypeError\u001b[0m: 'LogFormatter' object is not iterable", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[5], line 47\u001b[0m\n\u001b[0;32m 45\u001b[0m colorbar \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39mcollections[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mcolorbar\n\u001b[0;32m 46\u001b[0m colorbar\u001b[38;5;241m.\u001b[39mset_ticks(LogLocator(base\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10.0\u001b[39m))\n\u001b[1;32m---> 47\u001b[0m \u001b[43mcolorbar\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset_ticklabels\u001b[49m\u001b[43m(\u001b[49m\u001b[43mLogFormatter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbase\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10.0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 49\u001b[0m \u001b[38;5;66;03m# Show the plot\u001b[39;00m\n\u001b[0;32m 50\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mQubit-Manipulate Kerr matrix\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\26049\\.conda\\envs\\slab\\lib\\site-packages\\matplotlib\\colorbar.py:950\u001b[0m, in \u001b[0;36mColorbar.set_ticklabels\u001b[1;34m(self, ticklabels, minor, **kwargs)\u001b[0m\n\u001b[0;32m 917\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mset_ticklabels\u001b[39m(\u001b[38;5;28mself\u001b[39m, ticklabels, \u001b[38;5;241m*\u001b[39m, minor\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 918\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 919\u001b[0m \u001b[38;5;124;03m [*Discouraged*] Set tick labels.\u001b[39;00m\n\u001b[0;32m 920\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 948\u001b[0m \u001b[38;5;124;03m `.Text` properties for the labels.\u001b[39;00m\n\u001b[0;32m 949\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 950\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_long_axis\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset_ticklabels\u001b[49m\u001b[43m(\u001b[49m\u001b[43mticklabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mminor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mminor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\26049\\.conda\\envs\\slab\\lib\\site-packages\\matplotlib\\_api\\deprecation.py:297\u001b[0m, in \u001b[0;36mrename_parameter..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 292\u001b[0m warn_deprecated(\n\u001b[0;32m 293\u001b[0m since, message\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mold\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m parameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m() \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 294\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas been renamed \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnew\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m since Matplotlib \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msince\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m; support \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 295\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfor the old name will be dropped %(removal)s.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 296\u001b[0m kwargs[new] \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(old)\n\u001b[1;32m--> 297\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\26049\\.conda\\envs\\slab\\lib\\site-packages\\matplotlib\\axis.py:1962\u001b[0m, in \u001b[0;36mAxis.set_ticklabels\u001b[1;34m(self, labels, minor, fontdict, **kwargs)\u001b[0m\n\u001b[0;32m 1959\u001b[0m labels \u001b[38;5;241m=\u001b[39m [t\u001b[38;5;241m.\u001b[39mget_text() \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(t, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mget_text\u001b[39m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01melse\u001b[39;00m t\n\u001b[0;32m 1960\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m labels]\n\u001b[0;32m 1961\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m-> 1962\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlabels\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m=\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must be a sequence\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 1963\u001b[0m locator \u001b[38;5;241m=\u001b[39m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_minor_locator() \u001b[38;5;28;01mif\u001b[39;00m minor\n\u001b[0;32m 1964\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_major_locator())\n\u001b[0;32m 1965\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(locator, mticker\u001b[38;5;241m.\u001b[39mFixedLocator):\n\u001b[0;32m 1966\u001b[0m \u001b[38;5;66;03m# Passing [] as a list of labels is often used as a way to\u001b[39;00m\n\u001b[0;32m 1967\u001b[0m \u001b[38;5;66;03m# remove all tick labels, so only error for > 0 labels\u001b[39;00m\n", + "\u001b[1;31mTypeError\u001b[0m: unsupported format string passed to LogFormatter.__format__" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import LogNorm\n", + "from matplotlib.ticker import LogLocator, LogFormatter\n", + "\n", + "# Data from user's input\n", + "matrix = abs(np.array([[ 0.00000000e+00, 2.69516637e-04, 1.26486438e-04,\n", + " 8.86845176e-05, 4.26936404e-05, 1.94041328e-05,\n", + " -1.95956248e-05],\n", + " [-1.77543592e-04, 0.00000000e+00, -6.92266452e-05,\n", + " -7.10978126e-05, 1.37913777e-05, -2.56223707e-05,\n", + " 9.10903529e-07],\n", + " [-7.56355942e-05, -4.42189013e-05, 0.00000000e+00,\n", + " -2.45449305e-05, -4.28864355e-06, 2.24512793e-06,\n", + " -3.33552244e-06],\n", + " [ 6.10648017e-05, 4.56428583e-05, 1.96973208e-05,\n", + " 0.00000000e+00, 2.41548015e-06, -1.08904643e-05,\n", + " -6.20592017e-06],\n", + " [-3.72488668e-05, -4.62192947e-05, -3.77809419e-05,\n", + " -1.58034621e-05, 0.00000000e+00, -2.52649638e-05,\n", + " -2.20498490e-06],\n", + " [-4.31597553e-05, -1.65832342e-05, -4.06943788e-05,\n", + " 1.21448311e-05, -1.92766876e-05, 0.00000000e+00,\n", + " 1.27297852e-05],\n", + " [-5.42085347e-06, -3.00407857e-05, -7.10933782e-06,\n", + " -2.45232181e-05, 8.53857371e-06, -1.07023464e-05,\n", + " 0.00000000e+00]]))\n", + "\n", + "# Create the heatmap using seaborn's heatmap function with color allocated based on log scale\n", + "plt.figure(figsize=(5, 4))\n", + "ax = sns.heatmap(matrix, annot=True, cmap='Blues', square=True, fmt=\".4f\", \n", + " norm=LogNorm(vmin=1e-7, vmax=np.max(np.abs(matrix))),\n", + " cbar_kws={'label': 'Kerr (MHz)'})\n", + "\n", + "# Set custom labels for x and y axis\n", + "ax.set_xticklabels(['S' + str(i) for i in np.arange(1, 8)], fontsize=12)\n", + "ax.set_yticklabels(['S' + str(i) for i in np.arange(1, 8)], fontsize=12)\n", + "\n", + "# Set labels for axis\n", + "ax.set_xlabel('Objects', fontsize=14)\n", + "# ax.set_ylabel('Prepared', fontsize=14)\n", + "\n", + "# Customize the color bar to use a logarithmic scale\n", + "colorbar = ax.collections[0].colorbar\n", + "colorbar.set_ticks(LogLocator(base=10.0))\n", + "colorbar.set_ticklabels(LogFormatter(base=10.0))\n", + "\n", + "# Show the plot\n", + "plt.title('Qubit-Manipulate Kerr matrix')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 259, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data\n", + "elements = ['M1-S1', 'M1-S2', 'M1-S3', 'M1-S4', 'M1-S5', 'M1-S6', 'M1-S7']\n", + "fidelity = np.array([3.336, 1.838, 1.192, 1.344, 0.600, 0.716, 0.525])\n", + "error = np.array([0.154, 0.171, 0.167, 0.173, 0.163, 0.172, 0.172])\n", + "\n", + "# Bar plot with error bars\n", + "plt.figure(figsize=(8, 5))\n", + "plt.bar(elements, fidelity, yerr=error, capsize=5, color='skyblue', edgecolor='black')\n", + "\n", + "# Adding labels and title\n", + "plt.xlabel('Dual-Rail Pairs')\n", + "plt.ylabel('Cross-kerr (kHz)')\n", + "# plt.yscale('log')\n", + "plt.title('M1-Storage Cross-kerr')\n", + "# plt.ylim(0, 1) # Set y-axis limit\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "# Display the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Drawing pulse shape" + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Define a function to create a Gaussian pulse\n", + "def gaussian_pulse(t, amplitude, center, width):\n", + " cutoff_start = center - 2 * width\n", + " cutoff_end = center + 2 * width\n", + " pulse = np.zeros_like(t)\n", + " mask = (t >= cutoff_start) & (t <= cutoff_end)\n", + " pulse[mask] = amplitude * np.exp(-(t[mask] - center)**2 / (2 * width**2))\n", + " return pulse\n", + "\n", + "# Define a function to create a Gaussian flat-top pulse with 2-sigma ramps\n", + "def gaussian_flat_top_pulse(t, amplitude, start, flat_length, ramp_sigma):\n", + " ramp_length = 2 * ramp_sigma # 2 sigma cutoff for the ramp\n", + " end = start + flat_length + 2 * ramp_length # Total length of the pulse\n", + " pulse = np.zeros_like(t)\n", + "\n", + " # Left ramp (left half of Gaussian)\n", + " left_ramp = (t >= start) & (t < start + ramp_length)\n", + " pulse[left_ramp] = amplitude * np.exp(-((t[left_ramp] - start - ramp_length)**2) / (2 * ramp_sigma**2))\n", + "\n", + " # Flat top\n", + " flat_top = (t >= start + ramp_length) & (t < start + ramp_length + flat_length)\n", + " pulse[flat_top] = amplitude\n", + "\n", + " # Right ramp (right half of Gaussian)\n", + " right_ramp = (t >= start + ramp_length + flat_length) & (t < end)\n", + " pulse[right_ramp] = amplitude * np.exp(-((t[right_ramp] - (start + ramp_length + flat_length))**2) / (2 * ramp_sigma**2))\n", + "\n", + " return pulse\n", + "\n", + "# Define the parameters\n", + "t = np.linspace(0, 160, 1000) # Time axis\n", + "channels = ['Qubit', 'Coupler RF'] # List of channels\n", + "channel_spacing = 1.5 # Vertical spacing between channels\n", + "pulses = {\n", + " 'Qubit': [\n", + " \n", + " {'type': 'gaussian', 'center': 8, 'width': 3, 'amplitude': 0.3},\n", + " {'type': 'gaussian', 'center': 21, 'width': 3, 'amplitude': 0.5},\n", + " {'type': 'square', 'start': 28, 'end': 60, 'amplitude': 0.6},\n", + " {'type': 'gaussian', 'center': 92, 'width': 3, 'amplitude': 0.5},\n", + " {'type': 'gaussian', 'center': 124, 'width': 3, 'amplitude': 0.5},\n", + " # {'type': 'gaussian', 'center': 92+60, 'width': 3, 'amplitude': 0.5},\n", + " # {'type': 'gaussian', 'center': 124+60, 'width': 3, 'amplitude': 0.5}\n", + "\n", + " ],\n", + " 'Coupler RF': [\n", + " {'type': 'square', 'start': 61, 'end': 80, 'amplitude': 0.6},\n", + " # {'type': 'square', 'start': 130, 'end': 140, 'amplitude': 0.6},\n", + " \n", + " ]\n", + "}\n", + "\n", + "# Assign a unique color for each channel\n", + "channel_colors = {\n", + " 'Qubit': 'red',\n", + " 'Coupler RF': 'Purple'\n", + "}\n", + "\n", + "# Create the plot\n", + "fig, ax = plt.subplots(figsize=(10, 5))\n", + "\n", + "# Plot pulses on the same plot with vertical offsets for different channels\n", + "for i, channel in enumerate(channels):\n", + " offset = i * channel_spacing # Vertical offset for each channel\n", + " color = channel_colors[channel] # Get the color for the current channel\n", + " \n", + " # Plot pulses for each channel\n", + " for pulse in pulses[channel]:\n", + " if pulse['type'] == 'square':\n", + " start, end, amp = pulse['start'], pulse['end'], pulse['amplitude']\n", + " pulse_shape = np.where((t >= start) & (t <= end), amp, 0) + offset\n", + " ax.plot(t, pulse_shape, label=f'{channel} - Square Pulse', color=color)\n", + " ax.fill_between(t, offset, pulse_shape, where=(t >= start) & (t <= end), color=color, alpha=0.3)\n", + " elif pulse['type'] == 'gaussian':\n", + " center, width, amp = pulse['center'], pulse['width'], pulse['amplitude']\n", + " pulse_shape = gaussian_pulse(t, amp, center, width) + offset\n", + " ax.plot(t, pulse_shape, label=f'{channel} - Gaussian Pulse', color=color)\n", + " ax.fill_between(t, offset, pulse_shape, color=color, alpha=0.3)\n", + " elif pulse['type'] == 'gaussian_flat_top':\n", + " start, flat_length, ramp_sigma, amp = pulse['start'], pulse['flat_length'], pulse['ramp_sigma'], pulse['amplitude']\n", + " pulse_shape = gaussian_flat_top_pulse(t, amp, start, flat_length, ramp_sigma) + offset\n", + " ax.plot(t, pulse_shape, label=f'{channel} - Gaussian Flat-Top Pulse', color=color)\n", + " ax.fill_between(t, offset, pulse_shape, color=color, alpha=0.3)\n", + "\n", + "# Labeling and styling\n", + "ax.set_xlabel('Time')\n", + "ax.set_ylabel('Amplitude (Shifted)')\n", + "ax.set_title('Pulse Control Diagram with Gaussian Flat-Top Pulse')\n", + "# ax.legend()\n", + "# ax.grid(True)\n", + "\n", + "# Set y limits to make sure all pulses are visible\n", + "ax.set_ylim(-0.5, len(channels) * channel_spacing)\n", + "\n", + "# Hide the x and y axes\n", + "ax.axis('off')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Manipulate-storage Dual-rail fidelity" + ] + }, + { + "cell_type": "code", + "execution_count": 264, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data\n", + "elements = ['M1-S1', 'M1-S2', 'M1-S3', 'M1-S4', 'M1-S5', 'M1-S6', 'M1-S7']\n", + "fidelity = np.array([1-0.9971, 1-0.9976, 1-0.9971, 1-0.9943, 1-0.9930, 1-0.99571, 1-0.9947])*100\n", + "error = np.array([3.918082567063029e-05, 1.5488649037893547e-05, 1.4740407290000697e-05, 8.214152113303662e-05, 9.178098302012302e-05, 5.8e-05, 9.7e-5])*100\n", + "\n", + "# Bar plot with error bars\n", + "plt.figure(figsize=(8, 5))\n", + "plt.bar(elements, fidelity, yerr=error, capsize=5, color='skyblue', edgecolor='black')\n", + "\n", + "# Adding labels and title\n", + "plt.xlabel('Dual-Rail Pairs')\n", + "plt.ylabel('Infidelity (%)')\n", + "# plt.yscale('log')\n", + "plt.title('M1-Storage Beam Splitter Infidelity')\n", + "# plt.ylim(0, 1) # Set y-axis limit\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "# Display the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 271, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Data\n", + "elements = ['M1-S1', 'M1-S2', 'M1-S3', 'M1-S4', 'M1-S5', 'M1-S6', 'M1-S7']\n", + "fidelity_method1 = np.array([1-0.9971, 1-0.9976, 1-0.9971, 1-0.9943, 1-0.9930, 1-0.99571, 1-0.9947])*100\n", + "error_method1 = np.array([3.918082567063029e-05, 1.5488649037893547e-05, 1.4740407290000697e-05, 8.214152113303662e-05, 9.178098302012302e-05, 5.8e-05, 9.7e-5])*100\n", + "\n", + "fidelity_method2 = np.array([1-0.999434, 1-0.999431, 1-0.999352, 1-0.998767, 1-0.998379, 1-0.998684, 1-0.998256])*100\n", + "error_method2 = np.array([7.496800700199267e-05, 0.00010615093016444728, 0.00010155319501268788, 5.31274808197845e-05, 5.3e-5, 8.8e-5, 9.8e-5])*100\n", + "\n", + "# Positions\n", + "x = np.arange(len(elements))\n", + "\n", + "# Plotting\n", + "plt.figure(figsize=(8, 5))\n", + "plt.bar(x, fidelity_method1, yerr=error_method1, capsize=5, label='Raw data', color='skyblue', edgecolor='black')\n", + "plt.bar(x, fidelity_method2, bottom=0, yerr=error_method2, capsize=5, label='Post selection', color='lightgreen', edgecolor='black')\n", + "\n", + "# Adding labels and title\n", + "plt.xlabel('Dual-Rail Pairs')\n", + "plt.ylabel('Infidelity (%)')\n", + "# plt.hlines(0.1, xmin=-0.75, xmax=6.75)\n", + "# plt.yscale('log')\n", + "plt.title('M1-Storage Beam Splitter Infidelity')\n", + "plt.xticks(x, elements) # Set x-tick labels to elements\n", + "# plt.ylim(0, 1) # Set y-axis limit\n", + "plt.legend()\n", + "plt.xlim([-0.75, 6.75])\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "# Display the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [], + "source": [ + "def f(a, dt): \n", + " '''\n", + " a is the fidelity \n", + " dt is error\n", + " '''\n", + " return 1/a/a * np.exp(-1/a) * dt" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.00010615093016444728" + ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f(1760, 329)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "multimode", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/fig2/raw/BS_rb.ipynb b/fig2/raw/BS_rb.ipynb new file mode 100644 index 0000000..d5dc717 --- /dev/null +++ b/fig2/raw/BS_rb.ipynb @@ -0,0 +1,17885 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Warning serial library import failed.\n", + "Could not load InstrumentManagerWindow\n", + "Could not import QickInstrument, try install qick package\n", + "Could not load AD5780 dac \n", + "Could not load labbrick\n", + "Could not load Autonics TM4 Driver\n" + ] + } + ], + "source": [ + "\n", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from qick import *\n", + "from qick.helpers import gauss\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import time\n", + "import os\n", + "import sys\n", + "sys.path.append('/home/xilinx/jupyter_notebooks/')\n", + "sys.path.append('C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts')\n", + "import scipy as sp\n", + "import json\n", + "from scipy.fft import fft, fftfreq\n", + "\n", + "from slab.instruments import *\n", + "from slab.experiment import Experiment\n", + "from slab.datamanagement import SlabFile\n", + "from slab import get_next_filename, AttrDict\n", + "from slab import Experiment, dsfit, AttrDict\n", + "\n", + "# Figure params\n", + "plt.rcParams['figure.figsize'] = [10,6]\n", + "plt.rcParams.update({'font.size': 14})" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from slab.dsfit import *\n", + "import os\n", + "from scipy.interpolate import griddata\n", + "from numpy import mgrid, array, zeros,abs,pi,cos,transpose, linspace\n", + "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n", + "from tempfile import TemporaryFile\n", + "font = {'family' : 'DejaVu Sans',\n", + " 'weight' : 'normal',\n", + " 'size' : 15}\n", + "import json\n", + "from h5py import File\n", + "from datetime import datetime\n", + "import time\n", + "from slab.datamanagement import SlabFile\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import os\n", + "import json\n", + "from slab.dsfit import *\n", + "from scipy.optimize import curve_fit\n", + "# import experiments.fitting as fitter\n", + "from matplotlib.colors import Normalize" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import modules from parent and multimode expts" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current Path: c:\\_Lib\\python\\multimode_expts\\analysis_notebooks\\RAQM paper\n", + "Parent Path: c:\\_Lib\\python\\multimode_expts\\analysis_notebooks\n" + ] + } + ], + "source": [ + "import json\n", + "import os\n", + "\n", + "# Get the current working directory\n", + "path = os.getcwd()\n", + "print(\"Current Path:\", path)\n", + "\n", + "# Isolate the parent directory\n", + "parent_path = os.path.dirname(path)\n", + "print(\"Parent Path:\", parent_path)\n", + "\n", + "# Add the parent path to the sys.path\n", + "sys.path.append(parent_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path added at highest priority\n", + "['C:\\\\_Lib\\\\python\\\\multimode_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks\\\\RAQM paper', 'C:\\\\_Lib\\\\python', 'C:\\\\_Lib\\\\python\\\\slab', 'C:\\\\_Lib\\\\python\\\\qick\\\\qick_lib', 'C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks\\\\RAQM paper', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\python38.zip', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\DLLs', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab', '', 'C:\\\\Users\\\\26049\\\\AppData\\\\Roaming\\\\Python\\\\Python38\\\\site-packages', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\easy_lmfit-1.0-py3.8.egg', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\attrdict-2.0.1-py3.8.egg', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\win32', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\win32\\\\lib', 'c:\\\\Users\\\\26049\\\\.conda\\\\envs\\\\slab\\\\lib\\\\site-packages\\\\Pythonwin', '/home/xilinx/jupyter_notebooks/', 'C:\\\\_Lib\\\\python\\\\rfsoc\\\\rfsoc_multimode\\\\example_expts', 'c:\\\\_Lib\\\\python\\\\multimode_expts\\\\analysis_notebooks']\n" + ] + } + ], + "source": [ + "import sys\n", + "\n", + "# Path to add\n", + "expts_path = 'C:\\\\_Lib\\\\python\\\\multimode_expts'\n", + "\n", + "# Add the path to the system path at the highest priority\n", + "if expts_path not in sys.path:\n", + " sys.path.insert(0, expts_path)\n", + " print('Path added at highest priority')\n", + "\n", + "# Verify the path is added\n", + "print(sys.path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\clifford_averager_program.py\n", + "imported experiments.clifford_averager_program\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\fitting.py\n", + "imported experiments.fitting\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qram_protocol_timestepped.py\n", + "imported experiments.qram_protocol_timestepped\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qsim\n", + "imported experiments.qsim.floquet_general\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\qubit_cavity\n", + "imported experiments.qubit_cavity.amplitude_rabi_f0g1\n", + "imported experiments.qubit_cavity.displacement_enhanced_sideband\n", + "imported experiments.qubit_cavity.displace_amplitude_calibration\n", + "imported experiments.qubit_cavity.displace_pulse_probe\n", + "imported experiments.qubit_cavity.ecd\n", + "imported experiments.qubit_cavity.ecd_backup\n", + "imported experiments.qubit_cavity.ecd_read_spec\n", + "imported experiments.qubit_cavity.non_demolution_readout\n", + "imported experiments.qubit_cavity.out_and_back\n", + "imported experiments.qubit_cavity.photo_resolved_pulse_probe\n", + "imported experiments.qubit_cavity.qubit_cavity_opt\n", + "imported experiments.qubit_cavity.single_mode_cats_wigner_tomography\n", + "imported experiments.qubit_cavity.single_mode_wigner_tomography - Copy\n", + "imported experiments.qubit_cavity.single_mode_wigner_tomography\n", + "imported experiments.qubit_cavity.small_chi_calibration\n", + "imported experiments.qubit_cavity.test_opt\n", + "imported experiments.qubit_cavity.test_opt2\n", + "imported experiments.qubit_cavity.test_opt_ecd\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\single_qubit\n", + "imported experiments.single_qubit.acstarkshift_spectroscopy\n", + "imported experiments.single_qubit.active_reset_single_shot\n", + "imported experiments.single_qubit.amplitude_rabi\n", + "imported experiments.single_qubit.amplitude_rabi_ef\n", + "imported experiments.single_qubit.amplitude_rabi_general\n", + "imported experiments.single_qubit.cavity2qubit\n", + "imported experiments.single_qubit.cavity_spectroscopy\n", + "imported experiments.single_qubit.dragpulse_calibration\n", + "imported experiments.single_qubit.dual_rail_single_shot\n", + "imported experiments.single_qubit.fast_reset_test\n", + "imported experiments.single_qubit.flux_sweep\n", + "imported experiments.single_qubit.length_rabi\n", + "imported experiments.single_qubit.length_rabi_f0g1_general\n", + "imported experiments.single_qubit.length_rabi_general\n", + "imported experiments.single_qubit.normalize\n", + "imported experiments.single_qubit.parity_delay\n", + "imported experiments.single_qubit.parity_freq\n", + "imported experiments.single_qubit.parity_gain\n", + "imported experiments.single_qubit.parity_measurement_temp\n", + "imported experiments.single_qubit.phase_sweep\n", + "imported experiments.single_qubit.phase_sweep_averager\n", + "imported experiments.single_qubit.pulse_cavity_probe_readout\n", + "imported experiments.single_qubit.pulse_probe_ef_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_f0g1_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_spectroscopy\n", + "imported experiments.single_qubit.pulse_probe_spectroscopy_prepulse\n", + "imported experiments.single_qubit.ramsey_ef\n", + "imported experiments.single_qubit.randbench\n", + "imported experiments.single_qubit.rbam\n", + "imported experiments.single_qubit.rb_BSgate\n", + "imported experiments.single_qubit.rb_BSgate_check_target\n", + "imported experiments.single_qubit.rb_BSgate_postselection\n", + "imported experiments.single_qubit.rb_BSgate_postselection_storage\n", + "imported experiments.single_qubit.rb_BSgate_ramsey\n", + "imported experiments.single_qubit.rb_ziqian - Copy\n", + "imported experiments.single_qubit.rb_ziqian copy\n", + "imported experiments.single_qubit.rb_ziqian\n", + "imported experiments.single_qubit.rb_ziqian_backup\n", + "imported experiments.single_qubit.resonator_spectroscopy\n", + "imported experiments.single_qubit.rfsoc_tof_calibration\n", + "imported experiments.single_qubit.rf_flux_modulation_general\n", + "imported experiments.single_qubit.rf_flux_spectroscopy\n", + "imported experiments.single_qubit.rf_flux_spectroscopy_f0g1\n", + "imported experiments.single_qubit.sideband_general\n", + "imported experiments.single_qubit.sideband_t1_general\n", + "imported experiments.single_qubit.single_shot\n", + "imported experiments.single_qubit.single_shot_old\n", + "imported experiments.single_qubit.single_shot_prepulse\n", + "imported experiments.single_qubit.square_pulse\n", + "imported experiments.single_qubit.t1\n", + "imported experiments.single_qubit.t1_cavity\n", + "imported experiments.single_qubit.t1_fluxonium\n", + "imported experiments.single_qubit.t1_ring_down\n", + "imported experiments.single_qubit.t2_cavity\n", + "imported experiments.single_qubit.t2_echo\n", + "imported experiments.single_qubit.t2_fluxonium\n", + "imported experiments.single_qubit.t2_ramsey\n", + "importing from path C:\\_Lib\\python\\multimode_expts\\experiments\\two_qubit\n", + "imported experiments.two_qubit.amplitude_rabi_EgGf\n", + "imported experiments.two_qubit.length_rabi_EgGf\n", + "imported experiments.two_qubit.length_rabi_pi_pulse_ZZ\n", + "imported experiments.two_qubit.pulse_probe_coupling_spectroscopy\n", + "imported experiments.two_qubit.pulse_probe_EgGf_spectroscopy\n", + "imported experiments.two_qubit.twoqutrit_state_tomography\n", + "imported experiments.two_qubit.twoQ_state_tomography\n" + ] + } + ], + "source": [ + "from multimode_expts.fit_display import *" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import experiments.fitting as fitter\n", + "from numpy.linalg import inv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exp path" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data are extracted from H:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\data\n" + ] + } + ], + "source": [ + "\n", + "# print(\"path: \", path)\n", + "\n", + "\"\"\"Reopen saved data\"\"\"\n", + "def prev_data(expt_path, filename):\n", + " temp_data_file = expt_path+'\\\\'+filename\n", + " with SlabFile(temp_data_file) as a:\n", + " attrs = dict()\n", + " for key in list(a.attrs):\n", + " attrs.update({key:json.loads(a.attrs[key])})\n", + " keys = list(a)\n", + " temp_data = dict()\n", + " for key in keys:\n", + " temp_data.update({key:np.array(a[key])})\n", + " # print(f'Extracted data and attrs {list(a.attrs)}')\n", + " return temp_data, attrs\n", + "\n", + "data_parent_path = r'H:\\Shared drives\\SLab\\Multimode\\experiment\\240911'\n", + "\n", + "expt_path=data_parent_path+'\\\\data'\n", + "print('Data are extracted from', expt_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from dataset import *\n", + "from dataset import storage_man_swap_dataset\n", + "import os \n", + "\n", + "file_name = '\\\\man1_storage_swap_dataset.csv'\n", + "file_path = parent_path + file_name\n", + "\n", + "ds = storage_man_swap_dataset(file_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stor_namefreq (MHz)precision (MHz)pi (mus)h_pi (mus)gain (DAC units)last_update
0M1-S1349.6600.030.9429260.46594330002025-01-21 16:12:51.119011
1M1-S2521.2300.051.0691600.53171850002025-01-21 16:17:17.763411
2M1-S3696.9800.031.2569630.61337090002025-01-21 16:17:39.113328
3M1-S4876.3800.031.2356320.62260390002025-01-21 16:17:54.523998
4M1-S51053.9500.031.8820970.98554775002025-01-21 16:18:31.141469
5M1-S61245.5250.031.5009500.732998135002025-01-21 16:32:20.759195
6M1-S71423.2750.032.1535881.085899100002025-01-21 16:32:02.177572
7M1-S8-1.000-1.00-1.000000-1.000000-151:31.3
8M1-S9-1.000-1.00-1.000000-1.000000-151:31.3
9M1-S10-1.000-1.00-1.000000-1.000000-151:31.3
10M1-S11-1.000-1.00-1.000000-1.000000-151:31.3
11M1-S12-1.000-1.00-1.000000-1.000000-151:31.3
12M12007.5400.020.6164060.304546150002025-01-20 06:45:27.220400
13M21834.8400.011.0461710.521769150002024-11-28 12:07:48.539701
14M2-S1175.6300.012.1734841.086742100028:20.8
15M2-S2346.8400.010.9088350.454417500033:56.1
16M2-S3523.2200.011.5616150.780808500022:30.3
17M2-S4702.6500.011.3867640.693382900025:33.1
18M2-S5878.7800.011.3033720.6516861350000:05.4
19M2-S61070.1000.012.3796221.189811900030:59.0
20M2-S71249.7000.011.7969810.8984911200056:07.5
21M2-M1173.7900.010.4634810.23174120002024-10-06 01:47:25.946153
22M1-D12313.4400.0110.0000000.00000050002025-01-23 14:54:56.384507
23M2-D22094.0500.0115.0000000.00000080002025-01-23 17:22:53.776061
24M1-C973.2300.020.2511270.12235410002025-01-20 09:34:00.029234
25M1_ce2008.7800.020.6179150.304523150002025-01-20 09:52:35.311227
\n", + "
" + ], + "text/plain": [ + " stor_name freq (MHz) precision (MHz) pi (mus) h_pi (mus) \\\n", + "0 M1-S1 349.660 0.03 0.942926 0.465943 \n", + "1 M1-S2 521.230 0.05 1.069160 0.531718 \n", + "2 M1-S3 696.980 0.03 1.256963 0.613370 \n", + "3 M1-S4 876.380 0.03 1.235632 0.622603 \n", + "4 M1-S5 1053.950 0.03 1.882097 0.985547 \n", + "5 M1-S6 1245.525 0.03 1.500950 0.732998 \n", + "6 M1-S7 1423.275 0.03 2.153588 1.085899 \n", + "7 M1-S8 -1.000 -1.00 -1.000000 -1.000000 \n", + "8 M1-S9 -1.000 -1.00 -1.000000 -1.000000 \n", + "9 M1-S10 -1.000 -1.00 -1.000000 -1.000000 \n", + "10 M1-S11 -1.000 -1.00 -1.000000 -1.000000 \n", + "11 M1-S12 -1.000 -1.00 -1.000000 -1.000000 \n", + "12 M1 2007.540 0.02 0.616406 0.304546 \n", + "13 M2 1834.840 0.01 1.046171 0.521769 \n", + "14 M2-S1 175.630 0.01 2.173484 1.086742 \n", + "15 M2-S2 346.840 0.01 0.908835 0.454417 \n", + "16 M2-S3 523.220 0.01 1.561615 0.780808 \n", + "17 M2-S4 702.650 0.01 1.386764 0.693382 \n", + "18 M2-S5 878.780 0.01 1.303372 0.651686 \n", + "19 M2-S6 1070.100 0.01 2.379622 1.189811 \n", + "20 M2-S7 1249.700 0.01 1.796981 0.898491 \n", + "21 M2-M1 173.790 0.01 0.463481 0.231741 \n", + "22 M1-D1 2313.440 0.01 10.000000 0.000000 \n", + "23 M2-D2 2094.050 0.01 15.000000 0.000000 \n", + "24 M1-C 973.230 0.02 0.251127 0.122354 \n", + "25 M1_ce 2008.780 0.02 0.617915 0.304523 \n", + "\n", + " gain (DAC units) last_update \n", + "0 3000 2025-01-21 16:12:51.119011 \n", + "1 5000 2025-01-21 16:17:17.763411 \n", + "2 9000 2025-01-21 16:17:39.113328 \n", + "3 9000 2025-01-21 16:17:54.523998 \n", + "4 7500 2025-01-21 16:18:31.141469 \n", + "5 13500 2025-01-21 16:32:20.759195 \n", + "6 10000 2025-01-21 16:32:02.177572 \n", + "7 -1 51:31.3 \n", + "8 -1 51:31.3 \n", + "9 -1 51:31.3 \n", + "10 -1 51:31.3 \n", + "11 -1 51:31.3 \n", + "12 15000 2025-01-20 06:45:27.220400 \n", + "13 15000 2024-11-28 12:07:48.539701 \n", + "14 1000 28:20.8 \n", + "15 5000 33:56.1 \n", + "16 5000 22:30.3 \n", + "17 9000 25:33.1 \n", + "18 13500 00:05.4 \n", + "19 9000 30:59.0 \n", + "20 12000 56:07.5 \n", + "21 2000 2024-10-06 01:47:25.946153 \n", + "22 5000 2025-01-23 14:54:56.384507 \n", + "23 8000 2025-01-23 17:22:53.776061 \n", + "24 1000 2025-01-20 09:34:00.029234 \n", + "25 15000 2025-01-20 09:52:35.311227 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds.df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Single dual rail RB" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1-S1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### sideband sweep" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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L2iNHjgRdj/ztM2HCBN13331F5p/I9omOjpYkPfjgg3r++edLXU5ZmzdvntatW6cZM2Zo5syZ+uKLL/TFF1/ovvvu03XXXaeePXuqc+fOAbuK51u/fr3fJ8RfddVVJdbh0KFD+uSTTzRz5kx9+eWXvqEMmjZtqttvv129evVS3bp1iywXExOjp59+Wk8//bQ2btyoZcuWaeHChfrkk080ZcoUrV+/XkuWLCkyJEYgBfexXbt2qU6dOn7jdu7cWSTehNvt1syZMyVJb731lq677roiMYH2sejoaKWnpxf7zwR/8/L3OykvoVqpUqWg6gwAAHCmYkxUAAAQUGpqqiSpXbt2fud//fXXJ7M6PmvXrg04Bujq1aslSeedd16h6fmt/QIlYNevXx90Pcpz++R3D/eXaDzVzj33XI0ZM0a///67li5dqrvuuksRERH6+OOP1b17d9WqVUv9+/fXF198EfB7mjZtmuy8h5wWevlL1ktSTk6OZs+erVtuuUU1a9ZUnz59tHDhQtWoUUMPPfSQfvjhB/3666967LHH/CZQj9egQQP17dvX14LVsiwtW7asUPd2f2OcFhQXF+drgfrrr7/6jXG73b6u9cfvkyXZs2ePr0VpsPvYueeeK+nYsBDHy8rK8rvPn3XWWb7E6ak6vgEAACoikqgAACCgyMhISXnjJB5v9+7deuutt052lSTltez78MMPi0w/cuSI3nzzTUnStddeW2hew4YNJeU9WMifV199Neh6FLd91qxZo7lz55a47NGjR/3Ov+mmm+RyufTtt99qwYIFQdftZLAsS+3atdPrr7+uXbt26aOPPlLXrl119OhRTZ06VVdffbXOOussPfjgg/rxxx9LtY6lS5dqwIABqlmzpm688UZ9+OGHcjqduv322/XZZ59p27Zteu6559S8efNSf44LL7zQNxRBwe+ypO9Ikjp37ixJev755/22cp4xY4bS0tIUFhZWaIxWE/nrP75e+b744gulpKT4Xfaaa66RlJes9pfInjlzprKysopMdzqdvgeWjR079qQ9sAwAAKCiI4kKAAACSkpKkpQ3fmXBh+L8/vvv6ty5c7HJpfIUEhKiQYMGFUqIHjhwQD179tT+/ftVq1Yt9evXr9AyN9xwgyTp008/1fvvv++bnpWVpccff1yLFy8Ouh7522fYsGHavn27b3pKSoquv/76gA+/ko495CvQ080TEhL00EMPSZJuueUWTZ8+XW63u1DMrl279Oqrr+o///lP0HUva6Ghobrpppv0ySefaNeuXXrttdfUpk0bpaWl6YUXXvB9lmD17t1bkydP1qFDh9SpUyfNmDFDu3bt0owZM9SpU6dit3FBb7/9toYPH17k4U65ubkaP368Dh48KJfLpYsuusg3L/87Wr16dcAWzEOGDFF4eLh++ukn3XfffYXGCP3yyy/18MMPS5LuvffeoB/8FRcX53sw1KBBgwqNV7po0SLddtttAYdNuOeeexQXF6dff/1VAwYMKDRcxRdffKHBgwcHfGjU8OHDVbVqVS1btkw33nijfv/990LzPR6PvvrqK91xxx2F9nsAAIAzmg0AAE579evXtyXZixYt8ju/T58+tiR7xIgRfudPnTrVlmQnJSUVmr59+3a7Zs2atiTb5XLZTZo0sc8//3zb4XDYlSpVsl966SVbkl2/fv2g67Ro0aKglx0xYoQtyb7tttvsVq1a2ZLshg0b2hdffLEdHh5uS7IjIiICrrNbt262JFuSXadOHbtFixZ2TEyMHR4ebr/xxhu+eccLtP1+/vlnOyoqypZkh4WF2RdccIF97rnn2pLsunXr2k8//bTf7Wrbtj1hwgTf+s477zz78ssvt5OSkuypU6f6Ytxut3333Xf74mJiYuy//e1v9iWXXGKfddZZvul9+vTx+3kDeffdd+2qVav6XvnbLiwsrND0d999N6hy/fn999/t0aNH2wMGDCjV8l27drWfe+45e+fOnSdUj+eff963vapWrWr/7W9/s5s3b25XqlTJN/25554rtIzX67XPP/98W5IdFRVlX3LJJXZSUpKdlJRUqD7vv/++HRoaakuyo6Oj7RYtWthnn322r9xOnTrZR48eLVKn/PmpqakB671gwQLb6XT66tC8eXM7MTHRlmRfdNFF9pAhQwLuA7Nnz7ZdLpevXpdccomvXjfddJN9+eWX25Ls6dOnF1n2m2++sePj4311POecc+xWrVrZzZo1syMiIozq7k/z5s19+1eVKlV85VSuXNk3vXnz5kGVCQAAcDLQEhUAAAQUHx+vb775Rr169VLlypW1YcMGHTx4UH369NGPP/6oZs2anZJ6hYaGKjk5WU8++aQsy9Kvv/6q6Oho3XLLLfr+++/Vvn17v8u98847Gj16tBo1aqQ9e/YoNTVVV199tb755htdffXVQdfj/PPP14oVK9SlSxdFRERo3bp1ys3N1cCBA/Xjjz/6nsruz0MPPaQJEybowgsv1JYtW7R06VItWbJEmzdv9sU4nU699tprWrJkiXr27KkqVapo9erVWrdunWJiYnTjjTfqzTff1IQJE4Kqd1ZWlvbt2+d75Xfrzs7O9jv9RCQmJupf//qX3njjjVIt/8knn+ihhx7yjT1aWt26ddOECRPUuXNnxcbGat26dVq9erViYmJ06623aunSpUVay1qWpXnz5qlPnz6qUqWKUlJStGTJEi1ZsqTQtrnlllv0448/qm/fvqpSpYp+/vln7du3T+3atdOkSZM0d+7cEh+0FUjHjh21aNEiXXXVVbIsS2vXrlVYWJiefPJJLV++3DfWrz9dunTRihUrdP311yskJES//PKLIiIiNH78eH3wwQe+1qmxsbFFlm3ZsqXWrFmjsWPHqnXr1tq3b5++//57HTx4UBdeeKEeeeQRLV++XPXr1w/q8+zfv9+3f+3fv983/cCBA36nAwAAVBSWbQd4RC0AAEAFM3LkSI0aNUp9+vTRtGnTTnV1gNOWx+NRlSpVlJGRoZ9++kkXXHDBqa4SAABAhUZLVAAAAOAv5oMPPlBGRoaqVq2qJk2anOrqAAAAVHgkUQEAAIAz0Ny5c/XBBx8oOzvbN822bX3yySe67777JOU98Mrlcp2qKgIAAJw2uGMCAAAAzkAbNmzQQw89JJfLpYSEBFWuXFmpqanau3evJKlDhw568sknT3EtAQAATg+0RAUAAADOQB07dtQ///lPNW7cWAcOHNCPP/4oj8ejyy+/XK+++qoWLFigsLCwU11NAACA0wIPlgIAAAAAAACAYtASFQAAAAAAAACKwZiopzGv16sdO3YoJiZGlmWd6uoAAAAAAACUCdu2dejQIcXHx8vhoA2gJGVlZSknJ6fcyg8NDVV4eHi5lX+6I4l6GtuxY4fq1q17qqsBAAAAAABQLrZt26azzjrrVFfjlMvKylJi/Wjt2u0pt3XUqlVLqampJFIDIIl6GouJiZEkJQwdLkdYyTt45C7zsiuvyzaODdtgXrCdmWkca8VGmwUGcXBnnRVnHHuobqhx7P6/uY1jz2203Tj2wjjz2FbRG83KDD1gXOZmt/m2XZbZ0Dg21pllHDs9tZVx7KHfKhvFhaeZt9yO3WJ+gYr5aYdxrEJCzGMPmx83dmXzfTyrbqxR3NHq5peKQ2eZb9ucRkeNY1uevcU4tnZYunHs/VVXGsUdDmL08INe83NH8uHzjGMX7zY/xnYcNN8PtMnwXCup8lqzDVH5uz3m6w+Cvd/8/BUMKzLCOPZQ8zpmcfWc5mU2MD/PnNPI/DzTqupm49im4X8Yx14ZafY97PLkGpd5yGt+nlmaea5x7NQ1rY1jc/ebX/OqpJh/v9E7zLZDxO/7jctUpvn5Uznm34OqmV1HJckTa769Ms6JMoo70MD8GpIbb/65mp1jvn+3q2J2PyVJrSLNY7fnVjKOvTAszShuxsFLjMs87DF/gNic1ecbx0b/Yl5uVJrXvNytZvu4a98R4zLtfebHmOUwP8btmlWMYzMTzK/PR6ua12FfC8PrSJj5d9CwnvlvvDvrLDOOreUyv0/7Kcu8wdA+t9n9zL5c8/ue5bvONo49sLmScWzsRvMWlbFbzX9nRuwwPx4caYb3VEFcQ+zq5seCQsz2b7cnW0t+e8GX+/iry8nJ0a7dHm35PkGxMWXfMjfjkFf1L96snJwckqgBkEQ9jeV34XeEhctpsIM7zX/Xy+Uyv4l1OcwLti3zi4DlMLwpc5rfvLlc5icCZ6j553JEmH8uV5R5fcOizRNtkTFmF6KYUPOTbZTbPDbcYV7XCKf59nJGmm8vh+GJ3hkWxP4dYp7ccJnus5IUxPaSw3x72eVwPDhDzS8VwWxbR6R5ZjIkyvx4DAs337YxpjcfQSRR3d4gjhuZ19V1xPy7deaYn+vsIG6QnKFmG8IVxH4YDDuI600wjK83klwhpucZ8x+/joggzjPldQ2JMK9vbKTZPn7YY34s2MEcNw7zc5Ij0nz/dhwN5lgw314ul1lsUMeNI4gWKI4ghnwKog5WUPdUhsdNuHldPUHss8FcQ8Kjzfev6Cjz/TYy17y+MWFm5Ya5zY/xXI95rCMiiO82LJjzp3kCz+Uyvd4EcY9kme8HQSVRg7n3MryGSMGdZ4yvI0EkUYO53pj+DpGkaJf5cRPhMj8eww2Ph7Bc82MhqN8hQR035tvAFRLE78wgjgeH6T1VENeQYI4FOc33GUkMX3ic6BhL0TFlv028YjuXhEElAAAAAAAAAKAYtEQFAAAAAAAATgMe2ytPED3lgikXxaMlKgAAAAAAAAAUg5aoAAAAAAAAwGnAK1veYB7aEES5KB4tUQEAAAAAAACgGLREBQAAAAAAAE4DXnlVHqOXlk+pZxaSqAAAAAAAoMw5vDFy2JGSrD+nRBkvG+6tYRwb5TUrN8eONC6zljPaODYi3Lzc6Fir5KA/xVT1GMeGu41DZTkNy83NNS7TrlrC9rKlo0dydeRQtnGZQEVDEhUAAAAAAJS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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(4233,4241,1)\n", + "y_list = []\n", + "freq_list = []\n", + "name = '_sideband_general_sweep.h5'\n", + "for file_no in file_list:\n", + " full_name = str(file_no).zfill(5)+name\n", + " temp_data, attrs = prev_data(expt_path, full_name) # ef\n", + " signal_y = temp_data['idata']\n", + " len_x = temp_data['xpts']\n", + " y_list.append(signal_y)\n", + " freq_list.append(attrs['config']['expt']['flux_drive'][1])\n", + "\n", + "plot_sideband_sweep(len_x, freq_list, np.array(y_list), hlines=[349.41], vlines=None, active_reset=True, readout_per_round=4, threshold=-31, title=\"manipulate 1<->storage 1\")\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'start': 45.0,\n", + " 'step': 0.1,\n", + " 'qubits': [0],\n", + " 'expts': 100,\n", + " 'reps': 300,\n", + " 'rounds': 1,\n", + " 'flux_drive': ['low', 349.42999999999995, 3000, 0.005],\n", + " 'prepulse': True,\n", + " 'postpulse': True,\n", + " 'active_reset': True,\n", + " 'man_reset': True,\n", + " 'storage_reset': True,\n", + " 'pre_sweep_pulse': [[3568.1751638611518, 3425.5564066067, 2007.06],\n", + " [10716, 8236, 15000],\n", + " [0, 0, 0.6098886888512739],\n", + " [0, 0, 0],\n", + " [2, 2, 0],\n", + " ['g', 'g', 'flat_top'],\n", + " [0.035, 0.035, 0.005]],\n", + " 'post_sweep_pulse': [[2007.06, 3425.5564066067],\n", + " [15000, 8236],\n", + " [0.6098886888512739, 0],\n", + " [0, 0],\n", + " [0, 2],\n", + " ['flat_top', 'g'],\n", + " [0.005, 0.035]],\n", + " 'length_placeholder': 54.9}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']['expt']" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[226.08204415 0.53918207 92.0587678 104.78388349 -57.73554579\n", + " -2.933 ]\n", + "Decay from avgi [us] 104.78388349058402\n", + "Rate [MHz] 0.5391820661671933\n", + "Pi length from avgi data [us]: 0.9167241115344573\n", + "\tPi/2 length from avgi data [us]: 0.4530588383603339\n", + "Fit params: [226.08204415 0.53918207 92.0587678 104.78388349 -57.73554579\n", + " -2.933 ]\n", + "\n", + "Decay from avgq [us] 104.78388349058402\n", + "Rate [MHz] 0.5391820661671933\n", + "Pi length from avgq data [us]: 0.9167241115344573\n", + "Pi/2 length from avgq data [us]: 0.45836205576722866\n", + "Fit params: [226.08204415 0.53918207 92.0587678 104.78388349 -57.73554579\n", + " -2.933 ]\n" + ] + }, + { + "data": { + "image/png": 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ys2rVKuLj42nWrBkrV65MNXw9N15LVjk5OdG2bVv++usvjh07xoABA4CkkQR3797FysqKJk2apDouuQf94MGDuLq6ArBr1y5q166dol2HDh3o0KFDms997NgxgDTPn5bo6GjOnTuHVqule/fuqfYnD3m/fv26OaalS5fSuXPnLJ0/O4YOHcoHH3zAq6++SmJiIoMHD87zpD4iIoLu3bsTGhpKv379zGtoCyFEYSE9z0IIIZ6IVqulUaNGvPvuu+zcudM85zervYLJyxAFBgamuT8iIiLNIdflypUzJ8wHDx7MRuRJTp8+nenz1qpVy7w9KCgIIMUyQI96mljSk9nPyGg0cu7cuSc+b/JradmyZZrzvjN6LYqiPPHzPSmDwQCQ5iiGhIQE81DrR7+S5zAnJiaatz1Jr/nevXsJCQnBysrqiXtqjUZjmjElz9s2mUzmbXFxcU907if12muvodVqzdMdcntt58cZDAb69u3L6dOnadmyJUuXLs2TfzNCCJGXJHkWQgjxVNq0aQPA/fv3s1RwqUuXLgD8+OOPaSY533//vTmJepRWq6VPnz4ATzRM/HHffPNNmnOXk5+3dOnSNGrUyLzdzs4OSJpz/bjQ0FB+/fXXbMWRkeSf0cqVK7l7926q/atXr87WfOeMXouqqnz++eeZHptbhcTCwsLw8fEBoEGDBubt9evXR01aHSTNLy8vLwDatm1r3la/fv0sPWdiYiKTJ08GYNCgQVkurlWsWLEMY1qyZAkAFStWNG978cUXs/aDyKayZcvyzjvv0LFjR4YNG5aq5z23vf3222zfvh0PDw/+/vtvrK2t8/T5hRAiL0jyLIQQIlNTpkxh4cKFqYYK379/n7lz5wJJxa2SE6yMjBo1imLFinHjxo1Uhas2bdrERx99lG4xsOnTp1OyZEl8fX3p3bs3ly9fTrHfaDSyf/9+/ve//3Hz5s00z3Hx4kVGjRqVIgncsGEDH330EQDjx49PUQW8bdu2AHz88cfmQl4Aly9fplu3brmSTPbt25cqVarw4MED+vfvby6UBknFmN599910f0YZSX4tf/75Jxs2bDBvj4qK4vXXXzcPX05LcjVpX1/fbM2HXrp0KQsXLiQ0NDTVPj8/P55//nkiIiKoUKECr7zyyhOfPyM//vhjqgJ0ly9fpmfPnhw+fJhy5crx2WefpTruxo0bVKpUiUqVKnH48OEcjSk3zJ8/n507d5oLhuWVL774gh9//JHixYuzefNmSpUqlafPL4QQeSbPFsUSQghRYPXq1cu8xmuFChXUpk2bqrVr11atra1VQHVwcFD37duX4pj01nlWVVXduHGjqtfrzevVNm7cWK1UqZJ5zeO2bdumuc6zqqrqkSNHVHd3d3M8Hh4eavPmzdU6deqotra25u1BQUEpjkve/uWXX6parVZ1dHRUmzRpYl7/lv/W+X18LeCbN2+qZcqUUQFVp9Opnp6eat26dVWNRqMWK1bMvE5wWmvfJp97z549af5ck9fsTetYPz8/1cnJSQVUKysrtWHDhmr16tVVQG3WrJnav3//J1532Wg0qu3atTO/3kqVKqmNGjVS7ezsVI1GY15fOq2f37Vr11Q7OzvzWtjPPvus2rZtW/XVV1/N0nMn/3sA1PLly6tNmjRRmzRpYv7ZJv8c/v333yy/nkfPm946z6r68Dq4urqqjRs3VqtVq2Z+zqpVq6ZYo/lRj66BnN41TEtW1nn+9NNP1ZIlS5q/kn8fbG1tU2z39fVNcdzj6zxnVVbWeX78mmf1dSWf293dXW3ZsmW6X1u2bHmimIUQIr+RnmchhBCZmjZtGlOnTqVVq1aYTCb8/f25fPkylSpV4u233+bff/9Nd05wWrp3786RI0fo1asXVlZWBAQEYG9vz2effcaaNWsyPLZp06YEBgYyd+5cWrRoQVhYGMePH+f+/fs888wzTJgwgQMHDlCxYsU0j+/duzc+Pj60atWKS5cuERISQt26dVmwYAHr1q1LsUQSgLu7O0eOHGHgwIEUL16cCxcucP/+fYYMGcI///yT7tJXT6tJkyacOHGCgQMH4uzszOnTpzGZTHzwwQfs2bMnzTWyM6PRaNi8eTOTJ0+mcuXK3Lx5k2vXrtG+fXt2797N4MGD0z22fPnybN++nS5dumAymTh8+DB79+7Nco/sgAEDmD17Np06dUKr1XL69GlOnjyJoih06tSJb7/9lsDAwFz5eY4fP57nn38erVbLqVOnuHv3Ls8++yzz58/n33//tcgazQ8ePCAsLMz8ldybHxsbm+b2guDWrVvpVsE/cOBAtorcCSFEfqKoagaLVgohhBBCCCGEEELmPAshhBBCCCGEEJmR5FkIIYQQQgghhMiEJM9CCCGEEEIIIUQmJHkWQgghhBBCCCEyIcmzEEIIIYQQQgiRCZ2lAxBgMpm4desWjo6OKIpi6XCEEEIIIYQQoshQVZWoqCjc3d3RaNLvX5bkOR+4desW5cuXt3QYQgghhBBCCFFkXb9+nXLlyqW7X5LnfMDR0RFIulhOTk4WjkYUFbGxsXTu3BkAb29vbG1tLRyRyE1yvYUQQggh0hYZGUn58uXNeVl6JHnOB5KHajs5OUnyLPKMXq9Hq9UCSf/2JJkq3OR6CyGEEEJkLLMptFIwTAghhBBCCCGEyIQkz0IIIYQQQgghRCZk2LYQRZSiKFSpUsX8WBRucr2FEEIIIZ6OoqqqaukgirrIyEicnZ2JiIiQOc9CCCGEEEIIkYeymo/JsG0hhBBCCCGEECITkjwLIYQQQgghhBCZkORZiCIqLi6Ovn370rdvX+Li4iwdjshlcr2FEEIIIZ6OFAwTucZoUvELCic0Kg4XRxuaVi6BViOFivILVVW5fPmy+bEo3OR6CyGEEEI8HUmeRa7wDghm5sZAgiMe9nC5Odvg1cOTznXcLBiZEEIIIYQQQjw5GbYtcpx3QDCjl59IkTgDhETEMXr5CbwDgi0UmRBCCCGEEEJkjyTPIkcZTSozNwaS1qDQ5G0zNwZiNMmwUSGEEEIIIUTBIcmzyFF+QeGpepwfpQLBEXH4BYXnXVBCCCGEEEII8ZRkzrPItrQKgoVGZa2Kb1bbCSGEEEIIIUR+IMmzyJa0CoKVcbKmpL11lo53cbTJrdBEFimKgpubm/mxKNzkegshhBBCPB1FlTVLLC4yMhJnZ2ciIiJwcnKydDiZSi4Ilp1/OArg6myD76QOsmyVEEIIIYQQwuKymo9Jz7N4IhkVBEvmYK0jJt4AkKqdCnj18JTEWQghhMgH0pqCJe/RQgiRNkmexRPJrCAYQHS8gfeeq86qo9dSta3p6ijrPAshhBD5QFpTsNycbfDq4Snv1UIIkQZJnkXGfOeD3g7c6oNr3SwX+qpUyg7fSR3Md7MVBd5b5c/ZkChOXLtHwwrFczdukam4uDhGjBgBwE8//YSNjcxDL8zkegshHpXeFKyQiDhGLz/BwkENJYEWQojHSPIs0qeqsH8+xEckfa9o6ORUlS/0LgSYKvOvqTKBaiUekPpDuIujDVqNQguPkuZt+8/fZc3xG3y3+yI/D22SV69CpENVVQIDA82PReEm11sIkSyjKVgqSfVJZm4MpJOna5aGcMvQbyFEUSHJs0ifIR6aj4Jb/hB8EqJDsIs4Tx/tefpofQEwqQrn1PL8bWzJOmMr7lAcV+ekN87HjW7nwV8nbrDrbCinb0VQ2905w6eXN2MhhBAiE7H34f41eHA3aaSYtSNYOTz8v84q1SGZTcFSgeCIOPyCwlPcBE+LDP0WQhQlkjyL9OltoP0HD7+PCoFb/lw46cuVfw9SRxOEmxJOLeUatTTXmKhbxT5TPYrXH4rWGA+alD3SVUo70K2eOxtP3uL7PZf4bmDDdJ9a3oyFEEKI/0QGw42jSUlyxPWk/9+/BvevPxwdlg5Va4VBZ0+8zom40nUpUbM18XFV0GHAkMnHwMymasnQbyFEUSPJs8g6R1eo0ZlqNTpzyTOYlzYGYogIoaP2BC9r99FYc5722pNw5D04OQPq9IH6A6FsI/hvXdm32nuw8eQttgQEczE0iqoujqmeRt6MhRBCFGkmEwT7w/ltcH5r0uivDCRalyTWugRWagLWxhiUhGgwJCW+ijEBvTEBffw9HGKuwpVNtANOWVtzSq3CcVM1jpuqc8JUjfukfE92cUy/NkJOD/0WQoiCQJJnkS2d67jRydP1v2HV7Uh0/ACjUzjaU6vg5CqIvAHHfkn6Kl0T2k0Bz17UdHXiec8ybA+8zfd7LvHlq/VTnFfejIUQQhQlyVOUwu6FUTXqONUjD6C5sB2ibz/SSgG3elCyKjiXh2IVoFgF9t+xZbpPBEGPdD67Odvg9aInisnAxBUHsScOeyUOF+UeDZSLNNKcp6HmAs7KA5orZ2iuOQMkTcPyNdVhhbEjO00NcbSzTXMKVrKcHPothBAFhSTPItseLwgGJaHjNGj/IVzZB/4rIHAD3DkLa4ZAuSbQaRZvd/Bke+Bt/va/SdvqpUHBPKdZ3oyFEEIUFd4BwaxYv5mX4/7kBc0xrJXEhzutHMCjA1TvDNU6gYNLqmNHb0h7lNao5ScoZqcnAgcicAAVLqjlOEBdMIKCiRraEJ7hHA2VCzTUXKCa5iZttP/SRvsvd1Rn1hraEXTelao166UZe1ZX38hqOyGEKAgkeRY5T6OBKu2Svrp+Bge/hUPfJs3XWtKFejW68YJLd7aFOjP2D3/zYW7ONnSt45qlp5A345xRrFgxS4cg8pBcbyFyXraKW6oqR3w2YLP7C5ZpT4I2afM1U2l2mRqy29SQQb3788IzFdN9zoxGaQHcf5CYxt7kNhrOGt3p8lw7vjp6jeCIOMort3lV60M/3V5KK/cZqayHVetJqNAaXZPX8bNuzu0Hqvk1ZnT+R2U09FsIIQoaRZU1SywuMjISZ2dnIiIicHJysnQ4uSMqBHzmwonfQDViVBX+MLZnvqEPd3jyNZ9XDm8uPc9CCCEsKivFLVMk1w5WNE04jObAApSbR5P2qwqbTC34ydCN02olQEEBXJ1t8J3UASBVcu4XFE7/RYefOv4F/erTvZ57yvNXcCTu9Gb+3fgNTQ0n0ChJHxPvqk78aOjOr8YXsLGxJSrOkGbynuzR1yDTrIQQ+V1W8zFJnvOBIpE8/8d4+yy+P75DW5MfAA9UaxYZu/K9oRfxpF5OIy1u8mYshBDCwtIrbpn8zrRwUNKKEjM3BnI3Ippe2gOM0m6kquYWAPGqntXGtvxk7MZ1tUyaz/Hec9VZ9V/PcDI3Zxs613ZlycErT/0aMroRfelONCO+XktPdTevan1wVe4BcMVUhrmG/mwzNaFyaXuu3HkAkGYi/YMU+BRCFBCSPBcgRSl5PnQpjP6LDtNYOcsH+hU01FwE4IypPGMT3+a8Wt7cViHtN+NRbaswuUutvAlYCCGEeIzRpNLq093p1uhQAGc7PREPEmmqnOFj/WI8NMEARKq2/GbsxBJDF+7inIdRp4wvs15ho0mlyZydhMckoMXIS9r9TNCtxkW5D8ARU00WWv+Pvj16MHtzYKqfRVUXB7a/2waN3OgWQhQAWc3HNHkYkxDmucrH1Jq8lDCTNxPGcEd1opbmOhutpjJEuw1Qeb1lJVydU86TsrdOmhS26uh1QjIoKiayJi4ujhEjRjBixAji4uTnWdjJ9RYi52SluKXpwT3m6n7iD+vZeGiCuaM6MTexPy3jv+EzQ79cTZwVoJidHoWHPeGP7gPw6uGZ4Qguv6BwwmMSADCiZY2xHe3iv2SBoTdxqp5mmrP8kjCRxv4f4ju6JiuHN2dBv/p83a8+tnoNF0Oj+f3I1dx4eUIIYTFSMEzkqZSFQxS2mJrjF1+Lefof6aD1Z6b+V9pr/HGo/BMfduuQYh5W/fLF6PvjIf69GcF7f/iz/I1mMnT7KaiqyokTJ8yPReEm11uInJNx0UqV7prDeOmXUVpJWkPqd0NHPjX0IxL7HI/l8VFaye+Kn7xUFyDVnGzXx+Zkpyet1/gAG+YbXmGVoQMT9avorT2Ay+W/4LuttGg5Fp4dA1Z23HuQiNeG08zdepZ2NVwoX8LuKV+lEELkD5I8izzVtHIJ3JxtCImIM7/Z38WZ1xMnMNi0gw91v9NOexJ1SzcU/Xe0qNE5xfFf929At6/3c+hyGN/7XKRxxRJPVuFUCCGEeAJpVdNOMJjSbOvOXWbrl9BR+w8AF03uTEl8g6NqzXTPn1bym9XbW6+3rMTWgJAMk+NOnq5PXg2cjKtkB1OS9xLfYqnhBX4rtx6nO8eTioIGrIWXf2Fw89psOnWLo1fu8cG6f1kytAlHr9yT92shRIEnc57zgaI05xkeFlmB1B8Yqik3+NPlZ5wiziVtbPIGdJoNVg/vWv95/Abj15xMdd7HK5yKjMXGxtK6dWsA9u/fj62trYUjErlJrrcQTy6tatrFbPXExBtIND18B9NgYoh2G+N1q7FX4klQtXxneJGFxp4koE/3/OkVBOvXpDzzd17INL6Vw5ubq2/ndGKaPK/70ZvdjzLPm57YHu2Zv8F7MkTfBq01vDCHy5X60eVrX+INJpxt9UTEPlzaSt6vhRD5jcx5FvlW5zpuLBzUMNWcZldnG8YN7InTO/uhxdtJG48uhp/awd2HHyLsrbRpnjckIo7Ry0/gHRCcW6ELIYQoIpJv9D4+t/l+bCKJJpWyxZLew8pwjz+sZuGl/w17JZ6jphp0SfiEX637kZhO4qyQlEC+3aEqvpM6mOcLrxzeHN9JHXi7QzXcnG1SzVd+/PjkRLmFR0l61S9LC4+SOdajq9UoePXwND/f488P/82b1mqgzksw+iBUex6M8bBlPFV2jeQVz6Qb348mziDv10KIgkt6nvOBotbznCytoXAp3vQv7YZ1oyE6BGyLQ78VGMu3yLTCqawrmTXSE1m0yPUWIusyq6YNScnrl83jqLb3TUpxn0jVlk8MA/Cx78L0nnUA0h1lBUlLWWXU85rRKK2sHJ9TsrKWtZmqwpEfYMd0MCYQSgneiX+LI2rqFTLk/VoIkZ9kNR+TOc/CYpLvlqfLowOM8oWV/eDmMVjWi0stPiM4onS6h6hAcEQcfkHhGZ9bCCGESEdm1bRBpWP0Rprt+w0NBh4Uq45f4wX0cKvB7EduBC8c1DDbBbuSR2ll9/ic0rmOW9bnTSsKNB8NFZ8lduUQXCKDWGn1Ed8YX+Rrw0sYeThyTN6vhRAFkSTPIn9zKA1DNsLa4XB2E9V9xzJa24+Fxh6kHkj2UMaVUEUyG5v0C8KIwkeutxBZk9F7iDUJfKT7hVd0+5IywNq9sev5Lc9ZO6Rq+0SJZxqe9vickunN7se5PcOuNquJ+XsCr+p8GKtbR0vNacYkvM0tSqVoKu/XQoiCRJJnkf9Z2UHfZbB9Ghz+jkn6VZRXbjPN8HqKu9iPyqhKqEhia2uLr6+vpcMQeUSutxBZl957iDt3+cFqPvU0QRhVheuNJlOpx6SkHtd0PHHimcPHW0rJ4iV52zCCA6Y6fKT/mcaa8/xtPZ1hCRM5rVYyt3NxtMl8GpcQQuQTkjyLgkGjhc4fYypWAbwnM0C3B3clnLcSxxDDw7mbyXOomlYuYblYhRBCFGhNK5egtIM1d6LjzdtaaE7zrf5rSipRhKsOzLB6n/nd38swcS7Kkpem3BjxLP8kePCT/ktqaa7zh9Us3kwcyz7TM1jpNFy4HcW41f5Zm1MthBAWJtW2RYGiaT4K/2e/JVa1op32JGusZlGG8BRtvHp4yh1rIYQQ2WZSVeytH45sGqbdym/6uZRUoggwVaJnwhy69uov7zUZeLRa9w21DH0TvDhgrI2DEscv+s94RetDgsHE9A2nU80vl2rcQoj8SpJnUeA0fH4Q/3T8nXCc8dRc5W/r6XgoNwF4pXE5uVOdRfHx8YwdO5axY8cSHx+f+QGiQJPrLUTWfbP7IlfCHmCjV5hm9xde+t/QKSb+MrbmbZu5TB34grzXZMGjS1NGYcfQxEmsM7ZEp5j4TP8T4/R/QRqrSCdvmbkxEKNJFoURQuQfMmxbFEjPtnkeY+29PFj2Mm4RF/nb/hN6xUzh2FV7VFVFkWF0mTKZTBw4cMD8WBRucr2FyJpjV8L5dvcFFExsqb6NKpf+AiDQ8z3cG77Nrio5t5ZyUZCq6JlDS0xB36E58CVjtH9RRg3jQ8PrGB77SCrVuIUQ+ZEkz6LA0pasjN3IHfBrDxxvB7DSag59707jwMU6tKpWKvMTCCGEKPIeLVblYK1j+voAUE2scv2dKpe2JjXq+jmeTYdbNtACLFXRs6pe+Ec7Utd/Fq/qfHBVwnkzcWyKGibJpBq3ECI/keRZFGx2JeC19bC0O2XunGGl1Ud8u680rar1tHRkQggh8jnvgOBU6yjrMfCj7UKa3T8EihZe/B6e6WfBKAun2HpDGH40hm/139BWe4o/lNkMS5jAHYqnaCfVuIUQ+Ykkz6Lgsy8FQzaQsLgL7vcv8ta19wi5VhPXCtUtHZkQQoh8yjsgmNHLT6SYcWtDPAv1X9FePYlJo0fzyhKo1cNiMRZmTSuXYJzjs/SPdOZnq8+oo7nCKquP6Jcw1ZxAazUKp29FSDVuIUS+IQXDROHg4ILV/zZzS1uOsspdbH7vBRE3LB2VEEKIfMhoUpm5MTBF4uzAA361+pT22pPEqla8p52CsUZ3i8VY2CVX4z6letAnYSY31FJ4aIJZYfUxJYkAkq7TR5vPSDVuIUS+IcmzKDwcXTn7wu9cMZWhWPwt1KXdIfKWpaMSQgiRz/gFhadIyIoRxXKrj2mmOUukasvghMmsj6qJX1B4BmcRTyu5GneCU0X6J3zILbUE1TQ3+cP2E+b3KI+VNu2PqVKNWwhhKZI8i0KlTaN6jLGezTVTaZR7QfBrD4gKsXRYQggh8pFHi1A5Ec1KqznU11wmXHWgf8JUjqk1U7UTuaNzHTd8J3Vg3hu9COy0nARbF6qqV+l0fBQ2xsh0j3u0GrcQQuQVSZ5FoaLTaniueUMGJE7ljqY0hF2EX3tC9B1Lh5bv2NracuzYMY4dO4atbeoKp6JwkestxEMujjYA2BLHL1afU0tzjVC1GH0TpnNarZyqnchdydW4n2vVEqvXN4F9aRzCT7PM6hMceZDhsXKDQwiRlyR5FoVOv6blua1x4aXYD0i0d4O752Dlq5CQ8RuwEEKIoqFp5RK42Gn4Xr+Axprz3FftGZQwhYtqOQAUkopSNa1cwrKBFkWla8BrG0i0Lk59zWWWWM3Dnth0m8sNDiFEXpLkWRQ6Lo42dK7jxnW1DNOcPiZB7ww3j6OuHQEmk6XDE0IIYWHXwqKZZviG9tqTPFCteT1hAufV8kBS4gzg1cNTlkOylDKeaIasJxIHGmvO84vVZ9iSuoe5jJO13OAQQuQpSZ5FoVSjjAMAq4KsGRg9lnhVh3J2I0Erx1k4svwjPj6eSZMmMWnSJOLj4y0djshlcr2FSBLxIIF/fhpJD80BDGj5QD+BE+rDpQ1dnW1YOKihLINkYVr3ZwjosIRI1ZZmmrMs0n+BNQkp2qgqhETGYTSpHLoUxnr/mxy6FCZFxIQQuUZRVVX+wlhYZGQkzs7ORERE4OTkZOlwCry01u7sqTnI11bfAnC6gRe1e0kSHRsbS+vWrQHYv3+/zIMt5OR6i6LKaFLxCwonNCqOkvZWhGycxcuRyzChENX1exwa9zfvd3FMGqotPc75x+G9W6i7Zxj2xLHT2ICRieMo6WiHwagS/iCBEnZWaDUKd6If3hSUdaCFEE8qq/lYoex5Xr58OSNHjqRx48ZYW1ujKApLly5Nt31kZCTjxo2jYsWKWFtbU7FiRcaNG0dkZPpVHlesWEHTpk2xt7enePHidO3alWPHjuXCqxFPIq21OwE2mJ7ls8S+ANT8ZzbGc9vyPjghhBB5yjsgmFaf7qb/osOMXeWP99I5vBy5DICQZ2fi3HSAuVhVr/plaeFRUhLnfKZ5267YDFmLSWvNc9p/OPDMdg5N7sDmsa0o42RN+IOEFIkzyDrQQojcUyiT56lTp/LTTz9x9epV3NwyvusYExND27ZtmT9/PjVq1OC9997D09OT+fPn07ZtW2JiYlId8/HHHzNw4EBu377NqFGj6Nu3LwcOHKBly5b4+Pjk0qsSWfH42p2P+s7Yiz8M7dBigjXDIPhUHkcnhBAirySPQkp+T+imOcws3VIAFhhe4pR7XwtGJ56EtnJLNH0WAQqu535D6/cDLo42pDd2UtaBFkLklkKZPC9evJgrV65w584dRo0alWHbefPm4e/vz8SJE9m+fTuffPIJW7duZfr06fj7+zNv3rwU7S9cuICXlxfVq1fn1KlTfPHFF/z4448cPHgQnU7HG2+8gcFgyM2XJzKQ8ZIVCh8aXsfXWButIQZW9IWIm3kWmxBCiLzx+Cik1ppTzNd/h0ZRWWboxFeGPpJYFTSevaDTrKTH2z7gwt5VhEalX79B1oEWQuSGQpk8P/fcc1SsWDHTdqqqsnjxYhwcHJg+fXqKfVOmTKF48eL8/PPPPDotfMmSJRgMBj788EOcnZ3N22vXrs1rr73GpUuX2L17d869GPFEMluywoCONxPf5YFzNYgKTkqg49Ifni+EEKLgeXQUUk3lGj/o52OlGNlobI6XYQgqiiRWBdGz70CjYYBKVd93qatczvQQWQdaCJGTCmXynFUXLlzg1q1btGzZEnt7+xT7bGxsaNOmDTdv3uTixYvm7cnDsp9//vlU53vhhRcA2Lt3b+4FLTLUtHIJ3JxtyGjGmr1zSayH/AUOZeB2APw5DIwyWkAIIQqL5ISpBJEstvoceyUeX2NtxiW+ifrIRx9JrAoYRYGun0PV59AZ4/jF6jPKcifDQ2QdaCFETiryyTNAtWrV0tyfvD25XfJjBwcHXF1ds9Q+LfHx8URGRqb4EjlDq1Hw6uEJkG4CPa5TdbQlKkL/VaC3g4s7YfvUvAtSCCFEjklrmaK4RCN6DCy0+opyyl2CTGV4K3EsiehSHCuJVQGk1cHLS1BdPCmtRPCL1Wc48iBVM4WkqtuyDrQQIifpMm9SeEVERACkGH79qOQy5cntkh+7uLhkuX1a5s6dy8yZM584XpE1neu4sXBQQ2ZuDExRPEynUTCYVHaeuc3LjcqhlG0ILy2CPwbCkYVQrjHUfdmCkectGxsb9u/fb34sCje53qIw8g4ITvW33slGR0x8IrN0v9JMc5Yo1ZY3EscTgYO5jULSes6SWBVQNk4oA9cQt7AdNeJusFD/FUMTJ2J47GOtVw9PqZ4uhMhRRbrn2VKmTJlCRESE+ev69euWDqnQ6VzHDd9JHVg5vDkL+tVn5fDmrH3zWfRahW2nb7P2xH+Fwmp1h9bvJz3e8A6EnrFc0HlMURRsbW2xtbVFUeTDRWEn11sUNo9X004WGWegv2YnA3W7MKkKYxPf5pJa1rw/+V+/JFYFnHM5bF77E4PWjlbaAD7S/QKPLFQ5vHVlWedZCJHjinTynNzjnF5PcfJw6kd7ppMXz85q+7RYW1vj5OSU4kvkvMfX7qxXrhjvPlcdgBkbTnPzfmxSw/YfQpV2kPgA/hgkBcSEECKfe7ya9qNaaE4zQ/crAOfrvs8ZxxYp9rs627BwUENJrAoD9/ro+i5BVTT00/mwpeExXmrgDoDvxbAUBV+FECInFOnkObM5ymnNia5WrRrR0dGEhIRkqb3IX0a2qULDCsWIijfw/h/+HLx4l/WnQjja6DNUp3IQdhHWv0m6i0cWIgkJCcyYMYMZM2aQkJBg6XBELpPrLQqTR6tpP6qCcpvv9QvQKSbWGltxr/7oVKOQfCd1kMS5MKnRGaXzJwB4Bn7FrDqh2FtpCQyOZNeZUAsHJ4QobIp88uzu7s6BAweIiYlJsS8uLo59+/bh7u5O1apVzdvbtm0LwPbt21Odb9u2bSnaiPxHp9XwRd/6WGk1HA4KZ8DiI4xd5c8rv13gjdh3MGn0cGYjHPza0qHmOqPRyKZNm9i0aRNGo9HS4YhcJtdbFCZpVcl24AGL9Z9TXInG3+TBlMQ3CI2OTzUKSYZqF0LNRkLD1wAVh02jeKuhNQDf7L4gvc9CiBxVpJNnRVF44403iI6OZtasWSn2zZ07l3v37vHGG2+kmB84bNgwdDodc+bMSTF8+/Tp0yxbtgwPDw86dOiQZ69BPLlzIZEkGE2ptu+OKs+0+MFJ3+ycAUH78zYwIYQQWfJ4lWwFE/P131Ndc5PbajFGJIwjHiuppl2UdPkM3OpDbDjDg2fgpDdw8kYE+y7ctXRkQohCpFBW2168eDG+vr4A/Pvvv+ZtyWs0v/jii7z44osATJw4kQ0bNjBv3jz++ecfGjVqxMmTJ9m6dSv169dn4sSJKc5dvXp1ZsyYwdSpU6lXrx4vv/wyMTExrFy5ksTERBYtWoROVyh/rIVC8jy5tKjACmNHWlpfpqvJJ2n955H7wMk9T2MUQgiRsaC70Sm+H69bTSftCeJVPSMSxnGH4rJMUVGjt4G+y+Cntuhv+7OkzF/0ufEq3+y6QJtqpaRQohAiRxTKLM/X15dff/01xbYDBw5w4MABACpVqmROnu3t7fHx8WHmzJn8+eef+Pj44OrqynvvvYeXlxf29vapzv/hhx9SqVIlvvrqKxYuXIiVlRXPPvsss2bNokmTJrn++kT2pTdPLpmKwrgHQ2jrdhv7e2dQVw/hSJtl3H5gwsUx6YOYDPkTQoi8YzSp+AWFExoVh4ujDRdCo5i+/rR5//OaY7yl2wDAxMThnFKTplpJNe0iqHhF6LMYlr9Mo7vr6ad3Y9XVNhy6HMazHqUsHZ0QohBQVJkMYnGRkZHmKt5SeTt3rfe/ydhV/pm2W9SjBO18XkGfGMUSwwvMNAwBwM3ZBq8enoWi2ExsbCytW7cGYP/+/dja2lo4IpGb5HqLgiitdZyT/a9VZVqXiqGhdy+ciGGxoQsfGQYXqr/TIpv2zoM9c0hUrHgxzgvHSo0Y+1x18w0YuREuhHhcVvOxQtnzLER6sjr/7ecAWBUzkp+tPmeYbhsnTNXYaHqWkIg4Ri8/IcucCCFELktexzm9O/xNytvTzu8dIIaoks/g0nIuK52dJDES0Ho83DiG/sI2frD6iu5Bc+i/KNy8W26wCCGyq0gXDBNFT9PKJXBztiGzj1WHg8LZZWrIN4YXAZij/5lySqj5Q9zMjYEYTTJoQwghckNG6zgDKED4hg/h5jGwccZx0G/0bFhZqmmLJBoNvPQjD+zLU165w1f671B4WCg0+Ua4d0CwBYMUQhREkjyLIkWrUfDq4QmQKoFW/vvqVtfVvO0rQx+OmqrjpMTylf57tBhRgeCIOPyCwinIbGxs2LFjBzt27MDGRirSFnZyvUVBkll9io6a4wwwbkz6ptf3SXNdhXiE0boYIxPeJU7V0157kjHadeZ9ciNcCJFdkjyLIqdzHTcWDmqIq3PKBMLV2YaFgxryfO2HybMRLe8lvkWkaktjzXne0T18801rndGCRFEUihcvTvHixaUKaREg11sUJBn9fS3LHT7X/wDAJY/XoFb3vApLFCB+QeHsj3Ljg8T/ATBWt5Z2mn/M+wvLjXAhRN6SOc+iSOpcx41Onq4pKrgmz5M7dCksRdsbammmJr7O11bf8Y52HfuNdTmu1pD1Q4UQIpek9/dVh4FvrL6hmBKDv6kKcc0+wCOPYxMFQ/INmLWmNjQwXGSwbifz9QvpHP8JtymRqp0QQmSF9DyLIkurUWjhUZJe9cummCeX1rzoDaaW/GVshVZRWWD1HVWdjAV+/dCEhAQ+/fRTPv30UxISEiwdjshlcr1FQdK0cgkcbVLf35+g+4OGmotEqnbMsplAk6quaRwtRMobMLMNgzllqkxxJZov9QtTzH+WG+FCiCchybMQj0lvXrRX4lCumlwop9xlWZlVaAv4yFej0ciaNWtYs2YNRqPR0uGIXCbXWxQkZ4IjeZBgSLGtg+YEI3WbAZiQOJIRPdtLcTCRrkdvhCegZ2zi2zxQrWmpPc0I7WYUkqpuF/Qb4UKIvCXJsxBpSGtedDR2vGd4C5Oixf36Zjj1hwUjFEKIwulBgoExq/7BaIL65Z1xdbbBnbt88d885z+03eg9YKQsMyQy9PiN8CDVDS/DEADG61ZTV7mMVw9PuQEjhHgikjwLkY7OddzwndSBlcOb8+Urz1DGyZoTpmocKT88qcHm8RAeZNkghRCikJm96QyX78RQxsmaJUObcmB8a7aVX0pxJZroknV5edIvkjiLLHn8RvgaY1s2GZuhV4ysLLGIztUcLRyhEKKgkYJhQmQgeV40gJVew9sr/mH4lbb8U/4f9DePwNrhMGwraPUWjlQIIQomo0k1F2+8cvcBK/2uoSjwZd/6FLe3Ap9PcLxzAqydcBj4G1jJHFWRdY8WCA26G8309W/QQHORsjFXYeskePE7S4cohChApOdZiCzqVteNZ8o5E52gssB5Alg7w42jsHeepUMTQogCyTsgmFaf7qb/osOMXeXP/J3nAXiuVhlaVi0FN44//BvbfT6UqGzBaEVBlXwjfECzirSvX4N3E97ChAb8l0PAX5YOTwhRgEjyLEQWKYrClK61AFjon8jttnOTduz/HK4etGBkQghR8HgHBDN6+QmCI1IvFbQz8Dbb/S/DuhGgGqH2S1D3ZQtEKQqb11pU5Khak++NLyZt2Pge3L9m0ZiEEAWHJM9CPIHmVUrSsaYLRpOK16Wa8MwAUE2wbhTER1s6PCGEKBCMJpWZGwNRM2gTueEDCLsIjm7Q7Ys8i00Ubs+UL8Yz5ZyZn9ibYKd6EB8Bfw0HoyHzg4UQRZ4kz0I8oUldaqJRwPt0CMc8JxFv7w73rxK8dgpGU0YfBfMXa2trNmzYwIYNG7C2trZ0OCKXyfUW+YlfUHiaPc7JWmtO8rJpa9I3L34PdrKckMg5g1tUwoiWt+NGo1o5wvXDsF9u0AghMifJsxBPqHoZR/o2Lg9A/2WB/O9e0tIXbueW8c7cr/EOCLZkeFmm0Whwd3fH3d0djUb+FBR2cr1FfhIalX7iXIwoPtP/CMDlKgPBo0NehSWKiO713Chup+d4pDP/NvBK2rj3E7h22LKBCSHyPfkEJUQ21C9fDIBEo4qvqS4rDEkf7ibHf8P7yw8WmARaCCEswcUxvYrZKh/pf6GMcp9LJjfuNPsgT+MSRYONXkvfJkk3wefdrAf1+iVNwVo7HOKjLBydECI/k+RZiCdkNKks2HUhxbaPDQO4oZaiguYOk3QrmbkxMN8P4U5MTGTBggUsWLCAxMRES4cjcplcb5GfNK1cAjdnG5THtvfSHKC79giJqpaPrN+jcbWyFolPFH6DmlVEUcD34l0uN5sBxSokFQ7bMd3SoQkh8jFJnoV4QmnN1YvGjkmJwwF4TbeDSlHH8QsKt0R4WWYwGPjtt9/47bffMBikUEphJ9db5CdajYJXD88UBcPcCGO2fikA3xh682qvnmg1j6fXQuSM8iXs6FDDBYBlx8Oh13/rPR/7BS7ttmBkQoj8TJJnIZ5QenP1Dpjq8ruhIwDzdD8Rdi8sL8MSQogCpXMdN9pULwWAgonP9T/gpDwgQKlG7Vdn0LmOm4UjFIXd4BYVAfjz2HX2xNfkcuUBAKjr34G4CEuGJoTIpyR5FuIJpT9X7+Hw7fKaOzQ+vyAPoxJCiIJFVVUu34kBYFntE7TUnsaotaXWm6t4oV55C0cnioI21UpT2sGK6AQjw5YepduZ57hiKoMSeYPrq8ZZOjwhRD4kybMQTyi9uXoAMdgyMXEEAK7nl8PlvXkbnBBCFBCX7kRz414sNXXBtLqSNGRW23kO2tJVLRyZKCq2B4ZwJzrB/H0sNkxIHIlJVSh/5U+O7fjDgtEJIfIjSZ6FeELJc/WANBPog6Y6nHLtk/TNhrchPjrvghNCiAJiz9k7aDDxjd3PKMZ4qPocNH7d0mGJIsJoUpm5MTDV9qNqTX4xdgag4oHJGGPu5XVoQoh8TJJnIbKhcx03Fg5qiKtzyiHc1rqkX6nXb/Ug3qEs3L9GyF8TWe9/k0OXwvJ9BW4hhMgrPudDGaLdRrWEQLByhB4LQJECYSJvpFX8M9nnhr5cMrlRmnDC/pLh20KIh3SWDkCIgqpzHTc6ebriFxROaFQcLo421CvnzKjlx9l/4S4jIobxq/YjXM//zh8BFTloqoObsw1ePTylEI4QokiLjjcQHHSGRbrVSRuenwXO5SwblChS0iv+CRCHNRMSR7LGaiYul9fC2VegZtc8jE4IkV8pqqpKV5iFRUZG4uzsTEREBE5OTpYORzyl2AQjPb7x5eKdaGbrfmGwbidXTS68kPAp8VgDsHBQQ4sn0CaTiaCgIAAqV66MRiMDUQozud4iP9kWEIzDH31oqT0NlVrDaxtA/k2KPHToUhj9Fx3OsM1k3UpG6TaCvQu8dQTsSuRRdEKIvJbVfEzeqYTIYVY6DVHxiQB8YujPLbUEFTWhjNWtNa9pOnNjoMWHcGs0Gjw8PPDw8JBEqgiQ6y3yk5hDv9BSe5pExRp6fi2Js8hzGRX/hKSaJivtBqKWqgExobBlQl6GJ4TIp+TdSogc5hcUzu3IeCCp+va0xGEADNduppZyFRUIjojDLyjcglEKIYRlqBE3eP7mtwBcrT8OSlSxcESiKMqs+CfAlJ71UXovBEULAX9C4Pq8C1AIkS9J8ixEDnt8HtUuUyM2G5uiU0zM1S9CgynNdnktMTGRH3/8kR9//JHExESLxiJyn1xvkS+oKjFrx+LAA/zVqpTrLMWYhOWkV/zT0Vr3cHpV2UbQ6r2kHZvGwQO58S1EUSbJsxA5zMXRJtW2GYlDiFTtqK+5zBDttnTb5SWDwcCiRYtYtGgRBoPBorGI3CfXW+QL//6Jw9WdxKs61rhPxsbaytIRiSKucx03fCd1YOXw5gxsVgGAUg5WvFDb9WGjthOhdC14cBe2fWihSIUQ+YEkz0LksLTmUd2hOJ8Y+gMwXrea+k5RNK0shUeEEEVI9B3YOhGAbwy9qVGviYUDEiKJVqPQwqMkU7rWwkavISjsAaduRDxsoLOGnt8ACpxcAZf2WCxWIYRlSfIsRA5Lbx7VSmN7/Ew1sFfi+anECrSynKkQoijZOgFiwwk0VeQHYw/aVXexdERCpOBgreN5z6Qe53X/3Ey5s3wTaDoi6fGmdyHhQd4GJ4TIFyR5FiIXpDWPSkXDR8pITIoel5C9EPi35QIUQoi8dGYjnF6HSdEyIXEkFUo7U6GknaWjEiKV3g3KArDx5C0SjaaUOztOA6dycO8K+MzN++CEEBYnybMQueTReVRDWlQEINyuEkqb/wrkbJkIsfcsGKEQQuSB2Huw+X0AfEr257RaifY1pNdZ5E+tqpWipL0VYTEJ+F64m3KntSN0+yLp8aFv4ZZ/nscnhLAsSZ6FyEXJ86gmd6mFvZWWG/fi+KfiMChZLWndyJ0zLB2iEELkrp0zIPo2aqnqTL/fDYB2NUpbNiYh0qHXaujxjDuQxtBtgBqdofZLoJpgwztglAKMQhQluqw06tChw1M/0dChQ3nttdee+jxCFES2VlpeqOPK2hM3WXvqLg17LIClXeH4Uqj3KlR81tIhCiFEzrt2JOnvHHClxRxurEnEVq+VgokiX+vdoCxLD15he2AI0fEGHKwf+7jc5VO4tBtCTsHh76DlWMsEKoTIc1lKnn18fJ7qSRRFoV27dk91DiEKut4NyrL2xE02nQpmevfnsGo4BE78ChvHwijfpGqeecjKyopff/3V/FgUbnK9RZ4zJiYVVgJoMJgtkVWAc7SsWhJrndaSkQmRoXrlnKlSyp7Ld2PwDgjh5UblUjZwcIEX5sD6t2DPXKjVA0pUsUywQog8leVh2zNmzMBkMmXrS1XV3HwNQhQIz3qUorSjNfcfJLL3/B3oNBPsXeDuefCdn+YxRpPKoUthrPe/yaFLYRhNOfe7pNVqqV27NrVr10arlQ+yhZ1cb5HnDn4DoYFgVxI6zcLnXCgA7WS+s8jnFEUxFw77O62h2wD1B0LlNmCIhY3vgnzWFaJIkDnPQuQRrUah13/zqP72vwm2xZOGfgHs/xLCLqVo7x0QTKtPd9N/0WHGrvKn/6LDtPp0N94BwXkduhBCPJnwINg7DwDT83PYeSWRY1eSCiS2rlbKkpEJkSW96iclzwcu3eV2ZFzqBooC3b8CnQ0E7YWTK/M2QCGERWQped6xYweDBw/O9pM87fFCFBYv/ncne2fgbSLjEqF2b/DoAMZ42DrRfOfaOyCY0ctPEByR8g07JCKO0ctP5EgCnZiYyLJly1i2bBmJiYlPfT6Rv8n1FnlGVWHLeDDEEla6OS23lOaNZcdI7pfr99NhuQko8r0KJe1oXLE4qgob/G+l3aikB7SbkvTYewpEh+ZdgEIIi8hS8tyxY0cqV66c7Sd52uOFKCxquztR1cWBeIMJ74CQpDvXXT8HrRVc3AlnNmI0qczcGEhaA8CSt83cGPjUQ7gNBgNff/01X3/9NQaDVAst7OR6izxzeh1c3IlJo+eVG68QHBmfYndO3gQUIjf1bph0w3ttekO3AVq8jepaF+Luc2Pl2ByfYiWEyF9k2LYQeejReVTr/f97My7pAS3fTXrsPZlj56+n6nF+lAoER8ThFxSeu8EKIcSTir0P3pMB+Fnpw2XVLVWTnLwJKERu6lbXDb1W4UxwJGdDItNs433mDsPCXsOoKpS7uYXvf/5JplgJUYhJ8ixEHuv537zng5fCCElOkluPg2IVIfImJY5/laXzhEaln2ALIYRF7J4N0beJdarCZzFd0m0mNwFFQVDMzor2/xW4+27PpVTFO5OnWPlElWWpsTMAs3VLuBcRKaMrhCikspQ8azQatFrtE3/pdFlaCUuIIqV8CTuaVPpvHtXJ/3qf9bbQJam4jsfFX6mm3Mj0PC6ONrkZphBCPJnrR+HozwAcrzudBPSZHiI3AUV+V7mUHQAbT95KUbxzy6lbKaZYfWl4mRC1OJU0txmt2wDI6AohCqMsZbdt2rRBUZTcjkWIIuPFBmU5euUe6/65xYg2Hkkba3SGGt3QnNvMbP0S+iVMBVL/3imAq7MNTSuXyNOYhRAiXeY1nVV4ZgDaKm1g1+FMD5ObgCI/8w4I5qd9Qam2h0TE8eaKf1Jsi8GWWYmD+d7qa0ZpN/C3sSVBEW74BYXTwqNkXoUshMhlWUqefXx8cjkMIYqWbnXdmLHhNGeCI1l99DrWeg0ujjZoakyk3tkdNNec4UXNAdabWqUoHJacSnv18ESrkRtaQoh84vBCuB0AtiXg+Y9oalsCV2ebh1NTHiM3AUV+l5XinY/bYmqGj/EZ2mlPMku3hMGJU2R0hRCFjMx5FsICitlZUcvNCYCJf50yDwV7dfVNvjH0BuATxz+o6mRMcVxxeysWDmpI5zqpi/AIIYRF3L8GPnOTHj8/G+xLotUovPRfccTHyU1AURD4BYVnWLwzbQrTDUOJU/W01gbQQ3NIRlcIUcg89aTkwMBAzp49S0xMjKzlLEQWeQcEc+pGRJr7Fhm78WZxPxyig9jWZB9Hak7h2z0XOHAxjE6eLjmWOFtZWfHDDz+YH4vCTa63yDXeUyDxAVRsCfUHAmAyqew+m7Tmrb2VlpiEhzcCXZ1t8OrhKTcBRb6W3R7ja2oZvjP04n39n0y3Wk4Jtwk5HJkQwpKynTwfPXqU4cOH8++//5q3JSfP+/bto3PnzqxatYqePXs+fZRCFCLJQ8HSY0DHlPghfMMMNMd+pkWDQRjbVuXAxTB2BoZi7K3mSG+NVqulcePGT30eUTDI9Ra54vx2OLsJNDro9kXS2vXAxlO3OBsShaONDp/x7Th/O5rQqDhcHJOGakuPs8jvnqTHWCHlUO4fjT14UXsAD00wl//8gIqDvsMvKFx+B4QoBLI1bPv06dN06NCBoKAg3nvvPbp0SbkcRevWrSlVqhRr1qzJkSDzq6NHj9K1a1eKFy+Ovb09TZs2ZcWKFZYOS+RzmQ0FU4GNUdW5W6k7qCbY/D7NKhfD2VZPWEwCx67I0i5CiHwgMQ62Tkx63Hw0uNRK2mw08eWO8wCMbFOFkg7WtPAoSa/6ZWnhUVKSBlEgNK1cAjdnmzTKdiZRADdnG74f0BBX55SJdklnR34vNQaAipdWMHDWD/RfdDhFtW5ZxkqIgilbybOXlxcAx48f5/PPP6dJkyYp9iuKQosWLTh69OjTR5hP+fj40KpVK/bv38/LL7/M6NGjuXv3LgMHDuTjjz+2dHgiH8vqULDjNcaDlSPcPIb+5HKeq1UGAO/TITkSh8FgYPXq1axevRqDwZAj5xT5l1xvkeMOfg33gsDRDdpOMm9ec+wGV8MeUMrBimEtK1swQCGyT6tR8OrhCaRe9+LReftd67nhO6kDK4c3Z0G/+qwc3hzfSR2Y+vZoDti2R6uoTDH9hAaT+fiQiDhZB1qIAipbyfPevXvp06cPVatWTbdNhQoVCA4unH8UDAYDb7zxBoqisG/fPhYtWsTnn3/OyZMnqV27Nl5eXly4cMHSYYp8KqtDwZxcKkD7D5K+2TmT7tWSjtsWEIKqPv26kYmJicybN4958+aRmJj41OcT+Ztcb5Gj7l2B/V8kPX5hDlg7AhCXaGTBrqRe57faV8Xe+qlLqwhhMZ3ruLFwUOqeZVdnmxTFO7UaJdXoChWYYxxEpGrHM5rLDNTuNB+f/A4u60ALUfBkK3mOiorCxcUlwzZxcXEYjcYM2xRUu3fv5tKlSwwYMIAGDRqYtzs6OjJt2jQMBgNLliyxYIQiP8vqULCmlUtA0+FQuhbEhtP6xo/YWWm5FRHHvzfTLjYmhBB5wnsKGOKgchuo/ZJ582+HrnI7Mp6yxWwZ0KyCBQMUImd0rpN2z3JmBe/8gsIJjLRlnuFVACbo/qA09837VSA4Ig6/IJmKJURBkq3kuXz58gQEBGTY5vjx43h4eGQrqPwued3r559/PtW+5G179+7Ny5BEAZLVoWBajQJaPXSdB4DuxBIGVYoEwDsgZ4ZuCyHEEzvnDee2JBUJ6/o5RhUOXQrjj6PXzL3OY5+rhrVOa+FAhcgZafUsZyZ5itYKY0dOmqrgpMTyoX55uu2EEAVDtpLn7t27s337dnbv3p3m/tWrV3P48GFefPHFp4kt30oekl2tWrVU+4oXL06pUqUyHLYdHx9PZGRkii9RtGR1KBiQ1LPj+SKoJkbG/ACoeOfQ0G0hhHgiibEPi4S1eAvv2060+nQ3/RcdZtJf/xIdb0SrUbC3ksRZFG3JU7RMaPgw8XWMqsKL2oO00JxOs50QomDI1mSkDz74gD///JMuXbowZMgQ89zm77//nkOHDrFy5UoqVarEuHHjcjTY/CIiImnIrLOzc5r7nZycuHHjRrrHz507l5kzZ+ZKbKLg6FzHjU6erllbvuL5j+D8NkqGHae37jDr7rbgYmg01co45n3gQoiiy/cruH8VHN3ZUfo1Ri8/weO38YwmlbdX/INWo8hazqLISp6iFRIRR4Bahd+Nz/GabgczdUvpmjAXIzpck6doCSEKjGz1PJcuXZq9e/fSuHFjFi9ezObNm1FVlbfffpvff/+dJk2asHv37nSTy6JuypQpREREmL+uX79u6ZCEhWR5KFix8tD6fQCmW6/AjjgZui2EyFvhl8F3PgDGFz5m+tarqRLnR0kxJFGUPT5F63PDK4SpjlTX3GSIdhvwyBQtIUSBke0ymFWqVOHAgQP4+/tz+PBhwsPDcXJyolmzZqmWripskm8KJPdAPy4yMjLDGwfW1tZYW1vnSmyiEHv2HfBfTvF7V3hb9zebT7vwTsfUUweEECLHqSpsnQTGeKjSDj+b1gRHHEm/OQ+LIbXwKJl3cQqRjyRP0Zq5MZDgCPjU0I95+kW8q1tLs54jeF5GZghR4Dz1GhL169enfv36ORBKwZE81/nChQs0atQoxb579+5x9+5dnn32WUuEJgozvQ28MBdW9ecN7WZWB7flengjypewy97p9Hq++uor82NRuMn1Fk/l3Fa4sB00eujyGaE347N0mBRDEkXdo1O0Qu7X5dRGH+opF6h7+gto9pulwxNCPKFsDdsePnw4+/fvz+lYCoy2bdsCsH379lT7krcltxEiR9XoAh4dsVKMTNf9xrbT2R+6rdPpaNWqFa1atUKnk7VYCzu53iK7jPExxG0cD8DNWv/DWLIaiUZTlo6VYkhCPJyi1btRBY7WmoJJVXC7tgGuHLB0aEKIJ5St5Pnnn3+mXbt2VKpUialTp3L27Nmcjitf69ixI1WqVGHFihX4+/ubt0dFRTF79mx0Oh1Dhw61WHyiEFMU6PIpRkVHB60/d46vt3REQohCzDsgmKXz3sUm5iY31ZI8d7wpDWZtZ9KfpzI8LsV69UIIs2atnmOlsQMAxs3jwWiwcERCiCeRreTZ19eXESNGEBMTw8cff0zt2rVp2rQp33zzDXfu3MnpGPMdnU7H4sWLMZlMtG7dmhEjRjB+/HieeeYZTp8+zYwZM6hevbqlwxSFValqxDYcAUD/ewsJDU977n1mDAYDGzduZOPGjRgM8uZd2Mn1Fk/KOyCYOb97M8iwDoA5iQOJxYbIOANGFcoVswWysF69EMKstrsTa4sP457qgPZOIBxdZOmQhBBPQFGfYrFYg8HA5s2b+e2339iyZQtxcXHodDqef/55Bg8eTK9evbCxKbxDtvz8/PDy8uLQoUMkJCRQu3Zt3n33XQYOHPhE50kuMBYREYGTk1MuRSsKlfgowj+tRwlTOLvcRxHddEzGS12lITY2ltatWwOwf/9+bG1tczNiYWFyvcWTMJpUWn26G68Hc+msPcpBoycDEj/k0VTZzdmGad08mb05kOCIuBTbvXp4yjJVQqRjoc8lru/4jo/1P4O1E7xzHBxcLB2WEEVaVvOxp5r4ptPp6NWrF7169SIyMpLVq1ezfPlytm7dytatW3F0dOT+/ftP8xT5WtOmTdm6daulwxBFkbUjW1xHM+jWHFrcXEKHVbUJoaR8aBVC5Ai/oHA8oo7S2eooBlXDDMMQHu9jDo6Io7i9Fb6TOmRtvXohBAC96rvTelt7+pl2Uy8+CHZ4Qe+Flg5LCJEF2Rq2nRYnJyfeeOMNtmzZwkcffYROpyMqKiqnTi+EeIR3QDBTL3tyzFQdOyWeD/QrAAiJiGP08hN4BwRbOEIhREF2JyIKL90yAH4zduK8Wj7NdqFRcVlfr14IAYB7MVuaVi7N9MRhSRtOroBr6S/9JoTIP3IkeVZVle3bt/Paa6/h6urK1KlTMRgMtG/fPidOL4R4hNGkMnNjIKDglTgUk6rQU3uIJspZkudgzNwYiNGU7RkZQogirt7N1VTT3CRMdWS+oU+67aSathDZ07thWfzVqmzRP5e0Ycv7YDJaNighRKaeKnk+fvw47733Hu7u7nTp0oXly5dToUIFPv74Y65evcrOnTtzKk4hxH/8gsLN8wtPq5VYZWwHgJd+GRpMqCQNp/QLCrdckEKIgis6lIoB3wAwz9CPSBxSNZFq2kI8nS51XLHWaZga9TJGKycI+ReO/WLpsIQQmchW8jxnzhw8PT1p2rQpCxYsQFEU3n33XU6cOEFAQACTJk2iXLlyOR2rEIKkYZKP+sLQl0jVljqaK7ys3ZtuOyGEyJKdM1HiIwm2r8kaY9tUu6WathBPz9FGTyfPMoTjhHeZ4Ukbd8+GmLuWDUwIkaFsJc/Tpk3j2rVrDBgwgK1bt3Ljxg2++OIL6tevn8PhCSEe9/gwyTCcWWB4CYAJuj9w5IG5ndGkcuhSGOv9b3LoUpgM5RZCZOzGMfBfDsB83RuY0GBvrU3RxNXZhoWDGkphQiGe0ksNywIw81ZT1DJ1IS4Cds2ycFRCiIxkq9r2r7/+yksvvYS9vX1OxyOEyETTyiVwc7YhJCLOPMd5mfEFBmh346EJ5m3dOr5kMFfCYhi32j/dJWT0ej2ffPIJAHq93gKvROQlud4iUyYTbJkAQEjl3qw+446NXsPu99tx+U6MVNMWIoe1rlaakvZWhMYk8E/7D2h4uz+cWAaNh4F7A0uHJ4RIw1Ot8yxyhqzzLJ6Ud0Awo5efADAn0O00/7DU6jMSVC0vJMwjSE3dK5T8cVd6jYQQqZz4DTa8jWrlyHCnH9h5Q+F/rSozrbunpSMTotCaseE0Sw9e4VmPknyqfE35G5tRyzVF+d92UOQmlRB5Jav52FMVDFu3bh19+/alXr16VK1a1bz97NmzzJs3j5s3bz7N6YUQ6ehcx42Fgxri6vxwCLePqQEHNQ2xUoxM0/+e5nFSjVsIkabY+7BzBgBX67zNzhsKVloNI9pUsWhYQhR2rk5J7+MHL4Xx8sUuxKjWKDf8OLXlRwtHJoRIS7aGbZtMJvr378+ff/4JgK2tLbGxseb9xYsX58MPP8RoNDJlypSciVQIkULnOm508nTFLyj84XBKxx8wLXyWDpoTtNWcZK/pmVTHJVfjPnTxDnHXTgHQrl07dLps/TkQBYTBYMDHxweQ6y3SsHcePLgLJasx/XZLIJK+TcpRxkmWohIit3gHBPOp91nz97cpwbeG3kzSr8LVby473DvSqUE1C0YohHhctnqe58+fz5o1axg5ciT37t1j/PjxKfaXKVOG1q1bs3nz5hwJUgiRNq1GoYVHSXrVL0sLj5JoXWpwucpAAKbpfkOHId1jg+9FMXnyZCZPnkxiYmJehSwsJDExUa63SFvoWfBL6uW60Ggq+y5FotMojGrrYeHAhCi8jCaVmRsDeXwM2M/GLgSZyuCi3Cdk00cySkyIfCZbyfPSpUtp3Lgx33//PU5OTihpzMmoWrUqQUFBTx2gEOLJhDd+jzDVkaqaWwzW7ki3XWkH6VESoshTVfCeDCYD1OjKx+fcgaQqwOWK21k4OCEKL7+g8BQFPZMloGeW4TUAXjVs5JT/sbwOTQiRgWwlzxcvXqRNmzYZtilZsiRhYWHZCkoIkX2NalRikT6p9/k93V+UIDLFfoWkqtuNKxW3QHRCiHzl3Fa4vAeTxorfnEew59wdFGB0u6qZHiqEyL7QqNSJc7I9pgbsNtbHSjHifnhG0k0uIUS+kK3k2dbWlsjIyAzbXL16lWLFimXn9EKIp6DVKNTv9Q6Bpoo4KQ8Yp1tj3pc8RsSrh6csNSNEUWeIJ2bjJAB+SOjMtH1Ja8Rb6zWcC8n4PV4I8XRcHDMe/TXbMJgEVUuZUF84vy2PohJCZCZbyXODBg3Ytm0b8fHxae4PDw/H29ub5s2bP1VwQojs6Vy3HFHtZwPQX7ubWspVAIrbW8kyVUIIAM79/Sn2Mde4rRbjO0Mv8/a4RBOjl5/AOyDYgtEJUbg1rVwCN2cb0ruNfUV1Y5WuZ9I33pMhMf2eaiFE3slW8jxmzBiuX7/Oyy+/nGo5qkuXLtG7d28iIiIYM2ZMjgQphHhyzdr3wuT5IlpF5XPHlYBK93pukjgLITBGBFMu4DsAPk3sRwy2qdrIknZC5B6tRsGrR9Ia6mkl0Crg1v1DcHCFe0Fw+Ls8jU8IkbZsJc+9evVi8uTJbN68mQoVKvDFF18A4OLiQvXq1dm/fz9Tp06lQ4cOORqsEOLJaJ6fDTobaiec4gXNUfacC0WVuVNCFHlh6z/Enjj+MVVlnalVqv3JS9r5BYXnfXBCFBGd67ixcFBDXJ1TD+HWKFDerQx0mpW0Yd/nEHEzVTshRN7K9kKfH3/8Me3bt+fbb7/lyJEjxMXFYTKZ6Ny5M2PGjOGFF17IyTiFENlRrAI8+w7s+4yp+hU8F16fS3eiqeriiF6vx8vLCwC9Xm/hQEVuk+stzG4cw+XyXwDMTHwNNYP76BkVNRJCPL3Oddzo5OmKX1A4oVFxuDjasPRAENsCbzP979P8MeIVlGM/w/UjsNML+iy2dMhCFGmKKt1QFhcZGYmzszMRERE4OTlZOhxR2MRHw7eNISqYTxL7Ufz5iYyU9VuFKJpMJvi5E9w8xp/GNoxPHJVh85XDm9PCo2QeBSeEALh5P5bnvthLbKKRL/s+w0uud+GndoAKw7ZCxWctHaIQhU5W87FsDdsWQhQg1g7QManH8W3d3xw7fdbCAQkhLObf1XDzGAadPfMSX023WfKSdk0rl8i72IQQAJQtZss7HZOWi/t4yxkiiteGRkOSdm6dCCajBaMTomiT5FmIoqDeq8SXaYCDEken4J+4/yABg8GAr68vvr6+GAwGS0cocplc76LLaFI5dCmMzUfPk+A9DYD58T0JJWmt98eLFcmSdkJY3hutquBR2p670Ql8vu0sR6u8RaLOEUL+xXR8maXDE6LIytKwbY1Gg6I8+RuooijyIS0LZNi2yBPX/eDnTphUhX3t19CsWStat24NwP79+7G1TV1tVxQesbGxcr2LIO+AYGZuDCQ4Io4JulW8pdvAFVMZnk+YRzvPcnSv58bcrWcJjng4t9nN2QavHp5SmV8ICztw8S4DFx8xfz9MuxUv/W/cx5FjPXfyXMOaFoxOiMIlq/lYlgqGtWnTJlvJsxAiHynflNMlX6B22DbKHZkFTbdZOiIhRC7yDghm9PITqEAF5TZvaLcAMMcwkAT09KrvTrd6SV+PFitqWrmE9DgLkQ9ExSWm+P43Yyf6a3dTXXOT62un4221QG5yCZHHspQ8+/j45HIYQoi8YOgwndjVe6gae4rowA2WDkcIkUuMJpWZGwNJHlr2oe53rBUD+4x12WFqhAJ8tPkMneu4odUoUhRMiHwm+Xf4UQZ0zDS8xu9Wcxms3cFr673p5DlUbnYJkYdkzrMQRUjtmp4s1bwIgGHHLMsGI4TINX5B4eah2C01//KC9hgGVcMsw2BAkXWchcjnHv0dftQBU122GRujU0y8GbcIv8thFohOiKJLkmchihCdVsPlaq9zSy2BdcwtS4cjhMglyeszazHipUsqLvSbsRMX1XJpthNC5C8Z/W5+ZBhIvKqnlfY02vOb8zAqIYQkz0IUMa1rV+STxP6WDkMIkYtcHG0AGKjdSXXNTcJVB+Yb+qTbTgiRv2T0u3ldLcNPxm4A1Ds9DxJj8yosIYo8SZ6FKGLaVivNZlryj6mqpUMRQuSSppVLUMMpkXG6PwH40vAKkTiY98s6zkLkb00rl8DN2SbVUnLJvjf0JJQS2MTcgIPf5mlsQhRlkjwLUcQ42+lpVLEEc42DmFgnlIl1QtGH/mvpsEQu0+v1TJw4kYkTJ6LX6y0djshlWo3CV2W2UEyJ4YypPCuNHcz7ZB1nIfI/rUbBq4cnkHotdoBYbDjsMTbpG98vIeJm3gUnRBEmybMQRVDHmi78q1TDvXZT+laKQLdzKmS+5LsowHQ6HX379qVv377odFlaaEEUZLdPU+P6GgA+UYdgRGve5epsw8JBDWWJGyHyuc513Fg4qCGuzimHcNtZJf0+T75QgweuTSDxAeyYbokQhShyFFWVT8yWltVFuYXIKRdDo3juy32U095nv90ElMQY6PMz1H3Z0qEJIZ6WqmJY2gPd1f1sNTbBftBK9DqNrOMsRAFlNKkp1mJvUKEY//v1KAcuhtHOKZglCeNRUNnfahm6yq3kd1yIbMhqPpatnmej0UhkZCQmkynN/SaTicjISIxGY3ZOL4TIZR6lHShfzIbbd+6xweYljCpJd60THlg6NJFLjEYjx44d49ixY/K3ubA7uxnd1f3Eq3pWOA+ndfVStPAoSa/6ZWnhUVI+VAtRwCSvxZ78O2yj1/LdgIZUKmmHT6Qbf5jaA1Bi3zQGLjpIq0934x0QbOGohSicspU8z5w5ExcXF8LC0l5bLiwsjDJlyjBnzpynCk4IkTsURaFt1eI4n1jK7JWHuW/lDpE3MR1YYOnQRC5JSEhg1KhRjBo1ioSEBEuHI3JLYhzq9g8BWGTsSufWzVEUSZaFKGyK2Vkx5NlKAMxL6EukakdtzVVe1e4hJCKO0ctPmBNoo0nl0KUw1vvf5NClMIwmGXQqRHZlK3netGkTHTt2pHTp0mnuL126NM899xzr169/quCEELnHyfbhHMgPIl4EIGHvl/j4nbBQREKIp3b4e5R7V7itFmO5rg8vNSiX+TFCiALHaFL5ad9lAMJx4ktD0rSrCbo/cCQagJkbA9lyKphWn+6m/6LDjF3lT/9Fh6VnWoinkK3k+fLly9SsWTPDNjVq1CAoKChbQQkhcpd3QDALfS6bv9+mNuGIqSY2JHB/44fypipEQRQZDPs+B+CTxP70alYdWyttJgcJIQoiv6BwgiPizN8vNz7HeVNZSijRvKf7CxUIjojjzRUnUrQDUvVMCyGyLlvJs8FgQKPJ+FBFUYiLi8uwjRAi7xlNKjM3BpJy0JbCrMTXMKkKL2oP8tf6dTKsS4iCZtcsSIzhH1NVNqgtGdy8oqUjEkLkktColJ+xDeiYaXgNgMHaHdRQrqV7bPK7+8yNgfJeL8QTylby7OHhwe7duzNss3v3bipXrpytoIQQuefxu9XJTquVWG1sC8Bb8Yvwu3w3r0MTQmTXjeNwcgUAMxNf4/na7pQrbmfhoIQQucXF0SbVtgOmumw1NkGnmPDSLQPST4yTe6b9gsJzL0ghCqFsJc99+vTB39+f6dOnp6raajQamTZtGv7+/rzyyis5EqQQIuc8frf6UZ8bXiVKtaW+5jLWgWvyMCohRLaZTLB1IgBrTW3wV6syrKXcvBaiMGtauQRuzjY8Xg5wjmEQcaqeZ7WBdNH4ZXqejD4TCCFSy1byPG7cOGrWrMmcOXOoVasWI0eOZNasWYwcOZJatWrx8ccfU6tWLcaPH5/T8QohnlJad6uT3cWZbw0vAlDnzHyIj86jqIQQ2fbvGrh5jAStHXMTXqW2uxNNKhW3dFRCiFyk1Sh49fAESJFA31BL86OxBwAf6n/HhvgMz5PRZwIhRGq67Bzk4ODAvn37GD16NH/99RcXL14079NoNLz88st8//33ODg45FigQoickXy3OuSegZiqnZI2Kg/voy0xdmawfg/lYkPAdz50nGahSEVO0ul0jBkzxvxYFBLx0ag7vVCAH4wvcofijG9RUZanEqII6FzHjYWDGjJzY2CK6Vjr7F5hhPYQ5WKDGandxAJjn1THKoCrsw1NK5fIw4iFKPgUVVWfqlJAaGgox44d4/79+xQrVozGjRvj4uKSU/EVCZGRkTg7OxMREYGTk5OlwxFFgHdAMKOXJy1JldYfgD/a3KWZ3xjQWsPbR6G4FB4SIj+6tHICHud+4qrJhecT5hGPFa5O1szoWZvOddwsHZ4QIg8YTSp+QeGERsXh4piUEGvP/A1rhhKn6nku/nNukHp52R8GNZS/E0L8J6v52FMnz+LpSfIsLME7IDjV3WqNAiYVutV15VvDDJSgfeD5IvT91XKBCiHStPfwEZpv7Yq1YmB4wjh2mBoDD4dwLpQPxkIUXaoKv/aAK/vZrWnB6w/eSbG7ccXi/Dn6WQsFJ0T+I8lzASLJs7AEo9FI4JkznL4ZiXXpcrg626NRYODiIxhMKp+11vLysf4oqgnfVsvQVm6VdDdbI8NBCyKj0cjZs2cBqFmzJlqtrP9bkBlNKgc+6kQb01H2GevyWuJkHp35mDwk03dSB/mdFaKoCgmAH1uDauL0c8u56NCQBwkGpqwNAGDzmFbUdne2cJBC5A85mjx36NAhW0EoisKuXbuydWxRIsmzsITY2Fhat24NwP79+7G1tQXgt0NXmLb+NAowz3Ypr6jbCTBVomfCR5RxtsOrh6f0ZhVA6V1vUTAF7v8bz11DSFS1dE74hEtq2TTbrRzenBYeJfM4OiFEvrF5PBxdBKVrwShf0OoYs/IfNpy8RbsapVk6rKmlIxQiX8hqPpalqjE+Pj5pblcUhbRy7+TtUrBEiIJnUPOKbPk3hEOXw5gb+xLPW/tSR3OFvlof/ojowOjlJ2Q4qBCWZEykvN9MAJYZn083cQZZhkaIIq/9BxDwJ9w5A8d+hmYjGdepOlv+Dcbn3B2OXA6jWRW5wSZEVmVpqSqTyZTiKzY2lu7du1O9enV+++03rly5QmxsLFeuXGHZsmVUr16d7t278+DBg9yOXwiRw0wqBN1NWqIqHCe+MiRV6Zyg+wNHYgCYuTEQo0lmfAhhEX6LcIy6zF3ViQWGlzJsKsvQCFHE2ZWADv+tmrFnDsTcpVIpe15tUh6AedvOpdkRJoRIW7bWefby8uLff//l6NGjDBw4kAoVKmBtbU2FChUYNGgQR44c4dSpU3h5eeV0vEKIXOYXFE5I5MN1IX8zduKCqSwllSjG6taiAsERcfgFhVsuSCGKqpi7qD5zAfjc0JdI7NNspgBusgyNEAKg0VBwrQtxEbBrFgBjOlbDRq/h+NV77D4batn4hChAspU8r1ixgj59+qS7jrOTkxN9+vRh5cqVTxWcECLvPT7M04COWYbBALym3Y6HcjPNdkKInGc0qRy6FMZ6/5scuhSGadcslPhIAkyVWG1sBzxaJowU33v18JRiYUII0Gihy2dJj08sg5vHKeNkw5BnKwHw2bZzmGQ0mRBZkq3k+c6dOyQmJmbYxmAwEBoqd7KEKGjSGua531SPHcZG6BUjXrplgCrDQYXIZd4BwbT6dDf9Fx1m7Cp/5ixekfTBF5iR+BrTetThh0ENcXVO+bvo6mwjdQmEEClVbAH1XgVU2DIBTCZGt/XA0UbH2ZAovthxznyTTqZlCZG+bCXPHh4erFmzhrCwsDT337lzh9WrV1O1atWnCi479u3bx/jx42nfvj3Ozs4oisLQoUMzPMZkMvHtt99Sr149bG1tKV26NH379uXChQvpHnP06FG6du1K8eLFsbe3p2nTpqxYsSKHX40Qea9p5RK4Oduk6s2abRhEvKqjjfZfXnH4V4aDCpGLvAOCGb38xCPrsKt46ZehQeVv47MUr9WWYS0r07mOG76TOrByeHMW9KvPyuHN8Z3UQRJnIURqnWaBlSPcPA7+v1PMzooONV0A+G7PJcau8qf/osO0+nQ33gHBFg5WiPwpW8nzu+++S0hICA0bNmTBggUcP36c69evc/z4cb766isaNWpEaGgo7733Xk7Hm6lffvmFL774Aj8/P9zd3bN0zKhRo3jnnXcwGo288847dO3alQ0bNtCkSRMCAwNTtffx8aFVq1bs37+fl19+mdGjR3P37l0GDhzIxx9/nNMvSYhcodPpGD58OMOHD0ene1h4X6tR8OrhCaQcDnpNLcPPxq4ATNb8htaUkJfhiqeU3vUW+Y/RpDJzYyCP9v301BykieY8D1RrPknsT8DNCHPvkFaj0MKjJL3ql6WFR0kZqi2ESJujK7SbnPR45wx2njjLBv9bqZqFRMQxevkJSaCFSEOW1nlOy+zZs5k9ezZGozHFdlVV0Wq1TJ8+nWnTpuVIkE/i2LFj2NraUrNmTY4ePUqLFi0YMmQIS5cuTbP9nj176NChA61bt2bHjh1YW1sDsGvXLjp16kTr1q3Zu3evub3BYKBmzZrcuHGDQ4cO0aBBAwCioqJo0aIF586dIzAwkGrVqmU5ZlnnWeRH3gHBzNwY+EjPF5S2TmAT71JGuc8Zz3FUf3k6fkHhhEbF4eKYVJxIPrgL8XQOXQqj/6LD5u9tiWO39XjclHA+S+zLd8YXAVnDWQiRDcZEWNgS7p5jtbYrE2MGpdlMIWkKiO+kDvK+LoqEHF3nOS3Tpk1jwIAB/P7775w6dYqIiAicnZ155plnGDBgAB4eHtk99VNp3LjxE7VftGgRAB999JE5cQbo2LEjL7zwAt7e3pw/f57q1asDsHv3bi5dusSwYcPMiTOAo6Mj06ZNo1+/fixZskR6oEWB17mOG508XVMkx00qFWfd0gu8cn0OFU5/R5czNTgf62g+xs3ZBq8enjJkVIin8Hgxvrd063FTwrlmKs3i/0Z/pNVOCCEypdVD13mwrBd9DFv5RWnDWbVCqmaPrqwhN+mEeOipxu55eHgwffr0nIrFInx8fLC3t6dly5ap9iUnz3v37jUnzz4+PgA8//zzqdonb3u0p1qI/MpkMhEUFARA5cqV0WhSz+JIHg76qD5D3+f8J39SPfEcIw3LeZ/R5n3JQ72kWFH+k5XrLfKHR4vxVVRCGK7dDMAcwyDisUqznRBCZFmVdtx0f4Gyt7YxU7+UVxOmkbpufxK5SSdESkX601NMTAzBwcFUrlwZrVaban/y0OtHC4clP05rWHbx4sUpVapUhoXGAOLj44mMjEzxJURei4+P59VXX+XVV18lPj4+8wP+oyoaPlFfB6CPdj/1lYsP9/33/5kbA6VaZz6T3est8t6jRfum637DWjGw11iPbaakkVWyhrMQ4mmFNJ/KA9WaZpqz9NQcTLed3KQTIqWn6nmOi4vj6NGj3Lp1K90PY6+99trTPEWuioiIAMDZ2TnN/cnj3ZPbZfWYGzduZPi8c+fOZebMmU8crxD5gV9QOLujy7NG14ZXdPuYoV9K74RZqP/di5OhXkI8neSifatXLKaj9h8SVC0zDa8BiqzhLITIEfXr1GXR+j6MMq7gQ/3v7IpvSAy2KdqUcbKWm3RCPCbbyfN3333HtGnTUiSWj1JVFUVRspU8lypVKt1lsNKyZ88e2rVr98TPYylTpkxh3Lhx5u8jIyMpX768BSMSIuuSh3DNM/Sjs/Yo9TWX6aPdz5/Gtmm2E0I8uYbutnjqk9Z0/sXYlctq0uoRrlJXQAiRA7Qahco9JxP01y4qa24zRreWuYaBKdo42+pJqissN+qESJat5Hnt2rW888471K1bl2nTpvH+++/z4osv0qxZM/bt28fWrVvp06cP3bt3z1ZQ/fv3JyoqKsvtXV1ds/U8yb3H6d0ASB5O/Wgvc1aOSa9XOpm1tXWK4mRCFCTJQ7juUIxvDC/ygX4lk3Sr8DY2IRq7VO2EEE/u+KrZdFFCCdOUpMGgj1gQp5eK9kKIHPXCMxU5FjqLygdG8rrWm9XGdlxSy1LawZqIuETO347ms23nmNK1lqVDFSLfyFby/NVXX+Hi4sKhQ4ews7Pj/fffp379+kyaNIlJkyaxYsUKhgwZwltvvZWtoL755ptsHfek7O3tcXNzIygoCKPRmGrec1rzmx+dB92oUaMU7e/du8fdu3d59tlnczlyISwneT5mSEQcS42d6afdQxVNCGN1a5ljSFrywtVJ5mMKkV1nzwbS7vYyUCCq9XSa1axk6ZCEEIVU4079UO+sQ3/em5Xl1nLpheU0rVIS74AQ3lpxgh/3XaaOuzOlHK1lWUohyGbBsFOnTtGzZ0/s7B72Mj263vOAAQPo2LEjs2bNevoIc1nbtm2JiYnhwIEDqfZt27bN3ObR9gDbt29P1T5526PthShskudjAiSiZ6ZhCADDtN5UU5Lm+xe310vBMCGyQVVV7q2bgK2SwEW7Z6jUboilQxJCFHJK57mgtcblziFaxPui1Sh0q+fGiDZVABiz6h/6LzrM2FX+9F90mFaf7sY7INjCUQthGdlKnhMTEyldurT5e1tbW+7fv5+iTb169Thx4sRTBZcXRowYAcDUqVNJSEgwb9+1axfbtm2jTZs25mWqIGn95ypVqrBixQr8/f3N26Oiopg9ezY6nY6hQ4fmVfhCWETnOm4sHNQQV2cb9pqeYbuxETrFxMc2y7DSKpwJjmL8mpMkGkwcuhTGev+bHLoUJgm1EJk4susvWsT7YlA1OL80HxTp3RFC5LISVaDVu0mPvadAfNLUyWfKJU1DfPydO3lZSkmgRVGUrWHb7u7uBAc//IWpWLEi//zzT4o2V69eRad7qmLe2eLr68vixYsBuHPnjnlbckJbs2ZNJk+ebG7fvn173njjDRYvXkyDBg3o1q0bt2/f5o8//sDJyYmFCxemOL9Op2Px4sW88MILtG7dmv79++Pk5MTatWsJCgrio48+SpFsC5Ff6XQ6Bg8ebH78pDrXcaOTpyt+QeFEh8zFtLsHTYwBrGsXSq89Lmw4eYudZ27zIOHhqBQ3KXZkMU97vUXui4uLxfXAdAD+de9Lg6qNMjlCCCFySKv34NQfcO8K7P0U43Oz+WjzmTSbJpcQm7kxkE6erjKEWxQpippURu+JDBgwgMDAQHPP67hx41iwYAFz5syhR48e+Pr68vbbb/Pcc8+xdevWnI45Q0uXLmXYsGHp7m/bti0+Pj4ptplMJr777jt+/PFHLl68iIODA+3bt2fOnDnpJsJ+fn54eXlx6NAhEhISqF27Nu+++y4DBw5Ms31GkouMRUREmJfHEqLA8fkEfOaCozsfeyzjp8OhqZokv70uHNRQEmghAKNJxS8onNCoOLSHv6V7yPfcwwmbcSexdZK6AUKIPHRhB/z+Miha/Ltt4sU/72V6yMrhzWVZSlEoZDUfy1byvG7dOj744AO2bt1KpUqVuHPnDo0bNzavb6yqKs7Ozuzbt4+6detm/1UUEZI8i0IhMRa+awb3r7JM+xLTY15Os5lC0nI7vpM6yN1qUaR5BwQzc2MgwRFxlOYeu63H46jEsqHiB/QcNsnS4QkhiqI/BsGZjYSVbEijm++T2TJVC/rVp1f9snkTmxC5KKv5WLbmPPfu3ZszZ85QqVIlAEqXLo2/vz+ffPIJI0aM4OOPPyYgIEASZyHyMZPJxK1bt7h16xYmk+npT6i3hc6fANDPsJ7KStpzoVQgOCIOv6Dwp39OkWU5fr3FU/EOCGb08hMERySthz5ZvxJHJRZ/kwfvnvOUuYRCCMvo/Ano7SgZdoI+mv2ZNpdlKUVRk2MT34oXL86ECRNy6nRCiFwWHx9Pz549Adi/fz+2trZPf9IaXbhdpjVlbu9nhu5XhiROIr271qFRcU//fCLLcuV6i2wxmlRmbgw0F+FppJyjj9YXk6owPXEoKhqZSyiEsAznctB2Euz04kOrFeyKa8h9HFI1Sx5FJstSiqImWz3PQgiRJkXhVvMZxKs62mpP8bzmWLpN5W61KKr8gsLNPc5ajHykXwLAKmM7TqkeMjpDCGFZzd+E0jUpQSTjdX+kO3Dbq4en3OATRU6WkueffvrpqZadetrjhRAFR71nGrFS1wuA6frfsCYhxX6FpKrbcrdaFFWPjroYqt1GLc017qkOfGZ4Nd12QgiRZ3RW0O0LAAbqdtPe8XqqJlO61JTCn6JIylLyPGrUKDZt2pTtJ3na44UQBYdWo1C2x4fcUktQTrnLm7oNKfaryN1qUbQlj7ooQzjv6f4E4BNDf+7hlGY7IYTIc5VaQb1+KKj8XGolK//XhAX96tOscnEAbkfFWzhAISwjy3Oe79+/z7Vr13IzFiFEIdGpvgf/hEzH/fC7jNJu5E9ja66rZQCws9LSokopC0cohOVUKGGHVqMwTfsbDkocx03VWG1sa94vcwmFEPnC87Ph3FaUYH9a3FsPTYdjb6XjSNAx1vvfYkqXmui0MgNUFC1ZTp4XLFjAggULsvUkiiI9TEIUNQ1eGIp6ex3WQXtZXXEDlzouYubG01wIjWHBrgtM7+Fp6RCFyHWPruPs4mhDpZJ2DP75CC3xp7v2CEZVYWri66j/DQRLfreU0RlCCItzcIGO02DLeNg1Gzx70bZGaUrYW3E3Op79F+/SvoaLpaMUIk9lKXkeMmTIUz9R/fr1n/ocQogCRFFQusyDH1riFrIHN9MxpvdozOCf/Vh26AoDm1fAo3TqCp5CFBaPruOcTKtR0Jni+dV2GaiwRteNM/EVzftdnW3w6uEpcwmFEPlD49fhn+UQ7A/bp6F/6Ud61HPj10NXWXfipiTPosjJUvK8ZMmS3I5DCJHHtFotr7zyivlxrnCpCS3eggMLYMtEWr91mA41Xdh9NpS5W86weEiT3HlekUqeXG9hlryOs/rYdqNJ5W3tRsqrweDoxitvfk/FWwZzz3TTyiWkx1kIkX9otND9S1jUEU6tggaDeKlhXX49dJXtgSFExxtwsM6xlW+FyPcUVVUff28XeSwyMhJnZ2ciIiJwcnLK/AAhCpKEGPiuGURch5bvcvGZCXT+ah8Gk8ry/zWjVTWZ/ywKF6NJpdWnu1P0OCerqISw3WoS1koipj5L0NR9yQIRCiHEE9o0Do79DCWroo7ypePXR7h8J4bPXq7HK43LWzo6IZ5aVvMxmeUvhMhdVvbQZV7S40PfUpXrDGqeNEx11sbT+F64w3r/mxy6FIbRJPfyRMH36DrOKanM0i3FWklkn7EuR2zb5HlsQgiRLR2ng0MZCLuI4juflxqUBWDtiZsWDkyIvCXJsxBFlKqq3Lt3j3v37pHrA1BqdoUa3cBkgE3v8W5HD+ystJwPjWbQz36MXeVP/0WHafXpbrwDgnM3liIqT693EZfe+sxdNH601Z4iXtXhZRhKaLQs9SKEKCBsiz28Eb7/S/qUjwbgcFAYt+7HWi4uIfKYJM9CFFFxcXF06tSJTp06EReX9of9HNXlU9DbwbVDXN+zmAcJxlRNQiLiGL38hCTQuSDPr3cRltb6zPbEMl3/GwA/GHsSpLrJOs5CiILFsxdU7wKmRNz2TaZ5pWKoKvztL73PouiQ5FkIkTeKlYd2kwEof+wTihGVqklyf+jMjYEyhFsUWE0rl8DNOWViPFa3FjclnKsmFxYaeuIm6zgLIQoaRYGun4HeHq4f5v3ShwFYd+KmjGgSRYYkz0KIvNP8TR4Uq04xopisW5lmExUIjojDLyg8b2MTIodoNQqDmz9cfqqmco3XtVsB8DIMJR4rWcdZCFEwFSuftPYz0Pj8V5TTRXAhNJqAm5EWDkyIvCHJsxAi72j1HK87HYB+Oh8aKefSbZrevFEh8rtEo4kNJ28BYKdXmKP/GZ1iYouxKeccm7NwUENZx1kIUXA1HQHuDVDiI/m62CoA1v5zw8JBCZE3JHkWQuQpXaVnWWloD8Ac/S/oMKTZTuaDioJq6YErnA2JopidniPPX6WR5gIGnR1lXvkS30kdJHEWQhRsGi30WACKlobRe+mgOcFfx2+w7sQNWTlDFHpZXtW8a9euT3xyRVHYvHnzEx8nhCi8mlYuwQy7oTwff4yamuu8rt3KT8Ye5v0K4CrzQUUBdfN+LF/uOA/A7HbFcdw/BwBdp5k0qlfXkqEJIUTOcXsGWrwFB79mtn4pneI8eW/1yaRdzjZ49fCUG4WiUMpy8uzt7f3EJ1cUmc8lhEhJq1F4r2cz5q4cwOf6H3lXt5ZNxhbcohSQNOdZ5oOKgspr/WliE400qViM7je/hIQoKNcEmvzP0qEJIUSO2uEylJqmlZTX3GGcbg0fGQYDD1fOkCkqojDKcvIcFBSUm3EIIfKYVqule/fu5sd5qXMdN+j3Lv+s3U8DApmh/5URie8DULGkHS/Uds3TeIoCS17vwsxoUvELCic0Ko5rYQ/YeeY2Oo3Cgmeuo2zfAho99Pg6aZijEEIUEkaTyvStV6hueJ1frT5lmNab9caW/KtWQSVpFNnMjYF08nSVm+GiUFFUqS1vcZGRkTg7OxMREYGTk5OlwxEizxhDAlF+bI1GNXCixdcM9HUhNtHEwoEN6VJX7laL/M07IJiZGwMJjkhZ3O7FmvZ8dXckRIdAmwnQYaqFIhRCiNxx6FIY/RclLVW1QP8tvbQHOW2qSM+EjzDy8GbhyuHNaeFR0lJhCpFlWc3HpGCYEMJitK6eaFq9C0DDf+fwdoukodufbT+HwWiyYGRCZMw7IJjRy0+kSpwBmlz8OilxLlkVWo+3QHRCCJG7Hl0RY3biYO6r9tTWXOUN7ZZ02wlRGEjyLEQRpaoqsbGxxMbGYtEBKG0mQMlqEH2b4XFLKGFvxeU7Maw5Lste5KR8c70LAaNJZebGQNL6KTZRzjJQtyupXbevQC9V44UQhc+jK2LcxZk5hoEAjNP9iYdy85F21hhNKocuhbHe/6ZU4xYFniTPQhRRcXFxtG7dmtatWxMXZ8E7w3ob6PkNAFanfmfOM+EAzN9xntgEo+XiKmTyzfUuBPyCwtPscbYikbn6xQCsNLTHT/XM69CEECJPNK1cAjdnG5JnM68xtmWvsR7WSiKf6X9EQ9LosS+2n+PZT3bRf9Fhxq7yp/+iw7T6dDfeAcGWC16IpyDJsxDC8iq2gCZvAND58sd4FNMQGhXPkoNSqFDkP+kNQ3xTt56qmlvcUZ2Za+gvwxWFEIWWVqPg1SPpBqHy338nJw4nSrWloeYiw7RbUYBjV+9zOzI+xbHJ1bglgRYFkSTPQoj8oaMXOJVFuX+FH8ptA+D7PRfZERgiQ71EvvLocMVkVZUbvKldD4BX4hAicUiznRBCFBad67ixcFBDXJ2T/tYFU9I8fPsD6z+pb3c3zeOS38lnbgyU93VR4GR5qSohhMhVNk7QfT6s6EvVS7/S0akWuyLLMXzZcXMTN2cbvHp4yrqRwqKShyuGRMT9tySLiU/0i7FSjOw0NmCrqRluzjY0rVzC0qEKIUSu6lzHjU6eruYl+1wcmqEeuIg2yIcPTN/yKtMxpdFXpwLBEXH4BYVLNW5RoEjPsxAi/6j+AtR5GUU1MT7uW3QYUuyWoV4iP0gerpjcXzJQu4vGmvNEqzZMT3wdSNova5sKIYoCrUahhUdJetUvS4uqpVB6fYNBZ0cTzXmGaLdleKxMbxEFjSTPQoh8xfjCJ9zHkVqaa4zQbkqxT4Z6ifzieU9XSjtYUU65w2TdSgA+M7yK6lyWhYMayugIIUTRVawC1xpNAWCi7g8qKiHpNpXpLaKgkeRZCJGv+IVqmJEwGICxunVUUW6l2P/oUC8hLMXnfCh3o+P43GoRDkocYSUb0nnYNHwndZDEWQhR5FV8/i2OKXWxVRKYp/8J5b/q28kUkOktokCS5FmIIkqj0dCxY0c6duyIRpN//hSERsXxt6kle4zPYK0k8ol+Uao33eR2Iuvy6/UuqH49eJWB2l00VwJAZ0vJAYtpUbW0DNUWQghAq9US03k+Mao1zTRnGazdkaqNTG8RBZEUDBOiiLK2tubTTz+1dBipJA3hUpia+DrbNRNpqjnHQO0ulhs7pdFOZFV+vd4F0eU70Vy+EMD3ViuSNjw3A0p6WDQmIYTIb9o2a0Jg8EQ8/WczWbeKPab6XFfLADCmYzUZpSMKJOl+EELkK8mVjG9RmnmGfgBM0q3CnaQlL2Sol7C03w4G8Zn+J+yVeKjYEpqOsHRIQgiRL3n2HIdasSV2Sjxry67kuZqlALh+74GFIxMieyR5FkLkK8mVjAGWGztxzFSd/7N33+FRVF0Ah3+zLQlpBAIk9F5CQDrSawBBBD+KIggoRbChqCAiRqQJVmxIF0RArIBIAIFIEQgYihClhh5KgBRSt8z3R9w1IT0k2Wxy3ufJ42bmzuasM8zsmbn3XHclgXn6hbbu29LVS9jL3SQTutBlPKj5G7OuFPT7HKQbvBBCZEyjQen3GehcKBcZwrQK+wAIOn6N+GRTNhsLUfTIFV+IEiohIYEWLVrQokULEhIS7B1OGr38fVkwrBnlPUvxqvEZ4lUn2mtPMFy7jWEPVpOuXnlQlPe3I/lt9x+8zDcAKAHToUwNO0ckhBBFXJmaEDAdgKp/zqFD6VvEJ5vZeuK6nQMTIvckeRZCFEm9/H3ZM7krc0Y/ypkHXgPgdd0aLp85hqrKNFWi8KkWM7X2TaaUkkSEV0s0LUfbOyQhhHAMLcdAra4opkTe136GHhM/Hr5i76iEyDVJnoUQRZZWo9CmVlka938FY7VOuCjJvBjzAbtOZj5npBAFJXzThzQyhxGnOuP+2ELpri2EEDml0UC/L8DFiwpxJ3lZ9z17Tt/kRozMnCEci1z5hRBFn0aD/n9fkKh1o6nmDNc3S9VoUcgiz1Ap9D0AdlR9Hjcfqa4thBC54uELfT8BYJxuIy34mw1Hr9o5KCFyR5JnIYRj8KxMXNdZAPSPWkn48f12DkiUBGaLyr7TN7j+9dM4qUnsNvvT4OGX7B2WEEI4Jr9HoOkwNKh8aFjAlkMn7R2RELkiybMQwmGUbTuCI67tMShmnDeOB1OSvUMSxVjQ8Qjaz93B9q/epkL0UWJVF6apz3Dm5l17hyaEEI6r17uYS1enshLJE7c/5eS1WHtHJESOSfIshHAcioLmkY+JVD3wTTpH3NYZ9o5IFFNBxyMYvyqU0jEneU33LQCzTEM5byrL+FWhBB2PsHOEQgjhoJzc0Q5YghkNj2r38s+2ZfaOSIgck+RZiBJKo9HQrl072rVrh8aBCh81rleHpaVfBMAl5HO4eMDOETkGR93f9mC2qEzfGIYTSXyi/wwnxcQ2czPWmrvY2kzfGIbZIlXfhRAiT6q05FyD8QB0Pfsu5jsX7RyQEDmjqDLni93FxMTg6elJdHQ0Hh4e9g5HiCJv818RxK8bzQDtHixeNdCM3wsGV3uHJYqJfWdvMWTxfmbolvGk7jduqKXplfQut0l7fl4z5kHa1CprpyiFEMKxJSUncXJ2OxpzmujyrfEctxk0WnuHJUqonOZj8vhBCOFwejT0YYnbOK6qZdDcCSd8zSvsO3tLngSKfHEjNpEAzSGe1P0GwETj+HSJs7WdEEKIvHEyOLG13gziVCc8bxyAfZ/ZOyQhsiXJsxDC4Wg1Co1qVeU14zMA1Ahfw8KlX9J+7g4ZiyruWyVtNHP1iwBYZOrDHkujDNuVd3cuzLCEEKLY6dSmNdNNwwGwbJ9BcPA2uRkuijRJnoUooRISEmjfvj3t27cnISHB3uHkStDxCL47dJm9lkYsN/UE4AP9AizREVLMKROOvL8LlcVC89DXKaPc5bilOu+bBqdrogC+ns60qlGm8OMTQohipEU1L7Y79yDI3BKNxUi1Hc8xdvEOuRkuiixJnoUowRITE0lMdKyup9ZiTtZ70u+ahnDCUo2ySiwf6T9Hg0WKOWXCEfd3odv3GUr475i1zkwwPkcy+jSrlX//G9jXD61GSb+9EEKIHNty4hq34oxMNo7hsupNDc113tUv4lp0gtwMF0WSJM9CCIcSEn6biOj/EsAkDLxgfIE41Ym22jCe1f5MRHQiIeG37RilcEhXj8D2dwC40W46Z9VK6Zr4eDqzYFgzevn7FnJwQghRvFhvhgNE48bzyS+SrGrpow1hhHYLIDMbiKJHZ+8AhBAiNzIq0nROrcg041N8aPiSl3Q/sN/ix43YJoUfnHBcyXHwwyiwGKH+w8y93gqIoHcjH558sDo3YhMp757SVVueOAshxP2792b4EbU2s01DeVu/kjd033DEUpsj0bUJCb8tMxuIIqNYPXmOi4tj1apVDB48mLp16+Li4kLp0qXp1KkTa9asyXQ7i8XCZ599RuPGjXFxcaFcuXIMHjyY06dPZ7rNwYMH6d27N15eXri6utKqVStWr15dEB9LCJFKZkWafrR05AdzB7SKynzDZ1Q0yLhekQtBr8OtM+BekSsd5rLxr2sAPNu5Nm1qlaVfk0q0qVVWEmchhMgnGd0M/8rck1/MrTEoZj43zKc0sTKzgShSilXyvHv3bp588kl27NhB06ZNeemllxgwYADHjh3jiSee4IUXXshwu3HjxvHCCy9gNpt54YUX6N27Nxs2bKBly5aEhYWlax8cHEz79u3ZvXs3AwcOZPz48URGRjJ06FBmz55d0B9TiBKtVY0y+Ho6k1EKM834FGctvlRUbtPiyFSQaexFToSth9CVgAL/W8jCQ1GYLSod6njjX8nT3tEJIUSxlPHNcIXXjWM4Z/GhknKLj/RfUN7NUOixCZEZRVWLz7fLo0ePcuLECQYNGoRe/1+Rl+vXr9O6dWsuXLhASEgILVu2tK3buXMnXbt2pUOHDmzbtg0nJycAtm/fTkBAAB06dOD333+3tTeZTNSvX5/Lly+zb98+mjZtCkBsbCxt2rTh5MmThIWFUadOnRzHndNJuYXITwkJCXTo0AFIufHk4uJi54hyLuh4SlVtgHtPYH7KedY7B6JXjdDrXXhwfOEHWAQ58v4uULfOwqIukBQN7V8m8sEptHt3B0kmC6vHtKZtLW97RyiEEMWS2aLSfu4OrkUnpruWN1Au8JPhLZwVI5aub6Hp+IpdYhQlR07zsWL15PmBBx7giSeeSJM4A1SoUIFnnkmZDzZ1IgywePFiAGbOnGlLnAG6detGz5492bVrF6dOnbIt37FjB2fPnuWJJ56wJc4A7u7uTJs2DZPJxPLly/P9swmR3xRFoVmzZjRr1gxFcayuqL38fVkwrBk+nmnvWpd20ROmVued5KEpC7ZOg6uH7RBh0ePI+7vAJMfDuuEpiXPlVtD5Db7ae54kk4UHqpSmTU0ZYyeEEAVFq1EI7OsHkK432d9qNQJNIwHQ7JwJ4bsLNzghMlFiCoZZE2qdLu1HDg4OxtXVlXbt2qXbpmfPngQFBfH7779Tt25dW3uAHj16pGtvXXZvgn6vpKQkkpKSbL/HxMTk/IMIkU+cnZ1ZtGiRvcPIs17+vgT4+RASfjtNMafZv/7N0j0BdNSdIMBykIQ1I9jR8XvKlCmbrtiT2aKm2764jml19P2d71QVfnkZrh8H13IweAWxJoWV+84DML5TLbnJIIQQBcx6M3z6xrA0xcMA6vQaD5FxcHQ1fP80jNsD7hXsFKkQKUpE8mw2m1m5ciWKotC9e3fb8ri4OCIiIvD390er1abbztr1OnXhMOvrjLple3l54e3tnWWhMYA5c+Ywffr0PH0WIcR/tBolXQXOKQ/V5+S1WF45M4bNTuFUir2AccMEhhifw9fThcC+fvTy9yXoeES6i7Wvp7NtvSjmDi2FY2tB0cLA5eBRkdW/nyUm0UStcq708JMvaEIIURjuvRm++sAFDoTfYe+ZW4we+gFEHIEbYSkzIjz5M2hLRPoiiqhi1W07M9OmTeOvv/7iqaeewt/f37Y8OjoaAE/PjAvCWPu7W9vldJvU7TMyZcoUoqOjbT+XLl3K+YcRQmRJp9XwaNOKxODGC8nPY1I19Nf+wVDtdq5FJzJ+VShzfg1j/KrQdHe5reuDjkfYKXpRKC4fgs2vA2DpFsg+ix/f/3mJL4LPAjCuUy00xbQHghBCFEXWm+H9mlTi3QEPoNMo7Dx5kz8uxsOgFWBwg/O7Ycc79g5VlHBFMnn29vZGUZQc/1i7Umdk0aJFzJkzh6ZNmzJ//vzC+xBZcHJywsPDI82PEIUtISGB7t270717dxISis+0TmaLyvtbU+oUhKp1ec/0GABv61bQXPkHFVi0OzxdcRL4r/jY9I1hmC3FppYiUHz3d3bMFpV9Z2+x/sgV9p29hTn2Zso4Z4uRa5UCaLerIUMW7+fV744RnWBEo4CzPn1PJCGEEIWjhrcrQ1tXBWDO5n+wlK0Dj3ySsnLvfDiS+fSzQhS0ItnvYciQIcTGxua4vY+PT4bLly9fzrhx42jUqBHbtm3Dzc0tzXrr0+PMnhRbxyKnfsqck20yeyotRFETFRVl7xDyXUj47TRPlBeaH6aRJpyHtftZYPiYvkmzuKZmXghKBSKiEwkJv52uS7ijK477Oyv3ds3XYuZbl3m0UK9w170GAWcfI5akNNtYVHhxzWH0WkW67wshhJ280K0OP4Re4a8r0Ww8dpV+TQbA9TDY/T5sfBHK1ICqD9o7TFECFcnk+dNPP73v91i2bBljxozBz8+P7du3U7Zs+i/Brq6u+Pr6Eh4ejtlsTjfuOaPxzanHQTdv3jxN+zt37hAZGUnbtm3vO34hRN7ciE28Z4nCa8ax1FQi8NNcYKHhIwYnv0USWc8bmf59hCOxTmeWuv/AK7rvaKH+RbzqxIi7LxBLqUy3n74xjAA/n2JbQE4IIYoybzcnxnWqyftbT/HelpP08vfBqctUiDwJf2+EtUNhzA7wqmbvUEUJUyS7bd+vZcuWMXr0aOrXr8+OHTsoV65cpm07depEXFwce/fuTbduy5Yttjap2wNs3bo1XXvrstTthRCFq7y7c7plCTgz1jiR26obD2jOMVu/lPQzRGf/PsIxmC0q0zeGpdnDPTQHeVa3AYDJxjH8mZBxjyVI2/tACCGEfYxqX5MKHk5cvpPAij/Osy/8Dr/UCuRumYYQHwlrHodEmbFGFK5ilzwvXbo0TeJcvnz5LNuPHTsWgDfffJPk5GTb8u3bt7NlyxY6duxom6YKUuZ/rlmzJqtXr+bIkSO25bGxscyYMQOdTsfIkSPz9TMJIXKuVY0y+Ho6p5sz8rJajueMEzCpGgZod/OUNijT9/D1TJm2Sjime7vuV1cieF//JQDLTL3YaMlZ7yDpfSCEEPbjYtDySkA9AOb8+g9DFu/n+e9P0f3qOCIp/W8F7tFgMds3UFGiFMlu23m1Y8cOxowZg6qqdOzYkQULFqRr06RJE/r372/7vUuXLowePZolS5bQtGlT+vTpw/Xr1/n222/x8PBI9x46nY4lS5bQs2dPOnTowJAhQ/Dw8ODHH38kPDycmTNnpkm2hRCFS6tRCOzrx/hVoSikfb6839KQWaahBOq/ZqruG06pVdhr8U/3HtP6+El3XQeWOul1J55F+g/xUBI4aKnLbNMTOX4f6X0ghBD25eaUkqqkvpZfoyyjkl7hW8M7OJ/eAtvegp6z7BOgKHGKVfJ88eJFVDXln9fChQszbDNixIg0ybO1bePGjVm4cCGffPIJbm5u9O3bl1mzZmWYCHfp0oU9e/YQGBjIunXrSE5OpmHDhsyYMYOhQ4fm++cSQuROL39fFgxrlm4eZx9PZ1o//AacMaM7uprPDZ/ycNIMLqspPVSsyXZsktE+gYt8YU16dZj4Qv8xdTVXuK6W5rnkCZhycNlTSDlWpPeBEELYj9miMmNTWIbrjqq1eNU4ns8Mn8C+z6BcPWg2vJAjFCWRolqzTWE31grd0dHRMm2VKDSJiYm2YQuLFi3C2bn4PWUzW1RCwm9zIzaR8u4pyZBWo4AxEZY/BFdDifOqz852qyjrVYa/rkQx+9d/KOtqYMernfF00dv7I+Sb4rq/M9rHm/+K4Pk1obyrW8zjumDiVCcGJ7/FCbUGkJIce5bSEx2fcpMk9UXQ2t9gwbBmUm1bCCHsaN/ZWwxZvD/LNhO0P/Cy/gdUjZ6w7is5U+qBtNd7IXIop/mYJM9FgCTPQthB9BVY1BnibkDDR2HgcpLNKr3m7+LczThGta/BtIf97B2lyMK9U1EBeLroiUkwMl67nkn6bzGrCmOMr7DD0gxImxwD6bb39XQmsK+fJM5CCGFn649cYcLaI9m0UvnFdxn+d7ZzR3WjX/IMLqoV5Fwuck2SZwciybMQdnJxP3z1MFiM0PE16PomwSdvMHL5QXQahaCXOlC7vLu9oxQZyGgqKqu+mj/41PAZAB/oRvPp3a62dfd+ocq0d4IQQgi7ysmTZwAnkvnW8A5NNOc4b6nAoOS3iMQLkF5EIuckeXYgkjwLYUehK2HDCymv+3wALUczesUhfvv7Ou1rl+W5LrW5EZskiVURYraotJ+7I80TY6vmyklWG2bjpBixtB6P2nOOJMdCCOGArOf6a9GJ2UwuCeW4ww+Gt6mquck/lio8ljyNGNzw8XRmz+Suct4X2ZLk2YFI8izsITExkUGDBgHw3XffFZsxsHkSPBeCZwMKDF7BhQrd6fbB75gsaU+PjtwNrDjt78yeRlRTrvGT4S3KKHfZam6O+/C1tKmT9XSFQgghii5rLyNIX5/i3gSminKd7w3TqaBEccRSi6HJbxCHC2vGPEibWmULK2ThoHKajxW7eZ6FEDmjqioRERFERERQ4u+hdZoELZ4GVPhhNNeO/ZYucQa4Fp3I+FWhBB2PKPwY71Nx2t8Zzb9cmliW6+dRRrnLUUtNJhif40acVE0XQghHZp09w8cz7Q1fH09nRrWrnmbZJbUCw5Lf4I7qRhPNWRbpP8SJ5AyvGaJwmS0q+87eYv2RK+w7ewtzBt+xHEWxmqpKCCHyRFGg9/tw9wb88wsNfx9HfeUt/lGrpmmmknK3e/rGMAL8fKQbmJ3cO/+yE8ksMnxITc01LqvejE5+lQScZZ5mIYQoBnr5+xLg55NuCE5I+G2W7j2fpu1ptTIjkiez2jCLdtoTfMqneLiutk/gAsi4uKcj9+STJ89CCAGg0cKApcSUb4kb8awwvEtl5Wa6ZioQEZ1ISPjtwo+xGMrL3ehWNcrg++9TCA0W3tMvpJXmJDFqKZ5KnkQkpfGVeZqFEKLY0GoU2tQqS78mlWhTqyxajWK7Ftx7G/uYWovRxldJUvX00P5Jq2PTwGKxS9wlnbXb/b01Shy5J58kz0IIYaV3ZneLT/nHUoUKShQr9O/iRUyGTaUb2P0LOh5B+7k7GLJ4PxPWHmHI4v20n7sj24upVqPwUrc6KFh4V7eYR7T7MKpaxhlf4oxaGYDAvn7SM0AIIYoxrUYhsG/KlJL3nu33W/wYb5yARdGh+WsdbJ4EDj5kydGYLSrTN4ZlWOzNumz6xjCH68ItybMQQqRSpmx5RiRP5opallqaCJYb3sOF9ImydAm+P/d7N3rvmUhm6ZYxWPc7ZlVhgvE5/rD44+PpLFOTCCFECZHZmGiAHZZmbK4dCChwcDHsmFH4AZZgIeG3M5wVw8pRe/LJmGchhEilVY0yaDwrMiLmdb4zTKeJ5ixf6OczxvgKJnQopBQqkS7BeZfd3ejsxpX/cfomzcNm84RuB6qi4Vz7D+jp3ZMnZSoqIYQocTIaE33lTjyvfn+M5/6qRfW2b9MwNBB2f8DfkUaimk+gVc2ycq0oYDntoedoPfnkybMQJZSiKNSsWZOaNWuiKHIBsbJ2AzurVmJU8qskqAa6aI/ymf5T9JhQccwuwUVpf9/P3ehko5mr615mhG4bFhSUfp9Tp/vTacbBCSGEKFnuHRM9sEUVnvq3GveAkHp8ohkGQIO/P+HYVy/S/t3tDjne1pFk1EOvinI9R+2KMkmehSihnJ2dWbduHevWrXPoOX8LgrUbWIRHY8YbJ5Ck6uilPciX+o/oWtvDIbsEF6X9nee70arKiZUvM9C4EYDEXh9CkyfyOzwhhBDFwBu9G1CnvBuJJgsfxvdmhnEoAM/oNvFy/Cc8v+qgJNAFKHVxTwUL03Rfs8XwOg8oZ/5dhkMW95TkWQghMtDL35c9k7vyzKjx/NluASaNE920h3n64hSu3rxl7/AcWk7vMt/bLiZoOk0vrQDgcKNplHrw6XyPTQghRPGgURSiE4y235ea+/Cq8RlMqobBut/5XD+fORuOOFzBKkdh7cnnRDKf6T9hlG4zpZQkGmnCbQXeHLEnnyTPQgiRCWs3sLY9BqN78gcSFWfaa/4i6av/QVKsvcNzWK1qlKGCh1OWbZx0Ghr4utumsvp77Zt4HPgIgOUe42jyv1cKI1QhhBAOKmUMdFKaZd+bOzHe+BJJqp6e2kPMSXiHP09esFOExV9FpyRWGt6ljzaEZFXLi8nPs8oc4NDFPaVgmBAlVGJiIsOHDwdg5cqVdu/KW+TV6MDZnl9TZfNwasQdIXl5PwwjfgSX0vaOLEeK0v7WahQaVy7NtrD0Y5+skkwWes/fjdGiMih+HZP03wIw0zgU31bj7D5uWwghRNGW2RChbZYWjDBOZrH+A9pqw4ja8gRU3QCu3oUcYTEXdQnvdX2pqLlIgsaVc90W0c21KUMcvLinPHkWooRSVZVz585x7tw5VJn7MEcaPtiDueXmEaW6Yrj2J6zsB/GOMcVCUdrfJ6/FsvOfGwB4ldKnWefr6cyUh+rj4azjWnQ84xMW2xLnecbHWGLuw8xfwmScmhBCiCxlNURov8WPIclTuaW6UzrqBCzrCVGXCjG6Yu7aXxgXdaWi8SIRahluDd5Aw3YPF4vinpI8CyFELvTt3YchyW9yW3WHiCPw1cNw96a9w3IYqqoy7efjmCwqAX4VOPRmAGvGPMj8x5uwZsyD7JncldEdauKpM/GFfj5P64IAmG0cwhfmfrb3mb4xTMapCSGEyJS1YFVmadpxtSbjDLNQPSvDrTMkLQpg++5d7Dt7S64v9+NcMCx7CH38DU5aKvNl7S+pXL+FvaPKN5I8CyFELjxYsyylazRjcPI0YnVl4cYJ+Ko3RF+xd2gO4cfQK4Scv42LXmsrFJJ6ehGtRiH079PMT36LXtqDJKk6nk9+gUXmvrb3yGoqKyGEEAL+K1gFZJpAn1cr8sMDSzmvVMIpPoJWvw1mxdJPaD93R656OFnrc6w/cqVkJ9/H1sGqgZAcyz6zH4OMgQzr0dbeUeUrSZ6FECKXJnSvwxm1Mo8mTMXsVhEiT8HiLnApxN6hFWlR8cnM/vVvAF7sVofKXqXSN7p1lga//o9mmjNEqa4MS36DXyxtMny/nE55JYQQomSyTj3p45m2C3c5dyfKuhm4eTeZV7fe4tGEaRyw1MddSeBLw8c8HbeUF1aF5CiBDjoeQfu5OxiyeD8T1h5hyOL9uU6+HZ7FDMFz4ccxYDHyp3tXRhgn096/FnUquNs7unwlBcOEECKXHqxZljY1y7LvHLxReh5vaN7BM+YU6ld9UPp8CM2etHeIRYbZov5b8TSRjUevcisumTrl3RjVvkb6xpdCYPVjuCXc5pKlHCONkzirVsr0vXM65ZUQQoiSq5e/LwF+PrZrUfl/C1bdiE2kw9ydmCwqd/BgaPIbvKb7lmd0mxij28QDmrO8s+FVAvwGZjpGN+h4BONXhXLvc+Zr0YmMXxXqsBWl75X6Wl7+3oJfMRHw01gI3wVAVJNxDDrQHgsanu9Sx45RFwxJnoUQIg/a1CrLvnO3+PaMho28zof6BfTiIGx4Hq4fhx6zQFuyT7FBxyOYvjGMiOi0T4j7PlARg+6ejk9hG1LuWJsSUSs25ZnIFziXnHFyrAA+nikXbyGEECI71iFCqZ2PjMeUqnu1CR1zTEMJtdThff1CWmn+YXnSK/y93w3/tg+le0+zRWX6xrB0iTOkDC9SSKnPEeDn49AFsjK6lvt6OhPY149eTsfhp2cg/hZmXSmONp7GRzebY1Ej6d6gAn4VPewYecGQbttClFCKouDr64uvr69M+5NLQccj+GjbKdvv8Tgz3jiBD40DUxYc+BJWPVqkKnEX1P7ObJyX9W78vYkzwEfbTv3XnU1VYd/nsG44mBKhbi+UkZt48ZGUMVL3Rmr93TpeWgghhMiLzIb+bLG04pHkmfxjqUI5JRq/bUNh7ycp16tUQsJvZ3iNsyoO9Tkyu5bfir7LpbWvwDcDIf4Wp5QadI+bwf/+qMbu05EAtKjmZY+QC5yi2nvOEkFMTAyenp5ER0fj4VH87tAIUZyYLSrt5+7I9ILZU3OQjwwLKEUieFWHx9dABb/CDbKQZHY3elqfBszY9Hem/4+sT473vPAA2o0vwslNKStajIKH5tme2Gd5t7sYdIMTQghhP/vO3mLI4v2ZrnchkVn6ZfxPuydlQYO+0O9zcPYEYP2RK0xYeyTbvzP/8Sb0a5L5EKSiKrPvO1WV63yq/5QHNOcA+MrUkzmmISRhSNNOAYfqtp7TfKxk9ykUQohcyu5O8xZLSx5NqsD6sp/jfOc85sXdOdRsDpZ6D6cdI+Tgshrn9ezqw1luqwLVY//E/Pl4tAnXQWuAgHeg9ThI9VQ8s3FqxeX/oRBCCPuxTmV1LToxw67XCTgz2zCB/j0fRQl6HeXvjcSfP8jFVm9Tp+NjuDvlLI1y1PocGX3feUTzB7P0S3FXEohSXXnN+AzbLJlPQ1Ucuq3fS7ptCyFELuSkwvNJtSof1ljIIaURWlMcrUNe5MTy5+j27uZCr75ZENNnZDfOKyt6TEzWreEb/WwMCdfBuy6M/g0eHJ8mcbbKaCorIYQQ4n7lZCqr6EQTs260ZbR2Jhct5SiVcI36v49j74zuvP/ttizfXyGlt5Sj1udI/X2nArf5WP8Znxg+w11JIMRSj4eS3s0ycS4O3dYzIsmzECVUYmIiw4cPZ/jw4SQmypQ/OZXTO8iLDkbxWMIklpt6AjBat5kViRNYsfrrQkug00yf8c1Bxo15igd7PsrG0PP39b7ZPX3PTHUlgu8NbzNetxGNonK9zhAYGwy+D9xXPEIIIUReZDaVVQUPJ/x8PTCaVZbuCWd7bBV6JM/jc9MjJKtaOvInP6gv85LzRvSYMk2+Hbk+R3l3Z5xI5nntT+x0eoX+2j+wqArzTY8yJPlNIiib/ZtQ/KaVlG7bQpRQqqoSFhZmey1yJrtuXqmZ0TLdNILfLQ8wS7+UapobrDHM4qcfD2KutQSti2eBxZm+W7WKPuYqKvDimsPoDU55HoeU+wuhykDtLqbrvsJVSSJKdeVd/XPMGvIGOOiXCiGEEMVDZkOEzBaVpu9sJS7ZDEAiTrxnepwfzR2YpV/Gg5q/eYk1jCoXwuTEkfwaWyvN+47uUMNhxvumo6q0SthFsPNr+HITgEOWurxjfJJjaq1sNk7LUbutZ0aePAshRC5k1c0rszQw2NKEnklzWWXqBsCjlq2YPm0Np7Pu8pUTGXXLzqpbtdX0jWF57sKdmwthRW7xmf4T3tcvxFVJYp/Zj4eS3qVz/6cd9m68EEKI4iWjIUJ/XrhjS5xTO6tW4vHkN3k5eTyRqgfusWf5wjiNEL/v+bJ/Zf7XLKU42JYT10kypd++yIs4Cst7o/1+JL7c5KpahheTn2dgcqAtcbZevUuX0mf63cfRu61nRp48CyFELlm7ed1bCdrH05ne/j4s3Xs+3TZ3KcWbplH8YmnDXN0iqsVHwDcDsTR+nD/rT+JqsnOGBbHMFjXTglmZVaN+vGWVHE+fce+8lzlRxlWPoqSbtcNGAWp6WFhYfRdVTn2FE8mYVA0fmgax3nUggY81cty78UIIIUqErHtZKfxk6cCOpKb8XP83apz/jvLnfqTXxV/p1uhxLro149Btb77ed4HRHWoWWsz3JfYa7JgJh1cBKqrOhWVKP96L7YnGUApS3Ujw+XfmC4Dxq0JRSFvzpDhPKynJsxBC5EFm3bxCwm9nmDxb7bf40Sv5XVZU30bLa2vRHFtL9aOb+cE0iB/MHfH2dLNNxZTVVE1AhtWuI6IT+ei30zn6DDnpfn1v8u7r6cyIZQdtifO9F0w9Jh7X7uRNZT1Op1KKhMSUb0Wo3yQ6VGnGK1ItWwghhAPISS+raNy41uFdanQbC5snwdVQ9Ie/4nu+Ypu+Gau3P8KAps/i5eZUCBHngarC+T1waCn8/QtYjCnLGw3iI/UJPjmUQKXSLvw6oQNhV2MyvJGf2cOE4jqtpMzzXATIPM/CHhISEujQoQMAu3fvxsXFxc4RFQ/WeRFzMia6mXKKufrF1NFcAeCKWpaFpr58a+7MyI71WLQrPN17WJPV0qX0RMUbcxFYMt47ZwEQ2WUqaA2sGfOgLeHP6ZNtrUbBbFGpU96NsR1r8uG2U/+uV+mmCWWa01qqqymfh7K1IWAG1Hsow0raQgghRFGV3fVcISVJ3DO5a8p1U1Xhwl744zM4tdnW7kqp+lR66DXw6wdafaHFn6WEKDi6Bg4tg8hT/y2v8iAEvMNBSx0GL9yHqsKKp1vRqW65LN8uq15yjiKn+Zgkz0WAJM/CHiR5LjjWYl2QcTemfk0q8vORqwA4kcww7W+M1f1CBSUKgBtqaRab+7DK1I0E8qnQxj3Js97gxJSHGrB497lcPdm2mvO/RgxpVRWzReXEwZ34HpxDuciQlJWlykLnKdB8ZNH5oiCEEELkUnbX8wXDmmX8dDXyNBFBH+B1+nuclX9vdHtWgabDoHYAVGwCGq2teUEnn9b3T754kAaXv6fchV9QTAkpK/WuWBoP5i+fAZzX16R0KT2B609w/lY8g1tUZt7AkjEjhiTPDkSSZ2EPCQkJ9O3bF4CNGzdK8pzPsupy7eliYMji/WnaO5HMYG0w43QbqaTcAiBS9WCpqTcrzQHEkbf9Y+tWbU6mzJ6PALjd/mXQGrJsn92T7doeZrZ2v4nmyNdw9XDKQq0TtHkW2r8MzgVXSVwIIYQoLFldz7PrlvzCkq3UCP+W0U6/4WGJsi1XXcqg1OoCtbuz09iQN36LzNP7Z0lVIeoCx/7YzPk/t+FvOkFNzTXb6ljPuri3f4Ztuk68FXQxXa0UTxcduyZ1xdOlZNwEl+TZgUjyLETxlNmd5PVHrjBh7ZEMt9Fj4n/a3TyrXU81zQ0AolRXNpjbssXSggOWBphyWK7i5e51WXvwYroL8rOdazHjl79JNlty+YlUHtT8zWBtML01B/67m67Rg/8A6PomlK6Sy/cUQgghira8Phk+dT2Wnh/twkAyD2v20137J+00x/FQEtK0C7NUY5elMYcttYlQy3BdLUMknnw+rEXOE2iLGW7+Axf+gIv74MI+iL2apkmSqmeTpTXfmLoTqtZhbMeaGQ4Rs/oysyfrxZAkzw5EkmchSpZ9Z2+le/J8Ly1m+mn28pxuPbU0EbblUaor2y1N2Wpuye+WxiSSvghJ6nFYQIZFzbL7+6n5cotHtbsZrP2d6prrtuUx7rXxaPs0NH4MXL1z/H5CCCFESRB0PIJx/3b7ttJhoqlyhg7aY3TT/UVDzma4rUnVcEvxonylmigevuBRKWUoVGJUypjlNP+NhqTo9O+BlmOWGoRY6nPQUo+DlvrE4Gpbr1Egs1kr043pLuYkeXYgkjwLUbLkpKiYtfaIgoWOmqP01BwiQPsn3kqMrU2CamC3pRFbzC05otbislqOZFK6Y2c6DguyfPJdikQaKeE8oDnDA5qzNNGctXUjB4hVXdhofpB15i5MHjWUNrUlaRZCCCHuZb3WZzV1JEAZYmiv+YtO2mPUVCLwUW5TnjtoldynaCatC3fLNcOjXkf+NvgzYGNyhjfZc2PNmAfzNK2lo8lpPiZTVQlRQiUmJvLiiy8C8Mknn+DsnE+FqUS2tBqFwL5+Wc6NOKZDjX+7UmkItjQl2NKUqaZRtFBO0UN7kCc8jlEq/go9tH/SQ/snABZV4YZSFn25WpQ9Vx+iakKZmuBVnUSjhRffmgcWC8+O+B89NGE4Y8RZScKVROopl3hAc5a6yuV0F2yLqnBQrcc6U2d+tbQiEWd8PJ1pVbP4X0yFEEKIvAgJv51t4gxwGw82WNqxwdLOtkyDBW+i8VVu8UQDPZcvnqFU4g10mIlWXcGlNAHN6vJAnRrsu2ri4z03OROrIwo3zHFafO84E+BXgUQu3PfnyMm0liWJJM9ClFCqqhIaGmp7LQpXL3/fbOdGbFrVK816CxoueTShct8nKNXQB64fxxK2kfgTm3GKPoveFIcPkXAzEm4eSPP3VJNC6PHaANTbOZZFhsz3+RW1LGFKbf401uSIpTZ/qdVtBcusyX1gX78S0Y1LCCGEyIv7STotaLiBFzdUL46GAVRLs165C5/vgrFU+vdGe9qb2RHRiazcd/+JM+RsvuuSRJJnIYSwk17+vgT4+WRahCS79fg0QuPTCLeub6T08Y6/BbfP3fMTDnfOgylVslyhIXdUHWE3jSRiIBE94aovRy21OGqpxU28WDCsGU2A9RvDiMskuRdCCCFExgoy6bRe0RfvzrzYV05Yh4hlNY91qxpl7uMvFD+SPAshhB1pNUqWY4myW2+jKClFu1y9oUqr9OsTEuDHlHm9Gf0bXi4uxGYy/caCVMlxlsm7EEIIITLUqkYZfD2dM61vogCepfRE/zst5L1DuHKSFGdW7Cujv5XVELHM1ksvs/QkeRZCiBIq2yfb5CJ5F0IIIYRNTuqbvPu/RgAZDuHq7e/D0r3n7zuOp9tVZ/PxazkeInbvepGWJM9CCFGCSXIshBBCFIyc1DeBjHt5hYTfzpfkOcDPh6l9/PI+REykIcmzEEIIIYQQQhSAvPbyyq7bN+R8zHK+DRETaOwdgBDCfpydnWWKqhJE9rcQQghR+KzJab8mlWhTq2yOnupau33Df928rZR/f8Z0qJHpepAxywVBUWWOGrvL6aTcQgghhBBCiJIjKJPintZu39mtFzmT03xMkuciQJJnIYQQQgghREbMFjXLbt/ZrRfZy2k+JmOehRBCCCGEEKKIkjHLRYeMeRaihEpKSmLChAlMmDCBpKQke4cjCpjsbyGEEEKI+1Pskud3332XHj16UKVKFVxcXChbtiwtWrTgww8/JD4+PsNtLBYLn332GY0bN8bFxYVy5coxePBgTp8+nenfOXjwIL1798bLywtXV1datWrF6tWrC+pjCZHvLBYLe/fuZe/evVgsFnuHIwqY7G8hhBBCiPtT7JLnhQsXcufOHQICApgwYQJDhgwhMTGRV155hbZt22aYQI8bN44XXngBs9nMCy+8QO/evdmwYQMtW7YkLCwsXfvg4GDat2/P7t27GThwIOPHjycyMpKhQ4cye/bswviYQgghhBBCCCEKUbErGJaYmJjhVCzDhw/n66+/5rPPPuO5556zLd+5cyddu3alQ4cObNu2DScnJwC2b99OQEAAHTp04Pfff7e1N5lM1K9fn8uXL7Nv3z6aNm0KQGxsLG3atOHkyZOEhYVRp06dHMcsBcOEPSQkJNChQwcAdu/ejYuLi50jEgVJ9rcQQgghRMZymo8VuyfPmc1hOnDgQADOnDmTZvnixYsBmDlzpi1xBujWrRs9e/Zk165dnDp1yrZ8x44dnD17lieeeMKWOAO4u7szbdo0TCYTy5cvz7fPI4QQQgghhBDC/opd8pyZTZs2AeDv759meXBwMK6urrRr1y7dNj179gRI8+Q5ODgYgB49eqRrb12Wun1GkpKSiImJSfMjhBBCCCGEEKLoKrZTVX388cdERUURFRXF3r17OXToED169GD48OG2NnFxcURERODv749Wq033Htau16kLh1lfZ9Qt28vLC29v7ywLjQHMmTOH6dOn5+lzCSGEEEIIIYQofMU6eb5w4YLt92HDhrFgwQL0er1tWXR0NACenp4Zvoe1v7u1XU63uXz5cpaxTZkyhYkTJ6Z5z6pVq8oTaFGoEhISMJvNQMo4D6PRaOeIREGS/S2EEEIIkTFrHpZdObAimTx7e3tz69atHLffuXMnnTt3TrPs/PnzAFy7do2dO3cyadIkWrduzZYtW6hcuXI+Rpt7Tk5OacZXW3dWlSpV7BWSKOF8fHzsHYIoRLK/hRBCCCHSi42NzfQhKRTR5HnIkCHExsbmuH1WXwR9fHwYMmQItWvXplWrVrzyyit8++23wH9Pj1M/WU7NmtSm/h+Yk22y+h+ekYoVK3Lp0iXc3d1RFCVX2xaUmJgYqlSpwqVLl6QCuLCR40JkRo4NkRE5LkRG5LgQGZHjQmSmMI4NVVWJjY2lYsWKWbYrksnzp59+mu/v2bJlS7y8vGwFvwBcXV3x9fUlPDwcs9mcbtxzRuObU4+Dbt68eZr2d+7cITIykrZt2+YqNo1GY/en4Znx8PCQE5hIR44LkRk5NkRG5LgQGZHjQmREjguRmYI+NnLyALTEVNu+e/cu0dHR6HRp7xd06tSJuLg49u7dm26bLVu22Nqkbg+wdevWdO2ty1K3F0IIIYQQQgjh+IpV8nzhwgXbWOfUjEYjL730EhaLhYceeijNurFjxwLw5ptvkpycbFu+fft2tmzZQseOHalbt65tebdu3ahZsyarV6/myJEjtuWxsbHMmDEDnU7HyJEj8/VzCSGEEEIIIYSwryLZbTuvDh8+zIABA+jQoQN16tTB29ub69ev89tvv3Hp0iXq1avHrFmz0mzTpUsXRo8ezZIlS2jatCl9+vTh+vXrfPvtt3h4eLBgwYI07XU6HUuWLKFnz5506NCBIUOG4OHhwY8//kh4eDgzZ85Mk2w7KicnJwIDA9MUNhNCjguRGTk2REbkuBAZkeNCZESOC5GZonRsKGp29bgdyMWLF/n444/ZtWsX58+fJyoqCjc3Nxo0aMCjjz7Kc889h6ura7rtLBYLn3/+OQsXLuTMmTO4ubnRpUsXZs2alWkiHBISQmBgIPv27SM5OZmGDRvy0ksvMXTo0IL+mEIIIYQQQgghClmxSp6FEEIIIYQQQoiCUKzGPAshhBBCCCGEEAVBkmchhBBCCCGEECIbkjwLIYQQQgghhBDZkORZpHHw4EF69+6Nl5cXrq6utGrVitWrV9s7LJGPqlevjqIoGf6MGzcuXfuYmBgmTpxItWrVcHJyolq1akycOJGYmJhM/8bq1atp1aoVrq6ueHl50bt3bw4dOlSQH0vk0KpVq3jmmWdo0aIFTk5OKIrCV199lWn7wtj/p0+fZvDgwZQrVw4XFxcaN27MZ599hsViuZ+PKnIhN8fF22+/nek5xNnZOdO/IceF47ly5Qoff/wxPXr0oGrVqhgMBnx8fBgwYAAHDhzIcBs5ZxR/uT0u5JxRMkRFRfHiiy/Spk0bfHx8cHJyolKlSnTt2pUffviBjMpsOeT5QhXiXzt37lQNBoPq5uamjh49Wn3llVfUGjVqqIA6a9Yse4cn8km1atVUT09PNTAwMN3Pxo0b07S9e/eu2qRJExVQAwIC1MmTJ6u9evVSAbVJkybq3bt3073/rFmzVECtWrWqOnHiRHXs2LGqh4eHajAY1J07dxbSpxSZqVatmgqo3t7ettfLly/PsG1h7P8TJ06onp6eql6vV4cOHapOmjRJbdSokQqoY8aMyedPLzKTm+MiMDBQBdQRI0akO4fMmDEjw23kuHBMkydPVgG1Vq1a6tNPP62+/vrr6oABA1StVqtqNBr122+/TdNezhklQ26PCzlnlAynT59WXV1d1W7duqnPPPOMOmXKFHXUqFFq+fLlM9wPjnq+kORZqKqqqkajUa1Vq5bq5OSkhoaG2pbHxMSoDRs2VHU6nXrq1Ck7RijyS7Vq1dRq1arlqO1bb72lAuqkSZMyXP7WW2+lWX7q1ClVp9OpdevWVaOiomzLjx8/rpYqVUqtVauWajQa7/sziLzbtm2bev78eVVVVXXOnDlZJkmFsf87duyoAuqmTZtsy5KTk9Vu3bqpgLpjx477+bgih3JzXFi/COf0ZpgcF47rhx9+UHft2pVu+a5du1S9Xq+WKVNGTUxMtC2Xc0bJkNvjQs4ZJYPJZMrwO15MTIzq5+enAurx48dtyx31fCHJs1BVVVW3bNmiAupTTz2Vbt3atWtVQJ0yZYodIhP5LafJs8ViUStWrKi6ubmlu/uXkJCgenl5qZUqVVItFott+ZQpU1RAXbFiRbr3GzdunAqoW7Zsue/PIPJHVklSYez/kydPqoDapUuXdO3379+vAuqQIUPu4xOKvMjv5FmOi+KpR48eKqAePHhQVVU5Z4gU9x4XqirnDKGqL7/8sgqoP//8s6qqjn2+kDHPAoDg4GAAevTokW6dddnvv/9emCGJApSUlMSKFSuYPXs2CxYs4OjRo+nanD59mqtXr9KuXTtcXV3TrHN2dqZjx45cuXKFM2fO2JZndRz17NkTkOPIURTG/s+qfatWrShdurQcL0XY7t27mTdvHh988AGbNm0iKSkpw3ZyXBRPer0eAJ1OB8g5Q6S497hITc4ZJVNiYiI7duxAURT8/PwAxz5fpD+yRYl0+vRpAOrUqZNunZeXF97e3rY2wvFdu3aNkSNHplnWq1cvvv76a7y9vYGsj4nUy0+fPp3mtZubGz4+Plm2F0VfYez/rP6GoijUrl2bQ4cOER8fT6lSpe7j04iC8NZbb6X53dfXlxUrVhAQEJBmuRwXxc/Fixf57bff8PHxoVGjRoCcM0TGx0Vqcs4oGaKiovj444+xWCzcuHGDX3/9lUuXLhEYGJhu/zni+UKePAsAoqOjAfD09MxwvYeHh62NcGxPP/00wcHB3Lx5k5iYGPbv389DDz1EUFAQjzzyiK0aYk6OidTtrK9z014UXYWx//PyN4T9NWnShBUrVnD+/HkSEhI4ffo0M2bMICoqikceeSRdTxY5LooXo9HIk08+SVJSEvPmzUOr1QJyzijpMjsuQM4ZJU1UVBTTp09nxowZLFy4kGvXrvHee+8RGBhoa+PI5wt58ixECXPvnd/WrVvzyy+/0KlTJ/bs2cOvv/5Knz597BSdEKKo69+/f5rfa9euzZtvvkmFChUYO3YsM2fO5LvvvrNPcKJAWSwWnn76aXbt2sWYMWN48skn7R2SKAKyOy7knFGyVK9eHVVVMZvNXLp0ibVr1zJ16lT++OMP1q1bl2GXfkciT54F8N9dmczuvsTExGR650Y4Po1Gw1NPPQXA3r17gZwdE6nbWV/npr0ougpj/+f0b1jvDouibcSIEeh0Ots5xEqOi+JBVVXGjBnDqlWrGDZsGF9++WWa9XLOKJmyOy6yIueM4k2r1VK9enVef/11Zs6cyU8//cTixYsBxz5fSPIsgKzHo965c4fIyMhMxyWI4sE61jk+Ph7IfoxyRmNJ6tSpw927d7l27VqO2ouiqzD2f1Z/Q1VVzpw5Q8WKFdMVExFFk8FgwN3d3XYOsZLjwvFZLBZGjRrFsmXLGDJkCF999RUaTdqvkHLOKHlyclxkRc4ZJYe1aJe1iJcjny8keRYAdOrUCYCtW7emW2ddZm0jiqcDBw4AKd1tIOWkU7FiRfbu3UtcXFyatomJiezatYuKFStSu3Zt2/KsjqMtW7akaSOKtsLY/507d860fUhICFFRUXK8OJDTp09z584d2znESo4Lx2axWBg9ejTLly/nscce4+uvv04zntVKzhklS06Pi6zIOaPkuHr1KvBfFXaHPl/kenIrUSwZjUa1Zs2aqpOTk3r48GHb8piYGLVhw4aqTqdTT548ab8ARb44ceKEeufOnXTLd+/erTo7O6tOTk7qhQsXbMtzO4H9yZMncz2BvbCf7ObzLYz937FjRxVQN23aZFuWnJysdu/eXQXUHTt23OenFLmV1XERExOjHj16NN3y27dvqx06dFAB9d13302zTo4Lx2U2m9WRI0eqgDpo0KBsz99yzigZcnNcyDmj5Dh8+HCa/WV169YttUmTJiqgfv3117bljnq+UFT139K6osTbuXMnPXv2xMnJiSFDhuDh4cGPP/5IeHg4M2fOZOrUqfYOUdynt99+m3nz5tGtWzeqV6+Ok5MTx48fZ+vWrWg0Gr788ktGjx5tax8XF0f79u05cuQIAQEBNG/enKNHj7J582aaNGnCnj170nV3mTVrFm+++SZVq1Zl4MCBxMXFsWbNGhISEtiyZQtdunQp7I8tUlmyZAl79uwB4K+//iI0NJR27drZ7u7279/fVtylMPZ/WFgYbdu2JSEhgcGDB1OxYkWCgoI4duwYo0ePto2PEgUrp8fF+fPnqVGjBi1atKBRo0aUL1+eK1eusHnzZm7dukVAQAC//PILBoMhzfvLceGY3n77baZPn46bmxsTJkzIsNBP//79adKkCSDnjJIiN8eFnDNKjpdeeoklS5bQpUsXqlWrhqurKxcuXGDTpk3cvXuXAQMGsG7dOlvXfoc9X+Q63RbF2oEDB9RevXqpnp6eqouLi9qiRQt11apV9g5L5JPg4GB18ODBau3atVV3d3dVr9erlStXVh9//HH1wIEDGW4TFRWlvvzyy2qVKlVUvV6vVqlSRX355ZczvLtotWrVKrVFixaqi4uL6unpqfbq1UsNCQkpqI8lcmHEiBEqkOlPYGBgmvaFsf9PnjypDhw4UC1btqzq5OSkNmzYUP3kk09Us9mcXx9bZCOnx0V0dLT63HPPqc2bN1e9vb1VnU6nenp6qu3bt1e//PJL1WQyZfo35LhwPNkdF2TQQ0HOGcVfbo4LOWeUHLt371ZHjhyp1q9fX/Xw8FB1Op1avnx5tVevXurq1atVi8WSbhtHPF/Ik2chhBBCCCGEECIbUjBMCCGEEEIIIYTIhiTPQgghhBBCCCFENiR5FkIIIYQQQgghsiHJsxBCCCGEEEIIkQ1JnoUQQgghhBBCiGxI8iyEEEIIIYQQQmRDkmchhBBCCCGEECIbkjwLIYQQQgghhBDZkORZCCGEEEIIIYTIhiTPQgghhBBCCCFENiR5FkIIIYQQQgghsiHJsxBCCCGEEEIIkQ1JnoUQQgghhBBCiGxI8iyEEEIIIYQQQmRDkmchhBBCCCGEECIbkjwLIYQQQgghhBDZkORZCCGEEEIIIYTIhiTPQgghhBBCCCFENiR5FkIIIYQQQgghsiHJsxBCCCGEEEIIkQ1JnoUQQgghhBBCiGxI8iyEEEIIIYQQQmRDZ+8ABFgsFq5evYq7uzuKotg7HCGEEEIIIYQoMVRVJTY2looVK6LRZP58WZLnIuDq1atUqVLF3mEIIYQQQgghRIl16dIlKleunOl6SZ6LAHd3dyBlZ3l4eNg5GlGSJCQk0KtXLwCCgoJwcXGxc0SioMi+FkIIIYTIWExMDFWqVLHlZZmR5LkIsHbV9vDwkORZFCq9Xo9WqwVSjj9JqIov2ddCCCGEEFnLbgitFAwTQgghhBBCCCGyIcmzEEIIIYQQQgiRDem2LUQJpigKNWvWtL0WxZfsayGEEEKI+6OoqqraO4iSLiYmBk9PT6Kjo2XMsxBCCCGEEEIUopzmY9JtWwghhBBCCCGEyIYkz0IIIYQQQgghRDZkzLMQJVhiYiLDhw8HYOXKlTg7O9s5IlFQZF8LIYQQBcNoNGI2m+0dhkhFq9Wi1+vz/X0leRYFxmxRCQm/zY3YRMq7O9OqRhm0GilUVJSoqsq5c+dsr0XxJftaCCGEyF8xMTFERkaSlJRk71BEBpycnPD29s7XmlKSPIsCEXQ8gukbw4iITrQt8/V0JrCvH738fe0YmRBCCCGEEPcnJiaGK1eu4Obmhre3N3q9XmazKCJUVcVoNBIdHc2VK1cA8i2BluRZ5Lug4xGMXxXKvc+2rkUnMn5VKAuGNZMEWgghhBBCOKzIyEjc3NyoXLmyJM1FkIuLC+7u7ly+fJnIyMh8S56lYJjIV2aLyvSNYekSZ8C2bPrGMMwW6TYqhBBCCCEcj9FoJCkpCU9PT0mcizBFUfD09CQpKQmj0Zgv7ynJs8hXIeG303TVvpcKREQnEhJ+u/CCEkIIIYQQIp9Yi4MVREEqkb+s+yi/CrpJt22RZxkVBLsRm3ninFpO2wkhhBBCCFEUyVPnoi+/95EkzyJPMioIVsHDiYqeLjnavry7TJNTFCiKgq+vr+21KL5kXwshhBBC3B9JnkWuZVYQ7HpMEtdjsi7VrwA+nilPqYX9OTs7s3HjRnuHIQqB7GshhBBCiPsjybPIlawKglm5OemISzIBpGunAoF9/WS+ZyGEEKIIyGgIllyjhRAiY5I8i1zJriAYwN0kEy93r8vagxfTtfWv6CHTVAkhhBBFQEZDsHw9nQns6yfXaiFEvurcuTO///47qurYM+5I8iyyFrIYDK7g2wS86+a40Fd171LsmdzVdjfbYlGZuO4ox6/GcPxKNP6VPAs2bpEjiYmJjB07FoBFixbh7Cxj0Ysr2ddCiNQyG4J1LTqR8atCWTCsmSTQQghxD0meReZUFXbOgoQ7Kb/rXOjq1YDpurIcV2vwl6UmZ9SKmDI4jMq7O6PVKLSpVda2LPjUTdYfucrnO8+wYFjzwvoUIguqqhIWFmZ7LYov2ddCCKushmCppNQnmb4xjAA/nxx14Zau30KI7KxcuZL4+Hh7h3HfJHkWmTMlwQND4OoRuHYMku/ifjOUEamOmkRVz1G1FuvN7fjF/CCxuGZaEOy5LrVZf+Qqm49f4/T1WOpUcM/yz8vFWAghhMiG2QjRlyH+FuhdwMkdDG4p/9VmPAdtdkOwVCAiOpGQ8NtpboJnRLp+CyFyomrVqvYOIV9I8iwyp3eGXnNSXlsscPssXD1C+F97uPZPCA014XgoCbRW/qG15h8CdSvZammOb8tRaLEA2jRvV7eCO70a+hB04hpfBJ/lo8eaZPqn5WIshBBC/CshCq4ehqiLEH0p5b9RFyHqEsReBdWS8XZaJ1QnN5I0pUjUeZBUrjHl/DoQF1ed/54xZy67oVrS9VuIkis4OJguXboQGBhI165dmTZtGn/++ScGg4FevXoxb948KleubGsvY55FyaLRgHcd8K5DjcaDOHk8gl4bjmOIvUB3TSgDtbuor7lEX+1+2LMfjr4FjQfDA09A+fq2t3muS22CTlxj/ZErvNS9DtXKuqb7U3IxFkIIUeJFnoFTQSk/F/4A1ZxpU4vGQKJTWfSWZHSmuyjmf6eNNCehxCfhzC2cAaJOwOk1dAf+dHIn1FKXUEsd/rTU4Zhak0Sc0rxveffMayPkd9dvIYqbhISETNdpNBqcnJxy1FZRlDR1SnLTNjExMcNk1cXFJdP3yK39+/czZ84c+vTpw4svvkhoaChr1qxhz549HDx4kAoVKuTb3yoKJHkWedLL35cAP59/u1U/xB23dzC7XEJ7dA38tQ5iI2Dv/JSfyi2hy1So1YVGlT3pXK8cwSdvsiD4LO8OaJzmfeViLIQQoiSxDlG6GR1Lrfi/aBD7B5rTW1J6e6XmVQPK1obSVaB0VShdlX23XJm59y5hMU6o8RogpZfW2/3qoDPFEbjuAKWURNxIoJwSRVPNGZprTtFYCaesEkuA9k8CtH8CkKxq2WZpzhpzN/ZaGuLlmvEQLKv87PotRHHUoUOHTNe1a9eO+fPn234PCAggMTHjf0/NmjVj0aJFtt/79u1LVFRUhm39/PxYuXKl7fdBgwYRERGRrt2hQ4eyCz/HtmzZwpIlSxg1apRt2TvvvENgYCBvvPEGS5cuzbe/VRRI8izy7N6CYOANlZpCj5lwegscWQ2nt8Llg/B1f6jVFbpP54WutQk+eZPv/7xE+9remFXVNqZZLsZCCCFKiqDjESzdsJ3+8T/SV/sHHkqqJ0oaPVRvB3Ufgro9oEzNdNuO3xyKStonSNeiE3lm9V+ULqUninLY7karsMXSCgADRhprL/AAJ2muOU1zzSkqKFH00YbQRxvCRUs5vjd249LFmlSvXivD2HM6+0ZO2wkhHFO9evV4+umn0yx77bXX+Oyzz1izZg0LFizAYDDYKbr8J8mzyH86AzTom/Jz9wbs/hAOLoGzO+DsTpo3foz25bqz52Ypnl9z2LaZr6czvf19cvQn5GKcf0qXLm3vEEQhkX0tRP7La3HLP3b/hmnre6zVHECrS8lwI1UPdpqbsMPSjP8NGkZA0zqZ/s2semkBRMUbM/3byeg5ZK5Nh+69mXHwIhHRCTRQLvK4dgcDdHupqrnJRNZi/modyXUeQtvyKUKUB7gRZ7R9xoTkzLuRp5ZV128hirPdu3dnuk6j0aT5fdu2bZm2VZS055ONGzfmuO13331X4GOM27Vrl+7vuri40Lx5c4KCgjh16hT+/v4FGkNhkuRZFCy38vDQu9D6GdgxA47/AMfWslT9ga90Pfjc1I8Y3ICUJ8pL957P0dvKxTh/uLi48Ntvv9k7DFEIZF8Lkf9yXdxSVeH8btTdH9H23A5bXc3t5qYsNvfhgKU+KhoU4EjQRbo+UBsgXXKeXS+tnKruXYo9k7v++/5NKe/+GC6VnYk9/D3hW76gsfoP2tOb4PQmqqjebDD141tzF9xdnLibmHlyDinDrDKbfUOIkiA344oLqm3q8c8FpXz58hkut451jo6OLvAYCpMkz6JwlKkBA5dhfvB5Di99gRYc5xndJh7X7uQzU3+Wm3tlOF90RnzlYiyEEMLOclrc0mxRCTkXifbUJhqcXYb7raMogEnVsNHShoWmvvyjpp3CxTpE6bMdZ1h78GK65PyhHPbSyk55d+cMhmCB+4Mj0Fd7lD6fr2Ugv/Godg+VlUjm6JcyXLuVmUnD2Ks2ooqXC5fvJNhivvczBPb1k/okQhRzN27cyHD59evXAfD09CzMcAqcJvsmQuSfkKRqDEyYwsjkSfxjqYKnEs9U/WrWGd6hqnI9TdvMLrcDm1eWi7EQQgi7yUm36ekbw/j1WASj5izGfWV3WoVMwP3WUZIwcMD7f3RO/pCXjc+lS5xT++i3U+meMEdEJ7Ish720MqOQ/Y3ouhXcuWqoznTTCFonfc5045NEqa400FziG8Mclurfo5LpEp8/0Qwfz/RPtxr4utOzYf4k+UKIomvv3r3puoYnJCTw559/4uLiQt26de0UWcGQ5FkUqpSxygrBlib0Tp7DJOMYYtRSNNOc4VfDFAZodgEqT7ernu5iXMqQ0r9tTcglIu8mFX7wxVBiYiJjx45l7NixmVZ5FMWD7Gsh8k9OiltGR0dxZd1EliZPwl9znhi1FJ+a+tM2cT6PXR7IZTXjro75QQFKl9KjkP5GtPX37J4Kh4Tf5s6/46aTMLDc/BCdkj5iuaknRlVLN+1hViW/RNMTs9nzQhPWjHmQ+Y834cPBD2DQKvwdEct3f14uiI8nhChCTp48ybJly9Ise++997h58yZDhgwpVsXCQLpti0KWeqyyBQ3rzF3YY27ER4YvaK35hw8MX9LFfJjytb5kap+uacZ5Na7syaNf7OXU9bu8+t1Rlo1oiUaeQN8XVVUJDQ21vRbFl+xrIfJPdkUrO2uOMFO/jMpKJADrzW2ZYXySSPK/+6JC2i7T1qviu/9rBJBuTLZPVmOyU8noM0bjxnTTCL42BzBFt5oAbSi+J1fChfW06TQZWo4BnYGbsUnM2fwPM34Jo1PdclTwkDolQhRXPXr04Nlnn2XTpk3Ur1+f0NBQtmzZQpUqVZg9e7a9w8t3kjyLQtWqRhl8PZ25Fp1ou9hfxZshyW8yTruRl3Xf87D2AGrQwyguC2lTK+0ceZ8OacYjn+0h+ORNlu4Nx7+iZ64rnAohhBA5lVE17cxuQHkTzTT91/TT/gHAZdWbN41PE2xpkun7Z5T85vT21tPtqrP5+LUsk+MAP588VQPPqjDnObUiY4yv0tZ8nMUVfsT1zj+w5Q346zsYsJRR7Wvw618RHL0czdSfjvPlsGYcPH9HrtdCFENt2rRh6tSpvPnmm8yfPx+DwcDjjz/OvHnzbEXDihNJnkWh0moUAvv6MX5VaJovCBY0LDD3Y6/Fn9Vll+AacwFW9IV2E6DL1JTpr4B6Pu682acB09afYNamv9O8d5YVToUQQohcyqiatlcpPfHJpntaqgzS/s5U3TeUVuIwqwrLzA/xkWkg8WSehGaW/D7esgof/XY62/gC/HyY2scvy+Q4o4JgOZHRze7UFCDcvQXOz70CR7+BbW/B1cOwsCO6Ph8wb2AfHv50N7/9fZ0WM38jKuG/6txyvRaieOnYsSO7du3Ksk1wcHDhBFPAZMyzKHS9/H1ZMCx9gREfT2fGDx2E6wt/QLPhgAp7P4alARB10dbO280pw/e1VjgNOh5RgNELIYQoCazVtO8d23wn3kiSSaW8e8pNXS9iWaGfy3v6RZRW4jhhqUb/5BnMMg3LMnGGlOR3z+SutvHCa8Y8yJ7JXXm+ax18PZ0zLZyZuuCXNTnu16QSbWqVzbcnutab3da/d+/fh3/HTet00HwEjN8L1dpB8l346Rnq/fEK/Rp4AKRJnEGu10IIxyXJs7CLXv6+GX5h6OXvC05u8MinMPhrcPGCiCOwpDtcPYzZovLOL2EZvmfqCqdmi4zpFEIIkTdZVdO20mo0rOrtzK/Ob9JJe4wE1cBs4xCecX6f8UMG3Ffym+PEtYC7Pmd1s9s6FZeNZ2UYsTGlt5iigWPfMuHMKBop59K9r1yvhRCOSrptC7vJtiuZ3yNQqRmsfgyuH4flvTnVfj4R0a6ZbmKdGzMk/HaeuqkJIYQQ2VXTBngwdhttf1+GhiQS3auxr8V8ulRuzOR/E2KNRkk3RAlynvxaE9e8FvzKL738fXM+blqjhU6ToEZHkr59iipxV/nREMg802MsMfdGTfXMRq7XQghHJMmzKNo8K8NTm2HdcDi3k/o7n2GYdgSrzAFZbpZdJVTxH2dnqYJaUsi+FiJnsrqG6DAxVfcNT+m2gBmoHYDzgMV0dfFK0y4/kt9cJa4FKNfjpqs+yPZOP8DGCfTWhjBVv5oOmr+YaHw2XcVxuV4L4Zg6d+5cImfvkORZFH3OHjD0O/jlZZTDXzNTv5yqyg3mmIakuYudWlZVQsV/XFxc2LNnj73DEIVA9rUQOZfZNcSbaD43zKe15h8ALjd6nsqPvpPyxDUD+ZH85rXgl715la3AEOMEHrfsJFC3ko7av/hJeYuRxkmcVSvZ2pV3d86worlU4xZCFEWSPAvHoNXDI59iKV0Nzc6ZjNVtorJyk5eNz5LEf5OvK6Tc1W9Vo4z9YhVCCOHQWtUoQ3l3J27EJtmWNVHOsMDwMb7KbWJVF2bqX2T2o1MgmyTPUZPf+5VSrduFb6O7cshSl8X6D6ihuc4PhrcZnfwKh9T6OOk0nL91l4nrjqR5Oi/VuIUQRZUUDBOOQ1HQdHqNo63eI0nV0VsbwmrDLMoQk6ZZYRRREUIIUbx5uuhtrwdpg/nW8A6+ym3OWnzpn/wOXfo/JdeaLKQuenZWrcyA5OmEWmpTWonjG8Mcemv2k2SyMOXH4+nGl0s1biFEUSXJs3A4D/Qey5HOy4jBleaa0/xoCKSKch2Ax1tVkTvVuZCUlMSECROYMGECSUlJ2W8gHJbsayFybtGuc5y+cReDTsPEUpt5T78IJ8XEFnMLxjq/x2tD+8q1JgdSV+u+jQdPJE9lq7k5ToqRzw2fMka3OcPtpBq3EKKokm7bwiG17tIPs189ElcOoHrcZTa6vcvDd98g9II7qqqiKPI0ICcsFgt79+61vRbFl+xrIXLmr8vRfLD1JKDyc/0d+J35GoDTdUbj0fp1ttb0lifOuXDvuG931/ZYTs1Dc3AxU3Vf40MkM01D09UwkWrcQoiiSJJn4bC0FeqjHbcdvupD6VtnWGOYxeDr0wgJb0jrmnKhFUIIkb3Uxao8XfRM33ACs8XMcp8f8TvzY0qjboHU6TCROvYN1WGlG/dd+z1OxHvQ8MQHjNJtxle5la6GiZVU4xZCFCWSPAvH5u4DIzbC8t5UuRPOGsNMFu2uQOuaPe0dmRBCiCIu6HhEuqmkNFj4yHkpXaJ2pizo/T60GmOnCIspRSGm2XO8cDiJ9/Vf0lsbQjklijHJrxCFe5qmUo1bCFGUSPIsHJ9HRRj5C8lLHqJ67EVGn5tA5NUteFesZu/IhBBCFFFBxyMYvyqU1CNq9Zj4SP85D3MAFQ1K/y+gyRC7xVictapRhonuXRkR48VCwwe01JxijWEWQ5Kn2hJonUbh5PUYqcYthCgypGCYKB48K2N4+hduaspTU4lA8/UjcPeGvaMSQghRBJktKtM3hqVJnJ1IZpH+Ax7WHiBZ1TJF9yrmxo/bLcbizlqN+4DagEHJb3NDLU0DzUVWGebgwV0ATBaVtzeESTVuIUSRIcmzKD68qnGk29dcVctQJuE86oq+EBdp76iEEEIUMSHht9MkZK4ksMIwly7aoySoBkYbX2Xt3SaEhN+2Y5TFn7Uad6xHbYYkTyVS9cBfc541Lu8x9+Fq6LUZd82WatxCOJ7OnTsXi4K+kjyLYqVT61Y8p5vOdbU0ys1/YGU/iJcvP0IIIf6TugiVKwmsMszhQc3fxKguPJn8OrssD6RrJwpGL39f9kzuyszRAzjWdSVGJy8aqqd56OiL6M0JmW6Xuhq3EMLxrV27FkVR2L59O0ajkR9++IGRI0fSoEEDXF1dcXd3p3Xr1nzxxReYzWa7xSnJsyhWDDoN7Vu3Zkjym0RpvOD68ZQEOuGOvUMrklxcXDh06BCHDh3CxcXF3uGIAiT7Woj/lHd3BsCAkS/1H9FUc4bbqhtPJE/lkFo/XTtRsKzVuLt26oJ+5Hpw9sTj5p8sN8zDhaxvYMgNDiEcw8qVK/n7778zXb9+/XpKly5Nx44dOXv2LAMHDuTHH3+kXr16PP/88wwdOpTLly/z3HPP8eijj6Kq9ul1IsmzKHaeaF2VC0olBiZMweRcFq4dg7XDwJRk79CEEEIUAa1qlKFcKS0f6T+ng/Y4d1VnRiS/znG1JgAKKUWpWtUoY99ASyLfB+DJnzDp3Wit+YfF+g9wIjnT5nKDQwjHULVqVerXr5/hOqPRyObNm+nduzd6vR53d3e++OILrl27xs8//8zcuXP58ssvOXXqFC1atGDjxo18//33hfwJUkjyLIodX08XAhpU4IxamZllZmPUucKFPVg2vAB2ukslhBCi6IiIiuc182L6aENIUnWMNU7kr1SJM0BgXz+ZDsleKjVHGfYDcTjTXnuChfqPMGBM16yCh5Pc4BDCToKDg1EUhbfffptdu3bRqVMn3NzcKFOmDE888QSXL19O0z6rMc/BwcFER0fTr18/ACpVqsT48eMpVapUmnaurq5MnDgRgN9//70APlX2JHkWxVJ9n5RpLr46586o+OcxqRo0x77lzLqpdo6saElKSmLy5MlMnjyZpCR5Ml+cyb4WIkVckondi15msPIbZjQE6l/iD4u/bb2PpzMLhjWTaZDsTFvtQY53Wky86kRn7VE+189HjylNG51G4XZcMmaLyr6zt1h/5Ar7zt6SImKiSEhISMj0597rcFZtExMT89w2MTExw3b5af/+/QQEBFC2bFlefPFFWrVqxZo1a2jbti3Xr1/P0XusX78eg8FAr169sm2r1+sB0OnsM+OyzPMsip2g4xHM337a9vsuywO8aXqad/VLqP335xzbVIXGfcbbMcKiw2KxsH37dgDefvtt+wYjCpTsa1FSmS0qIeG3uRGbSDk3Jy5tfp8hid8CENNtHrPajabfv+vLu6d01ZYnzkVD6y6PEKIu5IFdYwnQhvIRX/CC8Xm83VxIMpm5EpVIn092owI3Y/9LRmQeaFEUdOjQIdN17dq1Y/78+bbfAwIC0iW+Vs2aNWPRokW23/v27UtUVFSGbf38/Fi5cqXt90GDBhERkX5Kt0OHDmUXfo5t2bKFJUuWMGrUKNuyd955h8DAQN544w2WLl2a7Xts2LCBLl264OHhkW3bZcuWAdCjR4+8B30fiuWT51WrVvHMM8/QokULnJycUBSFr776KtP2MTExTJw4kWrVquHk5ES1atWYOHEiMTExmW6zevVqWrVqhaurK15eXvTu3TtfD0SRNxnN3Qmw1tyVBaa+ADQ4+Cbmc7sKPzghhBCFKuh4BO3n7mDI4v1MWHuE75a9z2O3FgBwpflreHUYYytW1a9JJdrUKiuJcxHTquuj6J5Yg0Wj52HtfvY038P+N7qx4fn2lCll4EZsUprEGWQeaCEKU7169Xj66afTLHvttdcoV64ca9asITk585oFAKGhoVy6dMnWZTsrixYtYvPmzXTt2pXevXvfV9x5VSyfPL/55ptcuHABb29vfH19uXDhQqZt4+Li6NSpE0eOHCEgIIAhQ4Zw9OhRPvroI3bu3MmePXtwdXVNs83s2bOZOnUqVatWZdy4cdy9e5e1a9fSrl07tmzZQufOnQv4E4rM3Dt3Z2rzTI9RRbnJw9r9mNYOhTG/Qbl6hRyhEEKIwhB0PILxq0JtN1O7akJ5T78QgMWm3lSp/jSV7BeeyAVt3e7wyKfw8zgqnfgSajagStMR6LKYB1ohZR7oAD8fuSEi7GL37t2ZrtNo0j6/3LZtW6Zt7x0nvHHjxhy3/e677wq8KnW7du3S/V0XFxeaN29OUFAQp06dwt/fP5OtU7psQ8oT9axs2rSJ559/nmrVqrFq1ar7DzyPiuWT5yVLlnD+/Hlu3rzJuHHjsmw7b948jhw5wqRJk9i6dSvvvvsumzdv5q233uLIkSPMmzcvTfvTp08TGBhI3bp1OXbsGB988AELFy7kjz/+QKfTMXr0aEwmUyZ/TRS0rKasUNHwinEchyx10SXHwDeD4O7NQoxOCCFEYbi3F1JL5R++0M9Hp1j4wdyBOaYnmP7L3zI21pE0GQKdXk95/ctETu5dz43YzOs3yDzQwt5cXFwy/XFycspxW2dn5zy3dXZ2zrBdfipfvnyGyytUqABAdHR0ltuvX7+eFi1aULly5UzbbNmyhQEDBlChQgV27NiBr6/9hmQUy+S5e/fuVKtWLdt2qqqyZMkS3NzceOutt9KsmzJlCl5eXixdujTNHZvly5djMpmYOnUqnp6etuUNGzZk+PDhnD17lh07duTfhxG5kt2UFUkYGJM8kUT3ahB1AdY8DsnxhRSdEEKIwpC6F1INJYIlhvdxVoz8Zm7KZOMYLGgksXJEnV+Hxo+BaqbO789RV7mU7SYyD7QQBevGjRsZLrcWC0udL93rwoULHD16NMsu20FBQfTv3x9vb2927txJzZo17y/g+1Qsk+ecOn36NFevXqVdu3bpumY7OzvTsWNHrly5wpkzZ2zLg4ODgYwHqffs2ROwX+l0kTJ3p6+nM1l10HL2LI9++A/g4gVXDsFPY8FiKbQYhRBCFCxrwuRBHEv07+OpxHPIUpfnjBMwpRqxJomVg1GUlO7b1dqhN91lmeE9ynEny01kHmghCtbevXvTdQ1PSEjgzz//xMXFhbp162a6rbXLdmbJszVx9vLyYufOndSuXTv/As+jEp88A9SpUyfD9dbl1nbW125ubvj4+OSofUaSkpKIiYlJ8yPyh1ajENjXDyDTBPrVHvXQlqsDj68GrQH+3gg7ZxZekEIIIfJNRtMUWSwqGix8qv+UWpoIrqhlGZf8MkkY0mwriZUD0jnBY6tQy9amshLJUsP7uJD+JohCStVtmQdaiIJ18uRJWwVsq/fee4+bN28yZMgQDAZDJlumJM81atSgUaNG6dbdmzhnlq8VtmJZMCynrH3wM+tOYC2XnrqvfnR0dKZ9+zNqn5E5c+Ywffr0XMcrcqaXvy8LhjVj+sawNMXDtBoFs0Vl9+mbDGheGaq1hX6fw49jYPcHUKkF1LdP5T57cXZ2thW0uHecjCheZF+L4ijoeES6c72ni56EZBOv69bQSXuMBNXA2ORXiOS/a71CynzOklg5qFJlUIZ+R/KXXWmcHM58/eeMM76M5Z5nQoF9/aRYmBAFrEePHjz77LNs2rSJ+vXrExoaypYtW6hSpQqzZ8/OdLuoqCh27drF888/n27dP//8Q//+/UlKSqJz586sWbMmXZvq1aszcuTI/PwoOVKik2d7mTJlChMnTrT9HhMTQ5UqVewYUfHTy9+XAD8f29ye5d2d0WkVHlu4j5+PXCXAz4c+jX2h8WC4EgoHFsBPz8DYYChby97hFxpFUfK9cIQommRfi+Lm3mraVtEJRgZodjFWvwmAV43jOKFWt623plKSWDm4MjUxDPsW81cP04M/map+wwzTk7bV4zrVknmehSgEbdq0YerUqbz55pvMnz8fg8HA448/zrx582xFwzKyadMmTCZThl22r127RlJSSkHAtWvXZrh9p06dJHkubNYnzpk9KbZ2p079ZNrT0zNX7TPi5OSUrsqeyH/WuTtTe65LbT7dcYapP/9Fy+pelPdwhh4z4OphuLQf1g2HUdvAUMpOUQshhMjOvdW0U2umnGK2fgkAp+s/S2h4Z0j1ZNrH05nAvn6SWBUHVVuj/d+X8P3TjNJtpmWz5ixO6sbGoxH8cTYSVVXTTaEjhMh/HTt2ZNeuXVm2sdaNslq/fj1lypShffv26dp27ty5wKfYyqsSnTxnN0Y5ozHRderUYd++fVy7di3duOfsxlAL+3uhax12/HODE1djmPT9UZ7pVIsbsUlUavURzW/3Q7l+HH55CR5dmFKYpJhLTk62dal54403shyXIhyb7GtRnKSupp2aD7dYaPgIJ8VEkLklni0msmewd5peSK1qlJEnzsWJ/wC4cx62v0Pj4+8yY3ArtoVpOHo5ml2nI+lUt5y9IxRC3CM5OZmgoCD69euHTudY6WiJLhhWp04dKlasyN69e4mLi0uzLjExkV27dlGxYsU0ld06deoEwNatW9O935YtW9K0EUWPQafho8eaoNMoBJ+KZMjiA0xYe4SB34TzXPILWBQtHPsWDi6xd6iFwmw288svv/DLL79gNpvtHY4oQLKvRXGSUZVsZ5JYZPiQcko0f1uqMNE4nht3k229kPo1qUSbWmUlcS6O2k8E/4FgMVH6lzGMbZoyg8qn208X2adXQpRkBoOBmJgYvv76a3uHkmslOnlWFIXRo0dz9+5d3nnnnTTr5syZw507dxg9enSaLj9PPfUUOp2OWbNmpem+feLECVauXEmtWrXo2rVroX0GkXvnbt7FZEl/Md0cW4s5yY+n/BI0BS4dLOTIhBBC5ET6Ktkq8/SLaKwJ55bqzhjjq8TjLNW0SwpFgUc+gXIN4O51nr81i1I6C4cu3GHfuVv2jk4IUYw41nPyHFqyZAl79uwB4K+//rIts/a179+/P/379wdg0qRJbNiwgXnz5nH48GGaN2/O0aNH2bx5M02aNGHSpElp3rtu3bq8/fbbvPnmmzRu3JiBAwcSFxfHmjVrMBqNLF682OG6H5Qk1nFyGVGBJebetHE6R1fLPvhuBIz9Hdyky5cQQhQlN2LSPnl+VrueR7T7MKpank1+iStqOZmmqKQxuMJjq2BRZwxX9rPYtxpDL/Xj0+1naFvL297RCVHsFOVxyQWpWGZ5e/bsYcWKFWmW7d27l7179wIppc2tybOrqyvBwcFMnz6d77//nuDgYHx8fHj55ZcJDAzE1dU13ftPnTqV6tWr8/HHH7NgwQIMBgNt27blnXfeoWXLlgX++UTeZTZOzkpF4YX40Rwsf4NSMWdRv3+a/e2WcCPOJGPlhBDCDswWNc2Y5atR8bz2/THb+o6aY7yq+w6AQNNIQtQGKa+lmnbJ410bHl0A3w6j3c1veURXgQ3nHuTQ+du0qC43UoQQ909RS+ItgyImJibGVsXbOle0KBjrj1xhwtoj2bZb2sedTsGPoTPH84XpEeaZUrpz+xazKq0JCQl06NABgN27d8tURsWY7GvhiDKax9nq8ZZVCKhsoenmvpQhhtWmLrxhGlPsztMiD7YFwt6PSdK40CdhOr61m/Bs59pSNE7km8TERMLDw6lRowbOzjI8pCjL6b7KaT5WLJ88C5GZnI5/W3HaiZ8SRvOZ4ROe1W3gsKU22ywtuBadyPhVoSwY1ky+mAkhRAHKbB5nq061vOh2eBwQQ5xXfdzbf8Ca0qUlMRLQdRpcDcUpfBcL9R/R7/QMhpyOtK2WGywiv8gzyKIvv/dRiS4YJkqeVjXK4OvpTHZfq3adiuQXy4MsNT0EwDz9Iipw2/YlbvrGMMwZFB0TQghx/7KaxxlAASI2TocLe8DghuvQVfRtXkuqaYsUWh0MWEaiSwVqaSKYp18EqY4m643woOMR9otRODS9Xo+iKOlm6xFFT1xcHIqioNfr8+X95MmzKFG0GoXAvn6MXxWKAmm+mFm/bnVvUJ5tf98A4F3TEFpq/qGxJpwP9QsYZpyCioaI6ERCwm/TplbZwv4I+crZ2Zlt27bZXoviS/a1cCTZ1adoq/mLkabvU07cD38M3nUKLTbhGMylvHne9BJfqG/SWxvCGMsmFpsfBlKu/QopN8ID/HzkhovINa1Wi6enJzdv3iQpKQkPDw90Ol2aGXqE/aiqislkIiYmhpiYGEqXLo1Wq82X95bkWZQ4vfx9WTCsWbpxdD7/duNKMllsybMRHS8Zn+MXw1TaaU8w1rKJhea+QMbzjDoaRVHw8vKydxiiEMi+Fo4kq/NrOe7wsf5zNIrK+WqDqN54UCFGJhxFSPhtfoutxjva4czUL+d13Rr+Umuy3+IHpCTQxeVGuLAPHx8fXFxcuHHjBjExMfYOR2RAq9Xi6+uLp6dnvr2nJM+iROrl70uAn0+aCq7WcXL7zqadE/KcWpHppuHM1S/mVd069loaclytKfOHCiFEAcns/KrBwnz955RTYvjbUoWYttOpXrihCQdhvQGzytydpprTDNDu4VP9p/RKepdbeKZrJ0RuKYpC6dKl8fT0xGw2YzKZ7B2SSEWn06HVavO9N4Akz6LE0mqUDO82W8dFX4tOtHXr/tbcmU6ao/TWhvCJ/nNGOX9QLOYPTU5O5qOPPgLg5ZdfxmAw2DkiUVBkXwtH0qpGGTycdcQkpv0y+qLuR9pqw4hTnXjbaRKr61S0U4SiqPvvBozCVOMo/JXz1NNcZp5+EaOMr2IdrCU3wsX9UhQFnU6HTidpVUkgBcOEuId1XDSQqrCYwhTjaK6qZaipiWBlpZ+KxRgps9nMd999x3fffYfZbLZ3OKIAyb4WjuTszbvEJ6c9TttqjvOi9icAphpH8VS/gGJxHhYFI3WB0EScmGB8niRVTzftYYZrt6KQUnW7ONwIF0IUHkmehciAdVy0j+d/d6SjceMV47OoKFQJ/w7C1tsxQiGEKJ4SjWZeXHMYk0XFz9cDHw9nyhHF/H/HOa/XdKfXEy/KNEMiS/feCP9Hrcps0xMATNWtpp5ykcC+fnIDRgiRK5I8C5GJXv6+7JnclTVjHuT9QY3xdjWwz+LH4aojUxpseBGiL9s1RiGEKG7e23KSf67FUtbVwFdPt2TvpE78Vv1ryinRxJeuy8OTV0riLHLk3hvhK8w92GFugpNi5LtyS+lVr7R9AxRCOBzpnC9EFv4bF10WjaIwcd1RRl0M4KDPYXTXjsBP42D4etDkT/l7IYQoacwW1Va88Vp0Ikv3hAMwb2DjlPGoe+fjeW0f6F0pNfQbcHK1c8TCkaQuEHr25l1e3/AMmzSvUy7mNGydBn3et3eIQggHIk+ehcih/k0q0cDXgzuJsND7DdC7wvndsHe+vUMTQgiHFHQ8gvZzdzBk8X4mrD3CnM3/ANCpbjm6NagA1/6C7TNSGveaA+Xq2jFa4aisN8KHPViNBxs14BXjuJQVBxfDyc32DU4I4VAkeRYihzQahSkP1Qfg48Nmbnf89wvdzllw5U87RiaEEI4n6HgE41eFEhGdfqqgXadusuXoBfjxGbAYoV5vaDbcDlGK4mZ4m2rssjzAMkuflAU/PwsxEfYNSgjhMCR5FiIXOtYtR4c63hjNKtMvNwW/fmAxpXTfNspckUIIkRNmi8r0jWG26QAzcnPDW3DjBJTyhr6fQD7P1SlKpubVvGjg68G7yYOJdKsHCbfh53Fgsdg7NCGEA5DkWYhcmtwr5enz+qMR/NX0HZJdykHkKa78NA2zJauvgkWPk5MTGzZsYMOGDTg5Odk7HFGAZF+LoiQk/HaGT5ytWil/84Tp3xkNHvkU3MoVUmSiuFMUheFtqpGMnpdML6DqXOBcMOz7zN6hCSEcgCTPQuSSfyVPHm1aCYABX/3Ns9EpXQl9TizmmTkLCDruON2/NBoNFStWpGLFimg0cjoozmRfi6LkRmzmibMb8XxgWIBGUblQbQDU712IkYmSoF+Tirg769gTVYaTTaemLNz+Dlw9bN/AhBBFnnyDEiIPWlTzAiDZbOE3S3N+NLdHq6hMSfqEl1btd6gEWgghClt5d+dM1wXqVlJZieSipRzX2gQWYlSipChl0DGoeRUA5l5vBQ36poyt/2E0JMfbOTohRFEmybMQuWS2qHy280yaZdONw7mhlqaWJoKJuu+YvjHMIbpwG41G5s+fz/z58zEajfYORxQg2deiKGlVowy+ns7cO4q5p+Ygg3S7sKgKs5xeokXdqnaJTxR/T7apBkDw6Ugut58L7r5w6wzsmGnnyIQQRZkkz0LkUkZj9aJxY4pxFACjtb/iG3OMkPDb9ggvV0wmE19//TVff/01JpPJ3uGIAiT7WhQlWo1CYF+/NAXDyhHFbP0SAL409+XRfgPQaqRImCgYNbxd6Vi3HKoKK4/GpBSlA9j/BVz4w77BCSGKLEmehcilzMbqbbc05wdzezSKynv6hURGRRVuYEII4UB6+fvSpZ61EJjKu/rFlFViOaVUp9bgmfTy97VrfKL4G/5gytPnbw9e5HeacKHq/wAV9ednITnOvsEJIYokSZ6FyKWsxupNNw7n+r/dt5uf/aIQoxJCCMcTHpmSoCz1P0E37WEsGgO1nllNz8bV7ByZKAm61C9PmVIGohNMjFh2kIdP9eaKWhblTjgXvn3N3uEJIYogSZ6FyKXMxuoBxODGFONoAHzDlsLFA4UbnBBCOIjwyDjO34qnpvYGXS/MB0DTPRCtT0M7RyZKim1h17gdn2z7PZZSTDaOBaDa2W8I2fGTvUITQhRRkjwLkUvWsXpAhgn0Dksz/qnQBwUV1j8LxoTCDVAIIRzAzn9uACqfui5HMcZBtfbw4LP2DkuUEGaLyvSNYemW77E04htTNwAq75qEOSGmsEMTQhRhkjwLkQe9/H1ZMKwZPp5pu3AbdCn/pEZdH4CxVAW4dYarP05l/ZEr7Dt7yyEqcAshRGEIPnWTIdodNEw+CjoX6PcpyBzkopBkVPzTarbpCS5ZylGRG9z8cVIhRyaEKMp09g5ACEfVy9+XAD8fQsJvcyM2kfLuzvhX8uCp5Qc5dOEOE9Sn+EJ5F5+wZaw8Upk/1Xr4ejoT2NdPCuEIIUq0+GQT4edO8bludcqCbtOgTE37BiVKlMyKfwLE4cIk01jWGGbhc3oNnBkEtbsVYnRCiKJKUVU120dhTz/99H3/of79+/PII4/c9/sURzExMXh6ehIdHY2Hh4e9wxH3KSbRSN9P93DhVjzv679koHYXZywV6Z08ByN6ABYMa1YkEmiLxUJ4eDgANWrUQCNPfYot2deiKNkedg3WPE437WHUyi1Rnt4CGq29wxIlyL6ztxiyeH+Wbd7WfcVI3VbwqAzP/gHOnoUUnRCisOU0H8vRk+evvvrqvoJRFIXq1atL8ixKBFeDjkSjGYB3jMPopDlKbc1Vxms3MN88AAWYvjGMAD8fu89hqtFoqFWrll1jEIVD9rUoSm7v/4ZB2sOYFD26fp9L4iwKnbX457XoRDJ6iqQAK0qNZITraZQ74bBlKvT7rLDDFEIUMTl+9PDSSy8RHh6e659z586Rg4fbQhQbIeG3uR6TBKRU337bOAKAZ3XrqaVcQQUiohMJCb9txyiFEMI+1Njr9Lj4IQAX/J+HcvXsHJEoibIr/gkw+ZFmKP2/SGlx+Gs4tbXQ4hNCFE05HvNcunRpqlWTeReFyM6946g2WVrzP3NTumkPM0e/hMeSp6GiyXK8VWExGo0sW7YMSBmeodfr7RyRKCiyr0VRcffniXhylzC1OtV7T7Z3OKIEsxb/nL4xLE3xMHdnHe8NbPzv8CrflCrw+z+HjS/Ccwek+7YQJViOnjwvXryYvn375vmP3O/2QjiS8u7O9yxRmGZ8ijjViVaakzyu3ZlJu8JnMplYvHgxixcvxmQy2TscUYBkX4siIWwD7md/waRqWO0ziVIuLvaOSJRwvfx92TO5K2vGPMjjLasA4OPhRM+GPv816jYNytSC2Aj47W37BCqEKBJylDyPGjWKpk2b5vmP3O/2QjgS6ziq1N3AruLN+6bBAEzRrcHfI55WNcrYJ0AhhLCH+Nuw6RUAvjT3pWajtnYOSIgUWo1Cm1plmdK7AQadhtM34giLSDW/s94F+s5PeX1oGVzYZ59AhRB2J+VWhchnmY2jWmHuyVFLTTyUeBaX/97uxcKEEKJQbZkKcTc4o1biU9OjdK5Xzt4RCZGGp4ue7g3KA/Dz4StpV9boAM2Gp7ze+CKYkgo5OiFEUZCn5PnKlSvs2rWL+Ph42zKLxcLcuXNp164dAQEBBAUF5VuQQjga6zgqH8//umZb0PCOMg6LosX3chCc3GzHCIUQohCd/g2OrkZFYVLyGHzKlqaGt6u9oxIinf5NKgGw/shVzJZ7Ct4GvAOu5SHyFOz+wA7RCSHsLU/J87Rp0+jfv3+agjOzZs1iypQp7Nu3j+3bt/PII49w6NChfAtUCEeTehzVsAerAnDLrS5Km+dTGmx6FZJi7RihEEIUgqRY+OUlAPZ6DyJUrUuXeuVRFOl9I4qezvXKU7qUnhuxSfxxNjLtShcv6P1eyuvdH8KNvws/QCGEXeUped63bx/du3e3Jc8Wi4VPP/2U+vXrc/HiRUJCQihVqhTvv/9+vgYrhKOxjaN6qAEuei3nb8XzV53xULoaxFyGHbPsHaIQQhSsHbMg+hJq6Wq8FdMfgE7SZVsUUQadhj6NfAH46d6u2wB+/aBeb7AYYcMLYDEXcoRCCHvKU/IcERFB9erVbb+HhoYSGRnJCy+8QOXKlWnRogX9+/fnwIED+RWnEA7N1UlHgF8FAH786zY8/FHKigNfwuU/7RiZEEIUoKuHIWQhAJfbzeFcDDjpNLSpWdbOgQmRuf81S+m6veX4NeKT75mdQFGg9/tgcIfLB+HgUjtEKISwlzwlz2azGYvFYvt99+7dKIpC165dbcsqVarEtWvX7j9CIYqJR5umXIw3Hr2KsUYXaPwYoMLGCWA22iUmg8HAihUrWLFiBQaDwS4xiMIh+1oUOrMp5fymWqDRIDbF1wegTa2yOOu1dg5OiMw1q+pFlTIuxCWb2RZ2PX0Dz0rQPTDl9fbpEH25cAMUQthNnpLnqlWrEhISYvv9559/xtfXl3r16tmWXbt2jdKlS993gEIUF+3reFPW1cCtuGT2nImEnrNTxk9d/wv2fZ7hNmaLyr6zt1h/5Ar7zt5KX7zkPmm1Who2bEjDhg3RauXLbHEm+1oUuoOLIeIoOHtCz9kEn7wBQJd65e0cmBBZUxSFR/8tHJZh122AFqOgSmtIvpsyBZuav9dnIUTRlKfkecCAAezdu5dBgwbx5JNPsmfPHv73v/+laXP8+HFq1qyZL0EKURzotRoebpwyjmr94Svg6p2SQAP8PheiLqZpH3Q8gvZzdzBk8X4mrD3CkMX7aT93B0HHIwo7dCGEyJ3oK7BjJgCWbtPZfkklJPw2AB3ryHhnUfT1/7e32O7TkdyMzWBaKo0G+n4CGj2cCoITPxZyhEIIe8hT8vzqq6/SsmVLfvjhB7755hv8/f15++23bev//vtvDh48SOfOnfMpTCGKB+vFeMuJ68QlmeCBIVCtHRjjIWiKrV3Q8QjGrwolIjoxzfbXohMZvyo03xJoo9HIypUrWblyJUajfbqOi8Ih+1oUqs2TIPkud8o2pf22yoxacQhrx5knluyXm4CiyKtZzo0HqpTGbFH55djVjBuVrw8dX015vXkyxN8uvACFEHaRp+TZw8OD/fv3c+zYMY4dO0ZoaChlypSxrXdxceGnn37i2WefzbdAhSgOmlQpTfWypUgwmtkadu2/wiMaHfzzC5zaitmiMn1jGBl1ALMum74xLF+6cJtMJj755BM++eQTTCZT9hsIhyX7WhSaf36Ff37Bouh4/OrjXI1JTrM6v28CClFQHm1SEcii6zZA+5dRvetB3E0urJ1YIEOshBBFR56SZyt/f3/8/f3TjZ+rXr06/fr1o1KlSvcVnBDFjaIotqfPPx/+9052BT94cHzK682vcej01XRPnFNTgYjoRFsXSCGEKDKS7sKvrwGwSvMIJ9Uq6Zrk901AIQpK3wcqotUoHLsczZkbdzNsE/TPbZ6JHoFFVah28Sc+XrJchlgJUYzdV/IshMi9/k2s46hu/jeOqtPr4F4R7pzHM/TTHL3PjdjME2whhLCL4DkQc5lEtyrMjuubaTO5CSgcQVk3JzrVTRmj//nO0+mKd1qHWG2Nrc4ac8qMMzP1y7gVfVd6VwhRTOly0ij1FFS5oSgK27dvz9O2QhRX1b1daVKlNEcuRbHx6FWebl8DnNyg1xz4bgR1Ty+lulKb86pvlu9T3t25kCIWQogciDgK+xcAcLjRVBJ3OmW7idwEFEVdDW9XAH46fJWf/u0x5uvpzLQ+DZix6W9bT4q5psfoqT1IHc0VRml/5UvzI0zfGEaAnw9ajWKn6IUQ+S1HyXNwcHCe3lxR5GQhREYebVqJI5ei+PnIlZTkGcCvH9TqiubsDqbrVjDCOBlI/29IAXw8nWlVo0y6dUIIYRcWM2x8CVQzNPwf1O4BO/dnu5ncBBRFWdDxCJbtCU+3/Fp0Is+uPpxmWQxuzDIO5SPDAl7U/chGSxsuR5cjJPw2bWqVLayQhRAFLEfdti0WS55+zGZzQccvhEPq09jXNo7qh9DLKV3Bzt3maOOpJKs6OmmP0UtzMF3qbP09sK+f3MkWQhQdh5bB1VBw8oBec2hVoww+npknxgopT+/kJqAoqnJSvPNeP1nas8/sh4uSzNu6rwBVelcIUczImGch7MDbzYkGPu4AvLLuqG0e5/5rrrPAnDJO8COPNdTwSHuJ9nI1sGBYM3r5Z92lWwghCk1MBPw2PeV190BwT+mmOrhF5Qyby01A4QhCwm9nWbwzYwpvmp4iWdXSXXuYHppD0rtCiGImR922s3P79m3i4uKoUiV9VU0hRHpBxyM4fjUm3XIV+MLUj9EeB3GNv8xvbQ5woPZLfLLjFPvO3qaXf4V8TZwNBgNffvml7bUovmRfiwKz9U1IjoVKLaD50wCoqkrwyZsAlDJoiU/+ryeaj6czgX395CagKNLy+sT4rFqJxeY+PKfbwHTD15Sv9Eo+RyaEsKc8P3mOjo5mwoQJVKhQgXLlylGjRg3bugMHDtC7d2/+/PPPfAlSiOLE2hUsM8kYCEweDoDmwBe0cb/BMx1rAbAt7AaWfJzaRavV0qJFC1q0aJFuyjlRvMi+FgUifBcc/x4UDfT5ADQpXyu2nLjGscvRlDJo2flqZ9aMeZD5jzdhzZgH2TO5qyTOosjLzRPje/tPfGp6lEuWcvgSyeWf38ZsUdl39la6at1CCMeTp+T59u3btG7dmk8//ZQqVarQoEEDVPW/E0Hjxo3Zu3cv33zzTb4FWhQdPHiQ3r174+XlhaurK61atWL16tX2DksUcdl1BVOB7+/6c7tyAFhMsOkV2tYsi7uTjpuxSRy+dKfwghVCiMyYjbDp1ZTXLUZBxSYpiy0q7289BcCo9jWo4OFMm1pl6dekEm1qlZWu2sIhtKpRBl9P5wzKdqawjtv/4olm6cb3l/b05KvSzwJQ6e9lPDZjCUMW77cN0ZJ5oIVwXHlKnt9++21OnTrFmjVrOHToEIMGDUqz3sXFhU6dOrFjx458CbIoCg4Opn379uzevZuBAwcyfvx4IiMjGTp0KLNnz7Z3eKIIy2lXsEN+k0DnAhf2Ygj7jm4NygMQdPxavsViMplYt24d69atw2Qy5dv7iqJH9rXId/u/gMiTUMobuk61Lf7p8BXO3LiLp4ueMR1r2jFAIfJOq1EI7OsHpH+ynHrcfu/GvuyZ3DVN74q9k7vy+oSXOODUFp1iYbJ5EQoW2/bXohNlHmghHFSekucNGzbw8MMP89hjj2Xaplq1aly+fDnPgRVlJpOJ0aNHoygKu3btYvHixbz//vscPXqUhg0bEhgYyOnTp+0dpiiictoVzL1CLej0WsovW6fxcL2UuSaDTlxL09PjfhiNRubNm8e8efMwGo358p6iaJJ9LfJV9BUInpvyOuAdcPECIMlk5qNtKU+dx3euhYez3l4RCnHfevn7smBY+ifLPp7OaYp3ajVKut4VGkVhlmUkcaoTLTWnGKjdZdveegWfvjFMunAL4WDylDxHRETg5+eXZRtnZ2fi4uLyFFRRt2PHDs6ePcsTTzxB06ZNbcvd3d2ZNm0aJpOJ5cuX2zFCUZTltCtYqxploM0LUKYWxN2g07WvcNJpuHQ7gbCI9MXGhBCi0GydCsY4qNIaHhhiW7w25BJXohIo7+7EiDbV7RefEPmkl3/6J8s5GbcfEn6bY7FufGwaAMAU3Wq8+O/arQIR0YmEhN8uyPCFEPksT8lz2bJluXTpUpZt/vnnH3x9i2dBkODgYAB69OiRbp112e+//16YIQkHktOuYFqNAjoDPJTydEd/cCGPVY8HYEs+dt0WQohcObsTTvyUUiSs9/uYUdh39hbfHbrEB/+OdX6hWx1cDFKYThQPGT1Zzo51iNZycy/+tlShjHKX13VrM20nhHAMeUqeO3bsyIYNG7hy5UqG68PCwggKCqJ79+73FVxRZe2SXadOnXTrvLy88Pb2zrLbdlJSEjExMWl+RMmS065gANQJgLoPgcXEc0lLAJWgE5I8CyHswJQMv/47nKTlGIJulaP93B0MWbyf174/RkyiEa0CpV2ku7Yo2axDtEzoeNOYMoXbY7pgmimnMmwnhHAMeUqep06dislkol27dqxevZrIyEgA/v77b5YuXUrXrl1xcnLitddey9dgi4ro6GgAPD09M1zv4eFha5OROXPm4OnpafuR+bFLplx1Bes1G7ROVLj5Bw9p/+TU9bucu3m38IMWQpRs+z+HW6fBtRy/+Yxi/KrQdLMHmFV4cc1hKYYkSrTUQ7T+VOuxztQJgHf0X6HBknaIlhDCYeQpeW7UqBHffvstUVFRPPnkk3zxxReoqoq/vz9jxowhISGBdevWZfhkVsCUKVOIjo62/WTXBV4UXznuClamJrR9AYB3nL/BiWS2nLheiJEKIUq86Mvw+zwALN3fYdqWy2RV6kiKIYmS7N4hWnNNjxOtlsJfc54ntNuBVEO0hBAOI0/JM8AjjzzCuXPneP/99xk0aBDdu3fn0UcfZe7cuZw9e5bevXvnZ5xFivWJc2ZPl2NiYjJ9Kg3g5OSEh4dHmh8hstVhInhUopz5Os9of5Gu20KIwhU0BYzxULUNB9x7ZDtfvRRDEiVd6iFat/DkA1PK1K6v6b5l0YBq2RYdE0IUPbr72bhMmTK8K/l5+wAAfEJJREFU/PLL+RWLw7A+UT99+jTNmzdPs+7OnTtERkbStm1be4QmijODK/SYAd8/zbO69fxwqQNXo5pRsbRLnt9Sr9fz8ccf216L4kv2tbgvZ36DvzeAooXe73PjWlKONpNiSKKk6+XvS4CfDyHht7l2pyH//BJMfeUCDf+ZDy0X2zs8IUQu5enJ8zfffEN8fHx+x+IwOnVKGbeydevWdOusy6xthMhXDf8H1TvgrBiZqv+Grff59Fmn09G+fXvat2+PTndf99JEESf7WuSVOTmRhPWvAHC13nDM5RtmOtXevaQYkhD/DdF6tEV19tadAoDP2e/g8p92jkwIkVt5Sp6ffPJJfHx8GDlyJL/99huqWrLGNHXr1o2aNWuyevVqjhw5YlseGxvLjBkz0Ol0jBw50m7xiWJMUeChuVgULb21IVwO3WzviIQQxVjQ8QgWzZ2IS+x5bqil6XmkHc1mbOO1745muZ0UQxIiY807PMQP5g5oUDH/MhEsZnuHJITIhTwlzzNmzKBKlSqsXLmSnj17UrlyZSZNmsSxY8fyO74iSafTsWTJEiwWCx06dGDs2LG8+uqrPPDAA5w4cYK3336bunXr2jtMUVxVaEhc45EAPHbzM25F573qtslkYuPGjWzcuBGTyZRPAYqiSPa1yK2g4xFMX7WNEabvAZhjHEIspYhOMJJkVqng4QTkYL56IYTNA5U9We0+mhjVBe21IxC60t4hCSFyQVHv47FxaGgoX3/9NWvXruX69esoikLDhg0ZPnw4TzzxBBUrVszPWIuckJAQAgMD2bdvH8nJyTRs2JCXXnqJoUOH5up9rAXGoqOjpXiYyJmEO0TPa4ynGsO2qhOIb/YM5d1TnvLk5stqQkICHTp0AGD37t24uOR9/LQo2mRfi9wwW1Taz93B6/Hv00/7B39a6jAg+W1Sp8q+ns5M6+PHjE1haYqH+Xo6E9jXT4ohCZGJT7ef5vaO+QTqvwYXL3ghFEpJLw0h7Cmn+dh9Jc9WFouFrVu3smrVKtavX09cXBxarZbOnTuzbdu2+337Yk+SZ5EXaxbMYMj194lRXeia9CGReOb6S6skVCWH7GuRG/vO3uLDJV/xndM7WFSFvskzOaHWSNduzZgHaVWjDCHht7kRm5inm3hClDSXbsfTed5vbDK8QX3NJWj+FPT92N5hCVGi5TQfy/NUVWneRKOhV69erFq1iuvXrzNr1iw0Gg07duzIj7cXQtwj6HgEUy804ZilBh5KApN0awG4Fp3I+FWhBB2PsHOEQghHdiMmjun6FQD/b+/O46Ko/weOv2YPTgUVRfBCxROPvDIP8EZM8+hQ8zaT1Mq041eaGpqa3V8rS00zLVOzMs1MvPBOxTsVT0LzAC8QUM7dnd8fxCayIPey8H4+HjxcZj4z+15nmNn3fC5WGTtbTJwhbTTtHM9XL4QAoHoFJ1rUrMg7qSPTFhxeClePWDMkIUQOFUjyDGnZ+pIlS3jiiSeYNm0aqamplClTpqB2L4T4l9GkMmN9GCY0BP174x2g20lTJZz0ZiQz1odhNJWugfyEEAWnSeSv+GguEas68bFhQJblZDRtIfLmyebVCFUbEqLvCKjwx/+ByWTtsIQQD5Gv5NlgMLBu3Tr69++Ph4cHgYGB7N69G39/f5YvX05UVP6m0RFCZBYaEW3uX3hUrcsvRl8AgvTfASoqEBmbRGhEtPWCFELYroRoap34HwCfGPoTTebmazKathD506uJJ3ZaDZPiB2DUO8PVQ3BsubXDEkI8RJ6S57179zJu3Dg8PDx46qmn+OWXX2jYsCGffPIJV65cYePGjQwePFj61AlRCG7EJ2X4/cPUZ7mn2tNSc54+mj+zLCeEEDkSMgslMYabTnX4wdgt02oZTVuI/HN10tOlgTs3KM92j1FpC7dOh8QYq8YlhMhenpJnPz8/Fi5ciLOzM2+++SYnT57k8OHDTJw4kcqVKxd0jEKI+zzYTPI6FfjS0BeAyfqVOJJkLmc0qewLv826Y1fZF35bmnILIbIX+Rcc/haAefaBGNHibKfNUMTD1YH5Q1vIaNpC5NOTLaoC8E6UL2qlBpBwG7bPsXJUQojs6PKy0XPPPcewYcPo1KlTAYcjhHiY1rUq4OnqQFRskrmP8zfGngzSbqe65iZjdeuZrwzkSkwCr60+lu0UMnq9nvfff9/8WpRccqzFQ6kqbHwLVBO3vHqx7Gx17LQatrzWkUu3E2Q0bSEKWOf67pRz0nMtPpWTfm/TJGQ4HFwMLUdA5UbWDk8IYUGBTFUl8kemqhK5FXwyknHL00bmTP8DDtCEstBuLkmqnm4pH3NFrZRpu/Svu1JrJITI5MTP8MvzoHNkfMWvWX9Ry9A2NZjVr4m1IxOixJry6wl+OPAPfnUr8oHhI6pEbkGt6YcyYj0o8pBKiKJSJFNVRUVF8dVXX/HKK68wevRo8/KbN28SGhpKYmJifnYvhMhCj8aezB/aAg/X/5pwbzI9yiGlMQ5KKpN1KyxuJ6NxCyEsSr4Lm6cCcLXJi6y/qEWnURjb0dvKgQlRslUpl3Yf333+FgMuPkGSqke5uJujm5ZaNzAhhEV5arYN8NVXX/H666+TnJwMgKIoLF68GIAbN27Qtm1bFixYQGBgYMFEKoTIoEdjT/x9PAiNiDY3p2zutAD16w700h7gO8NpDqgNM213/2jcj3q5smPHDgA6deqETpfnS4Io5gwGgxxrkbXdn0B8JJTzYvrtLkAsT7WoSrXyTtaOTIgSK/hkJB9vOmf+/YpaiQXG3kzUrcF930w2e3Ske7PaVoxQCPGgPNU8r1+/npdffpkmTZrw22+/MW7cuAzrGzVqRNOmTVm7dm1BxCiEyIJWo9DW242+zarS1tsNrWcTLtZMm5M1SP8dGrKeM/JGfBKpqalMmjSJSZMmkZqaWlRhCyuQYy2ydDsc9s0D4NKj09hyLhaNAi92qmPlwIQouYwmlRnrw3iwDdgCQ2+uqBWpqtzm8vo50kpMiGImT8nzRx99RI0aNdi+fTtPPPEE7u7umco0adKEsLCwfAcohMidW63eIFZ1wkdziYHa7VmWe3DUbiFEKbVpChhTwLsL74XXBKDPI1WoWdHZunEJUYKFRkRnGNAzXRL2zEodCsBQw68c/+t4UYcmhMhGnpLnY8eO0atXL5yds76xVq1alevXr+c5MCFE3rRoWIdvdIMAeEO3GhfuZVivkDbqdutaFawQnRCiWLmwFc5txKToWFXhRTaF3QDgpc5S6yxEYboRnzlxThdsepS9xkbYK6l4HJhZhFEJIR4mT8mzyWR66FQnN2/exN7ePk9BCSHyTqtRaNR3IudNVXFT4nlFt8a8Ln3czqDePjLVjBClnTGVu+veBODbVH8m7U4BwEGnIfzmXWtGJkSJl33rL4UZhuEYVA1VIrdCeEiRxSWEyF6ekuf69euzZ8+eLNcbDAZ27txJkyYyvYUQ1hDQtAaxHaYDMEK7GW/lKgAVnO1kmiohBACnf/uUMvHh3FbL8pnhKfPyJIOJccuPEHwy0orRCVGyta5VAU9XB7J6jH1erc4vusfTftk4CYwyVoUQxUGekuchQ4Zw5MgRZs2alWmd0WjkjTfe4O+//2b48OH5DlAIkTetug1ArdcDvWLkY5cfAejbrIokzkIIjPE3qXZ8LgAfGwYQR+ZuWDKlnRCFR6tRCOrtA2AxgVYBt15B4OQGt85C6NdFGp8QwrI8Jc/jx4+nY8eOBAUFUb9+fX755RcABgwYQN26dfn888/x9/fn+eefL9BghRC5owS8Bxo9zZMP0UlzjB1nb1o7JCFEMXDzt2mUJYFTJi9+NHbOtP7+Ke2EEIWjR2NP5g9tgYdr5ibcOo1C7epVoWtQ2oId78PdG0UcoRDiQXma6FOv17Np0yZmzJjBggULiImJAeDnn3/GxcWFt956ixkzZqAo0qdSCKty84Y2Y+HPL5imX07Arcb8ffMutSuVAdL+loOCgsyvRcklx1qYRf5F5fOrAJiROhxTNs/RsxvUSAiRfz0ae+Lv40FoRDQ34pNwL2vPgp3h7Dx3i6DfTvHdyCEoh5ZA5DHYNgP6fmntkIUo1RRVVfPVJktVVc6ePUt0dDQuLi40bNgQrVZbUPGVCnFxcbi6uhIbG4uLi4u1wxElTVIsfN4CEm4xI3UYVXu8xmi/2taOSghhDaoKS3vBpb38bmzDy6mvZFt8ZWAb2nq7FVFwQgiAS7fv4f+/XaQYTHw5uAW9yl+Gb/zTVo4OgWotrRugECVQTvOxPDXbvp+iKDRo0IB27drRuHFjSZyFKG4cXKHLVAAm6n7h4KnzVg5ICGE1YWvh0l5MWnvmpA7OsphMaSeE9Xi5OTO2ozcAM38P4557C3gkbQpKNr4JJpMVoxOidMt38iyEsAEthpNS0QdXJQHfq4uJS0obtdNgMLBnzx727NmDwWCwcpCiMMmxLr2MJpV94bf5/dAFkv94G4D5ht5cpSKQebAimdJOCOt7sZM31Ss4EhWXxNyt5zhUZwIGnRNcPYTp+CprhydEqZWjZttdunTJ284VhW3btuVp29JEmm2LIhGxG5Y9gUHVsNd/HR19O5CYmIifnx8Au3fvxtHR0cpBisIix7p0Cj4ZyYz1YUTGJvGKdg2v6X/mqupG1+SPebRuVZ5pWY33N54hMva/vs2erg4E9faRkfmFsLKQM9cZtfSQ+fex2t+YpF/FLcpxtO9W/JvXtWJ0QpQsOc3HcjRg2I4dO/IUhAwYJkQxUsuPM+U70SBmBx77ZkD7rdaOSAhRiIJPRjJu+RFUoAq3GKf7DYA5qYNJwp4BrarR+5GqPNG0yn2DFaU11ZYaZyGsL8WQsXn2EuPjDNRup5bmOuG/zMCo/0gecglRxHLUbNtkMuXpx2g0Fnb8QohcSOg4nWRVR/17hzCe2WjtcIQQhcRoUpmxPoz0pmWT9CtxVFI4YGrA76Y2KMB7f5zBaFLRahTaervRt1lV2nq7SeIsRDGQ/jd8vxT0zDQMA2CU9g++WbdV5mIXoohJn2chSpEmTR7he+UJAFI3vg2GFCtHJIQoDKER0eam2K2UM/TR7sOkKrybOhxQZB5nIYq5+/+G7xdias4O4yPYKUbGJH0jf8NCFDFJnoUoRfRaDafrBHJTdcUhLgIOLbF2SEKIQpA+P7MGE9P13wGwytiJU2pNi+WEEMVL1n+bCjMNQ0lVtXTTHoULm4s0LiFKO0mehShl2vvU5EPDwLRf9vzPusEIIQqFe1kHAJ7R7qSx5iJxqhMfp//dWygnhChesvvbDFer8q2xBwDNTn0grciEKEKSPAtRynSq784vpg6cMNWE5DhrhyOEKASta1WgjouR/9P9CMBnhqeI5r/RQ2UeZyGKt9a1KuDp6pBpKrl0XxieJBpXHOMiIHRhkcYmRGkmybMQpUwFZzua13Dj3dTh6DUqbza+yZtjh6LX660dmihEer2eN998kzfffFOOdSmg1Sh8XmUrlZQ4wk2efGfsbl4n8zgLUfxpNQpBvX2AzHOxA8TjxEHv8Wm/7PgA4q8XXXBClGKSPAtRCnVp4M5BtQFHynRkQM07DNBtRafVWjssUYh0Oh0DBgxgwIAB6HQ5mqVQ2LJbF6h/6QcA5qjDSb1vZkoPVwfmD20hU9wIUcz1aOzJ/KEt8HDN2ITbUZ92v/6/8MYkuT8CKfGw7V1rhChEqaOoqipj3FtZTiflFqKgnImKo8fc3dTS3SbE4f9QDEkwcDk07G3t0IQQBcCwfAC6C5sIMTZDHbQaJ3udzOMshI0ymtQMc7E/Ut2VYd+EcvhSDL3KX+HLxDcB2NlxFXY1WsvfuBB5kNN8TKofhCiF6lcuS9VyjkTElGdDuX54XFxH8+CpaOt2B529tcMThcBoNHL06FEAmjdvjlZaGpRc57eiu7CJVFXL0rKBLG3gjka+SAths9LnYr/fgqEt6fflXjbEVMPfzo9+mt24bJ/KUynT8XB1Iqi3j7QuEaIQ5KnZ9rJly2jZsiXXrl2zuP7atWu0bNmSFStW5Cs4IUThUBSFLg3cwWRg+qrDjN1fjZTblzDt+8raoYlCkpKSwtixYxk7diwpKTIya4llTEXdNBmApcYAurRvL4mzECVQpbL2jGxXE4D3Up7lrupAc80FntLsISo2iXHLjxB8MhJIq7neF36bdceusi/8NkaTNDoVIq/yVPO8dOlS7OzsqFKlisX1VapUwdHRkW+++YbBgwfnK0AhROFwccz855+47X0OOHalS6umVohICJFvBxej3DrHLdWFb7X92dyqurUjEkIUAqNJZcneCABuUJ55hn5M0q/iLf0qNiW34h5OzFgfhskEMzeEERn737zRnq4OUjMtRB7lqeY5LCyM5s2bZ1umWbNmhIWF5SkoIUThCj4ZyVfbwzMs+8tUG2eSuLl2mvlptRDChty7BdvnAPCxYQA9WjWgjL30zhKiJAqNiM6QEC8xPk6EqTLuyh1e1q1FBSJjk3hxxZEM5YBMNdNCiJzLU/IcGxtL+fLlsy3j4uJCTExMnoISQhQeo0llxvowHmy09Z4hrZVIf+1OVq5bL826hLA122dDciynTF78ZOrEiHZe1o5ICFFIbsRnTIhT0POuYTgAo7Qbqa1Y7loJmO//M9aHyb1eiFzKU/JcpUoVjh07lm2Z48ePU7ly5bzsXghRiB58Wp3uuOrNr8b2aBSVl5IXE/r3bStEJ4TIk6gTcHgpADNSh9O5gQdebs7WjUkIUWjcyzpkWrbd1JwQYzPsFCPv6L6HTI/J/5NeMx0aEV14QQpRAuUpee7evTubNm1iy5YtFtdv3ryZ4OBgAgIC8hWcEKLgPfi0+n4fpD5LgmpPa81ZdGfXFl1QQoi8U1UIngyqiY1qW0LVhjzXvpa1oxJCFKLWtSrg6erAg8MBzjQMI0XV0kl7nC6aow/dT3bfCYQQmeUpeZ40aRJlypShZ8+ejBo1ipUrV7Jr1y5WrlzJc889R69evXBxcWHy5MkFHa8QIp8sPa1OF4UbCwxpcz03DfsEUhOLKiwhRF6FrYOLuzFo7JmV/Cz1Kpeh3QPT2gghShatRiGotw9AhgQ6QvVkibEnANN032NHarb7ye47gRAiszyNJFKzZk02btzIwIEDWbp0KcuWLTOvU1WVatWqsXr1amrVkiffQhQ36U+ro2KTUBUN9+r4p61Q0p6lfW3sxWD9DjzuXYM/50HH/7NitKKg6HQ6XnnlFfNrUUKkJqJunooCLFF7c5VKzGpbE0WR6amEKOl6NPZk/tAWzFifcTTtn5yeZaSyj1rJ1xml3cgCY59M2yqAh6sDrWtVKMKIhbB9iqqqeR4pICUlhd9++43Q0FDu3LlDuXLlaN26NX369MHOzq4g4yzR4uLicHV1JTY2FhcXF2uHI0qB4JORjFt+BLDcI+pn32u0OvQG6J1g/GFwsTwtnRDCus6vnkrdsC+4qrrRNfljkrDHw8We6X0ayTQ0QpQSRpNKaEQ0N+KTcC+blhBr/1oFa8dyT7WnS/KnXCfzQL8LhraQ64QQ/8ppPpav5FkUDEmehTUEn4zM9LRaUdK6Tz7Toiofxb+Fcnk/NH0WnlpoxUiFEJbsCD3MYxt64Kik8HLKeH43tQX+a8I5X74YC1F6mUywpDtcOchGTUfGJYzJsLptbTdWvtDGSsEJUfxI8mxDJHkW1pKSamBNSCgxCSk0beyD0aQwcmkoJhW+7AS99qdNX7Wrw0r0Xo+lPc3WSHNQW2Q0Gjlz5gwADRo0QKvVWjkikR9Gk0rIrF74m/ZywNSAgSnTuL/nY3qTzD1vdZG/WSFKq6uHYVFXQOVkwGrCHRsTl2Rg2tqTaBTYNLEDdSuXtXaUQhQLBZo8v/vuu3kKQlEUpk2blqdtSxNJnoW1JCYm4ufnB8Du3btxdHRk4c5w5mw8g0aBuQ6L6KNu56ipDk+lTMfD1Ymg3j5Sm2WDLB1rYbtO/fkHjTYPwqgq9E6ZTZha02K5lYFtaCuDhwlReq17GY5+D56PQOB20GgZ8/0hNp26TkCjyiwc1sraEQpRLOQ0H8vRqDHTp0/PtOz+wUjuz7/Tl6uqKsmzEDbohQ612RQWxZFLd5iZ+Axd7PfRXHOBfpq9rI31Y9zyI9IcVAhrMhmptn86AKuMXbJMnEGmoRGi1OsalDYif+TxtCS65Uje6F6fLWHX2XTqOscu36FZ9XLWjlIIm5Gjqaq2b9+e6adXr17o9XpGjRrF0qVL2bhxI0uXLuW5555Dr9fTu3dvQkJCCjt+IUQBM6lwNSZtiqqblGeeoR8Ak/QrcSJt+Yz1YRhN0uNDCKs4vBTXuLPEqk58bOifbVGZhkaIUq5MJej079Sx296FxBjqVi7LUy2qAfBh8BkrBieE7clR8tyxY8cMP+fPn2fHjh0cPnyYRYsWMXz4cAICAhg+fDiLFy/m4MGDhISEcOHChcKOXwhRwEIjorkel2z+fYnxcS6aKlNZucNLunWoQGRsEqER0dYLUojSKjEGQmYB8KmhPzFYblqmAJ4yDY0QAqB1IFSsDwm3YfscACZ2q4udVsOf4bfZc/6WlQMUwnbkKHl+0Geffcazzz5Lo0aNLK5v0qQJzz77LHPnzs1PbEIIK3iwmWcKemYZhgLwvPYPvJQoi+WEEEVg+xxIjOasqRrLjd2A+4cJI8PvQb19ZLAwIQRo9fD4B2mvDy6CqJNUK+/EkDY1APhw0xlk/GAhciZPyfOFCxdwc8t+ABI3NzfCw8PzFJQQwnosNfPcamrBLmMT7BUDU3U/ZFlOCFGwjCaVfeG3WXfsKscO/Ynp4GIAZhiG82r3hiwY2gIP14x/ix6uDjIugRAiI+/O4NMXVBP88X+gqrzUuQ5Odlr+uhLL59vOs+7YVfaF35ZuWUJkI0cDhj2oUqVKbNy4kffeey/DwGHpTCYTGzdupGLFivkOUAhRtFrXqoCnqwNRsUncNxQgMwzDCdZMwl97mL4OZ2hdq6cVoxSi5Ms4F7vKD/r30GiNBBsfxbt1L17qXAdFUfD38SA0Ipob8Um4l3WQKeWEEJZ1nw3nNsM/f8KJn6nYtD+d6rvzx4lI/rf1vLmYp6uDzKwhRBbyVPM8ePBg/vrrL3r37s3x48czrDt27Bi9e/fm5MmTDBkypECCzI1du3bxxhtv0LlzZ1xdXVEUhZEjR2a7jclkYt68eTRt2hRHR0cqVarEgAEDOH/+fJbbHDx4kJ49e1K+fHmcnZ1p3bo1K1asKOBPI0Th0ul0BAYGEhgYiE6X9ixNq1EI6u0DZGwOGq5W5TtjdwCmar9DqxqKOlyRD5aOtSi+gk9GMm75kX8TZwjQHKS99hTJqp5ZhiG0re1mfnit1Si09Xajb7OqtPV2k8RZCGFZuerQ4fW015unsuXoeTaeiMxULCo2iXHLjxB8MvM6IUq7HM3z/KCkpCR69+7Ntm3bUBQFJycn3N3duXHjBgkJCaiqSrdu3fjtt99wcCjapp0jR45k2bJlODk5UaNGDc6cOcOIESNYunRpltu88MILLFq0CB8fH3r16sX169f58ccfcXBw4M8//8THxydD+R07dhAQEICdnR3PPvssrq6urFmzhoiICGbPns3bb7+dq5hlnmdRHGWs9UpT2S6JP5QJuCnxnGs+Be/e/yc1XkIUMKNJxfeDEPPfnj0pbLX7P6prbvKFoR+fGgbg4erAnre6yN+bECJ3UpPgqzYQE8FybT+m3htgsZgCcp0RpUpO87E8Jc+QNo/zsmXL+O677/jrr7+IjY3F1dWVRx55hGHDhjFixAiLTboL26FDh3B0dKRBgwYcPHiQtm3bZps8b9++nS5duuDn58eWLVuwt7cHYNu2bfj7++Pn58fOnTvN5Q0GAw0aNODKlSvs27eP5s2bAxAfH0/btm05e/YsYWFh1K1bN8cxS/IsiiujSc2QHLfyKs+axbMYGPUJcaoT/bRf8HeCo7m8NPUSIv/2hd9m0KL95t9f1v7KG/qfiFQr0CX5YxJJeyi9MrANbb2zH39ECCEyObcJVgwgVdXSI+V9wtWqWRaV64woLXKaj+Wp2TZgbg4dEhLCrVu3SE1N5datW2zbto2RI0daJXEGaNWqFY0aNUKr1eao/KJFiwCYNWuWOXEG6Nq1KwEBAezatYtz586Zl4eEhBAeHs7gwYPNiTNA2bJlmTZtGgaDgW+//baAPo0QhctkMhEeHk54eDgmkynT+gebg+p1Gp56fjLhWm9clARGp/yQobw09Sq+HnasRfFx/0j2VbnJS7p1AMxJHWROnB8sJ4QQOVYvgKjKndArRqbrlgFZ16PJdUaIjPKcPJcUO3bswNnZmfbt22daFxAQAJCh5nnHjh0AdO/ePVP59GX3l7ckOTmZuLi4DD9CWENycjIDBw5k4MCBJCcnP3wDQKPV8aEyEoBntdtppFw0r0u//c5YHyajdRYzeTnWwjruH8l+iv4HHJUUDpga8JupXZblhBAiN661DSJZ1eOnPUmA5mCW5eQ6I0RG+U6ejUYj169f559//rH4U5zdu3ePyMhIatWqZbGmOr3p9f0Dh6W/ttQsu3z58lSsWDHbgcYA5syZg6urq/mnevXq+fkYQhSp0IhoNt315jdjWzSKSpA+41NrFYiMTSI0ItpqMQphy9JHvG+vOUFPbSgGVUNQ6kjSh/BTSOsi0bpWBWuGKYSwYY80bc4Pun4ATNMvx4HMD1Uru9jLdUaIB+Q5eT58+DABAQGUKVOGKlWqUKtWrUw/tWvXLshYC1xsbCwArq6uFtent3dPL5fTbe4vb8nkyZOJjY01/1y+fDnXsQthLelNuOakDiZRtaO15iy9NfuyLCeEyB2tRuH1rrWYoVsGwPdGf86oNYD/RsAP6u0jg/gIIfJMq1Go1vttrqoVqabcYpzut0xlKpWxR64yQmSUp+T52LFj+Pn5sW/fPrp3746qqjRt2pTu3btTsWJFVFWlY8eODBs2LE9BVaxYEUVRcvyT3pTaVtjb2+Pi4pLhRwhbkd6EKxI35hv6ADBZvwJHkiyWE0LknvOxxdTRXOO26sL/DM+Yl3u4OjB/aAsZlE8IkW/dm9XmRrt3ABir/Z0aynUAKpaxQ6dROHktjs9Dsm9NKURpk6fJPmfOnAnAgQMHaNiwIRqNhieffJJ33nmHxMREXn/9dX7++WeWLFmSp6AGDRpEfHx8jst7eHjk6X3Sa4+zqilO74t8fy1zTrbJqlZaiJIgvUlpVGwSC41P0F+7k+qatEGNPjYMBNK+4EtTLyHy5nz4efyufgMKxLR9m4V1u8p0cEKIQtG8+3DU679i//d2fvT6jYv+39C6VgV+PXqVN346zmfbztO4igvO9nq5DglBHpPnPXv20KdPHxo2bGhelj7jlaOjI/PmzePPP//k7bffZsWKFbne/xdffJGXsHLN2dkZT09PIiIiMBqNmfo9W+rffH8/6JYtW2YoHxMTw61bt2jXLuOgLkKUJFqNQlBvH8YtP0IKdsw0DOVru/8RqN3Az8YOXFQ98XCxf/iOhBCZqKrK9V/eoq6SRIR9A+p0H0MdTakf21MIUVgUBeXxD2F+WzyjtuNpOAiaHjzTshrHLsewfP8/BH53OMN43DItpSjN8nRHjo2NzdCfWa/Xc/fu3f92qtHQqVMntm3blv8IC1nHjh25d+8ee/fuzbRu06ZN5jL3lwfYvHlzpvLpy+4vL0RJ1KOxJ/OHtsDD1YHNplbsNDbFXjEwy345Og0cuxzL1LUnMBhN7Au/zbpjV9kXfltG4BbiIQ7t+gPfhG2YVAWnfv8DSZyFEIWtUj1o82La643/BykJADxWK21+5wfv3DItpSjN8lTz7O7uTkxMjPl3Dw+PTCNMJyUlkZCQkL/oisALL7zAqlWrmDp1Klu3bsXOzg6Abdu2sWnTJjp06EC9evXM5bt27Urt2rVZsWIFr7zyCs2aNQMgPj6emTNnotPpGDlypBU+iRC5p9PpzGMT6HS5uxz0aOyJv48HoRHR3It8H1NIX3xNR/mx0x36by/HytDLrD9+jbvJRvM28rTaevJzrEXRSE5JofzOtwE4UbkPjzSUVkxCiCLS8S04+Qvc+Qf2fIqx0xTe++O0xaIqaYMXzlgfhr+PhzThFqWKoqa3t86FHj16kJKSQkhICACDBw9m7dq1hISE0KZNG06fPk379u3x9vbm4MGs544rDHv27GHx4sUA3Lx5kz/++ANvb298fX0BaNCgAZMmTcqwTWBgIIsXL8bHx4devXpx/fp1fvzxRxwcHPjzzz/x8fHJUH779u0EBARgb2/PoEGDcHFxYc2aNURERDBr1iymTJmSq5jT+0nHxsbK4GHCdm2dDnv+B+W8eKfaEr47dD1TkfTbqwx4JEQao0klNCKaG/FJKAcX0+fqp8RSBu2EI5QpX9na4QkhSpOw32D1MNDacfSJP3jyxxsP3WRlYBvaersVQXBCFK6c5mN5Sp6/+OILXn31VS5fvoynpyfHjx+nTZs2pKSkUKFCBWJiYjCZTPzyyy88+eST+fogubV06VKee+65LNd37Ngx0+jcJpOJL7/8koULF3LhwgXKlClD586dmT17doZa5/uFhoYSFBTEvn37SElJoVGjRkycOJEhQ4bkOmZJnkWJkHwX5j0K8ddYpB3I7Ht9LRZTSBtQbM9bXeRptSjVgk9GMmN9GJGxSVQgju32r+GqJLC+2uv0Hv2OtcMTQpQ2qgo/9IcLW7hRqS2tL78MD5ms6rNnm9G3WdWiiU+IQlSoyXNqairR0dGUL1/e3Mz5zz//ZPbs2fz99994eXkxfvx4evXqlfdPUIpI8iysxWQyERUVBaR1v9Dkt3/lyV/g51EkqXq6pXzEFdU9y6LytLpoFfixFvkSfDKSccuPmPsSvqdbxGDddk6ZvOiTMpsvh7aS1hlCiKIX/Td82QaMybyU8gobTG2yLS73clFS5DQfy9O3J71eT+XKlc2JM0C7du3YsGEDp0+fJjg4WBJnIWxAcnIyffr0oU+fPiQnJ+d/h42e4mbFx3BQUpmmW55t0RvxSdmuFwWrwI+1yDOjSWXG+jBz4txUCedZ7Q4A3kkdiQkNM9aHyQB7QoiiV6E2+L0OwHS77ymL5fGLFNLGMZFpKUVpI1UPQoiCoyhcbTsDg6ohQHuIjprjWRZ1L+tQhIEJUXyERkQTGZv28EiDiXf136JRVNYYfTms1kcFImOTCI2Itm6gQojSqf0EqFCbSsQwQfdLlg23g3r7SPcrUerkKHk+d+4c0dF5v4nnd3shhO1o0rwNP+nSWp4E6ZZhR2qG9fK0WpR297e6GKQNoZnmb+JUR+akDsqynBBCFBm9A/T8GIBR+s34ls08JdXUJ2TmDFE65Sh5btiwIfPmzcvzmzRs2JAvv/wyz9sLIWyHVqNQ8Ykgbqqu1NZE8bx2Y4b1KvK0WpRu6a0uKhLLm7pVAHxiGMBNylssJ4QQRa5OV/Dph0Y18l3l1awc3ZrPnm1GS6+065Q83BOlVY6S5zyMKZZp+/zuQwhhO/yb1yWyddp8teN1v+LJbfO6sg462tepaK3QhLA670rO6DQKk/UrcFUSOGmqyfdGf/N6aZ0hhCgWAt4DvTPKlQO0jQumb7OqBPrVAmDd0WsyLoMolXQ5LTh37lyWLl2apzdRFKlhEqK0adpzDGrUrzhd3s/P3hv4u+M8pq07ycXbCXy1I5y3ejSwdohCFLr753F2L+tAXfcyDF8SSks1jKe1uzGpClNTR2H691l2+t1SWmcIIazOtSp0ngybp8KWd6BBLzo3cMfVUU9UXBL7/74tD8NFqZOjmucaNWrg6upqrkHO7U+NGjUoV65cIX8UIUSxoigoPT8CRUPVq8H4aU8wtZcPAN/sjuBytOURPIUoKYJPRuL7QQiDFu1nwqpjDFq0nzZzthEeFcMc+28BWKf155hax7yNh6sD84e2kL6EQoji4bGx4O4DidGwdTr2Oi29mqZdn345csXKwQlR9HJU83zx4sVCDkMIYQ1arZb+/fubXxc4z6bwaCCELoQNr9N13J+0r+PG3gu3eX/jGb4c0qLg31NYVOjHWmTw4DzO6QwmlTHajdTmCjhVpM9LX+MRZTLXTLeuVUFqnIUQxYdWD70+hW97wJFl0HwoTzWvw4oD/xB8MopZ/Qw42eW4IasQNk9RpTOy1eV0Um4hbFJSLMxrDXejoNNkTtd/kV6f78akwuoxbaVfpyhxjCYV3w9CzNNR3a8Kt9hq/384KcmY+n6FpvkQK0QohBC5tPZFOPYDuPugvrCTjp/u5Z/oBOYObEa/5lWtHZ0Q+ZbTfEzmeRZCFC4HV+gxJ+317k9oaHeTgY/WAODd9af488It1h27yr7w2zL4iCgR7p/H+UFB+u9wUpI5YGrAgbIBRRyZEELkkf9McHKDG2Eo++bx5L8J85qjV60cmBBFS5JnIUoxVVWJiYkhJiamcEfEb/QkeHcBYwpseJ3X/evioNNw8locgxcfMPcH9f0ghOCTmeeTFPlXZMdaZDmFSxfNEQK0h0hVtUxLfY4bd5OLODIhhMgjZ7e00bcBdn5A/1opAOw5f5MbcTJtlSg9JHkWohRLSkrC398ff39/kpIK8eanKNDzY9Daw9/bubJnOUkGU6ZiUbFJjFt+RBLoQlBkx1pYnJ/ZgWRm6JYB8I3xcc6p1WUeZyGEbWk6EGp3AkMS1fa+TYvqrphUWHfsmrUjE6LISPIshCgabt7Q4Q0Aqh2YSVkyj7adXh86Y32YNOEWNqt1rQp4umZMjF/SraO65iZXVTe+MDwl8zgLIWyPosAT/wOdA0Ts5DWPY4A03RaliyTPQoii034CiS61qMgdXtettlhEBSJjkwiNiC7a2IQoIFqNwnPtapp/r61cY4x2PQDvpg4nAQeZx1kIYZsq1IaObwHQ7sInuGvjOR0Zx+nIOCsHJkTRkORZCFF0dPYcaTIVgOHaLTRR/s6yaFb9RoUo7owmlQ0n0roeOOgVZumWYKcYCTE2468yvjKPsxDCtrUbD+6N0CRGM7fCLwD8KrXPopTIV/J848YNjh49yuHDh4mKiiqomIQQJZimdmd+NbZHo6jM1n+Dhsx9n8Fyv1EhbMEPBy5x/EosZe117O8RRTttGAatA+WensueSV0lcRZC2DatHvp8Dii0i99MO81Jfjp0mV+PyswZouTLdfKcnJzMRx99RL169fD09KRVq1a0bt2aqlWrUrFiRV599VUuXrxYCKEKIUqC1rUqsMjxeeJUJ5pqIhiq3ZJhvQLSH1TYrBtxSXwUfBaAaZ0rUm73DAB0Xd6mRbPm0lRbCFEyVGsFrQMBeE/3DQkJ93j1R5k5Q5R8uUqeL1++zKOPPsqkSZO4cOECnp6etG7dmkcffRRPT0+io6P57LPPaNWqFVu3bjVvd+3aNVavtty/UQhRumg1Cq/0aceHhoEAvKFbTSVizOtVkP6gwma9+3sY8ckGHqnmyjM3v4SkO+DRFNq8ZO3QhBCiQG3xfIFItQI1NdcZr/vVvFxmzhAlWY6T59TUVHr27MnJkycZNGgQp0+f5sqVK+zbt4/9+/dz5coVTp8+zZAhQ4iOjqZv375ERERw4cIFfH19OXPmTGF+DiFEHmi1Wp544gmeeOIJtFptkb1vj8ae+D77BqeUurgoiUzTLzevq1OpDAGNPIosltLCWse6pDOaVPaF32bdsass2BnO739FolHgs5Y30Zz6BRRNWvNGrc7aoQohRIExmlTeCf6HoNQRAIzR/k595R9AZs4QJZuiqmqOzup58+bxyiuvEBQURFBQULZlZ86cSVBQEI899hgXL14kOjqaNWvW0KtXrwIJuqSJi4vD1dWV2NhYXFxcrB2OEEXGePUYmsWdUVQToe0WMnSnCylGlSUjW9GlQWVrhydEtoJPRjJjfRiRsRkHt3u8Xlnmx74IsZeh7csQMNtKEQohROHYF36bQYv2A7BQ/ykB2kMcMdXh6ZTpqPfVza0MbENbbzdrhSlEjuU0H8txzfPq1aupU6cO77zzzkPLTp06lbp163LgwAFSUlIIDg6WxFkIkYm2ajOUx8YB0PrkTMa0cQfgw+Cz8rRaFGvBJyMZt/xIpsQZoNXfX6UlzuVqQOe3rRCdEEIUrvtnxAhKHUG86kgLzQWGPTCOicycIUqaHCfPYWFhdO/eHUV5eD9ERVHMZQ8cOEDnzp3zFaQQonCoqkpiYiKJiYnksBFKwesyBcp5QdwVXlZX4OKg40xUPGtl2osCVSyOdQlhNKnMWB+Gpf/Fpko4I7XBaeV6/g/snIs2OCGEKAL3z4gRhRsfGJ4F4C3dKqor1zOUu797i4zGLWxdjpPnu3fv4urqmuMdu7i4oNPpqFOnTp4CE0IUvqSkJPz8/PDz8yMpyUpPh+2cofdnANgfWcL05vcA+HTLOZJSjdaJqQQqFse6hAiNiLZY46zDwAf6RWgVlV+N7QnVNrdCdEIIUfha16qAp6sD6VVqPxi7st/UEGclmQ90i1D+nYZy3vbztH9/G4MW7WfCKhmNW9i+HCfP7u7uXLhwIcc7Dg8Px93dPU9BCSFKGe/O0GwIoNLv8hyql9Vy9U4iy/dfsnZkQmSSVTPEQO0fNNT8Q7Rahpmpw6S5ohCixNJqFIJ6+wBpU0yqaHgz9QUSVHvaacMYrA0BYO+F20TFJWfYVkbjFrYsx8lz27Zt2bhxI1FRUQ8tGxUVxYYNG/D19c1XcEKIUqT7LHB2R3PrHPO90m6680LOs+30dWnqJYqV+5srpvNSopig+wWAWalDicbFYjkhhCgpejT2ZP7QFni4pl3r/lErm6ehnOG4ikZOdyxuJ6NxC1uW4+R57Nix3L17lyeffJJbt25lWe727ds8+eSTJCQkMGbMmAIJUghRCjhVgJ4fAtDo729oVyaKO4kGnl92SJp6iWLlweaKoDJb9w0OSiq7jY351eSHp6sDrWtVsGKUQghR+Ho09mTPW11YGdiGz55tRsBz76BWb4vOkMCk1K/A4ugQaUsjY5MIjYgu0niFyK8cJ8+dO3cmMDCQAwcO0LBhQ6ZOnUpISAjnz5/n/PnzhISEMGXKFBo2bMiBAwcIDAykU6dOhRi6EKLE8ekH9XuhmAy8mfIlmn/7TKWTpl6iOEhvrpj+lfAZ7S58tadIVO2YangeSFuv1Tx8gE0hhLB1Wo1CW283+jarSts6lVD6fYlRY4+f9iTPardnu610bxG2JsfJM8BXX33F66+/TkxMDHPmzMHf358GDRrQoEED/P39mTNnDtHR0bzxxht8+eWXhRWzEKKkUhSMj3/EXZxopgnnuX9HLU4nTb1EcRHQyIPKLva4E8M03fcAzDU8TYqLF/OHtqBHY08rRyiEEFbi5s3l5q8DMEX3A1XIusWqdG8RtiZXybNWq+Wjjz7izJkzTJo0iY4dO1K/fn3q169Px44defvttzlz5gwffvghWq22sGIWQpRgobcdmJ06CIDXdT9RTbmRYb009RLFwZ4Lt7gel8SH9otxVRKIKdeYTiNnsOetLpI4CyFKveqPv84JpT5llUTm6BfzYPNtBaR7i7BJurxsVKdOHWbPnl3QsQghiphGo6Fr167m18XBjfgkVhk701f7J200p5mjW8yw1MmAkqmcyLnieKxt2bI/L/GMdhedlKOgtaP84G9o617Z2mEJIUSxoNXpuNP9fyQH96Wj9i/6m3byk7FThjLSvUXYojwlz0KIksHe3p4PPvjA2mFk4F7WARUNk1JHE2w3CT/tSZ4x7eJnY8dM5UTOFcdjbasuRydw6kwYm+zSmmvT+W1wb2DdoIQQopjxa9ueM9cm0uDER0zTfc9uYxOicAPgVf960kpH2CSpfhBCFCvpIxlfUj2Za3gagKm65VTiDiBNvYT1fb/vInN0i3FREqBqK2g73tohCSFEsdTgycmoVVvhoiSy1usnOtVNS56vxiRaOTIh8kaSZyFEsZI+kjHAYmMvTphqUk65xxz9ItL7TElTL2EtiSlGUg4uo5P2OEaNHfSbD1ppxCWEEBZptCh9vwStHR7XdzG12jEA/jgRSVKq0bqxCZEHkjwLUYolJibSqlUrWrVqRWJi8XkK3KOxJ/OHtqCSqzOvp44jWdXRTXuU/tqdjGxfU5p65UFxPda2ZvO+Q7ymLgNA6TINKtWzckRCCFHMuTeATpMB8D48k0ddYolPNrD19HUrByZE7knyLIQolno09mTPW12YMbo/FxpPAOAd3fdcvHAaVZVpqkTRU00mqu1+ExclkesuTdG0e8naIQkhhG1oPwFqtEVJucv/7OajxcivR65aOyohck2SZyFEsaXVKLT1dqPR01NIrfoYZZVExsR8zL7wm9YOTZRCEZu/oqXhGEmqHqf+C0EjUzIKIUSOaLTw5EKwd6Ha3b94UbuOneducvtusrUjEyJXJHkWQhR/Gi36pxeQrHGkjeY0lzZ8au2IRGlz5x+qHJgFwLYqL1C2uo+VAxJCCBtT3gt6fgzARP0aGqnnWX/8mpWDEiJ3JHkWQtiGCrWJ7xAEwJPRi7l09ph14xGlgtGksu/CTa599zwOaiIHTfXw7v1/1g5LCCFsU9MB0OgptJiYq/+SjUcuWDsiIXJFkmchhM2o2HEsJx0fxUFJRbN2LBgN1g5JlGDBJyPx/SCEDd/Opkp0KImqHW8bx3IxOsnaoQkhhG1SFHjiU4xlq1BLc52+178k/OZda0clRI5J8iyEsB2KQkqvz4hVnaieeJqEkA+tHZEooYJPRjJu+RGc4sJ5W7cCgA8NAzlv9GDc8iMEn4y0coRCCGGjHMujfWohJhQG67bz19YV1o5IiByT5FmIUkyj0dC+fXvat2+PRmMbl4PmjXxYVDZtlGP7Pz+Ga8esG5CNsMVjbS1Gk8qM9WHoSeUz/Zc4KcnsMTZiqTHAXGbG+jCMJhn1XQgh8qRWB/6u+xwAnc7OxBQXZeWAhMgZRZU5X6wuLi4OV1dXYmNjcXFxsXY4QhR7645eQbfmOXppQzFVaoDmhZ2gd7B2WKKE2Bd+m0GL9vO27gde0G0gWi1Dj+QPuEH5DOVWBrahrbeblaIUQgjblpSYQMT7bWmoXOROlY6UC1yX1qxbCCvIaT4m1Q9CCJvTs2kV5jm+yE3VFc3NM5z/cTL7wm9LTaAoEDfik/DVnOAF3QYA3kp9IVPinF5OCCFE3jg4OvF7nXdJUvWUu7YTDi62dkhCPJQkz0IIm6PXamhYpxaTUkcD4H3+Wz77Zgm+H4RIX1SRb1X09/hUPx+A5YaubDG1sljOvay0dhBCiPxo3649cwyDATBumkLIrp3yMFwUa5I8C1GKJSYm4uvri6+vL4mJidYOJ8eCT0by65GrbDO1ZJWhExpFZa7+S1Jib8hgTlmw1WNd5FSVVsen4a7c4bypKrMMQzMVUQBPVwda16pQ9PEJIUQJ0qaWG7/Z9WKH8RG0xmSqbn2RUYt2yMNwUWxJ8ixEKZeUlERSku00P00fzCn9mfQMw3DOm6riocTwkX4BoMpgTlmwtWNtFQcXo5wLxqTR80rqyyRhn2F1em+8oN4+aDXSN08IIfJjc1gUMYkG3kgdyw21HPU1V5il/5ao2ER5GC6KJUmehRA2JTQimsjY/xLARBx4OXU8yaqeLtpjjNL+QWRsEqER0VaMUtikG6dh81QAbredwmnVK1MRD1cH5g9tQY/GnkUdnRBClCjpD8MBbuHK+JTxGFWFp7W7GaDdAcjMBqL40Vk7ACGEyA1LgzSdVWvwrmEYs/VLeEu3ioOmBtyIb1b0wQnblZoEPz8PhiTw7srHdzoB1+jW0J3nfWtzIz4J97JpTbWlxlkIIfLvwYfhB9SGfGwYyFv6VbyrW8oJUy3CYmsSGhEtMxuIYqNE1Tzfu3eP5cuXM2DAAOrVq4ejoyPlypWjY8eOrFy5MsvtTCYT8+bNo2nTpjg6OlKpUiUGDBjA+fPns9zm4MGD9OzZk/Lly+Ps7Ezr1q1ZsUImeReisGU1SNMPxq5sMLbGTjHyhf4LPO1TijgyYdO2BsGNU+BUketd/8eaY2lNBV/sXIe23m70bVaVtt5ukjgLIUQBsfQwfIHxCUKMzbBXUvlS/xllSZCZDUSxUqKS5927dzNs2DBCQkJo3rw5EydO5Omnn+avv/5i8ODBjB8/3uJ2Y8eOZfz48RiNRsaPH0/Pnj357bffePTRRwkLC8tUfseOHfj6+rJ7926eeeYZxo0bx61btxgyZAjvvfdeYX9MIUq11rUq4OnqQOYURmFyaiCXTZXw0tyg1cl3QaaxFzlxbjMcWJD2ut9XLDpyj1SjymO1KtCiRuYpqoQQQuSfpYfhKhpeSx3HFbUitTTX+UD/Ne5l7C1sLYR1KKpacr5dHj9+nFOnTtG/f3/0er15+fXr13nssce4dOkSoaGhPProo+Z127dvp0uXLvj5+bFlyxbs7dP+QLdt24a/vz9+fn7s3LnTXN5gMNCgQQOuXLnCvn37aN68OQDx8fG0bduWs2fPEhYWRt26dXMcd04n5RaioCUmJuLn5wekPXxydHS0ckQ5E3wyknHLjwDw4AWsuXKen+3fRYsRen8OLUcUfYDFkK0e60IXewUWdoCE29B6DDEdZ9H+gxASUowsfe5ROtV3t3aEQghRIhlNKr4fhBAVm5TpXv6IcoGf7GZgpxgxBcxB0/ZFq8QoSo+c5mMlqub5kUceYfDgwRkSZ4DKlSszZswYgAyJMMCiRYsAmDVrljlxBujatSsBAQHs2rWLc+fOmZeHhIQQHh7O4MGDzYkzQNmyZZk2bRoGg4Fvv/22wD+bEIVBURRatGhBixYtUBTbaY7ao7En84e2wMM141NrV0c9R9W6fGQYkLZg41tpg0AJmz3WhcqQDKuHpyXOHk3Afwbf7btEQooRH08XOtarZO0IhRCixNJqFIJ6+wBkak12XK3De/9OFajZMg0uHyzi6ISwrNQMGJaeUOt0GT/yjh07cHZ2pn379pm2CQgIIDg4mJ07d1KvXj1zeYDu3btnKp++7MEE/UHJyckkJyebf4+Li8v5BxGiADk4OPD1119bO4w86dHYE38fD0Ijos2DOT1aszzT1p1iYWgvfHVh+BqOk/DDcEL8VuJWvnymwZ6MJjXD9iV5MChbPtaFJngyXD0MDuVgwPckqHqW/hkBwLhO3vKQQQghCln6w/AZ68MyDB4GULPnRLgaC2Fr4aeRMHY3OFWwRphCmJWK5NloNPLdd9+hKArdunUzL7937x6RkZE0btwYrVababv0ptf3DxyW/tpSs+zy5ctTsWLFbAcaA5gzZw4zZszI02cRQvxHq1EyjcA5o08jzl+PZ8KlsWy0n4x77Dni1v4fLxtG4+nqQFBvH3o09iT4ZGSmm/X960UJd2wlHPoGUOCpRVChFj/ujSAmIRUvNyceb+xh7QiFEKJUePBh+LK9Fzly+Q77/45hZP8vIOoERIfDmhdg8GrQlKiGs8LGlIqzb9q0aZw4cYLnnnuOxo0bm5fHxsYC4OrqanG79Pbu6eVyus395S2ZPHkysbGx5p/Lly/n/MMIIbJlp9PQv1V1buPKxNQXMakKg3Uh9NPsISo2iXHLjzDnjzDGLT+S6Sl3+vrgk5FWil4Uici/4PeJAJg6vMk+bUvWHLnCvJC0B58vdKiNTlsqbo9CCFEspD8M79usKu8/0xSNAsGnojh83QADloHOAS5sgV0fWTtUUcoVy28HFStWRFGUHP+kN6W25Ouvv2bOnDk0b96czz77rOg+RDbs7e1xcXHJ8COENSQmJtKtWze6detGYmKitcMpEEaTytytaeMU/GlqzBfGJwF4X7+IRsrfqMDXuyMyDU4C/w0+NmN9GEZTiRlLESiZxzonjCaVfeG3WXfsKvvCb2O8FwOrh4EhiZuV/fDd/yiDFu3ntdXHuX0vFY0CZe1LRaMsIYQolupVLsuAVtUBeO+PM6iVG0PPj9NW7ngPTq21XnCi1CuW3xAGDRpEfHx8jst7eFhuXvftt98yduxYmjRpwpYtWyhTpkyG9em1x1nVFKf3Rb6/ljkn22RVKy1EcXTnzh1rh1CgQiOiM9QozzU8RSMlgm7ao3xt9yl9kmdzS836b1QFImOTCI2IztQk3NaVtGP9MA82zVcw8b3TXHxNF0lwqor/pWHcIeN84CYVJqw6hp1OI833hRDCSl71r8faY1c5fCmGTaeu06PFMLh+Cg7Mh1/HQnkvqNL84TsSooAVy+T5iy++yPc+lixZQmBgID4+Pmzbtg03t8xfgp2dnfH09CQiIgKj0Zip37Ol/s3394Nu2bJlhvIxMTHcunWLdu3a5Tt+IUTe3IjP2BRbRcOrqS+xVpmGtyaSL+0+Y2jK26Q+5PL34H6EbUmfzuz+9gMvan/D13SIZFXPqMRXuEOZLLefsT4Mfx+PEjuAnBBCFGeVXRwI9KvNFyEX+DD4DF0buqPvPgtun4cLW2HlIAjcDi7ykFMUrWLZbDu/lixZwujRo2nQoAEhISFUqpT1dCMdO3bk3r177N27N9O6TZs2mcvcXx5g8+bNmcqnL7u/vBCiaLmXdci0LB4nAlNfJ0515DHNGabpvs/TfoRtMJpUZqwPy5A4+2n+4nXdTwBMNTzH/sTqWW5/f+sDIYQQ1jGmozduznb8feseK0L/Yd/FWDbUn02Ca12Ij4RVgyAlwdphilKmxCXP33zzTYbE2d3dPdvyL7zwAgBTp04lJeW/5nvbtm1j06ZNdOjQwTxNFaTN/1y7dm1WrFjBsWPHzMvj4+OZOXMmOp2OkSNHFuhnEkLkXOtaFfB0dcg0Z+TfahUmpL6MSVUYrtvCs9rtWe7D0zVt2iphmx5sul+Vm3ymn4dGUVlp6MxPxk452o+0PhBCCOspY69jYre0Fp8zfjvFoEX7eemXcAJuvMgdysK1o7B2HJhMVo5UlCbFstl2XoWEhBAYGIiqqnTo0IH58+dnKtOsWTP69etn/r1z586MHj2axYsX07x5c3r16sX169f58ccfcXFxybQPnU7H4sWLCQgIwM/Pj0GDBuHi4sKaNWuIiIhg1qxZGZJtIUTR0moUgnr7MG75ERTIUPu4w9ScTw39eUO/mnd1SzhvqsphNfPf6ztP+EhzXRt2f9LrSBLz7eZSQbnLX6ZaTDeMyPF+pPWBEEJYV3lnOyBtPIp0l9XKjEmeyPd272EXthZ2NoDOk60ToCh1SlTy/M8//6CqaX9dCxcutFhmxIgRGZLn9LJNmzZl4cKFfP7555QpU4bevXsze/Zsi4lw586d2bNnD0FBQaxevZqUlBQaNWrEzJkzGTJkSIF/LiFE7vRo7Mn8oS0yzePs4epA4ydmwOlk7MLWsdB+Lr2SZnGdjLXMyQZ5im3L0pNeDSY+139JU00E0WoZXkydSDJ2D91eIe1ckdYHQghhPUaTyuwNpy2uO6A2ZKrheT7Ufw0734eKdaHJM0UcoSiNSlTyPHLkyDw1mdZoNIwfP57x48fneJvWrVuzcePGXL+XEMWJoij4+PiYX5ckPRp74u/jQWhENDfik3Avm5YMaTUK1PsKbl2g4o1TbK26iB3tllKxnCuHLkXzyeZzzNl4Gn+fyjiXoCmLSuqxNprUTMc4McUAwBTdD/hrD5Os6hmd8gZX1LTxLxTA1UlPbEIqkLF1Qvr/TFBvaX0ghBDW9GAXnAetNnbCW7nKGN0G1HUvcTKhAn/b1894vxeigClqelWtsJr06a1iY2Nlzmchikp0BHzdCZLuQLOh0HceSQYT3f+3i3+iE3ixkzdv9mhg7ShFNh6cigqgnJOe+KRUhiibeFe/DICXUl5hg6kN8F9yPH9oC4BM23u6OhDU20emqRJCCCtbd+wqE1Ydy7aMBhPBledTL3YvN9Ry9EmeSRRuci0XuZbTfEyS52JAkmchrCR8Oyx/ClQTdJsBvhPZfCqKF74/jJ1Ww+ZXO1CzorO1oxQWWJqKKl0XzREW2X2KFhNfaYfy4b2e5nUPfqGyVHMttRVCCGF9+8JvM2jR/oeWcyaRX+ym00BzmbOmagxMmUYsZYG0B6WSQIuckOTZhkjyLIQV7Z8PwZPSXvdbgPrIswxfEsru87fo2sCd0X61JbEqZowmFd8PQiw252ukRPCT3bs4KcmYmg9HfeIzQi/GyDEUQggbk36tj4pNsvig9H5Vuckv9tPxUGI4ZvJmSMrbJOCIh6sDe97qItd98VCSPNsQSZ6FtSQlJdG/f38AfvrpJxwcSunowpunwp9fgEYHg37kgutjdP/frgyje4JtN+ktScc6q9oIT26z1n4alZU77DI2wW74z7Sp62GFCIUQQhSE9FZGkHl8igcTmDrKFVbbvUsF5S77jD6MTH2TZOxYGdiGtt5uRRWysFE5zcdK3DzPQoicU1WVyMhIIiMjKdXP0bq9C00GgMkAq4dx88yfmRJngKjYJMYtP0LwyciijzGfStKxtjT/chkSWGL3IZWVO5wxVeel1Alcv2e0QnRCCCEKSvrsGR6uGR/4erg68Hz7mhmWXVCrMTxlEvGqI221YczTf44Og8V7hihaRpPKvvDbrDt2lX3htzFa+pJlI0rOULJCCJFXGg30/RISbkF4CA1CRlNLCSJCzVjDrJL2tHvG+jD8fTykGZiVPDj/sg4DX+k/o6HmMjfUcoxK+T/icZJ5moUQogTIavaM0Ihovtl7MUPZk2ptnk95g+/s3sdfe4SPWYB7me+sE7gALA/uacst+aTmWQghAHR2MOB77ro1oTxxfKd/n0rEZCqmApGxSYRGRBd9jCVQXp5Gt65VAU9zLYTKTN23dNCeIEG1Z1TKG0RSEU+Zp1kIIUoMrUahrbcbfZtVpa23G1qNYr4XPPgYO1RtyNjUiaSqWvpp/+Sx0++Bjbe4slXpze4fHKPEllvySfIshBDp7Muwu/VXRJgqU11zk2V2H1KWBItFpRlY/gWfjMT3gxAGLdrPhFXHGLRoP74fhDz0ZqrVKLzmXw9QCdJ9xyDddkyqwiupL3NKrQ3IPM1CCFHSaTUKQb19ADIl0DtMzXk19UVUFDSHl8C2GUUfYClnNKnMWB9mcbC39GUz1ofZXBNuSZ6FEOI+5SpWZXjqJG6qrvhoLvG1/lPsSM1UTpoE509+n0YfjLjN27oVPKfbBMBbhkC2mlri4eogU5MIIUQpkVWfaIDfTW3ZWW9K2i97/ge7Py3i6Eq30Ihoi7NipLPVlnzS51kIIe7TulYFDC5ejIx7i1V2M2mrDeNTvuKV1PGY0KCQNlCJNAnOu4c9jX5Yv/LDF2/jdfwTXtBtACD8sdn4ej7JUzIVlRBClDqW+kRfuBnPtLWnGHXCh61tJlH76PuwbQYnbqRwt1mg3CuKQE5b6NlaSz6peRaiFFMUhdq1a1O7dm0URW4i8F8zsDC1JmNSXyNF1fKE9gAf6ReiwYSKbTYJLk7HOj9Pow1GE6dXTuEl3W9pC3p+jPfjL2foByeEEKJ0ebBP9NDHvHj20eqYVHjicHO+UZ4GoMmJOexb8ia+72+zyf62tsRSC71K3MlRueJMkmchSjEHBwdWr17N6tWrbXre34KW3gwsomxLJqS+jEHV8LR2N5/p59GtXnmbbBJcnI51fp5GH18xlaHJKwG413kmtA4s0NiEEELYPkVRmNG3EV5uTiSkGJmZ+BRzDU8B8Jr+Z15I+JoXlx+SBLoQPTi450Tdz2yzf4P6yj9AWiszWxzcU5JnIYSwoEdjT/a81YXhz0/gyGNzMSo6emv3M/DiO1yPjrV2eDYtp0+ZHyx3d9sntAz/EoCj9V/FueMrBR6bEEKIkkGn0ZCYYvz3N4W5hmeYnjocgOd0m/hEv4BZv/1lcwNW2Yr0lnw6DHygW8RE3RpclAR8NSfMA7zZYks+SZ6FECIL6c3AWvccgWbQClLQ4685SNzSgZCaaO3wbFbrWhXwcLHPtoyDXkOTqq7mqaxO/DyHMrvfBWC50zAeGRhUFKEKIYSwUWl9oJMzLFtq7MGElBcxqBqe1O5heuIcDp2/ZqUIS74aZVQW6z9hoG4HRlVhcurzfGPsZdODe8qAYUKUYklJSQwfnvYU9rvvvrN6c97iTKkXwNkui6mzLZC6cftI+b4/dkN/BDtna4eWI8XpWGs1Ci29KrDhRNbN5ZJSTfT6YjeJKUYCEtYzU78UgM8MT+Hw2KtobOxJtRBCiKKVVRehdSZf4lKdma+fSzftUW5tHgY11oBjuaINsKS7ewPnlX3ppD1HsuLA352/oI1re/rY+OCeUvMsRCmmqip///03f//9N6oqzZYeprFfX96rMIu7qgN2/+yG5c9AUpy1w8qR4nSsI27dY0vYdQDKOekzrPN0deB1/3o422m5dPseQxKXmxPnrwx9+J/had7feEb6qQkhhMhWdl2EtpuaMyxlMnGqIxVvH4alT8DdG0UYXQl36zwpC7vilXyO22pZrj/5Ew07DigRg3tK8iyEEDmkKArdez717w3XCf75E75/EhLvWDs0m6GqKu+sO0mK0USHepU4NKUbKwPb8NmzzVgZ2IY9b3Xhxc51cNGrfKJfwATdrwB8bujHh4aB8G9PqRnrw6SfmhBCiCylD1iVVZp2UG3Ai/qZqM7ucP0EiQu7sWXvAfaF35b7S35cDoVvumMX/w8XTZX5zOsrajTtYO2oCowkz0IIkQu+dSqiqdGawSlvk6B1gauHYFlvuHfL2qHZhA0nItl9/hZ2Og3v9mmETqvJML2IVqNw+OxFPkqZydPa3RhUDW+lBvKpYQDpiXN2U1kJIYQQ8N+AVUCWCXS4tja/t1rCNdxxjL9Ey81P8dU3X+P7QUiuWjilj8+x7tjV0p18n9mQ9p0oMZrjpto8nTKdgT06WjuqAiXJsxBC5IKiKEzsVpeTam2eTZ6CydENov6CrztD1Alrh1esxSel8u76MABe7ORNzYoW+ovHXqHBxv74ak9xV3Xg+dT/40djZ4v7y+mUV0IIIUqn9KknPVwzNuGuWMYeFwcdkbFJjN8UR7+kIE6YalJBucsy/Qf0v7six1NZBZ+MxPeDEAYt2s+EVccYtGh/rpNvm6eqsO8r+HEoGJI4VaYdz6ZMpXnDujSq4mrt6AqUDBgmhBC55FunIi29ynP4Erxb6RPeuP0OZWL/Qf2mO0q/r6DRk9YOsdgwmtR/RzxNIvhkFDfik/Fyc2JsR+/MhaNOwA/9cYmP5LpajlEpb3JKrZnlvnM65ZUQQojSq0djT/x9PMz3Ivd/B6y6EpNAl092YjSp3KA8z6RMJ0j3HYN1Ibym/5nmmvO8/9tr+Pv0zbKPbvDJSMYtP8KD9cxRsUmMW37EZkeUftD993L3Bwf8SoiGdS/B2T8AiG80lCeP9iAFDeO71LVi1IVDkmchhMglRVFo5+3G4UsxLD1nxxqmMk//BR04AT+NhOunoNPboCndjXuCT0YyY30YkbEZa4j7PFIFB702Y+EL22D1CEiJR63UkDGxEwlLLmtxvwrg4Zp28xZCCCEeJn3qyftdu5OUoXl1Mna8bRjNEbUus3RL6Kw9Tt3k1zl1yJWmrTO3gDKaVGasD8uUOENa9yKFtPE5/H08bHqALEv3ck9XB4J6+9CjbAT8MhrirmLS2HGy8f8xN7YjKaZbdKhXiUeql7Ne4IWkdH+zE6KUUxQFT09PPD09URTbvbAXteCTkcwLuWD+PY4yPJf6JosMvdIW7PoIfhxSrEbiLqxjnVU/r/Sn8Q8mzgDzQi5kbM525HtYMQBS4qGmH8qoYMb2Sesj9WCk6b8H9fax6S8jQgghrCurrj8/GzvyZMq7XDRVpppyi0bB/eHQt2lNk+8TGhFt8R6XriSMz5HVvfxGbAJhK6eiftsL4q5ySanCE4nT6RPaiJCzaWPAtK5Z3hohFzpFtfacJYK4uDhcXV2JjY3FxcXF2uEIIbJhNKn4fhCS5Q3zac0u3rP7BntSoVIDGLQSKtQu4iiLRlZPo6f1asjMDaez/D9KrzneM/FRtMFvwvGVaSuaDoQ+80Bnl+3+g3r7lIhmcEIIIaxnX/htBi3an+V6F+7xiX4B/trDaQseGQy9PgE7JwDWHbvKhFXHHvo+nz3bjL7NqhZEyEUqq+87lYlmrv4r2mrTxjD52diBd1JHkkDGrlQK2FSz9ZzmY9JsWwghcuFhT5p/MXXgQnIVfio3D7ubZzAs6ERoq09QvLtk7CNk47Lr5/XiiqPZbqsC7nEnSf1yItq7/4CigU6TocP/wX214ln1Uysp/4dCCCGsJ30qq6jYJItNr+NwZor9JLp2PIUS8i7K8RXcDf+TS21m0qBdb8o56XP0PrY6Poel7zudNUf5WL8ANyWee6o9U1KfZ63JN8t9lIRm6w+S5FkIIXIhJyM8H1fr8Ln31/Q49X80TjnPY3sD+WLXk7zpNJApfR4p0qew2Q7ykY99ZtfPKzsaTIzVrudV3c/o7xrBtQY8vQhqtLFY3lI/NSGEECK/0qeyGrf8CAqW719xSUY+SXicizqFoJT/4X73Io22DmPjNl8+144ALMwa8S9bH5/j/u875Yjndd1PDNNtBeCkqSbjU8cToWb9feb+Zusl6T4ufZ6FKMWSkpIYPnw4w4cPJylJpv3JiZw+QZ53KIGnE6fwk6EDWkVlom4Ni5Le4Ksffi6y6SsyTJ/xw0HGBj5Hm4AnWX/kYr72+7Da96x4cpsVdrN5U/8jesXILa8nYOzuLBNnIYQQojBlNZVVZRd7vCs5k2Qw8eX2cDbE16Vr8scsNXTHpCo8ru7hx9QJPG+3BQ2mLOeRtuXxOdzLOqDDwAjtJnbYv2ZOnJcYevBUyoxsE+f7lbRpJaXmWYhSTFVVwsLCzK/Fwz2smdf9krHj/wxj2Gl6hBn6pTTQXOZXu2ms+PUQxrrz0do7FVqcmZtVq+jjrqECr6w8it7OPs814Hm5EQZoQvlAv4hyyj3uqfZ8qn+Bt4e/C1p5hiuEEMJ6suoilGIw0XLWFhJSjADE48R0w0h+MXZgtv4bmmoimKZ8y3iPg0y8N4Id8Rn7NY/r5G0z/X0taW08yhbHt6mlXgHgtKk67xqGs8/UKFf7sdVm61mRby1CCJEL6c28IOuRoB9c+rupLf7JH7HO2A6tojLMuJaUL9vBpX35jsfSaNfZNatON2N9WIYpOnIjNzdCN+J4X/c1C+3mUk65x3FTbZ5IeY9H+72EVhJnIYQQxUB6F6G+zarS1tsNrUbh2OU75sT5fifU2vRLmcm01JHEqY6Uu3OSbw1vse+RYL582pvej6QlzJtORZFqNBX1R8m/W+fhhwFoVzxNLfUKt9WyvJ36PL1S5pgT5/TvO+Wc9FnWuiukDfJpq83WsyI1z0IIkUvpzbweHAnaw9WBno09+GbvxUzbROPChNSXWW9sy2z9N1SOi4BvH8fUOpCDtccTlaS12Cc5uz7LWY1G/eyj1XM8fUZe+iF5ujqgUSCr3FsBvFwUFtQ9RLVT8ylDAiZVYYGxNyudhjBlQNH2+xZCCCFyK7tWViY0fG/sTrDxUX6t8wfVrmzA8+x39Lq4jm7NhnHeqQlnbsKq0H8Y1rZm0QWdH4kxsPMjCF0IJgOqRsfP2p7MjO9Nqt4Fk/G/Bwke/858AVjsM16Sp5WU5FkIIfIgq2ZeoRHRFpPndFtNLQlNbsAKr99pfH0dmtCvqbL/V74zDGKjqTWVXZ3MUzFlN1UTYHG068jYJP639XyOPkNOml8/mLzXdHNi+JJQc+L84A1Tg4k+mj+Zo1uL46lrANyt0IhjPm/RvJYvY2S0bCGEEDYgJ62sblKey52/oBqBsPEtuHUW+wPz+EPRsU7/GKu39KVv81G4OORsZG6ruHYMDn0DJ36G1IS0ZXUDWOT4PO+FGqhU1p7tE/w4d/2uxQf5WVUmlNRpJWWe52JA5nkW1pKYmIifnx8Au3fvxtHR0coR2b70eRFz0ifaV3OC9/WLqKbcAuCCqQpfGfrym6kdz3eow9e7IjLtIz1ZLeek505Cai4CS6Hi9tkA3Oo8BbR2rAxsY074c1qzrdMoGEwqNSo48VInb+ZuO29e30YTRpD9Shqq4WmFXapC13egyQDQSBNtIYQQtuNh9/P00bT3vNUl7b5pMsG5YNg3Dy7tNZe75NISryfegjr+xedemJIAp9bAoSVw9fB/y90bQfd3OW7fiie/2otJha+HtaR7I49sd1cYM3sUNZnnWQghrCC7qS/SbyMBjSoTfOo6e0xN6J78IYHaDYzSbaSO5hqf2s3nFdMaFuztgw4/Uh+4TKfvL1eJswX2Og3hN+/y2upjuarZNvxb5fxCh9oMbF2DZ1pV569jB/EIfQ/PqO1pAdqVBb9Xoc2LoJcHMkIIIWxPTu7nGZolazTQoGfaz9UjRAV/TMV/NuIVdxhWDICK9aHliLQkumJdUHLWRasgpO8/4VoYPld/xuPiryhJsf/Grcfk05ewKs8Q7tiE8iY7Zv50DJMKfR6p8tDEGUrXtJJS81wMSM2zsJbExER69+4NwPr166XmuQBl1+Ta1dGOQYv2ZyhfhgSGa7fwvO4P3JR4AK6oFVlg6M1Pxo4kY5enOMw3fGMKFfb8D4Bo31dBa3l/Oa3ZrumiENLrLppj30PErn831kLLkdBpMpSplKd4hRBCiOIku/t5ds2SVVVl/Pz1NL22imF223E0Jfy3zrU6Sp1uUKcbW5Lq807wP7nef47cu82RPX9wJnQTjVNP0lQTYV6V4FQVp7ajCXHszpQt1zONlVLGXseuNztTwTlv3z9sTU7zMUmeiwFJnoUombJ6krzu2FUmrDpmcRtHkhii3cYY3e9UUtKeCkep5Vlj9GOTsRXHVW+yGtf7Qa92q8eqg5lvyIEdajHnjzOkGnN/+W+kRDBQu4O+2r24KulfBBSo/zh0mw6V6ud6n0IIIURxltea4ZNXY3niiz2UIYFntLvoqjlCa80Z7BWDuUyqquWIWpedxqYcVesSpVbgulqeRByYP7RF7hLoO/+kzeTxz59p/946m/FzqAohpub8YOzGLlNTAjt4W+wilm5Bbt/fhknybEMkeRaidNkXfjtTzfOD7ElhoHY7Y3XrqaJEm5dHqhXYbGzJJtOjhJoaYLDQ++b+fliAxUHNHvb+93PlLn21exmo3UEjzSXz8gTHKjg9NgKaDYZyNXK8PyGEEKI0CD4ZydjlRzIscySJtprT+Gn+oovuL7yItLhtnOrETY0btWvVRXGtAmWrpLUaS7oDiXcs/5tyN9N+zpmqctDUgAOmBuw3+XCD8uZ1D5s5I0Of7hJOkmcbIsmzEKVLTgYV0yigqqDDQIDmID20B+mkOUYZ5b9a5DuqMyGm5mwyPsoxkzc3KAekDUaS3dPq7Gq+dRior1zhEU04jyjhNNNcoK5yFY2SFmmyqmOzqRU/Gjvz0qjnaVtHmmcLIYQQD0q/12c3dSRAdeU6HTV/4ac5gbdyDQ8lOsO9PjdMipZ7FRrjXNePcw5NeDYY7lA2T/tKtzKwTanozywDhgkhHiopKYlXXnkFgM8//xwHh4dPyyDyLyeDkAT61eLrXREY0PG7qS2/m9piTwrtNacI0Bykn/NflEuO5intHp7S7gEgUbXjmqYyZTzrUfnqn5BYGyrUhvI1SUo18sqkGaCaGDNqCG01p3AgBUeScVaSqK9c5hFNOI2VizgqKZliDjN58aOxE2uN7YmjDB6uDrSuXbHQ/6+EEEIIWxQaEf3QxBngslqZ5UZ/lhv9zcvKkEBlJQZPJZr+dTVEXfkb5+Qb6DASizOqvSt+TevSqHYNDl03Mf9ANOF3dWnNva864HnXgYBGlbnDpWzeOWdyMq1laSLJsxClmKqqHDlyxPxaFJ0ejT0fOjdi8xrlM6xPxo7TZdsyoPfz2Pu4w+UDmMLWk3w6GPv4SziSgrd6Ga5dhmvbMryfalA4cqIOAD6bB7PSLuvjHac6cUqpw2FDbY6ZvDlu8uYm5YAsRhgVQgghRAb5STrv4sRd1YlwtSp7zgI0yrBeMcAH++AFfa1/+yw7Z1gfGZvE0j/znzhDzua7Lk0keRZCCCvp0dgTfx+PLAchedh6vNqh8WqH4+NzwJgKsZch+m+Ijvj3339/Yi6Cel+iW86LeI2ev+8YScaOJFXP36onx03e/KV6E6F68NXQVtQBflgfxs0sknshhBBCWFaYSWf64+9Fu7Me7Csn0ruIZTePdetaFfLxDiWPJM9CCGFFD5sbMcdzJ2r1aU20K9S2vD4xETb4pb1+aT9lHR2JzGL6ja/uS46zTd6FEEIIYVHrWhXwdHXIcnwTBXB10hP777SQD3bhyklSnNVgX5beK7suYjmax1oAkjwLIUSp9dCabXKRvAshhBDCLCfjm7z/VBMAi124ejb24Ju9F/Mdx6j2Ndl4MirHXcQeXC8ykuRZCCFKMUmOhRBCiMKRk/FNwHIrr9CI6AJJnv19PJjSyyfvXcREBpI8CyGEEEIIIUQhyGsrr4c1+4ac91kusC5i4t8JQYUQpZaDg4NMUVVKyLEWQgghil56ctq3WVXaervlqFY3vdk3/NfMO53y70+gX60s14P0WS4Miirz01hdTiflFkIIIYQQQpQewVkM7pne7Pth60XO5DQfk+S5GJDkWQghhBBCCGGJ0aRm2+z7YevFw+U0H5M+z0IIIYQQQghRTEmf5eJD+jwLUYolJyczYcIEJkyYQHJysrXDEYVIjrUQQgghRP6UuOT5/fffp3v37lSvXh1HR0fc3Nxo1aoVn376KQkJCRa3MZlMzJs3j6ZNm+Lo6EilSpUYMGAA58+fz/J9Dh48SM+ePSlfvjzOzs60bt2aFStWFNbHEqJQmEwm9u7dy969ezGZTNYORxQiOdZCCCGEEPlT4pLnhQsXEhMTg7+/PxMmTGDQoEEkJSXx+uuv065dO4sJ9NixYxk/fjxGo5Hx48fTs2dPfvvtNx599FHCwsIyld+xYwe+vr7s3r2bZ555hnHjxnHr1i2GDBnCe++9VxQfUwghhBBCCCFEESpxA4YlJSVZnIpl+PDhfP/998ybN4+XXnrJvHz79u106dIFPz8/tmzZgr29PQDbtm3D398fPz8/du7caS5vMBho0KABV65cYd++fTRv3hyA+Ph42rZty9mzZwkLC6Nu3bo5jlkGDBPWkpiYiJ+fHwC7d+/G0dHRyhGJwiLHWgghhBDCspzmYyWu5jmrOUyfeeYZAC5cuJBh+aJFiwCYNWuWOXEG6Nq1KwEBAezatYtz586Zl4eEhBAeHs7gwYPNiTNA2bJlmTZtGgaDgW+//bbAPo8QQgghhBBCCOsrcclzVjZs2ABA48aNMyzfsWMHzs7OtG/fPtM2AQEBABlqnnfs2AFA9+7dM5VPX3Z/eUuSk5OJi4vL8COEEEIIIYQQovgqsVNVzZ07lzt37nDnzh327t3LoUOH6N69O8OHDzeXuXfvHpGRkTRu3BitVptpH+lNr+8fOCz9taVm2eXLl6dixYrZDjQGMGfOHGbMmJGnzyWEEEIIIYQQouiV6OT50qVL5t+HDh3K/Pnz0ev15mWxsbEAuLq6WtxHenv39HI53ebKlSvZxjZ58mRee+21DPusUaOG1ECLIpeYmIjRaATS+nqkpqZaOSJRWORYCyGEEEJYlp6HPWw4sGKZPFesWJHbt2/nuPz27dvp1KlThmUXL14EICoqiu3bt/Pmm2/y2GOPsWnTJqpVq1aA0eaevb19hv7V6QerevXq1gpJCDw8PKwdgigicqyFEEIIITKLj4/PspIUimnyPGjQIOLj43NcPrsvgh4eHgwaNIg6derQunVrXn/9dX788Ufgv9rj+2uW75ee1N7/H5iTbbL7D7ekSpUqXL58mbJly6IoSq62LSxxcXFUr16dy5cvywjgwkzOC5EVOTeEJXJeCEvkvBCWyHkhslIU54aqqsTHx1OlSpVsyxXL5PmLL74o8H0++uijlC9f3jzgF4CzszOenp5ERERgNBoz9Xu21L/5/n7QLVu2zFA+JiaGW7du0a5du1zFptForF4bnhUXFxe5gIlM5LwQWZFzQ1gi54WwRM4LYYmcFyIrhX1u5KQCtNSMtn337l1iY2PR6TI+L+jYsSP37t1j7969mbbZtGmTucz95QE2b96cqXz6svvLCyGEEEIIIYSwfSUqeb506ZK5r/P9UlNTmThxIiaTiccffzzDuhdeeAGAqVOnkpKSYl6+bds2Nm3aRIcOHahXr555edeuXalduzYrVqzg2LFj5uXx8fHMnDkTnU7HyJEjC/RzCSGEEEIIIYSwrmLZbDuvjh49ytNPP42fnx9169alYsWKXL9+na1bt3L58mXq16/P7NmzM2zTuXNnRo8ezeLFi2nevDm9evXi+vXr/Pjjj7i4uDB//vwM5XU6HYsXLyYgIAA/Pz8GDRqEi4sLa9asISIiglmzZmVItm2Vvb09QUFBGQY2E0LOC5EVOTeEJXJeCEvkvBCWyHkhslKczg1Ffdh43Dbkn3/+Ye7cuezatYuLFy9y584dypQpQ8OGDXnyySd56aWXcHZ2zrSdyWTiyy+/ZOHChVy4cIEyZcrQuXNnZs+enWUiHBoaSlBQEPv27SMlJYVGjRoxceJEhgwZUtgfUwghhBBCCCFEEStRybMQQgghhBBCCFEYSlSfZyGEEEIIIYQQojBI8iyEEEIIIYQQQjyEJM9CCCGEEEIIIcRDSPIsMjh48CA9e/akfPnyODs707p1a1asWGHtsEQBqlmzJoqiWPwZO3ZspvJxcXG89tpreHl5YW9vj5eXF6+99hpxcXFZvseKFSto3bo1zs7OlC9fnp49e3Lo0KHC/Fgih5YvX86YMWNo1aoV9vb2KIrC0qVLsyxfFMf//PnzDBgwgEqVKuHo6EjTpk2ZN28eJpMpPx9V5EJuzovp06dneQ1xcHDI8j3kvLA9V69eZe7cuXTv3p0aNWpgZ2eHh4cHTz/9NAcOHLC4jVwzSr7cnhdyzSgd7ty5wyuvvELbtm3x8PDA3t6eqlWr0qVLF3755RcsDbNlk9cLVYh/bd++XbWzs1PLlCmjjh49Wn399dfVWrVqqYA6e/Zsa4cnCoiXl5fq6uqqBgUFZfpZv359hrJ3795VmzVrpgKqv7+/+tZbb6k9evRQAbVZs2bq3bt3M+1/9uzZKqDWqFFDfe2119QXXnhBdXFxUe3s7NTt27cX0acUWfHy8lIBtWLFiubX3377rcWyRXH8T506pbq6uqp6vV4dMmSI+uabb6pNmjRRATUwMLCAP73ISm7Oi6CgIBVQR4wYkekaMnPmTIvbyHlhm9566y0VUL29vdVRo0apkyZNUp9++mlVq9WqGo1G/fHHHzOUl2tG6ZDb80KuGaXD+fPnVWdnZ7Vr167qmDFj1MmTJ6vPP/+86u7ubvE42Or1QpJnoaqqqqampqre3t6qvb29euTIEfPyuLg4tVGjRqpOp1PPnTtnxQhFQfHy8lK9vLxyVPadd95RAfXNN9+0uPydd97JsPzcuXOqTqdT69Wrp965c8e8/OTJk6qTk5Pq7e2tpqam5vsziLzbsmWLevHiRVVVVXXOnDnZJklFcfw7dOigAuqGDRvMy1JSUtSuXbuqgBoSEpKfjytyKDfnRfoX4Zw+DJPzwnb98ssv6q5duzIt37Vrl6rX69UKFSqoSUlJ5uVyzSgdcnteyDWjdDAYDBa/48XFxak+Pj4qoJ48edK83FavF5I8C1VVVXXTpk0qoD733HOZ1q1atUoF1MmTJ1shMlHQcpo8m0wmtUqVKmqZMmUyPf1LTExUy5cvr1atWlU1mUzm5ZMnT1YBddmyZZn2N3bsWBVQN23alO/PIApGdklSURz/s2fPqoDauXPnTOX379+vAuqgQYPy8QlFXhR08iznRcnUvXt3FVAPHjyoqqpcM0SaB88LVZVrhlDVV199VQXUtWvXqqpq29cL6fMsANixYwcA3bt3z7QufdnOnTuLMiRRiJKTk1m2bBnvvfce8+fP5/jx45nKnD9/nmvXrtG+fXucnZ0zrHNwcKBDhw5cvXqVCxcumJdndx4FBAQAch7ZiqI4/tmVb926NeXKlZPzpRjbvXs3H374IZ988gkbNmwgOTnZYjk5L0omvV4PgE6nA+SaIdI8eF7cT64ZpVNSUhIhISEoioKPjw9g29eLzGe2KJXOnz8PQN26dTOtK1++PBUrVjSXEbYvKiqKkSNHZljWo0cPvv/+eypWrAhkf07cv/z8+fMZXpcpUwYPD49sy4viryiOf3bvoSgKderU4dChQyQkJODk5JSPTyMKwzvvvJPhd09PT5YtW4a/v3+G5XJelDz//PMPW7duxcPDgyZNmgByzRCWz4v7yTWjdLhz5w5z587FZDJx48YN/vjjDy5fvkxQUFCm42eL1wupeRYAxMbGAuDq6mpxvYuLi7mMsG2jRo1ix44d3Lx5k7i4OPbv38/jjz9OcHAwffr0MY+GmJNz4v5y6a9zU14UX0Vx/PPyHsL6mjVrxrJly7h48SKJiYmcP3+emTNncufOHfr06ZOpJYucFyVLamoqw4YNIzk5mQ8//BCtVgvINaO0y+q8ALlmlDZ37txhxowZzJw5k4ULFxIVFcVHH31EUFCQuYwtXy+k5lmIUubBJ7+PPfYYv//+Ox07dmTPnj388ccf9OrVy0rRCSGKu379+mX4vU6dOkydOpXKlSvzwgsvMGvWLH766SfrBCcKlclkYtSoUezatYvAwECGDRtm7ZBEMfCw80KuGaVLzZo1UVUVo9HI5cuXWbVqFVOmTOHPP/9k9erVFpv02xKpeRbAf09lsnr6EhcXl+WTG2H7NBoNzz33HAB79+4FcnZO3F8u/XVuyoviqyiOf07fI/3psCjeRowYgU6nM19D0sl5UTKoqkpgYCDLly9n6NChLFiwIMN6uWaUTg87L7Ij14ySTavVUrNmTSZNmsSsWbP49ddfWbRoEWDb1wtJngWQfX/UmJgYbt26lWW/BFEypPd1TkhIAB7eR9lSX5K6dety9+5doqKiclReFF9Fcfyzew9VVblw4QJVqlTJNJiIKJ7s7OwoW7as+RqSTs4L22cymXj++edZsmQJgwYNYunSpWg0Gb9CyjWj9MnJeZEduWaUHumDdqUP4mXL1wtJngUAHTt2BGDz5s2Z1qUvSy8jSqYDBw4Aac1tIO2iU6VKFfbu3cu9e/cylE1KSmLXrl1UqVKFOnXqmJdndx5t2rQpQxlRvBXF8e/UqVOW5UNDQ7lz546cLzbk/PnzxMTEmK8h6eS8sG0mk4nRo0fz7bffMnDgQL7//vsM/VnTyTWjdMnpeZEduWaUHteuXQP+G4Xdpq8XuZ7cSpRIqampau3atVV7e3v16NGj5uVxcXFqo0aNVJ1Op549e9Z6AYoCcerUKTUmJibT8t27d6sODg6qvb29eunSJfPy3E5gf/bs2VxPYC+s52Hz+RbF8e/QoYMKqBs2bDAvS0lJUbt166YCakhISD4/pcit7M6LuLg49fjx45mWR0dHq35+fiqgvv/++xnWyXlhu4xGozpy5EgVUPv37//Q67dcM0qH3JwXcs0oPY4ePZrheKW7ffu22qxZMxVQv//+e/NyW71eKKr679C6otTbvn07AQEB2NvbM2jQIFxcXFizZg0RERHMmjWLKVOmWDtEkU/Tp0/nww8/pGvXrtSsWRN7e3tOnjzJ5s2b0Wg0LFiwgNGjR5vL37t3D19fX44dO4a/vz8tW7bk+PHjbNy4kWbNmrFnz55MzV1mz57N1KlTqVGjBs888wz37t1j5cqVJCYmsmnTJjp37lzUH1vcZ/HixezZsweAEydOcOTIEdq3b29+utuvXz/z4C5FcfzDwsJo164diYmJDBgwgCpVqhAcHMxff/3F6NGjzf2jROHK6Xlx8eJFatWqRatWrWjSpAnu7u5cvXqVjRs3cvv2bfz9/fn999+xs7PLsH85L2zT9OnTmTFjBmXKlGHChAkWB/rp168fzZo1A+SaUVrk5ryQa0bpMXHiRBYvXkznzp3x8vLC2dmZS5cusWHDBu7evcvTTz/N6tWrzU37bfZ6ket0W5RoBw4cUHv06KG6urqqjo6OaqtWrdTly5dbOyxRQHbs2KEOGDBArVOnjlq2bFlVr9er1apVU5999ln1wIEDFre5c+eO+uqrr6rVq1dX9Xq9Wr16dfXVV1+1+HQx3fLly9VWrVqpjo6Oqqurq9qjRw81NDS0sD6WyIURI0aoQJY/QUFBGcoXxfE/e/as+swzz6hubm6qvb292qhRI/Xzzz9XjUZjQX1s8RA5PS9iY2PVl156SW3ZsqVasWJFVafTqa6urqqvr6+6YMEC1WAwZPkecl7YnoedF1hooSDXjJIvN+eFXDNKj927d6sjR45UGzRooLq4uKg6nU51d3dXe/Tooa5YsUI1mUyZtrHF64XUPAshhBBCCCGEEA8hA4YJIYQQQgghhBAPIcmzEEIIIYQQQgjxEJI8CyGEEEIIIYQQDyHJsxBCCCGEEEII8RCSPAshhBBCCCGEEA8hybMQQgghhBBCCPEQkjwLIYQQQgghhBAPIcmzEEIIIYQQQgjxEJI8CyGEEEIIIYQQDyHJsxBCCFHIRo4ciaIoXLx40apx1KxZk5o1a1o1hvzasWMHiqIwffr0fO9LUZQMP0lJSfkPMAeqVauW4X2tfV4IIYTIGZ21AxBCCCGs7eLFi9SqVSvDMr1eT+XKlfHz82PSpEk0bdrUStGVPukJflEklV5eXowcORIAna5ovha99tprxMXFsXbtWo4fP14k7ymEECL/JHkWQggh/uXt7c3QoUMBuHv3Lvv372flypWsWbOGkJAQ2rVrZ+UIRUGrWbNmgdRi58Zrr70GpD0ckORZCCFshyTPQgghxL/q1KmTKZGaOnUqs2fPZsqUKWzfvt06gQkhhBDC6qTPsxBCCJGN8ePHA3Dw4EEgrbZQURRzU98HKYpCp06dcrTvX375hY4dO+Lu7o6DgwPVq1enR48erF27NlPZv/76i2effRZPT0/s7Ozw8vJi/Pjx3L59Oy8fKwNVVVmyZAnt27fHxcUFJycnWrVqxZIlSzKVnT59OoqisGPHDlavXk2LFi1wdHTE09OTV155hcTExEzbGAwG5syZg7e3Nw4ODtSpU4c5c+bw999/Z/i/TP+/vXTpEpcuXcrQL9hS7fCRI0cICAigbNmyuLq68uSTTxZYU++lS5eiKApLly5l27Zt+Pr64uzsjJubGyNGjLD4/759+3Yef/xxqlSpgr29PVWqVKFTp04sXry4QGISQghhXVLzLIQQQmRDUZRC2e/8+fN58cUX8fT05Mknn8TNzY3IyEhCQ0NZu3Yt/fr1M5f97bffGDBgAFqtlj59+lC9enXCwsKYN28emzZt4sCBA5QvXz5PcaiqytChQ1mxYgX16tVj8ODB2NnZsWXLFp5//nnCwsL4+OOPM2335ZdfsnHjRvr27UunTp0IDg7miy++4Pbt2/zwww8Zyo4aNYrvv/8eb29vXnrpJZKTk5k7dy779u3LUK5cuXIEBQUxd+5cACZOnGhe9+ADiUOHDvHRRx/RqVMnxowZw9GjR1m7di0nTpzg5MmTODg45On/40Hr16/n999/p3fv3owbN45du3bx3XffER4ezp49e8zlNmzYQO/evSlXrhx9+/bF09OTmzdvcuzYMX744QdGjx5dIPEIIYSwIlUIIYQo5SIiIlRADQgIyLRuypQpKqB26tQpQ9kRI0ZY3BegduzYMcOyESNGqIAaERFhXtaiRQvVzs5OvXHjRqZ93Lp1K8NrFxcXtVq1auqlS5cylFuxYoUKqC+//HKOPqeXl5fq5eWVYdnXX3+tAurzzz+vpqammpcnJyervXv3VgH10KFD5uVBQUEqoLq6uqpnzpwxL09ISFDr1aunKoqiXr161bx869atKqC2atVKTUhIMC+PjIxUPTw8LP5fWooz3fbt21VABdRVq1ZlWDds2DAVUFeuXJmj/w9Lxyrdt99+qwKqTqdT9+zZY15uMBjUTp06qYC6b98+8/KnnnpKBdTjx49n2tf9x/N+ls4LIYQQxZc02xZCCCH+deHCBaZPn8706dN544038PX1Zfbs2Tg4OPDee+8V+Pvp9Xr0en2m5W5ububX3333HXFxccyZM4caNWpkKDdo0CBatGjBqlWr8hzDvHnzcHZ2Zt68eRlGm7azs2P27NkArFy5MtN2EyZMoH79+ubfHR0dGTRoEKqqcvjwYfPy5cuXAzBt2jQcHR3Nyz08PJgwYUKe4+7QoQMDBw7MsGzUqFHAf03sC8LgwYNp3769+XetVsuIESOyfJ/7P2O6+4+nEEII2yXNtoUQQoh/hYeHM2PGDOC/qaoGDx7MpEmTaNKkSYG+14ABA5g0aRKNGzfm2WefpVOnTvj6+lKuXLkM5fbv32/+98KFC5n2k5SUxK1bt7h16xYVK1bMVQwJCQmcOHGCKlWq8P7772dan5qaCsCZM2cyrWvRokWmZdWqVQPgzp075mXpo0lbGqk8P6OX5/T98yun7zNgwADWrFnDY489xqBBg+jSpQt+fn64u7sXWCxCCCGsS5JnIYQQ4l8BAQEEBwcXyXu9+eabuLm5sWDBAj799FM++eQTdDodPXv2ZO7cueZ5p6Ojo4G0PsbZuXfvXq6T55iYGFRV5erVq+aHBlnt+0Gurq6ZlqXXXBuNRvOyuLg4NBqNxdrXypUr5yrevLx/fuX0fQYOHIher2fu3LksXLiQr776yjx43KeffkqzZs0KLCYhhBDWIc22hRBCiFzQaNJunQaDIdO62NjYHO9HURRGjx7NoUOHuHnzJr/++itPPfUUv/32G7169TInZi4uLgCcOHECVVWz/PHy8sr1Z0nfd8uWLbPdd36m6HJxccFkMlkcnfr69et53m9x9NRTT7Fr1y6io6PZuHEjo0ePZufOnQQEBBRobbgQQgjrkORZCCGEyIX0ZtVXr17NtO7o0aN52qebmxv9+vXjxx9/pEuXLpw+fdrcRPuxxx4DyDQydUEoW7YsDRs25PTp04WW3D3yyCMA/Pnnn5nWWVoGaf2KC7L2uKi5uLjQo0cPvv76a0aOHMmNGzc4cOCAtcMSQgiRT5I8CyGEELng4uJCvXr12LNnT4Y+yPHx8UyePDnH+9m0aVOm2uvU1FRzM+30gaeee+45ypYty5QpUzh16lSm/SQkJJj7RefFK6+8QkJCAoGBgRabZ0dERORr7uQhQ4YAMHPmTJKSkszLo6Ki+OyzzyxuU6FCBW7dupWhfHG3bds2i/HeuHEDsDyQmBBCCNsifZ6FEEKIXHrttdcYO3Ysbdu2pX///phMJjZu3EirVq1yvI+BAwfi5OSEr68vXl5epKamsmXLFsLCwhg4cKB5ZO1KlSqxcuVK+vfvzyOPPEKPHj1o0KABSUlJXLp0iZ07d9KuXbs899UeM2YM+/fvZ9myZezdu5du3bpRpUoVrl+/zpkzZzhw4AArVqygZs2aedp/t27dGDJkCD/88ANNmjShb9++JCcns3r1ah577DHWr19vbgqfrkuXLhw6dIjevXvj5+eHnZ0dvr6++Pr65imGovD666/zzz//0KlTJ2rWrImiKOzZs4fQ0FDatWuXYcRuIYQQtkmSZyGEECKXxowZQ2pqKp999hmLFy/G09OTkSNHMnXqVOzs7HK0jzlz5hAcHExoaCjr16/H2dmZOnXqsHDhQvOUS+l69erF0aNH+eijj9i6dStbtmzB2dmZatWq8dxzzzF06NA8fxZFUVi6dCk9e/Zk0aJF/P7779y9exd3d3fq1q3Lxx9/TLdu3fK8f4ClS5fSoEEDlixZwhdffEG1atWYOHEiXbt2Zf369ea+1+mmTZtGTEwMv//+OyEhIZhMJoKCgop18jx58mTWrFnD4cOH2bRpE3q9nlq1avHhhx/y4osvotVqrR2iEEKIfFJUVVWtHYQQQgghSp/FixcTGBjIV199xbhx44r8/RVFoWPHjuzYsaPI3xtg5MiRLFu2jIiIiDzX7AshhCg6kjwLIYQQolBFRUVRuXJlFEUxL7t69Srt27fnypUrREREUL169SKP6/54ABITE3FwcCj0961WrVqGAeckeRZCCNsgzbaFEEIIUajef/99NmzYgJ+fH+7u7vzzzz/8/vvvxMfHM336dKskzgBBQUEZfk+fv7mwvfbaa8TFxZl/Tx/BXQghRPEmNc9CCCGEKFTBwcF8+umnHD9+nJiYGBwcHGjatCkvvvgigwcPtnZ4QgghRI5I8iyEEEIIIYQQQjyEzPMshBBCCCGEEEI8hCTPQgghhBBCCCHEQ0jyLIQQQgghhBBCPIQkz0IIIYQQQgghxENI8iyEEEIIIYQQQjyEJM9CCCGEEEIIIcRDSPIshBBCCCGEEEI8hCTPQgghhBBCCCHEQ/w/n6/XYTD7RfQAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[166.05647779639716,\n", + " 164.5727830451757,\n", + " 172.68343163964346,\n", + " 146.30836926231666,\n", + " 153.4382318501171,\n", + " 135.85062316715542,\n", + " 105.35956328240897,\n", + " 86.86191359660748,\n", + " 79.64598559335403,\n", + " 56.285826470277684,\n", + " 42.99719359587781,\n", + " 7.438836416109143,\n", + " 20.18339573732719,\n", + " -19.626576899583032,\n", + " -28.887931260658533,\n", + " -71.88063407181055,\n", + " -87.95659431294511,\n", + " -101.4321258378718,\n", + " -115.42679987355444,\n", + " -137.8582798780167,\n", + " -161.59421535694446,\n", + " -190.07944419765343,\n", + " -205.7786566968385,\n", + " -205.50441479252456,\n", + " -227.31224923450532,\n", + " -252.83073417454756,\n", + " -259.58943270009667,\n", + " -267.32790903875247,\n", + " -267.9788993702475,\n", + " -265.86205242126294,\n", + " -261.8992120684194,\n", + " -270.4333197228735,\n", + " -270.073922549225,\n", + " -256.4211709343288,\n", + " -253.4679715776027,\n", + " -232.62315316262686,\n", + " -243.51613557813155,\n", + " -222.50639452011404,\n", + " -210.42454943016168,\n", + " -209.03360651445328,\n", + " -181.88015103608663,\n", + " -151.88342230366771,\n", + " -131.3223458452117,\n", + " -118.3675746160533,\n", + " -96.11674425370964,\n", + " -81.91027154663519,\n", + " -52.441597796143256,\n", + " -40.524911572167674,\n", + " -14.295033913454962,\n", + " -5.523971971233631,\n", + " 18.748795773898234,\n", + " 63.04294689050786,\n", + " 80.87763347763348,\n", + " 93.38797709418891,\n", + " 102.6087793255132,\n", + " 118.01911756942243,\n", + " 135.93541611449774,\n", + " 145.82026426442408,\n", + " 142.82646435197455,\n", + " 148.14005073873494,\n", + " 143.46941980783444,\n", + " 150.321659071152,\n", + " 151.0274949083503,\n", + " 160.16572842480102,\n", + " 144.91156713469087,\n", + " 154.67527134056905,\n", + " 135.24824106646918,\n", + " 126.81312913993636,\n", + " 116.76681685661278,\n", + " 104.67297061390747,\n", + " 78.57828134979775,\n", + " 48.11159479465768,\n", + " 12.763101525030983,\n", + " 15.688481538582147,\n", + " 3.4938357788256336,\n", + " -31.712577241307077,\n", + " -52.79835674529552,\n", + " -68.17345713229858,\n", + " -72.07527706509377,\n", + " -96.1664125348336,\n", + " -112.37710511033681,\n", + " -147.35678937997486,\n", + " -156.79508499630452,\n", + " -191.8768015521064,\n", + " -215.16318234610915,\n", + " -221.97219312945123,\n", + " -237.9848025711662,\n", + " -249.34502164502163,\n", + " -259.66292142201235,\n", + " -251.01844627147048,\n", + " -273.8172210442619,\n", + " -272.9924264243821,\n", + " -278.10710992861095,\n", + " -279.4806566672764,\n", + " -271.84254571958655,\n", + " -273.14523458286135,\n", + " -253.79451848554675,\n", + " -255.39833645056768,\n", + " -229.26716328026814]" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "temp_data, attrs = prev_data(expt_path, '00140_SidebandGeneralExperiment.h5')\n", + "length_rabi_display(temp_data, fit=True, fitparams=None, title='sideband at '+str(attrs['config']['expt']['flux_drive'][1])+'MHz', \n", + " active_reset=True, readout_per_round=4, threshold=-31)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Store pi_length in dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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stor_namefreq (MHz)precision (MHz)pi (mus)h_pi (mus)gain (DAC units)last_update
0M1-S1349.4100.010.9167240.45305930002024-10-22 14:56:14.142211
1M1-S2520.9300.051.0554480.52298550002024-10-10 09:54:34.968490
2M1-S3696.6600.051.2523050.62401290002024-10-10 09:44:55.996470
3M1-S4875.8250.051.1851660.58642990002024-10-10 10:00:27.299587
4M1-S51053.4050.051.8500230.92445675002024-10-10 10:10:15.658400
5M1-S61245.1700.051.5015490.748369135002024-10-10 10:15:45.066438
6M1-S71423.1550.011.2915020.639894165002024-10-10 10:20:49.676156
7M1-S8-1.000-1.00-1.000000-1.000000-151:31.3
8M1-S9-1.000-1.00-1.000000-1.000000-151:31.3
9M1-S10-1.000-1.00-1.000000-1.000000-151:31.3
10M1-S11-1.000-1.00-1.000000-1.000000-151:31.3
11M1-S12-1.000-1.00-1.000000-1.000000-151:31.3
12M12007.0900.010.6152870.307643150002024-10-09 01:32:42.105957
13M21834.8950.011.0604130.528845150002024-10-09 23:31:32.434744
14M2-S1175.6300.012.1734841.086742100028:20.8
15M2-S2346.8400.010.9088350.454417500033:56.1
16M2-S3523.2200.011.5616150.780808500022:30.3
17M2-S4702.6500.011.3867640.693382900025:33.1
18M2-S5878.7800.011.3033720.6516861350000:05.4
19M2-S61070.1000.012.3796221.189811900030:59.0
20M2-S71249.7000.011.7969810.8984911200056:07.5
21M2-M1173.7900.010.4634810.23174120002024-10-06 01:47:25.946153
\n", + "
" + ], + "text/plain": [ + " stor_name freq (MHz) precision (MHz) pi (mus) h_pi (mus) \\\n", + "0 M1-S1 349.410 0.01 0.916724 0.453059 \n", + "1 M1-S2 520.930 0.05 1.055448 0.522985 \n", + "2 M1-S3 696.660 0.05 1.252305 0.624012 \n", + "3 M1-S4 875.825 0.05 1.185166 0.586429 \n", + "4 M1-S5 1053.405 0.05 1.850023 0.924456 \n", + "5 M1-S6 1245.170 0.05 1.501549 0.748369 \n", + "6 M1-S7 1423.155 0.01 1.291502 0.639894 \n", + "7 M1-S8 -1.000 -1.00 -1.000000 -1.000000 \n", + "8 M1-S9 -1.000 -1.00 -1.000000 -1.000000 \n", + "9 M1-S10 -1.000 -1.00 -1.000000 -1.000000 \n", + "10 M1-S11 -1.000 -1.00 -1.000000 -1.000000 \n", + "11 M1-S12 -1.000 -1.00 -1.000000 -1.000000 \n", + "12 M1 2007.090 0.01 0.615287 0.307643 \n", + "13 M2 1834.895 0.01 1.060413 0.528845 \n", + "14 M2-S1 175.630 0.01 2.173484 1.086742 \n", + "15 M2-S2 346.840 0.01 0.908835 0.454417 \n", + "16 M2-S3 523.220 0.01 1.561615 0.780808 \n", + "17 M2-S4 702.650 0.01 1.386764 0.693382 \n", + "18 M2-S5 878.780 0.01 1.303372 0.651686 \n", + "19 M2-S6 1070.100 0.01 2.379622 1.189811 \n", + "20 M2-S7 1249.700 0.01 1.796981 0.898491 \n", + "21 M2-M1 173.790 0.01 0.463481 0.231741 \n", + "\n", + " gain (DAC units) last_update \n", + "0 3000 2024-10-22 14:56:14.142211 \n", + "1 5000 2024-10-10 09:54:34.968490 \n", + "2 9000 2024-10-10 09:44:55.996470 \n", + "3 9000 2024-10-10 10:00:27.299587 \n", + "4 7500 2024-10-10 10:10:15.658400 \n", + "5 13500 2024-10-10 10:15:45.066438 \n", + "6 16500 2024-10-10 10:20:49.676156 \n", + "7 -1 51:31.3 \n", + "8 -1 51:31.3 \n", + "9 -1 51:31.3 \n", + "10 -1 51:31.3 \n", + "11 -1 51:31.3 \n", + "12 15000 2024-10-09 01:32:42.105957 \n", + "13 15000 2024-10-09 23:31:32.434744 \n", + "14 1000 28:20.8 \n", + "15 5000 33:56.1 \n", + "16 5000 22:30.3 \n", + "17 9000 25:33.1 \n", + "18 13500 00:05.4 \n", + "19 9000 30:59.0 \n", + "20 12000 56:07.5 \n", + "21 2000 2024-10-06 01:47:25.946153 " + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "freq = attrs['config']['expt']['flux_drive'][1] \n", + "pi_length =temp_data['pi_length']\n", + "pi2_length = temp_data['pi2_length']\n", + "gain = attrs['config']['expt']['flux_drive'][2]\n", + "\n", + "ds.update_all('M1-S1', freq, 0.01, pi_length, pi2_length, gain)\n", + "ds.df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### hpi length from dual rail bs RB optimization" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "h_pi_length = 0.48857142857142855 # from optimization \n", + "\n", + "# fopr storage 2 \n", + "# 0.5650000000000001\n", + "# 0.5650000000000001\n", + "\n", + "# for storage 3 \n", + "# 0.669011691823791\n", + "\n", + "\n", + "new_h_pi_lengths = [0.48857142857142855, 0.5650000000000001, 0.669011691823791, 0.6271437312608766, 0.9865989868431034, 0.797654995769661 ,0.6891793488410187]\n", + "labels = ['M1-S1', 'M1-S2', 'M1-S3', 'M1-S4', 'M1-S5', 'M1-S6', 'M1-S7'] " + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.97714286, 1.13 , 1.33802338, 1.25428746, 1.97319797,\n", + " 1.59530999, 1.3783587 ])" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.array(new_h_pi_lengths)*2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RB Check" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gg 33\n", + "ge 871\n", + "eg 5\n", + "ee 63\n", + "gg 25\n", + "ge 863\n", + "eg 7\n", + "ee 72\n", + "gg 29\n", + "ge 864\n", + "eg 6\n", + "ee 73\n", + "gg 33\n", + "ge 852\n", + "eg 5\n", + "ee 71\n", + "gg 28\n", + "ge 882\n", + "eg 5\n", + "ee 56\n", + "gg 24\n", + "ge 885\n", + "eg 6\n", + "ee 58\n", + "gg 33\n", + "ge 841\n", + "eg 8\n", + "ee 78\n", + "gg 31\n", + "ge 845\n", + "eg 3\n", + "ee 81\n", + "gg 30\n", + "ge 876\n", + "eg 8\n", + "ee 61\n", + "gg 33\n", + "ge 871\n", + "eg 4\n", + "ee 65\n", + "gg 33\n", + "ge 881\n", + "eg 6\n", + "ee 59\n", + "gg 25\n", + "ge 894\n", + "eg 8\n", + "ee 57\n", + "gg 28\n", + "ge 874\n", + "eg 4\n", + "ee 60\n", + "gg 29\n", + "ge 839\n", + "eg 9\n", + "ee 71\n", + "gg 29\n", + "ge 858\n", + "eg 8\n", + "ee 69\n", + "gg 32\n", + "ge 854\n", + "eg 3\n", + "ee 73\n", + "gg 33\n", + "ge 877\n", + "eg 2\n", + "ee 53\n", + "gg 27\n", + "ge 864\n", + "eg 5\n", + "ee 71\n", + "gg 29\n", + "ge 872\n", + "eg 6\n", + "ee 62\n", + "gg 29\n", + "ge 874\n", + "eg 6\n", + "ee 63\n", + "gg 47\n", + "ge 858\n", + "eg 1\n", + "ee 61\n", + "gg 29\n", + "ge 873\n", + "eg 3\n", + "ee 65\n", + "gg 36\n", + "ge 851\n", + "eg 8\n", + "ee 76\n", + "gg 32\n", + "ge 856\n", + "eg 3\n", + "ee 83\n", + "gg 37\n", + "ge 876\n", + "eg 4\n", + "ee 57\n", + "gg 37\n", + "ge 867\n", + "eg 9\n", + "ee 60\n", + "gg 35\n", + "ge 891\n", + "eg 4\n", + "ee 47\n", + "gg 28\n", + "ge 858\n", + "eg 10\n", + "ee 72\n", + "gg 32\n", + "ge 853\n", + "eg 4\n", + "ee 78\n", + "gg 37\n", + "ge 856\n", + "eg 6\n", + "ee 69\n", + "968\n", + "0.9260047879696991\n", + "0.9936502941087423\n" + ] + } + ], + "source": [ + "# temp_data, attrs = prev_data(expt_path, '00348_SingleBeamSplitterRBPostSelection.h5') \n", + "temp_data, attrs = prev_data(expt_path, '00303_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5')\n", + "# avg_readout, avg_readout_post, gg_list, ge_list, eg_list, ee_list = RB_extract_postselction_parity_fixed_excited(temp_data, active_reset=True)\n", + "avg_readout, avg_readout_post, gg, ge, eg, ee = RB_extract_postselction_excited(temp_data,attrs, active_reset=True)\n", + "print(np.average(avg_readout))\n", + "print(np.average(avg_readout_post))" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "average |11> 0.024245930371296888\n", + "average |10> 0.6525929608837829\n", + "average |00> 0.026333699713060255\n", + "average |01> 0.29682740903185983\n" + ] + } + ], + "source": [ + "gg_label = '|11>'\n", + "ge_label = '|10>'\n", + "eg_label = '|00>'\n", + "ee_label = '|01>'\n", + "twice_bool = False # only for 316\n", + "second_phase = 0\n", + "\n", + "if attrs['config']['expt']['reset_qubit_after_parity']:\n", + " if not twice_bool: \n", + " gg_label = '|11>'\n", + " ge_label = '|10>'\n", + " eg_label = '|01>'\n", + " ee_label = '|00>'\n", + "# elif not attrs['config']['expt']['parity_meas']:\n", + "# if not twice_bool:\n", + "# gg_label = '|00>'\n", + "# ge_label = '|01>'\n", + "# eg_label = '|10>'\n", + "# ee_label = '|11>'\n", + "if second_phase ==180:\n", + " print('second_pahje')\n", + " gg_label = '|00>'\n", + " ge_label = '|01>'\n", + " eg_label = '|11>'\n", + " ee_label = '|10>'\n", + "print('average ' + str(gg_label), np.average(gg))\n", + "print('average ' + str(ge_label), np.average(ge))\n", + "print('average ' + str(eg_label), np.average(eg))\n", + "print('average ' + str(ee_label), np.average(ee))" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "average |11> 0.024245930371296888\n", + "average |10> 0.6525929608837829\n", + "average |01> 0.026333699713060255\n", + "average |00> 0.29682740903185983\n" + ] + } + ], + "source": [ + "gg_label = '|11>'\n", + "ge_label = '|10>'\n", + "eg_label = '|01>'\n", + "ee_label = '|00>'\n", + "print('average ' + str(gg_label), np.average(gg))\n", + "print('average ' + str(ge_label), np.average(ge))\n", + "print('average ' + str(eg_label), np.average(eg))\n", + "print('average ' + str(ee_label), np.average(ee))" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.961212747648015" + ] + }, + "execution_count": 221, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.6525929608837829 / (0.6525929608837829 +0.026333699713060255 )" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.06042126245466827" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.0035883088073162344 / (0.0035883088073162344 + 0.05579987114023788)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "attrs['config']['expt']['parity_meas']" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'length' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[66], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mlength\u001b[49m\n", + "\u001b[1;31mNameError\u001b[0m: name 'length' is not defined" + ] + } + ], + "source": [ + "length" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Idata': array([[[ 3.26542208e+02, 4.24389610e+02, 1.40818182e+02, ...,\n", + " 3.72399351e+02, 2.35590909e+02, 3.71659091e+02],\n", + " [-2.26181818e+02, 4.75912338e+02, 2.84837662e+02, ...,\n", + " -1.89987013e+02, 3.09022727e+02, -1.25788961e+02],\n", + " [ 2.54097403e+02, 3.14211039e+02, 2.98454545e+02, ...,\n", + " 3.11698052e+02, 1.76019481e+02, 3.30441558e+02],\n", + " 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2.72512987e+02, 2.99012987e+02, ...,\n", + " 3.77396104e+02, 3.71327922e+02, 2.29616883e+02]],\n", + " \n", + " [[ 3.98431818e+02, 3.78253247e+02, 3.53097403e+02, ...,\n", + " 4.33701299e+02, 4.68340909e+02, 3.71600649e+02],\n", + " [-3.01610390e+02, -1.41016234e+02, -6.48636364e+01, ...,\n", + " 1.51448052e+02, -9.31850649e+01, 2.79081169e+02],\n", + " [-1.30100649e+02, 2.02493506e+02, 3.33941558e+02, ...,\n", + " 4.23288961e+02, 3.57542208e+02, 3.25613636e+02],\n", + " [ 3.91827922e+02, 1.91269481e+02, 3.68337662e+02, ...,\n", + " 3.61503247e+02, 3.21292208e+02, 3.44334416e+02],\n", + " [ 3.89165584e+02, 1.38525974e+02, 2.09818182e+02, ...,\n", + " 2.95444805e+02, 3.71220779e+02, 3.47672078e+02]]]),\n", + " 'Ie': array([ 360.06818182, -250.46753247, 324.38961039, ..., 362.23376623,\n", + " 242.75974026, 378.93831169]),\n", + " 'Ig': array([ 355.55519481, -152.51298701, 415.32792208, ..., 292.57142857,\n", + " 277.97402597, 300.25324675]),\n", + " 'Qdata': array([[[-268.91233766, 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230.30194805, 328.50974026, ...,\n", + " 262.21753247, 176.50324675, 261.47727273]],\n", + " \n", + " [[-315.71103896, -214.94480519, -214.7987013 , ...,\n", + " -239.30194805, 172.09415584, 273.22077922],\n", + " [-332. , 97.97402597, -103.74025974, ...,\n", + " 235.07792208, -407.44155844, -167.36688312],\n", + " [-153.86688312, 269.3474026 , -225.61363636, ...,\n", + " -157.28571429, -340.35064935, 451.99675325],\n", + " [-265.01298701, 274.03246753, -284.20454545, ...,\n", + " 214.45779221, -284.17857143, 104.28246753],\n", + " [ 189.03571429, -224.12337662, 330.19480519, ...,\n", + " 223.56168831, 242.8961039 , 219.3474026 ]],\n", + " \n", + " [[-231.11688312, -231.54545455, 314.5 , ...,\n", + " -284.00974026, 218.24025974, -220.13311688],\n", + " [ 206.77272727, 150.73376623, -358.66558442, ...,\n", + " 101.25649351, -297.53896104, 135.94805195],\n", + " [ 379.87012987, -225.18831169, -190.03246753, ...,\n", + " 251.12012987, -304.27272727, 296.36688312],\n", + " [ 186.97077922, -208.22402597, -283.17532468, ...,\n", + " 212.88961039, -92.68506494, -136.47077922],\n", + " [ 213.28896104, 226.15909091, 244.16558442, ...,\n", + " 146.4025974 , 262.70779221, -275.7987013 ]],\n", + " \n", + " [[-230.40909091, -190.76948052, -196.58116883, ...,\n", + " -185.63636364, -216.78571429, 212.01623377],\n", + " [ 180.86038961, 260.49350649, -44.12987013, ...,\n", + " 373.48376623, 174.79545455, -257.28896104],\n", + " [ 244.87337662, 263.06818182, -196.16883117, ...,\n", + " -121.71753247, -92.77597403, -240.31493506],\n", + " [-163.94805195, 330.21103896, -210.72077922, ...,\n", + " -162.01948052, -218.1525974 , -127.55519481],\n", + " [-336.70454545, 334.85064935, 206.80844156, ...,\n", + " 189.63636364, 222.93831169, 274.89935065]]]),\n", + " 'Qe': array([-231.27922078, 310.00649351, 294.94805195, ..., -201.61688312,\n", + " 240.8538961 , -175.88311688]),\n", + " 'Qg': array([ -74.8961039 , 75.45779221, -175.69155844, ..., -215.71103896,\n", + " 285.08116883, 291.6525974 ]),\n", + " 'angle': array(17.92989151),\n", + " 'confusion_matrix': array([0.5 , 0.5 , 0.47065217, 0.52934783]),\n", + " 'fids': array([0.02934783]),\n", + " 'thresholds': array([-201.80134884])}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp_data" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1.0, 1.0, 0.989247311827957, 0.984, 1.0]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ee" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### POST SELECTION" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "982.0265208465921\n", + "975.0273426866435\n", + "971.0275506318246\n", + "972.0297745004019\n", + "1913.0587282249976\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# file_list = np.arange(548, 569, 1)\n", + "file_list = np.arange(548, 564, 1)\n", + "# file_list = np.arange(450, 478, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S1 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300, 400, 700, 1000, 1500, 2000]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "depth_list" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'fidelity ratio')" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ratios = np.zeros(len(fids_list) -1 )\n", + "for idx, fid in enumerate(fids_list[:-1]):\n", + " depth1 = depth_list[idx]\n", + " depth2 = depth_list[idx+1]\n", + " ratios[idx] = (fids_list[idx+1] / fids_list[idx])\n", + "\n", + "fid = 0.99665\n", + "ideal_ratios = np.zeros(len(fids_list) -1)\n", + "for idx, __ in enumerate(fids_list[:-1]):\n", + " depth1 = depth_list[idx]\n", + " depth2 = depth_list[idx+1]\n", + " ideal_ratios[idx] = fid ** (depth2 - depth1)\n", + "ideal_ratios\n", + "plt.plot(depth_list[:-1], ratios, 'o', label = 'measured')\n", + "plt.plot(depth_list[:-1], ideal_ratios, 'o', label = 'ideal')\n", + "plt.xlabel('depth')\n", + "plt.ylabel('fidelity ratio')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.98805389, 0.98508973, 0.97040178, 0.94167961, 0.88676049,\n", + " 0.88676049, 0.88676049, 0.88676049, 0.86051395, 0.86051395,\n", + " 0.74048426, 0.40602006, 0.40602006, 0.22262768, 0.22262768])" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 443, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.0016098005294681022,\n", + " 0.0018226997647139613,\n", + " 0.0016398495015559462,\n", + " 0.0024134820202573854,\n", + " 0.003678436492527021,\n", + " 0.004116402124782121,\n", + " 0.005971192113733522,\n", + " 0.008681216546607416,\n", + " 0.008305894738823122,\n", + " 0.008536052345099401,\n", + " 0.008863898475142575,\n", + " 0.0062636149976684425,\n", + " 0.0037020935717680314,\n", + " 0.0017278431469143123,\n", + " 0.0005644172644854076,\n", + " 0.0005645452116591778]" + ] + }, + "execution_count": 443, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ebars_list" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.933563187108675,\n", + " 0.92539176866761,\n", + " 0.9087188054244721,\n", + " 0.8840371531169321,\n", + " 0.8243200041125598,\n", + " 0.732525065550077,\n", + " 0.656262948628661,\n", + " 0.5711454069490541,\n", + " 0.5045778560471665,\n", + " 0.42591115587216233,\n", + " 0.3588287632837851,\n", + " 0.2423387017769282,\n", + " 0.10600582186827374,\n", + " 0.06812440980482957,\n", + " 0.03966076721432621,\n", + " 0.030040979728466196]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fids_list" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300, 400, 700, 1000, 1500, 2000]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "depth_list" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9547691774726774" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fids_post_list[6]" + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1,\n", + " 5,\n", + " 10,\n", + " 20,\n", + " 40,\n", + " 80,\n", + " 120,\n", + " 160,\n", + " 200,\n", + " 250,\n", + " 300,\n", + " 400,\n", + " 700,\n", + " 1000,\n", + " 1500,\n", + " 2000,\n", + " 2500]" + ] + }, + "execution_count": 245, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xlist" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1-S2" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "979.0265669895799\n", + "977.0265193981064\n", + "980.0261728990828\n", + "970.0280409400505\n", + "1952.0585260996668\n", + "1944.0663410600182\n", + "2946.1061841546302\n", + "2941.11133879114\n", + "2937.1159776902095\n", + "2934.1262700017123\n", + "4881.218433689823\n", + "4924.232472071066\n", + "9812.538581845902\n", + "9742.567608117253\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(464, 478, 1)\n", + "# file_list = np.arange(324, 345, 1)\n", + "analyis = MM_DualRail_Analysis()\n", + "return_args = analyis.show_rb(prev_data = prev_data, expt_path = expt_path, file_list = file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S2 RB')\n", + "# fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "raw_fid = 99.758\n", + "ps_fid = 99." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0037476552725207446" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1- ((0.9975)**(3/2))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.007490617172814851" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1- ((0.995)**(3/2))" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "fids_list = return_args[0]\n", + "fids_post_list = return_args[1]\n", + "gg_list = return_args[2]\n", + "ge_list = return_args[3]\n", + "eg_list = return_args[4]\n", + "ee_list = return_args[5]\n", + "gg_list_err = return_args[6]\n", + "ge_list_err = return_args[7]\n", + "eg_list_err = return_args[8]\n", + "ee_list_err = return_args[9]\n", + "xlist = return_args[10]\n", + "depth_list = return_args[11]" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.006140929997802771,\n", + " 0.006375082229144991,\n", + " 0.008154886762356936,\n", + " 0.011866063157019135,\n", + " 0.01556656115920651,\n", + " 0.02056153861436162,\n", + " 0.026929677596274026,\n", + " 0.029932523397476585,\n", + " 0.03316350982299625,\n", + " 0.0349693131339907,\n", + " 0.03640939118349948,\n", + " 0.040773688561755235,\n", + " 0.04007961302569285,\n", + " 0.03616104037866625]" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "eg_list" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300, 400, 700, 1000]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xlist" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Explore double exponential fitting " + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal parameters: a = 0.30000000000000004, b = -0.0015264946666099838, c = 0.6401361938100092, d = -0.0040229555841339235, e = -1.0362600807299667e-41\n", + "r1 = 655.0956396204023, r1_err = 471.73874108756934, r2 = 248.5734627406491, r2_err = 79.7910574645631\n", + "r1_fid = 0.9984746698337638, r1_fid_err = 0.001097562292263069, r2_fid = 0.9959851256612197, r2_fid_err = 0.0012861675520139913\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import curve_fit\n", + "\n", + "def double_exponential_fit(x_data, y_data):\n", + " \"\"\"\n", + " Fit data with a double exponential function and plot the results.\n", + "\n", + " Parameters:\n", + " x_data (array-like): The x-coordinates of the data points.\n", + " y_data (array-like): The y-coordinates of the data points.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Define the double exponential function\n", + " def double_exponential(x, a, b, c, d, e):\n", + " return a * np.exp(b * x) + c * np.exp(d * x) + e\n", + "\n", + " # Fit the double exponential function to the data\n", + " lower_bounds = [0.3, -np.inf, 0, -np.inf, -np.inf]\n", + " upper_bounds = [1, 0,1, 0, 0]\n", + " popt, pcov = curve_fit(double_exponential, x_data, y_data, p0=[0.5, -1, 0.5, -1, -0.2], maxfev=10000, \n", + " bounds=(lower_bounds, upper_bounds))\n", + "\n", + " # Extract the optimal parameters\n", + " a_opt, b_opt, c_opt, d_opt, e_opt = popt\n", + "\n", + " # Print the optimal parameters\n", + " print(f\"Optimal parameters: a = {a_opt}, b = {b_opt}, c = {c_opt}, d = {d_opt}, e = {e_opt}\")\n", + "\n", + " # Convert b and d to gates\n", + " r1 = 1 / np.abs(b_opt)\n", + " r1_err = np.abs(np.sqrt(pcov[1][1]) / b_opt**2)\n", + " r2 = 1 / np.abs(d_opt)\n", + " r2_err = np.sqrt(pcov[3][3]) / np.abs(d_opt)**2\n", + " print(f\"r1 = {r1}, r1_err = {r1_err}, r2 = {r2}, r2_err = {r2_err}\")\n", + "\n", + " # Calculate the fidelity\n", + " r1_fid = np.exp(-1 / r1)\n", + " r1_fid_err = np.exp(-1 / r1) * r1_err / (r1**2)\n", + " r2_fid = np.exp(-1 / r2)\n", + " r2_fid_err = np.exp(-1 / r2) * r2_err / (r2**2)\n", + " print(f\"r1_fid = {r1_fid}, r1_fid_err = {r1_fid_err}, r2_fid = {r2_fid}, r2_fid_err = {r2_fid_err}\")\n", + "\n", + " # Plot the data and the fitted function\n", + " plt.scatter(x_data, y_data, label='Data')\n", + " x_fit = np.linspace(0, max(x_data), 100)\n", + " y_fit = double_exponential(x_fit, *popt)\n", + " plt.plot(x_fit, y_fit, label='Fitted function', color='red')\n", + " plt.xlabel('X-axis')\n", + " plt.ylabel('Y-axis')\n", + " plt.title('Double Exponential Fit')\n", + " plt.legend()\n", + " plt.show()\n", + "\n", + "# Example usage\n", + "xlist = depth_list\n", + "ylist = fids_list\n", + "double_exponential_fit(xlist, ylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal parameters: a = 0.8969579366327035, b = -0.002243949257162798, c = 0.03966828018040048\n", + "r = 445.6428757503986, r_err = 4.8135752297992775\n", + "r_fid = 0.9977585665148648, r_fid_err = 2.41835076613937e-05\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_7380\\2219549172.py:18: RuntimeWarning: overflow encountered in exp\n", + " return a * np.exp(b * x) + c\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.optimize import curve_fit\n", + "\n", + "def single_exponential_fit(x_data, y_data):\n", + " \"\"\"\n", + " Fit data with a single exponential function and plot the results.\n", + "\n", + " Parameters:\n", + " x_data (array-like): The x-coordinates of the data points.\n", + " y_data (array-like): The y-coordinates of the data points.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Define the single exponential function\n", + " def single_exponential(x, a, b, c):\n", + " return a * np.exp(b * x) + c\n", + "\n", + " # Fit the single exponential function to the data\n", + " popt, pcov = curve_fit(single_exponential, x_data, y_data, p0=[1, -1, 1], maxfev=10000)\n", + "\n", + " # Extract the optimal parameters\n", + " a_opt, b_opt, c_opt = popt\n", + "\n", + " # Print the optimal parameters\n", + " print(f\"Optimal parameters: a = {a_opt}, b = {b_opt}, c = {c_opt}\")\n", + "\n", + " # Convert b to gates\n", + " r = 1 / np.abs(b_opt)\n", + " r_err = np.abs(np.sqrt(pcov[1][1]) / b_opt**2)\n", + " print(f\"r = {r}, r_err = {r_err}\")\n", + "\n", + " # Calculate the fidelity\n", + " r_fid = np.exp(-1 / r)\n", + " r_fid_err = np.exp(-1 / r) * r_err / (r**2)\n", + " print(f\"r_fid = {r_fid}, r_fid_err = {r_fid_err}\")\n", + "\n", + " # Plot the data and the fitted function\n", + " plt.scatter(x_data, y_data, label='Data')\n", + " x_fit = np.linspace(0, max(x_data), 100)\n", + " y_fit = single_exponential(x_fit, *popt)\n", + " plt.plot(x_fit, y_fit, label='Fitted function', color='red')\n", + " plt.xlabel('X-axis')\n", + " plt.ylabel('Y-axis')\n", + " plt.title('Single Exponential Fit')\n", + " plt.legend()\n", + " plt.show()\n", + "\n", + "# Example usage\n", + "xlist = depth_list\n", + "ylist = 1 - np.array(ee_list)\n", + "single_exponential_fit(xlist, ylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(depth_list, 1 - np.array( ee_list), 'o')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.9242432691937842,\n", + " 0.9202308220420709,\n", + " 0.9089471512381895,\n", + " 0.88829680988991,\n", + " 0.844554235372455,\n", + " 0.7695436649761683,\n", + " 0.6953841593055297,\n", + " 0.6377752428935761,\n", + " 0.5836088500746601,\n", + " 0.5162520973069257,\n", + " 0.4595428993947991,\n", + " 0.3601501372714383,\n", + " 0.18813558156552795,\n", + " 0.09840552924604995]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fids_list" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[2]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = [1,2]\n", + "b = a.copy()\n", + "b.remove(1)\n", + "b" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 264, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gg 51\n", + "ge 868\n", + "eg 6\n", + "ee 54\n", + "gg 48\n", + "ge 881\n", + "eg 4\n", + "ee 49\n", + "gg 52\n", + "ge 858\n", + "eg 3\n", + "ee 65\n", + "gg 52\n", + "ge 882\n", + "eg 3\n", + "ee 45\n", + "gg 44\n", + "ge 859\n", + "eg 13\n", + "ee 58\n", + "gg 41\n", + "ge 861\n", + "eg 11\n", + "ee 67\n", + "gg 57\n", + "ge 872\n", + "eg 13\n", + "ee 46\n", + "gg 52\n", + "ge 870\n", + "eg 10\n", + "ee 53\n", + "gg 43\n", + "ge 874\n", + "eg 8\n", + "ee 58\n", + "gg 49\n", + "ge 879\n", + "eg 8\n", + "ee 48\n", + "gg 52\n", + "ge 871\n", + "eg 10\n", + "ee 46\n", + "gg 45\n", + "ge 847\n", + "eg 7\n", + "ee 78\n", + "gg 38\n", + "ge 873\n", + "eg 4\n", + "ee 61\n", + "gg 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"ee 58\n", + "gg 50\n", + "ge 851\n", + "eg 10\n", + "ee 67\n", + "gg 37\n", + "ge 843\n", + "eg 10\n", + "ee 69\n", + "gg 48\n", + "ge 867\n", + "eg 4\n", + "ee 45\n", + "gg 37\n", + "ge 863\n", + "eg 9\n", + "ee 63\n", + "gg 40\n", + "ge 852\n", + "eg 15\n", + "ee 70\n", + "gg 49\n", + "ge 845\n", + "eg 6\n", + "ee 74\n", + "gg 49\n", + "ge 852\n", + "eg 10\n", + "ee 58\n", + "gg 55\n", + "ge 842\n", + "eg 13\n", + "ee 60\n", + "gg 45\n", + "ge 855\n", + "eg 8\n", + "ee 67\n", + "gg 44\n", + "ge 853\n", + "eg 9\n", + "ee 52\n", + "gg 37\n", + "ge 863\n", + "eg 15\n", + "ee 61\n", + "gg 38\n", + "ge 872\n", + "eg 7\n", + "ee 58\n", + "gg 31\n", + "ge 876\n", + "eg 7\n", + "ee 74\n", + "gg 55\n", + "ge 838\n", + "eg 9\n", + "ee 77\n", + "gg 40\n", + "ge 863\n", + "eg 7\n", + "ee 70\n", + "gg 55\n", + "ge 800\n", + "eg 11\n", + "ee 70\n", + "gg 34\n", + "ge 863\n", + "eg 10\n", + "ee 57\n", + "gg 34\n", + "ge 869\n", + "eg 13\n", + "ee 57\n", + "gg 37\n", + "ge 870\n", + "eg 9\n", + "ee 69\n", + "gg 34\n", + "ge 870\n", + "eg 7\n", + "ee 67\n", + "gg 44\n", + "ge 873\n", + "eg 7\n", + "ee 54\n", + "gg 48\n", + "ge 860\n", + "eg 10\n", + "ee 57\n", + "gg 40\n", + "ge 859\n", + "eg 10\n", + "ee 65\n", + "gg 39\n", + "ge 873\n", + "eg 8\n", + "ee 60\n", + "gg 36\n", + "ge 849\n", + "eg 13\n", + "ee 73\n", + "gg 42\n", + "ge 838\n", + "eg 9\n", + "ee 76\n", + "gg 54\n", + "ge 847\n", + "eg 8\n", + "ee 62\n", + "gg 43\n", + "ge 866\n", + "eg 5\n", + "ee 65\n", + "979.0266817346076\n", + "gg 43\n", + "ge 838\n", + "eg 7\n", + "ee 91\n", + "gg 36\n", + "ge 860\n", + "eg 10\n", + "ee 75\n", + "gg 44\n", + "ge 866\n", + "eg 6\n", + "ee 59\n", + "gg 32\n", + "ge 866\n", + "eg 14\n", + "ee 63\n", + "gg 56\n", + "ge 834\n", + "eg 8\n", + "ee 79\n", + "gg 42\n", + "ge 843\n", + "eg 10\n", + "ee 80\n", + "gg 53\n", + "ge 849\n", + "eg 9\n", + "ee 71\n", + "gg 42\n", + "ge 842\n", + "eg 11\n", + "ee 77\n", + "gg 51\n", + "ge 825\n", + "eg 13\n", + "ee 91\n", + "gg 50\n", + "ge 861\n", + "eg 10\n", + "ee 63\n", + "gg 39\n", + "ge 830\n", + "eg 15\n", + "ee 96\n", + "gg 44\n", + "ge 847\n", + "eg 9\n", + "ee 84\n", + "gg 48\n", + "ge 852\n", + "eg 10\n", + "ee 76\n", + "gg 35\n", + "ge 841\n", + "eg 15\n", + "ee 90\n", + "gg 47\n", + "ge 841\n", + "eg 13\n", + "ee 81\n", + "gg 60\n", + "ge 818\n", + "eg 13\n", + "ee 85\n", + "gg 52\n", + "ge 830\n", + "eg 10\n", + "ee 74\n", + "gg 36\n", + "ge 840\n", + "eg 15\n", + "ee 90\n", + "gg 40\n", + "ge 848\n", + "eg 12\n", + "ee 83\n", + "gg 37\n", + "ge 831\n", + "eg 9\n", + "ee 79\n", + "gg 46\n", + "ge 848\n", + "eg 8\n", + "ee 72\n", + "gg 41\n", + "ge 833\n", + "eg 15\n", + "ee 93\n", + "gg 58\n", + "ge 825\n", + "eg 8\n", + "ee 91\n", + "gg 44\n", + "ge 841\n", + "eg 7\n", + "ee 74\n", + "gg 52\n", + "ge 845\n", + "eg 8\n", + "ee 72\n", + "gg 31\n", + "ge 839\n", + "eg 16\n", + "ee 69\n", + "gg 36\n", + "ge 814\n", + "eg 19\n", + "ee 85\n", + "gg 43\n", + "ge 815\n", + "eg 11\n", + "ee 88\n", + "gg 51\n", + "ge 846\n", + "eg 9\n", + "ee 74\n", + "gg 45\n", + "ge 845\n", + "eg 9\n", + "ee 79\n", + "978.0271240250142\n", + "gg 32\n", + "ge 831\n", + "eg 16\n", + "ee 103\n", + "gg 33\n", + "ge 838\n", + "eg 8\n", + "ee 87\n", + "gg 41\n", + "ge 831\n", + "eg 16\n", + "ee 89\n", + "gg 37\n", + "ge 861\n", + "eg 4\n", + "ee 81\n", + "gg 49\n", + "ge 832\n", + "eg 8\n", + "ee 89\n", + "gg 46\n", + "ge 834\n", + "eg 17\n", + "ee 81\n", + "gg 44\n", + "ge 816\n", + "eg 9\n", + "ee 109\n", + "gg 33\n", + "ge 816\n", + "eg 18\n", + "ee 101\n", + "gg 33\n", + "ge 842\n", + "eg 14\n", + "ee 89\n", + "gg 45\n", + "ge 820\n", + "eg 14\n", + "ee 90\n", + "gg 30\n", + "ge 835\n", + "eg 17\n", + "ee 92\n", + "gg 52\n", + "ge 820\n", + "eg 10\n", + "ee 96\n", + "gg 41\n", + "ge 811\n", + "eg 21\n", + "ee 96\n", + "gg 38\n", + "ge 830\n", + "eg 26\n", + "ee 85\n", + "gg 46\n", + "ge 823\n", + "eg 16\n", + "ee 101\n", + "gg 36\n", + "ge 838\n", + "eg 11\n", + "ee 90\n", + "gg 38\n", + "ge 826\n", + "eg 16\n", + "ee 107\n", + "gg 57\n", + "ge 814\n", + "eg 9\n", + "ee 93\n", + "gg 43\n", + "ge 834\n", + "eg 6\n", + "ee 92\n", + "gg 44\n", + "ge 835\n", + "eg 10\n", + "ee 91\n", + "gg 48\n", + "ge 842\n", + "eg 23\n", + "ee 75\n", + "gg 54\n", + "ge 835\n", + "eg 9\n", + "ee 81\n", + "gg 41\n", + "ge 829\n", + "eg 17\n", + "ee 92\n", + "gg 45\n", + "ge 827\n", + "eg 11\n", + "ee 91\n", + "gg 45\n", + "ge 826\n", + "eg 11\n", + "ee 99\n", + "gg 48\n", + "ge 831\n", + "eg 8\n", + "ee 104\n", + "gg 38\n", + "ge 815\n", + "eg 25\n", + "ee 103\n", + "gg 40\n", + "ge 829\n", + "eg 16\n", + "ee 99\n", + "gg 53\n", + "ge 823\n", + "eg 17\n", + "ee 92\n", + "gg 32\n", + "ge 824\n", + "eg 35\n", + "ee 86\n", + "977.0278572364798\n", + "gg 77\n", + "ge 1626\n", + "eg 35\n", + "ee 220\n", + "gg 66\n", + "ge 1585\n", + "eg 35\n", + "ee 264\n", + "gg 78\n", + "ge 1586\n", + "eg 25\n", + "ee 272\n", + "gg 69\n", + "ge 1542\n", + "eg 53\n", + "ee 290\n", + "gg 69\n", + "ge 1598\n", + "eg 32\n", + "ee 255\n", + "gg 83\n", + "ge 1547\n", + "eg 49\n", + "ee 292\n", + "gg 82\n", + "ge 1632\n", + "eg 39\n", + "ee 210\n", + "gg 74\n", + "ge 1612\n", + "eg 39\n", + "ee 244\n", + "gg 81\n", + "ge 1577\n", + "eg 46\n", + "ee 266\n", + "gg 91\n", + "ge 1581\n", + "eg 28\n", + "ee 273\n", + "gg 89\n", + "ge 1560\n", + "eg 27\n", + "ee 272\n", + "gg 71\n", + "ge 1596\n", + "eg 52\n", + "ee 242\n", + "gg 81\n", + "ge 1556\n", + "eg 48\n", + "ee 269\n", + "gg 75\n", + "ge 1597\n", + "eg 44\n", + "ee 232\n", + "gg 94\n", + "ge 1574\n", + "eg 41\n", + "ee 258\n", + "gg 92\n", + "ge 1600\n", + "eg 33\n", + "ee 239\n", + "gg 79\n", + "ge 1628\n", + "eg 42\n", + "ee 206\n", + "gg 80\n", + "ge 1601\n", + "eg 55\n", + "ee 230\n", + "gg 61\n", + "ge 1602\n", + "eg 34\n", + "ee 272\n", + "gg 90\n", + "ge 1506\n", + "eg 103\n", + "ee 259\n", + "gg 62\n", + "ge 1604\n", + "eg 36\n", + "ee 253\n", + "gg 71\n", + "ge 1600\n", + "eg 38\n", + "ee 255\n", + "gg 82\n", + "ge 1573\n", + "eg 19\n", + "ee 290\n", + "gg 77\n", + "ge 1539\n", + "eg 57\n", + "ee 279\n", + "gg 61\n", + "ge 1581\n", + "eg 43\n", + "ee 273\n", + "gg 73\n", + "ge 1615\n", + "eg 32\n", + "ee 231\n", + "gg 82\n", + "ge 1587\n", + "eg 30\n", + "ee 248\n", + "gg 76\n", + "ge 1571\n", + "eg 65\n", + "ee 244\n", + "gg 64\n", + "ge 1593\n", + "eg 42\n", + "ee 251\n", + "gg 75\n", + "ge 1589\n", + "eg 33\n", + "ee 262\n", + "1959.0589619916998\n", + "gg 71\n", + "ge 1454\n", + "eg 44\n", + "ee 397\n", + "gg 57\n", + "ge 1448\n", + "eg 53\n", + "ee 402\n", + "gg 62\n", + "ge 1421\n", + "eg 51\n", + "ee 420\n", + "gg 62\n", + "ge 1403\n", + "eg 78\n", + "ee 417\n", + "gg 63\n", + "ge 1433\n", + "eg 42\n", + "ee 408\n", + "gg 80\n", + "ge 1452\n", + "eg 41\n", + "ee 392\n", + "gg 70\n", + "ge 1489\n", + "eg 39\n", + "ee 357\n", + "gg 58\n", + "ge 1429\n", + "eg 63\n", + "ee 415\n", + "gg 63\n", + "ge 1414\n", + "eg 77\n", + "ee 411\n", + "gg 68\n", + "ge 1492\n", + "eg 53\n", + "ee 355\n", + "gg 57\n", + "ge 1412\n", + "eg 92\n", + "ee 399\n", + "gg 71\n", + "ge 1462\n", + "eg 25\n", + "ee 394\n", + "gg 56\n", + "ge 1399\n", + "eg 84\n", + "ee 416\n", + "gg 45\n", + "ge 1431\n", + "eg 54\n", + "ee 423\n", + "gg 65\n", + "ge 1446\n", + "eg 33\n", + "ee 417\n", + "gg 61\n", + "ge 1417\n", + "eg 74\n", + "ee 419\n", + "gg 69\n", + "ge 1411\n", + "eg 61\n", + "ee 409\n", + "gg 57\n", + "ge 1463\n", + "eg 39\n", + "ee 398\n", + "gg 78\n", + "ge 1451\n", + "eg 46\n", + "ee 384\n", + "gg 56\n", + "ge 1466\n", + "eg 46\n", + "ee 397\n", + "gg 66\n", + "ge 1420\n", + "eg 54\n", + "ee 412\n", + "gg 55\n", + "ge 1478\n", + "eg 33\n", + "ee 392\n", + "gg 63\n", + "ge 1437\n", + "eg 46\n", + "ee 411\n", + "gg 52\n", + "ge 1426\n", + "eg 52\n", + "ee 421\n", + "gg 55\n", + "ge 1447\n", + "eg 50\n", + "ee 416\n", + "gg 63\n", + "ge 1389\n", + "eg 75\n", + "ee 419\n", + "gg 56\n", + "ge 1406\n", + "eg 61\n", + "ee 436\n", + "gg 73\n", + "ge 1452\n", + "eg 54\n", + "ee 384\n", + "gg 66\n", + "ge 1390\n", + "eg 58\n", + "ee 434\n", + "gg 75\n", + "ge 1442\n", + "eg 50\n", + "ee 402\n", + "1969.0646912427144\n", + "gg 73\n", + "ge 2009\n", + "eg 72\n", + "ee 801\n", + "gg 79\n", + "ge 1888\n", + "eg 146\n", + "ee 828\n", + "gg 82\n", + "ge 1949\n", + "eg 99\n", + "ee 807\n", + "gg 86\n", + "ge 1974\n", + "eg 83\n", + "ee 786\n", + "gg 82\n", + "ge 1905\n", + "eg 128\n", + "ee 826\n", + "gg 119\n", + "ge 1949\n", + "eg 62\n", + "ee 813\n", + "gg 89\n", + "ge 1968\n", + "eg 61\n", + "ee 830\n", + "gg 73\n", + "ge 1909\n", + "eg 137\n", + "ee 820\n", + "gg 104\n", + "ge 1929\n", + "eg 77\n", + "ee 819\n", + "gg 88\n", + "ge 1811\n", + "eg 200\n", + "ee 828\n", + "gg 79\n", + "ge 1970\n", + "eg 90\n", + "ee 812\n", + "gg 90\n", + "ge 1914\n", + "eg 125\n", + "ee 812\n", + "gg 86\n", + "ge 2067\n", + "eg 75\n", + "ee 714\n", + "gg 97\n", + "ge 1887\n", + "eg 165\n", + "ee 766\n", + "gg 86\n", + "ge 1971\n", + "eg 117\n", + "ee 737\n", + "gg 82\n", + "ge 1844\n", + "eg 200\n", + "ee 815\n", + "gg 90\n", + "ge 1956\n", + "eg 91\n", + "ee 808\n", + "gg 76\n", + "ge 1942\n", + "eg 90\n", + "ee 823\n", + "gg 87\n", + "ge 1959\n", + "eg 93\n", + "ee 798\n", + "gg 91\n", + "ge 1864\n", + "eg 207\n", + "ee 777\n", + "gg 92\n", + "ge 2009\n", + "eg 88\n", + "ee 747\n", + "gg 85\n", + "ge 1988\n", + "eg 129\n", + "ee 738\n", + "gg 74\n", + "ge 1969\n", + "eg 71\n", + "ee 841\n", + "gg 96\n", + "ge 1902\n", + "eg 103\n", + "ee 833\n", + "gg 96\n", + "ge 1956\n", + "eg 97\n", + "ee 795\n", + "gg 101\n", + "ge 1980\n", + "eg 95\n", + "ee 761\n", + "gg 79\n", + "ge 1836\n", + "eg 166\n", + "ee 855\n", + "gg 92\n", + "ge 1933\n", + "eg 82\n", + "ee 833\n", + "gg 95\n", + "ge 1927\n", + "eg 152\n", + "ee 762\n", + "gg 86\n", + "ge 1828\n", + "eg 152\n", + "ee 883\n", + "2949.108845312685\n", + "gg 72\n", + "ge 1817\n", + "eg 147\n", + "ee 906\n", + "gg 86\n", + "ge 1768\n", + "eg 125\n", + "ee 955\n", + "gg 59\n", + "ge 1701\n", + "eg 213\n", + "ee 968\n", + "gg 78\n", + "ge 1718\n", + "eg 182\n", + "ee 962\n", + "gg 69\n", + "ge 1802\n", + "eg 80\n", + "ee 990\n", + "gg 72\n", + "ge 1778\n", + "eg 119\n", + "ee 961\n", + "gg 72\n", + "ge 1698\n", + "eg 197\n", + "ee 973\n", + "gg 75\n", + "ge 1764\n", + "eg 150\n", + "ee 942\n", + "gg 65\n", + "ge 1717\n", + "eg 141\n", + "ee 1024\n", + "gg 65\n", + "ge 1735\n", + "eg 161\n", + "ee 975\n", + "gg 85\n", + "ge 1841\n", + "eg 82\n", + "ee 926\n", + "gg 78\n", + "ge 1803\n", + "eg 168\n", + "ee 885\n", + "gg 91\n", + "ge 1799\n", + "eg 80\n", + "ee 964\n", + "gg 66\n", + "ge 1611\n", + "eg 265\n", + "ee 1002\n", + "gg 66\n", + "ge 1889\n", + "eg 73\n", + "ee 912\n", + "gg 82\n", + "ge 1836\n", + "eg 90\n", + "ee 922\n", + "gg 82\n", + "ge 1782\n", + "eg 158\n", + "ee 920\n", + "gg 85\n", + "ge 1736\n", + "eg 155\n", + "ee 957\n", + "gg 92\n", + "ge 1800\n", + "eg 95\n", + "ee 961\n", + "gg 87\n", + "ge 1819\n", + "eg 95\n", + "ee 941\n", + "gg 79\n", + "ge 1533\n", + "eg 262\n", + "ee 1066\n", + "gg 68\n", + "ge 1860\n", + "eg 101\n", + "ee 906\n", + "gg 70\n", + "ge 1804\n", + "eg 105\n", + "ee 954\n", + "gg 77\n", + "ge 1853\n", + "eg 87\n", + "ee 923\n", + "gg 78\n", + "ge 1783\n", + "eg 146\n", + "ee 932\n", + "gg 80\n", + "ge 1781\n", + "eg 112\n", + "ee 961\n", + "gg 76\n", + "ge 1702\n", + "eg 158\n", + "ee 994\n", + "gg 63\n", + "ge 1664\n", + "eg 216\n", + "ee 988\n", + "gg 76\n", + "ge 1870\n", + "eg 102\n", + "ee 897\n", + "gg 65\n", + "ge 1811\n", + "eg 108\n", + "ee 947\n", + "2931.1117021272194\n", + "gg 78\n", + "ge 1635\n", + "eg 95\n", + "ee 1140\n", + "gg 74\n", + "ge 1592\n", + "eg 136\n", + "ee 1127\n", + "gg 69\n", + "ge 1562\n", + "eg 163\n", + "ee 1142\n", + "gg 74\n", + "ge 1570\n", + "eg 159\n", + "ee 1129\n", + "gg 84\n", + "ge 1566\n", + "eg 266\n", + "ee 1034\n", + "gg 65\n", + "ge 1572\n", + "eg 113\n", + "ee 1179\n", + "gg 76\n", + "ge 1532\n", + "eg 203\n", + "ee 1121\n", + "gg 89\n", + "ge 1602\n", + "eg 167\n", + "ee 1093\n", + "gg 76\n", + "ge 1594\n", + "eg 126\n", + "ee 1161\n", + "gg 67\n", + "ge 1472\n", + "eg 230\n", + "ee 1173\n", + "gg 93\n", + "ge 1652\n", + "eg 131\n", + "ee 1075\n", + "gg 72\n", + "ge 1553\n", + "eg 168\n", + "ee 1140\n", + "gg 70\n", + "ge 1599\n", + "eg 109\n", + "ee 1151\n", + "gg 69\n", + "ge 1595\n", + "eg 144\n", + "ee 1119\n", + "gg 68\n", + "ge 1646\n", + "eg 111\n", + "ee 1112\n", + "gg 82\n", + "ge 1629\n", + "eg 126\n", + "ee 1098\n", + "gg 72\n", + "ge 1582\n", + "eg 219\n", + "ee 1078\n", + "gg 89\n", + "ge 1543\n", + "eg 203\n", + "ee 1108\n", + "gg 71\n", + "ge 1664\n", + "eg 149\n", + "ee 1058\n", + "gg 71\n", + "ge 1526\n", + "eg 218\n", + "ee 1108\n", + "gg 76\n", + "ge 1641\n", + "eg 110\n", + "ee 1100\n", + "gg 58\n", + "ge 1616\n", + "eg 110\n", + "ee 1153\n", + "gg 64\n", + "ge 1557\n", + "eg 111\n", + "ee 1205\n", + "gg 71\n", + "ge 1641\n", + "eg 139\n", + "ee 1077\n", + "gg 71\n", + "ge 1598\n", + "eg 155\n", + "ee 1113\n", + "gg 67\n", + "ge 1451\n", + "eg 307\n", + "ee 1122\n", + "gg 65\n", + "ge 1562\n", + "eg 206\n", + "ee 1092\n", + "gg 78\n", + "ge 1682\n", + "eg 80\n", + "ee 1102\n", + "gg 76\n", + "ge 1406\n", + "eg 315\n", + "ee 1124\n", + "gg 77\n", + "ge 1586\n", + "eg 85\n", + "ee 1176\n", + "2924.1200233063446\n", + "gg 66\n", + "ge 1458\n", + "eg 153\n", + "ee 1272\n", + "gg 73\n", + "ge 1450\n", + "eg 186\n", + "ee 1219\n", + "gg 68\n", + "ge 1449\n", + "eg 101\n", + "ee 1330\n", + "gg 59\n", + "ge 1453\n", + "eg 158\n", + "ee 1279\n", + "gg 60\n", + "ge 1388\n", + "eg 127\n", + "ee 1341\n", + "gg 61\n", + "ge 1375\n", + "eg 223\n", + "ee 1286\n", + "gg 47\n", + "ge 1422\n", + "eg 206\n", + "ee 1271\n", + "gg 71\n", + "ge 1206\n", + "eg 349\n", + "ee 1321\n", + "gg 74\n", + "ge 1459\n", + "eg 127\n", + "ee 1295\n", + "gg 60\n", + "ge 1396\n", + "eg 210\n", + "ee 1269\n", + "gg 89\n", + "ge 1417\n", + "eg 167\n", + "ee 1247\n", + "gg 77\n", + "ge 1422\n", + "eg 154\n", + "ee 1287\n", + "gg 75\n", + "ge 1447\n", + "eg 106\n", + "ee 1316\n", + "gg 92\n", + "ge 1433\n", + "eg 106\n", + "ee 1306\n", + "gg 77\n", + "ge 1448\n", + "eg 124\n", + "ee 1296\n", + "gg 62\n", + "ge 1451\n", + "eg 115\n", + "ee 1307\n", + "gg 67\n", + "ge 1357\n", + "eg 160\n", + "ee 1350\n", + "gg 86\n", + "ge 1444\n", + "eg 179\n", + "ee 1218\n", + "gg 55\n", + "ge 1225\n", + "eg 327\n", + "ee 1341\n", + "gg 78\n", + "ge 1411\n", + "eg 152\n", + "ee 1293\n", + "gg 65\n", + "ge 1394\n", + "eg 162\n", + "ee 1306\n", + "gg 59\n", + "ge 1392\n", + "eg 196\n", + "ee 1285\n", + "gg 82\n", + "ge 1373\n", + "eg 191\n", + "ee 1292\n", + "gg 49\n", + "ge 1299\n", + "eg 270\n", + "ee 1331\n", + "gg 69\n", + "ge 1434\n", + "eg 142\n", + "ee 1302\n", + "gg 56\n", + "ge 1460\n", + "eg 119\n", + "ee 1295\n", + "gg 70\n", + "ge 1452\n", + "eg 183\n", + "ee 1233\n", + "gg 66\n", + "ge 1493\n", + "eg 124\n", + "ee 1262\n", + "gg 60\n", + "ge 1486\n", + "eg 155\n", + "ee 1229\n", + "gg 63\n", + "ge 1415\n", + "eg 190\n", + "ee 1273\n", + "2941.124748312782\n", + "gg 119\n", + "ge 2044\n", + "eg 327\n", + "ee 2420\n", + "gg 111\n", + "ge 2209\n", + "eg 271\n", + "ee 2310\n", + "gg 73\n", + "ge 1791\n", + "eg 627\n", + "ee 2416\n", + "gg 108\n", + "ge 2128\n", + "eg 321\n", + "ee 2349\n", + "gg 111\n", + "ge 1840\n", + "eg 416\n", + "ee 2533\n", + "gg 100\n", + "ge 1895\n", + "eg 520\n", + "ee 2393\n", + "gg 100\n", + "ge 1991\n", + "eg 246\n", + "ee 2539\n", + "gg 119\n", + "ge 2105\n", + "eg 199\n", + "ee 2464\n", + "gg 116\n", + "ge 1963\n", + "eg 273\n", + "ee 2548\n", + "gg 125\n", + "ge 2100\n", + "eg 258\n", + "ee 2413\n", + "gg 97\n", + "ge 1829\n", + "eg 546\n", + "ee 2418\n", + "gg 93\n", + "ge 2131\n", + "eg 175\n", + "ee 2513\n", + "gg 121\n", + "ge 2090\n", + "eg 258\n", + "ee 2433\n", + "gg 121\n", + "ge 2080\n", + "eg 275\n", + "ee 2405\n", + "gg 125\n", + "ge 2079\n", + "eg 261\n", + "ee 2413\n", + "gg 84\n", + "ge 2119\n", + "eg 326\n", + "ee 2368\n", + "gg 97\n", + "ge 2212\n", + "eg 181\n", + "ee 2409\n", + "gg 102\n", + "ge 1990\n", + "eg 327\n", + "ee 2493\n", + "gg 100\n", + "ge 2180\n", + "eg 155\n", + "ee 2465\n", + "gg 106\n", + "ge 2086\n", + "eg 355\n", + "ee 2393\n", + "gg 114\n", + "ge 2109\n", + "eg 261\n", + "ee 2402\n", + "gg 121\n", + "ge 2091\n", + "eg 287\n", + "ee 2410\n", + "gg 95\n", + "ge 2125\n", + "eg 226\n", + "ee 2448\n", + "gg 110\n", + "ge 2065\n", + "eg 271\n", + "ee 2454\n", + "gg 106\n", + "ge 2035\n", + "eg 289\n", + "ee 2486\n", + "gg 112\n", + "ge 2098\n", + "eg 230\n", + "ee 2457\n", + "gg 108\n", + "ge 2002\n", + "eg 270\n", + "ee 2497\n", + "gg 83\n", + "ge 2089\n", + "eg 293\n", + "ee 2447\n", + "gg 113\n", + "ge 2208\n", + "eg 208\n", + "ee 2382\n", + "gg 94\n", + "ge 2015\n", + "eg 322\n", + "ee 2474\n", + "4905.2221985038705\n", + "gg 82\n", + "ge 1707\n", + "eg 221\n", + "ee 2893\n", + "gg 61\n", + "ge 1660\n", + "eg 388\n", + "ee 2786\n", + "gg 83\n", + "ge 1793\n", + "eg 200\n", + "ee 2830\n", + "gg 87\n", + "ge 1388\n", + "eg 428\n", + "ee 2989\n", + "gg 71\n", + "ge 1737\n", + "eg 261\n", + "ee 2863\n", + "gg 89\n", + "ge 1438\n", + "eg 516\n", + "ee 2843\n", + "gg 90\n", + "ge 1687\n", + "eg 247\n", + "ee 2869\n", + "gg 95\n", + "ge 1495\n", + "eg 411\n", + "ee 2903\n", + "gg 87\n", + "ge 1731\n", + "eg 294\n", + "ee 2774\n", + "gg 86\n", + "ge 1603\n", + "eg 386\n", + "ee 2817\n", + "gg 86\n", + "ge 1578\n", + "eg 397\n", + "ee 2847\n", + "gg 106\n", + "ge 1585\n", + "eg 408\n", + "ee 2807\n", + "gg 99\n", + "ge 1785\n", + "eg 275\n", + "ee 2746\n", + "gg 90\n", + "ge 1726\n", + "eg 362\n", + "ee 2719\n", + "gg 96\n", + "ge 1726\n", + "eg 205\n", + "ee 2877\n", + "gg 85\n", + "ge 1248\n", + "eg 669\n", + "ee 2899\n", + "gg 97\n", + "ge 1703\n", + "eg 232\n", + "ee 2883\n", + "gg 83\n", + "ge 1469\n", + "eg 546\n", + "ee 2811\n", + "gg 97\n", + "ge 1612\n", + "eg 393\n", + "ee 2791\n", + "gg 91\n", + "ge 1559\n", + "eg 341\n", + "ee 2922\n", + "gg 76\n", + "ge 1107\n", + "eg 751\n", + "ee 2962\n", + "gg 94\n", + "ge 1407\n", + "eg 568\n", + "ee 2814\n", + "gg 85\n", + "ge 1755\n", + "eg 213\n", + "ee 2815\n", + "gg 103\n", + "ge 1692\n", + "eg 243\n", + "ee 2810\n", + "gg 86\n", + "ge 1705\n", + "eg 226\n", + "ee 2838\n", + "gg 100\n", + "ge 1703\n", + "eg 196\n", + "ee 2881\n", + "gg 89\n", + "ge 1545\n", + "eg 288\n", + "ee 2943\n", + "gg 104\n", + "ge 1682\n", + "eg 301\n", + "ee 2798\n", + "gg 83\n", + "ge 1658\n", + "eg 209\n", + "ee 2916\n", + "gg 81\n", + "ge 1741\n", + "eg 218\n", + "ee 2827\n", + "4867.235552498043\n", + "gg 141\n", + "ge 1237\n", + "eg 886\n", + "ee 7517\n", + "gg 118\n", + "ge 1717\n", + "eg 537\n", + "ee 7400\n", + "gg 183\n", + "ge 1711\n", + "eg 520\n", + "ee 7376\n", + "gg 192\n", + "ge 1714\n", + "eg 510\n", + "ee 7363\n", + "gg 129\n", + "ge 1669\n", + "eg 675\n", + "ee 7286\n", + "gg 127\n", + "ge 1563\n", + "eg 804\n", + "ee 7296\n", + "gg 185\n", + "ge 1714\n", + "eg 481\n", + "ee 7374\n", + "gg 188\n", + "ge 1605\n", + "eg 565\n", + "ee 7418\n", + "gg 179\n", + "ge 1504\n", + "eg 741\n", + "ee 7391\n", + "gg 175\n", + "ge 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414\n", + "ee 8820\n", + "gg 132\n", + "ge 520\n", + "eg 419\n", + "ee 8757\n", + "gg 133\n", + "ge 513\n", + "eg 467\n", + "ee 8702\n", + "gg 132\n", + "ge 471\n", + "eg 452\n", + "ee 8750\n", + "gg 142\n", + "ge 430\n", + "eg 412\n", + "ee 8826\n", + "gg 154\n", + "ge 456\n", + "eg 473\n", + "ee 8720\n", + "gg 141\n", + "ge 405\n", + "eg 417\n", + "ee 8823\n", + "gg 146\n", + "ge 419\n", + "eg 512\n", + "ee 8696\n", + "gg 131\n", + "ge 468\n", + "eg 394\n", + "ee 8823\n", + "gg 141\n", + "ge 423\n", + "eg 370\n", + "ee 8863\n", + "gg 166\n", + "ge 402\n", + "eg 435\n", + "ee 8801\n", + "gg 156\n", + "ge 500\n", + "eg 429\n", + "ee 8710\n", + "gg 132\n", + "ge 443\n", + "eg 403\n", + "ee 8849\n", + "gg 145\n", + "ge 458\n", + "eg 425\n", + "ee 8829\n", + "gg 162\n", + "ge 429\n", + "eg 397\n", + "ee 8823\n", + "gg 110\n", + "ge 492\n", + "eg 430\n", + "ee 8791\n", + "gg 121\n", + "ge 485\n", + "eg 411\n", + "ee 8777\n", + "gg 166\n", + "ge 425\n", + "eg 399\n", + "ee 8800\n", + "gg 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+ "ge 297\n", + "eg 356\n", + "ee 9045\n", + "gg 151\n", + "ge 343\n", + "eg 404\n", + "ee 8899\n", + "gg 135\n", + "ge 337\n", + "eg 409\n", + "ee 8916\n", + "gg 113\n", + "ge 341\n", + "eg 416\n", + "ee 8906\n", + "gg 131\n", + "ge 331\n", + "eg 371\n", + "ee 8983\n", + "gg 118\n", + "ge 329\n", + "eg 363\n", + "ee 8977\n", + "gg 113\n", + "ge 300\n", + "eg 424\n", + "ee 8904\n", + "gg 114\n", + "ge 306\n", + "eg 443\n", + "ee 8944\n", + "gg 121\n", + "ge 337\n", + "eg 417\n", + "ee 8909\n", + "gg 114\n", + "ge 359\n", + "eg 397\n", + "ee 8935\n", + "gg 125\n", + "ge 316\n", + "eg 406\n", + "ee 8938\n", + "gg 103\n", + "ge 383\n", + "eg 374\n", + "ee 8909\n", + "gg 91\n", + "ge 335\n", + "eg 422\n", + "ee 8948\n", + "gg 170\n", + "ge 315\n", + "eg 386\n", + "ee 8922\n", + "gg 131\n", + "ge 315\n", + "eg 378\n", + "ee 8996\n", + "gg 90\n", + "ge 328\n", + "eg 438\n", + "ee 8954\n", + "gg 107\n", + "ge 308\n", + "eg 433\n", + "ee 8948\n", + "gg 101\n", + "ge 342\n", + "eg 435\n", + "ee 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73\n", + "ge 292\n", + "eg 398\n", + "ee 9025\n", + "gg 89\n", + "ge 323\n", + "eg 367\n", + "ee 9038\n", + "gg 94\n", + "ge 316\n", + "eg 362\n", + "ee 9050\n", + "gg 79\n", + "ge 317\n", + "eg 362\n", + "ee 9048\n", + "gg 76\n", + "ge 329\n", + "eg 367\n", + "ee 9050\n", + "gg 113\n", + "ge 327\n", + "eg 393\n", + "ee 8970\n", + "gg 93\n", + "ge 328\n", + "eg 342\n", + "ee 9052\n", + "gg 94\n", + "ge 297\n", + "eg 331\n", + "ee 9114\n", + "gg 88\n", + "ge 315\n", + "eg 356\n", + "ee 9038\n", + "gg 80\n", + "ge 312\n", + "eg 360\n", + "ee 9062\n", + "gg 72\n", + "ge 306\n", + "eg 361\n", + "ee 9102\n", + "gg 81\n", + "ge 308\n", + "eg 342\n", + "ee 9051\n", + "gg 71\n", + "ge 335\n", + "eg 389\n", + "ee 9032\n", + "gg 85\n", + "ge 331\n", + "eg 347\n", + "ee 9037\n", + "gg 69\n", + "ge 328\n", + "eg 387\n", + "ee 9002\n", + "gg 79\n", + "ge 326\n", + "eg 378\n", + "ee 8998\n", + "gg 108\n", + "ge 285\n", + "eg 376\n", + "ee 9004\n", + "gg 107\n", + "ge 321\n", + "eg 355\n", + "ee 9009\n", + "gg 98\n", + "ge 301\n", + "eg 372\n", + "ee 9000\n", + "gg 76\n", + "ge 308\n", + "eg 363\n", + "ee 9052\n", + "9799.609027717177\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(324, 341, 1)\n", + "# file_list = np.arange(324, 345, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S2 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "raw_fid = 99.7328" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gg 50\n", + "ge 861\n", + "eg 30\n", + "ee 48\n", + "gg 44\n", + "ge 838\n", + "eg 31\n", + "ee 48\n", + "gg 66\n", + "ge 832\n", + "eg 26\n", + "ee 50\n", + "gg 46\n", + "ge 859\n", + "eg 32\n", + "ee 42\n", + "gg 37\n", + "ge 852\n", + "eg 28\n", + "ee 62\n", + "gg 52\n", + "ge 844\n", + "eg 35\n", + "ee 47\n", + "gg 50\n", + "ge 862\n", + "eg 17\n", + "ee 53\n", + "gg 44\n", + "ge 843\n", + "eg 27\n", + "ee 61\n", + "gg 33\n", + "ge 875\n", + "eg 28\n", + "ee 42\n", + "gg 42\n", + "ge 855\n", + "eg 33\n", + "ee 43\n", + "gg 48\n", + "ge 850\n", + "eg 27\n", + "ee 55\n", + "gg 38\n", + "ge 871\n", + "eg 27\n", + "ee 50\n", + "gg 61\n", + "ge 845\n", + "eg 25\n", + "ee 53\n", + "gg 54\n", + "ge 851\n", + "eg 33\n", + "ee 48\n", + "gg 40\n", + "ge 863\n", + "eg 32\n", + "ee 43\n", + "gg 53\n", + "ge 855\n", + "eg 25\n", + "ee 36\n", + "gg 58\n", + "ge 843\n", + "eg 25\n", + "ee 55\n", + "gg 56\n", + "ge 846\n", + "eg 25\n", + "ee 57\n", + "gg 39\n", + "ge 858\n", + "eg 25\n", + "ee 49\n", + "gg 47\n", + "ge 866\n", + "eg 21\n", + "ee 44\n", + "gg 37\n", + "ge 870\n", + "eg 23\n", + "ee 55\n", + "gg 46\n", + "ge 855\n", + "eg 27\n", + "ee 53\n", + "gg 57\n", + "ge 833\n", + "eg 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"ge 866\n", + "eg 41\n", + "ee 45\n", + "gg 51\n", + "ge 827\n", + "eg 42\n", + "ee 41\n", + "gg 36\n", + "ge 841\n", + "eg 42\n", + "ee 56\n", + "gg 42\n", + "ge 867\n", + "eg 26\n", + "ee 47\n", + "gg 35\n", + "ge 838\n", + "eg 44\n", + "ee 53\n", + "gg 54\n", + "ge 858\n", + "eg 22\n", + "ee 46\n", + "gg 45\n", + "ge 838\n", + "eg 29\n", + "ee 63\n", + "gg 44\n", + "ge 833\n", + "eg 43\n", + "ee 52\n", + "gg 47\n", + "ge 843\n", + "eg 31\n", + "ee 60\n", + "gg 49\n", + "ge 829\n", + "eg 44\n", + "ee 52\n", + "gg 55\n", + "ge 865\n", + "eg 32\n", + "ee 33\n", + "gg 45\n", + "ge 856\n", + "eg 38\n", + "ee 40\n", + "gg 45\n", + "ge 874\n", + "eg 30\n", + "ee 37\n", + "gg 37\n", + "ge 833\n", + "eg 41\n", + "ee 49\n", + "gg 42\n", + "ge 858\n", + "eg 42\n", + "ee 42\n", + "gg 41\n", + "ge 843\n", + "eg 35\n", + "ee 50\n", + "gg 53\n", + "ge 851\n", + "eg 41\n", + "ee 38\n", + "gg 59\n", + "ge 830\n", + "eg 45\n", + "ee 48\n", + "gg 52\n", + "ge 837\n", + "eg 40\n", + "ee 54\n", + "983\n", + "gg 55\n", + "ge 830\n", + "eg 39\n", + "ee 61\n", + "gg 34\n", + "ge 822\n", + "eg 60\n", + "ee 58\n", + "gg 46\n", + "ge 831\n", + "eg 46\n", + "ee 50\n", + "gg 50\n", + "ge 827\n", + "eg 53\n", + "ee 47\n", + "gg 46\n", + "ge 837\n", + "eg 50\n", + "ee 49\n", + "gg 39\n", + "ge 832\n", + "eg 59\n", + "ee 52\n", + "gg 41\n", + "ge 844\n", + "eg 58\n", + "ee 37\n", + "gg 44\n", + "ge 824\n", + "eg 52\n", + "ee 49\n", + "gg 53\n", + "ge 800\n", + "eg 45\n", + "ee 55\n", + "gg 40\n", + "ge 864\n", + "eg 30\n", + "ee 46\n", + "gg 62\n", + "ge 840\n", + "eg 43\n", + "ee 41\n", + "gg 51\n", + "ge 834\n", + "eg 45\n", + "ee 53\n", + "gg 48\n", + "ge 839\n", + "eg 49\n", + "ee 41\n", + "gg 46\n", + "ge 837\n", + "eg 45\n", + "ee 50\n", + "gg 48\n", + "ge 839\n", + "eg 46\n", + "ee 43\n", + "gg 41\n", + "ge 842\n", + "eg 52\n", + "ee 53\n", + "gg 55\n", + "ge 817\n", + "eg 42\n", + "ee 60\n", + "gg 42\n", + "ge 843\n", + "eg 50\n", + "ee 50\n", + "gg 52\n", + "ge 830\n", + "eg 45\n", + "ee 57\n", + "gg 41\n", + "ge 844\n", + "eg 43\n", + "ee 53\n", + "gg 48\n", + "ge 828\n", + "eg 39\n", + "ee 63\n", + "gg 44\n", + "ge 828\n", + "eg 47\n", + "ee 63\n", + "gg 39\n", + "ge 862\n", + "eg 43\n", + "ee 46\n", + "gg 59\n", + "ge 836\n", + "eg 40\n", + "ee 49\n", + "gg 43\n", + "ge 833\n", + "eg 61\n", + "ee 47\n", + "gg 50\n", + "ge 817\n", + "eg 59\n", + "ee 59\n", + "gg 46\n", + "ge 843\n", + "eg 38\n", + "ee 50\n", + "gg 48\n", + "ge 837\n", + "eg 36\n", + "ee 64\n", + "gg 43\n", + "ge 842\n", + "eg 47\n", + "ee 48\n", + "gg 48\n", + "ge 831\n", + "eg 48\n", + "ee 54\n", + "981\n", + "gg 43\n", + "ge 818\n", + "eg 73\n", + "ee 42\n", + "gg 49\n", + "ge 817\n", + "eg 60\n", + "ee 54\n", + "gg 52\n", + "ge 805\n", + "eg 80\n", + "ee 38\n", + "gg 44\n", + "ge 809\n", + "eg 74\n", + "ee 53\n", + "gg 47\n", + "ge 797\n", + "eg 82\n", + "ee 54\n", + "gg 44\n", + "ge 820\n", + "eg 74\n", + "ee 41\n", + "gg 31\n", + "ge 830\n", + "eg 68\n", + "ee 42\n", + "gg 55\n", + "ge 813\n", + "eg 80\n", + "ee 38\n", + "gg 34\n", + "ge 840\n", + "eg 65\n", + "ee 45\n", + "gg 43\n", + "ge 802\n", + "eg 84\n", + "ee 56\n", + "gg 45\n", + "ge 791\n", + "eg 84\n", + "ee 61\n", + "gg 42\n", + "ge 797\n", + "eg 79\n", + "ee 61\n", + "gg 45\n", + "ge 785\n", + "eg 77\n", + "ee 71\n", + "gg 41\n", + "ge 810\n", + "eg 54\n", + "ee 69\n", + "gg 49\n", + "ge 822\n", + "eg 66\n", + "ee 42\n", + "gg 39\n", + "ge 817\n", + "eg 69\n", + "ee 62\n", + "gg 40\n", + "ge 813\n", + "eg 71\n", + "ee 57\n", + "gg 40\n", + "ge 823\n", + "eg 62\n", + "ee 58\n", + "gg 45\n", + "ge 813\n", + "eg 66\n", + "ee 47\n", + "gg 42\n", + "ge 813\n", + "eg 72\n", + "ee 55\n", + "gg 60\n", + "ge 793\n", + "eg 89\n", + "ee 44\n", + "gg 48\n", + "ge 790\n", + "eg 89\n", + "ee 58\n", + "gg 45\n", + "ge 816\n", + "eg 79\n", + "ee 44\n", + "gg 46\n", + "ge 828\n", + "eg 58\n", + "ee 49\n", + "gg 44\n", + "ge 805\n", + "eg 84\n", + "ee 49\n", + "gg 43\n", + "ge 823\n", + "eg 60\n", + "ee 57\n", + "gg 43\n", + "ge 827\n", + "eg 66\n", + "ee 47\n", + "gg 55\n", + "ge 829\n", + "eg 55\n", + "ee 41\n", + "gg 44\n", + "ge 813\n", + "eg 64\n", + "ee 54\n", + "gg 51\n", + "ge 819\n", + "eg 75\n", + "ee 30\n", + "975\n", + "gg 78\n", + "ge 1555\n", + "eg 211\n", + "ee 110\n", + "gg 95\n", + "ge 1568\n", + "eg 200\n", + "ee 88\n", + "gg 76\n", + "ge 1584\n", + "eg 210\n", + "ee 90\n", + "gg 75\n", + "ge 1515\n", + "eg 255\n", + "ee 127\n", + "gg 86\n", + "ge 1567\n", + "eg 219\n", + "ee 86\n", + "gg 97\n", + "ge 1568\n", + "eg 200\n", + "ee 92\n", + "gg 82\n", + "ge 1560\n", + "eg 193\n", + "ee 119\n", + "gg 74\n", + "ge 1509\n", + "eg 274\n", + "ee 106\n", + "gg 67\n", + "ge 1613\n", + "eg 192\n", + "ee 96\n", + "gg 78\n", + "ge 1540\n", + "eg 224\n", + "ee 104\n", + "gg 87\n", + "ge 1538\n", + "eg 249\n", + "ee 89\n", + "gg 77\n", + "ge 1575\n", + "eg 208\n", + "ee 99\n", + "gg 93\n", + "ge 1543\n", + "eg 205\n", + "ee 102\n", + "gg 74\n", + "ge 1565\n", + "eg 214\n", + "ee 113\n", + "gg 84\n", + "ge 1547\n", + "eg 234\n", + "ee 101\n", + "gg 64\n", + "ge 1548\n", + "eg 207\n", + "ee 120\n", + "gg 84\n", + "ge 1560\n", + "eg 224\n", + "ee 91\n", + "gg 83\n", + "ge 1546\n", + "eg 198\n", + "ee 130\n", + "gg 84\n", + "ge 1534\n", + "eg 241\n", + "ee 103\n", + "gg 90\n", + "ge 1540\n", + "eg 207\n", + "ee 99\n", + "gg 79\n", + "ge 1578\n", + "eg 183\n", + "ee 104\n", + "gg 74\n", + "ge 1585\n", + "eg 219\n", + "ee 88\n", + "gg 87\n", + "ge 1521\n", + "eg 258\n", + "ee 94\n", + "gg 85\n", + "ge 1520\n", + "eg 254\n", + "ee 84\n", + "gg 92\n", + "ge 1557\n", + "eg 218\n", + "ee 95\n", + "gg 91\n", + "ge 1516\n", + "eg 237\n", + "ee 125\n", + "gg 74\n", + "ge 1566\n", + "eg 198\n", + "ee 125\n", + "gg 87\n", + "ge 1563\n", + "eg 214\n", + "ee 93\n", + "gg 95\n", + "ge 1559\n", + "eg 199\n", + "ee 108\n", + "gg 71\n", + "ge 1443\n", + "eg 250\n", + "ee 204\n", + "1968\n", + "gg 61\n", + "ge 1460\n", + "eg 338\n", + "ee 93\n", + "gg 79\n", + "ge 1415\n", + "eg 344\n", + "ee 110\n", + "gg 69\n", + "ge 1433\n", + "eg 326\n", + "ee 132\n", + "gg 63\n", + "ge 1472\n", + "eg 337\n", + "ee 81\n", + "gg 63\n", + "ge 1430\n", + "eg 353\n", + "ee 105\n", + "gg 71\n", + "ge 1429\n", + "eg 351\n", + "ee 103\n", + "gg 68\n", + "ge 1432\n", + "eg 357\n", + "ee 100\n", + "gg 82\n", + "ge 1358\n", + "eg 395\n", + "ee 120\n", + "gg 75\n", + "ge 1425\n", + "eg 378\n", + "ee 87\n", + "gg 77\n", + "ge 1336\n", + "eg 431\n", + "ee 124\n", + "gg 64\n", + "ge 1420\n", + "eg 342\n", + "ee 129\n", + "gg 75\n", + "ge 1425\n", + "eg 359\n", + "ee 102\n", + "gg 72\n", + "ge 1407\n", + "eg 385\n", + "ee 109\n", + "gg 78\n", + "ge 1457\n", + "eg 342\n", + "ee 93\n", + "gg 72\n", + "ge 1378\n", + "eg 403\n", + "ee 107\n", + "gg 59\n", + "ge 1434\n", + "eg 376\n", + "ee 100\n", + "gg 73\n", + "ge 1468\n", + "eg 314\n", + "ee 103\n", + "gg 62\n", + "ge 1421\n", + "eg 357\n", + "ee 121\n", + "gg 79\n", + "ge 1365\n", + "eg 424\n", + "ee 96\n", + "gg 86\n", + "ge 1346\n", + "eg 363\n", + "ee 163\n", + "gg 83\n", + "ge 1415\n", + "eg 340\n", + "ee 124\n", + "gg 66\n", + "ge 1370\n", + "eg 378\n", + "ee 146\n", + "gg 70\n", + "ge 1445\n", + "eg 360\n", + "ee 97\n", + "gg 73\n", + "ge 1442\n", + "eg 357\n", + "ee 86\n", + "gg 81\n", + "ge 1404\n", + "eg 342\n", + "ee 135\n", + "gg 65\n", + "ge 1350\n", + "eg 403\n", + "ee 142\n", + "gg 69\n", + "ge 1374\n", + "eg 386\n", + "ee 141\n", + "gg 82\n", + "ge 1402\n", + "eg 352\n", + "ee 125\n", + "gg 70\n", + "ge 1408\n", + "eg 355\n", + "ee 130\n", + "gg 73\n", + "ge 1462\n", + "eg 338\n", + "ee 91\n", + "1964\n", + "gg 80\n", + "ge 1931\n", + "eg 760\n", + "ee 178\n", + "gg 99\n", + "ge 1925\n", + "eg 752\n", + "ee 179\n", + "gg 90\n", + "ge 1900\n", + "eg 738\n", + "ee 220\n", + "gg 87\n", + "ge 1945\n", + "eg 738\n", + "ee 162\n", + "gg 84\n", + "ge 1865\n", + "eg 747\n", + "ee 247\n", + "gg 103\n", + "ge 1886\n", + "eg 772\n", + "ee 181\n", + "gg 63\n", + "ge 1834\n", + "eg 774\n", + "ee 273\n", + "gg 89\n", + "ge 2007\n", + "eg 707\n", + "ee 137\n", + "gg 96\n", + "ge 1953\n", + "eg 716\n", + "ee 174\n", + "gg 106\n", + "ge 1954\n", + "eg 708\n", + "ee 162\n", + "gg 76\n", + "ge 1925\n", + "eg 767\n", + "ee 189\n", + "gg 84\n", + "ge 1865\n", + "eg 779\n", + "ee 205\n", + "gg 101\n", + "ge 1921\n", + "eg 696\n", + "ee 217\n", + "gg 119\n", + "ge 1853\n", + "eg 781\n", + "ee 183\n", + "gg 119\n", + "ge 2000\n", + "eg 662\n", + "ee 147\n", + "gg 90\n", + "ge 1856\n", + "eg 772\n", + "ee 242\n", + "gg 113\n", + "ge 1990\n", + "eg 647\n", + "ee 186\n", + "gg 90\n", + "ge 1971\n", + "eg 750\n", + "ee 141\n", + "gg 86\n", + "ge 1962\n", + "eg 722\n", + "ee 166\n", + "gg 100\n", + "ge 1989\n", + "eg 704\n", + "ee 146\n", + "gg 95\n", + "ge 1905\n", + "eg 766\n", + "ee 171\n", + "gg 92\n", + "ge 1878\n", + "eg 787\n", + "ee 180\n", + "gg 89\n", + "ge 1939\n", + "eg 708\n", + "ee 207\n", + "gg 111\n", + "ge 1920\n", + "eg 740\n", + "ee 182\n", + "gg 91\n", + "ge 1967\n", + "eg 746\n", + "ee 148\n", + "gg 88\n", + "ge 1948\n", + "eg 725\n", + "ee 187\n", + "gg 100\n", + "ge 1970\n", + "eg 719\n", + "ee 148\n", + "gg 87\n", + "ge 1832\n", + "eg 778\n", + "ee 231\n", + "gg 84\n", + "ge 1892\n", + "eg 737\n", + "ee 232\n", + "gg 84\n", + "ge 1632\n", + "eg 875\n", + "ee 346\n", + "2937\n", + "gg 71\n", + "ge 1730\n", + "eg 930\n", + "ee 207\n", + "gg 86\n", + "ge 1819\n", + "eg 878\n", + "ee 186\n", + "gg 74\n", + "ge 1748\n", + "eg 990\n", + "ee 152\n", + "gg 77\n", + "ge 1674\n", + "eg 985\n", + "ee 211\n", + "gg 74\n", + "ge 1757\n", + "eg 930\n", + "ee 193\n", + "gg 79\n", + "ge 1579\n", + "eg 1019\n", + "ee 264\n", + "gg 83\n", + "ge 1741\n", + "eg 919\n", + "ee 174\n", + "gg 94\n", + "ge 1785\n", + "eg 887\n", + "ee 181\n", + "gg 92\n", + "ge 1843\n", + "eg 850\n", + "ee 151\n", + "gg 82\n", + "ge 1779\n", + "eg 923\n", + "ee 162\n", + "gg 76\n", + "ge 1800\n", + "eg 899\n", + "ee 165\n", + "gg 80\n", + "ge 1746\n", + "eg 879\n", + "ee 237\n", + "gg 83\n", + "ge 1767\n", + "eg 933\n", + "ee 163\n", + "gg 77\n", + "ge 1800\n", + "eg 897\n", + "ee 161\n", + "gg 90\n", + "ge 1856\n", + "eg 838\n", + "ee 161\n", + "gg 103\n", + "ge 1784\n", + "eg 886\n", + "ee 178\n", + "gg 101\n", + "ge 1797\n", + "eg 877\n", + "ee 172\n", + "gg 90\n", + "ge 1756\n", + "eg 900\n", + "ee 195\n", + "gg 93\n", + "ge 1704\n", + "eg 912\n", + "ee 201\n", + "gg 78\n", + "ge 1732\n", + "eg 887\n", + "ee 226\n", + "gg 60\n", + "ge 1725\n", + "eg 945\n", + "ee 206\n", + "gg 93\n", + "ge 1779\n", + "eg 881\n", + "ee 182\n", + "gg 86\n", + "ge 1736\n", + "eg 965\n", + "ee 147\n", + "gg 81\n", + "ge 1766\n", + "eg 909\n", + "ee 160\n", + "gg 89\n", + "ge 1847\n", + "eg 866\n", + "ee 146\n", + "gg 95\n", + "ge 1735\n", + "eg 905\n", + "ee 197\n", + "gg 67\n", + "ge 1820\n", + "eg 891\n", + "ee 159\n", + "gg 85\n", + "ge 1742\n", + "eg 895\n", + "ee 228\n", + "gg 83\n", + "ge 1810\n", + "eg 856\n", + "ee 188\n", + "gg 80\n", + "ge 1844\n", + "eg 891\n", + "ee 141\n", + "2956\n", + "gg 70\n", + "ge 1573\n", + "eg 1106\n", + "ee 193\n", + "gg 53\n", + "ge 1532\n", + "eg 1132\n", + "ee 223\n", + "gg 85\n", + "ge 1578\n", + "eg 1096\n", + "ee 191\n", + "gg 69\n", + "ge 1652\n", + "eg 1089\n", + "ee 138\n", + "gg 90\n", + "ge 1615\n", + "eg 1044\n", + "ee 211\n", + "gg 60\n", + "ge 1610\n", + "eg 1093\n", + "ee 192\n", + "gg 74\n", + "ge 1550\n", + "eg 1085\n", + "ee 243\n", + "gg 72\n", + "ge 1587\n", + "eg 1055\n", + "ee 227\n", + "gg 59\n", + "ge 1589\n", + "eg 1096\n", + "ee 202\n", + "gg 62\n", + "ge 1637\n", + "eg 1114\n", + "ee 140\n", + "gg 79\n", + "ge 1580\n", + "eg 1103\n", + "ee 175\n", + "gg 71\n", + "ge 1538\n", + "eg 1075\n", + "ee 253\n", + "gg 72\n", + "ge 1595\n", + "eg 1085\n", + "ee 182\n", + "gg 64\n", + "ge 1574\n", + "eg 1092\n", + "ee 218\n", + "gg 68\n", + "ge 1547\n", + "eg 1099\n", + "ee 219\n", + "gg 80\n", + "ge 1687\n", + "eg 1013\n", + "ee 154\n", + "gg 80\n", + "ge 1630\n", + "eg 1039\n", + "ee 194\n", + "gg 60\n", + "ge 1648\n", + "eg 1041\n", + "ee 187\n", + "gg 66\n", + "ge 1586\n", + "eg 1104\n", + "ee 183\n", + "gg 65\n", + "ge 1644\n", + "eg 1054\n", + "ee 158\n", + "gg 78\n", + "ge 1479\n", + "eg 1170\n", + "ee 223\n", + "gg 90\n", + "ge 1540\n", + "eg 1121\n", + "ee 188\n", + "gg 69\n", + "ge 1657\n", + "eg 1059\n", + "ee 163\n", + "gg 63\n", + "ge 1586\n", + "eg 1136\n", + "ee 153\n", + "gg 86\n", + "ge 1512\n", + "eg 1138\n", + "ee 217\n", + "gg 83\n", + "ge 1647\n", + "eg 1051\n", + "ee 173\n", + "gg 83\n", + "ge 1601\n", + "eg 1075\n", + "ee 179\n", + "gg 80\n", + "ge 1653\n", + "eg 1050\n", + "ee 158\n", + "gg 86\n", + "ge 1588\n", + "eg 1101\n", + "ee 157\n", + "gg 70\n", + "ge 1589\n", + "eg 1096\n", + "ee 190\n", + "2945\n", + "gg 61\n", + "ge 1423\n", + "eg 1300\n", + "ee 164\n", + "gg 64\n", + "ge 1503\n", + "eg 1230\n", + "ee 157\n", + "gg 77\n", + "ge 1330\n", + "eg 1322\n", + "ee 209\n", + "gg 63\n", + "ge 1364\n", + "eg 1353\n", + "ee 175\n", + "gg 78\n", + "ge 1532\n", + "eg 1170\n", + "ee 152\n", + "gg 69\n", + "ge 1448\n", + "eg 1233\n", + "ee 185\n", + "gg 75\n", + "ge 1486\n", + "eg 1227\n", + "ee 142\n", + "gg 61\n", + "ge 1442\n", + "eg 1269\n", + "ee 162\n", + "gg 75\n", + "ge 1424\n", + "eg 1289\n", + "ee 145\n", + "gg 63\n", + "ge 1421\n", + "eg 1255\n", + "ee 198\n", + "gg 76\n", + "ge 1380\n", + "eg 1316\n", + "ee 176\n", + "gg 66\n", + "ge 1378\n", + "eg 1324\n", + "ee 180\n", + "gg 60\n", + "ge 1436\n", + "eg 1317\n", + "ee 134\n", + "gg 69\n", + "ge 1383\n", + "eg 1301\n", + "ee 198\n", + "gg 51\n", + "ge 1377\n", + "eg 1317\n", + "ee 194\n", + "gg 67\n", + "ge 1423\n", + "eg 1320\n", + "ee 142\n", + "gg 67\n", + "ge 1495\n", + "eg 1184\n", + "ee 207\n", + "gg 66\n", + "ge 1346\n", + "eg 1321\n", + "ee 212\n", + "gg 61\n", + "ge 1297\n", + "eg 1274\n", + "ee 315\n", + "gg 50\n", + "ge 1444\n", + "eg 1263\n", + "ee 196\n", + "gg 70\n", + "ge 1354\n", + "eg 1336\n", + "ee 194\n", + "gg 68\n", + "ge 1475\n", + "eg 1267\n", + "ee 151\n", + "gg 74\n", + "ge 1418\n", + "eg 1265\n", + "ee 197\n", + "gg 68\n", + "ge 1447\n", + "eg 1243\n", + "ee 191\n", + "gg 54\n", + "ge 1453\n", + "eg 1284\n", + "ee 160\n", + "gg 57\n", + "ge 1611\n", + "eg 1130\n", + "ee 155\n", + "gg 52\n", + "ge 1314\n", + "eg 1361\n", + "ee 232\n", + "gg 76\n", + "ge 1366\n", + "eg 1350\n", + "ee 165\n", + "gg 62\n", + "ge 1302\n", + "eg 1341\n", + "ee 251\n", + "gg 56\n", + "ge 1445\n", + "eg 1233\n", + "ee 209\n", + "2943\n", + "gg 106\n", + "ge 2241\n", + "eg 2303\n", + "ee 262\n", + "gg 93\n", + "ge 2301\n", + "eg 2266\n", + "ee 257\n", + "gg 96\n", + "ge 2170\n", + "eg 2371\n", + "ee 273\n", + "gg 111\n", + "ge 2169\n", + "eg 2312\n", + "ee 319\n", + "gg 91\n", + "ge 2217\n", + "eg 2329\n", + "ee 276\n", + "gg 95\n", + "ge 2029\n", + "eg 2380\n", + "ee 421\n", + "gg 83\n", + "ge 1812\n", + "eg 2431\n", + "ee 592\n", + "gg 92\n", + "ge 2060\n", + "eg 2409\n", + "ee 357\n", + "gg 107\n", + "ge 2074\n", + "eg 2327\n", + "ee 409\n", + "gg 104\n", + "ge 2187\n", + "eg 2365\n", + "ee 271\n", + "gg 107\n", + "ge 2177\n", + "eg 2348\n", + "ee 285\n", + "gg 93\n", + "ge 2056\n", + "eg 2375\n", + "ee 383\n", + "gg 109\n", + "ge 2248\n", + "eg 2213\n", + "ee 346\n", + "gg 93\n", + "ge 2133\n", + "eg 2397\n", + "ee 304\n", + "gg 77\n", + "ge 1932\n", + "eg 2503\n", + "ee 403\n", + "gg 81\n", + "ge 1804\n", + "eg 2528\n", + "ee 507\n", + "gg 119\n", + "ge 2193\n", + "eg 2353\n", + "ee 239\n", + "gg 103\n", + "ge 2232\n", + "eg 2306\n", + "ee 266\n", + "gg 107\n", + "ge 2193\n", + "eg 2354\n", + "ee 261\n", + "gg 95\n", + "ge 1816\n", + "eg 2500\n", + "ee 517\n", + "gg 111\n", + "ge 2161\n", + "eg 2268\n", + "ee 371\n", + "gg 93\n", + "ge 2035\n", + "eg 2388\n", + "ee 403\n", + "gg 87\n", + "ge 1942\n", + "eg 2425\n", + "ee 451\n", + "gg 83\n", + "ge 1926\n", + "eg 2479\n", + "ee 442\n", + "gg 99\n", + "ge 2065\n", + "eg 2375\n", + "ee 383\n", + "gg 78\n", + "ge 2143\n", + "eg 2443\n", + "ee 255\n", + "gg 126\n", + "ge 2264\n", + "eg 2246\n", + "ee 273\n", + "gg 81\n", + "ge 2187\n", + "eg 2318\n", + "ee 338\n", + "gg 121\n", + "ge 2133\n", + "eg 2323\n", + "ee 342\n", + "gg 92\n", + "ge 2090\n", + "eg 2437\n", + "ee 305\n", + "4924\n", + "gg 77\n", + "ge 1699\n", + "eg 2817\n", + "ee 331\n", + "gg 81\n", + "ge 1671\n", + "eg 2838\n", + "ee 340\n", + "gg 84\n", + "ge 1815\n", + "eg 2717\n", + "ee 304\n", + "gg 88\n", + "ge 1745\n", + "eg 2811\n", + "ee 278\n", + "gg 80\n", + "ge 1574\n", + "eg 2855\n", + "ee 417\n", + "gg 90\n", + "ge 1746\n", + "eg 2843\n", + "ee 245\n", + "gg 90\n", + "ge 1796\n", + "eg 2812\n", + "ee 237\n", + "gg 93\n", + "ge 1790\n", + "eg 2817\n", + "ee 235\n", + "gg 87\n", + "ge 1724\n", + "eg 2816\n", + "ee 289\n", + "gg 79\n", + "ge 1603\n", + "eg 2898\n", + "ee 339\n", + "gg 82\n", + "ge 1595\n", + "eg 2957\n", + "ee 298\n", + "gg 96\n", + "ge 1635\n", + "eg 2861\n", + "ee 331\n", + "gg 83\n", + "ge 1481\n", + "eg 3050\n", + "ee 318\n", + "gg 87\n", + "ge 1441\n", + "eg 3007\n", + "ee 404\n", + "gg 77\n", + "ge 1880\n", + "eg 2715\n", + "ee 272\n", + "gg 93\n", + "ge 1708\n", + "eg 2875\n", + "ee 249\n", + "gg 68\n", + "ge 1629\n", + "eg 2958\n", + "ee 265\n", + "gg 96\n", + "ge 1562\n", + "eg 2903\n", + "ee 357\n", + "gg 89\n", + "ge 1807\n", + "eg 2798\n", + "ee 231\n", + "gg 78\n", + "ge 1626\n", + "eg 2894\n", + "ee 300\n", + "gg 89\n", + "ge 1715\n", + "eg 2858\n", + "ee 264\n", + "gg 81\n", + "ge 1625\n", + "eg 2904\n", + "ee 309\n", + "gg 100\n", + "ge 1645\n", + "eg 2895\n", + "ee 297\n", + "gg 80\n", + "ge 1734\n", + "eg 2840\n", + "ee 285\n", + "gg 81\n", + "ge 1697\n", + "eg 2817\n", + "ee 339\n", + "gg 81\n", + "ge 1691\n", + "eg 2857\n", + "ee 306\n", + "gg 84\n", + "ge 1613\n", + "eg 2932\n", + "ee 308\n", + "gg 76\n", + "ge 1831\n", + "eg 2782\n", + "ee 231\n", + "gg 88\n", + "ge 1792\n", + "eg 2832\n", + "ee 224\n", + "gg 74\n", + "ge 1773\n", + "eg 2807\n", + "ee 267\n", + "4921\n", + "gg 115\n", + "ge 1708\n", + "eg 7420\n", + "ee 600\n", + "gg 99\n", + "ge 1529\n", + "eg 7583\n", + "ee 635\n", + "gg 148\n", + "ge 1690\n", + "eg 7538\n", + "ee 494\n", + "gg 137\n", + "ge 1789\n", + "eg 7543\n", + "ee 387\n", + "gg 142\n", + "ge 1541\n", + "eg 7461\n", + "ee 712\n", + "gg 163\n", + "ge 1142\n", + "eg 7631\n", + "ee 930\n", + "gg 171\n", + "ge 1701\n", + "eg 7528\n", + "ee 456\n", + "gg 118\n", + "ge 1734\n", + "eg 7515\n", + "ee 483\n", + "gg 135\n", + "ge 1485\n", + "eg 7467\n", + "ee 761\n", + "gg 108\n", + "ge 1532\n", + "eg 7617\n", + "ee 604\n", + "gg 170\n", + "ge 1649\n", + "eg 7557\n", + "ee 481\n", + "gg 160\n", + "ge 1497\n", + "eg 7601\n", + "ee 615\n", + "gg 214\n", + "ge 1649\n", + "eg 7438\n", + "ee 542\n", + "gg 164\n", + "ge 1754\n", + "eg 7538\n", + "ee 413\n", + "gg 137\n", + "ge 1499\n", + "eg 7728\n", + "ee 511\n", + "gg 162\n", + "ge 1673\n", + "eg 7524\n", + "ee 520\n", + "gg 171\n", + "ge 1671\n", + "eg 7531\n", + "ee 502\n", + "gg 128\n", + "ge 1126\n", + "eg 7725\n", + "ee 901\n", + "gg 137\n", + "ge 1563\n", + "eg 7482\n", + "ee 667\n", + "gg 139\n", + "ge 1558\n", + "eg 7445\n", + "ee 726\n", + "gg 143\n", + "ge 1723\n", + "eg 7482\n", + "ee 508\n", + "gg 198\n", + "ge 1324\n", + "eg 7674\n", + "ee 667\n", + "gg 197\n", + "ge 1462\n", + "eg 7649\n", + "ee 560\n", + "gg 168\n", + "ge 1792\n", + "eg 7497\n", + "ee 428\n", + "gg 199\n", + "ge 1596\n", + "eg 7432\n", + "ee 636\n", + "gg 181\n", + "ge 1762\n", + "eg 7435\n", + "ee 453\n", + "gg 149\n", + "ge 1697\n", + "eg 7518\n", + "ee 495\n", + "gg 144\n", + "ge 1781\n", + "eg 7466\n", + "ee 471\n", + "gg 148\n", + "ge 1951\n", + "eg 7334\n", + "ee 433\n", + "gg 139\n", + "ge 1712\n", + "eg 7609\n", + "ee 404\n", + "9864\n", + "gg 144\n", + "ge 576\n", + "eg 8669\n", + "ee 484\n", + "gg 143\n", + "ge 840\n", + "eg 8386\n", + "ee 511\n", + "gg 125\n", + "ge 882\n", + "eg 8385\n", + "ee 478\n", + "gg 106\n", + "ge 703\n", + "eg 8672\n", + "ee 397\n", + "gg 134\n", + "ge 917\n", + "eg 8254\n", + "ee 553\n", + "gg 128\n", + "ge 747\n", + "eg 8308\n", + "ee 681\n", + "gg 134\n", + "ge 822\n", + "eg 8272\n", + "ee 618\n", + "gg 143\n", + "ge 1026\n", + "eg 8198\n", + "ee 507\n", + "gg 142\n", + "ge 905\n", + "eg 8353\n", + "ee 472\n", + "gg 181\n", + "ge 864\n", + "eg 8340\n", + "ee 502\n", + "gg 175\n", + "ge 904\n", + "eg 8375\n", + "ee 418\n", + "gg 159\n", + "ge 991\n", + "eg 8285\n", + "ee 442\n", + "gg 138\n", + "ge 866\n", + "eg 8456\n", + "ee 418\n", + "gg 166\n", + "ge 688\n", + "eg 8496\n", + "ee 520\n", + "gg 174\n", + "ge 792\n", + "eg 8429\n", + "ee 481\n", + "gg 152\n", + "ge 773\n", + "eg 8533\n", + "ee 427\n", + "gg 128\n", + "ge 782\n", + "eg 8485\n", + "ee 483\n", + "gg 127\n", + "ge 717\n", + "eg 8585\n", + "ee 453\n", + "gg 118\n", + "ge 953\n", + "eg 8358\n", + "ee 451\n", + "gg 151\n", + "ge 939\n", + "eg 8368\n", + "ee 434\n", + "gg 176\n", + "ge 708\n", + "eg 8332\n", + "ee 659\n", + "gg 174\n", + "ge 851\n", + "eg 8375\n", + "ee 465\n", + "gg 122\n", + "ge 713\n", + "eg 8618\n", + "ee 429\n", + "gg 116\n", + "ge 847\n", + "eg 8527\n", + "ee 379\n", + "gg 153\n", + "ge 993\n", + "eg 8327\n", + "ee 402\n", + "gg 170\n", + "ge 905\n", + "eg 8265\n", + "ee 531\n", + "gg 138\n", + "ge 937\n", + "eg 8395\n", + "ee 397\n", + "gg 146\n", + "ge 855\n", + "eg 8431\n", + "ee 424\n", + "gg 131\n", + "ge 720\n", + "eg 8663\n", + "ee 359\n", + "gg 184\n", + "ge 683\n", + "eg 8494\n", + "ee 511\n", + "9872\n", + "gg 169\n", + "ge 442\n", + "eg 8884\n", + "ee 402\n", + "gg 92\n", + "ge 507\n", + "eg 8908\n", + "ee 378\n", + "gg 91\n", + "ge 410\n", + "eg 8997\n", + "ee 377\n", + "gg 103\n", + "ge 370\n", + "eg 9033\n", + "ee 397\n", + "gg 101\n", + "ge 377\n", + "eg 9020\n", + "ee 399\n", + "gg 118\n", + "ge 427\n", + "eg 8998\n", + "ee 351\n", + "gg 89\n", + "ge 357\n", + "eg 9074\n", + "ee 347\n", + "gg 140\n", + "ge 400\n", + "eg 8919\n", + "ee 439\n", + "gg 136\n", + "ge 402\n", + "eg 8942\n", + "ee 408\n", + "gg 128\n", + "ge 326\n", + "eg 9002\n", + "ee 425\n", + "gg 82\n", + "ge 464\n", + "eg 9018\n", + "ee 302\n", + "gg 88\n", + "ge 509\n", + "eg 8848\n", + "ee 426\n", + "gg 110\n", + "ge 460\n", + "eg 8951\n", + "ee 370\n", + "gg 86\n", + "ge 382\n", + "eg 9021\n", + "ee 388\n", + "gg 141\n", + "ge 403\n", + "eg 8964\n", + "ee 367\n", + "gg 98\n", + "ge 386\n", + "eg 8860\n", + "ee 545\n", + "gg 92\n", + "ge 481\n", + "eg 8952\n", + "ee 367\n", + "gg 81\n", + "ge 428\n", + "eg 8987\n", + "ee 383\n", + "gg 97\n", + "ge 511\n", + "eg 8867\n", + "ee 406\n", + "gg 131\n", + "ge 396\n", + "eg 8967\n", + "ee 382\n", + "gg 108\n", + "ge 413\n", + "eg 9012\n", + "ee 340\n", + "gg 121\n", + "ge 321\n", + "eg 9115\n", + "ee 335\n", + "gg 112\n", + "ge 424\n", + "eg 8962\n", + "ee 388\n", + "gg 111\n", + "ge 382\n", + "eg 9037\n", + "ee 365\n", + "gg 112\n", + "ge 401\n", + "eg 9023\n", + "ee 362\n", + "gg 89\n", + "ge 390\n", + "eg 8952\n", + "ee 460\n", + "gg 70\n", + "ge 470\n", + "eg 9042\n", + "ee 302\n", + "gg 111\n", + "ge 452\n", + "eg 8921\n", + "ee 377\n", + "gg 123\n", + "ge 363\n", + "eg 8892\n", + "ee 508\n", + "gg 125\n", + "ge 319\n", + "eg 9033\n", + "ee 407\n", + "9884\n", + "gg 79\n", + "ge 313\n", + "eg 9162\n", + "ee 335\n", + "gg 102\n", + "ge 290\n", + "eg 9081\n", + "ee 402\n", + "gg 96\n", + "ge 323\n", + "eg 9117\n", + "ee 349\n", + "gg 67\n", + "ge 361\n", + "eg 9105\n", + "ee 345\n", + "gg 90\n", + "ge 293\n", + "eg 9126\n", + "ee 363\n", + "gg 78\n", + "ge 350\n", + "eg 9088\n", + "ee 370\n", + "gg 108\n", + "ge 314\n", + "eg 9097\n", + "ee 355\n", + "gg 62\n", + "ge 359\n", + "eg 9083\n", + "ee 378\n", + "gg 66\n", + "ge 295\n", + "eg 9184\n", + "ee 343\n", + "gg 107\n", + "ge 255\n", + "eg 9199\n", + "ee 337\n", + "gg 100\n", + "ge 318\n", + "eg 9142\n", + "ee 325\n", + "gg 68\n", + "ge 323\n", + "eg 9080\n", + "ee 402\n", + "gg 62\n", + "ge 375\n", + "eg 9064\n", + "ee 385\n", + "gg 70\n", + "ge 304\n", + "eg 9201\n", + "ee 346\n", + "gg 106\n", + "ge 302\n", + "eg 9154\n", + "ee 332\n", + "gg 79\n", + "ge 306\n", + "eg 9166\n", + "ee 328\n", + "gg 105\n", + "ge 273\n", + "eg 9161\n", + "ee 351\n", + "gg 81\n", + "ge 278\n", + "eg 9192\n", + "ee 328\n", + "gg 94\n", + "ge 280\n", + "eg 9168\n", + "ee 351\n", + "gg 100\n", + "ge 250\n", + "eg 9159\n", + "ee 370\n", + "gg 94\n", + "ge 293\n", + "eg 9129\n", + "ee 375\n", + "gg 69\n", + "ge 306\n", + "eg 9110\n", + "ee 398\n", + "gg 72\n", + "ge 287\n", + "eg 9169\n", + "ee 365\n", + "gg 64\n", + "ge 327\n", + "eg 9141\n", + "ee 364\n", + "gg 102\n", + "ge 291\n", + "eg 9166\n", + "ee 337\n", + "gg 58\n", + "ge 299\n", + "eg 9116\n", + "ee 394\n", + "gg 65\n", + "ge 318\n", + "eg 9154\n", + "ee 359\n", + "gg 67\n", + "ge 328\n", + "eg 9118\n", + "ee 363\n", + "gg 58\n", + "ge 312\n", + "eg 9119\n", + "ee 382\n", + "gg 66\n", + "ge 353\n", + "eg 9122\n", + "ee 346\n", + "9887\n", + "gg 69\n", + "ge 250\n", + "eg 9211\n", + "ee 334\n", + "gg 79\n", + "ge 254\n", + "eg 9176\n", + "ee 359\n", + "gg 55\n", + "ge 269\n", + "eg 9129\n", + "ee 418\n", + "gg 60\n", + "ge 255\n", + "eg 9179\n", + "ee 367\n", + "gg 46\n", + "ge 264\n", + "eg 9220\n", + "ee 346\n", + "gg 45\n", + "ge 277\n", + "eg 9191\n", + "ee 353\n", + "gg 67\n", + "ge 259\n", + "eg 9219\n", + "ee 348\n", + "gg 78\n", + "ge 242\n", + "eg 9162\n", + "ee 360\n", + "gg 73\n", + "ge 253\n", + "eg 9185\n", + "ee 355\n", + "gg 81\n", + "ge 242\n", + "eg 9166\n", + "ee 372\n", + "gg 71\n", + "ge 258\n", + "eg 9201\n", + "ee 355\n", + "gg 55\n", + "ge 237\n", + "eg 9224\n", + "ee 353\n", + "gg 57\n", + "ge 266\n", + "eg 9189\n", + "ee 359\n", + "gg 64\n", + "ge 264\n", + "eg 9188\n", + "ee 372\n", + "gg 49\n", + "ge 247\n", + "eg 9228\n", + "ee 354\n", + "gg 53\n", + "ge 298\n", + "eg 9159\n", + "ee 368\n", + "gg 88\n", + "ge 238\n", + "eg 9219\n", + "ee 329\n", + "gg 64\n", + "ge 262\n", + "eg 9193\n", + "ee 365\n", + "gg 74\n", + "ge 240\n", + "eg 9191\n", + "ee 366\n", + "gg 45\n", + "ge 278\n", + "eg 9226\n", + "ee 324\n", + "gg 59\n", + "ge 253\n", + "eg 9197\n", + "ee 354\n", + "gg 52\n", + "ge 246\n", + "eg 9189\n", + "ee 387\n", + "gg 74\n", + "ge 276\n", + "eg 9138\n", + "ee 395\n", + "gg 69\n", + "ge 258\n", + "eg 9161\n", + "ee 387\n", + "gg 52\n", + "ge 263\n", + "eg 9175\n", + "ee 372\n", + "gg 50\n", + "ge 265\n", + "eg 9213\n", + "ee 348\n", + "gg 67\n", + "ge 238\n", + "eg 9159\n", + "ee 415\n", + "gg 60\n", + "ge 268\n", + "eg 9189\n", + "ee 372\n", + "gg 53\n", + "ge 242\n", + "eg 9214\n", + "ee 361\n", + "gg 65\n", + "ge 261\n", + "eg 9192\n", + "ee 355\n", + "9873\n", + "gg 62\n", + "ge 258\n", + "eg 9206\n", + "ee 364\n", + "gg 59\n", + "ge 289\n", + "eg 9215\n", + "ee 335\n", + "gg 59\n", + "ge 277\n", + "eg 9221\n", + "ee 325\n", + "gg 76\n", + "ge 256\n", + "eg 9229\n", + "ee 326\n", + "gg 55\n", + "ge 235\n", + "eg 9274\n", + "ee 331\n", + "gg 60\n", + "ge 267\n", + "eg 9233\n", + "ee 331\n", + "gg 83\n", + "ge 253\n", + "eg 9222\n", + "ee 321\n", + "gg 80\n", + "ge 263\n", + "eg 9215\n", + "ee 337\n", + "gg 70\n", + "ge 285\n", + "eg 9188\n", + "ee 325\n", + "gg 64\n", + "ge 259\n", + "eg 9215\n", + "ee 339\n", + "gg 69\n", + "ge 253\n", + "eg 9194\n", + "ee 361\n", + "gg 53\n", + "ge 274\n", + "eg 9158\n", + "ee 375\n", + "gg 68\n", + "ge 279\n", + "eg 9184\n", + "ee 361\n", + "gg 48\n", + "ge 252\n", + "eg 9296\n", + "ee 314\n", + "gg 54\n", + "ge 281\n", + "eg 9197\n", + "ee 364\n", + "gg 63\n", + "ge 248\n", + "eg 9241\n", + "ee 330\n", + "gg 57\n", + "ge 244\n", + "eg 9269\n", + "ee 303\n", + "gg 55\n", + "ge 285\n", + "eg 9206\n", + "ee 339\n", + "gg 59\n", + "ge 270\n", + "eg 9210\n", + "ee 357\n", + "gg 44\n", + "ge 242\n", + "eg 9278\n", + "ee 331\n", + "gg 62\n", + "ge 274\n", + "eg 9194\n", + "ee 356\n", + "gg 74\n", + "ge 245\n", + "eg 9265\n", + "ee 315\n", + "gg 67\n", + "ge 255\n", + "eg 9228\n", + "ee 336\n", + "gg 56\n", + "ge 266\n", + "eg 9261\n", + "ee 307\n", + "gg 80\n", + "ge 242\n", + "eg 9240\n", + "ee 331\n", + "gg 53\n", + "ge 254\n", + "eg 9227\n", + "ee 354\n", + "gg 70\n", + "ge 253\n", + "eg 9194\n", + "ee 360\n", + "gg 65\n", + "ge 260\n", + "eg 9239\n", + "ee 326\n", + "gg 65\n", + "ge 265\n", + "eg 9201\n", + "ee 331\n", + "gg 61\n", + "ge 240\n", + "eg 9242\n", + "ee 343\n", + "9886\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# file_list = np.arange(30,48,1)\n", + "file_list = np.arange(195, 213, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S2 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Convert lists to numpy arrays\n", + "alice_list = np.array(ge_list)\n", + "bob_list = np.array(ee_list)\n", + "alice_list_err = np.array(ge_list_err)\n", + "bob_list_err = np.array(ee_list_err)\n", + "\n", + "# Normalize the data\n", + "alice_norm = alice_list / (alice_list + bob_list)\n", + "bob_norm = bob_list / (alice_list + bob_list)\n", + "\n", + "# Calculate error bars for normalized data\n", + "ebar_alice_norm = (1 / (alice_list + bob_list) - alice_list / (alice_list + bob_list)**2) * alice_list_err\n", + "ebar_bob_norm = (1 / (alice_list + bob_list) - bob_list / (alice_list + bob_list)**2) * bob_list_err\n", + "\n", + "# Plot the data with error bars\n", + "plt.figure(figsize=(10, 6))\n", + "plt.errorbar(xlist, alice_norm, yerr=ebar_alice_norm, fmt='--o', label='Alice', capsize=5)\n", + "plt.errorbar(xlist, bob_norm, yerr=ebar_bob_norm, fmt='--o', label='Bob', capsize=5)\n", + "plt.legend()\n", + "plt.xlabel('Depth')\n", + "plt.ylabel('Population')\n", + "plt.title('Alice and Bob Population with Error Bars')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RB Check" + ] + }, + { + "cell_type": "code", + "execution_count": 445, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9774.608096886244\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# file_list = np.arange(478, 492, 1)\n", + "file_list = np.arange(569, 585, 1)\n", + "# file_list = np.arange(569, 590, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S2 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1-S3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RB Check" + ] + }, + { + "cell_type": "code", + "execution_count": 446, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "973.0259848035796\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "981.0269783505635\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "971.0269774791141\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "963.0277457125907\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# file_list = np.arange(478, 492, 1)\n", + "# file_list = np.arange(590, 611, 1)\n", + "file_list = np.arange(590, 606, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S3 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gg 50\n", + "ge 861\n", + "eg 30\n", + "ee 48\n", + "gg 44\n", + "ge 838\n", + "eg 31\n", + "ee 48\n", + "gg 66\n", + "ge 832\n", + "eg 26\n", + "ee 50\n", + "gg 46\n", + "ge 859\n", + "eg 32\n", + "ee 42\n", + "gg 37\n", + "ge 852\n", + "eg 28\n", + "ee 62\n", + "gg 52\n", + "ge 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1644\n", + "eg 1054\n", + "ee 158\n", + "gg 78\n", + "ge 1479\n", + "eg 1170\n", + "ee 223\n", + "gg 90\n", + "ge 1540\n", + "eg 1121\n", + "ee 188\n", + "gg 69\n", + "ge 1657\n", + "eg 1059\n", + "ee 163\n", + "gg 63\n", + "ge 1586\n", + "eg 1136\n", + "ee 153\n", + "gg 86\n", + "ge 1512\n", + "eg 1138\n", + "ee 217\n", + "gg 83\n", + "ge 1647\n", + "eg 1051\n", + "ee 173\n", + "gg 83\n", + "ge 1601\n", + "eg 1075\n", + "ee 179\n", + "gg 80\n", + "ge 1653\n", + "eg 1050\n", + "ee 158\n", + "gg 86\n", + "ge 1588\n", + "eg 1101\n", + "ee 157\n", + "gg 70\n", + "ge 1589\n", + "eg 1096\n", + "ee 190\n", + "2945\n", + "gg 61\n", + "ge 1423\n", + "eg 1300\n", + "ee 164\n", + "gg 64\n", + "ge 1503\n", + "eg 1230\n", + "ee 157\n", + "gg 77\n", + "ge 1330\n", + "eg 1322\n", + "ee 209\n", + "gg 63\n", + "ge 1364\n", + "eg 1353\n", + "ee 175\n", + "gg 78\n", + "ge 1532\n", + "eg 1170\n", + "ee 152\n", + "gg 69\n", + "ge 1448\n", + "eg 1233\n", + "ee 185\n", + "gg 75\n", + "ge 1486\n", + "eg 1227\n", + "ee 142\n", + "gg 61\n", + "ge 1442\n", + "eg 1269\n", + "ee 162\n", + "gg 75\n", + "ge 1424\n", + "eg 1289\n", + "ee 145\n", + "gg 63\n", + "ge 1421\n", + "eg 1255\n", + "ee 198\n", + "gg 76\n", + "ge 1380\n", + "eg 1316\n", + "ee 176\n", + "gg 66\n", + "ge 1378\n", + "eg 1324\n", + "ee 180\n", + "gg 60\n", + "ge 1436\n", + "eg 1317\n", + "ee 134\n", + "gg 69\n", + "ge 1383\n", + "eg 1301\n", + "ee 198\n", + "gg 51\n", + "ge 1377\n", + "eg 1317\n", + "ee 194\n", + "gg 67\n", + "ge 1423\n", + "eg 1320\n", + "ee 142\n", + "gg 67\n", + "ge 1495\n", + "eg 1184\n", + "ee 207\n", + "gg 66\n", + "ge 1346\n", + "eg 1321\n", + "ee 212\n", + "gg 61\n", + "ge 1297\n", + "eg 1274\n", + "ee 315\n", + "gg 50\n", + "ge 1444\n", + "eg 1263\n", + "ee 196\n", + "gg 70\n", + "ge 1354\n", + "eg 1336\n", + "ee 194\n", + "gg 68\n", + "ge 1475\n", + "eg 1267\n", + "ee 151\n", + "gg 74\n", + "ge 1418\n", + "eg 1265\n", + "ee 197\n", + "gg 68\n", + "ge 1447\n", + "eg 1243\n", + "ee 191\n", + "gg 54\n", + "ge 1453\n", + "eg 1284\n", + "ee 160\n", + "gg 57\n", + "ge 1611\n", + "eg 1130\n", + "ee 155\n", + "gg 52\n", + "ge 1314\n", + "eg 1361\n", + "ee 232\n", + "gg 76\n", + "ge 1366\n", + "eg 1350\n", + "ee 165\n", + "gg 62\n", + "ge 1302\n", + "eg 1341\n", + "ee 251\n", + "gg 56\n", + "ge 1445\n", + "eg 1233\n", + "ee 209\n", + "2943\n", + "gg 106\n", + "ge 2241\n", + "eg 2303\n", + "ee 262\n", + "gg 93\n", + "ge 2301\n", + "eg 2266\n", + "ee 257\n", + "gg 96\n", + "ge 2170\n", + "eg 2371\n", + "ee 273\n", + "gg 111\n", + "ge 2169\n", + "eg 2312\n", + "ee 319\n", + "gg 91\n", + "ge 2217\n", + "eg 2329\n", + "ee 276\n", + "gg 95\n", + "ge 2029\n", + "eg 2380\n", + "ee 421\n", + "gg 83\n", + "ge 1812\n", + "eg 2431\n", + "ee 592\n", + "gg 92\n", + "ge 2060\n", + "eg 2409\n", + "ee 357\n", + "gg 107\n", + "ge 2074\n", + "eg 2327\n", + "ee 409\n", + "gg 104\n", + "ge 2187\n", + "eg 2365\n", + "ee 271\n", + "gg 107\n", + "ge 2177\n", + "eg 2348\n", + "ee 285\n", + "gg 93\n", + "ge 2056\n", + "eg 2375\n", + "ee 383\n", + "gg 109\n", + "ge 2248\n", + "eg 2213\n", + "ee 346\n", + "gg 93\n", + "ge 2133\n", + "eg 2397\n", + "ee 304\n", + "gg 77\n", + "ge 1932\n", + "eg 2503\n", + "ee 403\n", + "gg 81\n", + "ge 1804\n", + "eg 2528\n", + "ee 507\n", + "gg 119\n", + "ge 2193\n", + "eg 2353\n", + "ee 239\n", + "gg 103\n", + "ge 2232\n", + "eg 2306\n", + "ee 266\n", + "gg 107\n", + "ge 2193\n", + "eg 2354\n", + "ee 261\n", + "gg 95\n", + "ge 1816\n", + "eg 2500\n", + "ee 517\n", + "gg 111\n", + "ge 2161\n", + "eg 2268\n", + "ee 371\n", + "gg 93\n", + "ge 2035\n", + "eg 2388\n", + "ee 403\n", + "gg 87\n", + "ge 1942\n", + "eg 2425\n", + "ee 451\n", + "gg 83\n", + "ge 1926\n", + "eg 2479\n", + "ee 442\n", + "gg 99\n", + "ge 2065\n", + "eg 2375\n", + "ee 383\n", + "gg 78\n", + "ge 2143\n", + "eg 2443\n", + "ee 255\n", + "gg 126\n", + "ge 2264\n", + "eg 2246\n", + "ee 273\n", + "gg 81\n", + "ge 2187\n", + "eg 2318\n", + "ee 338\n", + "gg 121\n", + "ge 2133\n", + "eg 2323\n", + "ee 342\n", + "gg 92\n", + "ge 2090\n", + "eg 2437\n", + "ee 305\n", + "4924\n", + "gg 77\n", + "ge 1699\n", + "eg 2817\n", + "ee 331\n", + "gg 81\n", + "ge 1671\n", + "eg 2838\n", + "ee 340\n", + "gg 84\n", + "ge 1815\n", + "eg 2717\n", + "ee 304\n", + "gg 88\n", + "ge 1745\n", + "eg 2811\n", + "ee 278\n", + "gg 80\n", + "ge 1574\n", + "eg 2855\n", + "ee 417\n", + "gg 90\n", + "ge 1746\n", + "eg 2843\n", + "ee 245\n", + "gg 90\n", + "ge 1796\n", + "eg 2812\n", + "ee 237\n", + "gg 93\n", + "ge 1790\n", + "eg 2817\n", + "ee 235\n", + "gg 87\n", + "ge 1724\n", + "eg 2816\n", + "ee 289\n", + "gg 79\n", + "ge 1603\n", + "eg 2898\n", + "ee 339\n", + "gg 82\n", + "ge 1595\n", + "eg 2957\n", + "ee 298\n", + "gg 96\n", + "ge 1635\n", + "eg 2861\n", + "ee 331\n", + "gg 83\n", + "ge 1481\n", + "eg 3050\n", + "ee 318\n", + "gg 87\n", + "ge 1441\n", + "eg 3007\n", + "ee 404\n", + "gg 77\n", + "ge 1880\n", + "eg 2715\n", + "ee 272\n", + "gg 93\n", + "ge 1708\n", + "eg 2875\n", + "ee 249\n", + "gg 68\n", + "ge 1629\n", + "eg 2958\n", + "ee 265\n", + "gg 96\n", + "ge 1562\n", + "eg 2903\n", + "ee 357\n", + "gg 89\n", + "ge 1807\n", + "eg 2798\n", + "ee 231\n", + "gg 78\n", + "ge 1626\n", + "eg 2894\n", + "ee 300\n", + "gg 89\n", + "ge 1715\n", + "eg 2858\n", + "ee 264\n", + "gg 81\n", + "ge 1625\n", + "eg 2904\n", + "ee 309\n", + "gg 100\n", + "ge 1645\n", + "eg 2895\n", + "ee 297\n", + "gg 80\n", + "ge 1734\n", + "eg 2840\n", + "ee 285\n", + "gg 81\n", + "ge 1697\n", + "eg 2817\n", + "ee 339\n", + "gg 81\n", + "ge 1691\n", + "eg 2857\n", + "ee 306\n", + "gg 84\n", + "ge 1613\n", + "eg 2932\n", + "ee 308\n", + "gg 76\n", + "ge 1831\n", + "eg 2782\n", + "ee 231\n", + "gg 88\n", + "ge 1792\n", + "eg 2832\n", + "ee 224\n", + "gg 74\n", + "ge 1773\n", + "eg 2807\n", + "ee 267\n", + "4921\n", + "gg 115\n", + "ge 1708\n", + "eg 7420\n", + "ee 600\n", + "gg 99\n", + "ge 1529\n", + "eg 7583\n", + "ee 635\n", + "gg 148\n", + "ge 1690\n", + "eg 7538\n", + "ee 494\n", + "gg 137\n", + "ge 1789\n", + "eg 7543\n", + "ee 387\n", + "gg 142\n", + "ge 1541\n", + "eg 7461\n", + "ee 712\n", + "gg 163\n", + "ge 1142\n", + "eg 7631\n", + "ee 930\n", + "gg 171\n", + "ge 1701\n", + "eg 7528\n", + "ee 456\n", + "gg 118\n", + "ge 1734\n", + "eg 7515\n", + "ee 483\n", + "gg 135\n", + "ge 1485\n", + "eg 7467\n", + "ee 761\n", + "gg 108\n", + "ge 1532\n", + "eg 7617\n", + "ee 604\n", + "gg 170\n", + "ge 1649\n", + "eg 7557\n", + "ee 481\n", + "gg 160\n", + "ge 1497\n", + "eg 7601\n", + "ee 615\n", + "gg 214\n", + "ge 1649\n", + "eg 7438\n", + "ee 542\n", + "gg 164\n", + "ge 1754\n", + "eg 7538\n", + "ee 413\n", + "gg 137\n", + "ge 1499\n", + "eg 7728\n", + "ee 511\n", + "gg 162\n", + "ge 1673\n", + "eg 7524\n", + "ee 520\n", + "gg 171\n", + "ge 1671\n", + "eg 7531\n", + "ee 502\n", + "gg 128\n", + "ge 1126\n", + "eg 7725\n", + "ee 901\n", + "gg 137\n", + "ge 1563\n", + "eg 7482\n", + "ee 667\n", + "gg 139\n", + "ge 1558\n", + "eg 7445\n", + "ee 726\n", + "gg 143\n", + "ge 1723\n", + "eg 7482\n", + "ee 508\n", + "gg 198\n", + "ge 1324\n", + "eg 7674\n", + "ee 667\n", + "gg 197\n", + "ge 1462\n", + "eg 7649\n", + "ee 560\n", + "gg 168\n", + "ge 1792\n", + "eg 7497\n", + "ee 428\n", + "gg 199\n", + "ge 1596\n", + "eg 7432\n", + "ee 636\n", + "gg 181\n", + "ge 1762\n", + "eg 7435\n", + "ee 453\n", + "gg 149\n", + "ge 1697\n", + "eg 7518\n", + "ee 495\n", + "gg 144\n", + "ge 1781\n", + "eg 7466\n", + "ee 471\n", + "gg 148\n", + "ge 1951\n", + "eg 7334\n", + "ee 433\n", + "gg 139\n", + "ge 1712\n", + "eg 7609\n", + "ee 404\n", + "9864\n", + "gg 144\n", + "ge 576\n", + "eg 8669\n", + "ee 484\n", + "gg 143\n", + "ge 840\n", + "eg 8386\n", + "ee 511\n", + "gg 125\n", + "ge 882\n", + "eg 8385\n", + "ee 478\n", + "gg 106\n", + "ge 703\n", + "eg 8672\n", + "ee 397\n", + "gg 134\n", + "ge 917\n", + "eg 8254\n", + "ee 553\n", + "gg 128\n", + "ge 747\n", + "eg 8308\n", + "ee 681\n", + "gg 134\n", + "ge 822\n", + "eg 8272\n", + "ee 618\n", + "gg 143\n", + "ge 1026\n", + "eg 8198\n", + "ee 507\n", + "gg 142\n", + "ge 905\n", + "eg 8353\n", + "ee 472\n", + "gg 181\n", + "ge 864\n", + "eg 8340\n", + "ee 502\n", + "gg 175\n", + "ge 904\n", + "eg 8375\n", + "ee 418\n", + "gg 159\n", + "ge 991\n", + "eg 8285\n", + "ee 442\n", + "gg 138\n", + "ge 866\n", + "eg 8456\n", + "ee 418\n", + "gg 166\n", + "ge 688\n", + "eg 8496\n", + "ee 520\n", + "gg 174\n", + "ge 792\n", + "eg 8429\n", + "ee 481\n", + "gg 152\n", + "ge 773\n", + "eg 8533\n", + "ee 427\n", + "gg 128\n", + "ge 782\n", + "eg 8485\n", + "ee 483\n", + "gg 127\n", + "ge 717\n", + "eg 8585\n", + "ee 453\n", + "gg 118\n", + "ge 953\n", + "eg 8358\n", + "ee 451\n", + "gg 151\n", + "ge 939\n", + "eg 8368\n", + "ee 434\n", + "gg 176\n", + "ge 708\n", + "eg 8332\n", + "ee 659\n", + "gg 174\n", + "ge 851\n", + "eg 8375\n", + "ee 465\n", + "gg 122\n", + "ge 713\n", + "eg 8618\n", + "ee 429\n", + "gg 116\n", + "ge 847\n", + "eg 8527\n", + "ee 379\n", + "gg 153\n", + "ge 993\n", + "eg 8327\n", + "ee 402\n", + "gg 170\n", + "ge 905\n", + "eg 8265\n", + "ee 531\n", + "gg 138\n", + "ge 937\n", + "eg 8395\n", + "ee 397\n", + "gg 146\n", + "ge 855\n", + "eg 8431\n", + "ee 424\n", + "gg 131\n", + "ge 720\n", + "eg 8663\n", + "ee 359\n", + "gg 184\n", + "ge 683\n", + "eg 8494\n", + "ee 511\n", + "9872\n", + "gg 169\n", + "ge 442\n", + "eg 8884\n", + "ee 402\n", + "gg 92\n", + "ge 507\n", + "eg 8908\n", + "ee 378\n", + "gg 91\n", + "ge 410\n", + "eg 8997\n", + "ee 377\n", + "gg 103\n", + "ge 370\n", + "eg 9033\n", + "ee 397\n", + "gg 101\n", + "ge 377\n", + "eg 9020\n", + "ee 399\n", + "gg 118\n", + "ge 427\n", + "eg 8998\n", + "ee 351\n", + "gg 89\n", + "ge 357\n", + "eg 9074\n", + "ee 347\n", + "gg 140\n", + "ge 400\n", + "eg 8919\n", + "ee 439\n", + "gg 136\n", + "ge 402\n", + "eg 8942\n", + "ee 408\n", + "gg 128\n", + "ge 326\n", + "eg 9002\n", + "ee 425\n", + "gg 82\n", + "ge 464\n", + "eg 9018\n", + "ee 302\n", + "gg 88\n", + "ge 509\n", + "eg 8848\n", + "ee 426\n", + "gg 110\n", + "ge 460\n", + "eg 8951\n", + "ee 370\n", + "gg 86\n", + "ge 382\n", + "eg 9021\n", + "ee 388\n", + "gg 141\n", + "ge 403\n", + "eg 8964\n", + "ee 367\n", + "gg 98\n", + "ge 386\n", + "eg 8860\n", + "ee 545\n", + "gg 92\n", + "ge 481\n", + "eg 8952\n", + "ee 367\n", + "gg 81\n", + "ge 428\n", + "eg 8987\n", + "ee 383\n", + "gg 97\n", + "ge 511\n", + "eg 8867\n", + "ee 406\n", + "gg 131\n", + "ge 396\n", + "eg 8967\n", + "ee 382\n", + "gg 108\n", + "ge 413\n", + "eg 9012\n", + "ee 340\n", + "gg 121\n", + "ge 321\n", + "eg 9115\n", + "ee 335\n", + "gg 112\n", + "ge 424\n", + "eg 8962\n", + "ee 388\n", + "gg 111\n", + "ge 382\n", + "eg 9037\n", + "ee 365\n", + "gg 112\n", + "ge 401\n", + "eg 9023\n", + "ee 362\n", + "gg 89\n", + "ge 390\n", + "eg 8952\n", + "ee 460\n", + "gg 70\n", + "ge 470\n", + "eg 9042\n", + "ee 302\n", + "gg 111\n", + "ge 452\n", + "eg 8921\n", + "ee 377\n", + "gg 123\n", + "ge 363\n", + "eg 8892\n", + "ee 508\n", + "gg 125\n", + "ge 319\n", + "eg 9033\n", + "ee 407\n", + "9884\n", + "gg 79\n", + "ge 313\n", + "eg 9162\n", + "ee 335\n", + "gg 102\n", + "ge 290\n", + "eg 9081\n", + "ee 402\n", + "gg 96\n", + "ge 323\n", + "eg 9117\n", + "ee 349\n", + "gg 67\n", + "ge 361\n", + "eg 9105\n", + "ee 345\n", + "gg 90\n", + "ge 293\n", + "eg 9126\n", + "ee 363\n", + "gg 78\n", + "ge 350\n", + "eg 9088\n", + "ee 370\n", + "gg 108\n", + "ge 314\n", + "eg 9097\n", + "ee 355\n", + "gg 62\n", + "ge 359\n", + "eg 9083\n", + "ee 378\n", + "gg 66\n", + "ge 295\n", + "eg 9184\n", + "ee 343\n", + "gg 107\n", + "ge 255\n", + "eg 9199\n", + "ee 337\n", + "gg 100\n", + "ge 318\n", + "eg 9142\n", + "ee 325\n", + "gg 68\n", + "ge 323\n", + "eg 9080\n", + "ee 402\n", + "gg 62\n", + "ge 375\n", + "eg 9064\n", + "ee 385\n", + "gg 70\n", + "ge 304\n", + "eg 9201\n", + "ee 346\n", + "gg 106\n", + "ge 302\n", + "eg 9154\n", + "ee 332\n", + "gg 79\n", + "ge 306\n", + "eg 9166\n", + "ee 328\n", + "gg 105\n", + "ge 273\n", + "eg 9161\n", + "ee 351\n", + "gg 81\n", + "ge 278\n", + "eg 9192\n", + "ee 328\n", + "gg 94\n", + "ge 280\n", + "eg 9168\n", + "ee 351\n", + "gg 100\n", + "ge 250\n", + "eg 9159\n", + "ee 370\n", + "gg 94\n", + "ge 293\n", + "eg 9129\n", + "ee 375\n", + "gg 69\n", + "ge 306\n", + "eg 9110\n", + "ee 398\n", + "gg 72\n", + "ge 287\n", + "eg 9169\n", + "ee 365\n", + "gg 64\n", + "ge 327\n", + "eg 9141\n", + "ee 364\n", + "gg 102\n", + "ge 291\n", + "eg 9166\n", + "ee 337\n", + "gg 58\n", + "ge 299\n", + "eg 9116\n", + "ee 394\n", + "gg 65\n", + "ge 318\n", + "eg 9154\n", + "ee 359\n", + "gg 67\n", + "ge 328\n", + "eg 9118\n", + "ee 363\n", + "gg 58\n", + "ge 312\n", + "eg 9119\n", + "ee 382\n", + "gg 66\n", + "ge 353\n", + "eg 9122\n", + "ee 346\n", + "9887\n", + "gg 69\n", + "ge 250\n", + "eg 9211\n", + "ee 334\n", + "gg 79\n", + "ge 254\n", + "eg 9176\n", + "ee 359\n", + "gg 55\n", + "ge 269\n", + "eg 9129\n", + "ee 418\n", + "gg 60\n", + "ge 255\n", + "eg 9179\n", + "ee 367\n", + "gg 46\n", + "ge 264\n", + "eg 9220\n", + "ee 346\n", + "gg 45\n", + "ge 277\n", + "eg 9191\n", + "ee 353\n", + "gg 67\n", + "ge 259\n", + "eg 9219\n", + "ee 348\n", + "gg 78\n", + "ge 242\n", + "eg 9162\n", + "ee 360\n", + "gg 73\n", + "ge 253\n", + "eg 9185\n", + "ee 355\n", + "gg 81\n", + "ge 242\n", + "eg 9166\n", + "ee 372\n", + "gg 71\n", + "ge 258\n", + "eg 9201\n", + "ee 355\n", + "gg 55\n", + "ge 237\n", + "eg 9224\n", + "ee 353\n", + "gg 57\n", + "ge 266\n", + "eg 9189\n", + "ee 359\n", + "gg 64\n", + "ge 264\n", + "eg 9188\n", + "ee 372\n", + "gg 49\n", + "ge 247\n", + "eg 9228\n", + "ee 354\n", + "gg 53\n", + "ge 298\n", + "eg 9159\n", + "ee 368\n", + "gg 88\n", + "ge 238\n", + "eg 9219\n", + "ee 329\n", + "gg 64\n", + "ge 262\n", + "eg 9193\n", + "ee 365\n", + "gg 74\n", + "ge 240\n", + "eg 9191\n", + "ee 366\n", + "gg 45\n", + "ge 278\n", + "eg 9226\n", + "ee 324\n", + "gg 59\n", + "ge 253\n", + "eg 9197\n", + "ee 354\n", + "gg 52\n", + "ge 246\n", + "eg 9189\n", + "ee 387\n", + "gg 74\n", + "ge 276\n", + "eg 9138\n", + "ee 395\n", + "gg 69\n", + "ge 258\n", + "eg 9161\n", + "ee 387\n", + "gg 52\n", + "ge 263\n", + "eg 9175\n", + "ee 372\n", + "gg 50\n", + "ge 265\n", + "eg 9213\n", + "ee 348\n", + "gg 67\n", + "ge 238\n", + "eg 9159\n", + "ee 415\n", + "gg 60\n", + "ge 268\n", + "eg 9189\n", + "ee 372\n", + "gg 53\n", + "ge 242\n", + "eg 9214\n", + "ee 361\n", + "gg 65\n", + "ge 261\n", + "eg 9192\n", + "ee 355\n", + "9873\n", + "gg 62\n", + "ge 258\n", + "eg 9206\n", + "ee 364\n", + "gg 59\n", + "ge 289\n", + "eg 9215\n", + "ee 335\n", + "gg 59\n", + "ge 277\n", + "eg 9221\n", + "ee 325\n", + "gg 76\n", + "ge 256\n", + "eg 9229\n", + "ee 326\n", + "gg 55\n", + "ge 235\n", + "eg 9274\n", + "ee 331\n", + "gg 60\n", + "ge 267\n", + "eg 9233\n", + "ee 331\n", + "gg 83\n", + "ge 253\n", + "eg 9222\n", + "ee 321\n", + "gg 80\n", + "ge 263\n", + "eg 9215\n", + "ee 337\n", + "gg 70\n", + "ge 285\n", + "eg 9188\n", + "ee 325\n", + "gg 64\n", + "ge 259\n", + "eg 9215\n", + "ee 339\n", + "gg 69\n", + "ge 253\n", + "eg 9194\n", + "ee 361\n", + "gg 53\n", + "ge 274\n", + "eg 9158\n", + "ee 375\n", + "gg 68\n", + "ge 279\n", + "eg 9184\n", + "ee 361\n", + "gg 48\n", + "ge 252\n", + "eg 9296\n", + "ee 314\n", + "gg 54\n", + "ge 281\n", + "eg 9197\n", + "ee 364\n", + "gg 63\n", + "ge 248\n", + "eg 9241\n", + "ee 330\n", + "gg 57\n", + "ge 244\n", + "eg 9269\n", + "ee 303\n", + "gg 55\n", + "ge 285\n", + "eg 9206\n", + "ee 339\n", + "gg 59\n", + "ge 270\n", + "eg 9210\n", + "ee 357\n", + "gg 44\n", + "ge 242\n", + "eg 9278\n", + "ee 331\n", + "gg 62\n", + "ge 274\n", + "eg 9194\n", + "ee 356\n", + "gg 74\n", + "ge 245\n", + "eg 9265\n", + "ee 315\n", + "gg 67\n", + "ge 255\n", + "eg 9228\n", + "ee 336\n", + "gg 56\n", + "ge 266\n", + "eg 9261\n", + "ee 307\n", + "gg 80\n", + "ge 242\n", + "eg 9240\n", + "ee 331\n", + "gg 53\n", + "ge 254\n", + "eg 9227\n", + "ee 354\n", + "gg 70\n", + "ge 253\n", + "eg 9194\n", + "ee 360\n", + "gg 65\n", + "ge 260\n", + "eg 9239\n", + "ee 326\n", + "gg 65\n", + "ge 265\n", + "eg 9201\n", + "ee 331\n", + "gg 61\n", + "ge 240\n", + "eg 9242\n", + "ee 343\n", + "9886\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# file_list = np.arange(12,30,1)\n", + "# file_list = np.arange(149, 167, 1) # f0g1 readout \n", + "file_list = np.arange(195, 213, 1) # f1g0 readout \n", + "name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5'\n", + "\n", + "# plt.figure(figsize=(12,5))\n", + "# plt.subplot(111)\n", + "\n", + "#for idx, prepulse_label in enumerate(prepulse_list_labels):\n", + "\n", + "Pgg = 0.997573060976843\n", + "Pge = 0.0024269390231570487\n", + "Peg = 0.012984367839503025\n", + "Pee = 0.9870156321604969\n", + "\n", + "P_matrix = np.matrix([[Pgg, Peg],[Pge, Pee]])\n", + "conf_matrix = inv(P_matrix)\n", + "\n", + "tensor_product_matrix = np.kron(conf_matrix, conf_matrix)\n", + "\n", + "fids_list = []\n", + "fids_post_list = []\n", + "gg_list = []\n", + "ge_list = []\n", + "eg_list = []\n", + "ee_list = []\n", + "gg_list_err = []\n", + "ge_list_err = []\n", + "eg_list_err = []\n", + "ee_list_err = []\n", + "xlist = []\n", + "depth_list = []\n", + "ebars_list = []\n", + "ebars_post_list = []\n", + "for file_no in file_list:\n", + " full_name = str(file_no).zfill(5)+name\n", + " temp_data, attrs = prev_data(expt_path, full_name) \n", + " avg_readout, avg_readout_post, gg, ge, eg, ee = RB_extract_postselction_excited(temp_data,attrs, active_reset=True) #, conf_matrix=None)\n", + " # print(gg[0]+ge[0]+eg[0]+ee[0])\n", + " # print number of gg shots\n", + " \n", + " gg_list.append(np.average(gg))\n", + " ge_list.append(np.average(ge))\n", + " eg_list.append(np.average(eg))\n", + " ee_list.append(np.average(ee))\n", + " fids_list.append(np.average(avg_readout))\n", + " ebars_list.append(np.std(avg_readout)/np.sqrt(len(avg_readout)))\n", + " gg_list_err.append(np.std(ge)/np.sqrt(len(ge)))\n", + " ge_list_err.append(np.std(ge)/np.sqrt(len(ge)))\n", + " eg_list_err.append(np.std(eg)/np.sqrt(len(eg)))\n", + " ee_list_err.append(np.std(ee)/np.sqrt(len(ee)))\n", + "\n", + "\n", + " fids_post_list.append(np.average(avg_readout_post))\n", + " ebars_post_list.append(np.std(avg_readout_post)/np.sqrt(len(avg_readout_post)))\n", + " xlist.append(attrs['config']['expt']['rb_depth']*attrs['config']['expt']['bs_repeat'])\n", + " depth_list.append(attrs['config']['expt']['rb_depth']*attrs['config']['expt']['bs_repeat'])\n", + "\n", + "\n", + "plot_rb(fids_list = fids_list, fids_post_list = fids_post_list, xlist=depth_list, \n", + " gg_list = gg_list, gg_list_err = gg_list_err, ge_list = ge_list, ge_list_err = ge_list_err, \n", + " eg_list = eg_list, eg_list_err = eg_list_err, ee_list = ee_list, ee_list_err = ee_list_err,\n", + " ebars_list=ebars_list, ebars_post_list=ebars_post_list, reset_qubit_after_parity = attrs['config']['expt']['reset_qubit_after_parity'],\n", + " parity_meas=attrs['config']['expt']['parity_meas'],\n", + " title='M1-S2 RB Post selection')" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.9200487017578494,\n", + " 0.9133172577298991,\n", + " 0.8993572597954611,\n", + " 0.874936306218268,\n", + " 0.8334923041452681,\n", + " 0.7572395116631497,\n", + " 0.6822775501716531,\n", + " 0.6291330945588007,\n", + " 0.566240341542737,\n", + " 0.5030150538521594,\n", + " 0.4469327907823756,\n", + " 0.35974787908070277,\n", + " 0.17873117008075956,\n", + " 0.0988431746780417,\n", + " 0.05270307662681476,\n", + " 0.039489442814889614,\n", + " 0.032401966974133486,\n", + " 0.03275662901440422,\n", + " 0.9275623471812423,\n", + " 0.915150529028827,\n", + " 0.8990617750372462,\n", + " 0.8783617347813191,\n", + " 0.8236188764402875,\n", + " 0.7432455991655025,\n", + " 0.6595340071797001,\n", + " 0.5972648939306305,\n", + " 0.5238332102587587,\n", + " 0.464075572223313,\n", + " 0.3961695140292916,\n", + " 0.3012266548990483,\n", + " 0.13409419115325757,\n", + " 0.07147978979272676,\n", + " 0.03715025750252051,\n", + " 0.031086645569023443,\n", + " 0.0278999850534841]" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fids_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1-S4" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "978.0260056692914\n", + "982.0267977558831\n", + "977.0269823087424\n", + "982.0284763460922\n", + "1888.0576526394002\n", + "1935.0657015639645\n", + "2912.107501179301\n", + "2907.115799499413\n", + "2892.120316734393\n", + "2914.1270347971677\n", + "4860.224444089496\n", + "4875.246229393684\n", + "9757.555889546635\n", + "9785.589691781523\n", + "9820.605676151128\n", + "9778.599541172853\n", + "9777.599216075712\n", + "9772.604439508315\n", + "9764.601648565791\n", + "9748.605951399244\n", + "9801.611160427716\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(345, 366, 1)\n", + "file_list = np.arange(345, 366, 1)\n", + "analyis = MM_DualRail_Analysis()\n", + "return_args = analyis.show_rb(prev_data = prev_data, expt_path = expt_path, file_list = file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S4 RB')\n", + "# fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "depth_list = return_args[11]\n", + "fids_list = return_args[0]\n", + "fids_post_list = return_args[1]\n", + "gg_list = return_args[2]\n", + "ge_list = return_args[3]\n", + "eg_list = return_args[4]\n", + "ee_list = return_args[5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### double exp fitting" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal parameters: a = 0.4297208785813148, b = -0.00187854349736062, c = 0.5099999999999999, d = -0.004367762380856155, e = -1.0781619462879754e-31\n", + "r1 = 532.327306450457, r1_err = 342.188548956528, r2 = 228.95018382478565, r2_err = 123.04112065678896\n", + "r1_fid = 0.9981232198611204, r1_fid_err = 0.001205291634111471, r2_fid = 0.9956417624208488, r2_fid_err = 0.002337068219933681\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xlist = depth_list\n", + "ylist = fids_list\n", + "double_exponential_fit(xlist, ylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal parameters: a = 0.8895619290905286, b = -0.0027397113995462586, c = 0.053898373248161324\n", + "r = 365.0019488058547, r_err = 3.1224459564078306\n", + "r_fid = 0.9972640381846889, r_fid_err = 2.3373014166268786e-05\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_7380\\2219549172.py:18: RuntimeWarning: overflow encountered in exp\n", + " return a * np.exp(b * x) + c\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_data = depth_list\n", + "y_data = 1 - np.array(ee_list)\n", + "single_exponential_fit(x_data, y_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 408, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "953.0267358034616\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9515.579415911254\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(492, 506, 1)\n", + "# file_list = np.arange(345, 366, 1)\n", + "# file_list = np.arange(345, 366, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S4 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RB Check" + ] + }, + { + "cell_type": "code", + "execution_count": 391, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "975\n", + "0.6750049445197057\n", + "0.9655804448839695\n" + ] + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '00518_SingleBeamSplitterRBPostSelection.h5')\n", + "avg_readout, avg_readout_post, gg, ge, eg, ee = RB_extract_postselction_excited(temp_data,attrs, active_reset=True)\n", + "print(np.average(avg_readout))\n", + "print(np.average(avg_readout_post))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 447, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "970.0265246700392\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9567.588038257056\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9528.58450412353\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9623.600543002396\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# file_list = np.arange(366, 383, 1)\n", + "# file_list = np.arange(611, 632, 1)\n", + "file_list = np.arange(611, 627, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S4 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": 286, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.9241110191340007,\n", + " 0.8984509021132537,\n", + " 0.8624423127191593,\n", + " 0.8108836264472166,\n", + " 0.6808796959808068,\n", + " 0.5276243116849477,\n", + " 0.43897178621558797,\n", + " 0.30035225090027284,\n", + " 0.2686917731451151,\n", + " 0.2163378473720695,\n", + " 0.16128942658179707,\n", + " 0.10610294643177201,\n", + " 0.04752239737690638,\n", + " 0.03970477671525186,\n", + " 0.030397992119795533,\n", + " 0.02722606707152014,\n", + " 0.025026992802712682]" + ] + }, + "execution_count": 286, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fids_list" + ] + }, + { + "cell_type": "code", + "execution_count": 288, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.9886214757494748,\n", + " 0.9816691343746241,\n", + " 0.9681525682701364,\n", + " 0.9565484480267671,\n", + " 0.8956378283692882,\n", + " 0.8338490212554759,\n", + " 0.8270860987117578,\n", + " 0.6719000916588044,\n", + " 0.721106542188652,\n", + " 0.7056367916165432,\n", + " 0.6403507518288409,\n", + " 0.5832502828393226,\n", + " 0.5380310791594038,\n", + " 0.5269488724566773,\n", + " 0.5037338752587112,\n", + " 0.45448878636328244,\n", + " 0.45643265390432386]" + ] + }, + "execution_count": 288, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fids_post_list" + ] + }, + { + "cell_type": "code", + "execution_count": 287, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1,\n", + " 5,\n", + " 10,\n", + " 20,\n", + " 40,\n", + " 80,\n", + " 120,\n", + " 160,\n", + " 200,\n", + " 250,\n", + " 300,\n", + " 400,\n", + " 700,\n", + " 1000,\n", + " 1500,\n", + " 2000,\n", + " 2500]" + ] + }, + "execution_count": 287, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xlist" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1-S5" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "955.0269388827363\n", + "956.0277508673225\n", + "937.0281091172312\n", + "959.0306025468833\n", + "1870.0662891137413\n", + "1893.0761841876956\n", + "2843.129139487447\n", + "2898.1441213400503\n", + "2917.147939068129\n", + "2938.160723618473\n", + "4882.275552572472\n", + "4881.28613352531\n", + "9708.593136134485\n", + "9726.595862430995\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "ValueError", + "evalue": "too many values to unpack (expected 14)", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[83], line 4\u001b[0m\n\u001b[0;32m 2\u001b[0m analysis \u001b[38;5;241m=\u001b[39m MM_DualRail_Analysis()\n\u001b[0;32m 3\u001b[0m return_args \u001b[38;5;241m=\u001b[39m analysis\u001b[38;5;241m.\u001b[39mshow_rb(prev_data, expt_path, file_list, name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5\u001b[39m\u001b[38;5;124m'\u001b[39m, title \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mM1-S5 RB\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m----> 4\u001b[0m fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list \u001b[38;5;241m=\u001b[39m return_args\n", + "\u001b[1;31mValueError\u001b[0m: too many values to unpack (expected 14)" + ] + } + ], + "source": [ + "\n", + "file_list = np.arange(506, 520, 1)\n", + "analysis = MM_DualRail_Analysis()\n", + "return_args = analysis.show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S5 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "fids_list = return_args[0]\n", + "fids_post_list = return_args[1]\n", + "gg_list = return_args[2]\n", + "ge_list = return_args[3]\n", + "eg_list = return_args[4]\n", + "ee_list = return_args[5]\n", + "gg_list_err = return_args[6]\n", + "ge_list_err = return_args[7]\n", + "eg_list_err = return_args[8]\n", + "ee_list_err = return_args[9]\n", + "xlist = return_args[10]\n", + "depth_list = return_args[11]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Double exponential fitting" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal parameters: a = 0.6099999999999999, b = -0.009194759674701678, c = 0.31613036198941025, d = -0.0030832817676381464, e = -8.58449193317525e-18\n", + "r1 = 108.75760056582934, r1_err = 27.741110563782687, r2 = 324.32974841803684, r2_err = 253.30987822631397\n", + "r1_fid = 0.9908473828656177, r1_fid_err = 0.0023238675673156093, r2_fid = 0.9969214666640865, r2_fid_err = 0.0024007089055272674\n" + ] + }, + { + "data": { + "image/png": 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333yz/v7772z7MzIytGbNGt1///06fPhwkbxnWFiYY0KRvGY+zEvjxo0VFham9PR0Pfzww9nCy/z58/Xoo4/Kz8+vSOosanXr1pXFYtHx48fz7B0GgMty6aT0AFDC2O/DVaNGDaNDhw5Ghw4djHbt2hmNGjUy/P39Hff3sVqtxowZM/I8zvbt242qVas6bpjbrFkzo0mTJoaHh4chyYiIiDDi4uJyvC4tLc245pprDEmGxWIxIiIijJYtWxp+fn5GcHCw8cYbb1zxPlxTpkwx/P39DT8/P6NVq1ZGZGSko+62bdvmuMnuxa/N7d5KixYtctxvzMPDw2jYsKHjO/H29i7UPZTs90SqVKmS43vOa1m9erXjdRMnTjQkGeHh4caJEyeyHTMjI8Px8+vXr1+2ffb7cHXp0sW45ZZbHN9hmzZtjMDAQMfP6ZNPPsm13scee8zxOStXrmy0adPGcQ8tScaLL76Y4zX5ub9TXveGMgzD2LBhg+MckmTUrVvXaNeunREdHZ3tXNy3b1+21+W1Pbfv4lKPPPKI4+fctGlTo0uXLkaXLl2MH374wdEmr3Plgw8+yPbvo1WrVo76e/fu7bhf2aWf1dU3PjYMw+jXr5/jHnUtW7Z0fO4tW7YUqCYAZROTZgBAIRw8eNDRM+Xj4yOr1arIyEg1b95c3bt312233ZZtCNalGjdurG3btmnq1KlasGCB9uzZI4vFoqioKN1yyy0aM2ZMrpMheHl5acmSJYqNjdWXX36pQ4cO6cKFC7r99tsVGxur/fv3X7H2du3aaePGjYqNjdXq1at15swZ1a9fX4MHD9bTTz8tf3//An0XN9xwg3bt2qW33npLP/zwg+Li4rRv3z5VqVJF7dq1U/fu3TVgwIACHdPu+PHjOn78+GXb2Cdb+OWXXzRhwgR5eHjo448/VlhYWLZ2Hh4emjt3rpo1a6bvvvtOb775puPeWhebP3++3njjDc2ePVvbt2+Xr6+v+vbtqxdeeEHt2rXLtYZp06apd+/eeuedd7RhwwZt2bJFISEhuummm/Too486hl4WpbZt22rnzp2aMWOGvv32W/355586cOCAKleurGbNmqlTp04aMGCAatWqVWTv+e9//1tWq1Vffvml9uzZo+TkZEnSsGHDrvja++67TyEhIXr11Ve1detW7dq1S/Xq1dOYMWP0+OOPa/jw4UVWZ1H76KOP9OKLL+r777/X9u3blZqaKkk6c+aMawsDUCJYDCOPqa4AACgjZs+erXvvvVddunTRypUrXV0OAKAU4RouAAAAAHASAhcAAAAAOAmBCwAAAACchMAFAAAAAE7CpBkAAAAA4CT0cAEAAACAk3AfrnzKzMzUkSNHFBgYKIvF4upyAAAAALiIYRhKSkpS1apV5eFx+T4sAlc+HTlyRDVq1HB1GQAAAADcxMGDB1W9evXLtiFw5VNgYKAk80sNCgpycTUAAAAAXCUxMVE1atRwZITLIXDlk30YYVBQEIELAAAAQL4uNWLSDAAAAABwEgIXAAAAADgJgQsAAAAAnITABQAAAABOQuACAAAAACdhlkIAAIBSKC0tTRkZGa4uAygxPD095e3tXeTHJXABAACUIomJiUpISFBKSoqrSwFKHF9fX4WFhRXpbaAIXAAAAKVEYmKiDh8+rICAAIWFhcnb2ztf9wkCyjrDMJSWliabzabDhw9LUpGFLgIXAABAKZGQkKCAgABVr16doAUUkL+/vwIDA3Xo0CElJCQUWeBi0gwAAIBSIC0tTSkpKbJarYQtoJAsFousVqtSUlKUlpZWJMckcAEAAJQC9gkynHHRP1CW2P8NFdWkMwQuAACAUoTeLeDqFPW/IQIXAAAAADgJgQsAAAAAnITABQAAAABOQuACAAAAACchcJVAGQcPae9//qvlny/VuriTysg0XF0SAACAy+3fv18WiyXbUq5cOVWtWlU9evTQiy++qLi4uKt+nwkTJshisWjlypVXXzRKPW58XMIs3h6vjKH3q+/mJVrS7jb9u8tQhVv9FNM/Sn2iw11dHgAAgMvVrVtXQ4YMkSSlpKTo+PHj2rhxoyZOnKiXXnpJTz/9tCZPnsyMjigWBK4SZPH2eI2au1kDKzdUXy1R24M7JElHbckaNXezZgxpSegCAABlXr169TRhwoQc29esWaN77rlHU6ZMkaenpyZOnFj8xaHMYUhhCZGRaSh24U4ZkjbWiJYkNYvfI9+0FNkHFMYu3MnwQgAA4FQZmYbWxZ3Ugq2HS9ylDZ06ddKPP/4oX19fvfrqqzp48KAkyWaz6ZVXXlGXLl1UtWpV+fj4qGrVqrrnnntyDEHs2rWrYmNjJUndunVzDF2sXbu2o82KFSt03333qUGDBgoICFBAQIBat26t9957r9g+K9wHPVwlxMZ9pxRvS5Yk/RMcrmMBIap89pRaxO/W+ppNZUiKtyVr475Tal831LXFAgCAUmnx9njFLtzp+J1EUom7tKF+/foaNGiQPvroI33zzTcaPXq0/vzzT7344ovq1q2bbr75ZpUvX167du3SJ598okWLFmnz5s2qVauWJGnYsGGSpFWrVmno0KGOoBUcHOx4j1deeUV//fWX2rVrp5tvvllnzpzR4sWL9cADD2j37t2aOnVqMX9quBKBq4Q4npT1HzZZLNpYvbH671qjtgd3aH3Nprm3AwAAKCL2Sxsu7c8qiZc2dOnSRR999JE2bdokSWrUqJHi4+MVEhKSrd2KFSt03XXXadKkSZo5c6YkM3Dt379fq1at0rBhw9S1a9ccx58xY4YiIiKybUtPT9cNN9ygN954Q4899phq1qzpnA8Ht8OQwhKiUqBftucb/jessO3B7ZdtBwAAcLUuvrThUiXx0oaqVatKkhISEiRJVqs1R9iSzCGDjRs31tKlSwt0/EvDliR5eXnpwQcfVEZGhlasWFGIqlFSEbhKiLYRIQq3+sk+l87GGo0lSa0O75J3RposMrv020bk/I8FAADA1bj40obcXHxpQ0lgGDmD4cqVKzVgwACFh4fL29vbcW3WH3/8oSNHjhTo+ElJSYqJiVGzZs0UEBDgONatt94qSQU+Hko2hhSWEJ4eFsX0j9KouZtlkbQ3rKZO+wWqQnKSoo/GaWu1horpHyVPD6Y3BQAARSu/lyyUlEsb4uPjJUkVK1aUJH3++ecaNGiQAgIC1Lt3b9WuXVvlypWTxWLR7Nmz9c8//+T72Kmpqeratas2b96sFi1a6O6771ZoaKi8vLy0f/9+zZkzRykpKU75XHBPBK4SpE90uGYMaem4WHVTjcbqtXe9eiTs1gPPDC4x46YBAEDJkt9LFkrKpQ32Gxa3adNGknkjYz8/P/3222+KjIzM1vbTTz8t0LEXLFigzZs3a/jw4Y7rvi4+1pw5cwpfOEokAlcJ0yc6XD2jqmjjvlMKTOslvb5eD3sckYWwBQAAnMR+acNRW3Ku13FZJFUpIZc27NmzR/Pnz5evr69uvvlmSVJcXJwaN26cI2wdOXIkx7TwkuTp6SlJysjIyLHP3v7GG2/MsW/NmjVXXT9KHq7hKoE8PSxqXzdU0Xf2lyRZfl4r5fIPHgAAoCjYL22QpEsvXrA/LwmXNqxdu1a9e/dWSkqKxo0bp2rVqkmSatWqpb/++kvHjh1ztE1OTtaoUaOUnp6e4zj2CTYOHTqUY599+vi1a9dm275q1aocPV4oG+jhKsmaN5cRECCLzaYVXyyTX+tWahsR4vb/sQMAACXPpZc22FVxw/tw/fXXX5owYYIk85qq48ePa8OGDdq+fbs8PT31wgsv6MUXX3S0Hz16tEaPHq0WLVpo4MCBSk9P108//STDMNSsWTP9/vvv2Y5vv+Hx888/r127dslqtcpqtWrUqFHq37+/ateurVdffVXbt29XdHS0du/ere+++04DBgzQl19+WZxfBdwAgasEW7zrhILDG6rd3l+18v2vNGdLWom7+SAAACg5Lr604XhSsioF+rnlH3vj4uIUGxsrSfL391dwcLAaNmyo8ePHa+jQoapbt2629g8//LC8vb311ltvaebMmQoODlbfvn310ksv6fbbb89x/KioKM2aNUtTp07Vf/7zH6WkpKhWrVoaNWqUAgICtHz5cj311FNavXq1Vq5cqcaNG2vevHmqXLkygasMshi5zYuJHBITE2W1WmWz2RQUFOTqchw3Hxy1br6eXv2RFjXooIcHjHN065ekmw8CAICrl5ycrH379ikiIkJ+fiVj8grAHeXn31JBsgHXcJVAF9980H4/rrYHd0iGUSJvPggAAACUVgSuEujimw9uq1JfKZ7eqnj+jOqcOiyp5N18EAAAACitCFwl0MU3FUz18taWqg0kSW0Pbs+zHQAAAIDiR+AqgS69qeCGGtGSpLaHdly2HQAAAIDiReAqgew3H7RPkLHRHrj+18NlkRReQm4+CAAAAJRmBK4S6NKbD26u2lBpHp6qnnhC1W3HJZWMmw8CAAAApR2Bq4Sy33ywitVPF3z8tL1yPUlSz5O7mRIeAAAAcBPc+LgEu/jmgwFHu0lzdmt8UII8CFsAAACAW6CHq4Tz9LCofd1QRQ7sK0nyWLPGxRUBAAAAsCNwlRYdOkgWi7Rnj3T0qKurAQAAACACV+lRoYLUtKm5Ti8XAAAA4BYIXKVJ586SpPiFS7Rg62GtizupjEzDxUUBAAAAZReTZpQiW2o3UQtJZxYv1WNVB0gy78cV0z+KWQsBAAAAF6CHq5RYvD1eI/f5S5IanPhH1gtJkqSjtmSNmrtZi7fHu7I8AAAAtzB79mxZLBbNnj3b1aXkatiwYbJYLNq/f3++2qempuqFF15Q3bp15ePjI4vFopUrVzq1xqLm7j+Tq0XgKgUyMg3FLtypE+UrKC6kujxkqPXhnZIk+4DC2IU7GV4IAABKrf3798tisVx2uRyLxaKuXbvmus+dA8Frr72myZMnq2bNmnr66acVExOj2rVru7qsbOw/m2HDhrm6FJdgSGEpsHHfKcXbkiVJG2o0Vt1Th3TNge1aVu8aSWboircla+O+U2pfN9SFlQIAADhX3bp1NWTIkDz333zzzWrXrp3Cw0vH5Rbff/+9AgICtGTJEnl7e7u6nEIpbT+TSxG4SoHjScmO9Q01ojX49x/V/sC2y7YDAAAojerVq6cJEybkud9qtcpqtRZfQU525MgRhYaGltiwJZW+n8mlGFJYClQK9HOs/1KrmSSp8bG/FXwhMc92AAAAZdGlwwNXrlzpGG64atWqbEMQZ8+erWHDhunee++VJN177715DlFMSkpSTEyMGjduLH9/fwUHB6tPnz5au3ZtrnXs2LFD/fr1U2BgoKxWq2644QZt3749359jwoQJslgs2rdvn/755x9HTfZhkfb9uV3PldsQyYuH/f39998aOHCgKlSooPLly+u6667T77//nmsdx48f19ixY9WgQQP5+fkpJCRE7dq109SpUx3vFRERIUmaM2dOtu/PXtvlhmz+8ssv6tu3r0JCQuTn56eGDRtqwoQJOn/+fI629s9/4sQJ3XfffapUqZL8/f3Vrl07l17XRg9XKdA2IkThVj8dtSXrRECIdofVVIOEA2r/zzb90LCjLJKqWP3UNiLE1aUCAABXMAwpl19Q3U65ctIVrrUqarVr11ZMTIxiY2NVq1atbNcZNW/eXMHBwTpz5owWLFigm266Sc2bN89xjFOnTqlz587asWOHOnXqpN69e8tms2nBggXq1q2bPv/8cw0YMMDRfvv27erQoYPOnj2rW265RZGRkdq4caM6dOigZs2a5atue7CaNm2aJOnxxx93fJ6rsX//fl1zzTWKiorSfffdp7i4OMfn+PPPP1W5cmVH271796pbt246fPiwOnbsqAEDBujcuXPavn27Jk+erCeffFLNmzfXY489pjfeeEPNmjXL9j1cqdYvv/xSd9xxh3x8fDRo0CBVqlRJS5cuVWxsrJYsWaIVK1bI19c322vOnDmjDh06KCgoSHfddZeOHz+uzz77TL1799Zvv/2m6Ojoq/p+CsVAvthsNkOSYbPZXF1Krn7444hR+5nvjNrPfGd82Kq/YUjGx82vd2z74Y8jri4RAAA40YULF4ydO3caFy5cyLnz7FnDMGOXey9nzxb68+/bt8+QZNStW9eIiYnJsaxbt84wDMOYNWuWIcmYNWtWttdLMrp06ZLrsfN6jd3gwYMNScaHH36YbfvRo0eNGjVqGBUrVsz2c+nSpYshyZg7d2629uPGjTNkXn5v7Nu3L1+fu1atWkatWrVybI+JiTEkGStWrMjX57F/f5KMl19+OVv7F154wZBkTJkyJdv2tm3bGpKM9957L8d7HDx4MMexhw4dmutnyK2exMREIzg42PD19TV+//13x/bMzEzH9z1x4sRsx7HX/9BDDxkZGRmO7e+//74hyXjggQdyff9LXfbf0v8UJBswpLCU6BMdrhlDWqqK1U8/12ouSbr2n99VxeqnGUNach8uAABQJsTFxSk2NjbHsn79eqe8X0JCgj777DP16NHDMfTQrnLlynrqqad04sQJLV26VJJ04MABrVq1Sk2bNtVdd92Vrf1zzz2n4OBgp9SZXxEREXrqqaeybbv//vslSZs2bXJs27RpkzZu3KjOnTtrxIgROY5TvXr1q6rjm2++0ZkzZ3TfffepadOmju0Wi0Uvv/yyvLy8ch2CWL58eb3yyivy8MiKOUOHDpWXl1e2+osTQwpLkT7R4eoZVUW/baujzAUvqc7pI1p7Zz151iZsAQBQppUrJ5096+oqrqxcuas+RO/evbV48eIiKCZ/Nm3apIyMDCUnJ+c6WcfevXslSbt27VK/fv0c10J17NgxR9uAgAA1b97cpdcbNWvWLFtYkbLC05kzZxzbNm7cKEnq1auXU+rYsmWLpKyhkxerUaOG6tatq927dyspKUmBgYGOfZGRkQoICMjW3svLS5UrV85Wf3EicJUynh4WtW0eIbVpI61fL88Vy6VL/toCAADKGItFKl/e1VWUSqdOnZIk/fzzz/r555/zbHfu3DlJks1mkyRVqlQp13YXXyPlCrnNFujlZUaGjIwMxzZ7eKlWrZpT6khMNCd/y+v7qFKlinbv3q3ExMRsgSuv2Q69vLyy1V+cGFJYWvXoYT4uW+baOgAAAEqxoKAgSdKTTz4pwzDyXGJiYiRlBYLjx4/nerxjx44VSV32Xqr09PQc++yh72rYhz4ePnz4qo+VG/v3mtf3Yd9ub+fOCFyl1XXXmY/LlpmXoQIAACBPHh4eefaAeHp6SlKu+9u0aSOLxaJ169bl633ssxDmNl382bNntXXr1nxWfHkVKlSQlHsgsg/Xuxpt27aVJC1ZsuSKbS/3/eWlRYsWkpTr8MrDhw8rLi5OderUyda75a4IXKVV+/aSv7909Ki0c6erqwEAAHBrISEhOnToUJ77JOW6v0qVKrr99tv1yy+/6N///reMXP7QvWHDBsd9o2rWrKnOnTtr27ZtmjdvXrZ2L730UpFdZ9S6dWtJ0kcffaTMzEzH9nXr1uV438Jo06aN2rZtq9WrV2vmzJk59l8c9CpUqCCLxZLn95ubm266SVarVbNmzdKOHTsc2w3D0Lhx45SWlpZtCn93xjVcpZWvr9Sxo/TTT2YvV+PGrq4IAADAbXXv3l3z58/XwIED1aJFC3l6eqpv375q0qSJ2rdvL39/f02bNk2JiYmqWLGiJOnZZ5+VJL3zzjvavXu3nn76aX388cdq3769rFarDh48qN9++0179+5VfHy8yv1vUpC3335bHTp00D333KNvvvlGkZGRjln/OnXqpDVr1lz152nXrp3at2+v5cuXq3379urcubP++ecfffvtt+rfv7++/vrrq36PuXPnqmvXrho5cqTjcycnJ2vHjh3asmWLTp48KcmcDKRNmzZavXq17r33XkVGRsrDw0ODBw9WzZo1cz12UFCQZs6cqTvvvFPXXHONBg0apIoVK2rZsmX69ddf1bZt2xyzKborAldpdt11ZuBaulR69FFXVwMAAOC23njjDUnS8uXL9fXXXyszM1NVqlRRkyZNFBISoi+++EITJkzQjBkzdOHCBUlZgSskJES//PKLpk+frs8++0zz5s1zvL5Zs2YaP368wsLCHO8VHR2tn3/+Wc8884wWL16sH3/8UR07dtTPP/+s1157rUgCl8Vi0bfffqsnnnhCixYt0h9//KFmzZrp22+/1ZEjR4okcEVGRmrz5s2aMmWKFi5cqGnTpikgIECRkZF64YUXsrX9+OOPNWbMGH3zzTey2WwyDEPt2rXLM3BJ0m233aYqVapoypQp+uqrr3T+/HnVrl1b48eP1zPPPCM/P7+r/gzFwWLk1u+JHBITE2W1WmWz2UrExXmSpN9+k1q3loKCpJMnJS/yNQAApVVycrL27duniIiIEvOLKOCO8vNvqSDZgGu4SrPmzaUKFaTEROnXX11dDQAAAFDmELhKM09PqXt3c/1/dzcHAAAAUHwIXKUd9+MCAAAAXIbAVdrZ78f1yy/S/6YjBQAAAFA8CFylXb16Uo0aUmqqlMsN9gAAAAA4D4GrtLNYGFYIAAAAuAiBqyywDyskcAEAUOpxxx/g6hT1vyECV1lgn6lw82bp1CnX1gIAAJzC09NTkpSWlubiSoCSzf5vyP5v6moRuMqC8HApKkoyDO3+v2+1YOthrYs7qYxM/gIGAEBp4e3tLV9fX9lsNnq5gEIyDEM2m02+vr7y9vYukmN6FclR4Pb2t2iv2jt3auMHn2v8wYqSpHCrn2L6R6lPdLiLqwMAAEUhLCxMhw8f1qFDh2S1WuXt7S2LxeLqsgC3ZxiG0tLSZLPZdPbsWVWrVq3Iju22gWvTpk2KiYnRunXrlJqaqsaNG+vxxx/X4MGD832MM2fO6PXXX9c333yjffv2ydfXVxERERo6dKiGDx8uPz8/J34C97F4e7y+vFBVMyV12L/Vsf2oLVmj5m7WjCEtCV0AAJQCQUFBkqSEhAQdPnzYxdUAJY+vr6+qVavm+LdUFNwycK1cuVK9e/eWj4+P7rjjDlmtVn311Ve66667tH//fj333HNXPMaZM2fUqlUr/f333+rYsaMeeOABpaSk6IcfftDo0aP19ddf66effpKHR+keVZmRaSh24U6drRmtDIuH6pw+ovDEE4oPqihDkkVS7MKd6hlVRZ4e/AUMAICSLigoSEFBQUpLS1NGRoarywFKDE9PzyIbRngxtwtc6enpGj58uCwWi1avXq0WLVpIkmJiYtS+fXvFxMTotttuU2Rk5GWP89577+nvv//WmDFj9Prrrzu2p6amqmPHjlq+fLnWrl2rzp07O/XzuNrGfacUb0uWfMvr9/BItTyyWx3++V1fNDFnLjQkxduStXHfKbWvG+raYgEAQJHx9vZ2yi+PAArG7bp3li9frri4OA0ePNgRtiQpMDBQ48ePV3p6umbNmnXF4/z999+SpBtuuCHbdh8fH/Xs2VOSdPz48SKs3D0dT0p2rP9cq7mk7MMKc2sHAAAAoGi4XeBauXKlJKlXr1459tm3rVq16orHady4sSRp8eLF2banpaVp6dKl8vf3V/v27a+yWvdXKTDrOrWfazeTJHXav0UWIzPPdgAAAACKhtsNKdy7d68k5TpksEKFCgoLC3O0uZzhw4fr448/1tSpU/Xrr7+qTZs2SklJ0eLFi3X69Gl98sknl519JCUlRSkpKY7niYmJhfg0rtc2IkThVj8dtSXr12pRSvLxV9h5m6KPxumP8EhZJFWx+qltRIirSwUAAABKHbfr4bLZbJIkq9Wa6/6goCBHm8vx9/fXypUrNWTIEK1atUqvvfaa3nrrLcdwxY4dO1729VOmTJHVanUsNWrUKPiHcQOeHhbF9I+SJGV4eunn2s0lSV3//lX2KTJi+kcxYQYAAADgBG4XuIpKQkKCevbsqfXr12vRokU6c+aMjh49qnfffVezZs3SNddco9OnT+f5+nHjxslmszmWgwcPFmP1RatPdLhmDGmpKlY/rYxoJUnq+vdvqmL1Y0p4AAAAwIncbkihvWcrr16sxMTEPHu/LvbEE0/ol19+0e+//66mTZs6jj1ixAhlZGRo1KhRmjZtmmJjY3N9va+vr3x9fQv5KdxPn+hw9Yyqoq2dKkk/TlfLo3u0dngzeVYMc3VpAAAAQKnldj1c9mu3crtO6/Tp00pISLjilPCStGjRIoWEhDjC1sW6d+8uSfrtt9+ustqSxdPDolYdm0jR0bJkZspz6U+uLgkAAAAo1dwucHXp0kWStGTJkhz77NvsbS4nNTVViYmJSk1NzbHvxIkTklSqerAKxD5V/g8/uLYOAAAAoJRzu8DVo0cP1alTR5988om2bt3q2J6UlKSJEyfKy8tLw4YNc2xPSEjQrl27lJCQkO04HTp0UHp6uiZOnJhte0pKimNbt27dnPY53Nr115uPixdLmZmXbwsAAACg0NwucHl5een9999XZmamOnXqpJEjR2rs2LFq1qyZduzYoQkTJqh+/fqO9tOnT1ejRo00ffr0bMd5+eWXFRgYqEmTJumaa67RE088oYceekhRUVH68ccf1apVKw0fPry4P5576NBBCgyUTpyQNm92dTUAAABAqeV2gUsye57Wrl2rjh07av78+XrnnXcUGhqquXPn6vnnn8/XMZo3b67ffvtN9957r44eParp06dr9uzZKl++vGJjY7V69Wr5+ZXRm/16e0vXXWeuM6wQAAAAcBqLYRiGq4soCeyzI9psNgUFBbm6nKs3c6Y0cqTUvr30yy+urgYAAAAoMQqSDdyyhwvFwH4d1/r10smTrq0FAAAAKKUIXGVV9epSkyaSYUi5zAgJAAAA4OoRuMoyey8X13EBAAAATkHgKsuYHh4AAABwKgJXWcb08AAAAIBTEbjKMqaHBwAAAJyKwFXW2YcVfv+9a+sAAAAASiECV1lnD1wbNjA9PAAAAFDECFxlHdPDAwAAAE5D4ALTwwMAAABOQuAC08MDAAAATkLgAtPDAwAAAE5C4EL26eGZrRAAAAAoMgQumLiOCwAAAChyBC6YbrjBfNywQTp2zLW1AAAAAKUEgQumatWk1q3N6eEXLnR1NQAAAECpQOBClgEDzMcFC1xaBgAAAFBaELiQ5aabzMeffpLOnnVtLQAAAEApQOBClsaNpbp1pZQUackSV1cDAAAAlHgELmSxWLJ6ub75xqWlAAAAAKUBgQvZ2QPXd99J6emurQUAAAAo4QhcyO7aa6WwMOn0aWnNGldXAwAAAJRoBC5k5+Ul9etnrjNbIQAAAHBVCFzI6eLp4Q3DpaUAAAAAJRmBCzn17Cn5+0v790vbtrm6GgAAAKDEInAhp3LlpF69zHWGFQIAAACFRuBC7pgeHgAAALhqBC7krl8/ycND2rJFOnDA1dUAAAAAJRKBC7mrWFHq0MFcZ1ghAAAAUCgELuTt4tkKAQAAABQYgQt5+991XMaqVdq4OU4Lth7WuriTyshkqngAAAAgP7xcXQDcWN26SqrXQIF/7da8mBla0LibJCnc6qeY/lHqEx3u4gIBAAAA90YPF/K0eHu85lRsLknquXeDY/tRW7JGzd2sxdvjXVQZAAAAUDIQuJCrjExDsQt3aknkNZKkrvt+k096miTJPqAwduFOhhcCAAAAl0HgQq427juleFuy/qhST/EBoQpIvaBr//ndsd+QFG9L1sZ9p1xXJAAAAODmCFzI1fGkZEmSYfHQ0v/1cvXauz7PdgAAAAByInAhV5UC/RzrSyLbSZKu+2uDLEZmnu0AAAAAZEfgQq7aRoQo3Ooni6T1NZvI5ltelc6dVutDOyVJFpmzFbaNCHFpnQAAAIA7I3AhV54eFsX0j5IkpXt6a0lke0lS311rZflfm5j+UfL0sORxBAAAAAAELuSpT3S4ZgxpqSpWPy1q2FGSdMPun1U10FszhrTkPlwAAADAFXDjY1xWn+hw9Yyqok27o5S65D+qlHhaq9t7y5OwBQAAAFwRPVy4Ik8Pi9o1CpfPwFvN51987uKKAAAAgJKBwIX8GzTIfPzySyk93bW1AAAAACUAgQv5162bFBoqHT8urV7t6moAAAAAt0fgQv55e0u33GKuz5/v2loAAACAEoDAhYK5/XbzkWGFAAAAwBURuFAwXbtKFStKCQnSihWurgYAAABwawQuFIyXl3SrOVshwwoBAACAyyNwoeDswwq/+kpKS3NtLQAAAIAbI3Ch4Dp3lipVkk6dkpYvd3U1AAAAgNsicKHgPD2lgQPN9c8+c20tAAAAgBsjcKFw7MMKv/5aSk11bS0AAACAmyJwoXA6dpTCw6UzZ6SlS11dDQAAAOCWCFwonIuHFTJbIQAAAJArAhcKzz6s8JtvpJQUl5YCAAAAuCMCFwrv2mulqlUlm01assTV1QAAAABuh8CFwvPwkG67zVxnWCEAAACQA4ELV2fQIPNxwQIpOdm1tQAAAABuhsCFq3PNNVLNmlJSkrRwoaurAQAAANwKgQtXx8NDuusuc/3jj11bCwAAAOBmCFy4enffbT7+8IN04oRrawEAAADcCIELV69RI6l1ayk9Xfr0U1dXAwAAALgNAheKxj33mI8ffeTaOgAAAAA3QuBC0bjjDsnLS/r1V+nPP11dDQAAAOAWCFwoGhUrStdfb64zeQYAAAAgicCFomSfPGPuXCkz07W1AAAAAG6AwIWi07+/ZLVKBw9Kq1a5uhoAAADA5QhcKDp+ftLtt5vrDCsEAAAACFwoYvZhhZ9/Lp0/79paAAAAABcjcKFodeggRURIZ89KCxa4uhoAAADApQhcKFoeHtKQIeY69+QCAABAGUfgQtGzDytcskQ6etS1tQAAAAAuROBC0YuMlNq1M6eG/+QTV1cDAAAAuAyBC85xzz3mI7MVAgAAoAwjcME5br9d8vaWtm6V/vjD1dUAAAAALkHggnOEhkr9+pnr9HIBAACgjCJwwXnsk2fMmydlZLi2FgAAAMAF3DZwbdq0STfccIMqVKig8uXLq23btvqkEBMwJCUlKSYmRtHR0SpXrpyCg4PVsmVLxcbGOqFqZHPDDVJIiHTkiPTTT66uBgAAACh2bhm4Vq5cqY4dO2rNmjUaOHCgRo0apYSEBN1111166aWX8n2cAwcOqEWLFpo4caKqVq2q0aNHa9iwYapataq+/PJLJ34CSJJ8faW77jLXZ850bS0AAACAC1gMwzBcXcTF0tPT1bBhQx06dEjr1q1TixYtJJk9Ve3bt9fu3bu1c+dORUZGXvY4GRkZat++vbZv365FixapW7duOd7Hy8sr33UlJibKarXKZrMpKCio4B+srPrjD6lpU8nLSzp0SKpc2dUVAQAAAFelINnA7Xq4li9frri4OA0ePNgRtiQpMDBQ48ePV3p6umbNmnXF43zxxRfatGmTxo4dmyNsSSpQ2MJVaNLEvCdXero0e7arqwEAAACKldsFrpUrV0qSevXqlWOffduqVauueJzPPvtMknTbbbfp4MGDevfdd/Xyyy/r888/19mzZ4uuYFzZiBHm48yZ5s2QAQAAgDLC7bp59u7dK0m5DhmsUKGCwsLCHG0u59dff5UkrV27VmPGjFFKSopjX8WKFTV//nx17do1z9enpKRke01iYmJ+PwIuNWiQ9PjjUlyctHKl1L27qysCAAAAioXb9XDZbDZJktVqzXV/UFCQo83lHD9+XJI0evRoPf744zp48KBOnDihN998UzabTQMGDFB8fHyer58yZYqsVqtjqVGjRiE+DSRJ5cszeQYAAADKJLcLXEUl839D1/r166eXX35Z1atXV1hYmEaPHq0xY8bIZrPpgw8+yPP148aNk81mcywHDx4srtJLJ/uwwq++khISXFsLAAAAUEzcLnDZe7by6sWyzwiS3+PceOONOfb1799fUtaww9z4+voqKCgo24Kr0LKluaSmSh995OpqAAAAgGLhdoHLfu1WbtdpnT59WgkJCVecEl6SGjRoIEkKDg7Osc++7cKFC4UvFAU3cqT5OHOm5F53IwAAAACcwu0CV5cuXSRJS5YsybHPvs3e5nK6/29ihp07d+bYZ99Wu3btwpaJwrjzTqlcOWnXLmntWldXAwAAADid2wWuHj16qE6dOvrkk0+0detWx/akpCRNnDhRXl5eGjZsmGN7QkKCdu3apYRLrgu699575evrq7feekuHDx/OdpyXXnpJknT77bc79bPgEkFB0h13mOtMngEAAIAywO0Cl5eXl95//31lZmaqU6dOGjlypMaOHatmzZppx44dmjBhgurXr+9oP336dDVq1EjTp0/PdpyIiAj9+9//1vHjx9WsWTONGDFCjzzyiJo2baqtW7dq5MiR6tGjR3F/PNiHFX7+uXT6tGtrAQAAAJzM7QKXJHXr1k1r165Vx44dNX/+fL3zzjsKDQ3V3Llz9fzzz+f7OKNHj9a3336rqKgoffrpp/rggw8UGhqq9957T//973+d+AmQp7ZtpSZNpORkad48V1cDAAAAOJXFMJi9ID/ssyPabDZmLLxa06dLo0ebwev33yWLxdUVAQAAAPlWkGzglj1cKOXuukvy85P++EPauNHV1QAAAABOQ+BC8atQQbrtNnOdyTMAAABQihG44Br2yTP+7/+kxETX1gIAAAA4CYELrtGhg9SokXT+vDR3rqurAQAAAJyCwAXXsFikUaPM9bfekpi7BQAAAKUQgQuuM3SoFBAg7dolLV3q6moAAACAIkfggusEBUn33muuv/WWa2sBAAAAnIDABdd65BHz8bvvpLg419YCAAAAFDECF1yrfn3p+uvNa7jeftvV1QAAAABFisAF1xs92nz84APp7FnX1gIAAAAUIQIXXK93byky0rwf18cfu7oaAAAAoMgQuOB6Hh5ZvVxvvskU8QAAACg1CFxwD0wRDwAAgFKIwAX3wBTxAAAAKIUIXHAf/5si3vjuO21e/qsWbD2sdXEnlZHJEEMAAACUTF6uLgBwqF9fJzp2V8W1y7X5mUma1GOEJCnc6qeY/lHqEx3u4gIBAACAgqGHC25j8fZ4PVWlsyTp9m0/qVzqBUnSUVuyRs3drMXb411ZHgAAAFBgBC64hYxMQ7ELd2pVnZb6u0JVBaWe1y07VkiS7AMKYxfuZHghAAAAShQCF9zCxn2nFG9LlmHx0JxW/SVJw3791jFFvCEp3pasjftOubBKAAAAoGAIXHALx5OSHetfRvfQWR9/1Tt1SJ32b8mzHQAAAODuCFxwC5UC/RzrZ33L6fMm10mSRmz8Os92AAAAgLsjcMEttI0IUbjVT5b/Pf+gzQClWzzUef8WNT4WJ4vM2QrbRoS4skwAAACgQAhccAueHhbF9I+SJFkkHbJW1qKGnSRJD2z4UpIU0z9Knh6WvA4BAAAAuB0CF9xGn+hwzRjSUlWs5rDB/15zqySp7661mt0llPtwAQAAoMThxsdwK32iw9Uzqoo27jul40nNdSbuGwWvWa4ui+ZK17dzdXkAAABAgRSqh+vw4cNavXq1zp8/79iWmZmpV155RR06dFDPnj21ePHiIisSZYunh0Xt64bqpubVFBz7grnxww+lEydcWxgAAABQQIUKXOPHj9eAAQPk7e3t2DZ58mSNGzdO69at07Jly3TjjTfq119/LbJCUUZ17Sq1bi1duCC99ZarqwEAAAAKpFCBa926dbruuuscgSszM1NvvfWWGjZsqAMHDmjjxo0qV66cXnvttSItFmWQxSI984y5Pn26dPasa+sBAAAACqBQgSs+Pl61a9d2PN+8ebMSEhI0evRoVa9eXa1bt9aAAQO0YcOGoqoTZdnNN0uRkdLp09IHH7i6GgAAACDfChW4MjIylJmZ6Xi+Zs0aWSwWde/e3bGtWrVqOnr06NVXCHh6SmPHmuuvvy6lpbm2HgAAACCfChW4atasqY0bNzqef/PNNwoPD1eDBg0c244eParg4OCrLhCQJN1zj1S5snTggPTpp66uBgAAAMiXQgWuW2+9VT///LNuu+023X333Vq7dq1uueWWbG22b9+uOnXqFEmRgPz8pMceM9dffVUyDNfWAwAAAORDoQLX2LFj1aZNG3355ZeaN2+eoqOjNWHCBMf+P//8U5s2bVLXrl2LqExA0qhRUmCgtH279MMPrq4GAAAAuKJCBa6goCCtX79e27Zt07Zt27R582aFhIQ49vv7++vrr7/WQw89VGSFAgoOlh54wFx/5RWXlgIAAADkh8UwGJuVH4mJibJarbLZbAoKCnJ1OWXX4cNSRIQ5cca6dVK7dq6uCAAAAGVMQbJBoXq4AJepVk0aMsRcnzzZtbUAAAAAV5CvHq7u3bvLYrFozpw5ql69erbp3y97cItFy5Ytu+oi3QE9XG5kzx6pUSMpM1PatElq3drVFQEAAKAMKUg28MrPAVeuXCmLxaLz5887nueHxWLJVzugQOrXl+66S/r4Yyk2Vlq40NUVAQAAALnK15DCzMxMZWRkqH79+o7n+VkyMjKcWjzKsPHjJQ8P6bvvzF4uAAAAwA1xDRdKpsjIrGu5YmNdWwsAAACQh0IFrqSkpHy127lzZ2EOD+TP+PGSp6e0aJG0caOrqwEAAAByKFTgatasmdavX3/ZNm+//bbatGlTqKKAfKlXj14uAAAAuLVCBa6jR4+qc+fOmjhxoi6d5PDkyZO66aabNHr0aIWHhxdJkUCeXnjB7OX6/ntpwwZXVwMAAABkU6jA9dtvvykqKkoTJkxQly5ddPDgQUnS0qVL1bRpUy1cuFB33323tm7dWpS1AjnVqyfdfbe5Ti8XAAAA3EyhAlejRo20ceNGPfroo/r555/VrFkz3X333erTp4/Onz+vTz75RHPmzFFAQEBR1wvkZO/l+uEH6QpDXQEAAIDiVOhZCn18fPSf//xH06ZN05kzZ/TJJ58oJCREW7Zs0R133FGUNQKXV7eudM895jq9XAAAAHAjVzUt/AcffKDnnntOnp6eqlmzphISEjRixAgdPXq0qOoD8sfey7V4Mb1cAAAAcBuFClw2m0233367Ro4cqZCQEK1YsUJ//vmnHnzwQS1btkxNmzbVggULirpWIG916khDh5rrEya4tBQAAADArtDTwn/xxRe69dZbtW3bNnXs2FF+fn5655139M0338gwDN1yyy168MEHi7peIG/PPy95eUk//iitW+fqagAAAIDCBa6TJ0/q/fff1/z582W1WrPtu/HGG/XHH3+oR48emjlzZpEUCeTLxb1c48dLl9yyAAAAAChuhZ4W/r777stzf5UqVbRkyRK9+uqrhS4MKJQXXpB8fKRly6QlS1xdDQAAAMq4QgWu+vXr56vdk08+WZjDA4VXu7b08MPm+jPPSJmZLi0HAAAAZdtVzVIIuKXnn5esVun336V581xdDQAAAMowr8K+MCkpSdOnT9fSpUt15MgRpaSk5GhjsVgUFxd3VQUCBRYaKj37rDRunDnE8LbbJD8/V1cFAACAMqhQgevEiRO69tprFRcXp6CgICUmJspqtSo1NVUXLlyQJFWtWlXe3t5FWiyQb489Jk2fLh04IL3zjvTEE66uCAAAAGVQoYYUTpgwQXFxcfroo490+vRpSdKYMWN07tw5bdiwQW3btlXt2rW1Y8eOIi0WyDd/f+lf/zLXJ0+WzpxxaTkAAAAomwoVuL7//nv16NFDQ4YMkcViybavTZs2+uGHH7R//35N4Aa0cKWhQ6XGjaVTp6SXX3Z1NQAAACiDChW44uPj1aJFC8dzT09Px1BCSapQoYKuv/56ff7551dfIVBYnp7SlCnm+htvSAcPurYeAAAAlDmFClxWq1VpaWmO5xUqVNChQ4eytQkKCtKxY8eurjrgavXrJ3XqJCUnSzExrq4GAAAAZUyhAledOnW0f/9+x/MWLVrop59+0qlTpyRJFy5c0MKFC1WzZs0iKRIoNItFst+Ae84caft219YDAACAMqVQgatXr15atmyZzp8/L0l64IEHdPz4cTVr1ky33XaboqOjFRcXp2HDhhVlrUDhtGsn3XqreRPkZ591dTUAAAAoQyyGYRgFfVF8fLxWr16tHj16KCwsTJI0depUTZo0STabTf7+/nrooYf08ssvy9PTs8iLdgX71Pc2m01BQUGuLgcFtWePFBUlZWRIK1dKXbq4uiIAAACUUAXJBoUKXHnJyMhQQkKCKlWqlGP2wpKOwFUKPPSQNGOG1Lq1tGGD5FGoDl4AAACUcQXJBkX6G6enp6cqV65c6sIWSomYGCkwUPr1V/N6LgAAAMDJiiRwzZkzR927dy+KQwHOU7ly1kyFzz4r2WyurQcAAAClXpEErv3792vVqlVFcSjAuUaPlho0kI4fl/71L1dXAwAAgFKOi1hQtvj4SNOmmetvvin9+acyMg2tizupBVsPa13cSWVkFtlljQAAACjjvPLb8JlnntGkSZPk7e3tzHoA5+vTR7rxRunbb5UwfJT6931B8Ykpjt3hVj/F9I9Sn+hwFxYJAACA0iDfPVz//ve/1apVK/3+++/OrAcoHq+/rkxvH4X9skrRv2UfDnvUlqxRczdr8fZ4FxUHAACA0iLfgev555/Xrl271LZtW02ePFmZmZmOfQMGDNCHH37olAIBZ8iIqKOPOgyUJI1fNlO+6amOffYBhbELdzK8EAAAAFcl34Fr4sSJWrdunSIjI/Xiiy/q2muv1d69eyVJzZo109ChQ51WJFDUNu47pVdb3Kz4gFDVtB3T8I1fZ9tvSIq3JWvjvlOuKRAAAAClQoEmzWjVqpU2b96sp556Sr/99puaN2+ut956y1m1AU5zPClZ5338NaXbfZKkh9fPV3jiiVzbAQAAAIVV4FkKfXx89PLLL2vt2rWqWbOmHn/8cVWrVk116tTJsdStW9cZNQNXrVKgnyTp20adtbF6lMqlpWjcyll5tgMAAAAKI9+zFF6qYsWKCgkJkWEYio9ncgGULG0jQhRu9dNRW7ImXPegFs55XDf+uVpzW9ygjTWiZZFUxeqnthEhri4VAAAAJVih7sP1zjvvqFmzZlq/fr0effRRnT9/XpmZmbkugDvy9LAopn+UJOnPynX0f816S5Jif3pX3hnpkqSY/lHy9LC4rEYAAACUfAUKXIcOHVKvXr00evRohYaGatmyZZo2bZr8/Bh2hZKnT3S4ZgxpqSpWP73W+W6d9gtUoxP79dj2RZoxpCX34QIAAMBVsxiGka95r2fPnq0xY8bIZrNp2LBheuONNxQYGOjs+txGYmKirFarbDabgoKCXF0OilBGpqGN+07Jd97HahkzRoa/vyzbt0t16ri6NAAAALihgmSDfPdw3XffffLz89OCBQv04YcfOj1sbdq0STfccIMqVKig8uXLq23btvrkk08Kfby0tDQ1b95cFotFDRs2LMJKUdJ5eljUvm6oWo5/TOreXZYLF6RRo6T8/S0CAAAAyFO+A9ett96q7du3q3///s6sR5K0cuVKdezYUWvWrNHAgQM1atQoJSQk6K677tJLL71UqGNOnDhRf/31VxFXilLFYpH++1/Jz09askS6ioAPAAAASAUYUlhc0tPT1bBhQx06dEjr1q1TixYtJElJSUlq3769du/erZ07dyoyMjLfx9y8ebOuueYavf7663r00UfVoEED7dq1q0B1MaSwDJkyRXruOSksTNq1SwoNdXVFAAAAcCNOGVJYXJYvX664uDgNHjzYEbYkKTAwUOPHj1d6erpmzcp5v6S8pKamatiwYWrXrp0eeeQRZ5SM0mbsWCk6WkpIMNcBAACAQnK7wLVy5UpJUq9evXLss29btWpVvo83YcIE7d27Vx988IEsFqb4Rj54e0szZ5pDDGfPlpYvd3VFAAAAKKHcLnDt3btXknIdMlihQgWFhYU52lzJpk2b9Oqrryo2Nlb169cvUB0pKSlKTEzMtqAMaddOevhhc/2BB6QLF1xbDwAAAEoktwtcNptNkmS1WnPdHxQU5GhzOSkpKRo2bJhatGihJ598ssB1TJkyRVar1bHUqFGjwMdACTd5slStmvTXX9KkSa6uBgAAACWQ2wWuojJ+/Hjt3btXH374oTw9PQv8+nHjxslmszmWgwcPOqFKuLWgIOntt831V1+V/vjDtfUAAACgxHG7wGXv2cqrF8s+I8jlbN68Wa+//rqef/55NWnSpFB1+Pr6KigoKNuCMuimm6RbbpHS06URI6SMDFdXBAAAgBLE7QKX/dqt3K7TOn36tBISEq44Jfy2bduUkZGhCRMmyGKxZFskaffu3bJYLAoODi7y+lEKvfmm2du1YYM0daqrqwEAAEAJ4uXqAi7VpUsXTZkyRUuWLNEdd9yRbd+SJUscbS6nfv36uv/++3Pd98EHH8hqtWrgwIEqV65c0RSN0q1aNWnaNOm++6Tx46Xrr5cK2XMKAACAssUtb3zcoEEDHT58WOvXr1fz5s0lZb/x8Y4dOxyzDiYkJCghIUFhYWEKCwu74vEtFgs3PkbBGYY5vHDhQqlFC2n9esnHx9VVAQAAwAVK9I2Pvby89P777yszM1OdOnXSyJEjNXbsWDVr1kw7duzQhAkTsk3xPn36dDVq1EjTp093YdUo9SwW6b33pNBQacsWZi0EAABAvrhd4JKkbt26ae3aterYsaPmz5+vd955R6GhoZo7d66ef/55V5eHsqpKFWnGDHP9pZekTZtcWw8AAADcntsNKXRXDCmEw513Sp9+KjVsKG3eLPn7u7oiAAAAFKMSPaQQcHtvv232du3aJdHjCgAAgMsgcAEFFRIiffCBuT5tmrRqlUvLAQAAgPsicAGFccMN0vDh5uyFw4ZJSUmurggAAABuiMAFFNbrr0u1a0v790tPPunqagAAAOCGCFxAYQUGSrNmmeszZ0oLFri2HgAAALgdAhdwNbp2zerduvde6eBBl5YDAAAA90LgAq7WSy9JrVtLp09LgwdL6emurggAAABugsAFXC0fH/O+XIGB0tq1UmysqysCAACAmyBwAUWhbl3zOi5JmjxZWr7ctfUAAADALRC4gKIyaFDWVPF33SUdP+7qigAAAOBiBC6gKL3xhtSokXT0qHl/rsxMV1cEAAAAFyJwAUWpXDlp/nzJz0/64QfpP/9xdUUAAABwIQIXUNSio82eLkl69llp0ybX1gMAAACXIXABzjBihHTbbeYU8YMGSWfOuLoiAAAAuACBC3AGi0V67z2pdm1p3z7pnnu4ngsAAKAMInABzhIcLH3xheTrKy1cKE2a5OqKAAAAUMwIXIAztWolvfuuuT5hgrRokTIyDa2LO6kFWw9rXdxJZWQaLi0RAAAAzuPl6gKAUm/YMHPijHfeUdqdgzV4xJva5B3m2B1u9VNM/yj1iQ53XY0AAABwCnq4gOLwn//odPPW8k5K1MSPYlQu9YJj11FbskbN3azF2+NdWCAAAACcgcAFFIMML2/d02esjpevoIYJ/+jVH96UDHMooX1AYezCnQwvBAAAKGUIXEAx2LjvlP4wAjRqwDileXiq3641GrHxa8d+Q1K8LVkb951yXZEAAAAocgQuoBgcT0qWJP1WPUr/6jFCkvTsqtlq/8/vubYDAABA6UDgAopBpUA/x/rHLfrqi+ge8jQyNX3BK6pmO55rOwAAAJR8BC6gGLSNCFG41U8WSbJY9Hyvh/RH5boKvZCoD76IVWDKeYVb/dQ2IsTVpQIAAKAIEbiAYuDpYVFM/yhJkkVSirevRt7ygo4FhKhhwj96a8ErmnB9fXl6WFxbKAAAAIoUgQsoJn2iwzVjSEtVsZrDBuODKur+W1/UBW8/dd33m3q/N8UxcyEAAABKB258DBSjPtHh6hlVRRv3ndLxpGRVCmwnnxtrSgNvlWbMkBo0kB57zNVlAgAAoIhYDIM/qedHYmKirFarbDabgoKCXF0OSpvXXpOeekqyWKQFC6T+/V1dEQAAAPJQkGzAkELAHTz5pDRihDmk8M47pa1bXV0RAAAAigCBC3AHFov09ttSjx7SuXNSv37SkSOurgoAAABXicAFuAtvb+mLL6SGDaXDh81hhefOuboqAAAAXAUCF+BOgoOlRYuksDBp82bpttuktDRXVwUAAIBCInAB7qZOHenbbyV/f+mHH6T77pMyM11dFQAAAAqBwAW4o/btpc8/lzw9pblzzUk1mFAUAACgxCFwAe6qb19p1ixzfdo06eWXXVoOAAAACo7ABbizu++WXn/dXH/uOen9911bDwAAAAqEwAW4uzFjpHHjzPUHHpC+/tq19QAAACDfCFxASTB5snT//ebkGXfeKa1c6eqKAAAAkA8ELqAksFikd9+VBgyQUlKkG280p40HAACAWyNwASWFl5f0f/8ndekiJSVJvXpJ27a5uioAAABcBoELKEn8/Mx7dLVtK508KfXoIW3f7uqqAAAAkAcCF1DSBAVJP/4otWolJSSYoevPP11dFQAAAHJB4AJKouBgackSqUUL6fhxqXt3afduV1cFAACASxC4gJIqJET66SepaVPp6FGpWzdp715XVwUAAICLELiAkiw0VFq6VIqOluLjzZ6uv/92dVUAAAD4HwIXUNJVrCgtWyZFRUmHDpk9Xfv3u7oqAAAAiMAFlA6VKpmhq0ED6cABqXNnhhcCAAC4AQIXUFpUqSItXy41bCgdPCh16sR9ugAAAFyMwAWUJlWrSqtWSc2bS8eOSV27KmP9Bq2LO6kFWw9rXdxJZWQarq4SAACgzPBydQEAililStKKFdINN0jr1im5SzdNu/VFbajZRJIUbvVTTP8o9YkOd3GhAAAApR89XEBpFBysn6Z9pLW1mql86gXN+TxGXeM2SZKO2pI1au5mLd4e7+IiAQAASj8CF1AKZWQaenHZP7p/YIx+qtdWfumpeu+rybph11rZBxTGLtzJ8EIAAAAnI3ABpdDGfacUb0tWipePRg14Tt826iyfzHS99e2rum3bEhmS4m3J2rjvlKtLBQAAKNUIXEApdDwp2bGe7umlx/s9qf9r2kueRqb+/cObeuSXTyXDyNYOAAAARY9JM4BSqFKgX7bnmR6eGtdntE6XC9JD67/Q2DVzVTXxhCrdN8dFFQIAAJQN9HABpVDbiBCFW/1kuXijxaJXuwzTCz1HKcPiocG//6h2T9wvnTvnqjIBAABKPQIXUAp5elgU0z9KkrKHLknzWvbVqJufU4afnyzfL5K6djXv2QUAAIAiR+ACSqk+0eGaMaSlqlizDy+sYvXTLbEPyXPFCiksTPr1V+naa6U9e1xUKQAAQOllMQyDeaHzITExUVarVTabTUFBQa4uB8i3jExDG/ed0vGkZFUK9FPbiBB5evyv32vvXqlPH+nvv6XQUGnhQql9e9cWDAAA4OYKkg3o4QJKOU8Pi9rXDdVNzaupfd3QrLAlSZGR0rp1Ups20smTUrdu0rx5risWAACglCFwAWVdpUrSihXSjTdKKSnSkCHSs89KGRmurgwAAKDEI3ABkMqXl77+Who3znz+yivSgAFSYqJLywIAACjpCFwATB4e0ksvmUMKfX2l774zJ9P4+29XVwYAAFBiEbgAZDd4sLRmjRQeLu3YYV7ftWKFq6sCAAAokQhcAHJq08acLr5NG+nUKalXL2nGDIlJTQEAAAqEwAUgd1WrSqtWmT1e6enSQw9J994rnT/v6soAAABKDAIXgLz5+0tz55qTaHh4SHPmmPfp2rvX1ZUBAACUCAQuAJdnsUhPPy0tWyZVrixt2ya1bi199ZWrKwMAAHB7BC4A+dO1q7R5s9Spkzld/K23SmPHSmlprq4MAADAbRG4AORf1apmT9fYsebzqVOlHj2kI0dcWxcAAICbInABKBhvb+nf/5a+/FIKDDSnkG/RQlqyxNWVAQAAuB0CF4DCueUW6bffpCZNpOPHpd69zZ6vlBRXVwYAAOA2CFwACi8yUtqwQXr4YfP51KnmLIa7d7u2LgAAADdB4AJwdfz9penTpQULpNBQacsWqWVL6YMPuFEyAAAo8whcAIrGjTeaU8b36GHeHHn4cGnQIOn0aVdXBgAA4DIELgBFp2pVc/KMV16RvLykzz+XmjWTli93dWUAAAAuQeACULQ8PMwbJf/yi1SvnnTwoNnr9cgj0tmzrq4OAACgWLlt4Nq0aZNuuOEGVahQQeXLl1fbtm31ySef5Pv1a9eu1ZNPPqlWrVopNDRUfn5+atiwoZ555hmdOXPGeYUDMLVpY17PNWqU+fztt83erjVrXFsXAABAMbIYhvtd1b5y5Ur17t1bPj4+uuOOO2S1WvXVV19p3759mjx5sp577rkrHqNKlSpKSEhQx44d1aJFC1ksFq1cuVJbtmxR3bp19csvv6hSpUr5rikxMVFWq1U2m01BQUFX8/GAsmfpUun++6UDB2RYLIofOlKbR45VaKUKahsRIk8Pi6srBAAAyLeCZAO3C1zp6elq2LChDh06pHXr1qlFixaSpKSkJLVv3167d+/Wzp07FRkZednjvPLKK7rnnnsUHh7u2GYYhh5++GHNmDFDDz30kN5+++1810XgAq5SYqIO3vuganz1f5KkuJBqeuqGxxUf1UIx/aPUJzr8CgcAAABwDwXJBm43pHD58uWKi4vT4MGDHWFLkgIDAzV+/Hilp6dr1qxZVzzOM888ky1sSZLFYtH48eMlSatWrSrawgFc1uID59Q58i4NGzhBRwNCVPfUYX0+7xkN/+otPfnhz1q8Pd7VJQIAABQ5twtcK1eulCT16tUrxz77tqsJS97e3pIkLy+vQh8DQMFkZBqKXbhThqSVdVur1/3v6MvG3eRpZOr+XxdoyQcP6ad/f6iMTLfqcAcAALhqbhe49u7dK0m5DhmsUKGCwsLCHG0K48MPP5SUe6C7WEpKihITE7MtAApn475TirclO54n+gXoyX5PauhtsTporaxqiSc09aMXdLr/zdLRoy6sFAAAoGi5XeCy2WySJKvVmuv+oKAgR5uC2rp1q2JjY1WpUiU9/fTTl207ZcoUWa1Wx1KjRo1CvScA6XhScq7bV9VppV73va3/tr1F6RYPhX2/QGrYUHrvPSkzs5irBAAAKHpuF7icZd++ferXr58yMjL06aefKiws7LLtx40bJ5vN5lgOHjxYTJUCpU+lQL88913w8dOUbvfppqH/0dnoZpLNJj3wgNS5s7R9ezFWCQAAUPTcLnDZe7by6sWyzwhSEP/884+6deumEydO6IsvvlC3bt2u+BpfX18FBQVlWwAUTtuIEIVb/ZTX5O8WSafqN5b/5l+ladOk8uWln3+WmjeXxowxQxgAAEAJ5HaBy37tVm7XaZ0+fVoJCQlXnBL+Yvv371fXrl115MgRzZ8/X/369SuyWgHkj6eHRTH9oyQpR+iyP4/pHyVPby/psceknTulm2+WMjLMAFa/vjR7NsMMAQBAieN2gatLly6SpCVLluTYZ99mb3Ml9rB1+PBhffbZZ7rpppuKrlAABdInOlwzhrRUFWv24YVVrH6aMaRl9vtw1awpffWV9OOPUoMG0vHj0r33Sh06SL/9VsyVAwAAFJ5b3vi4QYMGOnz4sNavX6/mzZtLyn7j4x07dqh+/fqSpISEBCUkJCgsLCzbdVmXhq1bbrnlqurixsdA0cjINLRx3ykdT0pWpUA/tY0IkadHXoMNJaWmSm+8If3rX9LZs5LFIo0YIU2aJFWsWHyFAwAA/E9BsoHbBS5JWrFihXr37i1fX1/deeedCgoK0ldffaV9+/Zp0qRJev755x1tJ0yYoNjYWMXExGjChAmO7bVr19Y///yjdu3aqXfv3rm+z8Xtr4TABbjYkSPS009L8+aZz4OCpOeflx59VPLLe1IOAACAolaQbOCWd//t1q2b1q5dq5iYGM2fP1+pqalq3LixJk6cqLvuuitfx/jnn38kSevXr9f69etzbVOQwAXAxapWlebONWcwfOwxacsW6ZlnpHfekaZMkQYNkjzcbpQ0AAAo49yyh8sd0cMFuJHMTDN8PfecdPiwua1NG2nqVKlTJ9fWBgAASr2CZAP+HAyg5PHwkO65R9qzR5o8WQoIkDZtMu/ddcst0u7drq4QAABAEoELQElWrpzZy/XXX9KDD5pB7OuvpcaNpeHDpQMHXF0hAAAo4whcAEq+ypWlGTOkP/6Q+vc379/1wQdSZKR5vdexY66uEAAAlFEELgClR1SU9O230rp1Urdu5pTyb74p1aljzmh4+rSrKwQAAGUMgQtA6dOunbR8ubR0qdS2rXT+vPTSS2bwmjRJstlcXSEAACgjCFwASq8ePaT166VvvpGio6UzZ6Tx46XataXYWGWcPKV1cSe1YOthrYs7qYxMJm0FAABFi2nh84lp4YESLiNDmj9fmjhR+vNPSdJZ33Ka1bK/Pmhzk874Bync6qeY/lHqEx3u4mIBAIA7K0g2IHDlE4ELKCUyM7XlP+/L/5UpanhivyTprI+/Pm7RVx+0GaCT5YM1Y0hLQhcAAMgTgcsJCFxA6ZCRaajjK8t19Mx59dq7XqN/+UzRx+IkSclePvq8SU9902OQ5r8yRJ4eFhdXCwAA3BGBywkIXEDpsC7upO6cuT5rg2Goe9wmPfrL/6l5/F5JUobFQ6dvuFFh/xovtWzpokoBAIC7Kkg2YNIMAGXK8aTk7BssFi2v11YD7n5dd97xklZGtJKnkamwRd9IrVpJPXuasx3ytykAAFAIBC4AZUqlQL/cd1gsWlerqYbdHqvr731TJ24cKHl6mmGrZ08zfH30kZSSUrwFAwCAEo3ABaBMaRsRonCrn/K6Ossi6UxklEK+ni/FxUmPPSaVKydt2SINHSrVqiXFxkrHjhVn2QAAoIQicAEoUzw9LIrpHyVJOUKX/XlM/yhzwoxataRp06QDB6QpU6Tq1c2gNWGCVLOmGcA2by7G6gEAQElD4AJQ5vSJDteMIS1VxZp9eGEVq1/uU8KHhkrPPiv9/bf06adSu3ZSaqo5xLBVK6lzZ3N7amoxfgoAAFASMEthPjFLIVD6ZGQa2rjvlI4nJatSoJ/aRoTkfyr4DRukN96QPv9cSk83t1WqJA0fLo0cafaOAQCAUolp4Z2AwAUgV4cOSTNnmkt8vLnNw0Pq21caNUrq3dt8DgAASg2mhQeA4lK9ujmJxj//mL1d3btLmZnSwoXSDTdI9epJkydLhw+7ulIAAOACBC4AKAre3tLAgdKyZdKuXdLjj0vBwdK+fdILL5iTbPTrJ339tZSW5upqAQBAMSFwAUBRa9BA+s9/zF6tOXPMSTUyM6VFi6RbbjF7xZ56ygxmAACgVOMarnziGi4AV2XPHunDD80AdvRo1vZ27aR77pEGDZJCQlxXHwAAyDcmzXACAheAIpGWJn3/vfTBB+ZjRoa53dvbHHJ4zz3mtV8+Pq6tEwAA5InA5QQELgBF7uhR6f/+z7yf19atWdtDQqQ77pDuuktq316y5HOqegAAUCwIXE5A4ALgVNu2SR9/LM2blzW9vGTez+uOO6Q775SaNiV8AQDgBghcTkDgAlAsMjLMmQ4//lj65hvp7NmsfY0amcHrzjvN6eYBAIBLELicgMAFoNidP2/ObPjpp+ZjSkrWvpYtpVtvNaeir1/fdTUCAFAGEbicgMAFwKVsNrPH6//+T1q6NGuyDUlq0sQMXgMHSlFRLisRAICygsDlBAQuAG4jIUFasED64gszfKWnZ+1r1Mi819eAAVKrVlzzBQCAExC4nIDABcAtnT4tffutGb6WLJFSU7P2Va8u3XijGb66dGGqeQAAigiBywkIXADcns0mffedOfTwhx+kc+ey9gUFSX37mgGsd2+pQgWXlQkAQElH4HICAheAEiU52ZztcMECczl+PGufp6fUoYN5o+V+/aSGDRl6CABAARC4nIDABaDEysiQNmwwg9d330k7d2bfHxFhBq++faXOnSV/f9fUCQBACUHgcgICF4BSY98+c5r5776TVqzIft2Xn5+Mzl20v00n/d2qo8o1aay2dULl6UEPGAAAdgQuJyBwASiVzp0zhx5+95153dehQ9l2HwqqqF8btFWtwTerxdBbuPYLAAARuJyCwAWgtFv8xxFNfWOBOv/9m7rs26xrDm6Xb0aaY7/h4SFLq1bSddeZy7XXSn5+LqwYAADXIHA5AYELQGmWkWmo4yvLFW9LdmzzS0tWuwPb1WXfb+q4f6siTx7M/iI/P6lTJzN8desmtWgheXkVc+UAABQ/ApcTELgAlGbr4k7qzpnrL9umclKC5kacU+S29eYNl+PjszcICjIDWLdu5tKsmTkjIgAApUxBsgF/igQA6HhS8hXbHAsM087rrlPk2Ickw5D+/NMMXsuWSatWmfcBW7TIXCQpONic9bBLFzOI0QMGACiD+D8fAECVAvN3LZajncUiRUWZy6OPmlPPb90qrVxpzny4erV05oz07bfmIkkBAVL79mYI69RJatuWKegBAKUeQwrziSGFAEoz+zVcR23Jyu1/ChZJVax+WvtM9/xNEZ+eLm3ebAawNWuktWvNAHYxHx+pVStz8o0OHczHypWv/sMAAOBkXMPlBAQuAKXd4u3xGjV3syRlC132eDVjSEv1iQ4v3MEzM6Xt283wtXq1uRw9mrNdvXpZAax9e7MHjevAAABuhsDlBAQuAGXB4u3xil24M9tsheFWP8X0jyp82MqNYUhxcdIvv0g//2w+7thhbr9YQIA59LBdO3O55hqpUqWiqwMAgEIgcDkBgQtAWZGRaWjjvlM6npSsSoF+ahsRkr9hhFfrzBlp/fqsALZxo3T2bM52ERFm8GrTxlxatpTKl3d+fQAA/A+BywkIXABQzDIypJ07zRBmX3buzNnOw0Nq3DgrgLVpI0VHS76+xV8zAKBMIHA5AYELANzAmTPSpk1Zy8aN0pEjOdt5e5uhq1WrrKVJE/NmzQAAXCUClxMQuADATR05kj2A/fabdOpUznZeXmZPWPPm5j3Bmjc3F6u1mAsGAJR0BC4nIHABQAlhGNI//5jB6+Ll5Mnc20dEZAWwpk2lZs2kWrXMe40BAJALApcTELgAoAQzDOngQWnLFnPZutV8PHAg9/ZBQWb4uniJjpYCA4u1bACAeyJwOQGBCwBKoZMnpd9/N8PX779L27aZE3OkpeXevnZtM3hFR5vXhEVHSw0bmjdxBgCUGQQuJyBwAUAZkZoq7d5thq9t27KCWHx87u09PaXISPP6sKiorMf69ZkpEQBKKQKXExC4AKCMO3nSvDnzH39I27dnPdpsubf39JTq1ZMaNTKXhg2zHhmaCAAlGoHLCQhcAIAcDEM6dMgchmhfduwwH/MKYpJUrZoZvho0yL7UqGHeVwwA4NYIXE5A4AIA5JthmEMQd+yQdu2S/vwzazl2LO/X+fubwxMbNDCHJEZGZj2GhjJzIgC4CQKXExC4AABF4vTprBC2e3fWEheX92QdklShghm87Eu9ellLSAhhDACKEYHLCQhcAACnSk+X9u3LCmB795rLnj3msMXLCQ6W6tY1w1fduuZSp465VKtmXk8GACgyBC4nIHABAFzm/HmzB2zPHjOE/fWXucTFXTmM+fiY09nbA1hERPalQoVi+QgAUJoQuJyAwAUAcEsXLkh//509hP39t7ns33/5YYqSZLVmha/atbOWWrXMR6vV6R8BAEoaApcTELgAACVORobZAxYXZy779mVfjh+/8jGCg83wVauWVLNmzvVKlZhZEUCZQ+ByAgIXAKDUOXfO7AWzB7B//jGX/fvNJSHhysfw8ZGqVzentK9Z03y0LzVrmvuCg8vspB4ZmYY27jul40nJqhTop7YRIfL0KJvfBVCaFCQbeBVTTQAAwN2ULy81bmwuuTl3LiuAHThgrh84kLV++LCUmpo1hPFy71O9etZSo4b5WK1a1hIWVup6yhZvj1fswp2KtyU7toVb/RTTP0p9osNdWBmA4kQPVz7RwwUAwCXS083QdfCguRw4kHP95Mn8HcvbO3sAq1ZNqlo15xIQ4NzPVEQWb4/XqLmbdekvWfa+rRlDWhK6gBKMHi4AAOB8Xl5Z13Tl5cKFrFB26FDWcvCguf3wYfNasrS0rKGMlxMUJIWH51yqVs1ar1LFnOzDRcMYMzINxS7cmSNsSZIhM3TFLtypnlFVGF4IlAEELgAA4Dz+/lk3aM5LWpoUH58VwA4dMp8fOWI+P3LEXJKSpMREc9m9+/Lv6+trBi97ALMvlSuby8Xr5csX6UfeuO9UtmGElzIkxduStXHfKbWvG1qk7w2UViX5ekgCFwAAcC1vb3OCjZo1L98uKckMXvHxWcvFz48ckY4elWw2KSUlaxKQKwkIMINXpUpZIezSdfsSHHzFa82OJ+UdtgrTDijrSvr1kAQuAABQMgQGSg0amMvlXLggHTtmhq+jR7MC2bFjWdvtj8nJ0tmz5hIXd+UaPD2lihXN8GV/DAsz1/+31E31Ud2EwzpVLkhn/ANlWHIPaJUC/QrxJQBlS17XQx61JWvU3M0l4npIAhcAAChd/P2zbuB8OYZh9prZA9jx4+ZiX7/48cQJ6cwZ895m9iCXh2hJy/63nmHx0Bm/AJ32D9LJcladLhek0/5BSg0O0TUVd5lhzb6EhpqPLrz+DHAnpeV6SAIXAAAomywWcxKOoCCpfv0rt09NNYPX8eNZj/b1S5a0Y8flnZQoTyNToRcSFXohUfVOHcp+vFX/l/v7eHpKISFmALMvuT23L/bn5coR1FCqlJbrIQlcAAAA+eHjkzVl/RV4S/pxyz968/ONSj92XCHnE1XhQqJqG+d1c3UfRXqmmFPmJyRkfzx71uxFs4e3gtZXoUJWELOvX/x46RIcbD76MbwR7qe0XA9J4AIAAHCC3i1q6bpmNQs2s1rK/4KYfTl1Kvtz+zb7Yt+Wlmb2wNmvUysoP7/sASw4OOd6bovVai4+PgV/T+AK8nudo7tfD0ngAgAAcBJPD0vBhjr5+mbd5Dm/DEM6f94MXqdPZ4Ux+/rFj5cuZ86Yr09OzppcpDD8/c3gdXEICw42h2van9uXi7fZh3RareZnZ0gkLtI2IkThVj8dtSXneh2XRVIVq/mHDHdG4AIAACjJLBbzXmLly195av1LZWaa9zWzh68zZ3Kunz5tTrVvs2Vtty9JSeZxLlwwl8tMJnJF3t5Z4csexAIDs9Yvfh4YmH394m2BgeaxUOJ5elgU0z9Ko+ZulkXKFrrs0Tymf5RbT5ghSRbDMHILjLhEYmKirFarbDabgoKCXF0OAACA62VkmIHtzJnsocy+fvGSmJjzeWKiGdqK+tdRX9/sASww0Lzf2qXrFz/al0ufBwQwIYmLueN9uAqSDQhc+UTgAgAAcILMTHOyEHsAuzSM2dft+5KSsrZfup6S4pwaLRYzdF0axMqXz3q8eP3ibXkt5cqZjz4+hLl8yMg0CnY9pJMVJBswpBAAAACu4+GRNWTwaqWmmuHNHsQuXew3ubavX/qY2yKZPXDnzplLYSYluRxPz6zwldujfbn0eV6Lv3/OdT8/83suwQp8PaQbIXABAACgdPDxyZoWvyhkZpoTkpw7lxXALl63P7dvs6/n9vzSJS3NfI+MjKxA6Ex+flkhzL5c+vxKi59f/te9vem5+x8CFwAAAJAbD4+s4YOVKxftsdPSssKc/dG+XLiQtd2+XLzv4u2XLhfvT03Ner/kZHMpLh4eZvjKbbEHs7wWX9+c6xdv69XLPEYJQeACAAAAipu3d9b0+M6SkZE9gNlnk7x4Pbfnly7JyZffZ99/caCz9w6eP1/0n+vIEQIXAAAAABfz9MzqoSsOhmH2qtnDWEpK9lB2cThLScm5/dJ9F7e5eFu5csXzeYqI2wauTZs2KSYmRuvWrVNqaqoaN26sxx9/XIMHD873MTIzM/XOO+/ovffe0969exUQEKBu3bpp8uTJioyMdGL1AAAAQBljsZhD/3x9zRtfQ5LkltOVrFy5Uh07dtSaNWs0cOBAjRo1SgkJCbrrrrv00ksv5fs4Dz74oEaPHq2MjAyNHj1aN9xwg7799lu1adNGO3fudOInAAAAAAA3vA9Xenq6GjZsqEOHDmndunVq0aKFJCkpKUnt27fX7t27tXPnziv2UK1YsULdu3dXp06d9NNPP8nX11eStGzZMvXs2VOdOnXSqlWr8l0X9+ECAAAAIBUsG7hdD9fy5csVFxenwYMHO8KWJAUGBmr8+PFKT0/XrFmzrnicmTNnSpImTZrkCFuS1KNHD/Xu3VurV6/Wnj17iv4DAAAAAMD/uF3gWrlypSSpV69eOfbZt+WnZ2rlypUqX768OnTokGNf7969r3iclJQUJSYmZlsAAAAAoCDcLnDt3btXknIdMlihQgWFhYU52uTl3Llzio+PV0REhDw9PXPstx/7cseZMmWKrFarY6lRo0ZBPgYAAAAAuF/gstlskiRrHvckCAoKcrS5mmNc3C4348aNk81mcywHDx68Yu0AAAAAcDG3nRbe1Xx9fbNd+wUAAAAABeV2PVz2Xqm8ep/sM4Jc7TEubgcAAAAAzuB2gety11edPn1aCQkJV5wSvnz58goPD9e+ffuUkZGRY//lrhMDAAAAgKLidoGrS5cukqQlS5bk2GffZm9zpeOcO3dOP//8c459P/74Y76PAwAAAACF5XaBq0ePHqpTp44++eQTbd261bE9KSlJEydOlJeXl4YNG+bYnpCQoF27dikhISHbcUaOHClJeuGFF5SamurYvmzZMv3444/q3Lmz6tev79TPAgAAAKBsc7vA5eXlpffff1+ZmZnq1KmTRo4cqbFjx6pZs2basWOHJkyYkC0oTZ8+XY0aNdL06dOzHadbt24aPny41qxZoxYtWujpp5/W0KFD1bdvXwUFBWnGjBnF/dEAAAAAlDFuF7gkMyytXbtWHTt21Pz58/XOO+8oNDRUc+fO1fPPP5/v4/z3v//Vm2++KYvFojfffFOLFi1S//79tXHjRkVFRTnxEwAAAACAZDEMw3B1ESWBfXZEm83muI8XAAAAgLKnINnALXu4AAAAAKA0IHABAAAAgJMQuAAAAADASQhcAAAAAOAkXq4uoKSwzy2SmJjo4koAAAAAuJI9E+Rn/kECVz4lJSVJkmrUqOHiSgAAAAC4g6SkJFmt1su2YVr4fMrMzNSRI0cUGBgoi8Xi6nKUmJioGjVq6ODBg0xTjyvifEFBcc6goDhnUFCcMygodzpnDMNQUlKSqlatKg+Py1+lRQ9XPnl4eKh69equLiOHoKAgl59wKDk4X1BQnDMoKM4ZFBTnDArKXc6ZK/Vs2TFpBgAAAAA4CYELAAAAAJyEwFVC+fr6KiYmRr6+vq4uBSUA5wsKinMGBcU5g4LinEFBldRzhkkzAAAAAMBJ6OECAAAAACchcAEAAACAkxC4AAAAAMBJCFwAAAAA4CQErhJm06ZNuuGGG1ShQgWVL19ebdu21SeffOLqsuBkhw8f1rRp09SrVy/VrFlTPj4+qlKlim699VZt2LAh19ckJibqiSeeUK1ateTr66tatWrpiSeeUGJiYp7v88knn6ht27YqX768KlSooBtuuEG//vqrsz4Witmrr74qi8Uii8Wi9evX59qG8waS9PXXX6tnz54KDQ2Vv7+/IiIidOedd+rgwYPZ2nG+wDAMffXVV+rWrZvCw8NVrlw5NWjQQA888ID+/vvvHO05Z8qGuXPn6oEHHlDr1q3l6+sri8Wi2bNn59m+OM6LvXv36vbbb1fFihXl7++vpk2bavr06crMzLyaj5o/BkqMFStWGD4+PkZAQIAxfPhw48knnzQiIiIMScbkyZNdXR6c6JlnnjEkGXXr1jXuu+8+49lnnzVuvfVWw9PT0/Dw8DA+++yzbO3Pnj1rNG/e3JBk9OzZ03jmmWeMPn36GJKM5s2bG2fPns3xHpMnTzYkGTVr1jSeeOIJY+TIkUZQUJDh4+NjrFixopg+KZxl586dhq+vr1G+fHlDkrFu3bocbThvkJmZaYwcOdLx35uHHnrIeOaZZ4y7777bqFmzprFmzRpHW84XGIZhPPHEE4YkIzw83HjwwQeNp59+2ujdu7dhsViMwMBA448//nC05ZwpO2rVqmVIMsLCwhzrs2bNyrVtcZwXO3bsMKxWq+Ht7W3cddddxtNPP200adLEkGSMGDGiiD99TgSuEiItLc2oW7eu4evra2zevNmxPTEx0WjcuLHh5eVl7Nmzx4UVwpm+/PJLY/Xq1Tm2r1692vD29jZCQkKM5ORkx/YXX3zRkGQ8/fTT2drbt7/44ovZtu/Zs8fw8vIy6tevb5w5c8axffv27Ua5cuWMunXrGmlpaUX8qVBc0tPTjTZt2hht27Y1hgwZkmfg4rzBG2+8YUgyHn74YSM9PT3H/ot/npwviI+PNzw8PIzatWsbNpst277//Oc/hiTj3nvvdWzjnCk7fvrpJ2P//v2GYRjGlClTLhu4iuO86Ny5syHJWLRokWNbamqq0aNHD0OSsXz58qv5uFdE4Cohfvzxxxz/4bL79NNPDUnGuHHjXFAZXK1Xr16GJGPTpk2GYZh/oa5ataoREBCQ469CFy5cMCpUqGBUq1bNyMzMdGwfN26cIcmYM2dOjuM/+OCDhiTjxx9/dO4HgdNMnjzZ8PHxMbZv324MHTo018DFeYPz588bISEhRp06da74SyznCwzDMNatW2dIMu66664c+/bs2WNIMvr27WsYBudMWXa5wFUc58Xu3bsNSUa3bt1ytF+/fr0hybjzzjuv4hNeGddwlRArV66UJPXq1SvHPvu2VatWFWdJcBPe3t6SJC8vL0nmGOUjR46oQ4cOKl++fLa2fn5+6ty5sw4fPqy//vrLsf1y51fv3r0lcX6VVNu3b1dsbKxeeOEFNW7cOM92nDf46aefdOrUKQ0YMEAZGRn66quv9PLLL+vdd9/N9nOXOF9gioyMlI+Pj37++WclJSVl2/f9999Lkrp37y6Jcwa5K47z4nLt27Ztq+DgYKefR15OPTqKzN69eyWZ/3G7VIUKFRQWFuZog7LjwIEDWrp0qapUqaImTZpIuvy5cvH2vXv3ZlsPCAhQlSpVLtseJUt6erqGDRumRo0a6dlnn71sW84b2C829/LyUrNmzbR7927HPg8PD40ZM0avvfaaJM4XmEJDQzV58mQ99dRTatSokW688UYFBgbqjz/+0NKlSzVy5EiNHj1aEucMclcc58Xl3sNisahevXr69ddfdf78eZUrV+4qPk3e6OEqIWw2myTJarXmuj8oKMjRBmVDWlqa7r77bqWkpOjVV1+Vp6enpPydKxe3s68XpD1Khpdeekm///67PvzwQ0dPaF44b3D8+HFJ0tSpUxUUFKSNGzcqKSlJq1evVv369TV16lTNmDFDEucLsowdO1bz5s2TzWbTjBkz9Oqrr+qHH35QmzZtNGTIEMd/ezhnkJviOC8K8x5FjcAFlECZmZm67777tHr1ao0YMUJ33323q0uCm/n99981adIkjR07Vi1btnR1OSgB7FMj+/j46JtvvlGbNm0UEBCgTp066YsvvpCHh4emTp3q4irhbiZNmqRhw4Zp3LhxOnjwoM6ePau1a9cqPT1d3bp101dffeXqEgGXI3CVEPZUnlf6TkxMzDO5o3QxDEMjRozQ3LlzNWTIEL377rvZ9ufnXLm4nX29IO3h/oYOHaq6detqwoQJ+WrPeQP7z6p169aqWrVqtn2NGzdWnTp1FBcXpzNnznC+QJK0fPlyjR8/Xo888oiee+45Va9eXeXLl1eHDh303Xffyd/fX2PGjJHEf2OQu+I4L/L7HvaeLmcgcJUQlxurfPr0aSUkJOQ5/hWlR2Zmpu6//359+OGHuvPOOzV79mx5eGT/Z3ylce25jWWOjIzU2bNndfTo0Xy1h/v7/ffftWvXLvn5+TludmyxWDRnzhxJUvv27WWxWPTNN99I4ryB1KBBA0lScHBwrvvt2y9cuMD5AknSokWLJEndunXLsa9ixYpq0qSJDhw4kO13FM4ZXKw4zovLvYdhGPrrr79UtWrVHJN2FCUCVwnRpUsXSdKSJUty7LNvs7dB6ZSZmanhw4dr1qxZGjRokD7++GPHdVsXi4yMVNWqVfXzzz/r3Llz2fYlJydr9erVqlq1qurVq+fYfrnz68cff8zWBiXD/fffn+ti/x/PjTfeqPvvv1+1a9eWxHmDrF+a//zzzxz70tLS9Ndff6l8+fKqWLEi5wskSampqZKkEydO5Lrfvt3X15dzBrkqjvOia9euebbfuHGjzpw54/zzyKmTzqPIpKWlGXXq1DF8fX2NLVu2OLZffOPj3bt3u65AOFVGRoYxbNgwQ5Jx2223XfEeOQW9ieDu3bu5uWQZkdd9uAyD8wZZ9/WbOXNmtu3/+te/DEnGkCFDHNs4X/B///d/hiSjcePG2X6mhmEYs2fPNiQZrVq1cmzjnCmbivrGx4U5L/K68fF1113HjY+R3fLlyw1vb28jICDAGDFihPHkk08aERERhiRj0qRJri4PThQTE2NIMgICAoznn3/eiImJybFcHMTPnj1rNG/e3JBk9OzZ03j22WeN66+/3pBkNG/ePMfNBQ3DMCZNmmRIMmrWrGk88cQTxgMPPGAEBQUZ3t7eTv8PEYrP5QIX5w3++usvo1KlSo4b1j755JNG9+7dDUlGrVq1jPj4eEdbzhekp6cbXbt2NSQZFStWNO6//35j7NixRs+ePQ1Jhq+vr7FmzRpHe86ZsmPmzJnG0KFDjaFDhxotW7Y0JBkdOnRwbPv6668dbYvjvNixY4dhtVoNHx8fY8iQIcbTTz9tNG3a1JBkDB8+3JlfhWEYBK4SZ8OGDUafPn0Mq9Vq+Pv7G61btzbmzp3r6rLgZPZfki+3XPqXozNnzhhjxowxatSoYXh7exs1atQwxowZk+OvkBebO3eu0bp1a8Pf39+wWq1Gnz59jI0bNzr506E4XS5wGQbnDQzjwIEDxrBhw4wqVao4zoGHH37YOHbsWI62nC9ITk42XnnlFaNly5ZGuXLlDC8vL6NatWrG4MGDjT/++CNHe86ZsuFKv7fExMRka18c58Xu3buNgQMHGqGhoYavr6/RuHFj48033zQyMjKK6mPnyWIYhlFEoxMBAAAAABdh0gwAAAAAcBICFwAAAAA4CYELAAAAAJyEwAUAAAAATkLgAgAAAAAnIXABAAAAgJMQuAAAAADASQhcAAAAAOAkBC4AAAAAcBICFwAAxWTlypWyWCyaMGGCq0sBABQTAhcAoMR7/fXXZbFYdN999+W6/8SJE6pcubKCgoJ04MCBYq4OAFCWWQzDMFxdBAAAVyMzM1Ndu3bVmjVrtHDhQvXr1y/b/oEDB+rLL7/U+++/r/vvv99FVUrnz5/XgQMHFBYWprCwMJfVAQAoPgQuAECp8Pfff6tp06YKDAzUjh07FBISIkmaN2+ehgwZouuvv17ff/+9i6sEAJQ1DCkEAJQKderU0auvvqqjR4/q4YcfliTFx8dr9OjRCg4O1vvvv5+v4/z222965JFHFB0dLavVKn9/fzVp0kQvv/yy0tLSsrWdO3euLBaL+vfvn+M4s2fPlsVi0c033+zYltc1XHv37tW9996riIgI+fn5KSwsTC1bttSTTz5ZwG8BAOBu6OECAJQahmGoV69eWrp0qebPn6/Zs2fr+++/18cff6whQ4bk6xgPPvigFi5cqM6dO6tGjRo6f/68Vq5cqR07duiWW27Rl19+ma39kCFDNG/ePL311lt65JFHJEl//fWXWrRooaCgIG3btk2hoaGSzMDVrVs3xcTEOELXkSNH1LhxY507d059+/ZVgwYNdPbsWe3du1crVqxQampq0X1BAIBi5+XqAgAAKCoWi0UffvihoqOjdffddyslJUU333xzvsOWJI0bN05vv/22PD09HdsMw9Dw4cP14Ycf6ueff1aHDh0c+2bMmKF169bpqaeeUpcuXdSoUSMNHjxY586d04IFCxxhKy9ffvmlzpw5ozfeeEOPPvpotn0JCQn5rhsA4J4YUggAKFVq1Kihhx56SCkpKfL19dW7775boNfXqlUrW9iSzCBnH6a4dOnSbPsCAwP1ySefKD09XXfeeaeefvppbdq0SU899ZS6d++e7/f19/fPsY2JNQCg5KOHCwBQqhw7dkwzZ86UJKWkpGjRokW69957Hfu/+eYbbd26Ndtrunbtqq5du0qSUlNTNX36dH366afatWuXzp49q4tH3x85ciTHe15zzTWaMGGCXnjhBe3YsUOtW7fWpEmT8lVvv3799Oyzz+rhhx/WTz/9pD59+qhjx46qX79+AT85AMAdEbgAAKXKyJEjdfLkSb366qt6+eWXNWbMGPXq1UvVqlWTZAauOXPm5HidPXANHDhQCxcuVP369TVo0CBVqlRJ3t7ejmF/KSkpub7vzTffrPHjx8swDI0cOVLe3t75qjciIkLr1q1TbGysfvjhB33++eeSpAYNGmjixIm67bbbCvEtAADcBYELAFBqzJkzR99++61uuukmPfXUU6pataqGDBmiESNGOKaEnz17tmbPnp3r6zdt2qSFCxeqd+/eWrRoUbahhevXr9cbb7yR6+tSU1M1ZMgQeXh4KDAwUM8995z69eun8PDwfNXdtGlTffnll0pLS9Nvv/2mH374QW+++aYGDRqkqlWrZrtmDABQsnANFwCgVDh06JAee+wxhYaG6r///a8k6a677tJNN92kH374QbNmzbriMeLi4iRJffv2zXEd15o1a/J83bPPPqstW7Zo/PjxmjVrlhISEnTPPfeooBMBe3t7q127doqNjdWbb74pwzD03XffFegYAAD3QuACAJQK999/v2w2m95++21VrlzZsf2///2vQkNDNWbMGB06dOiyx6hVq5Ykae3atdm279ixQ1OmTMn1NUuWLNG0adN07bXX6oUXXtCAAQM0cuRILV26VFOnTr1i3Zs2bdLx48dzbD927Jik3CfTAACUHAQuAECJ9+6772rJkiUaOHCgBg0alG1f5f9v745ZkoviOI7/wk1wk1oc2nwFObYEjg5NOQl3aKhZEXoHEQhe0M1NBGfBd+EYLdFo0NQreJ7Npaeo4UIPfD7j4c85cLYv58I9OUlZlnl/f8/19fWX+3Q6nXQ6nazX65yfn2c0GuXq6ipnZ2e5uLj4MP/29pbBYJBGo5Hlcnl4FZtMJmm327m7u8tut/vyzOVymVarlW63m5ubm4zH4/R6vYzH4zSbzRRF8cPbAOA3EVwA/NdeXl4yHA5zfHyc+Xz+z5l+v5/Ly8tst9ssFotP96rVatlsNimKIs/PzynLMo+Pj3l4eMj9/f2H+aIo8vr6mtlsltPT08N6vV7ParVKksM/uT7T7/dTFEX2+31Wq1Wm02menp5ye3ub3W6XVqv1zZsA4Dc6+vPTD8wBAAD4Fi9cAAAAFRFcAAAAFRFcAAAAFRFcAAAAFRFcAAAAFRFcAAAAFRFcAAAAFRFcAAAAFRFcAAAAFRFcAAAAFRFcAAAAFRFcAAAAFfkL26D8Hwug5vMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xlist = depth_list\n", + "ylist = fids_list\n", + "double_exponential_fit(xlist, ylist)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal parameters: a = 0.8611728937793451, b = -0.0061053402087884075, c = 0.06492734996691617\n", + "r = 163.79103633906226, r_err = 1.6854478498939247\n", + "r_fid = 0.9939132595089585, r_fid_err = 6.24429686836602e-05\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26049\\AppData\\Local\\Temp\\ipykernel_7380\\2219549172.py:18: RuntimeWarning: overflow encountered in exp\n", + " return a * np.exp(b * x) + c\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xlist = depth_list\n", + "ylist = 1 - np.array(ee_list)\n", + "single_exponential_fit(xlist, ylist)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RB Check" + ] + }, + { + "cell_type": "code", + "execution_count": 449, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9720.604978314888\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9709.604237887179\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9767.60787509756\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# file_list = np.arange(506, 520, 1)\n", + "# file_list = np.arange(632, 653, 1)\n", + "file_list = np.arange(632, 648, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S5 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1-S6" + ] + }, + { + "cell_type": "code", + "execution_count": 416, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "969.0266160489009\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "4870.248201987574\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9659.537521530776\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9633.54742093409\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(520, 534, 1)\n", + "# file_list = np.arange(408, 429, 1)\n", + "# file_list = np.arange(366, 387, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S6 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RB Check" + ] + }, + { + "cell_type": "code", + "execution_count": 450, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "961.028351952544\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "968.0276446754301\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "955.027681058263\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "964.0291384242245\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9652.554936434546\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# file_list = np.arange(520, 534, 1)\n", + "# file_list = np.arange(653, 674, 1)\n", + "file_list = np.arange(653, 669, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S6 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1-S7" + ] + }, + { + "cell_type": "code", + "execution_count": 418, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "960.0258340266341\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "2925.150148668815\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "4885.276802671573\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9759.58588117375\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9733.596126615848\n" + ] + }, + { + "data": { + "image/png": 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t27alcOHCODs78+STT/LFF19gGIbFfr6+vjRr1gyA0NDQJHVTAwMDzX1TWnArLCyMuXPn0qFDBypVqoSrqyuurq7UqFGDd955x/yYWm5JbsGtMmXK0LdvXwC2bt2a5LyzalExERERkfzq5MmTAHh5eSVJvFojvfelDzpy5Aj9+vWjTJkyODo64unpSdOmTfn666+Ji4uz6Jt4v5+obNmyFvd1Dz5td+vWLd5//31q166Nm5sbjo6OlChRggYNGvD2229z4sSJDJ+niMiDNPNVRPIVd3d3li1bRqNGjfj0009p0aIFbdq0MW8/ePCgOSk7d+5cSpcunWSM6OhomjVrxs6dO6lQoQLVqlXj0KFDLF++nJ9++ol169bRpEkTi31iY2Pp1q0b3333HQBPPPEE5cqV4/jx4yxdupRvv/2WOXPm0L9//xRj79+/P/Pnz6dkyZJUqlSJY8eOERgYSFBQEKtWraJ9+/ZJ9vnhhx/o0aMHd+/excnJiXLlyhEVFcXevXv5888/WblyJQEBAbi7uyd7TH9/f/r370/BggUpV64cISEhHDhwgGHDhhESEsJ///tfc9+aNWty7do1Dh48mGwN1YfrpCZn+fLlDBs2DAcHB3x8fKhWrRo3b97k2LFjHDp0iKVLl7Jt2zbKlCmT5lg5pV69ejg4OHD8+HHc3d2pWbOmxXYnJ6dcikxEREQkb0i817x8+TInTpygQoUKVo9hzX1pohUrVtCzZ0+io6NxdXU1368GBQURFBTEd999xw8//GC+XytVqhSNGjVi+/btANStWxdHR0fzeInrTNy+fZtnn32WgwcPYjKZKF++PJ6enly5coW9e/fy+++/U7ly5Qydp4hIEoaISC5p2rSpARh+fn5W7/vxxx8bgFGkSBHj/PnzhmEYRmRkpFGtWjUDMN54440k+/j5+RmAYW9vb3h5eRnBwcHmbdeuXTPatm1rAEbx4sWNmzdvWuw7YcIEAzBcXFyMVatWmdvv3btnjBw50gAMOzs7Y/fu3Rb7LViwwHzMwoULGwEBAeZtt2/fNtq3b28ARpkyZYz4+HiLfffu3Ws4OjoaJpPJmDx5shEZGWnedvz4caNevXoGYPTu3dtiv9OnTxuAARiOjo7Gp59+asTGxpq3T5482QAMk8lknDhxwmLfLVu2GIBRunTp5C67WeL4p0+ftmjftWuX8csvvxj37t2zaL969aoxcOBAAzDatGmTZLz0Hvdhidc3vfsl/p1bsGBBsuM0bdrUquOLiIiIPA5Onjxp2Nramu9b58yZY5w5cybN/TJzX3rkyBHDycnJAIwBAwYYt2/fNm8LCAgwPDw8DMAYPnx4kuOmdK+aaMaMGQZg1KxZM0mfu3fvGitWrDB27NiR5vmJiKSHkq8ikmsSE2FpvR5OLhqGYcTHxxutWrUyAKNZs2ZGXFycOblXrVo1i0RlosTkK2B88803SbbfunXL8PT0NABjxowZ5vbbt28b7u7uBmB8/PHHyZ5LkyZNDMDo0KGDRXtiUg8wFi9enGS/CxcuGPb29gZg7N+/32Lbiy++aADGu+++m+wxz5w5Y7i6uhq2trbGuXPnzO0P3uT2798/yX7x8fFGjRo1DMD47LPPLLZlNvmalhIlShgmk8m4dOlSho77sAevb0qv9u3bm/sr+SoiIiKSMZ9//rlhY2NjcZ/l7e1tvPjii8bUqVOTJE8NI3P3pf369TMAo0aNGkkmKRiGYcybN88ADAcHB+Py5csW29K6Vx00aFCSe34Rkeyimq8ikutKlixJo0aNUnxVqlQpyT4mk4lFixbh4+PDli1beOmll5g7dy5OTk4sX74cZ2fnFI9XrFgxunTpkqS9QIECDBgwAIBffvnF3L5t2zYiIiJwcXFh8ODByY45atQoAAICAoiNjU2y3cPDgx49eiQbS9myZQEs6kpFREQQEBAAwKBBg5I9ZsmSJalXrx5xcXFs3bo12T5Dhw5N0mYymXj22WeTHDOr3Lt3j6VLlzJo0CBat25NkyZNaNy4MY0bN+bWrVsYhpFijdyMcnR0TPHvT7Vq1bL0WCIiIiKPo2HDhrFr1y66du2Km5sbkFCGYN26dYwZM4aKFSvSr18/7ty5k+z+1t6XJt6Pv/XWWxZ1XBP16tWLokWLEh0dzaZNm6w6l8TyA6tXryYiIsKqfUVErKWaryKS6/r162dR/D69ihYtyqJFi2jVqhXr1q0D4JNPPklSs/NhVapUwdbWNtlt1atXBxIK+ydKXISrXLlyuLq6Jrtf4jEjIyM5c+YM5cqVs9hesWLFZG8aAby9vTl27Bi3b982tx08eJC4uDhMJhOvv/56iudy7NgxAM6dO5fs9uQS14nHBCyOmRWOHDlC27ZtOX36dKr9rl27lqXH9fHxITg4OEvHFBERERFLdevWZdmyZcTFxXHw4EH27NnDli1bWLt2LdevX2fBggVcuXKFn3/+Ocm+1tyX3rx5k0uXLgGkeG9vb29PlSpVuHLlCkePHrXqPPr168f06dMJDAykePHiPP/88zRq1IhnnnmGhg0bYmenVImIZB3NfBWRfK1OnToULlwYSJi52r179zT3SbzBS23brVu3zG2Jf/bx8UlxvwdXfX1w30QpJW0BbGwS/iuOj483t924cQMAwzDYvn17iq+rV68CCUnf5KR03OSOmVnx8fG89tprnD59mjp16rBmzRrOnz9PVFQURkKZG/NCZjExMVl2XBERERHJWba2tjz11FP07duXRYsWcerUKV555RUA1q5dy86dO5PsY8196YP30+m5B0/u/js1Pj4+7Nq1i549e2JjY8OPP/7I6NGjadKkCcWLF2fq1KnExcVZNaaISEqUfBWRfK1fv36EhYVhY2PD7du3U3xE/0GXL19Oc1vio1QP/jnx0/fkXLx4MUn/zChQoAAABQsWNCcuU3tlZOZwVvv99985cuQIzs7ObNiwgZdffpnixYvj4OBg7pPVM15FREREJPd5eHiwYMECcyI1ueSrNR68n07PPXhG7r/Lly/PokWLuHHjBn/88QeffvopLVq04OrVq4wdO5b33nvP+sBFRJKh5KuI5FszZ85kzZo1FCpUiC1btuDu7s6KFSuYN29eqvsdPXo0xU+yDx06BEDVqlXNbVWqVAHg1KlTKc4wPXjwIAAuLi7mGlKZUb16dUwmE+Hh4Rw+fDjT46VXSqUR0iOx1EDVqlXx8vJKsv3atWvmEg55TWbOW0REREQSErBFihQBIDo6OtNjJc54TbzPflhsbKz53vLBe3dr2dra8vTTTzNixAg2bdrEZ599BsCXX36Z4TFFRB6k5KuI5Ev79+/n7bffBuDrr7/mueeeY86cOQAMHz7combrwy5evMjKlSuTtN+5c4evv/4agBdffNHc3rhxY9zd3YmMjDQf42GffPIJAK1atcqSGlFeXl40b94cgEmTJmV6vPRycXEB4O7duxne99KlSxiGkWT7p59+mmcf38rMeYuIiIg86sLCwtIsV/X3339z5coVIOX6rtZo27YtkHAPmdy95eLFi7l8+TKOjo60aNHCYltm7u2ee+45AMLDw1OceCEiYg0lX0Uk34mMjKRr165ERUUxZMgQOnToAEDXrl3p27evefu9e/eS3d/e3p7hw4fz22+/mdtu3LhB9+7duX79Oj4+PvTt29e8zdXVlf/85z8AjB8/njVr1pi3RUVFMXr0aLZu3YqdnR1jx47NsvOcNm0aTk5OLF++nAEDBiR55Co6OpoNGzbQqVOnLDtm+fLlMZlMXLlyxTwLOL2eeeYZ7O3tuXDhAv/3f/9nTrTGx8czc+ZMpk6dipOTU5bFmpUqVKgAJMx8Tq0shYiIiMjjaPny5VSvXp3PPvssyUKvhmGwYcMG2rdvj2EYlCxZklatWmX6mKNGjcLJyYn9+/czZMgQi0Tor7/+yltvvQXA4MGDKVq0qMW+ifd2mzdvTnbsMWPG8OWXXya57wsPD2fq1KkAVKtWzZzEFRHJDC3hJyK5bv78+WzatCnVPv7+/uabqH//+98cPXqUmjVrmmecJpo5cyY7duzgr7/+YtSoUXzxxRdJxurYsSOnT5/m2WefpWLFiri7u3Po0CHu3buHs7Mzy5Ytw8PDw2Kf//u//+PAgQN8//33tG/fnlKlSuHt7c2xY8e4efMmtra2fPnll9StWzeTV+MfderU4fvvv6d79+58/fXXLFiwgEqVKlGwYEFu3rzJiRMnsnzhqkKFCtG2bVt+/vln6tSpQ40aNcw1tGbMmEGtWrVS3Ldo0aK8++67TJo0ialTpzJ37lzKlClDSEgIYWFhDBgwgOPHj7N169YsjTkr1KpVi5o1a3LgwAHKly9vcbO9fPnyVBd6EBEREXnUmUwmjh49yogRIxgxYgTFihWjePHixMTEcPbsWfNisd7e3vzwww84Oztn+phVqlRh4cKF9OzZk9mzZ7NkyRKqVKnC9evXOXXqFJDw1FlisvRBvXr1YtSoUfzrX/9i1qxZFClSBJPJRJ8+fejTpw9Hjhzhww8/ZMiQIZQqVQofHx/u3LnDiRMniIqKokCBAsyePTvT5yAiAkq+ikgecPbsWc6ePZtqn9u3bwOwYsUKvv76a5ydnVm+fHmSmZSurq4sX76chg0bMmvWLF544QXat29v0cfBwYHNmzfzwQcfsGLFCg4ePIibmxvt2rVjwoQJydaMsrOzY+XKlSxbtoyvv/6avXv3cvHiRYoUKUKbNm0YNWoUderUyeSVSKpNmzYcPXqUmTNnsm7dOk6ePMnp06fx8fGhYcOGNG/e3DzzN6ssWrSI8ePH88svv3Dw4EFzza7w8PA0933//fcpXbo0X3zxBUeOHOHYsWNUq1aNDz/8kP79++Pr65ulsWYVk8nEL7/8wrhx49i8eTP79u0zJ7ZTmkEtIiIi8rgYNGgQTz75JBs3bmTbtm2cPXuWo0ePEhMTg6enJ82aNaNt27YMGDAgySSGzOjcuTM1atTg448/ZvPmzfz11184OzvTpEkTevXqRd++fbG1tU2y38iRI4GE0gTHjx83lyRLvBd97733qFmzJoGBgYSEhLBv3z5sbW0pU6YML7zwAm+99RZlypTJsvMQkcebyUiueIqIyCNowoQJTJw4kd69e+Pv75/b4YiIiIiIiIjII041X0VERERERERERESygZKvIiIiIiIiIiIiItlAyVcRERERERERERGRbKDkq4iIiIiIiIiIiEg20IJbIiIiIiIiIiIiItlAM19FREREREREREREsoFdbgeQn8THx3PhwgXc3NwwmUy5HY6IiIhIvmAYBrdu3aJ48eLY2Oiz/7xE97ciIiIiGZPee1wlX61w4cIFSpYsmdthiIiIiORLZ8+e5YknnsjtMOQBur8VERERyZy07nGVfLWCm5sbkHBR3d3dczkaERERkfwhIiKCkiVLmu+lJO/Q/a2IiIhIxqT3HlfJVyskPorl7u6um1MRERERK+mx9rxH97ciIiIimZPWPa6KbomIiIiIiIiIiIhkAyVfRURERERERERERLKBkq8iIiIiIiIiIiIi2UDJVxERERGRfOrTTz+lZMmSODs707x5c44dO5bbIYmIiIjIA5R8FRERERHJh5YuXcrYsWP56KOP2L17N56enrRu3ZqoqKjcDk1ERERE7lPyVUREREQkH/r0008ZMmQI3bt3p0aNGvj7+3Px4kV+/PHH3A5NRERERO6zy+0ARB51MTExxMXF5XYYIiIiWcbW1hZ7e/vcDiNfWLJkCdu2bePPP//kwIEDREdHs2DBAvr06ZPiPrt378bPz4/ffvuN6OhoqlevzogRI+jevbu5T3R0NHv37mXChAnmNjc3Nxo0aMDOnTvp3LlzNp6ViIiIiKSXkq8i2SQiIoKwsDA9+iciIo8kR0dHvLy8cHd3z+1Q8rRx48YRGhqKl5cXxYoVIzQ0NNX+gYGBtGrVCgcHB7p27YqHhwerVq2iR48ehISEMHbsWADCwsKIi4ujaNGiFvsXLVqUy5cvZ9v5iIiIiIh1lHwVyQYRERGcP3+eAgUK4OXlhb29PSaTKbfDEhERyTTDMIiJieHmzZucP38eQAnYVMybN4+KFStSunRpPvzwQ8aMGZNi39jYWAYMGIDJZCIoKIjatWsD4OfnxzPPPIOfnx+dOnWiYsWKORW+iIiIiGSSkq8i2SAsLIwCBQrwxBNPKOkqIiKPHGdnZ9zc3Dh37hxhYWFKvqbi+eefT3ffzZs3c/LkSfr27WtOvEJCOYH33nuPrl27smDBAj744AO8vLywtbXlypUrFmNcuXKFOnXqZFn8IiIiIpI5WnBLJIvFxMQQFRWFh4eHEq8iIvLIMplMeHh4EBUVRUxMTG6H80gIDAwEoGXLlkm2JbZt3boVAAcHB2rXrs2WLVvMfW7fvs2uXbto2LBh9gcrIiIiIumima8iWSxxcS0tRCIiIo+6xJ91cXFx+rmXBY4fPw6QbFkBT09PvLy8zH0ARowYwcCBA6lbty41atRg4sSJFCtWjHbt2qV4jKioKIt69BEREVl4BiIiIiLyMCVfRbKJZr2KiMijTj/rstbNmzcB8PDwSHa7u7s7586dM3/fo0cPrly5wqhRowgLC+OZZ55h3bp1ODk5pXiMqVOnMnHixKwNXERERCQPMOLiiPzjT2KvXsWuSBFc6j6NydY2t8PKm2UHlixZwqBBg6hbty6Ojo6YTCb8/f2tHic+Pp4vvviCJ598EmdnZ4oUKULnzp0tZgyIiIiIiORXI0eO5Ny5c9y7d48tW7ZQuXLlVPuPGTOGmzdvml9nz57NoUhFREREsk9EQAAnWjzPmd69uTBqFGd69+ZEi+eJCAjI7dDy5szXcePGERoaipeXF8WKFSM0NDRD47z55pvMnTuXatWqMWzYMC5fvsy3335LQEAAO3bsoFq1alkcuYiIiIhIxiTOeE2cAfuwiIiIFGfFppejoyOOjo6ZGkNERORheXXGoTweIgICOD98BBiGRXvs5csJ7Z/NwD2Zmvo5JU/OfJ03bx4hISFcvXqVN998M0NjbNmyhblz59KkSRP27NnDtGnTWLhwIWvXriUiIoLBgwdncdRZ7NZluKcaXCIiIiKPi8Rar8k9pXXjxg3CwsKSrQebL8THweltcOC7hK/xcbkdkYiIZJG8PONQHn1GXByXP5iaJPGasDGh7fIHUzHicu/eI0/OfH3++eczPcbcuXMBmDx5ssWn+y1atKBVq1asX7+eY8eOUalSpUwfK8v9vR5WvwlVXoL2X+R2NCIiIiKSA5o2bcrUqVMJCAiga9euFtsC7v8C27Rp09wILXMOr4H170DEhX/a3ItD64+gWsqLg4mISN6X12ccPioMw4D4eIiLw0jta2xsytvj4iE+LiEJafH9Q19j45Jvf/BrXGwmt9+PI7n2dJ5P/N27xN+7hxEVRfytW6ldPGIvXeLKzJk4li+PY/kKOFermnNvHnk0+ZoVAgMDcXV1pVGjRkm2JSZft27dmjeTr/YucPcG7F0MhcpBo+Fgo+n68niIjo7m/fffZ9myZZw9e5aYmBi2bNlCmTJlKFu2LL17985QDegH+fv707dvX/P3Xbp0Yfny5ZmMPO87ceKExYyp0qVLExISknsBiYiIhRYtWlCuXDmWLl3Kv//9b2rVqgXArVu3mDRpEnZ2dvTp0ydXY7Ta4TWwohfw0GyUiIsJ7Z0XKQErIpJPpTnj0GTi8gdTKeDriwkskmdGbCzEx99PwCVNrqW6/YEkYuL2hIRi0iSfERcLcfEY8RnbnpiMtHr7w+dz/zgpJhkTzyWV5KpkzvXZcwBwrlePMosX5eixH8nk6507d7h48SI1atTANpkaI6k90pXrEmcGJPp1Ivw+B178WDemki+NHj2ajz/+mF27dlG/fv00+//3v/9lypQp+Pr60q1bN+zs7ChTpkyK/QMDA2nWrBl+fn5MmDDBqtjat29PrVq1qFGjhlX7ZVZmYs6MQoUK4efnB8CMGTOyZMwlS5awbds2/vzzTw4cOEB0dDQLFizIVHLghx9+4H//+x979uwhMjISHx8fGjZsyLRp0yhZsqS5n2EY/PDDD8ycOZOjR49y8+ZNSpYsia+vL++88w7lypXLgjPMvN27d+Pn58dvv/1GdHQ01atXZ8SIEXTv3t2i3/nz51m5ciW//PILR48e5dKlSxQqVIhGjRoxevRoGjRokEtn8I/w8HDGjx/P7t27OX36NDdu3MDLy4vKlSszdOhQXn31VUwmU7rHK1OmTIp13QcNGsTs2bOzKnSRXDNv3jyCg4MBOHDggLktMDAQgA4dOtChQwcA7OzsmDdvHq1ataJJkyZ069YNd3d3Vq1axenTp5k8eXLenDiQkvi4+/e1yfxSntj280io1BrsHHIyMhERuc+IjSU+MvKf1507xN954M+RD/35zh1iLl4k9to14m7cIPbSpVQGT5hx+PeTT+XcCT2uTCawtU2os2tri8nGJvmvtrZga4PJ5sGvD/Wzs31oezL9kh3ngX4pbbe1BRtbTLaJx3uwPZntFu2W26POniP20kViLlwkYvXqNC9RoTcHmWe+5rRHMvmauEhBSgsSuLu7W/RLSVRUFFFRUebvIyKyuQZrSjMDbl2CFT2h40Ko0SF7YxDJYnv27MHW1paaNWumq/8vv/xCgQIFCAgIwN7e3tweExPDkSNHMr3QyIM6dOiQ/2YQZUKhQoXMyd7Mzh5OlFULJEJCMvXNN9/kq6++onz58nTt2hU3NzcuXLjA1q1bCQ0NtUi+jho1iunTp1OsWDE6dOiAu7s7+/fvZ+7cuSxbtowdO3bkeGL9YYGBgbRq1QoHBwe6du2Kh4cHq1atokePHoSEhDB27Fhz35kzZ/LRRx9Rvnx5XnjhBYoWLcrx48dZvXo1q1evZtmyZXTu3DkXzwbCwsKYP38+DRs2pEOHDhQqVIgrV67w008/0bFjRwYOHMhXX31l1ZgeHh6MGDEiSXvdunWzKGqR3BUcHMzChQst2rZv38727duBhA8hEpOvAM2aNSM4OBg/Pz9WrFhh/tBm0qRJ9OjRIydDz7iLf8HVo3D1b8tSA8mJDINpZaF2T6jVHYo9mTMxiojkQ4ZhYDycDE0xSWqZME2pr/FAziNXpJQkTDUJeP9rWtttbTDZ2qW+PT3jpLbdnBS0SyaJ+MBXO7vk21NNNt5vT7L9weTl/a9WTIB4VLg+k/DViIsjcudOYi9fTn4WtsmEnbc3RYcNy7VF4B7J5GtWmTp1KhMnTsyZg6U6M+C+7/uCCajeIWdiEskCe/bsoUqVKjg7O6er/4ULFyhcuLBF4hXA3t6eKlWqZEeIkgnz5s2jYsWKlC5dmg8//JAxY8ZkeKyZM2fy1VdfMXToUD777LMkTy7Exsaa/3zp0iVmzJhBmTJl2L9/v/lDNUiY1Tty5EimT5/O/PnzMxxPSnx9fQkJCUmzZENsbCwDBgzAZDIRFBRE7dq1AfDz8+OZZ57Bz8+PTp06mZ/GqF+/PkFBQTRp0sRinG3bttGiRQsGDx5M+/btM7VKeXpjT0nZsmUJDw/Hzs7y9uHWrVs0bNiQuXPnMnz4cKpXr57uMQsWLJijM8BFcpq/v7/VH3jVr1+fdevWZU9A982aNYtZs2YRlx2PMa5/F0K3p79/9G3Y9SWc3Az/+j3r4xERyQWGYWBER1vOJjUnPhNnl6aSHL3/1bgTSVzkHYw7kcTfvZt8cikr2Nlh4+qKjasLNi4u2Lgk/tk14fsH/hx3+zbxtyKIDQ/nzq+b0xzas3dvHMqX+6fW5oNJxscwaShZy2Rri/fYMQk1hk0my38j9/9+eY8dk2uJV3hEk6+JM+NSmtmaOIM1rRl0Y8aM4T//+Y/Ffg/OusoS1swMMOJhZW842A4a/wdK1M7aWESy0LBhw/jii4QF427cuGHxQ/X06dNJSglMmDDB4sOOxP5NmzYlMDCQkJCQJDVfH9xn4sSJFvsndwxrxMbG8vHHHzNv3jzOnz/PE088Qf/+/enSpQvly5e3iCM6Opo5c+bw888/c/jwYa5cuYKHhweNGzfmvffeMyfdrI05KCiIjz/+mN9++41bt25RqlQpunTpwtixY3FxcbGI9/vvv+fzzz/nyJEjREREUKRIEapXr86bb75pMaMqq2XFAokAd+/eZeLEiZQrV44ZM2YkWzLmwYRfSEgI8fHxNGrUyCLxCtC2bVtGjhzJlStXkj2WNdc1MzZv3szJkyfp27evxd8BNzc33nvvPbp27cqCBQv44IMPAHj11VeTHadJkyY0a9aMgIAADhw4kKszQpN7XyDhnFq1asXhw4c5ceKEVclXEckdQ4cOZejQoURERGTpUyUAtP7wn/vbbf9N/35hx2Dbp1C+Gbj5JLxERHKIERub+mzSO+mZbWrZlm11Ok2m+wnR+4nRB//8YAL1fpvJxQVbV1fz14fbbFxdsXGwvvyLERfHiRbPpznj0Hv027ma+JJHn3vLlvDZDC5/MNWiFIadtzfeY8fk+qJvj2Ty1dXVlWLFinH69Gni4uKS/LKYWOv1wYVnkuPo6JipGUbpYu3MAIAja+DvddBiPDzZWTemkic988wzXL58mZUrV9KmTRvq1asHgI2NDaVLl07S39fXF/inFmniY8ipJVATZ/EtXLiQpk2bmseAhNl0mdGvXz8WL15M+fLlGTp0KFFRUcyYMYPffvstSd/r168zYsQImjRpQps2bfD09OTUqVOsWbOGdevWERQUZD7/9MY8e/ZshgwZgqenJy+//DJFihRh9+7dTJkyhS1btrBlyxYc7t8gffnllwwZMoRixYrxyiuvULhwYS5evMjvv//O6tWrrUq++vr6snXrVrZs2WIRW3bbuHEj169fp0+fPsTFxbFmzRqOHTtGwYIFef7556lQwbIuT8WKFXFwcGD79u3cunULNzc387ZffvkFgObNmyc5jjXXNbMS6zm2TOYHfWLb1q1b0zVW4kzwh2ec5hX37t1j8+bNmEwmqlWrZtW+UVFRLFy4kPPnz+Pp6cmzzz7LU0+pLphIvlbsyYRXfBzsmp0wszVdDPh1QsLrmX9BqynZGKTIo8OIiyPyjz+JvXoVuyJFcKn79COf6DLi44mPvHt/Bun9GaKRkcTduZP0sfwHH8OPTKaeaeL+0dHZFq/J2TlpkvThhGmStpS3m5yc8sSM0fww41AeH+4tW+LWokWe/P8wb/4WlwWaNm3K8uXL2b59O88995zFtg0bNpj75LrEmQE7Z8OFP9O/X3wMbHwPQndA90d/lXbJf7p3705oaCgrV65k+PDhySagHuTr64uvr6/FrNa0JCYHFy5ciK+vb5Y9uvzrr7+yePFi6tatS1BQkLlkwrhx4yxmMCby9PTkzJkzlChRwqL90KFDNGzYkLFjx7Jx48Z0x3z48GGGDRtGrVq12LRpE4UKFTJvS3y0f+bMmbz11ltAwqP/Dg4O7N+/nyJFiliMde3atQxfh5z0xx9/AAnJxaeeeoq///7bvM3GxoaRI0fy3//+M3uqcOHCTJkyhbfffpuqVavSrl073NzcOHDgAJs2beKNN95g2LBhFsew9rpmVmof9Hl6euLl5ZWuhR/PnDnDpk2b8PHxSXftZEj+31BISAjh4eHJbhsxYkS6P7QIDw9nxowZxMfHc+XKFX755RfOnj2Ln59fmh9sPuzSpUtJai+3bt2axYsX4+XlZdVYIpLH2NhCmSZwLAMlFG5dggv7NANWJA0RAQFJZ3r5+OSJmV6JDMPAiIpKfiZpmjNIH+j3wJ+NyMhsi9dkb28xg9RihmhaCVMX16TJU2fnPJH8yS55fcahPF5Mtra4Nkh7oe+clu+Tr2FhYYSFheHl5WXxS9obb7zB8uXLGTduHJs2bTLPZPr111/ZsGEDzz33XN5YLTZxZsD5vdYlXxOFbEuYVWDz6P5nLvnXvn37AKhVq1auxmGtJUuWAPDee+9Z1Kr18fFh+PDhSeqaOjo6Jkm8AlSvXp1mzZqxYcMGYmJiktSxTcmcOXOIjY3l888/t0gQAowePZrp06ezbNkyiyShvb19suMXLlw4XcdMtGjRIiIjIylVqpRV+2VWYomATz75hDp16vD7779TtWpV9u7dyxtvvMEnn3xC+fLlGTx4sHmfUaNGUbx4cQYNGsSXX35pbn/22Wd5/fXXk1yPjFzXzEjP4o/nzp1LdYyYmBh69uxJVFQU06ZNS/Gx/+SkVrM8uW19+vSxKvn64Bj29vZ8/PHHVl+7fv360bRpU6pXr46joyOHDx9m4sSJrFu3jnbt2rF9+/Y8MatDRDLh5Rnw17OweRLEWTGr7OB3Ca9qHaDjfN3riiQjIiAgYcbhQ497x16+nND+2YwMJb6MmJh0PVKf0gzSJH+OjMy+x+9tbNKREE3+UfyU+pqy6Cmox0lennEokhfkyeTrvHnzCA4OBuDAgQPmtsRHODt06GB+jPaLL75g4sSJ+Pn5WczkadasGQMGDGDevHnUrl2btm3bcvnyZb799lvc3d0tflHPExoPB/diCbNZrRF9G77tCUWrQpWXVAdW8pS9e/dSvHhxihYtmtuhWGX//v1AQhLvYcm1QUKiedq0aQQHB3Pp0iViYmIstoeFhVGsWLF0HX/nzp0ArF+/nk2bNiXZbm9vz9GjR83fd+7cmXfffZcaNWrQtWtXfH19ady4cYZKL+R00jVRfHw8AA4ODqxevZrixYsDCfVOv/vuO5588kk++eQTi+Tr5MmTef/995kwYQK9evXC09OTffv28Z///IdmzZqxYsUKizqq1l5XINXEX3LbMltr+EHx8fH069ePoKAgBg4cSM+ePa3a30im7lZmF9xKVKZMGQzDIC4ujrNnz7J8+XL+7//+jx07drBixYp0l0cYP368xfcNGjTg559/pmnTpgQHB/PLL7/Qtm3bTMUqIrnMzQca/RtunoffZ1u//+HVMON3aP0RVGuX5eGJ5FdGXByXP5iafJ3N+20Xx/sRe/06xr17lo/XP/B4vvkx/QfqmRoP3cdmJfPsUWsev38wefrw4/eOjvqgNo/IqzMORfKCPJl8DQ4OZuHChRZt27dvZ/v2hNqoZcqUSVcNwzlz5vDkk08yZ84cPv/8cwoUKMDLL7/MlClT8sas1wcl3ph6lILvelu3799rE147PofXvtaNqeQJt2/f5sSJE7Rp0ya3Q7FaREQENjY2yc4a9fb2TtK2Y8cOc33Rli1bUrFiRQoUKIDJZGL16tXs37+fqKiodB//+vXrAEyZkr5ad6NHj6Zw4cLMnj2b6dOn88knn2BnZ0ebNm2YMWMGZcuWTfexc0vi7NC6deuaE6+JqlevTrly5Thx4gTh4eEULFiQzZs389577zFy5EjGjh1r7tuoUSN+/vlnypUrx8iRIy2Sr9ZeVwA/P78kbf7+/oSHh5vrEj/owYR3ehZ/TGlWrGEYDBw4kCVLlvD6668ze3YGEhY5wNbWljJlyvDuu+9ia2vL6NGjmTt3rkWS3Fo2Njb07duX4OBgtm/fruSryKOiyUjwKGH9RAOAiIuwohd0XqT7XHmsGHFxxF67RuyVq8RevULslavcO3yY6JAQYi5dtHjEOznx4eFcnpDykzBpMTk4WDWDNPXH812xcXbSTEgReSzlyeSrv7+/ue5jWiZMmJBinUcbGxuGDRuWpO5fnlajA4S/D5vGp9k1ibho3ZhKnrF//34Mw0i2Rmpe5+7uTnx8PNeuXUtSc/Ly5ctJ+k+ZMoWoqCiCg4Np1KiRxbadO3eaZ9Jac3xISM49uJBUSkwmEwMGDGDAgAFcu3aNbdu2sWzZMlasWMHx48c5cOCAVY+r54bKlSsDKS+Ulth+9+5dChYsyNq1a4GEpxweVqRIEWrWrMlvv/1mLksD1l9XSL5uamBgICEhIWnWGE6sfXr8+HGefvppi203btwgLCws2ZnU8fHxDBgwgAULFtCtWzf8/f2xsbFJV7y5qWXLlowePZrAwMBMJV8B83sWmY313EQkhz040eD7vmDEW7GzAZgSFqqt0lYlCCTD8srCVEZsLLHXrhN75QqxV6+m/PXaNYi35t9KymyLFMGjbVvLhOjDSdSHH79PZ8ksERFJXZ5Mvj72Gg+HQmVh3Wi4ddH6/XVjKnnAX3/9BZDtq5YnJhXjsrCO1FNPPcXevXvZsWMH7dpZfpCxY8eOJP1PnjxJoUKFkiReIyMj2bNnj9UxN2jQgD179rBz505eeOEFq2IvXLiwuTRLWFgYmzdv5sSJE+bkZl6VmEQ9cuRIkm0xMTGcOHECV1dX84Ji0fdXo7169Wqy4yW2Ozo6mtsyc10zomnTpkydOpWAgAC6du1qsS0gIMDc50EPJl67dOnC4sWL83ziPNGFCxcA0l1yIDW7du0CyLISDiKSh9ToACZgpZVPemFAxHnYswiK19ZCXGK1nFiYyoiJSZipmkwiNSbx+6tXiQu7lny5gOTY2GBXuDB2RYtiV6QI2NsDCQtY3Qnalubuhd4chGP58jiWr4BztaqZO0EREckQJV/zqmrtEhKoQf+FwA+s2FE3ppI3XLt2DYACBQpk63ESF05Ka+Eia/To0QN/f38mTZpEy5YtcXJyAhJWZf/ss8+S9C9dujTHjh3j0KFDVK9eHUhIrI4aNSrZ5GBaMQ8ZMoS5c+cybNgwNm7cSMmSJS22h4eHc/r0afOs4g0bNtCiRQuLpFdMTIz5MfsHFw1Ly5kzZ8wLbrm4uKR7P2ucPHmSmJgYypcvb14Uq3z58rRs2ZKAgADmzZvHgAEDzP0//PBDwsPDef31183n2KhRI7744gumT5/Oa6+9ZvH4/sKFCzlx4gRPP/20xQxXa69rZrVo0YJy5cqxdOlS/v3vf5sXnrt16xaTJk3Czs6OPn36mPvHx8fTv39//P396dSpE0uWLMnyxGti7fSM2rdvH2XLlk1SLuH69evm8g8vvvhikv2Se88PHz5M8eLFk8x2Dg4OZvr06Tg6OlqUjRCRrDVr1ixmzZqVpR9eplv1DmBaDOvfgYgL1u3784iEr8/8C1qlv4yMPN4yuzCVERNDbFhY8snUK1eIvRpG7JUrxF2/nv6kqq2tRVL1n69FLL8vXDjZ2blGXBwnWjxP7OXLyR/TZMLO25uiw4bpUX8RkVym5GteZmMLvu8kLKa1enDC4lrppRtTyWWJCaxhw4bRsWNHHB0dadGiBU2aNMnS41SpUoXixYuzfPlyXFxceOKJJzCZTAwePDjFepppef755+nRowfffPMNNWvWpH379kRFRbFixQoaNGjATz/9ZPEY+LBhwwgICKBx48Z07twZJycnAgMDOX/+PL6+vkkSXmnFXKNGDf73v/8xePBgKleuTJs2bShfvjwRERGcOnWKrVu30qdPH3Md0C5duuDi4kLjxo0pXbo0MTExbNy4kcOHD9OlSxerFtHq1asXW7duZcuWLfj6+qbZ35oFEhO1aNGC0NDQJItT/e9//+PZZ59l4MCBrF69mipVqrB37142b95M6dKl+fjjj819O3XqxJw5cwgMDKRixYq0a9cOT09P9u/fz8aNG3F0dGTGjBkWx7X2umaWnZ0d8+bNo1WrVjRp0oRu3brh7u7OqlWrOH36NJMnT7aoP/7+++/j7+9PgQIFqFSpEpMnT04yZocOHcxJ3LSkVRbhYSNGjEhzkTZ/f3/mzZtHs2bNKF26NK6uroSGhrJ27Vpu377Na6+9Rvfu3ZPsl9x7vmLFCqZNm0aLFi0oU6YMjo6OHDx4kICAAGxsbJg9e3auLQAn8jgYOnQoQ4cOTbX+dLZKnGiwsh8cWW39/unMb4mkZ2GqSxPfT1hI0pxgvWqRaI27/4F2utjaJiRNzQlUL3Mi1f6BRKutp2emkqImW1u8x45JSB6bTJbnd38BKu+xY5R4FRHJA5R8zQ+qtYPQ32DX/6zfVzemkkvatm3L1KlT+eqrr/jvf/9LbGyseVZoVrK1tWXVqlW88847LF68mFu3bgHQtWvXTP0y6e/vT5UqVZg/fz4zZ87kiSeeYMSIEbRo0YKffvrJXD8U4KWXXuK7777jgw8+YMmSJbi4uNC8eXN++OEH3n///QzFPHDgQGrVqsX06dMJCgpizZo1eHh4UKpUKUaOHEnv3v88rjl16lTWr1/P77//zk8//YSrqysVKlRgzpw59OvXL8PXID2yaoFESJj9+scffzB+/HjWr19PQEAAPj4+DB06lPHjx1O0aFFzX1tbW9avX89nn33Gt99+y7Jly4iOjsbb25vu3bszZswYatSokeQY1lzXrNCsWTOCg4Px8/NjxYoVREdHU716dSZNmkSPHj0s+oaEhAAJi9WltChYmTJl0p18nTjRugU2+vTpk2bytWPHjty8eZOdO3cSFBREZGQkhQoVonHjxvTq1YuuXbume8XhZs2aceTIEfbs2cPWrVu5d+8e3t7edOnShZEjR1K/vlbLFXnk2dhCm48SFuOKj4NlXeBO8uVkAHAtAt2+TdhPT3ZJGhJnpt49eDDNhanirl3jwvARqQ9oZ/dAUrVIkmSqRVI1h2q1u7dsCZ/NSFpOwds7S8spiIhI5pgMI73PRUjizICbN29aJF5yxK1LCa903ZgWhW7L/7kx1c1pjrp37x6nT5+mbNmy5sfVJW/x9/enb9++LFiwwOKx7/SYN28eAwcONM+gzK8SZx8mJvxERDIivT/zcvUeSlKVp96bw2sSFo8Fkp1BULA09F0HHiVyNCzJny59+BE30rmI84Mcq1TBvXUr7IoUtSgBYFuwYI4lVa2VVxYSExF53KT3Pipv/vSQpNx8oHgteOJpaDudhJUKkptdZIK2nyT0K15LiVeRVPTt2xeTyZRkMSRIqO/68GdT58+fZ/Lkydja2vLSSy/lVJhZ5sSJE5hMJkwmE6GhobkdjoiIiKVq7aDzInAvZtnuWgQc3CA8FOY2g3N/JLTHx8HpbXDgu4Sv8blQv1byJCMujpizZzO0r2vDhni9+SYFX3uVAk2a4FSlCnaFCuXZxCsklCBwbVAfj5fa4tqgvhKvIiJ5jMoO5EeJN6bJLVJQp3fCdhFJUa1atfDz8zN/n9zj6R9++CFr166lSZMmFC1alDNnzvDzzz9z69YtJkyYkGSxpvygUKFCFued1iPmIiIiOS6xFmzoDrh9GQp4Q+ln4eY5WNYNrhyCBW2gXn84vNryXti9OLT+SPfCj7GYy5cJX/kd4d99Z1lqwM4OYmNT3M+2cGGe+PJ/mO7XaxUREclKKjtghTz1WBYkfLqfeGMauh3+mA+2DtB/Y8KsV8kVKjvwaFi/fj3Tp09n//793LhxAycnJ5588kmGDBmS7IJCIiKPI5UdyP/y1XsTdQtWvQF//5JCh/tPhXVepATsY8SIi+PO9u3c+HYFt7dsgfh4AGw9PPB49VUKdu5E1PHjCQtTQbILU5X4bIbqo4qIiNXSex+lma/5mY0tlL2/cnyN1xJqwv79C6zsDYOCwOmBxYYeTNQmziCw0eMoIilp3bo1rVu3zu0wREREJJGjG3RaCNPKQvTtZDoYgAnWv5swe1b3uo+0mCtXuLlqFeErVhJz4Z8Z0M51n8azSxfcWrbExtERAMeyZbUwlYiI5BolXx8VJhN0+B/MeQ5uhMCPQ6Hz4oT2w2uSlijQY1kiIiIikl8kLj57YW8KiddEBkSchz2LoHhtLT77iDHi47mz4zfCv/2WW1u2mEsJ2Li749GhPZ6dO+NYoUKy+7q3bIlbixZamEpERHKckq+PEmdP6OQPX7eCIz/BrtngXuL+qrEPVZeIuJjQrseycpRhGNyNyfuLQTjb22IyJbegm4iIiDwKZs2axaxZs4iLy/v3JQDsmAm/fZH+/j+PSPj6zL+g1ZRsCUmyhhEXl2ZCNDYsjPDvVxG+ciUx586Z251r16Zgl864t26NTTrKfSUuTCUiIpKTlHx91JR4Glp9AOvehg3jwMWTJIlXQI9l5Y67MXFUG78ht8NI0+H3W+HioP8eREREHlVDhw5l6NCh5lpleV5GV6nQ6hZ5WkRAQNJSAD4+eI8dg9vzzxO5axc3vl3BrU2b/pnl6uaGR7t2FOzSGadKlXIrdBERkXRTduVRVPVl+HstnAqEO1dT6ajHskREREQkH2g0DJ7slLCOwbIuqd/j2jtDzx/BzlH3tnlYREBAwiJYD63/HHvpEuf/PRzbIl7EXQ0ztzs99SSenbvg3uZFbJydczhaERGRjFPy9VH02xcJidf00mNZOcbZ3pbD77fK7TDS5GyvmdAiIiKShzw4SaDt9PtltSDZqa0xdyFwKnRakFCWS/IcIy6Oyx9MTZJ4fVDc1TBMLi54tG+HZ5cuOFWpkoMRioiIZB0lXx9FeiwrzzKZTHqcX0RERCQzqrVLWLcgyYKyJaDGq7D7azi1BeY2h27LoUjl3ItVLNw9fISokyeIOnnSotRASgp27YpT1SoY8fpFRURE8i+b3A5AskGjYfDGVhiwGRwKpN7XtWhCvze2JuwnkgtCQkIwmUz06dMnW/pbM0ZWjC0iIiLZrFo7GHEQev8Mr32d8HXEAWg5GfoHgEcpuH4K5j0PxwJyO1q579IHH3Dx7dFcnz0nXf1vzJ/PxbdHc3nq1GyOTEREJPso+ZoHxcUb/HbyGj/uO89vJ68RZ+0nvW4+ULwWPPE0dPhfCp1MCa+2nyT0K15LNbEkSyUmMVN75ReBgYGYTCYmTJiQ26E8kvLK9Y2Pj+eLL76gTp06uLi44O7uTtOmTVmzZk2W9E+vadOmmf+N7Ny5M8V+u3fvpk2bNnh6euLq6kr9+vVZunRpsn0Nw2DVqlU0a9aMYsWK4eLiQuXKlRk0aBCnTp1Kdp8lS5YwaNAg6tati6OjIyaTCX9//0ydW3aw5jpk5TjWXJ/z588zY8YMWrZsSalSpXBwcMDHx4fXXnuNXbt2Zbp/WubNm0fVqlVxc3Pj2WefTfHv1fz587Gzs2PPnj1WH0MkV9jYQtkmULNjwtfEBWR9asIbW6B0I4iKgKWdIXhGqo+4S/Yx4uKI/OMPLk35gJjTp63at9Cbgyj28TS8x4zJpuhERESyn55/zmPWH7zIxJ8Oc/HmPXNbMQ8n/F6uRusaxawfsFp7eHUurB4M8bH/tLsXh9YfJswaEMlG5cuX5/XXX0+1T4kSJThy5EieWG05L8UiOccwDDp37sz3339P+fLl6d+/P1FRUfz444+0b9+emTNn8q9//SvD/dPryJEjjB8/HldXV+7cuZNiv8DAQFq1aoWDgwNdu3bFw8ODVatW0aNHD0JCQhg7dqxF/1GjRjF9+nSKFStGhw4dcHd3Z//+/cydO5dly5axY8cOatSoYbHPuHHjCA0NxcvLi2LFihEaGmr1+WQ3a69DVo5jzfWZOXMmH330EeXLl+eFF16gaNGiHD9+nNWrV7N69WqWLVtG586dM9w/Nd999x0DBw7k2WefpU2bNqxatYoXXniBI0eO8MQTT5j7Xb16lbfffpuRI0dSp06ddI0tkqe5ekHP1bBuNPy5ADb5weVD0O7zhAW5JFsZsbFE/v47EQEB3Nr0K3Fh/yycZePigmvTptz57Tfib4YnX/rMZMLO25uiw4ZhstVaBCIiks8Zkm43b940AOPmzZvZMv66AxeMMu/8bJR+6FXm/mvdgQsZH/ziAcN4v6hh+LkbxpJOhhEbk3WBi4W7d+8ahw8fNu7evZvboeSq06dPG4DRqlWrbBu7d+/eOTLGli1bDMDw8/PL8PEkZXnh+q5cudIAjEaNGhmRkZHm9qtXrxqlS5c2HB0djdOnT2e4f3rExsYa9erVM+rXr2+8/vrrBmD89ttvSfrFxMQY5cuXNxwdHY09e/aY2yMiIozq1asbdnZ2xrFjx8ztFy9eNGxsbIwyZcok+fn16aefGoDRt2/fJMfZuHGjERISYhiGYUydOtUAjAULFlh1Tilp2rSpUbp06UyNYe11yOpxrLk+33//vREUFJSkPSgoyLC3tzcKFSpk3Lt3L8P9U9OyZUujUqVKRmxsrGEYhhESEmLY2NgYU6dOtejXrVs3o2zZssadO3fSNW6i9P7My+57KMm4x+K9+X2uYUzwTLgPntPUMG6ez+2IHknxUVHGrcBA4/zYscbfDRoahytXMb+O1qtvnB/9jhHx669G3P3/v25u2GAcrlI14fVA38S2mxs25PIZiYiIpC6991EqO5DLrkTc4+D5m+w/G8641QeT/eDXuP8at/og+8+Gc/D8Ta5E3EumZyp8akBnf8AExzfAri8zHbtIVkmpzmpcXBwfffQRFSpUwMnJiQoVKjB16lTi4+NTHCsoKIiXX34ZLy8vHB0dqVixIuPGjSMyMjJDsUyYMIFmzZoBMHHiRIuyCSEhIWzZsgWTycTQoUOTHe/w4cOYTCbat2+f5rEffPw+KCiIpk2bUqBAAQoVKkT37t05d+5cps75wfF/++03WrVqRcGCBdNVAiI2NpapU6dSvnx5i/fi1KlTSd676OhoZs6cSatWrShZsiSOjo4ULVqUV199lb1791qMm9b1zch5ZsTq1asBGDt2LM7O/8yI8vLyYuTIkURFRbFgwYIM90+Pjz76iP379zN//nxsU5nls3nzZk6ePEn37t2pXbu2ud3NzY333nuP2NhYi2OHhIQQHx9Po0aNcHd3txirbdu2AFy5ciXJcZ5//nlKly5t1TnkJGuvQ1aPY831efXVV2nSpEmS9iZNmtCsWTOuX7/OgQMHMtw/NWfPnqV27drmv1OlS5fGy8uLM2fOmPts2LCBZcuWMXv2bFxcXNI1rki+Um8A9FoNzoXgwl74qhmc+yO3o8rTjLg47uz6nZs/r+XOrt8x4uKS7Rd/7x63Nm3i/OjRHGvUmLOD3uTm96uICw/H1tOTgp06UnLuV1QK3kbxjz7ErXlzbBwdAXBv2ZISn83AztvbYkw7b29KfDYD95Yts/08RUREcoLKDuSyr4JOMS84fbWPwm5H037WdgAGNC7LuJeqWXewyi9Cqw9gwxgIeA88y0LVl6wNWSTHvPHGG8yfP5+yZcsydOhQ7t27x/Tp09mxY0ey/WfPns2QIUPw9PTk5ZdfpkiRIuzevZspU6awZcsWtmzZgoODg1Ux+Pr6EhISwsKFC2natCm+vr7mbQULFqRZs2ZUqlSJb775hv/+978WiThIqLUIMHDgwHQfc+fOnUydOpW2bdvy73//mz179rBs2TKCg4PZvXs33g/8kpKRc96xYwcffPABzZo144033rBIwqSkX79+LF68mPLlyzN06FCioqKYMWMGv/32W5K+169fZ8SIETRp0sRcQ/PUqVOsWbOGdevWERQURL169dJ1fTN6nr6+vmzdupUtW7ZYjJmSy5cvA1C2bNkk2xLbNm/ezMSJEzPUPy0HDx5k4sSJjBs3jurVq6faNzAwEICWyfxSmti2detWc1vFihVxcHBg+/bt3Lp1Czc3N/O2X375BYDmzZunK868xNrrkN3jZJS9vT0AdnbpuyWztn/JkiX566+/MAwDk8nEuXPnCAsLo1SpUgBERkYyePBgevbsmew1EHlklH0OBm6G5d3hymFY0AZe/gxqdcvtyPKciIAALn8wldhLl8xtdj4+eI8dg3vLlsTfucPtoCAiAgK4vTUI44EPQW2LeOH+wgu4tWyJS926mNL4v8q9ZUvcWrQg8o8/ib16FbsiRXCp+7RKDYiIyCNFydfHTcPBcP0k7J4HqwZC31+geO209xPJoBMnTiS7kFLr1q1p2LBhivsFBgYyf/58nnrqKbZv346rqyuQMNOwVq1aSfofPnyYYcOGUatWLTZt2kShQoXM2z788EPGjBnDzJkzeeutt6yKPzFxt3DhQnx9fZM9l4EDB/L222+zcuVKevXqZW6Pjo5m8eLFlChRghdffDHdx9ywYQPz5s2jf//+5rb3338fPz8/xo4dy9dff52pc964cSNff/01/fr1S1c8v/76K4sXL6Zu3boEBQWZE8zjxo2zmCmYyNPTkzNnzlCiRAmL9kOHDtGwYUPGjh3Lxo0bgfRd3+x6bx9UpEgRAE6fPk3VqlUttp2+vzjIsWPHMtw/NbGxsfTp04eqVavy7rvvptn/+PHjQEJS9WGenp54eXmZ+wAULlyYKVOm8Pbbb1O1alXatWuHm5sbBw4cYNOmTbzxxhsMGzYsXbFmRHLvaUhICOHh4cluGzFihEXiPSXWXofsHicjzpw5w6ZNm/Dx8aFmzZpZ3h9gwIABdO7cmWbNmlGvXj1++OEHnJ2d6dGjBwDjx4/n1q1bTJ8+PVPnIpIvFCoL/QPghzfh6M+w+k24cgien/jPYl2PuYiAAM4PH5FkcbLYS5c4/+/hXHuyJlF/H8OIijJvsytWDPeWL+DWqhXOtWphsrHu4UqTrS2uDepnRfgiIiJ5U85UQXg0ZEdNrMs37xoHzoUb3+wMSVLrNbnXNztDjAPnwo3LNzNRTzQ2xjAWv5pQ9+rjSoYRfjbLzkdU8zVRYk3VlF6ffvppkr4P1l/t27evARjff/99krEnTZqUpP+///1vAzC2bduWpH9cXJxRpEgR4+mnn071mCm1p1WT9OrVq4ajo6PRpEkTi/YVK1YYgDFu3Lhk93tY4nEqV65sxMfHW2yLjIw0ihQpYjg7OxtRUVEZOufE8WvXrp2ueBL16dPHAIwff/wxybbEWpfprb/78ssvGw4ODkZ0dHSSuFK6vtaep2EYRmhoqHHkyJF0169ctGiRARhNmjSx+LcbFhZmlClTxgAMBweHDPdPzcSJEw07Ozvjzz//NLf17t07xZqvL7zwggEYx48fT3a8cuXKJXvsb775xihQoIDFv8Nnn3022dqiD8tMzdfU/h9I7pXeWrkZvQ7ZMU5Grk90dLTx3HPPGYCxaNGiLO//oNmzZxuVKlUyXF1djYYNGxrBwcGGYRjGnj17DFtbW2Px4sVGbGys8c477xiFCxc27O3tjeeff944efJkmmOr5mv+9cUXXxhVq1Y1KlWq9Pi9N3FxhvHr5IR7YT/3hPviyBu5HVWui4+NNY419bWsv5rC6/gLLY3LH39sRP71V5J7FhERkcdFeu9xNfM1lxV1d6KouxNVi7kzc/MJLt28l/yCn4CPhxNd6pXC1ibt+oypsrWDjgtgfquEx66WdoV+68DRLe19RazUqlUr1q9fb/V++/fvB0ix7uHDdu7cCcD69evZtGlTku329vYcPXrU6jjSw8vLi1dffZVly5Zx7NgxKlWqBMDXX3+NyWSymMGaHo0aNUpSh9XZ2Zmnn36a9evXc+zYMWrUqJHhc65f37rZJYnvxbPPPptkW3JtAPv27WPatGkEBwdz6dIlYmJiLLaHhYVRrFixdB0/I+eZ+Eh1enXr1o0FCxawZcsWatasSevWrYmJiWH16tXmMg8P1mG1tn9K9u/fz+TJkxk1alS2rjA/efJk3n//fSZMmECvXr3w9PRk3759/Oc//6FZs2asWLGCV199NVuObRhJf6ollpt4uK7v4yI+Pp5+/foRFBTEwIED6dmzZ5b2f9igQYMYNGiQRVtcXBwDBw6kefPmvP7660ybNo1PP/2Ujz/+mEqVKvH222/ToUMH9u3bh42Vs9gkfxg6dChDhw4lIiICDw+P3A4nZ9nYQPP/g6JVYfUQOLEJ5rWAbsvBqyLEx0HoDrh9GQp4Q+lnH+mZsXcPHyHq5AmiTp60KDWQEveOr+FSvz5OFSriXK1qmv1FREQed0q+5hG2Nib8Xq7G4CV7MIFFAjYxBeP3crXMJ14TOblD929hbnO4fAC+6w/dlj3SN5aSv9y8eRMbGxu8vLySbPN+aGEGSKgzCjBlypRsjy05b7zxBsuWLWPevHlMmzaNM2fOsHHjRp5//nnKlClj1VhFixZNtj3xvG/evAlk/JyTu36piYiIwMbGhsKFC6drrB07dphriLZs2ZKKFStSoEABTCYTq1evZv/+/UQ98LhiWnLivbWzs2PdunV8+OGHLF26lK+++goPDw9eeeUVRo0aRaVKlcylBjLSPyW9e/emfPnyyT5+n5LEJEni34OHPZxI2bx5M++99x4jR45k7Nix5vZGjRrx888/U65cOUaOHJltydfsYu11yO5x0sswDAYOHMiSJUt4/fXXmT17dpb2T6/PPvuMI0eOmBfu+vTTT+nZsyf//ve/AXB1deW5555j06ZNqgUrj64ar0Lh8rCsO1w7AXNbQP03YP83EHHhn37uxaH1R1CtXe7Fmo0uT53K3d27090/4rvvifjue5zr1aPM4kXZGJmIiMijQVMZ8pDWNYrx5et18PFwsmj38XDiy9fr0LpG+maJpVvBUgmf8Ns5wfENsOH/snZ8kUzw8PAgPj6esLCwJNsSFzt6UOIq7hERERiGkeIru/j6+lK5cmUWLVpETEwM8+fPJz4+3qqFthIlt/I8/HPeiYmgjJ7zw7Nq0+Lu7k58fDzXrl1LMaYHTZkyhaioKH799VfWrFnDJ598wsSJE5kwYQI+Pj5WHTvx+JD9762joyN+fn78/fffREVFceXKFebMmcP58+cBqFu3bqb6J2f//v0cPXoUJycnTCaT+bVw4UIAnnnmGXPSOlFibdLk6pDeuHGDsLAwi/qla9euBaBZs2ZJ+hcpUoSaNWty5syZZP+t5WXWXofsHic94uPj6d+/P/Pnz6dbt274+/unOqvU2v7pFRoayvjx45k4cSLlypUjIiKCS5cuWcy+fvrppwGy7YkBkTyj2FPwxhYo2RCibsK2jy0TrwARF2FFLzi8JndizEZRx49j5+WFydEx3fsUenMQxT6ehveYMdkYmYiIyKNDydc8pnWNYgS/05z5veuSmB/5dtAzWZ94TfREXXhlTsKfd30Jv8/NnuOIWOmpp54CYNu2bUm2JdfWoEED4J9H1LNS4uPjcXFxqfYbOHAgly9f5scff2TBggV4eXnRvn17q4+3ffv2JMnEu3fv8ueff+Ls7Gwua5Cd5/ygxPdix44dSbYl13by5EkKFSpEo0aNLNojIyPZs2dPkv5pXd+cOs+UfPPNNwB07do1y/v3798/2Vdisq9du3b079/fYvZ006ZNAQgICEgyXmJbYh9IWPgN4OrVq8nGkNjuaMUv3nmBtdchu8dJS3x8PAMGDGDBggV06dKFxYsXp1qawtr+1hgyZAiVKlVi5MiRwD+lIR6ckX7v3j3A+g9rRPKlAkWh5w9g75JCh/s/k9e/m1CSIJ8zoqOJWLeO0J69OPVyO26tW4cRFYV96dLYuKVShsxkws7Hh6LDhlHw5ZdVckBERCSdlHzNg2xtTDSv6k3NEgmz2+ZsPclvJ68RF59Ns/aqd4AWfgl/Xjcajm/MnuOIWKFXr14AvP/++9y5c8fcfv78eT777LMk/YcMGYKdnR3Dhg3j7NmzSbaHh4ezd+/eDMVSqFAhAM6dO5dqvz59+uDo6Mjw4cM5c+YMvXv3xsHBwerj/f3338yfP9+i7eOPP+bq1at069bNPGZ2nvODEldFnzRpkjkhA3Dp0qVk34vSpUtz48YNDh06ZG6Li4tj1KhRySYA07q+GTnPM2fOcPToUSIjI9NxhgkiIiKStH333XfMnz+fevXqJXks39r+J0+e5OjRoxb1b+fNm5fsK7GW7pgxY5g3bx61atUy79OiRQvKlSvH0qVL2bdvn7n91q1bTJo0CTs7O/r06WNuT0yCT58+Pcmj9QsXLuTEiRM8/fTTuKX2C3cWCwwMzHS9V2uvAyT/HmRkHGslzmBdsGABnTp1YsmSJWkmXq3pb43ly5ezYcMG5s2bZx7Tw8ODYsWK8fPPP5v7/fTTTwBUrarkijzibl2CC/vgr28hJrWfGQZEnIc9ixL630q7NmpeE3PpElc//5zjLVpwfuR/iNy9G2xtcXvhBUotmE/59esoNmUymEzw8Acv97/3HjsGUxb9fyQiIvK4UM3XPGr9wYucvHIbgG92neGbXWco5uGE38vVsmcWbOORcO0k7FsCK/tAvw3gUyPrjyOSTr6+vvTt25cFCxZQs2ZNXnnlFaKiovj2229p2LChRZIAoEaNGvzvf/9j8ODBVK5cmTZt2lC+fHkiIiI4deoUW7dupU+fPhmql1ilShWKFy/O8uXLcXFx4YknnsBkMjF48GCLWpCFCxfmtddeY+nSpQAMGDAgQ+fesmVLhgwZwtq1a6lSpQp79uxhw4YNlCxZkg8++CBHzvlBzz//PD169OCbb76hZs2atG/fnqioKFasWEGDBg346aefLB6FHjZsGAEBATRu3JjOnTvj5OREYGAg58+fx9fXl8DAQIvx07q+GTnPXr16sXXrVrZs2YKvr2+6zrNBgwaULFmSqlWr4uTkxO+//05gYCDlypVj5cqVSZJf1vZv0aIFoaGhnD592uo6wA+ys7Nj3rx5tGrViiZNmtCtWzfc3d1ZtWoVp0+fZvLkyebZ0QCdOnVizpw5BAYGUrFiRdq1a4enpyf79+9n48aNODo6MmPGjCTHmTdvHsHBwQDmuqDz5s0zv38dOnSgQ4cOacZrTT1bgBEjRlCwYME0+1l7HSD59yAj44B11+f999/H39+fAgUKUKlSJSZPnpxkvA4dOpiT7Nb2T6/w8HBGjBjByJEjkyzw9p///Ie3336b1q1bU6FCBRYsWECtWrVo0aKFVccQyXd2zITfvkh//59HJHx95l/QKnfqzD/IiIsj8o8/ib16FbsiRXCp+7RFctSIjydy505uLFvGrc1b4P5TJrZFvPDs1JmCnTth/0BJIPeWLeGzGVz+YKrF4lt23t54jx2TsF1ERESsY0i63bx50wCMmzdvZutx1h24YJR552ej9EOvMvdf6w5cyJ4Dx0QZxoK2huHnbhifVDOMiEvZc5xH3N27d43Dhw8bd+/eze1QctXp06cNwGjVqlW6+/bu3duiPTY21pg6dapRrlw5w8HBwShXrpzxwQcfGCdOnEi2v2EYxu+//2507drVKF68uGFvb294eXkZderUMd59913jyJEjaR4zpfadO3caTZs2Ndzc3AwSnj80Tp8+neT4GzZsMACjcePGaZ73w7Zs2WIAhp+fn7F161ajSZMmhouLi1GwYEGja9euxpkzZ5LdL73n/OD41oqJiTEmTZpklC1b1uK92LVrlwEYw4cPt+j/3XffGXXq1DFcXFwMLy8vo3PnzsbJkyeN3r17J3vt0nN903uehmEYTZs2NQBjy5Yt6T5HPz8/o2bNmoabm5vh5ORkVK1a1Rg3blyK/+db27906dIp/r15WOJ1+u2331Lss2vXLqN169aGh4eH4ezsbNStW9dYsmRJsn3v3btnfPTRR+b3xM7OzihRooTRvXt348CBA6nGkNIrvX+PUhsjuVd6rk9Gr0Nq74E14xiGddcnrb6AsWDBggz3T68BAwYYZcuWNe7cuZNkW2xsrDFmzBijaNGihpOTk9G6det0vRfp/ZmXU/dQYr3H/r1ZNzbh3tfa17qxuR25cXPDBuNYU1/jcOUq5texpr7GzQ0bjNjwcOOav79xolVri+0hPXsZN9etM+Kjo1MdOz421ri9c5cR/tPPxu2du4z42NgcOisREZH8I733USbDyMYVaB4xiSse37x507wATFa5EnGPK7eiiIs36L9wN2G3o1Ps61XAga9718PWxkRRN0eKujul2Ndqkdfh6xcSVnwtXgf6rAWHlOpfSXLu3bvH6dOnKVu2LE5OWfjeSL4wbdo03nnnHRYuXGgunZBegYGBNGvWDD8/P6tnC+aWefPmMXDgQPPMVBF5vKT3Z1523kNJ5jz2782tSwmv+DhY1gXuJF8fGwBbB+i+EpwLgptPwiuXRAQEcH74CEjpVzl7e7hfYsXG1RWPDh3w7NYVxwoVci5IERGRR1x676NUdiCP+CroFPOCT6erb9jtaNrP2g7AgMZlGfdStawLxKUQdF8B856HC3vgh0HQaSFkwerKIo+6e/fuMWvWLAoVKkSnTp1yO5wsdenSJby9vS0W3zl//jyTJ0/G1taWl156KRejExERyaAHk6htp8OKxA9Ok0lqxkUnlB3osjhXE69GXByXP5iacuIVICYGh0qVKNS9Ox4vv4SNq2vOBSgiIiIWlFGTpAqXh67fJHy6f2QNbH4/tyMSydOCg4OZMmUKLVu25MyZM4wePRpnZ+fcDitLffjhh1SqVIl+/frx7rvv0r17d6pWrUpoaCjvvfceJUuWzO0QRUREMqdaO+i8CNwfWl/BvQS88D4ULAU3TsO8F2DfshwP7+7hI4T/9BNXZs60qMeaEtdmvphcXYgKPZP9wYmIiEiKNPM1j3jjuXJ0qF2Cv86FM/aHg2n2/+CVGjz5REGKujlmT0Cln4V2X8APb0Dwp1CoPNTpadknPg5Cd8Dty1DAO2EfG61+Ko+fTZs2MXHiRLy8vBg5ciRvvfVWboeU5Vq3bs3hw4dZu3YtN27cwMnJiSeffJIhQ4bQvXv33A5PREQka1RrB1XaJn+PW7snrHoDTmyE1W/Cud+h9Ydgl0334w+5PHUqd3fvTnf/G3O+AsC5Xj3KLF6UXWGJiIhIGlTz1Qo5URMrLt6g8UebuXTzXnIPO2ECfDycCH6nObY2pmR6ZLEtH8DWj8DGDl5fBeWaJrQfXgPr34GIC//0dS8OrT9KuGl9jKnmq4iIPC5U8zX/03tjpfh4CJoGgR8CRsIaCZ0XQcHsfwLk7uEj3Dt+jIiffiYyODjN/oXeHIRj+fI4lq+Ac7Wq2R6fiIjI4ya991EqO5DH2NqY8Hs5oYZrcqlVA+haLwcf7/UdAzU6QnwsrOgJV48lJF5X9LJMvAJEXExoP7wm5+ITEREREavNmjWLatWqUa9evdwOJX+xsQHfd6HHd+DsmbBGwpzn4MSv2X5ok42J8KVL0068mkzY+fhQdNgwCr78shKvIiIiuUzJ1zyodY1ifPl6HXw8kp9B8umm4zT+aDPrD17M/mBMJmg/C4rXhns3YWG7hIUGkp2XayS81r4F5/6EC/sSVo8VERERkTxl6NChHD58mN1WPMYuD6j4PLyxFYrVgrvXYclrsPXjhJmxWSw+MpLLH3/M6dc6cm//X9i4uuLRsWPCfbrpoeka97/3HjsGk63KgYmIiOQFSr7mUa1rFCP4neaMfL5Sstsv3bzH4CV7ciYBa+8EpZsk/Pn2RYi8lnr/O1dgXnP4qin8sSD74xMRERERyWmepaHfBqjTGzBgy2RY1hXu3siyQ9zeupVTL73M9a/nQ1wcbq1aUe6XXyg+eRIlPpuBnbe3RX87b29KfDYD95YtsywGERERyRwtuJUHXYm4x5VbUcTFGyzeGZJsn8R5p+NWH6SYhzO2NiaKujlS1D2baow+2QlcvWDLJIiLSbt/vQFQsgEUqZI98YiIiIiI5DZ7J2j3OZSsn/D01/ENMKcpdFkMxZ7K8LAxl69weepUbq1fn3CY4sXxHv8ebr6+5j7uLVvi1qIFkX/8SezVq9gVKYJL3ac141VERCSPUfI1D/pm1xk++/V4uvqG3Y6m/aztAAxvUZGRLyQ/UzbTjq6FrR+mv//ueQmvpu9CsSezJyYRERERkbyg9uvgUxO+7QnhofB1S2j7SUK7FYy4OG4sX87VT2cQf/s22NpSqE9vigwdio2LS5L+JltbXBvUz6qzEBERkWyg5Gse1Kq6N2W9XPkz9AaLd4am2b9nw9I8XdqTSt4Fsi+oun2h8osQHweL2kH07ZT7uhaFbsvBxhbcfLIvJhERERGRvKLYUzBoK6walDAD9sehcPZ3eHFawgzZ+DgI3QG3L0MBbyj9bML98n33jhzhot8E7v31FwBOTz1JsYkTcaqiJ8lERETyMyVf86ANhy6ne+YrwOKdoSzeGcrwFhWpVtwje4Jy8/knkdrhS1jRM5lO9wv+t/0Enng6e+IQEREREcmrnD0TJiFs+wS2TIE9C+HifqjTC2Prf4k8GUbsPVvsnOJwKe+Fqc1HxJd5nqtfzOL6woUQF4dNgQIU+c9IPLt0UQkBERGRR4CSr3lQjwaleKGaN3HxBv0X7ibsdnSKfb0KOPB173rmmq85olo76LQIfngDYu/90+5eHFp/mLBdRERERORxZGMDTd+GEnXg+wFwcR8Rs49yeY8HsXe9zN3sdsbhsX0IN6+WJDYsHAC3F1vj/e4Y7L2L5lLwIiIiktWUfM2Diro7mRfOmtyhBoOX7AH+WWQLzHNMmdyhBk+VLJij8QFQvT2Ubw5zfeHaCXAuBD1XQ5FsqjkrIiIiIpJf3LoELoWh3Swipg/g/Hb3JF1i79pw7YgbEI69txc+w/tR4IUXwU2JVxERkUeJTW4HIKlrXaMYX75eBx8PJ4t2Hw8nvny9Dq1rFMulyAAnN+i7HopUhbvXE2rBXjuZe/GIiIiIiOQFO2bCV00xlnXj8h+J6zKYHupkAgxs7OIp2/gABf4akbCfiIiIPFKUfM0HWtcoRvA7zZnb8586qqsGP5u7iddEBYpA758SErC3LoJ/WyVgRUREROSxFhN+l7vX7Yk440TsXVuSJl4TmYiPteH2eUfuXrcnJvxuToYpIiIiOUDJ13zC1sbEC9V9ePKJhAW1dpy8lssRPUAJWBERERERs2vHChASUISww27p6h922I2QgCJcO1Yg7c4iIiKSryj5ms80qZhQpD/4RFguR/IQJWBFRERERAAw2bsCEB2RviU2oiNsLfYTERGRR4eSr/lM4wpFANh2PIz4eCON3jlMCVjJAtHR0YwbN47y5cvj4OCAyWQiMDCQkJAQTCYTffr0yfQx/P39MZlM5lfXrl0zH3g+cOLECYvzLlOmTG6HJCIi8kgq1K8vpVeuwP2119LoaWDnEkuFt6pT5tslFOrXN0fiExERkZyj5Gs+U6d0QVwcbAm7HcXRS7dyO5yklICVh4wePRqTycTvv/+erv7//e9/mTJlCqVKlWL06NH4+fmlmiQMDAzEZDIxYcIEq2Nr3749fn5+dOzY0ep9MyMzMWdGoUKF8PPzw8/PDw8Pj0yPd/78eWbMmEHLli0pVaoUDg4O+Pj48Nprr7Fr1y6rxytTpoxFcvjB15tvvpmk/5IlSxg0aBB169bF0dERk8mEv79/ps8rq+3evZs2bdrg6emJq6sr9evXZ+nSpUn6ZfX1zC7WXvfw8HD+/e9/88wzz+Dj44OjoyMlSpSgefPmfP/99xiGdR8kpvd6iojkJlt3d24sWEDE96vS6GnC++k72J//FeffRmDvEJUj8YmIiEjOSd9zMJJnONrZ0qBsIbb8fZXgE1epVtw9t0NKKjEBu/BluHokIQHbZy0ULp/bkUku2LNnD7a2ttSsWTNd/X/55RcKFChAQEAA9vb25vaYmBiOHDmSJUnDRB06dMiSmbT5RaFChcwJ36xIUs6cOZOPPvqI8uXL88ILL1C0aFGOHz/O6tWrWb16NcuWLaNz585Wjenh4cGIESOStNetWzdJ27hx4wgNDcXLy4tixYoRGhqa0VPJNoGBgbRq1QoHBwe6du2Kh4cHq1atokePHoSEhDB27Fhz3+y4ntnB2useFhbG/PnzadiwIR06dKBQoUJcuXKFn376iY4dOzJw4EC++uqrdB3bmuspIpJbYsPCODf0X9zdvx/s7Sk2YQI2bgW4POUDYi9fNvez8/HBe+wY3Cu5wopecOkv+MoXOi+CMo1y7wREREQkSyn5mg81qViELX9fZdvxMN54Lo8mNJWAlfv27NlDlSpVcHZ2Tlf/CxcuULhwYYvEK4C9vT1VqlTJjhAlg+rXr09QUBBNmjSxaN+2bRstWrRg8ODBtG/fHkdHx3SPWbBgwXTPCJ43bx4VK1akdOnSfPjhh4wZM8aa8DPM19eXkJAQQkJCUu0XGxvLgAEDMJlMBAUFUbt2bQD8/Px45pln8PPzo1OnTlSsWBHInuuZ0dhTY+11L1u2LOHh4djZWd5y3Lp1i4YNGzJ37lyGDx9O9erVUx3H2uspIpIboo4f5+ygN4m5cAEbDw+e+PxzXBvUB8CtRQsi//iT2KtXsStSBJe6T2OyTaj1yhuBsLx7QgJ2UTt48SOo2x9Mptw7GREREckSKjuQDyUuuvX76evci4nL5WhSoRIEj7Vhw4ZhMpm4ceMGhw4dsniEPLnEz4QJEzCZTJw+fZrQ0FBzX19fX4Bka75OmDCBZs2aATBx4sQ0j2GN2NhYpk6dSvny5XFycqJChQpMnTqVU6dOJYkjOjqamTNn0qpVK0qWLImjoyNFixbl1VdfZe/evUnOM70xBwUF8fLLL+Pl5YWjoyMVK1Zk3LhxREZGJon3+++/p2nTphQtWhQnJydKlixJ69atWb16daauQ2peffXVJIlCgCZNmtCsWTOuX7/OgQMHsu34zz//PKVLl7Z6P2uua2Zs3ryZkydP0r17d3OiEMDNzY333nuP2NhYFixYYG7P7euZXtZed1tb2ySJV0i4Dq1atQIS6hGnxdrrKSKpmzVrFtWqVaNevXq5Hcoj4/a2YEK6dSfmwgXsS5eizPJl5sQrgMnWFtcG9fF4qS2uDer/k3gFKFgS+m2AGq9BfCysfQt+HgGx0Tl/IiIiIpKlNPM1H6pQtAA+7k5cirjH7pDrNKlYJLdDSplmwD62nnnmGS5fvszKlStp06aN+Zc7GxubZBM3iUnWGTNmAJgfPU+t3mviLL6FCxfStGlT8xiQMIMyM/r168fixYspX748Q4cOJSoqihkzZvDbb78l6Xv9+nVGjBhBkyZNzLUoT506xZo1a1i3bh1BQUHm809vzLNnz2bIkCF4enry8ssvU6RIEXbv3s2UKVPYsmULW7ZswcHBAYAvv/ySIUOGUKxYMV555RUKFy7MxYsX+f3331m9ejUdOnRI93n7+vqydetWtmzZYhGbtRJnLieXdEtNVFQUCxcu5Pz583h6evLss8/y1FNPZTiOh1lzXTMrMDAQgJYtWybZlti2devWdI2V0euZl927d4/NmzdjMpmoVq1amv2z8nqKCAwdOpShQ4cSERGRpSV9Hlc3li3j0uQpEBeHS926lJj5OXaentYN4uACr30NPk/Cpgnwpz9cOQpdFkOBotkRtoiIiOSAR+e3uMeIyWSicUUvvvvzHMHHw/J28hWUgH1Mde/endDQUFauXMnw4cOTTZg8yNfXF19fX3Mt0vQ8ep6YHFy4cCG+vr5ZtoDVr7/+yuLFi6lbty5BQUHmkgnjxo2zmHGXyNPTkzNnzlCiRAmL9kOHDtGwYUPGjh3Lxo0b0x3z4cOHGTZsGLVq1WLTpk0UKlTIvC3xMe+ZM2fy1ltvAQmPgTs4OLB//36KFLH8/+DatWsZvg4ZdebMGTZt2oSPj0+6a/0munTpUpI6vK1bt2bx4sV4eXllKi5rr2tmHT9+HCDZx+A9PT3x8vIy90lNRq9ncn+3QkJCCA8PT3bbiBEjMv2hRWrCw8OZMWMG8fHxXLlyhV9++YWzZ8/i5+eXrlIBWXU9RUSykhEXx5Vp07i+cBEAHh064PP+RGwy+kGeyQSNR4B3dfiuP5zdmVAHtssSKFEny+IWERGRnKPkaz7V5H7yNeh4GDlT5TCTlIB9LO3btw+AWrVq5Woc1lqyZAkA7733nkWtWh8fH4YPH56kxmXi6u0Pq169Os2aNWPDhg3ExMQkqWObkjlz5hAbG8vnn39ukSAEGD16NNOnT2fZsmUWSUJ7e/tkxy9cuHC6jplo0aJFREZGUqpUKav2SxQTE0PPnj2Jiopi2rRp2D74SGUa+vXrR9OmTalevTqOjo4cPnyYiRMnsm7dOtq1a8f27dsxZaL2XUaua2bcvHkTIMUZZe7u7pw7dy7VMTJzPSdOnGjVtj59+mR78vXB49rb2/Pxxx+n+3pnxfUUEclK8XfucP6tUdy+PzO/yIgRFB70RqZ+VplVfAEGbobl3SDsGCx4EV7+HJ7qkvmxRUREJEcp+ZpPNa6QMAPsyMUIluwMpXyRAtQvWwhbmzxclD+9Cdj4OAjdAbcvQwFvKP0s2KQ/4SB5x969eylevDhFi+avR+X2798PwLPPPptkW3JtkJBonjZtGsHBwVy6dImYmBiL7WFhYRQrVixdx9+5cycA69evZ9OmTUm229vbc/ToUfP3nTt35t1336VGjRp07doVX19fGjdunKFEWkaTrgDx8fH069ePoKAgBg4cSM+ePa3af/z48RbfN2jQgJ9//pmmTZsSHBzML7/8Qtu2bTMcn7XXFUj1F+jktp0+fTrVUhnWyOz1NAwjSVtWLLiVUWXKlMEwDOLi4jh79izLly/n//7v/9ixYwcrVqx4pEoqiMijL+bSJc4OHkLUkSOYHB0p/uFU3F98MWsP4lUBBmyCVW/AsfXwwxtw+QA8P1H3xiIiIvmIftPJp3aHXMfOxkRsvMG41QcBKObhhN/L1WhdI30JnlyRVgL28BpY/w5EXPhnH/fi0PojqNYud2KWDLl9+zYnTpygTZs2uR2K1SIiIrCxsUl21qi3t3eSth07dtC8eXMgofZkxYoVKVCgACaTidWrV7N//36ioqLSffzr168DMGXKlHT1Hz16NIULF2b27NlMnz6dTz75BDs7O9q0acOMGTMoW7Zsuo+dUYZhMHDgQJYsWcLrr7/O7Nmzs2RcGxsb+vbtS3BwMNu3b89U8tXa6wrg5+eXpM3f35/w8HBzXeIHPZjwTpyhmThj82Gp1VnMruuZF9ja2lKmTBneffddbG1tGT16NHPnzmXw4MGp7peZ6ykikpXuHjzEucGDib16FdvChSk56wucs+spHycP6LoMtkyBbf+FHTPh8iHoOB+cPTVpQUREJB9Q8jUfWn/wIoOX7OHhOU2Xbt5j8JI9fPl6nfyZgL18CFb0gofPLOJiQnvnRUrA5iP79+/HMIxka6Tmde7u7sTHx3Pt2rUkdUYvX76cpP+UKVOIiooiODiYRo0aWWzbuXOneSatNceHhGSSm5tbmv1NJhMDBgxgwIABXLt2jW3btrFs2TJWrFjB8ePHOXDggFWPq1srPj6eAQMGsGDBArp164a/vz82NjZZNn7iexAZGZmpcay9rpB83dTAwEBCQkLSrDGcWJv0+PHjPP300xbbbty4QVhYWLIzqbP7euYlLVu2ZPTo0QQGBqaZfM3o9RQRyUq3Nm3i/NujMe7exbFiBZ74cjYOTyQtPZSlbGygxXvgUwNWD4GTm2Fuc6j3Bvz2uSYtiIiI5HGP5m9zj6ArEfc4eP4m+8+GM271wSSJV0hIWRrAuNUH2X82nIPnb3Il4l4OR5pOiQnYwhXh1kWY9wL8NJwkiVfAfGZr34Jzf8KFfXDrUs7GK1b766+/ALJ0pfrkJCYV4+LismzMxJh37NiRZFtybSdPnqRQoUJJEq+RkZHs2bMnSf+0Ym7QoAHwz2Py1ihcuDAdOnTg22+/pXnz5hw5coQTJ05YPU56PZgo7NKlC4sXL87yRO+uXbsAMv04f2aua0Y0bdoUgICAgCTbEtsS+yTKieuZl1y4kJAwSE/JgYxcTxGRrGIYBte+ns+5Yf/GuHsX10aNKL10afYnXh9U/RXoHwAepeD6KdjwrmXiFf6ZtHB4Tc7FJSIiIqlS8jWf+GbXGV6aGUz7WdsJux2dat+w29G0n7Wdl2YG882uMzkUYQYUKAJlmyT8+e41uHs99f53rsC85vBV04RHriRPu3btGgAFChTI1uMkLpyUlQvt9OjRA4BJkyZx794/H2BcunSJzz77LEn/0qVLc+PGDQ4dOmRui4uLY9SoUVy9etXqmIcMGYKdnR3Dhg3j7NmzSbaHh4ezd+9e8/cbNmwgNjbWok9MTIz5MfsHFw1Ly5kzZzh69Gi6ZpnGx8fTv39/FixYQKdOnViyZEm6EoUnT57k6NGjFnVxDx8+THh4eJK+wcHBTJ8+HUdHR1599dV0n0dyrL2umdWiRQvKlSvH0qVLzYvPAdy6dYtJkyZhZ2dHnz59zO0ZvZ7WSJy1m5P27duXbKmA69evM3bsWABefKhOYnJ/R6y9niIiGWXExXFn1+/c/Hktd3b9Tvy9e1waP54rH38MhkHBbl0pOWc2tul8iiJL+dSEAb+CrUMKHe5PZFj/bkJJAhEREcl1KjuQT7Sq7k1ZL1f+DL3B4p2hafbv2bA0T5f2pJJ39ia+Ms3OJWP7JTdBVvKUxHIDw4YNo2PHjjg6OtKiRQuaNGmSpcepUqUKxYsXZ/ny5bi4uPDEE09gMpkYPHhwhus/Pv/88/To0YNvvvmGmjVr0r59e6KiolixYgUNGjTgp59+sngMfNiwYQQEBNC4cWM6d+6Mk5MTgYGBnD9/Hl9fXwLvr4Kc3phr1KjB//73PwYPHkzlypVp06YN5cuXJyIiglOnTrF161b69OljrgPapUsXXFxcaNy4MaVLlyYmJoaNGzdy+PBhunTpYtUiWr169WLr1q1s2bIFX1/fVPu+//77+Pv7U6BAASpVqsTkyZOT9OnQoQO1HqqD16JFC0JDQy0Wp1qxYgXTpk2jRYsWlClTBkdHRw4ePEhAQAA2NjbMnj07yXnMmzeP4OBgAA4cOGBuS7zeHTp0oEOHDub+1l7XzLKzs2PevHm0atWKJk2a0K1bN9zd3Vm1ahWnT59m8uTJVKpUydw/o9czJWmVRXjYiBEj0rVIm7XX3d/fn3nz5tGsWTNKly6Nq6sroaGhrF27ltu3b/Paa6/RvXt3i2Mk93fE2uspIpIREQEBXP5gKrGX/nnKyuTggBEdDSYT3mPexbNnz1QXZMw2ty4lvC7shbjUJmMYEHEe9iyC4rXBzSfhJSIiIrlCydd8YsOhy3z26/F091+8M5TFO0MZ3qIi1Yrn4QVIGg2DJzvB6SDY+F7a/V+a8c9NpORpbdu2ZerUqXz11Vf897//JTY2lurVq2f5cWxtbVm1ahXvvPMOixcv5tatWwB07do1U4vv+Pv7U6VKFebPn8/MmTN54oknGDFiBC1atOCnn34y1w8FeOmll/juu+/44IMPWLJkCS4uLjRv3pwffviB999/P0MxDxw4kFq1ajF9+nSCgoJYs2YNHh4elCpVipEjR9K7d2/zeFOnTmX9+vX8/vvv/PTTT7i6ulKhQgXmzJlDv379MnwN0pI4g/L27dspLmJVpkyZdCULmzVrxpEjR9izZw9bt27l3r17eHt706VLF0aOHEn9+vWT7BMcHMzChQst2rZv38727dvNx34wCQjWXdes0KxZM4KDg/Hz82PFihVER0dTvXp1Jk2aZJ5hnSgrryfAxIkTrYq1T58+6Uq+WnvdO3bsyM2bN9m5cydBQUFERkZSqFAhGjduTK9evejatWu6kxjWXE8REWtFBARwfvgIMCw/5TeiExKdhQcMoFCvXrkQ2X07ZsJvX6S//88jEr4+8y9olf7FJkVERCRrmQzD0BzCdEpcSfnmzZsWiZeccCXiHlduRREXb9B/4e5USw94FXDg6971sLUxUdTNkaLuTjkYaQbFx8H0anA7pVqupoQFBEYcyPMruN67d4/Tp09TtmxZnJzywbV/DPn7+9O3b18WLFhg9WPK8+bNY+DAgeYZlPlV4mzCnH4EXUQeLen9mZeb91CSusf9vYm5coXYq1cx4uI4N3gIcffLJiXHtnBhnvjyf5hsbbErUgT7okVzMFJg/f/BTiuSr4ka/gtaK/kqIiKS1dJ7H6War/lEUXcnapTw4KmSBZncoQYmILl5QiZgcocaPFWyIDVKeOSPxCskJFTbfEzKZwW0/jDPJ14lf+nbty8mk4muXbsm2Xbp0iUe/mzq/PnzTJ48GVtbW1566aWcCjPLnDhxApPJhMlkIjQ07fIlIiIij7pr8xcQ8lpHQjt3STXxChB37RqhnbsQ8lpHrs1fkEMRPqDRMHhjKwzYDK5FUu9rsoVXvkro32hYzsQnIiIiyVLZgXyodY1ifPl6HSb+dJiLN/9ZDMjJ3oYZXWrRukaxXIwuE6q1g86L4Je3LWfAOnvCy58lbBfJArVq1cLPz8/8fY0aNZL0+fDDD1m7di1NmjShaNGinDlzhp9//plbt24xYcIESpYsmZMhZ4lChQpZnHd6HjEXERF5lGW0cmsuVHy1rN3adjqsSCyBkMyDjEYc/DgUmv8fPPvvHAtRREREklLZASvktcey4uINfj99nT9CrvPJxmO42Nuwz68VDnb5fEJzfBwc3wi/vg9X7q8e33JyQr2q3FjcwEoqO/BoWL9+PdOnT2f//v3cuHEDJycnnnzySYYMGZJkcSARkceVyg7kf4/7e5NYduDuwYNc9puQZn/viRNwrlEjd8oOPOzwGlj/DkRc+KfNvQQ0+z/4+xc4+nNCW6ln4JXZ4FkmV8IUERF5VKX3PirPJl93796Nn58fv/32m3lBjREjRliV9AgPD2f69OmsXr2a06dP4+joSNmyZenduzcDBgywOjGWV29O4+MNGkz9lau3oljSvwGNK3rldkhZIy4W1o2GP75O+P7pvgmlCWztczeuNCj5KiIijwslX/M/vTcJjLg4jjf1JS4sLPkOJhN23t5U+HUTJts8VAYrPg5Cd8Dty1DAG0o/m1CmyzBg31JY9w5E3wKHAvDiR1CrR76YzCAiIpIf5Ouar4GBgTRu3Jht27bRsWNHBg8eTFhYGD169OCDDz5I1xjh4eE8/fTTTJo0CQ8PDwYNGkS3bt24ceMGw4YNo23btsTHx2fzmeQMGxsTzSsnfPL+69HLuRxNFrK1g7afQKupgAn+XADfdIJ7N3M7MhERERF5xNgWKJD8hvvJSu+xY/JW4hUSEq1lm0DNjglfE9dHMJmgdg8YHJww8zX6dkIZgm9fhzspJJhFREQkW+S5mq+xsbEMGDAAk8lEUFAQtWvXBsDPz49nnnkGPz8/OnXqRMWKFVMd56uvvuLUqVOMHDmS6dOnm9ujo6Np3LgxmzdvJjg4mOeeey5bzyenNK9alG//OMuvR64w/qVqmB6VT7RNJnhmCBQqC9/1h1Nb4OuW0P3b/PnolGFATGRuR5E2exfNihAREZHHxnV/f6JDQjA5OWHj5kbc1avmbXbe3niPHYN7y5a5GGEGeZaBPmthx+eweUpCKYKzu6DdF1C5dW5HJyIi8ljIc8nXzZs3c/LkSfr27WtOvAK4ubnx3nvv0bVrVxYsWJDmDNhTp04B0KZNG4t2BwcHXnjhBXbv3s2VK1ey/gRySeMKXjjY2nDmeiQnr96hQtEUPrnPryq/CP3WwdIucPUozG0B3ZZByfq5HZl1YiLhg+K5HUXaxl4AB9fcjkJEREQk20WdOMHVzz4HwOe9cXh06EDkH38Se/UqdkWK4FL36bw349UaNrbQeCSUbwGr3oCrR2BZF3i6D7ScAo6P2O8NIiIieUyeKzsQGBgIQMtkPllObNu6dWua41SvXh1IWDTnQTExMWzatAlnZ2eeeeaZTEabd7g62tGwfGEANj9KpQceVOwpGLgZfJ6EyDDwfwkOfp/bUYmIiIhIPmXExnJhzFiM6Ghcmz6Hx6uvYrK1xbVBfTxeaotrg/r5O/H6oGJPwhuBCYvYAvzpD3OawNnduRmViIjIIy/PzXw9fvw4QLJlBTw9PfHy8jL3Sc2AAQNYvHgxn3zyCX/88Qf16tUjKiqK9evXc+PGDZYuXUqJEiVSHSMqKoqoqCjz9xEREVaeTc5qUaUoQceu8uuRK7zxXPncDid7uBeHvuvg+wFwbB181w+un4Imo/LHY/L2LgmzSvM6e5fcjkBEREQk212b9zX3DhzAxt2dYu+//+iU7kqJvRO0mgIVW8LqwQn30fNbJtxLNx39z8K2KS3kJSIiIlbLc8nXmzcTFlPy8PBIdru7uzvnzp1LcxxnZ2cCAwMZNGgQS5YsMc+WtbGx4V//+heNGzdOc4ypU6cyceJEK6LPXc2rFMVvzSH+CL3BzcgYPFzsczuk7OFYALp+AwHvwc5ZsHkyXDsFL88AO8fcji51JpMe5xcREZFcN2vWLGbNmkVcXFxuh5Jr7v39N1dnzQLA5//GYu/tncsR5aByTWHwDvjlbTiwAoKmwfEAeHVuQomv9e9AxAMTBtyLQ+uPoFq73ItZREQkn8pzZQeySlhYGC+88AI7d+5k7dq1hIeHc+nSJWbPns2CBQto0KABN27cSHWMMWPGcPPmTfPr7NmzORR9xpQs5EIl7wLExRtsPX417R3yMxtbaP0BtP0ETLawfyksfgUir+d2ZJIBISEhmEwm+vTpky39rRkjK8YWERHJ64YOHcrhw4fZvfvxfOTciInhwrtjICaGAi1a4N7uMUwqOheE1+ZCx/ngVBAu7oMvn4UVPS0TrwARF2FFLzi8JhcCFRERyd/yXPI1ccZr4gzYh0VERKQ4K/ZB//nPf9ixYwfff/89bdq0wcPDA29vbwYOHMi0adM4deoUM2bMSHUMR0dH3N3dLV55XfMqCZ/Ybz7yiNZ9fVi9AdBjBTi4Qeh2mPc8XDuZ21EJ/yQxU3vlF4GBgZhMJiZMmJDboTyS8sr1jY+P54v/Z+++42s6/wCOf+692bJlmSE2sTclicRo1ehU2qJaXTpotVRHjNaoVqnqtLXVxQ+t1hZbjaCILYIgA9n73vP748glkkhyJbkZ3/frdV5yn/Occ7733kiefO9zvs9XX9GmTRvs7OxwdHTEz8+PNWvy/kOzqP0L8r///Y+ePXtStWpVbG1tqVu3LoMHD873g7/9+/fz0EMP4eLiQpUqVejQoQM///xznn1//PFHXnrpJdq1a4e1tTUajYbFixffMx5FUVi5ciUBAQFUq1YNOzs7GjVqxEsvvWRc1LIsKMrrUFzniYyMZPbs2fTq1YvatWtjZWWFl5cXjz32GP/++2+xxlqU74v58+fTpEkTHBwc6NKlC3v37s3znAsXLsTCwoLQ0NB7XluIiiz22+9IP3ECnZMT1SYGl6txSbHzfQxe3QN1/cGQmU8nRf1n3Xi1JIEQQgghCq3MlR3IrvV65swZ2rZtm2PfzZs3iY2NpUuXLgWeZ+3atbi6utKiRYtc+3r06AHAwYMHiyHisiWwiQffbjtHyOkYsvQGLHRlLr9e/OoHwfMb4Ocn4cY5mB8Ig36COl3NHZkA6tWrxzPPPHPPPjVq1ODEiROF+mClpJWlWETpURSFJ598khUrVlCvXj2ef/550tPTWb16NQMGDGDu3Lm89tprJvcv6Novv/wy33//PfXq1eOpp57CwcGBK1eusG3bNiIiIqhVq1aOY0JCQujduzdWVlY89dRTODk5sXLlSp5++mkuXLjAhAkTcvT/4IMPiIiIwM3NjWrVqhEREVFgXGPHjmXWrFlUq1aNgQMH4ujoyJEjR/jhhx9Yvnw5u3fvxtfXt1DPsaQU9XUorvPMnTuXGTNmUK9ePXr27ImHhwdnzpxh1apVrFq1iuXLl/Pkk0/e1zWK+n3xxx9/MHLkSLp06cJDDz3EypUr6dmzJydOnKBmzZrGfjExMbzzzjuMGTOGNm3aFPUlF6JCSD1+nNjvvgPAK/gjLNzdzRyRmSVeg6RoaDoAwkPu0VGBhEgIXQrVW4ODl7oJIYQQ4t6UMmbdunUKoDz33HO59v3yyy8KoLz33nsFnsfe3l6xsLBQ0tPTc+3buXOnAiiPPvpokWKLj49XACU+Pr5Ix5WmzCy90nLSesV73F/KvvDr5g6ndCVcU5TvAxQl2FFRJlVVlEM/59yvz1KU89sV5b/f1X/1WSUSRmpqqhIWFqakpqaWyPnLi/DwcAVQevfuXWLnHjZsWKmcY+vWrQqgBAcHm3w9kb+y8Pr+/vvvCqB07dpVSUlJMbbHxMQo3t7eirW1tRIeHm5y/3uZM2eOAiijRo1SsrJy/1zKzMzM9bhevXqKtbW1EhoaamxPSEhQmjVrplhYWCinT5/OcczGjRuVCxcuKIqiKNOmTVMAZdGiRfnGdPXqVUWr1Sp16tTJ9Tvviy++yPf3dGH5+fkp3t7eJh+vKKa9DsV1nhUrVijbt2/Pda7t27crlpaWiqurq5KWlnZf1yjq90WvXr2Uhg0bGvteuHBB0Wq1yrRp03L0Gzx4sFK3bl0lOTm5oJemUAr7O688jKEqq8r23ujT05VzD/dTwho1Vi698aZiMBjMHZL5rZugjp+Luq2bYO7IhRBCCLMq7DiqzE2LDAwMxMfHh59//pnDhw8b2xMTE5kyZQoWFhY5ajHGxsZy8uRJYmNjc5yna9euZGVlMWXKlBzt6enpxraAgIASex7mYqHT4t9Q/fR+84loM0dTyhw8Ydhf6qf2hkxY9bK6GJfBoNanmu0LSx6GFc+r/872lbpVZUR+dVb1ej0zZsygfv362NjYUL9+faZNm4bBYMj3XNu3b6dfv364ublhbW1NgwYN+OCDD0hJSTEplokTJxp/VkyaNClH2YQLFy6wdetWNBoNo0aNyvN8YWFhaDQaBgwYUOC177z9fvv27fj5+WFvb4+rqytDhgzJd7HBwj7nO8+/Z88eevfujbOzc6FutczKymLatGnUq1cvx3tx/vz5XO9dRkYGc+fOpXfv3tSqVQtra2s8PDx49NFHOXToUI7zFvT6mvI8TbFq1SoAJkyYgK2trbHdzc2NMWPGkJ6ezqJFi0zun5/U1FQmTZqEj48Ps2fPRqfLvZK0hUXOm1S2bNnCuXPnGDJkCK1btza2Ozg48OGHH5KVlZXr2kFBQXh7excYT7YLFy5gMBjo2rVrrpI7ffv2BSA62ry/Y0x5HYrrPI8++ijdunXLda5u3boREBDAjRs3OHr0qMnXMOX74tKlS7Ru3drY19vbGzc3Ny5evGjss379epYvX863336LnZ1dga+NEBVR7LyvST9zBp2rK17BH1XucgPZlFI+TgghhKhkylzZAQsLC+bPn0/v3r3p1q0bgwcPxtHRkZUrVxIeHs7HH39Mw4YNjf2/+uorJk2aRHBwcI56gdOnT2f37t18/PHHbNiwga5du5KWlsb69es5f/48bdu25YUXXjDDMyx5PZp4surwFbacjGL8g43NHU7psrKDxxfDlimwcxZsnwnh2+HSPnKNELMXDnhyqazcWka9+OKLLFy4kLp16zJq1CjS0tKYNWsWu3fvzrP/t99+y6uvvoqLiwv9+vXD3d2d/fv388knn7B161a2bt2KlZVVkWLw9/fnwoULLFmyBD8/P/z9/Y37nJ2dCQgIoGHDhvz000989tlnORJxoNZgBBg5cmShr7l3716mTZtG3759eeONNwgNDWX58uXs3LmT/fv343nHasymPOfdu3czdepUAgICePHFF3MkZ/IzYsQIli1bRr169Rg1ahTp6enMnj2bPXv25Op748YNRo8eTbdu3Yz1Lc+fP8+aNWv4559/2L59O+3bty/U62vq8/T392fbtm1s3bo1xznzExWl1smuW7durn3ZbVu2bGHSpEkm9c/Pxo0buXHjBsOHD0ev17NmzRpOnz6Ns7MzQUFB1K9fP9cxISEhAPTq1SvXvuy2bdu23fO6BWnQoAFWVlbs2rWLxMREHBwcjPv+/vtv4HYJH3MprtehuF9PS0tLIGdytKjXMOX7olatWvz3338oioJGo+Hy5cvExsZSu3ZtAFJSUnjllVd49tln84xDiMog9b//uP7DDwB4BQdj4epq5ojKiK6vQ4sn1FquywdB8j0W7rWyh2dXg85CSg4IIYQQhVTmkq+gzkjduXMnwcHB/Pbbb2RkZNCsWTOmTJnC008/XahztGrVioMHDzJt2jQ2b97MV199hYWFBfXr12fSpEmMHTsWGxubEn4m5uHXwB2dVsPpqCQu3Uihlmslm92i1ULHl0BnCdtmwqX8Fj+5lYxd+zY41gCtTmpXlYCzZ8/muZBSnz596NSpU77HhYSEsHDhQlq2bMmuXbuoUqUKoM40bNWqVa7+YWFhvP7667Rq1YpNmzbhescfVNOnT+e9995j7ty5vP3220WKPztxt2TJEvz9/fN8LiNHjuSdd97h999/Z+jQocb2jIwMli1bRo0aNXjwwQcLfc3169czf/58nn/+eWPb5MmTCQ4OZsKECSxYsOC+nvPGjRtZsGABI0aMKFQ8mzdvZtmyZbRr147t27cbE8wffPBBjll82VxcXLh48SI1atTI0X78+HE6derEhAkT2LhxI1C417ek3ts7ud+q9xceHk6TJk1y7AsPDwfg9OnTJvfPz4EDBwA1UdeyZUtOnTpl3KfVahkzZgyfffZZjmPOnDkD3K6RficXFxfc3NyMfUxVtWpVPvnkE9555x2aNGlC//79cXBw4OjRo2zatIkXX3yR119/vVDnyus9vXDhAnFxcXnuGz16dI7Ee36K63Uoztfz4sWLbNq0CS8vL5o3b27yNUz5vnjhhRd48sknCQgIoH379vzvf//D1tbWOG766KOPSExMZNasWYV6LkJUNIb0dK6Mfw8MBhz79sWxt3wIYXTn+LfvLHVyApDn1NaMJNg2HQZ+A/aVvFauEEIIUVilUwWhYihPNbGe/Ha34j3uL2XRzvPmDsU8tkw1rXbVlqn3fWmp+arKrqma3/bFF1/k6ntn/dXnnntOAZQVK1bkOveUKVNy9X/jjTcUQNmxY0eu/nq9XnF3d1fatm17z2vm115QTdKYmBjF2tpa6datW4723377TQGUDz74IM/j7pZ9nUaNGuWqQZeSkqK4u7srtra2xlrWRX3O2edv3bp1oeLJNnz4cAVQVq9enWtfdv3Qwtbf7devn2JlZaVkZGTkiiu/17eoz1NRFCUiIkI5ceJEoetaLl26VAGUbt265fi/Gxsbq9SpU0cBFCsrK5P75+ell15SAEWn0ynt27dX9u3bpyQmJirbt29XGjdurADK119/neOYnj17KoBy5syZPM/p4+Nzz2sXpuZrtp9++kmxt7fP8X+3S5cuedY7zc+9fg7ktRW2Vu79vg7FfZ6MjAyle/fuCqAsXbr0vq5hyveFoijKt99+qzRs2FCpUqWK0qlTJ2Xnzp2KoihKaGiootPplGXLlilZWVnKuHHjlKpVqyqWlpZKUFCQcu7cuQKfX36k5mv5V1nem2szPlXCGjVWTj3wgJJ544a5wynbjq9WlM8b5xwjf95EUVa/riiT3dXHn9ZXlDObzB2pEEIIYVaFHUeVyZmv4v4FNvHg3/AbbD4ZzfCuuW+LrfAa94Wq9dRZr/vnF9y//QtQqyO4V7IyDaWgd+/erFu3rsjHHTlyBCDfuop327t3LwDr1q1j06ZNufZbWlpy8uTJIsdRGG5ubjz66KMsX76c06dPG0ujLFiwAI1Gk2MGa2F07do1Vw06W1tb2rZty7p16zh9+jS+vr4mP+cOHToUKZ7s96JLly659uXVBnD48GE+/fRTdu7cybVr18jMzMyxPzY2lmrVqhXq+qY8z+xbrQtr8ODBLFq0iK1bt9K8eXP69OlDZmYmq1atMpZ5uLPuZlH75ye7frGVlRWrVq2ievXqgPo9/scff9CiRQs+//xzXnnllSI9n+Lw8ccfM3nyZCZOnMjQoUNxcXHh8OHDvPXWWwQEBPDbb7/x6KOPFngeRck9cyq73MTddX3LK4PBwIgRI9i+fTsjR47k2Wefve/zQdG/L1566SVeeumlHG16vZ6RI0fSo0cPnnnmGT799FO++OILZs6cScOGDXnnnXcYOHAghw8fRqstc0sBCFEsUkIPceNWXeVqkyZj4eJi5ojKuKb91bF0xG5IigJ7T/Duot4l1vEl+ON5iDkBPz4KXV6HHh+BRdHKOgkhhBCViSRfK6gejT2Z+vdJ/j1/g6T0LOytK9lbfXKtektUYe2fr25+46Fai5KLSxRafHw8Wq0WNze3XPvurHma7caNGwB88sknJR5bXl588UWWL1/O/Pnz+fTTT7l48SIbN24kKCiIOnXqFOlcHh4eebZnP+/4+HjA9Oec1+t3LwkJCWi1WqpWrVqoc+3evdtYD7RXr140aNAAe3t7NBoNq1at4siRI6Snpxf6+qXx3lpYWPDPP/8wffp0fv75Z77//nucnJx45JFHGDt2LA0bNjSWGjClf36cnJwAaNeunTHBlq1Zs2b4+Phw9uxZ4uLijLfiZx+T/X1wt4SEBGMfU23ZsoUPP/yQMWPGMGHCBGN7165d+euvv/Dx8WHMmDGFSr6WlOJ6He73PIqiMHLkSH788UeeeeYZvv322/u+hinfF/mZM2cOJ06cMC4A9sUXX/Dss8/yxhtvAFClShW6d+/Opk2bpBasqJAMqalcfe89UBScBg7EoUfFW3C3RGh1UDf3h914NoMXt8L69+HAAtg9F8J3wOML1YkPQgghhMhFpjhUUPXcq+Bd1Y4MvYGdZ2LNHU7pa/ccvLgNXtgCVQpIgFTxUPu9uE09TpQJTk5OGAwGYmNzf/9mL3Z0p+wV2RMSElAUJd+tpPj7+9OoUSOWLl1KZmYmCxcuxGAwFGmhrWz5rSKf/byzEzOmPueiruzs6OiIwWDg+vXr+cZ0p08++YT09HQ2b97MmjVr+Pzzz5k0aRITJ07Ey6voNZVL6721trYmODiYU6dOkZ6eTnR0NN999x2RkZGAmgi7n/55adSoEUC+CbTs9tTUVGNbdt3QvOqQ3rx5k9jY2DxrixbF2rVrAbUG+93c3d1p3rw5Fy9ezPP/Z2kprtfhfs5jMBh4/vnnWbhwIYMHD2bx4sV5zh4t6jVM+b7IS0REBB999BGTJk3Cx8eHhIQErl27Rps2bYx92rZtC1BidwYIYW7RX3xBRkQEFh4eeE54z9zhVAyWtvDwLBj0E9i6wNXD8G03OPQTlOBYSwghhCivJPlaQWk0Gno0VmfPbTmZOzlS4Tl4QfVWULOtunAAmltbHpoOgBpt1P6y2FaZ0bJlSwB27NiRa19ebR07dgRu36JenLJvH9fr9ffsN3LkSKKioli9ejWLFi3Czc2NAQMGFPl6u3btypVMTE1N5eDBg9ja2hrLGpTkc75T9nuxe/fuXPvyajt37hyurq507do1R3tKSgqhoaG5+hf0+pbW88zPTz/9BMBTTz1V7P2zk5snTpzItS8zM5OzZ89SpUqVHLNo/fz8ANiwYUOuY7LbsvuYKiMjA4CYmLxXvM5ut7a2vq/r3I/ieh1MPY/BYOCFF15g0aJFDBo0iGXLluVbaqKo1zDl+yIvr776Kg0bNmTMmDHA7RIQd848T0tLA4r+oYwQ5UHyvn3cXLoMgGqffIzu1od5opg0eRhe3gV1ukFmMqx+FVY8D2l5z/IXQgghKitJvlZggY3V24G3nIzBYKjEn0I37Q9PLgXHu+pL6m4lDfb/ACtegLSE0o9N5GvoUHWl3cmTJ5OcnGxsj4yMZM6cObn6v/rqq1hYWPD6669z6dKlXPvj4uI4dOiQSbG4uroCcPny5Xv2Gz58ONbW1rz55ptcvHiRYcOGYWVV9Bpop06dYuHChTnaZs6cSUxMDIMHDzaesySf852yV0ufMmWKMVEDcO3atTzfC29vb27evMnx48eNbXq9nrFjx+aZzCvo9TXleV68eJGTJ0+SkpJSiGeoSkjI/TPgjz/+YOHChbRv3z7XLfZF7X/u3DlOnjyZo/5tvXr16NWrF2fPnmX+/Jz1qadPn05cXByPPPIIFha3S8cEBgbi4+PDzz//zOHDh43tiYmJTJkyBQsLC4YPH17o552X7MT5rFmzct0qv2TJEs6ePUvbtm1xcHAw6fwhISH3Xe/VlNchr/fAlPNkz3hdtGgRTzzxBD/++OM9a/wW9RqmfF/c7ZdffmH9+vXMnz/fGJuTkxPVqlXjr7/+Mvb7888/AWjSpEm+5xKiPDIkJ3N1wvsAOD/xOPZ51IsXxcCpBgxdDT0+BI0Ojq2Abx+AS/vNHZkQQghRZtxXIdCwsDC++uor9u/fT1xcXJ6zljQaDefOnbufywgTdajrShUrHbFJ6RyNjKdlLWdzh2Q+eS0cUKsj7P4Stk6FY3/A5f1qvaqaBd8qLEqev78/zz33HIsWLaJ58+Y88sgjpKen8+uvv9KpU6ccyQMAX19fvv76a1555RUaNWrEQw89RL169UhISOD8+fNs27aN4cOH51mPsSCNGzemevXq/PLLL9jZ2VGzZk00Gg2vvPJKjjqNVatW5bHHHuPnn38G4IUXXjDpuffq1YtXX32VtWvX0rhxY0JDQ1m/fj21atVi6tSppfKc7xQUFMTTTz/NTz/9RPPmzRkwYADp6en89ttvdOzYkT///DPHrdavv/46GzZs4IEHHuDJJ5/ExsaGkJAQIiMj8ff3JyQkJMf5C3p9TXmeQ4cOZdu2bWzduhV/f/9CPc+OHTtSq1YtmjRpgo2NDfv27SMkJAQfHx9+//33XMm1ovYPDAwkIiKC8PDwHHWAv/76a7p06cLIkSNZtWoVjRs35tChQ2zZsgVvb29mzpyZ4zwWFhbMnz+f3r17061bNwYPHoyjoyMrV64kPDycjz/+2Dg7Otv8+fPZuXMngLH25/z5843vxcCBAxk4cKCx/xNPPMF3331HSEgIDRo0oH///ri4uHDkyBE2btyItbU1s2fPLtTrOnHixEL1yzZ69OgC65iCaa9DXu+BKeeZPHkyixcvxt7enoYNG/Lxxx/nim/gwIG0atXK5GsU9fviTnFxcYwePZoxY8bkKDEA8NZbb/HOO+/Qp08f6tevz6JFi2jVqhWBgYEFvuZClCfRn39O5uXLWFSvhse4ceYOp2LT6qD7WKjrp858jYuAhb0hYAI8MEbdL4QQQlRmiolCQkIUGxsbRaPRKJaWlkrNmjWVOnXq5LlVFPHx8QqgxMfHmzuUQnt52QHFe9xfyucbTpk7lLLr4r+KMstXUYIdFWWSq6Js/1xR9HqTT5eamqqEhYUpqampxRhk+RMeHq4ASu/evQvdd9iwYTnas7KylGnTpik+Pj6KlZWV4uPjo0ydOlU5e/Zsnv0VRVH27dunPPXUU0r16tUVS0tLxc3NTWnTpo0yfvx45cSJEwVeM7/2vXv3Kn5+foqDg4MCKIASHh6e6/rr169XAOWBBx4o8HnfbevWrQqgBAcHK9u2bVO6deum2NnZKc7OzspTTz2lXLx4Mc/jCvuc7zx/UWVmZipTpkxR6tatm+O9+PfffxVAefPNN3P0/+OPP5Q2bdoodnZ2ipubm/Lkk08q586dU4YNG5bna1eY17ewz1NRFMXPz08BlK1btxb6OQYHByvNmzdXHBwcFBsbG6VJkybKBx98kO/P/KL29/b2zvf75uLFi8rw4cMVLy8vxdLSUqlVq5YyatQoJSoqKt94//33X6VPnz6Kk5OTYmtrq7Rr10758ccf8+yb/brnt+X1PZGWlqbMmDHD+D5aWFgoNWrUUIYMGaIcPXo037judq/r5rXl9frcS1Feh3u9B8X5egLKokWL7usaimLa94WiKMoLL7yg1K1bV0lOTs61LysrS3nvvfcUDw8PxcbGRunTp0+RX/M7FfZ3XnkcQ1UWFfG9Sdq9Wwlr1FgJa9RYSdq1y9zhVC6pcYry+wh1XB3sqCiL+ipKfKS5oxJCCCFKRGHHURpFMa0qeufOnTlw4ADfffcdw4YNu+ftdhVF9mrE8fHxxgVgyrrfD1zinT/+w7eGI3+9Lrdb5Ss1Dv4aDcf/pz6u6wePfm9SDdi0tDTCw8OpW7cuNjY2xRqmKPs+/fRTxo0bx5IlS4ylEworJCSEgIAAgoODizxb0Fzmz5/PyJEjjTNThRCVS2F/55XHMVRlUdHeG31SEuf79yfrylWcBz9FteBgc4dU+SgKHFkOa8eqtWBtXWDAPPUuNCGEEKICKew4yuSar0eOHOGpp55ixIgRlSLxWl75N/JAo4FjkQlci08r+IDKytYZHl8E/eeCpR2Eb4NvusDp3IujCJGftLQ05s2bh6urK0888YS5wylW165dy7UIWGRkJB9//DE6nY6HH37YTJEJIYQQt0XPmEHWlatY1qyJ59ix5g6nctJooNUQeHkHVGsFqTfhlyHw11uQmWru6IQQQohSZ3Ly1cHBAQ8Pj+KMRZQAdwdrWtZ0BmDBzvOsPhzJnnPX0VfmBbjyo9FAm6HwYgh4NoeU6/DzE/DPeMhKL/BwUXnt3LmTTz75hF69enHx4kXeffddbG1tzR1WsZo+fToNGzZkxIgRjB8/niFDhtCkSRMiIiL48MMPqVWrlrlDFEIIUckl7dhB3O9/AFBt6idoq1Qxc0SVXNV68PxG6PKG+vjAAvg+AKLCzBuXEEIIUcpMXnCrb9++7NixozhjESWktosthy/F8cOOcGNbNScbgvs1pY9vNTNGVka5N4IXNsGmYPj3W/j3G4jYqc6MdWtg7uhEGbRp0yYmTZqEm5sbY8aM4e233zZ3SMWuT58+hIWFsXbtWm7evImNjQ0tWrTg1VdfZciQIeYOTwghRCWk6PWkHDhIVkwM2ip2XA2eCIDLs89SpUMH8wYnVBZW0GsK1AuA/70MMSfghwDo9TG0f0Gd/GDQ51wU17uLLNIlhBCiQjG55mtsbCxdu3ald+/eTJ8+HTs7u+KOrcwpjzWx1h27yss/huZq19z695tn2kgC9l5OrYNVr0DqDbUcwUMzodXT6kAR8hwspmVkSs1XIYQQlYLUfC3/yut7k7BhA1FTp5F17VqOdp27G/U3bEBbwe5AqRCSYmD1q3DmVlmvRn2hycOwZQokXLndz7E69JkBTfubJ04hhBCikAo7jjI5+dqjRw/i4uI4cuQIVapUoUGDBjg5OeW+gEbD5s2bTblEmVNeBqfRCWlEJ6ajNyg8v2Q/sUkZ+fZ1s7diwbD26LQaPBys8XCUZGEuCVdh5Ui4cGumt+9j8PAXcH4brBuXa7CY1utzwnV1JfkqhBCiwpPka/lXHt+bhA0biHxztLqwUx5qfDkHx169SjcoUTiKot5ZtvEj0Of3N8qtSQ5PLpUErBBCiDKtxJOvWm3hysVqNBr0er0plyhzysvg9IuNp5mz+UyRj3szsAFjejYsgYgqAIMeds2GLZ+Aogc7N0iJzaOjhjT7WoT3Wkzdhs0k+SqEEKJCk+Rr+Vde3pvM6GiyYmJQ9Houv/Iq+uvX8+2rq1qVmt98jUanw8LdHUtZp6LsSLymbjGn1LvLlHv8nVjFAwb/opYgcPBSNyGEEKIMKew4yuSarwaDwdRDRQnr3cyTum5VOBhxk2V7Iwrs/2wnb9p6u9DQ074UoiuntDq13IC9F2yepJYZyJOibik3ISMFtAbQWaqbEEIIIYQwSdyvvxE7b16h+uqvXyfiyUEAuI0ahfvrr5VkaKIoDiyCbdML1zc5Gub3UL/2Gw8B75VcXEIIIUQJMjn5Ksqu9cejijTzddneCJbtjeDNwAY0rZ67dIS4pSiDRUUPcRfAQqMmbB2lrq4QQgghhKnsAwOxrONN6qFDxP28vMD+zkMGY9u6Ndb16pdCdKLQGveFqvXg0r+wf37B/du/ALU6gnvjko9NCCGEKCHFlnxNTk4mISEBR0dHqlSpUlynFSZ4umNtejb1NKnmq7iHog4WbVzA3gkspPSAEEIIIcT9SNq8udAzXwHifl5O3M/LcRs1CtumTUowMlEkJ9cWfjIDqGPu/fPVma/VWpRcXEIIIUQJuq/ka2ZmJjNnzmTx4sWcO3fO2O7j48Nzzz3H2LFjsbKyuu8gRdF4ONoYF876eKAvr/wYCqg3xGe7Vcaejwf60rKWc6nGV24VdbCYdhOy4tSZr1Z2JRaWEEIIIURF5zzoSex7BJhU81WUIe2eg0YPquspLB8EyTH597275qsQQghRTpmcfE1NTaVnz57s2bMHnU5Hw4YN8fLyIioqinPnzvHhhx/y119/sXnzZmxtbYszZlEEfXyr8c0zbZj0ZxhX49OM7c52lkx7tDl9fOV2+EIrymBRowFnb7CxlXqvQgghhBD3ydLDw7hwllfwR0S+8WbuThqNcb9dC5klWSbduXBW31nw29BbO/JYA7rb21CzbamFJoQQQpQUrakHfvrpp+zevZvBgwdz/vx5Tpw4wdatWwkLCyM8PJynn36avXv38umnnxZnvMIEfXyrsXNcD5aP7ERAI/XT/04+rpJ4LSoHL6jeSh0E9p2FOn9Yk3dfRYH4SMhKA62UVhZCCCGEKC6OvXrh0KdPrnYLT09qzJmNY69eZohKFFnT/vDk0txrI+hu3Tn577eQcqP04xJCCCGKmUZRlDw+ZixYkyZNcHBwYN++ffn26dChA4mJiZw4ccLkAMuShIQEnJyciI+Px9HR0dzhmORYZDwPz92JlYWWAx8E4WgjszJNFrYG1o2DhCu32xxrkNZmJOG2LalbzRkbCw1Y2YNTLbCU2q9CCCEqlrS0NMLDw6lbty42Nvn/nqsIY6iKqjy+N4rBwNmgILKuXKXqyy9jXb8+Fu7u2LVri0anM3d4oqgMeojYDUlRYO8Jbg1hQU+IiwDvB+DZ/4GFlLITQghR9hR2HGXylLwLFy4wZsyYe/YJDAxk9uzZpl5ClIBm1R2p516FczHJrD92jSfa1TJ3SOVX0/7qIlx3Dha9u0BGJpw/D1XsIf0GZCRBzEmw91D7aE37oyA6IY3oxPQiH+fhYG2sASyEEEIIATBv3jzmzZuHXq83dyhFlrJ3L1lXrqJ1cMDt5ZfQ3iPxL8oBrQ7qdsvZNuRXWNALInbC2reg/1xjWQkhhBCivDE5+WpnZ0dMzD1qXgIxMTHY2clCQ2WJRqNhYKsafL7xNKsPX5Hk6/3Ka7BIpjo4rOIBTp4QfxnSE9QEbepNcKoJNk5FvtRP/15kzuYzRT7uzcAGjOnZsMjHCSGEEKLiGjVqFKNGjTLO2ChP4lb+DwDHh/tK4rWi8mgCjy+En5+EQ8vAvTF0ec3cUQkhhBAmMTn52qlTJ3755RdGjx5Ns2bNcu0PCwvj119/xc/P774CFMVvwK3k6+5zsUQnpMmsyJJkYQ2uPpAWryZh9Rlw4zxYO6pJWAvrQp/q6Y616dnUM0dbWqaex7/dA8AfL3fGxjL3rFoPh8JfQwghhBCiLNPHx5O4YQMAzo8+auZoRIlq0BN6T4V142HDB1C1PjTKXetXCCGEKOtMTr6+//77bNy4kfbt2/P888/j5+eHp6cnUVFRhISEsGjRIjIzM3nvvfeKM15RDGpXtaNNbWdCL8ax5sgVXujmY+6QKjaNBmydwdoBkq5BUow6Ezb6JDh4quUINAWvfefhaJMrUZ6SkWX8uml1R+ysZHEvIYQQQlRcCX//jZKRgXWDBtj4+po7HFHSOr4MMafg4CJY8Tw8vxE8m5o7KiGEEKJICs745KNLly4sX74ca2tr5s2bx6BBg/D392fQoEF8/fXXWFlZ8fPPP9O1a9fijFcUkwGtagCw5siVAnqKYqPVgWMNcG+kLsKFARKvqknYtARzRyeEEEIIUeZllxxweuxRNFIDtOLTaOChmVC3u7qOws+D1IkMQgghRDlyX9PkHnvsMXr37s2qVas4dOgQCQkJODo60rp1awYMGICDg0NxxSmKWd8W1Zj8Vxj/XY7nfEwSPu725g6p8rC0VW+bSr0JCZGgT4cb58DGGZxqgK7wq7nqDYrx633hN+jWwB2dVv4QEUIIIUTFk3bqNGlHj4KFBU79+5s7HFFadJbwxBKYH6SOmX99Gob9WaTyXUIIIYQ5mTzzNZu9vT3PPPMMn3/+OT/88AOff/45zzzzjCReyzg3e2u6NXADYNVhmf1a6jQasHNVFxOo4q62pcVB9AlIigZFuefhAOuOXSVo1jbj4+GL9vPAjC2sO3a1hIIuvJCQEDQaDRMnTmTPnj307t0bZ2dn4wyVhQsXMmDAAOrUqYONjQ2urq707t2brVu35jjPjRs30Ol0DBw4MEf7/v370Wg0aDQaLl++nGNfx44dcXBwICsrCyGEEJVbZGQkf//9N8uXL2ft2rVERkaaOyRxH+JXrgTAIcAfC1dX8wYjSpedKwz5VV209tK/sOaNQo2XhRBCiLLgvpOvovwa0Ko6AGsOR6LI4MU8tBbqwltujcDSDhSDOhs25hSkJ+V72LpjV3nlx1CiEtJztF+LT+OVH0PLRAIWYPfu3cZF91588UUGDRoEqCssR0VFERQUxJgxY3j44YfZs2cPQUFBrF692ni8q6srLVq0YNu2bRgMBmN7SEiI8es7E7aJiYmEhobSrVs3LCyk/q0QQlRW58+fp1evXtSuXZt+/frxzDPP0L9/f2rXrk2vXr04e/asuUMURaRkZBD/558AOMlCW5WTWwN1BqxGB//9Aju/MHdEQgghRKEUOjuxdOlSAB555BEcHByMjwtj6NChRY9MlLheTb2wtTzGhespHLkcT6tazuYOqfKysgO3hpByHRKuQFYqXD8Dtq7gWF293eoWvUFh0p9h5JUuVwANMOnPMHo29TJ7CYKNGzeyYMECRowYkaM9LCyMunXr5mi7evUq7dq145133mHAgAHG9oCAAL744gsOHz5MmzZtADXh2rx5c6Kioti6dSvPPvssADt27CArK4uAgIASfmZCCCHKqsuXL9O1a1eioqJo0qQJ3bt3x8vLi6ioKHbs2MGmTZvo1q0b+/bto1atWuYOVxRS4rZt6G/cQOfuhn23buYOR5hLvQB46FNY+zZsnqQmZJv0M3dUQgghxD0VOvk6fPhwNBoNnTp1wsHBwfj4XhRFQaPRSPK1jKpibUHPpp6sOXKFVYciJflqbhoNVHFTa78mXlETsak3IC1eTcDauUJGMvvOxXI1Pi3f0yjA1fg09oXfoHO9qqUWfl5at26dK/EK5Eq8AlSrVo3HHnuMuXPnEhERgbe3NwD+/v588cUXbNmyhTZt2pCVlcXOnTsZMWIEV69eZcuWLcZzZM+C9ff3L5knJIQQosybOHEiUVFRfP/997zwwgu59i9YsIAXX3yRyZMn88MPP5ghQmGK+BVqyQHnAQPQyN0tlVv7FyDmNOz7Dla+CCPWQbWW5o5KCCGEyFehRy4LFy5Eo9FQrVo1ABYtWlRiQYnSM6BVddYcucJf/13lg75NsNBJJQqz01mAc2111mv8ZXUWbPwl9WsUoqNSCnWa6MT8E7SlpUOHDnm2nz9/nmnTprFlyxYiIyNJT89ZPuHKlSvG5Gv37t3RarVs3bqVsWPHcuDAARITEwkICODq1av89ttvhIeHU7duXbZu3Yqjo6NxhqwQQojKZ/369fTv3z/PxCvA888/z59//sk///xTypEJU2VGR5O0YwcgJQfELb2nqneJndsCywfDyC3g4GXuqIQQQog8FWnm652GDRtW3LEIM+je0B0XO0tik9LZfe463Ru6mzskkc3aHtwbQdwlSL0OtwoNeFTRFepwDwebEgyucDw9PXO1nT17lg4dOpCQkEBAQAD9+vXD0dERrVZLSEgI27Zty5GMdXZ2pnXr1saSAlu3bkWr1dK9e3eio6MBdcarq6srhw4d4qGHHkKnK9xrJIQQouKJjo6mWbNm9+zTrFkzSb6WIwlr1oBej22rVlj7+Jg7HFEW6Czg8UWwoCfEnoZfhsDwtWBpa+7IhBBCiFxMnua4fft2Ll68eM8+ly9fZvv27aZeQpQCS52Wvi3U2cyrDssKwGWGPhMyUiAzBdLjc+zqUN2KavZa8iv6oQGqOdnQoa75VwHOqzTJF198wc2bN1myZAkbN25k9uzZTJ48mYkTJ9K4ceM8zxMQEEBiYiIHDx4kJCSEVq1a4eLiQqNGjahevTpbt25l+/btGAwGqfcqhBCVnLu7O8ePH79nn7CwMNzd5QPn8kBRFOJulRxwekxmvYo72DrDkF/B1gUiD8KqV0EWERZCCFEGmZx8DQgIYPHixffs89NPP0kipBwY2KoGAOuPXSMtU2/maAQAybEQe0r9JN+QlWOXTqshuLsTQK4EbPbj4H5Nzb7YVn7OnTsHQP/+/XO0GwwGdu3alecx2TVc169fz65du+jRo4dxX0BAAFu3bpV6r0IIIQDo3bs3f/75JwsWLMhz/8KFC/nzzz/p06dPKUcmTJF6+DAZ4eFobG1xfPBBc4cjyhpXHxj0I2gt4fhK2PapuSMSQgghcjE5+aoU4lNFg8FQ4KJcwvza1HahhrMtyRl6Np2IMnc4AtSFt9wagUO1PHf3qW/LNw+54FEl539hL0drvnmmDX188z6uLMiu5bpz584c7TNmzODYsWN5HtOtWzd0Oh1fffUVycnJOT7UCQgIIDIykh9//BFnZ2datWpVYrELIYQo+yZOnIibmxsvvvgizZs357XXXmPKlCm89tprtGjRgpEjR1K1alWCg4PNHaoohPiV6qxXx1690NnbmzkaUSbVeQAenqV+HTIVjq00bzxCCCHEXUp0qdAzZ87g5ORUkpcQxUCr1TCgVXW+DjnHqkNXeLhFdXOHJLJp8/8v2qe+LV1rWdH8OzVhvri/C91q26JzyAJ9BuisSivKInn55ZdZtGgRjz76KIMGDaJq1ars3buX0NBQ+vbty9q1a3Md4+joSNu2bdm3bx86nY5u3boZ92UnYmNiYhgwYABarSwaJ4QQlVmtWrXYtWsXL730Elu3bs1VgiAgIIBvvvmGWrVqmSlCUViGlBQS1v4NSMkBUYA2QyHmFOz5Cla9Ai7eUKOtuaMSQgghgCImX0eMGJHj8apVq7hw4UKufnq93ljvVW7pKh8Gtq7B1yHn2HY6mriUDJztymbirtJIjoWkawV2u7O0QIca1ui0t45Nvg52VcHeEyzK1nvZunVrNmzYwAcffMDKlSvR6XR06dKFXbt2sWbNmjyTr6D+sbxv3z7atWuHg4ODsd3Hxwdvb28iIiKk5IAQQggA6tevz+bNm7l8+TKHDh0iISEBR0dHWrVqJUnXciRhwwYMKSlY1q6NXfv25g5HlHU9J8P1s3B6HSwfAiO3gFMNc0clhBBCoFEKUz/gljtnlGk0mnuWHtBoNLRv354ff/yR+vXr31+UZURCQgJOTk7Ex8fj6Oho7nCKXZ/Z2zl5LZGpjzRnSMfa5g6n3EpLSyM8PJy6detiY2Nj2kn0meoGkJEICVfy7JaSaaDpN2qSNuyD7tjpsiA5BjKSb/XQlNkkrBBCiPKvsL/zKvoYqjwri++NoteTcuAg1yZNIuP8edxefw33UaPMHZYoD9ITYUEviA4DrxYwYh1YVTF3VEIIISqowo6jijTzNTw8HFDrvfr4+DB69GjefPPNXP10Oh0uLi5UqSK/6MqTga1rMP2fk6w6HCnJV3PTWaobgJUd6Kwh/jIYMm/30VqCczXg1gxZK1uwsgAbZ8hIgsRr6r8psZBSdmfCCiGEEEJkS9iwgaip08i6dvsOoJu//Ip1gwY49uplxshEuWDtAIN/gR96wLX/4H8vwRNLQcpSCSGEMKMiJV+zF8oBWLRoEa1bt87RJsq3/i2rM/2fk+wLv8GVuFSqO9uaOySRzdaZ6Axrom/cBEOWWgvW0o60mwZjl7ArCdhY6u44yAMyquChicfDKk2SsEIIISqkESNGoNFomDp1Kp6enrnKZOVHo9GwYMGCEo5OFEXChg1Evjka7rq7Th8bq7bPmS0JWFEwF2946idY0g9O/AlbP4bAj8wdlRBCiEqsSGUHKruyeFtWcXvyuz3sC7/B+Acb87JfPXOHUy4VS9mBPHyx8TRzNp8p8nFvBjZgTPdqt2fCAmo5AtdbSVjrYotRCCFE5VIWyg5otVo0Gg0nTpygYcOGhV54UaPRoNfrizWW8sjc49vM6GiyYmJQ9Houv/Iq+uvX8+2rq1qVmt98jUanw8LdHUsPj1KMVJQ7R35RZ74CPPI9tBxk3niEEEJUOCVSdiAvaWlp7N+/nytXrpCenp5nn6FDh97vZUQpGdiqBvvCb7DqUKQkX8uYpzvWpmdTzyIf5+FgDdY26m1Y6UmQePVWOYLrkHJDkrBCCCHKteyyWDVq1MjxWJQPcb/+Ruy8eYXqq79+nYgn1QSa26hRuL/+WkmGJsq7lk9BzCnYOQvWvAaudaFGW4jYDUlR6vjXuwtodQWfSwghhLgP95V8nTdvHh9++CHx8fF57lcUBY1GI8nXcuSh5l4ErznGyWuJnLqWSCMvh4IPEqXCw9EGD8f7nElrbQ/WDSQJK4QQosK4uwSWlMQqX+wDA7Gs403qoUPE/by8wP7OQwZj27o11vUqxoK+ooT1+BBiT8PJv+DHx8DSVk28ZnOsDn1mQNP+5otRCCFEhWdy5fGVK1fy+uuvU6tWLT777DMURWHAgAFMnTqVPn36oCgKjz32GAsXLizOeEUJc7azwr+RegvX6sORZo5GlBhre3BrAFUbgJUDoKhJ2OgTEHcRsvKexS6EEEKUdZMnT2b79u337LNr1y4mT55cShGJe0navJmr77xbqMQrQNzPy7n6zrskbd5cwpGJCkGrhUe/B+fakJ6QM/EKkHAVfhsKYWvME58QQohKweTk6+zZs/Hw8GDPnj2MGTMGgFatWjFu3DjWrl3Ljz/+yKpVq2T2QTk0oFV1AFYfvoLBICWBKzRre3Crn08SNkKSsEIIIcqdiRMnEhIScs8+O3fuZNKkSaUTkLgn50FPUmfFH3j/9iu6qlXv2VdXtSrev/1KnRV/4DzoyVKKUJRbidfgymGIPgkZyfl0UtRt7dtw+aDaP/Fa6cUohBCiUjA5+frff//Rv39/7OzsjG13LlowZMgQAgMDZVZBORTUxBN7awsi41IJvXjT3OGI0nBnEtY6Owl7A6LD1AFrynUwyKIkQgghKoaMjIxCL8wlSpalhwe2zZph16IFXsH5rEiv0YBGg1fwR9i1aIFts2ay2JYo2IFF8L0fzO+hjmXvJTla7fe9n3qcEEIIUYxMHnVmZmbi7u5ufGxra0tcXFyOPi1atCA0NNTk4IR52Fjq6N3MC4BVUnqgcrG2Bzs30N5RDjorVS1FcO0o3IyA9ERQZEa0EEKIskuj0eS7LyMjgx07duDpWfRFLEXJcuzVC+encq9Ib+HpSY05s3Hs1csMUYlyq3FfePQHaP9C4fq3f0Ht37hvycYlhBCi0jF5wa3q1atz9epV42Nvb28OHTqUo09ERAQWFve1ppcwkwGtqrMi9DJr/7tKcL9mWOpkdkilkBoHN/NbJVqB1BvqprMCW1ewcwGL+1wETAghhLhPPj4+OR5/8cUXLFqUe/aaXq8nNjaWtLQ0Ro4cWVrhiSJQsrIAcHz4Yez9/bFwd8euXVs0OlmRXhTRybWwbXrh+++fr25+46Fai5KLSwghRKVjcma0ffv2OWa19unThzlz5jB9+nT69evHzp07WblyJUFBQcUSqChdXepVxc3emtikdHaciaFHY5kdYnaJ10yrQeXgpW750WeqGwrEXyrgZBp102dA0jV1s6wCdq5g65xzxqwQQghRSgwGg3G2q0ajQVEUlDzu0rC0tKRZs2b06NGDDz/8sLTDFIWQduQ/ABwf7INDYKCZoxHlWrvnoNGDaums5YMgOebe/R2qQ4eR0HJw6cQnhBCi0jA5U/LEE08wYcIELly4QJ06dXjvvfdYsWIF77//Pu+//z6KouDk5MSnn35anPGKUmKh09KvZTUW7brAqkNXJPlaFhxYVLRP77P5jYeA9/LfnxyrJlEL5daiBKDOftVnQGYyxCdD/GWwcVYTsdYOan02IYQQohRcuHDB+LVWq2XMmDF89FE+9UNFmaVPSib97FkAbJo3N3M0oty7cwJC31nw29BbO+78YEajPrZ2hMQrsHkSnPgTek6Gut1KOWAhhBAVlcnJ10ceeYRHHnnE+Njd3Z3Dhw8zf/58zp8/j7e3N88++yw1atQolkBF6RvQqgaLdl1gY1gUyelZVLGWWY1mlf3p/Z2yUmFhH/XrEevAwjb3cfea9Qpg4wQW1uoqsCmxBcdh5wZWVdRyAzoLSLmpliLISoO0m+qmtQRbFzURa5lHTEIIIUQJCQ8Px9nZ2dxhCBOkHT8OioJFtWqyoJYoXk37w5NLYd04SLhyu92xOvSZDvUCYM882PUlXAmFJQ9D/Z7QcxJ4NjNf3EIIISqEYs2mubi48M477xTnKYUZtazpRJ2qdly4nsLGsCgGtpZEulnlVT4gI/n2114t1KRoUaXFF2HmK2qCNiUW7L3AsRo4eIK9B2SmqEnYlJtgyFRXjU2OVpOvtlXVZKxOEvj+/v5s27Ytz9thzaFOnTpAzlljQghRnnl7e5s7BGGi1P+OAGDbQuptihLQtL+6mFbEbkiKAntP8O4C2lv1hP3HQ7sRsG0GHFwMZzfC2U1qGYKACeBcy6zhCyGEKL8kEyLypdFoGNCqBnM2n2HV4UhJvlZUVdzU2a8ocOM8GLLy76u1AFcfQAM6y9vtGo2a+LWqAo41IC1BTcSmJUBmKmRehoRIsHFUF+qycQRN6SziVtaSnaVt+PDhLFmyhPDwcGOiVQghKoM9e/awadMmrly5Qnp6eq79Go2GBQsWmCEykZ+0/9R6r7YtpOSAKCFa3b3LCdh7QN/PodOrsHkyhK2CIz/DsRXQ8SXo9pY6oUAIIYQogkInX5cuXWryRYYOHVpwJ1EmDWhVnTmbz7DjTCyxSem42VubOyRR3HSWtxOpTrXgZnj+fZ1qFTy7VqNVF9+ydQZ9FqTehNTrahI2LV7dNDqwc1ETsZZ2Uh/WjDZv3mzuEIQQolhlZWUxePBgVq5ciaIoxgW4smU/luRr2ZP631FAZr6KMqBqPXhyCVw+CBs/goidsPtLCF0C3d6GDi+BpY25oxRCCFFOFDr5Onz4cOMqsoWVPbCV5Gv55eNuT4uaTvx3OZ6/j15laOc65g5J3Mmgv/11xG6o1+P2rVOmsHUG6qqLZxkyb7drLcGp5q39RaCzAHt3dctMhZQbajLWkKku9JUcq9aOtXVVk7E6K9NjFyapV6+euUMQQohi9fnnn7NixQpGjBjBq6++Srt27Rg9ejSDBg1i+/btTJ8+naCgIGbMmGHuUMUdMqOiyIqKAq0Wm2ZSY1OUETXbwvC/4MwG2DQRosPUZOy/30OP96HFoPsbewshhKgUCn3f76JFi1i4cGGRtuxjRPk2oJVabmDVoUgzRyJyCFsD8zrcfvzT4zDbV22/H7bO6sICVeuDs7f6r2ezIiVeQ0JC0Gg0TJw4ke3bt+Pn54e9izuudZsz5K2pXE6xARsXQKMu1JV4BaKOc3zXPwx6/BE8PDywtrambt26jBkzhhs3buS6xpkzZ3juueeoW7cuNjY2uLm50aZNG95++21jH41Gw7Zt24xfZ2/Dhw8v8DmEhoby+OOPU7t2baytrfH09KRz585Mnz49V9/o6GjGjBlD/fr1sba2xs3Njccee4xjx44V+jUDWL16NYGBgbi4uGBjY4Ovry+fffYZer0+z/5r1qyhd+/eVK1aFRsbG+rUqcOzzz5rvG6dOnVYsmQJAHXr1jU+f39/f+M56tSpk2c5gpSUFCZOnEjjxo2xsbHB1dWVvn37snv37lx9J06ciEajISQkhN9++402bdpga2tLtWrVeOONN0hNTS3S6yCEEPfjp59+wtfXl/nz59OmTRsAnJ2d6dixI++88w7bt2/nr7/+Yv369WaOVNwp9Yha79W6QQO0dnZmjkaIO2g00LA3vLwTBnytlthKuAyrXoFvu8HpDVBJy1sJIYQonELPfB02bFhJxiHKsH4tqvHJ2jBCL8Zx8XoKtavKgNjswtbAb0OBuwZ6CVfV9ieXqosKmEqjAWuH+woRYO/evUybNo2+ffvyxhtvEBoayvLly9m5cyf79+/H06smpMZByg12795NryGvkp6RyeN9g6hT14e9oUeZPXs2a9euZc+ePVStWhWAK1eu0KFDB5KTk+nbty+DBg0iKSmJM2fOMHfuXD7//HMAgoODWbx4MREREQQHBxvjatWq1T3jPnz4MF26dEGn0zFgwAC8vb2Ji4vj+PHj/PDDD4wfP97Y99y5c/j7+xMZGUmvXr0YOHAg0dHRrFixgvXr17N582Y6duxY4Gs1YcIEpk2bRs2aNXnsscdwdHRk+/btvPPOO/z777/8/vvvOfq/++67zJw5E1dXVwYOHIiHhweXLl1i06ZNtG3bFl9fX0aPHs3ixYs5cuQIb775pnH174Jqv6anpxMYGMjevXtp06YNo0ePJjo6ml9//ZUNGzbw66+/8uijj+Y6bt68efzzzz8MGDAAf39/1q1bx9y5c7l+/To//fRTga+BEEIUh7Nnz/LCCy8YH2s0GjIzb9/N0axZM/r168c333zDSy+9ZI4QRR7SjkrJAVHGaXXQ+mnwfRT+/Q52zILo4/DzE1CnG/ScBDXamjtKIYQQZZEiCi0+Pl4BlPj4eHOHUuqe/mGv4j3uL2Xu5tPmDqXMS01NVcLCwpTU1NSSuYA+S1E+b6wowY75bE6K8nkTtZ+ZbN26VUHNDCvz58/PsW/SpEkKoIwYMcLYptfrlQYN6iuAsm75d4oSGWrc3nvjBQVQnn9uuLH/l19+qQDKnDlzcl07JiYmx2M/Pz+lqD/q3nrrLQVQVq9enWtfbGxsjsddunRRLCwslA0bNuRoP3XqlOLg4KA0b968wHg2bNigAMqDDz6oJCcnG9sNBoPy8ssvK4Dyxx9/GNvXrl2rAErz5s1zxZOZmalcu3bN+HjYsGEKoISHh+f5XL29vRVvb+8cbZMnT1YA5emnn1YMBoOx/ciRI4q1tbXi4uKiJCQkGNuDg4MVQHFyclJOnjxpbE9JSVEaNmyoaDQaJTIyMs/rCyHKt8L+zivNMZSTk5Mybtw442NHR0flxRdfzNHn3XffVezs7Eo8lvKgrIxvLzw7VAlr1Fi5+fvvZo1DiEJLvq4o699XlMnut8fhvw1TlNiz5o5MCCFEKSnsOKp0lhsX5d6AVtUBWHX4SqVdNb7MiNgNCVfu0UGBhEi1n5k1atSIESNG5Gh75513cHd3Z/ny5WRkZACwa9cuzpw5y4MPPkjvQSPVUge2rqDR8v7rz1HVxZmfl/9CxpXjkHIdFAMAtra2ua7p5uZWbPHndf7s2bcAhw4dYvfu3QwbNoyePXvm6NewYUNGjhzJ0aNHCyw/8NVXXwHw3XffYXfHrZYajYbp06ej0WhYvny5sX3evHkAzJkzJ0c8ABYWFnh6ehbyGeZt8eLFWFpaGq+drUWLFgwfPpybN2+yevXqXMe9+eabNGrUyPjY1taWwYMHoygKBw8evK+YhBCisGrVqsWlS5eMjxs3bsz27dtzjF/27t2Lq6urOcITeVD0etJu/a60kZmvorywc4VeH8PrB6DlYEADx/+nlgVbOxaSYswdoRBCiDKi0GUH7qbVagu1AJdGoyErK8vUy4gyoo+vF++vOsbZ6CSOX0nAt4aTuUOqvJKiirdfCeratWuunxO2tra0bduWdevWcfr0aXx9fTl06BCAWos0u+SBtQMYalIlLZ52rZqzfusOTp8Mw7dxBg93bMB4O1tGjRrFxo0b6dOnDw888AANGzYslrgff/xxZs+ezcCBA3nyySfp2bMnDzzwALVr187Rb+/evQBcu3aNiRMn5jrPyZMnjf/6+vrme729e/dSpUqVfFfdtrW1NZ4LYN++fVhbW+Pn51fUp1aghIQEzp8/T5MmTahZs2au/f7+/nz33XccPnyYZ555Jse+7NqKd8o+R1xcXLHHKoQQefHz82P16tXGhV8HDRrE2LFjefjhh3nooYfYuXMnO3fuzPXhoDCf9LPnMKSkoLWzw1oWghTljXNteORb6DxKXZTr7CbY/wMcWQ5d3lDbre3NHaUQQggzMjn52r179zyTr/Hx8Zw5c4bk5GRatmxprDEoyjcHG0uCmnjw99FrrD4cKclXc7Iv5KzGwvYrQR4eHnm2Z8/MjI+PB9SE353tRlod2LniVdsH2EG83hp01tStVY09qxcx6Yvv+efvtcZ6qI0aNWLKlCk88cQT9xV3586d2bJlC9OmTWP58uUsXrwYgLZt2zJz5kwCAgIAjAuBrV27lrVr1+Z7vuTk5Hte78aNG2RlZTFp0qRCnSMuLo4aNWqg1Rb/zQv5vhe3eHl5Abffuzs5OeX+uWBhof6ayW/RMCGEKG4jRoxAr9dz+fJlatWqxeuvv05ISAh//fUX//zzDwAdOnTIcwFFYR5pR/8DwMbXF41OVo4X5ZRXc3hmBZzfBhs/gquHIWQq7J8P/uOgzTDQWZo7SiGEEGZgcvI1JCQk330pKSmMHz+edevWsWHDBlMvIcqYAa1q8PfRa6w5coXxDzZBpy145rMoAd5dwLG6urjW3QtuAaBR93t3Ke3IcomOjs6zPSpKnZWbnaxzdHTM0Z5ff0evuuDRBDJTaNHOjRXzm5CZkcbB/07wz9ZdfLnwVwYNGkR1Tw+6dr+/WaF+fn74+fmRmprKv//+y59//snXX39N3759OXr0KPXq1TPGPXfuXF577TWTr+Xo6IhGoyE2NrZQ/Z2dnbl27RoGg6HYE7CFfi9u9RNCiLKmTZs2fPPNN8bHlpaWrFmzhgMHDnDu3Dm8vb3p0KFDiXyAJUyTekRNvtq2lJIDogLw8YORWyHsf7B5Mty8AGvfhr3fQOBH0KS/eqeXEEKISqNERp12dnZ8+eWXODk58e6775bEJYQZ+Ddyx9HGgqiEdP4Nv27ucCovrQ76zLj14O6B263Hfaar/cxs165duWoEp6amcvDgQWxtbY1lAlq3bg3k/aFOSkoKBw4cwNbWVq0nqtGAVRVwrgWevlh6NKBTlweYNPYVvpw8FkVR+Ov3JXAjHNLi0d2aQWPqzEtbW1v8/f35/PPPmTBhAqmpqWzatAmAjh07ArBnzx6Tzp2tY8eOXL9+nTNnzhSqf4cOHUhPT2fbtm0F9i3q83d0dMTHx4ezZ88SGRmZa3/2NVu1alWo8wkhRFnRrl07Bg0aRKdOndBqtXnO4C+PVq5cSc+ePXF1dUWj0XDhwgVzh1Roil5P8r/7SNq5EwDrZs3MHJEQxUSrBd/HYNR+ePBTsKsK18/Cb0NhQc8ysTaDEEKI0lOiH/l369btnrfiivLF2kLHQ82rAbD60L0WfBIlrml/eHIpOHjlbHesrrY37W+euO5y6tQpFi5cmKNt5syZxMTEMHjwYKysrAC1Nmy9evX4559/jInNbNOmTSM2NjZH//3796uzarVasHWBqvXA05eoRDXBaGtjDWlxcOM8rnZq8vFyeOESmwA7duww3n5/p+xZn9kLcXXo0IGOHTuyfPlyfv3111z9DQZDoRKkb7zxBqDeKnv9eu4PNq5du8aJEyeMj0eNGgWoC1xllz7IlpWVlWPWavaCMpcvXy4wjmzDhg0jMzOT9957L0fy/NixYyxatAgnJycGDhxY6PMJIURZkpSUxOTJk/Hx8TF3KMUiOTmZbt268cknn5g7lCJJ2LCBs4FBXBw2jKyrVwGI+mQqCXLXnKhILKyg40vwxmHo/i5Y2sHl/bDoQfh5EESfKPAUQgghyj+Tyw4URkxMDElJSSV5CVHKBrSqwS/7L/H3satMHtgMawvzz66stJr2Bx9/mF5Lffz0H1CvR5mY8ZqtV69evPrqq6xdu5bGjRsTGhrK+vXrqVWrFlOnTjX202q1LF68mN69e/PQQw/xxBNP4O3tzb///suWLVuoV69ejtp8P/30E19//TX+/v7Ur18fR0dHwsLC+Pvvv3Fzc2PEq29BFVtIvUmPLu3446+NPPHE4zwU5I+NvTPNW7ejb/+B+cb9+eefs3HjRgICAvDx8cHGxobQ0FA2b95M/fr1eeSRR4x9ly9fTkBAAE899RSzZ8+mbdu22NjYcPHiRfbs2UNMTAxpaWn3fJ369OnDhx9+yJQpU6hfvz59+vTB29ub69evc/bsWXbs2MHHH39MkyZNAHjooYcYO3Ysn332GQ0aNOCRRx7Bw8ODyMhINm/ezNixYxk9ejQAPXr04LPPPuOll17iiSeeoEqVKtSuXZshQ4bkG8+7777L2rVrWbZsGSdOnCAwMJCYmBh+/fVXMjMzWbp0KQ4ODvd8TkIIYQ4XLlwgNDQUCwsLOnToYKxTDZCWlsbs2bP57LPPuHHjBnZ2dmaMtPg8++yzADkWZizrEjZsIPLN0XDX3TH62Fi1fc5sHHv1MktsQpQIG0fo8T60fx5CpkPoUji9Ds5sgFZDwH8CONUwd5RCCCFKilIC9Hq9snTpUsXS0lLp3LlzSVzCLOLj4xVAiY+PN3coZqPXG5ROUzcp3uP+Uv45etXc4ZRJqampSlhYmJKamlryF0tPUpRgR3VLTyr56xXS1q1bFUAJDg5Wtm3bpnTr1k2xs7NTnJ2dlaeeekq5ePFinsf9999/yuOPP664ubkplpaWire3t/LGG28oMTExOfrt3btXeemllxRfX1/F2dlZsbW1VRo0aKC88cYbOc9t0CuZibHKu6+/qNSu4aVYWFgogDLsiX6KcvU/RYk5rShxlxQlKVZ9/fRZiqIoyrp165ShQ4cqjRo1UhwcHBR7e3uladOmygcffKDExsbmivvGjRvKBx98oPj6+iq2traKvb290qBBA2XIkCHKypUrc/T18/NT8vvRu3HjRqVfv36Ku7u7YmlpqXh5eSmdO3dWpkyZkudrtmLFCiUgIEBxcnJSrK2tlTp16ijPPvuscuzYsRz9Pv30U6VBgwaKpaWlAih+fn7Gfd7e3oq3t3eucyclJSkffvih0rBhQ8XKykpxdnZWHnzwQWXHjh25+gYHByuAsnXr1lz7Fi1apADKokWL8nzOQojyrbC/80p6DGUwGJRXXnlF0el0ilarVbRarWJtba3MmjVLURRF2bBhg1KzZk1Fq9UqdnZ2yttvv61ERUWZfL1ly5YpL774otK2bVvFysqqUD/n9u3bpzz44IOKs7OzYmdnp7Rv31756aefTI7hbidOnFAAJTw8vEjHldb4NiMqSkk5dkxJPnJEOdWlqxLWqHG+26kuXZXkI0eUlGPHlIz7eJ+EKLNiTivKL0/fHsdP8VCUjcGKknLT3JEJIYQogsKOozSKouS1Yk+B8rtVKysri+joaDIzM7GwsGD9+vX4+/sX+fz79+8nODiYPXv2kJGRQbNmzRg9evQ9Z2vlJTExkc8++4wVK1Zw/vx5rKys8PHxYcCAAQQHBxfpXAkJCTg5OREfH1+pF5uZ9vcJvtt+ngd9vfjmmbbmDqfMSUtLIzw8nLp162JjY1OyF8tIhqnV1a8nXFFroZYBISEhBAQEEBwczMSJE80djkqfBWk3IeUGZKbk309nDZY2YGELlrZgYQMW1rIwghBC5KGwv/NKegz1/fff8/LLL1OlShX8/PxQFIVt27aRmprK7Nmzefvtt9FoNIwaNYrx48fj4eFxX9erU6cOERERuLm5UaVKFSIiIli0aBHDhw/Ps39ISAi9e/fGysqKp556CicnJ1auXEl4eDiffPIJEyZMuK94QJ352qRJE8LDw6lTp06hjyut8W3M3K+InTevyMe5jRqF++umL2opRJl2aR9s/Agu3lo/wNYFuo2FDiPV8acQQogyrbDjKJPLDhgMBjR5JCMsLS3x9fWlXbt2vPbaa/j6+hb53PkNUJ9++mkuXLhQ6AHqxYsX6dGjB+fPnycoKIi+ffuSnp7O2bNnWbFiRZGTr0LVv1V1vtt+ns0no0lIy8TRxtLcIQlRMJ0FVHFXN4MestIgMzXnv4Ys0KerG3cuxKIFS+ucCVlLW9BaSFJWCCHKgKVLl2Jvb8/hw4eNEwROnTpF27ZtGT16NHXr1mXt2rXqwo3FYP78+TRo0ABvb2+mT5/Oe++9l2/frKwsXnjhBTQaDdu3bzcuMhkcHEznzp0JDg7miSeeoEGDBgB88MEHBdZvNXHuhFk5D3oS+x4BJO3YSezs2QX2dxs9GvtuD2Dh7l7ywYlc9AY9odGhxKTE4G7nThuPNujKUGmrCqNWB3juHzj1D2yaCLGnYMP78O930OMDaP6EusaBEEKIcs3k5GtJraRa1AFqfvR6PY8//jhXrlxh8+bNBAQE5LqOME3Tao408LDnTHQS645d48l2tcwdUuWQeE3d7pSVevvra/+pycG7OXjlXpirslIUyEgCfSboLNWVZ+9MnuozcydkM9MAg/o4MxXueMnRWtxOxN75r/xxIoQQper48eM8+uijOe7MatSoEY899hg//vgjCxcuLLbEK0BQUFCh+27ZsoVz587x3HPPGce1AA4ODnz44Yc89dRTLFq0yFgLfezYsbzwwgvFFmtZo3NxLtZ+lV1JJEk3RWxi+r7pRKXcXsDT086T8R3GE+Rd+O99UUgaDTR+CBr0giM/w9apEH8R/vci7J4LPSdCvUD5wF8IIcqxEl1wyxRFHaDm548//mD//v18+OGHuRKvABYWZe6plxsajYaBrWswc/0pVh+OlORraTmwCLZNz3//wj55t/uNh4D8Z+RUGqlxEH8ZDJm327SW4FQTbJ3VxzpLdeOO2wUURZ0Jm5mmJrszU9Wv9enqTNmMJHW7k87q1izZ7ISsrZQuEEKIEpSQkIC3t3eu9uy2jh07lnZIRiEhIYC6COXdstu2bdtmbHN2dsbZ2bk0QitVcb/+VqSyA1HBEwEpO3AvJZEk3RSxibdC3kIh5+zq6JRo3gp5i1n+s4o9ASuzbG/RWUCboeD7OPz7DeycDVFH4cfHoK4f9JwE1VsXeBohhBBlT7FkICMjIzly5Ajx8fE4OTnRsmVLatQwbbXGog5Q8/Prr78C8MQTT3Dp0iXWrl1LXFwc9erV48EHH8Te3t6k+ISqf8vqzFx/il1nr7NszwXqezjQoa4rOq0kl0pMu+eg0YNFP84Ms179/f3L1i2RqXFwMzx3uyHzVnvd2wnYu2k0t+q+2gB39DEY1JmxdyZks1JvlS7IULf0O0sXaG7PjjXWlLVRE8CSlBVCiPuiKAo6Xe5kTXabtbX5aieeOXMGIM+7tlxcXHBzczP2McWNGze4ePGi8a60sLAw4uLiqF27Nq6urrn6p6enk56ebnyckJBg8rWLIrvsAEDy3r3EzPws377u74ylSqdOAFJ2IB/3kyTNMmSRmpVKalYqaVlpXEm6wtXkq6RmpTL30Nxc5wSMbZP3TMbd1h1LnSXutu64293f+yOzbPNgZQfd3oY2w2HHZ7DvBwjfBt/7q4nZHh+Aa92cxxj0ELEbkqLA3hO8u8idWEIIUYbcV/L11KlTvPbaa2zZsiXXvsDAQObOnVvkW7yKa4B64MABAHbu3MmYMWNyDDLd3d357bffClwIzFyD0/Lg+JV4LHUaMvUKH64+DkA1JxuC+zWlj281M0dXQUn5gKLRZ6obCsRfunff+Eu3Zrxq7pj9WgCtVh0cW9nlvm5e9WQVg5qczbqrdIFGd1dCVkoXCCGEKZKTk4mOjs7RlpSk3pkQExOT54eC97vwVmHEx6sfxDk5OeW539HRkcuXL5t8/jVr1vDcc88ZH/ft2xcg3wXApk2bxqRJk0y+nqksPTywvPV62zZrhlWtWkS+9TbcUQrMwssLzwnv4ZjHJAwBMSkxxKTGYFAMTNk75Z5J0ne3v4uPkw8ZhgyyDFlk6DOMCdfMO+8CKqKb6Td55p9nAHCwcqCeUz2cbZxxsXYx/uti45LjsbONMw6WDrnWCzHHLNtypUpV6DMNOr4EWz6Bo7/BsT8gbDW0fx66vwNV3CBsDawbBwlXbh/rWB36zICm/c0XvxBCCCONYuL0tBMnTvDAAw9w8+ZNfH19eeCBB/D09CQqKopdu3Zx9OhRXFxc2LlzJ02aNCn0eXv16sXGjRs5c+YM9evXz7W/Xr16XL58OUdSNC82Njakp6ej0+kYO3Ysr732GjY2NixfvpyxY8dia2vLiRMnqFYt/0ThxIkT8xyclvRqsGVRdEIa0Ynqa777bCxT/zmZb98JDzamS303ADwcrPFwzH/144qosCs/ixKWcBWSrhXc7272XuBYzB8gKIo6EzZHQjYVsu7xc0xnlUc9WWvQyKILQoiyo7C/8wq7EqyptFptngvBgjorNq99Go2mWNYAyF5wK79kZ3GNbYtLXpMLatWqVerjW31SEqfbdwBFwfPDD7GuXx+7dm3R5DGDWahm7p/J0rClxXY+rUaLrYUtBsVA6p3rCJQAC42FMQlra2mLvaU9R2KOkK7P//u+qk1Vvgr8Cq1GWyyzbMu9q0fURbnO3Zr4ZOUADXvDsRWQKxF/62fek0slASuEECWosGNck2e+jhs3jvj4eJYsWcKzzz6ba//SpUsZMWIE48ePZ/Xq1aZexmQGgwGAhx9+mOnTb9fJfP3114mMjGTGjBksWLCADz74IN9zvPfee7z11lvGx9mD08rop38vMmdz4W6JuzMx+2ZgA8b0bFhSYQmRPxsnNVmZkQwpsQX3t3MDqyq3ygsUM41GjcXirttec5QuuONfQ+YdpQvunHGfXbrgrlmyOildIISo3Lp3755v8tXcsme8Zs+AvVv2oL20WFtbm7UMQ7bUI0dAUbCsUQPXp4eYO5wyLzY1llM3Tpl0bC/vXozwHYGthe3tzdIWK60VGo3GOKP2eOxxJu+dXOD5xrYdSzX7amhvfSB8M/0mcWlx3Ey/yc20m8bHcelx3Ey7SUpWCllKFrGpscSmFmJMdsv1tOsMXjsYgFdavsKrrV416flXGNVawrP/g3NbYeNH6mK7x/7Ip7MCaGDdeGjcV+6oEkIIMzM5+bpt2zYeffTRPBOvAEOHDmXNmjVs3LixSOctrgGqk5MTsbGx9O+f+5O+fv36MWPGDGNpgvyUlcFpWfB0x9r0bOrJf5fjmPC/YwX2n/qILy1qOuPhUHlfvzJV87QySosv2szXlFh1s/fKXUqgpORbuiDrroRsHqULuHm7v0aXs46ssZ6sLCwohChZZeV3XfaaAWVRdimtM2fO0LZt2xz7bt68SWxsLF26dDFHaGaj6PXE//kXAJa1a6Po9TLjNQ/Xkq+x+eJmNkZsJDQqNM8yA/fyUaePaObWrMBZo+526v5GLo347r/viE6JzvNaGjR42nnyTNNnirQgVlpWGnHpajL2v+j/OBN3htM3TxMaHVrgsYMaDaKVRyvqO+WeNV5peTSBfnPgwAI49OM9OiqQEAmhS9WFuqSEmRBCmI3J969qNJo867LeqVGjRkWehXDnAPVu2QPUgq6bfW0gz9Vis9tSU0v29pqK6GZK4WpEFbZfRZS9uEdmZuV9DcqEKm7g1gjcGhachNRaqP3cGqnHmZvOAqwdwN4dnGuDeyPwagEeTcHFBxyqgY3z7Vm6iv72DN/4y3D9DFw7ClHH4fo5tQZYyg01iasYzPrUhBAVS/bvurwWuxIqPz8/ADZs2JBrX3Zbdp/KIGHDBs4GBpGwahUAKXv2qI/zeH0qGr1Bz/5r+/n7/N/sv7YfvUGfq8/lxMssPraYp/9+mp5/9GT6vukcjDqIgoJvVV9GtxnNmoFr8LTzREPef2dp0OBl58WjDR6ladWmhb5dX6fVMb7DeOM57j4nwLgO44qUeAWwsbDBq4oXjV0bE5sWyy+nfilU4hXg11O/8t6O99hyKfcaI5XW7rnwQ0ABidc7/DUavvdTjxNCCGEWJk+L6ty5c4EzR/fv30/Xrl2LdF4/Pz+mTZvGhg0beOqpp3LsK8oAtUePHuzatYuwsDAeffTRHPvCwsIAqFOnTpFiq8yKUnYAYOb6U8xcf6pSlh2wtLTE2tqa+Ph4HBxyLy4gSsmdC2c51YKb4fn3daqllhwoy3KULrhj9r9yq3TBnWULMlMLKF1gfVctWVspXSCEKDJFUYiPj8fa2hpLy0IsVFhJBQYG4uPjw88//8wbb7xBq1atAEhMTGTKlClYWFjkWSu2IkrYsIHIN0ertdDvkBUVpbbPmV1hF9vaFLGJ6fumE5USZWzztPNkfIfx1HOux6aITWyM2MiJGyeM+zVoaOXRiqDaQQR5B1Hdvrpx3/gO43kr5C00aHLMUr2fJClAkHcQs/xn5RnruA7j7nsBrCcaPoF/LX8MioFRm0dxI+3GPfsPaTyEfvX64WnneV/XrVBMveGgbNyoIIQQlZLJC24dP36crl27Mnr0aMaNG4etra1xX2pqKtOmTWPu3Lns3LmTZs2aFfq8WVlZNGrUiMjISPbu3ZtjgNq5c2dOnTrF8ePHadhQTejFxsYSGxuLm5sbbm63Z6yFh4fTpEkTnJycCA0NpUaNGsbzdO/encOHD7Np0yYCAwMLHVtJLxZRlmUvuKU3KDy/ZD+xSRn59nWzt2LBsPbotJpKueAWqN8rkZGR2Nvb4+TkhKWlpSRhzS0tARKvgXLH4ioaC/X2K5sK+P/ZkKUu6JWVfquubDpkZQC5Z9modGBxa5Gv7CSvhbWULhBC5KIoCpmZmcTHx5OUlESNGjUKHBdVtDHU/Pnz2blzJwBHjx4lNDSUrl27GhfUGjhwIAMHDjT237p1K71798ba2prBgwfj6OjIypUrCQ8P5+OPP+b99983x9MASv69yYyOJismBkWv5/Irr6K/fj3fvrqqVan5zddodDos3N2x9PAo9njMYVPEJt4KeatQZQO0Gi3tPNsR5B1EYO1APOzyfw3ySuh62XkVS5JUb9ATGh1KTEoM7nbutPFoY1Iy916yXxfgnq9N52qd+eSBT2TBrWyJ19TNoIflgyA5puBjqnhAq8HQaRQ4SCJbCCGKS2HHUSYnX0eMGMG5c+fYuXMnLi4utG7dGg8PD6Kjozl06BA3b96kW7du+Pj45LygRsOCBQvuee6iDFAnTpzIpEmTCA4OZuLEiTnOM3fuXN544w2qVq3KI488grW1NWvXruXChQu8+OKLfPfdd0V6zhXtDwdTrTt2lVd+VG8Vyuub59tn2tDHt5hXiy+HEhISiI2NLbXVi0UhKAro09WFrrRa0FlXvtmehizQZ6qbIfP21/n90aO1AK3l7ZnEOkv1cWV73YQQuVhbW+Pm5laoMVFFG0MNHz6cJUuW5Ls/r3Hpvn37CA4OZs+ePWRkZNCsWTNGjx7N008/XcLR3ltJvzcxc78idt68Ih/nNmoU7q+/VuzxlJbsRawKO8OzhVsLOlXvRJ86fWjgUnCJtWylkSQtSfklkN9t/y7xGfHM2DeDNH0aLtYuTOk6Bb9aladER6GErYHfht56cOdY7tY4rdGDcHEvpN76/tNaQOOHof3zUKebjOeEEOI+lXjyVas1rVysRqNBr89v5tVthR2g3iv5CvDnn38yc+ZMDh06RFZWFs2aNeOll15i5MiRRY69ov3hcD/WHbvKpD/DuBqflqPdu6odIWP9ZZbnHTIzMwv1PS+E2WRlQFyEWh/2+tlb2zlIupp3f42FWou2aj2oWv/25lhdBvFCVBI6na5IpQZkDFX2zJs3j3nz5qHX6zl9+nSJz3xN2rGT2NmzC+zvNno09t0eKPczX2fun8nSsKVFPm5o06G80/6dEoio7LpXAvl83Hne3f4up26eAmBw48G83e5trHWVd1HfXMLWwLpxao3/bI41oM90aNpfLUkVtlpdoOvSv7f7VG0A7UaoM2JtXUo/biGEqABKPPkaERFhcnDe3t4mH2tO8odDTnqDwr7wG0QnpmFjoeX15YfI0Cv89lJnOtR1NXd4Qoj7lRYP0SfUhbuijkN0GESFQXp83v2tHNQVeD2bgkezW/82BTv5eSBEZSdjqLKrtMoOpB47RlTwxAL7e06aiK2vryRfhVGGPoPZobNZFrYMgPrO9ZnZfSb1XeqbObIyxKCHiN2QFAX2nuDdBfKaAX3tmJqE/e83yEhS2yxswfcxaD8CarQt3biFEKKcK/Hka2Ukfzjc23srj7J830V6NvXkh6HtzB2OEKIkKAokRKpJ2Ojjt/4Ng5hTahmDvDhUU5OwdyZl3RqBZeWrBy1EZSVjqLJLyg6UjJiUGK4mX2X2wdnsj9pfYP+POn1EM7dmuNu6S23TfOyM3Mn7O9/nRtoNrHXWjG03lkGNBskdd6ZIT1QTsAcWQtSx2+3VWqklCXwfK/uL0QohRBkgydcSIH843NvZ6CSCZm1Do4Etb/tT101+YQtRaegz1XIFd86QjT4OcRfz7q/RqWULPJqCZ7PbyVnnOmo9XiFEhSJjqLKrtGa+AiTv3UvMzM/y7ev+zliqdOoEUO5nvkYlR/HWtrf4L+a/e/bToMHTzpN1j60rV7VazSU2NZYPdn3ArshdAPjX8mdyl8m42Mht8yZRFLi0T50Ne/x/oL+1qLK1E7R8Sk3Eujcyb4xCCFGGlVry9eeff2bx4sUcPnzYeLHWrVszfPhwhgwZcj+nLnPkD4eCPb94P5tPRvNMp9p8PLC5ucMRQphbWgLEnMyZlI06Bmlxefe3rAIejW8lZJvdni1bpWqphi2EKF6lPYbKyMhg1apV7N+/n7i4uDxrrxdmEdjKoLTfm4T1G4h8880cbRZeXnhOeA/HXr1K/PqlYf+1/YzdNpYbaTdwsHJgUMNBLDimfq8pdyyKpLm1KNIs/1kEeQeZJdbyyKAY+PnEz8w6OItMQybutu5M7TaVTtU6mTu08i35Ohz+EQ4sgpvht9u9H1BLEjTuBxZW5otPCCHKoBJPvhoMBgYNGsTKlStRFAVbW1s8PDyIjo4mNTUVjUbDwIED+f33301enKuskeRrwfacu87gH/ZiY6llz/hAXKrIL2ghxF0UBRKv3lW64LhauiB7xsXd7D1zz5J1bwyWtqUbuxDCJKU5hoqIiKBnz56cO3eOew1zC7sIbEVX2uNbfVwcpzt1BqDa9GlYVquOXbu2aHTlf9anoigsOb6E2aGz0St6Grk04gv/L6jlWItNEZuYvm86USlRxv5edl6M6zBOEq8mOnXjFO9sf4fw+HA0aHjO9zlea/UalrrCLwYo8mAwwPmtakmCU3+DYlDbq3hAm2eh7XB14VUhhBAln3ydM2cOY8aMwc/Pj+nTp9OxY0fjvn379jF+/Hi2bdvGrFmzePOuT7fLK0m+FkxRFPp9tZNjkQm83bMhrwc2MHdIQojyQp8FN87lLl1w80Le/TVacPW5KynbDFzq5L3IhBDCbEpzDPXoo4+yatUqnn32WUaMGEHNmjWxsLDIs295XQS2OJX2+Db9zBnO9+uP1smJRv/uLfHrlZbkzGQ+3PUhGyM2AtDPpx8fdv4QW4vbHxLqDXpCo0OJSYnB3c6dNh5tpNTAfUrNSmXm/pn8fvp3AJpVbcaM7jPwdpT/28UiPhJCl8DBJZB07VajBhr0UksS1A+SMZcQolIr8eRr69atSUtL4+jRo3kOaLOysmjRogVWVlYcPnzYlEuUOZJ8LZzVhyN585fDuNlbs3NcADaW8gtZCHEf0pPuKl1w69+U63n3t7BVSxdkly3ILmFgLwuYCGEupTmGcnZ2pn379mzcuLFEr1NRlPb4Nnn3bi6OeB6r+vWo99dfJX690nA+7jyjQ0YTHh+OhdaCce3HyUJQpWxTxCaCdweTkJGArYUtEzpOYEC9AfIeFBd9pjoLdv8CCN92u925tjoTtvVQGWcJISqlwo6j8p4GUAinTp3itddey3cmgYWFBQ8//DBfffWVqZcQ5dRDzasx/Z+TXI1PY83hKzzZvpa5QxJClGfW9lCznbplUxRIilbrx945SzbmFGSlwpVD6nanKu55lC5oAlZ2pft8hBAlymAw0Lp1a3OHUebNmzePefPmlXrphezFt8rzYlp32nBhAx/u+pCUrBQ8bD343P9zWnm0MndYlU6QdxC+br5M2DmB/df28+GuD9kVuYsPO3+Io5VMmrlvOktoOkDdYs/CwUVw6Ed1YdXNk2HrNGjaH9o9D95dQJLeQgiRg8nJVysrK5KTk+/ZJzk5GSsrqflZ2VjqtDzXtQ5T/z7J/J3neaJdTfnUWQhRvDQacPBUt/qBt9sNerhxPvcs2RvhkByjzta4c8YGGnCtm7t0gatPyd1GZ9BDxG5IilJr2Xp3kVv2hChGnTt35sSJE+YOo8wbNWoUo0aNMs7YKC2Z0dEAWLiX71lyWYYs5oTOYfHxxQC092rPp90/xc3WzbyBVWJeVbz4oecPLDq+iK8OfcW6C+v4L+Y/pnefTmsP9QMZKf1QDNzqQ+9PoMcHcPx/6mzYyANwbIW6uTeGdiOg5VNgU3o/W4QQoiwzuexAQEAAx44d48iRI1SvXj3X/qtXr9KiRQuaN2/Oli1b7jvQskDKDhReQlomXaZtISk9i8XPtce/UcWY3SCEKKcykm+VLgjLmZRNjsm7v4UNuDe6XbogOylr73l/sznC1sC6cZBw5XabY3XoM0OdMSJEBVWaY6hDhw7RrVs3Fi9ezOOPP16i16oISnt8e23qVG4uXUbVF57HY+zYEr9eSYhNjeXd7e+y/9p+AJ5r9hxvtHkDC63J81pEMfsv5j/GbR/H5aTLaDVaXm7xMj7OPszcPzPHomeedp6M7zBeFj27X1ePqEnYo79DZoraZmkHzR9XZ8NWb2XW8IQQoqSUeM3Xv/76i/79++Pl5cXbb7+Nn58fnp6eREVFERISwqxZs4iKimL16tU8/PDDJj+RskSSr0Uz5a8wFuwM54H6bvz4QseCDxBCiNKWFKOWK4jKTsgeh+iTaumCvNhVzT1L1r2xWhohL4nX1A0gfDts/DD/WHpOgbrd1a8dvNRNiAqiNMdQkydPZv/+/fz999/4+fnRunXrPGd2ajQaPvzwHv8nK4nSHt9eHjOGxH/W4fneeFyHDSvx6xW3w9GHeTvkbaJTo7GzsGNK1yn0qtPL3GGJPCRlJDH136n8ef7PfPtoUD9QneU/SxKwxSEtHv77TU3ExtxxB0KNtmoSttkjUu5JCFGhlHjyFWDOnDm88847uWpFKYqChYUFM2bMYMyYMaaevsyR5GvRXL6Zgt/MEPQGhb/f6EbT6vKaCSHKAYMebl7Io3TBeVAMeR/jUif3LFnXerB9JmybXvQY/MZDwHv38yyEKFNKcwyl1WoL1U+j0ZR6vdOyqLTHtxeeeYbUAwep8cUsHB98sMSvZ4q8bk3XarT8cuoXPt3/KVmGLOo61WV2wGx8nHzMHa7IR0xKDDGpMWy7tI2vj3x9z75VbaryVeBXaDVa3G3dcbcr32UxzE5R4OIeNQkbthoMmWq7jRO0elotS+DWwLwxCiFEMSiV5CtAeHg4P/74I4cPHyYhIQFHR0dat27NkCFD8PGpWIMRSb4W3Ws/h/LXf1d5tE0NZj3ZytzhCCGE6TJT8y5dkBSVd3+dtVo71rkWWFjDifxn3hg9PBuqt5aZr6LCKc0x1LZt2wrudIufn18JRlI+lPb49myv3mRevIj3j8uwa9eu4ANK2aaITUzfNz3Hrekedh7UcqjFwaiDAPT07smUrlOoYlnFXGGKQvj68Nd8c+SbIh/3SstXeLXVqyUQUSWVFAOHlqmLdMVdvN1et7s6G7ZxX3VBLyGEKIdKLflamUjyteiOXIpjwLxdWOo07BzXA09HG3OHJIQQxSs59lYyNgyijqlfR5+EzHsvSpmnZo9CrY7gVFOdTWttD9aOYGUPFrKApSi/ZAxVdpXme6MoCqfatEVJTaXe+nVYeXuX6PWKalPEJt4KeQuFvP880qLlrXZvMbTpUFlMthw4ef0kZ+PPcjj6ML+e+rXA/l5VvGhatSkdPDvQp24fqtpWLYUoKxGDAc5tVmfDnll/+24iey9oMxTaDlPHP0IIUY5I8rUEyB8Opnny2z3su3CDV/zrMa5PY3OHI4QQJc9ggLgLsHkKHF9ZPOfUWYO1w62ErMPtpKy1wx3thWlzAFnZWZQyGUOVXaX53uiTkjjdrj0AjUIPorUzf+3H7FvTDYqBUZtHcSPtRr59Ha0c+a7nd3Jrejlh6szXbDXsa+Dr5ktzt+b4uvnSxLUJdpbm/56tEOIuwcHFELoUkqPVNo0WGvZRZ8PW6wGFLCEjhBDmVGrJ159++oklS5Zw+PBh4uPjcXJyolWrVgwfPpwhQ4bcz6nLHPnDwTTrj1/jpWUHcbSxYM97gVSxlpVghRCVRPaCWwY9LB8EyTH599VZgXsTdbGvrHS1zEF6Yv6Lf90PSzs1CXt3UrbANsfbyV8re3WTP47KJ4MeInarZTPsPcG7S4km5c0xhtq9ezeLFy82jlGzS2MNHTqUBx54oFRiKA9K871JP3+e8w/1RWtvT6MD+0v0WoUlt6ZXXEVJrDtZOfFIg0cIjw/nQvwFLiZezDUDWqvRUs+5njEZ29ytOfWc62GplVvmTZaVASf/ggML4cKO2+0udaDtc9D6GajiZrbwhBCiICWefE1PT+eRRx5h/fr1KIqCra0tHh4eREdHk5qaikajoU+fPqxcuRJra2uTn0hZIslX0+gNCoGfh3DhegoT+zVleNe65g5JCCFKX9ga+G3orQd3/uq9devqk0uhaf/cx+mzICNRTcSmJ0J6kvpvrrYEyEi6dz99RvE/L6s7Z+MWMXlr7Xh7hq6lHchtvCUj+0OAbOHbYfeXOT8MqOIOXd5Qa/BlK8baw6U9hho7dixffPEF2cNcrVaLwaDe4qrRaHjzzTeZNWtWicdRHpTWe6Po9dxYuozoGTOw8PKi/uZNaHTmn4WfnaDbFbmLLw99WWD/N1q/QdcaXWXmazmTXVICyJFU1dz6HTzLfxZB3kHG9sSMRMKuh3E09ijHYo9xNPYo0SnRuc5ro7OhSdUm+Lr54ltVTcjWdKgpZSlMEXNaTcIe/hnS49U2nRU0Hagu0FW7k4wThBBlToknXydMmMD06dPp2bMnU6dOpW3btsZ9Bw4cYMKECWzevJn33nuPjz/+2JRLlDmSfDXdsj0X+HD1cWq72rF1rD86rfziFEJUQmFrYN04SLhyu82xBvSZnnfitbhlpeeRqL31OD2xgLa72pViXiVeo72VyL2zZEJ28raIbRbW8gfanbZOg23Ti36c33gIeK9YQijNMdTSpUsZPnw4jRs3Jjg4GH9/fzw9PYmOjiYkJIRJkyZx8uRJFi1axNChQws+YQU1b9485s2bh16v5/Tp0yX63iRs2EDU1GlkXbv9IYCFlxeeE97DsVevErlmYWUnX4/HHmfy3skF9v+o00c0c2smyddyKK/F1LzsvBjXYVyOxGt+olOiORZ7zJiMPR57nMTMxFz9nKydjDNjm7s1p1nVZlI/tigyUuDYCjiwAK4cut3u0QzaPQctBoGN/C0uhCgbSjz56u3tjbOzM4cOHUKbxy2Her2eVq1akZCQQEREhCmXKHMk+Wq61Aw9nadvJi4lk2+ebsODzauZOyQhhDCPUr7du0QoCmSl3ZGUvTtJe4+2vJK8+SxuYzKt5R0zbPNK6N5ZBze/tgq00FlRyl9U8YDBv6jfk+V05mvnzp25cuUKx44dw8HBIc9YmjdvTrVq1di7d2+JxlIelPR7k7BhA5FvjlZ/btzp1gckNebMNmsCVsoOVC56g57Q6FBiUmJwt3OnjUcbdCb+DjYoBiISInIkY0/cOEGmITNX3+z6sb5VffF186Vp1aZSP7YwIkPV2bBH/7hdhsnKHpo/Ae2fB6/m5o1PCFHplXjy1dbWltGjRzNt2rR8+4wfP54vv/ySlJQUUy5R5kjy9f58tv4UX209S5vazqx8tau5wxFCCFEWKApkJBeQvE24o4zCPdoykoo/PuNCZwUsapajvEJebWVgobPwHbDk4YL7DfsL6nYr1kuX5hjKwcGBkSNH3rOswJgxY5g/fz6JiblnrVU2JfHeZEZHkxUTg6LXc/mVV9Ffv55vX13VqtT85ms0Oh0W7u5YengUSwyFlT3zFeDfq/8y62D+3zdvtX2LjtU6AsjMV5GnTH0mp2+e5mjsUWPJgvD4cKkfe79S4+DIL+ps2NjTt9trdlCTsE0HgqWNuaITQlRihR1HmbzyUb169bh+j4EUwI0bN6hXr56plxAVzNAu3ny//TyhF+M4GHGTtt4u5g5JCCGEuWk0t5KV9vc/y9JgyJmIvTtJm6MGbtJdSd67+mXPsNGnQ0o6pMTe/3Mt6kJnOWrj3rHfsoppC50lRRXcpyj9yrCC5hZIPcaSFffrb8TOm1eovvrr14l4chAAbqNG4f76ayUZWi7udreTqFZaqzyTr0W5NV1UbpY6S5q5NaOZWzOe4ikgZ/3Y47HHORp7lKiUKM7cPMOZm2dYeWYloNaPbezaOEfJgsLWjy3OGb1lkq0zdHoZOr4EF3aqSdgTf8Llfeq2bjy0elqtDVtV8g9CiLLH5JmvP/zwA2PHjuXff/+lcePGufaHhYXRqVMnZs2axQsvvHDfgZYFMvP1/r3z+xF+P3iZB329+OaZtgUfIIQQQphDjoXO8lvkLJ+2u5O8+vTijy/fhc7uXtTMARQD6DPVWsN7C5EQe3g2VG9drssOREZGEhYWhr29fa79iYmJ+Pr6StmBW0py5mvSjp3Ezp5dYH+30aOx7/aAWWa+3und7e/yT/g/BNYK5OmmT1fcRJYwu+KsH5tXLVtPO0/GdxhfsT8wSIyCQ8vg4GKIv3S73SdAnQ3b8EHQmTzXTAghCqXEZ742atQIPz8/2rZty9ChQ3nggQfw8PAgOjqaHTt2sGzZMoKCgmjYsCHbt2/PcWz37t3zOauo6F7o5sPvBy+z/vg1Ll5PoXZVqXUkhBCiDNJZgK2Lut2v7IXOcs26vXvhs7vb8kjyGrLUc2bcaku8ev/x3e2v0eq/xbjgVml6+eWXee655+jcuTMTJ07Ez88PNzc3YmNjjQtuXb58mcmTC15cSdwfnYtzsfYrSeHx4awLXwfAy61eprFr7sklQhQXDzsPetTuQY/aPYCc9WOztxM3ThCfHs+uyF3sitxlPLZ6lerGhGyaPo15h3N/qBadEs1bIW8xy39WxU3AOnhC97HwwBg4s1GdDXtmI5zfqm4O1aHtMGgzFByrmztaIUQlZ/LMV61Wi0ajMd7WdeftEHm13UmvL+YVkkuJzHwtHkMX7mP76RiGd6nDxP7NzB2OEEIIUT4YFzpLyidJm09bynVIvQmZKZBy49YiZ/noOQXq3vqQvJzOfAW1puucOXOMY1GtVovBYADUcerrr7/OnDlzSjyO8qAk3puYuV8VuuzAncxRdiDb+zvfZ825NfjX8mduj7lmiUGIOxW2fuy9VLWpyleBX6HVaCtHneKbF9SZsKHLbpcL0uig0YPqbNi6/qaV7RFCiHyU+IJbEydONLleVnBwsEnHmZskX4vHjjMxPLtgH3ZWOvaMD8TJTgrLCyGEEKUmbA2sG6eWIcjmWAP6TIem/UvkkuYYQ+3cuZNFixZx+PBhEhIScHR0pHXr1gwbNoxu3Yp3QbHyrCTLDgAk791LzMzP8u3r/s5YqnTqBGC2sgMXEy7Sf1V/9IqeX/r+QjM3mRwgyqakjCSm7ZvGmnNrinzsKy1f4dVWr5ZAVGVQVrpaE/bAQoi4PWsYVx+1Lmyrp8HO1XzxCSEqjBJPvlZGknwtHoqi8OCcHZy8lsi7fRrxqn99c4ckhBBCVC4GPUTsVhfXsvcE7y5QgjUtZQxVdpXGe5OwYQNRU6eRde2asc3CywvPCe/h2KtXiVyzKD7a9RH/O/s/HqjxAN8EfWPucIS4p5PXT3I2/iyHow/z66lfC+zvYetBp+qdeKjOQ3St2bUUIixjok+oSdgjv9y+80NnDb6PqonYmu3VxT+FEMIEknwtAfKHQ/H54+Blxv5+BE9Ha3a82wMrC7n9QwghhKioZAxVdpXWe6Po9aQcOEhWTAwW7u7YtWuLRmf+RawikyJ5eOXDZClZLHtwGa08Wpk7JCHu6evDX/PNEdM+JGjh3oKetXsS6B1ILYdaxRxZGZeeBMf+gP0L4Np/t9s9m0P7EdD8SXXBSiGEKAJJvpYA+cOh+GRkGXhgxhaiE9P5/ImWPNa2prlDEkIIIUQJKckx1MWLFwGoUaMGOp3O+LgwateuXayxlEeVfXw7ec9kfj/9O52qdeKHXj+YOxwhChSTEkNMagwGxcCozaO4kXYj377O1s48VPchDkQd4PTN0zn2NXZtTGDtQIJqB1HPuZ7JJQXLHUWByFB1ga5jK9Ra6gBWDtByELR7HjybmjdGIUS5IcnXElDZB6fFbd7Ws8xcf4rGXg7882a3yvMLXwghhKhkSnIMlb0I7IkTJ2jYsKHxcUE0Gg1ZWVnFGkt5VJnHt9eSr/HgygfJMmSxuM9i2nq2NXdIQhTJpohNvBXyFkCOhbg0qD8DZ/nPIsg7CIDolGi2XNzCpoubOHDtAHrl9iLYdRzrEOQdRFDtIJpWbVp5/i5LuQFHlqtlCa6fvd1eu7NakqDpALCwNl98QogyT5KvJaAyD05LQlxKBp2nbSE1U8+Pz3fkgQZu5g5JCCGEECWgJMdQw4cPR6PRMH36dDw9PY2PC2PRokXFGkt5Mm/ePObNm4der+f06dOVcnw79d+pLD+5nHae7VjUp/J+L4jybVPEJqbvm05USpSxzcvOi3EdxhkTr3e7mXaTkEshbL64md1XdpNpyDTuq1almjoj1juIVu6t0JVgPfAyQ1EgfJtakuDkWshOTNtVhdbPQNvnwLWueWMUQpRJknwtAZJ8LX7Bq4+xZE8Efg3dWTKig7nDEUIIIUQJkDFU2VVZ35vopHBqswAApMRJREFUlGgeXPEgGYYM5veaT8dqHc0dkhAm0xv0hEaHEpMSg7udO2082hQ6aZqUkcSOyB1sitjEjsgdpGalGvdVtalKj9o9CKodRPtq7bHUWpbUUyg7Eq7CoWVwcDEkRN5q1ED9QLUkQcPeJbpApRCifJHkawmorIPTkhRxPRn/z0JQFNgwpjsNPR3MHZIQQgghipmMocquyvrezNg3gx9P/Ehrj9Ys6bOk8txmLcQ9pGWlsfvKbjZf3MzWS1tJzEg07nOwciCgVgCBtQPpUr0LNhY2Zoy0FOiz4Mx6dTbsuc232x1rQtth0GYoOHiZLz4hRJlQ2HGULDEvzMq7ahV6N1V/ac3fcd7M0QghhBCivNPpdEyZMuWefWbMmIFOJzOXKqvY1Fj+OP0HAC+1eEkSr0LcYmNhQ4/aPfjkgU/Y9uQ2vgv6jicaPoGrjSuJGYmsObeGN7e+Sfdfu/N2yNv8E/4PyZnJ5g67ZOgsoHFfeHYlvHEIurwBtq6QcBm2fgJfNIPfhsL5bWrZAiGEuAcLcwcgxMjudVl3/BqrDl1hbO9GeDhU8E9RhRBCCFFiFEVBbuwS97L0+FLS9Gk0d2tOl+pdzB2OEGWSpc6SLjW60KVGF97v+D6HYw6zKWITmy9u5mryVTZEbGBDxAYstZZ0qd6FwNqBBNQKwNnG2dyhFz9XH+g1BQLehxNr1Nmwl/ZC2Gp1q9pAXaCr1WCwdTF3tEKIMqhYkq/p6elMmDCBBg0a8PLLLxfHKUUl0tbblda1nTl0MY5leyJ4u1cjc4ckhBBCiAosJiYGW1tbc4chzOBm2k1+OfULAC+3fFlmvQpRCDqtjraebWnr2ZZ3279L2PUwNl3cxKaITVxIuMC2y9vYdnkbOo2Odl7tCKodRGDtQNzt3M0devGytIEWT6rbtWNwYCH89ytcPwPr34PNk8D3MbU2bI02ID9fhBC3FEvN199++42nnnoKW1tbrl27hoNDxazbWVlrYpWGv49e5dWfQnGxs2T3+EBsreRWQCGEEKKiKOkx1NKlS41fDx8+nIEDBzJw4MBc/fR6PZcvX2b27Nk0aNCAvXv3Fnss5U1lG99+GfolPxz9gSauTfj14V8l+SrEfVAUhXNx59h4cSObIzZz6uYp4z4NGlq6tyTIW03E1nSoacZIS1B6Ivz3m5qIjTp2u71aSzUJ2/xxsKpivviEECWqVBfc6tevH//88w+KovDDDz8wYsSI+z1lmVTZBqelSW9Q8P9sK5dupDJpQDMaejgQnZiGh4MNHeq6otPKwFgIIYQor0p6DKXVaguVRMse9tra2rJixQr69OlT7LGUN5VpfBufHk/vFb1JzkxmdsBsAmsHmjskISqUSwmX1BmxFzfxX8x/OfY1cW1CYO1Aenr3xMfZx0wRliBFgcv71ZIEx/8H+nS13doJWj6lliXwaGzeGIUQxa7Ukq8xMTHUqFGDIUOGsHnzZnx8fNi2bdv9nLLMqkyDU3NYtCucSX+GodNq0Btuf1tWc7IhuF9T+vhWM2N0QgghhDBVSY+hlixZAqjJ1REjRjBw4EAGDBiQq59Op8PV1ZXOnTvj4iJ1+aByjW/nHZ7Ht0e+pYFLA/7o9wdajaw9LERJiUqOYvPFzWy+uJkDUQcwKAbjvrpOdQmqHUSQdxBNXJtUvBnoydfh8E/qbNib4bfbvbuqSdgm/cHCynzxCSGKTaklX7/88kvGjBnDpk2b+Oeff5g1axbnzp3D29v7fk5bJlWmwWlpiU5IIzpR/VQw5GQ0n208nW/fCQ82pkt9NwA8HKzxcJSFuYQQQojyoDTHUM899xyPPPII/fv3L9HrVBSVZXybmJFI7z96k5iZyGd+n9G7Tm9zhyREpXEj7QYhl0LYFLGJPVf3kGXIMu6rXqU6gd7qjNiW7i0r1ociBgOc36omYU/9A4peba/iDq2fhbbDwaXi5U2EqExKLfnarl07oqOjuXjxIkeOHKF169ZMmTKF999//35OWyZVlsFpafpi42nmbD5T5OPeDGzAmJ4NSyAiIYQQQhQ3GUOVXZXlvfnuyHd8dfgr6jnVY+WAlRUrwSNEOZKYkcj2y9vZfHEzOyN3kpqVatznZutGYO1AAmsH0s6rHZZaSzNGWsziIyF0KYQugcSrtxo10KAXtH8e6geBVtY9EaK8KZXk64kTJ2jWrBnvvPMOM2bMAKB58+ZkZmZy8uRJU09bZlWWwWlpyp75+t/lOCb871iB/ac+4kuLms4y81UIIYQoR8w1htLr9cTGxpKenp7n/tq1a5daLGVVZRjfJmcm03tFb+LT45nebTp9ffqaOyQhBJCalcruyN1suriJbZe2kZiZaNznZO2Ef01/gryD6Fy9M9Y6azNGWoz0meos2AML4HzI7Xan2tB2GLQZCvYeZgtPCFE0hR1HWdzPRZYuXYpGo+GZZ54xtj399NO8//777Nu3jw4dOtzP6UUlcjMls1j7CSGEEKLyOnjwIBMmTGD79u1kZGTk2Uej0ZCVlZXnPlGx/HLyF+LT46njWIc+dWSRNSHKClsLWwK9Awn0DiRTn8m/1/5lU8Qmtl7ayo20G6w+t5rV51ZjZ2FH95rdCfQOpFuNblSxrGLu0E2ns4Sm/dXt+jm1JMHhnyD+ImyZAiHToUk/dTasd1eoaPVwhaikTJ75qigK3t7euLi4cOTIEWP7pUuXqFOnDq+++ipz584ttkDLgsowM6C0SdkBIYQQouIrzTHU4cOH6dKlCxYWFgQEBPDnn3/SsmVLvLy8CA0NJSYmBn9/f7y9vVm0aFGJxlKWzZs3j3nz5qHX6zl9+nSFHd+mZKbQZ0Ufbqbf5JMHPqF/PakFLERZpzfoCY0OZfPFzWyK2ERUSpRxn5XWii41uhBUOwj/Wv44WTuZMdJikpkKx1eps2Ev77/d7t5YXaCrxSCwdTZXdEKIeyjxsgNbtmwhKCiI6dOn8+677+bY5+fnR1hYGFevXsXC4r4m15YpknwtftllB/QGheeX7Cc2Ke/ZKQBu9lYsGNYenVYjZQeEEEKIcqQ0x1CPPfYY//zzDwcPHqRJkyZotVomTpzIRx99RGpqKm+//TZ//PEH+/bto06dOiUaS3lQ0ce3S44v4bMDn1HTviZ/PvInFtqK87eJEJWBoigciz3Gpoub2BSxiYuJF437LDQWtPdqT5B3ED1q98DN1s2MkRaTq/+pSdj/fofMZLXN0g58H1Nnw1Zvbd74hBA5FHYcZXKl+WXLlqHVann66adz7Xv66ae5ceMGa9euNfX0opLwcLTBt4YTLWs58/FAXzRAXjdWaICPB/rSspYzvjWcJPEqhBBCiDzt3LmT/v3706RJE2Nb9lwDW1tbvvrqK6pXr86ECRPMFaIoJWlZaSw6ps5uHtlipCRehSiHNBoNzd2bM6btGP565C9W9F/Bqy1fpYFLA7KULPZc3cOUvVPo8VsPhv0zjKXHlxKZFGnusE1XrQX0mwNvn4SHPgOPppCZAoeWwff+8H0AHPoRMlLMHakQoghMSr6mpqayYsUKunfvTo0aNXLtf/LJJ7G0tGTp0qX3HaCoPPr4VuObZ9rg5ZQzsarTapg7pDV9fKuZKTIhhBBClBfx8fH4+PgYH1taWpKUlGR8rNVq8ff3Z/PmzeYIT5SiFWdWcD3tOtWrVKefTz9zhyOEuE8ajYaGLg15pdUrrOy/kr8e+YsxbcfQ3K05Cgqh0aHMPDCTPiv6MOivQfzw3w+cjz9v7rBNY+MIHUbCK7vhuXXQ/AnQWcGVUFg9CmY1hnXvQcxpc0cqhCgEkz7+PXv2LI899hhPPfVUnvudnZ2ZOHEiFy5cQFEUNFIkWhRSH99q9Gzqxb7wG0TcSGbq2hMkpGURk5j3KsVCCCGEEHfy8PDg5s2bxsdeXl6cOZOzvnxaWhopKTJrqDzJLlVVWBn6dL47Mh+A55s/j6XOsljOm01KYAlhft6O3ozwHcEI3xFcS75mrBEbGh1K2PUwwq6H8eWhL6nnVI9A70B6evekkUuj8pWf0GjAu7O69ZmuzoA9sAjiImDv1+pWp5takqDxw+qCXkKIMsfkmq+VUUWviVUW/fzvRSb87yhOtpaEjPXHpYqVuUMSQgghRBGV5hiqT58+ZGRksGXLFgCGDBnCqlWr2LJlC506deLEiRN07dqVevXqsX///gLOVvGVl/FtURdptXTei021VdhpXdkxZCNWurzHkLL4qxAVz/XU64RcCmHjxY38e/VfsgxZxn017GsQVDuIIO8gWri3QKsxuRKj+RgMcG6LWhv29DpQDGq7vSe0GQpth4NTTbOGKERlUeILblVG5WVwWpHoDQp9v9zByWuJDO9Sh4n9m5k7JCGEEEIUUWmOoebOnft/9u47PKoybQP4faZkJpPJTHohJKEkARKk946Eqqzs2iiCYKUsiugq2AKfKOC6uLoiKihlAUWF3dV1aUF6L9IltBQIIb3Xycz5/pjMJEN6yGRmkvvnNVeSc95z5hkOjG+eec7z4pVXXsGtW7fg7++Pc+fOoV+/figpKYGHhwcyMzNhMBiwdetW/PGPf7RqLI7AUea391aoHrmehi8P3ER6fvlirV5qJ7wwuB36tNNi3uEnkV6cgj93eQ0vdn+6zucFgPziUjz51TEAwKLx4ege5A6pxLJSrrbKV1bUEtmHnJIcHLh9ANHx0TiceBhF+iLzPm9nbzwY9CBGBo9ET9+ejtkXOusWcGY9cGYDkJds3CZIgLAxQK9ngPYjAIkDJpiJHASTr1bgKJPT5ubw9TRMWXMcUomAnfMGI8TH1dYhERERUT005RxKp9MhIyMD7u7ucHIyVjseOXIE77//Pm7evIng4GDMnTsXDz30kFXjcBSOOL/dcTEJszaewb2/xJjSo9PHJOPH+I/h5eyF7X/aDqWs7snMHReTEPXTJSTnlCdO/bVKRI0Pr9f6A6yoJbI/BboCHLlzBLvjd+PA7QPI05X3A3dTuGFY4DCMDB6Jfv79qq2Wt1t6HXDlv8DJr4G4g+Xb3YKBXjOA7lMBFy/bxUfUTNlF8vU///kPzp07h3fffddaT9GkHHFy2lw8t/4Uon9PxvAO3lg7o4+twyEiIqJ64BzKfjnatdEbRAxa/iuSsouq3C9AD9fQFRBl6fhLr79gWsS0Op+7tqTuqqd61DkBa62KWiJqHCX6EhxPOo7ohGj8mvArsoqzzPtc5C4YEjAEkcGRGBQwCCq5ynaBNkTqVeD0WuDsJqAo27hN6gSEPwL0ehYI6mfsJUtE980ukq8zZszAhg0boNfrrfUUTcrRJqfNSWxaPkZ9vB86vYh1M3pjWAcfW4dEREREdcQ5lP1ytGtz9EY6Jq0+Vu1+mfYUnFv9COjVaJW7BGonZ6icpHCWS41fnWRQORm/V5ZtUzlJoZBJsfjnS8gs0FV5XgGAn1aJQ288WClhWheNVVFLRI2v1FCKM8lnEJ0QjT3xe5BSmGLep5AqMKDVAIwMHokhrYdAq9DaMNJ6KikALm0zVsPeOVO+3Sfc2JKgy5OA0v7f94nsGZOvVuBok9PmZsl/L2PNoViE+Kix4+XBkEnZu4aIiMgRWHMOlZCQ0OBjg4KCGjESx+Ro89v/nE3Ey9+drWavHi7tPoZEkYbi5LEoyRja6M/ftbUW7b3VcHdxgkfZw13lBE+18auHixPcnOWQVEjQNmZFLRFZl0E04ELaBeyJ34Pd8btxO++2eZ9MkKGPfx9EBkdieOBweDk70G38d34zJmEv/AiUFhq3yV2ALo8bq2H9u9g2PiIHZZXk64YNG+oVxOrVq3HkyBEmX6lRZBfqMOyve5FZoMP/PRKBaf3b2DokIiIiqgNrzqEkEgmEBtw+KQgCSktLax/YzNl6flvfhal+S8jEO/+5VOU+meY3OAdsgaFUhZfD1qKDrzcKS0pRUKJHoU6PwhI9Csoepu0FZdsTMvJxPSW/UV6TRADcyhKx7s5ynE/MRnGpocqx91tRS0TWI4oirmZeRXRCNKLjo3E967p5nwABPXx7IDIoEiOCRsBf7SAfoBRmAee3GBOxaTHl21v3NiZhIyYAcmdbRUfkcKySfK3v5FYURQiCwOQrNZp/Ho3DO/+5BDeVHPtfGw6tSm7rkIiIiKgW1pxDTZ8+vUHJVwBYu3Zto8biiJpqfltdknXT8Xh8e+JWIzyDAap2H0OqSIVTzjicmLOsXsnM2toZmMwc0g7uLk7IKChBZn4JMu555BQ1LKH/zkOd8ETvQLgqq5/bVvVnqDeIuHQnG5kFOrir5IhopWUfWSIricuOM7cmuJh+0WJfZ8/OGBE8ApFBkWijbWObAOtDFIH4w8Yk7O8/A4aylivO7kC3Kca2BJ7tbRsjkQOwSvJVqVSiVatWePHFF+s0/ocffsBvv/3G5Cs1mlK9AWM/OYhrKXl4dlBbvPNwuK1DIiIiolpwDmW/murafLz7Kj7Zc63exw0N88IrkWH49UoKvjxwE8WlBihlEhSVGiDAAIkqFoIsFxKnVCi890DUK/Fez2/xx64h9Xoe00Jed7OLKrUHAOpeoarTG5BZUILMfB3S84ux+1Iy1h6Jq3Mc7bxd0CVAiwdau6FLay0iWmmgcpIBaPif4csjQvHKyLB6H0dE1UvKS8KehD2ITojGmeQzECu8c4S4hSAyOBKRQZEIcw9r8AeETSYvBTizATi9Hsiu0Mqn3TBjNWyHcYBUZrPwiOyZVZKvvXv3RkJCApKTk+s0nj1fyRoOXE3FtG9OQCYRsOuVIWjnrbZ1SERERFQDzqHsly0rX/OLS/HkV8Zq00Xjw9E9yB3Hb6bjywM3kZ5fYh5nSrYCwAMBWswfGYbtN3dhe9IXgCzb4pwhqoF4b8By88/1qfo09WYFYJGAvZ/erHWtqPVycUJahddsIhGAEB81HghwQ1svFfy0SrT1csHpuEx8sP1Kted7c2xHDAgx9qNk5SuRdaUVpmHvrb3YE78Hx5OOo1Qsr4APdA00tiYIHoEHvB6ARLDjdUsMeuB6tLEa9toumN8JXf2BHk8DPZ8GNK1sGiKRvbFK8nXmzJlYvXo14uLiEBgYWOt4Jl/JWp5ZdxK/XklBZCcfrHm6t63DISIiohpwDmW/bHVtdlxMQtRPl5CcU56QdVPJkVWgq/VYmetFKAM2AgAqFpSZfqspSnwKpbmdAdS/6rOquPy1SkSND2/Qolj1qajNKijB+cRsXLidjfO3s3EhMcsiDhOJAEgEAaWGqn+NYx9ZItvJLs7GgdsHsDt+N47cOYJiffm/YR+VD0YEGVsT9PDtAZnEjqtJM+OB0+uA3/4J5KcatwlSoMNYY0uCdsMByT2JZIMeiD8C5CUDal8geAAgkTZ56ERNySrJ102bNuHtt9/G119/jQcffLDW8V9//TUOHTrUbPpp8RcH+3E9JQ9j/n4ApQYR/3y2DwaHets6JCIiIqpGU86h6jJHBYwLbu3Zs8eqsdizlStXYuXKldDr9bh69WqTzm9NFaZ1/iWkjJtKgqg/ueGjC28gpySz2nFaJw/8petySAQJQjxboZNP62rH1rUi9376qN5PRW1yTpExGZuYjQu3s3D+drZFVXBNvn2+H/q396zTWCJqfAW6AhxKPITo+Gjsv70fBaUF5n3uCncMDxqOEUEj0M+/H5ykTjaMtAalJcDvPwGn1gLxh8q3e7QDes4Auj8FqDyAyz8BO94Acu6Uj9G0AsYsB8L/0PRxEzURqyRfWzomX+3Lop8uYd2ROHTwdcUvLw2CTGrHt3AQERG1YE05h5LcW4lzD0EQmt2isPejqee3pkrQpOyiBh2vavMJpM5JdR4/q+sszO42u9r91uqjem9S98j1tErtFLzUTnhhcDtzewCg9qSuKIpYfzQOi366XGuMC8Z0xMxhXDCHyB4U64txPOk4dsfvxt5be5FdXN4yRS1XY0jrIYgMjsTAVgOhkqtsGGkNUq4Ap74Bzn0LFOcYt0kVQOtexsW7Kin7iOmJDUzAUrPF5KsVMPlqX7IKSjD0r/uQXajD+3/sjCl9g20dEhEREVXBHuZQOTk5OHPmDN58800EBATgu+++g1TK2yGb+trUtQdqdf449CaiU76qddxL3V/CwICB8Hb2hreq+jukqqp8rYvakqTWXByrPn+GEa00+GP3ADzSLQDerop6x0NEja/UUIrTyaexO343fk34FamFqeZ9SqkSAwMGIjI4EkNaD4HGyQ7zDiX5wMlvgN82AGlXax/v4gNM+s7YgsDVz/ggaiaYfLUCe/jFgSytOxyLRT9fhoeLE/b9ZRg0SrmtQyIiIqJ72NMcKjc3Fw888ACeeeYZvPvuuzaNxR409bX5z9lEvPzd2QYfP+uhTGy8ubzWce/2excRXhG1Jl+txVpJXaD2PrIAoJBJoDcYULZOGaQSAYNDvfCnHq0xKtwXSjk/eCCyBwbRgPOp5xEdH43ohGgk5iWa98kkMvT174uRQSMxPGg4PJQeNoz0HnuXAvuX1f+4wX8BRrzd+PEQ2QiTr1ZgT784kJFOb8CYvx/AjdR8vDCkHd4c18nWIREREdE97G0ONWvWLOzYsQOxsbG2DsXmHKfyVYQgy4ZLyDKLRbZqU1vbAUdSMaF75HoaPth+pdqxb47tiM4BWhy8loaD11Jx8U6OeZ9aIcPYzn74U4/W6NvWA5IqFuXSG0SciM1ASm4RfFyV6NPWg4t3EVmZKIqIyYzB7vjd2BO/Bzeyb5j3SQQJevj0QGRwJEYEjYCfi42rR5POA6lXgFvHgZNr6n6cRAq4twO8OwBeYeVfvUIBhav14iWykkZPvv7f//1fowU3bNgwDBkypNHO11Ts7RcHMtobk4IZa09CLhWw+5WhaOPlYuuQiIiIqAJ7m0PNmTMHX3/9NYqKGtZ3tDmxVc/Xmqo27yXAuFDVW4/4YGCYC44nHceK0yuqHT+/53z09e8LADarfLWG+2ll8Ei3Vvj3b4nY9lsibmcWmvcFuDljZLgP+rb1RKCHsc/kketp+OrgTaTl3V9/WiK6Pzezb2JP/B5EJ0Tjcrpln+cHvB5AZHAkIoMiEaQJavrgGlr5WhNNwD0J2bLvXbxRr0/diJpQoydfa1u8oD4WLVrkkLd52dsvDlRu2jcncOBqKkaF++Krab1sHQ4RERFVYE9zqJs3b6Jfv35wd3dHTEyMTWOxB7a4NjsuJmHWxjOVkq+mJKubsxxZhTrzdn+tElHjwzGms795W3R8NBYcXIBiffmt/X4qP7zR5w1EBkda9wXYSFWtDPQGEZfuZCOzQAd3lRwRrbSVKlQrJkkNBhGn4jOx7cxt/HIhCblFpQ2Opy79aYmocdzJu4Po+GjsSdiD31J+g1jhHTTUPRQjg0ZiRPAIhLqFQmiKRGXuXePDoAe+fRLIT61+rKnnq1CWUyrKBFKvAmkx5V9rOl7pVkWlbBjgFgw0Yp6KqCEaPfkaHx/faMG5ublBq9U22vmaij394kCWribnYuwnB6E3iNj8fF8MaO9V+0FERETUJJpyDvXMM89Uub20tBSJiYk4dOgQdDodPvvsM8ye3TxuR78f1r421SUMP997HTsvJ1tsd3OW4489AtDBV40F2y4CABaND0f3IPdKCUVvtRMe+98oZJVkYVbXWejt1xs9fHpAKmEv07oq0ukR/XsyvjtxC0dvpkNvqP3XQi+1E75+ujekEoGVr0Q2klqQir239iI6Phon7p6AXtSb9wW5BpkrYjt7dW6aROzln4Dvp5X9UPF9pOy5n9gAhP+h5nMUZABp18oSsjHGhbzSrgKZ8fecswKZEvAMBbzDLCtlPUMAGRcYpKbBnq9WwOSrfXv3Pxex4Wg8Ovlr8N+5g9iXioiIyE405Ryqtru1wsLCMH/+fLzwwgtWjcNRWPvaNPRW+dpMG6LAv1JfgVKqxJFJRyCXctHV+5GWV4x/7LmG9UdrL7j59vl+6N/eswmiIqLaZBdnY9+tfYhOiMaRxCMoMZS3C/FV+Zp7xFr9w6nLPwE73gBy7pRv0wQAY5bVnnitia4QSL9enpBNjTEmadOvA/pqFjUUJIB7G8Crg7GXrHcH4/feYYDS8YoAyb45fPL15MmTiIqKwtGjR1FSUoKIiAjMmzcPkydPbtD5dDodevfujXPnzqFDhw64cqX6BvXVYfLVvmXkl2DYX/cip6gUy/70ACb2sUHvGyIiIqqkKedQ1d2tJZFI4ObmBldXLuhRUVNVvm46Fo9vT96q9/GTegdiSr/gStuPpv6ET899iL7+fbFmVD0We6Fq/edsIl7+7myt4z6Z2A2PdAuwfkBEVC/5unwcTDyIPfF7cOD2ARSUFpj3eSg9MDxwOCKDI9HXr691PrAy6IH4I0BeMqD2BYIHGBfYsgaDHsiMs0zImtoYFGdXf5zar3JC1qsD4OrHvrLUIHWdR8maMKY627dvH0aPHg0nJydMnDgRWq0W27Ztw5QpUxAXF4c333yz3ud87733cP36dStES/bCw8UJL0eG4b3/XsZHu2LwUBd/uCpZBUFERNSSBAdXTtSR7fholPDRKPHSiFDs/j3ZYhGne1W8pd18fDW3tq+7fg4A0MuXvf7vlylBnl9ct/6vf4++hrTcYox7wB/+bs5Wjo6I6spF7oIxbcZgTJsxKNYX4+ido4iOj8beW3uRUZSBrde2Yuu1rXCVu2Jo4FBEBkViQMAAOMsa6d+xRAq0Hdw456rLc3m2Nz46jC3fLorG5G/F1gWm73OTgLy7xkfcQcvzKTTGpGzFhKxXmLGCVmqXaTNyMHZX+VpaWoqOHTvi9u3bOHr0KLp37w4AyM3NRf/+/RETE4PLly8jNDS0zuc8c+YM+vbtixUrVuCll15i5WszVlJqwJi/H8DNtHzMHNoeC8Z2tHVIRERELZ4t51D5+fnIycmBRqOBi4tLkz63I2iqa3P0RjomrT5W67i63NIuiiKGfz8c6UXpWDt6LXr5MQF7PxraGkLrLMcrkaF4rFcg1AomJ4jslc6gw6m7p7AnYQ/2JOxBWmGaeZ+zzBmDAgZhRNAIDG09FGontQ0jtbKi7LIK2auWbQwyYwHRUPUxUifAo71lQtY7zNhr1knVtPGTXXLYtgO7du3C6NGjMWPGDHzzzTcW+7Zs2YKJEydi4cKF+OCDD+p0vpKSEvTq1QtarRYHDhyARCJh8rWZi76cjOc2nIKTVII9rw5FoAffFImIiGypqedQxcXF+Oijj7B+/XrcuHHDvL19+/aYPn06Xn31VSgUXIwDaLpr05i3tN/MvolH/v0IFFIFDk86DIWU1/J+VFwU7cj1NHywvfrfk+YMb4/k7GLsuHQXeWWVsq5KGSb2DsS0/m047yaycwbRgHOp5xAdH43o+GjcyS/v0SqXyNHPvx8igyMxPHA43JXuNoy0CZUWAxk37+krGwOkXQdKC6s5SADcAssqZTtUqJrtAKg8mjR8si2HbTuwb98+AMCoUaMq7TNt279/f53Pt2jRIly7dg3nzp1rmpX+yOZGdPLBoBAvHLqehqXbf8fnU3raOiQiIiJqIllZWXjwwQdx7tw5yGQydOjQAb6+vkhOTsaNGzfwzjvvYOvWrdizZw/c3NxsHW6zVDGZZ1LXW9p9XCu3GLjXqbunAABdvLsw8doITK0hAKBzgBZBnios/vkykrKLzGP8tUpEjQ/HmM7+AID/K4nA1jOJWHsoFjfT8rH6YCy+PhSLMZ398MzAtugZ7M7fvYjskESQoLtPd3T36Y7Xer2G3zN+NyZiE6IRmx2Lg4kHcTDxIBYLi9HLtxdGBI3AiKAR8HXxtXXo1iNTAD6djI+KDAYg+9Y9Cdlrxu8LM4CsBOPj+m7L41Re9yRky6pmta3ZV7YFs7vK18cffxw//vgjTp06hZ49KyfNvL29IQgCUlJSaj3XyZMn0b9/f3zwwQd4/fXXAQCCILDytQW4cjcH4z45CIMIbHmhH/q244qsREREttKUc6jZs2fjiy++wIwZM7BkyRL4+/ub9yUlJeGtt97CunXrMGvWLKxcudKqsTgCa1ybht7GrlbIcC5qlEXP16q8fuB1bI/djlldZ2F2t9kNDZNqoDeIOBGbgZTcIvi4KtGnrUeV18VgELH/aiq+PhSLQ9fLb2Xu2lqLZwa1xbgH/CGXSpoydCJqoJtZNxGdYKyI/T3jd4t9Xby7IDIoEpHBkQh0DazyeL1BjzMpZ5BakApvlTd6+PSA1FoLbtlaflp5Qjb1anl/2ewaFpaUuwBeIZYJWe8OgHtbQObUdLFTo3LYtgOjRo3C7t27ce3aNYSEhFTa3759e9y+fRvFxcVVHF2uuLgYPXr0gEqlwrFjxyCVGv/R1yf5WlxcbPE8OTk5CAwMZPLVQbz1rwvYdDwBEa00+OnPg2qdyBMREZF1NGXy1d/fH+3bt8ehQ4eqHTNgwADExsYiKSnJqrE4Amtcm3srX49cT8OXB24iPb/6xbYAYPmfHsCTfYJqHCOKIiJ/iERKYQq+HvU1+vj3aZSY6f7F3M3FN4di8a+ziSgpNfZP9NUoMK1/G0zuEwR3F6cqq6LrorqF14jIOm7n3saehD2Ijo/G2dSzFvs6uHdAZHAkIoMi0d6tPQRBQHR8NJadWIbkgmTzOF+VLxb0WYDI4Mgmjt6GivOA9GsVErJlydmMG4ChmjtAJDJjAtbb1FPWVDUbBihcmzZ+qjeHbTvQWN555x1cu3YNp0+fNide62vp0qVYvHhxI0dGTWX+yDD8dPYOLt3JwdYzt/FEr6o/oSMiIqLmIycnB0OHDq1xzLBhw3Du3LkmiqjlqXgb+5YTCTX2EAUAL7UTXhjcDhEBWlxMzDaeo5pkW0JuAlIKUyCXyNHFu0vjB08N1sHPFcsf64LXx3TApuMJ2HA0Hsk5xfjrzhj849dr+FOP1pAKAv55LL7e5355RCheGRlmhaiJqCqtXVvj6Yin8XTE00gpSMHehL3YnbAbp+6eQkxmDGIyY7Dy7Eq00bRBe7f22JOwp9I5UgpSMH/ffKwYtqLlJGAVaqBVd+OjIr0OyIgta11wtSw5W9bGoKQsYZtexR0jmoB7ErJl1bIu3mxh4GCsmnw9cuQIrl+/jmnTptX5GK1WCwDIzs6ucr8pq1yTM2fOYMWKFXjnnXfwwAMP1D3geyxcuBDz58+3eO7AQCbwHIWnWoG5I0Lwwf+u4K87YzAmwg+X7uTUevsUEREROa6IiAjculXDbX8Abt26hYiIiCaKqOXSG0S898vvtY5LyyuplKCtLtlm6vf6gNcDUMpYCWmPPNUKvDQiFC8ObYf/nkvC14dicTkpB5uPJwAAega545HurdA90A1Hb6RXqoo2JeMHhHiZt/m4srcvka34qHzwZMcn8WTHJ5FVlIV9t/fhl5u/4FTyKcTlxCEuJ67K40QYb7JecmwJ/Fz8IBEk8Hb2hrfKuwmjtxNSubHVgPc9/18TRSAn0TIha/qan2rcl5MI3NxreZzSrbxS1pycDQPcgoDm2urBwVk1+bp69Wps2LChXsnX0NBQAMC1a9cq9XzNzMxEWloaBgwYUOM5zp8/D71ej0WLFmHRokWV9sfExEAQBGi1WmRlZVV7HoVCwZVwHdzTA9pg0/EExKcXYMCyPcgr1pv33btwABERETm+hQsXYvLkyXjmmWcwbNiwSvt//fVX/PDDD9iyZUvTB9fCnIjNQF4dFtr64I+d0aW1m8W26pJtp5KNyddefr3uOz6yLoVMikd7tsafegTgeGwGvjkUi92/J+N0QiZOJ2TCX6NEUk5RpePS80qwdPsVrHqqB+fpRHbGTemGCSETcCfvDo4lHavTMelF6Zj0yyQAQF+/vvhT6J/QSt0KrdSt4OXsBYnQgvtCC4JxIS5ta6D9g5b7CjKMlbFpMWX9ZctaGWTGA0VZwK3jxkdFMiXgGVrWU7ZCYtYzxLiwGNmM3bUdGDp0KJYuXYpdu3Zh4sSJFvt27dplHlOTsLAwPPvss1Xu+/rrr6HVavHYY49BpVI1TtBktxQyKcZ09sOX+29aJF4B4G52EWZtPMOJHRERUTOSm5uLyMhIjBgxAqNGjcKgQYPg4+ODlJQUHDx4ELt378ZDDz2E7OxsbNiwweLY+hQMUO1Scisn1qriopChc0DNd7YBxn6vpuRrb7/e9xUbNR1BENCvnSf6tfNEfHo+1h2Jw5YTCVUmXgFABCAAWPzzZYwM9+OdakR26MHABxGkCcLZlLPYElP3DzOP3z2O43fLE4ZyidyYiHUxJmMD1AHwV/sjQB2AVi6t4K3ybrnJWZUHENTX+KhIVwikXy9PyKaWtS9Ivw6UFgHJF4yPigQJ4N7mnkrZsoW/lLX//5fuX70W3Dpw4EC9Tm5Kour1+toHlyktLUWHDh2QmJiIY8eOoVu3bgCME+n+/fsjJiYGly5dQliYsVw7LS0NaWlp8PLygpeXVw1nNqrPglv3asrFIuj+mJr56w0inll/Eul51S/w4KV2wtdP94ZUIrCZPxERkRU05RxKIpFAEATUNsUVKvRKE0URgiDUa87aXFjz2hy9kY5Jq2uvjPr2+X7o396z1nG3cm9h3LZxkElkODLpCJxlzo0RJtnAnt+T8ez6U7WOq+vfDSJqWp+f/Ryrzq2q93Ed3DvA1ckVd/Lu4G7BXRhEQ43j5RI5/F38yxOzFb5vpW4Fb2dvSHmbvZFBD2TGWSZkTW0Miqtu6wkAUPtWTsh6hQGu/uwrWwdWWXBr2LBhFhPV2pgmsvUhk8mwZs0ajB49GoMHD8akSZOg0Wiwbds2xMbGYsmSJebEKwB89tlnWLx4MaKioqpsMUAt06bjCfhkTxUNq6uQlleCR1YeBsBm/kRERI5u7dq1tg6ByvRp6wF/rRJ3s4tQVSpcAOCnNfbhrwtTv9fOnp2ZeHVwdWlHAdS9epqImtbjYY9jWOAwGEQD5uyZg4yijGrHeio98dmIzyr1fNUZdEgpSMGdvDvmR2JeIu7kG7+/m38XOoMOCbkJSMhNqPLcMonMnJCtWD1r+tqikrMSKeDZ3vjoMLZ8uygCecmWrQtM3+cmGfflJQNxBy3Pp9BUWOTL1Magg7GCVmp3N9HbvXr9iUmlUvj4+OAPf/hDncbv3bsX167VLQFW0fDhw3Ho0CFERUXh+++/R0lJCSIiIvDee+9hypQp9T4ftTyjI3zR1ssFp+Mz67Si6tR+wegZ7I4wX3UTREdERETW8vTTT9s6BIewcuVKrFy50qrVvlKJgKjx4Zi18QwEwCIBayrPiBofXufbytnvtfnwca3bnWYn4zIwOsIPSnkLSZ4QOQhvVXkS9Z1+72D+PuNC5WKFd3qh7J3+7X5vo7NX50rnkEvkCFAHIEAdUOVzlBpKkVqQak7IJuYlWiRpk/OTUWooxa3cW7iVW/VCmzJBBj8XP3M7A3Ny1qUsOavyhkzSzBOJggC4+hkf7e5p4VmUDaRdt+wrmxoDZMYCxTlA4mnjoyKpE+DRviwhW7bQl3eYsdesE1t7VqdebQe6du2K9PR03L59u07jZ8yYgQ0bNjSbW7jYdsBxfLz7ap0rXyti5SsREVHj4xzKflnj2pjaP5kcuZ5W5xXta2r/NGbrGCTmJeLLyC8xIKDmBXjJvukNIgYt/7XaquiK/LVKvDQiFI/1bA25tIX2fiSyc9Hx0Vh2YhmSC5LN2/xUfnijzxuIDI60ynPqDXqkFqaak7IVk7N38u8gKT8JpYaaq+xlggy+Lr7myllT1awpSeuj8mn+ydmqlBYDGTfv6SsbY0zUlhZWc5AAuAVaJmS9OhjbGajqdoeLI6rrPKpeyddnnnkG69evR1JSEnx8fGodz+Qr2UrFnq/Prj+JNPZ8JSIishlbzKHi4+OxadMmnD171vy83bp1w5QpU9CmTZsmicERWOPaWOND8Dt5dzB662hIBSmOTDoClZzVNY5ux8UkzNp4BkDVVdFP9QvCnt9TcCfb2Hog2FOF+SPDML5LK0i4CBeR3dEb9DiTcgapBanwVnmjh08Pm97yb0rOWiRm8+9YJGhrS85KBSl8Vb4WCdmKX31Vvi0rOWswANm37knIXjN+X1h96wmovO5JyJZ91QQAEsf+UM0qydd//OMfePnll/HLL79g7NixtY5fvnw5duzYgb1799b1Kewak6+OqbqJnckXT/XAmM7+TRsUERFRC9LUc6jPPvsMr732GnQ6XaWFt+RyOT788EO8/PLLVo/DETRF5Wtd1fQh+E83fsJbh95CF68u2PTQpvsNkWykvlXRJaUGbL+YhB9P30ZmgQ4A0NHPFa+O6oDITj71Xl+EiMjEIBqQWpBaqaVBxSStzqCr8RwSQWJOzpqrZssqaP3V/vBz8YNcIm+iV2Rj+WnlCdnUq+X9ZbOrbgkBAJC7AF4hlglZrzDAox0gc2pYHAY9EH/E2MdW7QsEDzD2w7USqyRfWzomXx3XjotJWPzzZSRlWzbtb+/tgp3zhkDGW5iIiIispinnUP/73//w8MMPw8fHB6+88gqGDRsGPz8/JCcnY9++fVixYgVSU1Px008/4aGHHrJqLI7AUea37x5+F/+6/i/M6DwD83vOt3U41EANrYqeNbQ91EoZvth/A7lFxkq1roFueH10Bwys0LqCiKixGEQD0grTqq+czbuDEkP1d9gCxuSsj8rHoqWBKTEb4BJgTM5Km3lytjgPSL9WISFblpzNuAFUV3kskQHubY0tC7zCKlTNhgEK1+qf6/JPwI43gJw75ds0rYAxy4Hwuq1dVV9MvlqBo0xOqWp6g4gTsRnGVVNF4M1/XUB+iR7zIkMxL5J9XomIiKylKedQDz74IC5cuIBz586hVatWlfYnJiaiW7du6NKlC/bs2WPVWByBo8xvx20bh1u5t/D5iM8xuPVgW4dDDXS/VdHZBTp8eeAG1h6OQ6HO2NpuQHtPvDa6A3oEuTd2uERE1TKIBqQXpleZmDVtqy05K0CAj8rHotdsK5fyFgd+Ln5wkjawAtTe6XVARqxlQtbUxqAkr/rjNAFlydgOgFdoeV/ZhKPA90+j8v3OZXdIPLHBKglYJl+twFEmp1Q3//4tEfO2nIVEALa82B+92zTfJtBERES21JRzKDc3N0yZMgUrV66sdsycOXOwadMmZGVlWTUWR+AI89u7+Xcx8seRkAgSHJ54GGonta1DIhtLyS3C53tvYPPxBJToDQCAyE4+eHVUB3TyN/49tkb7CyKiujKIBmQUZSAxLxFJeUnlC4Pll7c4KNbX/B4lQIC3ytuipUHF/rP+Lv7NLzkrisbK1YoJWVPVbH5KDQcKqLrRZBkXH2DSd8YWBK5+xkcjqOs86r47A5eWliImJgZZWVnVLqw1ZMiQ+30aokY3oXsADlxNxbbfEjHvu7P430uDoVU185J/IiKiZq6kpAQuLi41jnFxcUFJSc3VKGQ/TiWfAgB08ujExCsBAHxclVj0hwg8N7gtPt1zDT+evo3o31Ow50oKxndphVdGhuHfvyU2+sJvRER1JREk8HL2gpezF7p6d620XxRFpBelGxOzFRKyFfvPFumLkFKQgpSCFPyW8luVz+Pj7INW6lbGVgam1gYuAeZtCqnC2i+1cQkCoA0wPto/aLmvIMNYGZsWY+wvG7Pd2L4AQI2JV8CYuF1Tdr6hC4DhCxs99Jo0uPJVFEW8++67+Mc//oHc3Nwax1aXlHU0jlAZQPWTW6TDQ58eQkJGAR56wB+fTe7Oxv1ERESNrCnnUN26dUNxcTEuXLgAmaxynUFpaSm6dOkCJycnnD171qqxOAJHmN8uOrIIW69txfSI6Xi116u2Dofs0I3UPHy8+yr+ez4JACCVCHi4iz8mdAuAt2t54iG/uBRPfnUMALBofDi6B7lDKrGc+7PylYjsgSiKyCzOtEjIWiwMln8HhaWFtZ7H29nb3GO2YtVsK3Ur+Lv4Qylz4Pe7pPNA6hXjAlun19Y+vvdzQGBfwLsj4N+lUUKweuXre++9h/fffx9ubm6YNm0aWrduXeUEl8ieuSrl+HRSdzy26gh+uZCEIae88GTvIFuHRURERA309NNP49VXX8Xo0aPx4YcfomfPnuZ9p06dwsKFCxETE4OPPvrIhlFSfZxOPg0A6OXby8aRkL1q763GZ5N7YNawbPxt11X8eiUF/zl7B9sv3MVT/YIxe3h7nIrLQNRPl8zHLPr5Mvy1SkSND8eYzv42jJ6IqDJBEOCh9ICH0gOdvTpX2i+KIrKKsyonZ/PLK2gLSwuRWpiK1MJUnE89X+XzeCo9LXrO3tt/1q6Ts1d+AfYvq/v4k2uMj6ELGi35WlcNrnxt06YNBEHAqVOn4Onp2dhx2SVHqAyghvl833V8uCMGznIpfp47CCE+vKWNiIiosTTlHEqv1+OJJ57Av/71LwiCAGdnZ/j6+iI5ORmFhYUQRRGPPPIItm7dColEYtVYHIG9z29TC1Lx4A8PQoCAQ5MOQeNkfzGS/Tkdn4EPd8TgeGwGAMBJJkFJqaHSOFPN66qnejABS0TNiiiKyC7OrtTSwNTmIDE3EQWlBbWex0PpYZmcrVBB6+/iD5Vc1QSvphq5d40Pgx749kkgP7X6sY7a8zU5ORkzZ85sMYlXat5mDmmPQ9fScORGOl7+7jdsmz0ACpnU1mERERFRPUmlUmzduhX//Oc/sW7dOpw9exYJCQnQaDTo168fnn76aUydOtXWYVIdmfq9dvToyMQr1VnPYA9890I/HLqehg93XMGFxJwqx4kwJmAX/3wZI8P9KrUgcBR6g4gTsRlIyS2Cj6sSfdp6OOxrIaLGIQgC3JRucFO6IcIzotJ+URSRU5JjUTWblJ9k8XO+Lh8ZRRnIKMrAhbQLVT6Ph9LDvBDYvVWzrdStrJucrZhEfWgF8P0006urMKjsvfChvwGte8JWGpx8bdu2LXJyqv6fGJGjkUgEfPxkN4z5+wFcupODv+6IwdsPh9s6LCIiImqgqVOnMsnaDJy6a0y+9vJjywGqH0EQMDjUGzKJgEmrj1c7TgSQlF2EYX/dCz+tElpnOTTOcmiUcvP3Wmc5NEqZ5c/Ocrg4SZt8vYiUnCKk5JavkH7kehq+OngTaXnliwh6qZ3wwuB2GBDiZd7GXrZEVJEgCNAqtNAqtAj3rJz7MCVnK/aYvbfFQZ4uz5ycvZh+scrncVe4V25pUCFZ22jJ2fA/AE9sgH7HGzhTko5UqRTeej16OHlBOmaZcb8NNTj5+uc//xmLFy9GSkoKfHx8GjMmIpvw1Sjx18e64rkNp7DmUCwGhXphWAf+3SYiInIEx44dw1tvvYWTJ08CAPr06YMPPvgAffr0sXFkdD9Mla/s90oNVTFRWZNbmYW4lVn74jUVSSVC5aSssix56ywz/1xdElcurX/rk03HE/DJnms1jknLK8EH269YbHt5RCheGRlW7+cjopapYnK2k2enKsdYJGcrLgiWb/w+tyQXmcWZyCzOxKX0S1Wew03hVp6YdWllXBysLEkboA6Ai9ylzjFHu6iwLDAAyQXlqU5flS8WuKgQWb+X3+ga3PM1ISEBr732Gs6cOYN3330X3bt3h1arrXJsUFDzWMDI3ntiUeN49z8XseFoPLzUTtj+8hCLFVKJiIio/qw9h7pw4QL69u2LoqIii+3Ozs44ceIEIiIq325HRvY8v00rTMPw74dDgICDEw9Cq6j6dw2imhy9kY5Jq4/VOu7NcZ0Q4OaMnCIdsgt1yCks+1pUav45p1Bn3q/TN+jXaAsqJ2mF5KzsnuStZbLWlLAt1RtQqNPDSSrBcxtOWVS83stL7YSvn+4NqURg5SsRNbncklyLyllzcrYsUZtTUvvd9FqFFq1cjIlYc2K2rHJWIVWY+9YeTzqOFadXVHue+T3no69/XwCAt7M3vFXejfIard7z1bTgliiKmDFjRrXjBEFAaWlpQ5+GqMm9Oa4Tjt/MQExyLl774RzWTu8NCXsmERER2a1ly5ahqKgIb731FubOnQtBEPDJJ5/ggw8+wPLly7FhwwZbh0gNcDr5NAAgzD2MiVdqsD5tPeCvVeJudhGqSpcKAPy0Sjw7qG2d+6SKooginaEsOXtPsrZQh+zC0iqTuKbv84qNvx8XlOhRUKLH3ZyiWp6xMokAGGrJ/6blleBkbAYGhRnbD5SUGuAk40KDRNQ0XJ1c0cGjAzp4dKhyf15JXqV2Bubv8+8guzjb/Pg94/f7iqViYnZW11mY3W32fZ2vvhqcfJ02bVqT97chagpKuRT/mNwd4/9xCPuvpuKbw7F4bnA7W4dFRERE1Th48CAGDRqE9957z7xtyZIl2L9/P/bv32/DyOh+sN8rNQapREDU+HDM2ngGAqpchgVR48PrtUCVIAhwdpLC2UkKP239q0lL9QbkFlVM0JZWncitoeq2tsSryZL//Q78r/xnV4UMHmonuKuc4OFS/nBXOcHTxQnuLk7wcJGX/ayAq1LGQhQisgq1kxphTmEIc6+6JUq+Lr/algZJeUnILM6s1/O92+9dRHhFwNu5cape66PBydd169Y1YhhE9iXM1xVvPxyOd/59Ect3XEG/dp7oHMCKCyIiInuUnJyMiRMnVtrer18/cw9Ycjzs90qNZUxnf6x6qgeifrqE5JzyHrB+WiWixodjTGf/Jo1HJpXAvSzRWV+mqttfr6RgzuYztY5v5aZEsc6AzIISGEQgt7gUucWliE8vqNPzSSUC3FVyc4L23oStxc8uxgSuUi6t9+siIrqXi9wFoe6hCHUPrXJ/ga4Ad/Lu4KcbP2HtpbV1Ol9Vi4s1hQYnX4mau6f6BuHA1VTsvpyMl777Df+dOwgqJ/6TISIisjc6nQ5qtbrSdrVaDZ1OZ4OI6H5lFmXietZ1AEBP3542joYcUUpOkcViW63dVfh0Ync8+ZWx/+ui8eHoHuQOqUTAxcRs8zh7742amluMlNxitHZ3hpfaqdaer6um9IRUIsBL7QSFTIqMghJk5pcgw/Qo+zk9v2x7gc68P6+4FHqDiLS8khqf517OcqlFQtZDJTcnZo0/WyZs3VVO9ao8JiICjJWxJYYSBLoG1nn85fTLjdrzta6YSSKqhiAIWP5oF5y/fQA3U/Ox+KfLWP5YF1uHRURERNSs6Q16bLmyBQDQyqUVNE72tRAYOYZNxxPwyZ5r1e5f9PPlKre/PCIUr4ys+hZYe1Db66ooLa8Ej6w8DKD8dbm7OAF1zDkUl+qRVaBDel4JMgsqJGzzq/9ZpxdRqNMjMasQiVmFdXoeQQC0znJ4qExtD5zM31dsheDhoijbLodaIWMbRKIW7oerP2DVuVV1Hv9/x/4PgG16vgqiKDZ4mcbc3Fx89tlniI6Oxp07d1BcXFxpjCAIuHHjxn0FaS/seTVYsp4jN9IwZc1xiCKwcnIPPNSlaW9LIiIicnTWnkNJJBKEhIQgJCTEYvv169dx48YNjB49utIxgiDgl19+afRYHI2t57epBalILUw1/3w86TjWXVqHjKIM8zYPpQemR0w3r1IMNO5KxdQ83Vv5Wlf2Xvl67+s6cj0NXx28aVGZ6qV2wguD22FAiJd5W1O8LlEUkVdcisx8HdLzi8sSsjpk5BcjI7+sorYsSWv6PqugYXcnOEklcC/rTVupd22Fnramn91UcihkbIdA1JxUnEMcTzpusajWveb3nG+eRzTmHKKu86gGJ19TU1MxYMAA3LhxAxqNxvyEJSUlKCw0fsLVqlUryOVyxMbGNuxV2BlbT07Jdj7ccQWf77sBjVKG7fOGIMDN2dYhEREROYymSL7WlyAI0Ov1jR6Lo7H1/Pbzs5/Xq2rFxBZVK0T2Sm8QcSI2Aym5RfBxVaJPWw+HuY2/VG9AVqHuntYHlVshZOQXIzNfh4z8EhTqGvberVbILFoheLgojIuLVdEKwdPFCRqlnIuNETmQ6PhoLDuxDMkFyeZtfio/vNHnDUQGR1rlOa2efJ0zZw5WrVqFDRs2YMqUKZBKpVi0aBHeffddnDx5EnPnzoVMJsOuXbugUqka/ELsia0np2Q7Or0Bj39xFGdvZaF3G3d8+3w/yKQSh57oEBERNRVrz6Hi4+MbdFxwcHAjR+J4bD2/NVWtGEQD5uyZY1Hxei9PpSc+G/EZJIKEla9ELVhhib5y79qy1gfmhG2FbZkFOugN9U97SASUV9DWoRWCp4sCzk6sriWyJb1BjzMpZ5BakApvlTd6+PSAVGK9f5d1nUc1uOfr//73P4wYMQJPPfVUpX29e/fG9u3b8cADD2DRokX48MMPG/o0RHZBLpXg04ndMe7TgzgZl4nP9l5HRz9XLP75MpKyi8zj/G20YioREVFLxiSq4/JWGZOoJ++erDHxCgDpRekoLC1Eb7/eTRQdEdkjZycpApyc63w3osEgIreotOpWCAUlFj1tMwtKkJFXgtziUhhEIL2sAreulHKJZe9aU+sDF8ttpu3uKjlk0vrfvUFEVZNKpHY5T2hw8jUpKQmPP/64+WepVGpuNwAA7u7uGDt2LH744QcmX6lZCPJUYcmEzpi35Sw+ib6Gqj47vZtdhFkbz2DVUz2YgCUiIiKqo9SC1NoH1WMcEZGJRCJAq5JDq5LX+ZiSUgOyCixbIZiraSu0QjD3ss0vQYnegCKdAXeyi3CnQoFObbTO8rJkrGUrBE8XJ4vKW1MC19VOFxvjXaFE1Wtw8lWr1UKnK2+O7e7ujtu3b1uM0Wg0SE5OvvdQIoc1oXsA9sek4F9n71S5XwQgAFj882WMDPfj/2yIiIiI6qCuLQTYaoCImoKTTAIfjbLOi5SJooj8Er1lr9pqWiGYWiZkFeogikB2oQ7ZhTrUdaUcuVSwWFDMQ13eEsFDJYeH2rIVgruL9Rcb23ExiXeFEtWgwcnXdu3aIS4uzvxz9+7dsXv3bmRkZMDDwwOFhYX4+eefERQU1BhxEtmcaWXRLoHaapOvgDEBm5RdhC0nE9CltZvdr5hKREREZCumnq/OMmd4KD1q7fnqLHPG5fTL7PlKRHZFEASoFTKoFTIEetRtzRu9QURWQUmtrRAq9q8tKNFDpxeRkluMlNziOsfn4iS9J0lboZdtFS0StM41LzZm+t0YAI5cT8MH269UGpOUXYSZG8/gzbEdMSDECwD4uzG1WA1Ovo4aNQoff/wxCgoKoFKp8OKLL+Kxxx5D165d0a9fP5w5cwZxcXF4//33GzNeIpv56sBNrDlU188jgTf/dREA8Nygtnj74XBrhUVERETksH64+gNWnVtVp7HpRemY9MskAMCsrrMwu9tsa4ZG5DB0Oh30er2tw6AGcJEBGnclQnxc6zS+SKe3SMZWbIWQXmFbZr7O/LPeYKzKzc8oxK2MwtqfBMbFxtzKetKaqmcrJmhPxGZg1+W63eVcMTH78ohQvDIyrE7HETUnDU6+zpw5E+Hh4ebk65/+9Cf89a9/xZIlS7B161Y4Oztj/vz5+Mtf/tKY8RIRERERUTPxeNjjGBY4zPzz3oS9+OL8FxZjPJWeeDriafT172ve5u3MqleinJwcpKWlobi47hWQZJ8UCgW8vLxqXC0dAJRyKVq5OaNVHRcbE0UROUWllv1qK7Q+uLcVQnp+CXKLjIuNmfbdSM2/79f3wYTO6BJovCuUqCUSRFGsat2gBtPr9UhLS4OPj49dNoG+Hzk5OdBqtcjOzq71TZGaH9OtFXqDiGfXn0RaXvWrXnqpnfD1070hlQi8tYKIiFo8zqHsl71dm99SfsO07dPgqfTE671fh7fKGz18ekAqsW6/QiJHk5OTg8TERKjVami1Wsjl8mb3+3dLIIoidDodsrOzkZeXh4CAAJu/F+v0hnuqanXGBceqaIVwJ6sQWYW6Ws/pJBXQwU+DEB81QnzUaO/tghAfNYI9XSCXSprgVRFZR13nUQ2ufK2OVCqFr69vY5+WyOYqNlxfMqEzZm08g3s/uTBNd5ZM6IyugW5NGR4RERFRna1cuRIrV660u1uV47LjAABh7mEY126cbYMhsmNpaWlQq9Vo3bo1k64OztnZGa6urrh9+zbS0tJsnnyVSyXwcVXCx7X6AiJTYdL521nmdns1KdGLuJCYjQuJ2RbbZRIBwZ4qc1I2xEeNEG9XtPdxgcqp0dNVRDbDv81EDTCmsz9WPdWj0oqOCrkEKx7vxhUdiYiIyK7NmTMHc+bMMVds2IuE3AQAQJCGi/YSVUen06G4uBheXl5MvDYTgiBAq9UiMTEROp0Ocrnc1iHVaNPxBHyy51q9j+vf3hN+GiWup+ThRmoeCkr0uJGajxup+dh5ybKHbICbM9qVVcgak7LGr55qti4gx1Ov5Gt4eP0XDRIEAZcuXar3cUT2bkxnf4wM98OJ2Azsv5qC1QdvokhnwIFrqRj7gB8nQkRERET1FJ8TDwBoo2lj20CI7JipYt3eE3RUP6brqdfr7f7aTukbhJHhxjuej1xPs1hU615vju2IASFeAGDRkk8URSRlF+F6Sp7xkWr8eiMlD+n5JUjMKkRiViEOXkuzOJ+7Sl6hfUH51wA3Z0gk/B2c7FO9kq9XrlyBIAho5DaxRA5LKhHQv70n+rf3RJfWbvjz5jP47uQtqBUyvPVQJyZgiYiIiOrBlHwN1gTbOBIi+8ffNZoXR7qeFVvydQ7QIshTVemuUH+tElHjw6u9K1QQBPPiYUPCLBdRzMwvMSdjTVWy11PycDuzEJkFOpyMy8TJuEyLY5zl0vJKWe/yNgbBni5wkrGvLNlWvdsOyGQyjBs3DjNmzMDDDz8MiYR/iYkAYNwD/lj2aBe8/uN5rDkUC1elHC9Hhto6LCIiIiKHYBANSMgxth1g8pWoaZl6eNYXFxcmwPKu0JTcIvi4KtGnrQekDaxEdXdxQm8XD/Ru42GxvbBEjxup5clY0yMuPR+FOj0u3cnBpTs5FsdITX1lvdVoXyEx295HDbWCnTipadTrb9r58+exZs0abN68GT/99BN8fHwwbdo0PPPMM+jQoYO1YiRyGE/0CkR+cSkW/3wZH0dfhatShmcGtbV1WERERER2L6UgBUX6IsgEGVqpW9k6HKIWpaE9PF8eEYpXRoZZISJyNKa7Qq3J2UmKzgFadA6w7FVeqjcgIaOgUvuC6yl5yC/R42ZqPm6m5gOXLfvK+muVFu0LTN97qZ0cqhKZ7J8gNqCHgE6nw3/+8x9888032L17NwwGA/r27YtnnnkGEydOhFqttkasNmdakCA7O9vmKxCSfft0zzWs2H0VAPDho13wRO9AG0dERERkO5xD2S97ujbHk47juV3PoY2mDX7+4882jYXInhUVFSE2NhZt27aFUtk4VadVVb4W6fR47IujAIAfZ/aHUi6tdBwrXxuPNa5rSyeKIu7mFFlUyRrbGOQjLa/6Sm+ts7xS+4IQH/aVpcrqOo9qUI21XC7HY489hsceewx37tzB2rVrsX79erzwwguYN28eHnvsMSxZsgStW7du8AsgcmRzHwxBbpEOqw/GYsG283BRyPBQl6p73RARERER+70S2VLFHp4mBSWl5u/DW2mgcrKvW7QXLVqExYsXIzY2Fm3atLF1OGSHBEGAv9YZ/lpnDA617CubVVBSqX3B9VRjX9nsQh1Ox2fidLxlX1mlXIJ2XupK1bJtvFRQyCp/OEFkct/vnq1atcJbb72Ft956C7t27cKzzz6Lf/7zn/jTn/7E5Cu1WIIg4M1xnZBXXIpvT9zCvC2/QaWQYngHH1uHRkRERGSXTMnXIE2QjSMhIkeVkpKCr7/+GqdPn8bp06cRFxcHADUuGr5x40YcPHgQp0+fxoULF1BSUoK1a9di+vTpTRM02YSbygk9gz3QM9iyr2yRztRXNt+ifUFsWj6KdAZcTsrB5aTKfWWDPFQWCVljgtYFrkp5U74sslON8tHVb7/9hm+++QbffvstMjIy4Ofnh4CAgMY4NZHDEgQBSyY8gNyiUvz3fBJm/vM0NjzTB33bWbcPDhEREZEjMiVf22ja2DYQIgIA6A3lCcsTsRkYHOrd4AWUmsrly5fx5ptvQhAEhIaGQqVSoaCgoMZj3n77bcTHx8PLywv+/v6Ij49vomjJHinlUkS00iKiVeW+srcyCytVyt5IyUNecSli0/IRm5aP6N8t+8r6ahQWLQzalyVmvdUK9pVtQRqcfM3IyMCmTZvwzTff4Pz585DJZBg3bhyeeeYZjBs3DlIpS66JpBIBHz/ZDYUleuy5koJn15/C5uf7oktrN1uHRkRERGRXWPlKZD92XExC1E+XzD9PX3sS/lolosaHY0xn+22n1qlTJ+zfvx/du3eHq6srOnbsiJiYmBqPWbNmDUJDQxEcHIxly5Zh4cKFNY4/f/48QkJCoFKpGjN0snMyqQRtvVzQ1ssFI8N9zdtFUURKbnGlvrLXU/OQmluM5Bzj4/D1dIvzaZSye6pkjV9bu6vs/kMOqr96JV9FUcTOnTvxzTff4Oeff0ZxcTEiIiLw17/+FVOnToW3t3ftJyFqYeRSCVZO6YEZa0/i6M10PP3NCWx5sT/CfF1tHRoRERGRXSg1lOJ27m0ArHwlsrUdF5Mwa+MZ3Huj/t3sIszaeAarnuphtwlYX19f+Pr61j6wgsjIyHqNX7FiBbZu3YpHH30UU6dOxfDhwyGRSOp1Dmo+BEGAr0YJX40SA0O8LPZlF+rKWxekln9NyChATlEpziRk4UxClsUxCpkxyVsxMRvio0ZbLxf2lXVg9Uq+BgUF4c6dO9BqtZg+fTqeeeYZ9O7d21qxETUbSrkUq5/uhSlrjuPcrSw8teY4fpw5AEGe/LSUiIiIKCkvCaViKRRSBXxU7JFP1FCiKKJQp2/w8XqDiKifLlVKvAKACEAAsOinyxgY4nVf1XnOcqnD3nL95JNPIi4uDhs2bMD69evRunVrTJkyBdOmTUN4eLitwyM7onWWo2ewO3oGu1tsL9LpEZuWX6l9wc20fBSXGnDlbi6u3M21OEYiwKKvbPsKiVkN+8ravXolXxMTEyGXy9G1a1fEx8cjKiqq1mMEQcAvv/zS4ACJmgu1Qob1M3rjyS+PISY5F5PXHMOPMwfAT6us/WAiIiKiZiwuJw6AseWARGAFGVFDFer0CH93p9XOLwK4m1OEBxbtuq/zXP6/0VA5NcoSNE1u7NixGDt2LG7duoVNmzZh06ZNWL58OZYvX44ePXpg2rRpmDRpEnx8+EESVU0pl6KTvwad/DUW2/UGEbcyCnAj1bJ9wfWUPOQWlSIuvQBx6QXYcyXF4jgfV4Vlpay3MTnr48q+svai3u92Op0O+/fvr/N4Xmiicm4qJ/zz2T54/MujiE8vwFNfH8eWF/rBU62wdWhERERENmPq9xrsGmzjSIiI6iYwMBALFizAggULcO7cOWzcuBHffvst5s2bh9deew2jR4/G1KlT8cgjj0CpZMEN1U4qEdDGywVtvFwwopNlX9lUU1/ZConZG6l5SM4pRkqu8XHkhmVfWVelzFwpW3HRr0AP9pVtavVKvsbGxlorDqIWw0ejxMZn++KJL4/iekoenl57Apuf78dbBYiIiKjFMidfNUy+Et0PZ7kUl/9vdIOPPxGbgelrT9Y6bt2M3ujT1qPBz+Msb169K7t27YquXbti+fLl2Lt3LzZs2ICNGzfil19+wbx58/Dxxx/bOkRyYIIgwEejhI9GiQH39JXNKdIZe8lW7CubYuwrm1tUirO3snD2VpbFMU4yCdp5uaB9hYW+QrzVaOftAmUz+7dpL+qVfA0O5mSIqDEEeqjwz2f74skvj+JiYg6eXXcSG57pC2cnvtERERFRy8PkK1HjEAThvm7nHxzqDX+tEnezi6rs+yoA8NMqMTjUm5VzVbhw4QJ27tyJPXv2wGAwQKlUIiQkxNZhUTOmUcrRPcgd3YMq95WNS8+vUCVr/P5mal61fWUFAQh0V1VqXxDio4bWmcVi98Mxm6wQNQMhPmpseLYPJn51DCfjMvHixtNYPa0nVzAkIiKiFichNwEAk69EtiaVCIgaH45ZG89AACwSsKZUa9T4cCZeK0hISMDmzZuxceNGXLp0CYIgYODAgYiKisITTzwBrVZr6xCpBVLKpejop0FHv8p9ZRMzC3E9Nbe8r2zZI6eoFAkZBUjIKMCv9/SV9VIrEOLjUqF9gStCfNTw1bCvbF0w+UpkQxGttFg3ozeeWnMCB66mYt53Z/GPSd0hk3KhCSIiImoZivXFuJN3BwCTr0T2YExnf6x6qgeifrqE5Jxi83Y/rRJR48MxprO/DaOzD5mZmfjhhx+wadMmHDx4EKIoIjQ0FIsXL8bUqVPRtm1bW4dIVCWpRECQpwpBnio82NGyr2xaXkml9gXXU/JwN6cIaXnFSMsrxrGbGRbnc1XI0M5cJeti7isb5KFiXqMCJl+JbKxnsAe+mtYTz647he0X72LBtgv48NEukPDTZCIiImoBbufehggRarkaHsqG95AkosYzprM/BoZ44YFFuwAYe7yy1YDRsmXLEBUVhZKSEnh4eGDmzJmYOnUq+vfvb+vQiBpMEAR4uyrg7apA//aeFvtyi3TmtgWmx83UPMRnFCC3uBTnbmXh3L19ZaUStPFSVWpf0N5b3SL7yjL5SmQHBod649NJ3TFn8xn8ePo21AoZosaHs3yfiIiImr24nDgAxqpXzn2I7EfFRGufth4Ok3idPn26+fukpKRK2z766CN4eZUvWrRmzRocOnQIgLFnq2nbvn37AAATJkzAhAkTzONjY2Mxbtw4TJ06FQ8//DCcnJys80KI7ISrUo5ugW7oFuhmsb24VI/49IJK7QtupuWhSGfA1eQ8XE3OszhGEIDW7s7Ghb5Mi32VPdxU9/9vSW8QcSI2Aym5RfBxVdrNexeTr0R2YkxnP3z4aBe8+sM5rDsSB41ShvmjOpj32+ubCBEREdH9SMgx9nsN0gTZOBIiag7Wr19f47ZFixZZJF8PHTpU6ZjDhw/j8OHDAIA2bdpYJF8///xzSKUtr3KP6F4KmRRhvq4I83W12G4wiEjMKixb6KtCYjY1D1kFOtzKKMStjELsi0m1OM5L7WRMylaokg3xUcNfq6zTh7M7LiZh8c+XkZRdZN7mbyftUph8JbIjj/ZsjfySUrz7n0v49NfrUCtleGFIe7t+EyEiIiK6H/E58QCANpo2tg2EiJoFURRrH1TBunXrsG7dujqPZ+KVqGYSiYBADxUCPVQY3tHHvF0URaTnl1hUyZqSs0nZRUjLK0FaXgaOx1r2lXVxkhrbFlRoXxDio4azXIKMfB0A4Mj1NHyw/UqlWJKyizBz4xm8ObYjBoQYP3TxcVXAR6O04p9AZUy+EtmZaf3bILeoFH/dGYMP/ncFcWkF+PZEAu6dQtzNLsKsjWew6qkeTMASERGRwzK1HWDlK5HtpOQUISW32GJbkU5v/v7ynZwq+zTaIolBRI5JEAR4qRXwUivQr51lX9m84lLcTLVsX3A9NQ/x6QXIL9Hj/O1snL+dbXGMRAAMdfyspWJi9uURoXhlZNh9v576YPKVyA493rM1YlPz8eOZ29h8IqHKMab3mLf/fRH+WmdIJQInP0RERORwTG0HWPlKZDubjifgkz3Xqt3/2BdHq9xuiyQGETU/aoUMXVq7oUtrN4vtJaUGxKfnW1bKpubhRko+Cit8QFQXH/yxM7q0doOPq6IRI68bJl+J7NCm4wn48cztOo1NyyvBIyuN/Yg4+SEiIiJHkq/LR2qhsecbK1+JbGdK3yCMDPet93G2SGIQUcvhJJMg1NcVoVX0lb2Tbewr++/fEvHvs3dqPZeLQobOAVprhVojJl+J7NDoCF+09XLBqfgMbDxWdeVrRVP7BaNnsDvCfNVNEB0RERHR/dMb9Nh+czsAwFXuCheZi40jImq5fDRKh7uDbtiwYQAANzc3m8ZBRE1PIhHgJJXAS61An7YedUq+5heX4mJiNnu+EpHRzkvJNd72c69/HovHP4/F4+URoQhvZZtPcoiIiIiqk1qQaq5wBYDjScex7tI6ZBQZF9XI1eXiwR8exPSI6ejr39c8ztvZG94q7yaPl4js37Bhw8wJWCJqeWprl3KvN/91EQB7vhJRGdNtP3qDiGfXn0RaXkm1Y73UTvj66d7mnq9ERERE9uaHqz9g1blVNY7JKMrAitMrLLbN6joLs7vNtmZoRERE5IAqtks5cj3NYlGte705tiMGhHgBsE27FCZfiexQxdt+lkzojFkbzwAoX2TLRCjb3zXQrUnjIyIiIqqPx8Mex7DAYTCIBszZM8dc8VoVT6UnPhvxGSSCBN7OrHolIiKiyirmTToHaBHkqcLiny8jKbvIPMZfq0TU+HCM6exvqzABMPlKZPfGdPbHqqd6VHoTAYDuQW4YFMpfSoiIiMi+eauM7QNO3j1ZY+IVANKL0lFYWojefr2bKDoiIiJydGM6+2NkuB9OxGYgJbcIPq5K9GnrAalEsHVoTL4SOQKLN5GcIpy7nYUNR+NwJiELE1YexpdTe6K9NxfbIiIiIvuWWpBa+6B6jCMiIiIykUoE9G/vaeswKpHYOgAiqhvTm8gj3QPw7vgIbHlxAHw1ClxPycMjnx3Gzkt3bR0iERERUY3qungWF9kiIiKi5oKVr0QOqmewO36eOwh/3vQbTsRl4MV/nsafh4fglZFhdlFWT0RERHSvHj494KvyRUpBCsRK3ewBAQJ8Vb7o4dPDBtERtWC5d42P+nL1Mz6IiKhaTL4SOTAfVyU2Pd8XH/zvd6w9HIfP9l7H+cRsfDqxG9xUTrYOj4iIiAiAsY1AaqGxlcCUTlOw4vSKKseJEDG502TEZMYAALydvVkFS9QUTq0F9i+r/3FDFwDDFzZ+PEREzQiTr0QOTi6VIGp8BLq2dsOCbedx4Goqxn92CF881RMRrbS2Do+IiIgIP1z9AavOrarT2IqJ2VldZ2F2t9nWCouITHrNADqMtdxWWgh8M8b4/TM7AJlz5eNY9UpEVCsmX4maiQndAxDm64oXN57CrYxC/OnzI1j26AP4Y/fWtg6NiIiIWrjHwx7HsMBhFttO3j2Jj059BB9nH8zsOhOdPDtBIlguSeHtzKpXoiZRVfuAkvzy7/26AE4uTRtTLRYtWoTFixcjNjYWbdq0sXU4RETVYvKVqBkJb6XBz38ehJe/O4v9V1PxypZzOHcrG2891AlyKdfXIyIiItvwVlVuH3Al4woAoINHBzze4XFbhEVEzUxKSgq+/vprnD59GqdPn0ZcXBwAQBQr95iu6OTJk4iKisLRo0dRUlKCiIgIzJs3D5MnT26CqImouWM2hqiZcVM54ZvpvfHSgyEAgHVH4jB59TGk5BTZODIiIiKichlFGQAAD6WHjSMhoioZ9OXfxx+x/NlOXb58GW+++Sa2bdsGJycnqFSqWo/Zt28fBg0ahIMHD+Kxxx7DrFmzkJaWhilTpuCDDz5ogqiJqLmz2+TryZMnMW7cOLi7u8PFxQV9+vTB5s2b63z8oUOH8Oqrr6Jnz57w9PSEUqlEx44d8cYbbyArK8t6gRPZAalEwPxRHbBmWi+4KmQ4GZeJh/9xCKfjM2wdGhEREREAJl+J7Nrln4CVfcp/3vQY8PfOxu12rFOnTti/fz+ys7MRExODwMDAGseXlpbiueeegyAIOHDgAFavXo2PPvoI586dQ0REBKKionDt2jWLY86fP4+CggJrvgwiambsMvnaGJ88PfbYY/jkk0/g6uqKadOmYfbs2VCpVPjwww/Rq1cvpKSkWPlVENleZLgv/vPngQjzVSMltxgTvzqGfx6Nq/W2GyIiIiJryyzKBMDkK5HdufwT8P00IDfJcntOknG7HSdgfX19MWTIELi6utZp/K+//oobN25g8uTJ6N69u3m7q6sr3nnnHZSWlmLt2rUWx6xYsQK+vr6YPn069uzZA4PB0KivgYiaH7vr+XrvJ0+mN8CoqCj0798fUVFRePzxxxEaGlrjeV555RVMmzYN/v7+5m2iKGLOnDlYtWoVFi9ejJUrV1r1tRDZg3beavxr9kC8vvU8fjmfhHf+cwlnb2Xj/T92hlIutXV4RERE1EKZKl/dle42joSoGRFFQHcfVZkGPbD9dQBVFWuIAARgxxtAu2GA5D5+l5CrAEFo+PGNZN++fQCAUaNGVdpn2rZ//36L7U8++STi4uKwYcMGrF+/Hq1bt8aUKVMwbdo0hIeHWz1mInI8dpd8NX3yNGPGjCo/eZo4cSLWrl1bawXsG2+8UWmbIAh45513sGrVqkpvoETNmYtChs8mdUe31m5Yuv13bD1zG1fu5uCLp3oi0KP2PkhERERkn5YuXYqtW7ciJiYGKpUKQ4cOxYcffugQK3+bKl+ZfCVqRLoC4INWVnwCEci5Ayyr+Xb+Wr15B3ByaZyQ7oOppUBVxV3u7u7w8vKq1HZg7NixGDt2LG7duoVNmzZh06ZNWL58OZYvX44ePXpg2rRpmDRpEnx8fJrkNRCR/bO7tgMN+eSpPuRyOQBAJrO7vDORVQmCgOeHtMPGZ/vCw8UJl+7kYPxnh3DwWqqtQyMiIqIG2r9/P+bOnYvjx49jx44dyMrKwtixY1FaWmrr0GqVXpQOAPBUeto4EiJqqbKzswEAWq22yv0ajcY85l6BgYFYsGABLly4gLNnz+K1115DcnIy5s2bh4CAADz88MPYsmULioq48DFRS2d3GciGfPJUH9988w2AqpO79youLkZxcbH555ycnAY/L5G9GBDihZ/nDsLsjadx7nY2nv7mBF4b3QGzhraHYAe3/hAREVHd7dixw+Lnr7/+GkFBQbh8+TK6dOlio6hqJ4oiK1+JrEGuMlaVNlT8EePiWrWZ8iMQPKDhzyNvXnffde3aFV27dsXy5cuxd+9ebNiwARs3bsQvv/yCefPm4eOPP7Z1iERkQ3ZX+Xo/nzzV5uzZs1i8eDF8fHzw+uuv1zp+6dKl0Gq15kdtKyUSOYoAN2dsebE/nuwVCIMIfLgjBjM3nkZukc7WoREREdm9jRs34sUXX0SvXr2gUCggCALWrVtX4zEnT57EuHHj4O7uDhcXF/Tp0webN29u9NhM82QPD/texCpflw+dwTjvYPKVqBEJgvF2/oY+2j8IaFoBqK4oQwA0AcZx9/M8dlL0Yco7VJdjyMnJqTY3UZULFy5g586d5oW4lEolQkJCGiVWInJcdpd8tZbY2Fg8/PDD0Ov1+O677+Dl5VXrMQsXLkR2drb5cevWrSaIlKhpKOVSLH+sC5b+6QE4SSXYeSkZE1YexvWUPFuHRkREZNfefvttfPXVV4iPj7dY3LU6+/btw6BBg3Dw4EE89thjmDVrFtLS0jBlypRa1zGoD4PBgFdffRXjxo1D69atG+281mBabMtZ5gxnmbONoyEiM4kUGLO87Id7E6RlP49Zdn+LbdkR0x23Vd1dm5mZibS0tFoX+05ISMCyZcvQuXNndOvWDR999BHatm2Lr776Cnfv3sWcOXOsEjsROQ67S7429idPABAfH4/hw4cjNTUVP/74I4YPH16n4xQKBTQajcWDqLmZ1CcIW17sBz+NEjdS8/HIZ4ew4+JdW4dFRERkt9asWYO4uDikpqZi5syZNY4tLS3Fc889B0EQcODAAaxevRofffQRzp07h4iICERFRVn80v/2229DEIQaH1URRREvvvgiYmNja63CtQem5KuH0r4rdIlapPA/AE9sAFz9LLdrWhm3h//BNnFZwdChQwEAu3btqrTPtM00pqLMzEx89dVXGDp0KNq0aYOFCxeipKQEixcvxo0bN3Dw4EE8//zz9c5dEFHzZHfJ18b45KmiuLg4DBs2DHfu3MH333+Phx9+uNFiJWouuge5478vDULfth7IL9Fj5sbTWL7jCvQG0dahERER2Z3IyEgEBwfXaeyvv/6KGzduYPLkyejevbt5u6urK9555x2UlpZi7dq15u2vvfYaYmNja3zcSxRFzJ49G9HR0dizZw+8vb3v/0VaGZOvRHYu/A/AnBPlP0/5EZh3oVklXgFgxIgRaNeuHTZv3oyzZ8+at+fm5uK9996DTCbD9OnTLY5ZtmwZ/Pz88OKLL+LixYuYOXMmjhw5gqtXr+Ldd99F27Ztm/ZFEJHds7sFt4YOHYqlS5di165dmDhxosW+mj55qkrFxOuWLVvwyCOPNHq8RM2Fl1qBTc/1xbLtV7DmUCxW7buBc7eyEDU+Ah38XG0dHhERkUPat28fgKoXezVt279/v3mbm5sb3Nzc6nx+URQxZ84c/PLLL9i/f7/DrFFgWmyLyVciO1axtUDwAIdpNVAxWZqUlFRp20cffWRuQyiTybBmzRqMHj0agwcPxqRJk6DRaLBt2zbExsZiyZIlCAsLszh/bGwsxo0bh6lTp+Lhhx+Gk5OT1V8TETk2u0u+Vvzk6aWXXkK3bt0AVP/JU1paGtLS0uDl5WXRx9WUeE1MTMSWLVvwxz/+sYlfCZHjkUklePvhcHQJdMMbP57HkRvpGPPJATzcpRXmRYaivbfa1iESERE5FNPdXFXdueXu7g4vL68q7/iqq9mzZ+O7777Dzz//DGdnZ9y9a2wd5OHhUWVCoLi4GMXFxeafc3JyGvzc98NU+crFtoiosa1fv77GbYsWLbLIHQwfPhyHDh1CVFQUvv/+e5SUlCAiIgLvvfcepkyZUulcn3/+OaRSx0hEE5F9sLvka30/efrss8+wePFiREVFYdGiRebtw4YNQ3x8PPr164fz58/j/PnzlZ6r4ngiKveHrq0Q0UqDv+2Kwf8u3MXP5+7gl/N3MKF7AF4eEYpgTxdbh0hEROQQTOsYVNf3T6PR4Pbt2w0+/xdffAEAGDx4sMX2vXv3YtiwYZXGL126FIsXL27w8zUWJl+JyFpEsf6t0/r06YPt27fXaSwTr0RUX3aXfAXq/8lTVeLj4wEAx44dw7Fjx6ocw+QrUfXae6vx+ZSeuHQnGx/vvobo35Ox7Uwi/nP2Dh7r0RpzR4SgtbvK1mESERG1aPVNMixcuBDz5883/5yTk2OTVgWm5Kun0rPJn5uIqpB71/ioqLSw/Pu75wGZc+XjXP0qL8xFREQW7DL5CtT9k6dFixZVmURtyKddRFRZRCst1jzdC+dvZ2HF7qvYF5OKLaduYdtvt/Fk70D8eXgo/LRKW4dJRERkl0wVr6YK2Hvl5OQ06WrYCoUCCoWiyZ6vOqaer6x8JbITp9YC+5dVv/+bMVVvH7oAGL7QOjERETUTdpt8JSL70qW1G9bN6IPT8Zn4ePdVHLqeho3HEvD9qduY0jcIs4a1h48rk7BEREQVmXq9Xrt2DT179rTYl5mZibS0NAwYMMAWodlUZjEX3CKyK71mAB3G1v84Vr0SEdWKyVciqkRvEHEiNgMpuUXwcVWiT1sPSCUCAKBnsDs2PtcXx26mY8XuqzgRm4G1h+Pw7YkETOvfBi8OaQdPte0raoiIiOzB0KFDsXTpUuzatQsTJ0602Ldr1y7zmJYmo5A9X4nsigO2DzD1tXZzc7NpHEREtWHylYgs7LiYhMU/X0ZSdpF5m79Wiajx4RjT2d+8rV87T2x5oR8OX0/H33bH4LeELHx14CY2HovHjIFt8PzgdnBTVV5lmYiIqCUZMWIE2rVrh82bN+Oll15Ct27dAAC5ubl47733IJPJMH36dJvG2NREUURGMXu+EtH9GTZsWJULCxIR2RsmX4nIbMfFJMzaeAb3dky+m12EWRvPYNVTPSwSsIIgYFCoFwaGeGLf1VSs2HUVFxKzsXLvDWw4Eo9nBrXFs4PbQqOUN+0LISIisqI1a9bg0KFDAIALFy6Yt+3btw8AMGHCBEyYMAEAIJPJsGbNGowePRqDBw/GpEmToNFosG3bNsTGxmLJkiUICwuzxcuwmVxdLkoNpQBY+UpERETNH5OvRC1cSk4RUnKLoTeIePvfFyslXgGYt73974vw1zpDKhHg46qAj8bY41UQBAzv4INhYd7YfTkZK3ZfxZW7ufhkzzWsOxKHF4a0w/QBbeCi4FsOERE5vkOHDmH9+vUW2w4fPozDhw8DANq0aWNOvgLA8OHDcejQIURFReH7779HSUkJIiIi8N5772HKlClNGbrZypUrsXLlSuj1eqs+T2pBKlILUy22JeYmAgDkEjl+uv4TOnl2gkSQWIzxdvaGt8rbqrERERERNQVBFMWqci1UBdNqtNnZ2dBoNLYOh6hRfLz7Kj7Zc63ex708IhSvjKy6UsdgELH94l18HH0V11PyAAAeLk6YObQdpvZrA2cn6X3FTEREjoVzKPtl7Wvz+dnPsercqnofN6vrLMzuNrvR4yFqDoqKihAbG4u2bdtCqeSCt80FryuR46nrPIplaEQt3OgIX7T1csHp+Ez881h8reOn9gtGz2B3hPmqqx0jkQh4qIs/xnT2w3/P38Hfo68hNi0fH/zvCr46EIvZw9pjct8gKOVMwhIRETVnj4c9jmGBwwAAx5OOY8XpFdWOnd9zPvr69wVgrHwlIiIiag6YfCVq4XZeSq5X5es/j8Xjn8fi8fKIUIS30tY4VioR8Ei3ADz0gD/+9VsiPv31Gm5lFOL//nsZXx24iTkPhuDJXoFwkklqPA8RERE5Jm+VsX2A3qDHS7++VO04AQI2/74Z08KnQSrhh7NERETUfDD5StTCTekbhJHhvtAbRDy7/iTS8kqqHeuldsLXT/c293ytK5lUgsd7BWJC9wD8cOo2Pvv1Gu5kF+Gdf1/EF/tuYO6DIXi0Z2vIpUzCEhERNUdnUs4guSC52v0iRNwtuIszKWfQ2693E0ZGREDV/Znrgv2ZiYhqx+QrUQvno1GaF85aMqEzZm08AwAWC28JZV+XTOiMroFuDX4uuVSCyX2D8GjPAGw5eQuf/XodiVmFWLDtAlbtv4GXHgzFI91aQcYkLBERUbOSWlC3pE5dxxFR4/rh6g/sz0xEZCVMvhKR2ZjO/lj1VA8s/vkykrKLzNv9tEpEjQ/HmM7+jfI8CpkU0/q3wRO9ArHpeAJW7buO+PQCvPrDOazcdx0vjwjF+C6tIJEItZ+MiIiI7F5dK+NYQUdkGxX7M5sUlRbh6R1PAwDWj1kPpazyIlDsz0xEVDsmX4nIwpjO/hgZ7ocTsRlIyS2Cj6sSfdp6QGqFRKhSLsWzg9piUp9AbDgajy/338DN1Hy8/N1ZrNx7Ha9EhmF0hB+TsERERA6uh08P+Kp8kVKQAtHi/hojAQJ8Vb7o4dPDBtERkak/c0UFugLz9x09OkIlVzV1WDVatGgRFi9ejNjYWLRp08bW4RARVYv39hJRJVKJgP7tPfFItwD0b+9plcRrRSonGWYObY+DbzyIV0eGQaOU4WpyHmZtOoOH/3EIuy8nQxQr/6JGRERE9i21IBWX0y8jJjMGUzpNqTLxChh7vk7uNBkxmTG4nH6Z7QeIqMEMBgM+++wzdOnSBc7OzvD29sYTTzyBa9eqXmR448aNePHFF9GrVy8oFAoIgoB169Y1bdBE1Kyx8pWI7IZaIcPcEaGYNqANvj4Ui28OxeJyUg6e33AKXVtr8crIMAwN84YgsBKWiIjofqxcuRIrV66EXq+36vPUp4/kitMrzN+zjyQRNdTMmTOxevVqhIeHY+7cuUhOTsaWLVuwa9cuHDlyBOHh4Rbj3377bcTHx8PLywv+/v6Ij4+3UeRE1Fwx+UpEdkfrLMf8kWGYMaANvjp4E+sOx+Hc7WxMX3sSPYPd8erIMAwI8bJ1mERERA5rzpw5mDNnDnJycqDVaq32PFX1kXxt32u4lXcLj7R/BF29u6KTZydIBMsb8thHksj29IbyD2dOJ5/GgFYDIJVIbRhR7fbu3YvVq1dj8ODB2L17NxQKBQBg2rRpGDlyJGbNmoX9+/dbHLNmzRqEhoYiODgYy5Ytw8KFC2t8jvPnzyMkJAQqlX21YSAi+8XkKxHZLXcXJ7wxpiOeHdQWX+6/gQ1H43E6PhOT1xxHv3YemD+yA/q09bB1mERERFSNqvpIGmAAADze4XF09e5qi7CIqBbR8dFYemKp+efZe2bDV+WLBX0WIDI40oaR1Wz16tUAgCVLlpgTrwAwYsQIjB49Gjt27MDVq1cRFhZm3hcZWb/Xs2LFCmzduhWPPvoopk6diuHDh0MiYUdHIqoe3yGIyO55qRV466FwHHx9OKYPaAMnqQTHbmbgiS+PYurXx/FbQqatQyQiIqI6ytflAwBcZC42joSIqhIdH435++YjpSDFYntKQQrm75uP6PhoG0VWu3379sHFxQUDBw6stG/06NEAUKnytb6efPJJ9OzZExs2bEBkZCSCg4OxYMECXL58+b7OS0TNF5OvROQwfDRKLPpDBPb9ZRgm9w2CTCLg4LU0/PHzI3hm3UlcTMy2dYhERERUC1PyVe2ktnEkRM2PKIoo0BU0+JFbnIulJ5ZWuTieWPbfshPLkFuce1/PY43FdPPz85GUlIS2bdtCKq3cHiE0NBQAql14q67Gjh2Lffv2IT4+HkuXLoWbmxuWL1+OiIgI9OzZE5988glSUlJqPxERtRhsO0BEDqeVmzM++OMDmDW0Pf7x6zVsPZOIX6+k4NcrKRgV7otXRoahk7/G1mESERHRPUr0JdAZdAAAlZz9EokaW2FpIfpu7mvV50guSMaA7wbc1zmOTz7e6O8B2dnGQozq+lhrNBqLcfcrMDAQCxYswIIFC3Du3Dls3LgR3377LebNm4fXXnsNo0ePxtSpU/HII49AqVQ2ynMSkWNi5SsROaxADxU+fKwroucPxR+7B0AQgF2XkzH2k4OYs/kMrqfk2jpEIiIiqsBU9Qqw7QARNR9du3bFX//6VyQkJCA6OhqTJ0/G9u3bMXHixFoX8CKi5o+Vr0Tk8Np6ueDjJ7thzvD2+Dj6Gn45n4Rfzidh+4UkPNItAC+NCEVbLxfoDSJOxGYgJbcIPq5K9GnrAalEsHX4RERELUaeLg8A4CxztvtV04kckbPMGccnH2/w8aeTT2P2ntm1jvt8xOfo6duzwc/jLHNu8LHVMVW8VlfZmpOTYzHOGi5cuICdO3diz549MBgMUCqVCAkJsdrzEZFjYPKViJqNEB9XrJzcA3MfzMHHu69i56Vk/Ou3RPx07g76tPHA9dQ8pOYWm8f7a5WIGh+OMZ39bRg1ERFRy1GgKwAAuMhZ9UpkDYIg3Nft/ANaDYCvyhcpBSlV9n0VIMBX5YsBrQbY3QcoLi4u8Pf3R2xsLPR6faW+r6Zer6ber40lISEBmzdvxsaNG3Hp0iUIgoCBAwciKioKTzzxhFWTvUTkGNh2gIianY5+Gnw5tRf+O3cQRnT0gd4g4ujNdIvEKwDczS7CrI1nsONiko0iJSIiallMla9MvhLZJ6lEigV9FlS5T4DxjrE3+rxhd4lXk6FDhyI/Px+HDx+utG/nzp3mMfcrMzMTX331FYYOHYo2bdpg4cKFKCkpweLFi3Hjxg0cPHgQzz//PBOvRASAyVciasY6B2jx1bRe8HRxqnK/WPZ4Y+sFnIrLQH5xaZPGR0REZCsrV65EeHg4evfu3aTPa+r5yuQrkf2KDI7EimEr4KPysdjuq/LFimErEBkcaaPIavfCCy8AAN5++22UlJSYt+/Zswc7d+7EkCFDEBYWdl/PsWzZMvj5+eHFF1/ExYsXMXPmTBw5cgRXr17Fu+++i7Zt297X+Ymo+WHbASJqllJyipCSW4zzt7OQnl9S49jsQh0e++IoACDAzRmd/DXo6OeKDn6u6OjnijZeLpBL+VkVERE1H3PmzMGcOXOQk5PTpJVZTL4SOYbI4Ej09euLAd8NAGDs8WqPrQbuNXz4cDz33HNYs2YNunfvjoceegjJycnYsmULNBoNVq1aVemYNWvW4NChQwCMPVtN2/bt2wcAmDBhAiZMmGAeHxsbi3HjxmHq1Kl4+OGH4eRUdaEHEZEJk69E1Cx9deAm1hyKrfdxiVmFSMwqRPTvyeZtTlIJ2nm7oKOfK8LKErId/DRopVVCELhgFxERUV0x+UrkOComWnv69rT7xKvJl19+iS5duuDLL7/Ep59+CrVajfHjx+P999+vsur10KFDWL9+vcW2w4cPm1sXtGnTxiL5+vnnn1fqJ0tEVBMmX4mIKhjX2Q+923og5m4uYpJzcfVuLvJL9LhyNxdX7uZajHVVyBBWoUK2g6/xezcVP/0mIiKqCpOvRGRtEokEc+fOxdy5c+s0ft26dVi3bl2dz8/EKxHVF5OvRNQsvTCkHSZ0D4DeIOLZ9SeRlld96wEvtRO+fro3pBIBPq4K+GiU5n0Gg4jErEJcuZuLq8nGBGzM3RzcTM1HbnEpTsdn4nR8psX5fDUKdPDToIOvGh38jC0MQnzUUMo5USMiopbNlHxVy9U2joSIKkotSEVqYarFtqLSIvP3VzKuQClT3nsYvJ294a3ytnp8RESOjMlXImqWfDRKcxJ1yYTOmLXxDADjAlsmpoYBSyZ0RtdAtyrPI5EICPRQIdBDhZHhvubtJaUG3EzLQ8xdU0LW+EjMKkRyTjGSc1Jx4Gr5BFYiAG08XdChQqVsmK8rgj1dIJWwdQEREbUMebo8AIBKrrJxJERU0Q9Xf8Cqc5X7oZo8vePpKrfP6joLs7vNtlZYRETNApOvRNTsjensj1VP9cDiny8jKbv8E3w/rRJR48MxprN/vc/pJJOgo58GHf00eKTC9twiHa4m5yLmbh5i7uYYE7PJucgq0OFmWj5upuVj+8W75vFKuQShPsZEbMVFvrxdFewnS0REzQ4rX4ns0+Nhj2NY4LB6H+ftzKpXIqLaMPlKRC3CmM7+GBnuhxOxGUjJLYKPqxJ92no0etWpq1KOnsEe6BnsYd4miiJSc4vLK2STjV+vJueiSGfAhcRsXEjMtjiPu0peISGrQQc/NcJ8XeGqlDdqvERERE2JPV+J7JO3yvHaBwwbNgwA4ObmZtM4iIhqw+QrEbUYUomA/u09m/x5BUEwt0EYElY+qdUbRMSn51foJWt8xKXnI7NAh+OxGTgem2FxrgA3Z2PLAr/yStl2Xmo4ySRN/bKIiIjqzdR2gMlXIrpfw4YNMydgiYjsGZOvREQ2IpUIaOetRjtvtUXrgyKdHtdT8iot8pWcU4zErEIkZhViz5UU83iZREA7bxfz4l6mitkAN2dI2E+WiIjsSIGuAACTr0RERNRyMPlKRGRnlHIpOgdo0TlAa7E9q6DE3Lbgyt1cXC2rlM0tLsXV5DxcTc7Dz+fKx7s4SRFaoZdsBz9XdPB1hada0cSviIiIyIiVr0RERNTSMPlKROQg3FRO6NvOE33blbdOEEURd7KLEHM3x2KRrxupecgv0ePsrSycvZVlcR4vtaI8Ietr/Brqq4bKif9LICJqKVauXImVK1dCr9c36fOy8pWIiIhaGv6mTUTkwARBQICbMwLcnPFgR1/zdp3egLi0fHMvWVMLg4SMAqTlFePQ9WIcup5W4TxAkIcKHe5Z5KuNpwtkUvaTJSJqbubMmYM5c+YgJycHWq229gMaianyVS1XN9lzEhEREdkSk69ERM2QXCpBqK8rQn1dMb5r+fb84lJcTc6ttMhXen4J4tMLEJ9egF2Xk83jnWQShHiry9sWlC305adRQhDYT5aIiOpOFEXk6/IBsPKViIiIWg4mX4mIWhAXhQzdg9zRPcjdYntaXnF5hezdXFxJNn4t1OlxOSkHl5NyLMZrlLIKCVmNuX2B1lnelC+HiIgcSImhBKWGUgBMvhLZG11KCkpTU+t9nMzbG3IfHytERETUfDD5SkRE8FIr4BWiwMAQL/M2g0HErcwCc3XslWTj19i0fOQUleJkXCZOxmVanMdfq7ToJdvBzxXtvdVQyqVN/ZKIiMjOmKpeAUAlU9kwEiK6V9aW75G2cmW9j/OaMwfec/9shYiIiJoPJl+JiKhKEomAYE8XBHu6YFSEn3l7cakeN1LyEZNcvshXzN1c3MkuQlLZY19MeeWEVCKgjacKHf006ODnirCyvrJBHipIJGxdQETUUuSXGJOvzjJnSCX8UI7Inrg9+QTUDw632CYWFSF+ylMAgOBNGyEolZWOk3l7N0l8RESOjMlXIiKqF4VMivBWGoS30lhszy7U4VrFXrJllbLZhTrcSM3HjdR8/HIhyTzeWS5FqK/aXCXb0U+DMD81vNUK9pMlImqG8kvZ75XIXsl9fCq1DzAUFJi/V3bqBInKvirWFy1ahMWLFyM2NhZt2rSxdThERNVi8pWIiBqF1lmOXm080KuNh3mbKIpIzinGlbs5Fot8XUvJQ6FOj/O3s3H+drbFeTxcnCzaFpiqZdUK/i+LiMiR5ZXkAQDUcrWNIyGi5sxgMODzzz/HV199hWvXrkGtVmP48OF4//33ERoaWuUxJ0+eRFRUFI4ePYqSkhJERERg3rx5mDx5chNHT0TNEX+TJSIiqxEEAX5aJfy0SgzrUF5NUao3ID6jwLzIV8zdHFxNzkNcej4y8ktw9GY6jt5MtzhXoIdzhaSscZGvdt4ukEslTf2yiIioAQpKjVV0Krl9Vc8RUfMyc+ZMrF69GuHh4Zg7dy6Sk5OxZcsW7Nq1C0eOHEF4eLjF+H379mH06NFwcnLCxIkTodVqsW3bNkyZMgVxcXF48803bfRKiKi5YPKViIianEwqQXtvNdp7qzHuAX/z9sISPa6l5JoX+Yopq5ZNzS3GrYxC3MooRPTvKebxcqmA9t5qi16yHfxcEeDmzNYFREQ2klqQitTCyqumx2TEAAAECLicfrnSfm9nb3ir2D+SyF6Ier35+4JTp+AycCAEqX33a967dy9Wr16NwYMHY/fu3VAoFACAadOmYeTIkZg1axb2799vHl9aWornnnsOgiDgwIED6N69OwAgKioK/fv3R1RUFB5//HGLitnz588jJCQEKjtrw0BE9ovJVyIishvOTlJ0ae2GLq3dLLZn5JeUJWRzEJOcZ66UzSsuxZWy6tmK1AoZwnzV6OCnQccKiVl3F6cmfDVV0xtEnIjNQEpuEXxclejT1gNSLjxGRM3ID1d/wKpzq6rdfyn9Ep7875OVts/qOguzu822ZmhEVEc5u3Yhecn75p9vvfAiZH5+8H1zITSjRtkwspqtXr0aALBkyRJz4hUARowYgdGjR2PHjh24evUqwsLCAAC//vorbty4gRkzZpgTrwDg6uqKd955BxMnTsTatWvxwQcfmPetWLECW7duxaOPPoqpU6di+PDhkEh4JxYRVY/JVyIisnseLk7o394T/dt7mreJoojbmYUWvWRj7ubiRqoxKXsmIQtnErIszuPjqjC2LaiwyFeorxpKedNUcey4mITFP19GUnaReZu/Vomo8eEY09m/hiOJiBzH42GPY1jgMIttBboCzNg5AwAQ4RmBt/u9DYlgmazwdmbVK5E9yNm1C4kvzwNE0WJ7aXKycfsnf7fbBOy+ffvg4uKCgQMHVtpnSr7u37/fnHzdt28fAGBUFa/HtK1ipSwAPPnkk4iLi8OGDRuwfv16tG7dGlOmTMG0adMqtTQgIgKYfCUiIgclCAICPVQI9FBhRCdf8/aSUgNi0/LNi3yZ+srezixESm4xUnKLcfBamnm8RACCPV0qLfLVxtOlUStSd1xMwqyNZyDes/1udhFmbTyDVU/1YAKWiJoFb5Vl+4Do+GgsPbHU/POl9EuYt3ceFvRZgMjgSFuESNRsiaIIsbCw4cfr9caKV/HeGQuM2wQg+f0P4NK//321IBCcG79FVH5+PpKSktC5c2dIq4jN1Drg2rVr5m2m76taiMvd3R1eXl4W4wFg7NixGDt2LG7duoVNmzZh06ZNWL58OZYvX44ePXpg2rRpmDRpEnx8fCqdk4haJiZfiYioWXGSScwJ1IryikvNyVhjQjYHMXdzkVmgQ2xaPmLT8rHj0l3zeIVMglBfdYVessZFvnw1inr/sqA3iFj88+VKiVcAEAEIABb/fBkjw/3YgoCImpXo+GjM3zcf4j3vgCkFKZi/bz5WDFvBBCxRIxILCxHTo6cVn8BYAXu1d5/7Ok2HM6chNHLP1OzsbACAVqutcr9Go7EYV9djbt++XeW+wMBALFiwAAsWLMC5c+ewceNGfPvtt5g3bx5ee+01jB49GlOnTsUjjzwCpVLZ4NdFRI6PyVciImoR1AoZegS5o0eQu3mbKIpIzSsuX+CrbJGvq8m5KNIZcDExBxcTcyzOo3WWl7UsKO8lG+bnCo1SXuk5U3KKkJJbjPO3syxaDdxLBJCUXYQtJxPQpbUbfFwV8NFwkk5E1rNy5UqsXLkS+goL6jQ2vUGPZSeWVUq8AoAIEQIELD+xHMMDh0Mqse9FfIiIatK1a1d07doVy5cvx969e7FhwwZs3LgRv/zyC+bNm4ePP/7Y1iESkQ0x+UpERC2WIAjwcVXCx1WJwaHlt8jqDSJuZRSU95JNNlbJxqblI7tQhxOxGTgRm2FxrgA3Z4tFvjr4ueL7k7ew9khcneN5818XAQDPDWqLtx9mzzAisp45c+Zgzpw5yMnJqbbi636dSTmD5ILkaveLEHG34C7OpJxBb7/eVomBqKURnJ3R4czpBh9fcOoUbr3wYq3jAr/6EqpevRr8PIKzc4OPrY7pvaxiZWtFOTk5FuPqekx93iMvXLiAnTt3Ys+ePTAYDFAqlQgJCanz8UTUPDH5SkREdA+pREAbLxe08XLBmM5+5u1FOj2up+RZ9JKNuZuLuzlFSMwqRGJWIfbGpJrHN3IrMyIih5JakFr7oHqMI6LaCYJwX7fzuwwcCJmfH0qTk6vu+yoIkPn6wmXgwPvq+WoNLi4u8Pf3R2xsLPR6faW+r1X1d63YB7ZnT8t2DZmZmUhLS8OAAQNqfN6EhARs3rwZGzduxKVLlyAIAgYOHIioqCg88cQTVvuAi4gcB5OvREREdaSUS9E5QIvOAZaT6OwCHWKScxFzN6fsqzExm1tUWudzy6UCegW7w0kmRXJOEd7+9wU4SaVQyCVwkkoqfJVCYfGzpNI4hUwKJ5kECpmk/KtU0ugLW5Dj0htEnIjNQEpuEXxclejT1oP9hqnRVVx0qzHGEZH1CVIpfN9ciMSX5xmb0lfMv5bNI3zfXGh3iVeToUOH4rvvvsPhw4cxZMgQi307d+40j6k4funSpdi1axcmTpxoMX7Xrl2VxptkZmbihx9+wKZNm3Dw4EGIoojQ0FAsXrwYU6dORdu2bRv7pRGRA2PylYiI6D5pVXL0aeuBPm09zNtEUURSdpE5GfvrlZRKrQoq0ulFHL1Z/f7G4CST3JO4ld6T2C37Krs36cskcHOy42ISFv982aIPsb9Wiajx4RjT2d+GkVFz08OnB3xVvkgpSKmy76sAAb4qX/Tw6WGD6IioOppRo4BP/o7kJe+jNCXFvF3m6wvfNxca99upF154Ad999x3efvttREdHw8nJCQCwZ88e7Ny5E0OGDEFYWJh5/IgRI9CuXTts3rwZL730Erp16wYAyM3NxXvvvQeZTIbp06dbPMeyZcsQFRWFkpISeHh4YObMmZg6dSr69+/fVC+TiBwMk69ERERWIAgCWrk5o5WbM4Z38MHMoe2x42ISFv10GXdzypNe7io5/tg9AB39NSgpNaC41IDiUr35+5Iqfy7fXt02088VlZRtyy1u6j8NS3VJAitkVSWG65cELk/6MglssuNiEmZtPFMpDXY3uwizNp7Bqqd6MAFLjUYqkWJBnwWYv29+pX0CjP/+3ujzBhfbIrJDmlGj4NK/P6727gPA2OPVHlsN3Gv48OF47rnnsGbNGnTv3h0PPfQQkpOTsWXLFmg0GqxatcpivEwmw5o1azB69GgMHjwYkyZNgkajwbZt2xAbG4slS5ZYJGsBIDY2FuPGjcPUqVPx8MMPmxO8RETVYfKViIioiYzp7I+R4X5Ndru3KIoo0d+bnK05uVtc3XadASV6fdlXQ/nXmhLDOgOK9Y6ZBLZI3DYwCVw56WvbJLDeIGLxz5erqD803lUqAFj882WMDPdjCwJqNJHBkVgxbAWWnliKlILyCjpflS/e6PMGIoMjbRgdEdWkYqJV1auX3SdeTb788kt06dIFX375JT799FOo1WqMHz8e77//fqVEKmBM2B46dAhRUVH4/vvvUVJSgoiICLz33nuYMmVKpfGff/55pX6yREQ1YfKViIioCUklAvq392yS5xIEwdhCQCaFa5M8Y9VMSeCqErQ1JXeL9QYU6/SWyd4K4yzOU2mM5bEtOQlcUKxHfkkpEtILLFoN3EsEkJRdhC0nE9CltRt8XBXw0Sib7g+Cmq3I4Ej09euLAd8ZF635fMTnGNBqACteicgqJBIJ5s6di7lz59b5mD59+mD79u11GsvEKxHVF5OvREREZFUVk8C2ZDCUVQJXk6C9N7lrTtze08qh+nYQFZK9NbWM0NtnEtjkzX9dBAA8N6gt3n443MbRkCNKLUhFamGqxbai0vLEv4vcBTGZMZWO83b25uJbRERE1Oww+UpEREQtgkQiQCmRQimXAjYs6KwuCVyX5O69SeC69Ae+nVmAzAKd7V4wtTg/XP0Bq86tqnb/0zuernL7rK6zMLvbbGuFRUQ10KWkoDTV8kMTsaj8Q5Oi33+HoKz8P0+ZtzfkPj5Wj4+IyJEx+UpERETUhJo6CZySU4SU3GLoDSKeXX8SaXkl1Y71Ujvh66d7QyoR4OOqsH5w1Cw9HvY4hgUOq/dx3s6seiWylawt3yNt5cpq98dPearK7V5z5sB77p+tFRYRUbPA5CsRERFRM+ajUZp7ty6Z0BmzNp4BAIuFt0zLay2Z0BldA92aND5qfrxVbB9A5GjcnnwC6geH1/s4mbft/q0PGzYMAODm5mazGIiI6oLJVyIiIqIWYkxnf6x6qgcW/3zZYvEtP60SUePDMaazvw2jIyIiW5H7+Dhc+4Bhw4aZE7BERPaMyVciIiKiFmRMZ3+MDPfDidgMpOQWwcdViT5tPSCVCLUfTERERERE9cLkKxEREVELI5UI6N/e09ZhEBERERE1exJbB0BERERERERE9SOKYu2DyGHwehI1X0y+EhERERG1MCtXrkR4eDh69+5t61CIqJ6kUikAQKfT2TgSakym62m6vkTUfDD5SkRERETUwsyZMweXL1/GyZMnbR0KEdWTXC6HQqFAdnY2qyWbCVEUkZ2dDYVCAblcbutwiKiRsecrERERERERkQPx8vJCYmIibt++Da1WC7lcDkHgwomORhRF6HQ6ZGdnIy8vDwEBAbYOiYiswG6TrydPnkRUVBSOHj2KkpISREREYN68eZg8eXKdz2EwGPD555/jq6++wrVr16BWqzF8+HC8//77CA0NtWL0RERERERERNah0WgAAGlpaUhMTLRxNHS/FAoFAgICzNeViJoXu0y+7tu3D6NHj4aTkxMmTpwIrVaLbdu2YcqUKYiLi8Obb75Zp/PMnDkTq1evRnh4OObOnYvk5GRs2bIFu3btwpEjRxAeHm7lV0JERERERETU+DQaDTQaDXQ6HfR6va3DoQaSSqVsNUDUzAminTWJKS0tRceOHXH79m0cPXoU3bt3BwDk5uaif//+iImJweXLl2utXN27dy8efPBBDB48GLt374ZCoQAA7NmzByNHjsTgwYOxf//+esWWk5MDrVaL7OxsfiJFREREVEecQ9kvXhsiIiKihqnrPMruFtz69ddfcePGDUyePNmceAUAV1dXvPPOOygtLcXatWtrPc/q1asBAEuWLDEnXgFgxIgRGD16NA4cOICrV682/gsgIiIiIiIiIiIigh0mX/ft2wcAGDVqVKV9pm11qVjdt28fXFxcMHDgwEr7Ro8eXefzEBERERERERERETWE3fV8vXbtGgBU2VbA3d0dXl5e5jHVyc/PR1JSEjp37gypVFppv+nctZ2nuLgYxcXF5p9zcnJqjZ+IiIiIiIiIiIgIsMPK1+zsbACAVqutcr9GozGPuZ9zVBxXnaVLl0Kr1ZofgYGBNY4nIiIiIiIiIiIiMrG75Ks9WbhwIbKzs82PW7du2TokIiIiIiIiIiIichB213bAVK1aXVWqaSWx+z1HxXHVUSgUFot1EREREREREREREdWV3SVfK/Zj7dmzp8W+zMxMpKWlYcCAATWew8XFBf7+/oiNjYVer6/U97WmvrI1EUURAHu/EhEREdWHae5kmkuR/eD8loiIiKhh6jrHtbvk69ChQ7F06VLs2rULEydOtNi3a9cu85i6nOe7777D4cOHMWTIEIt9O3furPN5KsrNzQUA9n4lIiIiaoDc3Nxa7zyipsX5LREREdH9qW2OK4h2VoJQWlqKDh06IDExEceOHUO3bt0AGF9I//79ERMTg0uXLiEsLAwAkJaWhrS0NHh5ecHLy8t8nr179+LBBx/E4MGDER0dDScnJwDAnj17MHLkSAwePBj79++vV2wGgwF37tyBq6srBEFonBdchZycHAQGBuLWrVvmxcHIfvF6ORZeL8fC6+VYeL0cS1NeL1EUkZubi1atWkEi4ZID9qSp5rcA3yMcDa+XY+H1ciy8Xo6F18ux2OMc1+4qX2UyGdasWYPRo0dj8ODBmDRpEjQaDbZt24bY2FgsWbLEnHgFgM8++wyLFy9GVFQUFi1aZN4+fPhwPPfcc1izZg26d++Ohx56CMnJydiyZQs0Gg1WrVpV79gkEglat27dGC+zTjQaDf9hOxBeL8fC6+VYeL0cC6+XY2mq68WKV/vU1PNbgO8RjobXy7HwejkWXi/HwuvlWOxpjmuXpQfDhw/HoUOHMGjQIHz//ff4/PPP4enpiY0bN+Ktt96q83m+/PJLfPrppxAEAZ9++il++eUXjB8/HidOnEB4eLgVXwERERERERERERG1dHZX+WrSp08fbN++vdZxixYtsqh4rUgikWDu3LmYO3duI0dHREREREREREREVDO7rHxt6RQKBaKioqBQKGwdCtUBr5dj4fVyLLxejoXXy7HwelFT4985x8Lr5Vh4vRwLr5dj4fVyLPZ4vexuwS0iIiIiIiIiIiKi5oCVr0RERERERERERERWwOQrERERERERERERkRUw+UpERERERERERERkBUy+2pGTJ09i3LhxcHd3h4uLC/r06YPNmzfbOqxmLzExEX//+98xatQoBAUFwcnJCX5+fnj00Udx/PjxKo/JycnB/PnzERwcDIVCgeDgYMyfPx85OTnVPs/mzZvRp08fuLi4wN3dHePGjcOpU6es9bJalA8//BCCIEAQBBw7dqzKMbxmtvevf/0LI0eOhKenJ5ydndG2bVtMmjQJt27dshjHa2Vboihi27ZtGD58OPz9/aFSqdChQwe8+OKLuHnzZqXxvF7Wt3HjRrz44ovo1asXFAoFBEHAunXrqh3fFNfk2rVreOKJJ+Dt7Q1nZ2d06dIFn332GQwGw/28VGqmOMe1Dc5xHRvnt46Dc1zHwDmu/WlRc1yR7MLevXtFJycnUa1Wi88995z46quvim3bthUBiO+//76tw2vW3njjDRGA2L59e/GZZ54RFyxYID766KOiVCoVJRKJuGXLFovxeXl5Yrdu3UQA4siRI8U33nhDHDNmjAhA7Natm5iXl1fpOd5//30RgBgUFCTOnz9ffOGFF0SNRiM6OTmJe/fubaJX2jxdvnxZVCgUoouLiwhAPHr0aKUxvGa2ZTAYxBdeeMH872z27NniG2+8IU6dOlUMCgoSDx48aB7La2V78+fPFwGI/v7+4syZM8XXX39dHD16tCgIgujq6ipeuHDBPJbXq2kEBweLAEQvLy/z92vXrq1ybFNck0uXLolarVaUy+XilClTxNdff1184IEHRADi888/38ivnhwd57i2wzmu4+L81jFwjutYOMe1Py1pjsvkqx3Q6XRi+/btRYVCIZ45c8a8PScnR4yIiBBlMpl49epVG0bYvG3dulU8cOBApe0HDhwQ5XK56OHhIRYVFZm3v/vuuyIA8fXXX7cYb9r+7rvvWmy/evWqKJPJxLCwMDErK8u8/eLFi6JKpRLbt28v6nS6Rn5VLUNpaanYu3dvsU+fPuJTTz1V7eSU18y2PvnkExGAOGfOHLG0tLTS/op/lrxWtpWUlCRKJBKxTZs2YnZ2tsW+jz/+WAQgzpgxw7yN16tp7N69W4yLixNFURSXLl1a48S0Ka7JkCFDRADiL7/8Yt5WUlIijhgxQgQg/vrrr/fzcqkZ4RzXtjjHdUyc3zoOznEdB+e49qklzXGZfLUDO3furPSP3eS7774TAYgLFy60QWQ0atQoEYB48uRJURSNn262atVKVKvVlT5ZKSwsFN3d3cWAgADRYDCYty9cuFAEIK5fv77S+WfOnCkCEHfu3GndF9JMvf/++6KTk5N48eJF8emnn65ycsprZlsFBQWih4eH2K5du1onHLxWtnf06FERgDhlypRK+65evSoCEB966CFRFHm9bKWmiWlTXJOYmBgRgDh8+PBK448dOyYCECdNmnQfr5CaE85x7RfnuPaL81vHwDmuY+Ec1/419zkue77agX379gEARo0aVWmfadv+/fubMiQqI5fLAQAymQyAsf/HnTt3MHDgQLi4uFiMVSqVGDJkCBITE3H9+nXz9pqu7+jRowHw+jbExYsXsXjxYrz99tuIiIiodhyvmW3t3r0bGRkZmDBhAvR6PbZt24Zly5bhiy++sPgzB3it7EFoaCicnJxw+PBh5ObmWuz73//+BwB48MEHAfB62aOmuCY1je/Tpw/c3Nx4DcmMc1z7xTmufeL81nFwjutYOMd1bM1hjitr8JHUaK5duwbA+IZwL3d3d3h5eZnHUNNJSEhAdHQ0/Pz88MADDwCo+VpV3H7t2jWL79VqNfz8/GocT3VXWlqK6dOno1OnTliwYEGNY3nNbMvUzFwmk6Fr166IiYkx75NIJHjllVfw0UcfAeC1sgeenp54//338Ze//AWdOnXCH/7wB7i6uuLChQuIjo7GCy+8gLlz5wLg9bJHTXFNanoOQRAQEhKCU6dOoaCgACqV6j5eDTUHnOPaJ85x7RPnt46Fc1zHwjmuY2sOc1xWvtqB7OxsAIBWq61yv0ajMY+hpqHT6TB16lQUFxfjww8/hFQqBVC3a1VxnOn7+oyn2n3wwQc4d+4cvvnmG3PlRnV4zWwrJSUFAPC3v/0NGo0GJ06cQG5uLg4cOICwsDD87W9/w6pVqwDwWtmL1157DZs2bUJ2djZWrVqFDz/8ENu3b0fv3r3x1FNPmf/N8XrZn6a4Jg15Dmq5OMe1P5zj2i/Obx0L57iOh3Ncx9Uc5rhMvhLdw2Aw4JlnnsGBAwfw/PPPY+rUqbYOiSo4d+4clixZgtdeew09evSwdThUC4PBAABwcnLCv//9b/Tu3RtqtRqDBw/Gjz/+CIlEgr/97W82jpIqWrJkCaZPn46FCxfi1q1byMvLw6FDh1BaWorhw4dj27Zt/9/e3cdUXf5/HH8dPXhETCwHKop3gK3wPrc0b1BLwTTpj9RlssMCtVWbmaaGKRa6Mr/rj1rNhuUdZs62cImpM0MxTY3SrKkNB95U3pSik7xBeP/+aJyfp8OdxeGAPh/b2fR9Xdfn5lwDXlycc51AXyIA4F8g4zZc5NvGh4zb+JBxEUgsvjYAFSvrVa2gX758ucrVd9QtM9OUKVOUlZWlyZMna9myZV7ttZmrW/tV/Pt2+qN6brdbUVFRWrhwYa36M2eBVfE89e/fXxEREV5tsbGx6tatm44fP67i4mLmqgHYsWOH5s+frxdffFFpaWnq2LGjQkJCNGjQIG3atEnBwcGaMWOGJL62GqL6mJPanqPi1QG4u5FxGw4ybsNGvm18yLiNCxm3cbsTMi6Lrw1AdXuAXLx4UX/88UeVe1ug7pSXlyslJUUff/yxnn76aa1cuVJNmnh/idS0X0tl+4TExMToypUrOnPmTK36o3qHDh3S0aNH1bx5czkcDs9j1apVkqSBAwfK4XAoOztbEnMWaPfff78kqXXr1pW2V9SvXr3KXDUAOTk5kqThw4f7tIWFhalnz546efKk188l5qvhqI85qe4cZqaCggJFRET4fBgC7k5k3IaBjNvwkW8bHzJu40LGbdzuhIzL4msDEBcXJ0natm2bT1tFraIP/KO8vFypqalasWKFJk6cqDVr1nj2wLpVTEyMIiIi9M0336ikpMSr7dq1a9q1a5ciIiIUHR3tqVc3v1u3bvXqg5qlpKRU+qj4Zjlu3DilpKSoS5cukpizQKsIOEeOHPFpKy0tVUFBgUJCQhQWFsZcNQA3btyQJJ0/f77S9oq6y+Vivhqg+piTYcOGVdl///79Ki4uZg7hQcYNPDJu40C+bXzIuI0LGbdxuyMyriHgSktLrVu3buZyueyHH37w1C9fvmyxsbHmdDrt2LFjgbvAO1xZWZklJyebJBs/fryVlpZW23/BggUmyWbPnl1pfcGCBV71Y8eOmdPptO7du1txcbGn/tNPP1mLFi0sKiqqxnOiZm632yTZ3r17fdqYs8AaNWqUSbLMzEyv+htvvGGSbPLkyZ4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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(534, 548, 1)\n", + "# file_list = np.arange(408, 429, 1)\n", + "# file_list = np.arange(366, 387, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S7 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sideband Sweeep" + ] + }, + { + "cell_type": "code", + "execution_count": 342, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(4247,4255,1)\n", + "y_list = []\n", + "freq_list = []\n", + "name = '_sideband_general_sweep.h5'\n", + "for file_no in file_list:\n", + " full_name = str(file_no).zfill(5)+name\n", + " temp_data, attrs = prev_data(expt_path, full_name) # ef\n", + " signal_y = temp_data['idata']\n", + " len_x = temp_data['xpts']\n", + " y_list.append(signal_y)\n", + " freq_list.append(attrs['config']['expt']['flux_drive'][1])\n", + "\n", + "plot_sideband_sweep(len_x, freq_list, np.array(y_list), hlines=[1423.05], vlines=None, active_reset=True, readout_per_round=4, threshold=-31, title=\"manipulate 1<->storage 1\")\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 344, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[238.34409925 0.30744755 95.05179267 113.09872386 -30.61770224\n", + " -2.90741279]\n", + "Decay from avgi [us] 113.0987238633043\n", + "Rate [MHz] 0.30744754809300767\n", + "Pi length from avgi data [us]: 1.5806508967492494\n", + "\tPi/2 length from avgi data [us]: 0.7675040638970613\n", + "Fit params: [238.34409925 0.30744755 95.05179267 113.09872386 -30.61770224\n", + " -2.90741279]\n", + "\n", + "Decay from avgq [us] 113.0987238633043\n", + "Rate [MHz] 0.30744754809300767\n", + "Pi length from avgq data [us]: 1.5806508967492494\n", + "Pi/2 length from avgq data [us]: 0.7903254483746247\n", + "Fit params: [238.34409925 0.30744755 95.05179267 113.09872386 -30.61770224\n", + " -2.90741279]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "[192.26247253816848,\n", + " 187.809766343593,\n", + " 202.2559044331196,\n", + " 199.8096870801612,\n", + " 197.76178972870946,\n", + " 189.1775745576385,\n", + " 176.09583781399067,\n", + " 178.67433472710658,\n", + " 161.22519899455384,\n", + " 138.9441433030489,\n", + " 136.13831306114605,\n", + " 140.13567387548073,\n", + " 127.15546925841043,\n", + " 128.77931687762555,\n", + " 122.33888158255246,\n", + " 112.1540182861536,\n", + " 109.47489638021553,\n", + " 67.87530438311688,\n", + " 48.14237012987012,\n", + " 39.97543966450216,\n", + " 36.11466416183397,\n", + " 27.818020532383382,\n", + " 26.958527958527956,\n", + " 9.318879524730589,\n", + " -3.1995960515068798,\n", + " -20.87158648479403,\n", + " -35.652966668524606,\n", + " -57.66615816615817,\n", + " -73.62099430967356,\n", + " -89.14066040342635,\n", + " -84.47940553170679,\n", + " -97.57115182115183,\n", + " -132.160991114149,\n", + " -124.97653390450886,\n", + " -132.9360119047619,\n", + " -153.2813715820045,\n", + " -161.57548024891776,\n", + " -177.91783531594456,\n", + " -196.27985926207685,\n", + " -192.01117045793453,\n", + " -209.64640151515152,\n", + " -212.17263606414548,\n", + " -231.09848712212155,\n", + " -228.73759376399465,\n", + " -228.55514012303487,\n", + " -239.7221198156682,\n", + " -237.8383020581114,\n", + " -247.8548285392294,\n", + " -252.2756726395967,\n", + " -256.6895562770563,\n", + " -258.2183982683983,\n", + " -259.044322587642,\n", + " -274.1620976559375,\n", + " -256.7911366297637,\n", + " -248.06734329719868,\n", + " -258.15432266478297,\n", + " -253.1254286254286,\n", + " -254.66759591759595,\n", + " -256.45904413383226,\n", + " -246.54561208833363,\n", + " -224.42550806933653,\n", + " -229.42861937640416,\n", + " -217.50064251537935,\n", + " -207.0430316994833,\n", + " -194.5694681377944,\n", + " -189.23767586580087,\n", + " -191.46971975393026,\n", + " -193.13899485930736,\n", + " -183.5062838203463,\n", + " -167.41048919567828,\n", + " -152.80335702033815,\n", + " -136.50506730111994,\n", + " -119.9953238585314,\n", + " -127.43682918321348,\n", + " -109.52173971861473,\n", + " -81.9983039348711,\n", + " -93.55919774669775,\n", + " -59.22986875993205,\n", + " -54.80104198127454,\n", + " -28.67746212121212,\n", + " -31.301549086506714,\n", + " 4.089926253287421,\n", + " -0.6972696812782102,\n", + " 35.48089669666433,\n", + " 19.614657355223393,\n", + " 31.303642629300526,\n", + " 52.22969931946967,\n", + " 65.693998632946,\n", + " 67.58521169661894,\n", + " 67.62550687708917,\n", + " 92.05342890514197,\n", + " 112.85104579630897,\n", + " 115.35817180677994,\n", + " 119.85997949419003,\n", + " 148.42658460942042,\n", + " 157.81815370776408,\n", + " 168.33032064295446,\n", + " 154.4151723549973,\n", + " 168.60235852941983]" + ] + }, + "execution_count": 344, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp_data, attrs = prev_data(expt_path, '04252_sideband_general_sweep.h5')\n", + "temp_data, attrs = prev_data(expt_path, '00142_SidebandGeneralExperiment.h5')\n", + "length_rabi_display(temp_data, fit=True, fitparams=None, title='sideband at '+str(attrs['config']['expt']['flux_drive'][1])+'MHz', \n", + " active_reset=True, readout_per_round=4, threshold=-39)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Post Selection" + ] + }, + { + "cell_type": "code", + "execution_count": 277, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gg 30\n", + "ge 821\n", + "eg 3\n", + "ee 73\n", + "gg 36\n", + "ge 817\n", + "eg 10\n", + "ee 68\n", + "gg 18\n", + "ge 857\n", + "eg 5\n", + "ee 71\n", + "gg 36\n", + "ge 843\n", + "eg 5\n", + "ee 75\n", + "gg 28\n", + "ge 862\n", + "eg 10\n", + "ee 55\n", + "gg 33\n", + "ge 837\n", + "eg 6\n", + "ee 73\n", + "gg 34\n", + "ge 831\n", + "eg 11\n", + "ee 66\n", + "gg 32\n", + 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"9443.567059382653\n", + "gg 177\n", + "ge 685\n", + "eg 316\n", + "ee 8239\n", + "gg 173\n", + "ge 693\n", + "eg 320\n", + "ee 8205\n", + "gg 173\n", + "ge 672\n", + "eg 326\n", + "ee 8153\n", + "gg 155\n", + "ge 755\n", + "eg 333\n", + "ee 8013\n", + "gg 189\n", + "ge 721\n", + "eg 291\n", + "ee 8165\n", + "gg 193\n", + "ge 774\n", + "eg 313\n", + "ee 7946\n", + "gg 185\n", + "ge 680\n", + "eg 323\n", + "ee 8148\n", + "gg 163\n", + "ge 597\n", + "eg 306\n", + "ee 8418\n", + "gg 168\n", + "ge 606\n", + "eg 300\n", + "ee 8438\n", + "gg 177\n", + "ge 553\n", + "eg 326\n", + "ee 8420\n", + "gg 176\n", + "ge 648\n", + "eg 299\n", + "ee 8363\n", + "gg 171\n", + "ge 831\n", + "eg 295\n", + "ee 7802\n", + "gg 172\n", + "ge 776\n", + "eg 362\n", + "ee 7873\n", + "gg 181\n", + "ge 604\n", + "eg 294\n", + "ee 8381\n", + "gg 171\n", + "ge 583\n", + "eg 316\n", + "ee 8410\n", + "gg 163\n", + "ge 679\n", + "eg 260\n", + "ee 8249\n", + "gg 172\n", + "ge 769\n", + "eg 302\n", + "ee 7962\n", + "gg 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+ "ee 8347\n", + "gg 133\n", + "ge 683\n", + "eg 318\n", + "ee 8349\n", + "gg 146\n", + "ge 603\n", + "eg 302\n", + "ee 8420\n", + "gg 179\n", + "ge 571\n", + "eg 290\n", + "ee 8432\n", + "gg 178\n", + "ge 688\n", + "eg 324\n", + "ee 8267\n", + "gg 173\n", + "ge 710\n", + "eg 326\n", + "ee 8185\n", + "gg 176\n", + "ge 986\n", + "eg 297\n", + "ee 7544\n", + "gg 148\n", + "ge 916\n", + "eg 316\n", + "ee 7576\n", + "gg 177\n", + "ge 860\n", + "eg 298\n", + "ee 7603\n", + "gg 174\n", + "ge 797\n", + "eg 371\n", + "ee 7793\n", + "gg 171\n", + "ge 867\n", + "eg 325\n", + "ee 7767\n", + "gg 186\n", + "ge 822\n", + "eg 354\n", + "ee 7864\n", + "gg 211\n", + "ge 672\n", + "eg 286\n", + "ee 8215\n", + "gg 184\n", + "ge 628\n", + "eg 276\n", + "ee 8333\n", + "gg 172\n", + "ge 641\n", + "eg 309\n", + "ee 8325\n", + "gg 171\n", + "ge 679\n", + "eg 312\n", + "ee 8358\n", + "gg 179\n", + "ge 559\n", + "eg 339\n", + "ee 8468\n", + "gg 164\n", + "ge 639\n", + "eg 298\n", + "ee 8349\n", + "gg 179\n", + 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715\n", + "eg 277\n", + "ee 8204\n", + "gg 176\n", + "ge 670\n", + "eg 315\n", + "ee 8238\n", + "gg 151\n", + "ge 613\n", + "eg 323\n", + "ee 8381\n", + "gg 169\n", + "ge 606\n", + "eg 337\n", + "ee 8337\n", + "gg 183\n", + "ge 646\n", + "eg 315\n", + "ee 8275\n", + "gg 176\n", + "ge 601\n", + "eg 322\n", + "ee 8352\n", + "gg 194\n", + "ge 576\n", + "eg 318\n", + "ee 8437\n", + "gg 189\n", + "ge 606\n", + "eg 349\n", + "ee 8259\n", + "gg 162\n", + "ge 681\n", + "eg 341\n", + "ee 8200\n", + "gg 159\n", + "ge 722\n", + "eg 341\n", + "ee 7985\n", + "gg 188\n", + "ge 730\n", + "eg 328\n", + "ee 7971\n", + "gg 175\n", + "ge 884\n", + "eg 350\n", + "ee 7613\n", + "gg 161\n", + "ge 807\n", + "eg 311\n", + "ee 7999\n", + "gg 173\n", + "ge 571\n", + "eg 272\n", + "ee 8490\n", + "gg 154\n", + "ge 578\n", + "eg 305\n", + "ee 8467\n", + "gg 166\n", + "ge 656\n", + "eg 328\n", + "ee 8240\n", + "gg 168\n", + "ge 588\n", + "eg 303\n", + "ee 8442\n", + "gg 182\n", + "ge 672\n", + "eg 337\n", + "ee 8263\n", + "gg 190\n", + "ge 598\n", + "eg 335\n", + "ee 8333\n", + "gg 165\n", + "ge 645\n", + "eg 316\n", + "ee 8344\n", + "gg 168\n", + "ge 658\n", + "eg 357\n", + "ee 8249\n", + "gg 136\n", + "ge 642\n", + "eg 310\n", + "ee 8373\n", + "gg 188\n", + "ge 674\n", + "eg 308\n", + "ee 8281\n", + "gg 194\n", + "ge 640\n", + "eg 351\n", + "ee 8252\n", + "gg 137\n", + "ge 541\n", + "eg 314\n", + "ee 8495\n", + "gg 197\n", + "ge 654\n", + "eg 314\n", + "ee 8174\n", + "gg 169\n", + "ge 593\n", + "eg 311\n", + "ee 8393\n", + "gg 180\n", + "ge 558\n", + "eg 312\n", + "ee 8493\n", + "gg 187\n", + "ge 714\n", + "eg 308\n", + "ee 8156\n", + "gg 163\n", + "ge 705\n", + "eg 317\n", + "ee 8083\n", + "9268.55383061939\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "file_list = np.arange(429, 450, 1)\n", + "# file_list = np.arange(366, 387, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S7 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RB Check" + ] + }, + { + "cell_type": "code", + "execution_count": 451, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "976.0262075790527\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + 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"reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9786.604865646303\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9808.602608635518\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "reset_qubit_via_active_reset_after_first_meas\n", + "9790.599257021759\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# file_list = np.arange(674, 695, 1)\n", + "file_list = np.arange(674, 690, 1)\n", + "return_args = show_rb(prev_data, expt_path, file_list, name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title = 'M1-S7 RB')\n", + "fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list = return_args" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Save Data " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Mode file_list \\\n", + "0 1 [548, 549, 550, 551, 552, 553, 554, 555, 556, ... \n", + "1 2 [569, 570, 571, 572, 573, 574, 575, 576, 577, ... \n", + "2 3 [590, 591, 592, 593, 594, 595, 596, 597, 598, ... \n", + "3 4 [611, 612, 613, 614, 615, 616, 617, 618, 619, ... \n", + "4 5 [632, 633, 634, 635, 636, 637, 638, 639, 640, ... \n", + "5 6 [653, 654, 655, 656, 657, 658, 659, 660, 661, ... \n", + "6 7 [674, 675, 676, 677, 678, 679, 680, 681, 682, ... \n", + "\n", + " name \n", + "0 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "1 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "2 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "3 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "4 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "5 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "6 _SingleBeamSplitterRBPostSelection_sweep_depth... \n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "depth_list = [1, 5, 10, 20, 40, 80, 120, 160, 200, 250,\n", + " 300, 400, 700, 1000 , 1500, 2000, 2500, 3000, 3500, 4000, 4300]\n", + "\n", + "mode_list = [1, 2,3,4,5,6,7]\n", + "\n", + "\n", + "file_list_start_no = 548\n", + "curr_file_no = file_list_start_no\n", + "name = '_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5'\n", + "\n", + "# Initialize an empty list to store the data\n", + "data = []\n", + "\n", + "\n", + "\n", + "for idx, mode in enumerate(mode_list):\n", + "\n", + " file_list = np.arange(curr_file_no, curr_file_no + len(depth_list))\n", + " curr_file_no = curr_file_no + len(depth_list) #* prepulse_vars_list[idx]\n", + " \n", + " # Append the data to the list\n", + " data.append({\n", + " 'Mode': mode,\n", + " 'file_list': file_list.tolist(), # Convert numpy array to list\n", + " 'name': name\n", + " })\n", + "\n", + "# Create a DataFrame from the data\n", + "df = pd.DataFrame(data)\n", + "\n", + "# Display the DataFrame\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300, 400, 700, 1000, 1500, 2000]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "depth_list[:-5]" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "982.0265208465921\n", + "975.0273426866435\n", + "971.0275506318246\n", + "972.0297745004019\n", + "1913.0587282249976\n", + "1953.070493975179\n", + "2940.108727211348\n", + "2939.1136192742847\n", + "2917.132188726476\n", + "2927.130036736574\n", + "4889.226647273255\n", + "4891.26170532596\n", + "9750.576730623528\n", + "9786.585225956327\n", + "9766.596897364616\n", + "9791.61275878213\n", + "9741.608801351844\n", + "9779.611829665193\n", + "9798.613526398565\n", + "9747.607980803115\n", + "9775.61332927004\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\_Lib\\python\\multimode_expts\\experiments\\fitting.py:55: RuntimeWarning: overflow encountered in exp\n", + " return y0 + yscale*np.exp(-(x-x0)/decay)\n" + ] + }, + { + "data": { + "image/png": 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IyJ3t6tWrdOnShfPnz9OkSROmTp1K48aNrevT0tL4888/WbhwIb6+vkUYqYhI8aNErIiIiIiIiIjkyvLlyzl9+jSOjo788MMPBAUFZVjv4ODAAw88wAMPPFBEEYqIFF+qESsit434+HiqVq2KyWTilVdesdnm008/xWQy4evrS1RUlHX52LFjMZlM9O7dm4SEBN58801q1KiBu7s7AQEBPPvss/z9999Z7tswDBYsWMAjjzxCqVKlcHFx4Z577qFnz57s3LnT5jaWGqYhISHW902aNKFEiRJ4e3sTGhrK6tWrsz3myMhIhgwZQo0aNfDw8MDLy4tGjRrx4YcfkpCQYLN9+tq6GzdupGPHjpQqVQp3d3fq16/PJ598gmEYGbYLCQkhNDQUgKioqEx1VsPDw61ts5qsKyYmhq+++oouXbpQvXp1PD098fT0pG7durz22mvWR9eKiq3JuipWrEifPn0AWL9+fabjLqgJyURERETuFEePHgXA398/UxLWHrm9T03vwIED9O3bl4oVK+Lq6oqvry+tWrXi66+/JjU1NUNby/2/RaVKlTLc56V/Ku/y5cu89dZb3HfffXh5eeHq6kq5cuVo0qQJr776KkeOHMnzcYqIpKcRsSJy2/D29mbBggU0b96cjz76iDZt2tChQwfr+r1791oTtF999RXBwcGZ+khKSiI0NJQtW7ZQtWpVateuzb59+1i4cCE//fQTv/76Ky1btsywTUpKCs8++yyLFy8G4J577qFy5cocPnyY+fPn8+233/LFF1/w4osvZhn7iy++yIwZMyhfvjzVq1fn0KFDhIeHs2HDBpYsWULnzp0zbfPDDz/Qs2dPrl+/jpubG5UrVyYxMZGdO3fyv//9j++++45Vq1bh7e1tc5+zZs3ixRdfpGTJklSuXJnIyEj27NnDkCFDiIyM5IMPPrC2rVevHhcuXGDv3r02a67eXFfVloULFzJkyBBcXFwIDAykdu3axMXFcejQIfbt28f8+fP5/fffqVixYo593SqNGzfGxcWFw4cP4+3tTb169TKsd3NzK6LIRERERIony73n2bNnOXLkCFWrVrW7D3vuUy0WLVrE888/T1JSEp6entb71w0bNrBhwwYWL17MDz/8YL1/q1ChAs2bN2fTpk0ANGrUCFdXV2t/lnkqrly5woMPPsjevXsxmUxUqVIFX19fzp07x86dO9m2bRs1atTI03GKiGRiiIgUgVatWhmAERYWZve277//vgEYpUuXNk6dOmUYhmFcu3bNqF27tgEYL730UqZtwsLCDMBwdnY2/P39jY0bN1rXXbhwwejYsaMBGGXLljXi4uIybDt27FgDMDw8PIwlS5ZYlyckJBjDhw83AMPJycnYvn17hu1mzpxp3WepUqWMVatWWddduXLF6Ny5swEYFStWNNLS0jJsu3PnTsPV1dUwmUzG+PHjjWvXrlnXHT582GjcuLEBGL169cqwXUREhAEYgOHq6mp89NFHRkpKinX9+PHjDcAwmUzGkSNHMmy7bt06AzCCg4NtnXYrS/8REREZlm/dutX45ZdfjISEhAzLz58/b/Tv398AjA4dOmTqL7f7vZnl/OZ2O8vP3MyZM23206pVK7v2LyIiInI3Onr0qOHo6Gi9j/3iiy+M48eP57hdfu5TDxw4YLi5uRmA0a9fP+PKlSvWdatWrTJ8fHwMwBg6dGim/WZ172oxZcoUAzDq1auXqc3169eNRYsWGZs3b87x+EREckOJWBEpEpakWE6vmxONhmEYaWlpRrt27QzACA0NNVJTU62Jvtq1a2dIWlpYErGA8c0332Raf/nyZcPX19cAjClTpliXX7lyxfD29jYA4/3337d5LC1btjQAo0uXLhmWWxJ8gDF37txM250+fdpwdnY2AGP37t0Z1j366KMGYIwaNcrmPo8fP254enoajo6OxsmTJ63L09/gvvjii5m2S0tLM+rWrWsAxscff5xhXX4TsTkpV66cYTKZjOjo6Dzt92bpz29Wr86dO1vbKxErIiIiUjD++9//Gg4ODhnuu8qUKWM8+uijxsSJEzMlUg0jf/epffv2NQCjbt26mQYwGIZhTJ8+3QAMFxcX4+zZsxnW5XTvOmDAgEx/A4iIFBbViBWRIlW+fHmaN2+e5at69eqZtjGZTMyZM4fAwEDWrVvHY489xldffYWbmxsLFy7E3d09y/0FBQXxzDPPZFpeokQJ+vXrB8Avv/xiXf77778THx+Ph4cHAwcOtNnniBEjAFi1ahUpKSmZ1vv4+NCzZ0+bsVSqVAkgQ92p+Ph4Vq1aBcCAAQNs7rN8+fI0btyY1NRU1q9fb7PN4MGDMy0zmUw8+OCDmfZZUBISEpg/fz4DBgygffv2tGzZkhYtWtCiRQsuX76MYRhZ1tTNK1dX1yx/fmrXrl2g+xIRERERGDJkCFu3bqV79+54eXkB5lIFv/76K6+//jrVqlWjb9++XL161eb29t6nWu7PX3nllQx1Xy1eeOEFAgICSEpKYs2aNXYdi6VEwdKlS4mPj7drWxERe6lGrIgUqb59+2YolJ9bAQEBzJkzh3bt2vHrr78C8OGHH2aq8XmzmjVr4ujoaHNdnTp1APMkABaWCbwqV66Mp6enze0s+7x27RrHjx+ncuXKGdZXq1bN5g0jQJkyZTh06BBXrlyxLtu7dy+pqamYTCaee+65LI/l0KFDAJw8edLmeltJbMs+gQz7LAgHDhygY8eOREREZNvuwoULBbrfwMBANm7cWKB9ioiIiEj2GjVqxIIFC0hNTWXv3r3s2LGDdevWsXz5ci5evMjMmTM5d+4cP//8c6Zt7blPjYuLIzo6GiDLe31nZ2dq1qzJuXPnOHjwoF3H0bdvXyZPnkx4eDhly5bl4Ycfpnnz5jRr1oymTZvi5KS0iYgUHI2IFZHbVsOGDSlVqhRgHtHao0ePHLex3Nxlt+7y5cvWZZbvAwMDs9wu/Wyx6be1yCqBC+DgYP5vOC0tzbrs0qVLABiGwaZNm7J8nT9/HjAngG3Jar+29plfaWlpPPXUU0RERNCwYUOWLVvGqVOnSExMxDCXwbFOgpacnFxg+xURERGRouXo6Mi9995Lnz59mDNnDseOHeOJJ54AYPny5WzZsiXTNvbcp6a/v87NPbmt+/HsBAYGsnXrVp5//nkcHBz48ccfGTlyJC1btqRs2bJMnDiR1NRUu/oUEcmKErEictvq27cvMTExODg4cOXKlSwf40/v7NmzOa6zPF6V/nvLp/C2nDlzJlP7/ChRogQAJUuWtCYxs3vlZURxQdu2bRsHDhzA3d2dlStX8vjjj1O2bFlcXFysbQp6JKyIiIiIFD8+Pj7MnDnTmlS1lYi1R/r769zck+flfrxKlSrMmTOHS5cu8eeff/LRRx/Rpk0bzp8/z+jRo3njjTfsD1xExAYlYkXktjR16lSWLVuGn58f69atw9vbm0WLFjF9+vRstzt48GCWn2jv27cPgFq1almX1axZE4Bjx45lOfJ07969AHh4eFhrTOVHnTp1MJlMxMbGsn///nz3l1tZlU/IDUs5glq1auHv759p/YULF6xlHoqb/By3iIiIiGTm4+ND6dKlAUhKSsp3X5aRsJb77pulpKRY7zXT38vby9HRkfvvv59hw4axZs0aPv74YwA+++yzPPcpIpKeErEictvZvXs3r776KgBff/01Dz30EF988QUAQ4cOzVDj9WZnzpzhu+++y7T86tWrfP311wA8+uij1uUtWrTA29uba9euWfdxsw8//BCAdu3aFUgNKX9/f1q3bg3A22+/ne/+csvDwwOA69ev53nb6OhoDMPItP6jjz4qto905ee4RURERO42MTExOZa4+vvvvzl37hyQdT1Ye3Ts2BEw31PautecO3cuZ8+exdXVlTZt2mRYl597vYceegiA2NjYLAdliIjYQ4lYEbmtXLt2je7du5OYmMigQYPo0qULAN27d6dPnz7W9QkJCTa3d3Z2ZujQofzxxx/WZZcuXaJHjx5cvHiRwMBA+vTpY13n6enJyy+/DMCbb77JsmXLrOsSExMZOXIk69evx8nJidGjRxfYcb733nu4ubmxcOFC+vXrl+kxrKSkJFauXEnXrl0LbJ9VqlTBZDJx7tw56+jg3GrWrBnOzs6cPn2a//u//7MmXdPS0pg6dSoTJ07Ezc2twGItSFWrVgXMI6KzK10hIiIiIrBw4ULq1KnDxx9/nGnSWMMwWLlyJZ07d8YwDMqXL0+7du3yvc8RI0bg5ubG7t27GTRoUIak6G+//cYrr7wCwMCBAwkICMiwreVeb+3atTb7fv311/nss88y3QfGxsYyceJEAGrXrm1N6IqI5Iem/xORIjVjxgzWrFmTbZtZs2ZZb6D+85//cPDgQerVq2cdiWoxdepUNm/ezF9//cWIESP45JNPMvX19NNPExERwYMPPki1atXw9vZm3759JCQk4O7uzoIFC/Dx8cmwzf/93/+xZ88evv/+ezp37kyFChUoU6YMhw4dIi4uDkdHRz777DMaNWqUz7Pxj4YNG/L999/To0cPvv76a2bOnEn16tUpWbIkcXFxHDlypMAnvfLz86Njx478/PPPNGzYkLp161prbE2ZMoUGDRpkuW1AQACjRo3i7bffZuLEiXz11VdUrFiRyMhIYmJi6NevH4cPH2b9+vUFGnNBaNCgAfXq1WPPnj1UqVIlw432woULs50UQkRERORuYzKZOHjwIMOGDWPYsGEEBQVRtmxZkpOTOXHihHXi2TJlyvDDDz/g7u6e733WrFmT2bNn8/zzz/P5558zb948atasycWLFzl27BhgfjrNkjhN74UXXmDEiBH8+9//Ztq0aZQuXRqTyUTv3r3p3bs3Bw4cYNKkSQwaNIgKFSoQGBjI1atXOXLkCImJiZQoUYLPP/8838cgIgJKxIpIETtx4gQnTpzIts2VK1cAWLRoEV9//TXu7u4sXLgw0whLT09PFi5cSNOmTZk2bRqPPPIInTt3ztDGxcWFtWvXMmHCBBYtWsTevXvx8vKiU6dOjB071mZNKScnJ7777jsWLFjA119/zc6dOzlz5gylS5emQ4cOjBgxgoYNG+bzTGTWoUMHDh48yNSpU/n11185evQoERERBAYG0rRpU1q3bm0dEVxQ5syZw5tvvskvv/zC3r17rTW9YmNjc9z2rbfeIjg4mE8++YQDBw5w6NAhateuzaRJk3jxxRcJCQkp0FgLislk4pdffmHMmDGsXbuWXbt2WZPcWY2sFhEREblbDRgwgPr167N69Wp+//13Tpw4wcGDB0lOTsbX15fQ0FA6duxIv379Mg1wyI9u3bpRt25d3n//fdauXctff/2Fu7s7LVu25IUXXqBPnz44Ojpm2m748OGAuXzB4cOHrWXMLPemb7zxBvXq1SM8PJzIyEh27dqFo6MjFStW5JFHHuGVV16hYsWKBXYcInJ3Mxm2CqyIiNxhxo4dy7hx4+jVqxezZs0q6nBERERERERE5C6jGrEiIiIiIiIiIiIihUyJWBEREREREREREZFCpkSsiIiIiIiIiIiISCFTIlZERERERERERESkkGmyLhEREREREREREZFCphGxIiIiIiIiIiIiIoXMqagDuJ2kpaVx+vRpvLy8MJlMRR2OiIiISLFmGAaXL1+mbNmyODjo8//bhe55RURERHLPnnteJWLtcPr0acqXL1/UYYiIiIjcVk6cOME999xT1GFILumeV0RERMR+ubnnVSLWDl5eXoD5xHp7exdxNCIiIiLFW3x8POXLl7feQ8ntQfe8IiIiIrlnzz2vErF2sDya5e3trZtSERERkVzS4+23F93zioiIiNgvN/e8KtYlIiIiIiIiIiIiUsiUiBUREREREREREREpZErEioiIiIiIiIiIiBQyJWJFRERERERERERECpkSsSIiIiIiIiIiIiKFTIlYEREREZE7yEcffUT58uVxd3endevWHDp0qKhDEhERERHAqagDEMlKcnIyqampRR2GiIiI3ODo6Iizs3NRhyHZmD9/PqNHj+brr7+mfv36hIWF0b59ew4cOICrq2tRhyciIiJyV1MiVoqd+Ph4YmJiSExMLOpQRERE5Caurq74+/vj7e1d1KGIDR999BGDBg2iR48eAMyaNYuAgAB+/PFHunXrVsTRiYiIiNzdlIiVYiU+Pp5Tp05RokQJ/P39cXZ2xmQyFXVYIiIidz3DMEhOTiYuLo5Tp04BKBmbR/PmzeP333/nf//7H3v27CEpKYmZM2fSu3fvLLfZvn07YWFh/PHHHyQlJVGnTh2GDRtmTbgCJCUlsXPnTsaOHWtd5uXlRZMmTdiyZYsSsSIiIiJFTIlYKVZiYmIoUaIE99xzjxKwIiIixYy7uzteXl6cPHmSmJgYJWLzaMyYMURFReHv709QUBBRUVHZtg8PD6ddu3a4uLjQvXt3fHx8WLJkCT179iQyMpLRo0cD5vuo1NRUAgICMmwfEBDA2bNnC+14RERERCR3NFmXFBvJyckkJibi4+OjJKyIiEgxZTKZ8PHxITExkeTk5KIO57Y0ffp0IiMjOX/+PP/617+ybZuSkkK/fv0wmUxs2LCBr776ig8++IDdu3dTp04dwsLCOHz48C2KXERERETyQ4lYKTYsE3NpEhAREZHizfK7WpNq5s3DDz9McHBwrtquXbuWo0eP0qNHD+677z7rci8vL9544w1SUlKYOXMmAP7+/jg6OnLu3LkMfZw7d44yZcoU3AGIiIiISJ4Uy0TsvHnzGDBgAI0aNcLV1RWTycSsWbPs7ictLY1PPvmE+vXr4+7uTunSpenWrZtGDRRzGg0rIiJSvOl39a0THh4OQNu2bTOtsyxbv349AC4uLtx3332sW7fO2ubKlSts3bqVpk2bFn6wIiIictcxUlO5unUbcT8v5+rWbRjF4IP64hiTRbGsEWtv3ays/Otf/+Krr76idu3aDBkyhLNnz/Ltt9+yatUqNm/eTO3atQs4chERERGRgmMZQFCtWrVM63x9ffH3988wyGDYsGH079+fRo0aUbduXcaNG0dQUBCdOnXKch+JiYkkJiZa38fHxxfgEYjI3cxITeXan/8j5fx5nEqXxqPR/ZgcHYs6rEJ3tx433L3Hfrced/yqVZydMJGU6GjrMqfAQMqMfh1vGx8i360xpVcsE7HTp0+nWrVqBAcHM2nSJF5//XW7+1i3bh1fffUVLVu2ZPXq1bi6ugLwwgsv8MgjjzBw4EDr6AERERERkeIoLi4OAB8fH5vrvb29OXnypPV9z549OXfuHCNGjCAmJoZmzZrx66+/4ubmluU+Jk6cyLhx4wo2cBGxUoKmeCZDCsvdetxw9x773Xzcp4YOA8PIsDzl7Fnz8o+n3PLjL44x3axYliawp25WVr766isAxo8fb03CArRp04Z27dqxYcMGDh06lK99FKpLkZCSVNRRiIiIiMhtZvjw4Zw8eZKEhATWrVtHjRo1sm3/+uuvExcXZ32dOHHiFkUqcueLX7WKI20e5nivXpweMYLjvXpxpM3DxK9aVdShFSpLMiR9Ygr+SYbcqcd/tx433L3Hfrcet5GaytkJEzMlPM0rzcvOTph4S0sCFMeYbCmWI2ILQnh4OJ6enjRv3jzTunbt2rFixQrWr19P9erViyC6HOyYC8tfgept4YEBEPwgONz5n5iKiIiISEaWkbCWkbE3i4+Pz3K0bG65urpmGLggIgXjdhiZVRhyTIaYTJydMBGvNm0yjAw2DOOfbSzf33gZNpZhGDea21qeRT+GAVluk01fttZZYzavM1JSiB73VrZJoOhxb+EUUAaTo0PGdjdvk+69kWldFm+y6ePmdRn6vDncDG1z16eRlkZ02Njsjz1sLCYXF0wm003X56Z9ZTq/RobV5vdZtLW0s8Zx08+UtU8ybZ++T5vx2egzLTWVmI//m+1xn/m/MSSdPInJ5JBufzZ+htKvSx9H+vXpjj/TuclN3+mOIfN+bfSd6TwZpFy8RGp8PKnx8ZmSzzcff0p0NEcffxxHD08cPDxwKFEC0tIwjDRzf2nGP+9vfG897rS0G+vSfY+Rrl0axo3v0xITMZISMRKTSLt8OceYzk2dimuVKrhWqYp77VpZty8kd2Qi9urVq5w5c4a6deviaOORD0uNrWI5adf+ZbBqDKQmwoGfzC93P+j4EdTtUtTRSTGVlJTEW2+9xYIFCzhx4gTJycmsW7eOihUrUqlSJXr16pWnCe/SmzVrFn369LG+f+aZZ1i4cGE+Iy/+jhw5kqEuX3BwMJGRkUUXkIiI3FXS37fef//9GdZdunSJmJgYHnzwwaIILf/SUiFqM1w5CyXKaPDBXeBOfUTfSEoi7do10q5eJfHkSZJPnybt6jViPv442wTN6ddGEf/bb5gMcHBzw8HdPUNCIqvvrQkII/t2BbJNFskSW98byckYKSkYKSmQlM3TnTeSIQfr1AWTyfY5ukOlXrhAVPfuRR1GkUi9dImT/xpY1GHccmmXL3P+vfeLOowik3wsguSiDuImFz//AgD3xo2pOHfOLd//HZmIzU0trfTtsnLLJy7YvwwWPZ95+fWLsLgXnP4PtH27cGOQYmHkyJG8//77bN26lQceeCDH9h988AHvvPMOISEhPPvsszg5OVGxYsUs24eHhxMaGkpYWBhjx461K7bOnTvToEED6tata9d2+ZWfmPPDz8+PsLAwAKZMmZLv/mJjY3nzzTfZvn07ERERXLp0CX9/f2rUqMHgwYN58skncz0bub19FeS+C9v27dsJCwvjjz/+ICkpiTp16jBs2DB69OiRod2pU6f47rvv+OWXXzh48CDR0dH4+fnRvHlzRo4cSZMmTYroCAo3xtyen/R++OEHPv30U3bs2MG1a9cIDAykadOmvPfee5QvXz4/hygihahVq1ZMnDiRVatW0f2mP95X3XjcsVWrVkURWv7sXwYrXoP40/8s8y4L7d+F2llPLCa3r+JSQ9FISyPt2nXSrl4l7dpVawI1u6/GtWukXr2a+evVa+b1yXlLMxjXr3P5x2UFfIS3mVuZhDWZMr1M+V0OpMbHQ0qK/eG4uOBUunTmGG19b/N9+m9zapvHfjP9bZDxfdLJkxjXr2Mvk4cHrpUr/7N/y36sX9Ivu+n7G+2sx2xzvemfvkymdB3b2uaf5Vn2eVN81/78H2mxsXYft6OfH54tmv8TU6b9mL9mijnHdaYb3Vmuz80/u+nW3bzv9Mdvax3p9msykXzuPKmXLpJy4SLXt23L8Zg9WjTHKSAA54AyOJcNwuTgACYHcHDA5GACBwfzPh1M6dbd+PeW7r31e5Ppn+1M5j4So46TfPo0yadPE790aY4x+f1rgHVEbFG4IxOxBeWWTlyQlgo//Sf7Npv/C+XuhzpdbklIUnR27NiBo6Mj9erVy1X7X375hRIlSrBq1SqcnZ2ty5OTkzlw4EC+H1lMr0uXLvTu3bvA+ivu/Pz8rInf/I4qBoiJiWHGjBk0bdqULl264Ofnx7lz5/jpp594+umn6d+/P19++WWh9FWQ+y5M4eHhtGvXDhcXF7p3746Pjw9LliyhZ8+eREZGMnr0aGvbqVOn8u6771KlShUeeeQRAgICOHz4MEuXLmXp0qUsWLCAbt26FeHRFHyM9pwfMD+S9K9//Ysvv/ySKlWq0L17d7y8vDh9+jTr168nKipKiViRYqxNmzZUrlyZ+fPn85///IcGDRoAcPnyZd5++22cnJxuv9/L+5fBohfI9Mhr/Gnz8m5zlIy9w+T1EX3DMMyjTa2J0WySpteumtdn+prxe+PatUI7TtONEh9GusE8ueVWty6ezZqZkwsOJvNjzA4OmZITJmvS4kYSI7t2Gb43WZMWZNvOsv+MiQ5b31u3udF/4rEIkk6eIPnECeK+XZTjMZd8/jlcKlbCtVIl3GpUz5iUAmviJ2Pi03Tjix3J00IeaHB9/wESjx4h8ehR60i77KRPAhXFY9EF6W499rv1uNMzUlM50uZhUs6etf2BismEU5kyVPjii0J/8sGjcWNrTNe2bMkxpoAhQ4r0aYw7MhGbm1pa6dtl5fXXX+fll1/OsF2B/7F65i84fxDOHYDrl3Ju/8MASEmAgNoQVL9gY5FiY8eOHdSsWRN3d/dctT99+jSlSpXKkIQFcHZ2pmbNmoURouRRpUqViI2Nxckp43+/ly9fpmnTpnz11VcMHTqUOnXqFHhfBblve4WEhBAZGZljWYeUlBT69euHyWRiw4YN3HfffQCEhYXRrFkzwsLC6Nq1q/VR3QceeIANGzbQsmXLDP38/vvvtGnThoEDB9K5c+d81T7MbexZKcgY7T0/YE4Ef/nllwwePJiPP/44U8melDyM4BCR/Jk+fTobN24EYM+ePdZl4eHhgPlDzy5dugDg5OTE9OnTadeuHS1btuTZZ5/F29ubJUuWEBERwfjx44vnnAdZSUs1j4TNVJTQwoAVo6BmR5UpuM0lnztHyvnzGKmpOdbNPDViBDHVqmMkJpofb09MtCZZKaxJVRwccPC8Ubfw5q+2lnl64uCZzTp3d0zOztbjvr53L2fDxuYYRplxY3GvWxen0qVxDggonGO9Rdxu/F9kpKZydf2GHJMhgaNG3RGlKdxr18K9di2M1FTil/5Y7JNABeluPfa79bjTMzk6Umb06+YP024uMXLjw48yo1+/pcddHGOyxaFI915IPD09CQoKIiIiglQbv7gttWHT/6Fqi6urK97e3hleBe7Hf8OS/rBxcu7apySYk7GL+8LlbAojy21pyJAhmEwmLl26xL59+zDd+ATXZDLZTAKNHTsWk8lEREQEUVFR1rYhISEAREZGYjKZMoyUGTt2LKGhoQCMGzcux33YIyUlhYkTJ1KlShXc3NyoWrUqEydO5NixY5niSEpKYurUqbRr147y5cvj6upKQEAATz75JDt37sx0nLmNecOGDTz++OP4+/vj6upKtWrVGDNmDNdsjH74/vvvadWqFQEBAbi5uVG+fHnat2/P0lw8zpBXjo6OmRKhAF5eXrRr1w4w16UtjL7ys297zmt+rF27lqNHj9KjRw9rktES4xtvvEFKSgozZ860Ln/yySczJTgBWrZsSWhoKBcvXrQmOYpKQcZo7/m5fv0648aNo3LlykyZMsVm3XRbPxMiUrg2btzI7NmzmT17Njt27ABg06ZN1mW7du3K0D40NJSNGzfSokULFi1axKeffkqpUqWYN28e//d//1cER5AHl6Ph9C7YMSdjOQJb4k+Z253epfvd24yRlETikSPEr1zFyaHDiHzqaaK6PUPqhQvZb5iUTOK+fSQdOUJyVBQp0dGkxcdnSMKa3N1xLFUK5woVcK1ZE/eGDfFs2RKvdu3wefJJfJ97jlIDBlB6+HDK/N//ETRhAuWmTKH8V18RPP8bKv24lCqrV1Ft8yZq7NpJzX17qbF9G9XWh1Pll+VUWvwdwbNnUf6zTyn34QcEvTWOMqNeo/SQf1Pqxb74dn8Gn8cfx6tNGzybNsW9fn1cq1TBOSgIR29vTDcGRDgHBOBepw6+Tz+NU2BghhGeGZhMOAUG4vv007jXqXPbJ2HTsyRDzG9sPwZfHJIhBe1uPW64e4/9bj1uC++2bSn38RScypTJsNypTBnKFdFkhMUxppvdsX99tWrVioULF7Jp0yYeeuihDOtWrlxpbVPk8vqYxIXDsHkqtHunYOORItWsWTPOnj3Ld999R4cOHWh8Y4i9g4MDwcHBmdpbEq6W2qXDhg0DyLY+rGV03+zZs2nVqpW1D4CSJUvmK/6+ffsyd+5cqlSpwuDBg0lMTGTKlCn88ccfmdpevHiRYcOG0bJlSzp06ICvry/Hjh1j2bJl/Prrr2zYsMF6/LmN+fPPP2fQoEH4+vry+OOPU7p0abZv384777zDunXrWLduHS4uLgB89tlnDBo0iKCgIJ544glKlSrFmTNn2LZtG0uXLrWORMqNkJAQ1q9fz7p16zLEZo+EhATWrl2LyWSidu3aeeojr33l1N6e85pfltFgbW38grQsW79+fa76sowQL86JRntjtPf8rF69mosXL9K7d29SU1NZtmwZhw4domTJkjz88MNUrVo0dZFE7nazZs2yu9zNAw88wK+//lo4Ad0wbdo0pk2bZnMgQ76FT4L/zcy5ncXPw8xf7+8Dj08p+HgkX1Lj40k6dsz8KPqxo+avR4+SdPJkvkewerVrR6l+/f4ZgWoZbXqbJTJul5FZhcW7bVv4eErmusBlytzyusC30t163HD3HvvdetwW3m3b4tWmTbGaiLE4xpRe8f3rNJdiYmKIiYnB398ff39/6/KXXnqJhQsXMmbMGNasWWNNEvz222+sXLmShx56qHg8xtVpKvz2FhxZbf+25/82lzZQiYI7Ro8ePYiKiuK7775j6NChNpMt6YWEhBASEmL9Yy43k1hZEoWzZ88mJCSkwCa++u2335g7dy6NGjViw4YN1rIKY8aMyTByz8LX15fjx49Trly5DMv37dtH06ZNGT16NKtXr851zPv372fIkCE0aNCANWvW4OfnZ103adIkXn/9daZOncorr7wCmB8BdXFxYffu3ZS+qUj+hZxGbRSA2NhYpkyZQlpaGufOneOXX37hxIkThIWF5ThaP7992dPe3vOaX9k9seDr64u/v7+1TXaOHz/OmjVrCAwMzHWtZbD9bygyMpLY2Fib64YNG5bnDzDyEqO95+fPP/8EzInee++9l7///tu6zsHBgeHDh/PBBx/kKX4RufMMHjyYwYMHEx8fX6D15QE4tTPnNgW53V3OSE3N9x+ghmGQcvYsiUePknQsgsRj/3xNPR+T5XYOnp64VK6Mc9myOPqXwkhNI27hwhz3dyc9om+hBE3xToYUlrv1uOHuPfa79bgtTI6OeDbJeZLxW6k4xmRRLBOx9tTN+uSTTxg3blymmdRDQ0Pp168f06dP57777qNjx46cPXuWb7/9Fm9vbz777LNbeUhZC6oPnT+BeV3h7F/2bXtkNSRfgz6/FE5sUiQsjyNaJuO4XcybNw+AN954I0Nt28DAQIYOHcrrr7+eob2rq2umJCxAnTp1CA0NZeXKlSQnJ2eqe5uVL774gpSUFP773/9mSBYCjBw5ksmTJ7NgwYIMCUNnZ2eb/ZcqVSpX+7SYM2cO165do0KFCrneJjY2NsNkgM7Ozrz//vt5Smja25c97fNyXvPDUts7qwSAt7c3J0+ezLaP5ORknn/+eRITE3nvvfdsPo6flewmaLS1rnfv3nlKxOY1RnvPz7lz5wD48MMPadiwIdu2baNWrVrs3LmTl156iQ8//JAqVaowcOBAu49BRMQu5e6D6F32b+fmpYEHdopftSpz4i8wMMvEn5GURNLx4yQeO3ZjlOsxko5FkHTsGGnZlCByCgjApUplXCtVNn+tXBmXylVwCiidYXIkIzWVq+HhOdZQ9H366TsyaaEETfFNhhSmu/W44e499rv1uMV+xTIRa6mbld6mTZvYtGkTYH7sOjePDX/xxRfUr1+fL774gv/+97+UKFGCxx9/nHfeead4jIa18AqELtNg13zYameCuPqjhROTFJmdO3dStmxZAm6zkQC7d+8G4MEHH8y0ztYyMCed33vvPTZu3Eh0dDTJyckZ1sfExBAUFJSr/W/ZsgWAFStWsGbNmkzrnZ2dOXjwoPV9t27dGDVqFHXr1qV79+6EhITQokWLPCXV7EnAWlSsWBHDMEhNTeXEiRMsXLiQ//u//2Pz5s0sWrTIrsfp7e3Lnvb2nlcg25lpba2LiIjItpyGPdLS0ujbty8bNmygf//+PP/883Ztb9j4AzG/k3UVdIz27gvAxcWFpUuXUrZsWcBcn3bx4sXUr1+fDz/8UIlYESl8IaPg1A6I3m3fdpG/myfv0sCDXIlftcr8KPxNv89Szp7l1H+GkvTyyziVLp2xnMCJE1mXE3B0xKVCBRsJ18o4liiRq5ju9kf0QQkaERH5R7FMxNpTN2vs2LFZPlrt4ODAkCFDGDJkSMEFV1iC6ptf5ZvC4t5kPZPsTTb/F4IfNM8q6xVofslt68qVKxw5coQOHToUdSh2i4+Px8HBweZo0jI3FcoG2Lx5M61btwbMtS2rVatGiRIlMJlMLF26lN27d5OYmJjr/V+8eBGAd97JXd3kkSNHUqpUKT7//HMmT57Mhx9+iJOTEx06dGDKlClUqlQp1/vOD0dHRypWrMioUaNwdHRk5MiRfPXVV3lKjNnbV27a23teAcLCwjItmzVrFrGxsdY6xumlT35bRnpaRn7eLLvHZQ3DoH///sybN4/nnnuOzz//PNcx3yr5jdHe82P5vlGjRtYkrEWdOnWoXLkyR44cITY2Nt81okVEsuUVaH4K7O8V8PuHkJqQu+2c3MArSKNis5F87hwp589jpKYSPe4t26NObyw7P9n2BMEOHh64VK6Ma5XKuKRPuJYvj6kA6sDf7Y/oi4iIWBTLROxdrW4X+KstHFqZu/ZXz8F0czKLZv/W5F23ud27d2MYhs2aqsWdt7c3aWlpXLhwIUO9ZoCzZ89mav/OO++QmJjIxo0bad68eYZ1W7ZssY6wtWf/YE5EeXl55djeZDLRr18/+vXrx4ULF/j9999ZsGABixYt4vDhw+zZs8euR9oLQtu2bRk5ciTh4eH5HqFob19Ztbf3vILtOqvh4eFERkbmWJPYUvv08OHD3H///RnWXbp0iZiYGJsjrNPS0ujXrx8zZ87k2WefZdasWTg4OOQq3lulIGK09/zUqFEDyHoiPsvy69evKxErIoUvqL55dGtuk7AAKQmwdzGc3QuDtxZebLexCzNmcsnOyd8A3Js0ofSAl3CpXBmnMmWyfaKlINztj+iLiIgAFK+/UsXMz76JeqxuPIIqt6+//jLXCb733nsLdT+WBGNBzopsiXnz5s2Z1tladvToUfz8/DIlYa9du8aOHTsytc8p5iZNmgD/PEpvj1KlStGlSxe+/fZbWrduzYEDBzhy5Ijd/eTX6dOnAewqS1BQfWXVPj/nNS9atWoFwKpVqzKtsyyztLFIn+B85plnmDt37i1PouekoGK09/yEhoYCcODAgUztk5OTOXLkCJ6enpkmrBMRKTTtJ8GTX0G5xvZtd+0ipBXcfcudJK/pU/datfB88EGcAwMLPQlrYXlE3+exjng2eUBJWBERuesoEVscNR8CL62HDrYfHcrSviWwf1nhxCS3xIULFwAokcuaW3llmXQpp0mP7NGzZ08A3n77bRIS/hnpEh0dzccff5ypfXBwMJcuXWLfvn3WZampqYwYMYLz58/bHfOgQYNwcnJiyJAhnDhxItP62NhYdu78Z+bllStXkpKSkqFNcnKy9VH89BOO5eT48eMcPHiQa9lMaGGxa9cum4+VX7x4kdGjRwPw6KOZaz8fPXqUgwcPZqija29fedm3vec1v9q0aUPlypWZP3++deI6gMuXL/P222/j5ORE7969rcvT0tJ48cUXmTlzJl27dmXevHkFnoS1jObNq7zGaOua23t+qlSpQtu2bTly5AjTp0/P0P+kSZOIjY3liSeeKJDkv4hIrgTVh/rd4MWV4FYy99tdPQc75sDpXXA5OsfmdwPDMLiycRMJf/9trbWaG2XGjaXi94vx69unEKMTERERW/SXV3FkqfUaWA82fgDxZ8hVzdgrZ2HRC9BtDtTuVOhhSsGzlCQYMmQITz/9NK6urrRp04aWLVsW6H5q1qxJ2bJlWbhwIR4eHtxzzz2YTCYGDhyYZf3NnDz88MP07NmTb775hnr16tG5c2cSExNZtGgRTZo04aeffsrwGPaQIUNYtWoVLVq0oFu3bri5uREeHs6pU6cICQkhPDzcrpjr1q3Lp59+ysCBA6lRowYdOnSgSpUqxMfHc+zYMdavX0/v3r2tNTmfeeYZPDw8aNGiBcHBwSQnJ7N69Wr279/PM888Y9cEXC+88ALr169n3bp1hISEZNt21qxZTJ8+ndDQUIKDg/H09CQqKorly5dz5coVnnrqKXr06JFpuzZt2hAVFZVhYit7+8rLvu09r/nl5OTE9OnTadeuHS1btuTZZ5/F29ubJUuWEBERwfjx4zNMtvjWW28xa9YsSpQoQfXq1Rk/fnymPrt06UKDBg1ytf+cSifcbNiwYTk+0p/XGG1dc3vPD8Cnn37Kgw8+SP/+/Vm6dCk1a9Zk586drF27luDgYN5//327jllE7lzTpk1j2rRpBfrETJYcHKFCMzj0a+63+XmY+etdXo4r7epV4pYt4+LceSQdO2Zd7vnQQyTs2UNqbKztOrEmE05lyuD79NMaiSoiIlJElIgtzhwcof275uQqJnJOxt5Yv/wV8C6nCbxuQx07dmTixIl8+eWXfPDBB6SkpFCnTp0C34+joyNLlizhtddeY+7cuVy+fBmA7t275zkRC+ZEX82aNZkxYwZTp07lnnvuYdiwYbRp04affvrJWm8U4LHHHmPx4sVMmDCBefPm4eHhQevWrfnhhx9466238hRz//79adCgAZMnT2bDhg0sW7YMHx8fKlSowPDhw+nVq5e1v4kTJ7JixQq2bdvGTz/9hKenJ1WrVuWLL76gb9++eT4HOXn66aeJi4tjy5YtbNiwgWvXruHn50eLFi144YUX6N69e64fD7S3r7zu257zWhBCQ0PZuHEjYWFhLFq0iKSkJOrUqcPbb79tHXltYRmpeuXKlSwnFKtYsWKuE7Hjxo2zK9bevXvnmIgt6BjtOT9gHhX7559/8uabb7JixQpWrVpFYGAggwcP5s033yQgICBX+xWRO9/gwYMZPHhwthMjFii/KnnbLpdz2t5pkk6e5NK8b4j9/nvSbtwHOXh64vPkk/j17IFLxYrEr1rFqaHDzCNk0ydjb/x+LzP6dSVhRUREipDJMGx9XCq2WG5K4+LiMiSUCt3+ZbB0ICRdsX/bpoOg/cSCj6kQJCQkEBERQaVKlXBzcyvqcOQms2bNok+fPsycOTPDo8+5MX36dPr3728dWXm7soxKzM9j6iIid4Lc/s4usnsnyZdbdt0uR5tfKUkwvyskxGbd1jMAnl141w00MAyDa1u3cnHuPK6sXWtNrjoHV8Cv53P4PPkEjjeVtIpftYqzEyaSEv1PCQenwEDKjH4d77Ztb2n8IiIidwN77p00IvZ2ULsTRP0BWz+1f9sdc8yPfalUgRSQPn360KdPH5555hkWLlyYYV10dDRlbpp199SpU4wfPx5HR0cee+yxWx1uvh05csQ6Uz2Ya9uKiIhIAUifUO009cZTYGBzyGvjfnApAkqUMZfvusOlXb9O3LKfuDRvLomH/5lA1LNFC/yefw7Pli0xOdie7sO7bVu82rTh2p//I+X8eZxKl8aj0f0aCSsiIlIMKBF7u2gxFO59Bk7v/Kc+Vm4kXVXdWCkQDRo0ICwszPq+bt26mdpMmjSJ5cuX07JlSwICAjh+/Dg///wzly9fZuzYsZQvX/5Whlwg/Pz8Mhx3To+hi4iISB7U7mS+X13xGsSfzrjOwQnCJ/zz3rusuXzXHXhvm3zqFJcWLODSd4tJuzHBpsnDg5JdOuP73HO4Vq6cq35Mjo54NnmgMEMVERGRPFBpAjsUi8fr0lJhSt3cT+AFgMl8wzpsj/lxrmJKpQlufytWrGDy5Mns3r2bS5cu4ebmRv369Rk0aJDNCahEROT2pNIEd7YivW5pqRC12TwJ7ck/YetnNhrdePLmDhloYBgG1//8k4tz5nL5t98gLQ0A53vuwfe5npR88kkc9e9HRESk2FJpgjtZhgm8csuA+FOwbgKUrgGla0JQ/UILUe5e7du3p3379kUdhoiIiNyuHByhUktzQnb1G1k0MgATrBgFNTsW64EG2UlLSCB++XIuzp1H4sGD1uUezZri9/zzlGjVSuUERERE7jBKxN6OLI9uff8ipCblfrvfPzB/rfAg9P21cGITEREREcmrM3/B+YNw/u/MJQoyuH0HGiRHR3NpwUJiv/2W1NhYAExubvh06oTvcz1xq169aAMUERGRQqNE7O2qdifwWQUHf4Zz++HvX3K/7YXDsH/ZbfUol2EYXE9OLeowcuTu7JhhoioRERERscOKURC1KfftLQMNgptDHzvuh28xwzC4vnMnF+fO5fKq1ZBqvq91KhuEX8+elHzqKRxVh15EROSOp0Ts7azcfeaXvXVjr8bcdhN4XU9OpfabK4s6jBztf6sdHi76ZyUiIiK3n2nTpjFt2jRSU4vww+/2k/4ZEWtJsman5Yh/RsQWESM1lWt//o+U8+dxKl0aj0b3W0sKpCUlEf/LL1yaO4+Effus23g0bozv88/h1bo1JifdO4qIiNwt9Fv/TpChbqyJnJOxN9YvG2K+0fUsDdXagk+5Qg5URERERIqrwYMHM3jwYOuEE0UiqL75lZYKu+dnM9DgxmS0oaOLtEZs/KpVnJ0wkZToaOsyp8BA/AcPJuXMaS59u4jUCxcAMLm44P34Y/g9/zxuNYsucSwiIiJFR4nYYig1zWBbxEXOXU4gwMuNByr54eiQw+PulrqxSwdB0uXc7SghFta9Y/7exQu6fFpsR8i6Ozuy/612RR1GjtydNaGCiIiISL7lONDAgIa9YN8PUKIMBD94yxOy8atWcWroMDAyxpYSHU30G/9MNOZUpgy+PXpQsltXnHx9b2mMIiIiUrwoEVvMrNh7hnE/7edMXIJ1WZCPG2GP16Z93aDsN67dCXzKm+vGnvofHFuX+x0nXS7W5QpMJpMe+RcRERG5m1gGGqx4LfPEXSYHCJ/wz3vvsubEbSHfxyafO0fK+fMYqalEj3srUxI2Aycn/P/9bzybNcU5KEhJWBEREcGhqAOQf6zYe4aB83ZkSMICRMclMHDeDlbsPZNzJ4dWmOtp2ZOEzRDEKPOjYFLsRUZGYjKZ6N27d6G0t6ePguhbREREJJPanWDYXuj1Mzz1NTQfbl5upGVsF3/GPKhg/7JCDefCjJlEPvU0Ud2esZYcyFJKCjFTphD1THcuzJhZqHGJiIjI7UGJ2CJ2Lj6Bvafi2H0iljFL99qsgGXceI1ZupfdJ2LZeyqOc/EJNloCjfrAS+uh31pz7Ve7GBB/CnbMgdO74HJ0jltIwbIkNLN73S7Cw8MxmUyMHTu2qEO5IxWX85uWlsYnn3xCw4YN8fDwwNvbm1atWrFsme0/hO1tf7NZs2bl+G+kTZs2mbbbvn07HTp0wNfXF09PTx544AHmz5+f7b7s2aZixYpZxvOvf/0rx+N67733rO23bNlSKPu4VfJyrguqH3u2mTdvHgMGDKBRo0a4urpiMpmYNWtWtv0bhsGSJUsIDQ0lKCgIDw8PatSowYABAzh27Fim9vZes7zElJXp06dTq1YtvLy8ePDBB7P8uZoxYwZOTk7s2LEjT/sRuSUcHKFSS6jzBOz5NotGN+6iC3lQQV7vxG6fOzgREREpTHrWu4h9ueEY0zdG5KptzJUkOk/bBEC/FpUY81jtzI28As0vgI6Tb9TVymnyrpv8PMz8tdm/od079m0rBaJKlSo899xz2bYpV64cBw4cKLrJNIppLHLrGIZBt27d+P7776lSpQovvvgiiYmJ/Pjjj3Tu3JmpU6fy73//O8/tbWnQoAFhYWE21y1evJh9+/bRrl3GetLh4eG0a9cOFxcXunfvjo+PD0uWLKFnz55ERkYyevToTH3lZRsfHx+GDRuWaXmjRo2yPaYDBw7w5ptv4unpydWrV7Ntm9d93Cp5OW8F1Y+924wZM4aoqCj8/f0JCgoiKioqx7hGjBjB5MmTCQoKokuXLnh7e7N7926++uorFixYwObNm6lbt26Gbey5ZnmJyZbFixfTv39/HnzwQTp06MCSJUt45JFHOHDgAPfcc4+13fnz53n11VcZPnw4DRs2zNO+RG6JM3+ZJ5g9/3fmEgUZ3BhUsG4ClK4BpWuaJ/4qQH59++D9+GNc2byZmA8n59i+zLixuNeti1NpewdIiIiIyJ3IZBjZFTaS9CwzyMbFxeHt7V0gfY7/eX+uE7HpZZmIvdn+ZbB0ICRdsT+4Wl2g64xbNvFBQkICERERVKpUCTc3t1uyz+ImMjKSSpUq0a5dO1asWFEofffq1SvPI6zs6SM8PJzQ0FDCwsKKfNTmnag4nN/FixfTtWtXmjdvzurVq3F3dwcgJiaGRo0aER0dzcGDB6lYsWKe2tsjKSmJsmXLEhcXx8mTJylTpgwAKSkp1KxZk5MnT/LHH39w3333AXD58mWaNWvG33//zf79+6lWrZq1r7xsY4k5MjLSrrhTU1Np1qwZJpOJ6tWrM2/ePP744w+aNm2aqW1e95EbISEhREZG5qvvvJy3guonL9usWbOGatWqERwczKRJk3j99deZOXNmliVWoqOjKVeuHBUqVGD37t0Z7gOmTJnC8OHD6dOnDzNmzLAut/ea2RtTVtq1a0dkZCT79+/H0dGRqKgoKleuzDvvvMOoUaOs7Xr06MGWLVvYu3cvHh4edu0jt7+zC+PeSQpfsbtuMztA1Cb7twtuDn1+KfBwEv4+xPGXXiL17NmsG5lMOJUpQ9Xf1mBy1GSuIiIidzJ77p1UmqCIvfRQZX4e0oIJT9TNuTEw4Ym6/DykBS89VDl3O6jdCQZvg8emQLV2OTbHlO5H4sBSmFK30GttSd5kVZc1NTWVd999l6pVq+Lm5kbVqlWZOHEiaWlptjsCNmzYwOOPP46/vz+urq5Uq1aNMWPGcO3atTzFMnbsWEJDQwEYN25chsdxIyMjWbduHSaTicGDB9vsb//+/ZhMJjp37pzjvtM/or9hwwZatWpFiRIl8PPzo0ePHpw8eTJfx5y+/z/++IN27dpRsmTJXJWJSElJYeLEiVSpUiXDtTh27Fima5eUlMTUqVNp164d5cuXx9XVlYCAAJ588kl27tyZod+czm9ejjMvli5dCsDo0aOtSVUAf39/hg8fTmJiIjNnzsxze3v88MMPXLhwgccee8yahAVYu3YtR48epUePHtbkHICXlxdvvPEGKSkpmfaZl23y6t1332X37t3MmDEDx9v8D/WCOm+36po9/PDDBAcH5/r4IiMjSUtLo3nz5plurjp27AjAuXPnct2fLfbGlJUTJ05w3333WX+mgoOD8ff35/jx49Y2K1euZMGCBXz++ed2J2FFbrn2k+DJr6DliNy1bznC3L79pAIP5cqmTUT16EHq2bM4BQSYF958T3DjfZnRrysJKyIiIhmoNEERC/B2I8DbjVpB3kxdeyTTRF3pBfm48UzjCjg62FllyqecuXbs/b1hdieI3JB126wmPug2p9BnoZWC8dJLLzFjxgwqVarE4MGDSUhIYPLkyWzevNlm+88//5xBgwbh6+vL448/TunSpdm+fTvvvPMO69atY926dbi4uNgVg2V03ezZs2nVqhUhISHWdSVLliQ0NJTq1avzzTff8MEHH2RIyoG5tiFA//79c73PLVu2MHHiRDp27Mh//vMfduzYwYIFC9i4cSPbt2/PkJzLyzFv3ryZCRMmEBoayksvvZQhoZGVvn37MnfuXKpUqcLgwYNJTExkypQp/PHHH5naXrx4kWHDhtGyZUtrjctjx46xbNkyfv31VzZs2EDjxo1zdX7zepwhISGsX7+edevWZegzK2dvjASqVKlSpnWWZWvXrmXcuHF5am+Pr7/+GoB+/fplWB4eHg5A27ZtM21jWbZ+/fp8bwOQmJjI7NmzOXXqFL6+vjz44IPce++9Wca8d+9exo0bx5gxY6hTp06W7fKzj1spr+etIPopqH1np1q1ari4uLBp0yYuX76Ml5eXdd0vv5hH3LVu3TrTdkVxzcqXL89ff/2FYRiYTCZOnjxJTEwMFSpUAODatWsMHDiQ559/3uY5Eyl2guqbX2mpsHu++f7UZuktE3iXhdDRhfJEV+z3SzgTFgYpKXg0asQ9n0zl6rZtnJ0wkZTof+ZWcCpThjKjX8db/75ERETkJkrEFhOODiY63RvEFxuyLlPQ6d4g+5Ow6ZlM0PM7+KwZXLxpUhGTQ+YkLGC9yV3+CniXM9/Upq9DK4XiyJEjNh83b9++vc1Hli3Cw8OZMWMG9957L5s2bcLT0xMwj0Bs0KBBpvb79+9nyJAhNGjQgDVr1uDn52ddZ3ksdurUqbzyyit2xW9J4s2ePZuQkBCbx9K/f39effVVvvvuO1544QXr8qSkJObOnUu5cuV49NFHc73PlStXMn36dF588UXrsrfeeouwsDBGjx5tTdTl9ZhXr17N119/Td++fXMVz2+//cbcuXNp1KgRGzZssCabx4wZk2HEnoWvry/Hjx+nXLlyGZbv27ePpk2bMnr0aFavXg3k7vwW1rVNr/SNencRERHUqlUrw7qICPP/ZYcOHcpz+9yKiorit99+o1y5crRv3z7DusOHDwPYfBze19cXf39/a5v8bAPmR9dvHqHevn175s6di7+/f4blKSkp9O7dm1q1amV4VDwn9uwjK7Z+XiIjI4mNjbW5btiwYRkS/FnJ63kriH4Kat/ZKVWqFO+88w6vvvoqtWrVolOnTnh5ebFnzx7WrFnDSy+9xJAhQzJtVxDXzF79+vWjW7duhIaG0rhxY3744Qfc3d3p2bMnAG+++SaXL19m8uSc61uKFCsOjtD+3RtzIJjInIw1oGEv2PcDlCgDwQ8WSELWMAxipk4l5tPPAPB+7DGCJryDg4sL3m3b4tWmDdf+/B8p58/jVLo0Ho3u10hYERERsUmlCYrYufgE9p6KY/eJWL7fcSrbtt/vOMXuE7HsPRXHufisR85my9kNev0MHjdNGGAzCZvO1XMwvTV82Qr+LJhHciVrR48eZdy4cZleWc16bTFnzhwA68Q/FuXKlWPo0KGZ2n/xxRekpKTw3//+N0OiDmDkyJGULl2aBQsWFMARZda7d29cXV2to18tfvzxR2JiYujTp49dj2rXqFEjU5L01VdftR5DUlISkPdjvu+++3KdhAXz7OcAb7zxRoYRv4GBgTavhaura6YkLECdOnUIDQ1lw4YNJCcn53r/eTnOOXPmcODAAR544IFc7cOSKJ80aRIJCf/8n3ThwgWmTJkCQGxsbJ7b59bMmTNJS0uz+TMTFxcHkOVEct7e3tY2+dmmb9++hIeHc/78eeLj49myZQuPPvooK1asoFOnTtxcjn3ChAnWkgTOzs65Ok5795EVW/+3REVFERcXZ3Ndbq9JXs5bQfVTUPvOyYgRI/jmm2+Ii4vjs88+47333uPXX3+lcePGPPfcc5muZUFdM3t17dqVzz//nDNnzvDZZ59RunRpVq5cSfny5dm5cydTpkzho48+wtfXl1GjRuHv74+LiwuPPPIIx44dy3kHcseaNm0atWvXtj6BUSzV7mR+Uss7yMZKE4RPgO9fhNmP5anElpGaytWt24j7eTlXt24j7fp1Tr/2mjUJW2rAAMq+9y4O6Z4oMTk64tnkAXwe64hnkweUhBUREZEsaURsEftyw7FcT9YVcyWJztPMExXkerIuW3zKQfd55hvU1GTzRAa5mQCh9RtQ9WGNhr0F8jpZ1+7duwFo2bJlpnW2llkSuytWrGDNmjWZ1js7O3Pw4EG748gNf39/nnzySRYsWMChQ4eoXr06YH7E3GQyZRjZmhvNmzfPVLfV3d2d+++/nxUrVnDo0CHq1q2b52PObXLSwnItHnzwwUzrbC0D2LVrF++99x4bN24kOjo6U+I1JiaGoCBbf3hmlpfjtDy2nFvPPvssM2fOZN26ddSrV4/27duTnJzM0qVLraUg0idG7W2fG2lpacycOROTyWRXorygvfnmmxneN2nShJ9//plWrVqxceNGfvnlF2sd0d27dzN+/HhGjBhh10z19uwjO7aSfwUxWdfdYPz48bz11luMHTuWF154AV9fX3bt2sXLL79MaGgoixYt4sknn7S2L6hrlhcDBgxgwIABGZalpqbSv39/WrduzXPPPcd7773HRx99xPvvv0/16tV59dVX6dKlC7t27cLBQZ/V340GDx7M4MGDrRNOFFu1O0HNjhC1Ga6chZhDsP5dMo2QtbPEVvyqVZnKDJhcXDCSksDRkcCxYfh27VrAByMiIiJ3EyVi71YVmsIj42HFa7mfhfbaRTiyBvyrQc3HCqX2luRPXFwcDg4ONh93TV8j1eLixYsAvPPOO4Uemy0vvfQSCxYsYPr06bz33nscP36c1atX8/DDD1tnG8+tAMuEGTexHLdlNFxej9nW+ctOfHw8Dg4OlCpVKld9bd682Vpfsm3btlSrVo0SJUpgMplYunQpu3fvJjExMdf7vxXX1snJiV9//ZVJkyYxf/58vvzyS3x8fHjiiScYMWIE1atXt5YjyEv73Fi9ejXHjx+nTZs2NmvPWhIJWY2GtJVsyMs2tjg4ONCnTx82btzIpk2brAm3Xr16UaVKFZtlAOyV1T6KQkGdt6K8ZtlZu3Ytb7zxBsOHD2f06NHW5c2bN+fnn3+mcuXKDB8+PEMi1paivGYff/wxBw4cYM+ePQB89NFHPP/88/znP/8BwNPTk4ceeog1a9aodqwUf1fPg6sXOHvAiqxKvOS+xFb8qlWcGjoMbvqwyrjxRE2pl15SElZERETyTYnYIvbSQ5Xpcl85/joZy+gf9ubYfsITdal/T0kCvFzzv/Prl+xrv2XaP997lzXX6NIEXsWKj48PaWlpxMTEZEpoWSZKSs8y83d8fHyGiWdulZCQEGrUqMGcOXN45513mDFjBmlpaXZN0mWR1WzlluO2JGHyesw3j7bNibe3N2lpaVy4cCFTYtzWtXjnnXdITExk48aNNG/ePMO6LVu2WEfY2rN/KPxr6+rqSlhYGGFhYRmWWyZPatSoUb7a5ySrSbosLDVDDx8+zP33359h3aVLl4iJick0Qjkv22TFcu2vXbtmXWa5lm5ubja3adasGQA//PADXbp0ydM+ikJBnbeivmZZWb58OQChoaGZ1pUuXZp69erxxx9/EBMTk2Pt16K4ZlFRUbz55puMGzeOypUrEx8fT3R0dIZR2ZZzd/DgQSVipfjbPBX++CR3bS0ltgCa/RvamT+kTD53jpTz5zFSU4ke91amJGx6sYsWUSI0BJOjI06lS+OcxQfAIiIiItnRc2dFLMDbjbrlfHimcQWCfGz/UZ5eSXcX6pbzIcA757Y5atQH+q+Dig/Zv63lUS87625J4bLMxP37779nWmdrWZMmTQByrD2bF5ZHzFNTU7Nt179/f86ePcuPP/7IzJkz8ff3p3Pnznbvb9OmTZkeub5+/Tr/+9//cHd3t5Y+KMxjTs9yLTZv3pxpna1lR48exc/PL1MS9tq1a+zYsSNT+5zO7606zqx88803AHTv3r1Q2oO5tuyPP/6In58fTzzxhM02rVq1AmDVqlWZ1lmWWdrkZ5usbN26FSDDCO8XX3zR5suSTOzUqRMvvvhirkeF29pHUSio81bU1ywrljrT58+ft7nestzVNecPSovimg0aNIjq1aszfPhw4J8SFelH2ltqN9v7wZNIkchrieV0212YMZPIp54mqtszpF64kO1mqRcuENXtGSKfepoLMzRfgoiIiOSNErHFwLn4BA6ciadXs+Ac2765bG/+J+yy8AqEcg2hx0IIMieNcLhpkLQpqx8Rw/xa/gqc/B+c3gWXo7NoK7fKCy+8AMBbb73F1atXrctPnTrFxx9/nKn9oEGDcHJyYsiQIZw4cSLT+tjYWHbu3JmnWCwTRJ08eTLbdpZJu4YOHcrx48fp1asXLukmwMitv//+mxkzZmRY9v7773P+/HmeffZZa5+FeczpWWYnf/vttzNMTBUdHW3zWgQHB3Pp0iX27dtnXZaamsqIESNsJn5yOr95Oc7jx49z8OBBu0bpxcfHZ1q2ePFiZsyYQePGjTM9pm1v+6NHj3Lw4EGbE5XNnTuXpKQknnvuuSyTX23atKFy5crMnz+fXbt2WZdfvnyZt99+Gycnp0wz2tu7zf79+21OaLVx40YmT56Mq6trhuOaPn26zZdlxObrr7/O9OnTadCgQZ73Ya/w8PB814fNy7m2dX1vxTXLC8uHJJMnT85UAmH27NkcOXKE+++/3zoCvbCvmT0WLlzIypUrmT59uvVDHB8fH4KCgvj555+t7X766ScAatWqdUviEsmX5kPgpfXw2JTctX9sirl98yHWRXn9yEEfVYiIiEheqTRBMfDN1uN8/NvhXLVNP2HX0DbVGP5I9fwH4OIJzy6EL0PhSjR4BcHlM+Z1Rlr226Z/1KvVKAh9Pf/xSJ6FhITQp08fZs6cSb169XjiiSdITEzk22+/pWnTphn+4AaoW7cun376KQMHDqRGjRp06NCBKlWqEB8fz7Fjx1i/fj29e/fm888/tzuWmjVrUrZsWRYuXIiHhwf33HMPJpOJgQMHZqjVWKpUKZ566inmz58PZP2IeU7atm3LoEGDWL58OTVr1mTHjh3WWcInTJhwS445vYcffpiePXvyzTffUK9ePTp37kxiYiKLFi2iSZMm/PTTTxkmwxkyZAirVq2iRYsWdOvWDTc3N8LDwzl16hQhISHWR/ctcjq/eTnOF154gfXr17Nu3TpCQkJydZxNmjShfPny1KpVCzc3N7Zt20Z4eDiVK1fmu+++yzT5lr3t27RpQ1RUFBEREZlGD+ZUlgDMdWmnT59Ou3btaNmyJc8++yze3t4sWbKEiIgIxo8fbx0tnddtFi1axHvvvUebNm2oWLEirq6u7N27l1WrVuHg4MDnn39u90RoNyvIfdhbm3bYsGGULFkyx3Z5Ode2ru+tuGZgTohv3LgRwFozdfr06dZ/a126dMlQGqJr16588cUXhIeHU61aNTp16oSvry+7d+9m9erVuLq6MmXKFGv7vFwze2PKjdjYWIYNG8bw4cMzTQ738ssv8+qrr9K+fXuqVq3KzJkzadCgAW3atLFrHyJFwlLrNbAebHjP/LSWzWGyJnNJrYYvZJrfwK9vH7wff4zre/dyNmxsjrssM24s7nXr4mRnPXMRERERK0NyLS4uzgCMuLi4Au1336lY44cdJ40xP+wxgl/7OcfXmB/2GD/sOGnsOxVboHEYJ/9nGG+XMYwwb8OY08UwfnrZ/H1Or59fNozd3xrG6d352v3169eN/fv3G9evXy+gA7r9REREGIDRrl27XLft1atXhuUpKSnGxIkTjcqVKxsuLi5G5cqVjQkTJhhHjhyx2d4wDGPbtm1G9+7djbJlyxrOzs6Gv7+/0bBhQ2PUqFHGgQMHctxnVsu3bNlitGrVyvDy8roxhBojIiIi0/5XrlxpAEaLFi1yPO6brVu3zgCMsLAwY/369UbLli0NDw8Po2TJkkb37t2N48eP29wut8ecvn97JScnG2+//bZRqVKlDNdi69atBmAMHTo0Q/vFixcbDRs2NDw8PAx/f3+jW7duxtGjR41evXrZPHe5Ob+5PU7DMIxWrVoZgLFu3bpcH2NYWJhRr149w8vLy3BzczNq1apljBkzJsv/J+1tHxwcbPO4LOfwgQceyFWcW7duNdq3b2/4+PgY7u7uRqNGjYx58+YVyDbh4eFGt27djKpVqxpeXl6Gs7Ozcc899xjdu3c3tm7dmqv4DMOwXuc//vij0PZhGIb1ZyW3L1v/ZrNjz7nO6vra209etrGc76xetv7NJyQkGO+++67136mTk5NRrlw5o0ePHsaePXsytM3LNctLTDnp16+fUalSJePq1auZ1qWkpBivv/66ERAQYLi5uRnt27fP9fXO7e/swrp3ksJ12123fT8aRpjPjZeNe9V1kwzjr+8M49gGw0hNMQzDMNJSUowrW7YasT/9bMRv3GgcqH+vsb9GTduvmrWMQ61CjLSUlCI9TBERESme7Ll3MhlGNlXpJQPLrMtxcXHWiXAKwkerD+V6RGx6BTYiNr39P5prv+ZFPkfEJiQkEBERQaVKlbKcxEbuTO+99x6vvfYas2fPtpZXyK3w8HBCQ0MJCwsrkFnob4Xp06fTv39/64hVEZHbTW5/ZxfWvZMUrtvyuu1fBiteg/jT2bfzLkt8yec5O2c1KdG5KKt1o2ZyuY+n4K1J7ERERMQGe+6dVJqgGOjZpAKP1C5DaprBi7O3E3MlKcu2/iVc+LpXYxwdTAR45TwhiN1qd4ZWr8H6d83vXb0hMXNNRyvPAHNZAwdH8+NhInZKSEhg2rRp+Pn50bVr16IOp0BFR0dTpkyZDBPfnDp1ivHjx+Po6Mhjjz1WhNGJiIjcQWp3gpodIWozXDkLF45A+MRMzeL3XeLUpjlkVenVoWRJ0tLVd3YqU4Yyo19XElZEREQKhBKxxUCAtxsB3ubRJOO71GXgPPMM6emHKltuFcd3qcu95UsWbkAhr0NCHGz9HJItk/aYbEfU8UO45/7CjUfuSBs3bmT9+vWsXLmS48ePM2nSJNzd3Ys6rAI1adIkli9fTsuWLQkICOD48eP8/PPPXL58mbFjx1K+fPmiDlFEROTOcfU8uHqBswesGJVptZEGZ3fkMMLXwYEyYW+SGhePS6WKeD/8MKab6peLiIiI5JUSscVM+7pBfPZcQ8b9tJ8zcf/MtB7o40bY47VpXzeo8IMwmaDdBIg/BQd+Mt/MupQwT8xl4V0W2k8yjz6wJS31nxEJJcpA8IOZJkiQu9uaNWsYN24c/v7+DB8+nFdeeaWoQypw7du3Z//+/SxfvpxLly7h5uZG/fr1GTRoED169Cjq8ERERO4sm6fCH59kufraeRdSrmd/P5p28SJnx70FgG/v3vi0a1egIYqIiMjdTYnYYqh93SAeqR1Iz+lb2HLsIs81rcC4TnVxdLD9CFWhcHCEJ7+COV3gxBZw84WusyEtJefEqq0aXd5lof27WSdu5a4zduzYAqnpGhISQnEtdd2+fXvat29f1GGIiIjkyrRp05g2bRqpqalFHUre5HA7kJJg36CAW3jnLSIiIncJh6IOQGxzdDBRr5wPAMcvXGNbxEVS025xssnZHZ5dAKWqweVTsOF9qNYWKrXMPgm76IXMEyXEnzEv37+s8OMWEREREbsNHjyY/fv3s3379qIOJW+aD4GX1sNjU2yudnLLXYK5zLixVPx+MX59+xRgcCIiIiIaEVtsrdh7hm+3nwBgw+EYNhyOIehWliew8PCD576Hrx+Bs3vh2+eg53fglG6isMvR5ldaKix/GdvDEW4sW/4KeJf7Z3IvTfAlIiIiIgXBcm8ZWA82vGceCJDuvtSjdBKOrqmkJjpgc7yryYRTmTL4Pv206sKKiIhIodCI2GJoxd4zDJy3g/iElAzLo+MSGDhvByv2nrm1AfkGQ49F5jqxEevhuz6QmvzP+j9nwpetYHpr8yQJ2bl6ztzuy1bm7URERERECpKDo7kkFpA+4WoYYHI0yCoJC1Bm9OtKwoqIiEihUSK2mElNMxj30/7sxpQy7qf9t75MQdkG5jIFTm7w93L44V/mEbAANTua68k27pe7vhr3M7ev2bHQwhURERGRu1jtTtBtDkaJIK6edSEuyp0zW0uScs0JB6dUnHy9MjR3KlOGch9Pwbtt2yIKWERERO4GKk1QTJyLT+Dc5UT+OhnLmbiELNsZwJm4BL7dfpz695QkwMuVAG+3WxNkpYeg21xY2AP2LjbXkH38v3BwOayflPt+tk83v1qNgqD6hReviIiIiNy14k+6cfanMqSczbi8ZNVrBNx7nmvnnEhJcMTJLRWPKmC6J+t7cBEREZGCoERsMfHlhmNM3xiR6/ajf9gLQL8WlRjzWO3CCiuz6m3hqemwuA/snAsuntB8GNR41DxCdsEz2Zcn8AyAZxf+UyNWRERERKSAxa9axamhw8z1CG5y8WAJ3Esl410+XeL1yo2JZbvNMY+mFRERESkEKk0g9qvTBTp/av5+6+ew/Stz6YJ77oeOkzHX3bq59taNZR0/NLcr20CJWBEREREpMMnnznF93z6u/fUX0ePespmEtTi70xsjLf2SG21XjPqn/JaIiIhIAdOI2GLipYcq0+W+cqSmGbw4ezsxV5KybOtfwoWvezXG0cFEgJfrLYwynQbPQvJVWP4K/P4hOHvAQyOs9bhY8RrEn/6nvXdZaD9JIwxEREREpFBcmDGTS7Nm5aKliZRrTlw774JnmfT33AbEn4J1E6B0DShdU2W0REREpEApEVtMBHi7WWu9ju9Sl4HzdgBkmLTLMsZ0fJe63Fu+5C2Nz6bG/SDpGqx+A9a+DS4loOm/zMnWmh0hajNcOQslykDwg+ZyBCIiIiIiheDm57FykpKQxb3p7x+YvwY3hz6/5CsmERERkfSUiC2G2tcN4rPnGjLup/0ZJu4K9HEj7PHatK8bVITR3aT5fyDpqnmyrhWvgYsHNHzBnHSt1LKooxMRERGRu4Rf3z54P/4Y1/fu5WzY2BzbO7llUYKg5Yh/RsSKiIiIFCAlYoup9nWDeKR2IJ+FH+GDVYeo6O/Bby+H4Ohg72f9t0DIKEi6An98Asv+Yy5TUO/poo5KRERERO4izgEBOAcE4FazJhc++5yU6OgsWho4eaTiUfrmUmAmczmt0NF6kktEREQKhSbrKsYcHUw8XLsMALHXkotnEhbAZIK246FRX8CAJS/BweVFHZWIiIiI3IVMjo74Dx6UbZsy913GlOkvIQPaTVQSVkRERAqNErHFXLmS7oA5EXs5IbmIo8mGyQQdPoT63cFIhe96w5HfijoqEREREbkLJR2LAMDk7JxhuVNgIOVGvoB3HV/bG14+DRG/w57F5q9pWZQvEBEREckDlSYo5rzcnCnp4UzstWROxV6nZqBzzhsVFQcH6DwNkq/BgWWwsCc8v8Q8UZcUqqSkJN566y0WLFjAiRMnSE5OZt26dVSsWJFKlSrRq1cvZuVqFuGszZo1iz59+ljfP/PMMyxcuDCfkRd/R44coVq1atb3wcHBREZGFl1AIiIiYpORmsq1P/9HUlQkl+bPB6Dc1P/i4O5ByvnzOJUujUej+zE5OkLaaxknlj23H34dCStGZezUuyy0f9c8Ga2IiIhIPmlE7G3gHl/zqNiTF68XcSS54OgET30NVR+BlOvwTTc4vqWoo7rtjBw5EpPJxLZt23LV/oMPPuCdd96hQoUKjBw5krCwMCpWrJhl+/DwcEwmE2PHjrU7ts6dOxMWFsbTT9/aOsD5iTk//Pz8CAsLIywsDB8fnwLpMy0tjU8++YSGDRvi4eGBt7c3rVq1YtmyZXb1YxgGS5YsITQ0lKCgIDw8PKhRowYDBgzg2LFjmdrHxsbyn//8h2bNmhEYGIirqyvlypWjdevWfP/99xiGUSDHl1/bt2+nQ4cO+Pr64unpyQMPPMD8G39Q3+zUqVNMmTKFtm3bUqFCBVxcXAgMDOSpp55i69attzjyrM2bN48BAwbQqFEjXF1dMZlMefpwpGLFiphMJpuvf/3rX4W678J0J15zEbm14let4kibhzneqxfRb4ZhJCaCkxNGYhKeTR7A57GOeDZ5wJyEhX8mlq33tPmrV2AWHZ+BRS/Afvt+R4uIiIjYohGxt4F7Snqw91Q8Jy5dK+pQcsfJBZ6ZC990hcjfYXYneOIzqPtUUUd229ixYweOjo7Uq1cvV+1/+eUXSpQowapVq3BO9whecnIyBw4cKLAEIkCXLl3o3bt3gfVX3Pn5+VmTvwWRvDIMg27duvH9999TpUoVXnzxRRITE/nxxx/p3LkzU6dO5d///neu+hoxYgSTJ08mKCiILl264O3tze7du/nqq69YsGABmzdvpm7dutb2MTExzJgxg6ZNm9KlSxf8/Pw4d+4cP/30E08//TT9+/fnyy+/zPcx5kd4eDjt2rXDxcWF7t274+Pjw5IlS+jZsyeRkZGMHj06Q/upU6fy7rvvUqVKFR555BECAgI4fPgwS5cuZenSpSxYsIBu3boV0dH8Y8yYMURFReHv709QUBBRUVF57svHx4dhw4ZlWt6oUaNC33dhuFOvucjtaNq0aUybNo3U1Nvrcfz4Vas4NXQY3PyBYkoKp4YNg4+n4N22bdYdpKVmHglrZQAm8/qaHVU/VkRERPJFidjbQHm/GyNiL90GI2ItnN2hx7fwfT/4+xdY3BcuRUKLl831ZCVbO3bsoGbNmri7u+eq/enTpylVqlSGJCyAs7MzNWvWLIwQJY++//57vv/+e5o3b87q1aut13jChAk0atSIESNG8Nhjj2U7ohkgOjqaKVOmULFiRXbv3o23t7d13ZQpUxg+fDiTJ09mxowZ1uWVKlUiNjYWJ6eM//VfvnyZpk2b8tVXXzF06FDq1KlTcAcMhISEEBkZmWNJh5SUFPr164fJZGLDhg3cd999AISFhdGsWTPCwsLo2rVrhlIRDzzwABs2bKBly5YZ+vr9999p06YNAwcOpHPnzri6uhZq7DmZPn061apVIzg4mEmTJvH666/nua+SJUvaNTK8IPedW7fzNRe5mw0ePJjBgwcTHx9foB/iFiYjNZWzEyZmTsKmc3bCRLzatPlnNKzFmb/g/EE4/zfEn85uLxB/CtZNgNI1oHRNCKpfMAcgIiIidxWVJrgN3OPrAcDJ22VErIWLJzwzD5remLX2t7dg2b8hJalo4yrGhgwZgslk4tKlS+zbty/DY8e2Ehpjx47FZDIRERFBVFSUtW1ISAgAkZGRmEymDCNYx44dS2hoKADjxo3LcR/2SElJYeLEiVSpUgU3NzeqVq3KxIkTOXbsWKY4kpKSmDp1Ku3ataN8+fK4uroSEBDAk08+yc6dOzMdZ25j3rBhA48//jj+/v64urpSrVo1xowZw7Vrmf/9fP/997Rq1YqAgADc3NwoX7487du3Z+nSpfk6D9mx9D169OgMiXZ/f3+GDx9OYmIiM2fOzLGfyMhI0tLSaN68eYYkLEDHjh0BOHfuXIbljo6OmZKwAF5eXrRr1w4w18S9mT3nND/Wrl3L0aNH6dGjhzUhZ4nvjTfeICUlJdO5efLJJzMl5ABatmxJaGgoFy9eZM+ePQUaZ148/PDDBAcH3zb71jUXkeIu+dw5ru/bx6XFi0mJjs66oWGQEh3NpcWLub5vH8npfzeuGAVL+sPvH+Rup79/YG6f5ehZERERkexpROxtwFoj9nYaEWvh4AjtJ4JvJVjxGuycB7HHodtccC9Z1NEVO82aNePs2bN89913dOjQgcaNGwPg4OBgM5FiSbhOmTIFwPq4cnajKS0j1WbPnk2rVq2sfYB5pF1+9O3bl7lz51KlShUGDx5MYmIiU6ZM4Y8//sjU9uLFiwwbNoyWLVtaa0MeO3aMZcuW8euvv7Jhwwbr8ec25s8//5xBgwbh6+vL448/TunSpdm+fTvvvPMO69atY926dbi4uADw2WefMWjQIIKCgnjiiScoVaoUZ86cYdu2bSxdupQuXbrk+rhDQkJYv34969atyxCbLWfPngXMo1NvZlm2du1axo0bl20/1apVw8XFhU2bNnH58mW8vLys63755RcAWrdunav4ExISWLt2LSaTidq1a2dYZ885za/w8HAA2tp4fNSybP369bnuzzJC3Fby+XaWmJjI7NmzOXXqFL6+vjz44IPce++9Bda/rrmI3A4uzJjJJTtKBp0NGwuAb+/eBI56zbyw/aR/RsTmJhnbcsQ/I2JFRERE8kB/qdwG/hkRexsmYi2avAS+weYSBREb4Ou20HMR+FYs6siKlR49ehAVFcV3333H0KFDbSYn0gsJCSEkJMRauzQ3jytbEoWzZ88mJCSkwCa/+u2335g7dy6NGjViw4YN1tGeY8aMyTDSzcLX15fjx49Trly5DMv37dtH06ZNGT16NKtXr851zPv372fIkCE0aNCANWvW4OfnZ11neRx76tSpvPLKK4D5cW0XFxd2795N6dKlM/R14cKFPJ+HnFj2FRERQa1atTKsi4iIAODQoUM59lOqVCneeecdXn31VWrVqkWnTp3w8vJiz549rFmzhpdeeokhQ4bY3DY2NpYpU6aQlpbGuXPn+OWXXzhx4gRhYWEZHgG395zm1+HDhwEyxGDh6+uLv7+/tU1Ojh8/zpo1awgMDMx1rWVbP1eRkZHExsbaXDds2LB8f3iRF9HR0ZnqNLdv3565c+fi7++fr77vtmsuIrevvBa6yrBdUH3zKy0Vds83T8xFFiUOvMtB6GjViBUREZF8USL2NmAZERt3PZmF248T7OfJA5X8cHS4zWqtVm8HfX6F+c9AzN/wVRt4diGUb1zUkRUru3btAqBBgwZFGoe95s2bB8Abb7yR4ZH7wMBAhg4dmqkupaura6YkLECdOnUIDQ1l5cqVJCcnZ6p7m5UvvviClJQU/vvf/2ZIHgGMHDmSyZMns2DBggwJJGdnZ5v9lypVKlf7tJgzZw7Xrl2jQoUKObZ99NFHWbBgAZMmTaJ169a4ubkB5uSvZWRzbGxsrvY7YsQIypYty4ABA/jss8+syx988EGee+65LM9dbGxshhG3zs7OvP/++5mSa3k5p/kRFxcHkGVdQm9vb06ePJljP8nJyTz//PMkJiby3nvv4XhzTcAsZDcK2da63r173/JEbN++fWnVqhV16tTB1dWV/fv3M27cOH799Vc6derEpk2bMOWjDvfdds1F5Pbl17cP3o8/hpGaysmBg0jN5kNUx1KluOezTzE5OuJ004evwI0nuN6FRS9gTtXaSMa2Ha8krIiIiOSbErG3gd8Pn8dkMs9BMOp7c927IB83wh6vTfu6QUUcnZ2C6kP/32B+N4jeA7Mfgye+gDpdijqyYmPnzp2ULVuWgICAog7FLrt37wbMScCb2VoG5qTze++9x8aNG4mOjiY5OTnD+piYGIKCcvczvmXLFgBWrFjBmjVrMq13dnbm4MGD1vfdunVj1KhR1K1bl+7duxMSEkKLFi3ylFjLTQLW4tlnn2XmzJmsW7eOevXq0b59e5KTk1m6dCllypQByHUSafz48bz11luMHTuWF154AV9fX3bt2sXLL79MaGgoixYt4sknn8y0XcWKFTEMg9TUVE6cOMHChQv5v//7PzZv3syiRYusj3Xbe06BbJOAttZFRETkODGZPdLS0ujbty8bNmygf//+PP/887ne1rAx0UtBTdZVUN58880M75s0acLPP/9Mq1at2LhxI7/88ou1RnBe3G3XXERuX84BATjfuFcKDHuTU/8ZmrnRjf+DAsPexKN+DpNr1e4E3eaYS2mln7jL5ABGmrl8gYiIiEg+KRFbzK3Ye4aB83Zk+lw+Oi6BgfN28NlzDW+/ZKx3Weizwlym4PBK+K4XXBoL9/+rqCMrcleuXOHIkSN06NChqEOxW3x8PA4ODjZHk1oSjOlt3rzZWsO0bdu2VKtWjRIlSmAymVi6dCm7d+8mMTEx1/u/ePEiAO+8806u2o8cOZJSpUrx+eefM3nyZD788EOcnJzo0KEDU6ZMsVnDtSA4OTnx66+/MmnSJObPn8+XX36Jj48PTzzxBCNGjKB69eqZSiXYsnbtWt544w2GDx/O6NGjrcubN2/Ozz//TOXKlRk+fLjNRKyFo6MjFStWZNSoUTg6OjJy5Ei++uorBg4cCNh/TsE82/3NZs2aRWxsrLWGcXrpE9+WUZGWUZI3y2kWb8Mw6N+/P/PmzeO5557j888/z3XctzMHBwf69OnDxo0b2bRpU74SsbrmInI78nr4YRz9/UmNicmw3KlMGcqMfh3vHEo9WdXuBDU7QtRmuHIWSpQxf/3+RXMN2ZodzYMKRERERPJIidhi6Fx8AucuJ5KaZjBm6V6blaosy8Ys3UuQjzuODiYCvFwJ8Ha7laHmnWsJeHYBrBwNWz+HNWMh/gJU7FHUkRWp3bt3YxiGzZqqxZ23tzdpaWlcuHAhU51KywRV6b3zzjskJiayceNGmjdvnmHdli1brCNs7dk/mBM36SeuyorJZKJfv37069ePCxcu8Pvvv7NgwQIWLVrE4cOH2bNnT6E93uzq6kpYWFimBJZl4qJGjRrl2Mfy5csBCA0NzbSudOnS1KtXjz/++IOYmJhc1Q1t27YtI0eOJDw83JqItfecgu06q+Hh4URGRuZYj9hSJ/Tw4cPcf//9GdZdunSJmJiYLEdXp6Wl0a9fP2bOnMmzzz7LrFmzcHBwyFXMdwLLNb527Vq++tE1F5Hb0bXtf5IaE4PJw4N7pnxEavxlnEqXxqPR/Zjs/V3u4AiVWv7z3jBg/49wYBksHQQvrQPH3JVNEhEREbmZ/mIphr7ZepzHpm6k87RNxFxJyrZtzJUkOk/bxGNTN/LN1uO3KMIC4uAIj75rrsllcoD9S+HqeUhLKerIisxff/0FUKAzoNtiSTCmpqYWWJ+WmDdv3pxpna1lR48exc/PL1MS9tq1a+zYsSNT+5xibtKkCfDPo9X2KFWqFF26dOHbb7+ldevWHDhwgCNHjtjdT3598803AHTv3j3HtklJ5v8bzp8/b3O9Zbmrq2uu9n36tPkxzPSzzefnnOZFq1atAFi1alWmdZZlljbppU/IPfPMM8ydO/euqxG6detWgHw/8q9rLiK3o7gl3wPg07EjJR56CJ/HOuLZ5AH7k7C2mEzQ8UNw94Oze+D3yfnvU0RERO5aSsQWQ+3qlGHKMw14vmlwrto/3zSYKc80oF2dzI9/3xaa/gu6LwAnD0hJgEtRkJL7R9LvJBduTDRRokSJQt2PZRKe3EyCk1s9e/YE4O233yYhIcG6PDo6mo8//jhT++DgYC5dusS+ffusy1JTUxkxYoTN5GJOMQ8aNAgnJyeGDBnCiRMnMq2PjY1l586d1vcrV64kJSVj0j85Odn6aHb6Ccdycvz4cQ4ePJjr0Yjx8fGZli1evJgZM2bQuHFjm+UEjh49ysGDB611dC0J7MmTJ2d6rHv27NkcOXKE+++/P8Ooxl27dtl8BPzixYvW8gaPPvqodbm95zS/2rRpQ+XKlZk/f7510jqAy5cv8/bbb+Pk5ETv3r0zbJOWlsaLL77IzJkz6dq1K/PmzSvQhJxlZOetdvP1Bti/f7/Nidw2btzI5MmTcXV1zbYURW7omovI7Sb18mXiV5o/uCn59FOFs5MSAdDhffP3G96H6L2Fsx8RERG546k0QTG0ct9ZPv7tcK7bz90SxdwtUQxtU43aZbOupVes1WgP7oFw5gKkJkLMIfCrDC6eRR3ZLWUpSTBkyBCefvppXF1dadOmDS1btsxhS/vUrFmTsmXLsnDhQjw8PLjnnnswmUwMHDgw23qM2Xn44Yfp2bMn33zzDfXq1aNz584kJiayaNEimjRpwk8//ZThseEhQ4awatUqWrRoQbdu3XBzcyM8PJxTp04REhJifUw/tzHXrVuXTz/9lIEDB1KjRg06dOhAlSpViI+P59ixY6xfv57evXtba0g+88wzeHh40KJFC4KDg0lOTmb16tXs37+fZ555xq4JuF544QXWr1/PunXrCAkJybF9kyZNKF++PLVq1cLNzY1t27YRHh5O5cqV+e6772wmldq0aUNUVJR1oqOuXbvyxRdfEB4eTrVq1ejUqRO+vr7s3r2b1atX4+rqypQpUzL0MWvWLKZPn05oaCjBwcF4enoSFRXF8uXLuXLlCk899RQ9evxTHsTec5pfTk5OTJ8+nXbt2tGyZUueffZZvL29WbJkCREREYwfP57q1atn2Oatt95i1qxZlChRgurVqzN+/PhM/Xbp0oUGDRrkuP+cHqO/2bBhw3I9udv06dPZuHEjAHv27LEus/ycd+nShS5duljb33y9ARYtWsR7771HmzZtqFixIq6uruzdu5dVq1bh4ODA559/bvPn1p59323XXERuX0ZqKtf+/B9xy37ESEjAuUpl3HKakCs/6j4F+36Agz/Dj4Og328qUSAiIiL2MyTX4uLiDMCIi4sr1P2cjbtu7DkZa+w6fsm4/+1VRvBrP2f5uv/tVcau45eMPSdjjbNx1ws1rsJ2/fp1Y//ev4zrJ/cZxqkdhnFqp2Fcu1TUYd1yEydONCpVqmQ4OTkZgLFo0aIctwkODjaCg4MzLY+IiDAAo1evXpnWbdmyxWjVqpXh5eVlYC47bERERGS5j5kzZxqAMXPmzCzbJCcnG2+//bZRqVIlw8XFxahcubIxYcIEY+vWrQZgDB06NEP7xYsXGw0bNjQ8PDwMf39/o1u3bsbRo0eNXr162YwnNzFv27bN6N69u1G2bFnD2dnZ8Pf3Nxo2bGiMGjXKOHDggLXdp59+anTq1MkIDg423NzcjFKlShlNmjQxvvjiCyM5Odnm8WV1nlu1amUAxrp167I8N+mFhYUZ9erVM7y8vAw3NzejVq1axpgxY7L9vyU4ODjT8SYkJBjvvvuu9Rw6OTkZ5cqVM3r06GHs2bMnUx+///670bt3b6NmzZqGt7e34eTkZAQEBBjt27c35s+fb6Slpdncd27PaVZatWpl87xlZevWrUb79u0NHx8fw93d3WjUqJExb948m20tPyvZvbL7mU0vp35ufmX378XeOMPCwjK0t3W9w8PDjW7duhlVq1Y1vLy8DGdnZ+Oee+4xunfvbmzdurXA9m0Yd881l7y7fv26sX//fuP69ezvPW7VvZMUrOJ+3eJWrjQOtQox9teoaX0dbNTYiFu5snB3HB9tGBMrGEaYt2Gsf69w9yUiIiK3DXvunUyGYdiaC0pssMzeHBcXZ53QpLCt2HuGgfPM9TLTXyjTja+fPdeQ9nWDbkkshS0hIYGIiAgqBVfA7Xo0JN54fNu7LHgGmGt0SZGZNWsWffr0YebMmZkeFc7J9OnT6d+/v3Wk3e3KMjKxKB5VFxEpTqy/sytVws0t64lCi+LeSfKvOF+3+FWrODV0mHkSrZuZTJT7eArebdsWXgB/LYIl/cHBGQZsgDK1C29fIiIicluw595JNWKLufZ1g/jsuYYE+mT8IyfQx+2OSsJm4OBoLkvgcWOm9/jTEHcCjLSijUsA6NOnDyaTyeaEUtHR0dz82c6pU6cYP348jo6OPPbYY7cqzAJz5MgRTCYTJpOJqKioog5HRETkrmWkpnJ2wkTbSdgbzk6YiFGAk5FmUq8rVH8U0pJh6UBIvXsnmRURERH7Fdsasdu3bycsLIw//viDpKQk6tSpw7BhwzLUL8xJbGwskydPZunSpURERODq6kqlSpXo1asX/fr1y3YER3HSvm4Qj9QO5IlPN/HXyTheeqgSr7WvhaPDHTxC1GQCn3vAyRXiT8G1C5CSBH4VwaHY/tje0Ro0aEBYWJj1fd26dTO1mTRpEsuXL6dly5YEBARw/Phxfv75Zy5fvszYsWMpX778rQy5QPj5+WU47tzWBBUREZGCkXzuHCnnz3N9715SoqOzbmgYpERHc2nxYtzr1sWpdGmcAwIKNhiTCR77CD7dDGd2weaPoeUrBbsPERERuWMVy4xWeHg47dq1w8XFhe7du+Pj48OSJUvo2bMnkZGR1tm9sxMbG8v999/PsWPHaNGiBQMGDCAxMZFff/2VIUOG8MMPP7B69eoMkwcVZ44OJu69pyR/nYzD0cHhzk7CWphM5llqHV0gNgqSLkPMYfNoWSfXoo7urtOgQYMcJ79p3749+/fvZ/ny5Vy6dAk3Nzfq16/PoEGD7PoQpTjx8/OzexInERERKTgXZszk0qxZuW5/NmwsAL69exM46rWCD8g7CNq/C0v/BeGToFp7uH4RrpyFEmUg+EHzE14iIiIiNyl2idiUlBT69euHyWRiw4YN1lnkw8LCaNasGWFhYXTt2pVq1apl28+XX37JsWPHGD58OJMnT7YuT0pKokWLFqxdu5aNGzfy0EMPFerxFKTgUh4AHL9wrYgjucXcS5qTsRePQUoCxBwyJ2NdPIs6MrlJ+/btad++fVGHISIiIneQvA4/KNRhC/d2h30/wOGV8GUrc6kCC++y5kRt7U6FGYGIiIjchordcNC1a9dy9OhRevToYU3CAnh5efHGG2+QkpLCzJkzc+zn2LFjAHTo0CHDchcXFx555BEAzp07V4CRF77gUubEY9TFq0UcSRFw8QD/6uDkBmkpEHMErscWdVQiIiIiUsj8+vah4veLCV70LY6lSmXb1rFUKYIXfUvF7xfj17dP4QVlMkHNG39npE/CAsSfgUUvwP5lhbd/ERERuS0VuxGx4eHhALS1MdupZdn69etz7KdOnToArFixgocffti6PDk5mTVr1uDu7k6zZs0KIOJbxzIiNurCNQzDwGS6C8oTWBiG+SbXu5y5TEHiZTi3H7yCwLO0+Wa4OHD2KD6xiIiIiNwBnAMCrLVeA8Pe5NR/hmZudOP+KzDsTTzq1y/8oNJSYf27Waw0ABOsGAU1O6pMgYiIiFgVu0Ts4cOHAWyWHvD19cXf39/aJjv9+vVj7ty5fPjhh/z55580btyYxMREVqxYwaVLl5g/fz7lypXLto/ExEQSExOt7+Pj4+08moJVwc+ciL2ckELstWR8PV2KNJ5bKvkaTChb1FHkbPRplUwQERGR29K0adOYNm0aqampRR1KlrzbtuX6i325+PWMDMudypShzOjX8bYxmKNAnfkLzh+E839D/OlsGhrmCWfXTYDSNaB0TQi6BQliERERKdaKXSI2Li4OAB8fH5vrvb29OXnyZI79uLu7Ex4ezoABA5g3b551FK2DgwP//ve/adGiRY59TJw4kXHjxtkRfeFyc3Yk0NuN6PgEIi9cvbsSsSIiIiJSqAYPHszgwYOJj4/P8l68ODCuXwegxMMP492+PU6lS+PR6H5Mjrdg5OmKURC1Kfftf//A/DW4OfT5pXBiEhERkdtGsUvEFpSYmBg6d+7MuXPnWL58Oc2bNychIYFly5bxyiuv8PPPP/Pnn3/i6+ubZR+vv/46L7/8svV9fHw85cuXvxXhZ6lCKQ+i4xM4fvEa91XIOvY7jrOHebTpza7HQexxIM1cP9a3EjgVYYLa2aPo9i0iIiJyF7i6ZSsAJbt0xitdCbJbov2kf0bEWpKs2Wk54p8RsSIiInLXK3aJWMun75aRsTfL7Sf0L7/8Mps3b2b37t3Uv1EnysfHh/79+5OamsrAgQOZMmVKtiNeXV1dcXV1zcNRFJ5gPw+2RVwk6sK1og7l1jKZbD/y7+IJ7j5w8Zh5Eq/4k+BXxTy5l4iIiIjcUZLPniPp2DEwmfBo3PjWBxBU3/xKS4Xd880Tc2HYaGgC77IQOlo1YkVERMTKoagDuJmlNqytOrCXLl0iJibGZv3Ymy1fvhw/Pz9rEja91v/P3n3HN1V+Dxz/JN0bSierlD1lCjLbypapKIjIEEVFREDxKyLYAiogKqDiZE9F4OdC2RQoiCJDZaiMUqRQ2gLdO7m/Py4JLd3pSNqe9+uVV5PnPrn3JIE2OTn3PA8+CMDx48dLGG35y75gl7jD1gk8GqsVsfosuHkeUuPMHVWZu3z5MhqNhnHjxpXJ/OLsozT2LYQQQghRmJRfjwJg37w5VuZsn6C1gn6GxbryWqhVUatnJQkrhBBCiGwsLhEbEBAAwK5du3JtM4wZ5hQkIyODhIQEMjIycm2LiYkBsLhq16Lwq6FWhUbcTDZzJBbG2g48GoGdCyh6uB0OSdGg5FWhYLkMCc2CLhVFaGgoGo2GkJAQc4dSKVnK86vX6/n4449p164djo6OuLq6EhAQwPfff18q8/OjKArbtm0jKCgIX19fHB0dadKkCc899xyXLl0qleMW5xhxcXG89NJLdO7cGR8fH+zs7KhVqxYPPvggW7duRcnjd1G9evXy/X/+/PPPG+etXr260N8LPXv2LNbzV5aOHTvGQw89RPXq1XFycqJjx45s3LixTPezfv16nnvuOTp06ICdnR0ajYbVq1cXuP+iPv/FnV+S16s4j3n58uU0a9YMFxcXunTpwtGjR/Oct3LlSqytrTlx4kSBz4cQFYWhLYFT5wfMHAnQfDAMXwuuvrm3OXpCw3JumyCEEEIIi2dxrQl69uxJ/fr12bhxIy+99BJt2rQBIDExkXnz5mFtbZ2j6i42NpbY2Fg8PDzw8PAwjnft2pWdO3cyb9485s2bZxxPT0833g4KCiqXx1SajBWxt6QiNhetNbjXh/irkHJTXak2Kx3caqutDSqQBg0a8OSTTxY4p1atWpw7d84iFtOwpFhE+VEUheHDh7N161YaNGjA008/TXp6Ot999x1Dhgzho48+4sUXXzR5fkGmT5/OBx98gK+vL0OHDsXV1ZU//viDL7/8kk2bNnHkyBFatmxZouMW5xixsbGsXLmSBx54gKFDh+Lu7k50dDQ//PADjz76KBMmTOCLL77IdQw3NzemTp2aa7xDhw7G623atCE4ODjP52HLli2cOXOGvn37Ful5K2uhoaH07dsXW1tbHn/8cdzc3Ni2bRujRo3i8uXLzJw5s0z2M2vWLCIiIvDw8MDX15eIiIgiHacoz39x55v6ehXnMW/ZsoUJEybQpUsXHnroIbZt20bv3r05d+4ctWvXNs6LiYnh1VdfZdq0abRr1y6/p0GICkNRFJKP/gKAYycLSMSCmoxtOgAijkDSDbUo4IepkHgNDr4LvULMHaEQQgghLIligfbt26fY2Ngozs7OyoQJE5RXXnlF8ff3VwDlrbfeyjE3ODhYAZTg4OAc4ydPnlRcXFwUQOnYsaMybdo0ZeLEiUr9+vUVQGnfvr2SmpparLji4+MVQImPjy/pQzRZXHKG4vfaj4rfaz8qyemZZoujLKSmpipnz54t9uuSi16vKIlRihJ5Qr3EXlAUXVbpBFnGwsPDFUDp27dvme177Nix5bKP/fv35/l/U5QOS3h+v/nmGwVQunbtqqSkpBjHY2JiFD8/P8XOzk4JDw83eX5+rl+/rmi1WqVevXq5fh8vXrxYAZSnnnqqRMct7jGysrKUzMzcv5MTEhKU5s2bK4By+vTpHNv8/PwUPz+/Qh9vftLT05UaNWoo1tbWSlRUlMn7URRFCQgIKFEsiqIomZmZSoMGDRQ7OzvlxIkTxvGEhASlRYsWirW1tfLvv/+WyX52796tXL58WVEURZk/f74CKKtWrSrwOMV9/svy9SruY+7Tp4/SuHFjJStL/dt2+fJlRavVKvPnz8+x35EjRyr+/v5KcnKyyXHnp6h/sy3hvZMoPkt93dIjIpSzTZoqZ1u2UnRl8O+61Jz7UVGCXRVljruiRJ0xdzRCCCGEKGPFee9kca0JQK1UDQsLo1u3bmzevJlPPvmEGjVqsH79et54440i7aNNmzYcP36cp556iqioKD7++GNWr16Nk5MTc+bM4eDBg9jb25fxIyl9bo42uDnYAHBFqmLzptGAszdU9we0kJ4AsechK0NtVZCeCCm31J8VrHVBdvn1ZdXpdCxcuJCGDRtib29Pw4YNmT9/Pnq9Pt99HTx4kEGDBuHh4YGdnR2NGjVi1qxZpKQU7d/YvbGEhIQYK87nzJmT45Tcy5cvs3//fjQaDZMmTcpzf2fPnkWj0TBkyJBCj539FP2DBw8SEBCAs7Mz7u7uPPHEE1y9erVEjzn7/n/55Rf69u1LtWrVitQmIisri/nz59OgQYMcr8WlS5dyvXYZGRl89NFH9O3blzp16mBnZ4eXlxePPPIIJ0+ezLHfwp5fUx6nKb799lsAZs6ciYODg3Hcw8ODadOmkZ6ezqpVq0yen5/Lly+j1+vp2rUrrq6uObYNGDAAgOjo6BIdt7jHsLKywto690kmLi4uxurHCxcuFPrYiuP//u//uHnzJgMHDsTb27tU922Kffv2cfHiRZ544gnatm1rHHdxcWH27NlkZWUV6fU1ZT+9evXCz8+v9B5MGSjo9SruY/7vv/9o27YtVlZq70k/Pz88PDy4cuWKcc7OnTvZtGkTn332GY6OsoClqByS77TgcGh9H1pL/nfddAA0HaiuXfDjVCjgPZgQQgghqhaLa01g0LFjR37++edC54WEhOTbI7FRo0asXLmylCMzv3o1HPnjajwRN1No6uNa+B2qKlsnqFYb4iMhKxVizgEaUHR352itwdkLbF3ujlnZqJcK6tlnn2XlypX4+/szadIk0tLS+OCDDzhy5Eie8z/77DNeeOEFqlevzqBBg/D09OTYsWO8/fbb7N+/n/3792Nra1usGAIDA7l8+TJr1qwhICCAwMBA47Zq1aoRFBRE48aN2bBhA++9916O5BiovQ8BJkyYUORjHj16lPnz5zNgwABeeuklTpw4waZNmwgLC+PYsWM5Eh+mPOYjR47wzjvvEBQUxLPPPpsj4ZGf8ePHs27dOho0aMCkSZNIT09nyZIl/PLLL7nm3rp1i6lTp9K9e3djj8hLly7x/fff8/PPP3Pw4EHuv7M6dGHPr6mPMzAwkAMHDrB///4c+8zPjRs3APD398+1zTC2b98+5syZY9L8/DRq1AhbW1sOHz5MYmIiLi53///+9NNPwN1FGU09bnGPkZ+0tDT27duHRqOhefPmubanp6ezZs0aIiMjqV69Ol26dKF169aF7hdgxYoVADzzzDNFml/WQkNDAejTp0+ubYaxAwcOlNt+iqK4z39ZvV7Ffcx16tThzz//RFEUNBoNV69eJTY2lrp16wKQkpLCxIkTGT16dJ77FKKiSjH0h7WUtgQF6b8QLoXCf7/CiTXQ4SlzRySEEEIIC2CxiViRv7o1nO4kYmXBrgIlx0JS1N3bSh7VCPosSLiWc8zZJ+9FF8rRhQsX8vyCoV+/fjzwQP4fPkJDQ1m5ciWtW7fm8OHDODmpi7vNnDnT2G85u7NnzzJ58mTatGnDnj17cHd3N25bsGABr7/+Oh999BGvvPJKseI3JPHWrFlDYGBgno9lwoQJvPrqq3zzzTeMGTPGOJ6RkcG6deuoVasW/fv3L/Ixd+7cyfLly3n66aeNY3PnziU4OJiZM2cakyCmPubdu3ezYsUKxo8fX6R49u7dy7p16+jQoQMHDx40JptnzZqVo+LNoHr16ly5coVatWrlGD9z5gwPPPAAM2fOZPfu3UDRnt+yem2z8/T0BCA8PJxmzZrl2BYeHg7Av//+a/L8/NSoUYO3336bV199lWbNmjF48GBcXFz466+/2LNnD88++yyTJ08u0XGLewyDuLg4lixZgl6vJzo6mp9++on//vuP4OBgGjVqlGt+VFRUrqr2fv36sW7duhx9z+8VERHB3r17qVWrFv369Sv4CbtHXv9eLl++TFxcXJ7bpk6dmiPBn5/z588D5Pk4q1evjoeHh3FOeeynKIr7/JfV61Xcx/zMM88wfPhwgoKCuP/++/m///s/HBwcGDVqFABvvvkmiYmJfPDBB/nGJERFoygKyb/eScQ+0MnM0RSBW20IegN2vg57gtUqWWcvc0clhBBCCHMr80YJlYil9MtatONvxe+1H5WZ2/40axylrdR6xBpkZShKerKipCcpyvU/7/aMzety/U91Xnqyej8zMfRgze+yePHiXHOz92t96qmnFEDZunVrrn3Pmzcv1/yXXnpJAZRDhw7lmq/T6RRPT0+lffv2BR4zv/HCepjGxMQodnZ2Svfu3XOMb968WQGUWbNm5Xm/exmO06RJE0Wv1+fYlpKSonh6eioODg5Kenq6SY/ZsP+2bdsWKR6DcePGKYDy3Xff5dpm6GFZ1H69gwYNUmxtbZWMjLv/Ngt7fov7OBVFUSIiIpRz584VuZ/k2rVrFUDp3r17jv+3sbGxSr169RRAsbW1NXl+YTZs2KA4Ozvn+D/SpUsX5eDBgyWK05RjGNz7f9jGxkZZtGhRrn+biqIoc+bMUUJDQ5WYmBglISFBOXr0qNK/f38FUDp37pznfQwM/dGL+v8ku4J+x+R1KUrfXkVRlN69eyuAcv78+Ty3169fv0ivb0n3U9QescV9/svy9TLlMX/22WdK48aNFScnJ+WBBx5QwsLCFEVRlBMnTihWVlbKunXrlKysLOW1115TatSoodjY2Ci9evVSLl68WODzUlTSI7Zys7TXTZ+VpdzasuVuf9hs/b4tWlamonzWXe0Xu+Vpc0cjhBBCiDJSnPdOUhFbAdWtofbEkh6xhTC0GEhPVCtfC6LPUitm7VwKnldO+vbty44dO4p9vz/++AOA7t2759qW19jRO73WduzYwZ49e3Jtt7Gx4e+//y52HEXh4eHBI488wqZNm/j3339p3LgxoJ6+q9FoclS2FkXXrl1z9W11cHCgffv27Nixg3///ZeWLVua/Jg7duxYrHgMr0WXLl1ybctrDODUqVO8++67hIWFERUVRWZmZo7tsbGx+PoWrVrblMdpOK25qEaOHMmqVavYv38/rVq1ol+/fmRmZvLtt98aW0EYeliaMr8gb731FnPnziUkJIQxY8ZQvXp1Tp06xcsvv0xQUBCbN2/mkUceKdFxi3MMg3r16qEoCjqdjv/++4+vvvqKN954gyNHjrB58+YcfWTffPPNHPft1KkTP/74IwEBAYSFhfHTTz8Z+9Fmp9frWbVqFRqNpsgV2tkpefTGNrS7uLfHcGVW3OffXK9Xfp577jmee+65HGM6nY4JEybw4IMP8uSTT/Luu++yePFiFi1aROPGjXn11VcZOnQop06dQqu1yGUChMglYdcubrwzn6yoO2c5ZWZysf9DeM98HVdLb71hZQ2DlsKXD8Jf30DrkdCwp7mjEkIIIYQZSSK2AqpXQz3dPOKmJGKLRJdZ+JzizLNg8fHxaLXaPE+RzWsxn1u3bgHw9ttvl3lseXn22WfZtGkTy5cv59133+XKlSvs3r2bXr16Ua9evWLty8sr79P9DI87Pj4eMP0xF3cxpISEBLRaLTVq1CjSvo4cOWLsOdqnTx8aNWqEs7MzGo2Gb7/9lj/++IP09PQiH788Xltra2t+/vlnFixYwMaNG/niiy9wc3Pj4YcfZvr06TRu3NjYFsCU+fnZt28fs2fPZtq0acycOdM43rVrV3788Ufq16/PtGnTjElSU45b3GPcy8rKinr16jFjxgysrKz43//+x5dffsnEiRMLfGxarZannnqKsLAwDh8+nGdib/fu3Vy5coWePXvm2ffWXNzc3IC7/9fulZCQYJxTHvsxRVGe/+LOL8rrVVqPeenSpZw7d46//voLgMWLFzN69GheeuklAJycnOjRowd79uyR3rGiQkjYtYvIKVNzLa6adeOGOr50ieUnY2u2hY7Pwq+fwfaX4YWjYONQ+P2EEEIIUSlJOUQF5HenIjYyLpVMnazCmi9dJmSk5N0bNi+ZKer8CpyQdXNzQ6/XExsbm2ubYcGi7AyrwSckJKAoSr6XshIYGEiTJk1Yu3YtmZmZrFy5Er1eX6xFugyyr2CfneFxG5IYpj7me6ttC+Pq6oper+fmzZv5xpTd22+/TXp6Onv37uX777/n/fffZ86cOYSEhODj41OsYxuOD2X/2trZ2REcHMw///xDeno60dHRfP7550RGRgLQoUOHEs3Py/bt2wEICgrKtc3T05NWrVpx5cqVHP8PintcU46RH0PCy7AgU2EMX6SkpOT9ZZulLdJlYOhvmlf/1tu3bxMbG5tnD9Sy2o+pCnv+izu/KK9XaTzmiIgI3nzzTebMmUP9+vVJSEggKiqKdu3aGee0b98eoMzOdBCiNGRGR5N65gwpf/5J1Jy5uZKwgDqmKETNmUvKn3+SeuYMmfm8D7AIQW+AS024fRkOLjJ3NEIIIYQwI0nEVkBeLnbY22jR6RUib6eaOxzLlRwLsf9A/H9FnB+jzk+y4DfyhTCs3n3o0KFc2/Ia69RJXezCcBp7aTKc6q3T6QqcN2HCBG7cuMF3333HqlWr8PDwYMiQIcU+3uHDh3MlFlNTUzl+/DgODg7G1gdl+ZizM7wWR44cybUtr7GLFy/i7u5O165dc4ynpKRw4sSJXPMLe37L63HmZ8OGDQA8/vjjpT4/IyMDgJiYmDy3G8bt7OxMPm5pHuPaNXVBwOxtCQry653FaPKqCr958ybfffcd7u7uPPzww0XaX3kJCAgAYNeuXbm2GcYMc8pjP6Yq6Pkv7vyivl6l8ZhfeOEFGjduzLRp04C7LSiyV9KnpaUBxf9iSYjydHPlKi4Pe5SI4SPQ5fFlZna6mzeJGD6Cy8Me5ebKVeUUoQnsXeGhd9Xrhz+E6HPmjUcIIYQQZiOJ2ApIo9FQ112tio2QPrH5c/IAjybqxbVmwXNtHO9eT70FKbfyrsCwcGPGjAFg7ty5JCcnG8cjIyNZunRprvkvvPAC1tbWTJ48mf/+y52wjouL4+TJkybF4u7uDsDVq1cLnDdu3Djs7OyYMmUKV65cYezYsdja2hb7eP/88w8rV67MMbZo0SJiYmIYOXKkcZ9l+ZizM6xePm/ePGPyA9RV1/N6Lfz8/Lh9+zZnzpwxjul0OqZPn55nMrCw59eUx3nlyhX+/vvvIlcCglpxe68tW7awcuVK7r///lyn7hd3/sWLF/n7779z9Ms1JKs/+OCDXKdyr1mzhgsXLtC+fXtcXO72fC7ucYt7jFOnTuV5WvmtW7eMrQ369+9vHD979ixxcXG55oeFhfHBBx9gZ2eXZ9uDdevWkZGRwZNPPlmkJHBRhYaGlrg/bM+ePalfvz4bN27k1KlTxvHExETmzZuHtbU148aNy3GfvF5fU/ZTXMV9/sv69SrpY/7qq6/YuXMny5cvN35J4+bmhq+vLz/++KNx3g8//ABAs2bN8t2XEOZm6tcEFv/1QtOB0OQh0GfCj9NAL2e1CSGEEFVRiXrEnj17lo8//phjx44RFxeXZ2WWRqPh4sWLJTmMyINfDSf+vZHElZvJQOE9Faskw2JdALaOYGUH8VfVN8AGWhtwqw0O1SA9Sa2ezUqDuAg1IetWB6xLL9lR1gIDA3nqqadYtWoVrVq14uGHHyY9PZ2vv/6aBx54IMcHcoCWLVvyySefMHHiRJo0acJDDz1EgwYNSEhI4NKlSxw4cIBx48bx2WefFTuWpk2bUrNmTb766iscHR2pXbs2Go2GiRMn5uh1WKNGDYYNG8bGjRsB00+37tOnDy+88ALbt2+nadOmnDhxgp07d1KnTh3eeeedcnnM2fXq1YtRo0axYcMGWrVqxZAhQ0hPT2fz5s106tSJH374IcdiOZMnT2bXrl1069aN4cOHY29vT2hoKJGRkQQGBuY6rb2w59eUxzlmzBgOHDjA/v37CQwMLNLj7NSpE3Xq1KFZs2bY29vz22+/ERoaSv369fnmm29yLYJV3Pk9e/YkIiKC8PBwY8XhY489xueff05oaCiNGjVi8ODBVK9enT/++IPdu3djZ2fHkiVLSnTc4h5j9erVLF++nKCgIPz8/HByciIiIoLt27eTlJTEsGHDeOKJJ4zzN2/ezLvvvkvPnj2pV68ednZ2nD59ml27dqHVavnss8/yXDytNNoShISEFGv+1KlTqVatWqHzrK2tWb58OX379qV79+6MHDkSV1dXtm3bRnh4OG+99ZaxMt0gr9fXlP0sX76csLAwAGN/1OXLlxv/3wwdOpShQ4ca5xf3+S/r18uUx2wQFxfH1KlTmTZtWo42BAAvv/wyr776Kv369aNhw4asWrWKNm3a0LOnLBYkLJf7+KdwHTSQ1NOnuREcUuh87zkhOLRsiXUReoyblUYD/d+FSwfgyi9wch20H2vuqIQQQghR3hQThYaGKvb29opGo1FsbGyU2rVrK/Xq1cvzUlnEx8crgBIfH2/uUJR5P5xR/F77UZn3wxlzh1JqUlNTlbNnzyqpqalldxC9XlHSEhQl+ab6U6+/Z7tOURKuK0rkSUWJPKEo104pSmJU7nllJDw8XAGUvn37Fnnu2LFjc4xnZWUp8+fPV+rXr6/Y2toq9evXV9555x3lwoULec5XFEX57bfflMcff1ypWbOmYmNjo3h4eCjt2rVTZsyYoZw7d67QY+Y3fvToUSUgIEBxcXFRAAVQwsPDcx1/586dCqB069at0Md9r/379yuAEhwcrBw4cEDp3r274ujoqFSrVk15/PHHlStXruR5v6I+5uz7L67MzExl3rx5ir+/f47X4tdff1UAZcqUKTnmb9myRWnXrp3i6OioeHh4KMOHD1cuXryojB07Ns/nrijPb1Efp6IoSkBAgAIo+/fvL/JjDA4OVlq1aqW4uLgo9vb2SrNmzZRZs2bl+3uyuPP9/PzyfFxpaWnKwoULjc+XtbW1UqtWLeWJJ55Q/vrrrxIft7jHOHTokDJu3DiladOmiqurq2Jtba14eXkp/fr1UzZu3Kjo7/kdEhoaqgwfPlxp2LCh4uLiYvw7+vjjjyu//vprnvEY/t107Ngx35iLwvBvpaiXvP7PFuTXX39V+vXrp7i5uSkODg5Khw4dlPXr1+c5N7/Xt7j7Mfwfye9y7//f4j7/5fV6FecxGzzzzDOKv7+/kpycnGtbVlaW8vrrryteXl6Kvb290q9fv2K/nvkp6t9sS3rvJIrOEl43fVaW8m9AoHK2aTPlbJOmuS9Nmyn/BgQq+qwss8VoksMfKUqwq6LMr6soidHmjkYIIYQQpaA47500imLa+dedO3fm999/5/PPP2fs2LG5qokqI8OqxfHx8caFcMxl3S+Xmf3dGXo182b52MIXt6kI0tLSCA8Px9/fH3t7e/MGk5mmVsdmJKm3bRzAra5aWStK3bvvvstrr73GmjVrjO0Viio0NJSgoCCCg4OLXelnLsuXL2fChAnGilUhhKhoivo325LeO4mis5TXLWHXLiKnTM3dLupOn+NaS5fgemdBxApDlwVfBkLUX3DfCHjkC3NHJIQQQogSKs57J5N7xP7xxx88/vjjjB8/vkokYS1N3RpOAFy5lVzITGESG3uo0VBtTaCxgszUOwt/RYK+4MWnRPGkpaWxbNky3N3deeyxx8wdTqmKiorKtYBYZGQkb731FlZWVgwcONBMkQkhhBCWz7VPH2q+uzDXuLW3d8VMwgJYWcOgpYAG/vwaLu43d0RCCCGEKEcm94h1cXHBy8urNGMRxVCvhlqZeeVWCoqiyArIZUGjURf8sndTE7BptyE5GtLi1AStvVT2lERYWBgHDhxg586dXLlyhQULFuDg4GDusErVggUL2L59O927d8fLy4srV67w448/kpiYSEhICHXq1DF3iEIIIYRFs73TP1rr6orPm29i7emJY4f2aCpyIUit9tDxWfjtc9j+Mkw8op59JYQQQohKz+RE7IABAzh06FBpxiKKoWY1B7QaSMvUs+5oBI28XOjo746VVhKypc7KBtzrQVp1dbEvXQbcugj21cGt1t0FwUSx7Nmzhzlz5uDh4cG0adN45ZVXzB1SqevXrx9nz55l+/bt3L59G3t7e+677z5eeOGFHAs3CSGEECJv6RfURX/tmzXDbeAAM0dTih6cBee+h1uX4ND76m0hhBBCVHom94iNjY2la9eu9O3blwULFuDoWPl7Z1pKvyyAHaevM2nDSXTZXj5fN3uCBzWnX0tfM0ZmOovqEZsfvQ4So9TKWFDbFrjWBMcaxn5lQgghRGUnPWIrN0t63W4sWsStFSupPmoUPrMrWbLy7HeweQxobWDiYfBsYu6IhBBCCGGC4rx3Mrkidvjw4Tg5ObFs2TJWr15No0aNcHNzyzVPo9Gwd+9eUw8j8rDj9HUmrj/BvRn0qPg0Jq4/wadPtquwyViLp7VSq2AdqkPcFchKVRf1Sr2ttiuwsdAEshBCCCFEBZRxpyLWrlFDM0dSBpoNhsb94N8d8MNUGLcdtCYv4SGEEEKICsDkRGxoaKjxelJSEidPnsxznvQuLR3RCWlEJ6aj0yvM+vZ0riQsYByb9e1pfN0csNJq8HKxw8tVkoOlztZRrVpIjlYrZDOSIOZvcPEBZy/QyJtoIYQQQoiSSr9wAQC7Bg3MHEkZ0GjgoUUQfhCuHIFTG6DdaHNHJYQQQogyZHIiVq/Xl2YcohBfHLzE8rDwIs2NTcpgyLLDADzTzZ9ZA5uXZWhVl0YDzt5gX02tik1PhMTrd6tj7ZzNHaEQQgghRIWlT04mMzISANuGlbAiFqBaXQh8HXbPVi9N+quLxQohhBCiUpKyPSFKytoO3BtANT/QWkNWGtw8D3H/gT7L3NEJIYQQQlRI6ZfUIgSrGjWwrl7dzNGUoQcmgncr9cv8XZWsD64QQgghcii1RGxycjLXr18nOTm5tHYpsnm2R31+nNyNdx5uWaT57zzckh8nd+PZHvXLODIBqNWxju7g2UxduAsgJRai/4bUODBtTTwhhBBCiHKzbNkymjdvzv3332/uUIBsbQkqazWsgZUNDFoCaOCPTXDpgLkjEkIIIUQZKVEiNjMzk3feeYfGjRvj6upK7dq1cXV1pVGjRrzzzjtkZGSUVpxVnperPS1ruTHi/rr4utmTX+ddDeDrZs+I++vSspab9Ictb1bW6ilmNRqClR3oM+F2ONwKhyz5/yCEEEIIyzVp0iTOnj3LsWPHzB0KABkXK3F/2HvV7gD3P6Ne/3EaZKaZNx4hhBBClAmTE7GpqakEBQUxe/ZsLl++TOPGjenRowdNmjThypUrzJ49m8DAQFJTU0sz3irPSqsheJDa8/XeZKzhdvCg5lhpZZE0s7JzAc+m4OwDaCA9HmLOQVKMVMcKIYQQQhRB+vk7idhGlbwi1qDnbPW9462LEPaBuaMRQgghRBkwORH77rvvcuTIEUaOHMmlS5c4d+4c+/fv5+zZs4SHhzNq1CiOHj3Ku+++W5rxCqBfS18+fbIdPm45q1193Oz59Ml29Gvpa6bIRA5aLbj6gmcTsHECRQ8JVyH2X8iULyiEEEIIIQqSfvEiALZVoSIWwN4N+i9Qr4cthph/zRuPEEIIIUqdyYnYr776ig4dOrB+/Xpq166dY1vNmjVZu3YtHTp04KuvvipxkCK3fi19CXvtQR5pWxOAB5t6Efbag5KEtUQ2DuDRCNxqg8YKMlMg5h9IuAZ6vbmjE0IIIYSwOPqUFDKvXgXArlEjM0dTjpoPhUZ9QJehtiiQM6mEEEKISsXa1DtevnyZadOmFTinZ8+eLFmyxNRDiEJYaTX0aOzFtpPXSErPknYEeYhOSCM6Mb3Y9/NysSvd/roaDTh5qpUO8VchLR6Sbqir47rVAXvX0juWEEIIIUQFl34pHACrGjWwrl7dzNGUI40GHnoPlnWCiDA4tRHajjJ3VEIIIYQoJSYnYh0dHYmJiSlwTkxMDI6OjqYeQhRBA09nAC7FJJs5Esu04dcrLN17vtj3m9KzEdN6Ny79gKxswb0+pMapCVldhtoHzMEdXGupi30JIYQQQlRx6RfU929VYqGue1X3g6DXYfebsGsWNO4HTjXMHZUQQgghSoHJWZ8HHniAr776iqlTp9KiRYtc28+ePcvXX39NQEBAiQIUBavv6QRAbFI68SmZuDnamDkiyzKqU116N/fOMZaWqePRz34BYMvznbG3scp1Py8Xu7INzKGauqBX4nVIjoHUW2qVrLMXONYAK3kdhRBCCFF1ZVy4s1BXwyqyUNe9HngB/vgaos/A7tkw9BNzRySEEEKIUmByIvaNN95g9+7d3H///Tz99NMEBATg7e3NjRs3CA0NZdWqVWRmZvL666+XZrziHk521vi42hOVkMbF2CTa1a1Cp24VgZerfa4WAykZWcbrzWu64mhrpipUrZXaN9ahOsRdgaw0NTGbGKWOOXmArZN5YhNCCCGEMKP0C3cW6mpYBStiQf1SftASWNEHTm2A1iPBv7u5oxJCCCFECZm8WFeXLl3YtGkTdnZ2LFu2jBEjRhAYGMiIESP45JNPsLW1ZePGjXTt2rU04xV5aOClJusuRieZORJhElsn8GwC1fzAxhFQ1ArZ2H/VRb1SboEii3oJIYQQoupIr+oVsQB1OkKH8er1H6dCVvHXPRBCCCGEZSlRKeCwYcPo27cv3377LSdPniQhIQFXV1fatm3LkCFDcHFxKa04RQEaeDpz+MJNLsVKn9ii0Onvrj77W/gtujfyNP9CZxotOLqrl4zkO+0K4iAzBeIiICESHD3U/mBWtuaNVQghhBCiDOlTUsiMjASqeCIWoOeb8PePcPMChC2GwBnmjkgIIYQQJWByRayBs7MzTz75JO+//z5ffvkl77//Pk8++aQkYcuRYcEuqYgt3I7T1+n1wQHj7XGrjtFt4T52nL5uxqjuCg0NRWPnTMjS1fxyKZG+o6dRrVkAGt/7ICmKlUvfYUj/3tTz88Pe3h53d3f69u3L/v37c+zn1q1bWFlZMXTo0Bzjx44dQ6PRoNFouHr1ao5tnTp1wsXFhaysLIQQQojKKjIykp9++olNmzaxfft2Iu8k/ITlSL8UDoqClbs71u7u5g7HvByqQb/56vVD70PsBbOGI4QQQoiSKXEiVpifYcGuizGSiC3IjtPXmbj+BDcScp7WFRWfxsT1JywmGQtw5MgRAh7sCdZ2PPvsc4x49GGwdWbSGwu4cSOKXl3bMe3ZMQzs15tffvmFXr168d133xnv7+7uzn333ceBAwfQ6++2NQgNDTVez568TUxM5MSJE3Tv3h1razP1zBVCCCHK0KVLl+jTpw9169Zl0KBBPPnkkwwePJi6devSp08fLlyQBJelyLgobQlyaPEINOwFugy1RYGiFHoXIYQQQlimImdc1q5dC8DDDz+Mi4uL8XZRjBkzpviRiSIzVMRG3EwhU6fHxkry6/fS6RXm/HCWvN62KoAGmPPDWXo39zF/mwJg9+7drFixgvHjx+cYP/vHCfy9nCHlNqAmWK//71k6PDSKV1+dzpAhQ4xzg4KCWLx4MadOnaJdu3aAmnxt1aoVN27cYP/+/YwePRqAQ4cOkZWVRVBQUPk8QCGEEKIcXb16la5du3Ljxg2aNWtGjx498PHx4caNGxw6dIg9e/bQvXt3fvvtN+rUqWPucKs0Racj6eBBALQuzig6HRorKzNHZWYaDQx4H5Y9AJcPwR9fQZuR5o5KCCGEECYociJ23LhxaDQaHnjgAVxcXIy3C6IoChqNRhKxZczH1R5HWytSMnT8dyuF+ncSs+Ku38JvcT0+Ld/tCnA9Po3fwm/RuUGN8gssH23bts2VhAXwb9xcveJSE1JvQnIsvl7uDOsfxEcrvyLi1CH8mrYGOxcCAwNZvHgx+/bto127dmRlZREWFsb48eO5fv06+/btM+7XUB0bGBhYHg9PCCGEKFchISHcuHGDL774gmeeeSbX9hUrVvDss88yd+5cvvzySzNEKAASdu3ixjvzyYqKAiBp7z4u9OyF98zXce3Tx8zRmVn1ehD4GuwJgV1vQOO+6toCQgghhKhQipyIXblyJRqNBl9fXwBWrVpVZkGJ4tFqNfh7OHHmWgIXY5IlEZuH6MT8k7CmzCtrHTt2zHP80qVLzJ8/n3379hEZGUl6es42C9euXMTPyxms7ejRrjlarZb9+/czffp0fv/9dxITEwkKCuL69ets3ryZ8PBw/P392b9/P66ursbKWSGEEKIy2blzJ4MHD84zCQvw9NNP88MPP/Dzzz+Xc2TCIGHXLiKnTM112n3WjRvq+NIlkozt/CL8uRmiz8Lu2TBkmbkjEkIIIUQxFasiNruxY8eWdiyiBBp4Ot9JxCbRG29zh2NxvFzsS3VeWfP2zv0aXrhwgY4dO5KQkEBQUBCDBg3C1dUVrVZLaGgoBw4cIF3rCBotZKVTTZtO25ZNOXToIFmpSezfvx+tVkuPHj2Ijo4G1EpYd3d3Tp48yUMPPYRVVT/1TwghRKUUHR1NixYtCpzTokULScSWs8zoaLJiYlB0OqLmzM279+mdsag5c7H28UFjZYW1pyc2Xl7lHK0FsLKBgUtgZR84uR5aj4R63cwdlRBCCCGKweRVeQ4ePEi9evWoW7duvnOuXr3KpUuX6NGjh6mHEUVk6BN7SRbsylNHf3d83eyJik/Ls0+sBvBxs6ejvxlO8VIUyEgCXSZkpKjx5NH2Y/Hixdy+fZv169czatSoHNuef/55Dhw4AM5e4N0SUm5BcgxBXdpz/M+zHN+7jdDdP9GmdSuqV6tG9erVqVmzJvv378fT0xO9Xi/9YYUQQlRanp6enDlzpsA5Z8+exdPTs5wiEgBxX28mdlnRqjp1N28SMXwEAB6TJuE5+cWyDM1y1e0E7Z+C46vgx2nwfBhY25k7KiGEEEIUkcmrOgUFBbF69eoC52zYsEGSO+WkgZcTABdjks0ciWWy0moIHqT2V703xWm4HTyoefkv1JUaBzfOwM0LEBcBCZHqeGbuFgkXL14EYPDgwTnG9Xo9hw8fvjugtQJnT/BqRmCfQQDsPPALh389zoOd7lNPZ0u6QVBgAPv375f+sEIIISq9vn378sMPP7BixYo8t69cuZIffviBfv36lXNkVZtzz574LnqXak8UbeGpak+MxHfRuzj37FnGkVm4XsHg5AWx/8LhD80djRBCCCGKweRErJLXqUP30Ov1hS7oJUpHfQ+1IvZCdFKRXpuqqF9LXz59sh1erjmrBnzc7Pn0yXb0a+lb9kEYql4zUiDpBtwOB31m7nlpt9Xthrm6TPz8/AAICwvLMXXhwoWcPn069z40Grr37IuVlRUfr9lKckoqQV07gS4DEq4R1K4xkZGRrF+/nmrVqtGmTZsyeMBCCCGE+YWEhODh4cGzzz5Lq1atePHFF5k3bx4vvvgi9913HxMmTKBGjRoEBwebO9QqJWnvXq6/+j/iNm4q0vy4jZu4/ur/SNq7t4wjs3AO1aHffPX6wUVw86J54xFCCCFEkZncmqAozp8/j5ubW1keQtzh7+GERgPxqZncSs6ghrOcopSXfi196drQg1YhuwBY/dT9dG/kWX6VsMmxkBRVtLkJ1+5ed/bh+eefZ9WqVTzyyCOMGDGCGjVqcPToUU6cOMGAAQPYvn17rl24urrSvn17fvvtN6ysrOg+aBRYZ0FyLEFd2gMQExPDkP490abHg72b2mNWCCGEqETq1KnD4cOHee6559i/f3+uNgVBQUF8+umn1KlTx0wRVk3VRgzH+cEgFJ2OqxNfQHfzZr5zrWrUoPannxh7xFZ5LYfBqQ1wcZ/aomDMdyAFMEIIIYTFK1Yidvz48Tluf/vtt1y+fDnXPJ1Ox9WrVzl48KCc4lVOHGytqFXNgau3U7kUmyyJ2AJkT7p29Hcv33YETh5qsjMzBeL/K3y+Wx2wcQQrG9q29WXXrl3MmjWLbdu2YWVlRZcuXTh8+DDff/99nolYUD9c/vbbb3To0AEXt2rqoGMN6rvVxq9OLSL+iySwUxu4fRm0NmqMjjXUBSGEEEKISqJhw4bs3buXq1evcvLkSRISEnB1daVNmzaSgDUTGy8v46JbPsFvEjllau4Fu+4kF32C38TxvvvKOUILptHAgPfhk84QfgD+3AytR5g7KiGEEEIUQqMU4zx2rfZupZxGoynwFHiNRsP999/P+vXradiwYcmitBAJCQm4ubkRHx+Pq6urucPJZczK3zj4bwwLHmnF4x3zX0TNUqWlpREeHo6/vz/29vZldpyUjCyav7kTgLNz++JoW6aF4fkEcUvtCVuYan7gWMYLiOky1ErdlJugz7ozqFFPe3PyAFunsj2+EEKICqeof7Mt/b2TyJu5XreEXbuIfGU6ZN5t22Tt44P3zNdx7dOn3OKoUA69D3vngqMHvHis7N83CiGEECKX4rx3KlYGKjw8HFD7w9avX5+pU6cyZcqUXPOsrKyoXr06Tk6SwClPDTydOPhvDBdjkswdiihMUatNy6Mq1coWXGuCi4+6eFhyjFqxm3pLvdg4gpMnOFSTtgVCCCGEKDOuffoQ5e6O7sYNPF6ajGP7Djh2aI/GysrcoVmuzpPhz28g5hzsCYbBH5k7IiGEEEIUoFiJWMNiQQCrVq2ibdu2OcaEeTXwVBfsuhSTbOZILEd0QhrRiek5xtIydcbrZ68lYG+T+829l4sdXq5lUJWry1QvGi1orbNVoOZBa63Oy0hRE7JlnZTVaNUqCkd3yEhWq2RTb6tJ2bgISIhUWxY4eajJWyGEEMJCjR8/Ho1GwzvvvIO3t3eu9lr50Wg0rFixooyjE/lRsrLQxcQAUG3Yo9h4e5k5ogrA2hYGLYGVfeHEWmg9Evy6mDsqIYQQQuTD5HOyx44dW5pxiFJQ31OtQJaK2Ls2/HqFpXvP57v90c9+yXN8Ss9GTOvduPQDKs5iXfosiP1Xve7sA66+pR9Pfmyd1ItrTbVlQXIs6DMh6YZ6sa+mVsnaOsnCEEIIISzO6tWr0Wg0vPbaa3h7e7N69eoi3U8SseaVFRMDej1YW2PtUcPc4VQcdR+AdmPhxBr4YSo8H6YmaIUQQghhcUrcHDMtLY1jx45x7do10tPT85wzZsyYkh5GFEHDOxWxETdT2Hr8P2pWcyz/xagszKhOdend3LvY9/NyKaPFzgyLdRlkJEJSdM7KWK01OHuBrcvdMXMtnGVlo7YscPaGtDg1IZuRpF5PiwNrB/UxOVQHrZw2KIQQwjIY2mnVqlUrx21h2TKvq19W23h5STuC4uoVAv/8BLH/wJEPocd0c0ckhBBVXmZmJjqdrvCJwuJYWVlhY1M2eZgSJWKXLVvG7NmziY+Pz3O7oihoNBpJxJaT4xG30QAK8Mo3fwLg62ZP8KDm9GtZjtWUFsTL1b5sWgyY6t4WA7aO4OSlJjd1meo2W2fLqzLV3Fm8y6E6ZKaqfWRTbkNWKsT/BwnX7rYtsC6jJLYQQghRRPe2zpJWWhVDVtR1AKx9q+b71hJxdIe+82HbM3BwEbR4GGo0MHdUQghRJSUkJBAbG5tvsaKoGOzs7PDw8Cj1hUtNTsRu27aNyZMn06pVK2bPns0rr7zC0KFD6dSpEwcPHuTnn39m2LBhDBw4sDTjFfnYcfo6L2w4gXLPeFR8GhPXn+DTJ9tV2WSsxdNowM6l8HmWwsYBqtW907bglpqU1WVAcrR6sXNV2xbYuVheQlkIIUSVNHfuXAIDA+nRo0e+cw4fPszevXt58803yzEykZ2xItbHx8yRVFCtHoVT6+FSKPz4MvR4RT3zytlb7RsrZy8JIUSZS0hIIDIyEmdnZzw8PLCxsUEjn4srFEVRyMzMJD4+nsjISIBSTcaanIhdsmQJXl5e/PLLLzg6OvLKK6/Qpk0bXnvtNV577TU2btzI2LFjmTRpUqkFK3IyLESl0yvM+vZ0riQsYByb9e1pfN0csNJqym4hKlG1GFooOHlCeoKakE1PVK+nJ4CVnbrN0V3e+AshhDCrkJAQQkJCCkzEhoWFMWfOHEnEmlFm1J1ErK8kYk2i0cCAD2BZRwgPVS8GrjWh30JoPthc0QkhRJUQGxuLs7MztWvXlgRsBebg4ICLiwtXr14lNja2VBOxWlPv+OeffzJ48GAcHR2NY9l7XzzxxBP07NmTuXPnlixCka8Nv15h4EdhDFl2mNikjALnxiZlMGTZYQZ+FMaGX6+UU4SiStBo1L63NRqCZzM1+arRgi4dEq7CjdNq+4LMNHNHKoQQQuQrIyMDrdbkt8aiFBhbE/jIWVwmu3Em59oDBgnXYfMYOPt9+cckhBBVRGZmJunp6bi5uUkSthLQaDS4ubmRnp5OZmZmqe3X5IrYzMxMPD09jbcdHByIi4vLMee+++7jiy++MDk4UbC+Lbzx93DieMRt1h2NKHT+6Af8aO9XncbezuUQnaiSbOzBrTa4+ELqLXVxr6w09WdyrLoAmbOn2r5A/jAJIYQoRwV9IMrIyODQoUN4exd/gU9ReoytCaQitngSo9SLXgfbX85n0p3z5La/Aq611LOVXHzUixBCiFJhKE4sq0WeRPkzvJY6na7UXleTE7E1a9bk+vXrxtt+fn6cPHkyx5yIiAisrUu0HpgowM4zN1i693yR5687GsG6oxFM6dmI5jXdyjAyUeVpre60JfBQFyJLioH0eMhIhFuJYGWrLuzlUAOs5HeEEEKI0le/fv0ctxcvXsyqVatyzdPpdMTGxpKWlsaECRPKKzyRB0NrAmvpEVs8v6+CAwuKNjc5GpY/qF4PmAFBr5ddXEIIUUWVZjWsoSVlcUlLytJRFpXNJmdA7r//fk6cOGG83a9fP5YuXcqCBQsYNGgQYWFhbNu2jV69epVKoCK3UZ3q0ru5Nzq9wtNrjhXYnsDD2ZYVY+839oitMgwVAsUlFQKlw7AQmZ0LZKVDSiwk31QX90q4BglR4FgdHGuAjaNUyQohhCg1er3e+OZZo9GgKAqKkrujvo2NDS1atODBBx9k9uzZ5R2muEOfkYEuNhYAG19pTVAsTQdAjQbw369wbHnh8+9/Bup0As+mZR+bEEKIEtnw65ViFeAZTOnZiGm9G5dBRKKkTE7EPvbYY8ycOZPLly9Tr149Xn/9dbZu3cobb7zBG2+8gaIouLm58e6775ZmvCIbL1d74zccbw1tycT1amI8+0cMQ1rrraEtaV2nWrnGZxGKUyGQnVQIlD5rO/VUOGdfSL2tLu6VlQopN9WLRgu2zmDnrLYwsHGQxKwQQgiTXb582Xhdq9Uybdo0WYjLgmXduAGAxs4Oq+rVzRxNBfP39uK93z22XL0EzADf+8ouLiGEECVmKMDLLi1Tx6Of/QLAluc7Y2+Te3HsKlWAV8GYnIh9+OGHefjhh423PT09OXXqFMuXL+fSpUv4+fkxevRoatWqVSqBioL1a+nLp0+2Y84PZ7kef3dRJB83e4IHNadfyypaWdDhKWjSP+dYViqs7KdeH78DrB1y30+qYcuOVgtONcDRHTKS1SrZtARQdJCeoF4ANFZ3E7N2LmBtL4lZIYQQJgkPD6datWrmDkPkQ9HpSNy3DwBtNTfQ68Eq94dKkQ/D+129DjaNUL/szo+TF4z86m6PWCGEEBYtewGeQUrG3UUZm9d0xdHWctr9hYSEMGfOHMLDw6lXr565w7FIpfpqVa9enVdffbU0dymKoV9LX3o392Hej2dZfeQy7epW45vnu2ClrcLJq7xaDGQk373ucx/YOpVvTEKl0dxJsjqDokBmqtpPNj1RfY0UndpXNj2ewEcncOCX4yg3L92tmLW2M1ti1vAHJXu1lRBCCMvl5+dn7hBEPhJ27eLGO/PJutMfVncjmgs9e+E983Vc+/Qxc3QVRPb3uwM+gM1j7mzI3YqDB56H2u3LLTQhhBAiOjqaFStWcPz4cY4fP278HJ1XyyiD9evXc+jQIY4fP85ff/1FRkYGq1atYty4ceUTdBmynLS5KBVWWg39Wvqw+shlohPTq3YSVpgsMDCQAwcOFPiLsVRpNGDrqF6cve4kZlMgPUld4MsgLU69AGit1YSsoWLWyrbUErPjxo1jzZo18i2eKD2Kon7RoMsEKxu12lsqvIUod7/88gt79uzh2rVrpKfnXvhCo9GwYsUKM0RWNSXs2kXklKnq78hssm7cUMeXLpFkbHE1HwzD18KO19R+/AY2DuqX3r+vgg7jwUHaPwghhCgfZ8+eZebMmWg0Gho1aoSjoyMpKSkF3mfWrFlERETg4eGBr68vERER5RRt2StyInbt2rUmH2TMmDGFTxKlpom3CwBXb6eSlJ6Fs53k20UFo9Golcq2ToC3mrQCcPG9WzGrz4K02+oFQGtzZ2EwQ8WsbZmFt3fv3jLbt6gEdJnqxSAjEZKi1X+zBlpr9UsHW5e7Y1Y26kUIUeqysrIYOXIk27ZtQ1EU4+JdBobbkogte5nR0WTFxKDodETNmZsrCQsYx6LmzMXaxweNlRXWnp7YeHmVc7QVVPPB6gJeEUcg6QY4e4N3S/gyCG6Hw3cvwoj18oWgEEJUUDr93b+dv4XfonsjT4suwmvWrBkHDhygbdu2uLi40LRpU/75558C77N8+XIaNWqEn58fCxYs4PXXC17D588//6Rhw4Y4OjqWZuhlosgZunHjxhlXni0qwxtaScSWr+pOtni52BGdmM6/NxJpV1e+8c5Br7t7PeIINHhQ7ZMlLJ/h1Du9HjKT71bMZqSAPhNSb6kXUCtk7Vzu9Jl1KdUEV4MGDUptX6ISSo6FpKiC5+izclYqATj7gGsV7ectRBl7//332bp1K+PHj+eFF16gQ4cOTJ06lREjRnDw4EEWLFhAr169WLhwoblDLRXbtm3j008/5fjx49y+fduizvCI+3ozscuWFWmu7uZNIoaPAMBj0iQ8J79YlqFVLlor8O+ec+yx1bCiN/z9I/z2JXR61iyhCSGEMN2O09cJ/v6M8fa4VcfwtfC1gby9vfH29i58Yja9evUq1vwPPviArVu3MmzYMEaPHk1QUBBarbZY+ygvRY5q1apVrFy5slgXw31E+Wvio1ZZ/ROVWMjMKubs97Cs493bGx6FJS3VcTMLDQ1Fo9EQEhLCwYMHCQgIwNnZGXd3d5544gmuXr2a5/3OnDnDiBEj8PLyws7ODn9/f6ZNm8atW7dyzT1//jxPPfUU/v7+2Nvb4+HhQbt27XjllVeMczQaDQcOHDBeN1yK0ovlxIkTPProo9StWxc7Ozu8vb3p3LkzCxbkXsk3OjqaadOm0bBhQ+zs7PDw8GDYsGGcPn268CdLq1WTq66+fHf4HD1Hv0z1FkHY1+9My54jeO+ztegyUiHlJsRFwI3TcOMsxP3H999spG+fPtSoUQN7e3vq1avH6NGjjcetV68ea9asAcDf39/4+AMDA42Hr1evXp4faFNSUggJCaFp06bY29vj7u7OgAEDOHLkSK65ISEhaDQaQkND2bx5M+3atcPBwQFfX19eeuklUlNTC38ehGVy8gCPJuDRWK18LYjWWp3n0US9nxCiTGzYsIGWLVuyfPly2rVrB0C1atXo1KkTr776KgcPHuTHH39k586dZo60dCQnJ9O9e3fefvttc4eSi3PPnvguepdqT4ws0vxqT4zEd9G7OPfsWcaRVQE120Dveer1XW/AtVPmjEYIIUQx7Th9nYnrT3AjIWd7paj4NCauP8GO09fNFJn5jRgxgvbt27N27Vp69eqFn58fM2bM4OzZs+YOLZciV8SOHTu2LOMQpaypjwuHzsdKIja7s9/fWbzgnlPgEq6r48PXqqdymdnRo0eZP38+AwYM4KWXXuLEiRNs2rSJsLAwjh07luObpCNHjtCnTx/S09N59NFHqVevHkePHmXJkiVs376dX375hRo1agBw7do1OnbsSHJyMgMGDGDEiBEkJSVx/vx5PvroI95//30AgoODWb16NREREQQHBxuP1aZNmwLjPnXqFF26dMHKyoohQ4bg5+dHXFwcZ86c4csvv2TGjBnGuRcvXiQwMJDIyEj69OnD0KFDiY6OZuvWrezcuZO9e/fSqVOnQp+rmTNnMn/+fGrXrs2wYY/i6urKwYMHeXXeEn49Hc43q5apFbOZqaBL538zF7Lo07W4V3NjaP+eePn48t/1aPbs2UP79u1p2bIlU6dOZfXq1fzxxx9MmTLFuMp2YZVE6enp9OzZk6NHj9KuXTumTp1KdHQ0X3/9Nbt27eLrr7/mkUceyXW/ZcuW8fPPPzNkyBACAwPZsWMHH330ETdv3mTDhg2FPgfCAhlaDKQn5mxHkBd9Fih69YsFIUSZuXDhAs8884zxtkajITPzbguRFi1aMGjQID799FOee+45c4RYqkaPHg3A33//beZIckvau7fIFbEAcRs3EbdxEx6TJuHQvFkZRlZFdHoOwg/CP9thy1Pw3EH5GySEEGVMURRSM3WFTyyATq8Q/P2ZvJZhRAE0QMj3Z+na0MPkNgUONlbFPhPeUvTv35/+/fvz33//sWHDBjZs2MDChQtZuHAh7dq1Y8yYMYwcORIvC2hzJM1DK6nGd/rE/h2VYOZILIRepy5aUNCvrR0z1H5aZm5TsHPnTpYvX87TTz9tHJs7dy7BwcHMnDnT2LtOr9czbtw4kpOT2bFjB3379jXONyQoX3vtNZYvXw7A1q1biYuLY+nSpbz00ks5jhkbG2u8HhISQmhoKBEREYSEhBQ57nXr1pGens53333H4ME5E9o3b97McXvMmDFERUWxc+dOevfubRyfNWsWHTp0YMKECfz5558FHm/37t3Mnz+f/v37s2XLFmMvGEVReOGFF/jss8/YOmo0w4YNA30WP323jUWfrqVVs8bs3/wZNdyrGfeVlfUqNxPTIT6Sqc8/xamTJ/njjz+YOnVqkU/lfPfddzl69CijRo1i3bp1xj9gU6dOpWPHjjzzzDP07t0bF5ecH3Z2797N8ePHadKkCQBvv/02bdq0YdOmTSxatIiaNWsW6fjCAmXvE1sa84QQJrO1tc3RM8zZ2Zno6Ogcc/z8/Pjhhx9MPoYpq/seO3aM4OBgfvnlFzIyMmjRogVTp07liSeeMDkOS1dtxHCcHwxC0em4OvEFdPe8R8jOqkYNan/6ibFHrCgFGg0M+Rg+/xNuXYIfpsKw5dIvVgghylBqpo7mb5btWTcKEJWQRquQXSbv4+zcvjjaVuw0YZ06dZgxYwYzZszgjz/+YP369WzatImpU6cyffp0+vbty+jRoxkyZAj29vZmidEyGyaIEmvq4wqorQmUvBZBqGoijuTux5iDAgmR6jwza9KkCePHj88x9uqrr+Lp6cmmTZvIyMgA4PDhw5w/f57+/fvnSMICvPHGG9SoUYONGzca5xs4ODjkOqaHR+mdEp3X/g1VuQAnT57kyJEjjB07NkcSFqBx48ZMmDCBv/76q9AWBR9//DEAn3/+eY4P1xqNhgULFqDRaNi0aZM6qLVm2XK13cDSZZ9Ro1k3qF4PHD3A2g5ra2u8qztBcrT6oST1zgJgiTcgLSFnX+F8rF69GhsbG+OxDe677z7GjRvH7du3+e6773Ldb8qUKcYkLKjP38iRI1EUhePHjxd6XGHBitqXWBboEqLM1alTh//++894u2nTphw8eDDHe6SjR4/i7u5u8jFmzZrFF198QUREBL6+hfdoCw0NpVu3bhw6dIhHH32UiRMnEhsby6hRo3jnnXdMjsPS2Xh54dCiBY733YdP8JtqAvDeJOCdMZ/gN3G87z4cWrSQhbpKk6M7DFsBGis4vQVOrjN3REIIIUSpa926NYsWLeLKlSvs2bOHJ554gp9//pnHH3+80MW/ypLJqW6tVlukkmWNRkNWViGnZopS18jbGa0GbqdkEpOUjpeLeTL9FiPpRunOK0Ndu3bN9X/LwcGB9u3bs2PHDv79919atmzJyZMnAXL0LjVwcnKiQ4cO7Ny50zh/4MCBzJgxg0mTJrF792769etHt27daNy4canE/eijj7JkyRKGDh3K8OHD6d27N926daNu3bo55h09ehSAqKioPCtuDadR/v3337Rs2TLf4x09ehQnJ6d8V7d2cHDIcUrmb7/9hp2dHQEBAWqPWYfq6gXUisT0RMhIUn8apMTCrYuABmwd1RXu7ZxzHSshIYFLly7RrFkzateunWt7YGAgn3/+OadOneLJJ5/Msc3QqzA7wz7i4uLyffzCguky1YtGq/aALag9gdZanZeRcrelgRCi1AUEBPDdd98ZF5IdMWIE06dPZ+DAgTz00EOEhYURFhaW64vQ4ijO6r5ZWVk888wzaDQaDh48SNu2bQG1PVDnzp0JDg7mscceo1GjRoCa5C2s32tF/OLdtU8fWLqEG2+9TVa2CmVrb2+8Z76ubhdlo24n6Dkb9oTAT/+D2veDl7R+EEKIsuBgY8XZuX0Ln1iA38JvMW7VsULnrX7qfjr6m/bFsoNN5VzE/K+//jK2QNTr9djb29OwYUOzxWNyIrZHjx55JmLj4+M5f/48ycnJtG7d2thfUZQvexsr6tVw4lJsMv9EJUoi1rmIK/QVdV4Zyq9niaE3bHx8PKAm/7KP38vHxyfHfH9/f3755RfmzJnDzz//zDfffAOoFbjz5s3jscceK1HcnTt3Zt++fcyfP59NmzaxevVqANq3b8+iRYsICgoCMC4itn37drZv357v/pKTkws83q1bt8jKymLOnDlF2kdcXBy1atXKe+VEKxu1OsTxzh8s+2p3frqBlS3oMiAjWb0kod7WaCExCmydSYiPA4r+WmTn5uaWa8zaWv3VrNOVrI+QMJPkWEiKKtpcfRbE/qted/YBV8tc6VSIim78+PHodDquXr1KnTp1mDx5MqGhofz444/8/PPPAHTs2DHPxSWLqjir++7bt4+LFy/y1FNPGZOwAC4uLsyePZvHH3+cVatWGStjp0+fnqPHbWXi2qcPtvXrEz5wEBo7O+p88QWOHdqjsaqcHwYtSpcpEH4ILu6Fb8bBhP3qF89CCCFKlUajKfEp/90beeLrZk9UfFqeDRc1gI+bPd0beZrcI7YyuXLlChs3bmT9+vWcOXMGjUZD165dCQ4OZvjw4Xl+Di8vJv9LCA0NzXdbSkoKM2bMYMeOHezaZXp/ClEyjb1djInY7o2qeF8tvy7gWlNdmCu/X1uuNdV5ZnZvzzqDGzfUal3DLwxXV9cc4/nNN8wD9TT5rVu3kpmZyfHjx/n555/58MMPGTFiBDVr1qRr164lij0gIICAgABSU1P59ddf+eGHH/jkk08YMGAAf/31Fw0aNDDG89FHH/Hiiy+afCxXV1c0Gk2O/rYFqVatGlFRUej1+ryTsdkZtrvVBi8/NfFqrJhNUrcpekhUV6V0TU0B4Mb1SDVZa+OY4zTLvF4LUYk5eahJfIOMREiKzlkZq7UGZy+1ytpAqmGFKDPt2rXj008/Nd62sbHh+++/5/fff+fixYv4+fnRsWPHwv8+lBLD++g+eVR8GsYOHDhgHKtWrVqlLm7QJ6pno1h7eODUqaOZo6lCtFp4+HP4rCvE/A0//0/tHyuEEMLiWGk1BA9qzsT1J9CQM6th+OQZPKh5lU7C3r59m2+++YYNGzZw6NAhFEWhUaNGzJkzh9GjR+Pv72/uEIEy6hHr6OjIhx9+iJubG//73/9M2sexY8d46KGHqF69Ok5OTnTs2JGNGzcWez+JiYkEBwfTsmVLHB0dqVatGu3atSuwiq6yaOJjWLArsZCZVYDWCvotvHPj3l9Md273W2D2hbpA7f167+mFqampHD9+HAcHB2MrAUMFTV5fiqSkpPD777/j4OCQo/+ogY2NDQ888ABz5szhww8/RFEUfvzxR+N2qztVKKZWZDo4OBAYGMj777/PzJkzSU1NZc+ePQB06tQJgF9++cWkfRt06tSJmzdvcv78+SLN79ixI+np6Tk+2OYnx+PXaMDaTk2uVa8H3i3UhJnWWq2c1Vrj6uxIfb/aXLgUTuRfYRD1F9y8qCbfMlI4cOc1atOmjWkPVlQsVjZ3WlncuTh7g3dLqNEQqvmpP71bquPZ50kiVohy16FDB0aMGMEDDzyAVqvN88yFsmD422VoPZBd9erV8fDwKPLft7zcunWLU6dOGVv0nD17llOnThnPSrlXeno6CQkJOS7lSXfnebeqxMlmi+XsqS7WhUbtFfvnN+aOSAghRD76tfTl0yfb4eVql2Pcx82eT59sR7+WVffsugULFuDj48Nzzz3H6dOnef755zly5Aj//vsvb775psUkYaGMF+vq3r17gace56e0Fi+4cuUKbdu2Zd68edSsWZPJkyczbtw4atasydatW4sdV0XT9E4i9t8bkogFoPlgGL4WXHxyjrvWVMebDzZPXPf4559/WLlyZY6xRYsWERMTw8iRI7G1tQXUXrINGjTg559/NiY5DebPn09sbGyO+ceOHcuz2tZQrZl9kS3DYiVXr14tctyHDh3K84Pbvfvv2LEjnTp1YtOmTXz99de55uv1+iIlS1966SVAPd30Zh4rLkdFRXHu3Dnj7UmTJgHq4lj3fhDNysrKUVlc4OPXaACN2prA3V9NqHk2ZeyTT5CZmcXrCz5G0WdBegIkRHI6bDurVq/CzdWFob26QWYqVMA+fqVGUdTq4pRb6s+q8lxoNGDnora/sHOR1amFsDBJSUnMnTuX+vXrl8vxDAnf/E6Lc3V1LVFS+Pvvv6dt27Y8/PDDAAwYMIC2bdvy/fff5zl//vz5uLm5GS916tQx+dim0N3piW5lxtMEqzT/HhBwp3jmx6nql8lCCCEsUr+Wvux5OcB4e/VT9xP22oMWn4QdN26c8XL9+vVcY/ee6bp8+XLjNkNbxexj3377bY754eHhPPTQQ2zdupXr16/zySef0Llz53J5bMVVsiYVhYiJiSEpKalY9ynu4gX50el0PProo1y7do29e/ca+1NmP05l1yRbIlanV6p0ibpR88FQPxAW3PmAMWoLNHjQIiphDfr06cMLL7zA9u3badq0KSdOnGDnzp3UqVMnxxcRWq2W1atX07dvXx566CEee+wx/Pz8+PXXX9m3bx8NGjTI0etuw4YNfPLJJwQGBtKwYUNcXV05e/YsP/30Ex4eHjkWKHnwwQfZsmULjz32GA899BD29va0atWKAQMG5Bv3+++/z+7duwkKCqJ+/frY29tz4sQJ9u7dS8OGDY0fBgE2bdpEUFAQjz/+OEsWv0/7Nvdh7+DIlcgofvnlF2JiYkhLSyvweerXrx+zZ89m3rx5NGzYkH79+uHn58fNmze5cOEChw4d4q233qJZM3XhiYceeojp06fz3nvv0ahRIx5++GG8vLyIjIxk7969TJ8+nalTpxof/3vvvcdzzz3HY489hpOTE3Xr1uWJJ57IHYhGAzYO/G/WHLbvDmXdlh85F36Nnj26EBMdxdf/t53MzCzWLpmLixIHMXFqNW3KneRx6m11YSetdeVLzhkWrTIozin6Uh1aeSiK2tZDl3mnWti58v1bFxbt8uXLnDhxAmtrazp27Gjs2w2QlpbGkiVLeO+997h16xaOjpWjP6bhQ0pRvf7667z88svG2wkJCeWajDUmYqUi1nwCXoPLhyEiDL4ZC0/vAZsqvsaEEEJYqOy5nY7+7hUi17NmzZoCx0JCQvDw8DDeDgsLy3Wfw4cPc/jwYQDq1avH0KFDjds++eQT45mtlq5MErF6vZ4NGzbw9ddf06FDh2Ldt7iLF+Rny5YtHDt2jNmzZ+dKwsLdxXAqM78aTthZa0nL1HPlVgr+Hk7mDskyZE+6+nWxqCQsqItevfHGG8yaNYulS5dia2vL448/zrvvvptrMahu3bpx9OhR5s6dy65du4iPj6dmzZq89NJLzJ49O8cvspEjR5KWlsbhw4c5duwY6enp1K5dm0mTJjF9+nRq165tnDthwgQuX77MV199xdtvv01WVhZjx44tMBE7ceJE3Nzc+PXXXzl48CCKolC3bl1mzZrF1KlTcXG5m2jz9/fn5JFQPlg0n2937GPlmg1YWWnx9fakR9cHeHREHgnPPMydO5cePXrw4YcfsnfvXuLi4qhRowb+/v6EhIQwatSoHPMXLVpE586d+fjjj9myZQtpaWn4+vry4IMP0rt3b+O8/v378+677/Lll1+ycOFCMjMzCQgIyDsRe4e9vT379u1j4cKFfP311yxe9gWOjo706NGDma9MpluH+yAzRa2I1WepfWdBXdjpxmngTgsEK1u1WhTUOYperb6tiIqyaJU+CxKu5RyTRasqLkm+CwuiKAqTJk3iiy++MLb8sbGxYf78+UybNo3du3czfvx4rl27hr29PS+//LLJLbWKy1AJm1/Va0JCQrkuImFnZ4ednV3hE8uIJGItgNYKhn0Jn3VTWyztng0PLTJ3VEIIISqJe9svFmb16tXGBcCLoqIkYaEEidj8Tt3KysoiOjqazMxMrK2ti9VKAIq/eEF+DKc8P/bYY/z3339s376duLg4GjRoQP/+/XF2di5WXBWRlVZDI29nTkcm8E9UgiRiK5AePXpw8ODBIs1t1aqVsVS/IJ06dTL2Zy2MtbU1CxcuZOHChYVPvqNv37707ds3/wnZEzQZiVTnNvNefZ55rz6fe65rTchQF8DCyqbAxQF79epVrJWqH3nkER555JFC57366qu8+uqreW67fPlynuNOTk7MnTuXuXPn3h1MuK4mI1NynmoR8srzhLyS/bErkJUGWWmMGxrEuKEn1OHrf6jJWWv7Oxe7uz8tvYrWuGiVArcu5UzG3UtrDe71AY0k5CoySb4LC/Lll1/y2Wef4eTkREBAAIqicODAAaZPn461tTWvvPIKGo2GKVOmMGPGDLy8vMotNsOZXefPn6d9+/Y5tt2+fZvY2Fi6dDH/AqLl5W6PWGlNYFauNdXFuzY8Cr99obYsaDbI3FEJIYQQlYrJiVi9Xo8mjwSAjY0NLVu2pEOHDrz44ou0bNmyWPstrcULfv/9d0AtZ542bRrp6enGbZ6enmzevJnAwMAC95Genp7jfuW9cEFpaOLtyunIBP6OSrT4niGikitKgsYge5KmoidoipOM1FiBQ7U7SeuMuxWxhuvpCbnnZ0/MGn/aWUYVraHKMT2x4McN6nZFr/ZPFRWXJN+FBVm7di3Ozs6cOnXKWEDwzz//0L59e6ZOnYq/vz/bt2/Pc1HLshYQEMD8+fPZtWsXjz/+eI5tu3btMs6pChSdjvSLak9SXXw8ik6HpgJVtVQ6jXpDl5fgyIfw3STwuQ+q+5k7KiGEqLKiE9KITkzPMZaWeXdR7bPXErC3yf1308vFDi9XaTFjiUxOxOZXEVZSRVm8oCgLCBkWJZo8eTLTp0/nxRdfxN7enk2bNjF9+nSGDh3KuXPn8PXNP8Ezf/585syZY8KjsBxVfsGuxCj1kl1W6t3rUX+CtQO5uPjkXtRLlIwhQZOZAvH/FT7frQ7YVIKV5IuTjFR04FD9bjJSUUCfCVnpd6pls/3UZajzM1PUS67j2uaRoLU3TxVt9lPVS2OesFySfBcW5MyZMzzyyCM5zuJq0qQJw4YNY/369axcudIsSViAnj17Ur9+fTZu3MhLL71EmzZtAEhMTGTevHlYW1sXq8drRZWwaxc33plPVpT6Xu32ho0k7t2H98zXcc3j7DhRTnq+CVd+gavHYOvT8NTPFf/9mBBCVFAbfr3C0r35FyM++tkveY5P6dmIab0bl1VYogQqbaNUvV4PwMCBA3MsWDR58mQiIyNZuHAhK1asYNasWfnuw9wLF5SGxncSsSevxPHdqUi8XOwrTDPnUvH7KjiwIP/tK/vlPR4wA4JeL5uYqipDgiar4EW4jDRasK0ci6YApiUjNRo1oWplmztZpdeDLo8EbVa6mqA1VtHes39jFe09CVorO9CWURVtUT+8yYe8ykOS78ICJCQk4OeXu5LPMFbUdj1FtXz5csLCwgD466+/jGOG9jpDhw41LiphbW3N8uXL6du3L927d2fkyJG4urqybds2wsPDeeutt2jcuHJ/eErYtYvIKVPVLx2zybpxQx1fukSSseZiZQPDVsDn3dVk7L550Htu4fcTQghR6kZ1qkvv5t6FT7yHl4t5er8bzjyvJn3f81UqidjIyEj++OMP4uPjcXNzo3Xr1tSqVcukfZXW4gVubm7ExsYyePDgXNsGDRrEwoULje0L8mPuhQtKw/U4tfrzenwaU746BYCvmz3Bg5pXjVYFHZ6CJv2Lfz8zVMMGBgYWu4F1hWLoEavoizZf0at9YivLIj6lnYzUakHrADb3VHQrilppmCtBm1bEKto8Wh1obUyrojW85hqtWolb2GnqGm3les2rMkm+CwugKEqeCzcYxkr7PV5xV/cNCgoiLCyM4OBgNm/eTEZGBi1atGDevHm5FpssL8uWLWPZsmXodLrCJ5sgMzqarJgYFJ2OqDlzcyVhAeNY1Jy5WPv4oLGywtrTE5ty7OErUNsRDP4YNo+Gw0uhXne1bYEQQohy5eVqX6FaDAQGBhbaBrSqK1Ei9p9//uHFF19k3759ubb17NmTjz76qNinfJXW4gVNmjQhNjY2zyy8YSw1NTXXtspkx+nrvL7tr1zjUfFpTFx/gk+fbFf5k7HSYsByFKdHLNxtX1DRe8Qa2DqrCU19ARWAWht1XkloNHcTmfdW0Sr6u1Wz9yZqc1TR3tPKRKPNu81BYVW0xXnN9VkQ+696vbK85lWRJN+FhUlOTja2qzJISkoCICYmJs8vQE1dtKu4q/sCdOzYkZ9//tmk45WFSZMmMWnSpCIXPhRX3NebiV22rEhzdTdvEjF8BAAekybhOfnFUo9HFKL5YOj4rLpw1/89B88flr/PQgghRAmZnIg9d+4c3bp14/bt27Rs2ZJu3brh7e3NjRs3OHz4MHv27KFLly6EhYXRrFmzIu+3tBYvePDBBzl8+DBnz57NtUL62bNnAbUyobIxNHLW6RVmfXuavOorDWOzvj2Nr5sDVlqNNHIWZc+4iA+QkZh71fTsXGuC7Z0kYkVPzhgSUwDOngU/bmdPyLzzBVFZJKY0WrWCNt8q2rx60aarCVxTqmizv+agvu5J0TmTc1prcPa6+3obHruomCT5LizMe++9x3vvvZdrXFEUfHxyf1Gr0WjIyiqkv7EwmXPPntjU8yP15EniNm4qdH61J0bi0LYtdg0alkN0Ik+956n9YqP+gq3PwNjvQSuLqQkhhBCm0igmngs9ePBgfvrpJ1atWsXo0aNzbV+7di3jx49nwIABfPfdd0Xeb1ZWFk2aNCEyMpKjR4/mWLygc+fO/PPPP5w5c8bYNys2NpbY2Fg8PDzw8PAw7ic8PJxmzZrh5ubGiRMnjK0SEhMT6dGjB6dOnWLPnj307NmzyLEZqgPi4+NxdXUt8v3K0+Ld/xbYyDk/ltDIOS0tjfDwcPz9/bG3l6RwpZcaB/FXc1aIam3ArTY4VDNXVKUv4XrxKoENLCUxVVgVbX402rwraK3t1ISuLlNNuNo6l//iYaLsZP/iAYqXfJcEfIVS1L/Z5nzvFBgYiMaE3y/79+8vg2gqlrJ63WI++rjIFbHZSUWsmcVegC8CICNJ1lEQQogCSE6j8imL97wmV8QeOHCARx55JM8kLMCYMWP4/vvv2b17d7H2W9zFCz7++GPmzJlDcHAwISEhxnF/f38WLVrESy+9ROvWrXn44Yexs7Nj+/btXL58mWeffbZYSdiKom8Lb/w9nDgecZt1RyMKnT/6AT/a+1WnsXcJT4cuRZW6T6q4y6GaWi2ZkVS5k3L3VoUCoKiVr/osNSll4wDc87gtJSlVoira1LsVvtkZFiDTWkNavPpTawNWd35qrdXrmjJaPEyUnXsTqraO4ORV+f+fV0EV4W+1YZEsYTmqjRiO84NBKDodVye+gO7mzXznWtWoQe1PPzH2iBVm5NEQBi6GbRPgwEKo1xX8e5g7KiGEEKJCMjkRq9FojP1c89OkSRP27NlT7H2X1uIFkydPpl69eixatIivvvqKrKwsWrRowcyZM5kwYUKx46oIdp65UayK2HVHI1h3NIIpPRvRvGbp9wIrDsPiGZmZmTg4OBQyW1QKGk3uPqaVTX6VfrZO5R9LacrRi/aeL3IUPWRl5L1gWPZetIUew0rdv9b67s/sCdvsiVtJ7FmuqvD/vArKzFQrn/NaDEuI/Nh4eRkX3fIJfpPIKVNzL9h15/e5T/CbON53XzlHKPJ133AIPwAn18PWCfB8mNpSSQghhBDFYnJrgv79+6PX69m5c2e+c/r06YONjQ3bt283OUBLUhFaE2TvEfv0mmPEJuWf7PBwtmXF2PstqkfspUuXsLGxoXbt2iadTiiEsHC6LDUhq79zCrs+68717D+zIM8O1wXIs6o2jySu1kqStkKUkKIoXL16lczMTOrXr1/g3Irw3knkVl6vW8KuXUSFzEF365ZxzNrHB++Zr+Pap0+ZHVeYKCMZvnwQYv6GBj1h1JaCF+0UQogqRloTVD4W1Zrgvffeo2vXroSEhPDaa6/lqGBMTU1l/vz5HDt2jLCwMFMPIUzg5WpvTKi+NbQlE9efAHKmNAwpiLeGtqR1nWrlGl9hPDw8iIyM5OrVq7i5uWFjYyMJWSEqHWvQWIN1PpXvigJ6nZqQVXR3ErZ3bhsvhu2G3qOZdy6F0dyptL0Tg/ZO1a1hTHtn3MpKHZPfP0IYKYpCZmYm8fHxJCUlGfvvC2Eq1z59QGtF5IsvYlOnDr5vvYVjh/ZopNLaMtk6waOr4MsguLgXjnwI3aaaOyohhKjcEqPUS3G5+KgXYXFMTsS+//77tG7dmnnz5vHxxx/Ttm1bvLy8iI6O5uTJk9y+fZvu3bvz/vvv57ifRqNhxYoVJQ5cFK5fS18+fbIdc344y/X4NOO4j5s9wYOa06+lBSwEdA/DNwexsbFERkaaORohhOXSADagWKutEBQd6A0/depPRX/3umFbcY+hvZOQ1Wrv/LRSe9caxo3XpSJIVB12dnbUqlVLKlwroWXLlrFs2TJ0uuL+vjSNotORdvovALQuzpKErQi8m0P/d+GHl2DvXKjbGep2MndUQghRef2+Cg4sKP79ZHFFi2VyawKtiaehaDSacntzV9oq6ul1Or3C/J/OsTwsnFa1XPl2UjestJZf5ZWZmVlh/60IISxQVgakxUFKLCTfgpSb6iU12/WUm+q2zMTi7dvaARzdwaGG+tOxBjjVUH86uIOjx53t7mBjL5W2VYFeB9dOqv+mHGtAzbZq0r6Cs7Kywsam6IsJVtT3TlVdebxuCbt2ceOd+WRF3a3ykbYEFYSiwNZn4PQWcKsDzx1U/8YJIUQVVyatCfKqiM1KhZX91Ovjd+R9pqFUxJYKi2pNEB4ebupdRTmz0moY3KYmy8PC+e92KhUgBwuAjY1NsT7sCSFEwezB2RWoW/jUzDRIjoYkw+WG+jPZcD3m7lhmsnqfuCKGobVWF6+ycwE7t2zX71zsXe9cv/dntuv2rmAtCV2Lce8b5PCD6im7yTF3x5w8octLOVcalzfIogrJjI4mK0b9P5F89Cgxi97LNScrKorIl6aQ8ep0nB54AABrT0/jAl/CQmg0MHAxRB6H2+Hw/WQYsV7+JgkhRFnI6/1iRvLd6z73WdRC0CEhIcyZM4fw8HDq1atn7nAsksmJWD8/v9KMQ5SxJj4uWGs1xKVkEhmXSu3qjuYOSQghLJeNPVSrq14Kk56UO2mbnC1Rm31cl672tk29rV5KIkdC1/WehG32pO694/eM2TjIh+eSKsopY8kxsHt2zjE5ZUxUIXFfbyZ22bIizY1Z9B6GrzE8Jk3Cc/KLZReYMI29Kzy2Glb0hr9/hN++gE7PmTsqIYQQFig6OpoVK1Zw/Phxjh8/zuXLlwF1/YGCHDt2jODgYH755RcyMjJo0aIFU6dO5YknniiHqMuOyYlYUbHYWVvR2NuFs9cTOB0ZL4lYIYQoLXbO6sW94NXjURTISIL0REhLUH+m3/sz8e7ttHvHss1DKcOEbgHX7QtI6lblhG6Hp6BJf7UdwaYROSth7+XkBSO/UtsUSDWsqEKqjRiO84NBpJ4+zY3gkELne88JwaFlS6w9Pcs+OGGamm2gz1vw8/9g1yyo00kdE0IIUbb02Vo4RhyBBg9adAuss2fPMnPmTDQaDY0aNcLR0ZGUlJQC7xMaGkrfvn2xtbXl8ccfx83NjW3btjFq1CguX77MzJkzyyn60lfiROzGjRtZvXo1p06dMvZCaNu2LePGjavwWerKplUttzuJ2ASLXKhLCCEqNY3mbgLTtabp+9Hr1XYIhuRsWkLeidx7E7y5ErsJlGpCV2N1NzmbK2HrAjZOaqWxdbaLjb3a08raTk3kWtsVfNvKQtvVGE4ZCz9UcBIW1OrpzBTw714+sQmjjIwMvv32W44dO0ZcXFyefehlUdmyp7sdV6rzhJl1fFZtx/L3j7DlKXj2gPo3QAghRNk4+736BZjBhkfVzxb9FkLzweaLqwDNmjXjwIEDtG3bFhcXF5o2bco///yT7/ysrCyeeeYZNBoNBw8epG3btgAEBwfTuXNngoODeeyxx2jUqJHxPn/++ScNGzbE0dHyiw5NTsTq9XpGjBjBtm3bUBQFBwcHatasSXR0NHv27GHv3r1s3bqVb775xuSFvUTpalnLla9/h78i480dihBCCFNptXeTmyVxb0I3PRHS4vOpwr0niZsjqXsnoavo1MXQ0uKgrP7MaKyyJXDvTegarhchoWu4XdB+st8uagI46UbpzhOlJiIigt69e3Px4sUCT4OTRGzZKU5rAoDYJUuIXbJEWhNYOo0GBn8E1/+AW5fgx6kwbEXVPUNCCCHK0tnvYfMY4J73MgnX1fHhay0yGevt7Y23t3eR5+/bt4+LFy/y1FNPGZOwAC4uLsyePZvHH3+cVatW8c477xi3ffDBB2zdupVhw4YxevRogoKCLDYXaXIi9qOPPmLr1q0EBASwYMECOnXqZNz222+/MWPGDL799ls++ugjpkyZUirBipJpWcsNgNOR8SiKgkbeIAkhRNVVWgldRVEXDEhPyF2Rm70FQ2YKZKVDZqr6Myu1gNtp6iUzTe2razyWTk0eZybnH09Z0FgVLcGbllC0/UX9pT5vVjZ3LrbqT22264WNa60l0VEM06ZN48KFC4wePZrx48dTu3ZtrK2lQ1d5MrQmUHQ6rk58Ad3Nm/nOtapRg9qffoLGykpaE1QEju7w6Ep1Be/TW8E/ANqPNXdUQghhORRFfS9cEnrdnUrYvL5QVgAN7HgN6gea3qbAxtEi3l+GhoYC0KdPn1zbDGMHDhzIMT5ixAguX77M2rVrWbNmDbVr12bUqFGMGTOG5s2bl3nMxaFRCuuOm4+2bduSlpbGX3/9lecb2aysLO677z5sbW05depUSeO0CAkJCbi5uRlbMFQ0aZk6WgTvRKdX+OX1B/F1czB3SEIIIUTB9Ho1GWtIzGal5UzUFpjQLSDBm2s/afkngC2VMUFrfefnnQSt4XpB405eMCD3qvWlzVLeO1WrVo3777+f3bt3my2GiqSsX7eEXbuInDJVvZH9o8idD3+1li7BNY8PX8LChS2GPSHqF1QT9oG3ZX3wFUKIspaWlkZ4eDj+/v7Y29vf3ZCRDO+UoDVZeZl5DWydSrSLkJAQ5syZQ3h4OPXq1ctzjqE1QX7pyMcee4wtW7bw+++/0759+1zbPT090Wg0REdH59r233//sWHDBjZs2MDp06cBaNeuHWPGjGHkyJF4eXkV6/Hk+5reozjvnUwuBfjnn3948cUX860msLa2ZuDAgXz88cemHkKUMnsbKxp5OfN3VCKnIxMkESuEEMLyabWgdVArTsvzz5YhAVyUBG9StHrRpUPMP3ChgGSfZ1Owd1N782runC6lywBd1p2fGeo2w3XDuD4zjxgz1UsemwrlVrdcErGWQq/X5zi1TZiXa58+sHQJN96ZT1ZUlHHc2tsb75mvSxK2ouoyRe2VfXGv2i92wr4Sf6AXQghR9cTHq33O3Nzc8tzu6urK1atX89xWp04dZsyYwYwZM/jjjz9Yv349mzZtYurUqUyfPp2+ffsyevRohgwZUmBitSyZnIi1tbUlObngUwOTk5OxtbU19RCiDLSo6XYnERtP7+ZF79EhhBBCVCnZE8CF2T8fwt4v2n5j/r57PWAGBL1etPspSv4JWl3mnbFs1wsbL8rjqkQ6d+7MuXPnzB2GxVu2bBnLli3LcyGz0ubapw8uPXtyoXcfsq5dw2vGDNxHP4nGynJXfRaF0Grh4c/hs27q77qf/wdDit4XWAghKi0bR7XatCQijqgLcxVm1Bbw62LaMWwsf6Gr4mjdujWtW7dm4cKF7N+/n7Vr17J+/Xq2b9/O1KlTWbx4sVniMjkR27ZtWzZv3swbb7xBzZq5S6yvX7/O5s2badeuXYkCFKWrVS1Xtp5Q+8QKIYQQohR0eAqa9M85ptdB1J+QchMca4DPfbn7dbn4FP0YGs3dHrFIhVlxLViwgO7du7NlyxYefbQIH2KqqEmTJjFp0iTj6XVlTU26qqclOrZrK0nYysDZE4Z9CWsGw8n1ar/Y+4abOyohhDAvjabkZwg0eBBca6oLc+XZJ1ajbm/woOk9Yi2E4T2IoTL2XsV9n/LXX3+xc+dO9u7di16vx97enoYNG5ZKrKYwORH7yiuvMHjwYDp06MArr7xCQEAA3t7e3Lhxg9DQUD744ANu3brFyy+/XJrxihIyLth1TRKxQgghRKlw8ck7qVo7d08rYR4//PADQUFBjBgxgoCAANq2bZvnG3iNRsPs2bPNEGHVpOh06BMSAUi/cAH7Fi0kGVsZ+PeAgNfgwAL4cRrUbAce5vvAK4QQlYLWCvothM1jAA05k7F3Ftjqt6DCJ2EBGjVqBMD58+dz9Yi9ffs2sbGxdOlScNXvlStX2LhxI+vXr+fMmTNoNBq6du1KcHAww4cPL5cvnPNjciJ24MCBLF68mFdffZX//e9/ObYpioK1tTXvvfceAwcOLHGQovQ0r+mKRgM3EtKJTkzDy8U8PTGEEEIIIcpLSEiI8XpoaKhxNd57SSK2/CTs2sWNd+ajT0oC4PrMN4j58CPpEVtZBPwPLodBRBhsGQdP7wEb+dwhhBAl0nwwDF+rtn5JvH533LWmmoRtPth8sZWigIAA5s+fz65du3j88cdzbNu1a5dxzr1u377NN998w4YNGzh06BCKotCoUSPmzJnD6NGj8ff3L5f4C2NyIhZgypQpDB48mPXr13Pq1CkSEhJwdXWlbdu2PPHEE9SvX7+04hSlxNHWmgaezlyITuJMZAJeTeUNkRBCCCEqt/3795s7BJFNwq5dRE6ZqvY+zibrxg11fOkSScZWdFortUXBZ90g6i/YPRseWmTuqIQQouJrPhjqB8KCOurtUVsqRTuC7Hr27En9+vXZuHEjL730Em3atAEgMTGRefPmYW1tzbhx43LcZ8GCBQQHB5ORkYG7uzvPP/88o0ePpnPnzuX/AApRokQsgL+/v1QOVDAta7pyITqJvyLjCWrqZe5whBBCCCHKVF5VE6J8ZUZHkxUTg6LTETVnbq4kLGAci5ozF2sfHzRWVlh7emLjJe9XKyTXmuriXRsehd++gHrdK021lhBCmFX2pKtflwqRhM2eOL1+/Xqusffeew8PDw8ArK2tWb58OX379qV79+6MHDkSV1dXtm3bRnh4OG+99RaNGzfOsf/w8HAeeughRo8ezcCBA7G1tS3zx2SqEidiRcXTspYb3566Jgt2CSGEEEKIchH39WZily0r0lzdzZtEDB8BgMekSXhOfrEsQxNlqVFv6PISHPkQvnsRvFtCQiQk3QBn7wqTQBBCCFEya9asKXAsJCTEmIgFCAoKIiwsjODgYDZv3kxGRgYtWrRg3rx5jBo1Kte+PvnkE6wqSJ/5EidiN2zYwJo1azh16hTx8fG4ubnRpk0bxo0bxxNPPFEaMYpSZliw63jELb47FYmXiz0d/d2x0mrMHJkQQgghRNk5cuQIq1evNr5vNbTUGjNmDN26dTN3eJWac8+e2NTzI/XkSeI2bip0frUnRuLQti12DWSRpwqv55tw5Re4egyWdQR95t1trjXVxWekUlYIISo1Ja8zYQrRsWNHfv755yLNrShJWChBIjY9PZ2HH36YnTt3oigKDg4O1KxZk+joaPbs2cPevXvZsGED27Ztw87OrjRjFiV0PS4VgJvJmUz56hQAvm72BA9qTr+WvmaMTAghhBCibEyfPp3FixcbPwhotVr0ej3Hjx9nxYoVTJkyhQ8++MDMUVZeSXv3FrkiFiBu4ybiNm7CY9IkHJo3K8PIRJmzsoHWI9VEbPYkLEDCdXUF8OFrJRkrhBB5SYxSL9llpd69HvUnWDvkvp+Lj3oRFsfkROycOXPYsWMHvXv35p133qF9+/bGbb///jszZ85kx44dzJs3j7feeqtUghUlt+P0dV7e/Eeu8aj4NCauP8GnT7aTZKwQQgghKpW1a9fywQcf0LRpU4KDgwkMDMTb25vo6GhCQ0OZM2cOS5cupU2bNowZM8bc4VZK1UYMx/nBIBSdjqsTX0B382a+c61q1KD2p58Ye8SKCsqQPNDrIHR+PpPuVEhtfwVca6ltCiR5IIQQd/2+Cg4syH/7yn55jwfMgKDXyyYmUSIaxZT6YMDPz49q1apx8uRJtFptru06nY42bdqQkJBAREREiQO1BAkJCbi5uRlPZasoohPSiE5MR6dXeHrNMWKTMvKd6+Fsy4qx92Ol1eDlYoeXq305RiqEEEKIysRS3jt17tyZa9eucfr0aVxcXHJtT0hIoFWrVvj6+nL06FEzRGgZli1bxrJly9DpdPz7779l9rol7NpF5JSp6o3sH0U0apusWkuX4NqnT6kfV5Sz/fMLTh7kR5IHQogKKi0tjfDwcPz9/bG3L6VcSl4VsUVhpi+1QkJCmDNnDuHh4dSrV6/cj1/aivqaFuc9r8kVsdHR0TzxxBN5JmFB7c8wYMAAPvzwQ1MPIUrJhl+vsHTv+SLNjU3KYMiywwBM6dmIab0bF3IPIYQQQgjLdvr0aSZMmJBnEhbA1dWVRx55hOXLl5dzZJZl0qRJTJo0yfhhoqy49ukDS5dw4535ZEXd/XBp7e2N98zXJQlbWTQdADUawH+/wrEi/N+6/xmo0wk8m5Z9bEIIUVFUsLMEAgMDAahWrZpZ47BkJidiGzRowM0CTikCuHXrFg0aNDD1EKKU9G3hjb+HE8cjbrPuaOHVyaMf8KO9X3UaezuXQ3RCCCGEEGWvsJPANBpZtLQ8ufbpg0vPnqT8fpysmBisPT1x7NAeTQVabEMU4u/txauIPbZcvQTMAN/7yi4uIYQQZSYwMNCYjBV5y7uctQimTJnC119/zd9//53n9rNnz/LVV18xZcoUk4MTpWPnmRtM/fpUkZKwAOuORjD161PsPHOjjCMTQgghhCh7LVu2ZOvWrSQlJeW5PTExka1bt9KiRYtyjqxq01hZ4dSpI24DB+DUqaMkYSubDk/BswfgmX3gVIRev80fhvG71PsJIYQQlZTJFbFNmjQhICCA9u3bM2bMGLp164aXlxfR0dEcOnSIdevW0atXLxo3bszBgwdz3LdHjx4lDlwU3ahOdend3NukHrFCCCGEEBXd888/z1NPPUXnzp0JCQkhICAADw8PYmNjjYt1Xb16lblz55o7VCEqj+yn0w74ADYbFsLLXp2uuXv77P/BzfPw6MoKdRquEEIIURwmL9al1WrRaDTG07yyn86V11h2Op3OlEOanaUsOFESO05fZ+L6E0Dut0AAnz7Zjn4tfcs9LiGEEEJUPpb03mnatGksXbrU+P5Uq9Wi1+sB9b3r5MmTWbp0qTlDtBiW9LqJSuTs97DjNUi4dnfMtRb0WwDW9vDtREiJBWsH6L8A2o01LuAmhBAVQZks1iXMyqIW63rzzTell1YF1K+lL58+2Y45P5zlenyacdzHzZ7gQc0lCSuEEEKISmnx4sUMGzaMVatWcerUKRISEnB1daVt27aMHTuW7t27mztEISq35oPVBbwijkDSDXD2Br8uoL3TkmLiYfi/5+BSKPwwBS7ug0FLwaG6WcMWQgghSpPJFbFVUWWqDtDpFXadjTJWx558szfVHW3NHJUQQgghKpPK9N6pKpHXTZiNXg+/fAR754I+C9zqwLDlUPcBc0cmhBCFkorYyseiKmJFxWal1dC/pS913B3471YqpyPj6d6oCE30hRBCCCGEEKIsaLXQdQrU6wZbnobb4bCqPwTMgB7T71bPCiFEFRGTEkNMakyx7+fp4Imno+R4LJEkYqu49nWr89+tVI5H3JZErBBCCCEqhStXrgBQq1YtrKysjLeLom7dumUVlhCiqGq1h+cPwfbp8OdXEPoOhB+AR74At9rmjk4IIcrNN/9+w6d/fFrs+01sPZEX2rxQBhGJkpJEbBXX3q863566xvGI2+YORQghhBCiVNSrVw+NRsO5c+do3Lix8XZhNBoNWVlZ5RChEKJQdi7wyOfQ4EHY/jJEHIZPu8KQj6HZIHNHJ4QQ5eKxxo8RWCcwx1haVhpjd4wFYE2/Ndhb5z5l3tNBCu0slSRiq7h2fmrz+1NX4tDrFbRaWYBNCCGEEBXbmDFj0Gg0uLm55bgthKiAWo+A2h1g6zNw7QR8/SR0GA993wEbB3NHJ4QQZcrTMXeLgZTMFOP1pu5NcbRxLO+w8hUSEsKcOXMIDw+nXr165g7HIkkitopr4u2Ck60VielZnI9OoomPi7lDEkIIIYQokdWrVxd4WwhRwdRoAON3wv634PBS+H0lRPwCj64E7+bmjk4IIUQh9Ho9n3zyCV988QXnz5/H2dmZoKAg3n77bRo1apRr/vr16zl06BDHjx/nr7/+IiMjg1WrVjFu3LjyD76Uac0dgDAvaystretUA5D2BEIIIURlp9dB+CH4a4v6U68zd0TCgixbtozmzZtz//33mzsUIXKztoXec2H0/4GzN8Scgy+D4LcvQVHMHZ0QQogCPP/880yePBmdTsfkyZN56KGH+P7777n//vs5e/ZsrvmzZs3iiy++ICIiAl9fXzNEXHYkEStof6c9gSRihRBCiErs7PewpCWsGQhbn1Z/LmmpjldyVlZWzJs3r8A5CxcuxMqqaq/IPmnSJM6ePcuxY8fMHYoQ+WvwIDx/GBr2hqw0+Gk6fDUKUm6ZOzIhhCgXumxfpB+/cTzHbUu0f/9+vvzyS7p3786JEyd49913WbNmDdu3bychIYGJEyfmus/y5cu5fPkyMTExPP/884UeyvxhzwAAp1dJREFU488//yQlJaXQeZZAErHC2Cf2xBVJxAohhBCVRmIUXDulXg5/CJtHQ8K1nHMSrqnjhz+8OzcxqvxjLWOKoqBIxZwQlYezJzyxGfrOB60N/LNdXcgr/JC5IxNCiDK1J2IPQ78farz9wt4X6Lu1L3si9pgvqEJ8+eWXALz11lvY2dkZx3v27Enfvn05ePAg//77b4779OrVCz8/vyIf44MPPsDb25tx48axd+9e9Hp96QRfBkolEZuens4rr7zCZ599Vhq7E+WsXR01ERsem8zNpHQzRyOEEEKIUvH7KvgiQL3snl3w3N2z7879fVX5xGdhYmJicHCQhX+EqDC0Wuj8AkzYCzUaQuI1WDMI9r0FuixzRyeEEKVuT8QeXg59meiU6Bzj0SnRvBz6ssUmY0NDQ3FycqJr1665tvXt2xeAAwcOlOgYI0aMoH379qxdu9aYxJ0xY0aebQ/MrVQW6/ruu+9YvHgxDg4OjBo1ChcXWfCpInFztKGhlzMXopM4eSWOXs29zR2SEEIIIUqqw1PQpD9cOwk/Ti18/sAlULMtuPiUdWTlYu3atTlunzp1KtcYgE6n4+rVq6xatYqWLVuWV3gC0OkVfgu/RXRiGl4u9nT0d8dKqzF3WKKi8W0Nzx6AHa/ByfVwcBFcOgDDlkP1oldTCSFEWVEUhdSs1BLtQ6fXMf+3+SjkPsPHMLbgtwV08umElda0VksO1g5oNKX7dzg5OZnr16/TsmXLPFtAGRbqOn/+fImO079/f/r3789///3Hhg0b2LBhAwsXLmThwoW0a9eOMWPGMHLkSLy8vEp0nNJQKonYdevWodVqSUtL45tvvmH8+PGlsVtRjtrXrc6F6CSOX7ktiVghhBCiMnDxUS83LxRtvp0L1GxTpiGVp3Hjxhk/TGg0Gr777ju+++67XPMMLQscHBwICQkpzxCrlOiENP6OSuRWcgYAf1yNY9vxq8Sn3a1cdLLR8uj9dWh752wtAHcnG5r6uOLlal/uMYsKxM4ZhixT+8f+MBWu/gafdYdBi6HlMHNHJ4So4lKzUum0sVOZH+dGyg26fNXF5Pv/+sSvONo4lmJEEB8fD4Cbm1ue211dXXPMK6k6deowY8YMZsyYwR9//MH69evZtGkTU6dOZfr06fTt25fRo0czZMgQ7O3N896ixInYmJgYdu7cyZNPPsnevXtZs2aNJGIroPZ+1fn69/9kwS4hhBCisnEu4hesRZ1XQaxapbZYUBSF8ePHM3ToUIYMGZJrnpWVFe7u7nTu3Jnq1avn2i5KxxcHL7E8LLzAOcmZetYciWANETnGp/RsxLTejcsyPFFZtBwGtdrD1mfg6jHYMh4u7of+C8HWydzRCSGEKEetW7emdevWLFy4kP3797N27VrWr1/P9u3bmTp1KosXLzZLXCVOxG7atAmdTsfYsWPx8vLigw8+ICIiolhNdYX5GRbs+vNqHJk6PTZWso6bEEIIUaElRqkXG0dw8oTkmPznOnmp866dultJW8GNHTvWeP3AgQM8/PDDDB482IwRCVMMbVOTUZ3qmjsMUZFUrwdP/QyhC+DQ+3ByHVw5Co+uBN/7zB2dEKIKcrB24Ncnfi3RPo7fOM4Le18odN4nPT+hvXd7k47hYF36vfINlbD5VbwmJCTkmFcW/vrrL3bu3GlcxMve3p6GDRuW2fEKU+JE7Nq1a6lVqxZBQUG4u7vz3nvvsX79et54443SiE+Uk/oeTlRztCEuJZNz1xO4r3Y1c4ckhBBCiJL4fRUcWFC0ucnRsPxB9XrADAh6veziMgNDdawwn2d71Gdo21qc+u82s749U+h8Nwdr1o7vhK+bvbQlEMVnZQM9Z0P9ANj2LNw8D8t7Qu+50Ol5KOUeiEIIURCNRlPiU/671OyCt6M30SnRefaJ1aDB29GbLjW7mNwjtiw4OTnh6+tLeHg4Op0uV59YQ29YQ6/Y0nLlyhU2btzI+vXrOXPmDBqNhq5duxIcHMzw4cPLNPFbmBIlYs+dO8eJEyd49dVXAbXst0WLFqxbt04SsRWMVquhbZ1q7P8nhuMRtyURK4QQQlR0hsW6DMIPwpEPc1bGOnlBl8ng3+PuWCWohi2ITqcjNjaW9PT0PLfXrSvVl2XBy1VNqO44fb1I8+NTs0jJ0JV7Elan13Ei+gQxKTF4OnrSzqudRX2gFcXk3wOePwzfvwj//AQ7ZqitCoZ+Ak4e5o5OCCGKzEprxYyOM3g59OVc2zSoXy691vE1i/ybFRAQwFdffcXhw4fp0aNHjm07d+40zimp27dv880337BhwwYOHTqEoig0atSIOXPmMHr0aPz9/Ut8jNJQokTs2rVr0Wg0PPnkk8axUaNG8cYbb/Dbb7/RsWPHEgcoyk97v+rs/yeGnWeicHeyldVrhRBCiIrs3hYDNdtA50kQcQSSbqg9Yf26gAW+YS8Lx48fZ+bMmRw8eJCMjIw852g0GrKysvLcJkpHSoauyHNPXLmNi736ccXLxa7Mk7J7Ivaw4LcF3Ei5YRzzdvRmRscZ9PLrVabHFmXIqQY8vhGOLYedb8D5nfBpF3j4c2gQZO7ohBCiyHr59eKDwA+Y/9t8olOijePejt681vE1i/1b9eyzz/LVV18xa9Ys9uzZg62tLQB79+5l586d9OjRg8aNS9YLfsGCBQQHB5ORkYG7uzvPP/88o0ePpnPnzqXxEEqVyYlYRVHYsGEDLVu2pFWrVsZxQyJ23bp1koitYLL0ann70Uu3OHrpFgC+bvYED2pOv5a+5gxNCCGEEKVBawX+3c0dRbk7deoU3bt3x9ramj59+vDDDz/QunVrfHx8OHHiBDExMQQGBsoaB2UoOiGN6MR0wmOTinyfRTv/YdHOf4CyX7BrT8QeXg59OdfpntEp0bwc+jIfBH6Q7wdcqaKtADQa6DhB/fJpy3iI+RvWPQxdp8CDs9RWBkIIUQH08utFJ59OdPmqC6D2hLW0dgT3CgoK4plnnmH58uW0bduWAQMGcOPGDb7++mtcXV359NNPc91n+fLlhIWFAWqPV8NYaGgoAEOHDmXo0KHG+eHh4Tz00EOMHj2agQMHGpO9lsjkROz+/fu5evUqL774Yo7xOnXq0K1bN7766isWL16MtXWJ29CKcrDj9HWW7jmfazwqPo2J60/w6ZPtJBkrhBBCiApp3rx5APz66680a9YMrVbLww8/zJtvvklqaiqvvPIKW7ZsYeXKlWaOtPL64uAlloeFF/t+Q9vU5Jnu9fFysSvVeHR6Hfuu7ONywmVcbV355I9P8uy5Zxh76+hb+Dj5oNVo8XTwxNPRE5Aq2grHuwVM2A+73oDfV8LhJWrblkdXgHt9c0cnhBBFkj3p2t67vUUnYQ0+//xz7rvvPj7//HM+/PBDnJ2dGTRoEG+//Xae1bBhYWGsWbMmx9jhw4c5fPgwAPXq1cuRiP3kk09y9Z+1VFpT77hu3Tq0Wi2jRo3KtW3UqFHcunWL7du3lyg4UT50eoU5P5zN460nxrE5P5xFp89rhhBCCCGEZQsLC2Pw4ME0a9bMOKYo6vsaBwcHPv74Y2rWrMnMmTPNFaLIh6Iopd6WYE/EHvpu7cvLB17mw5Mf8tavb3Er7VaB97mZdpOR20cy4scRfPPvN8b9vBz6co4kLNytot0TsafUYhalyNYRBi6G4evA3g2unYDPesCfm80dmRBCVFparZbJkydz+vRp0tLSiI2N5Ztvvsm3JcHq1atRFCXfS0hISI75FSUJCyZWxKamprJ161Z69OhBrVq1cm0fPnw4L730EmvXrmXIkCElDlKUDcMpYn9ejeN6fFq+8xTgenwaXx+7wn21q5VLjy4hhBBCiNISHx9P/fp3q91sbGxISrp7irxWqyUwMJBNmzaZI7wq4dke9UnOyGLTb/8V637f/XGdeh7OJWpLEJMSQ0yqukjdr9d/5YPjH5i8r+r21Tl09RDRKdHsvLzTpCpaYSGaD4aabWHbs3DlCGybABf2woD3wM7F3NEJIQSQ82+YQVrW3fzN37f+xt46d35G/u5YLpMSsRcuXGDYsGE8/vjjeW6vVq0aISEhXL58GUVR0GhksSdLVNxTxGb+32kAnunmz6yBzcsqLCGEEEKIUuXl5cXt27eNt318fDh/PmdLprS0NFJSUso7tCrDy9Weab0aM6qT2of3wL8xxv6vBXm1bxMea1+7RMf+5t9v+PSP3P3nTHE77Ta3025z+ubpQucaqmgBJraeyAttXiiVGEQpqlYHxv4Ah96DAwvhz6/g6m8wbAXUamfu6IQQotC/YWN3jM1zXP7uWC6TErGtWrVi1apVBc6ZMWOGSQEJIYQQQghRmpo3b84//9xN+nXt2pVvv/2Wo0eP8sADD3Du3Dk2b95M06ZNzRil+S1btoxly5ah0+nKZP9ervbGs6oS07KKdJ92dauX+Eysxxo/RmCdQM7EnmHu0bkm7aOGfQ3e6vYWf9/8m8ikSM7cPMO5W+cKvZ+VxgpvJ29O3DjBO7++Qy3nWtR2qU1t59rUdqmNk42TSfEURhYQKwYrawicAf4BsPUZuHUJVvSGnm9C58mgNbmbnxBClJjhb1hxeTpINaylkpW0qrBne9RnaNta6PQKT685RmxSRr5zPZxtWTH2fqy0mlJfLEEIIYQQoiwNGDCAadOmcf36dXx9fXnttdf4v//7P7p27Yq7uzu3b99Gr9dX+R6xkyZNYtKkSSQkJODm5lamx+ro746vmz1R8Wl5rlOgAXzc7Ono717iY3k6qqdnXo6/XOz7alDP7Jv1wCy61epGk+pNiEmNoXls8yIldXWKjmtJ17iWdI1fo37Ntb26XfW7yVmX2jkStT5OPlhri/9xTRYQM5FfZ5gYBt+/BOe+h91vwsX98PDn4OJt7uiEEFWU4W9YRREYGAioZ8qLvGkUw0oFolCGN6Xx8fG4urqaO5xSteP0dSauPwGQ482woanEp0+2o19L33KPSwghhBAVl6W8d8rMzOTWrVtUr14dW1tbAI4cOcLbb7/NpUuX8PPzY/LkyQwYMMBsMVqSsnzdDGsUABy5EMs7P/+d79yZ/ZvSpaEHQKmsUXAs6hjjd44v1n18HH14reNrxgTmJ6c+ManNQUDtABpWa0hkUiRXE69yNekqcelxBd7HSmOFj5NPjgraWs61jNer2VVDo9EUqwfuy+1fppNvJ0D6B+ZLUeDEGvh5BmSlgpMnDP0UGvU2d2RCCAuXlpZGeHg4/v7+2NvLujqVQVFf0+K8dyrTROx3333HH3/8wZtvvllWhyhXlvJhoqzsOH2dOT+czbFwl6+bPcGDmksSVgghhBDFVtnfO1VWZfm6Ld79L0v3ni984j2m9Gxk0oJdOr2OfVf2cTnhMi62Liw6togMff5ngbnbuTOp7STi0+Op51qPB+s+mOOU/tJMeiZlJKmJ2aSranI28arxdmRiZIFxAjhaO1LbpTaZukzCE4q+7oOB9A8sRPTfsGU8RJ9Rb3d+UW1XYC1nBwoh8iaJ2MqnwiVin3rqKdauXVtmfabKW1X4MKHTK+z7+wYT1h4H4MiMB6lZzcHMUQkhhBCiIqoK750qo/KqiDXQ6RXOXItn64mrHI+IY0ArHyYGNswxpygVsff2Rb2ddpt3j72b4xT94ihKojKvNgD3VtGaQq/oiU2NvZucvVNFa/gZnRJt8r7ffOBNWni0kIrYoshMU1sU/Pa5etvnPnh0FXg0LPh+QogqSRKxlU9ZJGKlR6zIwUqroXdzH1rVcuOvyHiOXrrJI+1KtlKtEEIIIUR5unLlisn3rVu3bilGIu6VfcEuQ1LWSqvhvtrViEvJ5HhEHKf+i+PAvzFUd7ShRU03rLQaohPTjQncvJKyeyL28M6v7xirVQvjaO3I/7N33/FNlfsfwD8nuyvpHqxSNqVsAQHZG0XvcKA4wI1eF/oTXBTc414cV8DrAhW9br0qsqdspKxSKAVKC907bdO0Gef3R5q0oelI2zRJ+3m/XrHpc55zzhMOhifffM/30Rl1tt9DVCG4a8BdtgxWoGkLnUyNnopJXSe1+sJYEkGCcN9whPuGY1jEsDrbK02VyCzLtAVmM0oz8GfOnzhVcKrRY/vJ/RAbEtui8XUYchUw+02g5yTg54eA7BPAf8YDs98ChtwGCELjxyAiIqrFqUDs559/7tTBz50751R/8hxje4XiZEYJ9p5jIJaIiIi8S/fu3SE0I0AiCAKMRqMLRkSOfHkw3WGZgoxiPd7alFzvfleWKdiathWLdi6C6HDZL8dqB2Gv73k9XhzzYrODp1KJFCMiRzRr3+ZSSpWI0cQgRhNjK5cQrY5uUiB2W/o2RPpFomtAV2bENlXfWcDCvcCP9wMX/wD+9xBwfhtw3duAyrUL2xERUfviVCB2/vz5Tk1qRVFs1iSY3G9srxB8sOs89p3P53UkIiIir3LnnXdy7uIF5o3qhmmxltXonV24yxp8NItmvHTgJaeCsFa1b9FvaQarO3139junFhDbnLYZm9M2Y0TECLw96W1olAwkNom6E3Dn/4C97wDbXwESfwAuHwb+/inQtW0D8URE5L2cCsQqFAp06tQJDzzwQJP6f/fddzh69GizBkbudVV0MBRSCbJK9EjNL0ePMH93D4mIiIioSdauXevuIVATWMsUmMwi7vv8z3r7CQDW7LuIe8b1gFRiCbCvOvapU8FHR9rLLfo39bkJE7tOBND4AmJTu03FyfyTyNHl4HDOYUz7fhpu6nMT7oy9ExF+EW00Yi8mkQLjngS6jwd+uBsoTgc+nQFMeha45gnLdiKiVmTIzYUxr2lld2qThYVBHh7ughFRSzkViB04cCDS09OxePHiJvU/c+YMA7FeykchxbDoQBy4UIi95wsYiCUiIiIilziUWoisEn2920UAWSV6HEotxOieIQBqgo97M/bivaPvNeu85YZyJBUkef2iVWG+NeOPDYlF14CuDS4gZjQbsSVtCz45+QmSi5LxedLn+O+Z/+L6ntdjQdwCRKuj3fVSvEfXEcCDe4DfnrBkxm5/CbiwE/jbh5bMWSKiVlL8zbfIX7nS6f1CH34YYY/8wwUjopZyKhA7fPhwJCQk4NKlS+jataurxkQeYmzPUBy4UIh95/Jxx9WckBERERFR68strT8I21i/QGVgs8/74oEXAQALBy/EQ0MeavZxPE1jC4jJJDLMipmFmd1nYk/GHnx88mMk5Cbgh5Qf8GPKj5gWPQ33DrwX/UP6u/mVeDiVBvj7J0DPKcDv/2epHbt6LPCXVZaaskRErSDwlpvhP3mSXZuo1yNt3u0AgOgv10FQqersJwvz3i8Y2zunArHjxo3Dpk2bkJKS0qRA7DXXXNPsgZH7jekVin9tOYv9FwpgNouQSFhrjYiIiLzP5MmTm9RPEARs27bNxaOhK4UH1P0A2Vg/Z+uiXmnR8EUYFTUKABDm0/4+rDZlATFBEDCuyziM6zIOR3OP4pOTn2DX5V22GrJjO43FPQPvwVURV7Hmcn0EARg6D+g6Cvh+AZB9AvjvXGDk/cC0lwB50/5uExHVRx4eXqfEgFlXs+Ckqn9/SHx923pY9Vq2bBmWL1+O1NRUdO/e3d3D8UhOBWLnzZuHefPmNbn/Pffcg3vuucfpQZFnGNxFA3+lDMU6A5KytIjrzEL+RERE5H127tzZ4HZBELg4qRuNjAlGlEaF7BK9wyW3BACRGhVGxgTb2mrXRd2fuR/vJLzTpHOF+YTh2VHPYmr01BaPuz0ZGj4U7095H2eLzuKTk59g48WN2Ju5F3sz92Jw2GDcE3cPJnSdAIkgcfdQPVNoL+DercC2F4H97wOHPgQu7gVu/BQI7weYTUDaPqAsB/CPAKLHsJ4sEXUoZrMZq1atwocffoiUlBT4+/tj0qRJeOWVV9C7d2+H+xw+fBjx8fHYv38/qqqqMGDAADz++OO47bbb2nj0rcupQCx1LDKpBKNigrHtTC72nstnIJaIiIi8ktlsdtiu1WqRkJCAZ599Fp07d8bXX3/dxiMjAJBKBMTPicXCdQkQALtgrDU0Hj8n1rZQF2BfFzW5MBkAIIEEZtRc60jfSPzfiP9DkCrI4S36VFefoD54Y/wb+MfQf+CzU5/hp5SfcDzvOB7d8Sh6BfbC3XF3Y2bMTMglcncP1fPIlMCMV4Aek4CfHwRyTwEfTgQGzwVSNgHazJq+6k7AzDeA2OvdNlwiorb04IMP4qOPPkJsbCweeeQR5OTk4JtvvsHmzZuxb98+xMbaL565c+dOzJgxAwqFAnPnzoVGo8GPP/6IefPm4eLFi3j22Wfd9EpaThBF0dEXz+SAVquFRqNBSUkJ1Gq1u4fTJj7Zk4qXfkvC+D5h+Pzuke4eDhEREXkRb5k7lZaWYuDAgbj77ruxdOlSdw/H7dx13TYmZiH+l1PI0Vba2iLUSiy/fgBmxkU53MdoNmLOT3NwuewyFg1fhLjQOAZdW1F+RT6+SPoC3yR/g3JDOQCgs39n3DXgLvy111+hkvHWe4dKcyzB2PPb6+lQ/aXCzZ8zGEvUjuj1eqSmpiImJgYqB3VbW4uptBRnR1jiM10//A/8xo6FIPWMf+8clSbYsWMHJk+ejHHjxmHLli1QKpUAgG3btmHatGkYN24cdu3aZTuG0WhEv379cPnyZezfvx9Dhw4FYJmvjR49GsnJyUhKSrLLpD1x4gR69eoF31Yu09DUa+rM3Mlj7y05fPgwZs+ejaCgIPj5+WHkyJH46quvmn08g8GAIUOGQBAE9OvXrxVH2r6N7WVZmfZwaiEqjSY3j4aIiIio9QUEBGDWrFlYs2aNu4fSoeRq9UjMKLE9ugT54r25Q+36zB3RFV2CfO365Wr1MJlNOJx9GK8feh2Xyy4jUBGIW/reghGRIzC7x2yMiBzBIGwrCPUJxRPDn8DmGzfjsWGPIVgVjIyyDLx68FXM+GEGPj75MUqrSt09TM9Smg2UZgETnwUUfvV0Ei2P9U8Cl48Amccs+xERNUK7eTMuXHud7fdL9z+Ac1OmQrt5sxtH1bCPPvoIAPDyyy/bgrAAMGXKFMyYMQO7d+/G2bNnbe3bt2/H+fPncdttt9mCsIBlvvbCCy/AaDTWmbOtWLECERERmD9/PrZt21bv3VCeoMmlCV588cVWO+nEiRMxfvz4ere7IgX5pZdewrlz51oy7A6pb0QAQv0VyC+rwtH0YlzdI8TdQyIiIiJqdRKJBFlZWe4eRofy5cF0vLstpcE+7247h3e32c/hbxhTgFOVnyNHl2NrM4pG7Mvcx9qvLqJWqHHvwHtxe//b8dO5n7A2cS0yyzPxbsK7+OTkJ7i57824I/YOhPqEunuo7vfnGmDX603rW54LfFy9mGCPScDQ2y01ZAMiLT+VAZYFwYiIYAnCZjz2OHDFje3GnBxL+7vvQD19ulvG1pCdO3fCz88PY8eOrbNtxowZ2LhxI3bt2oU+ffrY+gPAdAevxdpWO4MWAG655RZcvHgRn3/+OT777DN06dIF8+bNw5133lmn7IG7Nbk0gUTSesmzy5Ytq/e2r+akIDcmISEBo0aNwooVK/Doo4+ib9++OHPmjNPj9pbb61rbI/89il+PZ+JvQzthQt9whAdYFkuoXaeLiIiI6EreMne6cOECrr76agQFBSE5Odndw3G7trpuuVo9cksrHW47naXF/31/An4KKVbe2QulhkIAQGLhEXx1blW9x1w0fBFGRY0CYFmYy1pHllqXwWzAxtSN+DTxU5wrtgTKFRIF/tr7r5g/YD66BHRx8wjdKOsEkHcGuHQQOPxxy44l9wMCIgD/yFo/I2sCtdbnqkAGbIk8QH23sYuiCLGiokXHFk0mXLj2Ohhzcx13EABZeAR6/PZrs8sUCD4+LV649MrSBOXl5fD390dcXBxOnjxZp//69etx3XXX4f/+7//w5ptvAgBuuukmfP/99/jzzz8xfPjwOvuEhYVBEATkOvizuHTpEr788kt8+eWXSExMBAAMGzYMd955J2699VaEh4c79XpcUZqgyRmxqampTR9pIwIDA+vdZk1BXrBggcMU5Llz52LNmjV49dVXm3SuqqoqzJ8/H1dffTX+8Y9/4NFHH23p8Dscjcry1+THo5n48ailyHyURoX4ObH11usiIiIi8hR33323w3aj0YiMjAzs2bMHBoMBy5Yta9uBdXDhahXC1Y4/1PSPUuPV30+jSGfApgu78FvWO0065oojK2zPFw5eiIeGPNQaQ6UryCVyzOk5B9f2uBa7Lu3Cx4kf40TeCXyT/A2+P/s9ZsbMxN1xd6NPUB+7/UxmExJyE9p3Hd8z65ueEVtbeCzgG2IpUVCWA1RqAUM5UHjB8miIVNlwoNba7hMMtGKCVZOYTUDaPstr8o8AoscA7e2aEzVCrKhA8rC6AcXWPYklM9ZaO7Y5+iYcgdDKNVZLSkoAABqN48XfrUFLa7+m7nP58mWH27p27YolS5ZgyZIlOH78ONatW4f//ve/ePzxx/HUU09hxowZuOOOO3DDDTe4tI5vQ5ociI2OjnblOGyak4LckGXLliElJQXHjx9vcWS/I9qYmIV1B9PrtGeX6LFwXQJW3z6MwVgiIiLyaGvXrm1we58+fbBo0SLcf//9bTMgapRUImBCnzD8fCwTcv1QfHPdNziVfwovHmi8XNrSq5diQOgAhPkwG9bVJIIEk7pNwsSuE/Fnzp/45OQn2Ju5F+svrMf6C+sxocsE3DvwXgwJH4KtaVvx+qHX7UpKRPhGYMnIJe2rpMRVC4C+sywByP/eApTn1d/XLxy49WtLYNIaNLWqKrcEL0uza4KztufZlgXByrKBiiLAVAkUp1seDZHIapU+aCDL1i+sdYKlSb8AGxcD2syaNnUnYOYbXKSsPWPwnTzE4MGDMXjwYLzxxhvYsWMHPv/8c6xbtw7r16/H448/jrffftst42pyILatpKRY6kQ5Kj0QFBSE0NBQW5/GHD58GG+++SZeffVVW60Japz1NjGTWcTzPyc67GOtZ/H8z4mI0vhAKhEQHqCsN6uBiIiIyF3qu7NLIpEgMDAQAQEBbTwiz7Ry5UqsXLkSJpNnLNA6qV84fj6WiX3nijF3bCSKK4ubtF9T+1HrEQQBIyJHYETkCCQVJOGTk59gS9oW7Lq8C7su70Jn/87IKMuos1+OLgdP7HyifZWUqB1QvXYF8O2d1RtqVwSsThC69l9Al3qy5BR+QHAPy6MhBr0l4FVfoLY0x7J4mC4fMBsBbYbl0RBBYgkS1xeotbb5hwNSec1+1vMDQOpuYMsLdY+tzQS+vQOY9hIQU71uzJVBaPJeDL47JPj4oG/CkRYdQ/fnn7h0/wON9uv64X/ge9VVzTqH4OPTrP0aYs1qrZ3xWptWq7Xr19R96suWdeTkyZPYtGmTbREvlUqFXr16NXn/1uZxgdiWpCDXVllZifnz52Po0KF48sknmzWWyspKVFbW1K2y/gVp75qycIJVflkVbli5FwDw2JTeeGIaA95ERETkWdrqzi5v9/DDD+Phhx92+gOOq4zvHQaJAJzLrcBNP90PidzxB7IrvXf0Pbx39D2WJnCT2JBY/Gviv/DqwVfx3zP/BQCHQdja2m1JidjrgZs/rycw9XrrBKbkKiAo2vJoiMkAlOVWB2cbyLItzwVEs+X3smwAxxs4qGApp2ANpJblANl1a0A6VDtIO2EJMOmZpu1HnoXB9yYRBKHFt/z7jR0LWWQkjDk5dRbrqj4JZBER8Bs7ttk1Yl3Bz88PUVFRSE1NhclkgvSKsTlKxrQ+T0lJqVMjtqioCPn5+RgzZkyD501PT8dXX32FdevW4dSpUxAEAWPHjkV8fDxuvvlmt85zPC4Q21peeOEFpKSk4MiRI3UudFO99tprWL58eSuPzPPNGBCBmFA/HEkrwhcH0hrtf8fV0RgeHYQ+Ef5tMDoiIiKilikvL4dWq4VarYafn5+7h0O1XLmAV9/IAJzOKsV1oa9gTB8l3jz+NLRVRfXuH6IKwftT3odEkLA0gZvdN/A+/KXXX3Ag8wDeTmj89s92W1Ii9nqg37Xuv1VbKgc0nS2PhphNQHm+JYvWGqgtq86qrZ1lW5ZtybDV5VseOY7vpGxQ5GBLULo0C9jxKqBUA8oAQFX9U6mp9bvakiXsLeUGO8rt+X+uaXpNZAbfW0SQShHx7DPIeOxxS1K9XZK95f+LiGef8aggrNWECRPw9ddfY+/evRg/frzdtk2bNtn61O7/2muvYfPmzZg7d65d/82bN9fpb1VUVITvvvsOX375Jf744w+IoojevXtj+fLluOOOOxATE9PaL61ZPC4Q2xopyAkJCVixYgVeeOEFDBw4sNljeeaZZ7Bo0SK7c3ft2rXZx/MWm07lNDkjFgC+OJCGLw6k4bEpvRHbyf3ZE0RERERXqqysxD//+U989tlnOH/+vK29Z8+emD9/Pp588kkolUo3jpCA+u/M+uZAGb45UAZZwCyoOn/lMBYjQMDzVz+PuNC4NhgpNSbM11Ji4GLJxSb111Zp0T+4f/tc10MiBWLGuXsUTSORWkoSBEQ03M9sBioK7bNprcHby38CmQmNnyv7uOXRVIKkOkCrdhC0VdsHbR1uV1t+l7n4vd7Tb883GS0LwVXpAEP1o0pnaTNU1Dyvs91BX30JoO4MVJZaFphrzMCbgS5XWRanqyy1XBtqMvX06cC77yDn5VdgzM21tcsiIhDx7DOW7R7o/vvvx9dff43nn38eW7duhUKhAABs27YNmzZtwvjx4+3KiU6ZMgU9evTAV199hUcffRRDhgwBAJSWluKll16CTCbD/Pnz7c7x+uuvIz4+HlVVVQgODsaDDz6IO+64A6NHj26rl9lkHheIbY0U5BMnTsBkMmHZsmUOV79NTk6GIAjQaDQoLi6u9zhKpbJDTsjnjeqGabERMJlF3PPZYeSXVdXbN9RfgU/uGmGrEUtERETkaYqLizF58mQcP34cMpkMffv2RUREBHJycnD+/Hm88MIL+OGHH7Bt2zYEBga6e7gdmnUeavVTwmV8svdirR6S6iCsfTpQmE8Enh3VzhZ98nJ5ujzkVeSh3FDepP7vJLyD785+h+nR0/H3Pn9HtJolRTyaRAL4hVoeqP7yw3qbenhs0wKxcX+3lDYALOUQ9FpLMK+ytNZzreW5aKruU2J5tIRU0bTAbYNB3YCaDNfWvj3fbLIs1lZvEFRXvb2iVsC0ov7g6pXbzYaW/fm1xMlvLQ8rlQbQdLUEczVdqh9dq7O3uwABUfZ1iAnq6dPhN3o0zo4YCcBSE9bTyhFcadKkSbj33nvx8ccfY+jQobj22muRk5ODb775Bmq1GqtXr7brL5PJ8PHHH2PGjBkYN24cbr31VqjVavz4449ITU3Fyy+/XGcdqNTUVMyePRt33HEHrrvuOluw1xN5XCC2uSnItfXp0wf33HOPw22ffPIJNBoNbrzxRvi2sEZHexWuVtkW3Xr5L3FYuM7yj6iD8vJ4+S9xGNw1sE3HR0REROSMZ599FseOHcOCBQvw8ssvIyoqyrYtKysLzz33HNauXYvnnnsOK1eudONIqfY8dGNiFj61C8IC8sBDAICq/PF4dMx1iIkwI8w3DMPCh0HaHm/79WLfnf0Oq4+vbrxjLRllGVhzag3WnFqD2JBYzOo+CzNjZiLSr+PUkvRqztymDgCJP1h+NnabuihaAonWrEtrcNYuaHvlttK6Qd2qMsvxTFU1JRVaQuFvCciaqgBdQdP2qR2kVXcBfIOrg6S1gqumyvr3b02CBJD7AXIfQOFrea7wtfzu8PkVfeU+lrEaKoCiNOCPfzZ+zvBYwFhp+bO3BtX1JfWXthAklmBsfYFaTVfAJ8h7Sla0ktpBV9+rrvLoIKzVf/7zHwwaNAj/+c9/8N5778Hf3x9z5szBK6+8UieoCliCt3v27EF8fDy+/fZbVFVVYcCAAXjppZcwb968Ov1XrVrV7LKkbU0QRUdVft3HaDSib9++yMjIwIEDB+xSkEePHo3k5GScOnXKdqHy8/ORn5+P0NBQhIaGNnp8QRDQt29fnDlzxumxWcsilJSUQK1WO72/t9qYmIXlvyYhq0Rva4tQK7H8+gGYGRfVwJ5ERETUkXnK3CkqKgo9e/bEnj176u0zZswYpKamIisrqw1H5pk84bqZzCKueWO73fxTkBfAv9dbEEUBuvNPIcK3M/YsngyppGN9APcW1oxYADiYddBuQa4rLRq+CANDB+Jw9mH8mfMnjuQcgUk02bYPCx+GWTGzML37dASrgl0+dmqmpmSGWrlj4SazqTpA6yBIW+f3+raVtl2gFAIg960OfPraP1f4XREk9a2nr6OAavVDpmx5AHPHa84F360mLAHG/AMoyQBKLgPay5aftR/aDEuQuzFyX0tQVl0rOKvpUh2src62laucH6OzzCboL+xHarkPYmK6QxUQ7LIAsVmnQ/Iwyx3kfROOQOJBSYbLli3D8uXLkZqaiu7du7t7OC2m1+uRmpqKmJgYqFT1/z1yZu7kcRmxzqYgv//++1i+fDni4+MdliGglpsZF4VpsZE4lFqIxT8cR3phBR6e1ItBWCIiIvIKWq220TuqJk6ciOPHnahVSC51KLWwVhDWDKlvKuRBlkC6qbwXzIYQZJXocSi1EKN7hrhvoFQva41YAIgNiUXXgK54/dDryNHl2PpE+kZi8cjFtpISV0VeBQAo1Bdiy8Ut2HBxA47kHEFCbgISchPw+qHXMSpqFGbFzMLkbpOhVnSc5BivUDug2mkIENTdQa3UzsDM191TK1UiBXwCLY+WMFZWB2ZLLD+LLgIll4BLh4DTvzS+f5+ZQKehlj8rdefqIKmD4KpM5fmZnlctAPrOsjx3NviuDADC+1kejpjNQHmeg0DtpZoAbnmuJZs4/6zlUR+/sPoDtZougF+4pdxGc1nrApulwNh/AcUCoMuyHLulf9+o3XFpIHbfvn04d+4c7rzzTqf2czYFmVxPKhEwumcIbhsVjdc3nMGmU9m4c3R3dw+LiIiIqFEDBgzApUuXGuxz6dIlDBgwoI1GRPWxZlEezbLcQiwLSIQy4ldI5DU1ISWqDMgCEmEsjcPRrPPQBOYgzKcm6EeeaWr0VEzqOgkJuQnI0+U1WFIiWBWMW/rdglv63YLs8mxsurgJG1I34FTBKezL3Id9mfvw4v4XMa7zOMyKmYUJXSfAR+bjhldFDYq9Huh3LZC2z7KIl38EED2mpraqt5IpLQ+/6jtykzc4lxV6dqPlMWEJMHy+S4bYZlwZfJdIai0cN9xxH4PekjlrzaC1BWovVwdrL1kCteV5lkfWsXrOJbcsqGYL0jp41LewWNIvwLd3AhAB/1qLu5sNQFEqgJgWBWMNubkw5uXZtYn6mrtF9KdPQ3CQqSkLC4M8PLzZ5yXXcWlpggULFuDzzz+HyWRqvLMX8ITbtNwtraAcE97aCalEwOHnpiLYz3MLIBMREZF7ecrc6aeffsJtt92GDRs2YOLEiXW2b9++HbNnz8Y333yDG264oe0H6GHced1WHVuF1cdXw1jeA4aiMVB1XgfAPinM+ulFn3E75EH7IPO7gIWDF+KhIQ+16Vip7aVr07EhdQM2pG7A+ZLztnYfmQ8mdZ2EWTGzMLbTWMi5uA+1JWtJBrMJ+O8tloBfffzCgVu/tgSj26okQ1szmzwn+C6KQEWRfbkDW6C2OlhbmmlZCK4xKo2lrq+muravMgDwDQUOrAL0xQAAvX9XpI79F2I6h0Elq/6HSyIDgnsAECwLjzn5/pT37/eR34z69aEPP4ywR/7h9H4txdIEXliagDxbdIgfBnRS41SmFluSsnHLiG7uHhIRERFRg0pLSzF16lRMmTIF06dPxzXXXIPw8HDk5ubijz/+wJYtW3DttdeipKQEn3/+ud2+zt7ZRS1zU5+bMLHrRBhMJtz+60KIqHtnriBYPlv7RP6GdXNWQS6VIsyH2bAdQTd1Nzww+AHcP+h+pBSn2IKyGWUZ+D31d/ye+jsCFAGYFj0Ns2JmYUTECC7iRq5XO6B67Yrq7EjA4XLX1/4L6FJPdmd7IZECMePcPQoLQbAETX2DgahBjvuYjEBpVv2B2pJLlkCrdWGx3FPOjcFsrCmb4B8JqJ0r8Rh4y83wnzzJuXPCkhHrDtYvvAMDA91yfm/gVEbs7t27nTr4a6+9hs2bNzMjtp1ZueMc3tqUjAl9wvDZ3SPdPRwiIiLyUJ4yd5JIJBAEAY1Ne4VaET9RFCEIQruZxzrDndctV6tHbmklkgoT8FLCo432f2HYe4gNHobwACXC1W2wGAt5HFEUcTL/JDakbsCmi5tsC4QBQIgqBDO6z8CsmFkYHDbY7v9xIpex1gv1lNq41HKVpZagrLVWbUaCJbhadNESxK3mMCPWSpAAUoWlDrBUWVPiQqq0BK/5/uSR3J4RO3HiRKf+8bJOYKl9mRkXibc2JWPvuXyU6AzQ+PLWHyIiIvJca9ascfcQqIm+PJiOd7elQKY+Bp/Ojfd/9td9MGp1eGxKbzwxrU/jO1C7IwgCBoUNwqCwQXjqqqeQkJuA31N/x5a0LSjQF+CrM1/hqzNfoZNfJ8yMmYlZMbPQN6gvP6eS67TX2rgd2ZULi2mzgITPnDuGaAaMesvjSoIUkCnqBmhlSktpA75ftStOZcTK5XKEh4fj+uub9i3Ojh07kJKS0m4yCTwlq8MTzHh7N5JzSvHPmwbjxuFd3D0cIiIi8kCcO3knZsRSe2AwGbA/az82pG7A9vTt0Bl1tm0xmhjM6j4Ls2Jmobumu/sGSUTeqZ66wPXWiA3qbimBIJos+5gqAWP1w2xo+FyCpDooq7AP0EqVlnqzDNK6lNszYmNjY1FQUIDVq1c3qf+CBQuQkpLizCnIS8waGInknFJsOJnFQCwRERERtQpBVgqJKg+xUWEIVgWjUF9Yb1+NIhhKqQ9StckoqgxBbmmo3XYGZzs2uVSO8V3GY3yX8dAb9dh9eTc2XtyIXZd2IbUkFauOr8Kq46vQP7g/ZsXMwszuMxHl71ztRiLqoOqrC1yd5miX7qjpasmorY/ZXB2YrbIP0JoqAVNVdSZtheVRh2AfnK2dVStVMEjbCpzIXW0ypwKxw4cPx2effYbc3FyEh4e3+mDIe8weGIV3tqbgj5R8lOoNCFCxPAERERF5trS0NHz55Zc4duyYLWNhyJAhmDdvXrtY2bc9+O7sd1h9vOGkD+tnopKqQjx/+D4AQGXeFFTlT7Prx3IFZKWSqTC9+3RM7z4dZVVl2H5pOzakbsD+zP04XXgapwtPY8WRFRgaPhSzYmZhWvQ0hPqENn5gIqLY64GbPwc2LoZUXwqYjTCYAR+JHNB0AXwCG95fIgEkPpbasVcSzfYBWlNVrUBtFQCxptxB5ZU7C5Zg7JWlDmSK6iCtpHVeP2D5h7mqDDAZLFm6Cv92EwQ2GCwZy1Jp65UWcao0wb///W889thjWL9+PWbNmtVo/zfeeAMbN27Ejh07WjRIT8Hb62qIooipK3bhfF453p07BDcMaUIRLyIiIupQPGnu9P777+Opp56CwWCok90gl8vx5ptv4rHHHnPT6DyLO69bni7PbrGl387/hi9Of2HXx2zQQFFyPYq1gRAE4M2/D0KEXxiClMyIJecU6YuwJW0LNqRuwJGcIxCr09kkggSjIkdhVswsTImeArWiY3/2I6ImMJuAtH24UALIAzuhS7cYCJJWDHZeSRRrArN2mbTVbWgk1Ce9otSB7bmTQdqKYssCZrVLLDQ1CO3hRFHE5cuXYTAY0KNHjwb7OjN3cioQ29F50ocJT/DPTcl4f8c5zBgQgf/ccZW7h0NEREQexlPmTr///juuu+46hIeH44knnsDEiRMRGRmJnJwc7Ny5EytWrEBeXh5++eUXXHvttW4bp6fwlOsGAD+c/QHL9i9D/6D+mB83H/6yYNz/UQH0tT7vJb04A74Kp270I6ojpzwHmy5uwobUDUgsSLS1yyVyjO08FrNjZmNClwnwlfu6cZRE5Om0Wi0yMjLg7+8PjUYDuVze9osDiqIlO9VsqM6orf0wADA3vL9EbslslSqueMgtWbomo6WfoRwoz63/OH7hgNzP8lwqs+zvBURRhMFgQElJCcrKytC5c+dG50MMxLqIJ01KPcGpzBJc+94eKGUSJLwwDX5KToCJiIiohqfMnSZPnoyTJ0/i+PHj6NSpU53tGRkZGDJkCAYNGoRt27a5YYSexVOuGwC8tP8lfHv2WyyIW4BFwxcBABauO4INidm2PmsXjMC43mGQStrHbZDkfpe0l7Dh4gZsSN2Ac8XnbO0+Mh9M7DIRs2JmYWznsVBIFW4cJRF5Kq1Wi/z8fFRW1qkX4BnMJsBstARqzUZLYNVc/RAbCdIKksb7OKLSWB5eRKlUIjQ0tElzIZct1kVUW2yUGtEhvkgr0GFnch6uHcTi9kREROR5EhISMG/ePIdBWADo3Lkzbr75Znz55ZdtPDJqzKmCUwCAASEDbG2dAu3r6M1fcxhRGhXi58RiZhzno9RyXdVdcf+g+3H/oPuRUpSCDamWoOzlssuWAO3FDQhQBGBqt6mYGTMTIyNHQibhR2sislCr1VCr1TAYDDCZTO4eTtOJIqArAkouVT8uW34WV/9eVer8MSc+C4T3B/xCAb+w1h+zi0ilUsjlrsngbfG/FkajEcnJySguLq73L9j48eNbehryQIIgYFZcFD7YdR6/J2YxEEtEREQeqaqqCn5+fg328fPzQ1VVVRuNiJqiylSF5KJkADWB2I2JWfh0T2qdvtkleixcl4DVtw9jMJZaVe+g3ugd1BuPDH0EifmJ2HBxAzalbkJuRS5+OvcTfjr3E4JVwZjRfQZmxczC4LDBkFxRX9FkNiEhNwF5ujyE+YZhWPgwSCWtt/ALEXkmuVzusmCey/j4ACGdAIyqu01XCBSmAoUXgNO/Aqf/1/jxlAqg29BWH6Y3a3ZpAlEUsXTpUvz73/9GaWnDUXGv+gagAZ50m5anOHG5GNe/vxe+CimOPD8NPgpOKIiIiMjCU+ZOQ4YMQWVlJU6ePAmZrG4egtFoxKBBg6BQKHDs2LG2H6CH8ZTrdqrgFOb+NhcapQZ/3PIHzCJwzRvbkVWid9hfABCpUWHP4sksU0AuZQ2sbkjdgC1pW1BcWWzbFuUXhZndZ2JWzCz0C+6Hbenb8Pqh15Gjy7H1ifCNwJKRSzA1eqobRk9E1AKl2ZZH5lHgt8cb7997BnD1QktWbECky4fnLm1SmuCll17CK6+8gsDAQNx5553o0qWLw4kttW8DO2vQOdAHGcUV2HU2DzPj2u//WEREROSd7rrrLjz55JOYMWMG3nzzTQwfPty27c8//8QzzzyD5ORk/POf/3TjKOlKp/ItZQlig2MhCAIOXSioNwgLWNaHzirR41BqIUb3DGmjUVJHJJVIMSJyBEZEjsAzo57BgcwD2JC6AdsvbUdWeRbWnFqDNafWIEgZhKLKojr75+hy8MTOJ7Bo+CKMirJknYX5hCHM13tu2yWiDurPNcCu15veP2WT5RE5GPjbh0B4P9eNzUs0O3L66aefIjo6Gn/++SdCQjjR6ags5Qki8fGeVGxIzGIgloiIiDzOo48+ij179uCnn37CyJEj4ePjg4iICOTk5KCiogKiKOKGG27AY4895u6hUi1JBUkAgAGhlrIEuaX1B2FrS0gvQoDK8cec8AAlwtWq1hkgEQC5RI5xXcZhXJdx0Bv1eG7Pc9icthkAHAZha1txZIXt+cLBC/HQkIdcOlYioha7agHQd5bleepuYMsL9fcdeDOQfRLIOw1kHwdWjQJ6TQNGPwz0mAgIHfPulWYHYnNycvDggw8yCEuYNTAKH+9JxbbTuag0mqCUsTwBEREReQ6pVIoffvgBX3zxBdauXYtjx44hPT0darUaV199Ne666y7ccccd7h4mXcEWiK2uDxse0LQA6lubkvHWpmSH2x6b0htPTOvTOgMkuoJKpsKSkUtwz8B7kJCTgDcOv9H4PlIVwn3DkZCTgOX7lyPcNxyRvpGI8I1AuG84Ivwi4C/3h9BBAxZE5GECImtKDHQaAgR1BzYuBrSZNX3UnYGZrwOx11sWALt0ENj/PnD6N+DcFssjIs4SkI27EZAp3PFK3KbZgdiYmBhotdrWHAt5qaFdAxGpViFbq8eelHxM6R/h7iERERER1XHHHXcw4OolKk2VSClKAVATiB0ZE4wojQrZJXo0tsjF9w+OhkpeNzkgPEDZ2kMlcqjCWNGkfnqTHuml6UgvTcfB7IMO+/jKfBHhVx2Y9Y1AhG8EIv0ia373i0CQMojBWiJqe7HXA/2uBdL2AWU5gH8EED0GsC5IKAhAt6stj8ILwIHVwNF1QE4i8PNCYOtyYOR9wFV3A77B7n0tbaTZgdh//OMfWL58OXJzcxEeHt6aYyIvI5EImBkXibX7LuL3k9kMxBIREZFHOHDgAJ577jkcPnwYADBy5Ei8+uqrGDlypJtHRo05W3gWRtGIYFUwIv0smTdSiYD4ObFYuC4BAlAnGFu7LbaTGr4Krl9Bbe+7s99h9fHVTu83ocsEDAgZgBxdDrJ12cgpz0GuLhfaKi10Rh1SS1KRWpJa7/5yidwuMGsN2NYO4Ib6hEImadv/L6wLm+Xp8hDmG4Zh4cMglfAOSqJ2RSIFYsY13i+4BzD7LWDSs5Zas4c+BEqzgO0vAX/8Cxgyz7KwV0hP14/ZjZr9Lnzddddh586dGDNmDJYuXYqhQ4dCo9E47NutW7dmD5C8w+yBUVi77yK2JGWjyjgQCpnE3UMiIiKiDuzkyZOYPHky9PqauqLbt2/HpEmTcOjQIQwYMMCNo6PGnCqoXqgrJNYuy29mXBRW3z4M8b+cQo620m6fByf2xOqd59t0nERXuqnPTZjYdSLMohkPb3sYhfrCevuGqELw/pT3IREk9S7WpTPokKvLRa4uFzm6HMujPMfueaG+EAazARllGcgoy6j3fBJBglCfUIdB2tq/K6Wtkzm+NW0rXj/0OnJ0Oba2CN8ILBm5BFOjp7bKOYjIC/kEAeMWAaP/AZz6Edj3PpBzEjj8EXD4Y0uG7eiHgW6jm11H1pO/BGp2ILZ79+4QBAGiKGLBggX19hMEAUajsbmnIS8xPDoIof5K5JdVYt/5fEzsyyxpIiIicp/XX38der0ezz33HB555BEIgoB3330Xr776Kt544w18/vnn7h6ix1m5ciVWrlwJk8nk7qHYBWKvNDMuCmN7hWLgMsuCSFP7h2Pr6VwcuVgT8DqUWohxvcMglfBWbWpbYb41AdUXrn4Bi3YuAgCItXK4BVj+Xj5/9fOIC41r8Hi+cl9013RHd033evsYTAbkVeTVDdRWZ9Xm6HKQp8uDUTTagroncbLe4wUpg+oN0kb6RiLCLwJ+cr8Gx701bSsW7Vxk97oBIFeXi0U7F2HFxBUMxhJ1dDIFMHguMOgWy8Jf+98HUjYDZ36zPDoNswRkY/8CSJsevvT0L4EEURQbK7Hk0Pz585tcg2bNmjXNOYXH0Wq10Gg0KCkpgVqtdvdwPM7zP5/EugPpmDuiK17/+yB3D4eIiIjczJ1zp27duqF79+7YvXu3Xfu4ceOQnp6OtLS0Nh2PN/GEOe/ffvkbUopS8O6kdzG52+Q623VVRsQu3QQA2LpoPKa/vRvmKz7VRGlUiJ8Ti5lxUW0xZCKHHAUEIn0jsXjk4jYNCJhFMwr1hcgpty99YA3e5upykVOeA71J3/jBAPjL/e1KIYT7hsNP5geFVIFAVSDePPQmiiqL6t2/KdnARNQB5SUD+1cCx78GTNV3vmi6AqMeBIbdAajq3omfp8tDXkUeAOBg1kGsOLKi3sMvGr4Io6JGAUCrvvc4M3dqdiC2I/KESakn23cuH7d9fBBBvnIcfm4qZFKWJyAiIurI3Dl3UiqVeOyxx/Dmm2/atf/f//0f/v3vf9uVLCB77p7zVhgrMPqr0TCJJmy9cSsEkwa5pfZlCPQGE278YD8A4KnpffDPzWfrPd6zs/phTK/QereHBygRrla1zuCJHPDkW2RrE0UR2iotssuzHQZprb+XVpW26nn/1vtvuDvubqgVagQoAtq8jq0reMs1J/JYZXnAn58Ahz4CdPmWNkUAMPwuYNQDQGBNCdRVx1Y1qzb3wsEL8dCQh1pluM7Mnbz/HY48xsiYYAT7KVBYXoWDqYUY28CEl4iIiMiVDAYD/P3967T7+/vDYDC4YUTUVMmFyTCJJoT6hCLcNxzvbE3Bu9tS6u3fUBAWAF7dcKbB7Y9N6Y0npvVp1liJmkIqkWJE5Ah3D6NRgiBAo9RAo9Sgb3DfevvpDDqHQdpLpZeQVZ6F7LJsVJgqmnzeH1N+xI8pP9p+95P7Qa1QWx5Kdc3zK39XWgK3tX+XS+Qt+jNoDZ5+WzSRV/APAyYuAcY+Dpz4xpIlm59sKV9wYDVM/a9H9tC5uOQfCJVUhTk95uBs0VkkFyU3euilVy/FgNABCPNxTyY+A7HUamRSCWYMiMB/D13C7yezGIglIiIiIqeYzCb8nvo7AKCzX2eYRTPmjeqGabERDvufuFyMZ39KbNKxv39wNFTyuhlp4QGtszARUUfhK/dFjCYGMZoYu3br7cGn8k/hxQMvNnqcaHU0AEsWfLmhHOWGcgCwPc8qz3J6bD4ynyYFcK98rlFoIJe2PIjL2rjUEbkqA9xgNiCzIgfpET2QPvlRXL68D+lZfyK9SovLuj9h3HekWcctrixu8dhaokWB2NLSUrz//vvYunUrMjMzUVlZWaePIAg4f56rl3YUM+Oi8N9Dl7DpVDZevCGOCyQQERGR26xbtw4HDhywazt37hwAYPbs2XX6C4KA9evXt8nYyL6mG2Cp67b21FrbKvPH849j8neTMX/AfFs9N8C+ptv5vLImny+2kxq+CuahELnKd2e/c+r24DStpVa39fZgo9mI0qpSaKu00FZqLT+vfF7PtjKD5b2gwliBCmOFXTZqU/nIfBAgD2g0aHvl8ypTFUqqSmAWzXjpwEt1grBAzWJtLx94GZF+kayNS+1GSzPA9UY9MsoykK5NR3ppOi6VXkK6Nt2WYW8SHSwgqrB8aSITRXQxGNHNaESgyYQzCgXOKhWNnvO9o+/hvaPvtWppAmc0u0ZsXl4exowZg/Pnz0OtVtvqIVRVVaGiwnIbQqdOnSCXy5Gamtqqg3YXd9fL8gYGkxlXvbwVJRUGfHP/1RjVI8TdQyIiIiI3cefcSSJxvla9IAgwmRxM+DuYtrpurVHTbf/5Atz60YFG9rBIenEGA7FELuTOBXNMZlNNELeRoO2Vz8uqyhwGT13NXUEgco2OUhe4Of+fVxgrUGWqQmlVKS6VXrIEW0vTka5Nb/RLE5VUhS4BXdAtoBu6qbuha0BXdA3oim7qbog0iZAe/gTmwx9BUlkKE4AZXTsjVyqBKNRNChREESFSX/z7qiWWL0OCeyMsfECL/jys2qRG7LJly3D+/Hl8/vnnmDdvHqRSKZ544gksXboUhw8fxiOPPAKZTIbNmzc39xTkheRSCabFRuD7I5fx6d5UZGv1CA9QYWRMMLNjiYiIqM20l0SA9uymPjdhYteJMItmPLztYVsmrCNXrrBuNTImGFEaFbJL9A7DKALghvAKUccU5lsTUI0NiUXXgK51MuUifSOxeOTiVr89XyqRIlAViEBVoNP7mswmlBnKnAreWp+XVpU2O4i7JnENfj3/K4J9ghGsCkaIKsTy0yfE9tz6u0apgUTgYtieqiPVBXYm872hIG1tfnI/dAvoZguw1n4e5hMGwUFQ1WZqPCQAsGcFpACWFBRiUXgoBFG0C8YK1Tmoz2WlI+6bBZbGCUuAVgrEOqPZgdjff/8dU6ZMwe23315n24gRI7BhwwYMHDgQy5Ytq7NaLbVvEWpLna1Np3Kw6ZTljShKo0L8nFjMjIty59CIiIiog4iOjnb3EKgR1qDN4ezDDQZhAaBAX4AKY0WdBY+kEgHxc2KxcF0Cg65EHmZq9FRM6jrJ47MEpRKpbZEyZ5lFM9K0aUjTpuFE3gl8dPKjxs8nSGESTdCb9LhcdhmXyy43aZ9AZSBCfOwDtNYAbu32YFUwVDKV06+ltXSUzFArT6gLbBbNqDJVodJUaXtUmaqgN+lr2o2Vdtsd9akyVUFv1Dd4LJ1RB7VCbelnrmryGNUKNbqru6Oruqst0GoNtgYpgxoOtjZm1ANA7A3A5SOY+vsirMjNx+shQciR1YQ8I0wmLC4owlRdBXDdO0CnoUBAZPPP2QLNDsRmZWXhpptusv0ulUptJQkAICgoCLNmzcJ3333HQGwHsjExC6t21K0JnF2ix8J1CVh9+zAGY4mIiIjIJk+X13inBvrNjIvC6tuHIf6XU8jR2q9Zcf+EGPxnF7OjidxFKpHW+QKlPZEIEmxI3eBUmRVrzcvb+t2GmTEzUVhRiAJ9AQr0BSisKESh3vJ7od7yvKSyBCbRZOvTFH5yP7ss22Cfus+tv6uV6lbLtu0omaHW2/ObUhd42f5l0FZpYTQb4SPzgY/Mp26Q06h3HDxtJKhqC6A6ERBta48MfQRz+82FWuHCElUBkZZHgWUdgKm6CkzSVSBBpUSeVIowkwnD9JWwfR2gDAA6DXHdeBrR7ECsRqOBwWCw/R4UFITLl+2/yVGr1cjJcb5INnmXXK0euaWVMJlFPP9zosNMBGvb8z8nIkrjA6lEQHiAEuFq931TR0RERETuY/0ga10pvTHlhnIkFSQ5rCc5My4KY3uFYuCyzdW/R2BjYg52nqkJ3h5KLcS43mEsl0VErcpaZgVwTW1cg8mAosoiS4C2oiZAW1BRYAvY1m43mA0oN5Sj3FCOS6WXGj2+TJAhSBVkl2XbUNatQup4MSR3Z4YazUa7AGbtLM8qc5VdW53tJsfbr9zP+jNXl4viyuImjauksgTx++Jd9rqvJBEkUEqVdg+FVFGnTSmr2aaSqmx9rvxdKVNCKanZR2fQodxQjjRtGt4/9n6j4wlSBuFy6WXXLk5Xmm15VJbamqQARugrHfevLAUyj9UEcNtYsxfrGj16NCIjI/HTTz8BAGbMmIHjx48jKSkJwcHBqKiowODBgyGRSHDmzJlWHbS7cLEux17+LQkf73E+0+Dea2Lw/HWxLhgREREReQLOnbyTNy3WVZuuyojYpZsAAPuWTMLkf+6C3mi268NyWUTkao6yQl1VG/dKoiii1FBqn1l7RZatNWhboC9AaVVp4we9gr/c3xaU9ZP7wUfmgwB5ADZe3AidUVfvfgGKANw38D4YzUaoZCoopUqnA6B1gqbmmm1m0Vzvud3NT+4Hf7k//OR+0Cg1TQuQShRQyVR1+jQWVJVL5C59La39b3er2PEasOt15/ebsASY9EyrDKFNFuuaPn063n77beh0Ovj6+uKBBx7AjTfeiMGDB+Pqq69GQkICLl68iFdeeaW5pyAiIiIionaqJVlkjTl8sahOEBZguSwicj131sYVBAFqhdpSj1PTvdH+BpOhTimEK7Nua283mo0oM5ShzFCGNG2aU2MrrSpt8uJNLSWTyOoELuUSeZ222j8VEkWdQKdCqnDY9/cLv+N/5//X5PFYM5RdGoxsI678t7vZrloA9J1leZ66G9jyQv19p70ExIy3PHdTjdhmZ8RmZWVh9+7dmDJlCkJDQwEA//rXv/Dyyy+jpKQEPj4+eOihh/D6669DKm0fhZmZ1eGYtTTBicvFePanxEb7v/rXOAzqEsjSBERERO0c507eyV3XbWvaVjzzxzPQm/S2NmeyyGpnxEaolXXqxVoJACI1KuxZPJllCoiImkgURWirtHYB2tMFp3FBewFpJWk4X1J3rZgrhahCLAujKTQIUgU5DIoqpUrIpQ0ETSWKOsHS2kFThUTh8qB37RqxD297uMEFJ0NUIXh/yvuQCBLX3p7vJu7MAK9X0i/AxsWANrOmTd0ZmPk6EHu9S07pzNyp2YHY+phMJuTn5yM8PLxlq555IH6YaJjJLOKaN7Yju0TvsE4sJ71EREQdC+dO3smd1+0f2/6BXZd34W+9/4brelznVBZZ7UBsU1iTA+rDpAEiooZ55G3qbcxaGxeAXX1cAZaYh6tr43oCk9nklgzwBplNQNo+oCwH8I8AoscALhxTm5QmqI9UKkVERERrH5a8gFQiIH5OLBauS4AAOAzGxs+JZRCWiIiIiBwqqSwBAFzT+ZoGV1q33pFVm95gcupcjd3J9diU3nhiWh+njklE1JFYb1NvTmZoezE1eipWTFxRJys0wjfCvVmhbUgqkTb4b7ZbSKRAzDh3j8KhVg/EUsc2My4Kq28fhuW/JiGrRG+37Z5xMazFRURERET1sq5CHagMbLDflwfT8e62lFY55/cPjoZKXjdLJjxA2SrHJyJqr8J8a261f+HqFxrMDH3+6ucRFxrX9oNsA+6sC0zex6lAbGys8yvcC4KAU6dOOb0fea+ZcVGYFhuJQ6mFyC3VY/fZPPyQkIENJ7Px5LS+8FHwzYiIiIiI6iqqLAIABCmDGuw3b1Q3TIt1fBeeySzins8OI7+syuF2AUCEWoVsrSVpILaTGr4K5qcQEbVER88M9cisUPJITs04zpw5A0EQ0MplZakdkkoEjO4ZAgCYHhuJ/ecLkFFcgQ93X8BjU3u7eXRERERE5GlMZhO0lVoAQKAqsMG+4WpVg/VbX/5LHBauSwBQt1yWCOCZ2f3w2NfHmj9YIiKqg5mhRI2TOLuDTCbDDTfcgJ9//hlGoxFms7nRB3VsPgopnpndHwCwetc5ZBZXuHlERERERORptFVa2+2sGqWmRceylssKV9ctL6CUSTCwc8uOT0REjlkzQ2f3mI0RkSMYhCW6glOB2BMnTmDhwoXYu3cv/vrXv6Jz585YvHgxkpOTXTU+aieuGxSFkd2DoTeY8fqGM+4eDhERERF5GGtZggB5AOQSeYuPNzMuClsXTbD9/uldV2FYt0BUGs147ffTtvZDqYUwmXnHHxEREbmeU4HYuLg4vPPOO8jIyMA333yDoUOHYsWKFYiNjcWYMWPw8ccfo6yszFVjJS8mCAKWzomFIAC/HM/E4Yv1r6ZIRERERB1Psb4YQONlCZwhlQi251f3DMErfx0IiQBsOZ1ra5+/5jCueWM7NiZmtdp5iYiIiBxxujQBAMjlctx44434/fffkZaWhhdffBH5+fm4//77ERkZifnz5+Py5cutPVbycnGdNZg7oisAYPmvp5h5QEREREQ2xZXFABpfqKsl0grK4WgKml2ix8J1CQzGEhERkUs1KxBbW6dOnfDcc8/h7Nmz2LhxI4KCgvDFF18gISGhNcZH7cyT0/siQClDYoYW3x+55O7hEBEREZGHsAZiW1oftj4ms4jlvyY53GaNzS7/NYnJAkREROQyLQ7EAsDRo0fxyCOP4LbbbkNGRgYiIiLQuXPn1jg0tTOh/ko8NrU3AOCtTcnQ6g1uHhEREREReYIivaVGbJDKNRmxR9KKkFWir3e7CCCrRI9DqSyhRURERK4ha+6OhYWF+PLLL/Hpp5/ixIkTkMlkmD17Nu6++27Mnj0bUilXxiPH7hzdHV8dSseFvHK8v/0cnp3d391DIiIiIiI3s2bEBioDXXL8vNLKJvVLSC9CgKr+j0nhAUqEq1WtNawWy9XqkdvE11abp70OIiKijsCpQKwoiti0aRM+/fRT/Prrr6isrMSAAQPw1ltv4Y477kBYWJirxkntiEImwQvXxWLBmsNYszcVc0d0RY8wf3cPi4iIiIjcyFYj1kUZsWEByib1e2tTMt7alFzv9sem9MYT0/q01rBa7MuD6Xh3W4rT+3na6yAiIuoInArEduvWDZmZmdBoNJg/fz7uvvtujBgxwlVjo3ZsUt9wTOobhh3JeXhl/Wl8Mp9/j4iIiIg6smJ9MYDm14h1lBmqN5hsz33kUoT6K5BfVlXvMUL8FCgot2z//sHRUMnr3uUX3sSAbluZN6obpsVG2LXpDSbc+MF+AN7zOoiIiDoCpwKxGRkZkMvlGDx4MNLS0hAfH9/oPoIgYP369c0eILVfz18Xiz9SdmPbmVzsTM7FxL7h7h4SEREREblJUWV1jVhl8zJiG8sMveXDA40eY+mcWDz29TEAQGwnNXwVza7k1mbC1ao6JQZKa63DUFZpxNBuQZBKhLYeGhEREV3B6ZmFwWDArl27mtxfEPgPPjnWM8wf88d0x8d7UvHib0kY2ysUcmmrrB9HRERERF6mpTViHWWGOrLvXD7+s/uCLfPVKjrEF1P7e39iwMbELMT/csr2+/w1hxGlUSF+TixmxkW5cWRERETkVCA2NTXVVeOgDuqRKb3x09EMXMgrx+f703DPNTHuHhIRERERuUFLa8Q6ygx1JK6zBreO6oaByzYDAN65ZTCW/HASaQU6bD2d26xze4qNiVlYuC4B4hXt2SV6LFyXgNW3D2MwloiIyI2cCsRGR0e7ahzUQWl85HhqRl888+NJvLP1LP4ypBNC/FmvioiIiKgjMZqN0FZqATS/Rqwzat+mP31AJM7nlePf28/h7S1nbe2HUgsxrneY19zSbzKLWP5rUp0gLACIAAQAy39NwrTYSK95TURERO0N7wMnt7v5qq4Y0EmNUr0R/6o1+SUiIiKijkFbpYVYHUJsi0Dsle4f3wN+CikuFuhsbfPXHMY1b2zHxsSsNh9PcxxKLURWib7e7SKArBI99qTktd2giIiIyA4DseR2UomA+DkDAAD/PZSOU5klbh4REREREbWlYn0xACBAEQC5RN7m5997Lh/lVaY67dZb+j09GFtlNGPHmZwm9b1rzWFMfGsHHvjiT6zYchbrT2ThXG4ZjCazi0dJREREnr8MKHUII2OCcd2gKPx2IgvLf03CN/dfzYXeiIiIiDqIosoiAECQsnn1YVvCeku/I558S7/ZLOJIehF+PpqB309moUhnaPK+Fwt0uFigw6ZTNcFbhUyC3uH+6BsZgH6RAegbqUa/yACEByibNS/P1eqRW1rp9H7hAcom1folIiLyRgzEksd4ZnZ/bEnKwaHUQvx+MhvXDuJCAkREREQdgXWhrkBlYKsf21FAUG+oyX794cjlJt3Sfyi1ED3D/NweXEzOLsXPxzLwy7FMZBRX2NpD/RXQVZmgc5DZC1gCypEaFX5+eCzO5ZbhTHYpkrO1SM4uxdmcMlQYTDiVqcWpTK3dfoG+cvSJsAZnLT/7RAQgQNVw5vKXB9Px7rYUp1/fY1N644lpfZzej4iIyBswEEseo3OgDx6c0BPvbkvBq7+fxpT+4VDJpe4eFhERERG1kjxdHvIq7GuUmkUztqZtBQBUGCuQmJ8IiWBfQS3MJwxhvmHNOmdjAcFl9WTDXim3VI8DFwrcElzMKK7AL8cy8b9jGTiTXWpr91fKMDMuEjcM6YQxPUOxJSkbC9clAIDdol3WfNb4ObGIUKsQoVZhbK9Q23azWcSlIl11cNbyOJOtRWp+OYp1BhxKLcSh1EK7MXUO9LEEZSNrgrQ9Qv2hkFmu3bxR3TAtNsLWf9+5fPxn9wUUlFfZ2kL9Fbh/XA+MqTWW8AAu3EtERO2XIIqio4U1yQGtVguNRoOSkhKo1Wp3D6ddqqgyYcq/diKzRI9F0/rg0Sm93T0kIiIiaibOnbyTK6/bqmOrsPr4aqf3Wzh4IR4a8lCzztnYLfInLhfj2Z8SGz3Of++72mFGrN5gwo0f7AcAfP/gaIeJBM3JiC3WVWH9ySz871imXRBULhUwqW84bhjS2WHiwsbELMT/cgo52ppxRmlUiJ8Ti5lxzt1xpjeYcC63DGdzrMFZy89sreMMYplEQM8wS3mDvpEB6Bth+ZmYUYKHvkzAlR88rQHi1bcPc3psREREnsKZuRMDsU7gh4m28evxTDzy36NQySXY/uREdAr0cfeQiIiIqBk4d/JOrrxutTNiD2YdxIojK+rtu2j4IoyKGgWgZRmxjTGZRVzzxnZkl+jrBAqtfBVSJLwwzWGQVVdlROzSTQCApBdnwFfR/JsOK6pM2Ho6B/87loldZ3NhMNWMaFRMMP4ytDNmx0VB49twWYBSvQEDl20GAKxdMALjeoe1an3bYl2VJXM2pyY4eza7FKWVRof9BaDeP1tryYQ9iyd7VA1eIiKipnJm7sTSBORxrhsUhc/3X8Thi0V4Y+MZvDt3qLuHREREROQ1XnvtNfzwww9ITk6Gr68vJkyYgDfffBPdu3d399AQ5msJqJrMJjy6/dF6+wkQ8NXpr3Bn7J2QSlxbqkoqERA/JxYL1yXUGzDUVZlw16eHsHLeMIT6t+6t80aTGfvOF+DnYxnYlJiN8lo1XvtHqfGXIZ0wZ3Anp5ITagc0R8YEt3qAM9BXgVE9QjCqR4itTRRFZJbokZyttStxkJJbCpO5/mPVrsE7umdI/R2JiIjaAQZiyeMIgoD4OQMw5/09+N+xTNxxdTSu6h7s7mEREREReYVdu3bhkUcewYgRI1BZWYnFixdj1qxZOHnyJGQyz5j+J+QmIEeXU+92ESKyddlIyE3AiMgRLh/PzLgorL59mMNb+m8Y0gnrDqTjYGoh5vx7D/5zx3AM6hLYovOJoojjl0vw89EM/HYiC/llNefsEuSDG4Z0wg1DOqNPRECjx2psMbKkTG2rlUtoiCAI6Bzog86BPpjcr6Y27I8Jl7Ho2+ON7p9bWv+CaURERO2FZ8zEiK4Q11mDW67qiq8PX8KyX0/hl4evgYS3KhERERE1auPGjXa/f/LJJ+jWrRuSkpIwaNAgN43KXp4ur/FOTvRrDTPjojC2V6jDW/pvHN4V93/xJy7klePGD/bj1b8OxI3DuwCwlDawOpRa2GAZgAt5Zfj5WCZ+OZaBiwU6W3uQrxzXDeqEG4Z0wvDoIAhC0+e9jS1GZq1fe6WWLiDWVFGapmXyfrDrPIL9FLimV6hTr5+IiMibMBBLHuupGX2x/kQWEjO0+P7IZdw8oqu7h0RERETk0Lp16/DHH3/gyJEjOHnyJKqqqrBmzRrMnz+/3n0OHz6M+Ph47N+/H1VVVRgwYAAef/xx3Hbbba06tpKSEgBAcLDn3GHU1HqvrqoLW5/6bunvFe6Pnx8ei0XfHMPW07l46rvjSMwowVXdg/DSb0m2feavOVxnYaxcrR6/HM/EL8czceJyia2vj1yK6QMicMOQThjXOwxyqaRZY543qhumxUY03vEK4QGtW2KhPiNjghGlUTVYgxcATmeV4o5PDmFgZw0entQT02MjmYhBRETtDhfrcgIXnGh7H/9xAS+vP41QfwV2PDURAaqGFyYgIiIiz9GR5k7du3dHWloaQkND4efnh7S0tAYDsTt37sSMGTOgUCgwd+5caDQa/Pjjj0hNTcUrr7yCZ599tlXGZTabMWvWLMhkMqxfv75J+7TFdTOZTZjxwwzk6nIhOgjPCRAQ4RuBjX/f6PIasbU1tvCW2Szive0peGdr/Rmo1tDh7aOjkZpXjn3n82FNmpVKBIzrHYq/DOmMabER8FN2jLyYjYlZWLguAYB9DV7rn9Urf41DSm4Z/nsoHXqDpaBsr3B/LJzQE9cP6dTsIDUREVFbcGbuxH/RyKPdObo7eoT6Ib+sCu9vP+fu4RARERE59PHHH+PixYvIy8vDgw8+2GBfo9GIe++9F4IgYPfu3fjoo4/wz3/+E8ePH8eAAQMQHx+PlJSaQN/zzz8PQRAafDgiiiIeeOABpKamYu3ata35cpstT5eHpIIkJBclY17/eQ6DsIClRuxt/W9DclEykgqS2rREQUMkEgGPT+2D/9w+HPXlaorVjy/2p2HPOUsQdli3QLx4wwAcenYK1i4Yib8M7dzug7C5Wj0SM0qQmFGCLkG+eGZWPwT7Kez6hPgr8MysfhjUJRB/H9YFn9w1AneP7Y4AlQzncsvw5HfHMfGtnfh8/0W7urdERETeqn3/609eTyGT4IXrYrFg7WF8ujcVc0d2Q0yon7uHRURERGRn6tSpTe67fft2nD9/HgsWLMDQoUNt7QEBAXjhhRcwd+5crFmzBq+++ioA4KmnnsK9997r1HhEUcRDDz2ErVu3Yvfu3QgLa9tb/Ovz3dnvsPr46ib1XXFkhe35wsEL8dCQh1w1LKepfeQN3mZvdfNVXfCPSb3RLcTX5WPyNI3VrgWA/LIqvLrhjF3bY1N6Y9+SyVh3IB2f7LmAjOIKLP3fKby3LQV3XxOD26+Ohpp3yRERkZdiIJY83qR+4ZjYNww7k/Pw8m9J+GS+61fOJSIiInKVnTt3AgCmT59eZ5u1bdeuXba2wMBABAYGNvn4oiji4Ycfxvr167Fr1y507eo5dfZv6nMTJnadaNdmMBlw+4bbAQBPDX8KwyOHQyLY37gX5uMZgWSr3FJ9k/qN7RXaIYOwQMtq1wao5Fg4sScWjO2O7/68hA92WQKyb25Mxuqd53HX6O5YMLY7Qvzbps4tERFRa/HYQGxLFy/Ys2cPfvrpJ+zcuRMXL15EeXk5unfvjhtuuAHPPPOMU5NZcr/nr43FnpTd2HYmFzuTczGxb7i7h0RERETULNayA717966zLSgoCKGhoXalCZz10EMP4euvv8avv/4KHx8fZGdnA7As1qVQKOr0r6ysRGVlpe13rVbb7HM3Jsw3rM4CXNqqmvPN7T8XSqnnB9fCA1St2q89ClerEK5u2etXyaW4Y3R3zB3ZDb8cy8SqnedwPq8c7+84h4/3XMDcEd1w//ge6BTo00qjJiIici2PDMTWt3jBvHnzcPHixSYtXnDjjTciPz8f11xzDe68804IgoCdO3fizTffxA8//IB9+/YhPJzBPG/RK9wfd43pjk/2pOKl35Iwtlcoi/YTERGRVyopKQEAaDQah9vVajUuX77c7ON/8MEHAIBx48bZte/YsQMTJ06s0/+1117D8uXLm32+ltIZdAAAmSCDQlI3UOwquVo9cksr7dpq1yFNytRCJa+7UFh4gBIjY4IRpVEhu0TvsESBACBSo8LImOBWHnXHJJdK8PfhXfDXoZ2xOSkHq3aew4nLJVi77yK+PJiGvw7tjAcn9ESPMH93D5WIiKhBHheIvXLxAmvdrPj4eIwePRrx8fG46aabHGYQ1PbEE0/gzjvvRFRUlK3NepvW6tWrsXz5cqxcudKlr4Va16NTeuPnoxk4n1eOL/an4e5rYtw9JCIiIiKPI4pNqV5a45lnnsGiRYtsv2u12jYtZ2ANxPrKfetdeMwVGqtheuMH+x22PzalN56Y1gfxc2KxcF0CBMAuGGt9BfFzYiGVtN3r6QgkEgEz4yIxY0AE9pzLx6od57H/QgG+/fMyvjtyGbPjorBwYk/EdXb8JQcREZG7eVwg1tnFC+qzePHiOm2CIOCFF17A6tWr7epukXfQ+Mjx1Iy+eObHk3h761ncMKQT60IRERGR17FmwlozY6+k1WrrzZZ1BaVSCaXSfXOqckM5AMBP3rYLsrakhikAzIyLwurbhyH+l1PI0dZk1kZqVIifE4uZcVH1HYJaSBAEjOsdhnG9w3AkrQird57D1tO5WH8yC+tPZmFi3zA8NLEXM5KJiMjjeFwg1tnFC5wll1tW2JTJPO6lUxPcfFVXfLE/DUlZWqzYchav/HWgu4dERERE5BTrnV0pKSkYPny43baioiLk5+djzJgx7hiaW5QbLYFYX1nbLmrVGjVMZ8ZFYWyvUAxcthkAsHbBCIzrHcZM2DY0PDoIH981AmeytVi98zx+PZ6Jncl52JmchxHdg/DQpF6Y2CesTbOtiYiI6uNxRTZdvXjBp59+CsBxoJc8n1QiIH5OLADgv4fSkZTpusUkiIiIiFxhwoQJAIDNmzfX2WZts/bpCKylCdo6I7a11A66jowJZhDWTfpFqvHu3KHY8dRE3DqyGxRSCQ5fLMKCNYdx7Xt78NuJTJjMzpXtICIiam0eF4htyuIF9d3G1Zhjx45h+fLlCA8Px9NPP91o/8rKSmi1WrsHud+oHiG4dlAUzCKw/NdTTtdBIyIiInKnKVOmoEePHvjqq69w7NgxW3tpaSleeuklyGQyzJ8/323ja2vW0gS+8rbNiKX2KTrED6/9bSD+WDwJ942Lga9CiqQsLf7x1VFMXbEL3x6+hCqj2d3DJCKiDqrD3J+fmpqK6667DiaTCV9//TVCQ0Mb3cfdK8hS/Z6Z1Q9bk3JwMLUQGxKzMXsga3ARERGR+3z88cfYs2cPAODkyZO2NmvZrb/85S/4y1/+AsBSIuvjjz/GjBkzMG7cONx6661Qq9X48ccfkZqaipdffhl9+vRxx8twC2/PiCXPFKFW4blrY/HQxF5Yu+8i1u67iNT8cjz9wwm8vfUs7hvXA3NHdoWvosN8JCYiIg/gcRmxrli8IC0tDZMmTUJeXh6+//57TJo0qUn7PfPMMygpKbE9Ll265NR5yXW6BPniwQk9AQCvrD8NvcHk5hERERFRR7Znzx589tln+Oyzz5CQkAAA2Lt3r62tduYrAEyaNAl79uzBNddcg2+//RarVq1CSEgI1q1bh+eee84NrwBYuXIlYmNjMWLEiDY9r7tqxFLHEOSnwBPT+mDvksl4bnZ/hAcokVWix4u/JeGaN3bg/e0pKKkwuHuYRETUQXhcILb24gVXsi5e4Kh+bH0uXryIiRMnIjMzE99++y2uu+66Ju+rVCqhVqvtHuQ5HpzQE1EaFTKKK/DR7gvuHg4RERF1YGvXroUoivU+li1bVmefkSNHYsOGDSguLoZOp8Phw4cxb968th98tYcffhhJSUk4fPhwm56XpQmoLfgrZbhvfA/sfnoSXvlrHLoF+6KwvAr/3HwWY1/fjtc3nEFeaaW7h0lERO2cxwViW3PxAmsQNiMjA9988w1uuOGG1hsouZ2PQopnZvcHAKzaeR5ZJRVuHhEREREROcubShPkavVIzCixe9RePDYpU1tne2JGCXK1ejeOmmpTyaWYNyoa25+cgHfnDkHfiACUVRrxwa7zuOaN7Vj6v0RcKtS5e5hERNROCaKHrXRkNBrRt29fZGRk4MCBAxgyZAgAy+IFo0ePRnJyMk6dOmWrm5Wfn4/8/HyEhoba1X29Mgj7t7/9rcVjs5ZFKCkpYXashxBFETd9sB9/phXhhiGd8O7coe4eEhEREVXj3Mk7tfV1i98Xjx9TfsQjQx/B/YPud/n5WuLtLWfx7ra6d+415rEpvfHEtI5T99ebmM0itp3Jxcod53DsUjEAQCoRcMOQTnhoYk/0Cg9w7wCJiMjjOTN38rjK5M4uXvD+++9j+fLliI+Pt7vla+LEiUhLS8PVV1+NEydO4MSJE3XO5egWMfIugiAgfs4AXL9yD/53LBN3XB2Nq7oHu3tYRERERNRE1tIE3pARO29UN0yLjXB6v/AApQtGQ61BIhEwLTYCU/uHY/+FAqzacR57zuXjx4QM/HQ0AzNiI/HQpJ4Y1CXQ3UMlIqJ2wOMCsUDN4gXx8fH49ttvUVVVhQEDBuCll15qct2stLQ0AMCBAwdw4MABh30YiG0fBnbR4ObhXfHNn5ew/Nck/O/hsZBIBHcPi4iIiIhqydPlIa8ir057TnkOAKBYX4ykgqQ628N8whDmG+by8TVFuFqFcLXK3cMgFxAEAWN6hmJMz1Acv1SMVTvPYdOpHGw8lY2Np7IxrncoHprYC1f3CIYg8LMGERE1j8eVJvBkvL3Oc+WVVmLyP3eitNKIN28chJuv6uruIREREXV4nDt5J1ddt1XHVmH18dVO77dw8EI8NOShVhsHUVOdzSnFBzvP43/HM2EyWz42D+0WiIcn9sKU/uEMyBIREQDn5k4MxDqBHyY820e7L+CV308j1F+JHU9NQIBK7u4hERERdWicO3knV123KzNiD2YdxJrENSiqLLK1BauCMX/AfIyKGmVr86SMWOqYLhXq8OHuC/jmz0uoMpoBAP0iA7BwYk9cOzAKMqnHrYFNRERtyJm5E//FoHbjrjHdERPqh/yySry/45y7h0NERETkVVauXInY2FiMGDHCJccP8w1DbEgsYkNikVmWibePvG0XhAWAIn0R3j7yNjLLMm19GYQld+sa7IuX/hKHPYsn4YEJPeCvlOFMdike+/oYpqzYha8OpqPSaHL3MImIyAswI9YJzOrwfNvP5ODutX9CLhWw+YkJiAn1/EUfiIiI2ivOnbyTq6+byWzCjB9mIEeX43C7AAERvhHY+PeNkEqkrX5+opYq0Rnw+f6L+HRvKop0BgBAhFqJ+8b1wNT+4SirtA/KmswiTmWWoEhnQJCvHAM6aSC9Yk2L8AAl6w8TEXkpZ+ZOHrlYF1FzTeobjgl9wrDrbB5eWZ+Ej+9yTUYHERERETVPQm5CvUFYABAhIluXjYTcBIyI5FyOPI/GV45HpvTGPeNi8PWhS/hw9wVka/V4ef1p/HNTMvTV5Quc8diU3nhiWh8XjJaIiDwJA7HUrgiCgBeui8Xed3Zj6+lc7Dqbhwl9eDsbERERkafI0+U13smJfkTu4quQ4e5rYjDv6m74+WgGVu88j4sFOgCASi7BoC6BOJRaWO/+z87qhzG9QgFYMmKJiKj9Y41Yand6hfvjrjHdAQAv/ZYEg8n5b6SJiIiIyDWaWvOVtWHJWyhlUtwyohu2PTkR7982FP2j1NAbzA0GYQUAa/ZdRP8oNeI6a1iWgIiog2AgltqlR6f0RrCfAudyy7DuQJq7h0NERERE1YaFD0OEbwQECA63CxAQ6RuJYeHD2nhkRC0jlQi4blAn/P7oNVg8o2+DfUUAWSX6BoO1RETU/jAQS+2SxkeOp6ZbJj9vbzmLwvIqN4+IiIiIiABAKpFiycglDrdZg7OLRy7mQl3ktQRBQKcgnyb1Tc0vc/FoiIjIkzAQS+3WLSO6on+UGlq9ESu2JLt7OEREREQdWp4uD0kFSUgqSEIn/054YvgTCFAE2PUJVgXjieFPoJN/J1tf1oolbxQe0LRSA8/9lIhb/rMfn+xJxaVCnYtHRURE7iaIoii6exDeQqvVQqPRoKSkBGq12t3DoSY4eKEAt3x4ABIB+O2RcYjtxOtGRETUVjh38k6uum6rjq3C6uOrnd5v4eCFeGjIQ602DqK2YDKLuOaN7cgu0aO+D9wyiQCj2X5rv8gATB8QiemxERjQSQ1BcFzCg4iIPIczcycGYp3ADxPe6eGvErD+RBau7hGM/953NSczREREbYRzJ++ycuVKrFy5EiaTCWfPnm3V65any8PZorMoqiyya0/MT8SXp79EtDoaDw5+sM5+Qcog9Anqw4W7yCttTMzCwnUJAGAXjLV+Gll9+zAM6KTBlqQcbE7KxqHUQtSOy3YO9MG02AhMHxCBkd2DIZPyhlYiIk/EQKyL8MOEd7pcpMOUf+1CpdGM1fOGYdbAKHcPiYiIqEPg3Mk7ueK6MRuWOqqNiVmI/+UUcrSVtrYojQrxc2IxM87+c0lheRW2n8nF5lPZ2J2SB73BbNum8ZFjSr9wTB8QgfF9wuCrkLXZayAiooYxEOsi/DDhvVZsOYv3tqWgc6AKr/5tIIp1BoQHqDAyJhhSCTNkiYiIXIFzJ+/kiuuWp8tDXkVNrdeDWQexJnGNXYZssCoY8wfMx6ioUba2MJ8wZsOSV8nV6pFbWmnXVl5pxC0fHgAALJsTi6Hdgup8BgkPUCJcXVNXtqLKhD3n8rH5VDa2ns5Bkc5g26aUSTCudyimx0ZiSv9whPgrXfiKiIioMQzEugg/THgvXZURY17fjuJaExig/m+jiYiIqOU4d/JOrr5uW9O2YtHORRCvqJwpVN+wvWLiCkyNntrq5yVqC29vOYt3t6U4vd9jU3rjiWl9HG4zmsw4klaELUk52JSUjUuFFbZtEgEYHh2E6bGRmD4gAtEhfs0eOxERNQ8DsS7CDxPea2NiFh6srs9UW+36TAzGEhERtS7OnbyTK6+byWzCjB9mIEeX43C7AAERvhHY+PeNkEqkrXpuorbgKCO2Ka7MiK2PKIpIzinF5lOWurKJGVq77X0jAjB9QASmx0YirjMX+yIiagvOzJ1YWIbaPZNZxPJfkxxuE2EJxi7/NQnTYiNZpoCIiIjIhRJyE+oNwgKACBHZumwk5CZgROSINhwZUesIV6uaFFBtLkEQ0C9SjX6Rajw6pTcyiiuwtXqxrwMXCpGcU4rknFL8e/s5RGlUlsW+YiMxqkcw5Fzsi4jI7RiIpXbL+m30icvFyCrR19tPBJBVosc3h9MxqEtgk7+NJiIiIiLn5OnyGu/kRD+ijq5zoA/uGtMdd43pjmJdFXYk52LzqRzsOpuHrBI9Pt+fhs/3p0GtkmFyv3BMHxCJ8X3C4K9kKICIyB347kvt1oe7L+DjPalN7v/sT4kAgHuvicHz18W6alhEREREHVZTF97iAl1Ezgv0VeCvQ7vgr0O7QG8wYd/5fGw+lYMtSTkoKK/Cz8cy8fOxTCikEoztFYLpAyyLfYUHtE4SiqvLMhARtQcMxBIRERERUZsYFj4MEb4RyNXl1lmsC6ipETssfJgbRkfUfqjkUkzuF4HJ/SLwyl9FHE0vwuakHGw6lY20Ah12JOdhR3IeBAEY1i2ouoRBBHqE+Tf7nF8eTG/1hcqIiNobLtblBC444V2s38iazCLu+eww8suqGuwf7CvHoul9MT02gt/IEhERtQLOnbyTq6/b1rStWLRzUZ1ArFC9jOqKiSswNXpqq5+XiCyLfaXklmFLUg42n8rG8csldtt7hftjemwEpg+IxKDOGkicWEPDUUas3mDCjR/sBwB8/+BoqOR1F+FjRiwReTtn5k4MxDqBHya818bELCxclwAAdlN+ofr3iAAlcqonDfeNi8FTM/pCKeNKvURERC3BuZN3aovrtjVtK1479Bpydbm2tkjfSCweuZhBWKI2lFViXewrB/vPF8Borvm0FKFW2hb7urpHCBQy5xf70lUZEbt0EwAg6cUZ8FXwplwian8YiHURfpjwbhsTs7D81yS7hbuiNCrEz4nF+D5heGX9aXx5MB0A0C8yAO/MHYJ+kbzOREREzcW5k3dZuXIlVq5cCZPJhLNnz7bqdcvT5SGvwn4BLp1BhwWbFgAAZnWfhTsH3AmJYB/oCfMJY71YojZSUmHAzuRcbE7Kwc4zuSivMtm2BShlmNgvHNNjIzCxbxgCVPImHZOBWCLqCBiIdRF+mPB+JrOIQ6mFyC3VIzxAhZExwZDWut1m+5kcPP39CeSXVUEhleDpmX1x99gYp27JISIiIgvOnbyTK67bqmOrsPr4aqf3Wzh4IR4a8lCrjIGImq7SaMK+8wW2xb7yy2pKDsilAsb0DMX0ARGY1r/hsm6legMGLtsMAFi7YATG9Q6z+/xFRNQeMBDrIvww0THkl1ViyQ8nsPW05Va5sb1C8M+bBiNK4+PmkREREXkXzp28kyuum6OMWAB4+cDLOJl/Ev8Y8g+M6zKuznZmxBK5n9ks4tjlYmw+ZakreyG/3G77kK6BmD7AUsKgV3jNYl8bE7MQ/8sp5GhrgrjWOxJnxkW12fiJiFyNgVgX4YeJjkMURfz30CW89FsSKgwmaHzkeOWvcbhuUCd3D42IiMhrcO7kndryut296W4czj6Mt8a/hZkxM116LiJqHedyy7A5KRtbknJwNL3YbluPMD9Mi42AWiXHPzcl48pggzUXdvXtwxiMJaJ2w5m5Ewu0EDkgCAJuG9UNV/cIxhPfHMPxyyX4x1dHsf10LpbdMADqJtZEIiIiIqL6mcyWGpQyCT+WEHmLXuH+6BXeCw9N7IUcrR5bT+dg86kc7Dufjwt55fjPrgv17ivCEoxd/msSpsVGskwBEXU4zi97SNSB9Ajzx/cLx+DRyb0gEYAfj2Zg1jt/4FBqobuHRkREROT1jKIRACAVpG4eCRE1R4RahXmjovHZ3SOR8MI0/PvWoRjdM6TBfUQAWSV6fLonFdklevAmXSLqSPjVM1Ej5FIJFk3viwl9w/DEN8eRXqjDLR/ux8IJPfH41D5QyPh9BhEREVFzWDNipRIGYom8XYBKjjmDO8Esith/vqDR/q/8fhqv/H4aAUoZeoT7o2eYH3qF+6NnmD96hfsjOtgXMqnnf9bK1eqRW1rZeMcrhAcoG1zojIjaJwZiiZpoeHQwfn9sHF789RS+/fMyVu08j90peXjnlqF2RemJiIiIqGmMZktGrEzgxxKi9iI8oGnBxUi1CrmlepRWGnH8UjGOXyq22y6XCogO8UOvMH/0DLcEaXuFBaBHmB/8lJ7znvHlwXS8uy3F6f0em9IbT0zr44IREZEn85x3LyIv4K+U4c0bB2Nyv3As+fEkEjO0uO7ff+DZ2f1xx9XREATWOCIiIiJqKpPIjFii9mZkTDCiNCpL2QEH2wUAkRoV9iyeDKPZjLQCHc7nluFcbhnO5ZXhfF4ZzueWo8JgsrTllgGn7I/RSaNCz1rZs9afof6KNv9MNm9UN0yLjbBr0xtMuPGD/QCA7x8cDZW87ntceICyTcZHRJ6FgViiZpgZF4Wh3YLwf9+fwO6zeVj6v1PYfiYXb944qMnfABMRERF1dLaMWC7WRdRuSCUC4ufEYuG6BAiAXTDWGiKNnxMLqUSAVCJFn4gA9IkIsDuG2SwiS6u3BWLP51l+XsgrQ35ZFTJL9Mgs0eOPlHy7/TQ+8jolDnqG+aNrsK/LFgYLV6vqlBjQVRltz2M7qeGr4HscEVnw3YComSLUKny2YAQ+23cRr204g53JeZj5zh94/W8DMX1ApLuHR0REROTxbBmxXKyLqF2ZGReF1bcPQ/wvp5CjramfGqlRIX5OLGbGRTW4v0QioHOgDzoH+mBCnzC7bUXlVZas2TxrkLYc53LLcKlIh5IKAxLSi5GQXmy3j0ImQY9QP/QM86/OpK0J1jrKViUichUGYolaQBAEzB8bgzG9QvH418eQlKXF/V8cwdwRXfHCdbEeVbuIiIiIyNNYF+tiRixR+zMzLgpje4Vi4LLNAIC1C0ZgXO+wFmemBvkpcJVfMK7qHmzXrjeYkJpfbpdBey63DBfyy1FlNONMdinOZJfa7SMIQOdAn+r6s5YgrTVAG+ynaPYYTeaaPOBDqYWt8rqJqH3gjIeoFfSJCMBPD4/B21tS8J/d5/H14UvYf6EAb98yBMO6Bbl7eEREREQeyVqagBmxRO1T7eDjyJhglwYjVXIp+kep0T9KbdduMovIKKrAubxSnM+tFajNK0OxzoDLRRW4XFSBncl5dvsF+ylsC4VZM2l7hfmjc6APJA28jo2JWYj/paao7fw1hxHVxExgImr/GIglaiVKmRRLZvXDxL5hePLb40gr0OGmD/bjkcm98I9JvSCTStw9RCIiIqJ6rVy5EitXroTJZGqzcxrF6kAsF+siIheRSgR0C/FFtxBfTO5X0y6KIgrKqywLhVUvEGb5WYaM4goUllfhUHkhDl0stDueSi5Bj1D7RcJ6hfuje6gvdpzJxcJ1CXUWKcsu0WPhugSsvn0Yg7FEHRwDsUSt7OoeIfj9sXGI/18ifj6WiXe2pmBnch7euWUIuof6uXt4RERERA49/PDDePjhh6HVaqHRaNrknNYasSxNQERtTRAEhPorEeqvxKgeIXbbdFVGXMgrtytxcD6vDKn55dAbzEjK0iIpS2t/PFhq214ZhAUsC5YJAJb/moRpsZEsU+DlcrV65JZWNt7xCuEByjoLu1HHwxkPkQtofOR4Z+5QTOoXjud/TsSxS8WY/d4fWHpdLG4Z0RWCwH94iYiIiGw1YgV+LCEiz+GrkCGuswZxne2/lDKazLhUVGEXnD2Xa8miLa002tWGvZIIIKtEj5d+S8L02Aj0CvdHWIDSqz8bdtSA5JcH0/HuthSn93tsSm88Ma2PC0ZE3oQzHiIXumFIZ4zoHownvz2O/RcKsOTHk9h2Jhev/20gQvyV7h4eERERkVtZM2JZmoDI+zkKyukNNaVOkjK1UMnr/r/uTUE5mVSCmFA/xIT6YVpshK1dFEWsO5CGF/53qoG9Ldbuu4i1+y4CAAJUMttCYdYSB73C/dElyNcrsmY7akBy3qhudtcfsPxdv/GD/QCA7x8cXe/fdW/XUYPvrYmBWCIX6xTogy/vHYVP9qTirU3J2JKUg6PpxXjrpkGY1Dfc3cMjIiIichuD2QCAi3URtQeNBeWsQaoreXtQDrCUOegVHtCkvsO6BaKwvArphTqU6o04ml6Mo+nFdn2UMkvAt1e4P3qHB9jVoVXKPOf9sqMGJMPVqjpBxVK9wfa8rNKIod2CvCKY7qyOGnxvTQzEErUBiUTAfeN7YGyvUDz+zVGczSnDgjWHcefoaDw9ox9OZpQgt1SP8ACVy1cTJSIiIvIUttIErBFL5PUcBeWawtuDclYjY4IRpVEhu0TvsE6sACBSo8J3D46BVCJAbzDhYkG5rcyB9XEhvxyVRjPOZJfiTHYpgCzbMaQSAd2Cfe0WCbMsGuaHAJW8rV6qjaOApK7KaHse20kNX0X7f3/fmJiF+F9qsqHnrzmMKI0K8XNi293ibB01+N6a2v//EUQeJLaTGr/84xq8uTEZn+5Nxef70/DlwXS7WkLt9Q2biIiIOq48XR7yKvLs2syiGWJ1uOJ88Xnk6nLr7BfmE4Yw37A2GSMRtYyjoFxHIpUIiJ8Ti4XrEiAAdsFYa5pN/JxYW9KNSi5Fv0g1+kWq7Y5jMou4XKRDSk4ZztVeLKy6Dm1qfjlS88ux9XSO3X6RapVdcNb6CPFTeHUdWk+3MTELC9cl1Am+Z5fosXBdAlbfPqxdfbZn8L3l+KdD1MZUcimWzomFv0qK97adq1PQvb2+YRMREVHH9d3Z77D6+Op6t9+7+V6H7QsHL8RDQx5y1bCIiFrVzLgorL59GOJ/OYUcbU0dzUgnkm2kEgHRIX6IDvHDVNjXoc0trayTQXsurwx5pZXI1uqRrdVjz7l8u+MF+srtatD2rK5J2znQBxLeidkiJrOI5b8mOcyAFmEJwC//NQnTYiN51yvZMBBL1Iasha1NZhFfHUx32Mf6Jv7UdydgMonoGuKLyA7+7TIRERF5t5v63ISJXSfafj+YdRBrEtegqLLI1hasCsb8AfMxKmqUrS3Mh9mwRORdZsZFYWyvUAxcthkAsHbBCIzrHdbiQJwgCIhQqxChVmFsr1C7bSU6A87lWbJmU3JLbQHay0UVKNYZ8GdaEf5MK7Lbx0cuRY8wax3amkBtdIgf5FJJs8dZO9HoUGphq7x2VxNFERUGE7QVRpRUGKDVG6C1/TTaP9fXPM8t1dsF3OscF0BWiR5z/r0HMaF+CPKTI9hXgSA/BYL9FAjyrf7pp0CwrwI+Cs+p/+tNvG0BMQZiidrQh7sv4OM9qU3qW1ZpxMP/PQoA6BLkg1uu6oph0UEY3DUQ/kr+r0tERETeI8y3psTA1rStePvI27ayBFZF+iK8feRtrJi4AlOjp7pjmEREraJ24LEt1gDR+MoxPDoIw6OD7Nr1BhPO59WUNrCWOkjNL0eFwYRTmVqcytTa7SOTCIgO8bUvcRAWgJ7hfo3ecu6uWqmiKEJvMNcJoNoHVR0EVGu1G82O8lpbR1KWFklZ2kb7KWUSBwFaed3AbfXPQF+5w3qsbc3dwXdvW0BMEEXRdX/b2hmtVguNRoOSkhKo1erGdyC6wsu/JTU5EFsfiQD0jVRjeHQghnULwrBuQYgO8WXdHyIi8jicO3knV143k9mEGT/MQI4ux+F2AQIifCOw8e8bIZW4/8MlEVFz6KqMiF26CQCQ9OIMj6uZaTSZkV6os2XO1q5DW15lqne/zoE+ttIGvSOsQVp/BPkp6q2Vav2U2lDpPVEUUWk02wKlJQ4Cpbbf69lmMLU8tCWTCND4yKH2kUOtklX/lEPtI6v+ad+eXliO+F+SGj3uPyb1RKi/EoU6A4rKq1Coq0JReRWKrL+XV6HKZG7WmP0UUgQ6Ctw6zLyVI8hX0aKM5ytZg++1M4Pbet0bRxmxTV1ArLUyYp2ZO3nWuwFRO3f/+B74y9DOOHG5GM/+lNho/5duGAB/pQyXiyqQkluGI2lFyCiuwOksLU5nabHugKW8QYifAkO7Wb4BHdYtEIO6BPK2BiIiIvI4CbkJ9QZhAUCEiGxdNhJyEzAickQbjoyIqOOQSSXoEeaPHmH+mF6rXRRFZJXo7erPWgO0BeVVyCiuQEZxBXaftV98MdhXjrJKY721UgHgye+OY+fZPJTpjTUB1FoZqs0NRNYmlQgOA6iNB1ctv/vIpU4lOJnMIj7YdQHZJXqHr12ApT7wE9P6NpghKooidFUmFJZXoUhXVeunfeC2sLwKxTqD7XejWUR5lQnlVZbr0lQBKpktQBvUQOA2uDpwG+ircDh+T1mozNsWEPOckRB1ANY3iP5Ravx7+7lG37BvGxVd5w0vR6tHQloREtKLcCStCIkZWhSUV2Hr6RzbypkyiYDYTmpLxmz1LSqdNCpmzRIREZFb5enyGu/kRD8iInerLxvPKilT6/JsvNYiCAI6BfqgU6APxvexr9FdVF5llz1rfWQUV6BQZ2j02OWVJnx96FKDfSQC6gZK68lIrQmu1mz3VTgXSG0pqURA/JxYLFyXAAGw+2xvHUX8nNhGb9MXBAF+Shn8lDJ0DfZt0rlFUURppdEWoK0vcGsN7BbrDCjSVcEsAqV6I0r1RqQV6Jp0LkEAND419W0twVkZNpzM5kJlzcBALJEbtOQNO0KtwqyBUZg10PLNUqXRhMQMLY5WB2aPpBUht7QSJy6X4MTlEqzdd7F6PyWGVWfNDu0WhLjOaihlzJolIiKitmOtE9ta/YiI3K2x+pTW26Ov5K76lM0V5KfACL9gjOgebNdeXmnEmr0X8c/NyY0eY1ZcJEbGBNe9zb/6ub9S5nXJQzPjorD69mF1bs+PdPHt+YIg2ALV0SF+TdrHbBah1RuaFLgt0ln6lVQYIIpAsc6AYp0ByC9v0rmsC5U9/f1xjO0Vim7BvugW4oswf6XXXePWxhqxTmCdM2ptGxOzsPzXJGSV6G1tLa2nIooiMoorkJBebMucPZWptSugDQAKqQRxndXV5QwsAVpP+0aWiIi8G+dO3qktasTm6nLrLNYFsEYsEXkfb1ux3RX2ny/ArR8daLTff++7GqN7hrTBiNpeqd6Agcs2AwDWLhjR5gtWuYrRZEZJhcEWuLUGa/eey8dvJ7KcPp6vQmoJygb7IjrEF91C/BBd/bxToE+r1a9t6+vBGrFEXmJmXBSmxUbiUGohckv1CA9QtXhVTUEQ0CXIF12CfHH94E4AgIoqE05cLsaR9CIkpBXjaHoRCsqrLMHa9GIAlgXEOgf62OrMDo8ORr+ogFYt5E1ERESea+XKlVi5ciVMpvoXamkpqUSKJSOXYNHORXW2CdX3BS0euZhBWCLyGo7qU3Y0I2OCEaVRNVp6b2RMsIOt3qexchT+ShlOZ2nr7OeNwXeZVIIQfyVC/JV27d1D/JoUiJ3cLwx6gxlpBTpklVRAV2XCmexSnMkurdNXKhHQOdDHEqC1BmqD/Wy/+ymbFsK0LiBmNX/N4TZfQKwhzIh1ArM6qL0QRRFpBTpbndmE9GIkZ2txRdIsVHIJBnUJtGXNDusWWOcNmIiIqD6cO3mntrhuW9O24rVDryFXl2tri/SNxOKRizE1eqpLzklERK5jXbgJcFx6r60WbmoLb28522A5ivp4WzmKhpjMIq55Y3ujwfc9iyfbEs2qjGZcLtIhrVCH9AId0gp0SC8sr/6pQ6Wx4QXbQv0V1QFaP1ug1hqsDfVXQBCEehcQc/XfQ2fmTgzEOoEfJqg9K6s04vil4urAbBES0oqg1Rvr9Ose4othtsBsEPpGBrSLWy6IiKj1ce7knVxx3fJ0ecirsF+AS2fQYcGmBQCAJSOWYHD4YEgE+ztxwnzCWC+WiMhLWDMRa9dK9aRMxNbCchQWrRl8N5tF5JZWIq2gvCZQW6hDevXvxY0sCOenkKJLkA8uFtQf0HUUHG4tDMS6CD9MUEdiNou4kF9mCcymWcoanMstq9PPXynD4K4aDO8WhKHRQRjWNQgaX3mTzmEyi61aloGIiDwL507eyRXXbdWxVVh9fLXT+y0cvBAPDXmoVcZARESu115rpZJjbRV8L6kwVAdnqzNoq5+nF+iQpdXDmcimK2oVs0YsEbWYRCKgV3gAeoUH4JYR3QAAJToDEi4V4Wh1OYOj6UUoqzRi77kC7D1XYNu3V7g/hncLwrBoS1mDHqH+kFzxj68rFiojIiIiz3RTn5swsetEp/cL82E2LBGRN6kddGWiTfs3My4KY3uFujz4rvGRY2AXDQZ20dTZVmk04VJhBb79Mx0f7k5t9Fi5pfpG+7gSA7FE1GQaXzkm9Q3HpL7hACwZrWdzSu3KGVws0OFcbhnO5Zbhmz8vAQDUKhmGdguy1ZrNK6vEom+O1anbkl2ix8J1Ce2qfpAjHTkTuKO+9o76uomIrMJ8WWKAiIioPXJ38F0pk6JXuD8m9Y1oUiA2PMC95SEYiCWiZpNKBPSPUqN/lBq3Xx0NAMgvq8TR9GLbQmAnLhdDqzdi19k87Dqb1+DxRFjqtiz/NQnTYiPbZaCqI2cCd9TX3lFftxWD0ERERERE5GojY4IRpVE1uoDYyJjgth6aHQZiiahVhforMS02AtNiIwAABpMZp7O0+P1kFg6mFiIlpxRllaZ69xcBZJXo0ef53+Ejl8FfKUOQnwL+Sin8lDL4KWTwq37ur5RZ2pQy+Cns2/yVUvgqZLY2Twj81LeCY0fIBO6or72jvm6rjh6EJiIiIiKitiGVCIifE4uF6xIgwPECYvFzYt0eG2AglohcSi6VYFCXQLyy/jSOphc3eT+TGSirNKKs0ohsbctruKjkEluQ1lchqwnsKmXwV1gDurXalFL4KSxBXF+lfX8/RdMDu9YVNU1mEc//nOjwmzlr2/M/JyJK4wOpRGhXK2qazCKW/5pU72tvr1nQHfV1W3X0IDQzgYmIiKi9s37WqU1vqEm6ScrUQiWX1tmvPX3WIc8yMy4Kq28fVmcBsUgPSgZhIJaI2kT8nFiczSlDSm4pVu4432j/O67uhiiND8LVSoQFqFBeHZQttz6qTFe0mVBWaYSuquZ5eaURRrMlDKQ3mKE3VCG/rKpVXo+PXFoTuFVYM3GllqCtoiaYe+BCAQ5dLGrSMfPLqnDDyr0AgPljovHctbGQCkKdhc68hXViduJysV1G5JWsWdDfHE7HoC6BXj8x66ivuzYGoZkJTERERO3flwfT8e62lHq33/jBfoftj03pjSem9XHVsMiFvCH43lYLiDWXIIqio89J5IBWq4VGo0FJSQnUarW7h0PklUxmEde8sb3Rui17Fk9u8RulKIqoNJpRXmmErqomOFtWHbi1BHStbSZbkLfsiv62fapMMJnd85YplQiQCgIEoea5RCJAKhEgEQRIJYBEsD63tqPWdstPiUSA9Ip2qUSAINRtl1Sfx7Idtue12y3nhF279efulDwcSWtaELq2a3qFYs5gS7BKgGC7j0QAIAiC7TkACILlYe0r1Por47Bv9W+CYN8Oh+01+9vOUesYqKfvVwfTsfFUttOve3ZcJO4c073e7Q393yAI9W9tYFMjx3R+r2JdFYp0VTiXW4YPdl1o4OgWCyf0RK9wfwT5yhHkp2i0f0s09GfUmvafL8AbG8/Uu33JzH4Y3TOkTcbiiMksIilLC22FAUO7Bbk8U5dzJ+/E60ZERE3hKCjXFO0pAaGjeXvL2QaD7/Vp6+C7rsqI2KWbAABJL86Ar8K1eajOzJ0YiHUCJ6VErcN6yzLguG6Lp96yXDuwa8u6raoO3FbaZ+iWVQd4C8osgak8bSXO55e7+yUQEdlxdaYu507eideNiIiIHPGW4LsnB2JZmoCI2py1bsuVt+56Ut0WRwRBgEouhUouRYi/c/s2JRM4QqPC1icmQBAAkyjCbBZhMovVz2vazKKl3fITtZ5bfjpqN4kixHr6W37Ccr4r2muOWb2fbTzWvqg+bt328upSESaziH3nC1BpNNf756OQChjSNRAQBCikEihlEtufkyiKtZ7Drh212gFAhFjz3FGb7T+WdkfHrH2umn1E23PR0f61+hpMZhhNZoiiiMvF+gazqKWCgE6BqpqMZKnEYb+GvjNt8NvUBjY2tF9952t4H6BIV4VSvbGhETkUoJQh0E/u9H5N5eqvnIt1BpRVOv+6/ZUyaHxc97prq6gyoVBXtzRLR6nZS0REREQtF65WMZu5hRiIJSK3mBkXhWmxkR1mMZumrOC4bE4s/FXt8225sSzo924d2i6DQI297pXz2tfrrr043T2fHW6wJnOovwKf3DWiXSxO9/JvSfh4T6rT+80d0RXPXxfrghFZXHk9HGnviwUSEREREXkSliZwAm/TIqKW6siL+HTU196RX7c3liBpjtoLtD37U2Kj/V/9a1ybLNDW3ADxvdfEtFqAmHMn78TrRkRERN6ivgXErIvFff/gaJcvIMbSBEREHqqjZQLX1lFfe0d+3d5YgqQ5rLdo9Y9S49/bzzW6GOEtI7q1++tPRERERNQWvjyY3uACYtaA7JXaegExK2bEOoHZAURERM4xmcUOFYT2pExgT8jU5dzJO/G6ERERkbfwhAXE2kVG7OHDhxEfH4/9+/ejqqoKAwYMwOOPP47bbrutyccwm81YtWoVPvzwQ6SkpMDf3x+TJk3CK6+8gt69e7tw9ERERARY6iOP7hni7mG0GU/KBGamLhERERG1d962gJhHBmJ37tyJGTNmQKFQYO7cudBoNPjxxx8xb948XLx4Ec8++2yTjvPggw/io48+QmxsLB555BHk5OTgm2++webNm7Fv3z7ExrpugQwiIiLqmDytHEVTFguMnxPLICwRERERkYt5XGkCo9GIfv364fLly9i/fz+GDh0KACgtLcXo0aORnJyMpKSkRjNad+zYgcmTJ2PcuHHYsmULlEolAGDbtm2YNm0axo0bh127djk1Nt6mRURERN7KHQvHce7knXjdiIiIiJrOq0sTbN++HefPn8eCBQtsQVgACAgIwAsvvIC5c+dizZo1ePXVVxs8zkcffQQAePnll21BWACYMmUKZsyYgY0bN+Ls2bPo06ftC/MSERERtTVPy9Qlz7Ny5UqsXLkSJpPJ3UMhIiIiapck7h7AlXbu3AkAmD59ep1t1ramZLLu3LkTfn5+GDt2bJ1tM2bMaPJxiIiIiNoLa83eG4Z0xuieIQzCkp2HH34YSUlJOHz4sLuHQkRERNQueVxGbEpKCgA4LD0QFBSE0NBQW5/6lJeXIysrC3FxcZBKpXW2W4/d2HEqKytRWVmz8ppWq210/ERERERERERERERX8riM2JKSEgCARqNxuF2tVtv6tOQYtfvV57XXXoNGo7E9unbt2mB/IiIiIiIiIiIiIkc8LhDrSZ555hmUlJTYHpcuXXL3kIiIiIiIiIiIiMgLeVxpAmsWa33ZqtaVyFp6jNr96qNUKu0W+iIiIiIiIiIiIiJqDo/LiG2ofmtRURHy8/Md1o+tzc/PD1FRUUhNTXW46mtDdWiJiIiIiIiIiIiIWpvHBWInTJgAANi8eXOdbdY2a5/GjlNeXo69e/fW2bZp06YmH4eIiIiIiIiIiIiopTwuEDtlyhT06NEDX331FY4dO2ZrLy0txUsvvQSZTIb58+fb2vPz83HmzBnk5+fbHef+++8HADz//POoqqqytW/btg2bNm3C+PHj0adPH5e+FiIiIiIiIiIiIiLAAwOxMpkMH3/8McxmM8aNG4f7778fTz31FAYPHoxTp05h2bJldgHU999/H/3798f7779vd5xJkybh3nvvxR9//IGhQ4fi6aefxl133YVrr70WarUaq1evbuuXRkRERERERERERB2UxwViAUsQdc+ePbjmmmvw7bffYtWqVQgJCcG6devw3HPPNfk4//nPf/Dee+9BEAS89957WL9+PebMmYNDhw4hNjbWha+AiIiIiIiIiIiIqIYgiqLo7kF4C61WC41Gg5KSEqjVancPh4iIiMijce7knXjdiIiIiJrOmbmTR2bEEhEREREREREREbUnDMQSERERERERERERuZjM3QPwJtYqDlqt1s0jISIiIvJ81jkTK2F5F855iYiIiJrOmTkvA7FOKC0tBQB07drVzSMhIiIi8h6lpaXQaDTuHgY1Eee8RERERM5rypyXi3U5wWw2IzMzEwEBARAEwaXn0mq16Nq1Ky5dusRFEjoAXu+Oh9e84+E173h4zS1ZAaWlpejUqRMkElbE8hac85Ir8Zp3PLzmHQ+vecfT0a+5M3NeZsQ6QSKRoEuXLm16TrVa3SH/EndUvN4dD695x8Nr3vF09GvOTFjvwzkvtQVe846H17zj4TXveDryNW/qnJepCUREREREREREREQuxkAsERERERERERERkYsxEOuhlEol4uPjoVQq3T0UagO83h0Pr3nHw2ve8fCaEzWO/590PLzmHQ+vecfDa97x8Jo3HRfrIiIiIiIiIiIiInIxZsQSERERERERERERuRgDsUREREREREREREQuxkAsERERERERERERkYsxEOthDh8+jNmzZyMoKAh+fn4YOXIkvvrqK3cPi2pZt24dHnjgAVx11VVQKpUQBAFr166tt79Wq8WiRYsQHR0NpVKJ6OhoLFq0CFqttt59vvrqK4wcORJ+fn4ICgrC7Nmz8eeff9bbPyUlBTfffDPCwsLg4+ODQYMG4f3334fZbG7JSyUAGRkZeOeddzB9+nR069YNCoUCkZGR+Pvf/46DBw863IfX3LsVFxfj0UcfxejRoxEZGQmlUonOnTtj8uTJ+OGHH+CotDqvefvz5ptvQhAECIKAAwcOOOzD607UfJzzej7OeTsWznk7Hs55CeCc1y1E8hg7duwQFQqF6O/vL957773ik08+KcbExIgAxFdeecXdw6Nq0dHRIgAxNDTU9nzNmjUO+5aVlYlDhgwRAYjTpk0TFy9eLM6cOVMEIA4ZMkQsKyurs88rr7wiAhC7desmLlq0SLz//vtFtVotKhQKcceOHXX6nzp1StRoNKJcLhfnzZsnPv300+LAgQNFAOJ9993Xyq++41m8eLEIQOzZs6d49913i0uWLBH//ve/i1KpVJRIJOI333xj15/X3PulpKSIfn5+4pQpU8QHHnhAfOaZZ8R77rlHDA8Pd/hnzGve/iQlJYlKpVL08/MTAYj79++v04fXnaj5OOf1Dpzzdiyc83Y8nPMS57zuwUCshzAYDGLPnj1FpVIpJiQk2Nq1Wq04YMAAUSaTiWfPnnXjCMlqy5Yt4sWLF0VRFMXXXnutwUnp0qVLRQDi008/7bB96dKldu1nz54VZTKZ2KdPH7G4uNjWnpiYKPr6+oo9e/YUDQaD3T7jx48XAYjr16+3tVVVVYlTpkwRAYjbt29vycvt8H744Qdx9+7dddp3794tyuVyMTg4WNTr9bZ2XnPvZzQa6/yZi6Ll/Tg2NlYEICYmJtraec3bF6PRKI4YMUIcOXKkePvtt9c7KeV1J2oeznm9B+e8HQvnvB0P57wdG+e87sNArIfYtGmTCEBcsGBBnW1ff/21CEB85pln3DAyakhDk1Kz2Sx26tRJ9Pf3r/MtUUVFhRgUFCR27txZNJvNtvZnnnlGBCB+9tlndY734IMPigDETZs22dqSk5NFAOKkSZPq9D9w4IAIQLz11ltb8AqpIdOnTxcBiIcPHxZFkde8I3jiiSdEAOLPP/8siiKveXv0yiuviAqFQkxMTBTvuusuh5NSXnei5uOc1ztxztuxcc7b8XDO2/5xzus+rBHrIXbu3AkAmD59ep1t1rZdu3a15ZCohVJSUpCZmYmxY8fCz8/PbptKpcL48eORkZGBc+fO2dob+nswY8YMAPZ/DxrqP3LkSAQGBvLvjQvJ5XIAgEwmA8Br3t7p9Xps374dgiAgNjYWAK95e5OYmIjly5fj+eefx4ABA+rtx+tO1Hyc87Y/fE9s/zjn7Vg4523/OOd1LwZiPURKSgoAoHfv3nW2BQUFITQ01NaHvEND17R2e+3rmpKSAn9/f0RGRja5f33nEAQBvXr1QmZmJnQ6XTNfBdUnPT0dW7duRWRkJAYOHAiA17y9KS4uxrJly7B06VI8+OCD6NOnD44fP46lS5fWuTa85t7PaDRi/vz56N+/P5YsWdJgX153oubjnLf94Xti+8Y5b/vHOW/Hwjmv+8ncPQCyKCkpAQBoNBqH29VqNS5fvtyWQ6IWaso1rd3P+jw8PNyp/k09h6+vrzPDpwYYDAbccccdqKysxJtvvgmpVAqA17y9KS4uxvLly22/y+VyvPXWW3jyySdtbbzm7cerr76K48eP4+DBg7bMn/rwuhM1H+e87Q/fE9svznk7Bs55OxbOed2PGbFERE4wm824++67sXv3btx33324444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vGKIRERERKZ0uXbpEv379iImJoU2bNnz00Ue0atXKdjwtLY3t27ezaNEiypcvb8dIRUQci5KvIiIiIiIiIpKjZcuWcfr0acxmM99++y2VKlXKcNzJyYnWrVvTunVrO0UoIuKY1PNVREqM+Ph46tati8lk4oUXXshyzMcff4zJZKJ8+fIcO3bMtn/ixImYTCaGDBlCYmIiL7/8Mg0aNMDDw4PAwEAeeughDh48mO29rVYrX3zxBT169KBixYq4urpStWpVBg4cyM6dO7M8J70naZcuXWw/t2nTBm9vb3x9fenatSs///xzjq/56NGjjBw5kgYNGuDp6YmPjw8tW7bk3XffJTExMcvx1/fK3bhxI3379qVixYp4eHjQpEkTpk6ditVqzXBely5d6Nq1KwDHjh3L1Dd17dq1trHZLbgVGxvLjBkz6NevH/Xr18fLywsvLy/CwsL473//a3s8zV6yWnCrZs2aDB06FIB169Zlet2FtaiYiIiISEl35MgRAPz9/TMlXvMjr/PT6+3fv59HH32UmjVr4ubmRvny5encuTOzZs3CYrFkGJs+709Xq1atDPO765+6S0hI4JVXXqFZs2b4+Pjg5uZGlSpVaNOmDf/+97/566+/Cvw6RUTSqfJVREoMX19fvvjiC9q3b8+UKVPo3r07ffr0sR3fs2ePLSk7Y8YMatSokekaycnJdO3alc2bN1O3bl1CQkLYu3cvixYt4ocffmD58uV07Ngxwzmpqak89NBDfPXVVwBUrVqV2rVrc/jwYRYuXMjixYuZPn06jz32WLaxP/bYY3z22WdUq1aN+vXrc+jQIdauXcv69ev55ptvuPvuuzOd8+233zJw4ECuXLmCu7s7tWvXJikpiZ07d7Jjxw6+/PJLIiIi8PX1zfKec+bM4bHHHqNcuXLUrl2bo0ePsnv3bkaOHMnRo0d55513bGMbN27MuXPn2LNnT5Y9VG/sk5qVRYsWMXLkSFxdXQkODiYkJIS4uDgOHTrE3r17WbhwIRs2bKBmzZq5Xqu4tGrVCldXVw4fPoyvry+NGzfOcNzd3d1OkYmIiIg4lvQ5Z1RUFH/99Rd169bN9zXyMz9Nt2TJEgYNGkRycjJeXl62eev69etZv349X331Fd9++61t3la9enXat2/Ppk2bAGjZsiVubm6266WvN3Hx4kXatWvHnj17MJlM1KlTh/LlyxMdHc3OnTvZunUrDRo0KNDrFBHJwCoiYgedO3e2AtYJEybk+9y3337bClgDAgKsp06dslqtVuvly5etISEhVsD6xBNPZDpnwoQJVsDq4uJi9ff3t27cuNF27Ny5c9a+fftaAWvlypWtcXFxGc6dOHGiFbB6enpav/nmG9v+xMRE63PPPWcFrM7OztZt27ZlOG/27Nm2e1asWNEaERFhO3bx4kXr3XffbQWsNWvWtKalpWU4d+fOnVY3NzeryWSyvvbaa9bLly/bjh0+fNjaqlUrK2B95JFHMpwXGRlpBayA1c3NzTplyhRramqq7fhrr71mBawmk8n6119/ZTh3zZo1VsBao0aNrH7ZbdKvHxkZmWH/li1brD/99JM1MTExw/6YmBjr448/bgWsffr0yXS9vN73Rum/vnk9L/333OzZs7O8TufOnfN1fxEREZGy5MiRI1az2Wybv06fPt16/PjxXM+7mfnp/v37re7u7lbAOmzYMOvFixdtxyIiIqx+fn5WwDpq1KhM981uzpru/ffftwLWxo0bZxpz5coV65IlS6y//vprrq9PRCQ3Sr6KiF2kJ8Jy225MLlqtVmtaWpq1V69eVsDatWtXq8VisSX3QkJCMiQq06UnXwHrggULMh1PSEiwli9f3gpY33//fdv+ixcvWn19fa2A9e23387ytXTs2NEKWPv165dhf3pSD7B+/vnnmc47ffq01cXFxQpYd+3aleHY7bffbgWsY8eOzfKex48ft3p5eVnNZrP15MmTtv3XT24fe+yxTOelpaVZw8LCrID1gw8+yHDsZpOvualSpYrVZDJZz549W6D73uj6X9/strvvvts2XslXERERkZvz4YcfWp2cnDLMt4KCgqy33367ddKkSZmSp1brzc1PH330UStgDQsLy1SsYLVarTNnzrQCVldXV2tUVFSGY7nNWZ988slMc38RkaKgnq8iYlfVqlWjffv22W7169fPdI7JZGLevHkEBwezZs0a7rjjDmbMmIG7uzuLFi3Cw8Mj2/tVqlSJBx54INN+b29vhg0bBsBPP/1k279hwwbi4+Px9PRk+PDhWV5zzJgxAERERJCamprpuJ+fHwMHDswyllq1agFk6CcVHx9PREQEAE8++WSW96xWrRqtWrXCYrGwbt26LMeMGDEi0z6TyUS7du0y3bOwJCYmsnDhQp588kl69+5Nx44d6dChAx06dCAhIQGr1Zptj9yCcnNzy/b3T0hISKHeS0RERKQsGzlyJFu2bOHBBx/Ex8cHMNoQLF++nHHjxlGvXj0effRRLl26lOX5+Z2fps/LX3jhhQx9XNMNHjyYwMBAkpOTWbVqVb5eS3r7ge+++474+Ph8nSsikh/q+SoidvXoo49maHqfV4GBgcybN49evXqxfPlyAN59991MPTtv1LBhQ8xmc5bHQkNDAaOhf7r0Rbhq166Nl5dXluel3/Py5cscP36c2rVrZzher169LCeLAEFBQRw6dIiLFy/a9u3ZsweLxYLJZOLhhx/O9rUcOnQIgJMnT2Z5PKvEdfo9gQz3LAz79++nb9++REZG5jju3LlzhXrf4OBgNm7cWKjXFBEREZGstWzZki+++AKLxcKePXv4/fffWbNmDcuWLeOff/5h9uzZREdH8+OPP2Y6Nz/z07i4OM6ePQuQ7RzfxcWFhg0bEh0dzYEDB/L1Oh599FHee+891q5dS+XKlbntttto3749bdu25dZbb8XZWekSESkcqnwVkRKrefPmVKxYETAqVwcMGJDrOekTu5yOJSQk2Palfx8cHJztedev9nr9uemyS9oCODkZfw2npaXZ9p0/fx4Aq9XKpk2bst1iYmIAI+mblezum9U9b1ZaWhr33nsvkZGRNG/enKVLl3Lq1CmSkpKwGi1ubAuZpaSkFNp9RURERMQ+zGYzt9xyC0OHDmXevHn8/fff3HPPPQAsW7aMzZs3ZzonP/PT6+fVeZmLZzUPz0lwcDBbtmxh0KBBODk58f333/Of//yHjh07UrlyZSZNmoTFYsnXNUVEsqLkq4iUWI8++iixsbE4OTlx8eLFbB/Rv15UVFSux9Ifobr++/RP3bNy5syZTONvhre3NwDlypWzJS5z2gpSOVzYtm7dyv79+/Hw8GDlypXceeedVK5cGVdXV9uYwq54FRERERHH4efnx+zZs22J1KySr/lx/bw6L3PxgszD69Spw7x58zh//jzbt29nypQpdO/enZiYGMaPH89LL72U/8BFRG6g5KuIlEgfffQRS5cupUKFCqxZswZfX1+WLFnCzJkzczzvwIED2X6CvXfvXgAaNWpk29ewYUMA/v7772wrTPfs2QOAp6enrXfUzQgNDcVkMnHhwgX27dt309fLq+xaI+RFequBRo0a4e/vn+n4uXPnbC0cHM3NvG4RERERucbPz4+AgAAAkpOTb/pa6RWv6fPtG6WmptrmmNfP4fPLbDbTokULRo8ezapVq/jggw8A+OSTTwp8TRGRdEq+ikiJs2vXLv79738DMGvWLDp16sT06dMBGDVqVIaerTc6c+YMX375Zab9ly5dYtasWQDcfvvttv0dOnTA19eXy5cv2+5xo3fffReAXr16FUpvKH9/f7p16wbAq6++etPXyytPT08Arly5UuBzz549i9VqzXR8ypQpDvvY1s28bhEREZGyIjY2Nte2VQcPHiQ6OhrIvr9rfvTt2xcw5pJZzTE///xzoqKicHNzo3v37hmO3cwcr1OnTgBcuHAh2wIMEZG8UvJVREqUy5cv8+CDD5KUlMTTTz9Nv379AHjwwQcZOnSo7XhiYmKW57u4uDBq1Ch+++03277z588zYMAA/vnnH4KDgxk6dKjtmJeXF88//zwAL7/8MkuXLrUdS0pK4j//+Q/r1q3D2dmZ8ePHF9rrfOutt3B3d2fRokUMGzYs06NWycnJrFy5kvvvv7/Q7lmnTh1MJhPR0dG2KuC8atu2LS4uLpw+fZr/+7//syVa09LS+Oijj5g0aRLu7u6FFmthqlu3LmBUPufUlkJERESkLFu0aBGhoaF88MEHmRZ8tVqtrFy5krvvvhur1Uq1atXo1avXTd9zzJgxuLu7s2vXLp5++ukMidDVq1fzwgsvADB8+HACAwMznJs+x/vll1+yvPa4ceP45JNPMs3/Lly4wKRJkwAICQmxJXFFRApKy/eJiF199tlnrFq1Kscxc+bMsU2enn32WQ4cOEDjxo1tFafpPvroI3799Vf+/PNPxowZw9SpUzNd67777iMyMpJ27dpRr149fH192bt3L4mJiXh4ePDFF1/g5+eX4Zz/+7//Y/fu3Xz99dfcfffdVK9enaCgIA4dOkRcXBxms5lPPvmEli1b3uSvxjXNmzfn66+/ZsCAAcyaNYvZs2dTv359ypUrR1xcHH/99VehL1xVoUIF+vbty48//kjz5s0JCwuz9c56//33adq0abbnBgYGMnbsWF599VUmTZrEjBkzqFmzJkePHiU2NpZhw4Zx+PBh1q1bV6gxF4amTZvSuHFjdu/eTZ06dTJMshctWpTjAg8iIiIiZYXJZOLAgQOMHj2a0aNHU6lSJSpXrkxKSgonTpywLRobFBTEt99+i4eHx03fs2HDhsydO5dBgwbxv//9j/nz59OwYUP++ecf/v77b8B4+iw9WXq9wYMHM2bMGJ555hmmTZtGQEAAJpOJIUOGMGTIEPbv38/kyZN5+umnqV69OsHBwVy6dIm//vqLpKQkvL29+d///nfTr0FERMlXEbGrEydOcOLEiRzHXLx4EYAlS5Ywa9YsPDw8WLRoUaZKSi8vLxYtWsStt97KtGnT6NGjB3fffXeGMa6urvzyyy+88cYbLFmyhD179uDj48Ndd93FxIkTs+wV5ezszJdffskXX3zBrFmz2LlzJ2fOnCEgIIA+ffowZswYmjdvfpO/Epn16dOHAwcO8NFHH7F8+XKOHDlCZGQkwcHB3HrrrXTr1s1W+VtY5s2bx8svv8xPP/3Enj17bL26Lly4kOu5r7zyCjVq1GDq1Kns37+fQ4cOERISwuTJk3nsscfo0qVLocZaWEwmEz/99BMvvvgiv/zyC3/88YctsZ1dBbWIiIhIWfPkk0/SpEkTfv75ZzZs2MCJEyc4cOAAKSkplC9fnq5du9K3b1+GDRuWqZjhZvTv35+wsDDefvttfvnlF/788088PDzo2LEjgwcPZujQoZjN5kznPffcc4DRmuDw4cO21mTpc9KXXnqJxo0bs3btWo4ePcoff/yB2WymZs2a9OjRgxdeeIGaNWsW2usQkbLLZM2qcYqISCkzceJEwsPDeeSRR5gzZ469wxERERERERGRMkA9X0VERERERERERESKgJKvIiIiIiIiIiIiIkVAyVcRERERERERERGRIqDkq4iIiIiIiIiIiEgR0IJbIiIiIiIiIiIiIkVAla8iIiIiIiIiIiIiRcDZ3gGUJGlpaZw+fRofHx9MJpO9wxERERFxWFarlYSEBCpXroyTkz7vLyk03xURERHJm7zOd5V8zYfTp09TrVo1e4chIiIiUmKcOHGCqlWr2jsMySPNd0VERETyJ7f5rpKv+eDj4wMYv6i+vr52jkZERETEccXHx1OtWjXb/ElKBs13RURERPImr/NdJV/zIf3RK19fX01GRURERPJAj66XLJrvioiIiORPbvNdNeASERERERERERERKQJKvoqIiIiIiIiIiIgUASVfRURERERERERERIqAkq8iIiIiIiIiIiIiRUDJVxERERGRUmDKlClUq1YNDw8PunXrxqFDh+wdkoiIiEiZp+SriIiIiEgJt3DhQsaPH8+bb77Jtm3bKF++PL179yYpKcneoYmIiIiUac72DkBERERERG7OlClTePrppxkwYAAAc+bMITAwkO+//57+/fvbOToREZGyISUlBYvFYu8wpIDMZjMuLi6Ffl0lX0VEREREisH8+fPZsGEDO3bsYPfu3SQnJzN79myGDBmS7Tnbtm1jwoQJ/PbbbyQnJxMaGsro0aNtSVaA5ORkdu7cycSJE237fHx8aNOmDZs3b1byVUREpIjFx8cTGxurJ05KATc3N/z9/fH19S20ayr5KiIiIiJSDF588UWOHTuGv78/lSpV4tixYzmOX7t2Lb169cLV1ZUHH3wQPz8/vvnmGwYOHMjRo0cZP348ALGxsVgsFgIDAzOcHxgYSFRUVJG9HhERETESr6dOncLb2xt/f39cXFwwmUz2DkvyyWq1kpKSQlxcHKdOnQIotASskq8iIiIiIsVg5syZ1KtXjxo1ajB58mTGjRuX7djU1FSGDRuGyWRi/fr1NGvWDIAJEybQtm1bJkyYwP3330+9evWKK3wRERHJQmxsLN7e3lStWlVJ1xLOw8MDHx8fTp48SWxsbKElX7XgloiIiIhIMbjtttuoUaNGnsb+8ssvHDlyhAEDBtgSr2C0E3jppZdITU1l9uzZAPj7+2M2m4mOjs5wjejoaIKCggrvBYiIiEgGKSkpJCUl4efnp8RrKWEymfDz8yMpKYmUlJRCuaZDJl/nz5/Pk08+ScuWLXFzc8NkMjFnzpx8XyctLY2pU6fSpEkTPDw8CAgIoH///hw+fLjwgxYRERERKSRr164FoGfPnpmOpe9bt24dAK6urjRr1ow1a9bYxly8eJEtW7Zw6623Fn2wIiIiZVT64lpFsUiT2E/6+1lYi6c5ZNuB/PbDys5TTz3FjBkzCAkJYeTIkURFRbF48WIiIiL49ddfCQkJKeTIRURERERuXnqxQFZtBcqXL4+/v3+GgoLRo0fz+OOP07JlS8LCwggPD6dSpUrcddddOd4nKSkpw+Ig8fHxhfQKREREyo7CrnqNjk8kOiH/i3cF+rgR6OteqLGUJFarlbRLl7GmpmBydsHJy7NA701hv58OmXzNTz+s7KxZs4YZM2bQsWNHfv75Z9zc3AAYPHgwPXr0YPjw4bZqARERERERRxIXFweAn59flsd9fX05efKk7eeBAwcSHR3NmDFjiI2NpW3btixfvhx395z/AzZp0iTCw8MLL3AREZFiYLVYuLx9B6kxMTgHBODZsgUms9neYRWaBVuO88Hq/D+1Pap7PZ7rUb8IInJ8lrg4Us6exXpdqwCTiwsuwcGYs5lPFReHTL7edtttN32NGTNmAPDaa6/ZEq8A3bt3p1evXqxYsYJDhw5Rv37Z/E0pIiIiIqXLc889x3PPPZevc8aNG8fzzz9v+zk+Pp5q1aoVdmgiIiKFJj4igqg3JpF69qxtn3NwMEHjx+GbRbuekmhgm+r0CMnYtz0xxcJ9//sNgK+eaou7S+Zkc6CPW6Z9ZYElLo7kEycy7bempJB84gSuYNcErEMmXwvD2rVr8fLyon379pmOpSdf161b55jJ1zQL7P4KnMzgHQQ12hnfi4iIiEiZkF7xml4Be6P4+Phsq2Lzw83NLUOhgoiIiCOLj4jg1KjRYLVm2J8aFWXs/+D9UpGADfR1z9Q+4HJyqu37kMq+eLo6Tkpv4sSJhIeHExkZSc2aNYv13larlZTrEvFZSTl7FidfX7stiuY471QhunTpEmfOnCEsLAxzFmXn6b2zHHLhrX1L4cfRcPnctX2u3nDrM9DlP0rCioiIiJQB189XW7RokeHY+fPniY2NpV27dvYITUSk2JT2R8vLKqvVCqmpWFNSct+Sr32flpTE2YkTMyVer14UgDP/9yLJJ09iMjkZ+6xWwPhqtVrBSqb9tpiyOJ7d/vR7Jnt4YGnRgpToGMwuWaTYrFwbf/2ubI7ltD855driT8knT+Hs4pTrOTnGkNWvo23ADcdyuX7qP/8AkHTsGElXF6mKjj3HnC+XsHPPHn7fu5djV9slJR46fO3EG676xXffs2nHdnbu2cOeQ4dITknh00mTGHTPvzKcY4sx/X1NS8v+tWBUwKZGR2Nyc8PJzQ0nD48cxxe2Upl8zUuPrOvHZafYFyDYtxSWDCbTb+jki7B+MmyeCv0+gZCcF04QERERkZKtc+fOTJo0iYiICB588MEMxyIiImxjSqQ0Cxz7FS5G6SkvEclWWXi0vDBZrVawWPKcyDS2ZKM/Zk6J0Ezn5HVLzvAzN1ynqKQlJBDz1ttFdv1M96tUibSGDbFcOE+qk1PuJ9wES+q1BKMlPg6Lc9HeLz+sqUZVrjUxkbQrVwDYt28vL7/7LiaTibo1auDp4cHlK1dIS0rM9joT35/C8dOn8S9fnuCAAI6fPo01NRVrSvJNx5gaEwOAk6cXbrVr3fT18qNUJl8LS7EuQJBmgRX/JdtPEsBIwi4ZBF3GQ6cxmqSKiIiIlFLdu3endu3aLFy4kGeffZamTZsCkJCQwKuvvoqzszNDhgyxa4wFsm+pMeeNP31tn2dF6PMehPWzW1gi4lgc6dFyq8VyNflzYzLyWnKRfFZwFiR5abtPDtfJsZLRwZlcXTG5uGTeXF1IPnUa6+XL+b6muWJFvDu0B0xgun4DTKbrHkHP7lgW50GGYyleXlzw8sJcvjzOLi7XvyLb+CxebTbHTBm+ZPzWhFNSKmD0Nf0j2YMOlcthdkqPJavL5fCIfVbHchif7eP6V/en91N1qVwZ1+rVAWjs4cEvy5fTrEkTfHx8CG3RgoOHD+OabVsCE59On069OnWoUb06b777Lv83YQLOAQG41q6d6SWmJSeza+dO6lSrhlti9gnddM4BAbbK1+JWKpOveemRdf247BTLAgRn/oSYAxBzMOMkNCdr34BtM6Dve6qCFRERESkhZs6cycaNGwHYvXu3bd/atWsB6NevH/369QPA2dmZmTNn0qtXLzp27MhDDz2Er68v33zzDZGRkbz22muOuXZBTrJ7yuvyOfjqEdj/L7h3pgoMRMo4q8VC1Btv5Pxo+Usvkxp7LpdKz8zJy7wkMDNsqalgsWSOo6TIKplZ0M01877sr++a67kZrmM259iL88q+/SQd+YukI0f453/Tc33ZFZ56Erc6dXCrUxePkEaF+SuaSWJiIgmRkbgEBODi7p77CQW0Ys8ZJizda/v5sW8OUcnPnQl3htA7rFKR3Tev0hOaZh8fzFefNq/s60vlOnWuG2RU6pq9vbO9Tq877rg23NXVdm2zp2fme3p68tHcuXz99df0u+02Hurbl86tW+OURQWyycUF58BA9XwtTF5eXlSqVInIyEgsFkumvq/pvV7Te2llp1gWIFgxFo5tyv95l2KMKti7PoLmgws/LhEREREpVBs3bmTu3LkZ9m3atIlNm4y5YM2aNW3JV4CuXbuyceNGJkyYwJIlS0hOTiY0NJRXX32VgQMHFmfoNy8vT3nt/Qb+XgN3fqgCA5FSxGqxYImPx3L+ApYLF7BcOH/1+/NXf75A6vnzpJw+gyU2Fkt8PNZcqtjS4uKIeuWVYnoFN3B2LtQkZo4JzPR75ZK8zDKh6eJit0RTYfMIaYRHSCOsFgvx331PalRU1sl5kwnnoCACR44sVb2BV+w5w/D5v2f6F/RsXCLD5//OJw83d4gErD088MADHD16lAXff8/8776jSlAQD/bty4C77qLRdYlfl+Bgu/55KJXJVzB6YC1atIhNmzbRqVOnDMdWrlxpG2N3vSfDV4/BuUMFO3/FWGg6UBUCIiIiIg5uzpw5zJkzJ1/ntG7dmuXLlxdNQNeZNm0a06ZNw1LYFV75fcrrynmjwOC2V6DDqMKNRURumjUlBUtcXIakqeXChWuJVdvP1xKrlri4In0c3lyxIt5dOmddcZnHCs4cE5jp13V1MZKhRdzXU7JnMpsJGj/OaD1hMmX8fXU1sRY0fpzDJF6tVitXUm7u31VLmpUJS/dm+dGlFaPbwMSl+2hf1/9qC4L883DJufLYkd1+++3cfvvtnDhxgs9nzWLhwoW8+9lnvPvZZzRt1IiB99zDwKFDqZTLk+9FrcQnX2NjY4mNjcXf3x9/f3/b/ieeeIJFixbx4osvsmrVKlyvliuvXr2alStX0qlTJ8d4VKtSE7hvFqwKhyOr8n9+8iX4rDfU6gQN74AqzQo/RhEREREp1UaMGMGIESOIj4/PtTVXvhT0Ka9VLxtflYCVEs5qsXB5+w5SY2JwDgjAs2ULh0kMpSUnZ06aXrg+mXqe1BsSq2kJCQW+n5O3N+by5TGXK4e5fDnja7lyOF/dZ7l0GUtCPKnn/iH+q69yvV5xPloujsO3Z0/44P3Mi7EFBTncYmxXUiyEvLyySO9hBc7GJ9J4YkSBr7HvlV54upbs9GC1atUYP3Ei4yZMYOfmLSxYuIDF33zDv994g3FvvUWvXr0YNGgQd999N+5F2B4iOw75q5ufflhTp04lPDycCRMmMHHiRNs1unbtyrBhw5g5cybNmjWjb9++REVFsXjxYnx9ffnkk0+K8yXlrFIT6DcNdi2CVRPyf/7Jrca26QO47zM9piUiIiIijuFmnvJa9TIknIGmA4z5skgJEx8RkTlBFBxcJAmitCtXrlWaXk2kZluVmp5ILcACRumc/Pxwvpo8vZZQLW9LqKYnV9MTq2Y/P0xXC6JyY7VYuLxxY5l7tFzyzrdnT3y6d3fYDzbEfkwmE83b3krztrfy9gcfsGbNGubNm8f8+fNZtmwZo0ePZsqUKcUel0MmX/PbDys706dPp0mTJkyfPp0PP/wQb29v7rzzTl5//XXHqHq9nk8wdBhtLDjw64cFu0ZaivGY1v1zIbRfYUYnIiIiIpJ/6U95Re+D74aDNS1/52/5BM7sgkeLvvWCSGGKj4gwHo2+IXmYGhVl7P/g/SwTsFarlbRLlzNXo17fL9WWWI2zjcmtR2q2nJww+/ndkED1u5Y0zSqx6uuLybnoUgkl7dFysQ+T2YxXm9b2DiNHHi5m9r3S66ausTXyH4bM3pbruDlDW9G6VoUC3cPDpXT+Wdq9ezcrV65k9erVpKWl4e7uTt26de0Si0MmX/PTD2vixIkZKl6v5+TkxMiRIxk5cmThBVfUer4KVVrA989AcgEf6fj6MaMdQVCokdT1CS7cGEVERERE8qpSE2NLiLrWTiA/XLxg2QsQ3ASaPay1DsThWS0Wot6YlHXV5tV9Z8aN5+KGjaRd1z/VlkhNSSnYjZ2dMZcvd7Ui9foq1OwTq04+Pg7Zw7QkPVoukh2TyXTTj/N3rBdAJT93zsYlZtn31QQE+7nTsV5AgXu+libHjx9n4cKFzJ8/n71792IymWjfvj0TJkygf//+hdtaKR8cMvla5oX2g0Z3QuQG2PEZ7Ps+f+enpcL3TxvftxoGfd8t9BBFRERERPKlwyi4HJv/p7yO/AxHrn6/bjL0flNttsQhXdm3nyu7/+Ty1q0ZEoZZSbt0ibgvv8z2uMnVNXPV6Y2P8t+QWHXy8iqxi+ZkRY+Wi4DZycSEO0MYPv93TJAhAZv+p33CnSFlOvF6/vx5vvzySxYsWMCGDRuwWq3Uq1eP8PBwBg0aRK1atewdopKvDsvJDHW6GNu+pcZjWskX83+dPxZA1dYQdi8c/w0uRoF3ENRop6oBERERESlePV8FT39Y+wakFuAx6fgzsGQw9J+nBKzYXdrlyyTu38+V3btJ3L2HhFWrsCYl5fs6LrVrE/x/4zMkVk0eHqUqkVpQJeHRcpGi1jusEp883JwJS/cSFX/t75hgP3cm3BlC77BKdozOviZPnsyECRNITk6mQoUKPPXUUwwaNIi2bdvaO7QMlHwtCULuMloRHI6AUztg5+e5n3PrCDjwA1w4Dt8+AUufAUvyteO+lVU1ICIiIiLFr8MoaPcMrHsL1r0JWT5ImR0rYIIVY6FhXxUTSLGxJieTeOgwiXt225KtSX/9BWmZ+xg7+fiQlpB7C7kKTz2JW506uNWpi0dIo6IIW0RKid5hlWhf15/GEyMAo8drSWg1MGTIENv3Z86cybTvnXfewd/f3/bzzJkz2bhxI2D0bE3ft3btWgD69euXYQ2oyMhI+vTpw6BBg7jjjjtwzePCfsVNydeSwq8KtBwKzQfDkdXGp/7ZdfzwrWxUFdw20Wg/sPvLjIlXUNWAiIiIiNhMmzaNadOmYbFYiueGTmboOg4CG8GXj+TzZCvEn4I1b0BAAwhoaPSUFSkkVouF5MhIruzeQ+Lu3VzZs4ekAwewJidnGuscEIB748Z4NA7DPawx7mGhmH19+av7baRGRWXd99VkwjkoiMCRI/UIvYjk2fWJ1ta1Kjh84hVg7ty5Oe6bOHFihuTrxo0bM52zadMmNm3aBEDNmjUzJF8//vhjzCXg71ElX0saJ7NRsbpkMGTX8aPLWDi7G9Is8PfabC509bxlL4BvFeO6WpxLREREpEwaMWIEI0aMID4+vngXowjtB6bPYcV/If50/s7d8I7xtUZ7GPpToYcmZYPVaiXl1CkjyXo12Zq4dy9ply9nGuvk54dHaOi1ZGvjxrgEBWV53aDx4zg1ajSYTBkTsFdbCQSNH6fEq4iUetasPoDKwZw5c5gzZ06ex5eExCso+VoyhdxlVKzeOEn1rQy9J8OJLbB0ZN6udSkaZnYzvm/7DPR63UjaHvtV/WFFREREpOiF3GW0ENg5H87+CYnxsHtJ7ud1HHOt8lUkj1JjYowk656rydY9e7CcP59pnMnDA/eQEDzCwmzJVpfq1fPch9W3Z0/44H2i3piUYfEt56AggsaPM46LiEiZoORrSZU+Sc0qSXp8S8GuacVY3CvLpK76w4qIiIhIEXEyQ4ur7QfSLHBsYw5ttgBMUKUlNLy9uCKUEsgSH0/inj0Zkq3XJ0JtXFxwr18f98ZheDRujHtYY9zq1MbkfHP/Xfbt2ROf7t25vH0HqTExOAcE4NmyhSpeRSRX0fGJRCdkXMAvMeVaa6B9p+Nxd8n8d0mgjxuBvu5FHp/kj5KvJZmTGWp1zLy//Uhocj+c3gk/js7btTwqQFLc1XYGN0xy1R9WRERERIpLrm22rMa26EFo9yx0fxnMLnp6q4xLu3KFxP37M7QPSD52LPNAkwnXOrXxCGtsS7a6NWiAk5tbkcRlMpvxatO6SK4tIqXXgi3H+WD14WyP3/e/37LcP6p7PZ7rUb+owpICUvK1NErv3RrcGNa/lfPiXJ4VwM0Pzv8NOz/P5oJaVVZEREREilFObbZ6vmo86bV1Ovz6IRz/DZoOgPVv6+mtMsKakkLioUMk7t7DlT27Sdy9h6S//oIsFoxzqVrVSLJeTba6h4Ri9vayQ9QiInk3sE11eoRk3VM6J4E+RfNBUm66dOkCQLly5exyf0dnsua3+20Zlr4AQVxcHL6+vvYOJ2/2Lb1aNQBZLs5114dGn6xNH8CBH3O/3h3vQ+VmWpxLREREclQi503ieO9bTtWs+5bC988YT29l6ep8V09vlWjWtDSSIyO5snu3LdmatP8A1uTkTGPNAf4ZKlrdw8JwLl/eDlGLSFmRmJhIZGQktWrVwt1dj/uXFnl9X/M6b1Lla2lXmItzwbU2Bm2fgR6v6NEuERERESk62bXZAmOeGxQK09pAWkoWA/T0VkljtVpJPX36Wo/WP3eTuHcvaZcuZRrr5OuLR1go7tclW52DgvK8IJaIiEhxUfK1LCiKxbnOHYH3w/Rol4iIiIgUvzN/QswBiDmYTeI1nRXiT8GaNyCggfHEV6UmxRam5Cz13LkMFa2Ju/dg+eefTONM7u64h4Tg0TgM97DGeDQOw6VGDSVaRUSkRFDytazIbXGuNAt88QBcisn+GmZX+NcsuHAUfn4ZLcwlIiIiInaxYiwc25T38RveMb7WaA9DfyqamCRHloQEEvfuzZBsTT19JvNAZ2fc69fHvbGRZHVv3Bi3OnUwOeu/riIiUjLpX7Cy7vrerX3fy6Y/7FWWZPhqKLi4Z31cj3aJiIiIlEjTpk1j2rRpWLJYsMgh9Z58rfI1PbGak45jrlW+Sp5ZLRYub99BakwMzgEBeLZsgcmc+xw/LTGRxP37M1S0JkdGZh5oMuFauzYeYWG2ZKtbw4Y4udlnwRgREZGioOSrA7KkWdka+Q/RCYkE+rjTulYFzE7F8EhNtv1hq0CLR+Dwz3ByGyRfzOEiVx/t+n1exoW5closQURERETsasSIEYwYMcK2cITDq9TE2NIssGuh8QRWlsUBGE9vNX8Eylcv1hBLuviICKLemETq2bO2fc7BwQSNH4dvz562fdaUFJL++uu6itY9JB0+DKmpma7pUqXKtYrWsMa4h4Zg9vYultcjIiJiL0q+OpgVe84Q/sM+zsQl2vZV8nNnwp0h9A6rVPQBZNcf9ueXjcRrXl2/MFe1Ntks+KX+sCIiIiJyE5zMxpxyyWDARLZPb83oAv+aAXW7qyggD+IjIjg1ajRYM/56pkZFcerZUVweNAiAxN27Sdy/H2tSUqZrmP39r1a0GothuYeF4VyhQnGELyIi4lCUfHUgK/acYfj83zNNGc/GJTJ8/u988nDz4knAZtUfNptCglydOwK/Tct8AfWHFREREZHCkNPTWx2eM57IOvsnzL/XGHtym4oCspASHU1qTAxWi4Wz4a9kSrwCtn3nP/88w24nHx/cw0LxCGtsS7Y6BwdrQSwRkYJKOGts+XV9a0lxGEq+OghLmpXwH/bl1EmV8B/20SMkuHhaENwoPwtzeVSA3pOM71eOJ/v+sMCyF4yJsZNZf0mIiIiISMFk9/SWkxmaDYKV42D7Z7Dv+8znqigAgHOfzeb8nDn5Ps/3nnuo/PprmJycCj8oEZGyavtsWDc5/+d1HgtdxxV+PHJTlHy1s+j4RKITkvjz5IUMrQZuZAXOxCWyeNtxmlQtR6CPG4G+7sUXaH4W5kqKh2+fzNt1L0XDzG7G922fgV6v33SoIiIiIlIGZfX0FhiLxfZ5B/Z+C1fOZ3GiFo0Fo9ijIJz9/JR4FREpbC2HQoPbM+5LvQKf9Ta+f3QFOHtkPk8FbQ5JyVc7+3T938zcmMXKn9kY/+0eAIZ1qMWLd4QUVVg5y+7RLs+K4OxuLLhVEAVtbSAiIiIikpUzf0LMAYg5mE3iNd3VRWPXvAEBDSCgobGgVxlgtVq5vHkzSUeOgJMTpKXl6byg8Il4hIXhHBBQxBGKiJRBWT0ZnHzp2vfBTcDVq3hjysHEiRMJDw8nMjKSmjVr2jsch6PkqxRMdo92Wa2weRpsnJLLBPc6d7wPlZtl/otFiyGIiIiIyM1YMRaObcr7+A3vGF9rtIehPxVNTA7CcvEicd9+x/kvviD5779t+z1atybp0CHS4uKy7vtqMuEcFET5++7DZNbcXEREshYdHc2sWbPYsWMHO3bs4OjRo4DxoV9Otm3bxoQJE/jtt99ITk4mNDSU0aNHM2DAgGKIumgo+WpnT3SqTb9mVbCkWXls7jZiLyZnO9bH3Zn5j7XB7GQi0MetGKPMRnaPdrUfBS0fhQ3vwcb3criAyVjgoPngzEnVfUuzWDRBiyGIiIiISD70nnyt8jU9sZqTjmOuVb6WUomHDnF+4ULilv6A9fJlAJw8PfHr14/yAx7CrW5d4iMiODVqNJhMGROwVxfQCho/TolXEZHilma59v2xX6FON4cuUNu3bx/jx4/HZDJRr149PD09uXz1353srF27ll69euHq6sqDDz6In58f33zzDQMHDuTo0aOMHz++mKIvXGrOY2eBvu6EVfHjlmrleK1fWI5jExJTORN3hbAqfsXb77Ug3HzgtglGVWuWrnaV6j0568TrksEZE69wbTGEfUsLO1oRERERKY0qNYEm/aHreOOD/Nw6m6YmQug9pa7lgDUlhfgVKzj28CAi77qbC4sWY718Gdc6dQh66UXqrl9H8Msv4Va3LgC+PXtS5YP3cQ4KynAd56AgqnzwPr49e9rjZYiIlF37lsK01td+XnAfvB/m0PmRRo0asW7dOuLi4jh48CDVqlXLcXxqairDhg3DZDKxfv16ZsyYwTvvvMOuXbsIDQ1lwoQJHD58OMM5f/75Z64JXUegylcHkL7oViU/D3zcnUlITM127Ivf7aGSn4et+tXhk7Athxq9YJc9D5diMh5r8gDU62F8n3DW2NIsxtgsG8Be3bfsBfCtYiRts+qDIiIiIiJyPSez8QTVksEYCdjr55rX/fzbVDi+Ge77DMrXKPFtsFKio7mw5EsuLFlCanS0sdNsxqd7d8oPGIBnm9aYTFknpH179sSne3cub99BakwMzgEBeLZsoYpXEZHill6gdmOeJL1Arf88h3xCOCgoiKAbPsTLyS+//MKRI0cYOnQozZo1s+338fHhpZde4sEHH2T27Nm88cYbtmPvvfceX3/9Nffeey+DBg2ia9euODngIpBKvjqABVuO88Hqw7kPBGIvJnP3NKNv1aju9XiuR/2iDK1w2PrDboLDq2Dfd3DhGPy5CI5uMCoRzh+D9W/l7XqXomFmN+P7zmOh67giC11ERESkLJg2bRrTpk3DYrHkPrikym7RWN/KxtNYAEufgVPb4X8docVg2PO1Q7bBslos2SZFrVYrV7Zv55+FC0n4eRWkGoUdZn9/yve/n3L9++MSnLfiBZPZjFeb1rkPFBGRzKxWSLnJqsw0Cyz/D9kXqJmMf9dqdyn4h4Munra2Mva0du1aAHpm8XRF+r5169Zl2P/AAw9w9OhR5s2bx9y5c6latSoDBw5k8ODBhITYaZH6LJisuXW6FZv4+Hj8/PyIi4vD19e30K6773Qch6IusuPYeT7ffCzX8YNurUGLGuWpH+RNSGW/Qouj2KRZ4M/F8MvrEH/S2Fe+lpGgTUmE7TNzv0arYVCtTZlaiVZERKQkKap5kxStMvG+5VTNev4YfP0YnNyWzclX/3Nqxyqj+IgIot6YROrZs7Z9zsHBBL7wPGmXLnN+4UKSDh2yHfNo3pzyAwbg27MHJldXe4QsIlJqJSYmEhkZSa1atXB3v+HJ5ORL8EZl+wSWH+NPg6vXTV1i4sSJhIeHExkZSc2aNbMc07BhQw4ePJjtglv3338/X331Fdu3b6dFixaZjgcEBGAymYhOf5LjOidOnGDBggUsWLCAPXv2ANC8eXMGDx7MQw89RGBgYL5eT47v63XyOm9yvFrcMmjl3ihGL/4jT4lXgM83H2P04j9YuTeqiCMrIk5maDoARu6Anq+Bezk4H2k85pWXxCvAtpnwzeNwYFnmY2kWiNwAu78yvqaV4goOEREREcmf9EVjG99nfL2+Uqh8DXjkR3D1zubkq/9hXDHWLnPM9IWwrk+8AqSePcvpf/+HsxMnknToECYPD8rdfz+1vvuWmgsX4HdHXyVeRUTEocXFxQHg55d1kaGvr69tzI2qVavG2LFj2b17N3/88QdjxowhKiqK0aNHU6VKFe644w4WL15MYmJikcWfE7UdcAAD21SnR0gQljQrj83dRuzF5GzH+rg7M/+xNraeryWaizu0GwnNBsGa12HHHLBk/9ptvALhoUXXer5eb9/SbB4ls//jYSIiIiLiwM78CTEHIOYgJF/MYaAV4k/BmjcgoEGxPYlltViIemOS8RhrdsxmAse8QLl778VcWiuXRURKChdPo6r0Zhz71VhcKzcDvzKe5CgIF8+CneegbrnlFm655RbefPNN1qxZw7x585g/fz7Lli1j9OjRTJkypdhjUvLVAQT6utsWznqtXxhPzf8927EJiamcibtC77BKxRVe0fMoB33ehvajYe0k2DmfrPuZXH3Mq++7UDVzCXpJbUItIiIiIg5gxVhjjYK82vCO8bVGexj6U9HEBFzZt5+kI3+RdORIporXTCwWUuPiSFi3Drc6dfEIaVRkcYmISC5Mppt+nJ863YyCsvgzZJsn8a1sjCtBC0JmJb3iNbvq1vRH/PNq9+7drFy5ktWrV5OWloa7uzt169YtlFjzS8lXBxEdn0h0QhKV/DzwcXcmITE127EvfreHSn4eturX9MRtiedXBe6eCm2fge+Gw+kbktA+wXD7WxkTqAlnjS3NAsueJ/sm1MCyF8C3yrWK2RurZkVERESk7Oo9+Vrla3piNScdx1yrfC1CUZMmcWVbdj1oM/vnf9MB8GjVipqfzyuqsEREpDg4mY0neZcMxihIuz7ncbVArffkEp94BahXrx4Ahw8fztTz9fz588TGxtKuXc7VvcePH2fhwoXMnz+fvXv3YjKZaN++PRMmTKB///75St4WJiVfHcSn6/9m5sbIPI2NvZjM3dOMT+WHdajFi3c4zgpuhSKwITyxBiI3wk9jIGa/sT/pIkTvM1bxc7/6GNWvHxm9YvPiUjTM7GZ83/YZ6PV6oYcuIiIiIiVUpSbGlmaBXQtzqDICMEHV1tCgV5GHVfHxxzlntXJl+/Y8ja/w1JO41amDWx37VPeIiEghC7nLeJJ3+X8g4cy1/b6VjcRrKXnCt3PnzkyaNImIiAgefPDBDMciIiJsY250/vx5vvzySxYsWMCGDRuwWq3Uq1eP8PBwBg0aRK1atYol/pwo+SqOq1YHePo3OLQSfnkNonYbbQm2TIcOo6HV49nPh3NT0PNEREREpHTLtcrIamxfPACd/wOd/2uck2YxevNdjALvIKP3Xi6VSFaLhcvbd5AaE4NzQACeLVtgMhvnWBISODdjJv/MnYs1Kcm4u7sb1sSkrC9mMuEcFETgyJG2a4iISCkRcpdRiDa5mvHzwK9KRauB63Xv3p3atWuzcOFCnn32WZo2bQpAQkICr776Ks7OzgwZMiTDOZMnT2bChAkkJydToUIFnnrqKQYNGkTbtm2L/wXkQMlXB/FEp9r0a1aFP09eYPy3e3Id/8Y9YTSpWq7kL7qVG5MJGvSGej1h33fGwgbnDsPPL8NvH0PrJ+CxVRC1B34cnfv17ngfKjdTywERERERyV56lVFWC7n2eBWObYTtn8G6N+HEVmh8P6x5LV+LvsZHRBD1xqQMfVydg4MJ+s+/SY09R+zHH2O5cAEAj5YtCPr3v0mJiuLUqNHG4OsX3jIZj54GjR+nxKuISGl1faI1Dx/wOYLrk6VnzpzJtO+dd97B398fAGdnZ2bOnEmvXr3o2LEjDz30EL6+vnzzzTdERkby2muvUb9+/QzXj4yMpE+fPgwaNIg77rgDV1fXIn9NBWGyWnNaLlOul97cNy4uDt8iWj3Ukmalw5u/cDYuMdslp4L93Nn4326YnUxFEoNDs6TCn4th7WSIO27s86sOnf8NayZdLcHPoQn16N0l4i8oERGRkq445k1S+PS+3SCnatZdi40P/1MuZ3Py1bl6Fou+xkdEGEnUXP4r5lqnDoEvvIB31y6YriZYs03ajh+Hb8+e+X+NIiJSYImJiURGRlKrVi3c3Yt4PZ7kS/BGZeP78advfjGvQjRx4kTCw8OJjIykZs2atv3p/3Zl58bxAFu3bmXChAn89ttvJCcnExoayujRoxk4cGCm8y0WC+Yi+NAxr+9rXudNqnx1MGYnExPuDGH4/N+za6XMhDtDymbiFcDsDM0GGtUFv8+F9e8YSdilI8G7EsavWOluQi0iIiIixcTJDLU6Zn3slgcgKBQ+7QxpWS2We3VeumIsNOxrm4daLRai3piUc+LVyYmgl1+i/H33YXLO+F8235498enePdt2BSIiIo6iIPWerVu3Zvny5XkaWxSJ16Kg5KsD6h1WiU8ebk74D/s4E5do21/O04VJ/2pM77BKdozOQTi7QuvHoelA2DYTNk6Bi1cbTzs5Q1rKtbFF2YS6AL29RERERKSEO/MnxByAmIPZJF7TWSH+FKx5gyuXfEmKcybpXEqGqtUspaWRcvYsccuX41anLh4hjTIcNpnNeLVpffOvQ0REHFPCWWO7XuqVa9+f/ROcPTKf5xOsNosOSMlXB9U7rBI9QoLZGvkPU385zKYj57iraWUlXm/k6gntn4UWQ2DzJ/DbVEiKN46VqwnNB0P7UUbFbGHbtzTrPmA59PYSERERkVJgxVg4tinv4ze8Q9TqilyJyft6Df/8bzoAHq1aUfPzefmNUERESrLts2Hd5OyPf9Y76/2dx0LXcUUTkxSYkq8OzOxkom2dipy7lMSmI+f4ZX80zaufItDHnda1KpTd1gNZcfeFLv81qmE3fQBbpsOFo/DLK8ZCXZ3/Aw36gpNT4dxv39KrK+DeUEIff8bYn0VvLxERERFHNW3aNKZNm4bFYrF3KCVD78nXKl83vJP7+I5jCGpuVL4mRl3h/MxZuZ5S4akncatTB7c6dQshYBERKVFaDoUGt+f/PFW9OiQlX0uAy8nGJPjE+SuMWvQHAJX83JlwZ4gqYW/kWQF6hEPbZ+C3j2DrTKMcf/HDEBgKncZAyN0Faw2QXvafZoFlz5P1wl5X9y17AXyrGPdR2b+IiIg4uBEjRjBixAjbwhGSi0pNjC3NArsWGh/AZzk3BMyu0HQgHhVrYzp4kHMvjMn52iYTzkFBBI4cqT6uIiJlVQnLI3Tp0gWAcuXK2TUOR2WyFqT7bRllj9VfV+w5w/D5v2eayqXXvH7ycHMlYHNy6Rxs/tiohE1OMPb5N4BO/4awf+UvCbtmUs5l/9lR2b+IiJRB9pg3yc3T+1YAtieiILsErNXVl3+4j5gvVmNNScHJx4e0hAQwmTIuvHV1VegqH7yPb8+eRRy4iIjcrMTERCIjI6lVqxbu7u72DkcKSV7f17zOmwrpGWwpTNHxiew5FceuExd48bs92dZXWoEXv9vDrhMX2HMqjuj4xCxGlnFeFaH7S/DcbugyDtz9IPYgfDMMpraCPxaCJSX364CxSu2/ZkCrYXkb32qYMb5h34LHLyIiIiKOLeQuo+WU7w0FEb5VoO97pPg15/gKF6LnrcCakoJ3547UWbGcKh9+gHNQUIZTnIOClHgVEREpZVT5mg/FVQkw5edDfLD6cL7PG9W9Hs/1qF8EEZUiiXGwdYaxMNeV88a+cjWg4/NwywBwds3+XFW+ioiI5JkqKEsmvW8FZ01J5vJP80g9fRznytXx7DOYhFWrOTNhAmnxCZjMaQQ1i6dcq2BM982CKs2zPMfkksN8VEREHIoqX0unwq58VfI1H4prMrrvdByHoi6y49h5Pt98LNfxg26tQYsa5akf5E1IZfXoypOki7B9Fvz6EVyKMfb5VoUOo6HZIHDJ4g/X9T1fv3jg2nlZ8QqEhxap56uIiJRZSuKVTHrfCiY+IoKoNyaRevasbZ/J3R1rovFkmnvjxlQe9QBuW1+G+JPg5AJh98LR9RB/+tqFfCtD7ze1cKuISAmh5GvppLYDZcDKvVGMXvxHnhKvAJ9vPsboxX+wcm9UEUdWirh5Q/tRMOpP6DUJvIONifBPY+DDprD5E0i5kvEcn2Co3BSqtoC+72F03jXdcOGr+/q+a4yr3FSJVxEREZFSLD4iglOjRmdIvAK2xKt3r57UXLgAtw73wvCN0OguSEuBPxdlTLyCsXDXksFGH1kREREpFZztHYBkNrBNdXqEBGFJs/LY3G3EXkzOdqy/tyuzHmmF2clEoI9bMUZZSrh6QtunoeWjsPNz2DgF4k/BirGw4T1o/6xxzNUr43npvb1W/DeLaoXJqlYQERERKcVSoqNJjYnBarFwNvyVjItm3eDK9h1c2b8fU9IFnN0tuLQbBUd+geSLWYy+ep1lLxg9Y/UUlYiISImntgP5YI/HsFbsOcPw+b8DGddOTa+3/OTh5vQOq5TpPCmg1CRjEa4N70HccWOfZ0Vo+wy0fhzcfDKOT7PAsV/hYhR4B0GNdsYkWUREpIzT4+slk963vDk7+U3Oz5mT7/PKN7hIcLP4/J3U9hno9Xq+7yUiIkWvqNoOxFyOIeZKDq0OsxHgEUCAZ0ChxVFWFXbbAVW+OrjeYZX45OHmhP+wjzNxibb9/t5uvNovVInXwubsBi2HQrOH4c/FsP4dOB8Jq8Nh0wfQdgS0fgI8yhnjncxQq6NdQxYRERGR4nVj46k8n1eQsheVyoiIlDlfHvqST3Z9ku/zht8ynKebPl0EEcnNUOVrPtizEsCSZmVr5D+E/7CXA2cT+L++jXi8Y+1ijaFMsqTCnq9h/dtw7rCxz80X2jwFtw4Hzwr2jU9ERMRBqYKyZNL7ljfpbQeu7N5D1MSJuY4PCp+IR+1KRtuBpKPw4+jcb9LnXajaUm0HREQcWHFWviamJvLIikcAmNt7Lu7Ome+nytfCoQW3yiizk4m2dSryr+ZVAPjtyDk7R1RGmJ3hlgdgxBa47zMIaARJ8bD+LXi/MayaCJdi7R2liIiIiBQjl8BA3ENCSD52NOeBJhPOwcGUv+8+PFp1wqVxV2g+2FgnILf62T8WGC2vlHgVESlzAjwDCKkYkmFrWKGh7XjDCg0zHQ+pGGK3xOvEiRMxmUwcPXrULvd3dEq+ljDt6/oDsPnvc6RY0uwcTRniZIawe2H4r9D/cwhqbCySsHGKkYT96d8Qc8jeUYqIiIhIMYn58EPOz55zbYfphmTq1Z+Dxo/DZL5uTQAnM/R+M33QDVe9+rOLJ5z+Hf7XAbZ/luOCXiIiIo4qLS2NqVOn0qRJEzw8PAgICKB///4cPnw4y/Hz58/nySefpGXLlri5uWEymZhTgB7rjkbJ1xKmUbAvFb1cuZxs4Y8TF+wdTtnj5AQhd8FTG+ChRVC5GaRchq2fwrRWMO9uOLDMWIhLREREREqlmI8/5twn/wMg6P/+jyoffoBzUFCGMc5BQVT54H18e/bMfIGQu6D/PPC9Yf0G38rGB/3PbINanYx55o/PwcIHICHq2rg0C0RugN1fGV819xQRKfUs1/1dvyNqR4afHdVTTz3FyJEjsVgsjBw5kj59+rB06VJatWrFvn37Mo1/8cUX+fTTTzl27BiVKpWeNY604FYJ4+Rkol1df37YdZqNh2NpVVM9R+3CZIIGt0P93hC5DrbOgIM/wd9rjc2vGrR8FJo/Al4V7R2tiIiIiBSSczNnEvvhRwAE/vvfVBj0MAA+3btzefsOUmNicA4IwLNli4wVrzcKuQsa9oVjv8LFKPAOghrtjMpYgEHfw5b/GW2uDq+ET9rCnR+CNQ1W/BfiT1+7lm9lo5o25K4ietUiImJPq46tYtLWSbafn179NEGeQYxtPZbbatxmx8iyt2bNGmbMmEHHjh35+eefcXNzA2Dw4MH06NGD4cOHs27dugznzJw5k3r16lGjRg0mT57MuHHjcrzHn3/+Sd26dfH09Cyy11EYVPlaAnWoayTzNv2lXqN2ZzJB7S7w4AIYtQs6PAceFSDuBKwOh/cawbfD4dTv9o5URERERPLJarFwactW4n5cxqUtWzk3ezbR77wLQMDo0VR87FHbWJPZjFeb1vjd0RevNq1zTrymczJDrY7Q+D7jq9P17QmcoO3T8MRao+XV5XOweCAsGZQx8QoQfwaWDIZ9SwvhVYuIiCNZdWwVz699nujL0Rn2R1+O5vm1z7Pq2Co7RZazGTNmAPDaa6/ZEq8A3bt3p1evXqxfv55DhzK2b7ztttuoUaNGnu/x3nvvERQUxJAhQ1i9ejVpaY7ZnlOVryVQet/XnScukJCYgo+7i50jEgDKVYfbJkLnsbD3G6MVwemdsGuhsVVpAa2fgNB7wNkt18uJiIiIFJdp06Yxbdo0LBbHf4SxuMRHRBD1xiRSz57NdMz/6afxf+rJ4gkkKAQeXw2/vAa/fpjNICtgghVjjWpapzwkfkVEpEhZrVaupF65qWtY0ixM2joJK5l7f6fvm7x1Mm2C22Au4N/9Hs4emG7sW14I1q5di5eXF+3bt890rFevXqxYsYJ169ZRv379At/jgQce4OjRo8ybN4+5c+dStWpVBg4cyODBgwkJCbmZ8AuVkq8lUNXyntSs6MnRc5fZ8vc/3BYSlPtJUnxc3KHpAGM7ucNIwu79Bk7tgG+fhJX/By0eMdoS+FW1d7QiIiIijBgxghEjRhAfH4+fn5+9w7G7+IgITo0ane1CV24NGhRfMGf+hJgDYHbNZaAV4k/BmjcgoAEENIRKTYolRBERyexK6hXaLGxT5PeJuhxFu0XtCnz+lgFb8HQp3Mf2L126xJkzZwgLC8OcxZMg9erVA8h24a28uv3227n99ts5ceIECxYsYMGCBbz55pu8+eabNG/enMGDB/PQQw8RGBh4U/e5WWo7UEJ1qGdUv25U6wHHVrUF/Gs6PLcPur0EvlXgcixseBfebwyLBsLf67SCrYiIiIidpURHc2XvXi7/+Sdnw1/JcX529pVXuPznn1zZu5eU6OhsxxWKFWPhm8dhwzt5G7/hHWP8irFFG5eIiEg24uLiALL9QNfX1zfDuJtVrVo1xo4dy+7du/njjz8YM2YMUVFRjB49mipVqnDHHXewePFiEhMTC+V++aXK1xKqQ11/5m8+rr6vJYV3AHQaA+1Hw6HlRjVs5Ho48KOx+TeA1o/DLQ+Cm4+9oxUREREpc859Npvzc+bkaazl3DmO9X8AgPJDhhA89r9FF1jvyUbla8zBvCVgO465VvkqIiJ24+HswZYBW27qGjuidvD06qdzHfdx949pEdSiQPfwcPYo0HmO6pZbbuGWW27hzTffZM2aNcybN4/58+ezbNkyRo8ezZQpU4o9JiVfS6i2tY3K18PRF5n321HqBfrQulYFzE6F36dDCpHZGRrdaWzRB2DbDNi1CGIPwk9jYFU4NH0IWj0OAQXveyIiIiIi+VPQWXSRz74rNTG2NIuxjkD8Gcii9x8ALp7QfhS4+xZ1VCIikguTyXTTj/O3q9yOIM8goi9HZ9n31YSJIM8g2lVuV+Cer0UhveI1u8rW+Pj4DOOKwu7du1m5cqVtIS53d3fq1q1bZPfLidoOlFC//R2Li9mY6r38/V4emrGZDm/+woo9Z+wcmeRZYEPo+y48vx9ufxsq1oPkBKMqdlormHc3HFhmTLRFREREpEhVeHQoNb/+iqDwiXkaHxQ+kZpff0WFR4cWbWDpnMzQ+82rP2ST8k25DDO6wuk/iicmEREpUmYnM2NbZ91GxnT134L/tv6vQyVeAby8vKhUqRKRkZFZLuaZ3us1vfdrYTl+/DiTJ08mLCyMpk2b8s4771CrVi0+/fRTzp49y4gRIwr1fnml5GsJtGLPGYbP/50US8ZPPc7GJTJ8/u9KwJY07r7Q5gl4ZhsM+g4a9AWTE/y9FhYNgA9ugQ3vwaVz9o5UREREpNRyCQzEIzSUcvfei8ndPfuBJhPOwcGUv+8+PEJDcSnORTxC7oL+88C3Usb9vlWg63jj67m/YOZt8Ns0SEsrvthERKRI3FbjNt7r8h6Bnhn/vQnyDOK9Lu9xW43b7BRZzjp37sylS5fYtGlTpmMrV660jblZ58+f59NPP6Vz587UrFmTcePGkZycTHh4OEeOHGHDhg08/vjjdl1QVG0HSojo+ESiE5KwpFl58bs9WT5olL7vxe/2UMnPA7OTiUAfNwJ9c5g8iuMwmaBOV2O7cBy2fwY75kLcCVgdDmsnQ9i9Rm/YKs3tHa2IiIhIqXRh4UKs2S3IYTKqjILGj8OUxerNxSLkLmjYF479ChejwDsIarQzKmNbPQ5LRxprCqwcD0fWQL9PjPUHRESkxLqtxm20CW5Du0XtAKPHq6O1GrjRE088waJFi3jxxRdZtWoVrq6uAKxevZqVK1fSqVMn6te/uXaLkydPZsKECSQnJ1OhQgWeeuopBg0aRNu2bQvjJRQaJV9LiAVbjvPB6sN5Ght7MZm7pxmfLIzqXo/neqh3aIlTrjrcNhE6j4W93xitCE7vNPp87VoIVVpA6ycgpB+4KLkuIiIiUhgubd5C1JtvAeD3r3u49OtvpJ49azvuHBRE0Phx+Pbsaa8QDU5mqNUx837PCvDAfOND/JXj4a+f4ZN2cM//oG734o9TREQKzfWJ1hZBLRw68QrQtWtXhg0bxsyZM2nWrBl9+/YlKiqKxYsX4+vryyeffJLpnJkzZ7Jx40bA6Nmavm/t2rUA9OvXj379+tnGR0ZG0qdPHwYNGsQdd9xhS/A6GiVfS4heoUHU8vdix7HzfL75WK7jB91agxY1ylM/yLsYopMi4+IOTQcY28kdRhJ27zdwagd8+ySs/D9oPhhaPgrlqtk7WhEREZESK/nkKU6NHg0WC35330Wl11+HtDQub99BakwMzgEBeLZsYb+K17wymaDVY1C9LXz9GETvg/n/gnbPQreXwNkx/2MqIiKlz/Tp02nSpAnTp0/nww8/xNvbmzvvvJPXX389y6rXjRs3Mnfu3Az7Nm3aZGtdULNmzQzJ148//hizo/+7DJisVms2S2XKjeLj4/Hz8yMuLg5f3+JdQXTKz4fyXPl6PVW+lkIXY2DnPNj2GcSfNPaZnKBBH6MatlYn2yNxIiIi9mLPeZMUXFl939KuXOHogIEk7d+Pe2goNRbMxymnvq8lRcoViHgRts00fq7cDO6dBRXr2DcuEZFSIjExkcjISGrVqoV7Ef+7cTnlMm0WtgFgy4AteLp4Fun98mPixImEh4cTGRlJzZo17R3OTcvr+5rXeZMqX0uIgW2q0yMkCEualcfmbiP2YnK2Y/29XZn1SCtbz1cpZbwDoOML0G4UHFpuVMNGrjd6ex34EfwbGH1hb3kQ3HzsHa2IiIiIQ7NarZx56WWS9u/HXKECVT/6sHQkXgFcPKDvu1CnG3w/wmhj9b+Oxr5bHtQH9iIiDirmcgwxV2Iy7EtMvdaP/MA/B3B3zvxvVYBHAAGe6vPtaJR8LSECfd1tC2e91i+M4fN/B8i08Jbp6vFbqpUr1vjEDszO0OhOY4s+YFQ07PoCYg/CT2NgVTg0fchYeCFA1c8iIiIiAFaLJUMrgSt79hD/449gNlPl/Sm4VK5s7xALX8O+UKmp0bbq6Ab47ik4shr6vgfuZafCWUSkpPjy0Jd8sitzT9R0j6x4JMv9w28ZztNNny6qsKSAlHwtgXqHVeKTh5sT/sM+zsRd++TDw8XMlAduoXdYJTtGJ3YR2BD6vgPdX4Zdi4xq2HOHja9bP4VanY2WBPV7G0lbERERkTIoPiKCqDcmZVhEK13Q2LF4tW5th6iKiV8VGPw9bHwP1kyC3V/CyW1GG4KqLe0dnYiIXOf++vfTpVqXfJ8X4KGqV0fksFmYbdu2MWHCBH777TeSk5MJDQ1l9OjRDBgwIM/XuHDhAu+99x7fffcdkZGRuLm5UatWLR555BGGDRtW5P04ilLvsEr0CAlma+Q//Hoklo9++QsPFyd6hgTbOzSxJ3dfaPOE0XYgch1snQEHfzK+j1wHftWMxbmaDwYvf3tHKyIiIlJs4iMiODVqNGSz5IVzYGDxBmQPTmbo9G/jg/mvHoPzR+GzXtD1/6D9aHBysneEIiICBHiWrPYBXbp0AaBcuXJ2jcNROeSCW2vXrqVXr164urry4IMP4ufnxzfffENkZCSvv/4648ePz/UaFy5coEWLFvz999906NCBNm3akJSUxPLlyzly5AjdunXj559/xikfEwxHXYAgxZJG81d/JiExlW+fbkez6uXtHZI4kgvHYftnsGMuXPnH2Gd2g7B/GUnaKi3sG5+IiJRKjjpvkpyVtvctJTqa1JgYrBYLJ4c/jeXcuWzHmitWpOonH2Mym3EOCMCltCdjr1yAH5+Dvd8YP9fqDPdMB189RSciklfFueCWFJ/CXnDL4ZKvqampNGzYkJMnT/Lbb7/RrFkzABISEmjbti0HDx5k37591KtXL8frvPXWW/z3v//lueee47333rPtT05OpkOHDmzbto1169bRqVOnPMfmyJPREQt+Z9nuMzzbvR7P91B/T8lCSiLs/Ra2TjcWW0hXpYXRkiCkH7joHwsRESkcjjxvkuyVtvct5qOpxE6blu/z/EeMIGDkM0UQkYOxWuGPBfDTvyHlMnhUgH6fQIPe9o5MRKREUPK1dCrs5KvDPVfyyy+/cOTIEQYMGGBLvAL4+Pjw0ksvkZqayuzZs3O9zt9//w1Anz59Mux3dXWlR48eAERHRxdi5PbVpYFRjr7mQOl5TVLIXNyNBbieWAvDfoEmD4LZFU7tMBZfmBJqLNJ14YS9IxUREREpFN7du1Pp7bcoN+ChPI0vN+AhKr39Ft7duxdxZA7CZIJmD8OT6yG4ifGU1BcPwE//MT64T7NA5AbY/ZXxNc1i74hFRERKHIfr+bp27VoAevbsmelY+r5169blep3Q0FAAVqxYwW233Wbbn5KSwqpVq/Dw8KBt27aFELFj6NLAeCxq96k4ohMSCfTRJy6Sg6otoOp06Pka7JwH2z6D+JPGAgyb3ocGfYxq2FqdjEm5iIiISAl0cfXqfFW+Xlj4BRcWfoH/iBF4hDQqwsgcjH89GLbK+CB+8zTjSamDP0FqEly6rrjDtzL0fhNC7rJfrCIiIiWMwyVfDx8+DJBlW4Hy5cvj7+9vG5OTYcOG8fnnn/Puu++yfft2WrVqRVJSEitWrOD8+fMsXLiQKlWq5HiNpKQkkpKSbD/Hx8fn89UUnwAfN26p6seuk3GsPRhD/5bV7B2SlATeAdDxBWg3Cg4th62fQuR6OPCjsfk3MPrC3vIguPnYO1oRERGRfCn3QH+8u3UtUM/XMsfZDXq/AXW6wpdDIS6Lp6Hiz8CSwdB/nhKwIiIieeRwbQfi4uIA8PPzy/K4r6+vbUxOPDw8WLt2LQ8//DDr1q3jnXfe4aOPPrK1NOjQoUOu15g0aRJ+fn62rVo1x05ople/qvWA5JvZGRrdCY/8AE9vgVaPg6s3xB6En8bAu42MXmAxh+wdqYiIiBSBadOmERISQqtWrewdSqFyCQzEIzQUzyZNCH755awHmUxgMhE84WU8mzTBIzS09C+2lZWEs3D6D6Pvq7NrNoOsxrbsBTi5wxifcLb4YhQRESmBHK7ytbDExsZy9913Ex0dzbJly2jfvj2JiYksXbqUF154gR9//JHt27dTvnz5bK8xbtw4nn/+edvP8fHxDp2A7dYwkA9WH2bD4VhSLGm4mB0uty4lQWBD6PsOdH8Zdi0yqmHPHTa+bv3UWAm39RNQv7eRtBUREZESb8SIEYwYMcK2cESpZjIZC01d5RwURND4cfhm0fasTPn1I/htat7GXoqGmd2M79s+A71eL7q4RETKoJToaFJjYvJ9nnNAQNn8ANHBOVzmJH2yl111a14nhM8//zy//voru3btokmTJrZrP/7441gsFoYPH877779PeHh4ttdwc3PDzc2tAK/CPhpX8cPf25XYi8lsO/oP7er42zskKcncfaHNE0bbgch1sHWG0fsrcp2x+VWDlo9C88Hgpd9rIiIi4risKSnETJkCQMUnn8SrbVtSY2JwDgjAs2ULTGaznSN0ANbchxTqeSIikq0Li5fkq2d5Ov8RIwgY+UwRRCQ3w+GSr+m9Xg8fPkyLFi0yHDt//jyxsbG0a9cu1+ssW7aMChUq2BKv1+vWzfiUdseOHYUQseNwcjLRuX4gX/9+krUHY5R8lcJhMkHtLsZ24Ths/wx2zDX6gK0Oh7WTIexfRpK2SovcriYiIiJS7C58/Q3JR49irlCBisMew+ztbe+QHE/7kdDkfji9E34cnfv429+Gaq3BJ7jIQxMRKWvSe5Zfz5qYyLGBDwNQY8F8TO6ZF1ovkz3LSwCHey69c+fOAERERGQ6lr4vfUxOkpOTiY+PJzk5OdOxmKul2yWpqjWvujY0/qD9or6vUhTKVYfbJsLz+6Hf/6ByM7Akwa4vYEY3Y9u1CFIS7R2piIiICABply8TM814nN5/+HAlXrPjEwyVmxpPNflWBkw5j/99rvGklJKvIiKFLr1n+fWbe6NGtuPujRplOm7PnuUTJ07EZDJx9OhRu9zf0Tlc8rV79+7Url2bhQsX8scff9j2JyQk8Oqrr+Ls7MyQIUNs+2NjYzlw4ACxsbEZrtO+fXtSU1N59dVXM+xPSkqy7evaNeOnCKVBx3oBmJ1M/BV9kRP/XLZ3OFJaubhD04fgibUw7Bdo8iCYXeHUDvj2SZgSCqvC4UIWq+SKiIiIFKN/5s3DEhOLS9WqlH+gv73DcXxOZuj95tUfbkzAXv3Z1Qei9sD0LnBgWTEGJyIiJUlaWhpTp06lSZMmeHh4EBAQQP/+/Tl8+HC252zbto0+ffpQvnx5vLy8aN26NQsXLizGqAufwyVfnZ2dmTlzJmlpaXTs2JEnnniCMWPGcMstt7B3714mTpxI/fr1beOnTp1Ko0aNmDo1Y3P4yZMn4+Pjw2uvvUabNm14/vnnefrppwkJCWHlypW0aNGCYcOGFffLK3J+Hi60rGEsIrbmoKpfpRhUbQH/mg7P7TMW6fKtCpdjYeN78EETWDQQ/l6XYWELERERkeKQev4852bMBCBg9GhMrq52jqiECLkL+s8D30oZ9/tWhv6fwzNboVobSIqDRQPg55fBkmqfWEVExGE99dRTjBw5EovFwsiRI+nTpw9Lly6lVatW7Nu3L9P4tWvX0qFDBzZs2MB9993H8OHDiY2NZeDAgbzxxht2eAWFw+GSr2BUpG7cuJEOHTqwZMkSPv74YypWrMj8+fP5v//7vzxdo2nTpuzYsYOhQ4dy9uxZpk6dypw5c/Dy8iI8PJz169fjnkV/jNKga0OjzFytB6RYeQdAxxdg1C54YD7U6gTWNDjwI8y7C6a1MRbtSkq4dk6aBSI3wO6vjK9pFvvFLyIiIqXOuf/9j7RLl3ALaYRvn9vtHU7JEnIXjN4Dj/wI984yvo7ebez3rQxDlsGtI4yxmz6Az/tBQpRdQxYRKc2slmv/X768fXuGnx3RmjVrmDFjBh07duT333/nrbfeYu7cuSxbtoz4+HiGDx+eYXxqairDhg3DZDKxfv16ZsyYwTvvvMOuXbsIDQ1lwoQJmSpm//zzTy5fdvynvk1Wq8rR8io+Ph4/Pz/i4uLw9fW1dzjZOhSVQM8p63FzduKPl3vi4arVW8VOog/AtplGT9jki8Y+Vx+jZUGFOvDrBxB/+tp438rGY24hd9knXhERKTQlZd4kGZWm9y355EmO3N4HUlKoNmsm3u3b2zuk0mnvt/D9M8ZczzsY7p8NNXJfIFlEpDRITEwkMjKSWrVqFWmBX3xEBFGvvU5q9LUiO+fgYILGj8O3Z88iu29eTZw4kfDwcCIjI6lZsyYAAwYM4IsvvmDdunV06tQpw/jbb7+dFStWcPDgQdvT7REREfTq1YuhQ4fy2WefZRi/ePFiHnzwQcaNG5ehAnbIkCF8/fXX3HvvvQwaNIiuXbvi5HTzdaZ5fV/zOm9yyMpXuTn1Ar2pUs6DpNQ0fvs7NvcTRIpKYEPo+46xQFe3l8CvOiQnwNZPYcV/MyZewfh5ySDY9CGc/sPYEs7aI3IREREp4WI+/BBSUvBq11aJ16IUeo+xDkBAI7h4FubcYczlVOMjIlIo4iMiODVqdIbEK0BqVBSnRo0mPosF6x3B2rVr8fLyon0W/wb36tULgHXr1mUYD9Azi2Ry+r7rxwM88MADtGjRgnnz5nHbbbdRo0YNxo4dm2VLA3tS8rUUMplMdG0YAMCaAzF2jkYEYyVcSwrEHc/b+J9fgk87G9v22UUbm4iIiJQ6ifv3E//DjwAEPP+CnaMpA/zrweOrockDYLUYc7klgyAxzt6RiYjYjdVqJe3y5ZvaLAkJRL32etYfaFmtgJWo19/AkpBQ4HsUxQPxly5d4syZM9SqVQuzOfPT2PXq1QPI0EYg/fv0Y9crX748/v7+mdoO3H777axdu5Zjx44xadIkypUrx5tvvkloaCgtWrTggw8+IDra/i05ne0dgBSNrg0Cmb/5OL8ciOYVqxWT6caVSkWKWcuh0OB2OL0Tfhyd+/j2oyGkX+aFHkRERERyEf3eFLBa8e3TB4+wUHuHUza4esE906Faa1gxDvb/AFF7jQW6gsPsHZ2ISLGzXrnCweYtivgmRgXsoVatC3yJBr/vwOTpWYhBQVyc8eGbn59flsfTH9FPH5fXc06ePJnlsWrVqjF27FjGjh3Lrl27mD9/Pl988QWjR49mzJgx9OrVi0GDBnH33XfbZf0nVb6WUu3q+OPm7MSpC1f4K/qivcMRAZ9gqNwU3HzyNn7T+0bFxK8fwcntenRNREREcmS1WLi0ZSvR77/PpQ0bwGwmYPQoe4dVtphM0GoYPLoC/KrBP3/DzNvgj4X2jkxERMqIW265hbfffpvjx4+zatUqBgwYwPLly209Y+1Bla+llIermbZ1KrL2YAy/HIimXlAeE14iRSXhrLElJeRtvNkV4k7Ab1ONza+6sRBX6L+gSnNjci8iIiLC1YVI3phE6tlrveJNbm4kHjiAa/XqdoysjKrSAp5cD988Dn+tgu+Gw4ktxsKqLsVfcSQiYg8mDw8a/L7jpq5xeft2TjzxZK7jqn06Hc+WLQt0D5OHR4HOy0l69er1la3Xi4+PzzAur+dkVxWbld27d7Ny5UpWr15NWloa7u7u1K1bN8/nFyYlX0uxrg0CbcnXJzvXsXc4UtZtnw3rJud9vCXZ+BoYAheOG/1ir0/Eht4NIfcoESsiIlLGpS9EcuNTMtbLl439H7zvECtBlzmeFWDAl7DhHVjzBuyYY7Sf6j8Pyte0d3QiIkXOZDLd9OP8Xu3b4xwcTGpUVNZPg5pMOAcF4dW+PaYseqvai5eXF5UqVSIyMhKLxZKp72tW/V2v7wPbokXGdg3nz58nNjaWdu3a5Xjf48ePs3DhQubPn8/evXsxmUy0b9+eCRMm0L9//3wlbwuT2g6UYl0bBAKw/dh54hNT7ByNlHkth8IT64ytx6s5j+3x6rWxg76Ff/8FD8yHsPvAxctIxP76EczsBu83gYgX4dQOtSYQEREpI1Kio7mydy+X//yTs+GvZD8HsFo5G/4Kl//8kyt795LiAItulClOTtD5P/Dw1+BRAc7sgumd4NBKe0cmIlIimMxmgsZffVT+xpqjq0VIQePHOVTiNV3nzp25dOkSmzZtynRs5cqVtjHXjweIiIjIND593/Xj050/f55PP/2Uzp07U7NmTcaNG0dycjLh4eEcOXKEDRs28Pjjj9st8Qpgst7Esmb79u1j6tSpbNu2jQsXLmCxWDLfwGTiyJEjNxWko0gvcY6Li7M1B3Z03d9dy5GYS0wb0Jy+TbRwkTiQfUthxX8h/vS1fb5VoPdko71AdlKuwOGfYd93cHAFpFy6dqxcdWORrtB+UFkVsSIi9lQS501Sct63s5Pf5PycOfk+r/yQIQSP/W/hByS5izsJSx6BU9uNnzu+AF3/D5wcL2EgIpJXiYmJREZGUqtWrSJdyCk+IoKo114n9boPEZ2DgwkaP84hnu6YOHEi4eHhREZGUrNmTQDWrFlDt27d6NixI6tWrcLV1RWA1atX06NHDzp27Mi6dets10hNTaVBgwacOnWKzZs307RpUwASEhJo27YtBw8eZO/evdSvX992zuTJk5kwYQLJyclUqFCBBx54gEGDBtG2bdubej15fV/zOm8qcNuBdevW0bt3b5KSknB2diYoKAhn58yXu4ncrhSCbg0DORITyZqD0Uq+imMJuQsa9oVjv8LFKPAOghrtcp+Au3gY54bcBcmXjT5ie781KiguHIdfPzQ2WyL2HqjcTIlYERGRUqSg/6prNmBHflVh6HLjiaWt02HDu8aiqvfOAu8Ae0cnIuLQfHv2xKttWw61ag0YPV4drdXAjbp27cqwYcOYOXMmzZo1o2/fvkRFRbF48WJ8fX355JNPMox3dnZm5syZ9OrVi44dO/LQQw/h6+vLN998Q2RkJK+99lqGxCtAZGQkffr0YdCgQdxxxx22BK+jKXDydezYsaSmpjJz5kweeeSRTP0bxDF0bRDIjA2RrD0YTVqaFScnTTnFgTiZoVbHgp/v6nlDIvZn2PsdHFpxQyK2hlENG9JPiVgREZFSoMKjQ/G98w6u7NlD1ISJuY4PCp+IR1gYzgFK8tmVsyv0eQuqtYalz0LkOqMNwf1zoHobe0cnIuLQrk+0erZs6dCJ13TTp0+nSZMmTJ8+nQ8//BBvb2/uvPNOXn/99UyJVDASths3bmTChAksWbKE5ORkQkNDefXVVxk4cGCm8R9//HGJyEcWOPm6a9cuHnzwQR599NHCjEcKWcuaFfB2cyb2YjK7T8VxS7Vy9g5JpGi4ekLI3cZmS8SmV8Qeg00fGFt6Ijb0HqjUVIlYERGREsglMBCXwEDcGzbk3Cf/I/Xs2awHXl2IpPx995WI/6SWGY3vg+DGsHgQxB6EOX2Mnv+3DtfcTESkFHFycmLkyJGMHDkyz+e0bt2a5cuX52lsSUi8wk0kX318fAgMDCzMWKQIuDo70bGeP8v3nGXNwWglX6VsuDERezjC6BF7YyK2fM1rPWKViBURESlx0hciOfXsqCwOOvZCJGVeQAN4/Bf44VnY8zWsHAcntsDdU8HNx97RiYjYVUp0NKkxMRn2WRMTbd8n7t+PKYtepM4BAbgoV+dwCpx87du3Lxs2bCjMWKSIdG0QyPI9Z/nhj9PU8vci0Med1rUqYFYLAikLXD2vVrr2g+RLxmJde781ErLnj8Km943Nloi9ByrdokSsiIhICeHeoEGW+52DghxmIRLJhpu30fO12q2wcrzxYXnUXnjgcwhsZO/oRETs5sLiJcROm5bt8WMDH85yv/+IEQSMfKaowpICKnDy9a233qJ9+/Y8++yzTJ48GU9Pz8KMSwpR+qJnR2IvMWrRHwBU8nNnwp0h9A7TIlxShrh63ZCIjbjamiCLRGzoPUYyVolYERERhxZ/9dFEz7Zt8X/qKVJjYnAOCMCzZQtVvJYEJhO0ecLoy//lI3DuMMzoBnd+AE362zs6ERG7KPdAf7y7dc33eept7pgKnHzt378/Xl5eTJs2jTlz5lCvXj38/PwyjTOZTKxevfqmgpSCW7HnDGO/2Z1p/9m4RIbP/51PHm6uBKyUTa5eRoI19B4jEXto5dXWBFcTsRunGFv5Wtd6xAY3USJWRETEwcQvWwaA3x134NWmtZ2jkQKr1gqeXA9fD4O/18A3j8PxzdB7Eji72Ts6EZFild7bvKTo0qULAOXKlbNrHI7KZE0vi8wnJyenvN3AZMJisRTkFg4nPj4ePz8/4uLi8PX1tXc42YqOTyQ6IQlLmpXH5m4j9mJytmP9vV2Z9UgrzE4mAn3cCPTN3DNEpExJT8Tu/dZoUZB65dqx8rWuJmz7KRErIpKLkjJvkoxK2vuWeOgQkXfdjcnFhXqbNmIuATFLLtIssO5NWPcWYIXKzaH/XChX3d6RiYhkkpiYSGRkJLVq1cI9ix6sUjLl9X3N67ypwJWvaWlpBT1VitiCLcf5YPXhPI2NvZjM3dM2ATCqez2e61G/KEMTcXyuXhD2L2NLugiHV8Le7672iI2Eje8ZW4Xa13rEBjdWIlZERMQO4pf9BIBXp05KvJYWTmboOh6qtoZvhsHp32F6J/jXTKh3m72jExERybcCJ1/FcfUKDaKWvxc7jp3n883Hch0/6NYatKhRnvpB3sUQnUgJ4uYNYfcamy0Re7Ui9p+/MyZi03vEKhErIiJSLKxWK/E/GclX3z632zkaKXT1bjPaECwZDKd3woL7oPN/oPN/jQStiIhICVFoyddLly4RHx+Pr68vXl5ehXVZKYCVe6PyXPkK8PnmY3y++RijutcjpHLmvr0iQuZE7KEVRo/Y9ETshneNrUKdaz1ig8KUiBURESkiibt3k3LiBCYPD3y65n9REikBylWHR1fCinGwfZbRjuDkNqMK1quivaMTEbEpYEdPcVCF/X7eVPI1JSWFt99+mzlz5nDkyBHb/tq1azN06FDGjBmDq6vrTQcp+TOwTXV6hAQVqOeriOSBmzc0vs/YkhKu9Yj9axX8c+SGROzVHrFKxIqIiBSq9JYDPl274uTpaedopMg4u8Ed70H1W+GHUXDkF5jeEe6fayzSJSJiR2azUYmfkpKCh4eHnaORwpKSkgJce39vVoEX3Lpy5Qo9evTgt99+w2w2U6dOHYKDg4mKiuLIkSOkpqbSpk0bVq9eXWp+A5a0BQgAVuw5w/D5vwNw4xttAj55uDm9wyoVe1wipdL1idjDP4Ml6dqxinWvtSYIClUiVkRKvZI4byrLpk2bxrRp07BYLBw6dMjh3zerxcJfXbuRGh1N1Y+n4dOtm71DkuIQtQ+WDIJzf4GTC/R6A1o/rnmViNjV33//jYuLC1WrVsWkv49KPKvVysmTJ0lJSaF27do5js3rfLfAydfw8HDCw8MZMGAAkydPpmrVqrZjp0+fZuzYscyfP58JEyYwYcKEgtzC4ZTU/0Ss2HOG8B/2cSYu0bbPw8XMlAduUeJVpKjkmIitZ1TDKhErIqVYSZ03lXUl5X27tHUrxwc/gpOvL/U2bsBJT9uVHYnxsPQZ2Pe98XPYvXDnh8aTSSIidhAfH8+pU6fw9vbGz88PFxcXJWFLIKvVSkpKCnFxcVy8eJEqVarkOhcq8uRro0aN8PHxYevWrdmOad26NQkJCezfv78gt3A4JWUymhVLmpWtkf+w6a9Ypq75Cz8PZ7a/2AMXs5O9QxMp/RLjM7YmyJSIvdqaIDBEiVgRKTVK8rypLCsp79uZCRO5sHgxfvf+i8qvv27vcKS4Wa2w+RP4+SVISwX/BvDA5xDQwN6RiUgZFR8fT2xsLElJSbkPFofm5uaGv79/nuZBeZ03Fbjn69GjR3nuuedyHNO9e3fef//9gt5CCpHZyUTbOhVpXasCi7YdJ/ZiMr8dOUen+gH2Dk2k9HP3hSb3G1tivLFY197vjETsucOw/i1j869vVMMqESsiIpIta0oKCStXAuDbp4+doxG7MJmg7dNQpTl8OQRiD8KnXeGuD42e/CIixczX1xdfX19SUlKwWCz2DkcKyGw24+LiUujXLXDy1dPTk5iYmBzHxMTE4Knm9w7F7GSiV2gwC7YcZ/meM0q+ihQ3d19o0t/YbInYqxWxsYcyJmLTe8QGNlIiVkRE5KpLv/2G5cIFzBUr4tWmjb3DEXuqfis8uQG+fhQi18PXj8GJrdDzNXBWKwoRKX4uLi5FkryTkq3Az5zfeuutLFq0iL1792Z5fN++fSxevJi2bdsWODgpGn0aG31eV+6NItWSZudoRMqw9ETsQ1/Av/+Cez6FBn3A7GokYte9CZ+0hWltYM0bEF06WriIiIjcjPhlPwHg26sXJucC15JIaeEdAIO+g45jjJ+3Toc5fSDupF3DEhERSVfgnq+//vorXbp0wdnZmccee4zOnTsTFBREVFQUa9euZfbs2aSkpLBmzRrat29f2HHbRUnpgZWbVEsarV5fxfnLKSwc1oZ2df3tHZKIXC8xDg5erYg9shosydeO+Te4rkdsI7uFKCKSm9IybyprHP19S0tM5HD7DqRdukSNhQvwbN7c3iGJIzm4Ar59wphLeVaEe2dCnW72jkpEREqpIl9wC+Drr79m2LBhxMXFZVjJzWq14ufnx4wZM7jvvtLTc8fRJ6P5MfbrP1m07QQP31qd1/o1tnc4IpKdxDg4uNzoEXtjIjag4XU9YpWIFRHHUprmTWWJo79v8RERnHp2FM6VKlF39SpMTlo8Vm5w/igsGQxndgEm6DreqIrV7xURESlkxZJ8Bbh48SLfffcdO3fuJD4+Hl9fX5o1a8bdd9+Nj4/PzVza4Tj6ZDQ/1h2K4ZHPtuLv7caW8d0xO6mfpIjDsyViv4W/VkNayrVjftWhZnuo0d74Wr6W+sSKiF2VpnlTWeLo79vJUaNJWLmSCo89StC//23vcMRRpSTC8v/A73ONn+v2gH99Cp4V7BuXiIiUKsWWfC1LHH0ymh8pljRavraKuCspLH7iVtrUrmjvkEQkP65cMBKx+77LnIgF8Kl8XTK2A1Ssq2SsiBQrR5w3nTp1il27dtliatq0KVWqVLF3WA7FEd+3dJaLlzjcvj3WpCRqfv0VHqGh9g5JHN0fC+HH5yA1EfyqQf+5UKWFvaMSEZFSIq/zJnWoL6NczE70CAniqx0n+Wn3GSVfRUoaj3LQ9CFjS7oIJ7bAsU1wdBOc2gEJp2H3l8YG4B0ENdpdS8YGNFQyVkTKjL///punnnqK1atXZzrWvXt3Pv74Y+rWrWuHyCQ/Lv6yGmtSEq41a+IeEmLvcKQkaDoAgpvAkkHwz9/wWW/oPRlaPqp5kIiIFJs8J1/nzZsHwD333IOPj4/t57wYPHhw/iOTItencTBf7TjJ8j1nmXBnKE5qPSBSMrl5Q93uxgaQfBlOboOjG42E7MntcDHKaFew91tjjGfFa4nYGu0hMES90ESkVDp58iTt27cnKiqKRo0a0alTJ4KDg4mKimLDhg2sWrWKjh07snXrVqpVq2bvcCUH8ct+AsC3T58M602I5Cg4DJ5YC989DQd+hGXPGx9a3zEFXL3sHZ2IiJQBeW474OTkhMlkYv/+/dSvX9/2c06sVismkwmLxVIowdqbIz+GVRBJqRZavrqKhKRUvnqqLS1rqgeSSKmUkginthtVscc2woltkHol4xiP8lC93bVWBcGNwclsn3hFpFRwlHnTsGHD+Oyzz/j0008ZNmxYpuOzZs3iiSee4NFHH2XGjBl2iNCxOMr7dqPU8+c53LETpKZSe9mPuNWpY++QpKSxWuG3qfDzBLBaIKARPPA5+Nezd2QiIlJCFXrbgc8++wyTyUSlSpUAmD179s1HKXbl5mzmtpAgvt15ip92n1XyVaS0cnE3KlxrdgD+C6nJcPr3a5Wxx7fAlfNwcJmxAbj5QfVbryZjO0ClW8CsTjUiUvKsXLmSu+66K8vEK8Bjjz3GDz/8wPLly4s5MsmPhJ9/htRU3Bo2VOJVCsZkgnYjoXJz+GooxOyHT7vC3VMhtJ+9oxMRkVIsz/+THjJkSIafH3nkkcKOReygT+NKfLvzFMv3nOHFvo3UekCkLHB2NRKr1W8FxoAlBc7sui4ZuxmS4uDwSmMDcPWGam2uJWMrNzOuIyLi4KKjownNZWGm0NBQJV8dlNVi4fL2Hfwz12h55nN7bztHJCVezfbw5Ab46lHjiaAvH4ETI6BHOJhd7B2diIiUQgUuY1q/fj01a9akevXq2Y45efIkf//9N506dSrobaSIdaznj5ermTNxiew6eYFm1cvbOyQRKW5mF6ja0tg6jAZLKkTtNpKxRzfB8V8hMQ6OrDY2ABdPqNbaSMTWbG+sHOzsZteXISKSlYCAAPbu3ZvjmH379hEQEFBMEUlexUdEEPXGJFLPnrXtO//5fNxq1cK3Z087RiYlnk8QDP4efnkVNr0Pm6cZC5bePxt8K9s7OhERKWUKvLpK165dmTNnTo5jFixYQNeuXQt6CykG7i5mujcKAmD5nrO5jBYRh5NmgcgNsPsr42taIfTYNjsbla3tRsKARfCfSKNCpPdkaHgHeFSAlMvw91pY8xrMvh0mV4c5d8CaSRC5HlKu5HobEZHi0KtXL3744QdmzZqV5fHPPvuMH374gd69VVHpSOIjIjg1anSGxCuA5dw5To0aTXxEhJ0ik1LD7GxUuz640Gi3dGIzTO8Ef6+zd2QiIlLKFLjyNS/rdKWlpWkl0hKgT+Nglu46zU+7zzDu9oZ6z0RKin1LYcV/If70tX2+laH3mxByV+Hdx8kMlZoY263DIS0NYg4YLQrSWxVcioGjG4xtHWB2Napha7Q3KmOrtdGKwiJiFxMnTuTHH3/kiSee4P3336dz584EBQURFRXF+vXr2bt3L/7+/kyYMMHeoZZ5KdHRpMbEYLVYOBv+irFA0o2u7jsb/grOwcGYzGacAwJwCQws5mil1GjYF55cC4sHG0/+fN4Puv4fdHgenApcqyQiImJTpKunHP5/9u47PIqya+Dwbze99xBqQjF06b2FjqiIghRRKa/oC4iAYsNCU8DyIoion6IgICoCooj0XgUJIL0moZNGet+d748hS0ISsrspu0nOfV1zwc48M3N2N5DZs2fOc+ECHh4eJXkKUQy6BPvjZGfDtTupnLgez8PVPC0dkhAiP4m31AXU6tIt7+Udk3ADVj4HPWdCzbstX9wC1KW4aLVQqYG6tB6tfhCOvqD2TQvfpyZjE2/ClQPqsudT0N6tpg3soE78Vb0NOFrPLNpCiPKrevXq7Nu3j5deeokdO3bkaUHQtWtXvvrqK6pXr26hCEW2uF9WEr1woVFjdTExRAwaDIDvuHH4jX+5JEMT5Z13LXhhC/w1GY4uV9sRXDsMT34NTtKWTQghRNGYlHwdNWpUrsdr164lPDw8zzidTse1a9fYvXu33MJVBjjZ29Ctnj/rT9zkrxO3JPkqhLX6ZzHsmmPc2JyJ2S5vQde3SyYmUGcP9gtWl5aj1GRs7OV7VbHh+yDhmvoh5tphtbeaRguVm6iJ2MCO6uRfTp4lF6MQokKrU6cO27Zt49q1axw9epSEhATc3d1p2rSpJF2tiGv37tgFBZJ69ChxK34qdLznM0NxatYMh9p1SiE6Ue7ZOcETC9UviNdPhvMb4f+6wKClUKWppaMTQghRhmkUY/oH3KXNcduFRqN5YOsBjUZDq1atWL58OXXqlI8LooSEBDw8PIiPj8fdvXxVbP357w1eXnGUQB9ndk4OkdYDQlij7MrXG0fhz4mFj39snlptWtyVr6ZSFIiLuFcVG75XfZyLBgIa303GdoDA9uDsbZFwhRDFozxfN5VnlnzfohZ8YXTla05S+SqK3c3jsPJ5uBMONg7Q92NoPlz9wlkIIYS4y9jrJpMqX8PCwgC132utWrWYOHEiEyZMyDPOxsYGLy8vXFykv19Z0bWuPw62WiJiUjh9M4GGVaRdhBBWJzuJGnPRuPEObtZRqaHRgFeQujQbpq6Lv3Y3GXu3VUHsJbj1r7oc/FId499Q7RcbeHdxlZnIhRCiPPMcPAjXbl1RdDqujRmLLiamwLE2Pj5U++pLQ89XIYpV5Sbw4i5YOwbO/QXrJsCVv+HR/4G9s6WjE0IIUcaYlHwNDAw0/H3x4sU0a9Ys1zpRdrk42BJS149Np26z4cQtSb4KYY2yK1/TE40bn54IN45ZvvI1Px7VoMlgdQFIuKlWxWZXxkafh8hT6nLoG3WMb917ydigjtb3nIQQVmHUqFFoNBpmzZpFpUqV8rTNKohGo+G7774r4ejEg9j5+xsmzgqY+j7XX8lb5JFdeRgw9X2cH364NMMTFY2TJwz+EfbPh20z4PgK9UviQUvBp7aloxNCCFGGmNR2oKIr77fP/X7sOhN+PkYtXxe2vdZFWg8IYW12zDa+52tOJd3ztSQkRd7rFxuxDyJP5x3jXVtNwma3KvCoWvpxCiEKZKnrJq1Wi0aj4cyZMwQHB+dqm/UgGo0GnU5XwtFZP2u63r39ySfEfvd9rnW2AQFUmvI27r16WSgqUSGF7YZVoyA5Chzcof9XUP8xS0clhBDCwkqk7UB+0tLSOHz4MDdu3CA9PT3fMc8//3xRTyNKQbd6/tjbarkcncz520nUDXCzdEhCiJxajoS6j6h/D9ude1Kt+/WcCTU7q38vixWirv7Q8El1AUiOgSv777UquHVSbVUQewlCf1DHeAWpk3dlV8d6yZ0ZQlRE2W2yqlatmuuxKIOy1GS4S7euePR9FFs/P5xbtkBjY2PhwESFU7MzvLQHVo2EKwfgl2HQfjx0nwY2Rf5ILYQQopwrUuXrwoULee+994iPj893u6Io5aqKwJoqAUrKCz/8w9YztxnQvCqdg/3wd3OkdU1vbLRSBSuE1Tn9B2x8ExJu3FvnXhX6zIEG/SwXV2lIvQNXDqotCiL2qRNjKPrcYzyq321RcDcZ611LJsoQohRVhOum8sia3rewpweRduIEVT75BI/HpcpQWAFdJmydBge+UB8HdoCB35fNL7qFEEIUmbHXTWYnX9esWcPAgQNp3LgxI0aM4LXXXqN///60adOG3bt3s2HDBgYMGMBjjz3G8OHDzX4i1sSaLkZLyrQ/TrJkf+5ZyCt7ODL18Qb0aVTZQlEJIQqk10HEfki6Da6VILA9aCtgRVBaAlz9W03Ghu+FG0dBue+LP7fKOZKxHcH3IUnGClGCrOW6acaMGYSEhNC5c+cCx+zbt49t27bx/vvvl2Jk1sla3jd9cjLnWrcBnY46O7ZjV1muQ4UVOf0HrB0LGYng4g9PL1bbIAkhhKhQSjz52rlzZ86fP8/ly5dxdnZGq9Uybdo0w0XrihUrGD58OFu2bCEkJMSsJ2FtrOVitKRsPHmTMctDuf8HIjs18dWzzSUBK4QoG9KT1GRsdt/Y60dAn5l7jIt/7gm8/OpJMlaIYmQt1033X6Pm56OPPmLKlCnl5m6torCW9y35wAGujByFbZXKPLR9u8XiEKJA0Rdh5fPq5KAaG+j+PnSYINcSQghRgZR4z9d///2XQYMG4ezsbFiX84L1mWeeYenSpYZqA2GdIhPSiExMR6dXeHftyTyJV8Cw7t21J6ns4YSNVoO/mwP+7o6lGaoQQhjPwRXqdFcXgIwUuHb4XjL22mFIjoRTv6kLgLOPWjmc3TfWvyEYOVGPEKJsy8jIMHpiLlE6Uv45AoBz8xYWjkSIAvjWgRe2wvpX4fhPsHUqXD0E/b8EJ09LRyeEEMKKmJ18zczMxM/Pz/DYycmJuLi4XGMefvhhvvnmG7ODEyXvx7+vMH/bBaPGRidl8MTCfQBM6P4Qk3oGl2RoQghRfOydoVYXdQHITFOrYSP2qW0Krh6ClBg4s05dABw97yZj77YqCHi4YrZ0EKIc0DygEi0jI4M9e/ZQqVKlUoxIFCYl9G7ytaUkX4UVs3eG/l9B9Taw4Q04tx6+CYHByyCgsaWjE0IIYSXMTr5WqVKFmzdvGh4HBgZy9OjRXGMiIiKwtZXZH61Z74aVqOnrwpGIOyw7GFHo+OfaBtIi0IvgSq6lEJ0QQpQQO0c1oRrUAbq8AVkZap/YiLs9Y6/8DWlxcO4vdQFwcIcabe+1KajcBGzsLPo0hBD5q1WrVq7Hn332GYsXL84zTqfTER0dTVpaGqNHjy6t8EQhlMxMUo8dB8CpeXMLRyNEITQaaDkSqjRV2xDcCYNFPeDR/0GzZ6U/vxBCCPOTr61atSI0NNTwuE+fPsyfP585c+bw+OOPs3fvXtasWUOPHj2KJVBRMjadum105SvAsoMRLDsYwYTuD9GgikcJRiaEEKXI1h5qtFGXTq+psxnfPK4mYiP2wZWDkJ4AFzarC4Cdizo+qKPaqqBKM/U4QgiL0+v1hmpXjUaDoijkN82BnZ0dDRs2pFu3brz33nulHaYoQNrZsyipqWg9PHCoU8fS4QhhnCrN4MVd8NtL6rXC7+Pg35UQfR4S7xUt4V4F+nwEDfpZLlYhhBClyuwJt3777TemTJnChg0bCAoKIioqipYtW3Lt2jUAFEXBw8OD3bt307hx+bjlwlomIChOOXu+/ueHw0QnZRQ41tfVnu+Gt5Ker0KIikevg1v/qv1iI/apFSxpcbnH2DpB9dZ3k7EdoGoLtcJWiArKWq6bjJlwS9xjDe9bzJIlRM75CNeQEKp//ZVFYhDCbHo97P0fbP8Q8p1R424blEFLJQErhBBlnLHXTWYnX/Nz584dFi1axOXLlwkMDOS5556jatWqxXV4i7OGi9GStPHkTcYsV6uZ7/+h0ABfPducPo0ql3pcQghhdfR6dXbj8H1qq4KI/WrP2JxsHKBaK7W1QWAHNTFr52SZeIWwAGu5boqIiMDT0xMPD7ljxxjW8L5dGz+exC1b8Z/8Gj4vvGCRGIQwS+ItddHrYPmTkBZf8FgXfxj6s9qCwC1AXYQQQpQpFkm+lnfWcDFa0jaevMn0dae5GZ9mWOdgq2X+kKaSeBVCiILo9RB97l6bgvC9kByVe4zWTq2GNSRj24CD9M8W5VdFuG4qjyz9vimKwoUOHdHFxhK4YgXOzZuVegxCmG3TO3DgC9P3a/cy9P6w+OMRQghRooy9bpLZsEQufRpVpmeDAA6FxXLyejwf/nWGTJ2e5oFelg5NCCGsl1YL/vXVpfVoUBSIvnB3Aq+7rQoSb8LVg+qy53+gtYXKTdU2BUEd1WSsoySohCgpBw4cYOvWrdy4cYP09PQ82zUaDd99950FIhM5ZYSFo4uNRWNvj2OjhpYORwjTmFvWJOVQQghRrhmdfF26dKnZJ3n++efN3leUPhuthna1fWhX24e/Tt7k6JU4fj96g9GdaxW+sxBCCHXmY79gdWk5Sk3Gxl6+WxV7NxkbfxWu/6Mu++aBRguVm6hVsUEdoUY7cPK09DMRoszLyspi6NChrFmzBkVRDBNwZct+LMlX65AaegQAp4cfRmsvkxiKMqbDeHj4abhxFP6cWPj4HtOgVldpOSCEEOWc0cnXESNGGGaNNVb2hawkX8uup5pX4+iVOFaHXpPkqxBCmEujAZ/a6tL87u/EOxE5krF74U64+mHtxtG7tyxqIKARBHa816rA2duSz0KIMul///sfq1evZtSoUYwdO5aWLVsyceJEBg8ezO7du5kzZw49evTgo48+snSoFZqi05HyzxHi1v4OgGMzaTcgyqDs3q0BjWH3x5BwkweWte7+Hzh5QeXhpRaiEEKI0md08nXx4sUlGYewUo8/XJmZ605z9lYip27E07CKTFYhhBDFwitQXZo+oz6Ov6ZO3BW+V11iL8GtE+ry993Zvv0b3KuMDewArn6Wi1+IMuLHH3+kUaNGLFq0yLDO09OTNm3a0KZNG/r27Uvr1q3p1q0bL730kgUjrbgSNm/m9qzZZN26ZVgXv2oVTo0b4d6rlwUjE8JMWhvo8xGsfB516uKcCdi7j71rq7/r102AE6vg8fnql7RCCCHKHZlwywSWnoDAUsb+eIS/TtxiVIeavP94A0uHI4QQFUPirRwTeO1TJ/S6n2/de1WxQR3ltkVhVazlusnZ2ZkXXniBzz//HAAbGxumTJnCzJkzDWOGDBnC2bNnOXbsmIWitB6l/b4lbN7M9QkT1fYs99NoqDp/niRgRdl1+g/Y+CYk3Li3zr0q9JkD9R6Fv/8Pts+EzBSwdYJu70DbsWryVgghhNWTCbdEsRnQvBp/nbjF78eu83bfetjZaC0dkhBClH9uAdB4oLoAJEWpidjsZGzkKTUhG30O/vleHeNd+24y9m6rAo9qlotfCCthb2+Ps7Oz4bGrqyuRkZG5xgQGBrJu3brSDq3CyoyMJCsqCkWn49b0GfknXgEUhVvTZ2AbEIDGxgZbPz/s/P1LN1ghiqJBPzXJGrEfkm6DayUIbH8vudpuLNR9RK1+DdsFm9+Fk2vgiS+gkkw4J4QQ5YUkX0WhOgf74etqT3RSBrvORdGjQSVLhySEEBWPqx807K8uACmx6oe5iH1qheytE+rti7GXIPTuJJmuAeBfD/zq3/vTr65M5CUqlOrVq3P16lXD43r16rF7927D3AQABw8exNu77PdUXrNmDV999RVHjhzhzp07hIWFERQUZOmw8oj7ZSXRCxcaNVYXE0PEoMEA+I4bh9/4l0syNCGKn9YGanYqeLt3TXj+dzi6HDa9AzdC4f86Q6fX1MXWofRiFUIIUSLMTr5qtVqjJuDSaDRkZWWZexphBexstDzRtCrf7Q1jzdFrknwVQghr4OwN9R9TF4DUOLhyUJ28K3wf3DwGSbfU5fLO3Pu6VQa/euBfP8efdcFR+nqL8qdLly78/vvvhmTr4MGDmTx5Mo899hh9+/Zl79697N27l1GjRlk61CJLTk6mU6dOPPXUU4wdO9bS4RTItXt37IICST16lLgVPxU63vOZoTg1a4ZD7TqlEJ0QFqDRQPPnoE4P+GsynP0Tdn2kti144guo1tLSEQohhCgCs3u+hoSE5Jt8jY+P58KFCyQnJ9OkSRM8PT3ZsWNHkQO1BtbSu8wSTt9IoO/ne7C30XLone54OttbOiQhhBAPkp4IkWch6kzuPxNvFLyPe1U1GetXL3elrGPF+p0nioe1XDeFhoby7bffMmXKFKpXr05mZiYDBgzgzz//NIxp3bo169evx8fHx2JxFqezZ89Sv359sypfS+N9i1rwhdGVrzlJ5auoEBQFTv+uJmGTowCN2ge22ztg72Lp6IQQQuRg7HVTiUy4lZKSwltvvcXGjRvZt28ffn7lYzZma/kQYSl95u3m7K1EZvZvxHNtAy0djhBCCHOkxUPUOYg8A1Fn7/2ZeLPgfdyr3U3G5qiW9asLDm6lF7coc6z9uumff/7h0qVLBAYG0rp1a7Ra83raL1++nD179nDkyBFOnDhBRkYGixcvZsSIEQXuc/jwYaZOncqBAwfIyMigYcOGTJw4kWeeecbMZ5ObtSdfc/Z8vTZmLLqYmALH2vj4UO2rL6Xnq6h4UmJh0xQ4frc63DMQ+n0OtUIsGpYQQoh7LJp8zdaqVSsaNWrE4sWLS+oUpcraP0SUtEV7LvPB+jM0re7J2nEdLB2OEEKI4pR6R03KRp3NXSmbdKvgfTyq566S9a8HvnXBwbX04hZWq6xdN8XHx+PhYXrrjaCgICIiIvD19cXFxYWIiIgHJl937txJ7969sbe3Z8iQIXh4eLBmzRrCwsL48MMPmTJlShGfifUnX3Odb/Nmrk+YmHfSrbt32FWdPw/3Xr1KPA4hrNaFrfDnRIi/27u62XPQ6wPp3y6EEFbA2OumEp22vlOnTqxfv96sfQ8fPkzfvn3x8vLCxcWF1q1bs2LFCpOPk5iYyNSpU2nUqBHOzs54enrSvHlzpk+fblZcFdkTTatio9Vw7Gocl6KSLB2OEEKI4uTkBTXaQosR8MgcdfKPyefgjTAYuREe+wxavwQ1O6uzNYP6QfDiFti/AH4fC992g9lVYV5j+PFp2PweHFsB10MhI9miT0+IgiQlJTFjxgxq1apl1v6LFi0iPDycqKgo/vvf/z5wbFZWFi+88AIajYbdu3fz7bff8umnn3L8+HEaNmzI1KlTuXDhgmH8u+++i0ajeeBS1rn36kXV+fPQenrmWm9bqZIkXoUAeKgHjD0ArV9UHx9dBgvbwJk/H7yfEEIIq2H2hFvGiIqKIinJ9CRdQRUBw4YNIzw83OiKgCtXrtCtWzcuX75Mjx49ePTRR0lPT+fixYusXr2aqVOnmhxbRebn5kCXYD+2n41k9ZFrvNGnnqVDEkIIUdKcvSGwnbrklBKbu21B9p/JURB3RV0ubM6xgwY8a+Sd5Mu3Ltg7l+pTEhVHeHg4oaGh2Nra0rp1awICAgzb0tLSmDdvHp9++imxsbE4O5v3c9ijRw+jx27fvp1Lly4xcuRImjVrZljv5ubGe++9x5AhQ1i8eDGzZs0CYPLkybzwwgtmxVWWuPfqRfrFi0R/vgCnFi3we+UVnFu2QGNjY+nQhLAODm7Q9xNo+BT8MR5iLsAvw6BBf3W9q7TjEEIIa1YiyVe9Xs+PP/7IL7/8QsuWps3MeH9FQPaF6dSpU2nXrh1Tp07l6aef5qGHHnrgcXQ6HQMHDuTGjRts27aNrl275jmPMN2A5tXYfjaS345eZ3Kvumi1Zb/iQgghyh29DiL2Q9JttUo1sD1oizmJ4eytHjewfe71yTFqEtYw0dfdxGxKNMRFqMv5jTl20IBX4L22BYb2BcFg51S8MVd0pfFzYSUURWHcuHF88803ZHfYsrOzY/bs2UyaNIktW7YwatQobty4gaOjI6+++ipvvPFGice1c+dOAHrlU82ZvW7Xrl2GdZ6ennjeVxFaXmVGRADg2qkTLm1aWzgaIaxUYDv4717Y9RHsmw+n10LYLugzBx4ebGjXIYQQwrqYnXwt6NasrKwsIiMjyczMxNbW1vDNvbFMrQgoyKpVqzh8+DDvvfdensQrgK1tiRb9llvd6/vj7mjLzfg0DlyOoUMdX0uHJIQQIqfTf8DGNyHhxr117lWgz0fQoF/Jn9/FB1w6QNB9vcGTo++rkj2nJmhTYuBOuLqc33BvvEYLXkF3J/fKMdGXbzDYOZb88yjrEm+pS7aw3bD/87szZ9/l4gftX1FbSWRzC1CXMu7bb7/l66+/xsXFhS5duqAoCrt27WLy5MnY2try2muvodFomDBhAm+99Rb+pTSJU3ZLgfyKCLy8vPD19c3VdsBUsbGxXLlyhfDwcABOnz5NXFwcNWrUwNvbO9990tPTSU9PNzxOSEgw+/xFkR4WDoB9zZoWOb8QZYadI/SYCg37w+8vw61/4beX4MSv8Ng88Kxu6QiFEELcx+wMpF6vz7fPlJ2dHY0aNaJly5a8/PLLNGrUyKTjmloRUJBffvkFgKeffpqrV6+yfv164uLiqF27No888giurjIZiDkc7Wx4rEkVVvx9hdVHrknyVQghLC1nki1sN2x5L++YhBuw8jnoOfNeoq20k2wuvlCzk7rklBSVo0o2x5+pdyD2srqc++veeI0WvGreS8ZmT/jl85AkZXP6ZzHsmvPgMclReX9eurwFXd8uubhKydKlS3F1deXYsWOGgoFz587RokULJk6cSM2aNVm/fj1169Yt1bji4+MBCpzYy93dnWvXrpl9/D/++IORI0caHj/66KMAD5wAbPbs2RafC0FRFDLCwgCwN3GCMCEqrMpNYPR2te/6zjlwcSt82RZ6TIOW/wFtiU7vIoQQwgRmJ1+zv1EvbsVVEfDPP/8AsHfvXiZNmpTrG30/Pz9WrlxJSEhI8QRdwQxoXo0Vf19hw8lbzOifhauDVBELIYTFGJNky5Yz0WYtSTZXP3XJWX2pKJAUebd9wX19ZdPiIPaSupzNMdmIRgvetXJXyfrXB586YOtQ6k/L4lqOhLqPqK0Gfhqcu+L1fi7+MPRntQVBOah6BTh16hRPPfVUrju16taty4ABA1i+fDnff/99qSdeS8OIESMKTLIW5O233+bVV181PE5ISKB69dKtnNPFxqJPTASNBvvAGqV6biHKNBs76PQq1H9c7QV75QD8NRlOroZ+C8D3wa36hBBClA6ry5oVV0VAZGQkAOPHj2fy5Mm8/PLLODo68tNPPzF58mT69+/PmTNnqFy5coHHsJbbsKxN8xqe1PR1ISw6mQ0nbvJ0S7m1RQghLCY7yXbjKPw5sfDxj82DKs2sO8mm0YBbJXWp1eXeekVR+5VmJ2Ojzt6rlE2Lh5iL6pIrKWujJmVz9pP1y07K2pf+cyst2ZXNYXsenHgFSI6EzJS8VcllWEJCAoGBgXnWZ69r06ZNaYcE3Lu+zb7evV9CQkKB18AlxcHBAQcHy35BkV31alelClpHqWAXwmS+D8GIv+Cf72DrNDUJ+1UHCHkL2o9Xk7RCCCEspliSr9evX+f48ePEx8fj4eFBkyZNqFq1anEc2mx6vR6Axx57jDlz7lUEjR8/nuvXr/PRRx/x3Xff8e677xZ4DGu4DcsaaTQaBjSvyqebz/P9vjDsbbX4uznSuqY3NjIBlxBClK7sJFvMRePGO7hBlaYlGlKJ0WjuPd/aOfq5K4raeiFP+4KzkJ6gzgodcwHOrLu3j9YWvGvfS8b61b1XKVuePqQm3S7ecWWEoijY2OSdTCx7naWSjdl3dl24cIEWLVrk2nbnzh2io6Np3759fruWa+nZLQek36sQ5tNqofVoCO6jfhl7cStsmw6nfoMnvlDbFAghhLCIIiVfz507x8svv8z27dvzbOvevTsLFiww+Zau4qoI8PDwIDo6mn798k4u8vjjj/PRRx8ZWhMUxBpuw7JWXi5qtdCZm4lM+PkYAJU9HJn6eAP6NCq4mlgIIUQxy+75mp5o3Pj0RLhxrNxMrASoSVn3yupSu9u99YoCiTfvm+jrbrVsRiJEn1MXfr+3j9ZWTcDe377Au1bZTMq6VirecWVIcnKy4U6obElJSQBERUWhKEqefUp64q0uXbowe/ZsNm/ezJAhQ3Jt27x5s2FMRaLodCTvPwCAxskJRadDk0/iXAhhJM/qMGwV/PsLbHxLnZDrm67QYQJ0eVP6owshhAWYnXw9c+YMHTt25M6dOzRq1IiOHTtSqVIlbt++zb59+9i6dSvt27dn79691K9f3+jjFldFQN26dYmOjsbT0zPPtux1qampDzyGNdyGZY02nrzJu7+dzLP+VnwaY5aH8tWzzSUBK4QQpcWUnq9wrzWBtfR8LUkaDbhXUZc63e+tVxRIuH6vOtZQKXtOTcpmtzQ4vfbePlo7NSl7f/sC71pgY3VdnO4JbK8+/4SbQN5kI9x9jQLLX7Xlp59+yqeffppnvaIoBATk/eJBo9GQlZVVojF1796dWrVqsWLFCl555RWaNm0KQGJiIjNnzsTW1tbknq1lWcLmzdyeNZusW+qkgUlbtnCxew8qTXkb93wm3xVCGEmjgSZD1C8kN7yhVr/unQtn/oB+X0BgO0tHKIQQFYrZnxbefPNN4uPj+eGHH3juuefybF+6dCmjRo3irbfe4vfff8/nCPkrroqAbt26sW/fPk6fPs1TTz2Va9vp06cBCJLZVI0WmZBGZGI6Or3Cu2tP5vvxLXvdu2tPUtnDCRutBn83B/zd5dtVIYQoMdk9XwHCduedvT6nnjPvTWxVXqpezaHRgEc1dXmox731igLx13JXyUZlJ2WT1CRt1Bngt3v72NiDz0N3k7H17lXKetW0bFI2uyIaoM2YB/xcKNDmv3DrhPqwnFREd+7cGY2mdFohLVq0iL179wJw4sQJw7qdO3cC0L9/f/r37w+Ara0tixYtonfv3nTq1ImhQ4fi7u7OmjVrCAsL44MPPiA4OLhU4ra0hM2buT5hovrvLoes27fV9fPnSQJWiKJy9Yenl0CjgbD+NbVF0eI+0Go09JiqtiISQghR4jRKfvdcGcHDw4PevXuzcuXKAscMHDiQLVu2FNhCID9ZWVnUrVuX69evc/DgwVwVAe3atePcuXOcOnXKcGEaHR1NdHQ0vr6++Pr6Go4TFhZG/fr18fDwIDQ01NCDNjExkc6dO3Ps2DG2bt1K9+7d88RQkOyWB/Hx8bi7uxu9X3nw2ZbzzN92weT9JnR/iEk9K8aHCCGEsAqn/4CNb0LCjXvr3KtCnznQIG8rHmEEvR4Srt3XT/aMmpTNTMl/HxsHdQIUv3o5qmXrg1cQaEvhluods02riM5WjBXRFeW6acSIEfzwww8Fbp86dSrTpk3Lte7QoUNMnTqVAwcOkJGRQcOGDZk4cSLDhg0r4WgLV5LvW2ZkJFlRUSg6HdfGjEUXE1PgWBsfH6p99SUaGxts/fywK+GWEEKUe6lx6hdxoUvVx+7V4PF58FBPS0YlhBBlmrHXTWYnXz09PRk3bhwffvhhgWPeeecdFi5cSFxcnEnH3rFjB71798bBwSHfioB33nnHMHbatGlMnz493wvbBQsW8Morr+Dj48OTTz6Jg4MD69evJzw8nBdffJH/+7//MymuivIhIj/Zla+7zkfxyaZzhY5/vXddugT7SeWrEEJYgl4HEfvVSZRcK6m3lJdGwq+i0esh/oqahM3ZVzb6fCFJ2eB7lbLZfWWLOymbs/LVEK9O7f2XEgPOPhDwcN5zFmPla0W+biqLFi5cyMKFC9HpdJw/f75E3reoBV8QvXChyfv5jhuH3/iXizUWISqsyzvhj1cgLkJ9/PAQ6DMbnL0tGpYQQpRFxl7vmn0/XLt27QqdsOrw4cN06NDB5GN37dqVvXv3MnXqVFauXGmoCJg5c6ZJFQHjx48nKCiITz75hJ9//pmsrCwaNmzIlClTGD16tMlxCfByNm6yEWPHCSGEKAFaG6jZydJRlH9arZo09QqC4N731uv16odaQ/uCc3crZc9DVircPqEuOdk63k3K1ge/uvf6ynoGqecxVUFJ1Got8q4TAhg3bhzjxo0zenJbc3gOHoRrt64k7dlL9Lx5hY73nTgR104dsfXzK5F4hKiQaoXA2AOwYxYc/BL+/RkubYO+n0CD/mprHiGEEMXK7MrXU6dO0aFDByZOnMibb76Jk5OTYVtqaiqzZ89mwYIF7N27l4YNGxZbwJZUkSs4pO2AEEIIUUR6nZqUvb99QfQFyErLfx9bJ/ALzj3Jl3898KhhXlK2FFXk66ayrDTaDqSePMntqdMKHV9p+jScGjWStgNClJRr/8Dv49QvCwHqPQZ9PwV3mTxZCCGMUeJtB0aNGsWlS5fYu3cvXl5eNGvWDH9/fyIjIzl69Ch37tyhU6dO1KpVK/cJNRq+++47c05pcRX5Q0R22wGA/RejmbXhbIFjpzxSj/Z11P670nZACCGEKIReB3fCc0/0FXlWbV+gS89/HzvnHJWyOdoXeFS3mqRsRb5uKstK8n2TtgNCWKGsdNgzF/b8D/SZ4OABvT+AZs9JFawQQhSixJOvWjMv7DUaDTqdzqx9LU0+RNyz8eRNpq87zc343JU6L3WpxduP1LdQVEIIIUQ5osu6m5TNkZCNyk7KZuS/j53L3bYF9e6rlK1e6h+i5bqpbCqNyleA5IMHifrk0wLH+r0+GZe2bQGk8lWI0nD7FPz+MtwIVR/X7AyPfw7eNS0blxBCWLEST75GRESYHVxgYKDZ+1qSfIjITadXOBQWS2RiGlvPRLLu+A061vFl+QttLB2aEEIIUX7psuBOWO5JvqLOqu0L9Jn572PvmruX7MODwbVkk1ly3VQ2leb7lrB5M9dfmwyZ935ubQMCqDTlbdx79SrRcwsh8qHXwcGvYPsHao9yO2fo9i60+a9M3CmEEPko8eRrRSQfIgp2NTaFzp/sQFFg22tdqO3naumQhBBCiIpFlwWxl3P3k408CzEX8yZlx4eCT+0SDUeum8qm0n7fzod0RXfrFr6vjMe5RUucW7ZAYyNJHiEsKvYy/PEKhO9RH1dtCU98oba4EUIIYWDsdZNtKcYkyrHq3s50r+fP1jORLDsQwbR+5WOSNSGEEKLMsLG9OzlXMDR44t56XSbEXFKrY7PbFngFWSxMIbIpmZnoIiMB8Bw4UFoLCGEtvGvB8HUQ+gNsfg+u/wNfd4LOr0PHSWBrb+kIhRCiTCly8nXFihUsWbKEY8eOGTK9zZo1Y8SIETzzzDPFEaMoI55rF8TWM5GsPnKN13vXxcVBcvtCCCGExdnYqa0G/OtZOhKLycjIYO3atRw+fJi4uLh85x8oy5PCFoeFCxeycOHCUpubQdHpSNi8GfR6sLHBxsurVM4rhDCSRgMtRsBDveDPV+H8Btg5C06vVatgq7awdIRCCFFmmN12QK/XM3jwYNasWYOiKDg5OeHv709kZCSpqaloNBr69+/Pr7/+avbkXNZGbp97ML1eodv/dhIek8KHTzZiWJuy2dtXCCGEEEVnLddNERER9OzZk0uXLvGgy96yPClscSqN9y1h82Zuz5pN1q1bhnXS61UIK6YocGoN/PUGpESDRgttx0LXd8De2dLRCSGExRh73WR2VnTBggWsXr2azp07c+DAAZKTkwkLCyM5OZmDBw/SpUsX1q5dy4IFC8w9hShjtFoNz7ZVE67LDkQ88AOOEEIIIURpmDRpEhcvXuTZZ59lx44dXLhwgbCwsDzL5cuXLR1quZUZGUnqqVOknjpF9Hffcf2VCbkSrwBZt25x/ZUJRH/3nWFs5t2WBEIIC9NooNEAGHdInbBR0cOBL+CrdhC229LRCSGE1TO78rVZs2akpaVx4sQJbG3z3l6elZXFww8/jL29PceOHStqnFbBWio4rFl8SiZtZm8lLVPPypfa0bqmt6VDEkIIIYQFWMt1k6enJ61atWLLli0Wi6EsKYn3LWrBF0QvXGjyfr7jxuE3/uViiUEIUYzOb4Y/J0LCdfVxixHQcwY4elgyKiGEKHUlXvl67tw5Hn/88XwTrwC2trY89thjnD9/3txTiDLIw9mO/k2rArD0QLhlgxFCCCFEhafX62nWrJmlw6jQPAcPImj1KipNn2bU+ErTpxG0ehWegweVbGBCCPME94KxB6Hlf9THR5bAwjZwboNFwxJCCGtldvLV3t6e5OTkB45JTk7G3l5mQqxonmunth7YePIWkQlpFo5GCCGEEBVZu3btOHPmjKXDEIDuTlyxjhNCWJCjOzw2F0b8Bd61IfEm/DQEVo2CpChLRyeEEFbF7ORrs2bNWLlyJTdu3Mh3+82bN1m5ciXNmzc3OzhRNjWs4kGLQC+y9Ao/Hbpq6XCEEEIIUYHNmTOHHTt2sGrVKkuHUmHF/bKS8AEDiZ43z6jx0fPmET5gIHG/rCzZwIQQRRfUAcbsgw4TQWMDJ1fDwtbw70p1oi4hhBDk3zPACK+99hr9+vWjZcuWvPbaa3Tp0oVKlSpx+/Ztdu7cydy5c4mNjeXVV18tznhFGfF8u0CORNxhxaEIxnatjZ2N2Xl+IYQQQgizrVu3jq5duzJ48GC6dOlCs2bN8PDI25dQo9Hw3nvvWSDC8s9z8CBcu3VF0em4NmYsupiYAsfa+PhQ7asv0djYYOvnV4pRCiHMZucEPadDw/7w+3i4fQLWjIYTv8Jjn4FHNUtHKIQQFmX2hFsA8+fP5/XXX0en0+VarygKtra2fPTRR0yaNKnIQVoLa5k4oixIz9LRYc52opMy+HJYc/o2rmzpkIQQQghRiqzlukmrNe4LYI1Gk+eatiIq6fctYfNmrk+YqD7I+TFEowGg6vx5uPfqVeznFUKUEl0m7JsPuz4CXQbYu0HPadBiFBj5/7EQQpQVxl43FSn5ChAWFsby5cs5duwYCQkJuLu706xZM5555hlq1apVlENbHWv5EFFWfLrpHF/suEjbWt78/GI7S4cjhBBCiFJkLddNu3btMnpsly5dSjCSsqE03reEzZu5/eEssm7fNqyzDQig0pS3JfEqRHkRdQ7+GA9X/1YfB3aAxz8H3zqWjUsIIYpRqSVfKxJr+RBRVtyIS6XjR9vRK7B5UmeCK7lZOiQhhBBClBK5bipbFi5cyMKFC9HpdJw/f77E37eM69e51L0HaLVUX/w9Li1borGxKbHzCSEsQK+Hw9/C1umQmQy2jhDyNrR7GWzM7oAohBBWw9jrXan7FyWmiqcTPRtUAmDZgQgLRyOEEEIIIQoybtw4Tp8+zeHDh0vlfLq4OABsfXxwbdNGEq9ClEdaLbR5CcYegNrdICsNtk6FRd3g1glLRyeEEKWmyMnXH3/8kV69euHv74+DgwP+/v706tWLFStWFEd8oox7vl0QAGtCr5GYlmnZYIQQQghRYe3fv58XX3yR1q1bU7duXVq1asWLL77I3r17LR1ahaPodCQfOACAxtERRXrtClG+eQXCs2ug/1fg6Ak3j8M3IbBtJmSmWTo6IYQocWa3HUhPT+fJJ59k06ZNKIqCk5MT/v7+REZGkpqaikajoU+fPqxZswYHB4fijtsi5PY50ymKQo+5u7gUlczIDkE0re6Jv5sjrWt6Y6PVWDo8IYQQQpQQa7pumjx5Mp999hnZl71arRa9Xg+oE21NmDCBuXPnWjJEq1EaE27dnjWbrFu3DOuk36sQFUjibdjwOpz+XX3sGwz9voAabSwblxBCmKHE2w5Mnz6djRs30qNHDw4fPkxycjJhYWEkJydz6NAhunfvzsaNG5k5c6a5pxDlgEajoUWgFwCL94Uz4edjDP32IB0/2s7GkzctHJ0QQgghyrulS5cyd+5c6taty08//cTNmzfJysri1q1b/Pzzz9SrV4/58+ezdOlSS4da7iVs3sz1CRNzJV4Bsm7f5vqEiSRs3myhyIQQpcatEgxaCoOWgYs/RJ+H73vDX29AepKloxNCiBJhduVrYGAgnp6eHD16FK02bw5Xp9PRtGlTEhISiIgoH/0+ramCo6zYePImY5aHcv8PWXbN61fPNqdPo8qlHZYQQgghSpi1XDe1a9eOGzducPLkSdzc8k7+mZCQQOPGjalcuTIHDx60QITWpbjft8zISLKiolB0Oq6NGYsuJqbAsTY+PlT76ks0NjbY+vlh5+9f5PMLIaxY6h3Y9C4cW64+9qgBj8+DOt0tGpYQQhirxCtfIyMj6du3b76JVwAbGxseffRRoqKizD2FKKMiE9I4eT2e41fjeHftyTyJVwDl7vLu2pMcvxrHyevxRCZIvx8hhBBCFK+TJ08yYMCAfBOvAO7u7jz11FOcOnWqlCOrGOJ+WUn4gIFEDBr8wMQrgC4mhohBgwkfMJC4X1aWUoRCCItx8oL+C9V+sJ41IP4KLH8K1o6FlFh1jF4HYXvgxCr1T730iBZClD225u5Yu3ZtYgq5gIqNjaV27drmnkKUUT/+fYX52y4YNTY6KYMnFu4DYEL3h5jUM7gkQxNCCCFEBVTYjV4ajfShLymegwfh2q0rSXv2Ej1vXqHjfSdOxLVTR2z9/Eo+OCGEdajTHcYcgO0z4e//g2M/woUt0GQwnFwNCTfujXWvAn0+ggb9LBevEEKYyOzK1wkTJvDLL79w9uzZfLefPn2an3/+mQkTJpgdnCibhrWpwZ/jO/J677pGjX+9d13+HN+RYW1qlHBkQgghhKhoGjVqxOrVq0lKyr+XYGJiIqtXr6Zhw4alHFnFYuPlWazjhBDljIMrPPIRjNqkTsKVHAn7F+ROvAIk3ISVz8PpPywTpxBCmMHsyte6devSpUsXWrRowfPPP0/Hjh3x9/cnMjKSPXv2sGzZMnr06EFwcDC7d+/OtW/nzp2LHLiwfl7OdsU6TgghhBDCVP/9738ZOXIk7dq1Y9q0aXTp0gVfX1+io6PZuXMn06dP59q1a8yYMcPSoZZLcb+sJHrhQqPH3546DQDfcePwG/9yCUUlhLBKibfA1gEe/1xtP5CZks+gu3cyrH8N3KuC1gbcAtRFCCGslNkTbmm1WjQajeE2rpy3a+W3Liedrmz2abGWiSOs3WdbzhvddiAnaTsghBBClB/WdN00adIk5s+fb7g21Wq16PV6QL1uHT9+PPPnz7dkiFajpCbcAkg+eJCoTz4tcKzf65NxadsWQCbcEqIi2jEbds0xfb8ub0HXt4s/HiGEKISx101mV76+//770h9L5GtYmxr0bFAJgP0Xo5m1If/WFABTHqlH+zq+APi7OZRKfEIIIYSoWD777DMGDBjA4sWLOXbsGAkJCbi7u9OsWTOGDx9Op06dLB2ixS1cuJCFCxcWe5GEnb+/IYnq1LAh9tWrc3vWbLJu3TKMsQ0IoNKUt3Hv1atYzy2EKGPqPQo+teHq33B4UeHjqzSDBk9C7a4lH5sQQhSB2ZWvFZE1VXCUJRtP3mT6utPcjE/Ltf6xhyvzxTPNLRSVEEIIIUqSXDeVTaXxvik6HSn/HCErKgpbPz+cW7ZAY2NTIucSQpQh5la+uvpD23HQaAB4Vi/+uIQQogDGXjdJ8tUE8iHCfDq9wqGwWCIT07gUlcTn2y7i4WTHvre64epgdgG2EEIIIayUXDeVTfK+CSEsJvGWuuh18NNgSI4qeKyDO/g3gGuHQclRsV+jnZqEbfgkuPiWfMxCiAqtxNsOCGEKG62GdrV9ADURu+74TcKik/np7yuM7lzLwtEJIYQQory4cuUKAFWrVsXGxsbw2Bg1atQoqbCEEEIUJufEWY/OhZXP392Qs17sbuvDJxZCg36QEgunf4cTqyBiH1w5oC4b3oRaIdD4abWdgaN8mSSEsBypfDWBVAIUn5WHr/LG6n/xc3NgzxtdcbSTW82EEEKI8sRS103Zk8KeOXOG4OBgw+PCaDQasrKySiFC6ybXu0IIq3H6D9j4JiTcuLfOvSr0maMmXu+XcANOroETv8LNY/fW2zrCQ73UROxDvcDOscRDF0JUDFL5Kqxa/2ZVmbf1PDfi01h15BrPtg20dEhCCCGEKAeef/55NBoNHh4euR4LIYQoYxr0U6tWI/ZD0m1wrQSB7UFbQOGOexVo/7K6RF+Ek6vVRGzMBTjzh7o4uEO9x6DxAKgZAjaSEhFClDypfDWBVAIUryX7wpi27jTVvJzYOTkEWxutpUMSQgghRDGR66aySd43IUS5oihw61+1LcHJNZBw7d42Fz9o0B8aD4RqrUErn0eFEKYx9rpJ/ncRFjO4VQ18XOy5dieVP47fKHwHIYQQQgghhBDCWBoNVG4CvWbCxBMwcgO0/A84+6gTeh3+Fr7vDfMfhi3vw60TasJWCCGKkSRfhcU42dvwn041Afhy5yX0evklJ4QQQojiZWNjw8yZMx845qOPPsLGRvrPCyFEuabVqm0LHpsLr52DYauhyVCwd4X4q7BvPnzdERa2gV0fQ8wlS0cshCgnJPkqLOrZtoG4OdpyMTKJzadvWzocIYQQQpQziqIgXbaEEELkYmMHD/WAJ7+G1y/C0z9A/cfBxgGiz8GOD2FBc/imKxxYCAk3LR2xEKIMK5bka3p6Oq+99hpff/11cRxOVCDujnYMbxcEwMIdF+XDkRBCCCFKXVRUFE5OTpYOQwghhCXYOUHD/jB4Obx+AZ74Emp3A40WboTCpikwtz4seQyOLIGUWEtHLIQoY4plar/ff/+dzz77DCcnJ4YNG4abm1txHFZUEKM61uS7vWGcuB7PngvRdA72s3RIQgghhCjDli5dmuvxsWPH8qwD0Ol0XLt2jcWLF9OoUaPSCk8IIYS1cvSAZsPUJSkSTq2Fk6vg6t8Qvkdd1k+GOj3UibrqPgL2LpaOWghh5TRKMZQaPv7442zYsAFFUfj2228ZNWpUccRmdWT215IzY91pvt8XRpua3vzyUjtLhyOEEEKIIrLkdZNWq0Wj0RQ6Lvsy2MnJidWrV9OnT5+SDs3qyfWuEELk404EnFoDJ1bB7ZP31ts5qwnYRgPVhKytveViFEKUOmOvm4qcfI2KiqJq1ao888wzbNu2jVq1arFr166iHNJqycVoybkVn0anj7eTqVNY9d92tAzytnRIQgghhCgCS143/fDDD4CaXB01ahT9+/fniSeeyDPOxsYGb29v2rVrh5eXV6nGaG0WLlzIwoUL0el0nD9/Xq53hRCiIJFn1WrYE7/CnfB76x09oUE/NREb1BG0MpGjEOVdqSVfP//8cyZNmsTWrVvZsGEDc+fO5dKlSwQGBhblsFZJkq8l6+01//LToat0revH4pGtLR2OEEIIIYrAWq6bRo4cyZNPPkm/fv0sFkNZYi3vmxBCWD1FgeuhaiL25BpIunVvm2sANHpKTcRWbQ5G3I0hhCh7Si352rJlSyIjI7ly5QrHjx+nWbNmzJw5k3feeacoh7VKcjFassKjk+n2v53oFVj/SkcaVvGwdEhCCCGEMJNcN5VN8r4JIYQZ9DoI36smYk//AWlx97Z51VT7wzYaCP71LBaiEKL4lUry9cyZMzRs2JDXX3+djz76CIDGjRuTmZnJ2bNnzT2s1ZKL0ZI34eej/H7sBo82rszCYc0tHY4QQgghzGSN1006nY7o6GjS09Pz3V6jRo1Sjsj6WOP7JoQQZUpWBlzaprYlOLcBMlPubavU6G4idgB4yu8cIco6Y6+bbItykqVLl6LRaHj22WcN64YNG8Y777zDoUOHaN1abh0XphkTUpvfj93gr5M3uRSVRG0/V0uHJIQQQogy7siRI0yZMoXdu3eTkZGR7xiNRkNWVlYpR1Yx6fQKh8JiiUxMw9/NkdY1vbHRyi25QohywtZenYSr7iOQkawmYE+sgotb1cm6bp+ErdOgehu1Grbhk+DqZ+mohRAlyOzKV0VRCAwMxMvLi+PHjxvWX716laCgIMaOHcuCBQuKLVBrIJUApeOFH/5h65nbPN2iGp883cTS4QghhBDCDNZy3XTs2DHat2+Pra0tXbt2Zd26dTRp0oSAgABCQ0OJiooiJCSEwMBAFi9ebLE4rUVxv2+RCWlEJqqVxrHJGew4F8lvodeJS800jHG01dKqpjcPV/Ogtq8rWq0Gbxc7vF0cAPB3c8Df3bHIsQghhEWlxMKZP9REbPhe4G4qRmMDtbqoidj6j4GjtN8Toqwo8bYD27dvp0ePHsyZM4c33ngj17YuXbpw+vRpbt68ia1tkYprrYq1fIgo745eucOTX+7HRgOfDWmKoiBVEUIIIUQZYy3XTQMGDGDDhg0cOXKE+vXro9VqmTZtGu+//z6pqam89tprrFq1ikOHDhEUFGSxOK1Fcb9vn205z/xtF4p0jAndH2JSz+AixyKEEFYj4Qac+k1NxN4IvbfexgGCe6mJ2ODeYOdkuRiFEIUy9rpJa+4Jli1bhlarZdiwYXm2DRs2jNjYWNavX2/u4UUF1qyGF/UCXNEp8MpPx5jw8zGGfnuQjh9tZ+PJm5YOTwghhBBlyN69e+nXrx/169c3rMuuPXBycuKLL76gSpUqTJkyxVIhlmvD2tRgaOvqZu07tFV1/hzfkWFtpC+iEKKcca8C7cbBiztgfCh0fQd864IuHc6sg1+HwycPwZqX4MJW0GUWfkwhhNUyK/mamprK6tWr6dy5M1WrVs2zfdCgQdjZ2bF06dIiBygqno0nb3L2VlKe9bfi0xizPFQSsEIIIYQwWnx8PLVq1TI8trOzIynp3nWGVqslJCSEbdu2WSK8cs/f3ZFJPYKZ9WQjk/bzdbXnle4P0aiqh7QcEEKUbz61ocsbMO5v+O9e6DABPKpDRiL8+zP8OAD+Vxf+fBUiDoBeb+mIhRAmMqsnwMWLFxkwYABDhgzJd7unpyfTpk0jPDwcRVHQaORWcfFg2f3AdHqFd9eezHdMdn+Md9eepLKHEzZajfQAE0IIIcQD+fv7c+fOHcPjgIAALlzIfRt8WloaKSkp9+8qiom/uyMuDqZ97IhOyiA8JoXKnnLLbX50eh2hkaFEpUTh5+xHc//m2GhtLB2WEKIoNBoIaKwu3afBtUNqW4JTv0FKNPzznbq4V4NGT0HjgRDwsLqfEMKqmZV8bdy4caETErz11ltmBSQqph//vmJ0P7DopAyeWLgPkB5gQgghhHiwBg0acO7cOcPjDh06sHbtWg4ePEjbtm05c+YMK1eupF69ehaMsvzzdzP9y/LIxLQSiKTs2xqxlTmH5nA75bZhXSXnSrzV+i16BPawYGRCiGKj1UKNturSZw6E7YQTq9WWBAnXYP/n6uIbrPaHbTxQraAVQlglsyfcqojMmYBAp9ORmSn9WQpzMTKR8OgUTt2I54/jNwod369JFRpW8SDI15k6/m6lEKEQQojywsbGBjs7O0uHUe5Zy4RbCxYsYNKkSVy9epXKlStz/Phx2rZtS0ZGBt7e3ty5cwe9Xs/q1at58sknLRantSip902nV2j14RZik42/Ln6mdXWeaRNoeCx3PKmJ11d3vopC7o9wGtTKt7khcyUBK0R5lpkKFzarFbHnN6k9YrNVbgqNn1arYt2rWCxEISoSY6+bJPlqAlMuRhVF4datW8THxyMvceESUjNJSMsyeT93R1vcneQDtBBCCNM4ODjg6+tr0aRgeWctydfMzExiY2Px8vLC3t4egP379/Phhx9y+fJlAgMDGT9+PI8++qjFYrQmxf2+ZbeWAth7IYo5G88VskfByuMdT8a0D4hKiSIqNQq9omfctnHEpsUWeDwfRx++6P4FWo0WPyc//Jz9Sjw+IYSFpCXA2fVw4le4vBMU3d0NGgjsAI0HQIP+4OxtwSCFKN+sIvn6+++/c/z4cd5///2SOkWpMuViNC4ujps3b+Ln54eLi4v0vS1Epk6PTqdHAa7HpaF7QBNxG62Wqp6OaAAbGy12NmbNGyeEEKICUhSFzMxM4uPjSUpKomrVqpKALSHWknwVpinu9+2zLeeNbi2VH08nO+YNboKvm2O5q3w1tn3Al8e+5KvjX5l8/GH1hvFK81dwtnMu0fiEEFYgKQpOr1UrYq8evLdeawu1u6ttCer2BQdXi4UoRHlkFcnXkSNHsnTpUnQ6XeGDywBjX1RFUbhw4QIuLi5UrVq1FCMsH+JTM4iIKXjSi0AfZzyc7EsxIiGEEOWNoihcu3aNzMxMatWqZelwyiVJvpZNJVH5+tnW8/x06KrZxxjQvCr/G9S0yLFYWnYFK8DfN/9m7pG5BY59tcWrNPVvyqW4S1y8c5Fzd85xKvoUqbpUk8/rZOuEt6N3/ouT+qePow+KopChz8BWa2tUfG0qtwEolgpbIUQxirsCJ9fAyVVw68S99bZOUPcRNRFbpwfYOlguRiHKCWOvm8yacEs8mE6nQ6fTyQcNM3k42RPoAzfi0sjU5a6AdbSzwd1R2gwIIYQoGo1Gg4eHB9evXyczM1N6wJYjV65cMXvfGjVqFGMkAsDf3ZFJPYIZ1iaQ2OQMYpMzANDrFTacusmW05GFHqNpdc8SjrJ0/Hr+V6MrWB+U+CxMZZfKZOozSUhPIEOfQWpWKteTrnM96brZx3xQfP9p9B8mNJ8gd/oJYS08a0DHieoSdU6thj25CmIvw6k16uLoAfX7qYnYoE4g7USEKFEmJV+XLl1q0sEvXrxo0vjyIitL7V1qayu5bXN5ONnj7mhHcrqOrLstCK7GppKWqSMxPUsSsEIIIYosO+Gq0+kk+VqOBAUFmZUE0mg0hmu4imjhwoUsXLiwRO5Y83d3zLddQGVPJ6OSr+VlctWng58mpHoIp6JPMePgDKP28XLwws3ejSuJxn+pcDP5JgD/ffi/jGg0gtjUWGLSYohNi829pKp/Zm+LS4tDT8Gtvwry3cnvWHxqMW72brjZueFm74a7vbv6+L6/53ycc72TrZMkb4UoCX51ods70HUK3AiFE6vV5GviTTi6TF1cK0HDJ9XJuqq2APm3KESxMyk7OGLECJN+KSqKUqF/iVbk514cNBoNro73fkRTM3VEJaZzKy4Nt0q28voKIYQoEvk9Uj49//zz8t6aYdy4cYwbN85w+1xpaF3Tm8oejtyKTyO/PmgaIMDDkdY1y8dkMX7O6u354fHhRo1/q/VbPFPvGaJTo01qV5CzHYCLnQsudi5Ud69e6PluJd8iPD6cndd28uOZHwsd72TjRIY+A52iQ6/oiU+PJz493qjndj9bjW2+CVpj/+5oa729gGXSMmEVNBo1sVq1BfSaCRH71Ym6Tv8OSbfh76/VxSsIGg2ARgOhUgNLRy1EuWFS8tXe3p4qVarw0ksvGTX+119/5ejRo2YFJsT9/NwciE3OIC1LR2xyBj6u0qNGCCGEELktWbLE0iGIQkQmpBGZmA7AyPZBzNpwNt9xyt3tZ24mAJSLCbdSMlP4++bfRo0N9gpGo9EYkrYADXwaUN2tep6JsAKcA3iz9ZtFmghrzYU1Jk3sld1/dnTj0QytN5TEjEQSMhJIyEggMSMx15K97v5tCRkJ6BQdWUoWd9LvcCf9jlmx22vtC03QFlR1627vjp1Nydz9IJOWCauktYGandSl76dwabvaluDsergTDnv+py7+DaHxADUZ6xVk6aiFKNNMmnCrVatWXLlyhdu3bxc+mIo74VZaWhphYWHUrFkTR8eyfYFobaKT0rkRl4qtVkvdADdstFLZIoQQwjzy+7pkyYRbZVNpvG+fbTnP/G0XTN5vQveHmNQzuAQiKh4PqnDM0GWw+ORilp1eRnxG4dWhPo4+fNH9C7Qabb4TWpVENWX2hGB6Rc+4beOITYs1Oz5jKYpCalZqvknZ/JK19yd4kzKT0Cumt0q4n6ONo8kJ25xjbLVqTZOpk6rJpGXCqmQkw7kNcHI1XNgC+sx726q1UtsSNHwSXP0tF6MQVqZEJtxq0aIFoaGhXL16lerVC791RYji5u1iT0xSOulZeqIS0wnwkA/LQgghhBBlybA2NejZoFKudTq9wqkb8dxJySQqMZ0l+8NxsrNh8chWuDqoH1n83az3rqeCKhxfb/U6KZkpfHX8K0MvVmPEpMUwdP1QAMY0GcPYpmNzbbfR2tAqoFXxBH9Xzgrb99q+x6s7XwVAydEUQoNa+PBu23dp5NuoyOfUaDQ42znjbOdMgEuAyfvrFT0pmSlmVd0mZiSSmJkIQJoujbTUNEPi1FTOts642buRqc98YNI6p5yJ2fzeYyFKnb2LOgFX44GQegdO/6FWxIbtgWuH1WXjW1Czs5qIrfcYOHlaOmohygSTkq+dOnVi06ZNXLhwwajka8eOHc0OTIj8aDUaAjwciYhJITopHW8Xe+xttZYOSwghhBBWqlu3bkaN02g0bNu2rYSjEfCACbg8HIlMTEdRFHaeiyQ8JoUNJ27ydEv1c0dkYrqhXUGu45VgOwJjKky3Rmzl1Z2v5kpSAtxOuc3kXZMNj30cfXjyoSfpWr0rtlpb/r75N0tOLcmVrPNx9GF4w+GGikhQqyJLW4/AHswNmZtvQrmo7Q2Kk1ajxdXeFVd7VypT2eT9dXodSZlJD6yufdD6lKwUAFKyUgx/N8WLD79I1+pdqeRcqfDBQpQmJy9oMVxdEm/Bqd/UHrHXj8Dlnery5yR4qJfaliC4D9g7WzpqIayWSW0HKjppO1DyMjIymDFjBj/99BNXr14lMzOTHTt2EBQURM2aNRk+fDiLFy/mclQyyRlZeDnbU93btP/klyxZwsiRIw2PBw8ezM8//1zcT8XqXLx4kYceesjwODAwkPDwcMsFJIQQFia/r0uWtbQd0Gof/CWtRqMxTBJbXlplFYUl3zdra0fwoH6dTfyaGH2LvgYNQ+sN5ZGaj1DVtWqu28utfTIma4/P0rL0WSRlqMnbhMwEEtLVxOz+G/tZfWG1UcdwtnXmYb+HaerflKZ+TXnY72Hc7N1KOHIhzBR7WW1LcGIVROXo123vCvUeVSfqqt0VSqiPshDWxtjrJikZFCXqjTfeQKPRcOjQIaPGf/rpp3z44YfUqFGDN954g6lTpxIUFJRrjEajofLddgObt21Ho9Ewbdo0k2N74oknmDp1KgMHDjR536LYuXOn2TEXhbe3N1OnTmXq1KnFMotxXFwcr7zyCu3atSMgIAAHBweqVq1Kt27dWL16NaZ8r2PqsYrz3CXt8OHD9O3bFy8vL1xcXGjdujUrVqzIM+769evMmzePXr16UaNGDezt7QkICGDAgAH8/bdxE3OUtOKOcfny5bz00ku0bNkSBwcHNBqNSRPlfPzxx2g0GjQaDQcPHjT5/EKIikGv1+e7xMXFsX37dtq0acOAAQPIyMiwdKgV3rA2NfhzfEf+HN+R38a2N7QbyMnX1Z4pj9QzjPtzfEeGtalRLOePSonidMxpTsecZvHJxUzaOSlX4hXUatZJOyfxzt53GPznYIauH1robeYKCivOruC5Dc/x6/lfc23Lbh/Qt1ZfWgW0srrEprXHZ2m2Wls8HT2p7l6dhj4NqeNZh2pu1Wjo09Co/e219qRkpXDw5kG+Pv41/936Xzr81IEnf3+S6Qem8/vF34lIiLCqa1tRwXnXgs6vw9iD8N990HESeNSAjCT49xdY8TR8GqxWxYbvA33RezILUR6Y1HZACFOFhoZiY2ND48aNjRr/119/4erqyubNm7Gzu/dtWWZmJmfOnDEkDZ0dbPF0sjdsN+eCpH///owYMcLk/coqb29vQ8K3OGaCjo6O5vvvv6dt27b0798fb29vIiMjWbduHQMHDmT06NF88803JXKs4jx3Sdq5cye9e/fG3t6eIUOG4OHhwZo1axg2bBjh4eFMmTLFMHbBggV89NFH1K5dm549e+Lv78+FCxdYu3Yta9eu5aeffmLQoEEWfDbFH+O7775LREQEvr6+VK5cmYiICKP3PXPmDO+//z4uLi4kJyeb83SEEBWcu7s7ISEhbNq0icaNG/Phhx/y/vvvWzqsCi1nO4KNJ2+SlJ6VZ0xMUgazN5zlq2eb06eR6beZP8iv53/lq+NfGTX2wM0DJh37lWav0KFqB4u0EBClx5SfIYAMvfqlT+eqnfFw8OBY1DGuJl7lYtxFLsZdZNX5VQB4O3rTxK+JoTq2gU8DHG3ljg1hQRoNBDRSl+5T4eohtT/sqd8gOQr++V5d3Kuqk3Q1fhoqN1H3E6ICkuSrKFGhoaHUq1cPJycno8bfuHEDHx+fXIlXADs7O+rVq5drXYCHA9n/dWdkyTdqpa1mzZrExcVha5v7v5HExETatm3Lt99+y4QJE2jYsPBv/k09VnGe21QhISGEh4cX2rIhKyuLF154AY1Gw+7du2nWrBkAU6dOpV27dkydOpWnn37a0AqidevW7N69m06dOuU6zp49e+jevTtjxozhiSeewMHB/MlGjI29IMUd46JFi3jooYcIDAxkzpw5vP3220btp9PpGD58OE2aNCE4OJjly5eb/FyEECKbm5sbjzzyCIsXL5bkq5XQ6RWmrzud7zYF0ADT152mZ4MAbLTF90H+6eCnCakewqnoU8w4OMOofWw0NuiUwttVeDp4FjE6URZk/wwB/H3z71yTat3v1RavGnr7+jndm+wsOjWa41HHOR55nKORRzkVc4rYtFh2XN3Bjqs7ALXitoF3A5r4N6GpX1Oa+jfF31lmoBcWotFAjTbq0ns2hO1SWxOcWQcJ1+HAF+riU0dtS9B4IPg+VPhxhShHjE6+zphh3AWIMUJCQujcuXOxHU9Yn/Hjx/PFF18AcOfOHTQ5vuEKCwvL00pg2rRpTJ8+3fA4e3yXLl3YuXMn4eHhhp6v2VWbsz6YadhnzqwPmDPrgweewxRZWVl88sknLFq0iOvXr1OtWjX+85//MHjwYGrXrp0rjoyMDP7v//6PP//8k9OnTxMZGYmHhwcdO3bkvffeMyTd7n+e06dPz/Wc74959+7dfPLJJxw4cIDExERq1KjB4MGDmTJlCs7Oufvcrl69ms8//5wzZ86QkJCAn58fDRs25L///S/9+/c3+3V4EBub/G87c3Nzo3fv3pw+fZqLFy8alQA19VhFObcpr2tRbN++nUuXLjFy5MhcPwNubm689957DBkyhMWLFzNr1iwAnnrqqXyP06lTJ7p27crmzZs5ceIELVu2LLYYTVXcMfboYd5kHR999BHHjx8nNDSUTz75xKxjCCFETlqtlps3jZ+JXpSsQ2Gx3IxPK3C7AtyMT+NQWCztavsU23n9nNUEWHh8uNH7GJN4BQzJXJnVvnzL/hkCaODTgOpu1fP0DQ5wDnjgpGW+Tr50r9Gd7jW6A5Chy+B0zGmORx3nWOQxjkYeJSYthn+j/+Xf6H9ZxjIAqrhUyZWMDfYKxlYrtVailNnYQp3u6vLoXLi4Re0Pe34jxFyEXXPUpXITNRHb6CnwqGbpqIUocUb/b1yc/SmnTZtWaPL18OHDTJ06lQMHDpCRkUHDhg2ZOHEizzzzjFnnzMzMpFWrVhw/fpy6dety9uzZwncSZmvXrh23b9/m119/pW/fvrRq1QpQP9wEBgbmGR8SEgLAvHnzAJg4cSLAAxOoISEhXA4LY9nSpbRs24GuXUNwtld/pD09PYsU/6hRo1i2bBm1a9dm3LhxpKenM2/ePA4cyHuLWWxsLBMnTqRTp06G3p6XL1/mjz/+YMOGDezevdvw/LMrD3/44Qe6dOlieN73x/z1118zduxYvLy8ePzxx/Hz8+Pw4cN8+OGH7Nixgx07dmBvr7Zd+Oqrrxg7diyVK1fmySefxMfHh5s3b3Lo0CHWrl1rUvI1JCSEXbt2sWPHjlyxmSItLY3t29VevA0aNDDrGOYeq7DxpryuRbVz504AevXqlWdb9rpdu3YZdazsSvD7K32tSWnFePLkSaZPn867775bIpXNQoiK5/Lly/z666/5Xp8Iy4hMLDjxas44Y0WlRBGVGkVypnHtbEY3Hk0tz1qEx4fzf//+X4Hj7q9wFBVHj8AedK3etUiTltnb2KvtBvybMrzhcBRF4XrSdY5FHeNY5DGORx3n/J3z3Ei+wY2wG2wI2wCAk60TjX0bG9oVNPFrgodD0ed9EMJodo5Q/3F1SUuAc3+pidhL2+HmcXXZ8h4EdoBGA6BBf3Apvi/UhLAmRn9KDgsLK7aTFpYYM6VPorFmzpzJxYsXzYxYmOqZZ54hIiKCX3/9lQkTJuSbgMopJCSEkJAQQzWpMcn+7OTgsqVLadmuIyNefoO6AW5Fvv1s27ZtLFu2jJYtW7J7925Dy4R33303VwVjNi8vL65cuULVqlVzrT916hRt27ZlypQpbNmyJVfMP/zwAyEhIfk+z9OnTzN+/HiaNm3K1q1b8fb2NmzLvjV7wYIFvPbaa4B667a9vT3Hjx/Hzy/3BX1MTIzZr4Ox4uLimDdvHnq9nsjISP766y+uXr3K1KlTDbfUl9SxTBlv6utaVBcuqLM15xe3l5cXvr6+hjEPcuXKFbZu3UpAQIDRvZMh/39D4eHhxMXF5btt4sSJZn9pYW6MpsrKymLEiBHUr1+ft956q8TOI4QoX0aNGpXv+qysLK5fv87evXvJzMws9YkwRcH83YzrZWnsOGOZ2q/z2xPfAmo162chn5lc4SgqhuxJy4qLRqOhmls1qrlV47FajwGQnJnMiegTHIs8xrGoY/wb+S+JmYkcunWIQ7fuTXxcy6OWoW9sE/8m1HSvmesORSFKjKM7NBmiLsnRcHotnFgNV/ZDxD512fAG1Oqq9oet1xcc3CwdtRDFxujka2lVA5jaJ9EYoaGhzJ49m7lz5/LKK6+UVOjiPseOHQOgadOmJX4uG62GLL2eqMR0Krk7kJyuI0uvx1arxcXBxqSLiuz+ke+9916uXrUBAQFMmDAhT19KBweHPIlXgIYNG9K1a1c2bdpEZmZmnj62Bfm///s/srKy+Pzzz3MlCAHeeOMN5s6dy08//ZQrSWhnZ5fv8X18TPvmcOnSpaSkpFCjhvGzBsfFxeVqn2BnZ8cnn3xiVhLT1GOZMt6c17Uo4uPjAQyTxN3P3d2da9euPfAYmZmZPPfcc6Snp/Pxxx8X2G4hPzlfF2O2jRgxwqzka1FiNNWsWbM4fvw4f//9t9H/noQQorBJJoODg3n11Vd58cUXSycgUajWNb2p7OHIrfg08ptSVQMEeDjSuqZ3PlvN93Tw01RxrcKsv2eRmpX6wLH59essaoWjEOZysXOhbeW2tK3cFgC9oudy3OVc1bHhCeFcjr/M5fjLrLmwBgAPBw9Dm4Imfk1o5NsIJ1vj5uoQwmwuvtDqBXWJuwqn1qgVsbf+VdsUXNwCtk4Q3FvtD1unp1pFez+9DiL2Q9JtcK0Ege1B/s8VVsrq7mE1tU9iYTIyMhgxYgRt27bl5ZdfluRrKTp69ChVqlTB37/km7+7Oqg/ylFJ6dxJySBTd28CLjsbLVU8HfFwMu528uPHjwPQvn37PNvyWwdqovnjjz9m79693Lp1i8zMzFzbo6OjqVzZuBl5Dx48CMDGjRvZunVrnu12dna52mYMGjSIt956i0aNGjFkyBBCQkLo2LGjWYk0U5Ku2YKCglAUBZ1Ox9WrV/n5559555132L9/PytXrjTpNnRTj2XKeFNfV+CBSfv8thW113BOer2eUaNGsXv3bkaPHs1zzz1n0v6KkvfjalEn3CruGE1x/PhxPvjgAyZPnkzz5s1L7DxCiPKnoLu3tFotnp6euLlJZY21sdFqmPp4A8YsD0UDeRKwCjD18QbFOtkWwNXEq8z+ezapWam0rNSSgcED+ezIZ0ZXsxZ3haMQ5tJqtNTxqkMdrzoMDB4IQGxaLMcjjxsSsqdiThGfHs+ua7vYdU1thWWrsaWud11DdWxT/6YEuARY8qmI8s6zOnSYoC5R5+HkKjURG3tJrY49vRYcPNTWBY0HQFBnta/s6T9g45uQcOPesdyrQJ+PoEE/Sz0bIQpkdcnX4uyTCOqttxcuXOD48eNyS0UpSkpK4uLFi/Tt27dUzudgq8XB1ob0LB2ZutyX6Jk6PRExKQT6YFQCNiEhAa1Wm2/VaKVKlfKs279/P926dQPUn9GHHnoIV1dXNBoNa9eu5fjx46Snpxv9XGJjYwH48MMPjRr/xhtv4OPjw9dff83cuXP53//+h62tLX379mXevHnUrFnT6HMXhY2NDUFBQbz11lvY2Njwxhtv8O233zJmzJgSP5Yx4019XUGtuL/fkiVLiIuLM/Qlzilnwju74jW7AvZ+CQkJBVbFKorC6NGjWb58Oc8++yxff/210TGXltKOcfjw4dSuXVtuCxZCmEx6uZYdkQlpRCaq10zVvJx5+5F6/N/uy8QkZ+QaV9XTkSqeTpy8rv6O9XdzwN/d+BYEOr0uT4VqaGQo47aNIzUrlTYBbfi82+c42znTJ6iPVLOKcsHb0ZuuNbrStUZXADJ1mZyNPWtIxh6LPEZkaiSnYk5xKuYUP575EYBKzpVyJWPretfFTit3IIkS4BcMXadAyNtw85iahD25BhJvwLHl6uLkBb7BcPXvvPsn3ICVz0HPmVDz7hxDbgHqIoSFWV3ytbj6JII6adfHH3/MrFmzCA4OLtY4xYMdP34cRVHy7ZFanLLuVrhm6RWy9PoHjr1+Jw07Gy0ZWQ+eldbd3R29Xk9MTAy+vr65tt2+fTvP+A8//JD09HT27t1Lhw4dcm07ePCgoZLWWO7u7oCanDOmGkej0fDCCy/wwgsvEBMTw549e/jpp59YuXIlFy5c4MSJEyV6K3h+evXqxRtvvMHOnTvNSr4W5VgFjTf1dYX8+6bu3LmT8PDwQpOA2f+HXbhwgRYtWuTadufOHaKjo/OtpNbr9bzwwgssXryYoUOHsmTJErRarVHxlhZLxJj978jRMf8P1+3atQPgt99+M2mSOSFExZOcnExCQgLu7u64uLhYOhyRw49/X2H+tsKv86/HpdHvi32GxxO6P8SknsZd62+N2JqnN6uXgxdJmUlk6jNpX6U987vOx9FW/X0j1ayivLKzsaOxX2Ma+zXmuQbPoSgKt5Jv3UvGRh3jXOw5bqfcZlP4JjaFbwLA0caRhr4NaerXlGb+zXjY72G8HL0s/GxEuaLRQJVm6tJzptoXdtM7akI29U7+idectrx37+8dX4Pu76nHFMKCrC75Whx9EgHS09MZMWIEzZo1M7uHY3p6eq6KxYSEBLOOUxH9+++/ADRp0qREz5OcqSZcoxJS0enz6wp2T5Zez8XIJG4nPLgKtUmTJhw9epT9+/fTr1/uWxb279+fZ/ylS5fw9vbOk3hNSUkhNDQ0z/jsRKhOl38SuE2bNoSGhnLw4EF69uz5wFjv5+PjQ//+/enfvz/R0dFs376dixcvUrduXZOOU1Q3bqi3f5jScqC4jlXQ+KK8rubo0qULs2fPZvPmzQwZMiTXts2bNxvG5JQzqTl48GCWLVtW6onzwlgqxv/85z/5rt+9ezcXLlygX79++Pn5FVvbByFE+ZKens6nn37KDz/8wKVLlwzra9euzYgRI3jttddwcHCwYIQCYFibGvRskPcuo5zWhF7j+33huDva8n/PtcDN0Q5/N+Peu60RW3l156so9zUyuJN+B4D63vX5vNvnONjIz4KoeDQaDZVdK1PZtTKP1HwEgJTMFE7FnDIkY49FHiMhI4Ejt49w5PYRw75B7kG5qmNretREq7Gu4gFRRmm1ENQRnvlF7Q/77y9w+Fvj99/7P9g7F+xdwcEV7F3uLjn/7gL2bgVsu/t3w753/7RzloSuMInVJV+Ly3vvvceFCxc4cuSI2YmB2bNnP3DSGlGwmJgYAFxdXUv0PNUC/ACIj7pl1HgfFwe8XR7cemDYsGEsWbKEmTNn0qtXL0Ol3a1bt5g/f36e8YGBgZw/f55Tp07RsGFDQE2sTp48maioqDzjsyd7KuhLhLFjx/Ltt98yfvx4tmzZQvXq1XNtj4uLIywszFBVvGnTJrp3754r2ZiZmWm4zT7npGGFuXLlimHCLWdn5weOPXbsGDVr1szzRUlsbCxTpkwB4JFHHsmz36VLl8jMzKR27dqGSZNMPZY55zb1dS2q7t27U6tWLVasWMErr7ximHguMTGRmTNnYmtry4gRIwzj9Xo9//nPf1iyZAlPP/00y5cvL/akZnZbF3OZG2N+77mpFi1alO/6ESNGcOHCBd5++23atm1r1rGFEOVbXFwc3bp14/jx49ja2lK3bl0qVarE7du3uXTpEu+99x6rV69m27ZtZvVLF8XH392x0PYBdQPc2HsxmvO3k/jz35t8+GTjB46PSokiKjUKvaJn5sGZeRKvOd1Ouc2FOxfQarSGSbSEqMic7ZxpFdDKUP2tV/SEJ4Tn6h17Of4y4QnhhCeEs/biWgDc7N1o4tfEkIxt7NsYZ7sHf7YQolA2dsa3ENDagT57HhYFMhLVpdho8knWFpDcdXAteJu9a+6ErpXd8SiKj9UlX4vSJzFbaGgoc+fO5b333qNx4wdfkD3I22+/zauvvprr3PcnbET+shNY48ePZ+DAgTg4ONC9e3c6depUrOepHFgHv0qV+X3NKjR2DlSqXAU0GgY9Nwo397w/JzHJ6cTe1zfsfj169GDYsGH8+OOPNG7cmCeeeIL09HRWrlxJmzZtWLduXa5brMePH8/mzZvp2LEjgwYNwtHRkZ07d3L9+nVCQkLyJLzq1atHlSpV+Pnnn3F2dqZatWpoNBrGjBmDh4cHjRo14ssvv2TMmDHUrVuXvn37Urt2bRISErh8+TK7du1ixIgRhh6bgwcPxtnZmY4dOxIYGEhmZiZbtmzh9OnTDB482KRJtJ5//nl27drFjh07CAkJeeDYJUuWsGjRIrp27UpgYCAuLi5ERESwfv16kpKSGDBgAM8880ye/bp3705ERESuyalMPZY55zb1dS0qW1tbFi1aRO/evenUqRNDhw7F3d2dNWvWEBYWxgcffJCrHcqMGTNYsmQJrq6uBAcH88EHH+Q5Zv/+/Q1J3MKY2ht14sSJhSYdzI0xv/cc1ITq3r17AThx4oRhXfa/mewqbiGEKIopU6Zw7NgxRo4cyQcffJBrAsybN2/yzjvvsGTJEt555x0WLlxowUiFMexstMx8ohGDvznIikNXGNSyOk2qexY4/tfzv/LV8a+MOnZsWixD1w8FYEyTMYxtOrY4Qhai3NBqtNTyqEUtj1o8+dCTAMSlxfFv9L+G6tiT0SdJzEhk7/W97L2+17BfXa+6akLWX03IVnGpYtScLPn1aJa+yxXQP4th1xzjx2cnXju+Cm1egoxkyEi6++d9f09PzLH+/nH5bAPUhG7S3cd5WxOazc4ld2LW3Grd7P3sXCpeQlevg4j9kHQbXCtBYHuwgv8zrC75am6fxJz+/fdfdDod06ZNyzcBce7cOTQaDR4eHsTFxRV4HAcHB7kFzUyPPvoos2fP5ptvvuHTTz8lKyvLUBVanPzcnfh11a+8984U/lyzkuQk9dusPv0G5Em+2mq1BPk6U8m98Pd0yZIl1KtXj++//54FCxZQrVo1Jk6cSPfu3Vm3bp2hfyjAY489xqpVq5g1axbLly/H2dmZbt268dtvvzFjxow8x7axsWHNmjW8+eabLFu2jMRENeYhQ4YYvlgYPXo0TZs2Ze7cuezevZs//vgDDw8PatSowaRJkxg+fLjheLNnz2bjxo0cOnSIdevW4eLiQp06dfi///s/Ro0aZfqLaqSBAwcSHx/PwYMH2b17NykpKXh7e9OxY0eef/55hgwZYvQkd6Yey9xzm/K6FoeuXbuyd+9epk6dysqVK8nIyKBhw4bMnDmTYcOG5RobHh4OqJPVFTQpWFBQkNHJV1Or9keMGFFo8rW4Y9y7dy8//PBDrnX79u1j3759hmNJ8lUIUVS//fYb7du357vvvsuzrXLlynz//fecPXuWNWvWVOjk68KFC1m4cGGBbZGsSZtaPjzZrCq/Hb3Oe7+f5LexHbDR5n/N8XTw04RUD2Hf9X18fvTzQo/9SrNX6FC1A35OUvUqhDE8HT3pXK0znaupExxl6jM5f+c8xyKPGSpkbybf5EzsGc7EnuHncz8D4OfkR1P/poaEbH3v+tjb5L5DMb8ezZWcK/FW67foEdij9J6ksLyWI6HuI2pi7afBkJz3DlMDF38Y+rOacCvuCbf0eshKvZeITS8goZudmM2zvoD9su/KyExWl+TiCxk75wdU6RrRYiG/v1tBMjNfp/+AjW+qk69lc68CfT6CBv0K3q8UaBRFeXCjzFK2adMm+vTpw8iRI/n+++9zbfvll18YMmQIb7/9NrNmzSrwGPv378+zb7bvvvsODw8PBg4ciLOzM59/XvhFWLbsqtv4+Phcybf7paWlERYWRs2aNQucHEYUv/jUDCJiUgrcHujjjIeTPUuWLGHkyJEsXrw4123fxli0aBGjR482VFCWVdnVh9nJNCGEqIjk93XJMva6qaS5uLgwceLEAr80ArU6dv78+SQnF+ennbLJWt63wkQmptH9010kpmfxQf9GPNs2MN9x2W0HTkWfYsbBvF+K3+/9tu/T0LehtB0QohjdSr7F8ajjakI26jhnYs6QpWTlGmOvtSfYK5hanrUI9gomKSOJr/8t+I60V1u8SpvKbQDk32tFc/oPWPn83Qc501l3v4QbtNTiiTaTKApkpt6XqE3KP2mbkXw3cVvAtpz7Kg+ekLxIbJ2K1mIhv202ZtSGJt5SF4Cw3bknW7tfz5lQU/2SqDiT8sZeN5Vo8nX//v1cvHiR559/vvDBd2VlZVG3bl2uX7/OwYMHc/VJbNeuHefOnePUqVOG23Wjo6OJjo7G19c3z8z0+dFoNNStW5ezZ8+a/Hwk+Wr94lMzuBGXRqbu3n80GqCalzNed3u9Zidfsw0ePJiff/4513Fu3bpFpUqVclVPXr9+nQ4dOnDt2jXCwsLKXAuKixcvGirLQe1VK8lXIURFJr+vS5a1JPFat25NvXr1WLp0aYFjnnvuOc6dO8ehQ4dKMTLrZC3vmzGW7Atj2rrTeDjZsf21Lvi45r276ctjXxrddiAnaTsgRMlJzUrldMxptVXB3XYFcelxZh9P/r1WQPlWOFaFPnPKVuK1pCgKZKUV0mLh/gTug9ov3K3WVUrw7hhbxwdPepZfte7FbXB2nenn6vIWdH27WMI29rqpRNsOfPvttyxdutSk5KupfRK/+OILpk+fztSpU03ucSjKHw8ne9wd7UhO15Gh03M7QU3EJqZlGZKvTZs2ZerUqYZ9GjVqlOc4c+bMYf369XTq1Al/f3+uXLnCn3/+SWJiItOmTStziVdQJ/rK+bxlUhEhhBAVwdtvv80zzzzDqFGj8u1nvn37dn799Vd++eWX0g9OmC0yIY1mNbyo5evC5ehk3lpzggndH8ozrrF7b2a1bole0fN/p2dzNflygce8v5JOCFEynGydaFGpBS0qqW0GFUUhIiGCPdf3cOT2EY5HHSc6NbrQ4wx4aADtqrSjsa/587yIMqpBP6j3qFX29rQKGg3YOamLS+FFikZRFMhKN73FwgOrdZNAf7cKPitNXVJiiife/Dw2D6o0K95WFEayup6vYFqfRCHup9FocHVUf7QdbbVcikomLjUD9xRbPJ3tadq0aaE9Kfv06cPp06dZv349d+7cwdHRkYcffpixY8fmO4lUWeDt7S1fUAghhKhwEhMT6dGjB927d6dXr1507NgRf39/IiMj2bNnD1u2bOHRRx8lPj4+T3WsKQUEonT9+PcV5m+7YHi85fRttpwueNITe79NOPheRoMWTwcP7qTfMWwLcA7gzdZvSg9JISxEo9EQ5BFEkEcQzzV4jr8u/8Wbe94sdL/VF1az+sJqbDW21HCvQW3P2vcWj9oEuQdhZ2NXCs9AWITWBmoW74Te4gE0GrBzVBcXn+I7boEJXROqdRNuQuKNws/l4AZVmhZf7CYwqe3A7t27TTr47Nmz2bx5c5lo3G8MaTtQNt1OSON2Qho2Wg0P+bthb1vBZvsTQgiRL/l9XbKs5fZ1rVaLRqOhsEvenK2GFEVBo9GUm2tYU1jL+1aYyIQ0IhPTAfh82wU2n76NjVaDTn/vffZ1tefFTrXIcj7MV6fVnr9vtZjOkAZPyOzpQlghU3s0V3Gpwp30O6Rmpea73UZjQw33GtTxrEMtj1rU8axDbc/aBLoH5pncSwhRBmX3fL1xFP6cWPj4nJWvpdzz1aTK15CQEKNnL4d7F65CWJKfmwMJaZmkZui4dieFmr4u8nMphBBCVBCLFy+2dAiiBPi7O+Lvrn5p0rNBJTafvp0r8QoQk5TBRzs34lbzOwBGNx7NsEZPAdAqoFXpBiyEKNSv5381qUfzjWS10u25+s/RoWoHLsZd5HL8ZS7GXeRS3CWSM5MJiw8jLD4s137ZSdnaHmqVbB3POtTyrEWQe5AkZYUoS/5ZDLvmGD8+O0FbjD1fjWVS8tXGxgZ/f3/69TOugfGOHTu4cOFC4QOFKEFajYbqXs5cjEwiKT2LmOQMfPOZkEEIIYQQ5c/w4cMtHYIoQTq9wtwt5/PfaBeDU7Vl6JRMetToycvNXi7d4IQQJnk6+GlCqocA8PfNv5l7ZG6BY+/v0ezn7EeHqh0M2xVF4XbKbS7FXVKX+EtqcjbuMkmZSYak7NYrWw372GhsqO5W3ZCMza6UlaSsEFaq5Uio+4j697DdsOW9gsf2nAk1O6t/t/aerw0aNCAmJoavvjLu26iRI0dK8jUHRVFIzbT+29ec7GzKXWWoo50NAR6O3IhL5VZ8Gq4Otjjaye1lQgghhBBl2aGwWG7Gp919pMfGOQyNbSKKzgGHSn+hsU1Gl1qVJ6q+hlYjraeEsGZ+zmoSFaCBTwOqu1VnzqE53E6518/Z2B7NGo2GAJcAAlwC8k3KXo67nKdSNikzifCEcMITwuHKvWNlJ2Vz9pOt7Vmbmh41JSkrhCXlbB9QpSl4BcHGNyEhR/9X96rQZ446SZsFmZR8bdGiBT/88AORkZH4+/uXVEzlVmqmjgbvb7J0GIU6PaM3zvZWORdbkfi42JOYlkViWiZXY1Oo7e+KtpwlmYUQQgiRv4iICH788UeOHTtm6MvVtGlThg0bRlBQkKXDEybK7g159GYSALZuJ3GotA6tXXyucfosJ1KvDed05HX8feINFXJCCOvXI7AHXat3LdYezTmTsu2rtjesVxSFyJRIQ5Xspbh7lbKJmYmGpOy2K9sM+2g1Wmq4qRN95ewpG+QRhION3GkpRKlr0A/qPQoR+yHpNrhWgsD26uRsFmZShq1Zs2YsWbKEI0eO8MgjjxQ6vl69enTu3Nns4IQoThqNhmpeTpy/nUVqpo7IhHQCPGSCFSGEEKK8++KLL5g8eTKZmZm5Jt5avXo1M2bM4OOPP2bChAkWjFCYKrs3ZFZyLWzd2uNYdXmeMYoCGptUbJyusODfn/nq0mXGNBnD2KZjLRCxEMIcNlqbUunRrNFoqORSiUoulfJPyt5NyOZcciVlyZuUreVRy1AtW8ezjiRlhSgNWhuo2cnSUeShUQqb+lUYGDuLWUGzJ0vbAesQl5LBldgUNEAtP1dcHMpfla8QQojCFfT7WhQPY6+bStpff/3FY489hr+/P5MmTSIkJISAgABu377Nzp07mTt3LlFRUfzxxx88+uijFovTWljL+1aY7MrXTJ2OZ9eNQbGJJ7/LV0UBjc6T5Y9/iZ2NjVS+CiGKhaIoRKVGGapjs1sXZCdl86PVaNX2BXfbFmQvNT1qSlJWiDLK2OsmyTqVIo1GUy5v5y9rPJ3tSUjLIi4lg2t3Uqjj74aNtvwmm4UQQoiK7NNPP8XHx4fQ0FCqVKliWB8YGEjr1q0ZNmwYTZs2Ze7cuZJ8LUOye0MevnUYbOMp6EpOowFs48jQp9HEv+Sr54QQFYNGo8Hf2R9/Z3/aV8ldKRuVGpVroq/sFgaJGYlEJEQQkRDB9qvbDftkJ2WzWxdkT/YlSVkhyg/JBAqLCw8Pp2bNmgwfPpwlS5YU+/j8ZMTdoknt2vQbOJQvv1lEVS/nYju2EEIIIaxHaGgow4YNy5V4zalq1aoMGjSIH3/8sZQjE0URmZBGZGI6obcijBofej0CJ10w/m4O+LtLpbsQomTkTMq2q9LOsF5RFKJTo3NN8pVdMZuQkWBIyu64usOwj1ajpZprtVxVsrU91EpZR1v5f0yIsqTIU35mZWVx6tQp9u3bx+7du/NdRMUTHh6ORqN54GJJttp7P/oxyRkkpGYWOHbnzp1oNBqmTZtWCpFVPNby+ur1er744guaN2+Os7Mz7u7udOnShT/++KNYxt9vyZIlhf4b6d69e579Dh8+TN++ffHy8sLFxYXWrVuzYsWKB57L1H3MOUe2jz/+2BD/wYMH82yPi4vjlVdeoV27dgQEBODg4EDVqlXp1q0bq1evxpo64RTldSjqcUzZZ/ny5bz00ku0bNkSBwcHNBpNoV8emfLze/36debNm0evXr2oUaMG9vb2BAQEMGDAAP7+++8iH/9BFi1aRP369XFzc6N9+/b5/kwBfP/999ja2hIaGmrS8UXFkJGRgYuLywPHuLi4kJGRUUoRieLw499XeGzBXj5ef6PwwcDH62/w2IK9/Pj3lcIHCyFEMdNoNPg5+9GuSjuG1R/G1HZT+eGRH9g7ZC/bn97Ot72+5a3Wb/F08NM092+Ou707ekXPlcQr7Li6g0UnFvH2nrcZ9Ocg2qxow6NrHmX89vHMD53PukvrOBNzhrSsNEs/TSFEAcyufFUUhffff58FCxaQmJh/T5NsOp319zkVJaN27do8++yzDxxTtWpVzpw5g4eHRylFdY+DnTrr3bW4VILtbSwai7AcRVEYNGgQq1evpnbt2vznP/8hPT2d33//nSeeeIIFCxbw8ssvmz0+P02bNmXq1Kn5blu1ahWnTp2id+/eudbv3LmT3r17Y29vz5AhQ/Dw8GDNmjUMGzaM8PBwpkyZkudYpu5jzjmynTlzhvfffx8XFxeSk5PzHRMdHc33339P27Zt6d+/P97e3kRGRrJu3ToGDhzI6NGj+eabbx742pWGorwORT2Oqfu8++67RERE4OvrS+XKlYmIeHAVmKk/vwsWLOCjjz6idu3a9OzZE39/fy5cuMDatWtZu3YtP/30E4MGDTL7+AVZtWoVo0ePpn379vTt25c1a9bQs2dPzpw5Q7Vq1QzjoqKieP3115k0aRLNmzcv9Lii4gkODmbdunXMmjULW9u8l75ZWVn8+eefBAcHWyA6Ya4+TZypU80PveLDx8dXkZBxJ99xigJKlgfdajWkXws36vg4l3KkQghRsOykrJ+zH20rtzWsVxSFmLSYXL1ks9sYxKfHcyXxClcSr7Dz6s57x0JDNbdqhgrZnD1lnWydSv/JCSHuUcw0ffp0RaPRKF5eXsqIESOUd999V5k2bVq+S3kRHx+vAEp8fPwDx6WmpiqnT59WUlNTSyky6xMWFqYASu/evUvs2MOHDy/yMZ5/frhy9maCcvzqHSU8OknR6/V5xu7YsUMBlKlTp5oftCiQNby+v/76qwIoHTp0UFJSUgzro6KilMDAQMXBwUEJCwsze7wp0tPTFR8fH8XW1la5deuWYX1mZqZSu3ZtxcHBQQkNDTWsT0hIUBo2bKjY2toq58+fz3UsU/cx5xzZsrKylFatWimtW7dWnn32WQVQDhw4kO+4zMzMPOsTEhKUBg0aKIBy8uRJI16p/HXp0kUJDAw0e39FKdrrUNTjmLPPli1blPDwcEVRFGX27NkKoCxevLjAuEz9+V29erWye/fuPMfZvXu3Ymdnp3h7eytpaWlmH78gvXr1UoKDg5WsrCxFURQlPDxc0Wq1yuzZs3ONGzp0qFKzZk0lOTm50GPeT35flyxjr5tK2ty5cxWNRqN069ZN+eeff3JtO3z4sNKjRw9Fq9Uqc+fOtVCE1sVa3rfCLDy6UGm0pFGhS8PFjZTaH8xRAt/8Q6n/ZV9l6q7/KSeuxRW63I6X/xeEENZHr9crUSlRysEbB5Xlp5crM/bPUJ7/63mlw08dCvx/sPGSxkqfVX2Ul7e+rHz2z2fKHxf/UE5Fn1JSMlMKP6EQ4oGMvW4yO/kaGBioBAUFKdHR0eYeosyR5KvxTEm+FpRMzcrKUubMmWNIRNSuXVuZNWuWcunSpQKTr7t27VIee+wxxcfHR7G3t1fq1KmjvPPOO3k+lOc8Z0p6pvLv1Tjl+NU7yrFT53Ide+rUqQqQ7xIWFqZs375dAZSxY8fm+9xOnTqlAEq/fv0KfR1yJiF37dqldO7cWXFxcVG8vLyUoUOHKlevXs13P2Ofc87j79+/X+nVq5fi4eGhGPMdTGZmpjJr1iylVq1ahb4X6enpyueff6706tVLqVatmmJvb6/4+fkpTz75ZK5kkqIU/vqa8zzNMWzYMAVQ1q9fn2fbvHnzFEB5//33zR5vip9//lkBlP79++dav2nTJgVQRo4cWeA+b7/9dpH2Mecc2T788EPF3t5eOXnypDJ8+PACk68PMmnSJAVQ1q5da9J+ORVH8rUor0NRj1PUcxuTfC3On99evXopgHL48OFiP379+vWVwYMH51rn7++vjBkzxvB448aNCqBs2rTJqHjvJ7+vS5a1JPGysrKUp556StFoNIpWq1VcXFyUWrVqKS4uLopWq1U0Go3Sv39/RafTWTROa2Et71thIpMjlVPRp5RT0aeUeUfmKY2WNFIe/uHhXAmHLj93UUas/lgJfHulEvjmn0rgW2uVwCkr1L8XsszdfM7ST1EIIYyWMyn74+kflRn7ZyjDNwxXOv7U0aik7Nx/5ip/XPxDORl9UpKyQpjA2Osms9sO3L59m//+97/4+PiYewghHujFF1/k+++/p2bNmowbN460tDTmzp3L/v378x3/9ddfM3bsWLy8vHj88cfx8/Pj8OHDfPjhh+zYsYMdO3Zgb2+fZz8ne1squTtwKyGN2wm5++SEhIQQHh7ODz/8QJcuXQgJCTFs8/T0pGvXrgQHB/Pjjz/y6aef4uSU+3aORYsWATB69Gijn/fBgweZPXs2jz76KK+88gqhoaH89NNP7N27l8OHD1OpUqUiPef9+/cza9YsunbtyosvvsiVK4X3Phs1ahTLli2jdu3ajBs3jvT0dObNm8eBAwfyjI2NjWXixIl06tTJ0LPy8uXL/PHHH2zYsIHdu3fTqlUro15fc59nSEgIu3btYseOHbmOWZDbt28DULNmzTzbstdt376d6dOnmzXeFN999x0AL7zwQq71O3fuBKBXr1559slet2vXriLtY845AE6ePMn06dN59913adiwYZ7txkhLS2P79u1oNBoaNGhg1jGKi7mvQ3Ecp7jO/SDF+fNrZ2cHkOtW7uI6fvXq1fn3339RFAWNRsO1a9eIjo6mRo0aAKSkpDBmzBiee+65fF8vIbLZ2NiwevVqli1bxpIlSzh27BhXrlzB3d2dtm3bMnz4cJ577jlLhylMlH2brqIovLP3HQAmt5xMPe96RKVE4efsR3P/5sQkZRLWNJmXVxwlKgn61AvmhU41Gfi1eg2z6r/tcLzbhionfzeZYVwIUXZoNBp8nXzxdfKlTeU2hvXK3fYF2ZN7ZU/2dSnuEnHpcVxLusa1pGvsvLbz3rHQUMW1CnU86+Sa7Kume02c7aR1ixDmMDv5WrNmTRISEoozFlEOXbx4Md+JlPr06UPbtm3z7nDXzp07+f7772nSpAn79u0zTJQxZcoUmjZtmmf86dOnGT9+PE2bNmXr1q14e3sbts2ZM4e3336bBQsW8Nprr+V7Pj83BxLSstDdN9dPduLuhx9+ICQkJN/nMnr0aF5//XV+/fVXnn/+ecP6jIwMli1bRtWqVXnkkUcKfK7327RpE4sWLeI///mPYd2MGTOYOnUqU6ZMMSTnzH3OW7Zs4bvvvmPUqFFGxbNt2zaWLVtGy5Yt2b17tyHB/O6779KsWbM84728vLhy5QpVq1bNtf7UqVO0bduWKVOmsGXLFsC417eo760x/Pz8AAgLC6N+/fq5toWFhQFw/vx5s8cbKyIigm3btlG1alX69OmTa9uFCxcAeOihh/Ls5+Xlha+vr2GMufuYc46srCxGjBhB/fr1eeutt4x5moA68da8efPQ6/VERkby119/cfXqVaZOnZrv+fOT389LeHg4cXFx+W6bOHFirqR+Qcx5HYrrOMV17gcprp/fK1eusHXrVgICAmjcuHGxH/+FF15g0KBBdO3alVatWvHbb7/h5OTEsGHDAHj//fdJTExk7ty5hR5LCIDnnntOkqzl0D+3/+Fi3EWcbJ3oX6c/bvZuubb7u9vg7+7I/KFNeebbv9l46haPP1zZsD0pPYtmNbyw0Vp2MlghhCgJOZOyrSu3zrUtJjXG0Ec2Z1/ZO+l3uJ50netJ19l17d6X/jmTsrU8a6nJWQ+1p6wkZYUohLmltQsXLlT8/f2V27dvm3uIMkfaDhgv+7b+gpbPPvssz9ict66PHDlSAZTVq1fnOfbMmTPzjH/llVcUQNmzZ0+e8TqdTvHz81NatGjxwHOmZWQpGw8cVwBl8DPPGtYX1pM0KipKcXBwUDp16pRr/cqVKxVAeffddwt4lXLLPk/dunXz9J5NSUlR/Pz8FCcnJyU9Pd2s55x9/GbNmhkVT7YRI0YogPL777/n2ZZ9i7Ox/Xcff/xxxd7eXsnIyMgTV0Gvr6nPU1EUJSIiQjlz5ozRLQmWLl2qAEqnTp1yresboAAAqc9JREFU/buNjo5WgoKCFECxt7c3e7yxstsw5Pcz07NnTwVQLly4kO++tWrVynNOU/cx5xzTp09XbG1tlSNHjhjWGdN24P7/I+zs7JRPPvkk377LBXnQ/zH5Lcb24TXndSiu4xT13Ma0HSiOn9+MjAylc+fOCqAsXbq02I+f7euvv1aCg4MVFxcXpW3btsrevXsVRVGU0NBQxcbGRlm2bJmSlZWlvPnmm4qPj49iZ2en9OjRQ7l06ZJRx5ff1yXL0revHzhwQOnWrZvi5uamuLm5Kd27d1f+/vtvi8RSllj6fTPVpB2TlEZLGikz9s8odOyMdaeUwDf/VGq+lbvFQNtZW5UNJ26UQrRCCGH9olOilUM3DykrzqxQZh6YqYzYMELp9FOnB/bX7r2qtzJ261jlf//8T1l7Ya1yMuqkkpxR9PZwQli7Em878Nhjj7Fz507at2/P+++/T7NmzQqcIT77FkFR8fTu3ZuNGzeavN/x48cB6NSpU55t+a07ePAgABs3bmTr1q15ttvZ2XH27NkHntPBzgZ/d/UWs9RMHWmZunxvQ7ufr68vTz31FD/99BPnz583zJb83XffodFoclWwGqNDhw5oNLmrL5ycnGjRogUbN27k/PnzNGrUyOzn3Lp16zzrHiT7vWjfvn2ebfmtAzh27Bgff/wxe/fu5datW2RmZubaHh0dTeXKlfPd937mPE9T/88ZOnQoixcvZseOHTRu3Jg+ffqQmZnJ2rVrDW0ebGxszB5vDL1ez+LFi9FoNEZXJVva8ePH+eCDD5g8ebLJs8wHBQWhKAo6nY6rV6/y888/884777B//35WrlyZ74zk91MUJc+67FYW4eHhJsVTkRT151ev1zNq1Ch2797N6NGj81QSFue/j5deeomXXnop1zqdTsfo0aPp1q0bzz77LB9//DGfffYZn3zyCcHBwbz++uv079+fY8eOodVqTXlpRDly4sQJunXrRlravXZC27dvp2vXrhw6dMjsFinCutxKvsX2K9sBGFJvSKHjm1RTP6vo7/v1cSs+jTHLQ/nq2eb0aWTc9YkQQpRXPk4++Dj50CqgVa71sWmxhurY7BYGl+IuEZsWa6iU3X1td659qrpWVdsWeNxrX1DLo1axVMrq9DpCI0NztZqx0Zr2GUyI0mJ28jUoKAiNRoOiKIwcObLAcRqNhqysLHNPIyqo+Ph4tFotvr6+ebbl7HmaLTY2FoAPP/ywSOf1dLrbN1SBK7Ep1PF3NWq/F198kZ9++olFixbx8ccfc+XKFbZs2UKPHj0ICgoyKQZ/f/9812c/7/j4eMD855zf6/cgCQkJaLXafPs753es/fv3061bN0DtUfnQQw/h6uqKRqNh7dq1HD9+nPT0dKPPX1zv7YPY2tqyYcMG5syZw4oVK/jmm2/w8PDgySefZPLkyQQHBxtupTZnvDG2bNnClStX6N69e769MrO/3Mp+/++XkJCQ5wswU/cxdfzw4cOpXbt2vrf4G8vGxoagoCDeeustbGxseOONN/j2228ZM2aM2ccsKnNe6+I6TnGd+0GK8vOrKAqjR49m+fLlPPvss3z99dfFenxjzJ8/nzNnznDixAkAPvvsM5577jleeeUVAFxcXOjcuTNbt26VXrAV2Jw5c0hLS+Odd95h/PjxaDQa5s+fz6xZs/joo49YunSppUMUxeDX87+iU3S0CmjFQ14Pblmj0yvM3pD/F/EKoAGmrztNzwYB0oJACCHy4e3ojXeA9wOTsjnbGDwoKVvFpUqufrJ1POuYlJTdGrGVOYfmcDvltmFdJedKvNX6LXoE9ij6kxWimJmdfH3++efzVOcJUVw8PDzQ6/VER0fn+ZCePZlLTu7u7oCamHBzc8uz3VjZP9MajYa0TF2eCbgKEhISQt26dVm6dCkffvgh33//PXq93qSJtrJFRkbmuz77eWcnXsx9zqb+u3V3d0ev1xMTE5MnGZ7fe/Hhhx+Snp7O3r176dChQ65tBw8eNFTSmnJ+KPp7WxgHBwemTp3K1KlTc63PngCpZcuWRRpfmIIm2sqW3QP0woULtGjRIte2O3fuEB0dnacS2dR9TB2f/V46OjrmG3O7du0A+O233+jfv3++Y3Lq1asXb7zxBjt37rRo8tWc17q4jlNc5y6MOT+/er2eF154gcWLFzN06FCWLFlSYGVpcf/7yBYREcH777/P9OnTqVWrFgkJCdy6dStX5XX263b27FlJvlZge/bsoWPHjsycOdOw7oMPPmDXrl1FnrROWIcMXQarzq8CYGi9oYWOPxQWy834gq/rFOBmfBqHwmJpV1smFBZCCGMVlpS9f7Kv2LRYbiTf4EbyDfZc35NrnyouVe71k81RMZszKbs1Yiuv7nwVhdy3MUSmRPLqzleZGzJXErDC6pidfF2yZEkxhiFEbk2aNCE0NJQ9e/bw1FNP5dq2Z8+ePOPbtGlDaGgoBw8epGfPnkU+v7ODertCVGI6GTp1nU6ne+A+o0ePZvLkyfz+++8sXrwYX19fnnjiCZPPvW/fPsPs3tlSU1M5cuQITk5OhrYGxf2cC9KkSROOHj3K/v376devX65t+/fvzzP+0qVLeHt750m8pqSkEBoammd89u3HBb2+pfU8C/Ljjz8CMGRI4bczmjMeICYmht9//x1vb2+efPLJfMd06dKF2bNns3nz5jzH3rx5s2FMUfYxdXxBLTV2797NhQsX6NevH35+fkZXf9+4cQPAqJYDJcmc17q4jlNc5zZXQT+/OROvgwcPZtmyZSa31njQ8Y01duxYgoODmTRpEnCv9UTOavrs28zlC+KK7fbt2/n+nLVt25bDhw9bICJR3DZHbCY2LZZKzpXoWr1roeMjE437Qt3YcUIIIR6soKTsnbQ7eapkL8VdIiYtxpCU3Xt9b659/J39qeJShaquVdl5bWeexCtgWPfBwQ8IcAlAq9Hi5+SHn7P5d1wJUVykGZqwSs8//zwAM2bMIDk52bD++vXrzJ8/P8/4sWPHYmtry/jx47l69Wqe7XFxcRw9etTo89vbaPFyVlsQpNs4AXDt2rUH7jNixAgcHByYMGECV65cYfjw4djb2xt9zmznzp3j+++/z7Xuk08+ISoqiqFDhxqOWdzPuSDZM4vPnDkzV++8W7du5fteBAYGcufOHU6dOmVYp9PpmDx5MlFRUXnGe3t7AwW/vuY8zytXrnD27FlSUlKMeIaqhISEPOtWrVrF999/T6tWrfJ8CWDq+EuXLnH27Nk8/W8Bli1bRkZGBs8++ywODg75xte9e3dq1arFihUrOHbsmGF9YmIiM2fOxNbWlhEjRhRpH1PHL1q0KN8luzLz7bffZtGiRTRt2tSwz7Fjx/K9pT42NpYpU6YA8Mgjj+T7Ghhj586dRe73as5rnd/7WxrvmblM+fnV6/X85z//YfHixTz99NMsX7680MSrqf8+jPHzzz+zadMmFi1aZDi/h4cHlStX5s8//zSMW7duHQD169c3+Ryi/MjMzMTVNW/rIFdX13z/HxZlz09nfwJgUN1B2GoL/9LO3y3/uzTul5yexcnr8SYtkUbeKSWEEAK8HL1oGdCSwfUGM6XNFL7r/R07B+9kz+A9LO69mPfavsfQekNpE9AGH0f1ToTIlEiORR1jfdh6kjOTH3j8mLQYhq4fyuA/B/Pevvf47cJvbA7fzL7r+zgWeYwLdy5wI+kG8enxZOrlmkCUDsuWFwlRgJCQEEaOHMnixYtp3LgxTz75JOnp6fzyyy+0bds21wdtgEaNGvHll18yZswY6tatS9++falduzYJCQlcvnyZXbt2MWLEiHz7ExakiqcjyelZVKtZh0oBlfn5559xdnamWrVqaDQaxowZk6v3oo+PDwMGDGDFihVAwbePF6ZXr16MHTuW9evXU69ePUJDQ9m0aRPVq1dn1qxZJfqc89OjRw+GDRvGjz/+SOPGjXniiSdIT09n5cqVtGnThnXr1uW69Xj8+PFs3ryZjh07MmjQIBwdHdm5cyfXr18nJCTEcNtxtnr16lGlSpUCX19znufzzz/Prl272LFjByEhIUY9zzZt2lC9enXq16+Po6Mjhw4dYufOndSqVYtff/01T7LJ1PHdu3cnIiKCsLCwPJWghbUcALUadNGiRfTu3ZtOnToxdOhQ3N3dWbNmDWFhYXzwwQeGqmhz9zHnHKZasmQJixYtomvXrgQGBuLi4kJERATr168nKSmJAQMG8Mwzzxh1LFN7zU6cOBFPT89Cx5nzOuT3/pbGewZqEnzvXrU6ILsP6qJFiwz/1vr375+n7YMpP78zZsxgyZIluLq6EhwczAcffJDnNevfv3+uJLup/z4KExcXx8SJE5k0aVKeyd1effVVXn/9dfr06UOdOnVYvHgxTZs2pXv37iadQwhRdpyKOcW/Uf9ip7VjwEMDjNqndU1vKns4cis+LZ96KZWLvQ1TfjtpcjwTuj/EpJ5F+/0ohBAVnaejJy0DWtIyIHd7qri0OI7cPsLJmJMcunmIf6P/NfqY+27sY9+NfQ8c42DjgIudi2FxtnXG1d4VF1sXnO2ccbVzVdcb8Xd7G9OLr0TFUKTka2JiIl988QVbt27lxo0b+U6io9FouHTpUlFOIyqob7/9luDgYL799lu++OILqlWrxquvvsqgQYPyJF9Bve2/adOmzJ07l927d/PHH3/g4eFBjRo1mDRpEsOHDzfp/DZaLdW8nbkclcSn3yzl609msmzZMhITEwH1ttn7J74ZPnw4K1asoGPHjtSrV8+s592uXTveeecd3n33XebPn4+9vT3/z96dx0VV9X8A/9zZZ4BhXxUBEU3E3FFTEnIjy/IpNU3LpazUn6W2WGahaW71aD1m2pMppmZp+lhm7oK4oSZqKpqoLG7Ivg6z398fwwwMM8AMMDDA9/16jQ7nnnvvuWe2O98593vGjRuHlStXmkxw1dDHXJ3Y2Fg89thj2LhxI9asWYO2bdti9uzZGDx4MPbu3WvIywoAzz77LH799VcsXboUW7duhUQiwVNPPYX//e9/+Oyzz0y2zeVysXv3bsybN6/a/m2M43zppZewe/duJCYmQqVSISgoCAsWLMD7779vdHx1rV+dc+fO4erVqwgPD0fXrl1rrBsVFYWTJ08iJiYGO3bsgFKpRJcuXbB48WLDCOX6rlOXfVhj9OjRKCwsRGJiIhISEiCTyeDm5oaBAwfi1Vdfxbhx4yy+XHzRokVW7Xvy5MkWBV+BhuuHxnjMTp48ic2bNxuVnTp1CqdO6U40AwMDTYKv1jx/9SOJS0pKqp34LjAw0Cj42lCvD733338fEonE7GM+Z84c5OXl4YcffsDx48cRGRmJdevWUdoBgq1btyIxMdGo7NatWwCAESNGmNRnGAb79u1rlLaR+vn5xs8AgGGBw+Autiw/K5fDIGZkKKZvTQIDmA3A8nkcbBzfA17SilGycpUGo9efAQD8+lZ/iPimPx55OZm/aoUQQkj9uYhc8Ljn4/B19IWfg59Fwdd+vv0g4UnAgoVaq0apqtTkptQqAQAKjQIKjQJ58rx6t5XH4ZkEZSV8CRx4DnAUOELCk8CB71BRXinoW/Um4orofLYFYVh9wjQrZWdn44knnsDt27chlUoNMzArlUqUlZUBAPz8/MDn85GamtqgjW4q+mMsLCys8cujXC5HamoqgoKCqp2IhjQfDwvLkF2sAI/DQYi3I/jc6rN1rFy5EvPmzcPmzZsNqRMsFR8fj6ioKMTExNRr9vjGtGHDBkybNs0wMpUQQpoT+ry2LUvPm2yhusngasIwTK353VuDpnzcLFEgL8DgnYOh1CqxdcRWdPPsZtX6B64+RMzv1/CoqGLQiLdUCJYFsooV8HcT45c3+sPPRZd2SqZUI/TTgwCA5M+GQyKgCwcJIaSxfXvpW6y7vM7q9aZ3m44Z3WeYXabSqHSBWLVpYNaam0wtQ5m6rL6HaILLcCsCtDwHOAjK/68hYFvdTcwTg8O0jqyjGq0GSVlJyJZlw1PiiZ5ePcHlWD9XhaUsPW+q89nDwoULcfv2bfz444+YMGECuFwu5syZg08//RTnz5/HrFmzwOPxDBOEENJceUtFKJarIVdpcD+/DAHuErO/QMnlcqxduxZubm4YM2ZME7TUdjIzM+Ht7W103Pfv38eSJUvA5XLx7LPPNmHrCCGEEGMt5Yf/xrR27VqsXbvW7gPQu2/thlKrRKh7KB73eNzq9aPDfDGggwe6LtR9R4md0gcRIZ7IKpZj3H8TkZ4rw/jvE/HLG/3h40w/yhBCiD0Y03EMIv0jAQBnH57Fqgurqq07t9dc9PXtCwDwFFc/2Rafy4cL1wUucKl3+9RaNWRqGWQqGUqUJRYHdGUqGUpVpShRlejul68HABpWg2JlMYqVxfVuHwPGMALXXBC3ahqFqqNzjZbxHGwazKyPI+lHsPzccjySPTKUeUu88WH4hxgSMKQJW1aP4Ouff/6JwYMHY+LEiSbL+vTpg/3796Nr165YuHAhVq5cWa9GEtKUOAwDf1cJbmWXoEiuQr5MCTeHisvLTp48iePHj+PgwYPIyMjA8uXLIRaLm7DFDW/58uXYt28fIiIi4OXlhYyMDPzxxx8oLi7GwoUL4e/v39RNJIQQQgwCAgKaugnNzsyZMzFz5kzDCA57pNFq8MuNXwAA4x8bX+fLMbmcivXCg9zA5TDwdRZj+7R+eOm/ZwwB2J/f6AeJoOIL5rnUPESEeBqtTwghxPY8JZ7wlOgCqaHuofB38jcJsvlIfDAvfF6TBNl4HB6kAimkAingUL9taVktytRlxkFZC+8bbupSlCp1/2tZLViwhmVogEG6Yp7YkBvXXCoFa+7zOfz6Nwi6wOvc+LlgqyQWypJlYW78XKyKXNWkAdg6B18fPnxoNLqPy+Ua0g0AgKurK55++mns3LmTgq+k2RMLuPCRCvGwUI4HBXI4CHkQ8rhgWRZ/HjiEZZ8vhruHB2bPno133323qZvb4KKjo5GcnIx9+/YhPz8fIpEIjz/+OGbMmGHx5EiEEEIIIfWRcC8BD0ofwEXogujA6Abfvp9LeQD2u0Sk5pTiuW9OQqutWD5503n4OosQMzIU0WG+Db5/QgghlhkSMARR/lGNenl5Y+EwHMOIVC941WtbLMtCrpHXPa1CpSBuqaoUaq0aAFCmLkOZugy58tx6H6+AIzAK4lpzU2qUKFOXQcQVYXHiYpPAKwBD2ZLEJfBx8AGH4cBTXBHMbyx1Dr46OztDpVIZ/nZ1dcW9e/eM6kilUjx69KjqqoQ0Sx6OQhTJ1ShVqHE3rwyejgI8KJRj3FtzMe6tuQAAPpeDUpUWznV4ZUVGRqKOKZhtLjo6GtHRDf8lhxBCCCHEUttvbAcAvBDyAkQ8y1ICZBXJkVVsPCmwXFWRWiH5QZHJJFqLnuuCd3deMsoLq5dZKMf0rUlY/kJXdGlj/QhhLyeh0YRehBBC6obL4aKPT5+mboZdYxgGYp4YYp4YHmKPem9PqVGiRFViSJlg1X21LiWDTK0bpavQ6D5jlVol8uR5yEP9JzyrSa48F+P3jQdQcy5gW6lz8LV9+/aGGZABoEePHjh8+DDy8vLg5uaGsrIy7N27F+3atWuIdhLS5BiGgb+rGCmPSiBTqpGepzapo9JokZ4rQ4A74CwWNEErCSGEEEJantTCVJx5eAYchoOxncZavN62sxn4+mhKtctHrz9jtrxyuoHKWAAMgMX7rqNEYXouWJt3BodgztCOVq9HCCGENDUBVwA3rhvcRG713pZKq7IqpULlvLj6IG6xstgokFubt3u8jQFtBtSYC9hW6hx8HTZsGFavXg2ZTAaJRII333wTo0ePRrdu3dCvXz8kJSUhLS0Nn3/+eUO2l5AmJeBx4esiwr38mhOlPCiQQyri1zkXGSGEEEIIqZi1+IcrPwAAnmzzJNo4trF4/Ql922FoqLdV+/z7XgHm/+9qtctZACUKNZb+KwyPt3UxlMtVGkMw99e3+puMqAV0I18JIYSQ1o7P4cNZ6AxnYd3zzGfLspFdlo2rOVexOHFxrfVdhC513ld91Tn4+tZbbyE0NNQQfH3hhRfwxRdfYMmSJdi1axfEYjHmzp2L999/vyHbS0iTUWm0UGu0sCQzgEqjRV6pEhIBFzwuB3wux/YNJIQQQghpxvRfovTOPjyL2GuxyJNXXIp4IesCNl3dZJjJGkCNudu8pCKrL/O/nV1iUT0HIQ9hlVIPyJQVI2FD/aSQCOr8VYsQQgghtdh5cyfWXV5ncf3PEj8D0MzSDvj6+uKll14yKnv33Xcxe/Zs5OTkwMvLi0b9kRYlu1iBnBLLhrMDwP0C3ehYD0ch/FzEtmoWIYQQQkiLYMmXqGJlMVZdWGVU1tBforycLAvWWlqPEEIIIQ1vTMcxiPSPBKD7wbbq+UFlc3vNNfxw26zSDlSHy+XC29u6S3sIIYQQQgghrZv+S5SW1WLm0ZlGI16rche545vB3xhmLW5I4UFu8HUWIbNQbmbeZB03BwHCg+qf844QQgghdeMpqbjyJdQ9FP5O/lh+bjkeyR4Z6vhIfDAvfB6GBAxpqmYCsEHwlZCWytNJCFcJHyyAtBwZ1FpttXV5HA4CPSRgAPAo5QAhhBBCSK30X6LOZ56vMfAK6GYtLlOX2WSmay6HQczIUEzfmgQGMBuALZAp8dul+3ihZ9sG3z8hhBBCrDckYAii/KOQlJWEbFk2PCWe6OnVE1yO+Uk0G5NVwdfQ0FCrd8AwDK5du2b1eoTYG36l3K1tXEVIz5VVW7eNq4jyfBFCCCGE1EG2LLv2SlbUq4voMF+sm9gTMb9fw6OiirRTvs4itHUV43xaPubuuIycEgXeeDLYZu0ghBBCiOW4HK5NfpitL6uiQzdu3ADDMGAtmXGIkBbMWSxAgDvwoEAOlcZ4BKyYz4WDkAKvhBBCCCHW0E+4Vaoqtah+qaoUybnJNU64VR/RYb4Y0MEDXRceAgDETumDiBBPMAA+//M6fjiZiqV/3kB2sQIfPd0ZGm3Fd6RzqXmICPEEl0NzYBBCCCGtndURIh6PhxEjRmDKlCl49tlnweHQJdWkdXIWCyAV8VGq0ECt1UKu0iKnRIEylQa3s0oR4C6BiN/0w9sJIYQQQpoDe5y1uHLwNDzIzfD3J8+GwlsqxNI/b+D7E6m4fLcA6XkVV0VN3nQevs4ixIwMRXSYr03aRgghhJDmwarg699//40NGzbgp59+wu+//w4vLy+8+uqrmDp1Kjp16mSrNhJitxiGgaOo4mXkLOYhLVcGhVqD21kl8HeTQCrmN2ELCSGEEEKah+Y0azEAvPFkMNwdhHj/18s4l5ZvsjyzUI7pW5OwbmJPCsASQgghrZhVw1bDwsLw1Vdf4f79+/jll1/Qo0cPrFq1CqGhoXjiiSewYcMGlJSU2KqthNg9sYCHDl6OcBDwoGFZpOWWIqtYTqk6CCGEEEJq4SnxRKh7KELdQzElbApWPrnSpI6PxAerI1djStgUQ11bpByw1KgebeBczQ/t+rO/RXuTjVISEEIIIaR1qVPOAD6fj9GjR+PPP/9Eeno6PvvsM+Tk5OCNN96Aj48PJk+ejHv37jV0WwlpFvhcDoI8HeDmIACgG/VwN68MWjrpJoQQQgixWLCLbiIrMVeM5RHLsXH4Rhx48QCGBAxp4pZVOJeah3yZqtrlLICHhXKcS81rvEYRQgghxK7UO2Grn58fPv74Y9y8eRMHDhyAq6srtmzZgqSkpIZoH2lllEolFixYgODgYAgEAjAMg/j4eKSlpYFhGEyePLne+4iNjQXDMIbbuHHj6t/wKjgMg7auErRxEYMBg4IyJW5nl0Cp1ta+so3cunXL6LgDAwObrC2EEEIIIbW5U3gHABDiFoJn2j+DPj59wOXYLp9+VpEcV+8XGt2SHxQZlic/KDJZnpRhmm7A7LaL5Wa3b8ktq0huq0MmhBBCSCNokCnZL168iI0bN2L79u3Iy8uDj48P2rRp0xCbJs3cBx98gC+++AJnz55FeHh4rfW//PJLfP7554iMjMT48ePB4/FqDBLGx8cjKioKMTExWLhwoVVte/7559G9e3eEhYVZtZ413B2FEPK5yMiVoUylwa2sEqRfPY8Rw4fUqc314ebmhpiYGADAV1991SDb3Lp1K06cOIELFy7gypUrUCqV2LRpk9VB8oKCAnz66ac4f/48UlNTkZ+fDw8PD3Tq1AkzZ87ECy+8AIZp+tmCz58/j5iYGJw5cwZKpRJdunTB7Nmz8fLLL5vUbQ7HdP/+fezcuRN//vknbty4gczMTLi5uWHAgAH44IMP0Ldv3zpve+XKlZg3bx4A4MyZM+jXr59N1rE1ax5zW/YnIYS0RqkFqQCA9s7tG2V/285m4OujKdUuH73+TJ237eUkqnX71XlncAjmDO1Y530TQgghpGnVOfial5eHbdu2YePGjfj777/B4/EwYsQITJ06FSNGjACXS7O8EyApKQlcLhddu3a1qP6ff/4JR0dHHDp0CHx+Rf4slUqF69evw9nZucHaNmrUqAYZSVsbRyEPHbwckJYrg1ylwcPCMpvv0xw3NzdDsDc2NrZBtrlgwQKkp6fDw8MDvr6+SE9Pr9N2cnJysHHjRvTr1w+jRo2Cm5sbsrKysHfvXowePRrTpk3Df//73wZpc13Fx8dj+PDhEAgEGDduHJydnbF7925MmDABaWlpmD9/vlH95nBMa9aswYoVKxAcHIyhQ4fCy8sLKSkp2LNnD/bs2YPt27dj7NixVm/3+vXr+PTTT+Hg4IDS0lKbrWNr1j7mtupPQghprfQjXxsr+DqhbzsMDfW2ah2NlsW0H/9CdrEC1SWY4nMZtHEVm92+XKUxBHV/fas/RHzT71BeTkKr2kQIIYQQ+2JV8JVlWRw8eBAbN27E3r17oVAo0KVLF3zxxRd45ZVX4OnZdMnuiX1KSkrCY489BrFYbFH9Bw8ewN3d3SjwCujyDD/22GO2aGKjEPC4CPZ0xL18meHEvEiugpZlwbGDEZ11tWHDBoSEhCAgIADLly/HRx99VKftBAUFoaCgADye8VtScXEx+vXrh++//x7vvPMOunTp0hDNNoiMjERaWhrS0tJqrKdWq/H666+DYRgkJCSgR48eAICYmBj0798fMTExGDNmDEJCQhrtmCxte03Cw8ORkJCAiIgIo/ITJ05g8ODBmD59Op5//nkIhZZ/6dNoNJg0aRK6deuGjh07YuvWrTZZp65s+Zjboj8JIaQ1a+zgq5dUBC+pyOr1Pnu+C6ZvTQIDmA3AqjQsRq09hf+M64GBIR5Gy2RKteF+qJ8UEkGDXJhICCGEEDtiVc7Xdu3a4ZlnnsGRI0cwefJknD17FleuXMHcuXMp8EqMzJo1CwzDID8/H9euXTPKNWou6LFw4UIwDIPU1FSkp6cb6kZGRgKA2ZyvCxcuRFRUFABg0aJFte7DGmq1GsuWLUNwcDBEIhE6dOiAZcuW4c6dOybtUCqVWLNmDYYPHw5/f38IhUJ4eXnhhRdewMWLFw31uBwGG/+zEq+PHQkAWL1iKbgcTrVtTkhIwMiRI+Hh4QGhUIiQkBAsWLAAMpnMpL27du3CoEGD4OXlBZFIBH9/f0RHR2PPnj316ofaDBkyBAEBAfXeDpfLNQlSAoCTkxOGDx8OQJeztipr+qg+jh07htu3b+Pll182BOH07fvkk0+gVquxadOmBjmmxvTCCy+YBAoBICIiAlFRUcjLy8OVK1es2uaKFStw+fJlbNy40eIrIKxZx54fc1v0JyGEtFYarQZphWkAGi/4WlfRYb5YN7EnvKTGP675OouwZFQYwtpIkVeqxKsbz+Lb+FtgWZqElRBCCGlNrPpp9f79++Dz+ejWrRvS09MN+SNrwjAM9u3bV+cGkuapf//+ePToEXbu3IkRI0agT58+AAAOh2M2WKcPsupzkc6ePRsAasz3qh/BtnnzZgwaNMiwDQBwcXGpV/unTp2KLVu2IDg4GDNnzoRCocBXX32FM2dMc33l5eVh9uzZiIiIwIgRI+Dq6oo7d+7g999/x/79+5GQkGA4/qioKKSnp2Pz5s3o3W8AevcfCC7DwFnCN2rz+vXrMWPGDLi6umLkyJHw9PTE+fPn8fnnnyMuLg5xcXEQCAQAgHXr1mHGjBnw9fXFv/71L7i7u+Phw4c4d+4c9uzZg1GjRll83JGRkTh+/Dji4uKM+rOpyOVyHDt2DAzDIDQ01GiZNX1UX/Hx8QCAYcOGmSzTlx0/ftyibdV0TPZEP/rcXAC5OlevXsWiRYuwYMECi0f0WrNOc33Mgbr1JyGEtGYPSh5AqVVCyBXCz9GvqZtTq+gwXwzo4IGuCw8BAGKn9EFEiCe4HAaje7XFp79dxY6/7mHlgX9wKaMAX47tBqmID422IhB7LjXPsA4hhBBCWg6rvwWqVCqrvnA29YQypGm8/PLLSE9Px86dO/HOO++YDWBUFhkZicjISEMuUksmotIHBzdv3ozIyMgGm7zq6NGj2LJlC3r37o2EhARDyoQFCxYYjYDTc3V1RUZGhskkc9euXUO/fv0wf/58HD582KTNw4c8hYkz34NSrQWHYcAIdPtJTk7GrFmz0L17dxw5cgRubm6Gbeov7V+zZg3effddALpL/wUCAS5fvmwyAj03N7dB+qSxFBQU4KuvvoJWq0VWVhb+/PNP3L17FzExMUaXd1vbR/WVkqKbHKNyG/RcXV3h4eFhqFPXY6qJued2WloaCgoKzC6bPXt2vX6AyMjIwJEjR+Dj42Nxvma1Wo3Jkyejc+fO+PDDDxt8neb0mFdVl/4khJDWTp9yIFAaCC6necwlUTloGh7kZvhbxOdi5ehu6NnOFZ/+dg2Hkh/h+W9OYWK/APw34bZhncmbzsPXWYSYkaGIDvNt9PYTQgghxDasCr6mpqbaqh2kBbp06RIAoHv37k3aDmvp801+8sknRrlqfXx88M4775jkNRUKhSaBVwDo0qULoqKicPDgQahUKpM8tjwuBx08HZGRJ0OJQo30PBm8VFqsX78earUa//nPf4wCTADwwQcfYNWqVdi+fbtRkInP55tsHwDc3d2tOvYff/wRMpkM7dq1s2q9hlJQUIBFixYZ/ubz+fjiiy9MAmrfffed1X1UH4WFhQBQ7YRvUqkU9+7dM7vM0mOqSeX1LVk2efLkOgdfVSoVXnnlFSgUCqxcudLi1AFLly7F5cuXcfbsWbPPxfqu05we88rq2p+EENLa3S7UBSXtPeWANcaFt0NnXylmbEtCak4pFv+RbFIns1CO6VuTsG5iTwrAEkIIIS2EVcHXhsjtSFqPixcvws/PD15eXk3dFKtcvnwZAPDEE0+YLDNXBugCzStXrsTJkyeRmZkJlUpltDwnJwe+vqYn0DwuB0EeDnhYKEdOiQJZxXIknNKlNjhw4ACOHDlisg6fz8eNGzcMf48dOxYffvghwsLCMG7cOERGRmLgwIF1Cr41VdBVLzAwECzLQqPR4O7du/j555/x8ccf4/Tp09ixY4fhku3ExEQAlvcRUPMofHPLUlNTa0x7YSlLj6km5nLDNcSEW1VptVpMnToVCQkJmDZtGl555RWL1rt8+TKWLFmC9957Dz179rTJOs3pMdera38SQggB7hToRr4GuQQ1cUsaVjd/F+yZOQADVhyDUq01Wc4CYAAs2puMoaE+lIKAEEIIaQEo+RyxiZKSEty6dQsjRoxo6qZYraioCBwOx+yoUW9vb5Oy06dP46mnngKgywUZEhICR0dHMAyDPXv24PLly1AoFNXuj2EY+LmIIeZzca+gDPl5eQCAzz//3KL2fvDBB3B3d8f69euxatUq/Pvf/waPx8OIESPw1VdfISio+X1p4XK5CAwMxIcffggul4sPPvgA33//PaZPnw5Al2cXsLyPAJjNUR0bG4uCggJDjuHKKgev9aMf9aMhqyoqKqp2hKRebcfU1FiWxbRp07B161ZMnDgR69evt3jdSZMmITg42KrUH9au09we8/r0JyGEECC1UHfFXUsa+ap3K6vEbOBVjwXwsFCOc6l56B9s3VVMhBBCCLE/FHwlNnH58mWwLGs2R6q9k0ql0Gq1yM3NhYeHh9GyR48emdT//PPPoVAocPLkSQwYMMBoWWJiomEkbW1cHQQQ8jlwdHICAJz95y46t/OGk6jmy7EZhsHrr7+O119/Hbm5uThx4gS2b9+OHTt2ICUlBVeuXGnWlzoPGzYMH3zwAeLj4w2BSqlUCkAXAHMq76/amAvyxcfHIy0trdYAoD7vZ0pKCnr16mW0LD8/Hzk5OdWOijbH3DE1Ja1Wi9dffx2bNm3C+PHjERsbCw6HY/H6+ue4SCQyu7x///4AgP/973+GCeCsXac5Peb17U9CCGntWJY15HxticHXrGK5VfWyiuTIKq7+h/zqeDkJ4SU1/zlLCCGEkMZDwVdiE3///TcAoFu3bjbdjz6oqNFoGmyb3bp1w8WLF3H69Gk899xzRstOnz5tUv/27dtwc3MzCbzKZDIkJSVZ1WaJgIeIAf2RfOUyLv51HmJJFHycxfBwFFg0eZ27uztGjRqFUaNGIScnB8eOHcOtW7fQqVOnWte1Vw8ePABgPEt83759kZSUhMTERAwdOtTmbRg0aBCWLVuGQ4cOYdy4cUbLDh06ZKhjKXPH1FQqBwpfeuklbNmyxepg/WuvvWa2PCEhASkpKXjuuefg6elpdEm/tes0l8e8IfqTEEJau+yybJSoSsBhOAiQtry0Z15OlgVE9fW2nc3A10ctm+SxsncGh2DO0I5Wr0fqjgLlhBBCzGn6b/6kRcrNzQUAODo62nQ/+ol3LJn4xlITJkxAbGwsFi9ejGHDhhlG5mVmZuLrr782qR8QEICbN2/i2rVr6NKlCwBdYPW9995Ddna21W3+v5kz8cOGDfgi5kN8u20XWLSFXKVBGxcxOBwGBQUFSE1NNYwqPnjwIAYPHmwUyFOpVIbLtCtPGlabjIwMw4RbEonE4vWscfv2bahUKgQHBxsmWbp06RKCgoJMLuPOy8vD/PnzAQBPP/20oXzGjBn4/vvvMWvWLBw+fBj+/v5G61Xto/oaPHgw2rdvj59++glvv/22YRK54uJiLF68GDweD5MnTzZax9pjslZ8fHyd19XTarV47bXXEBsbizFjxmDr1q21BgrNPX4bNmwwW3fy5MlISUnBRx99hH79+hkts3ad5vCY16U/CSGEmNKPevV38oeAK2ji1jS88CA3+DqLkFkoh2lWdx13BwHCg3TnjBP6tsPQUOPUV3KVBqPX6+YJ+PWt/hDxTT9vvJyEDdpuUjsKlBNCCDGHgq/EJvQBkFmzZmH06NEQCoUYPHgwIiIiGnQ/jz32GPz8/PDzzz9DIpGgbdu2YBgG06dPrzUHZ3WGDBmCCRMmYNu2bejatSuef/55KBQK7NixA3379sXevXuNLiGeNWsWDh06hIEDB2Ls2LEQiUSIj4/H/fv3ERkZaRIkq63NYWFh+PbbbzF9+nSMigzHgKihaBsQCIWsFDkPMpCQkIDJkycbcki+9NJLkEgkGDhwIAICAqBSqXD48GEkJyfjpZdesmoSrVdffRXHjx9HXFwcIiMja62/YcMGnDx5EgBw5coVQ5n+mPWjcCsbPHgw0tPTjSY3io2NxYYNGxAVFYWAgAA4ODggPT0d+/btQ0lJCV588UW8/PLLhm1U7qNOnTphxIgRCA4ORlFREe7cuYPjx48b9VF98Xg8bNiwAcOHD0dERATGjx8PqVSK3bt3IzU1FUuWLEHHjsYnzNYeU02syaUKALNnz7ZowrXPPvsMsbGxcHR0RMeOHbFkyRKTOqNGjTIEHgHzj19jaA6PeV36kxBCiCnDZFvO9pu33twIR7mq4qqm5AdF1QZEvaQixIwMxfStSWAAswHYgjIl/rzyECO7+cFLKjIZFSlTqg33Q/2kkAjoa509oEA5IYQQc+hTmtjEM888g2XLluG///0vvvzyS6jVasOo0IbE5XKxe/duzJs3D1u2bEFxcTEAYNy4cXUOvgK6wNljjz2GjRs3Ys2aNWjbti1mz56NwYMHY+/evYb8kwDw7LPP4tdff8XSpUuxdetWSCQSPPXUU/jf//6Hzz77rE5tnjZtGrp3745Vq1bh+PEExB/eDycnKXzbtMX/zXoHr782xbC9ZcuW4cCBAzh37hz27t0LBwcHdOjQAd999x2mTp1a5z6wxMmTJ7F582ajslOnTuHUqVMAgMDAQJPgqzmjR49GYWEhEhMTkZCQAJlMBjc3NwwcOBCvvvoqxo0bZ5J2oXIfJSQk4Pfff4ezszPatWuHOXPmYNKkSQ12nAAQFRWFkydPIiYmBjt27IBSqUSXLl2wePFiTJgwoUGOqTqLFi2yqq2TJ0+2KPialpYGQDdBXnUTWQUGBtpNsNDeH/Pm1p+EEGKvmkO+19pGOOqDbVXpRzhGh/li3cSeiPn9Gh4VVQRxfZxF8HMWISmjAG//fBE5JQpMGWC/QWhizFygvFiuMtwvUajRo50ruBzLzgEJIYS0DAzLstVd7UKq0M9uXVhYaBR8q0oulyM1NRVBQUHVTiZDmk5sbCymTJmCTZs2mVw2XJsNGzZg2rRphhF4jUWh1iA9Vwa5SgOGYdDWRQxXh7pfhqcfsagPFhFCSGtEn9e2Zel5E7Ev9vC4vXbwNZzLPIclA5bg+Q7PN0kbatNQuT2L5Sp0XajLJR47pQ8iQjwBAJ/tvYbNZ9IBAG8NCsa86E5GP9rKlGqEfnoQAJD82XAa+WqnDlx9aBJg93XWjXyODvNtwpYRQghpCJaeN9GnNGm1pkyZgilTpuCll17Czz//bLQsMzMT3t7eRie59+/fx5IlS8DlcvHss882aluFPC6CPR1xN0+GIrkKd/NlKFNp4Osssnj05K1btwwzuAO6XLWEEEIIIfZGP/I12CW4iVtSPXMjHOui8gjI8CA3w98Ln+sCL6kIXxz8B+uP30ZWsRwrXnwcfC6nuk0RO3Pg6kNM35pkklYis1CO6VuTsG5iTwrAEkJIK0HBV9LqdO/eHTExMYa/w8LCTOosX74c+/btQ0REBLy8vJCRkYE//vgDxcXFWLhwoclkP42By2EQ4C7Bo2IFsorkyClRQK7SoJ2bBDwLTsTd3NyMjtuSy9IJIYQQQhpToaIQOWU5AOw756utMQyDmVEd4OUkxIe7r2B30n3klCixbkJPOAh50GgrQnrnUvMQEeJJl7LbEY2WxaK9yWbz+bIAGACL9iZjaKgPPW6EENIKUPCVtDrdu3evNedidHQ0kpOTsW/fPuTn50MkEuHxxx/HjBkzLJ4kyRYYhoGPVAQxj4O7+WUoUahxK7sEge4OZpP3V+bm5mb1xE2EEEIIIY0ptTAVAOAt8YYD36GJW9P0xvT2h4ejEDO2JSHhZjbGf5+Iif0C8O9D/xjqTN50ni5ltxMKtQa3s0rx55UHeFgor7YeC+BhoRyTN51DZ18p3BwEcHcQwN1RAHcHIdwcBPBwFEIsqPn8nhBCSPNAwVdCzIiOjkZ0dHRTN6NazhIBBDwu0nNLoVRrcSurBO3cJJCK+U3dNEIIIYSQOmsOk201tqjHvPDTtL6YGnsef98rxAe//m1Shy5lb1xqjRZpuaW4+agE/2QW4+Yj3S0tV2Y0Krk2J1JycCIlp9rlYj5XF5B1FOqCsw4CuDkK4FEeoHV31AVp3RwEcHMQ1DoYgxBCSNOg4CshzZRYwEUHL0ek58lQqlAjLbcU3lIRvJyEFueBJYQQQgixJ3cKyoOvLi0v+Gpuki65SmO4n/ygyGzwzMtJiB7tXPHLm/3x9FcJ0JiJ7dGl7Lah1bK4my/DP5nFSMmqCLTeyS6FUqM1u46TiAdfZxFuPiqpdfvjw/3hKOQht0SJ3FIlcksVyCtRIqdUCaVaizKVBvfyy3Avv8yi9joKeXB3FJSPpBVWjKZ1rLivH1XrKhFAwLOvHMINNZEdIYTYGwq+EtKM8bgcBHk44GGhHLklCjwqkkOu0qCtq4ROugkhhBDS7LTkka/bzmbg66Mp1S4fvf6M2fJ3BodgztCOyC1Rmg286ukvZT+Xmof+we5Wt681B75YlsXDQjn+eVSMm5nFuPmoBDcfFSMlqxhylfkgq0TARYiXIzp6O6GTjxNCvJ3QydsJ3lIhtCwwcMUxZBbKzeZ9ZQD4OIuwZFRXs+fsLMuiVKlBbolCF5QtURrdzyutVF6qQG6JEmotixKFGiUKNdJzZRYdt1TEM4yc1QVmhfDQB28rBWzdHYRwlfAtmmeiPmp7jVRH/xohhBB7RcHXxsSygMqyD8ImxZcANHKy2eAwDNq4iCHmc3C/QI7CMhUU6hIEuksg4NGlR4QQQgixL9mybGSXZRuVaVktrudex+Xsy4ay5NxkozqeYk94SjwbpY22MKFvOwwN9bZ6PS8nIQAgq7j6HKKVWVqvqtYQ+GJZFtklCqRUSReQ8qgExQq12XUEPA46eDqio7cjOvroAqwdvZ3QxkUMTjWDHbgMEDMyFNO3JoEBjAKw+jViRoZWO1iCYRg4CnlwFPIQ4F577mOWZVEkVyO3RIG8UiVySpTIK60UsC2/r1+WL1NCo9WtUyRX405Oaa37YBjARcw3G5g1zlWrC966SARWDwap+ho5fSsH3yXcQW6p0lDm4SjAGxHt8UQHD0OZ/jVCCCH2ioKvjUklA5b6NXUrajf/ASCgCQ6aGzcHIYQ8LtJzZZCrNLiVVYp27hI4CullTgghhBD7sfPmTqy7vK7GOosTF5uUTe82HTO6z7BVs2zOSyqq1whRLyfL1k24mY1eAa5o6yqxavvmgsNylcYwIvfXt/pXmxbBHhXIlLoAa1ZJ+WhW3S1fpjJbn8dhEOThgI4+Tujo5YROPrpRre3cJHUa8Rkd5ot1E3si5vdreFRUMaLYxwaTozEMA2cxH85iPtpb8PuEVsuisExlCMpWDdDmliiRo79fqgvWsiyQL1MhX6bC7ezag7UcBnCVVJpEzFEADwfd6FpdWXkQt/y+VMQ3eo0cuPoQy/bfMBk5nFuixLL9Nyi/MSGkWaGoDCEtiIOQp8sDm1uKMpUGqdml8HMRwc1BQHlgCSGEEGIXxnQcg0j/SADA2YdnserCqmrrzu01F319+wLQjXxtzcKD3ODrLKr2Una9XUn3sfvifQwI9sDYPv4YFupt0URM5oLDMmXFaNBQPykkAvv7+lgsVyHFEGAtMQRZq0uhwDBAoLsDQrwcjdIFBHk4NHgO1OgwXwzo4IGuCw8BAGKn9EFEiGeTpwfjcBi4Ogjg6iBABy/HWutrtCzyZcrykbMVAVrjVAhK5JTqlhXIVNCyMAR1gdrz3/LK2+TuIICbAx9JGQVmn+eU35gQ0hzZ36dnS8aX6EaV2ju+db+SE/si4HEQ7OmIewVlKJApcb+gDGUqDfxcxOBQAJYQQghpsZYtW4Zdu3bhn3/+gUQiwaBBg7By5UoEBgY2ddOMeEp06QM0Wg3ePvZ2tfUYMPjp+k94NfRVcDmUSonLYWq9lH3KgED886gYp27l4uStHJy8lQOpiIdRPdpgbG9/hLVxboKWNwzdlV3G6QJuPirB/YLqJ6Nq4yIuD7A6GtIFBHs6QixovOdT5eBgeJBbswwWcjkMPByF8HAUoqO3U631VRot8g2jaSvy0uaVTypWNS1CsVwNtZZFdrEC2RbkHdbnN97xVwbG9m7XLPuUENK6UPC1MTEMXc5PGgWHw8DfVQwRn4PMQjnySpVQqLRo5y4B38aJ8gkhhBDSNI4fP45Zs2ahT58+UCgUmDdvHp5++mlcuXIFPJ79nfYnZSXhkexRtctZsMiUZSIpKwl9fPo0Ysvsl6WXst/Nk2HnhXv49a+7eFAox49n0vHjmXSE+koxtndbjOrRBi4SQVMdRo2Uai3u5JToRrFmFuOfR8VIeVSM9DwZ2GqG/Ho5CdHJRxdc7eitSxcQ4u3U6Om3zE1aJldpDPeTHxRVm7qhuU9aVhmfy7EqzYZCrUF+qcowqvZwcia2JGbUut5Hu69iyR/X0aOdK3oF6G492rnAScSv7yEQQkiDsr+zMNLqpKWlISgoCJMmTUJsbGyD17dmGw2xbXvBMAy8nEQQ8bi4my9DqVKNW1m6ibjEdnjJGCGEEELq58CBA0Z///DDD2jXrh2Sk5Px+OOPN1Grqpcty669khX1WgtLLmX3d5Ng7tCOeGdwCE7fzsEv5+/i0LVHSH5YhIV7k7H0zxsY1sUbY3v7Y0AHjyYZOajWaJGeJzNJF5CaUwq11nyU1VXCR0dvp0qBVl2w1V4CybVNWqbPn1tVc5q0zBaEPC58nLnwcdYFa/lcjkXBVxGfg1KlxjDKG9CNd+rk7YTega7oHeBWnv9YTCnYCCFNym6HwJ0/fx4jRoyAq6srHBwcEB4ejp9++sni9U+ePIl3330XvXr1gru7O0QiER577DHMmzcPBQUFtms4AaALYjIMU+OtuYiPjwfDMFi4cGFTN6VOpGI+gj0dIeRxodJocTu7FAUyZe0rNhJ76V+tVotvvvkGPXv2hEQigVQqxaBBg/D77783SP2G2O/9+/fx1VdfYdiwYWjXrh0EAgF8fHzw4osv4uzZs2a3X5d1WJbF7t27ERUVBV9fX0gkEnTq1Alvvvkm7ty5Y5P+WLlypeG9ITEx0aJ1GkN9P4vquq2tW7fizTffRO/evSEUCsEwjFU/CNWlP2tbpzFeIxs2bEDnzp3h5OSEJ554otq2b9y4ETweD0lJSRYdGyG2VJfXa0O+t9SksLAQAODm5tbg224InhLLcrhaWq81sfRSdi6HQUSIJ755uSfOfTwYi57rglBfKZQaLf74+yFe3XgOT66Mw6rDN3E3T2ayvqZSEPRcap7R35bSalnczZPhSPIjrI27hdk/X8TTX59AaMxBDP73cUzfloTVR25i35WHSMkqgVrLwknIQ68AV4wP90fMyFD89HpfnP94CJI+GYpf3uyPz54Pw8R+AQgPcrObwCugm7Tsj1kDrb5N6NuuqZtuV/T5jav7xsgA8HUW4e+Y4dj/TgQWjwrDv3q0gb+bGCwL3MgsxtbEDMz+5RIiVsah79KjmL71AjacuIOLGflQqrWNeTiEEGKfI1/j4+MxfPhwCAQCjBs3Ds7Ozti9ezcmTJiAtLQ0zJ8/v9ZtjB49Gjk5ORg4cCBeffVVMAyD+Ph4rFy5Ert27cLp06fh5eXVCEfTugUHB2PixIk11mnTpg2uX78OZ+emz0FlT21pSCI+F8FeDribV4ZiuQoZeTKUqTTwkYqaVSDcVliWxdixY7Fr1y4EBwfjtddeg0KhwG+//Ybnn38ea9aswf/93//VuX5D7XfNmjVYsWIFgoODMXToUHh5eSElJQV79uzBnj17sH37dowdO9ZoH3VZ57333sOqVavg6+uLUaNGQSqV4vLly/j++++xfft2nD59GmFhYQ3WH9evX8enn34KBwcHlJbWPntuY2mIz6K6bmvBggVIT0+Hh4cHfH19kZ6ebvG+6tKfta3TGK+RX3/9FdOmTcMTTzyBESNGYPfu3Rg6dCiuX7+Otm3bGuplZ2fj/fffx5w5c9CzZ0+L+4UQW7H29dqQ7y010Wq1ePfddzFixAij15A96enVE94Sb2TJssCamVqHAQNviTd6etFrvSG4SASY9EQgJj0RiKv3C7Hzr7vYc+kB7heU4T9HU/CfoykY0MEdY3v7Y3gXH8T/k4WY368Z1p+86Tx8q6Q3qIxlWWQWyU3SBaRklUCm1JjUBwAxn4uQ8jQB+nQBnXycmu05qjWX2pPqWZLfOGZkKAQ8Djr7StHZV4pX+gUA0KV+uJCejwvp+fgrPR/XHhQiq1iB/Vczsf9qJgBAyOOgW1sX9Ap0Ra/ylAWuDvYTxCeEtECsnVGpVGxwcDArFArZpKQkQ3lRURHbpUsXlsfjsTdv3qx1O8uXL2cfPHhgVKbVatnp06ezANgZM2ZY3bbCwkIWAFtYWFhjvbKyMjY5OZktKyuzeh8tRWpqKguAHT58uM22PWnSpEbZRlxcHAuAjYmJqfP+7IVWq2UfFMjYy3fz2ct389nU7BJWrdE0aZvsoX937tzJAmAHDBjAymQyQ3l2djYbEBDACoVCNjU1tc71G2q/u3btYhMSEky2k5CQwPL5fNbNzY2Vy+VGy6xd5+HDhyyHw2EDAwNN3utWr17NAmCnTJlSr+OoTK1Ws3369GHDw8PZiRMnsgDYM2fOmK1rjUGDBrEBAQF1Xr+hPovquq3Dhw+zaWlpLMuy7LJly1gA7KZNm2rdV13605J1GuM1MmzYMLZjx46sWq1mWZZl09LSWA6Hwy5btsyo3vjx49mgoCC2tLS01v6oDX1e25al503NnTWvV2vfDz7++GMWurhDtTdztFot+/rrr7MhISFsVlaWVcfT2I/b4bTDbNfYrmxYbJjRrWtsV7ZrbFf2cNrhRmlHc1OqULEB8/5gA+b9wZYqVHXeTplSzf526T474ftENvDDPwzbfGzBn4b7lW+B5bdfzmewp1Ky2U0n77Af7vqbffHbU2xYzAGz6wTM+4MNmf8nO3z1cfbt7UnsN8dS2EPXMtn0nFJWo9E2YK+Q5u5RYRl75V6B4fZd/C2252eHjJ5LvRYfYr+Lv2VU71Fh9Z/jZUo1e/ZOLrs2LoV9LfYc233RQbPP0agv49j3d15ifz6XzqY8Kma1WnpuEkJqZ+l5k92lHTh27Bhu376Nl19+GT169DCUOzk54ZNPPoFarcamTZtq3c68efPg62v8iyzDMPjkk08A6CYkIPZBn6Jg8uTJRuUajQYrVqxAhw4dIBKJ0KFDByxbtgxabfWXiSQkJGDkyJHw8PCAUChESEgIFixYAJnM9DIqS9qycOFCREVFAQAWLVpklDYhLS0NcXFxYBgGM2fONLu95ORkMAyD559/vtZ9V778PiEhAYMGDYKjoyPc3Nzw8ssv4969e/U65vj4eHA4HHy3egUyU/7G9Ikv4vFgP/C4XChU5kcj6KnVaixbtgzBwcFGj8WdO3dMHjulUok1a9Zg+PDh8Pf3h1AohJeXF1544QVcvHjRaLu19W9djrMu9uzZAwCYP38+xGKxodzDwwNz5syBQqEwet+xtn5D7feFF15ARESEyXYiIiIQFRWFvLw8XLlyxWiZteukpaVBq9ViwIABkEqlRus888wzAICsrKx6HUdlK1aswOXLl7Fx40ZwufYzk3VDfRbVdVtDhgxBQECA1e2uS39ask5jvEbu3r2LHj16GNoQEBAADw8PZGRU5Hw7ePAgtm/fjvXr10MikVh0fITYmjWvV2vfD9577z2kpqbWeKuKZVnMmDEDR44cwdGjR+HpaX+X7GfLspGcm4zk3GT4OfphTq85cBG6GNVxE7lhTq858HP0M9Sl3K8NT8Tn4rluftj6el8kvB+F2UNC4OcsQpnK/Pm2Pur/wa9/4+UNZ7FwbzK2n8vAX+n5KJarweUw6ODliBFdfTB7SAjWTeiJI3MHIfmz4Tgw+0l8Pa4HZkZ1wNBQb7Rzl4BDs9STSradzcCza04abkv330BuqXG6tJwSJZbuv2FUb9vZ6vPDivhchAe5YUZkB2yY1AdJnwzF0XcHYeWLj+Ol3v4I9tRNiH0nuxQ7/rqHebuuYMiq4+ix+DBeiz2PtXG3cPZOLsqqGb1NCCGWsLu0A/Hx8QCAYcOGmSzTl9UncMrn62Y+tMcZX4mxN954Axs3bkRQUBBmzpwJuVyOVatW4fTp02brr1+/HjNmzICrqytGjhwJT09PnD9/Hp9//jni4uIQFxcHgcC6y0kiIyORlpaGzZs3Y9CgQYiMjDQsc3FxQVRUFDp27Iht27bhyy+/NAoyALr8hQAwbdo0i/eZmJiIZcuW4ZlnnsHbb7+NpKQkbN++HSdPnsT58+fh7e1dr2M+ffo0li5diicHRWLMhMm4f+8ubmWXoJ2bpNqZQadOnYotW7YgODgYM2fOhEKhwFdffYUzZ0wnDcjLy8Ps2bMRERFhyGd3584d/P7779i/fz8SEhLQp08fi/q3rscZGRmJ48ePIy4uzmib1Xn0SDfTclBQkMkyfdmxY8ewaNGiOtVvqP3WpC7vbebWCQkJgUAgwKlTp1BcXAwnJyfDsj///BMA8NRTTzXIcVy9ehWLFi3CggUL0KVLF4vb3Rga8rPI1p9renXpT0vXaYzXiL+/P/7++2+wLAuGYXDv3j3k5OSgXTtdHjyZTIbp06fjlVdeMduXhDQH1r4fuLi4GH0e1oZlWcycORP79u3D8ePH4e/vX6/22srOmzux7vK6GuvkynOx6sIqo7Lp3aZjRvcZtmxaq+bvJsHsIR0RHuiGlzeYzwtfmbdUiMfbuhilCwjycICQZz8/ppLmZULfdhga6l17xSq8nIQW12UYBsGejgj2dMTYPrr3yPxSJZIyKlIVXL5bgAKZCkdvZOHoDd2gAx6HQZc2zujVzhW9A3WpCrwpxQQhxEJ2F4FMSdHNDhkSEmKyzNXVFR4eHoY6dbFx40YA5k96q1IoFFAoFIa/i4qK6rzf1urWrVtmJ1KKjo5Gv379ql0vPj4eGzduRLdu3XDq1Ck4OOh+kZw/fz66d+9uUj85ORmzZs1C9+7dceTIEaOJJZYvX46PPvoIa9aswbvvvmtV+/WBu82bNyMyMtLssUybNg3vv/8+du7ciVdffdVQrlQqsWXLFrRp0wZPP/20xfs8ePAgNmzYgNdee81Q9tlnnyEmJgbz58/HDz/8UK9jPnz4MH744QdMnToVKo0WGbkylCrVSMsphY+zCB6OQqMcW0ePHsWWLVvQu3dvJCQkGALMCxYsMBq1o+fq6oqMjAy0adPGqPzatWvo168f5s+fj8OHDwOwrH9t9dhWph8VlJqais6dOxst048qunnzZp3rN9R+q5ORkYEjR47Ax8cHXbt2rbV+Teu4u7vj888/x/vvv4/OnTvjueeeg5OTE65cuYIjR47gjTfewKxZs+p9HGq1GpMnT0bnzp3x4YcfWtTm6ph73qSlpaGgoMDsstmzZ9cazGjIzyJbf64BdetPa9ZpjNfI66+/jrFjxyIqKgp9+vTB//73P4jFYkyYMAEA8Omnn6K4uBirVhkHYwhpTmz9fjBjxgz8/PPP2Lt3L8RiMTIzdfkN3dzcqv0BuinOd8d0HINI/0ijsqs5V7E4cTHaOLbBqkjzr3NPsf2N4m2JsksUtVcCMH9EZzzfvU3tFQmxUFPlzHV1EGBwZ28M7qwL/CrVWiQ/LCrPHZuHv9LykVWswOW7Bbh8twAbT+nOZdq6itErwBW9A1zRM8AVj/lIq538jhDSyjVGDgRrDB06lAXApqSkmF3evn17ViAQ1GnbFy9eZCUSCevl5cVmZ2fXWj8mJsZsbi3K+Vo7fU7V6m6rV682qVs5/+qUKVNYAOyuXbtMtr148WKT+m+//TYLgD1x4oRJfY1Gw3p6erK9evWqcZ/VldeWkzQ7O5sVCoVsRESEUfmOHTtYAOyCBQvMrleVfj+dOnUyyTEkk8lYT09PViwWswqFok7HrN9+jx49jOtqtezdvFJDHtj0XOP8W5MnT2YBsL/99pvJfvS57SzNvzty5EhWIBCwSqXSpF3V9a+1x8myLJuens5ev37d4pyQP/74IwuAjYiIMHrd5uTksIGBgSwAo/cda+s31H7NUSqV7JNPPskCYH/88UeLjteSdbZt28Y6OjoavW6feOIJs/lj63IcixYtYnk8HnvhwgVD2aRJk+qU87Wm9xpzN0vy8TbkZ1F9t2VJzte69Kc16zTWa2T9+vVsx44dWQcHB7Zfv37syZMnWZZl2aSkJJbL5bJbtmxh1Wo1O2/ePNbd3Z3l8/nskCFD2Nu3b1fbNzWhz2vbai05Xyur7fVqy/Nclq3+/TAuLq7adep6vtvQfr/1OxsWG8a+dvC1Rt1vc1A1D+aVewXs+dRcQ67K86m5Jstry4NZk9O3cqrN3Vr5dvpWTgMfKSH2SavVshm5peyei/fYBf+7wj79VQIb9KHpayL0k/3shO8T2VWH/mGP/5PFFpUpa984IaRZs/R81+5GvtpKamoqnn32WWg0Gvz888/w8PCodZ2PPvoIc+fONfxdVFRkt5dv2avhw4fjwIEDVq93+fJlAKg2V2VViYmJAIADBw7gyJEjJsv5fD5u3LhhdTss4eHhgRdeeAHbt2/HzZs30bFjRwDADz/8AIZhjEawWmLAgAEms7uKxWL06tULBw4cwM2bNxEWFlbnYw4PDzf6m8MwaOMihojPxcMCOQpkSijUGgS4OUDA4xgeiyeeeMJkW+bKAODSpUtYuXIlTp48iczMTKhUKqPlOTk5JjmZq1OX49Rfpmyp8ePHY9OmTYiLi0PXrl0RHR0NlUqFPXv2GNI8VM6FaW39htpvVVqtFlOnTkVCQgKmTZuGV155pdZ9WrLOkiVL8Nlnn2HhwoV49dVX4erqikuXLmHu3LmIiorCjh078MILL9T5OC5fvowlS5bgvffea5DZ6lmWNSnTp7Somju4JapLf1q7TmO9Rt588028+eabRmUajQbTpk3DU089hYkTJ2LlypVYvXo1vvjiC3Ts2BHvv/8+Ro0ahUuXLoHDsbtU9oQ0KnPvh7Wxl/PdRzJduhJvifWXHLd0285m4Ouj1Y+IHr3eNA0UALwzOARzhna0en/hQW7wdRYhs1AOc88oBoCPswjhQW5mlhLS8jAMA383CfzdJIbR3sVyFS7fLcRf6Xm4kJ6PixkFKFGocfJWDk7eyilfD+jk7YTega7oHeCGXgGuaOsqNvmuRwhp+ewu+Ors7AwAKCwsNLu8qKjIUMdS6enpiIqKQnZ2Nnbt2mWY4Kc2QqEQQqHl+WNIwyksLASHwzEbJK+c81QvLy8PAPD555/bvG3mvPHGG9i+fTs2bNiAlStXIiMjA4cPH8aQIUMQGBho1ba8vLzMluuPW//aqOsxm+s/hmHg4SiEiMdFRl4pypQa3MoqQYC7BEVFReBwOHB3d7doW6dPnzbkBB02bBhCQkLg6OgIhmGwZ88eXL582ejyxto0xmPL4/Gwf/9+LF++HD/99BP++9//wtnZGf/617/w3nvvoWPHjkYTllhbv6H2WxnLspg2bRq2bt2KiRMnYv369bXuz5J1jh07hk8++QRz5szB/PnzDeUDBgzAH3/8gfbt22POnDlGwVdrj2PSpEkIDg42mxLAXjTkZ5EtPtcqq0t/WrtOU71GAODrr7/G9evXDRPDrV69Gq+88grefvttAICDgwOefPJJHDlyhHLBErtn6/eDurCX8139ZFpeEvPnQa1ZY+TBrIzLYRAzMhTTtyaBAYwCsPqQUczIULq8mrRqTiI+BoZ4YGCI7vuqRsvin8xiXMjIx4W0PFzIyMfdvDLcyCzGjcxibE3UTQrm5SRErwBXw62LnzMEPPrxmJCWzu6Cr/ocWCkpKejVq5fRsvz8fOTk5FQ72s6ctLQ0REVF4cGDB9i5cyeeffbZBm0vsQ1nZ2dotVrk5OSYfEHXT+RSmX5W9qKiIqMJghpLZGQkOnXqhB9//BGff/45Nm7cCK1Wa9VEW3pVZ5LX0x+3/ktZXY+5pl9aHUU8dPByRFquDHKVBndySuHg6AStVovc3FyTYLi5x+Lzzz+HQqHAyZMnMWDAAKNliYmJhpG0lmqsx1YoFCImJgYxMTFG5frJUXr37l2v+g21X0A3evX111/Hpk2bMH78eMTGxtY64s/Sdfbt2wcAZn+k8vT0RNeuXXHmzBnk5OQYPR+sOQ79c0AkMp/Tq3///gCA//3vfxg1alSNx2UrDflZ1NCfa1XVpT/rsk5TvEbS09Px6aefYtGiRWjfvj2KioqQmZlpNFpX36c3btyg4Cuxe7Z+P2jOsmS68x/K62qqKfJgRof5Yt3Enoj5/RoeFVX8aO7jLELMyFBEh1l2BRMhrQWXwyDUT4pQPyle6RcAAMgqkhsm8bqQno9rDwqRVazA/quZ2H9Vl5NbyOOgW1sX9Ap0Ra92uoCsq4N1k0QTQuyf3QVfBw0ahGXLluHQoUMYN26c0bJDhw4Z6lgiLS0NkZGRePDgAX755Rc8//zzDd5eYhvdunVDUlISTpw4YTTCDgBOnDhhUr9v375ISkpCYmIihg4d2qBt0V8aq9Foaqw3bdo0vPfee/jtt9+wadMmeHh41Ok5d+rUKcNs33plZWW4cOECxGKxIa2BrY5ZwOMi2NMR9/JlKCxTIbBjKP6+fAknT53CqCrHc/r0aZP1b9++DTc3N5PAq0wmQ1JSkkn92vrXlo+tJbZt2wYAJu9HDVXf2u1UDqK+9NJL2LJlS60pDqxZR6lUAgCys7PNLteXWzpKytxxVJeKIyEhASkpKXjuuefg6elp9ajxhtSQn0UNuS1z6tKfDfkY2PI1MmPGDHTs2BFz5swBUHFJdeXR83K5HEDNPywRYi9s/X7QnGWV6YKvlHbAfkSH+WJABw90Xah7bsZO6YOIEE8a8UqIhbykIjzd1RdPd9X9WCFXafD3PV2qgqTygGy+TIVzaXk4l5ZnWK+9pwN6G0bHuiHY04HOcwhp7myefdZKKpWKbd++PSsUCtmLFy8ayouKitguXbqwPB6P/eeffwzl2dnZ7PXr100m0EpNTWUDAgJYHo9ndtKmurA0kS5N4FExcdXw4cMtrmtukqtu3bqxJSUlhvJ79+6xHh4eJvWvXLnC8ng8tlOnTmxGRobJPvLz89mkpKQa91ld+dWrV1kA7OTJk2s8jpycHFYoFLJ+fn4sAPbdd9+t9dgr0x8zAHbDhg1GyxYtWsQCYKdOnWoos/aYa5vYqiqtVstmFpax3/30PxYA27V7T7a4pGICq4cPH7I+Pj4m/TVs2DCWYRj26tWrhjK1Ws1Onz7d7IRHtfWvtcfJstZPuMWyrNnX9c6dO1kOh8P26dOHVavV9ap/69Yt9vr160aTjVm7HY1GY5gAbcyYMaxKpar1uKxdZ/v27SwAtkuXLmxBQYHRstjYWBaAyQRn1h5Hdeo64ZYtWPtZxLLVP8Z12VZllky4ZU5d+rOmdWz9Gqlq+/btLJfLNZoQjGVZ1tfXl33qqacMf+ufl4cPH65xe+bQ57Vt0YRbpur7ftAYmupxG7JzCBsWG8ZezrrcqPslNStVqAyTCZUqaj/vIIRYTqvVsreyitlfzmWwH+y8zD71ZZzZye26LTrITt10jv3mWAqbeDuHlSlqP68mhDSOZjvhFo/Hw4YNGzB8+HBERERg/PjxkEql2L17N1JTU7FkyRLDyD8A+Oabb7Bo0SLExMQY5a6LjIxEeno6+vXrh7///ht///23yb7sOd9gaxcZGYkpU6Zg06ZN6Nq1K/71r39BoVDgl19+Qb9+/fDHH38Y1Q8LC8O3336L6dOno1OnThgxYgSCg4NRVFSEO3fu4Pjx45g8ebJFeTGreuyxx+Dn54eff/4ZEokEbdu2BcMwmD59ulFeNnd3d7z44ov46aefAACvv/56nY592LBhmDFjBvbt24fHHnsMSUlJOHjwIPz9/bF06dJGOWZAN4rMWyrCS6Oewe//Got9/9uBLl274l+jnodGpcKOHTvQt29f7N271+jy9VmzZuHQoUMYOHAgxo4dC5FIhPj4eNy/fx+RkZGGS471auvfuhznq6++iuPHjyMuLg6RkZEWHW/fvn3h7++Pzp07QyQS4dy5c4iPj0f79u2xc+dOk5Gi1tYfPHgw0tPTkZqaajSa0JrtfPbZZ4iNjYWjoyM6duyIJUuWmBzHqFGj0L179zqvM2bMGHz33XeIj49HSEgInnvuObi6uuLy5cs4fPgwhEIhvvrqq3r3X0Oy9r189uzZcHFxqbGOtZ9FQPWPcV22tWHDBpw8eRIADLlON2zYYHj9jBo1qtFTMtj6NVJZQUEBZs+ejTlz5phMCDZ37ly8//77iI6ORocOHbBp0yZ0794dgwcPtslxE1Iba16vdXk/aA20rBY5Mt0ENZTzlRDSWjAMg2BPRwR7OmJsH91Eh/mlSiRl5BvSFVy+W4ACmQpHb2Th6A3dFQI8DoMubZzRq50regfqRsh6N3JqEkKIlRopGGy1s2fPstHR0ayzszMrFovZ3r17s1u3bjWpFxMTY3Y0H8pH2NV0sxaNfLVcfUe+sqxutOSyZcvY9u3bswKBgG3fvj27dOlS9tatW2brsyzLnjt3jh03bhzr5+fH8vl81sPDg+3Zsyf74YcfstevX691n9WVJyYmsoMGDWKdnJzMjt7UO3jwIAuAHThwYK3HXVXlkanHjx9nIyIiWIlEwrq4uLDjxo0zO+rTmmO2duRrZcUyOfv2BwvYNu0CWL5AwAYGBbFLly5lz549ywJg33nnHaP6v/76K9uzZ09WIpGwHh4e7NixY9nbt28bRtVV7TtL+tfS42RZlh00aBALgI2Li7P4GGNiYtiuXbuyTk5OrEgkYjt37swuWLCg2te7tfUDAgLMHpc129H3X023qqOt6rKOXC5nV6xYYXgMeTwe26ZNG/bll19mr1y50iD9YU5dR75a8n5f+WbutVsdSz+LWLb6x7gu26rtcbPkddzQI19t/Rqp7PXXX2eDgoLMjl5Xq9XsRx99xHp5ebEikYiNjo626jGtjD6vbau1jHyty+vVmveDxtYUj1u2LJsNiw1ju8Z2ZVUaGl1pT2jkKyFNS6HSsBcz8tnvE26z07f+xfZZctjs6NgBy4+yb29PYn88ncpevV/AqjXapm46Ia2CpedNDMuylSewJDXQz0BbWFhomATIHLlcjtTUVAQFBVU7mQlpmVauXIl58+Zh8+bNePXVV61aNz4+HlFRUSajuO2FWqNFRp4MJQo1AMBbKsLvv2zBG2+8YRiZSgghzQl9XtuWpedNxD6sXbsWa9euhUajwc2bNxv1cUvOTcZLf7wED7EH4sbGNco+iWVkSjVCPz0IAEj+bDgkAru7cJKQVoVlWdzLL8OF9IrRsf9kFkFbJarjIOCiR/kEXr0DXdHd3wVOIn7TNJqQFszS81369CSkgcjlcqxduxZubm4YM2ZMUzenQWVmZsLb2xtBHg54WChHTokCf/9zB4sWLwGXy8Wzzz7b1E0khBBCSD3MnDkTM2fONHyJaEzZMt1kjpRygBBCasYwDPzdJPB3k2BUjzYAgGK5CpfuFhgCshczClCiUOPkrRycvKVL6cJhgE4+UvQKcEHvADf0CnBFW1cxTeRFSCOh4Csh9XTy5EkcP34cBw8eREZGBpYvXw6xWNzUzWpQy5cvx759+xAREQEvLy/cupOGA/v/RGlJMWa99xG8fP2auomEEEIIaaYeyR4BoOBrU8sqkiOrWGFUJldpDPeTHxRBxDfN1+3lJIQX5ZskpMk4ifiICPFERIgnAECjZfFPZjEuZOTjQloeLmTk425eGa4/LML1h0XYmpgBQPfa7RXgarh18XOGgMepaVeEkDqi4Csh9XTkyBEsWrQIHh4emDNnDt59992mblKDi46ORnJyMvbt24f8/HyIRCI83rUr/jVhKoY//yJuZZUgwE0CR7qUhRBCCCFWypLpJpHxElPwtSltO5uBr4+mVLt89PozZsvfGRyCOUNb30RxhNgrLodBqJ8UoX5SvNIvAADwqEiOpPI0BRfS83HtQSGyihXYfzUT+69mAgCEPA66tXVBr0BX9CpPWeDqIGjKQyGkxaCcr1agnK+EGFNptEjPlUGmVIMBA18XEdwdBHT5CiGkWaDPa9uinK/NU1M8bjGnY7A7ZTf+r/v/4c1ubzbKPokpcyNfLUEjXwlpfuQqDf6+V4i/0vNwIS0fFzLyUSBTmdRr7+mA3obRsW4I9nSg73qEVEI5XwkhNsfnctDewwH3C8qQL1PiQUEZ5EoN/FzF4NCHMiGEEEIqyZZlI7ss26T8TsEdAIBaq0ZybrLJck+xJzwlnjZvX2vnJRVREJWQVkLE5yI8yA3hQW4AdBN53c4uLR8dm4cL6fm4nV2KO+W3HX/dAwC4SPjo1c4VPQNc0TvAFd38XcymIyGEGKPgKyGkXjgcBm1dxRDxucgsLEOeTAm5WosAdwn4XMoZRAghhBCdnTd3Yt3lddUuX//3eqz/e71J+fRu0zGj+wxbNo0QQlo1hmHQwcsRHbwcMbaPPwAgr1SJixkVqQou3y1AgUyFozeycPSGLl0Mj8OgSxtnw+jY3gGu9CMOIWZQ8JUQUm8Mw8DTSQgRn4OMPF0agltZJQhwl0AioLcZQgghhABjOo5BpH+k4e+zD89i09VNyFfkG8rcRG6Y3GUy+vr2NZR5imnUKyGENDY3BwEGd/bG4M7eAAClWovkh0X4Ky0PSRn5+CstH1nFCly+W4DLdwvww8lUAEBbV7FRqoJOPk7gcuiqSNK6UVSEENJgnER8dPB0RFquDAq1BrezS9HWVQxXCSVqJ4QQQuzZ2rVrsXbtWmg0mtor15GnpCJ9wJH0I1h9YTVYGE8/kS/Px+oLq7EqchWGBAyxWVsIIYRYR8DjoLu/C7r7uwDQpSq4l1+GC+UjY/9Kz8c/mUW4l1+Ge/ll2HPpAQDAUchDj3Yu6NnOFb0DXdHd3wVOVk7UTDmpSXNHE25ZgSbcIsQyGq0Wd/PKUCTXJW33dBLCRyqi5OyEELtCn9e2RRNuNU+N8bhptBoM3zUcj2SPzC5nwMBb4o0DLx4Al0O5BAkhpLkolqtw6W4B/krLR1JGPi5mFKBEoTaqw2GATj5S9ApwQe8AN/QKcEVbV3GN3xVXH76Jr4+mWN2edwaHYM7QjlavR4ilaMItQkiT4XI4CHCX4FGRAlnFcmQXKyBXaeHvKgaP8sASQgghrVpSVlK1gVcAYMEiU5aJpKwk9PHp04gtI4QQUh9OIj4iQjwREaK7ykGjZfFPZjEulE/i9Vd6Pu7ll+H6wyJcf1iErYkZAHQjVHsZUhW4ooufMwS8iu+NE/q2w9BQb8Pfp2/l4LuEO8gtVRrKPBwFeCOiPZ7o4GEo83IS2vqQCbEIBV8JITbBMAx8nEUQ8Tm4l1+GYrkKt7N1E3HRjJiEEEJI65Uty27QeoQQQuwTl8Mg1E+KUD8pXukfCAB4VCQ3SlVw7X4hsooV2H81E/uvZgIAhDwOurV1Qa9AV/RqpwvIhrVxBgAcuPoQy/bfQNVLuHNLlFi2/wbWTeyJ6DDfRjxKQmpHwVdCiE25SAQQ8jhI1+eBzSqBv5sEUrF1eX4IIYQQ0jLo8742VD1CCCHNh7dUhBFdfTGiqy5AKldpcPluAS5k5ONCWj4uZOSjQKbCubQ8nEvLM6zX3tMBPdu54HBylkngFQBYAAyARXuTMTTUhyb5InaFgq/NBCWYJs2ZWMBDBy9HpOfJUKpQIy23FD5SETydhChVaKDWasHjcOAg5FJeWEIIIaSF6+nVE94Sb2TJskwm3AIqcr729OrZBK0jhBDSmER8Lvq2d0ff9u4AdBN53c4uNUpVcCe71HCrCQvgYaEc51Lz0D/YvRFaT4hlKPjaTGw7m0EJpkmzxuNyEOThgIcFcuSWKpBZ/oOCttKcf3wuB34uIjiLBU3YUkIIIYTYEpfDxYfhH2Ju/FyTZQx0P8LOC59Hk20RQkgrxDAMOng5ooOXI17q0w4AkFeqRFJ6Pn4+n4Ej17Nq3cZHu/9G70A3BHk4oL2HA9p7OlL6O9KkKPjaTFRNMA3ohuePXn8GAPDrW/3NvpFQgmliTzgMgzauYrBgkVeqNAq8AoBKo0V6rgwB7qAALCGEENLCZMuykV2my+Pq5+iHOb3m4Oukr6FhNYY6biI3TOoyCX6OfkjOTQYAeIo9KQUBIYS0Ym4OAgwJ9YaDkGdR8DUtV4a0XJlRGcMAbVzERgHZIA8HtPd0gJ+zGBxKU0BsiIKvzYSXVGSSPkCmVBvuh/pJIRHQw0nsH8uyKJara6zzoEAOqYhPKQgIIYSQFmTnzZ1Yd3ldjXVy5blYdWGVUdn0btMxo/sMWzaNEEJIMxAe5AZfZxEyC+Vm874yANwdBfjkmVCk58mQmlOKO9kluJNdimKFGvfyy3AvvwwnUnKM1hPyOAh01wVigyoHZj0c4OpAg4JI/VG0jhDSKFQaLdQaLWRKDVQaba11HxbK4SLmg8/jgM/lNFIrCSGEENLQ9CNeu3l2w7KIZYZyLavFJyc/gRZafBT+EaRCqdF6rkJXuIpc4SmmUa+EEEIALodBzMhQTN+aBAYwCsDqh+0sGRWG6DBfo/VYlkVuqRJ3skuRmqMLxt7JKUVqTinSc0uhUGvxz6Ni/POo2GSfrhI+gjwcEOThiPaelMaA1A0FXwkhjSK7WIGcEssnjcsp0dUX8bjwcRbBUcQDh0bCEkIIITaxdu1arF27FhqNpvbKVrJkxOuyc8tMymjEKyGEkKqiw3yxbmJPxPx+DY+KKr5f+jiLEDMy1CTwCujyyHo4CuHhKER4kJvRMrVGi/sFZbiTU2oUnE3NKcXDQjnyZSrkZxQgKaOgyjYBP2exUUBWF6R1QBsXSmNAjDEsy5obrU3MKCoqgrOzMwoLCyGVSqutJ5fLkZqaiqCgIIhEomrr1VexXIWuCw8BAGKn9EFEiCe49AIndupBQZlVwdequBwGUhEfzmI+BWIJIQ2isT6vWytLz5uIfbHF41Y51ysAnH14FpuubkK+It9Q5iZyw+Quk9HXt6+hjHK9EkIIAYCs8smaKytVqPHSfxMBAAtHhqJHO1eTeIiXk9AkfaM1ZEo1UstHyKaWj5a9U57KoKZUegIeB0HuDoacsvpUBpTGoOWx9LyJgq9WsKfg64GrD01+6fGt4ZeexhQfH4+oqCjExMRg+PDhWLhwIc6ePYvCwkKwLIuNGzfit99+w+XLl5GZmQmJRII+ffrgww8/RFRUlGE7eXl58PT0xMiRI7Fnzx5D+fnz5xEeHg4AuHv3Ltq2bWtY1rdvXyQnJyM/Px88Hg3stif6tAMsgLQcGdTa6lMP8DgcBLhLIFdrIFNoUKxQQ10pVQGXYSAVlwdihTz6VZEQUicUfLUtCr42T7Z+3I6kH8Hc+Llgq2TrY8ovGF0VuQpDAoY0+H4JIYQ0X6sP38TXR1OsXu+dwSGYM7Rjg7dHn8bAkFO2UnA2PbcUKk31YTYXCR/tq6QxCPJ0QKC7A6UxaIYsPW+i6FQzdODqQ0zfmmSSYDqzUI7pW5OwbmLPJg/AAsDp06exdOlSREVF4Y033kBGRgYAYObMmejWrRuGDBkCT09P3L9/H3v27MGQIUOwe/duPP/88wAANzc3PP744zh+/Di0Wi04HF3ez/j4eMM+4uLi8MorrwAAiouLkZSUhKFDh1Lg1Q7xuRW5W9u4ipBeZfbJytq4iuAg5MFByIO7g+7DTabUoLBMhcIyFVQaLfJlSuTLlOAyDJzKA7FOFIglhBBC7JZGq8Hyc8tNAq8AwIIFAwYrzq1AlH8UuBz6AkoIIURnQt92GBrqbfV6Xk5CG7TGOI1Bn8Dq0xjoArIl5UFaXRqDApkKSRakMag88Zefi5iucm7mKELVzGi0LBbtTTY7sx8LXZLpRXuTMTTUp8lfnIcPH8YPP/yAqVOnGpUnJycjKCjIqOzhw4fo3bs33n//fUPwFQCioqKwevVqXLp0CT179gSgC7h27doVjx49Mgq+njhxAmq12mj0LLFPzmIBAtyBBwVyo8m3+FwO/FxEcBYbX4rBMIwhGOvrLDIJxBbIlCiQKcFhylMTSHhwEvIpEEsIIYTYkaSsJDySPap2OQsWmbJMJGUloY9Pn0ZsGSGEEHvmJRXVK31AY+JxOQhwd0CAuwOiOhkvkynVSMuR6QKy5Xllb1dKY3C/oAz3C8pwIiXHaD3zaQwc0N7DkdIYNBMUfG1mzqXm4WGhvNrlLICHhXKcS81D/2D3xmuYGT169DAJvAIwCbwCgK+vL1588UWsWbMG6enpCAgIAABERkZi9erVOHbsGHr27Am1Wo2TJ09i6tSpePjwIY4dO2bYRlxcnGEdYv+cxQJIRXyUKjRQa7XgcThwEHLB1JLLtdZAbJkSBWW6QKyTiKcbESviN/mPEYQQQkhrly3Lrr2SFfUIIYSQ5kQi4CHUT4pQP+PL0yunMUjNLsXtSsHZ9FwZlGot/nlUjH8eFZts00XC1wVjKY2BXaPgazOTVVx94LUu9WxJn5e1qjt37mDZsmU4duwY7t+/D4XCOHH2gwcPDMHXJ598EhwOB3FxcXjvvffw119/obi4GFFRUXj48CF27NhhyNcXFxcHqVRqGCFL7B/DMHAU1f1tqGogtqxSIFap0RruUyCWEEIIaXqWTp5Fk2wRQghpTWpKY6DRsrifX2YUkNWPnH1QnsbgYkYBLlqQxiCofNKvlpLGwNxEbJao70RsdUHB12bGy8myJ4il9WzJ29s0J8utW7cQHh6OoqIiREVFYeTIkZBKpeBwOIiPj8fx48eNgrEuLi7o0aOHIaVAXFwcOBwOnnzySWRlZQHQjXh1c3PDxYsXMWLECHC59OtOa8QwDCRCHiRCHnycRShTVQrEqikQSwghhDS1nl494S3xRpYsy2zeVwYMvCXe6OlFP6QTQgghAMDlMGjnLkE7d0m1aQz0E3/pArO6+0UWpjEIKg/O6tIZOMKtGaUx2HY2w64mYqsJBV+bmfAgN/g6i5BZKDeb95UB4OMsQniQm5mljcvc5eOrV69Gfn4+tm7digkTJhgte+utt3D8+HGTdaKionDhwgVcuHAB8fHx6N69O1xdXeHq6go/Pz/ExcXB09MTWq2W8r0SAOWBWAEPEgEPPtLqA7EMw8BJyIOzhA+piAdu+aRuhBBCCGl4XA4XH4Z/iLnxc02WMdCdN84Ln0eTbRFCCCEWqCmNQV55GoM72RUB2bqkMdDnl7XHNAbmJmKTqzQYvf4MAODXt/qbbbOtJmKrCQVfmxkuh0HMyFBM35oEBjAKwOpDnTEjQ+12NN/t27cBAM8995xRuVarxalTp8yuExkZiS+//BIHDx7EqVOnMH36dMOyqKgoQ/BVX5eQyqoGYuWGQKwaCrUGRXIViuSVArFiPqRiCsQSQgghtjAkYAhWRa7CsnPLkCXLMpR7S7wxL3wehgQMacLWEUIIIc0fwzBwdxTC3VGI3tWkMbiTU4I75WkM9CNnLU1joAvONn0aA3MTscmUasP9UD8pJAL7CHvaRyuIVaLDfLFuYk/E/H4Nj4oqLtH3cRYhZmQoosN8m7B1NdPncj158iSefvppQ/mKFStw9epVs+tERESAy+Xim2++QWlpqdHo1qioKGzbtg1bt26Fi4sLunfvbtP2k+aNYRiIBTyIBTx4S1nIVRWjYI0CsQW6QKy0PBDLo0AsIYQQUmfZsmxkl1VMouXn6IcVESsw5eAUAMDokNF4seOL4DAcJOcmG+p5ij0p/yshhBDSgCqnMYisksagTKlBWm5peVC2xGjUbG1pDALdJWjv4Yig8uBscDNMY2BLFHxtpqLDfDGggwe6LjwEAIid0gcRIZ52O+JV76233sKmTZvwwgsv4KWXXoK7uzsSExORlJSEZ555Bvv27TNZRyqVolevXjh37hy4XC4iIiIMy/SB2OzsbDz//PPgUJCMWEgXiOVCLODCWyqEQq1FQZkKhTLTQKyjfkSsiAcel55jhBBCWp61a9di7dq10Gg0Db7tnTd3Yt3lddUu/zXlV/ya8qtJ+fRu0zGj+4wGbw8hhBBCTIkFXHT2laKzbw1pDHKMg7P6NAY3H5Xg5qMSk23q0xjoArKOhvtBHvaXxsCWKPjajFUOtIYHudl94BUAevTogUOHDmHBggXYvXs3uFwunnjiCZw6dQq///672eAroAuynjt3Dr1794aTk5OhvH379ggICEB6ejqlHCB1xjAMRHwufPjcKqkJVJCrNCiWq1AsV4EBA0cRD85iHqQiPgViCSGEtBgzZ87EzJkzUVRUBGdn5wbd9piOYxDpH2lS/vaxt/FI9giLnliEx9weM1nuKaZRr4QQQkhTqy2NwYOCMtzWT/hVKZXB/YKyatMYAEAbl4o0BrrcsvVPY6DRViTnPJeaZzeDFBmWZc3N20TM0J+MFhYWQiqVVltPLpcjNTUVQUFBEIlE1darL5lSjdBPDwIAkj8bbje5LAhpSaoGYvUYMHAQcuEs5sNZTIFYQpqjxvq8bq0sPW8i9qUxH7fBOwYjqywLvzz7C0LdQ226L0IIIYQ0Ln0aA31O2TuG/LKlKCxTVbuePo2BPiBbOY2Bq4RvdnJ3ADhw9aFJek5fG6fntPS8iaJ1zURWkRxZxQqjssqBoOQHRdXO4lY1ATEhxHIiPhciPhfeUhEUlQKxZSoNShRqlCjUeFAgNwRipWI++BSIJYQQQmol18gBACIunasSQgghLU1NaQzyZaoqAVndyNm0nKppDB4Zress5htN+qUPzqY8KsY7P19C1dGlmYVyTN+ahHUTezbp/EgUfG0mtp3NwNdHU6pdPnr9GbPl7wwOwZyhHW3VLEJaFSGfCy8+F141BmLL4KDPEUuBWEIIIaRaCo1uYIGQJ2zilhBCCCGksTAMAzcHAdwc3KpNY3CnUkBWP1r2fkEZCsuqT2NgDguAAbBobzKGhvo0WQoCCr42ExP6tsPQUG+r1/NyopNZQmzBKBCrrhSIVVYEYu9XCsQ6UyCWEEIIMWBZtiL4yqXzVUIIIYTo5jbyd5PA302CQR2Nc79XTmOQmlNqyDN7M7MYpcrqJwxlATwslONcah76B7vb+AjMo+BrM+ElFVH6AELslJDHhZcTF15OIigNgVg1ZEo1ShW624OCMjgIeHCW8OEs4oPPo0AsIYSQ1kupVRruU/CVEEIIIbWpLo3Bbxfv451fLtW6flax3EYtqx0FXwkhpAEJeFx4OnHh6YTyQKwahWUqXSC2/PYAZZAIKkbECigQSwghpJWRqyu+AFHOV0IIIYTUlaUDFb2cmu58g4KvhBBiIxWBWCGUaq0hNYFMqTbcHhZWDsTyIOCZTpxHCCGEtDT6lAMchgMeh76SEEIIIaRuwoPc4OssQmah3GTCLUCX89XHWYTwIDczSxsHDbcihJBGIOBx4OkkRAcvR3T2kcLPRQwHge7Lpj4IeyOzGLeySpBdLIdSXX3OGkIIIaS5q5zvlWGaZvILQgghhDR/XA6DmJGhAHSB1sr0f8eMDG2yybYACr4SQkij4/M48HAUItjLEZ19ywOxwsqBWDluZBYjJasYWcVyKCgQSwghpIVRqGmyLUIIIYQ0jOgwX6yb2BNeUuPzCh9nEdZN7InoMN8mapkOXeNDCCFNiM/VBWI9HIVQabQoKk9NUKpQo0ypQZlSg8xCOcR8riFHrJBfkZqAZVmUKjRQa7XgcThwEHJpBBEhhBC7V3nkKyGEEEJIfUWH+WJABw90XXgIABA7pQ8iQjybdMSrHgVfCSHETvC5HLg7CuFuLhCr0qBMpUFmkRwiPhcuYj44HAbZxQqoNFqjbfi5iOAsFjThkRBCCCE1k2t0E26JeDTZFiGEEEIaRuVAa3iQm10EXgEKvjYfxZm6m7WcfHQ3QkizUjkQq9ZUTNZVqtBArtIgU2U+FYFKo0V6rgwB7qAALCGEEIutXbsWa9euhUbTOKluaOQrIYQQQloLCr42F39tAo4vt369QR8CUR81fHsIIY2GVx6IlYr5UKg0KFGokV2iBMuam8tRJyNXBiFfAR6HgYDHgZDHBZ/LgM/lgM9lwONywKH0BIQQQsrNnDkTM2fORFFREZydnW2+P8r5SgghhJDWgoKvzUXvKUCnp43L1GXAxmjd/akHAJ7YdD0a9WpXIiMjcfz48RqDZo0pMDAQAJCWltak7SCWyS5WIKdEYVFdFoBcPzq2mlV4HA54lQKylQOzfI7uPpfDUA5ZQgghDY5GvhJCCCGktaDga3NhLn2AsrTivs/jgMChcdvUDNhbsLOxTZ48GZs3b0Zqaqoh0EpaHzGfCyGPA5WGhUqrhUrDgmVZqLVaqLWVgrRmcBhGF6DlcIyDszSKlhBCSD3oc74KeRR8JYQQQoj1sorkyCo2HmlU+btt8oMiiCpNVq3n5SSEl7Rxc85T8JWQVuzo0aNN3QRiBU8nIVwlfMiUGtwvKKu1fhsXMSQCbnmwlGMoZ1kWGi2rC8ZqtFBptVDr75f/r9Zooday0LIslGoWSmhr2JNuFK0+IFt1NK1uJC2NoiWEEFJBqVECAERcmnCLEEIIIdbbdjYDXx9NqXb56PVnzJa/MzgEc4Z2tFWzzKLga3OmrTRaLf00EPwUwDGN6hNSneDg4KZuArECvzyIKuJzkVWsgEpTfUCUz+XAzUFgNtjJlI9m5XEBMap/z9BqWbOBWV1wVh+4NR5FW2bJKFp9WgMeYxS0pVG0hBDSesjVupGvAi5NDkkIIYQQ603o2w5DQ72tXs/LqfGvuuHUXoXYpeTfgbXhFX9vGw18FaYrb2Lx8fFgGAYLFy5EQkICBg0aBEdHR7i5ueHll1/GvXv3zK537do1vPTSS/Dy8oJQKERQUBDmzJmDvLw8k7opKSmYMmUKgoKCIBKJ4OHhgZ49e+Ldd9811GEYBsePHzfc198mT55c6zEkJSVh9OjRaNeuHYRCIby9vdG/f38sX2466VlWVhbmzJmDDh06QCgUwsPDAy+++CKuXr1qYY/p/Pbbbxg8eDBcXV0hEokQFhaGL7/8stpZh3///XcMHz4c7u7uEIlECAwMxCuvvGLYb2BgIDZv3gwACAoKMhx/ZGSkYRuBgYFm0xHIZDIsXLgQjz32GEQiEdzc3PDMM8/g9OnTJnUXLlwIhmEQHx+PHTt2oGfPnhCLxfD19cXbb7+NsrLaR2gS6zAMAz+XmkcK+bmI6j3KlMNhIORx4SDkwUUigKeTEH4uYgS4OyDYyxGP+UoR5idFqK8UIV6OCHR3QBsXMbykIrhJBHAS8SHic8Hl6NqhG0WrRalCjYIyJbKLFXhYWIaMPBluZ5fgRmYxrt4vRPKDIqQ8KkZaTinu5cvwqEiOvFIliuUqyFUaqDXaVptKhBBCmptsWTaSc5NNbneL7wLQBWHNLc+WZTdxywkhhBBiz7ykIoS1cbb61tgpBwAa+do8Jf8O7HgVuil1Kil6qCsf+yMQ+lyTNK2yxMRELFu2DM888wzefvttJCUlYfv27Th58iTOnz8Pb++KXyhOnz6NYcOGQaFQYPTo0QgMDERiYiK++uor7Nu3D2fOnIG7uzsA4MGDBwgPD0dpaSmeeeYZvPTSSygpKUFKSgrWrFmDf//73wCAmJgYxMbGIj09HTExMYZ9de/evcZ2X7p0CU888QS4XC6ef/55BAQEoKCgANeuXcP333+PDz/80FD39u3biIyMxP379zFs2DCMGjUKWVlZ2LVrFw4ePIijR4+ib9++tfbV/PnzsWzZMrRt2xYvvvgipFIpEhIS8P777+Ps2bPYuXOnUf0PPvgAX3zxBdzc3DBq1Ch4eXnh7t27OHLkCHr16oWwsDDMnj0bsbGxuHz5Mt555x24uLgAQK25XxUKBQYPHozExET07NkTs2fPRlZWFn755RccOnQIv/zyC1544QWT9dauXYv9+/fj+eefR2RkJA4cOIA1a9YgNzcX27Ztq7UPiHWcxQIEuAMPCuRGI2D5XA78XERwFjfOSKKKUbQcmJnyz0A/ilalYaEuHz2rqjSiVl2HUbQV+WfLR89yjHPS0ihaQghpejtv7sS6y+uqXR53Nw5xd+NMyqd3m44Z3WfYsmmEEEIIIY2Cgq/NjVYDHJgHk8ArUF7GAAc+BB57pslTEBw8eBAbNmzAa6+9Zij77LPPEBMTg/nz5+OHH34AAGi1WkyePBmlpaU4cOAAhg8fbqivD0rOmzcPGzZsAADs2rULBQUF+Prrr/H2228b7TMnJ8dwf+HChYiPj0d6ejoWLlxocbu3bNkChUKB3377Dc89ZxzEzs3NNfr71VdfRWZmJg4ePIihQ4cayhcsWIDevXtj2rRp+Pvvv2vc3+HDh7Fs2TI8/fTT+PXXXyGRSADo8nLOmDED69evx65du/Diiy8CAP7880988cUX6Nq1K+Li4gxBaQBQq9WGNs6ePRuXLl3C5cuXMXv2bIsn3Fq5ciUSExMxYcIEbNmyxTB6cvbs2QgPD8frr7+OoUOHwsnJyeQ4Lly4gE6dOgEAPv/8c3Tv3h3bt2/HF198AT8/P4v2TyznLBZAKuKjVKGBWqsFj8OBg5Brl3lVORwGQg4Xwho+dXSBV31w1jQwq095oCnPRatQs1Co65KLtlIZ5aIlhBCbGtNxDCL9I43KZCoZphycAgAI9w7HnN5zwGGML8jzFHs2VhMJIYQQQmyK0g40N+mngaIHNVRggaL7unpNrFOnTpg6dapR2fvvvw9PT09s374dSqVuooVTp04hJSUFTz/9tFHgFQA+/vhjuLu746effjLU1xOLTcfZeXh4NFj7zW2/cqDz4sWLOH36NCZNmmQUeAWAjh07Ytq0abhy5Uqt6Qe++eYbAMB3331nCLwCuhGFy5cvB8Mw2L59u6F87dq1AICvv/7aqD0AwOPxjEYU10VsbCz4fL5h33qPP/44Jk+ejPz8fPz2228m673zzjuGwCug67/x48eDZVlcuHChXm0i1WMYBo4iXVoARxGvWQcRGUYXEBULeJCK+XB3FMLHWYS2bhIEeTigo7cTuvg5I8zPGZ18nNDe0xHt3CTwdRbBw1EIZzEfEgEPAi7H0A9qrRZlKg2K5CrklSrxqEiOe/kypOaU4uajYiQ/LMK1B0X4J7MIt7NLkJEnw8PCMuQUK1AoU6JUoYZSrYWW0hwQQkideEo8Eeoearg9KHmAeSfmGZafe3QOs+Nm40HJA6N6nhIKvhJCCCGkZaCRr81NyaOGrWdDAwYMMAkEicVi9OrVCwcOHMDNmzcRFhaGixcvAoBRLlI9BwcH9O7dGwcPHjTUf/bZZ/Hhhx9i5syZOHz4MKKjozFw4EB07Ngws9WNHj0aX331FUaNGoWxY8di6NChGDhwINq1a2dULzExEQCQmZlpdmTtjRs3DP+HhYVVu7/ExEQ4ODgYRgJXJRaLDdsCgHPnzkEoFGLQoEHWHlqtioqKcOfOHXTu3Blt27Y1WR4ZGYnvvvsOly5dwsSJE42W9ezZ06S+fhsFBQUN3lbSetnDKFqTlAflI2u5DI2iJYSQ6hxJP4K58XPBVrmCK0uWhbnxc7EqchWGBAxpotYRQgghhNgGBV+bG0cLRzVaWs+GvLy8zJbrR2YWFhYC0AX8KpdX5ePjY1Q/KCgIZ86cwaJFi7B//35DPtROnTph8eLFGDNmTL3a3b9/fxw7dgzLli3D9u3bERsbCwDo1asXvvjiC0RFRQGAYSKwffv2Yd++fdVur7S0tMb95eXlQa1WY9GiRRZto6CgAG3atAGH0/AD1619LCpzdnY2KePxdG8x1U0aRoitMOU5YfmW5KItD8hWm4tWw4KFNbloK6c4KP+fUxGs5XEZm+eiZVm2WaSjIIS0HhqtBsvPLTcJvAIACxYMGKw4twJR/lHgNnHqLEIIIYSQhkTB1+Ym4AlA6qebXMts3ldGtzzgicZumYmsrCyz5Y8e6Ubl6oN1UqnUqLy6+vp6gO4S+F27dkGlUuHChQvYv38//vOf/+Cll16Cn58fBgwYUK+2Dxo0CIMGDUJZWRnOnj2LvXv34ttvv8UzzzyDK1euIDg42NCeNWvW4P/+7//qvC+pVAqGYYzy1dbExcUFmZmZ0Gq1DR6ArctjQUhzZhhFW0Od6kbR6kfPqssDuBWjaDVQqGveL688IGs8ctZ4ZC2njqNoC8uUTT4RGyGEVJWUlYRHsuqvzGLBIlOWiaSsJPTx6dOILSOEEEIIsS3K+drccLhA9IryP6p+KS//O3p5k0+2BehyubJV8iSWlZXhwoULEIvFhjQBPXr0AADEx8ebbEMmk+Gvv/6CWCw2yieqx+fz0a9fPyxatAj/+c9/wLIs/vjjD8NyLlfXD3UdeSkWixEZGYl///vfmD9/PsrKynDkyBEAQN++fQEAZ86cqdO29fr27Yvc3FykpKRYVD88PBwKhQLHjx+vta61xy+VStG+fXvcunUL9+/fN1mu32f37t0t2h4hLUF1uWj93SRo7+lonIvW2wntPRzh7yaBT5VctHwuB0z5+7RaU5GLNrdUicwquWivPdDnoi3GnewS3NXnoi1RoLBMCVl5Ltqq77GFZUqk58qMAq8AoNJokZ4rQ2GZce5s0rpotCzO3M7Fb5fu48ztXGi0lMuYNJ5sWXaD1iOEEEIIaS4o+NochT4HjP0RcPIxLpf66cpDn2uadlXxzz//YOPGjUZlX3zxBbKzszF+/HgIBLoRWAMGDEBwcDD2799vCGzqLVu2DDk5OUb1z58/b3ZUrX5UZuWJstzc3AAA9+7ds7jdJ06cMFx+X9P2w8PD0bdvX2zfvh2//PKLSX2tVmtRgPTtt98GAEydOhW5ubkmyzMzM3H9+nXD3zNnzgSgm+BKn/pAT61WG41arcvxT5o0CSqVCh999JFRYOfq1avYtGkTnJ2dMWrUKIu3R0hrweEwEPK5cBTx4CoRwMtJBD8XMQLcHdDByxGdfaUIayNFZ18pOng5ItDdAW1cxPByEsFVIoCjkAcRnwsuRxeg1Y+iLVGokS9TIrtYgQcFZUjPleFWdgluZBbh6v1CXH9YhJSsYqTllOJuXlmNbdSPiFVrtdBqWbAsaxLAJS3TgasPMXDFMYz/PhHv/HwJ479PxMAVx3Dg6sOmbhppJSydQIsm2iKEEEJIS0NpB5qr0OeA9pHAcn/d3xN+BYKfsosRr3rDhg3DjBkzsG/fPjz22GNISkrCwYMH4e/vj6VLlxrqcTgcxMbGYvjw4RgxYgTGjBmDgIAAnD17FseOHUNwcDCWL19uqL9t2zZ8++23iIyMRIcOHSCVSpGcnIw///wTHh4emDp1qqHuU089hV9//RVjxozBiBEjIBKJ0LVrVzzzzDPVtvvf//43Dh8+jKioKLRv3x4ikQhJSUk4evQoOnTogH/961+Gutu3b0dUVBTGjRuHr776Cr169YJIJEJGRgbOnDmD7OxsyOXyGvspOjoan3zyCRYvXowOHTogOjoaAQEByM3Nxa1bt3DixAksWbIEnTt3BgCMGDEC7733Hr788kuEhITgX//6F7y8vHD//n0cPXoU7733HmbPnm04/i+//BJvvvkmxowZAwcHB7Rr1w4vv/xyte354IMPsG/fPmzZsgXXr1/H4MGDkZ2djV9++QUqlQo//vgjnJycajwmQoh5lXPR1kRTOc2Btjy9QZWUB+ryXLS6MqAMtY9wV2m0uP7Q9MclhmHAAcAwuvtMeRnDoOK+yXLj+5xa69S8PU4N22bAGMqI9Q5cfYjpW5NMkhVlFsoxfWsS1k3siegw3yZpG2k9enr1hLfEG1myLLN5Xxkw8JZ4o6eX6QSehBBCCCHNGQVfm7PKgdaAJ+wq8AroJq76+OOPsWDBAnz99dcQCAQYN24cVq5caTKh08CBA5GYmIjPPvsMhw4dQmFhIfz8/PD222/jk08+gYeHh6Hu+PHjIZfLcerUKZw/fx4KhQJt27bFzJkz8d5776Ft27aGutOmTUNaWhp+/vlnfP7551Cr1Zg0aVKNwdfp06fD2dkZZ8+eRUJCAliWRbt27bBgwQLMnj3bKPAYFBSEixcvYtWqVdizZw82btwILpcLX19fPPnkkxg9erRFffXZZ5/hySefxH/+8x8cPXoUBQUFcHd3R1BQEBYuXIgJEyYY1f/iiy/Qv39/fPPNN/j1118hl8vh6+uLp556CkOHDjXUe/rpp7Fy5Up8//33WLFiBVQqFQYNGlRj8FUkEuHYsWNYsWIFfvnlF6xevRoSiQRPPvkk5s+fj4EDB1p0TISQuuNyGHA5XAj51dfR56JNyymtcRIwS7AsqwvdsoZ/7FJFENaC+ygPCNdQV61UokiuwvZzGdAwPAh4nPKcu7q8uwL9fV6Vv7kcCHhMpboc3bLyMh6nbvl6bUGjZbFob7LZR5WFrp8W7U3G0FAfw6hr0jqtXbsWa9eutdkkmVwOFx+Gf4i58XNNlulTsswLn0eTbRFCCCGkxWFYut7QYkVFRXB2dkZhYWGNEw7J5XKkpqYiKCgIIpHIdg1SlgJL/XT35z8ABA6225cV4uPjERUVhZiYGCxcuLCpm0MIIS1amVINuVoLhUqDrGJFrfW9nIQQ8LgQ8jgQ8jhgAbCsLgCru8+aKau4r61aDrZ8eeX75f9X2Z62um2b3QbMjo5rSKxaiawH97AwLgv3ixs24CTQT6DGqxSc5VYK2PI4EHCrBHBNArpMpeBvlfq1rH8/X4YHBXI8KCjD9vN3a23vzKhghHg5oaO3I0L9nBukDyw9byL2xdaP25H0I1h2bhmyZBUppHwkPpgXPg9DAoY0+P4IIYQQQmzF0vMmGvlKCCGENGNiAQ9igS6YmS9TmUy2VRmfy4G3VGQ3ozJrUxHErRLMrXRfW0252aBylboqJVAq5GJ4Fx/kyVmoNCyUGm15KgctVOoqf2tYKNVV/tZooVSb9rlSo4VSA+j+sX9r424DAPoGueGXN/s3cWtIS5Ity0Z2WcUkWn6OflgRsQJTDk4BAHzY50N08+oGDsNBcm6yoZ6n2JPyvxJCCCGkRaDga3NRnKm7VaauNLFK5t8ATwwTTj6mE3MRQghpcRiGgZ+LCOm5smrr+Lk0n8ArUJEnFrBNm+VyBqUSAT6Irt+VKizLQqNlDcFZ44CtFko1W3Ffn7dXXeVvQ90qf5cHgWtev2IdfXC4VKGBXKWBXK2BXFV9QF6v8shXQhrSzps7se7yumqXLz+/3Gz59G7TMaP7DFs1ixBCCCGk0VDwtbn4axNw3PzJKQBgY7T58kEfAlEf2aZNhBBC7IqzWIAAd+BBgdxoBCyfy4GfiwjOYkETtq7lYhgGPC4DHhcQC+wrX6VGy2LgimPILJSbTeLAAPBxFmHu0E6U85XYxJiOYxDpH2n1ep5iGvVKCCGEkJaBgq/NRe8pQKenrV+vCUa9RkZGglIJE0JI03AWCyAV8VGq0ECt1YLH4cBByG1WI15Jw+FyGMSMDMX0rUlgYDydmv4ZETMylAKvxGY8JZQ+gBBCCCGtGwVfmwtKH0AIIcRCDMPAUUQf8UQnOswX6yb2xKK9yXhYKDeU+ziLEDMyFNFhvk3YOkIIIYQQQlo2+mZGCCGEENLCRYf5YmioD86l5iGrWA4vJxHCg9xoxCshhBBCCCE2RsFXQgghhJBWgMth0D/YvambQQghhBBCSKvCaeoGVOf8+fMYMWIEXF1d4eDggPDwcPz0009WbUOr1eKbb77B448/DrFYDE9PT4wdOxYpKSk2arUxyntKCCGE2C/6nCaEEEIIIYTYml0GX+Pj4zFw4ECcOHECo0ePxvTp05GTk4MJEyZg6dKlFm/nrbfewqxZs6DRaDBr1iyMGDECv//+O/r06YPk5GSbtZ/H0w0oVqvVNtsHIYQQQupHpVIBALhcbhO3hBBCCCGEENJSMaydDftQq9V47LHHcO/ePZw5cwY9evQAABQXF6N///74559/kJycjJCQkBq3ExcXh6eeegoRERE4fPgwhEIhAODo0aMYOnQoIiIicPz4cavaVlRUBGdnZxQWFkIqlVZbj2VZpKSkwMHBAW3atLFqH4QQQgixPZZlce/ePahUKrRv376pm9MiWXreROwLPW6EEEIIIZax9LzJ7nK+Hjt2DLdv38aUKVMMgVcAcHJywieffIJx48Zh06ZNtY6A/f777wEAS5YsMQReAWDw4MEYPnw4Dhw4gJs3b6Jjx44NfgwMw8DLywsPHz6EUCiEg4MDGIYmtCCEEEKaGsuyUKlUKCwsRElJCf1ISgghhBBCCLEpuwu+xsfHAwCGDRtmskxfZsmI1fj4eDg4OGDAgAEmy/TB1+PHj9sk+AoAzs7OKCsrQ05ODrKzs22yD0IIIYTUjVAoRJs2bWhkHyGEEEIIIcSm7C74qp8My1xaAVdXV3h4eNQ6YVZpaSkePnyIsLAws3nc9Nu25cRbDMPA19cXXl5ehpxyhBBCCGl6XC4XfD6/qZtBCCGEEEIIaQXsLvhaWFgIQDdy1BypVIp79+7VexuV61VHoVBAoVAY/i4qKqqxvjlcLpcm8iCEEEIIIYQQQgghpBXiNHUD7NmyZcvg7OxsuPn7+zd1kwghhBBCCCGEEEIIIc2E3QVf9aNVqxuVqp9JrL7bqFyvOh999BEKCwsNt7t379ZYnxBCCCGEEEIIIYQQQvTsLvhaUz7W/Px85OTkmM0HW5mDgwN8fX2RmpoKjUZjsrymvLKVCYVCSKVSoxshhBBCCCGEEEIIIYRYwu6Cr4MGDQIAHDp0yGSZvkxfp7btlJaW4tSpUybLDh48aPF2CCGEEEIIIYQQQgghpC7sLvg6ePBgtG/fHj/99BMuXbpkKC8uLsbixYvB4/EwefJkQ3lOTg5u3LiBnJwco+288cYbAIAFCxZAqVQayo8ePYqDBw/iySefRMeOHW16LIQQQgghhDQHa9euRWhoKPr06dPUTSGEEEIIaVHsLvjK4/GwYcMGaLVaRERE4I033sB7772Hbt264dq1a1i4cKFR0PSbb75B586d8c033xhtJyoqCq+//jpOnDiBHj164IMPPsCkSZPwzDPPQCqVYt26dY19aIQQQgghhNilmTNnIjk5GefPn2/qphBCCCGEtCi8pm6AOVFRUTh58iRiYmKwY8cOKJVKdOnSBYsXL8aECRMs3s53332Hxx9/HN999x3+85//wNHRESNHjsTnn39ep1GvLMsCqJiwixBCCCGEmKc/X9KfP5Hmgc53CSGEEEIsY+n5LsPSGbHF7t27B39//6ZuBiGEEEJIs3H37l20bdu2qZtBLETnu4QQQggh1qntfJeCr1bQarV48OABnJycwDCMzfZTVFQEf39/3L17F1Kp1Gb7aQ6oL4xRf1SgvqhAfVGB+qIC9UUF6osKjdkXLMuiuLgYfn5+4HDsLtMVqQad7zY+6osK1BcVqC8qUF8Yo/6oQH1Rgfqigj2e79pl2gF7xeFwGnXkhlQqbfUvGj3qC2PUHxWoLypQX1SgvqhAfVGB+qJCY/WFs7OzzfdBGhad7zYd6osK1BcVqC8qUF8Yo/6oQH1Rgfqigj2d79IwBEIIIYQQQgghhBBCCLEBCr4SQgghhBBCCCGEEEKIDVDw1Q4JhULExMRAKBQ2dVOaHPWFMeqPCtQXFagvKlBfVKC+qEB9UYH6gtgLei5WoL6oQH1RgfqiAvWFMeqPCtQXFagvKthjX9CEW4QQQgghhBBCCCGEEGIDNPKVEEIIIYQQQgghhBBCbICCr4QQQgghhBBCCCGEEGIDFHwlhBBCCCGEEEIIIYQQG6Dgqx05f/48RowYAVdXVzg4OCA8PBw//fRTUzerXu7fv4+vvvoKw4YNQ7t27SAQCODj44MXX3wRZ8+eNam/cOFCMAxj9iYSiardz08//YTw8HA4ODjA1dUVI0aMwF9//WXLQ6uTwMDAao/vrbfeMqlfVFSEuXPnIiAgAEKhEAEBAZg7dy6Kioqq3Udz6YvY2Nhq+0J/Gzx4sKF+S3hubN26FW+++SZ69+4NoVAIhmEQGxtbbf3GePxTUlIwduxYeHp6QiwW4/HHH8c333wDrVZbn0OtlaV9oVKpsGvXLkyePBmdO3eGg4MDnJyc0LdvX3z77bfQaDQm66SlpdX4vPr555/Ntsne+wJovNdBc+iL2t4/GIbB3bt3DfWb2/PC2s9PoGW/Z5CWg853W8Y5TU3ofFenNZ7rAnS+Wxmd71ag890KdL6r09rOdXn1Wps0mPj4eAwfPhwCgQDjxo2Ds7Mzdu/ejQkTJiAtLQ3z589v6ibWyZo1a7BixQoEBwdj6NCh8PLyQkpKCvbs2YM9e/Zg+/btGDt2rMl6kyZNQmBgoFEZj2f+6bp06VJ8/PHHaNeuHd566y2UlJTg559/xoABA3Dw4EFERkba4MjqztnZGbNnzzYp7927t9HfpaWlGDRoEC5duoShQ4di/PjxuHz5MlavXo24uDicPHkSDg4ORus0p77o3r07YmJizC779ddfce3aNQwfPtxkWXN+bixYsADp6enw8PCAr68v0tPTq63bGI9/cnIynnjiCchkMowdOxZt2rTB/v37MWvWLPz999/473//a4tuAGB5X9y+fRujR4+Gk5MTnnrqKTz33HMoLCzE3r17MXPmTBw4cAC//fYbGIYxWbdbt24YNWqUSXlYWJhJWXPoi8ps+TpoLn1R3fvHrVu3sG3bNnTu3Bn+/v4my5vL88Laz8+W/p5BWgY63zXWnM9pakPnu63zXBeg893K6Hy3Ap3vVqDzXZ1Wd67LkianUqnY4OBgVigUsklJSYbyoqIitkuXLiyPx2Nv3rzZhC2su127drEJCQkm5QkJCSyfz2fd3NxYuVxuKI+JiWEBsHFxcRZt/+bNmyyPx2M7duzIFhQUGMqvXr3KSiQSNjg4mFWpVPU+joYSEBDABgQEWFT3008/ZQGwH3zwgdnyTz/91Ki8ufVFdRQKBevu7s7yeDw2MzPTUN4SnhuHDx9m09LSWJZl2WXLlrEA2E2bNpmt2xiP/5NPPskCYPft22coUyqV7ODBg1kA7LFjx+pzuDWytC/u3bvHfvvtt2xpaalReUlJCdu7d28WALtjxw6jZampqSwAdtKkSRa3pzn0Bcs2zuugufRFdf7v//6PBcD++9//Nipvbs8Laz8/W/p7Bmn+6HyXznfNaY3nuy35XJdl6Xy3MjrfrUDnuxXofFentZ3rUvDVDhw8eJAFwE6ZMsVk2c8//8wCYD/66KMmaJltDRs2jAXAnj9/3lBm7RvtRx99xAJgN2/ebLLsrbfeYgGwBw8ebKgm15ulJ6NarZb18/NjHR0d2ZKSEqNlZWVlrKurK9umTRtWq9UayptbX1RH/5wfNWqUUXlLe27U9EHbGI//P//8wwJgo6KiTOonJiayANjx48fX4wgtV9eTjp9++okFwM6cOdOo3NqTjubUF7Z+HTSnvjBH//oQCARsVlaW0bLm/LyoqurnZ2t7zyDNE53v0vluVa31fLe1nOuyLJ3vVkbnuxXofLcCne+a1xLPdSnnqx2Ij48HAAwbNsxkmb7s+PHjjdmkRsHn8wGYv3TgxIkTWLlyJf79739j3759UCgUZrdRU9/pL+Oxt75TKBTYvHkzli5dinXr1uHy5csmdVJSUvDgwQMMGDDAZOi8SCTCk08+ifv37+PWrVuG8ubYF+b88MMPAIDXX3/d7PKW/NzQa4zHv6b64eHhcHFxsdv+0avpPQQAHjx4gHXr1mHZsmXYvHkz7t27Z7Zec+wLW70OmmNfVLZ7927k5+fjueeeg6enp9k6LeF5UfW5T+8ZpDmg8106362qtZ7v0rmuDn12WYbOd+l8t6rWcL7bEs91KeerHUhJSQEAhISEmCxzdXWFh4eHoU5LkZGRgSNHjsDHxwddu3Y1Wf7pp58a/e3r64vNmzdj6NChRuUpKSlwdHSEj4+PyTb0/WlvfZeZmYnJkycblUVHR2PLli3w8PAAUPNzonJ5SkqK0f3m1hdVpaen4+jRo2jTpg2io6PN1mnJzw29xnj8a9oHwzDo0KED/vrrL8hkMkgkknocje1s3LgRgPkPSAA4fPgwDh8+bPibx+Ph7bffxhdffAEOp+K3x+bYF7Z6HTTHvqisti+0QPN/Xpj7/KT3DNIc0Pkune/S+S6d61ZGn12WofPdCnS+q9PSz3db6rkujXy1A4WFhQB0ienNkUqlhjotgUqlwiuvvAKFQoGVK1eCy+UalnXv3h2bN29GWloaysrKkJKSgsWLF6OgoADPPfecya/mhYWFNfabvo69mDp1KuLj45GdnY2ioiIkJibi6aefxoEDB/Dcc8+BZVkAlj0nKtfT329OfWHOpk2boNVqMWXKFKPnBdDynxuVNcbjX5d92JP//ve/2L9/P5566imMGDHCaJlEIkFMTAwuXbqEoqIiZGVl4ffff0dISAhWrVqFjz/+2Kh+c+oLW78OmlNfVJWamoq4uDi0a9fO5KQcaBnPi+o+P+k9gzQHdL5L57t0vkvnupXRZ1ft6HyXzneraunnuy35XJdGvpJGpdVqMXXqVCQkJGDatGl45ZVXjJZXnZGvQ4cOWLBgAby9vfHGG29gyZIl2LlzZyO2uGFV/fWub9+++OOPPzBo0CCcPHkSf/75J5555pkmal3T0mq12LRpExiGwdSpU02Wt/TnBrHcvn378H//938ICAj4//buPCjq+vHj+AtcXMmDTENFQVTI8SDPyrxAzUDTtMkjSwdN0qZmIhvTUhMdc74eaTM1NTaaJ2aOTaOTB5oFCmlo5pli6QAejWkKMiF5sO/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", 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", 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", 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", 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HTk6OxvYFc+XGx8eje/fucHR0hIWFBZo0aYKlS5dCEASV4wICAhAYGAgASE5OVsubGhsbq2xb2IZbGRkZ+OWXX9CnTx/UrVsXVlZWsLKygo+PD7766ivlY2nlRdOGW56enhg+fDgA4NChQ2rnra9NxYiIiIheFzdu3AAAODk5qQVedaHtfWpBCQkJGDFiBDw9PSEWi2Fvbw9/f3/8+uuvkEqlKm0V9/8KtWrVUrnPK/j03ZMnTzBz5kw0a9YMNjY2EIvFqFatGlq3bo0vvvgC169fL/F5EhEBXPlKRJWEra0tNmzYgPbt22PhwoUICgpCt27dlPUXL15UBmV/+eUXeHh4qPWRl5eHwMBAHD9+HLVr10bDhg1x6dIlbNy4ETt37sSePXvg5+encoxEIsHAgQPxxx9/AACqV68OLy8vXLt2DevXr8fvv/+OFStWYOTIkYXOfeTIkVi1ahVq1KiBunXr4urVq4iNjUVcXBy2bt2K3r17qx2zbds2DB48GM+fP4e5uTm8vLyQm5uLs2fP4vTp09i8eTOio6Nha2urccyoqCiMHDkSVapUgZeXF5KSknDhwgVMmDABSUlJ+O6775RtGzdujAcPHuDixYsac6i+midVk40bN2LChAkwMzODm5sbGjZsiMePH+Pq1au4dOkS1q9fj8OHD8PT07PYvspKy5YtYWZmhmvXrsHW1haNGzdWqTc3Ny+nmRERERFVTIp7z7S0NFy/fh21a9fWuQ9d7lMVNm3ahA8++AB5eXmwsrJS3r/GxcUhLi4Of/zxB7Zt26a8f6tZsybat2+PI0eOAAB8fX0hFouV/Sn2nXj69CnatWuHixcvQiQSwdvbG/b29rh//z7Onj2LkydPol69eiU6TyIiJYGIqIz5+/sLAITQ0FCdj/32228FAIKzs7Nw584dQRAEITs7W2jYsKEAQPjwww/VjgkNDRUACKampoKTk5MQHx+vrHvw4IHQvXt3AYBQtWpV4fHjxyrHhoWFCQAES0tLYevWrcrynJwcYdKkSQIAwcTERDh16pTKcZGRkcoxHR0dhejoaGXd06dPhd69ewsABE9PT0Emk6kce/bsWUEsFgsikUiYPXu2kJ2dray7du2a0LJlSwGAMGzYMJXjEhMTBQACAEEsFgsLFy4UJBKJsn727NkCAEEkEgnXr19XOTYmJkYAIHh4eGi67EqK/hMTE1XKT5w4Ifz1119CTk6OSnl6erowevRoAYDQrVs3tf60HfdViuur7XGKz1xkZKTGfvz9/XUan4iIiOhNdOPGDcHY2Fh5H7tixQohJSWl2ONKc5+akJAgmJubCwCEUaNGCU+fPlXWRUdHC3Z2dgIA4dNPP1Ubt7B7V4VFixYJAITGjRurtXn+/LmwadMm4ejRo8WeHxFRURh8JaIypwiEFfd6NbgoCIIgk8mE4OBgAYAQGBgoSKVSZXCvYcOGKoFKBUXwFYDw22+/qdU/efJEsLe3FwAIixYtUpY/ffpUsLW1FQAI3377rcZz8fPzEwAIffr0USlXBPUACGvXrlU77u7du4KpqakAQDh//rxK3f/+9z8BgPD1119rHDMlJUWwsrISjI2Nhdu3byvLC97Ujhw5Uu04mUwm+Pj4CACExYsXq9SVNvhanGrVqgkikUhITU0t0bivKnh9C3v17t1b2Z7BVyIiIiL9+OGHHwQjIyOV+y5XV1fhf//7nxAREaEWPBWE0t2njhgxQgAg+Pj4qC1aEARBWLlypQBAMDMzE9LS0lTqirt3HTNmjNr/AYiI9I05X4mo3NSoUQPt27cv9FW3bl21Y0QiEdasWQM3NzfExMSgR48e+OWXX2Bubo6NGzfCwsKi0PHc3d3Rv39/tXJra2uMGjUKAPDXX38pyw8fPoysrCxYWlpi7NixGvucPHkyACA6OhoSiUSt3s7ODoMHD9Y4l1q1agGASh6prKwsREdHAwDGjBmjccwaNWqgZcuWkEqlOHTokMY248ePVysTiURo166d2pj6kpOTg/Xr12PMmDHo2rUr/Pz80KFDB3To0AFPnjyBIAiF5sgtKbFYXOjnp2HDhnodi4iIiIiACRMm4MSJExgwYABsbGwAyNMQ7NmzB1OmTEGdOnUwYsQIPHv2TOPxut6nKu7PP//8c5U8rgpDhw6Fi4sL8vLycODAAZ3ORZF+YPv27cjKytLpWCIibTHnKxGVmxEjRqgku9eWi4sL1qxZg+DgYOzZswcA8P3336vl7HxV/fr1YWxsrLGuUaNGAOSJ/BUUm3B5eXnByspK43GKMbOzs5GSkgIvLy+V+jp16mi8SQQAV1dXXL16FU+fPlWWXbx4EVKpFCKRCEOGDCn0XK5evQoAuH37tsZ6TYFrxZgAVMbUh4SEBHTv3h2JiYlFtnvw4IFex3Vzc0N8fLxe+yQiIiKiovn6+mLDhg2QSqW4ePEizpw5g5iYGOzevRsPHz5EZGQk7t+/j127dqkdq8t96uPHj5GamgoAhd7rm5qaon79+rh//z6uXLmi03mMGDECCxYsQGxsLKpWrYpOnTqhffv2aNu2Ldq0aQMTE4ZMiKj0uPKViCql5s2bw9HREYB85eqgQYOKPUZxQ1dU3ZMnT5Rliq/d3NwKPa7gLq8Fj1UoLGgLAEZG8h/BMplMWfbo0SMAgCAIOHLkSKGv9PR0APKgryaFjatpzNKSyWR47733kJiYiObNm2PHjh24c+cOcnNzIcjT2yg3MsvPz9fbuERERERUvoyNjfHWW29h+PDhWLNmDW7evIl33nkHALB7924cP35c7Rhd7lML3l9rc0+u6X68KG5ubjhx4gQ++OADGBkZ4c8//8SXX34JPz8/VK1aFREREZBKpTr1SUT0KgZfiahSGjFiBDIyMmBkZISnT58W+oh+QWlpacXWKR6dKvi14rftmty7d0+tfWlYW1sDAKpUqaIMXBb1KsnKYX07efIkEhISYGFhgX379qFnz56oWrUqzMzMlG30veKViIiIiCoeOzs7REZGKgOpmoKvuih4f63NPXlJ7se9vb2xZs0aPHr0CP/88w8WLlyIoKAgpKenY+rUqZg+fbruEyciKoDBVyKqdJYsWYIdO3bAwcEBMTExsLW1xaZNm7By5coij7ty5Uqhv7m+dOkSAKBBgwbKsvr16wMAbt68WegK04sXLwIALC0tlTmjSqNRo0YQiUTIzMzE5cuXS92ftgpLjaANRaqBBg0awMnJSa3+wYMHyhQOFU1pzpuIiIiI1NnZ2cHZ2RkAkJeXV+q+FCteFffdr5JIJMp7zYL38royNjZGixYtMHHiRBw4cACLFy8GAPz0008l7pOICGDwlYgqmfPnz+OLL74AAPz66694++23sWLFCgDAp59+qpKz9VX37t3D5s2b1cqfPXuGX3/9FQDwv//9T1neoUMH2NraIjs7WznGq77//nsAQHBwsF5yQjk5OaFjx44AgFmzZpW6P21ZWloCAJ4/f17iY1NTUyEIglr9woULK+zjWqU5byIiIqI3TUZGRrHpq/777z/cv38fQOH5XXXRvXt3APJ7Sk33mmvXrkVaWhrEYjGCgoJU6kpzr/f2228DADIzMwtdiEFEpA0GX4mo0sjOzsaAAQOQm5uLcePGoU+fPgCAAQMGYPjw4cr6nJwcjcebmpri008/xbFjx5Rljx49wqBBg/Dw4UO4ublh+PDhyjorKyt89tlnAIAZM2Zgx44dyrrc3Fx8+eWXOHToEExMTDB16lS9nef8+fNhbm6OjRs3YtSoUWqPWOXl5WHfvn3o27ev3sb09vaGSCTC/fv3lauAtdW2bVuYmpri7t27+L//+z9loFUmk2HJkiWIiIiAubm53uaqT7Vr1wYgX/lcVFoKIiIiIgI2btyIRo0aYfHixWobvwqCgH379qF3794QBAE1atRAcHBwqcecPHkyzM3Ncf78eYwbN04lEPr333/j888/BwCMHTsWLi4uKscq7vUOHjyose8pU6bgp59+UrsPzMzMREREBACgYcOGyiAuEVFJcOs+Iio3q1atwoEDB4psExUVpbxp+uSTT3DlyhU0btxYueJUYcmSJTh69Cj+/fdfTJ48GUuXLlXr6/3330diYiLatWuHOnXqwNbWFpcuXUJOTg4sLCywYcMG2NnZqRzzf//3f7hw4QK2bNmC3r17o2bNmnB1dcXVq1fx+PFjGBsb46effoKvr28pr8ZLzZs3x5YtWzBo0CD8+uuviIyMRN26dVGlShU8fvwY169f1/vGVQ4ODujevTt27dqF5s2bw8fHR5kza9GiRWjatGmhx7q4uODrr7/GrFmzEBERgV9++QWenp5ISkpCRkYGRo0ahWvXruHQoUN6nbM+NG3aFI0bN8aFCxfg7e2tcnO9cePGIjd2ICIiInrTiEQiXLlyBRMnTsTEiRPh7u6OqlWrIj8/H7du3VJuHuvq6opt27bBwsKi1GPWr18fq1evxgcffIDly5dj3bp1qF+/Ph4+fIibN28CkD+FpgiWFjR06FBMnjwZH3/8MZYtWwZnZ2eIRCKEhIQgJCQECQkJmDdvHsaNG4eaNWvCzc0Nz549w/Xr15Gbmwtra2ssX7681OdARG82Bl+JqNzcunULt27dKrLN06dPAQCbNm3Cr7/+CgsLC2zcuFFtJaWVlRU2btyINm3aYNmyZejcuTN69+6t0sbMzAwHDx7E3LlzsWnTJly8eBE2Njbo1asXwsLCNOaIMjExwebNm7Fhwwb8+uuvOHv2LO7duwdnZ2d069YNkydPRvPmzUt5JdR169YNV65cwZIlS7Bnzx7cuHEDiYmJcHNzQ5s2bdCxY0flyl99WbNmDWbMmIG//voLFy9eVOboyszMLPbYmTNnwsPDA0uXLkVCQgKuXr2Khg0bYt68eRg5ciQCAgL0Old9EYlE+OuvvzBt2jQcPHgQ586dUwa2C1tBTURERPSmGjNmDJo0aYL9+/fj8OHDuHXrFq5cuYL8/HzY29sjMDAQ3bt3x6hRo9QWNZRGv3794OPjg2+//RYHDx7Ev//+CwsLC/j5+WHo0KEYPnw4jI2N1Y6bNGkSAHlqgmvXrilTlCnuTadPn47GjRsjNjYWSUlJOHfuHIyNjeHp6YnOnTvj888/h6enp97Og4jeTCJBU9IUIqLXSFhYGMLDwzFs2DBERUWV93SIiIiIiIiI6A3BnK9EREREREREREREBsDgKxEREREREREREZEBMPhKREREREREREREZAAMvhIREREREREREREZADfcIiIiIiIiIiIiIjIArnwlIiIiIiIiIiIiMgCT8p5AZSKTyXD37l3Y2NhAJBKV93SIiIiIKiRBEPDkyRNUrVoVRkb8XX9lw3teIiIiouJpe8/L4KsO7t69ixo1apT3NIiIiIgqhVu3bqF69erlPQ3SEe95iYiIiLRX3D0vg686sLGxASC/qLa2tuU8GyIiIqKKKSsrCzVq1FDeO1HlwnteIiIiouJpe8/L4KsOFI9d2dra8kaUiIiIqBh8ZL1y4j0vERERkfaKu+dlEi4iIiIiIiIiIiIiA2DwlYiIiIiIiIiIiMgAGHwlIiIiIiIiIiIiMgAGX4mIiIiIiIiIiIgMgMFXIiIiIqLXxMKFC1GjRg1YWFigY8eOuHr1anlPiYiIiOiNxuArEREREdFrYP369Zg6dSq++eYbnDp1Cvb29ujatStyc3PLe2pEREREbyyT8p4AUUH5+fmQSqXlPQ0iIiIqwNjYGKampuU9DSrGwoULMW7cOAwaNAgAEBUVBRcXF/z555/o169fOc+OiIiI6M3E4CtVCFlZWcjIyODKDCIiogpKLBbDyckJtra25T2VSm3dunU4fPgwTp8+jQsXLiAvLw+RkZEICQkp9JhTp04hNDQUx44dQ15eHho1aoSJEycqg6wAkJeXh7NnzyIsLExZZmNjg9atW+P48eMMvhIRERGVEwZfqdxlZWXhzp07sLa2hpOTE0xNTSESicp7WkRERARAEATk5+fj8ePHuHPnDgAwAFsK06ZNQ3JyMpycnODu7o7k5OQi28fGxiI4OBhmZmYYMGAA7OzssHXrVgwePBhJSUmYOnUqACAjIwNSqRQuLi4qx7u4uCAtLc1g50NERERERWPwlcpdRkYGrK2tUb16dQZdiYiIKiALCwvY2Njg9u3byMjIYPC1FFauXIk6derAw8MD8+bNw5QpUwptK5FIMGrUKIhEIsTFxaFZs2YAgNDQULRt2xahoaHo27cv6tSpU1bTJyIiIiIdccMtKlf5+fnIzc2FnZ0dA69EREQVmEgkgp2dHXJzc5Gfn1/e06m0OnXqBA8PD63aHjx4EDdu3MCgQYOUgVdAnk5g+vTpkEgkiIyMBAA4OTnB2NgY9+/fV+nj/v37cHV11d8JEBEREZFOGHylcqXYXIubeBAREVV8in+vuTlm2YiNjQUAdOnSRa1OUXbo0CEAgJmZGZo1a4aYmBhlm6dPn+LEiRNo06aN4SdLRERERBox7QBVCFz1SkREVPHx3+uyde3aNQDQmFbA3t4eTk5OyjYAMHHiRIwePRq+vr7w8fFBeHg43N3d0atXryLHyc3NVdn0NCsrS09nQEREZBiCVIrsf05Dkp4OE2dnWPq2gMjYuLynRaRRhVz5um7dOowZMwa+vr4Qi8UQiUSIiorSuR+ZTIalS5eiSZMmsLCwgLOzM/r166dyk0pEREREVBE9fvwYAGBnZ6ex3tbWVtkGAAYPHow5c+Zg8uTJ8PX1RUZGBvbs2QNzc/Mix4mIiICdnZ3yVaNGDf2dBBFRKQlSKZ6dOInHu3bj2YmTEPj0xRsvKzoa14M6IWXYMNydPBkpw4bhelAnZEVHl/fUqJxV1J8XFXLlq667wBbmo48+wi+//IKGDRtiwoQJSEtLw++//47o6GgcPXoUDRs21PPMiYiIiIjKz6RJkzBp0iSdjpkyZQo+++wz5fdZWVkMwBJRhZAVHY20uRGQpKYqy0zc3OA6dQpsNaRkoddfVnQ07nw6ERAElXJJWpq8fPEifjbeUBX550WFXPm6cuVKJCUlIT09HR999FGJ+oiJicEvv/wCPz8/nDlzBvPnz8fq1auxe/duZGVlYezYsXqetZ7lPgFy+MgXERER0ZtKseK14OrWgrKysgpdFasLsVgMW1tblRcR6U9FXYlV0SmCbAUDKcDLIBtXOb55BKkUaXMj1AKv8kp5WdrcCP4dewNV9J8XFXLla6dOnUrdxy+//AIAmD17NsRisbI8KCgIwcHB2Lt3L65evYq6deuWeiy9OzQfOLwA6Ph/QLsJ5T0bIiIiIioHilyv165dQ4sWLVTqHj16hIyMDLRr1648plZ6MimQfBR4mgZYuwIe7QAj5uqj109FXolVngRBAPLzIcvLg5CTAyE3F7LcXAgvXtLs50gNDSsyyHZv2nTkp6bJ85ELAgABEAR538KLdlqXq9cVVq6xL5VjXs5Rm/40lmvqr6TlggABOoxRYN7y4wrrT/vy4udWdLmQlwdBIoEgyYeQ/byoDxYkqan4r2VLiExMITIxgcjMTF4nEgEiQARRge8LvICX9SINbRT1IpH8C431Iu360LZerY3iW5FiMhrrIRIVPoaWfehU/8r5K77X3Ech9a9eQ+U+A4XXS59lQ/Zc/nl4sm9vkT8vUsNnwsTNDSJjY5g4O8PUxUW9rQFVyOCrPsTGxsLKygrt27dXq1MEXw8dOlQxg68W9oDkOXBiBeDelDejpFFeXh5mzpyJDRs24NatW8jPz0dMTAw8PT1Rq1YtDBs2rES5kguKiorC8OHDld/3798fGzduLOXMK77r16+rbG7i4eGBpKSk8psQERG9kfz9/REREYHo6GgMGDBApS76xQoOf3//8pha6VzeAez9Csi6+7LMtirQ9RugYdGbgxFVJpXh8WhBJlMGPAsGP2U5uRDyciHLyYGQm6f6dW7Oi7YFvs55cVxega+V/eVAlpsn/zonRx5wzc0FZLJSzV2WlYX7c+fq6UrQ60TIfg4BRQRp6Y0jffAAyf36AwDsQ0Lg9vVXZTr+axl8ffbsGe7duwcfHx8Ya9jtruAqgqKUy86vl3cAcd/Jv358C1jdA7B0BLotAHz6GH58Kjdffvklvv32W5w4cQKtWrUqtv13332HOXPmICAgAAMHDoSJiQk8PT0LbR8bG4vAwECEhoYiLCxMp7n17t0bTZs2hY+Pj07HlVZp5lwaDg4OCA0NBQAsWrRIL32uW7cOhw8fxunTp3HhwgXk5eUhMjISISEhJe5z27Zt+PHHH3HmzBlkZ2fDzc0Nbdq0wfz581Vy9QmCgG3btmHJkiW4cuUKHj9+jBo1aiAgIABfffUVvLy89HCGpXfq1CmEhobi2LFjyMvLQ6NGjTBx4kQMGjRIpd2dO3ewefNm/PXXX7hy5QpSU1Ph4OCA9u3b48svv0Tr1q3L6QwMN0ddPz+V5T0noqIFBQXBy8sL69evxyeffIKmTZsCAJ48eYJZs2bBxMSkVP+OlIvLO4BNQyFfzlRA1l1g0wfA+6t5z0uvhWIfjxaJkDY3AjZBQYCRESCRaAx+CjkvApclCn6+aF8g4Kn8+sVqUyE/v+wvjgYisRgic3PIsrOBEszJ2MEBVm3aqK3wU1tZV2DlnXpdYeVFrMQrWKd1fwXKNdRpVQ5o0Z+W47xyTGHlKn2pzKOQOl3GUdZpLs9NSkL+7VvIu30HWVu2FPt5sH3vPZhVrwbT6jUgrlVLZdUygJeraxWrceWFaqt/Veo19FFo/Ys2KquaNYyhVl/UGMqfJZr6gMoxBftQW1ldoA9B5XoU14fm+pd9QGVe2o4hFDym2D5U65+dPIncy5ehK1HxTfTutQy+arMzbMF2hYmIiEB4eLh+J1eUwm5Gsx8AfwwD7n4CdJlVdvOhMnXmzBkYGxujcePGWrX/66+/YG1tjejoaJiamirL8/PzkZCQoJcccAp9+vSpfP+5KwUHBwdlsLe0q4cV9LWRICD/x++jjz7Czz//DG9vbwwYMAA2Nja4e/cuDh06hOTkZJXg6+TJk7FgwQK4u7ujT58+sLW1xfnz5/HLL79gw4YNOHr0aJkH1l8VGxuL4OBgmJmZYcCAAbCzs8PWrVsxePBgJCUlYerUqcq2S5YswTfffANvb2907twZLi4uuHbtGrZv347t27djw4YN6NevXzmejf7nqOvnpzK850RvqpUrVyI+Ph4AcOHCBWVZbGwsAPm/uX369AEAmJiYYOXKlQgODoafnx8GDhwIW1tbbN26FYmJiZg9e3bFfIqrMDKpfMXrq/e6BW0ZLv9fUaM+ZTQpIv16dvoMss+eQc7lBLXcgypePB595a2mgFSqOUhb1oyNYSQWKwOhRmZmql+bm0MkFr9sIzaDkdj8RZsX5WYFvhaby9uYm8vLFV+r9CGGyMxMGdh8fjkBuTeuI/fGDTxcvqLYKTt8NAZib2+IvWvDomEDQ18hKicWjeX3rYJUiuwjRyBJS9P8d0YkgomrK6rODIdIw0I8er3k378PSXo6nl+8iLTQsGLbu4aHwcLHBybOzoaf3Ctey+CrvpTJzq9PUuUvmRTY/RmKvBk9+gNg4QB4BwI2bvIXvTbOnDmD+vXrw8LCQqv2d+/ehaOjo0rgFQBMTU1Rv359Q0yRSmHlypWoU6cOPDw8MG/ePEyZMqXEfS1ZsgQ///wzxo8fj8WLF6ut8JdIJMqvU1NTsWjRInh6euL8+fMqm6gsWrQIkyZNwoIFC7Bq1aoSz6cwAQEBSEpKKjZlg0QiwahRoyASiRAXF4dmzZoBAEJDQ9G2bVuEhoaib9++yqcWWrVqhbi4OPj5+an0c/jwYQQFBWHs2LHo3bu3Sr5vQ829MPqeoy6fn/J8z4moePHx8Vi9erVK2ZEjR3DkyBEAgKenpzL4CgCBgYGIj49HaGgoNm3apHwyYNasWRg8eHBZTr3k7v0LpF8B0v9TTTWgiSADNg8DUsYCTQcB7k3KZo5EWhAkEkjS05F/7x7y795D/r27kCi/vof81FTIilngo6bAfZuCSBn0FMPITKz6tbm5atCzwNdG5i+CnwW/fjUQ+iKYKjLTEAg1Kf/wgEXDBrBo2ACCVIqs7X8WG2RzmTCBQbY3iMjYGK5Tp8jTdohEqp+NFwF816lT+Jl4Q5i6uMDUxQXm9evjwU/Li/15Yf/+++X22Sj/n64GoM3OsAXbFUYsFpfqP+9aOboEOLZU+/Z/h8lfbT8GgucYalZUhiZMmIClS+WfgUePHhV4nAVITExUSyUQFhamsiJb0d7f3x+xsbFISkpSy/la8Jjw8HCV4zWNoQuJRIJvv/0WK1euxJ07d1C9enWMHDkS/fv3h7e3t8o88vLysGLFCuzatQuXL1/G/fv3YWdnhw4dOmD69OnKoJuuc46Li8O3336LY8eO4cmTJ6hZsyb69++PqVOnwtLSUmW+W7ZswQ8//ICEhARkZWXB2dkZjRo1wkcffaTyn11908dGggDw/PlzhIeHw8vLC4sWLdKYWsWkwI1zUlISZDIZ2rdvr7Z7dffu3TFp0iTcv39f41i6XNfSOHjwIG7cuIHhw4erfAZsbGwwffp0DBgwAJGRkZj7IqfXu+++q7EfPz8/BAYGIjo6GhcuXICvr6/e5qgrfc9Rl89Pad5zIjK8qKgonZ+qaNWqFfbs2WOYCRWwbNkyLFu2DFJ97xK992sg+Yhux5z4Cbh3Hhhh+PMmAuRPFsmePHkRWL2L/Hv3ILmXKv/+3otAa9p9+SrVYojMzSGysIDs0aNi29oNHAixtxfEdevBskljeeDVyEgfp1SpMchGhbHt0gVYvEh9IztX1zd+I7s3VWX4efFaBl+trKzg7u6OxMRESKVSteCEItdrwQ11yk1Jny5J/0++ioCrASq9tm3bIi0tDZs3b0a3bt3QsmVLAICRkRE8PDzU2gcEBAB4mYt04sSJAFBkAFWxim/16tXw9/dX9gEAVapUKdX8R4wYgbVr18Lb2xvjx49Hbm4uFi1ahGPHjqm1ffjwISZOnAg/Pz9069YN9vb2uHnzJnbs2IE9e/YgLi5Oef7aznn58uUYN24c7O3t0bNnTzg7O+PUqVOYM2cOYmJiEBMTA7MXO1z+9NNPGDduHNzd3fHOO+/A0dER9+7dw8mTJ7F9+3adgq8BAQE4dOgQYmJiVOZmaPv378fDhw8REhICqVSKHTt24OrVq6hSpQo6deqE2rVrq7SvU6cOzMzMcOTIETx58gQ2NjbKur/++gsA0LFjR7VxdLmupaV41LaLhhslRdmhQ4e06kuxEtykAqzcKIyh51jS95yIaPz48Rg/fjyysrL0mr4IXefJV77ePg2cXK79cVZOwN1zfOKL9ELIy5M/oqoIpt4tEFR98b3s2bPiOzIxgamrK0zd3WFS1R2m7lVh6u4O06ru8jJ3dxhbW0OQSnE9qFOxK7Hcp/0fA4iFYJCNCmPbpQtsgoKQ/c9pSNLTYeLsDEvfFvy79Aar6D8vKu7/TkvJ398fGzduxJEjR/D222+r1O3bt0/Zpty1nwAkHQZSz+t23PX9QH42MPwvw8yLysygQYOQnJyMzZs349NPP9UYgCooICAAAQEBKqtai6MIDq5evRoBAQF627zq77//xtq1a+Hr64u4uDhlyoRp06aprGBUsLe3R0pKCqpVq6ZSfunSJbRp0wZTp07F/v37tZ7z5cuXMWHCBDRt2hQHDhyAg4ODsk7xaPaSJUvw+eefA5A/um1mZobz58/D+ZU8Lw8ePCjxdShL//zzDwB54O6tt97Cf//9p6wzMjLCpEmT8N133ynLHB0dMWfOHHzxxRdo0KABevXqBRsbG1y4cAEHDhzAhx9+iAkTJqiMoet1La2ifiFmb28PJyenYjdIBICUlBQcOHAAbm5uWudOBjT/HUpKSkJmZqbGuokTJ5b4lxYlnaMuSvKeExEZlHsT+evuWd2OS9ghf/GJLyqGIAiQZmZqDqy++FqSnq5VXlXjKlVUg6ovAqsmbm4wrVoVJk5OWgV4KsNKrMqAQTYqjMjYGFati9+omt4cFfnnRaUPvmZkZCAjIwNOTk5wcnJSln/44YfYuHEjpk2bhgMHDihXaP3999/Yt28f3n777YqxQYGNG9B7KfDfXuDw94A0R7vj6nYDqrXg6tfXxLlz5wBAuYtxZbFu3ToAwPTp01Vy1bq5ueHTTz9Vy0spFovVAq8A0KhRIwQGBmLfvn3Iz89Xy2NbmBUrVkAikeCHH35QCRACwJdffokFCxZgw4YNKkFCU1NTjf07OjpqNabCmjVrkJ2djZo1a+p0XGkpHhf//vvv0bx5c5w8eRINGjTA2bNn8eGHH+L777+Ht7c3xo4dqzxm8uTJqFq1KsaMGYOffvpJWd6uXTsMGTJE7XqU5LqWhjabJN6+fbvIPvLz8/HBBx8gNzcX8+fP15iOoTBFbayoqS4kJKREwdfSzFFXur7nRERlo4SPUj+9L98jgatf31iy3FxIUlNVcq3m37unDKzmp6ZCeP682H5EpqZqgVUTdzf591XdYermBiM9plaq6CuxKgsG2YhIWxX150WFDL7qsgvs0qVLER4ejtDQUJUVSoGBgRg1ahRWrlyJZs2aoXv37khLS8Pvv/8OW1tblf+Mljv3JvJcWNoGXgHg6l/y182DXP36Gjh79iyqVq0KFxeX8p6KTs6fl6/YbteunVqdpjJAHmieP38+4uPjkZqaivz8fJX6jIwMuLu7azX+8ePHAQB79+7FgQMH1OpNTU1x5coV5ff9+vXD119/DR8fHwwYMAABAQHo0KFDiQJpZR10VZDJZAAAMzMzbN++HVWrVgUgzyX6xx9/oEmTJvj+++9Vgq+zZ8/GzJkzERYWhqFDh8Le3h7nzp3DZ599hsDAQGzatEklR6mu1xWASq7iV2mqK22u4YJkMhlGjBiBuLg4jB49Gh988IFOxwsaVsGUdsMtfc9RV7q+50REZaL9BODZfeDCJt2Ou7AJsHbh6tdyIkilBl1FJAgCpA8eqG9iVSDfqjQjQ6u+jJ2c5EFVNzf5alV395eBVXd3GDs4lHk+1Yq8EouIiMpGhQy+6roLbGFWrFiBJk2aYMWKFfjhhx9gbW2Nnj17Ys6cORVj1WtBilxYJ34G7pwqvn2HzwCXBoAzd7Wv7J4+fYrr16+jW7du5T0VnWVlZcHIyEjjqlFXV1e1sqNHjypzTXbp0gV16tSBtbU1RCIRtm/fjvPnzyM3N1fr8R8+fAgAmDNHu/+Mffnll3B0dMTy5cuxYMECfP/99zAxMUG3bt2waNEi1KpVS+uxy4tidaivr68y8KrQqFEjeHl54fr168jMzESVKlVw8OBBTJ8+HZMmTcLUqVOVbdu3b49du3bBy8sLkyZNUgnE6XpdASA0NFStLCoqCpmZmcq8xAUVDHhrs0liYatiBUHA6NGjsW7dOgwZMgTLl+uQS7CMlPUcS/KeExGVCRs3wKqEv2gu6T4JVCpZ0dHqqzbd3HRatSnLzkb+i1WrEpWUAIpAayqEvLxi+xGZm79crfoimFowsGri5gYjQ2+WXEIVdSUWERGVjQoZfNVlF9iwsLBC81caGRlhwoQJlSO3nSIXls97wLfewPNidsb8dyPQ9RumHHgNnD9/HoIgaMyRWtHZ2tpCJpPhwYMHKmk/ACAtLU2t/Zw5c5Cbm4v4+Hi0b99epe748ePKlbS6jA/Ig3MFNxUqjEgkwqhRozBq1Cg8ePAAhw8fxoYNG7Bp0yZcu3YNFy5cMOij4PpQr149AIVvlKYof/78OapUqYLdu3cDkD8N8CpnZ2c0btwYx44dU6ZvAXS/roDmvKmxsbFISkoqNsewItfrtWvX0KJFC5W6R48eISMjQ+NKaplMhlGjRiEyMhIDBw5EVFQUjCrY7sDlMceSvOdERGWm/QSgSV9AJgXW9gFys4pub+UMtPsEaNKvTKZHL2VFR8vzlb7yhIgkLU1evngRbDp1giQ9A5IXaQDUAqt370GamVn8YCIRTJydi97EqkqVIp+0ISIiqqgqZPD1jWZkDPT8Adg0FEX+ij/rnrxNvzVAw15lNj3Sv3///RcA8NZbbxl0HEVQUSqV6q3Pt956C2fPnsXRo0fRq5fq5/Do0aNq7W/cuAEHBwe1wGt2djbOnDmj85xbt26NM2fO4Pjx4+jcubNOc3d0dFSmMMnIyMDBgwdx/fp1ZXCzolIE1BISEtTq8vPzcf36dVhZWSk3FMt7sZIkPT1dY3+KcnGBlSKlua4l4e/vj4iICERHR2PAgAEqddHR0co2BRUMavbv3x9r166tcIHz8ppjSd5zIqIyY+P2Mndr72XF3/M+ywD2zwDsPXnPW4YEqRRpcyM0b1D1ouzOpM/kG0dJJMX2Z2RpCdNqVV+mAXhlEytTFxeIXuzRQURE9LqpWEuESK5GK6DzTMCyqBVJgvy1+3Pg9mng7jn5RgRU6Tx48AAAYG1tbdBxFBsnFbdxkS4GDx4MAJg1axZycl7mLE5NTcXixYvV2nt4eODRo0e4dOmSskwqlWLy5MkaA0XFzXncuHEwMTHBhAkTcOvWLbX6zMxMnD37cmflffv2QfLKfxDy8/OVj9kX3DSsOCkpKbhy5Qqys7O1PkZXN27cwJUrV1Ty4np7e6NLly64fv06Vq5cqdJ+3rx5yMzMxDvvvAMTE/nv1hSB7gULFqg91r969Wpcv34dLVq0UFnhqut1La2goCB4eXlh/fr1ys3nAODJkyeYNWsWTExMEBISoiyXyWQYOXIkIiMj0bdvX6xbt07vQU3Fqt2SKukcNb3nuirJe05EVC4a9pIvJLApKtf7i+Df3q/lq2XJoJ5fTkDmzp1I++EHlVQDGkml8sCrkRGMnZxg0aIFbHv0gOPoUXCdMR3Vf/oRtf7cjronT6Du6X/gtXMnav78M9zDw+D00RjY9eoFq1atYFa9OgOvRET0WuPK14ro6BLg2FLt2j67D6yU59BE24+5EUElpEg3MGHCBLz//vsQi8UICgqCn5+fXsepX78+qlatio0bN8LS0hLVq1eHSCTC2LFjC82nWZxOnTph8ODB+O2339C4cWP07t0bubm52LRpE1q3bo2dO3eqPGI9YcIEREdHo0OHDujXrx/Mzc0RGxuLO3fuICAgQLmpnrZz9vHxwY8//oixY8eiXr166NatG7y9vZGVlYWbN2/i0KFDCAkJUebY7N+/PywtLdGhQwd4eHggPz8f+/fvx+XLl9G/f3+dNtEaOnQoDh06hJiYGAQEBBTbXpeNBBWCgoKQnJystjnVjz/+iHbt2mH06NHYvn076tevj7Nnz+LgwYPw8PDAt99+q2zbt29frFixArGxsahTpw569eoFe3t7nD9/Hvv374dYLMaiRYtUxtX1upaWiYkJVq5cieDgYPj5+WHgwIGwtbXF1q1bkZiYiNmzZ6vk6Z45cyaioqJgbW2NunXrYvbs2Wp99unTB02bNtVq/OLSIrxq4sSJxW7SVtI5Fvae6/L5Kcl7TkQEAMuWLcOyZcv0+pRMkZ6kAlVqAn5fAH99VkRDAci6A5xZA1Rtprp6lvRGEATc+7//Q66Gp2uKJJPBrFYteK5dY5iJERERVXIMvlZEJd1QgBsRVErdu3dHREQEfv75Z3z33XeQSCRo1KiR3scxNjbG1q1b8dVXX2Ht2rV48uQJAGDAgAElDr4C8hzN9evXx6pVq7BkyRJUr14dEydORFBQEHbu3KnMHwoAPXr0wB9//IG5c+di3bp1sLS0RMeOHbFt2zbMnDmzRHMePXo0mjZtigULFiAuLg47duyAnZ0datasiUmTJmHYsGHK/iIiIrB3716cPHkSO3fuhJWVFWrXro0VK1ZgxIgRJb4G2tDXRoKAfPXrP//8gxkzZmDv3r2Ijo6Gm5sbxo8fjxkzZsDF5eVmJsbGxti7dy8WL16M33//HRs2bEBeXh5cXV0xaNAgTJkyBT4+Pmpj6HJd9SEwMBDx8fEIDQ3Fpk2bkJeXh0aNGmHWrFnKFdYKihWpT58+LXRTME9PT62Dr+Hh4TrNNSQkpNjgq77nqMvnp6TvORHR+PHjMX78+CI3OtQrXRYcAMCuifI/ueBAbwSpFM/PnEFW9H482b+/+NWur3D4aAzE3t4Qe9c20AyJiIgqP5EgaErkQ5oobkQfP36sElDSuyep8tfdsy9vMovSY1GlXQWQk5ODxMRE1KpVC+bm5uU9HXpFVFQUhg8fjsjISJXHvrWxcuVKjB49WrmCsrJSrD4szSPoRESvC23/3S6zeyYyiDJ7//b+H3Bch+CrQpuPga4MvpaUkJ+P7FOnkLUvGk/+/hvSjAxlnZGlJawD/GHdqRPuz/sGkvR0zXlfRSKYuLqi9t8HIKpgOdeJiIjKirb3TFz5WhEpgqhujYG4+fLNtTQuaxUBtlWB5kPlG3URGcjw4cMxfPhw9O/fHxs3blSpS01Nhaurq8rus3fu3MHs2bNhbGyMHj16lPV0S+369euoU6eO8nsPD49ynA0REdFrqv0EoElfeS7XDf2BZ5o3CgQAWLkAAzfK73kr2WIDQxGkUmT/cxqS9HSYODvD0rdFoYFQWV4enh09iifR+/H0778hLZAT3MjWFjaBgbAJ7gKr9u1h9GJDRpGJCe58OlG+qVbBAOyLez7XqVMYeCUiItICg68VmZEx0PWbF7vAiqAagH0R6Oo6j4FXMpimTZsiNDRU+b2mR5XnzZuH3bt3w8/PDy4uLkhJScGuXbvw5MkThIWFoUaNGmU5Zb1wcHBQOe/iHjEnIiKiEij41Fb3BS/ueQH1RQcioPv3QPUWZTm7Ci0rOhppcyNU0gSYuLnBdeoU2HbpAgCQPX+Op/HxeLIvGk9jYyF7+lTZ1tjBATZBQbDp0gVWrVtp3PDKtksXYPEi9XFcXVXGISIioqIx7YAOyu0Russ7gL1fAVl3X5aJbYGeSwArR+BpGmDtCni0q3SBWKYdqPz27t2LBQsW4Pz583j06BHMzc3RpEkTjBs3DoMGDSrv6RERkR4x7cCboULd8wJAcATQdlzZzaOCy4qOlq9IffW/cS9WqNoPGwZJaiqexsVBeP5cWW3i7Aybzp1h06WLfJWsiXbrcHRZYUtERPQm0faeicFXHZTrfyRkUiD5KHBpG/DPr4ClE2BipnpzaltVvlK2Ya+ynVspMPhKRERUeTD4+maoEPe8T9OAUyuBlGNALX/g7cnA0/uVdsGBvghSKa4HddJ6YyzTqlVh06ULbLp0gUXTtyAyMjLwDImIiN4czPn6ujEyBmr5AdVaAOfWA9kZ6m2y7skf1+q3plIFYImIiIiIALy85wXk971LfYHEQ/KXQiVccFBa+ffvQ5KejucXL2oVeLXy6wDbnj1h2bo1zFxdy2CGREREVBgGXyuLJ6nyl0wKzZtv4WX57s8B22ovNySohJsSCIKA5/nS8p5GsSxMjVU2miIiIiIiPUm9AMgk6uVv4IKDB6si8SgqSuv2zw7H49nheNiHhMDt668MNzEiIiIqFoOvlcXRJcCxpdq1fXYfWNlR/nXbj4HgOYabl4E8z5ei4Yx95T2NYl2eGQxLM/41IiIiItKLggsOdn9WSKPXZ8EBoF1OVVlWVon65hIBIiKi8seoUWVR0sy8zOhLRERERFpYtmwZli1bBqm0HJ8+esMWHGRFRyNtboRKKgETNze4Tp0Cm86dkX38OB6uWYunsbEvDzI2Bop4j4wdHVH9px8hMjaGibOzAWdPRERE2mDwtbJoPwFo0he4exbYNbH49j0WAVWbVdoVABamxrg8M7i8p1EsC9M3c7MHIiIiev2MHz8e48ePV24eUS7eoAUHWdHRuPPpROCV/Y8laWm488mnMHF3h+TePWW5tb8/HIYNhfTJU9yZOFFeWPDYF6mw3EJnwLJJEwPPnoiIiLTF4GtloXiUyq0xEDdfnutK412mSL4JQfOhlXoXWJFIxMf5iYiIiN40b8iCA0EqRdrcCLXAq7xSXia5dw+wsID9u+/CfshgiGvVetlm8SL1FbOurnCdOgW2XboYevpERESkA6PyngDpyMhYvrurRi+yOnWdV6kDr1S4pKQkiEQihISEGKS9Ln3oo28iIiIiFTZuQNWm8oUEtlVReNZSkTzfa/Oh8vaVJPj6/HICMnfuxP0lS1QCp4WxH9Af5k3fgux5jkq5bZcuqP33AdRcvRpVv/sONVevRu2/DzDwSkREVAEx+FoBSWUCjt14gD/P3cGxGw8glb3yG/GGveS7u1o6qZbbVn2jdn19XSiCmEW9KovY2FiIRCKEhYWV91ReSxXl+spkMixduhTNmzeHpaUlbG1t4e/vjx07duilvbbmz5+v/Dty/PjxQtudOnUK3bp1g729PaysrNCqVSusX7++yL63bduGzp07w9HRERYWFqhVqxYGDhyIW7dulfr8BEHA1q1bERgYCHd3d1haWqJevXoYM2YMbt68qbfzLmsluc766kuX9lFRUcX+zA0KCtJ4rDafi5L0f+fOHSxatAhdunRBzZo1YWZmBjc3N7z33ns4ceKETtdu5cqVaNCgAWxsbNCuXbtCPyOrVq2CiYkJzpw5o1P/RGVGZcGBpnshoVIuOEiLiMC9L77Ew+UrtGr/KDIK9774EmkREWp1ImNjWLVuBbse3WHVupXaJl1ERERUMfC57gpm78V7CN95Gfcev/zttrudOUJ7NkRXH/eXDRv2Aup1A5Y0BzKTgRYjgO7fVbobUHrJ29sbQ4YMKbJNtWrVkJCQUH552CroXKjsCIKAfv36YcuWLfD29sbIkSORm5uLP//8E71798aSJUvw8ccfl7i9thISEjBjxgxYWVnh2bNnhbaLjY1FcHAwzMzMMGDAANjZ2WHr1q0YPHgwkpKSMHXqVLXz++ijj/Dzzz/D29sbAwYMgI2NDe7evYtDhw4hOTkZNWrUKNX5TZ48GQsWLIC7uzv69OkDW1tbnD9/Hr/88gs2bNiAo0ePwsfHp1TnXdZ0vc767EvX9k2bNkVoaKjGsf/44w9cunQJwcGqOcd1+VyUpP8lS5bgm2++gbe3Nzp37gwXFxdcu3YN27dvx/bt27Fhwwb069ev2Gv3xx9/YPTo0WjXrh26deuGrVu3onPnzkhISED16tWV7dLT0/HFF19g0qRJaN68ebH9EpUbxYKDvV8BWXdV66zdgLpdy2depeA6ZQpyb1zHs2PHkLV1W7HtHT4aA7G3N8TetctgdkRERGQQAmnt8ePHAgDh8ePHBul/z4W7gudXuwSPV16eL157LtxVP+j0akEItRWEBY0EQZJvkHkZ0vPnz4XLly8Lz58/L++plJvExEQBgBAcHGywvocNG1YmfcTExAgAhNDQ0BKPR4WrCNd38+bNAgChffv2QnZ2trI8PT1d8PDwEMRisZCYmFji9tqQSCRCy5YthVatWglDhgwRAAjHjh1Ta5efny94e3sLYrFYOHPmjLI8KytLaNSokWBiYiJcvXpV5ZjFixcLAITx48cLEolEY5+luR737t0TjIyMBE9PT7V/SxYuXCgAEIYPH16q89aVv7+/4OHhUeLjS3Kd9dWXPsfOzc0VHB0dBRMTEyE1NVWlTtfPha79b9myRYiLi1M7Ji4uTjA1NRUcHByEnJycYsfo0qWLULduXeUck5KSBCMjIyEiIkKl3cCBA4VatWoJz549K7bPV2n777ah75nIsCrc+yeVCMLNOEH4d7MgXNkrCN94ye9/jy4r75npTPLokXA3NFS4XK9+0a/6DYSr/gGCTMPPHCIiIqoYtL1nYtqBCkIqExC+87LGLbQUZeE7L6unIGjcF7B0BB7fAq7sNPQ0qZwVlmdVKpXim2++Qe3atWFubo7atWsjIiICMpms0L7i4uLQs2dPODk5QSwWo06dOpg2bRqys7NLNJewsDAEBgYCAMLDw1UesU1KSkJMTAxEIhHGjx+vsb/Lly9DJBKhd+/exY5d8PH7uLg4+Pv7w9raGg4ODhg0aBBu375dqnMu2P+xY8cQHByMKlWqaJUCQiKRICIiAt7e3irvxc2bN9Xeu7y8PCxZsgTBwcGoUaMGxGIxXFxc8O677+Ls2bMq/RZ3fUtyniWxfft2AMDUqVNhYWGhLHdycsKkSZOQm5uLyMjIErfXxjfffIPz589j1apVMC7iEcuDBw/ixo0bGDRoEJo1a6Yst7GxwfTp0yGRSFTGfv78OcLDw+Hl5YVFixZp7NvERPWBEV3PLykpCTKZDO3bt4etra1KX927dwcA3L9/v1TnXdZ0vc767EufY2/btg0PHjxAjx494OrqqiwvyedCl/4B4N1334Wfn5/aMX5+fggMDMTDhw9x4cKFYse4desWmjVrppyjh4cHnJyckJKSomyzb98+bNiwAcuXL4elpWWxfRJVCEbGQC0/oPH7QL1gIGi6vPzQPCD7YfnO7RWCVIpnJ07i8a7deHbiJASpVF4ukyFzy1bc+F83ZG78HQBg4esrP+jV+4sX37tOncJUAkRERK8Bph0oZ/ezcnD/SS7+vZ2pkmrgVQKAe49z8PupFDSpXgUuNmK42JoDphaA70ggbj5w7Eeg0TtlN3mqMD788EOsWrUKtWrVwvjx45GTk4MFCxbg6NGjGtsvX74c48aNg729PXr27AlnZ2ecOnUKc+bMQUxMDGJiYmBmZqbTHAICApCUlITVq1fD398fAQEByroqVaogMDAQdevWxW+//YbvvvtOJVAFyPMUAsDo0aO1HvP48eOIiIhA9+7d8cknn+DMmTPYsGED4uPjcerUKZUAR0nO+ejRo5g7dy4CAwPx4YcfqgQwCjNixAisXbsW3t7eGD9+PHJzc7Fo0SIcO3ZMre3Dhw8xceJE+Pn5KfNV3rx5Ezt27MCePXsQFxeHli1banV9S3qeAQEBOHToEGJiYlT6LExaWhoAoFbBHZdfUJQdPHgQ4eHhJWpfnIsXLyI8PBzTpk1Do0aNimwbGxsLAOiiYfMRRdmhQ4eUZfv378fDhw8REhICqVSKHTt24OrVq6hSpQo6deqE2rXVH/nU9fzq1KkDMzMzHDlyBE+ePIGNjY2y/V9//QUA6NixY6nOu6zpep312Zc+x/71118BAKNGjVIpL8nnQpf+i2NqagpAuwBvjRo18O+//0IQBIhEIty+fRsZGRmoWbMmACA7Oxtjx47FBx98oPGaEVUazT4ATv4CpF0EYiOAbt+W94wAAFnR0UibG6GykZaJmxschg3Fk+j9eP7iF6tmtb3hNn0GrFq30nyMqytcp07h5llERESvCQZfy9nPcTexMj5R6/ZTt10EAIzqUAvTejSUF7YcBcQvBG6fBG7/A1T3NcRUycCuX7+ucSOlrl27ok2bNoUeFxsbi1WrVuGtt97CkSNHYGVlBUC+Eq9p06Zq7S9fvowJEyagadOmOHDgABwcHJR18+bNw5QpU7BkyRJ8/vnnOs1fEbhbvXo1AgICNJ7L6NGj8cUXX2Dz5s0YOnSosjwvLw9r165FtWrV8L///U/rMfft24eVK1di5MiRyrKZM2ciNDQUU6dOVQY7SnrO+/fvx6+//ooRI0ZoNZ+///4ba9euha+vL+Li4pQB5mnTpqmsylOwt7dHSkoKqlWrplJ+6dIltGnTBlOnTsX+/fsBaHd9DfXeFuTs7AwASExMRIMGDVTqEhPlP8uuXr1a4vZFkUgkCAkJQYMGDfD1118X2/7atWsA5AHPV9nb28PJyUnZBgD++ecfAPIg11tvvYX//vtPWWdkZIRJkybhu+++U+lH1/NzdHTEnDlz8MUXX6BBgwbo1asXbGxscOHCBRw4cAAffvghJkyYUKrzLoqmz01SUhIyMzM11k2cOFEluK+JrtdZn33pa+zk5GT8/fffqFatGrp2Vc0hWZLPhS79FyUlJQUHDhyAm5sbGjduXGz7UaNGoV+/fggMDETLli2xbds2WFhYYPDgwQCAGTNm4MmTJ1iwYIHWcyCqkIyMga4RwOqewKlf5QsRXOqX65SyoqNx59OJgKD6lJokNRX3v5kPABBZWsJ5/Dg4DB0K0YtfrNh26QKboCBk/3MakvR0mDg7w9K3BVe8EhERvU7KJgvC68EQ+a9m7bykluNVm9esnZdUO9o6Rp77arPmXIEVFXO+vsypWthr4cKFam0L5l8dPny4AEDYsmWLWt+zZs1Sa//JJ58IAITDhw+rtZdKpYKzs7PQokWLIscsrLy4nKTp6emCWCwW/Pz8VMo3bdokABCmTZum8bhXKcapV6+eIJPJVOqys7MFZ2dnwcLCQsjNzS3ROSv6b9asmVbzUQgJCREACH/++adaXUREhE75d3v27CmYmZkJeXl5avMq7Prqep6CIAjJyclCQkKC1rkf16xZIwAQ/Pz8VP7eZmRkCJ6engIAwczMrMTtixIeHi6YmJgIp0+fVpYNGzas0NynnTt3FgAI165d09ifl5eXythjxowRAAjGxsZCy5YthZMnTwpPnjwR4uLihPr16wsAhB9//LFU10Pht99+E6ytrVX+rrdr105j3k9dz7soRf2s0fTSJh+vrtdZn33pa+zQ0NBCfwaV5HOhS/+FycvLE95++20BgLBmzRqtj1u+fLlQt25dwcrKSmjTpo0QHx8vCIIgnDlzRjA2NhbWrl0rSCQS4auvvhIcHR0FU1NToVOnTsKNGze06p85X98Mleb92zBIfv+79t1ynYZMIhGu+gcUmcM14a2mQu7t2+U6TyIiItIvbe+ZuPK1nH34thf6NKsGqUzAyNWnkPE0r9C2TtZm+HVYSxgbieBiI1atbDMOOL8BuLQd6DwTsKuusQ+quIKDg7F3716djzt//jwAFJov8FXHjx8HAOzduxcHDhxQqzc1NcWVK1d0noc2nJyc8O6772LDhg24evUq6tatC0D+OK5IJFJZwaqN9u3bq+VhtbCwQIsWLbB3715cvXoVPj4+JT7nVq1a6TQfxXvRrl07tTpNZQBw7tw5zJ8/H/Hx8UhNTUV+fr5KfUZGBtzd3bUavyTnqXgcWVsDBw5EZGQkYmJi0LhxY3Tt2hX5+fnYvn27Ms1DwZyYurYvzPnz5zF79mxMnjzZYLuzK3Ikm5mZYfv27ahatSoA+d+jP/74A02aNMH333+PsWPHKo8pyfnNnj0bM2fORFhYGIYOHQp7e3ucO3cOn332GQIDA7Fp0ya8++67Bjlv4ZUVWcDLlBav5g5+U8hkMkRGRkIkEmlc5V6Sz4Uu/Rd2zIgRIxAXF4fRo0fjgw8+0Pp8xowZgzFjxqiUSaVSjB49Gh07dsSQIUMwf/58LFy4EN9++y3q1q2LL774An369MG5c+dgZMTtAKgS6TwTuLoPuH4AuLYfqNO5TIfPv38fkvR0PL94USVtgCZCTg6exsfDwscHJs7OMHVxKaNZEhERUXlj8LWcudiay3O3Apjdxwdj151R23RLEVqa3ccHb9Woorkj9yaApx+QdBg4+bP8ZpTeCI8fP4aRkRGcnJzU6l7d1AWQ5xkFgDlz5hh8bpp8+OGH2LBhA1auXIn58+cjJSUF+/fvR6dOneDp6alTXy6F/MdFcd6PHz8GUPJz1nT9ipKVlQUjIyM4Ojpq1dfRo0eV+T27dOmCOnXqwNraGiKRCNu3b8f58+eRm5ur9fhl8d6amJhgz549mDdvHtavX4+ff/4ZdnZ2eOeddzB58mTUrVtX+Sh+SdoXZtiwYfD29tb4aHxh7OzsALz8HLwqKytL2aZge19fX2WATaFRo0bw8vLC9evXkZmZqXwUX9fzO3jwIKZPn45JkyZh6tSpyvL27dtj165d8PLywqRJk5TB15Kcd1nT9Trrsy99jL1//36kpKQgKChIY+7eknwudOn/VYIgYPTo0Vi3bh2GDBmC5cuXF3tMcRYvXoyEhATlpl0LFy7EBx98gE8++QQAYGVlhbfffhsHDhxgLtg33LJly7Bs2TJIX2wSVeE5egNtPgKOLgH2TQW8AgBj0zIb/sGqSDyKitK6fVpoGADAPiQEbl9/ZZhJERERUYXD5Q0VSFcfd/w0pLnaqlY3O3P8NKQ5uvoUs/qtzYtVN6ejgLxnhpkkVTh2dnaQyWTIyMhQq1NsBlSQYof1rKwsCIJQ6MtQAgICUK9ePaxZswb5+flYtWoVZDKZThttKRS2K7zivBVBk5Ke86uraotja2sLmUyGBw8eFDqngubMmYPc3Fz8/fff2LFjB77//nuEh4cjLCwMbm5uOo2tGB8w/HsrFosRGhqK//77D7m5ubh//z5WrFiBO3fuAJAHqUrTXpPz58/jypUrMDc3h0gkUr5Wr14NAGjbtq0yaK2gyAOqKefno0ePkJGRoZIrtF69egBQaI5TRfnz589LfH67d+8GAAQGBqr17+zsjMaNGyMlJUX597kk513WdL3O+uxLH2MXtxFWST8X2vZfkEwmw8iRI7Fq1SoMHDgQUVFRpV6JmpycjBkzZiA8PBxeXl7IyspCamqqykrqFi1aAIDBnnqgymP8+PG4fPkyTp06Vd5T0d7bXwCWTkDGVeCfVWU6tG53CaU/joiIiConBl8rmK4+7jjyVUcYv7grG9bWA9/1fQudG2oRiKnbFbCvBeQ8Bs6tN+xEqcJ46623AACHDx9Wq9NU1rp1awAvH1HXJ8Xj1cWtmBk9ejTS0tLw559/IjIyEk5OTujdu7fO4x05ckQtmPj8+XOcPn0aFhYWyrQGhjznghTvxdGjR9XqNJXduHEDDg4OaN++vUp5dnY2zpw5o9a+uOtbVudZmN9++w0AMGDAAL23HzlypMaXIrDWq1cvjBw5UmX1tL+/PwAgOjparT9FmaIN8DIgmpCQoNY+Pz8f169fh5WVlVYrdQs7v7w8eWqZ9PR0jccoysVi+S/hSnLeZU3X66zPvko79oMHD/Dnn3/CwcEB77zzjsY2pflcaNO/gkwmw6hRoxAZGYn+/ftj7dq1WqXkKM64ceNQt25dTJo0CcDL1BMFV9Xn5OQA0P0XTkQVgrkd0PH/5F/HzAWepgOJh4ELf8j/lBluFa/DiOHw3PIH3BcuAIr5+2Ps6AiPTb/Dc8sfcBgx3GBzIiIiogpIv6lmX29ltfnAngt3Ba8pu1U22Goz94Cw58Ld4g8+vly+8cDiZoIglRp0nvrADbdeblwVHBysdVtNm1y99dZbwtOnT5Xlt2/fFpycnNTaX7hwQTAxMRHq1asnpKSkqI3x6NEj4cyZM0WOWVj5xYsXBQBCSEhIkeeRkZEhiMVioWrVqgIA4fPPPy/23AtSnDMAYeXKlSp14eHhAgBhxIgRyjJdz7m4ja0Ks3//fgGA4Ovrq/KZvnfvnuDm5qZ2vbp06SKIRCLh4sWLyjKJRCKMHTtW44ZHxV1fXc9TEHTfcEsQBI0/Azdv3iwYGRkJLVu2FCQSSanaX79+XUhISFDZbKwwRW08lZ+fL3h5eQlisVg4e/assjwrK0to1KiRYGJiIvz3338qx3Tp0kUAIPzyyy8q5TNnzhQACEOGDFEbR5fz27BhgwBAaNSokZCZmalyTFRUlABAbVM0Xc+7rJXkOguC5vdZ175KOrbCwoULBQDCJ598UuQ5luRzoUv/UqlUuWFf3759hfz8/CLba2vDhg2CsbGxymZtgiAI7u7uQseOHZXfKz57+/fvL7ZPbrj1Zqh0758kXxCWtZXfA89xl/+peH1fXxAuqW+EqS/PL18W/mvTtvDNtuo3EC7XbyA83rfPYHMgIiKi8sENtyqpvRfvacz7mvo4B2PXnSk+/UDTwcDBOcDDG8D1/UDdYIPOl8pfQEAAhg8fjsjISDRu3BjvvPMOcnNz8fvvv6NNmzbYtWuXSnsfHx/8+OOPGDt2LOrVq4du3brB29sbWVlZuHnzJg4dOoSQkJAS5RmsX78+qlatio0bN8LS0hLVq1eHSCTC2LFjVfIuOjo64r333sP69fIV2to8jqtJly5dMG7cOOzevRv169fHmTNnsG/fPtSoUQNz584tk3MuqFOnThg8eDB+++03NG7cGL1790Zubi42bdqE1q1bY+fOnSqPEE+YMAHR0dHo0KED+vXrB3Nzc8TGxuLOnTsICAhAbGysSv/FXd+SnOfQoUNx6NAhxMTEICAgQKvzbN26NWrUqIEGDRrA3NwcJ0+eRGxsLLy8vLB582a11Xq6tg8KCkJycjISExNLtaLTxMQEK1euRHBwMPz8/DBw4EDY2tpi69atSExMxOzZs5WroxV+/PFHtGvXDqNHj8b27dtRv359nD17FgcPHoSHhwe+/fbbUl2Pvn37YsWKFYiNjUWdOnXQq1cv2Nvb4/z589i/fz/EYjEWLVpU4nMujq65YydOnFjo4/YKJbnOgOb3Wde+Sjq2grYpAUryudCl/5kzZyIqKgrW1taoW7cuZs+erdamT58+aNq0aZH9FJSZmYmJEydi0qRJapu1ffbZZ/jiiy/QtWtX1K5dG5GRkWjatCmCgoK07p+oQjE2ARr0BO5fUk+9lXUP2DQU6LcGaNhLr8M+P3cOKR+OgSwrC+aNGsF+yGCkL/5BZfMtE1dXuE6dAlvmUyYiInpzlVEw+LVgqFUAaY+fCxduZwrnUh4JLWZFq6x4ffXVYla0cC7lkXDhdqaQ9riQVSd7p8p/0x/VU6/zNASufC39yldBkK+WjIiIELy8vAQzMzPBy8tLmDt3rnD9+nWN7QVBEE6ePCkMGDBAqFq1qmBqaio4OTkJzZs3F77++mshISGh2DELKz9+/Ljg7+8v2NjYaFy9qbBv3z4BgNChQ4diz/tVBVemHjp0SPDz8xMsLS2FKlWqCAMGDNC46lOXcy7pyldBkK/EmzVrllCrVi2V9+LEiRMCAOHTTz9Vaf/HH38IzZs3FywtLQUnJyehX79+wo0bN5QrG1+9dtpcX23PUxAEwd/fXwAgxMTEaH2OoaGhQuPGjQUbGxvB3NxcaNCggTBt2rRCfzbq2t7Dw6PQz82rtFkBeuLECaFr166CnZ2dYGFhIfj6+grr1q0rtH1KSooQEhIiuLm5CaampkKNGjWE8ePHC2lpaXo5v5ycHOGbb75Rvu8mJiZCtWrVhEGDBgkXLlwo9py1PW9NFJ8ZbV/avAcKul7not5nXfvStb3iGABCq1attDo/XT8XuvSveD+LekVGRmo1T4VRo0YJtWrV0riqXSKRCFOmTBFcXFwEc3NzoWvXrlq/11z5+maodO+fVCJf4VpwxavKy04Qvm8gb6cnT48dFxKaNRcu16svJA4cJEiysgRBEASZRCI8PX5CyNy5S3h6/IQgk+hvTCIiIqpYtL1nEgmCAXfWec0odk1+/PixcmMbfVi4/yoW/62+WUhxPg2qg0mdNazoyUwBFr8FCDLgoyOAm48eZmkYOTk5SExMRK1atWBubl7e06EyNH/+fHz11VdYvXo1hg4dqtOxsbGxCAwMRGhoaIXeBb6glStXYvTo0cqVqURElZG2/24b6p6Jykalef+epMpfd88CuyYW377HIqBqM8DGTf7SkiCVIvuf05Ckp8PE2Rmy7Ge4M3EShNxcWLVri+pLl8LI0rLEp0FERESVk7b3TEw7UAEEN3JFLScrnE5+hLXHk4tt/0EbD7TwsEddV2vNDarUBBr0Ai5vB078BPReJt9sIPko8DQNsHYFPNoBRqXfyIOoJHJycrBs2TI4ODigb9++5T0dvUpNTYWrq6vKxjV37tzB7NmzYWxsjB49epTj7IiIiF4jR5cAx5Zq314RoG37MRA8R6tDsqKjkTY3QiWVgIJ1x46otnABjF5skkhERESkCYOvFcC+S2k6rXxdezwZa48n49OgOmhY1U5zozbj5MHXfzcDNdoCsXOArLsv622rAl2/0XvuK6KixMfH49ChQ9i3bx9SUlIwb948WFhYlPe09GrevHnYvXs3/Pz84OLigpSUFOzatQtPnjxBWFgYatSoUd5TJCIiej2U9Pk9LY/Lio7GnU8nAoU8KGjXswcDr0RERFQsBl8rgMGta6JzQ1dIZQJGrj6FjKd5hbZ1sjbDr8NawthIBBebIm72arQCqrUA7pwGdoxXrzfg5gNEhTlw4ADCw8Ph5OSESZMm4fPPPy/vKeld165dcfnyZezevRuPHj2Cubk5mjRpgnHjxmHQoEHlPT0iIqLXR/sJQJO+8ie8NvQHnqUX3tbKBRi4Uf7kVxEpB/Lv34ckPR2CVIrU8JmFBl4BIHX2HJhUqwaRsTFMnJ1h6uJSmrMhIiKi1xRzvuqgLPJf7b14D2PXnSn0F/Jj3q6FKd0aFt2JIv/Vtf1AjPqOySpevRHVIf+VPjDnKxERUeXBnK9vhkr5/l3eIV9YAEB9aatI6wUHqfO+waOoKJ2Htw8JgdvXX+l8HBEREVVe2t4zGZXhnEgLXX3c8eHbtQqt/zkuEXsv3iu6k6NLgJ/9iw+8AsCz+8DKjvL2R5foOFsiIiIiogqgYS95gNXWXb2uwyStn/QSFd9Er8cRERHR649pByoYqUzAjvNFB1fDd15G54ZuMDYq5DbPwPmviIiIiIgqnIa9gPrdX24ye2U3cGkrcHEL4P8lYFp8nnmHEcNh27MHnl+8iLTQsGLbu4aHwcLHBybOzno4ASIiInodMfhaQdzPysH9J7n493Ym7j3OKbSdAODe4xz8fioFTapXgYuNGC62rzz2p8h/dffsy11di9JjEVC1WZmnHCAiIiIi0isjY6CWn/zrul2BWyeAzGTg8AKg4/8Ve7ipiwtMXVxg4uKCtJmzAKlUc0ORCCaurrB//32IjI31eAJERET0umHagQri57ib6LEkHlO3XdSq/dRtF9FjSTx+jrupXmnjBlRtCjQfCthWLaIXEWBbTd6ualMGX4mIiIjeYMuWLUPDhg3RsmXL8p6KfoitgeC58q+PLAIe3NDqMFlODu58PKHIwCsAuE6dwsArERERFYvB19eZkTHQ9ZtCKl+kLOg6T96OiIiIiN5o48ePx+XLl3Hq1Knynor+NOwNeHcEpHnAX18Axew1LMhkuPvlV3h+/jyM7Ozg+n9TYeKmukDBxNUV1RYvgm2XLoacOREREb0mmHaggvjwbS/0aVYNUpmAkatPIeNpXqFtnazN8OuwljA2EsHFRlx0xw17Af3WAltHAZLcl+W2VeWBVy03HyAiIiIiqnREIqDbd8CPbYAbfwMJO+QB2ULcn/8tnkRHQ2RqihpLl8CyZUvYDxqE7H9OQ5KeDhNnZ1j6tuCKVyIiItIag68VhIutuTJ36+w+Phi77gwA1T2wFNtrze7jg7dqVNG+84a9APHvwNo+gMgYeG+l/KaTK16JiIiI6HXn6A20/xSI+xbYOwXwDpKnJHjFw3W/4WFUFADAfe5cWL5IvyAyNoZV61ZlOWMiIiJ6jTDtQAXU1ccdPw1pDjc71Y203OzM8dOQ5ujq4657p14BgEcHQJACiXEMvBIRERHRm8Pvc6CKB5B1B4ibD0EqxbMTJ/F41248O3ESWQcOIG2uPD+s88SJsOvZo5wnTERERK8LrnytoLr6uKNzQzf8b3EcrqY9xScda+PTTnVhbCQq/mBNRCL5Dq+R/wPOrpX/9t+hln4nTURERERUEZlaAP+bD2zoj6xNK5E28yAk6Q/UmlXp+z4cx3xYDhMkIiKi1xVXvlZgxkYi+FSzAwCITY1LHnhV8Ggn33BAJpE/dkVERERE9Kao1xVZsna4c9hWY+AVAKzatYNIVMp7biIiIqICGHyt4DwcrAAAyQ+e6afDwGnyP89vADKu6adPIiIiIqIKKv/+fTy/dAnZ//6L1AOZRbZNnT0H2f/+i+eXLiH//v2ymSARERG91hh8reA8HC0BAMkPsvXTYfUWQL1ugCADYiP00ycRERERUQX1YFUkkt57H8n9+kP6MBMvt7FVJ33wAMn9+iPpvffxYFVkmc2RiIiIXl8MvlZwNV8EX1Me6in4CgCBU+V/XtwCpF7UX79ERERERBXMy1CroOURwivHEREREZUcg68VnIeDPPiampWDnHypfjp1aww0ekf+NVe/Vlp5eXmYNm0avL29YWZmBpFIhNjYWCQlJUEkEiEkJKTUY0RFRUEkEilfAwYMKP3EK4Hr16+rnLenp2d5T4mIiIhKyKF/D3gunwv30V20au8+ugs8l8+FQ/8eBp4ZERERvQkYfK3gHKzMYC02gSAAtx8911/HAVMAkRFwZRdw54z++qUS+/LLLyESiXDy5Emt2n/33XeYM2cOatasiS+//BKhoaFFBgljY2MhEokQFham89x69+6N0NBQvP/++zofWxqlmXNpODg4IDQ0FKGhobCzsyt1f3fu3MGiRYvQpUsX1KxZE2ZmZnBzc8N7772HEydO6Nyfp6enSnC44Oujjz4qdfvycurUKXTr1g329vawsrJCq1atsH79erV2+r6ehrJu3TqMGTMGvr6+EIvFEIlEiIqK0vsxBVWWa0NEVJZMr66HRWwI7B6vhomFFIWvgBVgYimB3ePVsIgNgelV9X+DiIiIiHRlUt4ToKKJRCLUdLDE5XtZSHn4DLVdrPXTsXM9oEl/+cZbMXOAIVv00y+V2JkzZ2BsbIzGjRtr1f6vv/6CtbU1oqOjYWpqqizPz89HQkKCXoKGCn369NHLStrKwsHBQRnw1SXwVZglS5bgm2++gbe3Nzp37gwXFxdcu3YN27dvx/bt27Fhwwb069dPpz7t7OwwceJEtXJfX1+9tC9rsbGxCA4OhpmZGQYMGAA7Ozts3boVgwcPRlJSEqZOnapsa4jraQjTpk1DcnIynJyc4O7ujuTkZIMcU1BluTZERGXqRaxVZAS4NH2Mu8fsC23k2iwLIiPV44iIiIhKg8HXSkARfNXbplsK/l8CFzYD1w8AKceBmm302z/p5MyZM6hfvz4sLCy0an/37l04OjqqBF4BwNTUFPXr1zfEFKmEWrVqhbi4OPj5+amUHz58GEFBQRg7dix69+4NsVisdZ9VqlTRaUWwru31ISAgAElJSUhKSiqynUQiwahRoyASiRAXF4dmzZoBAEJDQ9G2bVuEhoaib9++qFOnDgDDXM+Szr0oK1euRJ06deDh4YF58+ZhypQpBjmmoLK4NkRElU77CUCTvoBMCsnUgZBncxVQMKuriaUUrs2yYFvfFhj4F2BkDNi4ldeMiYiI6DXCtAOVgMeLTbf0Hnx18AKaDpZ/fXC2fvsmrU2YMAEikQiPHj3CpUuXVB4J1xT4CQsLg0gkQmJiIpKTk5VtAwICAEBjztewsDAEBgYCAMLDw4sdQxcSiQQRERHw9vaGubk5ateujYiICNy8eVNtHnl5eViyZAmCg4NRo0YNiMViuLi44N1338XZs2fVzlPbOcfFxaFnz55wcnKCWCxGnTp1MG3aNGRnq/+d2bJlC/z9/eHi4gJzc3PUqFEDXbt2xfbt20t1HYry7rvvqgXDAMDPzw+BgYF4+PAhLly4YLDxS0qX61oaBw8exI0bNzBo0CBl4BUAbGxsMH36dEgkEkRGvtxxurJcz06dOsHDw8PgxxRUWa4NEVGZsnEDqjaFxMoLGZfkT5G5tXyMmoEZqNr2EWoGZqB2j/uwrZEDdPsOqN4CqNqUwVciIiLSC658rQRqvgi+pjzUc/AVAN7+Qp56IOkwcPMQ4NkBSD4KPE0DrF0Bj3by3/yTwbRt2xZpaWnYvHkzunXrhpYtWwIAjIyMNAZhFEHWRYsWAYDyUfKi8r0qVvGtXr0a/v7+yj4A+YrI0hgxYgTWrl0Lb29vjB8/Hrm5uVi0aBGOHTum1vbhw4eYOHEi/Pz8lLk9b968iR07dmDPnj2Ii4tTnr+2c16+fDnGjRsHe3t79OzZE87Ozjh16hTmzJmDmJgYxMTEwMzMDADw008/Ydy4cXB3d8c777wDR0dH3Lt3DydPnsT27dvRp08frc87ICAAhw4dQkxMjMrcdKVYuWxiotuP49zcXKxevRp37tyBvb092rVrh7feektv7XW5rqUVGxsLAOjSRX0jFEXZoUOHtOqrpNfzTcBrQ0RvugfLl0P27DnEHm6o8hYgenq3QO2L1bBP08prekRERPSa4v/AKgEPBysAQPKDZ/rvvEoNoMVw4OQKYPdnQH42kFXgRtS2KtD1G6BhL/2PTQCAQYMGITk5GZs3b8ann36qMQBVUEBAAAICApS5SLV5lFwRHFy9ejUCAgL09vj533//jbVr18LX1xdxcXHKlAnTpk1TWcGoYG9vj5SUFFSrVk2l/NKlS2jTpg2mTp2K/fv3az3ny5cvY8KECWjatCkOHDgABwcHZZ3ike0lS5bg888/ByB/pNvMzAznz5+Hs7OzSl8PHjwo8XUoqZSUFBw4cABubm5a5/pVSE1NVcvD27VrV6xduxZOTk6laq/rdS2ta9euAYAyrUBB9vb2cHJyUrYpSkmvp6bPVlJSEjIzMzXWTZw4sdS/tChrpfmsERG9DvJSUvBw/QYAgMv02RC1a6O64OD+ZWDPl8CBMKBuMGBf8qcQiIiIiApi8LUSUKQduPXoOWQyAUZGomKO0JHfZ8A/kcCD6+p1WfeATUOBfmsYgDWgc+fOAQCaNm1arvPQ1bp16wAA06dPV8lV6+bmhk8//VQtX6VYLFYLvAJAo0aNEBgYiH379iE/P18tj21hVqxYAYlEgh9++EElQAgAX375JRYsWIANGzaoBAlNTU019u/o6KjVmApr1qxBdnY2atasqdNxCvn5+fjggw+Qm5uL+fPnw9hY+xXmI0aMgL+/Pxo1agSxWIzLly8jPDwce/bsQa9evXDkyBGIRKISty/JdS2Nx48fA0Chm8TZ2tri9u3bRfZRmusZHh6uU11ISEilCr6W5toQ0Ztl2bJlWLZsGaRSaXlPRe/uL1wI5OfDqn17WHdoLy+sVSBNi0d74NJ2IOUosGsiMGQrINLzPTcRERG9kRh8rQTc7cxhYiRCnkSG1KwcVK2i3YZMxXqSKn/JpICxMSDT1OjFNq+7Pwdsq73cfIA5sPTq7NmzqFq1KlxcXMp7Kjo5f/48AKBdu3ZqdZrKAHmgef78+YiPj0dqairy8/NV6jMyMuDu7q7V+MePHwcA7N27FwcOHFCrNzU1xZUrV5Tf9+vXD19//TV8fHwwYMAABAQEoEOHDiUKpJU06AoAMpkMI0aMQFxcHEaPHo0PPvhAp+NnzJih8n3r1q2xa9cu+Pv7Iz4+Hn/99Re6d+9e4va6XlcAKsHbV2mqS0xMLDJVhi5Kez0FQX07a31suFURlPbaENGbZfz48Rg/fjyysrIK/YVYZfT83Dk82bMXEIng8uUXmhsZGQG9lgA/tQNuHATOrQeaDS7biRIREdFricHXSsDE2AjVqpgj+eFzrD+Rgva1ndCqlgOMS7sC9ugS4NhS7do+uw+s7Cj/uu3HQPCc0o1NSk+fPsX169fRrVu38p6KzrKysmBkZKRx1airq6ta2dGjR9Gxo/xz1KVLF9SpUwfW1tYQiUTYvn07zp8/j9zcXK3Hf/jwIQBgzhztPo9ffvklHB0dsXz5cixYsADff/89TExM0K1bNyxatAi1atXSeuySEgQBo0ePxrp16zBkyBAsX75cL/0aGRlh+PDhiI+Px5EjR1SCqbq21/W6AkBoaKhaWVRUFDIzM5V5iQsqGPBW/AdfsQL2VUUFAQx1PV8HvDZERPKfhWnzvwUA2L3zDszr1Su8sVNtIHCKPPXAvilA7U6Ajfr9DBEREZEuGHytBPZevId7WfKA1NKY61gacx3uduYI7dkQXX20WyGokfpiL8MeRxqdP38egiBozJFa0dna2kImk+HBgwdqeUPT0tQ3rJgzZw5yc3MRHx+P9u3bq9QdP35cuZJWl/EBeXDOxsam2PYikQijRo3CqFGj8ODBAxw+fBgbNmzApk2bcO3aNVy4cMGgj2TLZDKMGjUKkZGRGDhwIKKiomBkZKS3/hXvQXa2dpvzFdZe1+sKaM6bGhsbi6SkpGJzDCtyvV67dg0tWrRQqXv06BEyMjI0rqQ29PWszHhtiIjknhw4gOdnzkBkbg7nTz8p/oC2E+TpB+6dA/76HOi/ztBTJCIiotcc/ydWwe29eA9j151BnkQ1J0Dq4xyMXXcGey/eK3nn7ScAHx4CeizSrn2PRfL27SeUfExS8++//wJAkTvP64MiqKjPPG6KOR89elStTlPZjRs34ODgoBZ4zc7OxpkzZ9TaFzfn1q1bA3j5mLwuHB0d0adPH/z+++/o2LEjEhIScP26hrzHelIwGNa/f3+sXbtW74HeEydOAIDWj/MX1r4017Uk/P39AQDR0dFqdYoyRRuFsrielRWvDRGRnJCfj/TvvgcAOAwPgamGp3LUGJsAvZcCRiZAwk7g8p8GniURERG97hh8rYDuZ+Xg4p3HOH8rE9O2X9S40FR48Zq2/SLO38rExTuPcT8rR7eBbNyAqk2B5kMB26oACktjIJLne20+VN6e+V716sGDBwAAa2trg46j2DipuI2LdDF4sDwX2qxZs5CT8/Lzl5qaisWLF6u19/DwwKNHj3Dp0iVlmVQqxeTJk5Genq7znMeNGwcTExNMmDABt27dUqvPzMzE2bNnld/v27cPEolEpU1+fr7yMfuCm4YVJyUlBVeuXNFqlalMJsPIkSMRGRmJvn37Yt26dVoFw27cuIErV66o5MW9fPkyMjMz1drGx8djwYIFEIvFePfdd0vcHtD9upZWUFAQvLy8sH79euXmcwDw5MkTzJo1CyYmJggJCVGWl/R66kKxareie/UzUhbXhoiosnj0+ybkJSfD2NERjiNHaX+gW2OgwyT517snA9kPDTNBIiIieiMw7UAF9NuJFCz++5pWbTOe5qH3siMAgE+D6mBS57q6D2hkDHT9Btg0FPIAbMFw74uAbNd58nakd4p0AxMmTMD7778PsViMoKAg+Pn5FXOkburXr4+qVati48aNsLS0RPXq1SESiTB27NgSb6rRqVMnDB48GL/99hsaN26M3r17Izc3F5s2bULr1q2xc+dOlUedJ0yYgOjoaHTo0AH9+vWDubk5YmNjcefOHQQEBCA2NlanOfv4+ODHH3/E2LFjUa9ePXTr1g3e3t7IysrCzZs3cejQIYSEhChzXfbv3x+Wlpbo0KEDPDw8kJ+fj/379+Py5cvo37+/TptoDR06FIcOHUJMTAwCAgKKbDtz5kxERUXB2toadevWxezZs9Xa9OnTB02bNlUpCwoKQnJyssrmVJs2bcL8+fMRFBQET09PiMViXLx4EdHR0TAyMsLy5ctVzkPX9gB0vq6lZWJigpUrVyI4OBh+fn4YOHAgbG1tsXXrViQmJmL27NmoW/flz7aSXs/CFJcW4VUTJ07UapO2lStXIj4+HgBw4cIFZZnic96nTx/06dOnVMe8+hnR97UhIqpsBKkU2f+cRt6tFKQvWgQAcP54PIytrXTr6O0vgMs7gIz/gL1TgGZDgKdpgLUr4NGO98VERESkNQZfK6DgRq6o5WSF08mPsPZ4crHtP2jjgRYe9qjrWoqVkw17Af3WAHu/ArLuviy3cQP+N19eTwbRvXt3RERE4Oeff8Z3330HiUSCRo0a6X0cY2NjbN26FV999RXWrl2LJ0+eAAAGDBhQqh2No6KiUL9+faxatQpLlixB9erVMXHiRAQFBWHnzp3K/KEA0KNHD/zxxx+YO3cu1q1bB0tLS3Ts2BHbtm3DzJkzSzTn0aNHo2nTpliwYAHi4uKwY8cO2NnZoWbNmpg0aRKGDRum7C8iIgJ79+7FyZMnsXPnTlhZWaF27dpYsWIFRowYUeJrUBzFCsqnT58WuomVp6enVgGxwMBAJCQk4MyZMzh06BBycnLg6uqK/v37Y9KkSWjVqlWp2ivocl31ITAwEPHx8QgNDcWmTZuQl5eHRo0aYdasWcoV1gr6vJ4AEB4ertNcQ0JCtAq+xsfHY/Xq1SplR44cwZEjR5RzfDX4WpJjCtL3tSEiqkyyoqORNjcCktTUl4XGxjDW4me2GhOxPP3Ar52BfzfKXwq2VeULF3h/TERERFoQCYLA7ZO0pNhx+/HjxyoBJX1buP+q1itfCyrxyteCZFIgMQ74czyQdQdoPgzo9UPp+ixCTk4OEhMTUatWLZibmxtsHCqZqKgoDB8+HJGRkSqPfWtj5cqVGD16tHIFZWWlWHFaGR5BJyIyNG3/3S6reyYyjMr4/mVFR+POpxMBTf+1EYlQbfEi2Hbpolunl3cAmz7QUPHiybB+axiAJSIieoNpe8/EnK8V0ODWNbFrQgf8Ob49nKzNimzrZG2GP8e3x64JHTC4tfaPTBfKyBjwDgTe/UX+/Zk1wJ3Tpe+XKrXhw4dDJBJhwIABanWpqal49Xc4d+7cwezZs2FsbIwePXqU1TT15vr16xCJRBCJREhOLn71OREREZUfQSpF2twIzYHXF9LmRkDQZtPRJ6nA3XPA7dPA7s8KG1H+2v25vN3dc/LjiIiIiDRg2oEKyMXWHC628tUks/v4YOw6+S7wGjKxYnYfH7xVo4r+J+HZHmgyQP6I1e7PgVF/M7fVG6hp06YIDQ1Vfu/j46PWZt68edi9ezf8/Pzg4uKClJQU7Nq1C0+ePEFYWBhq1KhRllPWCwcHB5Xz1uYRcyIiIipb+ffvQ5KejucXL6qmGniVIECSmopHf/wBCx8fmDg7w9TFRXPbo0uAY0u1m8Cz+8DKjvKv234MBGtO90JERERvtgobfD116hRCQ0Nx7NgxZe6/iRMnYtCgQVr3kZmZiQULFmD79u1ITEyEWCxGrVq1MGzYMIwaNapSPObe1ccdPw1pjvCdl3Hv8cvd5N3szBHasyG6+rgbbvDOM4H//gLungXOrAZ8DZcTkyqmpk2bFpsbsmvXrrh8+TJ2796NR48ewdzcHE2aNMG4ceN0+vtakTg4OOi8CRMRERGVrQerIvEoKkrr9mmhYQAA+5AQuH39leZGJU3IxkRuREREVIgKGXyNjY1FcHAwzMzMlBvrbN26FYMHD0ZSUhKmTp1abB+ZmZlo0aIFbt68iQ4dOmDMmDHIzc3Fnj17MGHCBGzbtg379+9X2Ym9ourq447ODd0wZ/dlrDqShOY1qmDz2HYwNhIVf3Bp2LgCHacBe74EDoQDDXoBVk6GHZMqna5du6Jr167lPQ0iIiJ6w5T0TrjI49pPAJr0lS8+2DWx+M56LAKqNpNvUktERESkQYULvkokEowaNQoikQhxcXFo1qwZACA0NBRt27ZFaGgo+vbtizp16hTZz88//4ybN29i0qRJWLBggbI8Ly8PHTp0wMGDBxEfH4+3337boOejL8ZGInRq4IpVR5Lw6Hm+4QOvCr4jgTNrgbQLwIEw+a6vRERERETlzGHEcNj27AFBKsXtseMgffCg0LbGjo6o/tOPEBkbw8TZufBObdzkL7fGQNx8IOseNC9rFQG2VYHmQ5mai4iIiIpU4ZZ9Hjx4EDdu3MCgQYOUgVcAsLGxwfTp0yGRSBAZGVlsPzdv3gQAdOvWTaXczMwMnTt3BgDcv39fjzM3vFrOVgCAlIfZyJfKymZQYxOg+/fyr8+uBW6dKptxBQHIe1bxX0Vs7EBEREREhmPq4gKLRo1g2aQJ3EJnaG4kEgEiEdxCZ8CySRNYNGpUeL7XgoyMga7fKDrR0EAAus5j4JWIiIiKVeFWvsbGxgIAunTpolanKDt06FCx/TRq1AgAsHfvXnTq1ElZnp+fjwMHDsDCwgJt27bVw4zLjquNOSxMjfE8X4pbD7Ph5WxdNgPXbA00HQKcWyff9fXDWMPfaOZnA3OrGnYMfZh6FzCzKu9ZEBEREb3RbDp1gpGtLWRZWSrlJq6ucJ06BbYa/m9RrIa9gH5rgL1fAVl3VeuMTOSrY4mIiIiKUeGCr9euXQMAjWkF7O3t4eTkpGxTlFGjRmHt2rX4/vvv8c8//6Bly5bIzc3F3r178ejRI6xfvx7VqlUrso/c3Fzk5uYqv8965WaurBkZieDpZIWEe1lIzHhWdsFXAOgUBlzZCaT+C/yzCmg1uuzGJiIiIiIqwvOzZyHLyoLI2hrVFy+C9FEmTJydYenbAiLjUiwaaNgLqN8dSD4KPE0DrF2AuO+AxENA9DRgwG/6OwkiIiJ6LVW44Ovjx48BAHZ2dhrrbW1tcfv27WL7sbCwQGxsLMaMGYN169YpV8saGRnh448/RocOHYrtIyIiAuHh4TrM3vC8nF8GX8uUtTPQcTrw12Tg71lAw97ym09DMbWUryqt6Ewty3sGRERERG+8rH37AAC2QUGwbt9ev50bGQO1/F5+b+UC/NQOuLILuBkLeAXodzwiIiJ6rVS4nK/6kpGRgc6dO+P48ePYvXs3MjMzkZqaiuXLlyMyMhKtW7fGo0ePiuxjypQpePz4sfJ169atMpp94byc5I+43yzr4CsA+I4A3N8Cch8D+0MBmRRIPAxc+EP+p0yqv7FEIvnj/BX9JSqjjc+IiIiISCNBJsOTfdEAAJvgYMMP6FL/5VNge74GpBLDj0lERESVVoULvipWvCpWwL4qKyur0FWxBX322Wc4evQotmzZgm7dusHOzg6urq4YPXo05s+fj5s3b2LRokVF9iEWi2Fra6vyKm+1FMHX9KdlP7iRMdB9gfzr8+uB7+oCq3sAW0bK/1zkA1zeUfbzeoMkJSVBJBIhJCTEIO116UMffRMRERGV1vPz5yFJS4ORlRWsOuh51WthAr4GLByA9AR5Si4iIiKiQlS44Ksi16umvK6PHj1CRkaGxnywr9q9ezccHBzQpEkTtbqOHTsCAE6fPl3K2ZY9RfC1zNMOKFT3BWr5y7/OzlCty7oHbBrKAKyOFEHMol6VRWxsLEQiEcLCwsp7Kq+linJ9ZTIZli5diubNm8PS0hK2trbw9/fHjh2a/+7r2r4427ZtQ+fOneHo6AgLCwvUqlULAwcOLPTphFOnTqFbt26wt7eHlZUVWrVqhfXr12tsKwgCtm7disDAQLi7u8PS0hL16tXDmDFjcPPmTY3HrFu3DmPGjIGvry/EYjFEIhGioqIKnb+np2ehf9c/+uijYs9//vz5yvbHjx8vtn1Z0eU667MvXa9/VFRUsT9zg4KCSjzGnTt3sGjRInTp0gU1a9aEmZkZ3Nzc8N577+HEiROFzkvX81i5ciUaNGgAGxsbtGvXrtDPwqpVq2BiYoIzZ84U2hdRZfdkrzzlgHXHjjAyMyubQS3sgY7T5F/HzAGyH5bNuERERFTpVLicr/7+/oiIiEB0dDQGDBigUhcdHa1sU5y8vDzk5OQgLy8PZq/chKWnpwOQr2ytbBTB17SsXDzLlcBKXEZv4ZNU+UsmBdIuFtJIkP+x+3PAtpp8payNm/xFxfL29saQIUOKbFOtWjUkJCRotfrb0CrSXKjsCIKAfv36YcuWLfD29sbIkSORm5uLP//8E71798aSJUvw8ccfl7h9cWN/9NFH+Pnnn+Ht7Y0BAwbAxsYGd+/exaFDh5CcnIwaNWqoHBMbG4vg4GCYmZlhwIABsLOzw9atWzF48GAkJSVh6tSpKu0nT56MBQsWwN3dHX369IGtrS3Onz+PX375BRs2bMDRo0fh4+Ojcsy0adOQnJwMJycnuLu7Izk5udhzsbOzw8SJE9XKfX19izwuISEBM2bMgJWVFZ49K6dfwmmg63XWZ1+6Xv+mTZsiNDRUY90ff/yBS5cuIfiVx5Z1GWPJkiX45ptv4O3tjc6dO8PFxQXXrl3D9u3bsX37dmzYsAH9+vVTO06XMf744w+MHj0a7dq1Q7du3bB161Z07twZCQkJqF69urJdeno6vvjiC0yaNAnNmzcv8roQVVaCICDrxf8RbLuWQcqBglqEyFe9pl0EDs4Geiwo2/GJiIiochAqmPz8fMHLy0sQi8XC2bNnleVZWVlCo0aNBBMTE+G///5TlqenpwsJCQlCenq6Sj/BwcECAGHatGkq5Tk5Ocq6JUuW6DS3x48fCwCEx48f635ietRsZrTg8dUu4cLtzLIb9OBcQQi11f11cG6R3T5//ly4fPmy8Pz58zI6kYonMTFRACAEBwcbrO9hw4aVSR8xMTECACE0NLTE41HhKsL13bx5swBAaN++vZCdna0sT09PFzw8PASxWCwkJiaWuH1RFi9eLAAQxo8fL0gkErX6/Px8te+9vb0FsVgsnDlzRlle8N+Tq1evKsvv3bsnGBkZCZ6enmo/5xcuXCgAEIYPH6427v79+4WkpCRBEAQhIiJCACBERkYWeh4eHh6Ch4eHNqesQiKRCC1bthRatWolDBkyRAAgHDt2TOd+XuXv71+i+Sjoep313Zeu178wubm5gqOjo2BiYiKkpqaWeIwtW7YIcXFxauVxcXGCqamp4ODgIOTk5KjV6zJGly5dhLp16yr/HiQlJQlGRkZCRESESruBAwcKtWrVEp49e1bkuetC23+3K8o9E+lm6dKlQoMGDYS6detWmvcv+9w54XK9+sKVZs0FaXncTyYelt/zhlURhHsXyn58IiIiKjfa3vNWuLQDJiYmWLlyJWQyGfz8/PDhhx9i8uTJeOutt3Dp0iWEhYWhbt26yvZLly5FgwYNsHTpUpV+5s2bBxsbG8yePRutW7fGZ599hnHjxqFhw4bYt28fWrRogVGjRpX16emFV3mkHqjfHXj3F6Clltes5Sh5+/rdDTuvN0xheValUim++eYb1K5dG+bm5qhduzYiIiIgk8kK7SsuLg49e/aEk5MTxGIx6tSpg2nTpiE7O7tEcwkLC0NgYCAAIDw8XOUR3qSkJMTExEAkEmH8+PEa+7t8+TJEIhF69+5d7NgFH7+Pi4uDv78/rK2t4eDggEGDBuH27dulOueC/R87dgzBwcGoUqWKVikgJBIJIiIi4O3trfJe3Lx5U+29y8vLw5IlSxAcHIwaNWpALBbDxcUF7777Ls6ePavSb3HXtyTnWRLbt28HAEydOhUWFhbKcicnJ0yaNAm5ubmIjIwscfvCPH/+HOHh4fDy8sKiRYtgbGys1sbERPVJgIMHD+LGjRsYNGgQmjVrpiy3sbHB9OnTIZFIVMZOSkqCTCZD+/bt1XJ8d+8u/1l2//59tXE7deoEDw+PYs+htL755hucP38eq1at0nj+5UXX66zvvvR1/bdt24YHDx6gR48ecHV1LfEY7777Lvz8/NTK/fz8EBgYiIcPH+LChQtq9bqMcevWLTRr1kz5OfDw8ICTkxNSUlKUbfbt24cNGzZg+fLlsLS01KpfovHjx+Py5cs4depUeU9Fa1kvNtqyDgyEkbl52U/AswPQsA8gyIC9XwOCUPZzICIiogqtwqUdAIDAwEDEx8cjNDQUmzZtQl5eHho1aoRZs2Zh8ODBWvXRtGlTnD59GhEREfj777+xdOlSmJj8P3v3GR5F+TVg/N5N7wmkUZPQq/QukNAFpIg06SgqIgKCfxHBBFDpxYIVCB1B4AUR6RB6kya9hlDTgBRCevb9MOySkLbZlE3g/LzmIjvzzMzZ3ZhMzj5zjikVKlRg8uTJjBs3DktjXKDlAS9nG/4NelywydfLW2DfdP3Hn1ioLC3HQ4n0dXdF3nr//fdZvHgxXl5ejBgxgri4OObOncvhw4czHP/LL7/w0Ucf4eTkxJtvvomLiwsnTpzgm2++Ye/evezduzdduY7seHt7c+vWLZYuXUrLli3x9vbWbXN0dMTHx4dKlSqxcuVKZs+enSYRB0r9QoBhw4bpfc6jR48ybdo0OnXqxCeffMKpU6dYvXo1Bw8e5MSJE2kSKIY858OHD/Ptt9/i4+PD+++/nyaxkZmhQ4eyfPlyypcvz4gRI4iPj2f+/PkcOXIk3dhHjx4xevRomjdvrqtvefPmTf766y+2bt3K/v37adCggV6vr6HP09vbm3379rF37940x8xMSEgIAF5eXum2adft2bOHyZMnGzQ+Mzt37uTRo0cMHjyY5ORk/vrrL65evYqjoyNt2rShQoUK6fYJCAgAoF27dum2adft27dPt65ixYqYm5tz6NAhoqOjsbOz0237559/gOc1w3MrPj6epUuXcu/ePZycnGjatCm1atXKdPz58+eZPHkyEydOpHr16nkSQ17J6etcUMfKqUWLFgHk6wezZmZmQPoPCnKqTJky/Pfff2g0GlQqFXfv3iU8PJyyZcsC8PTpU4YPH86AAQMyfC2FeFloNBqit20DwK69Eb/X202Fq9vg1gG48H9g4wJPQsDWDTyaKqW4hBBCCPHKKpTJV4CGDRuydevWbMf5+fll2nymYsWKLF788nUf9XJRZr7eDHtScCetPwQqv6HUfF3dG2LCMh9r4wp9/3he81Xo5fr16xl+L3fo0IHGjRtnul9AQACLFy+mVq1aHDp0CBsb5ftjwoQJ1K5dO934ixcvMnLkSGrXrs2uXbsoVqyYbtv06dP54osv+OGHHxg7dmyO4tcm7pYuXYq3t3eGz2XYsGF89tln/PnnnwwcOFC3PiEhgeXLl1OqVCneeOMNvc+5fft2Fi5cyLvvvqtbN2XKFHx9fZkwYYIumWLoc965cyeLFi1i6NChesWze/duli9fTv369dm/f78uwTxx4sQ0s/i0nJycuH37NqVKlUqz/sKFCzRu3JgJEyawc+dOQL/XN7/e29RcXFwACAwMpGrVqmm2BQYGAnD16lWDx2fm33//BZSkVa1atbhy5Ypum1qtZsyYMcyePTvNPtrGjRk1aXRycsLZ2TlNc8fixYvzzTff8Nlnn1G1alW6dOmCnZ0d586dY9euXbz//vuMHDky21j1ERwcnG4Ge4cOHVi+fDnOzs5p1iclJTF48GCqVq3K+PHjc3XejL5vbt26RURERIbbRo8enSa5n5Gcvs4FdaycCAoKYvfu3ZQqVYoOHTrk+fEBbt++za5du3B3d6dmzZq5OtZ7771Hr1698PHxoUGDBvzf//0fVlZWug+ov/rqK6Kjo5k7V+pPipdb3PkLJN6/j8rKCtsMZpwXGMey0GwU7JsB698DTfLzbfYlocMMqNbFePEJIYQQwqgKXdkBkT2jlB2wc4eStaF0Peg0F1A9W16kgk5zlHEla0vyNQdu3LjB5MmT0y3ZdTNftmwZgK4Jj1apUqUYNWpUuvG//vorSUlJfP/992mScwD/+9//cHFxYfXq1XnwjNIbPHgwFhYWulmuWps2bSI8PJwhQ4bk6HbqypUrp0uMfvbZZ7rnkJCQABj+nOvUqaN34hWUbuUAkyZNSjOz193dPcP3wsLCIl3iFaB69er4+Piwf/9+EhMT9T6/Ic9z2bJlXLp0iYYNG+p1Dm1yfPr06cTFxenWP3z4kPnz5wMQERFh8PjMaG/3nzNnDvb29hw/fpzo6Gj2799PpUqVmDNnDj///HOafSIjIwEybQpnb2+vG6M1btw4Vq5cSWRkJD///DMzZ85k69atNGjQgP79++tmLubG0KFDCQgIICwsjKioKI4ePcobb7zBtm3b6NKlC5oXbln99ttvdeUGcnv+jH7GBAUFERkZmeE2fd4bQ17ngjhWTvj7+5OSkpLjn0H6SkxMZMCAAcTHxzNz5sxcn6Nnz5788ssvPHjwgJ9//hkXFxe2b99OmTJlOH36NPPnz2fevHk4OTkxfvx4nJ2dMTc3p23btty8eTOPnpUQxhe9YzsAtt4tUb9wR02BK/7sQ6PUiVeAqAewdiBc/KvgYxJCCCFEoVBoZ76KzHk52wJwMzxGd8thgarWBXotg22fQ9T9tNvqD5FP9g3Uvn17tj27dS4nzp49C5BpjcEXaZO527ZtY9euXem2m5mZcfny5RzHoQ9nZ2feeustVq9ezdWrV3X1mxctWoRKpUozg1UfzZo1S/f9b2VlRb169di2bRtXr16lRo0aBj9nfROSWtr3omnTpum2ZbQO4MyZM8ycOZODBw8SHBycLtkaHh5OiRIl9Dq/Ic9Te5uyvvr27Yu/vz979+6lZs2adOjQgcTERDZu3Kgr85A6sZTT8ZnR1i82Nzdn48aNlCxZElC+x9etW8drr73GnDlzGD58eI6ez4u+/vprpkyZgp+fHwMHDsTJyYkzZ87w6aef4uPjw9q1a3nrrbdydY6vvvoqzeNGjRrx999/07JlSw4ePMg///yjqzF79uxZvv76a8aNG5cn3epfTOzC85IWL9YOflWkpKTg7++PSqXK0YctOTn+0KFD2b9/P8OGDWPAgAF5ctwPPviADz74IM265ORkhg0bRqtWrejfvz8zZ85k3rx5zJo1i0qVKvHZZ5/RrVs3zpw5g1otn7+Lok2j0RC1TUm+2rdvb5wgooOVJSUZtn+RyaBnP3e3jAX7Us/vDJMJCkIIIcQrQ5KvRZBHcWtUKoiOS+JhTALOthYFH0S1LkozraDDSk2roEPw72I4+wc0HgHO6esvivwRGRmJWq1Od6sykK5pDCh1RgG++eabfI8tI++//z6rV69m4cKFzJw5k9u3b7Nz507atGmDp6dnjo7l6uqa4Xrt89bOkDP0OWf0+mUlKioKtVpN8eLF9TrW4cOHdTVE27VrR8WKFbG1tUWlUrFx40bOnj1LfHy83ucviPfW1NSUrVu3Mn36dFatWsVvv/2Gg4MD3bt3Z9y4cVSqVElXasCQ8ZnRzoSsX7++LvGqVb16dcqVK8f169eJiIjQ3Sav3SezmZJRUVFpZlju2bOHSZMmMWbMGCZMmKBb36xZM/7++2/KlSvHmDFjcp18zYharWbIkCEcPHiQQ4cO6ZKvgwYNonz58pmW1ykMcvo6F9Sx9LVz505u375N69atM6xNnBsajYZhw4axYsUK+vfvzy+//JKnx3/Rd999x6VLl3QNvebNm8eAAQP45JNPALCxsaFFixbs2rVLasGKIi/+0iUS79xBZWmJbYsWxgniX3/9eyLEhMLCZ3XDW44Hn8yStUIIIYR42ci0hyLI0syEkg7KrVUFWnrgRWoT8GoONd+GjnPAqwUkPoUNwyBZ/1ulRe44ODiQkpJCeHh4um3aZkepabu4R0VFodFoMl3yi7e3N5UrV2bZsmUkJiayePFiUlJSctRoSyujzvPw/HlrkzSGPuecziq3t7cnJSWFhw8fZhpTat988w3x8fHs3r2bv/76izlz5jB58mT8/Pxwd8/5jJiCem8tLCzw9fXlypUrxMfHExoayq+//sq9e/cAJUGam/EZqVy5MkCm9Ue162NjY3XrtHVDM6oR+vjxY8LDw9PUFt2yZQugNH18kYuLCzVr1uT27dsZ/r+WF7QfoDx9+lS37uzZs1y+fBlLS0tUKpVuWbp0KQBNmjTRJeuNJaevc0EdS1/51WgrJSWFd999l8WLF9O3b1+WLFmSr7NNg4KC+Oqrr5g8eTLlypUjKiqK4ODgNDOm69WrB5BvdzcIUZC0s15tW7RAbW1tnCCqdIK3focGev78aPCeMr5Kp/yNSwghhBCFiiRfi6hyz5puBYYZMfmamloN3X4BS0e4f0ppOCAKhLZD+oEDB9Jty2hdo0aNALKtJWsI7e3jycnJWY4bNmwYISEhbNq0CX9/f5ydnenatWuOz3fo0KF0ycTY2FhOnjyJlZWVrqxBfj7n1LTvxeHDh9Nty2jdjRs3KFasGM2aNUuz/unTp5w6dSrd+Oxe34J6nplZuXIlAH369Mnz8dqE6KVLl9JtS0xM5Pr169jY2KSZRduyZUsAduzYkW4f7TrtGEBXIzgsLOOGgtr1Fhb5c7fBsWPHANLMAH/33XczXLQJyC5duvDuu+/meNZ4Xsrp61xQx9LHw4cP2bRpE8WKFaN79+55dtyUlBTee+89/P396d27N8uXL8+XWrKpffTRR1SqVIkxY8YAz0tMpJ49r627XODlioTIYxqNhqjtSqkm+w5GKjkAcHmLMungxMLsx4IybsMwZT8hhBBCvDIk+VpEaZtu3Qh/YuRIUnEoBW/OV74+MAduGycB9KoZOHAgAFOmTCEm5nky/t69e3z33Xfpxn/00UeYmpoycuRI7ty5k257REQEp0+fNigWbZOnu3fvZjlO23hr1KhR3L59m0GDBmFubp7j8125coXFixenWTdr1izCwsLo27ev7pj5+ZxT03Yanzp1aprmUsHBwRm+Fx4eHjx+/JgLFy7o1iUnJzNu3LgME4DZvb6GPM/bt29z+fLlNLMtsxMVFZVu3bp161i8eDENGjRId1t+TsffuHGDy5cvp6l/W758edq1a8f169fTNWybPn06ERERdO/eHVPT59V0WrduTbly5Vi1ahVnzpzRrY+Ojmbq1KmYmpoyePBg3XptEnzu3LnpbntfunQp169fp169etjZ2WXyymTv4sWLGTaxOnjwIHPnzsXCwiLN67Fw4cIMF20N4S+++IKFCxdSu3Ztg2MKCAjIVb3XnL7OWhm9z4Yey1DLly8nISGB/v3751lSXTvj1d/fn549e7JixYp8T7z+8ccfbN++nYULF+rO5eDgQIkSJfj777914zZv3gxA1apV8zUeIfJb/JUrJAbdRmVhgW0efiCTY/WHwPv74L09YJNNCR0bV2Xc+/uU/YQQQgjxyshVzdeLFy/y448/cuLECSIiIjKcjaVSqbhx40ZuTiMy4OVcyGa+alXvDle3w9nVyif7Hx4CS3tjR/VS8/b2ZsiQIfj7+1OzZk26d+9OfHw8a9asoXHjxmn+8AaoUaMGP/30E8OHD6dy5cp07NiR8uXLExUVxc2bN9m3bx+DBw82qDZhlSpVKFmyJH/88QfW1taULl0alUrF8OHD09RpLF68OD169GDVqlWA4bf7tmvXjo8++ogtW7ZQpUoVTp06pev4/e233xbIc06tTZs29OvXj5UrV1KzZk26du1KfHw8a9eupVGjRmzevDnNbccjR45kx44dvP766/Tq1QtLS0sCAgK4d+8e3t7eBAQEpDl+dq+vIc9z4MCB7Nu3j7179+Lt7a3X82zUqBFlypShatWqWFpacvz4cQICAihXrhx//vlnukRTTse3bt2aoKAgAgMD08zo/Omnn2jatCnDhg1j48aNVKlShdOnT7Nnzx48PDyYNWtWmuOYmpqycOFC2rdvT/Pmzenbty/29vZs2LCBwMBAvv76a93saFA6yP/6668EBARQsWJFunTpgpOTE2fPnmXnzp1YWFgwf/78dK/HwoULOXjwIICu1ubChQt171+3bt3o1q0bAGvXrmXmzJm0bt0aT09PLCwsOH/+PDt27ECtVvPLL7/kuAlaTuS0duzo0aMzLfWgldPXWSuj99mQY+Xk9X+RviUHcnKOKVOmsGTJEmxtbalUqRJff/11uuN169YtXcLc0OcRERHB6NGjGTNmTLqmbJ9++imfffYZHTp0oEKFCvj7+1O7dm1at26d5fMVorCL2q4tOdActY2N8QJJ3Tir01xYO/DZhgxK/HSaA6XrFVhoQgghhChENAYKCAjQWFpaalQqlcbMzExTunRpjaenZ4bLyyIyMlIDaCIjI40diibgSqjG4/O/NW3mBBg7lPRiIzWaeTU0Gl97jWbDh1kPjY3VXLx4URMbG1tAwRU+gYGBGkDTvn17vccOGjQozfqkpCTNtGnTNOXKldOYm5trypUrp/n22281169fz3C8RqPRHD9+XNOnTx9NyZIlNWZmZhpnZ2dN3bp1NePHj9dcunQp23Nmtv7o0aOali1bauzs7DQof31oAgMD051/+/btGkDz+uuvZ/u8X7R3714NoPH19dXs27dP07x5c421tbXG0dFR06dPH83t27cz3E/f55z6+DmVmJiomTp1qsbLyyvNe3Hs2DENoBk1alSa8evWrdPUrVtXY21trXF2dtb06tVLc+PGDc2gQYMyfO30eX31fZ4ajUbTsmVLDaDZu3ev3s/R19dXU7NmTY2dnZ3G0tJSU7VqVc3EiRMz/dmY0/EeHh6Zft/cvn1bM3jwYI27u7vGzMxMU6ZMGc2IESM0ISEhmcZ77NgxTYcOHTQODg4aKysrTf369TUrVqzIcGxcXJxmxowZuvfE1NRUU6pUKc0777yjOXfuXIb7aN+rzJbU30cBAQGaXr16aSpUqKCxs7PT/f7s06eP5tixY5k+h8zOeeTIEb330Wg0WcaZ0ZLRe5CZnLzOGk3W73NOjpWT1//FcwCahg0bZvvccnKO7MYCGn9//zx7Hu+9957Gy8tLExMTk25bUlKS5osvvtC4urpqLC0tNR06dMjRe5oRfX9vF6ZrJpFzhfn9S0lJ0Vzv8IbmYuUqmoi/Nhs7nLQubNJo5lRRroHTLA4aza3Dxo5OCCGEEHlM32smlUZjWPeVJk2a8O+///Lrr78yaNCgfL+lrjDQdlmOjIzUNbYxljuPntJ85l7MTdRcmtoBE3Uhq992+yj4vwGaFOi5RJkRm4G4uDgCAwPx8vLC0tKyYGMURjVz5kw+//xzli5dqiudoK+AgAB8fHzw9fUt1F3gU1u4cCHDhg3TzUwVQoiiSN/f24XpmknkXGF+/+KuXiWwS1dU5uZUPHwIE1tbY4eUVkoyBB2GJyFg6wanl8N/a8ChLAw/CJYO2R9DCCGEEEWCvtdMBtd8PXv2LH369GHo0KGvROK1sCnpaIW5qZqE5BTuR8Rmv0NBK9sYmo9Vvt48GiLvGTUcUbjExcWxYMECihUrRs+ePY0dTp4KDg5O1wTs3r17fP3115iYmNC5c2cjRSaEEEIUfdHblJIDNq+/XvgSrwBqE/BqDjXfVv7tOBscPSDyNmwZZ+zohBBCCGEEBidf7ezscHV1zctYRA6YqFV4FrcG4GZ4Iav7qtXycyhZF+IiYONwSEkxdkTCyA4ePMg333xDu3btuH37Nv/73/+wsrIydlh5avr06VSqVImhQ4cyfvx43nnnHapWrUpQUBCTJk2iTJkyxg5RCCGEKLKidijJV/v27YwciZ4s7aHHQlCZwLm18N9aY0ckhBBCiAJmcPK1U6dOHDhwIC9jETmkbbp1M+yJkSPJhIkZvPU7mFlD4D74ZxycWweBB5RbssQrZ9euXUycOJFLly4xZswYxo4da+yQ8lyHDh3w8vJiy5YtzJ07l7///pvXXnuNlStX4uvra+zwhBBCiCIr/vp1Eq7fADMzbFu1MnY4+ivTUJmUALBlLDy+ZdRwhBBCCFGwDK75Gh4eTrNmzWjfvj3Tp0/H2to6r2MrdApb/atv/7nEb/tv0ryiMx95V6ChV7HCV/sV4O8x8O/itOvsS0KHGcSVayc1X4UQQogiQmq+vhoK6/sXtmAB4T/8iG3LlpT59Rdjh5MzyUmwpCPcOQZlGsPgLWBiauyohBBCCJEL+l4zGfwbv1evXtjY2LBgwQKWLFlCxYoVcXBIX0BepVKxe/duQ08jMrHt/APWnLgDwIFr4Ry4Fk4JB0t836xGhxoljBxdKhf/gn/906+PegBrB8Lbq8DEq+DjEkIIIYQQRYImOZmn/54k4s91ANi2KyIlB1IzMYW3foNfmsOdo3BgDnh/buyohBBCCFEADE6+BgQE6L5+8uQJp0+fznCcSlUIZ2IWcdvOP2D4ilO8OGU5ODKO4StO8XP/usZNwEYHK0tKMmz5FNJFyvN1+2ZAi+8hIRbMTJRSBUIIIYQQQgBRO3YQ8u00koKDdevCv/sOEztb7ItaEtbJEzrNgQ3DlGvg8j5KSQIhhBBCvNQMTr6mSPOkAhUaFUdodDzJKRombjyfVTqTiRvPU8LBChO1Clc7C1ztC/h2/n/9Yd90/cbGPoQnwRCRDJQA+0I0a1cIIYQQQhhN1I4d3Bs1Gl6okpYUFqas/25+0UvAvtYLru2Ac3/C+vfgw4NKUy4hhBBCvLSk0FARsfLYbb7bfU2vseFPEui64BAAo1pXZEzbSvkZWnr1h0DlN+D6LtgzNfvxlo7g6AU2tvkemhBCCCGEKLwSQ0NJCgtDk5xM8OQp6RKvgG5d8OQpmLq7ozIxwdTFBTNX1wKO1kAdZ8PtYxARBFv/B92LWP1aIYQQQuRIniVfY2JiiIqKwt7eHhsbm7w6rHimfXU3vJxtOBn0mOVHg7IdP6CxB/U8nKjkZsSEpnVx/cap1PkbhxBCCCGEKBIi1qwlfMECvcYmP3xIUK/eADiPGIHLyI/zM7S8Y+Wo1H9d0hHOrobyrcCuBDwJAVs38GgKahNjRymEEEKIPJKr5GtiYiKzZs1iyZIl3LhxQ7e+XLlyDBkyhHHjxmFubp7rIAVsvxCi98xXgOVHg1h+NIhRrStSrWT6Rmj5KidlBwBiH0FEIFJ2QAghhBDi1WbbujVmnh7Enj5NxKrV2Y53fKcvVnXqYFG+QgFEl4c8mkDzcbB/Jmx4nzQ9EuxLQocZUK2L0cITQgghRN4xOPkaGxtL27ZtOXLkCCYmJlSqVAl3d3dCQkK4ceMGkyZN4u+//2b37t1YWVnlZcyvpH6NytK2mhvJKRreXXqC8CcJmY51tjVn0aAGupqvBU5bdgAgcD/snJT1eLUpOHqAjdS7EkIIIYR4lT3ZvVvvma8AEatWE7FqNc4jRmBVrWo+RpYPXKs9++KF0gpRD2DtQOi1TBKwQgghxEvA4OTrzJkzOXz4MO+88w7Tp0+ndOnSum33799n/PjxrFixgpkzZ+Lr65snwb7KXO0tdY2zvu5Wg+ErTgFpL9VUz/79ulsNapVxLND40rBzVxaAkrWVzq7bPoeo+8/H2JcCny/hxDJISYKYULBzMka0QgghhBCikHDs3QvbVj5okpO5O/wjkh8+zHSsSfHilP75J13N1yIhOlhZUpJh62eZDHp2hb9lrHLNrDZJe30thBBCiCJFpdFkVMU+e1WrVsXOzo7jx49nOqZhw4ZER0dz6dIlgwMsTKKionBwcCAyMhJ7e+PO0tx2/gGTN1/kQWScbp2bvQWTu1SnQ41CeOt+SjIEHU5Xyyru3kUC79zDq2RxLO2Kg2NZUKmyP54QQgghClxcXByBgYF4eXlhaWmZ6bjCdM0kcq6wvH9RO3Zwb9To9E23nl0rlvpuPvbt2hV8YLmx/Us48mPO92vyMbT/Ju/jEUIIIYTB9L1mMnjm661btxgzZkyWY1q3bs38+fMNPYXIQocaJWhbzZ3jgY/45I/ThEXHM7PHa7SsXEi7vKpNwKt5+vXFy8HDeECj1H41tQQ7t1ydKjQqjtDo+Bzv52pnoZtdLIQQQgghjMu+XTs0s2dxf+y4NOtN3dxwm/BF0Uu8QroKA/m+nxBCCCGMzuDkq7W1NWFhYVmOCQsLw9ra2tBTiGyYqFU0KV+c+h5ObD0fzNWQJ4U3+ZoVM0uwcYD4EIi+D6YWShdYA608djtHzcm0RrWuyJi2lQw+rxBCCCGEyFvmnp4AqG1scJ/sh6mLK9b166EyMTFuYIZqNhJe6wn3T8Pfo7Mf33k+lKwjJQeEEEKIIszg5Gvjxo35448/GD16NNWrV0+3/eLFi6xZs4aWLVvmKkCRvcrudmw9H8zl4Ghjh2I4m2JgkgxPwyEiCEzMwdywxL22OVlqcYnJvP3LEQDWfdgES7P0F+xGaU4mhBBCCCEyFX9V+UDdslo1HDp3NnI0eUBbu9W9JuyfqTTXymxaq30pqDtQuYNMCCGEEEWWwcnXL7/8kp07d9KgQQPeffddWrZsiZubGyEhIQQEBODv709iYiJffPFFXsYrMlDFXakrcTk4ysiR5JJDaUiOh/hoeHQTXCqDiVmOD5O6OZnW04Qk3dfVStpjbW7wt74QQgghhCgg8VevAmBR6SW7O0ltAh1mwNqBKG1zM0jANhsliVchhBDiJaA2dMemTZuyevVqLCwsWLBgAb1798bb25vevXvz008/YW5uzqpVq2jWrFlexisyULWEHQDXQp+QlJxi5GhyQaUCJ0+l7EBKopKATUk2dlRCCCGEEMJIXtrkK0C1LtBrGdi/0CzX5NndWKeXQ1LO+xgIIYQQonDJ1fS/Hj160L59ezZu3Mjp06eJiorC3t6eOnXq0LVrV+zs7PIqTpGFMk7WWJub8DQhmVsPY6jgWoRfd7UpFCsPYVcg8SlE3FYSss+62hoqOeX5bILjgY9oXtEFE3XujimEEEII8TJZsGABCxYsIDm58Hz4/Tz5WtHIkeSTal2gSicIOgxPQsDWDZy84LcWEHwOdvrCG9ONHaUQQgghcsHgma9atra29O/fnzlz5vD7778zZ84c+vfvL4nXAqRWq6jkprzeRbruq5apBRQrB6ggLgIeByqlCDSGtXnddv4Bbebu0z0e7H+C12fsYdv5B3kTby4FBASgUqnw8/PjyJEjtG/fHkdHR1TPEs6LFy+ma9eueHp6YmlpSbFixWjfvj179+5Nc5xHjx5hYmJCt27d0qw/ceIEKpUKlUrF3bt302xr1KgRdnZ2JCUlIYQQQrwK7t27xz///MPq1avZsmUL9+7dM3ZIhcaIESO4ePEiJ06cMHYoACQ9fkzSswa/FhVfwpmvWmoT8GoONd9W/nUsDd1+VrYd+xmubDNufEIIIYTIlVwnX0XhUMX9WfL1wUuQfAVISQLVs2/PuEh4eB1CLkBsRI4Os+38A4avOEVIVNpbtoIj4xi+4lShScACHD58WNeg7v3336d3796A8odQSEgIbdq0YcyYMXTu3JkjR47Qpk0bNm3apNu/WLFivPbaa+zbt4+UlOflJwICAnRfp07YRkdHc+rUKZo3b46pqdTAFUII8XK7efMm7dq1o2zZsrz55pv079+fLl26ULZsWdq1a8f169eNHaJ4gbbZllmpUpjY2hg5mgJWqT00/kj5euPwZ425hBBCCFEU6Z1xWbZsGQDdu3fHzs5O91gfAwcOzHlkIkd0ydeiOvM1ORESniUME6Ih6n76MSmJyizY5JJg/mxmtYlZpk25klM0TN58McP+sRqU1gaTN1+kbTX3QlGCYOfOnSxatIihQ4emWX/x4kW8vLzSrHvw4AH169fns88+o2vXrrr1Pj4+zJs3jzNnzlC3bl1ASbjWrFmTkJAQ9u7dy4ABAwA4cOAASUlJ+Pj45PMzE0IIIYzr7t27NGvWjJCQEKpWrUqLFi1wd3cnJCSEAwcOsGvXLpo3b87x48cpU6aMscMVz7zU9V710cYPbh2E4P9gwzAYuEkacAkhhBBFkN7J18GDB6NSqWjcuDF2dna6x1nRaDSoVCpJvhaAyu72AFwOjjJyJAaKfQyRD/Ubmzoxa+uevknBM8cDH/EgMi7Tw2iAB5FxHA98RJPyxXMQbP6oU6dOusQrkC7xClCiRAl69OjBDz/8QFBQEB4eHgB4e3szb9489uzZQ926dUlKSuLgwYMMHTqUBw8esGfPHt0xtLNgvb298+cJCSGEEIWEn58fISEh/Pbbb7z33nvpti9atIj333+fKVOm8PvvvxshQpGRVz75amoBb/vDry3g1gE4OA9ajDN2VEIIIYTIIb2Tr4sXL0alUlGihJLo8vf3z7egRM5pZ77efRxLdFwidpYZzwYttKycwN5ZabIVeSf78Q5lwMw601mvAKHRmSdeDRmX3xo2bJjh+ps3bzJt2jT27NnDvXv3iI9PW0Lh/v37uuRrixYtUKvV7N27l3HjxvHvv/8SHR2Nj48PDx48YO3atQQGBuLl5cXevXuxt7fXzZAVQgghXlbbt2+nS5cuGSZeAd599102b97M1q1bCzgykZWXvtmWPpwrQMdZsOkj2PsteDaHso2MHZUQQgghciBHM19TGzRoUF7HInLBycYcN3sLQqLiuRoSTT2PYsYOyTApejZ+in2sJF+z4Gpnqdeh9B2X39zc3NKtu379Og0bNiQqKgofHx/efPNN7O3tUavVBAQEsG/fvjTJWEdHR+rUqaMrKbB3717UajUtWrQgNDQUUGa8FitWjNOnT9OxY0dMTOT2NSGEEC+30NBQqlevnuWY6tWrS/K1ENFoNMRfU2q+Wr6qM1+1ar8DN/fCuT9h/Xvw4QGwcjR2VEIIIYTQk8Fddvbv34+npydly5bNdMzdu3e5efMmLVq0MPQ0IgequNsTEhXG5eAimHzNSdkBgIQnEH4ly7IDDb2KUcLBkuDIuAzrvqoAdwdLGnoVjtcqozIe8+bN4/Hjx6xYsYJ+/fql2fbhhx+yb9++dPv4+Phw8uRJTp48SUBAALVr18bJyQknJydKlizJ3r17cXFxISUlReq9CiGEeCW4uLhw4cKFLMdcvHgRFxeXAopIZCfx3n1Snj4FMzPMPT2NHY5xqVTQaS7cPQGPb8HmUdBzibJeCCGEEIWe2tAdfXx8WLJkSZZjVq5cKcmdAqRruvWgCDbdsnIC58rgXAnU2XwmoEr1bZuSCJqMUqtgolbh+2Y1ZZcXD/HsX983qxWKZluZuXHjBgBdunRJsz4lJYVDhw5luI+2huv27ds5dOgQrVq10m3z8fFh7969Uu9VCCHEK6V9+/Zs3ryZRYsWZbh98eLFbN68mQ4dOhRwZCIzupID5cqhMiti5bTyg6U99FisXCdf3AinlkFKMgQegHPrlH9Tko0dpRBCCCEyYHDyVZNJwiu1lJSUbJtyibxTpYSSfL0SXASTryZmYG4N5jZKPdesOHqAQ2nl66cPIfJupgnYDjVK8HP/urjaW6RZ7+5gyc/969KhRsazZgsLbS3XgwcPplk/Y8YMzp8/n+E+zZs3x8TEhB9//JGYmJg0H4D4+Phw7949VqxYgaOjI7Vr18632IUQQojCws/PD2dnZ95//31q1qzJxx9/zNSpU/n444957bXXGDZsGMWLF8fX19fYoYpnXvlmWxkpXQ9aTVK+3jIO5lSBpZ1h/bvKv/NrwMW/jBujEEIIIdIxuOyAPq5du4aDg0N+nkKkUtnNHoBLwVFoNJqim/i2cgS8lKRqSuLz9WozJemqq3Glhsjb8DQc0ChJ2wyec4caJWhWwZmafjsAWDKkAc0ruhTqGa9aH374If7+/rz11lv07t2b4sWLc/ToUU6dOkWnTp3YsmVLun3s7e2pV68ex48fx8TEhObNm+u2aROxYWFhdO3aFbXa4M9fhBBCiCKjTJkyHDp0iA8++IC9e/emK0Hg4+PDzz//TJky2XwALAqMNNvKRNNPlNqvIechJjTttqgHsHYg9FoG1bpkvL8QQgghClyOkq9Dhw5N83jjxo3cunUr3bjk5GTu3r3L/v375fatAlTe1QZTtYrouCTuR8ZRytHK2CEZzsoRLB2U2q7Jic9mxtqmTa7aFFceRwQpM2A1GnAsm2ECNnWitaFXsSKReAWoU6cOO3bsYOLEiWzYsAETExOaNm3KoUOH+OuvvzJMvoLyR+Tx48epX78+dnZ2uvXlypXDw8ODoKAgKTkghBDilVKhQgV2797N3bt3OX36NFFRUdjb21O7dm1JuhZC8deU5Osr32wrHQ3EhGe+DRVsGw9VOoFamqoKIYQQhYFKo0/9gGdSz5JTqVRZlh5QqVQ0aNCAFStWUKFChdxFWUhERUXh4OBAZGQk9vb2xg4nQ+3m7eNqyBMWD65Pqypuxg4nW3FxcQQGBuLl5YWlpaVhB3n6SEnAglI71tEjXQL2aUIS1b7aDsDFKe2xNs/XSd9CCCHES0nf39tF4ZpJZM7Y758mIYHLdetBUhIV9u7BrEThLhNVIKKDleX+afh7dPbjO8+HknXAzl1ZhBBCCJHn9L1mylEGKjAwEFDqvZYrV47Ro0czatSodONMTExwcnLCxsYmh2GL3Kribs/VkCdcehBdJJKvecK6mNKE6/EtiH2szIB18kjbmEsIIYQQQhQJ8YGBkJSE2s4OU3dJHAJw+Ac48qP+47UJ2iYfQ/tv8iUkIYQQQugnR8lXbfMfAH9/f+rUqZNmnTC+KiXs+OtsEW26lRvaOrGPAwl9+JDQ4KdgX1KXgI1LfN799eL9KCzN0t+G5Wpngau9gbNvhRBCCFFoDB06FJVKxbfffoubm1u60lmZUalULFq0KJ+jE9lJ3WyryPYwyGt636uYR/sJIYQQIs8YfO/1oEGD8jIOkUequCv1PS8HRxk5EiOwcgCVFyuPnuW74yHArQyHvf3LkQzXj2pdkTFtpa6YEEIIUdQtWbIElUrF559/jpubG0uWLNFrP0m+Fg7SbCsDzUbCaz0hJRlW94aYsMzH2rhC3z+Umq9SckAIIYQwulwXvoyLi+PEiRPcv3+f+Pj4DMcMHDgwt6cReqrirtSYuBkWQ3xSMhamr1ihfUsH+jWvRttygUCKMvPVrgRY2GW7q6udRf7HJ4QQQoh8py2VVapUqTSPReGnSU4m5vhxAFTm5miSk1GZvGLXsxlJXbu101xYq/37KoOprZ3mQOl6BRaaEEKI5xITE0lOTs5+oCiUTExMMDMzy/Pj5ir5umDBAiZNmkRkZGSG2zUaDSqVSpKvBaiEgyV2lqZExyVxIzSGaiVfsSYXsRG4Jgfj6pr6WzsMLOLByQvUUgdWCCGEeNm9WBZLymQVDVE7dhDy7TSSgoMBeLx0GdHbd+A24Qvs27UzcnSFSLUu0GsZbPscou6n3WZiDs5yJ5cQQhS0qKgowsPDM52UKIoOCwsLnJ2d87TpqMHJ1w0bNjBy5Ehq1qzJpEmTGDt2LN26daNRo0bs37+frVu30qNHDzp37pxnwYrsqVQqqrrbc/zWI66ERL1aydfYCHicycyW+CgIuwTFyoOZ1HUVQgghXiVTpkzB29ubFi1aZDrm0KFD7N69m6+++qoAIxNaUTt2cG/UaKVxaipJISHK+u/mSwI2tWpdoEonCDoMT0LAxgUOzIHAfcqs2GF7wMLW2FEKIcQrISoqinv37mFra4uzszNmZmZSs7wI0mg0JCYmEhkZyb179wDyLAFrcPJ1/vz5uLq6cuTIEaytrRk7diy1a9fm888/5/PPP2fVqlUMGjSIESNG5EmgQn+V3e04fusRlx9EQx1jR5PPkhOVBQ1E3slmbAKEXQZbN7AprswMEEIIIcRLz8/PDz8/vyyTrwcPHmTy5MmSfC1AiaGhJIWFoUlOJnjylHSJV0C3LnjyFEzd3VGZmGDq4oKZq2sBR1sIqU3Aq/nzx67V4NfmEH4F/h4Nb/0O8se/EELku/DwcGxtbSldurQkXYs4Kysr7OzsuHv3LuHh4XmWfDX4Huz//vuPLl26YG1trVuXuq7FO++8Q+vWrZkyZUruIhQ5VqWEtulWtJEjKQAx4coFZvhVSEnSYwcNPAmGhzf0HC+EEEKIV0FCQgJqKU9UoCLWrOVWj7cJ6tWb5IcPsxyb/PAhQb16c6vH20SsWVtAERYxti7wtj+oTODcn/DvYmNHJIQQL73ExETi4+NxcHCQxOtLQqVS4eDgQHx8PImJiXlyTIOvMBMTE3FxcdE9trKyIiIiIs2Y1157jVOnThkcnDBMFXdt8jXKyJEUAEsHcPQAa2f9xps9+7AgKQ7CrkBCTP7FJoQQQohCI6s/iBISEjhw4ABubm4FGJFw7N0Lz/XrcB49Wq/xzqNH47l+HY69e+VvYEWZRxNo46d8vW083D9t1HCEEOJlp52EmB9NmoTxaN/PvGqeZnDZgZIlS/LgwQPdYw8PD06fTvvLPSgoCFPTXPX0Egao5KYkX0Oi4nkck4CTzUt8e31cpDKTVV+JT5V/VSZKGYLwa2BfAmxc5bYsIYQQ4iVSrly5NI/nzZuHv79/unHJycmEh4cTFxfHsGHDCio8kYqJk2OejnvlNR0Jt4/ClS1K/dcP9oOVk7GjEkKIl1pez3oNjYojNDrnzbtc7SxwtZc+N7mV1++nwZnRBg0apJnV2qFDB7777jumT5/Om2++ycGDB9mwYQNt2rTJk0CF/uwszSjtZMXdx7FcDo6mSfnixg4p/9g4K7Nf0cCjm0opgacPleVFKhNwKAWoADU8DYeEaKVsgZk1lKgNjmUKNn4hhBBC5IuUlBTdhbNKpUKj0aDJoKaomZkZ1atXp1WrVkyaNKmgw3ylRaxZS/iCBXqPD/H1A8B5xAhcRn6cT1G9BFQq6PYT/NoCIoJg40fQZ5VMNBBCiCJk5bHbfLf7Wo73G9W6ImPaVsqHiERuGJx87dmzJxMmTODWrVt4enryxRdfsH79er788ku+/PJLNBoNDg4OzJw5My/jFXqq4m7P3cexXAmOermTryZmygLgUAYeB8LFv+DU0pwfq94QaDsFLPOmoLIQQgghjOfWrVu6r9VqNWPGjJFmWoWMY+9e2LbyASDm6FHCZs3OdKzLZ+OwadwYANNUpc9EJqwcodcyWNQOrvwDh7+HZqOMHZUQQgg99WtUlrbV0pZDiktM5u1fjgCw7sMmWJqZpNvP1c6iQOITOWNw8rV79+50795d99jFxYUzZ86wcOFCbt68iYeHBwMGDKBUqVJ5EqjImSruduy6FPJqNN3SsnIEvKD6W+DZ7Pl6lSlY2MOqt5XHQ7eBqdXz7UnxEH0fLOzg0Q2wdQW7EqCSphtCCCHEyyAwMBBHR0djhyFeYObqipmrKwBW1atjXqYM90aNhlQzlE3d3XGb8AX27doZKcoirGRteGM6/D0Gdk2G0g3Ao6mxoxJCCKEHV3vLdOUDniY8bxperaQ91uaFp8ynn58fkydPJjAwEE9PT2OHU+jk6Tvl5OTEZ599lpeHFAaqUkLbdOsVSr6CkoAt1xISnkByojIr1tz2ea1XAPfXwNwm7X4pKRB1TylF8CQU4p+AkyeYyqdGxuLt7c2+ffsyvEXUGLS/QFLPpBJCCFE0eHh4GDsEoQe7Vq10iVd3X1/My5XDun49VCbpZ/YIPdUbAkFH4Nxa+HMIfHhAmWgghBBC5LPQ0FAWLVrEyZMnOXnypO5v6az+xl+xYgUHDhzg5MmTnDt3joSEBPz9/Rk8eHDBBJ1PCk+aXOSpKu7KrfNXgqNJSdGgVr9CNZ5UKmUWa06o1Uq9Vws7iLitJGvDrijrXpEGBYUt2VnQBg8ezNKlS+WTOiGEeIkdOXKEXbt2cf/+feLj0zexUKlULFq0yAiRCYCkR4+UL9RqHHv1lKRrXlCpoPM8CP4Pwi7D+ndhwEZQy2srhBAif128eJEJEyagUqmoWLEi1tbWPH36NMt9Jk6cSFBQEM7OzpQoUYKgoKACijZ/6Z18XbZsmcEnGThwoMH7CsN4FrfG3FRNbGIytx89xdPZJvudhDJz1swKHgdBYgw8vgXx0WBfSi5SX3G7d+82dghCCCEMlJSURN++fdmwYQMajUbXgEtL+1iSr8aV/FBpmGpSrJgkXvOSha1S//U3HwjcDwHTodWXxo5KCCFEDiWnPL92OR74iOYVXTApxBPtqlatyr59+6hTpw52dnZUqVKFK1euZLnPwoULqVixIh4eHkyfPp0vvvgiy/H//fcfFSpUwNraOi9Dz3N6J18HDx6s6xirL+1FrCRfC56piZpKbracvxfF5eBoSb6mJD//OugwlG+VeTLV1AKcK0L0A3gSAk8fQkKMUobAzCrjfcRLr3z58sYOQQghhIHmzJnD+vXrGTp0KB999BH169dn9OjR9O7dm/379zN9+nTatGnDjBkzjB3qKy0pXEm+mhZ/iZvFGotLZXjzO9jwHuyfCWUaQcU2xo5KCCGEnradf4DvXxd0jwf7n6CEgyW+b1ajQ40SRowsc25ubri5uWU/MJU2bXL2u2nu3LmsX7+eHj16MGDAAHx8fFCrC1//Hr0j8vf3Z/HixTlatPsI46jsppQeuBwcZeRIjOziX7Cg4fPHK9+G+TWU9ZlRqcC+JBSvAGozSIpTyhDEhKVpApFbAQEBqFQq/Pz82L9/Py1btsTW1pZixYrxzjvvcPfu3Qz3u3DhAr1798bV1RULCwu8vLwYM2YMj7S366Vy7do1hgwZgpeXF5aWljg7O1O3bl3Gjh2b6umq2Ldvn+5r7aJPXZVTp07x9ttvU7ZsWSwsLHBzc6NJkyZMnz493djQ0FDGjBlDhQoVsLCwwNnZmR49enD+/Hk9XzHFpk2baN26NU5OTlhaWlKjRg1mz55NcnJyhuP/+usv2rdvT/HixbG0tMTT05MBAwbozuvp6cnSpUsB8PLy0j1/b29v3TE8PT0zLEfw9OlT/Pz8qFKlCpaWlhQrVoxOnTpx+PDhdGP9/PxQqVQEBASwdu1a6tati5WVFSVKlOCTTz4hNjY2R6+DEEII/axcuZIaNWqwcOFC6tatC4CjoyONGjXis88+Y//+/fz9999s377dyJG+2pLCwwEwdXY2ciQvqdd6Qv13la83DIPIjK8zhRBCFC7bzj9g+IpThESlLZkUHBnH8BWn2Hb+gZEiM77evXtTr149li1bRps2bfDw8GD8+PFcvHjR2KGloffM10GDBuVnHCIfVH3WdOvKq9Z0K7WLf8HagcALCdOoB8r6XsugWpfM97ewU2YKRNyG+CjlIjU+GhzKgknelUw+evQo06ZNo1OnTnzyySecOnWK1atXc/DgQU6cOJHm06LDhw/Trl074uPjefvtt/H09OTo0aPMnz+fLVu2cOTIEYo/mzFy//59GjZsSExMDJ06daJ37948efKEa9eu8cMPPzBnzhwAfH19WbJkCUFBQfj6+urOVbt27SzjPnPmDE2bNsXExISuXbvi4eFBREQEFy5c4Pfff2f8+PG6sTdu3MDb25t79+7Rrl07unXrRmhoKOvXr2f79u3s3r2bRo0aZftaTZgwgWnTplG6dGl69OiBvb09+/fv57PPPuPYsWP8+eefacb/73//Y9asWRQrVoxu3brh6urKnTt32LVrF/Xq1aNGjRqMHj2aJUuWcPbsWUaNGqXriJ1d7df4+Hhat27N0aNHqVu3LqNHjyY0NJQ1a9awY8cO1qxZw1tvvZVuvwULFrB161a6du2Kt7c327Zt44cffuDhw4esXLky29dACCFEzly/fp333ntP91ilUpGYmKh7XL16dd58801+/vlnPvjgA2OEKIDkh9rkq8x8zTcdpsG9k/DgDPw5GAb/A6bmxo5KCCFeShqNhtjEjCcI6Ss5RYPvXxdezGgoxwdUgN9fF2lWwdngEgRWZiY5vtO9sHjjjTd44403uHPnDitXrmTlypXMmDGDGTNmULduXQYOHEjfvn1xdTVus0lpuPUSq+yuJF8vv6rJ15Rk2PY56RKvgO7H1LbxUKVT1vVcTcygWDll1mvUfYiLhITLShkCC9s8CXX79u0sXLiQd999V7duypQp+Pr6MmHCBF39uZSUFAYPHkxMTAzbtm2jffv2uvHapOTnn3/OwoULAVi/fj0RERF89913fPLJJ2nOGf5sdgkoMzIDAgIICgrCz89P77iXL19OfHw8mzZtokuXtEnsh8/qtmkNHDiQ4OBgtm/fTtu2bXXrJ06cSP369Rk2bBj//fdflufbuXMn06ZN44033mDdunW6ui4ajYaPPvqIX375RXfLAcA///zDrFmzqFmzJnv37tUlpUGp/6eNcfTo0Zw5c4azZ88yevRovRtuzZw5k6NHj9KvXz+WL1+u+4U1evRoGjZsyHvvvUfbtm2xs0vbAG7nzp2cPHmSypUrA/DNN99Qu3ZtVq9ezaxZsyhZsqRe5xdCCKEfc3PzNLXAbG1tCQ0NTTPGw8ODzZs3F3RoIhVt2QGT4jLzNd+YWkCvpfBrC7h7AnZ+BW+kv1tJCCFE7sUmJlPtq/y9q0YDBEfFUdNvh8HHuDilPdbmRTs9WKZMGcaPH8/48eM5e/YsK1asYPXq1YwePZpx48bRvn17BgwYQNeuXbG0tCzw+ApfIQSRZ6q4K2UHbj2MITYhd5+2FElBh5VkaaY0EHVPGZcdlQpsXcG5EphYQEoiPLwG0cF5UoagcuXKDB06NM26zz77DBcXF1avXk1CQgIAhw4d4tq1a7zxxhtpEq8AX375JcWLF2fVqlW68VpWVulr1Trn4S19GR0/daLz9OnTHD58mEGDBqVJvAJUqlSJYcOGce7cuWzLD/z4448A/Prrr2n+iFapVEyfPh2VSsXq1at16xcsWADAd999lyYeAFNT0xzXn3nRkiVLMDMz051b67XXXmPw4ME8fvyYTZs2pdtv1KhRusQrKK9f37590Wg0nDx5MlcxCSGESK9MmTLcuXNH97hKlSrs378/TdOto0ePUqxYMWOEJ57RlR2Qmq/5y8kTuv2ifH3sZ7iw0ZjRCCGEEHmqVq1azJo1i9u3b7Nr1y7eeecdtm7dSp8+fbJt4JVfDE5tq9VqvaYlq1QqkpKSDD2NyAUXOwuK25jzMCaBqyHR1CrjaOyQCtaTkLwdB2BurZQhiLwLsY+Uplyxj8G6ONg4g8qwzzOaNWuW7v8nKysr6tWrx7Zt27h69So1atTg9OnTAGlqkWrZ2NhQv359tm/frhvfuXNnxo8fz4gRI9i5cycdOnTg9ddfp1KlSgbF+aK3336b+fPn061bN3r16kXbtm15/fXXKVu2bJpxR48eBSA4ODjDmbWXL1/W/VujRo1Mz3f06FFsbGwy7URtZWWlOxbA8ePHsbCwoGXLljl9atmKiori5s2bVK1aldKlS6fb7u3tza+//sqZM2fo379/mm3aeoOpaY8RERGR57EKIcSrrmXLlmzatEnXDLZ3796MGzeOzp0707FjRw4ePMjBgwfTfRAqClaStuyAi8x8zXdVOkKzUXDoO9j0MbjXhOLSXFQIIfKSlZkJF6e0z35gFo4HPmKw/4lsxy0Z0oCGXoZ9iGxllsWdwEXYuXPndCUOU1JSsLS0pEKFCkaJxeDka4sWLTJMvkZGRnLt2jViYmKoVauWrnaiMI4qJew4dP0hV4JfweSrrZ6zGvUdp6U2AUsHpfyAJllpxhV1T1ks7MGuBJhZKbNl9ZRZ/RHtzMzIyEhASfilXv8id3f3NOO9vLw4cuQIkydPZuvWrbp6qJUrV2bq1Kn07NlT7xgz0qRJE/bs2cO0adNYvXo1S5YsAaBevXrMmjULHx8fAF0jsC1btrBly5ZMjxcTE5Pl+R49ekRSUhKTJ0/W6xgRERGUKlUqX7od5vS9SM3BwSHdOlNT5cdxZk3DhBBCGG7o0KEkJydz9+5dypQpw8iRIwkICODvv/9m69atADRs2DDDZpGi4CTryg7IzNcC0eoruHMCbh9WeiG8t0u5hhVCCJEnVCpVrm/nb17RhRIOlgRHxmVYUFEFuDtY0ryii8E1X18mt2/fZtWqVaxYsYILFy6gUqlo1qwZvr6+9OrVK8O/xQuCwd8FAQEBmW57+vQp48ePZ9u2bezYYXjdCZF7ld3sOXT9IZeCo4wdSsHzaAr2JZXmWpn9mLIvqYzLidgIeByY8bb4KGUxsQBrJ7ByAtPs64m8WHdOKyREmZWr/QFhb2+fZn1m47XjQLkFfv369SQmJnLy5Em2bt3K999/T+/evSlZsiTNmjXLNr6stGzZkpYtWxIbG8uxY8fYvHkzP/30E506deLcuXOUL19eF88PP/zAxx9/bPC57O3tUalUaerVZsXR0ZHg4GBSUlLyPAFryHshhBDCOOrWrcvPP/+se2xmZsZff/3Fv//+y40bN/Dw8KBhw4b58mGd0J+u7EAelkYSWTAxhbcXw6/NIeQ8/DMOui4wdlRCCCFSMVGr8H2zGsNXnEJF2syGNtXq+2a1Vzrx+vjxY/78809WrlzJgQMH0Gg0VKxYkcmTJzNgwAC8vLyMHWL+1Hy1trbm+++/x8HBgf/973/5cQqhpyollEY/V17FpltqE+gw49mDF38QPXvcYXrWzba0khMh4SkkxEDkHT3Gxyv1YEMvQdgVeBKqHCMThw4dSlN3DiA2NpaTJ09iZWWlKxNQp04dIOMPP54+fcq///6LlZVVmnqiWmZmZjRu3JjJkyfz/fffo9Fo+Pvvv3XbTUyU18HQmZdWVlZ4e3szZ84cJkyYQGxsLLt27QKgUaNGABw5csSgY2s1atSIhw8fcu3aNb3GN2zYkPj4ePbt25ft2Jw+f3t7e8qVK8f169e5d+9euu3ac9auXVuv4wkhhCh49evXp3fv3jRu3Bi1Wp3h3QqiYGiSkkh+VnpHkq8FyL4E9FiolM46vQJOrzR2REIIIV7QoUYJfu5fF1d7izTr3R0s+bl/XTrUKGGkyIxv+vTpuLu788EHH3D+/Hk+/PBDDh8+zNWrV/nqq68KReIV8rnhVvPmzbO8xVjkvyruSvL1cnB0uuTeK6FaF+i1DOzc0663L6msr9ZFv+PEhEP4FQi/Cik5rGGc+FQpSRByHsKvKcd64RhXrlxh8eLFadbNmjWLsLAw+vbti7m5OaDUhi1fvjxbt27VJTa1pk2bRnh4eJrxJ06cyHBWrXZWZupGWdomI3fv3tX7qR04cEB3+31Wx2/YsCGNGjVi9erVrFmzJt34lJQUvRKkn3zyCaDcPvrw4cN024ODg7l06ZLu8YgRIwClwZW29IFWUlJSmlmrhjz/QYMGkZiYyBdffJHm/6/z58/j7++Pg4MD3bp10/t4QgghjOPJkydMmTKFcuXKGTuUV1bSo0dKE1O1GhMpW1awynmD9wTl6y1jITjrBqhCCCEKXocaJdj16fNeJkuGNODg560KfeJ18ODBuuXBgwfp1r14V+vChQt127RlE1Ov27hxY5rxgYGBdOzYkfXr1/PgwQN++uknmjRpUiDPLSdyV3wiG2FhYTx58sSgfU+cOIGvry9HjhwhISGB6tWrM3r0aN55550cHSc6OprZs2ezfv16bt68ibm5OeXKlaNr1674+voaFFtRUtHVDrUKHsUkEPYkHle77G+Bf+lU66JcVE4vozzutw7Kt9JvxquWpQOYWigzX5/qccu7tTOY24DaTKkJG/sYEmMg4YmyRN4FS3uIV2Ykt2vXjo8++ogtW7ZQpUoVTp06xfbt2ylTpgzffvut7rBqtZolS5bQvn17OnbsSM+ePfHw8ODYsWPs2bOH8uXLp6lXt3LlSn766Se8vb2pUKEC9vb2XLx4kX/++QdnZ+c0jUVatWrFunXr6NmzJx07dsTS0pKaNWvSqVOnTJ/mnDlz2LlzJz4+PpQrVw5LS0tOnTrF7t27qVChAt27d9eNXb16NT4+PvTp04f58+dTr149LC0tuX37NkeOHCEsLIy4uLgsX9YOHTowadIkpk6dSoUKFejQoQMeHh48fPiQ69evc+DAAb7++muqVq0KQMeOHRk3bhyzZ8+mYsWKdO/eHVdXV+7du8fu3bsZN24co0eP1j3/2bNn88EHH9CzZ09sbGwoW7Zslj9z/ve//7FlyxaWL1/OpUuXaN26NWFhYaxZs4bExESWLVuGnZ1dls9JCCFE/rp16xanTp3C1NSUhg0b6mpyA8TFxTF//nxmz57No0ePsLa2NmKkr7bkZ398mRQrhsrk5Wz8Uag1Hwt3jsL1XUr91/cDlGtVIYQQhUbq0gINvYoViVIDS5cuzXKdn58fzqnueDl48GC6fQ4dOsShQ4cA8PT0TDPB6aefftLdxVqY5UvyNSUlhZUrV7JmzRrq16+f4/0DAgJo37495ubm9OnTBwcHBzZs2EC/fv24desWEyZM0Os4t2/fplWrVty8eZM2bdrQqVMn4uPjuX79OuvXr38lkq9W5iZ4OttwMyyGyw+iX83kK6RNtHo0zVniFZTmWk+C9R//NFxZbN2V27lsXSApXknCxj5WErJxkUppAqBJ7ap8+dloJk6Zxnfffaf73p85c2a6hk6vv/46R48eZcqUKezYsYPIyEhKlizJJ598wqRJk9L84Orbty9xcXEcOnSIEydOEB8fT+nSpRkxYgTjxo2jdOnSurHDhg3j1q1b/PHHH3zzzTckJSUxaNCgLJOvw4cPx8HBgWPHjrF//340Gg1ly5Zl4sSJjB49Ok3i0cvLi9OnTzN37lw2btzI4sWLMTExoUSJErRo0YK3335br5d2ypQptGjRgu+//57du3cTERFB8eLF8fLyws/Pj379+qUZP2vWLJo0acKPP/7IunXriIuLo0SJErRq1Yq2bdvqxr3xxhvMnDmT33//nRkzZpCYmEjLli2zTL5aWlqyZ88eZsyYwZo1a5g3bx7W1ta0aNGCCRMm8Prrr+v1nIQQQuQ9jUbDiBEj+O2333R3J5iZmTFt2jTGjBnDzp07GTp0KPfv38fS0pJPP/1UymUZUdKzO1qk5ICRqNXQ/Tf4tQU8ugF/jYSeS3LUQFYIIYR4UU7vwF6yZImukbc+ikLiFUClMfBe9Mxuy0pKSiI0NJTExERMTU3Zvn073t7eeh83KSmJKlWqcPfuXY4cOaKrcRkdHU2TJk24cuUKFy9epGLFilkeJzk5mSZNmnD+/Hm2bNmi67qe+jza7uL6ioqKwsHBgcjIyCLVROejlSf551wwX3asyrAWhet2uri4OAIDA/Hy8sLSMh8Twwkx8G1J5esJ95VZqTmRnPisZqsGHt3MuvSA2hSKlQNUYGKmLC9KjIXYxwTs2o5Pj6H4fvo+fmM/VPa1dFQadZnbyAWvEEKIQkXf39uF4Zrpt99+48MPP8TGxoaWLVui0WjYt28fsbGxzJ8/n7Fjx6JSqRgxYgTjx4/H1dXVKHEWRsZ4/yL+byMPvvgCm2bNKLtoYYGcU2TgzgnwfwNSEuGNmdDoA2NHJIQQhVqB5TSApwlJVPtqOwAXp7TH2jxfb2bPET8/PyZPnkxgYCCenp7GDifX8vqa1+B3KiUlBVUGiSEzMzNq1KhB/fr1+fjjj6lRo0aOjrtnzx5u3LjBkCFDdIlXADs7OyZNmkSfPn3w9/dPcyt2RtatW8eJEyeYNGlSusQrkOPEa1FWxd2ef84Fcyk4fW1OoafUSVSHMvA4MPOxDmWyT+6aWSmLk+ezx9ZK4jUl6fmsWRNzJQlr5aSMFUIIIYTeli1bhq2tLWfOnNFNGrhy5Qr16tVj9OjReHl5sWXLlgybVIqClxQeBoCpc3EjR/KKK9MA2k2FbeNh+5dQqh6UzvmdjEIIIXInNCqO0Oj4NOviEp83h754PwpLs/SzPl3tLHC1f0XveC7EDM5A3rp1Kw/DeE7bxb1du3bptmnX6dOYR9vUp2fPnty5c4ctW7YQERFB+fLleeONN7C1tc27oAu5ys+abl0JjjZyJAUkOlh3O79OUuzzr4P/A9MMkpl27ukbc2XEyhHwUuq2piQ+X682A4fSz7brSfsBhqUDuFWH+CdKWYK4CEhOgCchymJq+TwRa2qR5SGFEEIIARcuXOCtt95Kc7dW5cqV6dGjBytWrGDx4sWSeC1EksOVsgMmUnbA+Bp9CEGH4dJfsHaQUv817LJyTWrrZlgJLyGEEDmy8thtvtt9LdPtb/9yJMP1o1pXZEzbSvkVljBQoZv+ee2a8s2VUVkBJycnnJ2ddWOy8u+//wJKsd4xY8YQH//8EwMXFxfWrl2bo3IIRVlVd2Xq87WQJyQlp2BqojZyRPnsX3/YNz3z7Ys7ZLy+5Xjw+UK/c1g5KgnThCdKOQITMzC3zV2ZAJVaaWxgaQ8ppSE+6lkiNkqpERv9QFnMbJ4lYh0zLmkghBBCCKKiovDw8Ei3XruuUaNGBR1SgdiwYQM///wzJ0+e5PHjx0Xm9j9dzdfiknw1OpUKui6AkAtK/dd51SE51ewr+5LQYYbS1FYIIUS+6NeoLG2ruWU/8AWudsaZrKXNrzk6Ohrl/IVdniRf7927x9mzZ4mMjMTBwYFatWpRqlQpg44VGRkJgIODQ4bb7e3tuXv3brbHCQ0NBWDkyJGMGzeOjz/+GEtLS1avXs24cePo1q0bly5dokSJEpkeIz4+Pk3SNiqqaN62X9rJCmtzE54mJBMYHkNFt5e8+3r9IVD5jZzvp8+s19RUKrDI3Wvp7e2dcQFqtcnzma4pSRAboSRiE55AYoyyRN1Vzm/lpNSJlRkIQgghhI5Go8mwCYN2nYXFy3knSUxMDM2bN+ett97io48+MnY4eksKDwek7EChYWkP9YfCji/TJl4Boh7A2oHQa5kkYIUQIp+42lsWqfIB3t7er8wER0PkKvl65coVPv74Y/bs2ZNuW+vWrfnhhx+MdjtXSkoKAJ07d2b69OezIEeOHMm9e/eYMWMGixYtYuLEiZkeY9q0aUyePDnfY81varWKSm62nLkTyYqjQXSoUYKGXsUwUb+kzZz0LR9QVKhNwcZZWZITnidiE59CfLSycEeZiWvlBBb2SsdaIYQQ4hUXExOj+0Be68mTJwCEhYVl+AFoUW+8NWDAAAAuX75s5Ej0p0lOJvHObUBJwmqSk1EVke7FLx1t+a6UZDg0P5NBz/6/2TIW7EspEwBetutvIYQQIg8ZnKG5dOkSTZs2Zffu3VSvXp0PPviAr776ig8++IAaNWqwa9cumjZtyqVLl3J0XO2MV+0M2BdpO4npe5wuXdJ/Gvvmm28Cz0sTZOaLL74gMjJSt9y5cyfb8xZG284/4EqI8ofG0iNB9P39KK/P2MO28w+MHJnIMRNzsHUFl8rgWlW5yDWxADRKndjHgRByHh4HKeUKMppVK4QQQrwiZs+eTYkSJdIsc+fORaPR4O7unm5byZIlDTrPihUr+OCDD6hfvz4WFhaoVCqWLFmS5T4nTpygY8eOODk5YWNjQ8OGDVm1apVB5y/Konbs4HrrNiTeuw9A6MxZXG/dhqgdO4wc2SvqX3/4rSUsbAUxYVmPjQlVxv3WUtlPCCGEEBkyeObr559/TmRkJEuXLtV9wp7asmXLGDp0KOPHj2fTpk16H1db6/XatWvUq1cvzbbHjx8THh5O06ZNsz1O5cqVCQ8Pz7DehHZdbGxsum2pWVhYFMlb0lJ3xTt8PZxvt6af+fAgMo4PV5xiwhtVaFpBqa0lXfGKGFNLsCsBtu6QGKvMho19rDQBi32kLGrT5+ULzKxzV5NWCCGEKEJatGiBqoB+702cOJGgoCCcnZ0pUaIEQUFBWY4PCAigffv2mJub06dPHxwcHNiwYQP9+vXj1q1bTJgwoUDiNobE0FCSwpSkXszRo4TNmp1uTFJwMPc+GUXCZ+OwadwYAFMXF8yK+KzkIqFKJyheHu4cgxMLsx/f4D0o0whcquR/bEIIIUQRZXDydd++fbz11lsZJl4BBg4cyF9//cXOnTtzdNyWLVsybdo0duzYQZ8+fdJs2/HsE/CWLVtme5xWrVpx6NAhLl68yFtvvZVm28WLFwGKRPMBQ2TXFS+11IlZY3bFy7DuqdCPSgXm1spiXxISYp4lXyOUerExYcpiYg5WxZ4lYiXJLoQQIueK0u/rgICAAjvXwoULqVixIh4eHkyfPp0vvsi8gWdSUhLvvfceKpWK/fv3U6dOHQB8fX1p0qQJvr6+9OzZUzchYeLEiXzzzTdZnr8ovS8Ra9YSvmCBXmPDZs1GO/fSecQIXEZ+nH+BCcXlLVk3rn3RiYXK0nI8lHgt/+ISQgghijCDyw6oVCrdRWFmKleunOMZB61bt6ZcuXKsWrWKM2fO6NZHR0czdepUTE1NGTx4sG59eHg4ly9fJvxZkX6tIUOGYGFhwQ8//MC9e/fSHOfbb78FoFevXjmKrajo16gsf498nW+719Br/Lfda/D3yNfp16hsPkeWnrbpRWJiYoGf+6WkUoGFLTiWBfcaUKwcWDqBSq3Ui30SDGGXIPQyPAmBpARjRyyEEKII0f6+zqiR1ausTZs2eHh46DV2z5493Lhxg3feeUeXeAWws7Nj0qRJJCUl4e///BbucePGERgYmOVSlDj27oXn+nW4TfbTa7zbZD8816/DsXfRuG5PTknmRPAJ/rn5DyeCT5CckmzskHKm/hB4fx+8twdsXLIea+GgjHt/n7KfEEIIITJk8MzXJk2aZFsz9cSJEzRr1ixnAZmasnDhQtq3b0/z5s3p27cv9vb2bNiwgcDAQL7++msqVXo+O/PHH39k8uTJ+Pr64ufnp1vv5eXFrFmz+OSTT6hVqxbdu3fHwsKCLVu2cOvWLd5//31at26do9iKmsdP9Uto6jsuP5iZmWFhYUFkZCR2dnYFdnvgK0GlVppwWTooTRPiIpWyBPHRkBQLUbEQdR/MbcHKUUnSmuSqB58QQoiXmEajITIyEgsLC8zMzIwdTpGlnZHbrl27dNu06/bt26db5+jomGEZraIu+XFEno4rDHYF7WL68emEPA3RrXOzdmN8w/G08WhjxMhyIHXjrE5zYe3AZxsymF0dHwUPzkCDdwsqOiGEEKJIMjjTMnv2bJo1a4afnx+ff/45VlZWum2xsbFMmzaNEydOcPDgwRwf28fHh4MHD+Lr68vatWtJSEigevXqTJ06lX79+ul9nJEjR+Lp6cmsWbP4448/SEpKonr16kyYMIFhw4blOK6iIidlBwBmbb/CrO1XjFZ2wNnZmXv37nH37l0cHBwwMzOTJGx+UFuDjTVYJikJ2PhISHwKSdHwNBq4C2Y2YGkPFnZK51ohhBCvPI1GQ2JiIpGRkTx58oRSpUoZO6Qi7do15RotozvInJyccHZ21o0xxKNHj7h9+za3bt0ClHJbERERlC1blmLFimW4T3x8PPHx8brHUVFRBp8/OzkpOwAQPn8+4fPnG7XsQHJKMqdCTxH2NAwXaxfqutbF5IXrpF1Bu/g04FM0LyQpQ5+G8mnAp8z1nlt0ErBa1bpAr2Ww7XPlA3st+1LgXAlu7oUtnyrlrVp+Lr0FhBAiL0UHK0tOpf4QTRQaKo2BRaKGDh3KjRs3OHjwIE5OTtSpUwdXV1dCQ0M5ffo0jx8/pnnz5pQrVy7tCVUqFi1alCfBF7SoqCgcHByIjIzE3t7e2OFkSttwKzlFw7tLTxD+JPNby51tzVk0qAEmapVRG25FRUURHh6e5sJfFICUJCUBm/BUKUugpVKDmZXSpMvUUi6mhRBCYGFhgbOzs17XQEXlmik/aGu++vv7pymVpdWuXTt27tzJtWvXqFChQrrt5cuX5+7duwZfEy1ZsoQhQ9LfAp5ZPAB+fn5Mnjw53fr8eP+0Dbc0ycncHf4RyQ8fZjrWpHhxSv/8EyoTE6M13MpqNmstl1qExYaRoklhxO4RPIp7lOlxilsW58fWP6JWqXGxcsHFOptb+guTlGQIOqyUrLJ1A4+myrViwDTYN0MZU28IdJojH94LIV45cXFxBAYG4uXlhaVlHuZT9k7LWQ1urZbjwSfz2vNCP/q+r/pe8xqcfFWrDSsXq1KpSE4uYrWPnimKf0hsO/+A4StOAWlvFtKm0n7uX5cONUoUeFyZSUxMLLLfH0Xeo0C4tgOubIWou8/Xm9tDxdZQqQOUqAMG/r+foZRkuH8anj4E6+JQso5ctAshRCFkYmKSo1IDRfGaKa8YO/lqiIxmvpYpUybf37+oHTu4N2o0vPjnyLMPfUt9Nx/7DMozFJTMZrOqnl1Jt/Nox/ag7Tk+7vBaw/mo9ke6x/rMrC20TiyELeMADVR9E95aKI1dhRCvlHxLvmY08zUpFhZ3UL4eug1MrdLvJzNf80ReJ18NLjtQ1Ir7v6o61CjBz/3rMnnzRR5ExunWO9mY8233GoUq8QpKDVipI2ckJasqS4tP4P4pOLcOzq+HRxfg2AU49j3YlYSaPaDG21CiVu5mxF78K4Pb2EpChxnKbW5CCCHES8jBwQFQZpVmRHsRX5AsLCywsLAo0HMCSmJ13lzujfk0TQLW1M0NtwlfGDXxmpySzPTj09MlXgHduoC7AbhYuRAWG6bXMZuXbk7rMq2pXry6bl2RrxPb4D2wdoYNw+DSZljxFvRZpfQTEEIIYbiMkqgJMc+/dn8NzG0KNqYsaO+iCQwMxNPT09jhFDoGJ1/17egqjK9DjRK0rebO8cBHzNp+mVO3IxjQ2KPQJV5FIaFSQal6ytLua7h1QEnEXvwLou/D4R+UpXhFqNkTar4Nxctnf9zUn9wF7oedk9KPiboPawdA26ng1UJZJ5/cCSGEeIloa71eu3aNevXqpdn2+PFjwsPDadq0qTFCK3BRO3YQMm16msSr2skJ1/GfGy3xGvY0jLDYMC6EX0iTEM1IfHK83olXgAN3D3Dg7gHcbdx5q+JbmKpM+eH0D0W/Tmz1bsodTH+8A0GHwL8j9F8P9vK3hhBCvMpCQ0NZtGgRJ0+e5OTJk7p69NndgH/ixAl8fX05cuSIrgfU6NGjeeeddwog6vwhrc1fESZqFU3KF6dr7VKcuh3BmTsRxg5JFAVqEyjnrSyd5sC1nXDuT7i6DR5eg4BvlaVkXSUJW/2tzC+0//XXv2ZN6sSs1KwRQgjxEmnZsiXTpk1jx44d9OnTJ822HTt26Ma87DIrOZASEcH9MZ+iUquNkoBdcmEJyy4uy/F+liaWxCXHZbrdwsQCB3MHQmNDCY4J5qczP2U6VpuM/fro17jbuBeNOrFezWHIP7CiB4RegEXtYMAGcE7fWE4IIYSBUlKVaAw6DOVbFeqyfRcvXmTChAmoVCoqVqyItbU1T58+zXKfgIAA2rdvj7m5OX369MHBwYENGzbQr18/bt26xYQJEwoo+ryV6+TrqlWrWLJkCWfOnNHVOKhTpw6DBw8u0lnpl1U9DycATt1+TEqKBrVaGikJPZlaQNXOyhIXBZe3wPl1cGOvUqbg/inY/qVy8V2zp1L3y8rp+f71h0DlN5Qar3+Pzv58necrNWBl1qsQQog8kJCQwMaNGzlx4gQREREZ1pgviMawrVu3ply5cqxatYpPPvmE2rVrAxAdHc3UqVMxNTXNtDFWUZe62Vbw5Cnpa72Cbl3w5CmYursbtdlWTjQq0Yj9d/cDpJnJqq0PO735dNp4tGH6semsvLxSr2M+jHtI3y19gfR1Ygsl95rw7g5Y/hY8uqEkYPutg9L1st9XCCFE1i7+BVv/9/zxyrcLfdm+qlWrsm/fPurUqYOdnR1VqlThypUrmY5PSkrivffeQ6VSsX//furUqQOAr68vTZo0wdfXl549e+ruIgL477//qFChAtbW1vn+fHLD4ORrSkoKvXv3ZsOGDWg0GqysrChZsiShoaHs2rWL3bt3s379ev7880+Dm3OJvFfF3Q4rMxOi45K4HvaESm52xg5JFEWW9lC7r7I8CYOLG5UZsXeOKSUFAvfDlrFQsR3U6KE069J6mnlX4zT0HSeEEEJkIygoiLZt23Ljxo0sb3UzNPm6cOFCDh48CMC5c+d06wICAgDo1q0b3bp1A8DU1JSFCxfSvn17mjdvTt++fbG3t2fDhg0EBgby9ddfU6lSpRzHUBRErFlL+IIFeo1NfviQoF69AXAeMQKXkR/nZ2g6g6sPpqNXRzZc28Daq2uzHFvcsjg/tv5RNzP1bNjZDOu3ft7wc135gG4VulHDpQZnQs+w5sqabON5w+sNWpRuQQWH9M3ZCmWjLidPJQG78m3lA/elnaHXcqhYBMonCCFEYXXxL1g7EF6sQx71QFnfa1mhTMC6ubnh5uam9/g9e/Zw48YNhgwZoku8AtjZ2TFp0iT69OmDv78/3377rW7b3LlzWb9+PT169GDAgAH4+PgUyhykwcnXH374gfXr19OyZUumT59Oo0aNdNuOHz/O+PHj2bhxIz/88AOjRo3Kk2BF7pmaqKlVxoGjNx9xMuixJF9F7tm6QMNhyvI4SGnSdW6dcsvZ5b+VxdwWnDwg5IL+x90zVVmk7IAQQohcGjNmDNevX2fAgAEMHTqU0qVLY2qad9W3Dh48yNKlS9OsO3ToEIcOHQLA09NTl3wF8PHx4eDBg/j6+rJ27VpdPbOpU6fSr1+/PIursHHs3QvbVj48OXCQ8Pnzsx3vPHo0ts1fx9Sl4G63tzaz5vdzv7P79u5Mx2hns05sPJEazjV069t4tMGnjE+WCdE9d/bw89mf9Y5na+BWtgZupXXZ1sxoMQMLE6UxWqFu1GXjDIP+Vur439gDq3tD1wVQq0/2+wohxMtEo4HErG+zz1ZK8rMZrxl9eKwBVEoj63LehpcgMLPOXTPtPKL90LpdBmWHtOv27duXZn3v3r25desWy5YtY+nSpZQuXZp+/foxcOBAqlWrlu8x60ulya7SbSbq1KlDXFwc586dy/DiNSkpiddeew1zc3POnDmT2zgLBW33WW15haJq1vbLLNh7g571SjOrZy1jhyNeViEXlCTsuXUQefv5egsHSI6HpMzromHjCn3/UH55SMMtIYQocgrbNZOjoyMNGjRg586dxg6lUFuwYAELFiwgOTmZq1ev5vn7py07EHv+PCG+ftmOd5vsh1WNGvlSdiCjWaO3o28zeu9obkbexExtxpeNvsTBwiFdktPd2j3NbNac0Db0StGkMGL3CB7FPcp0rJnajMSURN1jRwtHupTvQknbksw4PiNdoy5tUrjQNOpKSoBNI+DcsxnEbadCs0+MG5MQQuSxuLg4AgMD8fLywtLSMu3GhBj4tqRxAsuJCffB3CZXh/Dz82Py5MkEBgbi6emZ4Rht2YHM0pA9e/Zk3bp1/Pvvv+makgK4uLigUqkIDQ1Nt+3OnTusXLmSlStXcv78eQDq1q3LwIED6du3L645vI7I8n1NRd9rXoM/8r9y5Qoff/xxprMGTE1N6dy5Mz/++KOhpxD5RFv39eTtx0aORLzU3KorS+uv4O4JpSzB+Q3wNDyLnZ592tZpjtQHE0IIkWdSUlLS3L4mMjZixAhGjBih+0Mir+Wk7ACgS9DmddmBjGaNOlo4EpcUR1xyHK7WrszznsdrLq8BZDubNSdcrJ83zprUeBKfBnwKZFwndmaLmdRwrsH/Xfs//rz6J2GxYVk2Ayt0jbpMzaH7r2DrCkd+VBqqPglRkrCF8JZQIYQQxhUZGQmQ6TWIvb09d+/ezXBbmTJlGD9+POPHj+fs2bOsWLGC1atXM3r0aMaNG0f79u0ZMGAAXbt2zTKZml8MTr6am5sTExOT5ZiYmBjMzc0NPYXIJ3XKKMnXm2ExPIpJoJiNvEciH6lUUKahsrSfBoEBymzYC/+XwexXDahNlYvzY78oBcTtSoB9KeVr7WLrVqi7OgohhChcmjRpwqVLl4wdxitPW3YAIOboUcJmzc50rMtn47Bp3BggT8sO7AraxacBn6abNRoRHwGAl70XizssxtnKWbfNRG1CA/cGeRaDVhuPNsz1npttndjhtYeTrEnm1/9+1eu4hapRl1oN7b9Rrt12TlKSsDFhShkCEzPjxSWEEAXBzFqZVZobQYeVOtrZ6bcOPJoadg6zwt2sKqdq1apFrVq1mDFjBnv37mXZsmWsWLGCLVu2MHr0aObNm1fgMRmcfK1Tpw5r167lyy+/pGTJ9NOoHzx4wNq1a6lbt26uAhR5z8nGnHIuNtwMi+H07ce0rqp/AWQhcsXEFCq0UZbO8+DKVvh3MUQEQVyksqQkweNbypIZlYlyEZ86IWtfUknS2pV4nrQ1K/hPtApUSrLyy/hJiPJ6eDSVpLQQQmRg+vTpNG/enHXr1vH223r8ASPyhZmrq658gFX16piXKcP9cZ+hSUjQjTF1d8dtwhfYZ1DvzVCpb/WfenRqusRrapEJkQTHBBP6NLRAZo3qUycWoE3ZNng6eOrdqKt35d7Udq2dYaMuo2j2Cdi4KGUI/lsDMeFKgxgLW2NHJoQQ+UelyvXt/JRvpfx9G/WAjOu+qpTt5VsV+b8FtTNetTNgX5TTO3POnTvH9u3b2b17NykpKVhaWlKhgnF+LxqcfB07dixdunShfv36jB07lpYtW+Lm5kZISAgBAQHMnTuXR48e8emnn+ZlvCKP1CvrxM2wGE5J8lUYi5kV1HhLWbSS4iH6gfKLJeoeRN1/9vjZ11EPlMeaZIi+ryz3sjiHdfFnidhUyVn7EmkTtZbGr0Wol+hgZdEK3A+Hv1dmj2jZuEDTT8CrxfN1UjNXCCHYvHkzPj4+9O7dm5YtW1KnTp0ML95VKhWTJk0yQoSvJvt27Qiv8CvxFy9S7N2h2LZoiXX9eqhM8vaPxz+v/ql3k6tHcY8KfNaoPjNrc9qoa82VNay5sobhtYZTpXiV3IaYN2r3VZpxrR0IN3bD0jeh35/KOiGEEBlTm0CHGcrPTlSkTcA+K9vXYXqRT7wCVKxYEYBr166lq/n6+PFjwsPDado069m9t2/fZtWqVaxYsYILFy6gUqlo1qwZvr6+9OrVK1/KKunD4ORr586dmTdvHp999hn/+9//0mzTaDSYmpoye/ZsOnfunOsgRd6r5+HEnyfvcjJI6r6KQsTUApw8lSUzKclKwjF1QjajRG1SHDx9qCzB5zI/nrnds2RsqvIGL5Y6sC5u/O6P//rDvulZj4kJU27pS63lePD5Iv/iEkKIIsDPz0/3dUBAgK6b7osk+VrwNLGxANi2bIlNw4b5co5WZVpR1r5s0Z01CvSs1BPvMt56NeqyNbPl93a/62q+FioV28KgzbCyJ9w/BYvawYD/AycPY0cmhBCFV7Uuyt0CW/+n/M2rZV9SSbxW62K82PJQy5YtmTZtGjt27KBPnz5ptu3YsUM35kWPHz/mzz//ZOXKlRw4cACNRkPFihWZPHkyAwYMwMvLq0Diz4rByVeAUaNG0aVLF1asWMGZM2eIiorC3t6eOnXq8M4771CuXLm8ilPkMW3TrbN3IklMTsHMRIreiyJCbfJ8NmepTJpyaTQQ+/hZcvbZDNmo+88Ssw+er4+PhIRoCL+iLJkxsVCSs3YvljlINYPW1k0pq5Bf6g+Bym8oyefVvdPOeH2RjSv0/eP5ayWEEK+4vXv3GjsEkYmUZz0k1Da5vC0zCy/DrFF9GnVpPUl8wqbrm/iswWeYmxTC3g6l68O7O2B5d3h0Q0nA9l8P7jWMHZkQQhRe1bpAOW+YXkZ53G/dS1FqILXWrVtTrlw5Vq1axSeffELt2rUBiI6OZurUqZiamjJ48OA0+0yfPh1fX18SEhIoVqwYH374IQMGDKBJkyYF/wSykOtMgZeXl8wQKILKu9hib2lKVFwSlx9EU7O0caZeC5EvVCqwLqYsWV3Ixz9JNVs2kxm0MWGQHK9HHVo12LqnL2ugm0H7LHlraB1abcI58EDWiVeAmFBIfApezQ07lxBCvGQymiUhCgdt8tUkH5OvOZk1WtyyOD+2/rFwzhp9JqtGXTWda7Lr9i7+uPIH58PPM9t7NqVsSxkx2kw4V1QSsCt6QOhF8H8D+q4Gz9eNHZkQQhReqROtRaTfR+pk6YMHD9Ktmz17Ns7OSvkZU1NTFi5cSPv27WnevDl9+/bF3t6eDRs2EBgYyNdff02lSpXSHD8wMJCOHTsyYMAAOnfujLl5IfzQkTxIvoqiSa1WUaesE/uuhnHq9mNJvopXk4UtWFRU/gDITFK8Ums1zQzaF5Z0dWhPZn48q2JpE7IZlTrIqg7tk5DMtxkyTrx8pBGbEKKI0Gg0pDx9CoDKOv86LaeeNTq0xlBm/zs73RjVs7p5ExtPpIZz4Z+BmVWjrv139zPh4ATOPzxPz809+fb1b/Eu423skNOzLwlDtsLqvnD7MCx/C3osfGlunxVCCAFLly7Ncp2fn58u+Qrg4+PDwYMH8fX1Ze3atSQkJFC9enWmTp1Kv3790h3rp59+wiSPa8Xnh1wnX1euXMnSpUs5c+YMkZGRODg4ULt2bQYPHsw777yTFzGKfFLPQ0m+ngx6zKCmnsYOR4jCydRCqUOWVS2yNHVoHzwvcRD9IG25g6RYiH2kLCFZ1aG1fV7W4MVSBwlP9IvbVhrpvRKkEZsQOXL48GGWLFmiu27VlssaOHAgr78uM+4WLFjAggULSE5OLpDzaWJjlVJB5O/MV60UTQq7b+8GwMLEgvjkeN02N2s3Pm/4OW082uR7HHkls0ZdLUq3YG3ntYzbN45z4ecYuWckQ2oM4ZM6n2CqLmRzb6wcYcAGWP8eXP5baSjTaQ40eNfYkQkhhMgDGk368jjZadiwIVu3btVrbFFIvEIukq/x8fF0796d7du3o9FosLKyomTJkoSGhrJr1y52797NypUr2bBhAxYWFnkZs8gj2rqv0nRLiFxKU4c2kzHaOrQvJmRfLHUQF6kkWMOvKoshTK3g5BI4uxqsnJTFxFxJJJuYKV+bpPra1PzZuhcW3frU+5mDWmpEFxrSiE0IvY0bN4558+bp/ghQq9WkpKRw8uRJFi1axKhRo5g7d66RozSuESNGMGLECKKiogqkG7C25AAqFSorq3w/3183/uJ06GmsTK34v67/x/0n99PNGn1ZlLQtydIOS5lzcg4rL63E/7w/Z0PPMqvlLFytXY0dXlpmVkojmS2fKtcvWz6FJ6HgPd74DU+FEMJYXpxkAcpkHq3g/5S/+14kkywKJYOTr5MnT2bbtm20bduWb7/9lnr1nje++ffff5kwYQLbtm1j6tSpfP3113kSrMhbtco4olbBvYhYgiPjcHcwsBalECJ7qevQulXPfFxCzAtJ2WelDW4GwMPr+p0rKRbOr8uTsDOkNs0iUWv2LFn77GtTixfWZ7Qu9diMksM5SBqbWrxat9hLIzYh9LJs2TLmzp1LlSpV8PX1xdvbGzc3N0JDQwkICGDy5Ml899131K5dm4EDBxo73FeGrtmWlRWqfP5gLzI+knkn5wEwvNZwStmWKpy1UPOQmYkZ4xuOp45rHXwP+3Iq9BQ9N/dkRosZNC7R2NjhpaU2gc7zlfr5+6Yry5Ng6DT31fq9LoQQWtlNsljcIeP1MsmiUDI4+bpy5Upq1qzJ1q1bUb9wsVS/fn22bt1K7dq1Wb58uSRfCylbC1Mqu9tz6UEUp24/pmPNEsYOSQhhbgPOFZQltdSffCYnwpV/4N/FEBeRdt8yjZXasSmJkJwEJqZKsjQ5UWkclpwIyQlKLVvdugTl66RU21OPTUlKG0tKkrIkPs3Xl8JgKrWes3v1SQRnk0jOMjn8wozh1OfNq5k80ohNCL38/PPPlClThmPHjmFnZ6db7+rqSq9evejQoQM1a9bkp59+kuRrAdLWe1UXQMmBH07/wKO4R5RzKEf/qv3z/XyFSXvP9lR2qszYfWO5+vgq7+94n49qf8T7r72PWlWI7mZRqZSEga0rbBmrzIKNCYceiwxvWCqEEEWVdpJFTskki0LJ4ORraGgo77zzTrrEq5aJiQmdOnXi+++/Nzg4kf/qeTgqydcgSb4KUai9ePtImQbQamLBNFZKSU6VlE21JCWkX5dmfUbJ3YS0ieB067JJBGd2ztQ0KZAUpyyFVY5LP2STCA67ot95L/2lJGFRpUoAa7/O7N/MxpBHx0l9vLw4TqrEdp4cJ9XXeXKcZ//KrbQF6vz58wwbNixN4jU1e3t73nrrLRYuXFjAkb3adDNf8zn5euHhBdZeWQsoDbXMTMzy9XyFkaeDJys7rmTa8WlsuLaBBWcWcCb0DN82/5ZilsWMHV5aDd4FG+fndWCXd4e+q5X6sEII8aooYuUDvL29AXB0dDRqHIWVwcnX8uXL8/DhwyzHPHr0iPLlyxt6ClEA6nk4seLobU7elrqvQhQ5apOCmcWoNlGWwjrrRKPJODmcWXI3wwSuIYng+IzP+2LyOSkeeKHQfEZJ44Jw/DdlEYWIERLhH58Ai4yTkC+z7Bo+qCQhXuCSCyD5mqJJ4Zuj36BBQ0evjhk2qHpVWJpaMrnpZOq61uXro19z6P4hem7uyZyWc6jtWtvY4aVVrStYF4fVfeH2YfDvCP3Xg71MFhFCiMLI29tbl4AV6RmcfB01ahTjxo3j008/pUqVKum2X7x4kT/++OOVb1xQ2NUrq3zSff5eJHGJyViaSU0lIUQRo1IpM0RNzY0dSeZSklMldw2ZJZxJIjg2QmnSlpQAN3c/S/RmQm32vN6wdmYtmmedxjP7l2zGoMeYInicApU6JiOc/hVRo0YN1q9fz9SpU7G1tU23PTo6mvXr11O9ehY1uUWe02jLDlhb59s51l9bz7nwc9ia2TKu/rh8O09R0rVCV6oWr8rYgLHcirrFkG1DGF1vNAOrDSxcH0J4vg5D/oEVPSD0AixqBwM2gHNFY0cmhBBC5IjBydfKlSvTsmVL6tWrx8CBA3n99ddxdXUlNDSUAwcOsHz5ctq0aUOlSpXYv39/mn1btGiR68BF3ihTzApnW3PCnyRw/l4k9T0L2W1HQgjxMlCbgLk1kMcJhr3T4NRS/camJMKDM8rXUohfP5rcJoNfHEMeHSez42VxnJQkeHAWnj6Ee6eUpMYr1MTmww8/ZMiQITRp0gQ/Pz9atmyJs7Mz4eHhuoZbd+/eZcqUKcYO9ZWhSU7m6fnzAKQkJKBJTkZlkrffk4/jHvPdqe8AGFF7BC7WLnl6/KKsklMl/uj8B36H/dh2axuz/53N6dDTTGk2BXtze2OH95x7TXh3Byx/Cx7dUBKw/f6E0vWNHZkQQgihN5Umu3uwMqFWq1GpVLpbuFJ/SprRutSSk5MNOaXRRUVF4eDgQGRkJPb2heiiJJfeX/YvOy6GMKFjFd5vIWUihBCiyEjdiA0gcD8c/j5t8y0bV2g6ErxSffBZxGpIiRzS6/vCBZp+km/fF4XxmmnMmDF89913uutTtVpNSkoKoFy7jhw5ku+++86YIRYa+f3+Re3YQci300gKfv59aurujtuEL7Bv1y5Xx05OSeZU6CnCnobx982/OXDvAJWdKvNH5z8wVRs87+SlpdFo+OPKH8w8MZOklCRK25ZmrvdcqhavauzQ0ooJh5U94f4pMLOGXsugYltjRyWEEMTFxREYGIiXlxeWloW0TJvIMX3fV32vmQy+Avnqq68K120pwmD1PJzYcTGEk0FS91UIIYqUF5NlJWtDkxEF04hNFF7/+sO+6VmPiQmDnZPSrnvJZ0TPmzePHj164O/vz5kzZ4iKisLe3p46deowaNAgmjcvgBrar6jE0FCSwpTkf8zRo4TNmp1uTFJwMPc+GUXCZ+OwadwYAFMXF8xcXfU+z66gXUw/Pp2QpyFp1rf3bC+J10yoVCr6VulLTeeajNs3jrtP7tL/n/6MbzSetyu+XXj+3rNxhkGbYe1AuLEbVveBLj9C7b7GjkwIIYTIlsEzX19FhXEWR17499Yj3v7lCM62Fpz4snXhucgSQgghRM5pZ76mJMPq3mlnvL7IxhX6/qEk6F/yma8iewsWLGDBggUkJydz9erVPHv/wn74kfAFC3K8n/OIEbiM/FivsbuCdvFpwKdoMiicrELFXO+5tPFok+MYXiWR8ZFMPDiRgLsBAHQu15lJjSdhYWKhm03sYu1CXde6mBjrQ72kBPjrY/hvjfK47VRo9olxYhFCCGTm68uq0Mx8FS+PGqUcMDNREf4knjuPYilbPP+aHgghhBAin2mTqIEHsk68AsSEQuJT8JJZnwJGjBjBiBEjdH9I5BXH3r2wbeVD7PnzhPj6ZTvebbIfVjVqYOqSdY3WsKdhhMWGkaJJYerRqRkmXgE0aPj66Ne427ijVqlxsXKR+q8ZcLBw4LtW37HkwhK+P/U9f9/8mxPBJ0hKSeJh3EPdODdrN8Y3HG+cZLapOXT7RSmdcuRHZQb/kxAlCatWF3w8QgiRT7S/43JKfscVTpJ8FViamVC9pANn7kRw6vZjSb4KIYQQL4MnIdmPycm4IuT27dsAlCpVChMTE91jfZQtWza/wnplmbm6YubqSkLgLb3Gm9jYYlW9erbj/rz6Jz+f/VmvYz6Me0jfLcot6sNrDeej2h/ptd+rRq1SM7TGUF5zfo1Re0elK+EAEPo0lE8DPjXebGK1Gtp/o5TW2TlJScI+CYWuC5TkrBBCvARy8jsuNfkdVzhJ8lUASt3XM3ciOBn0mG51Shk7HCGEEEIYSlt2ID5av/Hx0XD/zEvViM3T0xOVSsWlS5eoVKmS7nF2VCoVSUlJBRDhq0Vb8zU55ole45NjnhB74UK2NV97VuqJdxlvDt07xPenv8/2uJ/U+YRmpZrhYiUzgjKjnWllaWqJiSrj0gLaGcZGn03c7BOwdYVNI+DcWngaDr2Wg4VtwcYhhBD5QPs7LrW4pDgGbRsEwNIOS7E0TX87vPyOK5wk+SoAJfm66GCgNN0SQgghijp9Gm6l9vdo5d+XqOHWwIEDUalUulvntY+FcUSsWZujmq/a0gT61nx1tHDU67j6jnuVFbnZxLX6gLUzrB0AN/bA0jeh359Kgy4hhCjCXKzTf6j1NPGp7usqxapgbVZ47lr28/Nj8uTJBAYG4unpaexwCh1JvgpASb4CXA6O4kl8ErYW8q0hhBBCFEn1h0DlN5SvA/crt+Vmpu1U8GqhfP2SzHoFWLJkSZaPRcHS1nwFiDl6lLBZszMd6/LZOGwaNwbItuZrTm/JnHJ0CiC3ZGalVZlWlLUvy5nQM6y5sibb8b0r96a2a20qOFQogOgyUbENDNoMK3vC/VOwqB0M2ABOnsaLSQghBAApKSn89NNP/Pbbb1y7dg1bW1t8fHz45ptvqFixYrrxK1as4MCBA5w8eZJz586RkJCAv78/gwcPLvjg85Bk2AQAbvaWlHK04l5ELGfvRNCsgnxaLIQQQhRJqcsHlKytJCC2fQ5R95+PsS8FHaZDtS7GiFC8YrQ1XwGsqlfHvEwZQr6dRlJwsG6Mqbs7bhO+wL5dO72Pm/qWzGMPjjH35NxMx35a71MalWgEyC2ZWdlzZ0+OEtprrqxhzZU1DK81nCrFq+RjZNkoXR/e3QHL34JHN5QEbP/14F7TeDEJIYTgww8/5Pfff6datWqMB5x2fAAAokRJREFUHDmSkJAQ1qxZw44dOzh8+DDVqlVLM37ixIkEBQXh7OxMiRIlCAoKMlLkeUuSr0KnrocT9yJiORX0WJKvQgghxMuiWheo0gmCDivNtWzdwKMpqDOu5/gyMjExwc/Pj0mTMp8FPGPGDCZMmEBycnIBRvZqsm/XDrvWrXn670mSwsIwdXHBun49VCY5+55MfUtmteLVuBFxg003NqUZ427tzucNPzdOY6giSJvQTtGkMGL3CB7FPcpyvJ2ZHcNrD6eDZ4cCijALzhWVBOyKHhB6Afw7Qp9V4NXc2JEJIUSeSE55fo1yMuQkTUs2xaQQX8/t3buX33//nebNm7Nz504sLCwApRxU27ZtGT58OPv27Uuzz8KFC6lYsSIeHh5Mnz6dL77IuiTWf//9R4UKFbC2LjwlGDKiNnYAovCoV9YRgJO3pe6rEEII8VJRmygJiJpvK/8W4gv1/KDRaNBoNMYOQ6SiMjHBplFDHDp3wqZRwxwnXjMSnaA0mXu70tvMaD6Dxe0Xs63HNkm85oCLtQvVilejhnMNJjWehOrZf6lpH5ewKUF0YjQzT8zkt/9+Iy4pzhghp2VfAob8Ax7NID4KVrwFFzdlv58QQhRyu4J20e2vbrrHH+3+iPbr27MraJfxgsrG77//DsDXX3+tS7wCtG7dmvbt27N//36uXr2aZp82bdrg4eGh9znmzp2Lm5sbgwcPZvfu3aSkpORN8HksT5Kv8fHxjB07ll9++SUvDieMpJ5HMQBOBT0mJUX+QBFCCCHEqyMsLAwrKytjhyEMpNFoOBV6CoCu5bvSsVxHGrg3KNQzggq7Nh5tmOs9F1dr1zTr3azdmOc9j83dNzOg2gAA/rjyB33+7sOVR1eMEWpaVo7QfwNU6QzJCbB2EJxYaOyohBDCYLuCdvFpwKeEPg1Nsz70aSifBnxaaBOwAQEB2NjY0KxZs3Tb2rdvD5Bu5mtO9e7dm3r16rFs2TJd4nb8+PFcvHgxV8fNa3lSdmDTpk3MmzcPKysr+vXrh52dXV4cVhSwKiXssDRTExWXxI2wJ1R0k/dRCCGEEEXTsmXL0jw+c+ZMunUAycnJ3L17F39/f2rUqFFQ4Yk8djPyJhHxEViaWFK9eHVjh/PSaOPRBp8yPpwKPUXY0zBcrF2o61pXl9T+X4P/0axkMyYemsiNyBv03dKX0XVH079af9QqI95kaWYJvZbBlrFw0l/590koeH8BKlX2+wshRB7QaDTEJsXm6hjJKclMOz4NDeknyGnXTT8+nUbujQz+wNHK1ApVHv9sjImJ4cGDB9SoUQOTDO5u0TbbunbtWq7O88Ybb/DGG29w584dVq5cycqVK5kxYwYzZsygbt26DBw4kL59++Lq6pr9wfJRniRfly9fjlqtJi4ujj///JOhQ4fmxWFFATMzUVOrtCPHAh9x6vZjSb4KIYQQosgaPHiw7g8JlUrFpk2b2LQp/e3H2nIEVlZW+Pn5FWSIIg+dDDkJwGsur2FmYmbkaF4uJmoTGrg3yHR7s1LNWN9lPb6HfAm4G8Csf2dx6P4hvm72ta4mr1GoTaDzPKUBYcA02DdDqXvdcQ6YSOsTIUT+i02KpdGqRvl+npCnITT9o6nB+x975xjWZnlbMzUyMhIABweHDLfb29unGZdbZcqUYfz48YwfP56zZ8+yYsUKVq9ezejRoxk3bhzt27dnwIABdO3aFUtLyzw5Z07k+rdOWFgY27dvp3///uzevZulS5dK8rUIq+fhxLHAR5wMekzvBmWNHY4QQgghhEH8/f0BJbk6dOhQunXrRteuXdONMzExoVixYjRp0gQnJ6eCDrNQWbBgAQsWLCiSTce0ydd6bvWMHMmrqZhlMb5v9T1rr6xl1r+zOHz/MD3+6sGUZlPwLuNtvMBUKvAeDzYu8M84OLkEYsKhx0IwkzIjQgjxMqpVqxa1atVixowZ7N27l2XLlrFixQq2bNnC6NGjmTdvXoHHlOvk6+rVq0lOTmbQoEG4uroyd+5cgoKCclQgVxQedco4AhBwJYwjNx7S0KsYJmq5NUcIIYQQRcugQYN0X+/bt4/u3bvTpUsXI0ZU+I0YMYIRI0YQFRWV6UyVwkij0UjytRBQqVT0rtKbBu4N+N/+/3Hl8RVG7hlJ78q9GVt/LFamRkx2NnhXScCufw8u/w3L34K+q5X6sEIIkU+sTK049s6xXB3jZMhJPtr9Ubbjfmr9k8G/A/Pj57P2OiKzma1RUVFpxuWHc+fOsX37dl0jLktLSypUqJBv58tKrgvxLFu2jFKlSuHj40O/fv1ISUlhxYoVeRGbKGDbzj/gy43nAQiNjqfv70d5fcYetp1/YOTIhBBCCCEM5+/vL4nXl9j9mPuEPA3BVGXKay6vGTucV145x3Ks6rSKQdWUD0DWXFlDn7/7cPnRZeMGVq0LDNgAFvZw+zD4vwFR940bkxDipaZSqbA2s87V0rRkU9ys3VCR8aQ4FSrcrd1pWrKpwefI63qvADY2NpQoUYLAwMAM76jR1nrV1n7NK7dv32b69OnUqFGD2rVrM3v2bLy8vPjtt98IDg5mxIgReXo+feUq+Xrp0iVOnTpF3759AWVqb/Xq1Vm+fHmeBCcKzrbzDxi+4hSh0fFp1gdHxjF8xSlJwAohhBDipZCcnExISAi3b9/OcBFFj3bWazXnasadXSl0zE3MGddgHL+2/RUXKxduRt7knS3vsPTCUlI0KcYLzPN1GLIVbN0h9CIsagdhV40XjxBCZMNEbcL4huMz3KZNyH7e8HODm23lp5YtWxITE8OhQ4fSbdu+fbtuTG49fvyY3377jZYtW+Lp6ckXX3xBQkICkydP5saNGxw4cIBhw4YZ9a6eXCVfly1bhkqlon///rp1/fr149q1axw/fjzXwYn8FRoVx/l7kZy9E8HEjecz6J0HmmfLxI3nOXsngvP3IgmNiivgSIUQQgghcufkyZO0b98eW1tbSpYsiZeXV7qlXLlyxg5TGOBUyCkA6rlKyYHCpmnJpqzvsh7vMt4kpiQy+9/ZfLjzQ0KfhhovKPca8O4OKF4BIu/A4vZw91/jxSOEENlo49GGud5zcbV2TbPezdqNud5zaePRxkiRZe39998HYOLEiSQkJOjW7969m+3bt9OiRQsqVaqUq3NMnz4dd3d3PvjgA86fP8+HH37I4cOHuXr1Kl999RVeXl65On5eMbjmq0ajYeXKldSoUYOaNWvq1vfr148vv/yS5cuX07BhwzwJUuSPlcdu893ua3qNDX+SQNcFyqcVo1pXZEzb3P0PIoQQQghRUM6cOUPz5s0xNTWlXbt2bN68mVq1auHu7s6pU6cICwvD29tbehYUUVLvtXBzsnTie5/v+fPqn8w6MYsjD47Q468eTG46mVZlWxkpKA8Yuh1W9YJ7J2Hpm9BrGVRsa5x4hBAiG2082tDIvRFN/2gKKDVem5ZsWihnvGr5+Pjw3nvvsXDhQurUqUOnTp0ICQlhzZo12Nvb8/PPP6fbZ+HChRw8eBBQarZq1wUEBADQrVs3unXrphsfGBhIx44dGTBgAJ07d8bc3Dzfn5chDE6+7t27l7t37/Lxxx+nWV+mTBlef/11/vjjD+bNm4epaa57eol80r66G17ONpwMeszyo0HZjh/Q2IN6Hk5UcrMtgOiEEEIIIfLG1KlTATh27BhVq1ZFrVbTvXt3vvrqK2JjYxk7dizr1q1j8eLFRo5U5FR4bDi3om6hQkVt19rGDkdkQqVS0atyL+q71efzA59z+dFlRu0dRc9KPfmswWfGKRdh4wwD/4K1A+HGbljdB7r8CLX7FnwsQgihh9SJ1npu9Qp14lXr119/5bXXXuPXX3/l+++/x9bWljfffJNvvvkmw1mvBw8eZOnSpWnWHTp0SFe6wNPTM03y9aeffsLEpPC/DgaXHVi+fDlqtZp+/fql29avXz8ePXrEli1bchWcyF/bL4Qwes0ZvRKvAMuPBjF6zRm2XwjJ58iEEEIIIfLOwYMH6dKlC1WrVtWt02iUgktWVlb8+OOPlCxZkgkTJhgrRGEgbcmBik4VcbAwXi03oZ9yjuVY2XElg6sPBuDPq3/Sa3MvLj28ZJyALGzhnTXwWm9ISYKNH8Kh740TixBCvITUajUjR47k/PnzxMXFER4ezp9//plpuYElS5ag0WgyXfz8/NKMLwqJVzBw5mtsbCzr16+nRYsWlCpVKt32Xr168cknn7Bs2TK6du2a6yBF/ujXqCxtq7mRnKLh3aUnCH+SkOlYZ1tzFg1qgIlahaudRQFGKYQQQgiRO5GRkWnquZqZmfHkyRPdY7Vajbe3N6tXrzZGeCIXToU+q/cqJQeKDHMTc8bWH0vTkk2ZeHAit6Ju8c4/7zCqzigGVh+IWpWrtiQ5Z2IG3X4BW1c4/APsnARPQqDtVFAXcCxCCPFM2NMwwmLD0qyLS3ref+fyo8tYmlqm28/FygUXa5d8j0/kjEHJ1+vXr9OjRw/69OmT4XZHR0f8/Py4desWGo0GlUqVqyBF/nC1t8TVXvmf9etuNRi+Qrl4fbHxlurZ9lplHAs0PiGEEEKIvODq6srjx491j93d3bl2LW3d+7i4OJ4+fVrQoYlc0tZ7retW18iRiJxqUrIJ67usx/ewL3vu7GHOyTkcvH+Qb5p9g5uNW8EGo1ZDu6/B1g12TIQjP8KTUOi6AEwLZ/1AIcTL7c+rf/Lz2fQ1UbUGbRuU4frhtYbzUe2P8issYSCDkq81a9bE398/yzHjx483KCBhHB1qlODn/nWZvPkiDyLj0mwb1boiHWqUMFJkQgghhBC5U61aNa5cuaJ73KxZMzZu3MjRo0dp3Lgxly5dYu3atVSpUsWIUYqcikqI4soj5X2t5yozX4siR0tH5vvMZ/219cw8MZNjD47RY7PSjKt12dYFH1DTkWDjCps+gnNr4Wk49FqulCcQQogC1LNST7zLeOd4PxcrmfVaGEk3LKHToUYJ2lZz53jgI0Kj41h38i4HroXzNDHZ2KEJIYQQQhisU6dOjBkzhgcPHlCiRAk+//xz/u///o9mzZpRrFgxHj9+TEpKitR8LWLOhJ5Bg4aydmXlFssiTKVS8Xalt6nnVo/P93/OpUeXGL13NG9XepvP6n+GtZl1wQZUqzdYF3/WiGsPLH0T+v2pNOgSQogC4mJdtMoHeHt7A8qd8CI9KWIj0jBRq2hSvjhda5eiZ/0yAARcCTVyVEIIIYQQhvvwww+5d+8exYsXB6BWrVrs3r2bDh064OzsTJs2bdi8eTPdu3c3cqQiJ7QlB6Te68vBy8GLlR1XMqTGEFSoWHd1Hb3/7s3FhxcLPpiKbWDQZiUJe/8ULGoHj28VfBxCCFFEeHt74+fnJ8nXTORr8nXTpk1MmTIlP08h8lGLis6oVXA15An3ImKNHY4QQgghhEHMzMxwc3PD3Px57camTZuyZcsWLl26xLZt2+jUqZMRIxSGOBWi9CuQeq8vDzMTMz6t9ym/t/sdVytXbkXdot8//Vh8fjEpmpSCDaZ0PRi6AxzKwqMbSgI2+FzBxiCEEOKlkK/J140bNzJ58uT8PIXIR47W5tQp6wTI7FchhBBCiJfdggULqFatGg0aNDB2KNmKS4rj/MPzgMx8fRk1KtGI9V3W07psa5JSkph3ch7v73if4Jjggg3EucL/s3ff4VFV6R/Av3dK+swkIb1QAgRM6L0TpIQuuwqCqIBiAXRV1lWxBVYEcX/iWhAVBHQRRRSV3gm9BwIhAgESCOkJpPeZ+/tjyKRNkknItOT7eZ55SM4999537gyTM++ceQ/w7B7AsxOQmwKsHQvEHjFtDEREZPVYdoBqFRKorTESfjXNzJEQERERGeb27dsNvjVn8+bNQ3R0NM6cOWPuUOp0Kf0SSjWl8HDwgJ+Tn7nDISNwtnPGpyGfYmH/hbCX2eNU8ik8uuVR7Lu1z7SBKL2BmduBVgOBomxg/d+B6D9NGwMREVm1ei249cMPP9Tr4NevX69Xf7I8IR088Mneazh+PR3FpRrYyJivJyIiIsvWunVrCIJQ7/0EQUBpaakRIqLGdjblLACgp0fPBj3WZB0EQcCjgY9qF+M68iaiM6LxWvhr+Hv7v+PN3m+abjEue2fgyc3A5tnAX1uBX2YA4/4P6D3bNOcnIiKrVq/k68yZM+s1uBFFkYMhKxfso4Sbky3Sc4twNu4uBrTjKp9ERERk2Z5++mmOQZu4snqvLDnQPLRWtcb6Meux4sIKrIlag80xm3Eu5RyWDV6GYLdg0wQhtwMmfw/seB04uwbY/k8gNxUIWQDw9YaIiGpRr+SrjY0NfHx88MILLxjUf9OmTTh//nyDAiPLIJEIGBrojt8i7uDg1VQmX4mIiMjirVu3ztwhkBGVaEoQmRYJAFAKgYhKyKrX/h4KW3go7YwRGhmRXCrHqz1fxQCfAVhwdAFuZd/CkzuexLzu8zAreBakEqnxg5BIgXHLAScvIHwJcGiZthbs2E8Aab3eWhMR1aokNRWlafUv/yhzd4fcw8MIEdGDqNdfiM6dO+P27dt48803Dep/5coVJl+bgJAO2uRr+NU0vMOFgImIiIjIjP7K+AsFpQWwFZwwZ+0dAIn12v+V4e3x2shA4wRHRtfHuw82T9yMRScWYe+tvfgs4jMcTzyOJYOWwMvRy/gBCAIQ8ibg5K6d/XpuHZCXDjy6GpDbG//8RNQsZG78BekrVtR7P7d58+D+8ktGiIgeRL2Srz179kRERATi4+Ph7+9vrJjIwgxu7waJAMSk5iIhswC+zhxUEBEREZF5lJcc6IGXhw/RtR+/no5vDt9ERl6xrs3NyQbPDw6o9O0tD4Wt6YIlo1DZqvDJ0E/wx/U/sPT0UpxJPoNHtzyKhQMWYmSrkaYJotczgKM78OuzwJVtwP/+Dkz7SVsflojoATk/PgVODw+r1CYWFuLW9CcBAK1+XA/Brvq3OGTu7iaJj+qnXsnXwYMHY/fu3YiJiTEo+Tpo0KAGB0aWw9nBBj1auuDsrXsIv5qK6X1bmTskIiIiIoM9/PDDBvUTBAH79+83cjT0oM6lnAMADPDrg06+KgDArqgkLN15BWKVvhm5xVi68wpWPtkDozt5mzhSMiZBEPC39n9DD88eePPwm7iccRnzw+fjb+3+hrf6vGWaxbgemgA89Tvw0zTg9nFg7Rjgyd8ApY/xz01ETZrcw6Na+QBNfr7uZ7uHHoLEwUSLDhpg4cKFWLRoEWJjY9G6dWtzh2Nx6rV0/fTp0xEbG2vwAPbZZ5/F2rVrGxQYWZaQDtpPTw5eqX/NESIiIiJzCg8Pr/V26NAh3c9k2TSiBhGp2pmvPTx6AADUGhGLtkZXS7wC0LUt2hoNtUZfD7J2rZSt8L+x/8PszrMhQMDv13/H5K2TEZUeZZoAWg8EntmprQObGg18NwpIu2aacxMRWTiNRoMvv/wSXbp0gb29Pdzd3TFlyhTExMTUuM+ZM2cwduxYuLi4wNHREX369MGGDRtMGHXjq1fylZqvkA7aT1yO30hHUanazNEQERERGU6j0ei9ZWZm4sCBA+jbty8effRRFBcX130wMqrU7EJEJWTVeNt17QKyi7NhK7WHutAHUQlZ2HjmNpKyCms8pgggKasQp2Pvmu6OkEnJJXK80uMVfBf6HTwdPHE75zae2vEUVl9aDbXGBO9dPIOBZ/cALdoBWfHAmlDgzlnjn5eIyMK9+OKLePnll6FWq/Hyyy9j7Nix2LJlC3r37o3o6Ohq/cPDwzFo0CAcOXIEjz32GObMmYP09HRMnz4dS5YsMcM9aBxckpEMEuSthJuTLdJzi3A27h4GVqibRURERGSNlEolQkJCsHv3bnTu3Bkffvgh3n//fXOH1az9eOo2Pttf82wYucsJ2HkBeVl+mLTiZL2OnZpTc4KWmobeXr3x28Tf8O8T/8aeW3vwWcRnOJZwDEsHLzX+YlwurYBn9gAbJgMJ54DvJwBTfgDajwQ0auDWcSA3BXDyBFoNACRS48ZDRE2OqC7/MCn/7Fk4DhwIQWq5ryUHDx7EqlWrMHjwYOzduxe2ttqa608//TRGjhyJOXPm4NChQ7r+paWlmD17NgRBwOHDh9G9e3cAQFhYGPr374+wsDBMnjwZ7du31+1z8eJFtGvXDg4WVIJBH858JYNIJIKu9ED41VQzR0NERETUeBQKBcaMGcNyWRZget+W2PbyIN3t7TEd0cLRRrddah8LABjo1wurnu6J8V28IZcIBh3bQ1F9YRJqelS2Kvzf0P/DBwM/gL3MHmdTzuLvW/6OXXG7jH9yxxbAjK1AuxFAST6w4XFgxxvAfzsB348HfntW++9/OwHRW4wfDxE1Gdl79uDmuPG63+OffwHXh49A9p49ZoyqdqtWrQIALF68WJd4BYDhw4cjNDQUhw8fxrVr5WVaDhw4gBs3buCJJ57QJV4B7TjtvffeQ2lpabWx2vLly+Hp6YmZM2di//790Gg0Rr5XDWPwzNd///vfjXbSkJAQDBkypO6OZFFCOrjj13N3cPBqGt4ZZ+5oiIiIiBqPRCJBUlKSucNo9jyUdvBQapOk1RfREiF1iAMAHIxUYN+Jc7otMomA0lpqunoobNGnjatxgiaLIwgCJrWbhB4ePfDWkbdwKf0S/nXoXzh65ygW9F0AR7mj8U5u4whM+xn48yXg4s/A6W+q98lOAn55WjszNmii8WIhoiYhe88eJLzyKiBW/jtXmpKibf/sv1COGmWW2GoTHh4OR0dHDBw4sNq20NBQ7Nq1C4cOHUJgYKCuPwCM0nNfytoqzpQFgMcffxxxcXH44Ycf8P3338PPzw/Tp0/H008/jaCgoEa+Rw1ncPJ14cKFjXbShQsXMvlqhQa3c4dEAK6n5uLOvXz4uVj2tG4iIiIiQ9y8eRObNm1Cq1atzB1Ks5KaXYjUnCK929QaEe/+EVVpES1BfhcSeTZEUQp1gT8AYGigG54f0hbZBSWY+6N2IS59Kdj8YjXOxt1F34AWjXwvyJK1VLbE92O+x8oLK7H60mr8eeNPRKRGYNngZejs3tk4J81J1t56zwb++hMoKdDT6f6zdPs/AaWvtgSBwkt7I6ImQxRFiAX6XgPqcQy1GimLP6yWeL1/AkAAUj5cAsf+/RtcgkCwt4cgGPYtEkPl5eUhKSkJnTp1glRPXGWlAyouvFX2c8WyAmVcXFzg5uZWbaGuMWPGYMyYMYiPj8ePP/6IH3/8EcuWLcOyZcvQo0cPPP3005g2bRo8PDwa8+7Vm8HJ19jY2EY7qbOzc6Mdi0xH5SBHz1YuOBN3D+FX0/BkP75BISIiIsv3zDPP6G0vLS1FQkICjh49ipKSkkadbEB1q6u+a1VSB+37EXWBHyDKAQAvDm2H/m21CdWVT/ZA2JbLSMkuT+h6KGwhlwpIyCzEE6tPYc7QthjdyQtqjYjLiVm4l18CFwc5gn1UkFYpX+ChsNXNwiXrJZfI8Y8e/8AAnwFYcHQB4nPi8dTOpzC321w82+lZSBu79urZtcChjwzrm5cKrH5Y+/PQt4BhCxo3FiIyK7GgAFd79DTySbQzYK/17tPgQ3SIOAehkWumZmVlAQBUKpXe7UqlslI/Q/e5c+eO3m3+/v5466238NZbbyEyMhLr16/HTz/9hFdffRWvv/46QkND8dRTT+GRRx6BnZ3p/7YbnHw19UyAM2fOICwsDCdOnEBxcTGCg4Px6quv4oknnmjQ8UpKStC7d29ERkaiQ4cOuHLlSiNH3DyEdPC4n3xNZfKViIiIrMK6detq3R4YGIj58+fj+eefN01ABEBb33VkkKfu9+PX0/HN4ZvIyCvW219WlnzNb6Nri7h9Dwo77VsaPxcHfD61Ox7/VrsQ18IJQeje0gXrT8Zh07kEqDUivjx4HV8evG5QfK8Mb4/XRgY26L6R5enl1Qu/TvgVH5z8ALvjduOL81/gWMIxfDT4I3g7eTfeiTqOA1q0BeJPAWdW192/92zAvy/g3rHxYiAiasa6du2Krl27YtmyZTh48CB++OEHrF+/Htu3b8err76KTz/91OQxGZx8NaXw8HCEhobCxsYGU6dOhUqlwubNmzF9+nTExcXh7bffrvcxP/jgA1y/bthAi2o2NNAd/9l9FcdvZKCoVA1bmeWurEdEREQE1PwNLolEAmdnZygUChNHREBd9V2rK6v3WjH5+p/dV/Gf3Vf19l+4NbreMb09piMGtHPTxqewraM3WRuVrQr/GfIfDPYdjCWnliAiNQKPbnkU7/d/H6PbjG6ck1zZbvjMV0CboD2zWjvz1btL48RARBZBsLdHh4hzdXesRf7Zs4h//oU6+/l/+w0cevVq0DkEe/sG7VebstmrFWe2VpSdnV2pn6H71DQrVp9Lly5h9+7duoW47Ozs0K5dO4P3b0wWl3wtLS3F7NmzIQgCDh8+rFvhLCwsDP3790dYWBgmT56stwZETSIiIrB06VIsX74c//jHP4wVerMQ7KOEu8IWaTlFOBN7D4Pau5k7JCIiIqJasZarYVasWIEVK1ZArVab9LxqjYhFW6NrSbxqIFNchsQmA6IIqAv8IQDwUNri26d6VSsXUNt5nvzuFHIKS/VuFwCsPR6HZwcHGHxMsj6CIOCRdo/oFuO6mH4R/zr8LxxJOIK3+7794Itx9ZoFdBgDaNTAT48DeWl17yOzA7ITgHtxgEvrBzs/EVkMQRAe+Ov8jgMHQublhdKUFP11XwUBMk9POA4c2OCar8bg6OgIb29vxMbGQq1WV6v7qq++a8U6sD17Vi7XcO/ePaSnp2PAgAG1nvf27dvYsGED1q9fj8uXL0MQBAwcOBBhYWGYMmVKvZK3jUlilrPW4sCBA7hx4waeeOIJXeIVABQKBd577z2UlpZi7dq1Bh+vuLgYM2fORL9+/fDSSy8ZI+RmRRAEhAS6AwDCr6aaORoiIiKi+itbBCIvL8/coViUefPmITo6GmfOnDHpeU/H3kVSVqHebTJFFBzbLYO9348AAEEAHAM+g1QRhUUTg9HV3xmdfFUG3fKL1TUmXgHtEkhJWYU4HXvXGHeTLIy/0h/rxqzDC11egESQYMuNLXhsy2OITIt8sAMrvACfboBfT2DccmjT+lWT+ffb+s4BPDsDpYXA+f8Bn3cHNs0CEs8/WAxE1GQIUik8375fD7raS4m2wfPtBRaVeC0zdOhQ5OXl4dixY9W27d69W9enYn8A2LNnT7X+ZW0V+5e5d+8evv32WwwdOhStW7fGggULUFxcjEWLFuHGjRs4cuQInnvuObMlXgELTL6Gh4cDAEaNGlVtW1nboUOHDD7ewoULERMTg++++67RV29rrkI6aFeJO8jkKxEREVmJoqIifPjhhwgMDIRSqYSfnx+USiUCAwOxZMkSFBUV1X0QMorUnJoTr3a+6yHIKn/9UCLLgr3feiRhF6IzohGdEY20/LpnF9Z0nob2I+snl8jxUveXsCZ0DbwdvXEn9w5m7JyBryO/hlrTCDPAgyYCU34AlFVqyip9tO1jPgJePAI89TsQMAwQNcDlzcC3IcC68UDMXv0z3YioWVGOGgXfz/4LmbtHpXaZpyd8P/svlHryZ5agrJb+u+++i+Li8nru+/fvx+7duzFkyBAEBpbXVh8+fDgCAgKwYcMGXLhwQdeek5ODDz74ADKZDDNnzqx0jo8++gheXl544YUXEBUVhRdffBHHjx/HtWvX8P7776NNmzawBBZXdkDf1OMyLi4ucHNz0/Wpy5kzZ/Dxxx9jyZIllR5QQxUVFVUaiJfVpGjuBrV3g1Qi4EZaHuLv5sPftXFXxSMiIiJqTJmZmXj44YcRGRkJmUyGDh06wNPTEykpKbhx4wbee+89/Pbbb9i/fz+cnZ3NHW6z46HQt+qwBraeWwHoJvaUu//78nPLdU1Pd3wO/+pbe3kx/edpeD9qOnp69sSvE3/F4pOLsTN2J1ZcWIETiSewZPAS+Dr5PtjBgyZqF+G6dRzITQGcPIFWAwDJ/VlqggC0fVh7S7oIHP8CiPoNiDuivXkEAQNeBjo9BshsHvzOEpFVUo4aBcf+/XGtdx8A2hqvllZqoKphw4Zh9uzZWL16Nbp3745x48YhJSUFGzduhFKpxMqVKyv1l8lkWL16NUJDQzF48GBMmzYNSqUSmzdvRmxsLBYvXlwttxcbG4uxY8fiqaeewvjx42FjY5mvkxY387WssG5N04GVSmWNxXcrKioqwsyZM9G9e3f885//bFAsS5cuhUql0t38/f0bdJymRmUvR4+WzgCA8GsG1DAiIiIiMqO3334bFy5cwMyZMxEXF4fo6GgcPHgQ0dHRiIuLw4wZM3D+/Hm888475g61WerTxhXeqsoJT6lDLCTyrOqJ1yoKkv6GvNiXUXyvr8Hnqe2QEgEoVWsMiJqaGqWNEssGL8OSQUvgKHdERGoEHtvyGHbc3PHgB5dIgTaDgc6Paf+V1JAs8e4CPLoKeCUS6P8SYOMEpEYDf8wBPusCHP0vUFj3e2EiapoqJlodevWy6MRrmW+++Qaff/45BEHA559/ju3bt2PChAk4ffo0goKCqvUfNmwYjh49ikGDBuGXX37BV199hRYtWmD9+vV6x2lfffUVfv/9d/z973+32MQrAAiiaFnfYxg1ahT27t2LmJgYvauQtW3bFnfu3Knzq2FvvPEG/vvf/+LcuXPo3Lmzrl0QBHTo0AFXrlypMxZ9M1/9/f2RlZUFpVJZj3vV9Kw4eB3/2X0VIx7ywOoZvc0dDhEREVmQstVoLWXM5O3tjbZt2+Lo0aM19hkwYABiY2ORlJRkwsgskzkev11RSXhxfYTud5nyAux9f65zv5c6hWGg10h4KGzhoax7xuquqCTMuX+emt4ESQTgyb6t8FgvP0gEAWqNiMuJWbiXXwIXBzmCfVTVFuQy9PxkHeJz4rWLcaVdBACMDxiPd/q+AycbJ9MGUpAJnFsLnPwayE3WttkogJ4zgH5zAJWfaeMhomoKCwsRGxuLNm3awM7OuH8HNPn5uNpDuxBVh4hzkDzgYl6NaeHChVi0aBFiY2PRunVrc4fzwAx9XA0dM1lc2YGyGa81zW4tu2O1iYiIwPLly/Hee+9VSrzWl62tLWxtbRu8f1MW0sEd/9l9FYevpePXc/HwdXZAnzauXBmWiIiILE52drbeBRoqCgkJQWTkAy60Q3VKzS5Eak71SRR+Lg7wVtohKVtbb1UsVRh0PFcnERK7BAgydwD63xxVPKefiwMWjOmIbw7fREZeef05NycbzBrYGr+eS0Bseh5+OHkLP5y8ZfD9emV4e7w2sv5lzsgy+Sv88f3o7/HNxW/w7cVvse3mNpxPPY+PBn+Ebh7dTBeIvTMw6DWg31zg0iZtSYK0K8CJL4FTX2tLEQx4GfDqZLqYiIio3oyafD1+/DiuX7+Op59+2uB9ymq9xsTEoGfPnpW23bt3D+np6RgwYECtx7h48SLUajUWLlyIhQsXVtt+9epVCIIAlUqFzMxMg2Ojcrcz8iERgGK1Bq9v0n4i7K2yQ9iEIIzu5F3H3kRERESmExwcjPj4+Fr7xMfHIzg42EQRNV8/nrqNz/bXvn6Drc96CJBA1EgBQV1r6YF/n/w3AGBO1zmY221ug8+ZnluM/+y+VnvwVbw9piMGtHMDoJ35Sk2LTCLDvG7zMMBnAN46/BYSchMwc9dMvND1BTzX+TnIJCacxySzBbo/CXR9Ari+Fzj2OXDrKHDxZ+2t7XBtEjYgRE+RZCKyRiWpqShNq1zmUSwsXxCy8K+/IOiZkSlzd4fcw6NaO5mXUf9irFq1Cj/88EO9kq9Dhw7F0qVLsWfPHkydOrXStj179uj61CYwMBDPPvus3m3fffcdVCoVHnvsMThY0BRta7IrKglzf4yo9lWt5KxCzFkfgZVP9mACloiIiCzGggUL8MQTT+CZZ55BSEhIte0HDhzApk2bsHHjRtMH18xM79sSI4M8AQA/nryFn85UT4oXJU6FIM+CutAXth47IYr680nze85HX29trVd3e3eDzmmomJQc/HNTJDQ11CYQAKw9HodnBwfwm19NXHeP7rrFuHbE7sBXF77CicQTWDp46YMvxlVfEgkQGKq9JZzTzoSN/hO4sV978+oCDPgHEDwJkMpNGxsRNarMjb8gfcWKGrffmv6k3na3efPg/vJLxgqLGsioNV9nzZqFH374AWq12uB9SktL0aFDByQkJODkyZPo1q0bACAnJwf9+/fH1atXcfnyZd0KZ+np6UhPT4ebmxvc3NzqPH59ar5WZWn1y0yp7Otaao2IZ78/g/Tc4hr7ujnZ4LsZvSGVCKx/RURE1AxZ2pjphx9+wKZNm7Bjxw6MGjUKgwYNgoeHB1JTU3HkyBHs3bsX48aNw2OPPVZt3/pMImgqTPX4bTx9G29uvlTj9rfHdIRMeRmfXwqDWizVtbvbe+Ltvm9hRKsRRovtxI0MTFt1ss5+Pz3XD/3btjBaHGRZtt3chsUnFyOvJA9Ocie80+8djA8Yb96g7sYCJ78Czq8HSvK1bSp/bamCHk8BtoaV8CCihjFWzVd9M18NYa6Zr+Hh4QgPD8err74KZ2dnk5+/sTV2zdd6JV8PHz5cr2DLZrDWJ/kKAAcPHkRoaChsbW0xbdo0KJVKbN68GbGxsVi8eHGlFc7KivqGhYXpLTFQFZOvDfPp3mt1fl1LH9a/IiIian4sbcwkkUggCALqGvYKFaZXiqIIQRDqPY5tCkzx+Kk1IgYtO4CkrEK92wUAXio7HHljGPr/1BeF6kL8s9c/EdwiGD08ekBa02rxjeTPCwl45ecLdfb7V2gHDA2sedatPpycYN3u5NzBgiMLcCHtAgBgXMA4vNP3HShszJzkzL8LnPkOOP0NkHc/YWOnAno9C/R9AVB4mTc+oibKlAtukemYdcGtkJCQSoPSupQNWutr2LBhOHr0KMLCwvDLL7+guLgYwcHB+OCDDzB9+vR6H48eXGiwJ9q4OeLcrXv4nwGLDzzVrxV6tnJBoKeJVwQlIiIiqmLt2rXmDoGqOB17t8bEKwCIAJKyCrH32nUUqgshESSY3nE65Cb6KrWHwrA30P/ZfRX/2X21Xsfm5ATr5qfww9rRa7Hq4ip8ffFrbL+5HRdSL2Dp4KXo7tHdfIE5uAJD/wUMeAmI/Fm7KFfGdeDocu3PXaZoSxK4dzBfjEREzVS9Zr7K5XJ4eHhg4sSJBvU/ePAgYmJimsyMAUubxWFKnPlKREREhmrOY6amwBSPn6EzS18bL8PqG6/D18kXux7dZZRY9CmbmZucVVhtnYOKnO1leKJvK4wK8sTp2Lv45vBNZOSVl+dyc7LB84MDdAtzAZz52pRcSL2At45oF+OSCBK80OUFPN/ledMuxlUTjQa4ugM4/jkQf6q8PXC0NgnbagAX5yJqBJz52jSZdeZrUFAQMjIysHLlSoP6z5o1CzEx9U/YkeUpW6igITVfiYiIiIgqMnRmabGQCgBopWxlzHCqkUoEhE0Iwpz1ERCASgnYst9bONogI68YX4XfwKaz8UjTMz7OyC3G0p1XuCBtE9XNoxs2TdiEJaeWYNvNbVgZuRLHE49j6eCl8Ff4mzc4iQR4aLz2dvuUNgl7ZTtwbZf25ttTm4R9aAJg5DIeRM2BEZdTIjNo7MdTUp/OPXv2RFJSElJTUxs1CLJ8Hko7dPJVoau/MxZP6gQB2oFnVQKAxZM6oau/Mzr5qvipPhEREVmMW7duYcmSJZgyZQpCQ0MxefJkfPjhh4iLizN3aM1Onzau8FbZ6R1PAtoxpbfKDjLbDAAwWSIrNbsQUQlZiErIgp+LAxaM6QhXR5tKfVo42eDtMR2xekYvvDAkAEo7md7EK1CetF20NRpqDd+YN0UKGwWWDl6KjwZ/BCe5EyLTIjF562RsvbFV10etUeNM8hnsuLkDZ5LPQK0x8TdDW/YFpv4IvHQW6DkLkNoCCeeATTOAL3oAp1cBxfmmjYmoiZBKtR9elJSUmDkSakxlj2fZ4/ug6lV24IsvvsArr7yC7du3Y8yYMXX2X7ZsGXbt2oWDBw8+UJCWgl+hK7crKgmLtkZXqtUlCMDnU7tjQlcfM0ZGRERE5maJY6Yvv/wSr7/+OkpKSqrNZpDL5fj444/xyiuvmCk6y2Kqx29XVBLmrI+o9rX+soTsyid7YE/6f7D31l680fsNPBX0lNFiKdPQUluG+Om5fujftoVRjk2WISE3AQuOLMD51PMAgLFtxmKQ7yB8FvEZUvJTdP08HTzxVp+3MKLVCPMEmpsGnP4WOLMKKLinbbN3Bfo8B/R5HnB0q31/Iqrk5s2bkMvl8PPza9C6R2RZRFHEnTt3UFJSgoCAgFr7GjpmqlfytbmzxDcS5qTWiDgdexfJWQVYuDUaWQUlWPV0L4wM8jR3aERERGRGljZm2rFjB8aPHw8PDw+89tprCAkJgZeXF1JSUhAeHo7ly5cjLS0NW7Zswbhx48wdrtkZ6/FLzS7EleRs3M0rnx0UeScT3x+PQ8VJoc72cvythy+6+jljxbW5SC68iQ/7f4qJgcZPVKVmFyI1p6he+xy6lmbQolufTe2GR7r5NjQ0shLJuclYdWkVfo35FRpRU2vf+T3no693XwCAu7073B3cTRFiueI84PyP2gW5Mu8vqiyzA7o9AfR/CWjR1rTxEFmp7OxsJCQkwMnJCSqVCnK5nElYKySKIkpKSpCVlYXc3Fz4+vrWOQ5i8tUILO2NhCVZvC0aq4/GYmxnL3w1vae5wyEiIiIzsrQx08MPP4xLly4hMjISPj7Vv6GTkJCAbt26oUuXLti/f78ZIrQsxnr86j+rVIRThzAIkmI86vE5Fo4Z1mixNKYTNzIwbdXJOvstGNMRk7r51FiioDZcpMt6fHXhK6yMNGyNlIrmdJ2Dud3mGiEiA6hLgb+2aOvCJp6/3yho68UO+Afg38c8cRFZkezsbKSnp6OoqH4f4JHlsbW1hZubm0FjICZfjcDS3khYksuJWRj3+VHYyCQ4884IqOzl5g6JiIiIzMTSxkzOzs6YPn06VqxYUWOfefPm4ccff0RmZqbpArNQppr5GnknE7+du4PswlJdn4qzXnNKMvDxX9MhQIKdjxyFr7Oi0WJpTGqNiEHLDiA5q7BaCYWqvJR2SM4urKNXda8Mb4/XRgY2LEAyqbT8NKQVpOFy+mX8++S/6+z/fr/3EewWbJ6Zr1WJInDrGHDscyBmd3m7fz9g4D+AwDHahbyIqEYlJSVQq01c15kajVQqhVxueD7L0DGT7EEDKy0txdWrV5GZmVnjE2zIkCEPehqycEHeSnTwVOBqSg52XErCtD4tzR0SEREREQCguLgYjo6OtfZxdHREcXH9ZySS4TyUdrrZm7uikrDuWFy1ZGVWQQnWHYvDyid7wM+7GPgL8HHyttjEKwBIJQLCJgRhzvoICECl+1T2+7CO7jh+PUOXeO3gqcC0Pv4oKtXg28M3kZFX/txzc7LB84MDMKBded1ND4WtSe4LNZ7MokyD+t3KvoVgt2DjBmMoQQBaD9LeUv8Cjn8JXNwIxJ8Efj4JtGgPDHgJ6DIVkHMmNpE+crm8Xsk7ah4aPPNVFEW8//77+OKLL5CTk1Nr36aS9be0WRyW5utDN/DRzivo09oVv7zY39zhEBERkZlY2pipW7duKCoqwqVLlyCTVZ97UFpaii5dusDGxgYXLlwwfYAWxtiPX9lM0YoLt1YkAPBS2eH1R7Ow8EQYBvgMwDcjv2n0OB5U1fqwx6+n45taEql384rxW8Qd7IpKRlFpzbVAKy44NrqTt95zAdrreDkxC/fyS+DiIEewjwpSSeUagyxXYHoNLTswxHcIPhz0IZztnBs/qAeRnQSc+ho4uxYoytK2OboDfV8Aej0LOLiaNz4iIjMy+szXDz74AB9++CGcnZ3x9NNPw8/PT+9glpqPR7r5YNmuKzgddxfxd/Ph7+pg7pCIiIiIMGPGDPzzn/9EaGgoPv74Y/TsWV6f/uzZs1iwYAGuXr2K//u//zNjlM3H6di7NSZeAe1M0aSsQpyM1y5i1VJhmd+o+vHU7Tpr2KbnFmPJziuV2mYPagMRIr47Gqd3HxHaBOyirdEYGeQFqUQw6Fz6sFyB6U0OnIwQ/xBoRA3m7Z+Hu4V3a+wrl8hRotGW4TiccBjDNg3DIN9BGB8wHkP9hsJOZgGJc6U3MHIRMOR14Nz3wMmVQPYd4MBi4MhyoPtTQP+5gEtrc0dKRGSxGjzztXXr1hAEAWfPnkWLFi0aOy6LZGmzOCzRE6tO4viNDPxzZCBeHt7e3OEQERGRGVjamEmtVmPKlCn4/fffIQgC7O3t4enpiZSUFBQUFEAURTzyyCP47bffIGnG9QxXrFiBFStWQK1W49q1a0Z7/P68kIBXfr5QZ79+/bbhctZRvNH7DTwV9FSjx/Gg9M1GNYSHwhY30vIMWqRrel9/jAzyQgtHGwCAIAg4fj29WkK3orfHdNSVLODMV/Pad2sf5ofPBwCIFQpSCPfnNy8PWY7Obp2xK24Xtt3chit3yx9XJ7kTRrQagfEB49HLsxekEqlpg6+JugS4/Lu2LmzKJW2bIAGCJmnrwvp0N2t4RESmZPQFt+zt7fHiiy/i008/bXCQ1sbS3khYok1n4/GvXy8iwM0R+/85FIIg1L0TERERNSmWOmb63//+h3Xr1uHChQvIzs6GUqlE9+7dMWPGDDz1lOUl98ylsR+/qknKi3cy8fbvUXXuF9jjWyQV3MSK4SswxK9prSFhaAK6IoWdDIEeTvgrOQf5xfrLupWVbDj65sPVShCQeey7tQ8fnf4IKfkpujYvBy+82edNjGg1olLf6/euY3vsdmy/uR1JeUm6dg8HD4xtMxbjA8Yj0CXQMt5jiSJw86A2CXvzYHl768HAwFeAdiO0NWSJiJowoydfg4KC0L9/f3z33XcNDtLaWOobCUuSW1SKXov3orBEgz/mDUQ3f2dzh0REREQmxjGTdWvsx+/Tvdca8JV5ES5Bi1AqFmLrpK1orWr9wHFYkhM3Mgya+dovwBUZucW4mZ4Htcbwt20/PdcP/ds2j28nWgO1Ro2I1Aik5afB3cEdPTx61DqTVSNqEJESgW03t2HPrT3IKS5fY6WdczuMDxiPcQHj4OXoZYrw65Z0ETj+BRD1GyDe/2DA/SFgwMtA58mAzMa88RERGYnRk69fffUVFi1ahEuXLsHDw6PBgVoTvpEwzD9+Oo8tkYmY0b8VFj3SydzhEBERkYlZypjp5MmTeOedd3DmzBkAQJ8+fbBkyRL06dPHbDFZA2PPfAWAA1dSsXzvtRr3eWWkB9bceQYSQYKz089CLm1aK0eXLTqWnFUIfW/Gqs5gLSpVIzY9DxtO3cYPJ27VefzPpnbDI918Gz1uMr1idTGO3DmCbTe34dCdQ7oasQDQy7MXxgeMx8jWI6G0sYD3p5nx2sW5zq0DinO1bQpvoO+LQK9ZgJ3KrOERETU2oydfb9++jddffx0RERF4//330b17d6hU+l9MW7a0zCL59WUpbyQs3cGrqZi19gxcHW1w6u3hkEubb+00IiKi5sgSxkyXLl1C3759UVhYeWEne3t7nD59GsHBwWaJyxoY+/HbFZWEsC2XkZJdvV6qt8oOYROC4OaWgFm7Z8HPyQ87H93Z6DFYgl1RSZizPgIAKiVgy76ovfLJHhjdybvSPobOmH1mYGu8Mboj7OQWUieUGkVWURb23dqHbTe34WzKWV27XCLHUL+hGB8wHoP9BsNGauaZpgWZwLm1wMmvgdxkbZuNAug5A+g3B1D5mTU8IqLGYvTkq0QigSAIEEWx1pozgiCgtLS0IaewOJbwRsIalKo16Lf0ANJzi7D66V4YEeRp7pCIiIjIhCxhzDR9+nT89NNPeOedd/Dyyy9DEAR89tlnWLJkCZ588kn88MMPZonLGhjz8StLONb0BuSrJ7pjbBcfbI7ZjLDjYRjgMwDfjPymUWMwp6qzgI9fT8c3h28iI69Y1+bmZIPnBwfoFs0CyhfOqmvGbEUtHG0wc0BrPNW/FZwd+LXvpiYpNwk7Yndg281tuJ55XdeusFFgVKtRGB8wHj08e0AimHEiTGkRcGmTtiRB2v3FxCQyoNNj2pIEXvyWJBFZN6MnX2fOnGlwoe+1a9c25BQWxxLeSFiLf2+NxppjsRjX2RsrpvcwdzhERERkQpYwZmrZsiVat26Nw4cPV2ofPHgwbt++jVu36v7qdnNlrMcvKbMAE748ivTc4hr7uDnZ4LsZvfHLzW+wJW49Rvn9HW/2XgAPpV2jxWFODat/C8we1AaTumvLCBy/no4lO6/U2HdkkCci4zN1SV4HGyke7+2P2YMD4Ots37DAyWKJoohr965h+03tQl2pBam6bd6O3rqFutq5tDNfkBoNcH2vdnGuW0fL29s+DAz4BxAQwsW5iMgqGT352hxZwhsJaxGVkIXxXxyFjUyCs++OgNKuadXpIiIioppZwpjJ1tYWr7zyCj7++ONK7f/617/wxRdfVCtHQOWM9fj985cL+C0iwaC+dr7rIVdGoTB5POb2mIXXRgY2WhzmpK/+rSH+OJ+A1Udj672fm5ONLtktlQiY2NUHzw8JwEPefC/TFKk1apxNOYttN7dh3619yC3J1W3r6NoR4wPGY0ybMfBwMOOaLQnntDNho/8ERI22zaszMOAVIHgS0MTqOxNR02bomElmwpioGQn2UaK9hxNiUnOx81ISHu/dNOr+EhERkXUoKSmBk5NTtXYnJyeUlJTo2YOMrZu/s0HJ13+FdsCOuwW4nQu8N3oIRrdpOuNID6Vdg2bxeihsdTNfy6g1Ii4nZuFefglcHOQI9lFBKqk8e9DdyQZXU3LxzeEbOHY9A7+fT8Dv5xMwNNAdLwwNQP+AFgZ/m5Esn1QiRV/vvujr3Rfv9H0Hh+4cwrab23D0zlFcuXsFV+5ewSdnP0Ef7z4YHzAeI1qOgJNN9ddJo/LtCUxeB9yNBU5+BUT8D0i+BGyeDexfpK0J2+NpwFZRvo9GDdw6DuSmAE6eQKsBgIT1jInIejD5SkYhCAL+1sMXH++6is0RCUy+EhERETVz7TwUdXcC0N3fGd8nJgIAhrR+qMmUHHgQNSVtu/o717mvp8oeQwLdcelOFr45fAM7LiXh0LU0HLqWhq5+KrwwtC1Cg72qJW7JutnJ7BDaOhShrUORWZiJPbf2YNvNbTifeh6nkk7hVNIpLD65GCH+IRgfMB4DfQZCbspZp65tgLH/AUIWAGdWA6e+AbLigd1vA4eWAb2eAfq+CMSfBna9CWQnlu+r9AFGLwOCJpouXiKiB/BAZQdycnLw5ZdfYt++fUhMTERRUfWv0AiCgBs3bjxQkJbCEr5CZ00SMwswcNkBiCJw9M1h8HNxMHdIREREZAKWMGaSSCRo164d2rWrXOfw+vXruHHjBkJDQ6vtIwgCtm/fbqoQLZaxHr+6FosSAHip7LD55U4Y9dsISAQJzk4/a9qEUDNwOyMfq47cxC9n41FUqv3ad6sWDnhucAAe6+kHO3nlGYVqjYjTsXeRmlMID4Ud+rRxZaLWit3JuaNbqCs2q7yUhbOtM0Jbh2J8wHh0de9q+hnRJQVA5E/Asc+Ae3HaNkEKiOqa9xn5AdBmiPZnhZf2RkRkQkav+ZqWloYBAwbgxo0bUCqVuhMWFxejoKAAAODj4wO5XI7Y2PrXJ7JElvBGwtpM+/YkTtzMwL9CO2DeMDMWeSciIiKTsYQxk0RS/xW+BUGAWl3LG/1mwpiP366oJMxZHwEAlRKwZWmelU/2gJtbAmbtngU/Jz/sfHRno56fymXkFuH7E7fww4k4ZOZrS3G4OMgxros3xnX2hsJOjuPX0/HtkZuVFklzc7LB84MDMKCdm67NQ2HLGcpWRhRFRN+Nxvab27Hj5g5kFGbotvk5+WFcwDiMCxiHNqo2pg3swBLg8LL67zf0LWDYgsaPh4ioFkZPvs6bNw8rV67EDz/8gOnTp0MqlWLhwoV4//33cebMGbz88suQyWTYs2cPHByaxoxHS3gjYW1+ORuPN369iLbujtg3fyhrShERETUDljBmunXrVoP2a9WqVSNHYn2M/fjtikpC2JbLSMku/9act8oOYROCMLqTNzbHbEbY8TAM9BmIr0d+3ejnp8ryi0vxy5l4rDoSi4TMggYd45Xh7ZvMomjNUammFKeTTmsX6rq9DwWl5c+D4BbBGB8wHqPbjIabvVstR2kkOcnaW+J5YNurdfe3U2nrwDp5Aio/wNENcHSvcKvwu8zW6OETUfNi9ORrmzZt0K5dO+zduxeAdnZBWfIVAO7du4fOnTvjiSeeqLbKrLWyhDcS1iansAS9Fu9DUakGW14aiC5+zuYOiYiIiIyMYybr1tiPX2p2IVJzKpcnyysqxePfngQALJwQhO4tXXRfZf8pZiW23PoRjwRMxuLB7z/w+ckwpWoNfjp9G2uOxSE2Pa/O/m5ONvhuRm9IJQJnvjYh+SX5CI8Px7ab23A88TjU97/2LxEk6O/dH+MCxmF4y+FwkBtpglVZ8vX6PuDAB417bFulnuSsniStoztg7wI04BsURNS8GDpmavCCW0lJSZg8ebLud6lUqis3AAAuLi4YM2YMNm3a1GSSr1R/Cjs5RgV7YWtkIjZHJDD5SkRERNTM/HjqNj7bH1Pj9oVboyv9bucbCbkSSE438SrszZxMKsFT/VvjyX6t8O3hm1i680qt/dNzi5FfrEb/ti1MFCGZgoPcAWMDxmJswFhkFGRgd9xubL+5HRfTL+JY4jEcSzwGe5k9hvkPw/iA8ejv0x8ySSOu4312LXDoo/rv12Es4N8HyEsH8tIq3O7/rikFirK1t7s36z6eIAEc3PQkZmuYWWvjCPBbnkRUgwa/SqpUKpSUlOh+d3FxwZ07dyr1USqVSElJaXh01CT8vbvv/eTrHXTxU8FbZc9C/URERETNxPS+LTEyyNOgvhpRjdeOfY7UQqCznwPUGjWkEmndO1KjEQQBXirDZrF+cSAGd+7lo3tLZwS4OUHC8X2T0sK+BZ546Ak88dATuJV9Cztuahfqup1zGztid2BH7A642rliTJsxGNdmHDq5dXrwMnO9ZgEdxgAaNfDT49rEaU0cPYBpPwMSae0LbokiUJhZc2K27OfcVO3PhZmAqAHyUrU3Q8js60jUVvmZCwkSNSsNLjvQv39/eHl54ffffwcAhIaGIjIyEtHR0XB1dUVBQQG6du0KiUSCK1dq/9TUWvArdA2z/WIiXv7pPDQVnmkV63oRERFR08Ixk3Uz1eOXlp+GtILyxMqppFNYd3kd7hbe1bW52rliZvBM9PXuq2tzt3eHu4O70eIi4MSNDExbdbJe+yjsZOjm74zu/s7o1tIZ3fxd4OpoY6QIyVxEUcSl9EvYfnM7dsXtqvT/tZWyFcYFjMP4NuPhr/R/8JNFbwF+ebrszBU23E/wTvkBCJr44OepqrQYyM+oOUlb6edUoLSw/uewdzEgSXv/dztnzqolslBGr/kaFhaGTz/9FMnJyXBwcMDmzZvx2GOPwdfXF/369UNERATi4uLw4Ycf4q233mrwHbEkfCNRf2Ur2lZ9klVc0ZYJWCIioqaFYybrZqrH76sLX2Fl5Mp67zen6xzM7TbXCBFRGbVGxKBlB5CcVVhtHF/GxUGOx3r6ITI+CxcTMlFYoqnWp3ULB21CtqULuvk74yFvJWxkrKPZVJRoSnAi8QS239yOA7cPoFBdnoTs4t4F4wPGI7R1KFztXBt+kugtwK43gezE8jalLzD6I+MkXutLFIHiPD2J2RqStvnp2lm19SGR1V7yoOrPcnvj3FciqsboydekpCQcPnwYw4cPh5ubdtXDTz75BIsXL0ZWVhbs7e0xd+5cfPTRR5BKm8ZXhfhGwjBliyqoNSKe/f4M0nOLa+zLQv1ERERND8dM1s3UM181ogbz9s+rNIOuqhZ2LfDl8C8hESSc+WpEFRdHO349HUtqqfv69piOGNBO+z7Q1UGOu/kluBCfifO3M3E+/h5uplVftMtGJkEnH6UuGdu9pTN8ne0f/KvqZHZ5JXk4cPsAtt3chpNJJ6G5n2CUCTIM8B2A8QHjEeIfAntZAxKDGjVw6ziQmwI4eQKtBmhLDVgjjQYouFdLkrbCjNq8dG2N2vqycapjNm2Fm4Or9V5LIgtg9ORrTdRqNdLT0+Hh4dHk/ojyjYRhPt17rdZFFWryyvD2eG1koBEiIiIiIlPimMm6mfrxO5N8Bs/sfqbOfmtC16C3V2+jx9OcNeY4Piu/BBfuZOLC/WTshfhMZOaXVNvXzckW3VtqE7Hd/J3Rxc8ZTraNuIATmVx6QTp2xu7EtpvbEJ1RvqCeg8wBI1qNwLiAcejr1Zf1nA1RUqidLWvozFp1zROf9BMAhxaGz6y1VVhOCYSmlJQnq2W25GtTxjcSholOzMK1lFycu3UP/zt5q87+T/VrhZ6tXBDo6YQgH5UJIiQiIiJj4pjJupn68dtxcwfePPJmnf2WDV6GsQFjjR5Pc1Zx5msZtUbE5cQs3MsvgYuDHME+qmoL5xryDTZRFBGXkY8L8fe0s2NvZ+KvpGyUaiq/HZUIQKCnQpeM7d7SBe3cuZiXtbqZdRPbb27H9pvbkZCboGt3t3fXLtQVMA4PuT7U5CZumYUoamfKGpKkzUsD8u8CNRYWqYHU1rA6tWX/ymyNclf1l6PwAUYvs4xyFNRsMPlqBHwjYRjOfCUiImreOGaybpz5SqZSWKJGVEKWrlzBhfhMJGQWVOunsJWhi78K3f215Qq6tXSGm5ORkjpkFKIo4kLaBd1CXVlFWbptAaoAjA8Yj7EBY+Hr5FttX7VGjYjUCKTlp8HdwR09PHpw1mxjUJcCBXfrKH9Q4efi3Pqfw1ZVnox1qlr2oErS1s4ZkBhQE1q3EFsNK8sYayE2sg4mnhFtlORrUFBQvQMRBAGXL1+u936WiG8kDMOar0RERM0bx0zWzdSPn1qjRuhvoUjNT4WoZxaWAAGeDp7Y9eguJlyagdTsQpwvqx17+x4uJWQhv1hdrZ+/q70uGdu9pTOCfJSwlfH5YQ1K1CU4mnAU225uQ3h8OIo15e8Xe3j0wLiAcQhtHQqVrQr7bu3DR6c/Qkp+iq6Pp4Mn3urzFka0GmGG6Jux4vz6LSymKa3f8QVp5VmzFZO0UhtAkAB2KmDPe9qkcU0cPYBpP2sTbgov7Y2aBzPMiDZK8lUikUAQBNR3sqxGU8/V/CwU30jU366oJMxZHwFA/xcavn6yB0Z38jZtUERERGRUHDNZN1MvuAUAp5JOYfm55TX2nd9zPvp69wUALrjVzJSqNbiWknt/dqy2dmxMavUZeDZSCYJ8lLpkbI+WLvBz4WJeli6nOAf7bu3D9pvbcTr5tO4DGKkgRWtla9zIulHjvnxdsGAaDVCYaXgJhMJM48Th0hpo0V6biJXItAlciUz7u3C/TXK/Tfe7tMp2fb+XHUvawH2lBp63SswV96XKzDQj2mjJV7lcjrFjx2LWrFkYP348JM3oQecbiYbZFZWERVujkZRVWKldaSfDmXdH8BNqIiKiJoZjJutmqsfvqwtfYWXkynrvN6frHMztNtcIEZG1yCoowUXdYl7acgV386p/266Fo02l2rFd/FRQ2MnNEDEZIiUvBe8dew8nkk7Ue1++Lli50mIgP6PmJG32HSAnGchOAiqUrGjWGpwwboTksyAtb6+0b30Syo2wb36GtnaxKAKbn9POuK6JkWZEGyX5GhUVhdWrV2PDhg3IyMiAh4cHnn76aTzzzDPo0KFDowRuyfhGouHUGhGnY+8iNacQrg42+NevkUjOLsKSv3XGE31bmjs8IiIiakQcM1k3c8x8LTP/4Hwk5CXgb+3+hs5unfFQi4cgESpP9uAMN6pKFEXcvpuvqx17Pj4T0YlZKFFXfqsrCEB7DydtuYKW2hmy7T0U1RYQI/Mpe104ePsgvr74tUH7SAUpHOWOUNooobBRwMnGCU5yJ+3Pcic42ThBIb/fXuFnXZvcCfYyzpK2aDnJ2lvieWDbq3X37zEDcG4J2CoAGydAVGtrgWpKAVGj/Vf3e9k2A34X1VX2rcexKu1r4LGo3tQAIuxskSaVwl2tRo/CIlSb7jf0LWDYgkY5n1EX3CopKcGff/6JNWvWYO/evdBoNOjbty+eeeYZTJ06FU5OTg8UvKXiG4nGs+ZoLP69LRqtWjhg//yhkEmbzwxqIiKipo5jJutmzsdv+C/DkVqQil/G/4KHWjxk0nNT01JYosblxOxK5Qru3Ku+mJejjRRd/LSLeHW/v5iXh4LrUJjbjps78OaRN012PqkgrZ60vZ+41bVV2V4puWujgIPMgQlcYzm4FDj0Uf33a8Qkm1loNBWSuPVM3D7Qvg+QMG7UmA04VoUk9T4He3zUwgUpMpmuzbO0FG9l3MOI/AKg92zAvy/g3hHw7tIoD5FRk68VJSYmYu3atfj+++9x/fp1ODg44LHHHsPixYvh5+f3IIe2OHwj0Xjyi0sx8KMDuJdfgs+mdsMj3aqvaklERETWiWMm62bOx6/Pj31QUFqAnX/fCT9F03ovQeaXllNUKRkbGZ+JPD2Lefk62+uSsd1buiDYRwk7OUulmULZzNfL6Zfx75P/rrP/m73fREtlS9hJ7SCXypFTnIPc4lzkluRqf67wb25xlZ9LcpBXkgeN2Dhr1EgECRzljpVm1BqStK3Y5iB3qDbbn1A+8xUAYg8De9+rue/ID4A2Q7Q/c8GtJi1t3/tIO7UCDhoNrtvaYr6Hm7bia4UPQYT7Kc/lqeloV1yMfIkE7n3mwn1E3a8vhjBZ8rWiPXv24Nlnn0ViYiJ+//13TJxonNXEzIVvJBrX5/tjsHzvNXT0UmDnK4P5KSEREVETwTGTdTPX41eiLkGP9T0AAEenHoXKVmWyc1PzpNaIuJ6ai/O37+H8bW3t2GupOaj6DlkuFRDkrdTVju3m74xWLQyf5VixBJuHwg592riy1EENTF0LWhRF5JfmV0vYliVn9SVs9fVVN9JXxAUI5TNuq5RG0FdGQV+bo9yx6Sdw9a5q7wuM/shoq9qT6ZVqSlGsLkaxuhhF6iIUa4or/b4p6gdsid8LiCIUGg1yJJJKidcygijCTa1GulQKURAwp+NTmNv3jUaJ0dAxk6zGLfVw/vx5rFmzBj/99BPu3r0LLy8v+PpyJiPVbkb/1vjm0A1cSc7BwaupeLijp7lDIiIiIiIzySnJ0f3sJG+aZczIskglAjp4KdDBS4GpfbTrUOQUluDSnSycv18/9kL8PaTnFiPyThYi72Th+xO3AAAuDvJKydiu/s5Q2VdfzEvf4sPeKjuETQjC6E7eprmjVmRy4GSE+IcAAE4lncLyc8tr7Du/53z09e4LQFsLuiEEQYCj3BGOckd4omHvR0VRREFpQfWkbVmitpakbcWfS8VSiBCRU5KjfT3Ma1A4EKC9T/VN2lacqesoc4RUYsGzvYMmQh04GhGX/oe07NtwV7ZEj85PQSqzMXdkVk8URW3SU3M/4amukPDUFKFEXVK5XVOeDC3RlFTfR1/7/WPrjqXR39/gWemCgBxpzc9XURCQJpPh/X7vI9gtuMGvFw+iwcnXu3fv4scff8SaNWtw8eJFyGQyjB07Fs888wzGjh0LaS13nAgAVA5yPNmvFb45fBMrDt7AsA4enP1KRERE1EzlFGuTr45yC3/TT02awk6OAe3cMKCdGwBtIuLOvYL7yVhtuYLLCdm4l1+Cg1fTcPBq+aJx7Tyc0NFLgVYtHNDBU4HEzEJ8tOtKtXMkZRXixfUReHtMR915PBS28FCy1qy7Q/mCekEtguCv8MdHpz9CSn6Kro+Xgxfe7PMmRrQaYa4wKxEEAQ5yBzjIHeDh4NGgY4iiiEJ1oUFJW32lFcr6lmq0CdzcEu32B+Eod6xc+7aGxcpqKqPgKHeETNIo8/2q2XdrX7Xnhef1n/BWn7cs5nlRX6IookRTUmfC0tDEZtXkqG72aE3tFX4X0WhfkG80EkECW6ktbKQ2sJHYwEZqA6kghUSQoKC0oNJzoSaZRZnGD7QG9So7IIoidu/ejTVr1mDr1q0oKipCcHAwZs2ahaeeegru7k171VF+ha7xpWYXYtDHB1FcqsHG5/uhb0ALc4dERERED4hjJuu0YsUKrFixAmq1GteuXTP54xeVHoVp26fBy9ELex/ba7LzEtVXUakafyXl6JKx529n4vbd/Ac65ivD2+O1kYGNFGHTotaoEZEagbT8NLg7uKOHRw9+QFODInVRzclZfTVwqyZ3i3NRrClutHjsZfbliVoDk7ZVZ+TKJDJdLWCg/jOiy5L5NRFFsV6Jzap9apq1afAszwrtlkgmyLQJz7KbxKY8CVpb+/3f5VK5tl1S3lfXLql8nLJ++vbRl8g3dZkSfYxS89Xf3x+JiYlQqVR4/PHH8cwzz6B3796NErA14BsJ43jn90v48dRtDA10x/fP9DF3OERERPSAOGaybuZ6/I4nHscLe19Ae5f22Dxxs8nOS9QYMnK1i3kdjUnH+fhM/JWUjaLSur8yu+RvndDFz5kzX8liFKuL61/7tkqyt0hd1Gjx2MvsIUBAfmn9P+DwdfKFu717rQnSEk1Jo8XamOQSeXmiUiKvf2KzSnvVPobuY8kfdJQl5TWiBvP2z8Pdwrs19m1h1wJfDv8SEkFiUFLeUEap+ZqQkAC5XI6uXbvi1q1bCAsLq3MfQRCwffv2+pyGmpkXhrTFT6dv49C1NEQlZKGTLxdXICIiImpuysoOKOQKM0dCVH8tnGwx/CFPDH9IWzf0j/MJeHXjhTr3U4si3/+QRbGR2qCFfQu0sG/4t1JL1CW11r6tK3mbW5yLQrW2TnJBaUGD40jITUBCbkK99qmW2DQg4VktsVmhrdYkadWkaoX2Jr9oWiOoWKbkvX7vYX74fACoVDZBgLa05bv93kUnt06mD/K+ehfgKCkpwaFDhwzuzxqeVJeWLRwwoasP/ryQiJXhN7Bieg9zh0REREREJpZbrK1PqLThbGmyXqnZhUjNKUJ+calB/d//4zK2RyZhci8/PNLNFzIpEy5k/eRSOVylrnC1c23wMUo0JcgrzkNOSQ7is+ORkJuAcynnsD227sl9w/yHoYNrB7SwawE3e7faZ3xWSIDKJXLmsKzUiFYjsDxkefVawA6eFlEjul7J19jYWGPFQc3cnJC2+PNCInZEJeFmWi4C3LnCLREREVFzopv5asOZr2S9fjx1G5/tjzG4vwjgZOxdnIy9i2W7ruLRnn6Y0ssfbdwcjRckkRWQS+RwtnOGs50ztt7YWq/angfjD+Jg/EHM6ToHUztONWKUZElGtBqBYf7DLLJGdL2Sr61atTJWHNTMdfRSYsRDHtj3Vyq+OXQTyx7rYu6QiIiIiMiEsouzATD5StZtet+WGBmkLT1w/Ho6luy8UmPft8d0hJ+rA/ZcTkb41TSk5hRhZfgNrAy/gT5tXPF4L3+M7ewNexvzJw6IzGly4GSE+Ic0qLYnNS9SiRS9vSxvbap6lx0gMpY5Ie2w769UbD5/B6+ObA9vlb25QyIiIiIiE+HMV2oKPJR2uoWzOvmq0LKFAxZtjUZSVqGuj7fKDmETgjC6kzcAYGxnbxSXarD/rxRsPBuPw9fScDr2Lk7H3sXCLZcxoZsPpvb2R2dfFb8STc2SNdX2JNKHyVeyGD1buaBfgCtO3ryLVYdj8f6EIHOHREREREQmklPC5Cs1PaM7eWNkkBdOx95Fak4hPBR26NPGFVJJ5SSqjUyCMZ29MaazN5KyCvDr2Tv45Vw84u8WYMOp29hw6jY6einweG9/TOrmCxdHGzPdIyLzsvTankT6MPlKFmVuSDucvHkaP52+jZcebgdXDiqIiIiImoWyma9ccIuaGqlEQP+2hq8c762yx8vD22PesHY4eTMDG8/GY2dUMq4k52DR1mgs3XEFo4I98Xhvfwxs6waJhLNhqXmx5NqeZF5qjVjnh13mwOQrWZTB7d3QyVeJqIRsrDsWi/mjOpg7JCIiIiIyAZYdIKpMIhEwoJ0bBrRzw7/zS/DHhQRsPBOP6KRsbLuYhG0Xk+DrbI/JvfwwuZc/fJ1Zto2aD0ut7Unmsysqqc4yL+YiMevZiaoQBAHzQtoBANYei8WBK6n480ICTtzIgFoj1rE3EREREVkrJl+JaqZykGPGgNbY8cpgbHt5EJ7q1woKOxkSMgvw330xGLTsAJ767hS2X0xCUana3OESEZnUrqgkzFkfUSnxCgDJWYWYsz4Cu6KSzBSZFme+ksUJDfaCp9IWKdlFeGbdGV27pXxiQURERESNL7s4GwCTr0R16eSrQidfFd4Z9xB2RSVj45l4nLiZgSMx6TgSkw4XBzn+1t0Pj/f2Rwcv/n8ioqYpNbsQqTlFUGtEvPtHFPRN1ytre/ePKHir7CGVCPBQ2OoWRjQVJl/J4uyJTkZKdlG19rJPLFY+2YMJWCIiIqImhjNfierHTi7FpO6+mNTdF7cy8rDp7B1sOhePlOwirDkWizXHYtHV3xmP9/LHhK7eUNjJzR0yEVGj+fHUbXy2P8agvum5xXhkxTEAwCvD2+O1kYHGDK0aJl/JIlT9xEIfS/nEgoiIiIgaV4mmBAWlBQC44BZRQ7Rq4YjXQzvg1RHtcTgmDRvPxGP/X6mIjM9EZHwmPtgWjbGdvfF4b3/0bu0CQTD/AjRERPUhiiJSc4pwJTkH15JzcD01F23dHRGXng+1WHeZyn+FdsDQQHd4KGxNEG1lTL6SRfj28E2sPhprUN+Kn1jMHtQG744PMmZoRERERGRkucW5up8d5Y5mjITIusmkEjzc0RMPd/REWk4Rfj9/BxvPxONGWh5+i7iD3yLuIMDNEZN7+ePRnr7wUHAiCxFZnpzCElxLycHV5FxcTc7GleQcXE3JQWZ+SYOP6eJgvtn/TL4SEREREZFZlZUccJQ7QibhWxSixuCusMXzQ9riucEBiLh9DxvPxGPbxSTcTM/Dsl1X8H97ruLhjh54vJc/Qjq4QybletxEZFrFpRrcTM/F1eQc3e1Kcg4SMgv09pcIQBs3R3T0UiIjtwgnY+8afK63f9d+y5plB6jZen5IACZ198XFO5m6/xC1WfK3Tuji52yW6eJERERE1LhY75XIeARBQM9WrujZyhXvTwjG9ouJ2HgmHhG3M7E3OgV7o1PgobDFoz39MKWXP9q4cfY5ETUuURRx514BrqVok6tlidab6bkoUesvGeCltEOglwIdvRTo4KlABy8F2nk4wU4uBVBevhIAjl9Px5KdV2o8/9tjOmJAOzcAYNkBar48lHbwUNrhIW8lvjhwHclZhXpXqhMAeKns8HjvlpBKWKeIiIiIqCnIKdEmX53kTmaOhKhpc7KV4fHeLfF475aIScnBxjPx2Hw+Aak5RVgZfgMrw2+gTxtXPN7LH2M7e8PeRmrukInIytzLK8bVlPJZrFeTs3EtJRe5RaV6+ytsZQj00iZXKyZanR1saj1PWR4JADr5qtCyhQMWbY1GUlahro+3yg5hE4LMvmg7k69kUaQSAWETgjBnfQQEoFoCVgQQNiGIiVciIiKiJqRs5isX2yIynfaeCrw7PghvjO6I/X+lYOPZeBy+lobTsXdxOvYuFm65jAndfDC1tz86+6q4SBcRVVJYosb11FxdgrVsRmvZbNSq5FIBbd2d0KFiotVLCR+VXaO8vozu5I2RQV44HXsXqTmF8FDYoU8bV4vIHzH5ShZndCdvrHyyR7VPLABAYSdD/wA3M0VGRERERMbAsgNE5mMjk2BMZ2+M6eyNpKwC/Hr2Dn45F4/4uwXYcOo2Npy6jY5eCjze2x+TuvnCxbH22WhE1LSoNSJuZeRVKxkQl5EHjf6KAfBzsb+fXNUmWDt6KdDGzRFyI9eWlkoE9G/bwqjnaAgmX8kiVf3EwsVBjoVbLuNmej6W7vwLHz3axdwhEhEREVEjYfKVyDJ4q+zx8vD2mDesHU7ezMDGs/HYGZWMK8k5WLQ1Gkt3XMGoYE883tsfA9u6QWIBM8qIqHGIooi0nKIqJQNyEJOag8ISjd59XBzk92exKnUzWgM9FXCyZbqxIl4NslhVP7FY9pgMk78+gZ/PxOORbr4W+WkGEREREdVfdnE2ACZfiSyFRCJgQDs3DGjnhn/nl+CPCwnYeCYe0UnZ2HYxCdsuJsHX2R6Te/lhci9/+DrbmztkIqqH3KJSXEspn8V6JTkbV5NzcC+/RG9/W5kEgZ4VywVob+5OtixJYgAmX8lq9G7tiul9W+LHU7fx9u+XsPOVwbpV7oiIiIjIenHmK5HlUjnIMWNAa8wY0BpRCVnYeCYef1xIQEJmAf67Lwaf7Y/BoHZumNq7JUYEecBWxvdoRJaiRK1BbHqeri5r2YzWO/cK9PaXCEDrFo7V6rK2dHWwiNqp1orJV7Iqb47piH1/pSA2PQ9fHIjBv0I7mjskIiIiInpAXHCLyDp08lWhk68K74x7CLuikrHxTDxO3MzAkZh0HIlJh4uDHH/r7ofHe/ujgxc/TCEyFVEUkZhVWGnhq6vJObiRlosStf7CrB4K20oJ1g6eCrT3dOIkNyNg8pWsitJOjn8/0gkv/O8cvjl0E+O7+OAhbw7SiYiIiKwZZ74SWRc7uRSTuvtiUndf3MrIw6azd7DpXDxSsouw5lgs1hyLRVd/Zzzeyx8TunpDYSc3d8hETUZWfom2TECFBbCuJecgp6hUb38nWxkCPZ10C1918FKgg6eCi+eZEJOvZHVCg70wOtgLuy4n463fLmLz3IGc/k5ERERkxZh8JbJerVo44vXQDnh1RHscjknDxjPx2P9XKiLjMxEZn4kPtkVjbGdvPN7bH71bu7A+JJGBCkvUuJ6aq53Fqku0ZiMlu0hvf5lEQFt3J13JgA73a7T6udjz/52ZWWzy9cyZMwgLC8OJEydQXFyM4OBgvPrqq3jiiScM2v/o0aP4/fffER4ejri4OOTl5aF169Z45JFHsGDBAjg7Oxv3DpBRLXokGMdupCPyTha+Px6HZwa1MXdIRERERNRAXHCLyPrJpBI83NETD3f0RFpOEX4/fwcbz8TjRloefou4g98i7iDAzRGTe/nj0Z6+8FDYmTtkIoug0Yi4fTe/vFxAirY2a1xGPtQa/SUDfJ3tKy181cFLgQA3J9jIJCaOngwhiKKo/5E0o/DwcISGhsLGxgZTp06FSqXC5s2bERsbiw8//BBvv/12ncfw8vJCeno6Bg0ahO7du0MQBISHh+P8+fNo27Ytjh8/Dg8Pj3rFlZ2dDZVKhaysLCiV/Kq7uW24v/CWg40Ue14bAj8XB3OHREREROCYydoZ8/FLy09DWkFapTaNqMELe15Adkk2nuv0HB5u9TAkQuU3j+727nB3cG/UWIjI+ERRRMTte9h4Jh7bLiYhv1gNAJBKBDzc0QOP9/JHSAd3yKRMGFHzkJZTdH/RK22C9VpKDq6l5KKgRK23v7ODHB08tXVZA+/XZw30VLCUh4UwdMxkccnX0tJSdOzYEXfu3MGJEyfQvXt3AEBOTg769++Pq1evIjo6Gu3bt6/1OMuWLcPTTz8Nb29vXZsoipg3bx5WrlyJuXPnYsWKFfWKjW8kLItGI2LqtydxOu4uQjq4Y+3M3pxKT0REZAE4ZrJuxnz8vrrwFVZGrqz3fnO6zsHcbnMbNRYiMq3colJsv5iIjWfiEXE7U9fuobDFoz39MKWXP9q4OVbbT60RcTr2LlJzCuGhsEOfNq4sO0cWL6+oFNdScu4nWnN0P2fkFevtbyuToL2nEzp4KtHBq7w+q4fClnkOC2a1ydc9e/YgNDQUs2bNwpo1aypt27hxI6ZOnYoFCxZgyZIlDTp+UlISfHx8EBwcjKioqHrtyzcSlud6ai7GfnYExWoNPpvaDY908+UfZyIiIjPjmMm6mWrm66mkU1h+bnmNfef3nI++3n0BcOYrUVMTk5KDjWfisfl8Au5WSEZ193dGSAd3DGznBju5FMevp+PbIzeRnlvex83JBs8PDsCAdm66Ng+FLTyULGNApleq1iA2PU9XMqAs0Xr7br7e/oIAtG7hiA6e5TNZO3gp0LqFI/MWVsjQMZPF1XwNDw8HAIwaNaratrK2Q4cONfj4crl2arZMZnF3nRqgnYcTXn64HT7Zew3/3hqNklINPtl7DUlZhbo+3io7hE0IwuhO3rUciYiIiIiMzd1Bm0RVa9T4x4F/1NhPgIANf23A00FPQyqRmjBCIjKF9p4KvDs+CG+M7oj9f6Vg49l4HL6WhvPxmTgfn4lP98XUuG96bjGW7LxSqe2V4e3x2shAY4dNzZgoikjKKtQlWK8mZ+NqSi5upOaiWK3Ru4+7wlZXJqDD/URrew8F7G34d625sbgMZEyM9kVWX1kBFxcXuLm56fo0RNlsWn3J3aqKiopQVFS+ilx2dnaDz0vG88LQtth2MQlXU3Lw+q8Xq21PzirEnPURWPlkDyZgiYiIiCxARGoEUvJTatwuQkRyfjIiUiPQ26u3CSMjIlOykUkwprM3xnT2RlJWAdYdi8MfFxJqXM29IjcnG6x+uhdkUgk8FLYmiJaai6yCEu3CV8nZuHq/XMDV5BxkF5bq7e9gI0Wgp6LSAlgdvZRwdbQxceRkqSwu+ZqVlQUAUKlUercrlUrcuXOnQce+cOECFi1aBA8PD7zxxht19l+6dCkWLVrUoHORaaRmFyI1pwjPDm6NN369pLdPWV2Nd/+IgrfKHlKJwK+lEBEREZlRWn5a3Z3q0Y+IrJ+3yh4Lxj6EN0d3xJqjsVi8469a+6fnFmPSV8dhJ5fARiqBjUwKW5kEtjIJbCr9K630u41UAlu5BDZS6f1/y/vb6utfyzFsKxxDwq+Mm1RjlBssKlXjemquNrlaIcla8Zu0FckkAgLcHSskWrV1WX2d7fn4U60sLvlqLLGxsRg/fjzUajV+/vlnuLm51bnPggULMH/+fN3v2dnZ8Pf3N2aYVE/fHr6J1UdjDeqbnluMR1YcAwDMHtQG744PMmZoRERERFQDQ+u3ss4rUfMjkQhwVxo+k7WwRIPCEg0A/bMSTUUmEaolfG2qJYOl5b/rksAS2MqllZLAtR3DVlY5cVw5gSyFXCo0uQWayiZdlalvLWCNRkT8vXxdXdayRGtseh7UGv3LIPk62yPQs3zhqw5eCgS4O8JWxpIBVH8Wl3wtm/FaNgO2qrJitvVx69YtDBs2DGlpafjtt98wbNgwg/aztbWFrS2/vkBERERE1Jh6ePSAp4MnUvNTIaL6G18BAjwdPNHDo4cZoiMic/NQGPYtxZXTe6CTrwrFag2KSjT3/1WjWK1BcakGRaVl/6p1v5e3af8tVqsr7KupsK+6yjHKflZr/1VrUHH58lKNiNJiNfKK1QBKjHNhDFQxgVt9JnCF2bt1zPLVO4u4hiSxrZ62xlpA6sdTt/HZ/trLT+qrBRzso4RMKkFMSg7yi9V691PaydDRS1mhXIB2ISylnbxRYicCLDD5WlbrNSYmBj179qy07d69e0hPT8eAAQMMPl5cXByGDRuGxMREbNq0CePHj2/UeMm8nh8SgEndfXHxTibe/j2qzv5L/tYJXfycWROIiIiIyIykEine6vMW5ofPr7ZNgPbN+pt93uRiW0TNTNkMRwcbKdycbCrNbKzKzckGPs72yCoogYfCFm3dTVtWThRFlKjFOpK1lduKqyZw7ydxKyaJi6r1r3IMPYnmEnXlD7HKjpFjAbOBq8/e1Z/ArTlJLIVaI+K5wW0gkwr434nbyC0y7H5dTixft8dGJkE7d6dqdVk9lbZNbqYwWR6LS74OHToUS5cuxZ49ezB16tRK2/bs2aPrY4i4uDiEhIQgMTERGzduxCOPPNLo8ZJ5eSjt4KG0w0PeSnxx4DqSswr1zJ0ABABeKjs83rtlo336RkRERET1k5afhrQCbR1XHycfvNbzNXxz8RvkleTp+rjauWJG8Az4OPkgOiMaAOBu784SBETNgCEzHMtULCv3yvD2eG1koDFDq0YQBNjItMlFmHluj0Yj6pK4ZcnaqolgfbN8i2pMHNd8jKIKSd+qM4WLSvXPBq5p1qmxeCpt0dXPWVeXtYOXAq1bOEAmlZg0DqIygiiK+gtcmElpaSk6dOiAhIQEnDx5Et26dQMA5OTkoH///rh69SouX76MwEDtC2t6ejrS09Ph5uZWqY5rWeI1ISEBGzduxN///vcHjq2s5EFWVhaUSuUDH48a166oJMxZHwEA1RKwAoCVT/bA6E7eJo+LiIioueGYyboZ8/H76sJXWBm5st77zek6B3O7zW3UWIjI8jxobU8yL1EUUaoR9SRuy0s1GFoeonqZCDVuZeThUkJ2nXF8NrUbHunma4J7TM2doWMmi5v5KpPJsHr1aoSGhmLw4MGYNm0alEolNm/ejNjYWCxevFiXeAWAL7/8EosWLUJYWBgWLlyoaw8JCcGtW7fQr18/XLx4ERcvXqx2ror9yfqN7uSNlU/2wKKt0ZVWJ5QKwL8ndWLilYiIiMjMJgdORoh/SKW2nbE7se7yOgzwGYBXeryidz93e856JWoOyr7ZWKaTrwrPDg544FXtyTQEQYBcKkAulcCxEWcDlyXlL97JxCUDyg3mFZUiKiGLSXmyGBaXfAWAYcOG4ejRowgLC8Mvv/yC4uJiBAcH44MPPsD06dMNOsatW7cAACdPnsTJkyf19mHytekZ3ckbI4O8cDr2LmJScrAi/DpSsovwzaGbeLijB7xV9uYOkYiIiKjZcneoXj7geOJxAICngyeCWgSZIywismBSiYD+bVuYOwwyo/qUowCgWw/GHOUoiPSxuLIDloxfobM+SVkFePybk7h9Nx+tWzhg4wv94clPvoiIiIyKYybrZurH78vzX+Kbi99gWsdpeLvv20Y/HxERWZeK5SiOX0/Hkp1Xauz79piOupIUnPlKxma1ZQeIGpO3yh4/Pd8Pj39zAnEZ+Zj27Un8/Hw/vgATERERWYjCUm25KDsZx2dERFRdxXIUnXxVaNnCoVq5QW+VHcImBLHcIFkkJl+pyfN1tsdPz/XD1G9P4mZ6HqatOomfn+8Pd4WZl6QkIiIiIhSqtW+e7aUsD0VERHWrWG6QtYDJGkjMHQCRKfi7OuCn5/rBW2WHG2l5eGLVSaTnFtW9IxEREREZVUFpAQDOfCUiIsOV1QJ+pJsv+rdtwcQrWTQmX6nZaNlCm4D1UtohJjUXT64+hbt5xeYOi4iIiKjRLF26FL169YJCoYCnpyemTJmCuLg4c4dVqyK19gNxWym/lURERERND5Ov1Ky0dnPEhuf6wkNhiyvJOZi++hTuMQFLRERETcShQ4fw8ssv49SpU9i1axcyMzMxZswYlJaWmju0GpXVfLWXsewAERERNT1MvlKzE+DuhA3P9YObky3+SsrGk9+dQmY+E7BERERk/Xbt2oUZM2YgKCgI3bt3x3fffYcrV64gOjra3KHViAtuERERUVPG5Cs1S+08nPDTc33h5mSDy4nZeOq708gqKDF3WERERGSF1q9fjxdeeAG9evWCra0tBEHAunXrat3nzJkzGDt2LFxcXODo6Ig+ffpgw4YNjR5bVlYWAMDV1bXRj91YCtT3a75KmXwlIiKipofJV2q22nsq8OPsfnB1tMGlhCw8veY0sguZgCUiIqL6effdd/Htt9/i1q1b8Pb2rrN/eHg4Bg0ahCNHjuCxxx7DnDlzkJ6ejunTp2PJkiWNFpdGo8E///lPjB07Fn5+fo123MbGma9ERETUlDH5Ss1aBy8FfpzdFy4OckTGZ2LGmtPIYQKWiIiI6mH16tWIi4tDWloaXnzxxVr7lpaWYvbs2RAEAYcPH8aqVavwf//3f4iMjERwcDDCwsIQExOj6//uu+9CEIRab/qIoogXXngBsbGxdc7CNTfWfCUiIqKmjMlXavYe8lZi/ey+UNnLcf52JmauPYPcIstdlIKIiIgsy4gRI9CqVSuD+h44cAA3btzAE088ge7du+vaFQoF3nvvPZSWlmLt2rW69tdffx2xsbG13qoSRRFz587Fvn37sH//fri7uz/4nTQiznwlIiKipkxm7gCILEGwjwo/zu6LJ1adxLlb9/DM2jNYO6s3HG35X4SIiIgaT3h4OABg1KhR1baVtR06dEjX5uzsDGdnZ4OPL4oi5s2bh+3bt+PQoUPw9/d/oHhNgTVfiYiIqCnjzFei+zr5qrB+dl8o7GQ4HXcXz6w7g/xizoAlIiKixlNWUqB9+/bVtrm4uMDNza1S2YH6mjt3Ln766Sds2LAB9vb2SE5ORnJyMoqLi2vcp6ioCNnZ2ZVupsSZr0RERNSUMflKVEEXP2f88EwfONnKcCr2LmZ/fxYFxWpzh0VERERNRFZWFgBApVLp3a5UKnV9GuLrr79GZmYmBg8eDG9vb93t+PHjNe6zdOlSqFQq3c2Us2VLNaUo0Wjr7bPmKxERETVFTL4SVdG9pQu+f6Y3HG2kOH4jA8//7ywKS5iAJSIiIssniqLeW0hISI37LFiwAFlZWbpbfHy8yeItUhfpfubMVyIiImqKmHwl0qNnK1ese6YPHGykOBKTjhf+d44JWCIiInpgZTNea5rdmp2dXeOsWGOxtbWFUqmsdDOVglJtvVcBAmwkNiY7LxEREZGpMPlKVIPerV2xdmZv2MulOHQtDXPWn0NRaXkCVq0RceJGBv68kIATNzKg1ohmjJaIiIisQVmtV311Xe/du4f09HS99WCbqor1XgVBMHM0RERERI2PyVeiWvQNaIE1M3vDTi7BwatpmPdjBIpLNdgVlYRByw5g2qqTeOXnC5i26iQGLTuAXVFJ5g6ZiIiILNjQoUMBAHv27Km2raytrE9zUJZ8Zb1XIiIiaqqYfCWqQ/+2LfDdjN6wlUmw769UTP76OOasj0BSVmGlfslZhZizPoIJWCIiIqrR8OHDERAQgA0bNuDChQu69pycHHzwwQeQyWSYOXOm2eIztUL1/ZmvUtZ7JSIioqZJZu4AiKxBew8nvDPuIfx762VE3tFfo62s6MC7f0TBW2UPqUSAh8IWHkq+mSAiImrKVq9ejaNHjwIALl26pGsLDw8HAEyaNAmTJk0CAMhkMqxevRqhoaEYPHgwpk2bBqVSic2bNyM2NhaLFy9GYGCgOe6GWZTVfOViW0RERNRUMflKZIBvD9/E6qOxBvVNzy3GIyuOAQBmD2qDd8cHGTM0IiIiMrOjR4/i+++/r9R27NgxHDumHQ+0bt1al3wFgGHDhuHo0aMICwvDL7/8guLiYgQHB+ODDz7A9OnTTRm62VWs+UpERETUFDH5SkRERET0ANatW4d169bVa58+ffpg586dxgmogVasWIEVK1ZArVbX3bkB0vLTkFaQVqnteuZ1AIBG1CA6I1rvfu727nB3cDdKTERERETGJoiiyCXaDZSdnQ2VSoWsrCwolUpzh0MmlJpdiNScIly8k4m3f4+qs/+Sv3VCFz9nlh0gIqJmiWMm62asx++rC19hZeTKeu83p+sczO02t9HiICIiImoMho6ZOPOVyAAeSjt4KO3wkLcSXxy4juSsQtT0qYW3yg6P924JqUQwaYxERERElmxy4GSE+Ifofj+VdApfR36N/NJ8XZurnStmBs9EX+++ujZ3e856JSIiIuslMXcARNZEKhEQNkFbw7Wm1GpOYSnCtkThdOxdaDScWE5EREQEAO4O7ghqEYSgFkFIzE3Ep+c+rZR4BYB7hffw6blPkZibqOvLkgNERERkzZh8Jaqn0Z28sfLJHvBSVS4n4GAjhZOtDLlFpVh/8jamfHMCA5cdwIfbo3HpThZY4YOIiIgIUGvU+Oj0RxD1fI+orG3Z6WVQa4xTe5aIiIjIlFh2gKgBRnfyxsggL5yOvYvUnEJ4KOzQp40rRFHE8RsZ2BKZiN1RyUjKKsSqI7FYdSQWbdwcMaGLNyZ09UF7T4W57wIRERGRWUSkRiAlP6XG7SJEJOcnIyI1Ar29epswMiIiIqLGx+QrUQNJJQL6t21RpVXAkEB3DAl0x+JJnXDoWhq2RCZi/18piE3Pw+cHruPzA9fR0UuBid18MKGLD/xdHcwSPxEREZE5pOWnNWo/IiIiIkvG5CuRkdjJpQgN9kJosBfyikqx768UbLmQiMMxabiSnIMru67i411X0b2lMyZ29cG4zt7wUNrVfWAiIiIiK2ZoDVfWeiUiIqKmgMlXIhNwtJXhkW6+eKSbLzLzi7ErKhlbLybixI0MnL+difO3M/HBtmj0C2iBCV19MKaTF5wdbMwdNhEREVGj6+HRA54OnkjNT9Vb91WAAE8HT/Tw6GGG6IiIiIgalyByFSCDZWdnQ6VSISsrC0ql0tzhUBOQmlOI7ReTsDUyERG3M3XtcqmAIe3dMaGrD0YGecLRlp+TEBGR9eCYyTqtWLECK1asgFqtxrVr14z6+O27tQ/zw+dXS74KEAAAy0OWY0SrEUY5NxEREVFjMHTMy+RrPfCNBBlT/N18bL2YiK2RSfgrKVvXbieXYHhHT0zo6oOQDu6wk0vNGCUREVHdOGaybsZ6/NLy05BWUF7H9VTSKXxx/guUaEp0bS3sWmBG8Az09e6ra3O3d2cJAiIiIrI4TL4aAd9IkKnEpORga2QitkQmIi4jX9eusJVhVLAXJnbzwcC2LSCTSswYJRERkX4cM1k3Yz1+X134CisjV9Z7vzld52But7mNFgcRERFRY2Dy1Qj4RoJMTRRFRCVk358Rm4ikrELdNldHG4zt7IWJXX3Rq5ULJBLBjJESERGV45jJuplq5isAvH3kbdzIuoE3e7+JHp76a7xy5isRERFZIkPHTCwkSWTBBEFAZz8VOvup8Nbojjh76x62RiZix6UkZOQVY/3J21h/8ja8VXYY38UbE7v6opOvEoLARCwRERFZFneH6knUsjFLoEsggloEmSMsIiIiIqNi8pXISkgkAvq0cUWfNq4ImxCEYzcysDUyEbujkpGUVYhVR2Kx6kgs2rg5YkIXb0zs5oN2Hgpzh01ERERUo4LSAgCAnczOzJEQERERGQeTr0RWSCaVYGigO4YGumPxpE44dC0NWyITsf+vFMSm5+HzA9fx+YHr6OilwMRuPpjQxQf+rg7mDpuIiIioksJSbUklJl+JiIioqWLylcjK2cmlCA32QmiwF/KKSrHvrxRsuZCIwzFpuJKcgyu7ruLjXVfRvaUzJnb1wbjO3vBQ8g0OERERmV+hWpt8tZfamzkSIiIiIuNg8pWoCXG0leGRbr54pJsvMvOLsSsqGVsiE3HiZgbO387E+duZ+GBbNPoFtMDErj4Y3ckLzg425g6biIiImiFRFDnzlYiIiJo8Jl+JmihnBxtM7dMSU/u0RGp2IbZfSsKWyEScv52J4zcycPxGBt77MwpD2rtjQlcfjAzyhKMtXxKIiIjINEo1pVCLagBMvhIREVHTxUwLUTPgobTDrIFtMGtgG8TfzcfWi4nYGpmEv5Kysf9KKvZfSYWdXILhD3liQhcfhHRwh51cau6wiYiIyIRWrFiBFStWQK1Wm+R8BeoC3c92UiZfiYiIqGkSRFEUzR2EtcjOzoZKpUJWVhaUSqW5wyF6YDEpOdgamYgtkYmIy8jXtStsZQjt5IUJXX0wsG0LyKQSM0ZJRETWhmMm62aqxy81PxXDNw2HVJDi/FPnIQiC0c5FRERE1NgMHTNx5itRM9beU4H5ozrgtZGBiErIxpbIBGy7mISkrEL8eu4Ofj13By0cbTCmsxcmdvVFr1YukEj4xoiIiIgeXMV6r0y8EhERUVPF5CsRQRAEdPZTobOfCgvGPISzt+5ha2QidlxKQkZeMdafvI31J2/DW2WH8V28MbGrLzr5KvlGiYiIiBqsoFRbdoAlB4iIiKgpY/KViCqRSAT0aeOKPm1cETYhCMduZGDLhUTsuZyMpKxCrDoSi1VHYtHGzRETunhjYjcftPNQNOhcao2I07F3kZpTCA+FHfq0cYWUM2uJiIiahUJ1+cxXIiIioqaKyVciqpFMKsHQQHcMDXRHYUknhF9Nw9aLidj/Vwpi0/Pw+YHr+PzAdXT0UmBiNx9M6OIDf1cHg469KyoJi7ZGIymrUNfmrbJD2IQgjO7kbay7RERERBairOyAvczezJEQERERGQ+Tr0RkEDu5FKM7eWF0Jy/kFpViX3QKtkYm4tC1NFxJzsGVXVfx8a6r6N7SGRO7+mBcZ294KPXPZNkVlYQ56yNQdbW/5KxCzFkfgZVP9mACloiIqInT1Xxl2QEiIiJqwph8JaJ6c7KVYVJ3X0zq7ovM/GLsikrGlshEnLiZgfO3M3H+diY+2BaNfgEtMLGrD0Z38oKzgw0AbamBRVujqyVeAUAEIABYtDUaI4O8WIKAiIioCStQ36/5yrIDRERE1IQx+UpED8TZwQZT+7TE1D4tkZpdiO2XkrAlMhHnb2fi+I0MHL+Rgff+jEJ3f2d08FLCXi6pVGqgKhFAUlYhlu+9ivYeCgR6OiHIR2W6O0RERESNKi0/DWkFadXab2beBACUakoRnRFdbbu7vTvcHdyNHh8RERGRMQmiKOqbgEZ6ZGdnQ6VSISsrC0ql0tzhEFm0+Lv52HoxEVsuJOJKck6Dj9O3jSs2vtC/ESMjIiJj45jJujX24/fVha+wMnJlvfeb03UO5nab+8DnJyIiIjIGQ8dMnPlKREbh7+qAuSHtMDekHWJScrDmWCz2RqcgPbfYoP2f7NcSD3kp0cWPs16JiIis2eTAyQjxD6nUll+Sj1m7ZwEAglsE491+70IiSCr1cbfnrFciIiKyfpz5Wg+cxUH0YERRRGR8FqavPom8YrXB+9nLpVDYyaCwk8HJTg7l/Z8VtvL77XLd9pp+tpVJjXjPiIioIo6ZrJuxH799t/Zh6emlSM1P1bV5OnjirT5vYUSrEY1+PiIiIiJj4MxXIrI4giCgW0tnfDKlK+asj9C76BYAKO1kKFZrUFiiAQAUlKhRUKJGak5Rg89tI5PcT9pqE7JOtlUTtBWSupX6yHX72cklEAQuAkZERE3TihUrsGLFCqjVhn9AWl/7bu3D/PD5EKuMAlLzUzE/fD6WhyxnApaIiIiaFM58rQfO4iBqPLuikrBoa3Slxbe8VXYImxCE0Z28AQAlag1yCkuRU1hy/9+KP9//t6im7dqf6zPDti4yiVBtRq2TbfWkbW0zcR1tpI2WwFVrRJyOvYvUnEJ4KOzQp40rpBImh4moOlO/XnDMZN2M9fipNWqE/haKlPwUvdsFCPB08MSuR3dBKuE3VoiIiMiyceYrEVm00Z28MTLIq9ZkgFwqgaujDVwdbRp8HrVGRG5hKXKK9Cdws++35erdXorswhLkFpVCFIFSjYh7+SW4l1/S4HgkAnQzahV2MijLZtnqSeDqS+o62cqgsJVhT3RynclrIiLAsA+7iEwhIjWixsQrAIgQkZyfjIjUCPT26m3CyIiIiIiMh8lXIjIbqURA/7YtjH4OlYMcKgd5g4+h0YjIL1HrTdpWbMvVJWwrzswtT+SqNSI0IpB9v09jS8oqxIvrI9DO3QmuTjaQCIBEECARBAiCtuyDRAAE4H7b/d8r9IPu5/t9gGr9hPvHq3h8oHy/iv2q7Vehn0RSx37Q9qm2X5U4azp+eZzl/YT78WqPX1O/Kr+jwu+SmvfTXQfJAxy/4uPUwBnSnBFNFe2KStJb5iU5qxBz1kdg5ZM9mIAlk0nLT2vUfkRERETWgMlXIqI6SCQCnGy1NWC9VQ07hiiKKCzRVEjc6plpW6SnrEKV7cWlmjrPdT0tF+D71iahWtIWtSWXBZSoNcgrKoWmQqZNIgBKOzns5HV/hbe++d76pnRNUTO53veh3ve5/vfBXNdVFEXE3yvQW19bvH+eRVujMTLIiwl6Mgl3B/dG7UdERERkDZh8JSIyAUEQYG8jhb2NFB4NKJ8XnZiFaym5uJKUja8P36yzf2iwJzyVdvBW2cHH2R4aUYQoAhoR93+u8ju0iRqNRvuzRrz/e5V+gHYmcLX9KvSrcb/77do++vcTdf3u7yeW71ft+BXiFMXKx6+0Xw33p+p+2vtS+Xxlv5e3V4lTU8d+KN+/IUQRUIsitJWLG3YQjQhkFpQABQ0vl0FNkwjtjPnle6+ivYcCgZ5OCPJp4CdMRAbo4dEDng6eSM1PrbbgFlBe87WHRw8zREdERERkHEy+EhFZgUVbo3Eq9q7B/Xdf1tbU69vGFRtf6G+ssMhAZYne8uRyDUlaTeXfyxPQte9XqtZg+upTSM8trjEGNycbfDej9wPPcKxPIllfcqXxjl2f4xreu74p7vol1usRxwNci7A/oxCdlGPw/isO3gDA1wsyPqlEirf6vIX54fOrbSubVf5mnze52BYRERE1KUy+EhFZgbAJQbiWkouY1BxdoqQ284a11c1kI/MrKxEAANIGfG29JmUzomNSc2pNvAJAem4x9kQnc4ZjM/B/k7vy9YIsSlp+GtIKtPVwfJx88FrP17A2ai3uFd3T9XG1c8WM4BnwcfJBdEY0AMDd3p0lCIiIiMjqMflKRGQFgnxUCPJRQa0RsTkiAclZhXrn0AkAvFR2mD+yA2s4NgP1nRHNGY7NA18vyNJsurYJKyNX1tonozADy88tr9Q2p+sczO0215ihERERERkdk69ERFZEKhEQNiEIc9ZHQEDlrxuXpU7CJgQxkdJMcEY01YavF2QpJgdORoh/SL33c7fnrFciIiKyfky+EhFZmdGdvLHyyR5YtDUaSVmFunYvlR3CJgRhdCdvM0ZHpsQZjlQXvl6QJXB3YPkAIiIiar6YfCUiskKjO3ljZJAXTsfeRWpOITwUdujTxpWJtWaKMxypNny9ICIiIiIyHyZfiYislFQioH/bFuYOgywEZzhSbfh6QURERERkHky+EhERNRGc4UhERERERGRZmHwlIiJqQjjDkYgaasWKFVixYgXUarW5QyEiIiJqMiTmDqAmZ86cwdixY+Hi4gJHR0f06dMHGzZsqNcxNBoNvvzyS3Tp0gX29vZwd3fHlClTEBMTY6SoiYiIiIis07x58xAdHY0zZ86YOxQiIiKiJsMik6/h4eEYNGgQjhw5gsceewxz5sxBeno6pk+fjiVLlhh8nBdffBEvv/wy1Go1Xn75ZYwdOxZbtmxB7969ER0dbcR7QERERERERERERM2dIIqiWHc30yktLUXHjh1x584dnDhxAt27dwcA5OTkoH///rh69Sqio6PRvn37Wo9z8OBBPPzwwxg8eDD27t0LW1tbAMD+/fsxcuRIDB48GIcOHapXbNnZ2VCpVMjKyoJSqWzYHSQiIiJq4jhmsm58/IiIiIjqZuiYyeJmvh44cAA3btzAE088oUu8AoBCocB7772H0tJSrF27ts7jrFq1CgCwePFiXeIVAIYPH47Q0FAcPnwY165da/w7QERERERERERERAQLTL6Gh4cDAEaNGlVtW1mbITNWw8PD4ejoiIEDB1bbFhoaavBxiIiIiIiIiIiIiBrC4pKvZYth6Ssr4OLiAjc3tzoXzMrLy0NSUhLatGkDqVRabXvZsbnwFhERERERERERERmLzNwBVJWVlQUAUKlUercrlUrcuXPngY9RsV9NioqKUFRUpPs9Ozu71v5EREREREREREREZSxu5qslWbp0KVQqle7m7+9v7pCIiIiIiIiIiIjISlhc8rVstmpNs1LLVhJ70GNU7FeTBQsWICsrS3eLj4+vtT8RERERERERERFRGYtLvtZWj/XevXtIT0/XWw+2IkdHR3h7eyM2NhZqtbra9trqylZka2sLpVJZ6UZERERERERERERkCItLvg4dOhQAsGfPnmrbytrK+tR1nLy8PBw7dqzatt27dxt8HCIiIiIiIiIiIqKGsLjk6/DhwxEQEIANGzbgwoULuvacnBx88MEHkMlkmDlzpq49PT0dV65cQXp6eqXjPP/88wCAd999F8XFxbr2/fv3Y/fu3RgyZAgCAwONel+IiIiIiIiIiIio+ZKZO4CqZDIZVq9ejdDQUAwePBjTpk2DUqnE5s2bERsbi8WLF1dKmn755ZdYtGgRwsLCsHDhQl37sGHDMHv2bKxevRrdu3fHuHHjkJKSgo0bN0KpVGLlypX1jk0URQDlNWOJiIiIqLqysVLZ2ImsC8e8RERERHUzdMxrcclXQJs4PXr0KMLCwvDLL7+guLgYwcHB+OCDDzB9+nSDj/PNN9+gS5cu+Oabb/D555/DyckJEyZMwIcfftigWa85OTkAAH9//3rvS0RERNTc5OTk1LnAKVkejnmJiIiIDFfXmFcQOSXBYBqNBomJiVAoFBAEwWjnyc7Ohr+/P+Lj45v9Il+8FuV4LcrxWpTjtSjHa1GO16Icr0U5U14LURSRk5MDHx8fSCQWV+WK6sAxr+nxWpTjtSjHa1GO16Icr0U5XotyvBblLHHMa5EzXy2VRCKBn5+fyc6nVCqb/X+aMrwW5XgtyvFalOO1KMdrUY7XohyvRTlTXQvOeLVeHPOaD69FOV6LcrwW5XgtyvFalOO1KMdrUc6SxrycikBERERERERERERkBEy+EhERERERERERERkBk68WyNbWFmFhYbC1tTV3KGbHa1GO16Icr0U5XotyvBbleC3K8VqU47UgS8PnZDlei3K8FuV4LcrxWpTjtSjHa1GO16KcJV4LLrhFREREREREREREZASc+UpERERERERERERkBEy+EhERERERERERERkBk69ERERERERERERERsDkqwU5c+YMxo4dCxcXFzg6OqJPnz7YsGGDucN6IAkJCfjvf/+LUaNGoWXLlrCxsYGXlxceffRRnDp1qlr/hQsXQhAEvTc7O7saz7Nhwwb06dMHjo6OcHFxwdixY3H27Flj3rUGad26dY3378UXX6zWPzs7G/Pnz0erVq1ga2uLVq1aYf78+cjOzq7xHNZwLdatW1fjdSi7DR8+XNe/qTwv1q9fjxdeeAG9evWCra0tBEHAunXrauxvisc/JiYGU6ZMgbu7O+zt7dGlSxd8+eWX0Gg0D3JXa2XodSgpKcFvv/2GmTNn4qGHHoKjoyMUCgX69u2Lr776Cmq1uto+cXFxtT6vfv75Z70xmeM6APV7Tpjq/4E1XIu6Xj8EQUB8fLyuv7U9L+r7txNouq8X1DRxzNt0xjY14ZhXqzmOeTneLccxbzmOectxzFuuOY15ZQ3ekxpVeHg4QkNDYWNjg6lTp0KlUmHz5s2YPn064uLi8Pbbb5s7xAb54osvsGzZMrRt2xYjR46Eh4cHYmJi8Mcff+CPP/7ATz/9hClTplTbb8aMGWjdunWlNplM/9N1yZIleOedd9CyZUu8+OKLyM3Nxc8//4yBAwdi9+7dCAkJMcI9aziVSoVXX321WnuvXr0q/Z6Xl4ehQ4fiwoULGDlyJKZNm4bIyEh8+umnOHjwII4ePQpHR8dK+1jLtejWrRvCwsL0bvv1119x+fJlhIaGVttm7c+Ld999F7du3YKbmxu8vb1x69atGvua4vGPjo7GgAEDkJ+fjylTpsDX1xc7d+7Eyy+/jIsXL+Lbb781xmUw+DrcuHEDjz32GBQKBR5++GFMnDgRWVlZ2Lp1K+bNm4ddu3bhzz//hCAI1fbt2rUrJk2aVK29U6dO1drMdR2A+j0nyhjz/4G1XIuaXj+uX7+OH3/8EQ899BD8/f2rbbeW50V9/3Y25dcLano45q3M2sc2teGYt3mOeTneLccxbzmOectxzFuuWY15RTK7kpISsW3btqKtra0YERGha8/OzhaDg4NFmUwmXrt2zYwRNtxvv/0mHj58uFr74cOHRblcLrq6uoqFhYW69rCwMBGAePDgQYOOf+3aNVEmk4mBgYFiZmamrj0qKkp0cHAQ27ZtK5aUlDzw/WgsrVq1Elu1amVQ3/fff18EIL7xxht6299///1K7dZ2LfQpKioSW7RoIcpkMjE5OVnX3lSeF3v37hXj4uJEURTFpUuXigDEtWvX6u1risd/yJAhIgBx+/bturbi4mJx+PDhIgDxwIEDD3J3a2Todbhz54741VdfiXl5eZXac3NzxV69eokAxF9++aXSttjYWBGAOGPGDIPjMdd1EMX6PSdM8f/AWq5FTV566SURgPjJJ59Uare250V9/3Y25dcLalo45uWYVx+OeZvWmJfj3XIc85bjmLccx7zlmtOYl8lXC7B7924RgDhr1qxq237++WcRgLhgwQIzRGZco0aNEgGIZ86c0bXV94V2wYIFIgDx+++/r7btxRdfFAGIu3fvbqyQH5ihA1GNRiP6+PiITk5OYm5ubqVtBQUFoouLi+jr6ytqNBpdu7VdC33Knu+TJk2q1N4Unxe1/aE1xeN/9epVEYA4bNiwav1PnjwpAhCnTZv2APfQMA0dcGzYsEEEIM6bN69Se30HHJZyHUSx8Qei1vqcEMWGPS/K/m/Y2NiIqamplbZZ8/Oiqqp/O5vT6wVZP455OeatimPepj3m5Xi3HMe85TjmLccxb82a2piXNV8tQHh4OABg1KhR1baVtR06dMiUIZmEXC4HoP+rA0eOHMHHH3+MTz75BNu3b0dRUZHeY9R27cq+wmNp166oqAjff/89lixZgpUrVyIyMrJan5iYGCQmJmLgwIHVps3b2dlhyJAhSEhIwPXr13Xt1ngtqvruu+8AALNnz9a7vSk/LyoyxeNfW/8+ffrA2dnZoq9Rba8fAJCYmIiVK1di6dKl+P7773Hnzh29/azxOhjr/4E1XouKNm/ejHv37mHixIlwd3fX26cpPC+qPvf5ekHWhGNejnmr4pi3+Y55+ffLMBzzcsxbFce81vmawZqvFiAmJgYA0L59+2rbXFxc4ObmpuvTVNy+fRv79u2Dl5cXOnfuXG37+++/X+l3b29vfP/99xg5cmSl9piYGDg5OcHLy6vaMcqup6Vdu+TkZMycObNS2+jRo/G///0Pbm5uAGp/TlRsj4mJqfSztV2Lim7duoX9+/fD19cXo0eP1tunKT8vKjLF41/bOQRBQLt27XD27Fnk5+fDwcHhAe6NcaxZswaA/j+MALB3717s3btX97tMJsM//vEP/Oc//4FEUv65ozVeB2P9P7DGa1FRXW9kAet/Xuj728nXC7ImHPNyzMsxL8e8Zfj3yzAc85bjmFeLY17rfM3gzFcLkJWVBUBblF4fpVKp69MUlJSU4KmnnkJRURE+/vhjSKVS3bZu3brh+++/R1xcHAoKChATE4MPPvgAmZmZmDhxYrVPzLOysmq9bmV9LMUzzzyD8PBwpKWlITs7GydPnsSYMWOwa9cuTJw4EaIoAjDsOVGxX9nP1nQtqlq7di00Gg1mzZpV6TkBNP3nRVWmePwbcg5L8e2332Lnzp14+OGHMXbs2ErbHBwcEBYWhgsXLiA7OxupqanYsmUL2rdvj+XLl+Odd96p1N+aroOx/x9Y07WoKjY2FgcPHkTLli2rDciBpvG8qOlvJ18vyJpwzMsxL8e8HPOW4d+vunHMyzFvVRzzWu9rBme+kklpNBo888wzOHz4MJ577jk89dRTlbZXXZGvXbt2ePfdd+Hp6Ynnn38eixcvxqZNm0wYceOq+uld3759sW3bNgwdOhRHjx7Fjh07MG7cODNFZz4ajQZr166FIAh45plnqm1v6s8LMtz27dvx0ksvoVWrVli/fn217R4eHli4cKHud4VCgQkTJqB3797o1KkTli9fjjfeeAMuLi4mjLpx8P9BzdasWQNRFDFr1qxKn+aXsfbnRV1/O4nI8nDMyzGvPhzzkqE45i3H/wflOOa1Xpz5agHKsuo1Zc+zs7NrzLxbE1EU8dxzz2H9+vV48skn8fXXXxu874wZMyCTyXDs2LFK7SqVqtbrVtbHkkkkEsyaNQsAdPfPkOdExX5lP1vrtdi7dy9u376Nhx9+GG3atDF4v6b6vDDF42/oOco+3bMEu3fvxqOPPgpPT08cOHAA3t7eBu/r5eWFsWPHori4GGfOnNG1W+N1qKqx/h9Y67XQaDRYt24dJBKJ3jeytbGG50Vdfzv5ekHWhGPeujXVsQ3AMS/AMW9F/PtVM4559eOYl2NewHpfM5h8tQC11eO5d+8e0tPTa6xrYS00Gg2effZZrFmzBtOmTdO9aBjKxsYGCoUC+fn5ldrbt2+P3NxcJCcnV9unrpoglqSs7lXZ/aurRpO++2bN18KQujX6NNXnhSke/9rOIYoirl+/Dh8fn2rFzM1l165dmDRpEtzc3HDw4EEEBATU+xhV/58B1ncd9Gms/wfWei127dqFO3fuYOTIkWjZsmW997fk54Uhfzv5ekHWhGPeujXVsU0Zjnk55i3Dv1/6ccxbM455OeatKdaK7Zb6msHkqwUYOnQoAGDPnj3VtpW1lfWxRhqNBrNnz8batWvx+OOP43//+1+1+kZ1iYmJwb1799C6detK7bVdu927d1fqY8lOnToFALr71759e/j4+ODYsWPIy8ur1LewsBCHDx+Gj48P2rVrp2u31muRkZGBP//8E66urvjb3/5Wr32b6vPCFI9/SEhIjf1Pnz6NzMxMi7lGZYNQFxcXHDx4sNL9ro/Tp08DQKXnizVdh5o01v8Da70WDX0jW8ZSnxeG/u3k6wVZE45569ZUxzZlOOblmLcM/35VxzFv7Tjm5ZjXql8zRDK7kpISMSAgQLS1tRXPnz+va8/OzhaDg4NFmUwmXr161XwBPgC1Wi3OnDlTBCBOnjxZLCkpqbFvdna2GBkZWa397t274uDBg0UA4kcffVRp29WrV0WZTCYGBgaKmZmZuvaoqCjRwcFBbNu2ba3nNKXLly+L9+7dq9Z+5MgR0c7OTrS1tRVv3bqla3///fdFAOIbb7xRqX9Z+/vvv1+p3ZquRUWffvqpCED8xz/+oXd7U31eLF26VAQgrl27Vu92Uzz+Q4YMEQGI27dv17UVFxeLI0aMEAGIBw4ceMB7Wbe6rsPOnTtFW1tb0cvLS7xy5Uqdxzt16pRYXFxcrf2TTz4RAYhBQUGiRqOptM0SroMo1n4tTPX/wBquRUWpqamiXC4X3dzcxKKiohr7Wdvzoj5/O0Wx+bxekPXjmFerqY5tynDMq19zHPNyvFuOY95yHPOW45i3+Yx5BVG8v9QkmdXBgwcRGhoKW1tbTJs2DUqlEps3b0ZsbCwWL15cbVU6a7Fw4UIsWrQITk5OeOWVVyCTVV/jbdKkSejWrRvi4uLQpk0b9OrVC507d4aHhwcSEhKwc+dOZGRkYOTIkdi2bRtsbGwq7f/hhx/i3XffRcuWLfHYY48hLy8PP/30EwoKCrB7924MGzbMVHe3VgsXLsTHH3+M4cOHo3Xr1rC1tUVUVBT27NkDiUSCr7/+utKnWHl5eRg0aBAuXLiAkSNHomfPnoiMjMTOnTvRrVs3HD16tNp0d2u5FhV17twZUVFRuHjxIjp37lxte1N6XqxevRpHjx4FAFy6dAkREREYOHCg7tO5SZMm6QrMm+Lxj46OxoABA1BQUIApU6bAx8cHu3btwsWLFzF79mysWrXKrNfhypUr6NatG4qKijB16lR06NCh2rFat26NmTNn6n4PCQnBlStXMHToUPj7+6OgoAAnTpzA+fPn4eLign379qFHjx4WcR3qcy1M9f/AGq5FRZ988glef/11zJ8/H5988kmNx7a250V9/nYCTfv1gpoejnk55uWYt2mPeTnerf+14JiXY16OeZvBmLdBKVsyilOnTomjR48WVSqVaG9vL/bq1Utcv369ucN6IDNmzBAB1Hor+5QnKytLnDdvntizZ0/Rzc1NlMlkokqlEgcNGiR+/fXXYmlpaY3nWb9+vdirVy/R3t5eVKlU4ujRo8XTp0+b6F4aJjw8XJwyZYrYrl07UaFQiHK5XPTz8xOnTp0qnjp1Su8+mZmZ4muvvSb6+/uLcrlc9Pf3F1977bVKn9pUZQ3XosypU6dEAGKfPn1q7NOUnhd1/X8ICwur1N8Uj//Vq1fFxx57TGzRooVoa2srBgcHi59//rmoVqsb625XY+h1OHjwYJ2vH0OHDq107FWrVomjR48W/fz8RDs7O9HOzk7s0KGD+Morr4jx8fEWdR1E0fBrYcr/B5Z+LSp66KGHRABidHR0rcduas+Lin87yzTV1wtqmjjmbTpjG3045q2uOY15Od4txzFvOY55y3HMW645jXk585WIiIiIiIiIiIjICLjgFhEREREREREREZERMPlKREREREREREREZARMvhIREREREREREREZAZOvREREREREREREREbA5CsRERERERERERGRETD5SkRERERERERERGQETL4SERERERERERERGQGTr0RERERERERERERGwOQrERERERERERERkREw+UpEZIXCw8MhCAIWLlxo7lAqEQQBISEh5g6DiIiIiKwcx7tE1FQw+UpEpEdcXBwEQah0k8vl8PX1xZQpU3D27Fm9+82cObPafjKZDF5eXnjkkUdw5MgRE9+TxlV2/+Li4swdChERERE9AI539eN4l4gam8zcARARWbK2bdviySefBADk5eXh3Llz2LRpE/744w/s27cPQ4YM0bvfs88+Cz8/PwBAQUEB/vrrL+zYsQPbt2/HH3/8gfHjx5vsPhARERER1YTjXSIi42LylYioFu3atav2VaePPvoICxYswHvvvYdDhw7p3e//27u3kKjWPo7jP3Pck1l2kCYsUisNKsuKIEttsqDJTnZjgSETKRXdWFAWFkhIF2Z0E0VRUdqZuijKThRpSicxtC6ySNSsKKMjWHRwnn0Rzbun8TS9zm6/+/1+YC78P4e11lzIj2fWelZWVpbi4+M9aidPntSiRYtUWFhIGAUAAMA/AnkXAPyLbQcAwEeZmZmSpKqqKp/GzZ49W5L06tWrLo/59OmTNmzYoKFDh6pnz56KjY3V3r17OxxTX1+vrKwsRUREyGq1Kjw8XEuXLlVjY6NX3x97VjU1NWnx4sUKCwtTSEiIpk+frhs3bnj0jYqKUlFRkSRp2LBh7sfM2trz6tWrV1q2bJlsNpuCg4MVHx+v0tLSLl83AAAAfh/yLnkXQPfhzlcA+EUWi2//Qi9fvixJmjhxYpf6u1wuLViwQFeuXNHYsWOVnp6u169fa82aNUpOTm5zzO3bt+VwONTS0qL58+crOjpaDQ0NOnLkiC5cuKCbN29q+PDhHmPevn2rhIQEhYeHa/ny5Xr27JlOnDih5ORkXbp0yR02V69erYMHD6qmpkbZ2dnq16+fpO8h9a/evXunhIQEhYaGasmSJWpubtaJEyfkcDhUVVWl2NjYrn9pAAAA+G3Iu/0kkXcB/JcMAMBLfX29kWQcDodXW35+vpFk5s6d69XmdDqNJJOZmWny8vJMXl6eycnJMampqSYoKMhMnDjRNDY2dukcDhw4YCSZ2bNnm2/fvrnr9+7dM3/88YeRZPLy8tz1L1++mKioKNOnTx9TXV3tMVd5ebkJDAw08+bN86hLMpJMRkaGcblc7nppaakJCAgw0dHRprW11ev66uvr2zznH/OtWrXKY9y+ffuMJLNixYouXTsAAAD8i7xL3gXw9+DOVwDowOPHj917YLW0tKiyslJlZWWy2WwqLCxsd9z+/fu9agMHDpTT6dTQoUO7dOzi4mJJ0pYtWxQYGOiujx07VhkZGV7HOHfunBoaGpSfn6+4uDiPtsTERKWmpur06dP68OGDQkND3W2BgYHasmWLAgIC3DW73a45c+aopKREN27cUGJiYpfOWZJCQkJUUFCgHj3+s7ON0+nUypUrVVlZ2eV5AAAA4H/kXfIuAP9i8RUAOlBXV6fNmzd71Gw2m8rLyzVy5Mh2x928edP9AoLPnz/r8ePHys/PV3Z2th4+fKidO3d2euyamhr16tWrzce2kpKSvMLorVu3JEm1tbVeL02QpBcvXsjlcunRo0eaNGmSux4ZGdlmQE5KSlJJSYmqq6t9CqMxMTHq3bu3R81isWjQoEF69+5dl+cBAACA/5F3ybsA/IvFVwDogMPh0MWLFyV931S/qKhI69ev18KFC3Xnzh2v0NUWq9WqMWPG6PDhw6qsrNTu3bu1bt06r72jfvb+/ft27xoYNGiQV+3NmzeSpCNHjnQ4b0tLi8ffNputw2O8f/++w/l+1rdv3zbrFotFra2tPs0FAAAA/yLvkncB+FePzrsAAKTvj1GtXbtWubm5evDggTZt2uTTeIvFogkTJsjlcqm6urrT/n379lVzc3ObbS9fvvSq/Xi06uzZszLGtPux2+0e4zo7RnvhEgAAAP8u5F0A6H4svgKAj3JzczV48GDt2rVLDQ0NPo398Wu9y+XqtG9cXJw+fvyou3fverWVl5d71SZPnizp+yNgvmhsbFRTU1O7xxg/fry79mMvLn7RBwAA+Pci75J3AXQfFl8BwEfBwcFav369vn79qvz8/C6Pq6qqUkVFhSwWi6ZMmdJp/4yMDEnSxo0bPcLf/fv3dejQIa/+qampioiI0Pbt23X9+nWv9q9fv6qiosKr3traqo0bN8oY466VlZXp/Pnzio6O1tSpU931AQMGSJKePn3a6fkDAADgfxN5l7wLoPuw5ysA/ILly5eroKBAxcXFys3N1YgRIzza9+3b59476/Pnz6qrq9OZM2fcATY8PLzTYzidTh09elQXL17UhAkTlJKSojdv3ujYsWOaNWuWzp0759HfarXq1KlTSklJkd1u18yZMxUbGytJevLkicrLyxUWFqba2lqPcePGjVNpaani4+M1Y8YMPX/+XMePH1dQUJD27t3r8RbXGTNmaNu2bVqxYoXS0tIUEhKiiIgIpaen/9L3CAAAgH8m8i55F0A3MQAAL/X19UaScTgc7fbZsWOHkWQyMjLcNafTaSR5fHr06GHCwsKMw+EwZ86c8ek8WlpaTE5OjhkyZIixWq1m9OjRZs+ePebatWtGksnLy/Ma8/TpU5OdnW1iYmKM1Wo1oaGhZtSoUSYrK8tcvXrVo68kY7fbTWNjo0lLSzP9+/c3wcHBZtq0aaaioqLNc9q6dauJiYkxQUFB7vE/z9eWyMhIExkZ6dP1AwAAwD/Iu+RdAH+PAGP+ct89AOD/SkBAgOx2u0pLS3/3qQAAAADdjrwL4Hdjz1cAAAAAAAAA8AMWXwEAAAAAAADAD1h8BQAAAAAAAAA/YM9XAAAAAAAAAPAD7nwFAAAAAAAAAD9g8RUAAAAAAAAA/IDFVwAAAAAAAADwAxZfAQAAAAAAAMAPWHwFAAAAAAAAAD9g8RUAAAAAAAAA/IDFVwAAAAAAAADwAxZfAQAAAAAAAMAPWHwFAAAAAAAAAD/4E0ZWDa8wD0+MAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Mode file_list \\\n", + "0 1 [548, 549, 550, 551, 552, 553, 554, 555, 556, ... \n", + "1 2 [569, 570, 571, 572, 573, 574, 575, 576, 577, ... \n", + "2 3 [590, 591, 592, 593, 594, 595, 596, 597, 598, ... \n", + "3 4 [611, 612, 613, 614, 615, 616, 617, 618, 619, ... \n", + "4 5 [632, 633, 634, 635, 636, 637, 638, 639, 640, ... \n", + "5 6 [653, 654, 655, 656, 657, 658, 659, 660, 661, ... \n", + "6 7 [674, 675, 676, 677, 678, 679, 680, 681, 682, ... \n", + "\n", + " name \\\n", + "0 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "1 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "2 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "3 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "4 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "5 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "6 _SingleBeamSplitterRBPostSelection_sweep_depth... \n", + "\n", + " fids_list \\\n", + "0 [0.933563187108675, 0.92539176866761, 0.908718... \n", + "1 [0.9356514245251336, 0.9242189803653471, 0.914... \n", + "2 [0.932848556683558, 0.9184909395360339, 0.9043... \n", + "3 [0.9224996506107835, 0.8977564150549788, 0.877... \n", + "4 [0.924224701154291, 0.8972516351072528, 0.8680... \n", + "5 [0.890094859149635, 0.8900864880228737, 0.8680... \n", + "6 [0.9258254126847432, 0.9009769459181513, 0.883... \n", + "\n", + " fids_post_list fid fid_err \\\n", + "0 [0.994865836316126, 0.993013098261554, 0.99046... 0.996652 0.000072 \n", + "1 [0.9950886744818882, 0.9935122956231536, 0.991... 0.997613 0.000013 \n", + "2 [0.9953260202637892, 0.9926657260845021, 0.991... 0.997 0.000019 \n", + "3 [0.9924848735561859, 0.9889322008290996, 0.985... 0.993877 0.00005 \n", + "4 [0.994061657262647, 0.9914303178857917, 0.9861... 0.993209 0.000068 \n", + "5 [0.9883097276787634, 0.987709049887197, 0.9844... 0.995836 0.000042 \n", + "6 [0.9935975576033539, 0.9905509257092245, 0.984... 0.99407 0.000077 \n", + "\n", + " fid_post fid_post_err Depth fit up to \\\n", + "0 0.998779 0.000169 2000 \n", + "1 0.999754 0.000101 2000 \n", + "2 0.999229 0.000145 2000 \n", + "3 0.996009 0.000355 2000 \n", + "4 0.997944 0.000094 2000 \n", + "5 0.998663 0.000155 2000 \n", + "6 0.996082 0.000171 2000 \n", + "\n", + " depth_list \n", + "0 [1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300... \n", + "1 [1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300... \n", + "2 [1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300... \n", + "3 [1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300... \n", + "4 [1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300... \n", + "5 [1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300... \n", + "6 [1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300... \n" + ] + } + ], + "source": [ + "# Perform fitting only up to depth 2000 and store in dataframe \n", + "end_idx = -5\n", + "\n", + "# Initialize new columns in the DataFrame\n", + "df['fids_list'] = None\n", + "df['fids_post_list'] = None\n", + "df['fid'] = None\n", + "df['fid_err'] = None\n", + "df['fid_post'] = None\n", + "df['fid_post_err'] = None\n", + "df['Depth fit up to '] = None\n", + "df['depth_list'] = None\n", + "\n", + "# Add new columns to dataframe: fids_list, fids_post_list, fid, fid_err, fid_post, fid_post_err\n", + "for idx, row in df.iterrows(): \n", + " file_list = df['file_list'][idx]#[:-5] \n", + " return_args = show_rb(prev_data, expt_path, file_list, name='_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title='M1-S' + str(df['Mode'][idx]) + ' RB')\n", + " fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, depth_list, ebars_list, ebars_post_list, fid, fid_err, fid_post, fid_post_err = return_args\n", + " \n", + " # Assign the returned values to the new columns\n", + " df.at[idx, 'depth_list'] = depth_list\n", + " df.at[idx, 'fids_list'] = fids_list\n", + " df.at[idx, 'fids_post_list'] = fids_post_list\n", + "\n", + " # for these numbers we reduce the range of fitting \n", + " file_list = file_list[:end_idx]\n", + " return_args = show_rb(prev_data, expt_path, file_list, name='_SingleBeamSplitterRBPostSelection_sweep_depth_defined_storsweep.h5', title='M1-S' + str(df['Mode'][idx]) + ' RB')\n", + " fids_list, fids_post_list, gg_list, ge_list, eg_list, ee_list, gg_list_err, ge_list_err, eg_list_err, ee_list_err, xlist, ndepth_list, ebars_list, ebars_post_list, fid, fid_err, fid_post, fid_post_err = return_args\n", + " \n", + " df.at[idx, 'fid'] = fid\n", + " df.at[idx, 'fid_err'] = fid_err\n", + " df.at[idx, 'fid_post'] = fid_post\n", + " df.at[idx, 'fid_post_err'] = fid_post_err\n", + " df.at[idx, 'Depth fit up to '] = depth_list[end_idx -1 ]\n", + "\n", + "# Display the updated DataFrame\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 5, 10, 20, 40, 80, 120, 160, 200, 250, 300, 400, 700, 1000, 1500, 2000]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "depth_list" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataFrame saved to h:\\Shared drives\\SLab\\Multimode\\experiment\\240911\\RAM_paper_results\\datasets\\DualRail_BeamSplitters.csv\n" + ] + } + ], + "source": [ + "\n", + "# Assuming df is your DataFrame and parent_path is defined\n", + "folder = os.path.join(parent_path, 'RAM_paper_results', 'datasets')\n", + "file_name = 'DualRail_BeamSplitters.csv'\n", + "file_path = os.path.join(folder, file_name)\n", + "\n", + "# Ensure the directory exists\n", + "os.makedirs(folder, exist_ok=True)\n", + "\n", + "# Save the DataFrame to a CSV file\n", + "df.to_csv(file_path, index=False)\n", + "\n", + "print(f\"DataFrame saved to {file_path}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M2-S1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M2-S2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M2-S3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M2-S4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M2-S5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M2-S6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M2-S7" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "slab", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}