From 6fac3c947e02e481b78cdf217dc29ab438e64cf9 Mon Sep 17 00:00:00 2001 From: rythorpe Date: Thu, 13 Jun 2024 23:01:25 -0400 Subject: [PATCH] add reps arg to sim_dev_spiking(), minor edits to plotting, decrease net back down to 12x12, and tune --- hnn_core/network_models.py | 24 +- rs_dd_project/main_sim.ipynb | 2186 +++++++++++++++++ rs_dd_project/opt_baseline_drive_refine.py | 2 +- .../plot_intrinsic_net_dynamics.ipynb | 270 +- rs_dd_project/plot_simulate_rep_L6.py | 91 +- 5 files changed, 2451 insertions(+), 122 deletions(-) create mode 100644 rs_dd_project/main_sim.ipynb diff --git a/hnn_core/network_models.py b/hnn_core/network_models.py index 0db4f4609..d03c9756e 100644 --- a/hnn_core/network_models.py +++ b/hnn_core/network_models.py @@ -356,21 +356,21 @@ def L6_model(params=None, add_drives_from_params=False, # net.cell_types[cell_type].synapses['gabab']['tau1'] = 45.0 # net.cell_types[cell_type].synapses['gabab']['tau2'] = 200.0 - conn_weights = {"L2e_L2e_ampa": 0.00080, # 0.00070 + conn_weights = {"L2e_L2e_ampa": 0.00055, # 0.00070 "L2e_L2e_nmda": 0.00020, "L2i_L2e_gabaa": 0.010, - "L2i_L2e_gabab": 0.0010, + "L2i_L2e_gabab": 0.0001, "L2e_L2i_ampa": 0.0060, # 0.00090 "L2i_L2i_gabaa": 0.005, - "L6i_cross_L2e_gabaa": 0.015, + "L6i_cross_L2e_gabaa": 0.020, "L2e_L5e_ampa": 0.00010, "L2i_L5e_gabaa": 0.00002, - "L5e_L5e_ampa": 0.00205, # 0.00077 + "L5e_L5e_ampa": 0.00220, # 0.00077 "L5e_L5e_nmda": 0.00005, - "L5i_L5e_gabaa": 0.0025, # 0.018 + "L5i_L5e_gabaa": 0.0035, # 0.018 "L5i_L5e_gabab": 0.0001, # changed from jones09 "L6i_cross_L5e_gabaa": 0.0030, - "L2e_L5i_ampa": 0.0005, # 0.00084 + "L2e_L5i_ampa": 0.0010, # 0.00084 "L5e_L5i_ampa": 0.0040, # 0.00043 "L5i_L5i_gabaa": 0.005, "L5e_L6e_ampa": 0.0001, @@ -381,7 +381,7 @@ def L6_model(params=None, add_drives_from_params=False, "L6e_L6i_ampa": 0.0060, "L6i_L6i_gabaa": 0.005} lamtha = 2.0 - lamtha_L6_cross = 12.0 + lamtha_L6_cross = 16.0 delay = 1.0 if rng is None: rng = np.random.default_rng() @@ -451,7 +451,7 @@ def L6_model(params=None, add_drives_from_params=False, # loop over cell type connections that have more than one source group ###################################################################### for src_group in [1, 2]: - targ_group = src_group + # for now, target group and source group are the same!!! # general connection probabilities prob_e_e = 0.33 @@ -496,7 +496,7 @@ def L6_model(params=None, add_drives_from_params=False, # layer5 Pyr -> layer6 Pyr for loc in ['proximal', 'deep_basal']: net.add_connection(src_gids='L5e', - target_gids=f'L6e_{targ_group}', + target_gids=f'L6e_{src_group}', loc=loc, receptor='ampa', weight=conn_weights['L5e_L6e_ampa'], @@ -538,19 +538,19 @@ def L6_model(params=None, add_drives_from_params=False, prob_e_e_6 = prob_e_e prob_i_e_6 = prob_i_e prob_e_i_6 = prob_e_i + prob_offset_L6 - prob_i_e_cross = 1.0 + prob_i_e_cross = 11 / 12 else: # between-group connection probabilities prob_e_e = 0.00 prob_i_e = 0.75 prob_i_i = 0.25 prob_e_i = 0.00 - lamtha_subpop = lamtha * 10 + lamtha_subpop = lamtha * 8 prob_e_e_6 = prob_e_e prob_i_e_6 = prob_i_e + prob_offset_L6 prob_e_i_6 = prob_e_i - prob_i_e_cross = 0.0 + prob_i_e_cross = 1 / 12 # layer2 Pyr -> layer2 Pyr for receptor in ['nmda', 'ampa']: diff --git a/rs_dd_project/main_sim.ipynb b/rs_dd_project/main_sim.ipynb new file mode 100644 index 000000000..ab60302ff --- /dev/null +++ b/rs_dd_project/main_sim.ipynb @@ -0,0 +1,2186 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "0f84968e-7ff7-4dc7-8446-84ac5c8cb60f", + "metadata": {}, + "outputs": [], + "source": [ + "!module load openmpi" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "08c09b45-c5c8-40d8-bb0e-e7cb6f581f54", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning: no DISPLAY environment variable.\n", + "--No graphics will be displayed.\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "# plt.ion()\n", + "\n", + "from plot_simulate_rep_L6 import sim_dev_spiking, plot_dev_spiking_v1, plot_dev_spiking_v2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d9998107-e670-446e-b089-67ffc12660f2", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "[node2407.oscar.ccv.brown.edu:2375045] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2375045] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/oscar/home/rthorpe/hnn-core/rs_dd_project/optimization_lib.py:163: UserWarning: \n", + "The palette list has fewer values (1) than needed (2) and will cycle, which may produce an uninterpretable plot.\n", + " ax = sns.pointplot(data=spiking_df, x='disconn. target', y='layer',\n", + "/oscar/home/rthorpe/hnn-core/rs_dd_project/optimization_lib.py:166: UserWarning: \n", + "The palette list has fewer values (1) than needed (2) and will cycle, which may produce an uninterpretable plot.\n", + " ax = sns.pointplot(data=spiking_df, x='connected target', y='layer',\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "spike rate profile error: 32.754834605832706\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# %run opt_baseline_drive_refine.py" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "15be6f71-edf8-4f2d-8da4-1313d5263797", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 5 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2301.oscar.ccv.brown.edu:3045487] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2301.oscar.ccv.brown.edu:3045487] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 2: 0%\n", + "Trial 2: 10%\n", + "Trial 2: 20%\n", + "Trial 2: 30%\n", + "Trial 2: 40%\n", + "Trial 2: 50%\n", + "Trial 2: 60%\n", + "Trial 2: 70%\n", + "Trial 2: 80%\n", + "Trial 2: 90%\n", + "Trial 2: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 3: 0%\n", + "Trial 3: 10%\n", + "Trial 3: 20%\n", + "Trial 3: 30%\n", + "Trial 3: 40%\n", + "Trial 3: 50%\n", + "Trial 3: 60%\n", + "Trial 3: 70%\n", + "Trial 3: 80%\n", + "Trial 3: 90%\n", + "Trial 3: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 4: 0%\n", + "Trial 4: 10%\n", + "Trial 4: 20%\n", + "Trial 4: 30%\n", + "Trial 4: 40%\n", + "Trial 4: 50%\n", + "Trial 4: 60%\n", + "Trial 4: 70%\n", + "Trial 4: 80%\n", + "Trial 4: 90%\n", + "Trial 4: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 5: 0%\n", + "Trial 5: 10%\n", + "Trial 5: 20%\n", + "Trial 5: 30%\n", + "Trial 5: 40%\n", + "Trial 5: 50%\n", + "Trial 5: 60%\n", + "Trial 5: 70%\n", + "Trial 5: 80%\n", + "Trial 5: 90%\n", + "Trial 5: 100%\n", + "Simulation complete.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dev_ampl = -1\n", + "reps = 4\n", + "n_trials = 5\n", + "seed = 0 # 9934\n", + "burn_in_time = 300.0\n", + "n_procs = 32\n", + "record_vsec = False\n", + "\n", + "net, drive_params = sim_dev_spiking(dev_magnitude=dev_ampl,\n", + " reps=reps,\n", + " n_trials=n_trials,\n", + " burn_in_time=burn_in_time,\n", + " n_procs=n_procs,\n", + " record_vsec=record_vsec,\n", + " rng=np.random.default_rng(seed))\n", + "\n", + "rep_start_times = drive_params['rep_times']\n", + "drive_times = drive_params['drive_times']\n", + "drive_strengths = drive_params['drive_strengths']\n", + "tstop = drive_params['tstop']\n", + "\n", + "fig_dev_spiking_v1 = plot_dev_spiking_v1(net,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths,\n", + " tstop)\n", + "\n", + "fig_dev_spiking_v2 = plot_dev_spiking_v2(net,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths,\n", + " tstop)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dc7c4d2c-70a6-46d7-a45d-094f4d57cd74", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'reps' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m dev_magnitude \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m 3\u001b[0m net_0, drive_params_0 \u001b[38;5;241m=\u001b[39m sim_dev_spiking(dev_magnitude\u001b[38;5;241m=\u001b[39mdev_magnitude,\n\u001b[0;32m----> 4\u001b[0m reps\u001b[38;5;241m=\u001b[39m\u001b[43mreps\u001b[49m,\n\u001b[1;32m 5\u001b[0m n_trials\u001b[38;5;241m=\u001b[39mn_trials,\n\u001b[1;32m 6\u001b[0m burn_in_time\u001b[38;5;241m=\u001b[39mburn_in_time,\n\u001b[1;32m 7\u001b[0m n_procs\u001b[38;5;241m=\u001b[39mn_procs,\n\u001b[1;32m 8\u001b[0m record_vsec\u001b[38;5;241m=\u001b[39mrecord_vsec,\n\u001b[1;32m 9\u001b[0m rng\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mrandom\u001b[38;5;241m.\u001b[39mdefault_rng(seed))\n\u001b[1;32m 11\u001b[0m rep_start_times \u001b[38;5;241m=\u001b[39m drive_params_0[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrep_times\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 12\u001b[0m drive_times \u001b[38;5;241m=\u001b[39m drive_params_0[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdrive_times\u001b[39m\u001b[38;5;124m'\u001b[39m]\n", + "\u001b[0;31mNameError\u001b[0m: name 'reps' is not defined" + ] + } + ], + "source": [ + "dev_ampl = 0\n", + "\n", + "net_0, drive_params_0 = sim_dev_spiking(dev_magnitude=dev_ampl,\n", + " reps=reps,\n", + " n_trials=n_trials,\n", + " burn_in_time=burn_in_time,\n", + " n_procs=n_procs,\n", + " record_vsec=record_vsec,\n", + " rng=np.random.default_rng(seed))\n", + "\n", + "rep_start_times = drive_params_0['rep_times']\n", + "drive_times = drive_params_0['drive_times']\n", + "drive_strengths = drive_params_0['drive_strengths']\n", + "tstop = drive_params_0['tstop']\n", + "\n", + "fig_dev_spiking_v1_0 = plot_dev_spiking_v1(net_0,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths,\n", + " tstop)\n", + "\n", + "fig_dev_spiking_v2_0 = plot_dev_spiking_v2(net_0,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths,\n", + " tstop)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2fbe84a0-598d-4c45-9a4d-72308512ae46", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 10 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2301.oscar.ccv.brown.edu:3044141] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2301.oscar.ccv.brown.edu:3044141] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 2: 0%\n", + "Trial 2: 10%\n", + "Trial 2: 20%\n", + "Trial 2: 30%\n", + "Trial 2: 40%\n", + "Trial 2: 50%\n", + "Trial 2: 60%\n", + "Trial 2: 70%\n", + "Trial 2: 80%\n", + "Trial 2: 90%\n", + "Trial 2: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 3: 0%\n", + "Trial 3: 10%\n", + "Trial 3: 20%\n", + "Trial 3: 30%\n", + "Trial 3: 40%\n", + "Trial 3: 50%\n", + "Trial 3: 60%\n", + "Trial 3: 70%\n", + "Trial 3: 80%\n", + "Trial 3: 90%\n", + "Trial 3: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 4: 0%\n", + "Trial 4: 10%\n", + "Trial 4: 20%\n", + "Trial 4: 30%\n", + "Trial 4: 40%\n", + "Trial 4: 50%\n", + "Trial 4: 60%\n", + "Trial 4: 70%\n", + "Trial 4: 80%\n", + "Trial 4: 90%\n", + "Trial 4: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 5: 0%\n", + "Trial 5: 10%\n", + "Trial 5: 20%\n", + "Trial 5: 30%\n", + "Trial 5: 40%\n", + "Trial 5: 50%\n", + "Trial 5: 60%\n", + "Trial 5: 70%\n", + "Trial 5: 80%\n", + "Trial 5: 90%\n", + "Trial 5: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 6: 0%\n", + "Trial 6: 10%\n", + "Trial 6: 20%\n", + "Trial 6: 30%\n", + "Trial 6: 40%\n", + "Trial 6: 50%\n", + "Trial 6: 60%\n", + "Trial 6: 70%\n", + "Trial 6: 80%\n", + "Trial 6: 90%\n", + "Trial 6: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 7: 0%\n", + "Trial 7: 10%\n", + "Trial 7: 20%\n", + "Trial 7: 30%\n", + "Trial 7: 40%\n", + "Trial 7: 50%\n", + "Trial 7: 60%\n", + "Trial 7: 70%\n", + "Trial 7: 80%\n", + "Trial 7: 90%\n", + "Trial 7: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 8: 0%\n", + "Trial 8: 10%\n", + "Trial 8: 20%\n", + "Trial 8: 30%\n", + "Trial 8: 40%\n", + "Trial 8: 50%\n", + "Trial 8: 60%\n", + "Trial 8: 70%\n", + "Trial 8: 80%\n", + "Trial 8: 90%\n", + "Trial 8: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 9: 0%\n", + "Trial 9: 10%\n", + "Trial 9: 20%\n", + "Trial 9: 30%\n", + "Trial 9: 40%\n", + "Trial 9: 50%\n", + "Trial 9: 60%\n", + "Trial 9: 70%\n", + "Trial 9: 80%\n", + "Trial 9: 90%\n", + "Trial 9: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 10: 0%\n", + "Trial 10: 10%\n", + "Trial 10: 20%\n", + "Trial 10: 30%\n", + "Trial 10: 40%\n", + "Trial 10: 50%\n", + "Trial 10: 60%\n", + "Trial 10: 70%\n", + "Trial 10: 80%\n", + "Trial 10: 90%\n", + "Trial 10: 100%\n", + "Simulation complete.\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmMAAAGbCAYAAACI4ZeUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADRqklEQVR4nOzdd3hTZfvA8e/J7t6FDjZlFijIkr0EARURZKiIA8WfgC8qKvKKgIqgAg6WynDgC4gLHIAypCAgQzYyCpTS0tK9kzbr/P4IjYSW0qYtqeX5XBfXRc558pw7h5DceaYky7JMBRgMBrZv386mTZvYtWsXRqORunXrMnDgQCZPnlyRqiusT58+3H333bz88sukpKTQq1cvpk+fzujRowH4/PPPWbRoEQcPHnRpnIIgCIIg3L5UzjypsLCQHTt2sHHjRnbu3InBYCAsLIwxY8YwaNAgWrRoUdlxOqVv37589dVXGI1Gjh49ikaj4a677rKfP3PmDHXq1HFhhIIgCIIg3O6cSsY6d+5MQUEBwcHBjBgxgkGDBtGmTZvKjq3CJk+eTEZGBhs2bMDLy4s5c+YQGBgIQF5eHps3b+bhhx92cZSCIAiCINzOJGe6Kd98800GDhxI+/btqyKmW8JqtZKfn4+bmxsqlVM5qSAIgiAIQoUpnHnS9OnT/xWJ2KuvvsrRo0dLPKdQKIiNjWX69Om3OCpBEARBEIR/lKlJ6MCBAwB06NDB4fHNFJV3lR9++IEuXbrcsAs1ISGB9evXM2fOnFscmSAIgiAIgk2ZkrExY8YgSZJ9EHzR4xuRZRlJkjh16lSlBVoVUlJS0Ol0rg5DEARBEITbWJmSsS+//BIAjUbj8Lg62rp1K9u2bbM/XrduHXv27ClWLjc3lz179hAZGXkrwxMEQRAEQXBQ7gH8siyTn5+PWq1Gq9VWVVxO++STT/j4448BKCgoQK1Wo1QqHcpIkoS7uzstW7Zk6tSpNGjQwBWhCoIgCIIglD8ZMxqNREVF8fzzz/PUU09VVVyVolmzZrz33nvce++9rg5FEARBEAShROVe00Gj0RAYGGjvsnTWq6++Wu7nSJLE22+/Xebyp0+fLvc1biY6Opply5Zx7tw58vLyqFWrFv369WPixIl4eXkBsHz5cn7++WcSEhIwm83UqVOHkSNH8vDDD5c61k4QBEEQhNuPUwtsDR06lA0bNjB69Gink7J9+/aV+znVIZHJysqidevWjBkzBl9fX2JiYli4cCExMTGsXLkSsI1HGzRoEBEREWi1Wvbu3ctbb71FXl4ezzzzjItfgSAIgiAI1YlTi75u3LiRJUuWYDQaGTp0KGFhYSXOSuzfv3+lBFlWzZo1Q6FQcOTIETQaDc2aNbtpAidJEn///XeFrrtu3TqmT5/Ozp07qVWrVollXnzxRU6cOMGvv/5aoWsJgiAIglCzONUy9sILL9j//uGHH5ZYxhVLW0yYMAFJkuwr6hc9rmq+vr4AmEymG5bx8/Mr9bwgCIIgCLcnp1rG9u/fX6ZyHTt2LHdA/xYWiwWz2cy5c+eYNm0aoaGhLF261KGM2WymoKCAgwcPMmXKFCZOnMhjjz1War19+/a94bmUlBTatGnDV199VRkvQRAEQRCEasCplrGqSrKio6P5/PPP+fvvv8nNzaWkPLG6LCTbu3dvkpOTAejevTvz5893OB8XF+fQTft///d/N03EbsZisZCUlFShOgTn6PV6IiIiAIiJicHd3d3FEd1exP13HXHvXUvc/9tDtdkh+9dff2Xy5Mk0btyYQYMGsWbNGu655x5kWWb79u3Uq1ePfv36lbtei8XCH3/8QXx8PNnZ2cUSPEmSmDBhQrnr/fTTTzEYDJw7d46lS5fyzDPP8Nlnn9nXNAsJCeHbb79Fr9dz8OBBli1bhkKh4Lnnniu13msXrL1eaa1mgiAIQs2m1+txc3OzD78xGo2YzWaUSqXDup96vR4AnU6HQmHbgtpkMmEymVAoFA5jvMtT1mAwIMsyWq3W/l1nNpsxGo1IkoSbm1uFymo0GvswI4vFQmFhYYXKFhQUYLVaUavVqNXqcpe1Wq0UFBQAVH0SLJfBmDFjyv3n0UcfLUvVdkOHDpVHjBghm81mOT09XW7atKm8Z88eWZZlOT4+Xu7SpYv8ww8/lKvOY8eOyb169ZKbNWsmN23atMQ/zZo1K1edJTl16pTcpEkTedOmTTcs8/nnn8vNmzeXU1JSnL5Onz595D59+jj9fMF5+fn5cmhoqBwaGirn5+e7Opzbjrj/riPuvWtde/9DQ0PltLQ0+7kPPvhADg0NladMmeLwnPr168uhoaHypUuX7Mc+/fRTOTQ0VJ4wYYJD2cjISDk0NFQ+ffq0/dhXX30lh4aGyo8//rhcWFgov/TSS/LIkSPlBg0ayKGhofKgQYPkBQsWyLIsy999950cGhoqjxw50qHeXr16yaGhofLu3bvtxzZt2iSHhobK9913n0PZgQMHyqGhofKWLVvsx6Kjo+XQ0FC5X79+DmWHDRsmh4aGyj/++KP92P79++XQ0FC5S5cuDmUfeeQROTQ0VF67dq392PHjx+XQ0FC5Xbt2DmWfeuopOTQ0VP7ss8/sx86fPy+HhoZWSp5wM2VqGZNL6C68cuUK8fHxeHl5UadOHcC28XZOTg5169aldu3a5UoKz58/zwsvvIBSqbRnu2azGYDw8HBGjx7NsmXLuP/++8tc56xZsygoKGDx4sW0b98eb2/vcsVUVk2bNkWtVnPp0qUblmnZsiUWi4XLly8TFBRUJXEIgiAIt7fdu3djNBoByMvLq3B9MTEx/O9//3M4duTIEY4cOcLzzz9f4fqFq5zJ4A4cOCB36NBBXrdunWwymezHTSaT/PXXX8sdOnSQDx48WK46O3bsKP/vf/+zP27VqpX83Xff2R+vWbNGbt26dbnqjIyMlFesWFGu5zjj8OHDcpMmTeRffvnlhmU++eQTuWnTpnJqaqrT1xEtY64jWgdcS9x/1xH33rWuvf+pqamy1Wq1nyssLJTz8/PlgoICWZZt38G9evWSw8LC5LCwMHnmzJn2skajUc7Pz5cNBkOx+vPz82WLxVJi2RMnTji0zF37p+ia+fn5sl6vd6hXr9fL+fn5stlsth+7Wdlr8wmz2VzhsgaDQc7Pz5eNRqNTZS0Wi/3+VDWnxoy9++67PPDAAzz44IMOx1UqFSNGjODChQvMnTuXb775psx1NmjQgPPnz9sfN2/enA0bNnDfffdhsVj4+eefCQkJKVectWvXLrFVryImTpxIZGQkTZs2RafTcfr0aVasWEHTpk3p168fubm5PPXUU9x3333Uq1cPs9nMvn37+PLLLxk5ciSBgYGVGo8gCIJwe3B3d3dYrkmj0TgsvL569WrOnj1rf7xixQoeeeQRGjVq5DAW6vo6r3ejsiVRqVT23qxrXTsey5mySqWyxNjKU7ak9U/LU1ahUNyyCRNOJWNnzpxhyJAhNzwfHh7OmjVrylXnXXfdxapVq3jllVfQaDQ888wzPPvss3To0AGwDdorz1ZIAE899RQrVqxg5MiReHp6luu5N9K6dWs2btzIp59+iizLhIWF8eCDD/Lkk0/a/1M0aNCAzz//nOTkZHQ6HXXr1mXWrFnl6mIVBEEQhLLKyspizpw5xY7PnDmTVatWuSAioTycSsaCg4PZuHEjI0eOLJblms1mNm7cSHBwcLnqfPLJJ3nyySftj3v37s2qVav47bffUCqV9OzZk86dO5erzvz8fDw8PLjrrrsYPHgwtWvXts/qKCJJUrmWnHj66ad5+umnb3heo9GU+B9CEARBEKrK/Pnzi40Rs1gsbN++nd9//53evXu7KDKhLJxKxsaNG8eMGTMYMWIEo0ePpm7duoBtba21a9dy6tQpZsyYUeHg2rdvT/v27Z1+/jvvvGP/+40WSi1vMiYIgiAI1cnZs2f5/PPPsVqtxc4pFApee+01duzYUeauR+HWcyoZGzlyJAqFgg8++IDp06fb+7BlWcbf359Zs2YxYsSIctXZvHlz3n33Xe69994Sz2/cuJEXX3yxXIu+lrZmlyAIgiD828myzGuvvXbDrf+sVisXL17kiy++YNy4cbc4OqGsnF709cEHH2To0KGcOHGCxMREAEJDQ4mMjCxxgN7N3GygvcViKfc+k2FhYeWOQxBuRiy8eOsXXiy6P+L+u+b+i3tfPd77JdmyZQu7d+8utQzYJt4NHTqUgICAm5YVbj1FRZ6sUqmIiopi0KBBDBo0iKioKKcSsSI3Srby8vL4448/8PPzc7puQagsbdq0ISMjw/546dKlRERE8NprrzmUa926NREREVy+fNl+7PPPPyciIoIpU6Y4lO3UqRMRERHExMTYj61bt46IiAieffZZ0tPT+e233/jtt9/sZa9d++fHH38kIiKCxx9/3KHeQYMGERERwb59++zHtm7dSkREBKNGjXIoO2zYMCIiItixY4f92O7du4mIiOC+++5zKDtmzBgiIiLYtGmT/dihQ4eIiIgotlPGU089RUREBN9//7392KlTp4iIiKBbt24OZZ977rlir+3ixYu0adPG/tgV9z8hIaHY/b92tnhNvv9xcXH2v7vi3gOcO3fO4d4vW7bM3ktSk+/99e/96xUWFvL666/bk9jSFBQU8O677960nOAaLt0OadGiRSxevBiwJWIvvfQSL730UollZVlmzJgx5aq/T58+N21NkySJrVu3lqteQbiZ559/HoPBUGn1Pfvss/zxxx8Ox1599VVq167tsAeqYPusGDFihH0bk8owcuRILl686HDsxRdfpFWrVrRs2bLSrlMTFBYW2u990cLdFWEwGBg8eLDD4PQ333yT9957zyHRuh1t3LiR+Ph4FAoFKpUKq9VabNyYUqlEkiQsFgv/+9//eOWVV/D393dRxMKNSHJlL8RVDtHR0ezcuRNZllm9ejVdu3alfv36DmWKmnJbtmxJ//79y/QLoMjUqVOLJWMWi4XExET7L5kWLVr8a2Y/Fu1NKcbC3XrXbtZ79OhRAgICbthVc/DgQYYMGYJaraZ3796sWLGiwl019913H5GRkUybNg2DwYDZbKZbt24sWLCAkSNH1viumoyMDHsLwc3u/4YNG3j22WdRq9WMGTOGWbNmVfj+t2vXjieeeILHHnsMg8FAfHw8Dz74IN988w1dunSp0fc/Ly+Ppk2bluneAyxZsoQ5c+ZgtVp544037LPknb33RqOR5s2b895779G9e3dkWebw4cM8++yz/Pnnn4SEhNTYe3/9e//6jcJzc3N54403sFqtpKSksH37dq6nVCrta4LWqVOHyZMnFytTmpMnT97wB9+1LZ9Cxbi0Zaxnz5707NkTsL3BR40aVWqTbHnNnTv3hudOnz7Nk08+ecMJA4JwI6UtvGi1WpkxYwaRkZE89dRT/Oc//2Hv3r107doVuPFiimVZeNHNzc2+aPD1LQ6308KLpd1/g8HAW2+9xYABA2jTpg0LFixg7NixNG7cGKjY/ffw8Lht73+Rmy06mpKSwgcffMDjjz+OwWBgwYIFDB06FH9/f6fvfdHWPtduvXdtK2VNv/elLTrq5eXFe++9B8D+/ftLTMbUajXz58+/YR1C9VChMWOVac6cOZWaiN1Ms2bNGDlyJPPmzbtl1xRqvm+//ZYjR47wxhtvMGzYMNq3b8+MGTMqpbtGuLmlS5eSlpbG9OnTGT9+PCEhIbzxxhuuDuu2MXfuXDQaDS+88AKvvPIKFotFJAKCUAbVJhkDW3P4okWLGD58OF26dKFLly4MHz6cRYsWVcqGp9cLCAjg3LlzlV6vcHvKy8tjzpw53HfffXTq1AlJknjjjTc4deoUq1evdnV4Nd7ly5dZvHgxTz31FA0aNECn0/H666+zbdu2ElsMhMp15MgRvv76a15++WV8fX0JDAzk+eef58svvyzXkkSCcDuqNslYcnIy999/P4sWLUKv19OuXTvatWuHwWBg0aJFDB06lJSUlEq7XmZmJt999x21a9eutDqF29vChQvJyclxmFnWpk0bRo4cybvvvktWVpbrgrsNzJ49G29vb5577jn7sYEDB9KlSxdmzpyJyWRyYXQ1myzLvP766zRv3pyHH37Yfvzxxx+nfv36zJgxo9L3CRaEmqRMY8aaNWtW7jW+JEni77//LnP5efPmkZaWxieffGIfR1YkOjqayZMnM3/+fIdV9W/m0UcfLfF4bm4uFy5cwGQyiam+QqW4ePEin376KRMnTiy2vt3UqVP5+eefWbBggegyqyL79u1jw4YNLFiwwGEfWkmSmDVrFgMGDOCzzz4rdSszwXk//PADf/31F+vWrXPYck6j0TBz5kweffRRNm/ezMCBA10YpSBUX2VKxiZMmFDuZKy8du3axdixY4slYmAb6D9mzBjWrVtXrjpL+iUmSRLh4eHceeedDBs2jEaNGjkdsyAUefPNNwkICLCvi3St4OBgJk+ezNy5c3nkkUdo0qSJCyKsuSwWC6+//jpt2rSxzxq7VosWLXjkkUd4//33eeCBB+yD8IXKkZ+fz+zZsxk0aJB9osq1+vbtS58+fXjjjTfo3bt3iQPVBeF2V6ZkbNKkSVUdBwaDodSVgQMDA8u9bpPYqV64FXbu3MnmzZtZsmRJiTOtAJ588kn+97//MWPGDFavXl3lP25uJ+vWrePEiRNs2LDhhkvfvPTSS2zYsIF3331XtIZXssWLF5OZmcn06dNvWGbGjBn07duXZcuW3ZLvE0H4t6k2Y8YaNWrEL7/8Yp/GfC2TycQvv/wiWrGEasdsNjNz5kwCAgIwm81s2LCh2Nik48eP88svv9CxY0d27tzJli1bXBRtzZOTk8PcuXOJiIjg0qVLbNq0qViL+J9//smOHTvo0KEDq1ev5sSJEy6KtuaJj4/n448/JioqioMHDxIdHV2szPbt2zl27BitWrXio48+4sqVKy6IVBCqtwqtM3blyhX+/vtvcnNzS+wSvP/++8tc11NPPcXzzz/Pgw8+yEMPPWRf/DU2Npa1a9dy5swZ3n///YqEKwhVQqFQkJ6ebh84PnXqVPuv//z8fO6//36H1eDLs3CxUDqFQoEkScTExNjv+eLFi+2fPefPn2f48OH2zyeFQiHufyUquv/79u2zr4a/fv16OnToANiGn1y7c4qHh4e4/4JQAqeSscLCQl555RV+++03rFYrkiTZP+yu7X4pTzI2cOBADAYD8+fPZ8aMGfZ6ZFkmICCAt99+m7vvvtuZcAWhyqhUKjZt2mRfR6xPnz4Oy7CYTCYKCgpYvHgxAwYMAEpe3FFwjqenJ/v378disQDQpEkTcnNz7eeLVktfv349kZGRSJIk7n8lCgsL4+TJk8iyTFJSEt27d3d4/xf9/cCBA/j5+aFQKBw2FBcEwcapZGzBggVs2bKFyZMn07ZtW8aMGcPcuXMJDg7miy++ICUlpVyzHos88MAD3HfffZw4cYLExEQAQkNDiYyMrNAG5IJQla5dLfxGv/o1Gs0Nx5MJFXPtCvA3Goun1WrF/a8iRcltaUmuTqcT918QSuFUe/Gvv/7KAw88wNNPP23fZqRWrVp06dKFTz75BC8vL4ed58ti/fr1JCQkoFKpiIqKYtCgQQwaNIioqChUKhUJCQmsX7/emXAFQRAEQRCqLaeSsfT0dFq3bg3882vo2pmOAwYMKPcg5VdffZXDhw/f8PyxY8d49dVXnYhWEARBEASh+nKq7y8wMJDMzEzAtmmqj48PsbGx9vN5eXkUFhaWq86brc6s1+sdFhMsj7y8PBITE8nJySnxOkWDTQVBEARBEG41p5Kx1q1bc+jQIfvj3r17s2LFCoKCgrBarXz++edERUXdtJ7Tp09z+vRp++ODBw/aB+JeKycnh7Vr19KgQYNyxZmZmcmbb77Jb7/9VmK9siwjSZLYN00QBEEQBJdxKhkbM2YMmzdvxmg0otFo+M9//sPhw4d5+eWXAahbty7//e9/b1rP1q1bWbRoEWAbePv111/z9ddfl1jW29u73JMCpk+fzu+//86YMWNo37493t7e5Xq+IAiCIAhCVXMqGWvfvj3t27e3Pw4JCWHTpk2cPXsWhUJBw4YNyzT7ccSIEfTq1QtZlnnwwQd57rnn6NGjh0MZSZJwc3Ojbt265Z5RuXv3bsaOHWtPEgVBEARBEKqbSlsvQqFQ0KxZs3I9Jzg4mODgYAC+/PJLGjVqVOqWSOWl0+mKbdosCIIgCIJQnVQoGTt37hzx8fFkZ2eXeL48i7527NixIqGU6L777mPr1q08/PDDlV63IAiCIAhCZXAqGbt06RIvvfQSx44du+EsSEmSypWMVYUBAwZw4MABnnzySUaOHEnt2rVLnJHZsmVLF0QnCIIgCILgZDL2+uuvc/bsWaZNm1atB8Y/9NBD9r/v2bOn2Hkxm1IQBEEQBFdzKhk7dOgQ48ePd9gAtjqaM2eOq0MQBEEQBEEolVPJmJ+fH15eXpUdS6UbOnSoq0MQBEEQBEEolVPbIY0aNYoff/yxxIVUK1tGRsZNV+cvi5SUFE6fPo1er6+EqARBEARBECqHUy1j9evXx2q1MmTIEIYNG3bDgfH9+/d3Kqj8/HzefPNNNm7ciMlkQqlUMmDAAF577TX8/PzKVdfWrVuZN28ecXFxAKxcuZI777yTjIwMnnjiCSZMmMBdd93lVJyCIAiCIAgV5VQy9vzzz9v/fqNV8SsyMH7mzJkkJSWxbNkygoODOX/+PHPmzOG1115j8eLFZa5n+/btTJo0iaioKO655x77av8A/v7+1KpVi++//14kY0K19O2333L06FEAkpKSSizz/fffc+LECQCeeeYZsa5eJVq+fLn9R5zBYCixzMqVK9m0aROSJPHyyy/j6el5K0OssWRZZv78+WRnZ5e6z/H8+fPx8vLCzc2NV155xen9iwVHhYWFzJ07F7PZTHp6+g3LTZ8+HbCtGTpp0qRbFV6N5FQy9uWXX1bKxX/55RcGDx5c7Pi+fftYunSpfcmJBg0akJyczPvvv1+u+hcvXkz79u1ZtWoVmZmZDskYQFRU1A23XxIEV7JYLMyaNQu9Xk+DBg2oVasW9957r/28UqlkzJgxHDx4kG3bthEXF4e/v7/DDyXBeVlZWcyaNQsPDw/Cw8Np3rw5ffv2tZ8PCQlh8ODBXLhwgaNHj5KYmEirVq148MEHXRh1zXHq1Cnef/99+4/mTp06OaxF2apVK7p3786JEydIS0sjNTWVPn360LlzZxdGXXNER0fz6aefolAoUCqVqFQqzGazQxmVSsWqVaswm83IsszQoUMJDw93UcT/fuVOxgoLCzl9+jTNmzenQ4cOFbr4O++8w//+9z9ee+01WrRoYT9ev359NmzYQJMmTVCr1eTk5LBlyxbq1atXrvpjYmKYOnXqDc8HBgaWmvULgqsolUqeeuop5s+fz8cff0zjxo0dzkuSxNy5cwHbUjNr164VixtXIl9fX0aPHs0vv/zCunXr8Pf3dziv0+n49NNPAXjiiSeQJIl77rnHFaHWSM2bN6dHjx5cunSJjRs3otFoHM77+fmxdu1aLBYLgwYNIjw8vEoWDr9d9e7dmwYNGhAXF4fJZCqxTFFyVjSMSCRiFVPuAfxarZZ58+YRGxtb4Ytv3ryZO+64g4ceeojXXnuNjIwMwPblsn37djp06ECPHj3o0qULsbGxvPHGG+Wq383N7YbdCwDx8fH4+vpW5CUIQpV5+umnCQkJKfV9f/bsWT7//HMmT55s31pMqBwvv/wyFouF+fPn37DMzp07+fXXX3nttddwc3O7hdHVbJIkMXPmTOLj41m5cuUNy3399decOHGCWbNmoVA4NR9NKIFareatt97CarXetKxCoeD111+/BVHVbE69eyMiIrh8+XKFL+7u7s6LL77Ijz/+SEZGBv3792fFihXUr1+fzZs3s3z5cqZOncrKlSvZsmVLuVfK79SpE+vXry/WvAqQmprKunXr6NatW4VfhyBUBZ1Ox+uvv862bdvYvn17sfOyLDNz5kzq1KnDk08+6YIIa7bAwECef/55vvzyyxLHv5pMJmbMmEGnTp0cupCFytG0aVPGjh3L+++/T0pKSrHzOTk5zJ07l2HDhnHHHXe4IMKarVevXvTt27fUcXgKhYIJEyZQp06dWxhZzeRUMvb888+zdu3aEle1d0bdunVZsmQJH374IT/88AODBw9m586dtG/fnkGDBtGxY8dizdRlMXnyZK5cucLw4cP5+uuvkSSJP/74g/fff597770XWZaZMGFCpbwGQagKAwcOpEuXLsycObNYd8GWLVuIjo5mxowZaLVaF0VYsz3++OPUr1+fGTNmFFtiZ9WqVcTExPDGG28gSZKLIqzZXnjhBVQqVYkTxT744AMMBgOvvvqqCyK7PcycOfOG5yRJIiAgQHyHVhKnkrGvvvoKX19fnnzySe666y4ef/xxnnnmGYc///d//1fuert27cqGDRt4+OGHefXVV3niiSc4f/68MyEC0LBhQ1avXo2vry8ffvghsiyzYsUKPvnkE5o0acLq1aurtJ/7/PnzPP7440RFRdG1a1feffddjEZjlV1PqHkkSWLWrFnExsby+eef248XFhYya9YsevToIWYDVyGNRsPMmTPZvXs3v/76q/14RkYG8+bN46GHHiIyMtKFEdZsfn5+vPTSS3z99df2mcUA586dY8WKFUyaNImQkBAXRlizNWzYkKeeeqrELmBZlpkxYwbu7u4uiKzmcWo25dmzZwHbjCKLxWKf/n2tsvxSNJvNrFy5ku3bt1NQUEDr1q2ZOHEijz76KPfccw8ffvghQ4cOZcSIEUyaNAkfH59yxxoREcHnn39OdnY2cXFxyLJMnTp1ig3IrWzZ2dmMHTuW+vXrs3DhQpKTk5k7dy4FBQWif10olxYtWvDII4+wYMECHnjgAQICAli5cqV9PI1olalaffv2pU+fPrzxxhv06tULnU7HvHnzsFqtvPzyy64Or8Z75JFHWLVqFa+//jrr169HkiTeeOMNQkJCePrpp10dXo03efJk1q5dS1ZWlv2YUqmkdevW3H///S6Lq6ZxKhkrafyKM959912+//57HnvsMXx8fPj6668ZN24c69evx9/fn1mzZjF69Ghmz55N//79ee6558o1Y+zcuXP2WWg+Pj60bt26UuIui7Vr15Kfn8+iRYvskwSKlisYP348tWrVumWxCP9+L730Ehs2bODdd9/lxRdf5IMPPmDs2LE0bdrU1aHdFmbMmEHfvn1Zvnw5ffv2ZdWqVbz22msEBga6OrQaT6VSMXPmTEaNGsWGDRvw9vZm27ZtLFu2DJ1O5+rwajwvLy+mT5/Oiy++aD9msViYPXu2+CFYiVw6/eTnn3/mmWeeYeLEiYwZM4b58+cTExNDTEyMvUyzZs1YtWoVM2fOZMWKFeWq/5577uHee+/l448/LrH1rirt3LmTO++802G25sCBA7FarezevfuWxiL8+/n7+/Piiy/yv//9jwkTJqBSqXjhhRdcHdZto3Hjxjz++ON8+OGHvPTSS9SvX5/HH3/c1WHdNrp3787AgQN58803mTlzJl26dGHgwIGuDuu2MWLECFq0aGFfd2zEiBG0adPG1WHVKJLs5MaPFouFzZs3s2/fPtLT03nuuedo2rQpubm57N27l3bt2t30V2OPHj0YMWIEEydOBODo0aOMHDmSX375hUaNGhUrX1hYWK6BymvXrmXTpk0cOHAAWZZp3rw5gwYNYuDAgVW+Uvmdd97JsGHDmDJlisPx7t27M2TIkGLHi1y7sOT1EhISUCqVYoyEC8iyTHx8PAB16tS54S/CxMREJElymHCSn59PYGBgpYytSEpKwmQy4e/vf1ut9l7W+3/p0iW0Wi0qla3R32q1YjAYqF27tlOTgK5ltVpJTEzEarUSFBR02yxlUdZ7b7FYuHz5Mjqdzj4Dz2KxUFBQQHh4eIWXnjCbzSQlJSHLMiEhIajV6grV929R1vtfWFhIcnJyseOSJFXKbMei+iVJIjQ09Lbb7SAkJISvvvqqyup3qpsyJyeHcePGcezYMdzd3TEYDDzyyCOAbbmKt956i/vvv/+mv9xHjBjBJ598QlJSEt7e3vz888+0b9++xEQMKPeMsVGjRjFq1CjS0tLYvHkzmzZtYv78+cyfP5/WrVszaNAg7r777irpMszJycHb27vYcR8fH7Kzs52u91Zszi4UJ0mS/cO/tKb50NDQYscCAgIqLY7bNREv6/2vW7dulcWgUChuy4Uty3rvlUplld5/lUp1Wy6hUNb7r9Vqq/T+V3X91VlSUlKJy6tUJqeSsXnz5hETE8OKFSto3rw5Xbp0sZ8rWo03Ojr6psnYxIkTqVOnDtHR0WRmZvLQQw/x6KOPOhNSqQIDA3nkkUd45JFHSE5OZtOmTWzevJl33nmHd999l5MnT1b6NZ21bdu2G54rajUrrYxQdcT9dy1x/11H3HvXEvfftUrrsaosTiVj27ZtY8yYMXTt2pXMzMxi5+vXr88PP/xQprqGDBnCkCFDnAnDKUFBQURERHD27FnOnj1b6gr9FeHt7U1ubm6x49nZ2U7NChUEQRAEoWZyKhnLzc0ttbnebDZXq+40WZbZt28fGzduZOvWrWRmZuLt7c3gwYMZNGhQlVyzYcOGXLhwweFYbm4uqampNGzYsEquKQiCIAjCv49TyVjdunVL7drbvXv3Dcd9FRk0aBBPP/00gwYNKvPAWqPRyE8//cSKFSvYuHHjTcsfPHiQTZs28euvv5Keno6npyf9+vWzr2peNMi3KvTo0YOPP/7YYezY5s2bUSgUdO3atcquKwiCIAjCv4tT2cjw4cOZN28enTp1onPnzoBtYKHRaGTx4sXs2rXrppt6Dx06lDlz5jB79mz69OnDnXfeScuWLQkPD7fPUtLr9SQkJHDixAn27NnD77//jlqtLvM+fI888gju7u707t2bQYMG0b179wrPqCqrUaNGsWrVKiZMmMD48eNJTk7m3XffZdSoUWKNMUEQBEEQ7JxKxsaOHcu5c+d44YUX7K0+U6ZMISsrC7PZzMiRI3nwwQdLreOpp55i9OjRfPvtt/zwww9s2LDBPlPk2mnRYOtmjIiIYNKkSQwfPrzMU/o//PBDevXq5ZJ9+3x8fPjiiy948803mTBhAh4eHgwfPpznn3/+lsciCIIgCEL15VQyJkmSffmKX3/9lbi4OKxWK3Xr1mXgwIF06NChTPV4enry2GOP8dhjj5GQkMDhw4e5cOGCfdsFX19fGjZsSFRUlFNTmgcMGFDu51SmRo0aOewnKAiCIAiCcD2nF32tjhYtWoQkSfzf//0fCoWCRYsW3fQ5kiSJXecFQRAEQXAZp5Kx5s2b8+6773LvvfeWeH7jxo28+OKLnDp1qsIBlkezZs2QJImjR4+i0Who1qzZTZ8jSdItj1MQBEEQBKGIU92UN8vfLBaLSzYQPX36dKmPBUEQBEEQqhunNwu7UbKVl5fHH3/8gZ+fn9NBVQaj0ci2bdtEQiYIgiAIQrVW5m7KRYsWsXjx4jJVKssyY8aM4b///W+FgqsIWZZp1aoV//3vfxk9erTL4hAEQRAEQShNmbspW7VqxUMPPYQsy6xevZquXbtSv359hzKSJOHm5kbLli3p379/ZcdaLpIkUb9+/RK3axIEQRAEQagunBrA/+qrrzJq1CjatGlTFTFVmp9++om5c+eyatUqsQWRIAiCIAjVklPJmCzLNx2gn5eXV+bFWavKW2+9xd69e7l48SIdO3YkLCwMnU5XrNxrr73mgugEQRAEQRCcTMZGjx7NO++8Q926dUs8Hx0dzeuvv050dHSFA6wIsbSFIAiCIAjVnVNLW8THxzNkyBBefPFFHnnkEfvxvLw85syZw3fffUerVq0qLUhniZmUgiAIgiBUd061jGVnZzNr1iw2btxIp06dePvtt4mLi+O1114jNTWVCRMm8PTTT6NQOL1yhiAIgiAIwm2hQtshbd68mTfeeAO9Xk9hYSHNmzdnzpw5NG3atDJjFARBEARBqLGc6qYsEhQUhLu7OxkZGYBtmyRnNvSuLEXbIZWXGDMmCIIgCIKrOJWMGY1G3n//fb788ksaN27Mt99+y65du1iyZAn79+/n7bffpkOHDpUd601NmDChWDK2ZcsWzp07R7du3WjQoAEAFy5cYPfu3URERNCvX79bHqcgCIIgCEIRp5KxIUOGcOnSJcaNG8fEiRNRq9VERkbSu3dvXn31VcaOHcsjjzzCtGnTKjveUk2aNMnh8ddff016ejo//fRTsXXGzp8/z9ixYwkODr6VIQqCIAiCIDhweoT9mjVreP7551Gr1fZjzZo145tvvuGZZ55h9erVlRJgRaxYsYJHHnmkxAVfGzVqxMMPP8zy5ctdEJkgCIIgCIKNU8nY+vXrad26dYnnVCoVzz33HOvWratQYJXhypUrqFQ3bvxTqVRcuXLlFkYk3G4KDCZycwrK/KfAYHJ1yJXuzJkztG3b1j62tKwWLlxI06ZN7X86d+7Mo48+ysGDB6soUkdF1927d6/D8ZycHJo2bcr3339vPzZ16lSHWLt168YzzzzDmTNn7GWWLl3K448/fktiv9Wufe2RkZEMGDCABQsWoNfrXR1apars94QgFHGqm1Kr1QK2sWMnT54kPT2ddu3a4e/vby/TokWLyomwAiIiIli9ejX33nsvtWrVcjh35coV1qxZQ5MmTVwUnVDTFRhM7NoSQ35+YZmf4+GhpftdEejc1Dcv/C/xwQcf8MADDzh8PpSVTqfjiy++AGz/Z5csWcJjjz3G999/f8v+7y5ZsoQ777zzpuXq1KnDvHnzkGWZuLg4PvroI8aMGcMvv/xCUFCQvSX+zz//pHPnzrcg8ltrzJgx3HPPPRQWFrJnzx6WLVtGQkICCxYscHVola6y3hOCUMTpbsovv/ySbt268dBDDzFp0iR7tp+RkUGnTp349ttvKy1IZ7366qtkZGQwYMAApkyZwsKFC1m4cCEvvvgid999N+np6UydOtXVYQo1lMlkIT+/EJVaiZuH5qZ/VGol+fmFmEwWV4deaeLj4/n9998ZNmyYU89XKBRERUURFRXF3Xffzccff4zZbGbt2rU3fE7Tpk3Zt2+fsyE76NSpE/v37y9Ta5xOpyMqKoq2bdty//338+6775Kdnc2PP/4IgLe3N/379+fLL7+slNiqm5CQEKKioujUqRPPP/88999/P7/88ku5W0Sru8p8TwhCEaeSse+++463336b7t27M3v2bK5dqszf35/OnTuzcePGSgvSWe3bt2fdunV07dqVrVu3snjxYhYvXsy2bdvo1q0b69ato3379q4OU6jh1BolWq3qpn/UGqVT9R8+fJhnnnmGbt26ERUVxZAhQ1i/fn2xcjExMTz88MO0atWK/v378+OPP/Lss88yZswYh3JbtmxhwIABtGrVihEjRnDy5Enat2/PwoULyx3b+vXrqVOnTrGWcqPRyIIFC+jduzeRkZEMHDiQn3766ab1hYaG4u/vT0JCQrljudbhw4d59NFHiYqK4o477uDFF18kPT29WLmePXvSsmVLFi9eXO5rREZGAjjEevfddxMdHf2vS1DKer+uVdLrr+7K8jor+z0hCOBkN+Vnn31G3759mT9/PpmZmcXOt2zZklWrVlU4uMrQpEkTFi9ejNVqtX8A+vv7i90BhBojMTGRdu3aMXr0aDQaDYcOHeK1115DlmWGDh0KQEFBAU888QTe3t689957ACxevJicnByHPWb//vtv/vOf/9C7d2+mTZvG5cuXef755zEajU7FtmfPHtq2bVvs+H/+8x8OHTrEhAkTaNSoEdHR0bz00kt4e3vTs2fPG9aXl5dHVlZWhWZBHz58mDFjxtCzZ0/ef/99DAYDH3zwAc8++yxff/11sfLPPvssEyZM4MiRI0RFRZX5OkVfuNfG2rZtWywWC/v37+fuu+92+jXIsoy1sOzd3wAKrdapdRjLe7+KFL3+64eIlIcsyxQay95SrNUonXqNUL7XWZnvCUEAJ5OxuLi4Yr+mr+Xr60tWVpazMVUJhUJBYGCgq8MQhEo3ePBg+99lWaZDhw4kJyfz9ddf25Ox7777jvT0dNasWUN4eDhg+5Xev39/h2Tsk08+ITw8nIULF9p/sHh4ePDyyy+XOy5Zljlx4kSxtfz+/PNPtm/fzooVK+jWrRsAXbt2JTU1lYULFxZLxsxmM2AbM/bOO+9gsVgYMGBAsfPXslqtDseVyn++pOfPn09kZCSLFi2yH2vSpAn33HMP0dHRxa7ft29fmjZtyuLFi1m2bFmpr9lsNiPLMpcuXWLGjBmo1Wr69u1rP+/t7U1oaChHjx51OhmTZZnjU/9L7unyDQT3at6MVnPeKneyUtb7VXTPCwsL2bt3L2vWrKFt27ZOJ2OyLPPKoj84dbHsrYjN6/vzzsRuTiVk5XlfVOZ7QhDAyWTM29u7xBaxIufOnRODEwXhFsnOzmbhwoVs27aN5ORkLBZbS4Kvr6+9zIkTJ2jSpIk9EQMIDw+nWbNmDnUdP36cfv36ObQcO/vFkZ2djdFoLDZwf/fu3fj6+tK5c2eHhKlLly7MnDkTi8WCUmnrstXr9bRs2dJexsfHh9dff53u3bsDtpaGkuJ77LHHHB7PmTOHBx54AIPBwKFDh3j55Zft9wmgfv36hISEcPz48WLJmCRJ/N///R+TJ0/m+PHj1KtXr8TXGxMT4xBrcHAw7733XrGJBr6+vqSmppZYR5k52fpTXuW5X/PmzWPevHn2Ml27duWNN964JXFWVHnfF5X9nhAEp5KxHj16sG7dOh566KFi52JiYvjmm2+cHrArCEL5TJ06lcOHDzNhwgQaN26Mp6cna9asYdOmTfYyKSkpJc5m9Pf3p/Ca7q7U1NRi5Tw9Pe0zqMujqF6NRuNwPDMzk6ysLIcvqWulpqZSu3ZtwDYA+quvvkKSJPz8/AgJCXFIFIODg4tNFho+fDizZs1yqL8oCc3JycFisTBnzhzmzJlT7NpJSUklxjRgwAAaN27MkiVLeOedd0osU7duXRYsWIAkSQQFBREcHFxiC41Go3G45+UlSRKt5rx1S7opy3O/Hn30Ue677z40Gg1hYWF4enqW61rXkySJdyZ2uyXdlM68LyrzPSEITiVjkydPZsSIEdxzzz307t0bSZJYv3493333Hb/99htBQUE8++yzlR2rIAjXKSwsZMeOHUydOtVh6MD1iy4HBweXuAdrRkYGHh4e9sdBQUHFBpfn5eU5lTwUtczl5OQ4HPfx8cHf359PP/20xOddmwwqFApatWp1w2toNJoSzzdo0KDE415eXkiSxPjx40vcCs3Pz6/E6ygUCp555hleeuklTp8+XWIZrVZbaqxFcnNziYiIuGm50kiShFKnq1AdZVGe+1W7du0yvf7ykCQJnbZCWyiXiTPvi8p8TwiCU+/yWrVq8f3337NgwQI2bdqELMts2LABDw8PBg8ezJQpU5xaU0gQhPIxGo1YrVaHnTDy8vLYvn27Q7nIyEjWr19PfHw8derUAWxdfKdPn+aOO+6wl2vVqpU9uStqgdq6datTsWm1WkJDQ4vNHOvSpQvLly9HrVYX6yatau7u7kRFRXHhwoVyf0kOGjSIRYsWOTWLrojVaiUxMfFf03NQkfv1b+Ls66yM94QggJPJGEBAQACzZ89m9uzZZGRkYLVaxSxFQbjFvLy8aNWqFcuWLcPf3x+VSsWnn36Kp6enQwvXsGHD+Pjjj3nmmWfse7guWrSIwMBAh26T8ePHM3z4cCZNmsSIESNITExk5cqVaK/r4lq0aBFLlixhy5YthIWF3TC+du3acfLkSYdjXbt2pXfv3owbN45x48bRtGlTDAYD586dIy4ujtmzZ1fW7SnRyy+/zNixY5k8eTKDBw/G29ubK1eusGfPHh544AE6depU4vOUSiXjx4/n1VdfdfrasbGx6PX6f9WSOs7er38bZ15nZbwnBAEqsOjrtfz9/QkMDBSJmCCUwGS0UFhovukfUznGxlxr/vz51K1bl6lTp/LWW28xYMAA7r//focyOp2OlStX4uPjw5QpU3jvvfd4/PHHqVevHl5eXvZyLVq04IMPPuDcuXNMnDiRb775hrlz52KxWBzKybKMxWJxWGOwJAMGDODQoUPk5eU5HP/oo48YNWoUa9as4amnnuK///0vf/zxBx06dHDqHpRHu3btWL16NXq9nldffZWnn36aJUuWoNPpbjgQu8h9993nMAmivHbu3ElYWNi/qpWpIvfr38TZ11nR94QgAEjyzT5NBUFwSnXfDikrK4t+/frx2GOPMXHixBuW27t3L4899hirVq2iY8eO5bqGyWSid+/eTJkypViCeDsaNmwYvXv3LvV+C4Jw+6n6kZGCcJvSuanpfldEubY3UquVVZaIffrppwQGBhIWFkZqaiorV67EYrEUG780c+ZM7rzzTnx9fTl37hxLliyhRYsWTnWtqdVqnnrqKb788svbPhk7cOAA8fHxPProo64ORRCEakYkY4JQhXRu6mqz6bdCoWDp0qUkJyejVCpp06YNX3zxBSEhIQ7lcnJyePPNN8nKysLT05Pu3bvzyiuvOD0MYfTo0eTl5ZGRkXFbT+zJy8vjnXfewdvb29WhCIJQzdyW3ZQGg4FffvkFo9FIz549Sx2AfL3o6GiWLVvGuXPnyMvLo1atWvTr14+JEyfax9RMnTqVH374odhzly1bRo8ePSrtdQiCIAiC8O9X41vGpk2bxrFjx/j5558B21IAI0aMICYmBrDNRvviiy+KbWR8I1lZWbRu3ZoxY8bg6+tLTEwMCxcuJCYmhpUrV9rL1alTx2E1aoBGjRpV0qsSBEEQBKGmqPHJ2L59+7jvvvvsj3/++WdiYmKYN28ezZo1Y9KkSfZp+mUxZMgQh8edOnVCo9Ewffp0kpOT7fuw6XS6cm0gKwiCIAjC7anGr0WRlpbm0A25detWIiMjueeee2jcuDEjRozg2LFjFbpG0UrjJpOpQvUIgiAIgnD7qfHJmJubG7m5uQCYzWb2799Pt27d7Oc9PDzs58vDYrFQWFjIyZMnWbx4MX369HFYayYuLo477riDyMhIHnjgAadXMRcEQRAEoWar8d2ULVu2ZN26dXTq1Int27eTn59Pnz597OcvXbpEQEBAuevt3bs3ycnJAHTv3p358+fbzzVv3pxWrVrRuHFjcnNzWbNmDRMmTODDDz/k7rvvLrXevn373vBcSkoKbdq04auvvip3vIIgCIIgVE81fjbl8ePHGTduHDk5OciyzIABA/jwww/t5wcMGECrVq2KDba/mdOnT9u3cFm6dCnh4eF89tlnKJXKYmWtViujRo0iLy+PjRs3llpvaclYUlISISEhbNu2rVyxChWn1+vtmzvHxMTg7u7u4ohuL+L+u464964l7v/toca3jLVq1YpNmzZx6NAhvL29HVYQz8nJ4aGHHir3quKAfYPjtm3b0qpVK4YMGcKWLVtKbPlSKBT079+f9957j4KCAnQ63Q3rLS3RKi1REwRBEATh36lGJmMrVqygV69e9qUk/P396devX7Fy3t7ejB07tsLXa9q0KWq1mkuXLlW4LkEQBEEQbi81Mhlbvnw58+bNIzQ0lF69etGzZ086d+6MRqOpkusdPXoUk8l0w81irVYrmzdvJiIiotRWMUEQBEEQbj81Mhnbs2cPR48eZefOnezYsYPVq1ej0+no1KkTvXr1okePHoSGhjpV98SJE4mMjKRp06bodDpOnz7NihUraNq0Kf369ePy5ctMnTqVwYMHU69ePbKzs1mzZg0nTpxg4cKFlfxKBUEQBEH4t6uRyZgkSURFRREVFcVzzz1HWloaO3bsYOfOncybN49Zs2bRuHFjevbsSa9evWjXrl2Z991r3bo1Gzdu5NNPP0WWZcLCwnjwwQd58skn0Wg0eHh44OnpydKlS0lPT0etVhMZGcmyZcvo3r17Fb9yQRAEQRD+bWr8bMrrmc1mDh48SHR0NDt37uT8+fN4e3vTtWtXHnvsMdq0aePqEG+oaAC/mE1564kZTa4l7r/riHvvWuL+3x5qZMtYaVQqFZ07d6Zz58688sorxMfHs3PnTqKjozl48GC1TsYEQRAEQah5brtkrIjRaMRsNlOnTh0efvhhHn74YVeHJAiCIAjCbajGb4f0yy+/8PbbbzscW7RoEe3ataNDhw5MmDCB/Px8F0UnCIIgCMLtrsYnYytXrsRgMNgfHzp0iEWLFtGtWzfGjh3Lrl27+Pjjj10YoSAIgiAIt7Nq001ZUFDA9u3byc3NpWPHjjRo0ACA6OhofvzxR/Ly8mjVqhVjxozBx8enzPXGx8czdOhQ++Off/6ZwMBAFi1ahEqlQpZlfvvtN1588cVKf02CIAiCIAg3Uy2SsYyMDEaPHs2lS5eQZRmVSsX8+fPJz89n2rRpBAUFYTQaiY6OZsOGDXzzzTf4+vqWqW6j0YhWq7U/3r17Nz169EClsr30Ro0asXr16qp4WYIgCIIgCDdVLbopP/74Y9LT0/nwww/59ttviYyMZO7cuXz11VesWbOGXbt2sW/fPj788EOSkpL45JNPylx3eHg4e/bsAWybhsfFxTms95Weni6mCguCIAiC4DLVIhmLjo5mxIgR9O/fn8jISKZMmUJSUhJ33XUXbdu2tZcbMGAA9957L7///nuZ6x45ciSbNm3i3nvv5cknn6R27dr07t3bfv7QoUM0bty4Ul+PIAiCIAhCWVWLbsqkpCT7pt4A9evXB6BFixbFykZGRvLLL7+Uue4xY8ag1WqJjo4mMjKScePG2feHzMrKIjU1ldGjR1fsBQiC8K+QefgIFr0ev3ZtUbq5uTocQRAEoJokYx4eHg7LSyiVSoASN/YuGlNWHiNGjGDEiBHFjvv6+vL999+XM1pBEP6NcmPO8ffMNwHQhYbS5r05qDw9XRyVIAhCNemmrFu3LhcuXLA/9vPz448//qB9+/bFyl64cIGQkJByX8NoNHL48GG2bt1KRkZGheIVBOHfJ2XrP9uIFSQmcv6TZS6MRhAE4R/VIhnr3bt3sQQpMDAQtVrtcKygoICNGzeWmKSV5ssvv6Rbt26MHj2aSZMmcebMGcA2i7NTp058++23FXsBgiBUa1ajkdRduwGoM3okABl/7sdqMrkyLEEQBKCaJGPPPPMMH3300U3LybLM559/zuTJk8tc93fffcfbb79N9+7defvtt7l2X3R/f386d+7Mxo0bnQlbEIR/iczDR7Hk56MJCKDOg8NQ+/hgNRrJPRvj6tAEQRCqRzK2efNm8vLyblrOzc2NZs2a4efnV+a6P/vsM/r27cv8+fMdZlEWadmyJTEx4gNZqHr5Fy9y4vVZnJz5JvpL8a4O57aSvvdPAAK6dEZSKvFpFQlA9vETrgxLEAQBqCbJ2Isvvkjnzp159NFHWblyJefPn6+0uuPi4ujRo8cNz/v6+pKVlVVp1xOEkhiSrnDslf+SffQYWYePcGzqfylMTXN1WLcFq8lExv4DAATc2RnAnoxlHT7iqrAEQRDsqkUytnfvXt555x1CQkJYvnw599xzD3379uXNN99k165dGI1Gp+v29vYmMzPzhufPnTtHUFCQ0/ULws3Issy5jxZhLShAGxSIJiAAS34+5xYvdXVot4XMvw5hyc9H7eeLd7OmAPh1uAMUCnJPn8GQdMXFEQqCcLurFsmYt7c3gwcP5p133mH37t2sXbuWIUOGcOTIEZ5++mk6derEM888w9q1a0lKSipX3T169GDdunXk5OQUOxcTE8M333xDnz59KuulCEIx6Xv+JOfvUyh0OiJnv0nkWzORlEqyDh8h/+JFV4dX46Vs3wFAcK+eSFeXzdEGBODbpjUAqb/vcFFkgiAINtUiGbuWJEm0adOG5557ju+++45du3bx2muvodFomDdvHn369OHee+9l/vz5Dsth3MjkyZOxWCzcc889fPDBB0iSxPr165kyZQrDhg3D39+fZ5999ha8MuF2JMsyl1avBSDs/vvQ1QrGLTQU/84dAbiyeYsrw6vxzHoDmQf/AiC4Ty+Hc0E9bduiZR46coujEoRbz2IwkBq9i4Rvv8eQmOjqcITrVItFX0sTGBjIsGHDGDZsGGazmYMHDxIdHc327dvR6XRMmDCh1OfXqlWL77//ngULFrBp0yZkWWbDhg14eHgwePBgpkyZgr+//y16NcLtJj/2IoaEBBQaDaFD7rUfr93/LtJ37yVt9x4ajh+HJEkujPLfQ6XUYDRacHOT7ffMYrZisVhRKCVUKqW9rLHQTO7Zc8gWC5qAANzr1sVisWIxW1EoJDyvboOmj4+n0GBEUihQq5VIiqv1XlNWpf6nXpPRYlt8Wq1EcbWs1WLFbLYiKSTUzpY1WZCtMiqVAoXS9jvZapUxmyzlKytJqDX/lDWbLFitMkqVAqUTZWWrjEqpwWxxfriI4FpFCx6br06US/juB5q9+jK+rVu5ODKhSLVPxq6lUqno3LkznTt35pVXXsFUhjWCDAYDAQEBzJ49m9mzZ5ORkYHVasXf3x+FwvZhEx8fT506dao6fKEGKG8ykLLLtkm9b9soVO7u9i9494gmSEol5pwcjGlpSN62GcIiGSg5GTAaLaiUGp58cCEfvRnNi7PuwsNTC8CeHef5fdMZ2naqw70j2tjrmj9zC7VSjtMU8GzUEIvZyrdf/sWZk8lEtAhm1GN3IKlUWAsK+HTmj2SadTzzUk+Ca3sBcPRAPD9/c5ymLWsx8okO9nqXvLuD7EwDT/6nG2F1fQE4eSSRH1YfoUFEIGOe6Wwvu/yDXaQm5/Ho/3WmfuNAAM7+ncK6zw8SXt+PJyZ1tZf9YvEeEuOzGfVkB5q0qAVAbEwa//t0H7VCvRn/4j8TkVYv20fc+QyGP9qOFm1CAUiIy+TzRXvwD3Rn4qv/DL1Y98VfnDuVwn0j2xDV0fY5l5KUw6cLduHlreX5GXfZy/6w+ginjiUxcGgkHbrVByAr08CTDy7kk7XjqQhjRiaSWoXay6tC9QjlI1ssnFu0BHNeHmo/PyRJwpiRwak336bVnLfwbNzo5pUIVa7adVPq9XqHtcCul5GRwYEDtplR1y8KW5Lx48c7TADw9/cnMDDQnojFxMTw0EMPVTBq4XZRlAzo8/95T+3ZcZ650zaz6XvHZRLmz9xCzM/bAduSChaLld83nWHutM389P0p3Ovavhjzzl/go9nbmTttM6kp/yzxcvRAPHOnbea7VYcc6l3y7g7mTttMUkK2/djJI4nMnbaZtSsOOJRd/sEu5k7bzKUL6fZjZ/9OYe60zaz6+E+Hsl8s3sPcaZs5dybVfiw2Jo250zaz8qPdDmVXL9vH3GmbOX3in8HvCXGZzJ22mU/mRzuUXffFX8ydtpnjf122H0tJymHutM0smrPdoewPq48wd9pmDu29ZD+WkZ7PR29G88iQdygvr0Lb6/Zo1JCYv5PJzNDb6kzLJ19vxr1OOADuBWJXjqqUcfAvDo4bz/5HHuPi51+6Opx/paIfgtd+P1rMVoyFZsxmi0NZY6EZY6EZ2SqT8ns0+otxqDw9afneu7RZvBDfqDZYjUaSNv3qUNZer+VqvSbHek1GC8ZCM9ZrylqvljVVpKzpalmL9Z+yVrn8ZY2OZc1Xy1qcLCtfLWssNFPVqk3L2A8//MBHH33ElStX0Ol03H333bzwwgvFZjr+8ccfvPLKK5w6dapM9cbExPDss8+ydOnSYsnb8ePHGTduHMHBwZX2OgShiMpSgKcxCwCfqCgO/XmJC1cTnawMPR4NG5Afe5H8C7GA6CovixXfTOLosWO4e/yzb22XXo3o1L0BCqVjV++LM+/ixJTfMOSConYYMadTCA33oVGzINKS87h0IR33enXJj71I385+hD5wt0PrX5sOdYhsG2ZvUSzy7Mu97K2NRVpGhdI0sra9VbPIuMndi5Vt0iKYqW/fXazs2Ald7K2NRRpEBJZY9qGnOhUrG17Pz1b2ui7vEWPvsLc2FgkO8S6x7NCHohgyqo1DWV8/N1Z8Mwln6RMuc3b+B8gW25ff5R824NW0KQF3dnK6zttReVuFTUYLk6b1JvHHnwDQN7uT+XP3EF7Pl4H9+pN15Ci5p0/z0ezt6PONolW4hFbhjPR8Fs/dgVan4pXZdzvzz1Zm1SIZ27t3L6+++ioNGzbkscceIyUlhY0bN7J9+3YWLlxIx44dna575cqVPPbYYzz33HMsXLjQvsn4gQMHGD9+PA0aNGDFihWV9VKEGq48ycDYB8KJmQO6kBAupxi5eC6d8AZ+hNT1obDAjEWyfZDkXbjAc/8dDiCSgRKSAf8AD56b3pM2rVtjthjRaJQOz1OqFA7l7cdlM4aEBABSzF7o8wsJDvFCkiTcPTQkxGXSLNz2AV0QfwmN1vHjUKn8p6v0Wtd2qxZRKBVoKlpWXUJZhVQsrvKWVVWwrKSQnB4vZiks5PScd7Do9Xi3aI5Ho0Yk/fQzsZ99jl+HO1CoqsVXUI2ljzmLPu4SkkbLBV0joJDszAIu5tcGwJBwGZWPASj+7y7cWpJcWp/gLTJmzBj0ej1r1qxBo7F9ycXFxfGf//yHCxcuMHfuXAYNGgTAjz/+WK6WMYBjx47xxBNP0KVLFz744AN27tzJf/7zH1q1asXHH3+Mp6dnlbyuyta3b18Atm3bdpOSQmXT6/VEREQAttZWd3f3mz4n7n9rSFj3LQHduxMXcRcGvRFff9vz0q7kUVuRgfTtx2gCAuiw8tMqjf/fzpn7n3X0GCdfn4XaP4Ck/v+HSqO0tyiYTRayMgy0CzeR9OF7aAL8ab/iUzGRogRF916l1HD02DF8fDzLNF4SIGNnNOcXLUHt50er+e+CWsuxiZMwZ2cT8Z+JBPfpbS8rxkuWPF4yOyePNq1ty7CU9/6n/PwTcV9+hbl+S9LaD8HX3x2TyUxOZiHhu1YipyfT+OWX8GvfXtz/G9z/om7Skn68VKZqMWYsJiaG+++/356IAdSrV4+1a9fSpUsXpkyZwldffeV0/a1bt+aTTz5h165dPProo0yaNImOHTuyYsWKf00iJvz75F3d99AYEEZ2ph5vH539nJevjlSzLaEwpqdj1utdEmNNlnPybwDk0PoUFJgdWjNVaiWyLJOm8EdSKjGmZ1CYkuKqUP8Vyjtecu60zSRu3AxA6L2D+fNAKu/N+p2UEFt3Wtz/1mIpKBDjJa+62XjJG7UKa7Qqh0QMbImDRqu6OgQC0txqcSAlh/8diOO3MylYtQryfWwt8/knT6LRqhxav5XKq/Ve11Kq1ijRaFUOrfWKq2Wvb60tV1n11bLXtBgXtd6Wq+x1LdGqq2WVTpaVrpat6kQMqkkyZrVaUSqLN5PqdDqWLFnCkCFDmD17Nh9++KHT17jjjjv4+OOPOXHiBH379mXp0qVotdqKhC0Ipcor+iCU/FBrHD88tDoVJkmL5OkN2LoLhMqVfTUZy/MOQ+euLtbq5eGl5coVPW4NGgL/JG9C5fAozMRw4QKSSoVb+zuJO2fb/uuiR1OU/gEY09K4/P161wZZw+VdiKVAoWaDHMrJxBxScwuJScljy9kU9EG2WZTpf/6JbLXepCahqlWLbsoHH3yQevXqMW/evBuWeeedd/jss8+oX78+cXFxN+ymbNu2baldDYWFhWg0GocykiTx119/Of8CbhHRTek65e0mM2Vns//RJwC4MmQK3sE+xX7hZWXo8Y/+H8qkWHuXjVCy8t5/2WLhz1GPYDUaSbt7PG7hYWg0jr9uZVkm9UoeTbMPk7d9M8H9+hAxqfR1C29HznZTJqxeQ9L69fh1aE9qh2FcScwmINiD7MwCPC//jeeeH9DVrk3kh7bFuEU3WendlGaLscxd9ABmvZ59o8ew268VuwLa4qFV0alBADvOJGOV4c5Qb3ruXQamQlq/Owevpk3KVK9QNarF6MmePXuyYsUKsrKy8PX1LbHMK6+8QkBAAPPmzSs12RowYIAY9yG4nP7qwHHJxx+LQo1KpeDwpUzi0vMBqOvvTsta3hg9AnAjFn18givDrXEMSUlYjUZQayjU+uFd0sB0SUIhSRT42AYz55+/+Y4et7PyTJ5Qa5Rk7LWtsWdp3JrkpBz8At05nZyLl1aF1b8BHgolBVeuYElNti8xYq9XTJ4ArnaTaZROTaDIj43FisQRH9t+rD0igmgR6oPRYuWPmFT+TMwhLLwtjWP/JPOvQyIZc7FqkYwNHz4cPz8/0tPTb5iMAYwbN46goCAOHjx4wzJz586tgggFoXwM8bZuR5NnADo3NYcvZfL7mX/GJJ1PzSPAU0ughz9uIJKxSqaPiwfA6huESmtLIFJzC8g2mAjy1OLjbhs/pnVTkVnghxegvxSP1WRCUYb1C4XSGS4nUpicgqRWkyDVRqtTcvBSJnuvjt/SKBV0Dr2TLgl/kLH/QLFkTKi43FNnOO1Zj1yVOzq1gohatmUrOtb3JzW3gDNXcvlLW5fG/EnOqdMujlaoFmPGateuzcMPP0yjRjdfCTgxMZFvv/32FkQlCM7Tx9uSgUJ3f8xK2HnWNjC4XV0/IoJtk0Z+P52M0du2/k5+7EWXxFlT6ePiACj0CMTdU8NvJ5P4cu9FNhy5zPI/LrD11BVkWUbnpkYvuaH09ES2WNDHXbpJzUJZ5J07D4Cidjg5eivZVit/xv4zkN5osbJT15DD3hH2sX1C5Uo+cYbtge0BaFfXH/XVFkFJkuhQPwCAeIsOs6Qg92yMfR04wTWqRctYZVq/fj0AQ4YMsW8KXhb3339/lcUk3H6KBuQbPQM4cCkTiyxTx8+dXk2DKTRbic88T3q+kdjgQIIkCWNaGoXpGWgDxOKvlUF/yZZUFXoFcjAuk+OXbbPv/Nw1ZOqNHI3PwtdNzR31/DGZrUjBYZB3hrwLF8T2MJUg/7wtGdN7BIFGyc/HEpFlaB7izd0tQ9hzPo19sen8HtieJue300KWxfCSSiRbrexNKCTPxx1vtUSH+o6fK8FeWjy1KvIKzVz0rEvj3Ivkx14U730XqnHJ2NSpU5EkiUGDBqHRaJg6depNnyNJkkjGhEojy7K9pSvTK4iTibZEoFtEEJIkoVMraV8/gD9iUjl0JZ8o72C02cnknT2L9s7OpdQslFX+1RauFK9aHIyzbXU0uHUozWp7c/hSJttPJ/PHuTQaBXvZWsc8gtBwhtzTZ6nd/67SqhbKoKhlLN8jmNPp+RhMFgI8NNzVojYKhUTXxoFcSs8jKQd+1zSiZ0YG2oAAF0ddcxgSEjiirQtAu/oBqK4bJydJEo2CPDmakMXf/k1pnHuR3DNnRDLmQjUuGSuaaVi0ZpmYeSjcasaMTEzZ2ciSxGGjG7Ksp2GgB6G+bvYybev48dfFDLINJo76t6BjdjK5Z84SIJKxCtPHJ1CQmIRFUvCnwR0w0iLEm2a1bcuIRNXx5XxqHnHp+ew4k8K9rULI9a1DAJCxfz9W09Ni3FgFyBaLfVmXHN/aHE3IAmw/Rq7tKuvdvDar98Vx0qshFw6fpnm/rjeqUiinw9sOkKwLQClbaR7mW2KZZiHeHE3IIkYdhElSknc+9tYGKTiocclYWFhYqY8Foarlx9o+1BJ96xOTZlvMtWtjxz1WNSoFHRv4E302ld2qMBpofPE8IcbOVIaU7b8DsLHuXSTmGlEqJIf7L0kSfZoF8/nuWC6k5pGuN4F/HSRPb8y5OWQdPYZ/+ztcFf6/Xu7ZGKwFBZg0bmxPA5PFSi1vHY2CHBfYDvFxox65xElerN19mVn9XBRwDbTtaDIow2jkZsZdU/LXfJivG946NTkFJs55hON7QcwmdqVqkYydPHmyzGVTnFwl22KxcPLkSRKuLjkQHh5Oy5YtS1xsVhAqIv/8BbJUnvzq1w6AprW9CPbWFSvXpo4fZ67kciWngO9r92JczAYxbqyCZFkmbdcfJGkDOKmuhQQMbhWKt5tjS5e/h5amtb05fSWHfRfS6V7HD1P9lqhO7CXtjz0iGauAjP22lfAPhXQkJd+ITqXgntahJY4J615bTVySzKEcLUfOphDVJPhWh1vj5CRe4Ri2Hx+tGofesJwkSTQP8WZfbDonvBrS/NJOMZvYhapFMjZs2LAyD96UnRjo+f3337NgwQLS09MpWuNWkiT8/f15/vnnGT58eLljFoQbSTt9jrWh/chSeKBWKujSKKjEcmqlggfuqMNnf1wgE2+OekcQ8ec+QgYPvMUR1xwFSUkUpqaxO8S2gG6LUG/7lP7rdWoYwOkrOcSk5HJHHV80QY3wZS+Zfx1CtliQxA+1cpNlmYx9+zFJSv7U1AEZujQOwtddU2L5Ws2a0/bsrxz2bsJ7X+7nwyl9CbymO18ovz+2H6VQqcHLYqBeSOnj8IqSsVj3MPSyCv2leDwbNbxFkQrXqhbJ2Jw5c6qs7rVr1zJz5kyaN2/OxIkTqV+/PgCxsbF8/fXXTJ8+HZPJxOjRo6ssBuH2YcrN5bc4M1l+3niqJUZ2qn/DLyIAN7WSOxsFsv10Mrv929Bh6w5qD7pbzCxzUvaxEyRr/DjnUQeAjg1u/GUU6KklItiTmJQ89l5Mp2twbXx17phzcsg9G4N382a3KuwaI/PgXxguJ3LCtykGWYG3TkXrcN8bP0GjpYdnPpcLM0jBn9W/nua5kW1vWbw10d5TaYAnTbSFN/0cCfDUUstbR3JOAX/5NqPZwb9EMuYi1SIZGzp0aJXVvWzZMtq3b89nn32G+prm186dOzN8+HDGjh3L8uXLqyQZO3/+PG+99RaHDx/Gw8ODIUOGMHnyZIcN0YWa5dJvv3PA2/Yl3rNZ7VITsSKtw33562Ia2QVu7Ex3I2L/QQI6dajqUGukrGPH2ePfCrB1D/t7lL7/bJfGQcSm5ROXrifITUOt2o3QXjxOxv4DIhkrJ9liIe7Lr7AisT8wCoB29fxRKkpPCNTN2tJ/+ya+Ch/Ijr8SeHRQC3y9xL7BzsjMKeCUQQsSRIT4luk5Her78/OxRP70jSRq8++EPXC/6Kp0gWqx6GtVSktLY+DAgQ6JWBG1Ws3gwYNJT08v4ZkVk52dzdixYzGZTCxcuJDnn3+edevWiR0CajBLYSEbtxynUKnBT2mh6dXZezejVEh0jagFwEHf5pxf/XW13bhXtliqbWzZJ09y6HAsZzzrA9CplFaxIoGeWvq1sG2HdCQxmxR/29T+onFPQtml/B6N/lI8h/1bkIkWrUpBZJjPTZ8n121CqMpESEEaJouVZeuPUw22TC4Ti6X8/xeq6rXpC0w8/95WCiU1vqZcQhvUK9PzmtTyoo6vDotCyUGpNlc2/1ol8QmlqxYtY1WpefPmxMbeeMpubGwszZpV/i/gtWvXkp+fz6JFi+xbPFksFmbNmsX48eOpVatWpV9TcB1Zljn91df8obV9mbdrVKtcXY1Na3vxx1klOYU69qeoaLh3H4Fd76yqcEslyzIFV65QmJoGViuZJ0+RcvQk5pxs5LRUVColuoYN8WjTFo/69TAkXsZwOQmPhvUJ7NKFrEKZI2dTkSTo0KI2tfzLtrFxRVgMBo4uWMzmQNs9axPuS5BX8UkTJWkR4s3R+EySsgvYpwwmXFJgSLiM4XIibmE3HgAt/MNSWMil1WtJ0gaww9/Wzdi1cRBaVRnG3SkUyG260uevA6wJ68/OI5dp3sCfe7pVj+4yWZaJTcwhK6+QmPhM9hxLotBoptBkJS3LQKCvG17uajpHhtCsnj8Go5nkdD3nL2eRnK6nfqg3oYEeFBgt7DpymfRsAw3DfGnbNIjubcIICfRAluHYuVR2HUnEbLHSrU0otfzd+fPEFRKSs6nVYgCyxcyv++JpWj8QL3cNhSYLGpUClUpBsI+OT97/gXS9Fm9THg9oEpF0ZWtdlySJtvUCiM+6zEmvhlz839f4d2iPrnbtKr6zwrUk+d/yE8RJJ0+eZPz48Tz11FOMHDkSnc72AV1QUMDatWtZvnw5n376KS1atKjU6z788MP4+PiwZMkS+7GcnBw6duzI22+/zQMPPFDuOvv27YvRZGHh8nUE+7nj7aHBw03t8KVfYDRzLCaNhJRcrFf/ZbVqJSEB7mAsJDOvkHOXc9GoFNzZMpjQED8kpZKk9HzOJ2RjKDQjAbUC3Gkc7ovSYuJycg5mi4xSIREe5IGX0kJB0hWQZRRaLe716qFy/2fQrdVsRn8pHnNODgXJyZhz8zAkXcGSn2/bwLmgECRwCw3Bo2FDVB4e6EJDUXm4gyyjT0hAGxSEQvXPbwWlmxu6kNpw9bUq3dwczheaLBhNtu08LAUFYDbj4aZB5elRKeOv9Ho9ERERAJw+fYaENCOFJjOFRgsJV7K5tHMfRzIlMjQ++KmsjO3V/KbdM9f7Ky6DHWdS0FiNDMw7zrBp4/BrULfCsZemMD0dw+VEsFox5eWTeuY88QePE5dj5YxnXVI0fuSr3DApbC3LaqsJP1MumWov+7Gb8caI1mrCy0uHSaUl2EsNJhMaSyGBWvs/Kf6+7jSpH0CYjxpdcCBqHx+sGh0ajYq8zEzuiIrCChw7fRo3Nzf0BWZy9UZij57lwrY/+D3Lg2RdAF5aJY92aYiuhI2XbyQxy8Da/XHIQF/9WTok/kn4iOHUe7hqx5LKsowlP9/eWmLKzMKYkWE/X2i2cuCSnrMZFs4n6zEUmgEI9nPHx9sNs8XKlUwDtQM96domjJZh7qivvu8sej2FqakgyxgvXsQYF4tFhjSND+bgMLT+fg5xFGZkkan2xOrpgzknB1+tRHq+mYtpBv7cv58Ci5U+d/XDzcONsCBP3HUqPN00WK1Wws8fZOPmI+wKaItZUhLu58aD7euiKOv/PdmKctP/OJQpszWoI2qlxMN3N6dH23B0WiVatRJNOf49r5eebSAhJc+2ILPBTGZuAfkGE3FXcsnIKSA1PQ9NoZ5QVQEqnQ69GSwFhaQZFeTKSvLkquu2C/R1QyFJpGTqna5DQkbGdq+HEEvjvv2hHBNQLFaZj3fEUGC20jPtED3VybR5bw4aP7+bP9lJssWCWa/HZLZy/kwCWRm5JOcYORefhZtWhafCjNVktpdXSBJhtbxQFuSjBILrBpNjVaFw98BaUIDazw83nRqdRklceiEmq21Tdlm2vb/zDCbMej1Zx05g0RsA8FeZcJesV+uX8VZayJHV6EJC8LujHW7enoQGeaBSKvAqw5CTiqjxydi9995LdnY2qampKJVKgoNtU6dTUlKwWCwEBwfj7e3YnSRJEj/++GOFrnvnnXcybNgwpkyZ4nC8e/fuDBkypNjxIn379r1hnQkJCSApULv5/hOr/b+gjfXq0aokydYSr6BEBmSo4neUVXJ81barKoq9bEmWka4LRkHRMemfLKCMLFf3bpOVquvuuiN3tbLciVgRvdGCpei/pCyjQEYhVcG/qO0T6p+HgEVSIlfGxAEZVLLFVqfCiS/Qq6/b/u+K7bHjJaQbxuqhUZY9CbhGodmK8Wq3kyRbUcpWJEUVjeSQS/6/Yr3mddlKlP99WvL1QMJaefWVQqmQcHcmcZJlFPoc8hVazIrinTYK5KufMaVUge0eXn+stP+vZY4NGYVsRS2bUVz9DJRkGVmSsEgKzJIKi6RAulpOkm3xWiWF/d9VkmU0shmLQokJJZZr/z2unpORMElKQEKFBaVsxSzLSFfLWiSF4+u59vkK0GqcSxyNFiuFZtv7X2m1oJCo9PeK9bq3fKW+x6tYVMtGfPXVV1VWf43vpvT19cXX15d69Rz7z6t6MdicnJxiSR6Aj48P2dnZzlcsW29Jt49QXFJSEgAhQSFVdg13jyqr+l/Pfv9Dqub+i/9VN1bV997OM4iydS7fXm7F/Rfv/xtLSkri6NGjVXqNGp+MrVq1ytUhlEtp2zcVtZqJLZ5cQ9x/1xL333XEvXctcf9dq7Qeq8pS42dTnjp1ip9//tnh2K5du3j44Yd58MEH+eKLL6rkut7e3uTm5hY7np2djY/PzWcYCYIgCIJwe6jxydh7773Hxo0b7Y/j4+OZOHGifVukuXPn8vXXX1f6dRs2bMiF6/b6ys3NJTU1lYYNq8csIUEQBEEQXK/GJ2OnT5/mjjv+2Wduw4YNKBQKfvjhB7755hsGDBjA2rVrK/26PXr0YM+ePeTk5NiPbd68GYVCQdeuXSv9eoIgCIIg/DvV+GQsNzfXvs4XQHR0NF27dsXf37YZc9euXYmLi6v0644aNQoPDw8mTJjAH3/8wXfffce7777LqFGjxBpjgiAIgiDY1fhkLCgoiPPnzwO25SxOnjzp0DKVn5+Pogqmr/v4+PDFF1+gVCqZMGEC8+fPZ/jw4UydOrXSryUIgiAIwr9XjZ9N2bdvX7766iuMRiNHjx5Fo9Fw11132c+fOXOGOnXqVMm1GzVqxOeff14ldQuCIAiCUDPU+EVf8/Pzef3119m5cydeXl689NJLDBw4EIC8vDy6d+/Oww8/fMNFWAVBEARBEKpSjU/GSmO1WsnPz0en05W4kbggCIIgCEJVu62TMUEQBEEQBFer8QP4BUEQBEEQqjORjAmCIAiCILiQSMYEQRAEQRBcSCRjgiAIgiAILiSSMUEQBEEQBBcSyZggCIIgCIILiWRMEARBEATBhWr8dkglMRgM/PLLLxiNRnr27ElYWFiZnxsdHc2yZcs4d+4ceXl51KpVi379+jFx4kS8vLwAmDp1Kj/88EOx5y5btowePXpU2usQBEEQBOHfr8YnY9OmTePYsWP8/PPPABiNRkaMGEFMTAwAXl5efPHFF7Ro0aJM9WVlZdG6dWvGjBmDr68vMTExLFy4kJiYGFauXGkvV6dOHebNm+fw3EaNGlXSqxIEQRAEoaao8cnYvn37uO++++yPf/75Z2JiYpg3bx7NmjVj0qRJLFq0iCVLlpSpviFDhjg87tSpExqNhunTp5OcnEytWrUA0Ol0REVFVdrrEARBEAShZqrxY8bS0tIcuiG3bt1KZGQk99xzD40bN2bEiBEcO3asQtfw9fUFwGQyVageQRAEQRBuPzU+GXNzcyM3NxcAs9nM/v376datm/28h4eH/Xx5WCwWCgsLOXnyJIsXL6ZPnz6Eh4fbz8fFxXHHHXcQGRnJAw88wNatWyv+YgRBEARBqHFqfDdly5YtWbduHZ06dWL79u3k5+fTp08f+/lLly4REBBQ7np79+5NcnIyAN27d2f+/Pn2c82bN6dVq1Y0btyY3Nxc1qxZw4QJE/jwww+5++67S623b9++NzyXkpJCmzZt+Oqrr8odryAIgiAI1ZMky7Ls6iCq0vHjxxk3bhw5OTnIssyAAQP48MMP7ecHDBhAq1atig22v5nTp09jMBg4d+4cS5cuJTw8nM8++wylUlmsrNVqZdSoUeTl5bFx48ZS6y0tGUtKSiIkJIRt27aVK1ah4vR6PREREQDExMTg7u7u4ohuL+L+u464964l7v/toca3jLVq1YpNmzZx6NAhvL296dixo/1cTk4ODz30kMOxsmrWrBkAbdu2pVWrVgwZMoQtW7aU2PKlUCjo378/7733HgUFBeh0uhvWW1qiVVqiJgiCIAjCv1ONTMZWrFhBr1697EtJ+Pv7069fv2LlvL29GTt2bIWv17RpU9RqNZcuXapwXYIgCIIg3F5qZDK2fPly5s2bR2hoKL169aJnz5507twZjUZTJdc7evQoJpPJYQD/taxWK5s3byYiIqLUVjFBEARBEG4/NTIZ27NnD0ePHmXnzp3s2LGD1atXo9Pp6NSpE7169aJHjx6EhoY6VffEiROJjIykadOm6HQ6Tp8+zYoVK2jatCn9+vXj8uXLTJ06lcGDB1OvXj2ys7NZs2YNJ06cYOHChZX8SgVBEAThxmSLhSu/biFt9x5q9e1DcJ9erg5JKEGNTMYkSSIqKoqoqCiee+450tLS2LFjBzt37mTevHnMmjWLxo0b07NnT3r16kW7du1QKMq2ykfr1q3ZuHEjn376KbIsExYWxoMPPsiTTz6JRqPBw8MDT09Pli5dSnp6Omq1msjISJYtW0b37t2r+JUL1ZUpJ5esw0fIu3ABj3r1xAeiIAi3RMb+g1z4ZBkAOSdOYikoIGRQ6bP6hVuvRiZj1wsMDGT48OEMHz4cs9nMwYMHiY6O5vfff2f58uV4e3vTtWtXHnvsMdq0aVNqXU8//TRPP/30Dc/7+vqydOnSyn4Jwr9YYWoqR1+aiikzy37Mp1Uk2qBA1wUlCMJtIe/cOYfHFz5ZhqRUUHtAfxdFJJSkxi/6ej2VSkXnzp155ZVX+OWXX9iyZQv/+c9/yM/P5+DBg64OT6hhZFnmzHvvY8rMQhscZE/A0v/c5+LIBEG4HegvxQPQ4KknCb3ftjVg6o6drgxJKMFtl4wVMRqN6PV66tSpw8MPP8ynn37Kk08+6eqwhBom/0IsuWfOIKnVRM5+g9D77gUgfe+fLo5MEITbQX5cHAAe9epS+25ba1ju2RgshYWuDEu4To1Pxn755Rfefvtth2OLFi2iXbt2dOjQgQkTJpCfn++i6ISaLmXb7wAEdO6ILjgY/062Ne1yTp3GUlDgytAEQajhLAYDhckpALjXq4uudm3Ufn7IZjN5Medu8mzhVqrxydjKlSsxGAz2x4cOHWLRokV069aNsWPHsmvXLj7++GMXRijUVLIsk7Z7DwDBfXoDoKsVjNrPF6xW8i/GuTC624ulsJAT02dy4PGnuPjFKleHIwi3RFEXpdrPF7W3N5Ik4RPZAoCck3+7MjThOjU+GYuPj6dp06b2xz///DOBgYEsWrSIl19+mYcffpjffvvNhREKNZUhPh5TVhYKjQafVpH2454NGwC2Lkzh1kj88Weyjx3HmJHB5fU/YszMdHVIglAuKqUGo9HCtTsYWsxWjIVmzGaLQ1ljoRljoZmcv08Dts8ci8VW1r2hbTH0/NiLDmVl6zX1Xi1rNjnWazJaMBaasV5T1nq1rKkiZU1Xy1qs/5S1yuUva3Qsa75a1uJkWflqWWOhmapW45Mxo9GIVqu1P969ezc9evRApbJNJG3UqBFXrlxxVXhCDZZ17AQA3i2ao1Cr7cc9GjYEIO/8BZfEdbtJ2RFNwjff/XPAaiXtjz2uC0gQnPDkgwv56M1o9PlG+7E9O84zd9pmNn1/wqHs/JlbmDttM2l/HQbAKzKS3378m7nTNnP0gu35+oQEAD6avZ250zaTmpJnf/7RA/HMnbaZ71Ydcqh3ybs7mDttM0kJ2fZjJ48kMnfaZtauOOBQdvkHu5g7bTOXLqTbj539O4W50zaz6mPHMbNfLN7D3GmbOXcm1X4sNiaNudM2s/Kj3Q5lVy/bx9xpmzl94p/v7YS4TOZO28wn86Mdyq774i/mTtvM8b8u24+lJOUwd9pmFs3Z7lD2h9VHmDttM4f2/rOTTkZ6PnOnbeb9N7ZS1Wp8MhYeHs6ePbYP3uPHjxMXF+ew3ld6errYeFWoEtnHbR+Q17aKAXg2siVj+RdEMlbVjJmZxHy4CGthIT5tWlP/iccASPtjd+lPFIR/OUm2kH/G1jIWbwnk0oUMAMzethndBYlJWM1V3+IjlI0kX9vmWQOtWrWK2bNnExERQXJyMu7u7mzevNm+LdH48ePR6/WsWlX9x5EUbRRe2mbiQtXQ6/VEREQAEBMTU6YEfv9jT2LKzKLVO2/j3eyfrvKC5BT+evr/kFQqOq/9yqHVTCiZM/cfIHXnLs7O/wD3enWJen8exswsDj75NCgUdFr1GSpPz6oMu0Zw9t4XkWWZpF82UZiaSkCnjni3aF4VYdZYRfdfpdRw9NgxfHw8kSQJsHVTWixWFEoJlUppf46x0Ezu339zeuYsVD4+JN09CVmWMZusRHUMJ23Wi1gLCmi7+ENUQbUBUKuVSIqr9VqsWMxWFAoJlfqfek1Xu0lVaiWKq2WtFitmsxVJIaF2tqzJgmyVUakUKJS2NiKrVcZsspSvrCSh1vxT1myyYLXKKFUKlE6Ula2yvZtUo63aZVlr/KKvY8aMQavVEh0dTWRkJOPGjbMnYllZWaSmpjJ69GgXRynUNKacHPsirx716zmc0wYHofL0xJyXhz4+Hs+r3ZZC5StqnfRtG4WkVKINDMAtPBxDQgJZx44T2OVOF0dY86Xv+ZPYZSsA29i9uqNGEPbA/eJHSDmZLUY0GqU9EQNsiYOqeAeXRquiMN7W3aau2wCj0UJQbU+yMws4czKF0JBQDLEXMMQnEFDCnspK5T8JybWuTV6KKJQKNBUtqy6hrEIqMQEqT1lVBctKNyhbFWp8MgYwYsQIRowYUey4r68v33//vQsiEv6tigbRurnJpf461cfZPgi1tWqh0NjGLMqyjNUqYzFbca9fn5wTJ8g/fwHPhg3tA0TFr9OSf50ajRZUSg1myz/jZcoi+1jxrmLfqNa2ZOzIMZGM3QKJP/70zwOrlUur11KYlkbjCf/nuqBuA/mxtglCFj9by5ckSfj46Ui9kgf+wRB7AX18AgHiv0C1UOPHjBUxGo0cPnyYrVu3kpGR4epwhH+psg6i1V+yJWMJeRrS0/I4eiCerT+f4qevj9oGwBpt3WN5520fmGIQrc2NBtF+9GY0jwx5p1wzyvTpWRRcnZzj3byZrazFimdLW2KWffy4vayYUXbjsrJVRqXU4IysI0fJPX0GSaWiw2fLafTseABSo3eJRUerWH6sbemcHLUfWp2t3UWSJCRJwuQVeLXMRVeFJ1zntkjGvvzyS7p168bo0aOZNGkSZ86cASAjI4NOnTrx7bffujhCoabJv9oylqfxI+bvFM6cTCYvt5Cky7YEynz116pY3qJ8yjOj7LNZPwCgDghE5eFBZrqe3dvOsXydbe2lgsQkTLm5gEiGi5SUDGdlGnjywYWUl2yxcP6T5QDUHtAfjb8ftfrfhTY4CGthIVmHjpS7TqFsrCYT+njb+zxX54+b+z9dwjo3FdmaAEBMIqpOqm03ZWFhIT/99BOHDx8mJycHPz8/unXrxl133eXQZ34z3333HW+//TaDBw+ma9euTJs2zX7O39+fzp07s3HjRoYPH14VL0OoYVZ8M4mjx47h7vFPS0GXXo3o1L0BCuU/78uibsqO93Xm5OVsPL20uHtqUKkUhNbxpWObZpzZt578uDhkWea5//YBHMdDtOlQh8i2YfbuxSLPvtzL3vVYpGVUKE0ja9u7OIuMm9y9WNkmLYKZ+vbdxcqOndDF3vVYpEFEYIllH3qqU7Gy4fX8bGWv+/85Yuwd9q7HIsEh3iWWHfpQFENGtXEo6x/gwXPTe9KmdetyJQUeRttaYtqwMBLjszj05yXSUvIwK3WYPf1R5WWQF3MOv3Zty1ynUHZ5F2IpSExE6eFO3YdHAbaWmYDOnUj88WfS9+0n4M5OLo6yZjJcvoxsNiPp3ChUeeGjUSLLtqEVWjcV+W4BeAAFV5Ix5+Wj8vRwdci3vWqRjP33v/8lMzOTJUuWAHD58mWeeOIJ4uLiUKlU+Pr6kpmZyTfffEP79u355JNPyjyj57PPPqNv377Mnz+fzBIWemzZsuW/YialUD2UdRBtQVISAOkWd0xmK36etuTNw0tDenI++UovUCiwFhRgysxC4+9X7FpiEK2NpJDQaJSYLcYyJ8MAXaO8SUkCZXAIf+2Nw2S04Oaupmf/JtQ63pL0XbvIPRuDX7u2Ihm+qqRk2NfPjRXfTKK89BcvAuDZuDEqj3++7H3atCbxx5/JOye246kqhsuJAFh9g1BrlJxLzWP7qWTa1fOjfT1/TAotSv8ALBnp5MfGFlt+R7j1qkU35d69e2ndurX98cyZM0lNTWXBggUcO3aMP/74gyNHjjBz5kwOHz7M+++/X+a64+Li6NGjxw3P+/r6kpWVVZHwBcGBWa/HlJ0DQIpBjZe3zn5OoVCABOkZBeiCgwAwJCa6JM5/oxslwxqtymFqP0Bhoq1bLgtPCgwm/ALd8QtwJy0lF2rXBSD3zFnANvtMo1U5JD1K5dV6r0sQ1RolGq3KIUlTXC17fZJarrLqq2WvSZSLktZylb0uAVddLat0sqykkMo9cQKwb/d1/Wxijwb1AVvCYDWWv17h5gyJth+DRjdfcixWfjxymbxCMzvPppKpNwGgqBUGQJ7oqqwWqkUylpaWRnBwMABms5k9e/YwadIkBg0aZPvyAtRqNSNHjmTMmDFs2rSpzHV7e3uX2CJW5Ny5cwQFBVXsBQjCNYoGjUueXhRaVejcHFuAtDoVqcl5aGvbxo0VfXAKlcsQb1thPEfyxtNbiyTZEhCLRSbP3fZ/Pi8mhhq+1GKlKe92PHlXB4cXJWNFEyIUXj6ovLzAakV/KV5Mniil7LUzicujIMn2GVSo8+XQ5SyHc9FnU1CpFPZB/EWtaIJrVYtkzNfXl+TkZACsVisWi4WQkJASy4aFhZF7ddBtWfTo0YN169aRk5NT7FxMTAzffPMNffr0cS5wQShB0Qeh7OWPUikV6wrSuqnR5xtRBtaylRctY5XOnJeP8eqs6XytLzq3fwYwu3uoSTZ7IqnVmHPz7F3KQunKtR3PjN/IOHUeALe6dTl1NJFvr04k+GndMXvrWP7Fi2LyxFU3m0lcHkXv6WRdALHp+UjA0LbhKCS4kJpHssGIXuN9tazYDrA6qBbJWK9evfjmm2/IyclBo9HQqVOnEtf/MhqNbNiwgYblWCRz8uTJWCwW7rnnHj744AMkSWL9+vVMmTKFYcOG4e/vz7PPPluZL0e4zRV9uBndfOxTyq+l0SgxGS1YvfwB0U1ZFYpmkuHlAxqdQ0Ls5qFBb7CgCb/aVXk2xhUh1mhaUx5qayEoFKQUunHyaBIZGfkA6PON9tYysbRC1TBcTcbOYEu4Imp50TDIkzZ1bGNTT6XmUaD1sZUVLfPVQrXYDik9PZ1hw4ahVqsZN24c/v7+TJ8+neDgYO6++24CAwNJTk7mp59+Ij4+nvnz5zNo0KBy1b9gwQK2bNlibyHz8PCgf//+TJkyhYCAgKp6aZVKbIfkOuXZEiZm4RJStm4jr2V3FHf2L3EQfcqVXBppMyhY8wlu4WG0W/xRlcVeE5R3S54rv23l/OKlmEMbkd37Ybx9dA7nU5JyqXd5D+b90dQedDeNxj9VZbH/2zmzHU/ir1uJXbIUt0aNSeryCCaTBS8fLVnpepQqJa3drpD02TK8I1vS9PXXAbHg8Y0WPM7OyaNN69aYLcYyvffNegP7Rj+CFYmFzcZiMFsZ2jachkGeJOcU8NWfF1ErJUY29CF8k+1zp/O61Si12lLrFapWtZhNGRAQwNq1a5k+fTozZsxAkiRkWSYrK4uYGNuvVlmWCQgIYM6cOeVKxAwGAwEBAcyePZvZs2eTkZGB1WrF39/fPh4tPj6eOnXqVMlrE24/RWPGjDpfPNUlNz5rNCoyJR/csP0ytRQWig/DSmS42jJm9AhAq1Wy82wKaXmFNAj0pG1dP3RuanJ1QbgB+efFWm9lUZ7tePJOnQLAGFSPvNwCgkO8kCQJ/yAPUq/kkedraxXWX4xDfV2dIGYSF7l2JnFZFQ17uODTAIPZiptaSb0A22zWYC8t7holeqOFZLOScK0OCgsoTE7GvW7dMl9DqHzVIhkDqF27NsuWLePChQvs3buXixcvotfr0el0BAcH07JlSzp27IjZbCY5OZlatWqVqd7x48ezfPlyNBrbAEh/f3+H8zExMTzxxBPs2rWr0l+TcHsqSgTMXgH2HxbnUvIoNFtoEeKDQiGhc1ORb5Dx9PLCkpuL/lI8XhGNXRx5zaG/Oni/0DOA01dyOHDRNn4sNi2fYG8ttTy05GtsybA+IcG+BpNQcbIsk33MtrtBtmcoHp5a+721TaJQkmLU4q5UYs7Lw5iWjjYo0JUh1yh5VxeSPuHTBIBmId4oFf/c/waBHpxMzCHZYMLi6Y+yMBFD0hWRjLlYtUnGijRs2LDUMWErVqzgo48+4tTVX143ExMTw7PPPsvSpUtRX7cx7fHjxxk3bpx9JqcgVJQpOxtTdg4yErJ/MDEpuRyITScpuwCAYwlZDL+jDhqtitzsAtShdbCc+Zv82IsiGatE+ktXVx93D2T3uTSHc7+euMKojnUpdPcDScKSn48pOxuNr68LIq15jOkZGNPTQaEk16M2fu6On7tu7hpy8434hoRSmBBP/sWLIhmrRPkXLmCUVJzT2O5p8xBvh/N1/G3JWIreiMnDF2V6ophRWQ1UiwH8VWnlypUcP36c5557DrPZbD9+4MABxo4dS3h4uFj0Vag0RUmA1dOXv1L1/Hjksj0RA0jKLuDXk1dQKCRkGQi0zRou2tRXqDhjRibG9HRkJM5InpitMrW9dfxfr8Z4alVk6o38dPQyKq0W2cs2oLloGQyh4vKvLvaqCAzGqlAV68bUaG0TWBTBRe/9i7c4wpot7/wFLrqHYEaBr5ua2t6O4yXDfN0ASM0tRO9hW+KlaMcQwXVqfDLWvHlzli1bxoEDB3jhhRewWq3s2LGDcePG0aJFC7744gt8xS9ioZLYW2S8gjlxxTZZpEN9f8b3bMzojvVQSHA2OZfU3AJUKgUGj6sb9oo9KitN0UKuRt9gTmfYEuF29fxw16h4sH0dlJJEQqaBLIsFk6dt8o4+QSRjlUV/dbFXo1cQGm0J46AkCUkCs58tGROzWSuPbLGQf/EicW62NQzrBXgU6373cVPjoVFikWWS3Gy9QvpLIhlztRqfjAG0bt2aTz75hF27dvHoo48yadIkOnbsyIoVK/D09HR1eEINUrSkwjmPulhlCPDQ0KNJMJ5aFaG+bjQMsr3fTibmoNWpyHG7uvjo+QtYTSaXxV2T5J61JWOn/ZqRb7TgrlESUcsLAH8PLc2udtucuJKD0ePq8iLxl0uuTCi3/DhbMmZwD8DdQ0NsWh7rDyewZn8cxxKyANDoVOR42pKxnJN/I1ssN6pOKAfD5URko4lL7rZ7W8e/+MxLSZII9bUdT1DZ/i/o4xPEv4GL3RbJGMAdd9zBxx9/zIkTJ+jbty9Lly5FK2avCZWsqGUsRmVrcSlKAoq0DLWt7XMqKRuVVolB7Y3SyxvZZCLv3PlbG2wNlXv6DABHNKEAtA73RaX456OufT1bAhaTkkfi1ZYBw2WRjFWWopaxQs9ALmUb+P5QAudT80jMMrDl7yscistAp1ORp/VH4e6ORa+3DzoXKsZw+TL5Sh2pGl+g5GQMoH6gbXZlrB6sSjWyyYRBLP7qUtViAP/JkyfLXDYlJaXU823bti11VpTJZCI6OpqOHTvaj0mSxF9//VXmGAThRvTxCeQp3bhkts3ebVrLcfBsg0BPdCqFbWp5biE6i4y6XiMsJw6Tc/JvvJs3c0XYNYZssZB3IZY8pRtJFtvA8Vbhvg5lAr20NA/x5lRSDgesfjThn9mXQsVYjUb0CbbEVu8TzJa/bV/wEcGeaNVKTlzOJvpsCqG+bihMMpoGERScPEr2seNiAksl0Cdc5rSnbUHdWt463DUlf8U3reXF76eTySowcdm/EXVST6OPu4R7eNitDFe4RrVIxoYNG1bmaeU3m4I+YMAAMUVdcAljVjbmnByO+rVCBkJ93Qj0cmx9VSokGgV7cjIxh3OpebTy9cAcXBc4TM6p0y6JuyYpuJKMtaCA81en9dfy1uGtUxcr16lhAKeSckgogAKFGtLTMesNqNzdbnXINYo+IQGsViwaN/ZmWtAbLQR6ahnUKhSlQqLQZCUmJZc/zqXSK9yfwoBw4KhoFa4khoQEjns1AqDFdbMor6VVK2kc7MXpKzmc8mpAndTT5J4+TWDXO29VqMJ1qkUyNmfOnEqra+7cuZVWlyCUh/7SJWTghI9tpfjW17XIFGkc7MXJxBxiknO5o5YXOZ61cQdyTp1GtlqRFLfN6IFKVzQr9bx3AwAaXO2OuV6Ah5YADw3p+UZifBvTKuMUhsuXRetMBRV1Ucb5NSY2XY9CgoGtQlBdXWi1W0QQMSm5xGfoUTYOIlvlizeQf/V5QsXEX0rliq4+CmT72MgbaRDowekrOcSrbTOKs4+XvYdKqHzVIhkbOnSoq0MQhAozxMeTrvYhU+WJUpJoHFzy5JB6AR6oFBJ5hWbyLDKyNgBPrRZLfj76S5fwqF//1gZeg+THXsSCgotX11hqEHjjCToRtbxIv5DOac/6tmQsPkEkYxVUlFT95WlrnWkZ6kOw1z9LK/i5q/F1U5NlMJFmMOGvDcAb28bWYheKipFlmXNZVvCHWh6qG3ZRFikaT5ZmUdlah2NjMeXkovb2KvV5QtWoFslYZVq/fj0AQ4YMsW8KXhb3339/lcUk3B70l+I562lbxbpugDtaVfFp/QBqpYI6/u7EpuWTkGOggZsWdb2GFJ49Rc7fp0UyVgF5sReJc6+NUVLioVESct2elNdqFOTJnxfSiVf7Y0ESg/grQV7sRY56Nea8ZGuVaVfPcccTSZKoH+jBkfgsLmbo8fX3AHdP0OeJXSgqyJiWTqLCNkEoNODmCZWXTo2fu4ZMvZG4gCY0TT1Jzt9/E9C5U1WHKpSgxiVjU6dORZIkBg0ahEajYerUqTd9jiRJIhkTKiz33AXOetjGKjUOLv3DsEGgJ7Fp+VxMz6dRXR2F/uHAKbJPnCBk0N23INqaKf9CLGc8bJMgGgd7lTp+NNhbh06tpMAESbpAAs5fuFVh1kiyLJN6MZHfgm3v3/b1/An0LN7S1SjIiyPxWcQk59Ip3BeTdzBqfR76i2IXiorIO3eeyzrbUjkhvqVvJl6krr87mXojMV71aJp6kvzYiyIZc5Eal4xt27YNwL4XZdFjQahKVqORxEvJXKnbBQloHFT6+nUNgzzYfhoSMg2YGkKWdx18gcwDf2HOy0Ml1r8rN1N2Npk5Bk7Vtc0mu35ZkespJIm6/u6cTc4l1j2Uun+fwmo2o1DVuI/FW8KQcJm/8cciKQny1NCjSVCJ5er6u+OmVmIwWUgtMKHxDkZ95QIZB/6i1l39bnHUNUfaqbOkaG3jv0J9yzYRpXGwJ0cTsrig8EMG9HFi7J6r1LiRwmFhYYSFhRV7fLM/glAReecvEONmex+F+rrhri39C93HTUPDq4PLTybnkecWjKp2GFajkZTtO6o63BopP/YiOwLaYVRqqOWtu+EaS9cqWm/pjGd9LIWF5MWcq+owa6ysI0f528s2caJZiM8NWyUVCokmVxPlfbHpZIdFApCx/wAFV8RaV846dvoKsqTAS2HFq4QZxCWp4++BRqVAj5JEbSD5cfFVHKVwIzUuGbsRi8XCsWPH2LhxIxs3buTYsWNYxIrDQiXJPXOWM1fHi92sRaZI0XiaU1dyUKgVGCLuACDh+/VYDIaqCbQGSzoTy99eDQHo26wWijIscRMR7IVKIZGm8SFJG0Bq9C5kWa7qUGukhEMniNfVAqBZ7dJn8rWr549WpSApu4CDBg3WOhEgy1z5beutCLXGsZrNnMqyvW/r+ZV9EoRSIdlnHMd41rVPpBBuvdsiGfv+++/p2bMnI0eO5IUXXuCFF15g5MiR9OjRg2+//dbV4Qn/crLFQuyOvSTobKu532gW5fXq+rvjoVVhNFvJNFvICGqOOjAIU2YmCd+vr8KIa6Zdf6dhlRTUUhoJKWM3jU79z1ZJR70juLJpM0k//1KVYdZIBVeucPR8BkgSAToJb7fSW2b8PTTc28bWkhyTkU9qaCsA0vf+KZJhJ6Rs3c5Fje3zp35oQLmeWzS+9YxnPWRZxpAgJrK4Qo1PxtauXcu0adMICgpixowZfP7553z++ee8/vrrBAUFMX36dNasWePqMIV/seQt2ziWZkWWFAS5q/Bx05TpedI1y19cyNBjlhVY7hwIQOL6Hym4yW4Twj9OXUxnW45tJllL/7Ld/yKtwmzP+9unMUZJReKGn8Q+feUUu+JzzmttrWINa/uV6Tl1/d2p5a3DYpU5SBAoVRQkJqGPE5tWl4fVbGbvN5tJ1fohIVO3DDMpr9Ug0AOlJJGp9iJd7UP63j+rKFKhNDU+GVu2bBnt27dn3bp1jBo1is6dO9O5c2dGjx7NN998Q9u2bVm+fHmVXPv8+fM8/vjjREVF0bVrV959912MRmOVXEtwDavJxOmv17PH3/bLPiLEt1zPb3Z1u6STidlkWi0k6cLRRTTFajRybuESrGZzZYdc4xQUmpm7ch96hYZahem0bFqvXM8P93PH102NCQWn/CIoTE0j4+ChKoq25smPu0TSgSOc9wgHbrzQ7vUkSaJj/atd9ZkFpNW2zYK9smlz1QRaQ+WcOMk2jW0Wd7NaXrhpSl5S50a0KiV1A2zjK0951efKpl/FMAkXqPHJWFpaGgMHDkStLt5srlarGTx4MOnp6ZV+3ezsbMaOHYvJZGLhwoU8//zzrFu3TuwQUMMk/LKJb3WtyVZ74aNT0bZu2VoFioT5udlbZracSSHLYCK9ZT8krZbsY8c5PPE/5Fzd+Foo2fc7zpGRb8LblMcoOQZNObc0kiTJvn/lH/5RmCQl55d+LLanKqPEH39mn19LCpRa/Nw1hJVxWQWwja8M9XXDbJXZ4R8FwJXfttr3txRu7uC2g8S5h6CQrXRtEuxUHc1DbJ9Bx30iMOXlkbxFrEJwq9X4ZKx58+bEXt0ipSSxsbE0a1b5mzOvXbuW/Px8Fi1aRPfu3Rk+fDgvvfQSa9euJTk5udKvJzinwGgmJVPv1DiVmH3HmPvbFeLcQ1Ajc3/bOujU5ftVKkkSfZvXJtTXjUKzlV0JWWTgTX7XB5C0WgqSrnByxhsk/vQzVtGqWkxKhp7vtscA0CftLzQNmjpVT9s6fnjpVOSiZndIZ0yZWRyf+l9Stv9emeHWOIakK5zcdZh9vi0B6B4RhEJR9r2BJUmid1NbAnHOoOBM2B1gtXLuo8Wiq7gMjIYCNl2wfS4081aUeYjE9RoHe6JRKchRunPePYzLG37CajJVZqjCTdT4BXWmT5/O+PHjqVOnDiNHjkSns63IXVBQwNq1a9m8eTOffvpppV93586d3Hnnnfj6+tqPDRw4kBkzZrB7924eeOABp+otyM7l9wW2btVAjRV3lYSyVjDpuKMNDqZ+s7pIOdnoC0yk6q141A4mvLYPSuU/ebcsy6RnF5CVV4iPhxaL1Uqe4Z//eBaTmbiYeDSZKZCchGw2I0lQ2w186tVBEVaHVIOMWiERWssLrbcXxvQMjJmZGDMyr4lWpjA5BXNeHgC6OuGkSx5Yde4oPTyQJAjSSUiZabiF1EYXUpv85DTScgsJ9NSgUkrkFphJy7XFJlsspO8/iDEjg1pB3ih9fNB72O6vv06BhxrSNb5c0iu5XKhEb7SQlmWgWX1/vN01JKblk6c3kZFTgIebivTsAuKTcykwWpAk2xeDl5uaID83vNQSZqMJf081zRsH06CeP0gK3L2COXX4HFcSM/liTzIGt1qoZAuDouoW2xS8rJQKifvahPHFnljS8gr5MzmbJj5h1L57AkEHfoDEWGKXf8blHzag8bcNzlVoNXg2bIBnRGN0ISFICgUqL0+0QUGlLnRaWaxWmaT0fAx6I96mHNwVVrSBgVy8cIWtR1MoNFtRKRXUrxtAqM6CRqPG6OHDhaRcUjL0eHtqqFfLm4SUXDJzHWdv+fvoiKjji4+nllr+7rhpVSSk5OER0ACtVzCb9l7iUmIOp2KucCXfioxEuCGZJoocLE2inHo9apWC3s1q8eORy+xzb0RQHTNN4w9wYflneLdsia6Wcy0O1UV2XiGpWQYycwrIyCl5tlygr47G4bb7fjNGk4UTZ5L448sN/H975x0eVZX+8e+kORBSDBK6SpEAgVCUQIwUk0UMILi0oAgoIrj0oruAiLggKor4I4AsCEpbKdKUZkGliREEA2ZBMbSAmCiQOglp8/sjzuTOndvntpm8n+fhIXPvuee85z3tPe8599xj9RNQ7uePJncFS355hUm9sBqIbhCG9N9ysatGNOLusqPT+TP4ddkKNB//PCz+8iY4RmErLsX1PwvhmNbVuCMA9WsHw8/Pghu5RbiVX9nf3hVuhd0O/H6zELbiqm0IFgD1agcjWOTlBwD48+dfceL4eez6KR9XrQ0AAPe3aqxY9kB/P7RtGI4fLt/EZ5FxCPntAMJWvI/mz4+GH8eqkpnJyb+NP3Mrl1lDawahzp01YLFYnH1WxtUcFN0uR+SdNRAS7G683i4pxx+3bKhXOxgBAVXjZnOebw2rhcXu46+uPPbYY8jNzcUff/wBf39/REZWdqrZ2dkoLy9HZGQkQkNdX8O2WCz45JNPPEo3Li4OAwcOxAsvvOByvWvXrujfv7/bdQeJiYm8cV69ehWw+CGwRrgyoex2+KECdvjBruaA/Ve8zBgr/nK6WlBR+bdYenb8JZtFXdk0xt9egRp3BMryBvBRWm5HUWmVN8Dy1z/ADv+KcligpKla4CwYiwUQa+6O+xYLKmCB3flw1XN2VN4TLVOd8LNXILj8Niw1agIeDNx2O1BUWo6yCrvzQqCdpXc/Zvx2oKJCPGKLBbCouAhhtwMidcEOCyr+StMOsFqnOBbYGWUPWCoq66XfXx+xr/grDQd+AGreEQClzYBb92WVEws1dScAO098+MHupk85OrbY7bBbAIiF/6tP9EcFLKx2W2rxh92hF7sdVj8g6A7PjCa7HSi4XVZVs+x2BKACfrAL9xvMfkCnsmLqW0n9VkL76GbYsGGDZvH7vGcsPDwc4eHhuOce1029Wh/0mpeX52bkAUBYWBhyc3OVR2yvQF0Jh1kS6nP9+nUAQP369TWJvwYA4dOZqjfC+lfniwXUsrhx6D5So7oPkO6F0LrvcVCTw1NEVOo/LS1N0zR83hhbv3690SLIQujzTQ6vGX3iyRhI/8ZC+jcO0r2xkP6NRWjFSi18fgP/2bNnsXv3bpdrhw8fxrBhwzB48GCsXbtWk3RDQ0ORn5/vdj03NxdhYWGapEkQBEEQhPfh88bYW2+9hb179zp/Z2ZmYsKECZX7rwC88cYb2Lx5s+rpNm3aFBcuXHC5lp+fjz/++ANNmzZVPT2CIAiCILwTnzfGzp07h/vvv9/5e9euXfDz88OOHTuwdetW9OrVC5s2bVI93W7duuHbb79FXl6e89r+/fvh5+eH+Ph41dMjCIIgCMI78XljLD8/3+V4iYMHDyI+Ph4REZUnP8fHx+Py5cuqpzt06FAEBwdj/PjxOHLkCLZt24aFCxdi6NChqFu3rurpEQRBEAThnfi8MVanTh1kZGQAqDzOIj093cUzVVhY6HxdW03CwsKwdu1a+Pv7Y/z48Vi0aBEGDRqEGTNmqJ4WQRAEQRDei8+/TZmYmIgNGzagpKQEaWlpCAoKQs+ePZ33f/75ZzRurPywPCGaNWuGDz/8UJO4CYIgCILwDXz+0NfCwkLMmTMHhw4dQkhICF588UUkJSUBAAoKCtC1a1cMGzaM9xBWgiAIgiAILfF5Y0yIiooKFBYWwmq1cn5InCAIgiAIQmuqtTFGEARBEARhND6/gZ8gCIIgCMLMkDFGEARBEARhIGSMEQRBEARBGAgZYwRBEARBEAZCxhhBEARBEISBkDFGEARBEARhIGSMeRFPPfUUnnrqKaPFIAiCIAhCRXz+c0i+xPXr1z2LoKwQ2FKr8u8hBUBAsOdCeRMe5N9ms+G+++4DAJw/fx41a9aUn6YU+l0AajWRHl6rMi3OBrb/9UH7AVmANVKdeBViy/sDNXdXymDrm42aoXW4Awrpg5knKVTHNsKB4rrPBVd7GJBVVS6e6NzI/k3DtCXpX2r6Yv2RUP9jtvGDSx6T9VtyIGPM25HTQAKCgSdNfMavWF7kdgZc4fXOvyNNqUbZJ02r/paSR63yZI10j5eZB+YA6oDZ+andcQcEo+GLDQAA5x/niEsoPbkGsRzMNkBpRI3ACvy64HdgZ7D8fMoxgj3Rpdn7N62QWr+lhAsIBv5rqfybXQZm0y+XPFz9lhwMbM9kjHk7njYQMw0mXIYLUya5eZUbXi1dsOMpK5TnkTHTjC4nHdjbpvLv3j+56pNLt2oYzEoQKmvmvT+PA5/HcocbUlD5vxzDzYgBSss2yxN3UakfGr7YoNIzEyDTM2aN5DbeHajhFdMLtfomobjkIiVtqQbx9rrGlgOXwaiXPFpO2iRAxpivIaWBs8PoNZhIbWhGzcDUSjfgL+/BllqV/4YUVLr/mV4vIYzuEJmER6tjAHs6iJUV4tpbvwEAbGWFABQsEw8pAMqK+MN60hHrOalRWk+lyKhF3HImI0r1aMSk0tG2tTSi1EKOjJ7mi4nccpG7kqAm7LTV1IME6NuUXkRiYiIAOw48+3XlBfZMXs8B3EweNR1k8XjfjFjnokXnp0a8fLoV2puhQXmoqn8hL40DNZbJtUYneTh1r2SPkhoyapFnT+NkPs+cdAl5uBXor/msejj9vwzxus8Vt1zjxizeMSH5zdAGVYQ8Y16HpWo2ZeTgwDWrM0oes+xlEMp/QLCwEcDsaHr/VLU06ECqPtXWBV987LyJPcPWDWBc3eUqAyP35ylFS3mY5dU3W3k8TBnLCqv2I4mhtudOCLE4xfo19vNS5JOSD5YhVlQq8fADdtxihljCQeCr7lW/jTZyxHSjpnwmmmCRMeatKKlEWs9mzTRY8XlCFM58a+6shWtvVXaKkmB2fgOyKtOUulSzt415vQhqysE3YMiVVcqsWWiAMnrw0Ru+vPNtX7DZ3OMQ298plCYbue3T07KT8sad2FYOdn74Xl6R6injy9eTdthsNhS9eJ/05wDuvo9vMsg0xBx9ldnQYmwxWR9Ay5ReROUyJXDgwAHxwCaraLriidHJ86xHSzUOCi4K7xvr/VPlHi1P82UWVFwyVfV4BU/wtjLgQmYePNK93OUxtsGgxwsKak7cAH5jT6w9CPQ9Ma2bVb7NKiSXmJEp1P94a12Wi4w+3+0ZjR0NZIx5EbKMMUJVlA5I5cXF+C55GO/9Lps3AoAzTJfNG+FvtXoorTyYMkpK3wCDxDTGmI8gp8zV0H1JTg6Oj3wWANBp7Wr4B1Tgu2HPuYTpsnEV/GtFqG8cKUBIP7Lbi4eo0fd0WrvaqX8+jOh7PEHvctAa0y1TJiYmYtasWU7Dg83XX3+N+fPnG26QpKSkYM2aNTh16pTbvezsbHz44Yc4evQorly5gpCQEHTq1AnTpk1Dw4YNDZDWfPhaQ+JCzBDrtHa1KXTgb7Uiftc23vvuZWXscnR5cTGOPjGcIY+w3qSUQ1B4uJoimh6xMvcUts5bzPyn82+2UeCmfyV7sFRGSD9a604LhAyxjiuXo0ZdGUfv6ICU8cEby0EI0xlj165dg41rj8Jf2Gw2/PbbbzpKJJ/09HR88cUXGDhwINq1a4dbt27hvffew+DBg7F7925EREQYLaJs1DaepDYkKemaaRbLlksIZgdZkpuLGiY1SM3W6ckxHqXgKId2KYtR6+67PZaPqCyjLps3OsuhRoP6gmH1pjpMBh3thOmV5OLkmHEAzKUHs/U5emA6YwwALBb+N27OnDmD0NBQHaWRz/333499+/YhIKBKvR07dkSPHj2wc+dOjBo1ykDplGHmxmHWWWxQeLhpdSYFLqNGiw5bK0NfrlEWZGC/InfSwVx2kusd1GPQlbJE1nHlcpwcM84Qo8jM/ZmnsMtaCDMZYNUdUxhja9euxbp16wBUGmILFizA4sWL3cIVFBQgLy8Pffv21VtEWXAZi/Xq1UNERASysz14Tbwa4q2dppgh0Hz6FPy66F2Xa2brGPXSvRbpML0B7VIWI23iVMHwRuteig7YYeToTM92xK77fF4ZM3pkvAExw1pOWVcHD6G3YApjrHbt2s4NiteuXUPdunVRl2MNu2bNmoiOjsaTTz6pt4gec/HiRdy4cQPNmjUzWhRCB8SWCO6K7YQ7WR6D75KHGdohsjdZK9lHxR6IzdDB8xli1XGvGKD9AMzlmeTzjnVau9rw+uFtKDW2uDg+8llTtFE1kVO/zWSMmsIY69u3r9PbNXz4cIwbNw5xcXEGS6Uedrsd8+fPR2RkJPr06WO0OITGsBs415KZHst/cpGyrMplXDJllzJQeLLcJhVmXvgGJGY+qpNhJreMYj5YpSgd5p5JT418Qjpyl+fNjBJjSc39yHpiCmOMyfr1640WQXVSUlLw3Xff4f333zfNK/lKKqIWlddsDUIN/K1Wp5HxXfIwtJj5T/zy+kLnfceAxDRsyouLvSLvQeHhLhuzlZSZJ8ttSvDWpW5P8aRtMXWWf/MmtjzQxRknTNKHEdz4Un3XKy9Gr0oAJjDGjh8/DgDo1KmTy28xHOHNzpYtW7Bs2TK89tprpvL2KankWjQMX+o4HJQXF7t4e9hvVTI9MkZ3AErwhjJjewfE9o15YzmIoVY5+VutGHLiOwDAeRk68qUXWLTy4GqF2BuUDrwlX1pM2tlv/Iqlq3VdNtwYGz58OCwWC9LS0hAUFOT8zYfdbofFYsHZs2d1lFIZX3zxBebOnYtJkyZh0KBBRotD6IDYciRgznN91MboI0XYaRdlZQk+Y4aZMeAbnmK5y2RmzafeHlw1YXuw+fCGiRWgnZxi8eqpH8ONMcdblEFBQS6/vZ3U1FRMmzYNgwcPxvjx440Wx1B8YYCRCl/jZerA8RaZA2/Qidwy9LQTk/N6Pl/abM+GEGYpA28ZHNXEW5bovQ2uduCo5w7PGbN90F4+YzHcGIuNjRX8bWbKy8uxf/9+t+sREREYP3487r33XvTv3x8//vijy727dT5Y0mxeiuqGXud1aYnem2Ld0hM4CFoofYd3QGzJxiyeMSbe2na46orYix++iNHlx9Xv8HnKjo98lgwygzHcGPNmbt++jcmTJ7tdnzx5MvLz85Gfn48nnnjC5d7f//53vPHGG3qJCMDY2bbQ7Ky64K3eDi3fZNIKrvTbvP0GfnphhkESKcdoXaoJ3yG2Zu0H1DgeQW75yW1vUr884jhcl/231HS0pDqPC2xM+aHwjIwMbNu2DVevXkVubi7YIlosFqxdu9Yg6YxDyYfCi2+XYfCsPQCArQv6wHqHNPtb6XO+iicfS2bqEqjUJwCXa47r1V3PfHj6seqc/GIMn/sZ5z3SuzC++JF2T/o35rPr5/Zy1iuheLj6AKE0meHXvpyAttEtAcjTvzf04XrJ6A26MJ0xtnPnTsyaNQsBAQFo0qQJ76ePfPEIDDGUGGOEOvjigKQX7I4QgOyOUYn+fc0AM2pAcejezz8I7Qe/Kzt9oXKQG1d1RM2JIBdm1b9cA9bbMV3Oli5dilatWmHVqlVe+UFtovohNkgy76+alYjnFrga02btZOQYUUI6sN4RgE8X9XeJm/1bK5mZngum7gfP2mNavfPBpUc10NLIK75dJmiIAZVlsX5uL4SHVN8lKrXh894B3H2QGZFS373B4yUV03nGYmJiMGPGDK/85JHWJCYmIuumDSe+O+zVlc4bkTM7FZqNrpqVCGtQAOcAZdbOhCs/TFn16BCVeAfE5CaEYervx61TUFFegjPp5zBy3lcA5BnkvoRa+ZQaj1jd54pHyBhz4MtlxIeZ66jpjLHBgwcjPj4eU6ZMMVoU00HLlMZBy5Ty4BsMpO6xYUP61wYpg9PNnHynAbb25QREhIcoit8Bl3FgtoGRiZIBXM1nbDYbolpGO5eIHcjZd8aHmfVuBpg61Mqb78B0xtgPP/yAyZMnY8mSJejYsaOmaZWUlKCsrMxrOnY9N/B7O2rnu7ru29AKueXjqXfAgVJjsDqjtO7z7RUzaxnI2W7AzgMg/4UcOek5PJNC+mfHV1wivkQsVVZCe0xnjD3//PO4fPkyLl26hObNm6N+/frw8/NzCWOxWPDee+9JjnPPnj1IS0vDrFmznNeWLl2KFStWwG63o0ePHli4cCGCg4NVy4cWaOEZ4+sQqqsRx4fUAUnK8gAfvqBnreqN0mVisUHJF3TORAv9VxevpBTd6eElY4evKC9RpH8pk0CpMhHaYzpjLCEhQTSMxWKRZZAMHDgQrVu3xrx58wAAJ0+exJNPPokePXqgadOm2LBhA0aOHInp06crllsPyDNmHHwDktgbP1z32caBGTcvm63eyDUI+AaiRZO6YvqSw27XWtxDLwvx4c3GmBb7uxx4umdOanhPlokJ78F0xpgWxMbGYtKkSXjqqacAAP/+97/x+eef45tvvkFAQADefPNNfPXVV/jsM+leDCMQM8bMNoDqgV55VmsDORszGmKeYAbPGFGFGuWhVPfstHMKigXf4uNaXtaiTevdT3q6+qDVFglf63ukYtZxsloYY+3bt8dLL72EwYMHAwB69eqF+++/HwsWLAAAfPzxx5g3bx7S0tKMFFMUPZcpCVfIGDCW6qp/M7RPrSYiXHhTH6TVsibXs1x7xsxQN3wRo/RqutL77bffJIVr0KCB5DgbNWqEb7/9FoMHD8aZM2dw+fJll7c1b9y44TWdu91uh03id/qksnleTwBARXkJbLYSVeP2FZg6V1v/vkJxSbnLcoo1yF+1uKuz/pnt82ZOkWY65kOp7h1yy8Hb+qC1Lydg5LyvMHjWHs7yKC4pd/5tKypCRbm88to8rydsNhvabarUCVv/m+f1RHFJuctp/Q4ZcgtKMObNg5LSWfmv7girFSRLNi3Qsg+RA9eYqLWNYDrPWMuWLWGxWETDnT17VnKc69evx2uvvYb77rsPWVlZqFmzJvbv3w/rX9/BGjt2LGw2m+lP9U9MTMSVK5mw2QqNFoUgdId5ArzDU0CYG2aZiWFUmZqxXnHJxL4GgFduM+ZJTaTmT81w165d81huIUxnjG3fvt3NGCsvL8e1a9ewa9cuREREYNiwYfj73/8uK94tW7bg4MGDCA0NxejRo9GsWTMAQE5ODkaNGoUnnnjCuYxpVhITE5GZeQW/zP0VANB8Vj0UlVa+aVojsAK/Lvhd8nUtkCKD2D3HfQCicnOlx77GjCd2fh18P/sPAEDbVyJx0xYgWz9ywjPDtn0lEmdezXbeY8rCJSsX7PTUKnO+MlC7rvDVAzF5xcpZqsxC5cGGq67IxQxtUo5ccsMoTdMBVxlI7Tc8TduRvpJy1RKuPAPCfaFU3UqJT6jc1SoPLoxuE3y45PlJbU0l0xljQthsNgwZMgRDhgzBiBEjjBZHdxITE2G327F7927tEinORs39TZw/bY9edP629c0GAv46/qOsEDV3RwqHYYfrW9k5uPwOUHCcCCNORfGwZZLwrM1mQ7t27QAAaWlp/C5rlmwAh34AXp24POeQTUxevvtSy0gkH5LlkBqP0H1w1w/J+hfKN+NvLhTXR768CLUDvnSk1G12GLllKyU9xvU/Ey6h3f0PAvhL90F2wbrBK7vUOsXqgxx5hNW9jSjJp1T9q9E/icYhVt6M+81n1cN3J85I0r+UeiMYVg880BMA2P6WjppfRlf+LaV+MNNjPOuMT0SGardMKcaaNWuwYcMGfPXVV7KfLSkpQXp6Om7cuIGOHTt63bcvnRv4P/sE2FKr8uKQAtFKLDmsJ8/wPc9mSEHl/0LxC6XvqWxS5WbFbcv7w6XjqBlax/M0HAzIArbX5UzXo/jV1o8n8Xsol2MTuZsXQE79Z4YXqqNMBmRVhueSnZ0nQPpvKbJrCV/+mXURAIYUwFZiEd7AL6Vsi7Or4h2Q5ZlhxYYrfan1TawM1eov+eqhBGw2Gzq3a1Ll6XLoT0kehVCafzGY6avZ16mN1n2nCF5njL3//vtYsmQJTp8+Leu5devWYenSpcjLy4PFYsGaNWsQFxeHmzdvIikpCS+++CIGDRqkkdTqkJiYCBRcwIGjP0nvXLgGDnaDANSphGp0bErTUttgZMWn6tt8anXeXAOcXL1w6UHuc1yGBjs+9n2Z9cN285Krhyu0jnwDgMuoYuejrFCZ0SDFIBDLr8GDAR9e8SarXrrj60e5jAwpfbEDAZkFJ4LsuNh1VkwvXLL0u1AZB1d7VmKgMp9T0vc5ZPqkKXce5coByDOMHXHQMmUlBQUFOH78OGbNmoV77rkHmzZtkvzstm3b8NJLL6FPnz6Ij4/HrFmz8MEHHyAuLg4AMHnyZOTn52PNmjVaia8KnEdbyOmE1AyrleGll+fLgcQ0OAckT2RlGgoAp0fCGZ8aXgUlRrpcg0xD48FmsyGmdbMqr5hUTwBbr0z4dCl3wJDiFZNreOnh0WaGZw92DMPV1jcbMTEx0nTPjlcoPLsNCIVXy7NmhNEmlpaITLKMYbG6zyxnIYQ8wFIMOiltS0pagHDaXHVIabmSZ8wVobcp7XY7GjRogGXLlqFVq1aS4+zbty/uueceLFu2DLdu3UJcXJyLMbZy5UqsX78ehw8fFonJWHg9Y2pVIqEOzyjjjI2YHFIap9AgxNPJq26M8eVFpseONx4l6QPCA4gny0FCafPBKA9NvTN8snANXHIML6nGv1g5yPFkSzG6xWRkySu6TCkHuXVIzTam9RKZRoO5pL4HkF++am+J4JNBbfQqU52NswBNY1fA+PHjOY2xsLAw3H333YiPj0dAgDyxL1++jOHDh/PeDw8PR05OjlxRjWNLLfkzX65ZEvMae+BhV/CA4Co3bVkh8F9GGTkaIpOA4MrrW2pV/pPr0nfk0wFTPqHOZkhBpZxCnRAzLwC/+5lh2NUEcO2tqreROONxILURcz3PviaUDzW8J+z0mWXMjluKvFIwejmOrdN+F1zvM41yrrrElWdmXXf8doRjPs/VdrnCMdvA9rrSjHUhvfKVk+O60ESshONsMbEBUei+UB1i9i1MHcqBnTYzHWY5eeCtcoNrSVwsXqlxcxEQXKXXLbXc6zAznFgf5YA9BojJxtVXccWvVhvnkpkpQ3G2a7mzJ9aeyETLlOoQHx+P4cOH4/nnn+f0jC1YsABffvmlopcC9KRymdKOA89+XXVRqjvYRHtQJGH0gM1C1DMjZ9mKLwwzj1L2O/GF5VvC8WRpTMlShZreAbVeoAD48yJ3KUyLpUYjEOkrVNW9UrnU9phxxcOOS6U9X7zpCW1NYCDY90jt53PSgb1tKv9+5Hvg89iq8IA67V5skmym+i/Fu6Zz+zW9MXb79m3s27cPDz30EO666y5FccycOROpqanYuXMnysvLXYyx8+fPY8iQIRg4cCBmz56tsvTqIvY5pJKSErz++usAKvMcFMR9orKUcFLjqi4oXSYT0yPzvgOXcIwOoaB3Fhb933sAgOnTp6OW1eLSWZRUBPKm5UndYF6bPn06Fi1axCkrXzi5YbhQZZmSz6sks6NVq515Sxtz0f3ZH6uOGFB5gFKk12avIciv1CkLV3viio+3HjZ7DUFDb7nFJaeuqp1nm82GVq1aYdSoUc5wAKqee3ESsL0uXs94yS0et/j9St3aQMnjN/H6W0tUz5tmeMskRyamN8b+/PNPdO3a1fn2oxKysrIwZMgQ2O12PPzww9iyZQv69euH8vJyfP7556hTpw62bt0q66iLlJQUrFmzBqdOneK8n5CQwHli7+nTp3HHHXcoyocW36YkpGH0G2V6GNpmNjLk6l+ODL5iNGmFmnXf6HLxxgmrWvo3WveEMF5hjD300EMuy4pKuHHjBt555x188cUXyMvLAwAEBwfjkUcewQsvvIDatWvLik+KMdamTRvnbMZBu3btJH3uiQshY8yTxuMtHZSRnYmjQwwICHCZoappsBQUFPB6nZiIhWPf91RWOeHULCOucGvWrMHZs2fdBiSl9Y6pq+nTp6NWLe79WGLh2B4Zbx+gmPmZPHkyoqOjAbgbA1Lyzeet4gov1xsl5sk1c38mFS5jjAwr9TBL/r3CGPPUM1ZUVIQaNWo4f9+8eRMVFRWIiIiAn1/lZxcyMzPRuHFjyXFKMcZ69OiBOXPmKJKZC7YxZmRn4msdnhhGe8Y8Ra1lSrclEhmeNU/KWQ/9CxkWQku1UmDrzZMwarQPPQ1hXzMclOiODVfb4gtXVlbmrPs//vgjli9fzhkXV7pSl1flbqfg6wfE+g8+mUS3a0iU05vxCmPMU8/YiBEj8P777/MW3Pnz5zFq1ChZR1sYaYzt27fPpyqkXoadJ4MCs0M8f/48AgICNBlg+OAaqLmMgkmTJmHJkiVu97nCStkTxpZZrKOXs+dMziDi0L/VanX7FBqXTrm8g3wycSElnJBhqgSzTnCkGMJmlV2pDEpk1cLwYdZ9Lq+8VM8g27MbFBQkajTpVT7eVHe0xPTGmBrExcUhOjoa7733HgIDA13unTlzBqNHj0ZkZCQ+/fRTyXFKMcby8/NRVFSEwMBAPPDAA3jhhRcQFRWlOB+0Z4wfLfc7SfEOCMUtd2O7UB7kLgt5W4fERMlSmZCBx3VfShxywuiJXh4nT5bJvFGvZsPbvfJmxyz1z7TGWEmJet+RPHv2LJ5++ml07NgRKSkpznPKjh8/jrFjx6JJkyZYvXo1wsPDJccpZozNnz8fMTExaNCgATIzM7FixQr8+eef2Llzp6zlUCZKlimlhtN7tiPklmbeY3t6mHt1+AZaNVze7Dj4jAG5uuWTU+o1Ln1w5VeqB4pPP1KXJoXyqsYyJ1vWdevWOT1jzGf5PGFC3kEpXkS+vz3ViZIwWiLVGEtPT8f//d//CcppdF7MjpL24Pg6DO8blQL9h1DaWtRZrSaWYjJ7O6Y0xhzfkczPzwcAVb4jefr0aYwaNQoPPvgg3n33XRw6dAiTJ09G27ZtsWLFCt6Nu3yIGWNssrOzkZSUhMceewxz586VlZaDxMRE2O123vPQlDYgJQ2U64gDALydDBN2GmJLSkJp69E4lXjGuGSTaiTKXVKQU46eDpRGTQDM4B1Qa5CRWg+kyCFkzALCgzUT5kSHHWbcuHHOfUqTJ092TlqNbJN8KJmI8YUTC6NXWzCi7mu50mAkUifgRtRn0xljWn5H8ocffsDo0aMRHR2NtLQ0dOnSBUuXLlV01IRcYwwAxowZg1u3bmHr1q2y0wOqjLHu3bsD8Lzy+1KD07pjlNohKpUD4Ddk5QwAcstCb+NKqUHD5ZmUY9Sww8pZLgaEy4b9W8/JgR5lZgZDuDqj99EW3uDJ9UVMZ4xp/R3J1NRUjB07Fj169MDbb78t+9NKDowyxm7duoXvvvtO1w6fb1M3IL6hfObMmSgpKXFeZy4N8cVlxOxTDCUdollkVxqPmYxwTwckucunQuGY9RmQ93YYMw059Z4rHNdxG1KWetkyscPwvTwByH95hfAcMoZdUdKvcoWVMsbpWbdNZ4y1bdsWs2fPRnJyMqcxtmXLFsybNw9nzpzhjaNDhw6CZ3ndvn0bQUFBLmEsFgt++OEHyXLKNcaysrLQu3dv9O/fX/Eblg5jrH///oKzeUCZa17u8olW3h12GLXeUuLKo9T4PNkz5u2YwYOqxhcQhOoR07BhThjE2gdXXEo9dp7Wbanh5JYD1wnwWtYBb57EaKV/MsZ8H9MZY2p8R3LGjBmKDlblmz1ykZKSglWrVmHhwoVu94qKinDkyBF0794dkZGRyMzMxMqVK5Gbm4tt27aptoFfDZRurmaH43pOjY7Q005QiaHKdZ9vQDJymc8sA5UeeHq8glSjTO5eIjXLiU8uKXsI2XHxvfgidbmWTxfMPWNs2fj0xZeu2MG5fHGxw3pi+HtalnqkUx3fZvX1/HFhOmNs5kzv+I5kSkoKli5dynlv8uTJOHbsGM6fP4/8/HyEhISgS5cumDRpEpo2bao4TT7PGBslHZVS1y9XeKFlEXZ4OYOD1PTF8ioWBnA3LJV0iN7SCXgDZtw3I3QqvxTDiB2OiScea6X54QvH1r2Wy5TVcRB2INUYE9O/N+Vbq/J2YJQnXwmmM8a0+I6kryC0gV/qEopQWEd4gN/rJbY/RsrGaG/2IAm9TUmoi9gysdLleamTByXeNSXL60rQsz3ptUym5jYDKZ+50nKwVSInX7icnBzncSKAuFdRSl6MMHrNsN3BzJjOGAM8/47kzp07AQD9+/eHxWJx/hbj8ccf90Bq7RHawO9JYwSkdVhc4dSYtcvNg9azYineAfKM6YsWBoEWg4NQXGby5ijJu9rfBVUbs/QfaqPmnj12GCZKJu7sybgDpd8VlYKvlrMpjTEmXN+RFKNly5awWCxIS0tDUFAQWrZsKfqMxWLB2bNnPRVXU5jLlFyVne+8LmYYNV25Upb3pDRmQP7ZWlLkV7MxetsmWrN0WGrJwfQOsPcteSILnyfLgRzvsyeDnNQ9VFLS5GuLfHFKTdthjDGXyYTSlbMfjSYz/PjqnjEleRA6eJkZj5SxSWjMYcenB6Y3xpRw7do1AEDDhg1dfovhCG9WuDbwm9H1q9X+My1nW2KYcc9SdRqsHPrn+j4fF1InEULxeFoGvlLW3jYRYSKn/xDrj/RagmbjzfpXAy3GOCXfyH3llVdUzJU7hhtjfJvghbBYLBg/frwG0pgbucaYksrnQOrAoofhJWcfmlZGpzd0iErLQsnApCRdT/AG/QO+Y4Ax8Rbdi2HGiauU+ORMRLx1cmBm2fTCcGNMyhIiG6VLiuXl5UhPT8fVq1cBAI0aNUJ0dDT8/f1lx2UEDmNs3759Hrt3xWZ7QnHL3RwrFJeUcFI2uSqRy9eMMQdSXPRSwnE9Z0RHJ2XfEjucA7kTFCUTGCXeE7lL/HL0r3YZeVPdNyueGBt83wZVEpfSvkHLcUBNT7VcpOpDDww3xvRi+/bteOedd3Djxg04smyxWBAREYGpU6fK/talEYidwO+tMwJvQOsBSc5snHlUAtcBpVx7B4U+mO14FpD/4Wvm80q8a1LjIoPAOEj3niHFaBEKx+UZAzw3WtQ27Mm75RnVwhjbtGkT5s6di1atWiE5ORn33nsvAODixYvYvHkzfv75Z8yZMwdPPPGEsYKKwGeMKbXu1WgUZnX9C6FEZrGjFeTKbKaOS88ylJoWe2Dy8/NzMwg89ZjybZAX2iTMZ9TKNXDNVP5ikDHmOZ4YNXp/jsrTjfXM54TGJr741Xy5wwztRyrVwhhLTExE/fr18cEHHyAwMNDlXmlpKUaOHImsrCxVT7bXAqUb+M1S2bwZNQYkPfb3yVmG89RYUHMfoZQ01qxZg7KyMjIIdIZeXvFcdk+Wv9U+dNeM5eCNk3q1MZ0xlpCQIPgpI4vFgjvuuAP16tVD586dkZycjLCwMME427Vrh3/+858YNmwY5/2NGzfirbfewo8//uiJ6JrDNMbkNhS+cOwwfG50ow9RNBotz/rRoxOTEtZsHSs7zLp16zBixAi38EoMTAdS94JVZ8gzZqyxIOdoCyVtQcqkzYh2wPe9WAdc2zK4wrHh8mKz4wT07wtMZ4zNmDED6enpOH/+PFq0aIF77rkHAHD58mX88ssvaNGiBe69915cuXIF586dQ2RkJDZu3Cj4vcehQ4eiTZs2vJ9Qmj9/Pn766Sds2rRJkzypheME/t27d7tcLykpcTmDSWxAFgorJ67qhM1mQ7t27QAAaWlpij1jXLplXwcgGm7cuHFYvny5aFxCg4Ya4Zj3heKSkp5QGDX0TyiDdO+Omu1MLIzW+tczL96M1vXedMbYl19+iZdeegnLli3DAw884HLv+++/x8SJE/Hmm2+iR48eSE1NxdixY/Hwww9j8eLFvHGmp6dj7NixeO6555CcnAyr1QoAKC4uxqZNm/D+++9j5cqVaN26taZ58xTHnrEbN26grKzM7T5zg6djSYfwDuSUnVhYpfVA6nNSwmlRF43Wkdn1U53xlbLROh9qxa9W+2KHAyBJZq36QCGknleqFNMZY4899hgeeeQRTJw4kfP+kiVL8OWXX+KTTz4BUOmC3blzJ1JTUwXjzM3NxR9//AF/f39ERkYCALKzs1FeXo7IyEiEhoa6PGOxWJxpmIXExESg4AIOTL6E5rPqoahU2hcJPCWiZhnOvJoNAGj7SiRu2gKc92oEVuDXBb8DAKdMfPeZ19u+EumMX698icnNF0bKc1zPixE7vw6+n/2HM14AkvQjRx5P0SItreSXo3smbV+JRFGpn9uzSmXTs3yUonW5Mun25l049K8/Ba+x24IZdaYH7HIBINqX8l1Xgpa655JNbnpq1Vup8VQ7YywmJgbTp0/HyJEjOe+vXbsW77zzDtLS0gAAW7Zswfz583H69GneOIcPH65IlvXr1yt6Tiv4lil1pawQNXdXGrO2vtlAQLDnzymNU0tYMtlKLNKWChjPycH28HHU/LqTeDil+tFKx3Li9UAGWUs17HTKClFzfxPpaf0tHTW/jFYkJ68MZqjTClG0TKawHbik6+V6U6sOeLRMmfs/Sf2KS3qPXgSskeLys+8D2td5A9tVtVum7NOnD4KCgvDRRx85lxMdFBUVYejQoSgrK8OePXsAVJ7g//HHH+Obb74xQFp94Xqb0o2yQmDLX5vrhxRwNiDn/QFZwPa6Vfe4wnuKmDxi4YGq31LikJueRGx5f1R1Ao9erBrchdIQywsXA7IqO0L288y0hPKoUf55YcuoVroc8TpmrZI3kcvRf8JB4KvuVWENqGNmxbGB3MWbIbcts58puAh80tQ1PLPuE048foGCq41ywRwPlPTVPt4OtMZ0xti+ffswbdo01KtXD48//jjuvvtuAJUb+Hft2oWsrCwsWrQISUlJKC8vR1JSEtq0aYN33nmHN86zZ88iIyMDffv2dV47fPgwVqxYgZKSEvTt25fXE2cmeI0xahTqwaNLRR2i1E6QiWNA0qtMpabjqVHtofyy9c/Wfb8L7oM/H71/Ava2qfybDDPlxgCXwSUVpi69UccqyixL/+x0ywpdJ9xy8RZ9q4WBdc10xhgAfPPNN1i0aBHOnz/vcv2+++7DtGnT8PDDDwMAysrKkJWVhbCwMN5TjYHKDYFWq9X59llmZib69u2L8PBwREZG4qeffsLcuXORnJysXaZUQJJnTApm6tzMJAsTlly2EouyDpHtfWQidO+vdE2hDyPKSECHop5JIY8Y3wDV70KlEczOp5m8kFzoIINHhjCXHoXQWo9mKDOZKDaG5UwG9dSFWcvAYLkCxIPoT48ePdCjRw9kZ2fjt99+AwA0aNDAufHeQUBAABo2bCga37lz5/Dss886f+/atQt+fn7YsWMHIiIiMGXKFGzatMn0xphqBAQDT4rY4GIdqlqVVUwWvkGZa5DlkpErjBK5SmzSZHSk8aQdKM4WNra21zVXZ8SHUBlp1YEx0ywrdF5uPqseTj8eKVxnmM+yvTN8g1NAsHua//3rvEO+fDnCG9mJ6y1DWSHw32DhdLjqS3E2f5yPfA98Hlv5txkHaQdGlHNxNmrurItrb1W+XCILRrtxg+n9BSrzxfQea5k/KeNPNcSUxpiDyMhINwNMCfn5+QgPD3f+PnjwIOLj4xEREQEAiI+Px6FDhzxOR1e07hiUGmxyEYuDZ1DmlZHrmqcNv6wQNXfWwrW3qt5qEk2T6X0R2q9UVqi/p0lN41qtesI0XNl7hwKCYXu80OkdkC2fA/YAxBx82Htl5BhmRgwufBMANeLhwLlfbHek9Loi1TPzeax+xg1bT3LaAF8716ofZvQhit4WtEa61mFmWTjaAdMj/ElTz/Kgp7GqZlom8dSZ0hgrLy/HkSNHkJmZidzcXLBXUi0WC8aPHy85vjp16iAjIwNA5XEW6enpGDBggPN+YWEh/Py87PVpubN4JQh1+J5UYPazSgaRLbWkLVGpZCC6GQNSjUihAUnPhi/VcBWDKz98Lx3IMWysIt4uOfI4cCxJOmAaYgD3fia+FxLUNrY8raeeGIB87U+gHykq9UPDFxtULpMFSFwmk9IGONLSFU8NaTUNca4XHp60w2azoehFBRMRvniBqhdWmG1gQJZn5aDXBF5qWnzpMpH70oKGmG7P2JkzZzBp0iT8/vvvbkaYA4vFgrNnz0qO87XXXsPmzZsxZMgQpKWl4fz58/jyyy9x1113Aaj81MG5c+ewY8cOVfKgFartGROhvLgY3yUPc/7usnkj/FlvtnolHnQESvZtlOTk4PjIZwXD+IxuNUZI/8z62mXzRgBwqb9CdFy5HDXq1nUpq05rVyOI4Umv7rjpPsgu2I7Y/UentasF20HHlctxcsw4ANQeuKDPUVUPTOcZe/XVV1FcXOw8gZ99GKsSpkyZgps3b2LXrl0ICQnB66+/7jTECgoKsH//ft7vVvKRkpKCNWvW4NSpU7xhsrKy8M477+DgwYOw2Wxo2LAh/vGPf6Bfv34e5Udr/K1WxO/a5nKNPeAp7TCVxKNW2louJ7EHIKmw86VaXg1E7zyw62t5cbFbGLZB0C5lMdImTsXJMeOcxhe7zhM8yGhHYoYYAJwcM85r67rZkDIBZEO6Nwem84y1bdsWU6dOdX7KQGsqKipQWFgIq9WKwMBAyc+JGWPZ2dkYMmQImjRpgieffBK1atVyzmoGDRqkSFa9PGOewjcYyx2kzWKYMOUYfvJ7/PTzz26zU2YnyJzpy6E6dIpKy9QT74AUQ7k66F4pUnWvdELChMrBHbl1X4lBBpBH2GhM5xmrV68e7/KkFvj5+SEkJET1eN966y3Uq1cP77//Pvz9/QEAcXFxqqdjRrg8a0LX5cajN/5WKzp8tF5wA3lQeDi6bN6I75KHOb0tfB1ip7Wr4W+1msLQ1Bs9ylSJUVAdy0Jt5JStWSZa3kZ5cTGOPlH5RRk+vSnRZXUpAzPXO9MZY8899xxWr16N5ORkwbPDzExBQQH27duHBQsWOA0xb8Zn95CpjGMwEjMG2Ebad8nDvMpTKBWj5PXU4PN0KV3Oc55ipjrBlqW8uFiSh8Ys8nsDUuo2Xxghj5nUPggwV52Ti1km+FyYzhgrLCxEcHAwevbsiT59+qBevXpuBo3FYsHTTz9tjIASSE9PR2lpKQICAvDUU0/h1KlTCA8Px+OPP44pU6bIWg5lU5yVhfLiYl0bgJ4VWEpDN1tnwLWBXC5s440rX2buSLgwUl4p3jHHsgxXfZIrt1F5NWudkLKBn22w6d2v+Spa7xsza53zdkxnjL355pvOvzds2MAZxuzG2J9//gkAmD17NoYMGYIJEybg9OnTWLJkCfz8/DB9+nTFcVvr1nVrNGYzTjxBzsxPiTdCC10xZWbG79gkLhexfXZGvkzhSzAHrOqYf7Vht12HUcA2DBztwtP9ZdWF8uJibHmgi/NviOwZk1uPHdsmCGMxnTFm9s3pUqioqAAAPPjgg5gxYwYAoEuXLigsLMSaNWswfvx4t4+gS4XLM8ZlnBgxuBj9Fp3azzDzE/PBKlnhAcg2xBweBDEvm1ozUyXxGF3H+OCSy7GHTwwz5cOXEHpDlTwr0vG3WjHkxHcAgPMS6im77nPVb2Z7kVr3zdr2fQXTGWNSPm9kdhzHcXTp0sXlelxcHFasWIHLly8jKipKUdxcnjEHRruPjU5fbZj5sdkEPoekEK4OjUt/ZtKplseeqCmXnE38tB/Sc4TqgJRlM199k0/vtsFV78XawXfJwySd9eZr/bvZMJ0x5gs0b95c8P7t27d1ksTcqNFRmcEQcMCekYodceEIJ7SnxhtmrWbspLnOGmPCVzZyNjITVTDrQFFWFk4y2kC5QH/HdUivL+lf77bhSE/uvrGgsDDTteHqhuHGWEJCAvz8/LBv3z4EBgYiISEBFotF8BmLxYIvv/xSJwnl07BhQ7Ro0QLffvstnnrqKef1b7/9FlarVdRYqy6o0VGZ0RBwIGSIMY2B4yOfdTHIlAxGWujBTIauVKR6xNhl4y35MzNcuhdqA53Wrva6+mVG5H7xACB9MzFLP2e4MRYbGwuLxeL8NqTjtzdQXl6O/fv3u12PiYnB1KlTMW7cOLz22mvo0aMHzpw5gzVr1uDZZ5/17HMWdjuO9h8IgBqUGREyioQMBSFDTE5noWbHYmZDlw+px4s4YO/TY14DqI3JQa5XRsnBpIQ7XC9OiEH1vQqz9HOmO4HfW0hJScHSpUs57y1cuBD9+/fH3r17sXz5cly6dAmRkZFITk7GmDFjFBubzBP4pQ66ZrH6vR25p2B7eho5u6yqQzkW3y7D4Fl7AABbF/SB9Y6quaKY/pn6ab9+LYa+Wvki0Pq5vTB87me8abLTIdyRW/eZ5cjWP1d5UBkII6fuy92vx3zj21v7FaF+w5swnTF29uxZZGRkoG/fvs5rhw8fxooVK1BSUoK+ffti5MiRBkpoHN7yOSRvhq9hC3WIvtIZmBnSv3HIMcaYZSHGqlmJeG5BZV9G5caP2h8K5ysjKgNjMZ3m33rrLVitVqcxlpmZiQkTJiA8PByRkZF44403YLVakZycbLCkhLchNGh7MqBb7wjAp4v6qyssIRm2/nPyiwW9YQ5o8FEHdtv5dFF/SUaZwxAjtIHagThmmsiZrgTOnTuHZ5+tcqvu2rULfn5+2LFjByIiIjBlyhRs2rSJjDEZmKnCGYmQ0eSJQSW0LCOH6lw2ahIeYnUrS66BibwD6uBoO2wDTKgtMO+RztVBjlfSwdIXelRr3ZtpIm26UsjPz0c447yZgwcPIj4+HhEREQCA+Ph4HDp0yCDpvBOhCudthpoZ5WXr1yyN29vwtGylDkbr5/ZCeIjVlHXJm+HqZ7Yu6MNZJr5siBlVr5j6l9oWJrz9jU+WgRTM1v5NVwJ16tRBRkYGACA7Oxvp6ekYMGCA835hYaHzzUvCc6TMDMxUac00k2GjZGYKGK9TLZFTd6SWbXFJOZJf3uUWp9y6weXR8eWyMAIzt1etMCrPUvufrQv6AKjyDBeXVM/6b7a6aTqtJyYmYsOGDSgpKUFaWhqCgoLQs2dP5/2ff/4ZjRs3NlBCY+F73cKTAUXsWTUHLb4lPa74vG2QlDszVXPfmlnRosOzBvlLjpOrHBZN6orpSw4DqPKSmalT1gut6puSuu/N8OlRrn61KA/mSxIOmGXjSKc61n+zYbq3KQsLCzFnzhwcOnQIISEhePHFF5GUlAQAKCgoQNeuXTFs2DC88MILBkuqP3q9TWmGTkQJWsrheKPJzz8I7Qe/C4D2vXiKnPKS+kaZWeqimZGrIym6V+oVpjcqxZGrf4ceaQO/d2E6Y0yIiooKFBYWwmq1IjAw0GhxdIeOtlCGnMFHydEWXM8B3BvEgcoByBoU4OwoHd4Zgh8uY5ivLIUMg6Uv9MCEt79x/ibdi6P20QqEPDw5543J+rm9YA0KcLtHxpg58CpjrLrjrcaYGb0VQm9+ccmoxDPDh6951PQoX6b+z6Sfw8h5Xwmmx/QKOAyuy9dzXQwxNr5QFlqg1BgzY7v3RuR6xpS80U3lYzxkjHkRDmNsz97Pqk0np0eHLiWNmzn5TgNg7csJiAgPUV0OM2P0wCrXIJC6RFNdPGOelJ/NZkNUy2hRjyRXWkKwPci+3pcpRatDdx2Q3s0BGWNeRGJiIux2O3bv3m20KKajuKTcxViyBvkLXpeLzWZDu3btAABpaWncs1NGWkKs/Fd3jHnzoMcymQm19MyHFP07yC0oceqXj5SpDyEyooaqMvoCXOUoR/dK0yD4UaJ/KW0AqNK/L5WJlLwoya/Wy/NkjHkRbdu2xe3bt0FFJhUL7qhVGwBwu+AGADPozYwyaYmW+a2K28HtghuAxYI7giM4nyix3UJQzTvdn/H5cmBT3ephdcG9TfBB5S6VSp22j26GDRs2aJcKGWPeQ8uWLWG329GoUSOjRamWXL9+HQBQv359gyWpnpD+jYN0byykf2O5fv06/P39cebMGc3SoIViL6Jhw4YAvG8Dv6/grS9Q+Aqkf+Mg3RsL6d9YHPrXEjrKniAIgiAIwkDIGCMIgiAIgjAQMsYIgiAIgiAMhIwxgiAIgiAIAyFjjCAIgiAIwkDIGCMIgiAIgjAQOmeMIAiCIAjCQMgzRhAEQRAEYSBkjBEEQRAEQRgIGWMEQRAEQRAGQsYYQRAEQRCEgZAxRhAEQRAEYSBkjJmAjRs3YuzYsejSpQuioqKwf/9+znBZWVmYOHEiOnTogNjYWLz00ksoKChwC/fVV1+hX79+aNu2LXr16oVt27ZpnQWfJiMjA8888wzat2+P+Ph4LFy4ECUlJUaL5fVcvnwZc+bMQf/+/dG6dWv07duXM9zWrVvRq1cvtG3bFv369cPXX3/tFiY/Px+zZs1CbGwsOnTogEmTJiE7O1vrLHgt+/btwz/+8Q9069YN7du3R//+/fHxxx+D/XI96V4bDh48iKeeegpdunRBmzZtkJiYiNdffx35+fku4aT05SUlJXjzzTcRHx+P9u3b45lnnsGFCxf0yopPUFhYiG7duiEqKgpnzpxxuadXGyBjzATs2rULt27dQvfu3XnDlJaWYvTo0bh06RIWLVqEuXPn4siRI5g+fbpLuBMnTmDChAlo3749Vq1ahaSkJLz00ku8Bh4hTG5uLkaOHInS0lKkpKRg6tSp2LJlC9544w2jRfN6zp8/j4MHD+Kee+5Bs2bNOMPs2bMHL7/8MpKSkrBq1Sq0b98eEyZMwI8//ugSbsqUKTh69Cjmzp2Lt99+GxcvXsRzzz2HsrIyHXLifXz44YeoUaMGZsyYgffeew/dunXDyy+/jGXLljnDkO61IycnBzExMXj11VexevVqPPPMM9i5cycmT57sDCO1L58/fz62bt2KqVOnIiUlBSUlJXj66afdDDuCn+XLl6O8vNztuq5twE4YTnl5ud1ut9szMzPtLVq0sO/bt88tzKeffmqPioqyZ2RkOK8dPnzY3qJFC3taWprz2qhRo+zJyckuz06bNs2elJSkkfS+zYoVK+zt27e337p1y3lt06ZN9latWtl///134wTzARz13m632//1r3/Z+/Tp4xbmkUcesU+bNs3lWnJysn306NHO3ydPnrS3aNHCfvjwYee1jIwMe1RUlH3Pnj0aSO793Lhxw+3a7Nmz7R07dnSWC+leXzZv3mxv0aKFs1+R0pdfv37d3qpVK/umTZuc127dumVv3769feXKlfoI7uX8+uuv9vbt29s/+ugje4sWLeynT5923tOzDZBnzAT4+YkXw6FDhxAVFYWmTZs6r8XHxyM8PBwHDx4EUOmuTk1NxaOPPurybO/evZGRkYGrV6+qK3g14NChQ4iLi0N4eLjzWlJSEioqKnD06FHjBPMBxOp9ZmYmLl26hKSkJJfrvXv3xrFjx5xLxYcOHUJoaCji4+OdYZo2bYpWrVrh0KFD6gvuA0RERLhda9WqFQoKCmCz2Uj3BuDoY0pLSyX35UeOHEFFRYVLuPDwcMTHx5P+JTJ//nwMHToUTZo0cbmudxsgY8xLuHDhgoshBgAWiwVNmjRx7g+4cuUKSktL3cI5loBoH4F8uPQeGhqKOnXqkD41xqFfdifZrFkzlJaWIjMz0xmuSZMmsFgsLuGaNm1KZSSDH374AXXr1kWtWrVI9zpRXl6O27dvIz09HcuWLUNCQgIaNWokuS+/cOECateujbCwMLdwpH9x9u/fj19++QXjx493u6d3GyBjzEvIy8tDSEiI2/WwsDDk5uYCgPP/0NBQlzCO3477hHTy8vLc9Am46p3QBqn1WUrbIIQ5ceIE9u7di1GjRgEg3evFww8/jJiYGAwYMAB16tTBokWLAHiu/9DQUNK/CEVFRXjjjTcwdepU1KpVy+2+3m0gQHJIwmPsdrvLJkGLxQJ/f38DJSIIorrz+++/Y+rUqejcuTNGjBhhtDjVipUrV6KoqAi//vor3nvvPTz//PP44IMPjBarWvDee++hdu3aGDhwoNGiACDPmK58//33iI6Odv57+umnJT8bGhrKeYxFbm6u00Xt+J/9Fk1eXp7LfUI6oaGhnG8lMfVOaIPU+iylbRDc5OXl4bnnnkN4eDhSUlKc+/hI9/rQsmVLdOjQAYMHD8by5cuRmpqKL774wmP95+Xlkf4FuHbtGtasWYNJkyYhPz8feXl5sNlsAACbzYbCwkLd2wB5xnQkOjoaH3/8sfN3cHCw5GebNm2KX375xeWa3W7HxYsXnRsH7777bgQGBuLChQvo2rWrM5xj3Zq9/4AQh2vdPz8/H3/88QfpU2Mc+mXv27tw4QICAwPRuHFjZ7hjx47Bbre77Nu4ePEiWrRooa/QXkRxcTHGjh2L/Px8bN682WWphXSvP1FRUQgMDMSVK1eQkJAgqS9v2rQp/vzzT7eBn2uvK1HF1atXUVpaijFjxrjdGzFiBNq1a+dcMtarDZBnTEdq1aqFtm3bOv/JaSzdunXDuXPncOnSJee1Y8eOIScnx3k+WVBQEDp37ozPPvvM5dm9e/eiWbNmaNSokSr5qE5069YN3377rXM2BFRu+vTz83N5e4ZQn8aNG+Pee+91O1dp7969iIuLQ1BQEIDKMsrNzcWxY8ecYS5evIj//e9/6Natm64yewtlZWWYMmUKLly4gPfffx9169Z1uU+615+0tDSUlpaiUaNGkvvyhx56CH5+fvj888+dYXJzc3HkyBHSvwCtWrXCunXrXP7NnDkTAPDqq6/ilVde0b0NkGfMBJw5cwbXrl3DzZs3AVQ2SqDy9fPY2FgAQK9evfCf//wHEydOxLRp01BUVISFCxeiR48eiImJccb1j3/8AyNGjMDcuXORlJSE1NRU7N69G4sXL9Y/Yz7A0KFDsX79eowfPx5jx45FVlYWFi5ciKFDh7oNYIQ8ioqKnMeyXLt2DQUFBc6OLzY2FhEREZg4cSJeeOEF3H333ejcuTP27t2L06dPY8OGDc54OnTogIceegizZs3Cv/71L9xxxx1YvHgxoqKi8MgjjxiSN7Pz6quv4uuvv8aMGTNQUFDgcohl69atERQURLrXkAkTJqBNmzaIioqC1WrFuXPnsHr1akRFReFvf/sbAGl9eb169TBo0CAsXLgQfn5+qFu3Lv7zn/8gJCQEQ4cONSp7pic0NBSdO3fmvOfYRgRA1zZgsdtZ378gdGfGjBnYsWOH2/XY2FisX7/e+TsrKwvz58/HkSNHEBAQgJ49e2LWrFlub4IcOHAA7777Li5evIgGDRpgzJgxGDRokOb58FUyMjIwb948nDp1CsHBwejfvz+mTp3qnBkRyrh69SoSExM5761bt87ZWW7duhWrVq3Cb7/9hiZNmmDatGl4+OGHXcLn5+fj9ddfxxdffIGysjI89NBDmD17NhnMPCQkJODatWuc9w4cOOD0vJDutWHlypXYu3cvrly5ArvdjoYNG6Jnz5549tlnXfpzKX15SUkJFi9ejF27dqGwsBAdO3bE7Nmzeb9qQXCTmpqKESNG4OOPP0bbtm2d1/VqA2SMEQRBEARBGAjtGSMIgiAIgjAQMsYIgiAIgiAMhIwxgiAIgiAIAyFjjCAIgiAIwkDIGCMIgiAIgjAQMsYIgiAIgiAMhIwxgiAIgiAIAyFjjCAIgiAIwkDIGCMIolqQkJCAGTNmGC2GG3PnzsUzzzyja5q//vorWrdujV9++UXXdAmC4IaMMYIgfIaTJ08iJSXF5cPuZiYzMxMff/wxxo4dq2u6zZs3R/fu3bFkyRJd0yUIghsyxgiC8BlOnTqFpUuXchpj+/fvx7x58wyQip9169ahYcOG6NKli+5pDx06FF988QWuXLmie9oEQbhCxhhBENWCoKAgBAYGGi2Gk9LSUnz66adISkoyJP0HH3wQYWFh2LFjhyHpEwRRBRljBEH4BCkpKVi4cCEAIDExEVFRUYiKisLVq1cBuO8Z2759O6KionDixAnMnz8fXbp0wQMPPIA5c+agpKQEeXl5+Oc//4lOnTqhU6dOWLhwIex2u0uaFRUV+PDDD9GnTx+0bdsWDz74IObMmYPc3FxReX/44QfcunULDz74oMv11NRUREVFYe/evVi6dCm6du2KDh06YNKkScjPz0dJSQlee+01xMXFoUOHDpg5cyZKSkpc4jh69CieeOIJPPDAA+jQoQN69eqFd955xyVMYGAgYmNjceDAAelKJghCEwKMFoAgCEINevbsiUuXLmH37t2YOXMm7rzzTgBARESE4HPz58/HXXfdhYkTJyItLQ2bN29GSEgITp06hfr162Pq1Kk4dOgQVq9ejRYtWuDxxx93Pjtnzhzs2LEDAwYMwPDhw3H16lVs3LgR//vf//DRRx8JeuJOnToFi8WC1q1bc95fuXIlrFYrxowZg8uXL2PDhg0ICAiAxWJBXl4eJkyYgLS0NGzfvh0NGzbEhAkTAADnz5/H2LFjERUVhUmTJiEoKAiXL1/GyZMn3dKIjo7GgQMHUFBQgFq1aompmCAIjSBjjCAIn6Bly5Zo3bo1du/ejb/97W9o1KiRpOdq166NVatWwWKxYNiwYbhy5QpWr16N5ORkvPrqqwCA5ORkJCQkYNu2bU5j7MSJE9i6dSvefvttPPbYY874OnfujNGjR2P//v0u19lcuHABYWFhvEZQeXk51q9f7zTobt26hT179qBr165YtWoVADjl3b59u9MYO3r0KEpLS7Fq1SpRQ7Rx48aoqKjAhQsXEBMTI0lfBEGoDy1TEgRRrRk0aBAsFovzd0xMDOx2OwYNGuS85u/vjzZt2iAzM9N5bf/+/QgJCUF8fDxu3rzp/BcdHY2aNWsiNTVVMN2cnByEhYXx3u/fv7+LZ80h18CBA13CxcTE4Pr16ygrKwMAhIaGAgAOHDiAiooKQRkcYW/duiUYjiAIbSHPGEEQ1ZoGDRq4/A4JCQEA1K9f3+06cy/Y5cuXkZ+fj7i4OM54b9y4IZo2ew+aUrkqKiqQn5+PO++8E71798bWrVsxe/ZsLFq0CHFxcejZsyceffRR+Pm5zr+F0icIQj/IGCMIolrDNlDErjuoqKhA7dq18fbbb3PeF1siDA8PFzwPTa5cDsPKarVi48aNSE1NxTfffIPDhw9j79692Lx5M9asWQN/f3/nM470HfvrCIIwBjLGCILwGZjLjVpz991349ixY+jYsSOsVqvs55s2bYpPP/0U+fn5Tq+XWvj5+SEuLg5xcXGYOXMmVqxYgcWLFyM1NdXl7c2rV6/Cz88PTZo0UTV9giDkQXvGCILwGWrUqAEAyM/P1zytpKQklJeXY/ny5W73ysrKRL8C0L59e9jtdvz000+qypWTk+N2rVWrVgDgdgRGeno6mjdvrroxSBCEPMgzRhCEzxAdHQ0AWLx4MXr37o3AwEA8/PDDqFmzpuppxcbGIjk5Gf/5z39w9uxZxMfHIzAwEJcuXcL+/fvx0ksv4dFHH+V9/v7770d4eDiOHTvGu+9MCcuWLcOJEyfQvXt3NGzYEDdu3MB///tf1KtXD/fff78zXGlpKY4fP44nnnhCtbQJglAGGWMEQfgMMTExmDx5MjZt2oTDhw+joqICBw4c0MQYA4B///vfaNOmDTZt2oTFixfD398fDRs2RL9+/dCxY0fBZ4OCgvDYY49h//79mDZtmmoyJSQk4Nq1a9i2bRtu3bqFO++8E7GxsZg4caKLB+zYsWPIycnB3//+d9XSJghCGRY7vU5DEARhCJmZmUhKSsKqVatU9Y5JYdy4cbBYLFi2bJmu6RIE4Q7tGSMIgjCIxo0bY+DAgVi5cqWu6WZkZOCbb77B5MmTdU2XIAhuyDNGEARBEARhIOQZIwiCIAiCMBAyxgiCIAiCIAyEjDGCIAiCIAgDIWOMIAiCIAjCQMgYIwiCIAiCMBAyxgiCIAiCIAyEjDGCIAiCIAgDIWOMIAiCIAjCQMgYIwiCIAiCMBAyxgiCIAiCIAzk/wFnACrhS6c3RgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dev_ampl = 1\n", + "\n", + "net_1, drive_params_1 = sim_dev_spiking(dev_magnitude=dev_ampl,\n", + " reps=reps,\n", + " n_trials=n_trials,\n", + " burn_in_time=burn_in_time,\n", + " n_procs=n_procs,\n", + " record_vsec=record_vsec,\n", + " rng=np.random.default_rng(seed))\n", + "\n", + "rep_start_times = drive_params_1['rep_times']\n", + "drive_times = drive_params_1['drive_times']\n", + "drive_strengths = drive_params_1['drive_strengths']\n", + "tstop = drive_params_1['tstop']\n", + "\n", + "fig_dev_spiking_v1_1 = plot_dev_spiking_v1(net_1,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths,\n", + " tstop)\n", + "\n", + "fig_dev_spiking_v2_1 = plot_dev_spiking_v2(net_1,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths,\n", + " tstop)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b65d1a72-edf1-4156-9541-fe32ec4fe646", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2605704] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2605704] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2606474] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2606474] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2607281] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2607281] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "completed session 0\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "[node2407.oscar.ccv.brown.edu:2608065] [[9871,0],0] ORTE_ERROR_LOG: Data unpack would read past end of buffer in file util/show_help.c at line 513\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2608065] 30 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2608065] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2608852] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2608852] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2609673] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2609673] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "completed session 1\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2610448] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2610448] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2611237] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2611237] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2612015] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2612015] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "completed session 2\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2612797] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2612797] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2613577] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2613577] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2614357] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2614357] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "completed session 3\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2615156] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2615156] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2615949] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2615949] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2616913] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2616913] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "completed session 4\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2617700] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2617700] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2618482] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2618482] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2619282] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2619282] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "completed session 5\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2620060] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2620060] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2620854] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2620854] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2621649] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2621649] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/oscar/home/rthorpe/hnn-core/rs_dd_project/plot_simulate_rep_L6.py:412: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n", + " fig, axes = plt.subplots(3, 1, sharex=True, figsize=(4, 3),\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "completed session 6\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2622440] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2622440] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2623274] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2623274] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2624064] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2624064] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "completed session 7\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2624864] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2624864] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2625643] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2625643] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2626854] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2626854] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Simulation complete.\n", + "completed session 8\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2627642] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2627642] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.0 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2628449] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2628449] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to 0.5 on rep 3\n", + "simulating fully-connected network\n", + "MPI will run 1 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", + "Building the NEURON model\n", + "[node2407.oscar.ccv.brown.edu:2629236] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2407.oscar.ccv.brown.edu:2629236] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 1: 0%\n", + "Trial 1: 10%\n", + "Trial 1: 20%\n", + "Trial 1: 30%\n", + "Trial 1: 40%\n", + "Trial 1: 50%\n", + "Trial 1: 60%\n", + "Trial 1: 70%\n", + "Trial 1: 80%\n", + "Trial 1: 90%\n", + "Trial 1: 100%\n", + "Simulation complete.\n", + "completed session 9\n", + "Proportion of network driven on std: 0.25\n", + "# driven units (Group 1) on std: 24.0\n", + "# driven units (Group 2) on std: 12.0\n", + "increasing L6 delta to 0.0 on rep 0\n", + "increasing L6 delta to 0.0 on rep 1\n", + "increasing L6 delta to 0.0 on rep 2\n", + "increasing L6 delta to -0.5 on rep 3\n", + "simulating fully-connected network\n" + ] + } + ], + "source": [ + "n_trials_total = 30\n", + "n_trials_per_net = 1\n", + "reps = 4\n", + "burn_in_time = 300.0\n", + "n_procs = 32\n", + "record_vsec = False\n", + "return_spike_rates = True\n", + "\n", + "sample_dev_peak_rate = list()\n", + "sample_dev_ampl = list()\n", + "sample_ensemble = list()\n", + "\n", + "# NB: this is the only arg for splot_dev_spiking_v2() that changes between\n", + "# the various sim conditions\n", + "drive_strengths_all = list()\n", + "dev_amplitudes = [-1, 0, 1]\n", + "\n", + "for seed_idx, seed in enumerate(range(n_trials_total)):\n", + " for dev_ampl_idx, dev_ampl in enumerate(dev_amplitudes):\n", + " net, drive_params = sim_dev_spiking(dev_magnitude=dev_ampl,\n", + " reps=reps,\n", + " n_trials=n_trials_per_net,\n", + " burn_in_time=burn_in_time,\n", + " n_procs=n_procs,\n", + " record_vsec=record_vsec,\n", + " rng=np.random.default_rng(seed))\n", + "\n", + " rep_start_times = drive_params['rep_times']\n", + " drive_times = drive_params['drive_times']\n", + " drive_strengths = drive_params['drive_strengths']\n", + " tstop = drive_params['tstop']\n", + "\n", + " spiking_fig, spike_rates, dev_rate_peaks = plot_dev_spiking_v2(\n", + " net,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths,\n", + " tstop,\n", + " return_spike_rates=return_spike_rates\n", + " )\n", + "\n", + " ensemble_names = ['agg. (eP+eNP)', 'P', 'NP']\n", + " cell_keys = ['L2/3e', 'L2e_1', 'L2e_2']\n", + "\n", + " # save trial-specific dev peak rate, drive ampl, and\n", + " # mapping to the specific ensemble being measured for\n", + " # plotting latter (used in DataFrame)\n", + " for ens_idx, ensemble_name in enumerate(ensemble_names):\n", + " cell_key = cell_keys[ens_idx]\n", + " sample_dev_peak_rate.append(dev_rate_peaks[cell_key])\n", + " sample_dev_ampl.append(dev_amplitudes[dev_ampl_idx])\n", + " sample_ensemble.append(ensemble_name)\n", + "\n", + " # create a single networks with aggregated spike trials from\n", + " # all other networks\n", + " if seed_idx == 0:\n", + " if dev_ampl == -1:\n", + " net_neg = net\n", + " elif dev_ampl == 0:\n", + " net_zero = net\n", + " elif dev_ampl == 1:\n", + " net_pos = net\n", + " drive_strengths_all.append(drive_strengths)\n", + "\n", + " else:\n", + " new_spike_times = net.cell_response._spike_times\n", + " new_spike_gids = net.cell_response._spike_gids\n", + " new_spike_types = net.cell_response._spike_types\n", + "\n", + " if dev_ampl == -1:\n", + " net_neg.cell_response._spike_times.extend(new_spike_times)\n", + " net_neg.cell_response._spike_gids.extend(new_spike_gids)\n", + " net_neg.cell_response._spike_types.extend(new_spike_types)\n", + " elif dev_ampl == 0:\n", + " net_zero.cell_response._spike_times.extend(new_spike_times)\n", + " net_zero.cell_response._spike_gids.extend(new_spike_gids)\n", + " net_zero.cell_response._spike_types.extend(new_spike_types)\n", + " elif dev_ampl == 1:\n", + " net_pos.cell_response._spike_times.extend(new_spike_times)\n", + " net_pos.cell_response._spike_gids.extend(new_spike_gids)\n", + " net_pos.cell_response._spike_types.extend(new_spike_types)\n", + " \n", + " print(f'completed session {seed_idx}')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "82d175b6-7a9c-4841-99f0-6304357d209f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for net_idx, net in enumerate([net_neg, net_zero, net_pos]):\n", + "\n", + " spiking_fig, spike_rates, dev_rate_peaks = plot_dev_spiking_v2(\n", + " net,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths_all[net_idx],\n", + " tstop,\n", + " return_spike_rates=return_spike_rates\n", + " )\n", + " # spiking_fig.savefig(f'detailed_model_dev{dev_amplitudes[net_idx]}.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "b21d1efe-3764-44d2-8b17-9ca4cadaefd0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'[(0.2980392156862745, 0.4470588235294118, 0.6901960784313725), (0.8666666666666667, 0.5176470588235295, 0.3215686274509804), (0.3333333333333333, 0.6588235294117647, 0.40784313725490196), (0.7686274509803922, 0.3058823529411765, 0.3215686274509804), (0.5058823529411764, 0.4470588235294118, 0.7019607843137254), (0.5764705882352941, 0.47058823529411764, 0.3764705882352941), (0.8549019607843137, 0.5450980392156862, 0.7647058823529411), (0.5490196078431373, 0.5490196078431373, 0.5490196078431373), (0.8, 0.7254901960784313, 0.4549019607843137), (0.39215686274509803, 0.7098039215686275, 0.803921568627451)]'" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "deep_palette = sns.color_palette('deep')\n", + "deep_b = deep_palette.as_hex()[0]\n", + "deep_r = deep_palette.as_hex()[3]\n", + "deep_m = deep_palette.as_hex()[4]" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "f252ae18-a771-430a-b4f9-35d8fd8b0d4a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'mean peak DEV\\nresponse (Hz)')" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# data_dict = {'trial_type': np.tile(['- DEV', '0 DEV', '+ DEV'],\n", + "# (n_trials_total, 3)).flatten(),\n", + "# 'ensemble': np.tile(np.repeat(['agg.', 'P', 'NP'], 3, axis=0),\n", + "# (n_trials_total, 1)).flatten(),\n", + "# 'peak_rate': np.concatenate([dev_rate_peaks_L23_agg,\n", + "# dev_rate_peaks_L23_p,\n", + "# dev_rate_peaks_L23_np],\n", + "# axis=1).flatten()}\n", + "\n", + "data_dict = {'DEV direction': sample_dev_ampl,\n", + " 'ensemble': sample_ensemble,\n", + " 'peak_rate': sample_dev_peak_rate}\n", + "\n", + "palette = sns.color_palette([str(deep_m), str(deep_r), str(deep_b)], 3)\n", + "# df = pd.DataFrame(data=dev_rate_peaks_L23, columns=['- DEV', '0 DEV', '+ DEV'])\n", + "df = pd.DataFrame(data=data_dict)\n", + "\n", + "fig_mean_dev_response = plt.figure(figsize=(4, 3))\n", + "sns.stripplot(data=df, x='DEV direction', y='peak_rate', hue='ensemble',\n", + " dodge=True, palette=palette, edgecolor='w', linewidth=.5,\n", + " size=4, alpha=.6)\n", + "sns.barplot(data=df, x='DEV direction', y='peak_rate', hue='ensemble',\n", + " errorbar=('ci', 95), n_boot=1000, palette=palette, capsize=.2)\n", + "# sns.stripplot(data=df, color='m', size=4)\n", + "# sns.barplot(data=df, errorbar=('se', 1), n_boot=1000, capsize=.4,\n", + "# err_kws={'color': '.1', 'linewidth': 2.5}, linewidth=2.5, edgecolor='.1',\n", + "# facecolor=(0, 0, 0, 0))\n", + "plt.ylabel('mean peak DEV\\nresponse (Hz)')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "46d4c466-6c1e-46b2-b048-d1c3c28df93e", + "metadata": {}, + "outputs": [], + "source": [ + "# fig_mean_dev_response.savefig('mean_dev_response_comparison.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "53561d67-f13d-4998-9c0a-56e65e708ce1", + "metadata": {}, + "outputs": [], + "source": [ + "# fig_dev_spiking_v2.savefig('successful_sim_01.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a23dc7fe-3ef8-488d-a694-86ac9530e10b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# for trial_idx in range(n_trials):\n", + "# trial_fig = plot_dev_spiking_v1(net,\n", + "# burn_in_time,\n", + "# rep_start_times,\n", + "# drive_times,\n", + "# drive_strengths,\n", + "# tstop,\n", + "# trial_idx)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/rs_dd_project/opt_baseline_drive_refine.py b/rs_dd_project/opt_baseline_drive_refine.py index e09cd91b6..997e517c6 100644 --- a/rs_dd_project/opt_baseline_drive_refine.py +++ b/rs_dd_project/opt_baseline_drive_refine.py @@ -46,7 +46,7 @@ target_sr_unconn = {cell: rate * 0.4 for cell, rate in target_sr.items()} -net = L6_model(grid_shape=(16, 12), layer_6_fb=layer_6_fb, rng=rng) +net = L6_model(grid_shape=(12, 12), layer_6_fb=layer_6_fb, rng=rng) net, dpls = sim_net_baseline(net.copy(), sim_time, burn_in_time, poiss_params=poiss_params, clear_conn=clear_conn, n_trials=n_trials, n_procs=n_procs, rng=rng, diff --git a/rs_dd_project/plot_intrinsic_net_dynamics.ipynb b/rs_dd_project/plot_intrinsic_net_dynamics.ipynb index c231796df..75c98a21e 100644 --- a/rs_dd_project/plot_intrinsic_net_dynamics.ipynb +++ b/rs_dd_project/plot_intrinsic_net_dynamics.ipynb @@ -4,9 +4,18 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning: no DISPLAY environment variable.\n", + "--No graphics will be displayed.\n" + ] + } + ], "source": [ - "%matplotlib widget\n", + "# %matplotlib widget\n", "\n", "import numpy as np\n", "from scipy.signal import savgol_filter\n", @@ -23,8 +32,10 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, + "execution_count": 6, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -34,9 +45,23 @@ "# driven units (Group 1) on std: 18.0\n", "# driven units (Group 2) on std: 9.0\n", "simulating fully-connected network\n", - "MPI will run 10 trial(s) sequentially by distributing network neurons over 6 processes.\n", - "numprocs=6\n", + "MPI will run 20 trial(s) sequentially by distributing network neurons over 32 processes.\n", + "numprocs=32\n", + "--------------------------------------------------------------------------\n", + "The library attempted to open the following supporting CUDA libraries,\n", + "but each of them failed. CUDA-aware support is disabled.\n", + "libcuda.so.1: cannot open shared object file: No such file or directory\n", + "libcuda.dylib: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.so.1: cannot open shared object file: No such file or directory\n", + "/usr/lib64/libcuda.dylib: cannot open shared object file: No such file or directory\n", + "If you are not interested in CUDA-aware support, then run with\n", + "--mca opal_warn_on_missing_libcuda 0 to suppress this message. If you are interested\n", + "in CUDA-aware support, then try setting LD_LIBRARY_PATH to the location\n", + "of libcuda.so.1 to get passed this issue.\n", + "--------------------------------------------------------------------------\n", "Building the NEURON model\n", + "[node2336.oscar.ccv.brown.edu:3050975] 31 more processes have sent help message help-mpi-common-cuda.txt / dlopen failed\n", + "[node2336.oscar.ccv.brown.edu:3050975] Set MCA parameter \"orte_base_help_aggregate\" to 0 to see all help / error messages\n", "[Done]\n", "Starting simulation...\n", "Trial 1: 0%\n", @@ -176,29 +201,154 @@ "Trial 10: 80%\n", "Trial 10: 90%\n", "Trial 10: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 11: 0%\n", + "Trial 11: 10%\n", + "Trial 11: 20%\n", + "Trial 11: 30%\n", + "Trial 11: 40%\n", + "Trial 11: 50%\n", + "Trial 11: 60%\n", + "Trial 11: 70%\n", + "Trial 11: 80%\n", + "Trial 11: 90%\n", + "Trial 11: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 12: 0%\n", + "Trial 12: 10%\n", + "Trial 12: 20%\n", + "Trial 12: 30%\n", + "Trial 12: 40%\n", + "Trial 12: 50%\n", + "Trial 12: 60%\n", + "Trial 12: 70%\n", + "Trial 12: 80%\n", + "Trial 12: 90%\n", + "Trial 12: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 13: 0%\n", + "Trial 13: 10%\n", + "Trial 13: 20%\n", + "Trial 13: 30%\n", + "Trial 13: 40%\n", + "Trial 13: 50%\n", + "Trial 13: 60%\n", + "Trial 13: 70%\n", + "Trial 13: 80%\n", + "Trial 13: 90%\n", + "Trial 13: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 14: 0%\n", + "Trial 14: 10%\n", + "Trial 14: 20%\n", + "Trial 14: 30%\n", + "Trial 14: 40%\n", + "Trial 14: 50%\n", + "Trial 14: 60%\n", + "Trial 14: 70%\n", + "Trial 14: 80%\n", + "Trial 14: 90%\n", + "Trial 14: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 15: 0%\n", + "Trial 15: 10%\n", + "Trial 15: 20%\n", + "Trial 15: 30%\n", + "Trial 15: 40%\n", + "Trial 15: 50%\n", + "Trial 15: 60%\n", + "Trial 15: 70%\n", + "Trial 15: 80%\n", + "Trial 15: 90%\n", + "Trial 15: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 16: 0%\n", + "Trial 16: 10%\n", + "Trial 16: 20%\n", + "Trial 16: 30%\n", + "Trial 16: 40%\n", + "Trial 16: 50%\n", + "Trial 16: 60%\n", + "Trial 16: 70%\n", + "Trial 16: 80%\n", + "Trial 16: 90%\n", + "Trial 16: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 17: 0%\n", + "Trial 17: 10%\n", + "Trial 17: 20%\n", + "Trial 17: 30%\n", + "Trial 17: 40%\n", + "Trial 17: 50%\n", + "Trial 17: 60%\n", + "Trial 17: 70%\n", + "Trial 17: 80%\n", + "Trial 17: 90%\n", + "Trial 17: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 18: 0%\n", + "Trial 18: 10%\n", + "Trial 18: 20%\n", + "Trial 18: 30%\n", + "Trial 18: 40%\n", + "Trial 18: 50%\n", + "Trial 18: 60%\n", + "Trial 18: 70%\n", + "Trial 18: 80%\n", + "Trial 18: 90%\n", + "Trial 18: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 19: 0%\n", + "Trial 19: 10%\n", + "Trial 19: 20%\n", + "Trial 19: 30%\n", + "Trial 19: 40%\n", + "Trial 19: 50%\n", + "Trial 19: 60%\n", + "Trial 19: 70%\n", + "Trial 19: 80%\n", + "Trial 19: 90%\n", + "Trial 19: 100%\n", + "Building the NEURON model\n", + "[Done]\n", + "Starting simulation...\n", + "Trial 20: 0%\n", + "Trial 20: 10%\n", + "Trial 20: 20%\n", + "Trial 20: 30%\n", + "Trial 20: 40%\n", + "Trial 20: 50%\n", + "Trial 20: 60%\n", + "Trial 20: 70%\n", + "Trial 20: 80%\n", + "Trial 20: 90%\n", + "Trial 20: 100%\n", "Simulation complete.\n" ] }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1e1c82a429cc43228ea159f267de2a56", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEsCAYAAADtt+XCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC3iUlEQVR4nOydd3hUxfr4P2d7eoFQUugthC4KiBdQVKoiXVTEqyh+RQSvesV21Z+CitgRC2CXKk0QUAQpgoIIAtJrSCjpfZOt5/fHyW52N7ub3c1mk+B+noeH7Dlz5sycM2femfd95x1BFEWRcu699168RRAEvvzyS4/T//jjj8yYMYM2bdrQs2dPlixZwvDhwxFFka1bt9K8eXNuvvlmHn30Ua/KYTKZ+PXXX0lLS6OgoACbalnLOXXqVK/yDBIkSJAgrlHY/nDsdAGuXLlCWloaERERJCUlAZCenk5hYSHNmjWjSZMmXt3wk08+oUuXLixevJiCggKWLFnC6NGj6dOnD+np6YwfP57ExESv8jx8+DCPPfYYV65ccVoHCAqQIEGCBPE3dgLk66+/tju5b98+HnnkEV555RVGjhyJQiElNxqNrFq1irlz5/Laa695dcMzZ87wn//8B7lcbpcfQGJiIhMmTGDBggXccccdHuf58ssvU1ZWxocffkjPnj2JjIz0qkxBggQJEsR7ZO5Ozpkzh1GjRjF27FhrZw+gUCgYN24co0aN4vXXX/fqhhqNBqVSCUBkZCQqlYqsrCzr+YYNG5Kenu5VnidOnODBBx/kpptuCgqPIEGCBAkQbgXIiRMnrGorZyQmJnLy5EmvbtiyZUvOnDlj/Z2cnMzatWsxGo3odDrWr19P06ZNvcqzSZMmLlVX1SE1NZX//e9/jBgxgo4dOzJ8+PBKaSZOnEj79u0r/bOtY5AgQYJcjbgVII0aNWLDhg1WFZMtRqORDRs20KhRI69ueMstt7Blyxb0ej0ADz/8MHv37uXaa6+ld+/e7Nu3j4ceesirPB988EGWL19OcXGxV9dVxalTp9i+fTvNmzendevWLtP16NGDZcuW2f3z1o4TJEiQIPUNQXQzdF+2bBkvvvgiHTt2ZMKECTRr1gyQRuZLly7l2LFjvPjii9x5553VKsS+ffv46aefkMvl9O/fn969e3t1/eeff866deu4fPkyw4YNo0mTJsjlcrs0giBw3333eZWv2WxGJpNk7MyZM/n7779Zv369XZqJEycSGhrKJ5984lXeQYIECVLfcStAAFasWMG7775LTk4OgiAAkrdWbGwsM2bMYNy4cQEpqDs6dOhQZRpBEDh27JjP9wgKkCBBggSxR1FVgrFjxzJy5Ej+/vtvLl26BEB8fDydOnWyM6x7SnJyMnPmzOG2225zen7Dhg088cQTXnX2W7Zs8boc/mTv3r1069YNk8lE165dmT59Otdee22tlilIkCBBahqPJIBCoaBbt25069at2jesythtMpmsMx1PSUhIqE6RqsW1117LiBEjaNGiBZmZmSxatIh///vffP3113Tv3t3ldQMHDnR5LjMzk65du/LNN9/URJGDBAkSxC94P4XwA64ERHFxMb/++isxMTEBLpHvPPbYY3a/BwwYwPDhw5k/fz4LFizwKU+TycTly5f9Ubw6h1arpW3btgAcPHiQBg0aWNuDXq/HaDQil8tRq9V214DkAm6xSRkMBgwGAzKZDI1G41Pa0tJSRFFErVZbbWZGoxG9Xo8gCISEhHidNli/+lu/q7lutmltf1cbMQB88MEHYocOHTz61759e/HVV1/1Kv8bb7xRvOmmm9z+GzhwYLXq8PTTT4vDhg3zKO1LL70k9unTx+d7Wcp8NVJSUiLGx8db/2VnZ1vPvfPOO2J8fLz45JNP2l3TunVrMT4+Xrxw4YL12KeffirGx8eLt956q/jRRx+J33zzjWg2m8VOnTqJ8fHx4vHjx61pv/nmGzE+Pl7897//bZfvddddJ8bHx4sHDhywHlu5cqUYHx8vjh8/3i7tgAEDxPj4eHHXrl3WYxs3bhTj4+PF22+/3aP6vf322z7Xb8WKFaIoinW6fnPnzvW5fuvWrav1+rmr27vvvivGx8eLkydP9rhuo0ePFufMmSPOmTNHXLduXa2/O1EUxSFDhoj+JCAzkM6dO3PXXXchiiKLFy+mb9++tGjRwi6NRVKmpKRw6623epX/ddddV2lWYzKZuHTpEvv376dt27Z07NixutUIUsP8/fffAOTm5np8jVwup1u3brzxxhvV9gasafbt2wdAUVGRx9doNBq6devGnDlzGDNmTE0VzS/s3r0bkEa5nhIREUG3bt14++23na6zqmts3bqVoqIiIiIiqkx79OhRfvvtNwC3ywDqNX4VRx4wc+ZM8a+//grY/Y4dOyZef/31dtLZFzydgZSUlIgDBgwQH3roIZ/v9U+ZgWRlZYlms1kURVHMy8sTx4wZI54+fVqcMGGCaDKZ7K4pKSmxO6bX68U5c+aIv/32myiKonj//feLRqPRZdqSkhKxtLTUrixarVYsKSkRjUaj9ZjBYBBLSkpErVbrU1pX9bt06ZJ41113iX///bf473//23rcXf2effZZ8dixY6IoiuKkSZPcpq3t+p06dUp88MEHxb1794rTpk2zy9tVmR955BHxypUrdaZ+ruomiqL422+/iSkpKWJCQoJd/dyV9+abb7bmN2DAgFp/d5a0/iTgNhBvY2dVlw4dOjB+/Hjmzp3LqlWrvLq2tLSU7du3A3Dx4kWKi4vZtGkTIM16zp49y8KFC7nllltISEggMzOTzz//nKysLN577z2/1+VqIzQ01DpznDNnDk899RStW7fm5ptvZtmyZUyYMMGazhGlUolKpUKlUlXK01laS/gcW5zpghUKhVPvQm/S2pbFUr/Zs2fz/PPPk5ycTEpKCj/++CODBw+ussy2+vaq0lanzNWpnyiKzJo1i1deeYXExETWrl3L77//bl3P5arMCoWiztbP9t2ZTCZmzpxJXl4eANu3b+fIkSOkpKS4La/FzlGX6uZX+we1ZEQvLi7miy++YNu2bXauwQMGDOC+++4jPDzcr/dr0KABp0+f9vq6nJwcpk+fbnfM8vurr76iSZMmGAwG3nnnHfLz8wkJCaF79+68/PLLdOnSxS9l/ydw8OBBdDod1113HSBtKzBx4kQGDRpEbGxsLZeu+uzYsYO4uDiSk5MBeOSRR5g0aRL9+vVz2qnUN77//nt69Ohhjb7w1FNP8dBDD/HNN9847RzrGx9//LFdfL7s7GymT5/OTz/9VElI/NOwEyAdOnTw2oVWEASOHj3qcfqMjAzuvvtu0tPTadWqFT169ADg3LlzzJs3j7Vr1/Ltt996HSLFFXl5eaxcudLrsPMgxfo6ceKE2zSLFi3ytWhBkEZ3b7zxBu+//771mEKh4Mknn+SNN97gjTfeqMXSVR+dTscHH3zA559/bj0WEhLCww8/zHvvvcczzzxTi6WrPkVFRXz77bd2LudRUVGMHTuWRYsW8fDDD9di6apPVlYWn332WSW7zoULF/jyyy/597//XUslqxvYCZCpU6d6LUC8Ze7cuWRnZ/PJJ5/Qv39/u3Pbt29nxowZvPXWW151HK42wioqKuLs2bMYDAbmzJlTrXIHqRmysrLQ6/Xcf//9PPnkk/Tr149PPvmEX375BaVSaRdOpj6SlpaGKIrceeedzJ49my5dujBnzhwOHTpEWFhYbRev2pw6dQpRFBkxYgQfffQRLVq04LnnniM9PZ24uLjaLl61OXjwIKGhoTRs2JDs7GxA0mjExsby119/1W7h6gB2AmTatGk1fsOdO3cyadKkSsIDoH///kycOJHly5d7lafoZHGiIAgkJibSp08fRo8effV6QdRzmjRpwnfffcfatWvJyckBpFnqrFmzrop31qZNG7777ju++OILq3fZ5cuXef/9968K9VyPHj1YsWIF77zzDgUFBYBkL/Rml9K6zM0338zNN9/Mww8/zLp16wDJlrFt27baLVgdIeA2kNLSUho0aODyfMOGDb1yA4TKG2EFCRIkSJCaxyMBcuXKFY4ePUpRUZHT0b43uwe2bt2aH374gTvvvLOSB43BYOCHH364KkaeQYIECXK141aA6HQ6nn76aX766SfMZrPVZQ/sw5F4I0AefPBBHn/8ccaOHctdd91lXVB47tw5li5dyokTJ3jnnXe8r0mQIEGCBAkobgXI22+/zebNm5kxYwbdu3dn4sSJvP766zRq1Igvv/ySzMxMr71khgwZQmlpKW+99RYvvviiXYj4Bg0aMHv2bKt/fJAgQYIEqbu4FSA//vgjo0aN4qGHHrIuomncuDF9+vTh+uuv59577+Xbb7/l5Zdf9uqmo0aN4vbbb/dbiPggQYIECRJ43PpH5uTkWBfEWSJF2hq4Bw0axObNm7264Zo1a0hPT7eGiB86dChDhw6lW7duKBQK0tPTWbNmjZfVCBIkSJAggcatAGnYsKF15hESEkJUVBTnzp2zni8uLkan03l1w2eeeYYDBw64PH/o0KF6v7gqSJAgQf4JuNUXdenShf3791t/33jjjSxatIi4uDjMZjNffPGF15tMOfPiskWr1Vbaz9xTiouLuXTpEoWFhU7vE9wlMEiQIEH8h1sBMnHiRDZt2oRer0elUjF9+nQOHDjAf//7XwCaNWvGc889V+VNjh8/zvHjx62/9+3bh8lkqpSusLCQpUuX0rJlS68qkZeXxyuvvMJPP/3kNF9RFKu9J3qQIEGCBLHHrQDp2bMnPXv2tP5u2rQpGzdu5OTJk8hkMlq1auWR0fvnn39m3rx5gOT+u2zZMpYtW+Y0bWRkpNeeXS+88AK//PILEydOpGfPnkRGRnp1fZAgQYIE8R6vXZ5kMhkdOnTw6ppx48YxYMAARFFk7NixPPbYY/Tr188ujWVDqWbNmnntibVr1y4mTZpknRkFCRIkSJCax6Oe+vTp06SlpVlj3ThS1ULCRo0aWaPrfvXVV7Ru3dptOBNv0Wg0JCQk+C2/IEGCBAlSNW4FyIULF3jqqac4dOiQS+O3IAherUS37PngT26//XZ+/vln7r77br/nHaTuYTabKSsrw2Aw2B3XarWoVKpKmxTVNyz1MxqN1mOiKFodTOp7/UwmEzqdzq5+ZrMZrVaLQqGoFOKovmE0GtHr9ZjNZusxy/tztYFUfcWtAPnf//7HyZMnefbZZ+u0bWHQoEH88ccfPPDAA4wfP54mTZo49eRKSUmpkfufOXOGV199lQMHDhAWFsaIESOYMWNGvf8Q6ip79+5l+vTpXHvttSQlJQFS1NTHHnuMnJwcvv/++1ouYfX48ccfmT17Nt27d6dhw4YA3HDDDTz00EPI5fJ6H+l22bJlfPbZZ3Tt2tW6oVaPHj2YNGkSCQkJvPvuu7VbwGryzjvv8Nlnn9mp4rOzs7n22msZPHgwb731Vi2Wzr+4FSD79+9nypQpTJw4MVDl8Ym77rrL+vfu3bsrna9JL6yCggImTZpEixYt+OCDD8jIyOD111+nrKyM//3vf36/XxBpFtuuXTteeOEF654TEyZMIC0tzWu38rrIzTffzBdffMErr7xCREQEIMWQO3fuHCNHjqzl0lWfO+64g9WrV/Pqq69aB1kzZszg9OnT9X4DKoAHHniAZcuWcfnyZeuxvLw8GjVqxOOPP16LJfM/bgVITEyMtQHXZQK9z7otS5cupaSkhHnz5hEdHQ1IU/SXX36ZKVOm0Lhx41or29WKTCZj5syZzJo1y7qT4ZkzZzh9+vRV4UihVCqZMWMGc+fO5ZVXXgHgr7/+Qq/XXxVrmUJDQ7n//vuZP38+TzzxBCBtJteoUSOvHXTqIrGxsUyZMoU5c+ag1WoBUKlUjBkzxrrt79WCWwFy55138v3333P33Xf7vLgvENTmqGzHjh306dPHKjxAChj54osvsmvXLkaNGlVrZbuaSUlJISYmhl9//ZW+ffsya9YsXnrppdoult/o06cPy5Yt4/Dhw3Ts2JE5c+bYbftb3xk8eDCrVq3i/PnzNG3alHnz5tlt+1vfeeCBB1iyZIl1S+z4+HieeuqpWi6V/3ErQFq0aIHZbGbEiBGMHj3apW3h1ltvrXZBcnNziYmJqfaWupmZmeTm5tKsWTOrfrUmOXv2LKNHj7Y7FhkZSVxcHGfPnq3x+/+TeeKJJ5g8eTJZWVl06dKFZs2a1XaR/Mqzzz7L448/zi233MKgQYOs9pCrAUEQeO6553j11Vfp3LkzEydOJDw8vLaL5TdkMhnvvvsu99xzDyaTyU5ddzUhiG5ii3gynayObaGkpIRXXnmFDRs2YDAYkMvlDBo0iOeff56YmBiv8vr555+ZO3cuqampAHz22Wf06dOH3Nxc7r//fqZOncott9ziUzndkZKSwvTp03nooYfsjg8fPpzu3btbVRCODBw40GWe6enpyOVymjZt6tey1gVEUSQtLQ2ApKQk64BBq9VSUlKCSqWirKyMBg0aeLQeSKvVUlBQQJMmTao9+PAHrupniRunUCjQarU0btzYo73ei4qKrOnrAq7qV1hYiNFoRC6Xo9VqPW67BQUF6PX6OrF/uqu6gRRY1hJIVhAEj5cN5OTkYDKZrMsY6gJNmzblm2++8Utebr/Qr776yi83ccVLL73E5cuXWbBgAY0aNeLMmTO89tprPP/883z44Yce57N161amTZtGt27dGD58uHXVO0j6yMaNG7Nq1aoaESA1hbOQLFcDgiBY3RhtP9DQ0FDrjDEqKsrj/Gyvqwu4ql94eLh1hO1N/SIiIuqUHdJV/Ww9NL2pnzdpaxpXdQN8Xrfmz/Vu/uDy5ctkZmb6LT+XAkSn03H8+HGSk5Orbbj74YcfGDZsWKXje/bs4aOPPrK617Zs2ZKMjAyvdyT88MMP6dmzJ19//TV5eXl2AgSgW7duLkOnVJfIyEiKiooqHS8oKHD7cWzZssXlOcvsxF2a+kywfvWbq7l+V3PdwL3mwxdczqHVajVz5861C9/uK2+88QZ33XUXR48etTveokUL1q5da10QVlhYyObNm2nevLlX+Z86dYohQ4a4PN+wYUNycnK8L7gHtGrVqpKto6ioiKysLFq1alUj9wwSJEiQuoBbJWzbtm25ePFitW+yadMmrrnmGu666y6ef/55cnNzAWmh4tatW7n22mvp168f119/PefOneP//b//51X+ISEhdhtdOZKWlmbnJeVP+vXrx+7duyksLLQe27RpEzKZjL59+9bIPYMECRKkLuBWgDz++OMsXbrU6eI8bwgNDeWJJ57g+++/Jzc3l1tvvZVFixbRokULNm3axMKFC5k5cyafffYZmzdv9nrFeK9evVizZo1daAQLWVlZLF++nBtuuKFadXDFnXfeSVhYGFOnTuXXX39l5cqVzJkzhzvvvLPOGD6DBAkSpCZwa0T/5ptviI6O5oEHHiAxMZHExMRKcXgEQeCjjz7y6GbNmjVj/vz57Nq1i9dee43ly5fz9NNPc9NNN/leA6RVrOPHj2fMmDEMHjwYQRD49ddf+f3331m2bBmiKDJ16tRq3cMVUVFRfPnll7zyyitMnTqVsLAwxowZc9WtOA0SJEgQR9wKkJMnTwKS25fJZLK6yNrii+tk3759Wbt2Ld9++y3PPPMMKSkpPPfcc7Ru3drrvECyQyxevJhZs2bx3nvvIYoiixYtAqSwFy+++GKNrgBt3bo1X3zxRY3lHyRIkCB1EbcCZOvWrX65idFo5LPPPmPr1q2UlZXRpUsXHn30Ue69916GDx/Oe++9x8iRIxk3bhzTpk3zybWvbdu2fPHFFxQUFJCamoooiiQlJREbG+uXOgQJEiRIEHvcLiT0F7Nnz2bVqlXcd999REVFsWzZMmQyGWvWrLEupjp+/DizZs3i5MmTPPbYY16FZj99+jRt2rSpqeIHCRIkSBAnVClATCYTmzZtYs+ePeTk5PDYY4/Rvn17ioqK+O233+jRo0eVIRauv/567r//fiZPngzAiRMnuOOOO1izZg3t27e3S7tx40befPNNr2Y/HTp0oG3btgwbNowhQ4Z47QYcJEiQIEG8x60XVmFhIRMmTOCJJ55g/fr1bN261eqCGxoayquvvurRanWFQkFZWZn1d1lZGaIoOg1VMWTIEDZu3OhVJV566SViY2N5//33GTx4MKNGjWLhwoV+cUEOEiRIkCDOcTsD+d///se6deuYN28eycnJXH/99Xz++ef06dMHgFmzZrF3717Wrl3r9ibz5s3jk08+4fbbbycyMpL169fTvHlzv8VjsZCdnc2mTZvYuHEj+/fvB6BLly4MHTqUwYMHB91qgwQJEsSPuBUgffv2ZfTo0fznP/8hLy+PPn362AmQb7/9lnfeeYd9+/ZVeaO1a9eyfft2ysrK6Ny5M/feey9hYWH+q4kDGRkZbNy4kU2bNnHo0CEEQeDIkSM1dr8gQYIE+afh1gurqKjIrfur0Wj0OOjfiBEjGDFihHelqwZxcXG0bduWkydPcvLkSbcr1YMECRIkiPe4FSDNmjVzO2rftWuXz2s3agJRFNmzZw8bNmzg559/Ji8vj8jISIYNG8bQoUNru3hBggQJclXhVoCMGTOGuXPn0qtXL3r37g1ICwf1ej0ffvghO3furDJu1dChQ3nooYcYOnSoxxuq6PV61q1bx6JFi9iwYUOV6fft28fGjRv58ccfycnJITw8nJtvvpkhQ4Zw/fXXe7SvRJAgQYIE8Q63NhBRFHnhhRf47rvviIyMpLCwkIYNG5Kfn4/RaGT8+PG8/PLLbm+wYMECFi5ciNls5qabbqJPnz6kpKSQmJhISEgIIG0KlJ6ezt9//83u3bv55ZdfUCqVPPDAAzz44INVVqJDhw6EhoZy4403MnToUP71r39dlbt/BQkSJEhdwqOFhPv27ePHH38kNTUVs9lMs2bNGDJkiMf7hBQXF/Pdd9+xevVqTpw4YQ1/Ytke12JHEUWRtm3bMnr0aMaMGePxFpc//vgjAwYMqBSnK0iQIEGC1BwBWYluS3p6OgcOHODs2bPk5+cDEB0dTatWrejWrRtJSUmBLE6QIEGCBPERtwIkOTmZOXPmcNtttzk9v2HDBp544gmf90T3lXnz5iEIAv/3f/+HTCartAOhMwRBqLGIvEGCBAnyT8StdbmqyYnJZPIpGm91sQiQBx98EJVKFRQgQYIECVILVOme5EpAFBcX8+uvvxITE+P3QlXF8ePH3f4OEiRIkCA1TyUV1rx58/jwww89ulgURSZOnMhzzz1XI4XzBL1ez86dO0lISKBDhw61Vo4gQYIE+adRSYBs376dHTt2IIoiixcvpm/fvrRo0cL+IkEgJCSElJQUbr31VmtI9tpAFEU6d+7Mc889x4QJE2qtHEECz4kTJ7jzzjvZsmWLV/u+fPDBB3Zqz5iYGNq1a8djjz1Gz549a6KodlgiUH/xxRfWsEAgBS+99tpree211xg1ahQAM2fOZPXq1dY0cXFxdOrUiccff9yaz0cffcTevXv5/PPPa7zsgcY2WrdSqSQhIYFBgwbx8MMPExoaWosl8y/+bhOBopIKq3///vTv3x+A0tJS7rzzTrp27RrQQnmDIAi0aNGCvLy82i5KkADz7rvvMmrUKJ82DdNoNHz55ZcAXLlyhfnz53PfffexatUq2rVr5++iOmX+/Pl2nYUrkpKSmDt3LqIokpqayvvvv8/EiRP54YcfiIuL4+6772bhwoX8/vvv1gW/VxMTJ05k+PDh6HQ6du/ezYIFC0hPT+ftt9+u7aL5HX+1iUDhduowe/bsKoVHcXGxXwvkC1OmTOHbb7/l7NmztV2UIAEiLS2NX375hdGjR/t0vUwmo1u3bnTr1o3Bgwfz8ccfYzQaWbp0qctr2rdvz549e3wtsh29evVi7969HgUi1Wg0dOvWje7du3PHHXcwZ84cCgoK+P777wGIjIzk1ltv9WhrhfpI06ZN6datG7169eLxxx/njjvu4IcffrBuLXG14M82ESjcCpC77rqLCxcuuDy/fft2hg0b5vdCecvBgweJjo7mtttu49///jfPP/88r776aqV/QbzjwIEDPPzww9xwww1069aNESNGsGbNmkrpTp06xd13303nzp259dZb+f7773nkkUeYOHGiXbrNmzczaNAgOnfuzLhx4zhy5Ag9e/bkgw8+8Lpsa9asISkpiY4dO9od1+v1vP3229x444106tSJIUOGsG7duirzi4+PJzY2lvT0dK/LYsuBAwe499576datG9dccw1PPPEEOTk5ldL179+flJQUj+2NtnTq1AnArqyDBw9m+/bt9a5T9fR52eKs/nUdT+rp7zYRCNx6YaWlpTFixAieeOIJ7rnnHuvx4uJiXnvtNVauXEnnzp1rvJBVYbuvyG+//eY0jSAIPP/884Eq0lXBpUuX6NGjBxMmTEClUrF//36ef/55RFFk5MiRgLQ52P33309kZCRvvvkmAB9++CGFhYU0a9bMmtfRo0eZPn06N954I88++ywXL17k8ccfR6/X+1S23bt3071790rHp0+fzv79+5k6dSqtW7dm+/btPPXUU0RGRlpVs84oLi4mPz+fRo0a+VQekDqJiRMn0r9/f9555x1KS0t59913eeSRR1i2bFml9I888ghTp07lr7/+olu3bh7fx9JJ2Ja1e/fumEwm9u7dy+DBg32uQyDx9nlZsNS/vuzv4009/dkmAoFbAfLDDz/w8ssv8+qrr7J582Zmz55Namoqzz//PFlZWcyYMYOHHnooUGV1yT/NjVcURQx6z8LoW1Cq5F6v2bGdXYqiyLXXXktGRgbLli2zCpCVK1eSk5PDkiVLrKH/O3XqxK233monQD755BMSExP54IMPrE4XYWFh/Pe///WqTJay/P3339x88812x3///Xe2bt3KokWLuOGGGwBpT5usrCw++OCDSgLEaDQCkg3kjTfewGQyMWjQoErnbTGbzXbH5fKK5/rWW2/RqVMn6zolgHbt2jF8+HC2b99e6f4DBw6kffv2fPjhhyxYsMBtnY1GI6IocuHCBV588UWUSiUDBw60no+MjCQ+Pp6DBw9WS4CIoohZp/PqGpla7dN6ME+fl+WZ63Q6fvvtN5YsWUL37t2rJUBEUUTnxTek9uH7seBNu/BnmwgEbgVIVFQUb7/9Nrfeeiv/7//9P4YNG4ZOpyM5OZmPPvoo4Bb/IFLD/3zebtLPe+c0kNQihvsevd6rj6CgoIAPPviALVu2kJGRYY1ZFh0dbU3z999/065dO7t9YxITEyu5VB8+fJibb77ZzmPP18ZeUFCAXq+vZDzftWsX0dHR9O7d266Tv/7663nppZcwmUzW+GtarZaUlBRrmqioKP73v//xr3/9C5BGdM7Kd99999n9tnjHlJaWsn//fv773//a7ZHTokULmjZtyuHDhysJEEs0hRkzZnD48GGaN2/utL6nTp2yK2ujRo148803Kxn7o6OjycrKcpqHJ4iiyOGZz1F0/IRX10Ukd6Dza6961ba8eV5z585l7ty51jR9+/atMgq4O0RR5Ol5v3LsvOfqvuQWsbzx6A1eCxFv24W/20RN41Gc87i4OEJDQ6361eTk5GDMqlokUGv/Z86cyYEDB5g6dSpt2rQhPDycJUuW2O1Zn5mZ6dQLKjY2Fp3NSDYrK6tSuvDwcJ8CYFrydYy4nJeXR35+vt2HZUtWVhZNmjQBJCPkN998gyAIxMTE0LRpUzvh1qhRI7777ju768eMGcPLL79sl79FcBYWFmIymXjttdd47bXXKt378uXLTss0aNAg2rRpw/z583njjTecpmnWrBlvv/02giAQFxdHo0aNnHZkKpXK7pn7RIAiS3jzvO69915uv/12VCoVCQkJHgdZrQv40i782SZqGrcCRK/X88477/DVV1/Rpk0bvvvuO3bu3Mn8+fPZu3cvs2fP9jgirz/p0KGDTw8r0DG7agJBELjv0etrXIWl0+nYtm0bM2fOtDOGL1682C5do0aNnD7X3Nxcuy2L4+LiKhl4i4uLferwLDOgwsJCu+NRUVHExsby6aefOr3OVoDJZDK39juVSuX0fMuWLZ0ej4iIQBAEpkyZUkm1BriM2CCTyXj44Yd56qmnXKpi1Wq1R7bGoqIi2rZtW2U6VwiCQOfXXg2ICsub59WkSRO/2loFQeCNR28IiArLl3bhzzZR07gVICNGjODChQtMnjyZRx99FKVSSadOnbjxxht55plnmDRpEvfccw/PPvtsoMoLwNSpUyu9zM2bN3P69GluuOEGWrZsCcDZs2fZtWsXbdu2dfry6iuCIKBS1+wmWXq9HrPZjFKptB4rLi5m69atduk6derEmjVrSEtLs85K09PTOX78ONdcc401XefOna0CyTLS//nnn30qm1qtJj4+vpLHyfXXX8/ChQtRKpUBj0oQGhpKt27dOHv2rNcf9tChQ72KAOEMs9nMpUuXfHZrtiAIAnKNplp5eEJ1npc/EAQBTQ1/Q+B7Pf3RJgJBlU9wyZIldOnSxe5Yhw4dWLFiBfPnz+fTTz8NuACZNm2a3e9ly5aRk5PDunXraNWqld25M2fOMGnSpIB7J9R3IiIi6Ny5MwsWLCA2NhaFQsGnn35KeHi43Uxi9OjRfPzxxzz88MPW9zJv3jwaNmxoJ+SnTJnCmDFjmDZtGuPGjePSpUt89tlnqB1Gr/PmzWP+/Pls3ryZhIQEl+Xr0aNHpe2W+/bty4033sjkyZOZPHky7du3p7S0lNOnT5OamsqsWbP89Xic8t///pdJkyYxY8YMhg0bRmRkJFeuXGH37t2MGjWKXr16Ob1OLpczZcoUnnnmGZ/vfe7cObRabUBW0vsLX59XfcOXevqjTQQCt+tA1qxZU0l4WFAoFDz22GMsX768RgrmDYsWLeKee+6pJDwAWrdubV2pG8Q73nrrLZo1a8bMmTN59dVXGTRoEHfccYddGo1Gw2effUZUVBRPPvkkb775Jv/+979p3rw5ERER1nQdO3bk3Xff5fTp0zz66KOsWLGC119/HZPJZJdOFEVMJlOVkaAHDRrE/v37Ky1kff/997nzzjtZsmQJDz74IM899xy//vprQFStPXr0YPHixWi1Wp555hkeeugh5s+fj0ajcWkMtXD77bfbOSJ4y44dO0hISKgTag1Pqc7zqk/4Ws/qtomAIHqATqcT9+/fL27evFnMycnx5JKA0rlzZ3HBggUuz3/66adi586dA1iifzZ5eXniNddcI37wwQdu0+3evVts166duGfPHq/vodfrxb59+4qrV6/2sZRXF6NGjaryeQcJ4m+qjIL41VdfccMNN3DXXXcxbdo0TpyQXPxyc3Pp1atXJU+V2qBt27YsXryYjIyMSueuXLnCkiVLAu7e9k/i008/ZdWqVezZs4f169dz//33YzKZKunjX3rpJX788Uf27NnDt99+y5NPPknHjh19UrsolUoefPDBqzZ8hzf88ccfpKWlce+999Z2UYL8w3BrA1m5ciWzZ89m2LBh9O3b187WERsbS+/evdmwYQNjxoyp8YK645lnnmHy5MkMGjSIm2++2TotPH/+PFu2bEEURebMmVOrZbyakclkfPTRR2RkZCCXy+natStffvklTZs2tUtXWFjIK6+8Qn5+PuHh4fzrX//i6aef9jma84QJEyguLiY3N9engIpXC8XFxbzxxhtERkbWdlGC/MNwu6Xt8OHDad68OR9++CF5eXn06dOHzz//3Bot8tNPP+Xrr79m586dASuwK06ePMl7773Hrl27KCsrAyT9/A033MC0adO8XvS4ceNGvv/+e44cOUJhYSHNmzdn4sSJjB492s7ou2LFChYuXMilS5do2bIljz/+ODfeeKNf6xYkSJAgdRG3M5DU1NRKAfFsiY6OJj8/399l8ol27drx4YcfYjabrV5CsbGxPo9uv/jiCxISEpg5cyYxMTHs3r2bF154gStXrvDoo48CUqiXF154gYcfftg6G3v00Uf59ttvvYpjEyRIkCD1EbcCJDIy0u0+G6dPnw5o7HlPkMlkNGzYsNr5fPTRR3ZqkT59+pCfn8/nn3/OI488gkwm4/3332fYsGHMmDEDgN69e3Py5EmP4tgECRIkSH3H7fC8X79+LF++vNKKX5BisaxYsYKbbrqpxgpXmzjTqScnJ1NcXIxWqyUtLY3z588zZMgQuzRDhw7lt99+8znKbJAgQYLUF9wKkBkzZmAymRg+fDjvvvsugiCwZs0annzySUaPHk1sbCyPPPJIoMpa6/z55580btyY8PBw6+ZVllXvFlq3bo3BYCAtLa02ihgkSJAgAcOtCqtx48asWrWKt99+m40bNyKKImvXriUsLIxhw4bx5JNP/mO8X/bt28eGDRt4+umnASkiLFDJ88Xy23LeFe4i0V68eJHw8HCPdiYLEiRIkNqiylAmDRo0YNasWcyaNYvc3FzMZnO1jNP1kStXrvD444/Tq1evgPjai6JoDTvuMWY9HJkt/Z3yLMhU7tPXElqt1hrw79SpU4SGhlZOZFsXZ9T3+tVjrub6eVU3Z220DrfLmsKraGL/lNmGLYWFhTz44INER0fbbYYUFRUFSBFQbR0JLPYiy3lXbNmyxeU5x21a/zFUJTi8xVgCx950fi75KefnUsrXOtWUMHZXJmdlsdzb1QDB2XFPBhO+XucMb8rmKd60Bce8fa2/J7h7f7blrU67qYnnWUPUfDjKekxZWRlTpkyhqKiIZcuW2cVsssTdOnv2rF0MrrNnz6JUKgO/X4pMBZ1fcn6uDjY8K45ls62DYyfibdkVYVJ+nnZGth2phao6Wcc0npQp5VnvBaWz9+tYL8vfyU95l7c1P4P931U9a7MeDjtZoOvsefurc3X2HhzfkeVZ1US7lymrTlPte7j5lusYQQHiAqPRyIwZMzh79izffvttpe0zk5KSaNGiBZs2bbILFb9hwwb69OlTabMjrxFNcPil6o8OoW40SEv5ywz2x52VzdUor7qjY8d7OMvfkrdjB2Q55w+c5W9L++lw4j378lSF7YzK9tkdmS2dkynt75X8VPXbhOO78+cM0jFvS5uw1MfbwUFV+Xt7nav7+iKoqpoN2h739Z3Z5ufHvuCqFiClpaX88MMP6PV6+vfv7zY8uCMvv/wyv/zyCzNnzqS4uJi//vrLeq5jx46oVCqmTZvGk08+SbNmzejVqxcbNmzg0KFDfPPNN/6tSF2cQbgrky/ltb2m/XT/ltUZp+bb/7Z0SrbIVJVnC84+YrvflfdRr4S7Ts+2c6zqWtuZhju12LE3PZuV2I6ufRlpmw1VpwHv241Zb1+/Y29Wnm1UKosfvxmnHbyTuiY/5dt9bOtgLKkZ20oNDSLdhjKpTzz77LMcOnSI9evXA9KGSKNHj+bUqVOAtL/Fl19+6bF94aabbuLixYtOz23ZssUaZnnFihUsWLDAGsrkP//5T7VDmXTs2JGIiAj27NnjeyaefkCBEE4299C2nEHb9tKWsD4Z0ds+AppGPt+/ktrJ0RbiTJB4QZWG2KpGzN7cvypBBBV1s8xqoFrvucr66fMq7uOM6tpWarC92tXtxBFCz71b+T41/f4s17u7T10ZRHIVzUD27NnD7bffbv29fv16Tp06xdy5c+nQoQPTpk2zblbkCY4777li7NixjB071qcyu8VRhVVTuFND+MMA6Y2KwRMDsyras7xscVZHC473q46O29no0XI/y/HWD7rPw1IeX9+7RSA6zjrczWq8wfbZmfWAkwGAK1o/6HtbdteGHNuYo8rOdpBQhzpfZCp7wQ72At8RZ2WvZe3EVSNAsrOz7VRUP//8M506dWL48OEAjBs3jkWLFtVW8QJPdXW8UG4kLf/btnF6ovt2pWLQar0vky2eGmMdVT2OHYgrPbatrcPbD9OV8KlKb+4MYwl4a0ezdJwWXAnjmux0VDH27ce2vmcWVHuG5xRHVaNMWbndeWJUtxOONioqb5wkvMX2eVnKcGS2JFRshYsr9Vgt2zevGgESEhJCUVERIBnA9+7dyz333GM9HxYWZj1fLxDktW/4doY7dVB1qcpDydfOR6asyNfWMO3Y8TiqKjzFzn4zA/jCJo9Q3wy9/u5kbalOp+PYiTkbYFjQ5zu53osZnjMblCNVecW5Eo7OVGO2AtfVjK2qdlFdLy3bOtvOTLzNN0Azk6tGgKSkpLB8+XJ69erF1q1bKSkpsYvTdeHCBRo0aFCLJawBatpQ6ElH40ka27xbzrA/bnEDdXZPR5WWRS3jiTrCWblshYjtMWcGTE+8lJw9M9sZVk2qEwKxjqMqXL17d6pIT9yDnd2jKtfgqsrkybmU57AKf3flcSfUvPGcc3cPb9XKtcRVI0BmzJjB5MmTGT16NKIoMmjQILv93Ddv3kyPHj1qsYQ1QE1OX101Wl/uaXtNcX7F8WNvgkbp+qNwNgp0NgL01m7jspxeeCF581E7qgWr46HmSrg7erHZCkJfZzM+C5YArJWoi/jauVelbvWFAKm2rhovLJC22d2/fz+RkZFcd9111uOFhYWsXr2a6667juTk5FosoWdYvbB+2+nb9NwVvhq//ZhWW5xf4YV14gih4dHeqcUC4ClWnY692uEw/NGB+EtIOcGufmvuI9QyAAD/jpI9sVf4eVTu1btzNcvyZTboToBAnZ19QD2fgSxatIgBAwbQunVrQAq1Yruoz0JkZCSTJk0KdPGqj7PFVBY8VQW4WjfgeK4mG6ftx9Z8asVxq73BcQW0wwjWl07Q1XVVddqW8qrcdAJVGd+rg6dhTmxxnH3Y6s79oVJxRcpzYOlkHQ3Q1V1kV5UzR1WOHDXd2Tra67y9n7sIDO5Ur74OCKBGFhLW6xmIZZOn+Ph4BgwYQP/+/endu3f1V4HXMpXWgbjzcvIX/opb5OxaGwGibT6VtsndAJtRnsP1ptIy0j/+LzKljMR+cQhywX/1dfUswS8j3loPNljDcZSqFQyz/XTJ66g61OD6Jq/fXaCFluM968CMpF4LEFEUOXjwIDt27GDbtm0cO3YMjUZDr169GDBgAP369SM+Pr62i+k1fllI6AsB+CAqfaQaRaXR8+U9OZxddwmA1iMSaHKtTRBPX3X6noSesJ0p+Xgfjzohd0ZmTzpZf6/V8YJqCZCaUm3VBeHozQLXmlIl1wL1WoUlCALdunWjW7duPPbYY2RnZ7Nt2zZ27NjB3Llzefnll2nTpg39+/dnwIAB9OjRo/6EoXe2kDCQjckXQ2x1y1eevuRyqfXQpd3Z9gLEVzzyKPMylEdNGJm9XS1uqy6qrrOD0/ydqEKqwpn7Lng/i/Y1HpQ/vpMjs+CaF+2vdeeIYSytULNV9b24q4OzsrtK64cBT3Wp1wLEkYYNGzJmzBjGjBmD0Whk3759bN++nV9++YWFCxcSGRlJ3759ue++++jatWttF9c9tbEOxFUsI0+9aqrjoWUb7iRDZz1dmqVDm6UjNE5dt1YU+7K2w4JMhdjxGTK+eJLSHD3Nb2mMTCHzYsGiyr3O3FkZfR3pVvIgm1X1dbYdWbW8wBza45HZrmOWuYo04E+qat+evAcLrgaGtivQjSVwws37s7XD2MYHCyD1WoXlDWlpaezYsYPt27fTq1cvHnjggdoukktqTYXlC16O9qpSE4iiyJ4JEzGVlqKMisRQUEibkQk0vneu/7zOAhVPyYUaRBRFLnyzmPTvVgHQ5uFJNE7cL530h52gBqm2iq7tIxWBLN08e1NZGRdXr610PHHsaGSKmhn32tbtxLFj5P6w0T/3rONqqOpwVc1AnKHX6zEajSQlJXH33Xdz991313aRri787G+uz87GVFqKoFAQ3b0bWdt2oA/t5/VHZzYaSV+xGih32/57tfVck6GDufK3dLxpSz3K8Jr/oG07xJJz58nds9d6Lv37zej63eD3zlF6BisBqRME7H7XREcs3XM91udejt396mKEBTeIRiMXyp+bO1w+0wCtyagN6olBoGp++OEHZs+2nybOmzePHj16cO211zJ16lRKSpzsARGkTlGSegGAkIR41A0bAqDPy/PrPa5s2GT9+/K6HzCVlfk1f2eYjRVh3vX5+Xbn9Lm5gNS526arSWzvZTYaubBkGReWLPPq/r5e50l+jiSOHU2zCeMB/HpPV8gUCppNGE+zCeORazQkjBxhPSeKInn7D5D/10G7a2ri/fn7Gfubq2YG8tlnn9mFat+/fz/z5s1jwIABtGrVim+++YaPP/6YJ554ohZLGcSWtOXfEaJW243ctBfSAAhtloQqVlLlGPLyvc7b0gG4wnZ0fnH1WhJGjrBTmTS9bRhyjcaaBqo3apdrNNa/TaWSk0B4u7YUnzyFuawMs9HoVd625Xcsuy2OZXb2TKp6Vq6wvc7S0bkifcXKKp+fYzmaTRhvrWe6wwzAMqOy3LMmVVsAgk3exsJCik9K20SEtWqJMjKyxu7r67sJFAEXIGVlZWzdupWioiKuu+46WrZsCcD27dv5/vvvKS4upnPnzkycOLHKfcVtSUtLY+TIkdbf69evp2HDhsybNw+FQoEoivz0009BAVKHSBo3Bo1KZdc55P0p2QL0ObkUHDkKQNGpU1xYsszjTsKV/hwqOhqZQkHi2NGVOiYLth2+P7B0BKayMjK3/AKAumEDSs6eQzQaMZVokUVFetTR2uYH9rMbR1VVoLCUx1FtVt1O3dl7anrbMGQKhV29bdVMNS1MdFlZ1r9LL15EGRlZ7XvaPjdHaro+1SGgpcrNzWXChAlcuHABURRRKBS89dZblJSU8OyzzxIXF4der2f79u2sXbuWFStWEB0d7VHeer0etVpt/b1r1y769euHovzBt27dmsWLF9dEtYL4EVOppE6SaTTINSHWY5ZOwxPkGo1HozZnI16obDuwdFbVsSfYCjXLDESuCUERHo4hPx9jSQnKKM9Hss46HNty1Nao1fGZ+kOgOAoRuUbjNF9nsyF/db6ijbDSZWVb/9aXz479KTTrssBwJKCl/Pjjj8nJyeG9994jPj6eV199lddff52YmBiWLFlC9+7dAfjxxx954okn+OSTT3j66ac9yjsxMZHdu3czduxYDh8+TGpqKjNmzLCez8nJCfyq4ADj79FfILAdmV9cvdZqj5BrNMg00oDArNNxed0PAauTM7WBs2O+dNKiKFYIkJAQFGFh5QKk2Kv61VXVRk15T3nz/P0hxByFkAVRFNFlVsxAjEXFnlfCxX3q2zdrS0BLu337dsaNG8ett94KwJNPPsk999zDuHHjrMIDYNCgQWzbto1ffvnFYwEyfvx4Zs2axenTp8nIyKBJkyZ2W8vu37+fNm3a+LdCQfyC2Wi0djqCXA6UCxCltP5ENBqJv324xx++O/WNrb0gkB+sZVZk1GpJX7YCgOaT7gFBoPTiRYzFvjt4ONbZ0SYSiHrWl47Q1zJa3p8uK8v6/gDMeh1Jd45DEASfylNXBwKeEtC3fPnyZWvgQ4AWLVoAON2nvFOnTvzwww8e5z1x4kTUajXbt2+nU6dOTJ48GU25Hjs/P5+srCwmTJhQvQrUceprY7Qt96W166RjNgIEQDSb/XIvg40nnq29IVAdoMXjSh4WilytRt04DgCTHz0EHWcAjvYB8K/KxVGA+UOX72og4Et5ffkuXF1TlpkJgKpBA/Q5OZhKtBiLimrMkO5tuwy0IA+oAAkLC7NzpZWXjzadBT+02Ei8Ydy4cYwbN67S8ejoaFatWuVlaWsX0Wz2ynBc31DIVej1JkJCROvozVBSalXvlAgaiopUCHI5osnE2W+X0+b+e5GrJKFiMpkxGc3IZAIKpdyar9EEjUaMIGPNWiyDQrMZTCIkjb4DVYja2jEY9CaMJhGFrGItrVkEvd6IXBRQ2uRr0JukNqmUI5NJGZtNZoxGM4LMPq1crsRkcr6q36I/F+RyLixZRulFKeaXoFT6/J5t9fPOcBQo/rYX2OZnKC7m8jrPB371jdJLV6Q/BAF5aCgmrZbzX36DumEDn5+fo7C0zceZIHMnJAI9iAxoz9SsWTPOnj1r/R0TE8Ovv/7q1Nvq7NmzNG3a1Ot76PV6jhw5Qk5ODj169CA21g9xlGoBQSarl7MJT3lg7Ae8/8p2nnj5FsLCJVvH75uPIANEQcam0xGUmeTcpFAhmErZcFjOpPxSYhtJAuSPXef5ae1ROnWPZ9Q9FRuFvT9rK9oSPQ8/NZRGTSIA2P97KutXHKa9/hBj7+1u/fhWn25AQX4Zw5NL6XbfSJpNGM/BPy7w1Qs/0zTCxAPPVxjuF767k6yMYu79v960aCOtTzl5NJPlX+wjsUUM90/ray3D7Tc9yerNrzmtt6GgEICwFi1oNmE82gsXyN75K6XpF6scMFSlnnPE2eyqpvBEdehN51pTXl3VwVRWRs5vvwMg16gRZDJMWmkGom7YQBLk1RTA9Y2Avo0bb7yRo0eP2h1rWL5YzJaysjI2bNjAoEGDvMr/q6++Yt68eRQWFiIIAp999hl9+vQhNzeXIUOG8NRTTzFmzJhq1SHQ1KUPqMYpk2YfJoWGMpM0otcrQlDrSlGY9X73pjFqtYCMRgNvCthztaiwVDHSGhd5hCTkRIMB0Wx268brOHOoSiikr1hJ09uGWWcElk7csU1Vt/NyLIsoiuQf+AtdVhZRnVIISUjw2SbjrnOtjW/DXO7kIVOrkanU6DIzMRZLhnTBx/vbOh4kjBzh0svMQl0SOAHtjR5++GGP0omiyBdffEHjxo09znvlypXMnj2bYcOG0bdvX559tiJyaGxsLL1792bDhg31ToDUpcbiTxatmMZf+/eT/f0acspVTXEZWeQABqGiWZaaFKiBMeOTiYoOsR6/tm8LevRqZlUnWXjsuZsAUCrl1g8z1gxPvTgcZYgGQahQV41MKUUEmiRU6K8790gkuUs8gkxApqhQS02e8S+rCstCu46NmDl7MIJDGb7fOtepis5kNFOWlQNINpALS5bZ2XYa33oLmjhpQOWoorN0KAYTJIwagdKmbBYVnSCAwia2hNEERrOAWQSZIHVwZpMZowmajhnjNxWdoyedLiPDutAub99+mk+aiCYuDm9x5hxguz4n0N+GXKMhtFkShUeOEtvzGmQaDSVnz6Jq0KBa5XDmdm7ruuzp2qDaIKAl2rRpEzfccAPh4eFu04WEhNChQwev8v78888ZOHAgb731FnlOQl+kpKTw9ddfe5VnkOrhbhRlNOlRh6pJGlfh3y8YpU5JL6iQCSIyAYzlMbDydu2i8Q19EGRSHnK5DLm8ciQelbriHq7Wgzg7Vnmdh2hnG1CqnMwI5DJUTspgMhmYcucnlVR0u7edIWPnCZoCxWmXOBnRkOYxRowyJQqzgbzLOTQtFyCuVHTfHQ5Fd+BnHn6qv7Ue+3adY8OqIyRFG7n3qcHW0ey68w0oePkXHpg+iIRm0QAc/jOd1Yv/omXbhkx8uLc1X3+o6Cwj8JJzqRXPorSUoqPH0fT3XoC4yr+mcSX8TSYzuvJ1HwZFCIoQqR/T5eQgmkXrQMKVfU6vk2a/ckHk4krJJtt01EiMOgOX162vJPyb3j7cKvzBtUD3RvgbDCa739V+Vn7LyQOeeOIJBEGgR48e1h0Ebb2yqkNqaioTJ050eT46Opp8hxhEQWoWT0aItmmu/LiZ7J2/YpSriQszo5SLVgEiGmooRLebstbE6FZRHqI8P6Ylxy4pOZap5HqZGoXZQObmLTTu2Nqt+kp+7Ccw2j8LWbkQC01IsBear27xe/ndIVMoSLpzHBk//QxIYT5Kzp4jb/8B4vr/y6f8PA1H4w8DduywIYBz+9zubWf4ZeMJ+hVcQgn8suMiekFFV+DKyYs0yy8lOlZaZ1aVfW7K4xXCePsn69idqiYpWs3ANjqrynH1kRBKDvhf+H/54W4mz/D+XbgioALkt99+Y+fOnezYsYOFCxfy5ptvWrejHTBgAL169fJ5O9rIyEinMw8Lp0+fJs6HaXSQwGHWSx2jUaaiUbgJo1nAKJfaQ2iLFnVyCu+KRSumcfDQIULDKtpzr94JHFxair4ETp7Mg3DJwUOhVoER1GKFYPBERWeh67VJdOqeUCntI/8dUEntltItnvadmlRSu3mronPE0hEbS7SSnUcQ0DRtSsnZc+Qf+AtTWVm1w8M4iwZgwZmaxxMBYyuktFqt3bmLq9bQ5i7764QCyYZVbNZgKt8nR2kqw6TTAb4vVA5p2pRmE3pV1O3QBgAyftpMk3tu83toHX8R0C8yMjKSYcOGMWzYMERR5NChQ2zfvp3t27ezePFiu+1o+/fv75UXVr9+/Vi+fDl33XVXpXOnTp1ixYoVjB492smVQWoKZwH/SnU6l+kNBQXS/zIVsWoRo1kk1zoDcbHZlQf39iQciW06b3E2ijWa9KhUcqsKxGw0cmXdOkQbNZ2FUkGNEmmWZekI5QpFlSo6C67UeUpVZVWFK7WbN2mduShbnBNsV9krIyUHAaNWy8XVa/2qxxdtFp+C83fnq41k0YppbHjpZdSKitBIvW9oTtPL+8g4IwkZnTIMc3kwc5VZR7imQsh6IvyF8nIlmMz0K1d3QUVbGpkC8aNGoFDIrequ5FEjae9EoHsj/CdNvd7r5+GOWhvSCYJA165d6dq1q3U7Woswsd2OdsCAAYwcOZJWrVq5zW/GjBmMGzeO4cOHc+ONNyIIAmvWrGHlypX89NNPxMXF8cgjjwSodvWPmvBocRZrSqvVwnPPOL1v/sFDgDQDCVeJmMyQUS5AjCX2o0Nv7+3qmLuAir7cy3YUa7vGwhIO3KyXOl+jTEWHOAPHs5SUoSYSiExJJuH226q8n7N1A0AlYW05VxMzN6d2AjPotRYBokFeHjpINBjQ6QyI5goHBnd2ArPJ6HQdT+KI4Xbvr+noMXa6f7PRyIXlKzGZIXH0HahDKgSAN3YCo0mPQgZJ4yqenVKjotmwwWR89x0iAnp5CCIgIiAgIlBRN0/sc1AegcGh7VnaiUIOKge726VV0p42jrMvrwYKfrR/QB0K596wYUNGjx7N6NGj7baj3bp1KxqNhqlTp7q9vnHjxqxatYq3336bjRs3Iooia9euJSwsjGHDhvHkk0/W2zUhgaAueHtZO1e5inC1GZO5woju7UptT9xcHYPwVRez0Uja8u+sv50J0Mvle5EYZSq6DOvD6W/3o5dJHV3unj9oOnSIV5F4bXEWGLKmcLQTyDUa0hv34OQvF+gAlEY05nhEN6JDNmEqLWXtnwKTbzcQHevZOp4RKQIxIVKnfDpHwe5UNe10Rxg3qUfFOp4zDSjIK+OB6TeQ0CwamUJBUfu+kp2g+ECVdoITf19mxVcHaBRm4qH/DatUR8ts0DLb0eVI6iudPARRkJHYIgbDeTUqUxmGggKra7anVLUAFOrGd+mOOiNAbFEoFPTu3ZvevXvz9NNPY/BAfVFaWkqDBg2YNWsWs2bNIjc3F7PZTGxsLDKZJInT0tJISkqq6eJfNdTEjna2IbjNRiOy0FDrLMBoMzoPU4nEDbuN3/csAqQVzt7g6FoKlX3s01esDFhsLH1BAZd/2GhdM2CUKdH/sYMopdoqJEObN6t2vK9Au3ta7AQA+QcPozZKM5DLuSInfj3P4KgYTKWlqI3eDQCaDh1iXQia/XsqpB4GUbSbZTH3V0CyEzS9b6Skpix3iy67kuH1Hiu2JI0bYw2+anG0Nper53SKUCKjNCS1iEEnD0FlKkOfm0dYeWgmT3HmVSY4WUBpoS668tZaabRaLSEhIS6DkOXm5nLmzBmuvfZalDYxkVwxZcoUFi5caDXCO842Tp06xf3338/OnTurX/h/CO48kxw3EKpO47bcJ3u/tMOboAml1d3jMZtFTOVGdEORb7GiqgrtLng4wvNEmMoUCpLGjbFT0VlQRUWROHqkNRCfUaaiw13DOfTWBgxyaQZi9FJIWrBdLBioTsfiJBAVFW79hodOv4PTH14meyvoFNKaneIyETUwemRrr9fxWLB1ElAoe1mPP/LfGxFFEZlQIVg63n4b4d1LsO1WTGVlDIrPQIwH9m7hwh/Sc2nfqSkzZzeuWPOjd+7pJ1MoSBg5gpNvvQuAQa5GYypBdv4YJYpwIvR5lF254vUzdPy+TGVlld6fu83C6gIBFyCrV6/m/fff58qVK2g0GgYPHsx//vOfSh5Sv/76K08//TTHjh3zKN9Tp07xyCOP8NFHH1USOIcPH2by5Mk0atTIb/X4p+Nsox9Pr7P927ZjLr2cAYAiPMwqnORhYQAYqxFs0HYWYtvZOuLt6l9PVQuWfC0GZhFQqBRcWb2a6BAlV8pVWJ6GBndUfXjyLvxt43J0EgCQK2TW7Xr1cklY5IthNAbMxUV2Bl1XdgKF3F4wOxrLbRcTymWi0zq1vsf+vQgKBZZ1l86Ff9V2AblGQ2SnFHL3/oFRpiZUKRKmMpOllNaClGVkVpmHK9zFwoLa29vFEwLuxvvMM8/QqlUr7rvvPjIzM9mwYQNbt27lgw8+4LrrrvM5788++4z77ruPxx57jA8++MAaiPGPP/5gypQptGzZkkWLFvmrKkHwz2pZ2445feNmyRRpNKI1QpFRQFa+ctyk9c6IbovjLMQfhnNfMJerYk2CktByJ6wojZm08lmW9sIFO2Hn7Hnahr63Pe+4K2FtqTrKsiU7gaDWEBNipkyQhKOn+9pXEtReBhP0JE9f9xa32OGMchVhKjOhSpFSpaRm01VDgNRnAtrK5s+fT0pKCkuWLLGqmlJTU5k+fTqTJ0/m9ddfZ+jQoT7lnZyczIIFC7j//vv5z3/+w7vvvsuOHTuYPn06nTt35uOPP65yBXwQiUDHGLJ0mubiYgRAoVHy0WkV54sFbijvaMWyMkSzGUFWedTqCm9tODVtsLQ4CRjkakKUkmY9OsSMsXwGYjnvrgyuylhV2QNljDXkS67YoQlN6NyvM0c/OwJI+4h7gzs7j8VTyVdcbThl62LubEOpvP0HAMnNPEolEqYSKVVIfUrB8ZM+21y8jbhbl/D8a/QDp06d4o477rBbLNi8eXOWLl3K9ddfz5NPPsk333zjc/5dunThk08+YefOndx7771MmzaN6667jkWLFgWFRzWxfFAXlizzagTnyXVyjYaEUSMRytcX7DaGcbZYhhmBIyZLWxFJ/fpbr+5t+TCbTRhvtVHY/g4EdmtErrsWAINcRahSmlmFKUWrDQRB8GjBmOMz9fXd+BuTwYC5SBIgMp0WxfF9VlWWLjvHb/cR/PweLe0iadyYSsds205IQgIg2a/i+l7H9/K27A9rhBkBQS73W5uqL8IDAjwDMZvN1j1AbNFoNMyfP5/nnnuOWbNmkZOTQ8uWLX26xzXXXMPHH3/MlClTGDhwIHPnzvV6X5F/Oq7WUDhTV3k98nVhqDSWq6hSQxqTaqh4X0VmMApyFKKJuBsH+PVjcuah5W9s65+x5RcADDINIeUCRCEHym12xqIiUhcvJWncGLf1rMoeU1sdkKjTIYhmROCoGEZ6toiqXIAYvJyBuBuV11ZwQUNRkfS/TM3X6/ZxpkQGgopLmoYkFhR4tdreXdur6667tgT0DTRv3pz9+/c7XS0uk8l47bXXiI6O5qOPPrLuVuiK7t27u91G0mAwsH37dju7iiAI/Pnnnz6XP5CYzSJGoxmFIqCTRLdUt2EbjWaW/3zC6TlRJ4XJPhZuP3DQiwIFykga6PM88puvdL8tJ62/xw1sZ/c8q/LQ8hRnK9GdlsfiwitXEaasWHimUJfPssxmRJOp2uUJVAeUtvw72t5zl7Ujt8wy/oxKZn+JHErgeqUkQMoysqrlVgu137EayrcdTldFSsKjnIuaOBLys8AL9WpVbc+27Tq227pEQAVI//79WbRoEfn5+URHRztN8/TTT9OgQQPmzp3rVkAMGjTI532Ig9Q9LCvNr6gbAPDUPdew5KcTpGcWk6luQAN9Hj9uO4bulM7jD0qhkHHXICmqc01+kO7iKdli6YAMMjV/h8bz5dE82ibFEB5WghkBGSJNhwz2upOtSlDWFI4zJWNREUZk7I7tXHEsJgYugKjX+fS9lumMrNp22vr79n+14vud0qZ0owa0QeMktEtNoSuQZiCX1Pbb117SNEQADKU65D7G8nPEtu3WZQIqQMaMGUNMTAw5OTkuBQjA5MmTiYuLY9++fS7TvP766zVQwrqDTCbU2VGHpzjrtMfd3J7nys8v//kE9wztikIhw1hcjBmBbJW0O2XrxGiaN4kkPbOYLFUMycCAlIY06OXZR+XYqVoYNaBNpecaqNGeZQZikKvZl5pLcZmR/ScyGdA4EqNcWtGsyy9E3bBBjdy/pinLzSNbHY1WXqGO0YeEIgKCKGIoKkYVXXn3UXdo1IpKHWltdaymcjVcqVIFJhjRrzVrd5whS1W+Ar2sFKIiPM7Ptt2NGtDGKijr8ozDkYAKkCZNmnD33Xd7lPbSpUt89913vPLKKzVcqiC1xbib21s/FGNJCYWKUIwyBTJBYNufaRSWSF4xWWqp09EXer7QztUIzmg0s/jH49L9B7YDCJiqwFQilb9YHkpxWYU6rklCFAaZJEDEMu/dlevKaLXgYhZZqmi7Y5dL9FLdzDoM+fleC5C6glmvR9RKg5xCkzST0pZJTh95ykgMghxdYRGaxv+stWb11rq8Zs0aAEaMGGENnOgJd9xxR42VqT7iOPoG/3Wojh2bOxtIaV4hRQpp0WCoRoEgCESV78WQW+5rb67GWhBXZYLAjWj1+dII9qLaPmbSZa2eaLkKDJ4vJgT3s6zaGM1qM3Oso/E2iVGcTi8gq0xPlroBCaWXMOTnA80DUhZ/Y4mDlaOKlhaCygUaRGlQKWTojWZylFEYi71b7OrYFuvCIMBb6q0AmTlzJoIgMHToUFQqFTNnzqzyGkEQ6o0ACZQRvTodqrfCx1GFZYskQKTYQyEaqVlaBEi+QlKDlBV47snjrmyuyucrtvca3ifRZbqyciNztloSiBGhKoq0es7nFNPWshq9xLdwJrWN0Wgm7cxFMtRNAIiN1NCkgYErOVr2RiczsvQS23ceY1inzvVGPWOLPjsbgMsaaYbRIj6K8Te3Z8veC2QVlJGtjsas9UyAOBP89UltZUu9FSBbtki7rVnWlFh+Xy3URRuIM1uBv0bz+sIi6wwkpVUD7hrUAZNZ5Kc9qRiMkK8IJya/yKe8nY3S/am2sn0Obo3oudIoNl+hBjNMHNKB+SsPcSG7hGJFGA3xbgbiTnVlmYUs33LSzvBcUx2VQiEjAj2XNVKk24lDO5KdX8rLC3/ncvmMq2ezUI/v7Wg8t1BbHa0uRxL+meVOHkmNpHVl0ZFqsgrKyFJFU5Kdh69b1hlN0mCxvnhfWai3AiShfFGPq9//JNw1Om8aZG02Xl1BMYXlM5CMXK3VThEeoiSvSEeWOoYmuflOr3VljHRGbX2UptJSxFItZTIlxWZJh963awI/7DpH6pUi0jQNaVF4wueAio44Gp8DoR7J0prRRytRySCpcQSh5TPJYrkGMwJ6F+/PGc6M57WJvnz2mFPu5JFbWMbyLSeJCtcABWSrotFmZHmUl6PgL9bqK7XZ+iA8IMAC5MiRIx6nzcz0LbaMyWTiyJEjpKenA5CYmEhKSorTBYxXK44dqqtzjo20KmNsTRprDUVF5CuljzNMU9Eso8LV5BXpyFZFuRydO5Zr3MB2TuvoTwHpbV4WHbplBBsbqSEyTEXXtnGkXikiQ2lxFPBtllVb2D6HLLOkhkuMUiGXCTSMCkGpkGEwQqEiFG1W9Vaj1+oAxyJAyu1xFvVqZPmWxbnKSHRZngkQT6gNt2xfCKgAGT16tMe+4KIoeu03btlQKicnB1GUFmoJgkBsbCyPP/44Y8aMqSKHuocnH01VqqS64gbpiK1HVLPiEnKVzQAYOaANXdpIygC5TOD85ULylJGYitM8ytdTQefq2daEe6VFh36lXIferHyviw7NY/l+51myVeVRXb0YpVdVzoB2uGYzVxSSEGybKP0vkwk0aRBKWkYxecpIGud4FlDRgicqU2dpaqLeupxsymQqChWSi3KDKOl/6yxLEWJVc3lLeKjKbXt19BysS8IkoALktddeq7G8ly5dyksvvURycjKPPvqodSX7uXPnWLZsGS+88AIGg4EJEybUWBlqgrrioukp3ny8tnXbukJLfqTUiSY2qvClb9pQsovkKSMQfdwTxJP7uzpuNJornXd3rSsqdOiSPaC0zMjiH49TUiq5ghbI1JiQWaPZ+lL+2mgnljKU5uTy4wbJ/tElpTxmlM2zy1DH0ro80KIneNqOAvV9lGVkc7l89ti0QSj3DunI8i0nCSlfyGiQKSnJ8y5cy9VAQAXIyJEjayzvBQsW0LNnTz7//HO7/UB69+7NmDFjmDRpEgsXLqx3AiTQVHf05tR118Ebyhn5OhFRkKGSQUxExV7WdgKktHoCxJfORqGQWVVi1VErWHToueWqqsjw8l0INQoUchlGk5lcVQSN870bpVtw9t4COfi4eOoSueX2gdOXi0gvHzE3iAohLaOYi5o4TEWezSDB/l2ZdDrKcvLRNG7sNG0gFuTpcnIoVEr3T2gUYVe+77edRmcSKdI6j/NWXeryILLeGtEdyc7O5v7773e6e6FSqWTYsGG8+eabtVCyfwaeuvQ6i6UoiiLZotShhitlLPnphPWapg0kAVKiCMVoNFUrnpJoNoMoIpTbw4q1eqt3kgVX7sfV/YAtOvS8ckeBsTe1o21SdLkhVkVOQRk5ymjiCtO9D1tvMCBXKBjZszGbv/ie1TlXGDmuX0BVHX+fuAxAtLGY+2/vZD1+7Fwuf53MkryzMoq8r5tez18znqDs0mUa3XwTbR59xK1qWyH3f2dr1usxFxdRFCPFaWsQpbFr75GhSrKK9JSgxGwwIPNgB9WrhatGgCQnJ3Pu3DmX58+dO0eHDnVTitcmtu6SlthCvtoP7hrUweXiNrd5FReTWb6COSrCPpppeKgKtVKGzmCmSBGKsagIVUyMk1zcYygq4q/H/oM+N5fEsaOJ7JiMtkiLTKvGHFrzof61GVmUyZSUlm8eldSkQk0XFa4mp6CMLHU0HUpSMRYVoYzybMX2+S+/lqK6ltv8GgCiTE5JzySi2rX2ez0csbzvE8czgXBijRUedAB6gxQcslgRih4FxuJilJGRLnKzx6TTcfKtdym7JAmnzJ+30uimG4lK6Vip/dXkCN3iAFFY7mZ+MbPYro0LgiQQC5RhGAoLUTeon6FofOGqESAvvPACU6ZMISkpifHjx6MpD49cVlbG0qVL2bRpE59++mktl7Lu4a27pCsBUdXCPWcs//kEKnUIw9poyFRLe9jHRIdWShcTruFKnpYiRRj6vHyPBYhoMpGz/y/2rdlCxN97rMdtNypqEtWAS3c+xrhbO9qV2d/GytKMTHLK1VchagXf7zhjPWfx5LE8A112jkcCpODvI1xctabSccFsImvzT0S1+z8/lNw9loHDC9ulzZYaqsVK7WnzngsUavXkqiIx5Od7LEDOfPQpuXv22h3L3v07Ye07BNQbS19uvyos98AK0dh3mzFRGjILy7ikbog2Ky8oQOojM2fORCaT8frrr/Pmm29a9z/PzMzEZDLRqFEjnn76abtrBEHg+++/r43i1hucBkR04Sbrq7dXQXoGmeUhMO4ckkxyi1i78w2jJQFSqAhFl5lJeCvP9opJX7maC98uwV14O2VBDgPVmSgUnbwqszeYjUaMWRlkh0rlbt88xu4+fx7P4K+TWWSXPwNtWjrhrVu5zdNoNPP712sIB8LbtSU0MQFVbCyqhg04+/ECik54NwusLjk6yWDeILRyl5IQF0Zhqp5sVRS63HxCmzWrMj9DYRFZ23cAYFKHkNFrGPE7viN7+w4S73QeBr2mvM4s6kdrpASHCMBxsSGcSMvnkiaOkqwcYjq0qZTH1cpVI0Cio6OJjo6meXP7WDv/5AWG/sCZ/r8qd0pwvaBRryutdI/zB45ToohGEEX+OHqFAyfs1wCVlAceLFKEUnIpA0/Gd6ayMrvRuRmB1JjOnI/pyojeKtrcdB1ZP28lbekyMn76mcYDb/IgV98ou3wFTCarB1azxhUizWg0s/+4VN98RSgmZGgvXPAoX1XWJQCajhxJ7HXXsnzLSWTaYpIAbeoFtBcueNRZVxdRFMk1K0EGjWMrzyBbJUZzLDWPy+qGFF3OIqab67ws7ST0zN/Emc0Yo+LY3fR2jBeNxIREE1KUT9qXX3HXo//n9Drw/6xEn52NCNaFrmEaextHgyhpz5NsVRR5l3NwHcymarK27yRj88+0nf4o6jhf17UHjqtGgHz99de1XYR/NJ4uQtRqtdZYWONubk9oaChfrl4GYd0Ix4hCXvnDDwuRPthCRTjFFy97VJ78AwcxlZZSporg16SRFIsmDDIFIQis3muGvb/TMExDV0Gg6PgJcvf9SWzPa7yutydoU1MBuKKROoRmNvYPhULG5BGd2Lw3lVKd5G0We+58lXkKJgPq/CxE4M9TenIO/4G2REdZqZGGcS0JyTrHmY8+pdPsV2p835wjZ3MokalRmg20TqqsXuzatqG04j60CUVX3K+VsLSTc5/v4RJwRYzFYDSDION4zHV0L/2JzG3baTVlcsCM1SUXL1OoCMMgUyCXCTx4R2cEKtSddw/qwIbtpzAIctIvFdDZfXaVMBYXk7f/AEUnT3N53XoA0teuZ09SH6Durf2wpW6WygeOHTvG+vXr7Y7t3LmTu+++m7Fjx/Lll1/WUsnqFpZFSYt/PE6Zzmj929V6h5rGVFpKVql074gw59uB3tAtHoBcVQQllzI8yjfnd8nmkRnSjPOCwHGZnDOInJCJGJEMztklMgpCJFXnsVdmo8/1zYW2KgqPHsOMQEb5DORMeoH1uVvWgiQ1luwC2apoik+dti6EdcX5z79ENJkwqMP542A+Z09mceViIfm5Wv4MuxZRJqfw6DGO/O9lTKWVZ33+ZM2WUwAkF50nsW3lGX+n1tL6kBxVNLlVCBALOfsPAlCgaURKt3h69WtJbkg8BoUG0WDg0rofKDmf6jYP27ZenfZdfD6V7HInj4S4cJQOnfnq7WeINEtbD1zOdh9JwLZMBp2Bv+e8x567J7H6k7Us25VOaXlQzSvr1tNo/RdoUp1Hr64rXDUzkDfffBONRsPw4cMBSEtL49FHHyU6OppGjRrx+uuvo9FoGD++fuw1bMHfU3NPFskFkoLjp6yqnT49m9vZVyycuyQt0MpRRqHL/LvKPEWTiew9f2BCYEODLuRT0RkbzCLx1yZxa48kdmw+yfniFLpqJaGUufUXEseM8lfVpLKIIjl//kWGOhajIEelkBEVbr9r3fc7z2IwSt5KWapoTHmplF3JIKRpE6d55h34iysbfwQEjsT2QalW0PP65hQVlFFWZuT0sUyOx11Px9w9FBw6zJlPFtJ2+qNezUQ8bXcGo5k/T0oquM5FZ/g5VY8543ildKGiEa2g4ERqNn2qiDJdfPYcugupZCpjOJ7QjuQIJU2bRREariJfFUecMY3UL7/mwjeL6fbuW4Q2S/JY1eototmMLj2drFDJrtG8aaRd3pbnFK6AHBGyCsrc5mdbptNrNrLmeDF/tL4bsyC5lv8Z3ZHxl7YSX3aFkAunCLlwistRepLGjwXq3la3V80M5Pjx41xzTYUKYu3atchkMlavXs2KFSsYNGgQS5curcUSeofZLFrdIe8a1IG7BnXwe2OxNGZLp10bM5GTP+/mYrlqp12LWKeeWxGhUoerVYRQ4kG02sKjxzCXatkc15t8maTmaJ0YxYAeknb6hz8u8N/Pf+eQwUBeXGtONegJQOripWjTL/qlXhby/tyP/splUkMkYdAwOsRpR963izTLuliezpURvPTSJU6+9S4AOfFdyAlL5JbbOnLLbR0ZdU8P7rz/Who1ieBSRBvSmt8AQNYv26wGaU+xtI2q2l36lUKMIqjMBqLiYjFrKttAABpHlL9DvanKdnxh2QpEYE38jZwqMvD9zrO89s2fFCdEcCGqA6bybks0mTjz0SdVztaqQ1lGJqJeZ93npHkTe5cMy3NqnSRZ5vIMnue94sdj7InpZBUeADqZghUJt3A6uhMGhWRbSVu2goK/j9jdryb6A1+o/RL4iaKiIrttcrdv307fvn2JjZU8evr27Utqqvspr6+cOXOGf//733Tr1o2+ffsyZ84c9M5WzNVR/N0oD53OYtufaZLu2g1FmTm8cSmOQmU4AiIdHLyvLCgVMsJU0kd2SRGFsYqNpdK37GBXTBf+imoLQJc2DXnxgd5MHduV2EhJRaDTmziVls9xQeRkVDI5mjhMJjNnvlqCoaAAo9Y/ap/8/ZJ765kIyQOrUYzzDjalldQBXdbEIgJFJ5yrLs5/8TXGoiKIasARdUcEmcC5kjKefH8HK7acZM+RyyRcl4BcJeeUOQFz+RqFKxt/xGw0YjYanebrC8t/PsHiVfsBiNUX0HfaJGs7cvzXvLmkxsqWhbqNGWU2GMjdu49TYUnkKqX1OR1bSu3iz5NZbA5rysKW4zgad71k2D56jN13jOHUex9QfPqMy3yrwtVmZ5b3kFEept4yA3GkVTtpAJAnD/UoovLvm/9kd4jkadcpMYL7hnXk/ScGEBOhplQQWNewB1tbjCcnNAHRZOLEm2/59d35i6tGhRUXF8eZM1IDyszM5MiRI4waVaGOKCkpQebFClhPKSgoYNKkSbRo0YIPPviAjIwMXn/9dcrKyvjf//7nc74ymRDw8AVn0vNRyGUuPxJXlOmNHDieyfYD6eQUlHE8VbIlfL7+KI+O7UpKqwacSsunUyt7/6n1n6zDKJN05q2aRrLpd+cCftzAduQX6dj423lOhDen8MIlYl24Spacv0D2tm382WI0AC2aRvL/plyPXCZgNJoZcE0SFzOLyczTcu5SIflaPfkygcOJQ4gwlDDuwM8U3ns/AI1uHkibqQ97tXLaFqPRzJkDJ5ALSi6V69AnDk2mXbPKhmaD0YxKKUNnUJKjjEJz+GilNEWnTpO7Zy+iIPB7VD8Mcg0NOzTkq03STPVEaoUNJ1StoF2Ymj1JI+hzYTVFx0/w2+jxyFQqWv/fFBrdNMCnOjlScukKEEY0eiLbVw5VY1G56ETpGV7UxJF35ARN+l3vNL+846c5EN6Gnxr1AmD4DS2ZMrILP+9N5b1lf0lp5CpORbUj1FhMi7xDAGRu3UbmL9tpOW0a8QP7e10PZ5udiaJI9m97MCGzCrNmTZw7hXfsGA8/nyFHGUnWkdM07dXN5b1MZWWsW7EdIlrTRnuRV6Y9DEhG+V4pTfjjWAY5BWUcFkQymt7I2HMrIb+AzK3baHLrzV7XrSa5agTIwIED+eabb9Dr9Rw8eBCVSsUtt9xiPX/ixAmSkpL8ft+lS5dSUlLCvHnzrDMgk8nEyy+/zJQpU2jsIn6PJ2TmSSNtV6PW6mAymVn5y2mWbT6BwWTmmg6N2XcsAwF4ZExXBvdp4fQ6o8nMl8v+4NzlInTaUiJiIzmdoSWvpPKMK7ewjP+3aI/dsaF9kmg7YBrhjduzRi91Km2iZMx9fAByJx5YFgZem8TG385zNLwFB7ft50YXAmTnt5v4sPXdAGgUMuZO+xdymaQyUihkTByczPItJ2nRNJLu7RqxdV8a+cWSAbRIGcaqJjcy4eJPRJq0ZP4sbVImDwsj9pruRHVKsYZB8QSFQoYmP5sj4UmYBBkJceG0TYp2mlapkNGheSyHTmdzIaQxDdNOok1LJzSpwin08vofALgS3gqtKpou/2rByr+kbQuaN4mgsERPXpFUF63OSFqUBmWTpuwt60vPzN3IEDHr9Zz64EN0WVlE9+iOqbSUiLZtkIeEeFwvC0N7N2fj1pMgh8YxYXYr0B1p1FBqw1mqaM7t/dulANn33Y/8HHctIHnf3XaDNEq/+brmtG8ey6zP93Ixq5hjmLnStCd5DbqRWJZD14ITHIpsRcHadKJXLyRWITKinYYotChCNAiCgD4vHwB1ozhirumBWa8ntFkz6z7tZp2OlIhIWoWGcX7+x5jy8in8+wiZ6gaYBRnhIUqaxIY5LXfz+ChkohmdXM2fe08x3IUAMRsM7Jn5MsfDJHX70IEpldZRnU7P578f7MRgNHNJkPFeyzGMyNgJH37EhW8Wk/Ly/whr2cLlsw4kV40AmTFjBrm5uaxdu5aIiAhee+01GjaUpp3FxcVs2rSJu+++2+/33bFjB3369LFTnw0ZMoQXX3yRXbt22c2CvKFEL/DAq5uRAV0aa7ipX3uSEqJRK+UkNg53qkc3msxcuFyIWYToCDUF5R1jWIiS8FAVG3adQ6WU0bFlA1ZuPcXuwxUusfuOSYZkEfjwu4Ps3HGcMJUMpbaQ5NwTZBWU8bumJZfUDqsw8vOtfypEExGimQhBSZuSC1yQazijiUO0KeuG39KIaJJs/d1En8f/e3y8W+EB0L55LIkKPelGFX/8lcqNTtIs/mIbS3IrBHZKm4Yu85XJBCYOSWbi0GT+OHoFuVzGB0sPkEckn7QYQ5yhkHjtJcoO6xDEMlS7NyEXNlEU2YgwbQEJ5gKaN4lCl3oOg9FEiGigcbMmyOMacVt8CzJKSzj4n2cQtIX8lSB1ltd3aerWkN2xZQMOnc7mdERLehSeJH3Dj7Sb8gAAJedTydom2THORyUT0TGO1QfTyS/S0Sg2lDcf64dGJUcUIS2ziEff/EWKrwUQ2Zq9Ea1JLsumc94hGmnTubB4KRcWSzZBRXQ0bR5+CHVjyRaljotDGeF8pC2KIs1DwujTtjf/mf0TWnkIUYZiJk0fRFyzxk7jiwGEapREYKRIULDkgpzrTGa7dyOaTGT8tpeNGQrMYTKahcK8/zfE7nklNY7guX9fx6NvbsUsQp5eUumkaxqQrqkQSIWEcwH46wx0K7hC94I/aKy397BLX/6d9W9N67YQEkrZsSO82F6KSJC3cxcARuTsaCTl3b55DDKZ8/enUsppIy/hpDmCXSdzGOZkOwqTWeSn1z5lT1EU+mglkXKR3kN62wne2//VijaJ0cz/7038sOscP/6eSqnOyPeNb0AQzUSXFpP+/Jv0fuReGvfshlytdixKQBHEmrRA1RHMZjMlJSVoNBqnwRarQ58+fRg9ejRPPvmk3fF//etfjBgxotJxT+jYsSMydRQtb3K+z3uSoKVVqBkRSNcpyNebwWSiRK5GJ1M5vcYpokiUqZRYfQFNdbm0Lk7l78jWHIhq7/YyQTRzTcFxslQxlMrVNNdepm/eIZRmI3Lsm1OmKprUkCaozQb+iO6IXqagkS6PvrmHiDBpSX7kIZJu9kzl8NWKP1nxuzTibiSWkhQqclknp1SUYRShiIp3O65/K+65rZNXnkfpmUW8s+QAJy/45s4brS9EIdrbfcrkKorLF6C9+vD1dG3renHY0XM5PD3vVwRE+uQeRmk2IsrliAoVsvIFmKXKcI417khR+eLKJg1CeXNaP6Ij7DuS02n5fPnDUQpKdFzOLqFML3l5KQVoqisgoeQiKlNljyGjTE5qSFO0mkhEWcVsS0AkXp9LmcFMriLMGnkXYGBDIzOeGV0pL8c4a18t/4N1f0keW611GSRGa6D8HgVZ2ZxRxlGklEb4M+/pSd/uzhcB/3b4Mut/PUvThmEcP59LQbGemEg1TWJDUWZc5sgVLTnyipmCIJqJMmqRCTIaG4qI1OWjMUqRnXVyJakhTTEI9mNpUSYnxmTgiiqK4vIyPjq2G4N62y9UtmXzd7t4/zdp35fupeeJLB/AgjQwO14sI1Oo0CY8OroLA69rbuc4YolHZ6FUZ+SdJfv57bD9+ie1SU+4SYscSDLmEaZWYC7VIjh8f6JciTy2ofU5Azz5//w3kP5HCJCaJCUlhenTp/PQQw/ZHR8+fDjdu3fnlVdecXrdwIEDXeaZnp6ODIFolRqTIMMgKDCWG0NFBHDXKVpepyBIkWfBbgYglHdwAqAx6VCKjoY5AaNMjlGQRIFJkGMS5CCKyARpliETQK6ouAeAYDIjNxrAXNGBmhUKKY0gYJbLkZlMCAYjOpMRo9mMJjwcvFAJiSKU6kEUXM9WlGYjCpXgcqToCQYTGMu3nRVF6VkBkgqo/LcZwe65VoVcEFErRLevDqDUIGAWq85XABRyEaWs6jzNIuhNAiazfxcUCqKIQjCjVApVlgGkZ2nQmTHI3Cs+5JjReDEOcnUvo1l6j548z6pQyc0oPWiqOp2IUXCTsPybVCpAKfes6xVF0JkEzGYBERFEoaJR+oBGbmDfvn2+Z2DDVaPCutowI1JgsvgE6mrkHi59Rcwm54cBq7jxpEguPNFMJil/QxXeVL6gA3ReuFLWBJb62W6jbAb8XSwTNdUyqrivTf1MgM7PhTADhtqoGM7fHUBZ+T+/3Ufv3/w8vq/JhNGPkQmCAqSaREZGUlRUefVpQUEBUW4iqm7ZssXlOcvsxF2a+kywfvWbq7l+V3PdwL3mwxeumnUgtUWrVq04e9beaFhUVERWVhatWrmPqBokSJAg9ZmgAKkm/fr1Y/fu3RQWVuyHvGnTJmQyGX379q3FkgUJEiRIzRIUINXkzjvvJCwsjKlTp/Lrr7+ycuVK5syZw5133lmtNSBBggQJUtcJCpBqEhUVxZdffolcLmfq1Km89dZbjBkzhpkznbvgBgkSJMjVQtCI7gdat27NF198UdvFCBIkSJCAEpyBBAkSJEgQnwguJAwSJEiQID4RnIEECRIkSBCfCAqQIEGCBAniE0EBEiRIkCBBfCIoQIIECRIkiE8EBUiQIEGCBPGJoAAJEiRIkCA+ERQgQYIECRLEJ4ICJEiQIEGC+ERQgLhg48aN/N///R/9+vWjW7dujBgxgu+++w7HdZcrVqxg0KBBdO7cmdtvv51ffvmllkocJEiQIIElKEBc8MUXXxASEsLMmTP56KOP6NevHy+88AIffvihNc0PP/zACy+8wJAhQ1iwYAHdunXj0Ucf5a+//qq9ggcJEiRIgAiGMnFBbm4usbGxdsdeeOEFNmzYwB9//IFMJmPQoEF06tSJt956y5rmzjvvJCIiggULFgS6yEGCBAkSUIIzEBc4Cg+A5ORkiouL0Wq1pKWlcf78eYYMGWKXZujQofz222/oXewHHiRIkCBXC0EB4gV//vknjRs3Jjw83LqNbcuWLe3StG7dGoPBQFpaWm0UMUiQIEECRnA/EA/Zt28fGzZs4OmnnwagoKAAgMjISLt0lt+W865wt7n9xYsXCQ8PZ9++fdUpcpAgQYLUKEEB4gFXrlzh8ccfp1evXtx77701fj9RFJHLgMMvQfJToAirOGnWw5HZ0t8pz4JMVf3jyU/BsTcrp7HFVT5eptFqtbRt2xaAU6dOEaoSK+6d/JSUx4n3XD8cgPbTQRXjWZlc4exaP+SnLTPQ9o4vpPqtuY/Qa150nU917ucr1byn3fuzrZ9tvp4QqPqCx3Wu1DZDQ73Ps6beqbffa4AICpAqKCws5MEHHyQ6OpoPPvgAmUzS+kVFRQFQVFREXFycXXrb867YsmWLy3MdO3as+CFT2p80Gyr+tm2ojrj7oL352J013COznTdcmQo6v+RZvtXBImCSn/IsveNHbTZUfIAg/ZapKpff2XPy1werz7MXlLbP2HbA4G+q847Mejgyyz/lsDxzp/cIsFB1hlkPh+dUPm7beVvwRnD6A5lSejZHZrv+Fm1xbMd+/EaDAsQNZWVlTJkyhaKiIpYtW0ZERIT1XKtWrQA4e/as9W/Lb6VSSVJSUvVuLsidv2hbgeLYcBzTu2oozjoRVw3SNq2xpCK9Ywfga2frKCCrmn1UVWdbnJXJUXiA9NsihF0J5arqYnlOWi3wRfk1z3k/OndWFk/u7wxvO2NX79CxLLbYtpfOL0ltxPH5OsPxvVuP18AgpLp5Oj47y7fiKi143rlbqOpdORvceIrlWm9niR4QdON1gdFo5NFHH+XAgQN8++23tGnTplIaywLCuXPnWo9NmDCB8PDwarnxduzYkYiICPbs2eNzHk7xRQ0F1RsROuSnLTO6VxN42sidlcVXNZuvo14nszM7FZY7NYi7jraW1RKVsKmntuUM2rZPAcpVWBql9yNg8P79BUA1ZFc3V+/O8b21n+580FOdMnpaV0+fV3XL44aregZSWlrKDz/8gF6vp3///iQkJHh87csvv8wvv/zCzJkzKS4utlsc2LFjR1QqFdOmTePJJ5+kWbNm9OrViw0bNnDo0CG++eabGqhNNfDm46vOSMfZ/TxVMzleV2VaJyoQX0eazq5z9sycdfq2QsiRI7NAo6ycLtAqj+pi+3y0WvtzHs0yPXwv7tLVxMzEl3ehCLNXY7maMbtS0Tnetzqq4EA/LydcNTOQZ599lkOHDrF+/XoA9Ho9o0eP5tSpUwBERETw5Zdf2tsX3HDTTTdx8eJFp+e2bNlCYmIiIIUyWbBgAZcuXaJly5b85z//4cYbb6xWXfw2A3E38qslXbOdofLEEULPvWtfhrJMODW/6oyc2QocO3h3xsaq6u9sBAdVzs4qGZk1Dqoad4Kkpo2jfphpVTlKr6pT9rVeAWivHhvRPWmjvtqy/G0sr+HndtXMQPbs2cPtt99u/b1+/XpOnTrF3Llz6dChA9OmTWPevHnMn+9B5wRs3brVo3Rjx45l7NixPpW5Sqrr+eTPEUqgOjxPPzqLrcDVPS0fsKs62jojuJrNOOq6fZ2d2T4ns8F1B+uJ7aA6+DIqtRXKyU+BXqicxrENurMR+Ep1R9TuOmaQzpUZ7NPjQoB40kZd2Xj82aHXAYeDq2YG0rVrV1544QXGjBkDwCOPPEJmZibfffcdAJ9//jmLFi3i119/rc1ieoR1BvLbzqp1x74Yr/3l/urqQ3STr1eukr7gb9deL6lUP43C9azFFb7ad2oKT2cg1bFfeVGGmpqdaf98ucJ+deIIoeHRldN56iQAgbGDBDovB66aGUhISAhFRUWAZADfu3cv99xzj/V8WFiY9Xy9wZNRly8eFlWNvr0pk6sRue1I205t45kbqCiKCIKT0a635fOUmrBNmPVwZI5naR29dyw4cxt1eh9nz9pPnYY7G4gv+FIuT+1Urs7Z3teCO3Wiq9l+Tc8Sbe/vLxtGDdpDrhoBkpKSwvLly+nVqxdbt26lpKSEm266yXr+woULNGjQoBZLWA086QxsVS6u3Aer26lU5dlh21CdqXdkKsm11eLm6oZT782j4NAhur41B1VMjHfldFVmd3Wu9vqI8nu0nFFx/NibkhHdk5mHo9CwVZPYqoQ8NboGwohqcRKwlMnqynwRzjjxQmw/XapXfXMi8IXkp7xzm65rnncectUIkBkzZjB58mRGjx6NKIoMGjSILl26WM9v3ryZHj161GIJq4EnnYGnQqY6nUpV1zuWoap7HZkFTlZqFxw5QtYv2wDI2f0bTYcN9bnIXuHLB+14TZmx4lzKc2BR8XhjL3HUsftLuHliR6synZMZpOMsNjTB+YLME+951i48rYez2bfjOVtcLRK1lMl2DY+ztmnJ01NHj7pA0IjuGZ07d2bjxo3s37+fyMhIrrvuOuu5wsJC7rrrLrtj9YLDL9n/9rQDcKY+cneNr2sffJ3FWHAxSruweKn174JdK2jabG/FSW/v6ayTcWX896WjrnSN0f68N7764Nr46inO7ueJGtSZ4dtZXs5mkJYye2Mf8BZPHULM+orvpjptP+U56X9neamiXZfTm7VT3pbbF2p4JlqvBciiRYsYMGAArVu3BqQQ7DfffHOldJGRkUyaNCnQxQscjo1En1fxt7EEVFU0RtuOtSoPE8d72XYa7ad7VlZnfwOY9ZgPvkrhkaPWQ9oMXdV5OsNdR+rL2hZP72WrwoKqdfetH7RX93jzLpzhrw7DUbhZ1KK22M6woPIaCWd4szrbF1yF+vHUO9EWV+kc25Iz+5O3+PLe6oAKrF4LkIULFzJ37lzi4+MZMGAA/fv3p3fv3qiq6jDrC846Hk9mJaoY34zvno5+Xamq/NAx6woMYOMXqCs0SAb1dlNB08g+saOLqW2H6+qDrAMfnd2I31Z4+CsOli/RBKpS+VjztVFhOdpAQCq/KzdeT+vnSUgVV/Vw57pdXTxVldWEEK+qrRpL4EQ1Bx8+UK8FyO7duzl48CA7duxg27ZtLF68GI1GQ69evRgwYAD9+vUjPj6+tovpO45T2qo8rnzpHN3pkb3Bm/ALdn/bjGBlKnQxE4CXUUcr0eUbMOvNmMrMKJwJN9tjngo/Z2s5vKm3q07E0mnajr5tV6LbkvIsZZlZXN5wiYado4kY/GrgBJk36jQLXrtDG5wfP/amd7NcxzJVt616u0jP8T6OsxvH2aMtgXAhdzWrrhSAteYGTVfNOhCA7Oxstm3bxo4dO9i9ezclJSW0adOG/v37M2DAAHr06GGNpluX6dixIxHhoexZNLzioCcrqasTQ8ebRubpWhDH88lPoT0w222sqIzNP3N63kdEd+9K8Ym/MWpNdJv7EmFlKyvy89foypfnUMV5l+tcbGZLoiiyd/YxjKUmIpuH0vnB1vb3SH5K6gQCOVPy8P3X+Doef+HDt1BpjUtVa3g8ESCeOii4KnsdCt3ujHo9A3GkYcOGjBkzhjFjxmA0Gtm3bx/bt2/nl19+YeHChURGRtK3b1/uu+8+unbtWtvF9Zz2051P6X2dJnsy7fbY/VXpfnW27fmqVFxmPWV/Sws/Nco0DFFKjFoTuoOfE9Y+0v21bvL0ShdelfrBG/WEWV8REtwmJlhZxFiMpS8CUJiqRTSLCDKbNS/H3oS2j3h2j+rgrdfc1Yjt+3Rc41KVrQM8VxX7XD5lnX4vV9UMxB1paWns2LGD7du306tXLx544IHaLpJLXMbCqgv6+2ridgRr1nPy5f8j6698mt/ahMLzJeSdLKL1HQk06RkbUN2uI2ajkfQV0iwocexoZAqbsZeHK7VNZWVcXL2W4tNnyNv3p/V4k6GDUUZGVuTrD7VaDVHXZiBu34uXuKqb7T3cUd3710eu+trq9XqMRiNJSUncfffd3H333bVdJJ8xm2Wk/50MQGKyDGfaOH9+UDVN2vLvCFGrSRg5gour1wJQeFEqb3FRC/SGK0AR2Wdi0GuSSUxWU9cUkNLzXg0kkzh2NOhdz7LkGg2JY0dzeOZzdseju3SmQZ/eFQe8HbUGYtGgh1iEpCO10RYD/S2kr1hZ5785f3PV1PSHH37g4MGDPPtshavhvHnz+PjjjxFFkQEDBjBnzhzCwmpnBOsPZAoFzSaMD8i9bD8+2w7e8QPx90dqLJHUCPKwMGQaDQAmneTKW50P1JtyOkvr6tlXOu5EgDiOYI0OIXWu/LiZkvOpJIwcgby8zvUJT0boVb07X9uRu2+iOt+L2WjkwpJl1vIkjh3tto5NbxuGXKOpN4M3f3HV1PCzzz6zC9W+f/9+5s2bx4ABA2jVqhXffPMNH3/8MU888UQtlrL6VPWh2X40th+BrRBwvLaqDtNsdFgc5yeSxo2xqgmaTRiPsbSMtGUrAFCEhSJXq6X7l+msZQOc1smb+jjiLH1NCmpDUTEAqgax6HNyMfojvlQNY3lGpbrK63Isz6sqQeJ4zvadVfeZ+3sg46w87oTI5XU/kDByRLXuWR+5agRIWloaI0eOtP5ev349DRs2ZN68eSgUCkRR5Keffqr3AsSbD80xrbPrPPnwamqU51gGo1YLogiCgEyjsc5AlFGRTj9ewct715Z6z04Y6/VWIdlo4E2kL/8OdWxMwGaWNYWndgKov6Nzy3sURZHzX3yFIJPR/N577IJ++vM9OmuvdU1FXf/eogv0ej3q8hErwK5du+jXrx+K8gfcunVrFi9eXFvFqxc4UzM46xj8ocZSyFXo9SZCQip8OIxlkvpHplIhCIJ1BlJyIY1zS1fSYtwo5CrJx91kMmM0mpGJJhRKuTUPvc6I2WS0yCFrWpPRDGaTNZ1oNHJ26UpEoPm4URUdvMmMXmdEkAkobfI16E2IoohCKUdW7jFlLi+DY1q5XInJ5HwtREnqBRBFBKWSssuXASg8ftJOXVLbnYIzLJ2nVquF555xm1Y0mdBlZaNuFIcQILf5QKp3S86c5dKa7wGI6tyJmB7da+Q+zuoUyHp6Qt1rqT6SmJjI7t27GTt2LIcPHyY1NZUZM2ZYz+fk5NS6x0hdwtNO35MG6yqNM+ETO2wIAA+M/YD3X9nOEy/fQli4mmYTxrPz843IAJ0qnK25SUQIYTRhB9piHd8eCGO0cTXJ94xCplDwx67z/LT2KJ26xzPqnh7W+73zv43ojAJTHr+VxokxmI1GfvlwNbtT1bTr2Ig7H6hQy60+EkKJXsb9fQtJbClFaj7y1yVWL/6Llm0bMvHhCsP2wnd3kpVRzL3/15sWbRoCcPJoJsu/2Ediixjun9bXmvb2m55k9ebXnD4DbXo6AIqIcGSaEClNuVooYeSIOik8PEGmUFhniYVHj1F45Cjh7dsR071bnRWKvpK79w/r35fWrqsxAVIfqGtOLT4zfvx4Nm7cyG233cYDDzxAkyZN7LaW3b9/P23atKnFEtYOFjvIhSXLasyW4QmJY0fTbMJ4px2JpYwlJ44DUCaquHA2l9PnSwBQmHQgiiTcPtxtRyRTKKyzFsFGtx57XU8ASi9dsj4HmUKBIkwaUGRu2Vpjz8YiXC3/wlu1AiCqUycSR5XrzEWRZhPG10sDui0yhYKkO8dZY5kVnzhJ45tvuiqEh6mszPodZWz5xXo8/+Ah9Ll5bq68uqn/b7aciRMnolar2b59O506dWLy5Mloyj/I/Px8srKymDBhQi2XMvB46j1UE7pVd7OXRSumcfDQIULDVIgmSbWUGKKlACgTpXsbZJIwkCEyoXMBBZvWETlOKtu1fVvQo1czZDLBruyPzhyBTK6wUyl1vTaJjl0ac8nBvfSR/95YSS2V0i2e9p2aWBf2WfIeFA9iPCQ2i7Je365jI2bOHoxoNllVULHDhvD91rl297EtX+mlSwDoc3K48tPPAJhKS0n9dglJ48fW+8627EqG3e/jc94ipkf3ej8LsQwwRJMJfW4uIA1SRKORsws/IzQpEai7Ksia4qqq6bhx4xg3blyl49HR0axataoWSlR7eCsQAq1bNZr0qFRyBEGwGsMvLF1Owf79GGSS4DcLcsyCDJloRm7SIwgVMX7kchlyecUE2l3ZBdFM5tq1KBzm20qVvFJamVyGSl55Yq4oT+oosBLHjkamVlvvr9VqMZkMTm08JjMYiiWPK5lGjaCoqE+Dm29GkFWUx2K3kcmESjYeAKVSbhVyrtJ6Y7epjo3H9nmo4+LsnptoMts5QNT3DlaXkwtmMzKNhpDEBEpOn0GfnW0VILVJbRjY6++bdIFer+fIkSPk5OTQo0cPYmNja7tItUJdM7Z5grHcvdUgVyMgIgoCRrkalbGUuH7/IqJdW5/y9cRG44kHmiuvGFsDuAWnNp6fT1Hw/Q5igJLETqw/pqGvUoVg0PPRq5t58OU7iI6V1GrObDwA78/airZEz8NP9adRkwgADv6RxvoVh2mf0pjx919rTTt/zjYK8kp5YPoNJDSLBqpn4zEbjaQt/87OxuP4jM58LMWGiu11Hbl79qJNTcVsqD3Vqb+wtA19VhYA6riGqGJiKAEMBQVA7duwauObr3UBotPpWLduHQcOHKCwsJCYmBhuuOEGbrnlFq/3xP7qq6+YN28ehYWFCILAZ599Rp8+fcjNzWXIkCE89dRTjBkzpoZqUj+pS26BxmJpgZ1BrqZVAyNncpToZWpUlHL5h42ENkvyyk7gzZoZT/Pw9gM1G012v5XmMgD2/pGBLjQBPUrU6FGYfdz3pI6hy5RUWLHXXkPB30cwlZRQmp5e7wYzjsg1GhJGjiBr+w5AmmlZbGjG0lIALq5eW+vfUKC/54DW9LnnniMvL4/58+cDcPHiRe6//35SU1NRKBRER0eTl5fHihUr6NmzJ5988onHnlMrV65k9uzZDBs2jL59+9qtSI+NjaV3795s2LCh3gsQVw2kOit5LSqG2gzFYDYaKTp5CgCDTEPzSBOpeQqrHcSs17tcDe8Kf4zIqsrD1Up0i40nPCrEeurano05sKAMMxX2Hb2gQk0Jd0/sRFS0TVobG48tjz13E0AlG0+n7gmV0j7y3wFWtZQFRxuPhckz/lUprcXGY0krUyhIGjeG7//XEUcs7a/kXCoA+QcPo4qOorSkhPOff0lU50613rlWF7lGY7XXJY0djSI8jKxtO6zH/okE9G3+9ttvdjaKl156iaysLN5++20GDx6MTCbDYDCwatUqXnnlFd555x2ee+45NzlW8PnnnzNw4EDeeust8vIqe0WkpKTw9ddf+60udQ1/TV9rQ4hY4ieZdVLna5CriQoRiQkxY5RLHW14u7aYy8oCVqbqYmvjsXSuoihi1lvqKM2kjOWBD3O3byemUzLK8HCgso3Hgkpd+b24SuuNjcebtK7WuEBF2BmZWo0mIZ7Si5coy8gkqrPLS+octvYrixbEZDRTlpePLlNSYWXv+aPiXHEJZoORpHIHj1q1X1miAljSiib7tAb739UloG682dnZNGok7SpnNBrZvXs306ZNY+jQodZ9OpRKJePHj2fixIls3LjR47xTU1Pp16+fy/PR0dHk5+dXq/x1AVu3UFedvK3Locmm03Xl0uvoahroUaJco6HZhPEISsmobJCriVSbCVeL1pF6/p/7gcBMy2vK9Vk0GsFsBirsPEa5JEDMel2dc+N19xwsnaxtMG+TuWJNi0ytQhkleawZS7TEDRteyUlArzNiNNiP3vU6I3qdEdEsVpnWoDdJC0dt0loWghqqkdZiv9KWVMQ127X1FJ+8vA4AeXg4mzKb8VNWEiZBqlPodddb398fu87z+rOb+H7ZQbt835+1ldef3URWZrH12ME/0nj92U2s/Hq/Xdr5c7bx+rObuJxeYD125K9LvP7sJpYu+sMu7cJ3d/L6s5u4cDbHeuzk0Uxef3YTX3/8u13aLz/cjT8JqACJjo4mI0PSkZrNZkwmE02bNnWaNiEhgSKHoHPuiIyMdDrzsHD69GniHDxErlYsHbLj2gKLugqkmUZtrgtxhiVGlDw8nNb3jKdRcit0CkmtYyrXM7sqt6edvi/CwZtrbM9b/rYI6CaDb5WOCzJMgoL2nZuik0sq2rBWreqUeqcqlahjJytTKEhv0FkSksC61MacCJOmHabSUt58aQsF+aXW6z3tZC0LQV9/dhPfffWnXdqa6mSdIchkhBikMpnCYsjOLCbjSjG68u0FLq/fELC1VmVXMmp9XZeFgLbYAQMGsGLFCu6++24iIyPp1asXq1atYvDgwXbp9Ho9a9eupVX5oitP6NevH8uXL+euu+6qdO7UqVOsWLGC0aNHO7kySG0Z0tOWf0fbe+5CplBg1Goxl0gLB+WCKM2eriisH6hRW9H5mMrKkJWreryJwQS+r6z3dM2Mq78BjMXlXmYyNYJMoG1yIw5vl+qnz86hLuGTbaxMclEWESgshf2H8xgoyBBEM2pTqftr6xCLVkxjw0svk/39GkLK1VLXD2hN8+LmpH0OBVozSA5w6OUaQg2FqM1lNL1tWKU1Srb4035lm4cn9isLk6ZeX72H40BABcj06dPZsWMHo0ePZvLkydxzzz288MIL3H777QwePJiGDRuSkZHBunXrSEtL46233vI47xkzZjBu3DiGDx/OjTfeiCAIrFmzhpUrV/LTTz8RFxfHI48EYJc3PyGazdYV0/7El/g6gRAwJp0ekNQLqhAVYCRUKVJWLkBMpVqfPan8jS/3NBuNXFq7HpDUV+EqM+ZDe6z105W7hwYaX9+t7UJQSx6Nc/PJQupUpUBkAgaFBqVBy+QHUnxyEpApFNw4dST9yu0EtlTXSaBNu1ju7l6CIJTYjeaNJj0KWUUsNQC5QoasfE/0UlFSP4YoRQzlNjqzTmd9dnXZfuVP+wcEWIA0aNCApUuX8sILL/Diiy8iCAKiKJKfn8+pU5IHjiiKNGjQgNdee42hQ4d6nHfjxo1ZtWoVb7/9Nhs3bkQURdauXUtYWBjDhg3jySef/MeuCakJ/L4PSLm60igoCNVIDT9UJVpnICZt3R3B2j4LS6wvy3Hb0PNmvWQfMMjURIeYidSY0SkkFVbx+VQuLFkWcAcGXyMt2zoJWK0KlvrJ1YQozZQaZGjlYUQZtJgLCuw69brQySrUKlrf43wvF9utBiyYSsvK66ciNtRM884t0F6UVMQR7dvVKRtWoLQKAVe6NmnShAULFnD27Fl+++03zp8/j1arRaPR0KhRI1JSUrjuuuswGo1kZGTQuHFjj/ItLS2lQYMGzJo1i1mzZpGbm4vZbCY2NtZqoE9LSyMpKakmq+c3BJmszujE3c1aqtNQk8aNsS7Gu7RWMlAa5BrkcpEVFxR0DDdTVt7BmnU6zAZDnXkmttg+H62LvT0EhYLIlI7k7P5d8jLTmFErgAjJ0GwRkKLRCNV0zfYHtjsLVrXRlaX+WTt+JWvbdgxyDQOGdWLz90fQy6VZh0V9F2jcRZN2fL5VYamDUaamRddWxCdFcbQ8aoKh0HN77dVErX2NrVq1cmvjWLRoEe+//z7Hjh3zKL8pU6awcOFCVCrJq8VxtnHq1Cnuv/9+du7c6XuhA4xl9Aq1v8ivJpEpFDTo04vMn7dgkKs5qG7IwdQ89hYqSJaZEBEQEDGXlkFISNUZekhNdNCOhk1bIVvw9xFAEpLRKmncrlZYYs4bEU0maxDI2sbiiFEVts/Qso5HL9NgOvonDUJVkjoLyP51F41vGRjwNuzVDMvNdsQApvLdMo0yFU0To4iMDrGqsIyFhf4psJ9wVm/Lu/KnyrdutFY/cOrUKR555BE++ugjlEql3bnDhw8zefJkqwtxfcGbHfR8pbp5uWuoFjzZQjajPLDgBU1jDqZK3nTaMiNlcgGDTIXKrEOfn4cqNsZv5a8J+4k7I7p1DYhMTWi5AAkLU1gFZJMhgypdX9dXcNuW8fw3i8nffwCDXE2YSiQu3ERpuQAJbZZUbwdAltmYdaGrXIVwZA8lgmgVkIY6JkCcURPtqX6+USd89tln3HfffTz22GN88MEH1o2k/vjjD6ZMmULLli1ZtGhRLZfSP/izIfhDFeVr+dKWf0eIWm1nHzgRZh+UziwTpXhYZp01VpYv9/IGf6/2t+Zrs1BSJRc5nC9DpcQqII1FRagbNPBjTaqHp/W1pMvdL7nkGuQaSYCEmTld3sEW/n2k3s6oLbNCQ/n7MyvVRGvMGM0VC0KLz0k2rPq6r72vXDX7gSQnJ7NgwQL++OMP/vOf/2A2m9m2bRuTJ0+mY8eOfPnll0RHR9d2Mf2ON2sUXC0wrG0EhYKw1tJeLVmqSABiI8t3l4wIsy4mtKwF8Tc1tXAwbfl31k6z2YTx1tlTmVzD4qKGfHxaxc5CwdoJXVyzrk7s3WLBk0WrtuhLKzrYPL1AqSha62ZZoe5uX5i6isWl2aiTvLA0agWZOoECo4BZUd42y+tXV1SQgeKqqm2XLl345JNPmDx5Mvfeey8HDx6kd+/ezJs3z2672/qIq9GgNyNwd3rtqlRRNbEns62nS1lePgZBTkG50fWGrgl8v/MseqHCVbKmDLFVrftwl84dCaPuIPeHjdZ1FKUZmQCc0TTkzCVJ5XGuVEaxIowwQ4FVxQU1F1KmJg3zpjKpEy3WhPHaURUmEXrLw+zO1TVcedA5IlMoEMq3RE5ThvPdETUqpZye0UpIA1Gvq9FZVV0KempLQEtx5MgRj9NmZmb6dI9rrrmGjz/+mClTpjBw4EDmzp1rVWfVZ+rKegd/l8PyYeQfO0mGOhZREIhSisRdPA6oKNQZKwSIExVWXcZ2MV7a8u+socALlPaOABdCGtO49BIRnTqRMHRQjZepJuw+zSaMJ33rr4jAwbB4dAbJOeBCaDQgrfCpi/YcTzzoQNpISiyVzh8RpUGP3mBij0Ggp0xNqEnHhSXLrB27v1VZvkSODoSQCWjPOnr0aI9DtIui6DZt9+7d3Z43GAxs376d6667znpMEAT+/PNPl9fUNRb/KG3xOm5gOxSOuyEFEKPRzPItJ2ukLJYPI+OPg1xWS6vLO7RrSr8xXfn8lZ/IKtGTo4ykKbXnClodLPXT5+aRvmyFtEpbrgKziEopR28wkaWWVFuFGTkk1FI5/fGOzSXFHAlvySVDxZqLfLnk0GIqLq7ym/YnntanTGdk1bbTAAy+Lt5lfmX5hQiIXFHHUmyW8pLLBExmuBDShA4lqRj0BlrXonruqt8P5LXXXqs6kYcMGjQoYI0xiOf42hEZi4rIULcEoE1SNLGRGrq0bshfp7K4rI6hE/XD08UWo9FsHQQMbCzZNLSKULTlAf1axkdyIjWPVE0DRECXF9j6Ob6ruwZ1qDr9zyecnhNFEUpL+LuJNGBr0TSS85cLKTSBXlCgMhlZuu4vxg7tGpDBkEIhq7I+INkzLOnczUDM5XvVpGukdWnd2sXRpEEYm347T1q5AGna/19+Ex41OWjzJwEVICNHjvRbXq+//rrf8qqrePIBBAJPP0Zv09pi0paQHyXNQOIbSnrz+Lgw/jqVRaEl3EcdixflDcbyXeuy1Q0RkUavFgFSIA/hYGRbriuomwLStjMbNaAtzjZYMJWWIZhNZKuiAZg6tiuvffEHuYVlXNLE0aL0Mnf0bFzjHaG7jtf2nON5d8IRKnYdvKKRdmvU6U3kFkhOHZYZ5E+/HOX2Fi39Ukdfv6NAU/+NA/9wPBmp+Hs048/8LHklaksobCAJikYxoXb/F5d78tRWvChXOHsORqPZLo2lE8jYshWAzPLOJipcTUyEhuSWsRw7l8uByHa0vHQ8oGpLf3ZSxsICymRKissjByQ1iqBNYhR7j5ZxMaQxLUovYygoJCTetZqoJnA3y7KdIYJr4Qigy8sH4LJacrOOjVSjVEiquuLyiNFybTFGk7nOzhZqgnorQNasWQPAiBEjrIETPeGOO+6osTL9U7B0PP4QJAqFjDtvbMWu+SaKyjufuBjpg7QIkJLyTZd0mVkB1aNXl1XbTnFPucrGWCxFGs5RSqFLosKlOnVoHsOxc7lkaBqg0It1ZtTpquN1peYxFBaRo5LqplHKUSvltGsew96jGVxWNyxPU/MzLGdCcdzAdizfcpLlW07atVOFQmY9VxWG/Hy0MjU55W7mU0Z1Ib9Ix7b96ZSUD3C6xZrROInldTVTb2s7c+ZMBEFg6NChqFQqZs6cWeU1giDUKwHiSQftySiyuiPNmtbHGoqKKFKEIgoyBAE2/Xae8Te3twoSXflGRGadtJhQGRnh1/v7SlXPddSAthUqknIHgFylVPb+3RPRGUxoVAqilAIFBpEMo38/R3cqG39jKCgkWxkNQGSYiuVbTnIpS6pzdnmnW9fCfTi2a73e9dqo4stZXNRI+wklNY4gJkKDgDSQ0cmUmBAoSb1QI+WyzGxtjwEB1zw4o94KkC1btgBYY19ZfgfxDG8apKuO0l8qEGNREflKyf4RqlIgCALLt5xEWyYZnnVAqTyUEJMWXXZWnREg3lBabiDPL59lNWscwan0fADio1UUZOnIQMPiH4/XOaOp0VTRVvS6isWcZToja3ZKKqCQv49aZyDXpjThrkEdyMjVsv3ARQoVoZgRMNSSjcd2pmE7C3Fsv65CYRmNZs4eSyW3XBAKguQhKc2GQRShRB5CiJ8EiLPvytkxy29bVZzjDKumZ7T1VoAkJCS4/X01UJMNwF2DDDTanHxyldLHGRFaEccsRC1HJoBZhBx1LIlaLbrMLMK92Ggs0DgKXgslOQUYBRlF5WtaWiVGcW1KEwByL+VyLCuLfHkYT9zSDkHmH+FRnfbjeK2tCstiJ7D1YDp+8U+2lQuQ5k2ldxkXHYJSIcNghAJlOGXldoTawJUQccXyn09Y1Y8KhYwGgo58pRSgtU+nptZ6b957gZyCMkoUIURmZrJk/SHGDu5UZ9zuRw1oY3VTromBSb0VIK4wmUwcOXKE9PR0ABITE0lJSUEu9+9GKnWF2nL38/a+lvS2I1gLpqIK/XlkeEXEAEEQCNUoKS41kKuKJVGbji4r24+1CBz6wiJylFGIgkBYiJLYyIpFZs2SYuHvLPKU4Zi0WhTluy3WFr60KW1GNvlKyUHg+Plc8goldVCYRkF+sbSWpywnv8bK7AnVEajG/HzyQpoD0LTcSxAkO11OQRkZ6oY01eWgzPVtAXR1qGowWJMDw6tKgFg2lMrJyZH80pE6odjYWB5//HHGjBlTyyUMLLaLpEYNaFOrBj5LI7cdwVoovJRFroNx2UKoRkFxqYE8tXS+rnlieYqppMTq4hqqVlBQrGPD7vMAZOZIBvZ8ZSTFl7OIblu7AsRbynRGrpy/TGGoFAgzTFPRzsJDVeQX6ylUhFOam19LJfSecTe3twpOURQRiwrIiZTaoK0AaZ0YxbHzuVwMaUK3whP8K15Wp9SPNc1VI0CWLl3KSy+9RHJyMo8++igtWrQA4Ny5cyxbtowXXngBg8HAhAkTaregfsZ29OHoluhscZinfvJVjTz9qV4ry8qmQCl9lCP6t6Fr2zjruYxcLVv3pVGgkDrVujAD8WWEbi4pIUstbWbWs2NjoiM0VpVKVIQ06ypUhpFx9iLRbVvWXOE9wNt3q1ErkIsGjDIFIBKisVVDSl1MkSIUU1HNvbuanIkb8vMpNQsUlbfRP45e4a+T0kAmK0+aUWeUu2drU1P9dt+qqAuLDa8aAbJgwQJ69uzJ559/brcfSO/evRkzZgyTJk1i4cKFV50AcYUvDaqmjW6uFmuVZGRToGgPwO9/X+bI2YoFgxm5kttoUbmvfV2YgXj7nERRRCgp5EpjaQ1B8yaRdudVSjkas54ymYrTpzNoX7PhsOzwVydUoDVBBIQrZUwckmw9rlbKOZWWT6EiFFM9DEUDUJp+kQy1ZP9oEKFm0rAU67lTaXnsOXKFgnLnCO2FtBovT10QHBauGgGSnZ3N/fffX2kzKQClUsmwYcN48803a6FkgSMQLr2+UNVK5sL8IowhUlMM1dg3SYs6pKQ8pLsus/YFiLcYi4spEwVSQySjefd20gzLdj3N/2/vzOOjqs7H/dzZMtknCSGGsIMZkkBMAAMhggVEDCJYoYJfrYhVqSWoWBVwoVCxpQilv6IoUK11qSAgdYNYxIXFiCCICiKQPZAESCaZyTrb/f0xyZhhJmESJgv0PJ/PiDn3vee8555773vP9r67dxzgjEJDbqn3L1lvXyQtyXm6H1q7/NdaU4PJ7ljSqlYqXFaSRegcht+kCkSuaT8D0p73de3pM5xvmKPrGek6vBjdsPm1XqHCLKl8tpS3JbrSLvUrxoDExcWRm5vb7PHc3FwGDeoaF/1/Gavt553ajbu2K2ss4A8BSlBesAIpwN/xQVCnbAjqU1mJrb4e5WXknr/+7Dl+CuqDLCnQBWr4/FCRm0yPAIkzZjhTbfeQg2fa60VyYb5Nh0Ynp/Z0k689fca5COLqPhEum/POGhw9SKMqAMlqwVxRiUYX6nOdm+LLBR4AtWfOOHfYRzVsbm0kKEBDcIAGU40ZgzoYjcGAtaqq1QshOqJX0ViGL++ZK8aAPPPMM8yZM4devXoxY8YMtA2ulOvq6ti4cSOZmZmsX7++k7X836TpC+nCncz/3nEMg81xG4YHuxuFwIbx9HpJwiKpUMtWzOfL8I/pWJcYbaFxKaixsITjQY4VPFOuH8CvGvbdNGXDd0ehBAxW37w4Wuso0et8PXwAVBcUUdawQKDGbHXpvQQ1fABUqoOwoaAmPx+NLtEnujRHS4bV04u6pQUeADUlZ6lqiFMTHubvMs8IoFE72uysXzeizAZqi0sIvnqgz3Ruic6at3Tm6dPcOpGFCxeiUChYvnw5zz//vDP++dmzZ7HZbHTv3p0FCxa4nCNJEu+//35nqCtoQFlVydFgx6Tx8IRotxvcbLGxIysPm13mvLYb0bUl1JWWXhYGpHEljyH/DMUNTvhSGvZ+NMVqtVPriFVEBX5YrZfuT6m1Lwtvh7mafgA0ypSfyHEO8dz6i4GMGBztlJFlmcysPOotUKEOoqagAN017WtAfME7n/yExs+f28fHUl1yjmqVY+9RXomRfj1ce1BhwX6UVdZREBDNENNJ6tpgQNpKc+3c0kZh0QPxgE6nQ6fT0adPH5f0K2mDYVeaPPMFKpWC66JVbGpwUFdvld2+7sCxazuv2EhBQAzRtSXUFp0mbGhyR6vrEU8P6oWcKTqPWRGNQrYTE+l5aCM4IhTOVVOl8qfObCVIpfEo1xadvLlP2vJ12viS7Xcql3J1EgC9L1ggIEkSPSICyS1x7PXpiDmClvC2nrffoHdGy7SUl1Gtc0ycTxrVj2R9d5drfOuYgaz89zcUNrg6qSspaSftvcfTMGS7lNMuuXYCb7zxRmer0O5cbMKzLUalNee3hwErOp6HpcFZYnCQ55fm1b105BUbOa119CqrO3Cp5MW40LFk03F0q9WO1WrnRFElBEQTprSB/HOgsKa7hDXdI/A7aqBeqeHHH89w7bC+l6yTJ5prw7a0beNL9oM3y7F2V6GUoHt4gJtc7+gQhwFRh2LK6TptB6719jS/I9tsyFVGqro1DGE1bABteo3LGzZNVqgCsEhKqnK7Vh2hHefLfJ5jJ/Hjjz+SnZ3N5MmTnWl79uzh5Zdfxmw2M3nyZGbNmtWJGnZN2hrrozn/O62l6MdsII4ArPx6UrxHmY+/ymfn1wUYGvxlVXfhB7TcYHSOoze69jbgMIzRwWq3a9iIpPWnR/15cgN68OWB3EsyIN7o6SssRhNlDU4gAzVKNu10X6bduFKpTBNCbeHJLuVRuaX5OQBzeTl1kpraBo+73XT+bjJhwX7OifQyTSja483HFelIhDPFVvD888+j1WqdBqSwsJCMjAx0Oh3du3dn+fLlaLVaZszoenGZW4M3QyYdVXZLGxi92lxntVJeWgZRoAtwn0BvLO9c40qeBj9S1Tk5mCsq0Oh0PqlHWx8sT/k03e2vUip4563PKZIchs9frfA4RNdIrN1ALj04cKrcJ/MgraGthqUqJ9cZ42RQ3wiXe6Lx2vSKcji/LNOEgrmeqhMnCda3/73ri3auKSh07gHpFqol0N99m4AkSfSJDuaH7DLOaXRcVZ6D2WBAExZ2aRW4RIQzxVZw/PhxfvOb3zj/fu+991AoFGzbto3w8HAeeeQRNm7c2C4GJDs7m2XLlnH48GECAwOZOnUqjzzyiNNTsC/pSk4QG2lNXIWmVOcXUqJxPGS9e0c0Kxcc2BAPRFJQpo0kou4c577YQ8zUW9qsrzcTjxd74VzsAbUUnyY48x3ORE4AYNZdo+jTq/l6frpPy84qG5WoKDprom+P9l3u6gvO/nCC3ADHgoZhCVHO9KbXJr/Y4YX3vCYMGTi97T0GLXy83XXzxQu0/KdsShvm6K7u1bxB6N8jlB+yy8gJ7MUQUw41+QWdbkA6givGgJhMJnRNvki/+OIL0tLSCA93fD2kpaWxe/dun5dbWVnJrFmz6Nu3L2vWrKG0tJTly5dTV1fH4sWL25yv3S63yrX3gWMlFJSYuC4phigP49AXItvt1BYVUZWTS9Hmrch2O6FDhhAySE/kL8Z49AirUimYOUHPWUMNSqXkdqylh9XTHMHxL49xJMSxWmXM8N4ey/u/iYOQZZldBwoxVps5rhtCWsmnnN72H6JvTm9TDOqKb49QV1JK1MQJ7TKUIinV6HoM4YmXDnC2u2Nbebifgn3HzrHvWPMbIf2Dwul7tpicwJ58fqCQe6Z2rgGRZZmCUhOhgX7oGpZYm2rMKNX+2CyOdiz+4SSntY52Hx7nvsIMoEdkEAFaFTV1kO9/FdLXB7AYjahDQjzKtwc2u0xBiZHIsACC/NXIssxn3xRSW2+jrLKWvGIjB46VMnjKcxQd2uI8r/T7E+Q0GMj4/uHN5j9ySDTv78khOyAGKwoqcvLRJV3T7vXqbK4YAxIZGUl2djbgWLp79OhRbrvtNufx6upqFD5yk92UjRs3Ul1dzQsvvOA0YDabjaVLlzJnzhyioqJazqAZJIsNva0cGdnj8Zo6Cyv+dYDzlbVYbDJnzjsc8v3ro2OkxEfx+O1DUEoyttpaNOHhZL+8HtOJk4QOTkAdGkrF4W8xHvvRJc+6M8WUfvxfvt/0HucnzGDarSmoVAosRiPnSiooPFfN21klZBcb6RaqZdQ1Pbh5VD96NLOyqMX6KVR8cLSSenUkWtlCUmykm0zTHsGQAd3Y990ZsgN7cq3KHwwVlO3LInzEtSj8/DCXG5CUShQaDUp/rdMw1BQWkbP+Hyi1WqxVVfjHxFC685OGY4UE9OlDwNVXs+NwKbaAYBcnenazmaIt72L88Ti6axKpzs2jprCQiFGpRE+6iTMff4LpfCVHTWoMkb05+1MeebUKhk77K7JCSVO/rPffPpThcVHOSXNPjP/1JIqf+Cs5gT15b082E0b1bXbV1sWw2WXKKmtBBj+NktCg5jde1tVbMVab0aiV1JmtrN1yBJOpDq1C5ofTVYBMqNJOnUKNxSYzeMpz5H/9JsfzDWys6o7spyBc43kCHUCtUnD90J7s+DKPrLBE+p75L6fWrCXuqYsHgWstFouN17Yfo95sIzoiEKvdDjJ8+X0xOacr8fdTkZ7aF7Vawaad7j1mTUAYfVPvoarGgr+/zA/F1eRHDAY8L8FuJL5fBOEhWsqNdZwI6k3g8Vz6+rx2bRuWM5jqkGXHXI2vP5gkudFt7WXOc889x6ZNm7j99ts5cuQIJ0+e5JNPPqFbN8f6+0WLFnH8+HG2bdvm03LvvPNOQkNDWbt2rTPNaDSSkpLCn/70Jxcj5i3x8fEo/ELpN24hWmyMH9qb3J/y6XPuBMMVZ0Gl4WOpH18ro5vNo1dtCQpZZljlcfrVnAFAJduQACsKVNgxS2pqVYGcC+xNlToIoyQRVltM35piCNIxbN695L25kZ9Ka3inx3hkyfPNGq2yEOWvQN83nPgIBXE3jMRPJVGdl4/pVDbfV6jIl3ScKK6iutJE7blzlGl//pqbN7Yn59WBHvMGx2qlvUfO8P82HUanUTKx+Bv6Gb4DQFKp0ISHU3/259e1ws8PTVgY6tAQqnJykS0Wr6675qpo1NE9qK+z0mN0Cqc2bUNT6e4A0I5EkTaSr8IGU+IXQa3SDxnJEWmoMS+7mQRTLobgKAaOSOShGUnUm20tGhAA7Y53edfem0p1MCMjYUHGDaiCmr82F5JdVMH2L/PYfbiIOrPNmT5ueC/i+oYTFuyHvk84b3x0jIISI9GRQXx1tITaekfwLgma+WRpmRuHxTDv/4Y3e/zM+SoeXL4Luwz3FrxPd0slKa//02fBwerqrXx+qJD3vsim6Fx1q84NkWUCACsS5xuaMECjpLsW8oyOazhCH8ljs1Kabb8po/uzcecJ3tudjZ/NzG8q9zFxw8o29ZDNFht2WcZPrUSSJOx2GYVCwlpfT6Wxji+PFLP/WCmmehsKhURMVDCD+oYTFxNM76uC+MfrWWRlVxDgp8Lmp6WkweFjfJ8wFt+f6nEep61cMQakurqaxYsXs3v3boKDg3n88cdJT08HoKqqitGjR3PnnXfy2GOP+bTc1NRUpk2b5pbv6NGjmTp1apvKazQgA8c+jk1yjWPSt+YMRlUg5Q0btwKstVxdXUiYrZ7h5UdY1/eXmFSeXziB1lo0sh2DOhCt3UKdpHJ56V1IZH05AbZ68gN+NlRXVxUwyvA9RdpIdkWmNHtuuLkSfVUBZoWKb3RxzcpFS7Wse37GRb+Myo11zFr6MRJwXaCGhJ/eR1fnfeyFs4G9MSj9qZWUyJKEXVKBvY5CbRQV6iCCrTVIyFQr/Sn1C6dn3Vki6w3E1J1DouHFqg4mOyCGbE0I1Sr3r+0edeeIM+XSo/48UXXlBMXHk7R4IUr/n1fuVNWYeX9PTrN6pvdV8f6Sv7Olx3iUdhuzzn7KkF9ORBXseNGGXd2fkH69+PZ4KefKHS8Gs8XGkRPnKC6vIf+cq78pBdDaHQAB1lo0dgsVmhD61JQwtv4U52wqyhUB9Ko7y4dRo6lR+qGQ7dglBb2lav60ZBqhQX4uIQQuJO+MkawfiomuK2d68ScER4QR+9BczNU11FeaXGQlhQJ1gBZzlfvKqG6JcQRGRVKy/zDnSw18dTCPT6tDqGrwlybJMgpkwixVRFhM+NlqCbTWMqzyOMdCBnI0eADlKn8GVJ9m0tkv0cgO42lVqDmsG8ynYYORm9yPobZa/rnydtQX+do3VpuZ++edVNRaiTPlMv78QYY98wTdklveOJlTWMGpAgOyLPP5oSJ+yDcAEKiQifKzc7oGwqxVWOwyZX66FvPyt9U5V4w1xwerprZ4vDVcMQakJex2O9XV1Wi1Wo/OFi+FhIQEHn74YR544AGX9MmTJ5OcnMyzzz7r8bzx48c3m2dRURGSJKHT+mO1S1glZYOrbFc0dgv+Ntc4zmaFhlqFBpUkY0fCjvddVgnZ+V/3Y+CvsqG0mFFYGx44SYVFoULC8VVukxTYm+mlKGQ7arsVpWzDjoQZCYVKjVoNCi9VrLVI2OUmws3euRcekGjFZfAahSyjVjXEnbHbUaokZFmm3mRCQkITHNSm6IKS2UKNrP75Wro9oi3XRyHb8bObUdutjh6npMSsUCHjuJca47Bq7BbskgJlg7yM1PC3DZQKzGotCmVDUbKMsq4eyW7D8XoGBXaQJKz+/i1+iDRis0NdU1ctvnj1NC23oU5au7mZu9g77CiwKFTYJCVK2YakVqLwcgWXxQZmWyvr2NphJVlGLVtR220ggUVSYpcUbh+bWls9CtmOUrYjSxLVSn9kSUKrtHDw4MHWldkMV8wcSEsoFAqCgy+vONqyLGM017coU9fwc8HuSG0mvPMlUeWmjhls3pVkB6wN/2+zOYYFlDYlF6lil8YOWD1U3ybLgIy5unVDKa64tazXNL3WDRp5bKemJbi5EbTboJmhP5vNke6M8tmF3LR7fCZagfPeVDa5gtZmhDuR+oZfS7j13WwWbDYbVh/Og/xPGJD2JCQkBJPJ5JZeWVlJaGjzq2h27drV7LHG3klLMpczon6XN1dy/a7kukHLIx9t4fJ2ptQF6N+/Pzk5rmPaJpOJc+fO0b9//07SSiAQCNofYUAukTFjxvDll19iNBqdaZmZmSgUCtLS0jpRM4FAIGhfhAG5RGbOnElgYCBz585l7969bN26lRUrVjBz5sw27wERCASCywFhQC6R0NBQ/vWvf6FUKpk7dy6rVq1i+vTpLFzo+01SAoFA0JUQk+g+YMCAAbz22mudrYZAIBB0KKIHIhAIBII28T+xkVAgEAgEvkf0QAQCgUDQJoQBEQgEAkGbEAZEIBAIBG1CGBCBQCAQtAlhQDqQt956izlz5jBy5Ej0ej2ZmZke5UpLS5k3bx7JycmkpKTw1FNPUeXBYd2nn37KlClTGDJkCBMnTmTr1q3tXYVLIjs7m9mzZ5OUlERaWhorVqzAbG4Pt4++JT8/n8WLFzN16lTi4+OZPHmyR7nNmzczceJEhgwZwpQpU/jss8/cZEwmE08++SQpKSkkJyfz0EMPcfas927pfc2OHTt48MEHGTNmDElJSUydOpUtW7Zw4dqay7Fu4IhMetdddzFy5EgGDx7M+PHj+fOf/+zmv86bZ8lsNvOXv/yFtLQ0kpKSmD17tpsbo86murqaMWPGoNfr+f77712OtUcbCgPSgbz33nsYDAauv/76ZmUsFgv33XcfeXl5rFq1iiVLlrB3715+//vfu8gdPHiQjIwMkpKS2LBhA+np6Tz11FPNGqXOpjH0r8ViYc2aNcyfP5933nmH5cuXd7ZqF+XkyZN88cUX9OnThwEDBniU+eijj3jmmWdIT09nw4YNJCUlkZGRwbfffusi98gjj7Bv3z6WLFnCypUryc3N5f7778dq7RyXr6+99hr+/v4sXLiQl156iTFjxvDMM8/w4osvOmUu17oBVFRUkJiYyNKlS3nllVeYPXs2//nPf3j44YedMt4+S8uWLWPz5s3Mnz+fNWvWYDabueeeezw6U+0s1q5d6/Qo3JR2a0NZ0GHYbDZZlmW5sLBQjo2NlXfs2OEm88EHH8h6vV7Ozs52pu3Zs0eOjY2Vjxw54ky799575RkzZric++ijj8rp6entpP2l8fLLL8tJSUmywWBwpm3cuFGOi4uTS0pKOk8xL2hsN1mW5QULFsg333yzm8yNN94oP/rooy5pM2bMkO+77z7n34cOHZJjY2PlPXv2ONOys7NlvV4vf/TRR+2g+cUpKytzS3v66afloUOHOut9udatOTZt2iTHxsY67ztvnqXi4mI5Li5O3rhxozPNYDDISUlJ8vr16ztG8Ytw6tQpOSkpSX777bfl2NhY+bvvvnMea682FD2QDsSbmOy7d+9Gr9e7ePJNS0tDp9PxxRdfAI6u9P79+7nppptczp00aRLZ2dkUFRX5VnEfsHv3blJTU51x4wHS09Ox2+3s27ev8xTzgou1W2FhIXl5ec4ImI1MmjSJrKws5zDd7t27CQkJcXGy2b9/f+Li4ti9e7fvFfeC8PBwt7S4uDiqqqqoqam5rOvWHI33oMVi8fpZ2rt3L3a73UVOp9ORlpbWZeq3bNkyZs6cSb9+/VzS27MNhQHpYuTk5Li5gZckiX79+jnHWwsKCrBYLG5yjcMrXW1cFjzXKyQkhMjIyC6pb2to1P/CB3fAgAFYLBYKCwudcv369XML3+spJEBn8s033xAVFUVQUNAVUzebzUZ9fT1Hjx7lxRdfZNy4cfTs2dPrZyknJ4eIiAi3GD8DBgzoEvXLzMzkxIkTzJ071+1Ye7ahMCBdDKPR6DF6YmhoKJWVlQDOf0NCQlxkGv9uPN6VMBqNbvqCa70uV7xtD2/atrM5ePAg27dv59577wWunLqNHTuWxMREbrvtNiIjI1m1ahVw6fULCQnp9PrV1tayfPly5s+fT1BQkNvx9mxD4UyxHZBl2WUiS5Kkn8N/CgRdlJKSEubPn8+IESO4++67O1sdn7J+/Xpqa2s5deoUL730Er/97W/55z//2dlq+YSXXnqJiIgIpk2b1uFlix5IO/D111+TkJDg/N1zzz1enxsSEuJxyW7TELmN/164+qMxqFVLoXQ7i7aG/r0c8LY9vGnbzsJoNHL//fej0+lYs2aNc97nSqgbwKBBg0hOTuZXv/oVa9euZf/+/ezcufOS62c0Gju1fqdPn+bVV1/loYcewmQyYTQaqalxREOvqamhurq6XdtQ9EDagYSEBLZs2eL8OzAw0Otz+/fvz4kTJ1zSZFkmNzfXObnVu3dv1Go1OTk5jB492inXOE7ZFUPpXsmhfxv1v3CeJycnB7VaTa9evZxyWVlZyLLsMs6cm5tLbGxsxyrdhLq6OubMmYPJZGLTpk0uwxiXe908odfrUavVFBQUMG7cOK+epf79+3P+/Hm3l6mnub2OpKioCIvFwgMPPOB27O677+aaa65xDte1RxuKHkg7EBQUxJAhQ5y/1txgY8aM4fjx4+Tl5TnTsrKyqKiocO4f0Wg0jBgxgo8//tjl3O3btzNgwAB69uzpk3r4kis59G+vXr3o27ev276B7du3k5qaikajARzXoLKykqysLKdMbm4ux44dY8yYMR2qcyNWq5VHHnmEnJwc/vGPf7hF0byc69YcR44cwWKx0LNnT6+fpeuuuw6FQsF///tfp0xlZSV79+7t1PrFxcXx+uuvu/wWLVoEwNKlS/nDH/7Qrm0oeiAdyPfff8/p06cpLy8HHDcyOJZSpqSkADBx4kTWrVvHvHnzePTRR6mtrWXFihX84he/IDEx0ZnXgw8+yN13382SJUtIT09n//79fPjhh6xevbrjK+YFM2fO5I033mDu3LnMmTOH0tLSyyb0b21trXMJ9enTp6mqqnI+jCkpKYSHhzNv3jwee+wxevfuzYgRI9i+fTvfffcdb775pjOf5ORkrrvuOp588kkWLFiAn58fq1evRq/Xc+ONN3ZK3ZYuXcpnn33GwoULqaqqctlYFh8fj0ajuWzrBpCRkcHgwYPR6/VotVqOHz/OK6+8gl6v54YbbgC8e5auuuoqpk+fzooVK1AoFERFRbFu3TqCg4OZOXNmZ1WPkJAQRowY4fFY4xA60H5t6LttLIKLsWDBAjk2Ntbtd9ddd7nIlZSUyBkZGXJSUpI8fPhwedGiRbLJZHLL75NPPpEnT54sJyQkyBMmTJA3b97cUVVpE6dOnZJnzZolJyYmyqmpqfLy5cvl+vr6zlbrojRu/PT0++qrr5xy77zzjjxhwgQ5ISFBnjx5svzpp5+65WU0GuVFixbJw4cPl5OSkuSMjIxO3Ug5duzYZutWWFjolLsc6ybLsrxu3Tp56tSpcnJyspyUlCTffPPN8t/+9je358mbZ6m+vl5evny5nJqaKicmJsr33HOPfOrUqY6qitd89dVXbhsJZbl92lAElBIIBAJBmxBzIAKBQCBoE8KACAQCgaBNCAMiEAgEgjYhDIhAIBAI2oQwIAKBQCBoE8KACAQCgaBNCAMiEAgEgjYhDIhAIBAI2oQwIALBJTJu3DgWLlzY2Wq4sWTJEmbPnt2hZZ46dYr4+Hg3h6CCKxNhQAQCLzh06BBr1qxxcQbZlSksLGTLli3MmTOnQ8sdOHAg119/PX//+987tFxB5yAMiEDgBYcPH+aFF17waEAyMzN59tlnO0Gr5nn99deJiYlh5MiRHV72zJkz2blzJwUFBR1etqBjEQZEILhENBoNarW6s9VwYrFY+OCDD0hPT++U8keNGkVoaCjbtm3rlPIFHYcwIALBRVizZg0rVqwAYPz48ej1evR6PUVFRYD7HMi7776LXq/n4MGDLFu2jJEjRzJ8+HAWL16M2WzGaDTyxBNPcO2113LttdeyYsUKLvRparfbee2117j55psZMmQIo0aNYvHixV7F3/7mm28wGAyMGjXKJX3//v3o9Xq2b9/OCy+8wOjRo0lOTnZGszObzTz33HOkpqaSnJzMokWLMJvNLnns27ePO+64g+HDh5OcnMzEiRP561//6iKjVqtJSUlh165d3l9kwWWJiAciEFyECRMmkJeXx4cffsiiRYsICwsDHHFcWmLZsmV069aNefPmceTIEWe0v8OHDxMdHc38+fPZvXs3r7zyCrGxsdx6663OcxcvXsy2bdu47bbb+PWvf01RURFvvfUWx44d4+23326xx3P48GEkSSI+Pt7j8fXr16PVannggQfIz8/nzTffRKVSIUkSRqORjIwMjhw5wrvvvktMTAwZGRkAnDx5kjlz5qDX63nooYfQaDTk5+dz6NAhtzISEhLYtWsXVVVVBAUFXewSCy5ThAERCC7CoEGDiI+P58MPP+SGG27wOuJjREQEGzZsQJIk7rzzTgoKCnjllVeYMWMGS5cuBWDGjBmMGzeOrVu3Og3IwYMH2bx5MytXruSWW25x5jdixAjuu+8+MjMzXdIvJCcnh9DQ0GZf3DabjTfeeMNphAwGAx999BGjR49mw4YNAE593333XacB2bdvHxaLhQ0bNlzUePbq1Qu73U5OTo5LIDTBlYUYwhII2onp06e7xJZOTExElmWmT5/uTFMqlQwePJjCwkJnWmZmJsHBwaSlpVFeXu78JSQkEBAQwP79+1sst6KiwiVu94VMnTrVpQfTqNe0adNc5BITEykuLsZqtQKO6HcAu3btwm63t6hDo6zBYGhRTnB5I3ogAkE70aNHD5e/g4ODAYiOjnZLbzq3kZ+fj8lkIjU11WO+ZWVlFy27pThxrdHLbrdjMpkICwtj0qRJbN68maeffppVq1aRmprKhAkTuOmmm1AoXL9FRZy6/w2EAREI2okLX6oXS2/EbrcTERHBypUrPR6/2PCRTqdrcb9Ka/VqNAZarZa33nqL/fv38/nnn7Nnzx62b9/Opk2bePXVV1Eqlc5zGstvnC8SXJkIAyIQeEHToaj2pnfv3mRlZTF06FC0Wm2rz+/fvz8ffPABJpPJ2bvwFQqFgtTUVFJTU1m0aBEvv/wyq1evZv/+/S6rvoqKilAoFPTr18+n5Qu6FmIORCDwAn9/fwBMJlO7l5Weno7NZmPt2rVux6xW60V3wyclJSHLMj/88INP9aqoqHBLi4uLA3Bb7nv06FEGDhzocwMm6FqIHohA4AUJCQkArF69mkmTJqFWqxk7diwBAQE+LyslJYUZM2awbt06fvzxR9LS0lCr1eTl5ZGZmclTTz3FTTfd1Oz5w4YNQ6fTkZWV1ew8Slt48cUXOXjwINdffz0xMTGUlZXx73//m6uuuophw4Y55SwWCwcOHOCOO+7wWdmCrokwIAKBFyQmJvLwww+zceNG9uzZg91uZ9euXe1iQAD++Mc/MnjwYDZu3Mjq1atRKpXExMQwZcoUhg4d2uK5Go2GW265hczMTB599FGf6TRu3DhOnz7N1q1bMRgMhIWFkZKSwrx581x6GllZWVRUVPDLX/7SZ2ULuiaSLJZLCARXHIWFhaSnp7Nhwwaf9kK84Xe/+x2SJPHiiy92aLmCjkfMgQgEVyC9evVi2rRprF+/vkPLzc7O5vPPP+fhhx/u0HIFnYPogQgEAoGgTYgeiEAgEAjahDAgAoFAIGgTwoAIBAKBoE0IAyIQCASCNiEMiEAgEAjaxP8Ho0pTCwhPu6MAAAAASUVORK5CYII=", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -206,14 +356,16 @@ } ], "source": [ - "dev_magnitude = -1\n", - "n_trials = 10\n", + "dev_magnitude = 0\n", + "reps = 5\n", + "n_trials = 20\n", "rng = np.random.default_rng(1234)\n", "burn_in_time = 300.0\n", - "n_procs = 6\n", + "n_procs = 32\n", "record_vsec = False\n", "\n", "net, drive_params = sim_dev_spiking(dev_magnitude=dev_magnitude,\n", + " reps=reps,\n", " n_trials=n_trials,\n", " burn_in_time=burn_in_time,\n", " n_procs=n_procs,\n", @@ -225,18 +377,18 @@ "drive_strengths = drive_params['drive_strengths']\n", "tstop = drive_params['tstop']\n", "\n", - "fig_dev_spiking_v2, spike_rates = plot_dev_spiking_v2(net,\n", - " burn_in_time,\n", - " rep_start_times,\n", - " drive_times,\n", - " drive_strengths,\n", - " tstop,\n", - " return_spike_rates=True)" + "fig_dev_spiking_v2, spike_rates, _ = plot_dev_spiking_v2(net,\n", + " burn_in_time,\n", + " rep_start_times,\n", + " drive_times,\n", + " drive_strengths,\n", + " tstop,\n", + " return_spike_rates=True)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -311,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -345,29 +497,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a7dac6dd4fd64e39a2588c64c3e24b7f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -384,7 +521,7 @@ "axes[0].set_ylabel('$\\mathregular{GABA}$ergic\\nconductance ($\\mu$S)')\n", "axes[0].set_xlabel('time (ms)')\n", "axes[0].legend(['L2/3 eP', 'L2/3 eNP', 'L6 -> L2/3 eP', 'L6 -> L2/3 eNP'])\n", - "cax = axes[0].inset_axes([0.0, -0.005, 400, 0.004], transform=axes[0].transData)\n", + "cax = axes[0].inset_axes([0.0, -0.005, tstop - burn_in_time, 0.004], transform=axes[0].transData)\n", "\n", "# Create a set of line segments so that we can color them individually\n", "# This creates the points as an N x 1 x 2 array so that we can stack points\n", @@ -452,24 +589,9 @@ "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "75c3e8b0d92d4b22bbeb3df061ffc2c6", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -484,7 +606,7 @@ "axes[0].set_ylabel('spike rate\\n(Hz)')\n", "axes[0].set_xlabel('time (ms)')\n", "axes[0].legend(['L2/3 eP', 'L2/3 eNP'])\n", - "cax = axes[0].inset_axes([0.0, -0.70, 400, 0.40], transform=axes[0].transData)\n", + "cax = axes[0].inset_axes([0.0, -0.70, tstop - burn_in_time, 0.40], transform=axes[0].transData)\n", "\n", "# now do the same for spike rates\n", "points = np.array([sr_2_avg, sr_1_avg]).T.reshape(-1, 1, 2)\n", @@ -747,7 +869,7 @@ ], "metadata": { "kernelspec": { - "display_name": "hnn_core", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -765,5 +887,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/rs_dd_project/plot_simulate_rep_L6.py b/rs_dd_project/plot_simulate_rep_L6.py index 7f056a92b..e501fa95c 100644 --- a/rs_dd_project/plot_simulate_rep_L6.py +++ b/rs_dd_project/plot_simulate_rep_L6.py @@ -31,15 +31,15 @@ # emp_dpl = read_dipole('S1_SupraT.txt') -def sim_dev_spiking(dev_magnitude=-1, n_trials=1, burn_in_time=300.0, +def sim_dev_spiking(dev_magnitude=-1, reps=4, n_trials=1, burn_in_time=300.0, n_procs=10, record_vsec=False, rng=None): # Hyperparameters of repetitive drive sequence - reps = 4 stim_interval = 100. # in ms; 10 Hz rep_duration = 100. # 170 ms for human M/EEG - syn_depression = 0.05 # synaptic depression [0, 1] + # synaptic depression (fractional decrease between [0, 1]) + syn_depression = 0.05 # see Constantinople and Bruno (2013) and de Kock et al. (2007) for # experimental values re: evoked response peak timing @@ -56,10 +56,10 @@ def sim_dev_spiking(dev_magnitude=-1, n_trials=1, burn_in_time=300.0, # is maintained across standard (std) and deviant (dev) trials despite # rounding to the nearest whole unit when drive cells are assigned via # probabilities - grid_shape = (16, 12) + grid_shape = (12, 12) n_1_delta = 6 # n_cells from group 1 constituting dev drive change n_2_delta = 3 # n_cells from group 1 constituting dev drive change - dev_delta_prob = 1 / 3 + dev_delta_prob = 1 / 4 n_agg_cells = grid_shape[0] * grid_shape[1] # proportion of red to blue cells targetted by drive prop_1_to_2 = n_1_delta / n_2_delta @@ -95,12 +95,12 @@ def sim_dev_spiking(dev_magnitude=-1, n_trials=1, burn_in_time=300.0, # undergo synaptic depletion # prox drive weights and delays - weights_ampa_prox = {'L2/3i': 0.0010, 'L2/3e': 0.0020, - 'L5i': 0.0018, 'L5e': 0.0015, 'L6e': 0.0030} - synaptic_delays_prox = {'L2/3i': 0.0, 'L2/3e': 1.0, - 'L5i': 1., 'L5e': 2., 'L6e': 0.0} - weights_ampa_dist = {'L2/3i': 0.0000, 'L2/3e': 0.0021, 'L5e': 0.0014} - weights_nmda_dist = {'L2/3i': 0.0, 'L2/3e': 0.0, 'L5e': 0.0} + weights_ampa_prox = {'L2/3i': 0.0008, 'L2/3e': 0.0018, + 'L5i': 0.0018, 'L5e': 0.0015, 'L6e': 0.0031} + synaptic_delays_prox = {'L2/3i': 2.0, 'L2/3e': 3.0, + 'L5i': 3.0, 'L5e': 4.0, 'L6e': 0.0} + weights_ampa_dist = {'L2/3i': 0.0, 'L2/3e': 0.0007, 'L5e': 0.0007} + weights_nmda_dist = {'L2/3i': 0.0, 'L2/3e': 0.0001, 'L5e': 0.00005} synaptic_delays_dist = {'L2/3i': 0.1, 'L2/3e': 0.1, 'L5e': 0.1} # convert each dictionary to a more granular version with specific cell @@ -137,11 +137,18 @@ def sim_dev_spiking(dev_magnitude=-1, n_trials=1, burn_in_time=300.0, w_ampa_prox_depressed = {key: val * df for key, val in weights_ampa_prox_group.items()} # drive_strength = (prob_avg + prob_delta) * depression_factor - drive_strength = prob_avg * (1 + prob_delta) - drive_strengths.append(drive_strength) + drive_strength_default = prob_avg * (1 + prob_delta) + drive_strengths.append(drive_strength_default) prob_prox = dict() for layer_type in synaptic_delays_prox.keys(): + # scale L6 delta to make it more extreme + # must by an integer number to allow a whole number change in + # the number of driven cells + drive_strength = drive_strength_default + if 'L6' in layer_type: + drive_strength = prob_avg * (1 + (2 * prob_delta)) + print(f'increasing L6 delta to {2 * prob_delta} on rep {rep_idx}') # group-type 1 (red) will be preferentially targetted for group_type in cell_groups[layer_type]: if '1' in group_type: @@ -160,6 +167,7 @@ def sim_dev_spiking(dev_magnitude=-1, n_trials=1, burn_in_time=300.0, # repetition prob_dist = dict() for layer_type in synaptic_delays_dist.keys(): + drive_strength = drive_strength_default for group_type in cell_groups[layer_type]: if '1' in group_type: prop = prop_1_to_2 * 2 / (prop_1_to_2 + 1) @@ -187,7 +195,7 @@ def sim_dev_spiking(dev_magnitude=-1, n_trials=1, burn_in_time=300.0, # dist drive net.add_evoked_drive( f'evdist_rep{rep_idx}', mu=drive_times[rep_idx]['dist'], - sigma=8.0, numspikes=1, weights_ampa=weights_ampa_dist_group, + sigma=5.0, numspikes=1, weights_ampa=weights_ampa_dist_group, weights_nmda=weights_nmda_dist_group, location='distal', synaptic_delays=synaptic_delays_dist_group, space_constant=1e50, probability=prob_dist, @@ -222,7 +230,7 @@ def plot_dev_spiking_v1(net, burn_in_time, rep_start_times, drive_times, gridspec_kw=gridspec, constrained_layout=True) # plot drive strength - arrow_height_max = 15 + arrow_height_max = 33 head_length = arrow_height_max / 5 head_width = 12.0 stim_interval = np.unique(np.diff(rep_start_times)) @@ -405,7 +413,7 @@ def plot_dev_spiking_v2(net, burn_in_time, rep_start_times, drive_times, gridspec_kw=gridspec, constrained_layout=True) # plot drive strength - arrow_height_max = 15 + arrow_height_max = 33 head_length = arrow_height_max / 5 head_width = 12.0 stim_interval = np.unique(np.diff(rep_start_times)) @@ -431,7 +439,7 @@ def plot_dev_spiking_v2(net, burn_in_time, rep_start_times, drive_times, xmax=rep_time + stim_interval, colors='k', linestyle=':') axes[0].set_ylim([0, arrow_height_max]) - axes[0].set_yticks([0, arrow_height_max]) + axes[0].set_yticks([0, int(drive_strengths[0] * 100)]) axes[0].set_ylabel('external drive\n(% total\ndriven units)') # vertical lines separating reps @@ -454,6 +462,7 @@ def plot_dev_spiking_v2(net, burn_in_time, rep_start_times, drive_times, cell_type_colors_hist = {'L2/3e': 'm', 'P': 'r', 'NP': 'b', 'L6e': 'm'} spike_rates_all = dict() + mean_dev_peak_rates = dict() for layer_idx, layer_spike_types in enumerate(spike_types_hist): # first plot spike raster in background @@ -494,15 +503,16 @@ def plot_dev_spiking_v2(net, burn_in_time, rep_start_times, drive_times, trial_idx=trial_idx, show=False ) - # finally, plot a horizontal line at the peak agg. spike rate/rep - if 'P' not in spike_type: - sr_times = np.array(spike_rates['times']) - sr = np.array(spike_rates[spike_type]) - for rep_time in rep_start_times: - rep_time_stop = rep_time + stim_interval - rep_mask = np.logical_and(sr_times >= rep_time, - sr_times < rep_time_stop) - peak = sr[rep_mask].max() + # finally, calculate peak spike rates and + # plot a horizontal line at the peak agg. spike rate/rep + sr_times = np.array(spike_rates['times']) + sr = np.array(spike_rates[spike_type]) + for rep_time in rep_start_times: + rep_time_stop = rep_time + stim_interval + rep_mask = np.logical_and(sr_times >= rep_time, + sr_times < rep_time_stop) + peak = sr[rep_mask].max() + if 'P' not in spike_type: axes[layer_idx + 1].hlines( y=peak, xmin=rep_time, @@ -510,10 +520,29 @@ def plot_dev_spiking_v2(net, burn_in_time, rep_start_times, drive_times, colors=cell_type_colors_hist[spike_type], linestyle=':' ) + # store peak spike rates on dev + if rep_time == rep_start_times[-1]: + if 'P' not in spike_type: + spike_type_name = spike_type + else: + spike_type_name = spike_type_groups[0] + mean_dev_peak_rates[spike_type_name] = peak + if spike_type != 'L2/3e' and spike_type != 'L6e': spike_rates_all[spike_type_groups[0]] = spike_rates[spike_type] spike_rates_all['times'] = spike_rates['times'] + # round up upper y-axis tick to the nearest multiple of 5 for + # aesthetics + ylim_max = axes[layer_idx + 1].get_ylim()[1] + if layer_spike_types == 'L2/3e': + round_tick_to = 1 # try 5 if peaks are bigger + else: + round_tick_to = 5 + ylim_max = (ylim_max // round_tick_to + 1) * round_tick_to + axes[layer_idx + 1].set_ylim([0, ylim_max]) + axes[layer_idx + 1].set_yticks([0, ylim_max]) + axes[1].set_ylabel('L2/3\nspikes/s') handles, _ = axes[1].get_legend_handles_labels() axes[1].legend(handles, ['agg. (eP+eNP)', 'eP', 'eNP'], ncol=3, @@ -524,14 +553,6 @@ def plot_dev_spiking_v2(net, burn_in_time, rep_start_times, drive_times, axes[2].get_legend().remove() # fig.supylabel('mean single-unit spikes/s') - # make ylim consistent - ylim_max = max([axes[1].get_ylim()[1], axes[2].get_ylim()[1]]) - # round up to the nearest multiple of 5 for aesthetics - ylim_max = (ylim_max // 5 + 1) * 5 - axes[1].set_ylim([0, ylim_max]) - axes[1].set_yticks([0, ylim_max]) - axes[2].set_ylim([0, ylim_max]) - axes[2].set_yticks([0, ylim_max]) axes[-1].set_xlim([burn_in_time - 100, tstop]) xticks = np.arange(burn_in_time - 100, tstop + 1, 100) xticks_labels = (xticks - rep_start_times[0]).astype(int).astype(str) @@ -540,7 +561,7 @@ def plot_dev_spiking_v2(net, burn_in_time, rep_start_times, drive_times, axes[-1].set_xlabel('time (ms)') if return_spike_rates is True: - return fig, spike_rates_all + return fig, spike_rates_all, mean_dev_peak_rates else: return fig