{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Homeostatic STDP\n", "\n", "[![Download JupyterNotebook](https://img.shields.io/badge/Download-Notebook-orange?style=for-the-badge&logo=Jupyter)](https://raw.githubusercontent.com/ANNarchy/ANNarchy.github.io/master/notebooks/Ramp.ipynb) [![Download JupyterNotebook](https://img.shields.io/badge/Open_in-Colab-blue?style=for-the-badge&logo=Jupyter)](https://colab.research.google.com/github/ANNarchy/ANNarchy.github.io/blob/master/notebooks/Ramp.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#!pip install ANNarchy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example is a reimplementation of the mechanism described in:\n", "\n", "> Carlson, K.D.; Richert, M.; Dutt, N.; Krichmar, J.L., \"Biologically plausible models of homeostasis and STDP: Stability and learning in spiking neural networks,\" in Neural Networks (IJCNN), The 2013 International Joint Conference on , vol., no., pp.1-8, 4-9 Aug. 2013. doi: 10.1109/IJCNN.2013.6706961\n", "\n", "It is based on the corresponding Carlsim tutorial:\n", "\n", "http://www.socsci.uci.edu/~jkrichma/CARLsim/doc/tut3_plasticity.html\n", "\n", "This notebook focuses on the simple \"Ramp\" experiment, but the principle is similar for the self-organizing receptive fields (SORF) in the next notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ANNarchy 4.8 (4.8.2) on darwin (posix).\n" ] } ], "source": [ "import numpy as np\n", "\n", "import ANNarchy as ann\n", "ann.clear()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The network uses regular-spiking Izhikevich neurons (see the `Izhikevich` notebook), but using exponentially-decaying conductances and NMDA synapses:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RSNeuron = ann.Neuron(\n", " parameters = \"\"\"\n", " a = 0.02 : population\n", " b = 0.2 : population\n", " c = -65. : population\n", " d = 8. : population\n", " tau_ampa = 5. : population\n", " tau_nmda = 150. : population\n", " vrev = 0.0 : population\n", " \"\"\" ,\n", " equations=\"\"\"\n", " # Inputs\n", " I = g_ampa * (vrev - v) + g_nmda * nmda(v, -80.0, 60.0) * (vrev -v) \n", " # Membrane potential and recovery variable are solved using the midpoint method for stability \n", " dv/dt = (0.04 * v + 5.0) * v + 140.0 - u + I : init=-65., midpoint\n", " du/dt = a * (b*v - u) : init=-13., midpoint\n", " # AMPA and NMDA conductances\n", " tau_ampa * dg_ampa/dt = -g_ampa : exponential\n", " tau_nmda * dg_nmda/dt = -g_nmda : exponential\n", " \"\"\" , \n", " spike = \"\"\"\n", " v >= 30.\n", " \"\"\", \n", " reset = \"\"\"\n", " v = c\n", " u += d\n", " \"\"\",\n", " functions = \"\"\"\n", " nmda(v, t, s) = ((v-t)/(s))^2 / (1.0 + ((v-t)/(s))^2)\n", " \"\"\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main particularity about NMDA synaptic models is that a single synaptic connection influences two conductances:\n", "\n", "1) The AMPA conductance, which primarily drives the post-synaptic neuron:\n", "\n", "$$\n", " I_\\text{AMPA} = g_\\text{AMPA} \\times (V_\\text{rev} - V)\n", "$$\n", "\n", "2) The NMDA conductance, which is non-linearly dependent on the membrane potential:\n", "\n", "$$\n", " I_\\text{NMDA} = g_\\text{NMDA} \\times \\frac{(\\frac{V - V_\\text{NMDA}}{\\sigma})^2}{1 + (\\frac{V - V_\\text{NMDA}}{\\sigma})^2} \\times (V_\\text{rev} - V)\n", "$$\n", "\n", "In short, the NMDA conductance only increases if the post-synaptic neuron is already depolarized.\n", "\n", "The `nmda` function is defined in the `functions` argument for readability. The parameters $V_\\text{NMDA} =-80 \\text{mV}$ and $\\sigma = 60 \\text{mV}$ are here hardcoded in the equation, but they could be defined as global parameters.\n", "\n", "The AMPA and NMDA conductances are exponentially decreasing with different time constants:\n", "\n", "$$\n", " \\tau_\\text{AMPA} \\frac{dg_\\text{AMPA}(t)}{dt} + g_\\text{AMPA}(t) = 0\n", "$$\n", "$$\n", " \\tau_\\text{NMDA} \\frac{dg_\\text{NMDA}(t)}{dt} + g_\\text{NMDA}(t) = 0\n", "$$\n", "\n", "Another thing to notice in this neuron model is that the differential equations for the membrane potential and recovery variable are solved concurrently using the midpoint numerical method for stability: the semi-implicit method initially proposed by Izhikevich would fail." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The input of the network is a population of 100 Poisson neurons, whose firing rate vary linearly from 0.2 to 20 Hz:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Input population\n", "inp = ann.PoissonPopulation(100, rates=np.linspace(0.2, 20., 100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will consider two RS neurons, one learning inputs from the Poisson population using the regular STDP, the other learning using the proposed homeostatic STDP:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# RS neuron without homeostatic mechanism\n", "pop1 = ann.Population(1, RSNeuron)\n", "\n", "# RS neuron with homeostatic mechanism\n", "pop2 = ann.Population(1, RSNeuron)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The regular STDP used in the article is a nearest-neighbour variant, which integrates LTP and LTD traces triggered after each pre- or post-synaptic spikes, respectively.\n", "\n", "Contrary to the STDP synapse provided by ANNarchy, weight changes occur at each each time step:\n", "\n", "* In a post-pre interval, weight changes follow the LTP trace,\n", "* In a pre-post interval, weight changes follow the LTD trace.\n", "\n", "The weights are clipped between 0 and $w_\\text{max}$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "nearest_neighbour_stdp = ann.Synapse(\n", " parameters=\"\"\"\n", " tau_plus = 20. : projection\n", " tau_minus = 60. : projection\n", " A_plus = 0.0002 : projection\n", " A_minus = 0.000066 : projection\n", " w_max = 0.03 : projection\n", " \"\"\",\n", " equations = \"\"\"\n", " # Traces\n", " tau_plus * dltp/dt = -ltp : exponential\n", " tau_minus * dltd/dt = -ltd : exponential\n", " # Nearest-neighbour\n", " w += if t_post >= t_pre: ltp else: - ltd : min=0.0, max=w_max\n", " \"\"\",\n", " pre_spike=\"\"\"\n", " g_target += w\n", " ltp = A_plus\n", " \"\"\", \n", " post_spike=\"\"\"\n", " ltd = A_minus \n", " \"\"\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The homeostatic STDP rule proposed by Carlson et al. is more complex. It has a regular STDP part (the nearest-neighbour variant above) and a homeostatic regularization part, ensuring that the post-synaptic firing rate $R$ does not exceed a target firing rate $R_\\text{target}$ = 35 Hz.\n", "\n", "The firing rate of a spiking neuron can be automatically computed by ANNarchy (see later). It is then accessible as the variable `r` of the neuron (as if it were a regular rate-coded neuron).\n", "\n", "The homeostatic STDP rule is defined by:\n", "\n", "$$\n", " \\Delta w = K \\, (\\alpha \\, (1 - \\frac{R}{R_\\text{target}}) \\, w + \\beta \\, \\text{stdp} )\n", "$$\n", "\n", "where stdp is the regular STDP weight change, and $K$ is a firing rate-dependent learning rate:\n", "\n", "$$\n", " K = \\frac{R}{ T \\, (1 + |1 - \\gamma \\, \\frac{R}{R_\\text{target}}|})\n", "$$\n", "\n", "with $T$ being the window over which the mean firing rate is computed (5 seconds) and $\\alpha$, $\\beta$, $\\gamma$ are parameters." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "homeo_stdp = ann.Synapse(\n", " parameters=\"\"\"\n", " # STDP\n", " tau_plus = 20. : projection\n", " tau_minus = 60. : projection\n", " A_plus = 0.0002 : projection\n", " A_minus = 0.000066 : projection\n", " w_min = 0.0 : projection\n", " w_max = 0.03 : projection\n", "\n", " # Homeostatic regulation\n", " alpha = 0.1 : projection\n", " beta = 1.0 : projection\n", " gamma = 50. : projection\n", " Rtarget = 35. : projection\n", " T = 5000. : projection\n", " \"\"\",\n", " equations = \"\"\"\n", " # Traces\n", " tau_plus * dltp/dt = -ltp : exponential\n", " tau_minus * dltd/dt = -ltd : exponential\n", " # Homeostatic values\n", " R = post.r : postsynaptic\n", " K = R/(T*(1.+fabs(1. - R/Rtarget) * gamma)) : postsynaptic\n", " # Nearest-neighbour\n", " stdp = if t_post >= t_pre: ltp else: - ltd \n", " w += (alpha * w * (1- R/Rtarget) + beta * stdp ) * K : min=w_min, max=w_max\n", " \"\"\",\n", " pre_spike=\"\"\"\n", " g_target += w\n", " ltp = A_plus\n", " \"\"\", \n", " post_spike=\"\"\"\n", " ltd = A_minus \n", " \"\"\" \n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This rule necessitates that the post-synaptic neurons compute their average firing rate over a 5 seconds window. This has to be explicitely enabled, as it would be computationally too expensive to allow it by default:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "pop1.compute_firing_rate(5000.)\n", "pop2.compute_firing_rate(5000.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now fully connect the input population to the two neurons with random weights:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Projection without homeostatic mechanism\n", "proj1 = ann.Projection(inp, pop1, ['ampa', 'nmda'], synapse=nearest_neighbour_stdp)\n", "proj1.connect_all_to_all(ann.Uniform(0.01, 0.03))\n", "\n", "# Projection with homeostatic mechanism\n", "proj2 = ann.Projection(inp, pop2, ['ampa', 'nmda'], synapse=homeo_stdp)\n", "proj2.connect_all_to_all(weights=ann.Uniform(0.01, 0.03))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the same weights will target both AMPA and NMDA conductances in the post-synaptic neurons. By default, the argument `target` of Projection should be a string, but you can also pass a list of strings to reach several conductances with the same weights." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now compile and simulate for 1000 seconds while recording the relevat information:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling ... OK \n" ] } ], "source": [ "ann.compile()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating 1000.0 seconds of the network took 1.0502750873565674 seconds. \n", "Mean Firing Rate without homeostasis: 55.75053480000002\n", "Mean Firing Rate with homeostasis: 35.2554836\n" ] } ], "source": [ "# Record\n", "m1 = ann.Monitor(pop1, 'r')\n", "m2 = ann.Monitor(pop2, 'r')\n", "m3 = ann.Monitor(proj1[0], 'w', period=1000.)\n", "m4 = ann.Monitor(proj2[0], 'w', period=1000.)\n", "\n", "# Simulate\n", "T = 1000 # 1000s\n", "ann.simulate(T*1000., True)\n", "\n", "# Get the data\n", "data1 = m1.get('r')\n", "data2 = m2.get('r')\n", "data3 = m3.get('w')\n", "data4 = m4.get('w')\n", "\n", "print('Mean Firing Rate without homeostasis:', np.mean(data1[:, 0]))\n", "print('Mean Firing Rate with homeostasis:', np.mean(data2[:, 0]))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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eJ2fcTVvtfHbzZvfzPmmS9rjdPX49e7Zzv+np8jFLpdax2o1rX5ehq6ef1t423XFdbx2L1jWf6/mq3vlxjX/+/JLdn3hCfqd2jazUnHR05ZVCNG1q/NNEfsZkXBBUyGTcbbe537kdOyY3/FmzSn7/6KP28WjduXd3J0Ctf9cTYSX776ns3m0fRi3x5lgLT2sH5O0Fo7sya5Y8CVOjtPPgbgeuNk61R36KivTFs2eP+8fz9JaWLbWXnxByx+uu1kuwSrNm6styyBDZzd1jTnrLu+/KNpwaN9buR++BSFlm998v/155pb51wlPZsUPe4fPmDrXao1pq/R06pD0/avsLb8rcuTJu18TgjBn6x+HIsR0vb4uvv4HSLpe/S1GREFWrluz+8cfy7//+5374zz7zbT1SW5fdDaNWi9nX5a5GrQaha7nkEvfb4PHj6sOpJaQVVqts+6tPH+8Tca6lYUN5wajWnMAtt+gbh+uw7mqkerPMHR+Fdy2OtaH9sU77c1yAEE2alG54reYdHD38cOnjbNZMe/3Ue+7jWE6csDc7oNTqciyffCLPsbSSgOnpsob3qlWy/4iI0s/jyZOydq2n/i5e1P+75eU51wIHZI0hpeaTmuPHnR99DQ93/l4r0eJYoqLkduHaDIfW+uyPddodT8O2aVP66bsW18SF443vGjX8N++PP67+OGJmphDNm2sPd9NNcptybE7CsbhL6Chl1Sp5vqw0XXLokPtzCMfab2qJKn/Rs6546qeoSN5UVLsOCXTRMy9a9Ny0dJWeru8Gj+uwnqaltm/VW5SEcml+a60bAVrLz5v4vvzSfeye9tELFwoRHe3cLYQSckzGBUGFS8ZpXYgo5Ztv9O/AvNlBCiEfJSnNDtvXWIJdTp+WRXmsQyu+Dz+U1YTfekueLGuNz/VOqZ5aAqUtxcVC/PKLjL+w0PmRMNedrdHLWymObei4fqc3oePu0V+9xdMjfu5qWm3c6Pu2UNqi1CzLzxfi+uu1+/vxR1nzMj1dPrqgdI+K8k8cJpNct1zvLuopjm3nlDaOZs3kSUYwf4NAFUdpafqH69zZedhAJ93deeUV/eNp2lTWilTjzfTfey9486unBqZjcawV4PqdNxddjpQbA1rl6qtlMw3+mPdKlYT47ruS3bOyhIiJCexy93b9y8vznPD2pqg1gu36iJhSEhJku6HKI3WlKZ984jzNF14I7vLVW1PbX7+bWr+Oj3RWruy/GBzbUXL9rmZN7dpnaufc7prXCObv5ViKimQzKt5+51h27dL+7rvvjJ9Hb8u0ado19vzFUwxz5hi/HNwVhbuEj+vj+44vm/NUHG8y6LlZp/UbpaYGZzkoiorkY7zbt8vPnpL97srXXzuP2/WmhRFFbxup5QCTcUFQoZJxpXmrkWNR7sK668e1TTFPjwNotYnAIotCT6Ps7kqrVp4fy9Wi1lZKWSqOvB32+uvVGyMvbfnnH3mnddAg/bGVZj78sQzV2k7UKjVrGv+7u5b8fPcnVkrtVaUmSKgX1wSvt+uVQs/FVmnLrFmli1WtvPuufVzuksyArNlntQrRvbt8tDjQ89ugge/DjhghY1WrASuE/kehn3wy8PPpTdHzuyu1oQIx7VOnZAP9ykumPJ27+NIupeN8CqF9Qe/anxDqj1j7UjwlXv1dlHPsQK4zjtw9FZCb63wjyV/FsY1MtfiUxMk118jaZp5uaDZu7P/9oaeidY7ZubPv43Rsw9lslutCUZFMjAKyjTHHmjTBWB8DXdRkZel/s60Qvr2UBxCiRw/j518pFosQr73muT+z2V6RwV1/P/1Uspvep4W0yr//lu7Rcj0lIsL+4o9hw5y/e/pp+1MO/ljfXJvQAWRFHH88KeVrTOUYk3FBUKGScYG8+FRrg8uRvzbsYOxA8vLUq8obWYTQ17adp6LUHlu9uuR3V10lG2x2R880UlP9E6s3pUMH5zjdPYrtWtatcx42UAesP/7QtwwVVao4d3d9Q2Agiqd238pzcWfZMu/GNXCg8fNTmvn+/Xf9w/vyYhZ3pUMHmewC1O+AV6lij9PxDV7+WAZ6+vW2PUmllObOtrvi7U00rf11MPYfpS2jRtlj13oJSb169n48Jab++0/9EZv33iv5Mhtl2XkTr+uLQ06elAmUQYNkzeH77pOPNSsvKHIsjo9Fq427ZUshdu5U336N/p18KYpA1TZ1fSzKHzUJ3ZXY2JLd1Nrr1HNtceKE9nSUNkODtf36e/3yxfr1wVsvA1XS0pznyTEhNXy47GY2y8cA581Tb/NWrSbpE0+4n+6GDfbhAzVvI0bIR7zdNWsQiBLo+XIsv/1Wst05fxR3NQRLU5R1acMG7eUmRHATciGCybggqFDJOG8byvd2o1Pr/scf6t0fecS78Sttp6k9LulNcfeGOsD5ADpzZvB2Wr4uX8dy8aIQS5e678f1hNVqlSc+eu/WjR3r/Q7Y8bs+feQF0rp1/l0+q1aVnC9vlq2aX34x/nd3jbO07VUB6heG7oovVd4PH5YnBf6qjetYXntNtq0khKzdoLTx4q7oaQ/KUwJeqb17zz0l1+vSlFmz5Mnt2LFyvc3JkXdKtV4Y48t6o6W0d5T1lOuus/+v1pCx2iOVxcXqd3dLU5KSSnYrbQLt889lA8rK22jfesv5e3+0SerI2/737JGPjytvhC4ulu3V+etmiWOj6F99JS8qfR3XuHEl1w212kuuzTboWRaO3Rzf5Fza+femlova8BaL/c2D7n5HV77WmPG1OCYS9LS/5et63KOH3Ja0api5Ky1ayHEXF8s3AXo7vLIvVG4UuCu1aslpTZvm3Xx7u364K9HR+mplKhf/b77p+aZTXp6Mxdu3cWuV+fP1z78/lomeorzt96+/gtMMgdUqE6p6+lfOz/PzZZMprjXclPa1tYZv2FD/8nv9dVnUvlO7UeFYHNuyPnJE1vg8ckR/0yK+rF+OkpMD+7u1amU/Z3TXX6CuEa+4ouS5hK+lTx//bVcffyxvhunpt39/37b5MojJuCCoMMm40p58uzv5U17q4E0D+ULov+vw2WfO8+JpR37smPr0hNA+eVm+3Pdl681ydNc2nFJycko+IlW3rnq/V18tLy6UBkLdNZrs2KZaabiLfds2/eNZskQO8++/8rPjstm61fni2V1bI4B6O22ffqrdf9eust0epb0GNVarEK1bu59upUpyvdeTpCxNUdq5Ubu4F0K+Hdjd8NnZ8i1nrm/m1PPosaffXGsYhWPCZ8QI2e3oUfnm25Mn1d+Aq1ZcazAqPCX8rrpK+zd2pXeehHB+1bvroxWO7bJp7XsfeMC3eF56yf3LMhwf41B7a7O76TRqpN6Ol6fl4q6ha08x+JJYcEy+67l4VitKw+Olqfmn1khx797yuyVL7PNXmhdbOHrgAe/61/ObqxW9idCiInnDbdKkkokp137btfMtbtdkrZ75cG0w+9w52T7avn3O3X1tw8z17bJ6eFsjwhN/tnfmrowfL7dv1+U2dqxMjHpKaI8eLc/ZHKm14aoktBUpKb7F602teK3lrbdfT8ceb3ibuHd8mZLWDSm1F4C59vPii9rnht7eNHcseo897rz0kvYyzcnxvF+Nj/f8m/izqQ3XaxpfrrvcvWxJqU2r9t0dd5ScN3fHZcdjl2N/ixer/xbKmz5d96GufvnFcyJJaefNm+XiSs8wjm8xT0z0bVpa/Zw65b6W2VNPaSc7SzN9x2sdX5abEPbalTfdVLJ/d22SO9J62VSnTnK8IYTJuCCoMMk415N4IWTjkcpnd40T9+0r+9f63vFES8/OQWls0lONG7UTCU/TUbz9tr3bBx84Dzt9ur4dll7e7mR37tT+Xjnp1XqNtWP56iv1eJo2ld8rv/lTT7lflt7SurtaWhaLTJJdc408UVASRa1by+9d78h8/rlsB8G18VdHao3benqVuqsPPrAP+803cv5/+UWIlStL387JwoXyLUnvvuu+P8fpODa6feed9u5a4zhxwv38uZvusWOyn59/9n4994an8Wm9CVDRtat/YnHXcLCr8+dld+XEQ+nP8a2+jrKzZW3B48ed3wTtzsaNzjE4vsZ+4kTZbdQo+UjWjz/av9u8WSaJ9Tp1Sh4DlISK1lvplJKRIWvUKjUplPnr18/5JUHr1+ubvjfrluuj9EVFcp+hduHlrijzmp+vvz0k1zv/3rBY5IWONzG+8453y+rLL/XHo3d/M3q0b9uW44Xo2rWylpsQ2slXT8vu3Xdl8t7Vvn32cQwZ4twQvB5qTTb4e/+meOghfeNXlpU7+fnqL1RxpPelIJdeav+/XTvZluHq1SUftfPEdbxK+8Ke+m3TRr2foiK5D3F9y2xqqqyhrPf32rVL7pe1vldqSykca7zUqlVy2o7cNe3gLW9q6rr691/nJw7U3pAuhPM4HI8ZanxtD/G667yfd63pd+xoH69agu/uu52n3bWrTOQq667jdYbaS330PLa3Y4cQb7whtzmt33v48MDWWHV8OdXatfrXNb3rT3q68/lFaWlNd+BAz/24FrWbXnPnavffo4d2UlHPdB3l5sprYK1+lDe39url3H6rt/OoNX1337l7vN3TeiGEEN9/b++vZk15TSOE83mncrPTdb8nRMnr1BDFZFwQVJhknNoGajbLO18LFri/w6ecGKo9nuBa68TTjsH1RNl1uldeqX/D/ugj9ztsi0U7CeV4x81k8jwtdw4dkieGau3XFBfLHfTQoc5367VqHjiaP197OTo2Sq5Gz2N5peGYyFX7XX1ltTr/jo7zkZ4uX28fF6d+UabFMU5fk5J6l6c3d0Jd11et/lzfSmS1yjfsOW6bCsfaqc8/ry9urbf4vfGGvR9v2u7y9gJOmac//3R+POJ//5M1/vS+It2XkxEtjsl8QDvB5rp8/Zn0Vribl0Bu51rL07Wmshqr1bvYHE8KtYpjG1taHGvQOiYYPK0T7hqNPnpUbmcWi9yXt21rXz99oSRRtcrSpfK4obX8br5ZfbiRI72Lw91j+K4sFhmT1SrXcb3ruev+XOE6vaee8i52V97EpBaj3n0bYK/x6CtP4z982LvxPfOMfdg1a9T7+fBD7e3ht99kP47Lz9f9yp9/yptn110n32zoTni4d8cM5Rg0eLC9m97fTOH4WLW79V1ZJ+LjnWt2t22rHpu/jju+zJOrDz4Q4rnntL8/elS2Zag38eJ6jv7aa/b1w/VJj59/Dswx0NPNuKIi2Y/Fon2+4G6dLi6WN5geeEDuF13bZXPl7vfwZl/iTXHlWOvK3SOBK1bY+9u+Xb64RXmJVSCpvRF75syS/WnN765d8jd1d/5Xo0bJ4RxvUGtxV2NNq5bo9OlCjBmjvn47rluu69mdd3r3Ozdt6n75uHI3Ltc2TV2tXGnv1/Wli8rxXg9Pv1M5x2RcEFTIZFyjRp77UduI1U5aXblrQ8P1ETlFUZF8hE65yPv9d+8ed/TV5s3aJ6/B4lqN3JW3J2JUknL35pdfgjO9LVtk4lVJmOn9Df31W586JRPs3lwwq03X9QJpyBD7d653qJULe38kZTdscG6EWC+ttox85fgWRT2JoEC5eFG2xZWdHdzpqtUYaNUqsNPU2gZ8OT57W2PFtR/Xk1N/OnvW9/W0oECIyy/3z3qutmzc1Sjwl7vucp6m8nZUo7zzjva6cu21/r3QqF9fe1q+TKe4WO7vjx/33O/KlbJm/s8/y5dMuD5+GmyTJzu34ectPW9APHXKeRjX771NfqpxHacvjzEr9LRDpafmpD9VtHNPq1WIRYu0k1bK0xKtW8tjs2NbqL/+6vn386W4cqy16E0t+GBxbfdRi9pTQJ9/rn86rvtT18fd1birfOJvRUUyyavW1tpPP8lk6bhxsgbuc8+VTDwfOCBvUmsl2L1ZZ1w51hoNdAWOcozJuCCokMk4rUaHLRb5uMAzz2iPx/VuupqePUvuFFq2LPUshKyRI+WjIWo7Q7UdbJMmQQ+RfDR5smyTyvWFFWoNG5tMwTk5UGOxlGw7pbzJzbXHvmqVvGta2scuzp4NbFKmrGvRwnmdCPTFe6NGJdd/PSfXWtSSXlrrttksa9z+9FNganeo2bZNvpVR7+O8rpT5eest34a3WOT8FhfLC89g1JhQppuRIZMKRia6FY4XtklJgU12qD1iBniu/UPatC5GtW7qbN8ul7e/bnA4tk97442lT94eP67+cp3StG1cGhaLfFSY66idVpt4jjfxXItjO7NK0TpGOZaEBPVpFRWV7fOTqCgZv6fra6tVbpO+bjePPSZEt27eDZ+f7/xYKSDbmwyk++7z//m12guwtm/Xf4MrL8/4m2FlnDd5IpMQQoC8lpWVhZiYGGRmZiI6OtrocALHZLL/X5pVxWwGoqLk/zt3Au3aafebkwM8/jgQEwN88AFQubLv062ojh4FmjZ17jZjBvDUU4aEQ6Vw9izwxRfA4MFA/folvz9/HqhTR/6/YwfQoQPw1VfAQw8FL8acHLl+3XUX0KJF8KZLpEhPB+rWlf/XrAlcuFC68R04ACxZAowdKz/v3g1ccUXpxllW7NoF/P478MwzQKVKRkdDeggBfPghMGqUvVuXLsDmzYaFVO6tWAH06ePcLTER2LjRmHj8xfG83WwGIiKMi4X0c/zdHFmt8rucHODjj+V5VvPmwL59QOvW2uP7+2+gbdvAxFrRnToFfP018Oij9vPv8ubrr4FatYC+fY2OJCR5kydiMs5HTMb5IDVVji8urnTjIX127QLGjQOWL5efi4uB8HBjY6LAOHECqFoVqF3b6EiIjLV/P9CoEVClin/Gd+4cUFgIXHKJf8ZHVBrKzZe77gK+/177Ap70SU6WN7z69ZOfLRYgLMzQkErt+eeB//1PJhp//dXoaEivL78EHnnE/vnRR4Hhw4H27bWH2blT3oAFgM8+k4nXK64AatQALr00kNESkRtMxgVBhUvG8aBORERERERERKTKmzxROb/9Q0EzfLjRERARERERERERlXtMxpE2q9X+v7t2CYiIiIiIiIiISBcm40jbpk32/9UajiciIiIiIiIiIq8wGUfalDfTAf5rDJuIiIiIiIiIqAJjMo60FRfLv7VqGRsHEREREREREVGIYDKOtBUWyr+VKxsbBxERERERERFRiAjJZNykSZNgMpmcSqtWrWzfFxQUYPjw4ahduzaqV6+O/v37Iy0tzcCIy6jsbPk3IsLYOIiIiIiIiIiIQkRIJuMAoE2bNjhz5oytbNiwwfbd6NGj8fPPP2PRokVYt24dTp8+jbvuusvAaMu4EyeMjoCIiIiIiIiIKCRUMjqAQKlUqRLi4+NLdM/MzMTnn3+O+fPn48YbbwQAfPnll2jdujU2bdqEbt26BTvUsquoSP51qFVIRERERERERES+C9macQcPHkSDBg3QrFkzDBw4EMePHwcApKSkoKioCElJSbZ+W7VqhUaNGiE5OdmocMsmpc24qChj4yAiIiIiIiIiChEhWTOua9eumDNnDlq2bIkzZ85g8uTJuPbaa7Fnzx6kpqYiIiICsbGxTsPExcUhNTVVc5xmsxlms9n2OSsrK1Dhlx1KzTi+wIGIiIiIiIiIyC9CMhnXp08f2/9XXnklunbtisaNG+O7775DlSpVfBrnlClTMHnyZH+FWD7wbapERERERERERH4Vso+pOoqNjcVll12GQ4cOIT4+HoWFhcjIyHDqJy0tTbWNOcW4ceOQmZlpKycqwksNlHk0mYyNg4iIiIiIiIgoRFSIZFxOTg4OHz6M+vXro2PHjqhcuTJWr15t+37//v04fvw4EhMTNccRGRmJ6OhopxLylHk8etTQMIiIiIiIiIiIQkVIPqb63HPP4bbbbkPjxo1x+vRpTJw4EeHh4RgwYABiYmIwdOhQjBkzBrVq1UJ0dDRGjBiBxMREvknVlfKYapcuxsZBRERERERERBQiQjIZd/LkSQwYMADnz59H3bp1cc0112DTpk2oW7cuAOC9995DWFgY+vfvD7PZjN69e+Pjjz82OOoySEnGRUQYGwcRERERERERUYgIyWTcggUL3H4fFRWFGTNmYMaMGUGKqJzKyZF/mYwjIiIiIiIiIvKLCtFmHPno8GH5Vwhj4yAiIiIiIiIiChFMxpG2evXk3wsXjI2DiIiIiIiIiChEMBlH2pQ249q0MTYOIiIiIiIiIqIQwWQcaSsqkn/ZZhwRERERERERkV8wGUfalJpxlSsbGwcRERERERERUYhgMo607d0r/7JmHBERERERERGRXzAZR9ri4+Xfs2eNjYOIiIiIiIiIKEQwGUfaTCb5t1EjY+MgIiIiIiIiIgoRTMaRNqXNuKpVjY2DiIiIiIiIiChEMBlH2sxm+ZdtxhERERERERER+QWTcaRt40b5l8k4IiIiIiIiIiK/YDKOtDVpIv/m5xsaBhERERERERFRqGAyjrRZrfIvX+BAREREREREROQXTMaRtqIi+ZePqRIRERERERER+QWTcaRNeZtq5crGxkFEREREREREFCKYjCNtSltxrBlHREREREREROQXTMaRttOn5d9KlYyNg4iIiIiIiIgoRJSJLIvVasW6devw559/4tixY8jLy0PdunXRoUMHJCUlISEhwegQK6Zq1YDcXKBqVaMjISIiIiIiIiIKCYbWjMvPz8frr7+OhIQE3HLLLVi+fDkyMjIQHh6OQ4cOYeLEiWjatCluueUWbNq0ychQKyalzbhq1YyNg4iIiIiIiIgoRBhaM+6yyy5DYmIiZs+ejZtuugmVVV4UcOzYMcyfPx/3338/Xn75ZQwbNsyASCsgIexvU+ULHIiIiIiIiIiI/MIkhBBGTfzff/9F69atdfVbVFSE48eP49JLLw1wVPpkZWUhJiYGmZmZiI6ONjoc/ysqsr+44fx5oFYtY+MhIiIiIiIiIiqjvMkTGfqYqt5EHABUrly5zCTiKgSlVhzAt6kSEREREREREflJmXmbarNmzTBkyBCYzWan7unp6WjWrJlBUVVgeXn2/yMjjYuDiIiIiIiIiCiElJlk3NGjR/HXX3/h2muvRWpqqq27xWLBsWPHDIysgnJMirLNOCIiIiIiIiIivygzyTiTyYQVK1agYcOG6NixI7Zu3Wp0SBWb8ibVqlWNjYOIiIiIiIiIKISUmWScEALVq1fH4sWLMWjQIPTo0QPffPNNqcf71ltvwWQyYdSoUbZuBQUFGD58OGrXro3q1aujf//+SEtLK/W0QoqSjGN7cUREREREREREflNmknEmk8n2/5QpUzBr1iwMGzYM48aN83mcW7duxaeffoorr7zSqfvo0aPx888/Y9GiRVi3bh1Onz6Nu+66y+fphCTlMVUm44iIiIiIiIiI/KbMJOOEEE6fH3zwQfzxxx/49ddffRpfTk4OBg4ciNmzZ6NmzZq27pmZmfj8888xbdo03HjjjejYsSO+/PJLbNy4EZs2bSrVPISUjAz5NzsbgHy56qJFwLFjQH6+cWEREREREREREZVnZSYZZ7VaUa9ePaduiYmJ2LVrF/744w+vxzd8+HD07dsXSUlJTt1TUlJQVFTk1L1Vq1Zo1KgRkpOTNcdnNpuRlZXlVCqE/68hFxEB3Hsv0KSJbEZOeYqViIiIiIiIiIj0q2R0AJ7ExcUhLi7Oq2EWLFiA7du3q74EIjU1FREREYiNjS0xHce3uLqaMmUKJk+e7FUc5ZqSbWvTBr//XvLrSy8FTpwIbkhEREREREREROWd4cm4Dh06OLUXp2X79u26xnfixAk888wzWLVqFaKiokobns24ceMwZswY2+esrCwkJCT4bfxlzv8n4147/yQm3FTy65MnASEAHT8dERERERERERH9P8OTcf369bP9L4TAlClT8MQTT6BWrVo+jS8lJQVnz57FVVddZetmsViwfv16TJ8+HStXrkRhYSEyMjKcaselpaUhPj5ec7yRkZGIjIz0KaZy6f/bjJtw+knNXjIzAZcKhkRERERERERE5IbhybiJEyc6fX733XfxzDPPoFmzZj6Nr2fPnvj777+dug0ZMgStWrXCiy++iISEBFSuXBmrV69G//79AQD79+/H8ePHkZiY6NtMhKK8PFjhvtrbwoXA448HKR4iIiIiIiIiohBgeDLO32rUqIG2bds6datWrRpq165t6z506FCMGTMGtWrVQnR0NEaMGIHExER069bNiJDLpsqV8TNuc+r08MNA48aA0nTeE0/I8tdfQPfuwQ+RiIiIiIiIiKi8CblknB7vvfcewsLC0L9/f5jNZvTu3Rsff/yx0WGVLYWFiIf9hRb33Qd8+aX83/U9FldfLduPIyIiIiIiIiIi9ypEMm7t2rVOn6OiojBjxgzMmDHDmIDKg8JCVEKx7ePcue57nzoVeOGFAMdUxu3bB1y8CPBpZyIiIiIiIiLSYngy7sMPP3T6XFxcjDlz5qBOnTpO3UeOHBnMsOjYMWSjhu2j47srpk8Hnn7aufcXXwSef77ivl3VYgFat5b/Hz8OhPKLdomIiIiIiIjIdyYhjH3AsGnTph77MZlM+O+//4IQjX5ZWVmIiYlBZmYmoqOjjQ7H/yZMwNrX1uMGrAVQ8jFUtaTbF18AQ4YEPrSyKDoayM62f/75Z+DWW42LhwIrPx84dAho27biJqCJKpr8fKBqVfl/ejpQu7ax8fjTypVASgrw8svy8549QJs2xsYUqn75BcjJkc1/EBERUWjxJk9keM24I0eOGB0CqTGZYIasDte+fcmvhQCsViA83N7tkUcqbjLOMREHALfdBmRkADExhoRDOgkBvPce0K2bdy8hqVMHyMuT/2dnA9WrBya+0srJAWr8fwVXtutIVDpKIg6Q+4DUVCAuzrh4/OXIEeDmm527tW1bPvYZBQVyH15UBEycCFx3HbBundFRqSsuBipXtn9+5x1g2zbj4qHg279fnm989x1w003a/Tne5HvgAWDevMDHRkQEAD/+CPTrB/TsCfz+u9HRhL4wowOgMspstiXjHB9RdRQWJmsKODKZZJLO35Yvl+PeuNG74SwW2Y5bIFks6t1jY4GDBwM7bW9YrXIZmkzA++/Lml3eDn/xorxAO38+ICF6zWoFvvlG+zdwJzdXrsPPPitfQqK3hltBgT0RB8hkl8kk3yysx6lTQHw8MGyY9zF7w2KxJ+IAGWNZvbgWwr5umkzAjh2B326DLTkZmD1bJg0qonnz5G97ww1yPx7ofUhxMfD11/47HqWnl+wWH+95uLw8+3q9YoXzeu4vQgCbN8t5zcsDPvnEu/lu1qz0MRQUALt3B3/9rlIFeOklmYgDgPXry16CKztb/t6OiThA1kTcsKHkeZQvHI/vSvElUZybC8yaBZw9W/qYyrtTp+TyUJOV5bys9RxbT5wAWrWSN2p79dIe5rPPnD/Pnw/89ptXoavSe+524ID+c4WDB+X8P/ZY6WILhowM4I8/gMOHSz+usnIObJSCAnmzt7yoXVuupydPBmd6588H73y7sBA4etQ/4youljfm+vWTn1evlsfTQFzXkwNhoG+//VZ3v8ePHxcbNmwIYDTeyczMFABEZmam0aEExsCB4gOMEIAQ117rvle5y7GXpk09j37pUtnvrFme+zWbncdfVKRvFvbutQ/TrZu+YXxRrVrJZeBY/GHfPiGSkoT45BMhHntMiJdf9n4cI0eWjG3bNv3Duw57552eh/ntN9nvvHnu+/v+eyGeekqIjAz98eTkOMeTn69/WCGEaNTIt9+rNL+11ercf0KCdzELIcSFC0LMmSPEqVNCzJ0rP3uajlJuucX76QXDnDnq8e7YYXRkQhw+LGO5/XYh1q4VYv16fcPl5grx6adCTJsm96GO82WxBDbmskjt93V3+HzpJSHefde3aR075jydF1/0bTyOfNnmLRb3+4tdu0ofl7vYFi8u3fA//qhveNf9TWGhvuHy8oS4+WYhNm3S1783sZvNvo/T39ytA0qxWgMzjTvu0D8O12Pqn3+WLiZ/+P13GctrrwV3usq5CyDEwIElv3ddzs8+63mcrsM0alSyn6NHA3cuqYxn7FjtfqpU8W56/l6PAyEzUx4DHOPcvt338d10kxzH4MGlj81qFWLQICEWLiz9uBy5nlOlpPhnvOvXC7FunX28L73k3fCDB8vhDh3yfrpr13o3jBBCZGX5fzvSona8T02V68u+fYGZZmGhfVpdupRuXK7X2sFabqHKmzyRoYv3uuuuE61atRJvv/222Lt3b4nvMzIyxC+//CIGDBgg6tSpI37Ue2YYBCGfjLv5ZvEZHhGAEPXru+/V24324EH9J8779nl3ol1YKMSAAerDfPGFdkyHDtn7y82VO9XsbPfzoTb/nTqVnO6KFfrGo+bgQZkEUJsfbw+uei4ItJJh7k4QT5wo2b/VKkRBgXN/ubnq4/7nH+f+BgzQdzGnFsv06UIUF5duebhLAL32mvvl5+kEQ22Yvn31n8AWFamPIy3Nub/Zs/UfUN0lhvLy5PdWq7zY0JsEfvZZ5/lzPGFQOykJxAmAErevw7qLSU/i193wzzzjW1yKwkL7vCnLtnt3z8Pl5ZWMpXt3Ifr1E+LBB/UnUVzt3y9Enz5C7Nyp/n1srPayeP/9kv2//rpzP6NHC3HrrfLEVg+16WRny/m7+Wb5uXZtIWbO1De+n37Sjt/dSXaPHp73ub4uc4WnE2g9xzF3w3/8sefhv/5afb48bYOO/d9/vzxGKP3r2X6fesq3fYfW9uu43U+aVPqEXkGB599HKXoTp1rcjVvvfWyt4Zs31x+H1SrE0KFCfPSRTO6pLeuiIs+/7YULQnTs6BxHTo56v59/bu+nSRP1G1SOHM9NTp9WnwfXZVBQYP/++HH15XTxovvp6llHS3vc6dlT9vvdd0Js3ixE795C7N4txPPPO4/ru+9KDut63PvjD/fTKi72brvzRDkXyctz7m42678J7yo93fv9g7tzyPx853H8/ru+OPLy1Nd5x3Ht3u1+HAUFcr8aGel5PrTm+d9/1fvPyfF87rxgge+/t9o5ld7zs+xs5+HUtlkt/lg/33tP3/bgaR+vh9ms/5xArSKImuJi+2/rbju680738ftyPm21yvO3t9+WMZT2fKc8KTfJOCGE+PHHH0VSUpIICwsTNWrUEM2bNxdt27YVl1xyiQgPDxdxcXHixRdfFKl6z8KDJOSTcQMGiI8wXABC3HOP+15dD05K+eor9f6jo/XtqDIz3e8YXJNRni6gAVmbyJVWLSKlnD2rPe+uJ2VCyLvJruO46ip9d5mtVnsixV1CRSm//up5nBaLEDVqeB6X1u/mafmo/XZa/XXooL/fYcO0d/5167qPx1NNizNnvD9o9umjb/lpGT26dAdqtTt8WsO762/QIHt/bdrIbufOlZyer7GePOl5GTle2Hialt6kuMUixCWXCPHoo/IOqjJ8ZKR9/rZvl90eeUQmkLROTPX8zu5OTPRsM3oOHbm5QqxZY4/btTz0kPw9lc/uTrQ2bdI3X999JxMwTzwhxM8/e47xyBH364bribRacb0IcNevWm0SR4537Uv7O2rF45okcL040DomahWti2yrVYi//pIXlGpcb3hoFa31XG3evN3ez53zPLzWjRit/k+dkn9r1dL+fYYN8zxd1xsNX33lfr60zk127JAXEa++Ko/5ejjWrNJbFGazEHfdJcSWLfqm9eCD7sdbqZLncaSmercsFRkZ8nj84oty+WgNv26d/C3ffdfztqd2w1brN/vwQ+/W2V9/9dyvp2mrPWXgaZ6U2lTutv3Nmz2vI1oJSSHkdubN+uY4ba19iTtaF+/vved+uFGj5LHLcVk53hB3LK1a2f/35skJhbv5d6yNlp4uk9bt2snv1GrAf/+9+njWrxfijTfUj7+uN1AdOSaR3S1vreO/Uh5+2Ll/T9dOnpZRWJj6+YnW+NLS5G+5fr12Ilzr/Nd1Wa1ZYz9e5OaqLyOlLFigPi1P8X7/vXr/GzfKG4furi/c1WDUu91pJRMdz6UaNtSeTk6OEE8/rT1+xyeRpk9X70etlqGe2NX2bxcuyMTgl1/Kbd/xWLFsmfp4zpyRw738shBjxshhQ025SsYpzp07J5YsWSLef/99MWXKFDF79myxbds2YSmjz/OEfDLu7rvFGPxPAPKg6Ym7kyfXxIhWf453obXuuLnbka9c6f0wQuhLeqntgBxr+7iOW2s8v/3mfjm+8or+HbrW/LjydnyAfMRX8dZb3sXgbl1w7FfP79WvX8n5cTyZ92W5+HLAUbu43r5d/QRbjZ4LR9cL1kmT7N8lJnoXsy+/uWPS+b//PPev9ei3nmk5njy6q3UJyDv7nkRE+DbPQMkEvd7hqlXTjqd5c33jULuwLygQYtw497XJ3BW1u+t6koOeyvLl+n5v18SunnE7nhiuWOG5/x9+UI9Fzw0ZtfLLL9q/pfKYslLmzVOfjrfz7G54xbx5zv24JuW8Gf/mzZ5/P+VCX2141wsIb9cpV56OE65l1SrP837NNc6fW7e295+RUbJ/x7v07hJJruWJJ9zXglq82P3wZrMQLVuW7K4036Fn3RBCvaarVvn8c+3xaC1Px+Ja69ubaTsuN8fPjjcJp0+X4+3b1/04HPcVM2boX988zeeSJfL73bu1+8nK8u3mpOtj846lVSvt2LRqfmpxvUmgp2Rl+f5orLvxPvWU7Efvuby3Re+lod7fytO8v/++vriUm4d//KH+vWPTMHqW944d+qZ71136l50jd+u7Iz3HZbWyZ4/73yE83D6NK6+U3Ro10ncTz7U4JpcvXNC/DISQtXn1Tsf15uHMmd7HevJkyRhc+1G7SX7+vP5peLpR5kjPTTXAvp9WaN1AePtt/TcLHcuxYyXnubwql8m48ibkk3G3325LxvXtq28Qd3dWlTtG7jbCm2+2j0vvhjtnjrxYUmr46CmOFzSe7ga723l16eL83fnz9u/UEnVaBwFH3u64AOc7wyNG2P/Xuountzz5pG9J0erV3febkKB90eFp3Hof+QHk4wOPPy5r+ihJD7UDzptvllz2rklAd3G5npy73r1VO3m/7rqS3fbvtw/jy4WO46NIjt2tVnkCqGcc69YJMX68/mk6JgAPHPAuXmVY1+6BOnn3tI5ZLNqPxXsq+fn2tkF8mbbi4kX/zZPjzQ29FxKeyjXX2Md5xx361gvH7pddpj3M88/LhIveWNQSmTExpV9ex47JWg5Wq3c3XBR61t+0tJLdevSQw7t7rEqZjq/rqavvvlP/fupUz8N7u049/bR9WG9rDiplxAhZc6JFC+3YXJsSyMlxX6v43399u5hSitpDG1r9Oj6e6U0y07XmiyIurmS/SpJC6/h/551yGR49ar9Qdk1UutsOU1L8k9xXK7Nm6etPeQTaU3+vvqr/twH03ei7/nrnz2q1lhz3vWpNS7iexyi1iRy7zZ0ru6ntg7Ky1NcHX5a5Y80zT0WxYoUQbds6f6eWCPzySyFeeCEw64q7snixbOdPqWFbmiKEEJdf7t0wpTmHcaxZ5uvNJU/FcZ/lrr8DB2RCxV0yWU/xdE0wbJjnJz/0lqNH5Xx5ehJl3Dj7MlA7Hnsqjomy0qxbiq5d1ft56im5/09P9/24r1Ucr1Vcv1PaVNQa9osv/BuL1nIpz5iMC4KQT8b16SOew1QByDsGernbwH7+2fNGaLVqn+jpTSg4lpMn1R8b1ROvWnnwQTnc6tWedyDu7jS4VoHfvz9wOzbXkpdXsp02vUVpT831MY0OHex3tfxdkpJkwlHr97JYSp4gqxXXdjZcfzfXk0sluap2ANy40f1675hYU3tRhC/rnt7Svr36/AViWqNG+T7+6tVLDrduXWDjdVc6d9Zelo8/LkS9er6NV3m8+dVX1WscOtY89vc8Wa2+nWi6K127yppknvoTQrYD5tpNodXukjfl8GH7+LRqq2k9/qRWbrvN/feO7aeqJYS0imubjkLImwBq8foa41tvyUeWBwwQ4ttvtX8Trf2WY6PuVqsQN9xQcvipU+X6rHWxuXGj+9gbN/bvuqgU1xsggZiGuyKErNncpo32zQytJiX01nz5+2/3v5/ab6xnvGrHNyFkTchgL8dAlIQEmVD46CN9+y3H8tBDnhN0QtjboXQszz0nv0tJUR/GtVvNmtq/4+TJJft3fCTSmxthajUy9ZYnnhBi+HDt5WD0b+2prFplzM0+b4s/92NaN8D0PBIdzNKwof/GpXbTXq1GWaVKpZtOZqZ6svzPP+3NZbi7aXnhgmyK4LnnjFvu33zjXIkDkPtKo4+noYDJuCAI+WRc7dpiBD4QgHdvy/HmMcvcXH0HxqVL7eM/d067EVHHcvq0c+0M1wOS2ax+12z9en07YNduWglLPTscPcvK9fEkvY9quhbHqv3nzsnlUFBQst0nPTtJPY/3KpvHDz947nfnTnk32Nedti9Voh0bZFU7qOq9K622/C5eVI9p0SI5zMGD6i/88FSeecb+v6eTcMfG1++5x7d1xlP57Tf1k5+8PFkrpUYNmVDdssW73zMQsXpTLr205O984oT343Gl1o/rCwv8VdROcGfPtsdy9qxMHnhTs7g0Rc+ycO0/O1vut7TunGuNa84c+3dms3OCytdEoLfxA7IWrJbwcOd+z57137LVuqn1xx9yebgmgdRoTUurpogQ8rhev753sXubJHEsn33m2+/irmRkuL+IUptvre9uvtl9O1/exOv4GJbjcUAprs0r+HLTzbWdOl+X4ccfe//kgVpRbgB66k95dEztu6Qk9e6uTzeo/a7upu1Yw0h5S6RjUTvvUX4jrZowgHr7SePGlezvssuEeOwx9/PgmoTQsyy9rYGjPO79zTel/70DVRxfNKanGQ5PxWzWf97sqbi29ZebW7J5BMeivB3c09MvShMfFovndpK9Kco5sC83+r74wveatULI5f7RR94Np9ysKU2NXrVmDgDZRrFanI4CWdnCsSalv8bpehzx5xMbnkpp3nJc1jAZFwQhn4zr1k3ciwUCUK/qr0VJrrVu7X4DdnwFs54dsCN3j4ACQvTvrx6bp+koJ3PKK8EXLdJ/90jL4cMycebtgdCx5p1jmyLezI9rcWyrQou7xvdnzfI+Bj39NmlSslHUW27xPG61N1J604Cx2mvAX37Z/TBTp2ovOz3TVEvkefs7ejO840HVlwt915eOJCToG+7669WXkaeGiB15qmWjVT79VF7oHDwox+PaFkhcnPqFrKfl7MtvptbgtN6aMK7FtbkAx/HoqXXsab5ca5YpjRj37q1vvJ5+LzX/+592/47JNIXWI09q7fN44ulxUNeitr/wtl0aNaW9Ow9oJ3sOHxaiWTPf1wtvYtB6C7Wn4d54w7l/bx9rU+PuYnvPHtmEgdb3ji8weuih0v82erhrt8mxJCbK/tWSXFpvYhw7tnTx6h1u3jz5Ah1A1oBUqO2b9NyEmjTJeb12d+PW8TRcb7zKW5DdxeJpffJ2Wbm2TanVn+sLjrydtw0bhJg2zX4M3LhRnr8p5wPulqXShqqv64yeG6p6bv4UFclH4XfvljXwvYmnNL+VpxrwrvS0qQy4PzfVu7zVXkDn7rd0Taq4G/d118lak5995r6/0ibrFXrP75QXaqxeXXLelfOHDh30/2aepjd1qvZLGmrX9jz8jBnqwyq0XhLkbdFqs1nr/FLvMoiJUR+vp+sHd+0kO9aIt1iEaNrU+fuHHxbik0+027Utr5iMC4KQT8Z17ixuxO8CkCdFvtKzc3TXkL/awUcI9zUbtN7cpva4gFKUtlPUmM3ua6I5tg/iy7LwtHy06D2BV4re11KrDVurlvfz5Po2ILU7S0ojv74sL60GfNUeS/ZmGfv6u+hptF+NuxpjCxbIu6DKI8BKI9OO3n5b//Q2bpR30i0WebeusFC9TRtAiBtvLDm81er8YglflpNWjYAzZ0r2624aYWH2/6+7Tt6lVXsc0B1f58FqdZ80aNbM/R0+T3fU58+3t32iV26ubNy8SRPvtxlP1B6Tcixr1sj+XB93UMqzz6qP15sLCYXriZxa0fsG3jNn9NUYHTdOOx6tYZTaC564u7k0Z468MPe1DVJPMXoaj9Xq+WUEgP2iX43W/sXT72yxyP1dUZF2El/rrXRClGw7DnB+VFTtxtPMmSXnf+9eOZxyM2rrVn3LU+9vozh3Toju3eV++fRpeRxTW3ZqtTs8HdtXr9ZupsGxqN3I9HQjcfJk7XMuR19+Kfv/4AMZ74YN2uNUa4dPCPXasV27OvdTXKz/MXqF2jmD65sxXb9fvLhkfN6uD96uNw884L/1znXf+9dfzss9N1cmJR5+2P201G44ae2vvvvOOXGq3Oz+4gv52WqVb2N0fTmK1SpvuCgvmfK2PeTffy8Zo1pCXmmaRKtGp+MLX1ypvXDgscfk+ZkynON3AwcK8dNP9vVs+XLt+B99VHu6QsinEP73P7ncXnhB++3b7paR4z7E3ZMsrhzP65OT5d+vv5bfuZ4rul4r5eS4j8ndi5VcqbXD7DpfQrg/Hrl767gQnmvWXXqpvnMsT9uTp2OmpxcBqq2/jty9rELtjcAKreYv/vnH3o+yDrj+Blu2OJ/TKt/Vret5eZVX5ToZZzabxb59+0SRuzWiDAj5ZFz79raacePHl25UrhtmQoLnfrR2/FrDKCdfycnexaJnOu6GdT15d8dqFeKRR9zvZAHtu6LecLy79fjj3g2r9sihVs0LdyfUjo/UOFLeEOjY/pKaypVL93spvB1e682nnk6IPDVAq3bS6i5Gd4+3uXrrrZLLyxsLF9qH00qcOHJ3UrJihfthtRIwapYvlzU7XN9e5U9qsbz2mr5hXZdDRIT+6bpbX0pLbZyDB/t/vK5vytZ6A5o7ymMevXvbT6hd39zoKY7SLj/XNp9cm1vwxHX6jm3Z6aF3Hlz7ca1V5s34vTnmuBtWz7by228lh7vnHn2xa8Xg7TBqtR2UNxCGhem/WSWEbFLh8cfdLxdPF3Z6efrtvF3ftV6eoVXTQqG2z/cXb8ap1JQBSrZt5Mjdy57U3gzt+PZq1zZhhXCuHWcyqU/T9W2+jsWxxqXCm5czKJTah2rlyiu9O1ZOmyaHGzLEfX++JIBd582b7ctX+/bJ9oxPnbL//vXq+TYu13n29Ki5EM6PbcbGlvxeOV9WO0cq7Q0XPdTagRw92vnlXwp/xdKjhxxOLXmtNh2tWml6uCaO1W5eC6G+71baA9ejtMtGa/h58/T17+00XGm9GOSbb/SNe8oU+zDffadvGFe7d8snVJQEeygql8m43Nxc8cgjj4jw8HARHh4uDv//2ezTTz8tpkyZYnB0JYV8Mu7yy8Vt+FEAzm0M+cJsdq7NoHbnwPXEqWpV93ehfKX2BpjOnfUN66+DpNaOGPBPIk6RkiLvyvlaG+b0aSFuv13f461CyLtzc+bIRxDUXtvtrYIC++MJx4/LO4mXXy5rFXkjK0smSZTx6LFnj/PvorzpUI+vv/Z+XcnLk43d//ij/umoMZvl3Uh3NVW0ZGbKi2a9J/O7dpWcx6uu0jesay1JPTUrAsWxHbg5c2Qjz95cOChvYoyJ8T5pqFwMKaVdO+/XbzWuJ1tvvVX6cQrh/JiyVsLpqaecp6124Vta7tqqcXyrtV75+bKGttYNBE8sFvlChl27fBt+4sSS64Eax3aEvDk+urvT7thuphZ3bX/p3VbmzZMn345vofOG48XxmDH6h3n1VfWXH/iD1jLxlNzwhqf2rXy9mHGsWX/fffqHKyqS66u/ko1CyGPPihX61+n33pPrgKd1T+3G2rBhpQ5Xk8UiE3Vqv5PWeZhjEkbv/Ks9lu/rRbFejtOqUyew0yorHI9lwaC2vnq6MeWto0ft43b3RNDff8t+Bg6UtYNfe03/U0DecG2Du7SUGo9qzeoorFbnF5l8+61386ZWo8+b47Hr9W6fPtrNKwkhz+eVfv1xbSWEvLZTxulNpRIhnNvC9vX6siIol8m4kSNHio4dO4o///xTVKtWzZaMW7p0qWjfvr3B0ZUU8sm4xo1FLaQLwF7luLQ8VXZMSRGiZ0+54w+knBznhnv17kRdLwAnTPA9BtdHraxWz8uHguuDD+Rv4+4gqcX1QO3PC5eyxPElHkp7RuVRUZFx25/VKh8r8XfNAeUtrnpr+emlJ2F1991y2t4+ausNtQSTtyeVZYVrLQxP/fq6rjrejNJ7k0WhTNOxDUGtdsoCZdEiuT/W+xhyoKm9VT0Q+xGtNwKX9uZNYaG+Gj/lmePyclc73d8cb4i4q8EnhLyJ48v+v6BA1u70NH5/UB7lHTcu8NMqS3y9QeMrx3ZIS/tUkhazWd8N0GCeE2VnB6f2pL847lemTfN++OJi75pV8fc1otUqk7++1nUym5mI88SbPJFJCCFQBjRu3BgLFy5Et27dUKNGDezatQvNmjXDoUOHcNVVVyErK8voEJ1kZWUhJiYGmZmZiI6ONjoc/zOZkIiN2IREzJoFDBtmdED+N2wY0K4d8PTT+odZuRLYswdo2RK49Vbfp52XB1SrZv9cNrZCIqLyIyMDGDMGaNYMSEgAHnoICAszOirfvPQSMGUKcOIE0LCh0dGQXosWAZddBuzdK88nLr88MNMxmZw/R0cDmZmBmVYoyc8HqlYFevcGVqwwOhoiCgUXLgBLlgB33w3ExBgdDZVF3uSJykwyrmrVqtizZw+aNWvmlIzbtWsXrrvuOmSWsbOOkE/G1a2Lq9JXYgeuwvLlwM03Gx1Q6CkuBiZPBl55BYiMNDoaIiIiKqtWrABOnQISEwOX9CMiIqLS8SZPVGbuIXfq1Am//PKL7bPp/28DfvbZZ0hMTDQqrIrLbMYRNAUAREUZHEuIqlQJeO01JuKIiIjIvZtvBoYOZSKOiIgoVFQyOgDFm2++iT59+mDv3r0oLi7GBx98gL1792Ljxo1Yt26d0eFVPGYzMlATgEwaERERERERERFR6ZWZmnHXXHMNdu7cieLiYlxxxRX47bffUK9ePSQnJ6Njx45Gh1exCAEUFiIWFwEAtWsbHA8RERERERERUYgoU3WeLr30UsyePdvoMCgnBwBghnx+skoVI4MhIiIiIiIiIgodZaZmXHh4OM6ePVui+/nz5xEeHm5ARBVYYSEAIB9VAbBNMyIiIiIiIiIifykzyTitl7qazWZEREQEOZoKrqgIRQ6VJpmMIyIiIiIiIiLyD8MfU/3www8ByLenfvbZZ6hevbrtO4vFgvXr16NVq1ZejfOTTz7BJ598gqNHjwIA2rRpgwkTJqBPnz4AgIKCAjz77LNYsGABzGYzevfujY8//hhxcXH+manyrrAQuahm++jwkxARERERERERUSkYnox77733AMiacTNnznR6JDUiIgJNmjTBzJkzvRpnw4YN8dZbb6FFixYQQmDu3Lm44447sGPHDrRp0wajR4/GL7/8gkWLFiEmJgZPP/007rrrLvz1119+nbdyq6gI+ZANxYWFAZUrGxwPEREREREREVGIMAmt50OD7IYbbsDixYtRs2bNgIy/Vq1aeOedd3D33Xejbt26mD9/Pu6++24AwL59+9C6dWskJyejW7duusaXlZWFmJgYZGZmIjo6OiAxG2bXLhxp3w/NcARVqwK5uUYHRERERERERERUdnmTJyozbcatWbMmIIk4i8WCBQsWIDc3F4mJiUhJSUFRURGSkpJs/bRq1QqNGjVCcnKy5njMZjOysrKcSsgSAhchf4u8PINjISIiIiIiIiIKIYY/puro5MmT+Omnn3D8+HEU/v8bPRXTpk3zalx///03EhMTUVBQgOrVq2PJkiW4/PLLsXPnTkRERCA2Ntap/7i4OKSmpmqOb8qUKZg8ebJXMZRbhYUoLlurBhERERERERFRSCgzGZfVq1fj9ttvR7NmzbBv3z60bdsWR48ehRACV111ldfja9myJXbu3InMzEx8//33GDx4MNatW+dzfOPGjcOYMWNsn7OyspCQkODz+Mo0s9nWZpyX784gIiIiIiIiIiI3ysxjquPGjcNzzz2Hv//+G1FRUfjhhx9w4sQJ9OjRA/fcc4/X44uIiEDz5s3RsWNHTJkyBe3atcMHH3yA+Ph4FBYWIiMjw6n/tLQ0xMfHa44vMjIS0dHRTiVkmc04hUsAAFFRBsdCRERERERERBRCykwy7t9//8WgQYMAAJUqVUJ+fj6qV6+OV199FW+//Xapx2+1WmE2m9GxY0dUrlwZq1evtn23f/9+HD9+HImJiaWeTkhITUVlFAEA9u0zOBYiIiIiIiIiohBSZh5TrVatmq2duPr16+Pw4cNo06YNACA9Pd2rcY0bNw59+vRBo0aNkJ2djfnz52Pt2rVYuXIlYmJiMHToUIwZMwa1atVCdHQ0RowYgcTERN1vUg15ERG2x1R79DA4FiIiIiIiIiKiEFJmknHdunXDhg0b0Lp1a9xyyy149tln8ffff2Px4sVeJ8nOnj2LQYMG4cyZM4iJicGVV16JlStX4qabbgIAvPfeewgLC0P//v1hNpvRu3dvfPzxx4GYrfIpPx9nUQ8AH1MlIiIiIiIiIvKnMpOMmzZtGnJycgAAkydPRk5ODhYuXIgWLVp4/SbVzz//3O33UVFRmDFjBmbMmOFzvCHtv/+QBdkmXn6+wbEQEREREREREYWQMpGMs1gsOHnyJK688koA8pHVmTNnGhxVBRYbi8q4AACIiDA4FiIiIiIiIiKiEFImXuAQHh6OXr164eLFi0aHQgBQXIw9aAsAaN7c4FiIiIiIiIiIiEJImUjGAUDbtm3x33//GR0GAUBREWKQCQDw8t0ZRERERERERETkRplJxr3++ut47rnnsGzZMpw5cwZZWVlOhYKosBAWhAMAWrQwOBYiIiIiIiIiohBSJtqMA4BbbrkFAHD77bfDZDLZugshYDKZYLFYjAqt4ikqQi6qAQCiow2OhYiIiIiIiIgohJSZZNyaNWuMDoEUO3diKx4BwBc4EBERERERERH5U5lJxvXo0cPoEEjRuDEuxWH8h0uRn290MEREREREREREoaPMtBlHZUhhIfJRBQDQpImxoRARERERERERhRIm46ikwkJsRWcAQFSUwbEQEREREREREYUQJuOopOxsNMBpAADfm0FERERERERE5D9MxlFJe/dCQL7RNi7O4FiIiIiIiIiIiEIIk3FUUrNmyEI0AD6mSkRERERERETkT2XmbaodOnSAyWQq0d1kMiEqKgrNmzfHww8/jBtuuMGA6CqYoiJcQG0ATMYREREREREREflTmakZd/PNN+O///5DtWrVcMMNN+CGG25A9erVcfjwYXTu3BlnzpxBUlISfvzxR6NDDXnCXGj7v0YNAwMhIiIiIiIiIgoxZaZmXHp6Op599lmMHz/eqfvrr7+OY8eO4bfffsPEiRPx2muv4Y477jAoyoqh0J6LQ9WqxsVBRERERERERBRqTEIIYXQQABATE4OUlBQ0b97cqfuhQ4fQsWNHZGZmYt++fejcuTOys7MNitIuKysLMTExyMzMRHR0tNHh+FVWVD3EmM8CAPLygCpVDA6IiIiIiIiIiKgM8yZPVGYeU42KisLGjRtLdN+4cSOi/r/hMqvVavufAqegboLt/8hIAwMhIiIiIiIiIgoxZeYx1REjRuCJJ55ASkoKOnfuDADYunUrPvvsM7z00ksAgJUrV6J9+/YGRlkx5IdVs/0fVmbStURERERERERE5V+ZeUwVAObNm4fp06dj//79AICWLVtixIgReOCBBwAA+fn5trerGi2UH1PdH98DrdLWoVoVC3Lywo0Oh4iIiIiIiIioTPMmT1SmknHlSSgn43aZ2qE9diG+ThHOnKtsdDhERERERERERGWaN3miMvOYqqKwsBBnz56F1Wp16t6oUSODIqp40lEHAGAyGRwIEREREREREVGIKTPJuIMHD+KRRx4p8RIHIQRMJhMsFotBkVU81vAIwAKkppeZ1YOIiIiIiIiIKCSUmWzLww8/jEqVKmHZsmWoX78+TKyWZQyrFecsNQEA3ToWA+BjqkRERERERERE/lJmknE7d+5ESkoKWrVqZXQoFVthIc6jNgAgr4CvUiUiIiIiIiIi8qcyk225/PLLkZ6e7pdxTZkyBZ07d0aNGjVQr1499OvXz/aGVkVBQQGGDx+O2rVro3r16ujfvz/S0tL8Mv1yLT8flVAMAIiIZO1EIiIiIiIiIiJ/KjPJuLfffhsvvPAC1q5di/PnzyMrK8upeGPdunUYPnw4Nm3ahFWrVqGoqAi9evVCbm6urZ/Ro0fj559/xqJFi7Bu3TqcPn0ad911l79nq/wxm5GPKgCAy1oxGUdERERERERE5E8mIYQwOggACAuTeUHXtuL88QKHc+fOoV69eli3bh2uu+46ZGZmom7dupg/fz7uvvtuAMC+ffvQunVrJCcno1u3bh7H6c0ra8uV48fxaOPf8DkexdChwGefGR0QEREREREREVHZ5k2eqMy0GbdmzZqAjTszMxMAUKtWLQBASkoKioqKkJSUZOunVatWaNSokWYyzmw2w2w22z57W1uv3CgsRBzk47pHjxobChERERERERFRqCkzybgePXoEZLxWqxWjRo3C1VdfjbZt2wIAUlNTERERgdjYWKd+4+LikJqaqjqeKVOmYPLkyQGJsUwpLEQBogAAHTsaHAsRERERERERUYgxNBm3e/dutG3bFmFhYdi9e7fbfq+88kqfpjF8+HDs2bMHGzZs8Gl4xbhx4zBmzBjb56ysLCQkJJRqnGXSxYv4D80AAFFRBsdCRERERERERBRiDE3GtW/fHqmpqahXrx7at28Pk8kEtSbsfG0z7umnn8ayZcuwfv16NGzY0NY9Pj4ehYWFyMjIcKodl5aWhvj4eNVxRUZGIjIy0usYyh0hYEE4AKCgwOBYiIiIiIiIiIhCjKHJuCNHjqBu3bq2//1FCIERI0ZgyZIlWLt2LZo2ber0fceOHVG5cmWsXr0a/fv3BwDs378fx48fR2Jiot/iKJcKC1EF+QCAGjUMjoWIiIiIiIiIKMQYmoxr3LgxAKCoqAiTJ0/G+PHjSyTOfDF8+HDMnz8fP/74I2rUqGFrBy4mJgZVqlRBTEwMhg4dijFjxqBWrVqIjo7GiBEjkJiYqOtNqiHNoc04jUqCRERERERERETkozCjAwCAypUr44cffvDb+D755BNkZmbi+uuvR/369W1l4cKFtn7ee+893Hrrrejfvz+uu+46xMfHY/HixX6Lodwym7EB1wBgm3FERERERERERP5WJpJxANCvXz8sXbrUL+MSQqiWhx9+2NZPVFQUZsyYgQsXLiA3NxeLFy/WbC+uQjlxApfhAAAgP9/gWIiIiIiIiIiIQoyhj6k6atGiBV599VX89ddf6NixI6pVq+b0/ciRIw2KrIKpVs32mGqjRgbHQkREREREREQUYspMMu7zzz9HbGwsUlJSkJKS4vSdyWRiMi5YzGbsxeUA+JgqEREREREREZG/lZlknD/fpkqlYDbb/g0rMw8xExERERERERGFBqZbyNnevaiGXABAnToGx0JEREREREREFGIMrRk3ZswYvPbaa6hWrRrGjBnjtt9p06YFKaoKLi4OF1ELAODSbB8REREREREREZWSocm4HTt2oKioyPa/FpPJFKyQKjxzbrHt/+rVDQyEiIiIiIiIiCgEGZqMW7NmDf777z/ExMRgzZo1RoZC/y831/5/dLRxcRARERERERERhSLD24xr0aIFzp07Z/t83333IS0tzcCIKraCXfsBAOEmKyqVmdd7EBERERERERGFBsOTcUIIp8+//vorch2rZ1FQZdW9FAAQFV5ocCRERERERERERKHH8GQclS0FZtk+X25xlMGREBERERERERGFHsOTcSaTqcQLGvjCBuPkF8hl36xOpsGREBERERERERGFHsNbBRNC4OGHH0ZkZCQAoKCgAE888QSqVavm1N/ixYuNCK/CyT5wBgAQFWE1OBIiIiIiIiIiotBjeDJu8ODBTp8ffPBBgyIhADgf2QAAkJ1v+KpBRERERERERBRyDM+4fPnll0aHQI7+/xWqkVF8VJiIiIiIiIiIyN8MbzOOypYjeXEAgFaN8gyOhIiIiIiIiIgo9DAZR06irDIJd/J8FYMjISIiIiIiIiIKPUzGkRNz2kUAQJtm+QZHQkREREREREQUepiMIyfbKnUDANSsYTE4EiIiIiIiIiKi0MNkHDmJC0sHAJzJrm5wJEREREREREREoYfJOHJSYKkMAOjUvtjgSIiIiIiIiIiIQg+TceTkqDUBAFClGlcNIiIiIiIiIiJ/Y8aF7KxWZAv5eKrFFG5wMEREREREREREoYfJOLLLyUEMMgEAVaIjDA6GiIiIiIiIiCj0MBlHdvn5KEAUACCuYWWDgyEiIiIiIiIiCj0hmYxbv349brvtNjRo0AAmkwlLly51+l4IgQkTJqB+/fqoUqUKkpKScPDgQWOCLUvMZvyFawAAVaqaDA6GiIiIiIiIiCj0hGQyLjc3F+3atcOMGTNUv586dSo+/PBDzJw5E5s3b0a1atXQu3dvFBQUBDnSMsZsRnPIpKQQBsdCRERERERERBSCKhkdQCD06dMHffr0Uf1OCIH3338fr7zyCu644w4AwFdffYW4uDgsXboU999/fzBDLVsyMlCAeABAXJzBsRARERERERERhaCQrBnnzpEjR5CamoqkpCRbt5iYGHTt2hXJyckGRlYGWK04iQQAQFSUwbEQEREREREREYWgkKwZ505qaioAIM6l6ldcXJztOzVmsxlms9n2OSsrKzABGqmw0PZvZKSBcRARERERERERhagKVzPOV1OmTEFMTIytJCQkGB2S3xUXFNv+r1nTwECIiIiIiIiIiEJUhUvGxcfLNtHS0tKcuqelpdm+UzNu3DhkZmbayokTJwIapxHysuzJuKpVDQyEiIiIiIiIiChEVbhkXNOmTREfH4/Vq1fbumVlZWHz5s1ITEzUHC4yMhLR0dFOJdRkH79o+59txhERERERERER+V9IthmXk5ODQ4cO2T4fOXIEO3fuRK1atdCoUSOMGjUKr7/+Olq0aIGmTZti/PjxaNCgAfr162dc0GVAgTXC9r/JZGAgREREREREREQhKiSTcdu2bcMNN9xg+zxmzBgAwODBgzFnzhy88MILyM3NxWOPPYaMjAxcc801WLFiBaIqeHWwggL5t07lDACxBkZCRERERERERBSaTEIIYXQQ5VFWVhZiYmKQmZkZMo+srn32Z9ww7TYkVDmH43l1jQ6HiIiIiIiIiKhc8CZPVOHajCNtxWYLAOBEPhNxRERERERERESBwGQc2eT/dwYA0KX2IQ99EhERERERERGRL5iMI5vMyHoAgKjCbIMjISIiIiIiIiIKTUzGkc25rEgAgLlaTYMjISIiIiIiIiIKTUzGkU0kzACAIhGSL9klIiIiIiIiIjIck3FkU2A2AQBa1z1vcCRERERERERERKGJyTiy2XOgMgCgSqTF4EiIiIiIiIiIiEITk3FkE1fHCgA4fraKwZEQEREREREREYUmJuPIJtcs24rrdHmewZEQEREREREREYUmJuPI5q/0lgCAqlUNDoSIiIiIiIiIKEQxGUc2TQr2AQCyiqIMjoSIiIiIiIiIKDQxGUc2+VE1AQCt65wzOBIiIiIiIiIiotDEZBzZbM+Tj6lGxcUaGwgRERERERERUYhiMo5s6oWfBwAUmiIMjoSIiIiIiIiIKDQxGUc2JnMBACC+njA4EiIiIiIiIiKi0MRkHNnkQb5GtUpVk8GREBERERERERGFJibjyOYQWgAAouJiDI6EiIiIiIiIiCg0MRlHNrWRDgCoXLWywZEQEREREREREYUmJuNIslhwHnUAALF1KhkcDBERERERERFRaGIyjgAAljyz7f+qsXybKhERERERERFRIDAZRwCA3PMFtv+j46oYGAkRERERERERUehiMo4AALnn8gAAYbAgsmq4wdEQEREREREREYUmJuMIAJB+NAcAYEU4TCaDgyEiIiIiIiIiClFMxhEAID/XanQIREREREREREQhj8k4AgBcTLcAAFpHHDI4EiIiIiIiIiKi0FWhk3EzZsxAkyZNEBUVha5du2LLli1Gh2SYjJPyMdUL1lhjAyEiIiIiIiIiCmEVNhm3cOFCjBkzBhMnTsT27dvRrl079O7dG2fPnjU6NEMIk1wVahanGxwJEREREREREVHoqrDJuGnTpmHYsGEYMmQILr/8csycORNVq1bFF198YXRohkg9ZgYANK2dZXAkREREREREREShq0Im4woLC5GSkoKkpCRbt7CwMCQlJSE5OVl1GLPZjKysLKcSStYmRwIAoiL4IgciIiIiIiIiokCpkMm49PR0WCwWxMXFOXWPi4tDamqq6jBTpkxBTEyMrSQkJAQj1KC5pacZdU3ncO/dTMYREREREREREQVKhUzG+WLcuHHIzMy0lRMnThgdkl899s11OGuti/s/7G50KEREREREREREIauS0QEYoU6dOggPD0daWppT97S0NMTHx6sOExkZicjIyGCER0REREREREREIapC1oyLiIhAx44dsXr1als3q9WK1atXIzEx0cDIiIiIiIiIiIgolFXImnEAMGbMGAwePBidOnVCly5d8P777yM3NxdDhgwxOjQiIiIiIiIiIgpRFTYZd9999+HcuXOYMGECUlNT0b59e6xYsaLESx2IiIiIiIiIiIj8xSSEEEYHUR5lZWUhJiYGmZmZiI6ONjocIiIiIiIiIiIyiDd5ogrZZhwREREREREREZERmIwjIiIiIiIiIiIKkgrbZlxpKU/3ZmVlGRwJEREREREREREZSckP6WkNjsk4H2VnZwMAEhISDI6EiIiIiIiIiIjKguzsbMTExLjthy9w8JHVasXp06dRo0YNmEwmo8Pxi6ysLCQkJODEiRN8KQVRKXBbIvIPbktE/sPticg/uC0R+UcobktCCGRnZ6NBgwYIC3PfKhxrxvkoLCwMDRs2NDqMgIiOjg6ZjYHISNyWiPyD2xKR/3B7IvIPbktE/hFq25KnGnEKvsCBiIiIiIiIiIgoSJiMIyIiIiIiIiIiChIm48gmMjISEydORGRkpNGhEJVr3JaI/IPbEpH/cHsi8g9uS0T+UdG3Jb7AgYiIiIiIiIiIKEhYM46IiIiIiIiIiChImIwjIiIiIiIiIiIKEibjiIiIiIiIiIiIgoTJOCIiIiIiIiIioiBhMo4AADNmzECTJk0QFRWFrl27YsuWLUaHRFSmTJkyBZ07d0aNGjVQr1499OvXD/v373fqp6CgAMOHD0ft2rVRvXp19O/fH2lpaU79HD9+HH379kXVqlVRr149PP/88yguLg7mrBCVKW+99RZMJhNGjRpl68ZtiUi/U6dO4cEHH0Tt2rVRpUoVXHHFFdi2bZvteyEEJkyYgPr166NKlSpISkrCwYMHncZx4cIFDBw4ENHR0YiNjcXQoUORk5MT7FkhMozFYsH48ePRtGlTVKlSBZdeeilee+01OL7rkNsSUUnr16/HbbfdhgYNGsBkMmHp0qVO3/tru9m9ezeuvfZaREVFISEhAVOnTg30rAUck3GEhQsXYsyYMZg4cSK2b9+Odu3aoXfv3jh79qzRoRGVGevWrcPw4cOxadMmrFq1CkVFRejVqxdyc3Nt/YwePRo///wzFi1ahHXr1uH06dO46667bN9bLBb07dsXhYWF2LhxI+bOnYs5c+ZgwoQJRswSkeG2bt2KTz/9FFdeeaVTd25LRPpcvHgRV199NSpXrozly5dj7969ePfdd1GzZk1bP1OnTsWHH36ImTNnYvPmzahWrRp69+6NgoICWz8DBw7EP//8g1WrVmHZsmVYv349HnvsMSNmicgQb7/9Nj755BNMnz4d//77L95++21MnToVH330ka0fbktEJeXm5qJdu3aYMWOG6vf+2G6ysrLQq1cvNG7cGCkpKXjnnXcwadIkzJo1K+DzF1CCKrwuXbqI4cOH2z5bLBbRoEEDMWXKFAOjIirbzp49KwCIdevWCSGEyMjIEJUrVxaLFi2y9fPvv/8KACI5OVkIIcSvv/4qwsLCRGpqqq2fTz75RERHRwuz2RzcGSAyWHZ2tmjRooVYtWqV6NGjh3jmmWeEENyWiLzx4osvimuuuUbze6vVKuLj48U777xj65aRkSEiIyPFt99+K4QQYu/evQKA2Lp1q62f5cuXC5PJJE6dOhW44InKkL59+4pHHnnEqdtdd90lBg4cKITgtkSkBwCxZMkS22d/bTcff/yxqFmzptM53osvvihatmwZ4DkKLNaMq+AKCwuRkpKCpKQkW7ewsDAkJSUhOTnZwMiIyrbMzEwAQK1atQAAKSkpKCoqctqWWrVqhUaNGtm2peTkZFxxxRWIi4uz9dO7d29kZWXhn3/+CWL0RMYbPnw4+vbt67TNANyWiLzx008/oVOnTrjnnntQr149dOjQAbNnz7Z9f+TIEaSmpjptTzExMejatavT9hQbG4tOnTrZ+klKSkJYWBg2b94cvJkhMlD37t2xevVqHDhwAACwa9cubNiwAX369AHAbYnIF/7abpKTk3HdddchIiLC1k/v3r2xf/9+XLx4MUhz43+VjA6AjJWeng6LxeJ0QQMAcXFx2Ldvn0FREZVtVqsVo0aNwtVXX422bdsCAFJTUxEREYHY2FinfuPi4pCammrrR21bU74jqigWLFiA7du3Y+vWrSW+47ZEpN9///2HTz75BGPGjMFLL72ErVu3YuTIkYiIiMDgwYNt24Pa9uK4PdWrV8/p+0qVKqFWrVrcnqjCGDt2LLKystCqVSuEh4fDYrHgjTfewMCBAwGA2xKRD/y13aSmpqJp06YlxqF859g0Q3nCZBwRkZeGDx+OPXv2YMOGDUaHQlTunDhxAs888wxWrVqFqKgoo8MhKtesVis6deqEN998EwDQoUMH7NmzBzNnzsTgwYMNjo6o/Pjuu+8wb948zJ8/H23atMHOnTsxatQoNGjQgNsSEQUEH1Ot4OrUqYPw8PASb6lLS0tDfHy8QVERlV1PP/00li1bhjVr1qBhw4a27vHx8SgsLERGRoZT/47bUnx8vOq2pnxHVBGkpKTg7NmzuOqqq1CpUiVUqlQJ69atw4cffohKlSohLi6O2xKRTvXr18fll1/u1K1169Y4fvw4APv24O48Lz4+vsRLu4qLi3HhwgVuT1RhPP/88xg7dizuv/9+XHHFFXjooYcwevRoTJkyBQC3JSJf+Gu7CdXzPibjKriIiAh07NgRq1evtnWzWq1YvXo1EhMTDYyMqGwRQuDpp5/GkiVL8Mcff5SoKt2xY0dUrlzZaVvav38/jh8/btuWEhMT8ffffzsdcFatWoXo6OgSF1NEoapnz574+++/sXPnTlvp1KkTBg4caPuf2xKRPldffTX279/v1O3AgQNo3LgxAKBp06aIj4932p6ysrKwefNmp+0pIyMDKSkptn7++OMPWK1WdO3aNQhzQWS8vLw8hIU5XxqHh4fDarUC4LZE5At/bTeJiYlYv349ioqKbP2sWrUKLVu2LLePqALg21RJiAULFojIyEgxZ84csXfvXvHYY4+J2NhYp7fUEVV0Tz75pIiJiRFr164VZ86csZW8vDxbP0888YRo1KiR+OOPP8S2bdtEYmKiSExMtH1fXFws2rZtK3r16iV27twpVqxYIerWrSvGjRtnxCwRlRmOb1MVgtsSkV5btmwRlSpVEm+88YY4ePCgmDdvnqhatar45ptvbP289dZbIjY2Vvz4449i9+7d4o477hBNmzYV+fn5tn5uvvlm0aFDB7F582axYcMG0aJFCzFgwAAjZonIEIMHDxaXXHKJWLZsmThy5IhYvHixqFOnjnjhhRds/XBbIiopOztb7NixQ+zYsUMAENOmTRM7duwQx44dE0L4Z7vJyMgQcXFx4qGHHhJ79uwRCxYsEFWrVhWffvpp0OfXn5iMIyGEEB999JFo1KiRiIiIEF26dBGbNm0yOiSiMgWAavnyyy9t/eTn54unnnpK1KxZU1StWlXceeed4syZM07jOXr0qOjTp4+oUqWKqFOnjnj22WdFUVFRkOeGqGxxTcZxWyLS7+effxZt27YVkZGRolWrVmLWrFlO31utVjF+/HgRFxcnIiMjRc+ePcX+/fud+jl//rwYMGCAqF69uoiOjhZDhgwR2dnZwZwNIkNlZWWJZ555RjRq1EhERUWJZs2aiZdfflmYzWZbP9yWiEpas2aN6jXS4MGDhRD+22527dolrrnmGhEZGSkuueQS8dZbbwVrFgPGJIQQxtTJIyIiIiIiIiIiqljYZhwREREREREREVGQMBlHREREREREREQUJEzGERERERERERERBQmTcUREREREREREREHCZBwREREREREREVGQMBlHREREREREREQUJEzGERERERERERERBQmTcUREREREREREREHCZBwRERFRBfTwww+jX79+hk3/oYcewptvvqmr3/vvvx/vvvtugCMiIiIiCg6TEEIYHQQRERER+Y/JZHL7/cSJEzF69GgIIRAbGxucoBzs2rULN954I44dO4bq1at77H/Pnj247rrrcOTIEcTExAQhQiIiIqLAYTKOiIiIKMSkpqba/l+4cCEmTJiA/fv327pVr15dVxIsUB599FFUqlQJM2fO1D1M586d8fDDD2P48OEBjIyIiIgo8PiYKhEREVGIiY+Pt5WYmBiYTCanbtWrVy/xmOr111+PESNGYNSoUahZsybi4uIwe/Zs5ObmYsiQIahRowaaN2+O5cuXO01rz5496NOnD6pXr464uDg89NBDSE9P14zNYrHg+++/x2233ebU/eOPP0aLFi0QFRWFuLg43H333U7f33bbbViwYEHpFw4RERGRwZiMIyIiIiIAwNy5c1GnTh1s2bIFI0aMwJNPPol77rkH3bt3x/bt29GrVy889NBDyMvLAwBkZGTgxhtvRIcOHbBt2zasWLECaWlpuPfeezWnsXv3bmRmZqJTp062btu2bcPIkSPx6quvYv/+/VixYgWuu+46p+G6dOmCLVu2wGw2B2bmiYiIiIKEyTgiIiIiAgC0a9cOr7zyClq0aIFx48YhKioKderUwbBhw9CiRQtMmDAB58+fx+7duwEA06dPR4cOHfDmm2+iVatW6NChA7744gusWbMGBw4cUJ3GsWPHEB4ejnr16tm6HT9+HNWqVcOtt96Kxo0bo0OHDhg5cqTTcA0aNEBhYaHTI7hERERE5RGTcUREREQEALjyyitt/4eHh6N27dq44oorbN3i4uIAAGfPngUgX8SwZs0aWxt01atXR6tWrQAAhw8fVp1Gfn4+IiMjnV4ycdNNN6Fx48Zo1qwZHnroIcybN89W+05RpUoVACjRnYiIiKi8YTKOiIiIiAAAlStXdvpsMpmcuikJNKvVCgDIycnBbbfdhp07dzqVgwcPlnjMVFGnTh3k5eWhsLDQ1q1GjRrYvn07vv32W9SvXx8TJkxAu3btkJGRYevnwoULAIC6dev6ZV6JiIiIjMJkHBERERH55KqrrsI///yDJk2aoHnz5k6lWrVqqsO0b98eALB3716n7pUqVUJSUhKmTp2K3bt34+jRo/jjjz9s3+/ZswcNGzZEnTp1AjY/RERERMHAZBwRERER+WT48OG4cOECBgwYgK1bt+Lw4cNYuXIlhgwZAovFojpM3bp1cdVVV2HDhg22bsuWLcOHH36InTt34tixY/jqq69gtVrRsmVLWz9//vknevXqFfB5IiIiIgo0JuOIiIiIyCcNGjTAX3/9BYvFgl69euGKK67AqFGjEBsbi7Aw7dPMRx99FPPmzbN9jo2NxeLFi3HjjTeidevWmDlzJr799lu0adMGAFBQUIClS5di2LBhAZ8nIiIiokAzCSGE0UHMmDED77zzDlJTU9GuXTt89NFH6NKli2b/ixYtwvjx43H06FG0aNECb7/9Nm655Rbb95MmTcKCBQtw4sQJREREoGPHjnjjjTfQtWtXWz9NmjTBsWPHnMY7ZcoUjB071v8zSEREREQ2+fn5aNmyJRYuXIjExESP/X/yySdYsmQJfvvttyBER0RERBRYhteMW7hwIcaMGYOJEydi+/btaNeuHXr37m17S5erjRs3YsCAARg6dCh27NiBfv36oV+/ftizZ4+tn8suuwzTp0/H33//jQ0bNqBJkybo1asXzp075zSuV199FWfOnLGVESNGBHReiYiIiEi+GfWrr75Cenq6rv4rV66Mjz76KMBREREREQWH4TXjunbtis6dO2P69OkA5Nu5EhISMGLECNVaavfddx9yc3OxbNkyW7du3bqhffv2mDlzpuo0srKyEBMTg99//x09e/YEIGvGjRo1CqNGjfL/TBEREREREREREamoZOTECwsLkZKSgnHjxtm6hYWFISkpCcnJyarDJCcnY8yYMU7devfujaVLl2pOY9asWYiJiUG7du2cvnvrrbfw2muvoVGjRnjggQcwevRoVKqkvkjMZjPMZrPts9VqxYULF1C7dm2YTCY9s0tERERERERERCFICIHs7Gw0aNDAbdu5gMHJuPT0dFgsFsTFxTl1j4uLw759+1SHSU1NVe0/NTXVqduyZctw//33Iy8vD/Xr18eqVatQp04d2/cjR47EVVddhVq1amHjxo0YN24czpw5g2nTpqlOd8qUKZg8ebIvs0lERERERERERBXAiRMn0LBhQ7f9GJqMC6QbbrgBO3fuRHp6OmbPno17770XmzdvRr169QDAqXbdlVdeiYiICDz++OOYMmUKIiMjS4xv3LhxTsNkZmaiUaNGOHHiBKKjowM/Q0REREREREREVCZlZWUhISEBNWrU8Nivocm4OnXqIDw8HGlpaU7d09LSEB8frzpMfHy8rv6rVauG5s2bo3nz5ujWrRtatGiBzz//3OmRWEddu3ZFcXExjh49ipYtW5b4PjIyUjVJFx0dzWQcERERERERERHpasrM0LepRkREoGPHjli9erWtm9VqxerVqzVfc5+YmOjUPwCsWrVKs3/H8Tq2+eZq586dCAsLs9WcIyIiIiIiIiIi8jfDH1MdM2YMBg8ejE6dOqFLly54//33kZubiyFDhgAABg0ahEsuuQRTpkwBADzzzDPo0aMH3n33XfTt2xcLFizAtm3bMGvWLABAbm4u3njjDdx+++2oX78+0tPTMWPGDJw6dQr33HMPAPkSiM2bN+OGG25AjRo1kJycjNGjR+PBBx9EzZo1jVkQREREREREREQU8gxPxt133304d+4cJkyYgNTUVLRv3x4rVqywvaTh+PHjTm+h6N69O+bPn49XXnkFL730Elq0aIGlS5eibdu2AIDw8HDs27cPc+fORXp6OmrXro3OnTvjzz//RJs2bQDIR04XLFiASZMmwWw2o2nTphg9enSJt7QSERERERERERH5k0kIIYwOojzKyspCTEwMMjMz2WYcEREREREREVEF5k2eyNA244iIiIiIiIiIiCoSJuOIiIiIiIiIiIiChMk4IiIiIiIiIiKiIGEyjoiIiIiIiIiIKEiYjCMiIiIiIiIiIgoSJuOIiIiIiIiIiIiChMk4IiIiIiIiIiKiIGEyjoiIiIiIiIiIKEiYjCMiIiIiIiIiIgoSJuOIiIiIiIiIiIiChMk4IiIiIiIiIiKiIGEyjoiIiIiIiIiIKEiYjCMiIiIiIiIiIgoSJuOIiIiIiIiIiIiChMk4IiIiIiIiIiKiIGEyjoiIiIiIiIiIKEiYjCMiIiIiIiIiIgoSJuOIiIiIiIiIiIiChMk4IiIiIiIiIiKiIGEyjoiIiIiIiIiIKEiYjCMiIiIiIiIiIgqSMpGMmzFjBpo0aYKoqCh07doVW7Zscdv/okWL0KpVK0RFReGKK67Ar7/+6vT9pEmT0KpVK1SrVg01a9ZEUlISNm/e7NTPhQsXMHDgQERHRyM2NhZDhw5FTk6O3+eNiIiIiIiIiIhIYXgybuHChRgzZgwmTpyI7du3o127dujduzfOnj2r2v/GjRsxYMAADB06FDt27EC/fv3Qr18/7Nmzx9bPZZddhunTp+Pvv//Ghg0b0KRJE/Tq1Qvnzp2z9TNw4ED8888/WLVqFZYtW4b169fjscceC/j8EhERERERERFRxWUSQggjA+jatSs6d+6M6dOnAwCsVisSEhIwYsQIjB07tkT/9913H3Jzc7Fs2TJbt27duqF9+/aYOXOm6jSysrIQExOD33//HT179sS///6Lyy+/HFu3bkWnTp0AACtWrMAtt9yCkydPokGDBh7jVsaZmZmJ6OhoX2adiIiIiIiIiIhCgDd5okpBiklVYWEhUlJSMG7cOFu3sLAwJCUlITk5WXWY5ORkjBkzxqlb7969sXTpUs1pzJo1CzExMWjXrp1tHLGxsbZEHAAkJSUhLCwMmzdvxp133lnKOSvnLBagsFCWoiLnv8r/xcX6x3fZZYA/E5YWC/D33/pjaNECiInx7/T37JHLoaIymYCICCAqCoiMtP9VismkPpwQch0ym2UpKHD+a+S9AZMJaNkSqF49eNMUAsjOBi5elMWb7Yr0Cw8HwsLkX6U4flb+FwKwWuU2brE4/+/4OTISaN1aDucvZ88Cx4/r7z8qCqhSBaha1f63cmXtbc+R1Qrk59tLXp78e8klQN26vs9DeZaVBRw4oK/fsDCgVSu5zI1w6pTcT/nruCYEcPIkUK0aUKuWf8YJyGPkP//o3681agTUq+ff6aemAg0b6tsujHT+PHDkiP/HGxUFXH65f/dVeggBpKcDJ07I/Y0elSsDNWvKUr2677+ZxQJkZAAXLsjtWu95Rc2aQLNm/ltXioqAvXsDc67YsCEQH+//8erhzboaEQG0aSOPr6HCm/mvUkVuf/7c/2RnA/v36+s3PFwu/4gI/01fD6sVOHdO7n/1rv916wKNGwc2rmAqLpbnFHl5+vpXzisr+Sk1Y7XK6QeiCa6EBCAuzv/jraAMTcalp6fDYrEgzuUHjYuLw759+1SHSU1NVe0/NTXVqduyZctw//33Iy8vD/Xr18eqVatQp04d2zjquZzwVapUCbVq1SoxHoXZbIbZbLZ9zsrK0jeT5cWMGcCzz8pEib8TIjVrAosWAT17ln5cJ08C/foBKSn6h4mJkdO/6abSTz81VU7fpQ1CcuGYqDOZnBNuZVm1akD//sDDDwM9epTuAiYjA1ixQiaOlWSbUi5ckH8zMuSFA5U/118PfPONTGCVhtUKvP8+MHZs6S/awsKck3NVqsgTO9fEm9Z2aDIBnTsDt9wC9O0LXHVV8C/i9cjPl/PmL7t3y9/z4kX9w0REANdcI48rN90EdOgQ+GV18SLwzDPA11/Lzy1byt+rc2egSxegfXu53/UkPR3YuhXYskX+3bpVJoMjIoDHHwfGjQPq1/c9zuJiGeOrrwJHj+ofrlIlYNAguS20aOH79AsKgC+/BKZOldNv3lzu0wcNkhcRZUV+PvDTT3I/smJF4G7GNGkCDB4sS9Om/htvcbFMth0+bC///Wf/Pzvb93FXqmRPzDmWWrWA2Fh5rqp2TL14USbgfNW0KXDzzUCfPsCNN8pzAm+cPCl/y+XLgd9/L10snjRsaN/2O3cGOnXy741nNb/8Atx9t9zG9GrbFvjf/4DevQMXV7B8+y0wdKjcdvUaMACYN88/Cbn9+4Grr5YJQb3i4+V+/fHHS7dfV+Tmyu37zBng9Gn1kprq2/7s9deBl18ufYzBVlwM7NsHbNsmr0+3bQN27vRuOwHkTYirr5bXHz16yG1abyLVYgF27QLWrZPlzz/lfjEQKlcGxowBXnnFfxUYLJbQStp7wdDHVE+fPo1LLrkEGzduRGJioq37Cy+8gHXr1pV46QIAREREYO7cuRgwYICt28cff4zJkycjLS3N1i03NxdnzpxBeno6Zs+ejT/++AObN29GvXr18Oabb2Lu3LnY73JnoV69epg8eTKefPLJEtOdNGkSJk+eXKJ7yDym+vHHwPDh6t+Fh8sNLyLC/jc8XN+BJTdX7gzCw4EPPwSeesr3GDdvlomw1FR5oVm7tudh8vLkQSs8HPjoI0Dlt9Vt927g1lvlyWeVKsD/J3crJKvVXsOtoED+74vKlZ1r1Rl54V9QIO/kKRo3lhdvgwcDl16qbxzHjsmLq59+Atau1X8yEhEhLzSCffeyInCs7aZV603532RSrzHn+H9YmNynmM3ywvCLL4A77vAttrQ0mSRYsUJ+jo+X24SeeSoosCfXSnMYj4yU+7PISBmPo3r15EVp374y4RQb6/t0/EEI4O23gfHjgYceAmbPLv3J26lTQLdu8iJaqZHjSX6+TGg5ql1b3nBKSpLLqkmT0sXl6pdfgGHD5AWQlkqVgCuusF+cd+4sa5vt2mVPum3Zop4gCwuz12CKipLnAy++6F1NSYsFWLgQmDQJOHhQdqtRQ996Y7HIizgllnvvBV56Sc6PXrm5wKefygt/teVkMsnf5+GHgTvv9G9CVy+LRR4bvvkG+OEH54RV/fr+qxWhuHBBLhfF9dcDQ4bIm07eJJoKC+UF5p9/Ahs2yAvPo0c9H+P07tMAuU+9eNF/NcmqV5dPZejdR7jW4omIAK69Vu4D+/SRtVZcz3sLC+XyUBJwDu1XA5DJMX9fI1itcltR2+/7mqDXY8kS4L775DKqW1ffeM+ft9cM6t0beOcd77bpssJikfujqVPl53r15DHTk9On5bBTpwLPP1+6GLKzga5dgX//lfvUGjU8D5OVBWRmyv8rVwbuuQcYOVKOxxsZGfK89ocfgJUr9d1YN5nkeqJnOSm1swGZ4Hn11bJbm9likTXOtm2zJ9927FCvAaf3+AfI38k1eV+lCtC9O3DddTI517WrfbsrKgK2b7cn3zZsKDm83mtlbxQX24+vl1wij7f33ef775WbK2+eTZsmk93erptllFfNmQkDmc1mER4eLpYsWeLUfdCgQeL2229XHSYhIUG89957Tt0mTJggrrzySrfTat68uXjzzTeFEEJ8/vnnIjY21un7oqIiER4eLhYvXqw6fEFBgcjMzLSVEydOCAAiMzPT7XTLjcxMIY4dE+LMGSHS04XIyhIiP1+I4uLSjTc/X4gHHxRC7mqFeOopIQoLvR/PvHlCREbKcbRtK8R//+kbrqBAiIcesk9/5Eghioq8n/7PPwtRvbocx2WXCXHggPfjCGUWi/ytMzKESEuT69KBA0Ls3i3Erl1C7N8vxNGjQqSmCnHxohB5eXKYssRqFeKvv4QYNkyI6Gj7OgMIce21Qnz+udwuXIfZtk2I8eOFaNfOeRhAiNathXjiCfn9tGlCfPmlEEuXCrFunRB//y3EyZNC5ObK8VD5sX+/EFdd5bxfy8vzbhwrVggRFyeHj4oS4uOPfVsPrFa5n7twQYhTp4Q4dEhud5s3C7FmjRCrVgmxYYMQ27cL8e+/cts8e1aInJyS+/dTp4T47DMh7rpLiBo1nNfl8HAhevQQ4u23hdizx/s4S8tiEWL0aOeYhg0r3baTlSVE+/ZyXK1ayWWoh9UqxL59Qnz0kRC3315yWQFCNG8uxJNPCvHjj0KYzb7HmJEhxJAh9vG2bClEcrL8DX/9VYhJk4To21eIunVLxuCutGwpj80ffijHl58vxOrVQnTvbu+nWjUhXnpJiPPn3cdosQjx/fdCXH65fdjatYV45x25f9MrOVmIW291jvP22+W67M7Fi0K89pqcpjJcw4Zy3s6eFWLOHLnuOo43JkaIxx+X0wz0/tdqFWLnTiGee06IBg2c42jcWIiXXxZi797ATDs3V4hvvhEiKUkIk8k+3erVhXjkESHWr1ef/5wcue+YMEGI668XokoV9fUoIkKuS7fcIsSIEUK8/748X9q7V65T3rJa5bRPnJDnDmvXCrFkiRBffCHEu+8K8corQgwfLvcFr74qt8FvvpHbQnKy3C7T0nzb5rKzhfjpJ7ndNmlScl4bNRLisceE+OEHIT75RIg77rCfFyrFZBKiWze5XW7eXPpzaC1ZWXLZvPOOEPfeqx6v8vuMH1/6OBYulMcAQE5P73n8+fPyt6pcWQ4bFibE0KHyWFNenD8vRK9e9mX64ov6l+eMGfb5Xr3a9xisViHuvluOq0EDeS6tR2GhEAsWOO/XASE6dxbiq6/kuYOWc+fk+cDNN9t/P6XUqiXElVfK7x55RG6XH38sz2+3bJHntt5ea02dah//88+XrfPiggIhli2T626dOurbWvXqQlx3nRBjxggxf748T/TmOqe4WIgdO4T44AN5DqY2nchIOY1eveTx2fX76Gi5L377bSE2bfLteluPn38Wolkz+3Svv15e03gjLU3um2rVso9n0KDAxGuAzMxM3XkiQ5NxQgjRpUsX8fTTT9s+WywWcckll4gpU6ao9n/vvfeKW2+91albYmKiePzxx91Op1mzZmLixIlCCCH27t0rAIht27bZvl+5cqUwmUzilM4DhDcLucKzWoWYMsV+Itizp/6LHotFnqgqG+ptt5VMiOiZ/htv2MfRp49MPuoddto0e+w33qg/diq/8vLkwbR3b+cLmCpV5AXsN9/IE/ZLLnE+EIaFyQPl//7HhG2oKygQ4tln7b9927b6TkYKCuTJmrfDBZvZLC8enn1WJqpcT/p69xbi4MHgxFJY6HxTZ9Agua0B8kLPl5P2oiJ5LACEqFdP/w0erfg2bBBi4kR50aNctCqlXj0hxo3zfhorV8qkknKRP2aMdtLXapU3PBYtkhcy119vTxQ0bCjEnXfK4/Dvv8vklRarVSY2OnZ0PsGfNKnkcdNqlckLJaEJCBEbK8Trr3t/nHa0Y4cQ99zjvO+96SZ5E8PR2bMyWeh486R5c3kBqZaMOXxYJpcaN3b+fVq1EuKtt2Ty58ABuRxPn7bfmCwoUL+oslhk4igtTYgjR2SSessWmQRftkyI774T4s035TbuOL2aNWUi8M8/g3tT6tgxmbS89FLneC69VHZfskQmDLt2FaJSpZLbfJ06cj2aNk2IP/6Q4wtUssloSsL9vffkha9yM1it1Ksn90nffivXGaO4Jujr1bPH2LOnXE998c039v3tgw/6dkP70CG5TSvxVK0q95c5Ob7FFCx//23fXqpUkYktb1itct0A5A2T48d9i+N//5PjqFxZiI0bfRvHtm1CDB4sE7SO6+748fbk6JkzMqnWs2fJ41ibNnL/uXt34BJlH3xgn97IkcYm5LKyZBL6vvtK3nCrWlWIa64R4plnhPj6a3mj09/7cotFHlM+/ljGEB9fct9Tq5a8KTBtmhApKcHdH+fnyxsiUVEylvBwIUaNkjcQ3Tl4UFZSUIYDZGJvxgzvbt6VceUqGbdgwQIRGRkp5syZI/bu3Ssee+wxERsbK1L/P+v/0EMPibFjx9r6/+uvv0SlSpXE//73P/Hvv/+KiRMnisqVK4u///9iJicnR4wbN04kJyeLo0ePim3btokhQ4aIyMhIscfhbv7NN98sOnToIDZv3iw2bNggWrRoIQYMGKA7bibjfLB0qT2T36KFPNFxJztbnvgpG+sLL5RuR7Nokf3ubtu28uTZncJCeRdUmf6wYYG7y0Bl14kT8iJWLSEByHW6f38h5s6VdxKpYlmxwn7R46mGmz9q1Bnl8GFZC6VPH/td8shIeUHlSw0YvXJy7Emz8HB5N18IWVNGWY4TJng3TqtVngwqF1ieal55KyNDHu+GDxeifn17nCaTTGIuXuz+gjYry/nYc+mlMnHjreJi328eWa1yHq64wvnEf8oUeWxeuVKILl3s39WoIX8Hd4k+b/37r7x4dLwovOYaWTNp1Ch5QeR4oTh/vr5EgcUiE80PPaRd40utVKokpxkT491wgLwA7t9fJrzc1UYJBqtV1ogbMkS9doVSGjUSYuBAIT79VNZ0K0s1VYItN1eIX36Rtf/atJHr4euvywvgslbLX2G1ym1C+Y0bNPB+P/LFF/ak+JAhpb/Y/+svWXNQWcfq15fJ87KY1P3hB/uya9JE1m71RV6e/YZFly7eb/9r1tj3gTNm+BaDo7NnZQUFx5vJlSrJGB1vgABCdOgg1/N//y39dPWaOdM+/ccfD+72de6cfArm1ltLJuAbNJDH9N9/N+Za0GqV55CzZ8vzzN27y8a+58gRWZNPWU5xcfJ6yDW2TZvkMdBxHevcWd60KovbfymVq2ScEEJ89NFHolGjRiIiIkJ06dJFbNq0yfZdjx49xODBg536/+6778Rll10mIiIiRJs2bcQvv/xi+y4/P1/ceeedokGDBiIiIkLUr19f3H777WLLli1O4zh//rwYMGCAqF69uoiOjhZDhgwR2dnZumNmMs5Hu3bJEzxAntCuXKne37Fj9sf+IiLkYyb+sHWr/eKoXj3tO0wXLsg7Q8oF1LRpFftElOTvv2mTvIhv316eJPz6a2ATEVQ+pKbKxzWUE4x+/ZxrSFit8hFl5cS+Vi2Z6CivDhxwfmzn0kuFWL7c/9M5f16IxER70mzZMufvP/zQHsPUqfrHqzwOYzLJ5EggFRbKizrH5aVchI4fL491jlavdq65NXKksbVHLBZZO8DxZoRjIqpqVfnYViBrBP33n9zvOtboUEqnTvI39PWiJDNTJgOuvVbW/FISbUpNIL0lKko+JpuQIJdVx45ynLffLi+e/Jmk9KfsbHl+deON8iblsGGypsfRo0ZHRv6yd69sMkO5ofHOO/rOZx2TIk884b8Lf6tVXoA3bWof/xVXaF8PBJvFIvfNSmw33lj6G62HD8sasUqCSa8TJ+xNEDz0kH+vQwoL5e9wzTXO+7KuXeUx8vBh/03LW6VNAmdny9qErVvLffKll8r/27eXCdFrrpG/6803y3303XfLpgxc9/vNm8uKIJs2lY3EV1m2cqVsskBZdt27y5sVP/8sj4WOy7VvX/mYfQhfV5e7ZFx5xGRcKaSlCXH11XKDDAuT1ZIdN8iNG+1tKdWrJ++k+dOJE/a7VJGRsj06RwcPynbhAHnx/NNP/p0+EYUei0Um7ZVaY5dcIu9oZ2QIcf/99pOQ66+X+6DyzmqVtY0d767ffbf/5u3kSVkDBZCPPmodB9580z79jz/2PN7vvrP3//77/olVr8OHhRg71vnxsbAweWKq1KRTujdtKtefsqK4WNZKVB7ZioyUjwjrbbvIH06dko/qxsfL5gBWrAjsyXxxsazVkpEha5OcPCkTg/v2yb9pafKijxdpVNZlZwvxwAPON4zcJYgdb3QE6nHBggLZDmBsrH1aDz+svxkZT/btk4/sT5ki9xV69lUZGc7tVo4a5dtjuWp+/dWeYPriC8/9FxTIxBggKycE8hG+HTvk/t3Xx2gDYd48e43ABx7Q9zukp8va+o7tkHlb2rcXYvJk+YhyCCeLAsJslu3VqdW4rlxZbt9GtDlsACbjgoDJuFIqKJCPnygb6WOPybs0X31lv/vdrl3g7s5mZ8u7Icr0J0yQO921a+078YQE36ulE1HFlJJiT+abTPZ2PsLD5aMhoVYdPytLJkiUk+Zq1eQd6dI8xrFvn70GdYMGntvUe+kl+7587lzt/jZssD96MnKk7/GVltksa5vdeKP6xcCTT8pjVFlUWCgvKstTA+xEJM9xP/nEfo7drJl8sY+rd96x74uC0ZD++fOy7S0lUdW4sTwX91VBgUymqNWkjY+XzR6MGydvzBw4YE+m79tnr9kTGen+WOKryZPt409Jcd/vk0/ab0YZWUvNSIsW2duvvPtu7fOKkyfleYhjEqhFC1kreetWeTNvzRpZe+vnn2Vt9W+/lb/x7Nny8d9PPy1d27Fkd/KkEAMGyN8hOlruR06eNDqqoGIyLgiYjPMDq1Ue9JUDcIsWznftAn0xUlwsdxDKNHv0sNdq6dJFNmRKROSt7GznN2A2aeJ7o8vlxa5dzm9sa9vWt3bOtm61v0Xsssv03ZCxWmVyTalp9v33Jfs5cMD+ts3bby87SdH9+2Wj+bVry/Vk1SqjIyKiULZ1q/1R+MhImYxQEm6vv27fh7/ySnBrBv35p/3RVZNJ7he9bQZk/XrnR+pvukk2ft+yZcn20JRSvbp8Wkd5EUzDhnIZBYLFYq9517ix9uP9c+bYl4NDU0wV0tKl9muz2293bnPv4EH5aL1j4rV9e3mzq6wc4yuygwdL9zKncsybPJFJCCFAXsvKykJMTAwyMzMRHR1tdDjl27JlwIABQE6O/PzSS8BrrwFhYcGZ/uefA088ARQXy8/33gvMmQNUqRKc6RNRaPrxR2DHDmD0aCAmxuhoAs9qBebOBZ5/Hjh/Xna7916gc2egUSMgIUH+jY8HwsNLDv/778Cdd8pjQadOwK+/AnXr6p/2sGHAF18AlSvLZd+nj/wuPR1ITAQOHZLjXbsWqFbNL7PsN1arvJRQWy5ERP504QIweLA8/wbk/5dcArz5pvz86qvA+PHBjys7Wx4vP/9cfm7bFvjmG6BdO/fDZWQAL74IzJolP9erB3z4oTz+mEyyW04O8PffwM6d8ri8c6f8XFBgH8811wDffw/Exfl5xlxi7dQJOHwY6NVLHucc9/s7dgDdu8u4Jk0CJk4MXCzlxfLl8tzAbAZuvhmYPBl4/31g4UJ57ASAa68Fxo2T3yu/OZFBvMkTMRnnIybj/GzPHuD114H+/YF77gn+9NeuBV54Abj9dpkMDFYikIgo1Jw/L0+KZ89W/75SJXnhpyTnEhKAyEhgyhSgqAjo2RNYsgSoUcO76VoswMCB8gQ9KgpYsQLo2lWOb+NGoHFjYNMmmQwkIqrIrFZg6lTg5ZftCQ0AePtteT5spJ9+Ah59FDh3Tt5cee014LnnSt6sEEImz0aOBFJTZbdhw+Q81KzpeTrFxcD+/TIxB8jrj4gIv86Kqt27gW7dgPx8ufxff112P39eJuqOHgX69pXLgdcj0urVwG23yWXmqE8feb5x7bX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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(15, 10))\n", "\n", "plt.subplot(311)\n", "plt.plot(np.linspace(0, T, len(data1[:, 0])), data1[:, 0], 'r-', label=\"Without homeostasis\")\n", "plt.plot(np.linspace(0, T, len(data2[:, 0])), data2[:, 0], 'b-', label=\"With homeostasis\")\n", "plt.xlabel('Time (s)')\n", "plt.ylabel('Firing rate (Hz)')\n", "\n", "plt.subplot(312)\n", "plt.plot(data3[-1, :], 'r-')\n", "plt.plot(data4[-1, :], 'bx')\n", "axes = plt.gca()\n", "axes.set_ylim([0., 0.035])\n", "plt.xlabel('# neuron')\n", "plt.ylabel('Weights after 1000s')\n", "\n", "plt.subplot(313)\n", "plt.imshow(np.array(data4, dtype='float').T, aspect='auto', cmap='hot')\n", "plt.xlabel('Time (s)')\n", "plt.ylabel('# neuron')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that without homeostasis, the post-synaptic neuron reaches quickly a firing of 55 Hz, with all weights saturating at their maximum value 0.03. This is true even for inputs as low as 0.2Hz.\n", "\n", "Meanwhile, with homeostasis, the post-synaptic neuron gets a firing rate of 35 Hz (its desired value), and the weights from the input population are proportional to the underlying activity." ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 4 }