From 3d0ee3f8d76fd62b1db08b53b2427578174f7eb0 Mon Sep 17 00:00:00 2001 From: BrianNGitahi <102825698+BrianNGitahi@users.noreply.github.com> Date: Fri, 10 Nov 2023 11:21:39 -0800 Subject: [PATCH] 10/11 --- Bleach_compare.py | 30 +- Bleaching w:out_bline.py => Bleaching G0.py | 4 +- Simulation Script.py | 22 +- Simulation.ipynb | 6690 +------------------ SimulationS.py | 37 + __pycache__/b_factory.cpython-311.pyc | Bin 6524 -> 6524 bytes __pycache__/s_functions.cpython-311.pyc | Bin 8136 -> 10647 bytes s_functions.py | 80 +- 8 files changed, 353 insertions(+), 6510 deletions(-) rename Bleaching w:out_bline.py => Bleaching G0.py (98%) create mode 100644 SimulationS.py diff --git a/Bleach_compare.py b/Bleach_compare.py index 39105a4..530e518 100644 --- a/Bleach_compare.py +++ b/Bleach_compare.py @@ -10,8 +10,8 @@ import scipy as sp # import functions from the simulation and bleaching libraries -from s_functions import simulate_neuron, simulate_nm_conc, simulate_flourescence_signal -from b_factory import bleach_nm, bleach_dnm, bleach_t, bleach_all +from s_functions import simulate_neuron, simulate_nm_conc, simulate_fluorescence_signal +from b_factory import bleach_nm, bleach_dnm, bleach_t, bleach_all, bleach_dnm_heat # ANALYSIS 1: @@ -35,15 +35,33 @@ +#ANALYSIS 2: +# check the effect of changing the variance of the gaussian noise on ftissue on the snr +var_values = np.array([0.0001,0.001,0.01,0.1,1,3]) +var_v = np.array([1,3,10]) +# bleach time constants for heatmap +specific_taus = np.logspace(5,7,20) +# generate a firing neuron +neuron = simulate_neuron(n_timesteps=70000,firing_rate=13) + +# generate nm_conc +nm_conc, nm_b_conc, nm_r_conc = simulate_nm_conc(neuron,nm_conc0=0,k_b=0.6, k_r=0.4,gamma=0.004) + +# for different variances, get the heatmap +plt.figure() +for i in range(len(var_v)): + plt.subplot(3,2,i+1) + bleach_dnm_heat(specific_taus,nm_conc_input=nm_conc, var = var_v[i]) + +plt.suptitle('SNR vs bleach strength at different variance for ftissue', size = 16) +plt.tight_layout() +plt.show() -# ANALYSIS 2: comparing how the different bleaches affect the signal to noise ratio -# define the signal to noise ratio -# get the signal t @@ -54,8 +72,6 @@ - - # PREVIOUS ANALYSIS: comparing the different contributions at one timescale for the bleach factor # plt.plot(t,b1,label='bleach 1') # plt.plot(t,b2,label='bleach 2') diff --git a/Bleaching w:out_bline.py b/Bleaching G0.py similarity index 98% rename from Bleaching w:out_bline.py rename to Bleaching G0.py index f9760e0..6ac3377 100644 --- a/Bleaching w:out_bline.py +++ b/Bleaching G0.py @@ -1,5 +1,5 @@ -# This script was the original analysis script and -# has since been updated -- cf b_compare or analysis +# This script was the original bleaching analysis script and +# has since been updated -- cf bleach_compare # it has the bleaching analysis with the df/f computed without the # moving baseline calculation of f0 diff --git a/Simulation Script.py b/Simulation Script.py index 40e0264..bbca467 100644 --- a/Simulation Script.py +++ b/Simulation Script.py @@ -1,4 +1,24 @@ -#updates coming -- this will probably be the script we call the functions from +# This script performs the whole simulation in one go: neuron-->fluorescence signal +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import pandas as pd +import scipy as sp +from scipy.optimize import curve_fit + +# bring the necessary functions +from s_functions import simulate_neuron, simulate_nm_conc, simulate_fluorescence_signal + +# simulate a neuron +timesteps = 70000 +rate = 13 +firing_neuron = simulate_neuron(n_timesteps=timesteps,firing_rate=rate) + +# check exactly how many spikes were produced: to see if it works +n_spikes = np.size(np.nonzero(firing_neuron)) + +# print simulated neuron summary: +print('Simulated neuron with {} spikes in {} timesteps ({} Hz).'.format(n_spikes, timesteps, rate)) diff --git a/Simulation.ipynb b/Simulation.ipynb index e6779bb..8a50875 100644 --- a/Simulation.ipynb +++ b/Simulation.ipynb @@ -11,10 +11,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this notebook, we will simulate the dynamics of neuromodulator concentration. For this we will start with:\n", + "In this notebook, we will simulate the dynamics of neuromodulator concentration and the resulting fluorescence signal. There are 4 parts:\n", "- Simulation of a firing neuron, \n", - "- Translate that to release of a neuromodulator. \n", - "- Followed by a simulation of the signal $\\Delta F/F$ produced by the changes in neuromodulator concentration." + "- Simulation of of a neuromodulator release and dynamics due to the firing neuron. \n", + "- Simulation of the signal $\\Delta F/F$ produced by the changes in neuromodulator concentration.\n", + "- Simulation of bleaching effects" ] }, { @@ -96,12 +97,12 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -113,22 +114,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Simulated neuron with 63 spikes in 70000 timesteps (1 Hz).\n" + "Simulated neuron with 905 spikes in 70000 timesteps (13 Hz).\n" ] } ], "source": [ "# define the number of timesteps \n", "# each timestep / bin is 1 ms wide\n", - "\n", - "firing_neuron = simulate_neuron(n_timesteps=70000,firing_rate=1)" + "firing_neuron = simulate_neuron(n_timesteps=70000,firing_rate=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Ok, look's like the neuron is firing as we expect it to over number of timesteps.\n", + "Ok, look's like the neuron is firing as we expect it to over number of timesteps. This section of code produced figure 1 on the interal note document.\n", "\n", "Bonus: run this function several times and histogram the n_spikes to see if it's actually a poisson w mean of n_timesteps spikes.\n" ] @@ -137,56 +137,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### SIDE NOTE (extra -- not necessary to understand the rest of the simulation)\n", - "Below is an alternative approach to generating the spiking activity of a neuron, that makes use of the signal.unit_impulse feature of scipy.\n", - "\n", - "remove later!" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# timesteps where the neuron fired\n", - "firing_timesteps = np.nonzero(firing_neuron)\n", - "\n", - "# generate visual representation of a train of spikes / I'll use this as the first approx. for the changes in [NM]\n", - "# ideally for the changes in [NM], we'd like to produce a chain of decaying exponents -- hopefully we produce them in a later cell\n", - "\n", - "n_timesteps = firing_neuron.size\n", - "spike_train = sp.signal.unit_impulse(n_timesteps,idx=firing_timesteps)\n", - "\n", - "plt.plot(spike_train)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Neuromodulator concentration\n", + "## 2. Simulation of Neuromodulator Dynamics\n", "\n", "Now let's simulate a simple case of neuromodulator release caused by our firing neuron. Here, we assume that the neuromodulator release occurs instantaneously, and that we are dealing with one compartment and there's no uptake. " ] @@ -211,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -345,12 +296,12 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -368,12 +319,13 @@ "metadata": {}, "source": [ "Looks plausible from this scale. \n", - "Next , let's try and zoom in and see the dynamics more closely." + "Next , let's try and zoom in and see the dynamics more closely.\n", + "(Previous cell can be used to reproduce fig 2 on internal note)." ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -409,12 +361,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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P9J4CDd/P3fZ5pN9X6/eW9kvuvkdERCA5Odnl+oiICMO/Bw9vxty6datwLCUlxaU/AFBYWAgAQh/4e6dU1mazITExUShbXV3tInzzZeW+lx6M3lezueiii9C+fXuX+8f2jUX6Xa2412pI73NERITqcf65SkhIwKZNm9CzZ0888cQT6NKlCzIzM/Hss8/qGpOJ84RpFyECEZvNhrlz52LIkCFYuHChZvno6GiMHz8es2fPRnx8PMaMGWNaX7p37w6O47Br1y507NhRtgw/Sao5mfEDT05Ojsu5M2fOICQkBElJSYb61qRJE9TX1yM3N1d24AaA1NRUAMDnn3+OrKwsQ/V7gnS1V1JSgm+++QbPPvssZsyYIRyvqakRBml3SElJQV1dHc6dOycSVjiOQ25uLi688EK36zaC9Ptq/d787+JtuL99EFitXrdu3bBkyRLU1dWJfCd2794NAEIOozZt2iAqKko4zrJ79260bdtWELZ435Tdu3fj4osvFsrl5uYiPz/fJS+SXvzhvnIc53L/gIbv2rlzZ+F4XV0d9u/fjwkTJojKmn2vraJbt25YunSpMP59+OGHeOGFFxAVFSV6hwl1SKMSxAwePBhDhgzBCy+8IJs0Scrdd9+Nq6++Gs8884ypL/Dvv/8OAEhLS1Ms069fPyQkJODtt98WJgIpHTp0QLNmzfDpp5+KylRUVGDFihVCJJARrrrqKgDAW2+9pVhm2LBhCAsLw+HDhwVtkfSfUaSaHT3YbDZwHCdcy/Puu++6OHcaqX/QoEEAgMWLF4uOr1ixAhUVFcJ5b9O3b19ERUW59OvUqVP44YcffNavjz76CABwySWXCMeuu+46lJeXY8WKFaKyixYtQmZmpiBohIWF4eqrr8YXX3whcqg8ceIENmzYIFogDB8+HJGRkaJIHeB8csdrr71WtZ9Kz4Cv7+vWrVtx8OBB0f27+OKLkZGR4fJdP//8c5SXl4vuixX32mpsNht69OiBV199FYmJidi5c6fX2g4GSKMS5MydOxcXXHAB8vLy0KVLF9WyPXv2VA151MPBgwcFlW5JSQnWrVuH9957D3369MFll12meF1sbCxeeeUV3H777Rg8eDDuuOMONG3aFIcOHcIff/yB119/HSEhIZg3bx4mTpyIUaNG4c4770RNTQ1efvllFBcXC6GoRrjsssswadIkvPjiizh79ixGjRoFu92O3377DdHR0bj//vuRnZ2NF154AU8++SSOHDmC4cOHIykpCWfPnsX27dsRExOD559/3lC7cXFxyMrKwldffYVBgwYhOTkZqampqn5B8fHxuPzyy/Hyyy8LZTdt2oT33nvPRYXNryoXLlyIuLg4REZGolWrVrJmmyFDhmDYsGF4/PHHUVpaiv79+2PXrl149tln0atXL0yaNMnQdzOLxMREPP3003jiiScwefJkTJgwAQUFBXj++ecRGRmJZ5991tL2P/30U3zxxRcYOXIksrKyUFxcjOXLl2Pp0qW45ZZb0KNHD6HsVVddhSFDhuDuu+9GaWkp2rZtiyVLlmD16tVYvHgxQkNDhbLPP/88LrzwQowaNQozZsxAdXU1nnnmGaSmpuKRRx4RyiUnJ+Opp57C008/jeTkZAwdOhS//PILnnvuOdx+++0izYMcas+Ap/d106ZNgrm2vr4ex48fx+effw4AGDBggKCZ69GjB26++WZ06tQJkZGR2L59O15++WWkp6fjscceE+oLDQ3FvHnzMGnSJNx5552YMGECDh48iMceewxDhgzB8OHDLb3XVvDNN9/gzTffxLXXXovWrVuD4zh88cUXKC4uxpAhQyxtO+jwmRsvYSps1I+Um266iQOgGvWjhCdRPzExMVznzp25Z599VpRwSY3vvvuOGzBgABcTE8NFR0dznTt35ubOnSsq8+WXX3IXX3wxFxkZycXExHCDBg3ifv75Z1EZpURT/H06evSocKy+vp579dVXua5du3IRERFcQkIC17dvX27VqlUu7Q4cOJCLj4/n7HY7l5WVxV1//fXcunXrhDJTpkzhYmJiXL4X3x+WdevWcb169eLsdjsHQIicUEuSderUKW7s2LFcUlISFxcXxw0fPpzbs2cPl5WV5RJ5MX/+fK5Vq1ZcaGgoB4D74IMPhD6yUT8c1xC58/jjj3NZWVlceHg4l5GRwd19991cUVGRqJzSMzNgwABuwIABLselqEX9SJMF8rz77rtc9+7dhd/mmmuucUl2pnTf5aLd1L4Hy5YtW7hBgwZx6enpXHh4OBcdHc1deOGF3JtvvimKOuMpKyvjpk2bxqWnp3MRERFc9+7dZSNOOK4hImTQoEFcdHQ0Fx8fz1177bWy2aE5juMWLFjAtW/fnouIiOBatmzJPfvss1xtba1q33mUngGO03dflRgwYIBslJ90rBg/fjzXtm1bLiYmhgsPD+eysrK4u+66SzHa5tNPPxX6lJ6ezk2bNo0rKytzKWfVvZYCgLv33ntFx44ePcoB4F5++WXRcelzvH//fm7ChAlcmzZtuKioKC4hIYG76KKLuA8//FBX28R5bBynoGcnCIIgCILwMeSjQhAEQRCE30KCCkEQBEEQfgsJKgRBEARB+C0kqBAEQRAE4beQoEIQBEEQhN9CggpBEARBEH5LQCd8czqdOHPmDOLi4tzeoIsgCIIgCO/CcRzKysqQmZkp2k5BjoAWVM6cOYMWLVr4uhsEQRAEQbjByZMnVTejBQJcUImLiwPQ8EXj4+N93BuCIAiCIPRQWlqKFi1aCPO4GgEtqPDmnvj4eBJUCIIgCCLA0OO2Qc60BEEQBEH4LSSoEARBEATht5CgQhAEQRCE30KCCkEQBEEQfgsJKgRBEARB+C0kqBAEQRAE4beQoEIQBEEQhN9CggpBEARBEH4LCSoEQRAEQfgtJKgQBEEQBOG3kKBCEARBEITfQoIKQRAEQRB+CwkqBEEQBOEDqhxVvu5CQECCCkEQBEF4mTk/zUH0rGisPrTa113xe0hQIQiCIAgvM3P9TADA1K+m+rgn/g8JKgRBEAThI8pqy3zdBb+HBBWCIAiC8BHlteW+7oLfQ4IKQRAEQRB+CwkqBEEQBEH4LSSoEARBEATht5CgQhAEQRBeJjIs0tddCBhIUCEIgiAILxMXEefrLgQMJKgQBEEQhJeJs5OgohcSVAiCIAjCy8Tb433dhYCBBBWCIAiC8DKs6YfjOB/2xP8hQYUgCIIgvAxr+ql0VPqwJ/4PCSoEQRAEYTG7z+7GqE9H4bec3wAA0eHRwjlKo68OCSoEQRAEYTGjlozCtwe/RZ93+gAAbLAJ50prSn3VrYCABBWCIAiCsJiTJScBAE7OCQDgcN4vpayGNCpqkKBCEARBEBajFuVDGhV1SFAhCIIgCItRy5tCPirqkKBCEARBEBZDGhX3IUGFIAiCICxGKqiwuVPIR0UdElQIgiAIwmJYQeXH4z9ixZ8rhL9Jo6IOCSoEQRAEYTFsJtoBHw4QnSMfFXVIUCEIgiAIi1FzpiWNijokqBAEQRCExcRHKDvTkkZFHRJUCIIgCMJi7GF2xXOkUVGHBBWCIAiC8CEU9aMOCSoEQRAE4UNIo6IOCSoEQRAEAXFuE29CPirqkKBCEARBNHomr5yMTm90QpWjypL61YQg0qioQ4IKQRAE0ej5eNfHOFBwACv3r/R62+Sjok6YrztAEARBEL7AyTlx9zd3o3dGb+GYL7QbZbVl4DgONpvN620HAiSoEARBEI2S9UfWY+HOhaJjVgkqHJRNP07OiUpHJWIiYixpO9Dxuenn9OnTuPnmm5GSkoLo6Gj07NkTO3bs8HW3CIIgiCCntr7W5Ziv/EXIT0UZn2pUioqK0L9/fwwcOBDff/890tLScPjwYSQmJvqyWwRBEEQjQLqjMeBbQSUjLsMnbfs7PhVU5s6dixYtWuCDDz4QjmVnZ/uuQwRBEESjQW7/HctMPxqhzxSirIxPTT9ff/01+vTpg3HjxiEtLQ29evXCO++8o1i+pqYGpaWlon8EQRAE4Q42uDqvkunH//CpoHLkyBG89dZbaNeuHdasWYO77roL06ZNw0cffSRbfvbs2UhISBD+tWjRwss9JgiCIIIZXwkMFKKsjE8FFafTid69e2PWrFno1asX7rzzTtxxxx146623ZMvPnDkTJSUlwr+TJ096uccEEXzUOeuwJ2+Pz7JyEoQ/UVJT4pN2SaOijE8FlYyMDHTu3Fl0rFOnTjhx4oRsebvdjvj4eNE/giA84/avb0e3t7phwbYFvu4KQXgVuZBhX4QnA+SjooZPBZX+/fvjwIEDomN//fUXsrKyfNQjgmh8LPpjEQDgmQ3P+LgnBOF7gtVHxck5La3fSnwqqDz00EPYunUrZs2ahUOHDuHTTz/FwoULce+99/qyWwTRKKEVHUEEp4/Kw2seRsYrGcgtz7WsDSvxqaBy4YUXYuXKlViyZAm6du2Kf/7zn5g/fz4mTpzoy24RBEEQjZRKR6Ul9Wr5gFkpIK07sg55FXnYcSYwk6n6PIX+qFGjMGrUKF93gyAIgmhk+IMDeUZsBnLKcyzVaPL+Mb5yFPYUn6fQJwiCILzPxmMbsfrQal93w2dsPbUVr29/XfactwSYhy55CE9c9gQA75icSqoDU1DxuUaFIAjfEhcRR/4pjQwn58TARQMBAGcfPYu0mDQf98j79H2vr+K5mvoaRIZFWt6H6zpehxMlDVGulmpUONKoEAQRwMjtd0IEN6zGgJ8oA5nTpaexfO9y1DvrTanPCs2DXHiyzWYT3j9vaDsCVaNCggpBNHJIUGncBOrkxdL97e644fMb8Pavb5tSnzcjf/j3z8o2eSEpUJPKkaBCEI2chMgEX3eB8CGBOnmxFFYVAgBW7l9pSn3eNJHw75+VbZLphyCIgCbBfl5QqXPW+bAnhLdgzRCBOHlV11XLHjfru1ghvMk56NpgE94/r5h+AvC3BkhQIYhGD7vVfTCsrgljBJrp57G1jyHqpSj8kfuHyzmzvou3fFSA8xqVqroqOOodprfLth1ovzUPCSoE0ciJCI0QPgfqQEa4T6Ctsl/e/DIAYOb6mS7nzBK0rRDY/7P9P7LHWR8xq3+LQPuteUhQIQhCgDQqjY9A/c3lJl1/Nv0oERYShpjwGADWLRR4s1Og/tYkqBBEI4e1nQfqioswhug3t1CLtv30dny6+1NL6pabdJV8V4xSUlOCjcc2YtOxTabUp4TNZgPgHYdaIHA1ppTwjSAIgUAdyAj3sXJyvPjdiwEALeJb4LKsy0yt28pn9Wz5WSEhXtnMMsRGxFrWFtDg0H6m7Ix1GhUmPJnjOEFAChRIo0IQhABpVBof3jAH7MgxfzM8K5/VgqoC4XNeRZ5l7fCwGpXP932O33J+M7V+XoNWz9WjwlFhat3egAQVgiAE2EmrorYCr2x+BYcLD/uwR4QVeDs82QpNAfussg7hWmw7tQ2TV05WLcOms/eGlpEPUV5/ZD3GLR+H3gt7W9ZWIGpNSVAhiEaOaNJiBrHnNj6HR9c+ig6vd/BFtwgvESj5O/7I/QMLdyyUPcfmAtLikvcuwce7PlYtwwpBZgtyU3tOFT7bIPZR+S3XXE0KD/uOB6JDLQkqBEEIsIPyllNbADSoi4ngJVA0Kj3/2xN3fnOn7Dk2xNeMnY/Z/polyLVLbgcAuCDzApdzvKDF+o6YtW+RlEA075KgQhCEADsoU2r9xoHaCjuvIg9rD69VnPz35+/Hk+ufRFFVkWobVk+O7LNa6aj0uD62v2b3XU77wx9j77OZmg9vRXlZBUX9EEQjRzQ41p4fHI2o04nAgv3Ny2vLFcv1eLsHcstz8cmYT3BTt5tczl/4zoUory3HwcKD+GzcZ4r1WC2o8HlI+LZiImJUSmtjhUaFhxWqautrRceq6qrOt1tTgqSoJFPb5usNNEijQhCEgEijQoJKo0HJzJBbngsA+GyvvBDCCzlrj6xVrd+bq3gz2rLSR4U1U/Ht8O9acXWxcI797ClKfmiBAgkqBEEIsIMyu/Izw+5P+C9slIscWpOm1uRn1Sqe10iY3Rbrl2XWxM4LC6G2UOGYIKjw4ckWaXKsMil5CxJUCKKRo7TaSoxMFD6blfGT8E88FTSUNtzTW7+7yNWr1Rar0dDVhoWmEoezYRNCvk9W+sZYXa+VkKBCEIQAu9pis3GaqYYmfI9UsNCavDwVNKyedI3khTFq0jS77zabDc8OeBZ9m/fFDV1uEPWpzlknlCPTz3lIUCEIQoAdlPkcD9LjRPBhtenGKo2cOxoVo9Fsppl+GPPLc1c8h823bUZ0eLRinyzTQgXgu0yCCkEQAvxeIFICcRVG6MddjYpRM4rZyGkd/F2jIodcn0zVqAT4xqMkqBBEI4cdxJycU4jkYNXFZPoJHpycE3d/e7fomJYgqpT0z9eRYXKTrqcaFel38sazL6tRMVGgoMy0BEEEFbKDfwCuwgh51h1Zhw9//1B0zN3fV2vSZ/fgqamrcasNNXihRE1jsPnkZhwqPCT8zeZckUOqJTJ7YmdNqjxyAp83HZD9HRJUCIIQITcwk0YleJAN6XVz8mInWDmTYVxE3Pk2FIShY8XHsHzvcrdC4LWE6iNFR9D//f5o9592wjE2Tb0cUuHL7PBkOcJDwxEVFiU6VlxTbEq7AJl+CIIIcFwiQNxwUCQCB9nVu8LkxUZ+ycGGsMulrg8NOZ8zROkZar2gNW74/AZ8svsT1bbk/GG0nlV252+9gpD0/lQ4KrySR8gqAUlKIL7LJKgQRBBQUFmAh9c8jD9y//C4LiHkkyMflWBETvhQmry0NCZ81Aog/4zoWcnzgvK3B7+V7/DfsEKRtE6l8GQ5QUpJ6EiJSoENNmTEZbicU9tmwChKGh2pgGSVjwppVAiC8AnT107Hq1tfRc//9vS4LtlVagAOboQ8chOl0u/LrvLZfWjk0HpGiqqKMGnlJMz5aY7i+T/P/YmfTvwke54Vinhko36Y55fd80erfytuWIHl45ajTVIb1zpNeP61tDJSjYpVi4Pa+lpL/IWshAQVgggC9p3bZ1pdcj4qJKgED7Lh5zpMP1omA62J9ftD32PxrsWYuX6m7PmSmhJ0frMzLvvgMpHzK4+cE6oRx2+t/g3IHoCxncd61bGVxUWjYlEKfSDw3mcSVAgiCJBTi+tFaRCj8OTGg9KkyAoHnu73wwrAbAZWufp/y/lNtS61NpX6wdcv9cnqlNoJ749+X/hb7l3yRYiyVZlpgcDzUwnzdQcIgvAco9k21SBn2uBGLvpEzwpbroyWMMueF/mrVJcgJTpFXD/zjGnVJe2T1BeG4zgXE1dxdTFuWnETPt/3uej4omsX4cJmFwp/q/nCmIGcZghw1ajU1Negpq4G9jC7aW3zkEaFIAivk2hP9LgOfqAsqSnByz+/jAdWPyCcI41KcKNHENXUqGhMfhWOCtW62GN6J1K5ftc561BWW4YFWxdg99ndwvEdZ3ZgyZ4lmnValc5ea+NGI9FYhtuWak0DbOFBGhWCCALYVaDcalINfgBNjExESU0JSmtK8di6x0RlAm0FRihjxEfFyGZ2WoIMe16uLOusq1cwVir38s8v48X/vSg6prTfkPRd8RfTD99uWkyaaW1Eh0ej0lEZcNlpSaNCEEEAO7hqRWdI+eLPL0TXyU1apFEJbspqyuDknKpl3PFRUQpPNiLUqLYp408FAD+ddI0c0htibLXpRwkrnXjZxQgQeAsPElQIIghgwzDdFSryKvIAyA+OeiYyInDhwKGspky1jKyPioFcO1oaFaWycm3x1NbXIrc8F1tPbRUdl/MDKaouUm2TxyqBge+/krZTLqGd2QsEwbwbYKYfElQIIsgoqtI3ICuh5DSpNZERgYGSr4TWKttTHxUlZ1l2PyC9bbE8sf4Jl2NywoDeOq0w/dTW1+J4yXHVMlZuTMgLSXwbpFEhCMKnuDuo8omulK4n80/gcN9396HLm11QUVuhWZbPlaJpuqkuweaTmzH9/6ajyuFqXnRXo6IkGGw4ugE3rbgJ5yrO4VDhIRwoOCBb76nSUy7H5DQqSv2TlpVLLKd3Yuc4DlO/mopnNjwjOj71q6ma13rV9BNgGhVypiWIIMCTdPedUjvhz/w/cf9F9+PBNQ8qXh9oq7DGzBu/vAEA+OiPj3D3hXeLzklNKAn2BJTXlmtrVGqK0f/9/gAaNtGbNWiW6LxW+LKSs2xiZKJgdmTruvKjKwEADqfDJaRYCzmtkd73wkjmXil/5v+JD37/AADw3BXPIcTWoAvQ2scIUHamNZOkyCQA+s1g/gJpVAgiyDA6uIWHhgMAkqKSVK8njUrgoWdC0rvKZn//7ae3A3A/KSBbVm7vIfb8rrO7dNfL+3nIaZKU7oWcUCPV8ujVQISHhAuflUylevOoAOabfnhBJdDeZRJUCCLIcHcQ4gdnJafZQFMXE/qeBTW/BaXwZL2RYYVVhfL9qlHvlxHHWxbebGMkck0uGkgqNOjtQ2RYpPDZqJBhVf4WFq3FiL9CggpBBBlGByF+tRUdHi3r2OhuvYTv0ZPhVW8kCFuXnMO29Pr5W+cr1qXl8M0KD1rPnWzGWpnvohSeLFdWKjTo9lFh+mLUqV3WV0dDoNML3y8y/RAE4TPM2JfHBpvqnkHkoxJ46HkWeHOJkageYd8cxt+lwlEBR71D+PuhNQ951C+e2vpa2eNxEXEA5AUQI/XL5R1y1/Sj1Ae2PqXwZLlFAmlUGiBBhSCCDE8GIVVBhUw/AYdWPpL+LfojMy5TsaxSXUpl9WY8Za+Xy4+ihzh7g6DCPpd8XXqSHkaERqBrWleM7jDa5Zz0PSirLUO9s95Q/1ithbubhpolUPD3he8HCSoEQfgUT9TFvGpYtt4AG9wIdRV/dmI2/nfr/1TNAawQwWou6jn5SZt9RsJClINKzXiWQm2hLnUZ2TriteGvYffdu2XDkeUcW42mndcKwdaDac60EtNPSXVJQCVwJEGFIIIAT8KTWbMRmX6CC7VnwQYbbDabYA4ww2+BfUbYyT4qLEp3v4zC1vXcgOd0X6cm1LB95x1k9Tz/7HvI+qjICT56sMr0w4ELqP1+SFAhiCDDnT1ZgIaBW01QIY1K4CGbxE3ifOqJOUBal5IWQeqcKvVn8QTezNO3eV/0zuhtSp1s3929P2x59vvXOesUr5Gm0Tfb9BMZFikIXoH0PpOgQhBBhtoA9M6Od5A4NxFvbH9D9rya6Yc0KoGHqkblb42CYPqRiVJRSrevBCsYyU32orIKGwrqRaoRsYfZ3TaxSGEFC3f3x+E1VJWOSpEAolaPVPNSUlPitg+PEmq/t79CggpBBBlqk9M/vvkHAOC+7+8TjrEDITnTBhcOp6vWQjrxuRsJIjeBFlcX4+WfX8bwxcNFOUWs2D9neJvhor9tOG/G0oOajwYrMLi743BxdTH+tflfiJkVg9WHVouOKyG9T07OqXvXZzV4YZCN7AskjQql0CeIIEAansxxnC7HQjaSQWugD6SBjdCGz5DKT1xGfVQqHK7ZX0tqSvDYusdcjpu5M/CnYz5FZFgkMuIysHDnQtE5I74gaj4acmYrPf0V5VGpLsL0tdMBAPmV+cLxDqkddLUbFhKGOmcdSmpKhAgnd2F3bg5EQYU0KgQRZNQ561DpqJQ9x5p2vvnrGyTMScDec3uFY+RMG3xINQdSUwubVt2ImYEtLxeBwyIXASSXi0UP2YnZuK7TdUiOSnY5Fx4aLpuSXw61iZo1/Zjho8JzZasr0TO9p6F2rXKoDaSkbySoEEQQojSoshqTq5dc7bIqJmfa4ICdrJVMB7zGjd06oaxWvD8NL0TIaSqKqorw1YGvRHUoTaq8IMPi6fOk9Kzq9VPRa4Jx16dDrvywNsNUrxFpcuz6NTlaBLrphwQVgggCpKtSpUGIHQjl8keoOdNW11Wjpq7Grf65S5VDO3EX4QrrH6I1wUaFR8EealctKzf5Hy0+KnzmtTZKOXxGthvpcszdiZLP4SJ9VqXOwVqoaQh7pfdCp9ROGJA1wO2083LfT2lDQp5Ee6Lw2SrNB98GCSoEQfgUpcGNHcSlk49WeLJavVbw2d7PED0rGu/seMdrbQYj0glJztSitcqWey5YHw9BUJG5/unLn0bT2Kaa/dILvytxeGg4YsJjdPVVDjWTSnhoOPbcswc/TPnBkMAgyqNSXYQQm7Ep1gxNjlq/RHlzKOqHIAhfomfCkRvQlQZ5Xg3tzcHtxs9vBHA+UonQj3TClINd3StNxrzJQG/UjtzkH2ILkdVyCD4qBsOTtTK+6o38kdutmCXEFiLqu9Fnv9JRqdtfhueBSx5A05imuLvP3dZpVHih1KQND70BCSoEEYToEVRY8wCP3CC/ZOwSwXHRmxoVuf4RxnHRqMgIBqxDLcvvub8DaDAPSZGbuJWeDzPDk1mfG7nnVY9GZWS7kXh5yMu62vNEYJCaerQi8VKjU3HmkTN4c+Sb5mpUyEeFIAhvU1tfi7u+uQsr9q0AoJ4hlIXfcVYOG2wuTpMbpmzA+K7jfaIu1utrQKij9Juxk6YQoqxQdtupba71MhM3X5fS9XICRVF1ERz1Duw6u0u+4zKEhYThxq43nq+XeUZ4oUDrubGH2vHNTd8ImzFq4YnA4E4yO95c5K5vjGw/GA0bJXwjCMIrLN61GP/d8V9cv/x62fNKggo7Ocn5KijZ/c0cNPXCTm7Hi4+jz8I++PiPj73WfiAjzaujhTtJ39hnISUqxeUYjw02RdPPUz88pbs9ADg87bAoJ4ucAKQlqBjZuJBtQ5ePiptZdj1tVy+UR8UNnnvuOdhsNtG/9PR0X3aJIAICrQ3FlAYhPTkrZAd/H2hUWBX+jPUzsCNnByZ/Odlr7QcLupxp/44EUZoUH7zkQdV637/mfQDKz6Wcr0ZxdTFe2/6abHklpKYUI35W7uIrDQSZfs7jc41Kly5dkJOTI/zbvXu3r7tEEKZwpuyMKPOrmbCrRo7jNMOT65x12HxyM2rra4Vj1XXVsnXLOij6QqPCfEer7mOw4rYzrWRS5EPYL2p2kcv1bNk+mX1U+yOnxSiuLvbYvCcy/fDhyRrOtEZD7Pn6quqqDF8rzWGjFZ4s167Z7xwlfHODsLAwpKenC/+aNGni6y4RhMf8fOJnNPt3M1z1yVWW1M8OxnJZaKWCysx1M9H//f5489c3hWPSgUqaAAxwtft71UeF+Y5mr5IbE3qcaZUiQdT8PtjnJzxEf0ZYtl/sbyyXZl8LuX5pPStGzTPx9njhPmhN7tIFg9p+QlpYFZ7M359KR6Vo4QIAn+z6BDcsv0Exs7Wv8LmgcvDgQWRmZqJVq1YYP348jhw5oli2pqYGpaWlon8E4Y/we5CsPbLWkvpZP5LCqkLhM5+qXDo5/WvLv1zqUHR8lBn8fbEKY/thNB8FcR5FjQqj5dCaFOUmf2lZuZT2bDvSNPrF1cWa4fJaqGn/zCLEFiKEMvtCUDf7nWMd5qXh5P/e+m8s37ccG49tNLVNT/Hp23/xxRfjo48+wpo1a/DOO+8gNzcX/fr1Q0FBgWz52bNnIyEhQfjXokULL/eYIPThzYiVouoil3wXUkFFbrVbUy+vxvYX049SeDKZgbRRc6aV81HRcqaV20NH+ixoPfPS56rSUSkSuOUieKRITUjuhicbxazn34gjr1U+KqEhoYL2Svp9+HeroFJ+DvYVPhVUrrrqKowdOxbdunXD4MGD8e233wIAFi1aJFt+5syZKCkpEf6dPHnSm90lCN0orS6tgB3IlPJh6BGcpLvpiq73o2yWgeQE6A8oRoAxwoDSDspyTpg8rP8Fm/FUCblnUC5EGtCftE02PFnhWiM7K7u044vwfA98Y6RIhVOlBQ3/e/ub/4pf6VNjYmLQrVs3HDx4UPa83W5HfHy86B9B+CNWO4KyK2bW9KM0AOkd+AEFB0UfaFTYwZWdFP1tEPVHRM60OiZX6Q7K//31v/jpxE+yZbTqUIIVRPgVPSsssXtP6dVIGon6MfIOuFyr8/k3MzzZiG+MXqTvs5K2jR1T/AG/ElRqamrw559/IiMjw9ddIQiPYAdLtc3PzIAdxFhBRS7Jkx78UaPCDpz+Noj6O/xktDdvL44VH1N1pi2qKsJPJ37CXd/ehcs+uExUxh2NCSCvqeM/8xsMAsraFdU2ZfoklwdIrX9G2vGmNi/EFqKZiE8v0t9cq15/0Jyy+FRQefTRR7Fp0yYcPXoU27Ztw/XXX4/S0lJMmTLFl90iCI+JCI0QPlv90hdVFeHL/V8CAHLKcwA0TADlteVwck7UO+sNrSb9xUeFhRVO/G0Q9XcqHBXILc9F17e6otWCVsJxkTMtY2Y4VnxMth6tiV7L3CkXxcU6c8qZoqRIfVe0zElK7RvFLH8RI+HJgPkOtVKhUcn0U1jtX4sBw4JKRUUFnn76afTr1w9t27ZF69atRf+McOrUKUyYMAEdOnTAmDFjEBERga1btyIrK8totwjCb7FaA1BYVYgtp7YAAPbk7YE91C4cH754ONq81gZRYa57tUhRy0PBH5MLabQKdhXIDtTS+3mi5AQ6vN4Br20zljwsmJGuoPed2yd8rnJUuZRnzQzsRM//1lo+KDZo+6jwSeUAbcFXt48KU06as4RlQNYAj5xsfSWomyUgseHJgLaGyN8WA2HaRcTcfvvt2LRpEyZNmoSMjAzD6YhZli5d6va1BOHPKE2yptWvktArKSoJueW5KKwqFMKjjeS4kMujwjoiFlUVoWlsU3e67TbswCn9vi/++CL+KvgLD6x+ANMunubVfgUKbD4P/v6xq3s+BLe4ulhUts5ZJ3w200eF176wQufDfR/Gtwe/1VUXDyuAK71nZTPLEBUWhTu/uVNXnXLo1WzoyfxsRbtGUcpE7K8+KoYFle+//x7ffvst+vfvb0V/CCLo8IZGhSU5KlkQVHi0Uu6zyK08Q0NCkRiZiOLqYhRViwWV5XuXY9Efi/DxdR97pF5XQ830I83PQbhOmKyJRel5TIpMQnF1sUtuDfa8Gkq/vVwiQWE37r9/y7suuAudUjsJ5xVNP5KFMfu3knaAF9I98lExy/RjdJ8hszQqTPQWoGz64fE3h3XDpp+kpCQkJ3sv9JIgAh3LfVSqi9A1rSsAYES7EecnARVziRxau88qDZo3fH4Dvj34LZ5Y/4TxzuuEdbqUfhfaZVkZ3rFUz7OgFKIMuJp2pL4WNpv8xoMs7VLaCZ/5svwEag+zi+pnhc9QW6hqvTxajq4emX4MajbCQ8LdbkvU7t/3ydPFjlRwVTL9CD4qfqZRMSyo/POf/8QzzzyDykr/SrFLEP6K1S99UdV5QWVYm2GyavUKR4Xu+tgBnU0KpzVYHyyUTyvgLkpqdGn7rBOn2ar3QIWfcOSitfjnQil5mp6MxXLaEy1n2jGdxuDBix/E4usWy5aNDItEVkIWkqOScUHGBcJxvQIGu3eV7A7gXnCm/ePsHwAAh9NhirBiujOtRLulZPopqiryq3fJsM70lVdeweHDh9G0aVNkZ2cjPFz8Y+zcudO0zhFEoKJnUziP6pfkUWmDNsLfnq7C4uxxwme5ZHKKIY1eUhe7aFSYCaistsytPWOClcTIRJwqPSVaORdUyWcdVdrvh4e9z0mRSaq/gxwhthC8OvxVAMB/f/2vbJlD0w7BUe/AjpwdonqV+qxEYmSii3BuRniy1jM+bvk40TV5FXmi80Ynf7OceKXO1VrvssPpQIWjwvD+TVZhWFC59tprLegGQQQvlmtUFDQMRk1O/IqU3VeHneD4wVrp+3hLXSz9vqxDZWFVIQkqDHITnaBRUQj11a1RYYrZoGz6kQvJlWpU+DJhIWEICwkTt6Ujtb6UxMhEnC47LTrWJrmNQmlt3PEVSYxMdBFUymrLjLVrcv4iafZetQ0ri6qKAldQefbZZ63oB0EELVZP4NJIDTnTjx7kVm2s06zW6s5sXxylLJ9q7RRVFSE7MdvUfgQi/MpdTrh0y0dFEp5sJCOsHFraF1aQ4TcEVCImPMZFe5IWk4a95/aKjl3U7CLMunIWshKNp7/g+1vhqICj3oHwUG2zjuyO0wbfETM0Kk7O6bKLs54xorCqEC0S/GM/Pbfd5Xfs2IE///wTNpsNnTt3Rq9evczsF0EENFaHJ7M4OacQqcGubI0mbWIH0Q1TNmD76e0Y1X6UcExrVWl1Bl4e6eCqtJ0AAaREpQDQ50xrRKMit28Ov9mdnggzI8nhtKK65Mw8/x31Xwz6aBAe6/+Y6PjMy2Zq9k0OUXh+dRHSYtI0r5ET3JTMakqYoVH5bO9nwmfeR4V1uHdyTkGLarXJ2l0MCyp5eXkYP348Nm7ciMTERHAch5KSEgwcOBBLly5FkyZNrOgnQQQsVkyeUls3O6i4q1Fpm9xW+HxF9hW4IvsK0XmrcjoYRa19ElQa4IU3XlCR06hInWm1Qlb1CA/JUckugopcSK6WoMLunK1l7kmKSnIx87RLaYcTD51Qvc4IoSGhSLAnoKSmBEVV+gQVue/oC43KkaIjwmdpZB+/yJHTcPnTu2Q46uf+++9HaWkp9u7di8LCQhQVFWHPnj0oLS3FtGmUbIkgpHgjyyM7qBj1Ubmq7VVYfN1iF8FEiq/T6PNUOipFu8myQps/Da7+AP8sFFSed0ZlP8uVlbuHNthE20Io5TPR67Dq4qOiM7+IXLle6d7R5hsV1GUFFYPvjhkaFbnfxB5mFyKj2N9b6qPiLxjWqKxevRrr1q1Dp07nk/N07twZb7zxBoYOHWpq5wgiGPDG5CknqOhtt0fTHpjYfaJmOaVBU85HwAzUIiSKqouQHpvucpwEFTGCoMJEzUiTf0nLevJb6g0BjouIQ6gtVJQfRw9yz8T84fMBALf2vNVQXUZJikzCMRzTPYGbqVGpqqtCTV0N7GF2Q9dL++FwOkTHKxwVLlGDPP70LhnWqDidTpeQZAAIDw+H0+mUuYIgGh/sgFpVVyXK8WBK/RJHU34AZJ0e1QYaVrWuFyWNii/ymLADPvmouML/DinRDaYfM/xGRGUj5cvq1aho7R3EwjpHy+3nkxyVjI+u+wgDWw3UVZ+7qDkb86RGpwqf5e7FE5cZS4qYEJkgCJTuajLZKDg2Qk5uQeOvPiqGBZUrr7wSDzzwAM6cOSMcO336NB566CEMGjTI1M4RRLBgtRqVnaz1rIzdydKppFFhJxwrNCty+DpEOlDgfVTkkJpR9Agqb4x4A5e2vBTPDHhG9jw7OfMZZZV8TLTa+2r8VxjTaQz+OfCfSI1ORXR4NFomtNTso1XoMcMMzG4Qlnpn9BZ9v9eveh3HHjiG8V3HG2qT34NJq12tOnh4wZX9HAimH8OCyuuvv46ysjJkZ2ejTZs2aNu2LVq1aoWysjL85z//saKPBBFQlNWUYWeOOPGhNyfQBHuCtgOiG8mvlDQq0eHRwmczv6dSeLK0DyIfFT/bnt5XCM600cqCihS1srxQc8+F9+B/t/5PcVNKdnI2EoIs97yO7jAaK25YgZToFJx++DTyHs1zy/RhFnp8tPj7dGvPW0XfL8QW4lZYNCCO0PEEqS+PlonYn94lwz4qLVq0wM6dO7F27Vrs378fHMehc+fOGDx4sBX9I4iA45L3LsG+c/tEx7ypRuU3EFRrkxUu9Doy8hNPpaMStfW1gnMlO8kUVhWatuqtclQpnlMaXP1pFegPxNvjdfuCxNvjEWILccm5oYQ91C7aYgFwzV6bX5mveL0RYTkiNELkzOsL9CR9Y4VmszboNGtjQim8+U7R9ONH75LbeVSGDBmCIUOGmNkXgggKpEIKYL5GRckXhM08abZwJMolUVUku6o263tuP70dC3cuVDyvNIiS6UdMiC0ESVHyAoNUixFiC0FSpP509UlRScgtzxUfY4SPtsltcbDwoC7tSyBgJOrHBptYY2Rw12R325VDSTMp52jN4k/vki5B5bXXXsM//vEPREZG4rXXXlMtSyHKBOGKt1cnyVHJovwJZsBraoqri1FUfV5QscKZdca6GarnRaYfcqZ1gRVkk6OSVTUbLMlRybITl1IafBdBhdEiPH3503jg4gdwZasrFdsKJIyG57PfT6+WSrVdD8cQJZ8kRR8VP3Km1SWovPrqq5g4cSIiIyPx6quvKpaz2WwkqBCEDN6eQLUmAdbBrra+Vne9SZFJDYJKVRF+y/kNC3csxLmKc8J5s76nKIX634m2WMiZVj9Kz4LcKj8lOkX3Lthy9bIaldiIWPRt0VfX9Z5oHLyFnPOpGuy90BN1pVWP2YKDpo+KH71LugSVo0ePyn4mCEIf3lqdSFNkK8H6LBgZkJKiknC0+CiKqosw8tORLuetEFSSopJcBBUlZ9qquipUOaoQFR6FxgybK0Ut8keKES2HnI+Jp9f7M3LJ86SwGgnW8deT90JPugE1lMzEWuHJJdUlqHfWIzQk1K12zcRw1M8LL7yAyspKl+NVVVV44YUXTOkUQQQbpvuoqETEANqTAJsm3UjfvLUKYyc8uclPrR1/Uln7A4byoxgRNGScRdljWlqSQDP98AKfHh8e6Xf3xGxjpF3VPikk+FMy/XDgvLZ/lxaGBZXnn38e5eWuSXcqKyvx/PPPm9Ipggg2rJo82WROLFqTADtwGhEuhEFTYVVphaAit9W8UsI3M/sQyPArY5vNpmz6kfM7UUjkJrtfj0xZVkBmtzmQQys82d/gTT8FlQWGExt6Eupr1ORkZr3+EvljWFDhOE72of3jjz+QnBxYEjJBeAurJk+lSUhLUGHTjRsRorwVKcBGGEkdQwH1PvvL4OovGNFcGMm7Ilcvn5wM0H6uAlWj4nA6FBMbKgkwpmhUVExOchRWFaL/+/3x1q9vyZ5nNSp8v6X99xehX3d4clJSEmw2G2w2G9q3by8SVurr61FeXo677rrLkk4SRKBj1QsvzTDLr0yVJoFpF03D0DZDMbj1YPx7678N981bGhXW2ZclLiIOhVWFqu34y+DqD0jDZEXn3NjVmEXO9MP+bmyuHr3X+zPR4dFC7piCygJZTR8P/x5mJ2bjWPExjGzn6s+lF63FgRLzt87H5pObFc/z2q96rh6lNaUiIZPHX8yougWV+fPng+M4TJ06Fc8//zwSEs5/qYiICGRnZ6NvX2UPb4JoLLBRKtHh0ah0VJq+yudXPmEhYYi3x7tEFSj5qMRGxGJke/GgaUhQiT5vL4+LiENZbZnbdakhtZVLKaoqErS7/roK9CXsPTPDmVYpPFmOz67/DHvP7UXf5urzQaBpVHgzWk55DgqqCnRlmt1++3b8dOInjGo/yu12WZOTJ0gF06jwKESFRaGqrgqFVYVIiEwQnht+o1F/eZd0CypTpkwBALRq1Qr9+vWT3ZiQIIiGAZgXVBLsCah0VFr2wttgQ1JkkougomcV3a9FP2w+uRljOo3R3R7r2JcSnaIoqLz/2/v4q+AvzB402+PQU7nQTofTgUpHJWIiYlzO+cvg6i9Y5UyrVHZcl3EYh3Ga17PCdCCEJwMNQkNOeY5uoaFJTBNc1+k6z9r8+50rri42FIWj57dMjkrG6bLTKKwqRKukVqLjFY4KvzGjGvZRGTBggCCkVFVVobS0VPSPIBo7rDmGH4CLqos8SvqkhpxfgZ5BatWEVXjn6nfw5og3DbdVUFmgGo1z29e3Ye7Pc7Hx2EbddSvBCh419TUID2kYf3hVODnTuuKuM60R7Uvz+Obude5vwkPDERcR51Ed3oa/P0rPmFY0njvwvx8HzpApRs9vKY38ke667S/vkmFBpbKyEvfddx/S0tIQGxuLpKQk0T+CaOyEhZxXVPIvvpNzoqymTOkSw/B7rFTVVckmztK7mrq99+2ytmklWI2KXBt8HhOeo8Xu5V1izTns6rWwqlBTFe4vg6u/YJVGpWtaVzx12VOYP2y+G71qIND8VFjTZ1FVEe799l5sPbXVpZyZGqLw0HAhus/Is60UEcjiIqj8LWhppSHwNoYFlenTp+OHH37Am2++CbvdjnfffRfPP/88MjMz8dFHH1nRR4IIWCodlYgMiwRg/KU/VHgIHV7vgHd3vuty7pH/ewQAsCdvj+zKyaoJgBUS2MgcFnbV545dXWrqubn7zcLn2vpal7wSLj4qfrTrq69Rc6aVgy3LCtxKE+8/r/wnHrjkAbf7F2h+KnxIdkFlAZ7Z8Aze/PVN9H3Pet9MdyJ/pL+Zmp+RdGwSjvvJu2RYUFm1ahXefPNNXH/99QgLC8Nll12Gp556CrNmzcInn3xiRR8JIqBg1b8lNSWa6mIlZqybgb8K/sIdq+5wOXes+JjwWU5QiQyLRFSYa3ZWT/NV8G1VOCrgcDpky7DfU+8eMzyvbXsNCXMSsHj3YuHY/OHzRWVSo1MBmKdR+S3nNyzZvcTQNf4O+wwqaczkQmwTIhOEyB1vCBF8G4GQRwUQa1SOlxx3OW80v4pe3I380Vuv1PSTGqX+jnkbw4JKYWEhWrVqcLqJj49HYWHDF7z00kvx448/mts7QpXc8lyXTcEI/4Mf3IxO2nqd5pRyX1iRUIudyPQICkaFhgdWN6zOfzrxEwDg2o7XIjo8WtR/pfsZamu4X0YdAHsv7I2bvrgJ646sM3SdP8JxHE6WnBT+ttlsiqHecveJ30EZaHAEj4uIQ6gtVFboNYNA06hIncmVMFvwcifyR4/QpLSIahLTBIDxMcsqDAsqrVu3xrFjxwAAnTt3xmeffQagQdOSmJhoZt8IFRz1DmS8koGMVzI0M0ASvkXQABhcDfGrGi2UBBKtNPTuEGILMZT0zay03+yk4GL6McmurpZzIlCY9v00tJzfUpfjttJ9ErQcNhu+Gv8VVtywwpAfkxECbb8f1snUiOOxx+2alEZfivRd5t8lq9pzF8OCyq233oo//vgDADBz5kzBV+Whhx7C9OnTTe8gIU91XbXw+VTpKR/2hNCCf+mNrk7UVmz39LkHAJAem644YLJ+Kuzk4ylam7N5YvpRYnDrwQAa/CaUTD/SSIWle5bi+s+uR0WtfBZRKf6i5vaE1395Xfa4nEDAO2RLYYXaga0G4pqO15jTORkuyLgAANAhtYNlbZgJ++yz712ds87Sdt3NTsuiluBPKrRqmVe9je48KjwPPfSQ8HngwIHYv38/fv31V7Rp0wY9evQwtXOEMqw6t6CqAG3Qxoe9IVikKld3X3p2IKx0VIoyfcbZG8I6b+p6k6JAw16fEp2Cg4UHDbWv1S/paispMglF1UUemX74OqS8NfItZCVk4ebuN2PNoTWi9vn7zQ+6JTUlqHPWYcKKCQCA9intMWvQLM2286v8Q81tJmymYr2hrd40x/zjgn/g6g5XIzMu02ttegL77LMLgcKqQuw6uwsr96+0pl03woX1hEor+qj8PWYVVRf5xQ7KhjQqDocDAwcOxF9//SUca9myJcaMGUNCig/xFzsiIY+7GhU2RbfatUoaFfa4mZMPP2hKzQtyg6lR1bGS0JUYmYg5g+ega1pXRR8VVmvA+l8cKDigq21/WT1agTv7/XjDwdVmswWMkAKIfUXYqKj8ynwM+XiI8LfZCeysNv1IBSD2HWd3WvcVhgSV8PBw7NmzJ2CyCAYzrLQsN8Au2LoA2fOzcbTIvTwWhDn0a9HPbR8VFrVJVC6PivR4z6Y9AQBtk9u63QceJcFIbtAzKpzx94pHbqxR8lEJCwkTku2x91qvAOIv9ngzkcuro+UXorSDMuGaJZbHaiHXjKgfPeHJ/LsUHnI+d4s/vBeGfVQmT56M9957z4q+EG4i9yA9uOZBHC85jvu+v88HPWrc8C/7U5c9hTU3rxGFNLqLdMJnzUusFqK2vlb2+IOXPIijDxzF5B6T3e6DUK8BQcWo7V6Pg6KaKU3unJywVOmoxIajG0T9CwbNpFJ0DiuoaO2QHGiRON5EKUus1c+OVVE/0h2U2YzG/uSnYthHpba2Fu+++y7Wrl2LPn36ICZGvNfGv//9b9M6R+hD7SXJKcvxYk8Iln4t+iE2ItZt0w+LkpBjs9lEKftZIYGd9G02G7ITs91un0XLJ0b6PZ2cUzFEVm/dcmWk7fCD66HCQ6Jzcvfu5i9uxsr9K/HUZU+dL+cHA7KnpEan4mQpE5789yqa1aKkRKXgEA4p1mGm43Wwwaf9L6stEz0v0mfM9PBki00/DqfDJa9OSlQKjhQd8QsB3rCgsmfPHvTu3RsARL4qhHdhpWW1B8kf1HaNHTNWJmq/MSsEiAQVHZO+OyhpPZpEN+ReKKgqQERohKDdKa4u1r1KjwiJEP2tth9NWW0ZautrRe8Cf6/Z+yV373inxzk/zxGOSTdYDERSolNEggqPkVB1q56bYIHfjJMdW/Mr80XPvBVtAuYL09Hh0bCH2lFTX4OCygJBG2yDzRRNsFkYFlQ2bNhgRT8ID1B7kPxBGm5ssOpTwP2Eb2p+SEoe/eyzYEXCN0B5ImOFBHbQVtrA0F0SIxMRYguBk3OKBDMbbLJaHTXzk9Vhpd5G0bGa+c0GtRqE7w99r1gHmX7USYlKwbHiY2Kt3d/hyjnl1miw+d+V30srKtx4Aj65McNmaxBIzpSdcRmfzAiJNgvDPipTp05FWZnryqOiogJTp041pVPBzA9Hf8CLP75o6k66ag9SpaPStHYI9+AncOmGfUZQEnKkAgj7LFiVkEqpXlZQEW0qaPKKLDQkVDBl5FfmiwZgOY2KEaxKge4tWDMgIO9M+8AlD+CVoa/gj7v+kK3j4mYXo31Ke1zb4VqruhnQyEW35Vfli4RBs81m8fZ4IfOy3hBlqWCiFL0j996KfFT8QKNiWFBZtGgRqqpcB9uqqiralFAHgz4ahKc3PI3FuxZrF9YJaU38m7iIOCGU0d2XXm+Oj46pHYXP7MBppuZASaPCb75YW18rsnfreT4/2/sZ5v08T1fuB7YPUiGdHVztoXbF61mnU3YSL68t19W+v6KU72JYm2EAgFaJrRAWEoaH+z6M7k27y5ZNikrCgfsOYPbg2Zb1M5CRi8CRJoAzcyEKNAgOnkb+KC1oeZOtkkbFH+YX3aaf0tJSwSu4rKwMkZGRwrn6+np89913SEtLs6STwciOMzs8isAQmQVkHlxeNU74Hn51kluei/zKfDSPb67rOpFWQkP9+vudv2PZ3mWYcekM4Rg7cPJChBkoaVSq66oRFRaFqjrxQkaP6vjGz28EAHRu0ll0XGllyjoXyq0C8yvzkRqditNlpwE0CGps3gvW6TQ6PFpYpRZUFQjJ9IIBXuPWNLYp8qfni5IGEu4hZxLJr8xHemy68HdJdYn57Uan4FzlOV3vk5NzisKnAWVNjEijEug+KomJibDZbLDZbGjfvr3LeZvNhueff97UzgUzZv74chJvanQq8iryTGuD0A8vIIo20otKQW55rtv2XrXwZADokd4DPdLFSRfDQ8Px89SfUV1XbepeLUo+DAVVBS5RJ/xxvfxVoM9BXzGNPrMKTI5KFgSVoqoiYaM1/no5p9P8ynzToqN8gZrpipxkzUFO01BQVYCsxCzhb3f3m9LTrp73afji4Vh7ZK3omJK2UtP04wc+KroFlQ0bNoDjOFx55ZVYsWIFkpPPD1YRERHIyspCZmbgZBj0NWaq02rra1FbX4uI0PMRE6ygIl1NEtbxwqYX8MdZV9u/p74TauHJavRr0c+t9tSICo+S1ZzE2+Nlo0747/zV/q9gD7NjeNvhinXrNVGxDsq8EGaDWKMSE3E+dUJ+Zb5IUGEnbXbl6Q9qbjOhEGPz4Z8dduK32i+LbVeP4CAVUtRQGpsC0vQzYMAAAMDRo0fRokULhIQYdm8hGDz98aUrp4LKAmTEZQh/s6te6WqSsI5nNz4re9xTNao/DBYsKdEpwmaYI9qNQLO4Zri99+346sBXLmULKgtQUl2Ca5ddCwCoerJKtylKKVqJXV2y2iI1QUXuekDsZOgPq0fCv5HTKBZVFaGes1bgtSqXivDOVAWB6YcnKysLxcXF2L59O/Ly8uB0iv0gJk/2PPNlY8DsB7mgSiyo8B7ifFskqHgfdjXrzuqEXbFVOirdDku0gpSo84LKNR2uwT8u+AcA1xT4QMOzyWpKzlWcQ4uEFh61zzrNtk5qDUCsri6qLkIzZzNRH1hY7SOrGfI3gdAoep2RCfeR89HiwIn2l7KHKTtyu4vSvjyeoqVRKahs8APzpXbOsKCyatUqTJw4ERUVFYiLixN13mazkaCik3OV50ytT22ADfTBNxgww95bUFWA5uENjri+npAUc6lEuQoq+ZX5oqR0+ZX5HgsqrODHaheTopJgg81l4sivzEd1XTWu+PAKDMgaoFivP6wezcQbGws2NpSeffbZmTt4rvntamhUcspy4OScaBbfTPa8Eko+Kvz3dDgdKK8t96mTuWH7zSOPPCLkUikuLkZRUZHwr7DQfAeiYMXs/CYkqPg3Zqht5YQcX01EWrlUWAqqCkSClRlCupK9nt2YkG0nvzIf3x38DttOb8O8zcph0PSuEFooPfv8s/Pa8NfQMqGl+e2q+KjUOeuQ+e9MNH+1ueFcTUoalejwaCGM39fvhWFB5fTp05g2bRqioynMzZdIB1q1zKX8Q/avzf/C8r3Lre8c4YI7zrRSPyRfDxYshgQVybNp5HvoCk9m7OpsH9h05vmV+aLcKdLQTXf6FgiQM635KGlULN+YUGWxwz7rx4qPGaqXHZukEYv+4qdi2PQzbNgw/Prrr2jdurUV/Ql6rMpvorXfz968vZi+djoAgOtCdmxvIApPNuGF9/VgwSLKwsl8TzlBRWqeMWNAVxP8UqNTcbDwoEsf2D4r2fn96R67Q6Bn1g0EEuwJCAsJc4lQq66rBmCdcKimUWHfQek70Ta5LTiOw1197pKv928BqM5Zh9Ka0ob6bOeF/lOlp3zuZG5YUBk5ciSmT5+Offv2oVu3bggPDxedHz16tGmdC0bYsOFKR6VpCZi0TD819TXC32a2SwA/n/gZr21/Df8eqrxzuKfhydJrfT0hyQkkSsd5GzfPuQrzTD9FVUWCdoQdXKUUVBWIHMyVzE9Bp1EhHxXTYRM4ehM+g6yW6VT6DDeLa4aNt2xULB8VHoWY8BhUOCpcNPX+EqJsWFC54447AAAvvPCCyzmbzYb6enmVKtFAXEScIKjkV+a7bct0MQuopFjPr8xHXESc6G8rbKiNlUs/uBQAkFueK+xEKsWMDb7kBgtfqfaNCCqA9m7GSihNtHwEBAcORdVFonNyqnlpm0rJEH29cjQbNmSWMI8m0U28L6j8HblZWFXokhtLztRvhNToVFSUnN/2wt9MP4Z9VJxOp+I/ElKMYaaU6uKjoqJqN2NFS7jyy+lfRBM1O3jwL3xZbZnureC1/JB8iUeCis59i9SICI1AvD0ewPn7IvioKEQesSi9A1Izlb9Q6ahEn4V9MGPdDO3CDKxfDmEeSs+5lbD5W9TGAnec1ZW+j7/soOxR1rbq6mqz+tEoMVNgMBL1Y3ZoNNFAVV2VaDVfVnN+l/HEyEQhRNftNPomTPBmwQ5sonwxEm0Gv8sxuyKTe+7dmVAFtbTkvij5ybDIab344+yGiv7Cl/u/xI6cHZj7s3rYKy/cPnjxg9h7z16/ybsTbKjlpbLK3BYWEiYIK2pjuDvzivSdkZpRA06jUl9fj3/+859o1qwZYmNjceTIEQDA008/jffee8/0DgYznmhUpKttQ4IKaVQsg51w2Zc7xBZi6u6nvs6jItIcMRqIyLBIxEbECn+zqe555J5VNs8Ki5ppS65uad94iquL4XA6FOti8fXqUQ7Wp0yPM36H1A4uGzwS5iGntfMGgp+KZAwXadAlgrseDa6WRsXXPiqGBZWXXnoJH374IebNm4eIiPPZHbt164Z3333X1M4FI57aEpWQTn5q7ZBGxVzYLKcsShOo3t+dH3zsoXbF63zlLMkPmABcNBDsoCf3neW+hzuCl3QQVXOmBfRn9PT1oCwH+53YRHaEb5BucOntdtWe0XMV50SCv56FEfs+A+fHlUtbXooXB76Im7vf7E53TcOwoPLRRx9h4cKFmDhxIkJDz3vRd+/eHfv37ze1c8GOmQJDaU2pouRcUlMiOkcaFXNRGqiu6XCN6G937b3+on5lYVf4ahoNuYy8evxA9JiC+EFb+jy7m+eCH5z96T7zhIecj66khYbvkXvGeax0cNcT+XOu8pxquLIcSt/hgswL8OTlT2JU+1HudNc03Er41rZtW5fjTqcTDoc+1SrRgOn7/ahMgCIfARroTIVdjfCagTdGvIEuaV1E5dwNUZaaOLad2oZXt77qdn/NgB2Mpc+d3CDOPnP1XD1KakpU62+T3AaAcmI5wHXQliZ8k6IloCuZkvwNte/hj47AwQj7zqs9o1a1q/YMSM/p0ST6wjnYCIYFlS5duuB///ufy/Hly5ejV69epnSqscAPiGfKzuCTXZ/AUa9f0BPtb/K3wyJf35aTW3C06KhsWwAJKmbDqoFr6hqcNFvEu+5l466gwl9XXluOmroaTPlyinDOHzKPSp8ndtBLi06TLaNmYweA8V3GY/m45Xj+iucV2+UHbakmUU/kkRxm5LrxBnreX8qfYi1qGhUrEbSIkmfAjPBkFn97fgznUXn22WcxadIknD59Gk6nE1988QUOHDiAjz76CN98843bHZk9ezaeeOIJPPDAA5g/f77b9fg77IDMP2x93+uLEyUncLT4KJ66/CnDdaZGp6KouggFVQX4q+Av9Hu/n0sZdmIg04+5JNgThM9qkwg/sSrl8JDCDz6JkYkItYWinqtHfmU+QkNCNa70LtKdYllHw7SYBkFF+p3zK/PRLqWdYp0RoRG4vvP1qu3ydfPwQltS5PmNCYEGM1Wlo1K3oOKPzrQsep8fwjrYxYk9zI64iDiU1ZapXGFSuzpMP+xu4HoJOo3K1VdfjWXLluG7776DzWbDM888gz///BOrVq3CkCFD3OrEL7/8goULF6J79+5uXR+o8APniZITAIBPd3/qVj3sSvBA/gHVtgDSqJgN67jGC4Fymg5+YjV6/0NsISITitTxzVd8ccMXuCL7CswZNEd0XKRRURBUtO6BHk2RUohoaEioKOcEf7+0wrvlzFT+gmhTRzXTj4+jwRoL7DPu5JyiZ9FKbYTwjJq82PSmn407uJVHZdiwYdi0aRPKy8tRWVmJn376CUOHDnWrA+Xl5Zg4cSLeeecdJCUluVWHr/DUHuxJNA47ILGCih61N2lUjFNYVYhH/+9R7Dq7S7WcWggsP5i5syJmHUf9ZfVzXafrsGHKBrRIEJu52P4pRSmY8QyqCWysQ61ek44g0ASD6cfPJppgg33Gi6uLvbZ4UDT9eDgX+cuYooRhQeWXX37Btm3bXI5v27YNv/76q+EO3HvvvRg5ciQGDx6sWbampgalpaWif77ivZ3vIXleMrac3OJ2HQWVBaKcCO4OkKyDlXQPH7mkWNIoIEKbJ9Y/gVe2vIIeb/dwOad3FWtUo8IOPqxmwt8HFTmNihTps+6OJsDF9KOwOaJeQUVJ++Nv+KPGp7HBpiTIr8xXTQBnJnqcad2B1UAC/uejYlhQuffee3Hy5EmX46dPn8a9995rqK6lS5di586dmD17tq7ys2fPRkJCgvCvRQtXh0Vvcfuq21FcXYzRS41twsgOyPVcPYqriz3uCzvASgd8JVWhv68a/Y0DBfImNSXkXnQ5HxXe+VarLvY3Zldv/G6n/gQrJKREpcjeC03Tj46BUm1ykI08khncI8Mihc/+LKiwQqs/9q8xc67Ce+ZYVkOpJ/GfXsJDw5EYmSj87W8aOcOCyr59+9C7d2+X47169cK+fft013Py5Ek88MADWLx4MSIjI7UvADBz5kyUlJQI/+QEJm/j6YRvhsAgDLCVrgOY0mqSzD/GUNIMuFMHP8jsOrsL8XPi8ej/Pap5LetEx06u/ri6ZoWEsJAw2bwmZvQ7LiJOtLJlB1d24mga0xSAfJgmW06q8SqqKsKdq+7Ezyd+9rivZkLhyf5FfmW+6DnyRh4VvYvcyT0mY8tt+rT+/qypNSyo2O12nD171uV4Tk4OwsL0BxHt2LEDeXl5uOCCCxAWFoawsDBs2rQJr732GsLCwmQ3OLTb7YiPjxf9C3TOVZxzKw5fziwgN4ApOQj64wTnTU6Xnsbr219HeW25rvJmrJj436LOWYfi6mI8v+l51NbX4pUtr2heqxY942+wA149Vy9771xMP25MsDabTVGAZNvkV6Fy5iVWK8PXVVBZgDpnHZ7b+BwW7lwo7I7tL1B4sn9RU19jykJGD3yEESB+h5RMp/MGz8MlzS/RVbdo/y4/e34MCypDhgwRNBs8xcXFeOKJJwxF/QwaNAi7d+/G77//Lvzr06cPJk6ciN9//12U9TaY4Adk/kHIr8wXPeTuDNhqKmvFqItGrlEZ/PFg3P/9/bjvu/t0lWcnPql/j97fzB5mF0KZz1Wc09wvhB18lPxb/PF3ZDUo1XXVsiYas/otWskygyv7TqlNInJmKg4cCioLcLrstCl9NANpngwz1f6E53jLR4Vty+rIH3/CsKDyyiuv4OTJk8jKysLAgQMxcOBAtGrVCrm5uXjlFe2VIU9cXBy6du0q+hcTE4OUlBR07drVaLe8jqcrbNYkwz7kelf4LCIfFcmkyZ+rrhPvdN3YNSr78xu2e/hk9ye6yidFnY9I06PFUFL/spE/chPoyZKTwm/18a6PAQDL9y1XzMHij79jWEgYnr78adzW6za0S24n+z2V7iEf6q1Xfa40QbDHedOPbDnmPQ4NCRWELKXfxx/gNXJyrDm8xrudacTwe3AB5mhc9aInl4on9QJB4KPSrFkz7Nq1C/PmzUPnzp1xwQUXYMGCBdi9e7dPnVu9jaeDGBtmxkbqGE0GxvYlvzIf9ZzYZKY0SPvjStwX1DnrdJVjc6V44szIakbYybTKUYU/z/2JlvNboufbPQEA209vd7lO6jDtr7/jCwNfwLuj34XNZpMdxJUGWaMDvh7TT0xEjEs0nFJ77O/jqabTSuR+dyfnFITc3PJcb3ep0cHuTu2tPCpsW+wzoPR8GhE4/CU/kxyGM9MCQExMDP7xj3+Y3Rds3LjR9DqtoklME+Dv56TeWW84W6hSzoZzleeEfU4M9QUQVNYsesNDCXXMirpgNSPSjLar/loFQD7CSEnd+97o99zui7eQewbLa8tRXVctOAbzwldqdCrOVrj6wCmhtAqUtpkWk4Zjxcdcr2cmmIraCqTFpGHfuX0uGpXi6mKRVs3XnKs8hw7oIDrGPqNHio94u0uNjuXjlmPq11Mxo/8M2f2+rMKqxITs8+5vPipuCSp//fUXNm7ciLy8PDidYlvpM888Y0rH/B3WnldYVajbRskOyEDDw+bOJPjL6V+Ez2EhYUiJSkFBVYHL9ZFhkYi3x7uEsfqjycCbeJLyWnqPjQxMrONzVmKWqE7pCv7Wnrfig98/wNhOY4VzZbVlwqp5bKexmNJzCvwd6UotPCQcDqcD+ZX5aB7fXHSufUp77D23V/fqTqkc+z5yHKcoqPCOicDf7zEjSMaExwjn8iryfCqoSFfMWpo0f9W0BRNtkttg0y2bAACVjkrheFmNtan0rcqlItIK+Znpx7Cg8s477+Duu+9Gamoq0tPTRV+IT6nfGAgLOX/r8iryDDtT8SYZ6aSnV1DZe26v6O8mMU1kBRWgYXIkQUVMWkyaaYKKHEorEnYiVBNUSmpKhEm0fUp7JNgThAmeb9+bu7Z6Avu9+O0AcspzcK7inIug8sLAFzC111QMazPMcN3sPWcFmJKaEkXNos1mw/iu47H99HYMyB6Abw9+C6Dh92iV2Eool1eRhw6pHWTr8AVy7y8rMFOuFe/CmhatHlvlfFSUFktGNCP+bPox7KPy4osv4qWXXkJubi5+//13/Pbbb8K/nTt3WtFHv8edQaFprGeCSvem4n2R9ET+sDT2FZdR/wOzJgE25w3b7tnysyLnPLYNG2wNvh6SFPz+tupRQirEy6mu+XuRGJmIUe1HITw03K26ediNErUSci0ZuwQH7z+I6PBokcbLion/TNkZvPXLW6iorQAArPxzJW796lYXZ3cttPozoesEt/tIeIblgookjf6evD3o/35/j+v1Z9OPYUGlqKgI48aNs6IvAYU75pri6mJhA0L+oThbLrbH6xUgeP8GftWtlPStrLZMXlAhjYrw2ahmxcX0Y8DRUsnXRFqn9LkA/DtzqhrS509p/x/A+ACpJ1LBHmYX9YE121Y5Gnaa5Z2lld4js+75sMXDcM939+CB1Q8AAMZ8NgYf/v4hXv75ZdXrpCtmrXEiEEyCwYrVi0Cp6WfyysnYd+58slV2wWOoXi+GWBvFsKAybtw4/N///Z8VfQlY9A5id397t/A5PTZduJbNiSCXXVYOfuDiB9a0aHnBJ68iTzjHUlBZgHqna1K9xoI7kVbulmdREjb0aNbc3X3Z17DChJNzKoZau4Na9N2SsUswtedUjO86XlQu3n4+UaRUWFLqm1mCyp68PQDOh57z7MpT3+xSihlbEBDWIDVnmo1UoyJNaeGuwMG+pxWOCjd7Zw2GfVTatm2Lp59+Glu3bkW3bt0QHi5W0U6bNs20zgUKegexlX+uFD7zA6fD6RDlRDA6IPKrSLXEbuwgnRiZiOLqYnDgDDkBBzN5FXlom9zWUHktFPOoKORAyKsUhx2frTgr/M3XZeYE702kG57x/lmsUO1upITa8zu+63iM7zoegLJaWyqo6BUkPUWaNNBo/bI+Kn4WQt3Y2Dx1Mz78/UO8dOVLlrbDRoxyHIemsU1xsPCgcD41OhWnSk8BMGYejgqPwphOY5BbnovWSa3N7bSHGBZUFi5ciNjYWGzatAmbNm0SnbPZbI1GUHHHfp0Wk4aTpQ37E9lDG7KUltSUiMIx3VUbSv0XeNqltBPs4UBDxEVSZBKKqotccnkoUVFbgTd+eQPXdLjGqw6Fp0pP4Ys/v8DUXlMRGxFrWTt6fj89pr4QW4hmxlClnDdGNCq8Y3SgrJqloftK/lmAcb8bfr+f2vpa1fuhpHmRajBFPiqcWHCUo7quGv3e64d+Lfrh9RGvAwDWHFqD1kmt0S6lne7v4U2tHmENfVv0Rd8WfS1vhx+zq+uqUeGocPG/8sQpdsUNKzzqm1UYNv0cPXpU8d+RI40zdl+vuUY6WMoN2LoTvilkoGVXWq8OexWTe0xW9BHQKxTN/mk2Hl/3ODq+0VFXebMY+vFQPLD6Adzz7T2m1y3SXsj4g6ghzQAsNcOpwftHODmnaJM8Iz4qgQi7M6vgn2UgX4oSavv9sCiVkb4D/LtRUlOCmvrzO1srvZdrD6/Fb7m/4Y1f3gAA7DizA8M/GY72r7eXLc/mzmHRegaNhicHiqM1YZyY8Bgh/5BcBuVg1JIbFlRYOI4jdSOMaVTk/mY9/s9VnjO0jwe/ipTW1SK+BR685EGEhYQptqvX1+H33N9198dM/sz/EwCweNdiS9sxujqtqquSteHq8ZoPD23QaEnbddGoyAi//hw+qAV7bwTTz9+CSkl1ie4MwXLw90WvRsVms+H2XrcDAJ6+/GlRucTIRCH1ACsMKD0jrL9LlaNK2JpBTz9YiqqLVK/j4X2reLU/i9WJxgj/gBXO5QQV1icxULSuWrglqHz00Ufo1q0boqKiEBUVhe7du+Pjjz/WvjBIcUdQ4cDJprdX28dDb91SeM2NtKxeTYLaXinewOoBWJfpR9IHuWt0JymLcfVTkTpVny0/67KBpfQ3DqRVM3tv+OeRf/5e3/66Z3XrWEFKN1xbePVC5D6Si5HtR4qOh9hCZH2BlJ6RhMgEURn2N2JNrjzsu+jOIo/vm8PpQElNiUZpIlhh/bwiQiPE52J9O15bgWFB5d///jfuvvtujBgxAp999hmWLVuG4cOH46677sKrr75qRR/9EnfCk6XZbPWqo2Xbh7zpRw7palK6otXC08HV39FruhNdIyeo6FS5yjls1jnrUFR1flXtSf3+iNwmgWcrGoQxh9MhnHNnBajH9BMRGiEyP9lsNsUBXfD3Yp6LouoiFwdYKWcrziLOHif6W62vxdXFoj2k1ODf98iwSCElgdq4EywraUIeQdivOKvoBhBMGBZU/vOf/+Ctt97C3LlzMXr0aFxzzTWYN28e3nzzTbz22mtW9NHvKa0p1ZWwic1mW1FboaipMGKK4FfVrMqaPQ40RF2wAyIfGq134zJPco54gpWZV6XJ1ozC/kZ8XXo1T3pCYLUmuUCD1ajw36O2vhalNaWi72XE7CmtW0vDpPf+KUX+aO2PJX2O5J4rNsfF2Yqzoj456h0u5eUw6mNGBB/pMcpjuHRhGgwYFlRycnLQr18/l+P9+vVDTk6OKZ0KRPhBI7c8F7+e+VWz/Ih2I5QjEdzw6OdTkyudE6nedWhUzpafxdrDa8FxnCjniDuTurt4a2J2537LXcMKKmo+F0oTIft7sMKvNAQ9EGGfv6jwKEErcLbirOhcVV2V4brbJDVs4ikNg5bC3z8tbYPi76Px7EsnDS2N5dnysyJhXK/PmNL7G4zaTkIeqflUdM7HpnorMCyotG3bFp999pnL8WXLlqFdO/3heIGOks9C1vwsXPjOhdhxZofitQ9f8jDsYXZF1bO7Cb30mn/UHnKeXv/thaGLh2L5vuWi497cPp7X/ACwNDmd0fBkpWvYiVLtN9SbVEw6EbHe/kBgqfelZiv2GWRt7LzQYYSpvabi0zGfYsalM1TL6daoROvPpaIWwqwl2JytOCsK3dbtM6bj/SWCG7XFJjuvuKOh9EcM51F5/vnnceONN+LHH39E//79YbPZ8NNPP2H9+vWyAkxjgR/EeDv2qr9W4YLMC0RltGyJsRGxKK8td2vilNYnncTY1aQejUpOeYN27JPdn2BE2xHCcTNCSvXCTm4FVQWWaRQKqgpQ56wTmc60kPuNWPOa2iQiF+0lV6f0b97bn9+GIZBwCc2PaYpDhYdwtuIswkMakkZe0vwSt1TVUeFRmNBNe28buQzNcvDPndSpXeu9ZB2gAXmhXhoWr9fXTXCsttlU1f48waLyJ+QR+aio+CtKHW0DFcMalbFjx2Lbtm1ITU3Fl19+iS+++AKpqanYvn07rrvuOiv6GBAYVRMDrio6d/ZyYQUSdzQqWupiPXZ3q2AFB7PbNbp3ihSRj4pMVFL7FPk8GoCyU6yWRgUIXPOPUg4hX5gS3fVl0RRUpBqVv/8+V3EOk1ZOwsZjG1XrM+rc7mL6ofDkRoNcdmeeiNAI/Dz1Z6yfvF4UPh/IGNaoAMAFF1yAxYutzW0RaEgHndwK7dWOXH6TI0VH3Df9qKwY5fJYVNVVoay2TPVhNmp3t4qzFWfRDd0sqz+vIg8ZcRmK5/WEJ9tsNuy+eze2ndqGazpeo1gXa9JiUTIdsMKonk34/JEBWQPQO6M3shKyADB7U1WcRbP4Zl7pg9GoLCnuCipP/fAUFu9ajMW7Fgsp/WXL6xTajDrDE8GHkrAKNIwX/Vq4+pEGMoYFle+++w6hoaEYNmyY6PiaNWvgdDpx1VVXmdY5f4bXRESFRaGqrspVUNExiMTb42EPtQsZMI3kN5FbPenVqMRExAhmprPlZzUFFbYtXw2OVq+8jeTCyavIE5U/WXJS+Nw1rSu6pnVVrUNJUJH2Qc6xNFBzJISHhuPXO847mctlZbba50avNkopH45cGLv03ZDLeJxfJR8tpCTYyMHWazS9ABF88M+A3ojTQMew6WfGjBmor3d1bOQ4DjNmqDuzBSNK28LLTaxS4UKa/tudAYhdVbMrRulqW6r21tsWm0bcaN88RcvebyZ6v5fUPFdTV4Pfcn8DoD+8VMkrX7oLqpFrAwGbzWb4+TMTflfbqLAo1XJKwqCmc6zkPP/M8j4lgGtYvHQjSiVyyhp8xuqd9bo0KoHkaE0YJzEyUfA/aQxO1YYFlYMHD6Jz584uxzt27IhDhw6Z0qlAQk+oqRrsoOipSldtEjPLR8BXL4XZE5qeKB452E0FnZxTJFzwDshasIMMACFUVwlW6FTSxgQavvBR6du8L+YMmoMFwxeolpO+R/xvpfWMlNSUiFa3/DPLvuPsRpTSZ1qt/pu+uAkAcLDwoKKPGYUnNx7YxJ1qbgbBgmFBJSEhQXbzwUOHDiEmJsaUTvkbC7YucNlvhl8JKQ24lY5KxfqUHGAzYht8JIqri91S56lNYvxDzbctPOQKQhG/H40UX/qoWAHvsKs1CfGTAG8WqOfqUVBZ4FZ4qc1mE/1WRsw57CQayKtmaXZawHqfG5vNhscvfRwDsgeolouJiBEJj2pO7moCb3ltOSodlSJTUkFlgfBZKmgY3dKC9zEjGif8uMGP4dd0uAZ5j+YFlO+aXgwLKqNHj8aDDz6Iw4cPC8cOHTqERx55BKNHjza1c/7AyZKTeHDNg5i0cpJsLg8jKmy5FQ878RhR58nWpTLh9crohcGtB+O2XrcBOC/UKPWbrYsVuvREClmBVStv/v7r1ahEhEYIifWM+BgotSv9rHldgPqoSDG635S3EQmSzDOi9ey7OJ+XnxVFr7Fat6q6KpFGTu/zwwpS/P1bf2Q9Jn85Wdf1RHAgjfzJjMsM6G021DAsqLz88suIiYlBx44d0apVK7Rq1QqdOnVCSkoK/vWvf1nRR5/C2pD5aJytp7biiz+/AHBeC3K2/CycnFO0EtOjFZGmOzZq/mFX1eyEx+4bAzRMsGsnrcU/r/ynqKzSRMF+D7Yv3lzF6bXfe1K3MGEaqJ//jXLKckQTF7tBnd46ACApKkk0mant/xJspp8KR4XsTtS+hr3P/DNSU1+D0ppS1euk7630b97XhId97s5V6N85XbqaHvzxYHy+73PhfDCuqgkxjcmp2i3Tz+bNm/Htt9/innvuwSOPPIL169fjhx9+QGJiogVd9C1yuTz6vtdXOJYWkwYbbKjn6pFfmS+arNzJpeKJn4o97Pw+Ilo7q6qFtwHigU5ulehtrGpTz8o+tzwXj659VPhb6Td66cqXdLfLToQhthBZp2oeJWGU3cwv0IiLiBOy7LqzhYHVsJqr6PBoUcp/NeS0bKzALX0v2cUMb07Ug5ZGlAh++GdUbbuOYMGwoAI0TGJDhw7F9OnTcd999+Hyyy83u19+iZyzZHhouGAKyC3PFU0qSsIGKwRIs8nyGhotQcXT5E5aPipqETe+GBzzKvIsSQetZ8B/fuPzwmc1rZchE46kLP+7A1Dcswlo0L7w+OMErxfRLt4y+WJ8DRupA4i1aCzS99DTBIm6nfA13l8i+FFb0AQbbgkqjQl2wpYOUjx8orCcshzVnCNywoXU58Cw6Uei4mV3Z1XDyIrMHzQqRlabRpCa7uSQhmjz1+iN8pFDasJh/w4PDVfcOZo1CwX6JCWYL/wwakH6+/DvuNY991SoVxI+h7VpyFt1R+87RP1TeheDedIiGggWfzU9kKBiAKVBSkm44P8uri7GPd/eg59P/uxyrZmmH/Z6LYyk0deyu1uFtF9manL4uvn74HA6UFhVKFtWSaiQJvgy4hegJqjYYBMNQkr1Brra358dakW/h82mWziV/ia55bmGnM8VBY+/n4H+LfoDII0KETz+anogQcUAcoOUDcqmAH7QmvW/WXjr17ew9dRWl+vZCanOWXe+LjdXmXqlbDbEUSvRmDSlv89ClC2Y0CJCIwTthZLGjBUmq+uqTUlhLhJEYFMVXJTwxwneCNKIK39yAFUTTllchGmp6UfhXWF32gaMO0ZKNaLBsvkcoZ9ATv5oFBJUNJAz5Uh32WVXW3K+HVIBh1XLsir+c5XndE2CeRV5eHrD07Ln9D68MRExiAmPUWxLzQcmWJK+AX/7BWmo9aUO0mYIKlqCiR5BxR+jZYzgz1ELUoFfqlFxck4MXzwc93x3j6gcm9ANUH5XpO+p3gR4QmZfiTN8Y1pdEw1In1F/EvTNhgQVA/CDlN7VllwKbSlswrDc8lxFpz2We7+7Fz+d+AmAqy3ayIClFfmjhK8mFqvU3FpqfamDtNk+KhWOCpEzLWtqkINX//P/ByrSEFt/gv19OI5zeS/35O3BmsNr8OuZX2Wv59GTpwjQDpOXam6kY470vQ/mSYtoICkyCeEh4b7uhlfQLaiEhobq+hcMfPPXN+izsA/uXHWn6Dg/KOg1BfB/q+3Ky3KuQqxRUbJt/3L6F8U6jKgDtRzypPCaJG8JKrxWh3cgNVOTw2qM9AiHPKwwWVxdjCrH+Y0DjTgwxkbECp9ZLY20T3L1rrxxJWZdOQufjftMd3v+CP8deSdmf3IAZaPxCqsKXbRu7O8HuG6DwH8X6X4+PC7Oujqj/XjYiCmO41z6QwQ/0r3ighnduydzHIesrCxMmTIFvXr1srJPPqemrgY7cna42H35iUxkCqg4i57pPRvOS1bY/IQuTUcvXe082vdRvL3jbUzvP10YgGrqa1BSU4LEyESX/qXHpuN4yXHZvt/W+za8+L8XMbTNUI1vaVz13jSmKU6XnbZ8Beyod+C1ba9hZ85OAA3f90zZGdMEpHpnvZCwD9DWqEjzYCRGJgq7XpvRJ1b4AcQreDmaxDTBzMtmetyur1HTGvka9t0XaTr/fkZCbeJFWVJUEqrrqoXcNk1jmyK3PBdltWWy22lItax6tXTCFhix4nHCn4Q8wns0jW0YkwH/EvTNRregsm3bNrz//vtYsGABWrVqhalTp2LixIlISpLfEyaQEcKNJT4nFY4KlNeWu5gCWC0Iu7LhtSJaatiXh76MWYNmITy0QY2XYE9ASU0JcstzZQUVVkMjrTs7MRvFjxfrWmGpZaeV0+akx6bjdNlpYRVnlXr5410fuyRYM1NQ+eavb4TPNpu2j4oUPpfK8ZLjurQwWpyrPCcyBZTXlvv1JG4WejWNvoY19+VX5sNR73DdCR0Nq1t+0oi3xwt7dsm9X9LvnhmXCUCfVg8AIsMihXEi0J2qCfdpLA61uk0/F154Id566y3k5OTg4YcfxsqVK9G8eXOMHz8ea9eutbKPXkdY3Ujyosgdyy3PFQad0ppS0eqp0lGpGVHDwwspgHaIMrsak9t/KCEyQeT7ooRRHwG+X1an0T9adFT0t9mhmFV15801Iv8DAz4nctd4IriJTEEVYlNQsPobBIowVlRdhJToFE3Tp0uIucrutrERsaLfnB9D8iryZDONqpmPpGHyfPtE8NNYnKgNO9NGRkbi5ptvxvr167Fnzx7k5eVh+PDhKCyUz0ERiPCDRk19jcueOdLJsl+LfoiLiENUWBSABr8FaXmjm/hpCSrsxlP5lfmG6mYR7OI6Q6HZzdDMNP+cLj2Na5dei3VH1jX0S7LaNGq/10K0J1J1kUgw1eK7m74D4Hm+G0B5T5/i6mLRAFRTVyNbLtCR7lLszwJZiC1EeG7knhPpjtiAuu8Tm4UaaNiVO9QWCg6c/l2U3XSGJ4KHQBH2PcWtqJ9Tp07hxRdfxJAhQ3DgwAFMnz4d8fHxZvfNZ0SGRQp+JdJVNvv3wOyBeLTfo7KDFI/cIKK12pGbBPMq8gQhiA2PluY4MQKvbj5Tdkb3NbwQYeQaLWasn4GvDnyFIR8PAeCqzuT7ebb8rCn7WrB7IrEaMa3tBEa0G4Gr2l0FwBxBRW01xObZCORU+Vr4s/lH6qOm9ZzwzynQILgI5hwFTR373UNDQgXBQ02zxwpzZjyDRGCj5gYQTOgWVGpra7Fs2TIMHToU7dq1w86dOzF//nycPHkSc+bMQViYbneXgEBpEmcHhX9c8A9hYzXpgMurdd0ZRKQDUKWjEk3/1RRJc5PAcZxhDY0SakIHr0qW+roYtaXroaRavFGbNE9Nk5jzq00zJm3RtgjlOcL9LqstQ0WtvtwkZoQo39brNgBAt7RuACA8S4BkU0g/TDFvFv68IuzRtIfob9bcJ/cOSr+L1kLASHm59ig7LeHP74+Z6BZUMjIy8Pjjj6Nv377YvXs3PvzwQ1x++eUoLy9HaWmp8C9YUJrEc8rkBym9adb1IBVU2MlZalryBFZTIefrAhgffD3phxKhtlDhnpjZLtDgVxQXEYfo8GgA+gUPObW+Ub+Apy9/GkvHLsW6yetEdUoJ5olIpIXwM7+KZdcvw5WtrsT3E78HoG2CVDJZ6t2awYgJUtof6ZgUzKtr4jz+rJE0E92CSlFREU6cOIF//vOf6NChA5KSkkT/EhMTgyoCSElzoLS6Vdpt1QyNCrvS9mQFLyUtJg0hthDUc/WCCam6rhr//fW/OF7cEP4sTfXOD45mCgysMOSod8iXscDkBADzBs8TJVgz6ljsiRARHhqOG7veKORCUBJUzNRe+Rv+vCJsldQK6yevx/C2wwEY8zmxweYigLM+SdKkfuz1et9xKxYNRGDhz++Pmei212zYsMHKfvgdwoRc7qpR4WFXgFLJlp3IWie1Fp3TWu2oTYJmDkphIWFIi0lDbnkuzpSdQXpsOv61+V+i9PzSyVPL7u4OqdGpwmdZnx7G3m/G9+c1XG2T26JHeoN6Pz02HYeLDstOQnx59vd2J1JIC+m9vrTlpfjpxE+4scuNprXhbwTSilC0VYZES8qBcxFMpH9nxGYI4cuAcoiy2jPOPoNsefYdAuRNRUTwwT5DZmrb/Q3dgsqAAQOs7IffoaQ5yC3PRVKUq+bIZUKPVR50lMws0rZ5QYUddE6XnjZsSlIjMy4TueW5DRN0BrD55Gbx+Vj5wddMgYldaZ4pOyP7/fh+mKldkBM09QoefPnquurz9Xmobr/zgjvx5f4v0TWtKwBg1YRVWH9kPUa2H+lRvf5MIK0I1RYQbPZaoCHbrlRQ4fMQAQ3vtPS7yz2DG49txKoDq1BT7xr5xdd/uuy0SFAZmD1QpIUlghertO3+RnB5wJqI0oScU56jS1BpFt9MuF66uimoKlBtm69LLqeC2WrezLhM7MzZKdSrZ1Uo7cdnez/DjHUz8PkNn6N3Rm+P+qP0/axWc7ubwtxMhrcdjh3/2IF2ye0AAImRiRjbeazp7fgTgRS1oCbMltaUip6JgqoCRS0rX17Jp4UVxgcuGqjYH/6dKKwqFHIDLR27FDd0ucHv7yVhPsHsy6bbRyUkJERzn59givwRBiXJCv5cxTnZEFnp6qhZXIOgwqp6ebQeqNToVITYQmSjXKQT9S09b1GtSwup5kdNUKlz1smafm78/EYcLT6KkZ+6t/JnNSiKERJx8qY4s9BjymEHf3uY3WVrBDPondEbcfY47YJBQiBpVFhhlt+fiIVN2phfmY+UqBTRpnFR4VHC55zyHLFvltNhWBhPjEwUVtT8OGWz2UhIaaQEsy+bbsli5cqViuc2b96M//znP0FlF+UHDX7b9ojQCNQ56+DknILwIJfTQHp9fmW+i9pWS0UXGhIqpI0/U3ZGJCycKT+DlOgUAMCUHlPw/uj33fl6AtJVonSTK6n/CF++vLYcZTVloknVDIn+TNkZl8mLdUw0xUfl7+eU/f3UIi6Unuv02HQUVRfJniP0wT7b7AaP/gjvWF5bX+uSCFIO3reK35eLNTXmlOeIcuXklueiY2pHAA3vWb2zXja7NPvM8vUfKTpCDrWEpqY+kNGtUbnmmmtc/nXo0AEffvghXnnlFYwbNw4HDhywsq9eRTpZhtpCVTNTpsWkiQai5Khk2EPtsuX1SL6CRqZUrJFhTUkx4TEer56kAoA0hwk7WOaU5SA2Ihbx9njRNWailNPFivwtLEpqfTV/okByBPVX+GcJ8H8bO5sIUkko5995HqVnpLi6WPTuchwnjCFOzqk7kSP/XvCbIRKND95U3LlJZx/3xDrcykx75swZ3HHHHejevTvq6urw+++/Y9GiRWjZsqXZ/fMZUeFRSLAniI6xicGkhIeGi1Lbh9hCRM5uLCU14gRncvA+LtJrrfBR0VsvP5FIwyjlNk40AquxkOtHcXWx0GZeRZ5iCLMnyDlKrjuyDglzEvDB7x8AcM3zoZX/hdCGnawDQXWtZSJUiuThWTB8AZKjkjF38FwAwLtXv4sbutyAcV3GCVF4gP57Ia3f33LRENazdtJa3NPnHnw1/itfd8UyDAkqJSUlePzxx9G2bVvs3bsX69evx6pVq9C1a1er+udTpCmxpYOQ1sQlJwTERcRh+bjl2m0rRA2dKTsjax93FyN5UfgNF6Xfy8wJW64fOWU5ouy0Vuxtwt8H1gfp1q9uRYWjAj+f/Fn2GmlEFOEZgaAV0MrnoxT9xzPt4mnIn56Pnuk9AQC39b4Ny65fJqTr11o4uIw59Aw2erISs/DGyDfQNrmtr7tiGboFlXnz5qF169b45ptvsGTJEmzevBmXXXaZlX3zOVLBhDfHKKElqIzuMBrFM4oxot0IzbZZjQqrcahz1gkbEZrhNCdkp/3bLq7Hz0j6vdj74qm2Qy48Oac8ByG2ENOSvsnlRUmNTnXZFE7LWZb/jaR1EcGLliCh5ozOv69q763UBMmaxuRgn0GCCFZ0O9POmDEDUVFRaNu2LRYtWoRFixbJlvviiy9M65yvkQ46moJKrHx51nyjtGOuFCUfFWl9nsJnp2WdhFlssKFZXDNxoiqJ4ynrcJtTnoOWCe6bAAuqClx2Cy6tKRXaPVV6yhITAe/AfLrsNM6UnUGz+GZoFt8Mu/N2K15Dph9zaBLdxKPNNb2JWjQf4OrbZtSPSfpuZcRmCM+/HPQMEo0B3RqVyZMn44YbbkBycjISEhIU/wUTLiHHGqsXpd1Tlfb60FOX3MrNTD8VfoJWq3fVhFXISsjCJ2M+EfdNJlRYTrDSQqpBYf1EmsY0xctDXha3a1GEg9QvSCqYSlfCWoIroY9Ammz53/xU6SkADRqP14a/hp9u/QkAGnZThw1TekwBYPy7SZ9xrVB1Fx8VCk0mghDdGpUPP/zQwm74J9K9ODQnLokg44mjm8j0I5nIzZ6oM2IzcKbsjGxqcADoldELxx48JvytJjCYoe3h67205aX48ZYfhfss1+7SPUvx3m/vYcnYJS5pxLVQEjz4SUgrxwf7e5uZLbixcUnzS/DH2T983Q1d8L85/4zYYMP9F98vnM9OzEbFExVCfhOjgorUUV06Zkif2UAS8gjCXYInQ5sFuJh+DGhU5P42Aj9pFlcXC06sPEqDmLtkxmViR84O3QKQmq+IGUIUK+ywA7NcsrkJKyYAAB5e8zA+uu4jXfUr+eE0j2/e0P7fWiHewVEJpU0ECWPMGzIPNfU1mNhtoq+7ogn/XqppSdnEbuwYUFtfq1m/1EdFSwAOpIR5BOEuJKiooBVqKEW6Zb0njm7x9nhEh0ej0lFpeTInVlMhTfjGJ7yTK59TluMy6btl+uH0aYzUIpT25O0x3K4Uqf+BdJKQCoZaggyhj3h7PD645gNfd0MXvDCrF9YhW09CRKPmzTh7HOIi4mRTJhBEsOBWHpXGglQwSYlKcUnopFS+zlnn0WrHZrOpOtSaiVpWVjkHW758haMCZbVlogndTNOPFLVBnFfFa1FSXaK4SpWq9fVgxZ4/hP/SNLapbod4QKwR1CN8aKXpl0O6QCKIYIMEFRVYQaPCUSFykAVcB4Um0ecTvp2tOCusdoTyBh3dlJK+uVufEqxzrB7tRkxEjJAMT3reTEFFKU+NXJ/0RI38kfsHEucmYsqXU2TrF0w/Br4DhYc2LsJCwkQmPyPvoJ5otfTYdITYQlDnrFOMwpNCfipEsEOCigoxETEux9QmptCQUEG4uSDjAs3yWgiZbS3WqKgJAOO7jpe9RmnTRnfMVFINR4WjQrXNc5Xn3MrX8u+t/wYAnCg5IXue1WDp3beKJonGh7vRXnoS2oWHhguC0KnSU4byGhFEsEKCiga89z6P1iB15IEjODf9nLBxoBkOtWbmTZFDTlAZ02kMih8vRnZituo10r4ZmeSlaEXtpEanCnsR6U2IxaL12/FCZYWjAiU1JS7fQ271TJlBGx9Wa9F4zZ5eEyQJKkSwQ4KKBtLJTWuyiwyLFE24ngwiUmEgLCQMoTbXHVU9hR94z5afFVZ9obZQJEQq58VR0j5UOCpUE1SpoZUTQrR/UqlrrhNpojgpUkdIaf3R4dGC86NeLRZNEo2P5nHnnyM9PiEXNbvIWP0qgoqcf5Vc9luCCCZ8Kqi89dZb6N69O+Lj4xEfH4++ffvi+++/92WXXJCunkRp03UMCuyK26ijm9SZNtQWKraPm+Q4lxqdiojQCHDgdJtuWsS3AACcLD3pcs5dDZAelbq03eSoZOGcVt+1UuID2n5BSuWJxoPR3/yz6z/DqPajsGHKBl3leUHoVOkpF8GkqKrIpTwJy0Sw41NBpXnz5pgzZw5+/fVX/Prrr7jyyitxzTXXYO/evb7slgijGhWX6z2YyPhr2QnYiokxxBYifC85wUMOtVWfUZ8aXiMTb49HTLirX5Bau6ywaCRaRwmRpkgySVTXVbuUp0mi8WF0DMhKzMKqCatwRfYVusqrvVtywjg9g0Sw41NB5eqrr8aIESPQvn17tG/fHi+99BJiY2OxdetWX3ZLhIugYlBQMMP0w+cykUYdmUmLhL81FSX6BBW+vNyqz928LzabTTNPBa9RkRWQDGpy5DRSRieJS5pfAgCWmOQI/8SXPipyuVhoKwci2PEbH5X6+nosXboUFRUV6Nu3r6+7I+Bi+jE4KJghqLCI7OMm2qPVNBVq5c00/QDnBSBAXZCQa1dLo6Inzb2aA7Ocpig5KhlnHj6DvOmuoaREcMIK01b4hMgJKh1SOiA6PBoP933YpTw7TrizrxhB+Ds+z0y7e/du9O3bF9XV1YiNjcXKlSvRuXNn2bI1NTWoqTnvMFla6p7TphFaJbYS/W10UGAHNaP7wUSERrjsLGs0M6Ze1HxO1MrnVeQJTqwJ9gSU1JQYN/38fV9s0KFRSRBrVFhHXlNMP4yPijRFfkFVgew1RnfIJQIbdrHiruO4Gqygwm9KOH/4fAzMHgh7mGvCSfaYGe8AQfgbPteodOjQAb///ju2bt2Ku+++G1OmTMG+fftky86ePVu0U3OLFi1ky5nJyPYjMbLdSEzvNx2AeFDQMyGzSePOVRjfyl6qVWE1DmbCD456s2EmRyULodvCbsMGHVFl+xGnLqgIGhUZE5UZgzQ7SbgbZk0EN2x+pTpnnen18+98TX0NCirPC8dyQooUMkESwYjPBZWIiAi0bdsWffr0wezZs9GjRw8sWLBAtuzMmTNRUlIi/Dt5Ut/q3xPCQsLwzU3fYN6QeS7n9AxS4aHhwmd3JlJRlJFE42BmumxeQ6K3bpvNdl4L87fQYEbeF5HpR0atzreZU57jcv+N3l+5+r21bQER2FiZqt4eZhf23GJ3aVZj2fXLcG3Ha0U7ORNEsOBzQUUKx3Ei8w6L3W4XQpn5f77g3avfxWUtL8MDlzxg6Dp3BBWpAOGJKUkNd0xK/DVnK86K/vZEs6HVj7SYNISFhMHJOV2y4mr6qOjQkPCC4bnKc6ipV8/LQjRevOVQq/cdv6HLDVh540okRiZa2CuC8A0+9VF54okncNVVV6FFixYoKyvD0qVLsXHjRqxevdqX3dLktt634bbetxm+Tm4nYi2kggprClLymXAHd0xKUqGiZUJLAA2RCTV1NbpU1cB5AYLV0igRGhKKZnHNcLzkuEvEEa9l4bPXalFbX+tyjN94sqa+RojyubHLjYgJj8HtvW/XVS8R/DSPb26pP0jz+ObYmbPTsvoJIpDwqUbl7NmzmDRpEjp06IBBgwZh27ZtWL16NYYMGeLLbpmO3olTDqkphE3pb+ZAySd9M9Q3iVCRGp3q4rdiFFb4kctbwpaROv46Oads+KYScuHGNpvNZRflJtFN8N4176FvC/+JRiN8i9UhwVq+WgTRmPCpRuW9997zZfNeo3dGb2w/vd2ta9U0DGb6UYTYQtA8vjmOFB0BoC/s0iUlPRo0IgcLD+JkyUm0TmptuB+s6lrp+6mZmE6VnlI0H0nV6OW15bLlmsU1w5GiI5bvsUQELlYnWdPa7oEgGhN+56MSjCwduxQDsgbgmwnfGL6W1ahIfSzMVj0b9VORMxfx5h+lHYrlYAUIPZlmVZO+mSC8qUUWEQSgvoAwpX6LovsIIhDxeR6VxkCrpFbYeMtGt65lhYequirRObNXWUYHX7lVnzuCinC9JLJByZGQNf3wwltEaARq62tNEd747yC93wTBc0HmBZbWb1W+JIIIREij4uewPik8G6dsRMfUjlg1YZWpbRkNfZYTbIwmjpPDHqruhCtN+gaYE3HEwwsqPKR2J6Rc2epK/Hvov/H1+K8tqZ8EFYI4D2lUAoDEyEQUVxcLfw/IHoA/7/3T9HaMalT4pG+s06snGhWhHwktcKjwkOJ51jTDt8f715wqUxZU9CZwkwoqBCHHQ30fsqxuqbOulXlbCMLfIY1KAGC1PZzH6CpOLpxY2NzQgEaFDU8GgDZJbVTLyyV94495IiDxkKBC+Jqo8CikRKX4uhsE4ReQoBIAeMuxztNcKja456Py/aHvAQD7zjVsnfD2qLfROqk1Xhv+mmx5NukbH2JspN3+LfpjWJth+O+o/8qedzH90GqW8AFk/iGIBsj0EwB4K6cCOzA6nA5d10iFG16zUVpTipLqEiREJmjWsf7oegAQElxlJ2bj8LTDiuXZpG98CHF2YjaAhtwojnqHaOsCHt45NzYiFqtvVk4qmBiZiHh7vCUbzhGEXlomtMQfZ//wdTcIwueQRiUA8JZGpUl0E+GzXDI0OaRCVExEDJKjkgF45lCr2a5ktZkWkwZ7qB1OzmmJQy1BeBv2GSSHbqIxQ4JKAOAtHxV2MNSbQ0RuE0Gj5p8rsq8AAIzrPE5XeWm7QEPCOr7d4yXHddejBAkqhK+hZ5AgGiBBJQAY1HqQ19vUq5WQG0yluyprwWtHLm52sc7eAS3jXdsVBJVidUFFz+qUrZ9Ws4QvIEGFIBogH5UAoHl8cxy47wAS7Nr+Hmahd9dWucHU3RBlIwIB75MiXAsbshKyVNvVG54M0CRB+B56BgmiARJUAoT2Ke290k5cRBzKast0l2cHU37vHP6YlT4qWYlZisfI9EMEA+wz6OScPuwJQfgWMv0QIlbfvBqJkYl4b7S+DSPj7fHCZ97UY2ZOEyV47YncMTMEFVYQovBkwhdkxGYIn3PKcnzYE4LwLaRRIUT0a9EPhY8VuuWXwQsIRk0/RkwyPKoaFQUfFd6cpUfwII0K4WtCQ0KFz5WOSh/2hCB8C2lUCBfcdR7t0qQLAPFePEZU1kY0F7ERsaLMnTab2EfFU1V5ZlwmQmz0ehC+ZcHwBRiYPRA3d7/Z110hCJ9BIzHhMfvv3Y+XrnwJMy+bCeD8JO9wOpBbnmtZu1KtSrP4ZrDBhpr6GpyrOOdR3WEhYcJ+KxT1Q/iKaRdPww9TfkCcPc7XXSEIn0GCCuExHVI74InLnkBsRCyAhkmeDznWChX2BKmfSkRoBDLjMhvalfFTMWpiIvMPQRCE7yFBhbCEVomtAABHi49qltUbCi2FDVHmzUZafiqAfg0JCSoEQRC+hwQVwhJ4IeJokbagwmPUxGJ15E+n1E4A4NX8NQRBEIQYivohLIHXqBwrPmZZG7KRPwnaGhW9TLt4GjLjMjGm0xiP6yIIgiDcgwQVwhJaJek3/biLrEZFJembkfBkAEiITMBtvW/zoIcEQRCEp5Dph7AEQz4qbuRRAcQ+KtV11QDcT99PEARB+CckqBCWwGtUTpScQL2zXtc1RjPAJkYmCp95wcRMHxWCIAjC95CgQlhCRmwGwkPCUeesw+my05a0wTrfRoVHAThv+imuLkZxdbGovLuaG4IgCMJ3kKBCWEJoSKggNBiJ/DHK9xO/x70X3otbet4CoCFjbVpMmmq7lMCNIAgicCBBhbAMvX4q7uZRAYDhbYfj9RGvIzIsUjjWOqk1AOBI0RFR2YOFBwEA+87tc7s9giAIwruQoEJYhiCo6NSomKXpUBJU5v48V/Y4QRAE4b+QoEJYBh+Vc6zkmFfbbZ0oL6iEhVA0PkEQRKBBggphGUIuFQ2NitlOroJGpVgsqDx8ycMAgMk9JpvaHkEQBGEdJKgQlmEklwpgPDxZiTbJbQAAhwsPi46H2Boe9+TIZFPaIQiCIKyHBBXCMniNyunS06ipq/Fau7xG5XjJcdQ561zOU9QPQRBE4ECCCmEZTaKbIDo8Ghw4r2aKzYzLRERoBOqcdThVespr7RIEQRDmQ4IKYRk2m+28Q63K5oSehCfLEWILEcxOFOFDEAQR2JCgQliKET8VM00yciHKZgtEBEEQhPWQoEJYSpukBsfWQ4WHvNquUi4VwDynXYIgCMJ6SFAhLKVtclsA/iWoEARBEIEDCSqEpbRLaQdAXVCxYrNAXpNzuOh8iDJtSkgQBBF4kKBCWAqrUXFyTtWyZppkVE0/FJ5MEAQRMJCgQlhKVkIWQm2hqKqrQk5Zjtfa5XO4FFYVori62GvtEgRBEOZCggphKeGh4UKIsjf9VGIjYpEWkwZA/6aIBEEQhP9BggphObyfysHCg7LnrQob5s0/vJ8KhScTBEEEHiSoEJbTNklf5I/ZviPtkv8WkArEAhKFJxMEQQQOJKgQluOrEOX2Ke0BAH8V/uXVdgmCIAjzIEGFsBxN049FYcOCoFLwl6XtEARBENZBggphOaxGRU5Y+HL/lwDMN8lIBRUeCk8mCIIIHEhQISwnOzEbIbYQVDoqkVue63K+nqsH4CpQeAovIOVX5qOwqtDUugmCIAjvQIIKYTkRoRFCiLKS+QcAdubuNLXd2IhYZMZlNrRboNwuQRAE4b+QoEJ4BT0Otc3impneLm/+OVh4kMKTCYIgAhASVAivwIcoq2k2nr78adPbbZ/s6qdC4ckEQRCBAwkqhFfgNSpqpp/kqGTT21VyqCUIgiACAxJUCK/AmmCUsCIahxVUKDyZIAgi8CBBhfAKHVM7AgAO5B9AvbPea+3yOVz+KvhL8FGh8GSCIIjAgQQVwitkJ2YjIjQCNfU1OF5y3Gvttk5qjRBbCCocFbKh0QRBEIR/Q4IK4RVCQ0IFM8z+/P2yZaxwco0IjUCrxFYAgAMFB0yvnyAIgrAWElQIr9EptRMAZUHFKqQOtRT1QxAEETiQoEJ4Dd5P5c9zfwrHvOHgygsq5bXllrdFEARBmAsJKoTX4AWV/QW+0agQBEEQgQcJKoTXEAQVJR8Vi6JxOjfpbEm9BEEQhPX4VFCZPXs2LrzwQsTFxSEtLQ3XXnstDhwgh8dgpUNKBwANmwTmV+Z7rV2poELhyQRBEIGDTwWVTZs24d5778XWrVuxdu1a1NXVYejQoaioqPBltwiLiImIQcuElgAa8qkA8Mr+O02im1iS9ZYgCIKwnjBfNr569WrR3x988AHS0tKwY8cOXH755T7qFWElHVM74kTJCfyZ/yf6t+zvlTZtNhs6N+mMn0785JX2CIIgCPPwKx+VkpISAEByMq1+g5WOKcp+KlaGDfOh0Va3QxAEQZiLTzUqLBzH4eGHH8all16Krl27ypapqalBTU2N8Hdpaam3ukeYhNSh1lv775BDLUEQRGDiNxqV++67D7t27cKSJUsUy8yePRsJCQnCvxYtWnixh4QZaEX+WAUJKgRBEIGJXwgq999/P77++mts2LABzZs3Vyw3c+ZMlJSUCP9OnjzpxV4SZtCpSYMJ5mjxUVQ5qrzXLmP6cTgdXmuXIAiC8Ayfmn44jsP999+PlStXYuPGjWjVqpVqebvdDrvd7qXeEVbQNKYpkiKTUFRdhP35+9G9aXfhnJVhw83jzwvAh4sOW9YOQRAEYS4+1ajce++9WLx4MT799FPExcUhNzcXubm5qKry3kqb8C42mw3dmnYDAOzO2+2V8GS+XZ595/Z5pU2CIAjCc3wqqLz11lsoKSnBFVdcgYyMDOHfsmXLfNktwmK6pTUIKnvy9vik/diIWJ+0SxAEQRjH56YfovHRNa0hqmt33m6vtrvt9m14ZsMzeHnIy15tlyAIgnAfvwlPJhoPrEaFFVatzm9yUbOLsPrm1doFCYIgCL/BL6J+iMZFl7QuAIBTpadQVF3k494QBEEQ/gwJKoTXSYxMRIv4hhw4e/P2+rg3BEEQhD9DggrhE+T8VGhXY4IgCEIKCSqET+D9VHaf9a5DLUEQBBFYkKBC+AQ2lwpBEARBKEGCCuETeNOPr3KpEARBEIEBCSqET+iY2hGhtlBUOCqEY1aHJxMEQRCBBwkqhE+IDItEu5R2vu4GQRAE4eeQoEL4jB5Ne/i6CwRBEISfQ4IK4TN6pvf0dRcIgiAIP4cEFcJn9ErvJfqb8qgQBEEQUkhQIXwGaVQIgiAILUhQIXxG09imSIpM8nU3CIIgCD+GBBXCp/TK6KVdiCAIgmi0kKBC+JSeTXsKnymPCkEQBCGFBBXCp5CfCkEQBKEGCSqET+md0Vv4zIHzYU8IgiAIfyTM1x0gGjedm3TG6A6j4ah3IC4iztfdIQiCIPwMElQIn2Kz2fDV+K983Q2CIAjCTyHTD0EQBEEQfgsJKgRBEARB+C0kqBAEQRAE4beQoEIQBEEQhN9CggpBEARBEH4LCSoEQRAEQfgtJKgQBEEQBOG3kKBCEARBEITfQoIKQRAEQRB+CwkqBEEQBEH4LSSoEARBEATht5CgQhAEQRCE30KCCkEQBEEQfgsJKgRBEARB+C1hvu6AJ3AcBwAoLS31cU8IgiAIgtALP2/z87gaAS2olJWVAQBatGjh454QBEEQBGGUsrIyJCQkqJaxcXrEGT/F6XTizJkziIuLg81m83V3fE5paSlatGiBkydPIj4+3tfdCVroPnsHus/ege6z96B7fR6O41BWVobMzEyEhKh7oQS0RiUkJATNmzf3dTf8jvj4+Eb/EngDus/ege6zd6D77D3oXjegpUnhIWdagiAIgiD8FhJUCIIgCILwW0hQCSLsdjueffZZ2O12X3clqKH77B3oPnsHus/eg+61ewS0My1BEARBEMENaVQIgiAIgvBbSFAhCIIgCMJvIUGFIAiCIAi/hQQVgiAIgiD8FhJU/IzTp0/j5ptvRkpKCqKjo9GzZ0/s2LFDOM9xHJ577jlkZmYiKioKV1xxBfbu3Suqo6amBvfffz9SU1MRExOD0aNH49SpU6IyRUVFmDRpEhISEpCQkIBJkyahuLjYG1/R59TV1eGpp55Cq1atEBUVhdatW+OFF16A0+kUytB9do8ff/wRV199NTIzM2Gz2fDll1+Kznvzvp44cQJXX301YmJikJqaimnTpqG2ttaKr+111O6zw+HA448/jm7duiEmJgaZmZmYPHkyzpw5I6qD7rM2Ws8zy5133gmbzYb58+eLjtN9NgGO8BsKCwu5rKws7pZbbuG2bdvGHT16lFu3bh136NAhocycOXO4uLg4bsWKFdzu3bu5G2+8kcvIyOBKS0uFMnfddRfXrFkzbu3atdzOnTu5gQMHcj169ODq6uqEMsOHD+e6du3Kbd68mdu8eTPXtWtXbtSoUV79vr7ixRdf5FJSUrhvvvmGO3r0KLd8+XIuNjaWmz9/vlCG7rN7fPfdd9yTTz7JrVixggPArVy5UnTeW/e1rq6O69q1Kzdw4EBu586d3Nq1a7nMzEzuvvvus/weeAO1+1xcXMwNHjyYW7ZsGbd//35uy5Yt3MUXX8xdcMEFojroPmuj9TzzrFy5kuvRoweXmZnJvfrqq6JzdJ89hwQVP+Lxxx/nLr30UsXzTqeTS09P5+bMmSMcq66u5hISEri3336b47iGQSo8PJxbunSpUOb06dNcSEgIt3r1ao7jOG7fvn0cAG7r1q1CmS1btnAAuP3795v9tfyOkSNHclOnThUdGzNmDHfzzTdzHEf32SykA7s37+t3333HhYSEcKdPnxbKLFmyhLPb7VxJSYkl39dXqE2gPNu3b+cAcMePH+c4ju6zOyjd51OnTnHNmjXj9uzZw2VlZYkEFbrP5kCmHz/i66+/Rp8+fTBu3DikpaWhV69eeOedd4TzR48eRW5uLoYOHSocs9vtGDBgADZv3gwA2LFjBxwOh6hMZmYmunbtKpTZsmULEhIScPHFFwtlLrnkEiQkJAhlgplLL70U69evx19//QUA+OOPP/DTTz9hxIgRAOg+W4U37+uWLVvQtWtXZGZmCmWGDRuGmpoakSm1sVBSUgKbzYbExEQAdJ/Nwul0YtKkSZg+fTq6dOnicp7uszkE9KaEwcaRI0fw1ltv4eGHH8YTTzyB7du3Y9q0abDb7Zg8eTJyc3MBAE2bNhVd17RpUxw/fhwAkJubi4iICCQlJbmU4a/Pzc1FWlqaS/tpaWlCmWDm8ccfR0lJCTp27IjQ0FDU19fjpZdewoQJEwCA7rNFePO+5ubmurSTlJSEiIiIRnfvq6urMWPGDNx0003CRnh0n81h7ty5CAsLw7Rp02TP0302BxJU/Ain04k+ffpg1qxZAIBevXph7969eOuttzB58mShnM1mE13HcZzLMSnSMnLl9dQTDCxbtgyLFy/Gp59+ii5duuD333/Hgw8+iMzMTEyZMkUoR/fZGrx1X+neNzjWjh8/Hk6nE2+++aZmebrP+tmxYwcWLFiAnTt3Gv6udJ+NQaYfPyIjIwOdO3cWHevUqRNOnDgBAEhPTwcAFwk6Ly9PkLbT09NRW1uLoqIi1TJnz551af/cuXMuUnswMn36dMyYMQPjx49Ht27dMGnSJDz00EOYPXs2ALrPVuHN+5qenu7STlFRERwOR6O59w6HAzfccAOOHj2KtWvXCtoUgO6zGfzvf/9DXl4eWrZsibCwMISFheH48eN45JFHkJ2dDYDus1mQoOJH9O/fHwcOHBAd++uvv5CVlQUAaNWqFdLT07F27VrhfG1tLTZt2oR+/foBAC644AKEh4eLyuTk5GDPnj1Cmb59+6KkpATbt28Xymzbtg0lJSVCmWCmsrISISHiRz80NFQIT6b7bA3evK99+/bFnj17kJOTI5T5v//7P9jtdlxwwQWWfk9/gBdSDh48iHXr1iElJUV0nu6z50yaNAm7du3C77//LvzLzMzE9OnTsWbNGgB0n03D+/67hBLbt2/nwsLCuJdeeok7ePAg98knn3DR0dHc4sWLhTJz5szhEhISuC+++ILbvXs3N2HCBNnwzubNm3Pr1q3jdu7cyV155ZWy4XDdu3fntmzZwm3ZsoXr1q1bUIfNskyZMoVr1qyZEJ78xRdfcKmpqdxjjz0mlKH77B5lZWXcb7/9xv32228cAO7f//4399tvvwnRJt66r3w456BBg7idO3dy69at45o3bx404Zxq99nhcHCjR4/mmjdvzv3+++9cTk6O8K+mpkaog+6zNlrPsxRp1A/H0X02AxJU/IxVq1ZxXbt25ex2O9exY0du4cKFovNOp5N79tlnufT0dM5ut3OXX345t3v3blGZqqoq7r777uOSk5O5qKgobtSoUdyJEydEZQoKCriJEydycXFxXFxcHDdx4kSuqKjI6q/nF5SWlnIPPPAA17JlSy4yMpJr3bo19+STT4oGcbrP7rFhwwYOgMu/KVOmcBzn3ft6/PhxbuTIkVxUVBSXnJzM3XfffVx1dbWVX99rqN3no0ePyp4DwG3YsEGog+6zNlrPsxQ5QYXus+fYOI7jvKe/IQiCIAiC0A/5qBAEQRAE4beQoEIQBEEQhN9CggpBEARBEH4LCSoEQRAEQfgtJKgQBEEQBOG3kKBCEARBEITfQoIKQRAEQRB+CwkqBEEQBEH4LSSoEARhiI0bN8Jms6G4uNgn7f/www/o2LGjsDeTFVx44YX44osvLKufIAj9kKBCEIQiV1xxBR588EHRsX79+iEnJwcJCQk+6dNjjz2GJ5980mVjSTN5+umnMWPGDEuFIYIg9EGCCkEQhoiIiEB6ejpsNpvX2968eTMOHjyIcePGWdrOyJEjUVJSIuyCSxCE7yBBhSAIWW655RZs2rQJCxYsgM1mg81mw7Fjx1xMPx9++CESExPxzTffoEOHDoiOjsb111+PiooKLFq0CNnZ2UhKSsL999+P+vp6of7a2lo89thjaNasGWJiYnDxxRdj48aNqn1aunQphg4disjISOHYc889h549e+L9999Hy5YtERsbi7vvvhv19fWYN28e0tPTkZaWhpdeeklU13PPPYeWLVvCbrcjMzMT06ZNE86FhoZixIgRWLJkiec3kiAIjwjzdQcIgvBPFixYgL/++gtdu3bFCy+8AABo0qQJjh075lK2srISr732GpYuXYqysjKMGTMGY8aMQWJiIr777jscOXIEY8eOxaWXXoobb7wRAHDrrbfi2LFjWLp0KTIzM7Fy5UoMHz4cu3fvRrt27WT79OOPP2LChAkuxw8fPozvv/8eq1evxuHDh3H99dfj6NGjaN++PTZt2oTNmzdj6tSpGDRoEC655BJ8/vnnePXVV7F06VJ06dIFubm5+OOPP0R1XnTRRZg3b56Hd5EgCE8hQYUgCFkSEhIQERGB6OhopKenq5Z1OBx466230KZNGwDA9ddfj48//hhnz55FbGwsOnfujIEDB2LDhg248cYbcfjwYSxZsgSnTp1CZmYmAODRRx/F6tWr8cEHH2DWrFmy7Rw7dkwoz+J0OvH+++8jLi5OaOvAgQP47rvvEBISgg4dOmDu3LnYuHEjLrnkEpw4cQLp6ekYPHgwwsPD0bJlS1x00UWiOps1a4YTJ07A6XRa6g9DEIQ69PYRBOEx0dHRgpACAE2bNkV2djZiY2NFx/Ly8gAAO3fuBMdxaN++PWJjY4V/mzZtwuHDhxXbqaqqEpl9eLKzsxEXFydqq3PnziIBg21/3LhxqKqqQuvWrXHHHXdg5cqVqKurE9UZFRUFp9OJmpoag3eDIAgzIY0KQRAeEx4eLvrbZrPJHuOjaJxOJ0JDQ7Fjxw6EhoaKyrHCjZTU1FQUFRV53H6LFi1w4MABrF27FuvWrcM999yDl19+GZs2bRKuKywsRHR0NKKiotS+OkEQFkOCCkEQikRERIgcYM2iV69eqK+vR15eHi677DJD1+3bt8+UPkRFRWH06NEYPXo07r33XnTs2BG7d+9G7969AQB79uwRPhME4TtIUCEIQpHs7Gxs27YNx44dQ2xsLJKTk02pt3379pg4cSImT56MV155Bb169UJ+fj5++OEHdOvWDSNGjJC9btiwYVi0aJHH7X/44Yeor6/HxRdfjOjoaHz88ceIiopCVlaWUOZ///sfhg4d6nFbBEF4BvmoEAShyKOPPorQ0FB07twZTZo0wYkTJ0yr+4MPPsDkyZPxyCOPoEOHDhg9ejS2bduGFi1aKF5z8803Y9++fThw4IBHbScmJuKdd95B//790b17d6xfvx6rVq1CSkoKAOD06dPYvHkzbr31Vo/aIQjCc2wcx3G+7gRBEIReHnvsMZSUlOC///2vZW1Mnz4dJSUlWLhwoWVtEAShD9KoEAQRUDz55JPIysqyxHeGJy0tDf/85z8tq58gCP2QRoUgCIIgCL+FNCoEQRAEQfgtJKgQBEEQBOG3kKBCEARBEITfQoIKQRAEQRB+CwkqBEEQBEH4LSSoEARBEATht5CgQhAEQRCE30KCCkEQBEEQfgsJKgRBEARB+C3/DzQV3Yn8QLlTAAAAAElFTkSuQmCC", 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", 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", 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" ] @@ -461,7 +413,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 3. Fluorescence Signal" + "## 3. Simulation of Fluorescence Signal" ] }, { @@ -506,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -548,12 +500,12 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -583,22 +535,22 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -623,7 +575,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This linear relation confirms that the signal and changes in neuromodulator concentration producing this signal are directly related.\n" + "This linear relation confirms that the signal and changes in neuromodulator concentration producing this signal are directly related (sanity check).\n" ] }, { @@ -663,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -702,54 +654,33 @@ " return delta_ft_f0" ] }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Let's check if it's working now\n", - "\n", - "alternate_f_signal = alternate_simulate_f_signal(K_D = 1000, F_max = 45, F_min = 10, nm_conc=nm_conc_input)" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Confirming that this alternate method to calculate F yields the same F values as before:" + "These two code cells (below and above) are used to produce fig. 3 on the internal note." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "False" + "
" ] }, - "execution_count": 14, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "# another check -- more precision -- they're equivalent up to 10 decimal places\n", - "np.array_equiv(np.round(f_signal,10),np.round(alternate_f_signal,10))" + "# Let's check if it's working now\n", + "\n", + "alternate_f_signal = alternate_simulate_f_signal(K_D = 1000, F_max = 45, F_min = 10, nm_conc=nm_conc_input)" ] }, { @@ -763,12 +694,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This method will not yield simimlar values to the other two values by definition. But the hope is that the updates in the F0 value will account better for bleaching?** -- confirm what's the real reason behind this" + "This method will not yield simimlar values to the other two values by definition. But the hope is that the updates in the F0 value will account better for the bleaching artifact. The F0 value simulated in the following cell was calculated by getting the average f values in a sliding window." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -815,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -830,7 +761,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -843,13 +774,6 @@ "bline_f_signal = simulate_f_signal_bline(K_D = 1000, F_max = 45, F_min = 10, nm_conc=nm_conc_input,bline_len=5000)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Not sure what the run time warning is about but the resulting plot looks plausible" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -881,12 +805,16 @@ " \\gamma_t = e^{-t/\\tau_t}\\ \\ ,\\ \\ \\ \\gamma_{nm} = e^{-t/ \\tau_{nm}} .\n", "\\end{equation}$ Here, the time constants, $\\tau_t$ and $\\tau_{nm}$, are what we use to alter the strength of the bleach factors i.e., a stronger bleach has a smaller time constant.\n", "\n", - " This will allow us to analyse the effects of bleaching from different contributions of fluorescence." + " This will allow us to analyse the effects of bleaching from different contributions of fluorescence.\n", + "\n", + " Another key change is that we have now updated the way we calculate the F0 value. A standard way of performing this calculation is by taking the median value of the bottom 70% of the previous x values of f on the moving baseline.\n", + "\n", + "Thes 2 major changes are implemented in the following cell:" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -926,13 +854,6 @@ " # subtracted f\n", " f_subtracted = f - fit\n", "\n", - " # # removal by multiplication\n", - " # fit2 = np.exp(t/tau_nm)* np.exp(t/tau_tissue)\n", - " # f_multiplied = f*fit2\n", - " # p_mark = np.percentile(f_multiplied,70)\n", - " # f0_multi = np.median(f_multiplied[f_multiplied" ] @@ -1124,23 +1036,13 @@ }, { "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -1161,15 +1063,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Visualising the relationship between bleaching and the signal produced using heatmaps\n", + "### 4.1 Visualising the relationship between bleaching and the signal produced using heatmaps\n", "\n", "Next, we make a function to analyse the bleaching effect for all combinations of two bleach factors\n", - "and outputs a heatmap to show effects of bleaching different sources of the f value" + "and outputs a heatmap to show effects of bleaching different sources of the f value. (the following cells are used to produce Figure 7 on the internal note)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1204,62 +1106,35 @@ "# get values of SNR for increasing bleach factor ([NM] version) at different values of bleach factor (tissue version)\n" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Save this on a file or somewhere so i don't have to keep on running it" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once you confirm the functions are defined well, run this using\n", - "np.arange(10,10e6,100000) -- this is going to do that calculation 100 times so be wary" - ] - }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 44, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1.e+02, 1.e+03, 1.e+04, 1.e+05, 1.e+06, 1.e+07, 1.e+08, 1.e+09,\n", - " 1.e+10, 1.e+11])" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ + "# generating sets of time constant values to test the heatmap\n", "different_taus = np.logspace(2,11,10)\n", - "np.log10(different_taus)\n", "\n", "few_taus = np.logspace(2,6,5)\n", - "specific_taus = np.logspace(5,7,20)\n", - "different_taus" + "specific_taus = np.logspace(5,7,20)" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean is -0.9637065363009272\n", - "std is 0.03602777372790538\n" + "mean is -0.9454367388966861\n", + "std is 0.10428199404127482\n" ] } ], "source": [ + "# checking if the mean and sd of the signal are plausible before generating the heatmap\n", "test_signal1, test_signal2, fit = simulate_f_signal_bline2(tau_d=different_taus[1],tau_nm=different_taus[1], tau_tissue=different_taus[0])\n", "\n", "print('mean is {}'.format(np.mean(test_signal1[3])))\n", @@ -1377,78 +1252,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "So it looks like bleaching the autofluorescence contribution to f has no effect on the signal to noise ratio while bleaching the combined dye and nm contribution has an effect (can also refer to it as the bound and unbound neuromodulator).\n", - "\n", - "Now let's compare the bleaching effect on the dye/unbound nm contribution vs the bound nm." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "def bleach_d_vs_nm(tau_values):\n", - "\n", - " # create an array to store the snr values\n", - " snr = np.zeros((tau_values.size, tau_values.size))\n", - "\n", - " # keep the bleach in tissue contriubtion constant\n", - " for i in range(len(tau_values)):\n", - " for j in range(len(tau_values)):\n", - " signal = simulate_f_signal_bline2(tau_d=tau_values[j],tau_nm=tau_values[i], tau_tissue=10e7)\n", - " snr[i,j] = np.mean(signal[3])/np.std(signal[3])\n", - " \n", - "\n", - " # Generate the heatmap\n", - " plt.imshow(snr)\n", - " plt.colorbar(label='signal to noise ratio')\n", - " plt.xlabel('bleach factor in dye/unbound nm fluorescence')\n", - " plt.ylabel('bleach factor in bound nm flourescence')\n", - " plt.title('Signal to noise ratio for different bleach factor combinations')\n", - " plt.show()\n", + "So it looks like bleaching the autofluorescence contribution to f has no effect on the signal to noise ratio while bleaching the combined sensor and nm contribution has an effect (can also refer to it as the bound and unbound neuromodulator). This analysis was extended to take into account different amounts of variance in the autofluorescence. Cf Analysis #2 in the bleach_compare.py script. (this script was used to produce figure 8 on the interal note)\n", "\n", - " return snr\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# run the simulation with different bleach factors on the different sources of fluorescence\n", - "snr_d_vs_nm = bleach_d_vs_nm(different_taus)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "On first glance, it looks like bleaching the dye/unbound nm has an effect on the fluorescence while bleaching in the bound nm has no effect on the produced signal.\n", + "We can check this manually in the next cell by running the cell with different values for tau_d/tau_nm and tau_tissue. Tau_d and Tau_nm values are set to be the same at all iterations (it doesn't quite make sense to bleach them independently -- but it's intuitively helpful to check and see that bleaching the sensor term has more of an effect on the observed signal than bleaching the nm term).\n", "\n", - "Let's confirm how true this is by observing how the df/f progression plot changes for different values of the two bleach factors (one for the dye/unbound nm and the other for the bound nm):" + "(Used to produce fig 5 and 6 in the internal note)" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "# simulate the fluorescence signal and plot -- compare bleaching in dye and nm contributions\n", + "# simulate the fluorescence signal and plot\n", + "# you can run this cell multiple times, changing the tau_d/tau_nm values\n", "progression, progression_sub, fit = simulate_f_signal_bline2(tau_d=10e5,tau_nm=10e5, tau_tissue=10e9)\n", "plot_f_signal(progression, progression_sub, fit)" ] }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [], - "source": [ - "# try plot the df/f average vs the firing rate for a sliding window -- 100 ms\n", - "\n", - "def dff_v_activity(progression_array, window=100):\n", - "\n", - " number_blocks = int(progression_array[3].size/window)\n", - " signal_points = []\n", - "\n", - " prev_signal = np.roll(progression_array[3],-1,axis=0)\n", - "\n", - " # array of neural activity\n", - " firing_rate = []\n", - "\n", - " for block in range(number_blocks):\n", - "\n", - " # define the interval\n", - " start = (block*window)\n", - " stop = ((block+1)*window+1)\n", - "\n", - " # get average signal for 100 ms sliding window\n", - " signal_average = np.average(progression_array[3][start:stop])\n", - "\n", - " # store it\n", - " signal_points.append(signal_average)\n", - "\n", - " \n", - " # check if the df/f values are greater than the prev ones\n", - " comparison = progression_array[3][start:stop] > prev_signal[start:stop]\n", - "\n", - " # count how many spikes\n", - " counts = np.size(np.nonzero(comparison.astype(int)))\n", - "\n", - " # convert to Hz\n", - " counts = (counts*1000)/100\n", - "\n", - " # add to the spikes array\n", - " firing_rate.append(counts)\n", - "\n", - "\n", - " plt.plot(firing_rate,signal_points,'o')\n", - " plt.xlabel('Firing rates(Hz)')\n", - " plt.ylabel('Average df/f signal')\n", - " plt.title('Signal vs activity plot')\n", - " plt.show()\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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"execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "# this function takes in the bleach factor values, simulates a fluorescence signal and applies the bleach factors to it \n", + "Now let's look directly at one of the bleach factors and its effect on the signal to noise ratio. To do this we plot the signal to noise ratio against the bleach time constants for the two fluorescent terms as shown. (the following code cells are used to produce figures 9 and 10 on the interal note)\n", "\n", - "def snr_v_bleach(tau_values):\n", - "\n", - " # define the snr arrays\n", - " snr1 = np.zeros(len(tau_values))\n", - " snr2 = np.zeros(len(tau_values))\n", - "\n", - " # obtain the signal -- apply the given bleach factors to the nm + dye / bound and unbound contribution\n", - " for i in range(len(tau_values)):\n", - " \n", - " # obtain the bleached signal\n", - " progression, progression_sub, fit = simulate_f_signal_bline2(tau_d=tau_values[i], tau_nm=tau_values[i],tau_tissue=10e7)\n", - "\n", - " # compute the snr\n", - " snr1[i] = np.mean(progression_sub[3])/np.std(progression_sub[3])\n", - " \n", - " # obtain the signal -- apply the given bleach factors to the tissue contribution \n", - " for i in range(len(tau_values)):\n", - "\n", - " # obtain the signal and compute the snr\n", - " progression2, progression_sub2, fit = simulate_f_signal_bline2(tau_d=10e7, tau_nm=10e7,tau_tissue=tau_values[i])\n", - " snr2[i] = np.mean(progression_sub2[3])/np.std(progression_sub2[3])\n", - " \n", - " return snr1, snr2, tau_values\n", - " \n", - "# this function plots snr vs bleach\n", - "def plot_snr_v_bleach(snr1,snr2,tau_values):\n", - " # plot the snr for the different bleach factors on the same plot\n", - " plt.figure(1)\n", - " plt.plot(tau_values,snr1, 'bo', label='nm + dye')\n", - " plt.plot(tau_values,snr2, 'go', label='tissue')\n", - " plt.xlabel('bleach factor time constants')\n", - " plt.ylabel('signal to noise ratio')\n", - " plt.xscale('log')\n", - " plt.title('snr vs bleach strength')\n", - " plt.legend()\n", - "\n", - " # same plots but separately\n", - " plt.figure(2)\n", - " plt.subplot(2,1,1)\n", - " plt.plot(tau_values,snr1, 'bo')\n", - " plt.xlabel('bleach factor time constants')\n", - " plt.ylabel('signal to noise ratio')\n", - " plt.xscale('log')\n", - " plt.title('snr vs bleach strength (nm + dye)')\n", - "\n", - " plt.subplot(2,1,2)\n", - " plt.plot(tau_values,snr2, 'go')\n", - " plt.xlabel('bleach factor time constants (\\Tau)')\n", - " plt.ylabel('signal to noise ratio')\n", - " plt.xscale('log')\n", - " plt.title('snr vs bleach strength (tissue)')\n", - " plt.tight_layout()\n" + "NB: Motion on the x-axis towards the positive direction shows a decrease in the bleach factor strength (larger time constants translate into slower bleaching)." ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "# Let's make a function that runs the calculation to get the snr at various bleach factors several times\n", "# and reports errorbars for the resulting plot\n", "\n", - "def bootstrap_snr_v_bleach(tau_values,n_samples):\n", + "def snr_bleach(tau_values,n_samples):\n", "\n", " # define the results arrays: will contain the errorbar values\n", " results_nm = []\n", @@ -7714,12 +1371,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "# define function to plot these results\n", - "def plot_bootstrap(snr1, snr2, tau_values):\n", + "def plot_snr_bleach(snr1, snr2, tau_values):\n", "\n", " # plot the snr for the different bleach factors on the same plot\n", " plt.figure(1)\n", @@ -7752,30 +1409,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 47, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "range(0, 7)" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "space = np.logspace(5, 7,7)\n", - "range(len(space))\n", - "# for i in range(len(my_range)):\n", - "# print(i)" + "space = np.logspace(5,7,7)" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -7788,7 +1431,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -7808,18 +1451,118 @@ } ], "source": [ - "s1,s2, taus = bootstrap_snr_v_bleach(space,5)\n", - "plot_bootstrap(s1,s2,taus)" + "s1,s2, taus = snr_bleach(space,5)\n", + "plot_snr_bleach(s1,s2,taus)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Observation\n", + "\n", + "The trend that we see is that bleaching of the autofluorescence doesn’t have much of an effect on the signal to noise ratio. However, for bleaching in the bound and unbound neuromodulator, the signal to noise ratio improves as we decrease the bleach strength and then finally settles at a constant value. This further confirms our earlier finding from the heatmap analysis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4.2 Firing Rate Analysis\n", + "\n", + "This part of the analysis is mainly a sanity check to see that our simulation is running as expected.\n", + "Here, we expect that the firing rate of the neuron has a linear positive relation to the fluorescence signal observed, i.e. if the neuron fires more then we expect more fluorescence to be obsreved." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# try plot the df/f average vs the firing rate for a sliding window -- 100 ms\n", + "\n", + "def dff_v_activity(neuron_activity, progression_array, window=100):\n", + "\n", + " number_blocks = int(progression_array[3].size/window)\n", + " signal_points = []\n", + "\n", + "\n", + " # array of neural activity\n", + " firing_rate = []\n", + "\n", + " for block in range(number_blocks):\n", + "\n", + " # define the interval\n", + " start = (block*window)\n", + " stop = ((block+1)*window+1)\n", + "\n", + " # get average signal for 100 ms sliding window\n", + " signal_average = np.average(progression_array[3][start:stop])\n", + "\n", + " # store it\n", + " signal_points.append(signal_average)\n", + "\n", + " # Check the activity of the firing neuron for current window\n", + " spikes = np.size(np.nonzero(neuron_activity[start:stop]))\n", + "\n", + " # convert it to Hz and add it to the firing rate array\n", + " firing_rate.append(spikes*1000/100)\n", + "\n", + "\n", + " # get the unique firing rates\n", + " unique_frates = np.unique(firing_rate)\n", + "\n", + " # array to store the average dff values\n", + " average_signal_points =[]\n", + "\n", + " # convert the list to an array\n", + " signal_points = np.array(signal_points)\n", + "\n", + "\n", + "\n", + " # average the df/f values at each of the unique values\n", + " for i in range(len(unique_frates)):\n", + "\n", + " # get the indices where the firing rate was a given value, x\n", + " indices = np.where(firing_rate==unique_frates[i])[0]\n", + " \n", + " # average all the corresponding df/f values\n", + " ave_dff = np.average(signal_points[indices])\n", + " average_signal_points.append(ave_dff)\n", + "\n", + "\n", + " # fit the average signal points \n", + " poly = np.polyfit(unique_frates,average_signal_points,1)\n", + " fit = np.polyval(poly,unique_frates)\n", + "\n", + " plt.figure(1) \n", + " plt.plot(firing_rate,signal_points,'o')\n", + " plt.xlabel('Firing rates(Hz)')\n", + " plt.ylabel('Average df/f signal')\n", + " plt.title('Signal vs activity plot')\n", + " plt.show()\n", + "\n", + "\n", + " plt.figure(2)\n", + " plt.plot(unique_frates,average_signal_points,'o')\n", + " plt.plot(unique_frates,fit, label='fit')\n", + " plt.xlabel('Firing rates(Hz)')\n", + " plt.ylabel('Average df/f signal')\n", + " plt.title('Signal vs activity plot (average)')\n", + " plt.legend()\n", + " plt.show()\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -7839,45 +1582,14 @@ } ], "source": [ - "a1,a2,a3 = snr_v_bleach(different_taus)\n", - "plot_snr_v_bleach(a1,a2,a3)" + "dff_v_activity(firing_neuron, progression_sub)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Lets' try zoom in on the range between the first and second bleach factor values for the [NM] contribution version. Is that increase smooth? How does it look like?" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [], - "source": [ - "new_taus = np.logspace(-4,14,50)" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "plot_snr_v_bleach() missing 2 required positional arguments: 'snr2' and 'tau_values'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[80], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m plot_snr_v_bleach(new_taus)\n", - "\u001b[0;31mTypeError\u001b[0m: plot_snr_v_bleach() missing 2 required positional arguments: 'snr2' and 'tau_values'" - ] - } - ], - "source": [ - "plot_snr_v_bleach(new_taus)" + "After averaging the signal values at each of the firing rates, we get a positive linear relationship between the firing rate and the signal -- as initially expected. This part of the analysis has its own scripts (used to generate figure 11) -- f_rate.py and f_rate2.py which can be used to analyse different neurons with different firing rates (as opposed to here where we used one neuron and subdivided itsd activity into time windows with different firing rates and fluorescence signals) -- the result is the same: a positive linear relationship." ] } ], diff --git a/SimulationS.py b/SimulationS.py new file mode 100644 index 0000000..d701837 --- /dev/null +++ b/SimulationS.py @@ -0,0 +1,37 @@ +# This script performs the whole simulation in one go: neuron-->fluorescence signal + +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import pandas as pd +import scipy as sp + +# bring the necessary functions +from s_functions import simulate_neuron, simulate_nm_conc, plot_nm_conc,simulate_fluorescence_signal, plot_f_signal + +# FUTURE UPDATE: Take as arguments the timesteps and rate -- from the command line + +# STEP1: simulate a neuron +timesteps = 70000 +rate = 13 +firing_neuron = simulate_neuron(n_timesteps=timesteps,firing_rate=rate) + +# check exactly how many spikes were produced: to see if it works +n_spikes = np.size(np.nonzero(firing_neuron)) + +# print simulated neuron summary: +print('Simulated neuron with {} spikes in {} timesteps ({} Hz).'.format(n_spikes, timesteps, rate)) + +# STEP2: simulate nm dynamics +nm_conc_in, nm_b_conc_in, nm_r_conc_in = simulate_nm_conc(firing_neuron,nm_conc0=0,k_b=0.6, k_r=0.4,gamma=0.004) +print('Simulated nm dynamics from neuron') +plot_nm_conc(nm_conc_in, nm_b_conc_in, nm_r_conc_in) + +# FUTURE UPDATE: take in as arguments from the command line the bleach time constant for the dye and nm +bleach_time = 10e5 + +# STEP3: simulate fluorescence signal from these dynamics and plot it +progression_in, progression_sub_in = simulate_fluorescence_signal(tau_d=bleach_time, tau_nm=bleach_time, tau_tissue=10e9, nm_conc=nm_conc_in) +plot_f_signal(progression_in, progression_sub_in, nm_conc_in) +print('Simulated fluorescence signal from nm dynamics') + diff --git a/__pycache__/b_factory.cpython-311.pyc b/__pycache__/b_factory.cpython-311.pyc index 9719c44cb37c965432461e4f9cb58d41e75ff162..24693676bf0208c90efd162207126fd07dd62af4 100644 GIT binary patch delta 19 Zcmexk^v8&6IWI340}xnV*vM5R2>?FV1%Utn delta 19 Zcmexk^v8&6IWI340}zN!+sIWU2>?9f1tb6f diff --git a/__pycache__/s_functions.cpython-311.pyc b/__pycache__/s_functions.cpython-311.pyc index dccd84e747b8fae990ffa45e386b4a870e45af3a..35d6310fdce0e7f8bfd21796854ca842d0deab96 100644 GIT binary patch delta 3264 zcmd5;eP|rV72nyLy)Q}kp}V~gSw64hAl(x5QIRONl@IJVjx0+@6PFNdY;n@=DW~4; z$+LS-ayg+(5UD7E$c#&rLW=@Maj^_8Y9I*&O8?5Aw`FO|meN28t^X60QZN+yW>0sy zv*eJZ|8#_Y`)=NwH*aQsGw*%z?E4o2ANBP3Io8ySdPKe+NT9{*gJ+M06k!!z>{i^X z+{GRxta#y9K2LYLAGjP34e-H-{r;yPaoqb{l~Yiqi{qAE zRaX^N1dys}D00#6h zIlv$YV0(0RzN9HS>1DrG0=YblT$s&kN`79|Nf>%{wgjosNQ9aBiMlYWsbx~qND4Z} znAJ}JYTT}y3-)b1Y6eoZ7eEfh*WWaQkJKjr<>q3E8<#f2n-jOLe)#m=geji1#FMoQ zD8%@U$&E{9RJP7V<=V`j9ywN(XX(t?w9`PAN;+4@D9K2`I!HW|C6W9(R0@5 zIWs+FrKe2)dCPy^#M2g@uH$K#u{&AE2_o+NjsG0QND_i_mTwCrt1YM`0Uh*nyeSNW zFtal!q)~jH?QpZP4RwgJN&mwi8dFe}`}(96-r+@C&jSp>hKG)NqWx7|<*F{lwT-vH z`R&#O2nf+MK#HKaA7*d{Jn)J~@g8K*jFsaSfw_&Q_&Q1G%vAG;6aM}E%`q^(MNg$` zza6b7qV$zS7$oF6Bt6C^g6^HJB#*f$VUN zog*Y&^on~R$O#&esm*YT){M=d-G!Z#|W*67drgLKgs5y91ng-7amgpHVbYkGCMHcdb99d?m8 zxAUoQ*6m|~+bBy$=+V$L`W@9mXWfjyWRiXs8gx6{mgwI@V`zZ(g(r|qUk*Qprgq*A z4u!kmBMIem`HD zUKuZ`7CQpGsd=J&71NusV{(gX9kknf1)D=1+SU^y72>@P?Zk*@|3q}X+acyqyU(w$ z0$e=hfw1?kgA>fH_;(G)muLoa&@I~wrl%tqdM(km{_VuE4z-7VnLGsRgOx^l4p`rA zOr%dF*`x z{(qdVn}wse=yv=_N5t*h9X)uvBj4j>8`Jse-NeJE`=3rX;L%%=Ivz6dkcEdppzrnn zsHu3oJ;%`O;h4W{V$s549g8$}_;}N9ypG3AJZ9lB5WwygvEjKczfi}MCZ4qLBnaR- zMqfJ|Tv;obIA!5f9jDsz&{vR>rt9I;Ux1g4i8B_?fB*&-j+!`T;aDBVoJ{xD)aq2t z`6D8%5KfoXI`A1`AAy{P4}NFmZAyE zU!(@`E6(xkRG#;}PZdi_xu8BnehMm9aqEAj_fuC^LMXY*b;9vp*4GK+rx22Nxi-AW e_n_b|*9ikTgwng*K785rJYv@S(C>6Pf&Le?8@8qZ delta 1581 zcmaJ>T}T{P6ux(MW_EVnU3GtS$Mt8_MR(fNYOp_I>JOw6C6OkELM@G5cSmE`-O)Rv zC3co>i!FJ`gZ8GV5Q@-Z5|W3Mg|?4x8VFgY4(zR)61yB0Z!E^wgfpj%Q ztG`)&jl*8L!*ya|?P0i>5x&Mvwy>-b-5^y!WeX&ko7HS7GnX^wlPQgMxVMB($h=bg z$(_JmHcAO>&x*O>>4Ne1WsJ}|vN#JbLrrPC48goWt37qo7KX5}4b$$ksgC7E3$b{4 z;-{Q^m_T{Ad1QlY|F5t_%Wb(V{sFhm0~3t0VPpz)sR<55mBtADP7Z=MB!~I5u;r#b zwIM&Uc(zr!0Q$2~$2)7fTf%hH8>tt^2_sWETS(~{o!CMqIjv>rV{da;eEfp)VO~k; zxs;YONz$CtbIJ_Svn*=r46}ynAtDeEnf6q5el(+#Y|^xO%BrIg= z^R~z~StPb+KBJq?PPWIK%W8(H%^Rc*h-_~zJ7s7owwWP8K&coBv8<0RoPsH=Dsl!w zpTIEg02EN^qKIlEtBY&CjfK4$r7(IRd2d#&zPSrdC3>8b;Ur1WgW!35 zkG>EZ5!qKKXX#R?Q>P8jjF`mb<=kWA4R(N=5DMbHlX|0^|1STb2bG+1(j{R0sn7-Zw z#GkjR-QjV097DwFn@r-AcG+W z!vJaxl@q