From 0a1da3e7aaf8485c708596cfb726bcf2f3009160 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Thu, 28 Jul 2022 09:29:18 -0700 Subject: [PATCH 01/26] Add excitatory inhibitory neural network tutorial --- ...rial02_excitatory_inhibitory_network.ipynb | 648 ++++++++++++++++++ 1 file changed, 648 insertions(+) create mode 100644 tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb new file mode 100644 index 000000000..97d5c4f40 --- /dev/null +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -0,0 +1,648 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3fd51524", + "metadata": {}, + "source": [ + "*Copyright (C) 2022 Intel Corporation*
\n", + "*SPDX-License-Identifier: BSD-3-Clause*
\n", + "*See: https://spdx.org/licenses/*\n", + "\n", + "---\n", + "\n", + "# Excitatory-Inhibitory Spiking Neural Network with Lava" + ] + }, + { + "cell_type": "markdown", + "id": "8ac8ba24", + "metadata": {}, + "source": [ + "_**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", + "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", + "neurons and Dense connectivity. The tutorial is useful to get started with Lava in a few minutes._" + ] + }, + { + "cell_type": "markdown", + "id": "3fbb06e6", + "metadata": {}, + "source": [ + "#### This tutorial assumes that you:\n", + "- have the [Lava framework installed](../in_depth/tutorial01_installing_lava.ipynb \"Tutorial on Installing Lava\")\n", + "- are familiar with the [Process concept in Lava](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", + "\n", + "#### This tutorial gives a bird's-eye view of\n", + "- how with Lava you can implement a simple E/I Network using\n", + "[Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons and [Dense\n", + "(fully connected)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") connectivity.\n", + "- how to use Hierarchical Process to build more complicated Processes from simpler ones\n", + "- how to create a SubProcessModels for this Hierarchical Process using already defined ProcessModels for a swift execution\n", + "\n", + "\n", + "(Add diagram)
\n", + "\n", + "#### E/I Network\n", + "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibting rich dynamical behavior.
\n", + "As depicted above, the network consists of LIF neurons which are connected to a dense layer with specified weights which again connectes to the LIF neurons.
\n", + "With an additional inpurt one can feed in external activations into the network, the outport allows for reading out spikes." + ] + }, + { + "cell_type": "markdown", + "id": "89344cf6", + "metadata": {}, + "source": [ + "#### General imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "257a6fe8", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "de1acd9c", + "metadata": {}, + "source": [ + "#### E/I Network Lava Process\n", + "We define the structure of the E/I Network Lava Hierarchical Process class.
\n", + "The definition reflects the structure of the Lava Processes used to build the Hierarchical Process.
" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "497c0d06", + "metadata": {}, + "outputs": [], + "source": [ + "# Import Process level primitives\n", + "from lava.magma.core.process.process import AbstractProcess\n", + "from lava.magma.core.process.variable import Var\n", + "from lava.magma.core.process.ports.ports import InPort, OutPort" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "159d9263", + "metadata": {}, + "outputs": [], + "source": [ + "class EINetwork(AbstractProcess):\n", + " \"\"\"Network of recurrently connected neurons\n", + " with given weight matrix\n", + " \"\"\"\n", + " def __init__(self, **kwargs):\n", + " super().__init__(**kwargs)\n", + " shape = kwargs.get(\"shape\", (1,))\n", + " du = kwargs.pop(\"du\", 0)\n", + " dv = kwargs.pop(\"dv\", 0)\n", + " vth = kwargs.pop(\"vth\", 10)\n", + " bias_mant = kwargs.pop(\"bias_mant\", 0)\n", + " bias_exp = kwargs.pop(\"bias_exp\", 0)\n", + " weights = kwargs.pop(\"weights\", 0)\n", + " \n", + " # Ports for receiving input or sending output\n", + " self.a_in = InPort(shape=shape)\n", + " self.s_out = OutPort(shape=shape)\n", + "\n", + " # Variables for LIF Process\n", + " self.du = Var(shape=(1,), init=du)\n", + " self.dv = Var(shape=(1,), init=dv)\n", + " self.vth = Var(shape=(1,), init=vth)\n", + " self.bias_mant = Var(shape=shape, init=bias_mant)\n", + " self.bias_exp = Var(shape=shape, init=bias_exp)\n", + " \n", + " # Variable for Dense Process\n", + " self.weights = Var(shape=(shape[0], shape[0]), init=weights)" + ] + }, + { + "cell_type": "markdown", + "id": "01b9eabc", + "metadata": {}, + "source": [ + "#### ProcessModels for Python execution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bc319315", + "metadata": {}, + "outputs": [], + "source": [ + "# Import parent classes for ProcessModels for Hierarchical Processes\n", + "from lava.magma.core.model.sub.model import AbstractSubProcessModel\n", + "\n", + "# Import execution protocol\n", + "from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol\n", + "\n", + "# Import decorators\n", + "from lava.magma.core.decorator import implements" + ] + }, + { + "cell_type": "markdown", + "id": "4ed07fb5", + "metadata": {}, + "source": [ + "#### E/I Network Subprocess Model\n", + "Using the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process.
" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6dc54408", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.proc.dense.process import Dense\n", + "from lava.proc.lif.process import LIF\n", + "\n", + "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", + "class SubEINetworkModel(AbstractSubProcessModel):\n", + " def __init__(self, proc):\n", + " shape = proc.proc_params.get(\"shape\", (1,))\n", + " du = proc.proc_params.get(\"du\", (1,))\n", + " dv = proc.proc_params.get(\"dv\", (1,))\n", + " vth = proc.proc_params.get(\"vth\", (1,))\n", + " bias_mant = proc.proc_params.get(\"bias_mant\", (1,))\n", + " bias_exp = proc.proc_params.get(\"bias_exp\", (1,))\n", + " weights = proc.proc_params.get(\"weights\", (1,))\n", + "\n", + " # Instantiate LIF and Dense Lava Processes\n", + " self.lif = LIF(shape=shape,\n", + " du=du,\n", + " dv=dv,\n", + " vth=vth,\n", + " bias_mant=bias_mant,\n", + " bias_exp=bias_exp)\n", + " self.dense = Dense(weights=weights)\n", + " \n", + " # Recurrently connect neurons to E/I Network\n", + " self.lif.out_ports.s_out.connect(self.dense.in_ports.s_in)\n", + " self.dense.out_ports.a_out.connect(self.lif.in_ports.a_in)\n", + "\n", + " # Connect incoming activation to neurons and elicited spikes to ouport\n", + " proc.in_ports.a_in.connect(self.lif.in_ports.a_in)\n", + " self.lif.out_ports.s_out.connect(proc.out_ports.s_out)" + ] + }, + { + "cell_type": "markdown", + "id": "83c46223", + "metadata": {}, + "source": [ + "#### Defining the parameters for the network\n", + "We define the parameters for the single neurons as well as the recurrent connectivity of the neurons.
\n", + "The recurrent weights encode the difference between excitatory and inhibitory neurons.
\n", + "Moreover, the weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and explodes.
\n", + "We here follow the common choice that the ration $\\gamma$ between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a4cb58c2", + "metadata": {}, + "outputs": [], + "source": [ + "# Fix randomness\n", + "np.random.seed(1234)\n", + "\n", + "# Fix network size\n", + "num_neurons = 300\n", + "shape = (num_neurons,)\n", + "\n", + "# Single neuron paramters\n", + "# Bias_mant is set to make the neuron spike\n", + "lif_params = {\n", + " \"vth\": 1,\n", + " \"du\": 0.01,\n", + " \"dv\": 0.1,\n", + " \"bias_mant\": 0.101}\n", + "\n", + "# inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", + "g = 4\n", + "\n", + "# Generate connectivity\n", + "# W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", + "# Set scaled standard deviation of recurrent weights\n", + "J = 0.5 / np.sqrt(num_neurons)\n", + "weights = np.random.normal(0, J, (num_neurons, num_neurons)) * lif_params['du']\n", + "\n", + "# Impose constraint that neurons can **either** be excitatory (positive weight) **or** inhibitory (negative weight)\n", + "# We use the commen choice of 4 times as many (i.e. 80%) excitatory neurons\n", + "n_exc = int(num_neurons * 0.8)\n", + "mask_pos_weights = (weights > 0)\n", + "mask_neg_weights = (weights < 0)\n", + "\n", + "exc_conns = np.full(weights.shape, True)\n", + "exc_conns[:, n_exc:] = False # Set entries for inhibitory neurons to False\n", + "inh_conns = np.invert(exc_conns)\n", + "\n", + "# Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", + "weights[mask_neg_weights * exc_conns] = 0\n", + "weights[mask_pos_weights * inh_conns] = 0\n", + "\n", + "# We finally need to increase the inhibitory weights by a factor of 4 to maintain balance\n", + "weights[inh_conns] *= g\n", + "\n", + "# Parameters Paramters for E/I network\n", + "ei_network_params = {\"shape\": shape, \"weights\": weights, **lif_params}" + ] + }, + { + "cell_type": "markdown", + "id": "bd11399c", + "metadata": {}, + "source": [ + "#### Execution and Results" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ec3b4416", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.magma.core.run_conditions import RunSteps\n", + "from lava.magma.core.run_configs import Loihi1SimCfg\n", + "# Import io processes\n", + "from lava.proc.io import sink, source\n", + "\n", + "# Configurations for execution\n", + "num_steps = 500\n", + "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Instantiating network and IO processes\n", + "network = EINetwork(**ei_network_params)\n", + "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", + "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "inport_plug.s_out.connect(network.a_in)\n", + "network.s_out.connect(outport_plug.a_in)\n", + "\n", + "network.run(condition=run_cond, run_cfg=rcfg)\n", + "\n", + "# Fetching spiking activity\n", + "spks = outport_plug.data.get()\n", + "\n", + "network.stop()" + ] + }, + { + "cell_type": "markdown", + "id": "3c02ce1d", + "metadata": {}, + "source": [ + "#### Visualizing the acitvity\n", + "First, we visually inspect to spiking activity of the neurons in the network.\n", + "To this end, we display neurons on the vertical axis and mark the time step when a neuron spiked." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "abac04ec", + "metadata": {}, + "outputs": [], + "source": [ + "def raster_plot(spks, stride=6):\n", + " \"\"\"Generate raster plot of spiking activity\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " spks : np.ndarray shape (num_neurons, timesteps)\n", + " Spiking activity of neurons, a spike is indicated by a one \n", + " stride : int\n", + " Stride for plotting neurons\n", + " \"\"\"\n", + " num_time_steps = spks.shape[1]\n", + " assert stride < num_time_steps, \"Stride must be smaller then number of time steps\"\n", + " \n", + " time_steps = np.arange(0, num_time_steps, 1)\n", + " \n", + " plt.figure(figsize=(10,5))\n", + " timesteps = spks.shape[1]\n", + " \n", + " plt.xlim(-1, num_time_steps)\n", + " plt.yticks([])\n", + " \n", + " plt.xlabel('Time steps')\n", + " plt.ylabel('Neurons')\n", + " \n", + " for i in range(0, num_neurons, stride):\n", + " spike_times = time_steps[spks[i] == 1]\n", + " plt.plot(spike_times,\n", + " i * np.ones(spike_times.shape),\n", + " linestyle=' ',\n", + " marker='o',\n", + " markersize=1.5,\n", + " color='b')\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5cb611d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "raster_plot(spks=spks)" + ] + }, + { + "cell_type": "markdown", + "id": "81e1c3a9", + "metadata": {}, + "source": [ + "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", + "Overall, we see a heterogeneous network state with asynchronous spiking across neurons.
" + ] + }, + { + "cell_type": "markdown", + "id": "76ebd05a", + "metadata": {}, + "source": [ + "#### Further analysis\n", + "Another hallmark property of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", + "With this function, one can assess the *memory* of the network.
\n", + "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:
\n", + "\\begin{equation}\n", + " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", + "\\end{equation}\n", + "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", + "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2b40227d", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import pearsonr\n", + "\n", + "def auto_corr_fct(spks, max_lag):\n", + " \"\"\"Auto-correlation function of parallel spike trains\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " spks : np.ndarray shape (num_neurons, timesteps)\n", + " Spiking activity of neurons, a spike is indicated by a one \n", + " max_lag : int\n", + " Maximal lag for compuation of auto-correlation function\n", + " \n", + " Returns:\n", + " \n", + " lags : np.ndarray\n", + " lags for auto-correlation function\n", + " auto_corr_fct : np.ndarray\n", + " auto-correlation function\n", + " \"\"\"\n", + " assert max_lag < spks.shape[1], 'Maximal lag must be smaller then total number of time points'\n", + " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", + " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", + " \n", + " for i, lag in enumerate(lags):\n", + " shifted_spks = np.roll(spks, shift=lag, axis=1)\n", + " auto_corrs = np.zeros(spks.shape[0])\n", + " for j, spk in enumerate(spks):\n", + " auto_corrs[j] = pearsonr(spk, shifted_spks[j])[0]\n", + " auto_corr_fct[i] = np.mean(auto_corrs)\n", + " \n", + " return lags, auto_corr_fct\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9036e802", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct = auto_corr_fct(spks=spks, max_lag=20)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Correlation')\n", + "plt.plot(lags, ac_fct)" + ] + }, + { + "cell_type": "markdown", + "id": "e9b7ae8a", + "metadata": {}, + "source": [ + "As expected, there is perfect correlation at a time lag of $0$.
\n", + "We moreover see that for positive time lags the correlation is close to zero.
\n", + "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.
\n", + "Such a network is unfit to perform meaningful computation." + ] + }, + { + "cell_type": "markdown", + "id": "91374486", + "metadata": {}, + "source": [ + "#### Controlling the network\n", + "One of the main control parameters we can tune for the above network is the strength of the recurrent weights.
\n", + "Increasing the weights by scaling them up and leaving the rest (also the existence) of connections unchanged leads to a fundamentally different network state." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a2bf48c4", + "metadata": {}, + "outputs": [], + "source": [ + "# Changing the strenghts of the recurrent connections\n", + "ei_network_params['weights'] = 1e2 * ei_network_params['weights']\n", + "\n", + "# Configurations for execution\n", + "num_steps = 500\n", + "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Creating new new network with changed weights\n", + "network_strong_weights = EINetwork(**ei_network_params)\n", + "inport_plug_strong_weights = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", + "outport_plug_strong_weights = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "inport_plug_strong_weights.s_out.connect(network_strong_weights.a_in)\n", + "network_strong_weights.s_out.connect(outport_plug_strong_weights.a_in)\n", + "\n", + "network_strong_weights.run(condition=run_cond, run_cfg=rcfg)\n", + "\n", + "# Fetching spiking activity\n", + "spks_strong_weights = outport_plug_strong_weights.data.get()\n", + "\n", + "network.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bd6aba46", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "raster_plot(spks=spks_strong_weights)" + ] + }, + { + "cell_type": "markdown", + "id": "3fcf5169", + "metadata": {}, + "source": [ + "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", + "At seemingly random times, single neurons enter into active states of variable length.
\n", + "Next, we have a look at the auto-correlation function of the network." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "55c87ab0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_strong_weights, max_lag=20)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Correlation')\n", + "plt.plot(lags, ac_fct_strong_weights)" + ] + }, + { + "cell_type": "markdown", + "id": "094b013f", + "metadata": {}, + "source": [ + "We observe a slowly decaying auto-correlation function.
\n", + "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.
\n", + "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 5aff804c999ac235416a30736a0df26c25ccab8c Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Fri, 29 Jul 2022 02:26:26 -0700 Subject: [PATCH 02/26] Simplify connections, fix typos --- ...rial02_excitatory_inhibitory_network.ipynb | 36 +++++++++---------- 1 file changed, 18 insertions(+), 18 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 97d5c4f40..82ef4fb62 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -192,12 +192,12 @@ " self.dense = Dense(weights=weights)\n", " \n", " # Recurrently connect neurons to E/I Network\n", - " self.lif.out_ports.s_out.connect(self.dense.in_ports.s_in)\n", - " self.dense.out_ports.a_out.connect(self.lif.in_ports.a_in)\n", + " self.lif.s_out.connect(self.dense.in_ports.s_in)\n", + " self.dense.a_out.connect(self.lif.in_ports.a_in)\n", "\n", " # Connect incoming activation to neurons and elicited spikes to ouport\n", - " proc.in_ports.a_in.connect(self.lif.in_ports.a_in)\n", - " self.lif.out_ports.s_out.connect(proc.out_ports.s_out)" + " proc.a_in.connect(self.lif.a_in)\n", + " self.lif.s_out.connect(proc.s_out)" ] }, { @@ -209,7 +209,7 @@ "We define the parameters for the single neurons as well as the recurrent connectivity of the neurons.
\n", "The recurrent weights encode the difference between excitatory and inhibitory neurons.
\n", "Moreover, the weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and explodes.
\n", - "We here follow the common choice that the ration $\\gamma$ between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical. " + "We here follow the common choice that the ratio $\\gamma$ between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical. " ] }, { @@ -274,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "ec3b4416", "metadata": {}, "outputs": [], @@ -317,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "abac04ec", "metadata": {}, "outputs": [], @@ -334,7 +334,7 @@ " Stride for plotting neurons\n", " \"\"\"\n", " num_time_steps = spks.shape[1]\n", - " assert stride < num_time_steps, \"Stride must be smaller then number of time steps\"\n", + " assert stride < num_time_steps, \"Stride must be smaller than number of time steps\"\n", " \n", " time_steps = np.arange(0, num_time_steps, 1)\n", " \n", @@ -361,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "5cb611d2", "metadata": {}, "outputs": [ @@ -409,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "2b40227d", "metadata": {}, "outputs": [], @@ -452,17 +452,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "9036e802", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -512,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "a2bf48c4", "metadata": {}, "outputs": [], @@ -543,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "bd6aba46", "metadata": {}, "outputs": [ @@ -576,17 +576,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "55c87ab0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, From 55015e5cdc751cdbee944ff106a62b5d8ea99f3f Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Mon, 1 Aug 2022 02:53:13 -0700 Subject: [PATCH 03/26] Added motivation for E/I networks, add figure argument to raster plot --- ...rial02_excitatory_inhibitory_network.ipynb | 48 ++++++++++++------- 1 file changed, 31 insertions(+), 17 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 82ef4fb62..c4d8e3c82 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -21,7 +21,9 @@ "source": [ "_**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", - "neurons and Dense connectivity. The tutorial is useful to get started with Lava in a few minutes._" + "neurons and Dense connectivity.
\n", + "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially self-balancing and the transition to a critical state which can be harnessed in reservoir computing
\n", + "These networks The tutorial is useful to get started with Lava in a few minutes._" ] }, { @@ -43,10 +45,14 @@ "\n", "(Add diagram)
\n", "\n", - "#### E/I Network\n", - "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibting rich dynamical behavior.
\n", - "As depicted above, the network consists of LIF neurons which are connected to a dense layer with specified weights which again connectes to the LIF neurons.
\n", - "With an additional inpurt one can feed in external activations into the network, the outport allows for reading out spikes." + "#### E/I Networks\n", + "\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.
\n", + "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", + "Additionaly, we here require a separation of the neurons into two populations: Neuros can either be inhibitory or excitatory.\n", + "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", + "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.
\n", + "With an additional input one can feed in external activations into the network, the outport allows for reading out spikes." ] }, { @@ -208,7 +214,7 @@ "#### Defining the parameters for the network\n", "We define the parameters for the single neurons as well as the recurrent connectivity of the neurons.
\n", "The recurrent weights encode the difference between excitatory and inhibitory neurons.
\n", - "Moreover, the weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and explodes.
\n", + "Moreover, the weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", "We here follow the common choice that the ratio $\\gamma$ between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical. " ] }, @@ -322,7 +328,7 @@ "metadata": {}, "outputs": [], "source": [ - "def raster_plot(spks, stride=6):\n", + "def raster_plot(spks, stride=6, fig=None, color='b'):\n", " \"\"\"Generate raster plot of spiking activity\n", " \n", " Parameters\n", @@ -337,8 +343,8 @@ " assert stride < num_time_steps, \"Stride must be smaller than number of time steps\"\n", " \n", " time_steps = np.arange(0, num_time_steps, 1)\n", - " \n", - " plt.figure(figsize=(10,5))\n", + " if fig is None:\n", + " fig = plt.figure(figsize=(10,5))\n", " timesteps = spks.shape[1]\n", " \n", " plt.xlim(-1, num_time_steps)\n", @@ -354,9 +360,9 @@ " linestyle=' ',\n", " marker='o',\n", " markersize=1.5,\n", - " color='b')\n", + " color=color)\n", " \n", - " " + " return fig " ] }, { @@ -379,7 +385,7 @@ } ], "source": [ - "raster_plot(spks=spks)" + "fig = raster_plot(spks=spks)" ] }, { @@ -416,7 +422,7 @@ "source": [ "from scipy.stats import pearsonr\n", "\n", - "def auto_corr_fct(spks, max_lag):\n", + "def auto_corr_fct(spks, max_lag=20):\n", " \"\"\"Auto-correlation function of parallel spike trains\n", " \n", " Parameters\n", @@ -459,7 +465,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 11, @@ -480,7 +486,7 @@ } ], "source": [ - "lags, ac_fct = auto_corr_fct(spks=spks, max_lag=20)\n", + "lags, ac_fct = auto_corr_fct(spks=spks)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -561,7 +567,7 @@ } ], "source": [ - "raster_plot(spks=spks_strong_weights)" + "fig = raster_plot(spks=spks_strong_weights)" ] }, { @@ -583,7 +589,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 14, @@ -622,6 +628,14 @@ "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.
\n", "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f059b9c3", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From a47fe224d1c8804d2b329520bfa1403c2518b59c Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Mon, 1 Aug 2022 07:39:54 -0700 Subject: [PATCH 04/26] Add analysis of recurrently generated currents --- ...rial02_excitatory_inhibitory_network.ipynb | 357 ++++++++++++++++-- 1 file changed, 320 insertions(+), 37 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index c4d8e3c82..025a41af5 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -22,8 +22,8 @@ "_**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", "neurons and Dense connectivity.
\n", - "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially self-balancing and the transition to a critical state which can be harnessed in reservoir computing
\n", - "These networks The tutorial is useful to get started with Lava in a few minutes._" + "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
\n", + "The tutorial is useful to get started with Lava in a few minutes._" ] }, { @@ -116,7 +116,7 @@ " vth = kwargs.pop(\"vth\", 10)\n", " bias_mant = kwargs.pop(\"bias_mant\", 0)\n", " bias_exp = kwargs.pop(\"bias_exp\", 0)\n", - " weights = kwargs.pop(\"weights\", 0)\n", + " weightsz = kwargs.pop(\"weights\", 0)\n", " \n", " # Ports for receiving input or sending output\n", " self.a_in = InPort(shape=shape)\n", @@ -229,7 +229,9 @@ "np.random.seed(1234)\n", "\n", "# Fix network size\n", - "num_neurons = 300\n", + "num_neurons_exc = 320\n", + "num_neurons_inh = 80\n", + "num_neurons = num_neurons_exc + num_neurons_inh\n", "shape = (num_neurons,)\n", "\n", "# Single neuron paramters\n", @@ -267,7 +269,7 @@ "weights[inh_conns] *= g\n", "\n", "# Parameters Paramters for E/I network\n", - "ei_network_params = {\"shape\": shape, \"weights\": weights, **lif_params}" + "network_params_balanced = {\"shape\": shape, \"weights\": weights, **lif_params}" ] }, { @@ -291,24 +293,24 @@ "from lava.proc.io import sink, source\n", "\n", "# Configurations for execution\n", - "num_steps = 500\n", + "num_steps = 750\n", "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Instantiating network and IO processes\n", - "network = EINetwork(**ei_network_params)\n", + "network_balanced = EINetwork(**network_params_balanced)\n", "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", - "inport_plug.s_out.connect(network.a_in)\n", - "network.s_out.connect(outport_plug.a_in)\n", + "inport_plug.s_out.connect(network_balanced.a_in)\n", + "network_balanced.s_out.connect(outport_plug.a_in)\n", "\n", - "network.run(condition=run_cond, run_cfg=rcfg)\n", + "network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", - "spks = outport_plug.data.get()\n", + "spks_balanced = outport_plug.data.get()\n", "\n", - "network.stop()" + "network_balanced.stop()" ] }, { @@ -373,7 +375,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -385,7 +387,7 @@ } ], "source": [ - "fig = raster_plot(spks=spks)" + "fig = raster_plot(spks=spks_balanced)" ] }, { @@ -465,7 +467,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 11, @@ -474,7 +476,7 @@ }, { "data": { - "image/png": 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W3ZUis3S71m0dsMfMvk+wdyUA7v6WWKoSkYZoMkl3Y3JqyYk06zbkfivWKkSkrYV0V1brTqVWJ5/VRUJEoPsxuU+FY3IicpZFk0nm2/Gkv+nCqQo5kYDG5EQSrlTtfgkBoHE5kSYakxNJuKi7sjDPjieFppaciARiHZMzs2uBPyO44Opfufvvtznv7QR7Y77C3e9ZzPcS6VXlBYzJAVpGINKkq457d78d+AGwJrw9Gh5rKxzLuwl4I7ADuMHMdrQ4bw3wQeCuhZUusjJ0veNJTt2VIrN1exWCdwLfB94BvBO4y8x+ap5PuxLY6+77wn0vbwGua3He7wF/AJS6rlpkBZlcYEtuUt2VIg3ddld+lKAr8RCAmY0A3yToYmxnE3Cg6fE48MrmE8zsCmCzu3/NzH6t3RcysxuBGwHGxjT/RVaWUqVGLmPzzpjs79OYnMhs3c4zzkQBFzqygM9tycwywCeAD893rrvf7O473X3nyMjIUr6tSOqUKvV5W3FA41I86q4UmdZtS+5fzOzrwBfCxz9NsElzJweBzU2PR8NjkTXAS4HbzAzgPGCXmb1Fk09EppWqtXnH46B5CYFaciKRjiFnZi8GznX3XzOztwGvCZ+6A/jbeb723cB2M9tKEG7XA++KnnT348Bw0/e6DfhVBZzITKVKbd7lAzA9JqeQE5k239vDP2X6auD/4O4fcvcPAV8Jn2vL3avAB4CvA48CX3T3PWb2cTPT+jqRLpUq3bXkCmrJicwxX3flue7+0OyD7v6QmW2Z74u7+63M6tZ094+1Ofea+b6eyEpUqtQbk0o6md7WS2NyIpH53h4OdXiu/wzWISJtlCq1xqSSTtRdKTLXfCF3j5m9f/ZBM/t54N54ShKRZkF35fwhl89myGascWkeEZm/u/JXgK+Y2X9hOtR2An3AW2OsS0RCpUqd9au7W7FTzGXUXSnSpGPIuftzwKvM7HUE0/0Bvubu3469MhEBwtmVXbTkIOiy1I4nItO6Wifn7t8BvhNzLSLSQqlSm/dacpFiPqsxOZEmurKiSMKVqvWulhBAsCC8rO5KkQaFnEjCdTu7EtSSE5lNISeSYO7e9exKCENOsytFGhRyIgk2VatT9/mvJRcp5jNMTinkRCIKOZEEm75ganctuf58VksIRJoo5EQSrNzlBVMjBXVXisygkBNJsIW25Iq5rGZXijRRyIkkWNQqW8iYnGZXikxTyIkkWDSJZCFLCLTjicg0hZxIgkWtsm4utQPRxJMa7h5nWSKpoZATSbBSNRqT6767su5QqSnkREAhJ5JoUUuusIDuSkAzLEVCCjmRBCstYglB8+eJrHQKOZEEK1cW2F2Zy8z4PJGVTiEnkmDRTMluL7UTTVDRDEuRgEJOJMEW2l0ZLTVQd6VIQCEnkmAL3vGkMSan7koRUMiJJFqpWiOfNbIZ6+r8aOxOLTmRgEJOJMEWcsFUaG7JKeREQCEnkmilSo1il7udwHTIaeKJSEAhJ5JgpUq96+UDMN1dqSUEIgGFnEiCLbq7UjueiAAKOZFEK1VqXc+sBI3JicymkBNJsAV3V+ai2ZXqrhQBhZxIok0usCWXy2bIZ00TT0RCCjmRBFtodyUEu56ou1IkoJATSbBytb7gkCvks+quFAkp5EQSLJhdubBf02I+Q1ktORFAISeSaIvqrsxntYRAJKSQE0mwyUqtcfmcbvXns0xOKeREQCEnkljuHiwhWER3pcbkRAIKOZGEKleDoCqou1Jk0RRyIglVXuC15CKFnGZXikRiDTkzu9bMHjOzvWb2kRbPf8jMHjGz3Wb2LTO7IM56RNIkao0tZMeT6HzNrhQJxBZyZpYFbgLeCOwAbjCzHbNOux/Y6e6XAF8G/jCuekTSJpo80r/Allx/PqsdT0RCcbbkrgT2uvs+d58CbgGuaz7B3b/j7qfDh3cCozHWI5Iq0y25RYzJKeREgHhDbhNwoOnxeHisnfcB/xxjPSKpUmqMyWl2pchi5Za7AAAzezewE3htm+dvBG4EGBsbO4uViSyfqDW2kOvJwfTsSnfHzOIoTSQ14mzJHQQ2Nz0eDY/NYGY/DnwUeIu7l1t9IXe/2d13uvvOkZGRWIoVSZoo5BazhMAdpmpqzYnEGXJ3A9vNbKuZ9QHXA7uaTzCzy4FPEQTcoRhrEUmdKOQWOvGkceHUKYWcSGwh5+5V4APA14FHgS+6+x4z+7iZvSU87Y+AAeBLZvaAme1q8+VEVpyljMkBWhAuQsxjcu5+K3DrrGMfa7r/43F+f5E0a4zJLeJ6cs2fL7KSaccTkYRadMhF3ZWaYSmikBNJqlJ1id2VasmJKOREkira8WShSwiiiSra9UREISeSWKVqjb5chkxmYWvdCnmNyYlEFHIiCVVexLXkoLm7UmNyIgo5kYQqVWoLnnQC0xNPylpCIKKQE0mqpYacuitFFHIiiTVZqS14txNomngypZATUciJJFSpUl/w8gFo3vFEY3IiCjmRhCpVagvenBm044lIM4WcSEKVqvVFjcllMkZfVteUEwGFnEhilSu1RS0hACjkM2rJiaCQE0msyUqN/r6Ft+QgmHyikBNRyIkkVqlSW/CWXpGiQk4EUMiJJNZiZ1dCMMNSY3IiCjmRxFrsYnAIW3La8UREISeSRPW6U67WF7WEAIJlBOquFFHIiSRSOVzIvZgdTwCKfVkm1V0popATSaLpq4Ivckwul6GslpyIQk4kiaLxtCWNySnkRBRyIkkUzYzU7EqRpVHIiSRQo7tyKevkNLtSRCEnkkSTUcgtYccTXWpHRCEnkkhLbckV8lnK1TrufibLEkkdhZxIApXPwJgcTC9FEFmpFHIiCTS9hGDxi8Gbv47ISqWQE0mgM7GEANAMS1nxFHIiCTQ5tbQdT/r7gl/tSbXkZIVTyIkk0NJ3PFF3pQgo5EQS6cx1VyrkZGVTyIkkUDSWVsgt7le0ELYANSYnK51CTiSBypUahVwGM1vU5zdactr1RFY4hZxIAk1WavQvcrcTmJ6wUtKuJ7LCKeREEqhUqS16txNQS04kopATSaBSpb7omZUwPStTY3Ky0inkRBKoVKktemYlaAmBSEQhJ5JApWqdwlJCTjueiAAKOZFEKk3V6F9Cd2W09EA7nshKp5ATSaBSdWndlZmMUchlKCvkZIXLxfnFzexa4M+ALPBX7v77s54vAJ8DXg4cAX7a3X8UZ00Av/qlBxlZU+CVW9ezc8t6BgrdvwzVWp3dB49zxxNHeGj8OKPr+nnZ6CAv2zTIlg2ryWQWt65JpNlSZ1dCeHVwhZycIVPVOo89e5LdByd4+OBxTk/VeMWW9Vz9og1sG169oDWdh06UuPPJo9y17whbNqzm/f9xW2x1xxZyZpYFbgJ+AhgH7jazXe7+SNNp7wOOufuLzex64A+An46rJghC6qkjL/DV+w/yydueIJsxXrppkKu2reeqrRvYuWUda4r5xvm1urPn6SDU7th3hLufPMoL4dqjsfWr+M5jhxrX7FpTyPGSTWu5ZHSIl24a5JJNg1ywYRVmRr3ulKt1SpVa42OpWmuMmZw/WGR4oLDkkHR3TkxWOXyqxKETZQ6fKnP4ZJlDJ4OPA4Ucl24e4rLNQ2wbVign1VJnV0Iww1JjcslVrtZ49JmTPLD/GA8dPEE2AyNrCpyzphh+LDAS3lb1Lf1PdaVW59njJQ6dLJPPGsV8lmIuSzGfoZDLUshnGhsQTFXrPP7cSR46eDy4jR/nB8+eoFILLsI72J+nmM/wjw88DcA5awpctW0DV79oA1dv29D4uxd59niJu548wp37jnDXvqPse/4FAAYKOd65c/OS/22dxNmSuxLY6+77AMzsFuA6oDnkrgN+J7z/ZeDPzcw8xssZ57IZvvSLr+L0VJX7npoIXvQnj/CZf3uST92+j4zBSzcNcsXYOg4cPc33nzzKyXIVgBeNrOatV2zi6m3DvHLbeoYHClRqdX743CkePnic3QcneOjgCT77vR8xVZ3elsmh8biTvlyG0aF+Nq3rZ3TdKjavDz6OrutnbTHPxOkpjr4Q3k5PcfRU8PFYeOz5U1McPlVu+b36chlGBgpMnJ7i83c+BcCaYo7LNg9x6WgQepeNDTE8UDhzL7Ys2lJnV0LYktM6uURwd546cpoHDkw0bo88fYKpWvC7OjxQIJuB509NUavP/fM3UMgxsqbA+tV9wW1VH+sHwo/hsXWr+1hTzHHoRJnxY6c5cGyS8WOnGT82ycFjkzxzfJIWX3oGs+BvVq3ujUBbU8xxyeggP/earVyyaYiXbRpk8/p+AH505DR3PBGE1x37jrDrwSD0Ng4WuXrbBvLZDHc9eYQfHTnd+FpXblnP9Vdu5qptG9ixcS25bLyjZnGG3CbgQNPjceCV7c5x96qZHQc2AM/HWBcAq/pyvGb7MK/ZPgzA5FSN+/cf484nj3LnviP83ff3s2monzdfej5XbVvP1ds2cM7a4pyvk89m2HH+Wnacv5Z3viJ4R1Kphe+Cxo/zxOFTZDOZxrulYj4TvINqeuwOT09MMn5skgPhD+Wep5/l6AtTHf8NxXyGDasLrFudZ/3qAttGBma8+2t+V7i2mMPMqNWdJw6f4oH9EzwwPsED+yf45O1PNH6xRtf1c+nmIS4dHeTSsEW6egHduXJmTJ6BkOvPZ5nUjifL4vDJMrvHJ3hw/DgPHphg9/gEx05XgOD/5WWjg7z31VsavSobB4uN389jp6dm9cKUGr0xx16Y4sDR0zx4YIKjL0xR7ZBaZnDe2iKj6/p55db1jIZvnkfWFqjVvNGTVA4/Rr1M5UqNTMbYsXEtl4wOMrZ+VduuyK3Dq9k6vJp3vXIMd+eJwy9wx74j3PnEEW5//DCVWp0rt27g3VddwFXbNnDxxrVkz3LvUSr+epnZjcCNAGNjY7F8j/6+LK968TCvenEQeu6+6H0D89kMLzl/kJecP7ikml4oVzk4McmBo6c5UaqwblVfI9Q2rC4satunbMa48Nw1XHjumkYoT07VePjp40HwHZjgwQMTfG33MwBkDF58zgCXjg5xyeYhLhsd4qLz1tC3yI2DpTvlSn3JIVfIZyl10YMgS3OyVOGhg8fZ3Qi04xycmASC358Lz13DG3acx2VjQaBtP2egbeslmzGGBwpd9ai4OyfL1UaPztFTU5wsVxgZKLJ5fT8bB/vP6u+pmfHicwZ48TkD/MxVFxB1yC327+iZEmfIHQSaO1tHw2Otzhk3sxwwSDABZQZ3vxm4GWDnzp2xdWU2W+7/GIDVhVwjkOLU35flFVvW84ot6xvHjpwqs3v8OA+E70K/9YNDfOnecQD6shk2DARdIwOFHGuKedYUc+Etz0Ahx9CqPFeMrWPHxrUa91ugWt2Zqp2BMblcRhNPFqlcrfH9J4/y2LMnOVmqcrJU5VS50rh/slzlZCl4/PypMtEAy9j6VVw+NsR7X70lHJtfe0bG01oxM9YW86wt5tnC6li+x1Ik4W8oxBtydwPbzWwrQZhdD7xr1jm7gPcAdwA/BXw7zvE46d6GgQKv+7FzeN2PnQME7xrHj03y4PgEDx88wZFTZU6Vg1/4idNBF0r0i9882WF4oMBrLxzhtReN8B+3DzO0qm+5/kmpUV7iteQixXyWidOdu7xl2oGjp7ntsUPc9thhvvfEkRlrDIM3c7nGx6H+fDhWnuO8tf1cunmQS0aHWL9aP99JE1vIhWNsHwC+TrCE4DPuvsfMPg7c4+67gL8GPm9me4GjBEEoCWRmbF6/is3rV/HmS87veG6lVuf5U2W+t/cItz1+mG/94Dn+/r5xMgaXbR7imovO4ZqLRnjp+YNq5bUQvUkoLrGrSbMrOytVgtbabY8d5rbHD7HvcDDjb2z9Kt6xc5RrLhrhirFgtvXZHkeSMyfWMTl3vxW4ddaxjzXdLwHviLMGOfvy2QwbB/t5+8tHefvLR6nVnQcOTHD7Y4e47fHDfOIbj/OJbzzOhtV9vPyCdVw+to4rxoa4ZHRoSZeX6RVRC2Kpr0V/PqsdT5ocOVXm/v0T3H/gGPc9FXwsVer05TJctW0D737lBVxz0QhbF7jmS5ItFRNPJN2yGePlF6zj5Res40NvuIjnT5X57uOH+bcfPs99+4/xr4881zjv4o1ruGJsHZePDXHF2LqOM7t6VTSOdkaWEKzQkKvW6vzg2ZPcv/8Y9+2f4P79xxrT2KOfs+tfMcZrLxzhqm0b9Oaqhynk5KwbHijwtitGedsVowAcfWEq/GN0jPv3T/D3947zuTuCtXyD/Xk2DfWzcbDIeYNFNg4W2Tg4/fi8wWJsA/vLJQqmgnY8aSna8OCZE5M8c7zEs8dLPDMR3j9R4pnjJcaPnW501Q4PFLhibIjrrxzj8s3qMVhpeuuvg6TS+tV9vP7ic3n9xecCwezCx587yf37J9jz9HGePV7i6eMl7tt/rLHWqNmaYo51q/oYWpVnaFUf61blGepvur+qj1V92dS0CPcdPgWw5NmVhXyGyUqNb4Qt5TSouzcmMx07PcXE6QoTpytN94Pp8rPHGs2CXTc2Dvaz/ZwBrrlwhEs2D3H55iFG1/Wn5v9ezjyFnCRO0J20los3rp3zXKlSC965Hy/xzPHg3fvhk+UZfwSfOvICx16Y4kSpugzVnzlL3X1mZKBApea8/3P3nKGKzq5sxhjqzzO4Ks+6VX1sHCxy8ca1rFuVb7Tio1b9yJoC+Zh3zpB0UshJqhTzWbYMr2bL8Pzrgqq1OidKVY6dnkrdzh+rCzm2dvFv7OS9r97Kq140TD1lq3LWFoNgW1PIafatLJlCTnpWLptp7Ou3EmUzxo7z57aGRVYSte9FRKRnKeRERKRnKeRERKRnKeRERKRnKeRERKRnKeRERKRnKeRERKRnKeRERKRnKeRERKRnKeRERKRnmadsXzszOww8dQa+1DDw/Bn4OmdL2uqF9NWseuOXtprTVi+kr+YzVe8F7j4y+2DqQu5MMbN73H3nctfRrbTVC+mrWfXGL201p61eSF/Ncder7koREelZCjkREelZKznkbl7uAhYobfVC+mpWvfFLW81pqxfSV3Os9a7YMTkREel9K7klJyIiPW5FhZyZ/ZGZ/cDMdpvZV8xsqOm53zCzvWb2mJn9p2UscwYze4eZ7TGzupntbDq+xcwmzeyB8PaXy1lnpF294XOJfI2bmdnvmNnBptf1TctdUytmdm34Ou41s48sdz3zMbMfmdlD4Wt6z3LX04qZfcbMDpnZw03H1pvZN8zsh+HHdctZY7M29Sb259fMNpvZd8zskfBvxAfD47G+xisq5IBvAC9190uAx4HfADCzHcD1wEuAa4G/MLPsslU508PA24DvtnjuCXe/LLz94lmuq52W9Sb8NZ7tT5pe11uXu5jZwtftJuCNwA7ghvD1TbrXha9pUqe3f5bgZ7PZR4Bvuft24Fvh46T4LHPrheT+/FaBD7v7DuAq4JfCn9tYX+MVFXLu/q/uXg0f3gmMhvevA25x97K7PwnsBa5cjhpnc/dH3f2x5a6jWx3qTexrnEJXAnvdfZ+7TwG3ELy+sgTu/l3g6KzD1wF/E97/G+A/n82aOmlTb2K5+zPufl94/yTwKLCJmF/jFRVys/wc8M/h/U3AgabnxsNjSbfVzO43s9vN7D8sdzHzSNNr/IGwS/szSeqeapKm1zLiwL+a2b1mduNyF7MA57r7M+H9Z4Fzl7OYLiX95xcz2wJcDtxFzK9x7kx+sSQws28C57V46qPu/o/hOR8laDr/7dmsrZ1uam7hGWDM3Y+Y2cuBr5rZS9z9RGyFhhZZb2J0qh/4JPB7BH+Ufw/4Y4I3RLI0r3H3g2Z2DvANM/tB2BJJDXd3M0v6dPTE//ya2QDw98CvuPsJM2s8F8dr3HMh5+4/3ul5M/tZ4M3A6316/cRBYHPTaaPhsbNivprbfE4ZKIf37zWzJ4ALgdgH9RdTL8v8Gjfrtn4z+zTw/2IuZzES81p2y90Phh8PmdlXCLpc0xByz5nZRnd/xsw2AoeWu6BO3P256H4Sf37NLE8QcH/r7v8QHo71NV5R3ZVmdi3w68Bb3P1001O7gOvNrGBmW4HtwPeXo8ZumdlINHHDzLYR1LxveavqKBWvcfhLFnkrwUSapLkb2G5mW82sj2BCz65lrqktM1ttZmui+8AbSObr2sou4D3h/fcAie6pSPLPrwVNtr8GHnX3TzQ9Fe9r7O4r5kYw2eEA8EB4+8um5z4KPAE8BrxxuWttquutBGMuZeA54Ovh8bcDe8J/x33ATy53rZ3qTfJrPKv+zwMPAbvDX76Ny11TmzrfRDBD+AmCbuJlr6lDrduAB8PbnqTWC3yBYBigEv4Mvw/YQDDj74fAN4H1y13nPPUm9ucXeA1BN+rupr/Bb4r7NdaOJyIi0rNWVHeliIisLAo5ERHpWQo5ERHpWQo5ERHpWQo5ERHpWQo5kYQys1PLXYNI2inkRESkZynkRFLEzH7SzO4KN+b+ppmdGx4fCa/FtcfM/srMnjKz4eWuV2S5KeRE0uXfgKvc/XKCS+z8enj8t4Fvu/tLgC8DY8tUn0ii9NwGzSI9bhT4v+EehX3Ak+Hx1xBsqYa7/4uZHVum+kQSRS05kXT538Cfu/vLgF8Aistcj0iiKeRE0mWQ6cvqvKfp+L8D7wQwszcAibxYpsjZpg2aRRLKzOrA002HPkFw1YE/AY4B3wZe4e7XhBcj/QLBVZXvILhm4hYPrjsosmIp5ER6gJkVgJq7V83sauCT7n7ZMpclsuw08USkN4wBXzSzDDAFvH+Z6xFJBLXkRESkZ2niiYiI9CyFnIiI9CyFnIiI9CyFnIiI9CyFnIiI9CyFnIiI9Kz/D/U4eBQJL8ISAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -486,7 +488,7 @@ } ], "source": [ - "lags, ac_fct = auto_corr_fct(spks=spks)\n", + "lags, ac_fct = auto_corr_fct(spks=spks_balanced)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -497,7 +499,7 @@ }, { "cell_type": "markdown", - "id": "e9b7ae8a", + "id": "9931bbff", "metadata": {}, "source": [ "As expected, there is perfect correlation at a time lag of $0$.
\n", @@ -524,27 +526,27 @@ "outputs": [], "source": [ "# Changing the strenghts of the recurrent connections\n", - "ei_network_params['weights'] = 1e2 * ei_network_params['weights']\n", + "network_params_critical = network_params_balanced.copy()\n", + "network_params_critical['weights'] = 1e2 * network_params_critical['weights']\n", "\n", "# Configurations for execution\n", - "num_steps = 500\n", "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Creating new new network with changed weights\n", - "network_strong_weights = EINetwork(**ei_network_params)\n", - "inport_plug_strong_weights = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", - "outport_plug_strong_weights = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "network_critical = EINetwork(**network_params_critical)\n", + "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", + "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", - "inport_plug_strong_weights.s_out.connect(network_strong_weights.a_in)\n", - "network_strong_weights.s_out.connect(outport_plug_strong_weights.a_in)\n", + "inport_plug.s_out.connect(network_critical.a_in)\n", + "network_critical.s_out.connect(outport_plug.a_in)\n", "\n", - "network_strong_weights.run(condition=run_cond, run_cfg=rcfg)\n", + "network_critical.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", - "spks_strong_weights = outport_plug_strong_weights.data.get()\n", + "spks_critical = outport_plug.data.get()\n", "\n", - "network.stop()" + "network_critical.stop()" ] }, { @@ -555,7 +557,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -567,7 +569,7 @@ } ], "source": [ - "fig = raster_plot(spks=spks_strong_weights)" + "fig = raster_plot(spks=spks_critical)" ] }, { @@ -589,7 +591,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 14, @@ -598,7 +600,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -610,7 +612,7 @@ } ], "source": [ - "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_strong_weights, max_lag=20)\n", + "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_critical, max_lag=20)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -621,7 +623,7 @@ }, { "cell_type": "markdown", - "id": "094b013f", + "id": "b083b7cd", "metadata": {}, "source": [ "We observe a slowly decaying auto-correlation function.
\n", @@ -629,13 +631,294 @@ "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." ] }, + { + "cell_type": "markdown", + "id": "b6e7e194", + "metadata": {}, + "source": [ + "#### Self balancing of the network\n", + "After having observed these two different dynamical states, we next turn to the question how they come about.
\n", + "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", + "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks.
" + ] + }, { "cell_type": "code", - "execution_count": null, - "id": "f059b9c3", + "execution_count": 15, + "id": "35b4a79d", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "def calculate_activation(weights, spks, num_exc_neurons, num_inh_neurons):\n", + " \"\"\"Calculate excitatory, inhibitory and total activation to neurons\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " weights : np.ndarray (num_neurons, num_neurons)\n", + " Weights of recurrent connections\n", + " spks : np.ndarray (num_neurons, num_time_steps)\n", + " Spike times of neurons, 0 if neuron did not spike, 1 otherwise\n", + " num_exc_neurons : int\n", + " Number of excitatory neurons\n", + " num_inh_neurons : int\n", + " Number of inhibitory neurons\n", + " \n", + " Returns\n", + " -------\n", + " \n", + " activation_exc : np.ndarray (num_neurons, num_time_steps)\n", + " Excitatory activation provided to neurons\n", + " activation_inh : np.ndarray (num_neurons, num_time_steps)\n", + " Inhibitory activation provided to neurons\n", + " activations_total : np.ndarray (num_neurons, num_time_steps)\n", + " Total activation provided to neurons\n", + " \"\"\"\n", + " \n", + " weights_exc = weights[:, :num_exc_neurons]\n", + " weights_inh = weights[:, num_exc_neurons:]\n", + " \n", + " spks_exc = spks[:num_exc_neurons]\n", + " spks_inh = spks[num_exc_neurons:]\n", + " \n", + " activation_exc = np.matmul(weights_exc, spks_exc)\n", + " activation_inh = np.matmul(weights_inh, spks_inh)\n", + " \n", + " activation_total = activation_exc + activation_inh\n", + " \n", + " return activation_exc, activation_inh, activation_total" + ] + }, + { + "cell_type": "markdown", + "id": "3e8d3962", + "metadata": {}, + "source": [ + "Since the network needs some time to settle in it's dynamical state, we discard the first $200$ time steps." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "750edc55", + "metadata": {}, + "outputs": [], + "source": [ + "offset = 200\n", + "\n", + "act_exc_balanced, act_inh_balanced, act_tot_balanced \\\n", + " = calculate_activation(network_params_balanced['weights'],\n", + " spks_balanced[:,offset:],\n", + " num_neurons_exc,\n", + " num_neurons_inh)\n", + "\n", + "act_exc_critical, act_inh_critical, act_tot_critical \\\n", + " = calculate_activation(network_params_critical['weights'],\n", + " spks_critical[:,offset:],\n", + " num_neurons_exc,\n", + " num_neurons_inh)" + ] + }, + { + "cell_type": "markdown", + "id": "76218caa", + "metadata": {}, + "source": [ + "First, we look at the distribution of activation of a random neuron in both network states." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "bbf24431", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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LP59GsRHoXgiyT1s2WfldVNXKqhqrqrFtc8wkaabuuOMO9t9/fw48sLkU4vjjj+cLX/jChHXPPfdcDjnkEA4++GCuuuoqrr56dGeAVdW6qjq4qn6lqh5ZVae35a+pqlXt9ilV9YiqenRVHVFVX5m61flhoX6mkvpvYHOQkwR4N3BNVb2pU75XOz8Z4Fn8fN7bKuD9Sd5Ec5HeAcAlQIADkuxPkxgfB/zuoOKWpO1x3XXX8cY3vpFLL72UXXfdlRNOOIHbb7992GFpFvxMJQ1yBPnxwO8DTx63pNvfJ7my/XrvCOAVAFV1FXAuzcV3nwJOakeatwIvBT5NMw/u3LauJA3MkiVLuP7661m/fj0A733ve3nSk54EwE477cRtt90GwK233sp97nMfdt55Z2666SY++clPDi1mTc3PVFKvBrmKxRdpRn/HO3+K57wWeO0E5edP9TxJC9N0y3gN0tKlS3nPe97Dc57zHLZu3cpjH/tY/uRP/gSA5cuXc/TRR985b/Xggw/mYQ97GPvuuy+Pf/zjhxbzqBvm5wl+ppJ6l+amSgvL2NhYrVmzZthhaLG78HWzb+OIU2bfxjxyzTXX8Mu//MvDDmNOTHSuSS6rqnm5wO5E/e5i+jxh8Z2vNJEzVn910mOvOOrASY8Ny2T97pws8yZJkiTNFybIkiRJUocJsqSRshCnfY23GM5xm8VyrovlPKXFwgRZ0shYunQpmzdvXtDJRlWxefNmli5dOuxQBm4xfJ6wuD5TabEY2CoWkrS99tlnHzZs2MBCvxvm0qVL2WeffYYdxsAtls8TFs9nKi0WJsiSRsYOO+zA/vvvP+ww1Cd+npLmK6dYSJIkSR0myJIkSVKHCbIkSZLUYYIsSZIkdXiRniRJ090afpHd9l1a7BxBliRJkjpMkCVJkqQOE2RJkiSpwwRZkiRJ6jBBliRJkjpcxUKSJI2cFWtXTFh+4kEnznEkWowcQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSVpEkixNckmSK5JcleRvJqhzzyTnJFmf5EtJlg0hVEkaGhNkSVpctgBPrqpHAwcBRyc5bFydFwPfrapfAs4A3jC3IUrScJkgS9IiUo0ftLs7tI8aV+1Y4Kx2+zzgyCSZoxAlaehMkCVpkUmyJMla4GZgdVV9aVyVvYEbAKpqK/B9YLcJ2lmeZE2SNZs2bRpw1JI0d0yQJWmRqao7quogYB/g0CSPnGE7K6tqrKrG9thjj77GKEnDZIIsSYtUVX0PuBA4etyhjcC+AEnuDuwMbJ7T4CRpiEyQJWkRSbJHkl3a7XsBRwFfGVdtFXB8u/1s4HNVNX6esiQtWHcfdgCSpDm1F3BWkiU0gyTnVtUnkpwOrKmqVcC7gfcmWQ/cAhw3vHAlae6ZIEvSIlJV64CDJyh/TWf7duA5cxmXJI0Sp1hIkiRJHSbIkiRJUocJsiRJktRhgixJkiR1mCBLkiRJHSbIkiRJUocJsiRJktRhgixJkiR1DCxBTrJvkguTXJ3kqiR/2pbfL8nqJF9rf+7alifJW5OsT7IuySGdto5v638tyfGTvaYkSZI0W4McQd4K/FlVPRw4DDgpycOBk4ELquoA4IJ2H+BpwAHtYznwDmgSauBU4HHAocCp25JqSZIkqd8GliBX1Y1VdXm7fRtwDbA3cCxwVlvtLOCZ7faxwNnVuBjYJclewFOB1VV1S1V9F1gNHD2ouCVJkrS4zckc5CTLgIOBLwF7VtWN7aFvA3u223sDN3SetqEtm6xckiRJ6ru7D/oFkuwIfBh4eVXdmuTOY1VVSapPr7OcZmoG++23Xz+alIbujNVf7bnuK446cICRSJK0eAx0BDnJDjTJ8fuq6iNt8U3t1Ananze35RuBfTtP36ctm6z8LqpqZVWNVdXYHnvs0d8TkSRJ0qIxyFUsArwbuKaq3tQ5tArYthLF8cDHOuUvbFezOAz4fjsV49PAU5Ls2l6c95S2TJIkSeq7QU6xeDzw+8CVSda2Za8CXg+cm+TFwDeB57bHzgeOAdYDPwJeBFBVtyT5W+DStt7pVXXLAOOWJEnSIjawBLmqvghkksNHTlC/gJMmaetM4Mz+RSdJkiRNzDvpSZIkSR0myJIkSVKHCbIkSZLUMW2CnORRcxGIJKl39s2SNDi9jCCvSHJJkhOT7DzwiCRJvbBvlqQBmTZBrqonAi+guVnHZUnen+SogUcmSZqUfbMkDU5Pc5Cr6mvAXwF/CTwJeGuSryT57UEGJ0manH2zJA1GL3OQfyXJGcA1wJOB36qqX263zxhwfJKkCdg3S9Lg9HKjkH8C3gW8qqp+vK2wqr6V5K8GFpkkaSr2zZI0IL0kyL8J/Liq7gBIcjdgaVX9qKreO9DoJEmTsW+WpAHpJUH+LPAbwA/a/XsDnwF+bVBBSZKmNaO+Ocm+wNnAnkABK6vqLePqHA58DLiuLfpIVZ3er8C1uKxYu2LSYycedOIcRiL1rpcEeWlVbeuAqaofJLn3AGOSJE1vpn3zVuDPquryJDvRrICxuqquHlfvP6rq6f0MWJLmi15WsfhhkkO27SR5DPDjKepLkgZvRn1zVd1YVZe327fRXOS398CilKR5qJcR5JcDH0ryLSDAA4DnDTIoSdK0Xs4s++Yky4CDgS9NcPhXk1wBfAv486q6aoLnLweWA+y3337b89KSNNKmTZCr6tIkDwMe2hZdW1U/HWxYkqSpzLZvTrIj8GHg5VV167jDlwMPaqdtHAP8O3DABDGsBFYCjI2N1fafhSSNpl5GkAEeCyxr6x+ShKo6e2BRSZJ6MaO+OckONMnx+6rqI+OPdxPmqjo/yYoku1fVd/oXuiSNrmkT5CTvBR4CrAXuaIuL5ipoSdIQzLRvThLg3cA1VfWmSeo8ALipqirJoTTXq2zuU+iSNPJ6GUEeAx5eVX59JkmjY6Z98+OB3weuTLK2LXsVsB9AVb0TeDbwkiRbaS78O86/AZIWk14S5C/TXPxx44BjkST1bkZ9c1V9keaivqnqvA1428xDk6T5rZcEeXfg6iSXAFu2FVbVMwYWlSRpOvbNkjQgvSTIpw06CEnSdjtt2AFI0kLVyzJvFyV5EHBAVX22vVPTksGHJkmajH2zJA3OtHfSS/JHwHnAP7dFe9OsiSlJGhL7ZkkanF5uNX0SzVXPtwJU1deA+w8yKEnStOybJWlAekmQt1TVT7btJLk7zVqbkqThsW+WpAHpJUG+KMmrgHslOQr4EPDxwYYlSZqGfbMkDUgvCfLJwCbgSuCPgfOBvxpkUJKkadk3S9KA9LKKxc+Af2kfkqQRYN8sSYMzbYKc5DommNdWVQ8eSESSpGnZN0vS4PRyo5CxzvZS4DnA/QYTjiSpR/bNkjQg085BrqrNncfGqnoz8JuDD02SNBn7ZkkanF6mWBzS2b0bzahFLyPPkqQBsW+WFr4zVn91yuOvOOrAOYpk8emlM/3HzvZW4HrguQOJRpLUK/tmSRqQXlaxOGIuApEk9c6+WdJ8M59GxHuZYvHKqY5X1Zv6F44kqRf2zZI0OL2uYvFYYFW7/1vAJcDXBhWUJGla9s2SNCC9JMj7AIdU1W0ASU4D/l9V/d4gA5MkTcm+WZIGpJdbTe8J/KSz/5O2TJI0PPbNkjQgvYwgnw1ckuSj7f4zgbMGFpEkqRf2zZI0IL2sYvHaJJ8EntgWvaiq/mewYUmSpmLfLEmD08sUC4B7A7dW1VuADUn2H2BMkqTe2DdL0gBMmyAnORX4S+CUtmgH4N96eN6ZSW5O8uVO2WlJNiZZ2z6O6Rw7Jcn6JNcmeWqn/Oi2bH2Sk7fn5CRpoZpp3yxJml4vI8jPAp4B/BCgqr4F7NTD8/4VOHqC8jOq6qD2cT5AkocDxwGPaJ+zIsmSJEuAtwNPAx4OPL+tK0mL3Uz7ZknSNHq5SO8nVVVJCiDJfXppuKq+kGRZj3EcC3ywqrYA1yVZDxzaHltfVd9oX/uDbd2re2xXkhaqGfXN0ny3Yu2KSY+deNCJcxiJFrJeRpDPTfLPwC5J/gj4LPAvs3jNlyZZ107B2LUt2xu4oVNnQ1s2WfkvSLI8yZokazZt2jSL8CRpXuh33yxJak2ZICcJcA5wHvBh4KHAa6rqn2b4eu8AHgIcBNwI/OMM2/kFVbWyqsaqamyPPfboV7OSNHIG0DdLkjqmnGLRfn13flU9Clg92xerqpu2bSf5F+AT7e5GYN9O1X3aMqYol6RFaTZ9c5J9adZQ3hMoYGW7Cka3ToC3AMcAPwJOqKrL+xK8JM0DvUyxuDzJY/vxYkn26uw+C9i2wsUq4Lgk92yXKToAuAS4FDggyf5J7kFzId+qfsQiSfPcTPvmrcCfVdXDgcOAkya4+PlpNP3wAcBymm//JGnR6OUivccBL0jyTZqrpUMzgPErUz0pyQeAw4Hdk2wATgUOT3IQzajF9cAf0zR2VZJzaS6+2wqcVFV3tO28FPg0sAQ4s6qu2s5zlKSFaEZ9c1XdSDPFjaq6Lck1NNd2dC9+PhY4u6oKuDjJLkn2ap8rSQvepAlykv2r6jrgqZPVmUpVPX+C4ndPUf+1wGsnKD8fOH8mMUjSQjPbvnlcW8uAg4EvjTs02QXSd0mQkyynGWFmv/32m204kjQyphpBPg94DM2o7ZFzFI8kaWp96ZuT7Ehzgd/Lq+rWmbRRVSuBlQBjY2M101gkadRMlSDfLcmrgAOTvHL8wap60+DCkiRNYtZ9c5IdaJLj91XVRyaoMtWF05K04E11kd5xwB00SfROEzwkSXNvVn1zu0LFu4FrpkimVwEvTOMw4PvOP5a0mEw6glxV1wJvSLKuqj45hzFJkibRh7758cDvA1cmWduWvQrYr23/nTTXfRwDrKdZ5u1Fs41bkuaTaVexMDmWpNEz0765qr5Is+LFVHUKOGkm7UvSQtDLOsiSJEnSomGCLEmSJHVMmyAnuXeSv25vDU2SA5I8ffChSZImY98sSYPTy5303gNcBvxqu78R+BDwiUEFJUmaln2z5r0Va1cMOwRpQr1MsXhIVf098FOAqvoR01zgIUkaOPtmSRqQXkaQf5LkXkABJHkIsGWgUUmSpmPfvNBc+Lqpjx9xytzEIamnBPk04FPAvkneR7OG5gkDjEmSNL3TsG+WpIHoZR3kzyS5DDiM5uu7P62q7ww8MknSpOybJWlwpk2Qk3wceD+wqqp+OPiQJEnTsW+WpMHp5SK9NwJPBK5Ocl6SZydZOuC4JElTs2+WpAHpZYrFRcBFSZYATwb+CDgTuO+AY5MkTcK+WZIGp5eL9GivlP4t4HnAIcBZgwxKkjQ9+2ZJGoxe5iCfCxxKc7X024CLqupngw5MkjQ5+2ZJGpxeRpDfDTy/qu4YdDCSpJ7ZN0vSgEyaICd5clV9DrgPcGxy1xs0VdVHBhybJGkc+2ZJGrypRpCfBHyOZn7beAXYCUvS3LNvlqQBmzRBrqpT283Tq+q67rEk+w80KknShOybh8TbQEuLSi/rIH94grLz+h2IJGm72DdL0oBMNQf5YcAjgJ2T/Hbn0H0BF6OXpCGwb5akwZtqDvJDgacDu3DXuW630SxIL0mae/bNkjRgU81B/hjwsSS/WlX/PYcxSZImYd8sSYPXyzrI/5PkJJqv9O78+q6q/mBgUUnabmes/mrPdV9x1IEDjERzxL5Zkgakl4v03gs8AHgqcBGwD81XeZKk4bFvlqQB6SVB/qWq+mvgh1V1FvCbwOMGG5YkaRr2zZI0IL0kyD9tf34vySOBnYH7Dy4kSVIP7JslaUB6mYO8MsmuwF8Dq4AdgdcMNCpJ0nTsmyVpQKZNkKvqXe3mRcCDBxuOpLngBX3zn32zJA3OVDcKeeVUT6yqN/U/HEnSVPrRNyc5k2Yt5Zur6pETHD8c+Biw7VbWH6mq07c7WEmap6YaQd5pzqKQJPWqH33zvwJvA86eos5/VNXT+/BakjTvTHWjkL+Zy0AkSdPrR99cVV9IsqwP4UjSgjTtKhZJDkxyQZIvt/u/kuSvBh+aJGkyc9A3/2qSK5J8Mskj+tiuJI28XpZ5+xfgFNolhapqHXDcIIOSJE1rkH3z5cCDqurRwD8B/z5RpSTLk6xJsmbTpk19emlJGr5eEuR7V9Ul48q2DiIYSVLPBtY3V9WtVfWDdvt8YIcku09Qb2VVjVXV2B577NGPl5akkdBLgvydJA8BCiDJs4EbBxqVJGk6A+ubkzwgSdrtQ2n+VmzuR9uSNB/0cqOQk4CVwMOSbKRZ9ucFA41KkjSdGffNST4AHA7snmQDcCqwA0BVvRN4NvCSJFuBHwPHVVX1/QwkaUT1cqOQbwC/keQ+NKMIP6KZ5/bNAccmSZrEbPrmqnr+NMffRrMMnCQtSpNOsUhy3ySnJHlbkqNoOt/jgfXAc6drOMmZSW7edoV1W3a/JKuTfK39uWtbniRvTbI+ybokh3Sec3xb/2tJjp/NyUrSfDfbvlmSNL2p5iC/F3gocCXwR8CFwHOAZ1XVsT20/a/A0ePKTgYuqKoDgAvafYCnAQe0j+XAO6BJqGm++nsccChw6rakWpIWqdn2zZKkaUw1xeLBVfUogCTvorn4Y7+qur2XhidZiP5YmnlvAGcBnwf+si0/u53jdnGSXZLs1dZdXVW3tHGspkm6P9BLDJK0AM2qb5YkTW+qEeSfbtuoqjuADX3ogPesqm1XWX8b2LPd3hu4oVNvQ1s2WfkvcD1OSYvEIPpmSVLHVCPIj05ya7sd4F7tfoCqqvvO5oWrqpL07aroqlpJc0U3Y2NjXm0taaEaaN8sSZoiQa6qJQN4vZuS7FVVN7ZTKG5uyzcC+3bq7dOWbeTnUzK2lX9+AHFJ0rwwoL5ZktTRyzrI/bSK5mrr17c/P9Ypf2mSD9JckPf9Non+NPB3nQvznkJza1VJkkbHha+bvs4R/vmS5ouBJciTLET/euDcJC+mWatz25JE5wPH0CxT9CPgRQBVdUuSvwUubeudvu2CPUmSJGkQBpYgT7EQ/ZET1C2au0JN1M6ZwJl9DE2SJEma1FSrWEiSJEmLjgmyJEmS1GGCLEmSJHWYIEuSJEkdJsiSJElShwmyJEmS1GGCLEmSJHXM9Z30pEVvxffW9Vz38p9t3a62D7nv87Y3HEmSNI4jyJIkSVKHI8iSJGlBWLF2xaTHTjzoxDmMRPOdCbIkSZJ6csbqrw47hDnhFAtJkiSpwwRZkiRJ6jBBliRJkjqcgywtIJffek7f21yxdrc7t73IRdJEpro4TpqPHEGWJEmSOkyQJUmSpA4TZEmSJKnDOciSpvTfX9985/aWTVOvf/mKow4cdDjqgyRnAk8Hbq6qR05wPMBbgGOAHwEnVNXlcxulJA2PI8iStPj8K3D0FMefBhzQPpYD75iDmCRpZDiCLEmLTFV9IcmyKaocC5xdVQVcnGSXJHtV1Y1zE6GkXkx1V7v5+I3eKJ2PI8iSpPH2Bm7o7G9oyyRpUTBBliTNSJLlSdYkWbNp06ZhhyNJfeMUC0nSeBuBfTv7+7Rld1FVK4GVAGNjYzU3oc3Aha8bdgSS5hlHkCVJ460CXpjGYcD3nX8saTFxBFmSFpkkHwAOB3ZPsgE4FdgBoKreCZxPs8Tbeppl3l40nEglaThMkCVpkamq509zvICT5igcSRo5TrGQJEmSOhxBliRJC96KtSsmPXbiQSfOYSSaD0yQJUmSNNKmuokI9P9GIk6xkCRJkjocQZYkSYvaZNMvnHqxeDmCLEmSJHWYIEuSJEkdTrGQJGkueMtrad5wBFmSJEnqMEGWJEmSOkyQJUmSpA4TZEmSJKnDBFmSJEnqMEGWJEmSOoaSICe5PsmVSdYmWdOW3S/J6iRfa3/u2pYnyVuTrE+yLskhw4hZkiRJi8MwR5CPqKqDqmqs3T8ZuKCqDgAuaPcBngYc0D6WA++Y80glSZK0aIzSFItjgbPa7bOAZ3bKz67GxcAuSfYaQnySJElaBIaVIBfwmSSXJVnelu1ZVTe2298G9my39wZu6Dx3Q1t2F0mWJ1mTZM2mTZsGFbckSZIWuGHdavoJVbUxyf2B1Um+0j1YVZWktqfBqloJrAQYGxvbrudKkoakl9svH3HK7NuQpO0wlBHkqtrY/rwZ+ChwKHDTtqkT7c+b2+obgX07T9+nLZMkSZL6bs4T5CT3SbLTtm3gKcCXgVXA8W2144GPtdurgBe2q1kcBny/MxVDkiRJ6qthTLHYE/hokm2v//6q+lSSS4Fzk7wY+Cbw3Lb++cAxwHrgR8CL5j5kSZIkLRZzniBX1TeAR09Qvhk4coLyAk6ag9AkSZKkkVrmTZIkSRo6E2RJkiSpY1jLvElagM5Y/dWe677iqAMHGIkkSTPnCLIkSZLUYYIsSZIkdZggS9Iik+ToJNcmWZ/k5AmOn5BkU5K17eMPhxGnJA2Lc5AlaRFJsgR4O3AUsAG4NMmqqrp6XNVzquqlcx6gJI0AR5AlaXE5FFhfVd+oqp8AHwSOHXJMkjRSTJAlaXHZG7ihs7+hLRvvd5KsS3Jekn0naijJ8iRrkqzZtGnTIGKVpKFwioWknl1+6zl9a2vF2t1+oezEg07sW/ualY8DH6iqLUn+GDgLePL4SlW1ElgJMDY2VnMboiQNjiPIkrS4bAS6I8L7tGV3qqrNVbWl3X0X8Jg5ik2SRoIJsiQtLpcCByTZP8k9gOOAVd0KSfbq7D4DuGYO45OkoXOKhfrvwtfNvo0jTpl9G5J+QVVtTfJS4NPAEuDMqroqyenAmqpaBbwsyTOArcAtwAlDC1iShsAEWZIWmao6Hzh/XNlrOtunAP4vVdKi5RQLSZIkqcMRZC1MTvOQJM3SirUrJj3mqjsLmyPIkiRJUocJsiRJktRhgixJkiR1OAdZ0lD899c3/0LZlk1fnbDuK446cNDhSJJ0J0eQJUmSpA4TZEmSJKnDBFmSJEnqcA6yNM6K761rNqZY/7In29qRJC04rpG8sJkga96ZqlO6k8mpJEmaIRNkaTLX/cewI5AkSUNggqxf1I/bNEuSJM1TJsiSJEmLyBmrJ15zfhvXnjdB1gCs6Mf839leICdp4fBbLWlOTZdALwYu8yZJkiR1OIIsSdJ80MtI+hGnDD4OaRFwBFmSJEnqcARZkiRpgXEe8eyYIGs0uQaxJEkaEhNkSQvK9oyauJSRJGkizkGWJEmSOkyQJUmSpA6nWCxSK6a6EUc/bvQhzcDlt54zYfnvf3j2bR9y3+fNvhFJ0qJggjxq+nHHKNfBlCRJmjGnWEiSJEkdJsiSJElSx7yZYpHkaOAtwBLgXVX1+iGHNLp6mabhPGMtMhPNb16xdre+tX/iQSf2ra1Bm64/TXJP4GzgMcBm4HlVdf1cxylJwzIvEuQkS4C3A0cBG4BLk6yqqqv7+kL9mP/bJytMYKWB+++vb+5bW1s2/Xz95VFeX7nH/vTFwHer6peSHAe8AfAqR0mLxnyZYnEosL6qvlFVPwE+CBw75JgkaT7qpT89Fjir3T4PODJJ5jBGSRqqeTGCDOwN3NDZ3wA8rlshyXJgebv7gyTXzlFs/bY78J1hBzECfB8avg/z5D34N15z5/YrZ97Mg/oQynSm7U+7dapqa5LvA7sx7nOYZb87Lz7XaYzgObxqeyqPYPzbbSTP4SRO2p7qI3kO22no59Dvfne+JMjTqqqVwMphxzFbSdZU1diw4xg234eG74PvwSibTb+7ED7X+X4O8z1+8BxGxUI4h/HmyxSLjcC+nf192jJJ0vbppT+9s06SuwM701ysJ0mLwnxJkC8FDkiyf5J7AMcBq4YckyTNR730p6uA49vtZwOfq6qawxglaajmxRSLdg7cS4FP0yxLdGZVXTXksAZl3k8T6RPfh4bvg+9BX03WnyY5HVhTVauAdwPvTbIeuIUmie63hfC5zvdzmO/xg+cwKhbCOdxFHBSQJEmSfm6+TLGQJEmS5oQJsiRJktRhgjxHktwvyeokX2t/7jpJvePbOl9Lcnyn/DFJrkyyPslbty3an+QfknwlybokH02yyxyd0owM8H14TpKrkvwsyUguNZPk6CTXtrGfPMHxeyY5pz3+pSTLOsdOacuvTfLUXtscRQN6H85McnOSL8/RaWg79fo7muT69nd8bZI1cxnjdLbjHEby93I7+t872vd/bZKRuCB+Nv3GqOjhHE5Isqnz3v/hMOKczHT9bBpvbc9vXZJD5jrGvqoqH3PwAP4eOLndPhl4wwR17gd8o/25a7u9a3vsEuAwIMAngae15U8B7t5uv2GidkfpMcD34ZeBhwKfB8aGfZ4TnNMS4OvAg4F7AFcADx9X50Tgne32ccA57fbD2/r3BPZv21nSS5uj9hjE+9Ae+3XgEODLwz5HH5N+9j39jgLXA7sPO96ZnsMo/1720v+2x34w7Fi39z2drN8YlUeP53AC8LZhxzrFOUzZzwLHtH+X0/6d/tKwY57NwxHkudO9detZwDMnqPNUYHVV3VJV3wVWA0cn2Qu4b1VdXM2/wrO3Pb+qPlNVW9vnX0yzpukoG9T7cE1VjfLdE2dze99jgQ9W1Zaqug5Y37Y3H2/BPoj3gar6As1qCxpR8+B3dFo9nsMo/1720v+OooVwe/RR/nfRkx762WOBs6txMbBL+3d7XjJBnjt7VtWN7fa3gT0nqDPRLWD3bh8bJigf7w9o/vc2yubifRhFk53ThHXa//Rsu73vVO/HdG2OmkG8D1pYCvhMksvS3Mp6vhnlf6e99L8AS5OsSXJxkmfOTWhTmk2/MSp6/XfxO+30hPOS7DvB8VE2yv/2t9u8WAd5vkjyWeABExx6dXenqipJX9fXS/JqYCvwvn62O8NYhvY+SBqeqX73q+pjPTbzhKramOT+wOokX2lHruZEn85haPrU/z6o/QweDHwuyZVV9fV+x6pf8HHgA1W1Jckf04yIP3nIMS1aJsh9VFW/MdmxJDcl2auqbmy/crh5gmobgcM7+/vQzHXbyF2nTtzl1rBJTgCeDhzZTj0YqmG9DyNue27vuyF3vb3vVM+db7dgH9T7oBEw1e/+drSxsf15c5KP0nw1PWcJch/OYaj/TvvQ/3Y/g28k+TxwMM382WGZTb8xKqY9h6rqxvsumjnj88mC6qOdYjF3urduPR6YaCTi08BTkuzaXl38FODT7VdityY5rJ1T9cJtz09yNPAXwDOq6keDPok+GMj7MA/M5va+q4Dj2qu09wcOoLlYcT7egn0Q74MWiCT3SbLTtm2a3/35tjLJKP9eTtv/tv3uPdvt3YHHA1fPWYQTWwi3R5/2HMbN130GcM0cxtcPq4AXtqtZHAZ8vzOlZ/4Z9lWCi+VBMxfqAuBrwGeB+7XlY8C7OvX+gObio/XAizrlYzR/KL4OvI2f3wVxPc2cn7Xt453DPtchvQ/PopnvtAW4iSahHvr5jjv3Y4CvtrG/ui07neY/NwBLgQ+153wJ8ODOc1/dPu9a2pU7Jmtz1B8Deh8+ANwI/LT9d/DiYZ+nj1/43Cf8HQUeCJzfbj+Y5ur+K4CrRu3fdC/n0O6P5O9lL/0v8GvAle1ncOWo/C7Npt8YlUcP5/C69t/9FcCFwMOGHfO4+H+hnwX+BPiT9niAt7fndyUjuKLU9jy81bQkSZLU4RQLSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWQtSkmcmqSQPm6bey5Pcu7N/fpJdZvB6uyQ5sbP/wCTnbW87kjRf2e9qIXGZNy1ISc6hWZv0c1V16hT1rqdZq/E7s3y9ZcAnquqRs2lHkuYr+10tJI4ga8FJsiPwBJpFzI9ry5YkeWOSLydZl+T/JHkZTWd+YZIL23rXJ9k9yeuTnNRp87Qkf55kxyQXJLk8yZVJjm2rvB54SJK1Sf4hybIkX26fuzTJe9r6/5PkiLb8hCQfSfKpJF9LMt9uKypJgP2uFp67DzsAaQCOBT5VVV9NsjnJY4BDgWXAQVW1Ncn9quqWJK8EjphgJOMc4M00dwUCeC7wVOB24FlVdWt7G9aLk6wCTgYeWVUHwZ0jG9ucBFRVPar96vEzSQ5sjx0EHExzZ65rk/xTVd3Qt3dCkuaG/a4WFBNkLUTPB97Sbn+w3d+f5jbcWwGq6papGqiq/0ly/yQPBPYAvltVNyTZAfi7JL8O/AzYG9hzmnieAPxT2+5XknwT2NZRX1BV3wdIcjXwIJpbh0vSfGK/qwXFBFkLSpL7AU8GHpWkgCVAAZfOoLkPAc8GHkAzsgHwApqO+zFV9dN2Lt3SWYS8pbN9B/5OSppn7He1EDkHWQvNs4H3VtWDqmpZVe0LXAdcAfxxkrvDnR06wG3ATpO0dQ7NXLpn03TaADsDN7ed9BE0Iw/TtfMfNB087Vd8+wHXzvD8JGnU2O9qwTFB1kLzfOCj48o+DOwF/C+wLskVwO+2x1YCn9p2sUhXVV1F0/lurKob2+L3AWNJrgReCHylrbsZ+M/2YpR/GNfUCuBu7XPOAU6oqi1I0sJgv6sFx2XeJEmSpA5HkCVJkqQOE2RJkiSpwwRZkiRJ6jBBliRJkjpMkCVJkqQOE2RJkiSpwwRZkiRJ6vj/vh9cq+zz3bMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rnd_neuron = 4\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Activation')\n", + "ax1.set_ylabel('Relative frequency')\n", + "ax1.hist(act_exc_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", + "ax1.hist(act_inh_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='I'),\n", + "ax1.hist(act_tot_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", + "ax1.legend()\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Activation')\n", + "ax2.set_ylabel('Relative frequency')\n", + "ax2.hist(act_exc_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", + "ax2.hist(act_inh_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='I')\n", + "ax2.hist(act_tot_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0d1fe90e", + "metadata": {}, + "source": [ + "Next, we plot the distribution of the temporal average:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "cf99ab80", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Activation')\n", + "ax1.set_ylabel('Relative frequency')\n", + "ax1.hist(act_exc_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", + "ax1.hist(act_inh_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='I'),\n", + "ax1.hist(act_tot_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", + "ax1.legend()\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Activation')\n", + "ax2.set_ylabel('Relative frequency')\n", + "ax2.hist(act_exc_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", + "ax2.hist(act_inh_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='I')\n", + "ax2.hist(act_tot_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b99f1a04", + "metadata": {}, + "source": [ + "We first note that the the total activation is close to zero with a slight shift to negative values.
\n", + "This self balancing gives the networks stability and prevents the divergence of the activity.
\n", + "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.
\n", + "Finally, we look at the evolution of the mean activation over time. To this end we plot three random sample:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "673ba45b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "time_steps = np.arange(offset, num_steps, 1)\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Time step')\n", + "ax1.set_ylabel('Activation')\n", + "for i in range(3):\n", + " ax1.plot(time_steps, act_tot_balanced[i], alpha=0.7)\n", + "\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Time step')\n", + "ax2.set_ylabel('Activation')\n", + "for i in range(3):\n", + " ax2.plot(time_steps, act_tot_critical[i], alpha=0.7)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2f31d982", + "metadata": {}, + "source": [ + "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", + "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:
\n", + "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", + "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
\n", + "Finally, note that this property is also seen on the population level." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "16a2749a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "time_steps = np.arange(offset, num_steps, 1)\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Time step')\n", + "ax1.set_ylabel('Activation')\n", + "ax1.plot(time_steps, act_tot_balanced.mean(axis=0))\n", + "\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Time step')\n", + "ax2.set_ylabel('Activation')\n", + "ax2.plot(time_steps, act_tot_critical.mean(axis=0))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] } ], "metadata": { From 61d1b75d10238ee657bbe3fd71b478492bb9449d Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Mon, 1 Aug 2022 07:41:59 -0700 Subject: [PATCH 05/26] Simplify connections --- ...rial02_excitatory_inhibitory_network.ipynb | 36 +++++++++---------- 1 file changed, 18 insertions(+), 18 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 025a41af5..bc299d64d 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -198,8 +198,8 @@ " self.dense = Dense(weights=weights)\n", " \n", " # Recurrently connect neurons to E/I Network\n", - " self.lif.s_out.connect(self.dense.in_ports.s_in)\n", - " self.dense.a_out.connect(self.lif.in_ports.a_in)\n", + " self.lif.s_out.connect(self.dense.s_in)\n", + " self.dense.a_out.connect(self.lif.a_in)\n", "\n", " # Connect incoming activation to neurons and elicited spikes to ouport\n", " proc.a_in.connect(self.lif.a_in)\n", @@ -467,7 +467,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 11, @@ -499,7 +499,7 @@ }, { "cell_type": "markdown", - "id": "9931bbff", + "id": "c8790ac0", "metadata": {}, "source": [ "As expected, there is perfect correlation at a time lag of $0$.
\n", @@ -591,7 +591,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 14, @@ -623,7 +623,7 @@ }, { "cell_type": "markdown", - "id": "b083b7cd", + "id": "dac95e27", "metadata": {}, "source": [ "We observe a slowly decaying auto-correlation function.
\n", @@ -633,7 +633,7 @@ }, { "cell_type": "markdown", - "id": "b6e7e194", + "id": "48674380", "metadata": {}, "source": [ "#### Self balancing of the network\n", @@ -645,7 +645,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "35b4a79d", + "id": "f3e0eaed", "metadata": {}, "outputs": [], "source": [ @@ -691,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "3e8d3962", + "id": "6d06346c", "metadata": {}, "source": [ "Since the network needs some time to settle in it's dynamical state, we discard the first $200$ time steps." @@ -700,7 +700,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "750edc55", + "id": "1c48e3f6", "metadata": {}, "outputs": [], "source": [ @@ -721,7 +721,7 @@ }, { "cell_type": "markdown", - "id": "76218caa", + "id": "649332df", "metadata": {}, "source": [ "First, we look at the distribution of activation of a random neuron in both network states." @@ -730,7 +730,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "bbf24431", + "id": "38fc17f1", "metadata": {}, "outputs": [ { @@ -772,7 +772,7 @@ }, { "cell_type": "markdown", - "id": "0d1fe90e", + "id": "a5c7ac59", "metadata": {}, "source": [ "Next, we plot the distribution of the temporal average:" @@ -781,7 +781,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "cf99ab80", + "id": "528811ce", "metadata": {}, "outputs": [ { @@ -821,7 +821,7 @@ }, { "cell_type": "markdown", - "id": "b99f1a04", + "id": "3264b279", "metadata": {}, "source": [ "We first note that the the total activation is close to zero with a slight shift to negative values.
\n", @@ -833,7 +833,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "673ba45b", + "id": "9ff76b1e", "metadata": {}, "outputs": [ { @@ -872,7 +872,7 @@ }, { "cell_type": "markdown", - "id": "2f31d982", + "id": "c66ad121", "metadata": {}, "source": [ "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", @@ -885,7 +885,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "16a2749a", + "id": "19e14435", "metadata": {}, "outputs": [ { From b1dc43c38775b4a84da17ed3b73d9167b1575829 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Fri, 12 Aug 2022 01:27:12 -0700 Subject: [PATCH 06/26] Test removal of break --- ...rial02_excitatory_inhibitory_network.ipynb | 62 ++++++++++--------- 1 file changed, 32 insertions(+), 30 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index bc299d64d..964d43e4c 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -21,8 +21,10 @@ "source": [ "_**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", - "neurons and Dense connectivity.
\n", - "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
\n", + "neurons and Dense connectivity.\n", + "\n", + "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.\n", + "\n", "The tutorial is useful to get started with Lava in a few minutes._" ] }, @@ -45,7 +47,7 @@ "\n", "(Add diagram)
\n", "\n", - "#### E/I Networks\n", + "#### E/I Network\n", "\n", "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.
\n", "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", @@ -293,7 +295,7 @@ "from lava.proc.io import sink, source\n", "\n", "# Configurations for execution\n", - "num_steps = 750\n", + "num_steps = 1000\n", "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -375,7 +377,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -424,7 +426,7 @@ "source": [ "from scipy.stats import pearsonr\n", "\n", - "def auto_corr_fct(spks, max_lag=20):\n", + "def auto_corr_fct(spks, max_lag=50):\n", " \"\"\"Auto-correlation function of parallel spike trains\n", " \n", " Parameters\n", @@ -467,7 +469,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 11, @@ -476,7 +478,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -499,7 +501,7 @@ }, { "cell_type": "markdown", - "id": "c8790ac0", + "id": "52339454", "metadata": {}, "source": [ "As expected, there is perfect correlation at a time lag of $0$.
\n", @@ -557,7 +559,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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XQVjeAQAAxKKMFjw/J+mHnXNvcc7dJb86/EwWAWwWLXgAAECoep1o1Zxz307dPtfH7+ZqdtbXaszOlh0JAADAUr1Olj5uZp8ws2kzm5b0UUkfyy+s3tGCBwAAhGrd5R3MzCTNS/phSa9pb/6Ac+4P8wysV1NTfJwaAACEad2JlnPOmdnHnHM/KOlDBcTUF1rwDJ6kzc9TT0lbt8a/WCZxhD/mZuMYG5O2bPG3t20Lfz08QFraUi30Y7TIMa9dk6Td41k9z71+6vC4pPudc5/byCC04EE/QlsjCegX5yPEgHPtWvYvOndqKItH6nVl+FdKerOZPSnpe/JLPDjn3N/OIojNoAXP4Ena/JDRqmYcMe57d0aL8xFikG6pFvoxWnRG68qVMwtZPc+9ZrT2rrTdOddTMxbW0QIAALEoo6n0+rOxkqR7G260NmKj16mz3hbj/+RjHjOEOMw62ZBt26Tp6fh75m22xq6q74Ws46jVfB/GBx6I972EYszNSe95j+8HHOqxUYUarUfkJ1smaYukF0p6wjk32csgRdRoJTZSG8F1aoRiEHrmcTyFJeb3EoqxY4c/7yCt4Bqt9icOrzOz/ZL+RRYBbFazuTSjtZHaiI1ep856W+z/g45tzBDiWCujFavN1thV9b2QV0Yr5vcSijEzQ0Yrva2UGq0Vf9Hske4J2GryzGixvAMAAMhS4TVaZvaO1M2apP2SMpvtbUa6BQ8TLQAAEJJaj/fbnvoakW/Bc0deQfWDFjwAACBUvdZo/YIkmdlW59zlfEPqDy14AABAqHq9dPhqSQ9I2iZpj5m9TNI/c86VXhCfXt5Bkq5elc6fD7fIjjjCGZM4woyjyvtOHOWPSRxhxlF0MXwZyzs8JOlOSR92zr28ve1R59xLexmkyOUdAAAANqf4Fjxyzn3dzNKbns0igM1KL+8gkdGKNY4q7ztxlD8mcYQZR5X3nTjKzWhlubxDrxOtr5vZAUnOzOqS3i7p8ayC2IypKen06bKjAAAAg8Js4UxWj1Xr8X4/LekeSc+T9E1JN7dvl67V8pcPW62yIwEAAFiqp4yWc+6spDfnHMuGsI4WAAAI1ZoTLTObXePHzjn3ixnH07dms7MyPAAAQEjWy2h9b4VtN0q6W9JzJZU+0WIdLQAAEKo1J1rOufcn35vZdvki+LdK+j1J71/t94pEr8PlWq34mvpW+dM0xFH+mMTht12+LI2Odpqcz89zXgU2a911tMzsJknvkK/ROi7p15xzT/czSBHraB04IJ08mcsQ0WFtMQBZ4LyKqiqsqbSZzUn6cUkfkPSDzrlLWQyaJWq0lms2yWgRR7xxVHnfy46jO6PFeRXYvPVqtH5G0jVJ75H0c6kFS02+GH5HjrH15dSppQuXpq23iOkgn1ABoFeLi9K5c/77Wk26804m3RuNw0waG5N27pSmp6UTJxR8iUtSinPokHTs2Mp/TyU/CZ+eXv0+yd9cszjfC6W04NmsIi4dbt8uXbyYyxAAAGxY8vcp9Eux/fw9Hfy/uSW04AlVculwrRl4lTNascRR5X0njvLHJI4w44h531fLaIWsl7+nUjUyWlm24Ik+owUAAJClLIvho6/ioQUPAAAIVfQTrXQLHgAAgJBEP9FqNn2BYejXvgEAQPVEXwxPCx4AABCq6CdarZZfP+vsWenChXgW6CSO8sckjjDjqPK+E0f5YxJHmHEU/alD1tFKod0MAADIFutoXddsktEahDiqvO/EUf6YxBFmHFXed+IoN6OV5Tpa0U+0pqak06fLjgIAAAwKs4UzWT1WLasHKkto62i1WtLkpDQ+LtXr0vCw/2o0/CrBa23r5T5FbAt1zEbDP6+Tk+G83gAwKHr9+xXq34istm3dKlGjlZLUaIXSQ4qasWKE8noDwKDg71dadjVa0We0QltHq9mUJiakXbv8DHloyH/V69Lo6NrberlPEdtCHbNe98/rxEQ4rzcADIpe/36F+jciq2033CBJ1GgFi5oxoFytlnT4sLSwsLki2kEsPK7VpN27pXvuWd4QOGkUfOKEbyqcNEFmncLqyOvvV/qYrCIuHQIYKFz+WN/27dLFi6tvT/7lvIosxHlMcunwutAuHQIoV7Mp7dmz+UsOg3gpv16X9u6VZmb8JaI9ezpfExN++4EDnX85ryIL6WMyhOOg6EuH0We0AAAAsmRmDzvnbsnisaLPaIW2vAMAAEAi+onW7Ky/9js7W3YkAAAAS0U/0aJGCwAAhCr65R2mpvj4MQAACFP0GS1qtAAAQKiin2hRowUAAEIV/USLGi0AABAqarQAAAByEn1Ga7UarVbLr4A8MiKNjfkVX4eH/VejsXRb9+0ytjUa0vi4NDlJvRmQlhzjc3P+mC7quE1uj4xwbALYuOhXhl+t12GcvZU8+osBHcmxvFp/viJxbALVwMrwKavVaCW9lRqNsHoorbatXpd27fL9xqg3AzqSY3xmJpsehv32Vms0ODYBbFz0NVqS9I1vSLfdJplJN94oXbokJYm6WiRTycVF6emnpWee8fuSjn+lfcpzW1XGJI4w41jtPo89tnRbURYXpXPn/Nftt4fzfFQhjirvO3GUN+a1a5K0e1wZGZhLhwAAANnYv+jcqaEsHin6jFazKR0+LC0srJ7RCmmmTBzhjEkcYcZR5X0njvLHJI4w4yg6o3XlypkFZST6idbUlPTkk2VHAQAABoXZwpmsHquW1QOVhRY8AADEaW5O2rFDetvb/BIqg7iMysDUaPGxawAA4rJjh1+2pVbzHzyRwvh7zvIOKbTgAQAgTjMzfo28u+/2S6gM4jIq0We0AAAAskRGK6WXGq25Od9GgxY8AACgSNFntHqp0UquAccihOvTAABUFRmtlF5qtGZmfMaIFjwAAKBI0We0AAAAspRlRiv6BUtbLWl21meBpqb87WSl+F5Xk63yaruhxFHlfSeO8sckjjDjqPK+E0e5K8PT6zClu0aL3ocAAGBz6HV4XbPZyWglt8loxRdHlfedOMofkzjCjKPK+04c5Wa06HXY5cIF6cgRaXpaOnFC+uAH/WXERHJ58dAh6dgx/8RK/tOIkrRtm8+EHT8uPftsoaEDqLhGQ9q925+H5ueXnrtQXa2W/7t29mzZkWCzBubSoeRXl714cfnyCMl9kp+vpFbrLP8PAGVgaRckKIMpG5cOr2s2/axf6mS0updHSC4vdme0EitltAY9NRpaHFXed+Iof8wy4xgbk7Zs8echlnZBIvnbdvasdP58NY+NQbl0GH1GCwAAIEss75DSvbxDGeOni++lOGbsocVR5X0PIQ6zpZmVdHY46+MqXTN54sTSf1fKOF+96uswt25df5+Gh6W77pJOny7vnFC2pLYn/Txevbr5rEgVjgPiCDeOojNaLO+Q0ksLnjxxHR2DaLV6xyx010x2/7tZtZqvt6xqvRPnJCAL1Ghd1728Qxnjk9GKc0zi6C2jlbV0zWTeGa0qSmp7yGgRxyDFUXRGixotAACAnNBUOqXV8qnyViubx5qclPbu9f/OzXVup7/Gx30T6OFhvwbO2Fjn9ma2rXR7fNzHkMX+AXlIjpvkmEkfj8nxmT6W0sdPL8dBWdtCiWPLFultb8vuPAf0am5OGhkJ49gocsytWyVqtFKyrNHqrm3IqmYkC1WtN0H41lrLrpc17LC+qtedoRw7dlT5uM2uRiv6jFaz6U8+WdRjNJvSxIS0Z4//d2amczv9tWuXn/0ODfnZ8Oho5/Zmtq10e9cuH0NV600QvuS4SY6Z9PGYHJ/pYyl9/PRyHJS1LZQ4Rkaku+/O7jwH9Gpmxmd5Qjg2ihzzhhskiRotAACAXLCOVspqfQxX+uRU+pM4ySeZRkelnTv9fVf7/eSxpc79ktV6zeL8VEVocVR534mj/DGJo7c4ilprDflYb401Kdz3ZL+/d/my//u+ZUtnX7v/rhf1/o0+o7VWDUi6XkRae22ZtX4//TNqTQAg37XWkA/WWFv+d3219y8ZrZTV+hiS0YorjirvO3GUPyZxbC6jhTist8aaFO57Ms+MVt6in2gl9u+X7r13+fb0tvn5zptsyxb/Ipw/Lz39tHTffctfrGTbQw91tr3vff53d+6U3vnOlRdclFaeuM3Ph5ViT9LI0tIJ5IULJQYFIFjPPNP5o/zud/tz4p13hvPHlTg2tm0QLS5K587575P9XFjw71tJ+tzn/Lbbblv+fNCCp0s/yztknTZdq4XISpcYQ0uxr/SxfAAAQAue6/ppwdOdNk1Spv1c/lspdd5rRiu0FHvyfEjLM1q9tDuJ4X9qxBFfHFXed+Iof0ziCDOOIsekBQ8AAECOaMGTslYLnrk5n5nJYmn/pB1Ouj1PMm6WbYAAAMDgiD6jtVaNVp7tA1ZaOiK0GiwAANA/Mlopa7XgmZnxS+lnsbR/0g4n3Z4nGTfLNkAAAGBwRJ/RAgAAyBILlqZ0t+BJFhIN9dMMxBHOmMQRZhxV3nfiKH9M4ggzjqI/dcg6WilrteABAADoH+toXdfdgoeMVpxxVHnfiaP8MYkjzDiqvO/EUW5GK8t1tKKfaCVWa8FTtu5u6Tt2dH6WLHqaLHI6P+//TS/AutIkMna1mrR7t/TAA2G1JMLgW6ntVHJsSst7+PH+9ObmpKNHy44CiNPAXDoMdWmF9dr+pC95di8VkXw/qJdFQ33NMLh6aTuVXrqF96eX51I5QJi4dHhdPy14yrBSt/REd0YrncVaK6PVT8ugEFO0SUYr1NcMg2ultlNrZbTgzcz4jNbIyOBeLiKOsOOI+dJh9BktAACALLFgaQrtb8IzN+f/57taO6ONtkFab9vIiG+TNDnJ+wFAeVot366tXs/m3JbleTLWOIocc+tWieUdUkKv0aqiEOo5eD8AKMt6tbmIQXY1WtFntGh/E56ZGf8/g9XaGW20DdJ62xoN3yZpYoL3A4DyNJu+XdvwcDbntizPk7HGUeSYN9wgSdRoAQAA5IIWPClJC56qrXmTrAeU1ScRx8akLVuWj5P+ZORKn5y8erX/BWJX2tbr7w0PS3fd1bksOD9frdc9Rq2WdPiwtLDQ2/u01/fLSu/Z9d6vrJMFoGjRZ7SqWqNVZA1AaOt41WrS4qL/vmqve4yKrldZ7/3KOlkA1kNGKyX0dbTykqwHVPWMVtVe9xg1m+FmtAAgb9FntAAAALJERislqdE6dKi3uoukZ1d6heMqr7YbShxV3nfiKH9M4ggzjirvO3GUN+a1axLraKUk9R+91l2EsMYTAAAIGb0Or0tqtNIZrbWs1LOryv9LCCWOKu87cZQ/JnGEGUeV9504ys1oZdnrMPqJVmL/funee9e/37339nY/AABQTWYLZ7J6rFpWD1SW2Vl/6XB2tuxIAAAAlop+okULHgAAEKroLx1OTbG6MwAACFP0Ga1Wy3/ysNUqOxIAAIClop9oUaMFAABCFf1EixotAAAQKmq0AAAAchJ9Riup0Zqb6/w7OSnt3SuNj/uFScfGpHrdNyQeHpYajaXbum+XtS19u9GQ9u3r7Bc1aAAAxGfgWvAk/w6KXlsLAQCAbNBUOqW7Bc+hQ9KxY35Z/atXpQsXpK1bw1nav9c4zKTdu6V77umttRAAAAhP9BktAACALJHRSmm1pMOHpYUFnwUKvVklcYQzJnGEGUeV9504yh+TOMKMo+im0tLucWUk+oxWUqMFAACQjf2Lzp0ayuKRos9oNZtktAYhjirvO3GUPyZxhBlHlfedOMrNaF25cmZBGYl+oiVJ27b5wvFt26Tp6U7xOOtrLTU3Jx09WnYUAPJQq0lvfKN0+jTnv9AlJS+XLpUdSTXVan4ppZ07V58zmC2cyWq8gbt0yHIIq9uxY7CWvgCwVK0mLS5y/gsdJS/hWG3OQDF8SrMpHTni/2fQndHCUjMzPqM1MhJOipaUOHGEMOYgxDE8LN11VyejhXClS14G+T0Z6pirZbTyEn1GCwAAIEtZZrRqWTwIAAAAlmOiBQAAkBMmWgAAADlhogUAAJATJloAAAA5YaIFAACQEyZaAAAAOWGiBQAAkBMmWgAAADlhogUAAJCTQlrwmNlFSU/kPhDyslPS2bKDwIbw2sWN1y9evHZxe4lzbnsWD1RUU+knsuoZhOKZ2ed5/eLEaxc3Xr948drFzcwya9DMpUMAAICcMNECAADISVETrQ8UNA7ywesXL167uPH6xYvXLm6ZvX6FFMMDAABUEZcOAQAAcpL7RMvMbjOzJ8zsK2b2rrzHQ3/M7AVm9sdm9piZnTazt7e332RmnzSzL7f/HWtvNzObb7+ef25m+8vdA5jZkJl9wcw+0r79QjN7qP0a/Tcza7S3j7Rvf6X9832lBg6Z2aiZPWhmf2Fmj5vZqzn24mBm/6Z9znzUzH7XzLZw7IXLzD5oZt82s0dT2/o+1szsLe37f9nM3tLL2LlOtMxsSNJ/lnS7pAlJ/8TMJvIcE337K0k/45ybkPQqSfe0X6N3SWo5514sqdW+LfnX8sXtr7dJ+vXiQ0aXt0t6PHX7lyT9inPub0p6WtLd7e13S3q6vf1X2vdDuX5N0sedc39L0svkX0eOvcCZ2fMkHZF0i3PupZKGJP2kOPZCdkzSbV3b+jrWzOwmSUclvVLSKyQdTSZna8k7o/UKSV9xzn3VOfeMpN+TdEfOY6IPzrlvOedOtb+/KH+if57863S8fbfjkg61v79D0m857/9IGjWzv15s1EiY2fMlvV7Sb7Rvm6QfkfRg+y7dr13ymj4oaap9f5TAzJ4j6e9KekCSnHPPOOcuiGMvFsOSbjCzYUlbJX1LHHvBcs59WtL5rs39Hmu3Svqkc+68c+5pSZ/U8snbMnlPtJ4n6eup299ob0OA2unsl0t6SNK4c+5b7R89JWm8/T2vaVh+VdLPSlps336upAvOub9q306/Ptdfu/bPv9u+P8rxQknfkfSb7Uu/v2FmN4pjL3jOuW9Kep+kr8lPsL4r6WFx7MWm32NtQ8cgxfCQJJnZNkl/IOlfO+f+X/pnzn80lY+nBsbM3iDp2865h8uOBRsyLGm/pF93zr1c0vfUuXQhiWMvVO3LRXfIT5Z3S7pRPWQ2EK48j7W8J1rflPSC1O3nt7chIGZWl59k/Vfn3Ifam88klyXa/367vZ3XNBwHJf2Ymf1f+cvyPyJf8zPavpwhLX19rr927Z8/R9K5IgPGEt+Q9A3n3EPt2w/KT7w49sL3DyT9pXPuO86570v6kPzxyLEXl36PtQ0dg3lPtD4n6cXtT2I05IsFP5zzmOhDu07gAUmPO+f+Y+pHH5aUfKLiLZL+KLX9rvanMl4l6bup1CsK5Jx7t3Pu+c65ffLH1v9yzr1Z0h9LurN9t+7XLnlN72zfn2xJSZxzT0n6upm9pL1pStJj4tiLwdckvcrMtrbPoclrx7EXl36PtU9Iep2ZjbWzmq9rb1tT7guWmtmPyteRDEn6oHPuvbkOiL6Y2WskfUbSI+rU+fxb+Tqt35e0R9KTkn7COXe+fVK5Xz5NflnSW51zmTXfxMaY2WslvdM59wYz+xvyGa6bJH1B0k85566Z2RZJvy1fh3de0k86575aUsiQZGY3y3+QoSHpq5LeKv8fYI69wJnZL0h6k/wnt78g6Z/K1+tw7AXIzH5X0msl7ZR0Rv7TgyfU57FmZofl/0ZK0nudc7+57thMqgEAAPJBMTwAAEBOmGgBAADkhIkWAABATphoAQAA5ISJFgAAQE6YaAHIjJk918y+2P56ysy+2f7+kpn9l4JiuLm9rAwAlG54/bsAQG+cc+ck3SxJZvbzki45595XcBg3S7pF0scKHhcAliGjBSB3ZvZaM/tI+/ufN7PjZvYZM3vSzH7czH7ZzB4xs4+3W0LJzH7IzD5lZg+b2SeSVhldj/tGM3vUzP7MzD7d7kDRlPSmdibtTWZ2o5l90Mw+227efEf7d6fN7I/M7E/M7MtmdrS9/UYz+2j7MR81szcV90wBGDRktACU4UWS/r6kCUn/W9I/ds79rJn9oaTXm9lHJf0nSXc4577Tnuy8V9LhrseZlXSrc+6bZjbqnHvGzGYl3eKc+5eSZGb3ybc8OWxmo5I+a2b/s/37r5D0UvnVnz/XHnevpAXn3Ovbv/+c3J4FAAOPiRaAMvwP59z3zewR+fZcH29vf0TSPkkvkZ8AfdJ3w9CQpJX6+p2UdMzMfl++se9KXifffPud7dtb5FtuSNIn25c7ZWYfkvQa+UuO7zezX5L0EefcZza8lwAqj4kWgDJckyTn3KKZfT/VYHdR/rxkkk4751691oM4537azF4p6fWSHjazH1rhbiafMXtiyUb/e909yJxz7ktmtl/Sj0r6d2bWcs41+91BAJCo0QIQpick/YCZvVqSzKxuZpPddzKzFznnHnLOzUr6jqQXSLooaXvqbp+Q9K/ajWJlZi9P/ewfmtlNZnaDpEOSTprZbkmXnXO/I2lO0v7sdw9AVZDRAhCcdq3VnZLm2zVSw5J+VdLprrvOmdmL5bNWLUl/Julrkt5lZl+U9O8l/WL7d//czGqS/lLSG9q//1lJfyDp+ZJ+xzn3eTO7tf24i5K+L+mf57WfAAafdTL2AFAdZjatVNE8AOSBS4cAAAA5IaMFAACQEzJaAAAAOWGiBQAAkBMmWgAAADlhogUAAJATJloAAAA5YaIFAACQk/8PH+neRmio+KMAAAAASUVORK5CYII=\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -612,7 +614,7 @@ } ], "source": [ - "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_critical, max_lag=20)\n", + "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_critical)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -623,7 +625,7 @@ }, { "cell_type": "markdown", - "id": "dac95e27", + "id": "302dc265", "metadata": {}, "source": [ "We observe a slowly decaying auto-correlation function.
\n", @@ -633,7 +635,7 @@ }, { "cell_type": "markdown", - "id": "48674380", + "id": "c4278dc3", "metadata": {}, "source": [ "#### Self balancing of the network\n", @@ -645,7 +647,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "f3e0eaed", + "id": "a9f2f809", "metadata": {}, "outputs": [], "source": [ @@ -691,7 +693,7 @@ }, { "cell_type": "markdown", - "id": "6d06346c", + "id": "3cc203e4", "metadata": {}, "source": [ "Since the network needs some time to settle in it's dynamical state, we discard the first $200$ time steps." @@ -700,7 +702,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "1c48e3f6", + "id": "4eaec40b", "metadata": {}, "outputs": [], "source": [ @@ -721,7 +723,7 @@ }, { "cell_type": "markdown", - "id": "649332df", + "id": "ac240c27", "metadata": {}, "source": [ "First, we look at the distribution of activation of a random neuron in both network states." @@ -730,12 +732,12 @@ { "cell_type": "code", "execution_count": 17, - "id": "38fc17f1", + "id": "acfeb34d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -772,7 +774,7 @@ }, { "cell_type": "markdown", - "id": "a5c7ac59", + "id": "a3afd82d", "metadata": {}, "source": [ "Next, we plot the distribution of the temporal average:" @@ -781,12 +783,12 @@ { "cell_type": "code", "execution_count": 18, - "id": "528811ce", + "id": "22933de6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -821,7 +823,7 @@ }, { "cell_type": "markdown", - "id": "3264b279", + "id": "a22be55c", "metadata": {}, "source": [ "We first note that the the total activation is close to zero with a slight shift to negative values.
\n", @@ -833,12 +835,12 @@ { "cell_type": "code", "execution_count": 19, - "id": "9ff76b1e", + "id": "d7d38f3d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -872,7 +874,7 @@ }, { "cell_type": "markdown", - "id": "c66ad121", + "id": "a3358a9d", "metadata": {}, "source": [ "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", @@ -885,12 +887,12 @@ { "cell_type": "code", "execution_count": 20, - "id": "19e14435", + "id": "a50b5d40", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] From 78ad94e025202b6810cc2d040a9d9d934f850ec4 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Fri, 12 Aug 2022 02:05:56 -0700 Subject: [PATCH 07/26] Formatting, change of num_steps --- ...rial02_excitatory_inhibitory_network.ipynb | 90 +++++++++---------- 1 file changed, 44 insertions(+), 46 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 964d43e4c..b28e22e40 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -22,10 +22,8 @@ "_**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", "neurons and Dense connectivity.\n", - "\n", "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.\n", - "\n", - "The tutorial is useful to get started with Lava in a few minutes._" + "The tutorial is useful to get started with Lava in a few minutes." ] }, { @@ -45,15 +43,15 @@ "- how to create a SubProcessModels for this Hierarchical Process using already defined ProcessModels for a swift execution\n", "\n", "\n", - "(Add diagram)
\n", + "(Add diagram)\n", "\n", "#### E/I Network\n", "\n", - "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.
\n", - "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.\n", + "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.\n", "Additionaly, we here require a separation of the neurons into two populations: Neuros can either be inhibitory or excitatory.\n", - "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", - "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.
\n", + "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.\n", + "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.\n", "With an additional input one can feed in external activations into the network, the outport allows for reading out spikes." ] }, @@ -82,8 +80,8 @@ "metadata": {}, "source": [ "#### E/I Network Lava Process\n", - "We define the structure of the E/I Network Lava Hierarchical Process class.
\n", - "The definition reflects the structure of the Lava Processes used to build the Hierarchical Process.
" + "We define the structure of the E/I Network Lava Hierarchical Process class.\n", + "The definition reflects the structure of the Lava Processes used to build the Hierarchical Process." ] }, { @@ -166,7 +164,7 @@ "metadata": {}, "source": [ "#### E/I Network Subprocess Model\n", - "Using the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process.
" + "Using the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process." ] }, { @@ -295,7 +293,7 @@ "from lava.proc.io import sink, source\n", "\n", "# Configurations for execution\n", - "num_steps = 1000\n", + "num_steps = 700\n", "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -377,7 +375,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -397,8 +395,8 @@ "id": "81e1c3a9", "metadata": {}, "source": [ - "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", - "Overall, we see a heterogeneous network state with asynchronous spiking across neurons.
" + "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.\n", + "Overall, we see a heterogeneous network state with asynchronous spiking across neurons." ] }, { @@ -407,13 +405,13 @@ "metadata": {}, "source": [ "#### Further analysis\n", - "Another hallmark property of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", - "With this function, one can assess the *memory* of the network.
\n", - "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:
\n", + "Another hallmark property of the network activity is the *auto-correlation function* $c(\\tau)$.\n", + "With this function, one can assess the *memory* of the network.\n", + "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", "\\begin{equation}\n", " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", "\\end{equation}\n", - "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", + "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.\n", "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." ] }, @@ -469,7 +467,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 11, @@ -478,7 +476,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -504,9 +502,9 @@ "id": "52339454", "metadata": {}, "source": [ - "As expected, there is perfect correlation at a time lag of $0$.
\n", - "We moreover see that for positive time lags the correlation is close to zero.
\n", - "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.
\n", + "As expected, there is perfect correlation at a time lag of $0$.\n", + "We moreover see that for positive time lags the correlation is close to zero.\n", + "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.\n", "Such a network is unfit to perform meaningful computation." ] }, @@ -516,7 +514,7 @@ "metadata": {}, "source": [ "#### Controlling the network\n", - "One of the main control parameters we can tune for the above network is the strength of the recurrent weights.
\n", + "One of the main control parameters we can tune for the above network is the strength of the recurrent weights.\n", "Increasing the weights by scaling them up and leaving the rest (also the existence) of connections unchanged leads to a fundamentally different network state." ] }, @@ -559,7 +557,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -579,8 +577,8 @@ "id": "3fcf5169", "metadata": {}, "source": [ - "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", - "At seemingly random times, single neurons enter into active states of variable length.
\n", + "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:\n", + "At seemingly random times, single neurons enter into active states of variable length.\n", "Next, we have a look at the auto-correlation function of the network." ] }, @@ -593,7 +591,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 14, @@ -602,7 +600,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -628,8 +626,8 @@ "id": "302dc265", "metadata": {}, "source": [ - "We observe a slowly decaying auto-correlation function.
\n", - "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.
\n", + "We observe a slowly decaying auto-correlation function.\n", + "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.\n", "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." ] }, @@ -639,9 +637,9 @@ "metadata": {}, "source": [ "#### Self balancing of the network\n", - "After having observed these two different dynamical states, we next turn to the question how they come about.
\n", - "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", - "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks.
" + "After having observed these two different dynamical states, we next turn to the question how they come about.\n", + "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.\n", + "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." ] }, { @@ -737,7 +735,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -788,7 +786,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -826,9 +824,9 @@ "id": "a22be55c", "metadata": {}, "source": [ - "We first note that the the total activation is close to zero with a slight shift to negative values.
\n", - "This self balancing gives the networks stability and prevents the divergence of the activity.
\n", - "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.
\n", + "We first note that the the total activation is close to zero with a slight shift to negative values.\n", + "This self balancing gives the networks stability and prevents the divergence of the activity.\n", + "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.\n", "Finally, we look at the evolution of the mean activation over time. To this end we plot three random sample:" ] }, @@ -840,7 +838,7 @@ "outputs": [ { "data": { - "image/png": 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Uy9BzlW2jT1UQ0WUAvgsgBeBnzPytkHRvBfB7ABcw8+oxbGLdMFgoo1g2cKB3BNObs/j2289KnJcIyiBPQWESQ0mOFQQOPgus/+N4t6JuYHOTkxNsdm7q7Mdnb16L/FBfvZs17vjBg9vxzds2IV/yS0oZP314J25b1zku7UqKWvOPgUIZhsEYzJdrW/AkBBGlAFwL4LUATgXwLiI6VZKuFcAnATxV7zYZBuORbV1jEgXvk799Fp/93XNYs7sHc6ZVFk5dU36OFRQmNZTkWEHgQVMgdPpb6lP+OEdrsMIMJyHHv1+zH8u77obxu6eAd/4MaJxe7+aNG3aaQRICUi5mPGluJ7/+zHlj3axYKOIxJrgQwHZm3gkARHQjgCsAbPSl+zqA/wDw2Xo36KFtXfj1E3tw/WO7610VAOCFy2dg5dxWnDS7taJ8RFQ31R8FBYX6Q0mOa4jPPfw53LHrjvFuhoIEZJLzpBPWiXlz/h/pqVeTJgbMx0GVGkyO98TPvr81RsXPY2piAYB9rt/7zXM2iOhcAIuY+baogojow0S0mohWd3V1Vd2gagzjRoMTZ7fgJSfNwty2yoIxEcb/E1FQUKgeihzXEMOlYdy2M3KOOA4xMWYIjURXTyI5FulMcjTFZ7ikz2OiYrK3fzKDiDQA3wHwmbi0zPwTZj6fmc+fNWtW1XWmRulA+J6Nh+MTuUBV7ngRkeqbCgqTGIocK0x81JCgJpUc83EiOLQeR3Aij3lO47xoqDfxOE5efxwOAFjk+r3QPGehFcDpAB4kot0ALgJwKxHVLbZ4ugpy/JU3nmYf37Rqb0V5q+XiwiCvurwKCgrjD0WOFarH1ruBgThJTA1oRg2IWJTO8doja/HEwScCOWpV90RG6O3F3TcHvTkwM/b07xl9o8YRU/ttV4xVAE4iomVElAVwJYBbrYvM3MfMM5l5KTMvBfAkgMvr6a2iGsnx4hlNOHtRO4Cx+5w1mvJDh4LClIYixwrVoZQHVl8H3PevMQlrMUOMvgxLrcKQkLqfPf8z/GbTb3w1kn00EdAzVMTB3pGal2t78QjcZtx9B6+vOrQK16y6BmuPrK1F06JrnxivZUqDmcsArgZwF4BNAG5m5g1E9DUiunw82pTWkk1ZX36jcKoxR6IrfNX1q/Dtu7agWDZQiol8V63uOUEZ5CkoTGYobxUTGFs5jz889e/4xwv+ERktM97N8cEc+IuDY1AVy48rQOWT3MTaWP/H3z0HALjuAxcAADoHOzFSHsEJ7SeMqlxHraLKjC50Dgm3b4eHK9PrrAZ2uycY/8iXdKzd14uLTpgx3k2pCZj5dgC3+859OSTty8eiTUmwZEYz/um1J4ca0m3q7MdHf70GgPNNyVCtkx1SrtwUFCY1lOR4AuNmowcHBg/g6PDR8W5K3cHMEVKcGqhVVOitwql6YgaD+MZT38B31nxn1OXYTh8qZpnh6cfS04OsFfmSju/csxVH+vNj1g4AgF7GkR+/Cc/ccT12mS7yFGqLspH8e1wxpxXTGkYnVKi2JytXbgoKkxuKHE9gWC9H56kfyva3T+/D//vVGhgyK5YaSI7t7Im9VRwnMAxkjZHg/cbqHI/yCTEDz90IdO8aXTkSrD/Qhw0H+vC7NfurLqOquyuPoFg2cN7wI5KgKgq1wFgE//CgWskxlEGegsJkhiLHExga4qWdD+x9AFffd7VUl3ZC4KkfJ0r2wJYjABKEXK3yPi3JcdLnJHXlVi4AR7dXVf9ExYsH78BHur4BLhd9VyrXOa7Ig4ShAxtuAe7+FwwXy+jPl5LnjanLftejYCcEVL4AMPXaaaJ+i1MA5TFmnNXugmhEE07lR0FBITkUOa4R6rGFZg3LBsIn2z/v+DMAQDcmqKSqZ7d5ED3JRJu/xTzbwkBsMzTE+zn+4dofYlvPtvC6n7gWuPuLQH7qhJVeMSJ0mangqAH8Qj+GO/bcE52xkv7efxD466eAfL+7ALucf7hxLT5149rk5cVUbzk0qIRHDRfLwUKrJMfa8bPvMOawJMcffukJ+OjLl1ec/2OXLMe17zk3cfrR6BzHLvSnAp7+KXDDO4HV/zfeLVFQqCkUOZ7ASJl/J5xaxYE1wO8+UNMiSSKoteE56U1waPMTWPs/b8PhrU/HlE/A8DFgODzi3YZjG3Dd+uvMWiQN6t4h/pYLkXVNJugkbHLZcCS3q3gIt+25OyZnBRP/xlsFQd6/ypXdXPARjWqrXLYo1exdgmTlbursxydueBbrD/gWPVVLgI8DUjROsCTH5y/twPlLO6Rprnn7WYFzL1khAo8sndGMhkwKZy5sT1Rf1TrHVeabdNh+r/i79c7xbYeCQo2hyHGNUA+1Bg0EDHSCR3pD00T5760btt/nHEcRkFJygyjrPuSEJlzneN+WtQCA/dueiy+/Zzf42V8nage7REbFsoFdR4fwcKkbV5f3ojiFyHEZwmCJ9crUGiqSqpoSVa/ueG2+F1kr0sV+fOLwv2D60I5EZWw/IjyubD3sSLatr6qyxrCZV5HjesFSlYlyd9zRnA2cO3tRO677wAWY0ZIDAFx8YjJvItVGyNM0ZZCnoDCZochxjRBKToe7gUe+UxFRtEAA0H8QxppfVF9/XZBwwii77jlmkinxALbiu9h4bEPwYoTk2DDbEtcim3zrQWI7UtQxVCiH5GT84vHd+Le/bsSdhS4AwEApgfu6fB/wx4+41EomJnQy9ycC5LhynWOn0BKw7mZAN5+pvS3gIsTmcZ4NcITaUMW1M2P28z8EAJzQ/XCispxdC7a/oz7SqzA6ZIAUOa4nth0RKlRhpHV+e2OicpLGEqlWrQJQBnkKCpMZihzXCKHkdO0NwL6nxD8XtvVsw3BpOLJM6+XICN24IumMIZEO7h/Yj7IRJKJ5Er5xHz/4mKwg16H3OZe4jAcbh1BGtOqJRVhkb2nr4QFbeugY4Jg5mLHr2FBo3lAcXAvke4FNf41N+qdnD+ALf1xXSek1g61WofsN8mIgIY62pGz/KmD9H4Dtpt6yrL+wAYMZ/1jegyN4oLK65dULdD6Hhu6tVqpEZZFLhcY6fjw1XL3xp5IY1g2bO+X2BW88az4+dsmJ+MLrTk5UjpZwDKuWG2tEYyywUFBQqCXGlRwT0WVEtIWIthPR5yXXc0R0k3n9KSJa6rr2BfP8FiJ6jev8z4noCBGtH6PbEAgbB+1B2ElQ0kv47jPfxY+e/R6w7d7Qmd6WdkZWK/IG1DrqOUFXKU7pGu7Ct57+Fm7ZfktokdJWR0iOnynuxJpcHs8Wd0bWrVWofhIVIe/YYB5HB+MWLGY+099plF7tX547iCP9orxP3PcJ3LIt+HzqhbIVB8hPjmMfU4S3CKsv2jsH1st1LWDYsJcz/diYoKXJ6s8XBtBJQgo+Z3CTI72OgCM5NnylRj+Ew0OHUXQ/N7ufKlI01njTOQtw3pLpaMomi2uVNNLe6Azyqss7KdC9C1j1s/FuhYJC3TBu5JiIUgCuBfBaAKcCeBcRnepLdhWAHmY+EcB/A/gPM++pAK4EcBqAywD8wCwPAK43z40pwklXcHQtmcZPnTvvB1b9FBiURxSzDfISTLYe/ba+/cBvrwT2rQrPMBqQr9swA+v/CPR3Bs87mTBQElKfPX17gmUyo00/BpLqvoZLji1PHswM7HwwXI2BwyXH4qypL+qaDYPuvMS1/71vO/7p9zGSXjsf4frHd+PDv1wdnd5uCeO+vffFJ6wEhUFhUb4laDRjSY6DahUxiFp8Wf3D8qASqXMczj6KZQNXXb8KT+48FtuM7qEirrp+Fb654Y/4Dh2BAYZmlID1v4+5kYgWREiOmRlff/Lr+PE601WhYYi+x0qtoh4YLJRx1fViPFvU0TTq8hJyY1QrOybUVz4x5igOA/tXA3ufEv+e/imwLcajjYLCJMZ4ho++EMB2Zt4JAER0I4ArAI8Y6QoAXzWPfw/g+yTYyxUAbmTmAoBdRLTdLO8JZn7YLWEeK8RKJF0jpeV9QisOAul2b7p8P7BPeF6wpJ0V+6o4Zvri3f80sCg8NGrF2PM4MHQUgQljuBtYdxOw+1HgDe6obclnhzmlfaByF+jgMzEpfeTY/fNJoWuKd98UyBU1xS0s7kKaiwAuEmm5jIXFnQBaTIKU8qRPRn6cNI9uG+cIh1aExR33ASu960ZbraJSI8MolQObDDseKcwTrvzxz9DyffyHNftDwzFb392BnhEAwPrevZht1cQIXXh6mmv7TEzuys2qd0v3FnHi+ZuF32aFuuDhrV328blLpo+6vFRCpeNqJcdCbWOKsGNm4PcfHO9WKCiMKcZTrWIBgH2u3/vNc9I0zFwG0AdgRsK8kSCiDxPRaiJa3dXVFZ8hBpbk9thQAfu6XbrEEmJg+SROyyjbE9cKaTIcQpeEHI+Jfttj3wXW/iYoOQ7Tna5AdHIMu8WBRB/Za8gl3/iOm8Qcn9HBMgQxdtBc6pXX7av163/diO/d5/WLvPHYRq9O9WgsekaD4W5HcuuSYvuhm8SfAuS4+v5EtuTYeg5ygzy/EoMfKfPZyVRSYmPFIPkddPblzTz+dx1Bjv0NODa1gsNMNLh7bjY1+m8qVWedYyKxmTAlsOdx53jJi4DT3jx+bVFQGCMctwZ5zPwTZj6fmc+fNWvWqMuzdH73d4/gq7e6PS4Eh9cyl0OuwBNgoiq1Cr0MJPBuAQCff+Tz1em3+slx0QwgkfFZivuIZVS0qcN0QGSJrdybgnx/w+AxyDuwJnkdESxs99EhrN3Xa//e3rMdP1j7A/x151+lhLRS107MjM3dmyt3CVUYAP70UeCZX1olmU0JPiXD0kaS+NIe9qw/A40Lv2aVmUitIqIYs7mRUdECl9h75OqrA8UBFPQCugYKGHR5J7El+4EgIBFqFWCR3sozpfbQJx7cXbcWurxaYslxlWoVU8kgr+AK3tPQBsw5TRznpo1PexQUxgDjSY4PAFjk+r3QPCdNQ0RpAG0AjiXMOzEgcWNlSRZtyXGMQV45wcRrD8T7nnIkubseBgbDpeKDxUHct/c+HBiUP7ptPdtw9X1Xo2vYV4Z5T91DRRTKhhOhzk+OQzV8g+cj5yAOJ6s2BY0hW478nuXSaQvdu3DBkT9IanBKCVOrsHSqj44cddrpurFKg13cv/d+fP/Z72P90QptS60FVqfp+zlCcmwZHrJEzLUff0xc5Zce+5KjK61Z5LiMvceGsddUefAuOqLiPgqsPrwKZQwnem7+/mPY1TkXvvDIF/CNJ7+Bz/9hHf75j88HC6nAqJWZga5NgK0GNEWI0ISF8x5rEXmu7pJjTDKDvJFeR8jhh/95zz4NuPjvgfP/tu7NUlAYL4wnOV4F4CQiWkZEWQgDu1t9aW4F8H7z+G0A7mchRrsVwJWmN4tlAE4CEB0irc5gsFedwkbQDYOtcywdoJ2E1svRE4zQDuH0DWTPxEuR//2pf5eef/qQeKRburf4pJciqtne7mFsOzwAlMxBNZXzNapG/ms95fjJsXg4moxqrbsZ6NpittiV2y/5doF692L2iGuL3B2W2yykMldd7km9gmwADg8Lfdn+Yn90wq4t3onN8qCQEsEQRkplrN3Xi302SXXAVi9j34KhOBRQN/Fm9D7vnnyP88N6viPd+N9bHsQ9m8zFlU9y7PwKdvC+Qh9u3vobHMRfq4qgZ38Pvm/sWF4Y9/n9Wr+i/xbM7PbtKMRJjkvB56lQH4RJjr96+Wn42CWVh5Gut84x0STbTLjlI+JfEmgasPRFQFOyQCoKCpMR40aOTR3iqwHcBWATgJuZeQMRfY2ILjeTXQdghmlw92kAnzfzbgBwM4Tx3p0APs4sGCcR/RbAEwBWEtF+IrpqrO6pe0hCJiSjqyU5dsy8vKPoYS7ht3q3o3OcgGRymHRwuDs2bxgsyfVNq/fhQ79weVtwkcuSbjgkog5RAiPRtQUd/RvD617/B+CeLwPwkuNdw4djfUzbqOCe2NCB/gNmeOkgOUsi8drU2Y/D/ZYOrNeDRqMxCKz+ucc9GZcK4h4fvsYpxPI8kRLR7/qGRb/cKyHHRpjkuHunaZRYAQwd6N1rP7M799yDXOHrTu/26RyHLuggvhEGo4wBnNd/DzB4RFpl2BNlsp6f8/xHSjrW7XPUlvb078HV912NYezHaSNrsGLPTeA4MlQcAtbdDPbvPox13z/OYLgYsft4UUcTzlsiDyMdhcTkuErZ8aT0c2wF71l3s/BG8cS1QO++8L49XvYUCgpjgPH0VgFmvh3A7b5zX3Yd5wG8PSTvNwB8Q3L+XTVuZiLEh48OGuSlpAMv4QeFI9hZyuOURuGyqDyaQXY43A1WHCxSdrB3GO3eCzKBeFBv1Qz0sOXwAGbngt4QdvbtxOLWxUhrTje0SP53Vn8Hi4wevF3zWaa7n/M9X4ZmCOJHEp1ZT5PNvwYY/7X9Jizp34zPXvDZyDxmhZKyQuo6uhUYOAQceAZYcZJ9+ggeQC/WgTleil8sGzhkGohZfUozFyMXD94DbN0BzDjRTq/rBfERd7uIrCU5PrYduOGdoHP/IeROADbLJiOZTxTd9NmcZUNEfXz2V8DZ7xEXBw8BQ12gTuHm7q9GH/rSJSwrhUfI87SF2e5zFrHIchEXDD4APNQFvP6/4hvoctkndglc5LjovUfL08SQaQwaIDOyxczaG4Dt94JbZse3RaFmKJSd/lILtYrEQUCOF8mxhfV/hGek2PUwcPIbnN+5Vuc4YgdOQWGyQ/XuGoHBSHMRDUa854ZNnT3oHiqGPnxrErf4QxRtscikTc79A9YooutpYS0M+Dk26w5I0xiFkoFCycDWw97IVgcHD+I7q7+DP2//M1bv7ra3zqk8Aux5Ajv7duIhY8Aux12mtw6rrTGLE+s5iVqwp1/ia1maz12uRdyCeHZvD+56fr/pQsytikHohSCLesxs6Te8s95pQHrles5SY72ydwcjNWK5knPKKepF7BvY59I5jg+WAQC7uoaw8WA/AAa23glsvxfYdKv4PdIrEvmcyBpmPzo6WMAnfvss+kZKHp1jMo8+ffNzTiYGtP79yBlmIJGyPPx65CP16RwnkRa6i2PJgmFkZAR7u4dRLPq+K1vHPEG7FCpG0UWOX3zSzFGXl1RyXC3IDP4zaZBtAU56NfDuG4F33ei9ttkV5fOUy6GgcDxgXCXHUwnM7GxDu1VvJaKHmx9fjyHejVQueoC2dY5HtT0XUsdgF2CUMVQCMmk5CXakeBLi6d4Rt4/9Bk2GRxo3WCjjuX29SM2fhcGSCNe8b2Afbn9+h10IjXQDj/0PMGcWBvJl7MoPYVmC+4+THDMbGCnpOFTIA9PDn3uAiEoknJq5XDFQRgm9AIAfPrgDrfk80BCeL07iFTaZOpESzffU6ZBIN8W0oRfxkDGAs6gR7ZS287NrUfOLDb/Ac13P4Vy0mM2NVwswDHa8PDC71GlY+L+2CKyWBhBclK3b14vhQhn71tyBtsWzzYWEgRMKW/CBgW/j3mlvAXC2SDzQCW24CwtLRwFMi2WbzmfmLIIKYM/3l1RaKEpxd2wHa/f3oXGoiK4jfYEcAFDWxTNpOLQKmP/KxPUpRKOgG2hpSOO7V55Tk/LqrnOMSWaQZ5RsNSwQAa+7Rowz2WbzugEsPA9IuSiDUqtQmMJQ5His4CJL5w4/hNXZbqRMYhIWHtnxcxw+yhIRwFFqHSF5b70awGFsLy4Ugj5JTwh1YxQ4b9YRkD6yayub0D0kdGEP9Iw4hC1caxQGsylljJAcW6XHeBpgNlAsGxgpG5Em6IFLrnL9NXfiDgxhJ0r6q7xllIuOkaJZ4qzyQWhb7gDOCpe8lH0E1ZYcm8/bdru290mgvQHItdppdGYUimU0ZdPoyXfjd0YPnqAhfD41135f7keyo2+HyGctSmIWFwDw+I5jVo8Ftt0FbLnDuejW4fbtLDA0fKa8HwtpOxgXoGXTz4C9jZ71Vavei6WFLa7yRgB2/DB7DCMNHa/svwVrml4ibygDR1M6ftLai48N7ccLzNNxfMj/fnXDDq6NTZ39ODpYsD3MBBYyzNCZkS+J99Gx8VfAuYoc1wrFsoFsqnYbncm9VVSvczypoJdtA14AQPti8S8Sk+weFeQoF4HDzwMLzhvvlkwoKLWKGiF8C83jJ8GEIIlazOBiUaVEfo4jfNmGwgz8ECY0JGnb4fixta5Y9+4viNnlIcHbLkuPNvS5VSh1iSV3li4qBdsSmgXwSoDNZ0usw0ARQ9hppjMba6UdPAx+7ibhgs/M06z3Q3vulwhDPzZj3+B+zzm/zrHujtRnLkTYTPPcvl584oZnRTpTrWLYvGb5CWYQCnoBX3jkCxgsCsm9vUhJoHOcLzlpePPt3oserx4airrhuAAmoAADT5W3oJ/X45vpw9gn8YRRJNeWi7m4sMNbu99D906cOrIGl/b/Dnk9aGRY0HV0pcTz2VAIujLswqM4hHudEyF9kF11fvuuLbj+sd1gAIdTZUkAE7aL+UNLP/7biPARrVAxCmUduUztpquk6rKj0TmW7RQNF8v4ycM7PH62xx2GLlTBtAplZfXSOT66zRWNVaHueO63wEP/CXRtHe+WTCgoclwjuCWgSwpbgRveCfTskQdeMNOGeauwLOats7af4549QN9+oL9TGqpWbOkG6zs8dBgDxYHAeQDIch4aXAO1a0CXkWODGXu63YTEtf0cIKiu+yJg98BW109TGuqT+Ep5SowhlygoaAzobYlh/q2QdXvqFn8IjE7cCYCR4rK0zJuMHvyDvg/eICCuBJv+Aux5Anjg39HLd+MQ7sK3V13jKcP2VgFHcryLCxhyPWeLwFk6273DRbife9lg3PCk0K9mIhwcPOjpC5bPZr/kXfoawq5v/FNgEbHxYD+GiyaBdz2DYdMdeSeX7O/A7mWub4VLeTAAw/xKBkby2NE1aJYvhq3V2S7829P/jKLuJdplnV3KJq4yzb89WIN+bAB1PgcUBhy/1b4bZMmCay0O4tetfdiX7/ReYOcud6dL6ESEGzyFiiEkx6n4hAnhHiWjdINHo1YhK/X+zUfw1M5ufPK3z+Krt27wLDjHDbZ3m2x0Oj/qIR3P9wF3/4uIxvrnj9e+fIUg8r3i7+DhcW3GRIMix7XAkc3gkR775/KC6V7s6DbILXS8pCAM3cNFlA12/Bzf8Tngts8A9/8b8NyNQL7fHtgP9+fxkV+twYZOxyduviRkzl9/8uv40mNfgieil4n5xd1YUNwtrd+W7rqG+c6+PB7Y0uWVfLCBQlnHYD5opNRPOp5qGMG+0hDu2u1IG/1eCYIIpWIAgAHW8R39MPrJCpHs07113adu6Hi+e7NdUkV2MsxI6yO+TAYK6MKM8mEsKm4HygXTaZhhN/VRHjTrc96y7tbdfvbXQre6cy2KxsN22xYWd6JN93oYsd5DGRr+Sz+M7xuONNRaXFj1fPe+bR6iWtYNW9eYrVVXOR9UO4kwyLOiALpJhFfThW1JtlCFEceOxFqgqXAULxh+CADQXyzjmOn6sAzG5kwB5CqzMDKAoUIZhik53nKwF9+8bZP5QARJ2prtNesJtj3WJRsA7LgfOLrVNgh0P5FC2YAhIcfHWEi0e8ryxaZCfVAoGzWVHLt1jiODPY7GlZukYPepfd3DuHfTBCAkhtf1Y3LUgRwr3+Fjj6ypLGfuJioIKJ3jWuDer4DTIY+SgtLXOLh1MfMlPejlwJKUuUjQ/h6h87nl0CBOgzB+235kEPNmZoCOFkEgnrgW2P0IBt7ya6SLur00SrFPchymUwzh15hBwr+xC5s6B9B7pAsvd+cyDPy0rRcAcE5xGPu6HbJkE+/hbmishylweFDQC9h77BCG9/Viz1zGTipgOKUDOqAZOo5RGc2UxuBgAS1pw7aN+9OW32HvIRHJzIAgcJYMarNJmkMx0ot37fkOHsm9DDvtXX8DhAyaTW8aXMp7Jj2PVMr124CQ8N6z8TBezRzQS2QWHk+mlwX5tVz+WQsJnQjMwF4UnTJ9xLB/xJFkO8+UnIYNdwOHNwAtc4C2hS6pabhB3vfu24brPnABsiPORB5Yupj5B/JlbBsYwAneO7OPGowRMAOdfSPIlMtg8yXd1TyEi0pOukLR8vVM5v9uybR4e7a+NFGAxFhS6Vj1HQAldOO/2o/hk2VvGHlDom9kq7gk0NFWqB2KZQMtudpNV03ZNE6Y1YydXUMwmENV3KoWjiZ05TYhjPYsybFWITkeC71q6XykUDW6dwF3fl5+raAW/G4oyXGVKOklm7wAgiDJEfywLfISYlrmSyvxc2zpermNxSwJojmQFMqibUNFF3na/QgA4F//shGbD4dEXbvxXcKXKxwiEGyhX+qo47amQRxMeVf9h/OOzliRvGSCQEBhELz3cZw7/EiwEokR3v8+87/40upr8FDjMG4t93qTw8BX9IP4H/0w/un36/Cdux3jrnXb/mz7e7bIcdlgFPUivv/s933t8iHfCxBwUmG9LY0coT6UMWCnNszFBUnKMMhxVVYG45FtXfjd6n040u9I2W0SGwiNbRI8WDrHGvrzJRSKulO3z5NIJkVg1lEsG3Z5jmRUPHMA4m/nOpycF3rKSVy5tfZsctrmaqsI1eySKgeGFaeNGgj5kpChM4D+kZJ9zd2v/M9Cc5N3U3Js3bs3LftqdHYowsjKIO0GAKxP5T07GeyPGgjH0OpAry/UbqDwqTGhE9FlRLSFiLYTUWBWJaL/R0TPE9FaInqUiE6tRzsKZR3ZEK861eLsRdMBAEcGwt1dVvsWNSIUywauun4Vrrp+lS28mHAoF4HOteK4UsnxWPg53vdU/es4ntB/MPzaZHI9OAZQ5LgKbDy2EZ968FP4wXM/sM9xUJbmhYc8CJDkmke/lxiGwTg86Bu8bXLsLtMrLYzaDuwZKro1hYPY+GdRhsSVm23A5co8ohexOVvAbc2+LUIXoSmSczygd4r2FgdgQEgTA3CFQ7aIv+WbeFVOkt5s0H7T0GvPUSf/wLBD0pkYPUNFbDjQh/09MdtI7Pth/j6M28HuJYuhQ1DP4BM1mKGZpw3A9mYgM9bhgP61IxkFgJIlQdbZftGG4XgDAYD+fAn7ugcxUtJt1ReLWDKTdyfDKDktNtN0DRSEh5AQDJOBQ6mypLcH+7cFd7htS3XC8HXPMhiHtKPWTYHMdzZN7zHvzi2at4atYP/3t8EiszrrIL2ApYXNyLGv/7D/DgR0XSZNF3V3D/sXw/L6JzOIKAXgWgCvBXAqgHdJyO8NzHwGM58N4D8BfKcebSmWDeRqTI6tEOLfdi2k/YgVWhaHROAf3/f84hNn4tJT59i/H9gSNAydEHj0v4GnfiyO0w3RaQMYgwXgo/9d/zqOJ0TteGm10+mfClDkuAqsP7oe+3uG8eT+5+1zQet1iLFDolbBJkOIW6hZl3tHfMY9Msmxq0pPGbI6OKjp2yf5aGQEmwhoMIalVMD/DNy512d7PNeGSkOAXgSD0Z+aHmzjsW32oZtIhg3HfrMrd1AQdhFtA440vbMvSLJDy2fY77LJGPSmtrYlZb6NCZhdPiSScfT2vt/bh98gr59GAm30G40VSgbu3uAYixEBndo+/Ff7MeRJRvbMdCbJtp+JlLwzftvaj9+09nnYH4Mh8+rhujH7yBpw7m8cCvTBVTnze9rwR6T3+HcTgjsJ3ufgq9G+aC3mGFpR7Ja06H2etBSg9wJdI90BYz9Lb1zze9uQfFNTABcC2M7MO5m5COBGAFe4EzCzewuqGXVaF9SDHFtvbLgQpSITQwB//7fAXz4JbL3Lc3puWwOuvNBxhVYo6egdLk4MAzw3Dq1zjlvnVpZXqTtMPkRF8lXv0wNFjqsAEeHYYBF7jzlbZWE6p3K1Cu/foNTJ+9svZbM7sYsY2SoeWvwrpUANhGv0Q8F0IfrSJ+fX+oyzLJUOVyJmYP0fYtsittedjAVJwBFbgjfSi8Yhx0WWmzRn8v4w2e7FiFO+WwWgHKPwtw9F7Cn2AnBUE2Q1bDnYLa1XtBG2brIBw9ExlIxDfndqll6r3rkOrXo3ns6KLUa34Zpu6DjY6yW0lrqB9f72poXEvU/iQcHui2Zdmr1bIGkfgF5NpNvPBTxuLhKCahVk1m/dapAcy+qwH8mRjQFPFiGtNndAgioTBoSf7P68ZSgo9+TCrrP+r+Kajdd51G76sQWbDPGdLC1sRNlgW/d+w8Fe7Dji7ESUdUb30KT3WLEAgNsn3X7znAdE9HEi2gEhOf77ejSkqBs1V6uwvv+o4DyJ+cKh56Wn57YJaewTO47hMzc/hzvXB8fZCYPWeRVmUGRq0iGKHCt4oMhxjeAeXsucx2/0YygauovIGiGpw2HYfxPoHDsXI1omUEAXvtvebV9iAnolQaotiWWKC2jULb+4wVINv6cIQEQ469kdKNNplSOtazIGMaskdKF2oIhVhlef0568uncgVRYLkpLBGMiXbXLiv0vNPLOTC25HdTBczDJgVFX2qq/8D3XhmsOPmHcmaFSh7H6P4n6f2NZpp/G3Y9PhAQxoMwAAIx0nB9RfZIsM+K89dwPedex7vloFhktlHBkoIMt5fOLIl9BgDIPMd5kyE2ZYbJcVNT3QPazaj/YPY++xYYccmxcazHdR1g3PQ74GR3CDIRYFghwHn4sDr86xv+4AUjnPAvL+xiF0a953tTNd9NTif/JrckLtocvUJzX0ErKmH+kc5zFN7wksTv3tYWbs7NsJlIvIGiMYxh6PceVQoYxhM8hNZ28eIy6p4EjZwNO7unE8gJmvZeblAP4JwL/I0hDRh4loNRGt7uqqTMWAmU3JcW23fct6/Dg8Wvr3T689Ge+6cDHe98IleOHyGaMsrY7oWA6kK3XlNkb0YevdY1PP8YCoSKhK59gDRY5rBHe3ej67H0/wEFb1bwdAgtxJ9IOdKAnyTmmRYibfdQk51gYP4NShux1JBzFW50ZQkkg8h7HD0w6GhpykK1gGeS8ZuB0fOvotUayEHctcXsV9aGxLORkXDj3gubaFvfqchmEIv9Gec0Fpu8Fs+/u1GviYMegZxN1PQ/f7Rj68PrS90/QeaIU++baobbjlJb4GM57cdcx+aLqWDVinM4C28jHhMSTga9ghbcQOGRQE09I/9hqNteq9to64tbjJsLj/ItzSU+9z2rC/B//6lw2wFKStq1cd/U8AwC+e2OPbGfC1M2Kh5tY51pKMv+ms3ff7NB3P5vK4pcVlSc0G7mkesmsy2AjtbmS+e+OpH9oNyxp5dJQPBxcq3tty3tWdn8dHur4BQCzKAO8iS5QR/M6mwC7lAQCLXL8XmufCcCOAN8kuMPNPmPl8Zj5/1qxZsiShKOliZ6CekuP+fEmqax8aJTQhpjVk8KpT5+DlK2fjgy9ahjefGxC8Tww0SlTb4lDvDr7yteLv6uvqW8/xBCU5TgxFjquAcBxlCJdbprTRt5lup9t1bBjr9vfh2HD4lnYYLHWKoFqFjxzrRdy68ctYm74FZOpIrqM8HmocxgPpoFcKP9dmEFr9XWHr3Ta5SkuimbkldRY5zhgF4MgmO4X7M8wZI1ha2Ox4TrCMoCQPodEnkdCjVrtWG8AYLJRtIzRLj7SoGyi5JES62TbR7vA3EPAQ4kODMWQ/lxSXA/ehm5JtA87z1tntQcLyNiGwsLQzoFZR1g10DRTADOjkULcRl+5wWffmaTCGwT7dYltyLI3rJmAFAbEku9b9lLmMI/wHPLl7j21MaMFgxtbDA7Y03a2mUobXw7OFKGkvAOTLeTxdOGpfSZk5yv5OC0BjHamBg3ZbPA236rMWJvueDuS3mmv1lZJu2GoYAJA+tkV83/2CD7aXj2KkaBpUugva9XCgbNGUST8RrQJwEhEtI6IsgCsB3OpOQEQnuX6+HsA21BiW551aho8GrKBJost86sa1+PRNawNpakn/UhrhDWfOx+Vnz69hqeODkfIItvXtwkg9+3imqX5lH6+IMshTkmMPFDmuEtP0HhGsYfNtALyqD7ZEigh7u8W29NH+vOu6+TemL8qifAFwrEqtganLsba2wihb5K4bQXdUtgFSVP17HpPODOTbdge8JLPw8LftY1nxaRbSGUulQZamwdct3aoHYZOV4WsTMaPMjCfyAxhwGdy439OcDT8VPn9dsIQhJQkZc5+ZW3JUMcuGpXvu0gG3w1U7js10iYTTQ059F7ce6cfB3hH050sSpRezTB+hbuRhW1JrPauM2YICGbYKTFlnjJR0Wxqcgo5p5W57RLDe6bZsEe3Fe6GP3IRn9vR4pKwlnTFc1HHU9H5iWf8fSg3hu+3dzgLI1T63WkVZogH0m02/wS+7n8VeUz/ayqtDhOAWJ50SU0NCAhzWlZkJg8cO4jCCUkFLJafRVB15KjPiMVpkAHAF9zlj5Gk0mkFA3E+98Oi1wXpB8h2VSQQWvuyuBnAXgE0AbmbmDUT0NSK63Ex2NRFtIKK1AD4N4P21bkfRXHzVMggIEG9zANRfOPrnZw/gyECYG9BodA0UsP3IAHYdHbKJ/ljhmlXX4Lvrf4prjDoGMUnn4tMoVIbIxUzwezgykMeR/ur652SHCgJSBYTk2BIHyoxuRAe84eDDuMA4EWfCLyUzQ/6CwcwewrfhYJ9QDdBcXTUwQFsiZT3QBoLX5+72VB7NvtwWQXFHuSuzkLy6He1b/nXdkmuZzrFbQnZ9cT8+Yt9l8GOzJMdOZLcg/JqFuh5PMvwpCIwneQgF8jnZI1NipAGN3euBBvmHzxDpkqgB3JP/M2bgVDhqFV69WuuXzoazkLBeoWRRZaFoSsx0FiQ74Cru2A5kDn7LQ/sajGEM2DsXgkdaz1MHkC+V0J8vo0hFZHwS+en6UXvx41cfadOFa7UUyF54EYBDqTIWGSmPmktXaggZj4qyU5ab3vym1es1AmB0DR8F2HGUZz2fMjGajX7g7i8J11nuXCy23f/m6HdwfVunZzl4dLCI9T//GH4950igr1lh2WeUu2y/y1szQS8UbqRMwutWq1jT2YORdFCf1Ahd0kweMPPtAG73nfuy6/iT9W6DtTNRe8lxAnI8BkZn37htE7575TkV5SmWDXz+D46niYtPnImrXryssor1sh3ZslIcGT4i/nK428dRQ1P0pOaoUNL/hT8IQ9PrPnBBPVozoaEkx1XCprQc3GYlGCiYQRjuKD0jzkn8HG9BAX/iXvtMX6EP2/oc3UqpezjAa+TXtclzKWWGAo16sTJ/vL0jRWw/4vb7yy4/x57M2Jwp4FFtEENk4JGGQeiuD26X7rhHe8bvTxaAZj4HS3Isu8fdPjWOQIRACfwqEgRGuezI3u107jyScmw/zhCTco9LHUYiTDbBYOiQUX3dVabBjIJewFZ8F9/KHLav26X4pcpsoMn0dKEDduQ8q07kewMR8jJctBVajlAZvxw+avc9BmEwX/QaAdr3zdApOBn5n1zKLZ0nQXCf0UY8d55jbzluNQ/LUE4GAlAyhO61+z0A4v7f2f0j4OhWoCALYMNo02UGcCSi8skqNDVVoumPgUcNxxjV+u7d7+1HbT34deteAH5vK5NerWJCwJIc117nOP79jIXe+GBeTlB//uguXHX9Kvx13UEwM25etQ+7TP/t/gilz+/vrbxitxu3qlDnhzNWBn/HE/x2Nm4otQoPVO8bJbYNH8L9xkDAQMkvefP4t3WJXx8zhoD9q4F8P7746Bfx29Y9djKd/Bmsn6Ys8PAGJ+KZWXyKC2aO8IFLZjzURwa6UmUYzLi6vBd/GNrt2hb3qjXc1jyIuzODuKdpCKsbhrF52PGrW7Y+Pmbcafglg07dOusAS+gkA+t9pJoNoG+kBN3gUKL8eNobgeqDR6/B8IiYdAKu3Oxjb1klnVHwvTe3RDRs6CBzY1++uc+uBYGBHQNrAADHymbb3JJj3721DO3G7NIBQb1DmPnT7PXsUUQRu9KCqBXLBh7RBtGrWWSSA36RXZVDRypwB1a1fp1kN45oZc/DybFP9u+q09KXDuuduqEDHJTYhy4UretVjOs6GEPFcvQUzwZuNBzSbfWloO8Z8f+9TU4/nAqS44kABtDelEVTtraSxNPmtwXOHfMHXBoDEBEe3HIE1z6w3XP+se1it+aWZw5ANxh3bTiEb9y20cxTi5pHSYbqvXAgFZSi5qhQreJ4htq3qAJEZEuQvnvoIcDowWfIiYYkk8x684u/dqrnfyckYj6EqVXs7cmje18vzjh5yJ8Fyw/+GehoiVz1hF3bliniZSbLeCB/EK/RgxOFm3RbhM0tOe4dKeLoYAEzQ56BZnrhNQyJYRPkn6fOBnYdHcJge/gWoIyY6pJzhsuwzV/3cLGMQcOrJ1vJTq5s0QE4UlADDPa9TE8O9hLlXv2oKa0Mqo1YeAJDOBPOJL8hsxlHU71ocz2qbq0f03SgoBsBHWWPso9kMvI7XrNj07kXNr5FTpo1X58N9xHtR9mMNrgWkiiIdt2MQbdu8MFnsfipP6BTkjZuW1w3GGmpspD50zeZGLaqkW+nwvzZr1m69GTuJiiMFstmNuO/3nFWzct9zWlzcKB3BI9vdyJoXvvADk+aAAnN9wF//LCktOqJxflLp+NXTwihCLPYsfN747F+WkNENYvB2qMO7FgSJl6hBijlgU23RsceUJJjDxQ5rgKeCdfsT26DH4YhBlUi1/jhIj6ScygMAhnvWYvc+YegrUcGMRNAuSwztouH5pvwraaWXfq4APBk55MAfNTGrMCtr2e4ymMAA/kyZqbkclSLHJePboFFF+Nii3GC7U8ZypKPXag5OMehdUrORT9b+X0wDAxpeTTrQKfuDVfNzD4JpJP/ic4nYLDh0heWEDdJOw0JEbUWawYI/XlrwSPOrcsVsDo3gjcPnwjioHxWqlYR8J7ibUnQzi75oFsy1YJ2QC7BG2Idj7ql5QTwqp8hOxhcKIq6w99aXKsYQu97ZKRk3wPbC50gNmQLQc8yChMWRIS/fdFSnLdkOr53n3CykS/rgTQe9O5DreE2pntoaxemN2UDO2RutbGrrl9V8zb48d17t2Hd/l7MaMniP99W+4VJIihyXDusuwnYcntMIkWO3VDkuEqwT9r0K9fWq2WG1TNcRLFsTqpujwvkTiW2v1MN7YAu06VEUHxhGbOZf3WD7cHTmpxDZGHmtSBdIRBK8KotWETFm07APVi7CRkTkIrY82swRtA8vB3G812A0QPDDtcRjpFSHnc1DcakCkL3NYPg83MMDujuObDem/9MEKWyFVzDURmwqj6ScvrFXws7scTlLFgHsM3t09lVwYHBA04bJPcS1poM0qESAANsGzdaks7VOSGhLVIZBA50NWshaBFszd2zEjwbp+YkYFstJyz9T42j2M4FVw6xkgsTeoxgD+5oGjYL9BEO828Uny0Ni2+yR/Omlu1K3NkUXPwoTGwQEea3N9i//WNX0Ba69qufZ/f22seWBNmPKLeTFsq6gXQlW10RRa4zdZiPDY5xlEeP+qHS+qwZSl61Q7z7Ju/vG98DMONg7wh0g7GoQ7nRU71v1BBEs+giWUMkjJ66h4rOeY87MkfsxwA2dvZj1YGRxJPpUcrjgcYh2xhrsFD2RW4DiMMHcfLVo5k0oUyMsuuSITE2lKG37NazjJ4/mvU+pLhokwtHycFCMBTwoXwX1mdjdAElj84i+hmjINyWwXpb5kKC2fPeADEZDhfd1Iehx1i1O5cNDBd1DLlk0iMY8ajZPNNzh338PI/gesMJe50ZcdwiadA8fUZGxmTIcloi2HWedUmXq6b8vnkzBuhgvOTYdS28Rf4ek9wivhzj/uyY67oGMhdX7rflxRANYmO2gJkSY0OpGoXvhGYIcvDraV79ea+EOGSfQUmRJwXcXjD8YoPgWBbyUg+sSbwtnanC68ZvntwbeX0gX8ZHfrUGfcN19B4RQD06uOsZKm8VtUPcQoOEAt+X/rQeX711Q+Dy8bjQV+S4ajji32LZ8BjgdaeCFvkM4bbte49/HftTfVZWu9N19uax6dBAIJ+oibDx2EY7cty9DVvxTC6PoZKsHk/rpPN2u8+q3yJPZQC6i9hY+qlMQAmMx41Bz3jYmRKk5+F+x5CEASdKXcT3ZD0twzcd5UsG+vMlzzl/oIukGCg6pMyyeHeTGiOijdbaQjc41h8qgbEdP8Ch1BHoBqPXReCYHAlrSffe7XXGUU85Wtl5nyI6obMbEJAcu4KoDJNhy2YXlI4g5VMYsXxLG6BQckwA9mnPB2gt2X9NgzwOejCRCGV9SPb+CEDZKIeWtTtd8iivzNebMFiIXjZY7V9s6Sy5YHvVC+muJd2w373VI600cVrUHJJKYeKhvckJmzwQ4jnCRg0kx686ZQ5Wzm3FPJfEOg5P7jwWnwhAtyTYVDgmIOFRkuP6IMmzdD37fEn3qO/cs7GO/qwnKFTvqwJE5PKAIBtgvOeeyeXBhgHdKGPL9tvRj15pnlJZPpkygB+s/QG+pwvfknZYaYkuboAcu2Aw41B/HucMP+G9H/NviRg6AyMlHYWygbIZFtkAY3VDHjcY3XieHAJXsFmFW8XCUs1IttGe992zrR7iIqTDpeq29uTmcS7VkARl6AZjb7qEItiO1BWA2dReTSx6gtH1xO/hgjdEdEk3pCFrAUGOc2Wxpe83QAOEGyrdYAwXy/hhWw/uM70kzCr3oln3SjkbzCAlc0t70LfjSW89bgNLiZ6vdbVZ74MGRwd6pKh7XGG57/hwyqcCU0EwDN2Qu8QDgD+0OM9DtC0lVISYUQTjqCYjNiLtDmmUR5jlyFHSOWAYZbczAbE4DoUtkxanL2gDEO5WzUEEOU7oQzab1vC5y07Gv73pjIStS44olbYA9FFKmevh587zDNXWS80Qp7/tEsYAQL9vXrpbkWOFyhGcAf2f9AONQ9hePABdGjDEyhM+k/rHIGv40CU6wRbyxSAh+UhhD9YNDoa70SIRfKFYFqTNHeHM6igHNG+dsrL0cgnYHK38b7XOUnfwwx2g5K/rDkSWFYDlOk3SOIuUp7mIgqGHWn27N+p/19KP+5qGbOlzGCx1Fb9/A6sZOR7GjP6NaDAjsg1L3pGFe/bcYx8/UhrAfU1eg7ODvcOe/OuyeexLl5COIGQGAS39Xq8ozpDJKFE+ICW3gmIcTJdx4sj9ngEjSRAFALivcWvss7PaYMQQDM/UyZYvD+C3Wjd+4VN9AJz+2StR7aiEuy4sZzx9PUJryYam5vZJg7990TLp+YC3k6j+OQFWQxXx1cf+J1GycdtSVwZ5tUMSt3gR73mkdPx53lHkuAoQyNHb5aA9PEn0iw3WoRtlj8GbFdlLpIuu0Q2L4P2g+6lAymPDRejM2F9wpID9+ZJJQhnrs4XQugyEuD8D0GJo0JmxLx8fSjJ1dCuw66GA/p4bljFcyZdqnh7UM+MEMl53GY53hmD9lrR7YXEneodLAUOXPs3wPANrYuhNuf1cyGHVq7vuiWHYKgnEYuGR5QS+VF3t2pcOErty2Qi0/eaW/kjC5/WnIY7c/oR1FDFY9Na10dT1zpOB37bst9UqvOVGnyGIbbpw40cHRsyug1ufmygFjXWwXsImEu3UA6ud8LKsK4Xw6C42ZulicrHuvlvzeTWQZUpQrsLEQFtTJlwXmBkoDgmPQgW56ptIN/5qNOnUOK7I1lwPrLoOqNK7EADvMxyLCCzHC2LVKrzP2m+LIxO2TXUojfeqEW4EJE+u48nOpzzbdoWygf5SySwjohRXvy2zk/JIeRB+rTWDgc7eEdzjkjTu6hLHK1iQnRePyC1RDbiNy6zyGIYZgrlQMlCWrqe8mYyoKDwmBgplDJtqCoOa8yGmJOSLEuisuiWTFvl8skHuK9chz0GUwbiraQgvzDd6zmeYIsgOe/66W9tPh2y1BrsOCuq/Aj4JDTvxl6PCcIe1RAZDUhbBkb7G9EIAwdDeQHA3obJWBVMyy0iuQNlVWrM+JBoUobbhkfb6riX1oeGUlXyyttQ9FCYPUhpBKiBbdzOw4Y8JShj/912RWkVCGAxYnLs/X8K/3LIeu1NDWOr3aLDFNDaetRJY+uLRV6x0jmuHCtUqSgl3BacyVO+rEo7BW7zOMQA8mt+O328PDrDuABEpLiETE6veG542SGYYQP9IuN5cgRhrG7zSX4OFKzgDHNCX7ewdtklVSTfMwB/RA3BvcQCrDLnfWQtFl3ShO+XMSLJP+CUDt0aW5cd7jn0vOoF5iw80DUsvb8sWA881m2Af3TFsdOtgRz8HSbPsHhFlCBgXaEYGA3HTd3gkPgt70sH+2Ue6pyeGectIAmYDw8VyIMKkDHZAkugSAYgJ3tIfzplhiCt5gs/m8ok9hihMTsh4JYOB3Q8nK2CUi6HTF7ThqpfI1TuSoh491L3I23N0GEOFcrRXjFFJ0F13oMhx7VChQV730NhHipxoUL2vChARsqbniK7BfKiUK8NFW2q4Z7APh3rDVRJ0GFhU3AGSSMHY9b+b9jLLpF9B92Tu9AAwEkKAmPySY0Z773qTHAsUiAPsxz8n9JX68SBHbD/CK7Xtc21RpyUktNKh9rB2FE+FSI3d6NXkBKzsIXriOMNuCavAsNbi+W2lLXnCx8kk4SHP39LUAbDzSLRf52rIMRNwOK2HtAoI3mElhYdfqkSWxYxI9YvBQtnefbGMCXsi3VeJhg253B1avmArvdcNke4EJaUptYpJhXSYknjSMMZVkMKvXn6affypS1fg4uUzKy7D04Q6dDl3kcNutauwD1uT74wlq0yR47ogrm+Sd/T/gS9S5PEIpVZRDRhoMT0CZMpDKEkizgFAW9lxv2OQjmNDBTSHFukQtaJsUmWhOvDM4V5gmutkMFl0wxES5cy8WnYH9NBLKOuMw+kydpiGWYdTOhjkIWddA3nkXOU8uOkw5mSiKdGTqWGb9RbNpK8YacZ+n2Tyv9u78erhsKcmxy0t0cQ8CS1i38HGbAGthnewLmiNaDIcA0dL19xNruWPWl6/mxSOFKtUVTArEz6AvWnWZeUuBt2/qpH5xPfCZDM2ATg6WECLboQOTG7vESnz8PHiALhRnj6qF1anRSe/Fw3+MYAnhIGWQnLIAmgQqAKSVvn7rkewBcNgfOXWDWAw/vXy05EapWUoM3C4P48/PnMAq3d3w7CjwfojBmmChJXjBRPJoHSOa4ZYVUdS45UPamlWBdxdiKQrMpmOaDD6mBcOGfK77bK2cwtlAz+f1mufL+sSuXGUpyHzbypk0NEBj/cGw/Sj7G6PTE+z6HNxZpR1NBrJu5a1GCBGwODLAGOEklO2XBI3AglwUKI+MKAZ0D3BJALOhwEIcmw9JU2yE5CkhXGSYX8gF28L4j/slOX72NWYaiXHuhGtq1yJlLu3giAGZRIa9w9mI1RXIqquJKy1Bb/+uAXZOFBN+Qrjh0yYMVtSclylOsGKua1V5ZPBctd5sHcEnb15HOqPN6AWCO+rBjP+6+4tWL27GyM4iO34gWcuK7AhDM1PfoM4IfG/L8VgF9CzB7jhncCGW8xmuA3yFD2pGYx4/907uiqPQjuVoSTHdYB0iGUgLWHHeRKBITQjfLU9WMxjf+dhdPgGsNJQD/xUghG0pJc0RQoDjJ58EbYY+OhWaTqOMU1q1vvQLtUelsMmx5DrHPdrySadHJO51R5DLBOUdXeTnHAxNOiURorLaOQm+6woN6mENC4dBSSRScu4vzG5jjPgSE8dr93VEbooV23JyTH7/kZja8M5gPFATPLwi/XUIc5To1KrmGQIlbAmdSlWpeTtM5euiA00NN7Il8T3PQLhVtM9lX1G349TqQEfy5jm4eWE5PjWq53jzbcDp73Ze125cqsd4sgxCNsP9ythvQtqaVYNqhjHCBzq93RfugxNEqTAQrrYjenDuxONvYdSZfyfS7rsgZm/FKFzfL/mkKvw+qK/oHOGHxR6tyHQDfYYXBXhkGNZh0xKjrXEX7aob0k5Tjcummg3+Pby/SRwZSkLKRK8yDDJsPXsYyXLIedbDQ1NrOElpscS904AMfvCIleH0RaRNL9hRr2rltA/Va5sIVExJjbfUfDh7EXTA+cYLNc5ftMPgfP/NpC6GqRTGhoytSGC1Xe58K+OGThtvtDle/Vpc9HakA4MYRs5L8I9a2ng0PPAcLekpKjqyanMPqfoSc1glMXzfOVXgDf8jzRJmHeddx/7Ht517Pt1bNzEhOp9VYBi3eXIOhkH/NJaGNAMQBKdzEJfjCTYDRmRbNOPoclwtkzCyHG3pmOnqVsc5YqKEa2+sD9djiTHfrjbozHZ3gQsJPFDC4jOXMnkEJWWzSiIUW867dt4ITAyLtq6pCQn3x16F9qNiMmQIoz2bJ3i6qZBJmBeOY3ZAX/SjNGyubDPIpzoh8GbfnHYIsZUcWFGIu8WfpRGzV5jxgElOZ5UeMs5C+Rju4ykaSkELZNr7+e4KVfZ5m5YRMdK4B/3GcI/+8LpjThhVnM0kTfKwJGNwJ8+WlmlJPE9o8hx7WDoQPNMYM6pwLR5wesRz3pG+TBmlg/VsXETE6r3VYH4TXHZOUY5xAp/hAxoSQJDJEDaVzsDmF7uwuzSfrvdpVj9Z7NdoYSD8NrhFqcCHx5pHA4YKUah5FKr0ABoPhF7nHsxCxpXJkXcK9ErdhD/gDSfEgiBbaO9smGEkjpiI+BH2Q12/e9HQyZt/o0JSBLyGBjiGYd5qxjN9O4sJao3yJPhxDAJfAWqO0nqUTi+oWmE2dNynnPCIE9GmCV9rw4GTd971zm47gMX4OxF7TUvOwx+fm2wCAqRNYUWoXPHdJ8buru/VHmIao/kWH2pNYNeiPYiQsogzw9FjqtAfB+SGeSFT8p5YsCoDTlO+arWQ6IVhUaDcsF/n5o5WFkEy4L7viy9vaIrc6ihiwlH55ikxC1OW8qu25cz1DWTBB1SSW5QrcItMNfYGzWNwGg0NAzmyyjrHCldl7ms89csPU8knnFMJwzLP0SG9JoGHR3lw/hNa19kuZF1hkmOE5LjnDGChcWd0Hx+JPx92oHoLeMxhbYZqUiWTQB4AkRMU6gMWd+4GD6EcFDaVkdyMZY80b/DyVZkz3TEnDHndGDemd5zR7cCux9JVqn1LD3fjCLHNUNxCMjGeX1S5NgNRY6rQNwnm9SDhYUyMThC57gSJHUbFl+Ok89Sc3AmCkLKM4k4aS1C6g0mEv3E8h7JcXAZkVhyLDk3RxKOOilZk6dy2uZIjp2UDS7SKwu1bCHDEQZAkRB5cuX+mFThZcsWahlj9P0vlNAnzJ/mItJcDKhhhLpThSYWK5RE1Sk5GrPxEukUEnxZam6fdHjzOQtwzuJ2XLCsA1deuBizpzUESe+iFwDZFknu2pCL5bNF2S9cPsM+Z/Xvsxe1470XLfGkT3EJiwvbAADpI+tBJUeXPnP4OWD3Y0DJZ/AdQeT9lxjCU1I2RbbKRSB3Ouc/E1uPFzLpvPqAaobiUEifNaFUWAIYV28VRHQZgO9CzDU/Y+Zv+a7nAPwSwHkAjgF4JzPvNq99AcBVEAb3f8/MdyUpsxaoZgikCJ3OAnEN9B8FLIOqhkxKRLRz7ZG5j5OGGSUJk2KSqy+kNEIunUKhbHjC/OpaRmzrSKAR2cE4CEIdgEioh1gE2+19Q9MIKSJpoAhinys7Ai4eaUzg9zgcUU+J/GoVzJ4zUcNNloUEWBZAhpg9OuLei5bhSkThiG53UyYFqlEAJE2jgJ5jcPFRL4mEpfcpjF2tADbZtAaDGWXzRCNrXneAMV0/pRHSGkVHKGSrIHmaVr0HzUfXAjg/2a0oTAictagdZ/lVGCx3jDNOBF7zDee8vx/VSHL8T5edjGLZQEMmOIJcfOIMnLekA2v29GBTp1ggXzLwF5wy8gxub3sX2p78CzQifOKwGPNan2wFLB3hy74FdJiqDxF+b/2S4zs3bcZ93f+B9nwG26gyn/OJCa6dTEkv64LiENC2KDIJG3q1mmpTEuO2XCCiFIBrAbwWwKkA3kVEp/qSXQWgh5lPBPDfAP7DzHsqgCsBnAbgMgA/IKJUwjJH3/YqREJR0sr12QIeafSu7P16t0lhUYAoNQ4ASPtUHY6l50jTye9VnLtkpBnCsZsj+bWSb9TyvtTxiGszICTTskkDEGoVfmGtXwc7qm45wt+bJllbkud6OOZJJNputOi9odf8lKzSnuL26jGUmoYRzTvh5UKerwwelZlQtYr6gCAxioIgt00Z5/k2VeH7Ok56HOYr3A2tVGdvGApjgxjPMU662qjRpDRCYzbl2Q151SlifF4+Kyj9ay8fRS6t4XV9v40u+Og25/iZX4Qm85Pjm55bBcB5DJXNf5WM/vA9ayU5rhlKw0A2KuAM+aLjKoynLP1CANuZeScLnYIbAVzhS3MFAOsr/j2AV5IYMa4AcCMzF5h5F4DtZnlJyhw1qiHHGaOAhcWdodfDQhlXigdMP7dxC3b/NjT7tlUyMTrQc/U0zi0Iv5bNupBguL+tfEkHRgy8IN+IqEHO3Qx3ZOpqphk/CSIA7br3vlIaoSHCp7QbGuuhQR9E+aLs6eUuLC1sNlUC3GoXFPoekrudc5DWCNl0kLQ1siyyVzjiFiFaQmlPa0Maac2pO+y7kIVErwU0pMR+DCM0hDsgvHN42hNTbpK7T0a41WwzJTB9qfh70ce85wPfSf3e98q5rbjuAxegvSnrqfpTl67Aa0+fi/nt4Qa+NgyXcdy2e7zX0o7Rq/UplTCAbqzBEdwPAGhvdhl0hd1q0wzv76d+BOSjVcAAuJ6l+mZqDmagOAxkwqX+DGBwxKtad8Gyjjo3bGJjPMnxAgD7XL/3m+ekaZi5DKAPwIyIvEnKBAAQ0YeJaDURre7q6qqo4ZZv2NmUxowQzZTXDbXghflGvHmwFcti/ek6iCMm2bSGTErDRRHeDgAv+XWHPT7PJLT+WlIcbOPrh1rwhkKrM16ZmWboOUwzjdE+0jc9tA3tegovzjeBI+6pJSueX15rwpJyxjbIC/M6UU41gRucOt8w5EhSZprS2OWmd4M35dvQ4iOORECjS2WhiTW8dXCaZ0w+y3xGMqRduuF+tQqYbb9iqBVXDkwLXJOhKZtcs6khk7Kl81ZzUxqh0SCcUvRb2QdhndNAtjeLSqLXBcsbvWQnCRGX1fOh/nYQ0mDJNf+Z5gqiNSbFy4ebsbgUomdpIqrfK0wCGDrQvQvo3Qs0tANt/qmkPpLj0cD6mn866wv40awvYfi0K4GLTLdqlueI4W4nZdNMYO4ZwPlXOWUw4zAewC78HEfxqH3eVsWzNbsYaF8EzDrZacDrvh1s1IE1CVoukxwr1ASlYQAcKjnuGy7hke3HQACWzWzGD997Hn743vPwxrPmj2kzJxqOWy1sZv4JM5/PzOfPmjWrorybOwfApOE8asY5JCepc/Q0Ls434YRyFmfnw8mWG2mNkMtoWBHiuiqlERozKZyZbcKL8k321u6pxeAk7R62Lyg4bUwRoVniO3OOsQA5k3hbmK2ncWE6+EG5hy8/+awUKSIQETJ0OhpZs6Wt/al2aXo9lQM3OuR4pY+gMITa1AwjhTOMhgBR8hOteeU0lroWL9m0TFnCwfJiBtOMtFmWS2pqThwE4XpsgZ5xGgTAkLl+ApDAaYgcln5tSkMzB+XQ/t9NWce7goezsSx1dXDKTT7BpTTC3AgVk3QqSI1PLGWFt4hEijj1QZaB8wrR+pdTgRwT0WVEtIWIthPR5yXXP01EG4loHRHdR0RLZOVMSjzzS+DOzwM9u4B8b/C6//2OI7GTLRFLWg75E18PLH2pOGWUgcEjXh/E888GXvEvQE4IGcq6gf58GX1YF18LA2ie7fWCkG0C2hdXcQNKclw3FIfBYBwY0rCps9/+t6NrEDu6BvEfd202EzLyZR3ZtIZsupq9zamF8TTIOwDArSG+0DwnS7OfiNIA2iAM86LyxpU5ahwbFCoHST/jpN2swQwaTKMknIB33Ha7wmrNpZHWgs7RXnTCbDxzIIXhoncLPO0mgPZfqoiTREkYHddt5v/Wlh6F+bYNqoS8ergZs/Q0tmaFVNerteZN25jRPMZ8mp3OQSpiyzwFZ+cgTHIc0urQK4nhFdzYaEogGXVLaGtGKQk4mXNY43O2V7EOdMSHJJMsu/thkm8wqj0rSllszQQ9dYxWU11gcsseXDYcl0Lswq0ioluZeaMr2bMAzmfmYSL6KID/BPDOsW9tHXDw2QozjB2xe+mKWdh4sB8Lp/uEM2wZTLv6pqYBlBKS45Eeb3qfH+KfPrILq3dHR7eL/TZedw1wQ6VdQEmO64VHN+5Bx8EB/Km/CzvWb5GmYXM0tcKEW5B73jo+MJ6j9yoAJxHRMiLKQhjY3epLcyuA95vHbwNwPwtfMrcCuJKIckS0DMBJAJ5OWObokWDmTGqY5YZFEvz6v1VULwikhEyF5U2T3LhM87RF5I4avmTlR22dyySe0fcXvHpGsSEofWS53rWfWHsIv4koUywNwIklMSFlEC2xrx9cpJCA6YZEchzxkgxUrxLhN9ysxf0mNZq04MTSGj3NbwxdWDjlFrQm7M2eKGlH9HdabVjrCYRYGw5mfoCZLcX8JyEEEscJxk+t4oKlHR4dZKsp+ZKOvceG7Z5ne5JJpYXOseYbJw0vOV69uxscYvFR140QWYQ8hZpgx1N/RVE30NA8DZ+77GR87rKTccIs764Xm8qM73mBI/UnAlKJowxMPYwbOTZ1iK8GcBeATQBuZuYNRPQ1IrrcTHYdgBlEtB3ApwF83sy7AcDNADYCuBPAx5lZDyuzXvcQZ/RkITyIgRfDZujnDMcI9GMGKWPOmd76Xb/CfO9mw6LnSIg6hVCrsNuMuhty0VP///F5fOc5oB4NQOh/h5cV/B0VoCPFhEv0Dny8bzo0iZ62Hyw58tYnJ+vxcMo7WaJWAwD9KZdBBdn/JfYbLUPZJ9F3t1/W9leOxLt+ChuEZutpvLrUGjjvGD0GvZPIMNo5PUzzJG5HyKgnmRgbJLbhMHEVgDtkF0Zj4zFhMQHVKvb1jGCkpIP9X5WWEVJiw0d2fJJjIoKBZFHtIu927hmJynBVbBbq3uacW1kZCgEwM84afgIA8LevOB0r57Zi5dxWtDb45y7CgrYGnLPYUVlszqWRMo2pq/PJP7kxrvt+zHw7M69g5uXM/A3z3JeZ+VbzOM/Mb2fmE5n5Qmbe6cr7DTPfSma+I6rMuoGA8/R4K+GkahUW0ZhpxBjbxRCq6a1ePWH3tnXYC09JdGIJALskDWeX5brT7xiUG58lUUH1K21oSVQ2Yq4zvAR+pjT6nVmUhF3FSY4JQEOI6ktnZpn0fC4iSuBCt8FmxL155PYsFj3/Xp6HDiPoWGwo1YYhTb4oYE81lck3rbQz9VRQbitp+wqJdN2PsFs+q5DDxeUm6QLGOZLl9vYh//fCzZXZGMgl1BSq/nRm0TJ6PX4mFCJ6L4RT52tk10dj4zFxMX6S4zhYahU210xlhK/bos+9YM67+ExrBANyT0Xk+xuJV/xL4rZ6S3WNRukccNqbIQ3VfZxjy6EB3P58Z8DHvB/sup5tjAgCAuAFJ3i9U0xryOArrz8JjZlUbJTbqYjJrRQ3TrAmPQIwA2mcE+HdAEjuV/tlhSb8rd6BZaXoTlyxTmeMdA8Asv7tNjuD0/qwvIvKGS/B86WP0gz1l7l0RpQvRjNPyP6e2BhySY8tI7mI8SMw4FOMzrE/ykhoif6zIY2ocsxhAMNac4TKSpDQWb8MSkdOdLJzlw43u64STjYNIb1KN9bzZhABLbk02iTGn0nhEnZL2yc8bFfxAFvnJar8tcMtdj0yuO9dd6klWf1tChjkJbELARG9CsAXAVzOzDUKLzMJMIau3OJB0p/20ldLA3seAx76DydN0wzg3Pd7sg3QRuzC9fVrZhhCgxvRhFp0TBT8552b8Yc1+3Hf5iOR6XTXTkFjc3AXzgIT2dFtbRx8FnP2/BW5jHZcKrsoclw1kneXKIMjN9JMWEkNAOUwUw+n1JV2VM1z7HwAJ5heMQ5mlyATQo5ZSo4r1fWMJ8dWijSNTt4WJQftSQclVrK6onRgNVGJWZcsXdgnFRVMpDpw5J6Et9STXBJcg+JDWDhkWKApREoa9bZSGiUKllGpDnv8Ui+mjISk1flug0sbgj8QSLDMKTChxNpwENE5AH4MQYyjZ+oph4mjVuGHNTYZbsmxHxd9DMh4BTtlEgZ7M/FinIiPIYP2YD6JBkRca2IRpnNMFDynYKNnKGhM7IbhioRIEX6OAXgXISO9wIPfArbfK173cfgKFDmuAkmmVneaxE5RWJANndJoNslIkpzzy9HSuVzKr7wgcMmIkNIWqRHpsK0rTcP7S9PxmuEWmwh5t+W97Zch6h6sZ2OVneRZheochx6LX373cM25oASVQAEdcXdZbkIka0eSMeSKIWcFHyghrgDPdbKJXlCGFd42Q0v5znrTflj3OfKHb4Hnmq/i3laUFD4pwtQqki6jJAoRoddk+VgWQx1A2sUO3I9nqgyqCe1CrgHQAuB3RLSWiGpvAD1ZMJ46x36ebvZCttoksylJS3Y8iUFIowPnQUMGi/B2zMcb0IQl3u21miOMcVfMxI8rRIW4BwCj7NIx18JHpsB8oSfTO5/KGE9XbpMXFY4NlU6WOtK4YqQVGymP1Q15dMdEz2tmDe8YnIabW/rRItnGnuYKhevnOBbSWojOMVI4wcihtQg83pSX5Bwd/PKCRM/KVf2C9kYUyjqODjpu3GRGeQmKsuGXdgonN6LUuF0ACvE0YpV4cjGHE02JfbVP0RNV0NVGC825NIaLQZUKa6KMGlAXlTNYnsphI8JDH4f1oUCKeWchtW1/aDkAMJSbAxSOes4dyizC3NI+4fMaFFgwWAsoI6laRch8GwdnMRimVhFmZGlWO/nVKsDMtwO43Xfuy67jV415oyYKAt/6xCNwdotkkmOX1Piv6w7iUF8ew8Ui3P7b02hCC5ajgC4QjtWvoWF+jqfAN1RrsGuhoBvRKie6Lsix/zG2NXr7A4O8CxDdrR3lynx0G3B4AzDvLKBjWUXtnmyYKkKOCY2k3ios6JRCE2s4oxgMYgEEVQfcOrUyq9JUgtecIbnnBe9HFV1OqEVrxPjml+FVJtMDZrXmpDrIBKftYWUSgpJqBiMdITnWQq44t054qPUNCVouPxffVZJ713YX7CbPzEZAYh4Hf7plM5sD54PqC6lY6W4pFTQ+LWouiZYke5yzjTBJs/M7ye6E32VcEGmWLxPUdD5FUGnY8wmkGxswyMtJjKZdkuNbnjmAJ3YcA0P3kGMHo+nfFYgp/BJiWxd54jzb8YbuEm7ESo5NnePW5Rd5zr/zgkXBxMzA0FFgsAvodZzUkFs+8eyvgOd+Czx3Y1Vtn0xQkuMqEDf5uvHbjo+jtbwXSGDkYJWjJzbhc2B33hnLAyeTlJYONchLtn5qbUyj31eEdT/piNW/7Z2CXL+rRIjsoaK8zrF8MgjTM01phIZMClzQsK7pIrxs4K9VtMKjsZA4faVXCtlp0G3JsKQ2ChJICrnvOKLpXhgWtQZkjbznuqxrxAl6HWLv65tE6Nemoxn9kW1KiqhdAoKfHLuvmcRESb0mN4wYcjyBXLn5wf7RsKEtmCgd9CTDMGAFN1rU0YR93cOBNE7a5K2JRfcOM8y0UquIQ0l3S45jvFWYahUDM870nG/IeFkBg4ADq8W/KJiSaL9/7KkIJTmuAkRhVMF1zuyzea0RQynJwCTLY/7zBAGR9H3Z58AwLeYb2gPXwrywuCVwlreKqPk8igiltfCrGpFnG8f9YfopaFyHjJK8OsJby/lWAgmhnBuGIsXO8/eTH028vJCKwsuc3pS1XeWEtXk41Sq9Fva+/NJO93M1mHDftDeHN0jS3LCFB0l++GXxFnrdfpdNnNdwUeCcu7io9+2/xwI1oDs9O5BJvq8Qj4xLrUImPU65vViTvydX6iRPYcKhUr3LcZRuBndtxBmbOy15IZBtcVJnmsQ/OIFCTl/QZpJjDS8+aSZed4bbq0uYd/sESEpsH/pPoM+nhmXNhUpyjCMDeVz/2C78px3uOV5ybKlVaKmg8Otzl52MRR1NmNmSw5mL2uUFvPjT6G1ahuGUaSdjvYe4heMUgJIc1wnuqTIukpYFazKtVHLsSBvlg1eS+tMhahXeiqz9FS8RYFS2sM+mNORLup3fjbOpCRspD0NfggEcDuSNjopmkRnPz1CU25dB6xfbR9ObsujRDaRIwzSfX+RwtQpZEypfbzamNWiGeJL+Jp9WzOH0Yg4/l6yvyGVMZ/iJGHk1Yt3lGuAY4hZ8cH6TTntBEvOM/fJnP5q0JmghUerCVD8qfcJB4pAsX5suCy7uIB2mc2y7cktWj8IEg14GHr4GKA5WmDHBIFgcAp7+KXDBVQEfw/WAPS7POwt423WS64xhcyxeML0ROGAASOGDL1qGp3b6dIwD/TnUNNuXrAJiWwjb9VELzS//aQNKuvdZxkmODVvnOMgpVs5txVcvP038uKMR6JEU0LYAg43zkOvrFL9tcjz1I+cpyfEYgBOuQcj8Ly58tFxyHOEuLYEwU2qQJyHC/h/Tm4VxmUzfOAk3cPz0ir8ZIrw/NQM5lgdC0aK4sQlryA4jVzayLSCzzGxKqEUQiY+iJYSwxbsmk18nH6lMmvtFI01YWM6E6r2GuQddWp7v+c2+45608EgxkGqXSlqj2ynvE86x48qiORuz6CLCK4abscTjJ9t1U5KGOKo31Q1fSSVgLR73dRLJMbPUx3mYZFthkmCgE+hc6/xONwAv/Wx8viQSgq13AXufADZVp3YVitAdpOg23fLsAXzyt88CANobM6E6xx4PL5V260qkjAGdY01+/jiEnxgDwDN7eqTnLRiWwZ5EcuxB6BakYb4Ddn4Dx8X7UOS4ChBQ0UJWbuAQWjKMmPSyre2o5iSJ/BgWTMKrOuC4l7POdjRncebCtsjwklGSu7BnGS4bdq5k0xqw8rWBPFZxB+a+MrIsmOox/lsPqBS42ufWQ33h8pmSQiv/pKLImmyzPg4pIizWF0hzA8IgL681YnfuZAxp8uiGfrjv281Z47pWR3M2JgUhC8LphaD+o5+kaxqJkKYJZmc5aY9O54cGwjtDoj+KvGx7HmHJs1bUeJLC3b/mngG84xfAwvNlCb0/k0hIw7wy1AlxHObuDc7u3PTmrK1WAfhbGBylEvOjSgwb/c9wjJ/XZMR9m4I7rBbYVA3SJMIvLySjVftiYJqYR4j95Hjqq1UoclwNEs167i3+5I+ZEK9W8XqtDUtmNKHZ7aItok3h5MtLIRZSNnBVLjHwlqeNInBHiFw6FJbUsK0xg8ZMCjjvA+ic81JPCXvTYkAoZ6K3LUnTXBJdV0sivFUAwLw2IS08Zd40ZDw+pKuM2BZSl1s32xbiR7Qtk9LQ1pgBUfQCi31qFTJiF9UudyQlmQFleGkUWITFLQz8PonTmrPUjFaxiUBMFvfCT0jt5WkOZpbYaTPsOOO32mckWZUqTEC4V++VTJFJCJy1K1JbshfW04yYetxCjWkNGY9BXi2amC/peHTbEXTHBKuwofvTme07DrwjVItn9/ZiR9egx8WbBVutIhVDjm3XTing3TeJf6+7BtBS5jWLFB8/OseKHI8Cjj9dZ4BpNv0Mu6d0JsK7BpJJ6ET66NeykhpMIy5HJ5IRPjQnITwgwudTcyWJomVwiaRyEYnC7rStSS5xpISEiCDIb3QiDc81vVCeN6KOhdObcPaidqSllo4VECKZyoDbSDKV4PN0aSA0usi0EdGHxIRZ2cznfh4tDZmQu3SdDSk+l/Y5wwsJYhJSKgA4zz0hcal86SZP736+P579LxhKOd80eSRerpeiMPngcSRewRRZieR4jAzM4giu+1absimPWoVXJSN6AT1S0rFmT3eAoG0+NIB1e7vxzds3JWtw2evNBgOmruvWO5PlPw6x/cggvnnbJqzeYyoN62XnX2EAAEBh3qj8kKlfkEsEchzpHCuDvNHAHAfOzeewOjcSkTChpa9ZXpxaRbB0e10nRZLSwtQqPPV42XSCUq2UUdJBS8LuTbOoownbXV6Ephsp9Gh6dDtDJoKwYV2odMgiEfok4y6RrVc9IaiSUcl6M5dOOWX6yrH0n51NRfm2PQFY0/xSgG/3tMXw7T5kXJO8mPQqm5zdCx1yOb6U361c07Eqrih53bNbcpiFoBrGqApNkD6T1jBSipeY2JJt5cqt9jiyGWiaAbQEQ8HXBxW8wySi1ioMduuFW587iJGi05+FYMeA3YPDdqkkj2TroQH84NAOfOyS5ThvidcrjQY9NsyxjXLB+9sixwqxONSXBzrXAQ98wz7XVizjMACKVaswIYukSOQs/i11iuPAe8jE+VInEfxzXivLo8sBlhsoOToziwN53FviO3KnYtAX8jgcwVpsybarwc05p62Pt7xGuL5yN9jXInYRIQ/JDZkzLqCY+O0+RPsDCFYnl9VKpI8cJNwBXW2SE/eotjzRcqm3gEBGCr0cVg8ByKVSyKQ0mzBbaG3M+lL7yyDpYsp9TiMCkaOmYQCgkHWx3/+lv63+X57FQrpRmiYKcQsnmVw5o2lob8pIvq1YeXbNIfWFrCTG9cO9XwHu+Fx963AT2JqrVVhJa0suwr6jKL5++zov8RSSY5daRbASb9mSMrsGgiRYq+Re/ZLjc/9G/JW4KFWQwG1ICuf9a7IIiTJIPbQ4wiG7QKVzrCBD0m3alXNbzQk87DHLKYclcdISSPesrd7F5QymGxm879T3oaMh6E/21GIOrxxp9pCvzsxi9Ju+Z/1Gg47UMpFSho3ztSbM0FPWjcS2XyYZxcu/EPqMl2kzYsu0y46tPlxFI1yZJK5Q8RxPnTcNp81Lqkoj2tqUTQWMJ5fNEmUwOTJ2P6R6zqQFpM2WfiEzowFzAllyGS0QVtSdP+68YfpNHT0ZjS5BkxxVX1p1BUTtBTmSY8WSa4qSSZxK4YEpao5KpP8VSY7Hpm9E6Ry7tc50jIBRTOStwkbCW7hw6AGcmF+fLHHXFu/v6UuBFa+R6CIryCEXCMVyiZHeiCK1oEGe0jlWCEfCkYHkHqkaOPzRh5PpILJpsenfwBquHJyPF8x7AS5bepknjUbAa4dbcHbA7ZRbEpyEyDppDJ/fRPfTsDSUkkwrfv+5AIBmmRcIgdlaK/71rKt9dQfrc+smh3EUCvwfaEngd7zBnbieTWtIpzSPwV50DnndkPin9FwmoKA1BHqjvw9570GkbsbSsFoj2+juK7LdBGId8u+DAlVFRcgj179Rwe1tpIaqDmFeXqULPoXRYaQXeP5mcZxUf7JqVDYu2qjEgm3LHcCzvw6SwRojaYty82/EZx/+LFbMT+MVJwvbk+DtWGOln4CF1HLZt7A7txIAMKe0X54mCTJNQqJ8HLgPGzW0FHqGi9jfM4yugYKtA54pD0XnK/SFXhLCOkWOFWoE76QeHGDDBhTRDaubVMN94VZIfkLTOIoATPKtt0rJjFz+Vtn9x5UQXZq4+mqfS7OkHj788BtTNmZTmNYQvaXl9vig+aXtmvWcw9U/dKTxaKt3QeRP75Z0tkC0x0Byowo7sIWvtOCCJBxyDYQotQpIyYkmrT0cVqpsWkNrQxrnzTkvUb74cjn6nhU3rh3u/AKw+TZxLAuFXEtUq1aRyCDPVd6mvwD3fDl5+VVA5sHAborZQRuzKXsRr6VGsKxDqNr5DfL83ZkDBz50LMNf2t+HgtaIdJKx5oRL5OfTDeLZVhqx8DgEA9hzbBhHB4s40DuCnmHTc1PHidEZI5+thBwfBzrHyiCvCjiSoXhYoWfnTmsA2L06C585HUkoJyLKQWljzHX7gou+hxDogY7T0WqG9HQnCZNuEypbcTmfnVdaQ6GTUgyZSpjWrAYEQkdzDgvI0ZdNQqbtAlxnxS+JxFZS4ElzWgAEo0EFpNYR5NhqguyaTA9Z00Sgk08vPBufOwiwOWEl6ccyl22y9rpx+fLLgcNOVK50SkMGGkbgSB2syTuqHP81WfBxwCtxjsq/cvpK3B9RX9J2BK9ajhvJdU6hJhjpdo7rLjl2oRJy/Oh3RCS64hAw+xSgfQmw7CX+AmvavLhiI79tV562XBvmt8zHu09+N9pz7SKvJzNL6uD4OgCUkUaaExDb5ZcAOx8Ink+bO57lESAd5zf9+AUDKPo4a1k38L05/4Z/bkqujugHkQbLuoMNA4f6RtDRnguaROtl4LkbgIJPb/mElwNzTq26/vGCIsdVIZ5OECzuRAARZjRlgSTRSMmRPoab8jl1JEGSnUGZ27ObOj6KDzW4V/yO+VyYqzC3hDIJRZCqVfhyLCln0K8ZTvlJJyyKbgkR8NZzF2P+luDWJrn2zL0qCdGy0qQqMc3ZNCxhSiQxlBEBO4N7Yz+mr5AGYmBZJocZWTHZVCI5DmlAJF684MUAHHK8ZEYTqNubJt7PcTgq3WQtpZrQOHNJDfmJq/UEFKgROcPxWjP1ZSvjhLqTY7kLs0TofE78PbZd/PWT4zH2YBIlOS6bkdU6mrMoGGXMbJiJ6Q3Tnby+9GEtj9N2KFMGaU6gM5wLsdGwCHFZ6R3LQKzjtJE10PU3Il/yjjpDpjeSxOpkb/5xSB3iJQ8VijjcX8BguR8n+RMd2y52dxraHK8XI92AUVLk+HhBpcObkXT717N1jdhRJ6hnKpekeT6MBecC+yy5mVvyGWxjmTIAGa40rrJNtQoj2wrA68Yu7m5jVR7c3jVYw9sGp+Hn03pdeSrT4w1PQ0intMC9V6oaIq15yYuAPY9V3K7gLoDlc1ROgglyl2F+nXCvBMyS+CTfpvQsYkh+H/7dh+BuRFL5sLlzEtL9Lcls0iAgVgqD0kCuNVoVoiLI34rm/44VaouklvfVwj3ujtb1ml72+Y6tDzmuhri2NmTQM1TEFWfPxw27ykj7Fh1hxDpUvSIEghwnWIg3TgdeeLUgWSe83DmfMmWUyihPirNGnsRLBu7AI08zHmzWscR1rSGj4fQFbWLnOgnSknSWzjEz+kfEO+ByEXjoGm+64WPi72u+6dgN/fVTk1YFQ+kcV4VwaZ3f20CUWsTp5csC50Q3DPreJaJQN1vBdvnOJmKKvq7AJplwE2hXQRY5LjVZruAcn70U8FIRJR10tqO9Z0O2zBPOLQRgpGl+TO2AVuHkFy8ZNmt70d8nLjPyluKkZCRvU9BtnasWtshxtUYVscsb80oC4lqFPrwWdiEhYuusqlwKHimtivogxkh19KglOa6S0OX7gCd+APzh74Ctd4tzm/4C9FVm2BZFXFNEuOiEGThvSQfKRpAce42JKXhoe/dyapF5x9ApnYwcEwlJ+/kfBDqWOefTFjkuyPMd52gwd6uy5WF09heQ0ginzp+Gsxe146TZrfjUpSvQmE34zaQkaiuub6BvSLwDIgC9u4Hho84/MLDoBcIPuTvvJCXHSnJcBXKl3sC5dIqQ1jSPlJZgRa6Ta2w20Qwck4xeMnlUSy4VujUSOgeb2VOuFGc2zsOtgXogZZ1lykilkgQnAlvPKe/BjJYy8NQ3gaFhaXui1EOcO/W1RaLSIH4TKGFY3v62lZgekyacKFXHbEJ1g+MyLjgXOPBMMF9AcuyQTuJw+ikIs3thE5zk23AGjuGJQLkyeK74dK1D8wT8QEv6kuuU5Y/ZlhyHVGCfYvu/iqERhbq54pkng45ujinB1UYfMiB8sL8di9rPrKptCjFIGtCgFki6Gj/zncC6m4Ln9SKAJud3Uv+wXVuAXQ+J49XXActfIbxbrP8D8Pbrk5WBcMlx33AJRwcLOGdxO5gZOusBcvyCZR34+aO7rJICj4J9fwGgbAQrLFEGKZSEWsS+J4GlLwl5riHP2iJsyiAPAHDayGq8ov9PAIA5b7sG2cML0bGrDWedsVQIU9atrn53TBZV1iU5toiuRgRc+BFgXswYRxpgKHJ83KC9X4TCHGpdBvR0AQDSmuYJjVvJhrI3nZt4OPbCkcTFWsGHJHGPQ3MzrdJWaRJpTBlpeDbUydrOBtik3KxlgIVnAU85+WReMsMQprkcRnnERroWPBmBSiTH8Rv1PqmpL7FRhaZpOM2CS3JsXvcbycAy+vQ+sUCADAk5noELMQMXohf/HNtGabALH6pRp3Q/rcZMSozN7DwRsRPha4v5LLTgXSYCgdDakMZAPkSalW2Sn48p1T5ioMNIoUm2RakweoylWkXSkVsmcQNEUAW96JRphvP14NlfA+e813vOH573pveIvyVfkAyrlSHN9KtGHOgdwbN7e/C7Z7ZgJ67DyqH3omzMAwBkfNHR0iFuKANVuaoYKQa/qTTrmFPah/Ktn0Q63y0CeshIVdhNWM/WHz1vqqKUF+O1z/hQYx1NxqBNjAGg7cgqNLW2iWd3ZCMwcBi137LSRPfd9GfA3AFgBpBNEPCLUkpyfDyimJ2OztmnQeu/S57AFH3JpIkhXmDNa26DvPiOvmRGE8pHSoG0Vh35c64C7rg2sgy/QR5DkGGv5NgiLQTWTHm0b/AlABn20T2Z5oQJDYRcOoUCEzqazcGAKlz3SnQ8q1mMeM+7jl2vIS4ksEFVDARRlsQmOQ6rlyikf/lJv0TnWFpe6Pl4VYqg7nb8W5jT2hAoMU4urZllEwyQbDESu1hyFnlJEKV5GVmVCh9dH4ylWkWUlNr9fsPI8W2fia9u01/CyXG2JSRqWTL4Bblf/pMIxlGA0A/dMbQGJeOlABCQHAch78/uhfndGw7jwmUzsGymQ5zmlPYBANZv24nWhjSW5gcgf6oh34tFEo8XnePfvR9omQ1c/j3P6df1/RbLCt4dLSrnAWoXP45sqktzSgbDYKDniV86ntzA4QaUngZOXrUKpXNcBSqZXC1XbkmmSSuNIZtUIwpoDNVFFi1Mp1zXQwI4yNQL3IE0/E1ga3jzSTgIQKOfHMcgl9bwpnMWYnGHJbGjgHTYI0FPSDqse4re+pfIuWVei+x2OFeYggSQq5AcayteE9FAf/skBnnSxZePqEboToZtl/rrkf6IeLhxvX5aYwbNDbIJOahz70bK9f1pdQgMUAml9ft/9uQfrb6qghxj6cotKeLe9UUfA+afm7w8a1w9+13Vtwle4irDyrmtKBlCXSGaHMsFPEOFMjZ3eqXh248IMt89JMjs3qzjY3cgX8b2w30hVcSpVRwn5BgABo8ETvmJMQCQnkftJcVe9I+IvnikvwCDGRsaz8czs98KtMyKz0yUXJVogiHR6E1EC4joYiJ6qfWv3g2bCnAmybBgs3Eb+M6UW3luODrHKTl5ThRsxOML2dJ/ZbDlf1cSKadVE/rRqQS6wVKDuBjyGyB6EWuJ/dkTKq6fQDi30CpJ7a8qWLFejQOviEmJqpSSBd+t6z5dhPLEOS3CrZwvt/+5ObsaEYonsa87+PTiwnnIuoL1RIZTLXEVhpRZ2WRySf4FWIS3xZUaOMMJwqfXCmqMriE83ioSvsOoZNMWACe8DJixPHkbdJMcpxuj08U1IIIbtzSksbNvK7746BdFVZHk2DWiuKrqHQnXA77l2QMAgNXNL/O2NFSSGEaOTYO840Gtwt33Bg4JNZxS3ukPPlC5EL0we+nnRt8m164yg9Gfase2aS9MlncSS45jl+BE9B8A3glgI2CbtzOAh+vYrgkNjwQ1jCfYEqVw5YjPvmYl/v4OcZxJaZg3rQEg04WamZv9FQZa4hhKhLlyS7m3BkP06aT+dOHfzif7rx2oxK8bB2B5WzM2GiWUh9iTy0bbImBkp2ibpC3SdrhShUlBZfPAX9veg/cf/dfQcsOkmytKjZhXbsOvWr1SDg7xzOxcH13QYH9eSkUQZ5gLc3d4T7sdvpIiFyreaztedR067/ouwOtCUtSb9Hl3N4I0n1BuXwL0Ji1tdO1t4SY0YkHFZftVW+qF426Mrvtk6ybHCRenUe/6Nd8QfysxJLTG1UwyvfXwnS4Hj247GlnGYGL1Dac2mVHrjU/vxY1P77V/l8k/hoW8v1DJsZlfMtdMOaz+uXP8l0/GJqfScPhze+HHgYUJo4HOPAkY7JJecs8lhiHmQIndpRza1NY5fhOAlcx8HCzbKgP7WS+l7C0E96Qpc7VFBExvdmLMNGVTaJx/NoZnvBBdq4TRBbG1v59scg+jZel0/Gv2T/K7cydjOQDN5T7HIeGWmzdIO36TWVYxTGwhMVTySPOipDUVCHLCVA689YZH4kvFSI1kd6dDj/yoZCVGuZMLW7TEleoP0uKVQFdjxFZZqpaGtPg590xgYIfZBonqToTUP6zOSimnf2u5Vn6OLacqKY1gsLP+cO8YjRHehKk+Rs89Azj0vDgey8l2tO9w2cuAjCX9raAso1LJcUgxLvL6f4/tikgJnDsnmdqHfRcc7g3DDf+ISGHb7GHP2hoDJbuUUw3G1rugG4xMtkHYogx0RqZPHdsKzD89eOG0NwuvIEnx6n8Lv+beMYaYU8M8/QDAmj09aMmlsfXwAM7qyaM1i1ivURMRSWbenQAyAKbuwFspJN/wSOM85GYvBA6s8SYLCvUA1ymPS6lMM4onXAqs+gsA4JKTZ+OPBw/EekKJm+xTMvcsAN5+3iKsec4sI0SymCn2ST1m2FIxyYAVSz6kl93kWHP0hf3PLkIfWJdJeWKaInOPZ51ZMacFGOoNl5pKg2+MTgc2kJtSmNvWgKYMBS5akuNcRvYZ+1sdHtFQqpbiN7T0bDjIH6r7bMpSJXrFF4Ftt0jTh8PtISXYvBQITGlEm8olQci7SljAzJYc9AKQTWtoTmfQW9Lgdh1dB3XoMEz9MZo0YMaJ5kRd5wdbjbcKK93CC4CL/x4om14lstWp/jiS44TkeJQc/isv/ApmNs6MrsJXR2ffSLjHFxecnVATlX4Y1lwzSXVXK8He7mH0Dpdw1ktfDmpfLDyZxGGDZHw968oatkq8eEtazNAiIy/+4IHtzo+efmS5CMuqpqwboV5QJhqStHIYwFoi+jER/a/1r94NmxSIDSZAsQZ5LQ1pTGvI2MUJG3zxWhrThHQCvd3QsnNpM3CInNBdsLRDet5dcrrYL62wp3ExAEDPBnVzA6oBCVrsrT5aBSBJhDxL3yXs2R/MLjVLC+ovW+m18z8YLDZmFjKqCKxht7B9CQpZ3xqbUpg7rQHz2mTbq+LuPnbJibj87Pm+dvjIsbsfMeNvLl4a0hb53OV+igsyrR568trhFrxvoE1aXhzipkn3XVgLGY2AgfM+nrgOfw9IGvgl6k3/8L3noTHjeBCXfT5jpVaBOo7RRHQZEW0hou1E9HnJ9ZcS0TNEVCaiOMXs6mHogiQR1V9y7C6/0lD1Wlp4V2iYJv6FCCZiYUuOR+cOMOn296ymOOOqYAdPQowBidCi0vdn5T8OJMe9wy4d7lQuPOEYwnbhak4MBhH0hAscAxosj0K7jw7hI79ag3X7e+vSzlojieT4VvOfgg9CrWJ0S3a31gSR5iuOQyV7gTIkSGnCKI4AnDS7RUQ8cnVqt/s2LaAXJko+uvgyLN5zn90+0Spgy6zL8MjwUlw5bXFoe5J8Pg5x8RN4uZcGsq/L4Lo3O5k8bcmUZkTFnKeFF5iFeKXa3nZ6oSGFGS1Bt05D05ajr68HkCw2bHWD5pkoD/q8f/gm19mUwT6fgDCbTkkWUT5y7JugosKJxnmr+McZF+CRoQft86cW5YN4cFkiX4BFnjPfoUZkR3lKTVsEo2mmpKXydxllsS+vPcmClCJqtOodM9RljCbRaa4FcCmA/QBWEdGtzLzRlWwvgA8A+Mda1+8BG2NHjt1ISo6bTKlre3A8rApGWRDtMBdxhg7c+G5xPE2uDw8gUsJXGbxjayXwS45TpSFhYKalk+kRW2oVx4Hk2MJNT+9Fb0sWV2UNX6RCL8ZCc6uYEl6k3JLjsEVXoex9R0wayEy8e99+fPDoNXj0matx5sKJby8cS46Z+RdElAWwwjy1hZlVqJoYOJSKzNVT8ny2dJLZdBeWDKHR2SiF5lzMqw6RUJdyHTg480XIDT7gIQ2tTQ14PrMw8sO16694OI2RHFcwIoRLes23E2HcJ5MwRkmOV1AD3nvJ29Cy5IzANSPdhL6UBkAiiY8A+Yx4vqTNxYexx58qWF9gcRGxCHCry4SmceAOFuBOvzQ3A+txwMkTiJAXXa69SHSdtQzyrEUeIJZNo5nzK/VWUbWJ5RjpHNdxjL4QwHZm3gkARHQjgCsgDP+suneb1+rHWLt3iQAHWhqYtTJeglgYFJ4NmiP8h0fCbZCXkBzPOhm49GvAjJPC07jtB17+BeDBfw9Pa5SFMVOYQW5pxDnuPxDaQ7ccGqiZeg8FDhyctagdHz1lBb5z99bANb/OccfOPwGdtyd/ttrxIzm2QACGijoOjeSxqKOaoES1w0BW7CpY6p8p6GBmlHUD1z++G/2uHYSy7h0G2NwLB4D27mcBvQ+tu+8BMPHJcWzvJKKXA9gGIUH4AYCtx7ubIPec12D6GPa7LXOkp+TZqo+GKZmtelK16HiFenKuY0uSat2Xh1S7kr/nBYvx3hcuwclz5S7PAsWHoMHyaRtikCeXQlevamKB7ft1fQLpXCBvYyaFlly8lTkDuEybho6GFmTTElKd8J3KdI49P6UWbJIIeQFimiwISDLI7+XDsyowALFbEuLRRJLSQpyhZBwqXaxpGmH2NK90XOpDm+A7NzbkuI5j9AIA+1y/95vnKgYRfZiIVhPR6q4uuVV8KCxJsVEGkEBy/JdPAn/+WDXNNOtL6srNt6M0a2W0GsVJlwIdy4Ez3wHMP1v8DYMlOQ41yE32DT+9qxu/fnIPfv2kf0Fde5w2vw0ffukJuOz0ubjuAxfY5wM6xxaSsnZr926Sej0YDYaKZRzsHcHhfnlkxLFAT24Rnm6+xH5dnGmCYQBHB4t4YscxdA3kMVIsY6RYRskkx9MaxTs3oGFazvwmyB3cbOIjiVrFfwF4NTNvAQAiWgHgtwAS+giZinAGxVPmTUPvoSZhnR+CpJInh/g4kmNvbZJmcILJPtSAyq1WIdJk0xpSRFgxpwVvX7wM5y+Zjqef5ED6hkwKl6ycHVlt3Gb2Z3pnYGuLRK0CFCrRJXDo/cjqY1DQqC9QH8S26PAR54p5OZvW0MApoGSV57RrcZNXzzda5SMc3vfnt7pLEIybggYSSYOAEHlrtBcjpHkFaO4jyeIFCKqoJFOrCIdbocXdRmsfJukQK1XdqQAvOnEm/u7VZ+LqX1aWT+alpk6Y8GM0M/8EwE8A4Pzzz69sdnQTxCRqFaOIKBdAEulm++JkusXpHHDZN5PVa+gmOQ4hlrp3Y8D/QGdPy+ErbzwNhbJ4Vk/tPIabVu1D9XAkPO6vaHpzFq2uue8FJ8zAC07wSuyDu1iuVp/yRhEhMA5a6riSHFvIlwzkS+F2tmOx/GYAT7W8Ettzp6GRhzA07USA2SbCbztvIc5b0iHNe89P/oAGwxqvxcitVRMLYByQZPTOWIMuADDzVgjL6OMWlpRY04QuZEdzVk4SbOIR9NYq/BfLCQy7UmlavBqB/2rAdVWSgduUUBKAdErU+YITOjx1W0fTm0P04ELakyQBheryBglXEsmfRsCFyzrMbZ0IlQK/yzNfTX6K5z5uyjTiffr02LbEIfL95kzJfJSKR4gxpbcOeRAQmfCGGaGO+jmkLaIO+X3M1SPW4C6vJM7mC/kve6DBkpR7Gy/1VoJonWMAaObqSazmKtrS+3a+/7GRHKN+Y/QBAItcvxea58YWbr3buoeOBipWq2iOFhKEV+Oqp2cPsON+YNfDwPZ7gX1PmTrH/tfIwA3vBB78VmzxDZkU2hozaGvMoL0pesxO0NjAOJpCMxZ3NGF6XNlEuHb2v3rPWV48khqdkXZ8+Dk2sWB6Az71qhXxCcdgiLH0i49l5mJ/djkymRwMFzmO1InWNOi6jquuX4X7twg/2+FBYCYWkswKq4noZ0T0cvPfTwGsrnfDJjLmtzWiIZPCko5m6fWWXBqnzptmKzn4PQckBjPmTGuQh4eW+CWsWDfSTXwlOsd2mGxrECdCW2MGM1uCA5pM+rin+Wz8YfqHIqlJmEw7cjMzwYQ1qzVnewFJhqDBiYzsxT/jhO/gjLe7ckSQ9zPeAZz3AaDJJOGuyfJIZp6QvMw7J5DPgIalxiVOObUwHLV/yAOh+Ouwfl85MA2f7O0IWRQ5BWnkLEjcNfuzpSTvP68142h6TsxdyNv5N/1tVXvbcKMll0FzLo2crVYzZuS4XmP0KgAnEdEyU6f5SoyHcbaHHI/B9voY+uCzccfngKd+DDxxLfD0T0VktOFj4n5Pf2swfW9lahKZVO37YpQxsx+Gf1FjhqxOvICcxMEkqgNB61gy3o0AEBQu5NIamIGSLs5HkWOGhoGRgnlsCg/ANTQUrR+SkOOPQhhg/L35b6N5rmoQUQcR3UNE28y/UvEbEb3fTLONiN7vOn8eET1vuhf6XzJnOyJ6OxFtICKDiM4fTRujoGmEXFoL9Q1MBGRTlhTYosjSlL58Vh7rtbDwF+vPPONEEdHGBytanyymmLydbgldEsO6yjCUbrNdpoWVJC2TKDBo2pEIOdhWGWHVzGJGI72TkVaOIW6JjUzOcLxeRRrEpbPAytcCILF9e5kjMSpTGjjnvdItXQahg5eiwzB3BHw6x+1NgmSfNLslsDswvSluURH2TOXnUyCkA6TXm8OSuhIBJ8+d5lyX6FWkIPhLGs7itD/VDoZcquh/S/Zvs8wm1jA7SrodUabHeJDg8RpSve1Axaj5GA0AzFwGcDWAuwBsAnAzM28goq8R0eUAQEQXENF+AG8H8GMi2jDaegNwG6WNdTjaqO95rN7vme8AVrwmOo1v4PjEK7zzQ7pal3JS+HZIqkG5WGGVqeNKcgwgNNz4L2Z82j72jG1nvB0ACWFKDeH3TNGQSfkkxxH9QBP7fICjXrMyvzZ5hL1xRBJvFQUA3zH/1QqfB3AfM3/L9J35eQD/5E5ARB0AvgLgfIhPf43pRqgHwA8B/B2ApwDcDuAyAHcAWA/gLQB+XMO2jhp+3UOd0uhNzwuks/0J2hkZHkLRPBsYOhLMJzmSlRvMR9LjYD5TOSSg9iErM07uG0zvLtt7Ni6XF+yNVOEiMBElSYOARKliuM5TuMpFtYhUAWieBbQt9KQOyxf0sett3ZxpDfi3N5+OOa0NuHWzN+VJc1rxilPm4I9bNXsADJMcjxayu53ZksNQRB6r9iymY5qRQT9FT7SVunLzX0y2IxPceWCpe8Tao05jtFX27RBjrPvcl13HqyDULeoHjzszGlvJ7tj5qnbQ0A40tgOnXuGcO+dvgGkLAb2QKDDE/HZv8BC/wXjliJofqoG1G1mBx4rjSHJsEcpnml6Cc4cfsc+vb7wA/Wm5fi/OeJtH6FIr+KPh5dLClVvRnBuyqShVJ4ccu+ck3eAa9Mn6InT0JqKbmfkdRPQ8JHMYM585inqvAPBy8/gXAB6EjxwDeA2Ae5i522zPPQAuI6IHAUxj5ifN87+ECJ96BzNvMs+Nomm1gS0nIwKzl0Tty56IlNSC199u12NvnQs0tMWQ46jWyM661SqS6/IlDdzg/5sYIQZfUeeStCf+qlcKKCNVl5+9ENj7THjZCfTD232S2aj+KiXpCR5AwAOwZBKa1xYefWtOa0TwgbDFVuy9J3ubKVdflMmbneEWaNMz6E/LywmD20NJTf12tC0EevfapQa2kmuMOo/REwduo7SxVquI6tOjJelh+d8ike2k0sCKV4vjQ+uBzrWey1oM0QgSkerbbsc7ifneX3/mPNy2Lhj+uNQwE7ZLy6TzDh2fBnmPtb4Gj7XG7BrUG2GSY9PYMx0jOdZM/9Ru9VKjXBx1gJt6I0q08Unz7xvqUO8cZra+mkMAZMqCYW6EFpjH/vMVgYg+DODDALB48Sgct0cNEBHsUBpowZYcu43TAgcJmkT+E2EJ7UMtwbZbEolwpUOu5XnAL4MN8wxNoEQGhrZaRSVIkH75rFYR9sDE3tM/Dqz7V7tt0kIap9uHzbk0lrbIddUBBHSxki70/ETe8PehEIM863LgePpSXxq3xLy+0jSPez2vBoR5PflyR/wO2WlI2qCQ3QXPvg4DyDQBs04GdQlR/BhIjus5Rk8cuAlUJWoVG/8MZJuBRS9wDFsToQo/x+OMtEZYOacVWw4PSK8vmO5dCDNYajsSDueZWDy7rPt2Nn14y7kL0T0k3H258Zf82bgydT+asmkh8EkCTcPxFARkIsEvOc6kCPmijj3Hhs3f0TrHtuTYNScZpRGgYWKT49C7cpHXjzHzHvc/ALFOJInoXiJaL/l3hTsdCzYw5hoozPwTZj6fmc+fNSsudGYYoiR+zqQsC2E8ozkrmXTN39Z5NiLr8MPa/g0QrATqFmHqBdL2ycqKTJWArMf4OXYuhRBQINCLEj05+1kHu6DUaMDXdr1herxu6bT5kZcrlhzbSG7qGK1THqyjo30pjkw7LSJPMGe8S8Fkl1KUkp63kPaoA1kDb3hFAe8tCO9fFSFE8jd3WgNmtmSxfG77aEpPUP3oxuhJg8DYkHC6WHuDMG67/xujqLue5Li2054VQVKGllwa133gAvvfl95wKtoaq3NoYhmIz47aXZLgkYZh3NI8gJ6Cge1HTHd72YSLluNOciz6xtvP92osXXqqkCMezIydsZ5fP7h/RBhT3rXhEADHvkoGIhE+uiGbArlcuHFp/Pw2J0US0calCKo8vFZyzgNmflXYNSI6TETzmLmTiOYBCOoKCJdBL3f9XgihfnEAXh238XEvBESKJini1+kL2tCQlqzapTrH1q8kdcVLiENzSv3pWlJdx1tFYqQdSUXlElzNzlQOSN9k0grxu60x7aiywSGdVREgz8IhPI1bWkxW26OKlZ6rjqJ5dGEZwMwVwFERocqvc+wl4PGriOXtcmMQgDwPxK/lHQ3neoeRQthUp3m8YQTLdO8qWIaaubSGkaTL7FEx4viiMinCwulN4dHNao+qxuhJCZnkePX/AVvvDM/Ts6uyOtjbq0ORNXeALE8y44Xpy4QXm5kr8MfBLDQ2cHZMFiOh9P1rbzodD2/twjGeg82DzwMQY8npC9owu6kVx/LHYkoQYDCebhBR/eaj2/lMk36LWuq4lBxfdvo8XHa61z7pno2H8afpH8CywhacjYh+XyO4P4dFHU0BYU4mHf4SmTRoLBwLaK7B2XBHeJygCJ3Jieijpi7bSiJa5/q3C8C6UdZ7KwDL+8T7AfxZkuYuAK8moummN4tXA7jLlJb0E9FFppeKvwnJP2GQy6Q9Y0BKszxQ+KV7hJRGYJBp9c5JuHEsKaEkTkkiSJ0lQU1K4ijbAsw5FdmIj8aC7fSKNI97M+uGCyRIdvR0ZRkMkidRwtZaDZCWHEjtMxyslPh3zngBsNDrSKVachxggq6tYwOEQc3t9SGZWkVU8U6G8IAiSXFiURhZNaWDoVH9ahX+YmUqN03ZdOh9hHqrqBTtXvWrWEO9Ots+1HmMnniYcaJJjs2OaejC5VkUMQaqkP4m1Dmecypw8d8LY7lqUAvd6Vd+GXjtt4BXfx049304kD0B+3InxmZLSo4XtDfiXRcuxqnzpnnOpxL43/djf/YEHMwuwdH0LBSpQfhxnnN6ssykAfm+iuqbytApg+0NpwNv+3nd6/KrVZQNp+/Ma29ALh2+Y0GkQYMBjeDxb8zFyS05vgHCA8S/Q3iTsDBgGcmNAt8CcDMRXQVgD4B3AIDpfu3/MfOHmLmbiL4O4WsTAL7mqvdjAK4H0Gi28Q4z/5sBfA/ALAC3EdFaZq6zNrtvW75tIVAYBJXF+atesgwnzmgE3ZaAeEHDjJYc3nreQixd3xxusBGIRGY2wb7sV2NIchuJEnnqicOZC9vxoulLcM+zhFAxobtkqbVtkBolaStVSlwlhNEJbRwuYScAw1oLchi0EkRWM9i0GHjp1WbaoBQsaEgXpaTiluD6vFVAQ1nLoi81HcCxGIJgvdfgmx3WWvGCljOxWNsLGMc86b1Hvra2zpVU41y/ON+IV6Qa0NKyGD2+ZF7JMQIRDomCKi+VbFBXTo7N9M0zAeywT5HdP8YN9RyjJxbe9nNhmPf0T5xv5uFvAwefic4HJDf6smDuvgBAbNCRpS+qrOxa4LQ3OQZ5Y+TBIS6QThguP3u+qXPMKJNYEA+kpuOnc76EC66swNtqn2lmVMoDmYmtqzqmyDYDc04DDtfeg6IF/1hr+Tf+wutOxomzo9Vi2FSraEQeDeySFo/0AHoZAEsC3UwMhJJjZu4D0AfgXQBARLMBNABoIaIWZt4bljcOzHwMwCsl51cD+JDr988BBJZGZrrAkpOZbwFwS7Xtqgla5oh/h7sAABcvnwkwI8ma1yIXLzx9BbBJA055A7D+p9ZVWY6EjUqgbiHVA5b/TDpM5tIaLjl5Nu55NqpllVELt7qEv2XuAZwCV03MOQ0HDzp0LEwXN1wqGHwoXel5aC9vk18PPSfagnIhWuWhRki0eyDBkcwCLDn5A+jY9C3AsvVJ4BrQE/LXvu4gBcJp1Ig9smsuQpLLaJjelPHoU7rJMvv+ymD1i3SEblwUKn0j1e8EVIZ6jtETDpYKg1tynIQYW3kqgdtV2kQ0yJt9CjD/3OT3L0FSyXEUkkiOK9VLjkVp+LggxxWNIC//57r6gPaPf8VyfGQ8O28qixSX8b4DX7PzAUDDk/8DrDbzv/umGrW0tohViiOiN0L4z5wPoRu8BMIhfLy1zpRFvSY/s9xMo9NhbHIcX38YoUvi3YGSuJ2KGAyj1B6iDPvkMsgoyMwb5ZAO3ukGFMltue2m/G4JcVihngpM0klgSzoVO2G4rqeyPh+ulUpo2HUU4a0C0RNZJRL2WstKo/1ri+tz2xqR0vvtc9XSleacFRCl2vZ72wUAGkvaX2Xp1eK4GqPJ9FpQiXHWaIhgerRhlyMwa2Xw3IKE0tQL/w7Y9BdgdnWvuFJyLP1OK+rpfi88FVXvQK8weMgUxGcvWwlm12ZnKl1X+4YwtYok5HjP9BdhSw/Q3pjGmUf+jCIYWZB3vmKuuwpaNUjyRP8NwEUA7mXmc4joEgDvrW+zphjMYBHZtAbdbfpZSYcQjnfll+KyJqITEYOfrXOcjJZU1c0DoYfD6qIIaa+8DZHtqbCx3kUEjS5KlF1KlWVEZLM8aAj1EPieb0hHSqbF45WmeTYfajvAhZWmkeZZFgDRNlT+YDBjJdkdQxw/Y3T3DrEle+O7k+cZjZeDVCXuzirE/HOAt/5MGC8bJdGJUwnJeFMHcN7749OFoFo1iXHDxZ8AHv8eUC6Md0vGHe4IomMB99ia0gj5krUTFz+OlnJteK7phZjb1oBZx/6AG1r7cMVQK052d798n1CtcJPkVG4sDZqlSMJ2SqYahEZEGjM/ABG1TgFITHDpsm+hMZNCSy78hUtLinA0n1hmRWTqS0a0L0n4aIsrR6WJuJZNa8imgzq7spzuX8Nai8sukWJqiW+HN52b3XkP5zTNwUtS0/BhzfXsfOoCARI+JtuwotYUOxLwoA6uVwkmyiAv7mkFyGS19yjTn7Y8tIxyrk6iVuFBi8y1ejIYUv/F40o2jp8xurcKTZGJKjkGhBFtKi12C7Nj5+FE6qayQlSyyHR/g31YjyInUTR0wVKrUZLjMccnXnESchkxd3/4pSdg5VyhZ9ycje+rNtfVCIdTQvVjd7rkTXTLR4Df/y3wh6vE39//LXDTe2p6D9UgyZfYS0QtAB4G8BsiOgJERnc9DlCF5KlZ5ku5EtIRX2ckjV7xWuDZX0UUH+GrMHAUR6as9nhbZPnH9KovkOdvsBTCdbM+j2P6N9Fa3mc21a8yYB059fW6LACjB/EodQPCO9OzgbLLstYjNXVZbI9irqk2YtsSOMaLQQLok5bWkrS7Xbl1nIhne+fhnOHHRlek+0eMpzliv9w4Kbl2ldS2ED09BeHtoAIczixCkRxp4gSRQasxOg7Vbt0mleROEHz18tMSfQsGRq9z3JgOj7AZhWHswW6+ERKzo3BYEvzyxPdyMNUwt60BP3jPefbv9160BK8/Yx6aIwR9Fmz1M3L2nQ3i6oQh5SLw7C+FYKN1HjDSC5z4yrqpZCSZMa8AMAzgUwDuhDDXfmNdWjOF4ScnSQJMmClDjl3Z4iuPP+8+7jjBLNeU6gU0TaN7duz2ukRYG/exRNFyK28p22af284Jt98qDIXsD7Md5Maj/VCTjxo5Ct9eC3oATLL4SSgNIs0h49lmlCgpgZCVLa9vf/aEgJcKCylPTzTVKgDproxm+6J21Wi+tCFtGsrSMO7hGNGaocdEvhsHwnz8jNGuaJMV4ZlfVpevnmoVdcCijiYsnhF0j+jHaCXHS6ctxVtXvLXq/Doq9HNrxQUoT1HJce8+4C//MN6tSIRMSsPsacmMIq1oiinNGYX3p8vYijx2cgEjlezqPPsrYNs9wmD24WuAVT8FDj1fWeMrQBLJ8UcA3MTMBwD8om4tmYyoYIAhIiGFaJ3nPulLE2EUR+S4PJl1svfSKW8E9t8YGqktnPC4WaqLPIVNQHVYoVHgwPpZubS3v/VEHNKBuaV90uuxyLYABeGSbaDZ9GkbGYpb0soqnlGtdXXNUsUfZoBi6vAHnwlc9iuPhC0oKm5kKMoxhNv69NzeKpbMaEZRN/C5Y3PQAA1fazADyPlkqNZbK1MGD7W+Aa8avrvi9pGpzS295bFnx8fPGP3qbwC7Hwby/cCiC4F7v5os35Y7qtPRrbdaxThhtDrH/3jBP1ZcYzX41ZN7QADee4pJjodk8cKmAO7/us+P8yTTCQ+BZZOT0sj2T9+j6fgRjiKlE2ZRGl9JRUeQtTFwKHiujsFEkpDjVgB3E1E3gJsA/I6ZD9etRZMOCWdCImDuGTElxZSVbgBmnwqcdSUA1+czbUFM3Qn0iWUazJbKA/vlkKOd/QlMGnrSM0HoTZTDM1RESMLzWrjUhBCUEnqMDqctgNY0A+XTP4zzTjo1pAyvtN3rWWH0SDJpJanRT9uiCXiFA3HIPVdz/0m0PQJqFZoGuCTG1kFKIzRqKSwx1R7GwgDaav7rUx24zTp58huBbJUSzupw/IzRzTOA095ceb5KfR1bSOLFZxKiFjrHfvzs+Z/hfae+DzmftP1Tl67A9q5e/Nfayst8cLMgw+89fak4seZ6YNnLhH72VEK+3/OTpgg5tsZgt1pFZ2YJljXrSGWz6GIdWPEeoUuebQYOrnV8ePtRGg6eq6MLu9ipiZn/lZlPA/BxAPMAPERE99atRZMKyfXYkm5XS+sA8OY5F4mfmcbAQE8xpJWI5O2M8XMcFlmsYqmDpW/tqmNPdgV+3fHJ0DYHzyeoM2TAb8yk8I7BaVgsYs14sHSaK+oZEZBpxPnnvQBt0yzn5tEkM+DBI+45S+B+zstTyQ3F3LcbbpAnaYM/4EnM1lY9DfJC6/Bc88GtcxymexHVjIQ0PnLvwrwXDYRv6fPx2vR0LGtbJi4uvVgSzKZ+UGN0AlRLjqcoKnXllmTMX3tkLR7d/2jg/OkL2nDZ6XM86h6VfrXPdrqIkT4VPVZMDTLsB9mSY2BVTuiLF7UGlJvnAi2zxU76qZeL8XLla71Rcnc97BwzA8e2Bys4vAHY+5T4V2MVi0pmuSMADgE4BmB2TVuhIBAxG8/JtcfmswhRSibtiJEUREkWy5opCaBkvnwD5KNjGTDvrGBgiMB2ffCajLIHCWt4W655+1k4YVYzFpUzSMErbfjQGR9Ca8YKLlCBmNEtSQ/oT1f4bFx4w/I3YLrWHF+/731HpbG9VTTNDI1EFEeOI5tSwWMLJG2dG1xcVIhMSkMuo2FuWwIdOLMBtZb2TyCoMToMkqA0sWid61WDm0IYa1duDMb0pqz7REX46wZXwMc6SL3HHY0dAACDUhhItWP7rEvHuUG1ga1zTIQu01sFA9jeNeh1a2vBPaE8ca1zvOV2eQU77gMe/Y749+xvatNoE0mCgHwMIrzzLAC/A/B3zLyxpq2YtBi9ekFseZaPYQnhDav9nNnneBUPR+mpYNv8y1HoTmF6GwH5tZGkzB1Kw5JmEgjQ0vhEbgnmFkbwRVd6zc6XbMCT1ezon3IgRUdzFnoSBpdwwA2oVSTKVSWyCYhyDOz2aWmgYzlwdAcCDvkrIMfCZ7K7P1X+BNLWiPmqrwKHjwIADDj9+1VLXoVb1j+DGUYyaV9DOgUkCHRjwfvWnDpacmnIxuuwMkKju48x5VZjNIDzPiBsMe78vPx6NeoRF32son41mVCpWsVo+7RV32kLpmHDgX7kMpU917KbqozGb/UExXOdw9hSWoy7ZovdzfOqNTydYLB0jjXN3X8IYKBroBAUaoRxle5d3t9v+G+R1u33usaeZZIspxcB+AdmXlvTmqcE4j1JWEhmdFXpQGzJKr1lpwO+eJOqLviumm0upxrxdMsluIwfMJsZbGeSu2unNNooFSJuTC4NDjOSq06eUMWgH+VVZJSKrtY9FBpmITdzySjK8fuTjlJbiFGr8KjfwHuPHcsA9AfThWHemWjqXIezFrWZhp9HXQULnDnrTKzAJ9HA/xLa9ibTx2bKckRfyWN3pZ2BCwHcAUAM4FVvvrvIxjgEGTl+x+jpS4Ge3WJLNgohuybRmGL7Ci7UInx0NUhrGtqbMhgpVUZwDfe7qKOe6XhhYHgEesYZfaZKoCK35NgPf+Q9kSHhCDwtoRHfKBDKxohsP1HXANhLRB3uf3Vv2USG+z03tIu/WvTgK+3skZ4Q/Gmrl2AQaVXpwlqw+jCxuS0ikcLIApQlIUu2lDk2RdhvjG6bjeJbEJk9wZnKrgtw6CJCXlSc5J1MfWpkW4FzvVb78TrHIWda5gi9sUqgZUzFGHNhl+BxyJLMb2/Ep1+9Am2NlZMe97eoSYw0q8U4SIzVGH3p10WUuThUM35OwJC2tcJo1Cpes/Q1o6ydUCgZuOr6VegbKcUnh6+9U5Aca6zHuoiclLDjGAT7m1xGFvKdjsO3GPU2bgDwBgBrgMB+NQM4oY7tmjxYcRnQ0AbsuCEyWSKpWiXSUk+20ROyJBO7ZpgDWUzAEL9aRVQrtJB6w9ojvrHqPhR5maP56Ki23yyjIqLvTnpyx8nY1rPNVZS1q2Cp5WjivS19ETDb5wowTorkv0dLCleTm6++jNPmt+E2WfaXflZEHrvjA1WXXQ1sf+BjN5CrMTqdTeZuraEtPs1xhGq9VVyy6BK8cXnlLrRZssvaj83Y37MCSd6MR91pCpLjFHQYU9Azii0xJmenYBk+iF34P3mGMYkwmwyh5JiZ32D+XTZ2zZmE0EzCseO3oy9L1jHYufaJcz4RUJkAYLtaC9UFJkpGutI5oHGupAkir2bpeo2yA//96X+Hrx7sDLbR3ZQoXb9KJO6jRcAXtetZEmF+u4gSlUunBPke04/badurl7waF827CF+86TIAlcnBLXLMDLRLFAvI/+vES4GDjwN6t2fBEU8KoxZ41cGZdF0lLPRGTs6x/w5G31+C9zr2RkJqjK4AmWpcfynJcT1xCHchRVdUnrFScmwYIrJeOjehvJYwM+7ddASH+vM4hXXo1St1TVjYrtw0HcNaK5qMgcBuXX+xH8yMtlxbdbYBdULsTE5E9yU5d3yh8kFztK7cAMLKjpVY3r688rqTNvcdv5T6TJ7WIDpzlkwJo2SAuTgn3LXNQiZc6mueX9F2Ahoxzzwn4B+sl8xsRkPGiYXWp7VjWGvB4VkXI+z5VzWV2SHuqpssWnJpnLWoHRlLuSrmYWsR5LnSCYt9xLQt55bB+El9hLSfxaLndaVWvFVrD153GVV0NJuSuuWvqM1EUyMd7SsWXhKa5sRSBq8ZbnFVWVmd7reSTgXz2mpE40Sm1Bgdgrf8BHjrdcITwKF1JkmqIMLaFFarqJfOcdgY5pZUu1MM6b3JynWPz5WS4yevBX7/QRFoY+0NwA3vBFYlUMWpM7oGCrjx6b14cPMRaNChUwozWqZW0BnrC2rMMo5k5mNPbgX88Qb++ZF/xhcfNc30J5DkOErnuMHUW5tJRNNdumxLAcREnVDwwz9xyjwrRNK7KLUKi99FGd6FGMG1NMTrOb3l3IV4/8VLMatZkCGWdOCLcrPx/fRiYXBXBdg3WBMIubRmD6QGpXAksxDldGsws4kLG1bG1FKNWkWU1DEgU40sYzrOxanTXh5ZG9doPnbUKszaEww6p5dzyEaka82lscCUlFsYC7dowXKdidIwj0+eFi48XdjehDdOq40K7slzp+G0BeFhu4GxI8lqjI5BQxuQawFGTDdgT3wfuPl9wP41wFGJz9TjBCW9hFt33FpRnlM6TgEgPCG58Q/n/kOi/GGkmZDMMI8ZIvgHULm3it2m7+Ujm4CNfxbH2+6prIw6YLho3gczNNaxcv50vO28RePbqBqjpIt5vTEn+A5Dg2X23DtcCqr3TCByHMWMPgLgHwDMh9Bps0b8fgDfr2+zJglqvTMV4QUhKrS0o+seplahCatuAJi5Al9KzcNhLgFEOGFmc+xtZNMaXrpiFp7ZZxnkyTpwFHmvXF/aknQSfMZ+hJDnBOTCQg5T4GB0cNUfHPTD65iFlyCjBf3xtmSEVLM501yzPmWR42kNKQwjFXnn+faT0Hd0PyhEqBbli3jUkbYiGvZ/Mz+L72r/B9LDpX2O1lEKX3zBF5GReCWY1WpF7BJuf7RR+FZOaW6tehfaxmVSU2N0Jdj7pPj78H+Kv2/8X6A1edCdqYIdfTsqzjOvZR6+/8pglzpx+omJ8odKlBMOeMwATroU2PUQYCQz4pvoKJQFcUyZC4SikcLps8VccMnJs8atXbXEQEFwhoZM0JtPsWzg6GDRHp+Z2Yx+OjEQpXP8XQDfJaJPMPP3xrBNUxO++ZRZFl0vQudYhoY2YORYvC9OImDOacCbfgg0dWDOYxnMoYx5qQI5V6upjyz1vxs/yElDVHcsBY50RawY4yXuUom5S8cw8v4q3Dr1+zlOWl5Gy0nPA8BLF74UuVQOF82/CM/i9xW1Jwz//tYzYaSy+NHtWeTzFKlWYaQb0ZOaBXCP9Hp9VbrDCx9MtQHNM4H+vaFprF6ngTCvJWHAhqj7yTRGXJTX/v/bO/N4Oaoq8X9PL2/f38u+7wsBErKwIxBAXAEVEEYEBXUUFFRUFNdRf+MyoygoDoML6qiIDgMuEEJYVFQgQNghJCRkIfuevLyt+/7+qOp+vVR3V3VXb++d7+fzkq5bt+49XVV969S5556zb9wbaDv1/fBcaadqSzFGi8jZwPewAkLfaoz5Rsr+WuDnwEKs5CMXGmPWF0MWT9Q0pZeZFItjLiVrCLtVFAs3bhVJgSdcuncYzKAb1xCJc9xjh7ML2lGgeo3Q3ljDjy9bXE6xfOWocW08s3EfXc3Oxr2YZRlgwAwQTn1ObXjUSvBRBtyo6VERaYtt2NN3HymeSEMTdz7H2SzHDpeqa7ql9NqL9HKGQ2vIPLXsKuzapBNh5NycK78z+RE7MvvtMOqINGt0pql0RwU7pWhTzTTompm77zxIPk8u3TQELpxyTcY2g4EgJ4w7Ias/smMPWa5ZR2MtXU21uDJFF6ADiAhrao+wPk9Ykk8LBR0Tc6sIuLI45Ohr1BHQ5eSak/247o65UJfd1aLIFGWMFmu66gfAm4C5wEUiMjel2uXAHmPMdOC7wDcL7dcXzk7Q4Y++yLlOzlmPoakcF9PtJ5L6ApKBBqyZFks5zi1P1DCY5XCIRKuIWY6ndlmziYunDL2klifN6OJHlyykq8W6dhM4P2Pd/kh/upGsTIoxuFOOP2CM2RvbMMbsAT5QNImGCc7KqEefYwlAqC57HbItxvJoNZVAFsta8uKw5D1Z+gmGkr9DSnuOy59S2k99xg1I2PdVydvC49lQO925wyTxnL9rjYM7RSnJuiCvwIflrvBobhz1NWj3nrTETc/ZfI7jgUM8rPTO+H0D/t83JaJYY/QSYI0x5lVjTB/wGyA1vMA5EE/I+TtgqZQwll1GmhKmpWdkSMXrUpErBwPRAe5bfx/3rb+P/X37yy2OayIurLr26ywAu7t74F0/dherOh/lOFK5inTvgHWurjhhIvMntDGi1WG2Y4jQZ7vGSYqzQmIK6f5oP5UUrcJN1OmgiIix50Vsa8LQWlJZAtIW5Dlmh8miwOSILeyl73zrZCfBpyiD7uj0zHQfo9kpzYg3CvmOEQkSJZTbraJAxC+n4/j9ktninopjxiJSY1H7/J0LCP8GCWEGPVyLTLpb3t/MKdxfaSnWGD0O2JiwvQk4NlMdY8yAiOwDOhlMfVh+UsO4HXMpPHlb7un5Mur4966/l3vX3QvA3Wvv5sbTbyzHfeWZTJbj9Jj3lhL0i3+u502zj8rZbtSYwURbz/0eJp/kTqDb/8VdvSKzt7uP/3l0A3u7+wgGAgQDMBAxtA3spH6/rcAHh2ASEJuYchywVc4QTQxwkIhJUY5Dmd0PCYYhUjp/czdX417gdhH5L3v7Q8TyrSqucWMpzrbwyc2Ct6xxjr2UFwuH3Odx2V0kDLEqZpPZ0FIfZn/GrEvufYTd7U+9fhn68KB2FSv+aPZFkYO9F8r+YActkd2ej8v3Tox5rGV7eXQvhDcp4mer0EWJhVPxY7SIfBD4IMDEiROL19Gbvgndu1I7hyPPh2fvgJM/OWiBzOnvWj5ldE9Psv//qh2r0iJFeOVQ/yHW7VtHOEc210LY3r3dsTx1XBt81hnW7TzElC6ndSwpxGZ19r8Oh/fY6eerg+W//29OfH0wQsjNI75IZ/AQ/3rwRmr/0WTdo0W8LuWmL5psOW7jaHbySLLlONIP4Szj+Flfg3s+U1Q5E3HzRPkM8ADwr/bfs4CXVStDGPcPxVTLnWOWIcexODZvnOVS5RAjs2KU2RUiWzvOEQpyt2VO+BgcdWFW3+dMrSb1mEXWKV2NHD2hLYNkrnvIXE+y95/RtcXlg9bVHeXKF0FSGsx8/4xobANIS8WcKwiKH7huur4dOtITvg1mpcvy+0jxhfY6g5BL901trQzxjos1Rm8GEsNwjLfLHOuISAhoxVqYl4Qx5hZjzCJjzKIRI4q4Er99MoxbmF5+5Lvg4tuteyGmZBUp1m8x6PfBYvbfz/w3P3r6R3QPdPsg0SBjGgcXwq7avoqXd7/s4qiYQcfwtT++kLO2MSS7PJX/hdQTk3c9krR93KEVfKjjSWaMbB58XlaRsu+V2P0rhPiP84+Olx/sGeDpjXt5ZtNeS4HO5tbW0AlNo+DYDxVbXMCF5dgYExWRR4FpwAVAF/D7YgtW0RTw7AsHwnz3tO9aGwdT3rLzULoSxQkHM+Ul9yc8SvaHvovBqqkLRrzDXV8eznGuuuYt3+V3v/1H4R2R7RwkRhYuvB93ZDvnyUp/tpefTx/7cZ6d8gJj/vb9rL29N9BJ14KPuZLsrI55ruq5ViSbxzJoJx4kHq0i2z0+biFsfCy+6Wrh48i5dPcLHNyYs6op83R3Ecfox4EZIjIFSwl+N3BxSp27gUuBfwDvAh4wzm/PlYO4jHpQBW4MXohZdd34BXvh2sXX8vrB1/nPlf8JwOaDm5nVkbywNdFy3FwXYv/hZLevXBhjBi3+VkFBMpeclFtpQfcjtG5rgIaE2VQPRqNqo9+ODBMgTHtjDYEUry9j4IYnbiAoQXoGNtBGkK+FUkK1B8Lw9uzPKD/JqByLyEzgIvtvJ3A7gDHmtNKIVg14sByLcO70c5nbmbrYO6mWQxcO6XEdmDeulSPGpqd+dnOsV4ox9Z+5TSd/zuwL8tJaaB3LlppJQD7WlyzXxEMot5JbE2NyhOuhd4+jS0uMjroO3jDxJCB7NLAlgUZoneKq+zpxmCJ09Dhxe16yx0n1xa0ikXA9O1tn0LAzt3JcLoo9Rts+xFcBy7BCuf3EGPO8iPwbsNIYczfwY+AXIrIG2I2lQFc2sXslOmBlzcu41qM8yvE96+7h0S2PlqXvfKgN1jIlYVxwGusS35c6m2o4omME9619GacXXicMJLsdVPBiSrekGSzqh6ZyHIlG+MPaPwCDbhWtzMMQoYEJ7OIxwLB41Fx6ogd5csMj7HVKDhMorU92tt5eAv4KvNUYswZARD5eEqkqnvwGzTMmnZG9nWyL7rJZjo0hFBAIOk9J+KWYZbe4icOnwhnbVsfGw4PbxiFahXuyHOebJSKDS4nXF4os3/EjdPHcoYOsqHMx0zBqHtTUIQVM2WW7f/K6t7pmwhH/ml7e2JW+ujzHtfbV5ziFfBdHlvBFqOhjtDHmz8CfU8q+mPC5B7LEZ6pEYlO3D37dWuRz4S+d65XBcvzy7pf506t/Siv30yBRjoV9ifILQmNNOK08G0mh3MCfcG4Hd1gx+8P15Z0lWPIBGDEbQkMzzsET256IL9SMjY0fOXUGfZFp/Piv6xjLmwE4qnUmkcBuHje3EECspCCJ16XEkYSyKcfvwLICPCgi92KF8Rla80yVhsMPdHDwyP/UZ8yul5T6t9BFY4mDX2o36W1/76IFBARWbv+7Y5sxeRprwnzu9Dm870+xqAvuOGd6asSpTPjlVuG9lwUjF/DU9qc8tzVT6oj097PCTeVgGOrbC3ogJkWCSA2jl89Du7YZJh2f3lyb91BwrtwqUvBbeZW0DyVDx+h8SLxXSrj63Q2ZxgM/lWO3iTeKSSD+TPLiVuHzdbv7Kuv/8YvhlGsLb88j0fpOYL+VFtshs+dQIbYYDyF+uRdNtqzkf3xmC9v29QDw3eWr6ecApneAYEAYCEHSWSnxC0y2DHn/B/yfiDRixbK8BhgpIjcDdxpj7iuJhMOKPH2OYwkImjO5VeTRn2NtrwuZMg98TbWh7G2aQWV42ogmRrfWsWXfQavExY9kyejBRVh+WkpyRn1wsfgxxvvnvd8XmYqNZNkqNyMkzEEOExTvU26SMFj7QondIHWMzhPXL1KVda/7hdtEHX6S+iwI2degl500Mjn38WkFPnyHzumwaw1serzwtvJg35x30z7vxCGtGCcye1Qz75+RvKj6c2+ew0tb9tM7ECUYEHojPfzsISFq4DBRwh7i1/tNzlHCGHPIGPMrY8zbsFYrP4W1OnoYU6RB0ynBRty/Ncul6poJp16XOROUm0gUbr5T1iq5j3dSlt1E0gAstxGS5ZwsNXYbObtOOzZBAHcHZzimkLVHIpKn4p682K7oZH0hyORj7a3t1PpffNtcPveWOXYPmVv7UO0EPhQYQUO2tM+pYQLtPmeNbuGaMxIzKWZaTJm56UpAx2iPuJ2eraAFeX6ucRyogAxzsYyWO3mEAQ5ijCEazfwd076/H4sKRyQsGtz0ROHteSQQDEG4vMmhSkltOMjx0zqTyppqQyya3MGJ07s4bmonp0wfS0/9KA4HG3nOHM7QUmnw5KhnjNljh+RZWiyBhhWJg2/nNGgZl7luLsYuyBxE3OdB3nmgTvYpS+o+L8XZ2Y0iVu1bwfFcHRhll6W3X1S/ugwPKslo1c6u4HklP3Xap/5dntdCH+WTOhuZNqLJbivLDARBjgzUk/WsjJ1vvXg2WelZY+eiNhTgyPGtOWXJqJek7qgAXUrHaBcMc8tx70BvUdt3+r2mlgUTXP0i9PHw6h184Ocr2dvd59xmapOFulXMPDvZh3nPusLay4HTsBmozmycRUVEOFw3ku5gC7+Keo+X7yf+r2JRvCMCdW3Ouxw+pR+eYxD3KQmIWwVr0K7pXkXKVDfeZ6xRW+YGCRCWwZ4yHpfACdO6skrgLEB2RT/93Bf2QHV1zkr8zPaiWPfHolTUOqVC9XlhX1IDWY6vb4fzf5aeKS0HR49vo6UuzOzRzbk6T9oqViIXxSdS12BEM/jgVpDl2E/uXHNnyftMNX4Ek15QIvxjrRUae+dBZ8U9TTn2av1e+iUrzvV8OxJhIOThJak4BDMsoB/unNx1Cb1Sl/zykkE/KiZDN19huTntejiwNUclFxbVeNX8FYuMC/I8kr2fzGp8NmUh47R86sAV8y7JIkG2dm9+z0KEKKsedtlACoNRjFMUIZNoMSfjdXJtyc5wqs6ecjYbD1RCWLEc3yNwLNvCTyZPWRbQXDFwey0aaoJMHdEIoUy/n6GpPA15Ui12e9ZZM3cVzFB74QokPJMM0aRvt/NgL99Zvpp3LBiXUCfVrcKFcpyoUTtZacusHAeGiXLs1Y0nFKilP1ALY46GpTcVSSoXcpSt56HOmKOsP1dke8h6i9LgDXH8mLF2VqXCnfXWLd7CaOV2q6gJBcji0ubYRmL5qOZaIqH6sulDb5361hSJkj/loqBoFR6eISFp4oA0eQit5pM/vJdz4dNFtN3g4/8rVUKqseCxW6y00+kVSyLOUMONW0UokKgcDySlEf7O8tVs29fDzQ+tHayTZjl24XOcWCd+zctzTZ16DQ4Tt4pYAhC31EhtyRc3O6HKcbVQyBSfT9ODnqNVxBX7AqbT47szh7SLfb1cCnUhGf46m2ogXJu1TqyXQjjUMA72wUCosaB2iobPU825r7+4dDUp/UPv6Alt7DpUy+iRTi4kSsWS+uLWkWA1rrbMaxWImwx8wRTL8fqdhwD41r0vJynKg3VScGU5TnCXib/hl+f6OvUqmTLaDjHW71vvqX5NcHCRYnd/Nw0e3eH8YnhcnWomHtIs/0vlRqktPM5xYlseyOQO7dGNIr3Z3Ec2hV0oNTmUrrRz4SFrnhPd9aNZXzubSMjNgFCqgV7SPvs1zZvTop1TWfEeB9yvxZp1oQDj2uoJxiNuqKWxKki9/mtXZLjPKkhRriBRcuEUKi7V5zgxLrlJyIbmpBg7Hc/25+HQzuyCJCrHPrkW5otTaOngMAnh9vSOpwEY3egu1GxY6uK3+6f/8ukiSZUbtRyXExFaCbLPvhWyKhwFPNAzKgN5tulnWKFcbeYT+cIN4ziH6e3TofeAyyPcKkDFV5BKrYL51V9zTTMH+tyeb2c+HBxRsBwZr2FC8cSWiQX3o1QoTtPZO1dbfvIFjG1/f/3vPLDhAQ71H2J2x2ymtk7l5PEnFyDoINXkc+zkY5rmVhFMtBznEZbtleXQsw9O/mTmOolKepldGKIO1y9YZp/nUtEQbmB0w2g+uuCjruqHSpwmOhNluToi0iEiy0XkFfv/9gz1LrXrvCIilyaULxSRZ0VkjYh8X2ztT0S+LSIvicgzInKniLQV9Yv4oCR+JTiWiVKutJEeo1UUceo61+DfUGsNblNHpLsbOE5ZOcgaK5veOY43TD4mpRF31zK13TRFq+BzVDkuBLHY0t19ib57+ff9mcWZQ+9mdImRwTB4o+u6OEJS4hm7iQPuka+c8BWuPuZq39pTKgwnK2LMFSDRxOdhfDfG8KsXf8XWQ1s50HeAx7c+zu0v316goIP8+qVf+9ZWsVm2fhlXrbiKz//t8/RGrOgT2UK5GXJn7Itfigv/B869GdonQ3+OOLhJluPY+FBBszvDZEFeOBBmVOMowi4t5YGUZ0wxjHGu5ChLr3AdsMIYMwNYYW8nISIdwJeAY4ElwJcSlOibgQ8AM+y/s+3y5cA8Y8xRwGrgs8X8En4QEiFUgC+sG/yytroP5Vb44qiYEhr7v6EmyBHjWjlyXFt6ZYdTlCmd8DdP+SbfOfM6Pnyq7WcYtP2Ix853LXNy15nTZufXXnHxcm3Ctk/cvsP+JA1wWoDiRhrrHBsI2b5oU95QkBy5zkFrbSu1QTf+5UpVktWKaDJ8duYvm/7Cj57+ET96+keO+ysh4UapuHL+lUnbe3v3snLrSse6XpXjwQND0NBhxS3P5dvsqBxXEF5WOlcxERNJut65EIExcnp8u1y/oXJdnXOA2+zPtwHnOtR5I7DcGLPbGLMHS/E9W0TGAC3GmH8a65Xi57HjjTH3GWNiZ/KfWNmiSspnFn+GK468Iq9jHR/aMcNYMXymEt7QSpGkwtvUYPpivlDAOaOcF2NmY7iR9rqEiYpQDbz9JjjuIx5ky8bQcauoC1vDQygxHEMh7j1OkudsL2F/qAYu+g3MelMe7SRWzR6ZRBniOClKsRX1Hq1UD298mLV717Kvb5/jfq8r9YvFvt59Bbs05WJO55y0shUbVhA10fQ4xzHFUKxoFZ6RYO5FeRXkc9xQY/VfGwpQEwwwsrmW5rrh8QIejUYzGqucsOYKB10reiI9xRArJ+VSjkcZY7bYn7cCoxzqjAMSA7tussvG2Z9Ty1N5P3BP4aKmMzJsJQUYVdOStm9CywTmj5zvqb3zg51MbpnMpJZJDnvj2nHang8c+QFmdczKbuUamT5gZeOi2RlSUJNHtAp7QLxk7iVMb5tOR11Hepv290odPNO2syjWjm4VXmRtGuE6v72b6AqJdOTp1t8S7uD4scfndawT+bz8tDaEmdjZwGmzc/v5jmzJb6B346qTJLtI0d1K/HeVUSqKYA3UpWRGjGWNc1o5lYW+aB9HjTiK65Zcx8VzLk7fH3HO+FZqrv/b9WXxW97evZ2ntj/l4FaRuCDP2zkHrAQR2SzHm1bCvQkTx2X2OTYGGmuDzBnTwtyxLYxtq69Ma3YR8Go5RgAzWL9noDzKcdE8n0XkfsBpeeL1iRvGGCMivv5qReR6YAD4nyx1Pgh8EGDiRG+Lb45pmkhHcBSTmyYXIOUgEwJ1XLv4Ws/Hzemc4/i2nkS4wZ0CYtc5cdyJGf3b4opsrmgVKd1Na5vGNQuvyXqM24G7GK4duVrK1m663Mn7Pxkcxdb5V7E5x8LqwQat9ma2LOJf5pzvRdCs5OMvLgjtDTWEckz/ffNdR8UtI95lsN1nSvjcLmpqcaXyEYGTr4XlXxgs2/Y8TFhC0qu2Cytyf7SfcMB6sQ5J+uPUq+XYbwX2D2v/4MlqVwxifseJBO1FV0KeC/ICoeyW4798O3k7dg7C9YP/e3wRAti4u5sfPrSW/oi3Y8/t6achlPrSPTx8jqPGq+V48F8YgsqxMeaMTPtEZJuIjDHGbLHdJLY7VNsMnJqwPR54yC4fn1K+OaHty4C3AktNFk9uY8wtwC0AixYt8jQiiQhTpLbwWVhPU8EeB7jaFujd71v/MKgY5nKQ99JqJiU2LUBXPLSby9aLpP+ICMx+M6z6FdQ0QXxNiJ1DL+WctkqQ1vaZbN65y1s/WWXw1FTB5FImu5qSrca+utIVIc5x7oySbttKlktDuVURqZbj1ffCovelKEyD13fdvnXc+uytTGmdwuXzLo/fI32Rvrhy7ES5fY6XrV+Wcd+nF3+abz3+LV/7+9TiT3HnK3eyZu+a5B0pP+FEy/EA7tw9jDGDv81AILNyvO2F9LKY5Xja6dYswcw3wvMJabRdutO8tqub7ft7WDS5g9qQ+4Fu5O5aRoRSXpSGieU4aqKeEp6ICAEz+Ew5HMmx8LJIlCtmxt3ApcA37P/vcqizDPh/CYvwzgI+a4zZLSL7ReQ44FHgvcCNACJyNvBp4A3GmO4if4fSkO9Kzc5pnvLPu3qwu372F09JcKu45KOofHTBR9OnQZ36m3uO9efYTz5+tUOHNx05hqd2pbsbZaL4nu6lI6bEV1PYrWFL4wiYeBxs+GdyeYbx9tZnb2Vf7z5WbV/Fgf4DtNS0YIyhP9JPTTBztCEnq2k2SvmClbT2wicmtUzimoXXcNWKq+JlghBNcZ1IzJC3hydpYQ61dAFw9Rkz+N79r6S1faB3gJY6+0Ukm+V4xVfSy2KKaCAIc96avt8hNrMT3X1Wn5eeMImGGg/q045GOJxyLwwD5dgYQ8REPFuO6xnH0olLWbFhBb0D3n5DflGuq/MN4EwReQU4w95GRBaJyK0AxpjdwFeBx+2/f7PLAD4C3AqsAdYy6Ft8E9AMLBeRVSLivIS4YnAxEHZMtWrWtXlsOmD51vlIMQbujJZj24Ljd+rgbMzqmMWRI4701Iff0SoqES/XfXRLHTUeMj+5eW9wldnQT8ux6+87VK/4MCAQgJM+Dhf8Aqbbk5wv/QnWLB+sk0FRjmWAi5gIBpM1RFV/xL8FeX6HtCqmu0XionSnl8VQIMQULqOWkQBs4n/j+2oyWGS3709QkgIh1wotkNuFwU06aqywliJQH/boEuHkwjEM0kf/9uXfAniOVgEBThh7AlC+BXllsRwbY3YBSx3KVwJXJGz/BPhJhnrzHMqn+ytpDhIGq2PHHMsT257Ir51sD/aWsRAKQsjbgqfYW1cx8DVDXsY+Ym3l11q5/eyScf8dTLpDSQGtFY/c94BDVJEsVvWM32nUEbBnrfUw9An/fI6d3SrUvaKKCNXAuGNgzf3w5M+T9zWkLyCGQWtwbJYpm1vFAxsf4KkdT8W3txzcQmttKxfPvth13NcYURP1trApB8W8T1MXpadnyBPCtBJwUEEyvVxvP9DD9Fiq9lwL8lLJpYge3gO711kLs0P11v/hBit0XGK1/gi14aD3McRJOR4GM4p/3fxXwNuYG6taZ4fuPDwwvNwqhhyXzL2ES+Ze4u2gIv44zptxnu/KcdbBtHUC7HjZrmdR0PRyPG12clulX5AXbzD/dv2+znZz88a1Zq83FFhwCYw/Bp67pdySuEbdKqqMcQvh/J/Fla31BzdhQrVMqRlMOJSo3MWU49hiu5qANUM3q2NWWtOv7Bl0D+iL9MVTK49tGsuZk870JObafWuZ2T7T0zHZKJUBwRiT9puI9e00nmayHPf0p2S88+LP7fRS0Tph8PP6v1p/iUw4Fk7+RHzzidd2c/8L22hvzGNG1nHx39BUjq99+FoaQg3s7tkdL/My6yEIxgwqx15dk/xCleNCKMGbX6ketF4iWjiy8DIYMRv+cRNefvQZQ7nFK+RuoxRnSMiYw80iWGsJUuADpzlkWauawm1ZZZkzppm5p5Z2osQL7u/bHOcrELT8Q8uCKrnDhvBg5sX/+NtNANy01Pq/u7+b/X2Di5tvf/l2xjSOiT+0Yxbg1trW+DFO3Lf+Pu5eezcAd625i0e3PMqnFn/KdcKZ7z/5/azte6VUzxaniB0SNzak//4zRcfpG0iQ16vl2OnZNel4a2HmwGGIRuHgVnjql4P7Nz6aVP2HD64FYM+hPMLz5REZo1rpGehJizAR8eACE7tUYQkjCPe/dj+Pbkm+Fju6dxAxESY0T+CahdcUJWmTKseFUMq0hpX+khkMw8i59ob385JpoE61LGRV0BOuR8nDdXXNhKnvSpuG88q0pkWMR5jceETWerWhIDhYWDoIccAhNFIhlvSh5ibgX7SK+AEFSKNUOnt69yRtb9i/gd09u6kJ1DCyYSQTmidkODKZE8edyJ/X/TkewWLroa08uPFBzp58do4j/eWtU9+KwVAfqs9d2Qf6o/1p43s+P5mBaEpSDy9h8jJ1OGru4OeD25OV4wRyWj43/BNee8TuKwD17bArIWJHv1N8gOHz8u3JcpyQHfctU9/CpoOb0upsPbQVgI0HNrJ69+osa4XyR5XjvCjdw7CSFBP3Lg2llaG4Z2jwh2rIojgFw8i4BRma8GZJb2BC3sr9l4NjnNst0X10ZNeRrNiwgtnts90dEMgtV2x6za0Soih+EnWw+n1swccY2zTWUzuN4UZuOO0G/vjqH7l33b1AstLg94K7VGa0z+BjCz5WcsPBE9ueSDtX+Ujw9Ma9vPWoWDsGIv1wYCs0O6VTyIPazFF2cl6aF+6GA69DfQfstyPL1jTGF9Q74nWRfRXj9BvKfQycPcX5xTExGkqxUOW4rFSO4uuGYvj7Zo5znMc0VBEH/WpZbBUowjkQETjuw/DK8px1p7dPzzj165j62+FTKu117Xxy0ScZ3+SQDb6UszepLLgEIgMw5ujyyaAUndRQUjXBGkY05O/q4zSGPLPjGW55JrtffWwx3t82/43ZHbPpqu/y1O9J404qqWI8vnk8mw5sYtOBTTy88eGkfdmkyPS+/OqOQ+zv6bfCudnrW1j5Uzjts84HxDj3ZncCOy16/82/WP9H+vnotn0APNByDmxrTA8ZN/U0WHwF3G4f0zEVTv+89flXF6bXHUYzTl6U49j1t14Wc5+jYrkHqXJcJVSEUpZ00/pL6g2eqQe3bhW+UQGnvRB8u2+mnmr9lYkprVNy1Ej/ntOklnH4G84wiebRuR/MStXTG7WU448d8zGmtExBRAj5GD0F4M41d+asEwwE6Y/085uXfkNbbRtfO+lrnvrwM9KFG65ddC0H+g7whUe+wAu7khNzyKDTcdpgP6I5s//oQMSuHItHv2UVHNwBTVleVjJEHUlDBE76BLz6oOWD3tBpuW/07oc1g4vbT99/Fzy/O/34iccmR8VIjGLylv+0UloHgtb6lDKOpcUkkxKcj+W43E4nqhzng19vfC7aKeSt6JK5l/DXTX/NXdEl8Qx5pbhtbUXXjSW0FD+igASIkK6cu33gTOywVr7PHt3st2hZiV+rClDyi/qC53CffDw4qnj9DXFEpAO4HZgMrAcuMMbscah3L3Ac8DdjjEN2heonFrKtMdzoOfxaLtbtWwekW6czyfHoVmth0qH+Q5778luhd9NfrkQjTiOCiDCho4GNu9P9dON+x8dfCfd8xvr8+K3+vaROPNb6S6T/cJJyDMDWZ9OPHWu71cUSlCSuP2kdb/0NcTKlS09NApON2DO/nJOCoMpxhVAcpeHYMcdy7Jhjc1d0STGy02WOVuFugV65mdU+GL4pm2zTRzbxvYsW0FSrP7kkhuDUYrF9R0vEdcAKY8w3ROQ6e/szDvW+DTQAHyqlcKXg4Y0Ps+HAhvhKeb9WxM/rmsc966y8VS/seoEXd73oejX/b176Td79ltpynI1cBpZjJrU7K8cxy3H75CJIlYFwPQOLPsCWbXfQG6hjb7CT+bOnwv7XrUQk0Qgcce5g/ZhynCX+9VAlU9KbaDQfy7G7cdRLJAwv6JNa8YyfluPMGfJcHDzxeLuN4pNJztgU64BjzM3kOcNyKMaV9DKR3ec4T0bPs1aKD8MHUZE5BzjV/nwb8BAOyrExZoWInJpaPhS4Y/UdSQk+sqWJ9sKklklJ2z9Y9QPPkSPyGYMrKTFSbChoqAlxwCEB2tuOGkNNULhjZXKkgr4BByVryyp44mcw751QW5yZuejU0/ldR1t8+7JjFmeuHAzDQI+viYvKzR/W/oFl65fxhglv4PyZ52es54/l2PrfrY3BzyyUiQydqzfEqQQlp7QyOCf9iCtYF9+e8Rh/kZT/PJyDN33TefqthBTLBcYv62g8bE++99ZxV8JRF0K4znOfSlZGGWO22J+3AgX5qIjIB4EPAkycOLFA0UrHgpELWDx6MQ9ufJDGUGPuA/LE+eXaX7Jl8is1NcEgV54+nfu3dvCHF9aR+posIrQ3pL+MDGSyQL58D/QegBM+WgRpIeplvIspxT674JSTZeuXAdZsSkw57o/2c9vzt3Gw72C8Xl/UOQa0N59jb+NzsX47qhyXlep6SBdTOXYd5zhLCuJiktd3b59k/VUABcU5znJ+y65ohmqsFOuKZ0TkfsApDtb1iRvGGCMiBb0NGWNuAW4BWLRoUdX4nTTXNDOncw5zOucUtZ9MFrdMuPk9p1rUKslyDHDMxHb+tjOzq0fAIWxFUiKQVPodTNA+4ckWEFOOh5Dl2Ildh3exavsqRjeOprnGstjXBmupD9XTGG5k5+GdzGyfiYjw9mlv99y+a8uxx9+OW4b21Ss2fvkWFpqdrkQUQ4ZMbQ6mi85NKXw83TyMKuEapVJsa381+tcW65xU4vXPhjHmjEz7RGSbiIwxxmwRkTHA9hKKVjE01TSVW4S86O7v5nerf5dUFgxUjs+xGxJ141NnjeChl3fQH8ligSziz8/TKBezGA8Ry/G+3n2O5d12YpN3zninry+PcbcKl2d9w4ENrNiwgonNE5nRPsM3OVQ5LidV9jCN4VYhKkRxGkwf7cJyXAIsxcdUnQLUVd/FlkNbCvKX9Ouclz6BizsCYgWcV5K4G7gU+Ib9/13lFac8NIWrTzk+2HeQ6/56XVp5SKrrcZ8YqWhCRwMAvQNRjLHHYQmULC1zXm4VFeTGUgjX/y1pIokXdr1gZT20z0ksSZPfZDvlHXUd7O6xwunFFsw21zTz7yf/u2/9V9evZchSCSpCbooRyi2z4pXBzcJpUVcxFVYPynkl+IWncsncS1i9ZzUddS5jfXqk4HMf9zkuHakyzx7T4rzQZ3jzDeC3InI58BpwAYCILAL+1Rhzhb39V2A20CQim4DLjTHLyiSz78Smi/2mqaYpyVfTK9nG4IP9zu1WquV4VGsdO/fB9FFNTOsafBlJ/J3WhCyXkP96eC3/+2Qt33jnUSVVjj3ZeWLuKxV6vgvlh6t+CAwqxQ2hBl/bj4dyy1LnC8d9gb29e4mYCM/seIa7197tu3uFKsd5UXlKULWTFsrNuHerKAWVIodXGsINzB85nw37N5RNho7GGg72DDhbjuNTaOWjJhigJlhZ/pjlxhizC1jqUL4SuCJh++RSylVqimU5/tyxn+OFXS+wo3tHfLFTsamkUG6JjG6pY2ZXC589OXlqPnG0qA0N/j53HLBjQgeCVsg0xyP8xdssqC3HEHGryETPgOXjXR/2FmnFLdnOeTgYjmep3HJoS8Z6haDKsZLGuKZxbD64Oa3cq5WwEAtz5fiySsL/piKtw27wW+6jRxzN3WvvZtGoRTnrTrSnRJ3f6yv4fFbMPaiUitRxp1hTxi01LRw35jiMMUxvm073QDc/fe6nro/P9nuunLEzM6kyOoX6SnSrCCe8vO7iUa5acRvfNYYk9VMEihTWy9MprWu1/q9Sf3UvtNW2+W85ti+121NerJc+VY4LosBByMMvrpRK2bWLr3UMj1IR0SocFPRSPAsqWIUrOk7XfVTjKG5aelNJ+qoWqll2xSIxoUBXfRcj6rOkJfYBEWFO5xx6I5kz5L1n7nv45Qu/dN1mSTKY+oxTqK/EoT5ROd7L04ynlh6ipNlm//79osjn6YwefyXs2wRdM4siSylx0gNOGHsC7579bqImSlCCvrs1xt03XZ70YkVhUeU4H6psUZZXwoFw9piYRRh7M2XISz3TzgpICUK5iYDJEdaskpWjShDNKQpfRQjmD9WolCjJJCppl8+7vGR+uk7Wr3fPfjdzOubQWd+ZVTk2xrCrZxdd9V3s7tmd0ffSa6KRUpLL2l0TcqEA7d8C+zb6JFEynhbk1bVA3dyiyFFqDg8cTitrq20jIIHihQaMPRJcnvLYb8fvZ4kqx1VCJSgRpQzlFv9luApzp0pJMSnmgsdY0yVdkFcBvyWlMkm0HJcyMo2TciwInfWdjvUTX8TuXX8vf3r1T3xq8af49uPfZmJLepKV9817Hw1hf6e//cTpxTLx9AccrkU09ZgiKcYwfD2sYuHaYkxvm87i0VmyA/rAoG7s7qQXS0nXVSiKZ0phIYv1kKr3lkuxCbj4qVRbmLdSU64ELqVCle7qJ9FyXMqMcl7HjoHoAL2RXvoj/byw6wWA+DoRp8W32RYWFsuvOsbnj/t8xn2xZ4mTW0WiQux0dgZSn0NHZk5rXCjV4MddDLoHBpXjiS0TuWbhNfGFcMUi9ltwe8rV53hI4uEHVwHPXdcPfw8Dfa7wcGluFQ5td9ePpgXoqRtZtLAH8bdZh1+sKkXVhV4vJRMxH8uxTWMZ1VhQxuyCOWrEUVn3f/KhTwKDobR+9eKvPPfxrVO+VXTXESd3jtTx3nFcFefPMSKpBTXFS+89PFXjZOXYzeJrP/DoVUEgoD7HQ5chZD3zi/hg6eLc7Oxcwj0dAU7sWgg7ihsWSf1K/UbvfaVyiFkw3zD+DSXve/Hoxbyy5xW+ePwXPSXtSVRgMpFp6rkUrhZupr0dF+Qhjp8BDvT0M5CqUBcxdNowNRyzp2cPAJ899rOMbRxbkj7j4T1dnnS1HFciw+wXExvkcimI+ag7aZYEl9ErrEJhe3h8Hr26IO4UK8PXfDDsUQV+uBDzOS5HwoxLj7g0474rjryCdfvW8dDGhzhh7AksGbMEYwwRE6Ev2sfNq27O2nbRFk+5wJVy7BDKLZNdxGB4dcchNvcdZmxTgktIwgvFVtPPRtPHQmnwxXfU04I8Bw4PHOYfr/8DgJPGnVRQxtJS8rfNfwOsRXilchscnE12hyrHSsWQ8Y2u1s4mNeNs2P6wq7YyTXHPaZpIDcLpjZPzkNB/vC4SGEoUM3102hNQ9VDFBf2RfsJFsBTGLJhu1hiUkvkj5zN/5HzOm3Fe2j4nq2sq5XQlctW3w7AaSDjstQNrOczr1DNovTzUn+JYkeAj/rWIlRhidyDCGz1J61o8T/zs+Z/x/M7nAdh0YBPvPeK9hQtVAkISoqOug8Zw8VxWUhm0HCeXH+wd4IblqxndWsfEjgb29wxw3oJxqhxXFPHc6ZWZcahY5BzkQjVw8e1waBtsf9iVIhl/G02p2hqq5zuhCVDT6knG65Zcx87DOz0dk51YeuPYIoEKV47P+xFEKzMVcvYweIrijtV7VvP9J7/Px475GDPb/Y0lG1M0KzXVshNuLLPlXCzs5lw6PysGZf7ZSz9kIweYydWDY3HqVwqlW2O3Gn+SgkSjhY372w5ti3/e3r29UHFKxoAZYFzTuJL2mWl9z28e28C6nYdYt/MQ/1i7C4BpIxoZ26nRKiqHWW+G2W+FOW8rrJ3YoFbfkbuqn+rDrDeTjzpSjAE2tpikva7dFxnGN49n/sj5hYqV3q/9fzaFvyKiVdS3Q6Nz+CfFpgIuk5I/q/esBmDNnjW+tx13q6jQVMv5Uk7LsVuXjph/a4zU4XRsW/LCvmhqKCPbctxf6QaMKqJYMzRZyXCrHuhJT0gSNaZoL7KqHOdDqAaOuQRCtYW1U9MIx18Fp33OH7ncsvBSuPg3eR/up2vB1LapXH7k5bxzxjvTenFCIw1UL9mu3VAIVX3cmOMAGNVQ3igHSv5EopZyXE4f3WJQVstxlheNt059a/zzj57+UdK+1NjGdeHkdja3Lxnc6JwOwRr6jeE5M5i4Ii0Wcp4Uqm9X6/3UH+0vaUhDGHxOpBrrewbS4pMA6nM8dJlysqtqFWGV9IhbF4QFIxdk3pnyvct1HsY3jmb3gdeyDhRVr7gf92GobSmrCKU4h2l9nPlV2L0WNv2poHaXjFnCkjFLcldUKpLeSC/fevxbQHW5VbihnD7U2X7T09qmMaphFNu6t+WMupE69G/qOh5O/zxEI5bBatda/ju6gxdMT7yOXw5mhRqEqvXZ0B/tJxQorZqY6RHf2+98NTUJiFJ2qlFB94tLp7+Tq4+5mtZabz7QVcXUU2HcMeWWovSMmAmz3lRuKZQyc7DvYPzzkHOrKOPYLSJ88fgvZtwfUzxT3SoSF+Q5SS+BqLXuJ+ZrHG5IUowBGDErH5HTKNDluGqfnQPRgTJYji1SX0h61XKsVCpe334LGhDGL4bO5TAv2d2iXBaQ2mANM1qLFC6uwqnWgV0Z2vx53Z95cOODDEQHCAVC9EX6OGrEUdSF6jh1wqmeFxIlWsiqdRo8E+X+DY9sGBm3EEOy61GicrPpwCbGN1vjbOrzJlVpCqT6YjWluzMZn172C12IXc2W45Irxw4Z8vb39LN9f29a3Z88sp6vv2NGUeRQ5VhxjdcfeEEDSk0jvPHr+R/vF6oY+obTA7o2FKC1Pkxra3FT2CpDk8MDln9pf9SKSvDU9qcAK13yuOn5r7IfapbjSghN99ljP4sxhihRaoOD63USXVj6In3xz05D72buJoplHX5u//08sW0kC0cttHYGAtAyFg5sg/ZJ0N/Nqu2r+OlzP+V9896XU77nX9/Hmu0HqQ0F6WqqYcbIZlobLMWwUM/lcr+c5IMxpjyWY4cAVnes3ORYt6cvwouv77eO8/kFRJVjxTWDb3TZh4q2ujYAzpp8VhGE8L9Jv6hW60Auivm9BGFKVyM7A8kh8xTFDaFAiFAgxEB0gJaaFi4/8nK+9+T3XMX+zYZajv0nk+9qpt/8qJb0F+ZDrIt/Pjiwl58+91Pmdc0bVLabx1h/YEXuAf6++TEWtb3DWaagUBcOMqWrke/ctzppX1dTLd98l5XCu1DLcTXeT7FU6iX3Obb/Twyft31/j3NloCZYz9KJS1k8erGvcqhyXCVUk9JQG6zlpqU3FaXt0p+H6jnvijuq6bekZOeG025wLM9HOU5UgIaa5biS7/lMintNKMCo1jq27etJkz5EM8ZY0+yRaAQyXC6DYe32Q9ywZbVzBZsrT5+eVrbz4OA0fqHRKir5/GciNhtTLstxImu2H0wvtOkdiDomxykUVY4V11TjD9w3hnHszEqwOimKW4ISdExHnIvEBUBDLVpFJZOPy0eAMAZLeY0pcU6s3nqQ/kiUtxw1hqMntCXte+DF7fzzVSuZxKs7DmXtbzguyIu5LNUWGrLWM+k+x9m4e9XrPPzyDka31vG+E6f4JoUqx1VCJSmm5UyhXPLz0DkN9m+GcEPOqtU4AFYKRTlzJ14NtotPUl9er5Ne16pCRPKaBk+0Ng85y3EF38OuXQ4SvkJAQnHlKTb970SPnWJ6+sgmpo1oStr3zKa98c+H+zK3AYU/8yo+s6oDMeU4lqirVARSblWnc3fl6dP54YNrMMZyfwEIpR5YIKocK1VFyQf5xR+AmWdr1rlqZNIJ5ZZAKQK5FA0hP+U4UQGqRh/RaiX1XD+/63luXnWznen02Hh5Q02QtoYwwYBg+mqI2tc4m+V4sA/rubHt0DbuWXcPZ00+K8nQ0t3nHCYsRqG6bTkNSvkSiztdH6rPUbM4xK5vxMFsf8zEdm691F8f41RUOa4SKuHNvyJkKLXlOFRjWY8V32gMNw5uxBZ7TD4JDr1Ukv4raRZG8U42SyFYylZftI/fr/4987rmMatjMNbtk9uepCZYgzGGPb17uPOVO7lo9kVpyVuGmuW4knnP3Pfw5b9/GbCUyLvW3AXAqu2raElQjgVhUqc1dmzeHiCmzrpRjn/36o/5r5fXxV+aVm5byRkdn43vP9zvrBz/4p+v8ZYjx8QVtXyJZV4E8nL5KQdxy7GLWVM/ib3IxM54oS4t+VIW5VhEOoDbgcnAeuACY8weh3qXAp+3N79mjLnNLl8I/AyoB/4MXG2MMSLyVeAcrMQ424HLjDGvF/XLDCMk7gtUfW/BSv74qUy+b977mNwyebAgGIILfg59B+AfX/atH2VocnjgMCs2rMhaJyABHt3yKAAPbnyQq4+5mhntM+iL9PGT536SVv+utXcxf+R8HtjwQFIb1cSnFn+Kbz/+7XKLkRdd9V3xz5kWUqY+cQIiHLatvblelsK0sLNnCwQyP7ee3bTPsfyhl7bz1IY9vL9AX9bE75VL3nKxp2cPNzx5A7sO70oqL5flOKZnFPpiki/lGgGuA1YYY2YAK+ztJGwF+ktY8ypLgC+JSLu9+2bgA8AM++9su/zbxpijjDHzgT8CmdPyKJ6pCMuxY6xcy8pTEyzvA00tkrlZOGohnfUpLiqhWiRQicqIvgRWGg9tfCj++cJZFzrWSf0dfu/J7wHQ3e+cnjgoQX790q/5y6a/xMtKbS0rlKZwU+5KVYDbKCPhkNA3EOVQ30BOy/EU3sf8rmOz1onxkdOm8ePLFvPjyxZz0gxLad/X3e/reuzXD77OxgMb/WvQJ37xwi/SFGOAttq2ksqRGud4uCnH5wC32Z9vA851qPNGYLkxZrdtVV4OnC0iY4AWY8w/jfVq8fPY8caY/QnHN6JPN1+JW44r7LSedcQo3rlwPKfPHlluUYYkpVT6K+EFTKlc9vbuBeATCz/ByeNPdqyTyep7aMA5IkEwEGTroa3x7YtnX5yUpGIoUC0v7jc+dSOvHxyc7H2s+9vs4tG0ekeNawOguzfiyq0i7DJWbybf40KfeWObxiZt3/HyHQW15ycbD2zkqhVXsXpPeri7d89+dxniHFv36v/704tA+dwqyqUcjzLGbLE/bwXS8z7COCDx9WqTXTbO/pxaDoCIfF1ENgL/QhbLsYh8UERWisjKHTt25PcthhmVOsCGgwHefOQYQmW2HCv5U6n31nBFRDpEZLmIvGL/3+5QZ76I/ENEnheRZ0TE2ZTrI32RPjrrO5naNjVjnUzKcTbLcaLyU/rQVUo2dvHPtNFh/qi5iEB/JOrKTcFJwZvc1ZhWNqLZ+dr7sSBvdOPoihzn7nzlzoz7yuFeFAomn6NyWY6L9kogIvcDox12XZ+4YfsK+/btjTHXA9eLyGeBq7BcM5zq3QLcArBo0aLKMoVWOJVmOVYUL4gIZ0w6g4nNE8stSiUTc337hohcZ29/JqVON/BeY8wrIjIWeEJElhlj9hZLqHzT2a7avsrRMgbpi+8qUYEZbjSEG3jjpDfy71tvS9t37aJrmdQyif945DfsONDLr1+4gwPTD3DSuJMythdyiFs9f0IbXz/vSEJBy385HAwwOkMa+0IVtKiJEpBA3mEGy0VISr8srSaUrJBHy2Q6Lto3N8ackWmfiGwTkTHGmC22m8R2h2qbgVMTtscDD9nl41PKNzsc/z9Yi/UclWMlD/SZoQwRzp1+brlFqHTOYXD8vQ1r7E1Sjo0xqxM+vy4i24ERwN5iCdUX7cs5zetk7Vq2fhktNS0A1ARr6Iv0xfcFA8Ek62O1LcYDaKltSSub2DKRDfs3ZNxfyYQDYZprmh33jWseh4jQEVnKTv7Oi9t2Mqnt2azKcaYXnkzKcCqFqmcx5TgggYJTm5eScvwWUtcODTe3iruBS+3PlwJ3OdRZBpwlIu32lN5ZwDLbHWO/iBwnloPie2PHi8iMhOPPAUoTG6oEVII1Iy5D9bz4Kn5QwluvEu5zBXDn+hZHRJYANcDaDPt9cWMbiA5QE6jJWsfpgb6/bz89kR5mts/kO6d+J2lfSEJVZc1zIhwIc9PSm+Lbp4w/hU8v/jQ3Lb2Jm5beVHU+1EEJZlTMYhn1WpnLNK6gIdCZ07Uin6UMiW56d6wc9PAM5pFsIlE5riZK7W8MlptkjEjUOMY5LgXlulLfAM4UkVeAM+xtRGSRiNwKYIzZDXwVeNz++ze7DOAjwK3AGqzB+J5YuyLynIg8g6VMX12i76MoupisAFQpLj0icr89Xqb+nZNYz174nPEJZc/+/QJ4nzHOZjFjzC3GmEXGmEUjRozIW+b+SH/OB3bqvRSUIN393fQM9MSVxK+c8JX4/lf3vUpvpDe+XW0KTCKjGkbRVtvGBbMuKLcoBSEiGa9z6vUJSshROU5O6uJ9fDlvwTg6m2qYM6aFUS11NNWFaK0P84W3zvXcVtRECVB9ynE55A0n+Bz3R6Jle3EtS5xjY8wuYKlD+UrgioTtnwBpgSntevMcyt/pr6RKIqrAVAjvuAUG+nLX8wm97kMTH1zfEJEW4E/A9caYfxZJ1Dj90X7qw9njrqY+0JtqmtjXu4+D/QfjUQM66zv56olf5QuPfAGA3T2709qpRr5w/BfKLYJvZFKOU40QAQmxdu/apBccAAyEaLKP8d5/U22Ib73raO8HOhC3HJfNHpkfQQdf7WITTvA57otEh51bheKSSlr8ppbR7JRMiaxrhab8rW+VSDXcW++Z+55yi1BKcrq+iUgNcCfwc2PM70ohVH+0P+eCvFTluCFkxSze17uPuuCgj2l7XVoADsfjlfLg9jrsHbBcHn6/+vdJ5QYYx3l2W76KlhNjDAf6DsT/BqID8QV51UQ5MkUm+hz3D0SJDCfLsVKdxJS/cND7anFFqXaOG3Mcv3zhl+UWo1R8A/itiFwOvAZcAJbrG/Cvxpgr7LJTgE4Rucw+7jJjzKpiCeUmWkWqAtJc08yWQ5b79I7Duf2ddaak/AjiWjGLefIc6DuQUj64XKLUSukvXvgFj219LKlsTuecqktLXg55E32O+yNm6EWrUPyhkgZqEeG86ecxt9O7z9VwoNqsAkoyJ487mb+//vfBgipfpFUIblzfjDG/BErytvDS7pd4YtsT7Dy8kxntM7LWTZ26ntc1j40HNnJ44DDHjnGRKU1/xmXHYFyH7AtkDTdmXcwprdOSsyYUmV09uxjRMILTJpwWL5vRNoObVt2U5ajKoxxuFYkLHh9evZ1jp3RmqV08VDke5nz+uM+zvdvRndCRpZPSnpclYXzzeDYd2JS7oqLkyYWzL+TC2UXPY6F4ZH/ffm56alCp6KjryFo/dTq+PlTPt075FuDuBbba/EKHKm7dKgIZrJuJr7YTmyf4IJF7ItEIXfVdnDL+lJL26zfltnTf9/w2RrW4C7fnN6ocD3NGN45mdKNTrpbK4upjrmZ/7/7cFRXfqaTZC2X4sadnT9L2CWNPyH5Ayu3q1ddTZ4DKjyCurZa7D/XS1uSkyhhiN0OgxE7HERMZEr7r5Rr7b710Eb9/cjP3PLuFwxlSehcbVY4rnEpakFdO6kP11Ieyr1JXqh9VTJRUJrVM4sbTb3R9b6Rafr0+4PVlsPQsnbiUFRtWxLcXjFyQU7kUiXk+RVizrYfjxibvt/bZynGJx5V8MzkqFiLC/Amt3PPsFnoHypM0RZVjRVGyUgqFVZViJRte7o+hYLEbbpw34zzOm2FFluju76Y+VM/rh17PekwsFXPMgJRqSLLsxjHl2H+ZsxExkbK7JFQ7sYV5Pf3lsRzrKKIoiqIMGQp90VLlurw0hBvi13BiRwPN9WFqQunXJKbwjuJ0gPS0zCaxbuktx6ocF0ZMOS6X5VhHAUVRslKKaeZqmcp+4+Q3ckTnEeUWQ8mCF+X2vXPfm1ZWLfficKChJsTUrkbHF56YwtvCHBqYSHd/d9J+k+hzXGLlOGIiZYn04Dc1weyp2ovJoHKsPseKoigVyOCD9W3T3lZGORQ3eIk2sWTMEn7+ws+TytTFpzIY0zgm6/7EyxSkjn29BxiIGkJJPhTlc6sIZQ0xV176In30R/s51H+IwwOHk/adMPYEghJkbNPYsi7Wj6WR7u1Xn2NFURRFKYwCFSG1HFcGAQnw3VO/y8cf+njOukHqeXjNCxj6OWpCK4IkJQEJFkE7jpoor+x5hZENI9OyLUai5bMcv7jrRTYe2EhHXQcLRy1Me9mLmiifeOgTGY+/eM7FxRbRFTFXmlUb95alf1WOFUVRlCFDoXGK1XJcOYSDYTrrO9l1eFf2erRg6Lc2bG8Ky+XYupbFuKb3rLuHe9bdA8BNS5OTe5TT5/gHq34Q/xyQAMeMOiZpf6ql+NIjLsUYg4gwtXVqSWR0QyhQXq9fVY4VRcmKKgtKNVHogjq1HFcfbcynnvGA4fPHHcvXH/2Kvad413L9/vUZ9w2YAUKB0qtXJiWr58H+g2l1Un2zF49eXFSZ8iXmVhHjpouP4apfPVmy/lU5VpQCUeWxcFQhUfyi0N+j/p4rCzdjgxCgjpEAtNZYLg7RaHlyBERNFGNMWSzHA9GBnHW6BwaV40qOqJH6O0xVlouNKseKolQMqiQrhaKW4+HN2u2HeHbzPqJRwzSEj5w2reh9xtwSwPI3Bsric9wf7c+4byA6wMG+g+zo3lFCiQrj3995JNv39zK2rb7kEUdUOVaUAmkMN9IX6dOHagGotU7xi0J/h3ovVjc33L+aaDzIsbBwUofvfQxEB+gd6I1v/+S5nxCUIF0NXXHlOFu0irSYzD4QNdE0f+IYL+1+iZueuimtfGpb5fgYOzGyuY6RzXVAustIsVHlWFEK5JpjruGl3S/5EhPyqPFt3Pf8NmaPbvZBMkUZfkxrm8azO5+lL9KX1/H6kltZpGa+84b7axk10YyW16AE4z7Ej299nNuevy1p/1Pbn0qrP6pxVOa+8F85/sGqH/Dy7pcd963duzb++aLZF9Eb6aU+VM/RI472XY5iUeqXVlWOFaVAOus7OXHcib60NWdMCz++rDIXSFQ709qmJT0klKHJKeNP4YSxJ3DNg9e4qr949GIe3/p4fFstx9XB8dO6eOil7QW3c9WKq3yQxuJTiz/FpJZJOesVwwqaSTEGaKttAyzF2K9nVTl4w6wRLJni/0yAE6ocK4pSMRRTMbly/pWOq7eVoUei33Gue+qU8ackKcdKdfAvSybmVI4lR1i/3khv0vaM9hnM65yXVLb98HYe2fxI1nbCgTCXHnGpK8UYYOOBjdz67K2A5Sc8pXUKZ048k7vX3s2Zk86kqabJVTtuiVnE54+c72u7pea9x08uWV+qHCvKMMKL8jm5ZXLWcEV+Uoqp7JpgDR3B0lgdlPLi5X6q5BX7iqV4OhEoMLHHXWvuSls0N7V1KksnLU0qe23/a7mV42DYleJ5+bzL+c4T3wFg3b51GGPY37ef53c+T1ddFys2rGBf7z4um3eZp++Si5iLUU2gfOmgqw1VjhVFceTKBVeyu2d3ucVQFM8kvgRmUq5ipCpIpV74o2TnQ0d9iK/8w4pb7P1FJrMCvfy15WllTrGJG0INHvvMzNS2qTTVNHGw7yDnTT+PnkgPv3npN8CgFXvA5A7H5pbYwr++qLVgvByxl6sVPVOKMozwEuaqPlTPuKZxRZRGUYrHBbMuYPPBzTkXHaUqXIUtAFP8ZkTDCG48/Ua6B7qpDdYWtS8n5bs+VF+cvgJB6qiLb2cLw5aN7v5u7lh9h+O+WOSM/kg/4WBY/ek9oMqxogwDxjeN54xJZ3DyuJPLLUpWNFKA4henjD/FVT295yofEaEx3Oj9OI/X1sl4UBeqc6iZzJFdR3rqByxFPBwanNXIN7rKAxsfyOgz3z3QzeGBw6zYsCKvtoczqhwryjBARDh3+rnlFqM6UWvLkKYcyRqUUlH4bzcUCPGWqW/h/tfup7mmmQnNE9jevZ0Tx53Iyq0recvUtzCtzXuikWAgmOQD3BfNTznOxrL1y1i2fpnv7Q4HVDlWFEVRhi2FZtRThj5vmvIm3jTlTWnlbmcnnAhJKMkq/cCGB/Jq595197qqV+2RKkqNKscVji4OURRFKR5pU+865A4hKnfWJyCBJH/mfN0qcvGGCW/g/JnnF6XtoYwqx4qiKIqiDDkq2Z88FAjRWtNalLa/f/r3dUakQFQ5VhRFUZIQkQ7gdmAysB64wBizJ6XOJOBOIACEgRuNMT8qraSFk6pEaLSK6uF7Fy1g98E++qNRolGDCESicIU7T4OyEpQg4WB6mMFNBza5biPTzLIqxoWjyrGiKIqSynXACmPMN0TkOnv7Myl1tgDHG2N6RaQJeE5E7jbGvF5qYQuhtbaVC2ZdwL7efSxbv4z2uvZyi6S4pKk2RFNtdaoxmRaC7jy8k6iJulJwB6L+xURWkqnOu2oYoXEJleGAWusqjnOAU+3PtwEPkaIcG2MSnSRrIUeu3gomtrDqbdPeVmZJFD84f+7Z3PHCvVx24uRyi5KRWEzlG067gb5IH5/+y6fj+3ojva7iK+cbG1nJjSrHFY4uyFOGE5XlIzisf3ujjDFb7M9bgVFOlURkAvAnYDrwqWqzGitDk48teQ8fW/Iez8eV8iU9phyHAqG0zHW9A+6U4/s33J9WdtkRl/ki33BHlWNFUZRhiIjcD4x22HV94oYxxoiIo9ZgjNkIHCUiY4H/E5HfGWO2OfT1QeCDABMnTixYdkUpBqXMCJotlXMslXQ2jDHct/6++PbM9pl86OgPFT2L4HBBlWNFUZRhiDHmjEz7RGSbiIwxxmwRkTHA9hxtvS4izwEnA79z2H8LcAvAokWLhrVJXikPS0Yv4bGtj8W3P77w40RNlOaaZiImQlCCjG50elcsDtl8insiPTmP39+3P2n7w0d/2HGBn5IfqhwrilJcjngH7Hip3FIo3rgbuBT4hv3/XakVRGQ8sMsYc1hE2oGTgO+WVEpFccklcy/hPXMtVwtByr6eJ1v/PQO5leNdPbuStjVChb/o2VQUpbgcfSGc8aWsVWL+d2ObxpZCIiU33wDOFJFXgDPsbURkkYjcateZAzwqIk8DDwP/YYx5tizSKkoORISABAhIoKyKccx1IyTJtslJLZPin2986ka++8R3OdR/KGM7B/sOJm2rcuwvajmuEsr9lqsoxaQuVMdHF3yUCc0Tyi2KAhhjdgFLHcpXAlfYn5cDR5VYNEWpai6fdzkbD2ykIdyQVH7l/Cv5y6a/8MdX/wjA2r1r+dOrf+KCWRc4ttM90J20rTqCv5TlVUNEOkRkuYi8Yv/vGFhSRC6167wiIpcmlC8UkWdFZI2IfF9S7goR+aSIGBHpKvZ3URTFH2Z1zEp7YCiKogwlGsINzOqY5Vh+9pSzk8r+sukvfPnvX+ZA34G0+t393Wllin+Uyw4fCzA/A1hhbydhZ2j6EnAssAT4UoISfTPwAWCG/Xd2wnETgLOADcX8AoqiKIqiKH7ymcXJuXZ2Ht7JL1/8Jbt7dnOo/xBPbX+Kp3c8zfr969VaXETK5VaRM8A88EZguTFmN4CILAfOFpGHgBZjzD/t8p8D5wL32Md9F/g0DgtIqhmNd6woJWb6mbD2ARi/pNySKIoyTJjQMoGblt7E2r1r+e4T1vrW53c+zxd3fjGtbkddB7t7dpdaxGFBuZRjNwHmxwEbE7Y32WXj7M+p5YjIOcBmY8zTud6oNO6moihZaZsAF/6y3FIoijIMmdY2jc8e+1n+/dF/Tyof2zSWd896N+FgmPbadnYc3sGWg1sytKLkS9GUYz8CzHvsrwH4HJZLRU6qLe6mTp8oiqIoyvDBKSnJ++e9Pykec1NNE1Nap5RSrGFB0ZRjHwLMb2bQ9QJgPJb7xWb7c2L5ZmAaMAWIWY3HA0+KyBJjzNYCvoqiKIqiKErZcZNWWimcci3IiwWYhwwB5oFlwFki0m4vxDsLWGa7Y+wXkePsKBXvBe4yxjxrjBlpjJlsjJmM5W5xjCrGiqIoiqJUI1cceUXStkb0KQ3lUo5zBpi3F+J9FXjc/vu32OI84CPArcAaYC2Di/GGHDPaZwD6tqgoiqIow435I+cnbYcDmiK6FIhGQbB8jleuXFluMRwZiA6w8/DOkuZ8VxSlPIjIE8aYReWWo5hU8nirKJXIrsO7CEiAiInQVa/pG/wi23irGfIqnFAgpIqxoiiKogxTOus7yy3CsEOTcSuKoiiKoiiKjSrHiqIoiqIoimKjyrGiKIqiKIqi2KhyrCiKoiiKoig2qhwriqIoiqIoio0qx4qiKIqiKIpio8qxoiiKoiiKotiocqwoiqIoiqIoNqocK4qiKIqiKIqNKseKoiiKoiiKYqPKsaIoiqIoiqLYiDGm3DKUHRHZAbzm8bAuYGcRxFEZqlMGqAw5VIbqlmGSMWZEMYSpFPIcb6F6r6nKoDKoDJUpQ8bxVpXjPBGRlcaYRSqDylBJcqgMKsNQpRLOp8qgMqgMw0MGdatQFEVRFEVRFBtVjhVFURRFURTFRpXj/Lml3AKgMsSoBBmgMuRQGSxUhqFHJZxPlcFCZbBQGSyGnAzqc6woiqIoiqIoNmo5VhRFURRFURQbVY4VRVEURVEUxUaVYwdEZIKIPCgiL4jI8yJytV3eISLLReQV+/92u1xE5PsiskZEnhGRY3ySo05EHhORp205vmKXTxGRR+3+bheRGru81t5eY++f7JMcQRF5SkT+WI7+7bbXi8izIrJKRFbaZaW+Hm0i8jsReUlEXhSR40spg4jMsr9/7G+/iFxThvPwcft+fE5Efm3fp6W+J6+2+39eRK6xy4p+HkTkJyKyXUSeSyjz3K+IXGrXf0VELs37RAwRpALGXKmQ8dZuu6xjruh4q+NtsgzDb7w1xuhfyh8wBjjG/twMrAbmAt8CrrPLrwO+aX9+M3APIMBxwKM+ySFAk/05DDxqt/9b4N12+Y+AD9ufPwL8yP78buB2n+T4BPAr4I/2dkn7t9tbD3SllJX6etwGXGF/rgHaSi1DgixBYCswqZQyAOOAdUB9wr1wWSnvCWAe8BzQAISA+4HppTgPwCnAMcBz+d6HQAfwqv1/u/253c/7o9r+qIAxlwoZb+32yjrmouNtqiw63g6z8da3m2co/wF3AWcCLwNj7LIxwMv25/8CLkqoH6/nowwNwJPAsVhZYEJ2+fHAMvvzMuB4+3PIricF9jseWAGcDvzRvvFK1n+CHOtJH6xLdj2AVnuQknLJkNLvWcAjZTgP44CN9kATsu+JN5b4njwf+HHC9heAT5fqPACTSR6sPfULXAT8V0J5Uj39K/+YS5nGW7utso+56HibKo+Ot4Pbw2K8VbeKHNjTEguwrAijjDFb7F1bgVH259gNHGOTXeZH/0ERWQVsB5YDa4G9xpgBh77ictj79wGdBYpwA9YPIWpvd5a4/xgGuE9EnhCRD9plpbweU4AdwE/t6c5bRaSxxDIk8m7g1/bnkslgjNkM/AewAdiCdY2foLT3xHPAySLSKSINWBaDCZTvWnjtt9jyVDXlHHMrYLyFyhhzdbxNRsfbYTbeqnKcBRFpAn4PXGOM2Z+4z1ivIKbYMhhjIsaY+VjWhCXA7GL3GUNE3gpsN8Y8Uao+s3CSMeYY4E3AlSJySuLOElyPENb0zs3GmAXAIawpnVLKAIDtX/Z24I7UfcWWwfbvOgfr4TUWaATOLlZ/ThhjXgS+CdwH3AusAiIpdUpyLRxkK0u/Q4Vyj7nlHG+hosZcHW9tdLwdnuOtKscZEJEw1iD9P8aY/7WLt4nIGHv/GCzrAsBmrDepGOPtMt8wxuwFHsSaQmkTkZBDX3E57P2twK4Cuj0ReLuIrAd+gzXN970S9h/HfoPGGLMduBPrwVXK67EJ2GSMedTe/h3W4F2Oe+JNwJPGmG32dillOANYZ4zZYYzpB/4X6z4p6T1hjPmxMWahMeYUYA+Wj2q5fp9e+y36eFGNVNKYW6bxFipkzNXxNgkdb4fheKvKsQMiIsCPgReNMd9J2HU3cKn9+VIsv7hY+Xvt1ZLHAfsSzP6FyDFCRNrsz/VYPngvYg3a78ogR0y+dwEP2G9WeWGM+awxZrwxZjLWtNIDxph/KVX/MUSkUUSaY5+x/L+eo4TXwxizFdgoIrPsoqXAC6WUIYGLGJzii/VVKhk2AMeJSIP9O4mdh1LfEyPt/ycC78BavFSOaxFr30u/y4CzRKTdtgydZZcNWyphzC33eAuVMebqeJuGjrfDcbxNdULWPwNwEpap/hmsKYRVWH42nVgLJV7BWrHZYdcX4AdY/mnPAot8kuMo4ClbjueAL9rlU4HHgDVYUz21dnmdvb3G3j/Vx3NyKoMrp0vav93f0/bf88D1dnmpr8d8YKV9Pf4Pa+VrqWVoxLIEtCaUlVqGrwAv2ffkL4DaMtwTf8V6SDwNLC3VecB6SG4B+rGsW5fn0y/wfvucrAHe58c5qeY/KmDMpYLGW7v9UynDmIuOt4ky6Hhrhud4q+mjFUVRFEVRFMVG3SoURVEURVEUxUaVY0VRFEVRFEWxUeVYURRFURRFUWxUOVYURVEURVEUG1WOFUVRFEVRFMVGlWNlWCBW6stV9t9WEdlsfz4oIj8skQzzReTNpehLURSlXOh4q1Q7odxVFKX6McbswoqbiYh8GThojPmPEosxH1gE/LnE/SqKopQMHW+Vakctx8qwRkROFZE/2p+/LCK3ichfReQ1EXmHiHxLRJ4VkXvFSm+LiCwUkYdF5AkRWSZ2KsuUds8XkedE5GkR+YuI1AD/BlxoW1AutDNR/UREHhORp0TkHPvYy0TkLhF5SEReEZEvlfKcKIqiFAMdb5VqQZVjRUlmGnA68Hbgl8CDxpgjgcPAW+wB+0bgXcaYhcBPgK87tPNF4I3GmKOBtxtj+uyy240x840xtwPXY6X3XAKcBnxbrHStAEuAd2Jl7TpfRBYV6fsqiqKUCx1vlYpE3SoUJZl7jDH9IvIsEATutcufBSYDs4B5wHIr1T1BrPSWqTwC/ExEfgv8b4a+zgLeLiLX2tt1wET783J7ahIR+V+s9LorC/heiqIolYaOt0pFosqxoiTTC2CMiYpIvxnMrx7F+r0I8Lwx5vhsjRhj/lVEjgXeAjwhIgsdqgnwTmPMy0mF1nGped01z7uiKEMNHW+VikTdKhTFGy8DI0TkeAARCYvIEamVRGSaMeZRY8wXgR3ABOAA0JxQbRnwUbFNIiKyIGHfmSLSISL1wLlYlhFFUZThhI63SllQ5VhRPGD7sr0L+KaIPA2sAk5wqPpte2HJc8DfgaeBB4G5sQUiwFeBMPCMiDxvb8d4DPg98Azwe2OMTvEpijKs0PFWKRcyOIuhKEolICKXAYuMMVeVWxZFUZShjI63ihNqOVYURVEURVEUG7UcK4qiKIqiKIqNWo4VRVEURVEUxUaVY0VRFEVRFEWxUeVYURRFURRFUWxUOVYURVEURVEUG1WOFUVRFEVRFMXm/wOKbsOLr8OMUAAAAABJRU5ErkJggg==\n", + "image/png": 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uUGB+ULCR4xnHZKM5R4qtUnDnp2Bkz9yUt5CYDwW5A4LcCBp87N6PsX988ROQAkcfIuIBHwTe0cG6vy0id4jIHQcPHpz1vkuefnXNBzmebISM1WZuQcpTc7tKPt1l/W+m4dxaoYiDXKDA/KAgyMczjiWCHCnIc/TyGN0Lm74DP/3HuSlvITHXBJnOLBZDtSHuP3Q/W4a3zOn+j0XcuX2Qav0xp7rvBk52vp9kllksAS4CbhCRbcBTgOtE5LJ0QUqp/1RKXaaUumz16tWzrlilNHevrr6uEmXfY81AFwAj1QZv/9zd1Jsze+7y/MDeHJPiRNlFHOQCBeYFBUGeJygzLL6QDdfGwxv4p9v/ieZ0Yu4uFKLzNMcvkjkmlwuCeZik14mCbCNdPNbtGHuGqvz7Tzbz3zdlE0hsHtrMhsMbFqBWRwW3A2eLyOkiUgFeC1xnf1RKDSulVimlTlNKnQb8AnjZ0YhiUfbnrp34p1ddwodfdyl/9UsX8LSzV0XLx2eoIuepufM5k0GKOMgFCswLCoI8z1ALGA1h19hOto1so9qsLlgdOscim6Q3yxdOrRlEk4dmX5d5UJA7IL323u1oQt9x/IKumoxog+P1zG8fuvNDXHvPtUe7SkcFSqkmcA3wfWAD8EWl1IMi8jci8rKFrNtsFeSrL12fKKtS8uitlCKfMDDjWMV5bb43j+2aV8RBLlBgXlBM0ptnzDbe7GxgiU0jXNhZ3R1hvhTkBcJffu0BBsfrfOKNl8++sHlIFBKGU9+X01KQwwD847M5saNAc+0dPRaglPoO8J3Usne3WPdZR6NOEHuQp4uTlvfwzhedR2+lxDfu3p25pr0VP/r81998kAtOHAD0xLo3XnkavWWfRqDocdZLI+9xnc9+vycQFgy5QIE5x/H5RltEWEiLRWgJcjA9gjzZnOSPb/xjXnH2K3jOKc+Zj6plYc/TYohiMX4IfvhXsyoiT22cMeb4Huo0DrJVwjqy6KiA3OZk7CDURmDlmdOs5eJBMMf2+AKzR9BBBy8Pl5y8jN6Kvk/f9/KL6SkniW6a+D5kEuIA/Oih/ewcrHLfrqG2Hd9cgjyj2nYGHeatIMgFCsw1FgEbOb6xkBaLEP0Sma6CPFrXKVJ/uuunc16nKbEYWMi2ny90DZJIj0LUx/W/mRbXYSY9u06oQu49eC9/d+vftd6uFYm+7hr4/l/MtKqLApZ8zOcweYHpoT7DbHk1Z+LdCUu7WdqbjFHf20YZLvke9+0amnIfuRaLeRx9KFJNFygwPygI8jxjIS0WoSEtx4bFYo4y6Q3thM++BvY9YMqdwZvDDQ23GEhR6h7a+Z+vZdd/vXbm5YUBwdAOaLZXue3oR1M1+fSDn2bP2B4mm5Md1fF4QkyQF7giBSI0gpndbxNTRCLpLbceVN20b6Tlby6O9iQ9v4iDXKDAvKAgyPOEKIrFQirIKoTxg9QPPbJgdegc1mIxy2IObtJ/d/5i5mWM7J56naOK5D002QiYbMyckAbDO1Gjewk3fqvtepEHOQyi+1hadRiciXx7hqocGqsB8LHgINc0d8y4rosBlnsUCvLiQaMZctLynmlvV51i4qxrsXjS6SuifwAb9452tI88W13L52YO4BVRLAoUmBcUHuR5RlsP8uBWuP9L8LQ/mpcJTqEKYGgHzVs+Ame+YM7Ln1PM1SQ9+yKaTSrlhhv1Y2b1aTLOFj7O7fvezuUnzHKiXkqdDRV4MvMXorLEt1lr20MOVcihsRrVRjwCIa3Oh3O+/+rrWr3/xBsv5341RxFUHvkRbLgOXvbhuSlvGigsFosPjSCkUvJ4z0sv5MBoPKrx0Rs2t91uqhTPliCLCL/zzNg3f9vWwcR6SqmWpDfvyZzP0QdPhBlasgvMFEEDvvtOLaY8/Y/h5DmYjF1g0aFQkOcZbS0Wv/go7L4Thne2XGXr8FYOVw/PbN92kt4CqtidY47CvNlJfvMw5K+UYutwNhZuHuroF+pNu2+agx0nj+Wh0iQb/NrMizN/p4pOsX1wnN1Hqty0+UC0rKUSNt8Wi9v/C8ZmlzXtJxsP8KZP3j7tGf9BWBDkxYZGqCj5Hqes7OWy01ZE/1rhlJW9XPOcs3jVZSe1LbfXTNp7yhnJst723LMT34M291Deo9CyYzkHKCbpLQBG98UjjTcf/U57gaODBSXIInKViGwSkUdF5M9yfu8SkS+Y328VkdOc3/7cLN8kIi90lv+3iBwQkQeO0mHkwirHbS0W0Qu39Tr/fMc/896b3wvNGmz67pS+UReWANXngyArxZzKFnPVwHtmiHQeCNuPd/6Yf77jn9k4uLGDtefwhZg6lq/3jPLV7s78kLnF2fjGUxDkWlMPR082GlNHY+kg0sXWQ+OMTs7SD+/UY7o+1C/dqTuidbPd3rG9XHP9NWweaq86hpHFYlq7KzCPaDRDKn7nr69LT1nOpacsp6vUehIeaLL5wdc8njdecVpi+SUnL+PZ562JvrfrY+W1+fMZnKdINb0ASHSWi5N/vGLBCLKI+MC1wIuAC4DXicgFqdXeBBxRSp0FfAj4gNn2AnRWpwuBq4B/N+UBfNIsW/yI1M72D5hCwU3/Cnd+EvZ3zvtDNTMFuSPf9C/+HT7/ummVO9Ve9Z9ZNjbtzml9HO769LQ6GS72je8DYLA6OMWaev9Lg0EIZq70xmWliGD60DZ+WysanRZn/gZT3XdKIajoPrLL8lee2tLyt996iL/7Tiedi7aVAmDD3hHe8r938vD+znyhOUWwYVBnwLvrwF1TrG8U5IIhLxpUG8G0sulVprHu0p4ypRzy7e6vnWKbR1bnO1FIkWq6QIG5x0IqyE8CHlVKbVFK1YHPA1en1rka+JT5/GXguaLHeK8GPq+UqimltgKPmvJQSv0U6IDBzC8syWwfxcI0mp00brvNS7yVFBEGmigFsZJn9z1tgtxJfbbOcQi46DzNoKG/57Ow9z79OSLIOYTt3s/pc7Tjls7LnuGLbXVzL8ubB2DPPTPaPoF216M2pkn/T/6u4+Lsy30qBVkmBzm1toll1S1xVZzr84TxnzmFdub5PjDSIgpGpzD3yYa9WkHfuK9zgmyHue0xeB3KeoXFYnHhpw8fZN/wJONTRKR4/gVrueqiE3jJ49bxnPPWznq/bnKSthaLvEl6s957a0j0GilI8tGDtPhc4HjCQk7SWw+45ttdwJNbraOUaorIMLDSLP9Fatv1TAMi8tvAbwOccsop06r4dHDvriNUVw5w5ur+vEqYD/kNWzJBg0r9TeGRH2ii5CQFsR7k6VosFiTyhm3cZ7Lrh76h/73+CzFBziNs48bLXZ5q9nsHin4bNMMmu7y76QvpyHowJVKdLIXTJNsQfo3OJ8NFCvKm78Alvwrl7tz1fON9H6jt5gin6m2dl/CVY9+HfjPpaSoFOfXy/ofvbaRS8viD552TWTVUIZsGN3H+yvNzytHnYiZcNZq/mbp8UxGLmCC3XqfdpK0Cc4sHTfKOh9t0jt7/iotZM5B/X88UpVkoyPObSU8XHoQqUccCcwyldAjQoJayFxYdk+MVj9lJekqp/1RKXaaUumz16tXztp//+8U2/u7bG6aqTO7iejANK4AlSE6c2mCGk/TaEoYwhLv/b1rlpfGlh7/E+37xvvReU39niTxiWjO+3XnO1nf3gbsZlQ4nVnai+mTWcSi6HTHw2nsr87YOUFpVbwGbaCZAdeBBbu8HVimSv2nfKPfvGs5d9wfbfsC191zLQ4cfyinIEGSrBs9ANYsJr5dbRjNsJnzJ1orSLtV0R+m4C8wKI5MNNu4bYaymO4VvevrpLdfNs0jMFmWnzHa3e949Od8WCyh8yPOOgxvh238E3/tz+MG7Fro2BY4CFlJB3g2c7Hw/ySzLW2eXiJSApcDhDrddJGg3Sc9ru85sE3yEZvvpEmRLjHKx7z7Y8M34+z2fhbUXwbrHdVz+jTtvBODmPTdz/orzWd693FGQW9f1Cxu/QG+5l5ee+dI2lTdERYUMjtfp7wmIAjtNDum/zen4grMvtqkUZJcsTXnmlZpaXsrzINtNrMdZpkOQNUKAtp2wHJvQ8E64/b/x1r81tWp7ghgEnRPI/RM6WsVIPWci4iwmX1oikSYw6et53ebr+PGOH/POJ72Tk5ecTDOYIgY0C5sQ6LGC931rQxRfu7erxBVnrmq57nwoqSWng9TOv3+0eaoXjYwUDHlOsOGbcO/noWdZcrnfpf9e8rqUsFCo9scrFlJBvh04W0ROF5EKetLddal1rgPeYD7/CvBjpd9u1wGvNVEuTgfOBm47SvXuCBO1gF1HJjpbucXLNVdBnkYjGCqTSW+6BLntyz5V1kPfgJ+k1eDO8NkNn+Wj937UFBsm/+Zg28g2to1sa1+oIWqT9To7Bid4aI8zDGtV9rmYODcFpo5PYlfogFg56wShoXO2YEv28xTkPffAwz/ILA7Nxk1UW+XZUtrQibms7v8KHNnGkqHUZLspPMhBMH2rSW5orJTFYiacIKMgp67SrtFdAEw0JlLrty4zskM1JuFw+6gYBWYGS45hajJYmocJlZ1aLPJ+mk8FWaKO37zt4rGDG/9Rj5CGTahPwJoL9T+ldFi3Ujec8pTURsWJP16xYARZKdUErgG+D2wAvqiUelBE/kZEXmZW+wSwUkQeBf4I+DOz7YPAF4GHgO8Bv6eUZkYi8jngFuBcEdklIm86msdl8fD+UQ6P1VHt1NgpoljUcolcq4fRzO6f2MfPQk0KlfUgT7PlbD9sPbcN/Xhj3O51ynVDFRKEAUMTdd70ydv5xZYcG4MhUNGxu8qlVVlnGMWi01im7npTWgCmQ5A3/5jm/pRdx3ai8mwjN7wf7vhEtjhTpxAF4rNzdGdbO4/Oo5dSXdMv/CkUZDWdxC1BA0b3InnnLiLIyQl3nSDtQR6dbHL/7mGGJpLPmR0BsAS66U7S2/gdOLItWy1bj5v/Db7/F3ryZIF5QxBMRZDn/tXmltkulnYeeZ7fRCGt91tgmth9R/x56Unw1N/V/057ul7Wu3Jao3UFjm0saCY9pdR3gO+klr3b+TwJvKrFtu8DMtKlUmouY4/NHJ00iJEM1kJBDjVp6XS2PcDfbvkRlepBnt63hMCoWs25VJBbKSHNOpTaZ6nKg5fuJLTZd6ACmmGT3UNaCb7p0UM85fRUcgBDxMQqeu6h+2VT0NQKcqgUWw6Os6q/ybI269WCGiO1EVb3xj52TZDzz/mnHvwUA5UBXh4t6cSDbM7JrR/DT7+Y2ynIeUU5lo4AGFcBH7jtAzx+zeN588VvTqxr74PQIcgqIsKp+2AqBbk5DQV5z116MsyBDXBivlpzqLabh/lXDtfejnZYTQ1bY0skHtk/RhgqHj2QJLO2A+GbF2FCQb7LBNV5/RcS20QK8mGT1n068wcKTBtThSicfwW59Xp5P81vqmnrQS4I8pyi1BV/Puky2Hy9Vo8z7+PCYnG84jE7Se9ooEtV6Q7aKElTZH37xdb9VBsBJc/px0zRBo5ONiLFa6aZ9Nqrcq0I8sxSCvvT8c4qRaCCaIKMQJaYWYXRKsnub/Y8dqAgTzYCxmpNHtiTP5HM4mP3foy/vuWvo+8P7hlm95H4XIQITI7ojInA7ftu5/od17sHNWVd3KPIKNI2aonXWV/XvbYBiqZ5uW4Z2pKzrkaIir60rO1UHuQOkspsOTjGv9/wKKG9Pnllmuu9e3yT/juxacpyLSRDJPKNMFZBtus3w6RqnYeoU2nLLiJazCtaKbhPPXMlMD8xq91Jeu0Iel7d5lNBtpNHi0l6Odj4HTiyffblrDobXvlxeNyrc57t4sQfrygI8jxBUKyrb+fFw59tuxbQkiB//86H2Ld7e5IgTwPWg1xvZ/PIQVtbQCs1u1P1Yjy2RUzUmyiVMpO2UZBDQhphIyJ5IpJdP5qkZ//m1GsqdU/FNNJtCg+M1Lh35xBDE/H2Dx952Gyit/jgDx7ms7elUof/9B/gxn/QiUrQmdzu2TnEeL05bQ9yJhreNCfphSoEpZhsBuwarqLnvuZPzLT2oDDvBZB+SUwVxSJHQa6T7Hxc+5PN3LntCPWmJag591qUtEP/Fkxjclw0r3EKJmHJrh3dsOsnnouUzaKIYrE48BtXns5HXv+EeSnbVaWnm658PlHEQW4BpfSIz3f/tLP1O528XXR+HzNYUIvFYwFdqs1Evahly3+5Pnn8e9zSdYBykBcPeWpYi8V0FeS2L/uWjUMH+9hzj/bFDpQJupbyyP4xxsatwj719kopAoKIJHp5BNmqf3lD/va4prJYqJDRSXPOnePdekgT3J2DWbW8qZqUpZxTZ2Bkr/5irsd4Tf89OFqjr1OLRavU5ZHForO+rt5eUWuEHKk2EF8T6zxbjTKU0rVYtLxOUxDEepCMyDLGFvbwTe47uIbHrX6cUzdnH+JBbRS6ljj7MeQVHyFg7d7rYeKXoDdltclDemKfsj7m5LFHCjJWQTYdMjd04HffCS/553ibnPut3gyplAoN4mjC94Seyvx4RBMe5GlO0jsaFoupOn6PObiE97vvzP7eqOr2/bLfhHWX6LamE8xzmNACiwfFlZ4niPVstl2p/SQ9T+mYxuUZTgoIZ0iQZ2Sx6ES9GDTD+I3x6AUzNhmHZUv8zYGdpGe3FSFLzKJy9PJEraLID+0V5KGJGvuG9bnPm5jnnh/7ex5BildKlmFftI0g7FxBNuXH70DzIZqk1+E9ouJNQwFl7sE8gmyV4yDH4qGm6UEOnZCFRyaPMMajABycOJhZ1z47MnYAvvJm2HKjU39dT188+oMReid2wINfbbtvFwFV7jmo7S6tSEsY2XPM8UcnPXWOJkcy21jcvWOIt/7fnewc7DCSTYG2aATJ89suJvV8wfUgtyOjR9sLXMRBbgHX9te7MvnvyDYY2w+j+3QW0q0/g20/S26/5oL8cgsP8mMGhYI8T8gQ5NF98M23w/P/BlafG60FtCQXTTFkIOFB7rwVDJX1IKdQG9Uv96Um+eDuO6FnBaw43exi5i3twYmDiQlrSbhEC0qqjk+6k9DuxROaf86kKYeYHBidpLdao98tzy3OrjuFgtxsupEv9J+DEwdpmA6Le3488QhUkFHdowlh7rfIHmD2E6jOrqdSERHOXJtOJuk5E/O0lcJ41FGEbQiyTe4RoqKedL75hKk9yM4oyF/d9FeMMIQQ0lfpa7lfxjV5buy9hz9s7uDV3nKeEUWx8PD1eAKUs2Ww8zadMXHNhXD3/8L5L2V/8Av2cA9f3QJPOfm8eH+pey6anGj+Rp7+oElDKQ7T5AQpJzo+TZW0kGzcMwTA5oNjnLyit+25KTA1qg19f63sr/DEU5dz5VmtYyDPF8qdhnk7GpVx4EXNS8GQE7Bt41N/D05/RvK3m/8Ntv08/n7LR5K/X/rrcN5L8svNEOTivB+vKAjyXGJyWMdBXbIWj9QksX33679bfxoT5CksFvlUpNXDmFxrvNZk2yGtcGUU5O++EyYOxzPxb/wH/dd8TxOG+3cN8y8/eph/fNUlrEgRqSBUeKL3vnFwIx+5+yO84cI3cPkJl+ccUHxEKmxyUn0L/aFVc1VqnZzNUTRV05kHlbRY/PlX7ufy8S28ZXl8DMljUTSCkGZ1gvbJpkMO+k3GJGQtwt7hKn9z23vZM5m1VvieTxAEibTgGdU5Ha3EVEkTr84I8ve2fY9zVI21yk+U0TbMW7R9COITqpAdIzuICTJUI6t2th7RLhyCHHuNU+tPkVI7MBYLeyq6wirrGtvpHdoD65JFKpW880fNMX4/HOEZ2M6Rh6dCHas5L3X4z4z94Vl/Dpu+Q3NkD3ubG2gSguqnHtaRxgTrGtspBcmU1hkF2aqXYchnw0FuV+N8wF9Pn3iZbSwqZf1bvVkkEJkLTNT0jfrLl65vmyBkPuFaLII2l/VoK8hSKMj5sHHvSzntw1N+Fy4zEWBro3HbXOqCci+U26QpLywWjxkUV3ou8bW3wjffBoCXesnmE7/2CnK07Qz8a48cGGP/sB7erafVwYn2aZDTaugNmw4AsO3weMYScP/uYbYdngCl2DO2B4DtI2bW8IZvwWdfoye9KcWwjTdbH0equg4DTTNM3YGCbMO8RfQppSBDfN5zEQY8uGeEH92/s/U6wI5wgk8vGear/aOIwF987R42HxzLjXlgyXBYHcyd5JGnIEfHE6pci8VEY4LJRsCjB8eYbASgQr617Xt8MNifcOkqpaBZo6rCKGJJrRlkhqPt/fWZBz7Jv97811E9AoHJRlItxZS7bXibE+bNLc/YH9KdOkOc1WdfzYuHshNTmykPcrfSLy/v8KOZdaNY1va0mfvfw+0QeYitmaNCb9o3yuC4a6Exx6qa8WUwv/QNb6QrrLJ0+OHE7u39b4l6HHI3ZJMZRWhC4kUZW2z0yt2mH1MrCPKcYKKuO2B9lYXTdFxbx3Q9yPOJOIpFwZATsO2xG67NwvOh0qv/LVkLA+v0v94V7ckxFBaLxxAKgjyXcEiDSE6YsTQiD3I+Qc6NHjCNRlCZEqbtQU7twyoTdkpTGsNVTX4ymcnu/l9bIDc9epgv3L6TsVoTaiP4ozozuDJRFGJ1VcH9X44VwEQ9jAfZTdyQqquX8om6v06oJtf3jBNkTScJ/IeKCbQATcap1vOvkS8+KEXz2++Amz6cv+d28a5T9b//4P386U//lB8/eh9Dkw3+qrabTaM7om3dl2CooNGs8SfBLr4yponm7/7fXbz7Gw8m92H8v7du+qrO8mYyxIUoqo2GKSuu2237buOf7vgnHjJluiq8/eSlI4FEUUPgzNpDmcMMgoA6Q4SaWsYl5qTljtV/onpCMqyf4OER6t8cBfkfvreRd3/jgez+Q7cDoO/xwFiXJGWPSFss7LYSBow3A4arDVSocF+MQSpqSqUgyHOKCfP89XUtjiQN7cno0fYg679TTdKr1gP+7jsbojjyxz2sBzlvhGk2WEwWi/0PwZ679b/qkYWrx3GKgiDPALvHdvPBOz/INddfQyPIJ1s2C5iK3qE5anAkSeb5P1W0rddRDzX7kAohI9UGI40Ww9+tlOtWkwbzokY4+4/U1HTILxWy9fA4gtKKqFNdG2bMpUfc/yXtIc2pV6CC6EWQFwc58n5HxcXHcnPzCPd0TfJApb2CniwPmiRnN/98/3VUTePreR40xvVQ/8EN5ggc60TC4aHVYH98n3tQibI3HtEpnPdVd3LYDzjsNfnSnhui9dzVg1DRMAmhb60diJYfGJlMHsTX3mI2MIqK8QOHQNUoc/fsPMKX79QplveO66gbgw3d4LqJZuy94YUptTwv7rSDytYfsI1PsYuvmPXsvZJzb9pMf4Z0NqPIFc5+QsFTAZYuu0h2ZmxSlNDNb6j/F4UETD7DWYJslocBVeNPr6fu8bTFossvLBZzCUuQexZQQXbRLqrh0bY6dJpq+qG9I2w+MMa7v/4AH/nxI1z7k0d59ECHkRuORbRTkGeDxWKxqB6B6/8abvh7/e8Hf7nQNTrusEiu9LGFu/bfxYZDj7BvZJLRen4DE3uQ25Fba7HIb20j5S4xu3Y6ra9+qYw3g3zS24Lcp2PiJqNGOEqcWxelWqf/VaHxKavM3LnQK7FvfF/curdp5a1KZ2lRHmH32kwWG0CrT8MyVbzLuA7bZDQidS5ssg8PD+rjerLYKjv5MkzZMRwFeXQfJZcgt7ieHkLTnElxrAUqoSCriGC2zX4Yqb3JWgUSJ8EA+O79exP7iCNWJH3ckKcgt78vK3t+AcAk5tjtveJ0cNL7tR0tOwLi3n+V+ig94bhJYtLm2Md0xyFhITF/JdAdCa+Fghx/11vUgyqBOYWNlD0mPUnPKshRh7DArGAtFr3lhVOQu519t0sUcrSdDjNJNX33jiHu2n6E939n4zzVahGgaYSCPA/ybLBYLBZpS9/4oYWpx3GMgiDPEFsOjrN/eJLhak7IMKUQQzKDdqHc2kzSC1VCU02U3TliVS83tnGYT5DTZNp+10TNVROT22UsFvGaueHSAHZ64/ztL/6WWkQw2r149G9No4CmCfu6+nYunbgptU38uWy+DPstCHKzDhu/ndjoOn9r27p44oGdLGZSbScU5Kiipq6ZsHSpc92swfAuPNWkGY0gxOslqOrgVoI9d+WW0xZKE/gQFZ3LPITR3zwFOb7vJ1TI7trhttUIUsttx/GR/UPZ6rm+YWIF2b3/uic18Q2cc52bvOGOTzjrRTtAKYWE5gXagiArFcLeewmDkJAG3zryHyjR5TTC5LW0ZL4WhBwaqwGKkqpTb7S38xToDLGCvHAEefWSLq6+VEf+WZxh3trv9zHnUZ43BbnIpPdYQUGQZwARiYhAM0+9CptRqmOrJYYq4PpwhLprCbDkOcfqoJSKiMlMGjZNMuK61fOyx7VSkFPHFClukqxritrFFotM8g6tID9U2sz3vaTibuPwNlIRHtrVq6n0+U0qyMJ5k/e0qJtGYM5HTVqoeg98Ge76dIJ0t7K3WBKnCbK1IWgCt6qxl2WBJozbm6O8Y2KDOYAgW7H0ud5zD4ztp/fQfTQNGfMQNu0bptoIkoT/h39Bszqkt5sinvLH7/84CQVZ9N2hVJDp0GSvv4quu02q4RLkfwj28f5t17XcdxAq9o9P5v62/VB8P0S1sJ0BqyA7FouJep0bHz5IiE7KEjjrN9uQlkQsZ3NMYiwn6QmH0UjF3nvgJ3/HyYM3ETBp9mOShwRJBdlus3HvCLuOVJmoVvmloc9w0fZPHX1J8TjERD3A94SuBU688oRTlgFwy+bWat1CTdK79ieb+fOv3sfbPnc3H//Zlsx6NkHRcY9mXUemsJPRS1NMujue8PD3i/ZmDlEQ5FmimefjDeqRxcIqyLePbOFr4RDfHXVnzLdWkF29cCYuRgWsauyOvjfy1OIWKZctQbKWiZVjD7O8eTBraVCwz28yIWHSYpF+QA2ZfbS8ixv9seRPUTrfVMIQyFhPIuI2cZBrDryb9YO3xOdOhLJyjieyciQtCQDSqv0wqaBd5D0gdpIXWNVcRUrmeZP3cMXYdyk74etqKiRQ1vOaVdcB2H0XfPENKOsTDoPYWoC2p9SbYSK1slIqsmEEbUyRSinuOXBP8gDQiULapWq2x1gOq7D3nsRvrsXiEM2Mwv2C4S/pkIfAWK3JYLWBoCLxZWmos+NJ4njMoVvvr/UgO7FAvnrnLj598zYOj9XMurGC3GxzDoIDG+gOx7TNx55XY7HIXBFbkeowAL21Ayj0tbP1bwRhorNo62wjiCwdeoiT65s5UDnlmE5NKyJXicgmEXlURP4s5/e3iMj9InKPiPxcRFpkV5gdqvUmvRV/XjPSdQJLRu/eMdTSX94+0dLc44zVfTzjnNWce0I/XSWf8VqTWzYf1hOiHUy0mGh83OG7f6oTDD30DS1C+dkMp8ct7vhvOHgc22aOMgqCPAMIgoieBCe778yu0KxFk8UCc4qrhjDVnJf47uFJ7t01lDsMq5QmMJD2u3XW+Cr09vZ10sybDNVCQbYN/MGxfUweeIgbD/8NfZN/m+NBhs8sGeb/lgzjKsh5HmS9bdaeEanOecf1+dfD2EGzfkxs/AntlV135M64PuJRUVMkADHr9objsP2WnAOPWHUED4+KqrKmsStXS7YEOQRUGLA8OJTboamhCFWT9PWLPLj3fQGak6ia7kAEqk5NtM9GVDz5MC2SBiiq9YDBiVrLyZWNUCUnrtnwZSiCIKtqp6NIJH6znQzT4cqzXwCcO3kvbLkhrqfAsuZBtHTdZCDUw5422ktqJ+ZYTaIbFTLZDDg8Wmds0hBjc+8Gzj05lYK8uraT1Y09kcWCIJv4RZcTMFZrorx4hEc5nQCA+6TK1rG4A5oODSfG/7iz6+yWdVrsEBEfuBZ4EXAB8LocAvxZpdTFSqnHA/8AfHA+6jJeDxbFBD3fIeiTzXzCOWcC3pYbdJjMz74GRve3XK23UuINV5zGbz/jTF7yuHXR8l1HklkcHzMEeXRv/NkvH9Md1I5x+jPjzy2ErwLTx8K3OMcgrNd2VXM/3ff+D5xySZSFDoCgESnIkcXCEGO3gX1wzyhrFIyM10iHvleO0pWgEB22vlZX881kr1y0eJAiwjC4hf/4/u8CsKVcT6h17nqjXlJxzlosFJ7ELmRtW7DqaEzW9LqpmLs7b4XzfylBuq1qn0gUklaQ411HiLylArWff5CuU7+Uf/yp72saeympetTJ0eu4Fguj5FobgtMeW69tlZBy2IwK19nphGZozAImVbQtt96sU3ekbutp3zVUhWVxPQOMatliZnVDKe49PMLDQReX9NqKhdF/MxFHRvagHvwa9C9hLMgq6tF1MwS56jjlm2GSROJkgGyiWBoMMsIa2HsvZ9Y8HqhA2v8LsV3ExnZuoqg1QgQPZUNKRCqzigl/2ujswB5ljxqLLBbkkHyAXUPjHBqtcXiJqZsK4vB0ZtUflMf42cOfQbqXo1AZgmwjhbzgonUcw3gS8KhSaguAiHweuBqI4vgppUac9fvotAc/TUzUA3oX0H9s4SrYk/WAge6sOjlnBPmRH8afDz+q4/VOgXVLYzvBtT/ZTMVEUxmdbEwZBu64xNqLFroGRwcDTjtTO44jkxxlFAryDCECvmpoYtdI9tR1OK2kCmcjQ3gI1++4niOTRyLypHJJQvyy7cSDvHHvSCJBQmj+te07t8h+FkWxqI/yqKPKhlomjevobHPNzX/JUG2oxY5UlF55shEwWYuV1EjhVoGZ8Z+WMzXxcEl305KRVBxkqyC7nYu4nNjTPSYh7wh25dYzD4Ehr65X1V4bGwc5UAoVWJ9uCiJMEhIM73ZImSk7iAk+xH7bemgUZDRhzEtSopQbgk3lhpf6v/AwH+45nNxWKRrSpS0WYZM9Q44/+N7PocYOmuxS6dJiMmrPRYgiVDo6ScbG42YeiwK2aB+1b3oRN3fv4ue7f56oXzxJz3qQ42BucUKOmORPz4Mczx8IU7GLLazaPhnYzkBWQbYfo0mad/0vHNked4BMPU9b1d+yTscA1gNuVp1dZlkCIvJ7IrIZrSC/La8gEfltEblDRO44ePDgtCtiLRYLDTdZSLVFhJKFnAy3flkPr7rsJJ593hqecMoyLlo/wEXrBx6b5Bh0munHAvxK/Hn3XXDokYWry3GEgiDPAG5EBgXZSXZBI1rDKqR37xxEKRgMqnztka/xX/f/Vzzy08I7GRqCNEjANc0dHM4l0opG0OCnm/azYzAm6gpNCD0Vf8+glQd5eDcM7cgQh1Ap0h5kF1uHt5r1UscTBtFMawAvZ67agdFJNu4bZedgSrVMhf6CWEF24+IiHr5qsrPUYFMYE77tpSojdS1yTTlFRSl2plVopQhNeLh0ODBwPcigbMi1nHM9iWLoto/qdOTEhK0RWA+1fhQnra0gbEQK8mRQdyZ9ulULI4KsQ+hl9/tIkD85TiEEaGXp0JhjTVGhY7HIeC/iJeZY64FidLLJcLVOoILkFo6qbevpqZCxWtMZulJ8fuPnzfHYmzXuGOhzYaKWAIGNuhHakH/xqEYQKkZ5mP1cz4MqmQwh/YQppSISm/dbSTUQo76dOnwbLz3yCXD2BbCua4W+/vVxgiNb4a5PxYdu67xYYqbOI5RS1yqlzgTeCeQGY1VK/adS6jKl1GWrV6+e9j7G6wG9i8Bi4fDjRUmQRYSrLlrHrz3lVH7jytOjf7/21FM554QlPP7kZQtWt6OO/rWJLJvHNcSD13wGENh+UxETeY5w/Lfe8wHR/1GIDl+lAnaO7mSrpWDNWEG2r9/dQ1XqTgrgarMax0rODfPm0BPzQb/0FYzui4Zwf7775/zhDX/IpCQJgRLtQfaMXzpZf6PE5BHkoR2oO/4bxrMqT5ogpwmUTZqSF5NXD00mVWO9XP/9dLiHJordxjcXKMWHgwM8bPzGbmzmKOasG1VDdGa1L/aP8G/BQe3BRvGd3oN85O6PGB/p1C+uDwT7Et8VQmhIjhemssARWywCVGzhSGyv8Y1wiL8N9kYLI3+5uScCPCbqTermOKvNOg2HIJdMMovQOXk/YYz/Cg6ZImMFuS8Yge/8KQDdY25tEmeeQER7kBMHrHKuksboZINJ45cXc97HTXzaejM0Fgv35DgWC1NciSahUpGCnM58CHEHI5qkp1yCnLJYmDqDtprs5bsM8wAfnExeRydBeXwfOCq4i/7GIU6qb8ar6c6MAnw1BqhEn7EsZtJYGHCHmmDSi4fbrd1G/IVXPWeB3cDJzveTzLJW+Dzwy/NRkWo9WBRZ9DyHId/06GF2HJ7g3294lI/duDlavhi12mefu4Z3XnUev//cY9cTP214C3+/zCtUqm33S9CzbKFqc1yiIMgzhJj/BmjS+IHbPsA/W3IV1CPlOI5FrCeqedGWEmXba6kg5yl5I3vgm2+Hh74O6LTAAFVLkFX8R2EvcIrs2KFvQ7L3j0wyZOM5V4cyDbz9vmLD/8Hd/xcvTzHBZkQgs/aGRIILp1B7noalwc5SgxGTtnqIgIfVJB/e9SMOVw87Q+tuTOdkmDebJMTu3+q9+8f3gx4kjzBRD/i9/7s990iTqZVjBdlNSZzwIGM8yEGWQOsvwpbUBEJ7BDYO8YN7x3h4/xhjzQbNUPGzke3URO9lMmxQNgTZ9ZNfxzATNsKDiut0/uRdMLSdNJKXSyvIQXr0Q4W2ytkRgkNj3L7tiNmfrk/DXNeSJzTDlNtdnMQK5hffbNeu4bHKsYom3wXRMTbC+HkC+4zECrJFOsKA/aYw9iWnQ5Pu0FUCPVHSb45HGzXTk0zRBiltsQnYomp8bsIhSZGCfEy/pG8HzhaR00WkArwWSMTzExGXcb0EmPOxXaUU47UmPQuYJMTCHQm7+dFD/PU3H+TObUe4betgtLzVZNnFimYQHnN17ghz/OztHdvLNddfwzXXX8PunPkuRx1uu2VHqrqWLExdjlMs/JjVMQhBh4ewKmVEcMXjkGqyKhEdwr7QVSamrthJWNNJFGJDuIxoIcf6PsuhJd4q2muAwlM5odfsw2QU5ENjdfq7fDv3Kz+iBLB054+hN/Y6qRQTtHXJC/MWhCpOA50+JvQktJoogmodvGTc2g/c/gHe89T3RN9tAonkJD0Pn9gD3AxUZFGxdXCPqxGEVOrpdMlO7yI+rAiuxUIpBdUhnUmPOIoFkJikl4foviGeWHakGrAUqIc6lbYoxSPlOj5CLWxQRl+reuKYcPo+CpXjM2wdtdqEectJC+6UmPI+q8jnKyn/ejxRLec+gyimc9mcw1KOq9p+atpJdyoAhEakIAthM4AK1I11pInOJugRh1jLg+tBBn39bJxl97645vproo5rYBRwhaIhisl6I9a7lX7WPPGiUYwjbpQS80x73rGrQSilmiJyDfB9wAf+Wyn1oIj8DXCHUuo64BoReR7QAI4Ab5jrejQCRRCqRWGx8DuIiDA/XHP+COzv/O+dPO6kZbz9efOjLn/ypq38YkvcgXj6Oav41SefOi/7YtKZMzrHCvLNe26OPt8UjvNq1/e7IMhpa73HUEi7o4Bjt/VeQEjkQhaaijgjnQjvDfZAEId58yLvaAgCdUKGqw1DGA3yYilDlLUr0TYOmTkzA3qujE0AIqkGtGHUx0oeW7M9azthTJnh+UidI1regiua76l9hi0sFipMTCBzCUlU7zBkUhT1Zhy5wO5lojGRmqTn+qDjz74hJWOTTbYeGo/IoUIZG0QSeVEv0sepnP+KieLRVT2gvcRf+x38w4+QjmIRtijLRWyx0Nts9UY47AVR4g5xOlTNMIgsFo2WQZzdvcXXvOmsnz6ugJw43kZBDkLF/uGkf1miLWOLRXSVlO4gueRAOQTZ7sUehx+NIGhs2DvCZN1OyDRl2ygWlsiKPscjbOA+eQCAQ17A2zZp72+jRVbAhplEaetrFWR7R2SePkuQo8giOt21R5jI1ifKWmxMCUEjDjVo6uId4x5kpdR3lFLnKKXOVEq9zyx7tyHHKKXerpS6UCn1eKXUs5VSD851HaI004tgkl4n/Z1jUYu9b9dQR+tN1JscGJnkwMhkFIvcYt9w/nyHnz1yiEYQRv9+vOHAbKvbGl/9rfjzsT16MzUSCrL5ewx3yBcjFr5LfozC2JA12bNeXvFQwPhE7AdW6CQaipB6M2S0XmfbYI3J6ijPsf2Tlh5kl55pBNVh7t89TM/acc7FiRwg7iAyVA0x6lKSjQNpe9ZBA6UU27w6a4DTnQgLChidbFL24wcuIwyn6mzJekhayVMEYRir2wK26RKn4JooKlGM3uReEgQ5EebN9SCnMqK5NVQBqSlkOQQ559WmnI4MioHgCN3Vw6idt+rdjmn7RoA4BLldt8LWLXks3y9tozQwwslB2WyiJ1n6iIlioVAiCQU5XXIYkVaHIJu1KqpmOiqKWjNEUYktFm6baibpjaVSqKsonJpix+AE4dJkNI5QZe0aofOCskTdWix8p45BqPin72+Kvo/XmzR9rUiHyueH41ujfQkh4+yglPL3HJk8woYj95PGqAr482A3Z0icblYphTqyPSLi6Q6dDalnzydKd0z8hMXGUZBtYp2R3YDZj4284U2tOBZoDxu/d1EQ5DYKslI6WVJuyvPZ4ihaIB49MMppK/so+Vmy9RdfvZ/Ryfg5+MQbLwfgjm2DfPSGzVzznLO49JTlR62ubXG8xz/OGxU+3jsFRxlFd2MGELEWC9HKVNOSCWGi1uQ/b3iYiL4I7JIvs720g0YQsmNY+xqrjSC2HLjpm5Xix9uvZ6Q2nEutakZhfWCnDt11ZGKCjftGsJ5MW+akIczdykYd1su3DG2Jn6ugQa3R5Iv9I/xH7+EoMoFL8NplJ2tlschUPKgTBLHFooHrSVZgoh/UvNh80UgV4pKYIAr7JRyuDWkfrHh4qknN62XS6wViO0KoQq658R1UU0TIV/Xky8w5IM8TSp5ERMiipGw8XF0HH8FO0tND9tmpgI1AMVpL+nOt/aMZJDtB46rBurCcHBGITouXtFik4FosRqoNjkzUo/BqJ9a3IZPD1Jq6o6YQghYWC5V7FET30eB4ncHRiUS9ldJxkB85EGdKDPGihtvWo2Sc4H7i8BQT7GY/1wMwVm8wXmsShgGDxLaNEPCckYXo1CjF+297P9/Y+plEfb8RDkUe7dgDLnRX96Ju+Td8Y9PIWIqs2hxZhqAh2QmFYvZtR4ASr+OgiQByvE8UOgoY6CnzG1eezhmrFz5kXtn3eNnjT4y+n7E6jpLw9s/fA8xQQR7eBTtuTf47/OjsKjsNnGDiJx8aq/H+72zk07dk5zAACXIMse/fRlDadaSa2WbBcNwTZLc9MsdatDdzikJBngG8qF9holg40SCaoR6KtWQlBKrswjqDqmEDfdqFkIDDXsA6x895aHQXX73xLzlp1ePjiUU56oGdkLb18Ai1RphRoSfFKoeCfXg2D23mQ3d+iJcGg7yQMmz8Fv4dJjSVIhkXObXLtH86DUU8Sc9VkKuNgMq3/phTep6RIH32U7k5bqJ+QFXiySIBinoQ4oWKEmmCbDypKuA9D/wn54QHeZusICRg0utBIVQl4FMDw0DsyTqYCvRWVjXqQUi3aVTsvqPTbSZmuSH7rLqobGxkE8WiHsKhkXFgVVI/VtCo6aH5IFSUjKJor1YQNLXyahtzFVJS0K3ckH2h+a9Qb/P6dc/RwbEajSCk2ZNcP9qNeIQEWYtFaHT2MMi5XipK0+0ZJThKZhOGBCqgFoZ46PtFAQ3lUfe6IyXbqrBWQRalCEPYxZcBWMOzo85eoJo00Yq6AIGoKNxdFCM8VGw7PMHpSyYy4xY/DEe43Otloh7QXfai4yjVR1DlFc4kWAcmYohOohJP+tR+frcjqzskynTwglAxGQZsKtf4ce8Eb1BNKpohU2B26O8q8bSz06mUFg5XP349F61fyg8e3E/JE7Yc1KLHuEntPKMwb99+x1xWcVoQieM7WwJ8986hjrZtBCG+Q8ru3H6EE5d1A8L565awezERZge1ZsDYpLVBCcv7pvYTL3Sa8yxcBdnUrVCQ5xQFQZ4hxBCAIGGx0DeprwKaYYgzqBuRjbqyvscaP5cDbBoY4j3NcaIcSQ2tao0dvB9F7IHU+4xhX9aBshMCk/Sg5jkWCzShmDAJTR4Nxnkhy6B6JKkgBk0QMZpdcq8+WaLedCZFKaVD14Eeat86vJXN4TCr9in6unxW9yVTcp/f6OJeqeqEE2biYU3i8zQZhFTrAdXRSU5YllQ0bZ2XjGyE4CAPm3oGNKNzdsBP21ZURik8s3YvzfDl+svIHuomrFd81KQolIoUzMC8FCzROzheY9v4KHSTmqSn6PZLNIJYbZmoN6O63LltkM9tvT/ao1JBFAItQmhr4bX1IIfRenqYtxEkfddjtSZdJV3vEI9AgthGAFTCSQg0OeyZ2MPaRpIQrmruR9DqmZeakKiU7iD967JBTmuWeeXYACoMGZtsoKRCEFks9HYl5zBCpRB8Q0MDoiQgKoxGEspR10TDJe+CgonDdI0OAnGM3SBUbNg/SmPA8anTxA9DHZYvOjbFd7d+l6esewoc2RaVvPPwMHcdHubDSw6zMvCjuts6P7h7mNVn9aJMauqRpvCT3hoTEnIoHKXmBQVBPk5x5up+3vqsfv7npq3ZH+fFDTF/FovlvRUtskAURWii1uRjN26O9tpX8fFz/K2NIKS77Ef8bOfgBP/+Ex3N5aL1S3lg93Bmm6OGNh2V939nIzudvAH//mtPiNrGYwZ5FotCQZ5TFAR5JnD4S4IgRzGHG7HC5ZBjgLpqgEBDjfKQdwgfqAfxZIfAqLBNVBzlIge+SkcRsMO82hRgPcjdSqL6WpI5pprRsrqyv8Ev9t3KU/pOTjTF9lB9JTSVjmJQ8gSlFFsPj8dpj62PuBnQDJv88x3/TBgM8dssZaIWECxfhdTjl8ny0Mf3k0SwLiqhIOvzof9+5eGvROvZuLhWlVQKdg6P6e1N1+WIl43vm6bMF1Zv1eHAuoBv/WHUeYmPXdsnxJksKcaj27TD70AzCNih6pxhEou7RPxtlSfyP3Udiq/eDCn57lQ3eGj3EDsq3TEFDwNtP4iuGRGVC8SnLiovApv+PcrkJ8YTrKg7qkdiAh3CjlKN5c699zsH/5Zh1cfO6gRBd3YPPeEYFZuAIxUTOlSxxWZbSf8NHE90MxFoLeVBVgrBMwS5iSLEEyEMAxrGdlNRYtJzh24xERqHtuKjQGKCXHNCvdkw3DZCxaBqcmepCiEckgbf3vJtHjj0gBm2NOuMVtmsagQoDvjNjMe93gxMwhFrb4rxRe9hvIExTh/dyWkrzsmcywLHB/I8yfNHZecHAz1lth0a53c/c2dElAFu3zbImoFuDo3WWmbia9hskzkjjHuH26vHm/aNsn55D/1dR5+GuOQY9HEsQDVmh7wwb4WCPKco5I0ZQAwRFsxQubEIIDa+RTOpcCnHf+uQMNukBIZgj9XHGKtNMlxtMN5MTimbbAQcGK1F0SDSMX+VJFXWmvEgdzkWi8mmVqfHnTq4n//vka8kyrRQaAV57/BkpAg0QsUHlw0m1hmdbLBx7yg7h7QPNVTaNiG+jXqQkA1T+9ChtKw67EaxALj/UDwBa3iyZtbRmGg02XhoKCLICuFQRkGGyZTKHpAMDVZP7dNCnOVCCArCsIlSip1HJhgcr/GwX2OChiHQ8YhXT1iKQu2FSkXxea3yKihCZ/pgSJjw57rnqur1aoIs8ajApKPyNh2LTKAU20sNxrz8F5uOMCHs8A4nlg9XG2byXur6mK9f6N/LD3vHUUHcQbB1OTI5lNimacK+hcbvHO9bnGPUFguxfXWbvl20jtxEgVKUlfFM06AnHGdpENdbUFGkAxehUpFynTgWFN8ORzIGklpQ0y8YZcsNIi8/xB7kaMK4KSsR2SJ1wobqTtipAscdzl6b9EU3gnB+Mundci0c3jz1eh1gzUBX4vuqfv3dJccAvZUSf/fyi1m/vKdlWR/84Sb+7fpH+Oa9ezK/tZur+C8/eph/+N5G/vVHD0+j5vOHTswTeZ2ABUU6UQgUUSzmGMdan2mRwYSPcjzI2pOYnO3ufkhGeNALm0E98gc/ZemlAIw3A3odhbQehIxPNqmX9PZpNUuZiW6WzI14LkHW9Zo0k5KqzrYTidBuislA53JLt/Fp0nZwIpuSedI0sEfGq/T3a9L070uPcGHQzQtUSGbiWbwp9aaiQaxE2zOYbpJGJ5s0joybdUICpWgGiroEptJaKry3KxtyqJY6qG/3B7zVURl/FOaRGadzE4SRxaIZNgmVToErxi+wvzSp/edRzRWj1Rr1usociK3JiuYBSsFu7iprITtUIRJ6ia5r5PPFZ8zrRmQSlCbBrkoahAFrG7t42tj3CD3hywMjqBaPuD2SrjCpOFQl5NFSPedVYI9KcV9lkmfVkgqyAPvGktkXI/uGSCLBSV26EwqytVgAiKrFkytRxmKh6FLCES/gxvL3OLPexZBTwcj6oEAkjt4cKhWNpKSFvnGC3BHYUOJpgPv9YTb0xqnP7X2wr+dM1lY3x5NscwmRvhdLRVzS4xpXnLmK3UeqfO8BnSTq7h1DGaI5Z9h7L6w8c9bFvOslF7DPqLueCPdM4Teu5ESziKo0NMneofzwbs02ccnv36WFlt1Di8OjPKsuzYIlWcmxWBQK8pyi6G7MAFYnFjNsv/fICOO1JlEkLGngulfFIVnKhMrynOGRifok/3HzzQSh4tGRLYBWNyUx5C9mXTOxwJDw3sYwp9U2UlETiYf8kbImOWXHz2oVZLcnHEV2MBvvqR5K6qy2Y+psU2+GmYbN3XfTpkU2CzdVakjYTJAut02pNvRQdU0UKsjGQY4Q1JHDD1M2w/wBMF7T69ekaWI/t+jlK0UtpSBvK01oBdl0En6mxqI9nt2sRIcfEeRmEDlhg8hiIawMKpQQDnoTnFV7MLGX3Ucm8JWOiFHys3V75ui3uGLsO4mjDfFiAqlwhtKEQb8Zkb10AIqgqTi/ehsPl2tOrOjkPi3ZPq95vvk52bjfVJ6wpyu5XaSqGsKZSbutODChVd0uRzHX3QQvoeSGeNza90KU6LvKJcg+k5HPOsQkDVEhZccVXjX2GTvhMZo4ma6RgglJ3t8ATa/H0O74p/0jk0w2Akaqcef2sBdH5NCnyialsS8hPZpgM/4J7kwAXXppwZMJFJhvnL4qjmTxsRs387nbdixgbaZGf1eJs9Ys4aw1SzhjdT+VUnsakNdudYJGB+HuSnOpeI4fnnqdFpiV6r9QBDlhsSiiWMwHCoI8A4gIfY1D9IajBErx8w272HxgJLY7qEZMiOMxV/ObYk1jDydWN0Wv/C0Hj/DIgSGGqw0n+oVCOcO7I/4yvdyxWCilGKhr5cISZFel9SMqrJdZBVkpxd7hKpONgKpLwpVirFkljsAcw71Rcv1oSkXPaDMV4UB7eZMWC3dY2ipwDYn9nBFBdl0Zw7sJqiOsauzkgN/kHr8abTspAROejhWcR5LrzYDBnGH4e3cNMVadyCxPKo6xJmy/BUGDIRWgRE8L7A89atKgPxhGiSaJvz+0AkHhG7XW7ZhsKzW4v2KywaWy4zVUKTrfoVIMjWtLSbnksb00GVl80o361+7eyabSPr7ZN8bDpaQFwsJm7gspk6Z0AL0tOhixUqw/2Q6ae6ccnDgE6MmWR7yAMLDTPSURPyQUn23dFzLuDYCxKMQK8kR07SMFWSUT3ljbg7WauJ3NdMKcqpemzdriUXfS6wZByL7hSTbsHUYSIzPJsqLOgX2pK310roJcjQi5vgvLBUE+7vHEU5fz9EUUZWO6SPO7lz9hfeJ7uY2C3A6N5tRK+kzJdy6+8bvJ79OIOpHObTUt5OQxOCrIs1gUCvKcorBYzBC9jSM6nbMoTqpv5tTaHhB9OgOp4/I7V4UE6A1HwZPoBg9VkxCdlMMN1WW3CJWKHnZLTn3VpBk2I5X5iFfjh73joCp2dB9f2X1rWAV5MgzYP1Ljk+owqyoVZ1+K8aBK+rFTThlAlJXMRUJBDuuAHz2/JYWe1OW0s2Gm7RKtHIZNFIpmhtpBfVIrxw0R/nfJMF2+F3kx7umaYK/fQJHNRd8MQ/YOV1kWZBuyb927lz37DvB7qeWuYu5Mc4uu44FggneHQxzwy5zY9KkoYdKLUxeXFVQQPEKd7INke31btz6Wi+s2BJoXbRviU1ISKal20F8TQut/lwxB3rD3CL2iT8hINEkxeaKbUQesHO3PHptCEUyE0NpyGN2zo16TntBLXKWReqy4/vfAEP8YTVT12N51OoSbzJ48PLqd+5uIIMNYVOvIg0xInyHIHiF1FF04kY2sgqx0im73kEvd2Ze7UlCt57/UPBR1qVBSdSTVebBH69nrYM6ZVZBtoulzGxU2lnTX4VjPpFdgaogITz5jJT975FBnG0wMLuCwfBbpFO3nrk22oTMlyK0m9iXKnk/P7DTO8ax94zd/RBPlUjesvwxOeuLsyusELqu3ynGhIM8pCoI8A4jRBQEOjtVZG4VS07/f0HUvvo2pmxjMhZ4wVitjv2oDZZieq6zGYagA0WqYfZA9FVAPYx/wfV1HKIc1IFasXJLXDELu230QpRSBmRa2qVxni9eEQJOLXbt3sy+4nW9OHoniYpqDSKBd8hCwCrJLkAUvbCQIcjqrnRLP2AKaBCHUon2Y9cYPQWPMHJdWVN32d68fWx7SpPDB3SP0+vl1VoQMj08mfaRKOw9CY4exkQ+srQbgYFCN6iZoj6yNPR3TXQ1feaDyZ7xXJUxMYNM+bo9kM6fTTrtxOEW0xeLyWg89ofDTnglAYbXnhnVoiOQa7AIpm9GN+BgUnb8oPj4wRBnh5WNLIqI60UjabkLHi7+7fBJr6o8gKqRbVSjRZ/Zro1jYWNSx5/cwTf1UKMUZjQr3lWssbx6MOm3mTETENasVQ9M3MZkTl9e9DvFn3wfCgEB8E4YufS6scu2ZzbQKrcy9ar3TvaEX2zEKPCbQU+6QmDQm4etvnd/KTBP1lNK70kzas3d/Ow/ybDGnCvIs0K7V+/jPtvDQ3hHWrY8FgExTvu1n4JchaMDmH8PrvzAv9UwgL1FI0SGfUxRncwYQEU08gP1+kyHfRpQwvxO/dnV63PiVXHLSG1v1N6RJqKeoJbKhxWl8tXXg590TPOhpFdhTAbXmpFOWqwTG9bDLdm7dQOmhz1AdH0UpPQwOyQlGS4Ij3LvzVhpBmIiO4B5bVULeJXv5RU/Kg6xicqVS5EAAsVn2UuXFx6pJh1J1btt3hHtGx5MrDG0nDHWGu0fKh6LzkoWmS+fVkzO14wkjSWX4lYMf5cL6A5lJgSKaVCXVf60ga1tsqJPEGILWrSQ+p8R2ioqq0RfWckwrGoOeTYHtXA/xosgX2qdrFWQvuu+iSAquYKpCfNPn3VKu06O8XLsJQChlU8dkRySvls+u9+fWv4Hijt5nokQ7pqvNWuL3ILCZBcV0AHVdlod9ifVci0XIeFSPParBfUoT/5ODMic3y4k6RtfKUXrTFotJic+AexUtlMR0u+RpK1Acfzx1H9uOkthrbBOFmG6uuf59Sse3QKTFBL4Cxxt6uzokyKl2cDGgO0Xul/eWufKsVfzB884GdJs7X5ipOj3XaCUMNIKQWzYfZniiwfbD49kVLntT/PmUp85T7VrBqXP0QigU5LnE4rg7j0Eo01N7qFLjf5cMG0IVq3HuzbtmSTd51MOGjdJOS02T3MQdmRS4wIO+JiGealJ3hrQjEpVTV1EKf//9NEUhtWFCOyEup1ZNWimtGgf9gDqK27vSs4+1l7QnHIuJiDkfVVFIWE+Ql7TFwkYPGPPG+eiSI2ys1DLHEyqFL3HUgrxGzS65sF5JLFFpVoXuZPQHu7hg/zepm+PuMo+EZ8pPx7EGRSMIGZ6oRZmzPAXdoRcpyCFagT5QXs+axm56VJ3eSinXEjfshzQzES68aGgnxENMfGVxyLEty40Gocc1dAO5z29SlZDz6suzOwUCKpR8j9gnbhTknHX7jQKeh0e6zzFZBRWNIOnxDi0VFQgdb29v2GXIuSan7iQ9S5BfVO2nF4+H1CQ0a5SU8KqxlH3GFOFF2fWgrOqsD59jSKr2K+u9uB3PFgqyh84k6Nm6ZM/Gku6SvRrEPiq9niXIPaG1TwmtOkYFji8s7ekwWskiHFl48cXr+LWnnBp9FxF+82mnc+ZRSO1dmkfyPR2ELewgw9W4Q1PJSyRScTr73lEekM+Lg9xCECkwMxQEeQYQJGGGL/uejknbjNU4V7USSZMsjTdWBwAIJUTRZOvBcSadiWSJ2LGmxGHjLfUIUpnf7Mt5zFGT48flo4M/ZsgLQalIQQ5DlRleq6ZIZ1p961JZ76tdoVQfZm1jF921Q4ltAhT1sIHvSZTW1CX/mpjpW/GG7gczBQ9XG1pFV7rxjmJAq+xQl0J4fu3FnNZMTo6KJk0mGhDFxweGaIQqioHchfW6amUldLoRbjQSos6N7uh0G4uFQqGMalmTbgB6fY+SZ2OfJBGYrpH7y5LuCjZ8sTJJmwX4lb5fxojW9j90SVyqEOKr+L70PMmYNSxCKScJstKdvaw3HFqEUgagxkhkHUl7DsMwcLz4cZRpTeKdM6liD3JoIpSsCDzOM+dPb0Pm/NlslnEUC8Xaxi5ePfRD3jK8nDJCFS2xh8rJNNjCbiFi1GAvX0G2+9QdXoFoFEavZ0cQeq2CDIWC/BhBx1nY0qndFwEqJY9nn7dmQfZdSinId+04wkdv2MwPHtx3VOvhNl17hqr8/JFDfO+BfXzjnj2560RwCfL5L3MKPArXOW+SXoE5RUGQZwARQTmnzs4zsC9gV0HWL3CNHhVvo5zvoQrQUYBh+2Aci7cp2SdySAxBVgG1mhu3t/2LOFSKYS9gyJDNA342ogM4s/DT26fKSmO42qBa06qvb/y50VoKJqnhizDQXTYEOV2+TlyR7kgopdh2aJyJekAcxC1ex/dEq7Pme19Xmaefu5ZO0N9doqvk0QzCKIlIt+mJC9BV0i7xgVA4pVnGWiyATCek22R6swH+tL6oyyq3abwUGAXZHS6Lw7yJ50f76il3m3MUl1cSS9hgRXNvpCDr9X1OXpavAgVSMfdxbDz4Qe94HBbN4M0jy1Ke3yQazqS6NEEOdAYQfYzE3ntLkO12rsUiEL2eH0BzIiBUirFqExXq6/GCiaQ9A+KRGFvJVU0dj7lLCROECJLy9kvUsSo5xMZ6zr3oHsg5atEqcqXkRenX7Xp2Ymlf6JlzVijIBVJYhATZYqpwb/OBcsqDfO2PH+WObYN84fadR7Ue7nP6t99+iP+5aStfumMnNz96iIf5Vx7mX9k8fnN2Q5cgD6yDJ75Rf66PZdedLkb36Ykmm38Mn30NBOl3dvKdUWDuUZzVGSJ0bkiXsIgkT6oSWOr3cVJjnEtqji9WQbfZThPhulkcPwSNhMqq17UERsIG9XpsZ8h9mbu/2GHgZki9GeqIFzkY9ZIESUX/YvtAGOqhMdebNjhep2nV6DCMNzQYp5GgiVYdT3YqksQzDasg93fHQ1k2jqalyD1dJc5YnY1kEXdYnCF10RPfQhUnEekyNRntMqGOBJMJMe1HjuEpFYUhq4nWnD0Vr2nrJmLsCg5spAZJNXaWtvVU/EhBLnlJXzXoSCW2xBcNf4FKmPQBl6XMmY1sqLHA0Harktr911OdsqWhnw6V7EAIRadOF1EZheVzt29xrAbxfV2KDCSuxcJEgEH76ktKCCZDRifj+NlLe8o50UUkmhAXK9RGXVdCWM52TkIjw3eVbKfMLtch22wYt/xnyk6G0TkQVW0UG9LNoqIket7CRTikXmABsVAhwTrAP7/6Ev71dZce1X36i8Vi4TzqeYle9GhbehvFNXd8gB+4Caa6BkwhsyTIo/vgm2+H+78Ed39GL2ukwpGq5DujwNxjQc+qiFwlIptE5FER+bOc37tE5Avm91tF5DTntz83yzeJyAs7LXNO6o1EHmSA1U4wEDEqqB38VUDP+G7WNUv0h8nTXUEoIVpBNJP3QmJCkPamQvxMSNikXhvJJHCwSE9+sEO9JVo3SGnyBloVVEpF8ZwDMYRGhL6Kn1AdfBuJI2gSqjAm1UoxGDTxEskijOoWqpTymLZ4GOJseQma2Fo0KssIK/3OVh6S0+i6tKpS8ujriq+ZIk4i0m0eiZG+86BnOeJkAJQoE0wSS3t8Tl21FIC7ums8apK02HvEKsjrKfPSsVjRFYF7uicZ9ZJZBj2ErigzkqOqi58yY+h1XRuMR3ISUNkr80vjWRU5kDI2jYd7foKc26NdI6Enl+q7Pq0g1zITknThJeXjdip1FAu9l8DU31PGy0uszHqSZ1KJERNkjeWlMqMEuTacZIdJpxC3Vgk3jFsasQ9cUCpEHXjQ/hCtUylE4wKt0E5BvvzNOvrB678AT73m6NXJoLdSor/r6PpoF80kPaftOnlFLwDvfdmFvOGK0zh1Va8m8qnnOgDwfL4bxlZHukxbWxudXYUmBvXfAw/FXuM0Cc5LFFJgTrFgd6eI+MC1wIuAC4DXicgFqdXeBBxRSp0FfAj4gNn2AuC1wIXAVcC/i4jfYZmzrztJi8Uyx/eJOH5XMXP4gyoC0cQh0M9aGcFXlgCY7HPSjNiKnk9vTQXxA/CtvlEOMsGR0aHY4+gQt95KKTNcFhFk1dortyJo/VuY+uuJJhJxHEsVeYNL4SQj1UaCS054Ib3luE5uH/1IaTWHSieQS0pShyfphkBSpgsBz3hIT286E2dU/Mf3hAFntu+GSj2hIAP4XhlfPDN8L8YAkmU+PgEeiq4erVrf0VWNLBa+r/dhMlGT1Ct1ZQ97gY6JnLCT+azp62KgpxydE1EQ5viJS/Ep0KJ96vyUpUQJSdx7oC0W7siArUATlSnDWnOj72JCp0k84iGojPWmqZJqtoUfRYnQ/9UeZP1iDqPyhF6VvtbkfE8Y9QGiCCCnKX390+H1okl6og9GVMiptYep1A7rayf62FqPyujt7ElJ52+MLDUJC0uB4x3/+KpLWNk/RWKYMN/alvntMaIIztkkvVl6/RPvqnqTp565kpNX9PKMc1azrKeS2zFXqGzUiC4zevmj92hbxOYfz6xCbpsVEeR0Tz/x0sipYNH2zBYLGQf5ScCjSqktACLyeeBq4CFnnauB95rPXwY+IpohXQ18XilVA7aKyKOmPDooc/ZIdSYHHGVYgO5wggYlbMgxHcEhmfZZKUW9EVAqC7tLTVC7WBIqkAo2BQHoIfS0qrepXOdA+RD9G7+dXz1n/UhdNMPAA+Ekadpi3/XLA58dpfwwRBMSclfXJA+XtdLtuZIu0KMm6A3H9XIVUBvcQRewPiiz32/ySE8D173hEuQJr5+m2NTOyYfap8my4FCkTmY6yiYkWlJB1tfj6rElDHsh1y7bxYRvbRdaMezCY8LU4ru9Y6ypdqG64OTJEj9XihNKp3AgvMMQZM/YK0JOa5bpUsImcx4q4ST4vXgrz4TDm6JaVEVFBNmPklykiCfxfdQbOoqDeJREEGU4nLl21gzhllJSSU9yusns8fKzfpy9dgWHRnzUhN6i3wwTNkWhJwbGSlczUIlkAoKwMvA5UAoZYzOrEfrCUcaC5L0TSj3xPVJ4bSfNKMK99cP0BrcijEfnyCPp2bfHc8ry3sTwpe2M6M96D7ZbdFHYw+1MZoZxgzB+dySobVAjzggZ2yTsvpNau3DEH6c76rjFB1hRNqJNEebtsYQVfRXOWbuEW8bapDxuZ7Fwn59Fqgi+9JIT+eVL12eWv+mTt8+ovPQkvRljlt5ut3M/UQ/oqaSIb1ZA1t9tR6ZilGNrsbC49WPQuxKWnw7dqd86gorboXRbkhvFwv1dLdr76FjBQnZT1wOuE3+XWZa7jlKqCQwDK9ts20mZAIjIb4vIHSJyx8GDB6ddeUvJntl9Ki+sLM387qtG7Cw1N/KawKeEcGZQoUd51BqK5eESDvhNVjf2srK5jyXB/kQ51hKRHlofkga7JncD2YkOebAv6qXBuNnG+CwFHhdqEnVGoxwptOuCbN/pJz3j7DYEutm/LvHbsuYhTm/AcqUnjHXVBjmlWebqsX66lXCwFDdgAlzixClWCMu4JEF2LLrCKk+ZGOVJk7qOv7cinaFIKEkcjeFla18ZHYOPsCL0ed5EyEBwxOxL76OSajj2jE8yXm/SOxzyjqGVrC6fSJ+UQemxglBK5Cex1vWXgRMjNaTm9bBUnRidY3sm1Ypzktu3uGyCR2nFmbrRdZhXgM+ZjaUsd5Tk04OyQxCTjfhZdHF6KX92+tVPOMlM0tP35tLmYQSdDa4h3ZzTqEQKvDv86HvCZc0enjfR69RX/76yui2xj3I4FJ0fF4nIGkqxrL6fcrCD5cEh+oPD0alZGfgsC32umtAvH08koTg1K8kXTmw3MiTbrOqnrrVVyCvKo+zUxb4kxUlXbrfsqfha0Y/5Mb3We2g6MiVPGBAfD9G2lqCeGyquwPGLKSe6tSNyCXX5sUFs5syC3E6Z72TzKIa/YrIR0JsiyK6YkcHqc+FFH9CfKzmTon/yd1pRnhbcE6NSf9PLcTyIOcpzgRnjsTGOkwOl1H8qpS5TSl22evXqaW07MtFkshHge8Kbn/cXnF7u5lcChyRHQ95JPbRHebx9aAWvqy3jd4eXA/D4xhNZHi6L1vFUkHg2Sip+I7v3fmgGdl/dd6n2jnWXeNn4Et4wkiTrroIM2p/ZvfxEeru7WNpT5k97T+S3y6t5x9BK+pXHEjMB7vLJHp5Rf2bLc+ANnJBZdvXYEl7ePDH6fnqjzAndXfhK4hdH9zJOXvkiTnLsD2dXnsZqngHAmiWVqA4W64IST5/s5TdWvpmLV5zNaeIMY4pQET86z8u6VkUWC4Dz1y3hiskeVgTuxDBn4pxZGkoqCoN49PrxfpSUtR9ZCYGUky9C8RCvRF9XiSXlElX/Kezv/QtKroJc7iVcdT4bex6fdzqTEKF06pW64ZVYfQ6VcGXtJF4W6mt8YrNEl6NLK2dA/80jy/hdViPl7sRxWnjG8AGwork/OjUP9VyMosRLx5fwirGBaN+gyXF/V4mTVJk1QSlBfAXwTWbHsGcFAGfV7gbg+eXLOYe3szbQ59PPsYoIsKS7TBDp5Dpc2ptGlnGh6UzpFNsxJvtPJcFYc8q027kvPFvvx4fdnMuKuLxQTxB8Vs/F0dZvHFnGJTX3HNr/CqL0Gb+y3suFQTd9XSVOq+i6DoRFwP7HIs5c3R/Nb+jrKnHeuiW88EKnrWxHkNddEn9eRBaL5b1xW51um9O44qxViX8dYapRlk5GYWZNkPXfyUaIUtBTzjvOZD2i1FM9y6HPHGspO5EagJE9+cungjvvJaMgJ99X2W0LgjxbLKTFYjdwsvP9JLMsb51dIlIClgKHp9h2qjJnjQf2DMezXiUeLk7DJciHSyewt7ySdY3teALDpZUsbR5G64XuzZ0sJ2qazMSh9EO6xuuPntSfDLyKVwx9PbfOURITBarcC3WtqJYkmcLYrYWnWt8eZT9LADyg7McNRAlhaU+ZVV0VDpXK0KyaQ0k+zOesW8orH3cR//LdLgKVNhE4Z8TzQLwomYcpjFJiKD49SU+zqrJJi9elfLQWm0Q69TXi0ePFL4ZASlFdmnQBcaKUUGKbgzJT5QB8X2/j62EESp7Hpq5LILgxeVwpCIJvSH5iMhs6M95qVQKBKyZ7s1FTLIEzUrny8xvskil/SbnBQNPaO4SAMDORM11PX9mJcEkvT6zgatgoLCXPhzCedOqb66WccxafPw0v7T/GEOQWQ4ah+Hgq+ZLMS+2dPS5nXoDtRHrxjPWySq4d/XWFGuLIGSeYJzbdMS3w2MCVZ63iynbE0LVYvPLjsWc1jUU0NP6yS07khIFuEHjK6Svbrvump52e+L798Di7jySTSj1v+Ctc1Liff1n1Xv0e/eKvw+rz4JwXcXptQ7ziz34KO2+DnuWw7FQ4/elw6pX552aWBNk+p3ftu5cD3MCdR5Zz4MEK3SWnc6zc9SGniZq765ZQw+w9M12LRUGQZ4uFJMi3A2eLyOloEvta4PWpda4D3gDcAvwK8GOllBKR64DPisgHgROBs4Hb0PfxVGXOGp57M6ay5yQGRhIPi0dovo92ncC+5lqWNg8TIvhthPzItyxpeqwH1Jd68VB3QC8TXh8wovPCu25jJ4qFS1A94mEuS8HjPbRWwVqF56mUK9iIXr6xQJVc6U9S5w8QKXH6qj56PJ+xdCPg1Ek8Hzyf5JQJD9+JjiGeh+clvaMClMzxV0wM3tWU6BaPB0zc3XQiahGPXq8SLVMSE59Ayqnr7EXETfvSjEpdsgoyoJQhpUm/eh4Ej5K9r5x7KMQjxGO1lPjL6lpGmnUoxyQ6lPj+sMcdtiDI+h4QBnpK7I3sz4qmBJm4zVn1We/TvRcFyUwmsZnlurwKJyztZqKq7wMv3ewYMp+8qnnnRVKdARclIPmSdMPTJX3aphMhknyxmPqXvDhFdyndXYuelXjpWGkVBz2dHGc9FdxcfQVBLpCAqyC3eDaBRaUgl3yvczU4hbw27vzJu1mztJv1PXUGxrZo7/W++2Hf/fzS0FC84s5l+m/1iP639x4YOBFWnJEt9OHvzah+Fn//3Y0s7Slze/WDAGwY6mVvPTnhMmtwOFrPdisFOY8AyxS/F5gOFowgK6WaInIN8H20IPXfSqkHReRvgDuUUtcBnwD+10zCG0QTXsx6X0RPvmsCv6eU7prnlTnXdffcGTltGjKFmekvAHHkCxGPcX+ZLguFl0kgIoxHE47iId0YTvY0PyZunvTQsBEC/C4sQdZU2oSw0hWISiohkdKWJBRZpRdgYskZNJt1sq5rU57vEGRjC0mXki7XhkPrFp+xPM9mJCv6IB59KQU5oR+LZMoXgaipM2quAFdIHw+YBBaZ8GaeR4+jBoZeCcKYIKdZk4hNT+xMRrMxmk0np5Se8dwSEhNkBwFedO3EyeSYT7T1ubcE+ZfHlnB97zh7TYIY28FxG3mlICDET52/dCY9P7XHiAymamAV45L4vO/lF/PTj6zl4do+vHJy4mDGe94inFu6T+aJS9Kz5yvhPRYdxrDqK219aWafBUtmPS+2n5SVSYotTkGpuh/qOpmG8U5fTDe7naQoRRSLAgm4SqffYXrqYwDve/nFuaKJFQ5+99lncvJyLeYs/foSKiWP1+36W/oOlmBFb2a7lqhP5C9/8Gv67wkXa7I9DWijVJMjTlrp/rSVJKdBmvaTfWAjrDlvetu4JDdDeAuLxXxjIRVklFLfAb6TWvZu5/Mk8KoW274PeF8nZc41El5IQ2SW56it2mIRxx5wlatqSZv5u1Q1oyB3K49xs11ERtwXuRBFOFAOkSqzgqb4Rmm2xNpsY1/+Kmmp8J2iEwlPFEjO7bFubeuUpAKUvLjXXTJ2iSShylo6xBDHLvH0EGRLaVUT5CWGHD5lsoenrXo5Xzz01URZnpdi+giXTnazp3+CFUE3R6hG9bK7shYL20kQM9nKwirIHtCkklQkJY5GrMmeGbz33TjIKiLMybpl4YlQspaOhIIshDmxMOI02tmilfFRrw1KXDXez/8MDAHgiw8iBKlGNCBIdgCJPcgq9d09AFvN8+pdnLX0Yr7FDbHFwhxLvypzWa2H+7vaq2MK+PzK3yekxK8f/hdnH5Igyct6KxyJ6pYlG+55erNayYbqGNf3T8SdDATldDQiBdn39ehPZCXJgdMrEBXwiuY6BrrG6Vd+6ueCIBdwYJ+3Z/5p++H4RWSx6AQnLO1u+/uq/i7WDJh1nOyViRGWJSfwuRWvR4+hhTx+1R1w6BE456pYIW7mh46Md3RuTJBPe3rL1RSKSfYxzAOMsZnQGW3t6ypFCagsMl32/tWoiRZ1ufLtcNO/Zpf/6D16Mt/y09ofg9kjAIcfbb3KlHGQi7ZntlhQgnysIqGwGXJ3Rljh9eNL+eKyEee+dJNOi0mnDJ4nVD3tPesJJ1IeZK0g2+gF1gMpdgxagaZpgR5y9nye6y2hEgjfx8OzWmmLmIm+LiyuvqMgZzF1I51ew3dUER9NaNJ+VS/d+BiS0pU7sJ6yWIjHElNiTRQVvztRf0ESHmT76ZyGxwXDq/hab5nBqH4x0hYLPA8JHRLsVbCRz5pecugtFEkourZz0tdVZtXSbpb3CDBkFORkXXMbMcm3WATKdLJEsGHYhGTjraK7zSxvMWnE3nMqRZBDAkqi76+4nknYI81rfksQWVOsxSJWw23HwcZBTiq87pfBUnYSqKRWExG6yx6NOiDlTIXc27pPPB272a2HQNKDbDql4jkdzOQIhUuuLXZ3ncWKxgjneiGTQXxddJnFS+oxj2YN7v5fnSp45616We9UloXHAOFJH+KKMzh0OJ7krZ5/dSwQnP18+PY7oDkZrz+8C/beC2e/MF62/FR4jck812bEbi/fYYx88tnqdZh4lM97KeEpz4Ff/E12xVOvgJs+TO71mhzJLusU7Sbp5UrchYI8Wyweo9MxhNhvKomHcF1QoubHky5UgrjE2fdEPOq+zuHeHY6nFGShW3nR/R5NmHJV6+glDfglXu4t5/kyQCgevfTyRlbaXyNFNFKQSb7cS4ijILu1AGR6/ScBvJKrIGu1OD0k31fS50ihQ6LZiY6amLXxIBsFecCcrwkvNDGPHdLp+RmlVhMrZYbc43PnDsGHmfbFi6waAgSG5IkSmiQJMpmJjvaEeqwZ6Kav5BsPcrKurSASWyxcv3ag/Gg6m2susCUmEy7rH0K/J7MeYCYBSiIVsidCIEFmAma0nSk6rSC74e98JVEc6qa5+XxzH0UT36YIS9gqX544kyHTyFOQE2mpHduGra1Hyo7jWCzyA/plEXQNUKObVlarY11B7iDb6R+JyEMicp+IXC8ipy5EPRc1HvkBPPJD2PKTOF3wVHarPJZ2DHa2usvZycYWWXkguU7icK1fO3BU2x+9F+76tPYnW3gl8M2/1DmsN0O+ee8eGkHYkhy3gh5QcirkeYyp/JwBAFx9LTz7L/IL6gh517oNQc67n2YZG7pAQZBnhAQBM+TOEqTQK0XDtokwb5K0WEx62mLRraqZxqPH2a7kbBMXFRO3aJKg6ExrTcqcRiXZ1phJYmAIjFOWnqSX33jNZJhv/crYnWz1Upcgr/B7eFz/4wCoSxd7y6dGw+YlBFQbauJrgnya6Mby1IbONOelzk2eBxksh/H0sHhUL/1jHMXCrOw5V0XFCrEHUVKTeAdeauKh5+4w8pF37kH2tAUC22nA1DH2ayfa6sQJcxVkwAlVZ1fbWTlTnzMhQZC7yh6nrOqlq5TsGKUbiSh3orNfe41LxKTevj4qyulQQhShoxXE8eSf4vgTPUm/Qonu69Bck7Mb2ePVdTbXU5HoYLop48U+I36SIKf9/8n9685nlILa3mupjumxiA4zk94NXKaUehw6mdM/HN1aHgMIcohUzhyDBFolfjjG8DvPOIOXPf5ETl6Rn7DIQpHN4JnIzGlHwlyLRcNExxh1Qqi1Oa8/2XSAr9+9mx8+tL/lOtCJhAHjjXHef+v7zfo5W/StTIbtmy7y1N/M9Z9KQT727pfFhoIgzwAJQunlqW0xIVAYIqFii4WIUPONBzmssqw3OQzerZxJQim1zhQQf7TKJjp4WVPK9JoIBU+ezDZKeZP07NeM68rzePXYQBSHtpSn/DmLTlrWQ19P7EXTZDy5+mU96/A9O/ktSf59Yytp1UCJ6CgWq6TE7w+t4KJ6l/Evu+dDcl4usWLoerPbWSw849G1y8T5HKSUdW17iDst0RGIew0VvvgpW0H+kXrEtgTXznPFWWsIEXorfmLTWBlNWiwg6VHvrfiEUiKQcqwgkyynr1LKupzTk/SincfnJI6EIlGdrcWiEnmkLUFOhnnLIl4+4EyW0RM+k9s8J9DPUYjH7wwv58XjOYH6Ad88g+l6J6OKWMU7qyBnauqOPqi40zp5/ivN+rYNOKZfUlG2U6VUHbCZSSMopX6ilLIzp36BDq1ZYCrIVJ3lPMJz7CmCy/sqXP349S1CiUrE4e7bNcz3H0om7HLD0mPCrSUsFrbz78YYDlurujbO/djkFCHhWr3mnPqM1kezK3WCTklrrj2ijYJsz687AbqwWMwaBUGeATwzgUd/iQkq5pPtCbs9YuWSM/FolLQy1lfxOWVlX7ReSdW1B9lR5PQ2TuQKl7g5BEiJEIhPGeEfVj+fJ5gEB+4ULj2sHA9uuZP0XGg+4XNys0yv8ugqe7yoa3nb8yIC4iiWJaeuLimxZCImc/ZYPVCqdZgx40EGzDS5rIXDk3idaH/2Nw88wihqgo2yARCkWaDnxT5dkUgVFbRS70LlqNZ6Zb1eGX2/+J6fWs+pd4I4+w5Bjvd18ckrePXlp0YZ+uJS8smY2ING2xrWLnFiVEdRN7LG3ZTrNjNJL+/VHqXTVkSTLpui7/hyahLhZaevyCkhezy2Pu7y9K3qm6gAIT79ykvEcE6caScMn30uvVSYN0uQPd9DkbyH0vVxOyUuQRbvuIqD3HFmUoM3Ad/N+2G2mUuPO0xpsXhsRCUYrjbYfaSKUjA4kSSuCQXZ16OFCQXZzne585PxsjaT+Cqm3Zxstu9otLJxzQjPz/Eod4K8diN9/d0Ok71fLvhlWGKz3B7Tbc+iQEGQZ4BkmDebKCS7njIKXeT+tS9mT/A8j7t6n86NJ78ls3HSYmGH6/OHecWPCXqIh41dLG4D7DxsvoksYXfgO7QjfQj2pR8a5+vKUvtwPJ6I9n5F+3KaGueDlwoHZJ9taydIe5bj9fzsiyMRUiRHQRYhMKTlhIEeupesouLrAfe2k/REX69otMAlyGkFuY0HGWwnR+GJl2yynE1KCetwHMUiMyE058WZPFtxJjp9z/iJNaN+nfFDZ165kp20qY/ZJ+pUWfuAQxN9hzhGCjIKH6GU2ktfpcyvPDEpNNqSuss+fZX4/DZe/CG3atl71JL3FgqVhYe9n233yKr97vm0UTf8RHkSb0K2BiYVt2cJciqE4WPkJSUivwZcBvxj3u+zyVx6XGJGHuTjjyADHByz4UiTx5ycgybaZtGswf4Htb82L0xeb+tEJiVfqDHI7rFt06+kJOnmZBAr2a2SFwE6G+oT/l/8vdNRgE4sFnmT9EoVuOgVrcsoMC0UBHkG8N04rV5MnOIPVq2KlT0lcfoAqwbftOSFHOw7O9MYdjsezEwUizRsQys6znIoni7OeqOxlCCepOfuryUZJam6jfWdijzlrbnrxZ8FPDeKRdbfnA7VpeuUVJDTlCLmqD6ZoclUODZxrBG2fpYgBxe8nHNPXBERLVdtzCjIohXkvi6fpT2VSFUti0eIn4z5OYUHWUQHzEtHK3HPXilxDHEmPftXDyrkTPKT+HCVaIXcLT0vogegJ4aKpDIIar09L5PhwVI8uzx7HHFDIsRRShqi4wh7JjC23ZOSZDQJF10ljy4nzaub0tzLYcgxRc8hyM4iK7p3leL7w4vOqS0r60FuSpmfLXkxqqf1i1fhdJDs5Er727GtIHeS7RQReR7wLuBlSqkp4nAVALLtWHaF7KLjjPBkAi2lu/rpZ6fUraNWXP838MBXE+8aTr0CXvJBTUhbYLC2l+38Lz8b/BQAPj30cwb9nJGsV35tEy3ljpEdLfeTgTOq2vHEuU4sFokJ2V7283F2vywECoI8A3gOcYwtFvaxchgLgoqIV0xuxPOiMryM+pgkS+4kvZiEuwqyM6QrEpPwjELhTtKLlyb0xWQAhIh8h4DyfPxS+1iXWrCMG62S2VeabsX7Tx23UebTaZ8jApyjoIqXJHQiXmad0E6a9Hz3KiU6B3mZ9Kya2lMuRdeoq+Rx9aWnUHKIpyZIXrIAkhPABvDpLfemjtnpqCQO2cv1IJNzbOKUkrDSKHvfxOu7nZWIeJOGkM50eN7aJSgkig1qrejdKh69sFt4xCpqU/R4hpdSTRLPTw78FnVOPANxdU1ZeQqy+1k474QBukqxfcJDcgmymCgWZXN2a15vvF7UW4s7wUoRd4aOLwU5ynYqIhV0oqbr3BVE5FLgY2hyfGAB6rj4kZcGecpJesc/QU5jaoLcBWNmgt0DX05Oflx9Pixt5/6B0cYIAGd0PYeTeDln8CZO5KWcyEsT6/X4SzPbttGIM4JCBq7S3WlK7I4U5BappguCPGco4iDPALEqJ0xlsdB/9QrRi1nECs9G4U1u7L5io3lxItHa7s7SRFjZ+fo5RCouO19BzpIPY7EwqniaOGVWh4yCLK5fG33s6YxLtlxtJ1E00wQ5UpCzoXsQPxnhI2eSnu+XTGemHG0vJDsH6X69eH6q4YvPnHhpi0Va2dWfQ2fZH5ZPpPe0F/Bth1+4w/iu79oN82bJophjzRuaTXhtnUZRW2xjW4c4//Ula7Go959I2fMjtfyEpd2cMNDNkGpy5sp+/MNxJA+AV46dyT+uqJlSJfpryXdDFH2hFxPkOKRL5hhcJKwRic6gn5kw6OV8ytuLe+xJH7GbkVAXXvZ8XlS9nEuqd5hr2Jp8W4U4mheQmpNwLBPkDrOd/iPQD3zJnIMdSqmXLVilFyPyfLGFBznzVIXpDKvpDUpdSYI5cSj+3LUkvXYGtaYm1D3qJHpJTuY9g9/Co0STCZZ2bQI2Zus600fZVZDzIprkIm9nHUzSg/jeKcK8zRoFQZ4BklEs0pP0YoSiB7z1fewSoJjUad6bJsguaXU1z5yPtndqloV4RtJLp+eIy05n0sstOKqcmcglTE2QUx7kksr2rbXem5pMZlYqiQcq2zTE5MPLiRqS9MzqSXrJhuG8dUsZOjjOsv5eZNglyHH9QkkO+ovnRZ0PN3ScVkjTNo9kPF3b4Qkd0rYcz8TybKUgJ6+59SCXojCC6GPvGshs6yrI4niQ1RPeEOd7TsH39H3iTtJTJtZo1mIhOj2z3RadpkTHN66ZIzbnVcVprJsonU0xaqjNvjxhaU+Z7N1pf3YVZKce4iEqf5t8D3Lyc3yfxPdA4r0SxUEWyvTRrTzqKQ96us76nEuc/CZ1b4THOKnpINvp8456pY41BDkEubBYZKBSndwwTL0J2o1gVvpyF3/sxs086fQVPLhnhFu3a/W5EWTPbQk9v6ZCBZH0G8rWb4ZIWCw6VZDzJum1UZBdRG3Vsds5XywoCPIMYMORad6b9ZVanddVkPWEPfuyjV/8ngjL/Z5UCdnPyYltSVXNXaIiMukn1o1e/tGypPIFJGwDnoobLEsdZ6Ygk3lOoyH26HToDyu8LkDRi8ewu77965WyyrjnkbRY+ODqogJd5RJrB7rBd1NES67Fwt1QHFIUJZcQiSIVaKKokhYLIO5YOMuixk0y6wH0KcHO7fecTHolz6On4rPE2ksuegX0LGfvHb+ga/wmc350Ofd11XAn6XnnvRh58P5oH3aKmi63RKyZJusjXnLyS3rUwVMmJrPzS9JiEds3PARRTbNP2yn0uOLMlay9uws1JFH4JQvXYpGI2e35SOpCuQaJNBLKOo4Vp9WEVxRdZQ/f82ja5CZm5CaqR6q/GnWrbAfKdBC94t1UwCJXQZ7C3ZhrsTi+bqqsozZ5zGl+zMB6OPRwfmE5CvJkI+C2rYPctlXnTh026aQHx4KctEIxPPEyI4qzkpDnyoOciWJRWCzmG4UHeQZIEEXPUfgi6Aept6vMku6yaQslWqkeqIgkCvDs/tO5aiIe8smZ7qX9l9E+HNLgJ/s4oaV9GTJrXuXOM/5cbyD6fPH6pZy3NtnIWA+tJQH+VKqHo1zrr9k6i2SjWNhz8bTKKn7TW8WVXn/u7+RN0vO8JIlK+XT1uTDb+OVkh8ApJtNsueUKcRgvZUl4slOS13lwLRa2scoJxAbAyY24yRaJE4X44lHxvTgkmV+Gc14QHaM4/72vMkkp3O+UI1HSGsgJe5Z5Cevv431n8kDP5XHnTG+QKSeRTMPhj37qXFiLxUXrl7F+WQ9Lu7Wnu68rHdDPrN+iI9ZutniYU1Ki45T4HqvdyYEZRXfJ1y9Ie41VqLdLqc/2r+UscbSTuGPaXfaP9Ul6BeYCbUKPtUTeM3CcD5lno1iknp1VZ7feOEdBHppI2hmUmSwspuV/23PP5neffVZmu/yYzbNAgiB3aLHIaze++6c6vXaUObCVxcL23ou2Z7YoCPIMkIxgkHxhdkk8xc7zfHq7SnoiD/HM+FrTIcgieJ7PuXU3A5j7KrcUKD2Dzny0cVcjRStWOt1V86JYnCdxXFzfy3qDQxNNI8QOR09FQtr/bpe0iuUgns8TvN7s75Yf503SS0SQMOQ7EwrOfPfLifroSVr6c8ZiIb5TU4l+EWICF4U7cy0WKj7mPAX5T686P3NgPcpjVeAnludO0kseVM4nV5U3x5i4V1uXkfjulbml//nOUnP8zj0LyeOTnPNjv1uS3lUSVi/pSqkd2Zp4rdS1nHMR25Gyv3WVs3ac5Pd4mecJS7vt+h6BeYn6puuUty049qlokp7PjwZegYCZEFi8pB7zmAlBzsNxrgiq1POdUZBPeJy2mJ1wMZz9fOhfA5f+uv6te1mmvKFqHYC3POtMrnnOWYSGIJ93wjJeeNEJXHLyMs5cnSXW6WREUf1aPMpHbZIewLffAV97S7ZChYI8LygsFjOAJ9lHyH5/bempfL7xbbNQCMX2hGOC7HleTPqMMpg/6As7V1zB8MTtlPyeXEokfnbCmJgyf7rkJYywB/gRycBa9r+pl/5JT4TtOoqThxBaIqRl0ykV5DYCX8y9RFBdepbwpPR2sGHcYOl5ZVmCnDh3klwnoaZ7ScXSnVoXAHUv7jBoom1UQlRE+jxHedV7Vvr65ZybvBi73RX3euly3jq8jK2lhrPUiya6JUKqJSI6xEXknb7ce8Uh+rkqrUOA3XeBOybg6jzxCy1eJgi+n9xi44kv58k5+0FsVzBtsWh9n2U6T7aTkrqXz1jVR6nkR0MDEv0HeirWviJRid1K8ESZy+lF2RJ9FdDyJLv18jwIQXyfDT1P4KmjXwaOfQ9ygVlg0/dg2Sn5HuSpMB+T9MIQ7v8SnPfijia1zTemslhkFOT+1fDK/8oWdP4v5ZZ/ZFy3qScv76XaCFCmMfiTF1wYCRDp0UzIbxvbjV5N2QmeySS9Tq51QZDnHQVBngHsM5U3xNwj3Y7am1TvFMJJy3tYum6Ab9TE2S5JVbeufBaM6mgHzVIfR/zVrEkJgdEeosl4SVVPBO7tfSrL6jcYVVPF6+Wodjznr5ClJ8H266JGIzBy5NLQRwFLKksoe2UaLYaJ0m3I+mWutzr+MexdxadX/iGDpc8Aimwyjnjd/q4SmN15kJ39LUl/qA7Plo1pDOgJhE5D0iUeL2CArzBIgGJP+XRgf3QsktPoeMTLI3qYmqRHdC2cE3L5m8022a5QJvKwCGUzMlBq6VV0lfDWcMOOJfecR/psfbxE3b3UuhFBdrpbkY6rknU+XFpLo5Q/gaYV0i+ok5b3MFxtcc9hOzHJY0mnRY+pMKxe0k04VqKn5DsjLRK9cAThV688i4F7B3ho74heJvFRxyW6gTlM6Sn7TYHHMO78H/13pRnGX3GmJi1rL5h621wP8iwtFnvvhge/CmP74Mq3z66suUCqmQ5TLVlGQe4QX75zF9+9f2/0fVlvGSasxSIp9KTj9EPrvvDcTNKbTRzkzErO5xyJrSDIs0ZBkGeARCa9dhDP6eRpBXlVfxf4fhy6DDKkb7RrHYzGZZzJWxiT/4mfgbTn1oFKk6102mAnokaSlMWe2/5KibNX97M11NteWe1h2ZqXc/bys3nf095HI2zwrp+/i3Qh9uNvDS9jwlMsW5udCuGJ9tMOl1bmdCOy9RJxyJeQab3EixOFRJZSd5KZEJ9fr5xRAq6Ufr7CoAllRxw/OENbY9XYluFFO4yXuXdFaP0OK8/SQ4KkrleLhtjDY23vWn7pjF+ivONWHua+zHGrtEqeQnyr5GnJLZZEwq7XYq2k+uy+0Oxxe8Qxlltiisme6Xt6VX+Xfm5oM/zZJnkJJEm8TsSSJNaJGovHqiV9ULIdNi8+/8qWYb4q/Xt0T3gloBl3IgofYAGlYN3j4dl/Po2N8gjyLAmPvRcbk+3XWyBMGQe5Q7jkuOx7dJd9ussBiiZCieSclez26fbPqWAu5sVi0Qm/KCbpzTsKD/IMkDsEE33wIrXWZgyz/+KV49BkVq3NklpTBh4+XYYoxgPZFu5wNsSxJNOBamw03OzULrda8YTDckmiSvsIp/bqCRK95V6WGotEGrZ+A8rnhCD2YqvUOmlRNPKcRtYFd333GMiQK5HkJD3f8xINUiImdMqDrI9NI92v1+nA42gMUag50KHknONVThg4F0FebN6WERSyx3TV6VfRZ0IbZZvLdsTXuVfEz11PRMi5AwBN0F3CGWmiUfQRm90v30tcKiXTW7eG5Ko17SwWgk5H3VtJTo7Ni/6WVsxtJJe4rq3OvyRVH3dHKCrOb1HHwD7H5nm8fuAVsOrcwoNcQCu/U3Ua08hVkGdJeDKjIIsL6VCNMyXILuxIUnfZJyRAMoFNs+c5V1Vm9gqyQjE6UeXgaAeWm44sFi5BdpUq0y7f9b8wOTyNihZIoyDIM4Cfd9ZyeYBEyqTCcwhFKnue5IUqM9uprO3AfVDTE5qUiYMckfQUGU4SztRDlVAbhWbC/zp1A58dsc+nbnnxaLO1c2ti6uuXMvUQL1leLrmJQg2Ucgiy/h6mbBlarHYUUoe8py0W2uaRJYURyXQaejf1c17sXl3cFIpEvAtTD/feSOowrsXCQxJEstX18sQjaR8SnnvSs6KdSqQg571I0hE92ujb+X2F1pP0DLpKHmXf7eplFeSS30prjrfS1zLbWRTxkqMQqdGEv3jyX3BF11q93yhRiCHshgg92n0RdPUXCnIBTWSmGDXJYD48yJJtjxYTsh7k2ZfpZkBVNPFSg+b5HfS8+Rm6hvk7maIS5n00OF7na3du58++ch93bh9sv81U1zoMUyfIbUDNu+jIVth5+xSVK9AOBUGeAfLUQnFe1ZF6K57zSDmarkgiDjLicd4JS6iYIV03o1CYQyYS5CVDkM1UrHTcXbs/RwlMPNciGb9qcj9Tk7Z0zzv65leibyI560nyQ3pPOwYu44YlL6U+cGrOiyPZufCFHIIcRuVn0nqb71ZBTlQlYWOw5DFeHk9RS5Jau26Q03L6LRTkZDfBIbVTRLFwJ95FdUmR2/QW+fuPv1+wbhlPPXNlZGsAuGztE5yTY5X1rMUi3bEAyb7oMiHTkmgduaPdu0j/sqS7xAUnDlDxU51O3MYuPhOSe1aSoxDpPbvJaZQtxTw7cdhF+/viJCPHNJTSBOFYQRhMnyDn3emzZoxWrVmc4eLSndzpHu5EvcnHf7YlsSxuz8VYLJICSyu1uJNlFgdGarzpk7fzpk/ezuB4PbuCaUvGa0EU8nL74Yk2JTI1QW5MtLZYuDaO+igFZo6CIM8AeQ9VHnRykNidGTcA8dCyJVzd5dSEoaiMrIKcqEuKIIfRgLiNu5unIKfpr65Dmowlwni1ik3r1iVVRRHg/JciZz43WedoPau+tT+f1dIA9/c+Gd/3Mi8aScRBNmTRjezxkn/GpW/pPUUKciLKh61/noUgVkijLlELi0V60okpNPq4yuvlOdW+zH6nipiQLTJePy/hSevtvPQCALrLJd545RmpcIZeXFZEkNPk23iQc9T0TusExibTIeye3HNdyRniaVmLnGdOBHDSiScmNCobxcYlwO5E0ZT9ZpGqdcc0HvwqfP51cxc+bb6hwsVhsZjrcmaJ9JORbi+DaT47P9l4kFs2H04sc0+jIkBSCvJ0PMitarN/JPZ07zqSQ3xdC6BJmjRlEz/VoTcmkiu5de52LJCTI1MUVKAdCoI8A1iFq9U9HA27el5EWLSubF+isQKllcq0iuVYLMzSsh+HKGtnsQglfnXjlBoRGCc5Qgu9N/qWoNAdKCB5IXM48VKoxNEsPPEyjUPsl83vDAQmXrOOypWyWCTISk7nZelJjoLsEbmw3Q4KkJN9NGoolYrPhTssH0/Yyk8UEinIzgvJc8jjKd5yLq1l06cm4gi3sLYkfNeuFYQUyXctFhnlvkWnKzfMkWPBMeQxdK1A9hLqi+DUJ/fE2g/xIufndDxUXvZv8Jy/zKyXKtTsL70k/pw2XbgKcvIHLzUK4RBkE/IvGj1QpmwvabEoFOR5xH1f1H+DHLVuMULNQEGeD4uFVY4XTactM7SU+DZdD3Les/b8C9bG5ZlJei7yxK6Wo3YzdFi4WNPcwxPHf4qEU9y7U13r3XfCgY1OJZxaLD0JXvUp6FsFtUJBng0KgjwDTOU2sGaKpT2V6KFNOUPjSXrGYpEsIF43MB7kN5/7bp4R9kXbR6tmlAnR/083LqJDpp2yojfaPq1apoekA3c4qoMGPkN8tURHT6knb/WoBolMeZl6QWD8oPnnyksQxFx1/+wX6L99qzKkMFYgk1DKJZDK6W4InomRm4iekRvmzTVhxNtHn1ud0ykiVOgS832+liDf1fs0s492N2vuBdOxlzOTIX3i62U7iNn7SHdBhPgek5wXV14PLXkMCfSv0ckBsjWOO0eRvzJeK32G5IrfhyUnYGeJZsLruWu3s1g4HaIoMJyXvIfjY1ksZOQ4xCJRQqdEGNLJHI4k5kFBtiHGFul5C1Nt1Wx5/NWXrme0fCMPHnoQgOV9PicuTYaczGsec1Vl0tPe8wtpWeeeFQCsbO7nirEfsHR0S4sVbUFTXKM7PwmDm3PrAEC5G7qWFgR5lijCvM0A3YcfYkkwROhlT59NV1spefglP/IQ6wfMRmtIEbkMUcpO0qv4pcgOkFjTT7+QbYAyG0nDA6X373tCr/MCzypqSYLsPqJpr3MeEhEjou/Ca899Lfc89CWzT2eoPt3kpKwLFk1Pq3l5BFk811ec9RgDOsSaCbOW/tkT0UlRprBYuApyup4KSb0ADUHOC62QrHxqi+gocuuQX0aSBCsz2fCmJVfxm5CoV8a9LV4iekecVS7PGuJOWMxaLNwy3Htb0c6DnN8BCNqQypYZ7aK/SpPUsJk9p0vXw8D6aJmHa2GK4YmfIshJBdm1XCjTI4lUJy/lQV40at0xjsYkfOP3oD4WLztWUi8vlkl61pt6cCN89jXx8gtfDpe8dnZlzwDpJyPrQZ7esxM4gZN/6ZJ1vOTitbz9Jzdx056bWNq1lLUrxzhreTK1dN77whN/KnE7tX78udkqePPLP8oPf76VTRsf5PWH/w2/OUMP8tnPh/o4bL+5/fagk8HUCovFbFAoyDOAP2bjLJon45nvZGzl46LfRcxkLJHYYiFeHLXAsRlIrioakxpLsH1nYl/CYtHCN5zu70YirV2QaQC8RCMgCGuX5if6aIkTnwBnPDtTbn+ln4u7VkUVySOp+rf8JAsB2mLh56SRFom927kWixQymqGkYuCmyrblWq7rSVyGxCvmTIaDUimn/+ms57W0T2QnB2bXcUl0vNymBY9+S8kh2Vgd2br5kk3pjRdbLOyoRZ7HWlL1z79v2l+jeptJRFkFOflJE9ZWunDeyzBPLvJSUSycPRkPsr4PYoU4OuaUTSjMcYUXmAHG9ifJMSxaJTSDuQ7zNtNOV6sYvA9+bWblzTGycZCnt/14LW43Thjooe7YGC5YeQFPWvcknnfK86YsJ19B1jXMR7xBrdm+01YzdkF/yuyKLfZ12Zs6T/JSEORZo1CQZ4Dk8Cqw/gmML9sA/CK5okOKVYqyxlEsiMmIfQcnoljozyXfHRB2SJbfggxEL4/k765qnKY3aQX5NU86jU2P2kPpoC912W9CKRVBIqfOmbo6HYe8NZsmBXQ6skRiW4OpJ1BmVfO+0GPIC1jak/J5u5PfVLx+NpNe7EGt+B7nrh3gqavX8cyVIdxM4oWWl50vU8OEB7mVDSMm6YmwgKnV3Dgq6bPb1oOc8Su7k/TM/S/Z14ZnPLmGPdLuurf6rdZKGcybcR7th7gu9j5yOxHrLs10Jlvd0TpUYGqSXmK8wDyLAkoJiHIsFqkmtRCQ5wYZywvHEEEOW3baWiNn/QMbksqvxYozYHCLnpC89KTWRS42xV2lv6YJ8vQenol63AFYM9BF3XjUX3Pua3j6SU/vuJyWk/RaVMd959Sare9JpRR1Q5BLYbV9JVrd29O5jyp9UJ9CqS7QFoWCPANED0TuA5OcWRpP0ksSjCjzlrgvX7td1mLhiSTJW1SXdKIQP2cth6ZKdln8Pbmkp1Kmu2zJewcKSG78SEnsNy86bTrVdLJOEBiLheSt47nhvKbMaZR7yQZMxsDTVvWxdiAObebl2Cb0JL0M1cSGZhOBJ5+xklc+8SS6ypYstfcgp++AJEGe3otVQTLTtqtYZ9bO12PzEnUkIjmIJithjvYuZDPpZc55u5sQqGfStrSpccLGIuYE5NTraW/LsWfEnc7k+Zc2k/SyUSwUcQcpvj/j3wvMExYb4WuFMOis/XQxned+0PhZ99w9dT0WMdKTc6dLkMdqMUE+fWVfRJC7/K5Wm+QiP7JF6/Xdn2qN9p22RqcK8lSdv/WXtf8doNwLjeoimpR57KFQkGeAXNKS+wRJwoPsDknnRbGIEa938cnL+fEjcMaqfqwlXyE6YkSIDn3mIJpMZh6KKOybHT53aHaarCaiJ0T/tfXsoMFuNVztlJirAtrfnMlTLgJDyHT4rXQcy7izoYnKdJUaWF/p4nBZn69o4p01lxrY5sonzrAXn2zJVx1ylYgsQc6ukSJ9Lday8BIjDo54C1Dp57tLX8uF4UbO5NFkCfmzKo3tJ60gO9+9eJLeyfwKL61/hJt7dagjD0mNNrTuNLU6tnqrF7nKup4l9UlB7nB2NnV4iw4XAGmLRfJ8JMIKKr3XaFk6ikXxcpobBI3ssmNKQV4EWlTHaY4XBrNNFDI6qY/vt55xBp4nTAa6Taqk4+JPgdax5/Phto1TWSyUeDSlgh9MpSBPcfDP/JOpK1bpBRQ0J6HcaqJ8gXbo6E4QkfUicoWIPMP+m++KLWakFTIXiegR4mbSS5Iey+NcD3JEXZ0H9LSVS/jEGy9naW85UUJfxae/UoqH1yupCBctXh6t6WOO4uweZycWizYkOpoAlqMhx3wjx2LRtzqpvrRVkIkyrLWpSGbBqT3dlHKIdZxq2lWAzX9NVAX9O4loIpk0zy0y6WVDuJlz5IZma3HeExPzVp0bf87JCPho90VMeEsyhDhL0FsryO7vURxk8ehhPY9rdBPHczBrKVufFkWZlfM0/+l4kLNnR+UryCKZjdPKfbQ8la48uWeVmGhqY9TE6dKTcZCPlgf5uG+j8+6JRZrwIoMZeZBTd/ZV74dSNiTktDBbgjw5DF97C3z+V7XV47vvjBO2DO3Uy0b2dFxcdpLe7Ajy4bEazzhnNU85YyUADdOpmq6C3GocspPqtFOQ7fHUpGv2CnInsNGjCpvFjDEl6xGRDwA3AX8J/In598fzXK/Fjdznx1m4+jwYONGoxvZF6kSxwFGQIavWmfn14Azdkgwr5oloMigCr/hPeNlHgGxosa5ycuJbu+lTmYlmU062ShfQgYoqWRKbTbKgUfN6YNkpqe1z4iA7il5fV45XMV0BF55PXyLHmjv8n1RmwYQx8zzwK1E0B71dThmSvBbp9VSK/E54/c5eWtQ3KlEvH+w9g/D8lznLkzaWSF03Vp5kco8cxghZZTkuzJSlj/vEZd08/uRlrFsav7gFG6nEwsuJYpEaVTAotRllsMvbmWgU5iXUgoyklSHJ/Nepn6TOU1pBNnw78qZnoljo7Y6GgvyYaKPzRhUWuWUgglLTV5DTz8CKM+DcF8+uHu0IcmOy9W8WYweheiQu58g2OLQJgiZs+5letuOWmVcvRUemY7H4yp07OTx5MJH9s2ZI6FQE+V0vOT+1pMUoZwfVmUpBBm2zKLkK8r2fh4MPJ1eaC4Jc6TU7LAjyTNGJxeKXgXOVUsdI2qL5RzsFGRGt5lb6EBFHQfMSalo0IptrS3BIsbOv7oqPFwgD3WWw7Zl4ycw5FirkE2+8nK/+dCdf20D0zJechz/Wa1Wmu54O2eZNoYDow8g7FmfY3pR88ope3njlafzFTabsKSbpJZWFZD21HzSuZ295+l6/PMql32k5BFlyfKstMulF569FQ+9ZD29K3HSJXMvhPnPOJsorWOnFQ4itoxNljzNdZ/t7Sw8yyWtZ9n1+/7lnw9fXwIiO7OKp9D3dQcfKoBuPsTb+47zS4hTgtgNALsHOs1i4adfzygQ4a00/L7/0JG7Za0dmlLkmyXvSs+EWxeO8dUu49OTlfGNf20OZS/wyx3sbnUeGjxWLxYw8yDnPfWYCdArNGhzerBOopDOolXvg0COtt73u9+GV/9W+/LzELD96b/tt2iE9SS/1LLYjyDsOT3DbtkEARicbfOuRn3CAH1OTPwDWATFBnspisXYgqcznJw+yVVaZ391a7huZZGiizrLe1vv0adK151YGv/wH9D/rD6g8+DUdSeT1X3AKnYOOtbVVNKawcxRoiU4I8hagDBy/je80kTfRzMKNVeGL77zuXfVOJT3Izjr6V9faEH8uibCkuwQl13KQeljTpMxVqkkSZEGimLH5B5NVIvPQ311KKOF9FZ/xuj3yFCkx9Xv62avxbxGC0KG/LQhyokFKp5f14quhJE5TvKn7Es6ZvK/tMdl9tjqyRBzkKIpFfC7stQ5JkumsHzX/WBK2jBYT61oTTKejk+NBTheVjjHq/qjEY3vlHM7OKS8PVkGOjvOFfwc/fxdsudWcn3gERJ+lqYKK6u+zmRDhiegXrMq3WOi9OPtdexFywa/j3XFD5jf3uvd3lThjdT+37Gvd1VAJD3KJP3nheQB8c593tCbpHf9tdF4btZgJcoLgzEBBznvup7JY7H8A7v/SNPdj0Ek4MGsLeMafQO9K+NF75jTdd7qNakeQ//qbDya+T6J7o00ZjpZ1Okmv0wyjppLRpQmVIggVtUZcz417R3nHF+/lE2+8PGdTvd6SYIjRAEY3b+Dg9r9mTTDEqSt7WZbZ0SxRtgry+OzLeoyik3fSBHCPiFyP0wArpd42b7Va5PAii0B8E+c9y2Jf2lji6pIa/bfse9mNncbUd4Zso6WJKACpRsUh4XrV5MS3zOB9y5ixRERD0SIBh61jSgE+c01//GNHL4bWhDKDEy6GJ/0W7PxHU3zSYmHxg6Wv4gdLX8Unptx16/rlJQrxHQXZc/ogyRB5yfORaOwSRLrVvqdexz1k19ccZtzuttNF5p2bd96ghYLsTNyLLrfdrGcZqqs/2p+fso5Et3eq0xYT9OS+VpT6Oe2sVfRU8qNkuNh+wVvY/chn6HIUnrxr6k7mBKDUhXQN5CvIuS9MoYLwgvIa/Vyny4+iWKTI89GZpHf8t9G5HuRjhSDT2RwOF3nt7VSTzQ5siD8/80+h18SeH9oOt1w7vf3nwU6U7F0JK07X9ZkFQZ5rD/LJK3pZv7ybZtikHtQZbegsclMpyBnNpIN4PwDbDo0zOtnEp5czVusR480HxnLWhE37Rrl1i1a8b+5/AVeM/QDQarJSsO3QBI93N5iLezsiyIWCPFN0QpCvM/8KGLQNJuZOyHJUY0XS/2nXqpRctc1iGimeW0y0sg9YbF/Qf5IKcuvy3d+Uk9hkisok9wkZMpRnKYn4XUuLRXLiI2c9DzAEGUl4Xi25WTPQxYGRDhpvyZs2aMuy0RrSy5MKsu5A5JD7XIuFs6+81Nok7SwJgusgTvMsiU5UlgSnP7ir5h9fnoKcjAVsJ6Rlyyx5aStDm0geyl1Hf/krfx39J72QvktPz9kue66CrmU0pIse0c9XKw+y5PiXLfHN7iNtPdGdg/VS4aryyrjq0aZGQfZKiXPiyVFTkI//NjpPQV7UHuTWokdHyLVYTGOS3olPiO/F9PPwyo/DV948vfpAbLEoWUU2r93s6EWRi9kmCtFx7IVr77mWR47EdpLpKsjt6xgfoY2aAbquy3vidjjdMf7GPbujz/f1PDkiyF6riaZzSZCLSXozxpQEWSn1KRGpAOeYRZuUUjkxdx47yIsssKK/i30k/UyeEwfZJcsAzUA/QJUpFeS8CWStFeRomMo+YF6SdLrpqhMEOeNBJlb4iKNutMUUYc3S3y15iAiZo3aXfaFmqnT2mgFuPwLLc3xdrk3BPYL3vPRCJht5jU/qHOZMIrR1E+fc2GgkQnwdekOPi+pdXHXar+R7tFvEdbZIEPvEOu5wfyuF3702yY5X3hZh1A3I6byktsgQ5Jd8MLF+9N5NXcu+rhJn9vQleLPK21+0gnLW0Z/XSrktEch0JvKsSi0IfkYZRsjt+WW82e4BtfCTO5kGo+3k6EzSe0y00WEOYTiWFOTpepBzLRYdRGM45yq45HXJe9ESJYuuJab8ad6bliC3VWSnU2Zy3bCDOMj1Zsinb9mWW5p9R7nkGKZWkNPvtjwBrK1oA0zUA9Yvi0OpffTGzdy57Uju/hoS16dEC3vjnESxMPfLlFn7CrRCJ1EsngU8AlwL/Dvw8HEXQmiayOtxnrC0hwtPHOAsx14gEqeaDvESZKFhGvyucvYSJKNd5DWs0uIzhLHpNPmr+eCWpicp5dgA7OqRgtqh+tEuUYilZ+1Io6Mg91RKrF6iH/BnnrOaD7768azsz74gPC+eIOcmjegu+y0mSqRIWgsPslIkVOGEB9mhmi+c6OekvvWJRjVN+BN77yCTnteJDcMhhi7xSzerNi50NoJwXM/YLSyJ5RH61yQjnGSIrkbJE7p8D0ncZXnkUi+75qxf4QLVnVDDp0Jesg+IbT46DnK23587Sc9J+JH4pYXFQu8gjNaJam2vQc5+j4aC/Jhoo62CfNrT4Mzn6s+LmiCn6jYXqabzsgmmccpToJzqYEYhQGeJZicEeQpMo8OYR5Dv3TXELZsP529gTllvKe4QPPvkZ085pyLzPs/tNJv2xVQpSMjbQrXepFyK99OKHKfL91sqyHPQbtj2aJHHv17M6MRi8c/AC5RSmwBE5Bzgc8AT57NiixmWtJRSSrIOXxbf2J54BOZZWLWkm1WNuOFqNE0YtpJHJJXa8h1tzkukvM2rTHuLxYq+bjwvLtFPl7LmfNh1B3QNpEqRiDzasHJToiM1Lm+zpJorqfVEhKW9LV4O4iMidJd9ussdvECmMUnPXVdJDpGyv3levscweik6thvJkt/Yw2x9447FolXlHPXX9QwrYKCrxBtfeG6qvnmqSIcKcqpTkZ5tHu0Yk0jFSX+eR8xtOef1n8yOsIvbaJh1bS+k8+HoyO4SvcAULDtVZxe74m3w0z/OrBsfVatMenkdvfiIUgu0AuVXMsr30QrzxmOhjbZE4qJXQn0cNl+f70terJiLSXp22doL4Tl/FS+uj+mYt82qUYdTmA2hddGJgjzV/T6N52G6j459ls9YdgYPHHqAdz35XazrXzf1dh0oyBYj1YZOQpIanZyoBzMitb6aRwXZdqjykuwU6AidEOSybXgBlFIPi0gHTOT4hYjQ311KkNc8+OJjA+NcddGJPL20HO4ClKIRGAU5z4OcUBBdP2r6A5mGN5qkZx6wk1b0saQrrmcmzNulvw6Pey0sWZtzoLGC3AE9pm2jnjucr0lhRL5bqCztGiwx5L+r5CHTDfGmC0h8veeJ7+db9+3nOcTqfRRfN1V/u8jzSilSmyT8rRpOaelbcZdPEVECiUOMmTpVfJ/z1w2YupjlKVuD+2M8qVD/mSpRSDwa4J4LFa2RiMPcztKhAh19In1923TG0r+4Yd6ici5+FZzxLFhzHvzUFpkTQzmlvse7N+f85f+h9zD8KNF1WHFGYl2FeVzPfymcekXit6PoQZ63NlpErgL+FT349HGl1N+nfn8G8C/A44DXKqW+PBf7zcCqYOI7z9UxpCDPRZi3+MfkM2JJsZ9DjqHt8zQtZDzIbdZpBee8TMUnp5tq2qLklTih74SOyDHkd5wz65i/OwaTft7eLp9aLa0odw5/Pi0Wng9IoSDPAp10a+8QkY+LyLPMv/8C7pjNTkVkhYj8UEQeMX+Xt1jvDWadR0TkDc7yJ4rI/SLyqIh8WMwdLiKvEpEHRSQUkQ6Slc+w/oiOZpArJ6Yn6cWf3Q2sxaLi+zn+39iOkUnekfrUUkGOCEuykpnBb68My07OHIarq4XSPopF67rEy2Jy75ajkotaTNJrv8804e54w2h7t9bNrmVU/X59SRJRLDRyHxjxUmm685XZ5G+uBzml4Ho5ZDtdTsLyEO+7dRSLHA9ui4QdGQU5IpdWpTWLc1RzL7O9o6Kmo1go14Oc2GGm3Fa/RH0rT8y+AL+kyXFm3dRxOhnxctfrWQ49y4x9wtfD+0/7Q1Nnd6QI6F0Bq85OlkNeiLt5wZy30QCie33XAi8CLgBeJyIXpFbbAbwR+Oxs99cWdkKeV4qfyzxf8qLBbCfp5TwD1irRv2ZmVZotgnpmImp2nRy18p7Pwrf+EB750RTEL1nubAZfOrFrzcW2p6zQdo4rzlo1o321tFigoNLf4rfp7KBUKMizQCdP7VuBh4C3mX8PmWWzwZ8B1yulzgauN98TEJEVwHuAJwNPAt7jEOmPAr8FnG3+XWWWPwC8gkg3midECkZiIemFyUl6yelT0SS9HAVZgL3lUxkqrcJ3euu5JDMdViqlICeVhgH8J/x6sryWk8Di3zpWkNt4t3JJjzns2LObH9WhHTzPj60KM6ljmxeXl7IuxEWkiKbnkx/FIntP5FksIF33Fgqsg7gDlaqnJMuyInX+yyalIEfbtLJY2H1kO29ufV07TohEXvJMeWFgxhD0f+OfW1+T9B7tsbtZJvPuBNdvHJUlOgZKZh/pbI227O5lcfB9t6PTijBIdjb7PGE+2mjQ7e6jSqktSqk68HngancFpdQ2pdR9ZO3vc4fxQ3Dbf+rPnue0v4vYYjHrMG856688E678A3jiG2daqxhX/P70t2nWprZr5CnID31Dp6C+/b+mIMjJc7Z/ZJLNB8cS/7Yfbh+RodqsMlYf60zQaYH8UaX8dUuex1POWMlvXnkaL7zohMS2b3r66R3szTnmz75G/5sc1udpLpR/r1woyLNAJ1EsasAHzb+5wtXAs8znTwE3AO9MrfNC4IdKqUEAEfkhcJWI3AAMKKV+YZZ/Gp1J6rtKqQ1m2RxWNYv8TDv5L+WIIKfSjSYtFpktqXtd1KWrJQmJR/xbEeSsV5L+1fjnvRT2/CA+jqmG8uyanZzS3JVSZCr3eOyHOIpFstg2iqIzdN7Jdc/yFWlN/52JXzlnM4ZD0tNlZ3fqkN8WL00/YddodX1ijT9pdcivo8rxWsfh6uKyoIWC7ExUcycsxvs1EUlS9blo/TJe+YST8g9h2cl4IozLEvqVk+q2tfE6Z0ncUVjSU+aE3nLuPZ03SU/f/3l76eD+S03Sy6/tUYtiMR9tNMB6YKfzfRdasJg2ROS3gd8GOOWUU6ZYOwWXdHml2Io1k2Ho2z8Bj/wgmbVsXjBLBbkVTn3qzLa74Jfhoa/D2S/Q30+7Uv/7+Ydgxy86KyNodECQp1Arv/SG9r87+N4D+/jeA9NLR/m1R78GwPr+9dPaLon275HlfRWOjOt70vPA93T7uGZJN//1/57IZ27dwXC1wVNOX8lF65eya7DKP/9gU9syExjZQ5SefNkpMLRj5ofilQqCPAu0JMgi8kWl1KtF5H5yYrcopR43i/2uVUrtNZ/3ATkG2NzGeb35tytn+bQwmwa7NWlJQnsQLVRCUYwIcjkb5s1SEUUyFFhEcRIKcirMW8qfl3y5J4fZ2ynIbqlhDrnoGGkCn1HdnSxknWTSS//mufaGDurYYedJkbzO7V7FXoogZwnV/9/em8fLUZX5/++nern7ktyb5GbfgJAEQkICBFR2AR1ZHBXXAR2VQYWfjjMKiuKCC46jjuIMytdhhHEccVAEFUFAEBe2sO9JCEsI2debe3OX7j6/P6q6u6q6qru6u3q9580r3FpOVZ2qrjr1qec853lsJ23Yr7/3fWTf3G8EtrMTwdvS7axLHnHpWlco1XTmY8HugqKcAjl9//Z3thKNuAW3Nd89g9dWfJL9T1zL1MT23PUeGAh0TDH/4bwOiwa6zaD4AdxSsvPOjwNzxtuCbCfHxcLneJV0sahwGx0qSqlrgGsAVq1aVdxFsQ9+tPsglxIHed3v0xUKx0LnR57QnYGw1+0t3ym/Psvfbf5zY//ISCXzR9tIjhWOpFHIB9l+6JwlwgmLpnDakgFGE0n2HXAKu93DY1z315cC7bssC7JnW2kSZzJXHH8Bl/3xW+w7MO75Mf2+1XMz892tMfq7cu9Ts1fW562SHLcsyAaccjlseRL+8t3STiYS0y4WZZDPgvxx6+9bStmxiNwJDHisusw+o5RSIlJ5M4uLshpsTyHmbUHODIRSTtveuOVi4Y58kd7X9J42XttzgGjEY78Y2RTWOXGQsyI8t16urnSP7Z3VsARR4EQh/vvwuj7ZOMjWumK7IUmLU78jBKmX+wrZlntlZPM6j4IuFj77t6wxWZnmUSObFdtxTJ+PpBTOLv/0ZJK0+4rdRz63TuY2rnq7rP+pPL9lWkin/W/9rK+ZSc8XboFfsqUr4+oQ9MPN3x0kO51x0AgW9Dsz5XfbGlR8kF5ZbXQANgH2AQqzrGXVJZaNL2v6wJZhQU6jUjkfQuHiFshlHKt7RnlVCUpyPFcgp5Jm+5JKmvF0C8VifuU+eHahOT3v9bBjXf7yDhTTe9oY6PGOg773QHChV5YPsmeblZ4wWDZ1KfP6Omyr8h+r1WPw+H/1/zO9yZ387W6PXK+JkawFuaUL+g7OLRMUbUEuC1+BbLPwflQp5XB/EJFvkOsS4d7+VL91IrJVRKYrpTaLyHRgm0exTWTdMMBsnO+xls9yLa9qo519gDxefjldqjaBbHvwEpYF2SvVtIjptzmlq8VhQTRs6937zxw+062ftiDb3t45o3XxFcj2h14FdbHw3FG+QXquRSVYkLHHsi2xkjLlUBjf7KiLUsqRhMRLFGaqLYbDXSJnkJ7TgTkzqVq6+V3POzlz8OeO/UYc4r3w72OIQXs8wvBY0hSlHnV0B+F31F851/lbkNMVT5+K18cbZN0PvD8yHPstIKBz65H9P7gs7NG2vGlVva3x9t4Hb0car+2UrZivE4wIqQpGWii3jQ7AQ8DBIjIfs419F/CeMvdZPHYLshGxuViU4YPsJQbDJCeKRUguFmFjf/ckx+CJG+D5W/3LT16YnT7y77xTWD/6E/Pvy381wy2GRIdH6vmIIZ4RJMpzs8y3rc9Hfx7i7h40YCjSzVCk26M0ZhumUgXqERAjCiltQS6VIE/tGz2WvanM494CpJ2Rzgdu9ihzO3CaiEyyBuedBtxuvRT2ichqK3rFeT7bV4ygLhYRidgVl+PFP9sa/eoV5s0uijy7e/K5WLgEsnO9WyBLMAtyOS4WLrwsatkwY96D9PI1SHYrfVHYtzniXWbEAqCvw7Tq9ne1kE01rbIWUskdeCURpwU5cz5tk6DvIFh9Ye46a/qluDtesXPO715zWpAlE5PbPUgvEx8YA8RpQXZHOklv55lqWiR7P1h/DQ9La64XeX4B7C1aCwjkXAO7ufCUy80sYj6JEdz3sD1bov16uq95oXu/DrRPJdpolFIJ4CLMtvhZ4OdKqadF5MsichaAiBwlIq8C7wB+KCJPl3vcHNztXRhRLKptVaukGC8LW3uw5xV/cZxOOtFjs03NP9705T73v723KVociyPRlpscVy1wJOcIC28Xi9Lff97jjPKQGHUO0iungYnEIKktyKWSzwf5I8BHgQUi8oRtVRfwlzKPeyXwcxH5IPAycK51zFXAhUqpDymldonIFZhWDIAvpwfsWfX6MdAG/M76h4i8FbgKmAL8VkQeU0qdXmZdc/Aei+YhFsQwQ6gZUYwpi2DUSvmoFB85cSGv7Rkxu1/yDOTxCvPmjC2bfXiufNsy2NEG9+E9SM/Lguzz4NvXhWNBziNyDXGVddclj2AyDFsS5WIq6S3Sjp4/mY6WKEtndPPMRpuPbc5Wtj1ZyUqy89Z0JAqnf9VV1inEvJJueIf2c9c+24th2DK45WTSs4olJSdFDBIxLXPDRpfjYP7XUaxjuCzknvVKHz9/426IJd4dOwn+QnAcr3s6LD3HVUAyz4L7Q0s53J7yCOQ8N78ijw8ylR2kV+E2GgCl1K3Ara5ll9umH8LZo1dZxPZRX451vtICudw4yNXCfnv+4Qr/covPhKdvgukebu3RuPlhuvFB0z0AZQ40K+rg8PaVM5nfX1zWv4jPs2kEsv2VQEm2mCI3Gh/O+iCbOyj+oGm0Bbks8vkg/xRTeH4dZxi2QZtQLQml1E7gFI/la4AP2eavBa71KXeYx/KbgJvKqVswgt2wZvzUmDkSNR2026I9HrV9LQezIGeNZd4CeUpXC7QdAs/OhSPPzy3rdRY+YiTdVW7Wrgwf5Kzq8q1P5hyNiHM+yN4zERbCQUQ4bGaPNZN9PLx0TkY0R5yxQfMKeocQE7wFmn3aJ3mK/RawbesbxSJt27XH6Y63w7SlbN/cAuwNUH/rfvD4WkgLwYh7VQELsZngw2BL51JmyjZIkveezdlbIVE/sCzrbpTXml28BTnzWeZz6CokCqlYG13XhBHmrZQBfsWQM0gvvDaq4rRNggO7zem3Xwv7t8Kk+TDrqJxEORmWnuP8OF17O6zJeXU7yImEVyfXKF8PsZ8gD4UZK+C1x+Dx/zXnu4IlOslLRId5KwffO0EptdeKcflupdTLwAHM92+niBQZp6fJCNgtbP+KtXdR5xDYguxhKXXvMxqHN/8LTDkkt16usgUH6aUFkVQqioVVj0JdSXkObYg9lm1pdfSzctqXZzWhV8INl4gNWI2IZBPCODe3izXvbZX7d5VsPe2bpPeVzNTR9QNEW3E3A95xQCXnvLxeaOKudIHelmJdLIrGiPqGprL7ayvHNXdbtD02Tn/ciLm1HxX2QZ6YbXQ5Yd7SVNuqVq8uFl7XcKaVoTzeaborTV5g3u99C4ML/QBJLhZO7aSjxXZdShCf/Z3egwYL9VzlI1+T5T1konC9v3jWUj59Rm7yojT/1f8phld/gqR9EGRr2lBTpgVZR7EomYJxkEXkTMz4mjMwB9PNxfRHW1rZqtUvecWiTQH6JlxwM30ZPH8rUUOIGsK5q+bw9UesfTisyen92nx1Cw2Ccgyx93q6/QaBkXkwU+VYkF0h2LykhHuQnvuM81pky7Vs5yth2AWyPdCZu1xxFu/stGGFk3NeHYeVwrdr1jusnMrUNL3SWu6xH8PH/cXfBy9dy9z1HbEO9tjKiaXURbyamNwPAKe3QyELvG37Igy0vr7VuERxAAuyM8ybd33LeUkXw4Rro8OIYvHrj5vRMVTKjBRw2lcy4xBCodwwb9Vm2TvNAXoA7X3l7y+d/joPHfEoB0/tYs3wNKI7g8UJ/sKZS3lx5xBTOlsYHktw8LQuNu4a5s/bnuapXUHcOgrjNTC6PW62Y+nB9cWSHnPkx4jRxsU/e5KP7hlhZTpRYvtkq0Jl3DtGDFKDpW8/wQly5b8CrAbWKqXmY7pGBIws3pwUEwc5sw1iu9FdjeeMFXDufyMCHS1RZvRmwxoV9EctJJDzzeWxaruFSBEaEM64MueY4pz1OBYlNQR2F4tiXC0cVla/a2Crz+GzeohHDdriXtEgCgtMv/0rDLbF53B315me2zszxNm3zU7b77NUrqHXXG7tSTw/UQJa4NMfTCr3uJ9Y+QneaUwiJs7fW7wsZ77uKCpnfUHE9TdfUdd+U7aR4s7w3EF+z+yyloi/32SVMulNrDY6SBzk3S+ZGcn2vQZbn4Z9m+HAHmeZ8QPmgKihHfDSn0OuZIhh3iqKVc/ebOzeaglkAA46lY09qwAYb/eKCutkTl87JxwyhSUzulk1bzI9bTEOm9lDV6szXGQ5bnczbe/fNC1Rg5mT2rLudyGQIsG3enfyrd6dvIZ5/yXHbFF4wvioiugwb+VQ0IIMjCuldoqIISKGUupuEfm3SlesnskfJ9G7XF4XCzBdI7y287Lm5Qnd5lE4bx3zbm+PgFBMt/fk+bZ9uAfeeZ2PT9loOk5w/mMbuI8RAJGsHvPb0nad2+MR2mIRb7cC16KgAtmw7olfD3yUbcObYTy9P/tv5htEzHPpOIpBD9/MlBi+F8gdxcIfpwXZXs/+tn7ekBnsl3bJUYiR34LsaX0tItW0t+D329a5tT2Khf2YhjtRSOY5yM2I2J/sZVb8SM/jVcEHOc3EaqODDNL73SXQ2gsje7LL8nX7e96nZRCWBXnuceXXJR/K46M0FIHsCmF20mfNiD7mwbLHi7Twyt71/H7KfP6ho7BADkqxLoHff8+RRAxhJJFk49Baz8Cx/Z0tTOnIdeko1f0wxRh7o330JHayR55kKiczZthCGnZa+dPKsiBrF4tyCNIq7BGRTuBe4H9EZBswVNlq1Tv5HghvFwuHRbaId6anBbmor2PxmQ6+VSqURCEmuUHGbOeYHqQXbYXOBZlGtpA1wJ0yuegq+myX7mozY94WFuFCUT+tqwve+6PI8MtCYffjteo5YnTQmhpiLzaBbFUohc0tJ+f4hX1u7WmZVQBLb/abx6OJkUL3pP9+cwfppSsVRN67ytiCGefmssyznY3pyX4iebpXKumDbKP52+ijPmRahcHfB/mVB5zL7OIYYGy///6NAhniisY9Aq0EC3LF02GDZ69NUOtvPtz7aO3xDb+IiFMYhkCxFuQ2K8ZyPGogQ6Vbn4tld2QKuyNTMvO39ryL16/qhHg7zF5tLS2jPkbMHGQ5vCvrsqEJTJBPk7OBYeAfgduAF4Az827R5AR9+BwC2R6eyI/eOTkjV72iWBQz2tfXHaSAv528+RtkxUNZeYkKljByrHjKrF/Al0pZMZrzRMFw+/b6HSvHghz090n7XOd06dun/erm2mBgGVtj/hnXU5mEKvniUOepqggYcRCDRP9iAKKT/MaBFbKA51qQzesb1MXC3jNToKh9q5yPNXvQf/uzWvi+s+cj9Pu9q+WDzERoow9+Ixz9YXM6PUDS7mKx+yX487fhL/9m/iuWSMgW5L9e5ZyvVx9kLxegWK6LQdFE47DqgzbLfPVEp3m06h4vKJ97y5K867fGZsMhp5lZCNP3ZDmD9Eb2mn8f+GHp+5jABGkV/gG4QSm1CbiuwvVpDPI1dvZBeu5wbYVu9I7sl6RXqt6cDG2B6ire05Pmw/Hf9N+sdy4kxoB0HOQSH1LfVNhZMga4zCC94BY8s0BQFwHnXgvtP71UOeRQltfi8xg7MJizfXAXC28LsuH3m9lQrvpLJJYbT9i225Rnqmnv+8m3/m090HI4K056B09MP5xli/1HZWf27JVK2uF6lF3sfZW995vdqAwXC6U8r4F70GU+lyqF5P1grZKLxcRro42I01o8uKW8/YUtYHesdc77RFKpPR4xGwulkw7KIafB9mfNjHoVPv8q9dSUPaag2DjPJmUI5G3PmH+1H3JJBGkVuoDfi8ifROQiEZlW6UrVO4UG7WSW5Lw4i7/RvS3IpSVS+OrRl9krZ3bjBNiuLAuy2/3Br/seyAxkibZ6r/chGyYuQC29fO58NjPSlpRuZx6EdCP5Ysuh/HDq57MhgHCdawEMP2HvqJrfvgoLfIDWmHmvLJtj+hW+f99kFmBa4rKuKVn3kVlds5jVmZv3IeMiZEQxDGH5ksX+H01ik50FfJC9t8/ngywlvy/s9R3oGOCgSQfZHaJsxwgSBzkb/9jPw8IQo1qD9CZmG733Vdi7yfz70p/K21el/TRj+aMY1IwlZ5t/+xbCwlNgxpEQ6zDru/L8/NsG4eh/gBM+bSbxqSBugVzOIL3qWZ8Dtg3lfLyle120e0VJFLQgK6W+BHxJRJYB7wT+KCKvKqVOrXjt6hXvYIg5i8LoYi2YSa/g9tnu4p7W3uKOm45aIEbZQdw9t3Zr1bSfr7uLr5CeqlTWJCNmxgRtncwhkw9hLTCZiC2lhrN6xV4hI+1z7dJ8hsPC6hOGr2AsYZOWaITvv+dIWve/ApthUipClHarvrk1v/ToSz32Uiy2O7RgJj0PE3IJLhZBbk/7c/O51Z+ztku799gLugbpefyy9lebV8rtNNWwbE3INjqVgE1rzH9hUGmBnMcYUVMGDs/6Oh9zQXb5O/4rnP3HWrNxlStIjkAuQ+QW2+tTpV6i0ph/PDz7axgbrnVNGpJilMU2YAuwE5haoGxTkxVkXg+G9yA9Q4ySfIm8s3+VKAiL3s5f+n1+9ecD7qLwOWdEUnpAWgAfuJ/0fZxf977PuX0RoZScodTyi1CF4vS5p3NFZAZTJJZjnSg074f/ID37vgoP0itEWzySseQaHhEuQreY2AW+5yA99+BVQPldAdemJazJVsvrI9b8m8Iw75+2Sa7Y4YU+dP1dLKrog5xmYrfRJ5bxcRdm4hCvXoNouIPQmonZk832vqet9IGSboFcqWfPSwyH1Uu0h6cY4qXcFeWeS7wDxptrzG61CJIo5KPAucAU4P+ADyulnql0xeqZoALIX3gEf6DyJTcIVgn/BAiFt00LxNzjTeuYhlBc1AZrpx5LrGVJ009Kom3A/tz1NnZHp7A7OiVTAvy68/2qYbdCBhNXkzyTXhQZI9q1T8g9v5zBnd5bByhj36mHD7LHALVCdQ1KNlFI/jjI3r0xwcO8lexv4d5eBKYfUcJHrPj+/oKQovIWZN1GW0w7vPRtE6OmFdnLZ75YvOIzl9kD18ycvXwmR8zuLdE/16RaPsgtkVz/7NItyM7ttnEXAInk24hGigjlWohYBwxtL28fE5QgimI28Aml1GMVrkvDkLHq2e/vdFSIzqkw9DTgFeYtpOOX7IRZbKghy8UiRBcGzzQV6QbA+so1Yu2QsgnkQmHerBdSUQLZvr3P9SzVChE8UYglkF3FnX7nftbt9PqAjbPHtcn6TBue9fCrUxAyfQ+FfjvSH2HFhY/LzJf5WBmO0Mbp38O7R8DvRZi3DtXpfdVtNJQXieLJ/zP/hRFarUpirVmIGMLCKYVTU+cj6eoZK8cH2Ys3zn0jIsJhfYeFtk+/pmEsmXIK5HK1Q7wd9mgLcin4tigi0q2U2gd805p3eHkrpXZVuG51i+fDN2OF2cU3sAy23g3ksQQG6ZKxzLPeFuQihJtRhgXZwsuCXDz++8gI5DHrIY61wWgRe06OWTuqTraqtqjZJZjx5XUNtgvcw+AjkB0WyQAW5GAHy702xQwqLO6FI+Stn931qMB6rz2HiXuApXu6EEr8wy6KSEX9Eyd0G33612B0X3a+vb92dXGjBXLVcbs5hO029sa5b6TdZ6Bl6S4W3tuNJVK024N+FCn2f/bgK6QUvOcYKwxnrB1G95vvV79Y1BpP8n1y/xR4C/Aw5i9p/5UUsKCC9apv/F7gM1Y4Zn0ThRRzKK9O5WLiIJMrkC8/9nK2HwjQ5WKVVyH6cymPumcWzVwFj/4EmX00rH85u77AdZOkqaZLsyDniWObThTiagCX9i3lfUvexw835ksvURjDUV/71i7fdU+KPJpHwpFiXCyCYX3VSfCPhSndrRgGDPS0wmCAI0hpz5Hv/nyPYS+TW8oMEWet9TnHDyz9QKX9kCduG923MLx9RVshMRLe/rRArjo5FuTQP6X92Te2j6d2PMW63es4+6CzCz7zHz1pISPjKeItw3zyrtz1YwnX/VNkG3LHM1sBm0COd5j3941/D2/7UTiJYCYIvopCKfUW6+/86lWnUQj28DkelDL9VJ3Linhg7NtbFtap7VOZ2h5gDE8eH+RiCbSH7ulmF+eu5x2LCzU4kjAH2AQRyIs7ZgCwItoDiWGrbr5OpN6LRVg9fTX/j4d8Nst/tp0tUUvNZGQkADujA6SSOxidYuvG84uDnA6lFtR6EcDFIt+vVLKLhbcEzUy1RCMcPrPXnEkL5EIfgLbVEeveiEqpcVad1v+gOKJY+Gw8pX2K94qQ0G10SERiWiA3OGGGefOi0DvoB4//AIBFkxexpC9/MpCVc82Onp0HdjK/v4MXdzjdH0bGPXzYS+A///wiH3z9fKfVeHS/FshFUFBpiUjON47XsolE+YP0ijhWAYERZA/ZydLq4yeQizm/LitQfKuRFTJ9nea0u/EJcn2//rbD+efTF5nlLReLIAJ5esskvh+dw4JIttHwTxRSGb/biCFEDXH5/gpJibIjOoBhGyhk4O024j7G6umrPctlN8jnfhK644JtymPfnslvSqvPrI759LGaQ9vfVEwF8xLod7eL9FJHaYaEbqNLoO+g7HTYSSzsYi3WDsvODXf/mhzCDPNWDG+Y+QbHfDHuFgpFd1uMRQNOwTo0fsBZsMT39l/X7zAnHK4hdRySrg7J54PcCrQD/SIyiewroRvwz2k7ASgljJdfKDHfY+Dvv1hUopByvqTLsSAPHA5bnszMntF1EH3b17OyO9vrO3NSKzN7WwN1abuZ2tXK1C4zdFLaxSKYD3J6IFjhSBGFBmeVi+Hh9gCu88+TjMPOyXNO5ocP3pbnYB4WZFeikHwEE42SsWiX5VhQxD1rGEIfxxA3gvvW2UeiZ/2HS31OysgyWSa6jc7DkeebwlcEpi2Fx34KGx+wVgqcdBnc+AFr1vb7JRPlp522i7XjLqpKHOCJjjtaTLWeyYQqPUNdWky3xiIcMtDF+m37SaUUg6NDQIg+9XYLcqKIwT2avD7I/wB8ApiB6eOWvuP2Ad+vbLXqnXxxkL0RdzaIQuWtwmUP0isltJv9K1ikNB/kEy51dFvGJMJxRic5MXAlV3wVm7pZumfArsdLjjUalgXZ3KiYgYL2a+GzOx/R7y7vFNUev5fHftwuHqG9UgqF0Cu4vtD9VsgC7c/Hln+MaR35E80F7tGQdKrpoqoQJrqNdtM9E/ZtgkVvcgrf3jlZgdw725m4IzGWnU6OhSuQq+gLO5FJpWrj1pJwpXAuxphiL9sWi7Cgv4P12/YzOBZyxAm7BbnSCXGajHw+yN8FvisiFyulrqpineqeoF+n7oEDWYoU1iUeH0oQeQPLcnzoSrIgR6IQsYXu8ToPHyt5sV//xvyT4MArgRKMeOJzuGIHWMnMlZAaD3zNIxG7aPUWjfm8gh1z1jYb4wfRM9DrUTx/souCBDql3HoXcqEox8XiX47/F17YWlyDv7hvsWO+3CF0gn8Ui0qj22gPTv2CmX7a/ZvY4xu74xQnR13TZWa9cxkYNJUnx4Ic4odJPBIn7uOGkyOQi3GxcJVNtyPXPfAcaze18N7Vc+huDSEut92CnBzzL6fJIcinckpEepVSewCsrrx3K6X+o6I1q2OCWnDtD0+pD6y3a4bluxpkB8U20K6ueDM+rZ+FtQRKySZYaJtIBKKtAa+x5NQjrMZUoi2QUOX7qCu7WPaxSPscIylRT3cKr/LpD4DQXCxspZ9tPZIR2e2z2m9fue4v+WiPtSOyt4h6+SOO6dJ8z2uIbqPTtPaY/9w4BI5LxNi7nRMhCAhtQa46lRikd+jkQ7loxUV5y7gFcjEuF27jULrK+xM7uO+ll2iPRzj/uHmB9+eLQyBrF4tiCPIm+nC64QVQSu0GPlyxGjUAQQQF5D48GcpMTVmUi0WZKAyUz/mWdhbZhiubGKLQFgVcLEp6CRUWyMULJXH8LYRhid/c26GAC4KrTDHH9N5TyC9xERLSQoqoT/0LXPtiekjKrHq2fkGuuWtbxHKxqLkI0m10IewW5HztbxgWNrtYq3668QlJrQbpuXuJx8twYUi3O9u5lxf5LyJh3Tr2nlXtYlEUQSzIERERZfUHiGnSCnnYb3PisCCXGr/VUz8UIyDKbyhSFW5sym3Msgk3SttP2AM6ggtkweszw2HN9HvB+tS5q62ULrkwB+mZpfNuV8gH2e9YFRCi5b9Iay6OQbfRhfGyIB//aWifDOPDsPFBWHsbHNht+iiXgw7zVnXcArnC8cczuI1gY6ngH1i5dXau35/aAswrsWY2HD7IIbtYKAWPXA/7t8HSc6D/YLMX5tlbzHWLz4RYaWOD6oEgd9FtwA0icoqInAL8L/C7ylarzgn48Nm/Lot9EZ8x/wwAIl4Z0KpqlShxkJ7/7myTAS11BYSRkXE5KeIaB3CxyGlkj7kQTvpsnl2m3TeC1sHbB9lp4PKxbrsWG2KwbFYP8/uL958MlGq6SHGasaZXwoIconuMZ+38Yk/bfhhH92jtNbJuowthF8jp33HWSpg834xyMesoc9ndXzX/7t8Gj/4PlDL4S1uQq8rWoa0Mjg2ypG8JJ8w+oez9pTOl9rX1+ZY5d9G5rJy2MkcgF2NBdrtYuHuixlWAzElBsA/QDsOFyM7wLnj+Vti0Bn7/OXPZc78x07Y/dSM8/r/hHq/KBLEgXwJcAFxozT8BDFSsRg1AULFQjg/ym+a/iTfN947tWs0sQZ2tMdQ4dLZ6JZoohcJbFZu6szQLcAAXi3SYt3R9Fp5UwnH8MV0sct1wJEAIOi8Klj3xM1x/6xavLQvvu+RfuxQB7CMqPO6Lsl0sXH/N6SD3qHsPNUW30YVw+OV7tC/RbOg/Uin461WwYy1MORSeuMEUGcd/yrQ4F8IhkOvi/mhqrrj/CgA6Yh20RqzQn2U8l/N75vPhZR9myWT/hB/Hzzqe42cdz7889C+O5eOpIgSyOz22q8oRI8TwoudcDb/6SOUH6W1+3ExpnSbsiBxVpuDnrVIqBTwAvAQcDZwMPFvZatU3vgOnXNgd9oMInQuWXcB7Dn1PgOMXEQe5zBf4rMntnLV8FpM7QuqxtV2H9Bd0ZXyMiyCk3WcHvQX1YU3jzBJs397wudfcRwgkpGcsZ2801ypSCR9k74uabvAd3Qi21R7rK46XRC6MPX5yrSWQbqMDYH8+vFwg7AJ6dK/pdgHw8LWw52XYtQFeeyTYsfQgvZoQkUjZ7nZpjphyBLFIYXe1HAtyMQLZZ5BemlAFctyKKBW2QHbv7+6vgd0v228cVoPgq7RE5BAR+YKIPAdcBbwCoJQ6SSk1MWNsWgR99JIpl4tFgYd22ZRlHDfzuMLHTwvkKlgnRISutsq6M+YkCgm1O99NemBgAAtygV96arfTt6q4esDkzjYOmtrJ+4+bX/JrVAJ+ZOSncFSUQOfkGPCW118jO1mMhdljeZnjXT0PFeRantO9iKOT7UxP1c5QW402WkTOEJHnRWS9iFzqsb5FRG6w1j8gIvPCOG7o2I0Ki/4md73dgnxgT/bGGtqRXR4PmKJXW5BrQsSIVP1ztSyB7LYgI7Qxixmcaa6XEH3Z02K/0gIZnKLYN9RtY5DPFPkcpiXiLUqp11txNhv7bMOiBB9kJ2FFsahGYyBV96PL7Xoq4INcpOXWLBw8k54fn3/LYr7+t4dnyxf5e8SMCJ958+KcVKPO/v4A2fZcnDr31EDHD2rBLwXvj4WAxwnxfsvnRwje5x7kY6DDiHNWshvxSQVeJSraRluD/f4deBOwBHi3iLj7nT8I7FZKHQR8B/hGWMcPlfQ9NbAMDn1z7vruGWb2PYAX/mAO1kvzuk+Yf4Naw7QPck2ISKRqg/PShGlBBmhlGi1MBVz6YcFJ2fuwCDLvUhFTJFdDINvf3zVK4BIW+XyQ/xZ4F3C3iNwG/AzdXwQEd3HIjWIR0vFzJvKULfe4RhSMEIKVl3HrFHTBKPMcC1mQ/bIjtcejtMezj1A2dXOw+hi2bt0rzjmMC34XZWg0Ecgqmj1l5Tg2wDkHnRPo+NkPkZBfKr4WYo803yXdF8G3+dzqz+X1aVeZBAOlDvyraZNY6Tb6aGC9UmoDgIj8DDgbeMZW5mzgi9b0jcD37RE16ob0PZcvwsSso+CR62Dd77PLumfC5AXmdGCBXF+nHhYjiRF+8PgPGBwbRKF435L3saBnQa2rlSEidWBBLmaQnud9IplB0/et3877Dh+npz0Gqy/0KFuYZEoRjVjXJBIPTyArBS//FVo6c9fZr0mzulgopX6llHoXcChwN2ZK06kicrWInFal+tUlQQXZWw96q/eKsOIgR1ryFwyD130cDjmjoocoPxJBGSJLpGQXi3LrYx+13NMWx/B4GiPWx8kSw5kl0J28pbw4yGEJZA9rbCkfN8X42Bc47ZgR882CZe4g8KHqjiq00TOBjbb5V61lnmWUUglgL5BjtheRC0RkjYis2b59ewhVK5KOKebfaUv9y7S7qn3ipXDGlVn/5AluQX5i+xOs37OercNb2Ta8jW+v+TZ/fe2vta5WBkOMqj/P7sQg5VqQxSaQh8fH+cG9L5RVv6Rda0TisPZ2eOCHZe0TMP3x//o9M9KLG3umyiZ2sQBAKTWklPqpUupMYBbwKOao6YlLwEZvYe9CZnaa75Mwv2wlEoNJ8/M39umy5R53+jLonFLePgoQ1iC9oizJBWPxZpf7WZBzyhd5rYNEq4hGonwxMoPzI87fIGeQXlm/szj+lE/WB7nQb1JuopCyUWk3k9J80RUSehztYmmENlopdY1SapVSatWUKZVtTzzpGoCz/x2W+hgtAAwDzvg6HHI6rHgfTF8O0Xg2TJY7RbUfEygO8k+f/WnVj/n0zqe5+5W7AacVNmpEa25BfmHPC2zct9GntBPv90pWICtSrN0yyE2Pvlpy/RweDmlDwQt/KHl/GdLRKQY3565zDNJrcoFsRym122roTqlUhRqBrMUtv3ASkcr4RImY4YbyWcYaiQJtWkV8kANQ9GDBIkdQiy0+pfgObBP6JUrMfR+5ihZT1y4rZF/WBzmke9SjDqV9/BQ6lwq8BG27rLXgLYeQ2+hNgD1rxixrmWcZEYkCPcDOEI4dPh39hT++Ji+AVX9vJjhIl81YkANaB5vUglwvXP3Y1fxi3S8Ap5+uIUbVBfJZC89yzO8a2cU3Hgrohu8rH9L3jHkf/ebxzUWHPk3jsCBHQ+xxTu/Xy6WkiSzIQeIga9wUkYo2negjRQqmLjGtvkeeV97hG7lfuAI0bKrpICm8QxZr33nXcuKRtIXCGVYttPvKXudStG7BOMnZybDcPZ2h9Zy/S39bPwAnzzk5Zzu3q0uT8RBwsIjMxxTC7wLccShvAc4H7gPeDvyh7vyPyyUjkLUFud6wZ6OLGJGqf9yeOPtETpx9IkopvvPwd9iwd0Pgbd2Z9AAGuts4uKOX9Zvt4yMgkVLEIsWfW8rtYhE6Ho96qnksyFogl0DQZ1AQDMuxNJlKml9wp1xe/vGLeClPBDFdUqMYwMUiTaXe92JzOvb/nYKJ96DXoLvVNuAyPWYu7EF6CDN729k1XmKD7Gt1C/9edo119KQ91s73T5l4kS2VUgkRuQi4HYgA1yqlnhaRLwNrlFK3AP8J/LeIrAd2YYro5sLug5wYg8QBaO3xL99EYd6UUjy+/XF+9OSPOGb6MbWuTg52C3JEIr5Gh0ojIoHiJtvxcrE4Z8UsTp19CDf/xCmQx5MpYpHizy2VsgvkMAbbB8B+/zf4x6IWyCUQOFGHQFTMS+z1tVgq1Q5l449Qbsg6cy/lRako1nKb3iro8YOScfUI+FIM9Dv6+kdbf9PzYfggl012P8tnT2L9np1lW/edhP+hMt4yCYDh2CTb0YPXucktyCilbgVudS273DY9Aryj2vWqKhkf5AT86Vuw+TF4zw3+5R3dyo19f/zx1T9y49obAXhg8wM1rk0uDguyRAKPF6kEUaM4OeU3SC9iGAiGUyAnFJRgb0g6BHKYg/rzXGe7X/a+18wkOwAtPaZPf0vAeOJ1gBbIJRDU4ia2ATxhCuRiqDt/Ss90wWUO0ssEpCgx6kTI1yh4Jj1vK7bTYu29r3CFmbmvzrhHyJ6Sdicl+oXnJnHxOUBJ1fJirG0KG+MLkfa59LDD2nudPTOa2iJiWpFTCVMcAyQTEPF5fTaRBfmxbY/Vugp5sVuQo0Y0Z9BcNYkbxSlYz55JSd8yBtgE8liyNP3g8EGulmHN7qufGIHbPuNcf87VwVK21wH1YopsLIpo9DI+yCEI5EnWvmZ3zS5QsjrUS9tfUrdaBSpfrNB2W5A9t/azIBfYVxDsiUIGOINPrfpU0ftwVspjkF4x1yTjEh1emLcg2yclhnOUXnn71DQhRsTpTzk+5F/WOYigUjWqCrW0yAYhZQvTUItBenZiReYL8Lq2BgYiZiSLJCOMsxcwXSxKoSZ5Ova4onis/qiZ6CTNjrXVrU8ZaIFcAhkXiwJthyFGRrj4Z9ULzlxp4TORAU6bN7HCUFc2UYh/HOQ0xYZ5CxzFwpVQoy1ufgD1ttstEZVr8HtbegFYvWAq3SwqmHUuONmek4IvrKLev5W7Fg5rfjEuFqLtzROCtAU5zVg+gayjWFQDpVSOD3Ite0yL9UH2wl7/fTzDS1wPlCGQazFedmy/c37BCTB5fnb+z9+BXS9Wt04lUhMXCxGZDNwAzANeAs5VSu32KHc+8Dlr9itKqeus5SuBHwNtmP5xH1dKKRH5JnAmMAa8AHxAKbWnAicQrBiS8UsKQyADzJQ4w032Sq6JD3KQOMhVjmIxrauF7tYo8/s7POvpOJZrcSky7bwl53HUwFEsnryY2PEhZkss2cXCtZ8AhNr+l+RS31zPosaHtECOxMzQVoEFcmPfH/X8+ZdUyRwf5HS7U4tAKune4vTxC723vHqV0++EFGbGu7Qfclogf/amJ5nUHuNTpx8aqE4OH2Q7SoV3b0oE5hxj9rAc2A1tvbDxQXPduf9t/nX7Z+/f5hTNdUqtfJAvBe5SSl0pIpda847A9paI/gKwCvO19bCI3GIJ6auBDwMPYArkM4DfAXcAn7FGX38D+Ix7v+EQ/MZ6xyHvoCXSwmH9h4VfjQDUnQ+yB2E1wsWda2GLYalxkEstLyKO1NXWUp9tizqUJ7FIjGVTlvkXOPN7MD5c0r4z17Soegb1QQ4PcUxL0V3KZqKQcOukqUMyArnFEsj7/cs6hI++OSrFA5sfyAwgBDPMG3USVSyRShS0KAdtaxSKsYRZduveEbbuHQlcD18Lcvpjr1Ts9/jx/wQzVzrX//Sd5t+o1Ruac6z6dt1JU6v+n7OB66zp64BzPMqcDtyhlNplieI7gDNEZDrQrZS634q3eX16e6XU7610pwD3Ywa2Dx/rjdhVoPtMROhp6eHvlvxd0f5J+Uinzn3z/DeHts80K6auCNzVnmn6Jy8wYzyXiFsoDnQMuI6T/yVTblQPv/23WKN+K3Gd8x3XWah4d43Q6JpW8ld+UGt6ST6OIZ6r/fjpoP92S5BGA1g+yIlsLNl1d/qXbSILcj3z4t4XHamdIxIp2s2tUoylxgoX8hqj56r3zEltKJJ5XSwefnkX967dzvbB0Zx1TguybToZoH75sDs3B4neEaL+qSa1siBPU0qlcxRuAaZ5lJkJ2L29X7WWzbSm3cvd/D2mG4cnInIBcAHAnDlzAlfc2poLjH5mG61FbhcOUSMaOC5rsdbZDx7+wcBlM49ba0+ovnad8U6+f8r3ueiuiwKVL8kCHcDFopjrDMWHeYvYM+kV3aBb5TOpkuvgRZw5h8qmX37/Ie9iUu/ccHcqwqlzT+XUuacG3kTRKHYQTdnYXSwANq0xYyJHPSIXNFGYt3pmcHzQMW/3Qa51rprx5DgU0IR+Yd7sGCJ5BfLuoTH+4+4XAIhFDH7wd05Lrq8FOTEK8Q7vdUGw++MHEcg5FuTGeC4qJpBF5E5gwGPVZfYZy3c41LtZRC4DEsD/+JVRSl0DXAOwatWq4o4vwjKjnUb5kStGrD1/V2OVKMnfNSPow29ISwrz5rdNUB/kerJUiXhbkAeWwfo7zfsm/w7yrl01dXloYYLq6Kpp6pm0QLan602M+AhkbUGuBvtd7x7DqG0UCzvjAdKSe/kgu9vxiCEoxrnvhZ2smpdt8zbuGuaF7ftZuzX7keAlon0Nz14poovB/hEYyILs7pVrDNNCxQSyUsrXFCMiW0VkulJqs+Uysc2j2CbgRNv8LOAea/ks1/JNtn2/H3gLcErlUp7Wx0NYc/oPgdHBIq3Hxf8kpUSFKIawEq8UO0hPAlixg17barwYjho4isP7D89bi8xUOoqF/bxWfgCWnAOt3bYtavwsZVyl9TOtyYMRNQch2UO97VgLs1blltU+yFVh/7hTIEclWjeGgiAuFp5h3lztvSFCigSPbdzD8FjWavvFW54OVA/fQXpj+yHZ5x/LuxDFWpDdLhYNkoK6Vj7ItwDnW9PnAzd7lLkdOE1EJonIJOA04HbLNWOfiKwW82k4L729iJwBfBo4SylV2uiiINTJQxiEzIu/AnnYJRJ3iJ2S91MoikVFw7yFh6cozFc+xJdnNQTe+UvP58hpRwYq62nVj0Shc4qjXK3jrNb6+JoGIe2DnBrPCoJ7vwnDu3LLVjDM2/D4MM/teo4tQ1sy/4bHh9m8f3PhjZuMwTGni4XYeq5qgd0eNx7AQhvEfmcYoDDF6NBo8aLS4WLR0Z+dvv2z8PPzYPvzRe/T3HGRFmS3i0UAC3s9UCsf5CuBn4vIB4GXgXMBRGQVcKFS6kNKqV0icgXwkLXNl5VS6dboo2TDvP3O+gfwfaAFuMMSKfcrpS4Mv/r5H8JFkxfx/K4Sb7xKMP2I0BtqgMV9i3li+xPBCpchYisT5i19PSR0C3JQAg0GKyKted0QxDIecHvv9Tq2rKbKpF0skuPQ0g0HrFfR2FCuu48jEWa4D+YNz9/Aw1sf9lz3kSM+wtL+paEeLwhrd6/lkEmHVP24Y66BZkFCq1WLZ3Y+w1hqLPNOmNE5g45YYZ9f9zskIsKoJZAv/UXAd60NhwV5xXlmr+/YkPlh9+wtMLgFpiwqer9FC2R3mWTtMh4WQ00EslJqJ3CKx/I1wIds89cC1/qUy4mbppQ6KNya+lDgBX3hsgsZypdpqYpIOk1qBfjA0g+wZ3QPX7rvS2Xtp9xGrajt0109oeald9ajJBeLMhVuXbgI2M4nrI+OQsepJVFDIAkdLbWyM2iqRnIcdq43pyfNywpkrzCIIblYJFNJXtz7oiOG/nO7nvMtv2VoS+gCOUgPy/ce+V5Rg5mblcOmHMafNv0JgFtfvBVsuTBmdc3i0qMvdZQP4oNsDtIrXUw6LMjROMw/3pxOC+RSfZGL9kF2C+Qyo2hUCd2yV4BYJEZvpLfW1ag4sUiMKe1TChcsk4Jh3igiesTCk2F0n2lVf+2RQPsvmlKMpr6D9AoJzXp0EfAZpOeB/QVcizOJWlb8qBTvgtTXEeeNs6Zx2GKvIDyapiItjgFaurLTXoOU7eKhjI+5R7Y9wnVPX1e4oCaHWrhOLe1bylde9xU+95fP5ax7dfBVjy1ycSePEoG+LoMDgz4bFMA3ikXa5aFUoVpuFAvtYtHEVDACwkSkXB/kogRpJAqHvx32vFLERsFwN26VxW1pqAe3g1yLeFHW/WmHQc9yaC8QhzvEsbdzOw+hj2NZ3PGGorcVEY6Y1QtGfVi0NRVk0jzY/ZI57RDIHj2FHpbBUtg3ug+Ajy3/WCaOfsSI8K013wpl/0Goi54piz+88odMZtp6paelx3fdRXddxBWvu4JJrZMAbwuy+3KLwOqFvdz9WGn18Y1ike5BLVkg2z4Cgwz0cw/SKzeKRpWo77tNUzb11MBVipJ8kD0iLpRdjyJdLHyq41peP1EsAiMlxkGOd8CqD4RfnzyICH0cTcxoq+pxNQ3GKV+AJ/8Pnr/VaTEb9bIg21RJGR9zB5IHEIRDJx8a6HlKEY4wryd2HthJZ7yTlkgLv1z3y8Db1ao9LPQ7bR3emhHIQaJYgKBUcDHpHvg3Mu4zsC9jQS5CqL70Z/jrVbnLA1mQ3S4W4QjkZzfvc0T3ADhiVi/RSDgGIy2QS6FOfCCbhYKNf6HVZQ4Eq1WYN69tvdY0HsFdLBxb1eC5Kv+YuhdpQhBvh/6D4XlgZF92+SPXwYITnEkXAliQUyrF0PgQEYkQNaKZ7Kh2DiQO0BptDXyPjiSCpyBuFL7w1y+woGcBn1z1yYJl53TPYff23UBto9MMdAywZWhLSdu620sBUmXkz35ll08wr/TYpKCuDkrBM17BxvAWyO39YB+HlRPmrXyBvGXvCP96e24whKves0ILZM3EIbAPcjFishIhstMxdRtS6IVLsSHvGo5mPS+NP71WxlV31Iqd680xDWkcAtm7nblp3U3cvfFuAKa2T+XyYy/PKTOSGMmkuw/CSLL5BDLAhr0bCpb5/OrP0xZtq4uetEuOvoSk5YLwz3/8Z8c6+4BLrzBvOQJZ4Mld9wNvzil7wfELOGxmD5+68XFGx8177vfPbHWUeXFHnmABkbiZUS8Ij/2Pv1uiVxrps1yWZrcPcgiD9HYOmXX/4OvnM3tyNvlUazRAdKiA1IPjYuNRF/6e9cW87nnBClZCl5YpVsLyHS7HgtwUlGmVLyWvT1vcbAz7OkqLSqJ1riYwPbPgpM/CkefBojdBm9lVzt5NznIBXCwe2fZIZnrbsFeeLBhNjtIWDe7604wW5DSe/ro2IjmZ2mpHzIjRGm2lNdrK7K7ZjnX2+MheLjHpd1kfx9DBAgY6Btg+8hpr+S4pVzSL3vY4HS3O5Cg/f2ijo8zGXcO+aaqJxJ2D7fLx0l/81xkebb1hOJdXIMzb3mHzWi6c2snsye2Zf0aIY0K0BbkU9FvVwbdP/HYAQeR/zcoepJcuV+PfpRxhXHjbRrjnMib0zJJCondae3kRIOb3d/DRkxZy2Ez/wTEaTWikLcUr3w9Hng+/+BA8/1t47dFsmf12K17pFoHh8eEJLZDtbceBxIG8ZQPFlK8BH1v+MX6x7hc8tMVM52C38uezIPexGoAjp25lw27zAyzFGIZNskUjVjvrc4u1xSMcGEvy6u4DzO/3iMEciVYv3Jr7AyYEF4u9B8x99LR5WLBDQgvkJqcaotHLfy6X0l8UhcR3uZbbWgvrvHVINyz9BzsWq8yAwHr0gc36IBfyBWyNtvLJVZ/k22u+XfLRVs6dXLiQD7X/5TUNi4hpSX7tUWc85JYuiLXDpLnQUXoYzJHkCJ2xzsDln931LF974Gue68aSY4gIMSPG3x/29wx0DJRcr2phbzsK5RWojyg+uXTGO1kxdUVWINs+YrzaRvd7IGpEfduoeAE/2/n9HTzz2j5e3jnkI5DjwQVy2O/Iva/C87/Lzrf2mnGajSi09kC0Fbry36N7D4zTEjNojVXu40gL5FKo04fRi7rr7veoTtkuEnXye5RTD9/fKRKD078GXdNL3nfVkKwFOf2bFuoahSLu0eXvhgd+CPHgoqHgsevs8dA0GIe/3fzn4ncv/o5FkxexwOMGS6aSDHslGHExkhihv60/Z/klR13CvZvuBcznK5FKkFIp32ctoRI8vePpzPxN62/iI0d8pODxi+EXa3/B2w55W6j7tPvr+l2veCTOWHKsbt4BXnTa2qvRpM3n18N24G4LDTF826hYWiD7rO9uNS2rw2N+kSzitQu3tvslePjH+cu85wbPxX9et4Pntw7ywIad9HUWH7++GLRA1tQ9BVNNZ4RZifsP+SMi9BHUfQvD3V8VqEhM6IUnm//qgUoM8tQ0Db/d8Ft+u+G3nhnmblx7I+OuLuZ7Nt7Dg1sedCzbeWAnB/XmJoed3T2b93a/N3BdlFJc/IeLM/NP73iai+66CIDzlpzH0dOPDrwvP+7eeHfoAtnugjCU8LYgz+qcFWgQXy3pimXjZtsFcj4f5DQRI5JZplzlC7lYtMRMcT2ayBPqrZoZ7dKCN5VyRrjYcA88+pPAu/mvv2RTFFbSegxaIJdGHX+tuqkH94FChCVQS91PaGHe0g3ZhBdPxVmQG5v6f7401aXQPW8foJfm1g23Eo/Emdk5M7Ps0L5DWTltZdn1EREuWHYBz+9+nrHkGPe9dl9m3fXPXB+KQK4E9ut49WNXZ6b72vp43YzXMaV9Cgf3Hszzu5+nK26K0LrrMQU6Yln3hkJ+4u76RyRiW+K8r2Jeg+Mc+4KWaCQT4SKHYlwswsQwnMl2umd6l1OqYBefUWF9owWypuGpl0YxqN+t57YN8CFTmNzkK0E+Fmr7+zXDddfUE4kCkQH62/pzfGqHE8OcMf8MTp5TmR6SZVOWsWzKMgCHQPZCKUUilUBEHG4O1cbrQ+OtB72VE2af4MioZ/+IqGX8Yz/sAy1fHXyVNVvWsGLqCs/zc78H7C4WvhZk3xD6QkvM4K8v7OSMwwbobfdwR9j+POxYD/25PRUFae2Bkb3Fb+fGz0//wG6nkEZyEo5UOompFsil0EAW5EagXIGUtgAXt59sQxp2Jr16bKSrigQfpGcWr51IbYrvEk1dUUggt8fac5a1RFpY0rekUlUqiu89+j3W7V5X8vZKKe585U6OnHokfW0F0sbnwUtArpi2ou7TTbuxt28b9m5gw94NvimpvS3I6WUuC7Llg9wRjzDi42csCEOj4/zbnev44llLnSt3rjf/3v8f8JYSBkmf/jVzcF25+AnkX3n7yV+8dQ9bY7OZNr6R+3s+CSwxrc2/vAAWvwWWnF1+nSwa606rGxrnrVov1tUMXgMTylQpZZ1jiAopU4+q6uM6EuO2a5kRyHXublJnT4emCXD7F7sZHh9mcd9iPrb8Y1WqUXAGxwbLEscAu0Z2cfP6m3loy0N89pjPlrwfLx/dmFdSCht1976zuOrkq0ioBGt3r+Xqx67m/s33s2tkV045t7uf6YNsTrstyDHLgvzPpy/iM7940vO46RjIO/Z7JARJJwnZtwkeuR5W/F1x78NILDeFdCnEWuGES8xIMMkxs15KQdJV5ydvzMRtnjZuxnuev3cNcLo56G90Hzz2Uy2Qa04DmZ3qp8Eovh7t0XaGE4VHe9dL1rZyXCxKOVr9IpmGPpAFuarXza8OGjsiMhm4AZgHvAScq5Ta7VHuNmA18Gel1FuqWcd6pZAFeWh8yDM6Ra0YHBvM+PDuH9tf8n427Tfj9abdR8qNy5xKFS+Q6xURISYx+lpNi/oDmx/wLueOYoHhO0gvvXxqVyvz+jt4ySNrXlogx7xCwp1wCfzxG+b0c7+FI95TnOANsyd95pGFy2x+ArY941i0YO8DZixyezSOxJgZMi4EtEAuCf06rQafPvrTvLzv5cDla/4xkP7Sr3OracWxfaiEGuatgkzwX8yLS4G7lFJXisil1vwlHuW+CbQD/1DNytUzdoG8dWgre0b38Nyu5zLLdhzYweLJi2tRNQCOGjgqE5cX4PN/+TwfXvZhlkxeUjAhh5uPH/lxfvrcT9k+vJ2vP/D1UOtZigW53inoHuJqCiOGfZCefyu1eHp3AYHs0cbOPBKWnAPP/MqcTyWKFMhVTs5y3MWw7g7W7FpPVCVQCLN7Ihw8x0o2NbIX2vtMy7MWyDWkgSzIjUx/W38gS0u9xMCsB0tobSkx1bR+nOqRs4ETrenrgHvwEMhKqbtE5ET38olMQmUF8hX3X8GsrllsGtyEIUbmg3H/eOmW2nI5b8l5DoGcSCW4+rGrufCIC4ve10DHADM7Z7J9eHuYVQS8P67rKaV0KRRKquXpg+zjYmHnb1fM5MRFU/jCzU8zMp71R07baqJ+SUUitg+OzY+b6dR3vQDz3lBY51T7t2ifDEe8k/sezd67h03v4dSjDqnYIbVALgn9Rg+Tmvogh4gWyFkyYd7yNOo529TJ76gBYJpSarM1vQUoKye4iFwAXAAwZ86cMqtW37hdLHYc2MEbZr2Bcxedy/6x/Vz+18tDCd9WKmINonW3U/tG9xGLFGehNcQgKpWREc0YIrKQBTxtWLj0TYey58A4hryaaRUV/hFFDEPo72xhWncrL+/MtSTH/MI92EXun20D9SJxmLM6b12rbkH2QId5q0cayYLcAFUtVxjVjQ/yRI+DLNmJUgbp6Q+L6iIidwJe+Vwvs88opZSIlPXjKKWuAa4BWLVqVVP/0MmUU8iMJEYy0Rw64518+8TS06pXFKFoFwtDjIpZdSeiQE63mwdPM33Cn9652fZeCxIRyD0vKKX8341+Lh+jAXo46sCar8O81SUNoDotJoJVrl7Osbr1qI9z9sSWarr+4yBPXJRSp/qtE5GtIjJdKbVZRKYD26pYtYbGK4pFenBWPTM8PuxwDwmCIUZFwq4lU0m+cv9XQt9vrSn2WkVsVtp8LhZp3ILxC2cu4Yu3PM1owmdbP8EepEmuA0OhUWGFXB/Om41GHdwYmjKpgJW3mnGQh6YcwVNtR/H09HDTu4ZFo8RBztSh1hWoP24BzremzwdurmFdGgovkVlOPOBqMTg2yIHxIi3IGA4RVy6/2fAbrn/6+qKFuptG7cVzj92wzwcTyM6WbPbkdt5wcD+j4z7uGQ0WU9pNpV8dWiCXQh280JuJ2iQKyR49bKrSOBtR7u4+m9GYd8D5mqJUUWHe6oHGqGVVuRJ4o4isA0615hGRVSLyo3QhEfkT8H/AKSLyqoicXpPa1hFeYd7qzYLs5RYxND4UKKymHUPCFci3vXgbD255sCndK0rBeW1TzJ7cTls84itBvIwNrbEII4kkO/aP8sM/vpCJbGEewEcgJzziJtch2gdZUxaN0H1d9iC9UnyQY1b6z+7pZR3bUY8JP0gv6ytXjA9yI9yjEw2l1E7gFI/la4AP2ebfUM16NQJugdwebffMnldLPrnyk9z20m1Map3ElLYp3Lj2Rh7f/jhJlSRmxAomO0ljiFGR9q5cgVwPvVKl4GdBPmxmD+cvOYhVA4tJ5bncXh4HrbEIo+MpLrnxCQBWL+jjiNm91gY+LhZF9iTUCu2DrGkOKthgpQVWUUKrc6oZKH1qePFIg/rdXhGZEdox7bRF21g1bVVF9h0I+2+cCU2kBbJmYuEWyPXoXjGnew4XLLsgMx+PxHl8++O0RFo4rO8wrn/m+kD7EZGKWHvL3Wejulh4hXkDiBhCLCr+4dosvCyqrTGnhT+RGuemdTfxpvlvotXPxaJOBbL7d9UW5Hrm4DfWugYFqZsv6bZJ5t+WrtB3XbLACpK9p4R6FBKFkyoUFumbJ3yzIvsthUZJNa3RhI1bIA90eAUKqS+Om3Ecx804DiBwcqb0x3glnvEJ62LhkSgkjTs6ihfeFmSnqH5y10Os2XUXESPCWa0zvXc0brnaKAVr/hOGdxY8djVwW88rrW+0QC6Vd/+s+secfTTsL24wed1Y55acA90zzXNwEVqYtxqf6ylzTuHJHU+yaPKimtajduQmCgmUSa8OPuJqXwNNs2AXyB9Z/hHmd8+vYW2KJ18osu+f8n3W717PK4OvcPKck4FsrPPZXbPZOLgxlDoUStfdrPhZkCFYTHmvtrQl6rQgJ60BkOPJcf9BemmBPLoP1t1R8LjVIpVjQa7s8bRALpVavNTf8E/VP2ZYRKIw99iK7DrTqNRY5czpnlO/MU6rjKHH/2omKHZx19faV3f+x4UoFKv3oEkHcdCkgzLz6Y/goNkzn9/1PJv2b8oI7HtfvZdp7dMchgX3h/Xc7rm8ef6bC+67Hj62y8Hd+2i/pqlU8VEsINeC7NzARwK+ugZuuhB66yupj1sgR3SYN40mP/WSalpjoRSrBlYxuXUyr5/5+uCb1XBwo3YE0YTFuMoOcKt1r1YplBrX2N0O+/UeXfXoVfxy3S8z63/+/M+56tGrHGXGUmOO+dfNeB1L+5eWVK96431L3ue/0tUQ2S3IQULf+Q3S89/A42OotRfmnwCxdjP9dB3h9uap9AeRVhYajSYcbBmfelp6+PLrvsyU9imFN2tAEaHR+GG3IHfFwx9zUWmKFchpoesWK3tG9/DI1kd4ZOsjPLrtUbYMbXGs3z68nfW713vuczTpDDMWVAgt7VvKvO55vHlBYWtzrVg9vUAKZxsOC3IAdzWvxBlugewQmV7Z8Oa/AY65AKYfEbie1SLHgqx9kDXl0AhdTqGFeWsUofXWH8JEHYSi0TQ5yVQSQwy+/oavN5x7Bbhj72YtnjM7vQd0ZVwsPOxt1z51rWP+xNknZqZ/veHXPLbtMc99jrri8AbtJWyPtfPPR/1zoLKNgH2QXrDxHLnL2lwC2SEyIx4W5PQ9mw6FWkckU9oHWTPBCEPYivVfQ9DWW+saVIjSrn89fMTVvgaaZiGRShAzYnTEOmpdlZJoj7XzkeUfQRDmds8teB69Lb0ATOuYxvo93hbhNPdvvh8RQSmVI47tAtBtQZ6obnT2j5WkChLFwmuQnvPavbxzmK3DI2zafQAGPCRg3Pq961Agu6NY6DBvmqYnDIFU7j4uXnExk1onlV0PTek0zAeORpOHRCpRsh9vvbC0L7i/75sXvJmZnTNZOW0lB/UexHhqnGX9y+iMd3qWH0+O84/3/GPucltykpHkiGPdRBXI9vMOJpBzl7ldLJ7ZvIcdjHDH3q38f0u9LMiWMI62OhYPqiT3qEFiCKdJd038c3NCCmoLskZTGEHKEskTNzRbBSgyLmo9ZCDUg/Qak72jexERuuPdta5KhoRqfIFcDDEjxqoBMybyUQNHFSzvd23svttjSecgvYkqkKO2mPlB4k27Larrdq/j+V3PA9Myy1LYBvt5+SCnewxcAvna1A7WKdOy32dEKfxLh0++LIKVYOI8xZqmRqSBXCyaHi03NdXhsj9fBpjxeeuFtIuFxhs/Q4ZdFI8kJqYF2W0ksF+rIBZk97X97iPftabOtx0jmf3r6YPc5vxr8ZotOstojdp49yC9SjMx7jpNXROaD3Id+LJOaFb9PXQNQMfUojbTv5ummRhPjU8oC3JY3PLCLZnpHB/kCSpV7D7I9268l+d2PZe3vF9L+tm/WZyZVpYFWZEArw+PuDVIz2VBHrIlKknVSiBX2YQ8Me86TV0RikDWIqv2TF8GZ34XovFa10SjqRnN4INcCx7a8lBmWg/SMxERjp1hJtgaTgzz/Ufz95T4RXWY3J5tkx0C2SWC6ZyaNXBYFuTX1BgbldPlpVYxmCaEi4WITAZuAOYBLwHnKqV2e5Q7H/icNfsVpdR11vKVwI+BNuBW4ONKKSUiVwBnY/5+24D3K6Veq+jJaOoC7V7RuNTDb1f7GmganeHxYT5976cBmNc9r7aVaXCaXSD3tPSwd3RvoLLvXfxeHtv2GAcSBwqW9YqDDBCNZJdnXSwSpg/ye27w3lmsjRGV4mvJLTmraieQJ4YF+VLgLqXUwcBd1rwDS0R/ATgGOBr4goikwwxcDXwYONj6d4a1/JtKqWVKqeXAb4DLK3kSmvpBW5A1tUH7W2tM9o3ty0xrC3J53PfafY75ZhPIn1/9eb503Jcy8+lQeX4D8ezxkN0JV+z4vQftCTXSg/RSJHPiCjto6WLcp31T0w7z366CVFsg1+opPhs40Zq+DrgHuMRV5nTgDqXULgARuQM4Q0TuAbqVUvdby68HzgF+p5TaZ9u+A/32agxC0LYNFQc5BGb0mt1fy2f31rYiTYJuKBqbu1+5m9HkaO4gJ6tNGE4MA6bQOmHWCRUJ6WgXxRGv6ACakmk2A0hrtJXWaCsrp63k4a0Pc8LsE7h5/c2+96U9msVX7v+K76BUv8xyYmRtvnYXi/Fkyv9ebXFlgZy6GLY9C0Dy4FO9t6kwVdbHNRPI05RSm63pLdhjkGSZCWy0zb9qLZtpTbuXAyAiXwXOA/YCJ4VYZ02F0D7IxTO9p41/f++ROTEuG5HG/u0aue6Njd3a9ot1v8hb1hCDqBFlLDlGd7ybk+ecXNG6aQty6Zy76Fx+/vzPHcvc2f2ahb9b8ne8c9E7aYu2cez0Y31jRwe1oPv5IEcEBlnPGLsY5lXa4hESY/tZs+VhZnT3M7NzJi2RlpztUsd+DB74iumPHGszB2FHWrjlhVu45YVb+NRRn2Ju99zA5+tm/2iCtVsH6WmLEY+Y59jREiUaEbpbcyNsNI0FWUTuBAY8Vl1mn7F8h0M7a6XUZcBlIvIZ4CJMNw2v+l0AXAAwZ86csA6vqRETMYpFM4hjqA8fZE3jMZZyDhxa2LswM21vDzpiHbz94LfTHmvnk/d8MlC4rFKwC3Yd5q10Dpl0SM6yZm3bo0Y08zHlJ44huEA+ZkEfdzyzNWe5EsVmfpuZn9Texmtje7n+2R8Tjxgs7V/KR474SM52qRnLTctxmm5nuvG7X7mbs+e/J1APXHs8QjxioICIpeRvenQT9zy3LaesiPCj81fl1qe6eUIqJ5CVUr42eBHZKiLTlVKbRWQ65oA6N5vIumEAzMJ0xdhkTduXb/LY/n8wB/B5CmSl1DXANQCrVq3SPaw1JCwLshZamlLRd07jYY+bu7hvMR9b/rG85dOJKColkO2pku1d4pri8LK+T9Qwb2mCCuT5/R28d/Uc/uf+VxzL7fcmwMKeQ4ntWYJSZmi99bu9U4QXelYef3Uvf1rzeKC62fnqWw9noKeVwZFxz/V+vthNY0EuwC2YkauvtP7e7FHmduBrtoF5pwGfUUrtEpF9IrIaeADTneIqABE5WCm1zip/NpA/aKCmadDiuHHRv52mFOypiYNYbNPd9EEykpWC3f9Zu1iUjtdv2awuFkEpd5CiPUshmL0qcfoKhk1zC+s0Sile2zvC2P59nDDQxeoFfXn3s3brIPe9sDMzv2HHfgZ6WhkZK+5jtVLPrh+1eoqvBH4uIh8EXgbOBRCRVcCFSqkPWUL4CiAdHPHL6QF7wEfJhnn7nfUP4EoRWYQZheRl4MJqnIymPMLoPmu2Uc4TiWbtPtVUFrsFOYhATvcyVcOCrF0sSsfr2k30NqLc99vw+LBjvi3ahiAFBaefQN5zYJwdg6N0Accu7OMNB0/Ju5941HAI5LGEud8D48U9i8kqx5eriUBWSu0ETvFYvgb4kG3+WuBan3I5cUaUUm8Lt6aaahCWBVFbIjWlUrRd4pDT4cU/wvQjKlEdTQDGk1kLclCLrSGG70u/XBwuFtqCXDIxj/THE90Aku/87331XnaN7GLltJXM7prtWWY4MUxbPMKBsSR9nXHarAQhhSzIfh+TaV2dYizjT2xn94iZ1qK3pRcRoSPufB5GxrMCeUpXC9sHR3P2MZpI0hJ19hxMFBcLjSZUJuIgPU0N6VvoH2BfUxXsLhZxI1j2RkMMkqkkSqlMt7OXIANTgBtiZFwnBCGlUuwd28tzu57j9TNf7yhvt8ZpgVw6dv/tdEKNiS6Qj591PD999qc5y4fHhzMRP+58+U7f8G/DiWEOmZYN29YeMwVyQQtyKv/H5Bh72DD4JPEtXXS3dNMSaeGJ7U9w+0u3A/Cexe/huBnH0RZ3Ct19B8xn98BYipm9rZ4CeeOuYWZPbidqGBkRrgWyZsIRhrDV4lhTDvruaTx2j2aTr/qJXDdpC/LdG+/ml+t+CcC7Dn0Xr5vxupw25B/v+UcOmXQIW4e3klIppndMZ+3utRnRdsz0YxzuAClbfjEdBzk/nz3ms3ztga95rrP/DhPd9zjNcTOOY/3u9Ty45UHHcvszkA+3i0U8Yn5QFrIgJ1Qi7/pxdnPbqz/j/p3ez9+Le1/kuBnH0e4SyHc9t5XB0QR7hsdYPqcXXtuXs+3Xb80OIfvP9x8FTJw4yBpNqLRF22iLttW6GpoS0B83mmK57cXb+M2G32Tm/bqW3UQkQooUD215KLPsZ8/9jIhEOHbGsZllacva2t1rM8sGxwYBMimCE6kEMSPGlqEtfOX+rziOo32Q8zOjcwYxI+boBfBioluO7Xi1kzsP7PQomUuuQDav6yu7hlkyvRt8vkPyWZgP4qMkGOQDi+YzElnPrS/e6lvW7WKRSCr+un4HAF0tUT73liWMJVKMJ1OMJlKklOIPz21j7ZZBx3Z5M/9VAC2QNTUjnUUoDC484kLPQOea+kf7jmuK5c5X7gRg+dTlnD7vdGZ1ziqwhYlhGJ7dxmt3r3UI5P3j+wvuK+2i8dSOpxzL53bPZdW03BiumuJJi0LdRjgZHBtkz+gexwccwIY9G9g2sptx9gNTM8vTmSTTTGqP8cYl01j7jGLX0Bhtvd7vznwDWg1ixJnM1PZpDBt78tbX7WJhZyyRYn5/R87yF7cPZQTyeDJFLGJoFwvNxCGdRSgMJrdODmU/taS/rZ8lfUtqXY2aUe0QPhp/RGQycAMwD3gJOFcptdtVZjlwNdANJIGvKqWq4pidSCU4ec7JvPWgtxbVAxGRCEmVzElJvePADsf8ntE9geoAuSP9z1x4Jn1t+cNeaTTFYm8fP/vnz3q2l99++Nvs2D/KJg4AX80s/+2G3zrKGYbBu46eww+eE0YS/iI4SMSXiCEZlw0/4lH/noB9PrGQO1uz8nRoNEFve7ygS0jYaIGsqRn2LEIa+OJxX6x1FTSaNJcCdymlrhSRS635S1xlhoHzlFLrRGQG8LCI3K6U2lPJiiVSCRKphBmqqkj3HEMMz5f+i3tfZN/YPrrj3QBsHcrNRuYm7R5g9z0Gbe0ME/3R7I39urRH27l4xcX8esOveWbnM3m3m9s9l0mtk1g9fTVgZmMdGU+SUik27N1AR7SDaR3TMuWDCuRWKypGPs48YgYvbN/PUfMm8+grexhLJomIcPbymZ7lO1qy2mBwxBTIEyUOskaj0TjQvsh1xdlkM5leh5nF1CGQlVJrbdOvicg2YAqwp5IVG02aI95LcamKSISUSnm+aL96/1f57DGfpaelhx8//eOC+8okX3DtSvvNBqOvrY8tQ1vylkmPK9HXlJxejzQt0RZmd8/mo8s/yvce+R479j/pu4+LV1zsELPT22ezfveLPPzyDr6V+hYGBl95/VfoaekxjxlAkEYMIRogisw5K7JC+PhD8sdNBuhsybpl7B9N99Y4y1RaLmuBrNFoNBo305RSm63pLcC0fIVF5GggDrxQ6YqNJEYAAlmt3PjFQT5r4Vnc8sItPLXjKY6ZfgwA83vmc+LsE4lIhDtfvpOX9r3k2CZtQXYLFx15IRgXr7iYx7c/nglTZueSoy/hlX2vsKRvCQ9teYj+tv4a1LAxsH88FIrm4r433zjwfhK7X2CcQU6fG+f3L9/O/vH9GYHszsDnvU8hFg1//I9hM5hs3TfCtG7/1NSVQgtkjUajmYCIyJ3AgMeqy+wzSiklIr7GGhGZDvw3cL5S3lk4ROQC4AKAOXPmlFxnyFqQWyOlCWQvH+TlU5fz6xd+zd7RvQyNDwFw1MBRrJy2EjCjLnz5vi87tkln8ssR3LojJBA9LT0cP+t4ntn5DE/teIpT5pzC4f2HA2ZUknRkktPmnVbLajYUhaKnuMMPtsZaiDOJOJOY221a60cT2ZjEvqmmbc9PxJDAcciLobstey7/fd/LmMmRnUztquzAfC2QNRpNXaD9DauLUupUv3UislVEpiulNlsCeJtPuW7gt8BlSqn78xzrGuAagFWrVpX1Q48kTQtySwlWKz8LcsyI0RnvZO/Y3kwEi654NrHC1PapXHXyVQwnhrnkXtPT5LuPfJfLj708R2wbaHeAYnjHIe+gJdLCWxa8JXA864lIkPaxkEB2u6rYs+DFxHye0h+gkEcg26oSMaSkZ7EQC6d08qkzFnFgLJlxsQDTN7ktZgr9Qwe6/DYPBS2QNRrNhEdL8xxuAc4HrrT+3uwuICJx4CbgeqXUjdWqWNrFoi1SfNzzTBQLl9iIGBF6WnrYM7qH/WOmQO6MdTrKiAgdsQ7OPuhsbl5vXo4/vPIHOmLOEFXaX7Y4+tr6+MBhH6h1NZqCYge9xyLZezXtR3zNE9dw5fFX0hJp8R2kd0z/m3hqd3o7qViI1UMHuiuy36DoJ1mj0Wg0bq4E3igi64BTrXlEZJWI/Mgqcy5wPPB+EXnM+re80hXLDNIr0YKslPL0G+5p6WHf6D5e2GO6UdstyHYWT17sqIt7X3qwqaYS+A3Ss2MPtxZ0gF2aqGV9Hk+NZxLp+AnkxT3HZaaNCrlY1APagqzRaCY8WtI4UUrtBE7xWL4G+JA1/RPgJ1WuWsaCXGoUC6+XviEG/W39PL3jaTYObgTIsQynsXdjj6fGc4SItiBraoXdvUfh7R5hJ2oXyOSKaz8XC3vCjqghTftRqAWyRqPRaOqajYMbeXbnswAZ61YpqeX9fJAjEuG0uaexcd9GNuzdwIKeBTkuFmns3djjqfGc/WkfZE0lCGJBtpNUASJQ2ARyxMN/2U8gJ1LOQXrNihbIGo1Go6lbBscG+caD33Asa4+20x5tL3pfhhgkVMLT6tvT0sMnV32y4D7sAjmRSuRYpJvVmqapf+z3XiqAQLb7IEfICuT0QNhkytvFIuUhkD+58pN8++FvF1fhOkcLZI1Go9HULQcSBxjoGKAl0oIhBoJw9kFnlyREI0aEsfGx3OVFxC62u1gkUolMPOQ02sVCUwmC+BTbyyRU4ZjBduvvb57YwvbBUfq74gyPDwPFWZCb8cNQC2SNRlNT0oJjfs/8GtdEU49MbZ/KZcdcFsoL2BCDFKmyBta5BbI7mYIWyJpKcMb8M3hyx5MkUgkEydzDR0490rN8MoBAtvsg3/fCTl7jAG3xSCbUod8gPYcFrUaHlAAAEg9JREFU2Xp2mvG+1wJZo9HUlNZoK5ccfQlT26dW/diHDnQze3K7Iw2qpv4Iyzpl4O2DXAxuH2S3QBY95FNTAWZ2zuTfTvo3x7Kh8SFfX/yEyu0pcePlP6yUKsmCrAWyRqPRVIB01qxq0xaP8MWzltbk2JrqEzEiJFO5mfSKwS7WX9v/Wu4gvSYUCpr6xCvSSk9bjK37Rjhybgfr1uffPmo479UYvcA4g2ODACR8/JiTqew9L01sQW6+M9JoNBqNxoNMqukyszYePOngzPSWoS05x9BoakUsYrB0Rg83rP9/BctGI04L8nzOZ+nklewa2QU4fZovOfqSzLTdgpymGaO3NN8ZaTQajUbjQUQiZbtYAHz8yI/zupmv81zXjIOVNI2B3z3pRyySe6/2xCexd3RvToSW3pbezHTSQyA3432vBbJGo9FoJgR+cZBLwS+tbzNa0jSNwUDHAN87+XucMf+MQOUjRu69evfTw7y0cz//dd9T3PzYxmxZW6QXL4HcjD0nzXdGGo1Go9F4kHaxCGVfPq/PZhQKmsbBEIOTZ58cqGzUY5CepDrZMzzO9ev+lfX7H8gst0dvSXq4KDXjfa8H6Wk0Go1mQpC2IJczSC+Nn9Buxq5mTWMRNA27VxSLNmYyheNJYYaJe/ehy+lt7XXc18mkFsgajUaj0TQNEYmEMkgPyAnvlqYZhYKmsYgYwRLfeFqQiTCJFZn51808CnCGfPO0IDehQ4IWyBqNRqOZEEQkglIqFDcLX4HchEJB05xEI8Hu1UQyxfbBUUbGkyhgw+4hohHhrStmZco0Y8+JFsgajUajmRAYYpBIJUKx8vrFiG1GoaBpTrxcLNwkU4r/vv9l/rxuB2sx4yMfQoKPnnQQK+dOypTzeqbCGhBbK7RA1mg0Gs2EIB6JM54aZzxVOA1vIcaT3vvQLhaaRiGIQB5Ppnhq076c5b3tMcd8rQTyq4Ov8vDWh9k1sot4JM5ZC8+iK94Vyr61QNZoNBrNhODE2SfS19YHwE+e+UlZ+5rTPYcndzyZs1ynmtY0CgH0MeNJb5Ebd7lneN33Xr7+G/ZsYNuBbQhCUiXZO7o30JgAEaGnpQdDDGZ3zWbj4EZWTVvFlQ9e6Sj39kPeXnBfQdECWaPRaDQTgo5YB6unrwbKF8inzzudtbvXsm73Opb2L+XpHU8D2sVC0zi0xSIcu7CP+17Y6Vtm3CNiBUA86hTIXgMDU+SK628//O0ia+nP0PiQY/5vD/7bwBE8gqAFskaj0Wg0RWKIwazOWazbvY75PfMzAlmjaRREhLevnFVAIKfw+uaLuSzIXoNT3S4Wg2ODOWWmtE/h8tWXF6zrl+77EjsO7HAs2zeadf1oi7Zx8pxg8Z+DogWyRqPRaDQlkI6nHJNYgZIaTXXpjHeyf2x/wXKF/JDHEj4uFi4LslfPyWPbHuOiuy7iqIGj2LB3A+845B25+zHiddvrogWyRqPRaDRlUK8veM3E5XPHfI6h8SF+tf5XvLjvRd616F2e5QoJ5IRHWmnI9UG2p6J289CWhwDYNrzNYz/xvMfPx0hypORtg6AFskaj0WgmHF99/VcZTY7SEesoeR9hZOTTaCpBZ7yTzngn/3DEP+QtZxT4uBtPpvAaQxeLOLcL8pG4fzzXom1PYV0sOw/4u4aEgRbIGo1Go5lw9LT0hLYvHblC06gEEchelNJr4uWDHDQs4qyuWTk+yM/tei4zPbtrdtH1KYQWyBqNRqPRlIF2sdA0Kl7ppu2MJbwH6ZXCvrHceMpBn533LX4fq6evJqmSDI0P0RppZd/YPqJGlO54Nwf1HhROJW1ogazRaDQaTQkEid+q0dQzhfRpIqVIhXSfe1mQg9IabeWw/sNCqUdQapLyR0Qmi8gdIrLO+jvJp9z5Vpl1InK+bflKEXlSRNaLyPfE9QkiIv8kIkpE+it9LhqNRqPRaDSNSCEL7rqt+xkZT4ZyLHtYtkagVjkxLwXuUkodDNxlzTsQkcnAF4BjgKOBL9iE9NXAh4GDrX9n2LabDZwGvFLJE9BoNBqNBrQPsqZ5uevZrYyOh5MyuhwLci2olYvF2cCJ1vR1wD3AJa4ypwN3KKV2AYjIHcAZInIP0K2Uut9afj1wDvA7a7vvAJ8Gbq5Y7TUajUYz4WmNtgIQi+g4yJrG5d/feyQppUimFKOJFCmlSKXMWMdDowkA+jrjnP7T8o6TVOFYoqtFrQTyNKXUZmt6CzDNo8xMYKNt/lVr2Uxr2r0cETkb2KSUerxQt4GIXABcADBnzpwSTkGj0WiaE6sH7wZgHvAScK5SarerzFzgJsyeyBhwlVLqB9WtaW05Y94ZtEZaOWbgGNZsWcPa3WtrXSWNpmhaY9kYxl2udZM7So9T3OhUTCCLyJ3AgMeqy+wzSiklImV7gItIO/BZTPeKgiilrgGuAVi1apUeaaHRaDRZ0m5wV4rIpda8u5dvM3CsUmpURDqBp0TkFqXUa9WubK2IR+KcNs985Vy84uIa10ajqSyTOuIMD/Xy5sOn17oqVaFiAlkpdarfOhHZKiLTlVKbRWQ6kJteBTaRdcMAmIXpirHJmrYv3wQsBOYDaevxLOARETlaKbWljFPRaDSaiUZBNzil1JhttoXajWmpC3SoN02z88u3XYMhRuDYxY1Orc7yFiAdleJ8vP2FbwdOE5FJ1uC804DbLdeMfSKy2opecR5ws1LqSaXUVKXUPKXUPEzXiyO1ONZoNJqiCeIGh4jMFpEnMN3hvuFnPRaRC0RkjYis2b59e2VqrNFoKkrUiIYujgfavRwN6oNa+SBfCfxcRD4IvAycCyAiq4ALlVIfUkrtEpErgIesbb6cHrAHfBT4MdCGOTjvd2jyUk6+c41G03yE4QanlNoILBORGcCvRORGpdRWj3LapU2jmYB8ZPlH2Duyl/ZYO/vG9rGkbwlbh7aSDvyyaNKi2lYwD6IDnZsN9po1a2pdjYqxe2Q38UicjlhHraui0WgKICIPK6VW1bgOzwMn2tzg7lFK5X2Tici1wK1KqRvzlWv29lajmajsHtnNSGIkM98abWVSq2eai7rCr83VmfQmAI1wg2o0mroi7QZ3JT5ucCIyC9iplDpgucG9HjPMpkajmYA0m9aYGJ7WGo1GoymGK4E3isg64FRrHhFZJSI/ssosBh4QkceBPwL/qpR6sia11Wg0mpDRFmSNRqPROFBK7QRO8Vi+BviQNX0HsKzKVdNoNJqqoC3IGo1Go9FoNBqNDS2QNRqNRqPRaDQaG1ogazQajUaj0Wg0NrRA1mg0Go1Go9FobGiBrNFoNBqNRqPR2NACWaPRaDQajUajsaEFskaj0Wg0Go1GY0MLZI1Go9FoNBqNxoYWyBqNRqPRaDQajQ1RStW6DjVHRLYDLxe5WT+wowLVqSXNeE7QnOelz6kxKOWc5iqlplSiMvVAie0t6PujUdDn1Dg043mF1uZqgVwiIrJGKbWq1vUIk2Y8J2jO89Ln1Bg04znVima8lvqcGoNmPCdozvMK85y0i4VGo9FoNBqNRmNDC2SNRqPRaDQajcaGFsilc02tK1ABmvGcoDnPS59TY9CM51QrmvFa6nNqDJrxnKA5zyu0c9I+yBqNRqPRaDQajQ1tQdZoNBqNRqPRaGxogazRaDQajUaj0djQAtkHEZktIneLyDMi8rSIfNxaPllE7hCRddbfSdZyEZHvich6EXlCRI6s7RnkIiKtIvKgiDxundOXrOXzReQBq+43iEjcWt5iza+31s+r6QnkQUQiIvKoiPzGmm/ocxKRl0TkSRF5TETWWMsa9t5LIyK9InKjiDwnIs+KyLGNfF4issj6jdL/9onIJxr5nGqBbm8bp22C5mtvoTnbXN3elndOWiD7kwD+SSm1BFgNfExElgCXAncppQ4G7rLmAd4EHGz9uwC4uvpVLsgocLJS6ghgOXCGiKwGvgF8Ryl1ELAb+KBV/oPAbmv5d6xy9crHgWdt881wTicppZbbYjo28r2X5rvAbUqpQ4EjMH+zhj0vpdTz1m+0HFgJDAM30cDnVCN0e9tYbVMztrfQfG2ubm/LOSellP4X4B9wM/BG4HlgurVsOvC8Nf1D4N228ply9fgPaAceAY7BzDoTtZYfC9xuTd8OHGtNR61yUuu6e5zLLOuhOBn4DSBNcE4vAf2uZQ197wE9wIvu693o52Wr32nAX5rpnGp4LXV7W79tU9O1t1b9mqrN1e1t+eekLcgBsLqFVgAPANOUUputVVuAadb0TGCjbbNXrWV1hdU19hiwDbgDeAHYo5RKWEXs9c6ck7V+L9BX1QoH49+ATwMpa76Pxj8nBfxeRB4WkQusZQ197wHzge3Af1ndsz8SkQ4a/7zSvAv4X2u6Wc6p6uj2tu7bpn+j+dpbaL42V7e3ZZ6TFsgFEJFO4BfAJ5RS++zrlPlJ0lBx8pRSSWV2T8wCjgYOrW2NykNE3gJsU0o9XOu6hMzrlVJHYnYRfUxEjrevbMR7D9OCdCRwtVJqBTBEtisMaNjzwvK5PAv4P/e6Rj2nWqDb2/qmidtbaL42V7e3ZaIFch5EJIbZWP+PUuqX1uKtIjLdWj8d0zIAsAmYbdt8lrWsLlFK7QHuxuwO6xWRqLXKXu/MOVnre4Cd1a1pQV4HnCUiLwE/w+z2+y6NfU4opTZZf7dh+lgdTePfe68CryqlHrDmb8RswBv9vMB8qT6ilNpqzTfDOVUV3d42RNvUlO0tNGWbq9vbMs9JC2QfRESA/wSeVUp927bqFuB8a/p8TF+59PLzrFGTq4G9NpN/XSAiU0Sk15puw/Txexaz4X67Vcx9TulzfTvwB+vrrG5QSn1GKTVLKTUPs8vlD0qp99LA5yQiHSLSlZ7G9LV6iga+9wCUUluAjSKyyFp0CvAMDX5eFu8m290HzXFOVUO3t0ADtE3N2N5Cc7a5ur3NLC/9nGrhXN0I/4DXY5rpnwAes/69GdN/6i5gHXAnMNkqL8C/Y/qYPQmsqvU5eJzTMuBR65yeAi63li8AHgTWY3ZZtFjLW6359db6BbU+hwLndyLwm0Y/J6vuj1v/ngYus5Y37L1nO7flwBrrHvwVMKnRzwvowLSK9diWNfQ51eAa6va2Adom1/k1RXtrq3/Ttbm6vS3vnHSqaY1Go9FoNBqNxoZ2sdBoNBqNRqPRaGxogazRaDQajUaj0djQAlmj0Wg0Go1Go7GhBbJGo9FoNBqNRmNDC2SNRqPRaDQajcaGFsiaCYOI9InIY9a/LSKyyZreLyL/UaU6LBeRN1fjWBqNRlMrdHuraXSihYtoNM2BUmonZlxIROSLwH6l1L9WuRrLgVXArVU+rkaj0VQN3d5qGh1tQdZMeETkRBH5jTX9RRG5TkT+JCIvi8jfisi/iMiTInKblQ4XEVkpIn8UkYdF5PZ0mkvXft8hIk+JyOMicq+Y+eO/DLzTsqS808rgdK2IPCgij4rI2da27xeRm0XkHhFZJyJfqOY10Wg0mkqg21tNo6AFskaTy0LgZOAs4CfA3Uqpw4EDwN9YjfZVwNuVUiuBa4GveuzncuB0pdQRwFlKqTFr2Q1KqeVKqRuAyzDTrx4NnAR800p1CnA08DbMjFzvEJFVFTpfjUajqRW6vdXUJdrFQqPJ5XdKqXEReRKIALdZy58E5gGLgMOAO0QEq4xXfve/AD8WkZ8Dv/Q51mnAWSLyz9Z8KzDHmr7D6qZERH6JmY53TRnnpdFoNPWGbm81dYkWyBpNLqMASqmUiIyrbD72FOYzI8DTSqlj8+1EKXWhiBwD/A3wsIis9CgmwNuUUs87FprbufPA67zwGo2m2dDtraYu0S4WGk3xPA9MEZFjAUQkJiJL3YVEZKFS6gGl1OXAdmA2MAh02YrdDlwslmlERFbY1r1RRCaLSBtwDqaFRKPRaCYSur3V1AQtkDWaIrF8294OfENEHgceA47zKPpNa7DJU8BfgceBu4El6UEjwBVADHhCRJ625tM8CPwCeAL4hVJKd/dpNJoJhW5vNbVCsr0ZGo2mXhCR9wOrlFIX1bouGo1G08zo9lbjhbYgazQajUaj0Wg0NrQFWaPRaDQajUajsaEtyBqNRqPRaDQajQ0tkDUajUaj0Wg0GhtaIGs0Go1Go9FoNDa0QNZoNBqNRqPRaGxogazRaDQajUaj0dj4/wHGbWTUQz7cPwAAAABJRU5ErkJggg==\n", 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" ] @@ -877,10 +875,10 @@ "id": "a3358a9d", "metadata": {}, "source": [ - "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", - "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:
\n", - "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", - "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
\n", + "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.\n", + "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:\n", + "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.\n", + "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.\n", "Finally, note that this property is also seen on the population level." ] }, @@ -892,7 +890,7 @@ "outputs": [ { "data": { - "image/png": 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kJ15hmg+sHDMlA+laWJLjCxUEfBWYMKitb0LLinjqu5+EIMXEtGVb8bMX5+U94UaTj9jSDFOs5DXOMcMEiRHqlHXjwsC4DoRmajpmQmFffROqK9NDl5eZiWKcxfjWv7Tkr8/NXIfVE87OmxwcrYJpTrDlmCkZYmw5LkiKUSFhCpfahia0MinHMQ83GHcN/mG3CqY5wcoxUzIQW44LCtGMLkQiKTBx7ldIsnUtdPbXJzLcKjg7Xu7UNSbw8hfrHcus2lrruJ9hSgl2q2BKBvY5Lkyag+ry749X4TeTFqO+MYGLRvbOtzglzb76TMsxkzu//t8iPDNjbcY2a0a8yYs2RykSw+QVthwzJYNhQCpU5fitBZtw/B/e8xR6qpiJ8irMXbcLU5duzbme7fvqMeHNLz2nyt20uw4AsHN/Q84yMM7UWnyOE7xQLGeWbNqTtc3op8b07wgAqChjdYFpPvDdzpQMaZ/jPAtiwy9fnY91Ow5g1/7mFU6KInA6Hvfgx/j2YzNyrueO1xbikQ9X4IMlWzwdZ9xzXvxfGe8kkwK1DQlUV8RxzABNaWNf2NxoSiTxxdpdWdvr9Sgg1ZWaC0t5nNUFpvnAdztTchSo4TgdvaGZ6E+Feh2cqGvUUhF7fcEyZitYOQ6XA/r1qa4sw7+vPgq9O7TwFEWB0x1ns6NWPtvRoCvHLSo0Kz0rx0xzgu92pmQwlLFCXQhmSNVc1KfU7y3CH+xV5LRyHLwsTJra+iYAmnJcWRZH51aVnl1gGDUadLeKatPiR4ZpLvCqBqbkKFSf4+ZGob6kOOFXoTcUtDhrx6GyL6UcawpbWSzWbHz4o2T5lr34wTNzAAAtdOX4sY852yPTfGDLMVMyGFOmhWpIKkZlMQiKKQmI8WLlVTlOWY5ZOQ6V/Q26W4U+1R+PkSfL8YIN2QvPmGyufOxzLN6onauvH94jz9IwTPSwcsyUDIXuVmGQT+k+W7kde+rCWxA4c/WOkrDkeVXojTVh8WL0ISkihvRogy/vGYuTD+kCACiLk+fMbXY+ts0V2dkzL3Ic0bd9dMIwTIHAyjFTckStG4+4ZzL+/M4S5fL5cvvYU9eISx6djuufnBVK/Yu+2oMLH/kUE978MmN7MemLfi9NghfkRQIRoao8nlocFo8RZq/dhf0NTcp1GAvNGHs4bBvT3OEngCkZDL0mauVze20D/vrectdyhlT5Mmw36krBl5v2Kh+TTAq8u2izkjXesMgZ07EFbsCX4tfnuDm4VRDRWCJaQkTLiWi8ZH8lET2n7/+MiGrClmnBht0AgF++siDspgqO6Su3432PIQdV4cgUTHOHnwCm4Ph4+TZf1h1DgStUnSzt9qFZr5oidj/wc17++9kaXPufmXhl9gbXsnbpuwtBXaxvSuCrXQdcy4mUz7FXt4rSjlZBRHEADwI4C8BgAJcR0WBLsWsA7BRCHATgfgC/D1uunXrM8FXb1VMbF5Nx3+ml9NJHp+Pqf3+OB99fjprxk1IvCk4caEgo9TsVrBwzzRx+ApiCYv763bj8n5/ht28s9l1HoUarMAa6pBA4+Jdv4ut/+ygvcnjRDTbs1BTKzXvqpfu376vH05+tldZrLJBcvGkPasZPwtx1uzxKGgxb9tZh0C/fwjET3gvNH91I0lbC0SpGAVguhFgphGgA8CyAcZYy4wA8oX9+EcCpFHIGGGMxXoty9XBjxXSFVG7XP76tuXTd+sJc17KH3vEWbnjqC9c2vMwuFfoaD4bxAyvHTEGxQ0+/u2LrPs/HGn10oUarMDCUd5UBaNFXezDu7x958qkMAzsV5+bn5uAXr8zH8i17U1qHNdHCx8u3AwDeXrgpTBFt+WLNztRnt3E8lajFYxtpy3ExqV6e6Algnen7en2btIwQognAbgAdrRUR0XVENJOIZm7dmnvKb8CbclxM2nGuXdmxE97D+JfmZWybvGizpY3cWmHdmClFWDlmSo5Ct2R4Ee+e1xdh7vrdmC1J7xpmu27UNSZQM34Spi3bBgA40JBMRXgwXk4K5TJ4eVkyFAW/PsclbDkODCHEo0KIkUKIkZ07dw6kziovynGB3Jcq5NqXbdh1AM9+vs6xTK7GhCI6nQyjDCvHTEERhGpRqJZjPwsGjXS5ngZ/2/b9KX4y9hzIDAfXmEym6xUZf0zt5wdzHFw3GdKWY48+x6WfIW8DgN6m7730bdIyRFQGoC2A7VEIt3bHftw1caFS2ULtH2REIatVAT9VD5OnSqG6sTFMLrByzBQUuXSzabeKAu2sfbh91OnKsadpY1fUNThVURNJgbRurC+MLJDLkKEcKwrlPUOecVzJasefAxhIRP2IqALApQAmWspMBHCl/vlCAO+JiKZx5m/Yjcc/Wa1UtmD7BwlWl4dPVmwLvg3L6fAacaWYzifDqMLKMVMyFJpSZocXfcFQjsviAShdOZwXt9YbE8nUoFpo5988eBuf/jltJT5alqlo7D7Q6Nvn2LimpZoERPch/j6AtwEsBvC8EGIhEd1NRN/Qi/0LQEciWg7gFgBZ4d6C5t1bTvB8TDEpc1ZRv/mPz0Jvw/u9H5goDFMwlOVbACabxkQScaKSjpkaBkF30kII/GPaSpw3vBc6t67MvT79rzfLcVI/JrgfF4b+1pQQqNCN26l4zgXgjfjj5+ZkLUACgN9M0qKhrJ5wNgDgtTkb8KNn56BVpd4lerUcNwOfYyHEGwDesGy7w/S5DsBFUcp0UJfWGNS1NZZs9hJdIUSBAkYm6+79jWjwEQbS7qXc2rd4PT3FdD4ZRhW2HBcgA29/E796rfkFtQeydZJT7vsAt78yP9A2lioOpIs27sFv3/gSP3p2tm0ZP7PGXo4xfI6THsbCLXvrlGKeBkmTyefY7vflYxB9ZfYG7KtPR/qwk8FYWGiU9epzbLhuGC+0/5y20quojE9K2Q1A9oJ51G/fxVH3vuupnukrt9u+lFvPhzkO8sUje7nWXUznk2FUYeW4gEgmBT5doa1feUqPHSujrjGBm57+Aut27I9KNFsSSYG7Ji7EU5+twaw1OwKvf+XWWsdzYUali35n4Saccf9UvDbHPalFkx68dtW2WuzUs79Z+fX/FinJZsaL5TilHHsYgE6778PAYihbFV0hBG5+djamr8q81tq50t0qUmUtdXmwSc1dtwuNDtaxN+dvxEo/4f5sZLCqV36jVRC059iwTAOFHz2l2PGar6KYFuTJbh2VBEl76xpxyf99mvr+1oJNGb73GW1YvjeZyv3hwmGubT0wZRm27K1zLccwxQQrxwXEPz9aicv+Md213NSlWzFp3kb8+n/Oq7MffH956BbEOet24vFPVuP2Vxbggoc/dT8gRGRKyPZ99fhwaTqWqmE1XuIhyP3G3XUYfs9k6T7VRUBm+bwoun4yBe6pk8dEtmv1sY9W4aVZ65XqbkwIvDrnK/zwmUxreuaiN6WqbFm6eS/GPfgxfv/ml7ZlbnjqC5xy34ee61aVzXucY71+AHVNicx9RaSMFSPxmLdhrJheVvxaZScv2ozPLC+wdnVZz4fTS6mMR6euxEWP5LfvZ5igYeW4gFi51T0F6mF3vY3rnpwFwD3hwB/fXhJ6FraoB/79DU3449tfKiuNlz46HVc+NiOVpCG14EpB+wnaN9dPKDeDQH2OLd/vfn0RfqKQXQuwPyeNSZEKY2aV1Ok8vrNwE56fmRmHdeteLRvfwq/2KMkUBLle64Tp+hxoyFSOi0kZK0YSXnyOUFwvK35Fld3PdrehdbudhdmJNdvzP4vJMEHCC/KKjL0mq2AhLP6Jetz/+3vL8dAHK9CldRWuPKYmUxZJ+WVbMqfejX5fJZOZV79TN4xz5eec5WtAN4cm+8fUlZhvMxPRlEimy1p+IMF+kDde9C4e2TtrX5SBH6zX2i4k2xvzN6Jdi3Icc1CnjO2GAiyEQJ3lxa2YlLFiZMEGby9RxfSyEqSoCZvKrPdnY6J4zg/DhAUrxwWEV2WgEFLVRj3Q1OuKh2zqz0kUawSFfJ45s5xCCKXYuEFYjnOt4t43Ftvua0qY4xwb7ennmkhrXLH9MG8pu7qtl8Duktz41BcA0lEuDAxrm0A6/J4BL1gqLIrpZSXI/tXuPnx/yZaM702Klvh2Lcuxa3+je0GGKULYrSIC1u3Yjw27DgRer9Mq7aiU1nyNM35/Xuq4PL5YmAcp1SnMIK6nnwx5qu02JUWq3mTKiqp9tyrNrm0GmMnPrm4rWcqxx3rNxrZstwqPlTGhUkwvK0GKmrTpayZYfPubFCzHPzjlIPzkjEGByMUwhQhbjiPg+D+8DyDb2pSNtyHZKS9EMVlHZMgGhcZEEvt1xUOu5KS37axtQPvqClN9WjSFlG6sIINX5ezj5dtwrGW6PVO67AV5CSGUHsIgrmcuA63buUgkkynXhJT7iL5Pm+FQb1yWwrmuMYEJb36JW844GG2qypXrsqvbDa/XXph+dH3WgrwifxhLjGK6HkFKqtqHXDiiF4b3aY/KMnvbmRD5nX1jmLDJq+WYiMYS0RIiWk5EWdmUiKiSiJ7T939GRDWmfT/Xty8hojPd6iSix4loFRHN0f8dEfbvC5uCsBwH3IyTUnLFPz/DMzPsw7qZZbGLLmEUCsMqefk/nbNXpdNbp7epriUK4jyHeUc0JtKW4yxZvSqaxmGm456ZsRaPf7IaD7633K+ILmQFc/N0tHkGwEjcYlBMylhzoJguh997R7ZeQmWWauVvv4ZrjuuHEX3bY2jPto5lC8Gtj2HCIm/KMRHFATwI4CwAgwFcRkSDLcWuAbBTCHEQgPsB/F4/djCASwEMATAWwENEFFeo86dCiCP0f3PC+3XR4JSq1q+lMZkUeGHmuoxA8E74yYImhLCNi+k0FphDE8nKOUkiLH+D6Nj31GX7201ZnJ2NDdCsyvWphVppSVX9+1QGybrGBO6dZB93OeUDHILNx/w70j7H/uqSvdgZ8Z6JCDc9/UVq+47aBmnkkgMNCWncbVWRrLfHj5+bg1++mp2MZl99E9bt2G+ylosst4pin8UpNYJ6WflgyRbUjJ+Ehz9YEUh9MvyKKo9W4V5ZLEZKayAE0tFpGKYUyafleBSA5UKIlUKIBgDPAhhnKTMOwBP65xcBnErakzsOwLNCiHohxCoAy/X6VOosWLzqa07RKvwOAC/OWo+fvjgP//poldoBPpp5cvoajLp3imOmOrdz4Xd4MydrsGP++t249NFPTcpsNjNW7cDhd72Ttf2aJ2ZmbVu7fX+GVdmP5Vjlej792Vr8Y1r6utWMn4TFG9Mr+VVvif/N/QrX6r9D9Rizz/HijXvwzsJNqX0pn2OP96R5kG5s0o6tiBMmzduY2n7kPZNx41Ozso699cW50rjbdjK4+Ry/MnsD/js9e9bi4kc+xfF/eD/jfrS+8BRTdITmQFAvKzfpizN//5Z9PO5cCTIFe2PAb2lsOWZKmXwqxz0BmAOcrte3ScsIIZoA7AbQ0eFYtzrvJaJ5RHQ/EVXKhCKi64hoJhHN3Lp1q6xIwaDyhu+V7XomuB37G7BtXz2WuaRa9tPdfrhEO69rHWJj+tEnHKNV6PsefF+z8hin7ou1OzFx7lepcou+2oNz/v4Rpq/c4ai8f75aPRug1cJsXhhjF17Jil2xB95dhmd1V5MGibX/4+VaWuQfPTsbX/vrNKW2fvDMbLxrsYCrWJvNZV76Yr3vhXXWn1rXmMD97y4FAJRL0qG9u3hL1raFNiHnBOTKanaGPDWhF23MDCMmRLbyxZbjaDi4ayulckG9rITR/1oJ6r3q8U9W49gJ7wVTGYCzD+vBTsdMSdOcolX8HMAhAI4C0AHAz2SFhBCPCiFGCiFGdu7cOUr5PFMWguU4aZp6P/EP7+P0+6d6On7Bht3425RljmWM9KQyy7fdePPF2p0Z3+VuFeq/2RjYzn/ok4xsb2YF0sltxUugfKus5kNV67G7nve/uxTjX54vbcfMa3O+SsXIjsLgU2ZSYq0L9VyxRLl4ZXY61Xe5wyIhVWSn3Gu0ipVb92UoWZmfre2xdhwFVeVxpXLF9LJSiLfO6glnY3CPNmw5ZkqafCrHGwCYI//30rdJyxBRGYC2ALY7HGtbpxBio9CoB/BvaC4YBYXXrsbJrSLXTjVGQK3Fd1KFr//tI9w3ealjGUNZ8JLE5ONl2zK+e51utJZX6detCx7nr9+dUmabPIywVuXIrEipKk4qxfKthJnPcXmMPGUjzFAuHSzOFRLLsVwWu3bk5yk7CYhz/afc9yEe+3i1Uv35vi7NBdmsgozALMeB1OJMkG4VMlTXlvz3mtHo06ElrjIlXmKfY6aUyady/DmAgUTUj4gqoC2wm2gpMxHAlfrnCwG8J7SebSKAS/VoFv0ADAQww6lOIuqu/yUA5wJYEOaPiwKnAdy35TjpbSrcTzNGHE0ny7cVNQXLeb85cYiKm4B1rD3n7x/hb+9pVnHVQQXIVtSCtBxntCMpk6se4PfwTMuxO+asXNb4yGZythzbKMd++HTFNul2a+2sG0eD00yPmcAsxxEoh2FbuVWz4R03sBOm3nYy7vrGkNQ2thwzpUzelGPdh/j7AN4GsBjA80KIhUR0NxF9Qy/2LwAdiWg5gFsAjNePXQjgeQCLALwF4CYhRMKuTr2up4hoPoD5ADoB+E0Uv9MLnhfkORzgt0/1Gs3BzrLhZJ0xFEKnUHRWrP59UrcKF5/j/SZLuErTsnPw5UbNDzkny7HpnKknAQmmDOBvTPf6clIWM8WU1g92Ek8WtcM4ztx0hVNwbwUEhHQRZLZbhXs7+yUzKzKfZlaOoyGmOJoF8XL05aY9KTclQFv8+uKs9TnXa8WrlfudhZuyoqU4oRotRwbrxkwpk9ckIEKINwC8Ydl2h+lzHYCLbI69F8C9KnXq20/JVd5Cw9Gtwmefl/I5VlWObfrupLBPUmJ0yF4sx0FgHjSU3Cokhcr0H6WSRcrAyedYdaBWshwryhPFQqIy08X3azmWoTp17oTauXQvI3M7EkKwz3GesPaHvzl3KH75avYEYRDXY+xfshe33vrCXFw4olfOdZvxIuqXm/biuidn4eKRvRyTEZnJQTeOpB9hmHzRnBbklRxOnZP/BXna31z11qAtx1ZFVepC4KLQ7G9IW3rU3CokyrG+LeFhVHHyQVV3q/DeDhC+z6IdZbFYln+E0y3ZlEjixVnrsX1fvWMWQ3W/Uvvt5vO0QI9q4ed231+fvp/M7VnPOSvH4fLBrSfhqWtHZ/URVxzdF6NqOmSVL6bL4UfWdTsOKCuuuViO2eeYKWVYOS5grnxsBqYtsw8n59Q5mfvU7fvqldv0mihisSWUlax9K4ZLglMLfhbQWQcSq+K5PwDLcVyfu1WNGbp+536s3lZrkdN+Qd6u/Q1Yu30/hBAZoe7cFKymRDJn/8QVW/fhv9PXWGRVP97WrcJSLpkUWffNqm21uPWFubjp6S/S96B+oPlcu802NCWS2LDrANbvlIcJFMh80fj63z7Cm/M3ZpXbV9eE3fuzk7yYMd9Pxv2quVVY2iwiZawYqelUjWMP6iR9mZW9HBbTy4qfl9tYTP1lTzWUpLQdthwzJQwrxyFjDhPmlQ+XbsX1T2YnODDIXvgjUgvqzAPAiN+8q9zm3PWaJc08zsxYtQM14ydhw64DAIDd+xvx3OdabN3fvSkPgP/yF2n/ux8/NwevzUkHIkmkZFQWK6uzV+nTPzEtmBICjkk9ZMj0sJTlWHUhy+/fx09fnJexzWyssfoun3Lfhzjhj+/jyelrcMIf309tl/tYpzc2JJKeFuTV1jeh1mT5BIBz/vaRdBpalQ270gqpAPA3PdWz1Yr10hfrcdYD0/Dzl9PnZfcBTRFdsmkvnp9p3Dvacb8yyeR21n/12kIcO+E923tLc3vI3LlyW22WjN/852cYdnd2khcz5pmITFeZzHLFpIwVM+Y1GN8e09e23F/edQ41WUj4uXW8ZMD0EpIyux2GKV1YOQ4Zc4KJLXvqUDN+Eh76YDnmr9+Nix/5FF/pCicg79S8uE7c+NQX6P8Lzd3a2qnWNSZQM34S/u9D51SnU5dqluote9PW5qc/06yJn63cDgAY//I8/Oyl+akpaRk/eymdaveV2Rvwo2fnpL4bHbKXxSbW06By5JY9mRZzc3sqVg/ZuTd8aRtzmI50cqvYoSdhmbl6Z8Z22bky++k2NCWlA+nv3vwS4/7+Udb2IXe+jSF3vp2xTbbAzAvX/zed1vmtBaYMeYZbhX7VDEX4mRnpfD11jdr53Lm/MZWAxI9hauIcazTIbKz6gF8DmPlly7im++qa8AdLxrRcFBBGHbOb1tCebQHIlctZa3ZmbyxQ6pq8P5Ne7ueclGO2HDMlDCvHEfLF2l0AgD+8tQTn/P0jzFi9I0NZlfU1jt2PpV9706SQWJUpw0r4iKm9WWt2YuFXcgX3SdP0ejrqgPZ3q644Wy2PVuzCnRlTeUa//PIX6/H8zHUZZawvCk7K7MS5X2HznrqsgfAnL8xNfRYQGUqR337dsBx7WZBnxXyknY5trV02hpn9BeubkrZTsMZsgFfCigfbs12LrDINiWwlQHaJ3ERyk1ggWyGIEfm6H8yyGDM2972zJOPFEiiupBPFjNlybHwK49Rb+6qwmLFqh3ThX5DkohyzzzFTyuQ1WkVzQzYA59J5Ox1r7fPKdF9Zs7Xrgoc/AaBlPFLBUFgNRdWtX21IJDPi3RokLK4ftzyvKbFTFm/GbP0Fws3XzlBMDjQk8MNnZmNgl1a47+JhjseYBwKVfl2mHBo+x06DSs34Sbj1jIPx/VMGutar6vMnm5pvbEpvq29U9zn2EsPa74K+cnO0CiOUm7E+T9K++bekj5PI5CKPmwuDENnXNUbepqJlshjnXpbCm90qosFLeEW/rNlei9ssblJhMV2fqfOKF1/g1+Z85V4ogHYYpthgy3Gh45Tow2EwsCoRxnevfrdAtlJjxBN1G/TrG+VtGVZX6/FvL9ycZXUzyIpzrP8ew+9z/c4DWcdklLcoRdZIGZv31KFeYQozFcrNxa3iT+/YZwlUSQJiVeBk59qsiNU3JQJXwnKpr9xjEhCZUilTWN1EctOPrDMIQDCDvFMIRHariAbDHQcwv5AFe+4bfPSfUUOk9gLcmEjizy7ZTJ1o27Lc97EMU+iw5TjPuPXdzhEd7MleFKT99TNQW48wVoXLFBozdvvTPsfqMtidhwONpogBLvWZrbTW+kb/doqSHOlQbv4HXbPSaaeAWrcaxcb8bgriMcJHPzslI+NffVMy8DnkDPcPj0qGbMYgVa+kKpnS4WemRUUZsv4WCsCtwvgsm2pm5TgaYpTd7wV95r2kvM8XW/fWY/Kiza7lGj1k+ZQxsm97XDiiF16ctR6dW1fmVBfDFBpsOY4QqQ8l7BU2wHnRg5PVUcXyqEr2NLQmU32js6XVznJsKKmelGPrgjyTWwWgnUen6gQsA6dPa6GhHKumXZWhlD46a5DXNmzcXZeykluVY9Vr7Cc1uFf9TuZW4YRsRkOqHCu4TTgXyH4WNLcK75hrMa6jLGslu1VEwyfjT019DkuFLQZXgoVf7VFyl5C5MnmBiPCni4bh+IGd0Kt99joChilmWDkOkaw0si7lva7+tVMUEsnsLF25jM/GoYZ8xgBxwE05dnFT8KI0ZCUB0f+6yWDXnooBSCad4XOcS/D8jDjHdi841kQSkuYaLW4VQetgAun7yLPlOGZWjq31ZiO1HEtUnHdcLGKuPsfIPpd+1R1ZvGp2q8gf3dpW4fzhPTO2Bf1M5BIXuNBwm/lThYh40SlTcrByHBJb99aj38+zslh7xklftrNANiVFlpJgHsjfXbQZe+ucExxkHqzLon81phYPNDh3riu27sPI30y23e9F4bI7DxmJGBzqM8eABtQWYMmqM3yOcxkjV2zZl/psN9haN0sX5Jms15rlWK1983Uzx4J2ksHr7zUrianIAQ6VqPh7A8CkedkJO8y4+hxLLMdBuFUY7crqYctxdGS5IwVUbyIpUN+UyAi9Waz0aFsFwD3akCpxcl7/wjDFCPsch8AV//wMHy3PVjr8WKicjjErVjf8N50spEliOTb3Xdf+ZybGDunmWZaNu7WBwTAKulltH/9kNbbta7Dd70VnuOO1hdKDU24Vwn0gNJ+D1+d9hUuP6u1yRHaNhkU0F33nr3pyDCC9wv7Gp2bhuIM6p1tWsPxnWI4b1d0qtpkyJqomqfG6sMlc3s4lxkydzAUnpBls2Yujn5itMp9smU9qQAY6xgOUfiMLpL6jfzclFcKymDl/eE+8NvcrvLVgE256+gv3AxSIxwjzN+zGc5+vxSVH9QmkTobJN6wch4BMMbbD6Ltrxk+S7ncatM0KiHm6WUsl7OxzvMGDBcSY4v/tG1/iuhMGpEOxuVgLrEk4rOTkB63/NRR0AedxUFja+2TFdjz7uXO8UtnPM5QfvyHOrOzUk368MX8T3pi/ybac3HKc1rpWbN2XtV8N5yQzby7YqH92rmXbXvuXIBUr/YHGbCtWGLqxLFpFU1L48zmWuVVIyrFbRXQEHZ3CoBQUY0AbTxJJgev/a5951SuGy9vPXpqPjbvrcPNpBwdWN8PkC3arCJg6Dz6wQG7TfnZur03JbNXN+t28YMoN63hjWDvd/O8276mTbjdadtIZVMc4w62i0iE6goFVmd+5316hs5MhHoDl2Mwtz8/NyKKYajsrFF82DaYFNV9u2uvLNcDJ91oIYLP+guP2IvPYx6syjzV9TmfIM/5m17WvXpIEJITFT7I4x34XV8oW5FlDBALsVpEPjFtneJ/2+RUkJCriMSy/9yy8dMMYT8cpdJOeMc+W/N+HK4NvgCkonv98Ha77z8xUGFUvfO2BafiB4mxlvmHlOGCcrER+BntVtwqrDFnRKixylefQSxoWSzeLWK1NOmLjqNtfmS/dr0IqWoX+MlJZHofTq4bma5q5zW3luUyJM44JUt354Mst2W0r+Ryn344abdJHu+F0CszV5aLfqdz1Mv/HcCzH2fdBIpn01Zg8lBsvyMsn1jN9+9mHSssZKaQfnboC7yy0n7EpVAQEyuIxVMTjno4LI9pGMYS3Y4Ljtpfm4Z1Fm/HRMvUZcoNFG/fgfxJjUCHCynHABD0MOi/Ik7fWmMhWlKzfK8rUL71dXblOYdol/FDBUFwP6G+vVeUxhQQRmQXc3g9k9aV9GVWkVEPmu22t3i19tN/sYE4uD+br693n2NQGuVvb9wW0OEgFq7LamBC+MuTJ6pTGOWbLceQY19POCGBkB/3tG1/iuieDczHwm9XOK8Yt5VXXDWM2plOrdIzjIoh0xwREuQcdohgp7V+XB5yUCGmcY9dx00l5kW9PJLP9Kq1W0DIPb/t2/rVhLjRy62SN377ftCDPzlKtFZDFt3VuJKrpcJkrTvYLSbYshltFeZyQSCZ9vayoWo6nefCjd0Mm5r46ieU4hIFWiOxILrmE5TMw6pTdU7ySPzry8R7ywvVp14ZLH50eSZvGz/RqCQ7DraK7Hv2CKX2aTIN+WP79hQIrxwHjNA4GrWzZTdfKQrlZizplMLOSpagZ7fv8Pebu3IiAIWvz/SXZ7gZWGQyr64ZdB3DlYzMc2822HPuIUGBYzQM0HUsjNWTFObZ3q6gqj+vX3HvbjhkYTfXNXrvLe+WpetIVTV+5Hc/MWJtVplbivxaKW4WQ+9Dnqog7KcfsVhE9sus5oHN1KG0dVdMhlHqdOPcILZ6z1/s2DLeKbqwcNxvMBig7m0IyKbB6Wy121jZgy946rN2+PyLpgoWjVQSNo3Ls8QD4c6toSshCuWVuqPCiHFvbTaV/zn3QH/O792z3Xf3vz12PP+BkLTYhILIeZjflWPbz7py4EH07tlSyUKmenzpJjF+nUHwAMGvNjpRy3LIirl1zHwq7ajSUXDAvxLOzrEl9jkOao82yHCcEKspya8u4PjHJY8UL8goDIsJBXVph+Ra/kV0Kh99fcBgA78puGMqx2XWFvSpKG7P7m12/9rf3luP+d5dmbJv1y9PQrmVF6ntDU9KTa2c+KGzpihAnBUWmbOQybtod25TMDuVmLWuNVpFICqXp3+376lMW43xaxFIL8hSVYyDb0u2mHNs9/JPmbVRSQ1X9gOWW40ysNV3w8Kcpn+2q8rg0K2KuCOHtJSrjWI/lZecgrIHWel0TPkO5mTGebZnvMhuOo8PtVEcxFRxFG8bMn3ef4+Bl4fV4zYdaBeX4s1XZfvf1TUncOXFB6vsf3/4yeOEChi3HAeM0EN7wlPeg6+Z+59XZGzL2JZICO2sbsG5n5rRFU0Jg3vpdGdusHbb5bT+RFBjwizdQafMmZz50xG/eRXWFtkLaq1vF56t3BDYFKSCwZW8d9iuGzpOF8Ppy417XY2RUV5YpDYCqLw/1CgvyZO0ZWQ5blMf1FyKl5jJw8zkOwn0kvYDTvoy0ow1h0K1rTGDj7swQg1oSkNzqTVmOZQvyWDvOK2UxSr2omq/E1KVbQ2kvKbSscVHgtZm46Ua/8aQB+M+nawJYDGtOFc+acimzt86sHKsfF48Rnv4s7U63bkfhZ5pk5ThADjT4Sy+qamm4+bk5mcdB4LJ/TE/FuDWqeeLT1Xj5i0xF2snn2Jier2+ys2BmHlxrWgTnhYse+RTXndA/pygVBi/MXI//+3BlKhWqCtYFhE9OX+NY3u7ntaosC9hyLHOrsPqMy3yOtW2G5dhPCA1H5Vj482PWD/ZUPCrXg6v+/XlWAhwBtUQlKnCc4/xyy+kH46tdB3DKIV1S29780fE4/f6p2hfTpfi2yxoFFdpUZQ+hiaSILLyZZ59jXa6TBnXGbWMPwW1jD8GBhgQOveMt3zKw5bj5oGI5lm32uyYmn7ByHCDvLNqEHz07x/NxTjdNIilw1gPTMP6sQ7L2CaElfzA+G1gVYyDbAlhhMm24jd1OUTG88ujUYILE79Azy321W55oxIqAdyXF7qVFsxy7H696fmQWeOuWl7/YgPOG98rY1qC/zLQoj2NPXaMvtwqnY/ycM/Ox6c/udchOVVAKqxlZZkghgptu5gV5+aVfp2q8dMMxtvuDuhIvXj8GfTq2RNsW5Vn7Cvl6G7enOVpRiwpvsZKz62TtuJRpTCRx76TFuPHkARafY/U6rC6bQS5oDwtWjvOMlpzC/kbZXtuA7bUN+NmL87KP9dCOdTGa2XLsdqPa7S3kQUBGLrF6zVRX5jaYWJGFxLO2/eWmvfjO45kLFB//ZDUAbUHejtqGwC2USaH5MXeorki9jHg51guyaxPVmBvkeWO3isImKH/gDtUV6NJaPmsVVFzrpz5zntnyg+FWUSZbOeoTthyXNpMXbcbjn6zGzv0NOPagTqntdmuUZP12MfaBvCAvQPy8QQtkh13LrFP7KysjhHrHlB3jN7MeRxltp0+K54YXQnh+QO1eGlqUx9VeTBSbk15bSTk7l50q3ec46MthvFD17djS87FmhT8d/s6hrWhcjqWIANuSxjkuouek1AlqjHbq6xM+05EbLNm0FzXjJ6VSt7tI4qlu4/6MB+gUbT4VrCeXHoYrRZwoIx69rF97/vN1+GRF9oK8XQcaM74XQ5fIluMA8dsxOE5t6/vkA6xAeTzm4Ctsj7lzd13hbbM9zMxfYVTtdWC0kyFmdvB2Ol5RO25SzKZi58NcFictWoVSLZk4/Qzj+sZ9vPTJrApeF+Rppzn8XjTIJuRWk+DqZ3LD7ilJJoXUX9y2HoebJtd+cYZktX9QGD+x3PJbf3TqQN8L8zLcn1g7LjnqdP2iqiJu8TnOLnvbS9kz3ABw7oMfZ3wvAt2YLcdB4ncaWKUvlSlGXkJtOVmv3BQQuyDexTRT4svn2GG7Sk2qzcks2rJrYqdEx/XV+IG7VRgpkX3Mm5pl8XuuCBSRhSE4p2PZQixOH1042K6fCKhvAALIuBiiP5FhFLE+0z8+/WD86uuDfdaZs1hMAVOnL8BvUR7Hvgb3BXlmHr78SOn2YugS2XKcZ9x8jg2kChQ0q6EK1sPNR7m1vnJbrbzOYtKO4V05tiuvWo9qa6pRLWTliLTFNYmkCPx13Ljn/PgUmpUNvx1hVXksEpeEQC3HsjjHRfaclBoZi0PtlOOkQLlkKcGWvXV4+IMV2XU63DT1jUk8OX0Nlm7ai25tq3DRiF7o0kY9qk6Yuqbx8uZnNsgOXpBX2hhZaFuUxzMymarM6vkxrBQKrBwHiN/V9SoKgHyaWmTEK3bivneWeJbLjTCd7D9dGezUovYS4v0Y+Q41hUrVJcDOn9yK7HyXx2Ioi8fQmAh+/W/KrcKP5ThDVv+SRaFWevHdd0N2LYtxMUpzw+4a3fHqQry1cFPW9l7t7f3wZ63ZiV+9mk548NT0Nfjk56cqy+JH1+zfuRpTbjkR/X7+hm2Zb47uk7rPg8yUV8T6D6OAoRxXlcew60B6VsTNXYzI6SWs8PtEdqsIED/9zQuz1uOIuye7lqu1yQSnqhxPW7bNdt9Wn3GHkwKe4gznm6DcKm57aZ6SP7E56LkTUpcZSf2ycmVx0i3HSV/+uU7HpNwqfNzYZsuxIXbC43SzH1cYPwiIwMLGycTlBXmFASHzfj9raLfUZzu3Ctn2/p2qUSUzM+uYrWuAerjJtJw+7kXhbsH97XmHmdwqvDdhRxghF5nCYMue9MxJRVkMjU0iFQbQrV8rj8dsDSvF0CWy5ThA/HYRfi1LAsF0cqfe96Gv45JCZISEyweKa+O0qCCBmY7V2rxv8lL3QjZ1qeqRZTEy+RyrHaOKoRj4mTZNZkSr0Or50GNGMqFooc+VINuQvdSw5bhwMF8J85SvXd/gx/2gQXGB9GtzNiBGhHOG9cjY/otX5ntuUxVDWQnSFcKs/7CaXFos3Lgn43tDIonKshiaGhJoSiSxbsd+vDBrPXbWNmTF/K6Ix2zdKoqhR2TlOECidr0Swn/YoCBuzkIY9Anqv8Wzbuy0L+SfrupWUhaPpXyO/YjkdMy/P1oNwKfPselkGx/VQlOlERDRKMcI7tmV3WO8IK9wMF8KcyIMu77Mj/FBVTk2EkZZlWMrf7jg8FQUgDd+eLznmONmjJ8cpM9xRrAK9j8uWRJJXTkuj6O2IYG7/rcId/1vkW351lVlGc9YscHKcREj4H/gDSJEVlKIvGe6iRGpTVsrLnzMOMSheKGoO/EYIR6LoSkpAg979tzMdVobPga8TXvSU8l+5Ur6uGb+2gnUdJxFrnFvmeAwX2vzlK9dP+rHpegpRXcqFVZPOBtAOkTW4B5tcqrP+D1B6ixB+i8zhcvv3/pSuWyfDi3x76uPwhYbg0gx5Ehgn+NAibaT0BJb+Ds2CKOvkUEtn3jpmL26VeQS/i4qymOEeEyzfIUlUq7WIL9yqUZyyZmQ3SoaOdBxXunToSX6dGiJO87JDFVWluFWIT9W1r+43S5rd8hDX4ZBq0rNvnVodzWl2XiWg7TwZkQ+KpB+kckfrSvLMPW2kzGgc6uMF9CvH9499bkY7hK2HAdIPl6g/SoPQfRhYSpkQaMt7vJ4jEP5QllkVRaP6fGA/VnxVX5Grm7l/s9VNPMSK7buQ4fqikDqkv3UxgJwP2rOVJXHMfW2kwFkDspxk8+EneVYtqDohhMHeJZBCBGKy0G3tlV44foxGKJoUTaU1yCtvRkJpfhWb/aUl6WfK/PY0boq7ZNcDPcJK8cBErVuLIR/v98glLtCGPO9/I6golVodXmqKjTK4qQtSoS/DkdF/cx1IPV7roQARARG17nrd2Pu+t2B1CW7x1QzIDLhY+dzbDerZL71f3f+YbhsVB9f7S7fsg8Du7aW7nty+hqcdHBn9O7gPU07ABxV00G5bDKlHPtqSoq5rkIxGjBqvL9kC+au24UdtQ341dcHK0e/csI8e2AeO9q0SKubxXCX5NWtgojGEtESIlpOROMl+yuJ6Dl9/2dEVGPa93N9+xIiOtOtTiLqp9exXK8zGFNRprxBV+mK3wQDgfgch+Dn6lkG1YQcQrMOeYnZ6xjmrEAGgbJYOpCSH5lU9LZcA7n7tf9G5lZhwm+WMAOZtI3sc1wwmJ/puMqCPFOf7nVx0YvXj8Hvzj8MABxTM//q1QU4/g/vAwj/Rcr4mUEmZ6AM5TiwapkIuPrfn+Mv7y7Dfz5dg9telKd+9oq5vzM/Y60ri8sWmzflmIjiAB4EcBaAwQAuIyLryHQNgJ1CiIMA3A/g9/qxgwFcCmAIgLEAHiKiuEudvwdwv17XTr3uokZA+F6QF8QK+kJYhe+lMxbCW0ILxwV5+f/pAIAyfWrYb9gzlZebXFe2+x0wtQWf0aI6PW2H1K2CLccFg/nylCksyDPf+6rZSA26t2uBXu1bAFDPgvnTgBQUO4yXzUCDVZgqKxSjAeOdV2ZvCKSeBlN/Zx5vq03Kcb6Nairk03I8CsByIcRKIUQDgGcBjLOUGQfgCf3ziwBOJe1JHAfgWSFEvRBiFYDlen3SOvVjTtHrgF7nuUH/oKjtxh8v3479NslB3Fi8cW/O7YeQsTg0BAQaE0lUeJg2clLNCmUQiMcoNdL5kUjlBSdXI5PfjlDzE4/2POf6DMukbSpyyzERdSCiyUS0TP/b3qbcW0S0i4hej1pGVTIsxyZl124GzhzKLe4xrltZjFIvr6ovSEEpKHYYPz/Q9NHm+n0cP2/9Lmzb5y8RFRMufiLt3HL6wanPGcpxRXFZjpWkJaKeAPqaywshpubYdk8A60zf1wMYbVdGCNFERLsBdNS3T7cc21P/LKuzI4BdQogmSfkMiOg6ANcBQJ8+3vzLiimizaw1O3OuI1lEC/IATUkp92D9cfpthRDj2cD4RX6UUBW3nKh8jvt0aJmx0j8fbhW5IrsGjR4zA+ZKCP31eABThBATdFe18QB+Jin3RwAtAXwvh7ZCxavlOBe3ihhRqr8plBcko98KNn20eUGe99/5jb9/jC6tKzHj9tMCk4kJBtUZDyPkoBXzS1hleXEFR3NVjono9wAuAbAIgGGmFAByVY4LEiHEowAeBYCRI0d6etKLSTkOAi3xRGF0+m4IATQlk54y+jn9skLS2Yz7zo++vqfO3hcyXX+uodzUBLMqHwLRTk0QhRO2Lkqf45D663EATtI/PwHgA0iUYyHEFCI6ybq9kDBfH/PAreJz7MUlC9Atx3p/0xTxC5IdYSzIMz8yKo/6q7M34KUv1uPJa9K2sC172XJcCNQ1JjJSo8vu2/svGYYfPzdXqT6zb7t5sV8hjZ92qFiOzwUwSAgR9N27AUBv0/de+jZZmfVEVAagLYDtLsfKtm8H0I6IynTrsawtxiOFEOfYC40JgXIPo4KT1bJQLJqZi2HCkSn3UG6KBa2XRkS7wCcIfUH2shhxtIpzEXx/3VUIsVH/vAlA11wqy2V2Llc6Vldg94FGAJluEvZxjtOfvcw6AZrbhvHCVyiLMo3nKdg4x+4WeDM3PzcnsLYZf0xduhXffmxG1va9dU2ZyrHkvj12QCfldswvoOZn6aPl2zBrzU6M6Cv10CoIVIa9lQDKXUt553MAA/UoEhXQFthNtJSZCOBK/fOFAN4TmhlqIoBL9WgW/QAMBDDDrk79mPf1OqDX+VrQP4iaWWb5fCyY8ouApqR4shw7/LiCUY6Rvu/CUiSjyoBlPaVR+xwHoTDk23IMn/01Eb1LRAsk/zLWgeh9aU4/SAjxqBBipBBiZOfOnXOpyjNPXpu2VpoX2Nm6VcTMlmNvb4lxopS1TMWtYospq2RYGLM4Xq3gTni1HDP55/V5X0m319Y34a9TlmHdjv1oTCQxTxLi0ku4t8z7LPOeu+DhT5TryQcqluP9AOYQ0RQAKWuEEOKHuTSs+xB/H8DbAOIAHhNCLCSiuwHMFEJMBPAvAE8S0XIAO6Apu9DLPQ9t6rAJwE1CiAQAyOrUm/wZgGeJ6DcAZut1B0vz0o2V/ZEKhcak8Lzi3I5C+unG4BTWCuAgwz45YZ3ajvrlK5EUObtGFUC0Cl/9tRDC1uGTiDYTUXchxEYi6g5gS2DSRkzPdi3QsiKO/Q2J0EO5aanddZ9jBbeK8S/P91S/H1LRKgKs0/rMfLXrAHq0axFgC0zQHGiU349rduzHnycvxaR5G3Fk33Z4Zsa6rDLmJB9uBPkSFjUqyvFEZFt0A0EI8QaANyzb7jB9rgNwkc2x9wK4V6VOfftKaNEsQqN4bwN/NCWKx61CCIGmRBLlHqw/TovV/MaXDoNc4hyrEFX/ZpVfiMI6zypIk4BE628aRn9tzOBNQEizblFiXKKMJCCS6yaEwL8+WpX67sfn2MuCPKeXqOtO6I8TBuZuZQ8jzrF1ZumYCe9h2m0n+05qwoRPXaM8ylVC76sONCYweZH8HdiLe1FJK8dCiCd0FwUjPscSIURjuGIVJ/lIApJPtM68eJSXpoQ3y7HTLysUtwozYelgQYZ9ckJLL3og9V2gNKZpo3SrCKm/ngDgeSK6BsAaABcDABGNBHC9EOJa/fs0AIcAaEVE6wFcI4R4O8e2A8eYjzAP3PskC1Ot72WefY4DXJD3i68dmtPxBukFeeG4VRhs2lPHynEBY6ccZ96m8n7LbGAiAp797tG27Zj9l4tNPXI1o+mrj5dBS67xEIClRHRCuGIxxUBjIlk0yosQhltFUD7HAQjlwNH9FVPCEpmiVYQjlN+XvstHe1ts1aNtFa4/cUDquxDRR0PJOc6xRNwoF+SF0V8LIbYLIU4VQgwUQpwmhNihb59pKMb69+OFEJ2FEC2EEL0KUTE2c9xB6YVFVz/+edZ+q5uSV59jIkotAP7Lu8tQM34SfvqC2ir/sEimQrkFV2dQinYxJIYoFWyVY9M1sF6Oo2q0xXPmWYdVvzsbo/t3tG2nVZFlxTOj8rTfB+AMIcSJQogTAJwJLVsdY6HIXoxypilZPAvyAKCxKekpWsX97y613Re25bjMw0BsKK9hiRTV1BgRcGj31qnv2oK8SJoODNkTEfGCPO6vXejdXrNo9u7QEi9cP8a2nPXe8+pzDCD1Mr5xt7bY7oVZ6z3X4QUjXbUdKbeKkJKAGDQ2yV8I127fL90OAG8u2BSQRIwTc9ftwuer5XkOnNYR/ffa0Zhx+6me2nIbOxZv3IPbXpyLKx+bUVC5AwA15bhcCLHE+CKEWIpwolcUPcU2bZAL8Rhhzfb92FHbkG9RlNHiHPu7SA9dfmTG97AU0cN6tgXgzycwvFBuUd3YlGGlFkJEbk3K9RmW9e8Ru+Bwf+3CU9eOxiNXHImq8rijkmh90fHzHHjpb6Yt2+a5fiuXjXKerQknfXT2NrvMrR+vSP9G67MdRbQOBrjjtQW2+xpsXmpe/8FxqCyLo0vrKt/tym65sx6YhudnrseHS7fimRlrfdcdBirK8Uwi+icRnaT/+weAmWELVoyUSii3Hm3dH4AqDytWC4XGhPAUhsZM346Z/nN2b7l//+ZwnDnEfxjYY/WpXtVx2FwsPLcKf8flKo2IOM5xEMiU+Yj1e+6vXejSpgpjh3YH4KzwWq+bV59jAJ4WAAPAoK6t3QvlQCp9dKCh3LLr2m8zbW8+p+xFkR+2Oxi0GnQXsLU79qfKjarpgKG60SZUufYVlqFN5cm9AVrItB/q/xbp25gSpUsbBeXY5GhfDKQy5PkcFKwWJjtF1JwVy1872l8vi+ByyZCnQlRxjokylX0his8PsQCk5f7aA+bnbE9d5rpF663n1ecY8GY5BoCqkFPsXn/iAIzp3xHnDe8ZWJ2yX7i/3j3zZiEuam7u2FmOc6VNVdr3+LRDu4TSRtCoRKuoB/Bn/R/jgEyH6NOhJarKY1i6eV/0AoVIZRFajrVoFf7ktl5b+449GEVSdRGcplAaSUAKK5SbV3GyE+Tlw6c9t+sn+81R/gbur71h1nfP+ss0fDz+lNR36/Ok+sJ6/YkD8OIsLT6s15fx+pCUE4NubavwzHX20QX8IHt5Hv/yfIwd2g3tWlbYHseqcX5wuo2l4QRzHNIW3z0WRO5uQ4XmlmqrKehJNkBE84lonvVfdCIWD7JrGyNg/FmHRC5LLlw4opdrmcpisxxDoDGR9DU1Csgsx3blkFOvbzTjRYcPO1qF/1Bu3uQhys62VWzWpVXbarO2RWH95v7aH2b3gg27DmTss141VcPx+LMOwcxfng5Ae8m1Ksi//t9CrN8pX5gWlnLcuiq8qAF23cP6nQeytplfd7PimgcqFWOHk/unquX4ueuOxrTbTlYq26IiXnQzzYCz5fhH+t+vRyFISWBzzxVT/OMPbj0JeyUxP60UpeU4KTxFgTBjNQDZKW25XutcfAL96mCtK8uw12Ea1O9v8iOPueN+Z9FmvLNos6+2myHcX/vA6cUvy3LscwqlsiyGJtMCtX9/vBofL5db0exCbOXCI1cciaNqFEND+sDO7crNHavI3nuLnr11jVi9bT/W7rCPGCK1HEuuk1P4Njfsrnuh3Q+2moIQYqP+8UYhxBrzPwA3RiNecWH3Ribb6tf31S/VFXF89DP3N72YKW6uE8X2JigEcKAhkYNPX+ZJsXuQg7qsqn6+hLRkYYXCiSyUWwEsaA3qPfbIPu1Sn6Po9Lm/9odTVBhh0ROCTIazo1aelyUI5fi+i4ZlfB87tDs6tqrMuV6vyE5XITzjzZVL/m86zvn7R45lwvI5Bty9M+5/dylqxk9K/bObXYkKFU3hdMm2s4IWpJSRWd78Rk3wS3VlGXq1d89YZNf/92zXIuN72AtHgiYhBLbXNqBza3+DhHL0iIiVY3ObfpUwt8Mi8zmm4M5fvvnWmL6pzxF7TnN/7QEnhdd63XzPoHgou3N/7slnL1BwiwsSu9Pi1ocVm8tUsbNo4x7XMg99sCJrW1VFMIawo/p1QM92LfCj0wYqlZ+9dlcg7frFyef4BiKaD2CQxX9tFQD2YZNg30lkb6vw4ZbQtY3/t/+Wijd4LCa3HFu9ESrListyvKO2AYmk8B2nUXmBXECWEVVrLRGFvyAv4lmOUsCsGCzdvA8vhpz8gftrfzg9Z9aJGL8zKLLYwsUWhcUJOyVY1h+ZXziKMRpNqWNNAnL8wE7404WHB1J32xbl+Hj8KTi8Vzv89bLh6N+p2rF81LPrVpw0tKcBnANgov7X+DdCCHFFBLIVHXaXUqYw+bEc+/WXBdTdIGIk7+ysbbtZjq1xgc1cdUwNTj3EeziXn5x+sOdjDDbrAeb9vmB4sRwHYSn0Y6QKa5jxG8rN63mwhnLLB0G1b32ZeuqzNQHVbAv31z5wdKvwEa1CthbDqMbc5ycUlMJXbzrWtUwhYHdamlwyQyaFKDg/UyaTX3ztUKXQrl75xrAeeO/Wk3D5aPukNdEln5Lj5HO8WwixWghxme63dgDa+NuKiJzT8DRT7KyLss1+FrT5ze7mpT07n2PrW5yTsn3+8J4Yd4R9HM0j+7ZHmxbek3Ydc5D/RQBb9tQDADr7tBwr+wAH5BfgK85xWD7HUcU5zrtqHBzWfj1sNyrur/3hZJ2yPk6kcAk/+tkpWdsMBbBvh7TBYJeC+0S3EJSSMLDrG5uSzv6rAhyhotDxM8MdVP0FqxwbENE5RLQMwCoAHwJYDeDNkOUqSux0CNn28rjawjczudwsqoOzOW6uU9vtbeJXtq4qw58vOcLR0hojf9NpuSiem/dqluMuPn2OVcn1cTbOirJbhemzX7cKt2vhO0OeR3F21Dbk3ec4qJcb6zMUVXQX7q+94Sl9tMK90aE6u188qEsrAMCECw7Ht47ui68d1k1RNqVijnzvxP65V+KCnZiyBcLmPmHO2l3sVlHghO3a4KQc59udT6XH/g2AowEsFUL0A3AqgOmhSlVCCMiVzYqymGdFKpcbVVk5ho3l2GK17igZBMw4DToE8mUxyCVTm2E57uLXrULx3MdMPsC54KVjMBS6Ys+Qt35XbquTR/ULL1yVV6ynrCK6BbjcX3vAS/polRdWWZEHLj0Cvzl3KIb3bod7zh2Khy4foSZcAI/dd4+PQDm2tRw7d0jffmwGnpu5LgyRmCKh0qFfLGSfY4NGIcR2ADEiigkh3gcwMmS5ihJbn2Op5TjmWeloXeXdFSHVnrJbhfx3WFOndrKzwIp0PU5t+FHkcnlW9tY1obIs5nshoWrTufocG+34+a2+Lccu+/3OWHiVpqosjvx7HQeD9ZSFPT1pgvtrDzhGq7C6VSjcmjJFcWDX1rji6L6eLWFBvGRH8TT59TkGgAUb3CMoMMHgJwFWWx/uj17o09F+UV5U7nx2qKTN2UVErQBMBfAUEW0BkJ0GivEU0qaiLGZbflDX1liyeW/W9sN7tcWlR/XGT1/0vvhc1XKl6nPsZjl2mp4mIl/TablYMJuSyZT1/M8XD8Mtz88Npe2gnmfVjsG8iC2sGcqoXuALIXZ2cD81s6YIlWPurz3gtMbZb/rooAjiuYsiAZVdC1af4wUbduOXry7I2BZG0hNGjvay5T5I/Pi0g3Hu8B6orixzTP8dBBcc2RPJpEB9UwI79zeibYty3DlxYahtqqLSY48DsB/AjwG8BWAFtFXQTBbqC/LK4zHbjuvfVx8l3R4jwkUje/uSrKLMg1uARC7rwNDKJh2p8eg59cmadTVamhIiZQE9/8he+Ntlwz0drzrGBLWozMugFnb6aL++X17FiduEEQSA28YOcjx2RN/23hoLmagX5Jng/toDjm4VHsqGQRCKbRQS2xkOrD7HsgQUBxpYOY4K1RnNQd1aoW/HanSKIHEMEeHio3rjW2Nq8MNTB+LKY2pS+8JyE1RFpcf+HoDuQogmIcQTQoi/6tN2jCKyrqMibu9zbLuwT6Gt1246VrooRNVyTDE7t4rMrW6DvZOlNeZTO1ZWUCXlGhPJjGklrwNdLm17weuCPCB9vUJTjvO9Sg7A1w/r4bj/4pHRJj5ww3rOIrQcc3/tAad72xr9xUlZtSZJcuPWM9zDUgZjOc69Dr9t/Hf6Grxg8imWdU8H2HJccLSoUHEoCB+VcIdhotJjtwbwDhFNI6LvE1HXsIUqVuyjVWTv6N62ynZxmG0aapeOrnVVGYb1boc3fnh81j5Vy5Wd5di6IM/NWd41WoUP7Tg3twqREavZq3Ks2nZQiqQfK5WXN23z9XPrg/xOJ3u9xtriVRsZFPzlgjjzQSkTeVyQx/21B4KyBr9y4zF46trRyuW/f8pArJ5wNp7/3hjbMsUS2tA6Xhw/sBMA4P0lW11dAFk5LjyqA8qIlyv5zqDo2mMLIX4thBgC4CYA3QF8SETvhi5ZEeLFEvyd4/rhrR+doFxe2+7SWer3UgvJzZ3rgjyrMmynbBu+xG6WY2sITBWlxK7OEw/ujNUTznY8timRzBgIvSp8nhbkBfBMK/s4I/0y48WP2ylmttUK5lthDLBvc3sZ8xsBJSys5yyqUG7cX3vDqR/wMjh3aVOFYw/qFIRIaYKwHEegYJtP4T3nDsWd5wxRPpZ9jgsPmf6QD8KK26+Klx57C4BNALYD8J7erBlgmwREsq08TqiuLMOVY/oqlXfabpBMKabZ+5TdKmxCuVmjVbglJHFU5CWWY5UuPBerXkNC5ORWoW459lRtFsZ4bL5cbnUaosniitphVgqsvr7WaxtVtArA/r6Jyt8zLJ/xCN0qDLi/VsA5Q16EgkgI5JaP4LEx+kYi4FtH9/UUFYF9jqND9X6OcJbLES/jWRioJAG5kYg+ADAFQEcA3xVCBJNsu8SQdQkEO8VK2/brcUPVKoK75Vg4lFPtsOySgFgtd3aprA0ZnN0qKOtBVVE+VS3zsnJWy7HnsErKxQNyqzA16PaikfY59teWOeKFXmUGsmszrHc713qDDPCvEvOykCahrbJEtSCP++vgyPe0biAL8qLwObZ89/Iia46FnO+XEUajppN9eLUoOKqmPYD8L8hT8bzuDeBmIcSckGUpWWQdlLO+48/n2MlybLX82mEXys3q8+k+ze3UhiQ1a8ideFNSZExte3erUH+5yAXjePPAGCNAxb7iVxlN+ZnbHC97kfjJ6QejW9sqnHH/VHt5vAoihL3PcZ4DwnvF+kIRYbQK7q8DIt+6WiAL8nKvwr0NSyOye/2Kf34mPTbf1sHmhOqZjrCvknLPuUMx9i/TpC+nxhgnhG7UCVFxsFWOiaiNEGIPgD/q3zPSTwkhdoQmVZFiH2Uie4fTJfUbrcLoZ2TtqXa0MZK3n2U59hFQ3EAWb1G7yf2lMVaRpDGRREuTL5Xiu0KKhkTSvRByX5Bn9AexLMuxtuP84T3x8uwNmQfpZffUNSm3Y+5U4jHCCQM74f0lW6Vl5S9bhIO7tnZsw6uu7lQ8OstrMPVY74Owxef+OhiWb9mXSvccRWrjbm2qbPcVy4I8670u6wM/Wr5Neiwrx9FhvZ8r4jHlcS1KDMOV9d7YurceR92buXzir5cNxzeGOUcy8otTl/20/ncWgJn631mm74wFLxZfxyQZdttd+krj5peV8xJtQSXOsf2CvMzvMp/qpBDZ2aeUpJOj8vbYlBAoi/uzHJ81tBs6tVILhp7rcGb4YptPr1nWsw/vntVerm3GCBkpba3nU3bvqOgN/nyO5duLzXKc7eoTuvzcXwfA6m3pfClR6G19OrbEB7eehEk/PC77ngnCcpyHMIytbWLgy8i360pzZvItWkAAI7pIoWDMVFrvjRVb92WVfX3uV+HJYbdDCPF1/W8/IUR//a/xL/yE7UWIfZQJyTbHemyUbJcB1njTkivHjoea2pbLZlVO/OQ9H1WjGbMSQmQlC1Hrw/139E3JZIbMXpStn545SHmQyTmUm2E5tpFVVn/urhyUsUJZxedYJUybzPL2raOzX5bS5e3rcn2ZKTDd2SpO2DoK99fBUNuQnn2JSm+r6VSNIT3a4oFLh2dsD0Q5zr0KV4z+wThfVeVx3H/JMKVjzT7HBRBOvaSx3s59O1Zj+s9PxT++PdIxpGDUGPeTVTmOevGmyoK8KSrbGHukbhWOPsc22119jrW/cgVK1WfWLlqF1a3C+zyx4YqRTIosxSkXpVLNrUJkKMdeFuR5sb54ddewYnQImQvyIP0s+66K+TC3UyHb79dybJdZ0UD2ew7p1tr9eonCGlyt90xUFjzur3NjX31aOc63VTOI2YZIFuRJ2mhdWa50rHkcYCNyeNw1caH0/HZrW4Wq8jh6tveWxCZM0m4VmdvNL65RYDuUE1GV7rfWiYjaE1EH/V8NgJ6RSVgCyBQmp47PrkM7tHsbpfZkh3vpJGWKqlU5sbMcZ4VoM9VlKNSJpDD5R9u3CSDDAqH6G2SKSFMimeEK4jexhRu5Tv/LXnDsPhvkOohm1Wn5KvtNKuPYkX3a+xfKxFs3y+OBFzLWUxa2jsL9dTDU1kdvObYjmAV54WvHsj7JPBPl5LvNLsfhs2LrPjz+yWrHMoXktWboS9aX0/0Sy3GYt4+Tnet70PzVDkGm/9prAP4eokxFi6cFeY6W48ydw3q3wyNXHImzhnZTkkOq3Loog+Y86lK3iqwFRt6fpnKTL5H1prar7bzh7mmBVfTcxqTITALiIz2zCnFJmDovGMeaf1PYbhVu94bc59j9R37n2BpPcggI/4M5AWP65+47F9Q7U7blOJh6HeD+OgD21acH4LxbjgtpKsQBmZTmuN6rTH7cVsyLru5+fRF21DYEKRoDYPeBRtcyQWV2DYKUW0WyQN0qhBAPCCH6AbjV4sM2TAjBna0EvyHYJBVl0LZFOcYO7e7BNSJ7m5su+Ox1o/H6D46Tti873k65NMYT2bBSnrIcAyfoiwD6dGhp26YVB1u79r9eQBbEXLMcOyuZtrV7uH65DmjpcHxmWSH9DGj3nK8WzXW6uILIXBpU1AZf5yKH0/eDUw7yf7AHvnaY+0tq1JZj7q9zp2VFHPvro526NZPtapZ7nVG6VZifP3PYzFPu+9D2WKsC9M7CTcEKxyhlmisg3TilWyRMz8OBhgTunLgwq+zkRZsxe+1OnPbnD3HLc3MClUPFQzJJRO2ML/qU3Y2BSlEi2N1gsk7O0XKc48AqU0rcFJW2LSowtGdbvb3sstY4yX7cEoxYyU3JJK45rh8+v/009NMDjgfxbLaq0PxZ/331UVn7kgI5WI7Vy+bqViGLOGK+dmFYkwxF/JErtIgV1hakP8lvwhF/hynhNbGLX/5yyXD88NSBjmWyfcMjG324v/bI+cN74p5zh6K6sizDr5Etx2oQEVZPOBs/OWNQatuh3dso9YUJ6wtBIc3vlwjWkGgVZTH8/ZvDM7YVpOXYJPaaHfazD+c99AmWb9mXHeI0VzkUynxXCLHL+CKE2Angu4FKUfJ4U1ate4K4b91ufqdFX0B2nFY/nZihUGsBvAmdW1faZvUb1qstrjmuHwCgQ3WFtMzlo/tkyNuyUvNzS1mjLWSEcgsp7myuvszfPaE/Du/VFuOOSLuJOlmOAfn1uuqYGlw0wt0lRasz0/JuRfabVKJV+CGfXfRph3ZVehGqKIuhs2JoP4MIxx7urz3y50uOwLeO7otWlWUZbhX59jkOgnzpPOXxGJbcM9Y1BKZVcQtrLUhzpLa+CUs37814AfnJ6Qdj6W/OwtcPz4wNXFjKsfZXxeIdqhwKZeJk0kqIKA7A28jQTAgrlFsQt61MqfqhaRosI+mE7HhFZdgpxFtqukSSMtR62H+uGY1ffX0wAOCtHx2PF67PDjWTUur079WVmuV4v82q1jIX3107PC1mzFHp7tW+JSZ+/7jUCwFgcbGwnCgt9F62gHd9YwiqyuNZ22WkwumlvlvbkCjHOaSqtiPfysgZQ7qqF3a9KdzPYUhwf+2T6sp4xoK8fFuOgyCfiUTK4rFUH25HfVNmSIJii2deyFz35Eyccf9UNCXS93GjjcJpnPZCOP0yPSEfqAzlbwF4johOJaJTATwD4M1wxSpO7Doir29lYdyfhgjtWqZD7IwZkF7AZG5TJq/qG32lg0Im8yVKy2dff5c2VTiqpkPWebF2pHeeMwSdW1eiZzsby7FJcy3LVYu1IYzOPfPauBTwUKfhY2693gTgie+MSn2XRqsIqd/yq0QWQJ+eQa6uUTnA/bVPqivKMkK5Fb9qnH/atFAL6WZQQAbMoufTFdsBaG6MBomkPCOe0e8WwsuJXRKQyOVQKPMzAO8BuF7/Nx9ATkHx9BBDk4lomf63vU25K/Uyy4joStP2EUQ0n4iWE9FfDUuJXb1EdBIR7SaiOfq/O3KR3/532Wz3UNZtn18MBWjm7adJ28lMV5x9vOpDI1sMZ/Dd4/ujS+tKnDyoS2pbyq3CUlblHFjLnHhwZ3x++2kZYYTMZMY5dq/fD2FMC7r5HJu3XDiil9TnWlanEXfakJlSf7VzaSCNc6wieIQEJY9yuEDL91987RDH/REO+oH3182FVpVlqK1vwn8+XY1bnp8TSfrosMm3stmmyptyXEjT+6VCQ1P6Pm5ysRwXgp+7XRKQyOVwKyCESAL4DMBqAKMAnAJgcY7tjgcwRQgxEMAU/XsGeszOOwGM1tu906REPwzNj26g/m+sQr3ThBBH6P/uzlF+Kebb6udnpQdLuVuFk89xeAqW2e82oxWzz7GkfdVOq7zMvtygbq0x4/bT0Ll1OmyclwHIKoJXRbTMFK3C04I8T24V4XYubtfhoC6tUi8fbn7BhhEhy61CwSUgDMVBCGcLa3998Wah8b0T+uM7x/bL2JbtGhXNoBNSf90sqNaV4zteW4iXv9iQdzefIMi3qtPWo+U4LMtlYyKJS/7vU8xYtSOU+guZRlM2jURCflOnLMcFoBzLkoCs2b4/cjmckoAcTER3EtGXAP4GYC0ACCFODiA00DgAT+ifnwBwrqTMmQAmCyF26ItKJgMYS0TdAbQRQkwX2gj9H9PxKvVGwhlD0uGewohNq4I5drF8IZeNtVhSVlU5drIcB43XjjQjfbQnn2Ot7PdPPsh1kVs4luP056wQYZR5Hc3n321wl4WNs7YH+E8CIiMXJfG9W09yqDd/yM5F1JbjkPvrZkG7luVYsyM9CJuNbO/8OPxEND3aBW/gz7cl0G4Wz46wLMfrdx7AZ6t24LYX54ZSfyFjKMdd21TiuhPlmeRTmVkLwq1C+2u2HH/vyVkZZY7o3S7ruFE1HQKVwymX65cApgH4uhBiOQAQ0Y8DarerEGKj/nkTANlKmJ4A1pm+r9e39dQ/W7e71TuGiOYC+ApaLNDsoHkAiOg6ANcBQJ8+fZR/kHasfHtlebbC6HQLBtE/rJ5wNt5ZuAnX6TeVm4Lu5lZhtro6UVGmdYaqVhenuMhW7Cyaqoqa2WputvDeeNIAPPTBCod2NW49cxBmrdmJF2atty0bhuXY7jppsmWelXJTfNHR/Tviqc/WAgC6tK7Elr31GcemFkPGstsxE2V/mW/DhZ/2hRCuSkgE5zDM/rpZcMLAzvjPp2tS382zIwd3bR16+0fVdMBLNxwDQODj5dsDqTPfqo7TAm0ZhaCclRrGgrzHrx6FLq2rpGWMuNSXHNU7MrnssEsCYubxq4/Cs5+vQ219EzpUV6BnuxY4+ZAutuX94KQcnw/gUgDvE9FbAJ6Fh2eNiN4FIIuWf7v5ixBCEFHgE1iWer8A0FcIsY+IvgbgVWjuGLLjHgXwKACMHDnSo1zy0yO9ISPoA2wtwxIRXAzH6pbjMn+WYz/T9F770Qy3CtPvuW3sIY7KsZmGpuwFDQ9dfiRufOqLlEx+wpyN6tcBd54jX9ltVn+l19G0rdL0AvCNYT3w+tyv8M6izfjBqQMxqqYDzvzL1NR+q+U45V5haUSeIc/59/gh77PYPgWQnYvsBXmhP/A59dcM0K1tZj+dj8XyI/q21/8GawXLF96V45AEaUbsqG3Ax8u3pe7fZVv2AnB+8agsi2Px3WMzkrfkC2NsnrpsK35gE0++XcsKXH/igFDlcMqQ96oQ4lJo6UjfB3AzgC5E9DARneFWsRDiNCHEUMm/1wBs1t0joP/dIqliAwDza0wvfdsG/bN1O+zqFULsEULs0z+/AaCciHLPNWvBi9XJ0ec4oCHN/Cy4W7ZI+vnKMX0BqHdalR57N0ORtI5DKsqX8bCrKmqZC/L8+RzXNWWnsDRblfxaPjq3qsSQHm1d23d7SbG+nBjRSSrihEHd0nISpaOGuIUOlLU5ul/wg7cQOaSPDgg/7QtI3CisW0L+Wbn210w6FKRBWLG8oyTfMzFeowLxgrzcufaJz/GDZ2anvv9j2ioA7ue2RUW8IJKwGDJ8vnonZq3ZmT853AoIIWqFEE8LIc6BpojOhrYiOhcmAjCiT1wJ4DVJmbcBnKFneGoP4AwAb+tuE3uI6Gg9SsW3TcdL6yWibqaIFqOg/e5g5q18Yr5Pf3rmoMx9AY2kdimIZTLYfTbXdfe4Ia5terUcp9wqsrTj7LJZ1rjUBrVBzNxR+82QV9+YrRz7jZ+c0YbDYXYvLrJjGxKZlu0afRFb97aZ/owEYEiPNjj2oI6499yh+rZMC7KB9VwN7t4G7avtQ+d2rK7AecN7Svfla+wzFoGeNdQ+9bNfZUjNchwNIfXXzYJqi3/sN//xWZ4kCY58+xzHFd3xDFg5zh27xWvF6LKy50Bj3tr2pMkIIXYKIR4VQpyaY7sTAJxORMsAnKZ/BxGNJKJ/6m3tAHAPgM/1f3fr2wDgRgD/BLAcwAqk43hK6wVwIYAFus/xXwFcKkJYbu/l1jOXvenkg/CiKclFUP1DhsIrDyhnI1v29hgRvj2mxrXNkTXtFaXLxM/l8BytwueCPDN1jdluFX7TUptxGhQyXF6yXhAyr9dWi1/x904YgKe/OxonmEKzGVSWxfHUtUen0oYb1Vjb8PqT/veD43D/JUd4OwjytoOiR9sqrJ5wNo45KPAJIwgIV7nzoaQE2F83C7wuHmPccXOrOH1w5nKjYlTgCg27vqYQIlF4xa+bZhA4+RyHhhBiO4CsDlsIMRPAtabvjwF4zKbcUA/1/h1A6Cu2vQyA1rLmbGZZU7S+rZHqlmO3BXkqIvz9m8PxtaHdvYhoazlWmY0zPDiU3SoyFuSpHQNk/vYj+2Qr/+XmtNREvvxxHc+vaZ+blfKK0X0z9sVjhGMGeFMIrS9HXqfanH5LWN1zEMongXwuyFOpmyl0WlbkZTgsadyU4yijGzUX7E55WLH9wySfL0tFeLoKF7+WYwAZjvDxGKF72yr006fEVa2ql43KjK5hvq9y9SVSOXpQ19apdswSf/f4fujWRr5K1sBc/oaTBqC1QvB4rwqR71Bups99OmZn34v79GU2o2o5tk79t2+Zdm845ZAuaNvSW1xRWTvZluPoOii/LQUxEZSLj2l2yu3M/cU4MDU34jFClSSyUDHy/PfG4FtH93UvGDJuyo31OYkitvSO2gbUjJ+EmvGT0JSQZ4wLq91T7/sAx/xuCpZu3mtbbvOeOkxZvNl3O3bddTFa5fOZQro0eoICwdOCPEvZyjKT5ZgIn/78VNvOrXWV3MLxu/MPy/ieYQ02bT/lkC44fXDXjI7I/OD41YXMx4nUYi/g9rMHY/ov5DO7qQV5JmHs/ELtlDb1UG4+3R9cilqtI37On6O11bQzmQQuH90H153QH/eMG4LfnJc1gaLYnsx3maT7vP4crz7zkQziOSj4g7q2xi2nH2xbnUwxzwo7yLbjoqBVpf+Xy0JiVL8OuOdcf31DkHg1YESxCPLLTXtSn/dL1pCExW8mLcKKrbX4ancdLnj4E9tyFz7yCa55Yqbvduz6mmJ0q7CuoYkSVo7zhPUGllks7EJrzb/rzJQvzn0XDbNvw8Zt4rGrjsI/vj0y9X14n3aZ1k/fD5FE4XJRCmRxjlXb9zojV5bxAhBcR+F10YkM54yJaZJC4N7zDsMvvnYovjWmBm2qytNKbc5SZLcHyP2cg+Kvlw3H1w7TXHGEKeyDVyNHUNfTrpabTj4o47tZH75wRHZs0DDPGRMe7XKYeWG8Y31uIzEUmtqIMgtioyk7nSwkqMG6HQcA+J8Ns3erKL5OqNHhPIUNK8cBYlZwDDeCH5wij9NnHYXNlmODlGXU4SE55qCOSvLIp3VtUkm6lrBpL4dnz5wNx64eu/i7qp1ImU//NjcFvzyAOXOnfst1sVfOrXurx+10O/tPyyzW2cWCduVQqc3pd9kd/83RfXBYr+wQfKwMFyftWTmOFOtjEkZa+mLF76kohQV5N5+m6U1sOS4RzPdei4o4Vk84GxfYpBvOcqtwsBw7tukw7GfEOZaUMx6+bEuhfZ3v33oS3vjh8TayeEf2/Hv1jZLV8SNJ8HCvAekN3K6DVV4/nZqzz7HJrcKh8lz7PuP4rBTVHq+sV997yvhOugz56chlzTpFo7C7HHbZHJnCpl1L+xCFTPBk+RxH0Kaw/RIuXnsAp77esR07n+MAZjijYtwRWijQRlaOGVlmmvQCKemIre+zrzPm4kcsUvvUfUz7darG4B5tpPt8KQCSaBV2ipEXJf7Q7tnpXlVTYLe0hHRy66P8Kt1mnIzP5p8pW6Dg5bT/RQ+x5mzcda4wFz1PdqisvUJawCaE+4I7N4pnWGretGvBluMoyXouQlJWi9Ei7VdiW+W4iF7QDbfRxiZekNfsUFL0FG5mpxJmnU1mjbW3HLs261kWO2QZ8lR1TaOY43S4qS5ZtqYrjs6M8PHUtaPxzytHZmxzWyQShC+Xk0Jq7Bvepx0O79Uue7+HM2/EoZbebnZxr63WHbf+yrO/sF6vyUIbdEfuVN0FR8pnd5zw6lrCyQ2KA2uWPCZcrP1eWAvyzLWan91CzoLoV5+362uKKVpFuW7Iqk8kkcxTxAruCQLEOeJA5s0uU4b+cOHhOKJ3u9R3pXvZsYzJcix1q0hHlMiUVeYX6u3BGqWnFz5xUHbyiUwZjA/pbbaW4yw5nWrO3mm18K6ecHZWmWMP6oSFX+3O2JaMYGbH0edY/3vPuKHSDs5blBQnJdxdlqAZ1K21NAtSVXkctQ3RrCTPvC8kz4mPOoN64WSiJYhZIEadbJ/jcNopBMtxRoQbhfK+3SpsthfTC7oR/7qxKYnGKAZgCWw5DhAnxSMr3JekzMUje+Pgrq1NZVQsx2o+x7I+P+VWEdCkr/nnH96rHZbfexZOlGRmk2HuCFQfYq/vDqoL8qznIxFBx+roc2xYVl3FyG2mIV0mN7cK1ftp9q9Ox8FdW1syOWp4zVbm1qKKREEuPs16kfNQN8OUMsZi9b9eNjzrwQjLSGhnLS4AnTlwSsFybLhVrNpW6xjZI0xYOQ4Qp1vPemMqLbbLsYxb1juR1o4DwaoUqSijEsOxg89x5nZZwpFUWUkVfq1CXqd1/PS3SsqxS3SRXO+XKLpOc/utUvG69eto8u1tUS5Xji89KjtsGuB+zp32u503f1an3HyUmfxQgrpSwTG6fwd8+vNT8I1hPbL69LAsvHZduF/rrB+c56ey8S2bTeVFpBunLMdPTl+Dw+56Jy8ysHIcIE4D4Mi+HTLLKjweKjezs89xeq8suL2hbDnV4eX59LUeT2QnAVGtJ+1zLEvCkI3qgrysSCKWxZKHS0J35co5w+zTbpNJeZTu9+JW4XS1SV6f58VnAZS3e7GacMHhuPa4ft4ayFEWGd7D2RXRyNSMkV3XBy49InI5Sp3ubVtIt/9j2spQ2rOzFhfyy5Bf3dh+nCiePqgsHsNjV2Wu/Yk6zCIrxxHxyLdGZHzPNUxbuh53iyMAHCuLh6wQ8UJWVxiYn2e76Z8sGVQWLJrKeJ1WiscIT3xnFLpYUl8/de1ovPeTEzO2vXD9GPzhwsNt63JS6FZPOBsjLC9PZgyxHYK42e6xx97Pxjhl/fX05QHU7Ig506HfezEQtwqbExzEAFpMVhsmk+MHqrmGMd4xnuVTDukCAPh89U48OX1N4O3Yua1Gajn2OIj6ke2Xr87Hqm21no8rRE45pGvG97u+MSTS9lk5DhAnZbZVZZl3nx+H4ipWX+NZ7N62SvpgevE5VnlOc4jkphTKLas9R1my95ar+hzrh7aqLJP6TLeuKkf/zq0yth1V0wEXj+wtleutm4/HmTYpsb0I5NZZKvkT21iHM+vRdr76/WMx9acnh2ZxIMvffC2akfk8ZyARy93v2lq+eLVjIupARJOJaJn+t72kzBFE9CkRLSSieUR0ST5kzZUe7aqytlVXevN/ZzJ51GIYMmM8FX06tExt+9WrCwKXwbbvLGDTsRfRvli7Exc+/An+O32tdP/vzj8sGKHySKuII8mwchwg3qIGuJdxygBnbHJSJNPH5y6LE4Z/UFAKQOsq+UPgw3CcuSDP48uJ359jPd25LnhMWY4D6MgdXWiMMnqhNlXl6NOxpWfpHWczJLW5KqcB4CST23n15XHsIXZ4ETAewBQhxEAAU/TvVvYD+LYQYgiAsQD+QkTtohMxGK4+th+6tqnM2CbLXsqoc8aQbrZ9r8rLepjkKUqYLfsbmlKfhYd1aLe/sgAz1+yU7jtjcFdcNqqPdF8xEXWYRVaOA8TL862iMJU5LDhTaTTmYnEUlml0x2YcyhgrS/30b1bRnr52tPJD4OSLK/U5VswsEVT0jlR9OVYXlWXVuE+iGqgMBdLufPft2BKnHdpVus+N7598kG+5gsDPi1wBMw7AE/rnJwCcay0ghFgqhFimf/4KwBYAReePEI8RzhicwywP4wnVvvaLtTtR1+gvtKMQwvbYKOMcq/zSqUu3pT57kc0xFGhx9z0pZInSwoSV4yAJ2HJsuGHIsqKp1OPWRkoZchBc5QHN5dmz1u6oGFsaSvviqp0f1QV5Ns35hnKsy1Ai7X+leieqUjI79bFy9frxDvtk/sIk//zhT0/OSsiiyq1nDlIum9m+xP3Ix0tJrosaC4yuQoiN+udNABzfWIhoFIAKACts9l9HRDOJaObWrVuDlTQACjkxRKkiG4MaE0nsqWvEmu21OP+hT3DXxIW+6n5y+hpc+Minqe/mq1tolmMzXmRzctkM2tiTL6J2TeMkIHlC5TIblmMnX1OnetwWclmn0XMliHr8uKZILceSelTdKoJ+Bolyc21LW47l+73MAFjrzLWeXLA2Ixz2Bd2WF8yxx9XbK64BiYjeBSAzmd5u/iKEEERkezsTUXcATwK4Ugj5xLAQ4lEAjwLAyJEjC049MT9n3xxd/NPRhYxdX/Plpj0Y+5dpANKL9RZ+tcdXG6/N+cp2X6TrHDzO0HqRTXVhfrFx/MBOmLZMs6b361iNB795ZGQWZFaOA8TLgKjyFmS8DToliFFJO2z3kAXdMfhSCCwyeMnio54kRWtDNQlI8OTWO6VfAtwW5OXWjt1LmNd6cwvllr+eXGYx7NepGvdfckT0wkSMEOI0u31EtJmIugshNurK7xabcm0ATAJwuxBiekiiho7ZYvfLsw/NnyAlRJsW5dhR25C13a6vMFuJ3/tSerspY+3XzP1ooSUBMZ8OJ8txQ1MSSSFQpceDL1W3iievGZ3x/ezD7UOeBg27VQSIlxXsKvdrPGfLsfOCvLTlWEXJdCeXaBUqdWQpaQodglnhUbYcK5Wyx3q+iXJ0qzB8q3Oow0At6kiOyrxXZToChdj6k84b3jNDguxPGkf37+BrIUh2hrwiHqGAiQCu1D9fCeA1awEiqgDwCoD/CCFejFC2wDnx4E6pz0V+3QqGl244xmaPvu7AcpqDVFrNda3evj8zznGA7TQmkliwYTdmrt6BWWt24ECDPx9pAyf3nrP/Og2H/Oot1IyfhFuem4PZa3fZluV72B9sOQ4Qt1swY9rYg8+xTDlWcYlITcfb7B/Sow0A4AqFqUOVRYF+HsE/XTQMD7y7DIs37cHKrbUeLce6bNIFeebFXobl2KsFNNxO5fUfHIe2LdwDm998+kB87z+zMFi/Xlb8RVOwryfMxWQZL4iU+RciOitHueReKDQrUgExAcDzRHQNgDUALgYAIhoJ4HohxLX6thMAdCSiq/TjrhJCzIle3NwYOzRtnSpmq1sh0c8UM122MNrJxSpVxue1sM64LduyN/U51zjHG3cfwJjfvQcAOLJPO3xhUlKvOa4ffvX1wanvZiVVpVUn0ZZt2Zf6/PLsDdIyvTu0wLodB3DVsTUKrTFWWDkuYIxOxGl6xemt0CkUHAB0aV2F1RPO9i9gtjCeObhrazx4+ZE44/4PAailUU5/99agapzpwH2ObbYP7amWae+YAZ0w/9dnurejILeTNcK4T/z+fiKtQ/e6oClqX3XA/rkpJP/7QkEIsR3AqZLtMwFcq3/+L4D/Rixa6Hh5WWecWXbvWfj9m1/iJlMkGbvTmwxwpZxTTbm2stykpBqK8XEHdcLijXuw50Cjfbt2LmymE5Lry/q0207JrYJmDrtVBIibspZpNVP3Oc41WkUQ3YySW0UO0zfGT/QSitgxWgVZ/gIoVwzlZq0iVwoxAYTsWqUW5GWVVUPFbUUWGcIsS1hnSi3bpJ+a3Qc5XQCmCOHMhsFRHo/hl18fjPbVFaltdqe3MZG90MbvpbAqmebvYWTI69qmCi0r447jttM+gyiz9zHZsHIcIKoPr+pqS8MNwO/CuZgRJzmHZ8zLsbnogCoxdu2m+1VljCu7VQSzgC6Y2qIjHa3Cn8Rulvmj+3eQBqPPx7uD1K3Ey71eNFeVyQW2HIeL3eltSASnGDopmWHonwICZbEYmhwUYLtd5tPBqnF+YbeKAFHtR2fcbrswPAOjY044LchT8TkO+Q00iOHDj2KmFq0ijVfLsV9kC/L88LvzD8P6nfuV28t1HLfzOc5aB2nTTnkshjrYh1Z59rox0u1m33ilxaF+fqjCDItWTK1uN9cRVqlKA9aNw8XueZNZjv1iVUTNX8MaG2OUPW57vZciDTPHZMHKcYAEbU0qUwnlpuJz7LP9i0f2cnyg/6UnaLjl+bm6LP4x3u7jCqHp0t+1v6q/T3VBnmon9sqNx6Brmyr3+kC+BlnVlJ+Gopbr/Wfnc2yt167Pjvmcg3ZLDBIGwdWv5rvMOlZxUoguUaWI9TRLlWOf18JJyQxL/SyLxZDI0frNunF+YbeKPKD6jCuFcnOoK6Wr+HjIVk84G3+4cJjjA3rqoV1xqim9by4DyTd1RbBjqwqXkt7IyJAXcCi34X3ao0e7FkoyFEpH5yRHepfzGQj+t/jzOW6hx/gMCn8/K5jY0AzTHElHrMl8XpokimVQPsdmwvLrjcfI0a0CAHbvb0QiKXDugx/j4kc+xeY9dfjtm4tT+99asCkU2Rg12HIcJIpPr/ICp7iCcuzUDrkfr0xAsZDt+N6JA/C9Ewd4qp88mo6dlPcPbj0J++qbLOXV6i0murWpwuWj++CKo/tm7bNzz8iKQRqwTKmFlR7v0++fchDun7zUdRCSI1fIVa+5m/JbivcOwwSNXUSlhkDdKqxJQNKfx/5lGnq2a4FnrzsavTu0VK5z1/4GHHH3ZNv98RghYZnytXYJ8zbsQtc2VZizbhcAYPRvp2Tsv/eNxfjuCf2VZWKChS3HARL0gGi4GMhWtpo7k/suGoYXr8/254x6gI66PcdoFRZG1XRw3F/TqToVWi33qVSJ1SPEc+NFp4zFCPeedxgO7S6LmWy4Z7i159yg13exVCZHeDtPZTHCOcN6eGvMI/YJdNjnmGHCQhqtwudDZVWOrd837DqAB6Ys81Tn2h3Oa0HiMYKbV4UQ6rOZTPSwchwgyrEQFJ9yp2gTD1w6HId0a414jHDBiF4YKVH+cvU59krYrgPm0zblJye6ZgDM2OerDwqm44rspSHXBXl2luPcqgUA6ctbEPWrxma2i3QCAD86bSDOGNzVkjVPg8MpMUz0NDYFZzm2PsEyl42WFd5ctNxmjspklmNZhBxPrTJRwspxhHhVkmIObhHnDOuBt24+wVHRNl5KcxngVY7MxxTygM6tTJbjbKzu1l5EDPrnFMuinvS5cpbXfD9dc1w/pbplL29Z7YvofHXNrXRpXYVHvz0SrSRpou1cNmRyZiTUKY5LzjB5xc7nuDHAUG7W4U82HlYFvH4hFiOpEm5GwF9UjgffX+5TKsYLrBwHiKoSpDpuppXb3OQJxOVYoUzYb8FWhUTJp7oAXs3DnjkL6ifa+xzbR6vISI/q83dmJgZRPy6KS+s2wNlhd68yDJPGeE6sT4fM59jvE2QdHyYv2pxVJmjluCxGrkappkQSDT4s5H98e4lfsRgP8IK8AFF3q1Arl4pz7FM7DjJDnlMd+Rr2U9ZhhR/oRTcJWo8JO5FAyrUg13oMn2OXigrgfcMzygvtLOWabOIouvoccyg3hnHFW7/sN5Rb5vdFG/dkldmvL8Z++Yv1qdCkQ3q0waQfHu+rzXiMcKDREufY0gtc88RMDOzSylf9TPiw5ThAAleqFEK5OR4fpHZcCFjOr91KZzMqi/Vsmwvoepqr6d+pOphKZe3kKHA6fbTF6mkpZ3c//uGCw3Fw11ZoXeX/ndtblrrw8W85ZhjGjSieE5Xx858frcLqbbWYuWZnatvCr7KVaFU0n2P3dpdt2ee4v2b8JCzYsDv1Pel3GpnxDFuOA0TVX1K1XFzFbcABL9Ec3FByq4h48ZKXhHdefFmD9ns1K61tW5YHWneQpK6ea7gK+eYzhnTDGUO65dC+9/tH9Qi/19SLz3HGfnajYBh1CiCaz0l/+gAXjehlOVb4epbjEp9jv13Cy19sSEVSkvVH/TtVY+W2WgDAw5cfidXb92PsUP/9MKPBynEeUHer0P76fVlUieYQBFEpAna+sE4/rxCCDWjXsfCVJePlxuoGEnac4yBeRrzWYfcbshcGBbdqnmGYTNyGjhj5H/8MnIw2vdq3wPqdB1Lfrc97fVNS6o/s9iIf1y3HW/bWpTqbbfsaPEidprwsfZJk1ui/f/NI3DlxAR6+YgQ6tar01QaTDSvHARK0jmhYGW88yTk5hhth64dDe7bF1KVbUV4WrZeOUzQPg1QEhjz6HGsKVwFo6YpkhT3LSh8d/m9RuQYi43M4Mtm5Vdi1d9moPpi6dKtj6DiGYTTcDCsdqiuwvbZBj2TjDyfluiKeOWZZo2TU1jdJlWM3l4myWAxLNu/FqHunOJZTodIk4+rttVn7B/dogxeuPybndphM8uJzTEQdiGgyES3T/7a3KXelXmYZEV1p2j6CiOYT0XIi+ivpTxgRXUREC4koSUQjLXX9XC+/hIjODPf3BVNPZVkcqyecjauPVQuXZUXFJ9cNlUMfuvxIvHTDMWhTFa7LgPW0pjOrRdOeX6KK857zgjzF8xiW21uYOrffZ9LrYtjfnX8YPh5/CivDDKMApf7aPTCUci/0i5PxxMhCa1BviR5hzZqqUieQXi/UvmU57j1vKO49b2hq39LfnIVhvdo6Hm+mwmR0OuuBacrHMbmRrwV54wFMEUIMBDBF/54BEXUAcCeA0QBGAbjTpEQ/DOC7AAbq/8bq2xcAOB/AVEtdgwFcCmCIXvYhIgo2dgvSA7BbdIKoBs5c3TLMOMncqrIMI/pK329CJW05ti+jmiQiSKz9JhGhR7sWAIDTDu0aent+SabcKiw7stwqgtVig7g2QfmJW2uxi1bh6nNcBG40DJNvhui+tIO62UVtEDlH+3Hqrax1v7s4M8zbSX/6APsbshVkt4W6Rua7Lq2rcPnovrh8dN/UvoqyWIbC60Z5nOMm5IN8nfVxAJ7QPz8B4FxJmTMBTBZC7BBC7AQwGcBYIuoOoI0QYrrQNJ//GMcLIRYLIWRBAMcBeFYIUS+EWAVgOTSFOxTsLIVRD5hBhhArBN9d6xRcKhiHiluFj3MfWLQKArq3bYE5d5yes4uMWzu50L+zNkCNcEnY4eVe+PPFw/DSDfmZ8juyTztTkgF/ddgtyHOFdWOGceUbw3rgvZ+ciFMOcTAa5PgMO40PbmOkEMBiSei3hEOdNR2rEdeVgOrK3G1wv3vzS1z3n5moa0zkXBejTr6U465CiI36500AZE9GTwDrTN/X69t66p+t252wqysLIrqOiGYS0cytW7e6VJuJXSis1P6I/U5LfWpXRfm3S2zhRFhxjtu1rAhl8WJQ99URvdth2m0n44rRfTK2Zy3I89Dc+Uf2Up5VCPoF7OUbj8WT3xnt6Rjrb/WbqavUnz2GCYr+nVs5Pi/urhfOOL3f2rW7esLZePa6owEAtfXZSqnNhBL+851RuOnkg1KuINWSrJtmvnt8P5TH3X/XO4s2498fr3YtxwRHaMoxEb1LRAsk/8aZy+nW3wKwS2oIIR4VQowUQozs3Lmzp2ONt8XjBnYKQzTPEBEuG9UHz+kPuR9G6orNoG6tgxIrMJwW5BVSKK1i8TkGgN4dWrqeO6sl5qRBnXHKIV0CaN27ov+dY7XB5ZiDOnqqT/VcJexGQY+wmwXD2ONk6Mi1K3eyHDvVbayhqZX4Hdu5W51wcGfEY4S4rvBWVzgrxyP6tscT35FPYh8zILNPO8CW40gJLVqFEOI0u31EtJmIugshNupuElskxTYAOMn0vReAD/TtvSzbN7iIswFAb4/HeKY8HsOUn5yIHm1bSPdrA2S07wG/O/+wnI6/YEQvjBnQMeUzm0+iWpAXtGJd7IqRVXrr6X786tA8lFwZ1rsdlt37NddyvuMcB5QEpIDe1Rim4HBQjVPP7ozVO3zV7Wg5dmi5lW71lS3Kc1uQVxZTsxzHYzHbBYdl7GucV/J19icCMKJPXAngNUmZtwGcQUTt9YV4ZwB4W3fH2ENER+tRKr5tc7y1vUuJqJKI+kFbxDcjiB9iZUDnVmhRIfczatOiOCPnFYJiLIMcLMeB1O9TofrNeUNx8cj0+1upKUb59j8P83Rar7lfn+NCmrlgmELH/nERGTNvW/bWea7baXxwmtUz/IVllmO38OfD+7RDh+oKjO6XXr/xrytH4p5xQzLKlcUoNeNshXuQ/JIvbW0CgOeJ6BoAawBcDAB6+LXrhRDXCiF2ENE9AD7Xj7lbCGG8Ot4I4HEALQC8qf8DEZ0H4G8AOgOYRERzhBBnCiEWEtHzABYBaAJwkxAi8jmKF68/Bh8u3YrKssADZTQLrB1oOgOgyrHqXU2unVL3ti3whwuH4fmZmmt8kAsjZUSd5CXolxHZwsqgrO2j+3XEecN74senHezr+PY+MxrywFbcdG5dia176/MtRrPB6Xk39z8HGnwM207dlUPfbFh9l2zei7rGREa8Yzd3q/OG98J5wzOz7Z1qilRkdHVxJ+WYO5G8khflWAixHcCpku0zAVxr+v4YgMdsyg2VbH8FwCs2bd4L4F7/UudOTadq1HSqzqcIJUVK6QwrznGA0SrCJL3oMJreNPAMeSHKXVEWw/2XHOHr2N9fcBhOGuTPl5oHtuLmvZ+ciLpGzo4YFdbn5foTB+CRD1dklfOzQNav5bhSD7f2zIx1eGbGOqyecHZqX1CJMx2VY8v3Js7WGSns1MIUDVbrgkqGvPSx6gSt/IVtOTYIq5Usn+OCWT7rH/v00enPlxzVB13bVEUiD1NYtK4qR+fWnIo3H6yecDa+c1xN6rv5mfSalAdw8znO5vTBXfV2CbeNHSQ9zimUmwrGb4rHyHZ8sBoNHvog+2WBCY/idIJlGJim4/MrhitRRasIi+xQbuGc8UK/jjLsTkWxL8JkmCixKoiVcc2FYUDnVhlxhht9WE+djCdEhBW//Voq+oQQmSmlx/SXR8EJKoqNY5QOAD8+7WDc/+7SQNpivMGWY6ZoyPY51jao6Gr5nOYO290haqUycLcKn8eFoaOryuJ2Sa37WVVmGHusz0vbluV44juj8Oi3RmZs92M5dnQ5hma9rSyLo7IsjqryeCr1M6DNIBgkTW2H4eEwpEebjPNABFSWs4qWL9hyzBQtMb3fCC9aRZERksBWK2jQluOWenSXEX3bF43LRrHIyTDFgKzrOvFgLc+AWVm1iy/sRC4Z8lpXpVWkfQ1NqdjHSb+ZMyWYE1VlBnstuhGopODXEqZo8WQ5DlmW5kTQemG7lhV46+bj8aeLhgVcc/jYja28II9h1HGaXTPvMRbk7alrxNSlW7Fy6z7Xuo3xoVOrSkywxv13eU5bmeIUT164OfXZd1p5CYZxh0AZ56HY3fGKHbYcM0VLOgmIJEOe9bsHbSUsn9pixXrqgrSaGBzSrU3gdfrC44CkfKvwQMcwtjg9Hua+2/A5Pvyud1LbzFEkZJgfUWsOArfHsqWp/E9emIvZ63aidVV5oLH/DfmyXLG4z8grrBwzRUN256FbjlWO9dUe904yonh1CPvU51q9F/n6d6rGsF7tcmyRYUoXp+cp03Lsf0EeEbJyDLivHSAs/PWZeOyjVbhv8lL8d/paAECL8uxcBdce109ZJuOlWgiR+n1lMUKMACOSM/Gy3rzCyjFTtHhxqygkKspiOLRb68DqE6ZpuUiI4HwX4jV97KqRaFmhdZlu8hnXojxOeO/Wk0KWjGGKG0e3CtOuhiY/Psfpz1WWBW4qYTarK8swoEurjG0HGjUV9ltH98WT09fg/kuGZSX9UGVoz7b4zrH9cPWxNXh/yRbc8dpCANrv7lBd4atOJndYOWaKhuw4x9pfpTjHBfQKvvQ3ZwVan920XFiEtQAyCCb/+ARfiQIMnF4wTjmkq+0+Owr4VDFMkZB+JhtyeLYBZGS5A9T7TJkS/bfLhuOcYT1wz7lZ+chcMWJoV5XHEY8R7jhnMADg22Nq0KG6At9/ejaIgAuO7IWfvjjPc/1M7rByzBQtMQ9uFV4oNoXGSFRR07FlKPVnxTkOpRUPOAxoA7sGZ5F3FMFlUDVe3A6yWJwYhvFGrpZjM+XxTMux6mxbmWR1XKsq/+rThAsOx/EDO+PwXm2z9pkznsYk7bZvWY6d+xt9t82owcoxUzTYLVhQW0BXQKbjgDnx4M548ppROGZAp0jaK7aXh3xQFo/hv9eMxqHdo1HWGaZUMffct74wFx1zcDXwu+hNluK5daV/9alti3J8c3Qf6b7UTKDNsXWNSbzxw+Px8IcrsHVvnW8ZGGdYOWaKlmL1OQ6D4wd2Dq3urDjHEdiO8+UGo9quyj133MBoXlYYppSxPpNXP/65/7qy6lZ74GXKcS6WYydSa0hsZKtrSmBwjzb422XDQ2mf0WDlmCkarF2FF7eKQvI5Ljay00fnRw6GYUqXq4+twRmDu2Vtd3N9aEokURZXS9nQv1Omm9O3j+6rdJxUOc7BcqyC3a/m/jcaOAkIU7R4WZDHBEe+z/a4YT0BAGcM8b5AzsDuNwSVPpphGG/cec4QjBnQMWu727NWW59wLmCibcvyjLjIpw1W60NkC/Jk4dyCYGAXzRWLZ57yCyvHTNFgnWYiD24V/uIc+zioBMk6DSFqxypVD+7RBqsnnI0BnXmxG8OUOm7d8L6GptBlKItnS6FqrfbK4B5t8MWvTsfFI3sDACZ+/1j071Sd2v+rrw8OpV0mE3arYIqWsEK5sSHaGbbUMwwTFW5+wbX1aspxLrYOmeVYFsEiKMzxjQ/v1Y5jpecBthwzRUuqw1KyHHvvyNhyrGEdnEpZNVZdoDN2SDcM7t4G1584IGSJGIZxYp+icpwLMp9jmTWZKR1YOWaKhlwW5HkhimgMxYxa6LzcCHvYybX+9tUVeONHx6PGNN3JMEzwuL2vzlu3K3QZZFbi8hirT6UMX12maCH97i22DHnFhvXU8asDwzBR4Zbi+a7/LcqLDLIEHUzpwD7HTNFg7Z84znF+KOXzzcMdwxQWfg0byaTA56t35FwPIHerYEobthwzRYvTgjyjI+yi57A/8WD1JBmdWmnHXHtc/9wELBHY6s4wTL4w+mMZRv8uc/V6+MMVuOTR6YHIwMpx84OVY6ZosC6WUvE5Prhra8y94wxcclRv5XaqK8uwesLZuPKYGh9SMsUMvwgwTGHxyBUjbPcdVdMBANCQSGbtm712V2AysHLc/GC3CqZoSSkyLtP8bVuWhy5LKWN+Kfn64d1x0Uj1Fw2vRLHYj2GY4qFza3vLcZWeiKOhKYnKMmtSjuD6kji/NTc7WDlmihYjPBvH3Y2Ov3/zyHyLwDAMAwBoUaFNfjcmwh0D4hy2rdnBbhVM0WLMdLFqzHjFPn00D4IMUyy0MFmOw4Qtx80PthwzRUs8RujVvgVuPu3gfIvCBA0PRgzDuGAox40Sn2Mrubz4ckjj5gcrx0zRQkT46GenOJbhhB6MDGOY5IU2DFO8VFVoynF9yJbjMtaOmx2sHDMM0yx54fox6NGuReZG1pUZpmjwYjnOBXaraH6wcswwTLPECAPFMExxUuXgcxzkOm02HDc/WDlmGKZgGNqzLcYd0QM/OGVgXtpnAxHDFA9RWY7ZraL5wcoxwzAFQ3k8hgcuHZ5vMVhJZpgiwMlyHCTlllBuHaorQm2PyT/8OsQwDMPYQkQdiGgyES3T/7aXlOlLRF8Q0RwiWkhE1+dDVqa0OahLq4zvLfQFeTPX7MzYPnvtTuw60BhYu2XxTFXJKWsfUxqwcswwDKPDBmMp4wFMEUIMBDBF/25lI4AxQogjAIwGMJ6IekQnItMcuPGkARnfDbeKP09emrH9vIc+wSyLwhwkPLNU+rByzDAMY4HHvgzGAXhC//wEgHOtBYQQDUKIev1rJXhsYULAGnrRUI7N2KWg79epOhSZmNKEfY4ZhmEYJ7oKITbqnzcB6CorRES9AUwCcBCAnwohvopIPqaZQBaTrZE+2kzSohtXlcfw8OUjcGSfLG8ghrGFlWOmJCmENMDz7joDSWtPzRQ01sG3uUBE7wLoJtl1u/mLEEIQkfSmFkKsA3C47k7xKhG9KITYLGnrOgDXAUCfPn1ylp1pvlRJLMcJSZ978iFdMr4/fPmRaFXlX/1pnr1E8yIvU18qCzz0clfqZZYR0ZWm7SOIaD4RLSeiv5I+ohHRRfpikCQRjTSVryGiA/pikTlE9Ej4v5Jp7rSpKke7lryqmSl8hBCnCSGGSv69BmAzEXUHAP3vFpe6vgKwAMDxNvsfFUKMFEKM7Ny5c9A/hSlhrEppZVm2cpy0uFXIDCVnHdYdxw/0f+8103foZkW+/MJcF3gQUQcAd0Jb3DEKwJ0mJfphAN8FMFD/N1bfvgDA+QCmStpcIYQ4Qv/HK6mbCUEGgmdKHx7zpEwEYBgnrgTwmrUAEfUiohb65/YAjgOwJDIJmWaBoZQO6dEGf7poGCpMUSQMX2OZ5TgIxg5JT6wc1Ll1KG0whUO+3CrGAThJ//wEgA8A/MxS5kwAk4UQOwCAiCYDGEtEHwBoI4SYrm//D7QFIm8KIRbr28KVnmGYkob7kAwmAHieiK4BsAbAxQCgz85dL4S4FsChAO7TXS4IwJ+EEPPzJTBT2vTt2BIXjuiFAw2J1LZEUqAsTmgKSTl+5Fscvq05kS/lWGWBR08A60zf1+vbeuqfrdvd6EdEswHsAfBLIcQ0WSH2h2MYhkkjhNgO4FTJ9pkArtU/TwZweMSiMc0Mw0XCmBE0J+c4/f6peP/Wk7LWeVRX8tIqxjuh3TVBLPAIkI0A+gghthPRCGiLRYYIIfZYCwohHgXwKACMHDmSJ+UZphnBBmOGKTyOPagjWpSXZT2f5uQcq7bVomb8JLxy4zGpbacc0gW/PPvQqMRkSojQlGMhxGl2+4hoMxF1F0JsdFjgsQFp1wsA6AXN/WKD/tm8fYOLLPUA6vXPs4hoBYCDAcx0/yUMwwzoXI1vHd0332LkTE3HlgCAQ7q3cSzHOjLDFA5PXXs0AOCN+dqEs9NakimL0+rEXecMQR/9mWcYL+RrQZ7rAg8AbwM4g4ja6ws8zgDwtu6OsYeIjtajVHzb5vgURNSZiOL65/7QFvGtDOanMEzpM+UnJ+GqY/vlW4ycOX5gZ0z64XG4YjS7TDFMsWG8tArYa8cVZWm1Jh7n11zGH/lSjicAOJ2IlgE4Tf8OIhpJRP8EAH0h3j0APtf/3W0szgNwI4B/AlgOYAWAN/XjzyOi9QDGAJhERG/r5U8AMI+I5gB4EdoiEqMuhmGaEUN6tLVdcFcI8bEZhpGj4vZUbnK1KI/x88z4Iy+e6ioLPPTvjwF4zKbcUMn2VwC8Itn+EoCXcpOaYZjmAvseM0zhYnarKI8TGhPpDeY4x9Z00wyjSr4sxwzDMAzDMB7IVnbvGZdpJ/tsVXpSuCzGKg7jD75zmJKELX+MH/i+YZjCx+xxHLNYh6cu3Zr6XMY+x4xPWDlmGIZhGKbgMV5ezW4VZQ6uE+xWwfiFlWOmJGlZEQcAdGldmWdJGIZhmCBoXaUtk+rSJt2vOynA5sV5DOMFTh3DlCTD+7THfRcNw5lDZXloGMYZjlrBMIXHmP4dcd9Fw/C1w7qntjkpx2w4ZvzCyjFTslwwopd7IYZhGKYoIKKsfj3usFDALmQjw7jBcw4MwzA6PJYyTHHBfsVMGLByzDAMo+OUlpZhmMLDUI4HdW2N5783Js/SMKUCK8cMwzBW2BjFMEVBfVMSANCvUzVG9euQZ2mYUoGVY4ZhGIZhipJ99U0AgFZVvISKCQ5WjhmGYRiGKUr21enKcaWmHPO6ASYI+FWLKSruPGcwhvdpn28xGIZhmAJgQJdWAICjajSXijgRmnjxAJMjrBwzRcXVx/bLtwhMM4CNTwxTHJx4cGdM/enJ6NOxJQBtgV5TkpVjJjfYrYJhmEj51tF9MVC39hQaxsr34wd2yrMkDMOoYijGAHhRHhMIbDlmGCZS7jl3aL5FsKU8HsP7t56E7m2r8i0KwzA+ePDyIzFz9Q4c2r1NvkVhihhWjhmGYUz061SdbxEYhvFJm6pynHJI13yLwRQ57FbBMAzDMAzDMDqsHDMMwzAMwzCMDivHDMMwDMMwDKPDyjHDMAzDMAzD6LByzDAMwzAMwzA6rBwzDMMwDMMwjA4rxwzDMAzDMAyjw8oxwzAMwzAMw+iwcswwDMMwDMMwOqwcMwzDMAzDMIwOK8cMwzAMwzAMo0NCiHzLULAQ0VYAazwe1gnAthDEYRmKT4Z8t88yFI4MftrvK4ToHIYwhYLPPhYozuvJMpSmDPlun2XwL4NtH8vKccAQ0UwhxEiWgWXId/ssQ+HIkO/2S418n898t88yFI4M+W6fZQhHBnarYBiGYRiGYRgdVo4ZhmEYhmEYRoeV4+B5NN8CgGUwyLcM+W4fYBkM8i1DvtsvNfJ9PvPdPsAyGORbhny3D7AMBoHJwD7HDMMwDMMwDKPDlmOGYRiGYRiG0WHlmGEYhmEYhmF0WDn2CBH1JqL3iWgRES0koh/p2zsQ0WQiWqb/ba9vJyL6KxEtJ6J5RHRkADJUEdEMIpqry/BrfXs/IvpMb+s5IqrQt1fq35fr+2tylUGvN05Es4no9Ty1v5qI5hPRHCKaqW+L7Dro9bYjoheJ6EsiWkxEYyK+Fwbpv9/4t4eIbo5Yhh/r9+ECInpGvz+jvhd+pLe/kIhu1reFeg6I6DEi2kJEC0zbPLdJRFfq5ZcR0ZU5nYgSgLiPNcvBfSz3sdzH5qOPFULwPw//AHQHcKT+uTWApQAGA/gDgPH69vEAfq9//hqANwEQgKMBfBaADASglf65HMBnet3PA7hU3/4IgBv0zzcCeET/fCmA5wI6F7cAeBrA6/r3qNtfDaCTZVtk10Gv9wkA1+qfKwC0i1oGkyxxAJsA9I1KBgA9AawC0MJ0D1wV5b0AYCiABQBaAigD8C6Ag8I+BwBOAHAkgAV+7z8AHQCs1P+21z+3D/K+KLZ/4D7WLAf3sdzHch+bhz42sJumuf4D8BqA0wEsAdBd39YdwBL98/8BuMxUPlUuoPZbAvgCwGhomWHK9O1jALytf34bwBj9c5lejnJstxeAKQBOAfC6fkNG1r5e12pkd9yRXQcAbfVOi/Ilg6XdMwB8HKUM0DrudXrHU6bfC2dGfC9eBOBfpu+/AnBbFOcAQA0yO25PbQK4DMD/mbZnlON/3MeC+1juY7mPjbyPZbeKHNCnK4ZDsyp0FUJs1HdtAtBV/2zc2Abr9W25th0nojkAtgCYDGAFgF1CiCZJOykZ9P27AXTMUYS/QHs4kvr3jhG3DwACwDtENIuIrtO3RXkd+gHYCuDf+tTnP4moOmIZzFwK4Bn9cyQyCCE2APgTgLUANkK7trMQ7b2wAMDxRNSRiFpCsyD0Rn6ug9c2w74nihruY7mPBfex3MdmEkkfy8qxT4ioFYCXANwshNhj3ie01xMRZvtCiIQQ4gho1oVRAA4Jsz0zRPR1AFuEELOiatOG44QQRwI4C8BNRHSCeWcE16EM2pTPw0KI4QBqoU3zRCkDAED3N/sGgBes+8KUQff3GgdtEOsBoBrA2DDaskMIsRjA7wG8A+AtAHMAJCxlIrkO+W6zlOA+lvtYcB/LfayzXKG1ycqxD4ioHFqn/ZQQ4mV982Yi6q7v7w7N2gAAG6C9YRn00rcFghBiF4D3oU2rtCOiMkk7KRn0/W0BbM+h2WMBfIOIVgN4Ftq03wMRtg8g9UYNIcQWAK9AG8CivA7rAawXQnymf38RWkeej3vhLABfCCE269+jkuE0AKuEEFuFEI0AXoZ2f0R9L/xLCDFCCHECgJ3Q/FTzcR28thlq/1CscB/LfawO97Hcx1qJpI9l5dgjREQA/gVgsRDiz6ZdEwFcqX++EpqfnLH92/pKyqMB7DZNCfiVoTMRtdM/t4Dmj7cYWgd+oY0MhmwXAnhPf+PyhRDi50KIXkKIGmjTTO8JIS6Pqn0AIKJqImptfIbmC7YAEV4HIcQmAOuIaJC+6VQAi6KUwcRlSE/3GW1FIcNaAEcTUUv92TDOQWT3AgAQURf9bx8A50NbxJSP6+C1zbcBnEFE7XUL0Rn6tmYL97HcxxpwHwuA+1gr0fSxVidk/ufqHH4cNDP+PGhTC3Og+d90hLZ4Yhm0lZwd9PIE4EFo/mrzAYwMQIbDAczWZVgA4A59e38AMwAshzb1U6lvr9K/L9f39w/wfJyE9ErqyNrX25qr/1sI4HZ9e2TXQa/3CAAz9WvxKrTVsFHLUA3NMtDWtC3K+/HXAL7U78UnAVRGfS8CmAZtwJgL4NQozgG0gXIjgEZoFq5r/LQJ4Dv6+VgO4Oogzkcx/wP3sVZZTgL3sdzHch8baR/L6aMZhmEYhmEYRofdKhiGYRiGYRhGh5VjhmEYhmEYhtFh5ZhhGIZhGIZhdFg5ZhiGYRiGYRgdVo4ZhmEYhmEYRoeVY6bZQloqzDn6v01EtEH/vI+IHopIhiOI6GtRtMUwDBMl3McyxUqZexGGKU2EENuhxdAEEd0FYJ8Q4k8Ri3EEgJEA3oi4XYZhmFDhPpYpVthyzDAWiOgkInpd/3wXET1BRNOIaA0RnU9EfyCi+UT0FmlpbkFEI4joQyKaRURvk57e0lLvRUS0gIjmEtFUIqoAcDeAS3RryiV6VqrHiGgGEc0monH6sVcR0WtE9AERLSOiO6M8JwzDMEHBfSxT6LByzDDuDABwCoBvAPgvgPeFEIcBOADgbL3z/huAC4UQIwA8BuBeST13ADhTCDEMwDeEEA36tueEEEcIIZ4DcDu0dJ+jAJwM4I+kpW4FgFEALoCWvesiIhoZ0u9lGIaJEu5jmYKC3SoYxp03hRCNRDQfQBzAW/r2+QBqAAwCMBTAZCKCXkaWR/5jAI8T0fMAXrZp6wwA3yCiW/XvVQD66J8n69OUIKKXoaXZnZnD72IYhikEuI9lCgpWjhnGnXoAEEIkiahRpHOuJ6E9QwRgoRBijFMlQojriWg0gLMBzCKiEZJiBOACIcSSjI3acdZc75z7nWGYUoD7WKagYLcKhsmdJQA6E9EYACCiciIaYi1ERAOEEJ8JIe4AsBVAbwB7AbQ2FXsbwA9IN48Q0XDTvtOJqAMRtQBwLjQrCcMwTKnDfSwTKawcM0yO6H5tFwL4PRHNBTAHwDGSon/UF5ksAPAJgLkA3gcw2FgsAuAeAOUA5hHRQv27wQwALwGYB+AlIQRP9zEMU/JwH8tEDaVnLxiGKVSI6CoAI4UQ38+3LAzDMKUG97GMGbYcMwzDMAzDMIwOW44ZhmEYhmEYRoctxwzDMAzDMAyjw8oxwzAMwzAMw+iwcswwDMMwDMMwOqwcMwzDMAzDMIwOK8cMwzAMwzAMo/P/ODwqUOmsEWMAAAAASUVORK5CYII=\n", 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\n", 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" ] From 8faed7389145c71f163a97be284f15e7411ed1d6 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Fri, 12 Aug 2022 02:14:18 -0700 Subject: [PATCH 08/26] Formatting --- ...rial02_excitatory_inhibitory_network.ipynb | 62 +++++++++---------- 1 file changed, 31 insertions(+), 31 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index b28e22e40..82c278f2e 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -19,10 +19,10 @@ "id": "8ac8ba24", "metadata": {}, "source": [ - "_**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", + "**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", - "neurons and Dense connectivity.\n", - "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.\n", + "neurons and Dense connectivity.
\n", + "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
\n", "The tutorial is useful to get started with Lava in a few minutes." ] }, @@ -47,11 +47,11 @@ "\n", "#### E/I Network\n", "\n", - "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.\n", - "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.
\n", + "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", "Additionaly, we here require a separation of the neurons into two populations: Neuros can either be inhibitory or excitatory.\n", - "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.\n", - "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.\n", + "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", + "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.
\n", "With an additional input one can feed in external activations into the network, the outport allows for reading out spikes." ] }, @@ -80,7 +80,7 @@ "metadata": {}, "source": [ "#### E/I Network Lava Process\n", - "We define the structure of the E/I Network Lava Hierarchical Process class.\n", + "We define the structure of the E/I Network Lava Hierarchical Process class.
\n", "The definition reflects the structure of the Lava Processes used to build the Hierarchical Process." ] }, @@ -212,9 +212,9 @@ "metadata": {}, "source": [ "#### Defining the parameters for the network\n", - "We define the parameters for the single neurons as well as the recurrent connectivity of the neurons.
\n", - "The recurrent weights encode the difference between excitatory and inhibitory neurons.
\n", - "Moreover, the weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", + "We define the parameters for the single neurons as well as the recurrent connectivity of the neurons.
\n", + "The recurrent weights encode the difference between excitatory and inhibitory neurons.
\n", + "Moreover, the weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", "We here follow the common choice that the ratio $\\gamma$ between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical. " ] }, @@ -319,7 +319,7 @@ "metadata": {}, "source": [ "#### Visualizing the acitvity\n", - "First, we visually inspect to spiking activity of the neurons in the network.\n", + "First, we visually inspect to spiking activity of the neurons in the network.
\n", "To this end, we display neurons on the vertical axis and mark the time step when a neuron spiked." ] }, @@ -395,7 +395,7 @@ "id": "81e1c3a9", "metadata": {}, "source": [ - "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.\n", + "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", "Overall, we see a heterogeneous network state with asynchronous spiking across neurons." ] }, @@ -405,13 +405,13 @@ "metadata": {}, "source": [ "#### Further analysis\n", - "Another hallmark property of the network activity is the *auto-correlation function* $c(\\tau)$.\n", - "With this function, one can assess the *memory* of the network.\n", + "Another characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", + "With this function, one can assess the *memory* of the network.
\n", "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", "\\begin{equation}\n", " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", "\\end{equation}\n", - "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.\n", + "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." ] }, @@ -502,9 +502,9 @@ "id": "52339454", "metadata": {}, "source": [ - "As expected, there is perfect correlation at a time lag of $0$.\n", - "We moreover see that for positive time lags the correlation is close to zero.\n", - "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.\n", + "As expected, there is perfect correlation at a time lag of $0$.
\n", + "We moreover see that for positive time lags the correlation is close to zero.
\n", + "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.
\n", "Such a network is unfit to perform meaningful computation." ] }, @@ -514,7 +514,7 @@ "metadata": {}, "source": [ "#### Controlling the network\n", - "One of the main control parameters we can tune for the above network is the strength of the recurrent weights.\n", + "One of the main control parameters we can tune for the above network is the strength of the recurrent weights.
\n", "Increasing the weights by scaling them up and leaving the rest (also the existence) of connections unchanged leads to a fundamentally different network state." ] }, @@ -577,8 +577,8 @@ "id": "3fcf5169", "metadata": {}, "source": [ - "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:\n", - "At seemingly random times, single neurons enter into active states of variable length.\n", + "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", + "At seemingly random times, single neurons enter into active states of variable length.
\n", "Next, we have a look at the auto-correlation function of the network." ] }, @@ -626,8 +626,8 @@ "id": "302dc265", "metadata": {}, "source": [ - "We observe a slowly decaying auto-correlation function.\n", - "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.\n", + "We observe a slowly decaying auto-correlation function.
\n", + "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.
\n", "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." ] }, @@ -637,8 +637,8 @@ "metadata": {}, "source": [ "#### Self balancing of the network\n", - "After having observed these two different dynamical states, we next turn to the question how they come about.\n", - "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.\n", + "After having observed these two different dynamical states, we next turn to the question how they come about.
\n", + "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." ] }, @@ -825,8 +825,8 @@ "metadata": {}, "source": [ "We first note that the the total activation is close to zero with a slight shift to negative values.\n", - "This self balancing gives the networks stability and prevents the divergence of the activity.\n", - "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.\n", + "This self balancing gives the networks stability and prevents the divergence of the activity.
\n", + "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.
\n", "Finally, we look at the evolution of the mean activation over time. To this end we plot three random sample:" ] }, @@ -875,10 +875,10 @@ "id": "a3358a9d", "metadata": {}, "source": [ - "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.\n", + "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:\n", - "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.\n", - "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.\n", + "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", + "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
\n", "Finally, note that this property is also seen on the population level." ] }, From 571f39ec0f04a87df963be6434df2e60d3434556 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Fri, 12 Aug 2022 03:07:00 -0700 Subject: [PATCH 09/26] Add tutorial notebook E/I network --- ...rial02_excitatory_inhibitory_network.ipynb | 945 ++++++++++++++++++ 1 file changed, 945 insertions(+) create mode 100644 tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb new file mode 100644 index 000000000..96ac603fe --- /dev/null +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -0,0 +1,945 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3fd51524", + "metadata": {}, + "source": [ + "*Copyright (C) 2022 Intel Corporation*
\n", + "*SPDX-License-Identifier: BSD-3-Clause*
\n", + "*See: https://spdx.org/licenses/*\n", + "\n", + "---\n", + "\n", + "# Excitatory-Inhibitory Spiking Neural Network with Lava" + ] + }, + { + "cell_type": "markdown", + "id": "8ac8ba24", + "metadata": {}, + "source": [ + "**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", + "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", + "neurons and Dense connectivity.
\n", + "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
\n", + "The tutorial is useful to get started with Lava in a few minutes." + ] + }, + { + "cell_type": "markdown", + "id": "3fbb06e6", + "metadata": {}, + "source": [ + "#### This tutorial assumes that you:\n", + "- have the [Lava framework installed](../in_depth/tutorial01_installing_lava.ipynb \"Tutorial on Installing Lava\")\n", + "- are familiar with the [Process concept in Lava](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", + "\n", + "#### This tutorial gives a bird's-eye view of\n", + "- how with Lava you can implement a simple E/I Network using\n", + "[Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons and [Dense\n", + "(fully connected)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") connectivity.\n", + "- how to use Hierarchical Process to build more complicated Processes from simpler ones\n", + "- how to create a SubProcessModels for this Hierarchical Process using already defined ProcessModels for a swift execution\n", + "\n", + "\n", + "(Add diagram)\n", + "\n", + "#### E/I Network\n", + "\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.
\n", + "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", + "Additionaly, we here require a separation of the neurons into two populations: Neuros can either be inhibitory or excitatory.\n", + "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", + "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.
\n", + "With an additional input one can feed in external activations into the network, the outport allows for reading out spikes." + ] + }, + { + "cell_type": "markdown", + "id": "89344cf6", + "metadata": {}, + "source": [ + "#### General imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "257a6fe8", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "de1acd9c", + "metadata": {}, + "source": [ + "#### E/I Network Lava Process\n", + "We define the structure of the E/I Network Lava Hierarchical Process class.
\n", + "The definition reflects the structure of the Lava Processes used to build the Hierarchical Process." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "497c0d06", + "metadata": {}, + "outputs": [], + "source": [ + "# Import Process level primitives\n", + "from lava.magma.core.process.process import AbstractProcess\n", + "from lava.magma.core.process.variable import Var\n", + "from lava.magma.core.process.ports.ports import InPort, OutPort" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "159d9263", + "metadata": {}, + "outputs": [], + "source": [ + "class EINetwork(AbstractProcess):\n", + " \"\"\"Network of recurrently connected neurons\n", + " with given weight matrix\n", + " \"\"\"\n", + " def __init__(self, **kwargs):\n", + " super().__init__(**kwargs)\n", + " shape = kwargs.get(\"shape\", (1,))\n", + " du = kwargs.pop(\"du\", 0)\n", + " dv = kwargs.pop(\"dv\", 0)\n", + " vth = kwargs.pop(\"vth\", 10)\n", + " bias_mant = kwargs.pop(\"bias_mant\", 0)\n", + " bias_exp = kwargs.pop(\"bias_exp\", 0)\n", + " weightsz = kwargs.pop(\"weights\", 0)\n", + " \n", + " # Ports for receiving input or sending output\n", + " self.a_in = InPort(shape=shape)\n", + " self.s_out = OutPort(shape=shape)\n", + "\n", + " # Variables for LIF Process\n", + " self.du = Var(shape=(1,), init=du)\n", + " self.dv = Var(shape=(1,), init=dv)\n", + " self.vth = Var(shape=(1,), init=vth)\n", + " self.bias_mant = Var(shape=shape, init=bias_mant)\n", + " self.bias_exp = Var(shape=shape, init=bias_exp)\n", + " \n", + " # Variable for Dense Process\n", + " self.weights = Var(shape=(shape[0], shape[0]), init=weights)" + ] + }, + { + "cell_type": "markdown", + "id": "01b9eabc", + "metadata": {}, + "source": [ + "#### ProcessModels for Python execution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bc319315", + "metadata": {}, + "outputs": [], + "source": [ + "# Import parent classes for ProcessModels for Hierarchical Processes\n", + "from lava.magma.core.model.sub.model import AbstractSubProcessModel\n", + "\n", + "# Import execution protocol\n", + "from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol\n", + "\n", + "# Import decorators\n", + "from lava.magma.core.decorator import implements" + ] + }, + { + "cell_type": "markdown", + "id": "4ed07fb5", + "metadata": {}, + "source": [ + "#### E/I Network Subprocess Model\n", + "Using the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6dc54408", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.proc.dense.process import Dense\n", + "from lava.proc.lif.process import LIF\n", + "\n", + "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", + "class SubEINetworkModel(AbstractSubProcessModel):\n", + " def __init__(self, proc):\n", + " shape = proc.proc_params.get(\"shape\", (1,))\n", + " du = proc.proc_params.get(\"du\", (1,))\n", + " dv = proc.proc_params.get(\"dv\", (1,))\n", + " vth = proc.proc_params.get(\"vth\", (1,))\n", + " bias_mant = proc.proc_params.get(\"bias_mant\", (1,))\n", + " bias_exp = proc.proc_params.get(\"bias_exp\", (1,))\n", + " weights = proc.proc_params.get(\"weights\", (1,))\n", + "\n", + " # Instantiate LIF and Dense Lava Processes\n", + " self.lif = LIF(shape=shape,\n", + " du=du,\n", + " dv=dv,\n", + " vth=vth,\n", + " bias_mant=bias_mant,\n", + " bias_exp=bias_exp)\n", + " self.dense = Dense(weights=weights)\n", + " \n", + " # Recurrently connect neurons to E/I Network\n", + " self.lif.s_out.connect(self.dense.s_in)\n", + " self.dense.a_out.connect(self.lif.a_in)\n", + "\n", + " # Connect incoming activation to neurons and elicited spikes to ouport\n", + " proc.a_in.connect(self.lif.a_in)\n", + " self.lif.s_out.connect(proc.s_out)" + ] + }, + { + "cell_type": "markdown", + "id": "83c46223", + "metadata": {}, + "source": [ + "#### Defining the parameters for the network\n", + "We define the parameters for the single neurons as well as the recurrent connectivity of the neurons.
\n", + "The recurrent weights encode the difference between excitatory and inhibitory neurons.
\n", + "Moreover, the weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", + "We here follow the common choice that the ratio $\\gamma$ between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a4cb58c2", + "metadata": {}, + "outputs": [], + "source": [ + "# Fix randomness\n", + "np.random.seed(1234)\n", + "\n", + "# Fix network size\n", + "num_neurons_exc = 320\n", + "num_neurons_inh = 80\n", + "num_neurons = num_neurons_exc + num_neurons_inh\n", + "shape = (num_neurons,)\n", + "\n", + "# Single neuron paramters\n", + "# Bias_mant is set to make the neuron spike\n", + "lif_params = {\n", + " \"vth\": 1,\n", + " \"du\": 0.01,\n", + " \"dv\": 0.1,\n", + " \"bias_mant\": 0.101}\n", + "\n", + "# inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", + "g = 4\n", + "\n", + "# Generate connectivity\n", + "# W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", + "# Set scaled standard deviation of recurrent weights\n", + "J = 0.5 / np.sqrt(num_neurons)\n", + "weights = np.random.normal(0, J, (num_neurons, num_neurons)) * lif_params['du']\n", + "\n", + "# Impose constraint that neurons can **either** be excitatory (positive weight) **or** inhibitory (negative weight)\n", + "# We use the commen choice of 4 times as many (i.e. 80%) excitatory neurons\n", + "n_exc = int(num_neurons * 0.8)\n", + "mask_pos_weights = (weights > 0)\n", + "mask_neg_weights = (weights < 0)\n", + "\n", + "exc_conns = np.full(weights.shape, True)\n", + "exc_conns[:, n_exc:] = False # Set entries for inhibitory neurons to False\n", + "inh_conns = np.invert(exc_conns)\n", + "\n", + "# Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", + "weights[mask_neg_weights * exc_conns] = 0\n", + "weights[mask_pos_weights * inh_conns] = 0\n", + "\n", + "# We finally need to increase the inhibitory weights by a factor of 4 to maintain balance\n", + "weights[inh_conns] *= g\n", + "\n", + "# Parameters Paramters for E/I network\n", + "network_params_balanced = {\"shape\": shape, \"weights\": weights, **lif_params}" + ] + }, + { + "cell_type": "markdown", + "id": "bd11399c", + "metadata": {}, + "source": [ + "#### Execution and Results" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ec3b4416", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.magma.core.run_conditions import RunSteps\n", + "from lava.magma.core.run_configs import Loihi1SimCfg\n", + "# Import io processes\n", + "from lava.proc.io import sink, source\n", + "\n", + "# Configurations for execution\n", + "num_steps = 700\n", + "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Instantiating network and IO processes\n", + "network_balanced = EINetwork(**network_params_balanced)\n", + "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", + "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "inport_plug.s_out.connect(network_balanced.a_in)\n", + "network_balanced.s_out.connect(outport_plug.a_in)\n", + "\n", + "network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", + "\n", + "# Fetching spiking activity\n", + "spks_balanced = outport_plug.data.get()\n", + "\n", + "network_balanced.stop()" + ] + }, + { + "cell_type": "markdown", + "id": "3c02ce1d", + "metadata": {}, + "source": [ + "#### Visualizing the acitvity\n", + "First, we visually inspect to spiking activity of the neurons in the network.
\n", + "To this end, we display neurons on the vertical axis and mark the time step when a neuron spiked." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "abac04ec", + "metadata": {}, + "outputs": [], + "source": [ + "def raster_plot(spks, stride=6, fig=None, color='b'):\n", + " \"\"\"Generate raster plot of spiking activity\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " spks : np.ndarray shape (num_neurons, timesteps)\n", + " Spiking activity of neurons, a spike is indicated by a one \n", + " stride : int\n", + " Stride for plotting neurons\n", + " \"\"\"\n", + " num_time_steps = spks.shape[1]\n", + " assert stride < num_time_steps, \"Stride must be smaller than number of time steps\"\n", + " \n", + " time_steps = np.arange(0, num_time_steps, 1)\n", + " if fig is None:\n", + " fig = plt.figure(figsize=(10,5))\n", + " timesteps = spks.shape[1]\n", + " \n", + " plt.xlim(-1, num_time_steps)\n", + " plt.yticks([])\n", + " \n", + " plt.xlabel('Time steps')\n", + " plt.ylabel('Neurons')\n", + " \n", + " for i in range(0, num_neurons, stride):\n", + " spike_times = time_steps[spks[i] == 1]\n", + " plt.plot(spike_times,\n", + " i * np.ones(spike_times.shape),\n", + " linestyle=' ',\n", + " marker='o',\n", + " markersize=1.5,\n", + " color=color)\n", + " \n", + " return fig " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5cb611d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = raster_plot(spks=spks_balanced)" + ] + }, + { + "cell_type": "markdown", + "id": "81e1c3a9", + "metadata": {}, + "source": [ + "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", + "Overall, we see a heterogeneous network state with asynchronous spiking across neurons." + ] + }, + { + "cell_type": "markdown", + "id": "76ebd05a", + "metadata": {}, + "source": [ + "#### Further analysis\n", + "Another characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", + "With this function, one can assess the *memory* of the network.
\n", + "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", + "\\begin{equation}\n", + " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", + "\\end{equation}\n", + "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", + "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2b40227d", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import pearsonr\n", + "\n", + "def auto_corr_fct(spks, max_lag=50):\n", + " \"\"\"Auto-correlation function of parallel spike trains\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " spks : np.ndarray shape (num_neurons, timesteps)\n", + " Spiking activity of neurons, a spike is indicated by a one \n", + " max_lag : int\n", + " Maximal lag for compuation of auto-correlation function\n", + " \n", + " Returns:\n", + " \n", + " lags : np.ndarray\n", + " lags for auto-correlation function\n", + " auto_corr_fct : np.ndarray\n", + " auto-correlation function\n", + " \"\"\"\n", + " assert max_lag < spks.shape[1], 'Maximal lag must be smaller then total number of time points'\n", + " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", + " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", + " \n", + " for i, lag in enumerate(lags):\n", + " shifted_spks = np.roll(spks, shift=lag, axis=1)\n", + " auto_corrs = np.zeros(spks.shape[0])\n", + " for j, spk in enumerate(spks):\n", + " auto_corrs[j] = pearsonr(spk, shifted_spks[j])[0]\n", + " auto_corr_fct[i] = np.mean(auto_corrs)\n", + " \n", + " return lags, auto_corr_fct\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9036e802", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct = auto_corr_fct(spks=spks_balanced)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Correlation')\n", + "plt.plot(lags, ac_fct)" + ] + }, + { + "cell_type": "markdown", + "id": "52339454", + "metadata": {}, + "source": [ + "As expected, there is perfect correlation at a time lag of $0$.
\n", + "We moreover see that for positive time lags the correlation is close to zero.
\n", + "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.
\n", + "Such a network is unfit to perform meaningful computation." + ] + }, + { + "cell_type": "markdown", + "id": "91374486", + "metadata": {}, + "source": [ + "#### Controlling the network\n", + "One of the main control parameters we can tune for the above network is the strength of the recurrent weights.
\n", + "Increasing the weights by scaling them up and leaving the rest (also the existence) of connections unchanged leads to a fundamentally different network state." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a2bf48c4", + "metadata": {}, + "outputs": [], + "source": [ + "# Changing the strenghts of the recurrent connections\n", + "network_params_critical = network_params_balanced.copy()\n", + "network_params_critical['weights'] = 1e2 * network_params_critical['weights']\n", + "\n", + "# Configurations for execution\n", + "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Creating new new network with changed weights\n", + "network_critical = EINetwork(**network_params_critical)\n", + "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", + "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "inport_plug.s_out.connect(network_critical.a_in)\n", + "network_critical.s_out.connect(outport_plug.a_in)\n", + "\n", + "network_critical.run(condition=run_cond, run_cfg=rcfg)\n", + "\n", + "# Fetching spiking activity\n", + "spks_critical = outport_plug.data.get()\n", + "\n", + "network_critical.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "bd6aba46", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = raster_plot(spks=spks_critical)" + ] + }, + { + "cell_type": "markdown", + "id": "3fcf5169", + "metadata": {}, + "source": [ + "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", + "At seemingly random times, single neurons enter into active states of variable length.
\n", + "Next, we have a look at the auto-correlation function of the network." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "55c87ab0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_critical)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Correlation')\n", + "plt.plot(lags, ac_fct_strong_weights)" + ] + }, + { + "cell_type": "markdown", + "id": "302dc265", + "metadata": {}, + "source": [ + "We observe a slowly decaying auto-correlation function.
\n", + "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.
\n", + "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." + ] + }, + { + "cell_type": "markdown", + "id": "c4278dc3", + "metadata": {}, + "source": [ + "#### Self balancing of the network\n", + "After having observed these two different dynamical states, we next turn to the question how they come about.
\n", + "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", + "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a9f2f809", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_activation(weights, spks, num_exc_neurons, num_inh_neurons):\n", + " \"\"\"Calculate excitatory, inhibitory and total activation to neurons\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " weights : np.ndarray (num_neurons, num_neurons)\n", + " Weights of recurrent connections\n", + " spks : np.ndarray (num_neurons, num_time_steps)\n", + " Spike times of neurons, 0 if neuron did not spike, 1 otherwise\n", + " num_exc_neurons : int\n", + " Number of excitatory neurons\n", + " num_inh_neurons : int\n", + " Number of inhibitory neurons\n", + " \n", + " Returns\n", + " -------\n", + " \n", + " activation_exc : np.ndarray (num_neurons, num_time_steps)\n", + " Excitatory activation provided to neurons\n", + " activation_inh : np.ndarray (num_neurons, num_time_steps)\n", + " Inhibitory activation provided to neurons\n", + " activations_total : np.ndarray (num_neurons, num_time_steps)\n", + " Total activation provided to neurons\n", + " \"\"\"\n", + " \n", + " weights_exc = weights[:, :num_exc_neurons]\n", + " weights_inh = weights[:, num_exc_neurons:]\n", + " \n", + " spks_exc = spks[:num_exc_neurons]\n", + " spks_inh = spks[num_exc_neurons:]\n", + " \n", + " activation_exc = np.matmul(weights_exc, spks_exc)\n", + " activation_inh = np.matmul(weights_inh, spks_inh)\n", + " \n", + " activation_total = activation_exc + activation_inh\n", + " \n", + " return activation_exc, activation_inh, activation_total" + ] + }, + { + "cell_type": "markdown", + "id": "3cc203e4", + "metadata": {}, + "source": [ + "Since the network needs some time to settle in it's dynamical state, we discard the first $200$ time steps." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4eaec40b", + "metadata": {}, + "outputs": [], + "source": [ + "offset = 200\n", + "\n", + "act_exc_balanced, act_inh_balanced, act_tot_balanced \\\n", + " = calculate_activation(network_params_balanced['weights'],\n", + " spks_balanced[:,offset:],\n", + " num_neurons_exc,\n", + " num_neurons_inh)\n", + "\n", + "act_exc_critical, act_inh_critical, act_tot_critical \\\n", + " = calculate_activation(network_params_critical['weights'],\n", + " spks_critical[:,offset:],\n", + " num_neurons_exc,\n", + " num_neurons_inh)" + ] + }, + { + "cell_type": "markdown", + "id": "ac240c27", + "metadata": {}, + "source": [ + "First, we look at the distribution of activation of a random neuron in both network states." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "acfeb34d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rnd_neuron = 4\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Activation')\n", + "ax1.set_ylabel('Relative frequency')\n", + "ax1.hist(act_exc_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", + "ax1.hist(act_inh_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='I'),\n", + "ax1.hist(act_tot_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", + "ax1.legend()\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Activation')\n", + "ax2.set_ylabel('Relative frequency')\n", + "ax2.hist(act_exc_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", + "ax2.hist(act_inh_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='I')\n", + "ax2.hist(act_tot_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a3afd82d", + "metadata": {}, + "source": [ + "Next, we plot the distribution of the temporal average:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "22933de6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Activation')\n", + "ax1.set_ylabel('Relative frequency')\n", + "ax1.hist(act_exc_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", + "ax1.hist(act_inh_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='I'),\n", + "ax1.hist(act_tot_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", + "ax1.legend()\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Activation')\n", + "ax2.set_ylabel('Relative frequency')\n", + "ax2.hist(act_exc_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", + "ax2.hist(act_inh_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='I')\n", + "ax2.hist(act_tot_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a22be55c", + "metadata": {}, + "source": [ + "We first note that the the total activation is close to zero with a slight shift to negative values.\n", + "This self balancing gives the networks stability and prevents the divergence of the activity.
\n", + "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.
\n", + "Finally, we look at the evolution of the mean activation over time. To this end we plot three random sample:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d7d38f3d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "time_steps = np.arange(offset, num_steps, 1)\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Time step')\n", + "ax1.set_ylabel('Activation')\n", + "for i in range(3):\n", + " ax1.plot(time_steps, act_tot_balanced[i], alpha=0.7)\n", + "\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Time step')\n", + "ax2.set_ylabel('Activation')\n", + "for i in range(3):\n", + " ax2.plot(time_steps, act_tot_critical[i], alpha=0.7)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a3358a9d", + "metadata": {}, + "source": [ + "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", + "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:\n", + "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", + "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
\n", + "Finally, note that this property is also seen on the population level." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a50b5d40", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "time_steps = np.arange(offset, num_steps, 1)\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Time step')\n", + "ax1.set_ylabel('Activation')\n", + "ax1.plot(time_steps, act_tot_balanced.mean(axis=0))\n", + "\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Time step')\n", + "ax2.set_ylabel('Activation')\n", + "ax2.plot(time_steps, act_tot_critical.mean(axis=0))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From c48d28bcaf5c453ea445935cebd55c50bdd0d5dd Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Fri, 12 Aug 2022 03:23:22 -0700 Subject: [PATCH 10/26] Add E/I tutorial to tests --- tests/lava/tutorials/test_tutorials.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/tests/lava/tutorials/test_tutorials.py b/tests/lava/tutorials/test_tutorials.py index 8b74b0ecf..6cc84f4ff 100644 --- a/tests/lava/tutorials/test_tutorials.py +++ b/tests/lava/tutorials/test_tutorials.py @@ -204,6 +204,14 @@ def test_end_to_end_01_mnist(self): e2e_tutorial=True ) + @unittest.skipIf(system_name != "linux", "Tests work on linux") + def test_end_to_end_02_ei_network(self): + """Test tutorial end to end 02 E/I network.""" + self._run_notebook( + "tutorial02_excitatory_inhibitory_network.ipynb", + e2e_tutorial=True + ) + @unittest.skip("Tutorial is text only and does not contain code") def test_in_depth_01_install_lava(self): """Test tutorial in depth install lava.""" From abfbf864b886b4c8da2b3894d96d71da80786fb2 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Tue, 16 Aug 2022 10:21:30 -0700 Subject: [PATCH 11/26] Adapt EI tutorial to higher level tutorial --- ...tory_inhibitory_network_higher_level.ipynb | 1026 +++++++++++++++++ 1 file changed, 1026 insertions(+) create mode 100644 tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb new file mode 100644 index 000000000..b3cc85ad4 --- /dev/null +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb @@ -0,0 +1,1026 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3fd51524", + "metadata": {}, + "source": [ + "*Copyright (C) 2022 Intel Corporation*
\n", + "*SPDX-License-Identifier: BSD-3-Clause*
\n", + "*See: https://spdx.org/licenses/*\n", + "\n", + "---\n", + "\n", + "# Excitatory-Inhibitory Spiking Neural Network with Lava" + ] + }, + { + "cell_type": "markdown", + "id": "8ac8ba24", + "metadata": {}, + "source": [ + "**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", + "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", + "neurons and Dense connectivity.
\n", + "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
\n", + "The tutorial is useful to get started with Lava in a few minutes." + ] + }, + { + "cell_type": "markdown", + "id": "3fbb06e6", + "metadata": {}, + "source": [ + "#### This tutorial assumes that you:\n", + "- have the [Lava framework installed](../in_depth/tutorial01_installing_lava.ipynb \"Tutorial on Installing Lava\")\n", + "- are familiar with the [Process concept in Lava](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", + "\n", + "#### This tutorial gives a bird's-eye view of\n", + "- how with Lava you can implement a simple E/I Network using\n", + "[Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons and [Dense\n", + "(fully connected)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") connectivity.\n", + "- how to use Hierarchical Process to build more complicated Processes from simpler ones\n", + "- how to create a SubProcessModels for this Hierarchical Process using already defined ProcessModels for a swift execution\n", + "\n", + "\n", + "(Add diagram)\n", + "\n", + "#### E/I Network\n", + "\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.
\n", + "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", + "Additionaly, we here require a separation of the neurons into two populations: Neurons can either be inhibitory or excitatory.
\n", + "Finally, we introduce a control parameter with which we are able to change the response properties of the network.
\n", + "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", + "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.
\n", + "With an additional input one can feed in external activations into the network, the outport allows for reading out spikes." + ] + }, + { + "cell_type": "markdown", + "id": "89344cf6", + "metadata": {}, + "source": [ + "#### General imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "257a6fe8", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "de1acd9c", + "metadata": {}, + "source": [ + "#### E/I Network Lava Process\n", + "We define the structure of the E/I Network Lava Hierarchical Process class.
\n", + "The definition reflects the structure of the Lava Processes used to build the Hierarchical Process.
" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "497c0d06", + "metadata": {}, + "outputs": [], + "source": [ + "# Import Process level primitives\n", + "from lava.magma.core.process.process import AbstractProcess\n", + "from lava.magma.core.process.variable import Var\n", + "from lava.magma.core.process.ports.ports import InPort, OutPort" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "159d9263", + "metadata": {}, + "outputs": [], + "source": [ + "class EINetwork(AbstractProcess):\n", + " \"\"\"Network of recurrently connected neurons\n", + " \n", + " Parameters\n", + " ----------\n", + " lif_params_exc : dict\n", + " Parameters for excitatory neurons \n", + " lif_params_inh : dict\n", + " Parameters for inhibitory neurons\n", + " g_factor : float (default 4)\n", + " Scaling factor for strength for inhibitory synapses as compared to excitatory synapses\n", + " q_facotr : float (set 1)\n", + " Scaling factor to change the response properties. Larger values correspond to longer memory and hence\n", + " higher bandwidth.\n", + " \"\"\"\n", + " def __init__(self, **kwargs):\n", + " super().__init__(**kwargs)\n", + " shape = kwargs.get(\"shape\", (1,))\n", + " self.lif_params_exc = kwargs.pop(\"lif_params_exc\").copy()\n", + " self.lif_params_inh = kwargs.pop(\"lif_params_inh\").copy()\n", + " self.g_factor = kwargs.pop(\"g_factor\", 4)\n", + " self.q_factor = kwargs.pop(\"q_factor\", 1)\n", + " self.weights = kwargs.pop(\"weights\", None)\n", + " \n", + " # Fetch values for excitatory neurons or set default\n", + " self.shape_exc = self.lif_params_exc.pop(\"shape\", (1,))\n", + " self.du_exc = self.lif_params_exc.pop(\"du\", 0)\n", + " self.dv_exc = self.lif_params_exc.pop(\"dv\", 0)\n", + " self.vth_exc = self.lif_params_exc.pop(\"vth\", 10)\n", + " self.bias_mant_exc = self.lif_params_exc.pop(\"bias_mant\", 1)\n", + " self.bias_exp_exc = self.lif_params_exc.pop(\"bias_exp\", 0)\n", + " \n", + " # Fetch values for inhibitory neurons or set default\n", + " self.shape_inh = self.lif_params_inh.pop(\"shape\", (1,))\n", + " self.du_inh = self.lif_params_inh.pop(\"du\", 0)\n", + " self.dv_inh = self.lif_params_inh.pop(\"dv\", 0)\n", + " self.vth_inh = self.lif_params_inh.pop(\"vth\", 10)\n", + " self.bias_mant_inh = self.lif_params_inh.pop(\"bias_mant\", 1)\n", + " self.bias_exp_inh = self.lif_params_inh.pop(\"bias_exp\", 0)\n", + "\n", + " # Get full shape of network\n", + " self.full_shape = self.shape_exc + self.shape_inh\n", + " \n", + " # Ports for receiving input or sending output\n", + " self.a_in = InPort(shape=(self.full_shape,))\n", + " self.s_out = OutPort(shape=(self.full_shape,))" + ] + }, + { + "cell_type": "markdown", + "id": "01b9eabc", + "metadata": {}, + "source": [ + "#### ProcessModels for Python execution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bc319315", + "metadata": {}, + "outputs": [], + "source": [ + "# Import parent classes for ProcessModels for Hierarchical Processes\n", + "from lava.magma.core.model.sub.model import AbstractSubProcessModel\n", + "\n", + "# Import execution protocol\n", + "from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol\n", + "\n", + "# Import decorators\n", + "from lava.magma.core.decorator import implements" + ] + }, + { + "cell_type": "markdown", + "id": "4ed07fb5", + "metadata": {}, + "source": [ + "#### E/I Network Subprocess Model\n", + "Using the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6dc54408", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.proc.dense.process import Dense\n", + "from lava.proc.lif.process import LIF\n", + "\n", + "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", + "class SubEINetworkModel(AbstractSubProcessModel):\n", + " def __init__(self, proc):\n", + " # Get parameters for full network\n", + " # First E population, then I population\n", + " \n", + " du_full = np.array([proc.du_exc] * proc.shape_exc + [proc.du_inh] * proc.shape_inh)\n", + " dv_full = np.array([proc.dv_exc] * proc.shape_exc + [proc.dv_inh] * proc.shape_inh)\n", + " vth_full = np.array([proc.vth_exc] * proc.shape_exc + [proc.vth_inh] * proc.shape_inh)\n", + " bias_mant_full = np.array([proc.bias_mant_exc] * proc.shape_exc + [proc.bias_mant_inh] * proc.shape_inh)\n", + " bias_exp_full = np.array([proc.bias_exp_exc] * proc.shape_exc + [proc.bias_exp_inh] * proc.shape_inh)\n", + " g_factor = proc.g_factor\n", + " q_factor = proc.q_factor\n", + " weights = proc.weights\n", + " \n", + " full_shape = proc.full_shape\n", + "\n", + " # Instantiate LIF and Dense Lava Processes\n", + " self.lif = LIF(shape=(full_shape,),\n", + " du=du_full,\n", + " dv=dv_full,\n", + " vth=vth_full,\n", + " bias_mant=bias_mant_full,\n", + " bias_exp=bias_exp_full)\n", + "\n", + " # Weights provided by user -> instantiate Dense Process\n", + " if weights:\n", + " self.dense = Dense(weights=weights)\n", + " # If not construct balanced network where weights are drawn according to\n", + " # a Gaussian distribution with mean |q_factor - 1| and std q_factor ** 2 / 2 * sqrt(full_shape)\n", + " # Clip weights so that neurons are either excitatory or inhibitory\n", + " else:\n", + " # Generate connectivity\n", + " # W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", + " # Set scaled standard deviation of recurrent weights\n", + " print(weights)\n", + " J = q_factor**2 * 0.5 / np.sqrt(full_shape)\n", + " weights = np.random.normal(0, J,\n", + " (full_shape, full_shape))\n", + " \n", + " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", + " # **or** inhibitory (negative weight)\n", + " exc_conns = np.full(weights.shape, True)\n", + " exc_conns[:, proc.shape_exc:] = False # Set entries for inhibitory neurons to False\n", + " inh_conns = np.invert(exc_conns)\n", + " \n", + " mask_pos_weights = (weights > 0)\n", + " mask_neg_weights = (weights < 0)\n", + "\n", + " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", + " weights[mask_neg_weights * exc_conns] = 0\n", + " weights[mask_pos_weights * inh_conns] = 0\n", + " \n", + " # Scale the weights according to integration time step\n", + " weights[exc_conns] *= proc.du_exc\n", + " weights[inh_conns] *= proc.du_inh\n", + "\n", + " # We finally need to increase the inhibitory weights by a factor to control balance\n", + " weights[inh_conns] *= g_factor\n", + " proc.weights = weights\n", + " \n", + " self.dense = Dense(weights=weights)\n", + " \n", + " \n", + " # Recurrently connect neurons to E/I Network\n", + " self.lif.s_out.connect(self.dense.s_in)\n", + " self.dense.a_out.connect(self.lif.a_in)\n", + "\n", + " # Connect incoming activation to neurons and elicited spikes to ouport\n", + " proc.a_in.connect(self.lif.a_in)\n", + " self.lif.s_out.connect(proc.s_out)" + ] + }, + { + "cell_type": "markdown", + "id": "83c46223", + "metadata": {}, + "source": [ + "#### Defining the parameters for the network\n", + "Next, we need to constrain the network with the needed parameters.
\n", + "First, we define the dimensionality of the network. Since the neurons in an E/I network tend to low correlations and decouple, we identify the dimensionality with the total number of neurons in the network.
\n", + "Moreover, we need to set the parameters for the excitatory and inhibitory neurons\n", + "For the recurrent connecitivty we employ the generation method defined in the class.
\n", + "The weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", + "We here follow the common choice that the ratio between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical.
\n", + "Since the connection probability between two arbitrary neurons is equal, we therefore need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$.
\n", + "Finally, we set a parameter that controls the response properties of the network by scaling up the recurrent weights, the `q_factor`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a4cb58c2", + "metadata": {}, + "outputs": [], + "source": [ + "# Fix randomness\n", + "np.random.seed(1234)\n", + "\n", + "# Dimensionality of network\n", + "dim = 400\n", + "shape = (dim,)\n", + "\n", + "# We represented the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory\n", + "num_neurons_exc = int(dim * 0.8)\n", + "num_neurons_inh = dim - num_neurons_exc\n", + "\n", + "# Single neuron paramters\n", + "# Bias_mant is set to make the neuron spike\n", + "lif_params_exc = {\n", + " \"shape\": num_neurons_exc,\n", + " \"vth\": 1,\n", + " \"du\": 0.01,\n", + " \"dv\": 0.1,\n", + " \"bias_mant\": 0.101}\n", + "\n", + "lif_params_inh = {\n", + " \"shape\": num_neurons_inh,\n", + " \"vth\": 1,\n", + " \"du\": 0.01,\n", + " \"dv\": 0.1,\n", + " \"bias_mant\": 0.101}\n", + "\n", + "\n", + "num_neurons = lif_params_exc['shape'] + lif_params_inh['shape']\n", + "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", + "g_factor = 4\n", + "\n", + "# Factor controlling the\n", + "q_factor = 1\n", + "\n", + "# Parameters Paramters for E/I network\n", + "network_params_balanced = {\"lif_params_exc\": lif_params_exc,\n", + " \"lif_params_inh\": lif_params_inh,\n", + " \"g_factor\": g_factor,\n", + " \"q_factor\": q_factor,\n", + " \"weights\": None}" + ] + }, + { + "cell_type": "markdown", + "id": "bd11399c", + "metadata": {}, + "source": [ + "#### Execution and Results" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ec3b4416", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], + "source": [ + "from lava.magma.core.run_conditions import RunSteps\n", + "from lava.magma.core.run_configs import Loihi1SimCfg\n", + "# Import io processes\n", + "from lava.proc.io import sink, source\n", + "\n", + "# Configurations for execution\n", + "num_steps = 700\n", + "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Instantiating network and IO processes\n", + "network_balanced = EINetwork(**network_params_balanced)\n", + "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", + "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "inport_plug.s_out.connect(network_balanced.a_in)\n", + "network_balanced.s_out.connect(outport_plug.a_in)\n", + "\n", + "network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", + "\n", + "# Fetching spiking activity\n", + "spks_balanced = outport_plug.data.get()\n", + "\n", + "network_balanced.stop()" + ] + }, + { + "cell_type": "markdown", + "id": "3c02ce1d", + "metadata": {}, + "source": [ + "#### Visualizing the acitvity\n", + "First, we visually inspect to spiking activity of the neurons in the network.
\n", + "To this end, we display neurons on the vertical axis and mark the time step when a neuron spiked." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "abac04ec", + "metadata": {}, + "outputs": [], + "source": [ + "def raster_plot(spks, stride=6, fig=None, color='b'):\n", + " \"\"\"Generate raster plot of spiking activity\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " spks : np.ndarray shape (num_neurons, timesteps)\n", + " Spiking activity of neurons, a spike is indicated by a one \n", + " stride : int\n", + " Stride for plotting neurons\n", + " \"\"\"\n", + " num_time_steps = spks.shape[1]\n", + " assert stride < num_time_steps, \"Stride must be smaller than number of time steps\"\n", + " \n", + " time_steps = np.arange(0, num_time_steps, 1)\n", + " if fig is None:\n", + " fig = plt.figure(figsize=(10,5))\n", + " timesteps = spks.shape[1]\n", + " \n", + " plt.xlim(-1, num_time_steps)\n", + " plt.yticks([])\n", + " \n", + " plt.xlabel('Time steps')\n", + " plt.ylabel('Neurons')\n", + " \n", + " for i in range(0, num_neurons, stride):\n", + " spike_times = time_steps[spks[i] == 1]\n", + " plt.plot(spike_times,\n", + " i * np.ones(spike_times.shape),\n", + " linestyle=' ',\n", + " marker='o',\n", + " markersize=1.5,\n", + " color=color)\n", + " \n", + " return fig " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "80307fe2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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m9mOSbtEw0nWNu3+/u9+ZvbrEVudcAUAJS77uLPncgDkO7VyZ2fMkvVrS+yV9jrs/193fU6SyDNhbEEBpS77uLPncgDmOGrn6bkmfLOkHJb3dzN43Pt5vZu/LX15bWtsapUaOmvlq50WfTp6Uzp5d5nzPJZ8bMMekRUTnirKI6IkTwxD2zs5wQWgpfu7aS+Woma92XgBAG0otIroIuYewc8YvMfxeeoi/1i0FbmUAAHLqauQKAADgKIxcrYG5NgAAILeuOld8bBgAAOTWVeeKuTYAACC3SRs3LwXb3wAAgNy6GrnKNecqZdxUsSLFmRtjSecSsZaUsYiTP06EGDWPbzF3rfMtXe8mx7WQayPunv2xtbXlEezsuEvD16hxU8WKFGdujCWdS8RaUsYiTv44EWLUPL7F3LXOt3S9mxwXNZekPZ/R7+mqc7W7OzTq7m7cuKliRYozN8aSziViLSljESd/nAgxah7fYu5a51u63k2Oi5prbueKda4AAABWsM7VGljnCsCSLPmatuRzK6WVNmylznV0NXLFnnIAlmTJ17Qln1sprbRhxDoZuVoD61wBWJIlX9OWfG6ltNKGrdS5jq7WuQKAJVny2n1LPrdSWmnDVupcR1cjV2x/AwAAcuuqc7XEoUcAABBLV7cFlzj0CAAAYulq5GqJH/cEAACxdNW5Ys4VAADIravOFXOuAABAbsy5AgAASKirkSvmXAEAgNy66lwx5woAAOTWVeeKOVcAACA35lwBAAAk1NXIFXOu4oryuylZR4lcOXPkip06bo915jjnFl9LuWOXiF8qx9LyVP83xd2zP7a2tjyCnR13afiKWKL8bkrWUSJXzhy5YqeO22OdOc65xddS7tgl4pfKsbQ8c3NI2vMZ/Z6uOle7u0ND7+7WrgT7RfndlKyjRK6cOXLFTh23xzpznHOLr6XcsUvEL5VjaXnm5qBztYa5jZ3iBZHqRRX5wp4jXu64xK6bo9X2aaUT08L7O3LnMtp1O1qcVLEinRedqzXMHSZMMZSZajg08i2JHPFyxyV23Ryttk8rt99aeH9Hvi0a7bodLU6qWJHOi87VGhi5ajde7rjErpuj1faJPoKTK2b0GqOe71LjpIoV6bzmdq5siJHX9va27+3tZc8DAAAwl5mdc/ftTY9nKQYAAICEuupcsf0NAADIravOFdvfAACA3Nj+BgAAIKGuRq6YcwX0gfc6gJq66lwx5wroA+91ADV11blizhXQB97rAGpinSsAAIAVrHO1hhrzMErlzJ0nZ/yWay8Rv1SOmjnJFT8P76OYuZbSbkt4ff0/c5Z3n/qIsv1NiT3YauVk77flxi+Vo2ZOcsXPw/soZq6ltFu015fYW3C6Enuw1crJ3m/LjV8qR82c5Iqfh/dRzFxLabdory86V2touYNQOx+wNJHfQ0vvTNfIu/Tzq5UvWg2pctO5WkPLt7Zq5wOWJvJ7aOm3gWvkXfr51coXrYZUuelcrYGRKwAXRH4PMXLVbp7aeSO8rhm5cpZiAAAAWMVSDGtgSwwAAJBbV50rtsQAAAC5ddW5YksMAACQ27HaBZR08uTwAAAAyKWrkSvmXAEAgNy66lwx5woAAOTWVeeKOVcAACA35lwBAAAk1NXIVYk5VzXmddWeS1Y7/2Ei17ZfS7VeTLRziFJPqTpy5inZlrlztdhOOeKmjpkyXuTaJpmzvPvUR5Ttb0rsd9TTnmBR8h8mcm37tVTrxUQ7hyj1LGH/vJJtmTtXi+2UI27qmCnj1a5N7C04XYn9jnraEyxK/sNErm2/lmq9mGjnEKWeJeyfV7Itc+dqsZ1yxE0dM2W82rXRuVrD0jfQXHq+mnmj/CMNAMhvbueqq42bT5wYlmLY2ZHOniVfa/lq5q11rgCA8ti4eQ2ll2Ig33LysowHAGCqrkauAAAAjsLI1RqifCwbAAAsV1edK7a/AQAAuXXVuWLeDAAAyI3tbwAAABLqauSqxS0VIm8B0EttPcRKGS9SnAgxah5f69g5x7d4vjWObal9NzmudJ3J//2es0jW1EeURURb3FKh9hYApWKljkesevEixYkQo+bxtY6dc3yL51vj2Jbad5PjSte5/xixQvt0LW6pUHsLgFKxUscjVr14keJEiFHz+FrHzjm+xfOtcWxL7bvJcaXr3H/M3M5VV+tcnTkzfFLw9GnmXgEAgIOxztUaWIoBAADk1lXniqUYAABAbizFAAAAkFBXI1dsfwNgKSJez2rVVDJviVw5c7QUu4XljS5qzmz4qY8onxbMvRQDAJQS8XpWq6aSeUvkypmjpdg1lzfSzE8LdjVyxZwrAEsR8XpWq6aSeUvkypmjpdg5ai31WulqKQYAAICjsBTDGiLOUQAAAMvSVeeKda4AAEBuXXWuIs5RAAAAy8I6VwAAAAl1NXLV+vokJeKXylEyTyt1AACWoatPC544Mcy52tmRzp5tM8cSzqF0nlbqAADEwKcF19D6+iQl4pfKUTJPK3UAAJahq5GrM2eGTwqePs3cKwAAcDBGrtbAUgwAACC3rjpX3P4BAAC5sRQDAABAQl2NXPGRewAAkFtXnSvmXAEAgNy66lwx5woAAOTGnCsAAICEuhq5WtLWMUBNUV/nEesqWdNStq5ayrW69Rw5YrdW78bcPftja2vLI9jZcZeGry3nAGqL+jqPWFfJmkrlyp1nKdfq1nPkiN1KvZL2fEa/p6vO1e7u0Oi7u23nAGqL+jqPWFfJmkrlyp1nKdfq1nPkiN1KvXM7V11tfwMAAHAUtr9ZQ4r7sSnv6UaN1UK8XDFzxs0du3SuGvMbWp7DEv09EPU9H/Ecqam9OMWvV3OGvaY+otwWTHE/NuU93aixWoiXK2bOuLljl85VY35Ty3NYor8Hor7nI54jNbUXZ90YYs7VdCnux6a8pxs1VgvxcsXMGTd37NK5asxvankOS/T3QNT3fMRzpKb24qwbg87VGqJf3JZUC5BblNf7kjrMpXKUyrOkc6mRr/X/oM2JT+dqDdGH5ZdUC5BblNf7km71lspRKs+SzqVGvtanFsyJT+dqDYxcAcsR5fXOyFXcPEs6lxr5Io8s5Y4/t3PFUgwAAAArWIoBAAAgEDpXAAAACdG5AgAASIjOFQAAQEJ0rgAAABKicwUAAJAQnSsAAICE6FwBAAAkROcKAAAgITpXAAAACRXZ/sbM3i/pfPZEy3W5pHfVLqJhtN/maLt5aL/N0Xbz0H7zPMTdL9304GMpKznE+Tl79PTOzPZov83Rfpuj7eah/TZH281D+81jZrM2ROa2IAAAQEJ0rgAAABIq1bl6QaE8S0X7zUP7bY62m4f22xxtNw/tN8+s9isyoR0AAKAX3BYEAABIKHvnysweY2bnzexNZvbs3PlaZGa/ZWZ3mtltK8/d18xeYWZvHL9+wvi8mdnzx/a8xcyuqVd5fWb2QDP7WzN7vZm9zsyeOT5P+01gZvcysxvN7Oax/X5kfP5BZnbD2E5/YmYfMz5/z/H7N41/f7zqCQRgZnc3s9ea2XXj97TdRGb2FjO71cxuuvDpLN6705jZfczshWb2BjO73cyupe2mMbOHjK+5C4/3mdl3pWy/rJ0rM7u7pF+R9BWSrpL0FDO7KmfORv2OpMfse+7Zks64+5WSzozfS0NbXjk+vlXSrxWqMar/kfTd7n6VpEdJesb4GqP9pvkvSV/i7g+TdLWkx5jZoyT9lKSfd/fPkPQeSU8ff/7pkt4zPv/z48/17pmSbl/5nrZbzxe7+9Urywbw3p3mFyW93N0fKulhGl6DtN0E7n5+fM1dLWlL0ockvVgp28/dsz0kXSvp+pXvnyPpOTlztvqQdFzSbSvfn5f0gPHPD9CwVpgk/bqkpxz0czxckv5S0pfSfhu13cdKeo2kR2pYfPDY+PxH3seSrpd07fjnY+PPWe3aK7bZFeNF+EskXSfJaLu12u8tki7f9xzv3aPb7TJJ/7z/9UPbbdSWXybpbOr2y31b8FMk/evK928bn8PRPtHd/2388zskfeL4Z9r0IsbbLA+XdINov8nG21o3SbpT0iskvVnSf7j7/4w/stpGH2m/8e/fK+l+RQuO5RckfZ+kD4/f30+03Tpc0l+b2Tkz+9bxOd67R3uQpHdK+u3xlvRvmNklou028fWS/mj8c7L2Y0J7A3zoKvOxzkOY2cdJ+nNJ3+Xu71v9O9rvcO7+vz4Mj18h6RGSHlq3ojaY2eMl3enu52rX0rBHu/s1Gm67PMPMvmD1L3nvXtQxSddI+jV3f7ikD+qjt7Ak0XZTjPMhnyDpz/b/3dz2y925ukPSA1e+v2J8Dkf7dzN7gCSNX+8cn6dN9zGze2joWP2hu79ofJr2W5O7/4ekv9VwK+s+ZnZhe6zVNvpI+41/f5mkd5etNIwTkp5gZm+R9Mcabg3+omi7ydz9jvHrnRrmvDxCvHeneJukt7n7DeP3L9TQ2aLt1vMVkl7j7v8+fp+s/XJ3rl4t6crx0zMfo2H47SWZcy7FSyQ9dfzzUzXMJbrw/DeNn154lKT3rgxjdsfMTNJvSrrd3X9u5a9ovwnM7P5mdp/xz/fWMF/tdg2drCeNP7a//S6065Mk/c34P7zuuPtz3P0Kdz+u4dr2N+7+DaLtJjGzS8zs0gt/1jD35Tbx3j2Su79D0r+a2UPGp05Ker1ou3U9RR+9JSilbL8Ck8UeK+mfNMzj+IHak9ciPsZf7r9JukvD/0iermEuxhlJb5S0K+m+48+ahk9gvlnSrZK2a9dfue0erWHo9hZJN42Px9J+k9vvcyW9dmy/2ySdGp9/sKQbJb1Jw5D5Pcfn7zV+/6bx7x9c+xwiPCR9kaTraLu12uzBkm4eH6+78O8D793J7Xe1pL3xvfsXkj6Btlur/S7RMHJ82cpzydqPFdoBAAASYkI7AABAQnSuAAAAEqJzBQAAkBCdKwAAgIToXAEAACRE5wpAMmZ2v5Wd5t9hZneMf/6Amf1qoRquNrPHlsgFAAc5dvSPAMA07v5uDevvyMyeK+kD7v4zhcu4WtK2pJcVzgsAkhi5AlCAmX2RmV03/vm5Zva7ZvaPZvZWM/tqM/tpM7vVzF4+bmckM9sys78fN/W9/sK2FPvifq2Z3WZmN5vZP4w7QZyW9ORxxOzJ40rgv2VmN46b3D5xPPZpZvaXZvZ3ZvZGM/vh8flLzOylY8zbzOzJ5VoKwBIwcgWghk+X9MWSrpL0Kklf4+7fZ2YvlvQ4M3uppF+S9ER3f+fYwflxSd+yL84pSV/u7neY2X3c/b/N7JSGFZS/Q5LM7Cc0bDXzLeNWPzea2e54/CMkfbakD0l69Zj30yS93d0fNx5/WbZWALBIdK4A1PBX7n6Xmd0q6e6SXj4+f6uk45IeoqHT84ph+0jdXcMWUfudlfQ7Zvankl50wN9Lw551TzCz7xm/v5ekTx3//IrxVqbM7EUatlN6maSfNbOf0rClzT9ufJYAukTnCkAN/yVJ7v5hM7vLP7oP14c1XJdM0uvc/drDgrj7t5nZIyU9TtI5M9s64MdMw8jY+f/35HDc/v2/3N3/ycyu0bBH5Y+Z2Rl3P73uCQLoF3OuAER0XtL9zexaSTKze5jZZ+3/ITP7dHe/wd1PSXqnpAdKer+kS1d+7HpJ32njEJiZPXzl777UzO5rZveW9JWSzprZJ0v6kLv/gaTnSbom/ekBWDJGrgCEM86depKk549zno5J+gVJr9v3o88zsys1jE6dkXSzpH+R9Gwzu0nST0r60fHYW8zsbpL+WdLjx+NvlPTnkq6Q9AfuvmdmXz7G/bCkuyR9e67zBLBM9tHReADoh5k9TSsT3wEgFW4LAgAAJMTIFQAAQEKMXAEAACRE5woAACAhOlcAAAAJ0bkCAABIiM4VAABAQnSuAAAAEvo/9/X0NnNcukYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = raster_plot(spks=spks_balanced)" + ] + }, + { + "cell_type": "markdown", + "id": "81e1c3a9", + "metadata": {}, + "source": [ + "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", + "Overall, we see a heterogeneous network state with asynchronous spiking across neurons." + ] + }, + { + "cell_type": "markdown", + "id": "76ebd05a", + "metadata": {}, + "source": [ + "#### Further analysis\n", + "Another characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", + "With this function, one can assess the *memory* of the network.
\n", + "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", + "\\begin{equation}\n", + " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", + "\\end{equation}\n", + "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", + "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2b40227d", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import pearsonr\n", + "\n", + "def auto_corr_fct(spks, max_lag=50):\n", + " \"\"\"Auto-correlation function of parallel spike trains\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " spks : np.ndarray shape (num_neurons, timesteps)\n", + " Spiking activity of neurons, a spike is indicated by a one \n", + " max_lag : int\n", + " Maximal lag for compuation of auto-correlation function\n", + " \n", + " Returns:\n", + " \n", + " lags : np.ndarray\n", + " lags for auto-correlation function\n", + " auto_corr_fct : np.ndarray\n", + " auto-correlation function\n", + " \"\"\"\n", + " assert max_lag < spks.shape[1], 'Maximal lag must be smaller then total number of time points'\n", + " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", + " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", + " \n", + " for i, lag in enumerate(lags):\n", + " shifted_spks = np.roll(spks, shift=lag, axis=1)\n", + " auto_corrs = np.zeros(spks.shape[0])\n", + " for j, spk in enumerate(spks):\n", + " auto_corrs[j] = pearsonr(spk, shifted_spks[j])[0]\n", + " auto_corr_fct[i] = np.mean(auto_corrs)\n", + " \n", + " return lags, auto_corr_fct\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9036e802", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct = auto_corr_fct(spks=spks_balanced)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Correlation')\n", + "plt.plot(lags, ac_fct)" + ] + }, + { + "cell_type": "markdown", + "id": "52339454", + "metadata": {}, + "source": [ + "As expected, there is perfect correlation at a time lag of $0$.
\n", + "We moreover see that for positive time lags the correlation is close to zero.
\n", + "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.
\n", + "Such a network is unfit to perform meaningful computation." + ] + }, + { + "cell_type": "markdown", + "id": "91374486", + "metadata": {}, + "source": [ + "#### Controlling the network\n", + "One of the main control parameters we can tune for the above network is the `q_factor`.
\n", + "Increasing this factors alters the recurrent weights and thereby the strength of the recurrent connectivity. Dynamically, this increase results in a fundamentally different network state." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "78d091ea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], + "source": [ + "# Fix randomness\n", + "np.random.seed(1234)\n", + "\n", + "# Changing the strenghts of the recurrent connections\n", + "network_params_critical = network_params_balanced.copy()\n", + "network_params_critical['q_factor'] = 10 * network_params_critical['q_factor']\n", + "\n", + "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Creating new new network with changed weights\n", + "network_critical = EINetwork(**network_params_critical)\n", + "\n", + "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", + "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "inport_plug.s_out.connect(network_critical.a_in)\n", + "network_critical.s_out.connect(outport_plug.a_in)\n", + "\n", + "network_critical.run(condition=run_cond, run_cfg=rcfg)\n", + "\n", + "# Fetching spiking activity\n", + "spks_critical = outport_plug.data.get()\n", + "\n", + "network_critical.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "bd6aba46", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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17DP1LlcKreZPCuf51eRYq4gt/9ritTRY0czVw/ITLJO0RdILJT3mnFso8iChZK7ydS1VnPtuSz8soA2y3qDZa516l8Go+cMostdWm19L0+ot+PKeB90l6Z+P+6B16XT6Z67KUmU/LCmc/4aIrf2xNSnWfrENy1zhcqHV/EnhPL+aHGsVsfVmrtBfocxV3zuaPdw76RoklMwVSzEAAIBhppK5MrP35jZnJO2S9NS4D1qXfPsbJlcAAKAKRdvfzOU+rpFvf3NbVUFVhfY3AACgakVrrn5ekszsOc65b1QbUnVofwMAAKpW9LTgzZJ+S9KspO82s1dK+qfOuUYVtfcuxbC6Kp05E29hIrERWxtiJTZiI1ZiK3N7fl6Sts5pAkWXYrhX0lskfdI596p03yPOue8t8iChFLT3W4oBAADgcjvPO7c+O+69iy4iKufcl80sv+viuA9al96lGMhcERuxNT9WYiM2YiW2sjNX6+tPndIEik6uvmxmeyQ5M3uWpPdIenSSB67D4qJfmyNz+HB9sQAAgDCZnZ3o3FbRqwV/StJBSd8l6ZSkm9LtRkkSf2owSeqOBAAAtFXRqwXPSHp7xbFUjnWuAABA1TadXJnZ8iZfds65Xyg5nkp1Ot0V2gEAAKowLHN1vs++ayW9U9LzJDVqcsU6VwAAoGqbTq6ccx/KbpvZnHwh+z+R9LuSPjTofqGit2AYsvXGzp3z27FekRJybE2KldiIjVibGVu/ButteX8eus6VmT1X0nvla64+KunDzrmvj/Igoa1ztWePdOJE3dHEK7/eGAAgXjMz0qVL3bUnQ3l/rrRxs5kdkfRjkj4i6eXOuXPjPlAIqLkKQ7beGJmrcGJpcqzERmzE2szYBmWu2mBYzdXPSPqmpA9K+kBuEVGTL2i/rsLYKvPgg36StXevX0hU6i4qmr+dX2A0hCdiKLGUHRsAID4XL0p33unfB44e9e8L+/bV/542tfY3kwrttGCWfsy3wBl0GwAAxGZK7W/aIDstmKUfyVwRG7E1P1ZiIzZiJbayM1eTtr+JKnMFAAAwzKQF7UXb37QC7W8AAEDVoppc5dvfAAAAVCGqyVWn49fQaMulngAAIDxRFbTT/gYAAFQtqslVb9sVqTlXLxAbsRErsRFbeNshx0ps422zztWIaLsCAACGY52rwnrbrkjNmUkTG7ERK7ERW3jbIcdKbONtl7HOVVSTq8VF38MIAABgELOzE/VpiWpylSTdxs1NL2zvrR/jP5D2xyZJs7PSykrzn78A0GZR1lzt2SOdOFF3NJOhfixebXj+AkDIJl2hParMVdZbsA3rXPXWjzUpA0Nsk2Wu2vD8BYA2i2py1SbUjwGIWb40okn/JLU5tszsrLS0JK2u+u2lJWltTdq798p9WZlOm8p2JE4LAgAaiNKIsM3NSRsbl9/uty97Pw7t/ZnTgiNo02lBAIhZvjQipuxQyLFlRs1cZX/PNr0/R5W5AgAAGGbSzFVUjZuTxKcek6TuSAAAQFtFNblaXvbndJeX644EAAC0VVSTq07HF8u15ZwuAAAIT1QF7YuL7bjEEwAAhCuqzBU1VwAAoGpRTa6ouQIAAFWLanJFzRUAAKgaNVcAAAAlimpyNax3Ub5XlRTXSruZ2VlpZYVJKIBqZcdbya/WfeyYdPp0uKueb2xI+/f7nq57917eFw/oFdUK7cN6F9GrygultxOA9sofb/M950I2MyNdunRlXzy0D70FRzCsd1G+V5UUxn9LdWSuqEkDULXseCs1O3MF9BPV5EqSnnxSuvXWYhOYmOTH4cCBsCZ+IU9K2xpbk2IltubHduyY3w7ZxYvSnXf62I8e9bHv2+e/Fso4hvw3blJs8/OStHVuzKeKpEhPCwIAAAy287xz67Pj3juqzFWn47MyWeq5STNpYiM2YiU2YgtvO+RYiW287fl5aX39qVOaQFSTq8VF6Ykn6o4CAACEzOzsRJdYRLWIKO1vAABA1aKaXNH+BgAAVC2qyRXtbwAAQNWiq7liNV0AAFClqCZXw9rf9DpyRLrjDr8ab91XL0jVPlaG9jcAAEwmynWuirYsuO66ZrRkKBstHQAAMaP9zQiGtb/pdfvtcWauqEkDAGB8UWWuAAAAhiFzNYJ+NVdJ0m3WHNIKsU1azZbY2hdbk2IlNmIjVmIrc5vegiPqV3NFv0EAAHA5egsW1q/mqtMhc0VsxNbkWImN2IiV2MrOXNFbcETPPOMnUysrfnt5efDSA/nTiJK/3/y8tLQkra1Je/dKq6v+a0tL/vaWLRX/AgCAqF11lXTbbdLJk8WXFsJoJu0tGOVpQcmfGpQ2X5ohfxox+17JXz24sdH9nN8HAEDVZmakS5dYOqcqFLSPIDsFmN2WNl+aofc0YnbfzTJX58517x9LCpXY2hdbk2IlNmKLLdaNDWn//m7mCuGJKnMFAAAwDJmrEYza/iYE2VIRZ86E859aCP+5ERuxtj22rL4zy47n60TrOob11qHmY8m+tnfv4Mx+/vZmxzRp83GSaNU1Tfm/bVlna6RwXqf9XnssxTCCUdvfhIClIoB45Ws5i9SJVq1fHWoWS/a1YTWpZdanNulY3mS9f1sphjpjlmIobNT2NyHI6sTIXBEbscYVW2/mqkidaNV6j6H529nXppm5atKxvMnyf9tYMleTLsUQVeYKAABgGGquRjDNmqusVkra/OrC/O38fwBSWLN8iRoHoOnyx6XNargG1U9VdTV0k7IaTYpVuvLKQo7f0xFV5mqaNVf5Wqlp1iBUjRoHoLmKrvW3Wf0Umoc1sUZH5moE06y5yq+p1abMFTUOQHMVXetvUP0UmatmxSqxJlZdospcAQAADEPmagTD1mHJ9q2tXX5uuneNj94M0+zslZmo/M/q/Zz/j3GzK2vyV9NI4fw31LT/3EKJpUmxNSlWYiM2Ym1/bFL3vXbQe3VIospcFVmHJfucPzfdb42PXpv9rH4/Wyq2JgwAAPA2e68uE5mrEQxbh6Vfdqn3fmSu2v3fEbE1L1ZiIzZibX9s0uDMVYiimlxldu2SDh/2t7PP+dv5fVI35ZgVgr773f6PurAgHT/unwTHjnWfDEeP+ifD0aN++/HHL9/et6/75PngB/2TZ3W1O6laXb3yMuns9qAJW35yFkKbjKpkl5JnCywOKrYFALTHhQvS6dNXvr/m30/LmvjR/mZEkyzF0G9phezy1rJs1uoiuz3slGO/+7bp0tthS1wAADA52t8UNslSDP2WVsgyV3Nz5cyUh7W6KJq5CqFNRlU2W+Iiy1y1NS1OrMRGbOFthxwrsY3/fkz7GwAAgBJNWtA+U2YwoUsSf1opSTb/noUF6cYbpeuvl665xn+uavs5z5He9S4f15Ej3fh6Yy0SOwAAqF9UmasiNVf5mp5pyWq3+i3VkMU6zdY9AADEjKUYRlCk5iqr6Tl3bjrnePOtCfot1ZDdnmbrHgAAML6oMlcAAADDkLkaQb/2N8eO+bUzQr96gdiIjViJjdjC2w45VmIbb5t1rka0WfsbAAAAj3WuCuvX/obMFbERW7NjJTZiI1ZiKztzNek6V1FNrjKD2t80Xf605+pq/xYxUnex0vn5wW12etvmZG1n8vffssVvX7hQ5W/VTM9+tnTwYNhd24FY9Dt+DTo+trl9WNNkf7cmtjaL8rRgW5cz6D3tKfU/BVqkzU7vGPVrO4PNVd21HUAxg45fsbUPa5o6lkbq4rRgYW1fziB/2jOfpRqUucruI/XPXPX+7N7//Pq1m6k7nRtK6nn79sszVwDq0+/4ld2OqX1Y00x7aaQyTwtGlbkCAAAYhvY3I6CFDMaVtUUqswVSle2VFhYub6cEAJieqDJXba+5QnXqPfc/Hmq+AGA8LCI6grbXXKE62bn/M2eaUQ+WvxKK5zsATFdUmSsAAIBhyFyNIFsHirVLyte7xlZ+XZKqr+rovfqn35VA/a6YzO+r48pHabT7ZmZnL89K8VxGFXrXGJr2Vb/55/mgq51H+TqvF0xTVJkraq6q02+NrWkZtIZX7xo2w9a3aRLqqVC1EOoMh63TN+rXeb2gKDJXI6Dmqjq9a2yRuZpe5gqoQn6NIak9mStgGqLKXAEAAAxD5moE+bqgcc6/11mDIIWz6jmxtT+2JsVKbMRGrMRW5vb8vCRtndMEospc9dYFjXr+PYQaBAAAUDV6CxaWrwsa5/x7nTUIUjizemJrf2xNipXYiI1Yia3szNWkvQWjmlxldu2SDh8e/X6Li9LJk+XHAwAAwmF2dqLryKPqLbi87E/rLS/XHQkAAGirqCZXnY6vs+JyXAAAUJWoTgsuLrI6LwAAqFZUmask8Vf8JUndkQAAgLaKanJFzRUAAKhaVJMraq4AAEDVqLkCAAAoUVSTq37tbyS/MKjUbfhZV6PS0BZc29iQ9u/3a3uN2zIIAIDYRN/+Ruq2tMn2o2tmRrp0afyWQQAANA2Nm0cwqP0NmavRMlcAAGCwqDJXAAAAw5C5GkGSSAcOSKdPh5MdCjlzRWzxxtakWImN2IiV2Mrcnp+XpK1zmkBUmaus5goAAGCwneedW58d995RZa46HTJXxBbOdsixNSlWYiM2YiW2sjNX6+tPndIEoppcSdLsrPSSl/ji9bU1lhgIUZL4iwyyCwsAANO3ZYt/v1xZie/90ezsRGsHRHtaMFtagCUGwsPpWwAIR4zvjxS0j6DTuXzZhd7MFcKQ/Z3KWBJDCifV3KTYmhQrsREbsVYTm+TP9vD+OLqoMlcAAADDTJq5iqpxMwAAQNWYXAEAAJSIyRUAAECJmFwBAACUiMkVAABAiZhcAQAAlIjJFQAAQImYXAEAAJSIyRUAAECJmFwBAACUaCrtb8xsQ9JjlT9Qe81LOlN3EA3G+I2PsZsM4zc+xm4yjN9kXuacmxv3ztNq3PzYJD16Ymdm9zN+42P8xsfYTYbxGx9jNxnGbzJmNlFDZE4LAgAAlIjJFQAAQImmNbn6yJQep60Yv8kwfuNj7CbD+I2PsZsM4zeZicZvKgXtAAAAseC0IAAAQIkqn1yZ2RvM7DEze9zM3lf14zWRmf22mT1tZo/k9j3XzD5jZl9MP39nut/MbCUdzy+Y2a76Iq+fmb3AzP7IzNbN7KSZvSfdz/gVYGZbzOw+M/t8On4/n+5/oZndm47TfzOz70j3X5NuP55+fUetv0AAzOwqM/tzM7sr3WbsCjKzL5nZw2b2UHZ1Fq/dYsxsm5l9zMz+t5k9amY3M3bFmNnL0udc9vE3ZvbTZY5fpZMrM7tK0n+Q9COSdkp6m5ntrPIxG2pV0ht69r1PUuKce6mkJN2W/Fi+NP14l6Rfn1KMofpbST/jnNsp6XWSDqbPMcavmG9K+kHn3Csl3STpDWb2Okm/JOlXnXMvkfR1Se9Mv/+dkr6e7v/V9Pti9x5Jj+a2GbvR/IBz7qbcsgG8dov5sKS7nXPfI+mV8s9Bxq4A59xj6XPuJkmvlvQNSZ9QmePnnKvsQ9LNku7Jbb9f0vurfMymfkjaIemR3PZjkrant7fLrxUmSb8h6W39vo8PJ0l3Svohxm+ssXuOpAclvVZ+8cGr0/3ffh1LukfSzentq9Pvs7pjr3HMbkgPwj8o6S5JxtiNNH5fkjTfs4/X7vBx2yrpr3qfP4zdWGP5DyWdKHv8qj4t+F2SvpzbfjLdh+Gud859Jb19WtL16W3GdID0NMurJN0rxq+w9LTWQ5KelvQZSX8p6Rnn3N+m35Ifo2+PX/r1s5KeN9WAw/Jrkn5W0qV0+3li7EbhJP1PM3vAzN6V7uO1O9wLJX1V0n9KT0n/ppldK8ZuHP9Y0u+kt0sbPwraG8D5qTKXdW7CzGYl/b6kn3bO/U3+a4zf5pxzF51Pj98g6TWSvqfeiJrBzN4k6Wnn3AN1x9Jgr3fO7ZI/7XLQzP5+/ou8dge6WtIuSb/unHuVpPPqnsKSxNgVkdZDvlnS7/V+bdLxq3pydUrSC3LbN6T7MNxfm9l2SUo/P53uZ0x7mNmz5CdW/9U59/F0N+M3IufcM5L+SP5U1jYzy9pj5cfo2+OXfn2rpK9NN9Jg3CLpzWb2JUm/K39q8MNi7Apzzp1KPz8tX/PyGvHaLeJJSU865+5Ntz8mP9li7EbzI5IedM79dbpd2vhVPbn6nKSXplfPfId8+u2TFT9mW3xS0jvS2++QryXK9v9kevXC6ySdzaUxo2NmJum3JD3qnPuV3JcYvwLM7Plmti29/Wz5erVH5SdZb0m/rXf8snF9i6Q/TP/Di45z7v3OuRucczvkj21/6Jx7uxi7QszsWjOby27L1748Il67QznnTkv6spm9LN21KGldjN2o3qbuKUGpzPGbQrHYrZL+Qr6O4wN1F6+F+JH+cb8i6Vvy/5G8U74WI5H0RUl/IOm56fea/BWYfynpYUm7646/5rF7vXzq9guSHko/bmX8Co/fKyT9eTp+j0haTve/SNJ9kh6XT5lfk+7fkm4/nn79RXX/DiF8SPp+SXcxdiON2YskfT79OJm9P/DaLTx+N0m6P33trkn6TsZupPG7Vj5zvDW3r7TxY4V2AACAElHQDgAAUCImVwAAACVicgUAAFAiJlcAAAAlYnIFAABQIiZXAEpjZs/LdZo/bWan0tvnzOw/TimGm8zs1mk8FgD0c/XwbwGAYpxzX5Nff0dm9nOSzjnnjk45jJsk7Zb06Sk/LgBIInMFYArM7PvN7K709s+Z2UfN7E/N7Akz+zEz+2Uze9jM7k7bGcnMXm1mn02b+t6TtaXo+bk/YWaPmNnnzexP0k4QHUlvTTNmb01XAv9tM7svbXJ7W3rfJTO708z+2My+aGZ3pPuvNbNPpT/zETN76/RGCkAbkLkCUIcXS/oBSTsl/S9JP+6c+1kz+4SkN5rZpyT9e0m3Oee+mk5w/rWkAz0/Z1nSDzvnTpnZNufc/zOzZfkVlN8tSWb2b+RbzRxIW/3cZ2Z/kN7/NZK+V9I3JH0ufdwbJT3lnHtjev+tlY0CgFZicgWgDv/DOfctM3tY0lWS7k73Pyxph6SXyU96PuPbR+oq+RZRvU5IWjWz/y7p432+LvmedW82s3+Vbm+R9N3p7c+kpzJlZh+Xb6f0aUkfMrNfkm9p86dj/5YAosTkCkAdvilJzrlLZvYt1+3DdUn+uGSSTjrnbt7shzjnfsrMXivpjZIeMLNX9/k2k8+MPXbZTn+/3v5fzjn3F2a2S75H5S+aWeKc64z6CwKIFzVXAEL0mKTnm9nNkmRmzzKzhd5vMrMXO+fudc4tS/qqpBdI2pA0l/u2eyT9C0tTYGb2qtzXfsjMnmtmz5a0V9IJM/u7kr7hnDsu6YikXeX/egDajMwVgOCktVNvkbSS1jxdLenXJJ3s+dYjZvZS+exUIunzkv6PpPeZ2UOS/q2kX0jv+wUzm5H0V5LelN7/Pkm/L+kGScedc/eb2Q+nP/eSpG9J+mdV/Z4A2sm62XgAiIeZLSlX+A4AZeG0IAAAQInIXAEAAJSIzBUAAECJmFwBAACUiMkVAABAiZhcAQAAlIjJFQAAQImYXAEAAJTo/wM3hfnQXmdtNQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = raster_plot(spks=spks_critical)" + ] + }, + { + "cell_type": "markdown", + "id": "3fcf5169", + "metadata": {}, + "source": [ + "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", + "At seemingly random times, single neurons enter into active states of variable length.
\n", + "Next, we have a look at the auto-correlation function of the network." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "55c87ab0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_critical)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Correlation')\n", + "plt.plot(lags, ac_fct_strong_weights)" + ] + }, + { + "cell_type": "markdown", + "id": "302dc265", + "metadata": {}, + "source": [ + "We observe a slowly decaying auto-correlation function.
\n", + "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.
\n", + "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." + ] + }, + { + "cell_type": "markdown", + "id": "c4278dc3", + "metadata": {}, + "source": [ + "#### Self balancing of the network\n", + "After having observed these two different dynamical states, we next turn to the question how they come about.
\n", + "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", + "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a9f2f809", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_activation(weights, spks, num_exc_neurons):\n", + " \"\"\"Calculate excitatory, inhibitory and total activation to neurons\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " weights : np.ndarray (num_neurons, num_neurons)\n", + " Weights of recurrent connections\n", + " spks : np.ndarray (num_neurons, num_time_steps)\n", + " Spike times of neurons, 0 if neuron did not spike, 1 otherwise\n", + " num_exc_neurons : int\n", + " Number of excitatory neurons\n", + " \n", + " Returns\n", + " -------\n", + " \n", + " activation_exc : np.ndarray (num_neurons, num_time_steps)\n", + " Excitatory activation provided to neurons\n", + " activation_inh : np.ndarray (num_neurons, num_time_steps)\n", + " Inhibitory activation provided to neurons\n", + " activations_total : np.ndarray (num_neurons, num_time_steps)\n", + " Total activation provided to neurons\n", + " \"\"\"\n", + " \n", + " weights_exc = weights[:, :num_exc_neurons]\n", + " weights_inh = weights[:, num_exc_neurons:]\n", + " \n", + " spks_exc = spks[:num_exc_neurons]\n", + " spks_inh = spks[num_exc_neurons:]\n", + " \n", + " activation_exc = np.matmul(weights_exc, spks_exc)\n", + " activation_inh = np.matmul(weights_inh, spks_inh)\n", + " \n", + " activation_total = activation_exc + activation_inh\n", + " \n", + " return activation_exc, activation_inh, activation_total" + ] + }, + { + "cell_type": "markdown", + "id": "3cc203e4", + "metadata": {}, + "source": [ + "Since the network needs some time to settle in it's dynamical state, we discard the first $200$ time steps." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4eaec40b", + "metadata": {}, + "outputs": [], + "source": [ + "offset = 200\n", + "\n", + "act_exc_balanced, act_inh_balanced, act_tot_balanced \\\n", + " = calculate_activation(network_balanced.weights,\n", + " spks_balanced[:,offset:],\n", + " lif_params_exc['shape'])\n", + "\n", + "act_exc_critical, act_inh_critical, act_tot_critical \\\n", + " = calculate_activation(network_critical.weights,\n", + " spks_critical[:,offset:],\n", + " lif_params_exc['shape'])" + ] + }, + { + "cell_type": "markdown", + "id": "ac240c27", + "metadata": {}, + "source": [ + "First, we look at the distribution of activation of a random neuron in both network states." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "acfeb34d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rnd_neuron = 4\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Activation')\n", + "ax1.set_ylabel('Relative frequency')\n", + "ax1.hist(act_exc_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", + "ax1.hist(act_inh_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='I'),\n", + "ax1.hist(act_tot_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", + "ax1.legend()\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Activation')\n", + "ax2.set_ylabel('Relative frequency')\n", + "ax2.hist(act_exc_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", + "ax2.hist(act_inh_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='I')\n", + "ax2.hist(act_tot_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a3afd82d", + "metadata": {}, + "source": [ + "Next, we plot the distribution of the temporal average:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "22933de6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Activation')\n", + "ax1.set_ylabel('Relative frequency')\n", + "ax1.hist(act_exc_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", + "ax1.hist(act_inh_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='I'),\n", + "ax1.hist(act_tot_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", + "ax1.legend()\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Activation')\n", + "ax2.set_ylabel('Relative frequency')\n", + "ax2.hist(act_exc_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", + "ax2.hist(act_inh_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='I')\n", + "ax2.hist(act_tot_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", + "ax2.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a22be55c", + "metadata": {}, + "source": [ + "We first note that the the total activation is close to zero with a slight shift to negative values.\n", + "This self balancing gives the networks stability and prevents the divergence of the activity.
\n", + "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.
\n", + "Finally, we look at the evolution of the mean activation over time. To this end we plot three random sample:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d7d38f3d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "time_steps = np.arange(offset, num_steps, 1)\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Time step')\n", + "ax1.set_ylabel('Activation')\n", + "for i in range(3):\n", + " ax1.plot(time_steps, act_tot_balanced[i], alpha=0.7)\n", + "\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Time step')\n", + "ax2.set_ylabel('Activation')\n", + "for i in range(3):\n", + " ax2.plot(time_steps, act_tot_critical[i], alpha=0.7)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a3358a9d", + "metadata": {}, + "source": [ + "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", + "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:\n", + "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", + "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
\n", + "Finally, note that this property is also seen on the population level." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5cf77e75", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "time_steps = np.arange(offset, num_steps, 1)\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.set_title('Small weights')\n", + "ax1.set_xlabel('Time step')\n", + "ax1.set_ylabel('Activation')\n", + "ax1.plot(time_steps, act_tot_balanced.mean(axis=0))\n", + "\n", + "\n", + "ax2.set_title('High weights')\n", + "ax2.set_xlabel('Time step')\n", + "ax2.set_ylabel('Activation')\n", + "ax2.plot(time_steps, act_tot_critical.mean(axis=0))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From c924be7dc0702f6e149037c15dead5c76da706a3 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Wed, 24 Aug 2022 01:05:38 -0700 Subject: [PATCH 12/26] Extend E/I network tutorial by rate ProcModel --- ...tory_inhibitory_network_higher_level.ipynb | 902 ++++++++++++------ 1 file changed, 635 insertions(+), 267 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb index b3cc85ad4..e1538f939 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb @@ -11,7 +11,7 @@ "\n", "---\n", "\n", - "# Excitatory-Inhibitory Spiking Neural Network with Lava" + "# Excitatory-Inhibitory Neural Network with Lava" ] }, { @@ -19,11 +19,9 @@ "id": "8ac8ba24", "metadata": {}, "source": [ - "**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", - "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", - "neurons and Dense connectivity.
\n", - "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
\n", - "The tutorial is useful to get started with Lava in a few minutes." + "**Motivation**: In this tutorial, we will build a Lava Process for a neural networks of excitatory and inhibitory neurons (E/I network).
\n", + "E/I networks are a fundamental example of neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", + "We will investigate some of their dynamical properties for different instantiations, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
" ] }, { @@ -36,24 +34,20 @@ "- are familiar with the [Process concept in Lava](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", "\n", "#### This tutorial gives a bird's-eye view of\n", - "- how with Lava you can implement a simple E/I Network using\n", - "[Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons and [Dense\n", - "(fully connected)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") connectivity.\n", - "- how to use Hierarchical Process to build more complicated Processes from simpler ones\n", - "- how to create a SubProcessModels for this Hierarchical Process using already defined ProcessModels for a swift execution\n", - "\n", + "- how with Lava you can implement a simple E/I Network Lava Process\n", + "- hot to define and select multiple ProcessModels for the E/I Network, based on Rate and [Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons\n", "\n", "(Add diagram)\n", "\n", "#### E/I Network\n", "\n", - "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.
\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of neurons consisting of two populations of neurons.
\n", "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", - "Additionaly, we here require a separation of the neurons into two populations: Neurons can either be inhibitory or excitatory.
\n", + "Additionaly, we here require a separation of the neurons into two classes (the populations): Neurons can either be inhibitory or excitatory.
\n", "Finally, we introduce a control parameter with which we are able to change the response properties of the network.
\n", - "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", - "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.
\n", - "With an additional input one can feed in external activations into the network, the outport allows for reading out spikes." + "In this tutorial, we build a Lava Process for an E/I network.
\n", + "Our description is agnostic towards the neuron model that governs the dynmical behavior. Considering an E/I network as a Lava Process, instantiations with different neuron models correspond to different ProcessModels.
\n", + "We here implement different ProcessModels for an E/I network Process using rate and spiking neuron.
" ] }, { @@ -81,8 +75,7 @@ "metadata": {}, "source": [ "#### E/I Network Lava Process\n", - "We define the structure of the E/I Network Lava Hierarchical Process class.
\n", - "The definition reflects the structure of the Lava Processes used to build the Hierarchical Process.
" + "We define the structure of the E/I Network Lava Process class.
" ] }, { @@ -107,50 +100,63 @@ "source": [ "class EINetwork(AbstractProcess):\n", " \"\"\"Network of recurrently connected neurons\n", - " \n", - " Parameters\n", - " ----------\n", - " lif_params_exc : dict\n", - " Parameters for excitatory neurons \n", - " lif_params_inh : dict\n", - " Parameters for inhibitory neurons\n", - " g_factor : float (default 4)\n", - " Scaling factor for strength for inhibitory synapses as compared to excitatory synapses\n", - " q_facotr : float (set 1)\n", - " Scaling factor to change the response properties. Larger values correspond to longer memory and hence\n", - " higher bandwidth.\n", " \"\"\"\n", " def __init__(self, **kwargs):\n", " super().__init__(**kwargs)\n", - " shape = kwargs.get(\"shape\", (1,))\n", - " self.lif_params_exc = kwargs.pop(\"lif_params_exc\").copy()\n", - " self.lif_params_inh = kwargs.pop(\"lif_params_inh\").copy()\n", + " \n", + " shape_exc = kwargs.pop(\"shape_exc\", (1,))\n", + " bias_exc = kwargs.pop(\"bias_exc\", 1)\n", + " shape_inh = kwargs.pop(\"shape_inh\", (1,))\n", + " bias_inh = kwargs.pop(\"bias_inh\", 1)\n", + " # Factor controlling strength of inhibitory synapses relative to excitatory synapses\n", " self.g_factor = kwargs.pop(\"g_factor\", 4)\n", + " # Factor controlling response properties of network.\n", + " # Larger q_factor -> longer lasting effect of provided input\n", " self.q_factor = kwargs.pop(\"q_factor\", 1)\n", - " self.weights = kwargs.pop(\"weights\", None)\n", - " \n", - " # Fetch values for excitatory neurons or set default\n", - " self.shape_exc = self.lif_params_exc.pop(\"shape\", (1,))\n", - " self.du_exc = self.lif_params_exc.pop(\"du\", 0)\n", - " self.dv_exc = self.lif_params_exc.pop(\"dv\", 0)\n", - " self.vth_exc = self.lif_params_exc.pop(\"vth\", 10)\n", - " self.bias_mant_exc = self.lif_params_exc.pop(\"bias_mant\", 1)\n", - " self.bias_exp_exc = self.lif_params_exc.pop(\"bias_exp\", 0)\n", + " weights = kwargs.pop(\"weights\", None)\n", " \n", - " # Fetch values for inhibitory neurons or set default\n", - " self.shape_inh = self.lif_params_inh.pop(\"shape\", (1,))\n", - " self.du_inh = self.lif_params_inh.pop(\"du\", 0)\n", - " self.dv_inh = self.lif_params_inh.pop(\"dv\", 0)\n", - " self.vth_inh = self.lif_params_inh.pop(\"vth\", 10)\n", - " self.bias_mant_inh = self.lif_params_inh.pop(\"bias_mant\", 1)\n", - " self.bias_exp_inh = self.lif_params_inh.pop(\"bias_exp\", 0)\n", - "\n", - " # Get full shape of network\n", - " self.full_shape = self.shape_exc + self.shape_inh\n", + " full_shape = shape_exc + shape_inh\n", " \n", + " self.state = Var(shape=(full_shape,), init=0)\n", + " self.shape_exc = Var(shape=(1,), init=shape_exc)\n", + " self.shape_inh = Var(shape=(1,), init=shape_inh)\n", + " self.bias_exc = Var(shape=(shape_exc,), init=bias_exc)\n", + " self.bias_inh = Var(shape=(shape_inh,), init=bias_inh)\n", + "\n", " # Ports for receiving input or sending output\n", - " self.a_in = InPort(shape=(self.full_shape,))\n", - " self.s_out = OutPort(shape=(self.full_shape,))" + " self.inport = InPort(shape=(full_shape,))\n", + " self.outport = OutPort(shape=(full_shape,))\n", + " \n", + " # If weights are not provided construct balanced network where weights are drawn according to\n", + " # a Gaussian distribution with mean 0 and a std of q_factor ** 2 * sqrt(full_shape)\n", + " # Clip weights so that neurons are either excitatory or inhibitory\n", + " if not weights:\n", + " # Generate connectivity\n", + " # W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", + " # Set scaled standard deviation of recurrent weights\n", + " J = self.q_factor**2 / np.sqrt(full_shape)\n", + " weights = np.random.normal(0, J,\n", + " (full_shape, full_shape))\n", + " \n", + " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", + " # **or** inhibitory (negative weight)\n", + " exc_conns = np.full(weights.shape, True)\n", + " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False\n", + " inh_conns = np.invert(exc_conns)\n", + " \n", + " mask_pos_weights = (weights > 0)\n", + " mask_neg_weights = (weights < 0)\n", + "\n", + " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", + " weights[mask_neg_weights * exc_conns] = 0\n", + " weights[mask_pos_weights * inh_conns] = 0\n", + "\n", + " # We finally need to increase the inhibitory weights by a factor to control balance\n", + " weights[inh_conns] *= self.g_factor\n", + " \n", + " self.proc_params.overwrite('weights', weights)\n", + " \n", + " self.weights = Var(shape=(full_shape, full_shape), init=weights)" ] }, { @@ -169,13 +175,14 @@ "outputs": [], "source": [ "# Import parent classes for ProcessModels for Hierarchical Processes\n", + "from lava.magma.core.model.py.model import PyLoihiProcessModel\n", "from lava.magma.core.model.sub.model import AbstractSubProcessModel\n", "\n", "# Import execution protocol\n", "from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol\n", "\n", "# Import decorators\n", - "from lava.magma.core.decorator import implements" + "from lava.magma.core.decorator import implements, tag, requires" ] }, { @@ -183,13 +190,454 @@ "id": "4ed07fb5", "metadata": {}, "source": [ - "#### E/I Network Subprocess Model\n", - "Using the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process." + "### Rate neurons\n", + "We next turn to the different implementations of the E/I Network.\n", + "We start with a rate network obeying the equation\n", + "\\begin{equation}\n", + " \\tau\\dot{r} = -r + W \\phi(r) + I_{\\mathrm{bias}}.\n", + "\\end{equation}\n", + "The rate or state $r$ is a vector containing the excitatory and inhibitory populations.
\n", + "The dynamics consists of a dampning part ($-r$), a part modelling the recurrent connecitivty ($ W \\phi(r)$)\n", + " and an external bias ($I_{\\mathrm{bias}})$.
\n", + " We discretize the equation as follows:\n", + " \\begin{equation}\n", + " r(i + 1) = (1 - dr) \\odot r(i) + W \\phi(r(i)) \\odot dr + I_{\\mathrm{bias}} \\odot dr\n", + "\\end{equation}\n", + "Potentially different time scales in the neuron dynamics of excitatory and inhibitory neurons as well as different bias currents for these subpopulations are encoded in the vectors $dr$ and $I_{\\mathrm{bias}}$." ] }, { "cell_type": "code", "execution_count": 5, + "id": "44795c5b", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.magma.core.model.py.type import LavaPyType\n", + "from lava.magma.core.model.py.ports import PyInPort, PyOutPort\n", + "from lava.magma.core.resources import CPU\n", + "from lava.magma.core.model.model import AbstractProcessModel\n", + "\n", + "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", + "@tag('rate_neurons') # tag allows for easy selection of ProcessModel in case multiple are defined\n", + "@requires(CPU)\n", + "class RateEINetworkModel(PyLoihiProcessModel):\n", + "\n", + " outport: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, float)\n", + " inport: PyInPort = LavaPyType(PyInPort.VEC_DENSE, float) \n", + " state : np.ndarray = LavaPyType(np.ndarray, float)\n", + " shape_exc : int = LavaPyType(int, int)\n", + " shape_inh : int = LavaPyType(int, int)\n", + " bias_exc : np.ndarray = LavaPyType(np.ndarray, float)\n", + " bias_inh : np.ndarray = LavaPyType(np.ndarray, float)\n", + " weights : np.ndarray = LavaPyType(np.ndarray, float)\n", + "\n", + " def __init__(self, proc):\n", + " super().__init__(proc_params=proc)\n", + " \n", + " self.dr_exc = proc.get('dr_exc')\n", + " self.dr_inh = proc.get('dr_inh')\n", + " \n", + " self.proc = proc\n", + " \n", + " self.got_decay = False\n", + " self.got_bias = False\n", + " self.weights_scaled = False\n", + " \n", + " def get_decay(self):\n", + " '''Construct decay factor\n", + " '''\n", + " dr_full = np.array([self.dr_exc] * self.shape_exc + [self.dr_inh] * self.shape_inh)\n", + " self.decay = 1 - dr_full\n", + " \n", + " self.got_decay= True\n", + " \n", + " def get_bias(self):\n", + " '''Construce biases\n", + " '''\n", + " self.bias_full = np.hstack([self.bias_exc, self.bias_inh])\n", + " self.got_bias = False \n", + " \n", + " def scale_weights(self):\n", + " '''Scale the weights with integration time step\n", + " '''\n", + " exc_conns = np.full(self.weights.shape, True)\n", + " exc_conns[:, self.shape_exc:] = False # Set entries for inhibitory neurons to False\n", + " inh_conns = np.invert(exc_conns)\n", + " \n", + " self.weights[exc_conns] *= self.dr_exc\n", + " self.weights[inh_conns] *= self.dr_inh\n", + " self.proc.overwrite('weights', self.weights)\n", + " \n", + " self.weights_scaled = True\n", + " \n", + " def state_update(self, state):\n", + " \"\"\"Update network state according to \n", + " r[i + 1] = (1 - dr)r[i] + Wr[i]*r*dr + bias*dr\n", + " \"\"\"\n", + " state_new = self.decay * state # decay state\n", + " state_new += self.bias_full # add bias\n", + " state_new += self.weights @ np.tanh(state) # add recurrent input\n", + " return state_new\n", + " \n", + " def run_spk(self):\n", + " \"\"\"The run function that performs the actual computation during\n", + " execution orchestrated by a PyLoihiProcessModel using the\n", + " LoihiProtocol.\n", + " \"\"\"\n", + " \n", + " if not self.got_decay:\n", + " self.get_decay()\n", + " \n", + " if not self.got_bias:\n", + " self.get_bias()\n", + " \n", + " if not self.weights_scaled:\n", + " self.scale_weights()\n", + " \n", + " a_in = self.inport.recv()\n", + " self.state = self.state_update(self.state) + a_in\n", + " self.outport.send(self.state)\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "1cd93212", + "metadata": {}, + "source": [ + "#### Defining the parameters for the network\n", + "Next, we need to constrain the network with the needed parameters.
\n", + "First, we define the dimensionality of the network. Since the neurons in an E/I network tend to low correlations and decouple, we identify the dimensionality with the total number of neurons in the network.
\n", + "Moreover, we need to set the parameters for the excitatory and inhibitory neurons\n", + "For the recurrent connecitivty we employ the generation method defined in the class.
\n", + "The weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", + "We here follow the common choice that the ratio between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical.
\n", + "Since the connection probability between two arbitrary neurons is equal, we therefore need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$.
\n", + "Finally, we set a parameter that controls the response properties of the network by scaling up the recurrent weights, the `q_factor`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7cadbf55", + "metadata": {}, + "outputs": [], + "source": [ + "# Fix randomness\n", + "np.random.seed(1234)\n", + "\n", + "# Dimensionality of network\n", + "dim = 400\n", + "shape = (dim,)\n", + "\n", + "# We represented the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory\n", + "num_neurons_exc = int(dim * 0.8)\n", + "num_neurons_inh = dim - num_neurons_exc\n", + "\n", + "# Single neuron paramters\n", + "# Bias_mant is set to make the neuron spike\n", + "lif_params_exc = {\n", + " \"shape_exc\": num_neurons_exc,\n", + " \"dr_exc\": 0.01,\n", + " \"bias_exc\": 0.101}\n", + "\n", + "lif_params_inh = {\n", + " \"shape_inh\": num_neurons_inh,\n", + " \"dr_inh\": 0.01,\n", + " \"bias_inh\": 0.101}\n", + "\n", + "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", + "g_factor = 4\n", + "\n", + "# Factor controlling the\n", + "q_factor = 1\n", + "\n", + "# Parameters Paramters for E/I network\n", + "network_params_balanced = {}\n", + "\n", + "network_params_balanced.update(lif_params_exc)\n", + "network_params_balanced.update(lif_params_inh)\n", + "network_params_balanced['g_factor'] = g_factor\n", + "network_params_balanced['q_factor'] = q_factor\n", + "network_params_balanced['weights'] = None" + ] + }, + { + "cell_type": "markdown", + "id": "ac80469e", + "metadata": {}, + "source": [ + "#### Execution and Results" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e609ac8c", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.magma.core.run_conditions import RunSteps\n", + "from lava.magma.core.run_configs import Loihi1SimCfg\n", + "# Import io processes\n", + "from lava.proc.io import sink, source\n", + "from lava.proc.monitor.process import Monitor\n", + "\n", + "# Configurations for execution\n", + "num_steps = 700\n", + "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Instantiating network and IO processes\n", + "network_balanced = EINetwork(**network_params_balanced)\n", + "state_monitor = Monitor()\n", + "\n", + "state_monitor.probe(target=network_balanced.state, num_steps=num_steps)\n", + "\n", + "# Run the network\n", + "network_balanced.run(run_cfg=rcfg, condition=run_cond)\n", + "states_balanced = state_monitor.get_data()[network_balanced.name][network_balanced.state.name]\n", + "network_balanced.stop()" + ] + }, + { + "cell_type": "markdown", + "id": "7febf4a0", + "metadata": {}, + "source": [ + "#### Visualizing the acitvity\n", + "We first have a look at the trajectories of the some neurons in the network" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4c0a0975", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Time Step')\n", + "plt.ylabel('State value')\n", + "plt.plot(states_balanced)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "25538ff1", + "metadata": {}, + "source": [ + "#### Controlling the network\n", + "We see that the states of the neurons quickly converge to a fixed point: the network does not exhibit any non-trivial behavior.
\n", + "The situation is even worse: One can show that this fixed point is the only fixed point of the system. This means, that after a perturbation of the network, the activity quickly relapses to the stable state. Hence, the network is incapable of performing any meaningful computation.
\n", + "The reason for this fixed point is, that the dampning part dominates the dynamical behavior - we need to increase the weights!
\n", + "This we can achive by increasing the `q_factor`." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d12da1b0", + "metadata": {}, + "outputs": [], + "source": [ + "# Fix randomness\n", + "np.random.seed(1234)\n", + "\n", + "# Changing the strenghts of the recurrent connections\n", + "network_params_critical = network_params_balanced.copy()\n", + "network_params_critical['q_factor'] = 10 * network_params_critical['q_factor']\n", + "\n", + "# Configurations for execution\n", + "num_steps = 1000\n", + "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Instantiating network and IO processes\n", + "network_balanced = EINetwork(**network_params_critical)\n", + "state_monitor = Monitor()\n", + "\n", + "state_monitor.probe(target=network_balanced.state, num_steps=num_steps)\n", + "\n", + "# Run the network\n", + "network_balanced.run(run_cfg=rcfg, condition=run_cond)\n", + "states_critical = state_monitor.get_data()[network_balanced.name][network_balanced.state.name]\n", + "network_balanced.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ea1a0023", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Time Step')\n", + "plt.ylabel('State value')\n", + "plt.plot(states_critical)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "57019969", + "metadata": {}, + "source": [ + "We find that after increasing the `q_factor`, the network shows a very different behavior. The stable fixed point is gone, instead we observe chaotical network dynamics:
\n", + "The single neuron trajectories behave unpredictably and fluctuate widely, small alterations would lead to completely different states." + ] + }, + { + "cell_type": "markdown", + "id": "51406495", + "metadata": {}, + "source": [ + "#### Further analysis\n", + "A characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", + "With this function, one can assess the *memory* of the network.
\n", + "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", + "\\begin{equation}\n", + " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", + "\\end{equation}\n", + "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", + "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d996b57b", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import pearsonr\n", + "\n", + "def auto_corr_fct(acts, max_lag=75):\n", + " \"\"\"Auto-correlation function of parallel spike trains\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " acts : np.ndarray shape (num_neurons, timesteps)\n", + " Activity of neurons, a spike is indicated by a one \n", + " max_lag : int\n", + " Maximal lag for compuation of auto-correlation function\n", + " \n", + " Returns:\n", + " \n", + " lags : np.ndarray\n", + " lags for auto-correlation function\n", + " auto_corr_fct : np.ndarray\n", + " auto-correlation function\n", + " \"\"\"\n", + " assert max_lag < acts.shape[1], 'Maximal lag must be smaller then total number of time points'\n", + " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", + " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", + " \n", + " for i, lag in enumerate(lags):\n", + " shifted_acts = np.roll(acts, shift=lag, axis=1)\n", + " auto_corrs = np.zeros(acts.shape[0])\n", + " for j, act in enumerate(acts):\n", + " auto_corrs[j] = pearsonr(act, shifted_acts[j])[0]\n", + " auto_corr_fct[i] = np.mean(auto_corrs)\n", + " \n", + " return lags, auto_corr_fct\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "36411f14", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct = auto_corr_fct(acts=states_critical.T)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Correlation')\n", + "plt.plot(lags, ac_fct)" + ] + }, + { + "cell_type": "markdown", + "id": "4341b0b7", + "metadata": {}, + "source": [ + "As expected, there is perfect correlation at a time lag of $0$.
\n", + "We moreover see that for positive time lags still is large.
\n", + "This means that the network has memory of its previous states: The state at a given point in time influences strongly the the subsequent path of the trajectories of the neurons.
\n", + "Such a network is able to perform meaningful computation." + ] + }, + { + "cell_type": "markdown", + "id": "596b5dab", + "metadata": {}, + "source": [ + "### LIF Neurons\n", + "We now turn to a E/I networks implementing its dynamic behavior with leaky integrate-and-fire neurons.
\n", + "For this, we harness the concepts of Hierarchical Lava Processes and SubProcessModels. These allow us to avoid implementing everything ourselves, but rather to use already defined Processes and their ProcessModels to build more complicated programs.
\n", + "We here use the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process." + ] + }, + { + "cell_type": "code", + "execution_count": 13, "id": "6dc54408", "metadata": {}, "outputs": [], @@ -198,21 +646,47 @@ "from lava.proc.lif.process import LIF\n", "\n", "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", + "@tag('lif_neurons')\n", "class SubEINetworkModel(AbstractSubProcessModel):\n", " def __init__(self, proc):\n", - " # Get parameters for full network\n", - " # First E population, then I population\n", + " # Fetch values for excitatory neurons or set default\n", + " du_exc = proc.proc_params.get('du_exc')\n", + " dv_exc = proc.proc_params.get('dv_exc')\n", + " vth_exc = proc.proc_params.get('vth_exc')\n", + " bias_mant_exc = proc.proc_params.get('bias_exc')\n", + " bias_exp_exc = proc.proc_params.get('bias_exp_exc', 0)\n", + " \n", + " # Fetch values for inhibitory neurons or set default\n", + " du_inh = proc.proc_params.get('du_inh')\n", + " dv_inh = proc.proc_params.get('dv_inh')\n", + " vth_inh = proc.proc_params.get('vth_inh')\n", + " bias_mant_inh = proc.proc_params.get('bias_inh')\n", + " bias_exp_inh = proc.proc_params.get('bias_exp_inh', 0)\n", + " \n", + " # Create parameters for full network\n", + " du_full = np.array([du_exc] * proc.shape_exc.get('value')\n", + " + [du_inh] * proc.shape_inh.get('value'))\n", + " dv_full = np.array([dv_exc] * proc.shape_exc.get('value')\n", + " + [dv_inh] * proc.shape_inh.get('value'))\n", + " vth_full = np.array([vth_exc] * proc.shape_exc.get('value') \n", + " + [vth_inh] * proc.shape_inh.get('value'))\n", + " bias_mant_full = np.array([bias_mant_exc] * proc.shape_exc.get('value') \n", + " + [bias_mant_inh] * proc.shape_inh.get('value'))\n", + " bias_exp_full = np.array([bias_exp_exc] * proc.shape_exc.get('value') +\n", + " [bias_exp_inh] * proc.shape_inh.get('value'))\n", + " weights = proc.weights.get('value')\n", + " \n", + " # Scale the weights with integration time step\n", + " exc_conns = np.full(weights.shape, True)\n", + " exc_conns[:, proc.shape_exc.get('value'):] = False # Set entries for inhibitory neurons to False\n", + " inh_conns = np.invert(exc_conns)\n", " \n", - " du_full = np.array([proc.du_exc] * proc.shape_exc + [proc.du_inh] * proc.shape_inh)\n", - " dv_full = np.array([proc.dv_exc] * proc.shape_exc + [proc.dv_inh] * proc.shape_inh)\n", - " vth_full = np.array([proc.vth_exc] * proc.shape_exc + [proc.vth_inh] * proc.shape_inh)\n", - " bias_mant_full = np.array([proc.bias_mant_exc] * proc.shape_exc + [proc.bias_mant_inh] * proc.shape_inh)\n", - " bias_exp_full = np.array([proc.bias_exp_exc] * proc.shape_exc + [proc.bias_exp_inh] * proc.shape_inh)\n", - " g_factor = proc.g_factor\n", - " q_factor = proc.q_factor\n", - " weights = proc.weights\n", + " weights[exc_conns] *= du_exc\n", + " weights[inh_conns] *= du_inh\n", " \n", - " full_shape = proc.full_shape\n", + " proc.weights = weights\n", + " \n", + " full_shape = proc.shape_exc.get('value') + proc.shape_inh.get('value')\n", "\n", " # Instantiate LIF and Dense Lava Processes\n", " self.lif = LIF(shape=(full_shape,),\n", @@ -222,43 +696,8 @@ " bias_mant=bias_mant_full,\n", " bias_exp=bias_exp_full)\n", "\n", - " # Weights provided by user -> instantiate Dense Process\n", - " if weights:\n", - " self.dense = Dense(weights=weights)\n", - " # If not construct balanced network where weights are drawn according to\n", - " # a Gaussian distribution with mean |q_factor - 1| and std q_factor ** 2 / 2 * sqrt(full_shape)\n", - " # Clip weights so that neurons are either excitatory or inhibitory\n", - " else:\n", - " # Generate connectivity\n", - " # W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", - " # Set scaled standard deviation of recurrent weights\n", - " print(weights)\n", - " J = q_factor**2 * 0.5 / np.sqrt(full_shape)\n", - " weights = np.random.normal(0, J,\n", - " (full_shape, full_shape))\n", " \n", - " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", - " # **or** inhibitory (negative weight)\n", - " exc_conns = np.full(weights.shape, True)\n", - " exc_conns[:, proc.shape_exc:] = False # Set entries for inhibitory neurons to False\n", - " inh_conns = np.invert(exc_conns)\n", - " \n", - " mask_pos_weights = (weights > 0)\n", - " mask_neg_weights = (weights < 0)\n", - "\n", - " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", - " weights[mask_neg_weights * exc_conns] = 0\n", - " weights[mask_pos_weights * inh_conns] = 0\n", - " \n", - " # Scale the weights according to integration time step\n", - " weights[exc_conns] *= proc.du_exc\n", - " weights[inh_conns] *= proc.du_inh\n", - "\n", - " # We finally need to increase the inhibitory weights by a factor to control balance\n", - " weights[inh_conns] *= g_factor\n", - " proc.weights = weights\n", - " \n", - " self.dense = Dense(weights=weights)\n", + " self.dense = Dense(weights=weights)\n", " \n", " \n", " # Recurrently connect neurons to E/I Network\n", @@ -266,8 +705,8 @@ " self.dense.a_out.connect(self.lif.a_in)\n", "\n", " # Connect incoming activation to neurons and elicited spikes to ouport\n", - " proc.a_in.connect(self.lif.a_in)\n", - " self.lif.s_out.connect(proc.s_out)" + " proc.inport.connect(self.lif.a_in)\n", + " self.lif.s_out.connect(proc.outport)" ] }, { @@ -275,20 +714,12 @@ "id": "83c46223", "metadata": {}, "source": [ - "#### Defining the parameters for the network\n", - "Next, we need to constrain the network with the needed parameters.
\n", - "First, we define the dimensionality of the network. Since the neurons in an E/I network tend to low correlations and decouple, we identify the dimensionality with the total number of neurons in the network.
\n", - "Moreover, we need to set the parameters for the excitatory and inhibitory neurons\n", - "For the recurrent connecitivty we employ the generation method defined in the class.
\n", - "The weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", - "We here follow the common choice that the ratio between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical.
\n", - "Since the connection probability between two arbitrary neurons is equal, we therefore need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$.
\n", - "Finally, we set a parameter that controls the response properties of the network by scaling up the recurrent weights, the `q_factor`." + "#### Defining the parameters for the network" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "id": "a4cb58c2", "metadata": {}, "outputs": [], @@ -307,21 +738,20 @@ "# Single neuron paramters\n", "# Bias_mant is set to make the neuron spike\n", "lif_params_exc = {\n", - " \"shape\": num_neurons_exc,\n", - " \"vth\": 1,\n", - " \"du\": 0.01,\n", - " \"dv\": 0.1,\n", - " \"bias_mant\": 0.101}\n", + " \"shape_exc\": num_neurons_exc,\n", + " \"vth_exc\": 1,\n", + " \"du_exc\": 0.01,\n", + " \"dv_exc\": 0.1,\n", + " \"bias_exc\": 0.101}\n", "\n", "lif_params_inh = {\n", - " \"shape\": num_neurons_inh,\n", - " \"vth\": 1,\n", - " \"du\": 0.01,\n", - " \"dv\": 0.1,\n", - " \"bias_mant\": 0.101}\n", + " \"shape_inh\": num_neurons_inh,\n", + " \"vth_inh\": 1,\n", + " \"du_inh\": 0.01,\n", + " \"dv_inh\": 0.1,\n", + " \"bias_inh\": 0.101}\n", "\n", "\n", - "num_neurons = lif_params_exc['shape'] + lif_params_inh['shape']\n", "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", "g_factor = 4\n", "\n", @@ -329,11 +759,13 @@ "q_factor = 1\n", "\n", "# Parameters Paramters for E/I network\n", - "network_params_balanced = {\"lif_params_exc\": lif_params_exc,\n", - " \"lif_params_inh\": lif_params_inh,\n", - " \"g_factor\": g_factor,\n", - " \"q_factor\": q_factor,\n", - " \"weights\": None}" + "network_params_balanced = {}\n", + "\n", + "network_params_balanced.update(lif_params_exc)\n", + "network_params_balanced.update(lif_params_inh)\n", + "network_params_balanced['g_factor'] = g_factor\n", + "network_params_balanced['q_factor'] = q_factor\n", + "network_params_balanced['weights'] = None" ] }, { @@ -346,36 +778,43 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "ec3b4416", + "execution_count": 15, + "id": "37865890", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "None\n" - ] - } - ], + "outputs": [], "source": [ "from lava.magma.core.run_conditions import RunSteps\n", "from lava.magma.core.run_configs import Loihi1SimCfg\n", "# Import io processes\n", - "from lava.proc.io import sink, source\n", + "from lava.proc import io\n", + "\n", + "from lava.proc.dense.models import PyDenseModelFloat\n", + "from lava.proc.lif.models import PyLifModelFloat\n", + "\n", "\n", "# Configurations for execution\n", "num_steps = 700\n", - "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", + "class CustomRunConfigFloat(Loihi1SimCfg):\n", + " def select(self, proc, proc_models):\n", + " # customize run config to always use float model for io.sink.RingBuffer\n", + " if isinstance(proc, io.sink.RingBuffer):\n", + " return io.sink.PyReceiveModelFloat\n", + " if isinstance(proc, LIF):\n", + " return PyLifModelFloat\n", + " elif isinstance(proc, Dense):\n", + " return PyDenseModelFloat\n", + " else:\n", + " return super().select(proc, proc_models)\n", + " \n", + "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", + "\n", "# Instantiating network and IO processes\n", "network_balanced = EINetwork(**network_params_balanced)\n", - "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", - "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", - "inport_plug.s_out.connect(network_balanced.a_in)\n", - "network_balanced.s_out.connect(outport_plug.a_in)\n", + "network_balanced.outport.connect(outport_plug.a_in)\n", "\n", "network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", "\n", @@ -397,7 +836,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "id": "abac04ec", "metadata": {}, "outputs": [], @@ -427,7 +866,7 @@ " plt.xlabel('Time steps')\n", " plt.ylabel('Neurons')\n", " \n", - " for i in range(0, num_neurons, stride):\n", + " for i in range(0, dim, stride):\n", " spike_times = time_steps[spks[i] == 1]\n", " plt.plot(spike_times,\n", " i * np.ones(spike_times.shape),\n", @@ -441,13 +880,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 17, "id": "80307fe2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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m9mOSbtEw0nWNu3+/u9+ZvbrEVudcAUAJS77uLPncgDkO7VyZ2fMkvVrS+yV9jrs/193fU6SyDNhbEEBpS77uLPncgDmOGrn6bkmfLOkHJb3dzN43Pt5vZu/LX15bWtsapUaOmvlq50WfTp6Uzp5d5nzPJZ8bMMekRUTnirKI6IkTwxD2zs5wQWgpfu7aS+Woma92XgBAG0otIroIuYewc8YvMfxeeoi/1i0FbmUAAHLqauQKAADgKIxcrYG5NgAAILeuOld8bBgAAOTWVeeKuTYAACC3SRs3LwXb3wAAgNy6GrnKNecqZdxUsSLFmRtjSecSsZaUsYiTP06EGDWPbzF3rfMtXe8mx7WQayPunv2xtbXlEezsuEvD16hxU8WKFGdujCWdS8RaUsYiTv44EWLUPL7F3LXOt3S9mxwXNZekPZ/R7+mqc7W7OzTq7m7cuKliRYozN8aSziViLSljESd/nAgxah7fYu5a51u63k2Oi5prbueKda4AAABWsM7VGljnCsCSLPmatuRzK6WVNmylznV0NXLFnnIAlmTJ17Qln1sprbRhxDoZuVoD61wBWJIlX9OWfG6ltNKGrdS5jq7WuQKAJVny2n1LPrdSWmnDVupcR1cjV2x/AwAAcuuqc7XEoUcAABBLV7cFlzj0CAAAYulq5GqJH/cEAACxdNW5Ys4VAADIravOFXOuAABAbsy5AgAASKirkSvmXAEAgNy66lwx5woAAOTWVeeKOVcAACA35lwBAAAk1NXIFXOu4oryuylZR4lcOXPkip06bo915jjnFl9LuWOXiF8qx9LyVP83xd2zP7a2tjyCnR13afiKWKL8bkrWUSJXzhy5YqeO22OdOc65xddS7tgl4pfKsbQ8c3NI2vMZ/Z6uOle7u0ND7+7WrgT7RfndlKyjRK6cOXLFTh23xzpznHOLr6XcsUvEL5VjaXnm5qBztYa5jZ3iBZHqRRX5wp4jXu64xK6bo9X2aaUT08L7O3LnMtp1O1qcVLEinRedqzXMHSZMMZSZajg08i2JHPFyxyV23Ryttk8rt99aeH9Hvi0a7bodLU6qWJHOi87VGhi5ajde7rjErpuj1faJPoKTK2b0GqOe71LjpIoV6bzmdq5siJHX9va27+3tZc8DAAAwl5mdc/ftTY9nKQYAAICEuupcsf0NAADIravOFdvfAACA3Nj+BgAAIKGuRq6YcwX0gfc6gJq66lwx5wroA+91ADV11blizhXQB97rAGpinSsAAIAVrHO1hhrzMErlzJ0nZ/yWay8Rv1SOmjnJFT8P76OYuZbSbkt4ff0/c5Z3n/qIsv1NiT3YauVk77flxi+Vo2ZOcsXPw/soZq6ltFu015fYW3C6Enuw1crJ3m/LjV8qR82c5Iqfh/dRzFxLabdory86V2touYNQOx+wNJHfQ0vvTNfIu/Tzq5UvWg2pctO5WkPLt7Zq5wOWJvJ7aOm3gWvkXfr51coXrYZUuelcrYGRKwAXRH4PMXLVbp7aeSO8rhm5cpZiAAAAWMVSDGtgSwwAAJBbV50rtsQAAAC5ddW5YksMAACQ27HaBZR08uTwAAAAyKWrkSvmXAEAgNy66lwx5woAAOTWVeeKOVcAACA35lwBAAAk1NXIVYk5VzXmddWeS1Y7/2Ei17ZfS7VeTLRziFJPqTpy5inZlrlztdhOOeKmjpkyXuTaJpmzvPvUR5Ttb0rsd9TTnmBR8h8mcm37tVTrxUQ7hyj1LGH/vJJtmTtXi+2UI27qmCnj1a5N7C04XYn9jnraEyxK/sNErm2/lmq9mGjnEKWeJeyfV7Itc+dqsZ1yxE0dM2W82rXRuVrD0jfQXHq+mnmj/CMNAMhvbueqq42bT5wYlmLY2ZHOniVfa/lq5q11rgCA8ti4eQ2ll2Ig33LysowHAGCqrkauAAAAjsLI1RqifCwbAAAsV1edK7a/AQAAuXXVuWLeDAAAyI3tbwAAABLqauSqxS0VIm8B0EttPcRKGS9SnAgxah5f69g5x7d4vjWObal9NzmudJ3J//2es0jW1EeURURb3FKh9hYApWKljkesevEixYkQo+bxtY6dc3yL51vj2Jbad5PjSte5/xixQvt0LW6pUHsLgFKxUscjVr14keJEiFHz+FrHzjm+xfOtcWxL7bvJcaXr3H/M3M5VV+tcnTkzfFLw9GnmXgEAgIOxztUaWIoBAADk1lXniqUYAABAbizFAAAAkFBXI1dsfwNgKSJez2rVVDJviVw5c7QUu4XljS5qzmz4qY8onxbMvRQDAJQS8XpWq6aSeUvkypmjpdg1lzfSzE8LdjVyxZwrAEsR8XpWq6aSeUvkypmjpdg5ai31WulqKQYAAICjsBTDGiLOUQAAAMvSVeeKda4AAEBuXXWuIs5RAAAAy8I6VwAAAAl1NXLV+vokJeKXylEyTyt1AACWoatPC544Mcy52tmRzp5tM8cSzqF0nlbqAADEwKcF19D6+iQl4pfKUTJPK3UAAJahq5GrM2eGTwqePs3cKwAAcDBGrtbAUgwAACC3rjpX3P4BAAC5sRQDAABAQl2NXPGRewAAkFtXnSvmXAEAgNy66lwx5woAAOTGnCsAAICEuhq5WtLWMUBNUV/nEesqWdNStq5ayrW69Rw5YrdW78bcPftja2vLI9jZcZeGry3nAGqL+jqPWFfJmkrlyp1nKdfq1nPkiN1KvZL2fEa/p6vO1e7u0Oi7u23nAGqL+jqPWFfJmkrlyp1nKdfq1nPkiN1KvXM7V11tfwMAAHAUtr9ZQ4r7sSnv6UaN1UK8XDFzxs0du3SuGvMbWp7DEv09EPU9H/Ecqam9OMWvV3OGvaY+otwWTHE/NuU93aixWoiXK2bOuLljl85VY35Ty3NYor8Hor7nI54jNbUXZ90YYs7VdCnux6a8pxs1VgvxcsXMGTd37NK5asxvankOS/T3QNT3fMRzpKb24qwbg87VGqJf3JZUC5BblNf7kjrMpXKUyrOkc6mRr/X/oM2JT+dqDdGH5ZdUC5BblNf7km71lspRKs+SzqVGvtanFsyJT+dqDYxcAcsR5fXOyFXcPEs6lxr5Io8s5Y4/t3PFUgwAAAArWIoBAAAgEDpXAAAACdG5AgAASIjOFQAAQEJ0rgAAABKicwUAAJAQnSsAAICE6FwBAAAkROcKAAAgITpXAAAACRXZ/sbM3i/pfPZEy3W5pHfVLqJhtN/maLt5aL/N0Xbz0H7zPMTdL9304GMpKznE+Tl79PTOzPZov83Rfpuj7eah/TZH281D+81jZrM2ROa2IAAAQEJ0rgAAABIq1bl6QaE8S0X7zUP7bY62m4f22xxtNw/tN8+s9isyoR0AAKAX3BYEAABIKHvnysweY2bnzexNZvbs3PlaZGa/ZWZ3mtltK8/d18xeYWZvHL9+wvi8mdnzx/a8xcyuqVd5fWb2QDP7WzN7vZm9zsyeOT5P+01gZvcysxvN7Oax/X5kfP5BZnbD2E5/YmYfMz5/z/H7N41/f7zqCQRgZnc3s9ea2XXj97TdRGb2FjO71cxuuvDpLN6705jZfczshWb2BjO73cyupe2mMbOHjK+5C4/3mdl3pWy/rJ0rM7u7pF+R9BWSrpL0FDO7KmfORv2OpMfse+7Zks64+5WSzozfS0NbXjk+vlXSrxWqMar/kfTd7n6VpEdJesb4GqP9pvkvSV/i7g+TdLWkx5jZoyT9lKSfd/fPkPQeSU8ff/7pkt4zPv/z48/17pmSbl/5nrZbzxe7+9Urywbw3p3mFyW93N0fKulhGl6DtN0E7n5+fM1dLWlL0ockvVgp28/dsz0kXSvp+pXvnyPpOTlztvqQdFzSbSvfn5f0gPHPD9CwVpgk/bqkpxz0czxckv5S0pfSfhu13cdKeo2kR2pYfPDY+PxH3seSrpd07fjnY+PPWe3aK7bZFeNF+EskXSfJaLu12u8tki7f9xzv3aPb7TJJ/7z/9UPbbdSWXybpbOr2y31b8FMk/evK928bn8PRPtHd/2388zskfeL4Z9r0IsbbLA+XdINov8nG21o3SbpT0iskvVnSf7j7/4w/stpGH2m/8e/fK+l+RQuO5RckfZ+kD4/f30+03Tpc0l+b2Tkz+9bxOd67R3uQpHdK+u3xlvRvmNklou028fWS/mj8c7L2Y0J7A3zoKvOxzkOY2cdJ+nNJ3+Xu71v9O9rvcO7+vz4Mj18h6RGSHlq3ojaY2eMl3enu52rX0rBHu/s1Gm67PMPMvmD1L3nvXtQxSddI+jV3f7ikD+qjt7Ak0XZTjPMhnyDpz/b/3dz2y925ukPSA1e+v2J8Dkf7dzN7gCSNX+8cn6dN9zGze2joWP2hu79ofJr2W5O7/4ekv9VwK+s+ZnZhe6zVNvpI+41/f5mkd5etNIwTkp5gZm+R9Mcabg3+omi7ydz9jvHrnRrmvDxCvHeneJukt7n7DeP3L9TQ2aLt1vMVkl7j7v8+fp+s/XJ3rl4t6crx0zMfo2H47SWZcy7FSyQ9dfzzUzXMJbrw/DeNn154lKT3rgxjdsfMTNJvSrrd3X9u5a9ovwnM7P5mdp/xz/fWMF/tdg2drCeNP7a//S6065Mk/c34P7zuuPtz3P0Kdz+u4dr2N+7+DaLtJjGzS8zs0gt/1jD35Tbx3j2Su79D0r+a2UPGp05Ker1ou3U9RR+9JSilbL8Ck8UeK+mfNMzj+IHak9ciPsZf7r9JukvD/0iermEuxhlJb5S0K+m+48+ahk9gvlnSrZK2a9dfue0erWHo9hZJN42Px9J+k9vvcyW9dmy/2ySdGp9/sKQbJb1Jw5D5Pcfn7zV+/6bx7x9c+xwiPCR9kaTraLu12uzBkm4eH6+78O8D793J7Xe1pL3xvfsXkj6Btlur/S7RMHJ82cpzydqPFdoBAAASYkI7AABAQnSuAAAAEqJzBQAAkBCdKwAAgIToXAEAACRE5wpAMmZ2v5Wd5t9hZneMf/6Amf1qoRquNrPHlsgFAAc5dvSPAMA07v5uDevvyMyeK+kD7v4zhcu4WtK2pJcVzgsAkhi5AlCAmX2RmV03/vm5Zva7ZvaPZvZWM/tqM/tpM7vVzF4+bmckM9sys78fN/W9/sK2FPvifq2Z3WZmN5vZP4w7QZyW9ORxxOzJ40rgv2VmN46b3D5xPPZpZvaXZvZ3ZvZGM/vh8flLzOylY8zbzOzJ5VoKwBIwcgWghk+X9MWSrpL0Kklf4+7fZ2YvlvQ4M3uppF+S9ER3f+fYwflxSd+yL84pSV/u7neY2X3c/b/N7JSGFZS/Q5LM7Cc0bDXzLeNWPzea2e54/CMkfbakD0l69Zj30yS93d0fNx5/WbZWALBIdK4A1PBX7n6Xmd0q6e6SXj4+f6uk45IeoqHT84ph+0jdXcMWUfudlfQ7Zvankl50wN9Lw551TzCz7xm/v5ekTx3//IrxVqbM7EUatlN6maSfNbOf0rClzT9ufJYAukTnCkAN/yVJ7v5hM7vLP7oP14c1XJdM0uvc/drDgrj7t5nZIyU9TtI5M9s64MdMw8jY+f/35HDc/v2/3N3/ycyu0bBH5Y+Z2Rl3P73uCQLoF3OuAER0XtL9zexaSTKze5jZZ+3/ITP7dHe/wd1PSXqnpAdKer+kS1d+7HpJ32njEJiZPXzl777UzO5rZveW9JWSzprZJ0v6kLv/gaTnSbom/ekBWDJGrgCEM86depKk549zno5J+gVJr9v3o88zsys1jE6dkXSzpH+R9Gwzu0nST0r60fHYW8zsbpL+WdLjx+NvlPTnkq6Q9AfuvmdmXz7G/bCkuyR9e67zBLBM9tHReADoh5k9TSsT3wEgFW4LAgAAJMTIFQAAQEKMXAEAACRE5woAACAhOlcAAAAJ0bkCAABIiM4VAABAQnSuAAAAEvo/9/X0NnNcukYAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] @@ -459,7 +898,7 @@ } ], "source": [ - "fig = raster_plot(spks=spks_balanced)" + "fig = raster_plot(spks=spks_balanced)\n" ] }, { @@ -471,84 +910,25 @@ "Overall, we see a heterogeneous network state with asynchronous spiking across neurons." ] }, - { - "cell_type": "markdown", - "id": "76ebd05a", - "metadata": {}, - "source": [ - "#### Further analysis\n", - "Another characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", - "With this function, one can assess the *memory* of the network.
\n", - "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", - "\\begin{equation}\n", - " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", - "\\end{equation}\n", - "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", - "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "2b40227d", - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.stats import pearsonr\n", - "\n", - "def auto_corr_fct(spks, max_lag=50):\n", - " \"\"\"Auto-correlation function of parallel spike trains\n", - " \n", - " Parameters\n", - " ----------\n", - " \n", - " spks : np.ndarray shape (num_neurons, timesteps)\n", - " Spiking activity of neurons, a spike is indicated by a one \n", - " max_lag : int\n", - " Maximal lag for compuation of auto-correlation function\n", - " \n", - " Returns:\n", - " \n", - " lags : np.ndarray\n", - " lags for auto-correlation function\n", - " auto_corr_fct : np.ndarray\n", - " auto-correlation function\n", - " \"\"\"\n", - " assert max_lag < spks.shape[1], 'Maximal lag must be smaller then total number of time points'\n", - " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", - " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", - " \n", - " for i, lag in enumerate(lags):\n", - " shifted_spks = np.roll(spks, shift=lag, axis=1)\n", - " auto_corrs = np.zeros(spks.shape[0])\n", - " for j, spk in enumerate(spks):\n", - " auto_corrs[j] = pearsonr(spk, shifted_spks[j])[0]\n", - " auto_corr_fct[i] = np.mean(auto_corrs)\n", - " \n", - " return lags, auto_corr_fct\n", - " \n", - " " - ] - }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "id": "9036e802", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 11, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -560,7 +940,7 @@ } ], "source": [ - "lags, ac_fct = auto_corr_fct(spks=spks_balanced)\n", + "lags, ac_fct = auto_corr_fct(acts=spks_balanced)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -574,8 +954,7 @@ "id": "52339454", "metadata": {}, "source": [ - "As expected, there is perfect correlation at a time lag of $0$.
\n", - "We moreover see that for positive time lags the correlation is close to zero.
\n", + "Examining the auto-correlation function, we see that for non-vanishing time lags the correlation is close to zero.
\n", "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.
\n", "Such a network is unfit to perform meaningful computation." ] @@ -586,24 +965,16 @@ "metadata": {}, "source": [ "#### Controlling the network\n", - "One of the main control parameters we can tune for the above network is the `q_factor`.
\n", - "Increasing this factors alters the recurrent weights and thereby the strength of the recurrent connectivity. Dynamically, this increase results in a fundamentally different network state." + "Again, the main control parameters we can tune for the above network is the `q_factor`.
\n", + "Increasing this factors alters the recurrent weights and thereby the strength of the recurrent connectivity. Dynamically, this increase again results in a fundamentally different network state." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "id": "78d091ea", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "None\n" - ] - } - ], + "outputs": [], "source": [ "# Fix randomness\n", "np.random.seed(1234)\n", @@ -612,35 +983,32 @@ "network_params_critical = network_params_balanced.copy()\n", "network_params_critical['q_factor'] = 10 * network_params_critical['q_factor']\n", "\n", - "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Creating new new network with changed weights\n", "network_critical = EINetwork(**network_params_critical)\n", + "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", - "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", - "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", - "\n", - "inport_plug.s_out.connect(network_critical.a_in)\n", - "network_critical.s_out.connect(outport_plug.a_in)\n", + "network_critical.outport.connect(outport_plug.a_in)\n", "\n", "network_critical.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", "spks_critical = outport_plug.data.get()\n", "\n", - "network_critical.stop()" + "network_balanced.stop()\n" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "id": "bd6aba46", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -667,23 +1035,23 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, "id": "55c87ab0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 14, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -695,7 +1063,7 @@ } ], "source": [ - "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_critical)\n", + "lags, ac_fct_strong_weights = auto_corr_fct(acts=spks_critical)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -720,14 +1088,14 @@ "metadata": {}, "source": [ "#### Self balancing of the network\n", - "After having observed these two different dynamical states, we next turn to the question how they come about.
\n", + "After having observed these two different dynamical states, we next turn to the question how they come about in the LIF E/I network.
\n", "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 22, "id": "a9f2f809", "metadata": {}, "outputs": [], @@ -780,22 +1148,22 @@ }, { "cell_type": "code", - "execution_count": 16, - "id": "4eaec40b", + "execution_count": 23, + "id": "f199fbe1", "metadata": {}, "outputs": [], "source": [ "offset = 200\n", "\n", "act_exc_balanced, act_inh_balanced, act_tot_balanced \\\n", - " = calculate_activation(network_balanced.weights,\n", + " = calculate_activation(network_balanced.proc_params.get('weights'),\n", " spks_balanced[:,offset:],\n", - " lif_params_exc['shape'])\n", + " lif_params_exc['shape_exc'])\n", "\n", "act_exc_critical, act_inh_critical, act_tot_critical \\\n", - " = calculate_activation(network_critical.weights,\n", + " = calculate_activation(network_critical.proc_params.get('weights'),\n", " spks_critical[:,offset:],\n", - " lif_params_exc['shape'])" + " lif_params_exc['shape_exc'])" ] }, { @@ -808,13 +1176,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 24, "id": "acfeb34d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -859,13 +1227,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 25, "id": "22933de6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -911,7 +1279,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 26, "id": "d7d38f3d", "metadata": { "scrolled": true @@ -919,9 +1287,9 @@ "outputs": [ { "data": { - "image/png": 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uUGB+ULCR4xnHZKM5R4qtUnDnp2Bkz9yUt5CYDwW5A4LcCBp87N6PsX988ROQAkcfIuIBHwTe0cG6vy0id4jIHQcPHpz1vkuefnXNBzmebISM1WZuQcpTc7tKPt1l/W+m4dxaoYiDXKDA/KAgyMczjiWCHCnIc/TyGN0Lm74DP/3HuSlvITHXBJnOLBZDtSHuP3Q/W4a3zOn+j0XcuX2Qav0xp7rvBk52vp9kllksAS4CbhCRbcBTgOtE5LJ0QUqp/1RKXaaUumz16tWzrlilNHevrr6uEmXfY81AFwAj1QZv/9zd1Jsze+7y/MDeHJPiRNlFHOQCBeYFBUGeJygzLL6QDdfGwxv4p9v/ieZ0Yu4uFKLzNMcvkjkmlwuCeZik14mCbCNdPNbtGHuGqvz7Tzbz3zdlE0hsHtrMhsMbFqBWRwW3A2eLyOkiUgFeC1xnf1RKDSulVimlTlNKnQb8AnjZ0YhiUfbnrp34p1ddwodfdyl/9UsX8LSzV0XLx2eoIuepufM5k0GKOMgFCswLCoI8z1ALGA1h19hOto1so9qsLlgdOscim6Q3yxdOrRlEk4dmX5d5UJA7IL323u1oQt9x/IKumoxog+P1zG8fuvNDXHvPtUe7SkcFSqkmcA3wfWAD8EWl1IMi8jci8rKFrNtsFeSrL12fKKtS8uitlCKfMDDjWMV5bb43j+2aV8RBLlBgXlBM0ptnzDbe7GxgiU0jXNhZ3R1hvhTkBcJffu0BBsfrfOKNl8++sHlIFBKGU9+X01KQwwD847M5saNAc+0dPRaglPoO8J3Usne3WPdZR6NOEHuQp4uTlvfwzhedR2+lxDfu3p25pr0VP/r81998kAtOHAD0xLo3XnkavWWfRqDocdZLI+9xnc9+vycQFgy5QIE5x/H5RltEWEiLRWgJcjA9gjzZnOSPb/xjXnH2K3jOKc+Zj6plYc/TYohiMX4IfvhXsyoiT22cMeb4Huo0DrJVwjqy6KiA3OZk7CDURmDlmdOs5eJBMMf2+AKzR9BBBy8Pl5y8jN6Kvk/f9/KL6SkniW6a+D5kEuIA/Oih/ewcrHLfrqG2Hd9cgjyj2nYGHeatIMgFCsw1FgEbOb6xkBaLEP0Sma6CPFrXKVJ/uuunc16nKbEYWMi2ny90DZJIj0LUx/W/mRbXYSY9u06oQu49eC9/d+vftd6uFYm+7hr4/l/MtKqLApZ8zOcweYHpoT7DbHk1Z+LdCUu7WdqbjFHf20YZLvke9+0amnIfuRaLeRx9KFJNFygwPygI8jxjIS0WoSEtx4bFYo4y6Q3thM++BvY9YMqdwZvDDQ23GEhR6h7a+Z+vZdd/vXbm5YUBwdAOaLZXue3oR1M1+fSDn2bP2B4mm5Md1fF4QkyQF7giBSI0gpndbxNTRCLpLbceVN20b6Tlby6O9iQ9v4iDXKDAvKAgyPOEKIrFQirIKoTxg9QPPbJgdegc1mIxy2IObtJ/d/5i5mWM7J56naOK5D002QiYbMyckAbDO1Gjewk3fqvtepEHOQyi+1hadRiciXx7hqocGqsB8LHgINc0d8y4rosBlnsUCvLiQaMZctLynmlvV51i4qxrsXjS6SuifwAb9452tI88W13L52YO4BVRLAoUmBcUHuR5RlsP8uBWuP9L8LQ/mpcJTqEKYGgHzVs+Ame+YM7Ln1PM1SQ9+yKaTSrlhhv1Y2b1aTLOFj7O7fvezuUnzHKiXkqdDRV4MvMXorLEt1lr20MOVcihsRrVRjwCIa3Oh3O+/+rrWr3/xBsv5341RxFUHvkRbLgOXvbhuSlvGigsFosPjSCkUvJ4z0sv5MBoPKrx0Rs2t91uqhTPliCLCL/zzNg3f9vWwcR6SqmWpDfvyZzP0QdPhBlasgvMFEEDvvtOLaY8/Y/h5DmYjF1g0aFQkOcZbS0Wv/go7L4Thne2XGXr8FYOVw/PbN92kt4CqtidY47CvNlJfvMw5K+UYutwNhZuHuroF+pNu2+agx0nj+Wh0iQb/NrMizN/p4pOsX1wnN1Hqty0+UC0rKUSNt8Wi9v/C8ZmlzXtJxsP8KZP3j7tGf9BWBDkxYZGqCj5Hqes7OWy01ZE/1rhlJW9XPOcs3jVZSe1LbfXTNp7yhnJst723LMT34M291Deo9CyYzkHKCbpLQBG98UjjTcf/U57gaODBSXIInKViGwSkUdF5M9yfu8SkS+Y328VkdOc3/7cLN8kIi90lv+3iBwQkQeO0mHkwirHbS0W0Qu39Tr/fMc/896b3wvNGmz67pS+UReWANXngyArxZzKFnPVwHtmiHQeCNuPd/6Yf77jn9k4uLGDtefwhZg6lq/3jPLV7s78kLnF2fjGUxDkWlMPR082GlNHY+kg0sXWQ+OMTs7SD+/UY7o+1C/dqTuidbPd3rG9XHP9NWweaq86hpHFYlq7KzCPaDRDKn7nr69LT1nOpacsp6vUehIeaLL5wdc8njdecVpi+SUnL+PZ562JvrfrY+W1+fMZnKdINb0ASHSWi5N/vGLBCLKI+MC1wIuAC4DXicgFqdXeBBxRSp0FfAj4gNn2AnRWpwuBq4B/N+UBfNIsW/yI1M72D5hCwU3/Cnd+EvZ3zvtDNTMFuSPf9C/+HT7/ummVO9Ve9Z9ZNjbtzml9HO769LQ6GS72je8DYLA6OMWaev9Lg0EIZq70xmWliGD60DZ+WysanRZn/gZT3XdKIajoPrLL8lee2tLyt996iL/7Tiedi7aVAmDD3hHe8r938vD+znyhOUWwYVBnwLvrwF1TrG8U5IIhLxpUG8G0sulVprHu0p4ypRzy7e6vnWKbR1bnO1FIkWq6QIG5x0IqyE8CHlVKbVFK1YHPA1en1rka+JT5/GXguaLHeK8GPq+UqimltgKPmvJQSv0U6IDBzC8syWwfxcI0mp00brvNS7yVFBEGmigFsZJn9z1tgtxJfbbOcQi46DzNoKG/57Ow9z79OSLIOYTt3s/pc7Tjls7LnuGLbXVzL8ubB2DPPTPaPoF216M2pkn/T/6u4+Lsy30qBVkmBzm1toll1S1xVZzr84TxnzmFdub5PjDSIgpGpzD3yYa9WkHfuK9zgmyHue0xeB3KeoXFYnHhpw8fZN/wJONTRKR4/gVrueqiE3jJ49bxnPPWznq/bnKSthaLvEl6s957a0j0GilI8tGDtPhc4HjCQk7SWw+45ttdwJNbraOUaorIMLDSLP9Fatv1TAMi8tvAbwOccsop06r4dHDvriNUVw5w5ur+vEqYD/kNWzJBg0r9TeGRH2ii5CQFsR7k6VosFiTyhm3cZ7Lrh76h/73+CzFBziNs48bLXZ5q9nsHin4bNMMmu7y76QvpyHowJVKdLIXTJNsQfo3OJ8NFCvKm78Alvwrl7tz1fON9H6jt5gin6m2dl/CVY9+HfjPpaSoFOfXy/ofvbaRS8viD552TWTVUIZsGN3H+yvNzytHnYiZcNZq/mbp8UxGLmCC3XqfdpK0Cc4sHTfKOh9t0jt7/iotZM5B/X88UpVkoyPObSU8XHoQqUccCcwyldAjQoJayFxYdk+MVj9lJekqp/1RKXaaUumz16tXztp//+8U2/u7bG6aqTO7iejANK4AlSE6c2mCGk/TaEoYwhLv/b1rlpfGlh7/E+37xvvReU39niTxiWjO+3XnO1nf3gbsZlQ4nVnai+mTWcSi6HTHw2nsr87YOUFpVbwGbaCZAdeBBbu8HVimSv2nfKPfvGs5d9wfbfsC191zLQ4cfyinIEGSrBs9ANYsJr5dbRjNsJnzJ1orSLtV0R+m4C8wKI5MNNu4bYaymO4VvevrpLdfNs0jMFmWnzHa3e949Od8WCyh8yPOOgxvh238E3/tz+MG7Fro2BY4CFlJB3g2c7Hw/ySzLW2eXiJSApcDhDrddJGg3Sc9ru85sE3yEZvvpEmRLjHKx7z7Y8M34+z2fhbUXwbrHdVz+jTtvBODmPTdz/orzWd693FGQW9f1Cxu/QG+5l5ee+dI2lTdERYUMjtfp7wmIAjtNDum/zen4grMvtqkUZJcsTXnmlZpaXsrzINtNrMdZpkOQNUKAtp2wHJvQ8E64/b/x1r81tWp7ghgEnRPI/RM6WsVIPWci4iwmX1oikSYw6et53ebr+PGOH/POJ72Tk5ecTDOYIgY0C5sQ6LGC931rQxRfu7erxBVnrmq57nwoqSWng9TOv3+0eaoXjYwUDHlOsOGbcO/noWdZcrnfpf9e8rqUsFCo9scrFlJBvh04W0ROF5EKetLddal1rgPeYD7/CvBjpd9u1wGvNVEuTgfOBm47SvXuCBO1gF1HJjpbucXLNVdBnkYjGCqTSW+6BLntyz5V1kPfgJ+k1eDO8NkNn+Wj937UFBsm/+Zg28g2to1sa1+oIWqT9To7Bid4aI8zDGtV9rmYODcFpo5PYlfogFg56wShoXO2YEv28xTkPffAwz/ILA7Nxk1UW+XZUtrQibms7v8KHNnGkqHUZLspPMhBMH2rSW5orJTFYiacIKMgp67SrtFdAEw0JlLrty4zskM1JuFw+6gYBWYGS45hajJYmocJlZ1aLPJ+mk8FWaKO37zt4rGDG/9Rj5CGTahPwJoL9T+ldFi3Ujec8pTURsWJP16xYARZKdUErgG+D2wAvqiUelBE/kZEXmZW+wSwUkQeBf4I+DOz7YPAF4GHgO8Bv6eUZkYi8jngFuBcEdklIm86msdl8fD+UQ6P1VHt1NgpoljUcolcq4fRzO6f2MfPQk0KlfUgT7PlbD9sPbcN/Xhj3O51ynVDFRKEAUMTdd70ydv5xZYcG4MhUNGxu8qlVVlnGMWi01im7npTWgCmQ5A3/5jm/pRdx3ai8mwjN7wf7vhEtjhTpxAF4rNzdGdbO4/Oo5dSXdMv/CkUZDWdxC1BA0b3InnnLiLIyQl3nSDtQR6dbHL/7mGGJpLPmR0BsAS66U7S2/gdOLItWy1bj5v/Db7/F3ryZIF5QxBMRZDn/tXmltkulnYeeZ7fRCGt91tgmth9R/x56Unw1N/V/057ul7Wu3Jao3UFjm0saCY9pdR3gO+klr3b+TwJvKrFtu8DMtKlUmouY4/NHJ00iJEM1kJBDjVp6XS2PcDfbvkRlepBnt63hMCoWs25VJBbKSHNOpTaZ6nKg5fuJLTZd6ACmmGT3UNaCb7p0UM85fRUcgBDxMQqeu6h+2VT0NQKcqgUWw6Os6q/ybI269WCGiO1EVb3xj52TZDzz/mnHvwUA5UBXh4t6cSDbM7JrR/DT7+Y2ynIeUU5lo4AGFcBH7jtAzx+zeN588VvTqxr74PQIcgqIsKp+2AqBbk5DQV5z116MsyBDXBivlpzqLabh/lXDtfejnZYTQ1bY0skHtk/RhgqHj2QJLO2A+GbF2FCQb7LBNV5/RcS20QK8mGT1n068wcKTBtThSicfwW59Xp5P81vqmnrQS4I8pyi1BV/Puky2Hy9Vo8z7+PCYnG84jE7Se9ooEtV6Q7aKElTZH37xdb9VBsBJc/px0zRBo5ONiLFa6aZ9Nqrcq0I8sxSCvvT8c4qRaCCaIKMQJaYWYXRKsnub/Y8dqAgTzYCxmpNHtiTP5HM4mP3foy/vuWvo+8P7hlm95H4XIQITI7ojInA7ftu5/od17sHNWVd3KPIKNI2aonXWV/XvbYBiqZ5uW4Z2pKzrkaIir60rO1UHuQOkspsOTjGv9/wKKG9Pnllmuu9e3yT/juxacpyLSRDJPKNMFZBtus3w6RqnYeoU2nLLiJazCtaKbhPPXMlMD8xq91Jeu0Iel7d5lNBtpNHi0l6Odj4HTiyffblrDobXvlxeNyrc57t4sQfrygI8jxBUKyrb+fFw59tuxbQkiB//86H2Ld7e5IgTwPWg1xvZ/PIQVtbQCs1u1P1Yjy2RUzUmyiVMpO2UZBDQhphIyJ5IpJdP5qkZ//m1GsqdU/FNNJtCg+M1Lh35xBDE/H2Dx952Gyit/jgDx7ms7elUof/9B/gxn/QiUrQmdzu2TnEeL05bQ9yJhreNCfphSoEpZhsBuwarqLnvuZPzLT2oDDvBZB+SUwVxSJHQa6T7Hxc+5PN3LntCPWmJag591qUtEP/Fkxjclw0r3EKJmHJrh3dsOsnnouUzaKIYrE48BtXns5HXv+EeSnbVaWnm658PlHEQW4BpfSIz3f/tLP1O528XXR+HzNYUIvFYwFdqs1Evahly3+5Pnn8e9zSdYBykBcPeWpYi8V0FeS2L/uWjUMH+9hzj/bFDpQJupbyyP4xxsatwj719kopAoKIJHp5BNmqf3lD/va4prJYqJDRSXPOnePdekgT3J2DWbW8qZqUpZxTZ2Bkr/5irsd4Tf89OFqjr1OLRavU5ZHForO+rt5eUWuEHKk2EF8T6zxbjTKU0rVYtLxOUxDEepCMyDLGFvbwTe47uIbHrX6cUzdnH+JBbRS6ljj7MeQVHyFg7d7rYeKXoDdltclDemKfsj7m5LFHCjJWQTYdMjd04HffCS/553ibnPut3gyplAoN4mjC94Seyvx4RBMe5GlO0jsaFoupOn6PObiE97vvzP7eqOr2/bLfhHWX6LamE8xzmNACiwfFlZ4niPVstl2p/SQ9T+mYxuUZTgoIZ0iQZ2Sx6ES9GDTD+I3x6AUzNhmHZUv8zYGdpGe3FSFLzKJy9PJEraLID+0V5KGJGvuG9bnPm5jnnh/7ex5BildKlmFftI0g7FxBNuXH70DzIZqk1+E9ouJNQwFl7sE8gmyV4yDH4qGm6UEOnZCFRyaPMMajABycOJhZ1z47MnYAvvJm2HKjU39dT188+oMReid2wINfbbtvFwFV7jmo7S6tSEsY2XPM8UcnPXWOJkcy21jcvWOIt/7fnewc7DCSTYG2aATJ89suJvV8wfUgtyOjR9sLXMRBbgHX9te7MvnvyDYY2w+j+3QW0q0/g20/S26/5oL8cgsP8mMGhYI8T8gQ5NF98M23w/P/BlafG60FtCQXTTFkIOFB7rwVDJX1IKdQG9Uv96Um+eDuO6FnBaw43exi5i3twYmDiQlrSbhEC0qqjk+6k9DuxROaf86kKYeYHBidpLdao98tzy3OrjuFgtxsupEv9J+DEwdpmA6Le3488QhUkFHdowlh7rfIHmD2E6jOrqdSERHOXJtOJuk5E/O0lcJ41FGEbQiyTe4RoqKedL75hKk9yM4oyF/d9FeMMIQQ0lfpa7lfxjV5buy9hz9s7uDV3nKeEUWx8PD1eAKUs2Ww8zadMXHNhXD3/8L5L2V/8Av2cA9f3QJPOfm8eH+pey6anGj+Rp7+oElDKQ7T5AQpJzo+TZW0kGzcMwTA5oNjnLyit+25KTA1qg19f63sr/DEU5dz5VmtYyDPF8qdhnk7GpVx4EXNS8GQE7Bt41N/D05/RvK3m/8Ntv08/n7LR5K/X/rrcN5L8svNEOTivB+vKAjyXGJyWMdBXbIWj9QksX33679bfxoT5CksFvlUpNXDmFxrvNZk2yGtcGUU5O++EyYOxzPxb/wH/dd8TxOG+3cN8y8/eph/fNUlrEgRqSBUeKL3vnFwIx+5+yO84cI3cPkJl+ccUHxEKmxyUn0L/aFVc1VqnZzNUTRV05kHlbRY/PlX7ufy8S28ZXl8DMljUTSCkGZ1gvbJpkMO+k3GJGQtwt7hKn9z23vZM5m1VvieTxAEibTgGdU5Ha3EVEkTr84I8ve2fY9zVI21yk+U0TbMW7R9COITqpAdIzuICTJUI6t2th7RLhyCHHuNU+tPkVI7MBYLeyq6wirrGtvpHdoD65JFKpW880fNMX4/HOEZ2M6Rh6dCHas5L3X4z4z94Vl/Dpu+Q3NkD3ubG2gSguqnHtaRxgTrGtspBcmU1hkF2aqXYchnw0FuV+N8wF9Pn3iZbSwqZf1bvVkkEJkLTNT0jfrLl65vmyBkPuFaLII2l/VoK8hSKMj5sHHvSzntw1N+Fy4zEWBro3HbXOqCci+U26QpLywWjxkUV3ou8bW3wjffBoCXesnmE7/2CnK07Qz8a48cGGP/sB7erafVwYn2aZDTaugNmw4AsO3weMYScP/uYbYdngCl2DO2B4DtI2bW8IZvwWdfoye9KcWwjTdbH0equg4DTTNM3YGCbMO8RfQppSBDfN5zEQY8uGeEH92/s/U6wI5wgk8vGear/aOIwF987R42HxzLjXlgyXBYHcyd5JGnIEfHE6pci8VEY4LJRsCjB8eYbASgQr617Xt8MNifcOkqpaBZo6rCKGJJrRlkhqPt/fWZBz7Jv97811E9AoHJRlItxZS7bXibE+bNLc/YH9KdOkOc1WdfzYuHshNTmykPcrfSLy/v8KOZdaNY1va0mfvfw+0QeYitmaNCb9o3yuC4a6Exx6qa8WUwv/QNb6QrrLJ0+OHE7u39b4l6HHI3ZJMZRWhC4kUZW2z0yt2mH1MrCPKcYKKuO2B9lYXTdFxbx3Q9yPOJOIpFwZATsO2xG67NwvOh0qv/LVkLA+v0v94V7ckxFBaLxxAKgjyXcEiDSE6YsTQiD3I+Qc6NHjCNRlCZEqbtQU7twyoTdkpTGsNVTX4ymcnu/l9bIDc9epgv3L6TsVoTaiP4ozozuDJRFGJ1VcH9X44VwEQ9jAfZTdyQqquX8om6v06oJtf3jBNkTScJ/IeKCbQATcap1vOvkS8+KEXz2++Amz6cv+d28a5T9b//4P386U//lB8/eh9Dkw3+qrabTaM7om3dl2CooNGs8SfBLr4yponm7/7fXbz7Gw8m92H8v7du+qrO8mYyxIUoqo2GKSuu2237buOf7vgnHjJluiq8/eSlI4FEUUPgzNpDmcMMgoA6Q4SaWsYl5qTljtV/onpCMqyf4OER6t8cBfkfvreRd3/jgez+Q7cDoO/xwFiXJGWPSFss7LYSBow3A4arDVSocF+MQSpqSqUgyHOKCfP89XUtjiQN7cno0fYg679TTdKr1gP+7jsbojjyxz2sBzlvhGk2WEwWi/0PwZ679b/qkYWrx3GKgiDPALvHdvPBOz/INddfQyPIJ1s2C5iK3qE5anAkSeb5P1W0rddRDzX7kAohI9UGI40Ww9+tlOtWkwbzokY4+4/U1HTILxWy9fA4gtKKqFNdG2bMpUfc/yXtIc2pV6CC6EWQFwc58n5HxcXHcnPzCPd0TfJApb2CniwPmiRnN/98/3VUTePreR40xvVQ/8EN5ggc60TC4aHVYH98n3tQibI3HtEpnPdVd3LYDzjsNfnSnhui9dzVg1DRMAmhb60diJYfGJlMHsTX3mI2MIqK8QOHQNUoc/fsPMKX79QplveO66gbgw3d4LqJZuy94YUptTwv7rSDytYfsI1PsYuvmPXsvZJzb9pMf4Z0NqPIFc5+QsFTAZYuu0h2ZmxSlNDNb6j/F4UETD7DWYJslocBVeNPr6fu8bTFossvLBZzCUuQexZQQXbRLqrh0bY6dJpq+qG9I2w+MMa7v/4AH/nxI1z7k0d59ECHkRuORbRTkGeDxWKxqB6B6/8abvh7/e8Hf7nQNTrusEiu9LGFu/bfxYZDj7BvZJLRen4DE3uQ25Fba7HIb20j5S4xu3Y6ra9+qYw3g3zS24Lcp2PiJqNGOEqcWxelWqf/VaHxKavM3LnQK7FvfF/curdp5a1KZ2lRHmH32kwWG0CrT8MyVbzLuA7bZDQidS5ssg8PD+rjerLYKjv5MkzZMRwFeXQfJZcgt7ieHkLTnElxrAUqoSCriGC2zX4Yqb3JWgUSJ8EA+O79exP7iCNWJH3ckKcgt78vK3t+AcAk5tjtveJ0cNL7tR0tOwLi3n+V+ig94bhJYtLm2Md0xyFhITF/JdAdCa+Fghx/11vUgyqBOYWNlD0mPUnPKshRh7DArGAtFr3lhVOQu519t0sUcrSdDjNJNX33jiHu2n6E939n4zzVahGgaYSCPA/ybLBYLBZpS9/4oYWpx3GMgiDPEFsOjrN/eJLhak7IMKUQQzKDdqHc2kzSC1VCU02U3TliVS83tnGYT5DTZNp+10TNVROT22UsFvGaueHSAHZ64/ztL/6WWkQw2r149G9No4CmCfu6+nYunbgptU38uWy+DPstCHKzDhu/ndjoOn9r27p44oGdLGZSbScU5Kiipq6ZsHSpc92swfAuPNWkGY0gxOslqOrgVoI9d+WW0xZKE/gQFZ3LPITR3zwFOb7vJ1TI7trhttUIUsttx/GR/UPZ6rm+YWIF2b3/uic18Q2cc52bvOGOTzjrRTtAKYWE5gXagiArFcLeewmDkJAG3zryHyjR5TTC5LW0ZL4WhBwaqwGKkqpTb7S38xToDLGCvHAEefWSLq6+VEf+WZxh3trv9zHnUZ43BbnIpPdYQUGQZwARiYhAM0+9CptRqmOrJYYq4PpwhLprCbDkOcfqoJSKiMlMGjZNMuK61fOyx7VSkFPHFClukqxritrFFotM8g6tID9U2sz3vaTibuPwNlIRHtrVq6n0+U0qyMJ5k/e0qJtGYM5HTVqoeg98Ge76dIJ0t7K3WBKnCbK1IWgCt6qxl2WBJozbm6O8Y2KDOYAgW7H0ud5zD4ztp/fQfTQNGfMQNu0bptoIkoT/h39Bszqkt5sinvLH7/84CQVZ9N2hVJDp0GSvv4quu02q4RLkfwj28f5t17XcdxAq9o9P5v62/VB8P0S1sJ0BqyA7FouJep0bHz5IiE7KEjjrN9uQlkQsZ3NMYiwn6QmH0UjF3nvgJ3/HyYM3ETBp9mOShwRJBdlus3HvCLuOVJmoVvmloc9w0fZPHX1J8TjERD3A94SuBU688oRTlgFwy+bWat1CTdK79ieb+fOv3sfbPnc3H//Zlsx6NkHRcY9mXUemsJPRS1NMujue8PD3i/ZmDlEQ5FmimefjDeqRxcIqyLePbOFr4RDfHXVnzLdWkF29cCYuRgWsauyOvjfy1OIWKZctQbKWiZVjD7O8eTBraVCwz28yIWHSYpF+QA2ZfbS8ixv9seRPUTrfVMIQyFhPIuI2cZBrDryb9YO3xOdOhLJyjieyciQtCQDSqv0wqaBd5D0gdpIXWNVcRUrmeZP3cMXYdyk74etqKiRQ1vOaVdcB2H0XfPENKOsTDoPYWoC2p9SbYSK1slIqsmEEbUyRSinuOXBP8gDQiULapWq2x1gOq7D3nsRvrsXiEM2Mwv2C4S/pkIfAWK3JYLWBoCLxZWmos+NJ4njMoVvvr/UgO7FAvnrnLj598zYOj9XMurGC3GxzDoIDG+gOx7TNx55XY7HIXBFbkeowAL21Ayj0tbP1bwRhorNo62wjiCwdeoiT65s5UDnlmE5NKyJXicgmEXlURP4s5/e3iMj9InKPiPxcRFpkV5gdqvUmvRV/XjPSdQJLRu/eMdTSX94+0dLc44zVfTzjnNWce0I/XSWf8VqTWzYf1hOiHUy0mGh83OG7f6oTDD30DS1C+dkMp8ct7vhvOHgc22aOMgqCPAMIgoieBCe778yu0KxFk8UCc4qrhjDVnJf47uFJ7t01lDsMq5QmMJD2u3XW+Cr09vZ10sybDNVCQbYN/MGxfUweeIgbD/8NfZN/m+NBhs8sGeb/lgzjKsh5HmS9bdaeEanOecf1+dfD2EGzfkxs/AntlV135M64PuJRUVMkADHr9objsP2WnAOPWHUED4+KqrKmsStXS7YEOQRUGLA8OJTboamhCFWT9PWLPLj3fQGak6ia7kAEqk5NtM9GVDz5MC2SBiiq9YDBiVrLyZWNUCUnrtnwZSiCIKtqp6NIJH6znQzT4cqzXwCcO3kvbLkhrqfAsuZBtHTdZCDUw5422ktqJ+ZYTaIbFTLZDDg8Wmds0hBjc+8Gzj05lYK8uraT1Y09kcWCIJv4RZcTMFZrorx4hEc5nQCA+6TK1rG4A5oODSfG/7iz6+yWdVrsEBEfuBZ4EXAB8LocAvxZpdTFSqnHA/8AfHA+6jJeDxbFBD3fIeiTzXzCOWcC3pYbdJjMz74GRve3XK23UuINV5zGbz/jTF7yuHXR8l1HklkcHzMEeXRv/NkvH9Md1I5x+jPjzy2ErwLTx8K3OMcgrNd2VXM/3ff+D5xySZSFDoCgESnIkcXCEGO3gX1wzyhrFIyM10iHvleO0pWgEB22vlZX881kr1y0eJAiwjC4hf/4/u8CsKVcT6h17nqjXlJxzlosFJ7ELmRtW7DqaEzW9LqpmLs7b4XzfylBuq1qn0gUklaQ411HiLylArWff5CuU7+Uf/yp72saeympetTJ0eu4Fguj5FobgtMeW69tlZBy2IwK19nphGZozAImVbQtt96sU3ekbutp3zVUhWVxPQOMatliZnVDKe49PMLDQReX9NqKhdF/MxFHRvagHvwa9C9hLMgq6tF1MwS56jjlm2GSROJkgGyiWBoMMsIa2HsvZ9Y8HqhA2v8LsV3ExnZuoqg1QgQPZUNKRCqzigl/2ujswB5ljxqLLBbkkHyAXUPjHBqtcXiJqZsK4vB0ZtUflMf42cOfQbqXo1AZgmwjhbzgonUcw3gS8KhSaguAiHweuBqI4vgppUac9fvotAc/TUzUA3oX0H9s4SrYk/WAge6sOjlnBPmRH8afDz+q4/VOgXVLYzvBtT/ZTMVEUxmdbEwZBu64xNqLFroGRwcDTjtTO44jkxxlFAryDCECvmpoYtdI9tR1OK2kCmcjQ3gI1++4niOTRyLypHJJQvyy7cSDvHHvSCJBQmj+te07t8h+FkWxqI/yqKPKhlomjevobHPNzX/JUG2oxY5UlF55shEwWYuV1EjhVoGZ8Z+WMzXxcEl305KRVBxkqyC7nYu4nNjTPSYh7wh25dYzD4Ehr65X1V4bGwc5UAoVWJ9uCiJMEhIM73ZImSk7iAk+xH7bemgUZDRhzEtSopQbgk3lhpf6v/AwH+45nNxWKRrSpS0WYZM9Q44/+N7PocYOmuxS6dJiMmrPRYgiVDo6ScbG42YeiwK2aB+1b3oRN3fv4ue7f56oXzxJz3qQ42BucUKOmORPz4Mczx8IU7GLLazaPhnYzkBWQbYfo0mad/0vHNked4BMPU9b1d+yTscA1gNuVp1dZlkCIvJ7IrIZrSC/La8gEfltEblDRO44ePDgtCtiLRYLDTdZSLVFhJKFnAy3flkPr7rsJJ593hqecMoyLlo/wEXrBx6b5Bh0munHAvxK/Hn3XXDokYWry3GEgiDPAG5EBgXZSXZBI1rDKqR37xxEKRgMqnztka/xX/f/Vzzy08I7GRqCNEjANc0dHM4l0opG0OCnm/azYzAm6gpNCD0Vf8+glQd5eDcM7cgQh1Ap0h5kF1uHt5r1UscTBtFMawAvZ67agdFJNu4bZedgSrVMhf6CWEF24+IiHr5qsrPUYFMYE77tpSojdS1yTTlFRSl2plVopQhNeLh0ODBwPcigbMi1nHM9iWLoto/qdOTEhK0RWA+1fhQnra0gbEQK8mRQdyZ9ulULI4KsQ+hl9/tIkD85TiEEaGXp0JhjTVGhY7HIeC/iJeZY64FidLLJcLVOoILkFo6qbevpqZCxWtMZulJ8fuPnzfHYmzXuGOhzYaKWAIGNuhHakH/xqEYQKkZ5mP1cz4MqmQwh/YQppSISm/dbSTUQo76dOnwbLz3yCXD2BbCua4W+/vVxgiNb4a5PxYdu67xYYqbOI5RS1yqlzgTeCeQGY1VK/adS6jKl1GWrV6+e9j7G6wG9i8Bi4fDjRUmQRYSrLlrHrz3lVH7jytOjf7/21FM554QlPP7kZQtWt6OO/rWJLJvHNcSD13wGENh+UxETeY5w/Lfe8wHR/1GIDl+lAnaO7mSrpWDNWEG2r9/dQ1XqTgrgarMax0rODfPm0BPzQb/0FYzui4Zwf7775/zhDX/IpCQJgRLtQfaMXzpZf6PE5BHkoR2oO/4bxrMqT5ogpwmUTZqSF5NXD00mVWO9XP/9dLiHJordxjcXKMWHgwM8bPzGbmzmKOasG1VDdGa1L/aP8G/BQe3BRvGd3oN85O6PGB/p1C+uDwT7Et8VQmhIjhemssARWywCVGzhSGyv8Y1wiL8N9kYLI3+5uScCPCbqTermOKvNOg2HIJdMMovQOXk/YYz/Cg6ZImMFuS8Yge/8KQDdY25tEmeeQER7kBMHrHKuksboZINJ45cXc97HTXzaejM0Fgv35DgWC1NciSahUpGCnM58CHEHI5qkp1yCnLJYmDqDtprs5bsM8wAfnExeRydBeXwfOCq4i/7GIU6qb8ar6c6MAnw1BqhEn7EsZtJYGHCHmmDSi4fbrd1G/IVXPWeB3cDJzveTzLJW+Dzwy/NRkWo9WBRZ9DyHId/06GF2HJ7g3294lI/duDlavhi12mefu4Z3XnUev//cY9cTP214C3+/zCtUqm33S9CzbKFqc1yiIMgzhJj/BmjS+IHbPsA/W3IV1CPlOI5FrCeqedGWEmXba6kg5yl5I3vgm2+Hh74O6LTAAFVLkFX8R2EvcIrs2KFvQ7L3j0wyZOM5V4cyDbz9vmLD/8Hd/xcvTzHBZkQgs/aGRIILp1B7noalwc5SgxGTtnqIgIfVJB/e9SMOVw87Q+tuTOdkmDebJMTu3+q9+8f3gx4kjzBRD/i9/7s990iTqZVjBdlNSZzwIGM8yEGWQOsvwpbUBEJ7BDYO8YN7x3h4/xhjzQbNUPGzke3URO9lMmxQNgTZ9ZNfxzATNsKDiut0/uRdMLSdNJKXSyvIQXr0Q4W2ytkRgkNj3L7tiNmfrk/DXNeSJzTDlNtdnMQK5hffbNeu4bHKsYom3wXRMTbC+HkC+4zECrJFOsKA/aYw9iWnQ5Pu0FUCPVHSb45HGzXTk0zRBiltsQnYomp8bsIhSZGCfEy/pG8HzhaR00WkArwWSMTzExGXcb0EmPOxXaUU47UmPQuYJMTCHQm7+dFD/PU3H+TObUe4betgtLzVZNnFimYQHnN17ghz/OztHdvLNddfwzXXX8PunPkuRx1uu2VHqrqWLExdjlMs/JjVMQhBh4ewKmVEcMXjkGqyKhEdwr7QVSamrthJWNNJFGJDuIxoIcf6PsuhJd4q2muAwlM5odfsw2QU5ENjdfq7fDv3Kz+iBLB054+hN/Y6qRQTtHXJC/MWhCpOA50+JvQktJoogmodvGTc2g/c/gHe89T3RN9tAonkJD0Pn9gD3AxUZFGxdXCPqxGEVOrpdMlO7yI+rAiuxUIpBdUhnUmPOIoFkJikl4foviGeWHakGrAUqIc6lbYoxSPlOj5CLWxQRl+reuKYcPo+CpXjM2wdtdqEectJC+6UmPI+q8jnKyn/ejxRLec+gyimc9mcw1KOq9p+atpJdyoAhEakIAthM4AK1I11pInOJugRh1jLg+tBBn39bJxl97645vproo5rYBRwhaIhisl6I9a7lX7WPPGiUYwjbpQS80x73rGrQSilmiJyDfB9wAf+Wyn1oIj8DXCHUuo64BoReR7QAI4Ab5jrejQCRRCqRWGx8DuIiDA/XHP+COzv/O+dPO6kZbz9efOjLn/ypq38YkvcgXj6Oav41SefOi/7YtKZMzrHCvLNe26OPt8UjvNq1/e7IMhpa73HUEi7o4Bjt/VeQEjkQhaaijgjnQjvDfZAEId58yLvaAgCdUKGqw1DGA3yYilDlLUr0TYOmTkzA3qujE0AIqkGtGHUx0oeW7M9azthTJnh+UidI1regiua76l9hi0sFipMTCBzCUlU7zBkUhT1Zhy5wO5lojGRmqTn+qDjz74hJWOTTbYeGo/IoUIZG0QSeVEv0sepnP+KieLRVT2gvcRf+x38w4+QjmIRtijLRWyx0Nts9UY47AVR4g5xOlTNMIgsFo2WQZzdvcXXvOmsnz6ugJw43kZBDkLF/uGkf1miLWOLRXSVlO4gueRAOQTZ7sUehx+NIGhs2DvCZN1OyDRl2ygWlsiKPscjbOA+eQCAQ17A2zZp72+jRVbAhplEaetrFWR7R2SePkuQo8giOt21R5jI1ifKWmxMCUEjDjVo6uId4x5kpdR3lFLnKKXOVEq9zyx7tyHHKKXerpS6UCn1eKXUs5VSD851HaI004tgkl4n/Z1jUYu9b9dQR+tN1JscGJnkwMhkFIvcYt9w/nyHnz1yiEYQRv9+vOHAbKvbGl/9rfjzsT16MzUSCrL5ewx3yBcjFr5LfozC2JA12bNeXvFQwPhE7AdW6CQaipB6M2S0XmfbYI3J6ijPsf2Tlh5kl55pBNVh7t89TM/acc7FiRwg7iAyVA0x6lKSjQNpe9ZBA6UU27w6a4DTnQgLChidbFL24wcuIwyn6mzJekhayVMEYRir2wK26RKn4JooKlGM3uReEgQ5EebN9SCnMqK5NVQBqSlkOQQ559WmnI4MioHgCN3Vw6idt+rdjmn7RoA4BLldt8LWLXks3y9tozQwwslB2WyiJ1n6iIlioVAiCQU5XXIYkVaHIJu1KqpmOiqKWjNEUYktFm6baibpjaVSqKsonJpix+AE4dJkNI5QZe0aofOCskTdWix8p45BqPin72+Kvo/XmzR9rUiHyueH41ujfQkh4+yglPL3HJk8woYj95PGqAr482A3Z0icblYphTqyPSLi6Q6dDalnzydKd0z8hMXGUZBtYp2R3YDZj4284U2tOBZoDxu/d1EQ5DYKslI6WVJuyvPZ4ihaIB49MMppK/so+Vmy9RdfvZ/Ryfg5+MQbLwfgjm2DfPSGzVzznLO49JTlR62ubXG8xz/OGxU+3jsFRxlFd2MGELEWC9HKVNOSCWGi1uQ/b3iYiL4I7JIvs720g0YQsmNY+xqrjSC2HLjpm5Xix9uvZ6Q2nEutakZhfWCnDt11ZGKCjftGsJ5MW+akIczdykYd1su3DG2Jn6ugQa3R5Iv9I/xH7+EoMoFL8NplJ2tlschUPKgTBLHFooHrSVZgoh/UvNh80UgV4pKYIAr7JRyuDWkfrHh4qknN62XS6wViO0KoQq658R1UU0TIV/Xky8w5IM8TSp5ERMiipGw8XF0HH8FO0tND9tmpgI1AMVpL+nOt/aMZJDtB46rBurCcHBGITouXtFik4FosRqoNjkzUo/BqJ9a3IZPD1Jq6o6YQghYWC5V7FET30eB4ncHRiUS9ldJxkB85EGdKDPGihtvWo2Sc4H7i8BQT7GY/1wMwVm8wXmsShgGDxLaNEPCckYXo1CjF+297P9/Y+plEfb8RDkUe7dgDLnRX96Ju+Td8Y9PIWIqs2hxZhqAh2QmFYvZtR4ASr+OgiQByvE8UOgoY6CnzG1eezhmrFz5kXtn3eNnjT4y+n7E6jpLw9s/fA8xQQR7eBTtuTf47/OjsKjsNnGDiJx8aq/H+72zk07dk5zAACXIMse/fRlDadaSa2WbBcNwTZLc9MsdatDdzikJBngG8qF9holg40SCaoR6KtWQlBKrswjqDqmEDfdqFkIDDXsA6x895aHQXX73xLzlp1ePjiUU56oGdkLb18Ai1RphRoSfFKoeCfXg2D23mQ3d+iJcGg7yQMmz8Fv4dJjSVIhkXObXLtH86DUU8Sc9VkKuNgMq3/phTep6RIH32U7k5bqJ+QFXiySIBinoQ4oWKEmmCbDypKuA9D/wn54QHeZusICRg0utBIVQl4FMDw0DsyTqYCvRWVjXqQUi3aVTsvqPTbSZmuSH7rLqobGxkE8WiHsKhkXFgVVI/VtCo6aH5IFSUjKJor1YQNLXyahtzFVJS0K3ckH2h+a9Qb/P6dc/RwbEajSCk2ZNcP9qNeIQEWYtFaHT2MMi5XipK0+0ZJThKZhOGBCqgFoZ46PtFAQ3lUfe6IyXbqrBWQRalCEPYxZcBWMOzo85eoJo00Yq6AIGoKNxdFCM8VGw7PMHpSyYy4xY/DEe43Otloh7QXfai4yjVR1DlFc4kWAcmYohOohJP+tR+frcjqzskynTwglAxGQZsKtf4ce8Eb1BNKpohU2B26O8q8bSz06mUFg5XP349F61fyg8e3E/JE7Yc1KLHuEntPKMwb99+x1xWcVoQieM7WwJ8986hjrZtBCG+Q8ru3H6EE5d1A8L565awezERZge1ZsDYpLVBCcv7pvYTL3Sa8yxcBdnUrVCQ5xQFQZ4hxBCAIGGx0DeprwKaYYgzqBuRjbqyvscaP5cDbBoY4j3NcaIcSQ2tao0dvB9F7IHU+4xhX9aBshMCk/Sg5jkWCzShmDAJTR4Nxnkhy6B6JKkgBk0QMZpdcq8+WaLedCZFKaVD14Eeat86vJXN4TCr9in6unxW9yVTcp/f6OJeqeqEE2biYU3i8zQZhFTrAdXRSU5YllQ0bZ2XjGyE4CAPm3oGNKNzdsBP21ZURik8s3YvzfDl+svIHuomrFd81KQolIoUzMC8FCzROzheY9v4KHSTmqSn6PZLNIJYbZmoN6O63LltkM9tvT/ao1JBFAItQmhr4bX1IIfRenqYtxEkfddjtSZdJV3vEI9AgthGAFTCSQg0OeyZ2MPaRpIQrmruR9DqmZeakKiU7iD967JBTmuWeeXYACoMGZtsoKRCEFks9HYl5zBCpRB8Q0MDoiQgKoxGEspR10TDJe+CgonDdI0OAnGM3SBUbNg/SmPA8anTxA9DHZYvOjbFd7d+l6esewoc2RaVvPPwMHcdHubDSw6zMvCjuts6P7h7mNVn9aJMauqRpvCT3hoTEnIoHKXmBQVBPk5x5up+3vqsfv7npq3ZH+fFDTF/FovlvRUtskAURWii1uRjN26O9tpX8fFz/K2NIKS77Ef8bOfgBP/+Ex3N5aL1S3lg93Bmm6OGNh2V939nIzudvAH//mtPiNrGYwZ5FotCQZ5TFAR5JnD4S4IgRzGHG7HC5ZBjgLpqgEBDjfKQdwgfqAfxZIfAqLBNVBzlIge+SkcRsMO82hRgPcjdSqL6WpI5pprRsrqyv8Ev9t3KU/pOTjTF9lB9JTSVjmJQ8gSlFFsPj8dpj62PuBnQDJv88x3/TBgM8dssZaIWECxfhdTjl8ny0Mf3k0SwLiqhIOvzof9+5eGvROvZuLhWlVQKdg6P6e1N1+WIl43vm6bMF1Zv1eHAuoBv/WHUeYmPXdsnxJksKcaj27TD70AzCNih6pxhEou7RPxtlSfyP3Udiq/eDCn57lQ3eGj3EDsq3TEFDwNtP4iuGRGVC8SnLiovApv+PcrkJ8YTrKg7qkdiAh3CjlKN5c699zsH/5Zh1cfO6gRBd3YPPeEYFZuAIxUTOlSxxWZbSf8NHE90MxFoLeVBVgrBMwS5iSLEEyEMAxrGdlNRYtJzh24xERqHtuKjQGKCXHNCvdkw3DZCxaBqcmepCiEckgbf3vJtHjj0gBm2NOuMVtmsagQoDvjNjMe93gxMwhFrb4rxRe9hvIExTh/dyWkrzsmcywLHB/I8yfNHZecHAz1lth0a53c/c2dElAFu3zbImoFuDo3WWmbia9hskzkjjHuH26vHm/aNsn55D/1dR5+GuOQY9HEsQDVmh7wwb4WCPKco5I0ZQAwRFsxQubEIIDa+RTOpcCnHf+uQMNukBIZgj9XHGKtNMlxtMN5MTimbbAQcGK1F0SDSMX+VJFXWmvEgdzkWi8mmVqfHnTq4n//vka8kyrRQaAV57/BkpAg0QsUHlw0m1hmdbLBx7yg7h7QPNVTaNiG+jXqQkA1T+9ChtKw67EaxALj/UDwBa3iyZtbRmGg02XhoKCLICuFQRkGGyZTKHpAMDVZP7dNCnOVCCArCsIlSip1HJhgcr/GwX2OChiHQ8YhXT1iKQu2FSkXxea3yKihCZ/pgSJjw57rnqur1aoIs8ajApKPyNh2LTKAU20sNxrz8F5uOMCHs8A4nlg9XG2byXur6mK9f6N/LD3vHUUHcQbB1OTI5lNimacK+hcbvHO9bnGPUFguxfXWbvl20jtxEgVKUlfFM06AnHGdpENdbUFGkAxehUpFynTgWFN8ORzIGklpQ0y8YZcsNIi8/xB7kaMK4KSsR2SJ1wobqTtipAscdzl6b9EU3gnB+Mundci0c3jz1eh1gzUBX4vuqfv3dJccAvZUSf/fyi1m/vKdlWR/84Sb+7fpH+Oa9ezK/tZur+C8/eph/+N5G/vVHD0+j5vOHTswTeZ2ABUU6UQgUUSzmGMdan2mRwYSPcjzI2pOYnO3ufkhGeNALm0E98gc/ZemlAIw3A3odhbQehIxPNqmX9PZpNUuZiW6WzI14LkHW9Zo0k5KqzrYTidBuislA53JLt/Fp0nZwIpuSedI0sEfGq/T3a9L070uPcGHQzQtUSGbiWbwp9aaiQaxE2zOYbpJGJ5s0joybdUICpWgGiroEptJaKry3KxtyqJY6qG/3B7zVURl/FOaRGadzE4SRxaIZNgmVToErxi+wvzSp/edRzRWj1Rr1usociK3JiuYBSsFu7iprITtUIRJ6ia5r5PPFZ8zrRmQSlCbBrkoahAFrG7t42tj3CD3hywMjqBaPuD2SrjCpOFQl5NFSPedVYI9KcV9lkmfVkgqyAPvGktkXI/uGSCLBSV26EwqytVgAiKrFkytRxmKh6FLCES/gxvL3OLPexZBTwcj6oEAkjt4cKhWNpKSFvnGC3BHYUOJpgPv9YTb0xqnP7X2wr+dM1lY3x5NscwmRvhdLRVzS4xpXnLmK3UeqfO8BnSTq7h1DGaI5Z9h7L6w8c9bFvOslF7DPqLueCPdM4Teu5ESziKo0NMneofzwbs02ccnv36WFlt1Di8OjPKsuzYIlWcmxWBQK8pyi6G7MAFYnFjNsv/fICOO1JlEkLGngulfFIVnKhMrynOGRifok/3HzzQSh4tGRLYBWNyUx5C9mXTOxwJDw3sYwp9U2UlETiYf8kbImOWXHz2oVZLcnHEV2MBvvqR5K6qy2Y+psU2+GmYbN3XfTpkU2CzdVakjYTJAut02pNvRQdU0UKsjGQY4Q1JHDD1M2w/wBMF7T69ekaWI/t+jlK0UtpSBvK01oBdl0En6mxqI9nt2sRIcfEeRmEDlhg8hiIawMKpQQDnoTnFV7MLGX3Ucm8JWOiFHys3V75ui3uGLsO4mjDfFiAqlwhtKEQb8Zkb10AIqgqTi/ehsPl2tOrOjkPi3ZPq95vvk52bjfVJ6wpyu5XaSqGsKZSbutODChVd0uRzHX3QQvoeSGeNza90KU6LvKJcg+k5HPOsQkDVEhZccVXjX2GTvhMZo4ma6RgglJ3t8ATa/H0O74p/0jk0w2Akaqcef2sBdH5NCnyialsS8hPZpgM/4J7kwAXXppwZMJFJhvnL4qjmTxsRs387nbdixgbaZGf1eJs9Ys4aw1SzhjdT+VUnsakNdudYJGB+HuSnOpeI4fnnqdFpiV6r9QBDlhsSiiWMwHCoI8A4gIfY1D9IajBErx8w272HxgJLY7qEZMiOMxV/ObYk1jDydWN0Wv/C0Hj/DIgSGGqw0n+oVCOcO7I/4yvdyxWCilGKhr5cISZFel9SMqrJdZBVkpxd7hKpONgKpLwpVirFkljsAcw71Rcv1oSkXPaDMV4UB7eZMWC3dY2ipwDYn9nBFBdl0Zw7sJqiOsauzkgN/kHr8abTspAROejhWcR5LrzYDBnGH4e3cNMVadyCxPKo6xJmy/BUGDIRWgRE8L7A89atKgPxhGiSaJvz+0AkHhG7XW7ZhsKzW4v2KywaWy4zVUKTrfoVIMjWtLSbnksb00GVl80o361+7eyabSPr7ZN8bDpaQFwsJm7gspk6Z0AL0tOhixUqw/2Q6ae6ccnDgE6MmWR7yAMLDTPSURPyQUn23dFzLuDYCxKMQK8kR07SMFWSUT3ljbg7WauJ3NdMKcqpemzdriUXfS6wZByL7hSTbsHUYSIzPJsqLOgX2pK310roJcjQi5vgvLBUE+7vHEU5fz9EUUZWO6SPO7lz9hfeJ7uY2C3A6N5tRK+kzJdy6+8bvJ79OIOpHObTUt5OQxOCrIs1gUCvKcorBYzBC9jSM6nbMoTqpv5tTaHhB9OgOp4/I7V4UE6A1HwZPoBg9VkxCdlMMN1WW3CJWKHnZLTn3VpBk2I5X5iFfjh73joCp2dB9f2X1rWAV5MgzYP1Ljk+owqyoVZ1+K8aBK+rFTThlAlJXMRUJBDuuAHz2/JYWe1OW0s2Gm7RKtHIZNFIpmhtpBfVIrxw0R/nfJMF2+F3kx7umaYK/fQJHNRd8MQ/YOV1kWZBuyb927lz37DvB7qeWuYu5Mc4uu44FggneHQxzwy5zY9KkoYdKLUxeXFVQQPEKd7INke31btz6Wi+s2BJoXbRviU1ISKal20F8TQut/lwxB3rD3CL2iT8hINEkxeaKbUQesHO3PHptCEUyE0NpyGN2zo16TntBLXKWReqy4/vfAEP8YTVT12N51OoSbzJ48PLqd+5uIIMNYVOvIg0xInyHIHiF1FF04kY2sgqx0im73kEvd2Ze7UlCt57/UPBR1qVBSdSTVebBH69nrYM6ZVZBtoulzGxU2lnTX4VjPpFdgaogITz5jJT975FBnG0wMLuCwfBbpFO3nrk22oTMlyK0m9iXKnk/P7DTO8ax94zd/RBPlUjesvwxOeuLsyusELqu3ynGhIM8pCoI8A4jRBQEOjtVZG4VS07/f0HUvvo2pmxjMhZ4wVitjv2oDZZieq6zGYagA0WqYfZA9FVAPYx/wfV1HKIc1IFasXJLXDELu230QpRSBmRa2qVxni9eEQJOLXbt3sy+4nW9OHoniYpqDSKBd8hCwCrJLkAUvbCQIcjqrnRLP2AKaBCHUon2Y9cYPQWPMHJdWVN32d68fWx7SpPDB3SP0+vl1VoQMj08mfaRKOw9CY4exkQ+srQbgYFCN6iZoj6yNPR3TXQ1feaDyZ7xXJUxMYNM+bo9kM6fTTrtxOEW0xeLyWg89ofDTnglAYbXnhnVoiOQa7AIpm9GN+BgUnb8oPj4wRBnh5WNLIqI60UjabkLHi7+7fBJr6o8gKqRbVSjRZ/Zro1jYWNSx5/cwTf1UKMUZjQr3lWssbx6MOm3mTETENasVQ9M3MZkTl9e9DvFn3wfCgEB8E4YufS6scu2ZzbQKrcy9ar3TvaEX2zEKPCbQU+6QmDQm4etvnd/KTBP1lNK70kzas3d/Ow/ybDGnCvIs0K7V+/jPtvDQ3hHWrY8FgExTvu1n4JchaMDmH8PrvzAv9UwgL1FI0SGfUxRncwYQEU08gP1+kyHfRpQwvxO/dnV63PiVXHLSG1v1N6RJqKeoJbKhxWl8tXXg590TPOhpFdhTAbXmpFOWqwTG9bDLdm7dQOmhz1AdH0UpPQwOyQlGS4Ij3LvzVhpBmIiO4B5bVULeJXv5RU/Kg6xicqVS5EAAsVn2UuXFx6pJh1J1btt3hHtGx5MrDG0nDHWGu0fKh6LzkoWmS+fVkzO14wkjSWX4lYMf5cL6A5lJgSKaVCXVf60ga1tsqJPEGILWrSQ+p8R2ioqq0RfWckwrGoOeTYHtXA/xosgX2qdrFWQvuu+iSAquYKpCfNPn3VKu06O8XLsJQChlU8dkRySvls+u9+fWv4Hijt5nokQ7pqvNWuL3ILCZBcV0AHVdlod9ifVci0XIeFSPParBfUoT/5ODMic3y4k6RtfKUXrTFotJic+AexUtlMR0u+RpK1Acfzx1H9uOkthrbBOFmG6uuf59Sse3QKTFBL4Cxxt6uzokyKl2cDGgO0Xul/eWufKsVfzB884GdJs7X5ipOj3XaCUMNIKQWzYfZniiwfbD49kVLntT/PmUp85T7VrBqXP0QigU5LnE4rg7j0Eo01N7qFLjf5cMG0IVq3HuzbtmSTd51MOGjdJOS02T3MQdmRS4wIO+JiGealJ3hrQjEpVTV1EKf//9NEUhtWFCOyEup1ZNWimtGgf9gDqK27vSs4+1l7QnHIuJiDkfVVFIWE+Ql7TFwkYPGPPG+eiSI2ys1DLHEyqFL3HUgrxGzS65sF5JLFFpVoXuZPQHu7hg/zepm+PuMo+EZ8pPx7EGRSMIGZ6oRZmzPAXdoRcpyCFagT5QXs+axm56VJ3eSinXEjfshzQzES68aGgnxENMfGVxyLEty40Gocc1dAO5z29SlZDz6suzOwUCKpR8j9gnbhTknHX7jQKeh0e6zzFZBRWNIOnxDi0VFQgdb29v2GXIuSan7iQ9S5BfVO2nF4+H1CQ0a5SU8KqxlH3GFOFF2fWgrOqsD59jSKr2K+u9uB3PFgqyh84k6Nm6ZM/Gku6SvRrEPiq9niXIPaG1TwmtOkYFji8s7ekwWskiHFl48cXr+LWnnBp9FxF+82mnc+ZRSO1dmkfyPR2ELewgw9W4Q1PJSyRScTr73lEekM+Lg9xCECkwMxQEeQYQJGGGL/uejknbjNU4V7USSZMsjTdWBwAIJUTRZOvBcSadiWSJ2LGmxGHjLfUIUpnf7Mt5zFGT48flo4M/ZsgLQalIQQ5DlRleq6ZIZ1p961JZ76tdoVQfZm1jF921Q4ltAhT1sIHvSZTW1CX/mpjpW/GG7gczBQ9XG1pFV7rxjmJAq+xQl0J4fu3FnNZMTo6KJk0mGhDFxweGaIQqioHchfW6amUldLoRbjQSos6N7uh0G4uFQqGMalmTbgB6fY+SZ2OfJBGYrpH7y5LuCjZ8sTJJmwX4lb5fxojW9j90SVyqEOKr+L70PMmYNSxCKScJstKdvaw3HFqEUgagxkhkHUl7DsMwcLz4cZRpTeKdM6liD3JoIpSsCDzOM+dPb0Pm/NlslnEUC8Xaxi5ePfRD3jK8nDJCFS2xh8rJNNjCbiFi1GAvX0G2+9QdXoFoFEavZ0cQeq2CDIWC/BhBx1nY0qndFwEqJY9nn7dmQfZdSinId+04wkdv2MwPHtx3VOvhNl17hqr8/JFDfO+BfXzjnj2560RwCfL5L3MKPArXOW+SXoE5RUGQZwARQTmnzs4zsC9gV0HWL3CNHhVvo5zvoQrQUYBh+2Aci7cp2SdySAxBVgG1mhu3t/2LOFSKYS9gyJDNA342ogM4s/DT26fKSmO42qBa06qvb/y50VoKJqnhizDQXTYEOV2+TlyR7kgopdh2aJyJekAcxC1ex/dEq7Pme19Xmaefu5ZO0N9doqvk0QzCKIlIt+mJC9BV0i7xgVA4pVnGWiyATCek22R6swH+tL6oyyq3abwUGAXZHS6Lw7yJ50f76il3m3MUl1cSS9hgRXNvpCDr9X1OXpavAgVSMfdxbDz4Qe94HBbN4M0jy1Ke3yQazqS6NEEOdAYQfYzE3ntLkO12rsUiEL2eH0BzIiBUirFqExXq6/GCiaQ9A+KRGFvJVU0dj7lLCROECJLy9kvUsSo5xMZ6zr3oHsg5atEqcqXkRenX7Xp2Ymlf6JlzVijIBVJYhATZYqpwb/OBcsqDfO2PH+WObYN84fadR7Ue7nP6t99+iP+5aStfumMnNz96iIf5Vx7mX9k8fnN2Q5cgD6yDJ75Rf66PZdedLkb36Ykmm38Mn30NBOl3dvKdUWDuUZzVGSJ0bkiXsIgkT6oSWOr3cVJjnEtqji9WQbfZThPhulkcPwSNhMqq17UERsIG9XpsZ8h9mbu/2GHgZki9GeqIFzkY9ZIESUX/YvtAGOqhMdebNjhep2nV6DCMNzQYp5GgiVYdT3YqksQzDasg93fHQ1k2jqalyD1dJc5YnY1kEXdYnCF10RPfQhUnEekyNRntMqGOBJMJMe1HjuEpFYUhq4nWnD0Vr2nrJmLsCg5spAZJNXaWtvVU/EhBLnlJXzXoSCW2xBcNf4FKmPQBl6XMmY1sqLHA0Harktr911OdsqWhnw6V7EAIRadOF1EZheVzt29xrAbxfV2KDCSuxcJEgEH76ktKCCZDRifj+NlLe8o50UUkmhAXK9RGXVdCWM52TkIjw3eVbKfMLtch22wYt/xnyk6G0TkQVW0UG9LNoqIket7CRTikXmABsVAhwTrAP7/6Ev71dZce1X36i8Vi4TzqeYle9GhbehvFNXd8gB+4Caa6BkwhsyTIo/vgm2+H+78Ed39GL2ukwpGq5DujwNxjQc+qiFwlIptE5FER+bOc37tE5Avm91tF5DTntz83yzeJyAs7LXNO6o1EHmSA1U4wEDEqqB38VUDP+G7WNUv0h8nTXUEoIVpBNJP3QmJCkPamQvxMSNikXhvJJHCwSE9+sEO9JVo3SGnyBloVVEpF8ZwDMYRGhL6Kn1AdfBuJI2gSqjAm1UoxGDTxEskijOoWqpTymLZ4GOJseQma2Fo0KssIK/3OVh6S0+i6tKpS8ujriq+ZIk4i0m0eiZG+86BnOeJkAJQoE0wSS3t8Tl21FIC7ums8apK02HvEKsjrKfPSsVjRFYF7uicZ9ZJZBj2ErigzkqOqi58yY+h1XRuMR3ISUNkr80vjWRU5kDI2jYd7foKc26NdI6Enl+q7Pq0g1zITknThJeXjdip1FAu9l8DU31PGy0uszHqSZ1KJERNkjeWlMqMEuTacZIdJpxC3Vgk3jFsasQ9cUCpEHXjQ/hCtUylE4wKt0E5BvvzNOvrB678AT73m6NXJoLdSor/r6PpoF80kPaftOnlFLwDvfdmFvOGK0zh1Va8m8qnnOgDwfL4bxlZHukxbWxudXYUmBvXfAw/FXuM0Cc5LFFJgTrFgd6eI+MC1wIuAC4DXicgFqdXeBBxRSp0FfAj4gNn2AuC1wIXAVcC/i4jfYZmzrztJi8Uyx/eJOH5XMXP4gyoC0cQh0M9aGcFXlgCY7HPSjNiKnk9vTQXxA/CtvlEOMsGR0aHY4+gQt95KKTNcFhFk1dortyJo/VuY+uuJJhJxHEsVeYNL4SQj1UaCS054Ib3luE5uH/1IaTWHSieQS0pShyfphkBSpgsBz3hIT286E2dU/Mf3hAFntu+GSj2hIAP4XhlfPDN8L8YAkmU+PgEeiq4erVrf0VWNLBa+r/dhMlGT1Ct1ZQ97gY6JnLCT+azp62KgpxydE1EQ5viJS/Ep0KJ96vyUpUQJSdx7oC0W7siArUATlSnDWnOj72JCp0k84iGojPWmqZJqtoUfRYnQ/9UeZP1iDqPyhF6VvtbkfE8Y9QGiCCCnKX390+H1okl6og9GVMiptYep1A7rayf62FqPyujt7ElJ52+MLDUJC0uB4x3/+KpLWNk/RWKYMN/alvntMaIIztkkvVl6/RPvqnqTp565kpNX9PKMc1azrKeS2zFXqGzUiC4zevmj92hbxOYfz6xCbpsVEeR0Tz/x0sipYNH2zBYLGQf5ScCjSqktACLyeeBq4CFnnauB95rPXwY+IpohXQ18XilVA7aKyKOmPDooc/ZIdSYHHGVYgO5wggYlbMgxHcEhmfZZKUW9EVAqC7tLTVC7WBIqkAo2BQHoIfS0qrepXOdA+RD9G7+dXz1n/UhdNMPAA+Ekadpi3/XLA58dpfwwRBMSclfXJA+XtdLtuZIu0KMm6A3H9XIVUBvcQRewPiiz32/ySE8D173hEuQJr5+m2NTOyYfap8my4FCkTmY6yiYkWlJB1tfj6rElDHsh1y7bxYRvbRdaMezCY8LU4ru9Y6ypdqG64OTJEj9XihNKp3AgvMMQZM/YK0JOa5bpUsImcx4q4ST4vXgrz4TDm6JaVEVFBNmPklykiCfxfdQbOoqDeJREEGU4nLl21gzhllJSSU9yusns8fKzfpy9dgWHRnzUhN6i3wwTNkWhJwbGSlczUIlkAoKwMvA5UAoZYzOrEfrCUcaC5L0TSj3xPVJ4bSfNKMK99cP0BrcijEfnyCPp2bfHc8ry3sTwpe2M6M96D7ZbdFHYw+1MZoZxgzB+dySobVAjzggZ2yTsvpNau3DEH6c76rjFB1hRNqJNEebtsYQVfRXOWbuEW8bapDxuZ7Fwn59Fqgi+9JIT+eVL12eWv+mTt8+ovPQkvRljlt5ut3M/UQ/oqaSIb1ZA1t9tR6ZilGNrsbC49WPQuxKWnw7dqd86gorboXRbkhvFwv1dLdr76FjBQnZT1wOuE3+XWZa7jlKqCQwDK9ts20mZAIjIb4vIHSJyx8GDB6ddeUvJntl9Ki+sLM387qtG7Cw1N/KawKeEcGZQoUd51BqK5eESDvhNVjf2srK5jyXB/kQ51hKRHlofkga7JncD2YkOebAv6qXBuNnG+CwFHhdqEnVGoxwptOuCbN/pJz3j7DYEutm/LvHbsuYhTm/AcqUnjHXVBjmlWebqsX66lXCwFDdgAlzixClWCMu4JEF2LLrCKk+ZGOVJk7qOv7cinaFIKEkcjeFla18ZHYOPsCL0ed5EyEBwxOxL76OSajj2jE8yXm/SOxzyjqGVrC6fSJ+UQemxglBK5Cex1vWXgRMjNaTm9bBUnRidY3sm1Ypzktu3uGyCR2nFmbrRdZhXgM+ZjaUsd5Tk04OyQxCTjfhZdHF6KX92+tVPOMlM0tP35tLmYQSdDa4h3ZzTqEQKvDv86HvCZc0enjfR69RX/76yui2xj3I4FJ0fF4nIGkqxrL6fcrCD5cEh+oPD0alZGfgsC32umtAvH08koTg1K8kXTmw3MiTbrOqnrrVVyCvKo+zUxb4kxUlXbrfsqfha0Y/5Mb3We2g6MiVPGBAfD9G2lqCeGyquwPGLKSe6tSNyCXX5sUFs5syC3E6Z72TzKIa/YrIR0JsiyK6YkcHqc+FFH9CfKzmTon/yd1pRnhbcE6NSf9PLcTyIOcpzgRnjsTGOkwOl1H8qpS5TSl22evXqaW07MtFkshHge8Kbn/cXnF7u5lcChyRHQ95JPbRHebx9aAWvqy3jd4eXA/D4xhNZHi6L1vFUkHg2Sip+I7v3fmgGdl/dd6n2jnWXeNn4Et4wkiTrroIM2p/ZvfxEeru7WNpT5k97T+S3y6t5x9BK+pXHEjMB7vLJHp5Rf2bLc+ANnJBZdvXYEl7ePDH6fnqjzAndXfhK4hdH9zJOXvkiTnLsD2dXnsZqngHAmiWVqA4W64IST5/s5TdWvpmLV5zNaeIMY4pQET86z8u6VkUWC4Dz1y3hiskeVgTuxDBn4pxZGkoqCoN49PrxfpSUtR9ZCYGUky9C8RCvRF9XiSXlElX/Kezv/QtKroJc7iVcdT4bex6fdzqTEKF06pW64ZVYfQ6VcGXtJF4W6mt8YrNEl6NLK2dA/80jy/hdViPl7sRxWnjG8AGwork/OjUP9VyMosRLx5fwirGBaN+gyXF/V4mTVJk1QSlBfAXwTWbHsGcFAGfV7gbg+eXLOYe3szbQ59PPsYoIsKS7TBDp5Dpc2ptGlnGh6UzpFNsxJvtPJcFYc8q027kvPFvvx4fdnMuKuLxQTxB8Vs/F0dZvHFnGJTX3HNr/CqL0Gb+y3suFQTd9XSVOq+i6DoRFwP7HIs5c3R/Nb+jrKnHeuiW88EKnrWxHkNddEn9eRBaL5b1xW51um9O44qxViX8dYapRlk5GYWZNkPXfyUaIUtBTzjvOZD2i1FM9y6HPHGspO5EagJE9+cungjvvJaMgJ99X2W0LgjxbLKTFYjdwsvP9JLMsb51dIlIClgKHp9h2qjJnjQf2DMezXiUeLk7DJciHSyewt7ySdY3teALDpZUsbR5G64XuzZ0sJ2qazMSh9EO6xuuPntSfDLyKVwx9PbfOURITBarcC3WtqJYkmcLYrYWnWt8eZT9LADyg7McNRAlhaU+ZVV0VDpXK0KyaQ0k+zOesW8orH3cR//LdLgKVNhE4Z8TzQLwomYcpjFJiKD49SU+zqrJJi9elfLQWm0Q69TXi0ePFL4ZASlFdmnQBcaKUUGKbgzJT5QB8X2/j62EESp7Hpq5LILgxeVwpCIJvSH5iMhs6M95qVQKBKyZ7s1FTLIEzUrny8xvskil/SbnBQNPaO4SAMDORM11PX9mJcEkvT6zgatgoLCXPhzCedOqb66WccxafPw0v7T/GEOQWQ4ah+Hgq+ZLMS+2dPS5nXoDtRHrxjPWySq4d/XWFGuLIGSeYJzbdMS3w2MCVZ63iynbE0LVYvPLjsWc1jUU0NP6yS07khIFuEHjK6Svbrvump52e+L798Di7jySTSj1v+Ctc1Liff1n1Xv0e/eKvw+rz4JwXcXptQ7ziz34KO2+DnuWw7FQ4/elw6pX552aWBNk+p3ftu5cD3MCdR5Zz4MEK3SWnc6zc9SGniZq765ZQw+w9M12LRUGQZ4uFJMi3A2eLyOloEvta4PWpda4D3gDcAvwK8GOllBKR64DPisgHgROBs4Hb0PfxVGXOGp57M6ay5yQGRhIPi0dovo92ncC+5lqWNg8TIvhthPzItyxpeqwH1Jd68VB3QC8TXh8wovPCu25jJ4qFS1A94mEuS8HjPbRWwVqF56mUK9iIXr6xQJVc6U9S5w8QKXH6qj56PJ+xdCPg1Ek8Hzyf5JQJD9+JjiGeh+clvaMClMzxV0wM3tWU6BaPB0zc3XQiahGPXq8SLVMSE59Ayqnr7EXETfvSjEpdsgoyoJQhpUm/eh4Ej5K9r5x7KMQjxGO1lPjL6lpGmnUoxyQ6lPj+sMcdtiDI+h4QBnpK7I3sz4qmBJm4zVn1We/TvRcFyUwmsZnlurwKJyztZqKq7wMv3ewYMp+8qnnnRVKdARclIPmSdMPTJX3aphMhknyxmPqXvDhFdyndXYuelXjpWGkVBz2dHGc9FdxcfQVBLpCAqyC3eDaBRaUgl3yvczU4hbw27vzJu1mztJv1PXUGxrZo7/W++2Hf/fzS0FC84s5l+m/1iP639x4YOBFWnJEt9OHvzah+Fn//3Y0s7Slze/WDAGwY6mVvPTnhMmtwOFrPdisFOY8AyxS/F5gOFowgK6WaInIN8H20IPXfSqkHReRvgDuUUtcBnwD+10zCG0QTXsx6X0RPvmsCv6eU7prnlTnXdffcGTltGjKFmekvAHHkCxGPcX+ZLguFl0kgIoxHE47iId0YTvY0PyZunvTQsBEC/C4sQdZU2oSw0hWISiohkdKWJBRZpRdgYskZNJt1sq5rU57vEGRjC0mXki7XhkPrFp+xPM9mJCv6IB59KQU5oR+LZMoXgaipM2quAFdIHw+YBBaZ8GaeR4+jBoZeCcKYIKdZk4hNT+xMRrMxmk0np5Se8dwSEhNkBwFedO3EyeSYT7T1ubcE+ZfHlnB97zh7TYIY28FxG3mlICDET52/dCY9P7XHiAymamAV45L4vO/lF/PTj6zl4do+vHJy4mDGe94inFu6T+aJS9Kz5yvhPRYdxrDqK219aWafBUtmPS+2n5SVSYotTkGpuh/qOpmG8U5fTDe7naQoRRSLAgm4SqffYXrqYwDve/nFuaKJFQ5+99lncvJyLeYs/foSKiWP1+36W/oOlmBFb2a7lqhP5C9/8Gv67wkXa7I9DWijVJMjTlrp/rSVJKdBmvaTfWAjrDlvetu4JDdDeAuLxXxjIRVklFLfAb6TWvZu5/Mk8KoW274PeF8nZc41El5IQ2SW56it2mIRxx5wlatqSZv5u1Q1oyB3K49xs11ERtwXuRBFOFAOkSqzgqb4Rmm2xNpsY1/+Kmmp8J2iEwlPFEjO7bFubeuUpAKUvLjXXTJ2iSShylo6xBDHLvH0EGRLaVUT5CWGHD5lsoenrXo5Xzz01URZnpdi+giXTnazp3+CFUE3R6hG9bK7shYL20kQM9nKwirIHtCkklQkJY5GrMmeGbz33TjIKiLMybpl4YlQspaOhIIshDmxMOI02tmilfFRrw1KXDXez/8MDAHgiw8iBKlGNCBIdgCJPcgq9d09AFvN8+pdnLX0Yr7FDbHFwhxLvypzWa2H+7vaq2MK+PzK3yekxK8f/hdnH5Igyct6KxyJ6pYlG+55erNayYbqGNf3T8SdDATldDQiBdn39ehPZCXJgdMrEBXwiuY6BrrG6Vd+6ueCIBdwYJ+3Z/5p++H4RWSx6AQnLO1u+/uq/i7WDJh1nOyViRGWJSfwuRWvR4+hhTx+1R1w6BE456pYIW7mh46Md3RuTJBPe3rL1RSKSfYxzAOMsZnQGW3t6ypFCagsMl32/tWoiRZ1ufLtcNO/Zpf/6D16Mt/y09ofg9kjAIcfbb3KlHGQi7ZntlhQgnysIqGwGXJ3Rljh9eNL+eKyEee+dJNOi0mnDJ4nVD3tPesJJ1IeZK0g2+gF1gMpdgxagaZpgR5y9nye6y2hEgjfx8OzWmmLmIm+LiyuvqMgZzF1I51ew3dUER9NaNJ+VS/d+BiS0pU7sJ6yWIjHElNiTRQVvztRf0ESHmT76ZyGxwXDq/hab5nBqH4x0hYLPA8JHRLsVbCRz5pecugtFEkourZz0tdVZtXSbpb3CDBkFORkXXMbMcm3WATKdLJEsGHYhGTjraK7zSxvMWnE3nMqRZBDAkqi76+4nknYI81rfksQWVOsxSJWw23HwcZBTiq87pfBUnYSqKRWExG6yx6NOiDlTIXc27pPPB272a2HQNKDbDql4jkdzOQIhUuuLXZ3ncWKxgjneiGTQXxddJnFS+oxj2YN7v5fnSp45616We9UloXHAOFJH+KKMzh0OJ7krZ5/dSwQnP18+PY7oDkZrz+8C/beC2e/MF62/FR4jck812bEbi/fYYx88tnqdZh4lM97KeEpz4Ff/E12xVOvgJs+TO71mhzJLusU7Sbp5UrchYI8Wyweo9MxhNhvKomHcF1QoubHky5UgrjE2fdEPOq+zuHeHY6nFGShW3nR/R5NmHJV6+glDfglXu4t5/kyQCgevfTyRlbaXyNFNFKQSb7cS4ijILu1AGR6/ScBvJKrIGu1OD0k31fS50ihQ6LZiY6amLXxIBsFecCcrwkvNDGPHdLp+RmlVhMrZYbc43PnDsGHmfbFi6waAgSG5IkSmiQJMpmJjvaEeqwZ6Kav5BsPcrKurSASWyxcv3ag/Gg6m2susCUmEy7rH0K/J7MeYCYBSiIVsidCIEFmAma0nSk6rSC74e98JVEc6qa5+XxzH0UT36YIS9gqX544kyHTyFOQE2mpHduGra1Hyo7jWCzyA/plEXQNUKObVlarY11B7iDb6R+JyEMicp+IXC8ipy5EPRc1HvkBPPJD2PKTOF3wVHarPJZ2DHa2usvZycYWWXkguU7icK1fO3BU2x+9F+76tPYnW3gl8M2/1DmsN0O+ee8eGkHYkhy3gh5QcirkeYyp/JwBAFx9LTz7L/IL6gh517oNQc67n2YZG7pAQZBnhAQBM+TOEqTQK0XDtokwb5K0WEx62mLRraqZxqPH2a7kbBMXFRO3aJKg6ExrTcqcRiXZ1phJYmAIjFOWnqSX33jNZJhv/crYnWz1Upcgr/B7eFz/4wCoSxd7y6dGw+YlBFQbauJrgnya6Mby1IbONOelzk2eBxksh/H0sHhUL/1jHMXCrOw5V0XFCrEHUVKTeAdeauKh5+4w8pF37kH2tAUC22nA1DH2ayfa6sQJcxVkwAlVZ1fbWTlTnzMhQZC7yh6nrOqlq5TsGKUbiSh3orNfe41LxKTevj4qyulQQhShoxXE8eSf4vgTPUm/Qonu69Bck7Mb2ePVdTbXU5HoYLop48U+I36SIKf9/8n9685nlILa3mupjumxiA4zk94NXKaUehw6mdM/HN1aHgMIcohUzhyDBFolfjjG8DvPOIOXPf5ETl6Rn7DIQpHN4JnIzGlHwlyLRcNExxh1Qqi1Oa8/2XSAr9+9mx8+tL/lOtCJhAHjjXHef+v7zfo5W/StTIbtmy7y1N/M9Z9KQT727pfFhoIgzwAJQunlqW0xIVAYIqFii4WIUPONBzmssqw3OQzerZxJQim1zhQQf7TKJjp4WVPK9JoIBU+ezDZKeZP07NeM68rzePXYQBSHtpSn/DmLTlrWQ19P7EXTZDy5+mU96/A9O/ktSf59Yytp1UCJ6CgWq6TE7w+t4KJ6l/Evu+dDcl4usWLoerPbWSw849G1y8T5HKSUdW17iDst0RGIew0VvvgpW0H+kXrEtgTXznPFWWsIEXorfmLTWBlNWiwg6VHvrfiEUiKQcqwgkyynr1LKupzTk/SincfnJI6EIlGdrcWiEnmkLUFOhnnLIl4+4EyW0RM+k9s8J9DPUYjH7wwv58XjOYH6Ad88g+l6J6OKWMU7qyBnauqOPqi40zp5/ivN+rYNOKZfUlG2U6VUHbCZSSMopX6ilLIzp36BDq1ZYCrIVJ3lPMJz7CmCy/sqXP349S1CiUrE4e7bNcz3H0om7HLD0mPCrSUsFrbz78YYDlurujbO/djkFCHhWr3mnPqM1kezK3WCTklrrj2ijYJsz687AbqwWMwaBUGeATwzgUd/iQkq5pPtCbs9YuWSM/FolLQy1lfxOWVlX7ReSdW1B9lR5PQ2TuQKl7g5BEiJEIhPGeEfVj+fJ5gEB+4ULj2sHA9uuZP0XGg+4XNys0yv8ugqe7yoa3nb8yIC4iiWJaeuLimxZCImc/ZYPVCqdZgx40EGzDS5rIXDk3idaH/2Nw88wihqgo2yARCkWaDnxT5dkUgVFbRS70LlqNZ6Zb1eGX2/+J6fWs+pd4I4+w5Bjvd18ckrePXlp0YZ+uJS8smY2ING2xrWLnFiVEdRN7LG3ZTrNjNJL+/VHqXTVkSTLpui7/hyahLhZaevyCkhezy2Pu7y9K3qm6gAIT79ykvEcE6caScMn30uvVSYN0uQPd9DkbyH0vVxOyUuQRbvuIqD3HFmUoM3Ad/N+2G2mUuPO0xpsXhsRCUYrjbYfaSKUjA4kSSuCQXZ16OFCQXZzne585PxsjaT+Cqm3Zxstu9otLJxzQjPz/Eod4K8diN9/d0Ok71fLvhlWGKz3B7Tbc+iQEGQZ4BkmDebKCS7njIKXeT+tS9mT/A8j7t6n86NJ78ls3HSYmGH6/OHecWPCXqIh41dLG4D7DxsvoksYXfgO7QjfQj2pR8a5+vKUvtwPJ6I9n5F+3KaGueDlwoHZJ9taydIe5bj9fzsiyMRUiRHQRYhMKTlhIEeupesouLrAfe2k/REX69otMAlyGkFuY0HGWwnR+GJl2yynE1KCetwHMUiMyE058WZPFtxJjp9z/iJNaN+nfFDZ165kp20qY/ZJ+pUWfuAQxN9hzhGCjIKH6GU2ktfpcyvPDEpNNqSuss+fZX4/DZe/CG3atl71JL3FgqVhYe9n233yKr97vm0UTf8RHkSb0K2BiYVt2cJciqE4WPkJSUivwZcBvxj3u+zyVx6XGJGHuTjjyADHByz4UiTx5ycgybaZtGswf4Htb82L0xeb+tEJiVfqDHI7rFt06+kJOnmZBAr2a2SFwE6G+oT/l/8vdNRgE4sFnmT9EoVuOgVrcsoMC0UBHkG8N04rV5MnOIPVq2KlT0lcfoAqwbftOSFHOw7O9MYdjsezEwUizRsQys6znIoni7OeqOxlCCepOfuryUZJam6jfWdijzlrbnrxZ8FPDeKRdbfnA7VpeuUVJDTlCLmqD6ZoclUODZxrBG2fpYgBxe8nHNPXBERLVdtzCjIohXkvi6fpT2VSFUti0eIn4z5OYUHWUQHzEtHK3HPXilxDHEmPftXDyrkTPKT+HCVaIXcLT0vogegJ4aKpDIIar09L5PhwVI8uzx7HHFDIsRRShqi4wh7JjC23ZOSZDQJF10ljy4nzaub0tzLYcgxRc8hyM4iK7p3leL7w4vOqS0r60FuSpmfLXkxqqf1i1fhdJDs5Er727GtIHeS7RQReR7wLuBlSqkp4nAVALLtWHaF7KLjjPBkAi2lu/rpZ6fUraNWXP838MBXE+8aTr0CXvJBTUhbYLC2l+38Lz8b/BQAPj30cwb9nJGsV35tEy3ljpEdLfeTgTOq2vHEuU4sFokJ2V7283F2vywECoI8A3gOcYwtFvaxchgLgoqIV0xuxPOiMryM+pgkS+4kvZiEuwqyM6QrEpPwjELhTtKLlyb0xWQAhIh8h4DyfPxS+1iXWrCMG62S2VeabsX7Tx23UebTaZ8jApyjoIqXJHQiXmad0E6a9Hz3KiU6B3mZ9Kya2lMuRdeoq+Rx9aWnUHKIpyZIXrIAkhPABvDpLfemjtnpqCQO2cv1IJNzbOKUkrDSKHvfxOu7nZWIeJOGkM50eN7aJSgkig1qrejdKh69sFt4xCpqU/R4hpdSTRLPTw78FnVOPANxdU1ZeQqy+1k474QBukqxfcJDcgmymCgWZXN2a15vvF7UW4s7wUoRd4aOLwU5ynYqIhV0oqbr3BVE5FLgY2hyfGAB6rj4kZcGecpJesc/QU5jaoLcBWNmgt0DX05Oflx9Pixt5/6B0cYIAGd0PYeTeDln8CZO5KWcyEsT6/X4SzPbttGIM4JCBq7S3WlK7I4U5BappguCPGco4iDPALEqJ0xlsdB/9QrRi1nECs9G4U1u7L5io3lxItHa7s7SRFjZ+fo5RCouO19BzpIPY7EwqniaOGVWh4yCLK5fG33s6YxLtlxtJ1E00wQ5UpCzoXsQPxnhI2eSnu+XTGemHG0vJDsH6X69eH6q4YvPnHhpi0Va2dWfQ2fZH5ZPpPe0F/Bth1+4w/iu79oN82bJophjzRuaTXhtnUZRW2xjW4c4//Ula7Go959I2fMjtfyEpd2cMNDNkGpy5sp+/MNxJA+AV46dyT+uqJlSJfpryXdDFH2hFxPkOKRL5hhcJKwRic6gn5kw6OV8ytuLe+xJH7GbkVAXXvZ8XlS9nEuqd5hr2Jp8W4U4mheQmpNwLBPkDrOd/iPQD3zJnIMdSqmXLVilFyPyfLGFBznzVIXpDKvpDUpdSYI5cSj+3LUkvXYGtaYm1D3qJHpJTuY9g9/Co0STCZZ2bQI2Zus600fZVZDzIprkIm9nHUzSg/jeKcK8zRoFQZ4BklEs0pP0YoSiB7z1fewSoJjUad6bJsguaXU1z5yPtndqloV4RtJLp+eIy05n0sstOKqcmcglTE2QUx7kksr2rbXem5pMZlYqiQcq2zTE5MPLiRqS9MzqSXrJhuG8dUsZOjjOsv5eZNglyHH9QkkO+ovnRZ0PN3ScVkjTNo9kPF3b4Qkd0rYcz8TybKUgJ6+59SCXojCC6GPvGshs6yrI4niQ1RPeEOd7TsH39H3iTtJTJtZo1mIhOj2z3RadpkTHN66ZIzbnVcVprJsonU0xaqjNvjxhaU+Z7N1pf3YVZKce4iEqf5t8D3Lyc3yfxPdA4r0SxUEWyvTRrTzqKQ96us76nEuc/CZ1b4THOKnpINvp8456pY41BDkEubBYZKBSndwwTL0J2o1gVvpyF3/sxs086fQVPLhnhFu3a/W5EWTPbQk9v6ZCBZH0G8rWb4ZIWCw6VZDzJum1UZBdRG3Vsds5XywoCPIMYMORad6b9ZVanddVkPWEPfuyjV/8ngjL/Z5UCdnPyYltSVXNXaIiMukn1o1e/tGypPIFJGwDnoobLEsdZ6Ygk3lOoyH26HToDyu8LkDRi8ewu77965WyyrjnkbRY+ODqogJd5RJrB7rBd1NES67Fwt1QHFIUJZcQiSIVaKKokhYLIO5YOMuixk0y6wH0KcHO7fecTHolz6On4rPE2ksuegX0LGfvHb+ga/wmc350Ofd11XAn6XnnvRh58P5oH3aKmi63RKyZJusjXnLyS3rUwVMmJrPzS9JiEds3PARRTbNP2yn0uOLMlay9uws1JFH4JQvXYpGI2e35SOpCuQaJNBLKOo4Vp9WEVxRdZQ/f82ja5CZm5CaqR6q/GnWrbAfKdBC94t1UwCJXQZ7C3ZhrsTi+bqqsozZ5zGl+zMB6OPRwfmE5CvJkI+C2rYPctlXnTh026aQHx4KctEIxPPEyI4qzkpDnyoOciWJRWCzmG4UHeQZIEEXPUfgi6Aept6vMku6yaQslWqkeqIgkCvDs/tO5aiIe8smZ7qX9l9E+HNLgJ/s4oaV9GTJrXuXOM/5cbyD6fPH6pZy3NtnIWA+tJQH+VKqHo1zrr9k6i2SjWNhz8bTKKn7TW8WVXn/u7+RN0vO8JIlK+XT1uTDb+OVkh8ApJtNsueUKcRgvZUl4slOS13lwLRa2scoJxAbAyY24yRaJE4X44lHxvTgkmV+Gc14QHaM4/72vMkkp3O+UI1HSGsgJe5Z5Cevv431n8kDP5XHnTG+QKSeRTMPhj37qXFiLxUXrl7F+WQ9Lu7Wnu68rHdDPrN+iI9ZutniYU1Ki45T4HqvdyYEZRXfJ1y9Ie41VqLdLqc/2r+UscbSTuGPaXfaP9Ul6BeYCbUKPtUTeM3CcD5lno1iknp1VZ7feOEdBHppI2hmUmSwspuV/23PP5neffVZmu/yYzbNAgiB3aLHIaze++6c6vXaUObCVxcL23ou2Z7YoCPIMkIxgkHxhdkk8xc7zfHq7SnoiD/HM+FrTIcgieJ7PuXU3A5j7KrcUKD2Dzny0cVcjRStWOt1V86JYnCdxXFzfy3qDQxNNI8QOR09FQtr/bpe0iuUgns8TvN7s75Yf503SS0SQMOQ7EwrOfPfLifroSVr6c8ZiIb5TU4l+EWICF4U7cy0WKj7mPAX5T686P3NgPcpjVeAnludO0kseVM4nV5U3x5i4V1uXkfjulbml//nOUnP8zj0LyeOTnPNjv1uS3lUSVi/pSqkd2Zp4rdS1nHMR25Gyv3WVs3ac5Pd4mecJS7vt+h6BeYn6puuUty049qlokp7PjwZegYCZEFi8pB7zmAlBzsNxrgiq1POdUZBPeJy2mJ1wMZz9fOhfA5f+uv6te1mmvKFqHYC3POtMrnnOWYSGIJ93wjJeeNEJXHLyMs5cnSXW6WREUf1aPMpHbZIewLffAV97S7ZChYI8LygsFjOAJ9lHyH5/bempfL7xbbNQCMX2hGOC7HleTPqMMpg/6As7V1zB8MTtlPyeXEokfnbCmJgyf7rkJYywB/gRycBa9r+pl/5JT4TtOoqThxBaIqRl0ykV5DYCX8y9RFBdepbwpPR2sGHcYOl5ZVmCnDh3klwnoaZ7ScXSnVoXAHUv7jBoom1UQlRE+jxHedV7Vvr65ZybvBi73RX3euly3jq8jK2lhrPUiya6JUKqJSI6xEXknb7ce8Uh+rkqrUOA3XeBOybg6jzxCy1eJgi+n9xi44kv58k5+0FsVzBtsWh9n2U6T7aTkrqXz1jVR6nkR0MDEv0HeirWviJRid1K8ESZy+lF2RJ9FdDyJLv18jwIQXyfDT1P4KmjXwaOfQ9ygVlg0/dg2Sn5HuSpMB+T9MIQ7v8SnPfijia1zTemslhkFOT+1fDK/8oWdP4v5ZZ/ZFy3qScv76XaCFCmMfiTF1wYCRDp0UzIbxvbjV5N2QmeySS9Tq51QZDnHQVBngHsM5U3xNwj3Y7am1TvFMJJy3tYum6Ab9TE2S5JVbeufBaM6mgHzVIfR/zVrEkJgdEeosl4SVVPBO7tfSrL6jcYVVPF6+Wodjznr5ClJ8H266JGIzBy5NLQRwFLKksoe2UaLYaJ0m3I+mWutzr+MexdxadX/iGDpc8Aimwyjnjd/q4SmN15kJ39LUl/qA7Plo1pDOgJhE5D0iUeL2CArzBIgGJP+XRgf3QsktPoeMTLI3qYmqRHdC2cE3L5m8022a5QJvKwCGUzMlBq6VV0lfDWcMOOJfecR/psfbxE3b3UuhFBdrpbkY6rknU+XFpLo5Q/gaYV0i+ok5b3MFxtcc9hOzHJY0mnRY+pMKxe0k04VqKn5DsjLRK9cAThV688i4F7B3ho74heJvFRxyW6gTlM6Sn7TYHHMO78H/13pRnGX3GmJi1rL5h621wP8iwtFnvvhge/CmP74Mq3z66suUCqmQ5TLVlGQe4QX75zF9+9f2/0fVlvGSasxSIp9KTj9EPrvvDcTNKbTRzkzErO5xyJrSDIs0ZBkGeARCa9dhDP6eRpBXlVfxf4fhy6DDKkb7RrHYzGZZzJWxiT/4mfgbTn1oFKk6102mAnokaSlMWe2/5KibNX97M11NteWe1h2ZqXc/bys3nf095HI2zwrp+/i3Qh9uNvDS9jwlMsW5udCuGJ9tMOl1bmdCOy9RJxyJeQab3EixOFRJZSd5KZEJ9fr5xRAq6Ufr7CoAllRxw/OENbY9XYluFFO4yXuXdFaP0OK8/SQ4KkrleLhtjDY23vWn7pjF+ivONWHua+zHGrtEqeQnyr5GnJLZZEwq7XYq2k+uy+0Oxxe8Qxlltiisme6Xt6VX+Xfm5oM/zZJnkJJEm8TsSSJNaJGovHqiV9ULIdNi8+/8qWYb4q/Xt0T3gloBl3IgofYAGlYN3j4dl/Po2N8gjyLAmPvRcbk+3XWyBMGQe5Q7jkuOx7dJd9ussBiiZCieSclez26fbPqWAu5sVi0Qm/KCbpzTsKD/IMkDsEE33wIrXWZgyz/+KV49BkVq3NklpTBh4+XYYoxgPZFu5wNsSxJNOBamw03OzULrda8YTDckmiSvsIp/bqCRK95V6WGotEGrZ+A8rnhCD2YqvUOmlRNPKcRtYFd333GMiQK5HkJD3f8xINUiImdMqDrI9NI92v1+nA42gMUag50KHknONVThg4F0FebN6WERSyx3TV6VfRZ0IbZZvLdsTXuVfEz11PRMi5AwBN0F3CGWmiUfQRm90v30tcKiXTW7eG5Ko17SwWgk5H3VtJTo7Ni/6WVsxtJJe4rq3OvyRVH3dHKCrOb1HHwD7H5nm8fuAVsOrcwoNcQCu/U3Ua08hVkGdJeDKjIIsL6VCNMyXILuxIUnfZJyRAMoFNs+c5V1Vm9gqyQjE6UeXgaAeWm44sFi5BdpUq0y7f9b8wOTyNihZIoyDIM4Cfd9ZyeYBEyqTCcwhFKnue5IUqM9uprO3AfVDTE5qUiYMckfQUGU4SztRDlVAbhWbC/zp1A58dsc+nbnnxaLO1c2ti6uuXMvUQL1leLrmJQg2Ucgiy/h6mbBlarHYUUoe8py0W2uaRJYURyXQaejf1c17sXl3cFIpEvAtTD/feSOowrsXCQxJEstX18sQjaR8SnnvSs6KdSqQg571I0hE92ujb+X2F1pP0DLpKHmXf7eplFeSS30prjrfS1zLbWRTxkqMQqdGEv3jyX3BF11q93yhRiCHshgg92n0RdPUXCnIBTWSmGDXJYD48yJJtjxYTsh7k2ZfpZkBVNPFSg+b5HfS8+Rm6hvk7maIS5n00OF7na3du58++ch93bh9sv81U1zoMUyfIbUDNu+jIVth5+xSVK9AOBUGeAfLUQnFe1ZF6K57zSDmarkgiDjLicd4JS6iYIV03o1CYQyYS5CVDkM1UrHTcXbs/RwlMPNciGb9qcj9Tk7Z0zzv65leibyI560nyQ3pPOwYu44YlL6U+cGrOiyPZufCFHIIcRuVn0nqb71ZBTlQlYWOw5DFeHk9RS5Jau26Q03L6LRTkZDfBIbVTRLFwJ95FdUmR2/QW+fuPv1+wbhlPPXNlZGsAuGztE5yTY5X1rMUi3bEAyb7oMiHTkmgduaPdu0j/sqS7xAUnDlDxU51O3MYuPhOSe1aSoxDpPbvJaZQtxTw7cdhF+/viJCPHNJTSBOFYQRhMnyDn3emzZoxWrVmc4eLSndzpHu5EvcnHf7YlsSxuz8VYLJICSyu1uJNlFgdGarzpk7fzpk/ezuB4PbuCaUvGa0EU8nL74Yk2JTI1QW5MtLZYuDaO+igFZo6CIM8AeQ9VHnRykNidGTcA8dCyJVzd5dSEoaiMrIKcqEuKIIfRgLiNu5unIKfpr65Dmowlwni1ik3r1iVVRRHg/JciZz43WedoPau+tT+f1dIA9/c+Gd/3Mi8aScRBNmTRjezxkn/GpW/pPUUKciLKh61/noUgVkijLlELi0V60okpNPq4yuvlOdW+zH6nipiQLTJePy/hSevtvPQCALrLJd545RmpcIZeXFZEkNPk23iQc9T0TusExibTIeye3HNdyRniaVmLnGdOBHDSiScmNCobxcYlwO5E0ZT9ZpGqdcc0HvwqfP51cxc+bb6hwsVhsZjrcmaJ9JORbi+DaT47P9l4kFs2H04sc0+jIkBSCvJ0PMitarN/JPZ07zqSQ3xdC6BJmjRlEz/VoTcmkiu5de52LJCTI1MUVKAdCoI8A1iFq9U9HA27el5EWLSubF+isQKllcq0iuVYLMzSsh+HKGtnsQglfnXjlBoRGCc5Qgu9N/qWoNAdKCB5IXM48VKoxNEsPPEyjUPsl83vDAQmXrOOypWyWCTISk7nZelJjoLsEbmw3Q4KkJN9NGoolYrPhTssH0/Yyk8UEinIzgvJc8jjKd5yLq1l06cm4gi3sLYkfNeuFYQUyXctFhnlvkWnKzfMkWPBMeQxdK1A9hLqi+DUJ/fE2g/xIufndDxUXvZv8Jy/zKyXKtTsL70k/pw2XbgKcvIHLzUK4RBkE/IvGj1QpmwvabEoFOR5xH1f1H+DHLVuMULNQEGeD4uFVY4XTactM7SU+DZdD3Les/b8C9bG5ZlJei7yxK6Wo3YzdFi4WNPcwxPHf4qEU9y7U13r3XfCgY1OJZxaLD0JXvUp6FsFtUJBng0KgjwDTOU2sGaKpT2V6KFNOUPjSXrGYpEsIF43MB7kN5/7bp4R9kXbR6tmlAnR/083LqJDpp2yojfaPq1apoekA3c4qoMGPkN8tURHT6knb/WoBolMeZl6QWD8oPnnyksQxFx1/+wX6L99qzKkMFYgk1DKJZDK6W4InomRm4iekRvmzTVhxNtHn1ud0ykiVOgS832+liDf1fs0s492N2vuBdOxlzOTIX3i62U7iNn7SHdBhPgek5wXV14PLXkMCfSv0ckBsjWOO0eRvzJeK32G5IrfhyUnYGeJZsLruWu3s1g4HaIoMJyXvIfjY1ksZOQ4xCJRQqdEGNLJHI4k5kFBtiHGFul5C1Nt1Wx5/NWXrme0fCMPHnoQgOV9PicuTYaczGsec1Vl0tPe8wtpWeeeFQCsbO7nirEfsHR0S4sVbUFTXKM7PwmDm3PrAEC5G7qWFgR5lijCvM0A3YcfYkkwROhlT59NV1spefglP/IQ6wfMRmtIEbkMUcpO0qv4pcgOkFjTT7+QbYAyG0nDA6X373tCr/MCzypqSYLsPqJpr3MeEhEjou/Ca899Lfc89CWzT2eoPt3kpKwLFk1Pq3l5BFk811ec9RgDOsSaCbOW/tkT0UlRprBYuApyup4KSb0ADUHOC62QrHxqi+gocuuQX0aSBCsz2fCmJVfxm5CoV8a9LV4iekecVS7PGuJOWMxaLNwy3Htb0c6DnN8BCNqQypYZ7aK/SpPUsJk9p0vXw8D6aJmHa2GK4YmfIshJBdm1XCjTI4lUJy/lQV40at0xjsYkfOP3oD4WLztWUi8vlkl61pt6cCN89jXx8gtfDpe8dnZlzwDpJyPrQZ7esxM4gZN/6ZJ1vOTitbz9Jzdx056bWNq1lLUrxzhreTK1dN77whN/KnE7tX78udkqePPLP8oPf76VTRsf5PWH/w2/OUMP8tnPh/o4bL+5/fagk8HUCovFbFAoyDOAP2bjLJon45nvZGzl46LfRcxkLJHYYiFeHLXAsRlIrioakxpLsH1nYl/CYtHCN5zu70YirV2QaQC8RCMgCGuX5if6aIkTnwBnPDtTbn+ln4u7VkUVySOp+rf8JAsB2mLh56SRFom927kWixQymqGkYuCmyrblWq7rSVyGxCvmTIaDUimn/+ms57W0T2QnB2bXcUl0vNymBY9+S8kh2Vgd2br5kk3pjRdbLOyoRZ7HWlL1z79v2l+jeptJRFkFOflJE9ZWunDeyzBPLvJSUSycPRkPsr4PYoU4OuaUTSjMcYUXmAHG9ifJMSxaJTSDuQ7zNtNOV6sYvA9+bWblzTGycZCnt/14LW43Thjooe7YGC5YeQFPWvcknnfK86YsJ19B1jXMR7xBrdm+01YzdkF/yuyKLfZ12Zs6T/JSEORZo1CQZ4Dk8Cqw/gmML9sA/CK5okOKVYqyxlEsiMmIfQcnoljozyXfHRB2SJbfggxEL4/k765qnKY3aQX5NU86jU2P2kPpoC912W9CKRVBIqfOmbo6HYe8NZsmBXQ6skRiW4OpJ1BmVfO+0GPIC1jak/J5u5PfVLx+NpNe7EGt+B7nrh3gqavX8cyVIdxM4oWWl50vU8OEB7mVDSMm6YmwgKnV3Dgq6bPb1oOc8Su7k/TM/S/Z14ZnPLmGPdLuurf6rdZKGcybcR7th7gu9j5yOxHrLs10Jlvd0TpUYGqSXmK8wDyLAkoJiHIsFqkmtRCQ5wYZywvHEEEOW3baWiNn/QMbksqvxYozYHCLnpC89KTWRS42xV2lv6YJ8vQenol63AFYM9BF3XjUX3Pua3j6SU/vuJyWk/RaVMd959Sare9JpRR1Q5BLYbV9JVrd29O5jyp9UJ9CqS7QFoWCPANED0TuA5OcWRpP0ksSjCjzlrgvX7td1mLhiSTJW1SXdKIQP2cth6ZKdln8Pbmkp1Kmu2zJewcKSG78SEnsNy86bTrVdLJOEBiLheSt47nhvKbMaZR7yQZMxsDTVvWxdiAObebl2Cb0JL0M1cSGZhOBJ5+xklc+8SS6ypYstfcgp++AJEGe3otVQTLTtqtYZ9bO12PzEnUkIjmIJithjvYuZDPpZc55u5sQqGfStrSpccLGIuYE5NTraW/LsWfEnc7k+Zc2k/SyUSwUcQcpvj/j3wvMExYb4WuFMOis/XQxned+0PhZ99w9dT0WMdKTc6dLkMdqMUE+fWVfRJC7/K5Wm+QiP7JF6/Xdn2qN9p22RqcK8lSdv/WXtf8doNwLjeoimpR57KFQkGeAXNKS+wRJwoPsDknnRbGIEa938cnL+fEjcMaqfqwlXyE6YkSIDn3mIJpMZh6KKOybHT53aHaarCaiJ0T/tfXsoMFuNVztlJirAtrfnMlTLgJDyHT4rXQcy7izoYnKdJUaWF/p4nBZn69o4p01lxrY5sonzrAXn2zJVx1ylYgsQc6ukSJ9Lday8BIjDo54C1Dp57tLX8uF4UbO5NFkCfmzKo3tJ60gO9+9eJLeyfwKL61/hJt7dagjD0mNNrTuNLU6tnqrF7nKup4l9UlB7nB2NnV4iw4XAGmLRfJ8JMIKKr3XaFk6ikXxcpobBI3ssmNKQV4EWlTHaY4XBrNNFDI6qY/vt55xBp4nTAa6Taqk4+JPgdax5/Phto1TWSyUeDSlgh9MpSBPcfDP/JOpK1bpBRQ0J6HcaqJ8gXbo6E4QkfUicoWIPMP+m++KLWakFTIXiegR4mbSS5Iey+NcD3JEXZ0H9LSVS/jEGy9naW85UUJfxae/UoqH1yupCBctXh6t6WOO4uweZycWizYkOpoAlqMhx3wjx2LRtzqpvrRVkIkyrLWpSGbBqT3dlHKIdZxq2lWAzX9NVAX9O4loIpk0zy0y6WVDuJlz5IZma3HeExPzVp0bf87JCPho90VMeEsyhDhL0FsryO7vURxk8ehhPY9rdBPHczBrKVufFkWZlfM0/+l4kLNnR+UryCKZjdPKfbQ8la48uWeVmGhqY9TE6dKTcZCPlgf5uG+j8+6JRZrwIoMZeZBTd/ZV74dSNiTktDBbgjw5DF97C3z+V7XV47vvjBO2DO3Uy0b2dFxcdpLe7Ajy4bEazzhnNU85YyUADdOpmq6C3GocspPqtFOQ7fHUpGv2CnInsNGjCpvFjDEl6xGRDwA3AX8J/In598fzXK/Fjdznx1m4+jwYONGoxvZF6kSxwFGQIavWmfn14Azdkgwr5oloMigCr/hPeNlHgGxosa5ycuJbu+lTmYlmU062ShfQgYoqWRKbTbKgUfN6YNkpqe1z4iA7il5fV45XMV0BF55PXyLHmjv8n1RmwYQx8zzwK1E0B71dThmSvBbp9VSK/E54/c5eWtQ3KlEvH+w9g/D8lznLkzaWSF03Vp5kco8cxghZZTkuzJSlj/vEZd08/uRlrFsav7gFG6nEwsuJYpEaVTAotRllsMvbmWgU5iXUgoyklSHJ/Nepn6TOU1pBNnw78qZnoljo7Y6GgvyYaKPzRhUWuWUgglLTV5DTz8CKM+DcF8+uHu0IcmOy9W8WYweheiQu58g2OLQJgiZs+5letuOWmVcvRUemY7H4yp07OTx5MJH9s2ZI6FQE+V0vOT+1pMUoZwfVmUpBBm2zKLkK8r2fh4MPJ1eaC4Jc6TU7LAjyTNGJxeKXgXOVUsdI2qL5RzsFGRGt5lb6EBFHQfMSalo0IptrS3BIsbOv7oqPFwgD3WWw7Zl4ycw5FirkE2+8nK/+dCdf20D0zJechz/Wa1Wmu54O2eZNoYDow8g7FmfY3pR88ope3njlafzFTabsKSbpJZWFZD21HzSuZ295+l6/PMql32k5BFlyfKstMulF569FQ+9ZD29K3HSJXMvhPnPOJsorWOnFQ4itoxNljzNdZ/t7Sw8yyWtZ9n1+/7lnw9fXwIiO7OKp9D3dQcfKoBuPsTb+47zS4hTgtgNALsHOs1i4adfzygQ4a00/L7/0JG7Za0dmlLkmyXvSs+EWxeO8dUu49OTlfGNf20OZS/wyx3sbnUeGjxWLxYw8yDnPfWYCdArNGhzerBOopDOolXvg0COtt73u9+GV/9W+/LzELD96b/tt2iE9SS/1LLYjyDsOT3DbtkEARicbfOuRn3CAH1OTPwDWATFBnspisXYgqcznJw+yVVaZ391a7huZZGiizrLe1vv0adK151YGv/wH9D/rD6g8+DUdSeT1X3AKnYOOtbVVNKawcxRoiU4I8hagDBy/je80kTfRzMKNVeGL77zuXfVOJT3Izjr6V9faEH8uibCkuwQl13KQeljTpMxVqkkSZEGimLH5B5NVIvPQ311KKOF9FZ/xuj3yFCkx9Xv62avxbxGC0KG/LQhyokFKp5f14quhJE5TvKn7Es6ZvK/tMdl9tjqyRBzkKIpFfC7stQ5JkumsHzX/WBK2jBYT61oTTKejk+NBTheVjjHq/qjEY3vlHM7OKS8PVkGOjvOFfwc/fxdsudWcn3gERJ+lqYKK6u+zmRDhiegXrMq3WOi9OPtdexFywa/j3XFD5jf3uvd3lThjdT+37Gvd1VAJD3KJP3nheQB8c593tCbpHf9tdF4btZgJcoLgzEBBznvup7JY7H8A7v/SNPdj0Ek4MGsLeMafQO9K+NF75jTdd7qNakeQ//qbDya+T6J7o00ZjpZ1Okmv0wyjppLRpQmVIggVtUZcz417R3nHF+/lE2+8PGdTvd6SYIjRAEY3b+Dg9r9mTTDEqSt7WZbZ0SxRtgry+OzLeoyik3fSBHCPiFyP0wArpd42b7Va5PAii0B8E+c9y2Jf2lji6pIa/bfse9mNncbUd4Zso6WJKACpRsUh4XrV5MS3zOB9y5ixRERD0SIBh61jSgE+c01//GNHL4bWhDKDEy6GJ/0W7PxHU3zSYmHxg6Wv4gdLX8Unptx16/rlJQrxHQXZc/ogyRB5yfORaOwSRLrVvqdexz1k19ccZtzuttNF5p2bd96ghYLsTNyLLrfdrGcZqqs/2p+fso5Et3eq0xYT9OS+VpT6Oe2sVfRU8qNkuNh+wVvY/chn6HIUnrxr6k7mBKDUhXQN5CvIuS9MoYLwgvIa/Vyny4+iWKTI89GZpHf8t9G5HuRjhSDT2RwOF3nt7VSTzQ5siD8/80+h18SeH9oOt1w7vf3nwU6U7F0JK07X9ZkFQZ5rD/LJK3pZv7ybZtikHtQZbegsclMpyBnNpIN4PwDbDo0zOtnEp5czVusR480HxnLWhE37Rrl1i1a8b+5/AVeM/QDQarJSsO3QBI93N5iLezsiyIWCPFN0QpCvM/8KGLQNJuZOyHJUY0XS/2nXqpRctc1iGimeW0y0sg9YbF/Qf5IKcuvy3d+Uk9hkisok9wkZMpRnKYn4XUuLRXLiI2c9DzAEGUl4Xi25WTPQxYGRDhpvyZs2aMuy0RrSy5MKsu5A5JD7XIuFs6+81Nok7SwJgusgTvMsiU5UlgSnP7ir5h9fnoKcjAVsJ6Rlyyx5aStDm0geyl1Hf/krfx39J72QvktPz9kue66CrmU0pIse0c9XKw+y5PiXLfHN7iNtPdGdg/VS4aryyrjq0aZGQfZKiXPiyVFTkI//NjpPQV7UHuTWokdHyLVYTGOS3olPiO/F9PPwyo/DV948vfpAbLEoWUU2r93s6EWRi9kmCtFx7IVr77mWR47EdpLpKsjt6xgfoY2aAbquy3vidjjdMf7GPbujz/f1PDkiyF6riaZzSZCLSXozxpQEWSn1KRGpAOeYRZuUUjkxdx47yIsssKK/i30k/UyeEwfZJcsAzUA/QJUpFeS8CWStFeRomMo+YF6SdLrpqhMEOeNBJlb4iKNutMUUYc3S3y15iAiZo3aXfaFmqnT2mgFuPwLLc3xdrk3BPYL3vPRCJht5jU/qHOZMIrR1E+fc2GgkQnwdekOPi+pdXHXar+R7tFvEdbZIEPvEOu5wfyuF3702yY5X3hZh1A3I6byktsgQ5Jd8MLF+9N5NXcu+rhJn9vQleLPK21+0gnLW0Z/XSrktEch0JvKsSi0IfkYZRsjt+WW82e4BtfCTO5kGo+3k6EzSe0y00WEOYTiWFOTpepBzLRYdRGM45yq45HXJe9ESJYuuJab8ad6bliC3VWSnU2Zy3bCDOMj1Zsinb9mWW5p9R7nkGKZWkNPvtjwBrK1oA0zUA9Yvi0OpffTGzdy57Uju/hoS16dEC3vjnESxMPfLlFn7CrRCJ1EsngU8AlwL/Dvw8HEXQmiayOtxnrC0hwtPHOAsx14gEqeaDvESZKFhGvyucvYSJKNd5DWs0uIzhLHpNPmr+eCWpicp5dgA7OqRgtqh+tEuUYilZ+1Io6Mg91RKrF6iH/BnnrOaD7768azsz74gPC+eIOcmjegu+y0mSqRIWgsPslIkVOGEB9mhmi+c6OekvvWJRjVN+BN77yCTnteJDcMhhi7xSzerNi50NoJwXM/YLSyJ5RH61yQjnGSIrkbJE7p8D0ncZXnkUi+75qxf4QLVnVDDp0Jesg+IbT46DnK23587Sc9J+JH4pYXFQu8gjNaJam2vQc5+j4aC/Jhoo62CfNrT4Mzn6s+LmiCn6jYXqabzsgmmccpToJzqYEYhQGeJZicEeQpMo8OYR5Dv3TXELZsP529gTllvKe4QPPvkZ085pyLzPs/tNJv2xVQpSMjbQrXepFyK99OKHKfL91sqyHPQbtj2aJHHv17M6MRi8c/AC5RSmwBE5Bzgc8AT57NiixmWtJRSSrIOXxbf2J54BOZZWLWkm1WNuOFqNE0YtpJHJJXa8h1tzkukvM2rTHuLxYq+bjwvLtFPl7LmfNh1B3QNpEqRiDzasHJToiM1Lm+zpJorqfVEhKW9LV4O4iMidJd9ussdvECmMUnPXVdJDpGyv3levscweik6thvJkt/Yw2x9447FolXlHPXX9QwrYKCrxBtfeG6qvnmqSIcKcqpTkZ5tHu0Yk0jFSX+eR8xtOef1n8yOsIvbaJh1bS+k8+HoyO4SvcAULDtVZxe74m3w0z/OrBsfVatMenkdvfiIUgu0AuVXMsr30QrzxmOhjbZE4qJXQn0cNl+f70terJiLSXp22doL4Tl/FS+uj+mYt82qUYdTmA2hddGJgjzV/T6N52G6j459ls9YdgYPHHqAdz35XazrXzf1dh0oyBYj1YZOQpIanZyoBzMitb6aRwXZdqjykuwU6AidEOSybXgBlFIPi0gHTOT4hYjQ311KkNc8+OJjA+NcddGJPL20HO4ClKIRGAU5z4OcUBBdP2r6A5mGN5qkZx6wk1b0saQrrmcmzNulvw6Pey0sWZtzoLGC3AE9pm2jnjucr0lhRL5bqCztGiwx5L+r5CHTDfGmC0h8veeJ7+db9+3nOcTqfRRfN1V/u8jzSilSmyT8rRpOaelbcZdPEVECiUOMmTpVfJ/z1w2YupjlKVuD+2M8qVD/mSpRSDwa4J4LFa2RiMPcztKhAh19In1923TG0r+4Yd6ici5+FZzxLFhzHvzUFpkTQzmlvse7N+f85f+h9zD8KNF1WHFGYl2FeVzPfymcekXit6PoQZ63NlpErgL+FT349HGl1N+nfn8G8C/A44DXKqW+PBf7zcCqYOI7z9UxpCDPRZi3+MfkM2JJsZ9DjqHt8zQtZDzIbdZpBee8TMUnp5tq2qLklTih74SOyDHkd5wz65i/OwaTft7eLp9aLa0odw5/Pi0Wng9IoSDPAp10a+8QkY+LyLPMv/8C7pjNTkVkhYj8UEQeMX+Xt1jvDWadR0TkDc7yJ4rI/SLyqIh8WMwdLiKvEpEHRSQUkQ6Slc+w/oiOZpArJ6Yn6cWf3Q2sxaLi+zn+39iOkUnekfrUUkGOCEuykpnBb68My07OHIarq4XSPopF67rEy2Jy75ajkotaTNJrv8804e54w2h7t9bNrmVU/X59SRJRLDRyHxjxUmm685XZ5G+uBzml4Ho5ZDtdTsLyEO+7dRSLHA9ui4QdGQU5IpdWpTWLc1RzL7O9o6Kmo1go14Oc2GGm3Fa/RH0rT8y+AL+kyXFm3dRxOhnxctfrWQ49y4x9wtfD+0/7Q1Nnd6QI6F0Bq85OlkNeiLt5wZy30QCie33XAi8CLgBeJyIXpFbbAbwR+Oxs99cWdkKeV4qfyzxf8qLBbCfp5TwD1irRv2ZmVZotgnpmImp2nRy18p7Pwrf+EB750RTEL1nubAZfOrFrzcW2p6zQdo4rzlo1o321tFigoNLf4rfp7KBUKMizQCdP7VuBh4C3mX8PmWWzwZ8B1yulzgauN98TEJEVwHuAJwNPAt7jEOmPAr8FnG3+XWWWPwC8gkg3midECkZiIemFyUl6yelT0SS9HAVZgL3lUxkqrcJ3euu5JDMdViqlICeVhgH8J/x6sryWk8Di3zpWkNt4t3JJjzns2LObH9WhHTzPj60KM6ljmxeXl7IuxEWkiKbnkx/FIntP5FksIF33Fgqsg7gDlaqnJMuyInX+yyalIEfbtLJY2H1kO29ufV07TohEXvJMeWFgxhD0f+OfW1+T9B7tsbtZJvPuBNdvHJUlOgZKZh/pbI227O5lcfB9t6PTijBIdjb7PGE+2mjQ7e6jSqktSqk68HngancFpdQ2pdR9ZO3vc4fxQ3Dbf+rPnue0v4vYYjHrMG856688E678A3jiG2daqxhX/P70t2nWprZr5CnID31Dp6C+/b+mIMjJc7Z/ZJLNB8cS/7Yfbh+RodqsMlYf60zQaYH8UaX8dUuex1POWMlvXnkaL7zohMS2b3r66R3szTnmz75G/5sc1udpLpR/r1woyLNAJ1EsasAHzb+5wtXAs8znTwE3AO9MrfNC4IdKqUEAEfkhcJWI3AAMKKV+YZZ/Gp1J6rtKqQ1m2RxWNYv8TDv5L+WIIKfSjSYtFpktqXtd1KWrJQmJR/xbEeSsV5L+1fjnvRT2/CA+jqmG8uyanZzS3JVSZCr3eOyHOIpFstg2iqIzdN7Jdc/yFWlN/52JXzlnM4ZD0tNlZ3fqkN8WL00/YddodX1ijT9pdcivo8rxWsfh6uKyoIWC7ExUcycsxvs1EUlS9blo/TJe+YST8g9h2cl4IozLEvqVk+q2tfE6Z0ncUVjSU+aE3nLuPZ03SU/f/3l76eD+S03Sy6/tUYtiMR9tNMB6YKfzfRdasJg2ROS3gd8GOOWUU6ZYOwWXdHml2Io1k2Ho2z8Bj/wgmbVsXjBLBbkVTn3qzLa74Jfhoa/D2S/Q30+7Uv/7+Ydgxy86KyNodECQp1Arv/SG9r87+N4D+/jeA9NLR/m1R78GwPr+9dPaLon275HlfRWOjOt70vPA93T7uGZJN//1/57IZ27dwXC1wVNOX8lF65eya7DKP/9gU9syExjZQ5SefNkpMLRj5ofilQqCPAu0JMgi8kWl1KtF5H5yYrcopR43i/2uVUrtNZ/3ATkG2NzGeb35tytn+bQwmwa7NWlJQnsQLVRCUYwIcjkb5s1SEUUyFFhEcRIKcirMW8qfl3y5J4fZ2ynIbqlhDrnoGGkCn1HdnSxknWTSS//mufaGDurYYedJkbzO7V7FXoogZwnV/9/em8fLUZX5/++nern7ktyb5GbfgJAEQkICBFR2AR1ZHBXXAR2VQYWfjjMKiuKCC46jjuIMytdhhHEccVAEFUFAEBe2sO9JCEsI2debe3OX7j6/P6q6u6q6qru6u3q9580r3FpOVZ2qrjr1qec853lsJ23Yr7/3fWTf3G8EtrMTwdvS7axLHnHpWlco1XTmY8HugqKcAjl9//Z3thKNuAW3Nd89g9dWfJL9T1zL1MT23PUeGAh0TDH/4bwOiwa6zaD4AdxSsvPOjwNzxtuCbCfHxcLneJV0sahwGx0qSqlrgGsAVq1aVdxFsQ9+tPsglxIHed3v0xUKx0LnR57QnYGw1+0t3ym/Psvfbf5zY//ISCXzR9tIjhWOpFHIB9l+6JwlwgmLpnDakgFGE0n2HXAKu93DY1z315cC7bssC7JnW2kSZzJXHH8Bl/3xW+w7MO75Mf2+1XMz892tMfq7cu9Ts1fW562SHLcsyAaccjlseRL+8t3STiYS0y4WZZDPgvxx6+9bStmxiNwJDHisusw+o5RSIlJ5M4uLshpsTyHmbUHODIRSTtveuOVi4Y58kd7X9J42XttzgGjEY78Y2RTWOXGQsyI8t16urnSP7Z3VsARR4EQh/vvwuj7ZOMjWumK7IUmLU78jBKmX+wrZlntlZPM6j4IuFj77t6wxWZnmUSObFdtxTJ+PpBTOLv/0ZJK0+4rdRz63TuY2rnq7rP+pPL9lWkin/W/9rK+ZSc8XboFfsqUr4+oQ9MPN3x0kO51x0AgW9Dsz5XfbGlR8kF5ZbXQANgH2AQqzrGXVJZaNL2v6wJZhQU6jUjkfQuHiFshlHKt7RnlVCUpyPFcgp5Jm+5JKmvF0C8VifuU+eHahOT3v9bBjXf7yDhTTe9oY6PGOg773QHChV5YPsmeblZ4wWDZ1KfP6Omyr8h+r1WPw+H/1/zO9yZ387W6PXK+JkawFuaUL+g7OLRMUbUEuC1+BbLPwflQp5XB/EJFvkOsS4d7+VL91IrJVRKYrpTaLyHRgm0exTWTdMMBsnO+xls9yLa9qo519gDxefjldqjaBbHvwEpYF2SvVtIjptzmlq8VhQTRs6937zxw+062ftiDb3t45o3XxFcj2h14FdbHw3FG+QXquRSVYkLHHsi2xkjLlUBjf7KiLUsqRhMRLFGaqLYbDXSJnkJ7TgTkzqVq6+V3POzlz8OeO/UYc4r3w72OIQXs8wvBY0hSlHnV0B+F31F851/lbkNMVT5+K18cbZN0PvD8yHPstIKBz65H9P7gs7NG2vGlVva3x9t4Hb0car+2UrZivE4wIqQpGWii3jQ7AQ8DBIjIfs419F/CeMvdZPHYLshGxuViU4YPsJQbDJCeKRUguFmFjf/ckx+CJG+D5W/3LT16YnT7y77xTWD/6E/Pvy381wy2GRIdH6vmIIZ4RJMpzs8y3rc9Hfx7i7h40YCjSzVCk26M0ZhumUgXqERAjCiltQS6VIE/tGz2WvanM494CpJ2Rzgdu9ihzO3CaiEyyBuedBtxuvRT2ichqK3rFeT7bV4ygLhYRidgVl+PFP9sa/eoV5s0uijy7e/K5WLgEsnO9WyBLMAtyOS4WLrwsatkwY96D9PI1SHYrfVHYtzniXWbEAqCvw7Tq9ne1kE01rbIWUskdeCURpwU5cz5tk6DvIFh9Ye46a/qluDtesXPO715zWpAlE5PbPUgvEx8YA8RpQXZHOklv55lqWiR7P1h/DQ9La64XeX4B7C1aCwjkXAO7ufCUy80sYj6JEdz3sD1bov16uq95oXu/DrRPJdpolFIJ4CLMtvhZ4OdKqadF5MsichaAiBwlIq8C7wB+KCJPl3vcHNztXRhRLKptVaukGC8LW3uw5xV/cZxOOtFjs03NP9705T73v723KVociyPRlpscVy1wJOcIC28Xi9Lff97jjPKQGHUO0iungYnEIKktyKWSzwf5I8BHgQUi8oRtVRfwlzKPeyXwcxH5IPAycK51zFXAhUqpDymldonIFZhWDIAvpwfsWfX6MdAG/M76h4i8FbgKmAL8VkQeU0qdXmZdc/Aei+YhFsQwQ6gZUYwpi2DUSvmoFB85cSGv7Rkxu1/yDOTxCvPmjC2bfXiufNsy2NEG9+E9SM/Lguzz4NvXhWNBziNyDXGVddclj2AyDFsS5WIq6S3Sjp4/mY6WKEtndPPMRpuPbc5Wtj1ZyUqy89Z0JAqnf9VV1inEvJJueIf2c9c+24th2DK45WTSs4olJSdFDBIxLXPDRpfjYP7XUaxjuCzknvVKHz9/426IJd4dOwn+QnAcr3s6LD3HVUAyz4L7Q0s53J7yCOQ8N78ijw8ylR2kV+E2GgCl1K3Ara5ll9umH8LZo1dZxPZRX451vtICudw4yNXCfnv+4Qr/covPhKdvgukebu3RuPlhuvFB0z0AZQ40K+rg8PaVM5nfX1zWv4jPs2kEsv2VQEm2mCI3Gh/O+iCbOyj+oGm0Bbks8vkg/xRTeH4dZxi2QZtQLQml1E7gFI/la4AP2eavBa71KXeYx/KbgJvKqVswgt2wZvzUmDkSNR2026I9HrV9LQezIGeNZd4CeUpXC7QdAs/OhSPPzy3rdRY+YiTdVW7Wrgwf5Kzq8q1P5hyNiHM+yN4zERbCQUQ4bGaPNZN9PLx0TkY0R5yxQfMKeocQE7wFmn3aJ3mK/RawbesbxSJt27XH6Y63w7SlbN/cAuwNUH/rfvD4WkgLwYh7VQELsZngw2BL51JmyjZIkveezdlbIVE/sCzrbpTXml28BTnzWeZz6CokCqlYG13XhBHmrZQBfsWQM0gvvDaq4rRNggO7zem3Xwv7t8Kk+TDrqJxEORmWnuP8OF17O6zJeXU7yImEVyfXKF8PsZ8gD4UZK+C1x+Dx/zXnu4IlOslLRId5KwffO0EptdeKcflupdTLwAHM92+niBQZp6fJCNgtbP+KtXdR5xDYguxhKXXvMxqHN/8LTDkkt16usgUH6aUFkVQqioVVj0JdSXkObYg9lm1pdfSzctqXZzWhV8INl4gNWI2IZBPCODe3izXvbZX7d5VsPe2bpPeVzNTR9QNEW3E3A95xQCXnvLxeaOKudIHelmJdLIrGiPqGprL7ayvHNXdbtD02Tn/ciLm1HxX2QZ6YbXQ5Yd7SVNuqVq8uFl7XcKaVoTzeaborTV5g3u99C4ML/QBJLhZO7aSjxXZdShCf/Z3egwYL9VzlI1+T5T1konC9v3jWUj59Rm7yojT/1f8phld/gqR9EGRr2lBTpgVZR7EomYJxkEXkTMz4mjMwB9PNxfRHW1rZqtUvecWiTQH6JlxwM30ZPH8rUUOIGsK5q+bw9UesfTisyen92nx1Cw2Ccgyx93q6/QaBkXkwU+VYkF0h2LykhHuQnvuM81pky7Vs5yth2AWyPdCZu1xxFu/stGGFk3NeHYeVwrdr1jusnMrUNL3SWu6xH8PH/cXfBy9dy9z1HbEO9tjKiaXURbyamNwPAKe3QyELvG37Igy0vr7VuERxAAuyM8ybd33LeUkXw4Rro8OIYvHrj5vRMVTKjBRw2lcy4xBCodwwb9Vm2TvNAXoA7X3l7y+d/joPHfEoB0/tYs3wNKI7g8UJ/sKZS3lx5xBTOlsYHktw8LQuNu4a5s/bnuapXUHcOgrjNTC6PW62Y+nB9cWSHnPkx4jRxsU/e5KP7hlhZTpRYvtkq0Jl3DtGDFKDpW8/wQly5b8CrAbWKqXmY7pGBIws3pwUEwc5sw1iu9FdjeeMFXDufyMCHS1RZvRmwxoV9EctJJDzzeWxaruFSBEaEM64MueY4pz1OBYlNQR2F4tiXC0cVla/a2Crz+GzeohHDdriXtEgCgtMv/0rDLbF53B315me2zszxNm3zU7b77NUrqHXXG7tSTw/UQJa4NMfTCr3uJ9Y+QneaUwiJs7fW7wsZ77uKCpnfUHE9TdfUdd+U7aR4s7w3EF+z+yyloi/32SVMulNrDY6SBzk3S+ZGcn2vQZbn4Z9m+HAHmeZ8QPmgKihHfDSn0OuZIhh3iqKVc/ebOzeaglkAA46lY09qwAYb/eKCutkTl87JxwyhSUzulk1bzI9bTEOm9lDV6szXGQ5bnczbe/fNC1Rg5mT2rLudyGQIsG3enfyrd6dvIZ5/yXHbFF4wvioiugwb+VQ0IIMjCuldoqIISKGUupuEfm3SlesnskfJ9G7XF4XCzBdI7y287Lm5Qnd5lE4bx3zbm+PgFBMt/fk+bZ9uAfeeZ2PT9loOk5w/mMbuI8RAJGsHvPb0nad2+MR2mIRb7cC16KgAtmw7olfD3yUbcObYTy9P/tv5htEzHPpOIpBD9/MlBi+F8gdxcIfpwXZXs/+tn7ekBnsl3bJUYiR34LsaX0tItW0t+D329a5tT2Khf2YhjtRSOY5yM2I2J/sZVb8SM/jVcEHOc3EaqODDNL73SXQ2gsje7LL8nX7e96nZRCWBXnuceXXJR/K46M0FIHsCmF20mfNiD7mwbLHi7Twyt71/H7KfP6ho7BADkqxLoHff8+RRAxhJJFk49Baz8Cx/Z0tTOnIdeko1f0wxRh7o330JHayR55kKiczZthCGnZa+dPKsiBrF4tyCNIq7BGRTuBe4H9EZBswVNlq1Tv5HghvFwuHRbaId6anBbmor2PxmQ6+VSqURCEmuUHGbOeYHqQXbYXOBZlGtpA1wJ0yuegq+myX7mozY94WFuFCUT+tqwve+6PI8MtCYffjteo5YnTQmhpiLzaBbFUohc0tJ+f4hX1u7WmZVQBLb/abx6OJkUL3pP9+cwfppSsVRN67ytiCGefmssyznY3pyX4iebpXKumDbKP52+ijPmRahcHfB/mVB5zL7OIYYGy///6NAhniisY9Aq0EC3LF02GDZ69NUOtvPtz7aO3xDb+IiFMYhkCxFuQ2K8ZyPGogQ6Vbn4tld2QKuyNTMvO39ryL16/qhHg7zF5tLS2jPkbMHGQ5vCvrsqEJTJBPk7OBYeAfgduAF4Az827R5AR9+BwC2R6eyI/eOTkjV72iWBQz2tfXHaSAv528+RtkxUNZeYkKljByrHjKrF/Al0pZMZrzRMFw+/b6HSvHghz090n7XOd06dun/erm2mBgGVtj/hnXU5mEKvniUOepqggYcRCDRP9iAKKT/MaBFbKA51qQzesb1MXC3jNToKh9q5yPNXvQf/uzWvi+s+cj9Pu9q+WDzERoow9+Ixz9YXM6PUDS7mKx+yX487fhL/9m/iuWSMgW5L9e5ZyvVx9kLxegWK6LQdFE47DqgzbLfPVEp3m06h4vKJ97y5K867fGZsMhp5lZCNP3ZDmD9Eb2mn8f+GHp+5jABGkV/gG4QSm1CbiuwvVpDPI1dvZBeu5wbYVu9I7sl6RXqt6cDG2B6ire05Pmw/Hf9N+sdy4kxoB0HOQSH1LfVNhZMga4zCC94BY8s0BQFwHnXgvtP71UOeRQltfi8xg7MJizfXAXC28LsuH3m9lQrvpLJJYbT9i225Rnqmnv+8m3/m090HI4K056B09MP5xli/1HZWf27JVK2uF6lF3sfZW995vdqAwXC6U8r4F70GU+lyqF5P1grZKLxcRro42I01o8uKW8/YUtYHesdc77RFKpPR4xGwulkw7KIafB9mfNjHoVPv8q9dSUPaag2DjPJmUI5G3PmH+1H3JJBGkVuoDfi8ifROQiEZlW6UrVO4UG7WSW5Lw4i7/RvS3IpSVS+OrRl9krZ3bjBNiuLAuy2/3Br/seyAxkibZ6r/chGyYuQC29fO58NjPSlpRuZx6EdCP5Ysuh/HDq57MhgHCdawEMP2HvqJrfvgoLfIDWmHmvLJtj+hW+f99kFmBa4rKuKVn3kVlds5jVmZv3IeMiZEQxDGH5ksX+H01ik50FfJC9t8/ngywlvy/s9R3oGOCgSQfZHaJsxwgSBzkb/9jPw8IQo1qD9CZmG733Vdi7yfz70p/K21el/TRj+aMY1IwlZ5t/+xbCwlNgxpEQ6zDru/L8/NsG4eh/gBM+bSbxqSBugVzOIL3qWZ8Dtg3lfLyle120e0VJFLQgK6W+BHxJRJYB7wT+KCKvKqVOrXjt6hXvYIg5i8LoYi2YSa/g9tnu4p7W3uKOm45aIEbZQdw9t3Zr1bSfr7uLr5CeqlTWJCNmxgRtncwhkw9hLTCZiC2lhrN6xV4hI+1z7dJ8hsPC6hOGr2AsYZOWaITvv+dIWve/ApthUipClHarvrk1v/ToSz32Uiy2O7RgJj0PE3IJLhZBbk/7c/O51Z+ztku799gLugbpefyy9lebV8rtNNWwbE3INjqVgE1rzH9hUGmBnMcYUVMGDs/6Oh9zQXb5O/4rnP3HWrNxlStIjkAuQ+QW2+tTpV6i0ph/PDz7axgbrnVNGpJilMU2YAuwE5haoGxTkxVkXg+G9yA9Q4ySfIm8s3+VKAiL3s5f+n1+9ecD7qLwOWdEUnpAWgAfuJ/0fZxf977PuX0RoZScodTyi1CF4vS5p3NFZAZTJJZjnSg074f/ID37vgoP0itEWzySseQaHhEuQreY2AW+5yA99+BVQPldAdemJazJVsvrI9b8m8Iw75+2Sa7Y4YU+dP1dLKrog5xmYrfRJ5bxcRdm4hCvXoNouIPQmonZk832vqet9IGSboFcqWfPSwyH1Uu0h6cY4qXcFeWeS7wDxptrzG61CJIo5KPAucAU4P+ADyulnql0xeqZoALIX3gEf6DyJTcIVgn/BAiFt00LxNzjTeuYhlBc1AZrpx5LrGVJ009Kom3A/tz1NnZHp7A7OiVTAvy68/2qYbdCBhNXkzyTXhQZI9q1T8g9v5zBnd5bByhj36mHD7LHALVCdQ1KNlFI/jjI3r0xwcO8lexv4d5eBKYfUcJHrPj+/oKQovIWZN1GW0w7vPRtE6OmFdnLZ75YvOIzl9kD18ycvXwmR8zuLdE/16RaPsgtkVz/7NItyM7ttnEXAInk24hGigjlWohYBwxtL28fE5QgimI28Aml1GMVrkvDkLHq2e/vdFSIzqkw9DTgFeYtpOOX7IRZbKghy8UiRBcGzzQV6QbA+so1Yu2QsgnkQmHerBdSUQLZvr3P9SzVChE8UYglkF3FnX7nftbt9PqAjbPHtcn6TBue9fCrUxAyfQ+FfjvSH2HFhY/LzJf5WBmO0Mbp38O7R8DvRZi3DtXpfdVtNJQXieLJ/zP/hRFarUpirVmIGMLCKYVTU+cj6eoZK8cH2Ys3zn0jIsJhfYeFtk+/pmEsmXIK5HK1Q7wd9mgLcin4tigi0q2U2gd805p3eHkrpXZVuG51i+fDN2OF2cU3sAy23g3ksQQG6ZKxzLPeFuQihJtRhgXZwsuCXDz++8gI5DHrIY61wWgRe06OWTuqTraqtqjZJZjx5XUNtgvcw+AjkB0WyQAW5GAHy702xQwqLO6FI+Stn931qMB6rz2HiXuApXu6EEr8wy6KSEX9Eyd0G33612B0X3a+vb92dXGjBXLVcbs5hO029sa5b6TdZ6Bl6S4W3tuNJVK024N+FCn2f/bgK6QUvOcYKwxnrB1G95vvV79Y1BpP8n1y/xR4C/Aw5i9p/5UUsKCC9apv/F7gM1Y4Zn0ThRRzKK9O5WLiIJMrkC8/9nK2HwjQ5WKVVyH6cymPumcWzVwFj/4EmX00rH85u77AdZOkqaZLsyDniWObThTiagCX9i3lfUvexw835ksvURjDUV/71i7fdU+KPJpHwpFiXCyCYX3VSfCPhSndrRgGDPS0wmCAI0hpz5Hv/nyPYS+TW8oMEWet9TnHDyz9QKX9kCduG923MLx9RVshMRLe/rRArjo5FuTQP6X92Te2j6d2PMW63es4+6CzCz7zHz1pISPjKeItw3zyrtz1YwnX/VNkG3LHM1sBm0COd5j3941/D2/7UTiJYCYIvopCKfUW6+/86lWnUQj28DkelDL9VJ3Linhg7NtbFtap7VOZ2h5gDE8eH+RiCbSH7ulmF+eu5x2LCzU4kjAH2AQRyIs7ZgCwItoDiWGrbr5OpN6LRVg9fTX/j4d8Nst/tp0tUUvNZGQkADujA6SSOxidYuvG84uDnA6lFtR6EcDFIt+vVLKLhbcEzUy1RCMcPrPXnEkL5EIfgLbVEeveiEqpcVad1v+gOKJY+Gw8pX2K94qQ0G10SERiWiA3OGGGefOi0DvoB4//AIBFkxexpC9/MpCVc82Onp0HdjK/v4MXdzjdH0bGPXzYS+A///wiH3z9fKfVeHS/FshFUFBpiUjON47XsolE+YP0ijhWAYERZA/ZydLq4yeQizm/LitQfKuRFTJ9nea0u/EJcn2//rbD+efTF5nlLReLIAJ5esskvh+dw4JIttHwTxRSGb/biCFEDXH5/gpJibIjOoBhGyhk4O024j7G6umrPctlN8jnfhK644JtymPfnslvSqvPrI759LGaQ9vfVEwF8xLod7eL9FJHaYaEbqNLoO+g7HTYSSzsYi3WDsvODXf/mhzCDPNWDG+Y+QbHfDHuFgpFd1uMRQNOwTo0fsBZsMT39l/X7zAnHK4hdRySrg7J54PcCrQD/SIyiewroRvwz2k7ASgljJdfKDHfY+Dvv1hUopByvqTLsSAPHA5bnszMntF1EH3b17OyO9vrO3NSKzN7WwN1abuZ2tXK1C4zdFLaxSKYD3J6IFjhSBGFBmeVi+Hh9gCu88+TjMPOyXNO5ocP3pbnYB4WZFeikHwEE42SsWiX5VhQxD1rGEIfxxA3gvvW2UeiZ/2HS31OysgyWSa6jc7DkeebwlcEpi2Fx34KGx+wVgqcdBnc+AFr1vb7JRPlp522i7XjLqpKHOCJjjtaTLWeyYQqPUNdWky3xiIcMtDF+m37SaUUg6NDQIg+9XYLcqKIwT2avD7I/wB8ApiB6eOWvuP2Ad+vbLXqnXxxkL0RdzaIQuWtwmUP0isltJv9K1ikNB/kEy51dFvGJMJxRic5MXAlV3wVm7pZumfArsdLjjUalgXZ3KiYgYL2a+GzOx/R7y7vFNUev5fHftwuHqG9UgqF0Cu4vtD9VsgC7c/Hln+MaR35E80F7tGQdKrpoqoQJrqNdtM9E/ZtgkVvcgrf3jlZgdw725m4IzGWnU6OhSuQq+gLO5FJpWrj1pJwpXAuxphiL9sWi7Cgv4P12/YzOBZyxAm7BbnSCXGajHw+yN8FvisiFyulrqpineqeoF+n7oEDWYoU1iUeH0oQeQPLcnzoSrIgR6IQsYXu8ToPHyt5sV//xvyT4MArgRKMeOJzuGIHWMnMlZAaD3zNIxG7aPUWjfm8gh1z1jYb4wfRM9DrUTx/souCBDql3HoXcqEox8XiX47/F17YWlyDv7hvsWO+3CF0gn8Ui0qj22gPTv2CmX7a/ZvY4xu74xQnR13TZWa9cxkYNJUnx4Ic4odJPBIn7uOGkyOQi3GxcJVNtyPXPfAcaze18N7Vc+huDSEut92CnBzzL6fJIcinckpEepVSewCsrrx3K6X+o6I1q2OCWnDtD0+pD6y3a4bluxpkB8U20K6ueDM+rZ+FtQRKySZYaJtIBKKtAa+x5NQjrMZUoi2QUOX7qCu7WPaxSPscIylRT3cKr/LpD4DQXCxspZ9tPZIR2e2z2m9fue4v+WiPtSOyt4h6+SOO6dJ8z2uIbqPTtPaY/9w4BI5LxNi7nRMhCAhtQa46lRikd+jkQ7loxUV5y7gFcjEuF27jULrK+xM7uO+ll2iPRzj/uHmB9+eLQyBrF4tiCPIm+nC64QVQSu0GPlyxGjUAQQQF5D48GcpMTVmUi0WZKAyUz/mWdhbZhiubGKLQFgVcLEp6CRUWyMULJXH8LYRhid/c26GAC4KrTDHH9N5TyC9xERLSQoqoT/0LXPtiekjKrHq2fkGuuWtbxHKxqLkI0m10IewW5HztbxgWNrtYq3668QlJrQbpuXuJx8twYUi3O9u5lxf5LyJh3Tr2nlXtYlEUQSzIERERZfUHiGnSCnnYb3PisCCXGr/VUz8UIyDKbyhSFW5sym3Msgk3SttP2AM6ggtkweszw2HN9HvB+tS5q62ULrkwB+mZpfNuV8gH2e9YFRCi5b9Iay6OQbfRhfGyIB//aWifDOPDsPFBWHsbHNht+iiXgw7zVnXcArnC8cczuI1gY6ngH1i5dXau35/aAswrsWY2HD7IIbtYKAWPXA/7t8HSc6D/YLMX5tlbzHWLz4RYaWOD6oEgd9FtwA0icoqInAL8L/C7ylarzgn48Nm/Lot9EZ8x/wwAIl4Z0KpqlShxkJ7/7myTAS11BYSRkXE5KeIaB3CxyGlkj7kQTvpsnl2m3TeC1sHbB9lp4PKxbrsWG2KwbFYP8/uL958MlGq6SHGasaZXwoIconuMZ+38Yk/bfhhH92jtNbJuowthF8jp33HWSpg834xyMesoc9ndXzX/7t8Gj/4PlDL4S1uQq8rWoa0Mjg2ypG8JJ8w+oez9pTOl9rX1+ZY5d9G5rJy2MkcgF2NBdrtYuHuixlWAzElBsA/QDsOFyM7wLnj+Vti0Bn7/OXPZc78x07Y/dSM8/r/hHq/KBLEgXwJcAFxozT8BDFSsRg1AULFQjg/ym+a/iTfN947tWs0sQZ2tMdQ4dLZ6JZoohcJbFZu6szQLcAAXi3SYt3R9Fp5UwnH8MV0sct1wJEAIOi8Klj3xM1x/6xavLQvvu+RfuxQB7CMqPO6Lsl0sXH/N6SD3qHsPNUW30YVw+OV7tC/RbOg/Uin461WwYy1MORSeuMEUGcd/yrQ4F8IhkOvi/mhqrrj/CgA6Yh20RqzQn2U8l/N75vPhZR9myWT/hB/Hzzqe42cdz7889C+O5eOpIgSyOz22q8oRI8TwoudcDb/6SOUH6W1+3ExpnSbsiBxVpuDnrVIqBTwAvAQcDZwMPFvZatU3vgOnXNgd9oMInQuWXcB7Dn1PgOMXEQe5zBf4rMntnLV8FpM7QuqxtV2H9Bd0ZXyMiyCk3WcHvQX1YU3jzBJs397wudfcRwgkpGcsZ2801ypSCR9k74uabvAd3Qi21R7rK46XRC6MPX5yrSWQbqMDYH8+vFwg7AJ6dK/pdgHw8LWw52XYtQFeeyTYsfQgvZoQkUjZ7nZpjphyBLFIYXe1HAtyMQLZZ5BemlAFctyKKBW2QHbv7+6vgd0v228cVoPgq7RE5BAR+YKIPAdcBbwCoJQ6SSk1MWNsWgR99JIpl4tFgYd22ZRlHDfzuMLHTwvkKlgnRISutsq6M+YkCgm1O99NemBgAAtygV96arfTt6q4esDkzjYOmtrJ+4+bX/JrVAJ+ZOSncFSUQOfkGPCW118jO1mMhdljeZnjXT0PFeRantO9iKOT7UxP1c5QW402WkTOEJHnRWS9iFzqsb5FRG6w1j8gIvPCOG7o2I0Ki/4md73dgnxgT/bGGtqRXR4PmKJXW5BrQsSIVP1ztSyB7LYgI7Qxixmcaa6XEH3Z02K/0gIZnKLYN9RtY5DPFPkcpiXiLUqp11txNhv7bMOiBB9kJ2FFsahGYyBV96PL7Xoq4INcpOXWLBw8k54fn3/LYr7+t4dnyxf5e8SMCJ958+KcVKPO/v4A2fZcnDr31EDHD2rBLwXvj4WAxwnxfsvnRwje5x7kY6DDiHNWshvxSQVeJSraRluD/f4deBOwBHi3iLj7nT8I7FZKHQR8B/hGWMcPlfQ9NbAMDn1z7vruGWb2PYAX/mAO1kvzuk+Yf4Naw7QPck2ISKRqg/PShGlBBmhlGi1MBVz6YcFJ2fuwCDLvUhFTJFdDINvf3zVK4BIW+XyQ/xZ4F3C3iNwG/AzdXwQEd3HIjWIR0vFzJvKULfe4RhSMEIKVl3HrFHTBKPMcC1mQ/bIjtcejtMezj1A2dXOw+hi2bt0rzjmMC34XZWg0Ecgqmj1l5Tg2wDkHnRPo+NkPkZBfKr4WYo803yXdF8G3+dzqz+X1aVeZBAOlDvyraZNY6Tb6aGC9UmoDgIj8DDgbeMZW5mzgi9b0jcD37RE16ob0PZcvwsSso+CR62Dd77PLumfC5AXmdGCBXF+nHhYjiRF+8PgPGBwbRKF435L3saBnQa2rlSEidWBBLmaQnud9IplB0/et3877Dh+npz0Gqy/0KFuYZEoRjVjXJBIPTyArBS//FVo6c9fZr0mzulgopX6llHoXcChwN2ZK06kicrWInFal+tUlQQXZWw96q/eKsOIgR1ryFwyD130cDjmjoocoPxJBGSJLpGQXi3LrYx+13NMWx/B4GiPWx8kSw5kl0J28pbw4yGEJZA9rbCkfN8X42Bc47ZgR882CZe4g8KHqjiq00TOBjbb5V61lnmWUUglgL5BjtheRC0RkjYis2b59ewhVK5KOKebfaUv9y7S7qn3ipXDGlVn/5AluQX5i+xOs37OercNb2Ta8jW+v+TZ/fe2vta5WBkOMqj/P7sQg5VqQxSaQh8fH+cG9L5RVv6Rda0TisPZ2eOCHZe0TMP3x//o9M9KLG3umyiZ2sQBAKTWklPqpUupMYBbwKOao6YlLwEZvYe9CZnaa75Mwv2wlEoNJ8/M39umy5R53+jLonFLePgoQ1iC9oizJBWPxZpf7WZBzyhd5rYNEq4hGonwxMoPzI87fIGeQXlm/szj+lE/WB7nQb1JuopCyUWk3k9J80RUSehztYmmENlopdY1SapVSatWUKZVtTzzpGoCz/x2W+hgtAAwDzvg6HHI6rHgfTF8O0Xg2TJY7RbUfEygO8k+f/WnVj/n0zqe5+5W7AacVNmpEa25BfmHPC2zct9GntBPv90pWICtSrN0yyE2Pvlpy/RweDmlDwQt/KHl/GdLRKQY3565zDNJrcoFsRym122roTqlUhRqBrMUtv3ASkcr4RImY4YbyWcYaiQJtWkV8kANQ9GDBIkdQiy0+pfgObBP6JUrMfR+5ihZT1y4rZF/WBzmke9SjDqV9/BQ6lwq8BG27rLXgLYeQ2+hNgD1rxixrmWcZEYkCPcDOEI4dPh39hT++Ji+AVX9vJjhIl81YkANaB5vUglwvXP3Y1fxi3S8Ap5+uIUbVBfJZC89yzO8a2cU3Hgrohu8rH9L3jHkf/ebxzUWHPk3jsCBHQ+xxTu/Xy6WkiSzIQeIga9wUkYo2negjRQqmLjGtvkeeV97hG7lfuAI0bKrpICm8QxZr33nXcuKRtIXCGVYttPvKXudStG7BOMnZybDcPZ2h9Zy/S39bPwAnzzk5Zzu3q0uT8RBwsIjMxxTC7wLccShvAc4H7gPeDvyh7vyPyyUjkLUFud6wZ6OLGJGqf9yeOPtETpx9IkopvvPwd9iwd0Pgbd2Z9AAGuts4uKOX9Zvt4yMgkVLEIsWfW8rtYhE6Ho96qnksyFogl0DQZ1AQDMuxNJlKml9wp1xe/vGLeClPBDFdUqMYwMUiTaXe92JzOvb/nYKJ96DXoLvVNuAyPWYu7EF6CDN729k1XmKD7Gt1C/9edo119KQ91s73T5l4kS2VUgkRuQi4HYgA1yqlnhaRLwNrlFK3AP8J/LeIrAd2YYro5sLug5wYg8QBaO3xL99EYd6UUjy+/XF+9OSPOGb6MbWuTg52C3JEIr5Gh0ojIoHiJtvxcrE4Z8UsTp19CDf/xCmQx5MpYpHizy2VsgvkMAbbB8B+/zf4x6IWyCUQOFGHQFTMS+z1tVgq1Q5l449Qbsg6cy/lRako1nKb3iro8YOScfUI+FIM9Dv6+kdbf9PzYfggl012P8tnT2L9np1lW/edhP+hMt4yCYDh2CTb0YPXucktyCilbgVudS273DY9Aryj2vWqKhkf5AT86Vuw+TF4zw3+5R3dyo19f/zx1T9y49obAXhg8wM1rk0uDguyRAKPF6kEUaM4OeU3SC9iGAiGUyAnFJRgb0g6BHKYg/rzXGe7X/a+18wkOwAtPaZPf0vAeOJ1gBbIJRDU4ia2ATxhCuRiqDt/Ss90wWUO0ssEpCgx6kTI1yh4Jj1vK7bTYu29r3CFmbmvzrhHyJ6Sdicl+oXnJnHxOUBJ1fJirG0KG+MLkfa59LDD2nudPTOa2iJiWpFTCVMcAyQTEPF5fTaRBfmxbY/Vugp5sVuQo0Y0Z9BcNYkbxSlYz55JSd8yBtgE8liyNP3g8EGulmHN7qufGIHbPuNcf87VwVK21wH1YopsLIpo9DI+yCEI5EnWvmZ3zS5QsjrUS9tfUrdaBSpfrNB2W5A9t/azIBfYVxDsiUIGOINPrfpU0ftwVspjkF4x1yTjEh1emLcg2yclhnOUXnn71DQhRsTpTzk+5F/WOYigUjWqCrW0yAYhZQvTUItBenZiReYL8Lq2BgYiZiSLJCOMsxcwXSxKoSZ5Ova4onis/qiZ6CTNjrXVrU8ZaIFcAhkXiwJthyFGRrj4Z9ULzlxp4TORAU6bN7HCUFc2UYh/HOQ0xYZ5CxzFwpVQoy1ufgD1ttstEZVr8HtbegFYvWAq3SwqmHUuONmek4IvrKLev5W7Fg5rfjEuFqLtzROCtAU5zVg+gayjWFQDpVSOD3Ite0yL9UH2wl7/fTzDS1wPlCGQazFedmy/c37BCTB5fnb+z9+BXS9Wt04lUhMXCxGZDNwAzANeAs5VSu32KHc+8Dlr9itKqeus5SuBHwNtmP5xH1dKKRH5JnAmMAa8AHxAKbWnAicQrBiS8UsKQyADzJQ4w032Sq6JD3KQOMhVjmIxrauF7tYo8/s7POvpOJZrcSky7bwl53HUwFEsnryY2PEhZkss2cXCtZ8AhNr+l+RS31zPosaHtECOxMzQVoEFcmPfH/X8+ZdUyRwf5HS7U4tAKune4vTxC723vHqV0++EFGbGu7Qfclogf/amJ5nUHuNTpx8aqE4OH2Q7SoV3b0oE5hxj9rAc2A1tvbDxQXPduf9t/nX7Z+/f5hTNdUqtfJAvBe5SSl0pIpda847A9paI/gKwCvO19bCI3GIJ6auBDwMPYArkM4DfAXcAn7FGX38D+Ix7v+EQ/MZ6xyHvoCXSwmH9h4VfjQDUnQ+yB2E1wsWda2GLYalxkEstLyKO1NXWUp9tizqUJ7FIjGVTlvkXOPN7MD5c0r4z17Soegb1QQ4PcUxL0V3KZqKQcOukqUMyArnFEsj7/cs6hI++OSrFA5sfyAwgBDPMG3USVSyRShS0KAdtaxSKsYRZduveEbbuHQlcD18Lcvpjr1Ts9/jx/wQzVzrX//Sd5t+o1Ruac6z6dt1JU6v+n7OB66zp64BzPMqcDtyhlNplieI7gDNEZDrQrZS634q3eX16e6XU7610pwD3Ywa2Dx/rjdhVoPtMROhp6eHvlvxd0f5J+Uinzn3z/DeHts80K6auCNzVnmn6Jy8wYzyXiFsoDnQMuI6T/yVTblQPv/23WKN+K3Gd8x3XWah4d43Q6JpW8ld+UGt6ST6OIZ6r/fjpoP92S5BGA1g+yIlsLNl1d/qXbSILcj3z4t4XHamdIxIp2s2tUoylxgoX8hqj56r3zEltKJJ5XSwefnkX967dzvbB0Zx1TguybToZoH75sDs3B4neEaL+qSa1siBPU0qlcxRuAaZ5lJkJ2L29X7WWzbSm3cvd/D2mG4cnInIBcAHAnDlzAlfc2poLjH5mG61FbhcOUSMaOC5rsdbZDx7+wcBlM49ba0+ovnad8U6+f8r3ueiuiwKVL8kCHcDFopjrDMWHeYvYM+kV3aBb5TOpkuvgRZw5h8qmX37/Ie9iUu/ccHcqwqlzT+XUuacG3kTRKHYQTdnYXSwANq0xYyJHPSIXNFGYt3pmcHzQMW/3Qa51rprx5DgU0IR+Yd7sGCJ5BfLuoTH+4+4XAIhFDH7wd05Lrq8FOTEK8Q7vdUGw++MHEcg5FuTGeC4qJpBF5E5gwGPVZfYZy3c41LtZRC4DEsD/+JVRSl0DXAOwatWq4o4vwjKjnUb5kStGrD1/V2OVKMnfNSPow29ISwrz5rdNUB/kerJUiXhbkAeWwfo7zfsm/w7yrl01dXloYYLq6Kpp6pm0QLan602M+AhkbUGuBvtd7x7DqG0UCzvjAdKSe/kgu9vxiCEoxrnvhZ2smpdt8zbuGuaF7ftZuzX7keAlon0Nz14poovB/hEYyILs7pVrDNNCxQSyUsrXFCMiW0VkulJqs+Uysc2j2CbgRNv8LOAea/ks1/JNtn2/H3gLcErlUp7Wx0NYc/oPgdHBIq3Hxf8kpUSFKIawEq8UO0hPAlixg17barwYjho4isP7D89bi8xUOoqF/bxWfgCWnAOt3bYtavwsZVyl9TOtyYMRNQch2UO97VgLs1blltU+yFVh/7hTIEclWjeGgiAuFp5h3lztvSFCigSPbdzD8FjWavvFW54OVA/fQXpj+yHZ5x/LuxDFWpDdLhYNkoK6Vj7ItwDnW9PnAzd7lLkdOE1EJonIJOA04HbLNWOfiKwW82k4L729iJwBfBo4SylV2uiiINTJQxiEzIu/AnnYJRJ3iJ2S91MoikVFw7yFh6cozFc+xJdnNQTe+UvP58hpRwYq62nVj0Shc4qjXK3jrNb6+JoGIe2DnBrPCoJ7vwnDu3LLVjDM2/D4MM/teo4tQ1sy/4bHh9m8f3PhjZuMwTGni4XYeq5qgd0eNx7AQhvEfmcYoDDF6NBo8aLS4WLR0Z+dvv2z8PPzYPvzRe/T3HGRFmS3i0UAC3s9UCsf5CuBn4vIB4GXgXMBRGQVcKFS6kNKqV0icgXwkLXNl5VS6dboo2TDvP3O+gfwfaAFuMMSKfcrpS4Mv/r5H8JFkxfx/K4Sb7xKMP2I0BtqgMV9i3li+xPBCpchYisT5i19PSR0C3JQAg0GKyKted0QxDIecHvv9Tq2rKbKpF0skuPQ0g0HrFfR2FCuu48jEWa4D+YNz9/Aw1sf9lz3kSM+wtL+paEeLwhrd6/lkEmHVP24Y66BZkFCq1WLZ3Y+w1hqLPNOmNE5g45YYZ9f9zskIsKoJZAv/UXAd60NhwV5xXlmr+/YkPlh9+wtMLgFpiwqer9FC2R3mWTtMh4WQ00EslJqJ3CKx/I1wIds89cC1/qUy4mbppQ6KNya+lDgBX3hsgsZypdpqYpIOk1qBfjA0g+wZ3QPX7rvS2Xtp9xGrajt0109oeald9ajJBeLMhVuXbgI2M4nrI+OQsepJVFDIAkdLbWyM2iqRnIcdq43pyfNywpkrzCIIblYJFNJXtz7oiOG/nO7nvMtv2VoS+gCOUgPy/ce+V5Rg5mblcOmHMafNv0JgFtfvBVsuTBmdc3i0qMvdZQP4oNsDtIrXUw6LMjROMw/3pxOC+RSfZGL9kF2C+Qyo2hUCd2yV4BYJEZvpLfW1ag4sUiMKe1TChcsk4Jh3igiesTCk2F0n2lVf+2RQPsvmlKMpr6D9AoJzXp0EfAZpOeB/QVcizOJWlb8qBTvgtTXEeeNs6Zx2GKvIDyapiItjgFaurLTXoOU7eKhjI+5R7Y9wnVPX1e4oCaHWrhOLe1bylde9xU+95fP5ax7dfBVjy1ycSePEoG+LoMDgz4bFMA3ikXa5aFUoVpuFAvtYtHEVDACwkSkXB/kogRpJAqHvx32vFLERsFwN26VxW1pqAe3g1yLeFHW/WmHQc9yaC8QhzvEsbdzOw+hj2NZ3PGGorcVEY6Y1QtGfVi0NRVk0jzY/ZI57RDIHj2FHpbBUtg3ug+Ajy3/WCaOfsSI8K013wpl/0Goi54piz+88odMZtp6paelx3fdRXddxBWvu4JJrZMAbwuy+3KLwOqFvdz9WGn18Y1ike5BLVkg2z4Cgwz0cw/SKzeKRpWo77tNUzb11MBVipJ8kD0iLpRdjyJdLHyq41peP1EsAiMlxkGOd8CqD4RfnzyICH0cTcxoq+pxNQ3GKV+AJ/8Pnr/VaTEb9bIg21RJGR9zB5IHEIRDJx8a6HlKEY4wryd2HthJZ7yTlkgLv1z3y8Db1ao9LPQ7bR3emhHIQaJYgKBUcDHpHvg3Mu4zsC9jQS5CqL70Z/jrVbnLA1mQ3S4W4QjkZzfvc0T3ADhiVi/RSDgGIy2QS6FOfCCbhYKNf6HVZQ4Eq1WYN69tvdY0HsFdLBxb1eC5Kv+YuhdpQhBvh/6D4XlgZF92+SPXwYITnEkXAliQUyrF0PgQEYkQNaKZ7Kh2DiQO0BptDXyPjiSCpyBuFL7w1y+woGcBn1z1yYJl53TPYff23UBto9MMdAywZWhLSdu620sBUmXkz35ll08wr/TYpKCuDkrBM17BxvAWyO39YB+HlRPmrXyBvGXvCP96e24whKves0ILZM3EIbAPcjFishIhstMxdRtS6IVLsSHvGo5mPS+NP71WxlV31Iqd680xDWkcAtm7nblp3U3cvfFuAKa2T+XyYy/PKTOSGMmkuw/CSLL5BDLAhr0bCpb5/OrP0xZtq4uetEuOvoSk5YLwz3/8Z8c6+4BLrzBvOQJZ4Mld9wNvzil7wfELOGxmD5+68XFGx8177vfPbHWUeXFHnmABkbiZUS8Ij/2Pv1uiVxrps1yWZrcPcgiD9HYOmXX/4OvnM3tyNvlUazRAdKiA1IPjYuNRF/6e9cW87nnBClZCl5YpVsLyHS7HgtwUlGmVLyWvT1vcbAz7OkqLSqJ1riYwPbPgpM/CkefBojdBm9lVzt5NznIBXCwe2fZIZnrbsFeeLBhNjtIWDe7604wW5DSe/ro2IjmZ2mpHzIjRGm2lNdrK7K7ZjnX2+MheLjHpd1kfx9DBAgY6Btg+8hpr+S4pVzSL3vY4HS3O5Cg/f2ijo8zGXcO+aaqJxJ2D7fLx0l/81xkebb1hOJdXIMzb3mHzWi6c2snsye2Zf0aIY0K0BbkU9FvVwbdP/HYAQeR/zcoepJcuV+PfpRxhXHjbRrjnMib0zJJCondae3kRIOb3d/DRkxZy2Ez/wTEaTWikLcUr3w9Hng+/+BA8/1t47dFsmf12K17pFoHh8eEJLZDtbceBxIG8ZQPFlK8BH1v+MX6x7hc8tMVM52C38uezIPexGoAjp25lw27zAyzFGIZNskUjVjvrc4u1xSMcGEvy6u4DzO/3iMEciVYv3Jr7AyYEF4u9B8x99LR5WLBDQgvkJqcaotHLfy6X0l8UhcR3uZbbWgvrvHVINyz9BzsWq8yAwHr0gc36IBfyBWyNtvLJVZ/k22u+XfLRVs6dXLiQD7X/5TUNi4hpSX7tUWc85JYuiLXDpLnQUXoYzJHkCJ2xzsDln931LF974Gue68aSY4gIMSPG3x/29wx0DJRcr2phbzsK5RWojyg+uXTGO1kxdUVWINs+YrzaRvd7IGpEfduoeAE/2/n9HTzz2j5e3jnkI5DjwQVy2O/Iva/C87/Lzrf2mnGajSi09kC0Fbry36N7D4zTEjNojVXu40gL5FKo04fRi7rr7veoTtkuEnXye5RTD9/fKRKD078GXdNL3nfVkKwFOf2bFuoahSLu0eXvhgd+CPHgoqHgsevs8dA0GIe/3fzn4ncv/o5FkxexwOMGS6aSDHslGHExkhihv60/Z/klR13CvZvuBcznK5FKkFIp32ctoRI8vePpzPxN62/iI0d8pODxi+EXa3/B2w55W6j7tPvr+l2veCTOWHKsbt4BXnTa2qvRpM3n18N24G4LDTF826hYWiD7rO9uNS2rw2N+kSzitQu3tvslePjH+cu85wbPxX9et4Pntw7ywIad9HUWH7++GLRA1tQ9BVNNZ4RZifsP+SMi9BHUfQvD3V8VqEhM6IUnm//qgUoM8tQ0Db/d8Ft+u+G3nhnmblx7I+OuLuZ7Nt7Dg1sedCzbeWAnB/XmJoed3T2b93a/N3BdlFJc/IeLM/NP73iai+66CIDzlpzH0dOPDrwvP+7eeHfoAtnugjCU8LYgz+qcFWgQXy3pimXjZtsFcj4f5DQRI5JZplzlC7lYtMRMcT2ayBPqrZoZ7dKCN5VyRrjYcA88+pPAu/mvv2RTFFbSegxaIJdGHX+tuqkH94FChCVQS91PaGHe0g3ZhBdPxVmQG5v6f7401aXQPW8foJfm1g23Eo/Emdk5M7Ps0L5DWTltZdn1EREuWHYBz+9+nrHkGPe9dl9m3fXPXB+KQK4E9ut49WNXZ6b72vp43YzXMaV9Cgf3Hszzu5+nK26K0LrrMQU6Yln3hkJ+4u76RyRiW+K8r2Jeg+Mc+4KWaCQT4SKHYlwswsQwnMl2umd6l1OqYBefUWF9owWypuGpl0YxqN+t57YN8CFTmNzkK0E+Fmr7+zXDddfUE4kCkQH62/pzfGqHE8OcMf8MTp5TmR6SZVOWsWzKMgCHQPZCKUUilUBEHG4O1cbrQ+OtB72VE2af4MioZ/+IqGX8Yz/sAy1fHXyVNVvWsGLqCs/zc78H7C4WvhZk3xD6QkvM4K8v7OSMwwbobfdwR9j+POxYD/25PRUFae2Bkb3Fb+fGz0//wG6nkEZyEo5UOompFsil0EAW5EagXIGUtgAXt59sQxp2Jr16bKSrigQfpGcWr51IbYrvEk1dUUggt8fac5a1RFpY0rekUlUqiu89+j3W7V5X8vZKKe585U6OnHokfW0F0sbnwUtArpi2ou7TTbuxt28b9m5gw94NvimpvS3I6WUuC7Llg9wRjzDi42csCEOj4/zbnev44llLnSt3rjf/3v8f8JYSBkmf/jVzcF25+AnkX3n7yV+8dQ9bY7OZNr6R+3s+CSwxrc2/vAAWvwWWnF1+nSwa606rGxrnrVov1tUMXgMTylQpZZ1jiAopU4+q6uM6EuO2a5kRyHXublJnT4emCXD7F7sZHh9mcd9iPrb8Y1WqUXAGxwbLEscAu0Z2cfP6m3loy0N89pjPlrwfLx/dmFdSCht1976zuOrkq0ioBGt3r+Xqx67m/s33s2tkV045t7uf6YNsTrstyDHLgvzPpy/iM7940vO46RjIO/Z7JARJJwnZtwkeuR5W/F1x78NILDeFdCnEWuGES8xIMMkxs15KQdJV5ydvzMRtnjZuxnuev3cNcLo56G90Hzz2Uy2Qa04DmZ3qp8Eovh7t0XaGE4VHe9dL1rZyXCxKOVr9IpmGPpAFuarXza8OGjsiMhm4AZgHvAScq5Ta7VHuNmA18Gel1FuqWcd6pZAFeWh8yDM6Ra0YHBvM+PDuH9tf8n427Tfj9abdR8qNy5xKFS+Q6xURISYx+lpNi/oDmx/wLueOYoHhO0gvvXxqVyvz+jt4ySNrXlogx7xCwp1wCfzxG+b0c7+FI95TnOANsyd95pGFy2x+ArY941i0YO8DZixyezSOxJgZMi4EtEAuCf06rQafPvrTvLzv5cDla/4xkP7Sr3OracWxfaiEGuatgkzwX8yLS4G7lFJXisil1vwlHuW+CbQD/1DNytUzdoG8dWgre0b38Nyu5zLLdhzYweLJi2tRNQCOGjgqE5cX4PN/+TwfXvZhlkxeUjAhh5uPH/lxfvrcT9k+vJ2vP/D1UOtZigW53inoHuJqCiOGfZCefyu1eHp3AYHs0cbOPBKWnAPP/MqcTyWKFMhVTs5y3MWw7g7W7FpPVCVQCLN7Ihw8x0o2NbIX2vtMy7MWyDWkgSzIjUx/W38gS0u9xMCsB0tobSkx1bR+nOqRs4ETrenrgHvwEMhKqbtE5ET38olMQmUF8hX3X8GsrllsGtyEIUbmg3H/eOmW2nI5b8l5DoGcSCW4+rGrufCIC4ve10DHADM7Z7J9eHuYVQS8P67rKaV0KRRKquXpg+zjYmHnb1fM5MRFU/jCzU8zMp71R07baqJ+SUUitg+OzY+b6dR3vQDz3lBY51T7t2ifDEe8k/sezd67h03v4dSjDqnYIbVALgn9Rg+Tmvogh4gWyFkyYd7yNOo529TJ76gBYJpSarM1vQUoKye4iFwAXAAwZ86cMqtW37hdLHYc2MEbZr2Bcxedy/6x/Vz+18tDCd9WKmINonW3U/tG9xGLFGehNcQgKpWREc0YIrKQBTxtWLj0TYey58A4hryaaRUV/hFFDEPo72xhWncrL+/MtSTH/MI92EXun20D9SJxmLM6b12rbkH2QId5q0cayYLcAFUtVxjVjQ/yRI+DLNmJUgbp6Q+L6iIidwJe+Vwvs88opZSIlPXjKKWuAa4BWLVqVVP/0MmUU8iMJEYy0Rw64518+8TS06pXFKFoFwtDjIpZdSeiQE63mwdPM33Cn9652fZeCxIRyD0vKKX8341+Lh+jAXo46sCar8O81SUNoDotJoJVrl7Osbr1qI9z9sSWarr+4yBPXJRSp/qtE5GtIjJdKbVZRKYD26pYtYbGK4pFenBWPTM8PuxwDwmCIUZFwq4lU0m+cv9XQt9vrSn2WkVsVtp8LhZp3ILxC2cu4Yu3PM1owmdbP8EepEmuA0OhUWGFXB/Om41GHdwYmjKpgJW3mnGQh6YcwVNtR/H09HDTu4ZFo8RBztSh1hWoP24BzremzwdurmFdGgovkVlOPOBqMTg2yIHxIi3IGA4RVy6/2fAbrn/6+qKFuptG7cVzj92wzwcTyM6WbPbkdt5wcD+j4z7uGQ0WU9pNpV8dWiCXQh280JuJ2iQKyR49bKrSOBtR7u4+m9GYd8D5mqJUUWHe6oHGqGVVuRJ4o4isA0615hGRVSLyo3QhEfkT8H/AKSLyqoicXpPa1hFeYd7qzYLs5RYxND4UKKymHUPCFci3vXgbD255sCndK0rBeW1TzJ7cTls84itBvIwNrbEII4kkO/aP8sM/vpCJbGEewEcgJzziJtch2gdZUxaN0H1d9iC9UnyQY1b6z+7pZR3bUY8JP0gv6ytXjA9yI9yjEw2l1E7gFI/la4AP2ebfUM16NQJugdwebffMnldLPrnyk9z20m1Map3ElLYp3Lj2Rh7f/jhJlSRmxAomO0ljiFGR9q5cgVwPvVKl4GdBPmxmD+cvOYhVA4tJ5bncXh4HrbEIo+MpLrnxCQBWL+jjiNm91gY+LhZF9iTUCu2DrGkOKthgpQVWUUKrc6oZKH1qePFIg/rdXhGZEdox7bRF21g1bVVF9h0I+2+cCU2kBbJmYuEWyPXoXjGnew4XLLsgMx+PxHl8++O0RFo4rO8wrn/m+kD7EZGKWHvL3Wejulh4hXkDiBhCLCr+4dosvCyqrTGnhT+RGuemdTfxpvlvotXPxaJOBbL7d9UW5Hrm4DfWugYFqZsv6bZJ5t+WrtB3XbLACpK9p4R6FBKFkyoUFumbJ3yzIvsthUZJNa3RhI1bIA90eAUKqS+Om3Ecx804DiBwcqb0x3glnvEJ62LhkSgkjTs6ihfeFmSnqH5y10Os2XUXESPCWa0zvXc0brnaKAVr/hOGdxY8djVwW88rrW+0QC6Vd/+s+secfTTsL24wed1Y55acA90zzXNwEVqYtxqf6ylzTuHJHU+yaPKimtajduQmCgmUSa8OPuJqXwNNs2AXyB9Z/hHmd8+vYW2KJ18osu+f8n3W717PK4OvcPKck4FsrPPZXbPZOLgxlDoUStfdrPhZkCFYTHmvtrQl6rQgJ60BkOPJcf9BemmBPLoP1t1R8LjVIpVjQa7s8bRALpVavNTf8E/VP2ZYRKIw99iK7DrTqNRY5czpnlO/MU6rjKHH/2omKHZx19faV3f+x4UoFKv3oEkHcdCkgzLz6Y/goNkzn9/1PJv2b8oI7HtfvZdp7dMchgX3h/Xc7rm8ef6bC+67Hj62y8Hd+2i/pqlU8VEsINeC7NzARwK+ugZuuhB66yupj1sgR3SYN40mP/WSalpjoRSrBlYxuXUyr5/5+uCb1XBwo3YE0YTFuMoOcKt1r1YplBrX2N0O+/UeXfXoVfxy3S8z63/+/M+56tGrHGXGUmOO+dfNeB1L+5eWVK96431L3ue/0tUQ2S3IQULf+Q3S89/A42OotRfmnwCxdjP9dB3h9uap9AeRVhYajSYcbBmfelp6+PLrvsyU9imFN2tAEaHR+GG3IHfFwx9zUWmKFchpoesWK3tG9/DI1kd4ZOsjPLrtUbYMbXGs3z68nfW713vuczTpDDMWVAgt7VvKvO55vHlBYWtzrVg9vUAKZxsOC3IAdzWvxBlugewQmV7Z8Oa/AY65AKYfEbie1SLHgqx9kDXl0AhdTqGFeWsUofXWH8JEHYSi0TQ5yVQSQwy+/oavN5x7Bbhj72YtnjM7vQd0ZVwsPOxt1z51rWP+xNknZqZ/veHXPLbtMc99jrri8AbtJWyPtfPPR/1zoLKNgH2QXrDxHLnL2lwC2SEyIx4W5PQ9mw6FWkckU9oHWTPBCEPYivVfQ9DWW+saVIjSrn89fMTVvgaaZiGRShAzYnTEOmpdlZJoj7XzkeUfQRDmds8teB69Lb0ATOuYxvo93hbhNPdvvh8RQSmVI47tAtBtQZ6obnT2j5WkChLFwmuQnvPavbxzmK3DI2zafQAGPCRg3Pq961Agu6NY6DBvmqYnDIFU7j4uXnExk1onlV0PTek0zAeORpOHRCpRsh9vvbC0L7i/75sXvJmZnTNZOW0lB/UexHhqnGX9y+iMd3qWH0+O84/3/GPucltykpHkiGPdRBXI9vMOJpBzl7ldLJ7ZvIcdjHDH3q38f0u9LMiWMI62OhYPqiT3qEFiCKdJd038c3NCCmoLskZTGEHKEskTNzRbBSgyLmo9ZCDUg/Qak72jexERuuPdta5KhoRqfIFcDDEjxqoBMybyUQNHFSzvd23svttjSecgvYkqkKO2mPlB4k27Larrdq/j+V3PA9Myy1LYBvt5+SCnewxcAvna1A7WKdOy32dEKfxLh0++LIKVYOI8xZqmRqSBXCyaHi03NdXhsj9fBpjxeeuFtIuFxhs/Q4ZdFI8kJqYF2W0ksF+rIBZk97X97iPftabOtx0jmf3r6YPc5vxr8ZotOstojdp49yC9SjMx7jpNXROaD3Id+LJOaFb9PXQNQMfUojbTv5ummRhPjU8oC3JY3PLCLZnpHB/kCSpV7D7I9268l+d2PZe3vF9L+tm/WZyZVpYFWZEArw+PuDVIz2VBHrIlKknVSiBX2YQ8Me86TV0RikDWIqv2TF8GZ34XovFa10SjqRnN4INcCx7a8lBmWg/SMxERjp1hJtgaTgzz/Ufz95T4RXWY3J5tkx0C2SWC6ZyaNXBYFuTX1BgbldPlpVYxmCaEi4WITAZuAOYBLwHnKqV2e5Q7H/icNfsVpdR11vKVwI+BNuBW4ONKKSUiVwBnY/5+24D3K6Veq+jJaOoC7V7RuNTDb1f7GmganeHxYT5976cBmNc9r7aVaXCaXSD3tPSwd3RvoLLvXfxeHtv2GAcSBwqW9YqDDBCNZJdnXSwSpg/ye27w3lmsjRGV4mvJLTmraieQJ4YF+VLgLqXUwcBd1rwDS0R/ATgGOBr4goikwwxcDXwYONj6d4a1/JtKqWVKqeXAb4DLK3kSmvpBW5A1tUH7W2tM9o3ty0xrC3J53PfafY75ZhPIn1/9eb503Jcy8+lQeX4D8ezxkN0JV+z4vQftCTXSg/RSJHPiCjto6WLcp31T0w7z366CVFsg1+opPhs40Zq+DrgHuMRV5nTgDqXULgARuQM4Q0TuAbqVUvdby68HzgF+p5TaZ9u+A/32agxC0LYNFQc5BGb0mt1fy2f31rYiTYJuKBqbu1+5m9HkaO4gJ6tNGE4MA6bQOmHWCRUJ6WgXxRGv6ACakmk2A0hrtJXWaCsrp63k4a0Pc8LsE7h5/c2+96U9msVX7v+K76BUv8xyYmRtvnYXi/Fkyv9ebXFlgZy6GLY9C0Dy4FO9t6kwVdbHNRPI05RSm63pLdhjkGSZCWy0zb9qLZtpTbuXAyAiXwXOA/YCJ4VYZ02F0D7IxTO9p41/f++ROTEuG5HG/u0aue6Njd3a9ot1v8hb1hCDqBFlLDlGd7ybk+ecXNG6aQty6Zy76Fx+/vzPHcvc2f2ahb9b8ne8c9E7aYu2cez0Y31jRwe1oPv5IEcEBlnPGLsY5lXa4hESY/tZs+VhZnT3M7NzJi2RlpztUsd+DB74iumPHGszB2FHWrjlhVu45YVb+NRRn2Ju99zA5+tm/2iCtVsH6WmLEY+Y59jREiUaEbpbcyNsNI0FWUTuBAY8Vl1mn7F8h0M7a6XUZcBlIvIZ4CJMNw2v+l0AXAAwZ86csA6vqRETMYpFM4hjqA8fZE3jMZZyDhxa2LswM21vDzpiHbz94LfTHmvnk/d8MlC4rFKwC3Yd5q10Dpl0SM6yZm3bo0Y08zHlJ44huEA+ZkEfdzyzNWe5EsVmfpuZn9Texmtje7n+2R8Tjxgs7V/KR474SM52qRnLTctxmm5nuvG7X7mbs+e/J1APXHs8QjxioICIpeRvenQT9zy3LaesiPCj81fl1qe6eUIqJ5CVUr42eBHZKiLTlVKbRWQ65oA6N5vIumEAzMJ0xdhkTduXb/LY/n8wB/B5CmSl1DXANQCrVq3SPaw1JCwLshZamlLRd07jYY+bu7hvMR9b/rG85dOJKColkO2pku1d4pri8LK+T9Qwb2mCCuT5/R28d/Uc/uf+VxzL7fcmwMKeQ4ntWYJSZmi99bu9U4QXelYef3Uvf1rzeKC62fnqWw9noKeVwZFxz/V+vthNY0EuwC2YkauvtP7e7FHmduBrtoF5pwGfUUrtEpF9IrIaeADTneIqABE5WCm1zip/NpA/aKCmadDiuHHRv52mFOypiYNYbNPd9EEykpWC3f9Zu1iUjtdv2awuFkEpd5CiPUshmL0qcfoKhk1zC+s0Sile2zvC2P59nDDQxeoFfXn3s3brIPe9sDMzv2HHfgZ6WhkZK+5jtVLPrh+1eoqvBH4uIh8EXgbOBRCRVcCFSqkPWUL4CiAdHPHL6QF7wEfJhnn7nfUP4EoRWYQZheRl4MJqnIymPMLoPmu2Uc4TiWbtPtVUFrsFOYhATvcyVcOCrF0sSsfr2k30NqLc99vw+LBjvi3ahiAFBaefQN5zYJwdg6N0Accu7OMNB0/Ju5941HAI5LGEud8D48U9i8kqx5eriUBWSu0ETvFYvgb4kG3+WuBan3I5cUaUUm8Lt6aaahCWBVFbIjWlUrRd4pDT4cU/wvQjKlEdTQDGk1kLclCLrSGG70u/XBwuFtqCXDIxj/THE90Aku/87331XnaN7GLltJXM7prtWWY4MUxbPMKBsSR9nXHarAQhhSzIfh+TaV2dYizjT2xn94iZ1qK3pRcRoSPufB5GxrMCeUpXC9sHR3P2MZpI0hJ19hxMFBcLjSZUJuIgPU0N6VvoH2BfUxXsLhZxI1j2RkMMkqkkSqlMt7OXIANTgBtiZFwnBCGlUuwd28tzu57j9TNf7yhvt8ZpgVw6dv/tdEKNiS6Qj591PD999qc5y4fHhzMRP+58+U7f8G/DiWEOmZYN29YeMwVyQQtyKv/H5Bh72DD4JPEtXXS3dNMSaeGJ7U9w+0u3A/Cexe/huBnH0RZ3Ct19B8xn98BYipm9rZ4CeeOuYWZPbidqGBkRrgWyZsIRhrDV4lhTDvruaTx2j2aTr/qJXDdpC/LdG+/ml+t+CcC7Dn0Xr5vxupw25B/v+UcOmXQIW4e3klIppndMZ+3utRnRdsz0YxzuAClbfjEdBzk/nz3ms3ztga95rrP/DhPd9zjNcTOOY/3u9Ty45UHHcvszkA+3i0U8Yn5QFrIgJ1Qi7/pxdnPbqz/j/p3ez9+Le1/kuBnH0e4SyHc9t5XB0QR7hsdYPqcXXtuXs+3Xb80OIfvP9x8FTJw4yBpNqLRF22iLttW6GpoS0B83mmK57cXb+M2G32Tm/bqW3UQkQooUD215KLPsZ8/9jIhEOHbGsZllacva2t1rM8sGxwYBMimCE6kEMSPGlqEtfOX+rziOo32Q8zOjcwYxI+boBfBioluO7Xi1kzsP7PQomUuuQDav6yu7hlkyvRt8vkPyWZgP4qMkGOQDi+YzElnPrS/e6lvW7WKRSCr+un4HAF0tUT73liWMJVKMJ1OMJlKklOIPz21j7ZZBx3Z5M/9VAC2QNTUjnUUoDC484kLPQOea+kf7jmuK5c5X7gRg+dTlnD7vdGZ1ziqwhYlhGJ7dxmt3r3UI5P3j+wvuK+2i8dSOpxzL53bPZdW03BiumuJJi0LdRjgZHBtkz+gexwccwIY9G9g2sptx9gNTM8vTmSTTTGqP8cYl01j7jGLX0Bhtvd7vznwDWg1ixJnM1PZpDBt78tbX7WJhZyyRYn5/R87yF7cPZQTyeDJFLGJoFwvNxCGdRSgMJrdODmU/taS/rZ8lfUtqXY2aUe0QPhp/RGQycAMwD3gJOFcptdtVZjlwNdANJIGvKqWq4pidSCU4ec7JvPWgtxbVAxGRCEmVzElJvePADsf8ntE9geoAuSP9z1x4Jn1t+cNeaTTFYm8fP/vnz3q2l99++Nvs2D/KJg4AX80s/+2G3zrKGYbBu46eww+eE0YS/iI4SMSXiCEZlw0/4lH/noB9PrGQO1uz8nRoNEFve7ygS0jYaIGsqRn2LEIa+OJxX6x1FTSaNJcCdymlrhSRS635S1xlhoHzlFLrRGQG8LCI3K6U2lPJiiVSCRKphBmqqkj3HEMMz5f+i3tfZN/YPrrj3QBsHcrNRuYm7R5g9z0Gbe0ME/3R7I39urRH27l4xcX8esOveWbnM3m3m9s9l0mtk1g9fTVgZmMdGU+SUik27N1AR7SDaR3TMuWDCuRWKypGPs48YgYvbN/PUfMm8+grexhLJomIcPbymZ7lO1qy2mBwxBTIEyUOskaj0TjQvsh1xdlkM5leh5nF1CGQlVJrbdOvicg2YAqwp5IVG02aI95LcamKSISUSnm+aL96/1f57DGfpaelhx8//eOC+8okX3DtSvvNBqOvrY8tQ1vylkmPK9HXlJxejzQt0RZmd8/mo8s/yvce+R479j/pu4+LV1zsELPT22ezfveLPPzyDr6V+hYGBl95/VfoaekxjxlAkEYMIRogisw5K7JC+PhD8sdNBuhsybpl7B9N99Y4y1RaLmuBrNFoNBo305RSm63pLcC0fIVF5GggDrxQ6YqNJEYAAlmt3PjFQT5r4Vnc8sItPLXjKY6ZfgwA83vmc+LsE4lIhDtfvpOX9r3k2CZtQXYLFx15IRgXr7iYx7c/nglTZueSoy/hlX2vsKRvCQ9teYj+tv4a1LAxsH88FIrm4r433zjwfhK7X2CcQU6fG+f3L9/O/vH9GYHszsDnvU8hFg1//I9hM5hs3TfCtG7/1NSVQgtkjUajmYCIyJ3AgMeqy+wzSiklIr7GGhGZDvw3cL5S3lk4ROQC4AKAOXPmlFxnyFqQWyOlCWQvH+TlU5fz6xd+zd7RvQyNDwFw1MBRrJy2EjCjLnz5vi87tkln8ssR3LojJBA9LT0cP+t4ntn5DE/teIpT5pzC4f2HA2ZUknRkktPmnVbLajYUhaKnuMMPtsZaiDOJOJOY221a60cT2ZjEvqmmbc9PxJDAcciLobstey7/fd/LmMmRnUztquzAfC2QNRpNXaD9DauLUupUv3UislVEpiulNlsCeJtPuW7gt8BlSqn78xzrGuAagFWrVpX1Q48kTQtySwlWKz8LcsyI0RnvZO/Y3kwEi654NrHC1PapXHXyVQwnhrnkXtPT5LuPfJfLj708R2wbaHeAYnjHIe+gJdLCWxa8JXA864lIkPaxkEB2u6rYs+DFxHye0h+gkEcg26oSMaSkZ7EQC6d08qkzFnFgLJlxsQDTN7ktZgr9Qwe6/DYPBS2QNRrNhEdL8xxuAc4HrrT+3uwuICJx4CbgeqXUjdWqWNrFoi1SfNzzTBQLl9iIGBF6WnrYM7qH/WOmQO6MdTrKiAgdsQ7OPuhsbl5vXo4/vPIHOmLOEFXaX7Y4+tr6+MBhH6h1NZqCYge9xyLZezXtR3zNE9dw5fFX0hJp8R2kd0z/m3hqd3o7qViI1UMHuiuy36DoJ1mj0Wg0bq4E3igi64BTrXlEZJWI/Mgqcy5wPPB+EXnM+re80hXLDNIr0YKslPL0G+5p6WHf6D5e2GO6UdstyHYWT17sqIt7X3qwqaYS+A3Ss2MPtxZ0gF2aqGV9Hk+NZxLp+AnkxT3HZaaNCrlY1APagqzRaCY8WtI4UUrtBE7xWL4G+JA1/RPgJ1WuWsaCXGoUC6+XviEG/W39PL3jaTYObgTIsQynsXdjj6fGc4SItiBraoXdvUfh7R5hJ2oXyOSKaz8XC3vCjqghTftRqAWyRqPRaOqajYMbeXbnswAZ61YpqeX9fJAjEuG0uaexcd9GNuzdwIKeBTkuFmns3djjqfGc/WkfZE0lCGJBtpNUASJQ2ARyxMN/2U8gJ1LOQXrNihbIGo1Go6lbBscG+caD33Asa4+20x5tL3pfhhgkVMLT6tvT0sMnV32y4D7sAjmRSuRYpJvVmqapf+z3XiqAQLb7IEfICuT0QNhkytvFIuUhkD+58pN8++FvF1fhOkcLZI1Go9HULQcSBxjoGKAl0oIhBoJw9kFnlyREI0aEsfGx3OVFxC62u1gkUolMPOQ02sVCUwmC+BTbyyRU4ZjBduvvb57YwvbBUfq74gyPDwPFWZCb8cNQC2SNRlNT0oJjfs/8GtdEU49MbZ/KZcdcFsoL2BCDFKmyBta5BbI7mYIWyJpKcMb8M3hyx5MkUgkEydzDR0490rN8MoBAtvsg3/fCTl7jAG3xSCbUod8gPYcFrUaHlAAAEg9JREFU2Xp2mvG+1wJZo9HUlNZoK5ccfQlT26dW/diHDnQze3K7Iw2qpv4Iyzpl4O2DXAxuH2S3QBY95FNTAWZ2zuTfTvo3x7Kh8SFfX/yEyu0pcePlP6yUKsmCrAWyRqPRVIB01qxq0xaP8MWzltbk2JrqEzEiJFO5mfSKwS7WX9v/Wu4gvSYUCpr6xCvSSk9bjK37Rjhybgfr1uffPmo479UYvcA4g2ODACR8/JiTqew9L01sQW6+M9JoNBqNxoNMqukyszYePOngzPSWoS05x9BoakUsYrB0Rg83rP9/BctGI04L8nzOZ+nklewa2QU4fZovOfqSzLTdgpymGaO3NN8ZaTQajUbjQUQiZbtYAHz8yI/zupmv81zXjIOVNI2B3z3pRyySe6/2xCexd3RvToSW3pbezHTSQyA3432vBbJGo9FoJgR+cZBLwS+tbzNa0jSNwUDHAN87+XucMf+MQOUjRu69evfTw7y0cz//dd9T3PzYxmxZW6QXL4HcjD0nzXdGGo1Go9F4kHaxCGVfPq/PZhQKmsbBEIOTZ58cqGzUY5CepDrZMzzO9ev+lfX7H8gst0dvSXq4KDXjfa8H6Wk0Go1mQpC2IJczSC+Nn9Buxq5mTWMRNA27VxSLNmYyheNJYYaJe/ehy+lt7XXc18mkFsgajUaj0TQNEYmEMkgPyAnvlqYZhYKmsYgYwRLfeFqQiTCJFZn51808CnCGfPO0IDehQ4IWyBqNRqOZEEQkglIqFDcLX4HchEJB05xEI8Hu1UQyxfbBUUbGkyhgw+4hohHhrStmZco0Y8+JFsgajUajmRAYYpBIJUKx8vrFiG1GoaBpTrxcLNwkU4r/vv9l/rxuB2sx4yMfQoKPnnQQK+dOypTzeqbCGhBbK7RA1mg0Gs2EIB6JM54aZzxVOA1vIcaT3vvQLhaaRiGIQB5Ppnhq076c5b3tMcd8rQTyq4Ov8vDWh9k1sot4JM5ZC8+iK94Vyr61QNZoNBrNhODE2SfS19YHwE+e+UlZ+5rTPYcndzyZs1ynmtY0CgH0MeNJb5Ebd7lneN33Xr7+G/ZsYNuBbQhCUiXZO7o30JgAEaGnpQdDDGZ3zWbj4EZWTVvFlQ9e6Sj39kPeXnBfQdECWaPRaDQTgo5YB6unrwbKF8inzzudtbvXsm73Opb2L+XpHU8D2sVC0zi0xSIcu7CP+17Y6Vtm3CNiBUA86hTIXgMDU+SK628//O0ia+nP0PiQY/5vD/7bwBE8gqAFskaj0Wg0RWKIwazOWazbvY75PfMzAlmjaRREhLevnFVAIKfw+uaLuSzIXoNT3S4Wg2ODOWWmtE/h8tWXF6zrl+77EjsO7HAs2zeadf1oi7Zx8pxg8Z+DogWyRqPRaDQlkI6nHJNYgZIaTXXpjHeyf2x/wXKF/JDHEj4uFi4LslfPyWPbHuOiuy7iqIGj2LB3A+845B25+zHiddvrogWyRqPRaDRlUK8veM3E5XPHfI6h8SF+tf5XvLjvRd616F2e5QoJ5IRHWmnI9UG2p6J289CWhwDYNrzNYz/xvMfPx0hypORtg6AFskaj0WgmHF99/VcZTY7SEesoeR9hZOTTaCpBZ7yTzngn/3DEP+QtZxT4uBtPpvAaQxeLOLcL8pG4fzzXom1PYV0sOw/4u4aEgRbIGo1Go5lw9LT0hLYvHblC06gEEchelNJr4uWDHDQs4qyuWTk+yM/tei4zPbtrdtH1KYQWyBqNRqPRlIF2sdA0Kl7ppu2MJbwH6ZXCvrHceMpBn533LX4fq6evJqmSDI0P0RppZd/YPqJGlO54Nwf1HhROJW1ogazRaDQaTQkEid+q0dQzhfRpIqVIhXSfe1mQg9IabeWw/sNCqUdQapLyR0Qmi8gdIrLO+jvJp9z5Vpl1InK+bflKEXlSRNaLyPfE9QkiIv8kIkpE+it9LhqNRqPRaDSNSCEL7rqt+xkZT4ZyLHtYtkagVjkxLwXuUkodDNxlzTsQkcnAF4BjgKOBL9iE9NXAh4GDrX9n2LabDZwGvFLJE9BoNBqNBrQPsqZ5uevZrYyOh5MyuhwLci2olYvF2cCJ1vR1wD3AJa4ypwN3KKV2AYjIHcAZInIP0K2Uut9afj1wDvA7a7vvAJ8Gbq5Y7TUajUYz4WmNtgIQi+g4yJrG5d/feyQppUimFKOJFCmlSKXMWMdDowkA+jrjnP7T8o6TVOFYoqtFrQTyNKXUZmt6CzDNo8xMYKNt/lVr2Uxr2r0cETkb2KSUerxQt4GIXABcADBnzpwSTkGj0WiaE6sH7wZgHvAScK5SarerzFzgJsyeyBhwlVLqB9WtaW05Y94ZtEZaOWbgGNZsWcPa3WtrXSWNpmhaY9kYxl2udZM7So9T3OhUTCCLyJ3AgMeqy+wzSiklImV7gItIO/BZTPeKgiilrgGuAVi1apUeaaHRaDRZ0m5wV4rIpda8u5dvM3CsUmpURDqBp0TkFqXUa9WubK2IR+KcNs985Vy84uIa10ajqSyTOuIMD/Xy5sOn17oqVaFiAlkpdarfOhHZKiLTlVKbRWQ6kJteBTaRdcMAmIXpirHJmrYv3wQsBOYDaevxLOARETlaKbWljFPRaDSaiUZBNzil1JhttoXajWmpC3SoN02z88u3XYMhRuDYxY1Orc7yFiAdleJ8vP2FbwdOE5FJ1uC804DbLdeMfSKy2opecR5ws1LqSaXUVKXUPKXUPEzXiyO1ONZoNJqiCeIGh4jMFpEnMN3hvuFnPRaRC0RkjYis2b59e2VqrNFoKkrUiIYujgfavRwN6oNa+SBfCfxcRD4IvAycCyAiq4ALlVIfUkrtEpErgIesbb6cHrAHfBT4MdCGOTjvd2jyUk6+c41G03yE4QanlNoILBORGcCvRORGpdRWj3LapU2jmYB8ZPlH2Duyl/ZYO/vG9rGkbwlbh7aSDvyyaNKi2lYwD6IDnZsN9po1a2pdjYqxe2Q38UicjlhHraui0WgKICIPK6VW1bgOzwMn2tzg7lFK5X2Tici1wK1KqRvzlWv29lajmajsHtnNSGIkM98abWVSq2eai7rCr83VmfQmAI1wg2o0mroi7QZ3JT5ucCIyC9iplDpgucG9HjPMpkajmYA0m9aYGJ7WGo1GoymGK4E3isg64FRrHhFZJSI/ssosBh4QkceBPwL/qpR6sia11Wg0mpDRFmSNRqPROFBK7QRO8Vi+BviQNX0HsKzKVdNoNJqqoC3IGo1Go9FoNBqNDS2QNRqNRqPRaDQaG1ogazQajUaj0Wg0NrRA1mg0Go1Go9FobGiBrNFoNBqNRqPR2NACWaPRaDQajUajsaEFskaj0Wg0Go1GY0MLZI1Go9FoNBqNxoYWyBqNRqPRaDQajQ1RStW6DjVHRLYDLxe5WT+wowLVqSXNeE7QnOelz6kxKOWc5iqlplSiMvVAie0t6PujUdDn1Dg043mF1uZqgVwiIrJGKbWq1vUIk2Y8J2jO89Ln1Bg04znVima8lvqcGoNmPCdozvMK85y0i4VGo9FoNBqNRmNDC2SNRqPRaDQajcaGFsilc02tK1ABmvGcoDnPS59TY9CM51QrmvFa6nNqDJrxnKA5zyu0c9I+yBqNRqPRaDQajQ1tQdZoNBqNRqPRaGxogazRaDQajUaj0djQAtkHEZktIneLyDMi8rSIfNxaPllE7hCRddbfSdZyEZHvich6EXlCRI6s7RnkIiKtIvKgiDxundOXrOXzReQBq+43iEjcWt5iza+31s+r6QnkQUQiIvKoiPzGmm/ocxKRl0TkSRF5TETWWMsa9t5LIyK9InKjiDwnIs+KyLGNfF4issj6jdL/9onIJxr5nGqBbm8bp22C5mtvoTnbXN3elndOWiD7kwD+SSm1BFgNfExElgCXAncppQ4G7rLmAd4EHGz9uwC4uvpVLsgocLJS6ghgOXCGiKwGvgF8Ryl1ELAb+KBV/oPAbmv5d6xy9crHgWdt881wTicppZbbYjo28r2X5rvAbUqpQ4EjMH+zhj0vpdTz1m+0HFgJDAM30cDnVCN0e9tYbVMztrfQfG2ubm/LOSellP4X4B9wM/BG4HlgurVsOvC8Nf1D4N228ply9fgPaAceAY7BzDoTtZYfC9xuTd8OHGtNR61yUuu6e5zLLOuhOBn4DSBNcE4vAf2uZQ197wE9wIvu693o52Wr32nAX5rpnGp4LXV7W79tU9O1t1b9mqrN1e1t+eekLcgBsLqFVgAPANOUUputVVuAadb0TGCjbbNXrWV1hdU19hiwDbgDeAHYo5RKWEXs9c6ck7V+L9BX1QoH49+ATwMpa76Pxj8nBfxeRB4WkQusZQ197wHzge3Af1ndsz8SkQ4a/7zSvAv4X2u6Wc6p6uj2tu7bpn+j+dpbaL42V7e3ZZ6TFsgFEJFO4BfAJ5RS++zrlPlJ0lBx8pRSSWV2T8wCjgYOrW2NykNE3gJsU0o9XOu6hMzrlVJHYnYRfUxEjrevbMR7D9OCdCRwtVJqBTBEtisMaNjzwvK5PAv4P/e6Rj2nWqDb2/qmidtbaL42V7e3ZaIFch5EJIbZWP+PUuqX1uKtIjLdWj8d0zIAsAmYbdt8lrWsLlFK7QHuxuwO6xWRqLXKXu/MOVnre4Cd1a1pQV4HnCUiLwE/w+z2+y6NfU4opTZZf7dh+lgdTePfe68CryqlHrDmb8RswBv9vMB8qT6ilNpqzTfDOVUV3d42RNvUlO0tNGWbq9vbMs9JC2QfRESA/wSeVUp927bqFuB8a/p8TF+59PLzrFGTq4G9NpN/XSAiU0Sk15puw/Txexaz4X67Vcx9TulzfTvwB+vrrG5QSn1GKTVLKTUPs8vlD0qp99LA5yQiHSLSlZ7G9LV6iga+9wCUUluAjSKyyFp0CvAMDX5eFu8m290HzXFOVUO3t0ADtE3N2N5Cc7a5ur3NLC/9nGrhXN0I/4DXY5rpnwAes/69GdN/6i5gHXAnMNkqL8C/Y/qYPQmsqvU5eJzTMuBR65yeAi63li8AHgTWY3ZZtFjLW6359db6BbU+hwLndyLwm0Y/J6vuj1v/ngYus5Y37L1nO7flwBrrHvwVMKnRzwvowLSK9diWNfQ51eAa6va2Adom1/k1RXtrq3/Ttbm6vS3vnHSqaY1Go9FoNBqNxoZ2sdBoNBqNRqPRaGxogazRaDQajUaj0djQAlmj0Wg0Go1Go7GhBbJGo9FoNBqNRmNDC2SNRqPRaDQajcaGFsiaCYOI9InIY9a/LSKyyZreLyL/UaU6LBeRN1fjWBqNRlMrdHuraXSihYtoNM2BUmonZlxIROSLwH6l1L9WuRrLgVXArVU+rkaj0VQN3d5qGh1tQdZMeETkRBH5jTX9RRG5TkT+JCIvi8jfisi/iMiTInKblQ4XEVkpIn8UkYdF5PZ0mkvXft8hIk+JyOMicq+Y+eO/DLzTsqS808rgdK2IPCgij4rI2da27xeRm0XkHhFZJyJfqOY10Wg0mkqg21tNo6AFskaTy0LgZOAs4CfA3Uqpw4EDwN9YjfZVwNuVUiuBa4GveuzncuB0pdQRwFlKqTFr2Q1KqeVKqRuAyzDTrx4NnAR800p1CnA08DbMjFzvEJFVFTpfjUajqRW6vdXUJdrFQqPJ5XdKqXEReRKIALdZy58E5gGLgMOAO0QEq4xXfve/AD8WkZ8Dv/Q51mnAWSLyz9Z8KzDHmr7D6qZERH6JmY53TRnnpdFoNPWGbm81dYkWyBpNLqMASqmUiIyrbD72FOYzI8DTSqlj8+1EKXWhiBwD/A3wsIis9CgmwNuUUs87FprbufPA67zwGo2m2dDtraYu0S4WGk3xPA9MEZFjAUQkJiJL3YVEZKFS6gGl1OXAdmA2MAh02YrdDlwslmlERFbY1r1RRCaLSBtwDqaFRKPRaCYSur3V1AQtkDWaIrF8294OfENEHgceA47zKPpNa7DJU8BfgceBu4El6UEjwBVADHhCRJ625tM8CPwCeAL4hVJKd/dpNJoJhW5vNbVCsr0ZGo2mXhCR9wOrlFIX1bouGo1G08zo9lbjhbYgazQajUaj0Wg0NrQFWaPRaDQajUajsaEtyBqNRqPRaDQajQ0tkDUajUaj0Wg0GhtaIGs0Go1Go9FoNDa0QNZoNBqNRqPRaGxogazRaDQajUaj0dj4/wHGbWTUQz7cPwAAAABJRU5ErkJggg==\n", 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\n", 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" + "
" ] }, "metadata": { @@ -933,7 +1301,7 @@ "source": [ "time_steps = np.arange(offset, num_steps, 1)\n", "\n", - "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(8,4))\n", "ax1.set_title('Small weights')\n", "ax1.set_xlabel('Time step')\n", "ax1.set_ylabel('Activation')\n", @@ -965,15 +1333,15 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 27, "id": "5cf77e75", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -985,7 +1353,7 @@ "source": [ "time_steps = np.arange(offset, num_steps, 1)\n", "\n", - "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(8,4))\n", "ax1.set_title('Small weights')\n", "ax1.set_xlabel('Time step')\n", "ax1.set_ylabel('Activation')\n", From 80fadb805a6b02cf6fe96ca3734c166dddd1d348 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Wed, 31 Aug 2022 08:15:09 -0700 Subject: [PATCH 13/26] Unify interface, add rate to LIF conversion --- ...tory_inhibitory_network_higher_level.ipynb | 885 +++++++++++------- 1 file changed, 567 insertions(+), 318 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb index e1538f939..6e6f5d822 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb @@ -21,7 +21,7 @@ "source": [ "**Motivation**: In this tutorial, we will build a Lava Process for a neural networks of excitatory and inhibitory neurons (E/I network).
\n", "E/I networks are a fundamental example of neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", - "We will investigate some of their dynamical properties for different instantiations, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
" + "We will investigate some of their dynamical properties for different single neuron dynamics as well as dynamical states. Especially the transition to a critical state which can be harnessed in reservoir computing will be of interest as well as self-balancing and the role of the recurrently generated activations in this.
" ] }, { @@ -36,18 +36,21 @@ "#### This tutorial gives a bird's-eye view of\n", "- how with Lava you can implement a simple E/I Network Lava Process\n", "- hot to define and select multiple ProcessModels for the E/I Network, based on Rate and [Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons\n", + "- how to use tags to chose between different ProcessModels when running the Process\n", "\n", "(Add diagram)\n", "\n", "#### E/I Network\n", "\n", - "From bird's-eye view, an E/I network is a recurrently coupled network of neurons consisting of two populations of neurons.
\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of neurons consisting of two populations of neurons.
\n", "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", - "Additionaly, we here require a separation of the neurons into two classes (the populations): Neurons can either be inhibitory or excitatory.
\n", - "Finally, we introduce a control parameter with which we are able to change the response properties of the network.
\n", - "In this tutorial, we build a Lava Process for an E/I network.
\n", - "Our description is agnostic towards the neuron model that governs the dynmical behavior. Considering an E/I network as a Lava Process, instantiations with different neuron models correspond to different ProcessModels.
\n", - "We here implement different ProcessModels for an E/I network Process using rate and spiking neuron.
" + "Additionally, we here require a separation of the neurons into two classes (the populations): Neurons can either be inhibitory or excitatory.
\n", + "Such networks exhibit different dynamical states. By introducing a control parameter we can switch between these states and simultaneously alter the response properties of the network.
\n", + "Our description so far has been agnostic towards the single neuron model that governs the dynamical behavior of the network.
\n", + "In the notebook below, we introduce two incarnations of E/I networks with different single neuron models: Rate and LIF neurons.
\n", + "By providing a utility functions that maps the weights from rate to LIF networks, we can retain hallmark properties of the dynamic in both networks.\n", + "
\n", + "Technically, the abstract E/I network is implemented via a LavaProcess, the concrete behavior - Rate and LIF dynamics - is realized with different ProcessModels.
" ] }, { @@ -113,50 +116,54 @@ " # Factor controlling response properties of network.\n", " # Larger q_factor -> longer lasting effect of provided input\n", " self.q_factor = kwargs.pop(\"q_factor\", 1)\n", - " weights = kwargs.pop(\"weights\", None)\n", + " weights = kwargs.pop(\"weights\")\n", " \n", " full_shape = shape_exc + shape_inh\n", " \n", " self.state = Var(shape=(full_shape,), init=0)\n", - " self.shape_exc = Var(shape=(1,), init=shape_exc)\n", - " self.shape_inh = Var(shape=(1,), init=shape_inh)\n", " self.bias_exc = Var(shape=(shape_exc,), init=bias_exc)\n", " self.bias_inh = Var(shape=(shape_inh,), init=bias_inh)\n", + " self.weights = Var(shape=(full_shape, full_shape), init=weights)\n", "\n", " # Ports for receiving input or sending output\n", " self.inport = InPort(shape=(full_shape,))\n", " self.outport = OutPort(shape=(full_shape,))\n", " \n", - " # If weights are not provided construct balanced network where weights are drawn according to\n", - " # a Gaussian distribution with mean 0 and a std of q_factor ** 2 * sqrt(full_shape)\n", - " # Clip weights so that neurons are either excitatory or inhibitory\n", - " if not weights:\n", - " # Generate connectivity\n", - " # W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", - " # Set scaled standard deviation of recurrent weights\n", - " J = self.q_factor**2 / np.sqrt(full_shape)\n", - " weights = np.random.normal(0, J,\n", + " ## If weights are not provided construct balanced network from Gaussian distribution\n", + " #if weights is None:\n", + " # weights = EINetwork.generate_gaussian_weights(self.q_factor, self.g_factor, shape_exc, full_shape)\n", + " # self.proc_params.overwrite('weights', weights)\n", + " \n", + " #self.weights = Var(shape=(full_shape, full_shape), init=weights)\n", + " \n", + " @staticmethod \n", + " def generate_gaussian_weights(q_factor, g_factor, shape_exc, full_shape):\n", + " '''Generate connectivity drawn from a Gaussian distribution with mean 0\n", + " and std of q_factor ** 2 * sqrt(full_shape).\n", + " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", + " '''\n", + " # Set scaled standard deviation of recurrent weights\n", + " J = q_factor**2 / np.sqrt(full_shape)\n", + " weights = np.random.normal(0, J,\n", " (full_shape, full_shape))\n", " \n", - " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", - " # **or** inhibitory (negative weight)\n", - " exc_conns = np.full(weights.shape, True)\n", - " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False\n", - " inh_conns = np.invert(exc_conns)\n", + " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", + " # **or** inhibitory (negative weight)\n", + " exc_conns = np.full(weights.shape, True)\n", + " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False\n", + " inh_conns = np.invert(exc_conns)\n", " \n", - " mask_pos_weights = (weights > 0)\n", - " mask_neg_weights = (weights < 0)\n", + " mask_pos_weights = (weights > 0)\n", + " mask_neg_weights = (weights < 0)\n", "\n", - " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", - " weights[mask_neg_weights * exc_conns] = 0\n", - " weights[mask_pos_weights * inh_conns] = 0\n", + " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", + " weights[mask_neg_weights * exc_conns] = 0\n", + " weights[mask_pos_weights * inh_conns] = 0\n", "\n", - " # We finally need to increase the inhibitory weights by a factor to control balance\n", - " weights[inh_conns] *= self.g_factor\n", - " \n", - " self.proc_params.overwrite('weights', weights)\n", + " # We finally need to increase the inhibitory weights by a factor to control balance\n", + " weights[inh_conns] *= g_factor\n", " \n", - " self.weights = Var(shape=(full_shape, full_shape), init=weights)" + " return weights" ] }, { @@ -197,13 +204,14 @@ " \\tau\\dot{r} = -r + W \\phi(r) + I_{\\mathrm{bias}}.\n", "\\end{equation}\n", "The rate or state $r$ is a vector containing the excitatory and inhibitory populations.
\n", - "The dynamics consists of a dampning part ($-r$), a part modelling the recurrent connecitivty ($ W \\phi(r)$)\n", + "The non-linearity $\\phi$ is chosen to be the error function.
\n", + "The dynamics consists of a dampening part ($-r$), a part modelling the recurrent connectivity ($ W \\phi(r)$)\n", " and an external bias ($I_{\\mathrm{bias}})$.
\n", " We discretize the equation as follows:\n", " \\begin{equation}\n", " r(i + 1) = (1 - dr) \\odot r(i) + W \\phi(r(i)) \\odot dr + I_{\\mathrm{bias}} \\odot dr\n", "\\end{equation}\n", - "Potentially different time scales in the neuron dynamics of excitatory and inhibitory neurons as well as different bias currents for these subpopulations are encoded in the vectors $dr$ and $I_{\\mathrm{bias}}$." + "Potentially different time scales in the neuron dynamics of excitatory and inhibitory neurons as well as different bias currents for these subpopulations are encoded in the vectors $dr$ and $I_{\\mathrm{bias}}$. We use the error function as non-linearity $\\phi$." ] }, { @@ -218,6 +226,8 @@ "from lava.magma.core.resources import CPU\n", "from lava.magma.core.model.model import AbstractProcessModel\n", "\n", + "from scipy.special import erf\n", + "\n", "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", "@tag('rate_neurons') # tag allows for easy selection of ProcessModel in case multiple are defined\n", "@requires(CPU)\n", @@ -226,8 +236,6 @@ " outport: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, float)\n", " inport: PyInPort = LavaPyType(PyInPort.VEC_DENSE, float) \n", " state : np.ndarray = LavaPyType(np.ndarray, float)\n", - " shape_exc : int = LavaPyType(int, int)\n", - " shape_inh : int = LavaPyType(int, int)\n", " bias_exc : np.ndarray = LavaPyType(np.ndarray, float)\n", " bias_inh : np.ndarray = LavaPyType(np.ndarray, float)\n", " weights : np.ndarray = LavaPyType(np.ndarray, float)\n", @@ -238,6 +246,9 @@ " self.dr_exc = proc.get('dr_exc')\n", " self.dr_inh = proc.get('dr_inh')\n", " \n", + " self.shape_exc = proc.get('shape_exc')\n", + " self.shape_inh = proc.get('shape_inh')\n", + " \n", " self.proc = proc\n", " \n", " self.got_decay = False\n", @@ -277,7 +288,7 @@ " \"\"\"\n", " state_new = self.decay * state # decay state\n", " state_new += self.bias_full # add bias\n", - " state_new += self.weights @ np.tanh(state) # add recurrent input\n", + " state_new += self.weights @ erf(state) # add recurrent input\n", " return state_new\n", " \n", " def run_spk(self):\n", @@ -308,12 +319,12 @@ "source": [ "#### Defining the parameters for the network\n", "Next, we need to constrain the network with the needed parameters.
\n", - "First, we define the dimensionality of the network. Since the neurons in an E/I network tend to low correlations and decouple, we identify the dimensionality with the total number of neurons in the network.
\n", + "First, we define the dimensionality of the network. Since - given a suitable parameter regime - the neurons in an E/I network tend decouple, we identify the dimensionality with the total number of neurons in the network.
\n", "Moreover, we need to set the parameters for the excitatory and inhibitory neurons\n", - "For the recurrent connecitivty we employ the generation method defined in the class.
\n", + "For the recurrent connectivity we employ the generation method defined in the class.
\n", "The weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", "We here follow the common choice that the ratio between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical.
\n", - "Since the connection probability between two arbitrary neurons is equal, we therefore need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$.
\n", + "Since the connection probability between two arbitrary neurons is equal, we therefore need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$. We choose $6$ to place the network in the inhibition dominated regime.
\n", "Finally, we set a parameter that controls the response properties of the network by scaling up the recurrent weights, the `q_factor`." ] }, @@ -337,18 +348,18 @@ "\n", "# Single neuron paramters\n", "# Bias_mant is set to make the neuron spike\n", - "lif_params_exc = {\n", + "params_exc = {\n", " \"shape_exc\": num_neurons_exc,\n", - " \"dr_exc\": 0.01,\n", + " \"dr_exc\": 0.025,\n", " \"bias_exc\": 0.101}\n", "\n", - "lif_params_inh = {\n", + "params_inh = {\n", " \"shape_inh\": num_neurons_inh,\n", - " \"dr_inh\": 0.01,\n", + " \"dr_inh\": 0.025,\n", " \"bias_inh\": 0.101}\n", "\n", "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", - "g_factor = 4\n", + "g_factor = 5\n", "\n", "# Factor controlling the\n", "q_factor = 1\n", @@ -356,11 +367,11 @@ "# Parameters Paramters for E/I network\n", "network_params_balanced = {}\n", "\n", - "network_params_balanced.update(lif_params_exc)\n", - "network_params_balanced.update(lif_params_inh)\n", + "network_params_balanced.update(params_exc)\n", + "network_params_balanced.update(params_inh)\n", "network_params_balanced['g_factor'] = g_factor\n", "network_params_balanced['q_factor'] = q_factor\n", - "network_params_balanced['weights'] = None" + "network_params_balanced['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)" ] }, { @@ -385,7 +396,7 @@ "from lava.proc.monitor.process import Monitor\n", "\n", "# Configurations for execution\n", - "num_steps = 700\n", + "num_steps = 800\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -407,18 +418,18 @@ "metadata": {}, "source": [ "#### Visualizing the acitvity\n", - "We first have a look at the trajectories of the some neurons in the network" + "We first have a look at the trajectories of the neurons in the network." ] }, { "cell_type": "code", "execution_count": 8, - "id": "4c0a0975", + "id": "f4cdddfe", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -437,6 +448,121 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "70982ef0", + "metadata": {}, + "source": [ + "We observe that after an initial period the network settles in a fixed point. As it turns out, this fixed point is stable: After a small perturbation, the network returns to this state.
\n", + "Such a network is unfit for performing meaningful computations, the dynamics is low-dimensional and rather poor.
\n", + "To better understand this, we have to apply an additional analysis." + ] + }, + { + "cell_type": "markdown", + "id": "0f48bb1a", + "metadata": {}, + "source": [ + "#### Further analysis\n", + "A characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", + "With this function, one can assess the *memory* of the network.
\n", + "Denoting the (temporally averaged) network activity by $a$, the *auto-covariance function* is the variance (here denoted $\\mathrm{Cov}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", + "\\begin{equation}\n", + " c(\\tau) = \\mathrm{Cov}(a(t), a(t+\\tau))\n", + "\\end{equation}\n", + "This means for positive $\\tau$ the value of the auto-covariance function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", + "By comparing $c(\\tau)$ with $c(0)$, we may assess the *memory* a network has of its previous states after $\\tau$ time steps.
\n", + "Note that the auto-covariance function is not normalised!
\n", + "Due to this, we may derive further information about the network state: If $c(0)$ is small (in our case $<< 1$), the network acitivty does not exhibit a huge temporal variety across neurons and thus the networks dynamics are unable to perform meaningful computations." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "67d93c4f", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import pearsonr\n", + "\n", + "def auto_corr_fct(acts, max_lag=100, offset=200):\n", + " \"\"\"Auto-correlation function of parallel spike trains\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " acts : np.ndarray shape (timesteps, num_neurons)\n", + " Activity of neurons, a spike is indicated by a one \n", + " max_lag : int\n", + " Maximal lag for compuation of auto-correlation function\n", + " \n", + " Returns:\n", + " \n", + " lags : np.ndarray\n", + " lags for auto-correlation function\n", + " auto_corr_fct : np.ndarray\n", + " auto-correlation function\n", + " \"\"\"\n", + " acts = acts[offset:] # disregard time steps at beginning -> network not setted yet\n", + " assert max_lag < acts.shape[0], 'Maximal lag must be smaller then total number of time points'\n", + " num_neurons = acts.shape[1]\n", + " acts -= np.mean(acts, axis=0) # temporal averaging\n", + " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", + " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", + " \n", + " for i, lag in enumerate(lags):\n", + " shifted_acts = np.roll(acts, shift=lag, axis=0)\n", + " auto_corrs = np.zeros(acts.shape[0])\n", + " for j, act in enumerate(acts):\n", + " #auto_corrs[j] = pearsonr(act, shifted_acts[j])[0]\n", + " auto_corrs[j] = np.dot(act - np.mean(act),\n", + " shifted_acts[j] - np.mean(shifted_acts[j]))/num_neurons\n", + " auto_corr_fct[i] = np.mean(auto_corrs)\n", + " \n", + " return lags, auto_corr_fct" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "830d4529", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct_balanced = auto_corr_fct(acts=states_balanced)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Covariance')\n", + "plt.plot(lags, ac_fct_balanced)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7815504e", + "metadata": {}, + "source": [ + "As expected, there is covariance has its maximum at a time lag of $0$.
\n", + "Examining the covariance function, we first note its values are small ($<<1$) implying low dimensional dynamics of the network.
\n", + "This fits our observation made above on the grounds of the display of the time-resolved activity.
\n", + "Moreover, we see a quick decay of the covariance with time steps implying a short memory of the network." + ] + }, { "cell_type": "markdown", "id": "25538ff1", @@ -445,26 +571,28 @@ "#### Controlling the network\n", "We see that the states of the neurons quickly converge to a fixed point: the network does not exhibit any non-trivial behavior.
\n", "The situation is even worse: One can show that this fixed point is the only fixed point of the system. This means, that after a perturbation of the network, the activity quickly relapses to the stable state. Hence, the network is incapable of performing any meaningful computation.
\n", - "The reason for this fixed point is, that the dampning part dominates the dynamical behavior - we need to increase the weights!
\n", - "This we can achive by increasing the `q_factor`." + "The reason for this fixed point is, that the dampening part dominates the dynamical behavior - we need to increase the weights!
\n", + "This we can achieve by increasing the `q_factor`." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "d12da1b0", "metadata": {}, "outputs": [], "source": [ - "# Fix randomness\n", - "np.random.seed(1234)\n", + "# Defining new q_factor\n", + "q_factor = 10\n", "\n", "# Changing the strenghts of the recurrent connections\n", "network_params_critical = network_params_balanced.copy()\n", - "network_params_critical['q_factor'] = 10 * network_params_critical['q_factor']\n", + "network_params_critical['q_factor'] = q_factor\n", + "network_params_critical['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)\n", + "\n", "\n", "# Configurations for execution\n", - "num_steps = 1000\n", + "num_steps = 800\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -482,13 +610,13 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "ea1a0023", + "execution_count": 12, + "id": "a708a851", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -516,83 +644,15 @@ "The single neuron trajectories behave unpredictably and fluctuate widely, small alterations would lead to completely different states." ] }, - { - "cell_type": "markdown", - "id": "51406495", - "metadata": {}, - "source": [ - "#### Further analysis\n", - "A characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", - "With this function, one can assess the *memory* of the network.
\n", - "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", - "\\begin{equation}\n", - " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", - "\\end{equation}\n", - "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", - "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." - ] - }, { "cell_type": "code", - "execution_count": 11, - "id": "d996b57b", - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.stats import pearsonr\n", - "\n", - "def auto_corr_fct(acts, max_lag=75):\n", - " \"\"\"Auto-correlation function of parallel spike trains\n", - " \n", - " Parameters\n", - " ----------\n", - " \n", - " acts : np.ndarray shape (num_neurons, timesteps)\n", - " Activity of neurons, a spike is indicated by a one \n", - " max_lag : int\n", - " Maximal lag for compuation of auto-correlation function\n", - " \n", - " Returns:\n", - " \n", - " lags : np.ndarray\n", - " lags for auto-correlation function\n", - " auto_corr_fct : np.ndarray\n", - " auto-correlation function\n", - " \"\"\"\n", - " assert max_lag < acts.shape[1], 'Maximal lag must be smaller then total number of time points'\n", - " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", - " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", - " \n", - " for i, lag in enumerate(lags):\n", - " shifted_acts = np.roll(acts, shift=lag, axis=1)\n", - " auto_corrs = np.zeros(acts.shape[0])\n", - " for j, act in enumerate(acts):\n", - " auto_corrs[j] = pearsonr(act, shifted_acts[j])[0]\n", - " auto_corr_fct[i] = np.mean(auto_corrs)\n", - " \n", - " return lags, auto_corr_fct\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "36411f14", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Jru2fyuAuDRk9MZMZWVu9jiMhQAUoYeXVb1cyfWkuD57XgU6NE72OI5XIzPjbRV1IrVuNWz6cqzNHSJlUgBI2ZmZt5elJSzm3S0Ou7NPU6zjigerxMbx4eXe27y3kzk/mEy4LfUhgqAAlLGzZU8DNH8ylWd1qjLpQK71Eso6NErl/cHumZm7mrR9Xex1HgpgKUEKec467PpnPjrxCXr68BzX0uV/Eu7pvM87qUJ8nvs5g4TrND5RDUwFKyHvnp9VMW5rL/YPa06FRTa/jSBAwM0Zf3IXk6vGM+OAXdudrfqD8mgpQQtqS9bsYNT6TM9vX4+q+zbyOI0GkVtU4nr+sO9nb9vHAmEX6PFB+RQUoIStvfzE3f/ALtarG8uTFXfW5n/xKr9Q63HZmG76Yt55P5qzzOo4EGRWghKxHv1pC1pa9PDO0G3WqxXkdR4LUH05rRd8WdXn4i8Ws2Lzb6zgSRFSAEpImLNrAB7PWcsPJLTixtdb5lMOLjjKeG9aNKnHRjHh/LvmFxV5HkiChApSQs35HHvd8tpAuKYnccVZbr+NICKhfM4GnL+lK5sbdPPF1ptdxJEioACWkFJc4bvtoHkXFJbwwrDtxMfoRlvI5rV09ru2fyjs/rea7Zblex5EgoFcPCSmvTFvBzFXbeHRIJ1KTqnkdR0LMPQPa0bpede78ZD7btVRaxFMBSsj4Ze12npuynPO7NuLCHo29jiMhKCE2mmcv7cb2ffs1NUJUgBIa9u0v4vaP5tGgZgJ/uaCTpjzIMevUOJHbzmrDuIUbGDMvx+s44iEVoISEUeMzWb11H09d0lWnOJLjduPJLemVWpuHxixm3fZ9XscRj6gAJeh9tyyX92as4XcnNqdvy7pex5EwEB1lPDO0GyXO6SzyEUwFKEFt575C7v50Aa3qVeeuczTlQSpOkzpVefj8jsxctY03f9BZ5CORClCC2sNjF7FlTwHPDu1GQmy013EkzFzSM4VzOtbnqYnLyNiwy+s4UslUgBK0xi3YwJh56xlxeis6p+js7lLxzIxRF3ahZpVYbvtonlaJiTAqQAlKm3fn88AY32ovfzytlddxJIzVqRbH6Iu7kLlxN898s8zrOFKJVIASdJxz3PvZQvbtL+aZoV2JjdaPqQTWae3qcXmfprzxfRZz1mz3Oo5UEr2ySND5OD2bKZmbuWdAO1rVq+F1HIkQ9w1qT6PEKtz1yXwdCo0QKkAJKtnb9vHol0vo26Iu1/RL9TqORJDq8TE8eXEXsrbs5elJS72OI5VABShBo6TEcfenCzAzRl/ShagorfYilat/qySu6NOUN39YxZw127yOIwGmApSg8f6stfyctZX7BrUnpXZVr+NIhLr3v4dCF+hQaJhTAUpQyNmRx6jxGfRvVZfLejfxOo5EMB0KjRwqQPGcc46Rny3AAU9c2EULXYvndCg0MgS0AM1sgJktNbMVZjbyEPubmdkUM1tgZtPNLKXUvuFmttx/GR7InOKtT9LX8f3yLYwc2I4mdXToU4KDDoWGv4AVoJlFAy8DA4EOwGVm1uGguz0FvOuc6wI8CozyP7YO8DDQB+gNPGxmtQOVVbyzcWc+j41bQu/mdbiyTzOv44j8V/X4GEb7D4U+NVGHQsNRIN8B9gZWOOeynHP7gQ+BIQfdpwMw1X99Wqn95wDfOOe2Oee2A98AAwKYVTzgnOP+/yyksLiEJy/SqE8JPv1aJXHlCU35x4+rSF+tQ6HhJpAF2BjILnV7nX9bafOBC/3XLwBqmFndcj5WQtyYeTlMydzMnWe3JTWpmtdxRA7p3oHtaVyrCnd/qkOh4cbrQTB3AqeY2VzgFCAHKPdPmJndYGbpZpaem5sbqIwSAJt35/PnsUvo0bQW1/Zv7nUckcOqFh/DExf6DoW+OHW513GkAgWyAHOA0uPZU/zb/ss5t945d6Fzrjtwv3/bjvI81n/f151zac65tOTk5AqOL4HinOPBMYvIKyzmyYu7Eq1DnxLkTmydxMU9U3jt2yyWrNdpk8JFIAtwNtDazJqbWRwwDBhb+g5mlmRmBzLcC7zlvz4RONvMavsHv5zt3yZhYPzCjUxcvInbzmxDq3rVvY4jUi4PDG5PraqxjPx8AUXFJV7HkQoQsAJ0zhUBI/AVVwbwsXNusZk9ambn++92KrDUzJYB9YG/+h+7DXgMX4nOBh71b5MQt2Pffh4eu4guKYlcf5IOfUroqFU1jj+f35EF63by9o+rvY4jFcCcc15nqBBpaWkuPT3d6xhShrs/nc9nv+Tw5YgT6dCoptdxRI6Kc47r353DDytymXTrKTStq3mrwc7M5jjn0g61z+tBMBJBflq5hY/T13H9SS1UfhKSzIzHftORmKgo7vvPQsLlDUSkUgFKpcgvLOa+zxfStE5VbjmjtddxRI5Zw8QqjBzYjh9WbOGTOeu8jiPHQQUoleLFqctZvXUfj1/QmSpx0V7HETkul/duSu/UOvx1XAabd+d7HUeOkQpQAi5jwy5e+zaLi3qkcGLrJK/jiBy3qChj1EWdySss5pGxS7yOI8dIBSgBVVziGPn5QmpWieWBwe29jiNSYVomV+eWM1ozbuEGJi3e6HUcOQYqQAmod39ezfzsHTx0bgdqV4vzOo5Ihbrh5Ba0b1iTB79YxO78Qq/jyFFSAUrA5OzIY/TEpZzcJpkh3Rp5HUekwsVGRzHqws5s3l3A05OWeR1HjlK5C9DMos2skZk1PXAJZDAJbc45HhqzCOfgr7/ppJPcStjq1qQWV53QjHd/Xs2CdTu8jiNHoVwFaGY3A5vwnZZonP/yVQBzSYgbt3ADUzI3c8fZbXSSWwl7d57TlqTq8dz3n4VaJi2ElPcd4C1AW+dcR+dcZ/+lSyCDSejalV/II18uoVPjmlzTL9XrOCIBVzMhlofO68CinF28+/Mar+NIOZW3ALOBnYEMIuHjmUnL2LKngMcv6ExMtD5mlsgwuHNDTm2bzNOTlrJhZ57XcaQcyvvqlAVMN7N7zez2A5dABpPQtHDdTt79eTVXndCMLim1vI4jUmnMjMeGdKLYOf48drHXcaQcyluAa/F9/hcH1Ch1Efmv4hLH/WMWUqdaPHec3dbrOCKVrkmdqtxyRhsmLt7EN0s2eR1HyhBTnjs55x4BMLPq/tt7AhlKQtP7M9ewYN1Onh/WjcQqsV7HEfHEdSc1Z8zcHB7+YhH9WtalWny5XmbFA+UdBdrJzOYCi4HFZjbHzDoGNpqEks2783ly4lL6t6rL+V01508iV2x0FI9f2In1O/N59hvNDQxm5T0E+jpwu3OumXOuGXAH8EbgYkmoeXxcBgWFJTw6RHP+RHo2q8NlvZvy9k+rWZSj8YPBqrwFWM05N+3ADefcdKBaQBJJyPlpxRbGzFvPTae0oGVyda/jiASFkQPaUbtqLPf/ZyHFJTpvYDAq9yhQM3vQzFL9lwfwjQyVCFdQVMwDXyyiaZ2q/OG0Vl7HEQkaiVVjuX9we+av28lHs7O9jiOHUN4C/C2QDHzuvyT7t0mEe+O7LLJy9/LokI4kxOo8fyKl/aZbY/o0r8OTEzPZtne/13HkIOUqQOfcdufcn5xzPfyXW5xz2wMdToLb2q37eHHqCv8E4HpexxEJOmbGY7/pxO78Ip6ckOl1HDnIEcfnmtlzzrlbzexL4FcHsZ1z5wcsmQQ15xwPjV1ETJTx4LkdvI4jErTa1K/Bb/un8sb3qxjaqwk9mtb2OpL4lTVB5T3/n08FOoiElgmLNjJ9aS4PntuBBokJXscRCWq3nNmGsfPX8+CYRYwdcSLRURopHQyOeAjUOTfHf7Wbc+7b0hegW8DTSVDaU1DEI18uoUPDmgzv28zrOCJBr3p8DA8M7sDi9bt4f6YWyw4W5R0EM/wQ266pwBwSQp77Zhmbdufz1ws6abFrkXI6t0tD+reqy+iJS9myp8DrOEIZBWhml/k//2tuZmNLXaYB2yonogSTzI27ePun1VzWuynd9VmGSLmZGY+c34m8wmKe+FoDYoJBWZ8B/gRsAJKAp0tt3w0sCFQoCU7OOR76YjE1E2K4+xwtdi1ytFrVq851J7Xg1ekrGdarCWmpdbyOFNHK+gxwjXNuunOu70GfAf7inCuqrJASHMbOX8+sVdu4e0A7alWN8zqOSEi6+fRWNEpM4IExi3T2eI+VdzHsE8xstpntMbP9ZlZsZrsCHU6Cx56CIh4fn0GXlESGpjXxOo5IyKoaF8ND53Ugc+NunT3eY+UdwfAScBmwHKgCXAe8HKhQEnxenLqcTbsKeOT8jhrCLXKczunYgJPbJPPsN8vYvCvf6zgRq9xD+JxzK4Bo51yxc+5tYEDgYkkwWbF5D2/9sIqhaSka+CJSAXwDYjpSUFTCKA2I8Ux5C3CfmcUB88zsSTO77SgeKyHMOccjXy4mITaauwe08zqOSNhonlSNG09pwX/m5jAja6vXcSJSeUvsKiAaGAHsBZoAFwUqlASPiYs38v3yLdxxVhuSqsd7HUckrPzh1Fak1K7CQ18solADYipdeRfDXuOcy3PO7XLOPeKcu91/SFTCWN7+Yh77KoN2DWpw5Qla8UWkolWJi+bh8zqybNMe/vnTaq/jRJyyFsNeyCEWwT7AOdelwhNJ0Hh1+gpyduTx0Q0naMUXkQA5q0N9Tm2bzPOTlzOkW2OSa+hIS2UpayL8uZWSQoLOmq17+ft3WQzp1og+Lep6HUckrD14bgcGPPcdoydm8uTFXb2OEzHKMxF+jXPuwGSV1v7rmynHUmhmNsDMlprZCjMbeYj9Tc1smpnNNbMFZjbIvz3VzPLMbJ7/8vdj+LvJcXjsqyXERhn3DWrvdRSRsNcyuTq/7d+cj9PXMS97h9dxIkZ5J8JfD3wKvObflAKMKeMx0fjmCg4EOgCXmdnBJ457APjYOdcdGAa8UmrfSudcN//lpvLklIoxNXMTkzM286czWlO/pk51JFIZRpzeiuQa8fx57GJKSg77yZNUoPJ+sPNHoD+wC8A5txwo6xTgvYEVzrks59x+4ENgyEH3cUBN//VEYH0580iA5BcW88iXS2iRXI1r+zf3Oo5IxKiREMvIAe2Yl72Dz+fmeB0nIpS3AAv8JQaAmcVwhMExfo2B7FK31/m3lfZn4EozWweMB24uta+5/9Dot2Z2UjlzynH6xw+rWLN1H38+ryNxMRr4IlKZLujemO5Na/HE15nszi/0Ok7YK+8r3Ldmdh9QxczOAj4BvqyA738Z8I5zLgUYBLxnZlH4zkDR1H9o9HbgfTOrefCDzewGM0s3s/Tc3NwKiBPZcnbk8eLU5QzwL9MkIpUrKsr483kd2bq3gBenaqZZoJW3AO8BcoGFwI343q09UMZjcvBNmD8gxb+ttN8BHwM4534GEoAk51yBc26rf/scYCXQ5uBv4Jx73TmX5pxLS07WC/bxenxcBs7BA+dq4IuIV7o2qcXQnk1464dVrNi8x+s4Ya3MAvQPZslwzr3hnLvEOXex/3pZh0BnA63NrLl/GbVhwNiD7rMWOMP/fdrjK8BcM0v2f1/MrAXQGsg6qr+ZHJUZWVsZt3ADN53SkpTaVb2OIxLR7hrQliqx0Tz61RLKfqmVY1VmATrnioGlZtb0aL6w/3yBI4CJQAa+0Z6LzexRMzvff7c7gOvNbD7wAXCNv1hPBhaY2Tx8o09vcs7pDPQBUlzieOTLJTRKTOCmU1p6HUck4iVVj+fWs9rw3bJcpmRs9jpO2CprIvwBtYHFZjYL31qgADjnzj/8Q8A5Nx7f4dLS2x4qdX0JvtGlBz/uM+CzcmaT4/TR7GwyNuzipcu7UyUu2us4IgJc3bcZH8xay2PjlnBSmyTiY/R/s6KVtwAfDGgK8czOvEKemrSU3ql1GNy5oddxRMQvNjqKh8/rwFX/mMU/fljFH05t5XWksFNmAfo/i3vNOadz4YShF6YsZ/u+/Tx0XgfMdKJbkWByUutkzulYn5emruDC7ik0SNTCFBUpYJ8BSvBbsdm3Av2wXk3o1DjR6zgicggPDO5AUYnjia8zvI4Sdso7DeLAZ4BTzGzsgUsgg0ng/WXcEqrERnPH2W29jiIih9GkTlVuOrkFY+atJ321xgJWJH0GGKGmZW5m+tJcHhjcXie6FQlyN53akk/mrOPhsYsZO+JEoqP0cUVFKO8Jcb8FMoEa/kuGf5uEoP1FJTz21RJaJFXj6r6pXscRkTJUjYvh3kHtWbx+F5/NWed1nLBR3rNBDAVmAZcAQ4GZZnZxIINJ4Lz782qytuzlwXM7aL1PkRBxXpeG9GhaiycnLmVPQZHXccJCeV/97gd6OeeGO+euxnemBx0WDUFb9hTw/OTlnNo2mdPalXVCDxEJFmbGQ+d1ZMueAl6ZpnVCK0J5CzDKOVd6OYKtR/FYCSJPT1pKXmExDww++NSMIhLsujWpxYXdG/PmD6vI3rbP6zghr7wlNsHMJprZNWZ2DTCOg1Z4keC3KGcnH87OZni/VFrVq+51HBE5BncNaEu0GU98nel1lJB3xAI0s1Zm1t85dxe+s8F38V9+Bl6vhHxSQZxzPPrlEmpXjeNPZ7T2Oo6IHKOGiVW46ZSWjFu4gVmrNC3ieJT1DvA5/v8s8J875253zt0O/Me/T0LEuIUbmLV6G3ee3ZbEKrFexxGR43DDyS1olJjAo18tpqREZ4s4VmUVYH3n3MKDN/q3pQYkkVS4/MJiRo3PpH3Dmlzaq0nZDxCRoFYlLpp7BrZjUc4uPvtF0yKOVVkFWOsI+6pUYA4JoDe/zyJnRx4PndtBE2hFwsT5XRvR3T8tYq+mRRyTsgow3cyuP3ijmV0HzAlMJKlIm3fl88r0lZzTsT59W9b1Oo6IVBAz46FzO5C7u4BXp6/0Ok5IKmsptFuB/5jZFfx/4aUBccAFAcwlFeTpScsoLC7h3oHtvY4iIhWse9PaXNC9Ma9/n8Ww3k1IqV3V60gh5YjvAJ1zm5xz/YBHgNX+yyPOub7OuY2BjyfHY/H6nXw8J5vhfVNJTarmdRwRCYC7B7QlymCUpkUctfKuBTrNOfei/zI10KHk+Dnn+MtXGdSqEsvNmvYgErb+Oy1iwQZm62wRR0WruYSpyRmb+TlrK7ee2UbTHkTC3I0nt6RhYgKPfrlE0yKOggowDO0vKuHx8Rm0TK7G5X10HmORcFclLpp7BrRjYc5OPp+b43WckKECDEP/mrGGVVv28sDgDsRG659YJBKc37UR3ZrU4skJmZoWUU56dQwzO/bt5/kpyzmpdRKntk32Oo6IVJKoKOOh8zqweXcBf/9W0yLKQwUYZp6fspzd+YXcP7g9Zpr0LhJJejStzZBujXj9uyzWbdfZIsqiAgwjK3P38N7Pa7i0V1PaNajpdRwR8cA9A9phBn+bsNTrKEFPBRhGRo3PJCE2mtvPauN1FBHxSKNaVbjh5JZ8OX89c9ZoWsSRqADDxE8rtjA5YxN/OK0lyTXivY4jIh666ZQWNKipaRFlUQGGgeISx6NfLSGldhV+27+513FExGNV42K485y2zF+3ky8XrPc6TtBSAYaBT+dkk7lxNyMHtiMhNtrrOCISBC7s3piOjWry5ISl5BcWex0nKKkAQ9yegiJGT1xGz2a1Gdy5oddxRCRIREUZ9w9uT86OPN76cZXXcYKSCjDE/X36SrbsKeABTXsQkYP0a5nEme3r8co03+uE/C8VYAjL2ZHHG99nMaRbI7o3re11HBEJQiMHtievsJjnJi/zOkrQUQGGsCcn+E5/cveAdh4nEZFg1apeda7o05QPZmWzYvNur+MEFRVgiJq7djtfzFvPDSe3oHGtKl7HEZEgdssZrakaF83j43XOwNJUgCHIOcdjXy0huUY8N53S0us4IhLk6laPZ8RprZiauZkfV2zxOk7QCGgBmtkAM1tqZivMbOQh9jc1s2lmNtfMFpjZoFL77vU/bqmZnRPInKHmqwUb+GXtDu46uy3V4mO8jiMiIWB4v1RSalfhL+MyKNbkeCCABWhm0cDLwECgA3CZmXU46G4PAB8757oDw4BX/I/t4L/dERgAvOL/ehEvv7CYJ77OpEPDmlzUM8XrOCISIhJifecMzNiwi89+Wed1nKAQyHeAvYEVzrks59x+4ENgyEH3ccCBVZsTgQNLFgwBPnTOFTjnVgEr/F8v4r314ypyduTxwOD2REdp2oOIlN+5XRrSvWktnpq4VOcMJLAF2BjILnV7nX9baX8GrjSzdcB44OajeGzEyd1dwCvTVnJm+/r0a5XkdRwRCTFmxgOD27N5dwGvf5fldRzPeT0I5jLgHedcCjAIeM/Myp3JzG4ws3QzS8/NzQ1YyGDx3ORl5BcWc98gTXsQkWPTs1kdBnduyOvfZbFpV77XcTwVyALMAZqUup3i31ba74CPAZxzPwMJQFI5H4tz7nXnXJpzLi05ObzPfr58024+nJ3NlSc0o0Vyda/jiEgIu2dAO4pLHE9NjOxzBgayAGcDrc2suZnF4RvUMvag+6wFzgAws/b4CjDXf79hZhZvZs2B1sCsAGYNek98nUnV2Gj+dEZrr6OISIhrWrcqw/s149Nf1rF4/U6v43gmYAXonCsCRgATgQx8oz0Xm9mjZna+/253ANeb2XzgA+Aa57MY3zvDJcAE4I/OuYhdzvynlVuYkrmZP5zWijrV4ryOIyJhYMRprUmsEsvj4zNwLjKnRVi4/MXT0tJcenq61zEqXEmJ4/yXf2D73kKm3HGKTnckIhXm7R9X8ciXS3jrmjROb1ff6zgBYWZznHNph9rn9SAYKcMX83NYlLOLu85pq/ITkQp1RZ9mNE+qxuPjMykqLvE6TqVTAQax/MJiRk9YSufGiZzftZHXcUQkzMTFRDFyYDtWbN7DB7Ozy35AmFEBBrG3f1zN+p353DeoPVGa9C4iAXB2h/r0aV6H575Zxu78Qq/jVCoVYJDauqeAV6at4Mz29ejbsq7XcUQkTPkmx3dg6979vDJ9pddxKpUKMEi9MGU5+wqLGTlQk95FJLA6pyRyYffG/OOHVWRv2+d1nEqjAgxCK3P38O+Za7msdxNa1avhdRwRiQB3ntMWA0ZH0OR4FWAQ+tvXmcTHRHHLGW28jiIiEaJRrSpcf1ILxs5fz7zsHV7HqRQqwCAza9U2Ji3ZxO9PbUlyjXiv44hIBLnp1JYkVY/nL18tiYjJ8SrAIFJS4vjruCU0qJnA705s4XUcEYkw1eNjuP2sNqSv2c7ExZu8jhNwKsAg8tXCDcxft5M7z2lLlThNeheRyjc0LYVW9arz5IRMCsN8crwKMEgUFBXz5IRM2jesyQXdI/7UhyLikZjoKEYOaEfWlr18OGut13ECSgUYJN79aQ3rtudx/yCd6V1EvHVG+3q+yfGTl4f15HgVYBDYvnc/L05dzqltkzmxtc70LiLeMjPuG9SerXv389q34XvmeBVgEHhx6gr2FBRx78D2XkcREQGga5NanNe1EW/+kMXGneF55ngVoMfWbN3LezNWMzStCW0baNK7iASPu89pS0kJPPNNeE6OVwF67MkJS4mJiuL2szTpXUSCS5M6Vbm6bzM+mbOOzI27vI5T4VSAHpqzZjvjFm7gxlNaUK9mgtdxRER+ZcTpragRH8Oo8ZleR6lwKkCPOOeb9J5cI57rT9KkdxEJTrWqxnHz6a35dlkuPyzf4nWcCqUC9MjXizbyy9od3HFWG6rFx3gdR0TksK7q24zGtarw+PgMSkrCZ4k0FaAH9heV8LcJmbStX4NL0pp4HUdE5IgSYqO5e0BblmzYxZh5OV7HqTAqQA/8a8Ya1mzdx72D2mnSu4iEhPO6NKJz40SemriU/MJir+NUCBVgJdu5r5AXpi7nxFZJnNIm2es4IiLlEhVl3DuoHet35vP2j6u9jlMhVICV7OXpK9iZV8i9g9phpnd/IhI6+rVM4vR29Xhl2gq27d3vdZzjpgKsRNnb9vHOj6u5qEcKHRsleh1HROSo3TuwHXv3F/HClOVeRzluKsBKNHriUqKi4I6zNeldREJT6/o1uLRXE/41Yw2rt+z1Os5xUQFWkvnZOxg7fz2/O7E5DROreB1HROSY3XZmG+Jiohg9MbSXSFMBVgLnHKO+zqBOtThuOqWl13FERI5LvZoJXH9SC8Yt3MAva7d7HeeYqQArwfSluczI2sYtZ7SmRkKs13FERI7bDSe3IKl6PI+Py8C50JwcrwIMsOIS37u/1LpVuax3U6/jiIhUiGrxMdx2VmvS12xn0pJNXsc5JirAAPtszjqWbdrD3QPaERejp1tEwselaU1oVa86f/s6k8LiEq/jHDW9IgdQ3v5inv5mKd2a1GJgpwZexxERqVAx0VGMHNCOrC17+XDWWq/jHDUVYAC99eMqNu0q4N6BmvQuIuHpjPb16N28Ds9NXs7u/EKv4xwVFWCAbN1TwKvTV3Jm+/r0aVHX6zgiIgFhZtw/qD1b9+7ntW+zvI5zVFSAAfLi1BXs21/EyIFtvY4iIhJQXZvU4ryujXjzhyw27sz3Ok65qQADYPWWvfxrxhou7dWUVvVqeB1HRCTg7j6nLSUl8Mw3oTM5PqAFaGYDzGypma0ws5GH2P+smc3zX5aZ2Y5S+4pL7RsbyJwVbfSkpcRGR3Hbma29jiIiUima1KnK1X2b8cmcdWRu3OV1nHIJWAGaWTTwMjAQ6ABcZmYdSt/HOXebc66bc64b8CLweandeQf2OefOD1TOijYvewfjFmzg+pOaU69mgtdxREQqzYjTW1EjPoZR4zO9jlIugXwH2BtY4ZzLcs7tBz4Ehhzh/pcBHwQwT8A55xg1PoO61eK4QUueiUiEqVU1jhGnt+LbZbn8sHyL13HKFMgCbAxkl7q9zr/tV8ysGdAcmFpqc4KZpZvZDDP7TcBSVqCpmZuZuWobt57ZmurxMV7HERGpdFf3TaVxrSo8Pj6DkpLgXiItWAbBDAM+dc4Vl9rWzDmXBlwOPGdmv3pLZWY3+EsyPTc3t7KyHlJRcQlPfJ1J86RqDNOSZyISoRJio7l7QFuWbNjFmHk5Xsc5okAWYA7QpNTtFP+2QxnGQYc/nXM5/j+zgOlA94Mf5Jx73TmX5pxLS05OrojMx+zTOetYvnkP9wxoS2x0sPxeISJS+c7r0ohOjWvy1MSl5BcWl/0AjwTylXo20NrMmptZHL6S+9VoTjNrB9QGfi61rbaZxfuvJwH9gSUBzHpc9u0v4tnJy+jRtBbndNSSZyIS2aKijPsGtWf9znze/nG113EOK2AF6JwrAkYAE4EM4GPn3GIze9TMSo/qHAZ86P73fBrtgXQzmw9MA55wzgVtAb71g3/Js0HtteSZiAjQr2USp7erxyvTV7B9736v4xyShep5nA6Wlpbm0tPTK/37btlTwKmjp9OvZV1evzqt0r+/iEiwWrpxNwOf/45r+zfnwXM7lP2AADCzOf7xJL+iD6uO04tTlpNXWMzdA9p5HUVEJKi0bVCDi3um8O7Pq8nets/rOL+iAjwOq7bs5d8z1zKsl++cWCIi8r9uO6sN0VHGU5OCb4k0FeBxeGriUuJiorhFS56JiBxSw8Qq/LZ/c76Yt56F63Z6Hed/qACP0dy12xm3cAPXn9SCejW05JmIyOHcdGpLaleNZdTXGQTTuBMV4DHwLXmWSVL1eK4/uYXXcUREglrNhFj+dEZrflq5lW+XebtoSWkqwGMwOWMzs1ZryTMRkfK6ok8zmtapyhNfZ1IcJEukqQCPkm/JswxaJFfj0l5Nyn6AiIgQFxPFXee0JXPjbv4zNziWSFMBHqVP5qxjZe5e7hnQTkueiYgchcGdG9IlJZFnJgXHEml6BT8K+/YX8cw3y+jZrDZnd6jvdRwRkZASFWWMHNiO9Tvzeeen1V7HUQEejTe/X0Xu7gLuG9ROS56JiByDfi2TOK1tMi9P836JNBVgOeXuLuC1b1cyoGMDejar43UcEZGQNXJge/YWFPHytBWe5lABltMLU5aTX1TC3QPaeh1FRCSktW1Qg4t6pPDuz2s8XSJNBVgOWbl7eH/WWi7v3ZQWyVryTETkeN1+dhvM4GkPl0hTAZbD6IlLSYiJ4k9naMkzEZGK0DCxCr89sTlj5q1nUY43S6SpAMswZ812vl60kRtObklyjXiv44iIhI3f+5dIe+LrTE++vwrwCHxLnmWQXCOe605q7nUcEZGwUjMhlhGnt+aHFVv4zoMl0lSARzBpySbS12zntjPbUE1LnomIVLgrT2hKkzpVGPV1JiWVvESaCvAwiopL+NuETFomV2NoWorXcUREwlJ8TDR3nt2WjA27GDOvcpdIUwEexkfp2WTl7mXkwPbEaMkzEZGAOa9LIzo3TuTpScsqdYk0vbIfwt6CIp79Zjm9UmtzZvt6XscREQlrUVHGvQPbkbMjj3d/Xl1537fSvlMIeeP7LLbsKeDeQe215JmISCXo1yqJU9sm89LUFezYVzlLpKkAD7J5dz6vf5fFoM4N6NG0ttdxREQixj0D2rG7oIhXpq+slO+nAjzI85OXs7+ohLvOaed1FBGRiNK+YU0u6pHCOz+tZt32wC+RpgIsZWXuHj6cnc0VfZrSPKma13FERCLO7We1wYBnJi0L+PdSAZbyxndZVImN5mYteSYi4olGtapwbf/mjJmXQ86OvIB+L3OuciceBkpaWppLT08/rq+RX1jM4vW76NlMn/2JiHhlZ14h2dv20alx4nF/LTOb45xLO9Q+LW9SSkJstMpPRMRjiVViSayA8iuLDoGKiEhEUgGKiEhEUgGKiEhEUgGKiEhEUgGKiEhEUgGKiEhEUgGKiEhEUgGKiEhEUgGKiEhEUgGKiEhECpu1QM0sF1hziF1JwJZKjlORQjm/snsnlPMru3dCOf/hsjdzziUf6gFhU4CHY2bph1sINRSEcn5l904o51d274Ry/mPJrkOgIiISkVSAIiISkSKhAF/3OsBxCuX8yu6dUM6v7N4J5fxHnT3sPwMUERE5lEh4BygiIvIrYVuAZtbNzGaY2TwzSzez3v7tZmYvmNkKM1tgZj28znooZnazmWWa2WIze7LU9nv92Zea2TleZiyLmd1hZs7Mkvy3g/65N7PR/ud9gZn9x8xqldoX9M+9mQ3w51thZiO9zlMWM2tiZtPMbIn/Z/0W//Y6ZvaNmS33/1nb66yHY2bRZjbXzL7y325uZjP9/wYfmVmc1xkPxcxqmdmn/p/3DDPrG2LP+23+n5lFZvaBmSUc9XPvnAvLCzAJGOi/PgiYXur614ABJwAzvc56iOynAZOBeP/tev4/OwDzgXigObASiPY672H+Dk2AifjmZiaF0HN/NhDjv/434G+h8twD0f5cLYA4f94OXucqI3NDoIf/eg1gmf+5fhIY6d8+8sC/QzBegNuB94Gv/Lc/Bob5r/8d+L3XGQ+T+5/Adf7rcUCtUHnegcbAKqBKqef8mqN97sP2HSDggJr+64nAev/1IcC7zmcGUMvMGnoR8Ah+DzzhnCsAcM5t9m8fAnzonCtwzq0CVgC9PcpYlmeBu/H9OxwQ9M+9c26Sc67If3MGkOK/HgrPfW9ghXMuyzm3H/gQX+6g5Zzb4Jz7xX99N5CB78VtCL4XaPx//saTgGUwsxRgMPCm/7YBpwOf+u8SlNnNLBE4GfgHgHNuv3NuByHyvPvFAFXMLAaoCmzgKJ/7cC7AW4HRZpYNPAXc69/eGMgudb91/m3BpA1wkv+t/Ldm1su/PRSyY2ZDgBzn3PyDdoVE/lJ+i+8dK4RG9lDIeFhmlgp0B2YC9Z1zG/y7NgL1vcpVhufw/aJX4r9dF9hR6peoYP03aA7kAm/7D9++aWbVCJHn3TmXg+91fS2+4tsJzOEon/uYQIYMNDObDDQ4xK77gTOA25xzn5nZUHy/6ZxZmfmOpIzsMUAdfIcJewEfm1mLSoxXpjLy34fvUGJQOlJ259wX/vvcDxQB/67MbJHKzKoDnwG3Oud2+d5I+TjnnJkF3XB1MzsX2Oycm2Nmp3oc52jFAD2Am51zM83seXyHPP8rWJ93AP9nk0PwFfkO4BNgwNF+nZAuQOfcYQvNzN4FbvHf/AT/IQogB9/nUwek+LdVqjKy/x743PkOZM8ysxJ869wFRXY4fH4z64zvh3K+/0UsBfjFPwgpKPIf6bkHMLNrgHOBM/z/BhAk2csQChl/xcxi8ZXfv51zn/s3bzKzhs65Df7D5JsP/xU80x8438wGAQn4PnJ5Ht+h/Rj/O5Fg/TdYB6xzzs303/4UXwGGwvMOvjczq5xzuQBm9jm+f4+jeu7D+RDoeuAU//XTgeX+62OBq/0jEk8AdpZ6yx8sxuAbCIOZtcH3AfUWfNmHmVm8mTUHWgOzvAp5KM65hc65es65VOdcKr7/aD2ccxsJgefezAbgO6R1vnNuX6ldQf/cA7OB1v6RcHHAMHy5g5b/M7N/ABnOuWdK7RoLDPdfHw58UdnZyuKcu9c5l+L/OR8GTHXOXQFMAy723y1Ys28Ess2srX/TGcASQuB591sLnGBmVf0/QwfyH91z7/VonkBdgBPxHROej+8zhZ7+7Qa8jG+03EIgzeush8geB/wLWAT8Apxeat/9/uxL8Y9yDeYLsJr/HwUaCs/9Cnyfo83zX/4eSs89vpG2y/w57/c6TznynohvoNSCUs/5IHyfpU3B94vrZKCO11nL+Hucyv+PAm2B75ejFfiOPsV7ne8wmbsB6f7nfgxQO5Sed+ARINP/OvkevhHaR/XcayUYERGJSOF8CFREROSwVIAiIhKRVIAiIhKRVIAiIhKRVIAiIhKRVIAiIcjM9nidQSTUqQBFRCQiqQBFwoSZnedfQH2umU02s/r+7cn+c7st9i96vMb852gUiWQqQJHw8QNwgnOuO75TId3t3/4wvmW6OuJb87GpR/lEgkpIL4YtIv8jBfjIv4hxHL4ThoJvubELAJxzE8xsu0f5RIKK3gGKhI8XgZecc52BG/GdoUBEDkMFKBI+Evn/078ML7X9R2AogJmdjW/RY5GIp8WwRUKQ/xyR60ttegbfGSCeBbYDU4FezrlTzawe8AG+s3v/jO9ch6nOuYLKTS0SXFSAImHOzOKBYudckZn1BV51znXzOJaI5zQIRiT8NQU+NrMoYD9wvcd5RIKC3gGKiEhE0iAYERGJSCpAERGJSCpAERGJSCpAERGJSCpAERGJSCpAERGJSP8HyjgML3Dax+gAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] @@ -604,13 +664,14 @@ } ], "source": [ - "lags, ac_fct = auto_corr_fct(acts=states_critical.T)\n", + "lags, ac_fct_critical = auto_corr_fct(acts=states_critical)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n", "plt.ylabel('Correlation')\n", - "plt.plot(lags, ac_fct)" + "plt.plot(lags, ac_fct_critical)\n", + "plt.show()" ] }, { @@ -618,9 +679,8 @@ "id": "4341b0b7", "metadata": {}, "source": [ - "As expected, there is perfect correlation at a time lag of $0$.
\n", - "We moreover see that for positive time lags still is large.
\n", - "This means that the network has memory of its previous states: The state at a given point in time influences strongly the the subsequent path of the trajectories of the neurons.
\n", + "We moreover see that for positive time lags the auto-covariance function still is large.
\n", + "This means that the network has memory of its previous states: The state at a given point in time influences strongly the subsequent path of the trajectories of the neurons.
\n", "Such a network is able to perform meaningful computation." ] }, @@ -632,30 +692,55 @@ "### LIF Neurons\n", "We now turn to a E/I networks implementing its dynamic behavior with leaky integrate-and-fire neurons.
\n", "For this, we harness the concepts of Hierarchical Lava Processes and SubProcessModels. These allow us to avoid implementing everything ourselves, but rather to use already defined Processes and their ProcessModels to build more complicated programs.
\n", - "We here use the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process." + "We here use the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process.
\n", + "Moreover, we would like to place the LIF E/I network in a similar dynamical regime as the rate network. This is a difficult task since the underlying single neurons dynamics are quite different. We here provide an approximate conversion function that allows for a parameter mapping and especially qualitatively retains properties of the auto-covariance function.
\n", + "With the implementation below, we may either pass LIF specific parameters directly **or** use the same parameters needed for instantiating the rate E/I network and then convert them automatically.
" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "6dc54408", "metadata": {}, "outputs": [], "source": [ "from lava.proc.dense.process import Dense\n", "from lava.proc.lif.process import LIF\n", + "import warnings\n", + "from scipy.optimize import fsolve\n", + "from scipy.special import zetac\n", "\n", "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", "@tag('lif_neurons')\n", "class SubEINetworkModel(AbstractSubProcessModel):\n", " def __init__(self, proc):\n", + " \n", + " convert = proc.proc_params.get('convert', False)\n", + " \n", + " if convert:\n", + " proc_params = proc.proc_params._parameters\n", + " lif_params = SubEINetworkModel.converter_rate_to_lif_params(**proc_params)\n", + " \n", + " for key, val in lif_params.items():\n", + " try:\n", + " proc.proc_params.__setitem__(key, val)\n", + " except KeyError:\n", + " if key == 'weights':\n", + " # weights need to be updated\n", + " proc.proc_params._parameters[key] = val\n", + " else:\n", + " continue\n", + " \n", " # Fetch values for excitatory neurons or set default\n", + " shape_exc = proc.proc_params.get('shape_exc')\n", + " shape_inh = proc.proc_params.get('shape_inh')\n", " du_exc = proc.proc_params.get('du_exc')\n", " dv_exc = proc.proc_params.get('dv_exc')\n", " vth_exc = proc.proc_params.get('vth_exc')\n", " bias_mant_exc = proc.proc_params.get('bias_exc')\n", " bias_exp_exc = proc.proc_params.get('bias_exp_exc', 0)\n", " \n", + " \n", " # Fetch values for inhibitory neurons or set default\n", " du_inh = proc.proc_params.get('du_inh')\n", " dv_inh = proc.proc_params.get('dv_inh')\n", @@ -664,29 +749,29 @@ " bias_exp_inh = proc.proc_params.get('bias_exp_inh', 0)\n", " \n", " # Create parameters for full network\n", - " du_full = np.array([du_exc] * proc.shape_exc.get('value')\n", - " + [du_inh] * proc.shape_inh.get('value'))\n", - " dv_full = np.array([dv_exc] * proc.shape_exc.get('value')\n", - " + [dv_inh] * proc.shape_inh.get('value'))\n", - " vth_full = np.array([vth_exc] * proc.shape_exc.get('value') \n", - " + [vth_inh] * proc.shape_inh.get('value'))\n", - " bias_mant_full = np.array([bias_mant_exc] * proc.shape_exc.get('value') \n", - " + [bias_mant_inh] * proc.shape_inh.get('value'))\n", - " bias_exp_full = np.array([bias_exp_exc] * proc.shape_exc.get('value') +\n", - " [bias_exp_inh] * proc.shape_inh.get('value'))\n", + " du_full = np.array([du_exc] * shape_exc\n", + " + [du_inh] * shape_inh)\n", + " dv_full = np.array([dv_exc] * shape_exc\n", + " + [dv_inh] * shape_inh)\n", + " vth_full = np.array([vth_exc] * shape_exc \n", + " + [vth_inh] * shape_inh)\n", + " bias_mant_full = np.array([bias_mant_exc] * shape_exc \n", + " + [bias_mant_inh] * shape_inh)\n", + " bias_exp_full = np.array([bias_exp_exc] * shape_exc +\n", + " [bias_exp_inh] * shape_inh)\n", " weights = proc.weights.get('value')\n", " \n", " # Scale the weights with integration time step\n", " exc_conns = np.full(weights.shape, True)\n", - " exc_conns[:, proc.shape_exc.get('value'):] = False # Set entries for inhibitory neurons to False\n", + " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False\n", " inh_conns = np.invert(exc_conns)\n", " \n", - " weights[exc_conns] *= du_exc\n", - " weights[inh_conns] *= du_inh\n", + " weights[exc_conns] *= dv_exc\n", + " weights[inh_conns] *= dv_inh\n", " \n", " proc.weights = weights\n", " \n", - " full_shape = proc.shape_exc.get('value') + proc.shape_inh.get('value')\n", + " full_shape = shape_exc + shape_inh\n", "\n", " # Instantiate LIF and Dense Lava Processes\n", " self.lif = LIF(shape=(full_shape,),\n", @@ -706,66 +791,252 @@ "\n", " # Connect incoming activation to neurons and elicited spikes to ouport\n", " proc.inport.connect(self.lif.a_in)\n", - " self.lif.s_out.connect(proc.outport)" - ] - }, - { - "cell_type": "markdown", - "id": "83c46223", - "metadata": {}, - "source": [ - "#### Defining the parameters for the network" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "a4cb58c2", - "metadata": {}, - "outputs": [], - "source": [ - "# Fix randomness\n", - "np.random.seed(1234)\n", - "\n", - "# Dimensionality of network\n", - "dim = 400\n", - "shape = (dim,)\n", - "\n", - "# We represented the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory\n", - "num_neurons_exc = int(dim * 0.8)\n", - "num_neurons_inh = dim - num_neurons_exc\n", - "\n", - "# Single neuron paramters\n", - "# Bias_mant is set to make the neuron spike\n", - "lif_params_exc = {\n", - " \"shape_exc\": num_neurons_exc,\n", - " \"vth_exc\": 1,\n", - " \"du_exc\": 0.01,\n", - " \"dv_exc\": 0.1,\n", - " \"bias_exc\": 0.101}\n", - "\n", - "lif_params_inh = {\n", - " \"shape_inh\": num_neurons_inh,\n", - " \"vth_inh\": 1,\n", - " \"du_inh\": 0.01,\n", - " \"dv_inh\": 0.1,\n", - " \"bias_inh\": 0.101}\n", - "\n", - "\n", - "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", - "g_factor = 4\n", - "\n", - "# Factor controlling the\n", - "q_factor = 1\n", - "\n", - "# Parameters Paramters for E/I network\n", - "network_params_balanced = {}\n", + " self.lif.s_out.connect(proc.outport)\n", + " \n", + " @staticmethod\n", + " def converter_rate_to_lif_params(**kwargs):\n", + " '''Convert rate parameters to LIF parameters.\n", + " The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013\n", + " \n", + " Parameters\n", + " ----------\n", + " kwargs : dict\n", + " Parameter dictionary for rate network\n", + " \n", + " Returns\n", + " -------\n", + " lif_network_dict : dict\n", + " Parameter dictionary for LIF network\n", + " '''\n", + " \n", + " # Fetch rate parameters\n", + " shape_exc = kwargs['shape_exc']\n", + " dr_exc = kwargs['dr_exc']\n", + " bias_exc = kwargs['bias_exc']\n", + " \n", + " shape_inh = kwargs['shape_inh']\n", + " dr_inh = kwargs['dr_inh']\n", + " bias_inh = kwargs['bias_inh']\n", + " \n", + " g_factor = kwargs['g_factor']\n", + " q_factor = kwargs['q_factor']\n", + " \n", + " weights = kwargs['weights']\n", + " \n", + " num_neurons_exc = shape_exc\n", + " num_neurons_inh = shape_inh\n", + " \n", + " num_neurons_total = num_neurons_exc + num_neurons_inh\n", + " \n", + " # ratio of excitatory to inhibitory neurons\n", + " gamma = float(num_neurons_exc) / float(num_neurons_inh)\n", + " \n", + " # assert that network is balanced\n", + " assert gamma * g_factor > 1, \"Network not balanced, increase g_factor\"\n", + " \n", + " # Set timescales of neurons\n", + " dv_exc = 1 * dr_exc # dynamics of single singe neuron four times as fast as rate unit\n", + " du_exc = 5 * dr_exc # dynamics of current as fast as rate unit\n", + " \n", + " dv_inh = 1 * dr_inh # dynamics of single singe neuron four times as fast as rate unit\n", + " du_inh = 5 * dr_inh # dynamics of current as fast as rate unit\n", "\n", - "network_params_balanced.update(lif_params_exc)\n", - "network_params_balanced.update(lif_params_inh)\n", - "network_params_balanced['g_factor'] = g_factor\n", - "network_params_balanced['q_factor'] = q_factor\n", - "network_params_balanced['weights'] = None" + " # set threshold to default value\n", + " vth_exc = 1\n", + " vth_inh = 1\n", + " \n", + " # Set biases\n", + " # First calculate relative biases for rate model\n", + " if bias_exc >= bias_inh:\n", + " rel_exc_inh_bias = bias_exc / bias_inh\n", + " rel_inh_exc_bias = 1\n", + " else:\n", + " rel_inh_exc_bias = bias_inh / bias_exc\n", + " rel_exc_inh_bias = 1\n", + " \n", + " # We then determine the the bias for the LIF network.\n", + " # We have to be careful not the reduce the bias since a too small bias results in inactivity\n", + " bias_exc = 3 * vth_exc * dv_exc * rel_exc_inh_bias\n", + " bias_inh = 3 * vth_inh * dv_inh * rel_inh_exc_bias\n", + " \n", + " # Get the mean excitatory weight\n", + " exc_weights = weights[:, :num_neurons_exc]\n", + " mean_exc_weight = np.mean(exc_weights)\n", + " \n", + " # Perform weight conversion\n", + " \n", + " # First determine approximately stationary firing rate in inhibition dominate regime\n", + " # See Dynamic of Sparsely Connected Networks of Excitatory and Inhibitory Spiking Neurons, Brunel, 2000\n", + " # We simplify the calculation by working with average acitivites\n", + " bias = (bias_exc / dv_exc + bias_inh / dv_inh) / 2\n", + " rate = (bias - vth_exc) /(gamma * g_factor - 1)\n", + " \n", + " # Define auxiliary functions for weight conversion\n", + " def _mean_input(weight):\n", + " '''\n", + " Calculate mean input to single neuron given mean exciatory weight\n", + " '''\n", + " return num_neurons_exc * (1 - gamma * g_factor) * weight * rate + bias\n", + " \n", + " def _std_input(weight):\n", + " '''\n", + " Calculate mean input to single neuron given mean exciatory weight\n", + " '''\n", + " return num_neurons_exc * (1 + gamma * g_factor**2) * weight **2 * rate\n", + "\n", + " def _y_th(vth, mean, std):\n", + " '''\n", + " Effective threshold, see Grytskyy et al.\n", + " \n", + " Parameters\n", + " ----------\n", + " vth : float\n", + " Threshold of LIF neuron\n", + " mean : float\n", + " Mean input of neuron\n", + " std : float\n", + " Standard deviation of input\n", + " \n", + " Returns\n", + " -------\n", + " yth : float\n", + " Effective threshold of neuron in network\n", + " '''\n", + " \n", + " y_th = (vth - mean) / std\n", + " y_th += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2\n", + " \n", + " return y_th\n", + " \n", + " def _y_r(mean, std):\n", + " '''\n", + " Effective reset, Grytskyy et al.\n", + " \n", + " Parameters\n", + " ----------\n", + " vth : float\n", + " Threshold of LIF neuron\n", + " mean : float\n", + " Mean input of neuron\n", + " std : float\n", + " Standard deviation of input\n", + " \n", + " Returns\n", + " -------\n", + " yr : float\n", + " Effective reset of neuron in network\n", + " '''\n", + " y_r = (- 1 * mean) / std\n", + " y_r += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2\n", + " \n", + " return y_r\n", + " \n", + " # Derivative of transfer function of LIF neuron\n", + " f = lambda y : np.exp(y**2) * (1 + erf(y))\n", + " \n", + " def _alpha(vth, mean, std):\n", + " '''\n", + " Auxiliary variable describing contribution of weights for weight mapping given network state.\n", + " See Grytskyy et al.\n", + " \n", + " Parameters\n", + " ----------\n", + " vth : float\n", + " Threshold of LIF neuron\n", + " mean : float\n", + " Mean input of neuron\n", + " std : float\n", + " Standard deviation of input\n", + " \n", + " Returns\n", + " -------\n", + " val : float\n", + " Contribution of weight\n", + " '''\n", + " val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) **2\n", + " val *= 1 / std\n", + " val *= f(_y_th(vth, mean, std)) - f(_y_r(mean, std))\n", + " \n", + " return val\n", + " \n", + " def _beta(vth, mean, std):\n", + " '''\n", + " Auxiliary variable describing contribution of square of weights for weight mapping given network state.\n", + " See Grytskyy et al.\n", + " \n", + " Parameters\n", + " ----------\n", + " vth : float\n", + " Threshold of LIF neuron\n", + " mean : float\n", + " Mean input of neuron\n", + " std : float\n", + " Standard deviation of input\n", + " \n", + " Returns\n", + " -------\n", + " val : float\n", + " Contribution of square of weights\n", + " '''\n", + " val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) **2\n", + " val *= 1/(2 * std ** 2)\n", + " val *= (f(_y_th(vth, mean, mean)) * (vth - mean) / std \n", + " - f(_y_r(mean, mean)) * ( -1 * mean) / std)\n", + " \n", + " return val\n", + " \n", + " # Function describing mapping of rate to LIF weights problem about finding a zero\n", + " def func(weight):\n", + " '''\n", + " Adapted from Grytskyy et al..\n", + " '''\n", + " alpha = _alpha(vth_exc, _mean_input(weight), _std_input(weight))\n", + " beta = _beta(vth_exc, _mean_input(weight), _std_input(weight))\n", + " \n", + " return mean_exc_weight - alpha * weight - beta * weight**2\n", + "\n", + " # Solve for weights of LIF network retaining correlation structure of rate network\n", + " with warnings.catch_warnings():\n", + " warnings.filterwarnings('ignore', '', RuntimeWarning)\n", + " try:\n", + " mean_exc_weight_new = fsolve(func, mean_exc_weight)[0]\n", + " # Determine weight scaling factor\n", + " weight_scale = mean_exc_weight_new / mean_exc_weight\n", + " except Warning as w:\n", + " weight_scale = 1\n", + " \n", + " # Scale weights\n", + " if weight_scale > 0:\n", + " weights *= weight_scale\n", + " else: \n", + " print('Weigh scaling factor not positive: No weight scaling possible')\n", + " \n", + " # Single neuron paramters\n", + " # Bias_mant is set to make the neuron spike\n", + " lif_params_exc = {\n", + " \"shape_exc\": num_neurons_exc,\n", + " \"vth_exc\": vth_exc,\n", + " \"du_exc\": du_exc,\n", + " \"dv_exc\": dv_exc,\n", + " \"bias_exc\": bias_exc}\n", + "\n", + " lif_params_inh = {\n", + " \"shape_inh\": num_neurons_inh,\n", + " \"vth_inh\": vth_inh,\n", + " \"du_inh\": du_inh,\n", + " \"dv_inh\": dv_inh,\n", + " \"bias_inh\": bias_inh}\n", + " \n", + " # Parameters Paramters for E/I network\n", + " network_params_lif = {}\n", + "\n", + " network_params_lif.update(lif_params_exc)\n", + " network_params_lif.update(lif_params_inh)\n", + " network_params_lif['g_factor'] = g_factor\n", + " network_params_lif['q_factor'] = q_factor\n", + " network_params_lif['weights'] = weights\n", + " \n", + " return network_params_lif" ] }, { @@ -793,7 +1064,7 @@ "\n", "\n", "# Configurations for execution\n", - "num_steps = 700\n", + "num_steps = 800\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "class CustomRunConfigFloat(Loihi1SimCfg):\n", @@ -810,8 +1081,11 @@ " \n", "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "\n", + "# Convert the rates\n", + "#lif_params_balanced = converter_parameters_rate_to_lif(**network_params_balanced)\n", "# Instantiating network and IO processes\n", - "network_balanced = EINetwork(**network_params_balanced)\n", + "#network_params_balanced['convert'] = True\n", + "network_balanced = EINetwork( **network_params_balanced, convert=True)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", "network_balanced.outport.connect(outport_plug.a_in)\n", @@ -829,7 +1103,7 @@ "id": "3c02ce1d", "metadata": {}, "source": [ - "#### Visualizing the acitvity\n", + "#### Visualizing the activity\n", "First, we visually inspect to spiking activity of the neurons in the network.
\n", "To this end, we display neurons on the vertical axis and mark the time step when a neuron spiked." ] @@ -886,7 +1160,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -898,7 +1172,7 @@ } ], "source": [ - "fig = raster_plot(spks=spks_balanced)\n" + "fig = raster_plot(spks=spks_balanced)" ] }, { @@ -907,28 +1181,43 @@ "metadata": {}, "source": [ "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", - "Overall, we see a heterogeneous network state with asynchronous spiking across neurons." + "Overall, we see a heterogeneous network state with asynchronous as well as synchronous spiking across neurons.
\n", + "This network state resembles qualitatively the fixed point observed above for the rate network.
\n", + "Before we turn to the study of the auto-covariance we need to address a subtlety in the comparison of spiking and rate network.
\n", + "Comparing spike trains and rates directly is difficult due dynamics of single spiking neurons: Most of the time, a neuron does not spike!
\n", + "To overcome this problem and meaningfully compare quantities like the auto-covariance function, we follow the usual approach and bin the spikes. This means, we apply a sliding box-car window of a given length and count at each time step the spikes in that window to obtain an estimate of the rate.
" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 41, + "id": "45cd2071", + "metadata": {}, + "outputs": [], + "source": [ + "window = np.ones(30) # window size of 30 time steps\n", + "binned_sps_balanced = np.asarray([np.convolve(spks_balanced[i], window) for i in range(dim)])" + ] + }, + { + "cell_type": "code", + "execution_count": 42, "id": "9036e802", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 18, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -940,12 +1229,12 @@ } ], "source": [ - "lags, ac_fct = auto_corr_fct(acts=spks_balanced)\n", + "lags, ac_fct = auto_corr_fct(acts=binned_sps_balanced.T)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n", - "plt.ylabel('Correlation')\n", + "plt.ylabel('Covariance')\n", "plt.plot(lags, ac_fct)" ] }, @@ -954,8 +1243,8 @@ "id": "52339454", "metadata": {}, "source": [ - "Examining the auto-correlation function, we see that for non-vanishing time lags the correlation is close to zero.
\n", - "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.
\n", + "Examining the auto-covariance function, we first note that again the overall values are small. Moreover, we see that for non-vanishing time lags the auto-covariance function quickly approximates zero.
\n", + "This means that the network has no memory of its previous states: Already after few time step we lost almost all information of the previous network state, former states leave little trace in the overall network activity.
\n", "Such a network is unfit to perform meaningful computation." ] }, @@ -965,29 +1254,23 @@ "metadata": {}, "source": [ "#### Controlling the network\n", - "Again, the main control parameters we can tune for the above network is the `q_factor`.
\n", - "Increasing this factors alters the recurrent weights and thereby the strength of the recurrent connectivity. Dynamically, this increase again results in a fundamentally different network state." + "Next, we pass the rate network parameters for which we increased the `q_factor` to the spiking E/I network.
\n", + "Dynamically, this increase again should result in a fundamentally different network state." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "78d091ea", "metadata": {}, "outputs": [], "source": [ - "# Fix randomness\n", - "np.random.seed(1234)\n", - "\n", - "# Changing the strenghts of the recurrent connections\n", - "network_params_critical = network_params_balanced.copy()\n", - "network_params_critical['q_factor'] = 10 * network_params_critical['q_factor']\n", - "\n", + "num_steps = 800\n", "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Creating new new network with changed weights\n", - "network_critical = EINetwork(**network_params_critical)\n", + "network_critical = EINetwork(**network_params_critical, convert=True)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", "network_critical.outport.connect(outport_plug.a_in)\n", @@ -997,18 +1280,18 @@ "# Fetching spiking activity\n", "spks_critical = outport_plug.data.get()\n", "\n", - "network_balanced.stop()\n" + "network_balanced.stop()" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "bd6aba46", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1030,30 +1313,32 @@ "source": [ "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", "At seemingly random times, single neurons enter into active states of variable length.
\n", - "Next, we have a look at the auto-correlation function of the network." + "Next, we have a look at the auto-covariance function of the network, especially in direct comparison with the respective function of the rate network." ] }, { "cell_type": "code", - "execution_count": 21, - "id": "55c87ab0", + "execution_count": 39, + "id": "25e27549", + "metadata": {}, + "outputs": [], + "source": [ + "window = np.ones(30)\n", + "binned_sps_critical = np.asarray([np.convolve(spks_critical[i], window) for i in range(dim)])\n", + "lags, ac_fct_lif_critical = auto_corr_fct(acts=binned_sps_critical.T)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "2c79c458", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "[]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1063,13 +1348,16 @@ } ], "source": [ - "lags, ac_fct_strong_weights = auto_corr_fct(acts=spks_critical)\n", - "\n", - "# Plotting the auto-correlation function\n", - "plt.figure(figsize=(7,5))\n", - "plt.xlabel('Lag')\n", - "plt.ylabel('Correlation')\n", - "plt.plot(lags, ac_fct_strong_weights)" + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.plot(lags, ac_fct_lif_critical)\n", + "ax1.set_title('Auto-Cov function: LIF network')\n", + "ax1.set_xlabel('Lag')\n", + "ax1.set_ylabel('Covariance')\n", + "ax2.plot(lags, ac_fct_critical)\n", + "ax2.set_title('Auto-Cov function: Rate network')\n", + "ax2.set_xlabel('Lag')\n", + "ax2.set_ylabel('Covariance')\n", + "plt.tight_layout()" ] }, { @@ -1077,9 +1365,9 @@ "id": "302dc265", "metadata": {}, "source": [ - "We observe a slowly decaying auto-correlation function.
\n", - "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.
\n", - "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." + "We observe in the auto-covariance function of the LIF network a slowly decay, akin to the rate network.
\n", + "Even though both auto-covariance functions are not identical, they qualitatively match in that both network exhibit long-lasting temporal correlations and an activity at the edge of chaos.
\n", + "This implies that both network are in a suitable regime for computation, e.g. in the context of reservoir computing." ] }, { @@ -1088,14 +1376,14 @@ "metadata": {}, "source": [ "#### Self balancing of the network\n", - "After having observed these two different dynamical states, we next turn to the question how they come about in the LIF E/I network.
\n", + "After having observed these two radically different dynamical states in the LIF network, we next turn to the question how they come about.
\n", "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "id": "a9f2f809", "metadata": {}, "outputs": [], @@ -1148,7 +1436,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "f199fbe1", "metadata": {}, "outputs": [], @@ -1158,12 +1446,12 @@ "act_exc_balanced, act_inh_balanced, act_tot_balanced \\\n", " = calculate_activation(network_balanced.proc_params.get('weights'),\n", " spks_balanced[:,offset:],\n", - " lif_params_exc['shape_exc'])\n", + " network_params_balanced['shape_exc'])\n", "\n", "act_exc_critical, act_inh_critical, act_tot_critical \\\n", " = calculate_activation(network_critical.proc_params.get('weights'),\n", " spks_critical[:,offset:],\n", - " lif_params_exc['shape_exc'])" + " network_params_balanced['shape_exc'])" ] }, { @@ -1176,13 +1464,13 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "id": "acfeb34d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1227,13 +1515,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "id": "22933de6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1279,7 +1567,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "id": "d7d38f3d", "metadata": { "scrolled": true @@ -1287,7 +1575,7 @@ "outputs": [ { "data": { - "image/png": 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QMzQ6EXySqiFBvRCRC0RklYisEZHPRJx/u4jsFpHH7X/v9py7VERW2/8uHasxpYwURasYkuCs7l49VpdIkOCQQ0JwDmSsv0v/rSDFWL93Bds23RN7vi64KqoIgvPIVbBvrfay8mLTg3D9ByjaxKcn11P5Gl0b4bcXw57yxL5jYAf/2PiPyOqJm/gYo3/3+BqqTzJExAT+B3g5cAzwZhE5JqLq1UqpE+1/P7PbdgBfBM4ATge+KCLtYzGulKQiJThVfy8JEiSIRUJwDmSI/fVViHj67dJO/rO0I/Jcz2A5cmrRKvKH5/5QZUKtQHDisPxKGNyL0bsVrBoMgrc9pv9ufsgt+q+H/4vr11wfGdlVjVJFde1z1/If//yPUfVx0KBrA9zwIVh102SPZDxxOrBGKbVOKZUHfg9cWGPblwG3KqX2KaW6gFuBC8ZiUCkjFXITT5AgweiQEJwDGRUJTmXD3e7BPB+/5nH+/Lj2jFqxdwV3bb6LPzz3hwrXq2RkHLPrN7Udu9z9Ldi1orrExbkXj+Gx40kSSXBGqaK6fdPt7BncN6o+Dhr07dR/dz07ueMYX8wFNnuOt9hlQfyLiDwpIn8Ukfn1tBWR94rIchFZvnv37poGZYqJUioJ7pcgwRgiITgHNCpJVCoTie5BTRqesL12LGWxdyBHrlhJylLheg5xCXpE2TE+ACgVavAScfrxvJp2lyVVYufATr73yPfIlXJ27dEtCGt29/P01h5KB5Cx8rhBRmdEfhDhL8AipdTxaCnNVfU0Vkr9VCl1qlLq1M7OzpraOAk3iwdR2IMECSYbCcE50LD6HzCwR392JTgjX5wdXrJh7wBb9g3x1JYadP7Kgif/AMv/z1e8TeUZDBoZ2zE+nKXTUhY/eeInfP/R71cekIfgGPZrWrJKXL/metZ0r+HZvc/aQxndYjyY089usDg4qn4mAiu29fKPFTvH8QoOgR3HS0w+tgLzPcfz7DIXSqm9SinnRf4ZcEqtbUcK0zABrSpOkCDB2GBSCU4N3gxZEbnaPv+giCzynPusXb5KRF5ml80XkTtEZIWIPCMiH53A2xl/5Afg4f+F27+mj2tUUVlKUSz564hVQDztCvb54WIFiYjXyPjpP8JzN7unlFL8Z2kHP117rb+NLcHxvmhP7XmK57pikoG6KioPwbE/e6U/blkcudv2OHRvjj4XgcHC/k9wvn3LKn730KbJHsaBjoeBpSKyWEQywJuAG7wVRGS25/A1gKOz+ztwvoi028bF59tlo4YTzTghOAkSjB0mjeDU6M3wLqBLKbUE+C7wTbvtMeiJaRnayO+Hdn9F4BNKqWOA5wEfjPGQODDhTH75fv3XJTjxW24F9A0X+fm9633lnTe9i4u6yxIYlw6pCrY7FQjVkE00ntyzicc3d5dPODY49hWqqqgqGDCXVMnNsOz2F1f/zq/DTf+P/nw/H7rtQzy4/cHIagZZAAaKh0Zy0oo4BFRUSoe+/hCamDwLXKOUekZEviIir7GrfcTeID0BfAR4u912H/BVNEl6GPiKXTZqmKIlOImhcYIEY4fJlODU4s1wIWX99x+B80SHvb0Q+L1SKqeUWg+sAU5XSm1XSj0KoJTqQ09gUQaEY4++nfCXj8FQ1/hdw7ETcYiGsyB57UeCZMc+9JEOG3PzHtIjylu9MiJIxYDSE/OOrhI/uM128d54P+T9khGvkbGpChw+/Eyg77CKyol0bFlW2URHaiNMuwZ1qot7t94bed5AR5EdKg5V7AelYKi7cp39AEqpxHW+CpRSNymljlBKHa6Uuswu+4JS6gb782eVUsuUUicopV6klFrpaXulUmqJ/e//4q5RLxwbnHwpP1ZdJkhwyGMyCU4tHgluHXvn1QNMq6Wtrc46CYjeuo8AlrLcBTOE526Gvu16UR8FiiWL/lxATN2zBYDVu/p5bmcfliNvqcFN3EG1bAjpge1MKXXVxnAiDHIHbOPIjlI//7Ln0wx2b4R/fg969NfkXH7fcHnD+8K+m3hFz+9gt1ZX5Uq5SBWVg5IquYTGleCUokX6j2/uZt3ufrd+rmDx9Fa/fdHTe56mSJ8+qHTfpQI8eTVc92/lfFz7Ka785wbefdXyEbYe21QcCWqHQ3ASCU6CBGOHg9LIWERagGuBjymlemPq1O3K+dd1f+Ur93+F3YNR9cdmUfjRnWv56O8e8xf+7dMAXP3QBgbzJYaL8P1Hv8/HB23TAJ8dSvQ4gvmeJOBG3vHML+go7ow1WL5m1TV8Z3iDfYkICY49Mc8p7OB3rb186p7P8rHiZgoqXjLUVrLJTnGYzX2b+cSdn+Dxfpu3Bm1wujZg/fPyssTGEV5V8KLqHS66ruX3r9vLd2/12/1cv+Z693OUC7qLu/8bnrlOf+6v08h3qAuKE7crv2/NnprrLt+wj8v+uqJckCQxnzQ4KqpEgpMgwdhhMglOLR4Jbh0RSQFtwN5KbUUkjSY3v1FK/Snu4iNx5VzdtZqNewf46DX31VR/JIhSJTm2N4a9uCsRnut6jry9KA/k+ynkAyqWEKGpDenSIGt29bFxr98m5e4td7POGmKzylMohdMxDNpjFOeVUkWKKHqI9/AyKEtrtvbrr/7Jwa1uWXnsAoN7sXY+XU7QGSNt6B7MRy7yuYJFni629293y7yRYyuqurY/Hn+uGq57H9z5nyNvH4FRq6AG98H6u/nRnWtZt3sg1N+vep/lmT3PxDROMB5wjIzzVkJwEiQYK0wmwanqzWAfO/leXg/crvRsfAPwJtvLajGwFHjIts/5OfCsUmqMEzDpXb6OH1OBLhQG4clrwFadDBYGuWfLPe4iopTisgcu47Fdj8X3AaiIgF+mayfjqKj030//4wN87+q4gKq6jREgPMEF3TnKFgf5+k0r+cpfVhCFb5Z2cPWGv4XKCzZZKdhjs4paolOJWIlHHeVkVM47htSe8TpkxvKM2y0LqMsuv221z6C6fJ/CBn7J1x74mnvO67FScxyceqI4OxjjwHmlCq7x0wvbOGGwipr0tq/A/f9DKmYxfXBoOz964kejGWKCOuG4iXuT0R6wuO8KeODHkz2KBAkmj+DU6M3wc2CaiKwBPg58xm77DHANsAK4Gfig0v7CZwNvBV7sSZT3ijEbc0U1lL0gP/0nePpa2HA3AFevupqrV13N+h696BasAtsHtnPVM5Vjh0USHEeC435t9jXzA2xU0YuVM2Ijhmkc1qtTIpQczU8NNgAb+j2CNquk0yvYtik5w28bU/bLCT87V4JjmGRMTXAKTqCzqEB/2Aa03ZuQm+2oAgHC0TXgfw5l6YRjlFyGJjWK1lIXlh0tmWIenr6Wnd39fPHPT4ftoargsU1dPLT5OU2exsmWpegQnH3rYPuTvnNv3vdDXtj310gpj1KKq1dezeaB7YFy55NUlw51bYAnfp/Y6YwxpmSmAAdGuIJYbHtM557bcA+su2OyR5MgAanJvLhS6ibgpkDZFzyfh4E3xLS9DLgsUHYv42hJ4NhpSEVeaE/8eb0T68trI9ag8WC1eBeWVWSFNYQILJNGAAxHgiMGRJEtpdzrBh9D0AbHaX3Grj8A76Doul/XJqGw7AXOKBXgzm+4rYbdUDnViZJ4ohbvHNC2LXmrSJ8q0RpUUaEJDgADu1GmVisGbXCqxkn2VCiqIq2lHqYVd2KtvwerZxeF/n1kV/+Vx9cMsqX7KB7f1M3z67jAd25fzgau4kPPezUXL/2XKqPxjqt2wuASnJs/q/9ecnVN7Xrzvdyz9R4eL2zn62Y51EuZ3wjet3Jt91oOn3q4v5N/fFlLKY95LaQbah5zgsqY0zKHr579VXKlnE/KGIRSKvRb3m9w5zcmewQJEvhwUBoZjxe86o6oswCk7Em/MBRoE+zDrmYV2Du0N9RbqVTkx9ZuflQqGzSnbIKTKypbTREYR992vcOOQGhODKynjoJG4hbaYg5cA0jFl0rb+XhpC1gFhvIleob1ubxzHSd/VPTlADBswqgQrlujjXhX5/bw2dJWnugrB7Rz3cQpk8x8SXH9Y1tRVomeoQI5O0ChUvhYTMjryjOSolXEtJd0tf5utt3+E569/TeUlELsezVCv5DKRKSE/t43922uKbno9v7tbq6tWlFJRVWpjhMcsRR8Jz3Py/Kc++4j340xqKe2xKkJ6kJ7QzuzmmdVrFM91ckkIUl1kmA/REJw6oBvIbAXkB0DO1jTtaZcKa2lLS7BUQpK+fIiHVCp/PKZX/LF+74YkuhEZck2bbrw5NZent3eCwK3W33lChVcmINeU8Fp0ln0jDgbkwHPQqcU+9BGxJQKrNrZx+5+h+DYPdsqKmdCjpqWxT3neQ3tiuuGyu74TqoG78h29A7zlye2sWmfllgNF/TzunTbl30BDIPP28vfSlbJHYOlim5+LstSWAosigwWA6krqkpabEIlAlWkWIOFQS578DJ+8+xv6tL41EJwrAp1nO/ECEnrJGQSHooPNAbpQRJURvdQnic2d7NpX1hdVdpfn3vfjskeQYIEISQEpw6ons00Wz0Ihqsm+NoDX+N7j36vXMkhOHZOJrVnNex4CrHzRwVVEY/tegz6dqACeZ2sUgTBEUfiYbgSnD9Z5cCCt+2Kj3+ycM9dqN++EQrDETemygtbTUa0XpYQlNToV2o4lyNfrOTEXVaHFaMyKHv4mEMOSyisHU/pz/ZzLHiTg953BRlrmHn5dZ6R+p+3d90vqZJr6OytJWgV3AZ+yS+e+2bgO6tMLrwSo1KhwM5CvFfMcEl/F2u619S1Lw+m3YhClNu7U1Y+EyCfIj4JTiTseC3ExB9KMHps2quJTdCeDMbAg26skevXdmt77BAMF3wD5pwM7YsmdVgJEkBCcOqCtfNpOgvaQDN2Fy0mT27p5tF1WpqibMnHPZtuJ1/KR4uYe7dirb5FX4MCebooRSwgjheVFaODv27bPfQMFVz7GH57sXu1kwfvpWugoNM8KOWXGCjFX0VLKmJVVN5ynxgk7yt2PLxKpSJDhaAyxNNFcZhpRW13Y/kITrwa0ALYt7b8mYD304Z7CBEQR6DEcHjslKVIpUC5UkoHARRhmJh7j4TjtWZw1RN/5/8Nb+bZoeqeMfUsXMGxRndYgeC4rvbOtZ0aYQlOUPKH7e2TqKgmB/uVBGfHU3Dtu+Cat8KDP9bSvbZ5+u/+RsQSHJJICE4dKP9kjfAi4xwrC0vBpp12EDubjDzatZIb1t4Qu5A509YWrmMDv/SpqG60NPlwVFQhLyobQ4US6/cMsK07nHZAlMVQoaTbWDoi8C1N/fyhsQceudJXL3Tf2rClXMdz7kMPfJHn0jkUit7hQoiWlIJSAgce1+mi8i6WmnyVPDmxnEX2bo86zpE0REp//L0BkGO33c4Pg7AEB8qSHgGeUkP8xep2z92xahe/+Od6Vu5byYq9KyIlPCLCxoH1AKwZHobnbtHEkpKO2BwaZxmOhOaJzd38+oGNobrFUvXFI+g+r+/JkeA4BCfcjz7nKQ9+oY6KKom4O244xvh3pnJ85Ln9SoITtPdrmQlmWs95IwmnkCDBGCMhOHXAXRiUFa8msHdYhv3X9S4qlBgoDFQ1EhzGlhAVygvIzS7B8S5MKrT4OHYXe/rz7OvXEot8MDu4M/koeCqTY00qD6tvLZ/2UICCVaBoFXXwsQoT6+PZnOeuAiqhuEaeCbDkLNgDu2Gwi97hAv9cWw7W57ykT6oh9ztw/pYCqrxq839wgXAkVsFxFmziZCiLX1p7+bvlBMRW/Pr+jdy1ejtXPHYFP3z8hzyw/YFy/x4VVcomt0UUavnPmFncwmau5RN3fiJiXOXP//arR9jWPcT3b1vNLSvXcu1z12IpyzUUL0ZID5VS3PRU2f3blYptehAe/60uCxCczsI235hBVQjLaCOR4Iw7KjlJVYy4PZEo5uGxX/vLWm3PPDESgpNgv0BCcOqAswi9oet/sfpiQvbbP2zTWSpEKFqKzfsGWbWj3zdBedUrQduHYkTIdkfaMKOwlTmF8M7ei63XfQ4oExwDRQnF7Vsf4L2/epBt/WVbHKXKS5ylSrSWuji772Y+9odX8Z83vo3ScB8MlglHSEoj8bQtVO4sjJ4TrrShe5N7YtAbfyZisnSeXLUAfev39PuOp2an6w9dG2GoyyV0lvJTtAKaYDbuecrfoUuIygR0uy+uTFmCY9hEpFQudgms7sp7Tf+TWr9Hq7V2cAt3bL6Ddd3r3GCNpQip1bqtO5hz09vdY8tRcd77HVjxZ/se/dKq13b/ggW51WVypayQh1UIdkqBxAZncrDfqKi8AQlPeLP+d+o79HFCcBLsJ0gITh1wpv7mUi/p5/4KwKZ9g6zYXk535QToM221i4UduwIVMhr87+X/7X526jnIF8PGwI6RMUDGGiZMNcrtwwImxQPmIL9bfR3d6hl+b3a7Z3xLlSpyYfdVnDx4L+R62dW9ntLALoqWomeooG2PAvY4Jc+Vg2oPy1ZdlYPTrQ/dV5Q906bUOu7cfCcAhs+N2XOnSjFzw3WhJ7DVLPDtqXvZYRb51QPrnYHp9g45+NunYN+6shdVYNx5j4RCAYP5EgOFIn/b+RAlNcyc3HPawFop36KTtnIIClNMTDwSHKBIOjBWpW2i1t0J+zb4zpWlNFbZ68klOKHHhdG7xd93RKUoGurmAwNQSj/fXB9sfcQt7hkqsKPHfh8TCc6EIHbDsL+oqLyhDZa9Vv9rmaGPExVVgv0ECcGpA96ppSR6seoayFPwqIGUciQmJbuNN5av+CQ4m/vKCdFX7uzjq7df4x4Xh7tD199R3MwvpnSXd9lVAn55F7RBKbJH9KLUKytZmy6TLe+u3aJEa3G374b/ueUeCvaCqd2xA9Im35X85wqWYt3uAVbu6NVEJsJ2Y3v36lCZoLh5w82x9+Y8xRA3UrAhra+h71HXbC31MKewIbQDjrPBKaiSW14sKQoli9v7e7hx54Oo0p84r/f3DG9+jPze9b5F56KunzG7sBFBMOxBlhxy5Ug/3LFbMNQNgPnADzhl4G77miWKJef6yh2cadqEySPBUaiwGpJoVUb13b/Srv+Bfj79xyf53HW2JMvxokpscCYFlf0SJxCVkoKKSTVvwwQJJgIJwakDzi5foShJdBBoxzjYVGUVFUBnYTvZYm+sDU6uWOKBzeVs1zv37iEf2IU/kLuHvUaJYalt8tiwpxxH48opO3nUHAIUQ+JXr5U8i+hWYx+XT93n3ifAjVvucOsWLRXwerIXcCc9VmAMXulMKUYl8/1Hv8UTm7tj7We8fZatRbRUzIpolLYNlItSvs704nYy1rBbv2T5I/QE/bjyERnac6JtnwzVR1EgV7QY7NlLSZXoHswzlC9hiS1dy/WSsrOIl7Dse1OkVR6GtU2VpSwQQRCkdxtn9d/CMUOPsKP0VW7Z+jvf1UUE07Hp8RgZb+0a4v2/foTgk4+Ko1TVfkOFJVmWslxyC3iMjBMJzmRg/7HBsQ3lT3xL+FwiwUmwnyAhOHXAXVwFNg8Os3JHb6hOoVRkbTqPoYq+NgDT+1ZF5why65XP3frEaobyJdvzCejfTctQUL0ToBOBrnuGCjE1gxIYT49RE1NxKORW7u2rhArFVnFwObvYahZ4pGE46jRQthMqeWyBmku9iC0GL3mTYnoISZPVx+0pv42NAlL23RZQlPAHS9uwt581u/p4amsPQ/mS+1ws5aeeRYo0WX3+AUv51gsOyRQtlfvENU/wpRvKGbiN5/5Oy4477L6c5oq5+XWwVweG/PuGv4eexXm91zGtuJP1fc/Qj/6+nWs6+cS8RHHTwDADbGJPvotnMmXvrCAJ1fdYLlu7Wz83hXi+zqCRsc79tSC3muMHbUNqI7HBmUz8dd1f3fQvkwqH4HQsDp9L3MQT7CdICE6dEOD+hiE+t+nP3PCnH9uLYBl/K+zm+uY+dpjaCE+JR7yBQg33wMAeLeIfLNs/qABXSSu9MLvqh63lIH7xwdj85d+eujd8VimCAqCBQrFMpBzvJA/lyg32+ZVQgcmrz7AYsu2Dgn0rW2X0dCYXO+dFSWEarEHY8TQAhWLJbZu3P2wzi7xzz7fYImFViTPWoih2c5dP2jCQy/P1m1bqfkvRtExZiiErz4yCJ6ko+rlL/w52GjvoF8fWqoS16QFQij39OZfo7aXIw6Z21y/ZDyUYY+jhHQ9HXl9fC7ZxA8Nst6VVgmnnjXCkYj8t7eZHbV1s5Tp+tum33NzU7967su95KK+lS+AnOH3DXhsj++pKue/WcLHErt5hSqrEhd1XcU7fjRQ3PexRUSUEZ3wR/WN5eMfDrO4Kq3QnHE6oAztJrh+JBCfB/oGE4NSBEoDAxlQBhXD00M3uIugs+mtLmphIyAZHL/7qoZ9C90a9eHet1wuFCiuu0lbZS6FoKT606hfusVVDrr1+CU4wKvS/gz/nunxjBOi3DUgKJYv+wWGfWsQ3Wvu+d5t+guQgVyh5qvrPKZRLjNIqF2reVxxgsDDIik1FN6t3T7FIrmjxVDpshN1jq5WKbvZxmFHcBtuf8NTyPxdHYuW1Q7qOHv5J2cjWK7lzIkHvNcv3Vdq1glMG7/HV7lIl9zkFwzv2DRf5/g336UzgxXBMHAh4WDk2OPav1SFmTyon3pEib9vEuN+CTYJW7exjgx0Zt6qBqrLc9rmCxY6eIb9K5O5vuSqqVb0b+NWKX1XuL0HdyBVL5IsWGTpC5/7jef8B7CdqKsfIOIrgGGZCcBLsF0gITh1wlqk0QloVuLWpTEJKaEPU9f1a9J+ixOqu1SHJjDVsq7WUtstwbEEs/MTB8LghD+SKeJVMbq1QhvBy+5+0dfnO6dg9KlKK8kjKGxhQT0w/m9Kt+1S+KwLQM5hnMO/fwWfsGw1yr6KleC6T94y73Ndj2Rw/tMc5N78+dA9YJe7ZchdguSqk7kKRYU+EZO/9fK60lZXpHPc26AXdAJpKAXF+TCTjrsGCKxm5j35AMc0KGAWXG/nvUSnO6r/Fd3feKnlRtidd2SU9tfmfWoo31BU5LqwSpirSUdyJshcT09ZRmYN7oFR0m4jnqTmqs6hAf6VSPkSolNgqqt7tcO93fNJB8Xhw6T6VK8H5wfo/8+D2B6u66SeoDzc8rmMTTeUEWljiqhKB2Hx2kwLnPUplw+dEwu9zggSTgGhL2QSRcH6yA2KRUgW6jJJLMpRS5EsWOVvycX+2hzsfvRwK5QVW7EXaWawHcyU2bO/lGPTC1M9qT12/l0JJlXfu3iXIN74qc4qlFIVSKURCxEeUggQgjC37BsmU9D24yjdXNxUexD6jFBqfAp8nVxxSWx/DoRaWFfbyca7n3MJfm/s9Z3ThYL7kIQMl30AcgjOYL/HdqftYVEhrGx6lpVkmQtGu/5g55C74Ximac/6irivpd/stX8YJg+h9lgXP3kIoPzWn//aeFTQ5MYx6tceeIULKynP4/Z+Bvpe4Ui0vnOcTMjK+9QtY6TTsfDrURgE8+ktAv2fuuJTyx21SCsRktRoGpRe2glXANPxEcH+HiFwAXA6YwM+UUt8InP848G60+dRu4J1KqY32uRLgBEfapJR6zViObVefJg6C0MYytg6v0eRYxM0Gv19kFHdVVBEEJ1FRJdhPkBCcOlBeppQnE7aG4yljKAUCu8wCbVE9iNCfK+++TVVECewxS76Nj3hsS0Sgd7i8JD6Z1ZPLYL5EU6B/x14jDlpKEU1ijJiWlTRijtrDWU7j6kpQ2hQ1R3sZE1qVU9q72R1vLsIduhykLqI7+5p+LyAVsBu2v0fRNjbr0nlmkbGHIphKXNKw1yiRxUBRLkPKMWsWFtfzlP2LGsyVyNuGvgW77gDlDOmlmAfli/MT+GwaQgr73dnykGu7lFE5jKJWihZstqSCC8zuVShVVuv9urWHc4aacNN+RKjqtJea5b6XllJgFXjYGgSlb7RgFWigIfpm9kOIiAn8D/BSYAvwsIjcoJRa4an2GHCqUmpQRN4P/BdwsX1uSCl14liOacW2Xh5cr+3lHt1Ylrxm0UEpn9zSw/zWRfzuQR1WYiIkOA+u20s6ZbCwo4lpLTaJeeqPsOFenY7BGUMqQkWVBPpLsJ8gITh1wLvohALaKUXJUp59uU0kAkHxFP6iufn1kE1hKL1Dt1QJU5UQ5TeeLVllfeLyrFYp9QwXaPLML0ppolHpSw0Si5KlyOPYwUAuODFJ8M79x3v6c2TAI1mJ3l1KoJ8oghOkXpZSFAd7SRmt7nEQlRJPqgi6JcrypaMIElXQUhuXVBB9R25sG0uxZyAPZLmxuZ8VpiYRuZLlkrWcvefeYD7EVCc2Tox2OGpZcK6fokSDNaiPPV5Ms/MbyfSlKKANq6Fsg+NF11CeYkqRMoSdZpFrWno5whrQJFWV2NWXYzBbcl80QXH9Y5u5UISSUlpFtf0JfVvDPWCVyFeKh7J/4nRgjVJqHYCI/B64EHAJjlLqDk/9B4B/Hc8BdQ3meWZbrx1jqowULSzibfpzXysP93UxZf74S3DW7xngp3evA6A5m+L7bz5J25499Qd/RTEh3RTuICE4CfYTJASnDliR+2roLG5j85qb6LQMDJ/exlmyy7KfKANhpfSaIiLMLGyxF7GjPDWEkiIQB7csRyqWLB3lVlXI/eTcg1IhcubYnqSRkJu41wfMWwZaMtI3XGQatuQgoq5TZhCUSqjI2oWAlCYlJlnbjsY3avvAzXEaPB9xrMssWwbn78AruTBtFZX+7L8PB15V2aZ0gZXpHKvSOfcL8PZXwJEaxTnTlxHvIQfnb/0fGvo2si9tsKI5mlg44/rZij+z9bkNfMBzbnvPMAMtRdoay2/SXmO7foeKJbZ1D7E5m8exbxUUT27t5iLRxNkhkwogPwD5AQr5AWicFjvm/RBzgc2e4y3AGRXqvwv4m+e4QUSWo9VX31BKXR9sICLvBd4LsGDBgqoDOnvJdM5eMp1/rtnDlfeu953L0O5+tpgYG5yhfJloDThq0Cd+F66YypbDBnjhIThdA3k+/+enGbb7fOXxs3ndyfPGfMwJEkQhMTIeIbwkobnUy/dLu/iotZk+wzP5KL86pDm/B1UIZ/p2ZA2G2O7RwLRiOfS+4LeN8I7CUorBfEmrvbo3YlUJAhglBXGQUuKTbnjHN2i2eq6q+xjKl9yko7vNols3NEpD/IYm6EczYLQGaqqQGsrAZG5uLYaHdOia1XexUWShs7iVD+76YuiMN3iiV2pjRlK2sus3aALz1+Z+n823l8jm3Fxd5Xsriv+n5/QWSYDtMUzL63diuGBxY6k7sv3tTYNYKO7e9SDP7fQbWEf3rcfUN6QlT95hOUldDRFKKH4ge1ip/N5r+eEuDlaIyL8CpwLf8hQvVEqdClwCfE9EDg+2U0r9VCl1qlLq1M7Ozpqv15CuZss0MQSnEJUL5LmIqOJHvTK6AylvZ7Z2DzGcL/HCIzqZ2pRh077B6DYJEowDEglOHbAor9NBIhCVTykoV0hZBdRQeEFwankXyEJwCY5R6fQP+w1Ng1OTiPjcg3f35TDi1EiUUxd4r6Hv2SCbNsgVrGhRSqWBiolghQhHIRANOlIVZBko0UzcKxWpxUkjys4law2iaAg9p2EPMR3OlVxxmamkLLrx2EhFRYHxutKHJDgovN+Oo6IqWoqcVb6eS3QCyT8BhrDoMUq0WfEL4U6zyNp0QZNiq2yTVVIqRrqnbXoGc1olKqY3rIEC0QSn37DYTJ5fl/ZyjDSW7y3ifd7PsRWY7zmeZ5f5ICIvAT4HnKOUcl3PlFJb7b/rRORO4CRg7VgMrClTG8EZbwzkK8Q4uuAb0cH9vPAYE3bZMZheefxsdvYOR9rRJUgwXkgkODViw54Bhgold+EJqnniY4yUZQ0BIYaLXMFyyZMDZ3E2XClNVO6f8IQXIjhVW3jPiS8YXcly5im9TBo1TLBRAiRDJJCHSdkZzANSjIi26/cMYSkwVfj87Y0D4QY20jGyKAfBdBc5z3GpqNzv0wqIzhzPpWIVSZn3bB7HPb88oqfTj1K0FAO5Iv25krZvoWys7SVLuaLioQ37+N+mrrL7foUrPpYddg+d/p7b6Q/WWIYmrE7k46JHUKbdzy0MI1oFCAekBOdhYKmILBaRDPAm4AZvBRE5CfgJ8Bql1C5PebuIZO3P04Gz8djujBbVJDiOC8BN62/isgcuG6vLhjCQC3jgeX94bTWol2wV1eZ9g6zdpf0KpzamyabMkJ1RggTjiUSCUyO+euMKip7dR9ry20AMFSKWU2WFVuWo3ZGlFEqgpVheLO6wF28DvSwGJStxqGTDYQ+KeAsQPwVzY92IgYiU43BQVp+lVPB+oiQ4tv2Rp4oCdqcHaagSEPfOxm3MKipSiOtu7eCxbDjYH8DiQoYesxThUo49fvjNlB5f2VBAReWgVLSwTIfUlglePXF8HRd6r2dTt7GPjMfNe+UOrU6KUjH2DhW54bGtZEWTkd1mMf4rBDanCohtoXV70wArM3nOHGqkUYX3MzrRhmKwmOPxzDAp8bqv63dFROyEqopuStynyq74hVw4Xcn+DKVUUUQ+BPwd/VVfqZR6RkS+AixXSt2AVkm1AH+w33nHHfxo4Ccion+S2gZnzAhOdQmOgULRn++nP99fpe4IUSrwzL03cGQJiqK3CdtXFpkNcPLbtAdVNYhBrlBwU5d0NGdImQYNaYNcXyLBSTBxSAhOjdjLg7RWWFWcHX9TxiRXtChZOvDfnu4h2jyL1oa9gxA0PUG7iWetsETC1Y5E6N1bPHYY84pptqQK2s6iCseJk8M0ZlNQiJIUKWa2NaL69SKcscrB4qYVd1S+mOeKluWYFmuJhhj+kURJGIoohkS5+aUqwm7uOJZtzxYRS0LStW2pYijSc6+tokohGKosnzPwS1PccdWY8BQ8pli+a4bvp4hiMKJfhXBYbiVb7fXvl609zCATqBPGwtwqnrKr3d04iBKJkLBpkvUPazsPNA2w0Mi6nYkny1gx5r3KN0yJuPL+DaXUTcBNgbIveD6/JKbdfcBx4zWutFldoK5UKL7nmCL/1HWc2/VHQM9lg/kS2XuboDkD2YiJKwpi6BQzorjkeQs5Yf5UALIpI5HgJJhQJCqqGrGXByLLg3NNyjDcicox8nSN9lS8cezD2SEai+EkeoZdvcXKclQ+KqgWTLNMjszrlSxEg6Imw9i1Ofp1kKCB0AjgqPYG80VXqlVTbBz0wm9WuHw6cNIIho8O4JqWsNTBSRnRZBk+CY6pxB27d3KOkw5FoSBQUH4bnCj8rK2b37b2hE8ItJZ6fFesZCyuET7vqB+LHnuxIgVtg2NLJHeXCq63lKlKOOK2gvjfXKW0V1W+dWaVcSSoFe1Nac47Ov55CgaRpn5jiJ6ebgAWT29m8fRmwPae6zgcph9Rcz+Fko7cfezcNqbbcXQyKZOewQJrdu0HyUITHBJICM5oEZxwxMMFIlyy65mfipJ27V4ywIm5aIJzSW8bTfai7nj3TK1giBoLiX8dgmSkXjg2JsP5Ek9u7dZSFREaPXYHi0rhoGGCtkfySnCmhO7NDuhn25GIr7T+FcGgTLbinmJcoD4vsko4fbgRpRSfKm0JxAYJvheKgVD+MOec0GMGpV2VUWl4Ax7V2JDouDqm/f4MieWeNzypGgquHZHufbBQpH+4yNKpR1YZSYJaISJcckYlt3KhFJElfsww3Et6jfaIz5gGhi1h3bjw9XDBf0LrrNr6EYNcsYSB8oUkcAyOf3D7mrEdd4IEMZhUgiMiF4jIKhFZIyKfiTifFZGr7fMPisgiz7nP2uWrRORltfY59vAvNd64MY4Ng/dcJeFCMbA9GzCmsDmzFICUskJGvm5uIiBtdxy0DYmOSxO9PCojbnAqpqfaIPilM64nmhi+blORw9JWIt56TTEP0Ru/Q3uEVRaH54zGUJkl/vCAcdKgWlRUjar8jQ0Uy+oewJepvNco0RdDbhw8kX688sVCw6mN2A2IDltg2O+et5WpSmRSmnz57tcwXbVdhgNPRXWgQhBW7ujzEdQxRd92HP5kGDpshRJhX1NlryllB4G0LNs4Xwx29uYQUT7D6X0DmuCEjJgDWLmjlztW7nJDUCRIMFJMmg1OjSHT3wV0KaWWiMibgG8CF4vIMWjvh2XAHOAfIuLIT6v1OSJ0FHfWXNeRdmhDzzJU0MM6BpmUo8MGZcsQ0iqeYgjaawh0YkcoK0NMQ3wu7HHkRmN8JDgKnQnbmx5JC3AkXDHmMt2G5boEtVhGvGjF10UNBkkBBKfeqMsIylcvZQqWFVYbNQUDz1QgMcsbog2mwYmD4+87Oi5SGbUapeckh2VZlCJsvAzKGdELoomOUjDoWV97hwu0NdVgeJqgZrzh1Pnc+OQ2MimDnkFtE/cvp8yjdyjH6hWQL1k0j8eFB/e59moD//Jbss0Z/vc3j/DCbHQsnz39Ob59yyoKJUWXTV7amtJ842h9/hTb9sbBJWcs4D//+iwt2fgfb8lSfOvmVQD05Yq85oQ5o7ypBIcyJlOC44ZMV0rlASdkuhcXAlfZn/8InCd6VbwQ+L1SKqeUWg+ssfurpc+6oZSiXXWPqK3XWVnFWuAE23g/68nACDlVe915y9m8B8WfATra9TRmFJVIjFTKcFUZIkJT1sOlldIRlWNscAzxUpTyWIcNHRa+NcIbyHc9cHOxR5mqNGX0WKJSOZRQdBllVVfcVDzkIStxT6ZJ+WVupQq+V9tT4XNRhtXOMxvG8n1dwZQVhqrVmFPRPdDHvlw5AJtDzzNqmFyxwPVmLzc39YOCoUKJwUL5Wj1DUUbpCUaDC46dxRWXnMwXX7XMLXvFcbN50ZHaPmfcEnUP7HZtfBy7toaUGRu75t7Ve9jVm3PJDUDPYIGN+zRZP3aO3yj58M4WXnrMTAoV2Pk+T1/dgwdcGpAE+xkmk+BEhUyfG1dHKVUEeoBpFdrW0mfdEBFSseqbMtLu0qAxJ7+BrFWOXPxAZog/RBi4xkEhrl2MGZDgFCVNNmXY1xNXRXVTcz/fmbqPXjuDd3DUzaVeZhU2E4UlZrS64bBChsMaao/IGgUjIFcB/Vz9Eq74iU8ECqJtdFoCBCfIywwkQoVUrqTF79HfZ14U3UaJacWddJRM1zbFhxoXmKbAODsL2yPricAOM0xwnO/UIWIlS+EEhR4ulHwLXT6wCE2rUeI4pdTFl//8cjalym7Hzcqg32wjbeXJFn7Fkxm9YBVtz0DHi87ETAjOOCKdCqika/CyGhUGdmEpxVXTPu46SmTT8Z5PjTFu7Tc/oz0rpzSEx9uY0bFwogOjwl3P7XY/N6QOrCz1E43VXavZ1LtpsoexX+OQNTIWkfeKyHIRWb579+4aGoSLXj7Y4n5OGcKsbMbuu/7xpAJGpM3ZFNNasjSktbTBBFoyZSnIlMYMGc+El67iOeSgrbQv9twL07N4U1+Y5CwspvnEwlfWbIZjILxqoCXyXErlSbnyFeE8q7zLc925I65zQbHVXejj0idURKBJc9ZkmZ2tOQ4vHWwOXemlg2HlwL+q9vI4Pe9Eoxi0N0ZkWw4NrXwVh7QCNBhhUqiAxkyKQuP0UFyb5w03csZw2a4omzKYpfzqo2zKcKV63rrzS2le19/KeUPNzFEX0WhcQjZlkPaEBGhUBhcMtvC6/hZee/wnOf/o77qeNgnGHinD//1qUi6uhPaZvc+M+hp3rNrFH5Zv5g/LN/PkqrU8NdBOb6rDfQ+zKTNEnh1431UvHFlzQyr8O22257DlG/bx83vX8/N71/PbBzeRL1rs6Bnmb0+VNwGF8TSoPghw+aOX818P/1eFILMJJjMOTi0h0506W0QkBbQBe6u0rRqGHUAp9VPgpwCnnnrqiN6QrIdgGIbQlErT61kQKsETzVwfB+wsUobQkk3RW3CkNCqgLvFPHukKd9BqGf4cWTEwxWCKFcN5K3hYReHwQvzCPju/0e5TSHvVUREkzVFRTZMUcaKToPG1I7zxEk2dsMB2T0cvFk3pNFT4ujIRREpLZfzjaEiZrk5sWT7LLU0DWChaMiZGwHymQRkMB2xxHNudzlKKTMZgK1o035RK0VUoEQiTSLqpDdNs56SuAe5rKEsIp5dMZpZSPGiXZVIGx6hGdpT8Upa0KQwXyhJHgMVmlsXFDBTh4Sln0WBkQ8mr3tnbRoNNqk488+Loh5ZgzBAMf2CKfpmceeNHj/+IK867YsT9DxdK/Pr+jRiGjhU1fc9mek1N+h1VaDZlMFwMS3CKJYtf3b8xsl/LJjgL2sNG/E4wwz88soX+4SJNWe06fsL8Np86vbM1G0pDkyAaH779w5wy8xTecew7Jnso+x0mU4JTNWS6fXyp/fn1wO1K09UbgDfZXlaLgaXAQzX2OWYIaq2yLTW6UVLFaNe7MNsLigS9qALN0xWkGjUKd+wxhSsbAFJLooby0GqpKwHrFQn89TKUFIKSsl2A6ZNuBAhOjeNEqovAa2G+cb2kIh58NSusrOcnGasVtb+noPosSrIVKhGYLmlaG1I+rzWfqjDiG2xQhktuEkwMgnOEMcaP31ETveGUebzwiE4arQEGDb/ktSmTivR66hosk+azlkzn4tPm8y+n6DQOCqGjOUPGCL/rjlqrayDPGYd18OXXaDujvzyxnQfW7QXgkxccSWtDyk2LkqA6Htn5yGQPYb/EpElwagyZ/nPgVyKyBtiHJizY9a5B54EpAh9USltVRvU5XvcQ5ChZo7o6wouWbPlHHM13xBX3CipgNxKY/OKW9SlzYDDa5iYII86QWFGXBKcUWsRjvJkk2janfNmy1MWUsi2KIdCYNt1nF5LgRI4qavEfmxUjSCycdBnpEIWDJYUMnSWTOxujsyr7CI77yR9qAAREQsTKiPC0c/pII24C1383Z7BSDbPGk3LB+wJqZzaDOqhiggmAQ+rHSiPhSA4NEQwR0ipPXhp8dVoaUmzpCr+r3pAM7zx7kZvU99pHtqBEaG2IXlpmtzViGIJlKRZ0NNHaoFWoq3f2sdoOjNqcSdGYSY2fO3yCQwaTmqqhhpDpw8AbYtpeBoQyzkX1OV4ILl4NZnQgvlNyDTxi503yqaYEzh9s5pamcoqGrHdXLmVH85AXVa2GPk3TUNRGcEyJi5tD3SoqPxWL8/8OS3DiqIohMSSJ2lzYo0fgL0khoQjFUVQt2E9clOWUhGMXnzncSJtlcm/jEEVUSFXZ4CN83s9ecYvOCxaUEAWDD75R2tlk6+AySijYurt2SXGmtLCe8nvnl+Akkpr9Ec4GZ6wsLhw7X9MQDFXEVEXygU1ac8aMzJ/nla64YTFE+NG/ngJre0g/cmcgsKXGrLYGLn/TiWzeN8Thndp+619Omce1j5Tz2zVmTJoyJnv6a1P3J0gQhyQXVY2Ikm0El4GsmQnVbUybHNOXZWUmz4BYtkxCubPU/KLfCPSCwRZuzpQXHqWcPbsKSApq3117J8SsEpblszwakagyLG/wXEkqR9CJbFO1khFYxP1jVeCmFzA9S3yIYISkWQSOtbP+4kKGE3NZ1jZYbCRfkwTHDLAXUdpQOth/FNJKKAQu0WZHYY66a4ViocrwmE08Ss2zIL/BrXlyroETrUaubdc0K+hGXkL5ck0dK41s8RCcgcAwZ7c2QKk/MJ5o9/kEkw9XgjtGIhyllFZ9W3nSRf0e5MW/SWvOpsgVLIoli5TH5jCK9IC2+yKdAgT2PAf9O+HOr0OpqCMhH3EBTUdewJHdd8MDfwXg1GHhptLrGTK1eqwxrQnOYCLBqQtFq0jKSJZ0L5KnMYZoSDWEytKmQUqVl3GvICLOVsVTG8smOIZSGN4FuWZXrTAxiWtZKd8TYmDY7vLplOETUdc0gigJkPjtTIJEwbvQGsDUpgxEeNmHbXBcRQ7PH2piQ7rAprRFCjismGEtw3b/AXfzQL8nzp/Kg7k85P1kcEqpy3dspJshImRHyqMWCo/ZrqM8MXuA81QLW3LDLM8OIaZ/N/2ioWY7tYWBSDjycykggfM+lygvO+/37Tub8Jv9Eq6Kaoz6a7zxA3xo12bm39tIwVLsIExwWuz4VT++ay37BgrkSyUyplll+rFP/vNyf3FhEDY/AEdeADueglIBZhxN4+p/MrewnjWmzmPakDZpSJsMJYk568JAYYC2bNtkD2O/QiKLHgWCC3LGUVEFfvxeW4lqa0dwoSkvwipwvfLnZxtOAmBWSU9GLV79d4WZKDh+wwhLcNKmwbz2RtfIuDmbqikmUG1hAQN3FJq5y2zQtO1OdKtAL4F79B41echlsF3YiiWMWsih1XFUZNt0BRmRI9Zf7Mm/NdUyEYT5Bf39GYZjfxUehIiEJFcLC2lfbW1Fo48jCU6M/ZNDLBNJzv4F52c3Zk7Bwz0ADEw/gRkd7cya0sDJh8/mMy8vv89LZrQwv6OJxzZ1s3HvANu7h9m4d4ANewbieo3ezMw5GWYcDbuehSd+r8nO1Plw1ofJpAzO7bvRrWoaQlNGpwOJc1FPUMbMJh0Asjdf3v315HrIlRIVX0JwRoEgdyhLcPxb42UzWkk5lQOTVNDRwL/IS9mLCssvYbH7a21p5ammMwB4Q98U5hfTtjtpGVZgSvRKOLyIehkMsd2gK9jgvGIwOuZNGXGRk4MSh2CrcklQseP9GOcm7lSMvlvdMr6dHy8aaub9Pe2R54wY9xYzVulXHo235QV2jB33nOvlpfA/Q01dTE9Rq2XQosLKMqf/KFGtt30kRUz4zX4FEf2DGbu4J7qf/unHYsw+jlltDbz4iOksnVmOTTW/o4kvvWYZC6Y1hVo3pE1+8tZTwt12RhD+414Pg3YMrmeug/wApBvBTJNtn8MpM02+euExfPuNJwBld/If37UWgMF8kSc2d4/iXg9eLGpbBJQJTl++j8/d+zm++8h3R923UooHtj/AbRtv47aNt3HzhptZ171u1P1OFBKCMwoEFy/XiypAMJpSKTcon9NGG/SKG2okbi1xVVSh/bRdLpC140dkEDpKZqBGdM8lSbHJTuTpIM6LStvgmBBhYwSO5CCqoT0CFS0LEBGfiipYpyFTtjLxSnCCqOTAbnnc28NxdiqrqKBMK5osCaVecJAyoiVB6QpyLN992XDcsF3y6yFOTi0F0DhVq6gieveWGB4daFTS0LjnVv62Eoazv2EsvxE3rqakYJo9F6TDavY4mIb47HJctHTCae/xl6WycJzHX6RnC6Rt0rTkJWRSBnNaDK2GBlqyek5xSM0Pbl/D929bnXhWRWBqdioA67rXsbprNQ9ufxCALX1bGChUkLTVgF2Du/j1il9z3ZrruG7Nddy49ka+88h3DpjgggnBGQWC623GcBb6gOrKo6oQ0WoeJx9SUAAbIjHiCfQn0WzACqglHMwupkCExRFB9xRCKaBvNyrZi4gBs46LGmTspBtNyfwlvgUZ2J0uJ9fTt6vHNNx+pNtDSLVmP5fZpRTH5LOclitP0l7FXvhlr+H1DxHQCFVPTDydVAzBmd6SKav5KswTRqBfS0x+fdg3IdsK+L2o4oipc/eREpxAXQcHxtR1aEIp2NWbi011MBKImYKjXw3nfkarkiIQldokXSl1xNKXwJKXlI9TDTD7eLjoJ54O7ECAjmq/WLZ1C7qZr92ljaCTdzOMqdmpmGLy9w1/5/JHL+f6Nde75/YM7RlV33lLGxdeuuxSPnnaJ93yX674JQ/veHhUfU8EEiPjUSD48045apzAZGCbhZbreYwFm+MiB7v9OIH+KtAFz6/eKxGYUUrxkXO+zZ+efDkrM1H6WP+1TaLVNOIhWoErRx6Xh+Us8LaKRfxjDXpRxVwZEPLN86Fng+4tMEZn8s0q8aXP0Fc23MuG5RJBCU5wgFF2O3piL5TK1DQVo77LQKQLe2tDmuZ0ilxB0SiG75IK5QZtbEv51QIK8ey64zKdR489aoTxNjhGRGmCycAHXnR4ZLLL/lyRtsbRZXF3Xb0NU79Qc06KrfvO5y/mSzc8g2UTKxHhopOqpPnzGsk7nxunwvzTYfNDZQlOyiE45TlqiufeLEu5hM46QCQHE4mGVAOfPeOz9OR63LKdgzu5ZtU1FK2yxGtj70ZuWHsDJatENpXl7cveTmMqHG3aC8t29W9MNbKgdQGzmmexY2AHj+16jPU96zlt1mnjc1NjhITgjArlBeDsYhNT2hboH3LrHBhYXa4l0QsJaOnOJ7qnccX0rsjz5UB/lt+oVPxLkgND+UvTZrbCMhWgTBJtHOxKcOJ6iZlzlEtPylhSyHBYIc0tTQOIBDOHi1/qI05aBIeeiGecZRgRy7dy/5p2KOdyz2V3c4MzhhuZYhnc2jQQ+ZwupI3efKFi6olYGxwxMIj2BBG0O6xpSWhbOq+Y4qWDzbxo+uk8vOk+BOWyOreqmYmMlHxd+zvA+o6+RpUM8N5RR9ZM+M2k45SFHZHlG/YMsDDCLqYebOmy03wY1YnS3KmN/O/bTq3vAl6vUu/nxnZ/WQTB8Upw8p7NhDWGkquDBaaYzGqexazmWb4ygIJVjjj9rYe/5Wv3p9V/4i1Hv6Vi3yUdPxdDDESEzz/v8wD8asWvWN21ulLT/QKJimoUcOb/Vsvg/GIrZqoRZh2HNJSN9D5izgA8Dzpm0QjGqnU+OxFlxZGABOqVJSQx3cekX3B698KIIDFuz5UITlVbjnJnpw03sKhQVuX5iEqFuUtnVg8Oym4XQaQc+GxwQn0aPH+4yfU+25RZEmrfhiYbUfYuDiTm2Zgxg/J+I0F123DLQgTh+HwDTekmXxvv8xQx+PPUdwV6hQGjzVNSRT7mObmv46ToEzaKkuaKGV+p0FuCicbGvdHRsOuFYY7NPrdgFRgqDjFUHNIePCmPCtz0kKhFL4CZy8oqb6fe7lVuFW9iYW+G8YTfhBE1b6ft5+2V4ARx/7b7q9rolCxNcIJqeEMMl/zsz0gkOCNEQ9pE7O/X3UhHvGhHoH+8ZaF/dbsJ/4GzeKuYHbfCG+kmpLaQSuHsAioqiWa8nmFEolYJkZbDeJZdO7aOv7ZfgiM+8ia+vw6i7AM8Zz2tHBue8jnvFa0aojVHXSn2+iomP5RHUha84nDrQtY0mCwZfhoztPCIL+N6FLFS4jcyV6lGKHZHj883pthv3ukZVWc06/0VInIBcDn65/IzpdQ3AuezwC+BU9DJfS9WSm2wz30WeBdQAj6ilPr7BA597OBR9cgYEJzBwiBfuO8LDHvsaJYV4VUqz3zJ+Enz9KVw3hfKx44NzvKfwxHnAzpkhRPh+JqHy5HYExVVGFEExwn4V4ngAPTn+2lON8eed1RUwWsYYhwQhsYHx4w1gTAMYUpDmmwqwiU3wptG5jpGe5Xl/elINYdelJXYXlQ+4Y59oPBNVlGeMXFXFoRBs9VzXNnIOM6YNti/aQhtjWk3OWbQtCVrlqmMn7RF9Ww39KljYghOhNGt5VFgSaArNw2GEt9xaAjBokCZxHhRGRK8Q6e9N5SjH5Yn3UfIyDhAjqPGqwL0baAz3q6iUpyb+R1+9Ud9caz3X4iICfwP8HLgGODNInJMoNq7gC6l1BLgu8A37bbHoPPhLQMuAH5o93fgwbPwxb2/9WDv8F6Gi8OcOedMLlp6EcumL+OZoR38xequ3tgr6Vn5V9jxNKAzigeRqKg0vOQiUoJjqx29KqooRLX1oqj0e2IG3hGDA0OCkxCcOmGK4F23fYjayTsxIewXMm5JSZkSIwnQCg1R/kB/raaj01Y+o9soNU+0jYzud3dqdrltjEpDExyTZdOXRY5dgA93l20FMqbB4unNsQtoOQu2P4GoIeJmG9ZnvVqpsoouRCwDkhinLeCSrLQZpn4qol0QwXP1SHAMQGLsc+JUVJaRwbLHZZom3iegJTh2+xjV48de6o9BUvO9eSa6j5y3lE++7MhgjYMFpwNrlFLrlFJ54PfAhYE6FwJX2Z//CJwn+oFfCPxeKZVTSq0H1tj9HXjw7uzHILy/E4PlzNlnct6C83j/Ce9n0ZzTyS84A17x35Ube38/j/4Sbv8qgBtawzfshN8A+MhFlCODI8GpRnCqwSFSIRWVcRBJcERkroicJSIvdP6N98AOCHi1KQiGpCJOBBQvFdYMMyKSsHeB857tSDV7akTb4KgYQlCWV4TjwHQ0h41ptReV8I5l74gct6CNpYOIJTjuM/Gr3RZ2NDKvvSw5MAyvh5Enu3XgB11JRaUwQz5BZd8u0+05ON56lvbKm/job7RMcPwomRl6zXYAzCEdGG1qcQ/NVj9KJCCiD/98Z7V5nh9xpFnD+515idai6c00Z1O+oRdl4rXZ4zTvzAVf9tktdllkHaVUEegBptXYFhF5r4gsF5Hlu3fvDp6ePGx9FH57MdzwkYAEZ/TfbV9eZwJvzZQlwtl0I1bzDB2xuBJaZkYWR6mjEhWVhpdcREnWHQlONRVVNSmM0z5EcDCwQkFO9j9UfbNF5JvAxcAKcF1CFHD3OI7rgEBQMhK5lDg7YwW70nNZxI7KfYaOy55F3rUqTl0UraLyl01pSNGchRmtDWwL5HZqyZgxwSbENVwDnaPGcTOtRgaCyqXysuynQFGpIzIpIV9ULr3LqLDkwpR4SUw57UCYDqgg+fSgpaH2Sb+SBCfKLiuTKhO34FnLyLInpb0hUh4DQFP5s1pJZOsoiVH8tzOLNGmcfFleSVq47db0YhbF9jT2OJDnHaXUT4GfApx66qkTtiLf9NR2bn7aP7+cdfg03nT6An2w/Of6b/9OP8EZpQ3Ok7uf5I5NdwB+gmOKyZAaqt5BphkuuRrW3QUP/FCXPXM9jdNeHKo6lvF/DmR4yUXUtrhWCU41guPY4EQZGVsR2eL3N9QiwXktcKRS6hVKqVfb/14zzuM68CCA8xJE2W0oZ7GtLhs42irrntsaw3po8BqFKrzhAiNVVBEFDWnT/mF4pBYREYdThi3nCcb28YQgdn5gw0Y4bksU3Bh3RibkJh6kQ96zb+l8DW/vnUqQgTWk4iUoFmZEBGONUxdNY2pT2n1mbgRhKUs+gtwl8vnGEBxd7P+JHT+vzacuC7bsmv181mSX8UDLecixr/edUxiBGEAGc4r+xckMGBk774ko4V/72vhobrqv/tJ8OPq2c++O55glKYoyupgrI8BrGZ95ZyvgFSnMs8si64hICmhDGxvX0nbSsHJ7LylDOOOwDs44rINsymDNrn6dc+r2r8GAJ+ibVV7YRutFdcfmO9g9tJsTZ5xI1mdDVuciON+j7Xvidxw1awr/cso8X5VEgKNR8n5/FYyMqxIcqzLB8bqJe3EwEZx1wITPbgcCgj+2SHsLKYffV0howVw8vZkjZvqD0721VLZneenRs9xw6N6F1DX6UtBllhetar4wvnIxwlIBgX6z7GpcjlZanZjVkpxR0J5FWzKHUQoEmQqNXQyyKZNMymDpzBZmZWfa+ZbCPzYHQRWb5THoDUqIWhsamDu10aVRnVNqD1PvH2a8NM37nZ0z1BSS9ni9rJY3n0PJyKDE4OHmF2E0TQ31WY7ho/8/LdfoOfYSX3sMnuvNLKWYFiO09T5Tp81HZSlnDYcDgXnfj3HEeM07DwNLRWSxiGTQRsM3BOrcAFxqf349cLvSOoEbgDeJSFZEFgNLgYfGYYw146ndT7GuR+cGGsiXmN/RxFvOWMhbzljIvPYmSkrBwz/T2bs9UAWPZGWUBKdruIvjpx/Pu497t+99TxmpqguoD+lGOOdTnkEqjp49xVellDAcwLZJtBElzU9JbV5UjhHxzRtu5sO3fZgP3fYhfvvsb93zDsEJGRkfIASnljd7EHhcRG4D3EhMSqmPjNuoDhQECY7Ek4G0nRjI/f2LAU0dtBkzYKgLitEtMynTzRHlPed9qYeMFv5v+id5x55vRbslxww/KNq0R0gpYG+hiU+4l0zKCGT7DRr9RMspBKEoYVsfI2KwIjogXtowEZFQ2knQKqrWhhQzG7MsSDWxbyDv69UhbiGVov19Od9aW2OWYGSRWrKix3ki6Ovqc4cVMpyaK5MFh2x5SZc3UrEen+C92+B5JWboCWvDZOcaYenSno5TmNOwy7+bx//1Op9bJU1nKYWivAu8cvqnKEiG50fe8ZhiXOYdpVRRRD4E/B3tJn6lUuoZEfkKsFwpdQPwc+BXIrIG2IcmQdj1rkGrzYrAB5WaXFeSHz3xYwwRrjjvCgbzRWZ4PI9Mw/Y6KuZD7VSurP40Ymxwuoe7aUo3kTGjg1xu7t3MnuE9dA13cdKMk0LnRxQrxbvpKea0OteDxAZHw0suoiTIIkLaSFMo1SbBuXFtOZv7fdvu4+IjL8Y0TCwrWkUlIgcNwbmB8A4nAYSsyM3IiUK/fFOyaea3NWP22C9jw1SYuhDM+ZrgOLVVcLFxbHBsN3HHdsPwextFRQ12WH7NBEepyAU9zlKlIW36JqDg1BM3FUmIAHnH4715T3oIEbdhVIBCQ6Scsd03hnh1kCNxKw+nNglUEIZhMKNkMqfg//41Ma0sJPV/X0EjYj90xKNyHByQEGnzki2HsHpRSE+BF/8b/OWjfmWgGFzT8W/MyW/kGNdN0Aip5AZM/456HDFu845S6ibgpkDZFzyfh4E3BNvZ5y4DLhuPcdWCWfIydnhC72zaO8ii6drhYCBX0sbhNgxDYiUepVx/uV6MBOfz//w8R7QfwUdODnPKwcIg33z4m+7x7ObZoTqmmPUvgl6X8eIQ2WC6kkOY4AwWBnlw+4OcO/9c33ONDd8hwm2bbmN+63xOnRUdhTru+ymqIiamK+EJbuKcayqlYlX0+wOqEhyl1FW2KPcIu2iVUmp0vmcHA6YfSfeQBZRTLMxrnsPLF7+caWYT/7Nuua5nf/mG4CbYBKB9kX2+8gIYXLDC5XaOFnshDaZqAL/kwvGI0oQpQDBaZ8KODZQC4QLLbQiU+5EyjUD20NqlSdXO4VP3BAgO0cQHPL5nKuJs4NlH/lCDEqWoexLh0v6pFCMNIGPsc+y/3ietEGa3NfL/vfJont3eG2rjDbSXSRmce8RM5jzXAMU+tzwYHDB4TzoidHRsnp3p+exMzy8bGRvxEsnxRjLvROPHb3gN77/lLnb2DmNZ0DNUYCBf5K71j7M7v44+q5/VXXlaM62YIrFu1cpDcKLe+1xJC82e63ousr1zHuCjJ3+UJVPDUcBNMauqSEJIeyQ4PVvJTD3Sd7q0/wsNxg23bLyFf2z8B62ZVg6ferhbHkcwWtIt7Cvt4xfP/CKW4DgEJlRuFcmaWZcApYzoeaWkSq46bH9EVRscETkXWI0OjvVD4LnETRzItrCp+XhfkRgmrzzslbQ3tHtL7f8DJMHdJVdePAwd4s+u6rHB8bB2pSp7BEV5VtEyI1z7lLez5dj3kRO/3UV8z/BGyvcaXky97T39xdyyU6wiKor478JP9qrTpig747C9SviHWsvSXjlVQ+1xcDIpkyNntXJ4ZwuvOn5OZLuyAEd4zYnzyKTCunH3GjOPCT+bWEJdrmd4iKRfSTZxSOadaDSkU8xobeCY2WU7qDU7+/n8Xf/NFnUdd+3+JZc/ejlfe+BrdBc3xwbG80pwvA4DDryJG6PgJTgLpyyMXGRNYyQSHI8d3O1fDcXCOZRVVE5izF888wu6c91ueZyK/JWHvbJqn44KKgiHmMYaGdvUYX+XqNViZPxt4Hyl1DlKqRcCL0NH9zzkEd6xh4mIs6DEkoTAxPBQ84vpbz/ac1oiq/oNW8tuvlELcrCsp+MEaJ4RlkaYGfo6T4nooXzxy8y5vNFoj64Td+UIKch0ns8bD39/xXH6VVRa5F6u530u0TTENey2j0Nu6HZJgxKeN9zIm5e8p9oN6X5r/E2LgGG71seRPG/5lKb4hJ4QTMqhVaJBJZ/vJTn3s9EqMuVVczkfI96zyU3NkMw7EXC+J9MQjpjVyqLpzSyc3sSFR76ET5/xCb5w9v9z6/aX9thzVPiFNTbdVz5omBo635sLSxC98BKcOBsdU8xYCUEsUn5D/2zK4GXLZvFm29X9UCY4TR513e9W/q5qfa/L/vqe9ZF1SqoUSUId76u4XFTO8f4eC6eWGSytlHKzoCmlnuMQ9KqKJA7BBcAlM+HHGuVq7W3jYNCcgnJdLcVjg+Mfg2lLG8RVUcWraUKLq/3XCk4+IsxqC3sSiZRbtYnJNI+kI2hDUg1i99fBKcxuWhhRQffRWUr5e49R1enjSnFwjJAkyafpEp0O4+zhJmY0zoy+QGD8obKYOddAmDLvGApNMyL60T1tP/xiz1grPz9tZOy/mOE7HyB7qWzolRtqmEHUgidBeyd3lMJkqKhI5p1IeL1ZGtMmbY1ppjZmOH3+Ybzq6JM4ZrpXpWPFEgLZqzNBX9Pxb5E2OH2FstrzL2v/EjqfL4UNl4MYUb6iAMEREd542nzXzugQ5jc+g+1qEjaAjoayN+63l387ts8oNaITuDEuF5WroqrHS24SUIvybLmI/Az4tX38FmD5+A3pwMF5R8/iyUfsA8FdhA2vu7hjgxO3UARenKCZr+Fdwjwn3GvYP3jLtuZwqrRkU8zINvjKTEN0yDS7wDALoTEd3tmiSY7fycavLgrfhb9qZGl5Zpo7tZFzjujkpPlTeTSm3b/2TeFHAV7g/KiCeZHK5X4YYtubOAILl+nosmCup3ZbgpJNxZOpKFRSuZlGiubpC6CnO7KO1TCNgpEhbeVrIzje/gNhCebN6CAIN2qzGFzb/m5O6HxeZNqQSG8xiSydKCTzTgSMmD1plKHpjtxKKDbh+6Yv+jFc9z73N1EkXdEGB+CZvc/w6sNfHXn+3ce9O3asppj1e1HFpDZxtGiHcqA/L5molgUcYFbzLD552ifpy/dRtIoYYpA1s6532xWPXUHJiiY4317+bb577nfLuagiAv1B2ZHl6T1Ps2TqEhpSIwu14eBHd67l5AVTOeOwaaPqx0EtEpz3o90iP2L/W2GXHfJoa8ySTXu+eHeh9T5WCZ33IURw4mO8eJeb8k7OzkXlkBblnBdSZvTC72BaKyya3hTyagq6ZtYeG7e2imnT4G1nLnLj+7Q0pGh1Iwd7CaH33g13IjYC2zgJ/HWQSRm+1A/l24w2ns2m9I7Yp/cPGmJH31IkHLur0Nd+xMs80qRyCopaJGDKz3B854JxhcD7/gjbMovi7WmiMpNHqa0mDsm8E4E4daxXsnPijBMB2JPbyNbSPf6Kje3QNs9dmIqSJsIEx3UvXjZtmbub98IhOLOaZ8WO1TRMSlaJ1V2reWr3U75M4xVxydUw5yToOMwtcuzCDmUVVd3qPrR91LHTj+XEGSdyfOfxHNlxJEvbl9LZ2On2GRcM8IdP/BBLWRhihN47Z16xlMWeoT38+Ikf85tnf1P3+IJYvmEfP7173aj7cVCLF1UO+I79L4EXQbWJG/3WZ9wAVGKSlVVKcQZkZsAgtlLiyLiUEgUrr7N+N9iS/7iIvEHbjuA5dwz+OlELdpQ6x4xbPT2Ttu+ZBglOBUPeaa0NrNsXGKmjSgxIKMSsrt6Lu05ceVBKBMDS85FnfwH4v9/qEhwjlqAIUAq41ELcghg2/46qp+zno+zIzks6W3Rk3AlAMu9EI84l2Fv+7uPejVKKD970DdYNBkWxGs5PqCCZSCN9Z9Gb1jiNFXtXuAudA4fgxNnfQDkOzuWPXg7Aaw5/DecvOr/C3Xkgpj/asktwamt+sOH3K3/PvVvvHbP+HK+ov677K0e0HxFZZ3XXaoaLw76ggg68BMchrtsHtvvqKKW4Z+s9DBWHmNc6j2XTopM1jydiCY6IXKOUeqOIPEWE0l4pdXxEs0MKoQi2zgQQYWQcTz+CMPyqKAnbkERdu2ynE7VIR6uXDp96OGu719YolfD2ESZwtbWMODdtCezeG2rRa7aD+A3YyoH5/OXOjy2S3FWy3YkIP14NTh+GlGPWxN1fVE6n4LHvmlXEJEoCXgti+AijZYYlOMFYPyfOnwoqyoBUOOfITu5a5U0O6YkhJMJnX3E07/rFw5y8sL3iOEeDZN6pjDgJTpQbr/ZiilYROa9RUdKRr51LcBqmoVB8/t7P05BqoCWto6735LUNiDc1Q2hMgU1YLWoVF4bhy5flauQPUQlOkNycOedM7t92P1D5O4iDM+/05HoquvJv7tscSWIdVamlrFh7rPU967lm1TUAtGXbuOz5lcNHjcd3W0mC81H776vG+qIi0gFcDSwCNgBvVEp1RdS7FPi8ffg1pdRVdvkpwC+ARnTAro8qpZSIfAt4NZAH1gLvUEp1j/X4PSOMPDaI3mVFq6jCZcNTFkMfkMpESoPAM6G5NjgGbY1p5jabwJD3VKwK5/jO4/ngiR/k4785J/I+fEe16ChqCpQXUNnMPhF2P+i76tbGI/h16oN4nWaEoLTMe9l4cudQS+VtEhswMHrMa7PHcHhuha+stSFFz1DlsCxGnImuR3JkGl4JTjVUJq9REhwvZfv520/TH2zzCivTDPaaY4jwtjMX8bYzF/nGGYTbx/hh3OadgwXzWuexpW+LryxKsmNKKtbLxauiioJDcBxPnN58L735XqZMnYJpmExvnM4R7Uf4PHuCCG4Yhks1qqgAjBSosATnULbB8eIFc1/A0R1H05BqYHrj9OoNAvC+L1EqSC8+clI40KNjA1pSJYaKer3ZMbCD61Zf59bZNrANgJNmnMTKfStj+9+wZ4BrH93Ctu463o8aEbtlVUo58qYPKKU2ev8BHxjldT8D3KaUWgrcZh/7YJOgLwJnAKcDXxQRZ+v4I+A96FwwS4EL7PJbgWPtXd5zwGdHOc6KMGIM4qLcxOMRXEQM9i58Bcw4BtJNsdIXI+BFhQgLOpqY0lCesOLi0Ay3zHMr+Nm5RDeIL/S9QNYoAz45qjCFYaeL8Ny7l32EVG4VnrHPONpPbIISnEhVl8BNUy/hkeYX0mOGjXi9/UVdWpQVwYMNN6WGlwwH7a+CCKZqIBAbyIoy8Iu6p2wrvOEX9C69yFMYbYMj6MfdmJ4Yl/FxnncOCnzm9M/w+iP8iViDuYIAUmJgEZbg5Iol9vTrXbclZqTap1AqkDbSIcnQe45/Dx8+6cN8+KQP85aj31Ixiq13TKaYtdvggK2i8khwDnEVVRCmYXLyzJM5ZtoxI27vYOfgzop1pzWGDX69cXAcggNw95a7uWfrPdyz9R7Wdq9lydQldDR0VJQSffXGFazY1kv3YFkS9Mv7N/DMtp6a7ycOtaxILwU+HSh7eURZPbgQONf+fBVwZ0R/LwNuVUppCwqRW4ELROROYIpS6gG7/JfozMN/U0rd4mn/ADpR3tggWv/hOe21Z4haLOI6ienXjujpVVF523tzDnkRtQx5r6oQCg0dkI+IixAzWQVd3OPuYthsoZFdnhphwhQp0Yjp1z95euPZVKoXOOchof7Yz+F2lQIZ39dyPntSszi5/7fhSjEwEN8u1NtrxiE4Nb4SUE7VEPkqAlaEqDrWvindqBcRp31kPZ0KImXoZKcTjPGYdw4aBKUjUdFkTSOFUlbondnRm6PLk6+tbOCvF6z1PetZ3b3aVXP5rhOTtyoKXilBe0P7CCQ45ZnP+Z0cqioqQaiWYLMepI3yRvjqlVdXrBulohKXcFoMFssZ/L597rdD7+Zf1v6l5ojWOfZRpI9bVu3h9lWt/OLto8t6V8kG5/3oHdNhIvKk51Qr8M9RXRVmenZqO4CZEXXmAps9x1vssrn252B5EO9Eq8EiISLvBd4LsGDBgpoH7u8jLgdI2ItK6RNRlX2HCjNAliSyatDI2IFvT284Uh7fUGIlDpVRi4rKTyHiPXbqv4L/mdbmJg5gZXTupLzZjChnpxFHlapDVDnyq2GIjhQ7/3Tgt2xPL2B2YZNnmMo2lAyPrExwPBKciPcjmzLIFWOCaYmBX7Cl7ydnNFLTPca8W+Xx6LYp0yAVI60ca4zzvHPQoC3b5juOIh56c2ShlP8NzBdKmAYcO7eNn1/iVzneuflOrl19bbnfwDxTz8LqXejasm31SXCMgATHftF39eW4/rGt/OWJbRzW2cwlZyykvSlNSzaFaUjFzc6BjJSR8nk7jZbgGGJwxXlXcPum23l237PsG9pHrpTzRUh2kDHCBMcN9KcsV4Jjihlpx5gyUihUyFA9Chv5lfu51ZwDo0zrW4mO/xb4G/B1/CqkPkeqUgki8g8gyofwc94D23ZmTGm5iHwOne031m9NKfVT4KcAp5566oiuHyI4ttTFb4Rb7QdX+byBEckUoiQ4IoHejn+jLg+qdOKMcmLGZNiqo2qY3pLFGginTghJZmomWBLzObq/SIKTbeeh5hcxmNmEsFHXc9zNjaBBd5SNi6cv+8hxo2/J6B+utC/kp/O+zum7r/URHEsBVik8LqvgEhzlsZFQEfkkMgGC49/ACg0pT/54e/zb0+UAipXSWHhJY3R8lUmJgzOqeedQwZHt/hxNUQteyjBxgv15v93lM9/Iid3fRhaFM1/sG/Y/4qAEp56F1bsgN6Wa6MqFzCzjIUakF9Vfntjmlq3bPcDXbizbxr3wiE4uPWtR7dc4gBBKlTBGUcZfvODFvHjBi91jS1lc9cxVPLLzEbcsijS6XlRoLypTTL77ouhA4847U7SKFb3uVMBeLG/sqP1GYlDJBqdHKbVBKfVmW/89hF5qW0SkqshDKfUSpdSxEf/+DOwUkdkA9t9dEV1sBeZ7jufZZVvtz8Fy7P7ejjZQfIsab3mmCIZoV8uNL7sSnLD8El6Ya1VRBRUQ+kUKtzZiRMW+L9Rwgv+VW1Z+IDG2JN5zZjrinEZLNkVrQzoyt03tkMiPXvRkZ4NHxBrnJq7PmQwbjb4AiuUs6wE38Tjdj4212WPYkVlYVsAJdsbwuPtVEJWLR1kuwfFGk7aqLB6mKgVscHQfaTduUQRBqygWqzJJuvc2cTRntPPOoYKGVAOnzCynVYmywTEN05XgAOzoHeYLf36ae7rbuXHZd+GsD4XaNKeb/X0E3sl6JCRHd+iUMyfNOImGVANb+rZw5+Y7a2tspAI2OP7Trzt5Hm8/exFvPXMh89r1xvLu53ZzsGI0qsJ6YIjBO459R9V6QRVVY7oxlnQ5Y62mprLwO23EqtfrQFUaKCKvFpHVwHrgLrTX099Ged0bgEvtz5cCf46o83fgfBFpt42Lzwf+bqu2ekXkeaKf8tuc9iJyAfAp4DVKqcGIPscUIiYp06C9Kc3pi8sGqIaYpE2DtCnuIqJVVJGd+A6DagpngZFA+yiCE1yKVMCN2SEqsQtypRfKOXfRT13JkC72S6sqy27qXSr9qjrnUiUjDTM8+boqSHAiF/EGLd6XrN+uJMYKxf2sxGR5U9DjzA9vkECxJTi+jo97A7TNJ43jhVD+0VczMjYpBmJS+J93lIqrouTL8D/fIJq7tedDqjTuP6UQxmneOajQ2dTpfo6ywUmJTXDs457BAv25IsvmtHHe0VFWAdCU9ntFRRGnWjGnZQ5XnHcF7zruXZw15ywAHtz+YG3h/Q0TisOw6UHYspz0jkdZnHuWJcNPszj3LMvUc7ygcSPnLmlnWkv9btIHGrw2MzB6FdVoEVRRVfKmcwiON6p1f76fjb0b2di7kWF2MsxOBn0WKYzJvqoWGvg14HnAP5RSJ4nIi4B/HeV1vwFcIyLvAjYCbwQQkVOB9yml3q2U2iciXwUettt8xSOi/gBlN/G/UZ74rgCywK32hP2AUup9oxxrLJwM12lTQgt9U8bzAmZbYXA3cUuo/yjo2SORNSNtcASMCDVHdA/xCKuUPKWZJiTTzEhRUaAQKvCOXIjj41FxcFwaEOVFNfNYyDZAqz9jdy27U8t7lakLoTDoazenvUErR3F2IJb/vo64AETIiIByCI6dT6yKRMVQFictaOdphxOFxhvx3VeQpnkJVVQtwypMhorKwXjMOwcVjmo/ipvX3wxEqywcFZWz0bGU4uhZU3jPCw8L1Y1DFHEaCZa2L+Wc+edw1+a7+OgdH+WK866o3MC5n3t1nMespXhVd497etbjrZA2YelLgcqbjoMB5lA39GyCdq1+HisVVTUopfj9Q5voz/mlLztz29g7mHMD/VVK0eC8Q14JzhWPX+GGOthEd2S7sfCYq+XtLSil9oqIISKGUuoOEfneaC6qlNoLnBdRvhx4t+f4SuDKmHrHRpQvGc246kZcBN0A2eEV/w2P/xAGt0VV9h0Gv1NDDFoaUjSWdHI9J4aJ4dlZHTevjae29CDNnRj92zx96d7CXkcV76oGSVPcwlj5XqpBQtfxnDMqEL9KP3Z7p6GCZZmWkCSrFs2ar01zOf6E039j2qTBvuaUhrRPzG4PFigbGRdVwbWRqibBaUor3v38xXzszsjRuH0fMbPVWxj46z1VfRc4iQRnzOedgw1L2pfQnG6ODaBniF9FZSlFtoq7v2M3897j38uitkVVY6TUg5lN0VKjSASCxwXfQ1cNvmcNkikTnM9d9xQvWNrJBcfGp5CoC8M9kOvTKS7MTEhFP1Ewtj8JFF2CM14qqiByRYtbV+yktSFFNlWeL7YP97NTaYIzWBikMSJNjIMoFVVfvo+jpx3NOfPO4aubtR3VDm7Govy9W2PAcGp5St0i0gLcDfxGRHbhhgc7tBGbIiDoRdU4FdU4NZrghFv71BCGGKQMYWqjP+if6fGQ+sC5SzTDznwb2fss3DLScCHRi2FQPuKOw8xQOvIi2PaHKr1WWibDL3GUW3xFVUtEbin3UwXWEopEXQMi008Exukk6xTEZyjpHdl8tLFda6qs2lRVdmUNpnLzd+mujMin0uiRHlaUmHnepzhj5EkkOMm8UwMaU40MFAYipY9agqMoWdoOrGQpGlKV33lHfXR0x9GkzTRDhaGK9etB0L6n8kD89hje28uYhptnD+Di0+fz1NYeWrIpdvQM84flm8eG4Gx7DO78Rvm443C44D9H3+8IkLIlvk7I0gmT4Nh/33rmIk7xRDD/9p372LRJccfmO9g1tCtk9O6Fo+b0qqgKpQIzmmZw7PRjabED02aYxjDldA9jkXeslqd0ITAI/DtwMzpC8KsrtjgIESnUiFkg6/Oi8qNSsk1fuU1wFNrTpqM5A+kGjNbZbp3Dpx5ujycaIeJRiw2OF6ksaubIAk1F9VvJoFVE4qU7FdzEXfKjYs5H9FMJzZko26cKSkBl+YdtH5xsNPEpcxaHtR7nnrKq2eAEDZZDBs4R5KvCPUXb7Ow3SOadGtDRoAly0EYDHIKDttxSCktRVYLjLELOojQaG5wgnDQPoG03KqKY8x16X9XF05vL732+nxlNKX76tlN5m8eDakz8S/as9h/vW+sfX34w+p9V5d5GgJRzv/Z9jbcNzpEdR9qXs68X2ChOa5iGqZpZuW8llrI4rC1e7elIcLxedQWrEFJ/tqDXqxStmDRz1pzRuYjrvqrj34CrlVJb0UH5EthwFo/gTynKi6pCJxVPR7vvQsqe0KzA1b0L3gvmvkD3EWGXEzOYmFI/8fDnd6qBzEnkxxBmBfX9MYEUo8cXR2DM8IVdQVX9u6B3nbOE790dLo+bUJVVDGwjygNZIBnWWuVjFTFp+RWDevG5dNmlbvRRv91RlBoqqie7pI7cW5OAZN6pAe867l2s2reK9ob20DmHnBRtcgP41AxRKFpFRMoSgrGywQG/AfNwcThk0OxDSEXlkTZ6X9uB3XD1W+CSq13JKWjVSkN6nEjA7lVw6xeJVcJPXwrnf21ML+nemR3UaLzj/bzv+Pexc3AnXX1pvnfLppBHU0fjNBapd/FfLzjVjVEUh6ANjlKKglUgHVD3tXMyLRxGhnaOndvGv58XnQS0HtTy9rYCt4jIPnTgvD8opSrHdj5kEL1A+Ni1S4JifgyBnUrIDkM8f573frj1/wG4L0eUzU750pVfvNgxBRC2jfGSnaota8Ip0kRzKIdXHFHUYlrTENKmEaleiTIyDvUlAq//OXyv9oDXbY0RcRyCw3QNctrh8PNg482e8/7vt1hSboP4GMUahr27Pm1WOB9U+Duyyyt9QUZtqqxJwpjPO7XkwBORE9GpYKYAJeAypdTV9rlfoC1ae+zqb1dKPT6aMY0WzelmTp55cuS5tL1zvn/dHs6fongqM8xNa/+DG3dqr6MLFl/Aqw7zp/wqWkWfNGi8JDi5Uq52gnP2x0BZ3HSzlqgcfuYSsmmBnU/D2tvt+kUfoRkulMaP4PRuBRQc+y8QvIddK2Dro1AYhnS84W1dGNxH3p1UJiaSc9pMM691HsND2gYrGOfT8RbNFS2fSjwKjgTnp0/+lEVTFrFrUEeFCQYQFIQMmqiPFX+ruoVTSn1ZKbUM+CAwG7jLDuJ3SOPLZ305dgfsNwDT31SsSHagcuwGn4rKM/FEiaQhekFzLVREqyWqSW+rWWP41/N4adVof4p+TmW4x06/LdmU3rVVyiZeLQJvhcBTAMxc5u+vqg2OBxf9GNorh27xvhXVvKhGsmur/F17yXBEWwgFiZwojNO8UzUHHlot9jb72hcA3xORqZ7zn1RKnWj/e3yU4xlXzO9opiljMpgvsnHvAI9nc77d9u2bbg+1Kaqib4M2lqoQrw3OcHGYZ/Y+wwPbH+BPq//EjoFAUDcvwVl4Jiw6m7UNy1jbsAxz4fNg0dlw2LmegQ/T4FG/DRcqq4n++++ruPwfqyvWiUXeNgU76lVwdODf4S8GFPzhUijVlp6gKh79JQtsm73IuFrjiJJ9ueAm0nnWuWJ1l3/nHerL9/HUnqdc6fNEGErXc4Vd6LQKe4EZ4zOc/Rf5plmQd+MJMq1xGjt7bL/9wCLg++KqLUpBghOMWOnloJ5zqYjw2RBtsxMcQTkJZ5wNjr88mIsqKsT/+uxRINVDsVdaMF0phPKVBC8ZQpSbeLmdESGpqqD6mn08bLczBLzhKjBSfHhbPz+4zZ4Mq5GQamWB9iWrLLdRcVnoK6DaDsV1E4947rUQpkmJZezHWM47VXPgKaWe83zeZhs3d0KML+t+jJZMhsM6W+gYNFF9QAp/+IoAilaRuzbf5Ssby0UoY2Z457Hv5Mqnr+Sm9Tfx2K7H3HO3b7rd7zo+bSnsfCamH/ut97omF3M0pMreg8OF+IX38c3dPLu9d2Q3AdrOBnEj1/vQ6FEV5vv8xyOGlutPxeQj81/J9umLxqDP2uBkbw/a4DjR3GPTyHjglQJOzU5100FUimo8VvNOLYH+PmAnuLwNmAa8x87WfUhBeSUmDVMBv6u2F1ESnFic8g6YUk6lFa2mcLoqn0vFuCtG2exUUOBE16zj3RLgJ52f56a2N0c0DNvG1PPaBq2LyidUrMos3Eclu5QIeL/ndAOYKU6cP7XcNDKdQz0PzF+36HGFHL3Rb9TYah7KfoVxmndqyYHnHcPpQAZt4OzgMhF5UkS+KyKREeZE5L0islxElu/eXUN03f7dsPnhCI+70cE0TExDOHlRO0fMbKUx4OobxOa+zaGysTZmXdy2mBlNM3zkJhLHvxFe9p9w4Q9Dp1xPQi/BWP13Grfey9Lhp8haQwxVIDjP7Ril63thADJN0T8gr8qqkvi0mC9vpKpBWbZSXpjx2G85wZi4xLeOJ1NQguO8R7kqkjKAeS3zOHPOmbz7uHf7yqO0EP9yyrxQ2WhQi5XlfOBjSqllSqkvKaVWVG1xMML+fvOpFug4zF8YgM8wz9lAx73s806FV33H82OJj/fivV46hv269VPluTckwRmJh0GMwa+IkDcaqqYZqOkS9t8pjfr5ve+ISzzXMVG21Kpo+HXbWftZNERJryLHFS2NqmmMkdeopw9/3ZLH48KKkOBcZpaDEUZdpuqVnUbR+rtqrSdTfjOieUdE/iEiT0f8u9Bbz07jEp8PVqeQ+RXwDqVcvcBngaOA04AOYjKbK6V+qpQ6VSl1amdnZ1QVP7Y+Avf8N+T7a7nFmuGQk5J9m/kqSuN8wLAXxj6gXHtDO1848wvVKxomTDscmqfF1/FKcFb8mezDP+aCnqt5VfevK0pwBvNl1VGhNAKVT34wbHvjwEu6KhHWx34Fd1wG+9ZXv55SNsGxMdxd2zjHAHESHMegO1+qTsrTZpq3HP0WTpxxor88guB4DcXHArG9icgU++O3gE0i0uH9N6ajOBDgBMuSlLtolBfP6OzW9lFd/VeW4HhVVDG5qMSAzqP0P3cE/vGMLH7SSOUw9fc6d2oj33z98ZzceaTvXL59CXe3voJV017i6+PM1sN5ldHGy+1X9siZrbRkTX+v8UtZfeON9HQS+xIRsrIgmQywlKZMyh2cFdE+HWP75PYf+hC8XEUZToVzsPLUsfUEqQWjnXfGIAeeM4a/Ap9TSj3g6Xu70sgB/wecPrq7tZGxF8v8GKXE2Hg/XPtuzDu/CdseZ8sOLS3JVSE4PbmeUJmIMKtZx5Q5vnPsBPdjooLwEpx0EzL/NERgTmEjLSv/GNtsyCN16Buu007mzm/AjichLpq7l/hYheg6AI55w82f0QS3ElRAyT7OKRa9sFy39GgbnGq2TpUQRXAcIjVW0uVq2cRfBTwCfgJpH9ce7/tgRS27m3olBDVeLxUjwTHEiP3xWUaanel5HBZ3kRrj4GQ9157fOg9wAhjWcq/+Oh1prTefK05sX532YnpLFrq9RrAGiPBE01lMN3b4+kmZaS4w2tzjxoxJumhQwIIxdHONGn8tZ6Pi4Dh4ydEzufohk0K+GBnozxcycgS/+oru9VW6yzd2sjlzBEPZjXVfdxQYz3nHyYH3DWJy4IlIBrgO+KVS6o+Bc7OVUtvtHHivBZ4exVjKcH6vhTEiOP/8HgCNqgiqxM/VHr4pc11JThx689F2KZ9/3ufHZlweGGL4Ar+NCF41fdM0OOP9HGFOYdW9f2Jo+yq6BvK0b7sLZp8ILWVJmleCM5Ar6hhitWK4F5qma8PnamMqRRAcqwR7noNdz5bLNj8Ec08J17WhlGIr+fIPYRIITnCucFVUNRgZxyHoJg4egjPiXv2Inf2VUq+y/y4eo2sddIhWf4RqAbW7ZAfdxP1xZsof44yMKy1oPc2HMziYrUGaUdlUdm5jJ5ca0zii/QSmtMyhTHCqI9jzYU2z+LQ5i3mk6cUKiHSMyJbhuEOB72HJS2DlLwBobdI/orZG749p5D+fSBucoAG2qlzfC9MQMqZBgehAf/VwmmgbnkrvXeXOlYLb2i5isOF3tQ9ilBjneadqDjy77IXANBF5u93OcQf/jYh0oh/c48DY5LlzvIsc75wxwjE0kEYooPh0aWvV+o4E5yULX1Kl5uhx1pyzuGfrPb6yQikcG8WLr7/uOAbyngXV+753LIZsC3L6u9n80BOk93bzo6sf5EcNP4PW2fDq77lVh/IlUipPUTLk61FRvew/tdqsErxjisqe/dQf4Jnrgo0qdnn74Ea2KQ9ZmkBPKh3GIl5FVYsNjhdvPeat/OCxH5AbbuXPDw/yN+M53/m4iOojRdXtrYjcppQ6r1rZQY+ohc3wZAqvo10l1+RaVVRVbXAqoKoNjkQcBvo9zWgGI+MvH+HLOV8cF8jAxWuM6WM430DnkbDwbB17Zs3voTjIlIYsF500l8f3bC/3XEGiUg21BMfzQqmK36hTS/8f6QFXbl1IxYe6j9v3VHwf9mMvqvGYd2rJgaeU+jXw65j2Lx7ptSvCUVEFJTiWBcWheHVIFYgIHzA7ubwUqYkLzQM9+R46mzp57ZLXjuh69eCNR76R1x3xOgAe3/U4Vz1zFXuG9jC7ZXZsmxlTIuLKnPcF2LcOlp4P6IW3IBkarQFSDikY1sStZCl6hgrM3Hk3r913PUVLYfVeAZ1Laxt0vfZIUQSne1NEv5V/YxsLQcnaxElwSjGRjMsSnPoIzpEdR3LFeVfw8asfZ7tSBLOvOF5+U5vGJudXLMERkQagCZguIu14bECBuXHtDiXUttjZEhxnMplzUpXqtRkZV1RRxXVdzRwldJXqpbVDRfdScQH23kvQlqX80XCM+VKNcMTL7NqOaNUgkzLGbqGOGW/Z9b5GTJlrBwwrI8rI2OlvY3Yp8rIfRA/J/hu5+xkHz6zxxCE578RJcB77Fay6Cd74K0jVoUbxYL40slAybFR5LjWm+UJCFwMLcG+ul7ZMGxMBESEtehGb0aS9/y978DJOnnky81rm8Y9N/+CiJRdx5pwYVZCDmct8sapEhKKkSas8aZX3bTCuum8D/1yzhxcNbCFtGhStEutWPMrSw8eY4LTNg54t0Sqq6I5rrGdjAlVUzqVCXlRuHJz6pUlKKfpyRS5YNou2xjS/e6hM+o6ZM4W3n72I0xaNjZlvJQnOvwEfA+ag9eHOHfYCVXLdHyKoZfEIRjKu8UfyydM+yYaeDf5dls/IuHY3cQduLMxYL/E4aiM1LpQV7D1iBxWdWjOq3uGdLczvaOJ5R83gRs9GSByRbYR4O9ooOFr1VRvGaMG/4BuhHV6UikkQ2hrTHD93GofNnh46D3o31YzBkhn1uY+qmlN4TCgOvXnHkdA88gt4/Lf6s2G6kgfu/U7ZeNXMwAlvgsapNXXd0DaXTxY6YHAv6qS3ctW2clRtheLDt3+4fKxUbFTk8YQ3zcSjOx/l0Z2PAvCXtX+pTnAiUJA0KVUgrfJYCnfb8ND6fQCkVYG0KQwVYGDt/ahnmxEjpVXbZoUlsdaozqf/G9z6H7D9CZh1bPX6VefWwIQdJRkaJ8TGwXEjGUfb4OzqHeZXD2z0hcEAbdOzZqf2FmxpSNGU9T9TU4QXLK3B87BGVLLBuRy4XEQ+rJSK3joe4qhNKlDfIuLY4CycspCFUxayfMfyci+eH0I6zganwo/FORPP/yuNtV77jvpR7Uk1pE2+9JplPLH7CdhUru1KcHxSLYdQhntVfiOZ+sY4EomIRNxbKgP4v8ORBPrTY9Ki3cggjzHBG92G1XufUDXVITnvpBvg5LdBnyea77o7yp97bRs3qwSDe2DWcTqSby3INMMrvw3oN+Dd0+axpnsNppg+T8wVe1ewuW/zhElwvGiOUb1Oa6zgIl4BWoKjCU5JhX9VWTVE2rYhOSz3LOrRbfp3MrQPTrwk3KGDWiU4DhF69gY46S3V61dLqRPckVbyzhpjlGK8qAw7TU6cDc6K7b2s2NbLkhktPnLkkBuA1mzK9iItI0ikRotaXEwsEZmqlOoGsMXGb1ZKhSMwHWKQGihDSIJTQ6/xp8o/MKOSm3iVsVQfSpXFsIakmgBNWRNjyENEpJalMq5G/KANV4LjIQyuzmhsA5XVZlgeaFP1rh0bnAgJzrmfhSe+V6WlU7lOG5yaMGlSnkNr3jnqlf7j7o06qeMxF5YX3f7dcMOHRrXAnTjjxFA8EoDh0jCb+zbTmmkNNxpnxOW7KozwPhsaGkkN2QQnIiZGgzVIf/vRXNH8OlKqyA+syzFMqZo2p2aCU8FQOvL3VE3lFDw/VikgaoBlP7+ojDfZtEEuxki7P6fH+Inzj3SjHgN86o9PsLdfx1tqaUiF8oWNdRLRWr6x9ziTDICdnO49YzqKAxXOt15x0auVVNRixeEhCzEEp7bddmzQlJquHYdjpvnzNk1rztLaUB5nS0OKZXOmBJvFX8H7w64wCUiTvdObOj/iZNSiX38wqe++6US++6YT626XNXXAxcYK6iDnTCnq5zj7OMiOfNEp337U9avsHKvWGFcc2vPOyZfCSW/VCR0dOESgVNC/h0L11Ci1wpESTER+oFqQMTORgQdrwcXPW8KS6Q1k1TD5ouVKIVIqz/zcGmYVNmOlm1FiUjCynrhgVd72Wjc3MeYDsQgkXK6KET6XkSBORQXaoPuBdXv59B+f5F2/eJj1e8o2ZP3DRbJpw0duAN53jvZCO6yzmYUdzSya1syMKXqOfP0YRzGG2iQ4poiIHfkT0VvYkVm8HWSQbKs2KGsN2z6eKE0UCKYUqI6KGaXFoKUhpTMVxCSRrIUBWyNRLdUQvPB9J7yPjzz5K09JONlCUNQZPB8PT0qDINmZe4oObDjj6FB9MYxQ/dqlaWVMadCTVn8xepI7fm4b7Al/3Ud1HMUbj3wjDcufi2znG1eFIIIjRaU7rc0EZ9IozqE970w7POyS7EgoSwVYeSM89mud0HUM8h05RLxSfqCJRNbMxkpwLGWhlIrPdJ7KkjKERmuA9XsGyO8tMWVHL+d3/Z4Fwyt1/20zdVpVylKKqhKamlVUNZLEl35V2+psuAcWPR/mnBhTcfxVVBv3DvD929ZQsiwMQ/jUy45iVluDS/6iHBhecdxsnt3ex/IN2rbpynvX89XXapuj/lyRlmz4ORzW2cLP336ar+zrrxu/zE+1fBM3A1eLyE/s438D/jZuIzqAIAi0zNQ69ADebU53a0E9cXAqqahEEwRhRN4xrkKtylDef9R7+e6WDwbaVb7esjlTagrrXnXU3vuqVXJhmDDzmJj+TDoatUV+oxVhjxL1HKctiXXljxv/O5+/mJw5F2OTn8iICC+c90Ier3TnTpTsyDg4tdK+aIirIo2yRRp7G7IxRDLvBOGoPnavhM0P6s/9u8aE4Lx04UuxlMUZs84YdV8jwYVLLuTPa/4MQGumlaM6juLhHQ/zm2d/Q9pI8/SepxkqDpEv5SmpEikjxfde9L3ozlKNNGZMLi3dyQY77dSKbb0szq8BwBKTRS9+J/zmCX2saiU4Nf4WvIbKobx5HnQeAe2LoGsD3Pl1uOTq6HohFdXYE5xv3rzSZ09z1f0b+PQFR8XmogI498gZnHvkDD74mx6GCyW2dQ/xnVv1/Ldp7wDTWiJTtU0oaiE4nwbeSzmo1ZPArHEb0QGEmkiLs8DU6toX68lE7TuI+M5runbkohpVZt/T5W8+qXoOkbZ50B1O5ucfXeAa2Rad2HS4uzIri3oubgRO4RWLX8GC1gWo5Z8C4PyF5/OjJ3/M3JYYr+OGCoaWMd9B2jRIZ+NF0y0NKabFREw1DC0Cvvj0heHL1Ugw4j3dHIJT/7tz+qIO/v5slkzLpOzqk3knCEf14ZAbqF+9EYOmdBMXLb1oTPoaCV668KW8dOFL3ePfrdTBJe/fdn9k/aCLuw/zT0OGu5lqFbH+/ksEv51IoWkmZqr8Wy2NtQTHW88qVfbMOv6NcNd/2XWtaGOX4Drz9LX63+v+FxriVf6jwdauIfqGCxVVVA7+/aVL+cbfVrJoWjNDdpToztYsZywemZH4WKIqwVFKWSLyIHA4OsrndODa8R7YwYN6d8CVfkS19bVk6hKeN+d5ofK0qdtnUyZU2AREL6rx144SRYbQPFOTld37qtf1IuIHH/KuqBj7xyBlpDhxxomuFGXZ9GVccd7IPI5HYmQMsKQz3oVb0M/wiJmjnaziv6Nq0hoVYTfQ1pTmS68+ls/cM7aG2rUgmXciYBjaDsSb4mAC7TEmErXY3yilojdjDW1w3OsBuP/ebZzd/3eMwpCvirfdrv4c+wbzzFloVdaB1uomnvX8jkv5ygQn69lM5fsqb66C6N02bgRnIFfke/9YzfHz9HgqOTctmdHKzy49Lb7CJKJSss0jROSLIrIS+AGwCUAp9SKl1MEZj6JO1LS7rluVVFlF5cWbjA4+Ys4IVfvYKR/jebPDBKejOcuy2dM5YmaVeCmR/GYEqoqIjLvVn1l1L6r5rfP5j+f9h6dJhV3PGFvlj7i/tgoGdM4kFaG7r2pTVUXf7xCbqCjJXtIz1BYd7GysvRqqIZl3qiC4WG5ZPjnjGGfU4kGVK1WXXvWbeoFu33U/pvJLfY6YpVXg/cNFugcLPLK5p3JnNUtwBE59p/5cjah5Cc1wdC6wmqX/Y4wNewYoWZpETvQ8MFao9I2tBF4MvEop9Xw7JsUos6MditAvxosX1BblvZoNjhfPN1o4QiLCl1do/uUXfqJssxx7rfo9bkJ45behKRiNsnIfFZRzIcxsnlnOtF1JghP1io/ixxrZXy04/2twYYyHc/timHls5Z1eDBpf+yNoncVsUhXvK+q9KrbMAWBXem4F1eiET2zJvFMJQUmbN17OQYRaJDjbBqrnwNtn20Iu2vCH0LlPX3CUz+B19u5/ajVRHOoxEXDsparZy3glMHdcBn/+kP533fvgtxfDntXxbcc5J1VzNqUDJY7WMmISUWnorwO2A3eIyP+KyHlMqtfoAQp74Th55sk1qUWqGn5OP1Ibpo0Q0xujo+F6YQTUMI0YMQtghZ1F2zz8xrzVx2bY9SIX1YhdzBfM2fy7OTN64rEnmJGqlOIw4p1MuhGaY3TSYkCqskHeEe1HRJZPb5zOh2e+kEuMDiIfsl0UZYOj0k3c0/pyBo2Jj31SAcm8UwlRMVYmaYc/nqiF4Hxn+XeqSjc++eYLAI8hcTXsXhl/rp65xPZKqyrBSWXhhDfr4I0zj9XeoJ1HwVCXPv/Aj4idZ2uQYI0Eph3EbyBX5JGNXWMefG8iUSmS8fXA9SLSDFyIDp8+Q0R+BFynlLplQka4n6Ciu+0YTTB67fS/TCFD5mwLUF9I/iAydhTkuJgX3jX88+Zs2oI/bDdgYP33PfKfSvha7ZKiPU5yMWMZDO6G9Nha8leModN5JKwe+5/Fl876ElMy8br2IxtnxO4uXRXVAcIRknmnCqJ+s8VcpCfngYzzF53PmsfXuMcnzjiRF81/ERkzw9rutfzxuT8CWpVVybV9ekuWdVMWMdC/kYiYfwCszR7D4bkV+sCbDyw4v41IghMkOBGDWPZa/c+LTffrlAzBuW3JS2DNP/Tn4vjYX11w7CzOXzaL79zyHP25AsfNnTou15kI1GJkPAD8FvitHU30DWgPhxFPNCLSAVwNLAI2AG+0A3kF610KfN4+/JpS6iq7/BTgF0AjcBPwUeVhGSLyCeC/gU6l1J6RjnNMELPjf+ex7wwtWtmUwbyOVk6cP3Vch3TB4gswDTM+z4tnyLPshHi1xMGpBEGi4654bFNqcUeP7jxi4klloWkcrPgrSXAWPV/vvq59dd3dVpykq0rdqhPNeIJjR1GewAzFtWA85p2DAlHvSb7/oCM4x0w7Jlbi7Q1HkS/lq8buuWvmW3lp71djz/+t7U18aNcX9MHGe2HKbD0vBVVAIyE4D/5YS28B9q6p38V7YA8U+8rHp7/HQ3CGotuMEoYILdkUX3h1TOiNAwh1adeUUl1KqZ8qpc4b5XU/A9ymlFoK3GYf+2CToC8CZwCnA1+0JzqAH6Gjmi61/13gaTcfOB/bOHHyEb2wnDzzZJa0L/GVGSJ84vyjQvk54nupHaflGrl4qY6KmjWzvOqwV8VLcEZqZ1IDQvfRvhD+5Wf2OYmoVIO0aNTu87Wj6rNprq4CDOKLZ36Rr5z1lRGOiPKziXTl15N0pJHxAaLaGMN558BHlIoq1xcuO4jRYJbJXN6qLsXoNab6jq2ARNr329j0ADz2G/tEkODUMQt3HAZzTi6Tm+7N9ZGb4y/Wf4vD8e3GSYJjHMAqqSAmy3zoQuAq+/NVwGsj6rwMuFUptc+W7twKXCAis4EpSqkHbKnNLwPtvwt8irHOBBkBJ/rnSTNOiq9Up82GUSnh4igWpBcONfGCOWfVVHf8LOZjTFYDAf3qNmytaGQ8tvcy1jY9AJ1NnbRkRqd21ND32pZto6NBG3gf0awNiRcUp1ZsMwnGxAlGgqhNyapDK/5hY6rR/VxrOoe/TP1XulKd7ErP4Z6Zb42vOOMY7a4NoyM4DW1w7qfhJV/S/2Ydp7tEkS/WYBx8zGvgzb+HN/wCjo6RCBfHLlWHFwcRv6kp0N94YKZSarv9eQcwM6LOXMAbGW6LXTbX/hwsR0QuBLYqpZ6otkiLyHvRgcRYsGBB1QEvzs5hLet9ZRkzw9df8HWaUmF3aM+VqvYdGFh99evrPLL0i+ZsXyiskeRqGktEL7aVJDjxpGPMyVoN/X3JnENxMlQ+9tgue/5lbtGs7FQ+0T2NjdmwDU8tz6Yx1cgL5r4gMq5SgklA51Fa1eHF+rv0jr952kFpcByEs7GE2tzJS0qxIXsUG7JHATA33Riqc9W0j9PalOFV22/jhCn9ZGFsvZTaF8Gm+9ndl2db9xBLDl9a3ZJSBNKNqLhQEI//Rhsjn3Lp2I2T6KjFByrGjeCIyD+Ijjz6Oe+BUkqJyKh/lSLSBPx/aPVUVSilfgr8FODUU0+tev3jm5ayln+Gyqtm3633ZQnU96kRQomOXgUdi0fct4NOiY/AW08/AJeZc/1iwRlH+wjIiH86lb6hyBgv4zTR13AD02Wi9w0V7tXSHtZRaSAWTatEzDVEhIuPunjEI0swxphxjM5DFURhAJjmft8HM7w5qAo1qH1KpUAuusDP5X3nHs6P74TGxgZWb7ZYUOpmplLc/dxO2jZ3s2haE1ObRhnN++jXQNs87nx4E8/Rz6tPehEn1No2ON+e90W47cv686qbEoJTAeM2EyulXhJ3TkR2ishspdR2W+W0K6LaVuBcz/E84E67fF6gfCs64uliwJHezAMeFZHTlVI7RnEro0R9L0uc9ESQ8C/z5Aqi1klCyOMqEOyvkirEOXNc53H1XXRCVVT2tRqmjmm/o0KlXbu94JUiVJ8iwqJpzTy1d7wGlmDMERdOINev/6qDn+B4UYsNTjHOfcrGaYs6OO3tHSil+N1PmtnTtY/G4SIbd/dzPLBh7yAnjpbgGAbMO5Wdq9pY39ONla5DJR2c32YeowMJLr9ydGOKwaSqqHaugNZZETHURobJ0kXcADi081LgzxF1/g6cLyLttnHx+cDfbdVWr4g8TzSTeRvwZ6XUU0qpGUqpRUqpRWjV1cmTS24Ise8Pn/RhPnXapyo1GM/B1FSrlqSZ9V+5+rVTInzl7K9w6TLPjsRtVmGSqhBCfVxsS2Ydr40I4zBzGbTOHvvrVkXEvdo5e6xJVjsmGCOkYrylHEPjQ0CCA/De498L1GaDc9qidt9xnIBCRJja1k4xn2PDrh5kv/EsrBJ49YEf67QNY4RJleDc9mW46ZNj1t1kzXrfAF4qIquBl9jHiMipIvIzAKXUPuCrwMP2v6/YZQAfAH4GrAHWMgFZhhdl59BqjeBxBRaWIzuOZMGUeJufavYvFy25iJNnnlz/OOrAZBqcdjR0kI7Ii1TZi6qCVGiMf6yCaE+WSv2e9wV49ffG9LqVUcmLqmTXmPh8UvsbRKRDRG4VkdX23/aYeiURedz+d4OnfLGIPCgia0TkahGZ+CykXndwbxbxzQ/Agz+BP75jwoc0GZjRpFPU1EJw3njq/Jr7PWaRtqrYuWevj+BYSk2a12HkVeefXv687g648d/H7HqR+T4nEvn+MetqUm5FKbVXKXWeUmqpUuolDnFRSi1XSr3bU+9KpdQS+9//ecqXK6WOVUodrpT6kIp482xJzpjFwGk0sryzd2r9DWvdOdsxWyTq7co067/ZKZy38Dzeeew76x9HPaiZE+wvO5wwRkrSZjZF2buXMR7SrXGFo6KKMcSe36jVgbOaqhvaHwSoGp7CxpBS6kT732s85d8EvquUWgJ0Ae8a3+FGwCvBefXl4HjfbbwP1t4+4cOZLDixb2ohOPW4PTdO0fPwvj07MTyuF09u6eHn966Paza+iBp+41S45Go44U3lsnV3+v/1bPG3Ge6FLY+U/x0CBumT5UV1QGJES2atC+LUhdA2P3phbpsPC5ZAS+dIRuAZS213UN2LaqSRjEdCO0ZGVEZqZPzp0z/Nx+/8+IjaThoqfQ8tmrDtTM2NPN2ZPYwj+ChtmXEIirj/4ULKdn1XoW36Pl1LQ1sd/mLgEk/7L6Fjck0cvDY4qSy8/uc6TspTf4AVf9bq0cZ2mHMS3PeDg3YRm5KZQsbMsLlvc/XKAVR6JM3tWjK0esNGliiL2W0N7O7LUbQU96/dy9GzpzC9JUu+aLF2dz97+nPs7svxrucvZsaU8Qq2WGEO9M7VDwRexelHwPmeAIc3fwYGPQZ3J/1rvAv6ZGAc3tWE4NSNOr+EGgmOGAYqMtQvmpiMwuiqszVL73CBAzulz8RM1NUo2P6dVTdibLOO5bcdH2JvqrJk6hBBLeEpABpEZDlQBL5hp4+YBnQr5aakdsNTTCiibHDMtM5ndPRr7FQuwM5nJnZcE4yUkWJx22I29G6oqX5rQ4q+4WLVes1tM2jJpmix+mhtMOlsydKcTbFml1abXBkjxdm4bzCS4PxjxU4WTW9ie88wGdNgS9cIog9XmnMWnAXP3ghnfchv9/fgT8KqnsGAN8G+dfWPZTxheb6f696npVOHnTuqLhOCUwfGU4LzqdM+xVO7nxqXBXTu1EbmEo79EAepJtJ1JEmLXlD3WEZMU0bI7sfLnmhqdirdue5x6bt+VLDBAfamo6I1HJwYo/AUC5VSW0XkMOB2EXkK6KljDHXF2KoLTkyUxecEL1omN7qgXH6QorOxk0f7Hq2p7ldfeywf+/3jQOVHIo3tLJnRyr8f2wlP3w3otAXzOyrPn4WI4H27eof53UOjD6hf0fanpRP+5X/D5ekGyPVW7tibd2t/gNdAfqgLnvh9QnD2e9Q4wcxvnc/81tqN4cYTVUlBYztc/JuK3ktBvPeE93LXhttI7bq3vsE4QblaJ0gCUcPX9Z7j38OC1gX8xz//Y/zHk6AujEF4CpRSW+2/60TkTuAk4FpgqoikbCmOE54iqn1dMbbqggi84aronFTBegc52hvaGSwMkivlfMH/otAckf4mEoahyUH/TrzbsYxZeaOaL4UJTjX39HGFGNU96vY7ghOQsE0ZvYD0ALOYnFyMqw3ORGDMbHAAMyaLtwfvP+H97udl05bxgRP+rX4JVfN0Hb11ToV0GBFwdj3e6y3oaGJBR+XgdrVIfE7oPIH2hkgHnMnBQWpnMQ6oGp7CDkuRtT9PB84GVtiODHcAr6/UfkKQbtgPXF0mH9MatN3YrRtvrVq3rvxK6Wab4ABnfhAAs0r7Ymk/+w2KUT0ScwzBmbTpJBjDaQxIevIrGW/sTwSnRoyVmmzZ9GVj0IuUvciCePk33QkovnX5XjqaM3Q0T7xn7/jDmZEO/l37KFE1PAVwNLBcRJ5AE5pvKKVW2Oc+DXxcRNagbXJ+PqGjT+CDExB079AYR6rMNMHAbvuzVvs1pE0On6E/Z1JGKLJxIUKCM6kYBcGZNAQlTmMwvkRFVStGuuiPkuCMbcqBGu9hNOvkq78fnfG4WsezT4Ttj9d3rfZF+t8Y4oBOOnkIqCVGA6XUXiCUkVwptRx4t/35PiAylLZSah1wetS5BBOPrJllwZQFLN+xnId3PAzAFeddUbXdkbOqpNfJNEO3bTuTbYVXfAsjP8j/N+MoX7U7Vu3i1/dvBKAwmeqoKIhZPaq1hwCZqkDGjgptlgahVNRS+olAzxbY8RT0BzTGTvDKUSAhOHVAL37j40W1P0FGI9gbqa3MOZ8e0+R2I5VC7d9eUtUQPfaXHzebtsY6840lOLDh6BkOcvVlS7rFtwksWSVfriov/vsNJ9A9VGB+exWHi7RHYpxphilzIqude0QnZyzu4GO/fzzSyLhUgfTU/a1kmqGxDk9aMWr47svn37v9izhCqHn3NcKTDXDJ7+sd5cjw109ElycSnInD3KmNrAOaM3VGhD0QCc54LfKV+jUMxlJjGmWDc9CiykT2+lPmVTyfIMGBik19fi+lweJgbALk9uYM7bWoqLOe9tkpsdVEhKZMirRphFRUm/cN8vTWeMe7uqMidx5VvY5vcDWoqDxjiAiVW9/1xhodh8OLP1e9XhUkBKdGTGlIceL8qWRTdYaR3p8ITq1GxuOmptn/ycYBraJKkMCB81s/yAl+g9lAP+U5eaAwEEtwasZxb4DpS3R0+Wz1pJhpU0Iqqi/dUDkOUT0arRGZKRhmdYJTGGT1LT/h7uyLOGV/E/RlW+JtL+vAfrT6HjiIzJUUh/2J4NS4eB9MUo9DirAcRN9bggS14H0nvM933D8WeYyap8GSl9TsuZkyjUgVVSVUUl+NCUQiCU7PUIF1u/tZvauPbT1D5J64jhWr147vWEaEsZnLEglOnXhT2zEsPf3/1d5gvyI4k4wDYAE+sMndgTz2BAnqx6xmf0zHWzbewpL2JRM6hrQpFK36CI413rZRMSqq9XvKdi0DOW2EfHhuRajewYKE4NSJ5zfPh+Y6DGlHuWCOqRfVWMbBGdkAxqnfClccR8Ly5bO+TH9h7DLfjhijmCxntenw8lMbD0b3+QSHAj568kd5aMdD3L/tfnpyNQecHjNoG5z6foP1/GRHtAbUYoNj49SBu+rvf7wxRmtQQnDqxuQoKydS1VJXUKz9FM6kMJ7PbVrjNKY17g9JKkf+Tr7i2Nkc3tnC0bPjjSkTJNifsbR9KUvbl2KIwT+3/pPbN93Oixe8eMKunzYNhgtVXLIDmAwJTpRarNdsZ3dqNq1WD6YqMq24s7wPVuqAkLpXQkJwasUB/kXXB8+9nvw22LtmjLo9lJ7hBMKZLEfweA1DEnJzMGKqnQNr2UWTO44JxHBxGIA/rf7ThBKcee2NLN/YxTUP68zmuRqC/m3tGmJHz7ArQR1z2ATnT49u4Z9rdCDEd+4I56Z6rOlscoe9lOZsikLJ4vDSOo7fc6U+aRUrxDQbZyQSnAR1YyQqqqNeOU6DGV8cUsbFLg7Fe04QiUwzXHL1ZI9iQnFkx5E8svMRQLthT5Q93emLO3hkYxd3rNqFpVRNaRtuXbGTW1fs5LKLjhs1yRnKl1i3p59lc9rcsrV7BmnpGeKOVbvpaEqzaHozrbvSWEpRshSGCD1DBSwM3nz6AuY7KWx2WfAP+7mV8pNHcBa/cEy6SQhOgghMQhyccUItROew6c2Y5gFMDqbM1n+b6ggEliDBQYYzZ5/JUGGI69Zcx59W/4kLFl9Ac3r0rsbVsGxOG1dccjKg499UcxH3Yu9ArjrBqcKXfn7vOh7b1M1/v+EE2pszdA3kuWPVHk4dGGAoW+R1z1/MCfOnwsZwHr4TzzgavPn5vEESS3lg/J9fCOd+FuacOCZdJQQnQQgHgybJtcGp4WamHOhRfo9+jQ6MNevYyR5JggSTBhHh+M7juW7Nddyx+Q5W7F3Ba5e8FoDFbYtpyVSPaTNaNKTrCwTbP1ysXqkKdvRq1Vx/rkh7c4a+4SIWBgunNfI/l5xENl1hmZcK4y0VRj22EWEMsog7SHyYa8bkrvoT6b5suCqqg4DpHAoQSchNggRAZ1MnFyy+AICdgzv5yZM/4SdP/oTr11w/IddvSEcvqW1N0Zuoax/dQq5Y2UC5ezDPE5u7eWZb2IYGIJvSJMUxdO7LFVAYpE2DrFlliY9JawHAk5Og4nzND6Clc8y6SyQ4CSLRnZrOoDH+O54ECRIkGEu8cvEred7s5zFYGATgyqevZLg0PCHXdshGEJ0tWXoGwxKRvf15bnh8G284dX5sn2t261AUxZLFYL7Inat2c+6RnTRl9PKdSWkS05/T0qD+4SKWCCnDCfZXgeQEJTjtiyGVhWIONtwLp/8bpCYwhIQxtpQkITg1Y3+LZT1+EBG6zelj1l9Hw+TZhhzYgfsSJEhQL0SE6Y3Twc6p2ZBqoGiNXhVUC9IxtnwvOWYma3ZFx8zqGaqsCvLmrbpn9R6ufWQLW7uGeM8LDwMgY0tp1uzqpyFtsm7PAAoD0yU4FRAkFGYKLvgG3Pjv+nhwT2yy0VHh/h/C9sfDAYEqSZRGgITgJBhX/NcL/4vUGLPyenBoelMlSJDAgSEGVo1B70aLuA3VaYs6OPlt7bz3l8vr7tNLARxX9G09Q25Zo50A+uand3Dz0zuA/7+9O4+SqjzzOP59egW6gaZZOywiBlRQQSUqLnHBuMWIGjU4kyPOxHgwMYnxmKhHx3VMjMlodjPOxGjOZBGNRo+KBA3GSRwXDCqgEFFRAREEAQXp9Zk/7lvdt7ur966q29W/zzl1+t733rr1VLe+PPd93/u+cEhhQawFpx0FaVp3BsVubl+4G0bt27RfXxt1h8fLumPDMhgwBIoGQHWs600tOLnSf/6h7M1vOqi49ch9EZFsKbKirLXgtKewjQlU/+/1Leyqqefrsyd3+lpvb9nFpQte5JpTpwLRMLxvndi04vjoDe9gq54B72ACwnSDjONdUu++GL3iVtzXsykI3KFmJ+x1LJSPbj7PWnuDnrtBCU7CeaZnvEwjSd06Vx16FR/Xf9zxiW1QC45I/1ZYUEh9R//QZ0kDdeziLcrZi387dSo3PhytA/XSO9u6fK3tu2p56KUN1NY1MG7YIPYeE1tFfVt49LzDFpw2Eoqz74J7z4+2z/gFFJfBhr/DX28L1+3BLMd11VHiVVIevZrF07spiZ6iklYKErRAaFV5FZOGTsp1GCLSRxVaIfUN2UtwLj95nzaPvc/TbOBhtvEy9775c4aPf4Ja0j8d1Rn1DU5NfUPrsT+pOryjBKetFpOi2Nw8AyqiVp2Bw5rKerJqe+q9JWXRKy4fxuCYWSVwDzARWAuc4+4fpDlvHnB12P13d787lB8M3EU0jOxR4BsemjrM7GvAV4F64BF3/3avBp/lFpUJQ6Ip1/cfsX/WPjOf2jyS1BolItnX4A2s3bGWpzc8zeGfODzjnzc0Nq/WZSfuTVVsIr9aosVAN7GEt3ZUsG1XDR9QzxhOAKC+oZ47lt/B1o+3Nr5na+3b7X5eTX1D45NUjVKJQkeJXVsJRbzeTG2XxlqIqj9svt8ZO7dEyz/sWB/tl5RDRYunx3q5vs5VF9UVwBPufrOZXRH2L4+fEJKga4GZROOsXjCzh0IidDvwZeBZogTnJGChmR0LzAGmu3u1mY3K2jfKkLHlY7nt2NsoLujjk9GJiOTArrrocfFH33g0KwlOQfhHurKsJM06b81vkFvegO2o2cHK91cyfvD4xoV8R5YUsXXn8rSftbO6jl3V9Qwvb/Eod+q6Hd2Qd6VLqDT2XV76HQxoWhqC2t1w4BdhYEW0X7MT/rEoSmgAPtwIb/2t+fUGVkTXyOCSIrlKcOYAx4Ttu4EnaZHgACcCi919K4CZLQZOMrMngSHu/kwo/zVwOrAQuAi42d2rAdx9Uya/RLZkO7kpyKNWD43BEenfst3lnhpLnC61mDZ2CM+th4kjoq6ZeFXr7nxUG3XfnDjxRGaMmgFAzZY1rP6geYIzeEARH+6uY9nb2wCYUNniYY5Od1F14XdTUhYlOdU7YNOrTeXVH0Y/d2+D40KHy7rn008UeNhFgEHxQBgxpfOf3U25SnBGu/u7YXsjMDrNOWOBd2L760LZ2LDdshxgCnCUmd0E7AYuc/fn0wVgZhcCFwJMmDChm19DRPqKznSNh1bg22JF+wBz3f2PZnYXcDSEfgY4391fzGzU0luy1V2dmoBv+viKVsemjBpCdUFTuQE7WEUF06lrcD4K41MGlzR1/6RrhLl+zn68vWVX4yzIk0e16C7qjQTntJ+2ONfg8//V+rzf/VM0aPjjbU1lH4f/rc75Nax6GF5eEC3cOemY9uPpZRlLcMzscWBMmkNXxXfc3c2stwa2FAGVwGHAp4AFZjbJ0zyK5O53AHcAzJw5swufn/8T/lm4BenquioiCddh17i7LwFmQGNCtAb4U+yUb7n7fdkJV3pDag6cbD2ROrCkkP84ZzqDB3Tc8h4lXc7b/J6auhMaW3DKi9ufRX7IgCL2Hze07RM6m+C0p7NLJpi1/mdx9/ZoRuSi0miQMmR9/CpkMMFx9+PbOmZm75lZlbu/a2ZVQLqupPU0dWMBjCPqyloftuPlYdQS64D7Q0LznJk1ACOAzd39HrGge3yJvsIw9hpVnhcJjgYZS0xnusbjzgIWuvuuzIYlmZTNJ6hSKgZ1bnmDePV09dNXUttQDdDhwqAd1mupp6OyNMFh9Fn10SPgELXgpBKb1LicbMYS5KqL6iFgHnBz+PlgmnMWAd8xs9SzaScAV7r7VjPbYWaHEQ0yPg/4STjnj8CxwBIzmwKUAO9n7FvksfLS/JgiSWNwJKYzXeNxc4FbW5TdZGbXAE8AV6TG+8Wp+ztZPMGt7gUYIzma3bzLgSOnUMcuqsqqKCsuS3v+1adOZe2WnR1fOBNjcNpSsQdsfR12bIAF5zWVj9w7+lkWnvXp6ezH3ZCrf8VuJuo++hLwFnAOgJnNBOa7+wUhkbkRSI2huSE14Bj4Ck2PiS8ML4A7gTvNbAVQA8xL1z3VLTloXhORrumtrvHQsrw/0Y1WypVEiVEJUff25cANLd/b/e5vyYRUF1USW3PNYBgzgBmcMvEARpSXtnv+niPK2HNE+uSn+YU7m+D0wu/kmMvhzadaf9bo/aKfFePhpO82JTpZlJMEx923ALPTlC8FLojt30mUtKQ7b7805TXAF3s12O466Dyor8l1FN2ST60eSazUJHN6oWs85RzgAXdvXAkx1vpTbWa/Ai7rlaAlo7I9Bqcr4sNX6urTx9etuBvnwelgiYquzmWTzoChsO/n2j+nMjeTteZHP0Q2VB0AAyth6umdO3+fz2Y0HBHpss50jaecS9Ri0yiWHBnR1BQrMhSn9KJsLbTZkrvz0OsPsWHnBgYVRY9xL3+/+ePe8ZvJ2vpejDM1Q3BNO91Zp9/efC6bPKQEp7NKB8MZt+c6iqxQq4fkqQ67xsP+RGA88JcW7/+NmY0kerr3RWB+dsKWnkitQ5XtsTibdm1i8VuLARhaOjRty3i8qq1vaDu+wUyhjD07/+GplpnUHDXpDKrs/PX6KCU4ItIvdKFrfC1Nc2vFzzsuk/FJZqS6eLZXb+eRNx6hsKCQUQNHMaRkCOMGRw/kFlohxYW9O6FqPKGaf8B8KgdWcvlTzR/ai99M1rWR4LhDFSd37cNTT2G114LTDyjBERGRvDV7wmweWPMAAAvfXNjuud896rvNJtnrLQUFBZQUtn50PN6m014LTpelEpzq7i/kmQ+U4Egr+TTIWET6t9l7zOa4CcfxypZXWLNtDY5TWliKYRQXFPNx/cc89uZjAGzcuTEzCQ4FFFnzf26nDJvC6XudwfUPbATglsdWMefAsZw2/RM9/8DCIigeBCsfgFWP9Px6fZQSHOk/9v1cTiabEpHcMjOmjZjGtBHTWh2rqa9pTHAyNSC5wApajW38+kFfx905eu96/rI6mov2wWXrGTdsIAVmDCwuZK+RZd0fOTTzX2DL6037ZtEMw4WlMG5md6/apyjBkbx00fSLeGrdU5QUxJqFD0zGDAIikhzxrqOdtZkZs9LWgp9mxnmzJnLWweP42m+XAfCzP69pPP6ZqR3NRdmOPT8dvfoxJTiSlyYPm8zkYZNzHYaI9CGptaB6Q3z+mo6eTB1UUsRtc2fw4e46ausauPHhVwB4ef12Rg8e0Gsx9TfZXUde+gQ9Ji4i/dGC1Qt4b+d7vXKtBpq6uwqt43X9hgwoZmzFQCaOKKOqIkpq3tu+m+Xrt3fwTmmLEhzJrllfjabtFhFJiIsPvJjRg6LuoPUfre/g7M6Jj+dp2UXV1lpTKZccP4UjPjmC46eOZva+2V/iIF+oi0payehTVP28T1hEkmefyn24aMZFXPf0ddQ09M4SO+kSnKsPu5rXPniNA0Ye0O57R5SX8q9HNk3s9/grvdOq1N+oBUdaUReViPQ3qcHGNe2sIVhbX8tPl/20U6086RKcMWVjOGrcUQwtze8lEpJCCY5IGhqgLNK/pJ64bC/BWbtjLau2ruLe1fd2eL14gtPTVvHzj5jItZ9r/Yi7tE9dVCIt/PDYH7b5WKeI5KfOtOB0RTzBKSzoeJBxe46aPLKn4fRLSnBEWigq0P8WIv1NgRVQVFBEdX11r1yvWReVOktyQr91aUVLNYhIf1RSWEJtQ22vXKtZF5XGNeaEblWlFSU4ItIflRSUtNuCk1ohfM22Ndzy/C0UFRSxu243hVbI8IHDAdhRvYPxQ8YztXJq4/s6Mw+O9D4lOCIiIkQtOO2NwYm3yry9420AykvKKbIiahtqqfd6Nu/azBvb32D84PGN56oFJzeU4IiIiAClhaUs27SMjTs3MqZsTKvjdQ11zfbnT5/PfiP2a3b8kiWXALBqy6qMxiodU4IjrfW3m40jLoEBQ3IdhYjkWKor6dYXbmVQ0SC27N7S7Hh8fSmgcfbjlPgDCkvfW5qhKKWzlOCI7DEr1xGISAKk1o/aVbuLXbW7mDZiGuPKxzUeX7R2UbPzh5S2vjGaN20ed6+8O7OBSqcowZFWNMhYRPqjli00s6pmMWPUjMb9lglOaWFpq2sUFxRnJDbpOj0mLiIiQtNTUintLYp5y6dvSVuuebSSQwmOiPQLZna2ma00swYzm9nOeSeZ2WozW2NmV8TK9zSzZ0P5PWZWkp3IJVtatl4PLhnc5rmDigelLVeCkxxKcKQVdVFJnloBnAk81dYJZlYI/Aw4GZgKnGtmqQlNvgfc5u6fBD4AvpTZcCXb5k2b12y/vQSnLeqiSo6cJDhmVmlmi83stfBzWBvnzQvnvGZm82LlB5vZ8nAn9WMLkwyY2Qwze8bMXjSzpWZ2SLa+Uz7RnA2Sj9z9VXdf3cFphwBr3P0Nd68Bfg/MCXXMccB94by7gdMzFqzkxJiyMdxwxA3M3Wcu86fPb7eLqi1qwUmOXLXgXAE84e6TgSfCfjNmVglcCxxKVOlcG0uEbge+DEwOr5NC+S3A9e4+A7gm7IuIdNZY4J3Y/rpQNhzY5u51LcpbMbMLww3W0s2bN2c0WOl9lQMqOXLskc3mt+kKJTjJkasEZw7RHRC0fSd0IrDY3be6+wfAYuAkM6sChrj7Mx4Nef917P0OpJ7bGwpsyEz4+U1dVNJXmdnjZrYizWtOtmJw9zvcfaa7zxw5UqtA55NLD76UoaVDOXefc9s8p8iU4CRFrv4So9393bC9ERid5py27qTGhu2W5QCXAIvM7AdEydvhbQVgZhcCFwJMmDCh69+gLznpZtj5fq6jEMk4dz++h5dYD4yP7Y8LZVuACjMrCq04qXLpRyZVTOKmI29q9xy14CRHxlpwOnsnFVphvI3LdNVFwDfdfTzwTeCXbZ3Yr+6yKveE8Z/KdRQifcHzwOTwxFQJMBd4KNRTS4CzwnnzgAdzFKMkmBbWTI6MJTjufry775fm9SDwXuhqIvzclOYSbd1JrQ/bLcshqnTuD9v3Eo3dkS5KDTIuLynPcSQivcfMzjCzdcAs4BEzWxTKP2FmjwKE1pmLgUXAq8ACd18ZLnE5cKmZrSEak9PmDZT0XwUFejg5KXLVlvYQUTJyM23fCS0CvhMbWHwCcKW7bzWzHWZ2GPAscB7wk3DOBuBo4EmiJx5ey9g3yCfHXwcN9c2Kzpt6HpMqJuUmHpEMcPcHgAfSlG8ATontPwo8mua8N9BNk3RgSMkQzpx8Ju98+A4N3sChVYfmOqR+K1cJzs3AAjP7EvAWcA5AmHxrvrtfEBKZG4majAFucPetYfsrwF3AQGBheEH0ZNWPzKwI2E0YYyMdGLVvq6JDqlSPi4h0x3ETjst1CEKOEhx33wLMTlO+FLggtn8ncGcb57V6hs/d/woc3KvBioiISJ+jzkIRERHJO0pwREREJO8owREREZG8owRHRERE8o4SHBEREck7SnBEREQk7yjBERERkbxj0RIr/ZuZbSaacLAjI4CkrlqZ5Ngg2fElOTZIdnydiW0Pd8/zBd/Sy5O6BZIdX5Jjg2THl+TYoIf1ixKcLjCzpe4+M9dxpJPk2CDZ8SU5Nkh2fEmOrS9J+u8xyfElOTZIdnxJjg16Hp+6qERERCTvKMERERGRvKMEp2vuyHUA7UhybJDs+JIcGyQ7viTH1pck/feY5PiSHBskO74kxwY9jE9jcERERCTvqAVHRERE8o4SHBEREck7SnACMxtvZkvM7BUzW2lm3wjllWa22MxeCz+HhXIzsx+b2Roze9nMDspwfAPM7DkzeynEd30o39PMng1x3GNmJaG8NOyvCccnZjK+8JmFZrbMzB5OYGxrzWy5mb1oZktDWVL+thVmdp+ZrTKzV81sVhJiM7O9w+8r9dphZpckIba+Jsn1i+qWHsemuqV7sWW+fnF3vaJxSFXAQWF7MPAPYCpwC3BFKL8C+F7YPgVYCBhwGPBshuMzoDxsFwPPhs9dAMwN5b8ALgrbXwF+EbbnAvdk4Xd4KfBb4OGwn6TY1gIjWpQl5W97N3BB2C4BKpISWyzGQmAjsEfSYusLryTXL6pbehyb6paex5mR+iUrwffFF/Ag8BlgNVAVyqqA1WH7P4FzY+c3npeF2AYBfwcOJZrlsSiUzwIWhe1FwKywXRTOswzGNA54AjgOeDj8R5iI2MLnpKuEcv63BYYCb7b8/kmIrUU8JwB/S2JsffGV1PpFdUu34lPd0vNYM1K/qIsqjdCseSDRncxod383HNoIjA7bY4F3Ym9bF8oyGVehmb0IbAIWA68D29y9Lk0MjfGF49uB4RkM74fAt4GGsD88QbEBOPAnM3vBzC4MZUn42+4JbAZ+FZrg/9vMyhISW9xc4HdhO2mx9SlJrF9Ut/SI6paey0j9ogSnBTMrB/4AXOLuO+LHPEobc/ZcvbvXu/sMojuaQ4B9chVLnJmdCmxy9xdyHUs7jnT3g4CTga+a2afjB3P4ty0CDgJud/cDgZ1EzbJJiA2AML7hNODelsdyHVtfk9T6RXVLj6hu6YFM1i9KcGLMrJio8vmNu98fit8zs6pwvIroDgdgPTA+9vZxoSzj3H0bsISoabbCzIrSxNAYXzg+FNiSoZCOAE4zs7XA74makn+UkNgAcPf14ecm4AGiSjwJf9t1wDp3fzbs30dUKSUhtpSTgb+7+3thP0mx9Rl9oX5R3dJ1qlt6LGP1ixKcwMwM+CXwqrvfGjv0EDAvbM8j6jtPlZ8XRnYfBmyPNatlIr6RZlYRtgcS9d+/SlQZndVGfKm4zwL+HLLhXufuV7r7OHefSNTU+Gd3/+ckxAZgZmVmNji1TdTfu4IE/G3dfSPwjpntHYpmA68kIbaYc2lqPk7FkJTY+oQk1y+qW7pPdUuvyFz9ko0BRH3hBRxJ1BT2MvBieJ1C1H/7BPAa8DhQGc434GdEfdXLgZkZju8AYFmIbwVwTSifBDwHrCFq4isN5QPC/ppwfFKWfo/H0PSkQyJiC3G8FF4rgatCeVL+tjOApeFv+0dgWIJiKyO6Ax4aK0tEbH3pleT6RXVLj2JS3dKz+DJav2ipBhEREck76qISERGRvKMER0RERPKOEhwRERHJO0pwREREJO8owREREZG8owRHep2ZDY+tELvRzNaH7Y/M7OdZimGGmZ2Sjc8SkexQ3SJdUdTxKSJd4+5biOZfwMyuAz5y9x9kOYwZwEzg0Sx/rohkiOoW6Qq14EjWmNkxZvZw2L7OzO42s/81s7fM7Ewzu8XMlpvZY2Fae8zsYDP7i0UL2S1KTeHd4rpnm9kKM3vJzJ6yaG2TG4AvhLu7L4QZR+80s+csWnhuTnjv+Wb2oJk9aWavmdm12fydiEjPqW6RdJTgSC7tRbS2zGnA/wBL3H1/4GPgs6Ei+glwlrsfDNwJ3JTmOtcAJ7r7dOA0d68JZfe4+wx3vwe4imja9kOAY4Hvh6nVIVo75vNEM7qebWYzM/R9RSQ7VLeIuqgkpxa6e62ZLQcKgcdC+XJgIrA3sB+w2MwI56Rbe+RvwF1mtgC4P81xiNaIOc3MLgv7A4AJYXtxaPrGzO4nmlZ/aQ++l4jkluoWUYIjOVUN4O4NZlbrTeuGNBD9t2nASnef1d5F3H2+mR0KfBZ4wcwOTnOaAZ9399XNCqP3tVyvROuXiPRtqltEXVSSaKuBkWY2C8DMis1sWsuTzGwvd3/W3a8BNgPjgQ+BwbHTFgFfs3C7ZmYHxo59xswqLVpJ+XSiuzYRyV+qW/oBJTiSWKG/+yzge2b2EtEKzIenOfX7YQDhCuBpopV9lwBTUwMBgRuBYuBlM1sZ9lOeA/5AtOLuH9xdTcgieUx1S/+g1cSlXzOz84GZ7n5xrmMRkfyhuiX31IIjIiIieUctOCIiIpJ31IIjIiIieUcJjoiIiOQdJTgiIiKSd5TgiIiISN5RgiMiIiJ55/8BshYAFLV2Lc8AAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -1327,46 +1615,7 @@ "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:\n", "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", - "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
\n", - "Finally, note that this property is also seen on the population level." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "5cf77e75", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "time_steps = np.arange(offset, num_steps, 1)\n", - "\n", - "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(8,4))\n", - "ax1.set_title('Small weights')\n", - "ax1.set_xlabel('Time step')\n", - "ax1.set_ylabel('Activation')\n", - "ax1.plot(time_steps, act_tot_balanced.mean(axis=0))\n", - "\n", - "\n", - "ax2.set_title('High weights')\n", - "ax2.set_xlabel('Time step')\n", - "ax2.set_ylabel('Activation')\n", - "ax2.plot(time_steps, act_tot_critical.mean(axis=0))\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" + "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
" ] } ], From e789973eae1be949d70d5c6d500f200b6d91770f Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Wed, 31 Aug 2022 08:58:09 -0700 Subject: [PATCH 14/26] Remove unnecessary import and remove commented out code --- ...tory_inhibitory_network_higher_level.ipynb | 156 +++--------------- 1 file changed, 26 insertions(+), 130 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb index 6e6f5d822..c4c22d35f 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb @@ -483,9 +483,7 @@ "metadata": {}, "outputs": [], "source": [ - "from scipy.stats import pearsonr\n", - "\n", - "def auto_corr_fct(acts, max_lag=100, offset=200):\n", + "def auto_cov_fct(acts, max_lag=100, offset=200):\n", " \"\"\"Auto-correlation function of parallel spike trains\n", " \n", " Parameters\n", @@ -514,7 +512,6 @@ " shifted_acts = np.roll(acts, shift=lag, axis=0)\n", " auto_corrs = np.zeros(acts.shape[0])\n", " for j, act in enumerate(acts):\n", - " #auto_corrs[j] = pearsonr(act, shifted_acts[j])[0]\n", " auto_corrs[j] = np.dot(act - np.mean(act),\n", " shifted_acts[j] - np.mean(shifted_acts[j]))/num_neurons\n", " auto_corr_fct[i] = np.mean(auto_corrs)\n", @@ -542,7 +539,7 @@ } ], "source": [ - "lags, ac_fct_balanced = auto_corr_fct(acts=states_balanced)\n", + "lags, ac_fct_balanced = auto_cov_fct(acts=states_balanced)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -664,7 +661,7 @@ } ], "source": [ - "lags, ac_fct_critical = auto_corr_fct(acts=states_critical)\n", + "lags, ac_fct_critical = auto_cov_fct(acts=states_critical)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -1049,7 +1046,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "37865890", "metadata": {}, "outputs": [], @@ -1110,7 +1107,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "abac04ec", "metadata": {}, "outputs": [], @@ -1154,23 +1151,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "80307fe2", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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b0dP3GmPnSssJpHM/Ua+/8bTR025Wv711ZCnnLkZrHO3/Ikbr6ul/6f1gZF2Nbif7WNtvR0/fa4zdNjrm19942uhpN6vf3jqylHMXozWO9n8Ro3X19L/0fjCyrka3k32s7bejp+81xm6b1skVr78BAAAA2ILX38DBEHOAOug7AHnI3B+Hr1w9/emboxiuXpXuuitcCoiYA9RC3wHIQ2R/7LJyZWbfZGZ/yszez8xumtk7zOzv1jrdhqMY+kPMAeqg7wDkIXN/nLVyZWavKqXcaWZ/Q9KzJH2FpJ8rpTxpjhP2XAEAAMBS6LXn6vQdhM+U9KOllN+vdXiWzPdMAQAAAA5l7uTqRWb2BkmXJd00s8dI+j8eAnj9DQAAAKyJWZOrUsrzJF2VdKWU8h5JfyTp2R4CMt8zBQAAADiUS/uT3M/HSrrDzLbz/OdWAScnmw8AAADAGpj7tOAPSvpmSc+Q9AnTp3qj1zZL3nO1ZO1rgnrwg1huIA7Lgzrrx9JiPULv3KcFXy/piaXyUKy1nnO1ZO1rgnrwg1huIA7Lgzrrx9JiXaO319OC90n6M7VOdrHkPVdL1r4mqAc/iOUG4rA8qLN+LC3WI/TOnVw9WtLrzOylZvaTp59IYXOJWO6ba/Pk5IFZcNSS48jl1xbfPXSf+pA29RC9d8+7TJExqrV92qbnxnL07YHR/vfRU9+x+zq07db6aaFX3LL3i4uI0n1e2wiP0Zy3O0v6K+d95r4d+vLlyxe+efrq1VKkzZ81tOb3sBmhoYftSN89dPeOjbe/NbSbke0z0r+X3Z7xwVd+P2spS/Z+5+FL0q0yc45z3md+QulDtTmd/VmS/vQhTnZNrm7c2BTuxo2K6Djk97AZoaGH7UjfPXT3jo23vzW0m5HtM9K/l92e8cFXfj9rKUv2fufhq3VyNXdD+9+R9HxJPyvJJP0lSf+0lPKCOatjvP4GAAAAlkKvDe1fI+kTSilfWEr5AklPkfQvap1us9R7wwAAAADnMXdy9aBSytu3/v3OA/LuhNffAAAAwJqYO0F6yfSk4HPM7DmSfkrSiz0ELO2RTgAAAIBd7H39jZmZpO/U5lT2Z0xff08p5cc9BPD6GwAAAFgTe1eupl3zLy6lvLCU8hXTx2ViJeXcc5Xx/KEl2ephe0ln0hxDGz/2OvayGVXmbOXMYD/Sb6uN7GNPhjEtg4adzHmkUNIPaLOhveqRxMhzriJYyvlDWW31sL2kM2mOoY0fex172VzS+UFLPUuph98s5zcuqT1l06Ae51xJeoOkP5H0FkmvkXSvpNfMdRJ5zlUESzl/KKutHraXdCbNMbTxY69jL5tLOj9oqWcp9fCb5fzGJbWnbBpaJ1dzz7n6yAtWvX5lzuoY51wBAADAUuh1zlW54NPMvvumo+9dH5K/57367Hukam0cmi9bHHqVe7RPTxuttnrkW3KMe2kYtY9v9JiRoX48bEXGMUM/iLZ3G3OWtzTdBpz+fJM2twhfO3d5rGXP1eh714fk73mvPvseqVobh+bLFode5R7t09NGq60e+ZYc414aRu3jGz1mZKgfD1uRcczQDw61p17vFnyfTNKTJX3v3PQte65G37s+JH/Pe/XZ90jV2lj6ex17lXu0T08brbZ65FtyjHtpGLWPb/SYkaF+PGxFxjFDPzjUXuvkataeq/Mws3tLKX9hTtpde65u3tyczn79OuddAQAAwHha91ztPUR0cvIVW/98kDYrV79R63Sb7dffMLkCAACApTN3Q/vDtj4P0eb1N8/2EMDrbwAAAGBNzFq5KqV8nSSZ2QeVUt7tKYDX3wAAAMCamLVyZWZPM7PXaXOYqMzsSWb2XR4CvB639X4stEcaz0eNPR+V7qG5xUdt3uhHpj3aqKf+qBhHa/euw5qytmroPV55+MwyLu5K06ONeVzvrddDU3SZPMswJ63neFnFnF3vkl4u6XGSXrn13X1zd817vP7G88gGr8eKW9N4Pmrs+ah0D80tPmrzRj8y7dFGPfVHxThau3cd1pS1VUPv8crDZ5ZxcVeaHm3M43pvvR6aosvkWYY5aVvHS3V6/c3Lpz9fufXdq+c68Xj9jeeRDV6PFbem8XzU2PNR6R6aW3zU5o1+ZNqjjXrqj4pxtHbvOqwpa6uG3uOVh88s4+KuND3amMf13no9NEWXybMMc9K2jpetk6u5r795gaRvlfTvJH2ipC+TdKWU8rlzVsd4/Q0AAAAshV6vv/kSSV8q6SMkvU3SndO/m3G/zwkAAAAwkLlPC/6OpM+PEMA5VwAAALAmdk6uzOzajsullPL1rQKuX3/ghHYAAACApbNv5eqPzvnuoZKeK+lRkponV5xzBQAAAGti556rUsq3nH4kfY+kD5T09yT9iKSP9hCQdc9VxHk6XkT46VkPS41T77aapW+spdxrKUe07Qz+Rmvw9LXU8W60n96+3Nn3OKGkR0r6BklvlfS1kj7k0EcSPc656k2Nrl5lifDTsx6WGqfebTVL31hLuddSjmjbGfyN1uDpa6nj3Wg/vX2dRZHnXEl6vqS3SPpnkj641onHOVe9iThPx4sIPz3rYalx6t1Ws/SNtZR7LeWItp3B32gNnr6WOt6N9tPb11laJ1f7jmL4SkkfLumfS/oNM3vX9PkDM3tXxEraHLyP0T8vnyTdddf8/WA3bz6wMb91D9k+7ScnG21S+5JpbXnnavWixs9pnE7LNKJNtMTGo55HLKt7lPv0QRfP2zLS7vrziNW2jbPt75C8+9i23eM1HxeVpecrRiLGvX1j7Hl1d2gZ9rWD1nZ3yPg06jbbyNt7w3y3zMzmfrxvC87JU7uc2Dtfiy0Pn602et0+HVnW0W2ixc6IuGVolzW2Ruvu1c5G3vIaHWMPG9m2GxySf1TsRo6htTbU4/U3rR/v24Lex+iPzNdiy8Nnq41et09HlnV0m2ixMyJuGdplja3Runu1s5G3vEbH2MNGtu0G3q/RibAxcgyttdE6uZr1+ptWeP0NAAAALIVer78JY9GPWgIAAACcYfjkavv1NwAAAABLZ/jk6vp16epVXn8DAAAA62DWi5sj4fU3AAAAsCaGr1x5nFm163pt3ujva67N/a5XGaPL5m3L00eNrxpdvXV7lanGVks+734QWa+92mcve9F9MFprD989ypCx3N62vP0fkuZgWh41nPtpPedqX5pd12vzRn9fc23ud73KGF02b1uePmp81ejqrdurTDW2WvJ594PIeu3VPnvZi+6D0Vp7+O5Rhozl9rbl7X9XGh3DOVf70uy6Xps3+vuaa3O/61XG6LJ52/L0UeOrRldv3V5lqrHVks+7H0TWa6/22ctedB+M1trDd48yZCy3ty1v/7vStE6uOOcKAAAAYAvOuUqipUc5InxE6va23butePnz1J2pv0jLaj9RNnv6WJrtY9e79Pbm6SNKZ7Yx8X5alr3mfrzfLRhFi5Ye5YjwEanb23bvtuLlz1N3pv5SyrLaT5TNnj6WZvvY9S69vXn6iNIZZVfHsOeqFy1aepQjwkekbm/bvduKlz9P3Zn6SynLaj9RNnv6WJrtY9e79Pbm6SNKZ5Td1snV8D1XN29uTme/fp3zrgAAMsN4DcfC4vdc8fobAIBlwHgNMI/hkytefwMAsAwYrwHmMfy2IAAAAEAmFn9bMO1jlAAAAAAVDJ9ccQ8fAAAA1sTwyRX38AEAAGBNXBot4OSER3oBAABgPQxfuVr6nqus+rPq8iZbObPpqWENZahh6eVGfz7WWCZpneVyL1PLCaRzP0t5/U0NWfVn1eVNtnJm01PDGspQw9LLjf58rLFMpayzXGfLJF5/M5as+rPq8iZbObPpqWENZahh6eVGfz7WWKZS1lmus2VqnVxxzhUAAADAFpxzVWm3xm+t1uy+WvJHl613HCK19Yhtq50RPnuk7+Enc5/t2Qai4xAxto/IV5s/49hWk6dX3IbtD2tZ9pr7GbHnap/dGr+1WrP7askfXbbecYjU1iO2rXZG+OyRvoefzH22ZxuIjkPE2D4iX23+jGNbTZ5ecav1I/Zc1dmt8VurNbuvlvzRZesdh0htPWLbameEzx7pe/jJ3Gd7toHoOESM7SPy1ebPOLbV5OkVt1o/q5tc7QrE6IGutVN76fcaTFvSeNaF54+Dh965+Xq1hx52PAeq3ra8fwii+17P+qpJPzI2h2it6eu9+ly2vu9pL7J99LAxN+3iJ1dnl+x2LeFFL2u2+m+97qWjRxrPuvDS6qV3br5e7aGHHS8tI2zV1G1tLDz09KyvmvQjY3OI1pq+3qvPZev7nvYi20cPG3PTLn5yxcqVv44eaVi5Wt7/Xlm5mpeHlatxsTlEKytXrFzV2JibtnVyxVEMAAAAAFtwFENnux62Rz2Sn8V/q83R8chqY9Sj5K02R5W71dbouPWw1/tx95Hjwoj8S2hDtXZHxWPY0QtnaVn2mvvJeBTDSNuR+yWW4L/V5uh4ZLVRm390/Y4qd6ut0XHrYS9ij0uUndHtqCb/EtpQrd1R8fAqv9a258qLKLsetiP3SyzBf6vN0fHIaiNiX1ktnnvyovPX2hodtx72Iva4RNkZ3Y689/7VkuU3dVQ8vMrfOrlizxUAAADAFuy5AgAAAEjE8MnVtWvS3Xdv/gQAAABYOsMnV9evS1evbv4EAAAAWDqXRgs4Odl8AAAAANbA8JWrEedaeJ/d0uMsmF15o88fiTyvxPtcoV7n5ESf4ZJJSy8fNfkifESfdxQZ+2zaD8mXKS5ZxqWIMkZriRorIuyG7vluedRw7if6nKuo8zdGpTs0b/T5I5HnlXifK9TrnJzoM1wyaenloyZfhI/o844iY59N+yH5MsUly7gUUcZoLVFjRYTdXdfFOVdx52+MSndo3ujzRyLPK/E+V6jXOTnRZ7hk0tLLR02+CB/R5x1Fxj6b9kPyZYpLlnEpoozRWqLGigi7u64f1eQq6nC0Q3z0PuTOs8yese594N5SDqTzqq+ME2bP/DU2oifXh9jJNOGJyp8p3hn1jNTnYSuqDfeKQ3QsFz+5ilzaraFlGbHVtre/FluRcajJPyp2PXSO8Nu7/jxszEnfK/49x61R+TPFO6Oekfo8bEW14V5xiI7l4idXrFz55/GwxcpVnQ1WruJsZFq5YOXKR5u3L1auYvKzcnX4h9ffAAAAAGzB6286+/fWG1H+JWjsYXuUjh5lGnGESStZYzyiDS5N/6h+6uV3bTFaUly8/GT5rZhNy7LX3E/0UQwtjNpTE2UvwmZkHY2u/wgdPcqUbc9Cb39ZbY3wuZT2NtLv2mK0pLh4+endBnVMe64iGLWnJspehM3IOhpd/xE6MuwN7GVjlL+stkb4XEp7G+l3bTFaUly8/PRug62TK/ZcAQAAAGzBnqtgsujLoqOGaO2ZY5NJWyYtF7H0/U8eZNMjoekQlrSPCS2BtCx7zf1k3nO1jyz6suioIVp75thk0pZJy0Usff+TB9n0lIKmQ1jSPia0XIzYcxVLFn1ZdNQQrT1zbDJpy6TlIpa+/8mDbHpKQdMhLGkfE1oupnVyxZ4rAAAAgC2Ocs9V9nOXsp1B0mJnX94R8RpxNllkDFuotb2kGLb67jXGjNDp4bfGTm+tS8nXkn9JWmvyLeG3wpWWZa+5H+89V9nPXcp2BkmLnX15R8QrOr23jYztdUkxbPXda4wZodPDb42d3lqXkq8l/5K01uRbwm/FNjrGPVfZz13KdgZJi519eUfEa8TZZJExbKHW9pJi2PMdar3zeOQfMU701rqUfC35l6S1Jt8Sfiu2OcrJ1S4yTEgi7HjbXJuuzJtIR9fXqM2mo8sdYTPjRNkrv6e9zOOnt58eGrP1g0w2ouK/+MmV9y2TEUvkPex421ybrojyePkZXV+9YhPhN1s7jYzlqNs7EfYyj5/efnpozNYPMtmIiv/iJ1eZ/reV2Y63zbXpyvw/3NH1xcqVn01WrvpqydyvPfKO9JGlf2Zr96e0Tq44igEAAABgi6M8imENOrKUew4ZtWbUdJYlaOwNMbmdzDHJqC2jprOgMS/dyt2y7DX3s4TX3/TWkaXcc8ioNaOmsyxBY2+Iye1kjklGbRk1nQWNeZlbbrHnyofeOrKUew4ZtWbUdJYlaOwNMbmdzDHJqC2jprOgMS9zy906uWLPFQAAAMAWR7XnquVVLOddOzS95/e9/PfS1sPW6Ji0XO/VPg711dO/p+59tmrynv1udDlG9+le5YkcH3rEtnc/8dS4hlgeOq4dkqaJlmWvuR+vPVf70u66ft61Q9N7ft/Lfy9tPWyNjknL9V7t41BfPf176t5nqybv2e9Gl2N0n+5VnsjxoUdse/cTT41riOWh49rcNDqmPVf70u66ft61Q9N7ft/Lfy9tPWyNjknL9V7t41BfPf176t5nqybv2e9Gl2N0n+5VnsjxoUdse/cTT41riOWh49rcNEc1ucpGL+0ZY5RRUxSjypo5xpm1nbIEjaXE6cxQ/gwadpFd3y7WPC5lqJfFT67mLN9lpZf2jDHKqCmKUWXNHOPM2k5ZgsZS4nRmKH8GDbvIrm8Xax6XMtTL4idXGWaotbBylUtTFGv+H2ItmbWdsgSNpbByNZLs+nax5nEpQ720Tq44igEAAABgi6M6imGEn1Z9h+aPeoQ0Ok9U2pr0h+bLZr9Hm+vxqHKmuEZqydRnW/N6xt5jbK89kqBVR4/Yj26TS7fdo/830bLsNfeTYc9VrZ9WfYfmn5O+RlN0nqi0NekPzZfNfo82F9XOPPJHxDVSS6Y+25rXM/YeY/s+G0uO/eg2uXTb0f1f7LmaR62fVn2H5vd4hHREnqi0NekPzZfNfo82F9XOPPJHxDVSS6Y+25rXM/YeY/s+G0uO/eg2uXTb0f2/dXLFnisAAACALdhzFURWXdkgTuvm2Or32Mp7KMRnPVCXt+MZk+ErV09/unT33dLVq9Jdd4VLmU1WXdkgTuvm2Or32Mp7KMRnPVCXt7Mdk7vvXvjK1fXrm4Jcvz5ayfuSVVc2iNO6Obb6PbbyHgrxWQ/U5e14xmT4yhUAAABAJo5yz1W2c5I8fEXaHJk/uq684p3x7LBIe6PbVKuN3nlH1PXIGGc+Y8srX6u9pfflJfU/Dxvd95i1PGo49+N9zlW2c5I8fEXaHJk/uq684t2rrr3bR8+27Zm/1UbvvCPqemSMR9TNqLZca2/pfXlJ/c/DxqF5dIznXGU7J8nDV6TNkfmj68or3hnPDou0N7pNtdronXdEXY+MceYztrzytdpbel9eUv/zsHFontbJ1fA9VzdvSteubTaQnZyESwEAAADYyeL3XF27tnn08dq10UoAAAAA2hk+ueJxUAAAAFgTl0YLODnhdiAAAACsh+ErV0s+gn/J2rfJWo5surLpOSWrLk9GlPFYfGbwvY/M2s5jaXq3WZL21FpbdsPP/XgfxZCFJWvfJms5sunKpueUrLo8GVHGY/GZwfc+Mms7j6Xp3WZJ2iO16hiPYsjCkrVvk7Uc2XRl03NKVl2ejCjjsfjM4HsfmbWdx9L0brMk7ZFaWydXw49iAAAAAMjE4o9iyPIKgSg9tfZ73Ese/QoDL5vEarydCPsZ6zVzXUbZHRmj7O189GugIm3V2s0Wk2F+Wpa95n567rnK8MoJD/s97nuPfoWBl01iNd5OhP2M9Zq5LqPsjoxR9nbuYTdjvFrsZotJrR+x58rXXvT95lGvVvD2kek1P8RqvJ0I+xnrNXNdRtkdGaPs7Xz0a6AibdXazRaTWj+tkyv2XAEAAABssco9V/vug3rf/70oTYsOzzJE6pyTxivetfq9NXrYa42pd5p9aaO1eO8l7NEel+THI41XHS35uucYEl2OmvSj21mvNuZloybtbFqWveZ+Dt1zte9+q/f934vStOjwLEOkzjlpvOJdq99bo4e91ph6p9mXNlqLRx3OTefZ/5fixyONVx0t+brnGBJdjpr0o9tZrzbmZWNXWq1xz9W++63e938vStOiw7MMkTrnpPGKd61+b40e9lpj6p1mX9poLd57CXu0xyX58UjjVUdLvu45hkSXoyb96HbWq4152diVdpWTq9oAeePhO0J/ZpsRA0ZPO5E+vDVm0xNhfwn16m2vJb9nWTLZ6vk7UOsrSmOW9pBNT3SbWPzkynvp1BMP3xH6M9s81M4ovyN8eGvMpifC/hLq1dteS37PsmSy1fN3oNZXlMYs7SGbnug2sfjJFStX67LJylVc/ux6IuwvoV697a1xZSB7W/XwxcpVXz3ZV644igEAAABgi8UfxQAAAACwJphcAQAAADjC5AoAAADAESZXAAAAAI4wuQIAAABwhMkVAAAAgCNMrgAAAAAcYXIFAAAA4AiTKwAAAABHmFwBAAAAONLl9Tdm9geS3hjuaHk8WtLvjBaREOJyO8TkfIjL+RCX2yEm50NczucJpZSH1Wa+5KlkB29seUfPWjGzW8TldojL7RCT8yEu50NcboeYnA9xOR8za3ohMrcFAQAAABxhcgUAAADgSK/J1fd08rM0iMv5EJfbISbnQ1zOh7jcDjE5H+JyPk1x6bKhHQAAAOBY4LYgAAAAgCPhkysz+wwze6OZvdnMnhftLxNm9n1m9nYzu2/ru0ea2cvM7E3Tnx8yfW9m9p1TnF5jZk8epzwOM3ucmf2Mmb3OzF5rZl82fX/scfkAM3uFmb16isvXTd9/lJm9fCr/fzWz95++f8j07zdP1+8YWoBAzOzBZvZKM3vR9G9iYvbLZnavmb3q9KmmY+9DkmRmjzCzF5jZG8zs9Wb2tGOOi5k9YWojp593mdmXH3NMTjGzfzyNtfeZ2Q9PY7Db2BI6uTKzB0v695L+mqQnSvo8M3tipM9kfL+kzzjz3fMk3SylPF7Szenf0iZGj58+Xyzpuztp7M2fSPrKUsoTJT1V0pdObeLY4/LHkj6llPIkSXdK+gwze6qkb5T0baWUPyfpdyU9d0r/XEm/O33/bVO6tfJlkl6/9W9isuGTSyl3bj1Gf+x9SJK+Q9JLSikfK+lJ2rSbo41LKeWNUxu5U9JlSe+W9OM64phIkpl9hKR/JOlKKeXjJD1Y0ufKc2wppYR9JD1N0ku3/v3Vkr460me2j6Q7JN239e83Svqw6e8fps0ZYJL0HyR93nnp1vyR9BOSPpW4vE9MPkjSL0r6RG0O97s0fX9/f5L0UklPm/5+aUpno7UHxOKx2gz+nyLpRZLs2GMyle+XJT36zHdH3YckPVzSW8/W+bHHZat8nybpLmJSJOkjJP2apEdOY8WLJH2659gSfVvwtACn/Pr03THzoaWU35z+/luSPnT6+9HFalpa/XhJLxdxOb399SpJb5f0MklvkfR7pZQ/mZJsl/3+uEzXf1/So7oK7sO3S/oqSe+d/v0oERNJKpL+p5ndY2ZfPH137H3ooyS9Q9J/mm4jf6+ZPVTE5ZTPlfTD09+POiallLdJ+mZJvyrpN7UZK+6R49jChvaBlM00+Cgf1zSzD5b0Y5K+vJTyru1rxxqXUsr/K5vl+8dKeoqkjx2raCxm9ixJby+l3DNaS0KeUUp5sja3cb7UzP7y9sUj7UOXJD1Z0neXUj5e0h/pgdtdko42Lpr2Dn2WpB89e+0YYzLtMXu2NhPyD5f0UN2+haeJ6MnV2yQ9buvfj52+O2Z+28w+TJKmP98+fX80sTKz99NmYvVfSikvnL4++ricUkr5PUk/o82y9CPM7PQ1Vdtlvz8u0/WHS3pnX6XhPF3SZ5nZL0v6EW1uDX6Hjjsmku7/n7dKKW/XZg/NU0Qf+nVJv15Kefn07xdoM9k69rhIm0n4L5ZSfnv697HH5K9Kemsp5R2llPdIeqE2443b2BI9ufoFSY+fduC/vzbLkj8Z7DM7PynpC6e/f6E2e45Ov/+C6WmNp0r6/a1l29VgZibpP0p6fSnlW7cuHXtcHmNmj5j+/oHa7EN7vTaTrM+ekp2Ny2m8PlvST0//A10NpZSvLqU8tpRyhzZjx0+XUj5fRxwTSTKzh5rZw07/rs1emvt05H2olPJbkn7NzJ4wfXUi6XU68rhMfJ4euCUoEZNflfRUM/ug6TfptK34jS0dNo59pqRf0mb/yNeM3sjW86NNY/5NSe/R5n9Vz9XmPu1NSW+SdEPSI6e0ps2TlW+RdK82TzEML0NATJ6hzRL0ayS9avp8JnHRX5T0yiku90m6Nn3/0ZJeIenN2izpP2T6/gOmf795uv7Ro8sQHJ9PkvQiYnJ/+V89fV57Oq4eex+aynqnpFtTP/rvkj7k2OOizS2vd0p6+NZ3Rx2TqaxfJ+kN03j7g5Ie4jm2cEI7AAAAgCNsaAcAAABwhMkVAAAAgCNMrgAAAAAcYXIFAAAA4AiTKwAAAABHmFwBgBtm9igze9X0+S0ze9v09z80s+/qpOFOM/vMHr4AAM7j0v4kAADzKKW8U5uzhmRmXyvpD0sp39xZxp2Srkh6cWe/AACSWLkCgA6Y2SeZ2Yumv3+tmf2Amf28mf2Kmf1NM/smM7vXzF4yvR5JZnbZzP7X9HLil56+ruOM3b9tZveZ2avN7OemN0Fcl/Q504rZ50wnmn+fmb1ieqHvs6e8zzGznzCznzWzN5nZv5y+f6iZ/dRk8z4z+5x+kQKANcDKFQCM4GMkfbKkJ0r635L+Vinlq8zsxyU908x+StK/lfTsUso7pgnOv5L0RWfsXJP06aWUt5nZI0op/9fMrmlzsvQ/kCQz+9favK7ii6ZXDL3CzG5M+Z8i6eMkvVvSL0x+P1LSb5RSnjnlf3hYFABglTC5AoAR/I9SynvM7F5JD5b0kun7eyXdIekJ2kx6XrZ59ZcerM2rpM5yl6TvN7P/ps3LV8/j07R5AfQ/mf79AZL+7PT3l023MmVmL9Tm9UwvlvQtZvaN2rxy5+erSwkARwmTKwAYwR9LUinlvWb2nvLAe7jeq824ZJJeW0p52i4jpZQvMbNPlPRMSfeY2eVzkpk2K2NvfJ8vN/nOvv+rlFJ+ycyerM07L7/BzG6WUq4fWkAAOF7YcwUAGXmjpMeY2dMkyczez8z+/NlEZvYxpZSXl1KuSXqHpMdJ+gNJD9tK9lJJ/9CmJTAz+/ita59qZo80sw+U9Ncl3WVmHy7p3aWUH5L0fElP9i8eAKwZVq4AIB3T3qnPlvSd056nS5K+XdJrzyR9vpk9XpvVqZuSXi3pVyU9z8xeJenfSPr6Ke9rzOxBkt4q6VlT/ldI+jFJj5X0Q6WUW2b26ZPd90p6j6S/H1VOAFgn9sBqPADA8WBmz9HWxncAAC+4LQgAAADgCCtXAAAAAI6wcgUAAADgCJMrAAAAAEeYXAEAAAA4wuQKAAAAwBEmVwAAAACOMLkCAAAAcOT/AwLHAPmWekFEAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = raster_plot(spks=spks_balanced)" ] @@ -1190,7 +1174,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "id": "45cd2071", "metadata": {}, "outputs": [], @@ -1201,35 +1185,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "id": "9036e802", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "lags, ac_fct = auto_corr_fct(acts=binned_sps_balanced.T)\n", + "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", @@ -1260,7 +1221,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "78d091ea", "metadata": {}, "outputs": [], @@ -1285,23 +1246,10 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "bd6aba46", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = raster_plot(spks=spks_critical)" ] @@ -1318,35 +1266,22 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "id": "25e27549", "metadata": {}, "outputs": [], "source": [ "window = np.ones(30)\n", "binned_sps_critical = np.asarray([np.convolve(spks_critical[i], window) for i in range(dim)])\n", - "lags, ac_fct_lif_critical = auto_corr_fct(acts=binned_sps_critical.T)" + "lags, ac_fct_lif_critical = auto_cov_fct(acts=binned_sps_critical.T)" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "2c79c458", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "ax1.plot(lags, ac_fct_lif_critical)\n", @@ -1383,7 +1318,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "a9f2f809", "metadata": {}, "outputs": [], @@ -1436,7 +1371,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "f199fbe1", "metadata": {}, "outputs": [], @@ -1464,23 +1399,10 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "acfeb34d", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "time_steps = np.arange(offset, num_steps, 1)\n", "\n", From aeb438ad02e0a8299b1eeee566af1d0bf5d116a1 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Wed, 31 Aug 2022 10:27:30 -0700 Subject: [PATCH 15/26] Add aliased state variable --- ...tory_inhibitory_network_higher_level.ipynb | 186 ++++++++++++++---- 1 file changed, 146 insertions(+), 40 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb index c4c22d35f..78c4ca51f 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb @@ -350,12 +350,12 @@ "# Bias_mant is set to make the neuron spike\n", "params_exc = {\n", " \"shape_exc\": num_neurons_exc,\n", - " \"dr_exc\": 0.025,\n", + " \"dr_exc\": 0.01,\n", " \"bias_exc\": 0.101}\n", "\n", "params_inh = {\n", " \"shape_inh\": num_neurons_inh,\n", - " \"dr_inh\": 0.025,\n", + " \"dr_inh\": 0.01,\n", " \"bias_inh\": 0.101}\n", "\n", "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", @@ -396,7 +396,7 @@ "from lava.proc.monitor.process import Monitor\n", "\n", "# Configurations for execution\n", - "num_steps = 800\n", + "num_steps = 1000\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -429,7 +429,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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8bmGJ2Sj+0xVqBcc/RiE4y7605p7+QW4d3M+Ng9/BRH4CqRUsnCS6dJjTZz7MR1eKHA0kx+wBTqe3cC41Qd3aA3kgD2kTskP6TDiSu9MptuTybC30sTXtsSXlMOw6WNfSXKd14iBSBr+M8YtE5RJBuUJYqRHV60T1kMgPiAJFFESoQBEGChVqosgQhYYoEkQRRJFEKYHSEqUl2kiUtuLc2GgstHFQ2Ghjr8l12yPC5sV4ZDRPa4lE+IiN6uIK/fGD2IjkHJtMPAUTOmQizWQiKMQ63n8i4Sfa946aXoTrbEzFJ9Laz4M1T56JxujGJphpnmBr8m7uj7V7O7a+N0K0CBnR2isSnmv3ulrftwb/VWF52Quv2+a+Ijbx9Qizkv2b5fcc0BVsXTxv+P4sp07/JtPTf4/j9LHvuv/G+Ph3Pu9LMk9V63xsboUPXJrmcDV5AOgqTv1Z+sIT3JIxvHZkN3eO3sGNg9+HJ2yYfZbK5JM8/eyf89GSzxFyPJvZwfHsdnxrD/SDZTQ7RY3dnuC12RS7+4bYmc+zO+Mx6jrPf58pChJHkUVUeZH60jL+cpF6sYJfqlEvB9SrEX5NEwSCMJQEoUWgHELlEOgMoUkTmDShSWGwgEyS1ocSEFkQWoLQFhg7wjganTZoB4xt0JZAW2BsgbIE2hZxm4xzZcm4PcmVlERSoGRcVlKgRSOBEgIjkiPXSZtGoATJEW2BgpiWOGkTRxSJ6wZt4th6jcgjm354dvE1DWtiiLddQ/5dwdbFc4YxmotTf82pU7+OUnW2bfshdmz/ied8/swYw+FyjfdfWuBDM7NMhbGmZwdnSdeeZL9X5o2ju3j1lldyYPAdOEEVffbLHHvqM7x/5R95MkrzRG4vR7M3oDM3QQZGTI39ruYHC2n2D4xyQyHHnkyKlHWVruXGQG0Js3wBf2GO6twC1YUVqstVqsWAWkVTrUqqdY9qlKWuc/gmT2jSQCPF0ALqjsB3DTqlUFlN5BlUShB6ktCzCF0L37MIHIu6Y1G3bXxL4ktBIAQ+Ap8k2kgS5uqFgCNEfEC7JbdF3G6J2PFEJN6OEoHE4CRlIWLlp+HJuOpRmHgoAgiBMAYpVrUNmXhVdigyq7/8TaKhmEZUjTjCSNPOJkAk59AwDT2mYYMzzWSaCpZpmixJzrW1ewbG/NcXsu1n1Voy1qt1NjU0o/i1rL7AjQR6ayzIdt1tndla7Jgb0a39yXaZnxLrRDzcTEiy9bTFTmyLloAtV+T1XNEVbF08J5TLxzl67D+xsvIEfX0v5/p9v0Qms/M58Tpb8/m76Xn+euoSF0MLjMKpH2YgOMJr+zO8ae8dvHz8p+nHRp/7Ms8e/CTvXf4HviSG+HLPLSw7D8Ag9Bqf29yIN/SluX1kC7cWMpsPtGoMlC4RzZ6ifPESpZl5SvMVykshpZKkVEtTivqpqAEULjAEDGGAuiuopjVhLiIYAz9r4Wds6imbqudQcR0qtkVJClaAktaXXwvxgyFrSXKWJNvwgJSCnBQ4iYBpuNfHgsMgtMIyEagIYxRGK7TWGKPQRifxGklSUiY+yxYhCAwEWhBqSYCgimQFSfASvtpHGpUIyrjeMCGuyTv6uUJ/qynySjSiQ0Judg3PdY2Xw/qhwF54mj1nH4Hrb7zygp4juoKti6uC1hHnzv1/nDn7bmw7xw37f4PR0W+5avNdVWn+cWaJPzx/gWdrcZtTP8FQ8CRvGsjzluvu5Z7R78RZOsvM8c/wsSce4dNmgC/13MKS8wAMwXYqvCnn8PKxMe7s72Vn2r3yOupF1MwximfOsjw5y8pMmeVFWC5nWA5HqOhBoB/oR0lYSQuC3pDaFqj0OpTzHsW0y4prsyQli0mg304IoMe26LElecumYEuGZexebwuwdYAVBWgVEumIUGvqWlPTUDWCshaUQ8lC5HDpOQgWW0ekdR1Xh3g6xDUBjo5wTdjMPR2RT+qOCXGbeYhtFLZW2CbCMhppNNLEmkyj3JoLWutxvEdpTLNdGJpjMWA1Yj8aQzP8BZI4hiSNLa+kbGJtz7ScuW6UTTwunifhkmh4MY1BIBM6EffRGCNo1dXiTzE+zxjvxbX2t2JV2zcdf28NUUJrvh6fZLNvdU/Pao5p085E8xWv4bn2BJpo2yhbjT4pkn2+Tl4Jnenk09LXxq8d670zYpOHJ0e2Xb8puueKrmDrYtOoVs9x+MjPUiw+ycjIW7hu7y/gugNXxePZco0/ujDF388sUTc2VniRnuqXeKDP5btufh13j3wL1oXHOPjMF/itL3yaT2X283T+HhiAMVPjDTmLV4yP8orBfram3I0nUhFm4RSlk8+ycOoiCxfLLCxYLFSHWVZjGAYwDFD1BKXeiOoeWBl0WS6kWEx7zFqSBa3XfJkHbIshz6ZgW4wm578c7UNYx498qpGirA3LWrIc2JyLPOIYH+sjrULyUZW8qpBVVfJRlSFVIRdVyaoaaeXjqQBPhdgqwtYKRyksHWFrjaUUltbYysTJCBwtEdhEwiOSWbRMoUQGLT2MdNHSA+mihYuxshhhY6SLEQ5G2gjhtMRFjA2KsZBpHHAWya//pN4UIkmfMPF4E2tCQoDQrB6G1sQ0JhFCNMyL8XvSFGis9q2WWzSTxIQoTHt77BMSCzo6+tvzeHyDTrbwaKBNpJj2tnUf7C3jG/0vcDyVlwQOqmsbLq8r2Lq4IowxTE+/n+Mn/l+EsDlw4LcZHXnLpsdrY/j0QpHfPH2OgxUNJsSrPsKd9gW+b+edvHHHO8nNHOXgoc/xKw9+ln/quYuLqTcghzV3WFX+40ia123dxg3Z1PoamTGYpXOUjj7JzJHzzFyoM7uUZyGcIDAFDAWWs5LScMDKiM3iQIaZbIqLUlBu0bYcIRj3bAZdhwOWJIXGCsr4oc9SpJhVkrnQZSFau6Pl6oihYIXBYJmBaIU9YZF8VCEXVsmGNdKRjxcGeFFIKlA4EdjKRosskdOHkj0op0Bk96DtfrSVQ1gulrGQSKQRWCbWOBpBRezErcQxBtsYHGNwI4OrDa6C1JUtnpv59DbsiTAtjiJsXIbEsSQpt6QIg068Bltj+jdmbc2Nib0W11xX00xmld508um4AicRlp10DV6wuvPV3I5r62vPr6Zttc9sgmZjnuvVnyuvTVgpN43N8BqIXL7pBZyzE13B1sVloVSNo8d+gUuXPkBf7z3ccMNvkEqNb2qsrzV/f2mR3zx9louhjYzm6a18jm8ZzvGDt30be3E58eQH+N0nf5t/LNzBufTrcYYV97p13rl9mPtHhhlw1/kT1Qo1+TQzjz/B1LEFZmZdZurbqekeInkT8/2G0vWaheE0U70ZztoWlabjAYx7NmOey12WJB1VCfwKc2HERWVzrp7mXH1Vw7KMZsxfZmt9hpf5s/QFRQpBmVxQIxvU8fyQTGiwVQbf20rgjhG6gyh7N5b0sLCxtcAxAtdASmvS2pCJNJnIkFZA7XLvYiwCQgx1Cb6AAAhEo2woA74xiTMJ1I2mrg114n6fWICExHtqreWwoxx1lMOWckMoKeKHskxMiUI0TJGJeRGdGPk0jWtmhNEI0bhCJuZAo98kdkdaEwg0RqyWG+qQETqxuDXEWTJGNOY3ybiWtGGdtXmL+3zzIS3a943WiKS231sbiB7R2b/WaUSIds5tvFpec6MkOuZey/HKYkZsZvNtQ45XGLvBzsAdC2ngZVc179WgK9i62BDV6lkOPfMTlMvH2LnzZ9i54ycQmwhUG2jNX07N82unz7OkbKxgim3Bl/ixnfv5tp0/jX36C/zTp/+Cn7V380jPN2ANa17tVPnp7YO8eWyUXqfjz9IY1NRhZh97lIvPzjF5KcOl+m4idrKU3c3yloD5rSnODeQ4Zcmm4a9gSXakPe6yJamgyIpf40IouFjPcNGPmuxH/TK7apM8UJtisL5Eb71Mzq+Sq4WkghRBahf19A5C9zakzOAaC08LUsqQVZpCoOkNDHJdARVRF4aShJKAEoZZDEVjKGlNGU0VqGKoYJrlRqokdYXCNgppIqSIkCZEiCQRgAhBxrmRAcgAI0OQEUYqjIgwMsJYCiMjEAoh4jwuKxARiKitjNAIobCEwULHdkTMFc88rQeRqEUNU2bj9FbTtNd2iEy0m/yMSITLWtp2Lq1108YnOfzFetXO0Zd9HbQ/zjscOi8zqoXoygOuHdZzr3yR1zKQu/2a8u8Kti7Wxfz8Z3jm8L9FCJtbb3kPAwP3XnFMpA1/d2meXz55lgXlYPun2R89wr/ffx9vHP5pTj32t/zK4T/mH/pfRXngm9lNhV8Yz/D2nTvXei+GNSrPfJ5zXz7MudNwobKPwGxnMbeT+V0hF7dlOdqTYSEhTwnB3qzHa6TG1Je5FChORmmeLsdPU0dr9lYvcVflDG+rzTFYXaFQrZCrgXZ2U8tcj/JegUuKlBLkIkNvqBnwNXYdWG4sTOMLxZKEJWGYwvC01syjWUCzhKHYkTQhjqljUUOKKkJWQVYxlo+x6hi7jrZraKeOkD5C1sGqI2ScPBmuFSQGLC2wTGymFPFtZYnbfbIbJeLHeuuBZYjNecklMMkVLzo5W/ZCHRpYH80IZ8/DALYqDNv/NVwlVus03o01Y1rL8jJPdNHRFzubdB6nXkvXbN8gAscV+a7Z59uYT+O97By70ZgN+b+QtshNYCg7cU35dwVbF20wxnBh8r2cOPEr5PM3cNONv0c6vfWKYz45X+Tnj51kKrSw/QvcqB/hnTe8jvu8d/Dg4x/mew9O8tn+e/GGIt6ajfje63Zxd2++fc+stszClz7OqUfOcW6qj9lwN1X3Ni5OKCZ3pznWl2UuIR1yLK5LO+SDInN+naMqzaFy/O3sDwJuLh/nlZVzjJXn6S+XyfpZapnb8NO34Yos2VDQG2pG64pUFViJ+UaEzFkwJwxPG82UUVxCM4NmFsM8mpqJ8EwVizLCWgF3Be0WUV4JY1cRdgVhlRFWFdeqJyY4kFrgaItk1wyJTLwYBFoYtNBEKEKidUxKHRCgrFVhZGHh4CCwsbCxjIWFhWUshBFIIxF6NRdGIJKNL2kk0sh4P8/EwqCRY9qFSVPTuMzD93InwGJBG29sxRFBWh7qIv5bkkLGNIKW92j1dTfzlrJpNcmJddoMqxFEzKpA6LA1dryetXtsbS++8cOhrb99maa1RUDrnWhr30bBemfHGlgzsqn1rXpStqmCpvFZbE4LXTvfemt5YVQ710+9IHw2QlewddGE1hEnTvwykxf/jKGh13Pght/EsjaOdgFwvFLn3x05ymNlsMIZdgef5b/e+AZea7+dDz3yYe5zb+RY9s0MZWr83IjLO/bcyGDrvplfZvmRT3Diiyc5MTnCYjTBfGGY6Rs1J7bnOeo5aKDPttibcbnFX+J8PeR4mGcuVLgabixf4DuKx9levMTASgmbvVRzt2I5B8gHFkO+YqyikZV4yoiQaQsuCs1DOuICmvNoLqJZJMI1ZSyxBM4iJr9IlF5EOEtIewVhl0gnGpStJK6xsbBACIw0REITEKLXcbrQ0uDLCBcXFxsbF0c72NrGUhYykliRhWMcLL0qlGLTXfsDpfnQkSBsgbAExm7sLQm0jsfF214CjEi2smSca4FpCDcjwEiElqAFwkiksZDGTnKZtMlkPVasJTaFppUIw/Xrq/xinbLBTxiZyCDZFKCx8BRry4lUahW2rf20vEed9JfVXrr4iqAyfRK+5drx7wq2LoD4NutDz/wUCwufY9u2H2bP7ndedj+tHCl+6eRZ3je9ArrGcOUT/PzeG/jW7L/inx/7GN/g3cLJvreyjzLv2tXP2ya24smGLcpQP/Yljn3sIY6d6mUu3Mls4WWcv03x1PZeppKoIHvSHvdSZbZW4dkwxyNFRUoJ7ioe4w3Lx9i2NEO2VqCevQfhPkBf3WKipugJDRRBo5iyFKdQfJSIU2jOoJkhxDVLSGsOU5glyswivVmEs0jKriAAT8UCRkiJkpq6CNYIq8iKnR9cPFIqheu7WKGFoxwcHQunxoPVJP+kI8FpmOUkJhEmRkmEkqAsiCykcnC1h6M8bO1iKxdbO0lyk+S0tVvaQT6XS9gug0agq1ZnjLXlmDKOUdjQZhqOHavl9rG01wU0fRNbTKadPnwNfu0uFC15y5i2frEOn7bxrKOMXMk+dyU3ik6nkc3xWb+p06mEFt7rbZptYo5rjo1f+K6J4Ws6c1ewdUEYFnnq6R9iZeUg+/b9Elu3fPdl6T89v8JPHjnOUmSRqXyeHxyx+JkD386nH/og9ztpTvW9lf2U+D/XDfON47c0wyeZ0hwXP/khjjy8zOmVA8xn7+DMjZrDu3o4a1sI4MaMw75wiWd9wckanMTituIkP7r4NNuWLtFTHaBWeDUZDjBe1WypaCiDRnPO0nxBRxwh4gSaM4RIFhHOFKp3EjLTSHcGzyliGYGnHWxhEUlNTfhtrzGwNS4O2SiLV/XwQg9Xxe73DRjLgBdrMFpbiEhiIhsR2tjKIxVl8cIMqSgbpzCLF2VwVWpTAsigMUIlSWNE7LwRl2MfRSNDjFUnFJpAaGihNUY3TXJtzz8BUor4Ik8hsCwrLkuJJeOyJS2ElEghEUKuakU0dqYa9j4Zm5NbNKdE+jQ1xYbVzMSbe22mu9XIWKK9rUFj1qFP6leka/abdtrW93gzToSdY9aYMa+exxXbX+KQ9F9T/l3B9nWOIFjg4MEfoFw5zo03vouR4TdtSLsYRvzskWN8dDHECmd5mfkCv3nnt7P89Gf5zumneaznLVxPifdcN8KbWgRaeOEZjn7g4zx1bIQFs5PTE3DkVRkO5WI7+/6Mw2uCJQ4GNoeqkI0k9y49xq0LRxlditDp+3Dst7KlYtiaCLKiCHlGav6JkMMojhEimEFkzxLlLyBTk1juPJYxpI0LUlCTq1qXFgYjJWmVJ11Nkwky2Npe3fNxBdgWRDb4DiJ08cIcmSBPJiiQDXvJBHlSUTY2pa0DLSKMCNEy9kjUMsS4K9TkQiKsojbtx7ItHMvBth0cx8WWDpa0kdiQmAUxEqMEWsXmRh2BUfENNEYZdBjnzyeisCF2+b8SdPKIT+QVhvYzahoTv88tbQ3axjytZ7maVtO2/vbEunRmbX8LTadM20DGNeUxnf2yte3yWtrl6puRoW3t6/iSXM18LySeK9+Nxt15mdgKLwS6gu3rGHX/Ek8++X3U6xe4+ebfZ3DgGzak/dT8Mj9++AQlJeirfIJf3neAuxf380tf/DIfGngdw3aV/7W9wHfsvCW+1sUYyk9+ikMffpLDU9dxKXMHR+6Ax3f0sCIEQ7bFqyhyxBc8W81wPpK8Yf5Bbps9Sl9ljCB3L8P1O9lTVNhFqIiIQ0LzQUKeIOK8KWHbZ1F9ZxDZM8jUNI4BD5fI0vgEQPwQFcah4BcYr2fxtBfvL1kG4VkQuQjfw/Yz5Pw+8n4fBX+ArN+Hbdo9NQ0aLQO0DNFWgHbKVL3FWGCJ2InDdR1cx8N1PBwrhWVchPLQkUSFMr7qLDSYAEy48eOiEQ0/ntcQiZYzZcIQivg8WrNdxOUIiOz43NlqVP34ILWC+CEtJcICYQmEJZGWQNgCy5JYlkDaEmkLHEtiJe1Sxm2WFEgpsCyBJSVSCmyZtAuBbcW5JcGVMo5nKcGSEksS08gWPiKmF4I4cLIgCaYcP9UbfVI0opy016VM9MjW8SRBldvoNhif1BtzNdCM0dzIWaevo97a2klDMvfatnb+6x2jWF1Lyxo2GL/u3GucYtZf35Ww2bB5m6HynGsbj6Ur2L5O4fuzPPHEdxME89x6y5/Q17f+Ycm60vzHYyf4q5kaVjDN6+xH+fWbXs+HHv0c9/bdj+mz+beDgp/c/zKytgXGUHz04zz+wad5duEWzg/exaH7bZ4cyCGA21KaUrXIsaiHora5f/Eh7po5zGBlHJO+lx0rr2C8qqEIp62QvyTky0QcNxVs9xSq5zgyfxzHXiKjXYwlmmZEjSStcuRKOTJhBonESIPlpMB3sWoZCvVBemrD9NVGSEf5tteqRIC26mjLJ0jPUJM+CIXt2KS9FCk3gy3SiCiLCgpEdYhq6wuo5kFnYagJQ01oakLhC/CFIZAQeCY+ZC0MxhZIV2J7Fk7KxklbpNMO6bRNJmWRcm1SjkXWtkg5kpRjkXYsvKTcqDf6UgmdY0kcW+JYAicRRJuF0fGFolonl4jq1YtF48tDdXKxqFrNmxeJquQyUrWWh1agk11HZWKTqTHJ5aGmrWxMfHEpmLbcGJ2YG3ULbcvYJNC00RptDKrR3zI+JujYu2pedNqhmbXdSLo6YrXaumvXbqo0VxzTMWcza59zdYr16de2X17PuqIWdqXxV+i/HHbddif7X/3a5zz+SugKtq9DBMECTx58B0Ewx623vpfenjvWpTtRqfM9B5/hfGCTr3yGX9m9lT2T/bzj0CWeGXwLr3NK/Pfb72BbxosF2mOf4PEPPM2zCzdzdOtdPPGWNCczHnkpuJsiT0Uej9Vdrq8u8LOXPsD2BQ+dfj07ineytaKJlg1PyJC/JODLhBTFJGbgGWTPM7jOPGkda2OhiA1lUrj01nrJ+bl478uRSJNCVtPkq0MMVLcwUN2Cq1Zdi5UI0HaNyKlQ9uYwUuG6Dpl0jqyVgyhHVOshrIKutn9xfaCCoSwNFRFRllARhkrKUBUG4UmcjI2XsUnlXPIFl56sS2/GZTTj0Jtx6M24FFIO+ZRN1rPJuTZZz8LuuEZHa0VY94kCn9CP8yjJwyCp133Cok8UBIS+TxgE1JI+FYaoKEJFETqKUFGjHra0NfrDNvpGf/Ph/xJCHBC4Qx1r4jKqTmPsZfrXP7W+OsasN2YDnuYK/c01NU6Zt/WvNlxR9DzPuwc3c43NepiSvV3B1sULhzAscvDgD1CrneeWW96zoVD70MwCP3HkDJGqclP4cf7g+nv5iyef4KcHXs9wpsYf7RngG7feghCC2olHefTPPsczszdzbMudPPTWDOfSLuMO3B4s8YTu40nt8k2zn+POqZOkuZ9R/1+xp6jRy4anEmH2IHV89xi67xBW/ggZIoSU+CKOJWIJl+HKAOkwjUBgO2lENUOhPMJIeScDlfGmU4YWEcquELmLlK060oJsJkve6cEEBYJyL6pimt98BaxgKEpDUUasSEMxZahYBrfgkutxKfSlGej1GMx77Ml7DOU9hnIphvIeAzkXJxFOxhgi36dWLlEvl6iVitTLJerzJfxqlVqtynK1Sliv4VerBLU4+bUaYSOvXzbO1oYwloO2HIy00MJCN3IkSlhoIVFIImGhsIlwiZBxkpLAkWg3pjUItJBoZHKhqMAg0aI1j2nWzZvjWsYLiU6cTEwyvvHAj/fFGpHwV+u00YjmzdjNepMuMZcJmZgiJTTNnDIxVYpVE2WbiTPmD2xgRmy0rTUZrpoF1z7kr8ak2cpjfTPiBjRXWF9D82ofF7fJdejWw9XIv80cr3jrzdfuLjboCravKyhV46mnfpBy5Ti33PwH9Pe9fC2NMfyXYyd5z3QF2z/HD/ac4zv8MX742RJHBt/I92br/Jfb76FgW6iFCzz9p3/Loyeu48jo3Tz0lhRnMx4TlmJPsMxJeqmHgh+b+muun/Pw7Ps4sPhyMgrOyIh3EfAZfCrOMczgo9i5o2SNJLQUCo3BYag6TN6PTYa2lcEp9zJS3MVYcTeeis/YaREROWXqmYsoKyCdSpPzeiEoEKz0omuJiWYlFl5L0rBohSy6hqID6T6P3qE0I0MZxvsy3NKXZktvnIbyHpYUaKWorixTWV6isrxEeWmR6vklZpaXOLOyRL1UotYixFS4cUR/IyTa9lC2SyQ9AsshwKEm0tRMgZrrEKQcQukQCodI2ETSjnNhEQobJWzCZpuNSBxOPNcm7Uo8S5KyDJ4weNLgSIODwREaV2oc4r4sGkdobOJkYbBR8VU1aKSOEEYhUGB07KmS5MLopByu9unEGzOpG90o62bZaBWbDLVu0jcv/uwwKdK48DMpN9uTtjazW8P7sTku+eHSal5sRFBu6Vvl3/ohrfOQNxtWOprMZcmS8+lNcb3xHJ3tG3S2ND8//evFgx/dBK/5H9eMf1ewfZ3AGMXhw/+WleJBbrrx3euGyCpFiu9+8hCPliFX/QK/vWOYC89W+aa+V9GTCXnfdUO8fssWiALO/tUf8eAX8hzP38mDDzgc7cuw1VLsDZY4QR/bgwo/d/4f2Lqyj0H9Fq5b0dSE4TMm4EOEnJJnMMMP4fQcImsgsOJoG47OMFYcxFUutpXCqfQxXNzJlpXrmoIssqqEzgrl9CVc1yafHsRUewlWemNvkVJsMpy3DLNWyFxKQ49L32iGreM5dg3luG8wy67BLOO9aaSAWqlIcW6W4tw0xfOzrDwxx4X5WYrzc1QWF6mWVtZ92CknTeBkqVkpqsKjxAjVzDbqMkXd8uK8pWzcNNm0R9azydtQcDQFqcjKiB6hGBMhHhGeDrB1DRHVMKoOqgxRgI58TBRiogAVhugkmTCKU6QQkUKo577/0dgf3Ay0SEJ0JbnBNL38m20CTCfdOrRAopG1am+0l4WIvSoTra2pwQmxeji9cbykhReCRFNsGdvQ/JrziBZPxPVMhmKN5NjQFCda+1pthevTr89HtJgwW9fRWVx9vevyYD2R2NLeuszLrBGxcZ9pIdnMX16PZfiJTdA9V3QF29cBjDEcP/HLzM1/kuv2/heGh9+whmbaD3jLo08xGQi2Vj/E/9l6A799bJmPD3wTb3ZL/PpdL2fQtakc+TIP/ukjPOXfzJfusnhke4FeIvaqWKBNBHXeee69TFTuYkfl7YzWDFMi4rcJ+LgpEfQ8ijX0IFlZJpJxGClH5xgvbsXRLq4pkC2OsmPxRvrqowAoWSd0lymnZ8ikMuSsAfzlMUw5XnsFwyVLMe1olj1BfjTNxPYe9o8XeMtYgetG8hRSNrXiCovTF1maPs7Soxd5Yvoin56eYmV2hihoP8embY+aV6Bo5Vg041R6dlOxslStDBUrQ8XOYLw8gz0pxjzNoB3QKyNGREDG+LiqjAiLmPosxq8Q1cpE1SpquY7xI0QYbXijsQHqLfVIapRliKSJw2hJQ2gZIksQSAvfsggzFpG0iCwXJR0i6cQmSGFhWnIjZHz/Glby0LdByLgPKy6TlI2Fju/oZvUCTglGrAqVRtkk5kcTJ4PEmNj8qM1q2RiJatLKJm0XG+ByUuJa+fa/CLgvOn5N+XcF29cBLlz4YyYn38e2iR9iYuL71vQfKVV52+OHKCvNndFH+fnMID86VWCqdy+/PObwQ/teBbUiz/yfP+GLz+zm0V238dnbc9Sl4Ga9wFNygHQY8nMn/5SJ0l3sK34b/SEcEhHvwucROQkjn8LJHSErJKGMsEya8fIIjnLwdB8Di7vZtXgznspg0ITuCpXsObyUS9YeJFgajQVZGS5JzUUr4lLGkBpNs2tPL3ds7+fWiV52DWYJahXmz59l7twh5g6d5Z/PnWVxahK/Wmm+ZiMtaqk+Fqwe5lPXU8zlKNl5SnaeqptnoDfPjoxmi11jv6yRUWWsYAlTu4iqrBCUiqiFKuJUsEZAhUnSwuA7Gt/RVF0ouy61gkNge0RWD5HlEgkPZblo4aGFi5YuhvgSUG1clHFQ2iIyNpG2CVvSZQXCVfh9WCLClqolV81cCoUlNFKYOCdEiPjKGil0UtYtbY3rakC29CWiLs4T2kZ72y5aw06XjDcmzjGNPaLkQlLRyEnaRFtbfB2OaF7J0oym2LictGVO2Tp/m7QQq21tlkrRts7VVtM2bg0/I9a2tfLcBG3jJTf1rTWBlpPXYRrHGDr1PbOGfAN3lnVhNuzvfN8uL3WHV7oXjXbxPDA3/2lOnPwfDA+9iT17fn5N/+cXVvjep48TRRW+1XuUVxddvqfwMgbcgA/evI07B4coHfoin/6TQxy0b+WTr/c41ZvmRrPEMZ3juMnwY2f+jgML+9hX+jb6A8OjRPxnfI55h7FGP0HavURkxU/avtogeT9P2vTTu7SdPQu3kYpyaBERuAtU0rMUMn3Y1V7cch9UYF4YztsR03no35nnjhuGeP2Ofm7a0gN+jUsnjzF98kEOffoEnzl3ltL8bPP1KSfNojfAtLWD5f5elp0elpw+Mr197M0bdjhVdpoijj8HlXMEKwtEC0U4V28TWHVACUPdU1Q8w3LKpTKQpub24Nt5QplGyTRapNAijTIeofaoqxTVKEWgO06kGlbtfcl2nBSKlFUnZfukrDhlZBlHRthCrU3JvpgUGtvE18rYxuBojWN0fMO2Ns1kK41UcW4pjR1prEgjQxCRRiS5DDVSaSwVIZVCGp3chm0Q2qyWW1IbzRVoO8dgSG6zXhUWouHw0JFjGleExmZMYeLzeo2wxs0bDFjNBSahocUMun4ZWvLWz6vlad4wW7YeEm/1rjDNvMW02WI2NB28muUm7VpeiPXGrZpZG2s0TZFn1vJaY7rsbO9cy+Z37Da4yGBDlLbfeXUDrhJdwfYSRqVymsOH/x35/A3ccMP/XBP78eNzC/zAM2cRwQw/nj+OPQU/M/BNvFIu8wf3vJJBy3D8j9/NZx+b4HP7D/DggRx9+AxHRZ6x+/jWS5/kVRc9ri+/kWEfHhch/xmfo9nHcUY/QtauEEqFrVNsLY7i6Qz58gT7Zl9G3h/AoAjcRarZJQrpAeTKCJQhKBsu2JozGU1+R47bbhjiB/YMcvOWHkrTF7h47AjTHznGX504xuLUJBB/oWvpfqbtfmb6djLvDrDoDbBlsJcDmSq3sIJXn0KvPEuwMI+ZKiN0/NWOiM+SlVOK5bTFUk+GyvAwdacX3yqgRB5FhrrOUAkzVKPUqrakITkLjiUUWadC1qmSsWr0uBXSlk9KBngixBMRHhGu1rjK4CmFFypSfkSqHuHWIqyqwq5GuL6PHUbYUZwspdYkqeKwI0polFSENtQdi5pr4bsWviMJbUlkSUJbEFqCwCIuS0FkQ2gl4Sk9iGR8Y0AkDEpKtCXjm7BlYi4UIo5xKaxYIZSxiRIkRjo0TZYi3tsSWIlgkZhGGC4hiZnI5t5WrK2s6iEkQZHb21uunGkNcNwst7evhviiGWy5ra0z8HL8R5SgVeNqf2K31c36NK08xDrScXP0gg1La+6iuxJ96yyX3+tbD5umvArpprKnNk37XNAVbC9RRFGJpw/9GFK63HzT72NZ7ddE/OOlWX78yAVkeJ6fy5/j6UtZPjzwMr4nU+VX77oXM3uGT/7Oh3govJV/fsDjbE+KG9UCz9iD7POn+elnPsWe6uvYXRIcQ/FL1DmceQJn7MNkrSqRVKSjAltK/eSiEbbM3cj2pQNILAJ7mWr2PPl0P2JlCCpQqhpO2REz/YJdNw5y302j/Oc9A6ilOS4cfprzH/wAjx5+mlpxBYDQyXDJG2Gy724ueSNUc6PcPCDYa5fYH0xiFg/jz8wgz8e7VQaoSMNyRjGTS7OyfZCqN4Bv9RGJXmoqx0qYx1de/AZpwAdbRPR6K+TdMqPeLNlcnbQMSBOQ0RG5KCJXD8nXfNLFAGclxC3X8YIA1w9wgzjZoU8oQnxXUfZsymmHctqmkpKspCwueVB1BfUhg28LQttBWTbKtjFWCi1sEPG1NOAijI0wDpZpD4LcKEsdh+CyjIXUdnIljY2lrSTSvkXa2GSTuhXayEbZWGwUJuwrgcbB6qTWUe5oW0Pb2h/fQdesC93Rt97YlvI6pr019GKdca1Fsd7r6OxbZ/y6r6mDVmxEC22OT2vo1uN3tbi68dLueZ7zXR7XTLAJIf4Y+CZg1hhzY9LWD/wNsAM4C7zdGLN0rdbw9QpjNIeP/HtqtbPcduv7SKXG2/rfPz3DTz07iR2c5Rfz0/z9/BgHe/fyX4YEP37g5Sw99Ak++pezfHbiDj51R5ZequR1jRMyz4+f+QB3zN7FrcsPMC80v0KdT3uHcSb+nqxVJpKKgt9PT62PnvpW9k+/ip76MFoE+KkZXM/Fqw/gVnqpVQ0n7IjZYYvb7x7jh28a48BwiotHnubUl9/PX//eY5QX46tEAzfHWW+c84O3M50aY8dwgZtTRV5TP0M0+zDq7DzyZGzurAvDQlYz1VNgZWwHFWeYUPZTjnpYCnrQjUDGPmTsKgOpRUYzs+y1z5KXdXImoOCH9JV8ehYrpOfrpKs1UvU6qVodx68RSJ+VrGCuN8V8weF8VlJKQ3kCAtclcjy0ncXIQTBpbJPFi9I4KoWrPByVwlEebpJnVIpelcIpeWtCeV3uc4YITITBx4g6yBpIn1iNDIE6QkQYIgQKGnnDhZ/Edb8l2mN8f1wSDUSvBvZqdblvCIKmS31Lf1xtlFv2p5rBiFvc8lezJpsuXvoYd7PXlP+11NjeC/xv4H0tbT8PfNoY86tCiJ9P6u+8hmv4usS58/+H+flPcd3eX6Cv7562vn+YnuGnnr2IHZzi/83N8CdLE5zLbuE9u/t488Q2Trzv9/noY9v58J27eHpblv3hHM86Q9y2coTvPjXH7UuvIxMZ3ofPX8kp1MRfkPEuoaQmH/TRVxticHkvB2ZeiaeyhFaJWuYiWXcIuTyOrhtO2JoL/YIDd47wg7dvYV8BTj/+MKf/+u948NDBOAqG5XIuPcHZgQNMpcbZN5rjFnuG/YtHCC9+ETkZ2//q0jBVsJiaGKTojeDbw5SiARb8vth8FoGrA4Yzc0zkprnZPk6BOv2Bz+BKjd6LJXLzFbKVKulqBa2rLGcU0wMZpvsdjhYE5ettAi+NcnoRIodUOTJRIQ6IHBZIhTkyUYZ+P4NXXXt/XaxxhGB8tCiCrICoglhBiGkwPgIfoUMEEfG5MIVREaZxNiwJDWV0HGJKv+BBQTaSKFe5efKSQqumtgms54nfyesyY54771a6TfwyuAwDsWGlE8/vF0jNCZ7X+Cvhmgk2Y8znhRA7OprfBnxDUv5T4HN0BdsLipWVg5w+/b8YHn4zW7d+X1vfJ+bm+clnJ7GD0/xn7zz/X/EGFtL9/OWBLbyiJ8+X/vvv8MmV2/nA69MUU5rhcIXjdh8/cubDvGb6ZVxfmuAQEb9Bianxv8HLPQOWJhf0MFAdZnj5em6ceQ22dvHdRYJ0GTcYwqnmWa5pnkmH9NzQx7e/ejt3j6U4/diXOfq+v+JfjhwCY6h6PRxPX8/ZgR3kBod4RWaePcvPEl74MtbF2MNiMWU4PdDL0sQuqvY4y9EIS0Fv/AJ9GJJzjGVnubn3BAOmynC5xujUCoVDRfLlMl61SNGtc24kw/lhhyfGJLU9WSK7H8FOMmE/Ob+vGRD5umoPdmXV8aMhpLQpgj0HYhHBeYSpIo0POgATolWAUREq0qhos1Ko07PsamEQ0iCsOMVbWiYJwGEa21oYaZIIHbHnXJujQPMMGPFemFj1vIvbWs5Mte0HtdeNafjGtXhotNCYVq+HTm+NTguaaKFhLc1G9ebQdfsbvS2d6z6rzcbtl8Hmwih2ft6XGdTyJ7SW6rkKmcuMW9O12Tk2RxfVb9okv+eGF3uPbcQYM52ULwEjL/L8L2mEYZFnDv80njfC9ft+pS3Ez0NLK/zAoTPIcJqfdc7we/7tBG6G99+yixuNz8f+63v559xd/NMbsoyYZXyrh+HaIj99+CCvnrsXrQ2/QY2P5B4iNfZBHDvEVSmGV8YYW76BGy/di61dAncB4Uncah+iLDhrK86Nwr2v3s5v3DZK6dhBjvzj7/OHB5/AaEXZ6+NIz+2cye3mluEUt+qT3Hz+c8hnSgAseYZTQ/0sZLdRtrZxqT5KZGwIoF8usj1/kbvtw4yGZbbOFOk7WaRvcRmrvsylQsjxrTk+PygpTxRQ9hiuupme+hC99SF6a8NsWeyBxfg9MkZhdBFjXwI5hTSHEboMOsBEfhJnUbFxCMXmRsrGH5I0SFsjLIO0G0IIhBSYRkh6Ws6IGQk6vvU6zhNBoUW8DiPi4MCGOLCw0RilIUoihLzg2GiPp4GGQwmruWiUV18fIq6vOockUpfGAYD1HB1EixBufY9b6qJ9zKpnolhLm9A3HFg6xyJW17L+Z7ppNWrDnjWHqjetMl3+h0/jdXe6vmw0ttmyQbxL00J15Z9cV6aoZ3dekeb54CvmPGKMMUJsrDcLIX4E+BGAbdu2vWjr+lqFMYajx/4Tvj/NHbf/NY6zek7kSKnK2w8eg2iRn3KO8p7wToTt8IE7b2Bi9gwfePdBPrjzdj5zS5brghmOuyM8MPcw33F6C7cu386TRPyKnGdl2x+RSU0DgtHyFkZXrufWiw/gqjS+u4BxbNzKADqAw46itifDdz6whzv7Ig5/9hP8w19+Cr9cpObmeTZ/I6dye7ht2ObO6lPccfYfsCYjlDCcGsxxYe8Bis7ORJA5iECzLX+RVww9yRhFti4UGT2ySN/sIgGLnBzzODTmMH9rAeWMkwnvoL86zkB1nJuXB5DLMgmpVEXLixh5Acs8CaqMjuqoINhAs2r9Zd/eLhyN5WmkYxBOHAeRhkDSEqMtjJKg4jvUjDKgNDqMIFDNa2ku86nSvLxG2IANwkZgY4QVtwkbhIURDsa2MNJGSBcpXYR0EZYD0kLImF5IC9Ooy/hgdlyOD2djyThPLhyN74WRkFxMSkPTY1XjE82HqGiKtfg60vjrLRFYJvGfNCYum9ZynFuGxO0/7m+KoKQct5m2tlZaiBXMpvhslk3TQic7eIrOMYlW2SKCm/0boVPEbkjX6SuySZ7xul9aJuGP5SpXJnoeeLEF24wQYswYMy2EGANmNyI0xvwh8IcAd955Z3dL+QqYnn4/s7MfYfeuf09Pz+3N9hk/5G2PP00UVXmHeJy/Du7G2C7/cNeNDJ04yN+8d5b337aPp3a4jAcLnHQG+fHTn+Sbz95NIRT8HnX+vvfTeMMfw7YUBb+XseIebr3wRnr8IQJnGZWq41b7UQE85Snyt/bzI/ftIjdzlMff/9v86bPPYITkTGYHh4ZfxZ6xArcEz3DL6Q9iXVRUHcGRkSHmc3uY1TtZCQsQwUTqIi8fOsgWs8LOqSXGvzSHV5rlQn/IkW0ZHrq5B+Xspr96H4OVreyqjrFv0sMYjdZLGPs0UnwBqZbRYYXID9r2pqJ1hZZBuhorrRBOfF+ZNhZGJSmyMBGYSCehrDbSijQIB4QHIgXSw8gUxksj7QzCSiMdD2GlwPEQtgu2B7aNcFywbKS0sSwLWwgcA66BlDJ4kcHTBk8ZPA2eNrgaXC1wr/ZAUbLUpqlr4xCXManRGHR8yajRLS4kyXUx6NUcAw2ajj5aaMya8qpW2HQ66WxrlE3jItPW/obDShtlG781bR1j1l9DKzZ+JHVSdvZelovZuPeazH+Z+TbP8/Jj10O+7gJvvKoxV4MXW7B9CPg+4FeT/B9f5PlfkqjXpzh+4pfp7X0Z27f/aLO9ohTf+MijlJTkG9WX+KS5C9/J8Pd37Kfv0MP85d9W+YtXbWN6QJPTdWrC4hefeZg3TN3DJTT/nkUu7vgDvNQktnEYX97Jgan72bZyA5GsEqYXcOr96BAOeor8bQP83P3bqB15mMd+8w8ozkxTcQs81fcyin07eE32PNtOfQr7qYCaJTg8NspM7nomw10E2sWLfPb1nGKHM8fe2QW2PzyDV5zh1HDEE7tzfPbV42TDmxgub2dreRu7JtMYE6LNebCOIqMH0WGRsO533F3VYZBxFE5GIVyJxsYoCx3ZmFBiQo0KfHRgdbzLBoQLMgNWBuNkkZkerFQPMlUANwNuCuF6SNvBkTYpISgEhkKo4xQJ0noDwZP4lxACSWD/0IREukZkQpQO0SZCtSRtInwTUdWt7QplQnQz12ij0CR5UjbGoM3qTdexgBDxrddGNG/HjssNk1nDXNdqVmyYG1tNi7KFtpWeVW2vzQwZj283dLXnotNM2NiTEi08Gu0N4d7QJpP1t0ffT8YlZ9zi/lbT4Hqmy8uZHjsaLqudXeHHx5p1rmUtmuWr+SHTSfvcTZ3PbyxsteeuSPN8cC3d/f8K+AZgUAgxCfwisUD7WyHEDwHngLdfq/m/XmCM4dln/yOguWH/rzUPYWtj+K7Hn2AyTHFP+FGe1bdQdvP83a176Xv88/zFP9m87xvGCbMVIpljpD7LvzsS8PKFm/g8Ib+aeRqz9X1YVkhfrZ8dC7dz+8U3ILWF783hqgGopTnkKlK39vNv75ug+Nhn+OQv/gZBpcxsaoQnhl7H7uE0dy8/inX6YTTwzOgIFyeuZ1LtwlcpcrrM7QOH2aPnue7kJYYfusR0bolHrs/zxVeNk/Vfx5biXm5cnkAsCbSew9hHkepRlL9MWG/1rmr/ytvZCJkGI2y0sjGBjfZBhwHBSofgkmmw8minByc/iJXuQ2R6kOkc0svgWjZ9oWHAV/QHhkIk2s1Dilgg1SA0EaEuEqg6oa4RqDpVXWdF+wS6Tqh9Ih0kgssnMprIaJSJ5VqkBQqRaHwOQjiAHV+9QmIiJDEhYiGwY82QbDwGJzZNCgchbUhiQMYCJo79uJnbkEVC3SnirwydmAz1aogtsRpaqzUMV2vbajn+/AQgWs59NcVLU241bIRJX3NPybTQ0PyTiMtr+awZLzp2lVrnuyxMe7HD9ija+li/bw2vDeZslbGdJA1b6yaw8bwb9V+OQbujTeP9Xc+RZvy6r9Fra4wx37VB1/3Xas6vR0xN/Q2LS19g33X/jXR6otn+zmef5ZGKw47ax/H1bqYyI/ztga0MPPw5/uxTOf78vgFcd4lZd4Q7l5/l3x4eZE+5wO9T5/0jf43b9ygWkomlfdx5/q0MVrcS2EWk7eH5Q1ywFDPXpfipt+4mPPQgn/5vv0FYrXAms4PDo/fy8v4V7j/7eZzDAZeyaY7svoVJ60ZWwgIZXeXmvmPsM7PccOgCuYcmOTIe8cndQ7D9JrYuH+CG4m7EskTrGYz1NCL4FGGt2GJKXH06CFvh5DXGjjUv7duYuiaqCGia8i2wejFOH05uFCs3jMz2YWfypC2HEV8zWtP0tgosRRwJpRjgqxV8VaauqsyrChdVlbqqUFdVfO3jG0OoDaERaOEgRAqEhxQOUrogPIRIY0Q/iDRYXqwB4qyJCNMpTCwRYIsIS0bYMsKSKkkaW2osaZKkkSJCEpDcuhZfLaMUxmhCI1DJs0cJ0CZ+iYo4In5IrKGFQiR3tjVyiRJxrqUkkiJusyyUlBgp0DLmoaUAkdzVJgRaJhEiZSLqZHInm7CbEUqMEE361TJr2yEpJ38BrR6cwKojSMMRUzTLq381os0Jc73wVUa0i7DV0FkdYbQ6aE1zrvZ1bAbriaF1Q11tUkPbLL/Nj72SCLw6fq+8cIF3bXL8c0E38sjXMOr1KU6c/B/09b2cLVu+u9n+/qkp/mwmoKf6RbaHg3y+cB3v2Zlj4ulH+NPP5Hnf/f0UrEXOpkZ548zj/NTh3eRCyX9ghWd2/g5Oaoasn2ff3D3cMflGQBN6S7h+HytCc2gYvuebr2Pk4uN88b+/m6BS4kxmO8fHv4FX5s7xptMfQVyCQ6NjnJ24hQvBNtBwfeEkr3ce5ZYjk+QfucDBbSEfvn47ud2vZ/vSAe6ZGsboEko+CcHnCWsldEvYKwCExskrcCU6ctE1G+0HBEuNr48Fdj8yPY5b2IqVH8bK9dAjHLZVI0brArvxcPAhqkdUojlqUZHlqMRUVKQalaiqMjUVUTMChYeQGaRIIWUqFlByDCMKCDeTaFQxGl8ogcKzaqTsOq4d4jkRrqVwZB3LFEEFRNoQAgGCOoKasKhjUZUOddum5jgEroPvuviOS+CmCGyLyLaIpCSyLEKZXBBqiTiXcbiswIrzUAp8CZHc5FPtGiKOD9lwIonrFrHGITFNh5KGk0nDWUQasExLwGTTrlE1HE7Wr5s2549GgOZmDMpWTbCFrwRYj0/rOEMbj+aaTEd93fdivXdobeO6Y9elW6dtnTmurHVebo516Jr7lVeg6+A3Gpzd1DqeK7qC7WsUxhiOHv1PgGH/9b/a/NV/vFzlZ45O4oSTvCJQfLT3Dn5lSHPnuRO89+Muf3LfAANijtOpcb5l6kl+5vBeytrwY+4Z5ne8C8sKGCtOcPf5tzFW2ktoF7HJYPu9PJGKuOH1E/xC7wIP/vEvcWzuEufSExwbexUvT59i+5l/JhAWD23dw9nUHSyGffSJJV47/Ai3zE8z8eApnh1e4SN7J8hve4Dd87fyinMFtL6AFl8kqk8S+R3eC1LjFBRGOqi6i6lFhMXGvo6DcMZID+zG6t2Kle+nX7rsLisGw4QmhGAhoBzOUQ6XOB4tUQ6XKYVlKlrj4yJkHktmkDKLkVvB6gU7gxCiqT25skbarpJ266ScEE9WsfQikY4oG8GKdFiSKVa8FNWURy3tUfM86l4/Vdel5thUHIuKbVF2JGVboK5C2EhjSCtDSuk41qTWeFrjaoWrQwpa4UURrolwdYStFa6JsE2ErUMsIiwTII1CopqXhwqjESSBjmlt08gkIokwKjYlGhULGqIkkHFMJ3S81xW3NR76cVAu0RRIsrnfFe9rNfbC2vfq4niPLXt4HfEfG/tiIFaPPtCSEkVemLUu6sa03V/dnpvEDtmm1rSqeqKtbjrpOuqr5reWcaad5yqPy/wdXLUz0Ab0G/DZWMxtxOcq6TdoD7LHNpz5hUBXsH2NYnbuYywsfp7r9v4C6fRWACqR4tsefxKlFW/xT/Kh3tfz49kybyvWed+H4E/uG2JAzHI6vYXvuvAkP31kNyfRvDP3MOGWv0QK2DN7O686+3Zs5RK6RZygwJzUnN/r8RP39XL8H/+Ujz77DEtuP08M38dd2Uled/ajVC2Pf9lxO6esm6mpNDtT57i/90luf+Ik1dp5vnDTAE/fczd75u/kFef60eocRnyMsDKNVrF3WvJkwclHGMdB1ZxYkC0nDzqrF7dwHU7/TpzCEGPG4bqyJmUkaIiWI4rBNCvBHJPhPCvBAkUVUTcppNWDJXNgjYJ1AOw0QghcIG2VyHllMq5PSqxg9CxFBAvSYdbNsZjPUcxnKacHKaVcSq7Dimux7Ep8a+MHTyrS5CNFPoooRAEjYZl8rU5G1fF0HVfXsI2PbYJY6OgA2/hYJsQ2AVKH2ATYSuMYiTQuKBe0B9oBY4O2ESbZQ9QORtsYZcd5IykPo3MdfVcO2xUfRm+4TMYejvHntBpyS7eE4lrbH3tQNkNviaQuGt6Iq/0I0+xrjknoadBZDXpAqJiHSMKCiWQWEc+jafdsBBIaVttiadfsa7SvGrkTbaRVLjX/b6pr7XN0jmsya525ZWznBpTooGkdue5cLwzMZiKWXD3XDXucK3jfPl90BdvXIKKozIkTv0w+d4AtW74XiB9C33/wSeZUmnv8T/KR7P3cxzz/d6aHP3/PPH/8DeP0ylioff/Zg/zEsT08SsQvDHwYOfQJPJXitouv45ap16GsGtgaK8jzaEZx/zdv57UXvsjnfu0D+NLl4b6Xs6+3zGvPfYbqYizQjstbCbXDzT3Pckd0jn2PHeOpkRU+dNMN7Fh6I3dcug6tptHiM4SVi2jVeAgKhKVxChqlPFQZwlLyK9ceINW/H3dgF/ncAAfKhr4o/mUfrYQs+5Oc9y+x6E+zFFYpGwdp9WFZfRhrP8LrQwiJhyLvLlNIlcnIEpFZYE7YXHSzzPb2sNDbw1J2gKWUy1zKZsVdGwA4FWn6w4j+wGckXGZfrUouqpDSJTxVwjVlXFXF0XXcKMCNwDYuQqVApUGl0eFqUmEaHfajwxQNbSUWJHHsR4gwJiQyERERFepEok5oVQmtKlrWCK0qygoxQqGFQkuFETq+pVpqjL16lUu7cpMUkjNpTa1CwFqPxZYza7RG01/9t1qXicYmm7Sr0fSTvLPN0FZfP/L9emjsQq4+wlp1qq+eEM5drIdla/Ka8u8Ktq9BnDnzLnx/hptufDdSxh/he86f48GSzVjtc5yw72K7LvJbe7bxD7/zGH/0mj0UnLlEqD3DTx7bzecJ+eWxP8HqOUhPvZ9Xn/4OthavJ7RL2FGOojCc2O3yb17h8ORf/RqPzc1wOLsPa7CXl08/gl6x+PzE7RyzY4F2W98RXlE8xfCXn+FL+z3O33oP18++nPHTFqF+lMj/JCoIaBVmdsEQ+R6mGhEsSRAeXvYG0sMH6MkPc6ACeRXHeyzPrzBfu8BJf5KFYIWydpH2ANIaBXsfwk3hoelxF+hNl7CZZE5McdYrMDXYz2zfMHO5bUynHYodgqsnUIzV62zxl7ipXKIQLZNWK6TUCildJBVVSQUeMixAmEMFOZTfyLfHGpExYHyMqRGaGlVRxLdKBHaF0C4T2XNEVoCyIpSj0V7DohYfgBbSSgSChRQWwlhIZByVnzjivq1tZPORncYhzebCJXfAELv/o+Mzfw1tp3FeTKye8DKNsmkRkqyWdWubUIkzhUYnzga6EU2kzQFDNB03Vh04Gu2rjiOr9cTxJBHEWsimYwk0HExkxxjZFips1ZGkxRS4XpQSaB8nOseJZrZ691mjq51Pe1uzYWOaDgeNNv4brPVqsZ4TSMtCLtO1cd9zWcuWxbGrHnM16Aq2rzGUyke5MPlexse/g56eWwE4Wanwi6dm8YKz5M1Wpq00f3z9CJ//rc/wh3ffTMad5XR6K991/hg/cWw7H8fnNyd+Fyt3mtHSBPcf/wFyQR+RXcGJ8hx1FXseGOHtk5/lwXd9khWnh2eGX8Vt/hN4507w+OheDuXuoaZS3NZ3mJeXTpJ/7BBfummIvgNv44aF2yC8hFYfwK+2nFcRsWYWBanYxLgE0uonP3wX3vBu9iiPbfX4nqzy4gqztbMcrl9gPqhQF71Y9hjCvgeRyeKiGEjP0uMuURLHOOH1cn54iEv940zm00xlrObDVRrDllrARK3EDfNL9IbzZNUSmXCJTFQh42fAHyCq9SZpC0btwpgQo8v4usSSM0fNm6PmniW0fZStYuHUE0fpkMJGCgfbuDjGwdUelrEAiUMBh/VvDNZGExGhtEIJhRYGbQxKGAJJctcaRNIQWobQcghsB99JEdoeoe0SWg5a2ihpo6ST5O5q3XJRwkFLiRQai3j/zdERrgnjfTijsI3CURGWUTg6xNWNckxrNWh0Y+8urtstfbaJ9+tso7Aae3JGJ84hyTEAY9rq67ab9jqYxLFEI5vOGY3yKm2j3LixG1ocFzqcQZp5hzPKarvpoO0Y27gclVaREPOTTVHW4uTSsZ5W55N22rXrXF1L55j10SlO1++/3PjnZ5oUnSbWDnzCuxn40cvSPB90BdvXEIwxHDv2i9h2D3t2/wcAQm34zieeRBvBbf4iDxXu4U+3OZz9vY/yhzfeiSnMcya9lW+dPM6/e3acf6LO/97xm1jpi+xYvIH7Tr4DW9kYK0JGGR7u03zfm3o48bfv4vDcJQ4WbmK0UOUVkw9yomcrj+19JQvRAHtzp7kvfIbexw/ypZvG2bLjHdx94ToidQQd/CHKr9PQzuxsiBEuqmwRrkikNUBh5GXkh3dzS9UmpyVROWKudo4na6e5VF+gInqwnQmw7kVkU/RYRYayl6iI0xzL9nJ+ZIjJ/p2c6tlPyYm1GEsbtlfr7KvM8prFWXqjGXLBAoV6Dbc+gKoME1QGiWp7kyj5JSrMc8mbopo+h+8eJcpqTEEipIOFi42Hp1N42kOSIUtmzWcS6oBQRoQofGkoWQrfCag5HnU3TdXNUnczBE4a384QOFl8O4uUgrSpkVc18lGFbFQlF1XJRlWyUY2sqpOO6mRUhbTySal6nAc+ng5I6QBPB7g6xDERjgmbDiMOcbKNSsoKR1w5iNeLiTjEZaK1Jc4eTVHR0tdwxmjSApjVcsMJw7DqtNFabsV62kWTzKwVB2s1rTUda3h2TtvqSLKmr4N/U45dZs2bFTnmqh1Prg5XXsfG8w98rR7Q7uKFx+zcR1lZeYzrr//vOE4vAP/p6DNMRjn21z/PQ4XX8OOZZQY+9Ay/On4H86PLTKfGecOlE/z84TE+Rp137/w1rNQMN1y6h1edfTtGRAhhUdFwco/L9205z8HfexdlK8PR4Tu4qXgQf9rjIzsf4DR7GXFm+e6eT7Dl6Sf48v5+tm5/By87v4cwfISw/rvJ3hkgNHYeoopFVHEQIkPv4KvoGdnPzXWHjJb4xTpTlcM8WTnFnDJgjyPsW5DZHnrtZQbTU8w4ZzjSP8yZsWGO908wn4r3VhxtuK5U4b650wwFU/QGl+ir1LBrI4SlMYLSKDoaQ6sl5qxJitnzVNNniAoG02djSQ/HpEirDI5xyDDaFFlaawJ8AhnhS82KF1L2bFYyPRQz/VS9AjWvl9BKkxU1+qMSw7UFRuoLDAVL9Acr9IZFcmGVbD0WVjlVJaerZHWNjKmTwccWVxekONCSyFiEWhJpiTKruTICZSShEfhGooyDMl6zXRmBbqFrb4+d4E2SK0OzroSIaWgkGSfRMkZItI7zWOBIFElsSdnQVWLPSSOSfTrRsqfXODQtGvt18e0DptFEg45GpdkhIAke3RjeQtTccEuEUuNJ3KRpiM1WE2SDa6NfJKpVx0O6zTK4zgO8g9c6HJI5RQf9emtoXXP7ytfO93yxCUYvwFyp4rX1HukKtq8RaO1z8uSvk8tdz/jYtwPw6PIK77sUkq8fZNK9ndvVHN89Nc9v+Ldw5Aafkt3PXUvn+cWnR/mMqPHbO34NmZrltsn7edmFtxLJGpZOMW1pcq/q4b6TH+LgBw9yPLOLXCHk9ktP8Pjw9TyZvweN5PWDX+T2p5/g0R0GteU7uOfcXsLwYYLax+II84B0FMKzUGVJVBRksrdQ2HI3N5o8A5GFX6pzsfoMF6onmYtsLGc3wns9joDRzCRl7yIH+0OOT4xzeGAnVTv+Fo3VAu5YmWLLzDkG6pfoKwfI8hbqy9uIavvRapgp9yQruVPUU4fRIxaWTJMyWTIqi0c/Hv0AhDqkjk/dViykQ5ayGRZzQ6xkR6h7vRSoMerPM1G9xHhtltH6PMP+AoNzSwyGS/ToMj2mQkb4G35eoZb42iLQFoGy41zbLCiHaZ0i0HGb3+yX+EYSCIvQ2ITSItIOETbasjFSIi0LS0qEJcGWGCtOSImR8R4TsrHXFO/dre5xNYxzsYBrGLxMIojiXKxqSp1u9F28iHiuZsAX0rPxSp/585srNVJ6XuOvhK5g+xrBhck/o16/wK23/ilCWARa84NPHUKqgCFdYF5Ifr3H4y8+08dn740fdttqS/yPJ3p51Pj8xs7fQKZmufv8m7j94htRsoat05xwFHe8LkXxo7/HheUlnuq9mf3Bs9Tm0/zDrrcybca5vnCC1y4/wfT0WQ5tex23TN+NCh4nqP/vpkCzvAiNg/YtRJRhaOR+tvTvZV/dQQeaS7XTfLF0hEuRRLq7Ee6byKV9BrIXOJKb5sj2rTwzfCsz6Vgjm6j6vG7uFOO1cwzWZsmv9FJf2ENYuY5Q5zidOUop9yRh3xPIwRRpUyCrsuTYQg5QWlEVNcqO5kJBMdszwnxhK1GqhxG1xJ7SOXZVJtlWvcDYyuNsmZ1hVC/QQ3XNe68NVJVLNXKoRC5LymFKDVBXDrXIpqYcKsamgkedFJHlgeMiHAthS4xtYzwLY9toacVJ2ChjobHQOk6mNabiVaNppIs5rFbjXtPseR5zvJi4otFuta2p9LSPWc/wdyWj3pXfmdX3eCMtbOP5N6BrY2I2lBmXc9/YHO1zE0bX4q8lsK6t6OkKtq8BhOESZ8++m4H+1zDQ/yoA/p8jTzOnc+wOHudU9g5+v7/GF//sIn/5DbtJmxJa2fz64ykuRhG/tON/Ib1LvOLM27j50n0oWcfSaZ7KKN70sgqn/+bdlPCYGtzBLXNP8fTAfh4efSWOFfJtvZ9m4NjDHN1+BzdNvRO5cJao/vsYFccCsVIRWjso38ZzxhnY8ToO2EP0K4tyaYmnSgc5V1sksncg3fvJpX3yuUme6p3nmZ0THBzaim8JcqHmruVLvHnmLOPlKfKLA9TmrkMFuylaijOFk9QKzyL7M+R0Lymdoo8dGGOomiolR3GmD6b6t7GS38IgFW4oneL64ml2l4+x68JFtkaXKIha+3urJcXQoximOBsWKEeDVCKXUuRSJE1VpgntNDLlQcpB51xU4qwRGQdtYs3KmCt9lZIdJAMoWjSiq4VejbWIaRgGsdrqLQ4bq8bDhr6W0GqspN6gEw3ni2Se5BBCh8OCaRMsa3301u5iJbp8+x5a20hDU4OkYYykbTVry6yOMWyOrqO8/n7b5tpWX9fqa3lubay7t/fc1rPZ17N2PVfC5kXi5nhOqNqViZ4HuoLtawBnzvxvoqjMnj0/D8ChYom/mI3I+8c5m76Vt8sZ0n9/kvfcdTeD4hIXnDF+57EyVk3zcxPvRqQu8Ooz386BmVejpI+lUzzWb3jbrnOc+ocPMumN4WV9Jham+Mj2N3FW7uT6npPcO/9FjtfqFPI/yu1nbUL/z1BBGQDpKoyxUXWbjLeT8T0PcLMq4CCZLp3h86WnmVNZpHcLdjbHWO4sh/oXeXTPdp4a3IYWgtFayBtnT7KjdIqR+Yhwfj9hZYIVq8Tp3kP4w0/hyV7yUYE84+SBiqmy4IVM9fUxObCbtOtyU/kUty0d4YbSk1y3cI4RvYjVcuC0FLosBWlOBz2sBKMshx7LIkNZ5ohSWUQmhcqliGwvdrnQLko7rP8l1UmAxSsJJoMUGonCErG3oIXCMRF2w5mDCIsIG4VN1CKsTPPx23gYx/FCYurI2ITYRLTncb9DPFMs7r5SaN6rBslrWmvY7Cyvtok1bc2+FocI0UHfTivayqt9a07orbf6taUralGXL63fsrn+jf/KNu6/0sjNUGw05oWgytayVzXz1aIr2L7KUaudZ/LinzM+/q/I5fahjOH7n3oKtCFresipMu+4MM0vj92Om5viZGY7/+HIAtcv2Xzf2J+ic8d5+dm3NYWa0C6PD2nekH+EU5/8Eicy29liLrJYHeSfd76ZOh7fOPAvFC48xIWe+7h98i5C/1MEtRMACEuBZaEDi1xqD2M7XsctUR4izZnSU5won6Jm7UC6DzDgznNpYIUHd/fxyOhd1G3BeC3g26aOsL14hv7ZPLWZ66hF/Rzue5xa7wncwQKFsI8etqG0omhVONGnOTe0A5Ub4I7ScV69cJCb5/6FPRcvkBN1IDYXLgdp5vws5/wJFoIUcxSouD3obA6VTRP2pAmNR6g81h7h1UlAyvWO9hqkUDgixDMBnglwCXEJcQgTAaWampDGwselblLU8QiME9dJU2Qjgbk+LGOwMcTXjApsI5J4/hIbiWssWv9JI5FYzSSMHbc3/wksE+eNuiC5z0wYtIjd3JvRQUSjL7mDrSXChzYaLTQKhWmejFNoIuLWCEWUXJWjUEmfIT7S0IgqohP9SbfeySaateRfSwSTJm1cMmL1DJ5JLpZrxB7RjddhWsod/zo/62bEEFiNyNFs6+yHVqm38a1t68YSae9v81kxHf1reXeOWzuifY61a2s35W6w8NWmTUQn2axmt3+mQNfd/+sYZ878LkJY7Nr50wD81qnjXIxybPGf5mLmZt5jT/PXZ7dy/q4VptLbedvFGb7tQpofGPgw9d7HuOv8G7ll+j60CBDa5dCo4VX+R7n4+DGO9Oxgb/ksT/XexMOFlzPoLfLN+mNcqK0woX+SkfPzhPU/xOjY7ChToOsWWWsr23Z/EzfqAjqIOFl6jOPli4TujVjpb6Qvf45HJup8Yc8+pjM2hVBx//xZ9q2cYOBCgdr8BCvS5an+g0RbDtGjh8jrMXLGUDRlTvQpzg7vot+VvGbpCd62+GVuPv6nDFIEINKS2XqWk34vs/Uc0xQouf2oQg9hf5aAFEGUpl1IaYjWalkChSsDUsYnY2qk8fEIcAixkoenj0fFZCibLBUyFOnZ8POSxpDC4CHwjIWLRdbY2Dg4xsUhhW08HGwcY2MhMUKjhELJCCUVIUHyr4JvaviiFuemRg0fX9Rjr00REMiAQIaEQhEJhRKaSMZJSUOUpGbZIimTlEG/BMN0NAIuQ/yJt5UBWjTK1TEb8OrIO8utT/P1Ah+vWzZX6N9g3vXmupo1XnFdV8Dm6K4s3vZV5zc543NDV7B9FaNSOc30pQ+ybeIH8LwR5vyQ3zm/hBtOczF9I98jprj4T0t85N4d1F3JzSuzvPNwhv+cf5j5oY9yy8XXcsfFN6FFiDEOR7dobl/4APPTk5zsn2DP0gU+ueUBTjl7uKnvCAfmP81c7nbuOP+tBLUPoYJLAFieRvkWdtjLtu3fzM1yCBEpjhUf5kR1BuXeipfbRzgwy+f2uXx5/E4iKbhjaYm3Th9m21RAffo6loXh4MCXEduepiccoI/tBCpgLh1wfGQrTqGf1y4+zrfOf4Hbj/4fsonX4XKQYrqW56naLi7QTyk7TJQv4Bey+CrTsr9lIDK0P64MjgjIUCVnamSp4hFgoYiwqZBlWRcokmOF3jWfgWc0GQQZY9NvPMZNhpTJkSKFa2yMMEQyJLACqqZMmQVKZpEiy8xQpCqr1ESduhVQtyJqTkTN0dQcQ901+M8pdAjJ7dlJMnHuYHAMeBhyxuCYuM0GXJKyAkfFfbZhlSYp2xgsk9zclkTat0ki7BMLbovV/vXa4hys1nFNvi1mSbPq6NL4xBrtDZNhvDMnmrSrZsX4zjWZnGeTbX2NT17Q1tAqCkQHDcnjWLQNWG2/EtY88VdXsWafaxPSoW3ODenXrrN5B9qVp1jDYrOv84XwvTzVf+MLwGVjdAXbVzHOnPkdLCvF9u0/AsCPP/UwISkGjYenVnjjo+f4hdvuJCfmULqX/34ww597J3hqy/vYO3cHLz//zSgRIIzD0fGIAzPvZ2Vulqm+PrasLPKB7W9jTgzx+qHPYy0fJK2+h7GzdYLaH4FR8RPGkmjfYefIW7gxu5eUFpwpHeJI6SyRewde9nqWx1f44A39HO7fQi7UvHnmNDfOnsE5vZuiD08PPoPacow+NcyA2UlVVzndE3FubBf79SJvufQvvPrMX9FHvH+3FKQ4VenjbL2PKW+Ues8A/kCeusq1CLFODUyTFjUKpkKeCinqWCiqpFk0fSzRwwp9q2+uMeQw5IzNgEmxzRTImgIuNpEIqdt1imaBZXOJReY4LxdZtoqsuDWKXkjZ01RSl9d2PGXIKk1GG7Jak9WGAaPJoskqQ7Yat2W1JmNiupSJk2cMqURopYzB1QbXgIPENrE7v5YyvgdNCrQELWJtrBkbMjHMxea92GGlLddJWTfqAqMEaBHHM9artGjRrCc2wISm0U4S+zgeqzUoAyLhaWJrZsKfeI/SsPoGmkSgrdrNGi+ipd6iVZmWxCqtWLePy/c1281are1yT/Fr3LdGnpkNK5uf7yrWdXX7b1cHddu1DRbQFWxfpSiXjzEz+89s3/6juO4gX1pc4AuVHD3BCea9vfyuf4L3ejfh5ic5nt7J/zhY4my0yN/uejdbirt57anvQYsQaRyeHQ7Yf/FvKK4ss9iTIV0RvH/7txBIh7fmP8JKvcTNC/8GU/4MkX8KAOkadCAZdG/iwPb7GdUeU5VTPL3yNFX7JlK513Bxos6nD4xwJj/BWC3k/zr3FHvPlvCnxpnMTVIaOkKfHqPPbMPXPmfzIVNj23m5f4afvPQ57nj2D3CFoq4szpb7+XJ1nMnUKJXeUepDPfhRLnk3TLL/FX/VLBFSoETBlMlRRaIpkmPWDDHDMDPJKMsYeo2gx6SYML3kTA9CGCpWhSWmmDEXOCUuMe8uMZ+uMZcLqaTW/zwKoWYgUgwozXYT0RdpCkVNj9L06CQpTY9WFJQmoyVS2ES2REmBshLTHwZlTHygWQlUJNGRiG/3DiQ6EOhAQBjn1UBQ8SUiEIhQQigQIUkyiAhEtPpEUggiabUkm0hY7W0b1ENpo5NLRXUSk1EnZSUkSlqr/VKiRFJvaVfSin0wZYOPhbIa/BLfzSSOoxaJa4lY9WaM2+MfLI2QaLGMS7wqW+NJrjO2EVsSYj4Nw2AzdiUi0TpatTfR8exP5t3gyb6up+E6F5ZuNG4jbezyHowd/etonFc3boNFbAIvhMb26topXvYC8NkIXcH2VYrTZ34Hy8qyfdsPo43h3zxzGKEMNXuCN6pJzj0oOfrKChfTO/nWC0vcNqP5vl2/S5/fy5uO/msQBmkcDg/47Jv+K4qlMqW8Sz3o4+NbHyDrVnit/BBBfTd3XLyfoPJnoGrJJoTAiQpct+3t3GANUfFXeHDxk8wxgZ16gMVtK3z05jHO5Rx2l2v88KnH2HIsRbFY5tDQ41jbjtMb9eOqPJcyNc5s2cptapb/++JHuePo7yOFYSlI8XRphBN6lLm+bVQHBqj35Gnu0jdvFtVkZYU+vUKBCgKYMQMs0M9ScuDaNpoBY7Hd5OnVQ0gpKVkrXDKnmBJnecKdYTpbZqZHEXU4CuYizVig2KYjXhZEDFcVg0oxoBSDStMfKfJaIiybwJEEliHEEClJFEq0L9B1B1WT6IqkXJaUSxayIpE1EHWDUKCEpGa71GyPqp2iZntJ2WuWa5aH76So2x6+5RJYHn7awc+5+JZDYNn4lkMoLQLLJpDxQe5AWLFQSQIBv+gwhvguN4MQyX1uImkT8fU1QsSONYg4DiQiud1BJCKmEXcxUdsEjV/0iapldLMev8SWOi31xvjmGmJVshk3UsRHHKARSzIRi6IpAhP+G6k5nXtorftcl1N5OkXJKh/TxqN9jlXzaOtrXW+OZMyGWl3H/OIyfW21y6iwz+OqmyV3g1+QLxC6gu2rEOXyMebmPs6OHT+J4/Tx7jMnuaQK9IdnqTujvPWpSX7p9lup2QF7S8v8u6M2PzT2XhxZ4pue+Tls7SCwONwTcP3C31EqFalmLRb1GJ8avZ8t2WluDj9Kvvwmhucjgup7ARC2wUSS8cyd3DZ0L2ktOLL8ZY7VKpC6l8r4Mh+9uZ/jvWPsqNT58eNPMfxsD3PhDIeGT9CTH2NAb6diKjw1bDHYm+F7Jr/IK4//MY5QLAUpHi5OcMyeYKF3K9WhQZR2adfINHlRYtAsk6FOkRzTephJ8gCkjGbEeGzTw6RNlqK9zAXzLMfkSc5l5pjs86m7q++lqw1b/YjrVMjrSxFbo4jRKGIsUgyGBtdy8B1B3TIEoSSqWURVh6iUQq9YzC5aLJQksmRQWrLi5Si6GUpOhpKboeykKblZVlJ5il6eYj5HaSBD2U1RsVPULZu6dIjkZl3vDYIQCx8pQyQBlgiQBAhRRQgfT/g4okZOxn2WFSBliJAhQiiMVAihQCiQsTBBxFfakKTGPWZGNJJBi9jzUDfq0PSC1MnTLvaMbFodaVgpX0xcjbWwi69O3DjfPaD9dYdz5/4QKdNsm/h+qkrzP8/OYocrLKZ28B8qz/K39k3kvWkWrAl+6Wmf/5n/HEs9j/HWwz9BNuhBIDmeCri+9A9UluapZyUX5S7+ZeA17CqcY1fwccaXv4v04kGi4AgQCzVbZzgw8Z3ss0dYrF/iC4uPUHPuQI1KPnF7gSeGxxmthfzQqacZfzrDlDzJoYE5BvQ4Q2Y7s16JyS2jvL46zTun/5rB2SLlyOWplVGOWhNc6ttJZWgw2SczzSdiSlYZ0QvkqLFMnmkzQokepDEMGcn1eoAcPSxb85zgIJ9LneJsT5HF3OojrRBqrgsC7q6F7CyGbAsjtoURvdoicC1q0hDULYKiTbTkUZu3mZyzsYqGqvCYS/cxl+5lKZVnMZVnMd3PYrqXxd0Flr0MRSdNxfY2/MyECXBkBVuWsUSJlJwkYxXpsSpYdh1p1RFWgLFCkAFGhmgZomVEJBWhVIRC48vLmcDiVEtSe6fB0mArSCmDFxm8RlmBp2Ih7yqDo+L9P0eBq8BWBkcJbGWwoyTXAqlpS8KATNrjMvFN2S31RjlOAqFjj0TR1t5Sp2NvjFVFoHU/ren119rWoGsd2yyLdl6tfDoVq+Z8DR1JrNt/tWiOa3Xj3+zY1orpXFNrfX1tqzn18137NcL0eBZ+9trx7wq2rzLUapPMzP4TW7e+A8fp4/955nFqZMjiszecRT1sc/qeFc5ndvJjJ0pcCC/wxa1/yyvOvpWx0h4Mhgt2yG71T9QWLlHOWpy19/PF/ldyfe9xRvSXuX72+2HlnzHRLI0Ar0PuPm4f+UbyxuLQ0hc54UtE/jU8eaPLJ/YO42nDd587yu5DgkvhUY4MzzEYjTOgxpnM1jBjg/zwxc/yipN/DBjOVvr4fHgrZ/uuozw0jNZO8wsq0PSKZYbMEgqL83qcc2xDGMOIkdykh5HS5Zw4xCH7GU72zDHdG5uahDHsrEe8Igq4bjFgbxCy24/ICYeKA3Xfwl+2CedSLF50Kc5BSWS4mBtkOjvAbKafS7lhZkYGmdtRYMHLUrfcjk9BY8kKrljClQvk7aOM2UvYbhGcKsapoi0/9oaUIXVLE3Q4kdSTBCC0IeMb+gJDn2/orRsKgSbvQ8aHTB3SdUgF4PoSJwQ7ElgR2BFYkUAqsBRYqlXgCCxtENog9WZuxWp1tnlh0LhLLb5XrpEnfo8tddEo00oX581j0q0XoDbWK1ouPU0CJ7fSrfbRMraVXycf1qFZO+fq+7UB2ky+m6Vbp7tt/+tytOIy1c5xV0N7uXFXQXuV0APX9oxJV7B9leH8+T8CJNsmfog5P+AvZyO8aIaKM873n3qYd91yExUnYn+xzLeerfN/7fwD9szfys2XXotBsyg145l/wT93jpWcw1nrBr7U/wpu7DvMUHSEW899B1Hpb0BXENKAttg3+CZuzt9IMVjg0wtfouzexdxemw/cPs58yuK+mUvcc2iZhdJRDg9dYFBtoU+NcLpQZ2Aww388/1GuOzlJJXJ4eGWCI7nrmOndTRBlWNXMNANikQGzzAp5ZswIS/STN5q9uh9X5DgvnuFx9yBHBhYoJqH2BwPFTYHP2xcDbvJ99voaHIuKltSXHcLpHPNnXGaXbc7nh5nMDTOZH+ZCYQuTNwxxKdND1WrVtBSOtUhKzlOwT7HNncPyltBumcipULN9qpaOA4sQm9xWgBVjyNcM20qa8SXNQMXQU4VsFbJVSboGqbrAqwvcAJxAxEJJGSzd+fNXwAZRQYy0wHJB2gjpgOUgLAchXYTjQiquI1fzBk08xgZhgYyTEHazjLAQSd5o00JgZOxcoRLvSiUlShpU4sgR38gt47viBLEXpkg8MYkPPuvEXKmFQZEc4Baxs0yjPTZfxnfNxW1xv5GJSZNVR8hWp8j12nRrX7O/4UAS829eEtrJr6MMq1qy6aQXq/FfLoc15tF1o/FvfnzrmjakWdN/5TmvuI4rzLm+NaFz3vX+3tsRWUXeeIW1PB90BdtXEfxgnqnpv2V09JtJpcb4149/EUUaS/bxQP0M/7Kyj8LINLPWDn7xUJ2fG/kbekKP1578bjSKUAgyfU8TnnyaxZzDRXEdX+p/BQf6DjMUnuSWMw8QVd4HRiEsg2ty3LHte5mw+jhTeoaDlUXCnnt58K48X97aw55SjXc8ewJ1YoWjY08w4GxlQI1zIV9lW6/hNyffz3BxmUU/zcdq+3m272ZWBkYAKzlPZugRy4yYRZbJM2uGWWCQMS24TY+xbC1xUHyeD41dYDEbfxlGgoh7/Tp3zfncUfPpETYlIagtugRnCkydcpiz+jlbGOV0zzgn+3Zw5q5RZlOFxMsOwCdlz9BjH2erdxErPY9yV6i5FVZs1fxyFoFqZNhS1OybU0wsGwaXBPmSIFcRpKstgirUzUO+ndFJDICTRjhphJNFullENoNwsnG7nULYHiS5sDywPZRtE9oS3xH4tqTmSuq2pi4jAmnwLY0vDXXL4FtQs6BuCUILAikILPAtgS8kgSXxpUVgWURSEkhJKG2UlITCIrQsQimJhE1oWUQND0YZxzRBXNtf0M13ru1yUd28PLTz8lGRtAPNSyvbDiSbdh/D9ss7WyJGrqFr9G+2jxb+psUs2nECrqV9M9jImCjM5i2WmwqyvNay2jLXep1XY4NcS7uxCbO9Y3/55FXMc/XoCravIly48F60Dti+7Uc4VanyqRWPdHiJ0B7mZU8t8ucHPM7mdvOjJyp8STzCTP4J/tVTP4ckNvGs9JylcPJzzORc5tnN5wdfw77eo4wEF7j1zCsIK38NGIRl6LMnuGfs7aSN5JH5TzFpdjB93Y184PZxyo7gX507x85Hypwe+Cy5sRGG9XYuZooMDDn86vn3M1Ja4mI1zwfU7RzrvYW619s0NdoiYIu5RIjLlBllhT5GtOAmPcKkdZwH0w9zZLhIaEMm0ryiXufVczXuqPkUhEUpsqldcCkdLnCxmudY3wRH+7dzZHAPJ3eNUW3sdYmAjH2eIffL7MtMotPzVNwSK078QKwCYWjYs6i4YUoxMQeDi5LCiiCdaFlu2PCuW32wG2kjvDzCKyCzPcj+PCJVQLj5pD1P6LrUXYv/n73/DpDkuA778U9Vp4mb897t5QDcHXLOgSSYIYGEGERRIk0Fy8r6Wj/Z+tqWLf9kSw76Wrb0lWhZFEUxE4ygSJBEIjIO+QIOl2/v9jaH2Uk93V1V3z+6Z3Z2b/ewIHCCCOEdGpVevarpme3XL9R7FVdQSkmKdkjRURQczZwH866g5EiKtqRkO5Qdl7LtUnFcyrZHxXGJrBSIlf8E4yzWQRxfUieXibC0wjIRUmsso0DHjMEogzERJiI5SxafH5NaxDYzI3E1qNinPk70qZPUNY0zbXGJBp2Upqmsn2MzyZkvicZKgjJLscCQRBKaqx54uREvMvFKFCKe32jXxxoBnuO2bHhJxnWZGNfqbajPWfBsbGZUy/Utatc1ks1Mc4U5DRwR1xexhYZX5ZnrLLfGYnrLZMxeYc5KsBo8sTLXeUWw0loNu94qtJTjpbbXZC8rwZuM7R8JKFVhZOSzdHffRja7kd944iEMHlWnl48U9vO13vMpOxU2F8u85eQkv7zx77jx6PtorfUAcDw7Q9+xrzGa8yiZNdzfcyObWw8xVBtl54ldhOWvxAsJw2D6Qq7oehu1qMh9049QyFzNw1e28shQG1uLFT6x+xSTc49zckDTFa1jVs5Df8jvj36DwRNTjFVz3CUu50DuEkKdiU/iAu1ilg5T4KSJbWZtRrNT9zImj/Fg9iFe7CmipWBdLeSD5So3Vqpsq5k45ctwiuKeFg7rLl7o2sSzvdvZd/UGpr18su8y7e5LrM08gsiepuIVmHNCjBDMGkN61nD5iYhNo9AzJWmdE2TLklSt7jYeq/6M7SHT7ch0J7K9HZHuQKbbEOkOqukUc1nJbMow44VMeZrJFMx6klnPYcpLM5XOMuPlqTnZM6QcRwdkoyppVSWlfJwoQKgIExlUGBD5ISKskoosbCXjM2wKdCjRSmAigaUjPBPhUsOTIZ4V4MoQ1wriS4ZYUmHLCFtGWEJhWQpbREnf4rplKRwRYdXH6nOEjoM0C40lVKMet/WStoqZSjJPCI0tX1mS1DfhTWiGR49ed07pv8nY/pHA6OjXiKJ5hoY+zr7iPLvLWVLRFCmRwd7fgrlghElvM3/4XJl/0/d3bJg5j/Mmr8ZgGHFq9Ix/nomMi446+H7/LazND7M+PMnO4xuIKt9srHN++9vY1XoJk/4pHp87xFTf9Xz92h5OZ23uGD7FusdPc7T/cbrzaxG6xnhvhV+afZALRw4z6Wf4urmUvdnLiHQGNAg0vYwDFmOmh6JpY73O4YsaD6bu5VP9s2gpWF8L+YVChbeWKnQai/mCg7+nlRcmOnm6ZxvP9m7nhes3MedmAU3KOcGazD1054appGaYdSMioFA1XDUSsWPEMDgqaZ+R5It1O1bCaLwcMtuD7OlFZruRuR50tp3pvMNoTjGWDhnJwHjaYiKd4nQmz3imDd/JNV43U8onH5ZIRxXcsIYJFSqIEKUi+aBCypeENQsdCDLUyFIia/lkbJ+U7ZO2fbymetr2SVk+aS/uS9k+bsK4HCvElQGuFSZSyI8OobKJjEWkbSJtEyqbmnapKY9a5BJELoHOoIxFqG2UtuNM2jqep7SF0hJlLJSRaB2HdzZGorQVZ9s2VpxLLsnKvXDVE5c2lSyklWkkM4VF/RgaSXOo47Kg7FtIS5PICqahGEzmLLTr0JCBTHNfHVZri1qCt4KR62zf2EJanmUXWJbeyyC9DIiztFYHK6+6Wunx5aEzNcy/WeV+fhR4k7H9IwBjNCdP/Q35/C5aWy7hQ48/AGTxnR4+fno3d5+/mdFMnnePVHnaPETNmeCWvb+LQVMWmo7aNyiJECts4RuDb6cjPcMmfYhdxzYRVb5L/OdlcXnv+9iQ2cix4l6erdQ4uOtKvnFRD62B4leePM7M7A+YGkjTo4aYyUxxszvM7WMPUlUO3wt3sjt7bSyhaZBCMWBGKdDCGP20Gs02084e+Rh/vmYfxVRsL/v4fJm3lap0R4L5CY/Kk13c72zgyb7zeWzrBZy8uAtQZN0jDGa+RW/+ODPpOXwLCjXDZacVl5zQDJ2SdE1ZZKqKhnefl8PKr0GuH0C2DGLyPYy3e5zMhRzPK07mLIazaYbz7YxnOjHSQRhNWzhPPpjHqfmowBDM+KRHJrH8WUwVWnSRdrtAmzdPizdP1imTc8vknDLZXFzWr4xTfVlmFGmLapSiGGQp1FqYq7VQLvVTCdPUlIcfeQTKI1AOoXLjUtuEOmY+MaOSRMZCmyRTWmLTaXaZtyCJn0iinI4zATRytGEW1IZ19R6wwIKI1YnUVYgLY81tW5gkR8GZY5Jm1pXYyESzim6x2m257Gwi+XBiEf7SecvXF2jRWDv5K1v0naz08F2+f7Ha8uXmvB5n5H/cYDpa6on82sKbjO0fAczMPESlcpQd5/939hfnebbaihfN0Y7kyMQmvC0F0irLh45M85trv8J79/8CtnEBgXKewsyeQjkZvjXwLhw3YKv9Ahcd3kpU+TZgsITDVX0fYk1qgBdmH+WA7uORG87nkfWtXDY9z7WPHOVkxw/pSQ9RNmWs7lH+cPLrpMs1ni4P8cPWmyjanaDjiBADjDNt2jnFGvq1oAWLH+S+zf7eErY23FypcsdYifOqmvnJFMXd3Xw7vY0H11zMEzfuoGynkNYsazOPsr11P9OZaXwLShXDDcciLj0Ca05ZtBZ08tCQkG7Hbt+A3LAO0bqWqY4Mx9oUL7UoDre4HGzrYDjfg7Y8XB3Q5U+T8stEVU10uky2HEBF0aln6UnN0JGeoSM9S5tXoDVfoK1rnlZvnpxTXpZR1ZRLwc8zVe1gtNTLTK2deb+FUpClHGaoRh417RIoi9BYaC1jBmPAEgLHgANxHjahcYnVenaS+NNGkxELdUsEcZ62ZhwR27PO9YNzwapV9wo8M2RVoxR1PLl4PHGjr4/TREvHxq8FViea11oYW9xeJoyWaJ5/Zv+KEsaZwlyCLZobyZ7rmLFj/kpnDJvvXR2vTkY00Vq0q6XtZP1mG9bS9c44G9f0SVbg4a/WM3/Rnl7uUMlqbYIqCl/1ns4GbzK2fwQwfPJTuG4PPT3v4J898SiQoeZ0cPux3dy/sYdD2fX87r4qf9z1t5w3eRn9pc0AjLojtI0/wlzK5vud76Bme1ycepArjpxPVPkWYHBkimv7P0KP08nu6fs5kNrB3980yKGOFD9xfJyOFx5ksrNKTzREKTvOT6lnuWLyRU75rXwhfSuncltBxW/f/YwxQzsjDLBGWxTkDF/uvp/xFkVfEPFbM0XePl9DVxwKT7TxHbWdB4cu4ZEbdlGxXTLuEYZaPkut5QRTXkApNFx0VHHdAcO6YZt8KZbGjLSxOzZibduCaN/AVEeWA52KF9oNeztaONAxgO/kSKsqXZUpZMWnOhWQOTaOU6kxIMfpz07Qkx2nOz1DZ/c0XUMztHrFRfddacm038ZIaYB9U9uZqnYw57cxH+Qoh2kqkQNaYhmBA3iAJyI8oqRU5EREJxGeKOGKCDdhRnKVf1kKsSj2opKSSFooyyawPCrSIrRiT0Zlxa75iAXJKna40FgmsYmhG7nhrCSBqU09yanCJsQxKs4jZyKsJAGqjUKa2BnFqacp1SrBSWjpGNcyOnZiSfAto+M1TEzDTvrqXo0NT0jdLOGZxLPRIE2ddeqGQ0osjcalTPobTiYmZr2LQmKROJUkXpGymXmt8Cxe9AheBmcFzeOixmo0iqvSOq6EtwT/bIzl5ZjuPybYnb6IN/OxvYGhXD7MzMxDbNzwmxwqBzxdbcFV8/TqeZ6pncesV2PbfBU5/zDFznHeefzjGAzTlk/r+JeZykqeT1/PuNvLhS33ctWhC4jKXwMMnsxww8BHabXzPDZ1Ly90XcrXbhyk7Eo+8cwJ5ua+gWwbwFMeHe2H+Fcz3wVt+L7exaOpmzAmdrjoFNOUTZbTDDCoLSblaf7PmocpeXBRtcbvjM9zSUlROJJl34H13LP+Sr53yZUU3DQZ7zDrWj9NqeUEc47CmtLc8WTEzoMWPVPxQWMjXeyurVhDW9Gd6znS4/JUd8ju7hwvdK2h6ubJhyU6SpMERY29f4bu0inWu6cYzJ+mLztOX8c4fWsnyLvlxr0NleRUcZDjxSEeO30505VOZmt5imEaoyxcA2kgI0LSIiRNSIcIGRRVMqJASkasFAlLA6G0CS2Hmu1QdbLMOS6BbaMtEJbBEnGWbEeEeCQ536iSNVXyqkxWV8hon7T2ySiflK7FbVUjpWqkwoCUruHqAEuECEly1iw+Q1Y/ZxVH9heYpaWIz5wtKgUYSzTOecV06u0FmovLpf0L0lS9HSxpnxFYeJF+cLGMsTAmk/aS4xRv6vrecKAm5s8p/TcZ2+sMJ0/9LVK6DA5+iA88+wyQJrDbuPngszw9mGPS28K/3jPDH/fcxTsPfAzL2CgMqerdzGU0p+VOXsyfx9bWJ7n+2IXo0l0AuDLNDQMfpcXK8vDkD3huzbXcdV0vOaX52AP7mPAepNsawrfHeY/9AtfO7uVYrYNvZd/GjOoHICtKOEYxbbro0aDkOP9nzcOUPbixXOETU0X6i5KpJ9v4gryUv994Lfvfug7bnmBz25dpaTvInK3wxg133q/Y8ZJNS0kDEpHvxd6wC3q2c3ggzcN9it09beztWAvSoq88hinUsF6cZah6hI3pE6zJj7A2P8LanpFF0tdEpYMDM1t57PQVjJV7mPHzhJFLSgtyQpGlRk4E9Ikam+UsWTGOtSQPmgEC6eA7LhU3zWmvndCV2FaER0Ba+ORMhbwp0aaLdESzdEYFOqICHWGB1mqJbKmCZUVElkBZgshOynrbkig77o/SybiMx5QVM5+KFBTlAnPS0gPx2gaMrbvtL7jvywUnjEZfYr3SC2NouTCWcNb6/LguFzhbnfM2RI1ENZnYBk2DW8X4wjRZyMzSUjRxt6V1FvZaXy+ZV7fYLTd3JUeShUGxpKv5cyyFlcaaFY0LY2YR3grrNPa7DJ4RC2pNIxaPGrFE8lvZmrisVnMZeG0OCSwGrd+AqkghxG8CnyC+Z3uAjxlj/LPPeuNBFJUZG/sGPT3vYkJleLycwdYVhqIZnk5t5nja4vqJGj+w72LL9IUMlLYAULD2YdVOULEHeaj3WtbmD3HjyEbE3NcBjStT3Nhgag/wxJbr+dqVPQyVQ2585CHm8sN0R4OkMof5jcp95GoVfsAFPJy6GZRAoOhklinTRatRZJjjM4P3UkrBTeUKvzAxT9e0zYnH1vCnfdfzrQuvY96zWJu/j63tn2Y0U0FMaT52n2LXAYtcRWOQ2F2bsDdewlz/Wh4bUDw4kObJ3vVElkf//GmqM4bc8AibOc6GluNsajvGhu0nGlJYTdnsmzqPbx55O6fmB5jxW5DKIm8MLcKnVfpsET6tYgTHXuyO7kuHiptmJt3OaMrBsUPylGkzc3TpWXqjafrDSXqDabr9WVoqRSIXAlcQOpLQTkpHxFH+3aRuS07ZghOWjZGtq/retYq9ELVyMMrCKBsd2hgVXygbkn6UjVEORjto5aK1i1EuWjsoHZdax+NKOxiTjCsHbZx4bjKfyAFlI4wVx3H8cdJdvUpYjdpRLIf7MvNeFn7EW1z/aoRZxs7GKlxhVug6F0zqR4Hp/jdYPjYhxCDwa8D5xpiqEOJLwAeBv/mH3svrDePj30KpEoODH+LX9+3GkCOyWrj06AkO9Ln4cgvvPX6E/9n+HB8++HsYDLOyRGbqu8yk09zT81bavSmumXVJTX0HCHGkyw39H6HVzvPw5P3cu+tGvnNxJ7tmq+zc/TXISnJRjs25p/hI6SGmgix/lX4fY2otAG1ilqLJUTDtdBvF17vvZqwl4ppKlV85OU/npM2ep87jf6y7hftvuAThTbOl/TOk2o4RBobb9ihueFbSPaMxwsLu3o699VJGB3v5wZDiO0P9HG9dQ3dlCjFTxt0zxS5ziO3tB9neeZCh9SNIESfGfGHqfO46+B6Oz62hHGRJa+gQAe2ywk5RoUXMIBPJywBVy2M+neVEtg3biWijQK+ZYk00xvraCGv9MXrmpzC+xk9JfE9ScyW1tMT3LGquZNqVjNkWRrYv+51pLVGRgwo9dOihqylMkMIEHjpMo6I0OsoQRRnCKEcU5lBRjijIoms5qGWw9I/2Z1cXjmLXx7hPiLrXIQghGkMOiWdk0rZEHH3LdmLvSSvxorTreIZGFux6Nuq6vNWg33w19dHUtygTNqKBB2eWZ/SJs4wtg7sqmsl9+acCehnW9WreX1YTTmwBd/WwPzPxyjfzCuD1UkXaQFoIEQIZ4PTrtI/XFUZOf55sdiukL+AH809j6zJ9kc/efD+Hsm38xKmAv2n9NNccvx3beGgMXuFrTGfhkfxbCCyXK/QRek8fw5gSUkiu6/sgbU4bj07ez3cvvJHvX9DJNeNFBvd8nlyqE8E87/Qe56rSAfaEg3zd/UmUspEiIm/KzJl2eozh4ewP2dM7xeZawJ+PFthyWvDcU+fxx5tu4+HrdtGWeZ4tXf+F09lZsqcNP/9VzdajAkuDaOnH3XkNY+vW8e31mnuGBjmd76W3MEZ5XLH98BNc2LqH8zoPsmHgOLbUlMMUD49cxV0v3c5EuRMnknQJn25Z5ho5Tdoeb9y3iuUym21hOttGqyzSxyQbw2G2VY+x0T+FF1WoZCwqaQvfsyi3W/gpyXFXcsReLFUZAypyiYIUqpZBF7KYWoao1kJQ66BW6ySodhDV2jGVVmSYPut3qpu4iZSxR6QtIAW4ArwUpBLbnovAEgmjSUop4jn1Ptk0Vn9AK2GIpCYSBi01Wmi0UJgkZY0RiiQDKYgIQQiECEKECcFEQARGIYwCozFaJWq9JE9a4tARZ9w2yVjymGsc6DKJCtBgTIyrMAvqsMbhskR9KRZUa4a6o4dk0eOzoQZcrCgzzb1nqOdEg0ZdpVlX0C1WOdZHFrHjpm9vBdXhInluWYfEpdXlMBd6xVKcJi/Ihvpx8ZpnUhbNjcb6YqU5Z/OiWURrOXXqaw/tw4eBD5wT2vA6MDZjzIgQ4r8Cw8TZN75njPneP/Q+Xm+Yn99DsbiXrVv/HX948DmUSIGV4pITwxzu8fB0GxsmHuGQZ7Nl5rJ4DnsInHFO2JcynB7ivMxzXHSwilKnEcBVPT9Jj9fPY1P3c/dFN3Lvrg6uPz1P96FP0+GsIW0N87Pqfnr8Ob4jruQJ52pAkBNFyjpDSBbkaT657lHyWvNvp+a4YUzx/O6t/PbQO3nkhp105x5nY/e/Z8b2uWCv4l8/EUtn2B7OumsI1l3E9zYavrKpjyNtg3TPjuEPh1wR/YALOvdy4bq9tHnzBMrmsdHLufvIbYwVu8kq6JNltsgil4tjiOSYS8lJMd7SgeVF9IkptkTHuKh8gM3V4yijKeZsKmmLUkfMyJ7xFtuktLIIallUJYeaaiGqtlGr9lKt9BMUB9DFbuQyEpQRYGyBZYErBRkg7UDWgZwBRwhcAY4AVwicpC6FQAlDzVKEVoiyamjLB1FBUkHoMugqqBoohdE64SUGrQ3KCELNQigrZGL3SuQpY4GwETjEvppJcGPql40QyQk2YSFIIUQGiYUUFlJIBLJRr/e/KqlmKX94E14VmEUnwc0ytZV7XtGcRdWzyVuvvQJz3H+DnWMTQrQDtwMbgDngy0KIjxhj/m4J3i8AvwAwNDT0D73Ncw4jpz+PlCnau2/nSwf3InWNThVxMNfFgVwvHz9c5ottX+Mn9/4KBsO8LOPMfI8Zr5/H2q9kMHuEtx7Lo4LHAMPFnbexNrOZZ2ce5a4Lr+OBnR1cf2qO7mN/Rw9raXde5BeCe1FK8NfuHYzotYChlXkKppUOAr7d+X1Ot/r8RLHML42XGHliDf+2491878rL6G15hI3dv0+JGm9/UnHrbkm6BiLXg3vBzby4uY/PbMvw0OBW2suzBKcDrj75A67o2c2u7fvwrJCJSgd3H7mNF6e24AQO/bLMRjnPZdaxOG6ykExl2ziRz9EnptgZvcSVxecZKI9SEhalrE2xzaa43uYJr6VxL7WWBNU8UaGNsNiJXxmgUlpHMLMOUWlj0du3AGyBY0OLELSkoNVASghSAjwp8BImVbM1VaeKckoIMY/Q84ioCCrAhBFaGyJlCJXEaAtjHExyWk2SQggPKVJYwsUSeWzZiS1cbOliiSXuloKVAv4vAm002oRoE8UXCmP0GSVGJ+N1aUrHZdO/+L/6I21B+opbLJR1T4VmMJzxdi8WSUVJj1jAbXZzOEN12CTNCXGm3FFXtZ65Xr0hltBcKmElezlj/WVknDPWWa71chLVMj0roq8oZ7FUojsb5ln3s8oUNMvu+xxAlvLLI70KeD1UkW8BjhljJgGEEF8FrgEWMTZjzCeBTwJcdtll/1hsnq8JRFGR8fFv0dv7bj516jS+yIIFF48c4GSHTUvYiSp+m23+pbTWejAY7Pm7mc3Y/KDjreTcAreNpjDlbwKGba1XsqXlYg4UnuaL2y/mgZ0d3Hhqlo7jn6NHr2GN+wwfq/2QaZXlU86HqeoMtgjBCKomiy+P8b83PMP6IOR/j8zStS/H/1v6IF++8GayLXvY0PsfqKoatz+iuOkZiRuC1XMeZvONfH+ry2e2rWEi24E7MsOF+x7livbdXLrxeTJOlUOzG/jk8z/L6cIgHTpijSzwVnkKyzUoBFPZVkZaUmwwJ7m18hQX+vsIfUMhbzPX6TCy2WbYbgfiZ25QzRPMdlGbH6A8v5Hq9FYo9LAoiLEj8CxBj4DONOSEIC0hLWPmVXEifG8e5CQynIKwilYRJjRUQkHZ2BjjIchhyTy2yOHIHlw5hCO9hYeEXLQsANpERDpAmYDI1FAmROmQwPj4SqGNiqOHGI1uPDQWLFoiyRsmhcBCIoVAComVSFiWsJO6jS0dhPAWpLV/oAj9ZwWjiB/EunGJetvUdZPNFwtlQ1LRi/sT1Whzn6nPN4vxzBL8BUlEL7TMEhoNOkuWbVptyYdctrrQIVaYtxzukrpZDmORInZFWsYsxXklUljyYlMfO+vWX/3j2OKN5+4/DFwlhMgQqyJvBZ56HfbxusHY+LdQqsJA/4f4y+fGEDpFTiuG0y0cyA3wc4fneCD7CB889K8wGAoco+YMsyd1C/N2jlvCY2SnHwKgP72ZC9tv4kTpAJ8f2swPLu7hqtMFOo9/nh41wAXOQ9wRPMVR3cPf2R9AG5uMKFMxWVpNwH3t93GircjPFop85HiVe/Zcy6+c/34qW2ZY3/NfmLWKvPcRxa1PSWwFdv+F+Ntu4NM7Lb649TxSFR93ZIZ3O9/l+sHH6Fw3y0ixl7/d/1MMT6+jz9RYZ81ykXUUrFi1ONbWzlprhJuqT3FJdQ/V0DDb5jC91mV3OpbEjIFapYXa2ADluU2Up88jmlqPUHFkfyPAdgUdUtCThrwQ5CxBRkLgRFS9aYQ+hQjm0GFEFEEhtJkzKaTfilNuI2UNkrK2IusMwUkuQJmIQJUJdIlIV6lERUpGoUycV8wk9iEpJLawcGXMaBzpYgkX10qRouWVMRuT2MJMGNcTqcyYEG18tArROkLriEjHdaMjjFEYHas10VFSV6AVRsW2NFTcRkUIpRA6LlFhUkbxgWitk2wBCpMcuEZojIiZU2y/S9pCJ32G+GS1ic1pkqSd1JO8o0kksMVeKCwuzXL9cnHbrDjfLNBgGZyl6yztp6lvJXg5AWbJ+FkdN14hrbOOnQX3ZZ1HXsvPv0oYMx2c99qQWhZeDxvbE0KIrwDPABHwLIlk9k8FRke/Sja7ladq3UwZQGgunTzIWN6lLYiY9L/EpRNvxTYOkYiw5u5mJrWevS07WJ86xK5DR9BUaXE6uarndmaDcT7f2cZ3rhzkwokSA8e/QI/q5xr7B7wt3MuzbOIb1nsAQZYSZZPDYZpPr3+AXhXxyZEZnN19/GbrP+fxK9azvedvGMud4qqnNT/xsCAVgD14CaXt1/HXuxy+vvE8sjMFdhzczY2dP+TCbXsJtMM3Dr+DPaO76NIRG6wZdtjHMMBUppWpvOQivZ93zT+Ao4pMt7hMr3HZnYmj92tlUZntp3JyI8XpHYRj2yFMso06gqwt6HWgwxO0WIKMNMxnihhOIIJpdBDih5KqTiP8drxKF1n7AmzpxA/GRKWvdIivCtRUiVJwmjmjUcZgiKUiR1p4losrU7gyR3qJs8kiMAphKhhTQSkfpeaJgio1VUNHNVRUw0Q1TOBDWIOgigh8ZK2K8GObm5Y1jAzAijCOwTgsuQzU6zYYF4xn0K5I+gTaBmMJjA1YSd2iqW0SD5WE0SRtY8XMSFg0GFGdOfxjEP7ehDcuDJ9+g7n7Axhj/h3w716PtV9vKJePMj//LJs3/y6fOPwimFakEUzaeQ7kBvnIkXGetA7xU5N3IBD41UeYS2se6LiJvDPDu0+E6OgYrvS4ru9OlA74gjvP16+/hK1zPhuOfJ7esIfr7e9xS7SfB7mI+7kJAJcagUkx4b3AQ4OHeGepzK8eK/OFg+/kr7a+i57OB+jt+TvWHDb8/vegpWywurfh73gr/+OSNN/esJ3s6Cw3HfkObx28l4Hzxtg3vY0/euLXMOUcW+0Z3m4dBwtm0nnm8y43h49zY+Ux5qVkstvlxW0ORrailaQy10/51Bbmxy9FjW0GY2MkpF3BGkvQ7QraLYHyQmrOKUTtNLpWoxraVEwLXtBH3jkvZl7Jg1uZiGo0S00VmfJnCI0BJI5wSFkuaTtLxm4n63Qt/mKMBlPG6CJRVCaoTVIKiii/iK4WoVpCVktY/jyCEsopo90aJgM6Azpj0BkwaYNKCXRaxGVKYDwwKYNxDcYzCEeD+6PHfDQGwiSvmjKxkq1eX2gn4bqSvghQ9au5rWUszEGcn625RDSk08RXsmmMJCBzEnHELCgfl+I3cJKxZZSQi8bO6K+3DQ112bLKzGVoN+pmhX7qGtIl1qsmbVus4FvBw3EZrd0rUQAurNqsvBTLTliObvOuzJLKavax0k9wpUwGq5m7Gtguel7F7JeHNyOP/APD6NhXAYlpfQd7Do8hjOHy2WMU0hYdtYgTwae55vgdgKAs5vF5ghfSb6VsZ7m9MIKoPIgAru75CTJWjq/4z/LFt9xIfzVky4G/oz/o5Fbr77kuOsg94moeM1fSnOjxoc77Gc0X+L3JWbY91cGvZn6FAxelWTvwx1Ct8Ntf1GwdNsiWAczV7+GvL87yue07yI9O897jX+SWNQ+SGyjzneO38hcnfp41psIV1jSeO03J9phtT3Otepq3VR+g4EpG13jszsXqxcDPUjy5ndnTV6JGdmK0g5HQ6kqGPOhyJClbU/bGkMFxVC1gvpZCBn3knT48a2P8i7WhpkqUo2mm/KNEJs5ekLY8Mk6OrN1JzuleuOkmxOg5wrBAUB6nUp1Fl2aR89NYpQmMNUuUKqNzGp036DyoVkPYKlGtApWLGRZpDZ4+K0PSBgItqGlBoKGmoWYENRPr3WsGgsDC9+P+wEBoBJGB8Cz1+FC3SBKDgjQSC4EwsQAmdKJV0wKZHL6Wph6IWSZtgTBx7EtBXEqTZAAwsVrVMoldz8iGrU8mdj9LCGKfytj7ExMfTWhoBpO6FCJOONpoJ1ZEkWgrZSIcikRAlLFVqp4FIImfHB8HEPHvtpGMU5iGRRJoJM9crJUUSQJTANOwidYtXw1hNKG1UG+CpkDYDVbaQDCNgWWzBzTTEvWxs9ullvtJmbMNLpr7Cmxer5gbrUx74RVjBaJnyXoxO9a14thrAW8ytn9AMEYxNvY1Ojuv54+PDYPIYATMqzwHcn3ceew0h8OAtfPb4gnz32baG2J//jy2OMdYO/EIAOe1XUNfej0PFp/kb267AUvA+fs/z5qgk9vk3VyljvBNeSPP6IuxhEIZG48yXx+8l1ZR5a+Hp3nqmRv5yOY76ev9e1rad/PWRzXvfEJgSRdn53u4+7JB/uzCHdizRd49/BXevvb7gOFLB25neGIr2+U0b7OOoxBMt+Y53z7Evyh9g6qjGFuT4ul8rGKsFLopHLiY4vC16Ll+jBDkXMF6V9BlSzw3wneOICpjBKFNEHSSCwdJ29eCA8qOKIeTFIJThFojhUPWzpB1Oujw1i3cXF0kjKaplY9RKU1hCuPYhRGMNU6ULaHaDKodol4IOyVRO5g2hUgvnzAz1FCOoKigZARlA5VQUq1JKlpQ1YKKhoqJ61UFUWiBkthGYmmwlMRWEltb2MrCMRausXGMjYuNJ2wyWHjSwpUCRxocG1ypsaXBlQZbGhypkVIjHIWU8SWaS6EbbSkVQqgYPwmQvLh89Yb/HxtY7qMuJ4msdEvMknrDQNhULgobVjfZicXzzZI5Z8w/u1/i8vtupns2WEp/BdpnQ1gth61jrWJf6fQqXIBfBayKsQkh0sCQMealc7qbNzjMzj5OrTbG+k3/im/vNwhTY1t5HDvtkwu7Oel/lmuO/SQGQ5nTzKZGeKjtw2TtOd5+YhRMke7UWna0Xceh8gH+1/VXM5e1ue75u9hQbeFm+V2u0kf4qryVF/QuLBGhjIMU03x+3Q+5xK/wey9V+S8Tv8QDF6xj/cB/I1Uo82//GnpmwV5zOScuupJ/c80QM8rl5pFv8Y419yA6DJ/Z+1MUZgY5z5pgs3OMquVQbZPc7t/DFusgI30pXuhIgRBUix3MvnQ5pSM3okvdYEG/LViTkXS4UHVPQPU0YWihoj7a3I1Y1laMNJSjacrhGLM1jS1dWt02Wtx+WojjVxpdoFYbp1g4iJ4ZwZo7hvJGidp8om5D1A+1Ponq0tCizpCuKpGgEBlmtWBGSeYLFkUlYgamBSUlqAUWIpK4SuJGFl7oklEuaVzSwiMjbTqkJG1DxjZkbE3KCbFTAZYdYNtNpRUhZYRl/Yg2BQVCOYjIQSgLqRxkvYwspHKRysHSVtJvYRkLqWyklkgTl8Ikspa2ECb26ohDay3U654ejXq9H5ng1Q11ggWDXeIZssijo96Wi/rqspZZZmxBjkriTp4xtkCjjrOs90kDluurt1fylmiWQd40Mp5LsJxnzin9l2VsQoj3AP+V2Py+QQhxEfAfjDHvPac7ewPC6OhXse0891Q3UhNBrMrwXfZ1reHtJyeYrdp0+P0YDKr8bY5lLmfOaefdhRNQex5Pprm653ZK4Sz/fccQx3ozXLvvfrbOS64V93KDPsDXxS28oHdhi4jIOFTsYb6zZjc/WSrxrqda+fn07xDu3E9793/nlkcM737cYHmt6Kvu5D9f18W9/Ru5fPRRfqP/y6Raanxu//soTK1lpz1OzhmOI/bn5/nFypep5CNGtqR4wW0hCjymjl1J8dCtqMIAwoIhWzKUE7hegDIHiKpVSn43bXodtrUBIzWlcIKp2jG0kbQ6reScLnKJ/UtHE1RKRylPn8CaOYLyhgm7yoQDhto2SdhvEK2LGUY5EkyFhgktmJp3mIkEc0pQiAR+zcYOLbzQJht65FWKFpGh27bZ6EKLG5F3QtyMj+P62I6P41RwnNmzSzoaROBh1zLYtTROKYsTdOKEHk7oYSsPqTykchHaRSgvLrUL2kOYuDR4YFyMqdc9Gm6a5wgMCiN0chmM0IBKPB3jMZJxZL3d3J9Y3BpzSfSiBpP0x6JMcmJu2XY8r5kWmKRtlm03XPXFUrGqCUTdbrVc//KWsQVhYxmcxlqL+82ye1hQVy7tXxCAVrDOvQKpenUhr1ZJb1UC2Wsj8dvl1/+A9u8DVwAPABhjnhNCbDiHe3pDQhSVmJi8h76+2/mdk6fBtNIZFPHcWWzdw2T177jmxO0YDJXoALOu4am2Sxi0xtgwcT8AV/W8B0d4/M/2CXZvW8clxw5w3vQ0V4jHeKvZw3fEdTxnLsAWIZFxmfQO8FDfXn5jZo70k5fwc2s/zPo1n8ZVJ/mdT8HAtMFeezXPXHkp/+7q8+meHOZ3/D9gw7phvvzSexkZ3cYue5zznJMUUmnWpob51ehbjHa77O/2MLgUpzcwfeSt1IYvBmGz1omZmef5mOgAYU2g9Vpa3YvAg3I0y0ztBMZYtLpt5N0+8vRhdIVq5Tizpx9HTh8kzB4hHPSpbYTaLWA6FqSvSMNECKcjwdicw2QkmIokpaqNHdhkfJd2laFDZhmyXS5ORbSnq6RaK7heBdct4jjTZ35JWmBXWnGqOdxiK57fj1dL44ZZrDCHDHOIKAc6DzqLMRmMyYDJcMaBtmXAoDEyRMkQYwVoGWDcAG3VMLaPtkoYGaCtYGFchhgZLVxihXr9amYmzSqmZot/olKLM2/LhVInEpgRidSWROxPxhtR/Bt+/HXpq96XSDwmST/TJL2ZRbj1PiDJqlan1cATMZ16iKnF88EkEVkWpKxmlWJTSK9G2yxSCZ75eK6rBuvMsJl2E45ZYCaLrHLL0DbCNGUtSPp003dSp6+XsifR4KtGrGBDq3t3ND7oYpXqojlnZDT4EZjT0nu7DDSv8nIrzDkprnzlu1g1rIaxhcaYwpKT6/+EFPWvDUxO3oPWVaot7+LE6RQISXepyr72LVwzPkVUcmkJOlEoSup7PJF/O0Iq3nvyIFBlS8ul9KU38E21h69fdTUbZmbZOfIcO3mJd5mnuJ/LecJchoUiMi6n0i/wdO9B/vD0NC+88F7+dstlrFnzx2w4VOOXvmtwZBauuJM/uKmfJzr6ef/s33Ljmod4+NRV3PXsB7lAjjPknKTgpdmUOszbrHsYXpvmudYWdGQzefxqivveQVTpptUV7ExLWlMhWu0jqoHFBjL2JSgvohiMMl49TNrKk3e6ydrtGF2iXDrK7Pi9iNrz+L2j1DZr/OsFpmuBic0GguFQcnreYTQUjNcktYpD1k/RGeXolTl2pQS9mSq5thKpVAnPm0LKJtuZFtildtLFdlIzvaSrOdxaK1bQhgzbIGrH6HaMaWMlBqVFRGCX0W4Z5cyj3Cm0XUXbVZTto61qo61tPy5FRCyNJHYObSGMg1AOaBu0jdEu2jhobaO0S5RE6Y+0Q6RSREEGrQQm1OhIYCKDVhpCgVYKowwmMhilEFFyBk1HoKPkrFqE1AqhFTI5nxafU9Nxos96kk9jENos9JkwdgBpxjPL4Z15AQ26sd1p+bKOdy7KpfWl8KOOvZLxV+yn8U8IXty8GX7r/zpn9FfD2PYJIT4MWEKILcSR+R89Zzt6g8L4+N2kUoP8+WgApJE6wrVLKDFAtfQlrjvxbgBqwdNMWGsZzgxxffU4dm0feaedCzpu4nBwgj+/8TLSUcRFh7/PFjXG+8397BY7eJBrsVAobI7mnuHFziP88ckCXzn88zxzvk1P7//DT/3AcP0eg9W5hUPXvJX/66YdbJl+nv/o/gmFbAv/+eHfYYsqcr09TMnx2JA+wtvt73J8fYa9uRZCP8vYvrdRfelmjE6z2ZEM5QXaOY6qFpHBevL2RSgvYj44TSmcod3toc1bizGamn+CudN/D/6T+P0j+Fug9g6DyMZMqBQKjoWCk/MOw4FkomLjlD26ankGrDwXZw392TK5/gKZ9AzSmoxvrgG70kpmtpfs+BDpSjuO34UMujBRD0Z3s1SlZ9BETonImyPKzxJ5p1BugcgroJwSyi2hrSr1ALhS2QiVxoQZlMoQRmkClSLULmE1S+RnUVWD8hXajzC1CBnUkGEVGdawwhqWirBVhBUFWKqKpdSiy1OKrIqwosX9L2fXV0ISSZtQWihhxaW0iKS1qC+SNlEjW7dEi7hUQqJkfOmmthYSZdXbVpwfro6bzG/uq9e1kA0/C524Dhri/HLQlMS0Ln2JJEByE46uJyqt44lEahNNc0gkOxb3xQLKQl8MSySnZH/N7GfxeNNdF2f2LWJtYrn+hmi8eN6SNZdbazGN5eg201qGxjJ9r1wSOfPznw1eKf2bxH7ueIVzXgmshrH9KvB7QA34PHAP8AfncE9vOAiCGWZmH2VwzT/jB8MShGJTcYwTmTVcMjWPNyfIhm0oImbFIzzW+iHyco6Lxh5GILiy+91EOuL/v6uXmZzD9fu+wXnVIj9tvs0xsYZv81ZkwtQO55/lSPsR/tNxnz8d+5cUz99PS+phfvczhsEpg731HfztzVu5a8M6Plr6Cy7s28Pn9t9JONXL9dZpQtuiPT/JL1pfYXh9ir35FoJqnrFnfpLKkavxLIddjqQz5aPDQ4RRO+3WRoxrmA9PM1mdo83rpt0bwmifUmE/ldEnqbXtwd9WpXoLkI8Z2UwgOBxKjsy4HK9Y6GKK3lorg06WG7OKvpZZcgOzOM5MfCOVRXp2gPzYRnLFbpxKH7I2gFaDYLKL7nnkzBOmpwjTJwnTzxKlpgnT0yi7FKvqtIWMMuggTxDmqUZ5qpUM4aiHLnVgSgHUfOxaGatWwQ4DvKCCG8zh1gKyQUB7EGBHEbZasPMZoGY5+JZHxfaoOh5VO65X7BQVtwXfdvE9l5rtECQZuOPSJrBsAsshtGxCyyaQNoF0CKVNJOyYiREzqwgLhR27/JNkAjD1UtSP9jWlpEnc781i14162pq6G31T4JBFrht1HLlknsQghUE2FHhmEe1G27A43Y1pxhWL5tG0v0bbsKpxmsYXq+eWwHJjZ8NfSruptjpczuAAy807ezzIs3+OM5BWsd5rB6unrjJz524brIKxGWMqxIzt987pTt7AMDl5D8ZEPC6uxpexG7wlIgpOFrv4eS4/+S4AarUnGHZ2UnBa+fD4M2CKbG+9mk5vgP+RP86e9bu44OjjXDLj8yHzNUpk+Dx3IDBobI7mnudo+2H+4EjEH8z9Dpnz7qajfIzf/RvIRR7qqg/xK2/fiGSSP/D+NSdqa/iTh36bi+Q4GXsSnVf8Ip9iep1mf3tuEUNrsRyuykgy7iTKn8aLNuDaF1Jljin/OHmng1Z3EKOrlGb3U575IZXB/VSuVERDGiGhGglerElenHY5XrZx5rOsUW1syri8pa1AW+8kjjMb3x8/T25yLa2ndpEurUX4Q5hoLc0/2dCdJWg5TZB9nCAzSpAdR9tlMBIZ5IiCNqpBG+VSmmCkCzXdgizOY/slHL9Myi+R8qfI+D4dvo8bxll9A2lTdDMUnQxFN8O8k2Yu1c5cKkuxLcO8l6Hkpil5aaq2h2+5VC0PX3jUcJFYuAZcI+KSuLQNOAjspG4jcIzBExrXGHIYHAN2vVQCOxIJ80jOkJm4FEYgkQmzen2VXrohmTTbn1hSmkV9C3aolxlvbouVx5bSi/d1JizlAcvxhMWSjllxrNG3zO1fcR2xMs5q9/dyNF4OzqUdabX526zya5sVfimsxivyfpa5F8aYW87Jjt6AMD5+N5nMBj41WgOTpjMoULXTrC/6iNkJsmELipAp+xl2t36ENWqcztKTtDpd7Gi/lt36GF+6fCeDs5NcefIUt/NNstT4E/HzSSBdwXBmH4c6DvJvD8H/Xf6XdJz3t2w8Ns0vfcdgp7sYu+kOfvVt5/OO0le5sfNB/vaFD5Mp5LnWOkXZcXiH911a+05yuM9DRRlGn/9JSgdvotV2uCYjSdkniQJFVq9HuN0UglGqyqbV7SVltVApvkR18lNU1uylfINCD8aPlZO+ZF/R5kDFojKXYSjsZHvW5Z2dE7SumULKSYRyyEysp/PF60jPbwJ/C+iFA9ahO0et7QS1/Hep5U4SpmbAGETQSuB3USy14h9qQ0+6WPNzOJV5MpUCmcooPeUyXhCgEcym8kylWplN5ZnMdDHd2spMX565dJZCKkfBzTJv5QhIkzKQMoKUEaR1XE8bQdoYcig6jMEzBjcSOIHAMRaWkdgJu1ktGAwKQ4QhEhBhCAVEAioIQgFKxnnOFKBEEllEgEY1+hT1ftOIMKJFMk80RQVJ+g0JQzJmYaSei0001U18Bs7U44eYBhXqysT4MHSztLZEcdZ0YHnRWCJS1ZV2dS3dIqVhIz1AM0IDO57XpL4zDbosobEwvqRrmUexOEP4aP5Eov74PstJfbN0bNGeRdPnWWZtVmCW9ZPry0w5O82zwctPeEWMUIhV4V++ZeMrofqKYTWqyGYLXwp4H3FEnjdhFVCrTTA79wT5Nb/OgVPtICxaazWOtgxwxfAPuGL4nQD4wWMc8K6gZrm85+STgOGyrrdTNQH/6dINSDRXHX6Um3iELZzmT8XHCHEAwXjqCHu79vP/O+Lye7VfpXfbX3LVs0XufNhgdW/nsZtv5k8vXcNv6j9EpQR/+tBvcbEcw7EKdGQn+FjrVzm6IUNJpBk/ejPzL7yXrMk1GJoOHfJiHYFTpRCMkLU7aPMGCYIJCsNfotr+Q0pXVFBDMTM75kuen3U4UHTIFdrZ7rXwgfZ5eraMY9mzyDBF6+ltdBy6Eae0DRNupP5TDL1pqj2H8VvupZY7ibYCRK2FaqWX4kSG8IUu5LSDW5whV5ogXzxCT6VCJCzGsx2MZjoZy3Ux2rWNiWwbU9kWZrwW5qxWUsYhqyFrBFktyBpBq1FsMJqchlTFwtM29lnyx2gMNSx8YagJQUlCzYIAQyAgECq5knbSH6IxJgQiZD3RJxEShS0UltBIYRDSYJJEpdqy0LaFsm0i2yay4tLYEuOAtEFYGseJcGSIZYU4UuGKiJTySWmflA7wooCUCvBUDVdFeCrEVhGuVlhGYWmNpRdKaRSWNkijkDp2IIkdTwzC6EbfghNJU73RR8wUIRGpmmSdRY4lnOFQsjCvaT5NOI15ZmFunU4TDWCxZ3+TqnKBzTR1LGk0WKo5y+O/wSkNZ/XSP8vYwrxlkJaoRk1TfdGHOCv9JYMr4S4i/grgRxABp2cG4M63vfKJq4TVqCKfXtL1iBDiyXO0nzccTEx8BzDcVdkGwkLqiJTwaQ0i9MzztASXoAgZsw+xp+UDXF45hh2dYlP+QrpSg/z7vgmGe3q44uB9XF05xK08w99xOwVaAcO8c5rdPc/wL495/Mfgn9Oz5X/x9od83vZM7Mr/1++6gmfXGv5v7/e599hNzI5s4Wp7hKpj86HUFyltKnG4JUthagtTT/4sotrLxZ5Fm30aHVnkxTpqVpm52mla3B7avbWU5vZSDL5Kccdx/HdohAUjNcGTsw4HCi4dxU52ZdLc2jNGfmgEocfJjW2h84XL8ObPxwSbEVhoEVJuPUK17R78tiMop4jx2ynO9lM54GJGe3DnJmmZG6Oz8BJ9QchEpp1TuW4OtAxwYm0Po/lOxrIdFKw2WrRNXgtataBFQw8RW5QgV7ZIGWdZlZ2PpCwNJSEYtwwVx1AVIb4wVAX4whASgvGRxseihisjpGUwNmjHJnQ9/JSHzlo4qYi0VyVnVegNZ2kL5mmvzdPml8j5FVK1Go4KcMLYNmdFEVakkZHCUhqpNDKKLysySGWQoUFGJk6IrQwiEdNEIpqJ5CJJnI1iVdEfXi001ICi7txB4429LrE0P/MWtlR3DKEJJ5knF3AbjhaJxFk30DXGEieVBYeSBvkm/DPHFj2Hl5G6Vqs2XKCxgHwGXrM0tdI6S9Za2rnSV9m4hyswpOUcYJaFRd/DPwzoqdc58ogQoqOpKYFLgdZztqM3GIxP3E0ut527ZyUYxUBlmhdzG7h47HmuGL4NAD96khdSVyBQXDn+CCkrywUdN/GEPcHf79zIuvHD3DI6zPvMd3lYXMJhNgKawJrjvv7H+c1hl//i/yI9G/4XH7wn5KoDBmvzW/gPt19Kvm0/v5T9Ln/zzM+x0a+x2Z6mIzPBO3q+zvDaFFGYZ+yJn6Y8fCXbPYuB3BwmCsnJNfiySKE2RqvXhyNsShP3Umn9e4q3zKO7DOVIsLti88y8jTfbxaXZNG/vGyG9fhirlqdzeBdtL1yAqFwIJo1BUW09SnnNt6m2voQWhtr8Gson04SPteFN+bRPH2dt4XnKdorjLf3saRvg8IZLONHWy0iqh7RJ0a4F7UrQbQwXKU1r2SZtFns9agxFYVGQMG4b5mVEURpK0lAjAl3GoowrQ6SjUZ5DNZ9BtAla0wW69Qxb/Cl6q7N0lebI+WVSvo/rB7iVELsW4fgKKzBYgUbWDLImEDUQPojg7MzFAErG3n9xKVGWIHQkke0QOYLIsohsgbKsGMcRKC/2DNTJZZrKuuegTsoFb0Kgqb7U/hXXF574i8cXghw38Fj5Yf0mvAmrgd6O2jmlvxpV5NMsCL0RcAz4Z+dyU28U8P3TFArPEPb/S6bLXSAgjY80EM38kM7qR9AoxuQRDufu5O2zzyEoc1HHe0A4/OcLuvFUwA1H9nKH+RYTopMfcAMCjabKPYOP8PExyZ+VfpHuDX/Oz30r5IJjBnn+e/mXd1zAVZlv0idH+atHf5mLxDjKlrwz823YOsFwLs3U8FXMPPNBuk2OS/MRVjROTqwlkFXmgwla3B5caTM3+UWK6+6lcksAbqxq/OGUw+RkKxc4rXy8d5K2wVPYlQ56jl5HbuoSqG1FIAndOcqDj1PqfAFt+9QKA5QPe+ijefLjI3RNP0y7kRxuG+SpznXs33kdh9sGqcp2upWkW0n6tOJmBS3zLlaT/cpHM2MZjtqGGStkThpKhGBK2JRwnRCdsqm1p2jpKrMhHGZ9cZTe+WlaKkXS5SpeKcCtRLjlCLusseYFsgwiWvzgrjOi0LIIHEk17VBKpQgcm9CSRBmLKC+JZN0dPmE+CaPRJomUj0A3Qka9OhDE3ohCJF6JgiQeJPFfq0wkHJkwPikwQqITRhozQ4kRNLUXxhaXTe78UqCR6OQIgBESJawGrk58IRvu/Q3JY6nfY8IgEyOZEWCMSJrJXCHAxEkwRfKpY2mMpsPPC/TrasMzpZU4eHSdRrMzynIqRNOE2fx+IppFzQbuwvfRtOCi9Zuzky/gLOgSz/g1mMUvHosEy2YpjcV1k9gAF00649xdkz3uTO+JRXhLLWavlSLAzjh85LUhtTz9l0Mwxmw4h+u/oWFi8h4APje/FowhpSpMuV1smRvn8hNXYjBU1fM8m7oMz/hsmdtNb3o963Ln8996JjjZvYlrXnqQd4U/pEsU+RM+AcShiu4deIzbZ0I+P/1LdG76C372WyG7jhnMRXfyaz95Hj+R/hTThXa+d/CnuMwaQzmKj3f/DSc3OoRRntGHP04wdhGXpSxa5Wk80Qd2H/PBOHmnGwvN3NRnmN/2QypvC1HA0xWLxyZdWgo93NAVsGn7KHZYpfP4pbQ9ewXC3wGAnz9BafCbVNsPoPw8xcOdqIdSZMZn6Jp6DNdKs6drI0+vvZEDFw8x6fbQp2z6lWS9UlxRtkmZhZ9mWUgmLDjkKaZkxLwIwRTwZBGRBtXt0d82wbWFw2ycG6VtvkC6VCU9EeDNRzgFgzULIlz4q1RCUHMsfNeimEtRSbv4GZtaa8yolJAoYsYUp3qRL8uMBAZbamwrznFmLIG2LCLbIrQdAsclsF0CyyW0XQLpEAkHJSyUtNHYMRMxFoY4In8cBcRgGYNMLkuDZTSW1jgqUWkmpa1U4wiCrSLsSGFphRtFWPU+FdvTpFZIEyJ1bEOTCU1hTKPPSvrj8YV+qTVWYlurz7P08gGl34Q3YSk8esmF55T+ioxNCHHW83PGmK++9tt5Y8Hk5PfJZLbwUCkHwtBdK3Ey20t/4VsMFN+GQTMqD3Ms+x7uHH8Igebijls5aJf4yq4N9M8c591je7jBPM0nxYcbziJPdD/JpbUZHjj5i3Rs/d/8zLcCLjxm0BfdyW+9fwsfSf0pT528lGB0PdusKfrSJ7lqw/cY7nKZG9/J5OMfY8C0sjVfwlKStL2GUjhBxu4g53QwX/gis9vvpfaOiEDBD0s2z05mOd908s8Gx8gPDJMfvYDex+5Ali5GYFPLnGZ+811UWw8SzPVR2WMjD1t0jx7EiQTPdW/hqcHr2HfRBspOL0ORZEjBOwNo8eO4cQbDjJQctg0TVsCUpTB6hpRVxLRJOnrnuabyEpunT9E2N0d2ukp6LsSdShhX8gYf2BZV16KYTzOacyl3OtT6HEIpiRBERiRSxZngSIXtGIwtiRybwPWouikqXoaykyUUHqH0UDgIbcVnxIzGjRReGJIOamR8n3TNJ131ydb8pF0kVfNJBQFeGOCGIW4Uvma/tUhKIilQVl1qFChLxB6VUhA16qCkQVughSEUJg6CIgw6GdcyzhKupYk9K2U8ZjANvIUyfouP64mUmkTXqo81S0emqYTF43ppHwv2swVPRbFkvlhCP5FSEwlQNPAXVLGCxUKMaNBOCCWbWNHRhAXJsL6HBp0ldM909lgwaIlk7kqvS4tlpbN7GxqxeI9n2voW723RZ3qZxIBnrvvqxbbz17W/ahpng7NJbO85y5gB3mRsZ4EgmGFubjenOn+dajU2SbooOvwaO462YjD45hBPexeSjwr0VfayKX8xLW4Xv3x+iEDz9oPPcYf5Ng+KKxmjF4Cj+QOk7WFO7Psoma2f5UN/X4uZ2oXv53fft45PZP+Eb+x/Lz0Fjy5Z5oaW+/C2DTPleYw/+wFKh2/h4rRFm5giK3rxmSdQFbJ2F8XSD5jb+FWqt/n4EdxfcNg/kePKVAu/tf4kXijpOXwLufGbEKqLyC0ws/4eyp17iWY6qey2cA8FdI0/SSXbwyP95/PYNe9gIrOWtcpmfQQ/URNk/dgeVhGa05bheTdk3IrQeoKUVyYzGHK+OMSuiSN0Tc2Qm66SeSrEnhAIHav2Kq7DfN5hoqWFYr9Hda1NKCThMpKVFBrP1aiUQyWVppjKU/Ly+FaGUKQwxsaJDOkwpL1UpLVUJFcs01Upk6/MkauUyVfKpMLgZb/3SEqqrp1Ig4KaI6i6htm0xm/V+K4isA2hbQhsQWALQgtCm1hqkxYaG2VJjLCTy4lVhtjEp9hsLO1iCxspHGxjY2NjaYmlBVY9/xogkpxson7p5CB0Ux/NXoyNTKC60TZNZV1JZ5n4QDY6eewp08Qt6nq0xKLX3N9oN514M0stf8vMWdYyuJr2m/CPEbqt9eeU/oqMzRjzsXO68hscpqbuAzRfKQ6B0bQFsxzJDrB17CG2TF0GwIh4keHMbfzMyN/jyhQ726/nrvYCL/Wv4dIjj/PB2t2URZYHuRowzDsTHGvdw6Z9dzC9+Tu85/4SlxwxmAvu4Pfev5aPZP6czz/702yrVRBWyPt6PsfMlpBi0MbI/f+CfGEzN+QqeDhYspNyOEPW6aBSe5HJzr+geGuBSMB9BZv9E61cl/f4zU2nyRTaGNj9Cez5qxBIyp17KAx+iSAwVJ5KYx8I6Rh9htG2Ie4fuponLzqPtGxnYyi5KTS0F2OJrIpm2DGctAOmRYmUmCDTW2Vn6gh3jr1E18QM+YM+3ndiRwwlBKWUw0xHliPtGUq9LoGQBPXAvAk4lsJKCarZLDPZdopuK4HIgrHxAk1naZ7uuRl6RmbomJ+krXiYnF9d9nvzbZtS2qGckpRThsm84miPouLpuM8D33VQlocSKRAe4OGYDI5MkzJpvMiO87ApgdTEno1KI7QGFcdtdJXCDeOYjsaEYCJgNRKcSfBeqbSX2LZEkr5GSBCiqS4RQmKQYFloYYG0ULaFkfGlpY2Wsb3NJCG3jExihiR2OFP3RGxcclEb4jmIWGo2csGWZmTdy1Em3o9J3BJZt9clTjFN4bcWeWAu6+HYZE9q9lysSzBNkl9jbNGcuh1wCb2m+7ogMTYZrZr2S2O8iSh1qbN5TyzUFxCW9c5cNft+WeFqdefOzlhzBbpmqei4Alzc2fHySK8CVpuP7V3ADuJzbAAYY/7DudrUGwEmp76H7a7h2Vo3SElb5DPvGPpPnsZiBzVGedrdTns4S1twgh0dtxI5Hv/vjlbai5N86NSjnMexxK4GmhqP9D7JNYev4eDQ89z41CQ37DOI7e/g/37/Gj6U+SRffPqj7FBzKMvw4XV/w/hai+LUNsYe+UW2iDbWejNkrG6q0Tw2Dp70mOCPmL31RXQKHitbPDmZ57pMit/cPE5+7EJ6H/0IVuV8lFVhZv13KHfsxT/Qjfl8hY7jxxnLD3D/2kt57IKfo5M2tkWCj1QlnrHRGE7amufckAlRIiVH6R2c4a21PWw5dYK20RLpBzVWSRBaktmcx5HuLgrbUlSlvYiBSaFxM1DOtTCV66Rkt6FNikwtpG9mhoHpCbYdHKd77gButPiYZWBZzOQ8ZvKCE10RL6yLKGQk5ZSDsjIoK4MWWaTMkSFHJvTwQokdGmQYQhRiRzVaigEthQBYKrkZoJxczWAhpI0QDsZ2iZw0Kp2OSzdF6HpETorQcePLdgmcejitONZjZFmxmlHION6jEEQiVjvWS4WI1Y+Jh6USInEQWfCWpPnhX2/X/TiW1t+EN+Ecw+zYiXMaymo17v5/AWSAm4G/At4PvHmO7SwQRWVmZh7ihdwniMI0GMWs287Q/DCXn7gagHGeYzhzEz976pvknQ42t1zMf1pTopBt5Y5nn+W95nt8XbyNKilA8GjvU9w02s+zHYrLDh3lPU8a5IYb+MP3DXFn9q/5wlMfZZeeQbo17tj8Wca7HWaO3Mjssx/isrRFu6zhyE6qUYG03cp8+F2mdn2FcCjiSEXy7VMZLrTy/Nq6UdomLqHvh7+MrA0RpqaZ3vY5qkzgP+yR2TeDXZvinnVX8L1b7yRndXJ+KPiZioWLRVVoDtuao7ZPaEbp7xnhFvMCW0dO0H6qROr7BgLBfNpjpKedmfVpyrZDYBbOtXgpTaUlx2Suh5Ldhh1a9M0V6Bk9xa79J+mee37R/S6mXCbaXI53R+zerJnLOgR2HiNbEaKFlGgjF3m4NYMVhIjQp7VYprVQZeE9VAGF5AKEjbDSROlWau1d+JlWKukcfiqN76bw3RRV16VqO1QtO7ksfNsisCSRZaFtCZaIvRPlq2QYauGAdN25Q5jEsQMdO4EYhWsUFhrLRAtjqNjxo15PooZYSb1+WURJqZBCYaOQJPSEwkJhEWHVx4Qm8Y9MPDST0ujEKTMp6+uZ2Gsz3gvE7jki+RwksSbjVC8WGoyg7mMpTSPFaLJGEqMyUVNKEoNeI5CWSMaabViJShUWR4dZkhlAJhjNxjgBiw5SN3w0EyGteY2Y5MK6Z1hzm/DFYrGxqS8ZN/VP0FDcJva6xRa8V/s6crb5i8fMomIR0itwmdSBB9y+avxXCquR2K4xxlwghHjBGPPvhRD/DfjOOdvRGwCmZ36I1gF3lzeA0XTWCkynOlg78RxpdT2RKPOUtYaOYIp8OMIFPT/J8bThm1v7WTdxiI/Pf40J0c1+tgFwqOUAAzWfx/WVbJ/+Gj9zn0EOXML/877tvK39C3xp90e5wEyTThW4+byvMp13mHjup1BH3sK1mYC85RBpgzEK2zKMtP9ripedphwKvj7pkap08kuDo3RMb6LvkZ/H8jcSZMaY3vG/qc0FhN/yaTl8nP1dW7l7109xunUzuwKXD9YEKWNRQ/OSqzlsl7HFUS7sP8wvjb9A//A0uQcj8AWFtMfx3k6mtmeoCLvhvOE6mkpbjrF8PzXRSkexyuaRk+w6eJKe2T2Ne+o7NiOdKfatCRnbJamkcmirEyk6yZlWMr7EqtXwamV6qkViRgVQSi4BdhY/302lewOlfAfFfBtz6TwFz6PkuJRsm4rjULMtlGOBI1+eISkdR+HXEZYOcXSVFlPDVQFe5BNHj6yREj4pfDzhkxZV0qJKloAUIRkVkVGKjFKkjSaliEN1GXCUwDJWnPJGOUlyUhehHYS247axk7odp8XRFsLYSGMledUshEnUjkYijE1zLjaRSMYisc1R98hENOY12klfo15/wCf/f73jVr4JPx5wSpw6p/RXw9jqxoiKEGIAmAb6z92WfvxhavL7YHWyP+oHKcnqiFpQ45qD6wGYMc9yJHsJP3fqa3R6/azJbuUTmwOkUXzkyIPs4lDDtb9kzzCaPYQ+fid9+c/wy3cb6NjA//mJy7im70t8/akPcwHT5DOTXLXj28x7KU4/8ovkJi5mZ7pC1m7BV/OkrBYKfI/Ji7+I6lY8PG+xb7KDOwbmGXI8Bh//XezKNoL0BJPn/zX+qTL6MwXcsSl+sO5K/v7WD9BLOxcHgreVHBSGQ47iJbuCYx3mmu7neN+J/XQfLuJ9GyquzemuHC9sbqEknSSmJTgZmOnsZdbpJV+J2DJyikuePErHfMzEIik51ZnhxcGQ+3Y6VL1OtNVFli5yvo1VrdBSLNAy7yd3exaYRds5iu2DlNZuYbatm+l8G5OpLLMpj6LrEHgOuHJZVZuIFHYU4qgAT8/Tpqtk/DI5v0ibmKNNztJFiU7t0xpG5CJNPjJkAgsnTCcJSLPIKIMVZZAqhVQpLO0idR5p2pHaRibMRhqrEb74tQBtEi/GxGejXq9HdUz8QmjKO93UFx9mjy8wxiy0BRij0cQvRSb5p5vrCTVjDDrJoG1MXWoySTa6ZGVDYwcN15G644gATINaY378X0K3IS3oRDhopskinEZW67ofi1hkAVug36ia5XqXwHIjy2ObxsKvnMbZd2JWqJ/d7vajudScO0ecXDbFVeeM+uoY291CiDbgvwDPEH/a/30O9/RjDVqHTE3fxzPenSidBq04nepk7dRz9JY3oIl4SmbpCqfIReNc0PUBHmqPeG6wk8uOPcWHa1/nW+It+HgYNI/2PEXP0Xcjez7Pr33OYHtt3Hvbjeza+GW++fQH2cEMHZnTXLzz+5StDKce+A0GS1vZnKrhWDkCVcaxXUbb/z3zlxxjLhR8+XSGiz2XXxkM6d//ETJT1xO5c4xt/zS1sQJ8ehZ/rsZdW25k9wWXsSvM8OGqxEEyJTX3pQJK8jg3dj/Ge06+SM9L87gjgplsihcHepi+MEMtibfopAzTXf0UnB665ivsOnKYW554HEtrlBCMdGZ4fl3EaEcO3+3Btfpp9dPY5TIt89O0oIjfrU4Sua0UejYy3XMFE209jObyTKTTlFMeJmWdwbSsICQVVmhV0+T9edr9WbrkBH1iloGwQl8tpNMXZKtx0lErzMdXlMFWGeyoHVtvwV4hHNdSUMYQGeILiIwhNIbAKEKhCI1CmRqRCVEmRJkIRVKaEG0iNPVLoY1CC40WOmYiQidRRUyTS36sATKSmLFYSbxJSyc5ZTRCaoRlQCYxGoVG1OsyZjwiOeiNqOOYlfubxlimXtfZxb4RMatacC2vjy3o4xYOFJslbRbmnjG2HM2F9ZrbonleY87ZvskmVeDSobMGhFy6xFlwFxE2Kw+9ovXPQucMoivT+YeQuU9HF55T+qs5oF3PvXaXEOJuIGWMKZzTXf0Yw1zhKaKoyHf1VjCGzrDAtNfBlqNFDIZ5eZD9+S38zKlv0JtaR3d6Pf98M2T8eX715NeYE+3sZTsAezr2sXVsK4W++/jYNwLafIfjt7yH3CXf4lvP3skOM0tn9hQX7LqPislz8v7fYkttHUNehMAGNJF3mlPn/VfC/hqPzlscmG3nw/1zrDtxMx3PvBeDZHrDt6gUjqA/M0elEPLZ7W/l4EWXcHlg87MlGwO85CgO2AV2tj7Ez84/xdr903jHYSabYu9gH9MXZoiQSGEI2zOM5teQqUouPfgStz75KNIYAsvi0ECGb15hU8j1YFlraK9msUpztM3NJXdwjNBtYWJgG2N9N3GyvZvTuRyFTAqdXhw2y64FZMJ51gSj9ITjDIpRNqg5hnyf/pJNttyH43dhhy04YQ4n2oSrz0euEOQ4NIZAx2XZaMpE+LpCTVcIjE+YXBFBzJCIiKRCCU1kGSJbg6vAVQgnQtoRlh1hWSFSaqSMkFKd9bKb6sLSCJnYsqRGiOSSiT1LaKRQSal/rP0+TLNbIE2scEn/EgvUKlz1lmcvZ0pvzXPN4vbZeMkSJ8CXSa59dkIsx0jPxFxujWW/+lfwezDN7xL/AL+jDmvmnNJfjfPIC8AXgC8aY44QJxx9E1aA6ekHUCLFAbUWpMAxks7KDJcMx8xqn6mQi0q0RONc0P0zfKsnYrijnXe++CDX6yf5M/FzgGHOmSY0Bca9Vt712DSbR6F0xR0ce+vDPPzC7WyPCrTlT7Nr131UozZOPvDb7Ij6WeMKlNbYVpqZzF1MXn43vjB8YSzNLtfil9vyDD7+a9j+EMWepyhkH0R/s0ppvMrfnfc2jl50MdfWHC4v2/hodnsRM9YR3pu7h58+fJTWe0OKlseBgR4mLszGzEwayl1tzLgDbBqd5Jon9tJS2YsSgkMDOb52VYpyeoAsa0iXFV51kp5qBEziZxTjWy7mZP96hlvbGc/niDJOQ/oSSpHxiwwGJ1gTnmILI2zzi6wv2LTMr8H1e3CDNtxwK67ZdYZkVdMG30BRhxQJqOhJfF2mpksEpkyAT81WBHaETkWIVIj0QmwnwLaDhdIOsO0arh2QsUKkHSGtCMuKGZdthVhS8UpBG4kxsdhlEteIlz+yu1CKuku8kcnDyUDdwQSaHDNoRN2Pr7gudUKnSWgSZqGvrvFbKGMV29Ix0XDAWKGvTnuJiq7xSZf2mSXjsMiRg5VwmvfbNG8pzlLBZzlBqH4fXgt4BYLeG2yN5SdM5557tVs5K6xGFfke4APAl4QQGvgi8CVjzPA53dmPKUxNPcBz7ntQQQqhQ8ZSbWw58TCOOR9fTrI7t4n3jX6PwcxmWtID/PkWm7bSFL81/mkeEZdTJotB8VTHHrzRG9lRvotbnzeYLbfw/fce4dBLV7AlqJDPTXLxzh9Qjdo5ed/vcIHpZtBzEtWjx+mBP6S44yAnK5LvTLfy4Z4Kmw7fTuvI24i8AqNb/5Lo3jnU/kk+u+2t7N1+NdfUHK4s25SF5v5UjZbUY/xk+AAbnptEjElOded4dns7vrCRwlDuamfW7WPH8Cluuf8F3OgZZnJpntokmGpbg7DXkq3apCvjpCsKLUaZHNjBqaHrOdrZx8m2VsKcF984Y3B9n85wnPXFY1ygT7GrWGZoupd0ZRDP7yIVXojNpY17rY2hrA3zOmTOVCnrcSp6Hl8XqckqFTfA5H2sTA3H83FcH9epl1XSro/t1OK27Z9V4tFGYrSFMVaCV3/nr6vaJFrFHoG21ljaYCuD1AZLGSxFXOq4T2qS9C9J2dQnDFg6TgFzJl4TUzJLmFUyd/XZ4H58oVlqWelZe4ZC0SztPzsN8w+QIaG++LnnSUsPyZ0dXtP9LEPMbul7LVc4k/7LIRhjTgB/DPyxEGIL8G+AP4KzJK36JwrV6kkqlcPcI34uVkMGRWa8Nm7c1wnAsDmFrdfSFYywo+ujfG5AMZ3L84kXvkufmOYu3g3EKsjWsatpyXyNj39VY7o28uXbU8yMO/QVLdLpGa7Y+R183cKp+3+bS+ik13UIdRXhhZzY8nvU1s5x/5xNqZblV/LtrH38d7FrfcyuuZfK6Wfhz0a5Z+By7rn5E1wTZPhgE0Pbkr2bX5p8gr6HS5SUx541fUzuzGAQmJzDRMsQW09O8Nb7nsXSmomWDPde6FHIbSKj+7GLU+Tmq2gxyWT/+Ry/5EYO9PQz1tEWexoCVhDQ6Y9z3vxBrqyNctGMRdvcEOnyAJnwAiwuBmLngrI2zJiAGT1DUc1Q0bNUZAU/W0V2lvEyZVyvjOdV8LwKnV4Zx6uSciux7WcJKG1h6p6BGAQaoyWWUnhKY0cGO0pKZbAjg1NvN/ridsysEqalfrTQxrHTh4hLnQRJ1nHdGIkhZqjGSCIsMMlBaqz4MhYIC7BB2AgsjHQQwo6TtkkbLDvukzZYSTI3y8EICyEskBKklVwShA3SQlgWCImRFkLG6wgrPrBNvc9yFs0XVn1dibBsjLDAsmLpUiYHwkkceaSI+4WAJaUQYgE/kUyRCdsWxOPNV6IXXHV/MhYXzX2NJRZg2beeFb7tZbrFSm9Nr6T/ldJYFvUcrbfiHpbv73BWdYT6R4bVHtBeRyy1fYDYj/p3zuWmflxhavoBNJIDej1IQWil6Zk/SX+xF03IA5lebpv8If3pDXiZfj612aN37jS/PvspvsFtGAQle45qKMm2PsrH74qwrQwPv+VyjHUUe3w7mdQc113wTaoiy8n7f5uLdA+9rkeka0TZ04zs/COCfMAXJzwuTcM1pevofP4OotQsoxv+DO4a50Ctnf997W+wnS4+XLEIgAdTAVszX+dXxp6g894qE9kcj6wfomS5SGmY7R4gWxLc/OwztFQOMJ1Lc8/FWarpdaSidkR1nJa5iFKmzPFL3sKeNZsY6WrHOPH7j1utsLW6j2tLL3HFbI2hyXVkS0NkwsuRyR+FrzWTOuCgmmBeT1Ays5SyZWRXkVS2SDpdJJ0q0pEuMpAu4jqLteJaS7R2kueTBg1uqEgFGi/QuIHGCQ1u2Fxq3NDghLHKbiUwBpQRKC1QkURrC20cQu0Q4AIeiAxYGYSdATcLbgZSeUi1INItiFQuqWfByyDTeUQ6h/DSSM9FuC7S87A8D+m64DgIITBGoaMaJiqjozI6LGNUFR1V0GEVoypoVcPoMLkCjIkW2ibC6AiSutYRWqn40gat4rbSNYzWaK3RmnjMxPdRA+jEp1EnL+FJ1H0TxjdOJwJsPcoWJplnEunHxHm4SRh53XkypiUSL82m8Xobk6hql8KCFLKsvewMCU2sKIXF/Utsayxef3Efjb4z9nVG/2Ib4fJ7Xg7q814O8+UZ26qlz+XQXtaOeRb0FWCoT3Llh/7r6vb0I8BqbGxPAA7wJeBOY8zRc7abH3OYnr6fPdZ1iTdkRMFJs+P4JIYc0/IkFdnJGv845/f/NJ9eC6WUy2/uv5txejnJIABPt79Iam4jtzy/n8FpmLju3ZS3P8XU/hvocgrcuPNr1CyPU/f/FheEA/R5LkoHVDqeZezCv6SM4YsTWd7f4rJz7y+Smt/OfO8TVI7dT/nuOT55/nvwOy/ijqqNg+A5V9Gf/gb/YvxROu+tMtLSwgPn9REIC5GSTLWs5bKDx3n7sw9Ts22e2pxlomMLjulHVsZIFatM9q3l4OU3s69/LfPtOQDsWo2N1YNcV3qJ6yc1Q+NbyFcGcVgPQGA0p5XPmDrOnB5n3p3FdM6TbimQyc6RzRRoz82R9haieRgDSruJFSrCDjTpmiJd1aRqilQtZmBeLb7cYPlQx5ERRJFERRZKZfBNhqpsQ7gdmFQ7It0OuQ5ErgvR2oNs78fq6EG2tGG35HGzWYwJUf4kUXWcqDpJ5E+hgjlUVEQFZcKwSuj7hGGNMBglDEeIQkNYgmgOokgSKUmkbLSWsRSpLZS20MbGaBttFuoLl4VRS/vsWIrTDsak4rqRoOv2OyuxwcV9/zSUlW/CuYNXn8WhzX39z7F91Bjz0jndxRsAlKoyO/s495nfAGNoD8sU7SzXHBoA4DEbrp95jJ7UWtLZNXxhfYqh6RN8uPh1PsnPAIaj2WO4kxexwb+bm18wqC038fzbnmHP3lsYkrPcfP5dBBk49dAvsyNYx4DnoE3IfPcDTFz0OSZ8wT2FPD/v9bP+yV9BGJfxoU9j7nqJ+92tfOP6X+DmIENf1eKYrSimnuDD81+j+4EyIy0tPH9eH6GwUPkUvtXFrU8/S0fpECc789x9eT/G3ohVmcYth0x1u+y74sM8v3Y9QdYDY8hXZrml8CDvmJ1l16kNtJbX4LAGgIKK2K+nmVCnmbcmiXpmyLbNks9N052fZl12Dinqb/4Crd04+kVNk6sqspWItK9J+/Okq4q0r7HV4nfDyAjCUBKFHjWToya6INuPaFsDHWuR3euwetZjdfdht3dgOQFR6QRh6SRRZYSgMk61NEulVKFaOYVfO0kwIQlGLMLIIYpcwiiF0h4qSqPCNDpMoaN6uRajXLRyaaSCfsWgY49IqRBSYyyFkRojDVjx+S1txYY0bQu0JYh9T2Qcib8eq7GRgy3eh8JgpMEIHZ97q0fiNws541SSJ66eqkebeJ7SJp5j6mfd4iMHi87GJRKISSJ7NE6eNfqTYwqm/ilJJLikbZqkPhasl/X+Bp2mNZqhISQuIy6czaZmlkEyZ2DWpcWFkbPZ+M5qw1vlvDPGzoER7lzY9VZL8zZrPW89B+vXYTU2tjeZ2ipgdvZxlK6xR28BSxBYabrnTpBW7fhyjpfSfdw6/k3O77uTz64VVDyHf7736zzPLqqkiUSN41IxmH2An/2GJmrr5553a5576QY2ywJXbPkuUXvI6BMfY/P8+azxHLSJmO3/OlMXfJsTRckeP8WvBFfRu/eDhJkJZsP/w/ynJvifF7yffO48PlC1qQrDY+kRfir6CzY8MM2Y08ID29cTCouwJYMMc7zt8d040X6e3dTKY+efh1A5ZDBDwYvYe+0dPLduE5WWDGhDV2WM22ae47YRm6GJbeSiSwAo6JC9eoYJdYr51BjW2klaWydoa51gMDeDFbvjobQNRuBEmpZySLasyFZiRpatKNxw4U9FG6iFFmGYomw6Mam1yK7NiIHtWGt3YK/ZiN2egeoxaoVD1IrHKBfGKM6VKZX3UTn1ItXDafwgSxBmUWEOVcuighwq6EMFm0Cf/U9CyhDhBCgnRNka7RhURhDZFsqRBMLEZ9aEJsAiQFAzglAbalpT05pAGQKtCbQh0IZQG0ITB8iPEvWdMiSH2pfsxxAfkntF0GATq8JOcm9Tz5NQby/UF/CA5FxbvS9eTyypL8Jfpr0kZWgjfOVK81c6AHDmZznzs60Wl2T9lWmtjH82hd1ydt+z4p/h5vnawbkgu6qwynPLByF/reDcWvBWgOTA918BO4l/CR83xjz2euzltYKp6fs5ZjZSs9rBaMq2yy0vxRHYX2KSXcVZut1e8rn1fG69x/rpYW4vfZ8/4+cAeLbtIC2VPO98pEg2kLx089UcKhs2RmU2r9uN1z/D5N7b6Ru7hg1pB2VCptd9jtnt9/PivGQqTPHzp3+alvFrKXY+g//U3Tw51cUXrv1t3hLk6KhZPO+GXJ76JL+9ez/FUpqH162jYjuEuTReLcO7HnkKIwSPb2unmNsAtSI6VBzdvI0nzr+S0d7YCaatPMV7Zh7lPSfSbJjYhsd1aKM5rsvsVvuZdoex1pymrX2crtYJ1mVnEYLEKcLGixQtpZB8KWpcGX/hoRsZge+7VFU3lfRGZN9O5IbLcLZchNWdISruw5/ZS3FmmLmZIvOF3ZSe3kv54VaCWgdRtZXIbyHyL8Yo78wvS4bg1oi8EOVqwrwgdCW+HVEWUNIWJWUohhGlSMdHBrTB1xBoUEggobtsoP065wmT2IsaG40t4rqFwUZjCY2LJp3UrXombAwWNJWxm4gUNNqLLlGPoQjSCBCmUQKLmM4iV/kkpXTdLb/ZlFSXzOrRSGLWWGeQCcsxzTapJpmm4a8vEjvcAog6HbEgC9UjLy7QTzBFc3up7LSMo46oF4vnrAaa6S4/vpRe4pDyMiu8HLNcds6yk1ZmsOcKVh/3/5VDW/c/guj+5wD+B/BdY8z7hRAucZDlH1swxjA9/SD3yziFXUtYoWp57DzViUbxw1wXHx3+Ptu63sbn10rKnsMf7PsCP+QqFBZFp4A/P8RF09/jssOG2o638cKOU7QNb6Gz8yj9616icPwqsofezfaMjTIhUxs+w9zWH/LUrIVjcvz04X9OurCdmd5vUP3a4/zV4K0Ud13D+3ybijAcyTzJR8c/T2qP4bn1/cz0ZDApG6FbeNejTxFZFo9v76acXo+KpinamqeveD/PbtpKlHKwazXeUniCDw2HbBvbRspcSWgUB9QMw/oola4T5HtHaW8/TV/LBFIatJYYLclUFG3FkLZCSOt8RLa6cN7LjyyCWisFdzNi4BKsrddgb78QYY8QTO5mZuww05OTzJ34AcX9z+BXegjLXYSVbejw4sVfhFUjyFQJ04pah0XViZiXgjllMxdGFELFfGQoKVB1j8I6YypD/PAIsfHxiPBEhCsUDop2FA4a19I4gCsMDrHx2RFgmTjesRX/IBpnxbQwRHohbFX8UDcgkh6RBCGWMdOLmVXM3OpMTibMsN7/ag5i15WNdboC01RfqX+hXJCamiN61CU6QbO0VpfkRDwhoZME7xWxX2e9vyENCvEy7frnaKa7/OekCefMseYgwgs0FxpnSl7N7iP11lIptIHbYO6LXyyWp7X8HhYkYlYNq0ZdPcc/J4zUbk+9PNKrof9yCEKIDPDbwJAx5ucTl/9txpi7f5QFhRCtwA0QiyrGmOXygPxYQbV6HN8/xdPqfLAhtDz6J09gmw5m5QQdtXnaLZeOlm18dr3LhpkT3Fx8kr/kpwHBC5kxBmon+PB9mqhrPfe8Y4bJE7sYzIyya9sPqc4NET33US7L2GgipjZ8lrmtP2T3jEU3Hdy87zex/W6mcn/D+BeO8ieX/DMulmu4yLc4YNe40fpvvOOHIxzPtXPkvHaMJfBT3bzjqaexlebx8/oop9ai1DRj7Vkev/QODg2tBQFrS8P89MRR3nJwE21qB5FRvKhnOKGfw+8/SmfvMGu7hvG8WLWglEPGj+icC+iYi5lZXZ0YaUHFzzNnb0WsvRLnwrcgNvYSTj/M5MgeJkanmdl/H8Un9xOU+giKW9FNoXe0VaOWK+NnoNSumRMBk0owHShmQk1RgcGLf02NX1RECp+0CEmLkC5C1loRaQwpwBXgEv8hWBjQOg6NlbAhRIQRKo5oLxQOBidhdtayKiWNQ4RDhL2oDHFQOFLHTFFqPKlwhcaVGkeYBcmOeiR9jU0cpd8iwjIKaaIkWn+UXIvricUszgKwpC5fA6P/K4KzGY3ehDcsrMYD88iRCPi1c7aH1UhsnwKeBq5O2iPAl4EfibEBG4BJ4FNCiAsT2r9ujFmazOrHBmZmHmHatFKw+sFoqpbDdfvj8E+POhG3TD3E1pbL+MYal6Ln8Af7P8/3uB6A0dQYTqWNW558Hk9Jnr92J/tHe9jszHLlju8SqizTj/4y13optAmZ2fQl5rY8wO4ZizVqDdfv/S0wFjPBX7L7cc0Xr/4NbqtlsZXgaOoFPjzyf4iOOTy8fh2+ZVPNt3P9nkN0zR/lmY3dzOWHqJlZhvt7ePCKjzLe04mIFNfNP88njsB5kxuwxGUcN/M8Fj1NZeBFOntPsK7rJK7ro7XEUoauqRodsyEds0FDrVhTkqrfRaXlEuydt2FfeiVh6VFGjz7L6OlJZh75PpXvrqE2twYVbAFiVVAtXaSaD5kfDJlAMhrCRE0xp8CQjkNHVkEQkhUBORHQTcAGKyKPIS1iRaFlYkYVMymFEQGWDEnLiBTRIsYk0KSpkcZPrhoZW5G2NGmpYsZIhEcNz9RwTQ1X+9jaxzZVHO1jmxqSl4k+Uucty6ApY6ONjeLsZWhcNJkYH7tRamNhErnPmCZZL8kqrkXs7m5EIo+JJmuaYHFfYyyRlRqJQuO7tSDzNFnCBInctiALLbKQLRWfxGI6BuLjDdTx4jmLZatmhWpz0pezWcBiSXIl2W4pLK/0Ew216aLZTZ/pbMrC+mdaLCUm8+rba5pXv9XN64lmXfFZ1lroahpb7sVCvIIw3K+x2Nbfe27j6K+GsW0yxnxACPEhAGNMRax4ym/Va14C/Kox5gkhxP8Afpf44HcDhBC/APwCwNDQ0KtY7tzDzOwj3GduBinIRD4Rkg2TeSIRcNT2uE2VGWq5gF9fZ7GmcJrL5/fyGd6PQfOisLhw/kGueslQO+9mHh+AdTMldp73AKQDxh78VS4V3dhCMbvh28xu+QFPz1isi9Zz7Z7fRjkVCsf+gq/OrufAhe/hdt9mRho2OX/OzY/u51BLF8ObWlGeS/9syGXPP8Wh/g72rrsIX8wzPNDNA1f+LOM9Xdi1GndOPsFH9vUwWNtEyQQ8qo8xkd9Dy9BhBnqOkkpV0FrihJqeMZ/uhKFZJvaqK1dzFLKXYV36PsSujRROfpuTx8aZOLGHwvNF/JkNqOBOAEKrRrWlxFyv5rTwOVkzjAaGmnEgcCAAm5BW4dMmfNbJkBZhyApwjQEVxUxLhDjSJytDXBFzDIkmS4UcZXJUaLFD2qyQVlklR5W0qeDpCq4q4eoKrqmc+cVGNMxlxggCkyYwaUKTJtRpKiZHYLoITZpAZwhxUdgoYaNEInNJGy0kWthoEWemNsKOs1JjY4QN2AhhI5OY/1IIpBGx7cwkbQTSxBhWkkrGMhIpJJa0sYSFJW2ksLCEgxQ2QlhYQiKkhZRxWyS54URyODo+J12vJ4eV63WZ6KGa8UWCv6BvjG9QvZ8l/Ym+USyD3wibVq8v0S+K1eDXYbEecYX+5YZXj9torPT0a/BbcUbXa0p/GQZ4zuAV0V89st35OqsigUAIkab+TiHEJl5dvMhTwCljzBNJ+yvEjG0RGGM+CXwS4LLLLvtHq8jQOmJ29jF2m/gjKOGw4dQpJC0cl7NcN/MkG/MX8uBAlqmMy7/fexf3cS0CzeHsCAPqFD91nyJo7eLrN2lSM2309++lpWecieffz/bydlocw/zgQ0xv+wb7ZiyGgk1cs++3iJwCs8/8FX+ev47Muiu40bc5bs/zrsJ/xN0X8ciGIXzbRnkt3PbU81RSHg+fv5V5G0b6Orjvmo8x1tuNE9T46Oln+Oj+QdrU+YyYef6eJ1DrnqO3/zA7WycxBmQg6B/16ZvwaStECGKprBRuRGx8D/Lam5gvPcyJg8OMvvQChUdr+LO3gJEoFKWWeaZ7Io6ZKid8zbSSYDJQBIeQdlFlg6jSITUtGFyjMTrCyBBLVsnLGraI5ZA8JdqcedqsKl22T4eo0G7myKgCKVXAM+XFb8cJk6rpDL5uwdc5iqadmh7C13lqpAikSyg9IukSSQ8tXYxwMXgI6eJICxuBYywcLBzjYAuHlJ2mxc7gOBksJ4V0LIRjIWyJcJZctozHFrWTMklMKiyBsBbqWPKMvkb91SYwbQKjNSgVO4UohVEatMIoRXJiewGnuTQQe54sXKZ+Wntpn1mhfxW4xpgkTMsyfUvxzuqPf0bHymNL2uaM8VXSfRnaZ6W7dO4rXMecbe6rebK+ijMI3ratOH0Xv4rFzw6rYWy/D3wXWCuE+CxwLfCxH3VBY8yYEOKkEGJbcpTgVmD/j0rv9YZicQ/VsMppayMANcvmmpdcAB5Ip/ng1FG2rP15/vOQoKMyw43TT/MFfgKNYixM8Y79J+kswsFbrubUbA9bsifZumk3pdGddBx/K/0pSaXnecbP/1tOzEk6/e1cs//Xibwpxh/7G/5o7e3scLfQHwqmnWf4wIG/ZiRs4/CWXrTrsvn0PNtHjvLMxkGmsm1Mt6Z44Jr3cXDDBuygxkdPP8vP7ltDXm9mn5nggdSDZDfsY23/IVynhg4tuqdq9I3X6JoJkAaqkc2c2oF94QeJdvUwfOhBjp2YZ+YLL1Gdvgr0dQQiYqa9wMmBEkdCm9MBKFJQgjQB3bLMOqtGO4as0aAjED4Zu0xKKmwi2pmjkwK9ToU+WaRDT5NT06T1XJLlmFilp6CiWijpbmbUIBW9gyp5ajJFYKUJZAptZdAii+u4eNh42iNlPNJOjjY3h5tpxUo7yIyNTNcvB5myEF58Sc9CuEmZsuPSPvO8mlEK4/voIMDUanG9FmBqFUytltR99PxCvdEfBJgoxIQhRBEmjDBRcoUhJlrSH4bJeAhL+s5gQMswpua+N+FN+IeCjo99jMzFryNjM8Z8TwjxNHAVsaz568aYqVe57q8Cn008Io/yKhjl6w0zMw/zhNqOcVwcFaINDM6m8EWVjuox1mY2sr+ngyNtKX7zpS/yIFcj0BzIjLOp8gxvf9oQbLiM727wGKrOctF59xEFeapPf5yLUy61tsOc3vU/mSwJTHkr17/464TeGCMPfZY/2vphrjX9ZJQgZ32Wqx9/guf7+pntSKO8HLc9vYdCNsvD5+1gKqN5/PLbeHJnHET49vEX+Rd7umhTG3nBjHKs9TG6N+1hW9cwAoNX1gydrNI/5uNGhsBI5mubsC79OSobDIdf3MvJExPM7+4jLN9JiGG6bYZTfWUOhjanQ4HRGWRZ0yVKbJcVuoUmrxWCAMcqk5M+tojoYpZeplnrlOlnkjY1QVbPLEhcIVRUG3Oqn5PqQkr/X3v3Hac3cSd+/DOSnrrPs7vP9r7r9bqve8GAMZ3QCS1AICQkuZRL/+XS7pJLLr33I+3SO4EklCT0jsHg3te7trf38vQqaX5/PI/X64oNthfseeelSBqNpHlk2V9GGs3YARK6j5ThJaP7kJofl9NDnnTiIx+fp5jSvEJ0nwvd70D3O9F8TnS/Izv3OdA8BsJtjNd4pGVhRyJY4TBWKIwVDmGHw6R7I9ixGHY8np0mLsdj+6XJWDZdZg5q/39sNA3hcCAMA2EY2a61DOOANANhOMbTNLd7X7rDkd2madk+GvW9/TiKXN+O2v5zTRvPc+S8++fJznMfGogJjykPSEOI7L4T+m3cry/Il9l/vI/H8fRDpR2QfkC/jwc9JjtwdWLeA5/vvdz6ER5nHvTW5kjrx3Cegze9ivO8mhdor3BXzXtiG8IfTavIx6SUFwL/OETaKyKl3AAseaX7v5aMjj7HKrkSpESXMKNzEIGHbY4oZw+vpqn0Cj7foOFNx7h04Fn+xhXYmMRNixtXxTGdTu5fUUxB1EXjtKfRvQn6nv4Iy40ApnuY7nnfJpqUDEan8sYdHybjHGLP03/kO7PeygVmCSY2TZlvULBmkFUNtaQNg4qwyaKNG9lcX0NvvpedDVN48Nxried5WRTcw6c2eqlPVrGBXjoDz1E+dSOzi3qxLUHZSJKaviTFYxkkEE4EiNffQGZpI60tG2hvDRJ6ehF2Zi5RI0VfIMJ2X5S2lIaFFy1uUyJizNPilGPhsTMIPY5fj+IWGSoZoFYbpU4PUm73kW/1j7fWM9MOxsxaes05hGQJMcNPysjH0otwO734pZeAs4ya/HIcAQ96oQuj0IVe4EIPuDEKnAhP9pa2Y3Gs0RHM4RGs0REyHaMkRoaxRkYxR0awgsFs8AqFscJh7Gj0ZR+tCLcbLS8PzevNTnl56P58HOUV+6ULjxvN5Ua4XAiXMxt0nIdZdrmyfUS63Yhc/5C2bWNlMlhmJjvfu2xm+3Q0rQxpM03aSpMx05hmhoydIWOms3Mrg2Vl5xnLxLQymDKDaWWwbCs3ZbCs3GCm0j54Yt+yNCW2metDMpc+PtK2zH62sHfZltlxtbO9lORaluYeD+7rpST7+HJ8tGv2fT02/sXc3nYSe/fLLTMh34Ffnh3peEz4f3nAcnZR7muXIfflPmhJHph2qBtF7j3kUTlstsOMESMPWjhM/r1lfQXB53Df8x0+/7FtWVm+gk/e8o1jOsexOGxgE0K4yX5fViKECLAvNudDrmPD05xpRgmF19OivROEIGk4WNZmIJGsNyTLhINYSSMvlrp5y577WCWXIbDZ7Bpl+siLNHdKRuatpCNTTXPRTiqrdjGy/TJmRubgcMfpmv8tMlqCraP1vLnlI1h6mJ3P3sUP59zBxelC4qQ4a+xzJHo0XmyswnK6WL6zE1dG8vyMWXQVOXn0nBtpnTKVQCLMl9d0cfZIMTsY4P7A/VRMW8eswgFkRqOqN0F9dwJv0iYlNYL2QjjvJnaNbqZtt5ux31VhpWYy5kiwOxBnq20zYOqQycMvkszQwlRhkWenMfQYfiNKMWPUMkCjEaRadhOwerNBzIZIppiRTAO77aWEjQBJRwChl1Cg+yjyl1NbWImrLA+j2INR4sEocWMUeUAHa3SUTP8AZv8u0m39mAP9ZPr6yfT3Y/b3Y46MIJPJQ/6ZaQUFGEVF6IEAjrJy9GnT0PIL0P1+9IL87HJBPnp+Plp+di7y8rA1jXQqSSoeJ5WIEUmGiSbCxJIRoqkosVSUWDpKPB0mnuknYSZIJBKkoylSVoq0lcHEJCMzZKRFBhNTWpjCwsTCFHZ2wFLNxtYkVm6yBUghsTWwhXzlPXW9EuONOXKOZTwPuXf3XIOPCa3+xttY7Le+fws9kW1iefhtHHD8/VoPcpgt2bWDto83mDx8K8HDbTl0O7rDRxJxYJR5maBz2PMeYY9jOPwRz3Es+Y98FQ7e6i4sOKZzHqsj1djeDXwYqCLbJH9v6cLAD09oqV4ngsGX6LPySRolCGmDlFSOOYhrcc4Ye5am/IXcVWeg2ybX9z7Cg1yIJUwcsp9rnjFJFhTx2wVFNNijzJ62imSwGl/r1ZS5JH3NPyWV389zfRXc0foRpEjT8uJd/O/s27kk7Scpg1zY+T90pgvorC5AaC4uW7ed7pJiNtYUsX52Mw+fcxWWoXNL1x7ev62YQST3+f5B6YwXmFncjUgJ6jrj1PUkcGYksYyLUMkbCc2vZMv2EXof9pIK3UBQT9NRFGGDHWXQ0hFpD2UiylItRpm0cIk4PmOMYi3EFHqZrg9SZ+/GmxtoPZX2MpiZRru1mJCjhJSzgjxHEcXOEqpKaplSWYCjIg9HZR6Oci9Cl2R6e0l3dpLu6CS+KjtPd3aS6e5Gpvf/7FE4HBgVFTgqKvAsWoRRUoJRUoxeVIxRUoxRXIxWVITt8ZBMJggGBxkI9jIU6mc0NkIoPkY41U80GSEajRPrihOXCeIyRVKkSWkmacMio0tMQ2LpR/FfsxrZD+RydFvDQMOQOgbZyYGOIZw4hUGeMHAIBw7NgVM4cGoOHLoTh+ZA1w0cugNDMzA0Bw7NQNf2pY1v050YuoFDc+IwHNl0PXccw5lbN9B0A0N3YGg6mqajCe3gCQ1Ny7XTFOKw2yamCyHQhZ4NHie8uZ6iHN5hA5uU8nvA94QQH5BS/uAklul1Y3T0WR6zloIOTttiatcYGgbrjQxLEj2UVFzDA1UG5wyuZas5Ew2L9Y4gi/fspCwEa845k4KUkynTV6E50wSfvYMVLjdjTX8nVrGRVX35vGXPBxCWg50bfsNPpt3CG9J+kvYA5+/8CtvyShkp8VKQgrN2bGNLfQOtZXk8dN6b2Nk4nbrYMF9ZrVET9/OEaxWe6U8wo2IXwoT6zjj13QkcpiSc8pGYfgu7/XG276wkeM8SUpaT3YWjrCsO02M5IOOlTEQ4Q4tRbqfxGCHy9QiNspM5ei+Nchc+OQZAPF1Id3oug1odUWcFDr2cUkcpNeVTaKorwlnrw1HtQ/NqZDo7SbW2knixlWBrK6mdraS7u/drzCC8Xpy1tbimTsV3/nk4KqtwVJRjVFRCcRFJAUMjPewa3kPPaBd9kV5GEtsY6w4S7ogSJUFMS5F0mCSdNqZxiMCU64gEwGUbeKQTDy68WiGluhev7iXP4cXrzMPryCPPmUeey5eb/Pg9+fjcfnyeAnwuHx7Dg9tw49bdODSH+odeUU6io2k88gMhRDMwG3BPSP/NiSzY68HY2POs5y0ApHQHy1o1JJIxs4uGvBk8UusnZejc2vMAa1mELSwC9nauesEiUTWNJ2tLmV/YSkXlboa3XcHcdCPJ8s2MTL2XnQNOru96D65EOXt2/Jb/bbyRCzN+0mYHK1u+w/riSqIuJw3DMRoHR3mpaRprpzfwwIW3EHe7uH13L+9tzWOT1s7TDf+krnEjhshQ3ZNkSlcMV0YSTuUTnnsz2zMRWtsaiQ3NYMCRZFtRlE0ZNxm8FNoJlmqjVNgpfHqIMmOQ6XTQrHVTY7ehC5OU6aU7PY9NooGoqwqXUUVNQQOzG+pxNeTjrPWj+TVSLTtIbnmWsSc2k9y2nVR7O+xtaKFpOOvrcc2Ygf+yS3HW1eOsr4OyUkJmij19rewe3EFHsIO+8EuMDI8S3BIlYqSJu00yjgOClRt0p0aedOEXXkr1Igod+QRcAYq9JZT4Sinxl1NSWE6RrxS/y4/f6SfPyEPX1Bi6ivJ6djSNRz4LnEc2sP0TuAx4FjitA1s6PUow1ka/oymbICXVYxphLcHi0Is0ll3FV2p1GsOdhKOFaFhscYyycnM/Dktwz6Jm6ggxvekFksFqCtuuwpc/Skfzj4gEBQv6b6MgOJverrv5ZvXlXJTJR2TaWLH9h6ypqCLpcLCgfRC3Basb63jk7PN5bsl5FKei/OCFJJURyb8Cf6d61jM05o1SNGQysz2CJ2kTyXiJzrie9QmbPevnk4xU0uYN82JxmD7LiZ5xMUUbY6pMEhAhSpyDzJG7mK/tpkruASCYrmRz5hKGnbVojgZq8xqZ2diIa2oBzikFyFA/8bVrCf19PcktW0m1to7XwvTSEjyz5+A77zxc06fhaGwk5nXT2tfC9t6NtI1upqfrIYY6g4ScSWIeMzuMGGRbvnnB7/ZQqPmZ6qil1FNKpa+SqsJa6kobqSmqp8RbgtfwqprSKyBlrvGGnf2ezM4O8T0+37t9b969n5CNN/rYO8YME9LtCfkhN1jpxHxy/LO1A9f35suuywmfzcmJ7TkmnhDg4GYL8tDLcv+Vw+6y/+duR3gcfbjDHfR92dHsf/gCHW7/I5bt1TiOhy0s91Ja5z9+BzzA0XzHdgMwH1gvpbxDCFEO/O6Eleh1Ihh6iXXWDKThwGGZTO0Jo0lY7zC5RDjYVVVLt8/Bf29/gFYasbEJZDZz/kabcP18BvMKWNbwDIYrydhzb2O5S6d33o8wRRKr/1JqB1YyOvYQXytYzoVmACPZxoKWO3mxqpqMYXBmazdxt4/nGkv5+6W3sbtuKucMDfHFjU42i1a2zv47M2pacEUkszaHKQ5miNsORqqvZoPwsmvT2USjZWwrGOXFQJSwdJJvJ1mu9VNlJyh29NEsW1mo76bGbkMTkuF0A6ut6wi5p+B3TqGhdhZTZ1XgmhHACnaTWPMSY79dQ3zNGqyh7BchekEB7rlz8Z1/Hp7mZmR9HW1jnTzV/gItw+vpavsHg3tCBPPS+x4RusBtOCgVhcx01VPjq6ahqJGmylk0lk2nIq8CQ5us/ruPTNoS07Sx0jZmxsbMWFiZ7LKVWzfTNpZpj89ty8a2ZG5Z5iYba+/y4dItG8uU4/vbVq71oS2xc93z27nglH0FLHMjZtvZNGlj21Zuu43cuyxtGG+duG85O+XW92uaJycsH2Gei1Ryv21HOIbk0OmHjFAH/qt7lBHqqBwhWB7xWC93nmMpx5EC6fE8z9F49cebfkYzl7330uNQlkM7mn8dElJKWwhhCiHygUGg9oSV6HVibGw1z5hLQZdkNJ2lrTYSgSuxjkb/XH5ca+BLxwgMxRjCptU5xgVrhkHT+Mv8WTT4u6mu3kGw7VyaU1MJzrqbZNEuWnbP5prOG4ml1vFlu4EVogwj2c68nT/ipeoqLN3gnB0djOQHeHp2I3dfcQeRPB8f2jbGFd0mTwT+Rc2cxyl2hmnYlaC+N44tBaOuZWwubWRny0oikQo2FIyyujBGCi/lhFksolRpozQYe1giWpnDZpwiRTBTyXrzKkbdUwl4ptPYOJ+85jIc5RqJdS8S+ddf6fuvZ8YDmVFRQd7yM/EuWYI+ZzYtsV4e3f0c20efY8/muxhsi5Fw596feSHf5aHKqGCpr57ppbNorlvIzPI5FLoLT8qfo7Ql6ZRFKpYhFTdJxjOkEyaZlEUmaZFJWaST5oTl7DyTMsfX08kMVjqNmUljmxmkzHVzIi2QJnLvMmZuPZsOZi6vndtu71sWEiGy63vne5flfnltwMqm5ZrakwtGMtegKZu2b/34/0OnKMcmHXMCkxvY1uTGT/sZ2daRUeB1PXba8RAMrman8f7sx45SUjOafQw5J7gVz7R382yZg1u6HmKnnIoECpNrOGubpG/6EpwuwbSpL2El/Xh3XoezbAeDU/5Je2cJV3a8B5N+vjUmWehpwJ3sYV7rD1hTVYnUdM7d1k5/UQn/WjKfey+5FRcWP14dxR3rZv2Mu2iq3Ub+mEXzlhDehM1YupyumWezZseZBDumsiF/X0Cr1YI0yyiVRh8LxVaWa1sopZeM7aItdSa97tn4nLNpnLmQWfPK0TwRok88xuCXHyexaRPYNlpBAXlnnUneihWkp9SxdmgbL3a9wNa+H9M1NkrMkw1iIg/K7EIWeptpLpvHksazaK6aj995/B5HSCnJJC3i4TTxSJpEOD2+nIxkSMUzJOPmeBBLxOKkYzFsOwl2EilTIPfOM0jSIDMgMwgtgxC5MW5kBinTSDuNbaWR9qv8IFtouX4c9ew8t47QEWjj2/eOxiY0B/tGZhNIqSHQkTLXAbEUMGE52zx7wgfSZPuaHP+wee/2ve37xYTlQ+bd12B/33zCsjhw24Sfmi3x+NreQTT36zpZTNxL7r8sJuw34Vj7PXLOPfcUAFIiDgzkBz6dnjCunDioBrj3PId6pL132wHrE76HEwflF7nfdLj/uMiV46Bv2PZfF4cYC+/Acux/xENsO2QRjuY/eiae+5UpD0x7Vfu/nKNpPPLvucUfCyEeBPKllJtOaKle4zKZIP2RTqJ6OUibusEkhg07jASXeWp5uDYfKQSL+1poZSrtrhEuejaE6TT4a/MM5lVuxV8wxODqd7DEqdPb/DNSQSdn9rwXzXTwu46dVAXOpCA+zNy277C2shKpaazc3kFXSSl/Oe9cHl1xNfXxGN9/KUOL4wXk0r9RnzfMlLY4dX0JUuh0V13E00MLGVl1JhvywjxXGCOJlxotyDw7whSjnTPYzFKxAY+IMpSZwip5E0lXM031S1i+rBHNGyL6xKP0f+YRUi3ZwdTdzc2UvOc96Avnsy7Vw5N7Hmdj13foGQtnG3E4wJ/vZpZrBosrF7N8+rnMLp+L1/HKexuwbUk8lCY6liQymiQ6miI6liQ6liIaTBEPJYmHw5jpKNKOg4wj7ThSxsGOIbQkghSSJNJKYltJpP0yQ1ELDV13IXQnmnCBcCCEA4kHIR3YmgNNM8bTwcgFIwNEdiAcXYAuJLqws8Pe2GkM0jgxcco0TpHGoVkYMoNOBl1a6OSGpsFEl2kEFpqdHZpGSCs7DI3MpgmZ7c9R2Ln53n4SrVztbOKEPKivRXLvrfb1s8gB6eT6cmTC9n3TxPX9nhxOXD7wySUH5hGH3Xf/dHGY9H3HUV4fAo5p8I7LTtjxj6XnEaSU7QemnY6CwRd5JjMbXBq6bbGkLYEEApGnaShYyNeqdeaN7aArWYOGTX50HYt3SVrmLKXcG2XKlA3EBmYwZegsgot+gekaw7XzLeRHprK6/WGCJSuZkogxZ/c3WFtega1pnLOjkz2l5fzyqmtZs+Bslg5H+MzGGBtK/kb97KcojCaZuzaEN2kzaleztnQlbZuuplWTPBkIMyqdVIgIC2WIaUYr57GO+WIjGhbt6cXscSwmkLeY2fOX4mpyEn/+UQa+8PVsMBMCz6JFlH3qk4w0VnFf5xOsHrqP3Vt/nq2ROaFY97PCv5Tl9Ss4Z8aF1OTXHnPDjUzaIjSYIDQYJzgYJzSUIDSYIDwcIzo6gm2GkTKKtCNIO4IgihAxbCuClYlxyP/aFBqGw4emeck26i0GnGiaCyHcoLkQwoWhCVyYeGQcr0zgkUm8WhIXcRwkcdhRDCuJbqXQrBSamUbk+nMkYyIzNtK0wZJIUyItibTAtkX2iWT2S+tXdd8d6SGiyA2zLTSB0BjvmX+8h36xr7f+8W6rxtPEeG/+Yrwnf21CD/9ablSA/ffJdpMFUst+wyZFNq9Ey50zV0scn7Tc0DcTanViX21STlieeLx920DsdwyR23ZAF17sPVd2WUA2z4T7ccIQqLkLyAHbJiQe9E31xP0O/DM9oH50uL8Dh/uwWxywPvFYB5T3kLVIsX/Z5cQdDnnYQx3jEEU78PxHs8MRiLkzjnmfY6F6HnkFxoIvslqeAYCl6UwdEMS0FFMzQ/RUT6Pfa3Br+wvEKGTQCHPWS0FSLgcPz2jizLrn0PUMmU1vxl+1jv6q5xjauZAVAxfSN/wCD5WezcKkRfOer7KxpBRb01ixo4v20jJ+dMOtbJm5kDd2RHjzzkF2zPgVU2u2Ut2ZZnpnhIzU2FV+Hk93XUHP9ik8VhBij/Tgx+Z80cMcfTcXiJeYL9YDgh2plfS7F1FffhbLls/ADm4jdN+36Hv6aTBN3HPnUvqpT9JZ6ecvXY+yeuyndLeGsXVw5zuY45rGOfXncvHcq6krOPqhhVIJk9GeKCO9MUZ7ooz2xRjrCxINDiGtINIOIq0gQgsj7SBWOsyB/6RrhhvNkY8QPqAEXfcihBdNc+HSbPwyit8KUyhC+EUIlzmAkY6jZZKIdAqRSiNTGeyUjZ2W2GmBbR65Ww/J+Cg2aA4QTg3NqaM5DTSXgZ5nIBwGOB3g9CBdbmzDg3R5sB0epNODdGSXbYcHW3cjDTeW4cTWndjCgdQcSM3AFtkhbaQwsDWD8XHWENhSICXZYURzFbN9jUuyDUFsa1/Dkb0NSbLD0+2rmWUbiuyd72tgsl/axHwHbMMGW8rDR9tjoV79nVbmz6il/AQeX/U88gqMja2mw/gIAEVhE3cGtmlRLvPN4q5aF3mZOM5hSGGiJdeweJdk4+yF1BUMUVnVQmjXucwgwNCcb5DuL2Z5z9tJZrr5rmsqZ6UNZrR/nW0+HxlD56yd3bSXlvGDm++gpWkOb2uNsaK7hYFFv6bB382sLVFKx9KE7AKeK7iats1X8ZInzvP5SZBOlmoDLBSdXKI9y0JtHSDYnjqPIc8yZky/kIb5xcRfepi+T3wBc2AAo7SUorfezuDcKfy65zGeC91Jv4yDAUX5Pi4vuoCrF9zI0rrlL9syUUpJLJhisD3CQEeYkZ4ow12jRIb7sK0RpDUMjIA9gpWJ7Lev7vAiRAC0anT3LITmw61JAnaYgD1KsRjBm+nHmQwh4nFIpLATFlZSYqX2viOaUBYgA2hO0N06mttA9+ajl7ix/UXYviKsvCIsbxEZdwDL5cdy+LAMD6buxdLc2fGwbQ3TBDOda0SSm5spi0w62/LRMg8YqTrFKxjoyWbvUODZClS2FqPlamPa3mUh0LTs2G3ZHkIYX95bUdIZr7dMeHOWNT4XZGt84/WA3P5736fI7Putva9+Dny7JsgG2P3eHeVa64lc7BMTWu/tPY5E7tfF4RHrP/Lgis6R9j0wbXx54m+YmOFQgfUILQ4POt9hsh7PB6Qn9ljiCNuO53nAMTwCnLj3bKrnkWOUyYTYE+4lbRQhpMWiXVEA8qJPUlR5MY+X6Vze/wxjspCInmDJumFSToMXpk/jrIbHsU0Xea3XkFjwRyw9Tnnne9EyTu6Mplgmymjo+jUdTouY283S3X10FZfy7be8i93103nf9hhNY88gl95FrT3K/HUhXGmb7rzZPDL2NnbtbuChghhD0kWdCHImg1ysP8lK7QV0MuxIr2TIdSYzZlxMfaMk8q+76fruP5HpNHlnnYXz/e/m3uQmHhu5j/a+ILYB5b5Cbi6/iGsXvZlZZbOP+HgxnTQZ2B1moD079e8eJDbWhTQHkPYAMIyVDjL+slszMJwl2FothjuAQ3dRJMOUWgOUyUE8sR3o0RAyksKKWZhJbb/HeRJIG2D4DIz8PIzSfAhUQH4FaX8FZl4ZaU8JaUeAlPCQymikEhaphEk6bmbnSXNfVSyUmw7+Zeh6BsPQMAyBoWsYusDQwKUJvEKguzQ0l4Zuy+w7MFui5SZdCjSynWTnmoOg5QJOdhDRvcu5Jhy5J1LjTThe9pHuAS+zJLnuh7P/sw+Y77csssElu/d4F8SHWWd8bTxNyEOnT9h/fJuYsE3sbfAw8dgHVtz2j6L7xw15iLRDpx6c5+AIdOA5j+ZchzrWsVU6Xz738arEHv1xjs8ZX+6pux1MM5flx+Vch3KkR5FLga69QU0IcTtwPdABfE5KOXrCSvUaFgy+xFOZeaCDFDqzuyQJkWaanWBVfQWmrjGtr5sUXuKZlzhjp2TdrLk0lHdRXNrByKbrmFXcx2DV85ibL6MsOIenBjZQ5p5N+cDThMwORgN+FnQMEMzL55u3v4f22ql8bEuMksT9BJbcS+VojObWEKbUWJN/CS/tehvPulK84M/gkYLzRQ+XGM9zuXiKAm2EPanFtLvOZ8aMy6mtThG8+yd0f+1phNdL/nXX0jq3kt/3/ot1wa+Sctr48t1cHriAN5/xdpor5h32H9Z00qRvV4jenWN0t4wyuHsPZroL2+xDMIiVGRvPa7iKgFIM90zyNJ1ya4Bqq4f86E70cBArlMKMiuy7qJyMkFDgOoJmhAAAPBpJREFUwCgpwp5WgyiuI1VQS8pfTdJVRgIf8bhNNJhtAZlJ5T4jiOamHKElcbtMXE4Npy5wawKfkOheDcNlYNgShy1xSHAicAiBIcAQoIvsX5L9r4HElhamZWFaNqawsx0ZY2FhZzs2FjambpExbJLZPvGxyPZ4b4lsv/cWE+dWdu9cj/rZZSu3175wxIQ1kPsCy96gIeT4u7XsqzMtV3PTJqyLXK1PG68Jjk/sy8t42t4RsPcea2L+idsOOFbuvOTm2oRtCDG+zsT03LXevza1L33vqjgwbb/tYsJMHPQ+6qB8+zbkzntA98z7VWv3P8Z+o4ZPqO9ywG84KP8ELzuK9xGIA67REfMevNNR7XHURTqoCnx4xZWVR3vUV+RIz5J+AlwEIIRYCXyV7DhqC8iObH3DCS3Za1Qw+CJrOQuAvKRNfkLSToT5vll8vtpBU6SDeMyHicmSzQOkHRrrp0/nnCkPkokVU959IWPn/g9afy2z+q9jKLKT9XkzaB7dg3f0YVrLi5nWN4KlOfnaW99Ne10TH98cIWDdTeWCfzK1M87U7igR3Dxm3MHm1gv5R36Yftw0ijEuZBc3Gf+gSW9hOFPPk9xAXc3lLKy1Cd3zA3pWr0YvLMT3nn/jgcAwDwQfpjMaQfhhoTGTtyx9B+dPu/iQ3UpJWzLcHaVjyzDtmwfpb2vDynRjmz1IqwdpZ5+36Y58hFaOwz2DYpGgPtNBWbwLI7QBeyxFJrrvYVhGk4hiF1r9FGTlNJIl00jm1xNzlBNJOgiPJImNpbJPhCYELE038XqieJwaBZqg1KfjcIPTlLilwKWBUwhcuQCV/QdFkrEzJO0MKZEhLUzSmkVGM4kJkwwWaWGSwSSNSUamc73xp7ExsYWFFDZSk2i6QNf1bO3NMDAMI9vxsNORnbtcOJ1OXC4XHpcLh9OJ0+nAMJw4XE4cDlc2r9OZm1xohoHucKAbBrqR7axY9ZyiKMfuSIFNn1Aruwn4qZTyHuAeIcSGE16y16hgaC29jo+AlMzuiCMAd+xJMk1X0Zqvc3vrRiSCUbmVm3fYbJzeTGP9bnz5Q4y88E7KZjzImHeIsk3/hbTS/EyUsDAWpabrZ2ysLKEiGMOftPn8O95D25RZfHBbhCLtN9TMfJxZO2NUDycY0st4IPpxXkxW8kh+Ag2D80QPN+mPcJH+JEiN1ZnrcedfyYJZ5YT+/gv6frAKo7QU1/v+jd+7dvKg9TvCZPD73dxcdjVvP+d9VPqqDvq9mZRFx5YROrYMs2djB7GxndiZdqTVOR7IDGcx0phOvq4zJdNJVbIb59hmMsPp3PsusIREL3ZiN80iU9NMvHQWUU89oYSbsYE4qbiZfaXUm5087hR5bpMiXVBVYOA2bTxS4NEEbgHO3PujtJ0mIdPESRHX00SNFMMiTQqTpEyStpOkSWGKDLZu4XDouFwu3G4XHq8Xr8eLx+sl31tIni8Pj8+Pz+/Hm5+Py5uH0+1B01XfkYryenLEwCaEMGS2a4QLgXcd5X6nLMtKsjU0hKn7ENJiXkcGU5hMFSZP1QTQbBvfUAodm5k7dyOFYMv0GZxd90+So3XUxqYxtuwX6FvfQCDSxD2RTmZZpUzZ/XW2lBfjS2WYMhji829/N9unz+ddLVGqjJ/SMOVZmrfGKAmlaHdP5/6ez/CIO8Mmj6BcxLmCNv7N+BOVehft6YV0uS9n1pyVpF68h75fPoBeUIB499v4qXMzTxm/IeGyqLFL+H/z3sXV82/AoTn2+517g1nrmn72rN9OOtGCNPdgm0MA6IYf4WiiWAga03uoCO5ADr5AJpQNYraQWCUerEULidYuJlI4m9FUAaP9iezjwlzNy+22yPckqXIJPJqGTwryNIFXA0MI0mSI2gkiWpKoK8mgSBKTCZJ2jBRJLD2D4dbxerz4/D4KCgopKi6hqKSUwpIS8vILcOf5VGBSlNPMkQLUH4GnhBDDQAJ4BkAI0cRhXrGf6sKRzbnv10CzNSqCkhEZptk3m+9WGiwa24adcTCkdXH5FpOW+gbqGttxe0OE1t+OnP9rHKFyGvqvpTfWRVSUM6fzr7QGNDQkC9oH+f6NN7Oh+Qxu3RVjqvgxjfXPMW9jBH8sw2b3Gdzf+R/cmx9hADfNYoi3iSd4o+MfZKSbZ623UFV5LdMTmxn+0rtBCIxb38TPA7t41PUHUk6bmaKOf1/+Yc6bdtF+j7lsW9K1bZTtq3rZvX4L6VgL0mzFtkKAhu6sJs89j6npThrCrdC3DjOaDWQZJzC1idi5ZxMsWcRoJsBoXyLbOnAQHGMahXlpatwCn559dOjTBC5NkJApQiJOyBWjU8SJyChxK0LGSGO4NfL9fgLFxZSUlzOjuobS6hq8/vzsN1SKoiiHcKRWkV8SQjwGVAIPy31dRmtk37WddkLBtWyQSwGoH8ygSdBjzzM6+woGPDoX7enAIENFxzrcGdg6YzZL6h4jPjyVCjwkirdR9sInkKbNPRQxd3g7cXsrcaeP5bt6+dNFF/PY2ZdycU+SudZPaKx7loUbInhSJs87ruCB7tv5W34CCwcXiU4+rv+a6cZ2OtPz6PFez8zKKQT/9DVGu7pwXHw+f5yR4gHHvcTdFrNFAx8/79Msrjtjv98UHIyzY1UfW5/ZQXR4A1ZmG9IKgdDQjDrK9SJmx3dS0P806UELpMBySMyZc4lOW8loQTODo05ioTSEwZHQCHjT1Lsg4NQp1AV5GiRJMaJHGDWidBEhYodI6QncPidFxUVUVFWzZMpcKhqm4PK+8h5KFEVRjvhIUUr5wiHSdp644ry2hcLrGHDcDtJmTmcCiWSKnuGxGh9uK4V7xCKixbl6Y5L2ylIqZvXh8kQIr3kH5uJfkbd7BYHILO6PD9AU0wkM/IkdFQGm943wzLyF/PnyW1g4nOL86E9pqn+ahRvDuFI2j8nbuW/wUv7ly+DF5BaxnY86fopbJFhtXk9x8RupaXuEod/9BMeUKbzw3ov5ueNZQnkZGmQFHz/7Pzmn6fzx32HbkvZNw2x4dDfdW1/ESm/FNrsB0By1VIgCmmPb8fY9SiaUrdWlq4qJXnwBw+XL6Qv6SUQyMArehE7AsGj0aBQbGvkaREWCIVeYXi3CFnuMuIjg9jsor6ygvqmJFTNn4y8qVg0jFEU5IU7Ld2WvhJSSrSO7MXUfSJtpfTYxYsz2z+bRcoMlQxtw2Bba6FqKorBq6Ryaa1cRH5xOqS9ExhmmrPMGhpPDhMwCFu75HtvKCiiOxInkFfOjm95FXcziuqHfM73hcRZuCOPK2DyYfg9/TJzJcx4oE3HeJ57kNsefiVilvOB4O02BaYT//FVisRhDb76Mb+W/xO7CJygx/Xx10ae5vPna8QCSTphsX9XH+oe3EOxbjZ3ZgrSTaEYhAUc986Pbyd/1OGZUQwpJfNpMRi+4nD7HLEYHM5AG14BGidOm1KNR6tBwajbDIsKgM8RuOUpEGyOvyEN9wxSWNp9JVeNUdMPxMldXURTl+FGB7SjF43t4IlkPbiiKSvJSknBiI3umrSTq0KgeHMEgzrINQwwG8iiYH8TpjpJ66UoyZ95J/pYbcKTzud9OMrvnSfYUpDFsjdrRBB/6j0/iEg7e0nk/0xsfYOGmbFD7Z+L9/CyzmM1Og0Yxxv+IP3KO81n2ZBYSct5Mff92xv74RZgzg5+eBY8HHkFH421VN/HBCz6BQ88GlEQ0zYZHO9nw0AskI2uwM7sAcBrVzDIHaOhYR2Y4+z1UdNYCRmddRo89lUgwgwhCUZ7NLI9Gma7h122GtDC9rlG2yAFMd4Lq2mqmz2nmwrnzcHnUY8Tjwbat7LhploVt58ZN27tsWdlus+zc3Dpgbmfz7c0vrdz3cVZ2zDXbyn0PZ9u5wTr3dp+1d7Kz33pPmEs79/Wcnft+bu+4bQfsyyGOcchz2Pv3zjL+pmP8jYc8YHXip97jm/ff9zD77Evff999xzpgv8PkPzj9EB9uywPyHINj3ucY8x9ziY7l+MdYlsbFy5hz7onrblgFtqMUCq1lA8tASpp60wDUijH+Ue2lMB2mYCxOON3NlEF4ZNlMmmq3Eh+aRlHZLkSslLLB81mfCFIdTGAlniFWnM+SXb18/t8+zEhRKe9veZ5ZU3/Pws1h3Cmb+xMf5EfWAloMJ3PFIN/V7qTRaGVt5koCzovIe/RXRIOj7LxxBd+uWM+oL8UyZzNfuOJbVOVnm+3Hw2nWP9zBhkefJRV5Hmn2IjQ3RUYFC8e24O5oRVqCWFU1I5e/kS5jLtGwhRaEErfFVI9OhUOQ1pN0uIZ5UQ6QcEWoqqti3uIlXDln7inZ4lBKiZlKkU4mMNNpzHQKM50mk0piplJkMmnM1N60VG57Krecxkxnx2WzTBPLNLEtM7ecTbNNEyszYfvEvLm5lPbLF/R1ZOKH2kLLfci838fN7Pdx84TZeAZxuPwTMx/io+v99h1PPnL+fekHnPOAToYP+fH2Yfc5Gq/4C+0TcfRjOv6x/M6KpunHWpJjogLbUQqG1tLvuAywmdOVIk2a0vwmVpXoLO/fiYMMtTu2kXRquJZKXJ4wkY1vJrP0p1St/iQZK01rxsOszh+zvTyfhqEgv7/sjWydPo+bd+9mSd33WbAtiC+R4YHE+/i+PZ/duoulopc79W9SqI/yvLyNOquGyF3fwq6u4EdX1fJ06Qv4bBdfW/R5Lp97LZB95Lj2wXbW/esJUtEXkNYAmu6nnjyau7diD1lYThdDy6+lp/xCRkY1RAJK3JIZXp1yh2BMC9OhDbFR9uIr8zB/6VIuWnYDhsM5uX8QR8EyTZLRCMlohEQkTCK3nIxGSSfipBOJ7DweJ5WIk04mSMdz6ck46XjiFQUWw+HEcDrRnU50w7H/x9a5udPtGf/4et+2/fPu3a7pOkLT0HQdTdMQe+eaflCapu3LK/Zb35t/Qpqm5Xrm378nEDGh95CJ2/a2QJ04FwftK3LBSxxym6KcTCqwHaVdozvI6DdjZGyqRm0S6R20T19AStcoHoqQIsQZLWnWT2+gun4nybFa8os6yBtYgj86nX+kYzR2PMGegI03ZdFfWs/951/Fiv4QF5R+gUVtowQiaR5J3cE37cV0am5WiE5+7PgiQhqsMd9O5Z5BIut+Tff5zXyxeTejvjQrPUv48tXfocBdiGXZbHuml1X3PEVs5Amk1Y+m5TPN0pnetg47phErr2XgshvpNJswM5KCuMYcN9Q4NSJ6hF1aH2u0Xqobq1i28lyqGpsm/R8mKSWpWIxYcCw3jU5YHiMeCuaCWIRkNEw6kTj8wYTA6fbg9Hhwery4PF4cHg++wiKcHu94utPjweF243C6MFwuDKdrwrITR24+nu50qk8QFOU1QgW2o5DJjPFI2A9uaBgy0SRU2H08WHk2hekIJaEQ7oEWHBaklxfi8e0kvOZq3It+S/EzX2YkHUUfC5LKvEDS52NmX5gPf+I91MRMrjW+xIL+PkrHUjyTuY4vWSvp1FxcJHZzp/PzRK0y9mTeROlLz5IY6ueBm2byh/oWXNLBNxZ9kUvnXgNA57YRHv/Nc4x1P4Kd2YOm5THDlEzdtRY7qTMyfTldM25gOJKHnhJUOqDRp6M5kuzS+niYbioayzjn4jdQXld/cq9vOkV4aJDI0CDh4SHCw4OEhwYJDw8SGRkmFhzDyhw8SrXhcJIXCODNL8RbUEhxdS1unx+334/Hl4/b78ft8+Px+fH483Hl+XC63SoAKcopTgW2oxAKrWetXA5SMq03jS1tSv3VPFeqs6h/Nw6SnL22i11VBZRP7yQdKcNX0Edh+4W4U+U8Yqao6fojO8v8NA6M8a3b/52kO4+bBv6PxXILdb0JNlkr+Fz6Kjp0FxeK3fzI+TnGrDoGY9fge/oBonk6X7u9kC1lbcwUdfzw2v+j3F9JLJjiqT9uZufz92KlNiCEgymWYGbLRmTKwVDzReypvZpI3EFeUtDsFlQ7odcYZjXtuCsNzr30Mq6edmIH/jPTaYIDfYz19jDa18NYXw9jfb0E+3uJh4L75RWahr+4hPySMqpnzCYvUEReYSA7LwiQFwjgC2RrWJNdm1QU5bVHBbajEAqtp9uxMNfMP0Pa6qSzvpmUrlEyHCaT7KMsDK0XVTOlYAOhDTcRaL6X4qe+QXs6TnHXWroKUuQlJc8tWsG2pjlc37uKC133M31LjE7ZxMeTb2eX7mKl2MNPnP/NoDmN0OBK9Of+Qu+sCj53QZCxvBi3V9zARy/5DEIKNj7eybN//gfJ0JMgY5RJF4t2b0fGdAbmXMqe6itJJDXyM4KlXg2/I80Oo4ttjl7mnbGAt130weP+zsy2Lcb6ehnq2MNwZ3t23tVJeHhwv5ZTeYEiApVVTF28jPzScvJLy8gvKSW/tAxfoPiUbJSiKMrJoQLbUegNbielX4A/ISmIS7x2D49VzyU/HaUyOEJjy3ZCeQaFc8OYSR9eT4ii1qsxLD+tsQj+8MMkSnyURyR/vPxNLBwZ5ibft2jeFCGsBfhI+JPsMNycqXXyC+dn6E3PJN65CNb8g7Xn1vGdJX3oms73zvgG58+6lPBwggd/uoqerXdjm124RB5n9HfjHcww3HQ2uxtvIJ5yUGzBwjwdzRFji7YHqzTFJdddR0V9w3G5LrZtMdrdRW9rC/1tLQy272GkqwMzk201quk6RVU1VE6bwZxzLyBQVUNRZTWByiqc6rMARVFOEBXYXoaUNg+PxUEXTBnI/oNd6vHzbIlG82AHhgyzdEeEF8+qobZsD+GWSyiqX03g2a+xJZ2kZPddtBbnUTUW4Zvv+AT5puRtxudYuCOItA0+EfoSa51e5op+fm18mt7UTJK7Z2NvfJx7rq7gL7N7KbcK+dk1v6K+uJGtz/TwxG/uIRV5AgHMiUWpbWtjtGohOy65lXDKS6ENC/J0TGeI9aKVQFM+b7zhNvLyC17VtUjGovTs2Ervzh30tbbQv6uVTDLbUMOd56NsylTmX3I5pfVTKK2fQlF1LYZDfZytKMrJpQLby0gkOlidagaPZGp/GssO0zV1FklDp2JoDCPYhSbBs9wNtobT9FCy6xqwDUaH2km4ujAsJ88vPIeesireOfIbzh3YiS9h8oXIF3nIWUCDGOP3jk8zlG4ksbUOs3UVP7mpmCcah1mkz+DON/8aPe3k3u88w561f8Y2OyiQBkva2siIUrae9ymGqMVnwbI8Hc0RYZ3WQvW8Sm6//gOv+HFjOhGnZ8c2OrduomvrZgb37EJKG03XKa1vZM65F1DZNIOKphkEKqvU+y5FUV4TVGB7GaHwRvYYcxG2RWO/idPazeqqFfgyMaqCIyzYtItd9XkU1e0i2r2YgobnyX/+i2zKmHh67qKv1ENpzObuS65jabCV25J/omIoxe8Td/BrRwOlIsbvHP9DPFNBeEM1ma5NfP32AjZWh7jMv5KvXvsDBvdEuO+7dxEZfAAhTeaGRqnoStA993raAysxhGCeSyPflWCD1kJpcwm33/ABHM5jC2hSSkZ7utm97kV2r3uJ3p3bsS0L3TConDaT5dffRO2ceVQ0TcfhdJ2gK64oivLqTFpgE0LowBqgR0p55WSV4+WMBdcTcVxFaQi8aUmZYfJcqcbUkR50a5QpfQk23FFPmaMVQnWURmYjbZ1M91q6C20KYxm+f+tHyM+YfIAvMH1XjPXmYr4szsNDhp8Z38adcTC0oZ54bwufvyOP3aUx7qh8Ex++6L/Y+GgnT//ul5jJtXilwRltu4nlzeSlc+8gabupdwga3TabjR0MNRm8+db34nAdfdCxbYvubVvYtWY1u9a9SGigH4DShkaWXHUddXPmUzVjJg6X+wRdYUVRlONrMmtsHwK2A/mTWIaX9fxwFwiDKQNJpDQJ1jQRdhiUj4xR0N9O3AkFs4eJDzXhr1lLwZr/YmvaJDP6D9JFbrpqF9BdUc37wv/L2S3dhGQ+78u8l6TQ+Lrxe5qsATrXzSHe38Jn7vDQW5jiE9M/xM1L7uCfP3qenc/9Cmn1UR+PMbU9Qvu82+n1L8YvYKlPo9fZzUuBAa6543YKS0qP6jdJ26Z35w52rHqanS88SzwUxHA4qZs7n6VXXceUhUvJP8pjKYqivNZMSmATQtQAVwBfAv7fZJThaNh2isdDheCFxv40WJ1srmnGsE1qRwc4Y30Hu88vpiivj/CelZRThC01zN2P0hNwE4ibfOfKm1kUbuHtfffiTVq8M/45ejUvb9Wf5kqepnXtQhIDu/nM2zz0FZr8z7z/4pJp1/HnL9xH/84/ImSKxX39aPYU1q34GCnpZoZbI+COsdqxmQtvuZJLZzcf1e8Z7e1hy5OPsOO5p4gMD2E4nDQuWsqMs1cyZcFiVStTFOWUMFk1tu8CHwf8h8sghHgX8C6Aurq6k1OqA0SjLWzVFmJkLBqGTErFGL8uE9SP9eFODFAYTdG/pBgz6ccb6KRg69XsSCYJpp5HON3ce/ENGMBH01+huj/FN5L/zvNaBWdoe/i0/jO2r1tGaqCDT7/VTX+hyRcXfIazyi7jt//1K6KD/8BlS5a0dTHYcBVd5eeRr8FSr6DN0Upmbh7veNPHXvZ7LzOdpnX1c2x6/CG6t21BaBoN8xex4ubbmbr4DDWo52SQEqwMWGmwTZB2dm5buXUrtzxx3TxMmn3oPNLKHlfK7JzcfL80Dk7bL++E+SH3P0Tafnn3713/+K9zjPkPt368jnEcHdNxT+SoACeoh/9ZV8Ki24+hHMfmpAc2IcSVwKCUcq0Q4rzD5ZNS/hT4KcCSJUtO0N1zZKHwRoYcU6gasTFMiVVcTpfXxcruESq6OuirNfBXdhLZvZKpmSqkFKR33cdAgReH8LB63lLeHP0D57R08JI1nx9zFlUixP85vsj2LYswOzv47Fvd9BdafGXR55jrOo8/fOa7pGMvEMiYzOpM0broY4QdFUx1aQQ8Ydbk7eCaf3sLxRWVRyx7eHiI9Q/ez5bHHyYZi1JQXsGKm29nznkX4QsUnZwL+FpmZSAVgXQMMgkwE9n5+BQHM7lvOZOckBYHM5Wd9gYoK33A8qHSJiy/ruV65hdadmLv8oFpubwwsRv8k7TOseU/Huc8Gieqp/9j77b/GLKegDKnosdwzGM3GTW2s4GrhRCXA24gXwjxOynlbZNQliPqGN2Cpc+lYSiBbY/SUj8FgLrhXhZv7mb3bWUEtHZ0KSjsPo/2ZII+sRNXRucnt76b6uQQH2v/NZmMg/dl3o+BxY+d36S3tRF29PClt7jpLjb54rzPMN06i3u+/DWs1FZqI1FKI1VsXPI2NGGwzKvR69pNdEk+b7/u40cs88DuNtY88Ddann8GgGnLzmLeRZdSN2feqdNHopTZ4BIfhcTovnliDBLBbMCaOKWjkArvn2Ymj/28uhMcHjA8YLiyk+4E3QG6Kzt3FExIc+by5JYnpu+da0Z2ElpuWc+t67nliesGaNqEfQ5IG1/X9wWYQwacA9M4OC/i0PurTzqU14GTHtiklJ8CPgWQq7H9x2sxqAH8czACOtQPZihgkAfKa6kKD1EY6cWdTpI3a5TYwExqZABNOonuuYeQ18VQWSNDRSV8Z+RjVI4keUfqfxgkj48Zf6Oo1yS4McQ3b3Szs9LkY03vZ2p8Off/+CvYmV1MGx5Dc53FtjmXEdBhts9kvXMTl77zBiqP0GNI97YtrLr7D3Rt3YTT42HR5dew6NKryC8tO3kX7NWwbYgPQ6QfooMQ7d9/OTayfxA7Uq1Hd4HLDy5fbp4P/koomZ5dd/qyaS4/OL3g8OYClnvf8t7JmLCsqW6+FOX1QH3HdhiZTJjnU004HDa1wyaePIPNhS6WtO+hqrOLzhV5OL1Bkl1nUNRzAT3JGF204so4+P2Vt3JW/AWua1nDXebFPMY0lmtt3Bp7mN4Xi/jxFRrrp5j8W/WtNEcv4KHffBlpdjOrP0y08k0MFc6lzikI5I3RWjvI7e/+MLp+6D+q7h1bef4vv6dzyybyCgOc+5Z3MPeCN7z23p0lwxDqgmAnBLsglJsHOyHSlw1g0jp4P1cB+MogrxSKGqF6MXiLwBMAT1FuecLcU5itJSmKctqa1MAmpXwSeHIyy3A4kchmOoxZVIxZ6JZJe10dUgjqR/qZ19JNzwfzEAlJhfRhmD5CHXcT9bhobVqE0HU+2/ldgmk/nzVvpUREuVN+nZ5VVdy3JMVTcyRvDFzCOfIGnvj1V5DmAHP6EwxMfS8xVxlzPRpB1x6cF9Zw40XXHbJ8g+27efr3v6Rj03q8BYWcd/s7mXfxZZP74XQ6BiO7YKQVhttgpC27PLobkqH98+ouKKiBwjoomw3+cvBV5OYTJudrLEArivKap2pshxEKbyXuWMTC4Qy61c+miib8qSjlox049Bh51WEi7WcxffBshtNxdskdOCwHf7/wjdwcu5t53X28KfVlUhjcaXyf/mcqWVMR5w/naCzRZ3G97z08/n9fA3OAOf02PdM/gOnws8Qr2OnZwIXvvIbKhikHlSsWHOO5P/+WzU88gjvPx8rb3s6Ciy/H4T6JTfWtDAzvhIGt0L8ZBrbAUAuEeyZkElBQC8VTYe6N2QBWULtvnleafTekKIpynKnAdhhrh3aBWEbdUIJCI8KLJQbVw73UdnbReWkJXq2P/HQAR7KEke4HiLscvLjoQgqsGJ/e/kv+ZF/MSzRwlb6Ghq3DbJMm37vKoNYu4YO1n+fxn3wDafYxc8hN58x3oOkuFvkstudv5qb/eC8uj2e/8lhmhrX/uJcX/vpnrEyGxZdfzfLrbsHt853YC2GZMLgVul+CnnXQtwmGdoCdG/hTd0LpTGg4B0qaoHgaFDdlA5rDc+RjK4qinAAqsB3Gv0YFhrCpG8oQKw0Qdjg5Y3SQ6W3djF0PiZEGpoXmErVT7ExvRHO5eWrpeXxi5HvImMEXMm+mTET41MhvaG938pV3OPDg4nOzvsuTP/wu0uylaayQzulvxaPrzPKlaK9u57b3f+igb9N6d27n4Z/8gJHuTqYuWc65t91BoLL6xPzw+Ch0PAddL0LPWuhdn22BCOAtgcr50HQBlM+F8jlQMi3bwk9RFOU1QgW2QzDNCJvMaVRGTRyZGG01VQhpUzfYjiMQxV2YJNE2j7zQdDr6VhF3GTxx1qXUZnp43/b7eHv6P0ni4Ifyh4ys9vLd6wUxD3x79tdZdeevsM1upgaL6Gm8nXxDp8EXJjg/zo1vfu9+5UjFYzzzx9+w8ZF/4i8q4Y0f/2+mLl52fH9sMgydz8Oep7NT/2ZAgubIBrFFt0PNUqhZAoX1qrm3oiiveSqwHUIkuoNBRyMLRy3y7H5eKi+gPDxKY/tu+i4pxmMNUBWZjonFjuhzSLeDNXPP4Addn+axzEKelbO4Sl9D9dPD/Ha5ZHstvK/8nWz56eNYqVbqwqX0TrmVAkOnxjeKdn4eb7j0mv3K0LllI/+68zvERkdZdNnVnH3TbTjdx+HRnpTZR4kt/4KdD2UfMUor25ijdhmc/5/Zx4pVC8GhuthSFOX1RwW2QxgJbSZlLKB+KIYrT7It38+S9h1M7eghdXOQxMBsSkYWMTSyk6DT5qkzLmNapo3Ld7/Eysz3KRIxPtL2B54r0Ll3uc5K52K4L0U6tp7KeAVDdTdTaOhU+kfwXVrC4vPOGz+3mU7z7J9+w9p//J1AVQ23fPEbVDbNeHU/yDKh/ZlcMHsQgh3Z9Mr5sOIjMGVlNqipd2KKopwCVGA7hCf62tCtBdQNZuipq0AKQd1wN87aGJY7jjs0Fc120hp8CtvI1tZ+0fYJvm29iRH8fDnzCzo7dH7wdp0qs4glO1cwOvJ3yhIlBKuyQa3MP0jJNXXMPfPM8fOOdHfywPe+znBnO/MvuYJzb7vjlXdMbNvQtRq23A1b/579+NlwQ+N52WA2/Q2QX3VcrpeiKMpriQpsh/DYqIvKqIk7NcKaqjI86SSzdm1n9Nw8HEmbhqGzCMb76NFCPLv0DcxJb2dqTw/vMz/IfK2T+c+08N/X6Fi6xm2pf2Ow7S4K0gFiFbfg0zXKfIPU3NjEzMWLx8+5Y9XTPPzj7+Nwu7n2E5+lcdHSV1b44TZY/1vYck/2g2jDDdMvhebroeki9V2YoiinPBXYDmBZCbbJGdSNWRSIIC+U1FI9NkRjXw+O+kHM3iW4kqW0DN+NrRm8NO8sfr/9o3zSfBcGNv+569f8fbbNzmqdt4g3MfTwfbhtH3bJLbgMB7X+MUqvqx8PapZp8vTvfsG6f91H1YzZXPXhT+ArKj62QmeSsP1+WPfr7CNHoUPThXDBZ2Dm5dmuoxRFUU4TKrAdIBptYcxZx1kjFvESL2MuNwtHB/FWRbAMk9Kx2WTsJC1WO2sWnM389BZig07W2dN4s/0UgwMh7rrdYIE1HePRXQgpcRXcDIabRl8E/+WlNJ+xHIB4OMR93/oSPTu2seiyq1l529vRjWP4Iwl1w+qfZGtoiTEINMCF/w0LbgV/xYm5QIqiKK9xKrAdYCi0lYw2i5rhEJ1TssO7TO/cSWyZjhEPUDZ4Jj3Da7CweWHhOfxs53/zWfMtFIsY1z33Tz51g4HPcrFgzVSktZOA902kDB+zfQlcF3pZdO5KAEZ7u/nrVz9HbHSUyz/4MWadfe7RF7J3Azz/Q9j6t2wrx1lXwuI7YMq5qjcPRVFOeyqwHeCh7jaKojMoCg/xcEUxgViY5s4WXBcOILrPQpMOtiS30DJ1Lo12J+2DJfTJYj459mfuWijpDwhu6roUghsoclxO3F1Bs9cksyTByjdcAUDX1k3c960voxkGb/rsV6icdpStHjuehye/AnueyvZQv+zdsPw92W6qFEVRFEAFtoM8GvRSNWLiN8JsKJzC1IEu8iuDCN2iYvAMQvEuwtYozyx7K59ru5MvmLfQIIYp3/USd95msCw+B+/mzfgcy4n7ZjLdDcHGLq656R0AbH/2SR6887sUVlRy3Sc/S0HZUTwy7HoJnvwy7Hoc8srg4s/Dordme7JXFEVR9qMC2wS2nWYn01gYsgmV5pE0HNQN9WDOyyCjZeSPzWFN+H56y+spdMXYMVBJHDfvaf01P7lMx5d2MuM5HcOoJ+M/i1qnYKxkOzf8+3sA2PjIv3j053dSO6uZq//jv3DnvUw/jwPb4NHPQuvD2e6sLvkiLHmHatmoKIpyBCqwTRCL7SLsrKBmKElnrR+kZNmudTjnDuDuuBBLpuhItvL0Rbdze9u9fNe6hoWyg5bC3fSUaFy2eS6GncGZfyU+HTL5rVz78XeiaRpr7v8rT/3uFzQuWsqVH/nkkYeXiQ3DE1+Gtb/MDoh50edg6b9lB85UFEVRjkgFtgmGQ9vQM/XUDPdz35ISSqNBaop6EJqkrG8FPcEthLx5pIp9tGyvQENy3fY/8c03aswK1lLeFSTf/xZszaA4b4jlH74Ww+Fg1V/+wPN3/4Hpy1dw+Qc+im4cptNgK5Nt5fjU1yEdhWXvgnM/kR1EU1EURTkqKrBN8EhfGzUjteQbUbYWTGNu9y70phh2pAJvtIHWxDO8sPQcrm1/hN9YKzkn08K9y8ZwWgYLX3Li91xCyggwMy9J1ZumEigp5fl7/sjzd/+BOedexCXv+QCaph/65D3r4L4PwsDm7IfUb/gylL7KrrQURVFOQ6pt+AQPDepUBC1GKvxYms70/jacVYP4RpqJZ0YYSvfTNnUW3d1+HNjM6/sLO2oFS9sa8DKdjHsmjS6JtijBrCVLWPPA31h11++Zc+6FvOE9Hzx0UEtF4cH/hP+7EGJDcNPv4LZ7VFBTFEV5hVSNbYJWpnLuaIb2Si+abbM0vQah2ZT0n8muyDa2Tl/Aub2redRazLnJzdx3VozysI8pnW5c+ReTr0OifBeXvfldbHzknzz1258zffkKLnn3BxGH+r6sYxX87d0Q7IQlb8++S3MXnPTfrSiKcipRNbacVHqYoFFGw8Ag60rzKA+PEqgeRiYCuMONtMe2sq55OdEOgYsMJZm/MuYXLN0coCDvWoTQyff1cflH3sKOVU/z6M9/ROOipVz+gY8eNHAoVgYe+zz86goQGtzxIFz5HRXUFEVRjgNVY8sJhXcQiLooElHa8htZ0rENV80Avt4VjCa6aM/3UJMY4IXMbFYk1/H4ojjTe4qpSZ1D2lPKNG+aprcsYLh9Fw/+77epnjGbqz7yqYMbiozsgnvekR2ZeuFtcOlXVV+OiqIox5EKbDnP9G6manQhw+VepNBYEN2IZpgEBpexLbaNNYvPJH93GDeF2P6/o0mNhS21CM8ZVDhAzA1TEMjnT5/5GPllFVzzsU9jOJ37n2THP+Bv7wFNhzf9FmZfPTk/VlEU5RSmHkXmPNATpyRs0VVhoNk2c72bIJ2He3QqexJthAqKWZdqYpa5nc1Naea3FVPuuhGnEGiBds5840X87aufQzMMrv/U5/D4JtTCbAse/R/405uheCq8+xkV1BRFUU4QFdhyNphTqR0aY1OJj9LIGIXVXeQNzaMv1sGmqTMo29OHA5NM0X344zoLhi4krfmp9sQ4+z2Xcv93vkosFOTaj//3/t1kJcbgd9fDs9/OdoN1x4NQWDt5P1RRFOUUpwIbYNsZQkYxjZERWvOLmZpoR3emKBhcSldsB9vr57AjUs0UdtJRHWN+WyUOx3LKDchfobHxn3+nt2Ubl773w1Q0Td934LF2+Pkl0P4sXP0DuPr74HiFI2IriqIoR0UFNiAW201p0EGk2MDSdOZam8By4B6ezg59GOdIGoB06X0UhQ0WRO5AQ8MR6CK/0MHGR/7J0quvZ8aZ5+w7aPca+L+LIDoIt/8dFt0+OT9OURTlNKMCG7B9eBuVY5KuSh2kZJ7/JdyjM+iP9rC2aS4Do36qtV2MlARZ2r4EUyuhzpNg1tUzeOznd1I/byErbpkQuLY/kG3K78yDdz4KDSsm78cpiqKcZlRgA/62p5PSsRibS/MpjY9R6B8gf3gBnbEd9DkqSOMgVfYPKkdcTI3dSJEO7kVJnvzVT8gLFHPFBz+2r1eRjX+Gu26H8mZ452NQMm1yf5yiKMppRgU24JlIBTOHB9hRWEpTug0A9+AcVhfaxEaclBpdxAMDLO+5HBsDj7+PyGALsbFRrvzwx/H487MHWvPLbE8i9WfB7fdCXskk/ipFUZTTkwpsQJAyNA9kdAfN2iYckSqGR0NsLp1G1PJgB56gejiP8ti51DgsCpstWl9cxYqbb6eyKden4/P/Cw98GKZdDLf+RQ0xoyiKMklO+8CWyYQpHXPRVyUAmO9bjW94PnviOxlJBPBro6SKt7Ns4AacQkBZOxsf/Dv18xay5Mprswd5/n/hof+EWVfDTb8Hh2cSf5GiKMrp7aQHNiFErRDiCSHENiHEViHEh052GSYaibZSGpJsLfVRlBojoI3iGZzDqkKd0bQfrXAV1WMFlIUXUumKMhZcj9Pr5bL3/b9sx8Zrf7UvqN3wSzCcL3tORVEU5cSZjBqbCXxUSjkbWA68TwgxexLKAcAzHdtoHBpie2EpTWYbIuMh1Geww1OLUySxSl5kSf+NFGiCTPF2Rro7ecN7PkReYQA2/QXu/zA0XQzX/xx01UOZoijKZDvpgU1K2SelXJdbjgDbgeqTXY69/rwrTYkVJ+70MMexEd/IXDqSHbSnq3D611EV8VEZmkO+p5c9255jzrkX0bhoKbQ8mG0o0rACbvqtqqkpiqK8RkzqOzYhRAOwEFh9iG3vEkKsEUKsGRoaOmFl6JBVRIuzH2DPdGzBOzSXZ7wapuZElqxiYf81lOqSkdSz5BUUct5b35ntmf/uO6BiLtzyR/VOTVEU5TVk0gKbEMIH3AN8WEoZPnC7lPKnUsolUsolpaWlJ6wchWEfLWVu3FaSKrpJ9hazRa/A695NiZmmdmweDkcrY0PdXPzuD+DOjMIfbgJvCbz5LjXkjKIoymvMpAQ2IYSDbFD7vZTyr5NRBsi2iCwbM9lWWMIUazfuSBWd4VE6jRrsoheY2/8GKg2bzoGHso8gZ06D398ImWS2Sb+/fLKKriiKohzGZLSKFMDPge1Sym+f7PNP1BXaSdPoMIO+ImYYW8kbaeYZh4lmpMh372bG8DJMew1OXx7n3vY2+MvbsgOF3vRbKJs5mUVXFEVRDmMyamxnA28BLhBCbMhNl09COfjD+k04PTGk0JgudsBADWtECaLgJZoHV1AjbLpHVrHy1jvwrP4O7H4CrvgmNJ47GcVVFEVRjsJJb58upXwWECf7vIfyyEgBc0qyr/ea7N309y6lx1uNL/8emrd8kFjqWapnzmZOSQTu/i4sflt2UhRFUV6zTuueR1yxQrYGCqm0eikOVrLaNBG+bmaFptIgdQZjW7jw2ksR974PapbCZV+f7CIriqIoL+O0Dmy1Q0k6CyuYrm3HPTSDZ41CHAXP0zxwDrHY0yx6w2WUPvPx7PAzb/oNGK7JLrKiKIryMk7bwJZKh6hJhkg4PUyjhWhvAZ15ldTIOLNTAaLOHs70bYKRNrjh55BfNdlFVhRFUY7CaRvYNvdvJVUQBaDJ7GTLsBdZ2MK8wTOJx57i7BWzcW35A5zzUZiycpJLqyiKohyt0zawffPZbWwv8uCRcaYO+3hM9+D3bmJZaDpmwSjN3T/Ovlc775OTXVRFURTlGJy2gS0SKacjUMZUWnEM1LI9v4h5oRqs+DrOrexCExKu/z/QHZNdVEVRFOUYnLaBrWbYZtBXQiNt9PcXYhZt5eyRM3AU7mJK4gW44lsQaJjsYiqKoijH6LQNbBViGFvoTDF7eDpawBQ5REGsk3M9zyJmXgFzb5zsIiqKoiivwGkZ2GKpIIP5MQCmjVqs8rlZPjYHl/NJyv0WXPltEK+Jb8gVRVGUY3RaBra/rX2KPUUB8mWQol4vkdJOZo26ONu/Bi79KvgrJruIiqIoyit0Wga2uzZG6A1U0MguOgfLmZNK4bPuo7T5LJh/y2QXT1EURXkVTsvAVjnmYMhVTIPVwSPpEs4baeLMsm1w+TfUI0hFUZTXudMysJXQgxQajZEou0qGaIitp+SCd0JR42QXTVEURXmVTnrv/q8FfQEJQH2fydxMmnmVL8I535nkUimKoijHw2lXY4ukxugtqyAgRwj3FnDWkJua6/4z29GxoiiK8rp32gW2T/32d/T4y2iUu3nGdrPY/ww0Xz/ZxVIURVGOk9MusKUGPAw5SqlPDGF7gzTf+j7Q9MkulqIoinKcnHbv2IqMfgBqR6NUD5hos6+Z5BIpiqIox9NpV2MbKssHoLQ3xUUXlIF22l0CRVGUU9pp9696X1ExJXKQPVGDqiveP9nFURRFUY6z0yqw7e5poddbQq3Vg5aOgcs/2UVSFEVRjrPTKrB96ad/ZlAvpSY+xluWzp/s4iiKoignwGkV2Gq8SaTQqByJMf36d0x2cRRFUZQT4LQKbKNlhQD4BmOq0YiiKMop6rT6170/EMAj40QG+ye7KIqiKMoJcloFtl5vMTVWDx/+wKcnuyiKoijKCXLaBLZr33kp3UYVNYkhiqc0TXZxFEVRlBPktAlsixvmkRJuKoPhyS6KoiiKcgKdNoEtUlYAQNFQZJJLoiiKopxIp01gGwgUoEkLevsmuyiKoijKCXTaBLYef4AKu49Pf+sXk10URVEU5QSalMAmhLhUCNEihGgTQnzyZJyzx1FBTXrwZJxKURRFmUQnPbAJIXTgf4HLgNnALUKI2SfynF/+zAcY1YqpDIdO5GkURVGU14DJGI9tGdAmpdwNIIT4E3ANsO1EnbB3uJ33r/4zWjpxok6hKIqivEZMRmCrBromrHcDZxyYSQjxLuBdAHV1da/qhD/80f2van9FURTl9eM123hESvlTKeUSKeWS0tLSyS6OoiiK8joxGYGtB6idsF6TS1MURVGUV20yAttLwDQhxBQhhBO4GbhvEsqhKIqinIJO+js2KaUphHg/8BCgA7+QUm492eVQFEVRTk2T0XgEKeU/gX9OxrkVRVGUU9trtvGIoiiKorwSKrApiqIopxQV2BRFUZRTigpsiqIoyilFBTZFURTllCKklJNdhpclhBgCOo7DoUqA4eNwnFORujaHp67N4alrc3jq2hze8bo29VLKg7qmel0EtuNFCLFGSrlkssvxWqSuzeGpa3N46tocnro2h3eir416FKkoiqKcUlRgUxRFUU4pp1tg++lkF+A1TF2bw1PX5vDUtTk8dW0O74Rem9PqHZuiKIpy6jvdamyKoijKKe60CGxCiEuFEC1CiDYhxCcnuzwnmxCiVgjxhBBimxBiqxDiQ7n0IiHEI0KI1tw8kEsXQojv567XJiHEosn9BSeeEEIXQqwXQjyQW58ihFiduwZ/zg2xhBDClVtvy21vmNSCn2BCiEIhxN1CiB1CiO1CiDPVfZMlhPhI7u/TFiHEH4UQ7tP5vhFC/EIIMSiE2DIh7ZjvFSHEW3P5W4UQb30lZTnlA5sQQgf+F7gMmA3cIoSYPbmlOulM4KNSytnAcuB9uWvwSeAxKeU04LHcOmSv1bTc9C7gRye/yCfdh4DtE9a/BnxHStkEjAHvyKW/AxjLpX8nl+9U9j3gQSnlTGA+2Wt02t83Qohq4IPAEillM9khuG7m9L5vfgVcekDaMd0rQogi4LPAGcAy4LN7g+ExkVKe0hNwJvDQhPVPAZ+a7HJN8jW5F7gYaAEqc2mVQEtu+SfALRPyj+c7FSeyo7g/BlwAPAAIsh+PGgfeQ2THETwzt2zk8onJ/g0n6LoUAHsO/H3qvpEA1UAXUJS7Dx4A3nC63zdAA7Dlld4rwC3ATyak75fvaKdTvsbGvhtwr+5c2mkp9whkIbAaKJdS9uU29QPlueXT7Zp9F/g4YOfWi4GglNLMrU/8/ePXJrc9lMt/KpoCDAG/zD2m/T8hRB7qvkFK2QN8E+gE+sjeB2tR982BjvVeOS730OkQ2JQcIYQPuAf4sJQyPHGbzP7n0WnXRFYIcSUwKKVcO9lleQ0ygEXAj6SUC4EY+x4lAaf1fRMAriEb/KuAPA5+DKdMcDLvldMhsPUAtRPWa3JppxUhhINsUPu9lPKvueQBIURlbnslMJhLP52u2dnA1UKIduBPZB9Hfg8oFELsHWF+4u8fvza57QXAyMks8EnUDXRLKVfn1u8mG+jUfQMXAXuklENSygzwV7L3krpv9nes98pxuYdOh8D2EjAt11rJSfYF732TXKaTSgghgJ8D26WU356w6T5gb6ujt5J997Y3/fZcy6XlQGjC44RTipTyU1LKGillA9l743Ep5a3AE8ANuWwHXpu91+yGXP5TssYipewHuoQQM3JJFwLbUPcNZB9BLhdCeHN/v/Zem9P+vjnAsd4rDwGXCCECuVrxJbm0YzPZLxtP0gvNy4GdwC7gvya7PJPw+1eQfQSwCdiQmy4n+4z/MaAVeBQoyuUXZFuS7gI2k235Nem/4yRcp/OAB3LLjcCLQBvwF8CVS3fn1tty2xsnu9wn+JosANbk7p2/AwF134xfm/8BdgBbgN8CrtP5vgH+SPZ9Y4Zsbf8dr+ReAd6eu05twB2vpCyq5xFFURTllHI6PIpUFEVRTiMqsCmKoiinFBXYFEVRlFOKCmyKoijKKUUFNkVRFOWUogKbohwnQohiIcSG3NQvhOjJLUeFEHeegPPNEEI8mTvHdiHET3PpC4QQlx/v8ynK64Xx8lkURTkaUsoRst99IYT4HBCVUn7zBJ7y+2R7kr83d865ufQFwBLgnyfw3IrymqVqbIpyggkhzhP7xnn7nBDi10KIZ4QQHUKI64QQXxdCbBZCPJjr+gwhxGIhxFNCiLVCiIf2dkt0gEqyH8ICIKXcnOtd5/PATbma3E1CiLzcWFkv5jozviZ3jrcJIe7N1fpahRCfPfFXQ1FOPBXYFOXkm0q2T8qrgd8BT0gp5wIJ4IpccPsBcIOUcjHwC+BLhzjOd4DHhRD/EtlBLwullGngv4E/SykXSCn/DPwX2S6clgHnA9/I9dIP2TGvrgfmATcKIZacqB+tKCeLehSpKCffv6SUGSHEZrIDVD6YS99MdjyrGUAz8Ei2G0J0sl0V7UdK+UshxENke5W/Bni3EGL+Ic53CdmOnv8jt+4G6nLLj+QeoSKE+CvZ7tfWvOpfqCiTSAU2RTn5UgBSSlsIkZH7+rWzyf6dFMBWKeWZL3cgKWUv2RrdL4QQW8gGxAMJ4HopZct+iUKcwcHDiKg+9pTXPfUoUlFee1qAUiHEmZAdckgIMefATEKISye8k6sg2+FsDxAB/BOyPgR8INcLPUKIhRO2XSyEKBJCeIA3As+dgN+jKCeVCmyK8hqTe092A/A1IcRGsqMxnHWIrJcAW3J5HgI+JrNDzTwBzN7beAT4AuAANgkhtubW93qR7Dh9m4B7pJTqMaTyuqd691eU05QQ4m1khwt5/2SXRVGOJ1VjUxRFUU4pqsamKIqinFJUjU1RFEU5pajApiiKopxSVGBTFEVRTikqsCmKoiinFBXYFEVRlFOKCmyKoijKKeX/A7/tCwpeJvr3AAAAAElFTkSuQmCC\n", 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" ] @@ -527,7 +527,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -580,7 +580,7 @@ "outputs": [], "source": [ "# Defining new q_factor\n", - "q_factor = 10\n", + "q_factor = 5\n", "\n", "# Changing the strenghts of the recurrent connections\n", "network_params_critical = network_params_balanced.copy()\n", @@ -589,7 +589,7 @@ "\n", "\n", "# Configurations for execution\n", - "num_steps = 800\n", + "num_steps = 1000\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -613,7 +613,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -649,7 +649,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -790,6 +790,9 @@ " proc.inport.connect(self.lif.a_in)\n", " self.lif.s_out.connect(proc.outport)\n", " \n", + " # Alias vth with state\n", + " proc.vars.state.alias(self.lif.vars.v)\n", + " \n", " @staticmethod\n", " def converter_rate_to_lif_params(**kwargs):\n", " '''Convert rate parameters to LIF parameters.\n", @@ -832,11 +835,11 @@ " assert gamma * g_factor > 1, \"Network not balanced, increase g_factor\"\n", " \n", " # Set timescales of neurons\n", - " dv_exc = 1 * dr_exc # dynamics of single singe neuron four times as fast as rate unit\n", - " du_exc = 5 * dr_exc # dynamics of current as fast as rate unit\n", + " dv_exc = 1 * dr_exc # dynamics of single singe neuron four times as fast as rate unit 1\n", + " du_exc = 7 * dr_exc # dynamics of current as fast as rate unit 5\n", " \n", " dv_inh = 1 * dr_inh # dynamics of single singe neuron four times as fast as rate unit\n", - " du_inh = 5 * dr_inh # dynamics of current as fast as rate unit\n", + " du_inh = 7 * dr_inh # dynamics of current as fast as rate unit\n", "\n", " # set threshold to default value\n", " vth_exc = 1\n", @@ -853,8 +856,8 @@ " \n", " # We then determine the the bias for the LIF network.\n", " # We have to be careful not the reduce the bias since a too small bias results in inactivity\n", - " bias_exc = 3 * vth_exc * dv_exc * rel_exc_inh_bias\n", - " bias_inh = 3 * vth_inh * dv_inh * rel_inh_exc_bias\n", + " bias_exc = 1.5 * vth_exc * dv_exc * rel_exc_inh_bias\n", + " bias_inh = 1.5 * vth_inh * dv_inh * rel_inh_exc_bias\n", " \n", " # Get the mean excitatory weight\n", " exc_weights = weights[:, :num_neurons_exc]\n", @@ -1046,7 +1049,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "37865890", "metadata": {}, "outputs": [], @@ -1061,7 +1064,7 @@ "\n", "\n", "# Configurations for execution\n", - "num_steps = 800\n", + "num_steps = 1000\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "class CustomRunConfigFloat(Loihi1SimCfg):\n", @@ -1107,7 +1110,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "abac04ec", "metadata": {}, "outputs": [], @@ -1151,10 +1154,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "80307fe2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = raster_plot(spks=spks_balanced)" ] @@ -1174,7 +1190,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "45cd2071", "metadata": {}, "outputs": [], @@ -1185,10 +1201,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "9036e802", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", "\n", @@ -1204,7 +1243,7 @@ "id": "52339454", "metadata": {}, "source": [ - "Examining the auto-covariance function, we first note that again the overall values are small. Moreover, we see that for non-vanishing time lags the auto-covariance function quickly approximates zero.
\n", + "Examining the auto-covariance function, we first note that again the overall values are small. Moreover, we see that for non-vanishing time lags the auto-covariance function quickly decay.
\n", "This means that the network has no memory of its previous states: Already after few time step we lost almost all information of the previous network state, former states leave little trace in the overall network activity.
\n", "Such a network is unfit to perform meaningful computation." ] @@ -1221,35 +1260,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "78d091ea", "metadata": {}, "outputs": [], "source": [ - "num_steps = 800\n", + "from lava.proc.monitor.process import Monitor\n", + "num_steps = 1000\n", "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Creating new new network with changed weights\n", "network_critical = EINetwork(**network_params_critical, convert=True)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", - "\n", + "monitor_state = Monitor()\n", + "monitor_state.probe(target=network_critical.state, num_steps=num_steps)\n", "network_critical.outport.connect(outport_plug.a_in)\n", "\n", "network_critical.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", "spks_critical = outport_plug.data.get()\n", - "\n", + "state_critical = monitor_state.get_data()[network_critical.name][network_critical.state.name]\n", "network_balanced.stop()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "bd6aba46", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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Kc0BTdU3OJeHxj/aQdM25au6BGuvR6nQG69HK6p1Ilw3bozVOyWcvqqNEj1YdPVpV6HTo0aJHi3ps5x6t5HhPnwuALaq6Y8ubYj1aV674/wCuXMkvD39Pfj5/vv+6tOTc4cP+NSwPX8P3ptcH1OnKlX4bPXjQudlZ5+bmnNu3z/+8Y4ef0mVl5gnLdu70yw+PhWS9WVOZ+ZaWnHv0Uefuuae/7rm5/rqSz7VzZ7nPdOTI1uO2rmMydr6o6xwQrmtpKXvbJm2gzD4dti3kbe/0vs86t6bPv3nz1nG+zboOxM79RW053OajbMt0+w/XWWc7zto242jX25kq7NFq7EYrq7s1XZ73WCbdlZsujz1ConsX45R+RN7UY45R5qv60XXWI5i6tn3sfFD3ugbZB021hTKP2AcJ16jyfJt1HcgLtWj6cfy4ri3jbNfbWZU3Wo0+Oox1t6bLY49o0o8Jw8ePSXn4Gnu8A4xD+Ig8ebSRfkwojf6Y5vZt/zhmfr76x7erq9Ib3+gHckwepezf79cl+c9186a0e/fgjzDDRzBVS84dWeeDutaV9chYGu7xVh2PjGOhE7FH7OltmHUervp8m3UdiJ37w88Ta8vhNq/isWnS/sNHn0kdx2Gc7RrVYHgHAACAQCsGLCUFDwAAaLvGbrTOnfMpeM6da6oGAAAA9Sp1o2Vm583sXjObM7OumX3MzB4aZcWk4AEAAG1Xtkfr5c65T0p6paQ/kfRFkl47yopPnPCJMhlJFwAAtFXZG63k24kPSPqfzrlPjLpiYrQAAEDblb3RequZfVDSMUldM/tcSRujrJgYLQAA0HalbrScc6+TtCLpuHPus5I+JenBUVZMjBYAAGi7QQYs/RJJR80sfM9PD7viEyeIzwIAAO1W9luHPyPp+yW9TNJX9qaRBvIiRgsAALRd2R6t45KWXIXDyIcxWvRsAQCANiobDP9+SX+jyhUTowUAANqu7I3WAUlPmdk7zOwtyVRnxQBAktbWpHvvlc6ckZaXpSNH+tPysv/7pIYhdLv9Ood1DetMGMXo2IaYZKWSSpvZ342VO+d+tcxKYkmlV1f9o8OVFT9wKQDE3HuvdOuWNDMj3b279e8LC/7vk3guSc5ziaSuYZ0lzoWj4nqCqo09qXTvhuqDkhZ60wfK3mRl4dEhgDLOnvU3Jo88Ii0tSYcP96elJf/3ST2XdDr9Ood1DevMuXB0bENMsrI9Wt8gaU3Sr0gySX9b0mudc28qs5JYjxYAAMAkGnuPlqT/IOkrnXOvcc49LOklks6OsmKeqQMAgLYre6M145z7aPD7Xwzw3ihS8AAAgLYre7P09t43Dk+Z2SlJb5P0y6OsmGfqAACg7QoHLDUzk3RBfjT4l/WKf8w594ujrJgUPAAAoO0Ke7R6o8H/snPuzc65b+tNI91kScPHaCXvS49HE74uL28dsyZWRoxYNbpdP07Q3Jy0c6e0f7//eXbWT2XK5uelBx6Qdu+WFhc3jzuU7Dv2FQBg2pT91uElSW9wzr13mJVUOY5W8r70eDTpV6lcGeOujC49VlCVwn3HvgIAjEOV3zosm+vwqyR9k5l9SNKn5Id4cM65Lx92xZ2OD4QfNEYred/Jk9Lly/HXixf9vKdO5ZddvkyMWBU6Hen0aen6dclM2rNHWl+Xknv4mZnistlZ/yj5Xe/yN1fz89LevX5/JfuOfQUAmDZle7SOxMqdcx8qsxLG0QIAANOiiXG0XMY0NMbRAgAAbVf20eHb5G+sTNK8pM+X9LSk5WFXHI6jxbcPAQBAG5XNdfhlzrkv772+UH5k+N8YZcWMowUAANpuqNHdnXO/JR8gDwAAgAylHh2a2bcFv85Iul/S9VFWzKNDAADQdmV7tBaCaZd8zNaDo6yYR4cAAKDtSvVoOee+W5LMbLdz7nYVKyYFDwAAaLtSPVpm9lIze0rSB3u/f4WZ/cgoK2Z4BwAA+sJ0ZkmqsiQlWZKWjGvm9Ck7YOl7JL1K0luccy/ulb3fOfelZVZSZQoeAADaqEw6M66Z49HEgKVyzn04VXRnlBUTowUAQF+nIx0+7HuzduzwPVsHD/qyw4elpSWumdOo7IClHzazFUnOzOYkfaukD4yyYmK0AADoO3FC+lCpxHaYJmVvtL5F0g9Ler6kZyT9b0mPjbLibrefVPrEiezf08mi19f9+8OEw+vr0saGdOuW9NBDvls1mS8m/d7k93Sy6eRGMKyb1K9XmKg6rFvWOldXpTe+cXPS5HTZxoZ048ZgCZmrLhvmfWbS/v3SgQObE0FfuMANdZutrUlPPOHbRNXt7/Ztad++zcfKpUvSnTvDLT9cXig8/sNjPDwHAIluVzp9Wnr2WWn37sk/N5c9DhLp62PV88TK85ZXdH2eCs652qdjx465tJUV5yT/mvf7wsLm13CKlc3MbC2LTen3pteT1CNdt3S9suoRm2J1K1vfaZrC7RFuR7RP2bZfxVTnsRIe9+lzERBK2kebpzLH9SjzlL2ep/8Wuz7XRdI156q5B8rt0TKzc/n3aO57hr3B63Q29xJl/d5kj1ZWXenR2lqW1aNFPEG7nT3b7h4tIK3ToUdrEnq0pknutw7N7NsjxXskPSLpc5xze8usJPatQwAAgEk0tm8dOud+IJkk/ZikeyR9s6Sfk/QFo6yYcbQAAEDbFQ7vYGbPM7P/KOn35IPn73fO/Vvn3EdHWXGY6xAAAKCNcm+0zGxN0nsl3ZL0Zc6573LOfbyKFTOOFgAAaLuiHq1vl3RI0hOSrpvZJ3vTLTP7ZP3Vq0/y6HJtbXIfYa6t+WDL/fv7KRmStAx1loW/Jykglpd9fZaX++kg0tPiorRr1+aUEVlTuLzk59j+GPURc2w/x5ZZpizvdx6FN6vb3dyWkp+b2DfpdpHVxoc598Q+Z+yYCo/HUc4L6fQvReeAcL5RP+skSrZ/8jnPnPHbOG87zs9LDzzgz+V558ZY20VLVPX1xbypzPAO45YepmESv8o9zq/OV/WV32GXl/X13VHbSWw/x5ZZpizv96bb83YXfuU+PbzIuPdNrF3E2vgw556sz1nXMTrs8qv4rJMoPbRD1UOOMDTO5FCFwztUspCiKXajdeWKb0hXrlS1WQaTrP/8+Wbrkef8eefuuce5ffucm511bscOP83N1VsW/j4359zBg84tLfn6LC05d/hwfDp40LmdO/1r1jzJFC4v+Tm2P0ZtJ7H9HFtmmbK835tuz9vdlSub21LycxP7Jt0ustr4MOee2OeMHVPh8TjKeSE8lsucA8L5Rv2skyjZ/snnfPRRv43ztuOuXc694hX+XJ53boy1XTSnyhutUkmlR8XwDgAAYFo0klS6asS0AACAtmvsRovhHQAAQNs1dqPF8A4AAKDtcnMd1unEiSnLvg0AADAgYrQAAABqQowWAABATYjRAgAAqAkxWgAAADUhRgsAAKAmxGgBAADUhBgtAACAmjR2owUAANB2PDoEAACoCY8OAQAAasLwDgAAADWZmOEd8oZ7yJp3bS37dXnZT7EyhpQAAADjYM652ldy/Phxd+3atU1lq6s+RmtlRbp6devvZeZdWJBu3cp+leJlsXUAAABIkpk96Zw7XsWyJiZGKy9mK2ves2ezX5eW/BQrIy4MAACMQ2M9WgAAAJOoFT1asZgs0vJMjzBOLhYPx34EAGCCYrSyyjCZ0nFy0tZ4OPYjAGAataJHKxaTxdha0yOMk4vFw7EfAQAgRgsAAGCTVvRoEY8FAADajlyHAAAANZmoGC0AAIA2aexGCwAAoO14dAgAAFATHh0CAADUZLapFZ844ScAAIC2mujhHcI0L7F0L8vL0pEjfspLARNbTuw1PX+sbuHfhqlfWJYuX17OXm7Wa3p56WWfOSPt2iXNzvpp505p/35ftn+/NDfXL0t+Xlws3q55dcz7jEeO+OWH6w/rlfyelKXrwnAg28/amrR7t28Li4vZbSav7cbabN4xnHdMpY9XANm63XLXwrxjLev4ix3L6WNyIoaScs7VPh07dsylraw4J/nXLMk8CwubX9M/p8uS12TZWcspmj9Wt/Bvw9YvrzxvuVmvedPMTPE8RVNsOxXVsexnH3TKay9op1HaTl6bLTqGi5ZJewSKJcfYMNeDouto7FhOH5Nl7jViJF1zrpp7oMYeHXY6PhA+L0YrmefkSenyZf968aL/26lT/uf1df/73r2+LJnv8uX+smPLib2m54/VLf23QesXlqXLk+XHlpv1ml5eaO9efyd/6ZJ0544vm5mR9uyRbt/2vQTr65KZL0t+3r9fmp8v3q5Zdcz7jOvr0saGdPNmf/3O9euV/J7UNV0XYvq2n7Nnpde/3ufQlKQbN+JtJtZekrYba7N5x3DeMRU7XgHEdTrS448XXwvTYvOlj7/Y8Z0+Jsvca9SNFDwAAAABUvC0SPj8OnnmfORIcexSnWXz8z62K/1sPO85OFAkaethnFVWrFX696NHy8c9lon1KIrrBICqNNajtbrqx9FaWZGuXq29ChMr2Q6JhQXp1q3m6pOYmZHu3t1ctrLiX9lvGEa6rQ8qdmyUPV6y5kvKk1faNQCp2h6tiY7R2g7C59fJ8+c3vEG6fj0/dqnOstlZ6eGH/QUnfDae9xwcKJK09eee68dZSfFYq/Tvhw5Jjz1WLu4xrSg+MhZ/CABVIUYLAAAg0IoerW633zPCwKVAe3W7/Z6s8Num6W+4Jsp+2yjWk5V+b7rXKv1tpbJlnKcADIsYLQC1GiY2qygeKy82K/23dBzWMGWcp4DtpRU9WsRoAdtDGJs1zT1aADCUqkY+zZtiI8NfueJHar1yZbDRWoFJdOWKc0tLzh086NzsrHM7dvhpbs65ffvKlR086Nzhw5unpSXnzp/3x0ryyjFT3rDnmfB96WVk/S1pA+E+i72/KUk9zp/3dYy1r1j9s5bT9OcB6qQKR4bn0SFQgVGHLsjDEATDG/Y8E75P2ryMrL8lP0ub91X6/U1J6j3Io9VYnTl3Yzuo8tEhPVpABejRmkz0aG39TPRoAcXUhh4tAACASUQKnshyslJxLC/7dDK7dpVP+ZEu27nTpw0ZJL3HMPNlzRNLWZKuT5Iip26xlEFhWpVku+3aFa9jMn86pU+YAiWvLPyMWW2o7LxFbbDoPcm2iKVyCT9nne0jvU2z1h/bjuntXLbuVX6m2HyxdlKmXQ76uUi9gyJra/5c1kQqtKJrVXIdyDovkDJtMGGKsN27JenQYmULr6prLG+KPTpcWXFO8q+jSJazsOBfY9PMTPbfqpjy1j3ofGWXFZtG3ZaDbO9h6xvOv7Kydf8VlYWfMasNlZ23qA0WvSfcFkld06/jaB+xdcXK0tsxvZ0HqXuVnyk2X7qdlG2Xg36ucNsAaaOcj8c5xeqZdd5EXPraJr34jnPV3ANN/fAOyXKSr2THvu69uipduiTduePLilJ+pOfJ+hp6svxR0oCUmWdjY2vKknR9whQ5dYqlDLp4sZ9Wxcxvt9u3pX37ttYx/Ip+mNInnQIlqyz8jFltKFZetmzQ5Tz+uH9Np3JJDxFQV/uIDXtQNERBWP9wO5ete5VtPjZfVjvJk94vZT4XqXdQ5OxZ6Ykn/Ll33KnQYmWx69KBA/HzAinTBhMOQ3PrlvTpT3/kelXLJkYLAAAgQIwWAADAFGjsRuvcOT8Wy7lzTdUAAACgXo3daHU6fsA7nh0DAIC2aiwY/sQJPwEAALQVMVoDyhujp8yYPYOUxcYYSsb4OHNmuHGMstY9bfsBownHQwvHa9u1a7Ax5uoeK2gc64yNR8QxAWnrWHmDjlWV/lvR9YM211JVjRORN9U5jta4FY3RU2bMnkHKssZIKTs2WN64S4OOVYT22DpmDBPHBNJiY+WFU9FYVem/FV0/aHOTQxWm4Jn6cbTGLRy3Kz1GT5kxewYpS48ptL7ux9S6dUt66CGf0HXQcYySsvS6p20/YDTheGiJjQ3p5k3fY1p2jLk6ysa9zth4RMk2wvaWHCfScGNVpa9zRdcP2lw7NTaOVrfbb4DEagGYdt3u1pvXUPqfnOTCOonnv7U16fWv94+SR7kBzhtUMyZv8NrYIL15ZWWWHwoHhp6dlR5+2P8zK20e9HcS9xeqV+U4Wo3daK2u+uEdVlb6jRkAplVyTsuzsOB7pJPXST3/3Xuvr1+Vks886Hyx95UtG6UeMzPS3bub3zOp+wvVq/JGi0eHAFCB2OPYUFaP1iQ6e5YeraweLWBQpOABAAAIkIIHAIAxW1vzvXxNDn2yuLh1GB+uo5ONGC0AAEqoI3atClxHq9eKHi1S8AAApsnZs75XaccO38u0b5/vadqxYzxlc3PSwYPS4cP9aWmJ6+ikI0YLAAAg0IoeraZitMIUCFkpbNJparZrLFkd8QhhjEG4nbfj9t3ukvY1jhQ86biWssd97DwQnruyUqxkpVzJe096nlhqrmGOlaxzLXGyfXn7KW+7D5qSLZ3yatC2O63xWGHKr1g6o6wp3EZVx7odPZpdj+VlSbpvobINUNUQ83nTJKXgSadAKErFsZ1TIxRtoypTnmzH7bvdjaN9Ddse81KkhOeurBQrWSlX8t4Tm6eKc1HWuXZa06DVIW8f5G33YVKyjTpN4/5Kp/yalGM/vx5/a925au6BKllI0RS70bpyxW/8K1eq2pXlJOs9f965pSXnDh/eOi0t+b8n8zVRz0lw/rxzO3c6t2OHc3Nzzu3b59zsrP992LK5OecOHty6nbfj9t3ukvaVbjNVtbWwLGlzeVPsuI+dB8JzV/o8lvV71vvz5llaquZclHWubeocPIny9lPedk/Pk/eavt4cPDh4211ams79lbTn8DjLuv5mbaMqzwtzc84dOZJdj6Ul56T7nnYV3QNNdQqeJOWFVG6wukRsULwLF0itAADbXVXphwYpm5nxj7bm5zcPbEvKn+aQgie1DKl8WoVEen6+HgsAmIQhHEj50zxS8ATLqKpHi6/HAgCqSj9UVY8Wph/DOwAAAAQY3iGynLyvaYZ/W1z0/6nEvu7NcAP5ul2/nar6um36a8sMqdEeyde5y36FPRz+I/zadeyYzDvmy351PGu+sDz5Kv20DYMQfpV+uwxbU2bYnqL2kTeUQBPpdsZdj+ScXOYYSh8n6WEs0sdt0TAosX2ZNfxJmbqdOdMfmmjQYYcY3iGizHANg3yVlOEGsqW/olvXV23ZB9Nv1LYSHrPp9lB0zJc93su8PzYcw6TL2/ZtPcbKDtsz6PVgu06DbsfYMBZlhjTJGzIj63gvU7eZmSq2Q3XDO0x1jFa4nJMn4zFa6XisjQ3p5k2f1mB+Pj4vz8bjOh3p9Gnp+nXfDEeNUUhiEqTN2/7kSfbBtEviJ597Trpxo3z7MJMOHZIee8wfs9LWYzLvmE8f71my5gvLk3VJ1ZyrxiXZ9lnnwjYeY0XXgURe+9jY6LfVWAxVnTFaZcvqXL6ZPycfOFB8DKWPk7BdZR234TGUd/1P/y3ct+E68uq2uipduiTduTPYZw+vR089df2Z+BoGR4wWAABAYFvFaI0SH1HmWW/Z9Bjh+gdJwZFXj7JpO9LPpIeNQyEGrZx0jEsV2zsv5mi7CVM7hbESWbGTo8ZeVZG2ZJg4kbW1amIaY/PMz/s4lKJYrGmMMRuHrDi2JE6rqtioolQvRe2H/dYSVT2DzJtGidEaJT6i7LPeQZ8lD5KCI68eZdN2xJ5JDxuH0rbYjDrEYlxG3d55MUfbzbAxMqPEXlUdCzoJsUB5cSh55zTUH29aRVvY7ueJpkm65tw2ScEzSpqIolQXRek1stY/SAqOvHqUTduRThNQNoVBej5S3pQTpouoansn5eyDzamdwvQYO3dmp8oZdh9Ulbak6JjMqsfhw6OnEInNs2uXc48+mp0+JO+chq3HeDrlS1VpoYpSvZRJB8V+a0aVN1rEaAEAAARaH6OVjocI4wzyxu4oMx7Kdh0jpcl65MWTZMUylR3TqCj+JOvvZcoHja2bVmG8SlYs1KDH1CS1v0HHcZv2/ZnIiknNitsq2/bLtJcqY+yyxknavXvzOEhtaJPUo5l1pscQW12VWj+OVjoeIowzKBq7g2kyp6JxTbL2ZdGYRkXxJ1l/L1M+aGzdtErHq2zX46ltMTFZcWVZcVtl2/6w7aXK+aoZJ4mJaevUb3/VjaNVyUKKpkFjtNLxEGGcQSzWJf38O3nOPkoMRBNlba1HXjxJVixTOt4mibMpExNXpp2VKR80tm5ahfEqWbFQgx5Tk9T+ssrCeLA2xsRkxaRmxW2Vbftl2kuVMXaxeR591Ll77unv17a0SerRzDqT80F4HpDue9pVdA/UWIxWt9sflOzEidqrAAAAUEorYrTOnZPe/W7/CgAA0EaN3Wh1OtLKSntSQAAAAKTNNrXiEyd4ZAgAANqtsRutpmO0ml5/Vbpdn0BWGi2Z7qDzlJkvK4lt3ds72bfpJKRSfvLTrPnLJCtPS3/2cL669oEkXbjQ375VtvGsbZpXt7SNDenWLemhh6SrV7duj3G1D/ivsD/xRPmku86VSw4v5bfdqvd13vlv2ATSZT77zMzm5OdFx3HReWh9vfh8GTue23IdmyTJNm398A7j0PT6qxJ+1brKr09XtazYV8vHtU3y0t/klcX+VsVnH8c+yEv9VNc2HXSKfTW/bUMrTLq6h/Aoc9xU2S5HOc7q+px554Gi4Wxi26hMejeMrt+mqhveobEerU6nfye+HddflU5n+nq06pbs2+3YoxVu3yrbeNY2raNHC/U7e3YyerRGlXf+a0uPVvhZ08dzW65jkyTZpu9+9/VnqlomKXgAAAACrRjeoen0JU2vf1p0uz7txa5d9aQ/2LVrcyqUNqdEAdAeyblxnKmiknMj58Tp0liP1uqqH0drZcU/Rhi3ptc/LZLt1ISFBf+oiX0EYNI0eW7knFi/Knu0iNHi2XauTkc6fVp69lmfxDUvjmGYstu3pX37Nsd4SMTtAJhsybnx+vVqz4llYuA4J04XYrQAAAACxGjlLCv5eW3NP8tOYn3Cn4n7AQAA49CKGK1wWZL/OYnvkeI/84wbAADEtKJHq8pch+Gykp/PnpWWlvyU/pkciwAAYBwaC4avUjpvYvLza1/bL8v6GQAAoC6N9Wj5kVeTnEIAAADt04pHhwAAAJOosUeH6cd9AAAAbdNYjxYAAEDbcaMFAABQE260AAAAasKNFgAAQE240QIAAKgJN1oAAAA14UYLAACgJtxoAQAA1IQbLQAAgJpwowUAAFATc87VvxKzW5Kern1FqMsBSc81XQkMhX033dh/04t9N92+2Dm3UMWCxpXr8Gnn3PExrQsVM7Nr7L/pxL6bbuy/6cW+m25mdq2qZfHoEAAAoCbcaAEAANRkXDdaPzam9aAe7L/pxb6bbuy/6cW+m26V7b+xBMMDAABsRzw6BAAAqEntN1pm9vVm9rSZ/aGZva7u9WEwZvZ5ZvYuM3vKzH7fzL61V/48M3unmf1B73V/r9zM7EJvf/6emd3f7CeAme0ws982s7f2fv98M3tPbx/9DzPb2Svf1fv9D3t/P9poxSEz22dmbzKzD5rZB8zspRx708HM/k3vnPl+M/tZM5vn2JtcZvaTZvZRM3t/UDbwsWZmr+nN/wdm9poy6671RsvMdkj6b5L+oaQlSf/MzJbqXCcG9leSvt05tyTpqyU91ttHr5PUdc69UFK397vk9+ULe9MZST86/ioj5VslfSD4/fsk/aBz7oskfVzSI73yRyR9vFf+g7350KwflvR259yXSPoK+f3IsTfhzOz5kh6XdNw596WSdkj6RnHsTbKLkr4+VTbQsWZmz5P0eklfJeklkl6f3JzlqbtH6yWS/tA590fOub+U9HOSHqx5nRiAc+7PnXO/1fv5lvyJ/vny++lSb7ZLkk72fn5Q0k877/9K2mdmf3O8tUbCzF4g6QFJP9773SR9raQ39WZJ77tkn75J0one/GiAmd0n6e9I+glJcs79pXPupjj2psWspHvMbFbSbkl/Lo69ieWc+zVJN1LFgx5rXyfpnc65G865j0t6p7bevG1R943W8yV9OPj9z3plmEC97uwXS3qPpEXn3J/3/vSspMXez+zTyfJDkr5T0t3e758j6aZz7q96v4f756/3Xe/vn+jNj2Z8vqSPSfqp3qPfHzezPeLYm3jOuWckfb+kP5W/wfqEpCfFsTdtBj3WhjoGCYaHJMnM9kr6BUn/2jn3yfBvzn81la+nThgze6Wkjzrnnmy6LhjKrKT7Jf2oc+7Fkj6l/qMLSRx7k6r3uOhB+ZvlQ5L2qETPBiZXncda3Tdaz0j6vOD3F/TKMEHMbE7+Juu/O+fe3Cv+SPJYovf60V45+3RyrEr6R2b2J/KP5b9WPuZnX+9xhrR5//z1vuv9/T5JfzHOCmOTP5P0Z8659/R+f5P8jRfH3uT7+5L+2Dn3MefcZyW9Wf545NibLoMea0Mdg3XfaL1X0gt738TYKR8s+Jaa14kB9OIEfkLSB5xz/yX401skJd+oeI2kXwrKH+59K+OrJX0i6HrFGDnn/p1z7gXOuaPyx9b/cc59k6R3SXpVb7b0vkv26at689Nb0hDn3LOSPmxmX9wrOiHpKXHsTYM/lfTVZra7dw5N9h3H3nQZ9Fh7h6SXm9n+Xq/my3tluWofsNTMXiEfR7JD0k8657631hViIGb2Mkm/Lul96sf5/Hv5OK2fl3RY0ockfYNz7kbvpPIG+W7y25K+2TlXWfJNDMfMvkbSdzjnXmlmXyDfw/U8Sb8t6SHn3GfMbF7Sz8jH4d2Q9I3OuT9qqMqQZGYvkv8iw05JfyTpm+X/AebYm3Bm9t2SXi3/ze3flvTP5eN1OPYmkJn9rKSvkXRA0kfkvz14WQMea2Z2Wv4aKUnf65z7qcJ1c1MNAABQD4LhAQAAasKNFgAAQE240QIAAKgJN1oAAAA14UYLAACgJtxoAaiMmX2Omf1Ob3rWzJ7p/bxuZj8ypjq8qDesDAA0brZ4FgAoxzn3F5JeJElm9l2S1p1z3z/marxI0nFJvzzm9QLAFvRoAaidmX2Nmb219/N3mdklM/t1M/uQmf1jMztvZu8zs7f3UkLJzI6Z2a+a2ZNm9o4kVUZquf/UzN5vZr9rZr/Wy0DRkfTqXk/aq81sj5n9pJn9Zi9584O9954ys18ys18xsz8ws9f3yveY2dt6y3y/mb16fFsKQNvQowWgCV8o6e9JWpL0G5L+iXPuO83sFyU9YGZvk/RfJT3onPtY72bneyWdTi3nnKSvc849Y2b7nHN/aWbnJB13zv1LSTKz/ySf8uS0me2T9JtmdqX3/pdI+lL50Z/f21vvEUnXnXMP9N5/X21bAUDrcaMFoAn/yzn3WTN7n3x6rrf3yt8n6aikL5a/AXqnz4ahHZJief2uSrpoZj8vn9g35uXyybe/o/f7vHzKDUl6Z+9xp8zszZJeJv/I8QfM7PskvdU59+tDf0oA2x43WgCa8BlJcs7dNbPPBgl278qfl0zS7zvnXpq3EOfct5jZV0l6QNKTZnYsMpvJ95g9vanQvy+dg8w55/6fmd0v6RWS/qOZdZ1znUE/IABIxGgBmExPS/pcM3upJJnZnJktp2cysy90zr3HOXdO0sckfZ6kW5IWgtneIelf9RLFysxeHPztH5jZ88zsHkknJV01s0OSbjvn3ihpTdL91X88ANsFPVoAJk4v1upVki70YqRmJf2QpN9PzbpmZi+U77XqSvpdSX8q6XVm9juS/rOk7+m99/fMbEbSH0t6Ze/9vynpFyS9QNIbnXPXzOzresu9K+mzkv5FXZ8TQPtZv8ceALYPMzulIGgeAOrAo0MAAICa0KMFAABQE3q0AAAAasKNFgAAQE240QIAAKgJN1oAAAA14UYLAACgJtxoAQAA1OT/A2W45dtpHuQVAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = raster_plot(spks=spks_critical)" ] @@ -1266,7 +1320,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "25e27549", "metadata": {}, "outputs": [], @@ -1278,10 +1332,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "2c79c458", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+CYOz0/nHNUNIjP/if4H01CSeunk46U0S+fq/F7LrQLlPSUVEYsOcvGKueXQezVMSefG2UfRsm/b5bU2TE3jk+qGc3acNP39jJQ/NWO9jUoklKpAlZpRVVvPNpxfSvEkCD103lJTE+Drv16Z5Cg9dN5SiA+Xc/cISnHN13k9ERE7OjLVF3PDEp3RsmcqLt42kU6vUL90nOSGef1wzhAsHtud376zmrx+sU7ssIacCWWLGg9PXk7+rlPuvGETrtJSj3ndAx3TumdiL6WuKeG/FjkZKKCISO+asL2byUwvoltWM574+gtbNj9wuJ8bH8ZevDeKyIR25/4O1/Pn9tY2YVGKRCmSJCZt2HeTBGeu5aGB7RnXLrNdjrh/ZmV5t0/h/b6yktKIqxAlFRGLHgvzd3PLkAjplpPLvm4eTnpp0zMfExxl/vHwAVw3P5u/T8vjn9LxGSCqxSgWyRD3nHD9/fQWJccZPzu9d78clxMfxy0v6sa2kjL99pIZYRKQhLNmylxsf/5S2zVN4+tZTadUsud6PjYszfn1Jfy4e1J4/vLuGf8/bFMKkEstUIEvUm7pyJ9PWFHHXWT1oc5SP8OpySk4Glw3pyL8+3kBe4YEQJRQRiQ2rd+zj+inzSW+ayNO3nnrM4W51iYsz/vTVgZzZqzX3vrac1xZr00dpeCqQJarV1Dh+/+5qurduxqRROSf0HPec24uUhHjum7qmYcOJiMSQ7SWHuGHKp6QkxvHMLSNo16LJCT9XYnwc/7hmCMNzMrj7+SV8uEqbiUjDUoEsUe39lTtYX3SQb5/Z/UtLutVXVloy14/qzDvLd7C+SL3IIiLHa19ZJTdM+ZQD5VU8ceNwsjO+vFrF8UpJjOdfk4bRp31zvvn0Iu2CKg1KBbJELecc/5y+ns6tUjm3X9uTeq4bR+eSFB/Hw1qDU0TkuFRU1fD1pxayvugAD183lN7tmjfYc6elJPL4DafQpnkKk59awJbdpQ323BLbVCBL1JqzfhdLC0r4+riuJJxg73GtzGbJfO2UbF75bCvbSw41UEIRkejmnOMHLy5h7oZd/OHyAYyu5ypCx6NVs2Qev/EUKqsdNz7xKSWHKhv8HBJ7VCBL1Prn9DxapyVz2dAODfJ8t47tQo2DR2dqu1MRkfq4f+paXl28je+f05OvDOkYsvN0zWrGQ9cOZdOug3zz6YVUVteE7FwSG1QgS1RasmUvs/N2ccvYXJIT6t4x73hlZ6Ry8cD2PDt/M7sPVjTIc4qIRKu3lm7ngY/yuGJYR755WteQn29k11b89isDmJ23i5++sly77clJUYEsUemxWRtJS0ng6lM7N+jz3nZaVw5VVvP8gi0N+rwiItFkxbYSvvfCEoZ2bskvL+mHmTXKeS8f2pFvndGN5xZsYcrs/EY5p0QnFcgSdYoPlPPO8u1cNqQjzZITGvS5e7RJY3huBv+dv5maGvVOiIgcbteBciY/tZAWTRJ58NohDfYpXn3dNaEHZ/dpw2/eXsXc9bsa9dwSPVQgS9R5YUEBldWOa07tFJLnv3p4J/J3lTJvgxpeEZFgldU1fOPpRRQfKOeR64ee0EYgJysuzvjzFQPJaZXKHc8sYtteTayW46cCWaJKTY3j2fmbOTU3g+5t0kJyjon92tKiSSLPfqphFiIiwX755krmb9zN7y8bwICO6b7lSEtJ5OHrhlFeVcNt/1lIWWW1b1kkMqlAlqjyaf5uNu8u5WunZIfsHCmJ8XxlSAfeW76DXQfKQ3YeEZFI8vqSbTw1dxO3jMnlksENs3rQyejWuhn3XTGQpQUl/N+rmrQnx0cFskSVlxYV0DQpnoknuTHIsVw1vBMV1TW8vGhrSM8jIhIJ8goPcM9LSxnauSU/PLeX33E+d3bftnz7jG68sLCAZ+frUz+pPxXIEjUOVVTz9rIdnNu/HalJDTs573A92qQxtHNLnv10s3olRCSmHaqo5vanF5GSGM/frx5M4kluzNTQ7pzQg7HdM/nFGytYtX2f33EkQoTXT7HISXh/5Q4OlFdxWQgXow/2tVOy2VB0kEWb9zbK+UREwtG9ry1nbeF+/vK1QbRr0cTvOF8SF2fc/7VBNG+SyO3PLOJgeZXfkSQCqECWqPHiwgI6pDfh1NyMRjnfuf3akpQQxxtLtjXK+UREws3zC7bwwsICvnV6N8b1yPI7zhFlNkvmr1cOYmPxQf7vteV+x5EIoAJZosKOkjJm5xVz2ZAOxMU1zoL0aSmJnNmrNW8u3U6VtjUVkRiTV3iAe19bzqiurfjOhB5+xzmmUV0z+fYZ3Xl50VZeXFjgdxwJcyErkM0sxczmm9kSM1thZr/wjuea2Sdmlmdmz5lZUqgySOx4dfFWahxc2kjDK2pdNLA9xQfKmas1kUUkhpRXVfOd/35Gk8R4/vK1QcQ3UsfEyfr2md0Z0SWD/3t1OXmF+/2OI2EslD3I5cAZzrmBwCBgopmNAH4P3O+c6wbsAW4OYQaJEa8t3saQTunkZjZt1POe3qs1zZITeH2xhlmISOy47/21rNi2jz9cPpDWzRt/M5ATFR9n/PXKwaQmxfPtZxdTUaVP/6RuISuQXcAB78tE7+KAM4AXveNPApeEKoPEho3FB1m1fR/nD2jf6OdOSYzn7L5teHfFDsqrtBC9iES/2XnFPDxzA9ec2omz+rTxO85xa9M8hd9fNoCV2/dx39S1fseRMBXSMchmFm9mi4FCYCqwHtjrnKudQloA1LmauJlNNrMFZragqKgolDElwr29bDsQmDTnh4sHdWB/WRXT1+jnVESi256DFXz3+cV0zWrKT8/v43ecEzahTxuuGp7NwzPX84mGyEkdQlogO+eqnXODgI7AcKDeq4c75x5xzg1zzg3LygrfmbHiv3eWb2dwp3Tap/uzvNDorq1o1TRJwyxEJKo55/jRy8vYfbCCv145mCZJ8X5HOik/Pb8PnTNS+e7zS9hXVul3HAkzjbKKhXNuLzANGAmkm1ntLg4dAW1FJids865Slm/dx3n92vmWISE+jnP7t+XD1Ts5VKFhFiISnV5etJV3V+zg++f0pF+HFn7HOWlNkxO472uD2F5yiJ+/vsLvOBJmQrmKRZaZpXvXmwBnAasIFMqXe3ebBLwWqgwS/d5e7g2v6O/P8IpaE/u2o6yyhpnrNMxCRKLP9pJD/PyNFQzPyeCWMV38jtNghnRqyR2nd+PlRVt5a+l2v+NIGAllD3I7YJqZLQU+BaY6594Efgh818zygFbAYyHMIFHu7WXbGdixBR1bpvqa49QuGTRPSeD9FTt9zSEi0tCcc/zwpWVUVTv++NUBjbbWfGP51pndGdixBT99dRlF+8v9jiNhIpSrWCx1zg12zg1wzvVzzv0/7/gG59xw51w359xXnXP6aZQTsmV3KUsLSjivv3/DK2olxsdxZu82fLh6pzYNEV+ZWbaZTTOzld4a9N/xjv/RzFab2VIze6X2Ez7vth95a9OvMbNzfAsvYem5T7cwc20RPzqvF51bNe5Smo0hMT6OP311IAfLq7lXu+yJRzvpScR6d/kOAM71cfxxsHP6tmFvaSXz83f7HUViWxVwt3OuDzACuN3M+hBYSaifc24AsBb4EYB325VAX2Ai8E8zi+zZV9JgCvaU8qu3VjGySyuuPbWz33FCpnubNO48qzvvLN+hoRYCqECWCDZ11U56t2tOp1b+Dq+oNa5HFskJcRpmIb5yzm13zi3yru8nMPejg3Pu/aAlNucRmCQNcDHwX+dcuXNuI5BHYNUhiXE1NY4fvLgU5xx/uDz6hlYcbvLYLgzo2IL/e205uw7ow+1YpwJZItKegxUsyN/NhN6t/Y7yudSkBMZ2z+L9FTtwzvkdRwQzywEGA58cdtNNwDve9Q7AlqDbtD69APDsp5uZs34XPz6/N9kZ4dEREUoJ8XH88fKB7C+r5Gda1SLmqUCWiDRtTSE1Dib0Dq9dnM7p24ZtJWUs37rP7ygS48ysGfAScKdzbl/Q8Z8QGIbx9PE+p9anjx0795Xxu7dXM7JLK64e3snvOI2mZ9s0vn1Gd95cup13l2uoRSxTgSwR6cNVhWSlJdM/zNbiPLN3G+IM3luxw+8oEsPMLJFAcfy0c+7loOM3ABcA17j/fcyxFcgOerjWpxd+9toKyqtr+M1X+mMW3UMrDnfbaV3p2745P311OSWl2kAkVqlAlohTUVXDjLVFTOjdOuzGxGU0TeKUnAw+WKVxyOIPC1QzjwGrnHP3BR2fCPwAuMg5Vxr0kNeBK80s2cxyge7A/MbMLOHlvRU7eHfFDr5zZndyM6Nv1YpjSYyP4w+XD2BPaSW/e3eV33HEJyqQJeJ8snEXB8qrwm54Ra0zerVm9Y79bNt7yO8oEptGA9cBZ5jZYu9yHvB3IA2Y6h17CMA5twJ4HlgJvAvc7pzTlpAxal9ZJfe+tpxebdOYPC56NgQ5Xn3bt+Cm0Tk8O38Ln2plopikAlkizgcrd5KSGMfobpl+R6nTGb0CEwenrSn0OYnEIufcLOeceWvQD/Iub3trz2cHHbst6DG/ds51dc71dM69c7Tnl+j2x3fXULi/nN9dNoDE+NguEe46qwcd0pvw45eXUVGl9e1jTWz/9EvEcc7xwapCxnTLIiUxPJdq7da6GR1bNmHaahXIIhI5Fm7azX8+2cQNo3IYlJ3udxzfpSYl8MtL+rKu8ACPzFzvdxxpZCqQJaKs3rGfrXsPhdXyboczM87o1ZrZebsoq9Qn1SIS/sqrqrnnpWW0a57C3Wf39DtO2DijVxvO79+OBz7KI7/4oN9xpBGpQJaIMn1NYO3V03uFb4EMcHrP1hyqrGbehl1+RxEROaaHpm9gXeEBfnVpP5olJ/gdJ6zce2EfkuPj+Mmry7TGfQxRgSwRZcbaQnq3a06b5il+RzmqkV1bkZIY93lBLyISrvKLD/KP6XlcMKAdZ/QKz8nPfmrTPIUfTOzJ7LxdvLpYKyDGChXIEjEOlFexIH8P43uE/wYFKYnxjOqayUerC9XjICJhyznHz99YQVJ8HP93QR+/44Sta07tzKDsdH755ir2HKzwO440AhXIEjHm5BVTVeMiokCGwDCQzbtLWV+kcWsiEp6mrtzJ9DVF3Dmhe9h/MuenuDjjt1/pz75Dlfz+3dV+x5FGoAJZIsbMdUU0TYpnaOeWfkepl8+Xe9NqFiIShg5VVPOLN1bSo00zJo3K8TtO2Ovdrjk3js7huQVbWLJlr99xJMRUIEtEcM4xfU0RI7tmkpQQGT+2HdKb0K11M2au0zhkEQk/D07PY+veQ/y/i/vF/JrH9fXtM7uT2SyZe19fQU2Nhs9FM/2PkIiwsfggBXsOMb5nZAyvqDW2eybzN+7Wcm8iElbyiw/y0IwNXDKoPSO6tPI7TsRIS0nkR+f2YsmWvby4sMDvOBJCKpAlIsxYG+iFHd89sgrkcT2yKK+qYf5GbVUqIuHh84l5CXH8+LzefseJOJcO7sCwzi35/burKSmt9DuOhIgKZIkIM9YW0SWzKZ1apfod5bicmptBUnwcH2uYhYiEife9iXl3ndWD1pqYd9zMjF9c3Jc9pRXc/8Fav+NIiKhAlrBX5m24MS5CVq8IlpqUwLCclny8rtjvKCIiHKqo5v+9sZJebdOYNLKz33EiVt/2Lbjm1M48NTefVdv3+R1HQkAFsoS9wBjemogbf1xrbPcsVu/YT+G+Mr+jiEiMC56Yl6CJeSfl7rN70KJJIj97fYXWu49C+t8hYW/m2iKSEuIYkRuZE0nGds8EUC+yiPhq695DPDxzAxcObM/w3Ay/40S89NQkfjCxF/M37ub1Jdv8jiMNTAWyhL0Za4s4NTeDJknxfkc5IX3aNSezWZLGIYuIr37/TmCDi3vO7eVzkuhxxbBsBnRswW/eXsXB8iq/40gDUoEsYW3r3kOsKzwQMbvn1SUuzhjTLZOP1xVr3UwR8cXCTYFezq+P60KH9CZ+x4ka8XHGzy/qy8595Tw0Y73fcaQBqUCWsDazdnm3CC6QITAOedfBClZqMoeINLKaGsf/e2MlbZonc9tpXf2OE3WGdGrJRQPb88jMDWzde8jvONJAVCBLWJuVV0zb5il0a93M7ygnReOQRcQvry7eypKCEn44sRepSQl+x4lKP/SGrfzx3dU+J5GGogJZwlZNjWPu+l2M6tYKM/M7zklp3TyFXm3TNA5ZRBrVwfIqfv/uagZmp3PJoA5+x4laHdKbcOvYLry6eBuLt+z1O440ABXIErZW79jP7oMVjO6a6XeUBjGuRxYL8vdQWqGJHCLSOB6esZ6d+8q594I+xMVFdkdDuLvttK5kpSXzyzdXatm3KKACWcLWnPWB4Qiju0VHgTy2eyYV1TV8skHbTotI6NUu63bRwPYM7dzS7zhRr1lyAt87uwcLN+3hrWXb/Y4jJ0kFsoSt2XnFdMlqStsW0bEV6ik5GSQnxDFjrYZZiEjo/f6d1Zj9b3yshN7lQ7Pp3a45v3tnNWWV1X7HkZOgAlnCUmV1DfM37o6a4RUAKYnxDM/N+LxnXEQkVD7bvIfXl2xj8lgt69aY4uOM/zu/NwV7DjFl9ka/48hJUIEsYWnJlr0crKhmdLfI3D3vSEZ1zWTtzgMU7te20yISGs45fvv2ajKbJTN5vJZ1a2yjumUyoXcb/jltPUX7y/2OIydIBbKEpdl5uzCDEV2iq0CuLfjnrt/lcxIRiVYfrCpkfv5u7pzQnWbJWtbNDz8+rxdlldXcN3Wt31HkBKlAlrA0O6+Yfu1bkJ6a5HeUBtW3fQuapyQwJ08Fsog0vKrqGn73ziq6ZDXlylOy/Y4Ts7pkNePaEZ15fsEW8goP+B1HToAKZAk7pRVVfLZlD6OibHgFBManjejSitkahywiIfD8ggLWFx3knom9SIjXr3g/feuMbjRJjOcP2jwkIoXsf4+ZZZvZNDNbaWYrzOw73vGfm9lWM1vsXc4LVQaJTPM37qay2kXVBL1go7tlUrDnEJt3lfodRUSiyMHyKu6bupZTclpyVp82fseJea2aJfP1cV14f+VOFuRrec9IE8o/L6uAu51zfYARwO1m1se77X7n3CDv8nYIM0gEmrN+F0nxcZySk+F3lJCoHYesXmQRaUiPfryB4gPl/Oi83hG/+2i0uHlsLllpyfzundXaPCTChKxAds5td84t8q7vB1YB2udSjml2XjGDO6XTJCne7ygh0TWrGa3TkpmdpwJZRBpG4f4yHpm5gfP6t2VIJ20KEi5SkxK4c0J3Fmzaw9SVO/2OI8ehUQYomVkOMBj4xDt0h5ktNbMpZlbn/2Qzm2xmC8xsQVGRNlaIFXsOVrBy+76o2T2vLmbG6G6ZzF2/i5oa9SiIyMn76wfrqKiq4fvnaFOQcPO1Ydl0yWrK799dTVV1jd9xpJ5CXiCbWTPgJeBO59w+4EGgKzAI2A78ua7HOececc4Nc84Ny8rKCnVMCRNzN+zCOaJu/ePDjezail0HK1izc7/fUSQKHWUOSIaZTTWzdd6/Lb3jZmYPmFme13kxxN9XIMcjr/AA//10C9ec2onczKZ+x5HDJMTH8YNzerG+6CAvLizwO47UU0gLZDNLJFAcP+2cexnAObfTOVftnKsBHgWGhzKDRJbZecU0S05gQMd0v6OEVG0P+RythyyhcaQ5IPcAHzrnugMfel8DnAt09y6TCXRkSIT443uraZIYz7fO7O53FDmCc/q2YUindO7/YC2HKrQFdSQI5SoWBjwGrHLO3Rd0vF3Q3S4Flocqg0SeOet3cWpuBolRvjxRh/Qm5LRKZY7GIUsIHGUOyMXAk97dngQu8a5fDDzlAuYB6Ye11RKmlmzZy3srdnLr2C5kNkv2O44cgZlxz7m92bmvXFtQR4hQViGjgeuAMw5b0u0PZrbMzJYCpwN3hTCDRJBtew+xsfggo6J4/HGwUd0y+WTjbo1Jk5A6bA5IG+fcdu+mHUDtWmAdgC1BDyugjknVmhsSfv70/hoymiZx89hcv6PIMQzPzWBC79Y8NH09uw9W+B1HjiGUq1jMcs6Zc25A8JJuzrnrnHP9veMXBTXWEuNqV3WI9vHHtUZ3zeRAeRVLCkr8jiJRqo45IJ9zgTWnjmuWqOaGhJc564v5eF0x3zytq7aUjhA/nNiLgxVVPDg9z+8ocgzR/Tm2RJQ563eR2SyJnm3S/I7SKEZ2DfwhoGEWEgp1zQEBdtYOnfD+LfSObwWC9yXu6B2TMOWc40/vraFt8xSuHdHZ7zhST93bpHHJ4A48NXcTO0rK/I4jR6ECWcKCc47ZecWM7JoZMwvcZzRNok+75towRBrckeaAAK8Dk7zrk4DXgo5f761mMQIo0ad74e2j1YUs2ryXb5/ZnZTE6FwzPlrdeWYPqmscf/tond9R5ChUIEtYWF90gML95YzuGhvDK2qN6tqKRZv2UlapWc3SoI40B+R3wFlmtg6Y4H0N8DawAcgjsLrQN33ILPVUU+P443tr6Nwqla8O6+h3HDlOnVqlcuXwbJ77dAubd5X6HUeOQAWyhIXZeYHlzqJ5g5C6jO6WSUV1DQvy9/gdRaLIUeaA7HLOnemc6+6cm+Cc2+3d3znnbnfOdfXmiCzw+zXIkb25bDurd+znu2f1iPoVf6LVt87oTnyc8ZcP1vodRY5A/7MkLMzKKyY7ownZGal+R2lUw3MzSIgzDbMQkXqprK7hvvfX0KttGhcOaO93HDlBbZqnMGlUDq8s3spabRgVllQgi++qqmuYt2EXo7vGVu8xQNPkBAZlp2uinojUy0sLC8jfVcrdZ/ckLi425mtEq9vGd6VpUgL3va9e5HCkAll8t3zbPvaXVcXM+seHG9Utk2VbSyg5VOl3FBEJY2WV1fz1w3UMyk5nQu/WfseRk5TRNImbx+Ty7oodLNNyn2FHBbL4rnb941ExNkGv1uiurahxMG+Dtp0WkSN7+pPNbC8p4wfn9IyZ1X6i3S1jc0lPTeRP76/xO4ocRgWy+G7O+mJ6tU2L2W1SB3VKJyUxTsMsROSIDpRX8c9peYzu1ipmP22LRmkpiXxjfFdmrC1i/sbdfseRICqQxVdlldUsyN/DqBgcf1wrOSGeU3IymLNePcgiUrfHZ21k18EKvnd2T7+jSAO7fmQOrdOS+dN7awhscCnhQAWy+GrRpj2UV9XEzPbSRzK6WybrCg9QuE87K4nIF+0rq+TRjzcwoXdrBndq6XccaWBNkuK544xuzM/frY6SMKICWXw1e30x8XHG8NwMv6P4qnYFDzWOInK4x2fls6+sijsn9PA7ioTIFcOyads8hfunrlUvcphQgSy+mp23i0HZ6aSlJPodxVd92jenRZPEzycsiogAlByq5LFZGzirTxv6dWjhdxwJkZTEeG4/vSsLNu35fOMs8ZcKZPHNvrJKlhbsjbntpesSH2eM7NKK2XnF6j0Qkc89Pnsj+8qq+M6Z3f2OIiF2xSnZtGuRwv0fqBc5HKhAFt98smE3NQ7NyPaM7p7JtpIy8neV+h1FRMJAoPd4I2er9zgmJCfE883Tu7Fw0x4+XqdPE/2mAll8MzuvmJTEOAZ3Svc7SlgY4/2hMEvDLEQEmDJrI/s19jimXDGsI+1bpPAX9SL7TgWy+GbO+mJOyckgOSHe7yhhIadVKh3SmzBbPQciMa+ktJIpszYysW9b+rRv7nccaSS1vciLNu9lpn4X+EoFsviicH8Za3ceYLSGV3zOzBjdrRVzN+yiukY9ByKx7LHZG9lfXsV3Jmjscay5Yli2epHDgApk8cVcbzmz0TG8QUhdRnfLpORQJSu2lfgdRUR8UlJayeOzNnJuv7b0bqfe41iTlBDH7Wd047PNe5mxtsjvODFLBbL4Yta6Ylo0SdRHh4ep3VFQ45BFYte/Zm1gf3kV39bKFTHrq0Oz6ZDehPs/WKdeZJ+oQJZG55xjzvpdjOzSivg48ztOWMlKS6ZX2zSthywSo/aWVvD47HzO66/e41iWlBDH7ad3Y8mWvUxXL7IvVCBLo9u0q5Stew/F/PbSRzK6Wyaf5u+hrLLa7ygi0sj+9fFGDpRX8Z0ztXJFrLt8aEc6pDfhL9pdzxcqkKXRzV4f6B3V+sd1G9Mtk4qqGhZu2uN3FBFpRHsOVvDEnHzO79+Onm3T/I4jPktKiOOOM7qxpKCE6WvUi9zYVCBLo5uTt4u2zVPoktnU7yhhaXhuBglxpnHIIjHmsVkbOVihscfyP5cN6UjHlk20ooUPVCBLo6quccxeX8yY7pmYafxxXZomJzCkU0uNQxaJISWHKnlyTj7n9mur3mP53OdjkQtKtC5yI1OBLI1qxbYS9pZWMra7hlcczahurVi2tYS9pRV+RxGRRvDknHz2l1dxx+nqPZYv+sqQDrRrkcLfPtSKFo1JBbI0qtr95Udp/eOjGtMtE+f+t160iESvA+VVTJm9kQm9W2vpS/mS5IR4vj6uCws27eGTjbv9jhMzVCBLo5qdV0yvtmlkpSX7HSWsDcxOp2lS/OcTGkUkej09bxN7Syu54wz1Hkvdrhzeicxmyfz9ozy/o8QMFcjSaA5VVLMgf4+GV9RDYnwcI7q0YnaeepBFotmhimoe/XgDY7tnMig73e84EqZSEuOZPC6XWXnFLNqsFY4aQ70LZDMbY2Y3etezzCw3dLEkGs3P301FdQ1jumf5HSUijO6WycbigxTsKfU7ivhIbW90+++nmyk+UMG31Hssx3DNqZ1JT03kH+pFbhT1KpDN7GfAD4EfeYcSgf+EKpREp1nrikiKj2N4TobfUSLCaG+d6DnqRY5ZanujW3lVNQ/P2MDw3AyG56pdlKNrmpzAzaNz+XB1Icu3lvgdJ+rVtwf5UuAi4CCAc24boHVo5LjMytvF0M4taZIU73eUiNCjTTMymyVrPeTYprY3ir20cCs79pXxrTO6+R1FIsSk0TmkpSTwj2nqRQ61+hbIFS6wtogDMDPt8CDHpWh/Oau272OMxh/Xm5kxplsr5qwv1tI+sUttb5SqrK7hn9PzGJidzhjtKir11DwlkRtG5fDO8h2s3bnf7zhRrb4F8vNm9jCQbma3Ah8Aj4YulkSbOd5qDJqgd3xGd8uk+EAFa9QQxiq1vVHqtcXbKNhziG+f0U2bJslxuXF0LqlJ8fxTvcghVa8C2Tn3J+BF4CWgJ3Cvc+5vR3uMmWWb2TQzW2lmK8zsO97xDDObambrvH9bnuyLkPD38bpi0lMT6du+hd9RIkrtOORZ2kEpJp1I2yvhr7rG8c9pefRu15wzerX2O45EmIymSVw7ojOvL9lGfvFBv+NErfpO0ssFPnbOfd859z1glpnlHONhVcDdzrk+wAjgdjPrA9wDfOic6w586H0tUcw5x6x1xYzq2or4OPWUHI/26U3oktVU207HqBNsezGzKWZWaGbLg44NMrN5ZrbYzBaY2XDvuJnZA2aWZ2ZLzWxIyF6QAPD2su1sKD7It9R7LCfolrG5JMbH8eD09X5HiVr1HWLxAlAT9HW1d+yInHPbnXOLvOv7gVVAB+Bi4Envbk8ClxxHXolA64sOsmNfGWO6aXm3EzG6ayafbNxNZXXNse8s0ea4217PE8DEw479AfiFc24QcK/3NcC5QHfvMhl48MTjyrHU1Dj+/lEe3Vo3Y2Lftn7HkQjVOi2Fq4Z34qVFBWzde8jvOFGpvgVygnOuovYL73pSfU/i9XgMBj4B2jjntns37QDaHOExk71ejgVFRUX1PZWEoVnrAt8/jT8+MaO7ZVJaUc3iLXv9jiKN74TaXufcTODwPWkdULuPcQtgm3f9YuApFzCPwHjndiedXOr0waqdrNm5n9tP70qcPlGTkzB5XBfM4CH1IodEfQvkIjO7qPYLM7sYqNdnvmbWjMD4uTudc/uCbwuenX0459wjzrlhzrlhWVnqeYxks/KK6dwqleyMVL+jRKSRXVoRZ4Fx3BJzTrjtrcOdwB/NbAvwJ/63tnIHYEvQ/Qq8Y9LAnHP8Y/p6OmWkcuGA9n7HkQjXPr0Jlw/tyHMLtlC0v9zvOFGnvgXybcCPzWyz17j+EPj6sR5kZokEiuOnnXMve4d31vZOeP8WHn9siRSV1TXM27D788lmcvxapCYyoGP65z3xElNOqO09gm8AdznnsoG7gMeO9wn0yd7Jmbt+F0u27OXr47uQEF/vjWxFjujr47pSVV3DlNkb/Y4Sdeq7isV659wIoA/Q2zk3yjl31PVFLDDz4DFglXPuvqCbXgcmedcnAa8df2yJFIu37OVAeRVjVSCflHE9sli8ZS8lpZV+R5FGdCJt71FMAmo7Kl4AhnvXtwLZQffr6B2rK48+2TsJD85YT2azZC4b0tHvKBIlcjKbcm7/dvxn7ib2len3Q0Oq7yoWyWZ2NfBt4Ltmdq+Z3XuMh40GrgPO8GZNLzaz84DfAWeZ2Tpggve1RKlZ64qJMxjVVQXyyRjfI4sah3bVizEn2PYeyTZgvHf9DGCdd/114HpvNYsRQEnQPBFpIMsKSvh4XTE3j8klJVG7iUrD+cb4ruwvr+LpeZv9jhJVEup5v9eAEmAhUK+BLs65WcCRZiCcWc/zSoSblVdM/47ptEhN9DtKRBvYsQXNUxKYsbaQ8wdo/lQMOe62F8DMngVOAzLNrAD4GXAr8FczSwDKCKxYAfA2cB6QB5QCNzZUePmfB2fkkZaSwLUjOvkdRaJMvw4tGNcji8dmbeTG0Tn6A6yB1LdA7uicO3zJIJGj2l9WyeIte7ltfBe/o0S8hPg4xnTPZObawLbTWjs1ZpxQ2+ucu+oINw2t474OuP14zyH1t6HoAO8s38E3xnclLUWdBdLwvjG+K1c9Oo8XFxZw7YjOfseJCvWdJTDHzPqHNIlEndl5u6iucYztrrGKDWF8jyx27Ctj7c4DfkeRxqO2Nwo8MnMDSfFx3Dg61+8oEqVGdMlgUHY6j8zcQJXWzG8Q9S2QxwALzWyNt9PSMjNbGspgEvmmrykkLTmBoZ21m3hDGNcj8IfGzLVaPSCGqO2NcDtKynhpUQFXDMsmKy3Z7zgSpcyMb57Wlc27S3lrmaYQNIT6DrE4N6QpJOo455i2ppCxPTJJ1HJGDaJdiyb0aNOMGWuLuHWchq3ECLW9Ee6xWRuocYFNHURCaULvNnRv3YwHp6/nooHtNRTvJNV3mbdNzrlNwCECG3sccYMPEYCV2/exc185p/ds7XeUqDKuexbzN+6mtKLK7yjSCNT2Rra9pRU8/clmLhzQThslScjFxRm3je/K6h37mb5GnzSerPou83aRtyzbRmAGkA+8E8JcEuFq/3OO76nxxw1pfM8sKqpr+GTD4bsISzRS2xvZnpq7idKKam47ravfUSRGXDSoPe1bpPCgtp8+afX97PuXwAhgrXMul8AybfNClkoi3rTVhfTv0ILWaSl+R4kqp+Rk0CQxnmlrtAFljFDbG6FKK6p4fPZGzujVml5tm/sdR2JEYnwct47rwvz83SzIV0fKyahvgVzpnNsFxJlZnHNuGjAshLkkgu0trWDR5j2crt7jBpeSGM/obq34aHUhgdW5JMqp7Y1Qz326hT2llXxTvcfSyK48pRMZTZPUi3yS6lsg7zWzZsBM4Gkz+ytwMHSxJJLNXFdMjYPTemn8cSic3qs1BXsOkVeo5d5igNreCFRZXcOjMzdwSk5LhuVk+B1HYkyTpHhuGJXDh6sLWb1jn99xIlZ9C+SLCUwSuQt4F1gPXBiqUBLZpq8upGVqIgM7pvsdJSqd4f3h8eFqDbOIAWp7I9Dri7exraSMb6j3WHxy/cjONE2K5+EZG/yOErHqu4rFQedctXOuyjn3pHPuAe9jP5EvqKlxTF9bxPgeWcTHaYmZUGjXogm92zXnIxXIUU9tb+SpqXE8OGM9vdqmaRUf8U16ahJXn9qJ15dsY8vuUr/jRKSjFshmNsv7d7+Z7Qu67Dcz9dvLlywp2MvugxWcruEVIXVGrywWbtpDSWml31EkBNT2Rq4PVu0kr/AA3zitq9ahFV/dPKYLcQaPfqxe5BNx1ALZOTfG+zfNOdc86JLmnNO0XPmSaWuKiLPAer0SOmf0akN1jWPmOq11GY3U9kYm5wK9x9kZTTi/fzu/40iMa9siha8M7shzn26h+EC533EizjGHWJhZvJmtbowwEvmmrylkcKeWtGya5HeUqDYoO52MpkkaZhHF1PZGnk/z9/DZ5r3cOrYLCdpBVMLA18d3oaK6hqfm5PsdJeIc83+wc64aWGNmnRohj0Swov3lLC0o0fJujSA+zhjfI4vpawqprtFyb9FIbW/keWTmejKaJvHVodl+RxEBoEtWM87q3Yan5m3SDqzHqb5/4rYEVpjZh2b2eu0llMEk8kz3Nq84TRNTGsXpvVqzp7SSxVv2+h1FQkdtb4TIK9zPB6sKuW5EZ5okxfsdR+Rzk8d1YW9pJS8sKPA7SkRJqOf9/i+kKSQqfLBqJ22bp9C3vYZINobx3QMrhXy0eidDO7f0O46EhtreCPHozI0kJ8Rx/cjOfkcR+YJhORkM6ZTOv2Zt4JpTO2n4Tz3Vq0B2zs0IdRCJbGWV1cxcW8xlQzto5nYjaZGayNDOLflodRHfP6eX33EkBNT2RobCfWW88tlWvjqsI62aJfsdR+RLJo/rym3/Wci7K3ZwwYD2fseJCPX6M8LMRpjZp2Z2wMwqzKxaSw1JsDnrizlUWc1Zfdr6HSWmnNGrNau272N7ySG/o0gIqO2NDE/OzaeypoZbxnbxO4pInc7q04bczKY8OnMDzmneSn3Ut5/978BVwDqgCXAL8I9QhZLIM3VlIU2T4hnRRduqNqbaXfWmrdZyb1FKbW+YO1hexX/mbeacPm3JzWzqdxyROsXHGbeMzWVJQQmfbNztd5yIUO+BKM65PCDe29XpcWBi6GJJJKmpcXywaifje2aRnKDJKY2pe+tmZGc0YerKHX5HkRBR2xvenvt0CyWHKpk8Xr3HEt4uG9KRVk2TeGSmNg6pj/oWyKVmlgQsNrM/mNldx/FYiXJLt5ZQtL+cs/q08TtKzDEzzu7Tltl5u9hfpl31opDa3jBWVV3DY7M2ckpOS4Z00kRZCW8pifFcPzKHj1YXsm7nfr/jhL36NrTXefe9AzgIZAOXhSqURJYPVu4kPs44Xcu7+WJiv7ZUVNcwfY2GWUQhtb1h7K1l29m69xCTx3X1O4pIvVw3sjMpiXHqRa6H+hbIQwHnnNvnnPuFc+673sd+IkxduZNhnVuSnqrd8/wwpFNLMpsl8+4KDbOIQmp7w5RzjkdmbqBLVlPO7KXOAYkMGU2TuGJYNq8u3srOfWV+xwlr9S2QLwTWmtm/zewCM6vv+skS5TbvKmXNzv0aXuGj+DjjrD5tmL66kLLKar/jSMNS2xum5qzfxYpt+7h1bBfi4rS0pUSOW8Z0obrG8fjsfL+jhLV6FcjOuRuBbsALBGZUrzezf4UymESG97xey3P6ank3P03s15aDFdXMziv2O4o0ILW94euRmRvIbJbMpYM7+B1F5Lh0apXKuf3a8fQnmzhQru2nj+R4VrGoBN4B/gssBC4JUSaJIO8s307f9s3Jzkj1O0pMG9mlFWkpCZ//wSLRQ21v+Fm9Yx8z1hZxw6jOpCRq5R6JPJPHdWF/WRX/nb/Z7yhhq74bhZxrZk8QWIvzMuBfgLoMY9zOfWUs2ryXieo99l1SQhxn9mrN1JU7qaqu8TuONBC1veHpkZkbSE2K59oR2lZaItPA7HSG52YwZdZGKvU7o0717UG+HngV6Omcu8E597ZzTv3yMe59r7dyYj/9vg4H5/Rty57SSj7N3+N3FGk4anvDzPaSQ7y+eBtXDMvWxGSJaF8f14VtJWW8tXS731HCUn3HIF8FzAXO8iaKaMqu8M7yHXTNakr3Nml+RxHwNmqJ0zCLKKK2N/w8PjsfB9w8JtfvKCIn5fSerenWuhkPa/vpOtV3iMVXgfnAV4ErgE/M7PJQBpPwtvtgBZ9s3K3e4zCSmpTAuB5ZvLdihxq7KKG2N7zsK6vkmU82c17/dpp3IREvLs6YPLYLq7bvY5YmeH9JfYdY/BQ4xTk3yTl3PTAc+L/QxZJw98GqnVTXOM7t187vKBJkYt+2bC8pY2lBid9RpGGo7Q0jz36ymQPlVUweq22lJTpcPLg9rdOStXFIHepbIMc55wqDvt51HI+VKPTu8h10bNmEvu2b+x1FgpzZuzXxcaZhFtFDbW+YqKiq4fHZ+Yzs0or+HVv4HUekQSQnxHPD6Bw+XlfMym37/I4TVurb0L5rZu+Z2Q1mdgPwFvB26GJJONtXVsmsdcVM7NsWMy2QH07SU5MY2aUV7yzXMIsocUJtr5lNMbNCM1t+2PFvmdlqM1thZn8IOv4jM8szszVmdk6Dv4oo8MaSbezYV8bk8eo9luhyzfDOpCbF8+jH6kUOdtQC2cy6mdlo59z3gYeBAd5lLvBII+STMPT+ip1UVNdw/gANrwhH5w9ox8big6xQb0DEaoC29wlg4mHPeTpwMTDQOdcX+JN3vA9wJdDXe8w/zUyL+wZxzvHoxxvo2SaN03pk+R1HpEG1SE3kylM68caSbWwvOeR3nLBxrB7kvwD7AJxzLzvnvuuc+y7winfbEdXVg2FmPzezrWa22Lucd3LxxQ9vLt1Gx5ZNGJSd7ncUqcPEvm1JiDPe1NI9kewvnGDb6z1mJrD7sMPfAH7nnCv37lM7dONi4L/OuXLn3EYgj8BYZ/HMWb+L1Tv2c/PYXH1qJlHpxtE51DjHk3M2+R0lbByrQG7jnFt2+EHvWM4xHvsEh/VgeO53zg3yLhqmEWH2HKxg1rpizh/QTr8owlTLpkmM7pbJm0u3aZhF5DqZtvdIegBjzewTM5thZqd4xzsAW4LuV+Ad+xIzm2xmC8xsQVFR0QnGiDz/+jiwrfTFg9r7HUUkJLIzAttPP/PJJg5q+2ng2AVy+lFua3K0Bx6hB0Mi3HsrdlBV47hwgH5RhLMLBrSjYM8hlmg1i0iVfpTbjtr2HkUCkAGMAL4PPG/H+Veuc+4R59ww59ywrKzYGGqQV7ifaWuKuH5kZ5ITNPJEotfNY3PZV1bFiwsL/I4SFo5VIC8ws1sPP2hmtwALT/Ccd5jZUm8IRssj3SlWeyrC3ZtLt5PTKlWrV4S5s/u2JSk+jjeXbPM7ipyYULS9BcDLLmA+UANkAluB7KD7dfSOCfDYrHySE+K45tROfkcRCakhnVoypFM6U2ZvpLpGnz4eq0C+E7jRzKab2Z+9ywzgZuA7J3C+B4GuwCBgO/DnI90xFnsqwl3xgXLmrC/mggHtNbwizLVoksi4Hpm8uXQ7NWroItGdNGzbC4Etq08HMLMeQBJQDLwOXGlmyWaWC3QnsDlJzNt1oJyXFxXwlSEdadUs2e84IiF3y9gubNpVygerdvodxXcJR7vRObcTGOXNfu7nHX7LOffRiZzMez4AzOxR4M0TeR7xxzvLd1Dj4IKBWr0iElwwoD0frCpk4eY9nJKT4XccOQ4n2/aa2bPAaUCmmRUAPwOmAFO8idMVwCQXGKS+wsyeB1YCVcDtzrnqBn1BEerpTzZTXlXDzWNy/I4i0ijO7tOGji2b8NjHGzmnb2zvlHvUArmWc24aMO1kT2Zm7ZxztVPrLwWWH+3+El7eWLKNbq2b0bNNmt9RpB4m9GlDckIcbyzZpgI5Qp1o2+ucu+oIN117hPv/Gvj18Z4nmpVVVvPU3HxO65lFt9Zq8yQ2JMTHcePoXH755kqWbNnLwBherSpkOzJ5PRhzgZ5mVmBmNwN/MLNlZraUwEd9d4Xq/NKwtuwuZf7G3VwySMMrIkWz5AQm9G7Dm0u3U1ld43cckYjy+pJtFB+o4JYx2hhEYssVwzqSlpzAY7M2+h3FVyErkJ1zVznn2jnnEp1zHZ1zjznnrnPO9XfODXDOXRTUmyxh7tXPAnN2Lhlc5+pPEqYuHdyB3QcrmLlWE11F6ss5x2Mfb6RX2zRGd2vldxyRRpWWksiVw7N5a9l2tu2N3Y1DQlYgS/RwzvHKZ1sZ0SWDji1T/Y4jx2Fcjyxapiby8mdalECkvmblFbNm535uHqONQSQ2TRqVA8CTc/J9zeEnFchyTIu37GVD8UG+Mrij31HkOCUlxHHhwPZ8sHIn+8oq/Y4jEhH+9fFGMpslc5E2BpEY1bFlKhP7teWZ+ZtjduMQFchyTC8v2kpyQhzn9o/tGa2R6pLBHSivquHd5Tv8jiIS9tbt3M+MtUVM0sYgEuNuGZPL/rIqXliw5dh3jkIqkOWoKqpqeGPpNs7u25a0lES/48gJGJydTk6rVF5ZpGEWIscyZfbGwMYgIzr7HUXEV4M7tWRo55ZMmZ0fkxuHqECWo5q2ppC9pZV8ZYgm50UqM+OSwR2Yt3FXTE+4EDmWXQfKeWnRVi4b2pGMpkl+xxHx3S1jctm8u5SpK2Nv4xAVyHJULy8qILNZMmO7ZfodRU7CpYM74By8osl6Ikf0n3mbqaiq4abRuX5HEQkLZ/dtS3ZGEx6btcHvKI1OBbIc0d7SCj5aXcjFg9qTEK8flUjWuVVTTs3N4IUFWwhsniYiwcoqq/n3vHzO6NWabq2b+R1HJCzExxk3jsrl0/w9LN6y1+84jUpVjxzRG0u3U1ntNLwiSlwxLJv8XaV8mr/H7ygiYef1xYGNQW4eo95jkWBXnJIdkxuHqECWI3p5UQG92qbRp11zv6NIAzi3f1uaJSfw3KexOSNZ5Eicc/xr1gZ6tU1jVFdtDCISrFlyAled2om3l21nawzNY1GBLHVau3M/n23ey2VDOmqh/CiRmpTAhQPb8/ay7ezXmsgin/t4XTFrdx7glrFd1N6J1CEWNw5RgSx1enb+ZhLjTcMroswVwzpyqLKat5Zql3eRWv+atZGstGQuHNjO7ygiYalDehPO69+OZz/ZzIEY2ThEBbJ8SVllNS8v2so5fdvSqlmy33GkAQ3KTqdHm2Y8H6MLv4scbs2O/czUxiAix3TzmFz2l1fxfIwM01OBLF/y7vIdlByq5OrhnfyOIg3MzLhiWDaLNu9l7c79fscR8d2UWRtJSYzj6lO1MYjI0QzKTueUnJY8PmdjTGwcogJZvuSZ+Zvp3CqVEV00WSUafWVIR5IS4nh63ia/o4j4qvhAOa8s3splQ7QxiEh93DymC1t2H2Lqyh1+Rwk5FcjyBXmFB5i/cTdXntKJuDhNVolGGU2TOL9/O15etJWDMTKWTKQu/5m3KbAxiJZ2E6mXs/q0oVNGKv/6OPqXfFOBLF/w3/mbSYgzLh/a0e8oEkLXjujE/vIqXl+yze8oIr4oq6zmP/M2cUav1nTN0sYgIvURH2fcODqHBZuif+MQFcjyuUMV1bywsICz+7YhK02T86LZkE4t6dU2jf/M26Sd9SQmvbFEG4OInIivDgtsHPL47OjuRVaBLJ97bfFWSg5VMmlkjt9RJMTMjGtHdGbFtn1R3wsgcjjnHFNm59OzjTYGETlezZITuOKUbN5aup0dJWV+xwkZFcgCBH5hPDl3E73apjE8N8PvONIILhncgaZJ8fxn3ma/o4g0qk827mbV9n3cODpHG4OInIAbRuVQ4xz/npfvd5SQUYEsAHyav4dV2/cxaZR+YcSKZskJXDqkA28s3cauA+V+xxFpNFNmbaRlaiKXDNZGSCInIjsjlbP6tOGZTzZTVlntd5yQUIEsQGD7yOYpCVwySL8wYskNo3KoqKrhmU/UiyyxYfOuUqau2snVp3YiJVEbg4icqBtH57KntJJXP9vqd5SQUIEs7Cgp490VO/jaKdk0SdIvjFjSrXUa43tk8ZS33JVItHtybj7xZlw3IsfvKCIR7dTcDPq0a86U2RujcrK3CmThP/M2UeOcfmHEqJvG5FK0v5y3lmnJN4luB7xtcs/r3462LVL8jiMS0cwCS76t3XmAOet3+R2nwalAjnGlFVX855NNnN2nDZ1apfodR3wwrnsm3Vo347FZ0dkLIFLrxQVb2F9epY1BRBrIhQPbk9ksiSmzom/JNxXIMe6FBQXsLa1k8rgufkcRn5gZN43OZfnWfXyav8fvOCIhUVPjeGJOPoM7pTMoO93vOCJRISUxnmtO7cyHqwvZWHzQ7zgNSgVyDKuucfxr1gaGdEpnaGct7RbLLh3cgfTURP718Qa/o4iExLQ1heTvKuWm0eo9FmlI14zoRGK88eScfL+jNCgVyDHsvRU72LL7kHqPhSZJ8Vw/ojPvr9xJXuF+v+OINLgpszfStnkKE/u19TuKSFRpnZbChQPb8/yCLZQcqvQ7ToNRgRyjnHM8PHMDOa1SOauPfmEITBqVQ0piHA/PUC+yRJc1O/YzO28X14/qTGK8fu2JNLSbRudSWlHNCwu2+B2lwailiFGf5u9hyZa93Dy2C/Fx2hhEoFWzZK48pROvfLaVbXsP+R1HpME8PnsjKYlxXHVKJ7+jiESlfh1aMDwngyfm5FNdEx2TvVUgx6i/fbSOzGZJXD6ko99RJIzcMjYwPvNfH0ffjORYYmZTzKzQzJbXcdvdZubMLNP72szsATPLM7OlZjak8ROHzu6DFbzy2VYuHdyRlk2T/I4jErVuGpNDwZ5DTF250+8oDUIFcgxavGUvH68r5taxXbQxiHxBx5apXDSoPc/O38zugxV+x5ET9wQw8fCDZpYNnA0Eb514LtDdu0wGHmyEfI3m2fmbKa+q4cbROX5HEYlqZ/VpS4f0JkyZHR0dLCqQY9DfPlxHemoi14zo7HcUCUO3je/KocpqHo+SRi4WOedmArvruOl+4AdA8GegFwNPuYB5QLqZtWuEmCFXWV3DU3PzGds9kx5t0vyOIxLV4uOMG0blMH/jbpZvLfE7zklTgRxjlm8t4cPVhdw8OpdmyQl+x5Ew1KNNGhP7tuXx2fnsLVUvcrQws4uBrc65JYfd1AEInllT4B2r6zkmm9kCM1tQVFQUoqQN5+1l29m5r1y9xyKN5IpTsklNiufx2fl+RzlpKpBjzD+m5ZGWnMD1o3L8jiJh7DsTunOgvEpjkaOEmaUCPwbuPZnncc494pwb5pwblpWV1TDhQmjK7HxyM5tyWo/WfkcRiQktmiRy+dCOvLFkG0X7y/2Oc1JCViDXNUnEzDLMbKqZrfP+bRmq88uXrdq+j3eW7+CG0Tm0aJLodxwJY73bNee8/m15fPZG9mgscjToCuQCS8wsH+gILDKztsBWIDvovh29YxFt0ebASj03js4hTiv1iDSaG0blUFFdw9OfbPI7ykkJZQ/yE3x5ksg9wIfOue7Ah97X0kj+/P4a0lISuGWMNgaRY/vOmT0orazmUe2uF/Gcc8ucc62dcznOuRwCwyiGOOd2AK8D13urWYwASpxz2/3M2xCmzNpIWkoCl2mlHpFG1SWrGaf3zOI/8zZRXlXtd5wTFrIC+QiTRC4GnvSuPwlcEqrzyxct3LSHD1YVctv4rrRIVe+xHFvPtmmc378dT87J14oWEcbMngXmAj3NrMDMbj7K3d8GNgB5wKPANxshYkhtLznEO8t3cOUp2TTVXAuRRnfTmFyKD1Tw5pLI/Vu7sccgtwnqmdgBtDnSHSNtMkg4c87xx/dWk9ksiRs09liOw50TunOospp/TMvzO4ocB+fcVc65ds65ROdcR+fcY4fdnuOcK/auO+fc7c65rs65/s65Bf6kbjhPzd2Ec47rR+b4HUUkJo3plkn31s2YMnsjzkXmxiG+TdJzgXfsiO9apE0GCWez83Yxb8Nubj+9m3pT5Lh0a53G5UM78u+5m9iyu9TvOCLHdKiimmfnb+bsPm3Jzkj1O45ITDIzbhydy4pt+5i/sa4VJ8NfYxfIO2vX1/T+LWzk88ecmppA73H7Filcfaq2WZXjd9dZPTALjGEXCXevfLaVvaWVWtpNxGeXDu5AempixC751tgF8uvAJO/6JOC1Rj5/zHlj6TaWFJRw11k9SE7Qrnly/Nq1aMJNY3J5dfG2qFj8XaKXc47HZ2+kb/vmDM/N8DuOSExrkhTP1cM78f7KHRH5CWQol3mra5LI74CzzGwdMMH7WkLkUEU1v39nNf06NNdMbjkpt43vSnpqIr97Z7XfUUSOaFZeMesKD3Dj6FzMtLSbiN+uG9kZM+PJOfl+RzluoVzF4kuTRJxzu5xzZzrnujvnJjjnInNgSoR4bNYGtpWU8dPz+2gdUDkpLZok8q0zujMrr5gPV+30O45InabM2khmsyQuHBgVO2WLRLx2LZpwXv92PLdgCwfKq/yOc1y0k16UKtxXxj+nr+ecvm0Y0aWV33EkClw3ojNdspryyzdXRvTalhKdNhQdYNqaIq4d0VnDyUTCyI2jc9hfVsWLC7Yc+85hRAVylPrje2uorK7hR+f29juKRImkhDjuvaAP+btKmTIr3+84Il/wxJx8kuLjuObUzn5HEZEgQzq1ZFB2Ok/O3URNTeQs+aYCOQotyN/NCwsLuGlMLjmZTf2OI1HktJ6tmdC7DX/7aB0795X5HUcEgJJDlby4sIALB7YnKy3Z7zgicpgbR+ewsfggM9ZFzr4WKpCjTFV1DT99dTntW6TwnTO7+x1HotC9F/Shqsbx27dX+R1FBIDnP91CaUW1lnYTCVPn9mtHVloyT0TQkm8qkKPME3PyWb1jPz+7qC+pSdoURBpep1apfH1cF15dvI3ZecV+x5EYV13jeHJuPsNzMujXoYXfcUSkDkkJcVx7amdmrC1ifdEBv+PUiwrkKLKjpIz7p67ljF6tObvPEXfxFjlpt5/ejdzMpvz4lWWUVWrCnvjng1U7KdhzSL3HImHu6lM7kRhvPBUhS76pQI4Szjn+77XlVNU4fn5hX60BKiGVkhjPry/tx6ZdpTzw4Tq/40gMe3JOPu1bpHCWOgVEwlpWWjIXDmjPiwsL2FdW6XecY1KBHCXeWLqdqSt3cvfZPejUKtXvOBIDRnXN5KtDO/LIzA2s2r7P7zgSg9bs2M+c9bu4bmQOCfH6dSYS7iaNyuFgRTUvLijwO8oxqUWJArsOlPPz11cwMDudm8d08TuOxJAfn9ebFk0S+cGLS6msrvE7jsSYJ+bkk5wQx5WnZPsdRUTqYWB2OkM6pfPk3PywX/JNBXIUuPf1FRwoq+JPlw8gXjvmSSNq2TSJX13Sj2VbS/jHtDy/40gMKSmt5JXPCrhkUAdaNk3yO46I1NMNo3PZtKuU6WsL/Y5yVCqQI9ybS7fx1tLtfGdCd7q3SfM7jsSgc/u345JB7fn7R3ksKyjxO47EiOcWbKassoZJo3L8jiIix+Hcfm1p0zyZx8N8yTcVyBFs695D/PjlZQzKTmfyOA2tEP/84qJ+ZDZL5q7nF2tVCwm56hrHk3M2MTw3gz7tm/sdR0SOQ2J8YMm3j9cVk1e43+84R6QCOUJV1zi++9xiqmscf71yEImaoCI+apGayO8vH0Be4QF+985qv+NIlPtg1U627j3Ejeo9FolIV53aiaT4OJ6cs8nvKEekqipCPTRjPZ9s3M0vLu5H51baTlr8N75HFjeOzuGJOfm8t2KH33EkimlpN5HIltksmQsHtuelRQWUHArPJd9UIEegBfm7uX/qWs4f0I7LhnTwO47I5+45txf9O7Tg+y8soWBPqd9xJAppaTeR6HDDqBxKK6p5YcEWv6PUSa1LhCk+UM7tzyyiQ8sm/ObS/toQRMJKckI8f796MDUOvv3sZ1r6TRqclnYTiQ79O7ZgWOeWPDV3E9VhuOSbCuQIUl3j+Pazn7G3tJIHrxlKiyaJfkcS+ZLOrZry26/0Z9Hmvfzm7VV+x5EooqXdRKLLDaNz2Ly7lGmrw2/JNxXIEeS+qWuYs34Xv7qkn2ZuS1i7cGB7bhqdy+Oz83lpYfjvmCSRQUu7iUSXc/q2pW3zFJ6Yk+93lC9RgRwhXlu8lX9MW89Vw7P56jB9tCjh78fn9WJU11b86JVlLC3Y63cciXC1S7udqqXdRKJGYnwc143szKy8YtbtDK8l31QgR4DPNu/h+y8uZXhuBr+4qJ/fcUTqJSE+jr9fPYSsZsl8/d8L2bmvzO9IEsFql3a7Qb3HIlHlylOySUqIC7teZBXIYW7b3kPc+tRC2jRP5qFrh5KUoG+ZRI6Mpkk8cv1Q9h2q5KYnPuVgeZXfkSRCaWk3kejUqlkyFw9sz8uLtlJSGj5LvqnaCmMlpZXc+PinlFVWM2XSKWRoUopEoL7tW/D3a4awesd+7nhmEVVa2UKOk5Z2E4luk0blcKiymufDaMk3tTRhqqyymlue+pSNxQd5+LqhdG+T5nckkRN2es/W/PLifkxbU8T/vbYc58JvSR8JX1raTSS69evQguE5GTw5Nz9slnxTgRyGqqpruOOZRSzYtIf7vzaI0d0y/Y4kctKuPrUTt5/elWfnb+F376xWkSz1sre0Qku7icSAG0fnULDnEB+u2ul3FEAFctiprnF874UlfLCqkP93UV/OH9DO70giDeZ7Z/fkuhGdeXjmBv4xLc/vOBIBnl+wRUu7icSAs/q0oX2L8FnyTQVyGKmucXz/xSW8ungb3z+nJ9eNzPE7kkiDMjN+cVFfvjK4A396fy3/+niD35EkjGlpN5HYkRAfx3Ujc5izfhdrdvi/5JsK5DBRU+O456WlvLxoK3ef1YPbT+/mdySRkIiLM/5w+QDO69+WX721iodmrPc7UtQxsylmVmhmy4OO/dHMVpvZUjN7xczSg277kZnlmdkaMzvHl9B10NJuIrHlylOySQ6TJd9UIIeByuoa7np+MS8sLOA7Z3bnW2d29zuSSEglxMfxwJWDuXBge373zmoe+HCd35GizRPAxMOOTQX6OecGAGuBHwGYWR/gSqCv95h/mll840U9Mi3tJhJbWjZN4tLBHXjlswL2llb4mkUFss/KKqu57d8LeW3xNn4wsSd3ndXD70gijSIhPo6/fG0QXxnSgfumruU3b6+iJkxmL0c659xMYPdhx953ztUuRD0P6Ohdvxj4r3Ou3Dm3EcgDhjda2CPQ0m4isWnSqBzKKmt47lN/l3xTq+OjvaUVXD9lPh+tKeRXl/Tjm6dpWIXElvg440+XD+T6kZ15ZOYGvvv8YiqqtE5yI7gJeMe73gEI/k1U4B37EjObbGYLzGxBUVFRSANqaTeR2NS7XXNGdMngqbmbfF03XwWyTzYUHeDSf85h8ea9/PXKwVw7orPfkUR8ERcXmLj3/XN68uribdz0xKfsKwuf3ZSijZn9BKgCnj7exzrnHnHODXPODcvKymr4cB4t7SYS224YlcvWvYf4YFWhbxlUIPtgzvpiLv3nHEoOVfLMrady0cD2fkcS8ZWZcfvp3fjj5QOYt2EXl/xjNuuLDvgdK+qY2Q3ABcA17n8LUW8FgrtpO3rHfKOl3URi24TeremQ3oQn5mz0LYMK5Eb23/mbuf6x+bROS+a120czLCfD70giYeOrw7L5zy2nsre0kkv+MZtpa/zrPYg2ZjYR+AFwkXOuNOim14ErzSzZzHKB7sB8PzKClnYTkcAcletHdmbeht2s2r7PlwwqkBtJWWU1P3p5Kfe8vIxR3TJ56ZujyM5I9TuWSNgZ0aUVr98xmuyWqdz0xKc8OH29dt07Tmb2LDAX6GlmBWZ2M/B3IA2YamaLzewhAOfcCuB5YCXwLnC7c67ap+ifL+124+gcvyKISBj42inZpCTG8aRPS74l+HLWGLOh6ADffHoRq3fs5xundeXus3poVrbIUXRsmcqL3xjJ919cyu/fXc2izXv4w2UDNB61npxzV9Vx+LGj3P/XwK9Dl6j+apd2m9BbS7uJxLL01CQuHdyRlxcV8MOJvRq9/felSjOzfDNb5vViLPAjQ2N5fck2LvzbLHbuK+PxG0/hhxN7qTgWqYfUpAT+ftVgfnp+b6avKeTcv37MvA27/I4lIaSl3UQk2A2jciivquG/Piz55mcLdLpzbpBzbpiPGUKm5FAldz+/hG8/+xm92jXnrW+P5fSerf2OJRJRzIxbxnbhlW+OpklSPFc9Oo/73l/j69I/Ejpa2k1EgvVsm8aorq3499z8Rm/39Sd6CMxcW8TEv8zk1cVbueP0bvx38gjapzfxO5ZIxOrXoQVvfmsMlw/pyAMf5XHZg3NYs2O/37GkAWlpNxGpyw2jcthWUsbUlTsb9bx+FcgOeN/MFprZ5Lru0JgL0jeUA+VV/OSVZVw/ZT5NkxN4+Ruj+N45PUnUR4UiJ61pcgJ//OpA/nH1ELbsOcQFf/uYBz5cR6V6k6OClnYTkbqc2bsNHVs24fFGnqznV+U2xjk3BDgXuN3Mxh1+h8ZakL4hOOd4d/kOzrpvBs/M38zkcV1481tjGJid7nc0kahz/oB2TL1rHBP7teO+qWu56O+zWb61xO9YchK0tJuIHEl8nDFpZA7zN+5mxbbGa+t9KZCdc1u9fwuBV4DhfuRoCFt2l3LLkwu47T8LadEkkRdvG8WPz+tNSmK839FEolarZsn87arBPHzdUIoPlHPR32fxs9eWU3JIO/BFIi3tJiJHc8WwbJokxjfqkm+NXiCbWVMzS6u9DpwNLG/sHCersrqGB6ev56z7ZzB3wy5+en5v3vzWGIZ2bul3NJGYcU7ftnzw3fFcO6Iz/563iTP/PJ2XFhZo3eQI88RsLe0mIkfWIjWRS4d04LXF29hzsKJRzulHD3IbYJaZLSGwW9Nbzrl3fchxwj5eV8T5D3zM799dzfgeWXzw3fHcMraLliUS8UGLJon8v4v78fodY+jYMpW7X1jCFQ/P9W33JTk+a3bsZ+4GLe0mIkc3aWTjLvnW6BuFOOc2AAMb+7wNIa/wAL9+ayXT1hTRKSOVxyYN40z1eIiEhX4dWvDyN0bxwsIt/O6d1Vzwt1lcPbwTd53VgwytihC2tLSbiNRHz7ZpjOwSWPLt1rG5If+DWn+u18OegxX87LXlnPOXmSzI38OPz+vF1O+OU3EsEmbi4oyvndKJad87jauHd+KZ+ZsZ/8dpPDJzPeVVvu2eLEdQu7TbpYO1tJuIHNskb8m3D1aFfsk3bTV9FBVVNTw1N58HPlzHgfIqrj61E3dN6EGrZsl+RxORo0hPTeKXl/Tj+pGd+c3bq/jN26v5z7zN/OjcXkzs1xYz8zuioKXdROT4TOjdmg7pTXhiTj4T+7UL6bnUg1wH5xzvr9jBOX+Zya/eWsXA7HTevXMcv7qkv4pjkQjSvU0aj984nKduGk6TxHi+8fQirnh4Lku27PU7WswLXtqtdzst7SYix5YQH8d1Izszb8NuVu8I7TwTFciHWbltH9f86xMm/3shcQaP33AKT900nB5t0vyOJiInaFyPLN769hh++5X+bCw+yMX/mM1dzy1m295DfkeLWVraTUROxNeGZZOcEBfyJd80xMJTuL+MP7+3lucXbqFFk0R+cVFfrj61k3bBE4kSCfFxXDW8ExcMaMdDM9bz6McbeWf5diaP7cLXx3elabKaw8b0xOx8OqQ30dJuInJcWjZN4pJBHXjls638cGIv0lNDM38h5qu/sspq/v7ROk7743Re/qyAm0fnMuN7pzNpVI6KY5EolJaSyPfP6cVHd4/n7D5teeCjPE7/03SeX7CF6hqtn9wYapd2u3ZEZy3tJiLHbdKoHMoqa3h+QeiWfIvZlqmmxvHqZ1s540/T+dP7axnXPYupd43npxf0oUVqot/xRCTEOrZM5YGrBvPyN0fRsWUTfvDiUi782yzmrC/2O1rU09JuInIy+rRvzvDcDJ6auylkHRsxWSAvyN/NpQ/O4c7nFpPRLIn/Th7BQ9cNJSezqd/RRKSRDenUkpe+MYq/XTWYkkOVXP3oJ9zy5AI2FB3wO1pU0tJuItIQbhiVQ8GeQ3wYoiXfYmrQ3da9h/jNW6t4a9l22jRP5s9fHcilgzsQF6cln0RimZlx4cD2nNWnDVNmb+Sf09Zz9v0zuW5kZ+6c0IMWTfSpUkPR0m4i0hDO7tOGdi1SeHJuPmf3bdvgzx8TBXJ5VTWPztzA36flAXDnhO5MHteF1KSYePkiUk8pifF887RufHVoNvdNXcOTc/J5Y8k27jm3N1/RH9MnTUu7iUhDSYiP49oRnfnje2tYt3M/3Rt4tbGoH2IxfU0h59w/kz+9v5bTe7bmw7tP484JPVQci8gRZaUl89uvDOD1O8bQKSOV772whK8+PJcV20r8jhbRtLSbiDSkq4Z3Iikhjifn5jf4c0dtgbxldymTn1rADY9/SpwZT900nAevHUqH9CZ+RxORCNGvQwtevG0Uf7h8APnFB7nwb7P42WvLKTlU6Xe0iKSl3USkIWU0TeKige15aeHWBm+Xo7JArqyu4asPzeXjdcX8YGJP3rlzLON6ZPkdS0QiUFycccWwbD66+zSuG9GZf8/bxDefXuh3rIizdqeWdhORhnfDqBwOVVbz4sKCBn3eqBxnkBgfxx8uH0C31s1orx5jEWkALVIT+cXF/bjilGxqavxOE3m6ZDbloWuHcmpuht9RRCSK9OvQgr9eOYjTe7Vu0OeNygIZUI+xiIRE3/Yt/I4QkRLi45jYr+FnmouIXDyoQ4M/pz7nEhEREREJogJZRERERCSICmQRERERkSAqkEVEREREgqhAFhEREREJogJZRERERCSICmQRERERkSAqkEVEooyZTTGzQjNbHnQsw8ymmtk679+W3nEzswfMLM/MlprZEP+Si4iEBxXIIiLR5wlg4mHH7gE+dM51Bz70vgY4F+juXSYDDzZSRhGRsKUCWUQkyjjnZgK7Dzt8MfCkd/1J4JKg40+5gHlAupm1a5SgIiJhSgWyiEhsaOOc2+5d3wG08a53ALYE3a/AO/YlZjbZzBaY2YKioqLQJRUR8VmC3wHqY+HChcVmtukEHpoJFDd0nhOkLHULlyzhkgOU5UiiIUvnhg5yIpxzzszcCTzuEeARADMrUrvcYMIlByjLkShL3aIhS53tckQUyM65rBN5nJktcM4Na+g8J0JZ6hYuWcIlByjLkSjLSdtpZu2cc9u9IRSF3vGtQHbQ/Tp6x45K7XL05QBlORJlqVs0Z9EQCxGR2PA6MMm7Pgl4Lej49d5qFiOAkqChGCIiMSkiepBFRKT+zOxZ4DQg08wKgJ8BvwOeN7ObgU3AFd7d3wbOA/KAUuDGRg8sIhJmor1AfsTvAEGUpW7hkiVccoCyHImy1JNz7qoj3HRmHfd1wO2hTfQF4fTehUuWcMkBynIkylK3qM1igbZRRERERERAY5BFRERERL5ABbKIiIiISJCoKJDN7KtmtsLMasxs2GG3/cjM8sxsjZmdE3R8oncsz8zu+fKzNkiu58xssXfJN7PF3vEcMzsUdNtDoTj/YVl+bmZbg855XtBtdb5HIczyRzNbbWZLzewVM0v3jjf6++KdN+Q/C0c5d7aZTTOzld7P8He840f8foU4T76ZLfPOucA7lmFmU81snfdvyxBn6Bn0uheb2T4zu7Mx3xMzm2JmhWa2POhYne+Dt/rDA97Pz1IzGxKqXJFE7XK9sqhdPnIeX9pltclHzOFru+xLm+yci/gL0BvoCUwHhgUd7wMsAZKBXGA9EO9d1gNdgCTvPn1CnPHPwL3e9RxgeSO/Rz8HvlfH8TrfoxBnORtI8K7/Hvi9j+9Lo/8sHHb+dsAQ73oasNb7ntT5/WqEPPlA5mHH/gDc412/p/b71Yjfnx0EFnJvtPcEGAcMCf55PNL7QGAFiHcAA0YAnzT29y0cL2qX63V+tct1Z/GtXVabXO/vT6O2y360yVHRg+ycW+WcW1PHTRcD/3XOlTvnNhJYxmi4d8lzzm1wzlUA//XuGxJmZgSWVHo2VOc4CUd6j0LGOfe+c67K+3IegY0J/NKoPwuHc85td84t8q7vB1ZxhG1+fXQx8KR3/UngkkY895nAeufciezYdsKcczOB3YcdPtL7cDHwlAuYB6RbYCOOmKZ2+aSoXfapXVabXC+N3i770SZHRYF8FB2ALUFfF3jHjnQ8VMYCO51z64KO5ZrZZ2Y2w8zGhvDcwe7wPm6YEvSRTGO/F4e7icBferUa+33x+/V/zsxygMHAJ96hur5foeaA981soZlN9o61cf/bOGIH0KaRsgBcyRcLGD/ek1pHeh/C5mcoQqhd/iK1y1/m9+sH1CYfRbi0yyFtkyOmQDazD8xseR2XRuvtO4lcV/HFH6btQCfn3GDgu8AzZtY8xFkeBLoCg7zz//lkz3cSWWrv8xOgCnjaOxSS9yUSmFkz4CXgTufcPhr5+xVkjHNuCHAucLuZjQu+0QU+v2qUtSHNLAm4CHjBO+TXe/Iljfk+hDO1yyedRe1ymFKbXLdwbZdD8T5EzEYhzrkJJ/CwrUB20NcdvWMc5XiD5jKzBOArwNCgx5QD5d71hWa2HugBLDiRDPXNEpTpUeBN78ujvUchy2JmNwAXAGd6P9ghe1+OISSv/3iYWSKBhvhp59zLAM65nUG3B3+/Qso5t9X7t9DMXiHwUedOM2vnnNvufUxV2BhZCPxCWFT7Xvj1ngQ50vvg+8+QX9Qun3yWoExql//H1/9TapOPKpza5ZC2yRHTg3yCXgeuNLNkM8sFugPzgU+B7maW6/01dKV331CYAKx2zhXUHjCzLDOL96538XJtCNH5a88ZPP7mUqB2JuiR3qNQZpkI/AC4yDlXGnS80d8XGvdn4UvMzIDHgFXOufuCjh/p+xXKLE3NLK32OoFJO8sJvB+TvLtNAl4LdRbPF3r4/HhPDnOk9+F14HoLGAGUBH3sJ1+mdvl/51S7XDff2mW1yccUTu1yaNvkE5nZF24XAt+UAgJ/5e4E3gu67ScEZsOuAc4NOn4egdmp64GfhDDbE8Bthx27DFgBLAYWARc2wnv0b2AZsNT74Wl3rPcohFnyCIwPWuxdHvLrfWnMn4UjnHsMgY+Flga9H+cd7fsVwixdCMwWX+J9H37iHW8FfAisAz4AMhohS1NgF9Ai6FijvScEfgFsByq9tuXmI70PBGZK/8P7+VlG0IoNsXxRu1yvHGqXj5zHl3ZZbfJR8/jWLvvRJmuraRERERGRINE+xEJERERE5LioQBYRERERCaICWUREREQkiApkEREREZEgKpBFRERERIKoQJaYYGYH/M4gIiL/o3ZZwpkKZBERERGRICqQJWaZ2YVm9omZfWZmH5hZG+94lplNNbMVZvYvM9tkZpl+5xURiXZqlyVcqECWWDYLGOGcGwz8l8A2qwA/Az5yzvUFXgQ6+ZRPRCTWqF2WsJDgdwARH3UEnvP2kk8CNnrHxxDYJhfn3LtmtsenfCIisUbtsoQF9SBLLPsb8HfnXH/g60CKz3lERGKd2mUJCyqQJZa1ALZ61ycFHZ8NXAFgZmcDLRs5l4hIrFK7LGHBnHN+ZxAJOTOrAbYFHboPWA/cD+wBPgJOcc6dZmatgWeBNsBc4AIgxzlX3ripRUSil9plCWcqkEUOY2bJQLVzrsrMRgIPOucG+RxLRCRmqV2WxqZJeiJf1gl43szigArgVp/ziIjEOrXL0qjUgywiIiIiEkST9EREREREgqhAFhEREREJogJZRERERCSICmQRERERkSAqkEVEREREgvx/6KLOmQC7bFEAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "ax1.plot(lags, ac_fct_lif_critical)\n", @@ -1318,7 +1385,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "a9f2f809", "metadata": {}, "outputs": [], @@ -1371,7 +1438,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "f199fbe1", "metadata": {}, "outputs": [], @@ -1399,10 +1466,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "acfeb34d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "ax1.set_title('Small weights')\n", @@ -1476,12 +1569,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "d7d38f3d", "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "time_steps = np.arange(offset, num_steps, 1)\n", "\n", From 8edf07e7c72ef6f3772070f36f113bd115cca09b Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Fri, 2 Sep 2022 07:24:36 -0700 Subject: [PATCH 16/26] Move conversion math into separate script --- tutorials/end_to_end/convert_params.py | 257 ++++++++++++++++++ ...tory_inhibitory_network_higher_level.ipynb | 241 +--------------- 2 files changed, 263 insertions(+), 235 deletions(-) create mode 100644 tutorials/end_to_end/convert_params.py diff --git a/tutorials/end_to_end/convert_params.py b/tutorials/end_to_end/convert_params.py new file mode 100644 index 000000000..8c8a11a75 --- /dev/null +++ b/tutorials/end_to_end/convert_params.py @@ -0,0 +1,257 @@ +import numpy as np +import warnings +from scipy.optimize import fsolve +from scipy.special import zetac +from scipy.special import erf + + +# Method to convert parameters from rate to LIF +def convert_rate_to_lif_params(**kwargs): + '''Convert rate parameters to LIF parameters. + The mapping is based on A unified view on weakly correlated recurrent + network, Grytskyy et al. 2013 + + Parameters + ---------- + kwargs : dict + Parameter dictionary for rate network + + Returns + ------- + lif_network_dict : dict + Parameter dictionary for LIF network + ''' + # Fetch rate parameters + shape_exc = kwargs['shape_exc'] + dr_exc = kwargs['dr_exc'] + bias_exc = kwargs['bias_exc'] + + shape_inh = kwargs['shape_inh'] + dr_inh = kwargs['dr_inh'] + bias_inh = kwargs['bias_inh'] + + g_factor = kwargs['g_factor'] + q_factor = kwargs['q_factor'] + + weights = kwargs['weights'] + + num_neurons_exc = shape_exc + num_neurons_inh = shape_inh + + # ratio of excitatory to inhibitory neurons + gamma = float(num_neurons_exc) / float(num_neurons_inh) + + # assert that network is balanced + assert gamma * g_factor > 1, "Network not balanced, increase g_factor" + + # Set timescales of neurons + dv_exc = 1 * dr_exc # dynamics of membrane potential as fast as rate + du_exc = 7 * dr_exc # dynamics of current 7 times as fast as rate + + dv_inh = 1 * dr_inh # dynamics of membrane potential as fast as rate + du_inh = 7 * dr_inh # dynamics of current 7 times as fast as rate + + # set threshold to default value + vth_exc = 1 + vth_inh = 1 + + # Set biases + # First calculate relative biases for rate model + if bias_exc >= bias_inh: + rel_exc_inh_bias = bias_exc / bias_inh + rel_inh_exc_bias = 1 + else: + rel_inh_exc_bias = bias_inh / bias_exc + rel_exc_inh_bias = 1 + + # We then determine the the bias for the LIF network. + # We have to be careful not the reduce the bias since a too small bias + # results in inactivity + bias_exc = 1.5 * vth_exc * dv_exc * rel_exc_inh_bias + bias_inh = 1.5 * vth_inh * dv_inh * rel_inh_exc_bias + + # Get the mean excitatory weight + exc_weights = weights[:, :num_neurons_exc] + mean_exc_weight = np.mean(exc_weights) + + # Perform weight conversion + + # First determine approximately stationary firing rate in inhibition + # dominated regime. + # See Dynamic of Sparsely Connected Networks of Excitatory and + # Inhibitory Spiking Neurons, Brunel, 2000. + # We simplify the calculation by working with average acitivites + bias = (bias_exc / dv_exc + bias_inh / dv_inh) / 2 + rate = (bias - vth_exc) / (gamma * g_factor - 1) + + # Define auxiliary functions for weight conversion + def _mean_input(weight): + ''' + Calculate mean input to single neuron given mean exciatory weight + ''' + return num_neurons_exc * (1 - gamma * g_factor) * weight * rate + bias + + def _std_input(weight): + ''' + Calculate mean input to single neuron given mean exciatory weight + ''' + return num_neurons_exc * (1 + gamma * g_factor**2) * weight ** 2 * rate + + def _y_th(vth, mean, std): + ''' + Effective threshold, see Grytskyy et al. + + Parameters + ---------- + vth : float + Threshold of LIF neuron + mean : float + Mean input of neuron + std : float + Standard deviation of input + + Returns + ------- + yth : float + Effective threshold of neuron in network + ''' + y_th = (vth - mean) / std + y_th += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2 + + return y_th + + def _y_r(mean, std): + ''' + Effective reset, Grytskyy et al. + + Parameters + ---------- + vth : float + Threshold of LIF neuron + mean : float + Mean input of neuron + std : float + Standard deviation of input + + Returns + ------- + yr : float + Effective reset of neuron in network + ''' + y_r = (- 1 * mean) / std + y_r += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2 + + return y_r + + # Derivative of transfer function of LIF neuron + f = lambda y: np.exp(y**2) * (1 + erf(y)) + + def _alpha(vth, mean, std): + ''' + Auxiliary variable describing contribution of weights for weight + mapping given network state. + See Grytskyy et al. + + Parameters + ---------- + vth : float + Threshold of LIF neuron + mean : float + Mean input of neuron + std : float + Standard deviation of input + + Returns + ------- + val : float + Contribution of weight + ''' + val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) ** 2 + val *= 1 / std + val *= f(_y_th(vth, mean, std)) - f(_y_r(mean, std)) + + return val + + def _beta(vth, mean, std): + ''' + Auxiliary variable describing contribution of square of weights for + weight mapping given network state. + See Grytskyy et al. + + Parameters + ---------- + vth : float + Threshold of LIF neuron + mean : float + Mean input of neuron + std : float + Standard deviation of input + + Returns + ------- + val : float + Contribution of square of weights + ''' + val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) ** 2 + val *= 1/(2 * std ** 2) + val *= (f(_y_th(vth, mean, mean)) * (vth - mean) / std + - f(_y_r(mean, mean)) * (-1 * mean) / std) + + return val + + # Function describing mapping of rate to LIF weights problem about + # finding a zero + def func(weight): + ''' + Adapted from Grytskyy et al.. + ''' + alpha = _alpha(vth_exc, _mean_input(weight), _std_input(weight)) + beta = _beta(vth_exc, _mean_input(weight), _std_input(weight)) + + return mean_exc_weight - alpha * weight - beta * weight**2 + + # Solve for weights of LIF network retaining correlation structure of + # rate network + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', '', RuntimeWarning) + try: + mean_exc_weight_new = fsolve(func, mean_exc_weight)[0] + # Determine weight scaling factor + weight_scale = mean_exc_weight_new / mean_exc_weight + except Warning: + # Theory breaks done, most likely due to strong correlations + # induced by strong weights. Choose 1 as scaling factor. + weight_scale = 1 + + # Scale weights + if weight_scale > 0: + weights *= weight_scale + else: + print('Weigh scaling factor not positive: No weight scaling possible') + + # Single neuron paramters + # Bias_mant is set to make the neuron spike + lif_params_exc = { + "shape_exc": num_neurons_exc, + "vth_exc": vth_exc, + "du_exc": du_exc, + "dv_exc": dv_exc, + "bias_exc": bias_exc} + + lif_params_inh = { + "shape_inh": num_neurons_inh, + "vth_inh": vth_inh, + "du_inh": du_inh, + "dv_inh": dv_inh, + "bias_inh": bias_inh} + + # Parameters Paramters for E/I network + network_params_lif = {} + + network_params_lif.update(lif_params_exc) + network_params_lif.update(lif_params_inh) + network_params_lif['g_factor'] = g_factor + network_params_lif['q_factor'] = q_factor + network_params_lif['weights'] = weights + + return network_params_lif diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb index 78c4ca51f..14e72933a 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb @@ -703,9 +703,7 @@ "source": [ "from lava.proc.dense.process import Dense\n", "from lava.proc.lif.process import LIF\n", - "import warnings\n", - "from scipy.optimize import fsolve\n", - "from scipy.special import zetac\n", + "from convert_params import convert_rate_to_lif_params\n", "\n", "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", "@tag('lif_neurons')\n", @@ -716,7 +714,7 @@ " \n", " if convert:\n", " proc_params = proc.proc_params._parameters\n", - " lif_params = SubEINetworkModel.converter_rate_to_lif_params(**proc_params)\n", + " lif_params = SubEINetworkModel.convert_rate_to_lif_params(**proc_params)\n", " \n", " for key, val in lif_params.items():\n", " try:\n", @@ -794,7 +792,7 @@ " proc.vars.state.alias(self.lif.vars.v)\n", " \n", " @staticmethod\n", - " def converter_rate_to_lif_params(**kwargs):\n", + " def convert_rate_to_lif_params(**kwargs):\n", " '''Convert rate parameters to LIF parameters.\n", " The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013\n", " \n", @@ -807,236 +805,9 @@ " -------\n", " lif_network_dict : dict\n", " Parameter dictionary for LIF network\n", - " '''\n", - " \n", - " # Fetch rate parameters\n", - " shape_exc = kwargs['shape_exc']\n", - " dr_exc = kwargs['dr_exc']\n", - " bias_exc = kwargs['bias_exc']\n", - " \n", - " shape_inh = kwargs['shape_inh']\n", - " dr_inh = kwargs['dr_inh']\n", - " bias_inh = kwargs['bias_inh']\n", - " \n", - " g_factor = kwargs['g_factor']\n", - " q_factor = kwargs['q_factor']\n", - " \n", - " weights = kwargs['weights']\n", - " \n", - " num_neurons_exc = shape_exc\n", - " num_neurons_inh = shape_inh\n", - " \n", - " num_neurons_total = num_neurons_exc + num_neurons_inh\n", - " \n", - " # ratio of excitatory to inhibitory neurons\n", - " gamma = float(num_neurons_exc) / float(num_neurons_inh)\n", - " \n", - " # assert that network is balanced\n", - " assert gamma * g_factor > 1, \"Network not balanced, increase g_factor\"\n", - " \n", - " # Set timescales of neurons\n", - " dv_exc = 1 * dr_exc # dynamics of single singe neuron four times as fast as rate unit 1\n", - " du_exc = 7 * dr_exc # dynamics of current as fast as rate unit 5\n", - " \n", - " dv_inh = 1 * dr_inh # dynamics of single singe neuron four times as fast as rate unit\n", - " du_inh = 7 * dr_inh # dynamics of current as fast as rate unit\n", - "\n", - " # set threshold to default value\n", - " vth_exc = 1\n", - " vth_inh = 1\n", - " \n", - " # Set biases\n", - " # First calculate relative biases for rate model\n", - " if bias_exc >= bias_inh:\n", - " rel_exc_inh_bias = bias_exc / bias_inh\n", - " rel_inh_exc_bias = 1\n", - " else:\n", - " rel_inh_exc_bias = bias_inh / bias_exc\n", - " rel_exc_inh_bias = 1\n", - " \n", - " # We then determine the the bias for the LIF network.\n", - " # We have to be careful not the reduce the bias since a too small bias results in inactivity\n", - " bias_exc = 1.5 * vth_exc * dv_exc * rel_exc_inh_bias\n", - " bias_inh = 1.5 * vth_inh * dv_inh * rel_inh_exc_bias\n", - " \n", - " # Get the mean excitatory weight\n", - " exc_weights = weights[:, :num_neurons_exc]\n", - " mean_exc_weight = np.mean(exc_weights)\n", - " \n", - " # Perform weight conversion\n", - " \n", - " # First determine approximately stationary firing rate in inhibition dominate regime\n", - " # See Dynamic of Sparsely Connected Networks of Excitatory and Inhibitory Spiking Neurons, Brunel, 2000\n", - " # We simplify the calculation by working with average acitivites\n", - " bias = (bias_exc / dv_exc + bias_inh / dv_inh) / 2\n", - " rate = (bias - vth_exc) /(gamma * g_factor - 1)\n", - " \n", - " # Define auxiliary functions for weight conversion\n", - " def _mean_input(weight):\n", - " '''\n", - " Calculate mean input to single neuron given mean exciatory weight\n", - " '''\n", - " return num_neurons_exc * (1 - gamma * g_factor) * weight * rate + bias\n", - " \n", - " def _std_input(weight):\n", - " '''\n", - " Calculate mean input to single neuron given mean exciatory weight\n", - " '''\n", - " return num_neurons_exc * (1 + gamma * g_factor**2) * weight **2 * rate\n", - "\n", - " def _y_th(vth, mean, std):\n", - " '''\n", - " Effective threshold, see Grytskyy et al.\n", - " \n", - " Parameters\n", - " ----------\n", - " vth : float\n", - " Threshold of LIF neuron\n", - " mean : float\n", - " Mean input of neuron\n", - " std : float\n", - " Standard deviation of input\n", - " \n", - " Returns\n", - " -------\n", - " yth : float\n", - " Effective threshold of neuron in network\n", - " '''\n", - " \n", - " y_th = (vth - mean) / std\n", - " y_th += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2\n", - " \n", - " return y_th\n", - " \n", - " def _y_r(mean, std):\n", - " '''\n", - " Effective reset, Grytskyy et al.\n", - " \n", - " Parameters\n", - " ----------\n", - " vth : float\n", - " Threshold of LIF neuron\n", - " mean : float\n", - " Mean input of neuron\n", - " std : float\n", - " Standard deviation of input\n", - " \n", - " Returns\n", - " -------\n", - " yr : float\n", - " Effective reset of neuron in network\n", - " '''\n", - " y_r = (- 1 * mean) / std\n", - " y_r += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2\n", - " \n", - " return y_r\n", - " \n", - " # Derivative of transfer function of LIF neuron\n", - " f = lambda y : np.exp(y**2) * (1 + erf(y))\n", - " \n", - " def _alpha(vth, mean, std):\n", - " '''\n", - " Auxiliary variable describing contribution of weights for weight mapping given network state.\n", - " See Grytskyy et al.\n", - " \n", - " Parameters\n", - " ----------\n", - " vth : float\n", - " Threshold of LIF neuron\n", - " mean : float\n", - " Mean input of neuron\n", - " std : float\n", - " Standard deviation of input\n", - " \n", - " Returns\n", - " -------\n", - " val : float\n", - " Contribution of weight\n", - " '''\n", - " val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) **2\n", - " val *= 1 / std\n", - " val *= f(_y_th(vth, mean, std)) - f(_y_r(mean, std))\n", - " \n", - " return val\n", - " \n", - " def _beta(vth, mean, std):\n", - " '''\n", - " Auxiliary variable describing contribution of square of weights for weight mapping given network state.\n", - " See Grytskyy et al.\n", - " \n", - " Parameters\n", - " ----------\n", - " vth : float\n", - " Threshold of LIF neuron\n", - " mean : float\n", - " Mean input of neuron\n", - " std : float\n", - " Standard deviation of input\n", - " \n", - " Returns\n", - " -------\n", - " val : float\n", - " Contribution of square of weights\n", - " '''\n", - " val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) **2\n", - " val *= 1/(2 * std ** 2)\n", - " val *= (f(_y_th(vth, mean, mean)) * (vth - mean) / std \n", - " - f(_y_r(mean, mean)) * ( -1 * mean) / std)\n", - " \n", - " return val\n", - " \n", - " # Function describing mapping of rate to LIF weights problem about finding a zero\n", - " def func(weight):\n", - " '''\n", - " Adapted from Grytskyy et al..\n", - " '''\n", - " alpha = _alpha(vth_exc, _mean_input(weight), _std_input(weight))\n", - " beta = _beta(vth_exc, _mean_input(weight), _std_input(weight))\n", - " \n", - " return mean_exc_weight - alpha * weight - beta * weight**2\n", - "\n", - " # Solve for weights of LIF network retaining correlation structure of rate network\n", - " with warnings.catch_warnings():\n", - " warnings.filterwarnings('ignore', '', RuntimeWarning)\n", - " try:\n", - " mean_exc_weight_new = fsolve(func, mean_exc_weight)[0]\n", - " # Determine weight scaling factor\n", - " weight_scale = mean_exc_weight_new / mean_exc_weight\n", - " except Warning as w:\n", - " weight_scale = 1\n", - " \n", - " # Scale weights\n", - " if weight_scale > 0:\n", - " weights *= weight_scale\n", - " else: \n", - " print('Weigh scaling factor not positive: No weight scaling possible')\n", - " \n", - " # Single neuron paramters\n", - " # Bias_mant is set to make the neuron spike\n", - " lif_params_exc = {\n", - " \"shape_exc\": num_neurons_exc,\n", - " \"vth_exc\": vth_exc,\n", - " \"du_exc\": du_exc,\n", - " \"dv_exc\": dv_exc,\n", - " \"bias_exc\": bias_exc}\n", - "\n", - " lif_params_inh = {\n", - " \"shape_inh\": num_neurons_inh,\n", - " \"vth_inh\": vth_inh,\n", - " \"du_inh\": du_inh,\n", - " \"dv_inh\": dv_inh,\n", - " \"bias_inh\": bias_inh}\n", - " \n", - " # Parameters Paramters for E/I network\n", - " network_params_lif = {}\n", - "\n", - " network_params_lif.update(lif_params_exc)\n", - " network_params_lif.update(lif_params_inh)\n", - " network_params_lif['g_factor'] = g_factor\n", - " network_params_lif['q_factor'] = q_factor\n", - " network_params_lif['weights'] = weights\n", + " ''' \n", " \n", - " return network_params_lif" + " return convert_rate_to_lif_params(**kwargs)" ] }, { @@ -1208,7 +979,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 19, From d6df137db8fe8cc1e99cf557199230b50cac4fea Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Mon, 5 Sep 2022 05:54:59 -0700 Subject: [PATCH 17/26] Add experimental float2fixed conversion --- tutorials/end_to_end/convert_params.py | 6 +- ...tory_inhibitory_network_higher_level.ipynb | 561 +++++++++++++++--- 2 files changed, 500 insertions(+), 67 deletions(-) diff --git a/tutorials/end_to_end/convert_params.py b/tutorials/end_to_end/convert_params.py index 8c8a11a75..948051bd4 100644 --- a/tutorials/end_to_end/convert_params.py +++ b/tutorials/end_to_end/convert_params.py @@ -217,7 +217,7 @@ def func(weight): try: mean_exc_weight_new = fsolve(func, mean_exc_weight)[0] # Determine weight scaling factor - weight_scale = mean_exc_weight_new / mean_exc_weight + weight_scale = np.sqrt(mean_exc_weight_new / mean_exc_weight) except Warning: # Theory breaks done, most likely due to strong correlations # induced by strong weights. Choose 1 as scaling factor. @@ -229,6 +229,10 @@ def func(weight): else: print('Weigh scaling factor not positive: No weight scaling possible') + # Scale weights with integration time step + weights[:, :num_neurons_exc] *= du_exc + weights[:, num_neurons_exc:] *= du_inh + # Single neuron paramters # Bias_mant is set to make the neuron spike lif_params_exc = { diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb index 14e72933a..b34930502 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb @@ -121,6 +121,9 @@ " full_shape = shape_exc + shape_inh\n", " \n", " self.state = Var(shape=(full_shape,), init=0)\n", + " # Variable for possible alternative state\n", + " self.state_alt = Var(shape=(full_shape,), init=0)\n", + " # Biases provided to neuros\n", " self.bias_exc = Var(shape=(shape_exc,), init=bias_exc)\n", " self.bias_inh = Var(shape=(shape_inh,), init=bias_inh)\n", " self.weights = Var(shape=(full_shape, full_shape), init=weights)\n", @@ -128,13 +131,6 @@ " # Ports for receiving input or sending output\n", " self.inport = InPort(shape=(full_shape,))\n", " self.outport = OutPort(shape=(full_shape,))\n", - " \n", - " ## If weights are not provided construct balanced network from Gaussian distribution\n", - " #if weights is None:\n", - " # weights = EINetwork.generate_gaussian_weights(self.q_factor, self.g_factor, shape_exc, full_shape)\n", - " # self.proc_params.overwrite('weights', weights)\n", - " \n", - " #self.weights = Var(shape=(full_shape, full_shape), init=weights)\n", " \n", " @staticmethod \n", " def generate_gaussian_weights(q_factor, g_factor, shape_exc, full_shape):\n", @@ -143,7 +139,7 @@ " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", " '''\n", " # Set scaled standard deviation of recurrent weights\n", - " J = q_factor**2 / np.sqrt(full_shape)\n", + " J = q_factor**2 / (2 * np.sqrt(full_shape))\n", " weights = np.random.normal(0, J,\n", " (full_shape, full_shape))\n", " \n", @@ -236,6 +232,7 @@ " outport: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, float)\n", " inport: PyInPort = LavaPyType(PyInPort.VEC_DENSE, float) \n", " state : np.ndarray = LavaPyType(np.ndarray, float)\n", + " state_alt : np.ndarray = LavaPyType(np.ndarray, float)\n", " bias_exc : np.ndarray = LavaPyType(np.ndarray, float)\n", " bias_inh : np.ndarray = LavaPyType(np.ndarray, float)\n", " weights : np.ndarray = LavaPyType(np.ndarray, float)\n", @@ -272,12 +269,9 @@ " def scale_weights(self):\n", " '''Scale the weights with integration time step\n", " '''\n", - " exc_conns = np.full(self.weights.shape, True)\n", - " exc_conns[:, self.shape_exc:] = False # Set entries for inhibitory neurons to False\n", - " inh_conns = np.invert(exc_conns)\n", " \n", - " self.weights[exc_conns] *= self.dr_exc\n", - " self.weights[inh_conns] *= self.dr_inh\n", + " self.weights[:, self.shape_exc:] *= self.dr_exc\n", + " self.weights[:, :self.shape_exc] *= self.dr_inh\n", " self.proc.overwrite('weights', self.weights)\n", " \n", " self.weights_scaled = True\n", @@ -339,7 +333,7 @@ "np.random.seed(1234)\n", "\n", "# Dimensionality of network\n", - "dim = 400\n", + "dim = 300\n", "shape = (dim,)\n", "\n", "# We represented the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory\n", @@ -351,15 +345,15 @@ "params_exc = {\n", " \"shape_exc\": num_neurons_exc,\n", " \"dr_exc\": 0.01,\n", - " \"bias_exc\": 0.101}\n", + " \"bias_exc\": 0.075}\n", "\n", "params_inh = {\n", " \"shape_inh\": num_neurons_inh,\n", " \"dr_inh\": 0.01,\n", - " \"bias_inh\": 0.101}\n", + " \"bias_inh\": 0.075}\n", "\n", "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", - "g_factor = 5\n", + "g_factor = 4.5\n", "\n", "# Factor controlling the\n", "q_factor = 1\n", @@ -429,7 +423,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -594,15 +588,15 @@ "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Instantiating network and IO processes\n", - "network_balanced = EINetwork(**network_params_critical)\n", + "network_critical = EINetwork(**network_params_critical)\n", "state_monitor = Monitor()\n", "\n", - "state_monitor.probe(target=network_balanced.state, num_steps=num_steps)\n", + "state_monitor.probe(target=network_critical.state, num_steps=num_steps)\n", "\n", "# Run the network\n", - "network_balanced.run(run_cfg=rcfg, condition=run_cond)\n", - "states_critical = state_monitor.get_data()[network_balanced.name][network_balanced.state.name]\n", - "network_balanced.stop()" + "network_critical.run(run_cfg=rcfg, condition=run_cond)\n", + "states_critical = state_monitor.get_data()[network_critical.name][network_critical.state.name]\n", + "network_critical.stop()" ] }, { @@ -613,7 +607,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -649,7 +643,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -755,15 +749,8 @@ " bias_exp_full = np.array([bias_exp_exc] * shape_exc +\n", " [bias_exp_inh] * shape_inh)\n", " weights = proc.weights.get('value')\n", - " \n", - " # Scale the weights with integration time step\n", - " exc_conns = np.full(weights.shape, True)\n", - " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False\n", - " inh_conns = np.invert(exc_conns)\n", - " \n", - " weights[exc_conns] *= dv_exc\n", - " weights[inh_conns] *= dv_inh\n", - " \n", + " weight_exp = proc.proc_params.get('weight_exp', 0)\n", + "\n", " proc.weights = weights\n", " \n", " full_shape = shape_exc + shape_inh\n", @@ -776,8 +763,9 @@ " bias_mant=bias_mant_full,\n", " bias_exp=bias_exp_full)\n", "\n", - " \n", - " self.dense = Dense(weights=weights)\n", + " print(weight_exp)\n", + " self.dense = Dense(weights=weights,\n", + " weight_exp=weight_exp)\n", " \n", " \n", " # Recurrently connect neurons to E/I Network\n", @@ -788,10 +776,10 @@ " proc.inport.connect(self.lif.a_in)\n", " self.lif.s_out.connect(proc.outport)\n", " \n", - " # Alias vth with state\n", + " # Alias v with state and u with state_alt\n", " proc.vars.state.alias(self.lif.vars.v)\n", + " proc.vars.state_alt.alias(self.lif.vars.u)\n", " \n", - " @staticmethod\n", " def convert_rate_to_lif_params(**kwargs):\n", " '''Convert rate parameters to LIF parameters.\n", " The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013\n", @@ -823,7 +811,15 @@ "execution_count": 15, "id": "37865890", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], "source": [ "from lava.magma.core.run_conditions import RunSteps\n", "from lava.magma.core.run_configs import Loihi1SimCfg\n", @@ -853,20 +849,25 @@ "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "\n", "# Convert the rates\n", - "#lif_params_balanced = converter_parameters_rate_to_lif(**network_params_balanced)\n", "# Instantiating network and IO processes\n", - "#network_params_balanced['convert'] = True\n", - "network_balanced = EINetwork( **network_params_balanced, convert=True)\n", + "# network_params_balanced['convert'] = True\n", + "lif_network_balanced = EINetwork( **network_params_balanced, convert=True)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "monitor_v = Monitor()\n", + "monitor_u = Monitor()\n", "\n", - "network_balanced.outport.connect(outport_plug.a_in)\n", + "lif_network_balanced.outport.connect(outport_plug.a_in)\n", + "monitor_v.probe(target=lif_network_balanced.state, num_steps=num_steps)\n", + "monitor_u.probe(target=lif_network_balanced.state_alt, num_steps=num_steps)\n", "\n", - "network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", + "lif_network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", "spks_balanced = outport_plug.data.get()\n", + "data_v_balanced = monitor_v.get_data()[lif_network_balanced.name][lif_network_balanced.state.name]\n", + "data_u_balanced = monitor_u.get_data()[lif_network_balanced.name][lif_network_balanced.state_alt.name]\n", "\n", - "network_balanced.stop()" + "lif_network_balanced.stop()" ] }, { @@ -931,7 +932,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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grnPuNeAx4B9mthooJxCiACcB95iZB/ADtzjnyjtbFpEDVajZtL3FykEBKdJSrAH50+54cOfcm8CbLY7dFXa5Hrg0wu3+CfyzO8okciDZO0injYUCNEhHJKJYp3m8390FEZH4a5oH2WYfpGqQIpHEulj5JDObY2bVZtZoZr44TPMQkW5W3eAlM93Izoheg8zOSCMjzVSDFGkh1pV0HgSuBFYBucCNBFbBEZEkVl3f9k4eAGZGvvaEFGkl1oDEObcaSHfO+ZxzTwBndV+xRCQeatrZCzJEmyaLtBbrIJ3a4FSMBWb2GwIT9WMOVxFJjPY2Sw7pka0dPURaijXkvho893YC0zyGAF/urkKJSHzUNLbfxAqBUa5aKECkuVhrkOOAN4JLuf28G8sjInFUXe+lZ15Wu+flZ2dQqaXmRJqJtQZ5PvC5mf3DzM4LLvsmIkmuusFLQQw1yIIcNbGKtBRTQDrn/gcYBbxIYDTrGjN7tDsLJiJdV9Pga3ORgJD8LAWkSEsx1wSdcx4zewtwBKZ6fInAdA8RSVI1DbH2QWoUq0hLsS4UcLaZ/Z3APMgvA48CA7qxXCLSRc45qhs71sTqnNsHJRPZP8Rag7wGeB74mnOuoRvLIyJxUtvow7m2N0sOyc/OwO+gzuMjr42dP0RSSaxrsV5pZv2BM8wM4FPn3I5uLZmIdEllvQeAgpzMds8tDJ5TWedVQIoExdrEeinwKYGdNS4DZpvZJd1ZMBHpmrLqRgB657c/zaN3fiAgy2rUQCQSEutXxZ8Ax4VqjWbWF3gHeKm7CiYiXVNRGwjIPj1iCcjswG1qPN1aJpH9SazzINNaNKmWdeC2IpIA5TWBgCyKYaEA1SBFWou1BjnNzKYDzwV/v5wWGx2LSHIJNbH2iamJNVCDDIWqiLQTkGY2CujvnPuemV0MTAle9QnwTHcXTkQ6r6K2kTSDnrntD9LpmZuJGVQoIEWatFeD/D3wQwDn3MvAywBmdkTwuvO7sWwi0gVlNY0U5WWRlmbtnpueZhTlZVGmgBRp0l4/Yn/n3OKWB4PHhnVLiUQkLsqrG2MawRrSOz9LTawiYdoLyF5tXJcbx3KISJyV1zZS1JGAzFNAioRrLyDnmtlNLQ+a2Y3AvO4pkojEQ3lNY0wDdEJUgxRprr0+yG8C/zKzr7A3EMcDWcBF3VguEemiipoONrH2yGLuBgWkSEibAemc2w5MNrNTgcODh99wzr3X7SUTkU7z+x0VtR0MyLwsKmo9+P0upoE9Ige6WNdinQnM7OayiEic7K7z4HexLTMX0js/C5/fsafO06G+S5EDlVbDETkAhfoSOxKQoSXpymvVzCoCHdgwWUQSw+d3fLBqJzuqGhhQmMNJB/dt9zadCcjQknTlNY2MbP8h+O/nO9lWWU+/gmxOHN2XdDXLygFGASmSxKobvHzjufm8t2LvUsi/u/woLjpmcJu3Kw+uqdrRJlbYu0RdW17+rJRvv7Cw6ffTDunHH688Jqa9J0X2F2piFUlSq3dUc8lfPub9z3dy13ljef97pzBpRG9+8M/FzN9Y0eZty4O7cnQmICvaaWKdv7GCO19ezPEj+vD+907hrvPGMnPlDr78l49Zs7M65scTSXYKSJEk4pxjzc5qHpq5mvP+9AHbK+t57NrxXD9lOCV98vnzV8bRvzCbO6YuoNHrj3o/XalBtjUXssHr446pC+hfmM2fv3IsJX3yuX7KcB6/7ji2VdZz7h8/4KGZq1mzsxrnXMyPLZKMFJAiSeQ301dy2m/f5/7pK5k4vA/TvnkSp4zp13R97/wsfnHh4Wwsr+WZ2Rui3k9ZTSM9sjPIzkiP+bFzMtPJz0pvs4n1mVkb2Vheyy+/dESzka6njOnH9G+exMThfbg/+H/4zfSVMT+2SDJSQErK8fsdL87dxMR73+H/4vgh7vd3rcZUWlHLox+s5ZwjBvDB90/lyesn0L8wp9V5Jx/clxNG9eGP766isj7yBscVNY0U5be/i0dLRflZUZtY99R5+NN7q5gyqpiTRhe3ur5/YQ5PXj+BD75/KuccMYBHP1hLaUVth8sQrqvPabj/m76Sife+w4tzN8X1fuXApYCUlPPzfy/ley8toqLWwwtx+rB8fdEWDrlrGj99ZQnb9tR36j7+9O5qDOMn545lSO+8qOeZGT88+1Aqaj088eH6iOeU1TQ27fHYEX3yo+/o8feP1rO7zsOdZx+CWfQRq0N65/GTc8diGA++t7rDZQDYtqeen76yhEPvmsbri7Z06j7C+f2O5+duoqLWw/deWsTP/720y/cpBz4FpKSU6gYvL8wt5aJjBvHrLx/BjqoG5m/a3aX7rPf4uPeN5RTmZPLcpxv5wm//wz8+Wd+h4F2/q4aXPivlqolDOahX+/sAHD6oJ8eP6MOrCzdH7OurqO3YOqwhvfOzIu4J6Zzj1QWbOX5EHw4f1LPd+zmoVy5XThjCi/NK2VBWE/Pj+/2Opz5Zzxd++x+mztlIQU4m9725gnqPr0P/j5bmb6pgZ1UDv/7yEVx0zCBenFdKTYO3S/cpBz4FpKSUNxdtpc7j46vHl/CFQ/qTmW5MX7qtS/f55Mfr2bKnnj9eeTTvfecUxpUU8dNXl3LN45+ys6ohpvv447uryEgzbj1lZMyPe86RA1m7s4aV26uaHXfOsbmijv6FHa9B9i/MYfPuulahu2JbFWt31XDOEQNjvq/bTh1FRprxh3dXxXT+jqp6rnn8U+56dSnjSop499un8Mcrjmbz7jqe+mR9R/4brUxbso3MdOO0Q/tz9aQSaht9vLF4a5fuUw58CkhJKS/NK2VE33yOGdKLnrmZnDCqmOlLt3V6xGVVvYeHZq7m1DF9mTyymKF98njq+gnce9ERzFlfztl/+IClW/a0eR+rd1TzyoLNXHN8Cf0i9DlGc9ZhA0izQOiH21nVQEWth4P7F3T4/3Nw/wLKaxrZWd082N9cvJU0g7MOHxDzffUrzOGrk0p4Zf5mVu9oe/rH0i17OOcPHzJ3Qzn3XnQET10/gaF98pg8qphTxvTlwfdWUxWlv7U9zjmmL93OlFHFFOZkcuzQXowozueleaWduj9JHQpI6VZV9R5mLNvO72Z83qGtlP747iom3vsOh/z0LW59Zl6n+/XCrd9Vw6fry7lk3OCmPrSzDhvAhrJaVmyraufWkb23YgeV9V5uPXVU0zEz46qJQ3nt9imA4743V7R5H79/53NyMtO55eTYa48AfQuymTC8N28s3tos4EP/l0MGFHbo/gAOGRgI1ZVhz4dzjjcWb2Xi8D4U9+hYrfSWU0aSk5nebi3y3jeXA45Xb5vCVROHNuvjvO3UUVTWe5m5cmeHHjtk+dYqNpbXNoW7mfHlcYP5dF15h5p/o9m2p56vPz2PQ376FhPvfYc/xlhjhsCUmt/N+JwZy7Z3+guAdB8FZAf4/Y53l2/X/K4w9R4f05Zs4+5Xl3DFI5/wq7dWMGttGR6fn2lLtnHCr97jpqfm8od3V/G/byyP6T7X7arh9+98TknvfC4+djDvLt/B6Q+8z4Iu9hU+8dE60tOMi44Z1HTs1EMCUyhmrS3r1H2+s3wHxT2yOHZoUavrxgwo4KYTR/Dh6l0sKt0d8fafbazgjcVbuW7yMPp0MHwAzj1iIGt21vD59r01tJVNAdnxGmQoVMMD8vPt1azdWcM5R8bevBpS3CObaycP4/VFW/gsyuIGCzft5qPVZdx80gjGRCjzsUOL6JOfxTvLtnf48QFmrwv8bcOny1x87CDS04wnPlrfqfsMmb+xgtMfeJ/3Vuzg4mMHU9I7n9+/8znrd8UWvL98Yxl/eHcVNz01lxN+9R7TlmzD4/Mza20Z9721nCse+YS7X13CtCXbutwPeyBxLvBZ3N2jkRWQHfDawi3c8ORc7pi6IOW/7TV4fdzz72WM/+U73PL0PF6YW0pVvZdHP1jLFY/M4uifv80tT89jWHE+z940kZtOHM4/PyuN+iEZ7qGZq8lMT+PBrxzDvRcdwdvfOonCnAy+++JCGryd+5BYt6uGZ2Zv5IrjhjCw595BMP0KssnPSmdDWcenIzR6/fxn5Q6+cEi/qOuQXjVxKIU5Gfx55ppW19U2evnOCws5qGcuX+9A32O4Mw8L1Ipmrty7FN3ybZX0K8ju1I4cvfOz6FuQzfKtewMytMzdmWP7d6qMt54ykoN65vLdFxZS19j67/fn/6ymMCeDqyaWRLx9eprxhUP6MXPlDjy+6IsjRLOhrJYe2Rn0K9j7BWRgz1wuP24IT8/aEHOYtVTv8fHdFxdSmJPBjG+dzL0XHcGDXzmGzPQ0HprZ/ujdeRsqePmzzdx80gievWkiw4rzueXpeRz987e54pFZPPbBOqrqA4PKbnl6HuN/+Q73/HtZp98DB4qqeg/fmLqAG56cy2sLuz7CuS0JDUgzO8vMVprZajO7M8L12Wb2fPD62WY2LOy6HwaPrzSzL+6L8p5/1EF898yDeX3RFi7688cpOwpu2556LvvrLB7/aB1nju3P0zdMZNHPzuSNb5zI/LvO4OGrx3HB0YP41ukH89Itk5k8sphvnn4w/Quz+dlrS9v81repvJZ/zd/MVROH0q8g0B9X0iefey8+gtU7qvnTu52bNnD/9BVkZaRxx+mjmx03M0r65HeqqW3O+nKq6r2cfmj04CjIyeSa44cxfdk2lmze2xfpnOOXbyxn3a4a7r/0SApyOj5nEQKDasb0L+DDVbuajq3cVhWxJharQwYUsHJ7ZdPvH67eySEDCiLOyYxFQU4m9196JGt31fDLN5Y1a4FZsnkPby/bzrWTh9GjjXVcTx/bn6p6L3PWlXf48deX1VDSJ6/V1JRvnj6arIw07u/kXNg/vbeKNTtruO/LRzK0T2BaTr+CHK6cMJR/zd/MpvLoX7r8fsfP/700sCrSaaOZPLKYl26ZzDdPH80FRw/i4avHMf+uM3jjGyey6Gdn8vQNEzlzbH8e/2gdl/91Vly6HPZHNQ1eLvrzx7y5eCvf++IYLjjqoG59vIQFpJmlAw8BZwNjgSvNbGyL024AKpxzo4DfAb8O3nYscAVwGHAW8Ofg/XWr9DTj9i+M5on/mcDqHdX89u3Pu/XxKmoauWPqfG59Zh6vLdyCLwkmN++sauCKRz5h9fYqHr56HA9cfjRTRheTmR54KRXkZHLW4QO47+IjuCP4AQSQn53Bd88cw6LSPXy8Jnpz5mMfriPdjK+d1LxGdcqYflwybjB/eX8Ns6M0h0aqnQBMW7KVNxdv4+aTRjSFbrhhxXmdqkHOWLad7Iw0pkSYNB/uhinDKe6RzbeeX0Bdo496j49vPb+AZ2dv5KYThzN5ZNu3b8+U0cV8ur6ceo8Pr8/Pqh3VHDqw4/2PIYcMKGDV9mp8fkddo4856yuYMqprZZw8spibThzOM7M38u0XFlLv8VHX6OObzy+gb49srj9heJu3P3F0MdkZabzdiWbWDWW1DOuT3+p4v4IcbjpxBG8s3sq0JZFHMkd7Tc1eW8bD76/l0nGDObnF7iq3nDySNDMe+3Bd1DJ9tGYXi0r38N0zxzQt8J6VkcY3Tz+Y+y4+grMOH9D0pSkzPfAae+Dyo3n46mNZtb2KKx75hF3VsY2Q7k4+v+O1hVu49Zl53DF1fsQpQvH0f2+vZPWOah6/7jhuO3VUt2/sncga5ARgtXNurXOuEZgKXNjinAuBJ4OXXwJOs8DXwAuBqc65BufcOmB18P72iZMP7svVk4byxMfr2l00urNW76jiwoc+4q0l25izvoJvPDe/0990O2NDWQ1vL93G2p3VTTW+XdUNXPfEp2yvbOCpGyZ2aEQjBGrgPXMzmTpnY8TrG7w+XlmwmTMO68+Anq2D7O7zx1LSO4/bnp3P9sq936AbvX5++PIiDr1rGhc++CHPzN7QtMLM7LVlfGPqAo4Z2qtV6IaU9MlnU0Ut3g423727IjAyMi+r7R0sivKzeOCyo1i1o5qrH5vNyffP5JUFW/jumQfzo3MO7dBjRjJldDGNXj+fritnfVktjV4/YzoxgjVkzIBCGrx+1pcFBjU1ev3tfgmIxY/OOZTvnHEw/5q/mZPvn8nVj81m9Y5qHrjs6Habg/OyMpgyqrjZriax8Pr8bCqvpaRP5IUXbjl5JEcP6cU3ps5v+uJVWe/h6VkbuPDBDzn0rmn88OVFzda93banntue/YyS3nncdX7L7/QwoGcOZ4ztz6sLNkddL3fqnE30ysvk/A7WgM46fCBP3TCBbZX1XPv4p00h6fc71u6s5u2l29jYiS97nXX/9JV847n5zFlfwVuLt3HhQx+xekfnBry157ONFfz94/V8dVJJqy8l3SWRe9MMAjaF/V4KTIx2jnPOa2Z7gD7B47Na3HYQ+9APzjqEd5fv4DsvLOSV20+gsJNNZJHUNfq48cm51DZ6mXrzJI4e3Ivv/3MRf/tgLRccdRBjD+p87SAWn6wp48Yn51AT/PZ8UM8cjh9ZzLQlW2n0+fnbNeMZV9J6UEp7cjLTueiYQTw7e2NwKbTmH4ozV+xgd62HS8ZF3sqpICeTv351HBc+9BHX/30Oj193HB6fnzumLmDehgouPnYQy7ZU8uN/LeEXry+jd14WW/bUM7JvPo9fexy5WZEbGYb1ycPjc2zdU9/mCjbhdlY1sKm8jmsmDYvp/BNH9+Xrp4zk0Q/WcvLB/fjtpcPiEjoAE4f3Jis9jQ9X7+Kowb0AutzECoGm2vkbK8hKT2Pi8D5dLqeZ8f9OG80xQ4v4+8fr+c/KHdx6ysiYn4eJI3rz7ood7KpuiHk07Zbd9Xj9LmINEiA3K50nrjuOSx7+mMsfmcVBPXMor22k3uPnkAEFXHzsIJ77dBOrtlfz+yuOJjM9jRuenENdo4/nbpoUtWn8knGDeWPxVt5bsaPVF8mKmkZmLN3OVROHkpPZ8YavcSW9+cvV47j5qbmc/JuZnHX4QD5Zs4stwWbXHtkZPHrteCaN6PrfrC1Lt+zhbx+s5ZJxg/nNl49k/qbdfO0fc7nxybm8dcdJUd9vnVFZ7+E7LyxkQGEO3z9rTNzutz0H/OZtZnYzcDPA0KFD43a/BTmZ/P7yo7nq0dl894WFPHz1uKbq/u7aRmYs287uWg/jhhVx5KCeZKTHXln/zfQVrC+r5bmbJjWNjvzJuYcyc8UOfvjyIl6+9YRu25z2v5/v5Man5lLSO4+fX3gYm8prmb50O/9euIXTx/bj22eMYVS/Hp2+/8uPG8LfP17PKws28z8tmtVemldK/8JsThod/dvh6P4FPPSVY7ntmc84708fUt/ow+8cD151DOcdeRDOORaV7uGleaXsqfNwyMACLhk3uM0aytDegQ/P9WU1MQfk4s27AThycPuryoR8/4tj+Obpozu0gHgs8rIyGFdSxHsrdrC9sp70NOvS32hUvx6kGUxfuo2lWyoZP6worh92U0YXM2V0MQ1eH1kdeF8cGQz/xaV7mkYft2d9sG95aJQaJARq+M/dPImX5pWyYmsVPXMzuWTcYI4c3BMz49Qx/bjzn4s4+/cfkJOVTk2Dl4e+ciyj26ilnzi6mH4F2bw0r7RVQP5r/mYafX4uP25ITP+HSE4d04+37jiJB2as5N8LtzBldDF3nD6aIb3zuPvVpVz7+Kc8eu14TmzjvdQVPr/jhy8vpigvk5+ceyhpaca4kiL+dOWxXPm3Wdw/fWXE2nU0Xp+fRZv3MG99Bb3yMjljbH96BTfw9vsd33lhIZvKa3nmxomd7q/vjEQG5GYg/BUyOHgs0jmlZpYB9ATKYrwtAM65R4BHAMaPHx/XTryJI/rwo3MO5RevL+OKv83ixFHFzNlQwcerd+EN6y88qGcOXz1+GNdOLmm3Oe6j1bv4+8frufb4Eo4fufcbYK+8LH587qF8+4WFzFi2jbMOj23I/dz15Uxbso1Fm/cwdmAh5x45kOOG9Y547rItlXz96XmM7NuDZ2+cGAiVkXD5cUNxzrW5/masDh1YyJGDe/L0rA18dVJJ0xeHnVUNzFy5k5tOHNFu+J86ph8v3zqZrz/9GSP75nP/JUc1BZuZcdSQXhw1pFfMZRpWHLjthrJaThzdzslBi0r3YAaHxbDsWoiZxT0cQ046uC+/nraC1TuqOX5En07VTEJyMtOZOLwPry4IjBD88rFtb87cWR19Lg47qBCzwHMfa0BuCA6UiVaDDOlXkMOtp4yKeN35Rx3E0UN68b2XFrK9soF/3DCh3TmmGelpXHTsIB79YB07qxroGxxB6/X5eWb2Bo4a3LNL/cQQ+CLz56+Ma/XefOFrx3PVo7P5+tOf8eItx0d9nDnry3lj0VaWba3kyEE9OevwAYyP8tnQ0ttLt7GodA+/u/yopiADOH5kH645voQnPl7H6Yf2Y3I7fde1jV6e/HgD//hkfVMNGCAjzZg8qpjjSor4YPUuPl1Xzl3njWViN9eKW7JEzekLBt7nwGkEwm0OcJVzbmnYObcBRzjnbjGzK4CLnXOXmdlhwLME+h0PAt4FRjvn2hz/PH78eDd37ty4/j+cczzy37W8MHcTa3bWMLR3HuccMZBzjhjAwJ65fLK2jKmfbuTjNWWM6V/Aw18dx/DiyG/WxaV7uPJvsxjQM4fXbj+hVZj6/I6TfjOTQUW5vPC149st12MfruN/31xOZnoaY/oX8Pn2Khq8fn5zyZFcNr75t9dN5bVc+vAnmMErt53Q6RGLsZi2ZBu3PD2Pn543lhumBGqR35w6n38v2sqMb53EiL6x1X7iFdp+v+PQu6ZxzfEl/Pjc2L71Xv/3OWwsr+Wdb5/c5cePh5oGLzNX7uCQAYWMKM7v8uAFv9+xdlcNK7ZVcuqYfk0DSRLttN/+h2F98nnsuuNiOv+Xry/j6dkbWPbzs+IyoKMjr7k1O6s583f/5YKjDuJ3lx8NwKMfrOWXbyzn4avHdbgPvyO27annSw99hFkgMFu2jLwwZxPf/+cisjPSOLh/ASu3V+Hx+fnJuXvfk2257OFP2LKnjve/d2qrL7Q1DV4ufOgjtu+p57mbJ0Vdu3fdrhq+9o+5fL69mskj+3DFhKEcP6IPW/fU8cbirby1eBsby2sZ2Tefy8YP4eaTRsTl/d6Smc1zzo2PeKVzLmE/wDkEQnIN8OPgsXuAC4KXc4AXCQzC+RQYEXbbHwdvtxI4O5bHGzdunOtOZdUNzu/3R7zu/ZU73FE/n+4Ov3ua+2jVzlbXz9tQ7o655203+b533ZbdtVEf46/vr3YlP3jdLdm8u82y3Pfmclfyg9fd156a62oaPM4552oaPO7qR2e5UT96w81eW9Z07tLNe9z4X85wR/5sulu6eU8s/9Uu8fv97prHZrvD7prmtu6uc6/ML3UlP3jd/eGdz7v9saM544H/uBufnBPTuX6/3437xQz3refnd2+hpJVvTZ3vxv9yRtT3WUs3/H2OO/OB97u5VNH9fsbnruQHr7tXF2x2W3fXucPumuaufXx2zOXviqWb97gjfzbdHffLGW7Zlr3v61lrdrlRP3rDXf3orKbPhup6j/vaU3NdyQ9ed/e9ubzN+11cutuV/OB198j7a6Kes2V3rZt837vumHvedvM2lLe6/qNVO93hd09zR/98unt/5Y6I9+H3+11ZdUMs/9UuAea6KJmRsBpkInRHDbIjNpXXcsOTc1i/q5b7Lg7sKuD1O56dvYH/fXM5A3vm8tT1ExgWpYYJsKfWw6T73uW8Iwdy/6VHRTznkf+u4d43V/CViUP5xYWHN/vmvKfWw0V/+SjYnFiMc4FBOX16ZPHU9RPa7FeJp/W7ajjzd/+lMThydFxJEc/fPKlDfbXxdNNTcwMjd7/Vfo1wy+46Jv/qPX52/liua2d6gsTXEx+t4+f/XsYnP/xCswUfojnjgfcZXpzPI9dEriB0N6/Pz2V//YTPNu4GAlM5ZnzrJEraafKNl8+3V3HNY59SXtPI8SP7YAYfrNpFSZ88/nXrCfTM3duf5/M77np1Cc/M3siPzzmUm04aEfE+v/viQt5cvJVPfnhas9u3tG5XDdc8Ppvtexr40TmHcNXEEtLTjFfmb+bOlxcxvDifx649LuZ+/+7SVg0yOdpNUsSQ3nm8+LXJ3PjUHL7z4kIemPE5DV4/u6obOPngvvzhiqObtedH0jMvk0vHD+a5Tzdy26mjWoXp64u2cO+bKzj3yIGtwjF0++dumsQTH63n9UVbyEgzrjm+hBtOHB7TB068DCvO5x83TODT4MTvyycMSVg4ApT0zuO/n+/E73ftNsUtKg1M+D+yA/2cEh+hgTqLSve0+3r1+x0byms5Zcy+mRIQSUZ6Gg9/dRzPfxoYsD9heO99Fo4QWHz+X7dN5rEP1vHO8u14/Y6bThzB/5wwrFW4pacZ91x4OLtrPfzvm8s5qFcu57ZYXnD9rhpeXbCZKycMbTMcAYYX5/Pv26dwx9QF/Ozfy3hw5hqyM9LYvLuO44YV8eg1x9Ezb98NuOkMBeQ+1jMvk2dunMT0pdv452elZKancfWkEk4cVRxzH8ntp47ipXml3PfWcv761b1ffNbtquEHLy1iXEkRD1x2VNT761+Yw51nH8KdZx8Sl/9TZ00c0Wefd7pHU1KcT4PXz/aq+nY/eBeV7iYjzRjbxUEW0nFjBxaSnmYsKt3NFw9ruw9vW2U9jV7/Pg2kSPoV5PD/Totx9Fc3GNgzl5+cN5afnNd+/3p6mvHA5UexdU8dP/jnIsYeVNhszMS9by4nKz2N278QeUBTS73ysnjiuuP4YPUunp61AY/Pz51nH8IXDxvQtIhIMlNAJkBWRhrnH3VQhycJh/QrzOHWU0byf29/zidryjh+ZB9qG73c9sxnZGak8acrj+m20ZIHqkG9AoOStuxuPyCXb61kVL8eXRopKp2Tm5XOqL49mq0VG83WPXUADIphA2rZKzsjnT9ddSzn/OEDbnvmM176+vHkZWXw8ZpdvL1sO9/74piIK1JFk5ZmnHxw3302uT+ekj/CJaIbTxzBoF653PrMPF6cu4nL/voJK7ZV8ttLj4ppR3ppLvSG31nV/hqXpRV1DE1wv0kqG9onj9KK9leL2VEZWGWmb0HHd0lJdYN65fLbS49i+bZKLv/rLF6cu4nbnvmMQb1yYxrleqBQQO6ncjLTeeqGCRzUK5fvvbSIdTtrePTa8ZzWxsLZEl2/wsCH6I6qtte3dM5RWlHH4CIFZKIMLsqltKKu3W3nQn/L7pyydCA7fWx/Hr1mPGt3VvO9lxZxUK9c/nHDhJRqOVET635sZN8evHzrZJ6bvZHJo4o7tYO8BPTJzybN9tY6oimvaaTO42NwkWrpiTK4KI/aRh8VtR56t7FC0o6qwKpCfTqx7ZcEnHZof16+9QQ+WbOLKycOTbmuGwXkfi47I11TDeIgPc0o7pHNjnaaWDfvDvZrKSATJtSnuLmiru2ArGyguEdWt+/4cKAbM6CgS2v77s/UxCoS1K8wu90m1tKKQECqBpk4oee+vX7IHVUNHRpMItKSAlIkqF9BTrtNrKEPZfVBJs6Q4HMf+rISTSAgNUBHOk8BKRLUr6D9GuTmijoKsjPanSQt3acwN4Me2RlNzd3R7Kyqbxp8JdIZCkiRoH4F2ZTVNLS5cXJpRZ36HxPMzIIjWaM3sXp9fspqGumrJlbpAgWkSFDfwhycg7KaxqjnaIpHcghN9YhmV3UjzqEmVukSBaRIUOjDNFo/ZGAOZK0G6CSBwUV5bc6FDI1GVkBKVyggRYJCH6bbKyNP9dhT56GmUXMgk8GgXrlUN3iprPNGvH578EtOPy0SIF2ggBQJCn2YRhuooykeySP0N9gUpR9SNUiJBwWkSFDfHqHl5iLXIDXFI3kMbmeqR6iZvLiHAlI6TwEpEpSVkUbv/Kx2a5DaHSLxQiOJo0312FHVQJ/8rP1iSyVJXnr1iITpV5AddZBOWU0jGWlGryTf5DUVFOVlkp5mlFVH/lvtrKrXLh7SZQpIkTB9C7Kjbnm1u7aRXnmZmGltz0QzM3rlZlJR64l4/Y6qBg3QkS5TQIqE6VeQE7WJdXeth1552hkiWfTKy2RPXeQ5qzsqtcycdJ0CUiRMcUEWZdWNEefXVdQ2UqTm1aRRlJdFRU3rGqRzjrKaBvr00JcZ6RoFpEiY3nlZNPr81DT6Wl23u9ZDz1x96CaLXnmZVNS2rkFWN3jx+Jz2gZQuU0CKhCkKfqhWRFhuTjXI5NIrL4vdEfogQ7XKIjWHSxcpIEXC9A5+qJa3CEjnHBW1nqYAlcQrilKDLA8ea2szZZFYKCBFwoQCsLzFB2+dx0ej168pHkmkV14WDV4/dS2aw0O1f32Zka5SQIqE6R2liTU0nUDNdskj9LdoWYsM1f57628lXaSAFAkTrYl1d/BDWH2QySP0t2jZDxkKTNUgpasUkCJhCnIySE+zVrWS0Iew5kEmj9DfYneEGmR6mlGYk5GIYskBRAEpEiYtzSjKy6S8JnKtRH2QySP0t2i5mk5gtHGWVjySLlNAirQQmICuPshk11YfZO98fZGRrlNAirRQlJ/VahTr7hrVIJNNr6Y+yBZfZmo8+iIjcaGAFGmhd5QaZF5WOtkZ6QkqlbSUk5lObmZ6qybW8tpGzYGUuFBAirRQlN96l4jddY2qlSShorzMVqNYA7uu6G8lXaeAFGmhKC+LitrmC5YHdvJQ82qyCSw3t7e27/cHVjxSH6TEgwJSpIXe+Vn4/I7Kem/TsYrgXpCSXFouWF5V78Xnd6rtS1woIEVaaBodGdYPqb0gk1NRiwXLtQ6rxJMCUqSF3hHWY9VOHsmpZQ2yXOuwShwpIEVaaLnllc/v2FOnqQPJqCgviz11Hvz+QH9xhdZhlThSQIq00HI91so6D85pmblk1CsvE7+DyvpAM6uaWCWeEhKQZtbbzGaY2argv0VRzrs2eM4qM7s27Ph/zGylmS0I/vTbd6WXA11RfmgJs8CH7e660Co6amJNNkVN67EG/kba6kriKVE1yDuBd51zo4F3g783Y2a9gbuBicAE4O4WQfoV59zRwZ8d+6LQkhp6ZGeQmW5N67FqHdbk1fLLTHltI1npaeRnaUEH6bpEBeSFwJPBy08CX4pwzheBGc65cudcBTADOGvfFE9SmZk1W491T7AG2TNXAZlsCnMCf5PQ36iippGi/EwtVC5xkaiA7O+c2xq8vA3oH+GcQcCmsN9Lg8dCngg2r/7U9G6QOOudn0VZMCCrgvMhQx/GkjwKg19aQn+jcq3DKnHUbRummdk7wIAIV/04/BfnnDMzF+G8tnzFObfZzAqAfwJfBZ6KUo6bgZsBhg4d2sGHkVRVmJtJZbBWUhUcAFKggEw6BcE9H0MBuaeuUTV9iZtuq0E65053zh0e4edVYLuZDQQI/hupD3EzMCTs98HBYzjnQv9WAc8S6KOMVo5HnHPjnXPj+/btG5//nBzweuZmNo2MrKwL1iBztQFvsgnV6sP/VgpIiZdENbG+BoRGpV4LvBrhnOnAmWZWFByccyYw3cwyzKwYwMwygfOAJfugzJJCCnMym/q1quo9pKcZuZka+JFs8rLSSU+zplr+njpPU7OrSFclKiB/BZxhZquA04O/Y2bjzexRAOdcOfALYE7w557gsWwCQbkIWECgVvm3ff4/kANaz2ZNrF4KcjI08CMJmRk9sjOamlgr6z2qQUrcJKTNyDlXBpwW4fhc4Maw3x8HHm9xTg0wrrvLKKmtMDeDmkYfXp+fynqPBugkscLcDCrrPHh8fmobffpbSdxoJR2RCEK1kMp6b1MNUpJTQXYmVfXephp/T/UVS5woIEUiaBr8Ueehqt6jgExiBTmBJtbQ9mTqg5R4UUCKRBCqQe6p81BZ51WzXRIrDI441oIOEm8KSJEICnP3Th8I1CD1oZusmmqQwYBUDVLiRQEpEkF4DbKq3qs5kEmsMEc1SOkeCkiRCEKBuLvWQ3WjVzXIJFaYk0F1g7dp1xU1h0u8KCBFIgjVQrbsrsO5wIewJKeCnEycg6276wDVICV+FJAiEeRmppORZmwOfuiqVpK8QrX9zbvryEw3cjL1sSbxoVeSSARmRs/cTEorAgGpaR7JK9T8XVpRR89cbXUl8aOAFImiMDeT0opaQDt5JLPQl5fSilrV9CWuFJAiURTmZrK9siF4WTXIZBUKxe2VDZriIXGlgBSJInxgjmqQySu8+VsBKfGkgBSJInw0pEaxJq/wUNQIVoknBaRIFOEfvKpBJq9mNUh9kZE4UkCKRBGqjWRnpJGVobdKssrOSG/6+6gGKfGkd71IFKHBH+rXSn76W0l3UECKRBGqjWgOZPILNa2qBinxpIAUiSI0tUP9j8kv9CVG8yAlnhSQIlE0NdupBpn0Qk2rmq8q8aSAFIki1FynWknyK1ATq3QDBaRIFKqV7D/21vYVkBI/CkiRKPYO0tGHbrJTDVK6gwJSJIrCnAx65WUypHdeoosi7RjaO49eeZkacSxxZc65RJdhnxk/frybO3duoosh+5HdtY30yM4gI13fJZOZ1+enusFLr7ysRBdF9jNmNs85Nz7Sdfq6JdIGfeDuHzLS0/S3krjT12IREZEIFJAiIiIRKCBFREQiUECKiIhEoIAUERGJQAEpIiISgQJSREQkAgWkiIhIBApIERGRCBSQIiIiEaTUWqxmthPY0MW7KQZ2xaE4+9L+Vub9rbyw/5VZ5e1++1uZ97fyQnzKXOKc6xvpipQKyHgws7nRFrZNVvtbmfe38sL+V2aVt/vtb2Xe38oL3V9mNbGKiIhEoIAUERGJQAHZcY8kugCdsL+VeX8rL+x/ZVZ5u9/+Vub9rbzQzWVWH6SIiEgEqkGKiIhEoIBsg5ldamZLzcxvZuNbXPdDM1ttZivN7Ithx88KHlttZnfu+1I3leN5M1sQ/FlvZguCx4eZWV3YdQ8nqowtmdnPzGxzWNnOCbsu4vOdSGZ2v5mtMLNFZvYvM+sVPJ60zzEkz2s0GjMbYmYzzWxZ8P13R/B41NdHogXfY4uD5ZobPNbbzGaY2argv0WJLmeImY0Jex4XmFmlmX0zmZ5jM3vczHaY2ZKwYxGfUwv4Y/A1vcjMjo1LIZxz+onyAxwKjAH+A4wPOz4WWAhkA8OBNUB68GcNMALICp4zNgn+H78F7gpeHgYsSXSZopTzZ8B3IxyP+HwnQXnPBDKCl38N/Ho/eI6T8jXaoowDgWODlwuAz4OvgYivj2T4AdYDxS2O/Qa4M3j5ztDrI9l+gq+JbUBJMj3HwEnAseHvpWjPKXAO8BZgwCRgdjzKoBpkG5xzy51zKyNcdSEw1TnX4JxbB6wGJgR/Vjvn1jrnGoGpwXMTxswMuAx4LpHl6KJoz3dCOefeds55g7/OAgYnsjwxSrrXaEvOua3Ouc+Cl6uA5cCgxJaqUy4EngxefhL4UuKK0qbTgDXOua4uohJXzrn/AuUtDkd7Ti8EnnIBs4BeZjawq2VQQHbOIGBT2O+lwWPRjifSicB259yqsGPDzWy+mb1vZicmqmBR3B5sInk8rEkqGZ/Xlq4n8A02JFmf4/3huWxiZsOAY4DZwUORXh/JwAFvm9k8M7s5eKy/c25r8PI2oH9iitauK2j+BTpZn2OI/px2y+s65QPSzN4xsyURfpLqW3UkMZb9Spq/+LcCQ51zxwDfBp41s8IkKfNfgJHA0cFy/nZflSuaWJ5jM/sx4AWeCR5K6HN8oDCzHsA/gW865ypJwtdHmCnOuWOBs4HbzOyk8CtdoB0w6aYMmFkWcAHwYvBQMj/HzeyL5zSjO+98f+CcO70TN9sMDAn7fXDwGG0cj7v2ym5mGcDFwLiw2zQADcHL88xsDXAwMLe7yhku1ufbzP4GvB78ta3nu1vF8BxfB5wHnBZ8wyb8OW5Hwp7LjjCzTALh+Ixz7mUA59z2sOvDXx8J55zbHPx3h5n9i0BT9nYzG+ic2xps7tuR0EJGdjbwWei5TebnOCjac9otr+uUr0F20mvAFWaWbWbDgdHAp8AcYLSZDQ9+M7sieG6inA6scM6Vhg6YWV8zSw9eHkGg7GsTVL5mWvQZXASERq9Fe74TyszOAr4PXOCcqw07nrTPMcn3Gm0l2G/+GLDcOfdA2PFor4+EMrN8MysIXSYweGsJgef12uBp1wKvJqaEbWrWwpSsz3GYaM/pa8A1wdGsk4A9YU2xnZfokUrJ/EPgBVJKoDawHZgedt2PCYwGXAmcHXb8HAKj7tYAP05w+f8O3NLi2JeBpcAC4DPg/EQ/z2Fl+wewGFgUfMEPbO/5TnB5VxPo91gQ/Hk42Z/jYPmS5jUapXxTCDSdLQp7bs9p6/WR4PKOIDAaeGHw7/7j4PE+wLvAKuAdoHeiy9qi3PlAGdAz7FjSPMcEgnsr4Al+Dt8Q7TklMHr1oeBrejFhsw668qOVdERERCJQE6uIiEgECkgREZEIFJAiIiIRKCBFREQiUECKiIhEoIAUOQCZWXWiyyCyv1NAioiIRKCAFEkRZna+mc0OLqL+jpn1Dx7vG9xbb6mZPWpmG8ysONHlFUk0BaRI6vgQmOQCi6hPJbBMHsDdwHvOucOAl4ChCSqfSFJJ+cXKRVLIYOD54HqbWcC64PEpBJZVxDk3zcwqElQ+kaSiGqRI6vgT8KBz7gjga0BOgssjktQUkCKpoyd7twC6Nuz4R8BlAGZ2JpBsm+SKJIQWKxc5AJmZH9gSdugBAjsd/A6oAN4DjnPOnWJm/QjsnNAf+ITA/pbDXGBfS5GUpYAUSXFmlg34nHNeMzse+Itz7ugEF0sk4TRIR0SGAi+YWRrQCNyU4PKIJAXVIEVERCLQIB0REZEIFJAiIiIRKCBFREQiUECKiIhEoIAUERGJQAEpIiISwf8Hkjzr3nWp1V4AAAAASUVORK5CYII=\n", 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" ] @@ -1034,26 +1035,38 @@ "execution_count": 20, "id": "78d091ea", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], "source": [ - "from lava.proc.monitor.process import Monitor\n", "num_steps = 1000\n", "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Creating new new network with changed weights\n", - "network_critical = EINetwork(**network_params_critical, convert=True)\n", + "lif_network_critical = EINetwork(**network_params_critical, convert=True)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", - "monitor_state = Monitor()\n", - "monitor_state.probe(target=network_critical.state, num_steps=num_steps)\n", - "network_critical.outport.connect(outport_plug.a_in)\n", + "monitor_v = Monitor()\n", + "monitor_u = Monitor()\n", "\n", - "network_critical.run(condition=run_cond, run_cfg=rcfg)\n", + "lif_network_critical.outport.connect(outport_plug.a_in)\n", + "monitor_v.probe(target=lif_network_critical.state, num_steps=num_steps)\n", + "monitor_u.probe(target=lif_network_critical.state_alt, num_steps=num_steps)\n", + "\n", + "lif_network_critical.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", "spks_critical = outport_plug.data.get()\n", - "state_critical = monitor_state.get_data()[network_critical.name][network_critical.state.name]\n", - "network_balanced.stop()" + "data_v_critical = monitor_v.get_data()[lif_network_critical.name][lif_network_critical.state.name]\n", + "data_u_critical = monitor_u.get_data()[lif_network_critical.name][lif_network_critical.state_alt.name]\n", + "\n", + "lif_network_critical.stop()" ] }, { @@ -1064,7 +1077,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1109,7 +1122,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1217,12 +1230,12 @@ "offset = 200\n", "\n", "act_exc_balanced, act_inh_balanced, act_tot_balanced \\\n", - " = calculate_activation(network_balanced.proc_params.get('weights'),\n", + " = calculate_activation(lif_network_balanced.proc_params.get('weights'),\n", " spks_balanced[:,offset:],\n", " network_params_balanced['shape_exc'])\n", "\n", "act_exc_critical, act_inh_critical, act_tot_critical \\\n", - " = calculate_activation(network_critical.proc_params.get('weights'),\n", + " = calculate_activation(lif_network_critical.proc_params.get('weights'),\n", " spks_critical[:,offset:],\n", " network_params_balanced['shape_exc'])" ] @@ -1243,7 +1256,7 @@ "outputs": [ { "data": { - "image/png": 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W1LPZmo5RVSSZ9uvngrk8vU3S/DEO9RamXnMdQZY0UhYuXMi6devmdQNZVaxbt46FCxcOO4qkMTYO9RamV3MdQZY0UhYvXsyaNWtYu3btsKMM1MKFC1m8ePGwY0gaY+NSb2HqNdcGWdJI2XzzzVm6dOmwY0jSvGe93TinWEiSJEkdNsiSJElShw2yJEmS1GGDLEmSJHUMpUFO8qokVyW5MsmHkyxMsjTJl5Ncn2RFki2GkU2SJEnjbdYb5CR7AH8ILKuqfYEFwPHAW4HTq+qXgB8CL5ntbJIkSdKwplhsBmyZZDNgK+Bm4AjgY+3zZwPHDieaJEmSxtmsN8hVdRPwNuA7NI3xj4DLgNur6v52szXAHhO9PsnyJCuTrByHC1tLkiRpdg1jisWOwDHAUmB3YGvg6F5fX1VnVdWyqlq2aNGiAaWUJEnSuBrGFItnADdU1dqqug/4OHAIsEM75QJgMXDTELJJkiRpzA2jQf4O8JQkWyUJcCRwNXABcFy7zYnAJ4eQTZIkSWNuGHOQv0xzMt7lwBVthrOA1wKvTnI9sDPwvtnOJkmSJG02+Sb9V1WnAqdusPpbwMFDiCNJkiQ9yDvpSZIkSR02yJIkSVKHDbIkSZLUYYMsSZIkddggS5IkSR02yJIkSVKHDbIkSZLUYYMsSZIkddggS5IkSR1DuZOeNFYuePPM93H462a+D0mS1BNHkCVJkqQOG2RJkiSpwykWkiRpzjlz1ZnTet3J+5/c5ySajxxBliRJkjpskCVJkqQOG2RJGmNJFiT5apJPDTuLJI0KG2RJGm+vAK4ZdghJGiU2yJI0ppIsBp4FvHfYWSRplNggS9L4OgP4Y+BnEz2ZZHmSlUlWrl27dlaDSdIw2SBL0hhK8mzgtqq6bGPbVNVZVbWsqpYtWrRoFtNJ0nDZIEvSeDoEeG6SG4GPAEck+efhRpKk0WCDLEljqKpeV1WLq2oJcDzwH1X1oiHHkqSRYIMsSZIkdXiraUkac1V1IXDhkGNI0shwBFmSJEnqsEGWJEmSOmyQJUmSpA4bZEmSJKnDBlmSJEnq8CoW0jx0+nnXDjuCJElzliPIkiRJUocNsiRJktRhgyxJkiR1TDoHOcl+VXXFbISRJE2NNVqamjNXnTmt1528/8l9TqJR1ssI8plJLk1ycpLtB55IkjQV1mhJ6rNJG+SqejpwArAncFmSDyU5auDJJEmTskZLUv/1NAe5qq4D/gR4LXAo8M4kX0/ym4MMJ0manDVakvpr0gY5yS8nOR24BjgCeE5VPb59fPqA80mSNsEaLUn918uNQv4GeC/w+qr66fqVVfW9JH8ysGSSpF5YoyWpz3ppkJ8F/LSqHgBI8jBgYVX9pKo+MNB0kqTJWKMlqc96mYP8BWDLzvJW7TpJ0vBZoyWpz3ppkBdW1V3rF9rHWw0ukiRpCqzRktRnvTTIP05y4PqFJE8CfrqJ7SVJs8caLUl91ssc5FcCH03yPSDAI4EXDDKUJKlnr8QaLUl9NWmDXFVfSbIP8Lh21Teq6r7BxpIk9cIaLUn918sIMsBBwJJ2+wOTUFX/NLBUkqSpsEZLUh9N2iAn+QDwGGAV8EC7ugCLryQNmTVakvqvlxHkZcATqqoGHUaSNGXWaEnqs16uYnElzUkffZNkhyQfS/L1JNckeWqSnZKcl+S69vOO/TymJM1Tfa/RkjTuehlB3gW4OsmlwD3rV1bVc2dw3HcAn6uq45JsQXPNztcD51fVW5KcApwCvHYGx5CkcTCIGi1JY62XBvm0fh4wyfbArwInAVTVvcC9SY4BDms3Oxu4EBtkSZrMacMOIEnzTS+XebsoyaOAx1bVF5JsBSyYwTGXAmuB9yf5FeAy4BXArlV1c7vNLcCuMziGJI2FAdRoSRp7k85BTvJ7wMeAv2tX7QH86wyOuRlwIPDuqjoA+DHNdIoHtSebTHjCSZLlSVYmWbl27doZxJCkuW8ANVqSxl4vJ+m9HDgEuAOgqq4DHjGDY64B1lTVl9vlj9E0zLcm2Q2g/XzbRC+uqrOqallVLVu0aNEMYkjSvNDvGi1JY6+XBvmedp4wAEk2YyOju72oqluA7yZZf9enI4GrgXOBE9t1JwKfnO4xJGmM9LVGS5J6O0nvoiSvB7ZMchRwMvBvMzzuHwAfbK9g8S3gd2ma9XOSvAT4NvD8GR5DksbBIGq0JI21XhrkU4CXAFcA/wf4DPDemRy0qlbRXNx+Q0fOZL+SNIb6XqMladz1chWLnwF/335IkkaINVqS+m/SBjnJDUwwn62qHj2QRJKknlmjJan/epli0Z0KsRD4LWCnwcSRJE2RNVqS+mzSq1hU1brOx01VdQbwrMFHkyRNxhotSf3XyxSLAzuLD6MZrehl5FmSNGDWaGn+Of28a3ve9lVH7T3AJOOrlyL6/zqP7wduxEuwSdKosEZLUp/1chWLw2cjiCRp6qzRktR/vUyxePWmnq+qt/cvjiRpKqzRktR/vV7F4iCaW0EDPAe4FLhuUKEkST2zRktSn/XSIC8GDqyqOwGSnAZ8uqpeNMhgkqSeTKtGJ1kIXAw8nOZ3wceq6tQBZ5WkOaGXBnlX4N7O8r3tOknS8E23Rt8DHFFVdyXZHPhiks9W1SWDCClJc0kvDfI/AZcm+US7fCxw9sASSZKmYlo1uqoKuKtd3Lz9+IU78knSOOrlKhZvSvJZ4Ontqt+tqq8ONpYkqRczqdFJFgCXAb8EvKuqvrzB88uB5QB77bVX/0JL0oib9E56ra2AO6rqHcCaJEsHmEmSNDXTqtFV9UBV7U8zj/ngJPtu8PxZVbWsqpYtWrSo76ElaVRN2iAnORV4LfC6dtXmwD8PMpQkqTf9qNFVdTtwAXB0X8NJ0hzVywjy84DnAj8GqKrvAdsOMpQkqWfTqtFJFiXZoX28JXAU8PXBxZSkuaOXk/TurapKUgBJth5wJklS76Zbo3cDzm7nIT8MOKeqPjWokJI0l/TSIJ+T5O+AHZL8HvBi4O8HG0uS1KNp1eiqWg0cMOhwkjQXbbJBThJgBbAPcAfwOOCNVXXeLGSTJG2CNVqSBmOTDXL7tt1nqmo/wIIrSSPEGi1Jg9HLSXqXJzlo4EkkSdNhjZakPutlDvKTgROSfJvmLOnQDFz88kCTSZJ6YY2WpD7baIOcZGlV3QA8cxbzSJonTj/v2p62e9VRew84yfxkjZakwdnUCPLHgCcB/1BVR85SHklSb6zRmvPOXHXmsCNIE9pUg/ywJK8H9k7y6g2frKq3Dy6WJGkS1mhJGpBNnaR3PPAATRO97QQfkqThsUZL0oBsdAS5qr4BvDXJ6qr67CxmkiRNwhotSYMz6WXeLLySNLqs0ZLUf71cB1mSJEkaG71cB1mSJOkXXfDmmb3+9tWw9On9ySL10aQjyEm2SvKnSf6+XX5skmcPPpokaTLWaEnqv15GkN8PXAY8tV2+Cfgo8KlBhZJGxkxHR/pkqtcKvfyOdT1ve+B2L5hqHI0Wa7Qk9Vkvc5AfU1V/BdwHUFU/obmVqSRp+KzRktRnvYwg35tkS6AAkjwGuGegqSRJvbJGSwA3/OfM9+F8aLV6aZBPAz4H7Jnkg8AhwEkDzCRJ6t1pWKMlqa8mbZCr6vNJLgOeQvO23Suq6vsDTyZJmpQ1WnNeP0Z+pT6btEFO8m/Ah4Bzq+rHg48kSeqVNVqS+q+Xk/TeBjwduDrJx5Icl2ThgHNJknpjjZakPutlisVFwEVJFgBHAL8H/AOw3YCzSZImYY2WpP7r6U567RnSzwFeABwInD3IUJKk3lmjJam/epmDfA5wMM1Z0n8LXFRVPxt0MEnS5KzRktR/vYwgvw94YVU9MOgwkqQps0ZLUp9ttEFOckRV/QewNXBM8tAbM1XVxwecTZK0EdZoSRqcTY0gHwr8B828tg0VYPGVpOGxRkvSgGy0Qa6qU9uHf1ZVN3SfS7J0oKkkSZtkjZakwenlOsj/MsG6j/U7iCRpWqzRktRnm5qDvA/wRGD7JL/ZeWo7wIvQS9IQWaMlaXA2NQf5ccCzgR146By3O2kuRC9JGh5rtCQNyKbmIH8S+GSSp1bVl2YxkyRpEtZoSRqcXq6D/NUkL6d5K+/Bt+2q6sUzOXB7W9SVwE1V9ez2pJKPADsDlwG/XVX3zuQYkjQGBlKjJWmc9XKS3geARwLPBC4CFtO8hTdTrwCu6Sy/FTi9qn4J+CHwkj4cQ5Lmu0HVaEkaW700yL9UVX8K/LiqzgaeBTx5JgdNsrjdz3vb5QBH8PMzr88Gjp3JMSRpTPS9RkvSuOtlisV97efbk+wL3AI8YobHPQP4Y2Dbdnln4Paqur9dXgPsMdELkywHlgPstddeM4whSXPeIGq0NNa+9M11v7DunrXXDiGJhqWXBvmsJDsCfwqcC2wDvHG6B0zybOC2qrosyWFTfX1VnQWcBbBs2bKabg5Jmif6WqMlzS2nn9d74/6qo/YeYJL5ZdIGuare2z68CHh0H455CPDcJL9Bc0LJdsA7gB2SbNaOIi8GburDsSRpXhtAjZaksbepG4W8elMvrKq3T+eAVfU64HXtMQ4DXlNVJyT5KHAczZUsTgQ+OZ39S9I4GFSN1hi54M3DTiCNrE2NIG+7iecG4bXAR5L8BfBV4H2zfHxJmktmu0ZL0tjY1I1C/u+gD15VFwIXto+/BRw86GNK0nwwGzVaksbVpJd5S7J3kvOTXNku/3KSPxl8NEnSZKzRktR/vVwH+e9p5gzfB1BVq4HjBxlKktQza7Qk9Vkvl3nbqqoube7l8aD7N7axNK7OvH314Ha+49MHt2/NddZoaRZcfseKab/2wO1e0Mckmg29jCB/P8ljgAJIchxw80BTSZJ6Na0anWTPJBckuTrJVUleMeigkjRX9DKC/HKaG3Psk+Qm4AbghIGmkiT1aro1+n7gj6rq8iTbApclOa+qrh5gVkmaE3q5Uci3gGck2ZpmxPknNPPbvj3gbNL0eX1PjYnp1uiqupl2pLmq7kxyDbAHYIMsaextdIpFku2SvC7J3yY5iqbonghcDzx/tgJKkn5RP2t0kiXAAcCXN1i/PMnKJCvXrl3bp+SSNPo2NYL8AeCHwJeA3wPeAAR4XlWtGnw0SdIm9KVGJ9kG+BfglVV1R/e5qjqLZvoGy5Ytq/7ElqTRt6kG+dFVtR9AkvfSvBW3V1XdPSvJJEmbMuManWRzmub4g1X18cHElKS5Z1NXsbhv/YOqegBYY3MsSSNjRjU6zXXh3gdcU1VvH0A+SZqzNjWC/CtJ1r/dFmDLdjlAVdV2A08nSdqYmdboQ4DfBq5Isqpd9/qq+sxA0krSHLLRBrmqFsxmEEnDMZOL30/Gi+MPzkxrdFV9kaaZliRtoJcbhUiSJEljwwZZkiRJ6rBBliRJkjpskCVJkqQOG2RJkiSpwwZZkiRJ6rBBliRJkjpskCVJkqQOG2RJkiSpwwZZkiRJ6tjoraYlSZJ6cebtq4cdQeorR5AlSZKkDhtkSZIkqcMGWZIkSeqwQZYkSZI6bJAlSZKkDhtkSZIkqcMGWZIkSeqwQZYkSZI6bJAlSZKkDu+kJ0mSNAZOP+/anrd91VF7DzDJ6HMEWZIkSeqwQZYkSZI6bJAlSZKkDucgSxoq58RJkkaNI8iSJElShw2yJEmS1GGDLEmSJHU4B1mj54I3DzuBJEkaY44gS5IkSR2OIEuSNNf4Tps0UI4gS5IkSR02yJIkSVKHDbIkSZLUYYMsSZIkddggS5IkSR2z3iAn2TPJBUmuTnJVkle063dKcl6S69rPO852NkmSJGkYI8j3A39UVU8AngK8PMkTgFOA86vqscD57bIkSZI0q2a9Qa6qm6vq8vbxncA1wB7AMcDZ7WZnA8fOdjZJkiRpqDcKSbIEOAD4MrBrVd3cPnULsOtGXrMcWA6w1157zUJKzRdn3r562BEkSdIcMLQGOck2wL8Ar6yqO5I8+FxVVZKa6HVVdRZwFsCyZcsm3EaSpJHlXfCkkTeUq1gk2ZymOf5gVX28XX1rkt3a53cDbhtGNkmSJI23YVzFIsD7gGuq6u2dp84FTmwfnwh8crazSdK4SPIPSW5LcuWws0jSqBnGCPIhwG8DRyRZ1X78BvAW4Kgk1wHPaJclSYPxj8DRww4hSaNo1ucgV9UXgWzk6SNnM4skjauqurg9UVqStAHvpCdJmlCS5UlWJlm5du3aYceRpFljgyxJmlBVnVVVy6pq2aJFi4YdR5JmjQ2yJEmS1GGDLEmSJHXYIEvSGEryYeBLwOOSrEnykmFnkqRRMdRbTUuShqOqXjjsDJI0qmyQ1V/eQlWSJM1xTrGQJEmSOmyQJUmSpA6nWEhzxJe+uW7YESRJGguOIEuSJEkdNsiSJElShw2yJEmS1GGDLEmSJHV4kp4kSZIe4vTzru1521cdtfcAkwyHI8iSJElShw2yJEmS1OEUC0mSJE3bfJyO4QiyJEmS1GGDLEmSJHXYIEuSJEkdNsiSJElShw2yJEmS1OFVLCRJkjQr5soVL2yQJUkSZ96+etgRpJFhgyxJUq8uePOwE0zKRnf0XH7Himm97sDtXtDnJOqVc5AlSZKkDkeQNVIc+ZAkScNmgyxJGg9zYHqEpNFgg6yGvzgkSZIA5yBLkiRJD2GDLEmSJHU4xULSnDFXLjAvSZrbbJDnA+cPS5Ik9Y0NsqSBme7F8XvlRfQlSYPgHGRJkiSpwwZZkiRJ6rBBliRJkjqcg6wp83bQkiRpPnMEWZIkSepwBHnYvESbJEnSSHEEWZIkSepwBFmSpBHjuR7ScO+eaoMsSRp9TkeTNIucYiFJkiR1OII8T/n2nCRJ0vTYIEual4Y5d00bcHqEpDnGKRaSJElShw2yJEmS1DFSUyySHA28A1gAvLeq3jLkSJLGwFSmY/RqLkzbsOZK0sRGpkFOsgB4F3AUsAb4SpJzq+rqvh9sBObDeRKdNHOX37FiYPs+cLsXDGzfo2BWa+4Ys9ZLc9MoTbE4GLi+qr5VVfcCHwGOGXImSZqvrLmStBEjM4IM7AF8t7O8BnjyhhslWQ4sbxfvSvKNWcjWq12A7w87xATMNTUjmOsjI5gJGMnvFdCHXP/MG2cU4NW/uKrXTI+a0YF7N2nNHfF624tR/f/ZC7MPxWjV2inWoZHKPgV9yT1Bze3VhDV3lBrknlTVWcBZw84xkSQrq2rZsHNsyFxTM4q5RjETmGsqRjHTZEa53vZiLn7P1zP7cJh99o1q7lGaYnETsGdneXG7TpLUf9ZcSdqIUWqQvwI8NsnSJFsAxwPnDjmTJM1X1lxJ2oiRmWJRVfcn+X3g32kuOfQPVXXVkGNN1ai+FWmuqRnFXKOYCcw1FSOVaZ7U3MmM1Pd8isw+HGaffSOZO1U17AySJEnSyBilKRaSJEnS0NkgS5IkSR02yFOUZKck5yW5rv2840a2O7Hd5rokJ07w/LlJrhyVXEk+l+RrSa5K8p72LltDzZVkqySfTvL1NldfboPbh+/Vm5J8N8ldfcpzdJJvJLk+ySkTPP/wJCva57+cZEnnude167+R5Jn9yDOTTEl2TnJBkruS/G2/8vQh11FJLktyRfv5iBHJdXCSVe3H15I8r5+5xs0Ufrb3SvL5JNckubr7MzUsvWZvt90uyZpB/IxNRy/Zk+yf5EttLV+dZGi3qpxJzR22HrK/uv0/vTrJ+Ulm67rqk5ose2e7/5mkkgz30m9V5ccUPoC/Ak5pH58CvHWCbXYCvtV+3rF9vGPn+d8EPgRcOSq5gO3azwH+BTh+2LmArYDD2222AP4T+PUR+F49BdgNuKsPWRYA3wQe3X6NXwOesME2JwPvaR8fD6xoHz+h3f7hwNJ2PwuGnGlr4GnAS4G/7df/7z7kOgDYvX28L3DTiOTaCtisfbwbcNv6ZT+m9W8x6c92+9yFwFHt422AreZK9vb5d9D8Dunrz9ggswN7A49tH+8O3AzsMISs0/55HfZHj9kPX///GXjZXMrebrctcDFwCbBsmJkdQZ66Y4Cz28dnA8dOsM0zgfOq6gdV9UPgPOBogCTb0Nzw5S9GKVdV3dFusxnNf95+nb057VxV9ZOquqDNdy9wOc21WoeWqc1ySVXd3Icc0Nvtfrt5PwYcmSTt+o9U1T1VdQNwfbu/oWWqqh9X1ReBu/uQo5+5vlpV32vXXwVsmeThI5DrJ1V1f7t+If37uRtXk/5sJ3kCzR8h5wFU1V1V9ZNZS7hxvdQlkjwJ2BX4/OzE6smk2avq2qq6rn38PZo/BhfNVsCOmdTcYZs0e1Vd0Pn/fAn9+Z3ZD73e2v7PgbcymN8hU2KDPHW7dpqjW2gK1YYmuoXrHu3jPwf+H9DvgjzTXCT5d5qidSdNURiJXG22HYDnAOePSqY+6eU4D27TNlM/AnYeYMaZZBqkfuX6n8DlVXXPKORK8uQkVwFXAC/tNMyaul5+tvcGbk/y8SRfTfLX6dOUshmaNHuSh9H8/njNbAbrQS/f9wclOZhmIOabgw42gVGtb72Yas1/CfDZgSbqXS+/5w8E9qyqT89msI0Zmesgj5IkXwAeOcFTb+guVFUl6XnEJ8n+wGOq6lXTmdM0qFyd1z0zyULgg8ARNKOmQ8+VZDPgw8A7q+pbo5BJc1OSJ9KMTvzasLOsV1VfBp6Y5PHA2Uk+W1VDHz0ZVX342d4MeDrNtJvvACuAk4D39TfpL+pD9pOBz1TVmtke0OxXTU2yG/AB4MSq+ll/U2q9JC8ClgGHDjtLL9o//t5O87M4EmyQJ1BVz9jYc0luTbJbVd3c/qDfNsFmNwGHdZYX08x5eyqwLMmNNN/7RyS5sKoOowcDzNU9xt1JPknz1kdPDfIs5DoLuK6qzuglzyxl6pdebve7fps17R8L2wPrenztbGcapBnlSrIY+ATwO1XVz5Grvny/quqaNCd+7gus7GO+eaUPP9trgFXr/9hO8q805xUMvEHuQ/anAk9PcjLN3OktktxVVRs94alf+pCdJNsBnwbeUFWXDCjqZEa1vvWip5qf5Bk0f7gc2sd3ymZqsuzb0tS+C9s//h4JnJvkuVU1lHroFIupOxdYf0WDE4FPTrDNvwO/lmTH9mzeXwP+vareXVW7V9USmhOZru21OR5kriTbtEVt/Wjts4CvDztXm+cvaIrTK/uUZ8aZ+qyX2/128x4H/EdVVbv++DRnXC8FHgtcOuRMgzTtXO0UnU/TnEj0XyOUa2n7M0eas833AW7sc75x0svP9leAHZKsn/96BHD1LGSbzKTZq+qEqtqr/R3yGuCfZqM57sGk2dufjU/QZO7XFL7pGNX61otJsyc5APg74LlVNeEfKkOyyexV9aOq2qWqlrT/vy+h+RqGN1hQI3B241z6oJmHdD5wHfAFYKd2/TLgvZ3tXkxz0tT1wO9OsJ8l9PcqFtPORTNf7CvAauBK4G/o05n0M8y1mOakpWuAVe3H/x72vyHNGdtrgJ+1n0+bYZ7fAK6lmY/3hnbdn9EUB2hO3vpom+NS4NGd176hfd036MMVPvqU6UbgB8Bd7ffnF85Unu1cwJ8AP+78P1oFPGIEcv02zUmDq2hOQj22X5nG8WMKP9tH0dS7K4B/BLaYK9k725/E6FzFYtLswIuA+zb4Gdx/SHmnXd+G/dFD9i8At3a+x+cOO3Ov2TfY9kKGfBULbzUtSZIkdTjFQpIkSeqwQZYkSZI6bJAlSZKkDhtkSZIkqcMGWZIkSeqwQda8keTYJJVkn0m2e2WSrTrLn2mvkzvV4+3QXrB//fLuSYZ5fU9JmjXWXM1nXuZN80aSFcDuNBd1P3UT291Ic33F78/weEuAT1XVvjPZjyTNRdZczWeOIGteSLINzd0JX0Jzhx6SLEjytiRXJlmd5A+S/CFNQb8gyQXtdjcm2SXJW5K8vLPP05K8pr3T4PlJLk9yRZJj2k3eAjwmyaokf51kSZIr29cuTPL+dvuvJjm8XX9Sko8n+VyS65L81ax9kySpT6y5mu82G3YAqU+OAT5XVdcmWZfkScDBNHcs3L+q7k+yU1X9IMmrgcMnGM1YAZwBvKtdfj7wTOBu4HlVdUeSXYBLkpwLnALsW1X7w4OjG+u9HKiq2q99+/HzSfZun9sfOAC4B/hGkr+pqu/27TshSYNnzdW8ZoOs+eKFwDvaxx9pl5cC76mq+wGq6geb2kFVfTXJI5LsDiwCflhV302yOfCXSX6V5vbSe9DcnntTnkZzy26q6utJvg2sL9bnV9WPAJJcDTwKsFhLmkusuZrXbJA15yXZCTgC2C9JAQuAAr4yjd19FDgOeCTN6AbACTTF+0lVdV87n27hDCLf03n8AP4cSppDrLkaB85B1nxwHPCBqnpUVS2pqj2BG4CvAf8nyWbwYFEHuBPYdiP7WkEzn+44msINsD1wW1uoD6cZfZhsP/9JU+Rp3+bbC/jGNL8+SRol1lzNezbImg9eCHxig3X/AuwGfAdYneRrwP9qnzsL+Nz6E0a6quoqmgJ8U1Xd3K7+ILAsyRXA7wBfb7ddB/xXe0LKX2+wqzOBh7WvWQGcVFX3IElznzVX856XeZMkSZI6HEGWJEmSOmyQJUmSpA4bZEmSJKnDBlmSJEnqsEGWJEmSOmyQJUmSpA4bZEmSJKnj/wNYAIez+VlsAAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1382,7 +1395,7 @@ }, { "cell_type": "markdown", - "id": "a3358a9d", + "id": "88197c24", "metadata": {}, "source": [ "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", @@ -1390,6 +1403,422 @@ "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
" ] + }, + { + "cell_type": "markdown", + "id": "a3358a9d", + "metadata": {}, + "source": [ + "#### Runnig a ProcessModel bit-accurate with Loihi\n", + "So far, we habe used neuron modesl and weights that are internally represented as floating point numbers.
\n", + "When executing the network on Loihi, however, we have to use fixed point arithmetic for the dynamics of the single neurons. Hence, the parameters need to be mapped to retain the dynamical behaviour of the network.
\n", + "First, we define a funcion mapping the parameters. It consists of finding an optimal scaling function as well as mapping the parameters of the LIF network." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "3cf38774", + "metadata": {}, + "outputs": [], + "source": [ + "def _scaling_funct(params):\n", + " '''Find optimal scaling function for float- to fixed-point mapping.\n", + " \n", + " Parameter\n", + " ---------\n", + " params : dict\n", + " Dictionary containing information required for float- to fixed-point mapping\n", + " \n", + " Returns\n", + " ------\n", + " scaling_funct : callable\n", + " Optimal scaling function for float- to fixed-point conversion\n", + " '''\n", + " \n", + " sorted_params = dict(sorted(params.items(), key=lambda x: np.max(np.abs(x[1]['val'])), reverse=True))\n", + " \n", + " \n", + " scaling_funct = None\n", + " \n", + " for key, val in sorted_params.items():\n", + " \n", + " if val['signed'] == 's':\n", + " signed_shift = 1\n", + " else:\n", + " signed_shift = 0\n", + " \n", + " if np.max(val['val']) == np.max(np.abs(val['val'])):\n", + " max_abs = True\n", + " max_abs_val = np.max(val['val'])\n", + " else:\n", + " max_abs = False\n", + " max_abs_val = np.max(np.abs(val['val']))\n", + " \n", + " if max_abs:\n", + " rep_val = 2**(val['bits'] - signed_shift) - 1\n", + " else:\n", + " rep_val = 2**(val['bits'] - signed_shift)\n", + " \n", + " max_shift = np.max(val['shift'])\n", + " \n", + " max_rep_val = rep_val * 2**max_shift\n", + " \n", + " if scaling_funct:\n", + " scaled_vals = scaling_funct(val['val'])\n", + "\n", + " max_abs_scaled_vals = np.max(np.abs(scaled_vals))\n", + " if max_abs_scaled_vals <= max_rep_val:\n", + " continue\n", + " else:\n", + " p1 = max_rep_val\n", + " p2 = max_abs_val\n", + " \n", + " else:\n", + " p1 = max_rep_val\n", + " p2 = max_abs_val \n", + " \n", + " scaling_funct = lambda x: p1 / p2 * x\n", + " \n", + " return scaling_funct\n", + "\n", + "def float2fixed_lif_parameter(params):\n", + " '''Float- to fixed-point mapping for LIF parameters\n", + " \n", + " Parameters\n", + " ---------\n", + " lif_params : dict\n", + " Dictionary with parameters for LIF network with floating-point ProcModel\n", + " \n", + " Returns\n", + " ------\n", + " lif_params_fixed : dict\n", + " Dictionary with parameters for LIF network with fixed-point ProcModel\n", + " '''\n", + " \n", + " scaling_funct = _scaling_funct(params)\n", + " scaled_bias = scaling_funct(params['bias']['val'])[0]\n", + " \n", + " bias_exp = int(np.ceil(np.log2(scaled_bias) - 13 + 1))\n", + " if bias_exp <=0:\n", + " bias_exp = 0\n", + " \n", + " scaled_weights = scaling_funct(params['weights']['val'])\n", + " \n", + " \n", + " weight_exp = int(np.ceil(np.log2(scaled_bias) - 8 + 1))\n", + " weight_exp = np.max(weight_exp) - 6\n", + " if weight_exp <=0:\n", + " diff = weight_exp\n", + " weight_exp = 0\n", + "\n", + " \n", + " bias_mant = int(scaled_bias // 2**bias_exp)\n", + " weights = scaled_weights.astype(np.int32)\n", + " \n", + " lif_params_fixed = {'vth' : int(scaling_funct(params['vth']['val'])) // 2**params['vth']['shift'][0],\n", + " 'bias_mant': bias_mant,\n", + " 'bias_exp': bias_exp,\n", + " 'weights': (scaled_weights // 2 ** params['weights']['shift'][0]).astype(np.int32),\n", + " 'weight_exp': weight_exp}\n", + " \n", + " return lif_params_fixed\n", + "\n", + "def scaling_funct_dudv(val):\n", + " '''Scaling function for du, dv in LIF\n", + " '''\n", + " \n", + " assert val < 1, 'Passed value must be smaller than 1'\n", + " \n", + " return int(val * 2 ** 12)" + ] + }, + { + "cell_type": "markdown", + "id": "4b43d69c", + "metadata": {}, + "source": [ + "After having defined some primitive conversion functionality we next converter the parameters for the balanced network.
\n", + "We need to pass the precision of the " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "2d4bd29f", + "metadata": {}, + "outputs": [], + "source": [ + "u_low = np.quantile(data_u_balanced.flatten(), 0.05)\n", + "u_high = np.quantile(data_u_balanced.flatten(), 0.95)\n", + "v_low = np.quantile(data_v_balanced.flatten(), 0.05)\n", + "v_high = np.quantile(data_v_balanced.flatten(), 0.95)\n", + "\n", + "lif_params_balanced = convert_rate_to_lif_params(**network_params_critical)\n", + "weights = lif_params_balanced['weights']\n", + "bias = lif_params_balanced['bias_exc']\n", + "\n", + "params = {'vth': {'bits': 17, 'signed': 'u', 'shift': np.array([6]), 'val': np.array([1])},\n", + " 'u': {'bits': 24, 'signed': 's', 'shift': np.array([0]), 'val': np.array([u_low, u_high])},\n", + " 'v': {'bits': 24, 'signed': 's', 'shift': np.array([0]), 'val': np.array([v_low, v_high])},\n", + " 'bias': {'bits': 13, 'signed': 's', 'shift': np.arange(0, 8, 1), 'val': np.array([bias])},\n", + " 'weights' : {'bits': 8, 'signed': 's', 'shift': np.arange(6,22,1), 'val': weights}}" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c378accb", + "metadata": {}, + "outputs": [], + "source": [ + "mapped_params = float2fixed_lif_parameter(params)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "c3cfecc6", + "metadata": {}, + "outputs": [], + "source": [ + "lif_params_balanced_fixed = {'shape_exc': lif_params_balanced['shape_exc'],\n", + " 'shape_inh': lif_params_balanced['shape_inh'],\n", + " 'g_factor': lif_params_balanced['g_factor'],\n", + " 'q_factor': lif_params_balanced['q_factor'],\n", + " 'vth_exc': mapped_params['vth'],\n", + " 'vth_inh': mapped_params['vth'],\n", + " 'bias_exc': mapped_params['bias_mant'],\n", + " 'bias_exp_exc': mapped_params['bias_exp'],\n", + " 'bias_inh': mapped_params['bias_mant'],\n", + " 'bias_exp_inh': mapped_params['bias_exp'],\n", + " 'weights': mapped_params['weights'],\n", + " 'weight_exp': mapped_params['weight_exp'],\n", + " 'du_exc': scaling_funct_dudv(lif_params_balanced['du_exc']),\n", + " 'dv_exc': scaling_funct_dudv(lif_params_balanced['dv_exc']),\n", + " 'du_inh': scaling_funct_dudv(lif_params_balanced['du_inh']),\n", + " 'dv_inh': scaling_funct_dudv(lif_params_balanced['dv_inh'])}" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "8b10fe25", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + } + ], + "source": [ + "from lava.magma.core.run_conditions import RunSteps\n", + "from lava.magma.core.run_configs import Loihi1SimCfg\n", + "# Import io processes\n", + "from lava.proc import io\n", + "\n", + "from lava.proc.dense.models import PyDenseModelBitAcc\n", + "from lava.proc.lif.models import PyLifModelBitAcc\n", + "\n", + "\n", + "# Configurations for execution\n", + "num_steps = 500\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "class CustomRunConfigFixed(Loihi1SimCfg):\n", + " def select(self, proc, proc_models):\n", + " # customize run config to always use float model for io.sink.RingBuffer\n", + " if isinstance(proc, io.sink.RingBuffer):\n", + " return io.sink.PyReceiveModelFloat\n", + " if isinstance(proc, LIF):\n", + " return PyLifModelBitAcc\n", + " elif isinstance(proc, Dense):\n", + " return PyDenseModelBitAcc\n", + " else:\n", + " return super().select(proc, proc_models)\n", + " \n", + "rcfg = CustomRunConfigFixed(select_tag='lif_neurons', select_sub_proc_model=True)\n", + "\n", + "# Convert the rates\n", + "# Instantiating network and IO processes\n", + "# network_params_balanced['convert'] = True\n", + "lif_network_balanced_fixed = EINetwork(**lif_params_balanced_fixed)\n", + "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "#monitor_v = Monitor()\n", + "#monitor_u = Monitor()\n", + "\n", + "lif_network_balanced_fixed.outport.connect(outport_plug.a_in)\n", + "#monitor_v.probe(target=lif_network_balanced.state, num_steps=num_steps)\n", + "#monitor_u.probe(target=lif_network_balanced.state_alt, num_steps=num_steps)\n", + "\n", + "lif_network_balanced_fixed.run(condition=run_cond, run_cfg=rcfg)\n", + "\n", + "# Fetching spiking activity\n", + "spks_balanced_fixed = outport_plug.data.get()\n", + "#data_v_balanced = monitor_v.get_data()[lif_network_balanced.name][lif_network_balanced.state.name]\n", + "#data_u_balanced = monitor_u.get_data()[lif_network_balanced.name][lif_network_balanced.state_alt.name]\n", + "\n", + "lif_network_balanced_fixed.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "a29e3abe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = raster_plot(spks=spks_balanced_fixed)\n", + "#fig = raster_plot(spks=spks_critical, fig=fig, color='orange')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "6b5f8378", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'bits': 17, 'signed': 'u', 'shift': array([6]), 'val': array([1])}\n", + "{'bits': 24, 'signed': 's', 'shift': array([0]), 'val': array([-0.0922934 , 0.08764073])}\n", + "{'bits': 24, 'signed': 's', 'shift': array([0]), 'val': array([-1.02928298, 0.94633009])}\n", + "{'bits': 13, 'signed': 's', 'shift': array([0, 1, 2, 3, 4, 5, 6, 7]), 'val': array([0.015])}\n", + "{'bits': 8, 'signed': 's', 'shift': array([ 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21]), 'val': array([[ 3.11891709e-04, 0.00000000e+00, 1.14829098e-04, ...,\n", + " -1.82994793e-04, -1.21961624e-03, -5.26498894e-04],\n", + " [ 5.97045580e-05, 0.00000000e+00, 0.00000000e+00, ...,\n", + " -1.19236336e-03, -3.19021484e-03, 0.00000000e+00],\n", + " [ 0.00000000e+00, 2.04844341e-04, 0.00000000e+00, ...,\n", + " -2.12227116e-04, -2.13315074e-04, 0.00000000e+00],\n", + " ...,\n", + " [ 9.02716641e-05, 0.00000000e+00, 6.81603275e-04, ...,\n", + " 0.00000000e+00, -5.94306898e-03, 0.00000000e+00],\n", + " [ 0.00000000e+00, 3.78251823e-04, 2.55792418e-04, ...,\n", + " 0.00000000e+00, -5.00022311e-04, 0.00000000e+00],\n", + " [ 6.02023099e-04, 0.00000000e+00, 2.97686230e-04, ...,\n", + " -2.58402894e-03, -6.43083836e-04, -8.84630200e-04]])}\n" + ] + } + ], + "source": [ + "for item in params.items():\n", + " print(item[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "1fd08408", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'shape_exc': 240,\n", + " 'shape_inh': 60,\n", + " 'g_factor': 4.5,\n", + " 'q_factor': 5,\n", + " 'vth_exc': 127343,\n", + " 'vth_inh': 127343,\n", + " 'bias_exc': 3820,\n", + " 'bias_exp_exc': 5,\n", + " 'bias_inh': 3820,\n", + " 'bias_exp_inh': 5,\n", + " 'weights': array([[ 39, 0, 14, ..., -24, -156, -68],\n", + " [ 7, 0, 0, ..., -152, -407, 0],\n", + " [ 0, 26, 0, ..., -28, -28, 0],\n", + " ...,\n", + " [ 11, 0, 86, ..., 0, -757, 0],\n", + " [ 0, 48, 32, ..., 0, -64, 0],\n", + " [ 76, 0, 37, ..., -330, -82, -113]], dtype=int32),\n", + " 'weight_exp': 4,\n", + " 'du_exc': 286,\n", + " 'dv_exc': 40,\n", + " 'du_inh': 286,\n", + " 'dv_inh': 40}" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lif_params_balanced_fixed" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "3dfa15c7", + "metadata": {}, + "outputs": [], + "source": [ + "a = LIF(shape=(1,), vth=127343, bias_mant=3820, bias_exp=5)\n", + "\n", + "rcfg = Loihi1SimCfg(select_tag='fixed_pt')\n", + "run_cond = RunSteps(num_steps=1)\n", + "\n", + "v =[]\n", + "\n", + "for i in range(30):\n", + " a.run(run_cfg=rcfg, condition=run_cond)\n", + " \n", + " v.append(a.v.get())\n", + " \n", + "a.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "460aa5b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(v)" + ] } ], "metadata": { From a72d28750de3489b9640760db5446f28078db652 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Tue, 6 Sep 2022 06:50:49 -0700 Subject: [PATCH 18/26] Add float- to fixed-point conversion example --- tutorials/end_to_end/convert_params.py | 16 +- ...tory_inhibitory_network_higher_level.ipynb | 345 ++++++------------ 2 files changed, 129 insertions(+), 232 deletions(-) diff --git a/tutorials/end_to_end/convert_params.py b/tutorials/end_to_end/convert_params.py index 948051bd4..be9b748b2 100644 --- a/tutorials/end_to_end/convert_params.py +++ b/tutorials/end_to_end/convert_params.py @@ -33,7 +33,7 @@ def convert_rate_to_lif_params(**kwargs): g_factor = kwargs['g_factor'] q_factor = kwargs['q_factor'] - weights = kwargs['weights'] + weights = kwargs['weights'].copy() num_neurons_exc = shape_exc num_neurons_inh = shape_inh @@ -67,8 +67,8 @@ def convert_rate_to_lif_params(**kwargs): # We then determine the the bias for the LIF network. # We have to be careful not the reduce the bias since a too small bias # results in inactivity - bias_exc = 1.5 * vth_exc * dv_exc * rel_exc_inh_bias - bias_inh = 1.5 * vth_inh * dv_inh * rel_inh_exc_bias + bias_exc = 5 * vth_exc * dv_exc * rel_exc_inh_bias + bias_inh = 5 * vth_inh * dv_inh * rel_inh_exc_bias # Get the mean excitatory weight exc_weights = weights[:, :num_neurons_exc] @@ -194,8 +194,8 @@ def _beta(vth, mean, std): ''' val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) ** 2 val *= 1/(2 * std ** 2) - val *= (f(_y_th(vth, mean, mean)) * (vth - mean) / std - - f(_y_r(mean, mean)) * (-1 * mean) / std) + val *= (f(_y_th(vth, mean, std)) * (vth - mean) / std + - f(_y_r(mean, std)) * (-1 * mean) / std) return val @@ -217,7 +217,7 @@ def func(weight): try: mean_exc_weight_new = fsolve(func, mean_exc_weight)[0] # Determine weight scaling factor - weight_scale = np.sqrt(mean_exc_weight_new / mean_exc_weight) + weight_scale = mean_exc_weight_new / mean_exc_weight except Warning: # Theory breaks done, most likely due to strong correlations # induced by strong weights. Choose 1 as scaling factor. @@ -240,14 +240,14 @@ def func(weight): "vth_exc": vth_exc, "du_exc": du_exc, "dv_exc": dv_exc, - "bias_exc": bias_exc} + "bias_mant_exc": bias_exc} lif_params_inh = { "shape_inh": num_neurons_inh, "vth_inh": vth_inh, "du_inh": du_inh, "dv_inh": dv_inh, - "bias_inh": bias_inh} + "bias_mant_inh": bias_inh} # Parameters Paramters for E/I network network_params_lif = {} diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb index b34930502..cefd14d74 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb @@ -21,7 +21,9 @@ "source": [ "**Motivation**: In this tutorial, we will build a Lava Process for a neural networks of excitatory and inhibitory neurons (E/I network).
\n", "E/I networks are a fundamental example of neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", - "We will investigate some of their dynamical properties for different single neuron dynamics as well as dynamical states. Especially the transition to a critical state which can be harnessed in reservoir computing will be of interest as well as self-balancing and the role of the recurrently generated activations in this.
" + "**One aim** of this tutorial is to investigate some of their dynamical properties for different single neuron dynamics as well as dynamical states. Especially the transition to a critical state which can be harnessed in reservoir computing will be of interest as well as self-balancing and the role of the recurrently generated activations in this.
\n", + "**Secondly**, since the description above is agnostic towards the single neuron model used for implementing the network, we will see how to use multiple ProcessModels for the E/I network Process implementing similar, but different dynamical behaviors.\n", + "**Finally** we will see how to convert the parameters of the LIF E/I Network to use the bit-accurate ProcessModels provided by Lava." ] }, { @@ -34,19 +36,16 @@ "- are familiar with the [Process concept in Lava](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", "\n", "#### This tutorial gives a bird's-eye view of\n", - "- how with Lava you can implement a simple E/I Network Lava Process\n", + "- how with Lava one may implement a simple E/I Network Lava Process\n", "- hot to define and select multiple ProcessModels for the E/I Network, based on Rate and [Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons\n", "- how to use tags to chose between different ProcessModels when running the Process\n", "\n", - "(Add diagram)\n", - "\n", "#### E/I Network\n", "\n", "From bird's-eye view, an E/I network is a recurrently coupled network of neurons consisting of two populations of neurons.
\n", "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", "Additionally, we here require a separation of the neurons into two classes (the populations): Neurons can either be inhibitory or excitatory.
\n", "Such networks exhibit different dynamical states. By introducing a control parameter we can switch between these states and simultaneously alter the response properties of the network.
\n", - "Our description so far has been agnostic towards the single neuron model that governs the dynamical behavior of the network.
\n", "In the notebook below, we introduce two incarnations of E/I networks with different single neuron models: Rate and LIF neurons.
\n", "By providing a utility functions that maps the weights from rate to LIF networks, we can retain hallmark properties of the dynamic in both networks.\n", "
\n", @@ -139,7 +138,7 @@ " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", " '''\n", " # Set scaled standard deviation of recurrent weights\n", - " J = q_factor**2 / (2 * np.sqrt(full_shape))\n", + " J = q_factor**2 * 6 / full_shape\n", " weights = np.random.normal(0, J,\n", " (full_shape, full_shape))\n", " \n", @@ -333,7 +332,7 @@ "np.random.seed(1234)\n", "\n", "# Dimensionality of network\n", - "dim = 300\n", + "dim = 400\n", "shape = (dim,)\n", "\n", "# We represented the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory\n", @@ -345,12 +344,12 @@ "params_exc = {\n", " \"shape_exc\": num_neurons_exc,\n", " \"dr_exc\": 0.01,\n", - " \"bias_exc\": 0.075}\n", + " \"bias_exc\": 0.1}\n", "\n", "params_inh = {\n", " \"shape_inh\": num_neurons_inh,\n", " \"dr_inh\": 0.01,\n", - " \"bias_inh\": 0.075}\n", + " \"bias_inh\": 0.1}\n", "\n", "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", "g_factor = 4.5\n", @@ -390,7 +389,7 @@ "from lava.proc.monitor.process import Monitor\n", "\n", "# Configurations for execution\n", - "num_steps = 1000\n", + "num_steps = 750\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -423,7 +422,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -574,7 +573,7 @@ "outputs": [], "source": [ "# Defining new q_factor\n", - "q_factor = 5\n", + "q_factor = np.sqrt(dim) / 3\n", "\n", "# Changing the strenghts of the recurrent connections\n", "network_params_critical = network_params_balanced.copy()\n", @@ -583,7 +582,7 @@ "\n", "\n", "# Configurations for execution\n", - "num_steps = 1000\n", + "num_steps = 750\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -607,7 +606,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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J8ttnEMVaJSLFb8N9biuuMxqR5ZfnL62WdMYPJxndH2fsYIJyQUOWJZr6/Cf8sP7TJOBvJHXxq/O6omlpdu95D8XiICtW/A+h4Fkv6/jkTIFHbzrG9ECacJubs29YQHOv/xWPRwjBUHqILVNb2DK1hT2xPehmbQKJOqMsDy+nL9BHl6+LTm8nTa4mvDYv8vFEe83UiBfjTOWnGEoPMZAeYCA1wEB6gFy1VlZscXAxV/dczeXdlxO0v/b+mURiCwcPfRJJsrJ8+dcI+Ne/5td8oyjlqgztmWfgqTmmj1tAoVY3fesi9KwMY8tWKR9MUDqcqC07qjL2BQEcS0PYevwoXutpyeusTubIPzFNcf88GAL7oiDuzc3Yev2v60pAuT9J5p5RtOMWGqqErcuHY3kYNWBHUmUQT1u3AqGZoJtkk2XGR7NMTOSJxYqYJtjsCu3Lw3StDNO+JIjN+dsVbVoXvzqvG7peYPee36NQOHbc4jvnlI81DJM9943z1F0jWGwKm67pYfHm5lcU/FDSS+yY2VETvMktTBemAVgQWMDm5s2sbFjJ8oblRJyRl33upzGFybHkMbZOb+X+sfs5lDiEKqtc3nU571/6fvoCfa/43KdCoTDEvv0folSaoKPjI3R3ffJVlUj7TaCQrjCwfZb+rdPMz9VyC10yNNoV2nr9tJ/ZiGtxGNl2eiwwYQhKh+Lkn5imOpZFsiq41kVxndmM5RV006iWdZIzBVIzBdJzpVqj4+O+Q0WVcQdt+CNOwq1uQq1uLC9iSRr5Cuk7RygfStQE7tfHLgRJQzCrCeY0k9zxXdwyNFpkGi0SAUVC9Vhxroni3tiEeprdCW80dfGr87pgmhr79n+IVGorK5Z/k3D4glM+NjGV54H/O0x8Ik/PmgjnvHMBTu+pBwkIIRjPjfP41ONsmdrCUzNPUTWrOFQHG5s2cnbr2ZzdcjaNrsZX8tROiYHUADf338ztg7dT0kuc03oOH1r+IVZFVr1m19T1PAMD/8D0zM9wuxaycOHf4vef9Lv+G41Z0SkfSVLcH6fcnwLdpGSTSfgczFYMZqfyGLrAYlNo6vER6fLS2FVrNeX0vvwuF3qyTOGpWQq75jCzVZSgHfeZzbjWRZFfRh/FSklneiDNVH+KqWMp4pP5E+XjZFnC7rHgcFuRZNCrJrlk+URupCSBv9FFQ7ubhjYPDW21wgG/bp0JIagMpsg+Pk1mOEMsrzOvm8R0gSZAAiJBG23dXrpWNhBcGKgF5+SqVKfylA8nKB1JgADnygY8F7SfNp/lG01d/Oq85gghOHzkT5md/TmLF/0zzc3Xn/Jxh7ZM8/jPBrA6Vc69cQE9q1/aGhNCMJod5anZp9g5t5Nds7uIlWIAdHo7OavlLM5pPYe10bVYldNXHPtUSJfT/OTYT7jpyE2kKik2N2/m46s+zvKG5a/ZNePxhzh67P+jUpkhGr2K3p4/x25ves2u93pgVg3KR5KU9s9TOlYTPNlrxbksjH1pCFunr+bDoxYYNXksxfjBBDPDGZJT+ROFvBWLjDdkx+W34fQd73DhteI63vHC5asV9FaFoHw0RXFvrBZgAtgXBHCd0YR9UfCUlk4rRY3pwQzT/Smm+tPEJ3IIUbPqGru9NPf5Cbd5CDa58IbtyL9W9UaYglyyTHwyz/x4jvhEjvnx3In2WgDeBgfhVjd2lwVFkaiUdAqZConJwonScw6HSlPYTtSu0KCbSOnyMzVbJbA0urB1+7AvCGDrDWDkq+SfmKLw5AxCN3GsaMB7QRuW6GvTL/P1oi5+dV5zhob/ndHRr9Hd9cd0dX3ylI6pFDUe/sFRhvbM0740yIXvW/KC1t7Tfrudcztr2+xOEuUEAA2OBtZF17GucR0bmzbS7j39haFfCUWtyE+P/ZTvHvwu6Uqac1vP5eOrPs7i0OLX5HqGUWR07L8ZH/8WINHSfCMdHR/BZnvlS7uvN2bVoHwsSWl/nPLRJEIzkT0WnMsbcKwIY233npIIVcs6sbEcqZkC2XiJbKJMIX28y0Wmin6SZUIFcMhgtcjYfDZsYQeqQ62ZTr+GEGCYAkMIDENQKWoU4mXKx0VKViT8bW6a+vy0LQrQ1uvH+ioS1ovZWkm5pwUxMVWgWtYxdBObQ8XhsRJqdhFq9dDc539eZKzQzVqaxvFcxOpIhsp4FnSB7LbgWhfFfWYLyJB/fIr81hmEZuBYFsZ7YTuWkwQY/SZQF786rylzc3dy8NCnaG56B4sW/eMpLTElpvPc/fX95JMVNl7Tw6qL2p4zqZnCZCA1cELods3tIlVJAbUglXWN61gfXc+6xnW0e9rf1AnuBa3ATUdu4v8O/R/ZapYL2y/koys/ysLgwtfkeqXSBCOj/8Xs7M+RJJWmputpa30fLlf3a3K9V4vQTcr9KYr75ykfTiCqJrLLgmN5GOeKMNZO36sKWBFCYBxPItfmimixAqWZIvnpHOWqSdmEitOC5rVSsSpoAjTNoFjUKZd1NMOkapgYpkA3RU30fq1SS1WCpGySUATTismMaqL/2pDtFhmnVSXgtNAZctEVdrGq3c/ajgBNvpfvP3y1CM2k3J+ksCtG+UgCZAnX2ijuc1qRHepxEZxGVAwcS0N4LmzH+htQI/fZ1MWvzmtGNneQXbtuwONZxprVPzil/nujB+Lc951DWKwKl/3hchq7a53ZJ3OTPDnzJE9OP8mO2R1kKhkAWtwtrI2uPWHdtbpb39Ri90Lkqjl+eOSHfP/Q98lreS7rvIxPrv4kbd621+R6xeIYo2PfYHb2DoSoEgqeQ2vrewmFzj1tLaNeLkIIzGz1RFWU6nSB8rEUoqwjO1Ucy8I4VoSxdflPLGme8rlNgZEs16ybWLFWcSVWRI+VnlM1RXapqBHniaU/W5cPxW0lka9w/+E5nhhKsH04QSxXOXFMo9dOk99OxGOjwWMj5LLhtCo4rAp2S22TAFMIhACBQDMEZc2gVDUoVg1KmkGxqjOfqzCWKDISL1A5nkDe4ndwzoIGzl3QwObeEB776xt1qcdL5LZMUtg1B4bAuSqC54I2FJeF3BPT5J+YQpQN7EtCeC9ow9rqeV3H90qpi1+d14RKNc5TT10DwPr1t2M7hcLL+x6c4PFbBmho83DZHy5jmnHuHb2X+8fuZzQ7CtQsu03Nm9jQuIF10XU0uX+zfVe/TqaS4XuHvscPj/wQzdS4YeENfHjFh1+zFIlqNc7U1I+ZnLqJajWGw9FJS8uNNDZec0rv2SvFrBroc0W0mcIJsdNmC5jH89QAFK8VW48fx6oG7L3+Wq7dSyB0Ez1RQouVniVwRbT5IujPzGey14ol4sQScdbELuJEjThQ3M/coMXzFe45OMs9B2bYNpzAFBD12jijK8SGriDLW3z0RNy4X4Mam5phcmQmy66xFE8OJdg6lCBf0VFlibUdAS5aHOWKFU00+18/q9DIVcltmaLw5DRCN2sieGE7istC/okpco9PI8o69kVBvBe2Y217c4tgXfzqnHZMU2PPnveQzR1g7dqf4vW8eB0+IQQ7fjnCzrtHaV3uY37TPu4Y+zmj2VEUSWFD4wbObTuXTc2b6PJ2/UZadi+X+eI8X9/3dW4buA2H6uD3l/0+717ybhzqazPZmWaVWOxXTE5+n0x2D5KkEgqdR3PT9YRC575gL0WhGWizRfR0GSNTxchVERUDUTEwK0atOgrU/lY1EbqJWdSeW/7LKteqopzYapaX/BJ5ZcIU6PES1YlcbZusFYrGeGbeUgK2mrBFnVgajj9GnC8YlWmYgi0D8/z0qQnuPzyHbgp6GlxcvryJy5Y1sbjpjek2oRkmu8dSPNo/zyPH5jk8kwVgQ2eQt69r5eqVzdgtr09JOyNfJffoJIVtMwijJoLeiztqy6Fbp8k/PoVZ1LEvDOC5sB1bu/d1GdfLpS5+dU47g4NfYmz8Wyxd8pWXLFsmTMGWmwc48PAkue4Jftb4n2hCY210LVd0X8GF7Re+Lonhb1aG08P8x+7/4OGJh2l0NfKFTV9gc8vm1/Sa+cIAMzO3MDPzczQtgar6CYfPoyF8MYHAZswZQelggspQuiY2z/ZxKRKyXQHleDJ11awtK55sKjmecO7a2IS978WTwWu+uSraZO4ZsZvKnygxJlkVrK1uLK0eLE2umuA1OE65qspUusTNOye4eeckU+kSQZeV69a08Pa1bSxsfPNZMKPxAr/cN83te6cYmi/gd1q4YX0b7z6jg7bg65OKYORqIpjfNgOA5+wWPOe1ApB/cob8Y5OYRR3nmgj+q3teVhrI60Fd/OqcVuLxh9m3/w9oab6RRYv+/kX3NQ2Tn317C4k9BnubHuJQ30O8tfetXL/gerr9b84AjDeCVCrFQ3se4rH9jyEVJfyKn6gvSntbO+vWrSMajb4m1zVNjUTiEWKxX5GYewLXxDL845dgKzQhZBOp2cDW7sXZ1YIl5MbI1WpZlo8kMZJlANSos+Y76/Zj6/Qiuy0YyTLl4TSVgXTNp1cxUCMOnOuiWFs8J+psirJeC0KZKVCdyp0o5IwiYWlyYW31YG3zYG11ozY4X3bgS0U3ePBIjJ8+NcFjA/MAnNUb5p3r27l4SRSr+vr5Pg0hGC5WOJAvMVGqEqtqZPSasNtlmUabhS6HlXU+F+32Z3IThRBsG07y/SdHue/wHKYQnL8wwvVrW7lw8evzHPR0heyvRijunUf2WPBd0olzbRShmeQenSD3yASK10bwxkXYOt48VmBd/OqcNsrlGXY8dRU2WyPr1t6CorxwRYhds7v4+fe20jSylKOdj7Puyk6uX/h2nJY3fwKtEIKZTJnJVInZbJlYtkxFN9EME5uqEHRZ6G5ws6TJi+sV+IM0TWN4eJihoSGGhoZIJGppGx6vh6K9yEhhhIglgjvvRtd1li1bxmWXXYbLdfpDzoVhUtg+S/aBMcyijhnOk+vaQdx7J7qSPL6XjLXciDXTjK3QisuzAG90KS5/FxRAi5dqS6KZCkam8pwlz5dEllAbHFhb3CfEztLkqpXpeoUkC1W+9dgwP31qnFRRo8ln5/p1bVy/tvV1sZo0U9BfLLM/V+RgrsSBfImD+RJF45kUC68q41drn52iYRLXnvGFttotXNXg5x2NQRa7n1kGn06XuGn7ODfvmmAuWyHgtHDJkkbO6guzsTtEg+fUK/wkNZ1jhTJpTcehyHQ6bLTZrSgvYp1XxrNk7hymOp7D0uTCf00vtg4vlfEsyZ8cw0hX8F3WifusljeF66IufnVOC6aps3vPu8jnj7Jh/R04nV0n3W8iO8FXdn2FzBYba6YvxrGmxO998CJs6pu39FZVN9k1lmLLwDz7JtMcnMqSKb30BG5VZM7uC/PuTR2ct6DhRb/w5XKZ/v5+jhw5wuDgIJqmoaoqnZ2d9Pb20tPTQzgcRpIk7hi8g7/Z+jdsCm/iOtt1bH1iKw6Hg3e84x10dHSclucsRG1pM3vvKHq8hK3bh/eSDqwdtTZClekM8088SXb6IFXnJNXQLBXnJFXLLEjH5w1TxlJqwFpuwmG2YZfbcVq7cLq6sTpqZcYki4KkyggE5aNJinvmQQicayK4NzZhib46oXs2qUKV/9kyzPe2jlLUDN6ytJF3bmjnrN4wymvUI7BkmBwplDiQqwnc/lyRI/ky1eNzq1ORWe52sNzjYJnbwQqPk26HDfuvBfdUTZOBYoWnMgXuj2d5NJVFF3Cm382HWsNcEvadECbdMHl8MM6tu6d49FiMbLkmnH6nhdaAA6dVRZEkippBuWpQ1HRKVZOSYZAPWBEtTqoBa62MzLOwyRKdDhstNgvNNitNNgsNVpWItfYYtqqELSrSoSSZu4cxMtVaq6W3dCLJEsmb+ykfTmBfEiJ4/QLkN7ixdF386pwWBof+jbGxb7ygn083db5/+Pt8fe/XWT51HutGLmfRWVEu+L0lb4q7wF8nW9a4/9Ac9xycYetQgmLVQJUlFjd5WdbiZUmzj46gkyafnYjHjt0qY5FlyrpBIl+lfy7HE4MJ7jowzVy2wuImL5+7fBFn9z3T4UEIwfj4OLt37+bw4cNomobb7WbRokUsWrSIzs5OVPXkE8St/bfyhSe/wEdXfpTrmq7jpz/9Kel0miuuuIK1a9e+qudeGU6T+dUo1fEcasSJ7/Iu7AsDAFRHsmQfmaDSn6p1QrDIz/G7qW0WjOYEVf8sFfs0FXmSYnWUUmkE03ymEomq+nG7+nC5+3C5+nC7FuDxLIOChcxdw5T2x1H8NnxXdONYFnpVn5FYrsy3t4zww21jlDSDK1c086kLe+mNnF5fXkE3OJCvCd2BfJEDuRL9xfKJ+Bu/qrDc42C528kKj4NlHgfdDhvyK3huSU3npukE/zsVZ6qi0emw8pG2CDc0BnE+Szh1w+TAVIZdYymG4wVm0iWKVQNTCBxWFbtFpuBSGXdKjFoFmgRuE8IZnfmxDFrRYFGrj4vWNVOyyYyUKkyXNaYqGolnWaPPxq3IRCwqnQWTvtECq4pwwcZ2PGujFLZOk7lnFMVvI/SuRc9LizAMg3g8Ti6Xo1KpYLVaCQaDBIPB0z5P1MWvzqsmldrB7j3vornpehYv/qfn/f9Y8hh//cRfcyR5hKt5N81Prqd3XYRLPrj0tFTUP10UqzoPHonxy33TPNI/T1U3afE7uGBRhLP7wmzqefk5VlXd5Bf7pvnqQwOMJYq8ZWkjn79yMempYR555BHi8ThWq5Vly5axatUqWltbT7kFzV89/lfcOXwn33vL91joWcgtt9zC0NAQmzZt4uKLL375rWym8mTuHaXSn0LxWvFc1I5rbSNIUD6SJPvAWC3ApdZcG1QJe18A+8Igtk4vauSF/W5CGJTL0xSKQxSLIxQKgxQKAxQKA+h6LXJRkhQ87qX4AxsIFM5Hf9iCPlvE1u3Df3XPy64kMpUu8d+PDvGTpybQDZOrVzbzsfN7WRB99aKnmYK9uSJ7s0X25WrbYLFyIq4nYlVPiNxyj4PlHietNsspTeCGEIyVqsxWNGJVDe34POyQZZrtFtrsVhqstc+hbgruiWf4xkSM3dkiQYvC+5rDfLA1fGKfX0cIQX+xws/nUtw6l2KiXMWpyFzZ4OMdjUHO9LuRJYlcWePWXZP818ODxPNV3ra6hT9/yyIafTV3RtU0iVd15jWd+arOfFU78ThX1TmSL514TfxVk8vzMh9f10ErCsmbjmDkNfxX9cAyD0eOHOHw4cNMTk6iac9fVbHZbPT09LBkyRL6+vqw2V79SlFd/Oq8KnQ9x/YdVyBJChvW34mqPjNBCSG4uf9mvrTjS3isHv6k5XPM/MRKpMPD1X+8CvV1Cs1+IYQQTJeq3D04zz2D8+yZz6FJ4HSodETcNIecNLitWGQZVQKrLONXFfwWBb+qErAotNistNqtWF5CxCu6wf88NsxtDz/FCnkSv1SkoaGBM888k6VLl2K1vvwao/lqnut+cR1Oi5Obr7oZSUj86le/4qmnnmLRokVce+21p3RePV4ic98opf1xZKeK57w23JuaQJIo7Joj+8A4Zu4Zq822IIB7QyP2hUEky6tbkhRCUK3GyOWPkEnvIp3ZSTa7F9OsYlUjNCU/gH3vYqiCe1Mz3os6XnK5bDRe4BuPDHHr7kkkCa5d3cpHz+uhM/zqfKIlw+RX8Qy/iKV5PJUjd9xH12i1sMJTW7Jcefwxajv1myTdFOzMFrgvnmVHJs+hfImS+eJzb7PNwlqvi/OCHi5r8BFQFXZkCnxjIsa98SxWWeK6aICzAh4iVpWqKRgt1QJqHkvmmKpoyMC5QQ/XRgNcHvbhUk/+fcyVNb7+yBDf2TKCIkt8/Pwe/uDs7lNKrcjrBo8mc9x6bJb7qiUEcI1h5S9XtJO/fT+7Jg8ypM5hYhIOh+np6aG1tRWv14vdbqdSqTA/P8/k5CT9/f0UCgXC4TCf+MQnTvn1fSHq4lfnVXH48J8xM/tz1q79CX7fM8ttBa3AF5/8IveM3MPm5s385aK/4YH/GMTmUrnuz9bicL++BaWFECd8JnuzRXan8gyUKlRPolkWScKhSDhkGZPanbhmCiqmOOGreTaKBC02K10OG4vcdpa4HCxx21ngsmOTZYQQDA8P89BDDzE1NUVFcbKt1MiixUv4h2tXEHS98tfiwbEH+eNH/pjPnfE5blx0IwDbtm3j3nvvpbGxkRtvvBGv9+QRdka+SvbBcQrbZ5EUCffZLXjOaUWYguy9oxR3x060w5E9FlybmnGvi6J4X1v/rK7na1Gm8/cSjz8EZYXGkffiHtuA7JTxX9aLc230eVbmwFyOrz08yC/2TaMqMjeub+PD5/bQ8ioTwdOazn9PzPPdqTgZ3aDFZuGCkJdzAh42+FwvS+ieRjMFj6Zy3BFL8UA8S0o3sEgSa7xOVnqcLHbbabFZabCqOI4vY+Z1g+mKxmipwu5skR2ZAtMVDVWCcwIePtAS5sKQl+FShW9NzHPzbPJ5IupXFTYH3Jwd8HB52EfkZYx9PFHkH+4+zL2H5mgNOPj8FYu5dGnjKS9HTqaK/Of2YX5s0ZCFyarxY6yZGmFJNcpSTzd9792AtfGFS6SZpsn4+DilUonFi199Ddy6+NV5xcRi93Lg4Mfo7PgYPT2fOfH3mfwMH3/o4wylh/jEqk/w7t73cduXdlPOa1z352tfty7QE+UqDySyPJLMsiNdIHU8dFzWTURWQy3oLPY4uLAjyMXdDbQ5rfhV9UWtuJJhktZ10ppBQtOZKFcZK1UZK1UYKlXoL5QpH59wFAk6VRlfah7nzCSdQufadatZv3Il33lilC/fd4yA08p/vHMVZ/a8smoqQgg+dN+HOJI8wl1vuwu/3Q/AsWPHuOWWW3A4HLzrXe+isfGZdk1mxSC/ZZLcY1MI3cC1vhHPhe1UJ/PkHh5Hm8jXdpTA1uvHc0FbrUvCG+Cb1fUC8fgDzM7dQWF0nMiRd+FI9yEiRfxv68PT1c3BqQxfe3iQew7O4rQqvHtjB39wVhcR76vrPyeE4MczSb4wNEVWN7miwcf7m8NsDrhfkZ/OEIJt6Ty3x9LcGUuT0g18qsIlYS+XhHycF/TgeQHr64XGdyBf4hexNLfMppit1nx/H2gJc0NjEJeiMFgsk9R0VKkWrBKxqq/6fXxiMM7f/vIwx+ZynNkT4vNXLGFJ80unMJimye7du7nlsSd4tLWPkYZm2qqCf/QGWfrgDKJi4L20E/eZza+LO+RNLX6SJCnATmBKCHGlJEldwE+AELALeI8Qovpi56iL32tDpTLP9h2XYbc3s27tLSfqdh6KH+ITD32Csl7my+d9mU2Nm7j7mwcYP5jg6j9eRcuCwGs6ruFihVvnktw9n+FIoZZr5jFAJMqUYyWUdJUNDV7etrqFK5Y34TvN3amfztd6fGKK+48NMaCZxL1BSpba66NIsNBpry2NmRJ3PDbK3GSWPz5/AZ+4oPcVRR0OpAa4/pfX846F7+BzZ3zuxN9nZma46aabqFQqvP3tb6evp5fCjlmyD45j5jUcS0M410Yp7JmjcjT1jJXnrll5nrNaTlvj16fRtAyFwgD5Qj+l0hjVapxqNYFhFJGQkWQVq7UBu60Rp6sHr2c5LlcvkqRQrSaIzd1Descx3Hs3omhuplp28l2RZH92DddvWMYHNne9Kkv6aearGp89NsG98Sxn+t38fV8LS9yvzIKMVTRumknwg+kEUxUNpyLzlrCPayJ+zgt6sL5M3+zJ0EzBXfNpvjsVZ0emgEOWuCYa4P0tYVZ6Tv/Npm6Y3LRjnC/f10+2rHHDujY+fckCIp6T33BMT09z1113MTU1RWdnJ1dcfgW7Bwv8VTrJpEPm2qLMp2cE9sEsllY3gbf1YW15bQtlv9nF79PAOsB7XPx+BtwmhPiJJEnfBPYJIb7xYueoi9/pRwhxojHt+vV34HbVupI/NvkYn3nkMwTtQb524dfoDfSy484RnrpzhLNv6GPF+S9epDmRr7BrLMWBqQyTqRJT6RKFio5uCHTTRJIkFElCkWubLEuosoSQJeb9CnNelay9VllESVeR5srI82W8JpzZHeLiJVHOXxQh7H7tlu0mJyfZsmULx44dw+FwcNZZZ7Fu3TriQmJ/rsi+XOlEgERSOx4lKYC8RliSubo3wnK/k06HjVa7lUarBfUUBPHvt/09t/Tfwm1X3/acAgHZbJYf3/Rj7NMG51qWoxbA2uZBDdspD6SfyblTJOx9/lo6Q/OrDwgRQlAqjZPLHSCbO0A+d5RCYYBKde5Ze1kAD6bpQZhWhDBB0pHlHJKUQZKeLjjtwGpdRTh0Hp2db2PPtOAnDz/JRXMJ1uR60GxJ5hf9BOtiF42NV9PQcBGK8son/HvjGT59dIK8YfC57iY+1Nrwsi09IQRPpPN8fzrB3fNpdAFnB9z8XlOIi8NeXMpr5+8+kCvyvakEt86lKJkmqzxO3tUU5KqIn4Dl9KYXpItVvvrQIN/bOopNlfnoec/1ByaTSR566CEOHjyI0+nk0ksvZcWKFSesz3yuwpe2DvFdtYJPF3w+Z+W8o3nMgoZzbRTfxR0ovtfm+/qmFT9JklqB7wH/AHwauAqYBxqFELokSZuALwghLn2x89TF7/QzPXMLR478OX19n6e97QMA/GrkV/zllr9kQXABX7vwa4QdYUb2zXP3Nw6wcGMjF75v8UmXWzJFjVt3T3LXgRl2jdXaEimyRKPXTovfgceuoioSqlzLBau1jAHDNMkqMO6RmfYoGIqEs2wSzugsNhQW+B30RTys6fDTHXYjv4bLKJqm0d/fz86dOxkZGcFut7Nx40Y2btyI3X7yO2EhBJMVjf3HIwYfmkpxJFvCdCjwrLEqUi2gos1eC6xptVtpt1vZ6HfT5Xim0keynOSK265gTXQNX7vwayeOLw+lSd89jD5VICnlmbZnWFCKYqU2CaqNTjzntOJcFTnlpSYhBKZpYhjGiU3TCmSze8lmd1AoHqRUOopp5o/vr6BpEQoFL+m0i0LBR7Hgp1JxIUkyVqsVVVWxWGrRkLVz6lgsSWy2GTzeWYLBKWy2EqYpMzHfzf75jSxZ9g5uaG+i8IujmDGDYuQoswu+jeEuEA5fQGP0yuN1SU9t8szrBv/f4BQ3zSRZ6rbzX4s7npNEfipkNJ2fzab4/nScgWIFv6pwQ1OQ9zaH6HG+umXYl0tWN/jZbJLvTyXoL5axSBIXhGoBLpeEfCd8iaeDkXiBf7r7CPcdnqPZZ+fTF3TgTNS+E7Iss2nTJs4880wcjpO/nvsnU/zJoXEOWQWXx3Q+n7dgHc4hyRLuM5txn9WC4jm9cQJvZvG7BfgnwAN8Fng/sE0I0Xv8/23APUKI51VNliTpw8CHAdrb29eOjY29XsP+radSibFt+6W4XH2sXfMTJEnm1v5b+eKTX2RNdA3/dcF/4ba6Sc8VufmfnsIXcXLtZ9eg/lqNxclUkW89NswtuyYpVg0WN3m5bFkjZ/aEWNbie9FIsl2ZAl8Zm+OBRBaLJHF1xM/vt4RZ4zs9FU4yRY2xZIH5XIXS8bYziizhsVsIuix0hd0EnBYmJyfZt28fBw8epFwu4/V62bhxI2vXrn1Fodj9czk+9qPdDBRKXL2pg/WLG5iuaEyWq7WtUmWmop3IG4tgsrSSY002TrRcYDo/zVh2jCWhJbTQQM9sgFDBSVnSGJBnOCJPkpVLKJJMxB3CHfHVEsyFeI6QPb3pun7SvxtGzSKzWEqEw+OEw+N4fTFk2UQIiXw+QD4fIp8LkcuFkKRm/P4wgUAAv9//nEev14vyIlaQbpjcs2+c/3v0CNbyPs5q201P5CAWtUKp6ENwMatXfATfmI3s/aMI06SycoCpyLfQjHlU1UND+BKi0SsJBM5Elk9u+exI5/nEkXEmylU+0R7hT7saT3k5UgjBzmyRH04n+EUsRckUrPE6eV9zmKsj/tMqMgBoJUgOQ2oMSqnaVsmBMJ+1GWDWNiEMDggPt8rt3G7pZU5xYzM1luYnWJ6fZmEpSbsiY/E0oPqacIXbcLndOJ1OvF4vbrf7lP2Ejx+b5f9uv59IcQSLJOhatIxrL7/4BYOuno1uCr68f5z/l0zRUDb5u2GdMxQr1fEcKDKutRE8Z7eihk9Pcfc3pfhJknQlcLkQ4mOSJJ3HyxS/Z1O3/E4fQggOHPwYicQjbFh/Fy5XN98/9H3+dee/srllM1857ys4VAd61eCWL+2kkKnyjs+txxN85o43XazyXw8N8v0nazckV61s5gObO1nW4kNPl9GmC+jxEnq8hJGr1kpqFTVExWCnR+LbrQrb/Qp+TfDOOYO3p6BBqlUJkR0qssuC7FKRnRYUlwXZa0XxWFG8VmRXzbIQQtT6piWLjMYLjCeLjCWKjCUKjCWLpIsvXb3FLumEpDyNapENXWGuPHMZi/t6XnZu3a9TrOr8zR2HuHnXJGf1hvnPd64i9Kxl2vGpKW5+dAvbcmUmglEmglEMWaapUmRddp7o8B4uKCyiT2tGw6BfmWFEnsOUBJJdQbdDppDFMAxcLhdutxtFUV7GVkZW9iCxC8FRQCDLrVgsq7FZV2CzLcNi8ZyYOD0ezwsm6r8Y8XyF2/dM8X9bR5lMlegMOfnY+b28bXULMlUGBn7GxOR3kOVJqlUb5fImVnR9At9+G+VDiVpR6wuLxK13Epu/F8PIY7EEiUQuIxq5Er9/HZIkUzJM/nVklm9OxGi1W/nq4nbO8J+aryml6dwym+KHMwmOFcq4FJlrowHe2xxi+Wnws5XLZcbGxpidGCE+ephSJo5WyqHqOWxUsVPBSx4fWXzk8JLHQwmbbIAkg6yiSxbiBJgmyhSNTJhh9ri7GA01MRloIOWqiZJiGgQKOXylPL5SAV8pj7dUwFcq4BEGwUCAwPEtGAzS0NBAJBLB7a69VkIIDh8+zL333ks2m8UTbecX8TBjBYW3r23lz96y8AX9gb/Orkyej+8bZUzXeP9wlU+kFawBG5XhDJgCx9IQwd87+UrSy+HNKn7/BLwH0AE74AV+DlxKfdnzDWMudjcHD36S3p4/o739w3xz/zf5+t6vc3HHxXzp7C9hUWrBIw//6CiHt0xz5SdX0rE0BNS+HLftnuKr9z9O2DbIRX0l1jYXEflx9FIOQy+DLqFoLtSqF1u1FYfowiUWM+KK8mW/wZNWk7Ap8cGKhXeUVZyaQOgmQjMRmoFZ0jELOnq+Ss4wmcNkFpMZTOYQTGMyLQumhEn5WZ9tWYJmt42OoJOOBjddETftIScRt5VqKc/87DQTE5MMjk+RKZvkJCeGO0LMcDKeqVW5sCgS6zuDnLewgfMXRuiNnPrd8sn42VMTfP6Og4RcVr7+e2tYEJJ4+OH/YT7+OH5/Ep9XwuH0IvvOYJflKu6dtnLmoSzXj9fytwoq+DSQHAruzS24z2g6sWxULpe577772L17N16vl8svv5xFixa94FiEEKQzO5me/gmx2D2YZgWns4tI5AqikStwuxe84uf5NIl8hf2TGfZOpNkxkmT7SK1/3obOIB88q5OLlzQ+LxhICEEstoXDh/8DU+zDMBQK+TUsdX0Cz24rRrqCY2UD7vMbySo7mJ27k3j8QUyzjM3WSLLhU3wpuYyhUpV3N4X4Qm8z7peIthRCsDWd56aZJHfOp6mYgtUeJ+9uDnFNxP+CuXKngmmaTE9PMzg4yNDgIJNTkzz9MfWRwSVVsdhd6KqLClZKOhRKleedx2Kx4HK5MAyDfD7P0/O4zWajpaWFlpYWWltbaWhoIKNY2FXSOJTJciSdYqRUYdK0YjyrobHdqBCulvBVKzhyOTz5DOF8hkAhh8flJBgMksvlSKfTRCIRLr/8cjo7O8mVNf7r4UG++/gINlXhkxf08v7NndhO4TUqGAaf75/ix7NJNmZM/m5XASVkMGPLINsVzv/Ala/4dX6aN6X4PWcQxy2/4wEvNwO3PivgZb8Q4usvdnxd/E4PmpbiyW2XYrc3sXbNLXx179f4zsHvcHXP1XzxzC+iHl9OGnhqjvu+c4g1l3aw6W09lMszDIzfz/aj9+BTjxG0Z06cUy0HsJQaUIQb1eFEckkY1jwaSUrlCRL4uYUb2SKdh0fS+HCkwIe7VuCxh0gWqkymSscDY4q1x+NBMpOpEvnKc0sv2WWJZruFVlWlRZJpMSSaKoIWDQLo5KUiablIRiqSUYpk5BJZUcA8XrPDbXPREW1l4cKFLFixGLuntvSSLlbZPZ5i+3CSR/vnOTqbA6At6OBtq1tfcbFk09TZN7qXmx67jR7XbnoCw8iygRAyHvdiHM4WDKNEJrEX7+hZhIffimTY2BVU+eJSGzNOhbNQ+MMlbVwQ8Z00YGN8fJw777yTWCzGokWLuOSSSwgGn2kfpWkpZmZ+ztT0TygWh1AUN42N19DcfD0e99JXLO7Fqs7BqSz7JtLsm6xtE8kSUCsnuTDq4eIltWatixpPrQtAKnWI/Qf+FU17ohZsk13JkuIncPRbEZqJY3kY98Zm5DaF3dOP8aXxPFv1BYRJ8g+dEld3nveiz2e2ovGz2SQ3zSQYLVXxqjLXRYO8uznE0lcYBQq1G5Hh4WH6+/sZGBigUCgA0Cwn6DaH6HGVaV5+Frblb4Wm1fBrKwu6rpPNZslkMmQyGfL5PPl8nmKxiKIouN1uIpEIjY2NhEKhU1qZ0EzBRLnKcGyU0YlDjCRnGdYVRu0tjDuaMKSaeFmFycapQRaOHEMSJiXVilOr0NLczJIlS1i6dCmBQICReIG/v/MwDx6N0Rly8tlLF3L5sqaX9MObpslXDw3wr/NFnNUyFx3cTiSfptnewIf+7GOvOh3iN038uqmlOgSBPcC7hRDPv/V5FnXxOz0cOvQZ5mJ3sn7d7Xz9yC/44ZEf8o4F7+CvNv4V8vG7xPRckZ/943aii6ZYctEkieRjFArHAMiUAwSMZTTEurHPdeKQunAta8axPIy13fucD7IhBN+emOGfR2JopsnF0i6uNL6LX4ohhMRItpO9sSUciC9hPNcKSHjsKi1+B60BJ60BBy1+By0Bx4mfgy4rQgji8TjT09PMzMwwPz9PLBYjn8+fuLYsyfhtHvyKG59w4tMdNBTdeHU7Es+MUfZYUcMOLGEHatiOGnKgNjiIKfDYcIK7D8zw+GAcIeDsvjAfPqebs3rDJ51gDaNEPn+UXP4Iudwh8rnD5AvHMM3aR7tY9DKXbCNuuYCPXf0+vK4A1YkcqTsGqU5mkZAphA4S6/sZntRKipF38L7KfRiBt1DETp/Txqc6olwTCTwvctQwDJ588kkeffRRTNPkjDM2sGKFnXji58Ri9yJEFZ93Nc3N7yQavfyUoiiFEMQ1nXhVJ1nVOZoqcCCWYzhVZDpdpFqO01Mq0FwpEzE0wnIJr6WEO1Ah1Fgl2Kxjs/mxWoJYrEGsltDxxyAWSxBFcb6gUOXz4+zd+6+UyvchyzqV1HL68h/FOexBVAySboUHAjJ7IhZW9eisq/4jevEgodD5LFzwNzgcz0Qk66bgwWSWH00neDCZxTheSPpdTUGuaHjlvrxkMkl/fz/9/f2Mjo5imiZ2m5Ved4kFqYfpNQdxLjgX1v8B9Fz4PMF7QygkoP9XaMd+xfB0P3ssnRwpLkIqScz4wzy0YDU5hwsXJq2FDIHZKZrTcc6IBNl4xhn09fXx2ECcf7z7CP1zeZY2e/nspQs5tztUqw0rAAlku0qxUmLPnj3s2rWLVCpFwhfkgeWbKCgqX9QsXCvc+C7tfNVP6U0vfq+Wuvi9ehKJR9m774N0dn6SH81lubn/Zt69+N382fo/Q5IkTFMnkdjO9vu/j8W/A9WeRZIsxCoL2TXSy6bietYnWpAEtealZzTVSmMpz53AqrrJLf2z/MvMPLOyQImXUQ6nkUsGTovEhtYYqyJH6HTvxaMMAiCrDQSD59EcvYBAYPNzyqvlcjkmJiaYmppianKK6elpqlotLVSRVVx2H06LF6fqxa56cCgeXC4vNpuKxa7i8lnxBO24gzY8LisiV0VPlGpbvHzCN2kWnuUjlEDx21DDDhIhG3eVS/x0cJ5YvsLSZi8fO7eNM9vnyeUPkssdJJc7RKEwBNRy7FTVh8O1lBF5DQ+NORgqhyiH25mTbbVyWqpMU9nkLw6V2Rw3yDoVrHYFNR8nue7npNwP43B0socVfKP/YT646X/5RdrB0UKZLoeVT3ZEuT4afF4ifyIxyrbtX8E0H8XpzAEuWlqupbXlRtzuhc/7TOimYKxcYaBQYaBYZqJcZaJcZbxUe3x2JRzJFDSmDbrmNDrnNNrjOpbjWQwCMGVQnunmg2mpYm0aINp1H+7IESTpufOQLNuw2ZpwuXpxObtxunpwuxbgdi88EdlZLsfZvfvfyebvwKKWGdMWMxl7L0tiraxNmVj02jllrwXDnyIjb6fqnCPUvRGp+yp+XCrz4+OJ4xGryg2NQW5sCtHtfPmBTLqunyjP1d/fTzweByAcDrOgPcqC/DbaBn+AggEr3gln/QmEe1/2dV4vDuzdzV133YVh6LzFvo9VxUcYczSzM3o225rOZ7ujmyGjtsTurZTojE2xtpLlHQuW0e1oZXD/PNmRNGEDAjxf2Cto5KUymhu8nWEal7VTafHy++NT7MgU+IuuRj7VEf3t9PmdTuri9+owjDLbt18Gssrd2lruGL6LP1j+B3xi5UdJZ3YQi93D/Px9aFoSU7ficZ6NPXIJX77dyXlJOxdLFmRZqlURObsFNfTcJSLdMHlsYJ5f7p/hl6ks+R4PGCYL5nWuCHtZ3uJncZOXjqDzOcsklco8ieSjJOKPkEhuwTDySJIFVVlKKtnJ6IiXVKb2+VWFgVuXcWgWHIYFSfMiDC8GDkxbAEm1oKgSEhK6ZqBVDPSq+ZxxKhaZUIubSIeHtkVBWhb6sTktNT/N+BRTg+MkZudJppIUikXK1QoVvYopGQhJpyJBxVTQhYwkm3htGVx2DafDjtvjQ/hbOOLpZq/s5WDVpHLcyvRKsMTrot1iwRjNsmSkwEVzOjYTfthj5RtdVmTgIoeTdy9oZIV0iP5jf0m5PMXOspft1WZ+dOUtPJIq85XROfbnS7TZrXyqI8r1EQ+59BNMz9xCPP4gQmg4HCuYnOji6FEnXm+YjWedjbdvIUMVnf5Cmf5imf5CmaFi5TkC55YkLFWTcrZKNVuhu5jmDC1FW06gzjeAVnvf3e4ETeF5GkIZZHeRjFUwYGvgmNzAiNZILu2gbcZgwbSGsyrIe2TmltsxlgoCliJBKYOfJB59HEflEGrpCNLxxR9JsuJ0L2XWcTaHWMVTlQj7MhnO5iGuErcTlBIUS14K6T58pbMIGgvwVV04igpyVkcynrX6YOpU9SyykcUi8kgUkKQiSCVQdWRFAVVBUi1IT/+sqEhWK7LPS1G1MFcuMZnJMJJMUlAUhNVKZ2cnCxYsoC9kIXTwf2D/z0BWYPV7YPOnIHB6WlK9FpRKJe666y4OHjxIa2srb3vb2wiFQpAahaGHYfhhGH4Eyhli1hAP9b6LfbYL8c842DRv0F2ofadMBaytHsYkwWPTaVLVEkvcRayVNHastIWaidiDyFkDI1Xm6WrhklPliFPiWEDhDz+47kV7C54KdfGr86IMDX+F0dH/4mFjDb+YPsKnl17DGW6Yn/8VmpZCUZw41M0ce6iHrkVvQWnxMXbnEJvNWgSmZ2MznnNanlcPciZT4sc7JvjZUxPMFCqwIkglYme51cq3V3TTcQqRYaZhcuTAEAf2HiCVewKP9wjh0AQWZxEAW14mnNRpSmTx5nRO+lWRVfA0ga8NIoshuhSiyzCjyykUZPLJMpl4ifhEnvhEjthYjrJWRLOnkYM5SlKSqlarJKMoCoGAD5tNA+KY5jyCmg9HEhbkspe5QiNjFQ+mMHH7HcSbIhz2BJlx+wEIFLK0pOZpziRozqVocTnxy26CcSvdlQhuYScng2SaOCWZ8XMaua/Lzq3xNEnNoNlm4fqIh02Vn2DM/TfzmsSc+y380ZlfRTd1Hoin+cnIk/iLj3Iuj+EjiaIGcIQuJeO5nHHRzmhZ43AiS3+2SNJixzy+7CYBzTaZTrtCg2SQT2SZmppnfCKGvVrmIrnMckNFZNqoVmvl2tzKHG3W/bRa99NiPYhLSSOQwO5FsvnA4gCjCnoZ8jF0AUPOVvY7FzNgXoA024U3qZJ3SDy+yMHuHhvhdJyu6QmiyTiOarXWrVyRKFgtJK0u8nYnJZsdm7VIiyvL6rCdBa5GjJlDMPcIjuwYlqQJCRVtzol9SuDOlJHsPmR3FC3QguyLYnFFsDiiyFY/0rNSJIRRRVQzoJcRegVTL4NeRRga6BUwNDD12u9GFbOcQRTnMbUUFr8dVc1jETNY3BLqkjOxnv172FZuQAmffFn8zcDw8DC33347+Xyec889l7POOuvkKSqmgTG4m8KWwxRHXOh6FNBJuNPc0Rzm3rCTmKXCGbOjvLejkWIuz969e9BNiSERYeOmTXzkomXYLUqt6PlIltyWScoDadCP35C6LbR+fuOrfk518avzghSLI2zbfhnDmoPBYpkLAy5kI4UsO2houIho5HIcto387O/3Y7crLPQpROcrlCRwbGyk6cIOlF8rYD0Yy/PNR4e4fc8UhhCsX9LAUIeTWUPnz7ub+ER75AWraQghSM0W2PvkUY4MHKJSOEq7PEKnmKSDWcJSHAlB0SETiwZJRJxkbCWEJLBILsLWRYQdKwiqPaimgEoecjOQna7dvcYOQ6XWXgfFBm0boPNstN63MFZ2MTQ0xODgEPPzsdouWFFLfuymi45FcSI9+6mKHQhRxWptIBjcjM+3Fr9vLS5XL2ZWJ7t/njv6Z/mm22A0bAVZokGHG1oDuPc/RfrIQdra2li2aAmJgVni43NktAKrjU46zQhjSpxxtcDeFhd32OdRnHk89jS6liAn+anYFqPa2nBQIqod5ExlL0vlftKVNBnTQY+1gl/RMITEPlbwqHQpe1iFIT3r5kRoKHoMRZvFV0zRnVJpywoc5QQTrkGGvcNU5CKbMj6WpRZjKa4koy+krFhRpArN6lG8toPoziNkrXOk5Cqzqsq0qjCrqiRlGbvFSYu7hcXBxSwNL2V943r6vN1IhRjE+2H2AMzsQ4w+yVTcz67U25AmEjTFtuLOxU7L51uzKeghEK1VtDZBuc1HtXEBWaODqSmVTFpgmiqSAJew4xNOvMKJTzhxCRsqChahYEFBQUZBxiKrqCgoQkIygWffcgkBxWGM+D606YNosSl41hyr+P3Yly7FuWEDzg3rcSxfjvQK0kROJ5qm8eCDD7Jt2zZCoRDXXnstLS0tJ993vkh+yxSF3XOgC6ydXlwLJRw8gjx4B2JqJ48G1vEPPZ/kgKsTT6nA+tEjnCXrbL7gMr65I849B2fpCDj58up22o5l0abySBYZx7IwjmVhbH1+JEVCOg25k3Xxq3NSKpV5Ht/xVszq3PGCIxLB4Fk0Nl5DQ/hiVNWFEIK7/3Mv48dSnONWkRTY1WDhmt9fjcf/XMttIlnkX+89xi/3T2NTZW7c0M6GVY386dgMmhB8Z1knZwWeX1bL0E0mj6bo3zPBsf5dhHiSXuUY3WKckJQGwLS4kTo2IrWuh6aVtc1Ta8mjaRkSiUeJJx4ikXgUXc8iSVYCgTNoCF9EQ+Qt2KzHi0oLAZkJ9Mm9TB/ZwejYKKN5C+O0oKOiSNDe1krvwsV0dDQgKruYGvslBXMXyDpaMUBhai3u/Ea6XSvxizRGbhJJrlK2y9zeGOX7/ghTioUGw+CCmSzJgTyPVyRsssFKZYoPLupgjd5BdSiD0EyUqANR1DFyGls9GR61DxHJpTA9FWILbPhc87QygZ8UftI4Kb7ge5rDwyC9bOMs9rIGVbLhVg2ypoWsacEmGayzp7nAFcMja2gCMrrEaE5mYFqnmldQFT8Fq4eCzU7WaaFgf+lJSAZcisApCxySgSrKKGaeajVFOj9PuZRF1kt4FIUlwVZWNi9iWXQxGVNhLl/CfeuPWX3zT3EVCuzrXcSW1RsYau2kKSBY1hhmdXMvK9wuvLqGWShSyuVIZrOUcgX0QgEtn6GgzVNWEpTkacqWWYyQidedo8EZxW5vxDCKVKsJyuVphKgiSQpOZy/Vqk4qlaRSacHruQCbfRmFfAnz6XJ7xyMq3W43Ho8HRVGQJAlZllFkGRkZdW4S56P/jZmyUrRdjF6IAKC2urB2WVGsSSr7d1I+dozq8DDa5CQAks+H2HgGnHU2ltWrThQHeLGiAKeTmZkZbrvtNubn59mwYQMXXXTR81pkCSGojmbJPTZJ+UgSVAnX2ijuzS1Yfr2AfXaa0p5bSG37AYcdAf6+8w856ukmkk1y9uhhLuvpxGu2Yt2epdWQSNokohd00HBGE7L99N8E1MWvzglMUyeRfJSJyR+RTD6GhCBnWujq+DCL2t+DzfZMF3JttsDeHx1hx0CWBQ6ZJ2wa7s3NfPqKJc/xzWXLGl97eJD/fXwUWYYPbO7i98/qYmepzB8eHiVqtfDDFd30uZ4RS2EKpgbSDDw1x+DeozRZ7qTPuotuaRwLOobigK5zULrPgY4zoXEFKM98OYxsFm1qCm1qCiOdxiyVMcslkAUF9xxZ1yAZ+zEq8jwgY5GXYYozSCQ7icVSxOPxE1VMGkJBerwaPYVdNKbuJ9NgYa4xStqVB8nEUgrjnl2Le7qbypBBfm4MKTGKOz+FYlYxJYn7zjibb7/1nST8AZYNHuWGB+5i04HdKKbJdHMTd51xIdtEJ9P4acvN8b5jD7Ax3s/0wjPp6rqGqqry2dVORv1prkncwRnqk3j8tVJwprAxWWxlruIjHGolFIySw0nGdJIRTiqSixld5VB6jpzSTFx6prsD1FJAHLKMKkvkdeNECxyrJJ20fZNVE/iKBp5yGWeliMtI0RSEvo4ltEabUGUZTQh0UWt2WjYFGd0gWdUYy5aZLlRIVHRypomuSvAi/QBXHTvEp376v3TOTHG4awkPbLoe09rIovQs1nQIh5zjAt9XabMfIR89H3nZW3GvuwLJ/uK1STUtRSq1nWzuAIXCIMXiCJqWRtezCHHyAgemqSDLBtWqjbHRFczN9SHES4tQCzO8izuQMfkFF3OEPlzCRo/RSI8RJSQ8mJhMSUmGpWkmxSxqOU/DfJzG2RmaZmZRDYNUwM/hJUuYbm8nGAqxePFi1q1bh8/ne8kxvFxM02Tr1q089NBDOJ1OrrnmGnp7nxuAI0xRa3D8yATaRA7ZqdZaXm1qet5qD9REcs+ePdx7772Ypsll525ghTrCLWPD/IPvEuZtQfpiE2wYOswK042ILOKfRss47Rb++solvG11S72T+8ulLn4vjaalmZj8AdPTP6ZSmaNgKigYGIqPi8/agsPyTASlniiRuW+M+J4YD+d0dAt821Xmc9ct5x3rnlu4+t5Ds/z17QeZz1e4bk0rn71kIY0+O7fPpfj4kTFWuJ38YEU3YWtNuCpFjSNbZzj46CTOzJMs8N3FAmU/VjSK1hCV3ivRui8i71tIvlShWCxSqVQoz85SnJiglEhQSWfQNA1DVdAVFUNRMFSl9nh801UVJAmnM01DZIRIZBi7vYhetZIb60Aa6yQsuwg3aMieMmV7loJzlIp3HgBH0SASr+CbcFM5ECZ3OAdPt0tyubAsWEjR38EOSxvf2LySiYiTBWWTvzIV1sYLGPEserHILn2S3VKSkLBwse5md0bmP+3NzKl2rrBY+axmZ8opuLvvXhY67qfFk0CSwF4I4zjs5tBUiKHgYpa3tHGvdSX3HYlxyZIof3P10uf1sDuaPMqHfvU+3hJ0ErC6SFsWIzW8E93SRMEwKRgGJc1gLF1ipFCmYJURskRDWmfRZJV1s9OscE4SaNpHofkJbJ5mbNYPMDHh5siRo2iahsPhYOHChSxatAhrsIkD03n2jKfZPZ7i8HQW/biwdoacrGkP0Bt1E/XasTpVikIwPldgeDiBcXgbmw88woaxo8w4g3xr+dU81dZKZyTLJV1hLoquQJtROfTYFOWCTrP1EBd4/wOfGkcXVmKWDZSjm7H2nY1nyWo8ISfyKSyT1WqWlshm59izZw+HDg2Sz8cIBqcIN4zh88WeFXmqYLX24HadicXagiJ7kWU3ICOEhBBgnXmK0L6votu8TC37OLnpDMVDA5QHkphFGaFasEZ7CPqWEJZacAg7mtAZFTOMGhNUy3NY8inCiTgts7M483likQi716wm4/cD4PF4WL16NWedddYraoj866RSKX7+858zPj7OkiVLuPLKK3E6n7HghCkoHZgn+9AE+lwRJWjHc04LzjVRZOvJbwYymQy//OUvGRwcpKOjg7e+9a0n8kmFIYg9sJVvTR/l223LMZFYNdnP8okRIg6VY6KFBxNezuhr5B+uWU576PR1qKiL3+8wmpZmbOy/mZz6EYZRYMoM8KtkgTUeN6ttKdavuw2vdwUAZlEj+/AE+a3TIMEjVcF8rsqtDQb/9v61bOwOnThvLFfmC784xN0HZlnc5OVL1y1nRasfgB/PJPj00QnO8Ln44Ypu3KpCKV9l7/3jHHxklE7pUVb7b0eQZ4h2hm0rKHq6SBZ1isWTL+lJpomq61iEwGKxYLHZsNrtWByO2qPNVttUFVWWUSQJi2FgNzQsehxJn0SX91N0j6BZy5i6hGnIiOPRf5IG1hlw9IPrENgSJoHeMqHFRVSrhiY3onVdj7r5/Vg6u0GS+N50gi8MTmEXEm8d1mnbkcbhsrDyojYWbAxz5z2/oL+/n5UrV7Lm4kv5RSLHrXMpjmXz/OWBGNfOeZjzjJBc82/ItgJlEaG58Tr6Ot+G29UDQOnQIX751a9yuLGR1cEgMysu5ysPDADw/s2dvHdT53NEcNvMNj7x4CfY4AtwY7BCtTKN7L6BPcnrGds5RVMshVcLIoSdsrVK/6ICW3pbSFrsBKUiZ5r3cpFlH2d1v4PmprefaGNVrVbZtu8o9+weZudkninNRZHa/2yKxPIWDxu6G1jTHmB1u/855doM3eTYtlkOPDCMuncLbdOP4MmOg8tN8L3vY/KqC/nRwaNsHcgyOx8AFGRrjKbGKa5cFmbJ2Eomt5bwBG2sXJIkNP8LgumHcVK7UamYTlJGGzmlnZK9ibLLR8UrYQTzKP5RUGYwzSpCaBQKNqanlzE7045hyDQ1NbBy5VoWLVqE1+smmXyC8Ynvkkpto1Z86pVjGjKVihOt4sEoBRCFMO58F5FcHw3lZmRk4lKeQSNHupjDMj+IJf8wCyez2DTB1tUNHFy6BF+1AQUFQzKwBqxsWLOBc9adg8P+8hLvTdPkqaee4sEHH0SSJC6//PLndF8QhklxT4zcI5Po8RJqxIH3/HYcKxqel7L0NEII9u3bxz333INpmlx00UWsX7/+RKJ9dTJH6ueDaFN57IuCFN/Sxpcm+rk1rxKoZjl3ZBeR2QwWTBRRZtZ0s+Gs83nnhWeivopKOk9TF7/fQYQQTM/8jIHBf0HXMxytergjWcVUG/no4isIzH+DlpYbWbTwbxGmoLB9huz9Y5glHefaKHfNF8juS7EjKvHFT26gM/yMZfjA4Tn+9JZ9FKoGn7qwjw+f043l+F3396bi/Hn/JOcGPPzv8i5UzWTPfeMceHCYHuVeor5tDIgoR+mhRO3L63A4aGhoIBwOE1BVlEOHMLduxTI5hV2S8G1Yj//8C3CfczZqQ8NJn+t8eo6pid0kJw+RnxulNB+jnM1SLVXRyzJ6WcUoK5i6BCePCT2BolpwBwI0dPUQbe+k3R6jaeRHSMkB8Hegbfoj/tJzPj+cy3FB0MN/LGonYrMwM5Rh1z2jDB0dJxc4RNVVxL1xOdOOKpnCMM1M0qdPsvroZkLTZ5NufZj+7luZmFvLQ7Mb2JepJfM3++xs7AlxTl8Dm3vDBNC49W+/yBGXizMCQZa/9w/4l18d48790whgeYuPFa0+Gtx2BIKBxCT3D+7BZzh4f9MjhMtNpIfOQS8HsEtZ2l0H6OmDtjOWoyw6l9HY7dw2/CgPi5qf0EBmudvBJQEPjQWTgdE0jw/GGZ6vRbUGXVZWRG1EpCxyYhRrKY4s1XLaenp66Onpoa2tDZvNTv/2WXbddgD/gftpm30MSzmLpbub0Hvfg+/qq5Gdz73Lj+dL/N/2fdyxd5qJeRtgoriPssSR5OKps1HKNlZf3sYZb+mhMPUo6Z23I00ewJabw6OncDzLH2oKmawRJSW3Melu55gaZTJrRZYFzc0pItGtuFwZGhouoq31/fj9G2pCIASGXmB6+mZGx/6Hqv5MiyZZDqNpPdin4yzK7WHWDDM5HKFpfJaqzUF6wxlYVy5AMoqUs3EqpRiSkkF1ZFDtWRRLCSSBUnXjmzqXwNglqFUfheBh5jvvJC2VyM45Cd43Rkd/lXzEzeM3LGOvw0RJKkSLUWymDQODsqdMqD1ET1cPgVAAWZFRZRVVVrHKVjxWD42uRrxWL/Pz8/ziF79gcnKSnp4errrqKvzHLUuhmRR2zpJ7dBIjXcHS7MJzfjuOpaEXrbCSTqe56667GBgYoL29nWuuueaEtWdWDLL3jZLfOo3stuK/uhvHsmciXXdnCvz1wCS7ciWW6wnecfhu4ikrFWx4yNEhzfK2z/8A5VUGvdTF73eMUnmeJ/d9BFHYx1BF4daUhebgBq7tu5aL2i/k4L73UCpNsGnj/Yh5pXZnNpHD1uvHe1kn/2/LKLZHYqQCKp/6/Cb8xxuHVnSDf7r7KP+3dZSlzV7+852r6Y08UyD4JzMJ/vjoBBeHvHxrSQfje+I8fvMRItpDSL6jHKKLEg4kTDJ4GCTKPF4qkoNFyTGuOPwgqyYOADDWtYzhdeeTWnUGgYCHiNdO1Gsn5MhhMQYZn93P5LFDlCfnIFmhmrCgl57lMJcFwi5hqlZQndgdQZpDLUSiYWwBNxaHHUk1yOS2k0xuQdfKuJyL8Lo2YVZcZGNzzI+PkJqZBsDp89O3oIVu9RB/1v42Hg+s5U9SD/Fpb4p8OMi8rcpMdY54ahChzeKWs1ik5/qWtKqL0MH30xRfz4GuJ4lcvpI1rZegTeZJ3TlE/1ia/V6F/UELO2JZUseLb69p93Ptykb0X36HUbuVc4NBzv+jP2IyVeS23VNsGZhnIJYnXdTwkedyy27OE3MY+V7GyhswUfFED+HtfYRFS9roXf5FVKuPdHonR4/9NYVCP8Hg2XR0fZ6tsx5+MD7PzmqFgrN2561kq/TqMlc1+Lm8N8KiRs8Jn68Qgvn5eYaGhhgaGmJ0dBRdr1lMnorKwn2H6Rw7iGJouM4+m9AH3o9z06ZT8u2MJ4r835MD3LxrklwJHEqOSyoaC/ItpP3DaKu+w6LAPO2eNvz+9fh8a/CoLThLAmN2jNLYUYYmptiTdzJJBDtl1rOPdRzCaxUgCYRRQZgaCIGEhCRA4rlzoq7aKFpNYg0WYmEbJVftdXEUJWzHHNi3lfAveye2d3+KoUM5+nfMko2XkWWJBq+CTyvSabHhQEVgYqolNEuOJwLbeCLwJGvSazl/7i24dC+Z8BFiff+H6ZnDclQm8AMVNQXuK99Cw1/8JXszw9y79V5iMzFcFRdOo3bzUJWrJGwJ4vY4CXuClC2FKZkopsLS3FJ6Uj2ggGeFh0VLF9Hr76XT3o6+K0VuyyRmTsPa7sFzQTv2hYEXfX90XWfnzp089NBDCCG48MIL2bBhwwlrr3Q4QfqOIYxsBdcZTfje0nnSYBYhBLfOpfjrgSmKpsmfNHk5f2ov2/YcwhDwsc98/iU/Iy9FXfx+RzCFyQP9/0dp4kvYJZ37836aW97FdQveToe3llg7OXUTx479NYsX/CvOA6vJb5lEdljwX9WNWBzgMz/ZS9P2DAGLygf+bhOe47l7E8kif/jDXRyazvLBzV38+WULn1O89hexNH94aJTVTjuXxwWZR+doqxzE9O1nVG4EAQ6pRBYf2dYN2HxRnFaFyPBhlv/qJhrGjlF2uNm35kK2LjmHKYsHQ58nbD1GxD5Ku3eSZmkWc1oiN+kmP+3E1GWQBLJLxeL2YLVGsTg7sUQWU2poIGVVGcyWODSdZSpdqyvZF3Fzw/o23r62Fb+zJuq6nmNy8geMT3wXTUsRCp1Lb89f4HYvoJzPM7J3J4M7tzO0cxuGpjEbaWHhKonmpv1YbPPItXh3kgSJESVr+rHrPhzZIMw5UWdDVAsBljot9Jghyuc56X3L2ue8d0IISgfjpO4eITlfIhV0cMQpc6hcZlelxFSpil2VeCv7cSglLg6F2fxHn6wdnI/B0TspH7iHgaMqBwuXktTbsVqqpBue4r7II3z8gg+xSBxiaurHWK0hXK4FJJJPMlNezZz4ffbO+Nk5lqKim6iyxKo2P8t6g5Qb7OzSKhzI116/FR4Hl4Z8XBr2stTteN4kWSpUeOCmJ9Du+hm9g0+iGBpjHR0cW7SQUiRyolOAz+fDZrNhGAalUolCoUChUDhRsxI4EWlptVsZLJrsTDsYKTawVJO5qKSCZLCz/Q4KPTNsaNtAh6+DgDVAKp5idnSW3FgOilC1VJn3jxG0jNFXKOArCzyGlYDLT0drG2FPiFJpjFzhCJVqDCQF1dJEoeglMQ+KZhCwQ8iZw1MYx5AM4iEr8aCVtN+CkCQUXeBKWinOLiI++j4apSDNFglNrpKU82SkIhWHSdUpeErdx+OOrWStOZq0Rt7rfSeX2M9G35fELGgIYDaQYsR1P77o4wS2FnDfJyPsFkKf/ijRd30UXdc5cuQIT2x/gpHZERShYJNtJ1ZqJVnC5rZRKVYQuqDaUOVY9BjDxWFsuoWrUufytuQFeA0389E8gQs76Vi+6EVFr1wuc/DgQR5//HHS6TQ9PT1ceeWVBAKB2vcoVSZ953Ct40bUSeDaPmwdL123db6q8Rf9k9w1n2Glx8H/W9xBn8P6qrunHP8M1cXvt52x7Bhf3frHnKfuR0fF1vJpLlrwwRNdGODpPn2X4LYtpmXbZ9FnijjXRfFf3kVMM/j97z1FZKjIuoqFKz+5go6ltfSAXWMpPvz9nWiGyb+/YxUXLYmeOKcQgm8dneGLMzEsOY3lW5JcWs7g8m9lXPVhRaM9aGMwadLW1s4NN9yA2+2mfOwYsX/7MoUtW1CjUUIf+hC2y9eRLu8lk95JOrOTUmmcctpKesRLYiiIlqiJrWF3EbB1sMi2EMXdwS6rylOKwS6rSVaRCHttdAWd9IbdrGj0sqrZi1Q22T4Q55f7p9kznj6RivGx83tOtGHR9QJTUz9idOzr6HqBluYb6O7+Y6zWMNPlCn+4bRtL9v6QpkMT6FkVS0gnsa6dQs9aktN2zHiJC7N7uFH7GerxUmbjqsqw0kJr/m+w6Q0cKydIuqxEuryEoyoOh4GoFCmn0uRmk+TnkmgalEwfVdGC6Y2QyZaZESbDYYWDosQmDhOR8ii6k6tbjtA6tYsjpUs4Wr4AzbTT0Ciz7OIF9K2PUqLApx/5NNtntvP+xe9nleLl4YNbOZzo42hqAcXjVVkWNXrY3Btmc2+IDV0h3Lbn3qmPFCvcOZ/m3niGXdkiAmixWbg07OOcgIcz/C702RLb/v4ntGz/Ho5yAuc55xL508+QAiZGR4mlUiTyeWLx+HN8u7Is43K5TrRfcjprdT2r1RT5/Ai5fBytasEw3MTLHo5oEWarDVxSdNBqKCRtaTTPYXRrEYtpQUJgsxcw/FOIYB5rUMVu9VIwZVKazli+yHB2EoeRZ2FVo0+DhZ4W+hqW4bGG6U8foGQfwumqFTC3WJoIhzbTNjCFZ88vSdoW8JCxHj3fi61q4I4ewtU4gNEQo2o3kXWozHRzdHotecPNOeecw8qVK+kv9fMfu/6D/fH9dHo6ucp/FcqowsT4BKqqsmL5CtZ6F8GjcUTZQFMktmerGI49dEnfxXlAxzYsozfZCL77Rhqv+wiK308ymeTw4cMcPnyY6enpk84PkiTR0dDKCtFBaMaKoktMRVPcEnmAe/VHEAhWhFfw1t63cnnX5bitbiqVColEgqmpKYaHhxkYGEDXdZqamrjgggvo7e2ttQ/TTHKPTZJ7ZAIAzwXteM5pedl5er+IpfmL/gkKhsmfdTXx0baGF8wHPlXq4vdbzu2Dt/PtnV/gD8N5rNYwm9fdgsvZ+rz9Dhz8I+Zj99O17e+wGS0E3r4Ax+IQ+yfT/MH3duLPm7w1pbLs3BbOvbFW6/EX+6b57M37aPLZ+e7719PTUFvmnEqX+OmOcX40OMfUAg9qXuf3n8rRbDzOnF1DRrChCSydZ/Dok7vo6+vj+uuvR6lqxL/6VZI/+AGS343tExdRXa2SzDxBsTgCgKiEyIz1Mr5Xx0zVJsmULUrU2cd6dx9j0QDbfCYHvIKMxcSq61gMDauuYzMq+KUUDrmAVS0jSyYV2ULe4iKuRim6u2i1+MkNZTl8LI5VlfnkBc/1W1arSYZHvsrU1E3okp2H1RuY1ypcw204KTKtbKAyvo7qloOUMvNIDj+FaDP+YJDdrQcZqOxlUbXCBYqfzXoE2+S70Y0oIcu/4FCefFnvbdXspNr9Tkabr2LqoYcIGk8x7DDZoy/AZYSpFnpo1K2YkkBrduBa4sff5sZuVajqJiXNYDxZ4P7+Xcwl7JT1mu826q6y0L+fRcEjXLRsDWuWfBRVffH0gaeZr2rcn8hyXzzDo8kcJVMQzKT59I+/z+Z9T1JobMG48EJCQ/0Yhw5h5nLPOd7a1YVtzWrs55+PZ9MmrM5nilgbRom52F1MTd1ENrsPWbbTGL2alpZ34fUuRwhBuVxmLpnh5h39HH2yyIqsBUMS5Nr7WbXqZ7hts8DJ0xlsFYOmmEY0Ce5M/qT7ABQsHqTFl5Jrb2VWncX7xON0zU9yVD+TB+OfASR8zgKuji04eh/EKtuZnO7AnsvT13iIVBiEJOH3n4vacBnf7H+Qx6eeIOKM8PFVH+fqnqtPdEmZm5tjx44d7Nu3D13X6Wzv5FyxFMtArarQuG4yVC6yePcXMXvy2GYMrJMgZLCuXIBn9WbMlhbGczkOTkyQqFaRHQ5Mi4WSZtAmwiwwmmgzw8hIjMgx9qqjJOU8sixjs9vQJI2ckaNslrEKKy5cz3kJvV4vfX19rF69mpaWlhOiV9g1S+7hCYxMFcfyML4rulD9r7yb/XxV48+PTVIxBT9c0VWv7flS/K6Kn2EafHnXl/n50e/zuWYDr83HGetuw25vft6+87MPsP/wRwgNvo0W5X0Er1+I4rVyz4EZ/uRne2l02HhPxorNpnDDX21Atcp89aFB/v3+fjZ0Bvnme9bic1h45FiMm7aP8/CxGIZLxdgYIYjMex4+hlD3UpSsrHLMcP51H+Cp0TyPP/44K1as4K1vfSvFRx9j5otfoOidw3hnJ/nWOXQjC1jIlvsYPxqlOFDFkkwhIZixRZlzd+D3OgjZShwvp/EsTNzuFF5vDK93HqcrjcORQ5Z/fb/nUqq4mdOa2V1eycMTmyjOqzSEHPzd21eguVTujWd4MJHFro3ySb5CgCRecsyLZZwZ/wjqYAgzV2WGBA+U7kedn0QydI6155ld5eCSJVdwRfcVtOtNzH/nIGa+SujtTdgdQ7WO3OUMCIEmrGimFdnmwuL1otjdYHWCqUNhHjG2A3PbD1G0KWoeKYEmHOzI38Dh0oVUTTeGXCLlqbK3McSRZIGy9vznblUEYUeMbt8oBesoJZ/BNy/7B5odXoaG/pXpmZuxWAL0dH+G5ubrkaRTj7LL5Mr86m++Rd+D30PVq/zkkqv5wWXXoFksqIZBdynPEslgsQyL9Aq9MxNY9+2juHMnZjaLEgoRuPFGbNdsZLZ0DzMzt6LrWZzOXpqbrsfv34BuZCmVxp+3GUYBU0jsHzuL3P5raSi7iak6RHdwbeB7tGtJbFUTUJE8jSi6gSU1jSQEBX+AOb9O2iORt7QwdexshjNeRM9B7OUDrMqmOadUwopJWbixS3kOFS5if/GDtFhdNNp1qs3bSLc8SsE1DpKEqtbUQiv46BnKIvsKjLc4MVWY1VRsgXO5eOnn8Lk6T/paFotF9uzZw44dO8hkMrS5G7mguBS1IDCAKcPEeeT7lHOHSW924c/N4DxmYJmWkYxnziM5gijhBajR5aiRJUhWF2Y1R2VuD9mpbVRL85iyjJAkUBSwqAibHWG3U7WpZJUqcalA1qajBjws7F7J+oVn4W5qQ23tQJ+pUDqSpLhvHlHSsXZ48V7cgb3Xf8qfmxdDCEHJFDjrFV5emt9F8TNMg88/8XnuGv4lX+gI4hfzrF93Kx7PkuftW4xPsWP3VSglD8s938F3Xg9I8PVHhvjXe4+xpt3P71t9jO2e59o/XUOgzc1f3HqAn++Z4to1LfzNlUu5Y98U/7NlmIlkiQaPjcvXtXC7y6BS1rl+68MoZoYo81yxooH2qz/HI49v5ZFHHmHt2rVcdt55TP3z3zEfu538RTJGg4ZhWIgn2pifaKE4qqCmEsiGTl51cdi9iDlPB6vcJotdAp/TgdNqQ7XaUCwmFns/im0fhm0/hqlhVN3IlTCWfCu2fAiH5sOuu1EMJ4rTiemXKDvKZC0x5rUJKmIUp2MKq7PAGJ08kL2Yrfpm9IADZAkHcE1lhovN/8ZmP8AE7YwaizlbuRdP8gzy2kU8Yg5gDslUpCpHGg9wdrwVy/4YVruDjdfewNIV55P64TEwBOEPLMPadmpWFVAr+7Xtm3DwFtDLmIoPoQumql08Xv4kqVIIi12hUi6QCzwJ6FzZ2sryj32MfEUnU9IoayZ6dYTx0X9GqmynIXQ2Cxf+LQczs3z6kU9jCIN/O+ffOLPlTLLZA/QP/D2ZzE7c7iUs6Ps8gcAZQG0iSpQTTOYmmS/NkyglSJaTJEoJ0uOTbPzeHpYN5xhsUvjRuYLxJgumsw3N3YNm68CwdlJQopR5JqozKEo06gma8mNEMv14jASK1cCuVnBaSgRsRQK2NHbLcy0zyVSxlBqwFCNYig04SgJPZQZf5SiucowHi9dzKH8dVtPGmGqAPcbv2R5muXo3slQ4cR7d2km58UPkes7iybkfIFm34PUmMHUr2fEzMVJXEx/1oJp5LvP/E222wwCUsTIvzmSv2MR+qYKvIc+Cjipt0jiu1Ai2RIxAvoRqmMgCDGqVb0wZdFXBkAVClsDiQnE1YfV2Izsj4AiArxXh7yCjNjBbtnBsYIiBgQHyuTxR4WOZ3k6HGUZGJi0ViEkZMnIBp3eOgDeGs+DCWuzAUelG0o/nAio6sjWNJM8jtBlEuYCoaujlMuVCgWqpRLVYRCuXEcUiFk3DYuhYNB3ZMDgZQpJR/B2oLavxXHgJ3ktWYuv2vWnrldbF77cMU5h8/vHP88vhX/L5RWcQLjzMooX/QEvLO5+3b2Uyx57t76foPcTKyPcJrdxARTf4y1sPcNueKd66qpmP9jbz4LcPse7yTvoubOUjP9jJU6MpPn5eDxZF5vvbxkgWqqxp9/MHZ3ezaUGY6/YMMpgvcc2eR4gW4pxvO8QZ7/g0Ss+5PPHEE9x///10dHTQUkrhGvtfKmcVES7I5wKMzC1nONVH8/g0lvgYIMg7O3jAs5yiu523twRZ6rFT1kzKukHe0JGMEVwMoWpFqrko1XwUrRQA/eRJv5IEdpuC0yrjlCSchklVgdGQwkBI5Yhf4bBPpnr87jJsxmCuQmUKbuy+mc3+bWjY+Yn0LtT0ZjbEtlMK3cXSwDggMTm+nKHpHipukz5nH36PH48qk9z7FPODR3FZ/KxuuZjVf3Id1kb3Scf43DfVgGP3wPZvwugWsDhh5TthxQ2UQ6t58N92MzpTwqvMcqb/J3RfdQVjzmt48Kf7iFcfoexQWeXwcMWf/gmSpDMy+lXGx/8HVfWxoO+viUavOjFBTeYm+aOH/4ih9BCfXfdZ3r343QCMTd/K8NC/IPQEs7TwYDHA4ewcBa3wvOFuPqrygV9VcVRMHlxj58iZEdwtjVjdCoVSkmI1Q0XPUzBLpA1BzAygW9sR1nZcjnYK1gVkpZpP2S+SLNYPs6R8gL7iMSTDxrQeZaIcIFkOYNFDLLV1cH6ok4X2IvbkL7HGbkOuTCMkFSN0JnrDheihTeiWJrYfTHDscArFgCMWHd0zwA3NblbYGpHST1BI7yNZdTGvrSCmrSIrrKi+MQK9D+Nt344kGRip9awdTREuPMk+eRO3OrNsNIc5swxZi4dhRyM5iw+XXgYkdElmwuonKeWxVkawmAWcljCL0ViVnMBqmOTcCkWbFcUEi6GhVgV5I8yw3saIaGGKRorPuklQZYHbbkFDpVKs0lZtxF9toE1xE1JUFPNZFY8knaojRtU/TNWfJrrybKJLL0VRn/H5a5pGuVx+zmYYBpIOWrxIYTKNiKdQ9GksljlMdQ5NnqWkziCkDJaUwDopYzsiYx2XEBKwOoLzbefTeMWHsTufv+L0RlMXv98y/n3Xv/O/B/+XTy3/PXqyPyQY2MSKFd963t1XZTRD/71fIdb3A3oa/5LOJX9AIl/hIz/Yxc6xFJ+5eAHvX93KT//hKbwhB6s+uJAP/WAXM+kyZ/WGeHI4SUkzuGhxhI+c28O6jgCGgLdvPfL/s/eeUZad1Zn/7+SbY+WcO+esVs5ZIEQOBjNgwGbAEXtmbI9nDB4bnDAmJ4PJSAjl2Aqtzjl3VXXlfHO+J5//h2okYWOwh/8HM0vPWnfdD3VTnfOe/Zx372c/m0OGzm3nDnJl7gR3RpdQ4neQS5d5sVRiShIRMVmv7SeyZgYvBPXpJJWpK2nJrSRfHmeyeh4EASW8nu9GVrOgRHgjKr+OhuLBkueRcS3yQoFKLYjraNQVgcWEQDkuUPGrFIMSNVXAkAV0WUAEFAcUx8NveYgumBJUZIGcT6B0WaIuOh6tBYf+ssvKOqwygfo0btP9hNvPEVSrnKhu4IvBj1CzCiRS/4jnLiAgsNteyTWhNI2N07huAkO/m3y+m1KpTD6TY7s5QKJscTT/NFUzTyLZyPY1m2kJx8A0cHUDz1iu5QiKiqi4+KyT+KsvIRopvGAr7PwNhK3vBn+cwlKNhz9zinJWZ21/hL7UJM3NX0Yp7YeO7di3/x1HDgmcfOorLDWHCZkuXasWSLTtoa3tPgYH/ghFif2rNZTX8/zO87/D0aWjdIY7EQWRqdIUiuBxXdjmxoiNhMCSug4pcSfN5QCBg2cQntiHm/MTL01SjyZQP7SW4ooitdp5xMvTLWxXIl1Pkqk3Ygvt+H0daP4QKfMiF0snuWCWqXsCHXIva637SAfXcCguUZBAdF1WTl5ix9gw21evptK7kScupDkwlsX1YEiY5W5pH3d3O3TtuAeGbgHfv7D/So9gfPNdHJjfxdnaHXiuwHHNYcLvsb4qMmiJiAhoYpmkPE1YCuCjj3hDgNAGkXOpr7O++mPSZjtPtmxnX2ArOTVBTomQV/59VmMhzyPpiQQ8E9nJ897Jr/DmhSeYjcU405VgMreKTKYbV19WUwd8RZIBg0g4iOxYdBXPsKpyloCnYyMyog1wQlnLGXcljqWgORYBz0M1TSSjBn4VLxrCH7xAe8cpgsEihhElk95GKtVLvW69bOf3EwiCSzicJhZbJBTOEgwW8PleudFxXRlLj1KtBajrQbRYlFl1kbQ+x5ARY9NJH8qeNFLRw2r2cN/QTdsbf5vGlpsRhP8Ew3l5jfz+n8KDlx7kj/f9MW8aehN3BaYoFA6zc8cT/6rOp4/kmX/gKSa3/inx2BVs3PIVRlMV3vtPR0iVDP76TRu4fU0LD/7tCTIzFXreMcDvPnoWy3EJ1iskK1nuaJG4pUUmoRexU2msVIrf3nEb+wf6uHb4GL819206j09w1l3BVE8PqeZmwKMtMspAzxG8mIsy7Ccx806izi7GK6c5lX0O2zNpcxI8E9vIMw1DrCwu8KELz+JX4mSb11EI9uIIKsUATPdWmG5TmYsmWJJe2eX5RIF2TaFBkggiIjguS4ZF2rYpAbrgLdc0XgXB9Wg0PAYrLh0lk4ZUlciSTqzpLI1rHkGLLFLPdbN/7h18dd0m2pZqrBl/kGJygYvNq9ihbmbw+FGam5q4+54hpqb+kmp1lEhoE+35u3D3NoEdwph6Dv3k95iNhxhtiWMoMiFdJ1rPY6l1SmGJUtSFRgMhaWNLINREpCUZ36JMW1mhJ9pDsHU7B/QdCLLMbR9cT+tgnOKjE1RemiW+4iSB1N8imBW46vfI9b2eff/j41xsaqQaCuEjwrqVW7nyxq2EEhoTxQnOZM5wLnuOM5kzjORHsN1XHEwiaoT7Bt/AFv9KVriNyPkFpqrfIK+dQCpLhB8A6WwET5bQiiXKNwpU7jJAgelSO2PFXnJmLw3x9axtXc/mYIgm08MpVShMH6NiXMAV64i2H1dv4kC8zPfVJ0g7WW7supHf3vq7ZNw4e3Jlnpld4pTlLgtGqhWuLg2zO7cHvejjGfFGjhSX5fMbO2PcvaGNOze0vqzYZew5vO+/C8eTORr5OCdH2rBMBwGoCfCs32JBNXjzhgY+clM3oWc+BhcfwQpv5bR1Nw83+RiJCByMraV2eaJ9s5GhX5+mwayRqIWJG0lafEli0iHixT0E9TRVFHKd16Lueh9Tnsa5Sp3T5TqXajo/qcKGXYum4hKhSp3GSo4+cZTG4AxPxa9mrXSBbeIBokoBXQ+wML+CpYV+Wp0cQ4yzQhin0cthIXNCWcOewHZO+lYBAqLnEjR0QnqdSMCHLApE5TN0t50gFM5iGxHshatgehOK5UP1FRDaj+G0H8VTyuAJyEInstKNQxuG3kA+H2Bx0SCXy79y/QgCnudRTVbZG9uLIAn89y0fY/u5LLkvfg1vMovd6GG+vpHud32choar//8Ieb8UXiO//0dwfOk4733qvWxp3sIntryLM6few0D/x+jufv9Pvc6YLJL62nGmtv8ZbrjGzp2PsX/C5cPfPoGmSHz5tg760lOMPXOW1MkxzvW28Y+JDbRUs/zPA1+mo5r96S+WJJyWFj5+33t5buUqrpo6zl9Pf4nRyC0crsgYtk04FMJjmpU9h/En0sizAg1HricSeAdVscyhuYfIGHMoLX08vOVWRi9BwPC4PSizsS5SzEt4QLaxzsjKCmcbkywpy2mxZCHP2rFhhqYnWFkp0OZXyfX0M9rZw8VEIxe0AFPuMtFJAqwJ+tkSCdDtU1ksljiVKpKteWi2gCMKLPgELLXKtTzLTd4TNAhp0k4DL6U7OVdZz8X+O2jMG9z9fI0We3kAruVLUYgNU1MCLG26it92crScP8VS9Unq/QFaxj6EaGksmD9mNFFkrk1l0ldlQl8kPG2ydjxCSJcpBi1GOiuMt1WxNRtVkFDkAKZrU3P1lw950Ihy75nfQXJhSfo07dUyK5rWsGrddQStIfQLLqGtGhHvs4jnfoQli8y2+qkcX8nRXJCpwfUgKhiiyXRoiqnQFEW1SEAOsja5mtVqF0OVMP3zDtWTJ8ldOEVrzkX5F45eRq9D4Z0O6oxI9FsSngqLb5d4KbmR89kV+Ou9XNXZzvVdnSSqEsZoAWuxyqv7xF3RBAQEV0Z4lbuOLpj8qP15vh96HE+AdyXfyp1dd6L6NAp6ioMvPcILegNHBjZQCEeR8NgZC7Mz6Meer7H31CLnF0qIAmxoDPM+8TluLfwdBbuDR/L/HSfYQeeaGIaW4fzwOZR0B4odJhPweFAyMBWDrfEZgvEqY429nA4P4QkibXqKK7PHGFrMkcw2EIjmiG3cj63O41O66Or+DQjdxlTW4OFnXyI1c4mI5pLRBRa9BIYax5JDWJ5ITCgRCVQQQwK5cJSlUIxiMIwrLmchNNugvzrNmvIYuwqn2Fo9jV8r44UMCkGVF5VGfqQbZF2Z65UE91bqbE1P4bNqlLwEF0LXcSJwDS/FVzEWEpkOSjiXDQhEz+V6/QS3iT+kRR3BdgKIRBClRQQkkg3X0dryeuLxXSj/xo7WNE1SqRTT09NMTEwwMTGBbdt4eGSCGUaDo1yz8Rp+f/vvUd/zPEv/8Fc4o/MY/S7Cb2yk/4Y/JxQc/PeGOOoVk/ETaRzbZf11nb/4Db8Ar5Hf/wMo6AXe8PAb8Ek+vnX7PzNy+tew7AI7dzyNJL3io2guVEl/4RSpld8m1/Q4GzZ8hUeHe/izh85yrz7B+8afxR0ZBsBF4Ktr7+T+gWsYzM/w68XTbF7bTWNfJ0pzM3JzC3JTI2PpHH/x4gGeXLmJK5dO8Cepp/lxbgBXkFizZg29yRbOz3yS1raziDWB6GMBwsKHCfVuZHz6GMeyT+HJEievu5tnnC5WXqyxzdXo0AEPhC4/Z1YX2ReSSEmNiLhcEVW5KdnAatuglM5yulDmrGFzXvGx4AsQrFeIlAt0zU/RvTBDczlFm56mySsRUE0U2USRLEKKQUgx8CsW2QCMN6mUGxTiYQ9Z9LjotPEUt3NYuhlPkMDziAkCf97TyuHDkzx0LMP10jxN2iyOJ6KV+tDlOoI1iuWOsCa2lqvNmyn50ixu+jsILXCsJvF0yU8o2EN/rJ/eaC9xW8N+8lHs8QLF6rL4JRiP0b1pO+0DK4g0NKKFwtRVmwU9x5l/qmIXBc5t/zGn3MOUqb98jiNVj5Al41clhIi1PKXAkkh7LqWfjMLxoLvazorqGkK10DLpOAo+I4lixvDVJQI1Hdk2kBQRUXSx9BI+w0R2TOSkTWDtBD7rLMHna2iTIk7Qw2r30PUgXiVEyBRQlSBSsAkx2IjgiyLIMm5AoNJ8nkrPKFqyj66ODxJtXY81XyF1aZ752TnKlQqiA0FPwxNtvtb6I46EzjFY7+LOpRspOhZFoYbgKihWgJw/ykRDA6PtTaSiy7u8pqJDx7yBmKrxBvNrvEd9hBec9XzG9zE29zTR5UsxefEUlmWytSvEtdp5Lpz1+IH2di60BbnYLlEOLF87QtGkOb3EpvRZVmTHEPJNBDbeQSFtcKFsUhMcSFZZ8kzStTC290q9TcAjqkJC0mlz5mi0FwlIoIkCbUKWJi9NwsvRIqToYglEGAn0cCY0yOHQWk6FhhgLdWPIGoprsbM6zOvnH+Oe1LMEXR1TEViIxDkT6WYfDofsLJvqFu9bbGJQuoAkOJTkGClpG7niKpaqceY1meGuKMKqOm3yQVZ7B1Ev9y7onsaLzk0Mu3cyGIqztSHGrtZmuqK/WJRl2zaXLl1i//79zMzMLCszpTrlZJn3XvteokoE84nH4Btfg7pB6fUOyuvuoa3tN/D7G9A0DU3TfqqB3XFcps/luHhggcnTGVzHo6Uvwhv+4Gdy1n8Ir5Hfrzg8z+Mjz32EvXN7+dbt3yJuDnP+wu+xZvXf0tJy98uvcyomqc+cpBI+zfSqv6C9/V18f+SNfPf583xi7CFWXDyC2tODete9PHFU5dvxJBOqQHciwBfeuYWVrT/txmCaJo89/BiPTc/wyPor2Fgc5XVn9pBVe9m6dStbN25had9TXJL/Cn+gSOAlkdBLg8Ru+D2cLBwvPsNE4TRGZx/f3Xo3686KrM26RDyRQFTFvbKRx+JpDlh+XCQ2KIvsbOxFlcOM1nROl+vMGxaKZdKxMMnazCyd2UWCSzNQKf/Lw4SAhyh4ON6r6w0ewZY68YEisb4yst/BNEUWl3xUCxJdgQpdSo2nYjfx6chv0eLN8R7nb/BRpuyI1CyXomWzZDukXMjaIjVXIGwH+a3Ft3B1eQuHgyM8ve4iG7ta6fNGkUrPAx7t7W+jt/29qKcegBc/BXoRb8NbORW6mUMvHaEwPY5UryF4P6s1QyLgl4mFRBoTPhLtSezeFs57JU5lD5MVF6ji4engSwkE3AitiVY6QhId5RlWpS/RbVuILmTzYc5ZQ4yGVrIYaMS+vDMQPAHVUZF1EcVQkR0/MWuSrto+YjNplNQruzRDlCn54wSCBnKkiOAKyNUoUs2PY9YRjNLLtmAeoPuSVIJt1IMtVBs7KcWDZEI2NbmGKxmoSPg8BRkJ0RXxOUHSoSkebnmWumTwxszNXLt4ExN1mYLzk8/18ASDTNRlpE3lUmuA2UQQTxRoNjJsyE8yV2pnsQhlQ0RwXdZp81wfOAlBj4PxjRyKrsMQNWTHo3fRomexxtr0kyi1CRbMGLopoTgmIaeC6ppInoMlKJiiiiFqGJKGoHmE2qs0D2RIaAWsUaiONZDwezSEDFrUEq2kSJJHvHxMHFGjGh0iFRnixZyGURbJaQ3caz9Fkz3DP4pv5Hv+68k3xqDFh+tTkDyXpFWlR59goD5FX3WOnvocq6tjhNw6o4EB5Pl2kHW8xCRbysMouOTUILPRIE7cQo94FCWVarEHs+kN5JUgEesBWjlNzQvwvHA9T3EbaaGFoGnQ6Rj0yzCkSKzyK3T5XnFasSyLWq32shNPsVgklUpRsAv4nMtGEYKN4ilous6OIwdpnVtCX+2SfpvIeHYTiwsDiKJMOBwmHIghlxox5vzYuoAWlFixo5WVu1pp6Aj9/6IgfY38fsXx3Yvf5eOHPs7vb/193rHqrRw4eBOKHGHbtgdfLix7jkfmK2eozc8zfd3/RNKifGf8f3Lg0DifOfF1otkFGj/yEfZtuYXn/3mE/ZLJkuzxgWv6+Nit/9rWaHp6mvu/9z2mXHh4024SZol7zx/jih1XsmPHDuzxLMdP/Dlmy1NQlGn4Jwj4b8Tf90bqTp0DlYfJZKY5v+k6THEbWyYsFE9AbPXRcGsHX/fSHKtLBL0Svd4idbuJGTmMeTkd1JVZYP3oSTpmxwjlUi8TRMjn0KwVCAdK6H6L2YDGuN/PXDhAxi+SFcq4bp2Vqss6n8vqoENQdnEdgVo6RHUyQGEySL2kgidgKxKHr72Gff3X0+1c4I3GX6JRRUUgKIqEJZeQ/CqhgAf+hd20Db8FyQ6w2PkEC7EzuLYf0wdqawdre67AKB1maenHiI5L12yNLnUH8g1/Di1rX/6oXC7HiRMnOHnoILVCDhWPXlMnaZ5F9orojkLeDpGu+zHd5eMSUXRaQyUamz06V20iZAySf3IS/dIwbmnu5c8WZRd/k02gUSfUraKFqgiugYvAgtfKbKWJJSNOVmqg4k/QMDXDwMgooWoVRxTJJqNEClUkx2HP9vt4/W/9BtqZLPZIHktLs7TqB1QbDyPUE4jn76Nqxaib5wnlKkTTdaLFWULmLCIudV+ShegWZiNXUPDa8ZCQVBBl8FwBW38lBtXlCof77+dC4jjtRhMfXXgHoYzEqdwL6HaagGEwkCoQdEWMDpWetYscbVrPN5J3cTY+RF35txusmyoZkpkaycw4K8fOEC+VwLmcfrgMV5LxZAVXVvEkCUQJXAfRdRAsC9HSEdyf3Kx4hFSbVn+ZvkCanmCBkGJS8oKk60HSVQ1R9OiJ6TRJGWxR5ZiwmmPOWswVV3PHYA+SUUS/+A2e84L8uPkGTgcHl6XKgOg6uIIIgoDkujiv2i2FnArrKiNsKg2zoTzMxvIFmp00um+5H9RXc9Eu3zQYgsK4v428KGM4NkrFxqermIMm9V4DRKgVutijvo49yhZSagDvclxRbYtkpUhDpUhDpUCyUqTJ0okGg0QiEcLhMMFgkAvpCxzPHKer0oXqqkiSRHtbGxvmF/B/77u4IYH8e+tYA52Y1TexeLKT6pwGnoSp5qgH5jG1PKJg00yWvrDFTb/7pX87KP478Rr5/QpjpjzDvT++ly0tW/jsDZ9lafFHnL/wB6xf9wUaG298+XXFJycpPTdN5vZvkHde4gdTf8qpowb/eOJrBPQq8b/5e/5szs/skRTjioshw2ffseWnrMpg+e7uueee48D+/aiSzgObryWvRPm4anPPzm2onszk/T9gKvYPuIElpIN+Gr7vEFz/NuTWa6i0V3juzLeo6jpT3XcxlOtCcD1GNZe2nRpPR+GcP4LfqxKiTJpmEASSRo21uQVWjZ8jOnMJt5ADQA0ryNEStcgSl5IGY36FJUnCfRVXK6LMukgD64MqvUqZiLOIgAOCjCT6cJwqPwlwruAn5fi4UKhztnoF55JvoBxsYcO5Q9x85Cn6O9u5YlU/1dowP5gLI2GzMTTCVxJ3IwVd3j3TxIpMA+lIitNrnkGKzqCaOQK2iewIyP4CguiCC5GyiaP5qfocFCVBT8+H6Gh/G6Ko/dQxd22T9J7PoR38PDF3nqzTzHF1LVb/zbSvbkUU9zJ37knMKQU93UwmJVE3l9+rijYxRScq6/hcG8kRkR0Z2ZEQawZCQUeogWy5BIMm4bhOIGnjb3TAc8iPBihO+PEcEbHJo74yyazdQPehMUxV5aWrrqSQiJP0LAYdhW5PpBEDWS7ghMZw1LOoto5qumimh/gL4onjSJTqzaS9VSwGr6Ee2ESgOEXQKuAPNDBVXWBkfh+TiQKH1hUp+Q1uy+/m3al78AcsxNACqjdNMPskYXEUz1seHSSrLh4wpzUx7u9kQW4kI8aoukFS9SjTi358pTw9tSmidgkAUZMxg3EEsReftRJBiGGEFrDCswhUUDHRBJewl6dLWKKRPI1OmpBbJKUHWdDDTNXjpPQglr2cBvXHDRqHmujsv4ZazmNpfJT84jzlqMzVkWm2uGdQsZmqx/im/2Ye6buJyc4hANaVhrkxc4ClaYlHzStQLJu7ay8ysmI1R4c2o/v8dKQXGCzmcVv8zIbDTHkxbJa/O26X2Fy+yObiWTZVL7ExnoBoBxPlHPb8RdTJCr5RHaZdcAWQPGhwKO+A6m4XNwxyRaJB3UR98B2cYg2nqw7DdYvhukX98rnVRIFtkSBXxkNcGQ+zIRxAEQXGi+O8/7H3E8/GWVNY87LPaLJY5MqDh9CKBYq3S9RurVGe3Ux4pJ2N0gtEm1QyoRWkaGDJ9LNQk/H7/bzxA3/474iQPx+vkd+vKDzP4wPPfIBT6VM8eM+DNPkbOHjoFiQpwPZtD728WzOmSqQ/f4r6rjNMh/6aFxfeyAsHV/APh7+EJoLzf/6W9x2s4mYM0qJLSJH45w/uYk37Txe55+fn+cH3vku+WGKDcJYvr30jp+JDfHttN1c3JSifnub8yU9Q6Xgatxoi+nWH4KhMcMtv4Fu3jXR3imce+CK6Ekb1343mJTmv2Rz31wkNmpzv7kUQQcLGFHx0KXBvMsb2xTHy+55j8uwp8DykqEA1VmAhWcAJ2Cgi+ERo0sIkgw1EfX5CmoemVBHEArZXwPsZs9dUsRFBaWPB0ThcTnMov0DWixFI3kUteBVZN0ifX+XPB9rpn5/g6KM/YvLkMQLxBLVEC26sgfdsj5E482WqSwOk7PfhIrEn4LC3tcBwIsBiJIklLwcfxbLYnJ5mS3aJQfk8iY4DyKHC8rlERsBGVZsY6P99WlruQfCA09+DF/4K8hNkrB5mW96Ldv0OJqYexLKfIxRK4zgyprmF9rZ309+8Fmf/fuYeeZj5iYvUwhJ6JEBV1qg7YNjwi0Y2qYKDgoP0k3SruPwWT2DZLFwHSXLRgjaS6KKILj7Jxi9ZLz/7JQtVcvDLJmLAwY152EGoWRrZhSQlPYYXclBDNbSQQXS+TuKcSVC20NotAqFlCzzL81E0V5N2BjmeyWGYOboam+hpbgOxxv3eCM/KJUK4vLucZ7dRRxZcJMFFQMI2GjHTVcyiQ13ux2q6nrrSTtkqUrXnWTSXyOsF8JbJsaZGIBHHC0UJySa6A8HJEjvqZco96xitbkdRBNZs9NhsfQbf4vOAhwB4HhieyqS0hjOLa5kz/WQjU7RWgog1E1MuImoGxuWsghK0EASJpY7NVP1R/JZBj1wjFXJ5sO8aZgOttOhpbpo7xFZLZW1bI70TnyNQGGaPso7fqnwEGYcPBy5gZBZ4vm2QQxuvxpFkNlw4wo6zh5AliUJrN/nYFcwFQxT6/Uy5zrIjkOtyy7kXuePIS6w4P45SrePGYlxasZbxvt00hAZZU6rQZEwiFw+Q9R+j0FNHX+WBBIIDYT1G2FtDOHk71cYruej3cVQ32Fcoc66yLNDyiyJbIgFWhnyYdo1Hp16i5iqsMxJ0T46TLGbxHJd1J86y5tIF5lY24r0nhRcW8Le8ny2DHyTwc3bsvwxeI79fUTw6/ih/uPcP+aPtf8TbVr2NxcUfc+7877Bu3WdparwFANd0WPr741hShrHNf8hUqZ2vPPdWPnf4S6i4zP/p3/ChvVnCrsCS7dApy3zvd6+kLfHKfD7TNHn88cc5eeI4Qa/GnTzDX6z8Q55sWcGnV3VxXyLK5A++x0z009iBNJXRFfR9bhJHjhK/6ndI3HsFo+VjPPdPX8JV2/H77yIbEXlYcDAiDtqGGFopx7riWVbYw/RLswQEi9ScSHo2iG3IKEGLxIoCiRVFtMjP9mX8mXBBqIGUAWVWQJ0VkecElHkBsb5chZps62D/us0c3LCF890DuKLI2lqJd8sObxjqwdfdjXA5pXThyEEe++zfQ61My4rV3P72/4q1J4s5VULTRvicNc1X3e18oCXLFZUYF40pTkdtahEZOyZyLLqarBpHcjyG5k12LE2zLv4MjZ37lme5AXgeDVkYmnHwlwvUI0M8N30v5ZZVDNz4Y4rlfXieQyDQj0+9mfRxjfKLR0hMTdOYTiO5LlZDA8p119H+5jcRWbsWO5ul9PgTFB97jMqZk3hBF6EtjtDehuv3o6fHsOwKliRhCSKWIGKLIoKwPMYHPIyijFmUEf2gJiVcJCwXDMfFcERMV8L0pMtU8K8hyQ5ywEbyOUiqCwKIoofkegiuh2eLeHkRCiKuKOBGvOVnS8RyJWzvlx9e+rNgixJLzV2EY3FEBOIUuc53gae4iR8v9dHjBhl0TLYqp2iRhlm0VjBu7EQWDPq0A/iZZrYaY6Eu4tqz4P1ElSsgiEFizU3Ew3GkggieH19CQk+eZWFyhsq8Bgh4ARX/zpv5Qf8GLkp+1gd9vLt0mhtPfJrGyhlcBC4UG7norGZDt8lAZT+ntRW8pfIxmsNVHv7IG9AEkeGpKf5uLsdj+NEskx3H97LpzEsoroQafjuS66AVv0fUsuiamydcqaCrKvvWb+WpHVdxasUqBmtVdqcVbi6rLEoG53waZdmiOXuOm49cwF8/TyU0g9FrY69yMdo8EAUEF6K5OLHcZsK+N+G29jMckdjvc9lj6UzqJqbnEZMFKtVJbCtHZylJc0GlvXyJRDVF/6UxNp48STEc4ux/aWaw7yzztHHY90F29d7C7Q1RZHMCz7V+plvVfxSvkd+vIGpWjTt+dAetwVa+eds3EQU4eOg2REFm+/ZHXq71FR6foPzCDAt3foWcfpi/e+G/8qmXHkCpljj8kY/zx2cMkqpM1rRZK6j80+/uJtmw3L/keR579+7lpRefw7Q9NnKWDeYCX9/9l3whEOIj3c18WLe5eOzPKbY/g6M3Y744SP+Dh8k3tdH/nk+QfMNGXrj/25x84n5kqQtZXQX1EaqlKv2JReJtCyi9Zaw+D0+FWtpH6mSCwsSyuCbQUEFrLRKMVIg6EPU1EoutQAgl0YU0urSILi3gSMsG17ITJmgOEKgPIhf7KRdUZipzTOqTzLuTZKUFar4oxchKauEtLDStphha/q7eVIadoxe5+cheekbPLbuqAGIwiH/Dery163g6tUQmEmFXfw+V58dZG9mNoEok7hkiuKkR98Kj/M4DF/lxbQ2/GXmJ39q6g8qRp0ia36EshPk+t3I4sZFTrf3MxhtwJQnV8lg1a7KmPMMtoS+zM3+EaMWm6pc4G17L0bP/HV98mq6r/5aAGCOQ6ccZ7kW/5FIvuciOg+YYhGJ+hJYYqUScWdvGs3Tic+O0zk8QmptE8FyEjm6C115P4tbb0FatQD9zjNR3v4D+7BGEy76fVqePyrveTd3pZ65U42spkTuOPsYdkwcQO6/At/EdTDDNpH6GWnWJejX/qpUpEJKjOIqGnjDwJ0oEtCIyOo4hYtUUrLLCT8KKYIJUA9EBSXSRhOXUqFcRlneYmovTYyPHHMK2RbhuEXYsFNFBEDxKlo+c4UeTLMaSFk8HgniuxNbKatYUu1koj1KxX/37LsPzcAWRajAMsoKWSGL4IqzzLtBWznMsfw2evIomLc/6wMP0+fajiQZFN8JwfYjF6hBz9jW44vLwZA+PZRsFULQlVjRl6Kw+yonSXcy5fUQGZ5mrpbCs5Ru3gKcihuJY6gkixhSLM03EUnlcQcDtW0N01W6qTQPk6zb5fB4xM0K4eJEuFoiZBcKVLFc3jHLEXcN/K76Xa8LT/LcbdkO9jlutslgq8fxsirlCiXitzsbpWRK5RdRKAdFzcQSBdDREvbmfeMfVaMlWLiUmOB8rcSLWy6HoegB25kZ4XVMTXxclLpphZGuJtxfO856DM+iHj6Bks6C6OKs82GVTGnQxfCKi49GQlknOD6DmdmOIG1Fa4qiRaWYunWRfYYjvr/gh2eAcHw29l7dsvov0/BwHzp5l6fx5du3bT6BWY/TaVTh3TxHT8uznSr7Le9ggnucO9RBv2/XV/5DP7M/Ca+T3K4gvnv4i/3DiH/jmbd9kY9NGlpYe4ey5j7B27T/Q3HQ7AFaqxtLfH6e27Twzkb/kkYt38LbHplFTCzz2pt/jC5kAIUmkartcL/r4m9+7gmjSj2maHDlyhBdffAHDMEmS51bvRRZqNzP15t/kD8o5bm+I8j9GjjKj/TWWP8N08WY2frOM78JRUm3tDL7t13FrWZ5/8QWWJJ32fJV104u4cY/6dpfqTg+3eTnY1kpBzJkA8yNNmCkXU3YZ76jQ2LTEVU6JoODnQCjKdNyjw68z4LdJyMvrsujAJV3iki4xoSvkbAkREcETsAQXQ41jKx3YcgeqPIClDVBVlyXbPsdjVbnG6lSKwelpotk0Xq2CZxmIjoVq1VBsHdU2wHVQDQPRdVGUIE39b8CfGCJVGmZ//inilQLrazYBzY+raXymeytHfW38s/oJesUlavoAWfuPWFI0LjkXmVCK1FSFpWCcsYY29ITG/5j6PLdlX2JJauJR3+swnQTO5Da02BTxgRcwCh3UU0PopQ7gZztkCHj4BQN/PY0/O46/tkTQqROOdRBuXYccbcX0RjHm9+BdOo+YN3B9HvpmCWfFRrSzSZQjz+BGW9m3+9f4nBzjY8e+zca5U6iDt1Lo3cLx3NOUrCyaGCDpayOhthL1JbEjFWYaRzCjsySSMwQCy7WzOVPCcPqRq+tJT0ap1UxEQSAq5Ym3DdPYNo2ZFZh9qQU9t5zeElyX1kKF1fNZZNdlqjlMabdHdGOZYMQgmnEJL/lIlCvEvGWPT9eDcTfE4WCQp2Me03KSt6fvZe2CwkTlGZxwnGqomdm6RWxulsZCjko8Tn5oBbagsNKoUijvwnSSNMoX2Rn+Ml3aGAYyF61O9me6+EHkHsalFhqkGtdrP2axRSc5tZP+7CYE2SMZK1MtpZh2eqiIDuVgmqJcRfdkRE8lGA9QFKIslHSqpku1K4Y5GF2ua5+ZYv3FY6wqXyTo1MkpcYabtpJvXYsrSBSrOqGlOdZmx1mdm2RtfpzGavHn1lE9ScJQVFLROJmGVlRfC57Xx5pNmwjXXcSaiyFYXBIXmfJn6VjXxYakSX7iBR5yg3yj9Q4KSoQbUoe5Tavzl2I/GaGZpD3Hnwytpk/0kfrW12l67CGCtSqVxgT+m5K4fbPkGos4CvjrDq0LOom5djB3Ynm96AWX0tIY/3PzQS62OXzoUZdrzi7/H5VQkJGBQZrSKTrm5snFY3g7yuh36JieyjfFdzPi7uLIjbt/6Zl+r5HfrxgKeoHbHriNbS3b+PT1n8bzPI4cuQfHrbNzx5MIgojneWS+epbqwhznt/0B1XqAcyduAkHC8CSOWh2Muo0EPZc3+3189MNXgWKxf/9+jh49imObCHhc7R6ivexy0XwD4ZuH+PVwnJ5ahb+8/y+QjDGEgga5EL5iCV4lyXcEONXVzGIsRGNVJL4hTGBTGi8+hiDARVZygl30TR3EPqITzPqo+myK7Tl2yDna6wJnfUHcZoGmZoNowkAQwLQEFooak2WFEV1iWnCp+G1sJY4jd4Dcgyd34Sgd6FoTzqtcX0L1Ck3lPK3FHC2lHMlK6WWp+b8XPU4jV1qrkBA5KI8wLM0jew6eXkc2dXoEmRW2SzvDROInsAWR79jX8WbhReziKmrSPQjaGlxBYEGbYFyeo9V+id3CURxEvp14Ew/63sy2YZdE1cUVQPzJLkky8SfG8Tdcwt8whhLMIKkVXEfDriUwy01YlSbMnzzKTXjOK7USAQfNzhIsLhGopVBDKaRel0DvSuJswycEUJGojh5Hf/wz6IKEF2ommp9EXH0355IyQlyms3cNHSvW4LOD1E7NMxb8ITONh4mFCmhaHdeDKd1HVu3kZMXjTGGeVcUBtmbXY07ncMUKckjDDsfxVA3wCIfSNDZO0mPNMzW9mdylDCIem5wq6qUC4WqdnBbm6c4tzLQ34rR4KM11QnKVNfY8O+MdaF6WwPwRWisZRMAEzmgaw0qCpH0TIz1v4S8bAyR9CreVUnQ89zAZfwTVUQgW1iPZQVz/aTbHv0a/U2YPK3lEbee0lMREI0gUqeThuREKYgLX9QM2IdkkoMUo1iyMnxMvfS4EPRe/apBNhNH7Q9SjQZqzVdZdHMdnZFEFG80ziNXmCedTeNU6Pn+QFeEEnRcu4c7OAmAEQ4zFmjgb6GY+2IAZkJlTGnn/qhT3vPUDiH4/os+HoKq4nsePLqX43NQSZyUXv+2xK2Ozqy6we1M7q1YmmJ6e5NSpU1y4cJGSoyA19SEkexjNFDjvlyj0JAABabKMPFFBcH76/1Qcmzsm9vPWkWcIWjrPrNjFsZvuYEX0IAPBfTRGF/A80GtxpGyIjnSJFbUpZFekjMScZhOq+mjwGhAiTYjJdoxQA5PPXkTaP4YriWTWJ+G6BepJEWMywus+evCXtkl7jfx+xfCpI5/imxe+yQN3P0B/rJ9cbh8nTr6LlSs/QXvbmwGon8tw6Z+PcG7Dp0k2jDJ86GaSp7M82HU9x6Q2HARWk2eDNokqOPj9fsjlcEQRU9NoyS2y9fgxApkKApCNxPjgx/4cgM/+1R+TMHOYwSCa14xQWsSz6sx2dKCvXU8mE6Rsz2B7aVLr13DtVftQ7QXKTohnpVt4nuvpnjrA1qP7CGd8GLKD6DeIG1AXZfxriiQGiySiyymieUPktC5yvi6TqUUQ5CEkqRdb6aTqa6EUaMBUXlFIBow68VqZRLVEolIiWcqRLGTQjDqCbSE49uWHhesZuIpHQArRJnXTow7StHqA+LZOzEaJPXv2MDw8TEukhS2lFbTqMjnXYratjk8/R/7USWqSSKm7i6wsL0vPAc0z6PFXqHVdzSfPqLQpZb7IxxlYuR7n+k9SOmhgHnmQmPQlNHGJceEqnku/Dd1uAZbTaHXNY6RNYy6hUA24NOZdVs5aDPhPEO3fi7/xEopSw/NAygmEHxHwBbvw37QDeV03RjFF9eAUtSNV9Bk/dbWBWqwVvaGbmhvj1VaOsgKyZpCxqpzzfHQaZd54+B/R6lmKzeupv+vD9GxdgedBdSbD0vAhUuJFRK2E4Ek4to9yPYQpNRD1DyBYCQqFOrlSjbzl4ndKJIwlVK+OLkiUA36qUZWAZrHCHKeMSkYM4QoWFc1iuNjEnNBEUQjiIrFr/iy/dep+omaVx3t38OPVV5GTw9Tw/9S1kfC5bPKG2chB2v1ZBt05VptL/CQ5VhRiVNwuxt0IC1KUqt6NL9/KjHGJVP8Sot7OYXc1k17ry5+pyh4IBjb15TytaCFg45MVPEujZoYJILKxM07YyFHOzqNh0yiGuVXdyzrzWeqJGzmQeR0jtTDHhnwcGvQRMF3eOz3GW/o7iIkdlF+cJqsXSLXXSNvH8B+9QHAmy0LYRz7kR3U8Wlo6Wf26+xi65hoUReHQno/x9KEsT5auYMZbtg+8UTrF2268givX7kA/k6F+Oo21WMMT4MLKMI80yTyBScknguehlW3iFQepYFJJ1TCMy+l+XBqCsKKjgUhU4YiVZbqpmaBR5cq5I7QWF8jJMZaUJGm5gZIXxiubvGfvj7jj4j6W/DH+ccO9HGlZTWMow+7eI+xuPEBCLjBBHw95r6dS7WFnforNpRN0V/fQX84TcV0kxeUnvFYvyUwfTuJmJMoBhXOtjXiN8OtffWq51eSXwGvk9yuEgl7g5vtv5sauG/nEVZ8A4MTJd1OpXOCKXS8iSRqe43L0k09wyP8Qq9Y9TWV4JepXq/zplb9BSovQIcpcX5S49aZuav4Jzj/6CIaiUA2HCZXKbLpwgg6jyoI7hL+vh/YbVvPupl4uCSL/s/RHdIpV7Jn3sXIkSv3Q3+LoZfbu3IXV3Yy0sBI99wyum8Z3jcOqFcMYjsK39XfwYvAmQvkstz//JVpTFq7gIXoCluTA+iwNg1W6YjqSAHO6wkQhQTbXTV5cSzrUzVK4mVQ4gXPZpUSxLRqqBZqKWVqzKXrm5xicmqA5l8Vfq+Or13FFKEZCzEYbGYl0cDbYRU4NEXIqtDJGszOL3zTx12Wky/0RHuDFYuhN3TiizLZoF+uqQ4g1EDYkuVDzGDmyhOqX2XZ9Ey1jT5P/2ldxXIfp9XHOBLpwglHEhhbqlo0giMx6cUbsBB/w9jBkC7T6RmkTTpKzOnmx/D6WvH4cR8FzFfxN52ne/B18kUVyRiv7rGs4LG1jwt+FJ4hEazqrZ8qsmRTpYYyujV9Easoj1ME5H0EY6aZ11kScWB7+Kzc2Er75ZoI33kC9pYns/CyZ6SnmR2bIzBQwTR8VrQtDaSfsqYQdh7XnvkJj9gzDA29kruPaX7wwBQ8kEdPz0F0XWwAbj5Bdx+c5y7UZUUYQFPg5whUHj4LoURRdDMnEFasg5AiqKXq9JdYeP0njTB7TL5FuDFDUVYrRCJm1IVK9MRaNJqbLncxW23Cd5egZosZ2+QIbxPOsEWdY6S3RRgZReCW2WZ5EGT8Vz48taNi+IBW/x7SXJ4VBSpGRGlfR0nsdohnhmb0/YimkY6oQMSN0lXtImnE8BLRIkk6tiepwDNeUUKLDqOow+xq2cKFhEEtW6MqmuXFyCrfUi4sKuEgSBAqzdE0/TWPmJKLnUoj2MduxmflWDat8AUEv4mh+zPY+Ylt2snnbRpzZd6PZMpMT1/PfL67BQcJFpIsMO4Q8a8IRmgfWEF/dja6IpMsGZyfyPHtsnkWcl3XQckDGiauYURU3quCFFBB/QSO55xK1y7QYWXrrs/Tqc7TrKfomp2nes4hYcJnpbeTbG67ngraSjBlgZ+sR7ux/iiZ/hhmrhR9I7+CYuBMRaKjlaJan+AM9QefRA4yOn2fCsrEEkY58mZWLOVTLwWxRWfvMMSRZ/vm/7xct29fI71cHXzj1BT5z8jM8cPcDDMYHKVcucvjwHfT3/S49PR8C4MLjx3jg8INs2PYQVt3H/u9cyf391yIJcIvrY01NYvBGlfNHHqcIOIpCvFxkY+U0a8KXeCR4Awv6Fq6+4np23DnEu/bv5Tkrwke9T7I96xAwZZzqDJGvZvBMged33YoQ3IhXCGPWv4/nlum/eZpQe41DmQ4+H/8LFNfl6oOPsW74FALg4uJ0ZBA2VOhttkgqLnVLYT7VR3ZhiBmph4st3UwkW6lrPgTXpbFcoiezRN/cJN2T4zSnU8iuCyI4cQ8haiHFDXRVpub4sB0/bjmAXVSpmipVZFxHwELCEFUcRETXQfTZqNESkdZpwhEDo7wKs95AyFfkGjVJS+oqLF+G2aGvUFIncAwVVw9Tz8epLLYQtGNcp+7FPbFIecZPNahxvqWBVMiHKqmo4SbK4Y2EjBg7fY+xPvAoDhLnAhsYj3aQn7gGo9hFMLxEb9c5kt0qT5sdfOOMH9lzed0qnRYlzWQmxTknyVR0NfOt3Uiuy9ZzZ7nz4BnWzRwmnE8juAKe7KH3QCYSYlFrQw834xg69WIR73JqWhBFop29zDZtYE+9makqvCEY4EOGiL33H3GXzjC+8Sak+3ow6geQtAKILnbVI19rIl/qwJRrKG3d/HBsMwtlEwToKS2wdfECA94IVsDCtGUa+pLsuu9NDGy6FVGUmJ94keyTf0Zibp4fG9fypHUVdSFOyIUOu0qLrRMPCLhGApzlHb2HhyPVsJUKfn2OFRf205IaYam5gZPr1lIJ+hFdk8a2adr7x/AFqsykezg7vpOZSjd5VAqen6LnwwGCQoX14hhbmGBInKWDMmFTJFHMInhF9JCEqDn4NZcAFuKrUvoZ4kzSwQSdXKIHg8tZB09AtgPIVgTZCiNbIWQ78LIQ5t+Ch4fgGviMArHiJLHCKLYWRm/fxVJbC7XGERLVHLVSG7VMBa/2EjhlrEgCvbmLfLyLvoCPmyvtnM4KfIw6W1kiIOQ47nVTedUYpJ9AFaHbZ9BXmWGXeonrhaN0SiOATUUKkFMi5JQYeTlCQYlgCxKWoEK8h0i4iSdmbJ7o2Eo1EOHqYwfpWlrghzfciorJ3RdO8Kb6LOtW+Sg/foDsi/MoQZu2XXmyiSiPCNfygrQdKTrPHX1P0hxMM19r52j2Li4Er+FsXMEVBXx6jd7ZUdbVTnJd9RBXDU9j+baRH6tgqSobHnv0l4ql8Br5/cpAt3Vuuf8W1iTX8NkbPwvAufO/Rzr9JLuv2IuixFiYmeOrX/kavX1HqITKfGXvr7GkNXB14yHu6XsOqxhnZrqfqhtFdBw604tsb86ziqexu67mgcn/woyRpRacJhrNcWFVKz9Wb+Od+oPcaT+JHUyhjceIfVbHFkT2b3sbrrAVwctRr30PCZ3eW6c547P4jn4bxeTb2HLuELuO7UGxLSzNgpVzKIOwOmagSS7FYiPzc6tYyHRxunGQSz295ANBRNclVK/iIlAJ/jtm3v1bMB0E00UwHQTTQdRtpLqNV3fQqjprjDG2CuOsFWdoFzPInoXqrSJk3YXoNVEPPEE69h0qqoOjyRghGV/YRVFfCYia7mDmVGpnA7TutVALCsOrt7MU34EiNrIu+CQbgg/iF6qc8NbyjLgT14gTKK1HsTyUynPgTqNqDdiuQ9UtobtVBFcgrTYwHuhl1t9OVkmwffEiN8weY0N6DL9t4Igiox396JEuxM0XaNgySd3z4VeXJff1op9qIYxpNxCKdhFqXMFwLcjBiRw102JtzOF2n4VWziA/ehR5pEz+LS71q+3l+p0pspSLsf7ZKL0H5nBlmfmrQ3yq+a0s1DrZmL7ItpkLbKxdRFzvY4Rm8lkduXsVTVffgxlvYzFfZX5mjGJ6jmzdZcmLk/UieAhsyF3kptkDDBRniDgWIUdEcVxcTOqhELVIB0awnXRggLzaA+LlteDZhMszREsT1LU6c+0hagERRIvGlkt09p3DF6hRS0cRL4Tp0HO0yTmSUgVRgLQk8rw/wA8iISx3gLdlbmNHZR04NvnyGGdDKcbVGq6qEKZCX1inW8vQVB+loTqDhonjScxY/UxZG5msX0flctpal6sUtHmKgRCzLT1UfRKD8xb9k8N4xik8xYerBYnqAomihWwrVANJitFePNGPh4lLBZEEs00yTc0p1q/6R3BnCIm/zvT+IDNnnsUTRIzmDqxokrDdipEY5FAgw6npEH++Zox7Z/+RVN0jS4SapxEQDBKU6RRSyIKLi0rOakWI9eFz2zBKDdA4SPC2K9C6G8Ex8fJTzJ14hvSJx2h1ZmkmgyBAVfDxqbZ38tWeN+IKEgPzo0zGMtRDu/GLHr/X28F7OxpxT55g/vd/HyuVQr6xH7lhjiZ7FseD57wNDDcm6ekbIenPM5bvYWa6l0q9icXWFk62ryevxBA9h01OhhvUGjf4DNbFk4hDN/3fx4TLeI38fkXw/eHv878P/m++estX2dayDV1fYP+Ba2lvfzsrhv6EarXK5z/9WRR5lvGYyUNjt9FgFnnX2h/R4ASZy7VSrgfQdJ2BS5do7hthbdMciYrNaEuS50Y/gWOG6Lj6b9H8efb7N/J58b+yvXiGj05exFX7UPQa8a99CVPxcWLTb2Iqnfgi+ynMH0RRLfy3ZHnYMMjKv4dcddl24nEUO08l6GD1ZggkFdrDVWTRpVpsJr00RLU4wHzbAGe7u9C1V2p3oZpBS6mK37RwqzqluktWCGB58rK0D5A9l5hdJVIr4nfrSLKBEDARkjZSFMSAiKeqmFIAz5Fpq+TprqRYXRlnXWWU/toM0uWhMp4HWeEK6uZ9CO4QtjCPK32HmHCEqFhFupwms4BZWSaOi6gJnEj6ORcLEhOCSOm11Bc2UFtYQ6M8zWrlCQZDL6FKJpOVGC+me5lVNuMke3B8uWW5Tb1OqDRN1cxjyC5xIUHM7eWUv4cjWoKUFKCtnOKtI8+ya+EsQdvAVjXoH0S86ir2bN/JP+geJUlj43id3eZ32T74OBUryLGlDbSEcrQH54hphX97cZmQ+LyCNiywdHszR7e6pCyNWmYDpr2WeG2eAAYD2kl6DsySHKlhCyICLs7qKLO3vo69+SZOTBcp+BrJq3HMV1mSKtiEqFHDj4FC0Kzy5rGnuGH6BIn6cptKLhQhFVOISXXa5RIRSaegKdRdBXFeRMkvt+fnou1MdF1PIbYeUVgWNHnicvpLsmuExXl6Aqfo9J8i6hsn7FURWZ6cvmCGmSomGDFCLEgqc90exxJFqn4HwRPorq9gTWEdPmP5x7e4MYJCMwuCSMnJELNkpFoSxQrSKo/Tqx2mz3eImLwAwKLZxPl6Cw8kruCxLXdR84cYmBjhhkPHibq9qNIAdXGJsv1Zrj6bpT0HizF4amuAi/0tNBjNdBRXEq71ohlJXEHHVbNIZgtRUSTeOY6DS70wQM3MUyvswahOI0bbKDU24ckKar2Fx6UW5pH4q9sGeV2vDgtHKU1doLQ0j5GaIGlNk9QqZM0YB2q/zpR+FdEmkVjAj5jWCboeyaYADVFw5jNYuRyuUWUxrJAO2ajCBH3dZVrL58jV5vlk/3u5v/lmknaJm7JPUrV1DjTcQUgL86F4gPW1IuLf/C3K2bMUrriCkauupFjIolcK4JgIno3StEhPz3nC/jLZepznZ3dzbn4dEUFHSQik21oZTfYBsF6f4anb7vq/jKSv4DXy+xWA4zrc/eDdRLUo37r9WwiCwNjYXzM59Tmu2PUcmtbON//pa4xOTXEmGOBUdh1XZk7S0tJJa1WmEr2E4NqsO3Wa/nqNFX/xMdQXPoxXXmSvtoOzcx8EV6Jx69dItA0zInfzCeHPaC/muPn0fiTPo3V+nl379pOPxji08V3kwjpm9CnaznhYIYvDO4tUXI2MJCC4Jax/Of/mF8BDQCBIwIyRqDbTUm4hWWulqdJFwIpQEkyKYo6yMktVGaMUGKEazlKPurREPIY0hz7NpUN10RyXcMVBLdloJZdkxSVpGi9/V4EQ01I7o74OzgY7EL217Mr3srLiI60JfLlP5cEOBUcAoW6jVnSG0uPcPfc894kv0qpk8HjFK6VKnJzRgeUFUKQiDfI0fqGG64qUZzUyw1GGe3dxKbkbyejHdfJUvRdZiEXwBVT8ooOIQ7Ihzri6gkcmXRzb5c2XXuTW8Zdo0Et4gsDZ9nV8f+tVnNq8nnIyvFyTsV2EsoXgerhxjbDucd3EAa7v+wJJrcaRpa08PHYj6XoDYaVC1Fdmp+Jyr+Un4arMGmWkF75PcmmJCyvexvCqKKYvi7VsBY6Cgyg6xKILhPNV4ieqiKZFsG7RvjhHXVJ5snsHD/ZfiR6Nsa67gZXBCoOFfQQWDvGSu5ZHvN1UXZWu+ixvv/g4O2dHUR2XpZZWHt5yPbMBPzd6R3mD9CIJoULWCvKCsJlnQ7exsuUiq7seQx8fRH/sClrnjxIvjGKrKpXtSbS1BYS5IKXxATLOIKVIL7XAT2z5XEL+WdzoJP7WCcKNExSMCpULAaqTYTxDwlUD1Br6EHwNKK4Pz5WwPVC9MCGjEcFWXrVGXSzFoKjWsN1F1OoYweIYCbVKXyRHR6NOP8tEeNq3kqXiCtSTDgfW9OLaBo3nc2xdPIfPLDIfaeXHq7ch3rGF3naFabHME4sXcfRh4sU5rh7fTVv5amQ3jK4tccpf4bDXiC688nvwPDaWTnNF7iC2rFFv70YKhMETGLabuGS28qZamHjCRySgYNZsamUTS7fp1Q6zO/x1ovIik/pm9pXeTcVpBEHDvryyFVxaKdMkF5EDGhGtEb/1yg2q43nUXBNBneWUusTX1qzkZLKbqFFmy/RF+hfmkS5ziOC6bDh1mhXDw6R7exi+8048RaFerVBKLeG5LqgSrY3TRDsmScaWcF2Rs9mVvDS/g1OptYQEm0DQpaVB5IHfuO8/FF9+Fl4jv18BPD/zPB/e82E+dc2nuKXnFlzXZN/+q4iE17Nhw5d49NGv8fzhBfaJzSzUm3hX6SFqoRtJkkcPLBKs1bjhqacJb9lC/0dfDw+/H90W+I55L/X8HfiCFdZe/bekfQuMFlfyJekGfGaRgeIiaSWHWprB8SrkgwLW5WtvxVSInecSpGMGezZnEBGRXD/xkoXsBLC0BJ1+l/6WCcK+GrVCG3Pj11ArhZhrg1ODHXiCjeTWaSwu4OazVOw6opJD1BYRlVcmM6i2n8ZqOx2FlXTn1xKvt4DgQiCNPzRFo+88DfIEDXaBRqtIzC29TEwFJ8SC2UTaiJM3ozhCE/FoO63+JMGqjLNYwXMVnKDBdPMhjrdOcC62ilNKEwUhhCO3IIl91HxNIC4r5NZMlLlquMDq+jwtyiiN/gsk1TQh0UCyA9hOB3Wxn8Umj6I8i3N6kIv6Zmw5wFAiRct1SUZPHmLi5DFc1yUX7yYfbSPmc0lWCvSMTdA/Po7PNChG4jyz7Tp+eOW1LLYsN1WLRZNQzqRd8QhSZdqvkkomlv9mu7iySN98kWusf+bq9r2oksVcLUq20sBgYR19ehNp28+jVpVrn3mSnrklTl61izM72zCjBlGnTFMtj+w6GJKCIwjYpkjJ9ZF3A+TsMDUrQGOhwLUXj7N6bB6p6rHY18vF9f281LyCi7U28mUfAh49+gRvv/gEW2an8NkOZ3v6eOCe29ltHuLu9F665ByOJ3LOWs/B+l2U9PX4Xx4L5JJc9RjNK39ELK0QLxqEZnWq+4PUljTUsEXLtiLBJpPZisbsxSi+6QiVUA+ZWB+phl70QCcSr7gWgYsneOCJPzVD8Cfw3BquW8BRTayAiy3WEWqzKLlRBGfZONUvhQnJMVASHOzfwJ51fRRCMrvmLvHfcnvYUvwRorOsxs2XwhijCsUJDccX5VzbLaTbrmFccXkkaGJcto8Lxn3ct66Ve9eH+OLBA5zfn+XWskVIXIMrGhRjF3A8Cbu8Cp/o4Os5gNJlY5tXoj97P75KmrPRNTiNbfQqeWxPZMFLEJHb8ZMkEfbTHPPR1RKisyVIJCYSG/8npP1/g2DXqTh3MmvcwsTieWZtnbq/H0kZAjwc4wR2/SCKKBD1NeNXGpADUWy/n7LqkKKIIdjMRRs43rOauViCZL3Gr00e5s2LTzEftjm/6k6uWwpgfOpv8G/ZjPfB9/PQ5/8eXyjMnXdspOXUp8iEbc6uDZJOddPg60fSjuNqBXRL43hmHc9NXUm2HuXE/3oH4mutDj8f/y+Q3wee/gCj+VGeuO8JFFFhKfUYZ89+mPXrv8z42Fm+92iZZ5x+LCR+M/FPLE7eTTCoY/iyJHM5rn/6Gfw33EDXmwaR9vwpSyR5UH4nYu5qrLaDzA1+n5NVkxnrpxeT33UJ1hWa0xYBM0gp2UEyXKZ/sYp0NoHbIGCVPQw5QrBexZObKLRcS6OSpWPjj0g2TKNXo8wN34kzmuBkX4hHNm9cVmwKAmomi3BGX1aQ+2bRgudYac7SVQ/ikxJUVYu8v0hOy5Hz5ajJyymysC2zoSaxu1blBiNFq2vjeVAoJklnGqjlVNwqSBUTpVZB+L9ZxwLgE9AiBoGoiRkT+HHsdeSF20gaGkW/wMk+H+e7VAy/yPqCw2Cxgu1MMBdJE2xtZf2STvCcg54ewh+aZX15P8EXX0RQFIJ33MH+lbt44tQFOhZPsjI7T2uhRmuxjCOIHFu1lh9dewuH12xEwCOk17EFke36LO+cOcrO7Dg+r0ZaUlmMt3M/Q/zIv4pKcwwvspwOFFyPZCbDeuM8d/n30xK+gKtWl/9Wh8RnZdQJgcKvOdS3/azRSf9+mLrK0UubeXzpeuadFiJChTW+KXbNnGDb8QvEagbziQDDV0rcHM7Ta2eQBJeM1cmIfh3D9WupE0IMpxi1g4y5AdZHX+D1gYdoNnK0ODVEwBYhpwbQBAHhkk3qeBSrKmNcYZG7zyNPmFPzCYJ7C6wf9+jMGIieR93fRCncja5FMLQQtqLhSS6iZBAwcmhOGSGkg79O2hdhOthJzRdAjM3gC5+nO63TUPBQpACq0kBRWcULodUcijfg2TqrFtLcNbxIbyaFV0nhVpZQ1AyRLp1Ij44WtnCFMEbjfVR9t3P8nMFoNYAiCJQbLCKUqNkeM6ZAXgqiixItCKxza2RLL6C61yKIASrhMQhM01gPUi/tQJIN4gN72XD9Ci69OMLI3jO48QRnu2/DrmbplvKogoMtSCyG4sw0NLEQa0CMJPi1nMht5ypEallU7eskeRbDDXIyvYFDQ3eyeuV24mmViaMLLFkinr+Mo4xR8co4Pm95sgUgmAZKrUrYhEY7RIPUwHhnH99Z3cGFqExn1eX9Ywa3LmQQxTKl7ATe3m9TVmVGN2/kphXdhCpn8JpbOd+Zwg0K5M13cuz4aRQLbmgM4saPUmw+gig6pEoh3njXMWTpNbXnz8WvOvlNlaa480d38qGNH+KDGz4IwPHjb6euzxCN3sg3HrR5pLIRSbD47c2fJbv3aqxAI6aWI1YqcfNjjxO47loSN6hEzn6di/RzbuD3OTWd5XTr9xkTl+2fBo025sNbmY8MoFX3056e4u37VrL7+DNkkz3M3NZCZOUlMmcdshfiePEohhpBzmVQhT7M6E58SGgrH6JncB+i6BAYu5226Xv4QaefL/VrVOVlVbzneMjn8sSXavSJOs1CjU5cOgSLACKSJ1JGwfJc4mRpFJZoE+bRpEWGfS4nfR5HfQJ102DFZI0Nl1xWzjgE9eVUqyNpGIFm3HAzWqKFQDCO5PkQlCDIGrqZoZq7hLtwjkApc7nZ3UONWGhRGyXgIogeVlWinlcxK+rLY5MMJYyuBjmY7OSL2+6h3BynwafjNCik4o3/6vxppoviuQTlLG3iNNGKTuiSRHxugWi1TEs2zdrxEaLVCouJBh7dfR2PX3EtgmfRXZinX3BpLxWp55cdU0JUGGSCJjlD0svht2u0kEcRHFxP4DQr+K52PQebrmGyqwldeeWGJlJzsCs1YrkUf/a9z9GTWuCfr7yNYm8fql/iUsklYwcou34cV8EDRDzaoio7+pK8YUsbEa/IS1/8FEZ1if4NCSLeME+Xt/Dj4g1kzTAdgXlu63ma7ZGTxB+GwH4RNwylO8C3qk5ItxBrGtnCOqZL69AjMoGGCeJhg5aGDhoDPUSLC5ROPkqDPonrCVS9AHW7mblEA/kNY8RKFj1nJI7Xb2K4vpGeS3vpHT9FPRjg4M61zDW3o7o/uQFwiZRKREolfPU6UTNPzC3g98pIto1YBbEqIJaXZxj+S3iih+cDTwVPARxwLBl0Ec361z6zbgjsuIwX1vCSMcR4M3Kgg4hZJyGcIiCfwkOhbN/EcO31nKgncYAmWSAgCigCBCWBhCQQFHnZoH68PMxpXUZQujCVWYqJCYJunZZakFJ1FwgeoYYxBPUU2eEZBBRW3nY7fz3hodcCtEslWoQSMXFZCCV4AnEvSNgJUbU0dEslKuRY4d9DTJkj7XRw0dhJSQhgyzUcuc5lo1cUR2Xl2gH6VwyRTCZ5fs8eJi6coz0ZZ6irk/kLZ5kbPo/rukz1ruOl7TexEE/QXq3wmxNzrB45z/DYS2yZXEQONBG48ncRff9iWrwk4AUFMmaa6cwwDcToiPVwqeMxTrZd4HfuevKXnun3Gvn9J8cnj3ySb1/4Nk/d9xSNgUZqtQkOHLyRePwKntjn5xuzt+PzdH539z8gn4sxVbgT3b9EyDS59aGH8Q0OErnRpSn9HMeVrRzb/Ra+NfZtsnKGiOhyvdvJdZNv4XfXCyzENnDF5PO8c6SBzvE5Aqf+CbFlBcab+kl1P8Lkc22UZgJ0BIbIWyUMqQ/BvxkRmXLzMQbWPUIiMU+xGOf0XBcv+doY7rgHS2tE1E0EVWHNrM7Vo1WusWXaAZX/WKOqq5ew545gzR7BzU8AHoIvitS0GjHRj5zoRwy3vuz+YHseJccjY3ssmQbZ8gyhwih+d4pQa51EuESzOEd7II0muTjAqKgxE96O6XsfiyNh9JpLUjxDG88Sy6eRLtQQDRtdgXON7Tw4eDML8SbWVCYZckQWGzeRDSfwWMJzpij5/Cwk2ygGQvQuzrH14hl2nDtJ3/wMliRxvneQ4e4+hEiEdY0xYqpHduIEs3NpHE9EEW2agjo0xhlXe6gKcRRcqqqPC7EOwvMqH3AybJJO4xMPoIqTAJhuNweDV/B/Bm7kRLyXmCGQLJf4vS//FX1z0/zZ+z7Kvg1bEXQb6s6yv6flIloOPlMnUKkj6TYlwY/lyQiWi79eob22wLX+M1SkMI85OyiLQRqcGXbkJ+mvQ3tujFUz55EdF321R+jmIvWoREXR0EMCKK/EFc8D3DBhfIRKJUL5HL66S9WMcaGyhr81byNrJfmE/C1iWpYLWjeLbgum+WoJv0MiN8f2Q6eIFmtMrUiQuipBIGqgajUIGkh+A1WtI9Vc5LMSvgsi8rhESUswvaGduUgngi4SFxbpjpwnUckjzwhISyJiCQqSzFhjkGK4D93XgCjAarXEig6PamCJsjqD16LjBMDzZAxHQVJNRPGnY6hWFOmeMmkvFAGBMWkth9PvpmD24uIivqo1whItijL4FYshpUDcrjBa8DDkFUCOenKCilKlyfDRZYYo0Ui+2ojnljGrj+PZswjKCh5oupKUovJ+S+MKxcGRKgyLRYaFIrJQQRUcfhaPCLgEZYeAv53akoxoRFGsKKKrIisiV755iDVXtl12mTrCE088QSQS4e1vfzuRYJA9X/s851/cg+zzc6FnJS9uuIpcvImmzDx3nnqE38k+yOLeOHokRvXNm5A7hzGnV2NOtyPVRYJyjITWQlBeJkYLGwkJ1yfQ9ce7EaXX0p4/F7/K5Fe369zwgxvY3babT17zSYCXhS6z6S4+efK38FyP/7HyUyTCJU4f+ijV4ByaLHPDI48SFUVCt0Gbc5avtVzN/Q0e09UpWmWPG4Met46/BzWzns8P+Phub4TfHD/JRyb2YxeWqA2fptLXQ/r1UDHmufTIAGZJQAkk8diIpK4BQWKsJU9L8mE2DB5BkCyOzQ4yu7CV8z2budjag7+qszkH1xbhukWTmLN8lVWpsSCWqAlF2sUp2sQ5wt5FFGEGPIu61EZaljgt1TihhNBmZFZf1BmYqiF6UEz4MVqSBCMNJN0Yousn41OYDta5FKtzvqHItH+JrFgkWmugudJDW6mfjuIq/M6ymbUglogoYzRp5wn7zyD7F9HrK0llrmHJ2YaHTJv/AhubD9MdHsGxcrh6Hs80MWY1yhM+KnP+5aGrsTDzyZ1kQquJibOsVJ8hbk9h1ySqVR+1ooZQdBEARxSZbm1lal0zgevn6TKmCZ4UCZ2VEMYB63IkCjrkWn2kQkGmhQT25UZ8Q1Sw2vrwwjHAQfIkNtrdrHO68BDRhHkC4mFU9QX83hgCHjoapxlAerKOWjL53q138lTXFkr+CLZfQw64CEEXQ/RjiAGcnxNYBHeZJDE9ErUi22vD7NTPs2n2DMkXFzAzMr5Gk5bNBdS4g+2I2LqI4IEjgx4SKSUkSkkJxGULN1MVqfklbOWnv9eyFOr1CPV6BF0PY9sqkmihqHX8vir+QAlVreK6Ck5dIfokJF4wsX0is1cnSXUk8DIaXlHGtVRsScVUVAyfRjUYBGF5vI/P1gkGJToC84RD8wiRDEQqeJpLimZ+YL+V/cpVBPUy8dSDbKk/yv9Op2h6lVVOydKYqsaYvvyoORpquI1QPI4cCSAHayjBNEp4Ab+0xIr8Ah1LVUQPppRBDi18kFo4QM+qA9RO1UktrqMWWgWCxLTksNSq8p439rDvn/+eSOpm8CzU0AhL4eVU9nqnm1VmC7qSwfAXWJwfYTQ7jqIEeLDhZkxfG7+rZXih6Wn0Shnv/CoOx9eS94UJCQZ9kWn6IpNE0mtoTDfROvQgdxcepiIF+KH6btZ1hvCFdnJhj0WuvnzTGmsOcOv715JsDzEzM8N3v/tdHMfhrW99Ky2NjZx88hGOPHQ/Rq0KqsLZ7tXs33o9xWiS1fkR/vzQp4k9miMTjzL8XxqJTa/GH44Tb+sg2d5B6+AKAkqEyoUlcqfmYNrAEgxWfPy213Z+vwi/yuT3wOgD/On+P+Xrt36dLc1b8DyXffuvRjey/NGzf0LBCfAnzj/SdtsYwy98gJRQxe/3s3bvS/SNjeG7KYDXPMGfdK7nlJehSdC4I1Fii95D19kPoehxvjA0zZd61/HO+Yf4q9G/Bk/EVjwu9QaYb/VjzmiMPtWFbSuIvm3IvivwBI/TPQq6/wA3xPbT2XmeVDXKF8+8jUu+TYgrouwqedwwpXNlGcIO6ILDrJBmSkqzKBZwhBLXyPtYp1wgUrdwgWpAxrW6cWo3U3eux9EtnMlHMSf34erLs+GKAyYnV8HzbSrnNRVHEJA9j426wa3VKjvrOp22Qx2Boz4/hwMqB30+RrTlNJjoefSaAt3VOMnyIP78Dvz1PgREBBw8JARsEso0beopQuY4QqWEXHeQdBGhCl6xDpU6gvuLrw9HFLCCCnLMJRorkojrBBpNRMUjJ0eoSH4CjkHCLiACFhIFp5lyPU41E6J8sUr88vBeXZZYSERYijVQ9asY6DiaD7OpCzsUwXHgnNnAKbrZFNDY6ghEzToNyhHC+RN0vTSO5Dp0XpUj0Gj+9O8UAFlBlAIIgoTuCWRsgTkamBOTzIkN7FU2cTywhrrqJyJWiMpVqsEwxWCUNzz3JO9+5H5MReH7N93KVE+S3twEg6lRmtwsWshCjlqIMQdiNglBp2+yTlmPM6x2MaJ1kjcTmJYfSXIQRRtJspAlG1F0QPDwPBHHlXEcGdd55dn1frr2E8vn2XbkCIlcnrm2No5v3oQjyyimhWqZqKaJYlpESiXihTxNSylk28aSZeqaj1wkRj4cYTHRwAtX3sWx3jYkbG7zHuZO8UFiF+ukjsg80i5hRyT65kP4CyGU+uU1psRRgmvxxJWIXhhPrCEHT6HKs+z1eniOtSgYJMJH+O+WwpXySaL2PiRs5sxVnNZvxdh0Erf5DGerfvIzG2kavY+IFSErukx1lhhKvoB2/EpkL4ar7cGMWFTkELIrMGQ2sM7pJSgGyBrTHEo/StWucjC+Db1vgM8pacpf/jJycxOJ//X7nG9o4pnzWQ5OGoykBDwEVDw6bYF12izvDn2djcZ5DkfXsGdwiI2BA3jlOHP7P4hR7AQ8mobm2XCriyC28eMHj1Irl/EtTCJVl9P1giguKzrxkDWRo4NbOLjhWsrhGNcfeo6PffMrWJLIgaFObE1FeJXvruM48CouavHD27/2MD9zu/ofwGvk958Unufx5kfejO3Z3H/X/QiCQL5whOPH38IzY9fznbHX8cGlB9j61udJj+9ieHEIn08jOTrK7n378Nar7Lkiz5fjMfySxk2aw5XxEk3j95CcuAuPOf5uzSzfbr+Fe+Ze4q0XS3QkIxQu/APl13k4qsPC3jZSF6MgBFDDb0SWAox3ltjXn+T6uSfZ0v8SkUiG8dkBnhu9mVjbanboMa5I2/hdKChwNGFzRfXLFKx5nhauQMXgKukQ651hAhhkiHNBGkIJbmBo5S787b1UdIeFb30f6dnHER2bhebVjPZdw2xzJ0W5SDVUxheo0c8oG8yTDNSX6HDKSJcvmKobpmB3ULDbKTptVJ04JRGmgzlmgymmghmmgnl0ablGqNl+mso9tJQ66V0KsnY8TVNhkUB1EZ9ZePmcuIJELdBMNdCM7mvAkkSMoEm6VeVcsplwqcSm4XOsnriE5HmMRdt4tnMze9vWs0Kd4Ur5IOsjx1hv1QhfriG6CAivmoJnIzKntDPqtHPObGPE7WDJTtJVFtiUmmdTYQ45O4anF6gH/FSv2sTp9gEWJ8ZQwjHcQAhMg0LRZMxrJKU20VXM8EdHvo0u+3lo8wdIRjwqPeMYcQtXF4mXs7RWZgnV87h1l1rdR7WuoVsyDiIXQys4Et9CWQ7Tpi+xs3CaFitFWCnTUU/TMlojVLMYbWvln2+9g9HuQdKJVmx5WRocLeVoS8/Tll2gpZAl4liganiS8jMDmOg5+DBQBAsZBwkHwXMxkalJCn6thqxVUfzLBCmJNpJiIsuvPNSKSfIFg8jB5UG14yuTFDfuZnt6LUrNZDZ9kPHIAnJWJ1DTURwHn+UQNExA5KFrb+G7N9+LocjsPjvNh7/zKYKyTv0qGXNXBkIu/sMi7uMSp5o0FCMESjf1ptuRvTY8HGZiKY52FVms67iZJHWvAT9lXi8+w0elC1jWb+OQ5AD3M1x6gW3BCFcplwipOkW7mUsMkr9iGMHnsWgKXFzqRzv1HuK1JlKSxcm2p9i61E/CXIltniGxYpa0EaTkguDZqKUUciqDIhpoMtRqArO+Nko08mfGPlr/4L8irbsdXjUsNl81OTCe5enDkzx3MU9B8hBw+TX/S/w2/4zf0/l6x5tQN+9g9cIppo75Sc1fB4h4noWtH8HWjyG8aoC0IEkIrn25PVdACwTp3bSVjFjn+6LLhZ7r6VlY5FOf/gS2LPC93Veg9g+yPRaiQQJx/iiBhX0EhRohxSK+7lr8b/v6svr6l8Br5PefFCdTJ3nn4+/kj3f+MW9a8SYATp/+IIupZ/it5/6SLbVJPjj4OaqdAY4fewsoLkK5zD1PP8Nsu86X77S4qKlcKwe5sSFLzInRcuZu2sqjuOIIf7j6Pn7UfCM3TlziXbNlmnmUQs9J7A6P8Xk/uWe3IdfSCFIbhG7gZMM0Rze1sjZncZX1IoNDB9AsjZVnV1Kt3ohkrUDxBGqSzkh4kb8fWoUnT/CWuUc5466mKIRZLV5kwJ0hZpVxZI+Z8CoWzQ6kTJ6laoBs1cfmi+e4buIYCPBU13Z+NHA1c6FGwGMNU9wpnOQq6QyrpBEkwcFyNZasIRatIRatQebcJjKawUJolvnQPEVfmoBosr3Qyk2LEbqLWer1AiPyOk42rGQuukhePUUqdImFxPJuSHChO6swuJigNddFpLYSV+vA0xqxRZFJ2eGQZjN3uXblSaDKNjEtT8UU0AoK188c4/bpg7SXc4BHoNEk0l0n1x7huNbNKc3PMa+P4cp1yLj0C/MMCrMMibMMCnMMCrN0C0svN9e7noTjtZGVhzi/6jbCvihNn/kLalM6gZWt7Pmzz/IXk/O8a2kMeXYaXZQQ61VWnj3DmrEpqj6VQwMdGGoAwb0898D7acGGI4rU/BEkMYBmxRnz93Aw1EJRVkk6BXZnjrGNI1zVPUGnW2bufJzyOT+WIjN8XQv5tTFwFAwjSM0MMid3MBduZjGSZCGaRFeXe8R8lkFLMUtLLk1HaprWxRkUo0KTmkUPZpj0adhuMzFbZX0xyxpzhkahgBq18UUui5o8gWpV4cJADG8G/IcEBASsNg+7T8ZuBSthg+kQeUjGf0rEiXqU73SpbREQCw5SBaqCSlVSMVBxPYGzvs08lLiPvC/J4JzJtYf20j3xOPGaTkO5TqJaR1RcKjc5VG528UyB6PdEgkdESpE+Fpo3cKR/kB+u6MfO1fBKDp4gsCo7wU3TR7h29jiRjp1oG96KSIEG318gVMeYOxPh6dh6rMRvEkx+i+uFw3TJC5StOEtFlbnNDnbP8imbG+8hfem/4K82M68WqIaGGcztwHXy2PYe4tvbKGVdcvbysfLZWeR0Cgo1XERsQWbW38ZQfQxNctF8PqRAFNEfRZTl5faM2Sq2q1CSNJZiLcyHGsm5Ah9VfsC90ktMuU18vngT+ZJMt2URDtwFgoQgKAhilWDrUxS9LHm9i+bUBWplm3vfeRdO6yYe/fSnUP1+7vjoR7mU/gDPVCI8VNtKb2aAP/7859B9Kg/efCUrE4u8pbyHsF0BQYL1b4LbPwXaL+H49Cr8pyQ/QRA6gW8Ay1bl8EXP8/5eEIQE8D2gB5gE3uR53s+YVvkKflXJ7w/3/iEvzLzAs298loASwHUNnnt+PYfm1/PguXv51NL/wXx7hdOH3knZEvA8j1vPn2dP6Cw/uEokjMg7/TZ9TQahpY2sHNYJuufISRF+a+1/5cXEVq45P0Vv+QG2NJ4k0VuhNhfi5MHXEyoWcK1LeMoAB5O7OdtxhERbP1dNpVnVnEJVW8hW11CiiZRPYtYvMBkUqIgmFU3FEf/9EmTNNegvTfNrTz7AlpdOI7kuod46wiDMuWFqTisNPpsu/wRReTn9l7L6mDHWMq33M6snqboVdCeHp+fx63XChk7E0EkYOlGjTFivojou1UAL0503sti8DU8QSVTPEbdfAnkEXauQj7tMNQnMNUSYCyWZ0zO4nosiKHQ6zQRqvcTzOxhYaEdzRGYjBgvhIqJssSiojJYVLEchLhX5gPRj3ik8j1h2OTPVgzUtEi9XsAWRE01DPN++iYOta6hdvuuWXBtXEPFe1bvU4er8qZBis5TGEscpqpdo98YIeTVSYoKnhd2sHz6LckLHUSQ+84Z386Mrb+K+vU+ycn6SFaMjdMzNM9vezpFNG6gvS5No8CyMUiuC56dRieBIfsr4Odea4FyHypLlYs+aODpEKLG9epIN0jzJoAWKglGV6T80SmMqy0xHB0e3bcW87M6jKDqyVMcQRXJ6AtdWiAk6ggCO36MU8XEgNkA9GiHjX25Gj+oF+uYv0ndphM7pCTTbpEGv0bZUoalURfY8nKTFCwMy59olAtIVrMvn2Tw2jDJp4bkCZq+LuNFAXGmRa1IwtctCKleiafjNaKMq5olHkJZKGDGBzBUiwpCJorrUfTIHwjt4zP86pqVeurwJ3uZ+k66lDMFDRQIjHlLZwx5yKawNsCC4tJ9I0lYRSN9XQG7NYI21oP2wTstUHYAL8W5e6tnAc1t2sjTUhhvWaC0W+J3zNa4rhcnWZ7H2fYbSwBIrVhZox+KIT+Nh/R6aF9+Kr/QtNpqzdA6laFLHqesR5i/JLG2SqW93wYPcyBCzk+9CrTSzEJghYgYJ2gkca4qqdxCnM0cs6FGqDGCKPjSvQliZInNJJlwvo4f8NDYAViOe2YDnJvC8BlwvAVzeDXoWrpMHFsC9xKJdIRxxeEdiPx1ilvudq/g/1ltoFxu4IacgayLhxgDF2SrxZBUj911yuSJKd4Rb37eLvt5fpzCf5sFP/m/KuRSd18xz81v+iaoe40v7v4x4LsetP3yJUiDEx3/z97mxWKSx7sfp6OPa/mb6OqLIST+C/Mvt+uA/L/m1Aq2e5x0XBCEMHANeB7wbyHme938EQfhDIO553sd+3mf9KpJftp7lph/exJtWvIk/3P6HAExOfp6x8U/y98ffz81nLrLq3gPMpTcyPrsSQRAYcEo8LD3BuR6Ra0yd29vAp4okh19PdrIHV+xlOvg43960m/PBPvzn09yhPcydPU/hFOJMPXc3pr0ap/Y0rj3DUnw1oxtk5hNN+OWNlDU/S34V+184vYueh2u7JCs5JL9AytfA+swwV6aO0W0vst66QNip47oeZUOlJvrIa3HyWowFrQF1ymTnc8eJF8s8t2UnX3j923BVmSvT53h77iF2Vw/hejIz+grGq90s5hS0cppArUJAt/DrNj7DQLF/2lHGlERKfolMWGCpqY9a7Do0YS2OYDKaPMixzucp+7LAZQW3IOD9O+f7CZ5Ae2EFuyfvJaY3MtpwnENdD1HVigDInkfIdYl6LhlBwm+JvOX5IE45TnOlRl8hh0+3sSSZQ81DPN++lSMtq7AkmZhXo93OsFuUeYPUj4rECXmCM9I07nKfCP3uNNeIh+gSFjggrWU63cDal0ZBhy/c9VaOrVjLpz7/l0TKJc6t3sH46iGEUAbDCOC6/1pd63gCi26YaTfOpBPHQCEm1Ngoz9Mt5i9nJj00waB9fpqNB04jeB6TNzVR3iKBbDNTaGIy34Mvup4Gs4BTzOC6IKGzgWFWM8wTQhctXo3Xe6exkfiqdDtfiL4ePRqh1hLG1DRU02BocoSumRG6Z0eJ1EsQL/Nip0mq0aShfjuve3GMnedOUZdU5lb0c936CWYG08y3avRNVumZrlOMyGSSPkzxegKjb6IQMHjuxDdo1U1W5spo6RyLiQQnewa4/567uNQ0QNzNcB/f52rhOUR+uu/Rc5dHR5kZP4v5JqbNjQQLu1HMMHL/j+lf9yQeHs8vSEReELnpGAQvl1Vrmp/xjh6aVr+ZfqmNr/bC11sOoFX3IFtzqJ7KB1Lwzso4Mh77i6/jjP5m1m88hZobppxKsi38EFF5iaLYytywRnGgRu2KZWP33MgqlsbegVdrJB2cJlZPorkhPLdMjSmKgUUaawqS0oqpRBFtFSrDuPWDIPhRgjcjKd1IvjxqKIMWWUAJp8ATsGsJapl+jEI3ICApJk1dEv3rY/Q5j+A/8hksRL4u3cbT+Tu5rppkXHH5/7j77zDLrvLMG/6tHU9OdSrnqu7qnNVq5QySkEDkjEkO2B7j9NrjOHjwh81gDDb2GMaAPYCxARGsjIRyt6SW1OqcqivndHLceX1/VIMkwzDvfOIbsO/rOlfVOVedfZ59au91r/Ws57nvC9E8g5USA/n7CMUGcDoGyESabO4u0Z++jaCosnZmCjNIETVSKPIlVa7FaepPf4p8MsWHfucj6HqCD4/Z3Ly0rj3jt4bp/+0fyVn/R/iZJL9/CyHEXcDfXnxcJ6VcukiQj0spN/249/57JL/Pn/w8nzn2Ge5+/d0MJgcB+NeHrkeVa3z5iV/iw/rnKF+qcvyFNxMAzUSBg+YjNHXJL4kqwwMaeqOD+LEP8aViC0+GHK6NP8+Te64hp6UYnn2SX2j/KpFKD/lnXk3D2UYQVKhb30Zzyzx+1W28sO0AsE5uPQ3JYKNJu1wmVl8mLuf5Qu/tBELhY6N/za2lQ7x/28c4nNrFfx3/W35p4c4fnEsgwQo0GjWTFbOFsh7DR8GsWySO1ZFLAjXpI7ZnWegd5nx7kidbt3MovRdHMegvLHLj0Se46ZknaV8pobzUhy7iYcR8iPkspSLMprNcaIlzJFtnKl5ioLiTnYvX0VEbpKnWuZA4zZw6Q8jySVt10naddMMl7K3feBKJp0isCNjpBDNdQ5zp3EwpmWC4mmenIlFjY5yuH2exvohAkKoPsmvxCgZL2zHTzyLSX6GpxCjG97KQtDnTPE8zWA867AlGrG5YTRJb7GZ4ocgVC6fJ2FUszeBU2zCH2nfwfPtmyqEEbYCOSzMQOAiaQuKyLhCgEPAB9QH+s/Y1JmUnv177Vd7/7H3szE/iCYWKEeXjl7yb0dYhQqqLLgNUXyUaSELCwVMETQKqUqcqDAIUBJIIDlFhc7k4y2uNp1nozDLdmWTYPMOme9aIPaziDATk3+dz1tvOMzO7mMj10RuSdOkl0kqNQEIhCHGLOMitylM85W/no947CBGwWZmlR50jzwrJiSb7LzRoq7o0dJ1HL7mcZy/Zw+jgRtbCLQC0FKcZmhpjcH6OzpU5egolElaDY8MN7h68nkLtZhKpk1y++WFujtVIKjkGVyP0j+VQ/XVRhFpEZSZIsuDu4pmu9/HAWpRtued425GH6V1eZry/l/G3ZBgMVbArA4wncxxXzxBzYU8qYEvYQaKw2mxBAdoiOcTFdHSzFKOxlCCvdbPBPI3S12SxJvhKzWT/Qclbngww/RcnjJ6hMZn1eHajYHwoSbV1H1Odr6UUaqfDXuULZ/+YSyrnmbO382Dh/bjROwntd1AnbmRzaZZ90W8RaD6TXRFyK2EwBdZ2CQLq5zazOPVzOFaK+eQoKUsl3uxGUdarm33h4Ysqut/AMSWuWEXkj6C6NTo6NhHKXM7yUoZN6UcY2rAMlRME5hK1lM6i2YdV7qW2uJva0g6kb6ApNdqaxxgyD7O1/TnqShdHgnegly+loda5sPQ1NKHw6q73EVZf3FeUSDyzhB+u4Noh9Oox2kMzqFoFrSWOnTvIvyhtXHFnDZnQ+f0P/y5H2nfQWyywrabSHkny8Tft+o9f7SmEGACeBLYDs1LK1MXXBVD8/vP/Ff69kZ8f+Nzy7VsYSAzw+Vd/HoBc/hmeOfLznFnbyoZHGyTfPsrZY2+maIUYS1/gVOIUPTnJL0caRDYL4ouXw9l38auByxoq16cnObR3D5rv8eaVf2SXpZM/dwOe1UEQNJjIjNOychjVdXnwpnfQbfazp+jQXinQGzuI2n+ImDPHyIUGf9n183y27x0MVWf4yKm/oY0cP7/jz1iJtvHu8fu4fOkkN4pDRAOLpdU4X/av5eHIZUyYAygyYGPtLK9ZepBrxlbRfCgPd9C3rUZveBSnprI430F1UaXR1Hhy5xU8cMW1nB0aQfU9bhg/zGvP3U9baZpzsQijaVhqcZlJ+NS19Ruhv57k0qXLyBSuQvgJTKVJYLqciKyxptTxpEoliJKTcUoyAlKSVFZJROaJGzZJRydTLtO+tkjUuqiGIgJ6w2UiiRqnU+2sevtYs02e68ijJ4+BUcbwNQbze9me38xOv5sRLU1dOMwrOY7HzjKprTEbKlMKL4G2nhpTrRa6ikmunq7RlasyMlUnVV9fcaxm+jjYuYUns5sYS/UggZB0SToWqUaJcOASJBJ0hZd5r3IXrq8xeaSTA7OncRSNF1pH+Mzet1M2IlysM/jxkNBFgbdqD3NLyyHUbJPFbBgvBKICqS/qhMcEtSsDHrt2J99IvYfWiUV2r80R0zVcIdClTpfXznblWXar36QhVO4UO1mwN7Mm04yKFmY1Hd8so5gr6MYShlrAwCUsAkwvjOEkwG1jPjRIKdVBONJKsaUDqSiIICBbWKEtv0RLYZW4nafsSs45+/FSixjdX+bnWuvsjfi0nH8HkfkhVoPPMZKYI+r5PJvcxTfbb+T+1muxlDCb/bP8xrHH2PytEwTlOnPd1yLaDT57k8bpNQ1Z34JnZ2kNr/G64e9yWecRFCGpr25kgo1MRRSG3Uk2x8fQtPX9U7UWwzebBJrPMzWVp1ZDfPD8rew9V8WdPgTBv22MlwjDR08HkBIESY10tkkqViOQKrVqhGJVoxyD44k3ohe3c13ss/SGztI0s6xc9mryj72AbRTX06GAfWYrs9Pvw2saLIe/S8w+gV5PI52A2fY6z20tIaTP7oWNKMGl9BTH0AsrCMVkILKLW3/pnWi9MeoHn8R+/jHE/FOUQmmezHyIwe67aW1/lvnmHvIr+6kt7kT6IXQR0KVr9BiCjOJzaO07LDdm2Dz0TiaULGN+QNWXdDgBKWOBWNdT3Bx+hKHVBkjJ0VwHE04/t2aPkLjsnfCav+DIfV8m9PufxEy5vPD2vfzJ8K9SCifZtTrB/W9+Par6H9jMVggRA54APial/LYQovRSshNCFKWU6R/xvl8EfhGgr69v38zMzP+tkF8xHpt9jA8/9mH+6rq/4sb+GwH4+7t/geHYoxw8djPXxg6xFO3h/PglHM2+wEx8lqvOBLy77mC9XiV59ucQi1fwS6KBJhvsbvW5b88QndYa7z53Am1qF9IPEXhLLMWnmRhOsevZR/FVg8Sm1zHirDDte7jZ8wxueo6Q1uBg5QbUcwb/vOVNlFNp0rOr/Fr9c6ibLP5K/DFWIHj1yWf4udpdXBkco94w+PbypXyx4w4m0wOowqfHm6JNnuY9j59j08IyVmuE/v1rRPw6S7NZSgsmocr6wNAwFDw1IOSA4UtObd3I3bfexDMDl1DXomyvjvGBxW9z++rDTKg6R+lksnIdkco+krIdgaRdPcHe+P0MmEfxpGC12cmCu5nHlP18s3UrS21pZEhBNH3UvI0oOuv8EPIQ6WlCoSfYWnHYutJDtG5jNgvMxztZbO/FTsVZjbcxH2shpZZpd85R885SdceQ2Oh+mq7aDgbrCUQjxazfxfkghYWCpueJZB9hZ+okOTfMklonUNYHragbYtdinN4pm23TNUaWHRQJpSgcGTJ4rreHY+mdNJ1N+O6LajLt9Tx/+NyX2Vhe4Osbb+DLW24m+BEu1wm7xkBliU3OHBvVBaIdrTg7LkO1vsGguICZqVOLaUhFEAQKZ/IjhGYlV35rCrUumbkizGejb+NC3y62KctsLs2jBz7ziSynzG5ai0t8wvksW5VZ7mMnH9WvpBiqo5orKOYKQi/+YMUkpUpgZ5FuGhCg2Ch6iYRbYMNywP4xyYHzkkQTTvW08uUrbuJE/wH8RBJiKkHoRYFn3XUINepotkeXUGmPziDCq0zYURZlHF9pIzDakUIhIutcwrO8rXAXt4ydohi0cXr5DvQzy3QtPsdqOMVndr+Z4x0bicd8zCTIpMGOZcne5QqhwSOkBx4nGSkTSEGx0kax0MWkspWaU+RAdoLu5DgoPlJCAJyua0zNZ2mrGfQ1fEbWmrTMWMh5l8ASKHpAordJcqBJuNWhHrRQ8dsIpEZIqZLW5lGFh+VGOT+zl+dD72Egdoqro5/HVC3y52NU5X54825WWh+nFswhfYXm2d0szbwDtRSQWruHemKKgkwiBdSHTR4ZnAJSVCbfzwH7HEOLZ9aVjPozdPUv0mrk0D2TkNpFiEFWCiOMTw2waxDaozm8eg2t0k6pmWLOr7PiaASBhi5KNJvjbIk+xYVtizyajuA326C8CYIYcV9hn+3yKvEoK5ExvhiLIAoxdp5qJVAFo9eGqGQh8Dw2HF3j/d8q4fU6DF1V5/f6fpFzQTuPfOBX/uOu/IQQOnAv8KCU8lMXXxvlP3ja80MPr+t4PvimB9EUjVzhBT53/yfY23YS74FWzFtXee7wm3kq+zwL0UXe9oLLHc/B+G+laBn9MC31bn5LrLGpblLcGOJ721sZKaxxxxOCkOsT2KPU/bOcvXITK26Mmw7eA5EW6puvpuLnaBUrtG06x0BylDn6+Ht+hUmx8cfG3Gmv8tmzH+Wyyim+0nk7fzz8YSzVfNnf7Bg7z0e/+CmS1SrZzVUCIVhZTGMUXTxF5djGrTy7dRfPbd3FXFcXQghU20Y4eRR/EiM4i+IuI7WNeLEbaIQ6iDoNrpmZZudoFKMeJ6rk6dafIuSepFJwmRNpkhmboWiOTfoiKX09DbZmRZhqdnJWbOHZyCZmzQxrdpqCF8VTdEAiDRXZYiNbmyiRDG4sS3Bxpmm4NuFGnRa3SKtWwxaCCSOBo0RRnAvozcMY1sl1yx+lH9u9hJ1Tvbyv1kYmVufjfZ9j0k2TtTbQdGK0h6doRidZ09Z9e6QE6WaIFDvZNWZyyXSFS5amiXoWlqrzVN8A392RYrxLsn9ulQ8/PI8qIb8/S76jjaKdIByUmZtppb1YQNMC9ujjDHctoG/qoHT5zayKcWqVM1i6d7HRW6KUVerVLaxN34iZPUtv7nEy3xS4UcHRoQ5GU5vx4xkiYQ0BTJsNJtMpqnGNXy7fzwfXjpNXdT7WkuTR6LoCixJAqmySKRm0OzobNIfNqk1vPQnsYKGZ5lS9QuvCHINri3Q01uvXLF3h2EiGx3eqHO8vI8XFPV0/g1fdgN3YjSc2Egr7REM2hu7jhg3qkTiOaiB0CGtNPEfQaAq2aCd5VfRper1xzpc2cIU9yY7aHNmCg+5JPBTOl7pYOd/GeN9GljvWV5s/Corvo/s2QcQnHG5ihupouo2ieOBJDM8jJTy0aBU/VUc1HDTVJtWw2H6hhtkUVEWSMjFqq2GCyQAx7+BoSaxoikYmSzMSR3gCUVfRdYd4W5Pe7Dl6Q6dZs/p4ZP5D1OLdXGf+NRtSR3HtEP6uX8B883+hsfw0Z5/6EKWsBxLqK8M0li7BWekgOj5LzRulEAkIey4bjFXm+9v4c/HLbDLGuGHxSWRFYrd2oXSk6emYpqP3JEJf38AMXANj6tX0Lt6E4aTWzXgRSHwq0WlOyxlWZjpR9UFAxYgvk+g7TKL/WfRoDt+OE3ghQKIadRS9iRDgBNDwBVpVR1oaK6bHmunTCARDhwRX3itYvMRj5IoS5XCM7e8dhx8xwfs/wc8k+V1MaX6J9eKW33jJ638B5F9S8JKRUv7ujzvWvyfym6vM8ZrvvOZlOp5/fudH2RT7NtVCC13hFSaXLuFemWc6Ps175y1u+4rGyTe3IeR/5oAf46/FHAPFDh7aZ3BkQ5ztMxZ3PF9CuMdoNE8zv3WA7+5+DXuPHWT/iUMYsW7y3Z1EYiWyPRP0tI/io3A3b+CQdR3VSgirPYFhWdzw/OO0thY4v2mYI+JSQo7Du2bu4feWvogqff4k8UG+GrkFw7Vp8cbodifoygXccuEkG0aXsUM6uWiSrvx6ocnplkEe79nDoe6dVI0XVfclEnQf9AAZ0gliUWTMIIhpEFbZtBbQnXeZz+pc6FpfAQwV13hd7l5uLz3JFmsaBUlDCXE4uZNH0gc4pmyiP7fI6/LPstsfpV1fQBGShqdx1urkSWMXz2f2MdXez2q6ncb3DXQDCZaPsD2E5yJ9FU0E/MnSZ/lg+V5m60nuWtjG0eFLeHr3tVSMJKLpE60VSFrPYYWfRyizSBQ8ZQvS2YxbiaIGC+ihKaQQ4MXIVHuIrpn4boYVs5Paxe/D9G06vBItqmRXYYI9s88xuLiIFkhqJsRsmGyHT71BJR1x+eLyKg2h8t+TG/ntwjm+07yNlhN5RqbXsx9OX4C9SeINBhhZh6CuszibJkcbAzeN4vsKspome2+J6DMqhVaDxzdvpNbRi6kmCXApRsc5mV6moBfYZtt8bC3PsOtxdyzJ37XuYDyxF8foJdmIcs2pCV6/8gR7xVnGggHGRC+pXIWehWVCpRdtpvSoh5fReD65mX9NXsnp9BBXGme4I3yYWLzJ85EsJ0yVWbVBJVgAaSODMF5lC255H35jkF63TrY+zkhjnDY7B0B2e4HM3jKRsMXjc1fwzbHX4fkK1zc1LtGaiO4X6MgcpLtW5UxhLxP+MGG3Qe/kLB2VVbqH1whlPFw0GkSoE6ZGlPpLfm9i0hQhbGny4/LLQgRomo2uBKh+CMUPoThxsNIIK4Pim/9L53czvEBKP06vcpTt5himbPBQ7leZ9q6hXxzmyugXSCVK6yS4+R3oV7yN5gPv5+mWKFbWJqo3f3Ast5HCqcXwGjU8W6I2dKaLG/hb7+3s5TyvKz9GrqBAS5Jq6wY04ZLwxhj0PDbqbyTmDuCEV8gP30Ul8zy66+NHBL7wufCvG3AqWRL7DJq5XWjFQTwvfvGTffg3coaB8BGahWHUMcNFNDOHCC+hRfOEkgVC6QJCq5H6liT2uEr+jhClAxFuueOJ/5jC1kKIq4CDwCn4QdnVHwDPAt8A+oAZ1lsdCj/uWP+eyO9TRz7Fl89+mYfe/BBtkTbWCqf5hS/ey6/t+zzOuRT+gM+d53ZxtPUorwss3vkZlbW2BE/t/lPeKyI85ZRZaYa4+7Iwp/ui7B+rc/3YI9RlmVImy+Ob97ESS/H2B++kc/4cRnsWcWCNbCJPa3QNT6oc4lr+Vb6JWj2KXVEIeqLsHjvFb339b3HvaPLtwbdyX+x2ugsrfPrIx7naOMqU184Hg99l0Uuz0TvIsD1P3e7DDie47eQRdq1OUNdMop5N2YjywKbLuXf3Naxk2zCkh+G5eHaZIJhGUxYhUFGcDOFGmsBNUxVxVBS2Oyr7LY2kVChrkhPtKi9sDFFrNdfHHLG+bDJ8m5HmDDurF9hZu0Cnk0MiOB8Z4PnkDk7ENlHWYyS9GgEKJT1OINZvyrRbJulWqWgxCkbq5f8gzydsWfzlxF/wxtJj/GP0NXxKvoVMLkfZj1DSfygDD4BirKAlj6EnTqIY65dr4Kbw6hvw6xvx68NIP0Y0qNMlVulWl+kRFglrkHB9BFUEJFufJdH+GKZSwhxVyT64LosF4GgmD19+LUcPzGAG4/zV8jxlReX9nW2UNZW0FrCtKNl9PmDjeUguCpSLUmmliEouq1DfbKP2S1pjPumvaxiLCk/saWFiywGiQZy6Vmc8Mc5ydIqI3UHUjvE6eYz3VXJYKMiaIKirlFdNFmZTrKZasEMhQk2XrlyeqPWiokw1Llhtk0x1qkx1BMy0B9RjLXQFu7ih2MdQRecJN8w3ZAdFTLaIRT4YuYtrQ8+j6j5BIDmqRLhHTfFsVNBUJaYTQS9vY610DZ6XpV0u8Ysb/4WBoRnsss7sE51MlIaphHsYFFuJBS2c6HyUU12PsrOwg85mJyBJxHJsjqySWqiTfGQOteQT7PMRr6ojdFACiSIl4uKo5KsCV1FpeBmqXitVr5V6vYPAjeCLi0Umqo1UbYRZJUBiWVGa9Qy2E3o5V0rQgbjr0rdaoGU6j2wK6rEO8t1bKRvDCNWjdeQ+ruZOOopNjqpXcHTl57C9Nra6d7E39R2S8QoegqWsydxgmGZYpVGPMNHspWIliWkVOkIlooqPoTZQjSYgeWrq1Tw+9lp2R+bYUj1IfamIkc7gZfZieyHUyBoDPedp1/IU1RCRzChS0aivbqaxspXK7DYCL/uya1+wLjKQUJdpBGk8GSZkrhIeeIGmG+Pk0l48z6TTV0gG6zpLPxIyYMfpz5PNn+LEvrfyjq/+yY8bSv9f4RWTnxAiDPRJKUdfcTT/f8C/F/KzfZub7ryJ/R37+dR1nwLgD776FwTOOW7oOYgSCB4/fzn3JI6zSfX47adcYk+qfO36P+CXEgNMOR5PuzXuvzTLaE+Yq8Yn2T79AlLXGWvr5ODGvUStBr9w11ehukjP/hIte5Zwhc44IxzjEg5yDdUgAVaAcH1kyiQ+t8xb/K+zKzPKF7xf41RmC1uWJvjTk3/JVaEz3Osd4A/t99PemCfmN1kId7NidjBQWuDjz/w9CbuOAGayPfzzLbfxwtZt9K+tMLyUp61QYSZTYbzjFPnwAmqgsK0e5sqqzcZKQKjsEypJluUNLMReja9GqQZljkUrLCtNks0SCbdKKGiiGpKpTVs4v3knjhmiZ2GKPWcOE7Ea2IaJo5s0IjEq0SS1WBI/pNOMRCmIJI6nMlKf5U2Fp7mj9jh9/jQAuSDNuJ2m0AxRqpmsRBwOtK8yae/k74NXMxv08P3RS5EePc1FNtbHSbgVlkLtXMhm8LLjSHMRX3ERvokmE/jhBI5ewGAMwXoq1tP6cMLbQN1AtrmB1kqEtppFpzoN4SNEG+d49/IZ6o8noLSuZXNsy1W0F326lp8BYGWwhcXbEmRbxrl2bJU1VeXnO9pYvGgh9X3onmRwGTbNS0YWA4ZWoLW03lArhcBXVQ5fdimLPb3ES3m6ZiZozS1gBC54KslIk427i0SSHqWpMCtHkwT/xg7L0iGXgLWkYCUFc62C2TbBbFZQj8QIlChShFCkS8iv4QfV9VYOwNc6iEd2cosZYcQfJaaPEjNqP3TPKL4gUpOU6i6PeQYPiBBSwu2qz6WtClHd5uj0HobsBexqQOFCGremAoJ0/0YYHGB2tUBAwHhiHM+s84GZ9zNXjuNIUP0mg9P30zv/OFY4zdK+S9H6muhqA9vNUGt20LTbqdudBNJ4WWymqBJSixhqGUWtg+LSjkm8Y4blnY+iax5BIHCcMI1ahtxqL7lyB1ZgonnraeXAaZIoNrnk3AzZ/CyWnmR2+20sRS8hFllkf/tn2NocZSUd4qBxB7nzr8G3E3SnD7In/k16nVmEhHpRpzoRZnpDhIf2XsKjs9eyVu2iI4AukWfAE7Q1Mqgi8rJzcJvP4ltPoegb0aO3/UAsXqoWWqiMkCpeIwMoCNXCsxYwEzO07pggbK6RUpaJBFXGcm+gURqkf/hu3PMjLBavoeq3k2w5SXLft3got4v7Jl9F1Fhjp1gkYRZR4ysgQLNSCMck4sRJFuHag/djej47X3gORdd5JXhF5CeEeC3wScCQUg4KIXYDH5VSvu4VRfUTxL8X8rtn4h7+4NAf8IVXf4EDnQeYX7vAqz99gj+96s+Je03yXoK/LgiEavMH0QpDf2Jwtvdy9u1+L1VPcp9X5p7LOpnqMLh29AW2LM/hY/PovkuYiA1zxeIYNz5wF45fQbt6mZXsAC1nE0hH47PXvRsRSKoytF5VJyXCELyGu3ir/zVOLlzJl9LvYS2RYdfYKT4x95fsUqf4avUqvlW/lKVQN0uhTgB2eWP82ulv0TWdQwDFaIxnNw5iqT6GZ//Ic7e1AF+PE2EDitZPI6ETdJzCFAqh+UugVsPVjuGJaZSKRPFfHGgDIXAVg4Yaoa6EaegRxrds48L2nXiazobxUS47+hTpWgHdr6NI/2WfndAtDF2nqPexFu7FjZi06cvsZpZtzJJlljkSPBNs5bvBpTwdbMNHpUNZZqd2hu3eSVYNi/lkhHJcJaHUkF6dSc2jrEqEhM2uZJefJTz1AcxyD0OGwnMbxvnH4TY81SFTPEaseo6aMYUUHhIVzxjCCW/HCW3HM4aIOj6/c9+XuPrhx3FjYeb2XM+yejUtW08R+A/Rf3qZ6GEFKaB5VUDPhiLtVQdb6Hym640MFp/hk8NvoSRsupefIlZpIuIOkbhOuNTKrY/U2T66wlo2yzOXXYJ086RWpwjX8mhSQQkUUGBrd4Ht7VXcQOH5lThzjoHtqbi2AkkVvSNCOJIjqjcxpULd6adsb+VM6FK+u3mYqn4E0zqDqWRps3bQ1IdZSEaxTZ/N3jPs859glzJKl75uvZPzTc4FW1ir7CCoZphaA0O12BOqsT+6RDQ+SpBeBCERrk4jkIRNjwUH7l5JcWrpVgbym3l/xxFadt5PfTFJ7twGFoxhpFDRyzmM4gohJYPid+ApLShqGlPCUPgsHdFJYrkJGkddhOWy2HGAsQ1vxddCNIVLTpXkVcn1SsA2tcwxdYEFdYYhZZlBkadH5MmKPCHxInlL4HtbkihZfX1O4gXrFj4IzIrAW2lhsjzEktOH54eJx1bpbz1B7wtrxB9XyCV3cW7LexCGx/bhz3NF+RALcgMnQ51YSpZ84Qbscg8RNcfezNfYpBym7HYxa1/KonslebeD5kX7JiklflAEbxHprxD4eSzZJK8ZZKRHxCkS4AEaangLqrYTobaB4EUjYMXBd87iuedIXzHNpugKEaOEFRbUwypc7A327DDuLHRbgsXlK5kp304QhJjrOMzB3rupai+mZqOKJOqHEM0M0tdxRZFaqEasGdDrCP7pN0/+dAtehBAvADewXniy5+Jrp6SUO15RVD9B/Hshv3ff/27Kdpm7X383Qgh+/nN/yUQhzB9d9pcEAfzV+CBzoVV+Jeuy53/qRM4GBDf+CUaolbvcOt+8spWFFo3rzz7Lptw8Sv8q/9T/DhpE+IVTz5M+/ASu4vDM1jX+n8IltE1NcPelnXxi/4dQmy5OoEJERZMBYb/Be879D1rqDsdiV/PIlgO4isq7n/1n/sD6Kqbi8any6/iS8VosNURXsMKrrGe5euw47TNVtEDiKYJTPa3MZ1vR1DQKWaQaId8yyXhqgqbqEHVDtNZjhOoauu2QqAlUKXDNDKo+gmav4HuzCOnjK5JCwmEtZVOIO1SiHpWoi2UEL0sdBW4c0ehEaQ5Ta7+CRm8fSNAmqqhTVcK+Tdyt0OoU6XDWyHp5El6JkNtYn20jqGlZCmYbi5EeRiNd1JT1HqVOscZ2cZae0GG0lgVWYgpLqsYaCkVfEFwMxBCSYTNgV9hje9gndnGbQ2lEcde2srK8neryJnw7zbHhMA/vChOIgKHZQ0Qq30D1yuTjgnpIgID2iuS37/UYmBFEepr0XFpCNSS+ECx1mEz0R1FKKfrGVlAO6dRmwgQxhRNXqLwhPUshMLl7YiehEYe/2fd79BSWuX7tIJabQc9JrnjqadKlEheG+znfkSXslXEtyfbkMjd2jGNrBsfdvWwIVmjXJylbLSRDecp5k9pqjFS6SqjdQxUBZZFk1ttG1e0i7FtY0SYTrXFi/gyDjQv0OE3SQfCDna1qVGWpLcRyWwjXFEgpWLG6Oajs46QbUC4/jxJUcPUB3MRreFtlBPWkz73SoSgEhlKku/8st/YdY7cxjkKwXkDhmRyrGxyxHeZqcTauXElLkKFN1PE9k1R8mcHKJGI5wVyzDdutIYMS/JvmdpQIQiRRZZRNi5P0rYzhqgb1UISwXcXK9BBp30WydQ9HNkSZlkcJivMsBK1MyE7G6AIPup1Fup0VWt0CGd8iEtjE2tbou34aRUhmHu2iMht/2UdLBG4qi5PtROoGWjlPOL9CrG6RqjbJZ/fjG210G+cZiTxKxe9mrHY7PWtPUcmEKcQPYAUDEETg4qotoS7Tok3guass1mo0nBqhIETIi6KrrQSRQbxQJ01hrBeySInXfBzfPrYuMSZ9VBREJEKpYyum106o0YLmJRFCfUnsHtXoHEb7BXq6TzDjScalzYq5xoIrsKUg5MY4MPsaNq9ejmNUcbZ8i0Tfs0zaCgfrOo2LqfmYEyLV6KGzMkK6EWVHeIH3/vHnfurkd1hKeZkQ4thLyO+klHLnK4rqJ4h/D+R3vnCet9zzFn53/+/ynq3v4bEzp/nQV8Z418h3uKL/Kb673MqDXp1rRIr3FpeJfE6n2X8V0e2v535f8JVrsuQTglvOPM1O/wSzW+P8i/5u0rLIbz9+kvLYQVxDML9/mVsaA6xML/ONLW/h6I4rUHIWiIAgHQIh6CgucMdjdyIiWZ7efjknezeQLuX5oyc/wVsSz7MmU7zf/V3Ggy62WRfYUTjF/rlxhlaLGBddDhZaOjix9zWY9laEohNrO8FY29M8Fpqlodl4gYmGxFPcdeKSEHYkGxbC7J7agWqXAAfQMNwGffkyrTWfRkilGHWohqEchVpYUjcDmiFJwwhwNXBUcHWwNbA1hWa4m6Xut1NN7kZvFklNHUUr1fCDML4fRng6gVTQA582q0h7o0intUqbVUBB4gnBUkJnsa3KYnuectz9AdkmlICoAmFfEmkIWoqS7aMBB46DaQHaRXPTNonbJXEHJfbmgCAOMhA014apT0m+i80zW3+FamIDV648zKuW/4Grmnm6XJ8zC3Eiz0VQPMGXblR4fIfGxqbJjXWPkabLJitPW6iOKqDubWblZJ3GuM9aUqGjGNCIKgxsLyAG4M7QLSzZ/QComsOWxTNsPjiOIgJmh2KcMduJajZ1z6Cjz6Cl3WdBOUcqb/N6tYz0VZ5rvo1x61q2hR9gV+weNOFjYVLSo9TVMAqSFrdMwq//4PoOgLKiUFR1vCCF68eoZwOsHgs34UIAkbxGx5pDb7GI5kusIMK4v4PnlAN8LyOZSDxNU1sj5nWyr3Iza3TguRZVGeL2wa+yLTvKeGmYr42+mSvCZ9nVMkmqbQJVt6jaIZZXBikubWYukMSyy1zXfwLTaNLIDVOevILa3B72aXdiqGuca+5h1WolCOr4QZWGrEBQJeTXyNQb7JxbJWa7zGXiXOjIoAQS0wsIVI351k6Ws62YvkuyWSVRLaBYL2Y8LF1FNVXMsEUsWkdJ2GS2F4lHParjA4QK3YREEsU3UKTE1RtYosa0FWE16IAgwFycwqiVXxxARAhFbUNoXShaF4rWiRDr1daBXyDw5gjcOQJvjt5Ejr3pJYZCywDMNHdyunIrK/ZGFAQhM05Y19GaMzyXrfGMM0x/2zH2zj2KlQsRsRwMz6cUC69XekaiNLK9BOEUnU0NpdqLTRdSBpTNeU53Pcv5tufwVAc10EhaLbRESwzHamyPeKRViVIeYOmFd+EUB1hOXODpjidYsftwFZXtqeMkM1PMOypL3vqN19ps5eFf/B7KT7PaUwjxReAR4PeANwEfBnQp5YdeUVQ/Qfx7IL//+sx/5d6Je3n4LQ+jiyjv+eRf80JlhP9+ze+xJmw+vRKlw87wx9kZVj47wq7GNMbVu/lX6138w/VtlGJwx9lHubTlMb7T+RoOieu4pvwMv3lwkmcXxkjo8Lr+pzAklL0QR9t3caplCxfqnUzFOxjr3gJCcFPuECPnlliItnFwZDeFWJLu8Sk+PP0V3qs/wtP+Vv6f5s/TW51lV+kUe/ILdK/U0V0fT9VRfZfm9j7iQwot5iymmidM84fsakuKQl5Rqbs65A3EvM5RfTM5RQACPZIl2bqKX1co5iVIiRZuQw2NIL0YreZZukNHCAUNhA8NP0U9SFMnSYCBZrjE4k1ikQqhWB3VbPB8fDN/2/o+lrV2bq4/wq+WvkDKq6HYKopjIBoh/GqGspthVYkyp2jMezaOXSNRcTDrFyvLwh4ibRGoPoXAJ280WUn4rKahGlm/XwxXZWQ5y/VLaW6uq8T0FWzmmchHWC7HSbbUCW+V1HeaRMMrZAourXMuMUtiSpcVK8rUXCfGBYdYzaUYMTnR28pUp2Sst8ZUZwNfkQwuRdh3Pk27F7AxniOWDTMUtKMtn6bowYzsIjZaI1apo5gBsWGbuQ2dpOMlOALBKIRaHFoPlPFDClUvRMkNk5fb0RNTFOpr3KDUiUR9gmBdRF/K/7WTzPrZC/yLhjSuH6PitVP0u6j6HVT9LM2uEvrm59BiRZxaK8WxGyjPXE7grFe3hkSZHvMUQ+ZhBkLPowuHktfBqcaruDvSzjM9j1MOr9JW6+GNooORDc8gAPv8ZsoLWSLSJ+kn8fwEy6ZHtW+eto4JUqn1wX6iYXKoKblgKVwd0rlUD6HmN1Fb2EV9ZSsyMDDUCj2RkxgkyTlbOSphWrXwpEratRmpr7Bv9nE6F0/iaToTPf3Mp0xcaSP/7crxIjRhEDGSRMwEhhlGGAaKkiGm9BBTYrTpPiE38UPvq7pFRsvPMVM7g62r2D0b8U2TkB3BtweJ18M/2KuTUiKCNUwWqAcJljNrqMYCLTNV1ABWO7potoXpTk8ylJ5nZ/kcvSsNdE9SV9uwrTdTVHYzM/xNZN9RAltw19E7uLd6A7vqk1yz9OB6saaUtFTXMyW5eASEIBTAQl8LYz11bOnQVdnL5tUD6IHJSmKMlcgsbdUh2uv96xWtWoPspodIDT2JFq4iqgqxo/s4tvouvCBE++JB/n4gxoXoNszoBJf3fYeRUIMGLtKP8LF3Hvp/Nbb+OLxS8osAfwi8mvX58IPAn0oprVcc2U8IP+vkV3Wq3HjnjdwycAsfvfKj/P7XH+ObRytckjrHu/d/nv+2GMNyTX7FiFA51s1bLhwksivMP1U/wRev7WA1qfLOC99hd98TfC7yq1wQW/jgya/zlsk8jy2vkDIFr+l9mqzmoIr1fiZX0QgHDmt6mvdt/xgvJLbxy3NfZe/ief5+4G08376dcLPOwLFzfMT6EtepJ/mmdQXHi51c7Z+kPd/EnAjAATUtkLX1fbTuK4rEOm2WRZTzIZ8VTaOsKJRVBQnE3Sgbcwqb62WiUZvAgGOrvZwsdCLRiIQHGWo/T13NkbciWFUTp6qD/OHRVigSM+lgpmxCaZtQysFM25gJF9X44QFIBmB5Ie5W3sS92h2kKPJLwX9nu3LyZX9n2AGxukei6pGsusTKAY7dwqLdwUKjhdVGiJxl4QTrfWcZo42E3saiNUFFqTHfX0Vva3AsplDSbFrcKO8uNXhzdZnAa6HkhFmzPKJqkzazjiNV1qwoy06MZSdGaFEyuFIi2XSwNJXZtjj1HoGxx8Jot4lfCNCfkHxvB9y3SwMB184YdF9oRwYqadPCTmVZTQwjNY1+5tiRO0V6tIAzpwMCVAm+oL45jDbUBD+g3ayRNpsYSoAifvR9L3kxw+z7CsWglzV3CFO1MFSLUbmHh7UrCdck6UYCRb5YkBDtOEHHrjvRkyt4pVbc0f14iwPr+0FhCy8ooDbLhL0ammigaA0iYZcuo0ynWENXqkgpqMow/5ztxdhQpj/kMVGLkD/yNhKrVwCgiyZp4zzF2CqLepiwdOhpaFj+BpIDx0gMPokaLeHaUXIzl9IYuwm33oYXymN2nqCz7xjR1gsIJQBPRdY6oNaN3mgn1OggXM9iFQNWq0tU8mcYmL5AumGTj0dZ2LgDLdlLRMYx3RCeDLCEgyNsrKCG7ZWxvBIJPU1fbCu9kU0YagjLb1C0l3A7xpCbn8eyVJzTr2c1d558LY+idRNJ9AK9OF6IWmICK7JM2M7Q7/RSSdZQ5hQaboVw+SFqhr0uV6e0MNu7m7uvuYRGNP5v/50o0udNufP853Mv0OY/gqFM4yuClVaDhc4QlbgGQvDI7FU8t3wJO7Mn2DQ/Su1cktadOeI7ikw6gtVzaeJjScK2RjHmMNsT4CYyxFWBWe9icPEaTD+JH86T7HuGeGqB+so2mmsbcettxHteoG3nN9BjRZTpHionX8O8tR9Xt2gkDvNsIkLRi1JJHcSPnWO4HuM7v/z0f9wm958UftbJ70tnvsQnj3ySr9/+JZDSXgABAABJREFUdfKFVv7mb/6B5yNb+bO9H+cBChxv6Ly6tItXeWNsPF2ip6/IP5X+ms9eNcRCRuVDc1+gv/csf6H8ISUyfObkn7F91uS+xQZqyORY+yJX1qIc6r0OZyDJawtPcFvuCRbCnbxr+8fJ6yn+6+hnmDD6+PLA63GFRmZimY7ZRT6rfopBscy43UaPzNEcD1O4ECVwFaJdTURMpzamEURDjF45whNDBaYSkkVZwlbXUz3Cj3HZTJY3Lc4Q729ibw/w41C4kGTx6U58R6Aa2zGNCI3aESBAFQFZs05IB0fNEihxEokSyZZZQtkSQTqgGVOQ6osXv2qD4kqkL7B9jYoTpdaM0KyEsfIGsgCUQXqC5dYu7rvhzRTSbRxYepS3+l+hraOy3jMrJUIqSCF/MNIbDUGyKMkWLdrKdRRPsmLFmaxlmKxmWLXXewKjqkvKsInr6yXevrDxJPi+ihusP5xAxQk0nEDFvyjmq/oBPcUGQ2slwo6Nk4Qnr9/NX1z367QbK/wnPk2PnEX1wLR8BuabdKzZLGoq/5+OFg7pITo9k3eMmhgrGstWHATEehp0d+do1eqElgWhKZPguLc+mbg4oWiGVTK9dVp6aoQyLqqQCOXlq7vvDwPff80PFMrBAGvuJqbtraw4I1SDVkCga2t0qLO0qHPE9GVKSYE/sIjsWMSptjI59gbO2VuphfMEzJCp5Ek3VIRQkZqKGjZRQxEafphGPWCLNEnIEMJ9nk3yIOmhHOPDEaRUeHZuB19TVwlEBant4MDqFexatSnqdaSQROo9ROp9qFJ9yXosINpxltTQE8S6TiKUAJHbRCE3xAlbcj4yQTM2x5ZywMYKdAUG0QDqDUE5H6VYjGGjIVQwWz38rKBvucrw00UUVzJ3aQfnt2+lWknQMbdK7/wchutSa+un1r8V3WghIg0MqeNZRazSPFNaiSCQKHaFWHuAkWinOrsZofQglPD6Naj4hJOLmD3PEm4dx1rq4ExxiJQMc4u9l7AiWPKaTNTCtJ/5H2jxccbS7ZQdDYmglNKxTYt4fRXX0Mn3bOBV9lXsd7ZSM3Osbv0iIfMkyRkYLFUxZEAxrDPbGSLfZSAvFq2sOILpx7owpxM8t6XA2cEqYSHZYvpsW44QPp/GKYQQhqCZ6oK2GAODpwlV2yhM3YxT6UIxKmihMlZyjK6Nh9DcGEEpjtG2gJlZBCRWfojlo+/CLvURaT9L+55/wUws47kmVjPG7a99ClX96VZ7Psb3sx0vgZTyhlcU1U8QP8vk5wUet337Njpjnfz1NZ/nw7//dxwMDbHFnOfSfX/FN0sG2wrb+EVtmsyMza7oJH/b+DD/sHMJW5njjeEcfakW/pyPYHoe/3T690lMtfHdNQVp6Dw7uEx3Yw939t6GtS1LxK7yW82/5IK3nW+3vAHTc9g7e44TPZuohGMMri1y+eRptlnjvJ27UQi427mR8PkqAxem0T2fXGc3M8P76JiapHvhNHOdfbxwg4qntfB0ZpZ5c72PrbOh8HOjDkMtHtbeABkBLJX61BCzx5LY1TpC7UILH8C3jiCDKjK0iUaih+HwAhvCR4llx/CyJUopDVe/WCLhCYKKgbeskCukWfauIl7dhZ1sMjlSo9JWYsibot9ZoMUvEKNGSDTxFElZKBTqJrVChGYhziNtb+LIxmvoWJ3nDd/7Gl2KxE5HOdy2xLnsFL1mwN6wz7bQ+t6EVNaVUMy1KCz0IZcGMISLEhRoOjmKlk/VVal562XvARCoAb7q46uSuiEJlIBhadHpuFi2gr5g0LZcxfADKolepntvRRkIaL30n3ihdZi/5z/RJMJ/cr/B2+e+Sc/CugLKaovBgpHiXGkvj4soR1uOI4XHL5Yt3rRS5Wy5nXOlNhq+QVh16bdLpKdsOiNVei4vEPiC2mKI2mKIxpoBUqAYAZE2m2ibTbTdQYt75LxLmLB+g7ViCaksEY3XaNUnadcv0KpPool1STpfqggkttA4G97JZwdu41KxwnD6biSSyvRlzM5vooT9kgIlgauZNHWNtF8k7lSYD9ooyDjdQtIBWIpDTTbQzCYjI8+QySyiFU0uGV3BtOEJ51U8YO7C9yEpFdCa6HaKeGUjmh9GEwE+4F20V62qAZ43T+/MU1w5cAJjf5mljgAnJJE1E+NkkuhzDcJjNuJHZBwAAkVgxw2smIEdM2jEQ1hmiOxUkbbFApVEjCP79rPW3vay9wnJy3VWJWheDN1OoblpDDuB8oNNggLRjlGa+TWsfJF0OM1IdC9d8VaKfQ9T7r+ftVqWc2evIQB2hyLsKV2KGoQo+wGV+GMo/rcoKzCRv4RmoYB0fTzDx+xW2dHSTzqpU205g5eawpYSVYAmQPUCsqsOHUsW2bpHQVP4ZjLJP0Sz1FUbEcBNz7fTnQ9x8Iod1PoH2bVwkg2FURKREqgK1ekwjcUoQgj8RBazS9C14SyabKcwdguNtc0oeoPU0JOkNz6CHimtKxtJBZAoyvpEtjh5HbnTryfwDTIj3yO96UFsN8zttx9GVX6KKz8hxL6XPA2xvu/n/e9UV/5v4meZ/B6eeZjffPw3+avr/opD91hcOHaKw63b+NDuT/DPdpHuIMotuR1cWj7Ofm2M/yIu418HlpBKhPclbSKxTv6cPyLwaxyY+yhvOREjv5bAF5LvbWtwvvJBnKE0vckGu1bP01YqcqpjhKeHd5BsVDFtm5VMK+Fag47RBToX57hRO8ovhe+jIUM8d36AtrMVNC9gvmeAs1t3YIUUrjp0kJZCgdPbtnFm+7Yf2AG5iovEJek6hKI2atRFER6ykcCudePmKmiFMwgp0CLXEqhRfDmJGx1kyJxjS/ZJ9I4pCq0qVmh9EBCWhloJ0VGu0F0u4zph7m69gYeUvXSfPEf76iIibDCSCrHZzNFhXiCmrBNESRHcn0hzXyTGqfXxnZZGO5tX93N7bSPblQGeaNX4k50R8F1ue/zbDE6fA6AWi2JlKkx0LpMNVbm92WCPalPNmCy3mbiGgmEFRKcHyE3exlRtBx46SXWNTaGzbAw9R0RdQhMrQIOTpsmXk3GejIQIAsFvPG1z4HmFwBE4XQbPp3oRW2qEk3spTd+CIKCn7TE6Wx/mvD7C7asHSXh1HKFjSIdn2cMjXImUgks4yZB2lP+WDvN8PMT+ks3Hyjligc7TxUHWpkKsmVECRWAKn6TRYEM8xyUti9i+yhlliPlGJ5edPU59OYTfXJ9o+IpBLdpJPdqNZaZQ8DDjDRY761idY1wfTDLseTSFQpk4EU8lrhRphgVnNsepJHQiOQVlIkvR6aSg9VBT+tFlP31OgkE7hCE9FGrMROGJVo3jJvzKdI2eRgorOM4ThVnM3gbdlz2LorksntvL2twBzCBCwglT9TppRpaox6cAQUGxmI+NUU+10xPO8JsL97G9Po4dGNzjXsZT+a3MOVkydo0NpXl2luboLi/gbfVoXOljbZOggV9VqE9EWVvMMlvtJqwEJH2fZC0g1rAIN5pEGg0ijQbhZhPlJWPl99PDbjSN07MLvzOEt2EBe/NZPC2gWRzELvbg1rOACiJA0Rr4TgHPquAYAsdsJRqp0tIxiji+lclzNTzpkDY62Jq6nM54L4XB7zLX+gynz16N5xmowiaVaueahT2kMfCFS63zGUo9j9OMT1KZj1EYTVKZiSMDgRbyiHXXCbVZaCkPhwiKYRIU4pyWMBpr0mnN88ulNXbaDhNGlD9tfQ3iuGBLbhk3lCBsldiVAtdqwzg7RsYtgBToTvADEYZ/iyAicRImpcgIeXMfpdQgxW0F6ttOETVzmF6NrLVCW7iEEJLsrMGpsZ+nXNxLxRQc7JXc+1vXofysObkLIZ6TUl76iqL6CeJnmfze+8B7WWms8OvZT7L2x3/If7n8F9ibOENp4Ms4Em6Yv4m3NJ9gh5ji98wh7uvycMOX8LvxaSwzzMflR+i0VnnrxB9zqp7k0tPduIHNvftLFGq3sC0epqdWwvA98FwOD27h+NB2wrUazUgUfElibIWRyXNMqH18QvscrzWeJ1fVWXu4Bd9VmO/cwXLX66jEOmgpjLPt/BcwvTq5Kw2+urWVOc3ECAwSrsGeuoKZ0nCFgduMUHcyNGUY1akTnxtDa9YQei965NU0kms0IwvEEzna2ifJZmcQhs9K0MF4fTMTTg9LQYKiYmJrAldxyHo+w55Dn1Mh5dcJeRZOXTJfiBJUPXrI0x9xWDQ0DqWqjCfmkMJHV+O0Rrvp11NcPjPAZQt7iAdxFp15ThaOMGU2ueuWN1BItHDd2WfZfuE4ZiMPtfWt64Ru0RcvUmitcrbVJ+Hs43bNotFzklJaRfF0EjPX07jwOmYbIUq+RAG6dEG/qZBVG+jKMeLqozRmzzJzNk6kpnB6EPp2ltiatfFUQcgOCNkBFa+ds42bMJQ6WyOPEFaqnNc38evbf4sCSd5+6ntUvQQJT3K4dYBkZ4nPn/0TPpvs4R8jYVzdQQ8Ev7tcZs+9OnZJ48LI7Sy2tGG765V/4CJQ6I8W6Y8WsNXtTDm3UAl6CDXztBRPE6/MEavNE27k0ALnZdeu0MCJqhQiSaSvUY/FqEcjGLvyxPfPIgJByzMKrTM2IcVBDQKkLwg8ge8qBJ5C4ApcV8G2NRxHw3UV/EDBFSq+EEgV9FYXvcXBlSaV3CbcoBdfC6OpDmF1llLYp6aEaZM5totRTBxU1s1efUfBsxV8S8Gpa7hVDd95ccCUmsBPJKglOjjSspGnogm22yfo7F5BGYHOrlV0bX1vt9mMUWmkqTfCaKJMWa0zbzr4isTwYUsxQ48XJaJ4SK2Kp1eRYY8gBjLE/8/wfZVGI4kIBAvjMepnwihNgWbG2Jm8kcFMO7N9d/NMLoFtRbk8EqZ7dR9nLYUOTafPkChCw6vN4bnz2J0JCkMPsFSawzodpVKKYIv19KESEcx2hjnVUWc1PkugqAhjKxmrn7cU113Vk7UqkzMZRtf6iJYtprsiVMIm+6aWSIebeNmAIApBTWBJHbp9CEsqS1Gs5RBqIDGFICJckrkGprP+/VpmilJygDNbu/jWlZdyrnuEVlb4df8vGVQn6VqyWJu6nMcrH0JRBH/4Zzcgfsorv8xLnirAPuAz/zux6f+b+FklvzP5M7z93rfzKxt+k57f/Qaf3f06xuNd7Nv5J5xxPd4fNbn8TJjL5Ck+pXXwj70GVux6/iB2BlV3+UjwcTrtHN84+htU74/x5PAuml6Ns9tC6FoLrXYWV/gUQmVa5xd4cN/bmenfCH4AiqBldpG3PXUv3wvvZ1PsBH/K1+k0mhTHIsycSjPVc4B82+00IklUHzqWv8uW0fuxE0n+7rVRDvetgISEkPyCbdM7uG6saS138S+Rd/Bw8jJAsH30KDceuhfd99HD1yH0TWSjhxjc8iBne9oZDQ0zKTdyIdjMmtr6MidzAMNz0fx1E8v1NmCJp6pYqvFDf/tSKF6NkOsRbyqEbZukVWGzm6AnCKE3aqwUTxEoc2xSl9jNCh0i4MPbfpVDma384cQX+bX5L1NzY4xW9zJezbDYLBFIH18TLLbadEU28CpxA4nICsWhuyi3T6A5Ct1zGqHZdi7Ur2a8eQBXRkiqK2xxHiF55nncgoOZkcR2Vxjv83EFbHEc0gQoARCw3nqhBARSsGBv5Ej9nSy4O8ml13DDYwRCMJfcwt4LKQxP4BgB2WAZy0/hyghlM8fjw19hKTnNgdGAj5RyOPEtPJ6/kbqfQegDSH8F1T1N4E3j+OvEFlY9dCNL0RhBJY7m6ShEQQmj+T5hu0bYrhCySoStAqZdxHCqGG4VTS1Te2cda7fEPCtIfUVDLf+vByepCoQmEBqgK6CqSE3DQ8fzDQLVRTXLKK6PrIXBUtF8CyXw/5fH/FFwDIkTkjgxBRkziIUVolEIJxxS8TJRpfqy/c28E+GksoWj6m5qShQlWieRqEK0QDyaIxsuEFItVOXfFFVJgfDC2L62XgXs6wR2jA3TNorViefGMcoWiVKNaLGOUs4jXG9d7tK/KGauCsqtSQqtCepdVSrdFYx0mGzCJxqtEAQC39OpzRvMPtOJbSnokTTXRG8hkg14SD9BpRljpH2c4blrGCuNUA9gd8ilQ1ZRw+1I36bSPMP5IEE2c5DTvZInSCFWl+lbzNFWNFCkwNUlsb4Gu4prlKaShMou2XqT0EWyUoyAcmeUryWvI6UtEKVO8jrJXGgbathlZ+IJ4nqZkptlbHEPjZMaicVp1Bj4lorwfDBU2rqqyCBNz/MVWnJFDG+9RaYaSTAzuJli1ya62w0GwwKt0odhtVKUHrv+/HqUn6alkRBiihdX+R4wxbrCyyuvQ/0J4WeV/H7/4O/z6PQj/N6dI5RrDf7k0g+ys+drTMWP85qkw/Xz7bx67QT/orby8b4wdmQvvx6r0xma4A+8T6PJgHuO/grudwIe33gFNa8AfVuoRMNYpsqp1jA153vkIwVKHb+PZw4BECrk+cMvfo5uvUm8e47d0QXiURe3rjJ+vp3zvJ7VtitxzAgiAF9W2TX6j7Qvj/LcZpO/uc3D1RRSus+7NYehtgBcwUJhI59p/WVW6GFvzmJg7RyJ0QdJrTVAiWFE30ozKbEOHOL57CZOsRPrYol2xvbYXPYYqHp01CW9jQbbnUP0BY+hMcGaSLMsB1iWwyyINDmx7rPtKSqOpuFoPqZhE1VdckGU+SBJUzcJEhpKNELVjFHWoxT1BL748WK4QgZIoaAHAVoAigyQMgAZoMiAsG0RalQIN2rEm1U2WHNcxnk2hSZxO8vUMgqm7TM81SC9DBOVA5ROh0jPn8HVo5Q37aVnuEy3MYavl1hVq7gEtPo+yeDiikXq+KjowkIRsOKl+JZ/B6tmBjyVVSWNq7fRU0qRrf/w+Whug52nPsMTW5b42rUK0UDlY7kVrmi4HCndyon6DrZ1fYNr1FGW1DBaI2C5mWK6nma5Gafi/niB5nXjew2haKBF0DMOw9edwYg1yT+7leqpLQgZQsFAYBCocQItRqBECDQTXzV/0HT9cgREO0/Tsum7RNrG8MsZUqd6GbZHSWlLqMLH8XUedG/gjBwk6ntsaPhEpIZCFFWx0dQcIVlA4DLmZTmntHKhc56xtmmqZhUhBS1WC1k7S0sjRfdig97KEhmjSSKj0xMqMiTmkAiOyp3M+28n7Uf4kMyQocAwKzhs4jWKwdVoaFLluPS5G59DxjzExlAScxj6EjfPvpre1UtQA8nQzIN0zT+GP7iT6rYMDX2OmYUm+koTVTXQ/BCdhRyGVyPatDC9F78VT4faNp3SZSba1hJSkTxR1XigquFKgZAQ8lV6/CQjxZ2Emi3onSdojU7hL76ZYPIKjMQ82yOP0TU/jMhcgRAqZ5TT/GPP9zgbm0ANDIZWwrz7oRKZqo4VUUlVXJLN9YlRw1ApxA3K4TCRW3LsNQt05B1WzTC/U/sAw7NjRGSTjXdMEWuxOOP28aR1GWf9vbh6K44RRXeabLtwlO3nj5H2XZJKmoyMkwq1kU0nMLQM9WWHleVxIsULtJTG0O3S+jVnJmh2bObxTQ2mBx0+82vfRGg/xYKXfw/4WSS/5foyt37rVn79sW3sf+Yo77/jj2hEVtEGvsCgpvBbyQr7n6tyWI3w4f4WHHOQ95jdXJr6Lh+1/pwZo5+7j/0q8e/leTx7DSU/R7ZjPzPtVU51buLp3t1c8ej3KPlJvKEWRhZn2Tg7zu6V59gWzZHpaWImPaSEUinMfGmE085bKSS2oPlNLD2EIhWq6jFefegfMLyAf3iVwuHNYVpiTV6fshmKSERd4B1J4Jzso00ZQs/0cHiwwmHlOYbPguEZLPZcyczgVUz3+qxcdEpotde49NRx9h89zdapcbKlAgKJ0qMR2+jS3rqGpvhM+F3cH2znCb2NcqyGFZulFM6BhJgTY7g6QHujn4SVJCJsbNXHe4nKhHAdNKdBl1KmXQvw3DieEiKILROKLKFqOmU9SVFP4AodR9FwhM6DLVcyGhtiV+U0g805jEDFkB6BCKiqUXJGmgW1lZVQC7b+kpyWDMjKJYbFNINM0D+1yOVfukAi16ByWZjpjTdRXLyWwI0QVn26NY0OTfBC8gR/1/tl9ha6+YWlNKa+SlgtkKDGcdnHYXUfEgWz6BJpDKNqAwihEHhr2MEY5YhNizWMpvYS8ovsPfEZQrUcC+37eGFDjPv3nKEYK/LavMFHquNogYoqfI7VX8fh6ruRUkXRKgRajktDD7NVfxLLhwl7BycbV1Hx0ggZIPwAcJDSBemAdEgOT9BzxQl8W2Pm4QFqyzo/pJLy/a8HBaEYCDWEroZRFBNdixBOasT71ogMHUeNFHAbaZST29hRPE1HZBwAO0jQFCr3KNczST97OcUNwQtUvC7y7nrLxaq3gaLXS8APTwgkknxkgYmW48wnzxOvFNk3miRqaUx1Nih1tzFUH8EXHmXzFK/1zvIqL0eRKPfKmyircVpDvWyrbyJjZ/GVBvnk86wln8HRSuT8bnw7Sl/DJVppZaJ8FVU/Tb95geHUIxTFAtaJIh3nJPmEyqNbO4g1wxzdnOLQvgMEaoJw9XuY9gl8JY2p3Eq23k/v8hRbJx5j0+wig6sS4pLK7T7NKwK8smD6VISJhslUWKWadKknXTbm9tFX72c8Mc7JzHHCIoJqxQGPulEi6ce4o3g9txeuJiojFEsnaYwdIueP01qpEW9AIOBCl2C2zUQlie1HQQjSm0rI/ascs8JEiz6/u7ZExvUYTSV48Pg27EDne7tiLLWcRYiAmB+hx25ne6GNkWon0dBW2mQ7Xbb2AxFrT3pUnRw1v4RMrSI6V5iZ3kG+OEjIypOonAfrewwt5ok4sNYKVz5xElX5KZCfEOKNP+6gUspvv6KofoL4WSS/P3/2z8l9+S5+/pEyn7nm7Xy3bSMtGz5JTHP45ZDOLeNzLDkKb+/txzaSvFa5gpvbv8o/1z7AffHb+MSFT3L9s0/xoHMtZTdHZ+slTPa/wL2976fRDHHH/fezsbTIzuVxTNcllHFI72yQ6lgXUV6ttjPRvIrzwc00eNEU9fveXLPpKgMTn+aakyuspOGfbsyi9RW5rs+i3ZCIImhHetCXbyAZ38xMS50HU09xKHaUjXNbEOpWpntHmO0extNUtMBja3CarflVRqbSbC5FiQURAi9ABC5xpU5SL2OoHsiABbfO4dAKRzIrjCZXaao2UgYM1toZqXQxXGmnrxajzRijM3SKrDmJIgLsIMakezmLciuWGiVHkaXAw9Ij6x3aL4EaKGgSNMWnLnxcxUHHRcfDQHLf5us53zrM7aNPs3NpBg8FSyi4gColqGCFVJyYxJI+tZpOQUmTb28j195O0VhXt1eCgG53Ds9QqJDC8qLsn7C4YdRGs+S6Q7uApB5wIvM8c8oob3i6QLklw/RgD4GmoTdNYtXNaEEShSKKdgQlNo2eClGJVInU1lAaAbJmsP1wnVi5yulLr+WevpPsupBkNWUz3ldlvKfBBsfhz1cKbPYccs0ss1ObWapsoRZtoxZPY4WjKLrPvtB32RN+CF04nJd7+Xb4bZyO7CCqlLis/gzXVA9hDy2yMuBj1ZM83riZiXgPCSNPx+oCieM2SjEg0HSEZhAgUTwX4XvrD+/7Px3ExXFGhky0lhAbUjlu8w/jodJc0Fg5niaX3MShy/fTVAMO+FF0bYywfYJ+uUCbUUW7WF0RSJCo1PwWluwR4loBH40xdzfH5RCqX8dfPQ1+DceMs9bVTyhkYKBQVpvMhJeoGRXqoTxDcoWPrZXo82zK/o3U3F8EciS0e4iqj6GIl2vV1rxWnqq+n3H7cuLqCjvTd5KJnkELPEKBTcavsroa5a6lrVR1k031FcYvL/Bkm86YoSOFoE1X2BIxydoZSksWB+MlPBV6Etehqbu5cukBLhkfxy2FMW5aIWgLiD6mYN5jUDYjVE2Nhb4s0bYWZsLdNFtWWOh+hlXZTrHRz8blCAMrMYaXdQZLMyQqS5ilpfVGWNVAmAnqaoOZLQ3YbJDcUafRNLjwrUEURRIEAnfARF5msiN2ipis0z+qMJDPsWhl+MbMDqTWwrb2NzGgRom+JNPi4bNkrDFnLDMRqbNopvDqvSTys9TDBaRbx6wW0V2PlDdITN2Ba9qYdoaJlmM0zX/h8oKkHuniQx+7+6fT5yeE+Mcfc0wppfzAK4rqJ4ifNfLLN/P8zsdfxW9/w+KR/j18Zs8biA18Di28zBuLvXxAO4Ka97ilbxuWGnBAvpV3dv0tRxuX8enYb3Hr2iH+9OinuWvtBpr1FbpadnGo+wmC/Ku44sRxti+PMt4NT2+LM9ofIgjnqesBDaGgSg3di5Gsx8mWFTqLkv5Vn56cQtxKs9CxAdfsY9v5rxOvzXN0JMPCFRVG9jaIa9Csqui519EyezuGV+Ph5LPc1XKEpVgWTdmPb+ygnFi39clUHTas2FwRv5ub1yC7eBtCrq/KpJQ/dOF+n3h/HNbf56JQQRU5VFEBXAKZwpOtBGThomqkRGLj0aTBYvM445XT1AAtYhBOhggME1fquNIkECq+GuAGGhoaYaljEOIbO3YxkUnxjtGHaffOguJjKB5haWBYLahWGs1qQQ10POHj4uE3i2x5/hBqtcA9V23m6M391MJbmWAjvtARgaSt7NOT82gvVRmyVfryFkVRoqGXcc0SgWqDFBh2hki9FzVQ6W17gqGOh7Day1QTP7yyERa0/K2GPi0o/rxHc6fEbWjUmyoh22fQrzPqCz6txqkLhV+rlHhrySEa2KwoGQ6L3ZxmBK3p0rGwzMYLE2TqRVo2NkhvrKOFAuoVk+aaSlGEGH91AqOrxlFrL0/XrifdsOnLFzDqNk4Q5vtpU1NvEovnicbzhMwahtnAMJoEXphGM0utnsTNBRgrTfRymULDRCJQNZjsGWG+fRPXVkNUghlMqXHthSLR0w+zFNe50JrlRMtGFmNdGHGNETPHtXKKHc4UWW2OkLK+f9T0VC5UWjla7KbgRNANgdmWoB5rpyIShGmyXZxjozZNyq+TDsoQtJH334brX0ZC+zpx7dsUFINPpFKk6hu4Or+drGgjoaaAJOebKUZtlQDJhZDPE4ZHWQnYJOZ4p/Iw25QZ7mxeTmJxCTOw2SILDJ3JIyRkt1XRNzc5b8Y4ElE5FNE5YxpIIUiqAa8VLpedUlicy+BpOq178sjNknMnrqajdYr2gXGaeYH69RC9Z3zUlwzbrqYR6CqqbqO4oLyoHU0gFGqxborpLSht2+hpGyZhGASBTyN3gWDyUdz8SZ7Y0kOQVBl/wzauUg7RaqyBFUZeuIT4zH7arAyRZI208bcsNMp8Z24biUg/dtsbmYmpTPWHmYn4hJZO0Fp/lqnuLmrx3dihLmzzh5vvvw/VraD4C/St2lw53k9/scirY39HRj1G8qMr/zH9/H6S+Fkjvy/e9RH2/NG3mI908Ikb30Oh5zto0QneYMe4fanAZnLcOLiLBmU2e+/hFzv/gaKI8IfyL4nLBt868mHuXrwKv7hEb2IbxdIRtkzkOTfk8ORWjTMDAl8NAMGA47LBcfGtfirWIB6Cpm5RjaxQCVWo6y/qL8YbkrccDLjp+HpByfGtr6eWvpbZ1FFODz5Ei9DZUdlNp91OPtLBuVSMc+kkE/E4gSLQXYe+xUm2Npbom9xJJ0vs7TxOa+42hHzxIn0p8fn4VESDmrBpCgcbFykkmlQJBTohqZMIQsQUMMQ0mjIHCAKZwPJbafoJAkJoioEhzP/tTNCVHm5g4fk2jvBwdYmjBNjCxyLAER7BRf8xiUTRYCY7TMTX2FVdJO6ZhN0ohm/+2M8B8KTLqlplUeSZC50ns+k4a9kop+1LOObuZDnSgX+xSVfIgGSzTqZeJ1trkMjnaa2UsPss4r0Fthkv0M0CALVSH825vVA1uVH5JxZqYQ4u9bH7fJ502eIb77oRM7PKVvsCmWSdcNzBC4NlKkhFUPXhXwomZy2VLabHh4Mqu+cbxBo+TVNhvivEYkcI72JfZRAICEBBIiU07Ti6YaPpDouLI0xP7SUI1s9D02zi8RzRaIGoUcFUHaRj4jdTuM0sbr2Lkp9iPGbiqRZxq8awM8e1HGYLEzQxOejv5VhtAFmto9bLONku3JYOFKuJ0qwRhCJoQsN0HHTXQZUKTihJLZxF+AIlkAjpofp51CBPuLKMVXORUtBi1hlqt1iKDHJObMTE4QqOcDkvECgKBG343kbK3nX4cg8BPpZ2FM+8By+o0SmWaZN1vhmL8vlkL68qvoqRhe0sWgl8EcLDQ1mXfQbAwWZWV5jRJLa3yNW5e1BFwL0beyj0PU+m0eDD9+tsnbLwY9Cyp4rS1+CXO1qZ0HXeVGnSErjcH4tQCalcFvW4puKxs1THj8NEX4zVszvJkWHTpkOgutyV1wlOqVx2Nk6yqKFpKooeRQhIJ8uovas4kTAFrcGmoMQGL6Dg9bHqjjAfjFBjB+1+O926gqY7FLLPket4AiW9SKS8kdDsDvTiLmJBCyoKvvRZlDme6E7zdFeUa6vf5Mrj3+WplQFke5rHwjdjhgrUO1IsdAySS62TXbrq05P3SNUsVG+VurZEPTyDoUl8p5OZTB7X6EAPhqkkukEomK7P4LJPX+U0//ND70XRfspO7kKI24BtrPf5ASCl/OgriuoniJ8l8isuz3Dyda9FdcJ85tXv5lTfk2jx87w+UNh5MM6NgxPcOryfujvNluJtvK/3MHpygY+WP8Fkqpc7j/8mz05uQuaW6I2M0D11lG/vXOPxnQqODoHSghvaxc3VPH82dx+WM8B44zdp1QcIKQIPiS9Al4KcVuCB5NM8HD/EpadKvPHpgEQTntsk+PzNCuWoIFUPk2nux1D20QglGO+UVOLdSGW9UCXWWGJ4eppNE+fY4IySaL2U+tL1tCSmGVASmJhECRNmXSG+gc2ckmdRLbAiytSx0BUVDYEuFRRfEAC24mMJ70WFFanRFiToDKJkghAeOitqlSlllbpyMfUkwZQaMWFgBgZKYOIHBr7USQQKLVKSMSAuwgSWxHZtNKET0RKE1NDFir8fnkn6BBQMhbwhMRo5msKiIRroYhVXW+BYeI3nYyUGVh1++WEN04yzePluLrRcxZ6cR6cXRgjBqigznzyFtv1OzEiZ5dVBnlm5htlwnMWEQT2cQlGzlMIZ/JfsZRjSJhvkCdsOrctJUgWDiU6dsYsO9rsL5/j9z/13WucLiD0e8U0+HRTRCPBRmLY7OLXWwUQ1jGpI9KiHGnE53WZxqL2OLgU35cPcWG+wnRwdNPAQnFdaOaX1kRctWCKF5ScwdIdt2x9H1y3GRy+HSohYUMKybLyKRTxfR60ILKnR1A0s/eU+grDuFyh1nUysydWpcUbMVSw0Hg/38+XWHSyKbjQlQ9iLsH0xj+n7iHoVfXkG01lvPfF0EzeeIQhHESEDocSRGAgkGmto1WVEoQpOADqoPVGUljCOnabmJQlhsY+T7FJO8ry6k0n7Wm5xL8GQKg3FJhqEeSR5mC+2fQdNqhyoX8qV9WvZVYmR1v6ZmPYtlkjzBffnaMlfjas2qdovEK0eATRSIkpL95UYG65gcbJMozCFW7sLlDDFtgMsZZdY1hpMNnfyQf8w71p5iNWjSYyGxxNbdb52g+C3JdxcnEMPfARwXjf5fCrOw9EQe6IBN0U84m6CWKLEqfHLsdd62LD5IKn0MpOlFN/N64gc7DqfwpQxmr39SD1Ou+4zuOlp9Mw0TqOdZT9Bq7HAhnye/lmLkONzMj3IQmoPbb5JqN5LpLgRo7FuWSalpORL1lyPFc9hyT5NUD8MgYeMXY5uXEKLWCLqfJmTQZaFyw7w4MA1OLpCuuIwMFNl/8nz3HTuSdYiNvWddfpDc+SakjFL5+AAzLYLOisaH8016Go0uae4k5PZrYwNbmO2ZxOphsXzb772p+7q8DkgAlwPfAF4M/CclPKDryiqnyB+VshPOg7PvPU2IheW+dh1H+DslsMoibPc5guGH2vj2i2LvHNoH7Z9nK2Le3h7V5N4z1G+tPprfK/jOn5n4ouETpaxVgq0hwYoGBf48qWLeKog4m1ltu9NxOxW/tv8X3PH2mPMWNdyvvErRNQQbZogogpWtTxFrYqjuAhPEp06Q/LMIYxGjaWuTh69/CqmunpZjodYjUcpR9I4xkV3culj2EtkKqsMLy8xNDdGS6GK6nh0bC9iFd6LUxmE9CSXqBlavTQGGnVsJtUVJtVlyuoqpVCe09EFCmaRsJVmw0ovncs1Io0Suq8QN+PsyqyyMT7OpNLLabmLPB04QmCL9RK4iDTo8VvoDVpIBBECEaBJlThhtB+S0f7RqAUlTpcOMVs+hyo0NiT3gRFhqvAsSaNOfySgM1ag1xznqewe3rXjE7x14QHeN343S7SzSDvLtOKj0T89zf7nnqcWC/PQ9ftwoik0f90lIyJNNjTTbAw6SGstWEGTpZYXcLd/E1evMTu7k8WFzWiaQzhcRTMb5EM6jtKPH2xkRU8xHlEo6inKMQ3/Ym9T1i7w2pVHeMOdDxGfqNJ1WYmgU5K3I8yT5YmR67ir+yYWo+0kmnU2z40zMreCaM4i9QW6FjfRNMd5eOc0uYTN7pk2NlY24cUThKTA4cXVrRRNoplldm96DsU3MY+8i/zcMTZEjrA5uYYmAk4ru5nK30B5tQPTnidsTRGuLxKuVxCBR1PXsHQNopKNQ2sMt+XxAoUXCt28UOjBDjSEEmAmbUpZlbq+C02GmYhP0mK3k7FjrEYMLNOmZW2J1GKJUKN5Mb4wjUgCIeuEmw28cBQ/m0LEwrgiggw0QGKadXSjSUuzws3eYTpZRQC+jLLmvZuKvBEfyVczD9BjdbLb2kKPt97NNRsRPJUoUda+yBvnBMcq78GWMaKJx/jCxgfxMdmW28rGMZuwXcLxJFIoeOEoWrOKHdJZ7N5Me2ML6WYXyvpamoJhoafH6Wu/k8UjBW45LMGQ1O7waVwdYLo+7Ss2Xcs2Uctn0dD5TDLB/dEwu8IBb0g7JDWYK/SxdPpGWnuP0d9/gsBKMnTq1xCldp61jtEszVBPxCino0gh6ItZbMgUiCgqeGHy3gBGI0t3UxCqd/4gW+PIOhVfpRz3yTo6Sd/AxydfX6W4tkipWaccCZHTJ1DtWYSSYHR4I4d3bCDXsoVACG5ePMhlz5zlW/4extJ9bM9N8isnv81gZfkH19hSGj75JpX5FnjnBZvf1FbRAsHiaIZHIleykIphri5AECDUMB/+8lfR9ZcbCP+f4pWS30kp5c6X/IwBD0gpr35FUf0E8bNCfguf+DiVf/gSf3Hp2zm5/yx24ixXN6NseiJF1yUhPtI/jFp/iN7mdn656RDZdZwn127hC9kPsKd4jrc+9W1yiy4Zs5ML3Yvcs3mGnnySSu/vMZHtYePCAh/Nf5rri8/zdOXnWFCuR7acA92lvdFPf2MQB49ZkWO2cgy7ssZSKsu5oQ2MDwyzmkjjXywKUQJJe6NJe61Ba7WMac3Q9E6xGponF87hKRdJyI2QdtKk7BQb6oNc29zJiN+JisqCUuCsOseEuoirV6grDu6PaEqVQuILH1dxARdDuAQEOJiogYHpGcS9OCkvgREY+AR4wkeK9WIRIaFNJujzW+kNsiQUBTeyghtZxTOLeFoT2UzhNNPUahkKtTR1T1DBwVebFCI5EoVTaKUFolqK3dlXsRquMVN6DrtUQJEBSd3i0Stu5ZEtN/GRw5/k+sJzRA2HqOJQOhfDPq1itYWYvWoI2zAxpEtYesQp06HM0c8aipQsWAfIe28io23BxyXf+QiVLfdiBy7zk5soNzqpeSkC2/iR+58BUAtFWE2mmM50MJntRkjJ1eefZ8eJgyQNiZqMsaJ1gqKgSI9mVuNEYpiqmSTRbJBu1MjUasTsKkbg4wufE5kTTCWmaGtmecNqP71BlZKvkwlLDjgnkK15zmyKYzTCrD49xNSURBg+yf4EunsFI94o2yMPEFMLVGWMo8pWHkhezXPZ7TTDMdrLdXbPn+C19e+yyxxFQTK33MbKaAqt6K6nvyMm5bDJcmcHq8ObEVISmhsnaRWJhZvYnW0smFsQSsDAwDHaOy5QGEuxcqYLp2qA76H46z2AUlXxIgnKLe3UklnCvkunX0eVBgWpsoZgLtPg5xrwuua92HIfZe/9CBr4wkaR68VKp5OCJ1p1ptU12lfOka2CXhkh5sYJmWO8LvZ3ZPVpisLgz9IdPJhct9vZkdtBW1lFXZlAsz0EgmLMwdMkm9ItxDdYoOs4pR6s1S0sNWLctfVvUYTkFxYH2PbMKMmpJsXuGEfeNkRlg0FE1tmxNssls3OkGxYXoiZ/lE5zTjd4e8LneneIUGkj3uo2FM2mtuNL+GaJ7PgbyUzfuu6kANSxeUGbZExdQgAjfhe7/H5i6DjhNeqREmciJsqpc1SqM7y551ESpsuktZs+4zh1djAp30aMPqRvUKBBPXcaffYIJ7ozfPuaVzPWO4IiA/afP8HuE4/TXl/hPYNHuWBt4QuhW5kVrVT8EF2FFX7j2a/xnWu6uX/fAloAf7Bi8RZrjlPeIE/PdTJvrmJrPmGZRQ9vRqtVUTyX3/ofX0bTf4p7fkKIZ6WUB4QQh4E3AnngjJRywyuK6ieInwXyqz/9NLMf+CD3DB7ggVsa5FLnGM73c+XzsHzDXr7dFiFW+ipbwnF+9fEA9005lvNb+dPo74AK/+WRT7My65I2O5jpa/CtjSc5sLyZZ7f8BqWwwZXn5/ht95PsrZzlgcYIz4fS9Gv72elcyWgMDicbjMcUCoZJPpakFon+ILbWpk9fzSVj5WhtVtmTS7OnEiYlFDwZsOLUWbTLuNIgljrBeO4oi7qkuKHGihkj66e5tXIFB2o7sIXDo4nneCz6HDVZJW2bhIMwkiiKDJPxTGJ2BN8L8IQEXUVRfRR8PHQCaaDww/1fdbVOzahh61VEqIoZKZGOlMn4EYxaJ1apm3p9fYYeFoLuIM2A20NXkEZHvSiqKEBCI4A1L2DFlax66wY0poCiuUCQvwfNabAhvpfBlv0c0S8QOOewqt3Ydpwvv+YSKtEQP3f3V4jXVtk1PkNPscpKJsLicISo6ZLQVWKGimIWKKcKKKpPFAW1NUy9A5yQgJk+kmffSLuyCw+bUu8DFEceJFss0z/p4VpJan4ST0iE0sQRBk0ZokQrjvSwZJKuJxepuT6fefcHeXbzTgzP49Kps2xfHCcimziegquYoL18gGhqOtVQnHwsTikSoxyOUjEjRJxHcep3o6Oz07uJN6xdxs5yhnLffeRG7iRcgb2nC4T8gFU3zbnmbUxYN1JVdKzwEq6RY6u3wk71BIP6CVQRMK738VhqP5ri8cbcw8T9Bt9sexWf63g7dT9CulEl0yiTKlXoX5RE9DL5hErMLbNl/mmcsqAoIxTDMXzDIDAieC0deOEI+P56SvXihE1TLOKhZQwnT7Pi4K7oaBZ4qspMz0aK3dtJxloZbpTpr6tsrbWR8FSElIgf9Bw20dRzRHkOT1vkdHQEWw9w/YC1tb1Uypux8blgzNMXeorB0AluUyZJsJ6afE5k+eOuGIt6wP4LnWybMChlm6SyPsaSiVPWUQyflk0lsiMVfC3Bcb+PbzfmCLyAG8/+GsP1TpaTCg31CG/+3jdI1GocOnAJX7nttawkW2iqYd65/BC/N/k/0Z3tjGp3kLYGMeX6KqgZypML1Wl4Nbzhe9Daz+FV23DWNtFwdPxQmbheQTddZtd6Wcr1IaUgphVpS61iti7huiGqq0lW662UlCaDdgRNQFOEaMoQ3r/pla2aYY4MbOZCex+a77FtcYqd8xNErQZ6s4ExP0bCdHh//7OsKG18k9dQIolEcjZ1lvPp83TVDT67Nk+f7/D0fB/Hy524L7l2fUWylLGY7fbRpMo//95DqD/lJvc/Bv4GuBH476z3v35eSvlfXlFUP0H8tMnPL5UYv/21TNuCv3x7P0vZ46T+v+z9d5Rl113mjX/2yTenqrqVc1fnqO6WWtGKtixjbIONsTFgsokzpBnSywADZgjDS/BgcjI4geUoy7JsWVnqnLuru3Kum/O9J+7fH9WWZYxhZmTQetf6fde663bfe+qeffY5Zz/nm55nYxf3X5U8+eBbmAmXiBf/mD2hgO+7phAc9ejUs/yO9xNc6x7h57/whzgzBdJGD7kxjQ9MPMe+9SGe2/tzCBQePFfi+4z/zlRrnj/072Yh/QbWugeYi1sUwyHkjbi4ZXeYWFliNLfJgJum388w4hSpxzfR/BADXpoeL4Xuh77mGJqJa5z3Ps7SVUGQiBHqHiDpTbAnGKRLxmnjclZZ41ljhryxTFufpxLKU4jIl9jgASwHkg2NsB+jV1W4OVjFdBPMukfx/W7iRoee7HXi3Qu4boh6J0ylFaXZiuO042AnUF5WPOMoDlWjSl2voXsuqWpAOEiD2YMiFJBgodMVxBkOuugNksRkiJwJG0ZATYFERaVa96kFoONie8/i1E8TUmMc6/kmymGV5/VrhAyfDXeUv799PzuXm/zq+3+DVHWe2Z13stD9JvygCN46reA6qrOBKgNkVJI6sEnv9gqWJlloG7zYuZvqymEOn3qEfsVke/I+eq1JHNGgNPkJqgNfIjYn6Fr0cFwoOya5TpSodj/bkw9QbC5Sf/EPCLkezx0+SDHbSzGe5tlt+1hLdpOpV7h95jx9tQKm18ZvdlDdAi+OrzKfqiIUn5gqGaxPMlh6PU12kkvotNJt1iNF7Pofo/glmslv45ujeb5JfIIrrZ08Nv8A2ZbD/Z1lbgueZEDME0jBPFOste5ivX0nDaNDLbSKquWZ4gJHxFnSbImu2ui8aOzjU+l7eCG1j2I4gR8O2B1cYF/1CuZsGLsdIxIpIXQPx47h2RaBL76239734IaQabSQY+rqZQY2i7STHvURiI4OEk1N0mr0kNuw2agt4UsPS40xEJ4kGRtHC/WQ9BVCUqUqHMqqTU/QIhqECPhaXT0AJ/BYa11nqXGJjfYcEompeLwmO8uuZA4J2ELhE94wa9cGWcy28Y80ebC3QK3Ty4XCXrxp6F5YQ5GSq+MjnNh+nkBpk8i8jc2V3YxtWtyVkyQ9wUz8BMcuP8WemTmkobO2ez+fm9jBHj3Dsc4kEWmiksc2z/CRRIXF7Au8qbfEgq3wYtNgwo2RancxOjSDrrkvaTHatkWhMEypOESlkoWvkypQVQdNtXGli2ym6JLQ618hrVcpWx5PRkM8MXgf+fTtqAjeuNTiO+dsuhxBpbnIlfpJZP4afaUq50eyDNsV3rTrEijw+Nokf7hbZ7mrzm0Vjd+vzFGRXfwjrycXpAgCiZSSkrnBRnSFxcQGjuZjeIL9qwn+7Be+9OqC3z/7IROwpJTVf3Pj/0B7tcFv7Rd/kdI/PcxPf8cxVgdfJJTbwa0rXTzy2rfjB9eIFP6QqJnm/+lZRmsb+MLiw2s/zCOTR3jL8w8zce40Kb2L+mSKPx/7PNvXuzi951dQENx7sUCq/xxXYmOcju3CvVE9GLbb9NeqbC+3OXDhDDvOPkl3pcxq9ygRW+HSrh4u3RKhxBfpdlrs0rs45nlknSKG52B0kqh2F7U4XEjbnL86TivoIRnqZ1swwKTfi4VOLXCZ7cCm2yKi5LGUKvWgi7rfjy88VpMXMWJnMMtl6m6Nlt6kanXYTAlyCfC0r6xqCpBWJckgRLzTRaLZT6o6SaKwC9OLYWs2DbNF02rgGC1svYlUG5i+R9RV0G7IAwUE1PQaLa2Fr+iYQYykbWIEN/YlISItMjJKSkYwfIFo5nBlmEowRcPXwFvFbT2K71fZmTjGRPowT0WuseoXudw1xFO7b+JX3/8/STm7yWWPbM15zKdyTz9/Zdn0Ni7z1vYHGU1PI5BU5mOUru6gVbkPvCJ+51lQImjGXhRZICo89iWPkA2NYmtFSts/RiF2nNLFDK2NJGmrzaS3SkkcIHHe5fxAjMXREaQQqO0GaquBh83FnVNcHL+PkmVwaGODQwun0Owt1QXh2CTVIpnhNUKpEhPVPLtXctS9o2wG30fM78cJJGeo8+djf8kdAxe4Oepzon6Qv/d+gGo0g2PcIBuXkp21WR7KPcVrC8/R4xSxMZm29jJn3ETED3ig/UG6gyUKjDLr7ccRHTQlT0tYlEhRUJOUZRQnCH/1DSMFqm+h+CZS6uC1UdtrCDuP8AN8I0uslUHRXSppFzeqo3RaWOsLDAQZxuP7yYSGCalRkFthUKH86+Ex6bYIWmVku7QlBpsps6KMMdvZjS8Dss2LDJnXMNLDKOImFBnGVRvkU5dZ7ztNKz5H1CqQcVzGT9v0+i1WvDi/mh3l+XgFReq4oVupJl+Lrw8SadXZe+Vp8uGHaVkOt1yaYmHsPi5OHcQ1THRPcs/5Fkev25TDCsXwOm966kMMdu1Bn7gPoaisu5IFJyChPc2d8fejCpcvOA+xklll9OAcyx3BeVvj9qhHSpPYHgSOSii8NSeOazLrTbLRGeLI3AbDzTVm3GGuBKMEZgglkCSUAr0TZ0j0lKkux9g80U+zE2O1a5XjO8dYG34Hnp7hdWttfmRmlTH7Aopw8GU/drAdCNHyaqy155iunabh5DEUj1snLvNrIyHmdYMfLDq8p77BR507+B/et9OddIkkFmkoZ8hZi3iKh+mFiPtjoO3BYAdeWOOxt33zq0tsLYQ4D3wI+LCUcvYVjeTfyV5N8GudOMHiu76T9915iCdvvYBeGWV74zBPHnuI/vpz+JU/xdWH+TV9hXisgdRVXjz7E7zv4C0cPv0sd558jLSWwZ4a4n+NfoIdq3GWR36KpOOylu4hF99i3hiq5xis+uyoOExWOtxcS2LMPokz/QjIgNpIguTgJlbSI2F0iBk2+r/AwiElVLxuLkd3sRjJ0CiPEHX76JEJBv00UUL4UrLhBoQUQSxcoTbwDLXe55DGKoUFj/fpMaQ9wm2FW+jJH0bxwkjhYxpzHI18mm3yRY4Xd1NZDxOqr1MzOmykJEujKgsDOutJlTo+gfwKv5MWdBFzhsi0BhiojDBSGEYVFi1ToW0IWqagHmrj6Q0UyoTcPMlOB/2GJE1LaVExK3RUF4MoGTdD1NHxA/drvApVKii+Cb4OTgncImFCjFs7UXJXCS+c5ud+8KcpJdJ832MFIh0DhMQMV4gOnCM+dJxQZgHftajO30756iHc6nU6rWt8mfkkEHyF8V4JiFkeZlRDCd3MXnGQLpGiY61RmnqYgnWe3JkUtZkE3X6M2W2TBKrGqJvhYDBJTETJiTqV+iwb9ctcNFc4e/RBrozdihHAt8/lOVh4jOV6k6qSRBpfKWRRJMRlmLA0saSOCAzKQY6+vZ8h3bfBo1WdpwsJjq3dQ9pNEigeUvgg/mUGlxQV7udpdsg58rKbJ4LXMCO3gVS3plluKbwbSpuwUqWhKHSESTqoMdIJI53DuLrGJT9A1C4QbV6GoEqgxlgfmOLK2AQXJ3fg6gaKDLizPs07L7aINWP0BSkiNwrOvcCh5pbw3Aa63cZs1RFuCZcKMpnADu1htX2dpeZVbK8DuoeebBONqWju7dQbtwKC7aHHuTn6j2hOhcp0hOpsGE/RkDfvw+q7F8vejq92WMk+y4nscXKzYTLn2tzTO8OudBGFgA8k7+RhzWEhsrKlMehGiTWHWA/nEFqFienXcmSlQMjdRAoLO36Ep3v3cSlhMCZVXrci2RPAtqhG1Je4Ky/QWv48z0+NczxxC9uVNcok+F7zrxnXrnNKHmNxSiHeO40QkK+HONmRHHclFV8hosA202fK8tluBaS1rQuxaCvYczFq81GWRRrLmAAt+jXVug3D4tnJfcx395NqVHnNlRMMlddxZYCLi+X7KHaA4nh0q930G8MMGSNEiXCq8CgLjYsc31NleaDC7+U2Odxx+IX+H+FD87fQpz5LdeASangBxTcZK+2mvzNEmAi6DDD9rQe5uhHlt//rT6G8ysTWI8C33XgFwIeBj0gpl17RqL6B9mqBn3Qc5t70Zs62yvzGu1x8zyIhvpPpbUe4OfdpNlofwlG7eNf5cfa//kkAZk5+H/9j913svXScO089TreWxds+we+NfJCptQgR6+3M9U0wkx0i2y7yn1b+lv7yKNtLdzPdDkjrKt2Vadrn/g4aBUKDLv0HShhRH9vTWAymCLwxpDeErQ6AkiUuVISMIAmhCoH6L+Tc3MAmZ1fIyTQNscr+8d9DsUZRi/dg1fYiUMjpy3w2eYbr1jkS1SlSTheq02a4UaNbzbDWOYItYwRKh0J0ic3eF8n1XiCZk+y64rDvis9Qbut6uzoMTx0SXNgOji5wpYotwX3Z9RioGVx9GNcYxzN3oKuDGDKEFQgiriTsBMTbNSKtEpFWjmSziOlvLdoVo8JmKMdazKAeGmSs0c+xosFoW8WXHmWlSU6p4AgfNRAvywltWS6W5OGDd7FzY47XLT1LNFYklsgRjZbQXYvq4jEqs7twOzmaYgbF2cBwt8D8y0S4EqhGXJZ6Wvh6QH8+RHfZwk33MJDYx01yiqSIYRsFKmOfI588xfzmFI0rCShuoLgOitDQor2kErs5rG4nqoRoBA1W6pd5zlzn8SN3ca1/iLGGz49fa3Bw5dNcarSIxvejWnFqokpdlKnKgDounuawa/fTpDOrzFw/wqVClhezL9DW2uwuHGRP/ih6YKJLBeGB8C2QBkIaJEUZA5+Gn8GW/3LjskTi6TWa0QVcs4rim0Rr44TdMEklhynK1LyAWrOA664T00JMxA4xtHId79pnUaJZxNEfYH5wiC4bemy5RSosJEtGmTU/x6LeotpU6FlfwXcXQG71slpqiv2p2xiN7absbzDT+2FCmUU6dZ/ycpZm+S5QDgEC37lEXT1LIRMhbdnc4l1hv7eApTtUWhpyxsBdMSinxvD2PMhA6CAqKuutOZbUc/zuPXdTM6L8z+nf4oHSc5TUCB/Ub+dF3WI5skLByoMAEShkG6P017cRqaeIry/T3V6hrYaYTR3gavQA7yXEpNApegEvKpIv9K/z/f/4fvqKeZ667Si/M/FW7q6dYl2N893j/0T34Aq+pmC3YmhWAyHgfWe+B10JeNeOT+FqRS42R2mdEPQsrqNkPIxRSU+PTjJro6gBjmOxkRvhcj5LYCfRPRMzsLjaN8TzE3sJhOCmxTPsvH4VMwgIya3KVkc1CDQDofwL4Ugpkbj4nQrhus3h5EVuU10sJUcgOvxRLMtfZgRxp4tI4RirjcO4gcaUmmebuc5q9wxz+iW2Fw8ScxL80c+/F+3VFLP9Zz+0Dfgl4J1SylcWjP0G2qsFfqW//Ts2fuM3eM+PDFCJFlH097Def5hvmf97zovP0lFiPHT2KPduexRnZ8D0zN38Tvhd3H79CfZfPUmvPoCyfSe/OfgXjBQjhEPfzYuTB7E1nVs3r/LB6z/KZfMN9FRvw1Aep9X8JjoXHsNbPYUe9eja36QSm2C9cwSp30zK7CF2I4EspaQZ+LSDAF/r0DErNH3wCEBr4taayGYNQ5RYaTQR4SO46nYy8YtMjDyN2dRIteaoYfN8KM6atpdbGofZ1d6qc1pUVrnK0zjxZ6iGq1wzda5rMeL1KbYVDjFa2osemDSMKpvJq7TC1wmj0NWJMp4XTG36JGwVzzBZyxos9wgqER9XBuS1KjmjxKZeZN3I496oPE16McY6A4zZA4x3huhzMwipvOTYuXjURYcSLSq06Mgve2E+DbNGLrTBQniJXZ0J3lV4A6OdfjZqL1Kd/Sd6V+rUUibrR6NU9qnohs4no2/imfitvH36k6Rz9kuN3gQBSqeF1qqhNaqIdhuFAEQILXQH3eEoSXEBx56l6rQpdAz+ufsZ0zOMRvcwFt2LLx2iegpPbVMd+iILgy/ygjPOlY2DfPPFRdzaJnW3BAjiiSm6EzvZq4xjCp2GW+aTqSp/u3+MQjTKoZLHj1+zGSkUOV96krVODvAJghpCCxh/3SbR/gozV46xlt+GbPeSaPfw/MinuN51kp2lm5loPUS6qhCqh/kym44mWiTUTXSrhNtVhXCDtqaidALG86v0kWdZyXBRG6IoEuiKS0+4RaS1k3ZnkrLbQW0U0TwToaQQN/hZFQISqkpC+GidHG0jw7awSVzd2m/bb3BKLvBPo2FObttBul3n7ulTxDodrvUMEQ00brvQYsRIMRrKogjBlcqLXK6+QFiLkLEMOsYeasFeJIJ6X5HjmRqy0yCbW6GrOE+iYaO87Pxowiem21iqh4GP7ga0/RSJxG1MxA8RVqM0FYcNfY4gOMmod5ohYx5NuKz7ffxyT4wXYh32lMdxCLFklWmH1kFI1EAh2U7RvRrijeXd3Bp9EE+ofMxZ4DnRwz0tE6F4LKU7HJ35EPvPnuXy2ATH3zXO7T1fJKy0WcyN8YaliyQ7Lp8Z2ofaX8BUO/x+6SeoOv18/5m/49CZq+hrW8eTy/Rxcu8w9Z4hhAqjymXiw6tEBwoEQvJMQ+Ny7ggL3e9kNdFHfyXHXdNn6VNWaafneEzNsRm/lU7sjXh6ili7w46F66SCpxHMk/Vswq7JipJA8dP0tBNo8kbBnQyw9SpTcomb/SVMTMzOT8MNykWHgBJQIqBqNLCjZUrmLIVQgV/9gfe94jX6G9Hk/nLvz2crBPq7r3hk3yB7NcDPr1a5fv9r+dMjCT5/dA2pv4VS9o1827WPMK1/gqJq8fpzN/O61aep/5DNlcJO/ij3Hh66/mkGNpcZCk2QGD3Azw3/HolOL53MjzHfM0Sk4/DgzDS/U/pJVo0dWNVDNLQw+mwM+8JHEIGNOhVhZvBNzPv7GTcUdloxVCGYp84iBUK1PHpiGjm0yqaIs5GfQEpB1lomMl0j13SIKBaBgA5pQvE3EWBiJRrErPM4bFAUOgW9zaWuZ7luCXodgeZ1UdWaBMKjqX9F+80KdHrcNFO1bYy1B5isJOh3MkT1LnTdQr0RVvHwmbWWuRSeZc5cYdncYNnYpK12/l3OkRqoZNtZBpuD9LX60KRGS22R02YYXlnmrgs2/TkX1zRp7z2A9+Am9e5Z7IJBoxDmlBXiI2O/hAzaZFZ/ieFilJFSlm5nAFVP4pvK1tO95+IEOtWuvaT9LPGyh1bx0YMvH7dLU8/jGEVG9Bg7RZYB16S8eZxn4uvkujOMVBX6YgfY5SQQQlLrfZGNkU9zoj3CTVdvo7uW4XPBE6jFAsJtg2qSiI0Ts7rZrW4jbKT5+KDGn06aVEyNmxZXed3pFwmXN3EI46oeYw8+T6irzPXpW6ktHCPUGCVCm2y4TFFXqda7UL0IAT6t6BrJ6Cx7OMNe/wqKWuZLjHOhNUjQUIhXWsiEQieeQCoxOnoXUtFRnTax6irJxjqGkKjCoO6qVF0AE1PLUOhzGc8o7K/WqDuDTMv94AyyzdAZMbZgaM3zeF5dZNVcRaguViAJFJXZ7BCXe4e5aWODkc1ZDDRuc6YYCbqoijnmOwVWGwn8IISiphFKBCkdfPsivn0GGVSpaXFWwxNsWsPUtTQtRSPkV4h4NSJenaTXIOHViMom0aCB5rXwgy1fXqDSH55gJLqL/tAkqqJRd0tsti/g+MfpD19mIl5g2dCYcl08VCpBkg3ZxSVL4Uw4YM7S+ZbqN3PYG2Q+donroc/S77YZECplu4v12r047SGassgu90P0f7EOwOl3jPAHh9/DshhlqLXGn136ZQ60rvEXQ28mNnCFlFYkf3yMns/YRHVBa6fJ6n6D+c0DBIFK23c5O7ydqdJTnOy+gGo2eYdhsdB1jA/zHWiBz9uvPse+a3uIxgpci1yl6uggAqppi7OpLOvaM8QaVzm8/Dp2bd6Kgsp6/CpPT/w9JavGu6o13lpr8kf+HlKr/biRCNWMRdJL8GWCiaSsEkJH+P3sWW0Qpoti9xS6opBGkERh0/K56b+95hWvAa+41QHQgY+wFe6ce8Uj+gbbqwF+m7/120x/9G/4ifcYeNogxb5f5HXXPo+v/g0XLJNvOnMTU8VN0t81z3qjh0+ceAtHVp5F91ymYvsZ6jnAjw3/d5qRW6h2vQtHNYi2Pd54ZpmfVP8LZiCYOf/NJLq3oV58HH/zImTCPHL0XTwd62KkrfG9ah8JBJ8XbV5MXyLbc45d6Wm6rDKrqztYWd6N7+tE1RLK/CqyeQOwVB3pu6jhY+jmzXham4WeZ8lHl2lqDTp6mZJZpa34X5UP0AKVyY7Dbr/NuBtiiNtI1+7AaGeJEnqpb82TkhUN5ixY9jZZkc+xHrvKUnodV9tKxkebOt1Vk2xZo6uhkWl4ZKoNQo6NCARtM0UlnqIeM7FNiWv5BCEHLWpjJ9tUw22K0iPnS+o3QEZD0qcHDBgBQ0bAoB5gKYCto81FMC/EiM+59GyUUKSklIzwuZt0PnOwjqMLon6YHY0hEmsduld9LEdlZmwXD7/2HezYeBjZ/AwlfYttJtuwmJiPM2QPoGSGcIQBUuIJleVYD9M9vbTCvYwVJLcWPG5uSMY6LYLcRVprJ1gyapw+dIBAUempBIiuFEaoRtRwGGoP01vfjkBQnPg4+cHHkBu3MjXzLXxMv4qzsoDV2CAIXkbiCBhKCKwEL+69maf2HMBTVW65Ns3dl88wfuQpzIE8xad2UZ/v2+qh1AZw1V2gdCGlR+DO0wmu8tz2U8z2l9nedvn1UoHWRhdP50exA5UgYiIjcfxwHM+MIxUNEfhYdptMTRKzBRWlSOBuEJYdvECh5poEKCACNrJNTo82yaVtEn6E99TGeaAwju3dQ4DKgmaz0qnR8HQcx0QEX2ly9hUbXXNJSouI0PGEy5JaxJMBPir4GmEngYJKQEApvE7DqBLgoNoaqzLEjBZjU9sK2RqBTcKtEfMaxHGwVA+pq+S0CBtKlHYQY7yxxIO5x1ix+vlc3/2Mtta4uXKJW0vnifs+ftdthNOH6bIGUYRCxcmx2r7IiPUJhmPLzDCEEAI13qKRlLixMG7Mxzcb/9trjeKAOQvqggKOzqW+KS6IXayFh3l3+2Mc7Zzgn7oPcXnYpNuf4WIwynrpIIfXTCKegtKsEKnNcX2nw6l4gY5qs6e6E6O2j4uTB1nNDrDPPcP3ifdz+8w8jZUufj39Q7yw6zaGvGm+af2LNAtpHCeMqtiUQkucjq+Q9SvcvtnFR4bzOIrPL+WrDNaO8gujt7Bk/BO9xYDXvphF3MjL6+kIo+k2HT3KEv002fIOY7U6o2sb7OtLcDXS4jPeBCpR3veb//l/e46+nr1S8NsupZx+xaP4d7T/aPBzVlaYed3r+a/vyjLfm6fU914OX5phu/4+PhvTec3FA7SDYd74wCeobsSYf3o7kXqBXFcft6t72Rfez48O/79cGH4DnchNhDsNXCXEG06W+CHjV9jdvEau85s4Rei8+MdI30aZvI8vDB3h76MJvgWVtxGmZOS4vuvPiHdfRxFgewpXFg9SWd+BGiisBBHW9QZT1av0rzQJhCRAYsgEfvo+IsEYM5nTPDn+IVxta1HXfAgUSSAEo7bPVCXKaL7OMb3Ffi1Ek1uoqsdQ2jsQKLRwyCs1Cg4YTpux0iqyMsczqWm+OFng8nBAoAi6K5KbZiQ7lmFiI0SibRCoKlJ3UTQHgYcgQHV9lLZEuPybJNh+VOKmFdb7DS4MmUynFBYiLnnTBgFqACM5ld0LPjuXffpLkkigUc2GuDo4SqFrElUYaIokqerMRRc5FblCSa+iSMFILcLgvMmVAz/OzOAwP1z/fThTYtqtM9PfoBpzUYF9IY+bIz497W42ctupFAbxAwUNhREvw9hmndTMScTmVVxV4cTNR1gZHCKuFZg68AyhcP2rj8szUVsZeq9/K4niIQqxC8wdfB9RRdI7/yZOzjkomw0SegYUk7LrUKNDTd3EVhpovsTXUpzYfzsXth8ARXIHT3Lr6ROELnUh1R146iQIAzWoEZOrJEQdS9UwFIPB8PNc7nqKP0wOoHoZ9jRH6fMSNDwdP9gKV5qqR38QY6g9xICfwlUdVtsrbNamKbTmkUj6QhOMxKdIxGaw7RNUGi1m6sOEtX4ysW76owfooguJpGmeYZw/oq7bvHfk2/msGXAov8aB2g4ma1MkOj00fUEt8KmKDh0ZIKWKL7ZEkFUkntZmPbbJfHaa9XiDvBlF1vox8v10at1IFDJKi9uNPNv1NquGTrFdJ5KvkKgVCXUKW+FrwFF0muEIiUaVhhHlROI2SkY3Rd3CvdEDl/TrjFdXmcyvUNg5Q1/XKA/lbmaYka28snYaMfZJykPL+LpASoHZGCCoDfKlZpzLvkIVF1etoGiroFfR9ICIIgkrkFAlSVWS1iRZLaBLl6g3bglXwoYjWLQVFlyVJUch7wkM32JvaS8jjRGaapPzmfNsmusgtu7rw9WdbL8e5fjQLl44dBea73HPs4+wb/EEY/evEhto8YJ7B38pv487Lh7n7lMl9pU20f1p1mMKyz2jrPYM4qsaBDUup5cJ1GW+Z6PChnofH087zKeep7sxxL3X30WkPI/feY7AMMHzUAKfbMTh9b0XwdCYlSOckrvZEFmQkopv8EVvB0nh8+R73/bq0pv9f8H+o8Fv+T//JM9eeYpf/3abVvwN7Jjp5w7xEf6+u8L42m5q/h28Z+IvqJ6NUVuI0TbDnDhwB9+bC3OQKX5m/CRPjh9BCItseZH1zAT3nK7zI8GfcFvzU+Sdn6SxoNA5+xHcSJznb/lORiMT7MZ8SRmh1nOc1T1/xoLnM9sx8HJJtOJBLLeLil7ljNWgWNnJPcvXGWkvU9ajxN0mTmKKmHovILie/AzSOE1vK8ymFFwd22AzCvs6Nj943KZnxiR5LEtIPUBL3oIfDANQlm2ueUVK8irG+gw9S0v0ViuUYx6fP6jw5F5BPSzoaZjcuTrE1GYar5bH6ytjjrQJZwM65dsoX3stgWuS6f0CqdRjqBUbUVAQNYFSh/BmQKjibwGyEAS6gVAMFAki8LZ6waS/JdXyMmuaMD0ouDKscnVYYybr49+gwReBINrRSbqQkAKdBIrXT9RJoKFy1JmgP8jwVPw0X4qfIG+UETJDYfA36c3N8dZP/QMrQ5NoqWGUYJnAbJNQDEbtAXa2xxh0sgRSstKeZia4xkrcwjV0zE6HsFejFkviS51gpE6jX6HuhSk7G7TtKzS9ErUgRqR0E8euLHF9qMCu0CF+IP9WpkOL/MrQ+0hYDcZVg343w7hVI/CyGO0uFNsg0GxakVX0SJG45mGaLfJeF5/V38gT8gE8NKZWHQ7OdRhdvoTvnEcqVVQtjmpGCYUCsuF1qqrFquynI7a8Lh+flt5kzOtllzNCn58iRohABjS9KhvtORYblyk7m6hopMxeekIjJK1ewlqckBrBEAYKkpf3mzW9KkX3Mk9G52k4Nfb6MY6E0sSCQWy5E4GGj6TjN9FUEw2FtgdzzgbPRK+w0rVCJbxBUS/hyYCDhUP0drJUFY8TJFlpbwOpgdZGTS2gpq4hzHWEBL86iVfbg6xltypUFYGIKwxSoFutkCmtsH3+EgIFgYGUbQQQICgaGTatAXJmN5tGmvrACxhdT2MX7mSHHOahzBWONUdJrt+G4lu0rHkwq5iNSb5kXeTPej5N1SwR9aJkOhky7R4SToyIb6LLG8w/UuAKjwAXiUqAggxKaHqJtJonHqsQ72+TibloKlsFLKuTrK7uwg80evsvkxy4wLm5CI9bEqlpdBQb19xFJ/NddLR+xjuXeOgLBtfDj2KrC/Q3dnHz8Hkyu1cwpgWpP9dQm4JAVdHiGqFIB1VtczVh8neHJgkzSk+nBwCr3UJvbrIa2aRhjbF7802oUkEIFcc9TtB4hiAeZ7B/idxMHM9TGEzXeaD7GimlRUEmeVjex4oYBAHJ+Co/8Z/+9NVtdfj/gv1Hgl/nyhXm3vwWfuA/DVCOtEh3vofbc8/zeP+LiHY/g7nbebDzBWrzUaSqcGr3rZzcdxu/8/wCWXOcn9nrcD2VJtKYZVt+gbNj93LLTJufz3+Wo87vs+E9RPNcDOf6U2z0d/FXDx7m8Mg0u6MbjJ76WYxmHwEeKgbO6vPkZx/hhZv2Us5kUKXL6+UTRJwCHyjcSqJeBCRn4geYjR/j/o5Kn2+QCjYZ8RdZCXKs2HPge/iKpBFvM6oKptTtpMxhospuVCWJlD5lZ5HVyjXKhYvE7BY95Srx+pbHcnFY4+FjChfGAhQJQ5shti3HOSDHGN1moA8s0U5PAz7qqkCeNVHnVaycwKpK9BvlzS83KRTQLIRmIhBItw3eVpgvMGPY0TTtcAxXUfEVQAhUaaMKG9NpYzRbGNUaIpA4GswPhtkc7iOXjbGRUVgzq+TMPDW19VX7FVJg+iZjdj/31I4Q9kOcD1/jM0Mpypm307Pxx+wvFbmzepjX1A4TusGP2RIdlpmlsP442ZlZsoUOrqqwOjTM+uTNbKQsnC/nNoVCPZQmZ/ZQDnUhbJ1Mo8P+yguI0jSneha4MFFDQeHW8h4eaN7JgdZ2SlqB/zH4fq6FNvhyxjWuwLAOg7pPn6qSVRRMN0y7o6JEa/TGmqxfu5vVq+/kxe0GZ8csWqZK2O4wVNhgqLjOUDWPGQQ3jj8gLG0iQZqRIMuA7GbFWucP+/6BNTPPkfJ23rhyM91eirhIEtczqMpXiqwk8OWede2G5x5ISZ6ATQIqSFwkfaJEv9tGJUlYi6Pe8KZcJA0qZNWnCStn+MvYdv4g+WYGbJ2jlYDdza19OEg2NTgdhouWwGk7KA2XIVHliLZMXLHJKbAQX8SOX8X3JY3OMNXGAdz6TggMwkqHg1qTu2SIQ36YYiTCL+6PYdQ2efNn/hJNDRHb/Z0oRpSUE9Dbdki4AWFfRb0B4v/Q9Qh/1/1p3tzex+1dJdT0NZxOgqX1A8xtjPDm8k4GtS3C6Lpo8MnU46zJAnpniOgNMgffl8TMMtF0BbXj0ViM0SAgn9RoRtwtMncnQdi3vqowR/F9zE6btmXBDemfaGKFyYlTxKK1l7ZT3QBRiPO74R/kePJWDGeTUOWvyVQvcP8FyZu+FGDduAW9SAh5m0vhDS30TsDuMw1SgUMzyLDuD/PRVISPdC8RVgPeEkSwHs1Q7gqjawn8UBb3RptNpNFAOA52eIxwawilNo/XfhIrPEIwMszlXIH+8jyRoM22nir3dl/GtyCvJXiycxsVYvzEz/4Byv9fyf1ft/9I8Lv2/T/EP7rTfPDuAoH5Fo6e9Vif+BQlL8Rdl7bTmy+i6JJGVx8fufPt1CMJfv5Mnou93XxsUCPAJlb8CLetpvncvjdwz7LDL82fZZv4eQruDirPZ/HWr7ByMEzrO2yioTZOdZCJ0/8Zw03widALfKz/s7yxdBd7qjs5qc/iS5fx6WtEK1VyUUFdUwCJIiWmP0Arfjchs5eWCHjG8likwLj6KIvbz+Gp8PrVPu4r7SbNblL6GJpi4AY2G+15VhrXqBWvki0V6K82CLkenqqST8Z4cTzgyf0eq90Ohqsxvr6bI8VDDAyuERk9TSy9iNIA+2SS+JkwyaUGwt4CgLYRZi6Roh7vJmr2Yqh91PQMwkwyEU/QZyhU/DpVz6Hqm1xSQ5zyNtiz/AKvXXyRpNOkakR4cuAAXxi+iWvJoa/KTypANPDZVs+xs7zE7SsvMlxYRtzwnb3UGHrfIdSh3RQTKjm9xJq+ygVznlkzR8Eq4KhbEJNxk+xpbeOZ/p1UI1PEN99LIJpYgUUymGTHssexc0X2TW+iBgGr3SG+sF/yxb0ucZnlSP4Ihm/RTYQxt5cVpcSaUgYB0cAibgvs6hIz5jQndpSoh10O1qaYsAdZMfPEbI9b1x7iiD5GVTo8olwmMXqafNd55mSbhbZB8WXerxIYvCEiuaeryoVcPycWt4HqEfVDpOxuVtPDzPYMsJzqwdV0FBkw1lhhX22RXeVR9lbTdHUCTsQVTult1hsLJIrXacdPcHksj+6pPDR7gDtbd5I0B4grIUI35l6yBU5fXqS/vL788/BVJXAoS49AVqG9SNmuENWuspTs5oM8iKDFj+t/xxvUZ5kN+vgv7vdzUu74mvtRBboQ9Ac+O5sFdrHEzbFLrBsGzyijOGi0NYvnmhMsyzCWhHvReZ3Q2Y9KWwaUlDobUbDNNEPFEmcXP4BA4d6+dxLREwC4QlLWYTaqMJ3QqOmCGeVxito/8LZohB3xIqqjoywN8clWmlDQy1uL95PwYzxrHEfmi3iJLEtmHZ+AASnx3DqfVod506GPM55c5rMz93Dx3HammrP0dTYxpINrDPL8WJZyahZVL2IGJhE3Qrer01M1yJYkkY6D0WniuCVUxyBp6xg9LaKDDvV+n49P3Mcj4YcIUPhm52O89dQnqCwGPNxncno8IGYrvGe5ydvdIroVEKBQjkS5uNvE1yVDx20eqX8nD4+8QDGcZ6K0n5/Uh3F3fJQTxSQfbHUI2xGUwGKs6HP7WhfIHorpDK6xFT1QXRdRbBAqzyL0IfTk/YQGztPV8wxGahUz6XzVeTVrcOz1V1GNVxH8hBBh4KeAYSnl999od9gupfz0KxrVN9D+o8CvffEi09/2Nr7zv/TiKRqHT92EGH+aQtPhrgtZVD8gMdVmOXQTH9z7RppWmJFWwHxUQ5GSgdXnaSgf5vb1+/nS7gf5zgWX715eJWv+JLW6ReHZPvxqjtKbA+x7PS7kd6Iu7+a+4r1YUuUD4jE+OvU4MTvF0bU7SagBXW6Eu4N95KvTnC4+juE42IaG5cfQot+EZ/ViODUG1p5hcP1ZTgzs5a+338mymWJAOrxDGDxAjBACTazhc4G52jxXV/L0luv0VRpEHI9ACNb6+lgcGeLxHRE2YucpRirE2ybjpSl2xg1Geq+RTW2iNEE+Z2Cc0UgveSgSSjGFSyMqrZ4BBuPHGNX20O2lX3qCXjLWuSwKNCpZdDuFK3JbLCmt+a3JFyEUfYSwY5KtleiRAVa7hJW/uqUoEO1hdfgQ1wYPsRrppiqhBjSQtJC0AaNT58dOfoB9hRkaeoiou+VJNqID5IcniA+ksYxRnCDExXCO6fA6a+FVrsWvowpBW93Ki1qym9Ey2F6VYsShdqOqu7um09fqJx2MMdrup6U38XwVV3E53n2czfAmilToanXTV8vQ00gS8UyqUZ9LXVfJhXIknDh3bdxBprwTm4BL2ee40H0cFZVv2XiQd9bupyJaPKafJmwFTIY7FFIXKbdizNfT5EWLib5r3NG/xplaiH8oa7iK/1XXsRJsVanG/YDDcgzb2s58+DauxkZo32DkEUFAV63OUKXCSL3DeNtkzInQ5wZkPEE02KLIc/HQXyYT5QY+rttE2HU0195iXtFDKKEkiqojZUBQWaRRvsaqs8x1tUBHEyQUqAWSmG5zf2+eiPEDdIK9SO0Maf19ROUmf939Tfx6//fR0CKgQKojuW+pzdvWFhlWfRTSrJDkIh6X8DlLh25thR1qDolCxBtkvz+CpyisGgqKY9PtqwwJjTSCJa3O+fm/wZEdZg5a5EINthW6uSk/yqg6StYaRVU07KDDB7Kfxp54lLtiPgEqn7e386VKg6G6yQ9vvI3d7UnyxizO0F+ilTs80bibhrCI1pvsdofYHd6LInQU/QKrk0/wiVIfj1duoeTEGbVVhl3JuOsRkyaK+FcAQAakS1fo3TxOojaP4dRQAo98sptP3nU/n7zjbuqRCLddvcCbc58j07+GNryOojsojopRaPNXdogXNZNjbcnPNXIMtAK0wMfTJed3xKimDI43VJ4sqPz4puTe9gaX5EE+2NvNo9ErTOlw7+UfoL1uc3rwM1wYKxK2Vd56ooejiw2K4S4KfV3kursIBcsEM1XCPR3GXrsMqkW7MEYrH6NcLWMEmxzS8hi+YO+vzL/qkkYfBk4B3yml3HMDDJ+TUh54RaP6Btp/FPidfMe7+Y0DAdezpxnZuI2BoI0sLrF9OUKou417S4In3DdwYmjfVkIYmKo6HDnzLNbGl/j0LfNsbx9grffH+K/TDgerDcLhn4GNIhvPZQhwKX+Py6nsdj479zqO2D28s5km7Hv8fftDrIZOMdrcTbNnO0rgE9pYImxHOZS6i8HIAHk7z9Mbf0+gbccIv4asrtKvC/p0Be1lTakBkqfw+Cu/wayqEvEd7qmeZW/uND3lIgPVBtGOSwDMZQc5cfAgakRjLlXmavwULbONEgi6NMndCZubwj6GBOeiAs+qDF4RaD5sJOHykEJnYIKh+O3s9naTCOIEBFy3lrgYnuFieIZLoVnq2g3RXSnYnj/CkeWHiDpJ5lPnuND9GSLtJt3lEOGOIGSrRO04vZU6kWabWtBFV7vBVGUFBclSaogrowdYnNhNLa3gKm3irkOf3WS7t8LQymX8S2uonsTtSUNeIV0rIgBbVdnsSaDsaNPoSnFFHMYRJl7rOlZ1lheOvIbr8XW6GnPUtK+ElpCgSIVABCC2ACbmxsh00vQ30hi2T1OUKWsVypE2lZiLq3/l3lOkwlRtkm3lbRiBAV/VdC/xRYAvfEbdLA+4+6mIFp81Tr8kAYUEJTDp67/K+PZn2Kh28cGNOEUdurwsu68UaGLjDzSo9AfYbUle7VB+GXeiGugkg+1ElF2E9Z20zCxr4TDr4a9u6Y24AYl2i4ayjk2RoaLPaM7DbDXQ3PYW44rTwuq0sewWptNBDQKkUFHVEGElQkyNEtKiGEqYtu/SsAuU3WUEDj4Kh9MrbDdSbIgfpttKEtc+QFT9JC2R5kPmD/Lx7EGu9MZohEKonkc0V8HOSWTBRfgSXcKAlGwTHcJ9krCTh2aRaW+Q63439X9WTKUISX9zjR4nR397DTuxysrAOqs9baQCXY04e4rjvHF1lPWbTpEcmyaswJVqlIerAbId4duL38rtle1IK0pS+SAZ5WE+47yWC+Yk8Xqdo8+/QMYKuN4XYTFIMpnYw674QVQljeOVOOFDvh1GoOLLgDUtYFMFGdTIdBbIdtbQpcPWBRbFV8KUFEnMr2H5HVxdpTF1G1cHszzfF8FTFe4rvcCPnf07kp8ucmn3KGvfbnB78yzdRYd8l0k+Y4AULOUH+ahfomBbvNGZZCqzTtEW/INX4ViyyWvjHqKhM3YhTo83w8/3pHgiEuZNDcl9wxLPcilc38/8GZPcUIaz3RfIh/P47Sz3XBjk2yMncI908DNQmY6z+HQ/UlVpDmzHt8IUzCKLsQVWI6t4ikd3Lc7j73kS5Z+Rtv+f2isFv5NSysNCiDNSyoM3Pjsnpdz/ikb1DbT/CPDLvXCSL/3KL/Ar76hjeCl2XdpHX/MM2bLOxl3DPDd+L/PGOMgtRoq3Lrl824lzWC/+Nfl9d/G+m0+R1xvsUH+N/3pNBzxk5L/Rdf46+fMJvG5J7h0W/7P63VypbWNbzOR9eYnp2ayfeR8dH04c2U8jYWG2QqSrEwQkCYSClB798iI3pQ7R8Zpsrp4k3p7BUD0UVaBoEk3zCesOul5H8YsUmi7rxQi1egTFh2yrTNizCYCFeB9ns2N8fl8v2XibFC3Opc/RMBooSHYYCm9MePRaNk5Zo/m5NEMn2sTbNjUjxPN9e1jv28vexBiHjRRR1cD1bJrFa+jLJ5C5iwROA1uHWraf+tQhOr1DVPUW66yyoK6S11v0Vw+zPXcbilS52Ps0pwY/h6O1v+45Stckt16R3H45YHxji2Ls4ojgmd2CF6cEbevrP0VGW5L985KDszC+Lugv+SiAo+uc37eP2W2TRBo1kksX+K3v+iW6XY33n6gyZyyyaRTJ6xWWlWXmzQ0qVhNbcV4Cwq9rEnqcFGk3hU2DTatCS9sK/4TdMAPNfrLtXjKdHqxOio7WwlFdtndGuY8xGtLjBafMgrWOa5W5u6+INvkphG8gNQfhG1ilnYjCbhqlSQrNBMNilZv0P8NS5qm5tzHrvZ1cKKCuNhAoJPwoQ04vkRue3Zqe42R0jrORMgshn6aRQoosnpLAVQ3ahkXHCtMxrX8G2F9tVqdNtNUg3G4QajWJNSt0VYrE60VijRrRZhXD++rcry48RsNllJyFqe7BHO3lSOLDhJRlWv5dFN3vZ02JshESlCM6LV1BBKB3PCZLJQabHcxwFx1F5x9x+Ds6tIARpcyUs4mvuTx66DVkNooMT1+goGfJm10ENxrwI3TIBEVCZhPdaNCTqZIcdfEsnUYtQmU9ie2YeKqGp2n4yo13Vcc3I7iGgaupqK6HioZrRXA1DVuVOIqEAFTPwwokETRirkLE8fHcOsniImalwaLWRcGI0pBhNNthR3GGba0iUdWnEVIpxxMU0z0U+0ZYSUbxFYHRdhheWmXs8nUOOlf44eynKOkJfnD3L/Ndq5/gWwuPkw+FmdltcE7ZwbI1xu3+kxiqw/W6xWdakkqln0p4E6vTRbD5ACPJTb57+2NYSsDj+SSfcxr8bKHKt9fruJrClR0RihkDUTdZXNhB/mTAYq9L7Mgqx1J1oiqIzSyhJzwSz9RYTZqcGelDolIY0wlZEyhBDAgwbIdkS+MHf+/XUF9lerPn2FJ0eFZKeUgIMQF8UEp59BWN6hto/xHg98ib3sl/fWuawHuSveeOMVlZp5oY4ekHXsu6NUiqXsHXDFpmiN893eSmL30Yt7ZM9OgP86eDn+Xj6cd5c+2H+YHVPZxJQI/94/R+sUorZ2Lv0akdHud77e/HseGbm1V+0sjiB5ITpRKrcY9GYotWNVqbIFFWibY2iDQ3sFrrLMfylMOCw/Uo4zu+Gxl4tJ//A4Lq8r95XC3NYCOSYimWYjWR4GpqgmvxKWpGFDU0j9nzCGp4GdWNMtAZ53Dcpy9SRC6qJL8k2D2zpUR9JjvJiZFb6Os9xB1KiCFUPCQn8fgkLs/j4QJh2WZXfZH9q3PcsnKewWYB9DDoIfS+QxgTd6OEuwiaeZy5L1IsTjM7/ADl1CGgQ1M7zkLXSdaTDQiyJOsJpF/FVvIovoMqBUIKMjWP3cs2u1Zsks0AT4HrfSanxiMU4tqN0m+NkOPSXa3iKRqrPbvpRAxsZZ1iKI+vtgk7EkeYdHUm2e5NoEidS9kunt5xBwfXnuJ/XpoiFJgsKjlOawtUlTYjXhfDNYW19gyX9NPMZctcHwzwNNB8lYydIdvuZbg+jCm3CgR0HPqUTRTTwveGWTI2sF2LdH2ccKMP4W6RQwsRIK064VCZ2+UIGrCSfZpP9D/MA5kGZcegPvPNxL0E8cxV9Owp0NsYLYPt11R6ass4wRAV90dpeBP4BOiKhXYDuPJKg013kYq9xGy4xlymTV2t0KJIzWhQidjc4Bcn3jRJ1XvQnCyF6AbldIXAG8epPIAjB0BXkLqy9W6qWy9LQVoqGF9LEKU5Lpl6k/56nVRlnVBhgXS1QKpSxHRtlCAgYjv0JTps714nZboIcReuvIONYAipREAJ8FVBydLYNOApu8VzDZuWFOyrXkPskcRqHlNrcxh2m5pu0lFUyskMlUSGUqKLYqKbWjSJE7L+1XtH8z10X2L4AXog0YMAzbG3rnRVQfU99FYD07GxAgloyIhCb3YG1VeoLdxMO3Bw2cAXAWY0gxfOUjF0SrqkqSsvKbb8q+PwJJMVD6XkMF9qEVTtrSIxReCNRdndvcoHL/4sKa+GRPAH7pt4n/9G7h94mjdsfxRbGPyR+lMcbH6Be/VnMA243lF4phhn58mfJmlnt9RV0pfJ3vznTEVsiqVB6pcPcl/7UUbMdTb9Hdg9AatjeVphFeFtcWEKDXJli4/YkhlHBST75gVvf1JlqOBxfLyPeshESklgRXBT3biJNFL6/PJ/+1UU9dX1/B4AfgHYBTwG3Aa8W0r5xCsa1TfQ/r3B78VPfJE/PvcFTo48wuBmH4en4zx/9AEuTR2iy85zaPo614b2sJyI8d6TZW75xO8RdGcIpt7OHw/P8KX4n/Dayh380Oa383jfLHec+hXUEwZSFcjbD9NKWrwz8jb25QPe1HG5LZHADuDFSp5C5Cq1pEu80uam8/N0BzZatIEb3qQR9Tjv9VOzw2zTavQ2W1yJ3czB/jcTQue37E2C4iJ7yvMcWDtLd6vM8T0H+Oxt97H72imqykWW+gXLfZK2WgZA+mG6WqOookIuuobuWySb+2iUb6HQyrKttMJ3XH2Mw7lp2qrBM4P7+PzIUdTkGLcqFjtQCUs4JTs0hEOXuUHfwKMooU1WqsNcKhzikj3CGlEARuwSt61d4s65Fxhp5FEz21FGjkBmDCs8gO91aK6+QHX9CvM9t1FO78SwKwytPEHvxnP4akDTDNHR47QNnVK4TdPwQagIFAIJ0bZHX7XJQKWOFkhysRBzPSlK0a+Vdnq5uWrASnebxQGX5e46AoVD+UMMtoZ4ZPdR1hMZ7jrzv9jf2UZLelhSo09EOdQcJiKiGMpWO0DJX6OQ3uTpoRkuy2UW/VXaik0k0Li92eHudotufwc95Z+l7GmsugEbrsSWN5QwNIgaDmHDJqNoJILoV/GztlJXWTn0uxiNAYZO/Syq9xUVhUB0UK1nCHt5/GCAtphCeL0vfb+h1lh1NpD5M8RWr7DSN8DM8BhFEUErlkjUc8SdPAqSmhplNjrAfJdFMdlChFdQw4sIdcsbVwITyRYxdm9jF8fW30RMVUjqFZLOApZcxmQThM+cNsy0OcKiNcCa0U1Ls2hYYTphkyCsgaV+VQFTrFmlu5YjViqTqhSItuqEO01C7QYR2aGixUEKNAVqoQirej/XIpO0jDCpoMK4vYCpejTDUZrhGJV4mlKyC9v8yjWgBAFdrQ49LZs+26fPbxBLHseIzLJWTXCy0EupOIzf6MW+IR27XQq2d9bYtvok20qrXDhwkEY8RjpX5FImSyVikajkGF2Zw3Q7CEUS6XOoefcyPbiXcjogjsrAyhW6rj0FgeTu3oOkrHto4/OEOMfAlTO0e7aRG9qGHeliUTU5H3gsuB6y5WO2ffo8hW5fEJUCU9S43utzfWQA3Qj45fn3812NR2hJE2TAw+ph/igyhRdaIxm/zvdnm0hUfruyE9mZ4XW6wW3xOmYoYKWjUrh2B/n1Q3x+6q/RAoN3N29ifMcTKHoL99oAobkWh0NLBHoPs9mbqYw+TaD5NHx4vKbxZENHBIJ4U6Me8vA16MlHuONchrunC2zGDZYzCTRVZXdfh5uil8irPWz7xZOIV7vVQQiRAW5hK4jzgpSy8IpG9A22f0/wazs+/+8P/TR/+WCdvo1z7J+9mcfufgu1WJI3bH6G7muS53ffy3Q6zK++sMptH/k18nf0cmL8PRh4fDT+m0R8ix+ufiep4h+S+WIVairGiImx8/tYNa7xN/4b2N5U6dcUbg4ruE6D5St/y4l9I7TDIfaWdOJNl9nOLAWlQjllkLJdugoBDV0Qqwi+0Hc7J7K7kAgOdzx+zkjSpSiciDh8eCLKpVCB2059gHDzApdGFDa2dGEJRBjP3MFwe5jbyg7T0bNcMtYwhOS+uMsxS+F6yyR3zeHuz6mMrnt4qsL19AAvDBxjKbuTNSvOmpB4L5s3K7Cxhb7VsgD0k+cm5ToHlRkOKtdJU+OJ4CCPBkc4HuwkQGGqs8Rr5s9z18IpMjLA2HYv1uh2An0M0HC8qyy0lph3h+moEyBtvM75rX614CsqWyKQaEEAeCACFCSmC/GWR1+5QarZQZOStq5Ss0wCRaAE8kYfGhQSUywP3UNglbGjeTqRKIHXYMO8zsVUniRJxpu38fBNr2O4tMlrzz1Lpl3nPvP1CCH4g95/wFYcbivvY7CRIut3kVK7t/QHgZZsci56nOcS53ghvEyiOcS24iEmigfQ/RBCSLKaoNsIwGyzFuhcQeVhfZ1O/AJa9DxJo0rai7Mt6ObBidNonTSjJ34Ow038i9exlAHNoM6C3qKaXCOaPIXVf46SorNQG2KpOshidZSNahf9pTX2V88T9xs0lTAbeh+OjGJNKgR6P25jgJ1BhP2uwqChUjA2uGrNcTk8x8XQDGtm/sZOIeUleU31MLc19rOjPYpAoWHUaeoFLsUjPJ0Zomh6jHZOc0vhWVLVKp/iVp7ytlMxE2QiGjuMDkVtk2IiQzWdoWFE/6/vZxEEwBZJc6acZ++1MxiaQdr3SDaqHDh/gdHGNZoPeLSPBNgSnqhpPFcL812Xj/C6+t3IxACX20VeqMxy0gwxkxpgn77OLnWTttD5UnYPyyMDDHTaHFsMGNj0idebZPf/Ds2NgOa1KG1XRReC4eguJuM3E1MtTOXPOFUyuFpr0GclOJZ9B5oS57y6SI+fINtRKHVWWA1yzNPh1JhD2YtTtfuoeRkq0sB/2QPDTWKa39XfT1o0+OvgIR4PjmAJj6iwiQgHTQZAQC66wHTPCTzFZyDYS1D/Vh64BtHx50ju+jRpw2XTFVyt6nRd2IaycRDF3EvX7s+TmngKRXPwHWOLrEKBdqmPj9c1XlSKRKXk9qjLrQmPVBOuL/Twx8F2gsRVfK1JqpXh3aeG6Lu+zJWeMKpUMKxjjHVHee3v/cT/9Xl+6Xy/Qs/vC1LKe/+tz15N+/cEv9//g4/w/oEG/Uv/i77qQ3zxjjeSlkW+d+2vac3u4bk9d3M6Y/GLT13m/ue+wPqR1zEo+0A6/PTI76IXV/nhRUHXmQ5qXWClHaJ7trEcexfX7DZFb3yr78nPcyzVS1Bf51Tl81yYGiISWDTlMCtd0wzFrjIU2mBA5jECl9kzA1RXYySP1LC2O0ipoPs6EV/H13SqWojdF99EtjLGmdGPc77vU3hCIH3ItDW6PB1LC6GaOhgNnvObPF7TcSUcMVUm7HFeyN1Ke9nhe69+in1LVYQh0fbFaU3cgeHeTjTowg887Oo0wcoj5Os5ZvUB5roGWUlm2Yx34RgGJh4WDhY+mhJg4GEIn7D0MHHR8AmEQChf7gvbmnshJUrgoQQSC5OoEiUsQliBRsdpULN1/GAAJbAwnApdagdCJjknhQwsmtYmc71Ps5KcYzG0CkC/3c0duW3c92Kb+Nx5hG/T6pnk6oH7mDVC7D7+CZS0zrldB8AA4ZlYdgrFD+NrTVyjjq9t9QYeHxnn9Og+7rr4HEtrYbYX27wn1suA3sXnYy/wR/0fxFG28lgh32J3fRvba9vJtLOE7AyOG6bjmEgUfMVhKXmZa12nWE5ewVO/Ov+leGFcN03Y7mPA9MhaNTKewm0jF2hKyR9smnRtpji6Ps7Bdph90Rpps07Dg0erffxW+AFsoXHT5lVSbpH5VJal6AgtZctLjHk1bmmeYLI6i+b7kIGufWWGUhuoeZU1cw+txXvxSpNE4hEm93YhBCxdyFNoLpFPlClkulnLDrAU8cjLk1j1z6L5uZeOwQoiTNrb2GHv487qAcZb1ldJrDoCanqALYo0qPCsVPiUmyAvDe4IJLcXP0GjsU4i6bE4dZgXIpMMri1gKR3UlMWL6l7WZZout8bh4hx91SWE10JzWkjpYzgdNN8jn85SjSaZXJoml+nlg2/8HtJOgzcXPs3e+AlSqQ3cQPBUQ+X65jC31m7hodIdhGWIqlfmrDvP87E2xUSCwNAYbhSIuDaLJHnRGaYVbIWyMz5MuBrbfMkdN/8Feu9ZPrk6xLSn8+YVl6HVOtdq3fhSIREaYFvyMLtCJdbbYU4XP03FDXFX9iG6QztYUHL8XrjMjvw1xufOUgkbDBdbzPWMcn1bnZV0hZW+b6YUO8Jobp3vmv8cSVljmX4aIvLSHAdSQUqJik1NkZztukA+tkiyk+JI4TBxN44nJHk7Ck0X17oEh85zLN5h1Aj4eim4IFBRFJ/A1yms7WY+P0BXbQcj0mAt+znGQ+ewumwaMQ3hSfIbBrNlk0Ze0mj5mI5k97pJK+iho2tMdSxe//BHUF4NMVshhAWEgSeA1/CV1H0ceFTKf6Hp5lWyfy/wu7Bc5hce/jgd92No2ms5ve92dnvnePf631KZfQNf2nkrz2RNfvbEEm/NRxCqwabhseI+TWHpYXZMd0g3IBAKdKcY3T1NPXmER6vvoRlEkLKBHrnI3VqZsHgDiBk+Z5xnWUlxQF7kfvEkuu7iagq2plJXLKqEOHN9gEIxQmaiTWRY4usRlIhOKWljK3WMoIouW+hSZc/V7yWbu4Vc/xfZnPwoqiqRnoHvhvE6Ic52HD5HjZrwGXGTbCvvwK+NsnM5w/DclxjPnaOuh3h6/DUMjdzDLsuio7bJUacq5gm0OVqKRk3GaBB+ydP75yYDiYNGCx0HDV8qiMBH9zpE3RpRt4ES+LRVi6KRoayncFUdU7pknQpdToWQ9PDDCdqGhq/8s+tWbvW3Kb6G7rsYQsdzuxG+iWuWaYTWaIoCK4lVrieXCUTA9kof3/1shPFLs3iKyuzeY1yY6CFQwbBtXKEhX5abElKgtl0Mp82Bw3W61z/NO3b/KS21i7ed/CJlt8blxkHeTIbbA50V3+M8FUJSIeKbaP5X55CaRo6ytUDBvEbRuIYi/S2qLyugEfaoRl0UKRguJcnYUQrRJhuxMrYi6dICfrzbRgkEX3wxjZILs9dxuCuxykS0TAmVP4n08TfyfuzGHgw3jBvEtx4ykCSwySgNRuwNhuvzRGqrgEBqFt3NHM4ohLo6JNM24X4VEdsKixPotFsTrHs7uKDs4hlrB2vmVxbX3nbAVN1nqh4wVQsInPN8KP0RVs0cikjgCQ8laCKkys72JDtbw4QCg6bSJq1uQ1f3EXU1hu0SI80Cuif5AFH+ihAGgne3FzByn0FKSapb5ROpN3Ap6KXt6WS9Aj+qfYx3mFvyYautOOuNGPlahGI9jBtofPy+t5BLd/OWz/0N5VSHxlSFatKhofs0AnCkQicA6etE/ShRP4QhddqaSc6yqBkmuq/TVfPZnwuT9tMEXoMVs0k+MUC2ooCrklNU8ppKXgqk1DEUj22az9H2GIXMOo/1fAlFjfGamsre64LWWpXAaRA2u9mfyLIn/jznKwoniyF2JW9lV/IuGnT4Y3WRT+yd4F1P/B3RVh3FSrE0PMF6T5buRpVsrfRSuDjh1ojn68QbbaJOADJDXR+iYfVRGn6UT46eoSEUDq2+hj0rb8A2GyR2fIZAemwURlGCr1z7NhI7vEE8ts7uSoWk3cRsO7TrLk+mBI+OCrapGV4nVAb7NlEMh055iNq1e4lubuOydYrNBcnb/MeIlTqIdQURfC2SuorCueEeXE3w3Z/8PMq/JJ30f2D/t+D3E8B/AvqBrTtjy2rAn0kp/+gVjeobaP8e4Of6Ad//2x9iKXoGO3yI2bGd3O8+whvyn8Wf/i4+sWs/T2Z1fvZyh2+drTJbPYVfPEvP3DV0x8bWIN87jJa8m+6BOfakPsy19u08Xv1PdOvrbA9/jN3mk9S8d9EM3krNv87DoSUUbA4qz7F9YBp8CC9L9IZFMRTF1+HyRpL5Woq7euY4nFl9abxtVK7qEU6aMZ6IDXIxso+j1xPsXZ9ifzjLpKUyFzT4SPwLdKILVOLLrIsONSVgoGQwYd/CnlIPR12D4OoXic6v4Oka65O7WZ66iY6pUhUtHPGV4KaCT0KpoVsNRNTGcttE1jrEZm3Cmw6G46DEbYJBmxYqYlPDLke5Hh3lTM82Tma3U78Rwkp4DUK+TUcoNLQI3YHBsFvDlh2umClsVaevVeb+pVPcs/gCKUWjNXUMp2sIJ5qhpThsBi3KtHEUn0B1kIr3NecVAAmB9HFUByEUDF97SWLny99H7IB0bgXbD1FI3UHMifN5y0P3rnNMrGLkCgxNTiANm5869i0MFDq848kmqtS+akeWENRxmFV90mYRQ6tzQqa5IuIgwAN0TRLT6qhOHewAgw66WkATZVo9V6l05ciWI9x3qgfN8en0tNn32hUUPeDvFkIMeU3eWm9wc8empCj8SWicD8g7aDd3E9j9W+fKXMEIz9Gv1NneMRgu6sRLRTp2Dl0YjER2kly+Qs/SFfKJFNFWnc8cPQJ+m3C7jowoNPYmUcagL7bOCAuoIiCQCo32KKK8k/TGTpK5CRRpoqoKmiV4Lqvw5wOSZfEsscrHIGhyuLGHrJviTGSaNXPLM9zWHuaWxn6m/O18ZGSYL2ZT3FFY4TfOvEhoo8HlTpNf7r2LdSPJAd9Bs+c4b43hKCbdssoOo0jWarIWS7Ivd5I7W6eYDG3SpTVRxFY04bKe5S/7xplxN1myPPwbK1pCkcSCMBEvTbKdIuHHEAjqokVZbbBpuBTCOr7iIwKH8UqS/cVxtEBjOjHN1dTVrcre/wOTgUEQxJFaCM/qxjN3M74W4ej5k3SV81QSaao7hrincp3VgkLGOMit5i3UlDaPGudoiK+uevaEQpw6++UV0pT5bOJWjqeO4NJgM7yAqVe4s7HONxWu8CmjxaPRCIO2xm/k8ox6kp/x3sO19kEGA59vOviXXIhf4bFSjG2Fgwzkj9HWmkizQkxtEnrZQ5xEUtWrmI08hy6vs2smh6J6NI8K6vcp0NPBa8cpz96NfX4HPUsX6d08TjyWRx50KO1SaXWrSAHMRyhtJqmXM/jofM+ffBDxanh+L/vjH5NS/uErGsG/s/17gN9vffIMn9p4FjvUy9LgJN/h/jm3lS4TufQe3r93jBfSgt/43En2nXwWI3cO1XewdZOTk/DCDkky+Da2VY9yc/RDHIh+lKXOzWy6e5mwPktSW+NEZyfp6rcSSh7lulziKWsGpV5gdPwk/btyrKwnWHzu23kiPMaSauBLhXuKT7G7fplzqYP4XWl2aMv0U6ObMlkKjLJClq107Kbs4kKwj2nnIPhRdtLDNnWYGm3+MvNpHst+iagT5VDuZgaqU6TKy+y4doLezVVcTeP61Damt2/HMbcUwKOqgwgaTNt9LAYDBIHGVGSJ/cYc3ZsdlFyYwLEI9DBaPI0eSaEqMXRpYaKjK1slGorYkobxpcQPJLbv0wgCSoogj0oRSV4GlISkoUBLSJIBhAOFNd1hVlMIkOyvrXH/3HPcunIaU7MwBo6i9e1H7ZrCQzDX6bDgtWkAgeITCBepevhqA9ssI1UbhEQKkIFH2SihtJZ58MUSfZs1rMkH0MJ9dM7+DSuJcU7sfw8hdOqKJBYIzC8zmCA5ty3gU4e6ee216wwtzREKLDy1yaiMcqQUI56YpLNxhtLFj/LMsUNUU0k2HYdrukLFS9OQ/TjEv86VKBmyPkd9+EnSdclPXT9K7IGz+Fad4QtxRuqLaDiUZYpfV+/n494teE4PoKCba6jxs6iJs+hKjZ6yxfBmiLG1CJar0gh5zI54bPQpZPJ5Ii0XzYOILTk/uZfZoSkQOslag/7NTQY21gl3PEKeyYjRxWh3iESvj9+1TCc+D4oPgYpenqBa38mHE0d4PLWDnpbL/XM5JvOLvND1LGcSFzECjTsK+9lZG2EhludyYp7Z0FZ1shkYpP1RqqKL0U2XHXM1cn4vs5EJZiMT+EJFSMnhIMeu4hPEmmX0kMFc3y564jam3saLSuyoIKLVafrLXJRlrvkuAYKUGnBQ1znQnmRv4VayxYMIqVFV68xYOc6EL3M6fJHBawqD7gBOOgsItGaIwFQJjCaaEydWnaIUjbHQLbjWF7CSqqP4C2jOApq7iuHlsIIcHfllthuQXpzAySD9KEJpo1ibKFr9xvcKMogxuTbBzddamHYbLxzF7hlEWmEG7Dj3ypuwhceSUsDRNAqiQzL/CfZ3n2ZMFPlo+j7+nx0/TlmLb7EZvSwSY7ROEiv9FUrQ5C4nzY9NzzNT7+ZYeom43uHh1lH+Vvsu5jInUXoe52DYY6dxB7NX3sLuuQKqluKJwcdZ6H2SqBchbGeI13Yw3E4TU9tb9xMSI3AYmt9gcGmeaLZA504Xd5eH9DSqS8coTd9DZKlJb/0KI6lnSO1dptinsZGO4kS2HiKs/Cg3f8tn0TSDV2LfiIKXPWxVe74E+VLKv31Fo/oG2jca/K5t1PjBf/wQlUyWjZ4h3un8MQ/k62gL38d/3x1l/NKz/OCnP0m0lsNTTTYHBnhif4nP7KzT61j8l/W97PY0QuI5otoKrlQxhE9HGjzROEIhP8TuzN30mAOcVuc57Z8jnFsme/c1BgfqPD5/Bx+8/q18WQ9cRXKkdJwj1TOUU8No2W4kgraXADeO5UaJegamVAkpBcat4+w0n2NAXURKWBCDPGoOMm+M8rbK6+h1u7hsLDDrb2CtXGJidpbuQgFHN5id2M/C8M1IJY3qhVH9EIr8l8uNNSChChKaIKEKkipEFXED4LY4HTvSpyN9bHw8thrsFQmaEOhCIYRCSGgvFYN82XwpaQfQCl72fuOzWhBQQ1IRW+Do4uNIn7YIUAVsUzUOqQY7NR1PSk57Nkt+E+EaGDf61yRyK3en1xhIFvAj55jxT3La8LjvWY29qxMsDewjlzmCRgghBB6SnCrZUAM21ICcFlBWJK4A90CaoNvizlOnSHRqSGOOgU4GIQPGii49kTu44gacaCxxLtlHS9nKC0XdBr3OOl3eGlGZJ0WR4apL36qN4QjOdk1xdts2xlOnODd0ju/s69CvBhy6UCNcGeKMv4/3yjs4F/QCAqkKjN4Q765WGShcZM1ZAruG3mwipMRTBUtZj9m+ImvdWw3cSAjZoPlbPaoty8RXAqT4Op7zDRMBhGyVsKsSlxpjYRiJCjLJgD69hCIkZaeLwvIYufVJgkADKahrDc51nWUzvIHlWYzXxxmrjaLYNiWxTNkqsZ6oU47ZL8WbpG+CnSXjWWQViRrqkDLbDGsdDK2y1TsnJM0Ayr5CyROsu8pLclc9isqRoJub6zsYqBxE9S26/WlSwSU+lKjx1+kavVqd+UBjqLKLb1l+K9GmQsmTNE2dWuoSvt4GCVZZRVTWWEmts9qrUonb1KwStvYVdY5oy6Q3bpPS4NTqnTQ7/QRuioybYreXxLQ0dnQCFoXk0/FNhDKNFj+PFt66ZxUJ+5Z72D0dxfB8nESMN4ZPcK52N8e63o4jXQLtOKPa5wmp53GDLk533spvKHdwNqHjjkQhG0IKuDlfQav9PdPGi6S9Lva2syTPG6SqJQzd52hyke2pMgm1xS8nJnk47TBgD3PYjHP30HFedIb5h+oIavsCgXCI+CYdxUXxLdTld1Joj7KjvMRrKxfoUhsUerqopFIvzYUSQJdVo3foGrHe6yiqRy0/zOb8bbTWx0nWVhjVzzHRe4mOCY84h6nZEX7h19+H9iq3OvwyWzm/XcAjwIPAM1LKb31Fo/oG2jcS/Fw/4I3/83+xOjJGIZ3lnY0/5y25EFfVIdYKc9zx5HG65mu4usGVWwT/uM9gOtZBC1R2VHayrboNha9eyBUZIBAEUiOCzgPuPpIyygm5ynLLQnVCqLEikfgmC+0M+WYPUeGSlg66VAnaZ6B+GifZhdu9jVBrEKuThUDDUR06iktbdckJhXnFoKgoKKLDLnWDscRjXE7NcNUSJHyfN5c1Xj99J9pSB3/tLNJpIiLdaKO3445NYFsL2K0rqIubsC7w3RC+mcRJ92NnRlBi3RhmgrQSIiW+8lTWxKao1CmJOgWlQVHUaYg2PuCh4MstgSIhQCAxXh4mkhD2BAObTUbzDXpcUEJdlLvGcWJ9xFSL1NfJJTpyqyXACySuBEdufeZIcAKJLzxiikJK0VA0m+dEgRc8Bd1J0O+pJKVAl+qNYfh4SoAaaCgIROARqy+wZDmUgyY9uRmmR+5nSEmTjuVJ9r+Aac9hNRyuiWHef+R7aGsG+gt5RMcnLmrs1teZFHUEkuUgybrfy2DNwWIFIy04evUMY3PncbolUR+UTR3D9pEWRG5qEh9skxIOvgJP7e3GjUv+LG/SmftWrtaO4suAhFtjzC1zU3uBhFfCcetIr/PlqUUaCSpdMZy9Ars/wkanm5lClqHaMxSsF6lFtipk5Y1qBkVC1raI2AkS7gCGzOKKMAIPW/XZjGvkIoLArxFtrGDZOXzRpGl9hbUmrEj2hXyOhT1GrICOp7Cy3kv3Rh/ZiiSmlpkxF/mnpM75uIqQ0FVIYOX20lJ2s8zw1rmLzDPQdZZE7Dq2UqMaCKq+wJVfv/8t4Vuk3TDd7QTZRpZAGWI93EdRCeikhiDSQyhw6W61WPdeZEl7mL2FQbatvYGe5iCK3KITM+wKqpxls7+BbQg6SoWriTly4QJ1vf4SMMdtha6Gjl7NkHf2s85+fvTg3zOVnuEvnnsXseIAdxj9HFRDtJvXuVh+hpq7FaGRqobXPUQu3sdlv5frmkRLnsRIvQCKh5Bw05rBzks9qJ7KVCyPpk6yI/FuvKCOof0G09pBhP86tgUZNKFQlA6fE5LHNJdg+BQ54xGgiW/fR2R5L2argh3pIMMNNK1DSM8T0hZphIpUNNCkxLvxABtXgpceIEICWi+fdymxHPipf5TsXwroqDrP9O/jqeEdlAY1dvkKfXYSS4CiukjVQehVUgOX6Rm4jGG2abXirK3uIJcbw/dftp74Gr/xiz+Dbppf9zz/79grBb8LwH7gjJRyvxAiC3xASnn/KxrVv2FCiNcBv88Wd+2fSyl/8+tt+40Evze+93e4vnMf9ViSH/f+gJv0579mG8+HFU8wY6vM1MOk87u4tXIA1U4QyHXGrWeRwEz7CNVOBtVvI2SHbi3JTaH9KAieLz7DgqywmtjNvuwGlh0mX5pAcy1UAqSAluETeM9g5S7ixtLkBkaoGU16vAR9ToqIUIhhkQqiRGWIMAam1HEVnycSz/OJ9JeoUOCWpQQPzXYxvlZElkpIRyI0Sagvjhy+B6XrfpQbQBbgY+PcoCcWmBgv8W/Clsdkiwq2yOGIdTxW8eUKQhZQAxdH6DTVMFFFp1/6xOWWz+dIl5bbwfFsAikIEHi6hqOHaCox2sLCEwYgCLs2mWKJdL6E2XZwhcZSapBLvYepmMMEMoFLAkGYKCppApJCEpUaUamSQBDhKx7ol82XkrofsCIDzgUO81Kg+YIBTyF+o3PbQ6KypSUYYBOpnmBs8XlmswUivoHn6BRS3QRSgOwg8NFUH92IUUrs5k9e/3rUto08XoVg61dCeOzQNtmubmIKSSqIsNPpwq0vcbJL0re6wi0vvIgWuET7OiRH24T7OhTdCOvVGKtqBP8uh3C6zYmnD5BbimO5PqGgTcjvvNSiARDoJtKKomu9KHIMM3SFcPdxBg7YdDbv5L1Lt1P3IrwjOM9DH/9baqbOQq/DFw5onNwmCVQwXUmcgLoq6Nzos1ICSNoJNHOC1cRuGpEpIEumWqMWjdO2LGKNChOrF9m1fgIRFCnpTcpGh2hPizv62kxaAXO2wkc2TYKyRbpmkG6EsMMjzGm7WWlNEkiNlFnmcPYsB3rO0a2u4FYsjOoAMWc7/c4O4vYAzQBy1PlDpc5ZBfb5Dt8dNLhFPIPjnOVzxjEezd7JpeHtVBJdAOiuQ6LRJuIo+KrJZkLi6iaq77JryeHA3AL35U9idZ9nJZZn2j2I4o3R0BqczZxlM7xJrA1xt4uE30NPTWWfOY8bivBI4QEuOrsJyQ4/Mv5X7Nx2BeML+xlqfy+aEadRuURJPspi2OFMdCctaSKNEJnAR5GSaKNNkF/AdiUnk4c4n5jCSJ7A7PoSUm+ChG15nYOXMkTbOtsSKXYn303bb/Gr9iIvRMYIC8Ed6NyLxohe5a96Psaz8bMk7G7s1jANs4Ri5lHUfyak64W2hNK0FqqdZDyos264NFSFiK+xxx3k7v5FusMtPundxyflQzz07AnuPfcJfvObfLob8PMXBZ9LfhvTcZt5maLQ2Q74aLGL9IXm2NFKMlI8RKrdi0RSVx3U0RMMTT5OT2IV2zM4v76P1aVDRKtZBmWDH/6dH3nVuT2PSymPCiFOAXcDdeDKv2e1p9iqPrgG3A+sACeAb5dSXv6Xtv9Ggd8Pv/dn+cKhB3F1g5/iveybvkropIJTFFzLCk7sF9hdMCksxkyFTLiGUAJkJ0F+cR8TuQWOyjPkvSTTGz1kmjaox3CjR7EifYT1GM2gwWNc4qLST8uUfPPh9xGzSmyc/zaipQl8EcOOqCyLK3jFNcJLs3gxC31KoR+HAddh1O3QE9TRqKGIBhKDQEapM8hHDI2L9RUmlm32LRv0FRzEjXPsxnpppwc43Rei0ZtkQMszLGYYFQW6SeIG4/iyi4D4S8upQgNVlFFFCU2soIsVhPgKA7uU4KFugYEPvlToCIO6EqYpY9gyioaKpqhIDNzAxPVNgkBDyi2YUaS8oQLw5Tza1/5bwpbu2su+CxB0pEmFGEUZJy+TFGSCMrEtImO51fQbDQQxKTCk2Mq7vOycmwJU4bGmejxuCeaFx57qAq9prBIN6rRkESlvLBYSooFLXLYRgcV65CBF3aIdNPBokfQqFPt6+acHv4P+zWW++6N/wWihQFVN8sXRHbzQv5d+oXBAzRFVWqhSoc+LE20usU0+RVotsOlEWWokWbUTBIEAIRm9f4XkWIOrT42xMjuAp2h0DA87voKtWGS8baR1gz5jgL6gh11+H5pQqXpF8rHjPDJ6nNO1PnLF7yBsaPxV5Br88R9QDIdJtlpsdHXzUz/za9TiBkHzLD2V4/juOVzFRQ8g09KxKjpS8cilHdo3kh9CKgTaAB1rAsPvZXLFoX+zTqTdIt6sE2nVETfUJtqqgr63yZ6DKyACHls+yFxtDzOlXbS9ECmzzK6u86SjM3TEBmtewIZwcLStlg8rMJlsD9Fr9xCz42iOhe+pKL7BWa+fU+FeUjHoTuos9CZohDQUXzK6WWd85ikG15fJVCoocotDdm5A8uT+ZSLuAUrpY9Tjh0HV0Tvz7F16hoMbFopUaEYuMaKfYaQNqU6SfcEmCaXJpzp3cMY8hAh8asUGz1v72Wk2uM36FCN3zhFZuJ3Ba99HuzxDcOEf8UtzAHzh5mP85Ru/jW+efgYclVZE59rArfzuBYWarPNZ8TyeU6HRanE2fBPX9FH2Rj+P3/NFlg0JQhDpKAxthtlbG+c71HfT8Zs8UvtHlkYMLsTXKIfz+KqNgsLry7fzQ5tvRSCYtha4EF3jiW6fC5l+PL2XW4oBkepfcTp8jbQdomS0t0jPm938aH2Fb21vkpdd6JrL+qQknzVwcxZ9f+Ox0Rrgrx84yNWBx8n6Km+5/m24lSNshMocNWN8Sq3zJSlwAhNh5FHMdUw/TNAepCO3LqJYIDkSXeG2oacZHjyJonrYhSGCxUke+uk/e9XB738BPw+8nS11hwZwVkr57lc0qn99n8eA/yalfO2N//8cgJTyvf/S9q8U/H7oux/EeehBHs3cRpIy7yn/BZnLaeyygxprEDUkxqpBYt0lXfUxtTh+di+XssOsZE8yPvIUoczalghjScENupGii8jcELGVm9HCowA4BJg3qgqd8AbLN/02gdZi4Mx/xqxMcDpylccSz7Gg5ji6sofowjVaIZcnb1kib3512C/iw7CtMtJS2LEZ4OV0uldabF8JUIC2pnM1NcqV9AhX0iNcTY3QMLZ6unR8JqRglzDZhkJcCopykzw5SrToKD6O8pVYuyN1Ouh0MGhj0pEGntTR/a1imHigEJcQCxRigbjxUjD+DSX2V2byZS/Y8iUBIV/6NhAejiJpolBBpy2gqUh0YEegMIZKtyroM1RMIdlozXPVOY6dvooVayOiAYopsDwNRUlQCYYp2GlWqxEuVnqZsbqRQiEcwIQDOyszjNSOc2lylIdf+xa6Szne+PkPkaoWt+bd89Hd/x97/x0l2XWdd8O/c2PlXNU59/TkgEEeZAIEQTAHiVlUoChaNGU6vbY/+bX0Wpb1fbYVaUuWZFmkKIqkQJEEAwiQyBkzgxkMJvRMT890zpXDrZvP+0cPQUKkJIsKtL+lZ61aVbW6q26oe88+59l7P4+kZSRwk1ESeoAXgvR8FKf7yiSlpmdYigxQ07LceeML7Bt6mc9Mv4NTi9ezR19hTK0hkLyY2GK+8AzSy5LfeBNXV6YY9xQS0cfJt032jdyK0dgeZFYJeF50OaSsUH/6G8zEYnjCpF4aonz7azlV7rJl++AECE+C8FBjl9GS59AS0yh6EykFQXeYwBpB+kmE2UGJrKAqFaTUkUEC6SfRunmEWyIMCnhBmtCPkIk0OFA4jaYEvLS1n02rhKG49CfWEEhW2j04IgaaYI+qca9mMqSqLJgNno5uMRup04i0QXeQqkmoJJFKCZQivp4mvJIbEn7IrnWH61d9Dq2fZWP9AQzF585+gS7ehuXnOMEJfm3fV9G97ZV/K+4Tiigl/072l3PkrA4rmSKN/B6urofcUHuOnd5jFJWXUIWPJROcUg5xv7sXhQiGrqDVy0xpK+Rfd5ZoY5KBEx+kldmi2ROlfWmWc/NrdCIpdq0scObqg4ShZDU02EilWC6NknLzfGS+S8x4ln71AQ6Es+j4/LfgHj7hvQspYYfyNdyhY2zG5fbVLmCXNcYvL/1jamqTf9v/W6xHtq2yTE+laBXIBiUOdAZ4mzVFQg4iSQAegTbDkwXJrxYfJvBnANCkzs2dHLcuRphzd/FwdDd7meFnta+yQ1mhvJRkwUnQfLtPmJEcbd7EH0ffRzPYJL31a5gMcE3t4yRqBreG0PR8nqfNU6pLM/guNSXFRjHWUaPLZP04P23tZpeTZ00/Sd/I51CGNhCOypG3zb5K5ecHwd+an58QYhRISSlf/hvt0V+9nXcC90gpP3Tl/QeA66WU//i7/ufDwIcBhoeHr15YWPiBt3dh+jw/N3+ciHR409k1nGacLbWBITWu8yfZGfRvuyv/JfCNOvXBx6mNfItQ7xDfPERp5l0Q6jS8k5iPfAtRr9OOZmjszcG7ZwmBS9+cYsasc2ysQSMumaoPcmDrEIn5c0R9m9d1ZtHqYMkMK7EsCznB+ZzLVsqmJoc5cqnOay+sEPUkKxmd5wamaCT6Sfd4TBprJOlQCxPc599FwXCpaAkqSgK3K6jJGB7qdmm/hEmpskMq5MPtrGVHAUsIAgRaCBEvIOGFmFJF53tzcB0R0lIkLQWaQtJSJF0hcYTEFeB8+3VMJYyrhDGNIK7hmyqhoRKaClIVoIjvPF/57ldSDT/gzaDIgKjvoAUe+OAHCrgah8ozXGs9wZB5jnRvk2jeeeUzrh+l4cdASjQRkDRaaMr2SiYIFdYrO6guXIN7cYL+6gZ95XNkaueJuQ1e2HuQ//jjH8U1dN704kPcNvM4QrrYaDihih1oKEISKODpSRS9Dzceox0zQdPANUnsPMtVQ8/xyPRriT2t0+zNMhsfoBzGEUGMAT0gyL7A+fQzBGoXt3wXonYdPVqVRCRN6CmEtspumeIIGtegvVKluk7IHAGrMqQmfTqKgiN9lkQV2otkulXCqE6k26EjYmwmI6znYliqggxUpJ/cfgRXNEdVC6E1EVobodigOOSjGxzOLzCgwXT5al5Yuxo/1ElH26T6HcSISj0sUhdZ3L+Gb5sIAggcFK+OGm6iyHU0bxXNvYzarYBTJNPJMlJfwnRVwkyaW82TVPWAl4wCL0e3C2kUqTDe6mOyXCJlFwmiSYTnYLs+M8P7ODc6SS2x3cNY6gTsrtoM16fZ2X6KNzuPURINPKnxqLyH58UkQvNQs2ucPz/Omp/D1U2sSIxqMkMQwMFgmcPaKmtBkie8CWy2j9nE5a3qM/y0+nUmlVWaMsb9wRHukzdwRssgtAahW0J6edT4BZLFL5Lw2kQ1iaE4jNb38E9r/4iG0uKX8/+V5USVrhm8SlRdDVVKTp793Qn22OMoocrv9/4ZLa1D3I9xvfsjnO65iYspk+vLHunyNIMb81zbGmDGc4itP06puo4SDUkOdLFKCu28gmqENLp9fN7cwUbqMcJgAGvjQ8iWwRVjR4xoiKb62ybT7S6RwEIGIFBRZMBuscAblBcYZZ2ONDka7OREfJD/8R9/7YfT5P5dH/57V3j5Xwl+342/DdrzQz/zBj7xG1/gy7/xETaTPq3pO1HTDRyjgYvGj/rPMaWsUY2mSdoOsmxQnUnhuzpbkxqPjQ6wpsQoOT75kctMDJ9GVfztAgdtlUaY4sL0HtJzC3i3bHC2q3GmqdOKStQAjpQdbnCHuOzeRHrhLML2uMW8AdENaTSX8NuX0Nwmmh9yrLiHqFLh5sXLCAkvTOlcKGSZG6xxYSxED6JcdTnOnQsGB0wFJW9iB0lq1QIrVj9BNIoTyWNrGQhV1FD7C4O7y3YAsxToiu3XXQU8EeBqPr7q4akhXRSc0OTbFKVA0kuFKbFIMxtjtjDAeibHViqL/10VXKbdJd2uEbdaRLtdVNVEV5OoRgZLN2ir0FCgrQh8RSJCtp0zwhDD8VBtB8N2EYHEDTVsxQT57TpZSU5rM6BUKKhN4rpDxOhS8Jfok/MU4+vEsl2EAD9QWXBHedG8lrPKAZYZxhbfma0KP0Tv2gy2lrmpeZwpdYa+3gWiiSa+naAzcwva/DA5sUxJmSVvztFJhvzy+Ie5v3QneuhxW/0F9jfPEa83mKkN8oR7kFTxGdzCM1gE3FY/wC3VN/JNI0a29wFeP/Ywj5Tv5HH/DfRtbTG4vkqx0aLlKFyK9DMXG6CmRAm1DpHeL6OnThM6BezNewnau7cLixQXIQQT1U2uW52mFI2yU8bJJoqkEn0YkeyrqCUHyfHQ4Wnp8JIiWRbfppolil4lGV0lamwQGGu4ZplAr4PivDInSSqSQzGfyUic6fpdHF28ikYjiVQg6I8RDCeQCY1U16FIlUJ0jlQ9RWlzkqIUGH5I0w6pOyERmiTUFSQNXCeG6w3jBVG6osGqOc1yvELbsJGBCuH2YCv0Jqq5hmJuINRXG6QqoYoWKriaR2/lICNbbyOirpJTt1fmDT9B0ImRtht4foNWYFHN5tnsHaDc10e1VCK4EqSFF2A2bbS2g29D1HY46C/S7zXYsiOctPsJQ4krNEKhcpM+x4RWY82JsdXU2FG7yERzkaH9KxyJLpEOfaa1BJ+MDvGgPoLt5wm9HLi9YBfxgm9Lum2zHVe509xdeRQZSt7Ud46i2c+m+x/oBg5Prn+Bmr+FFQnoRHxaMZ9KNqSS8ajFLXz1O8VmvZ0U7710G6VWFMtv0Qoa1MMWodtCfFeCQAKOMKkaWZp6iqaWpKGlaegp6nqarhpDS54hMvAnqJ0+xs9ez2hnjT57HZW/Xg8kgG4W+Ngn//AV1acfFP/HKbz8fdOefx4PzzyB9czHufjyO5CM0k5dwkdwj3yYa9SzPDc0wKON63jOCviR5y5w62yNZ3cL/usbFTxVQYQa2UBwb7bL1VkHWwpe6pocb4csuCoBAoHOaDPF22urvDXc5CTX8YS8kfzKEm5rk9HcPZQdl073OEHYYCMpWNbHuXl+ntvnL+Kr8MhBg6O7BkkGoxQ6I6SdXqJ+Dj2Mfd/jEgRERAvdb6N2LDSnA4ZFJymx0gpharsXrm1KGsmAIfMM/mwEuTJMwkiTK0VJmwVido6InyAuDeLfbwWowrMFjcd7NJ4uaHT07bzeVDPgQN1houFSsrpkOi0Cq01V1bCjSdZbF6F+mrhVB6CaH0TNTrA7MsEht4gjBAtxhbmEwmxc4XJEsKH71KJgRa8EqiAkcqlO6dwKGbtFMmYxmrvMaHae/tIa6VwToUDoC6xyDKOusLezxaDVRpHgCo2GlmBZ62NRvYZN7U62In1U9DZldYXVWITlZC+1SBqkZCfTvI0vsJ9TtIMk6/WdpDY0io2QRDNKyxnkZHwHDw0PcWkogR3dDvxqEJCwbRQJvqpiawqBohEGkjcrX+Zd6p/wMHfzR/KnUWSIlJJAUZHfJfSr+QG5jkuitkK8VcPJBGxET6E65ykGHdLdPSyu3Und2RZyLbhVrlq9yKC1ylP7dnBXp4DZncWjw7LSy6XoABeNLK5QMZGMRmsYyRm86Aw1cwFL7byy7Ywfo8fN0mtHiScbeNkYVmKIDTnF+eUdWEsqwgkJYyqRkqQQbWJ4izTVE7jqBQwfbq4e4d3dwwx3duCrFo4MiYffq9vpIFkiZIWQNTzKWFTo0sHCEQ7zpo6hnyFqnCHb8dl3sZev9txL1UwR1auogBVGUGKXiA58AaV8Azuqh5jUqkREwGyQ54Q3iMVf3lMmATUhEEkFmdQJ0iZeMkKof285vum5JK0mqU4NXSpEwpBYrYJWrRCzq1ynXuBtxsv00WDGSfFkq485O40dyTHkpsh7EZblAqvpFoGWodDOUhYZLhr9zEcm8RUdZMhod4GrW6d4Q/YUR+IBFe/f4YUxntz4Mlv297JhEkkl5XBpwKKacilnXAJV0lM12T+XY1djkKRWpGH2sKrnuOS0WFUirCZKr0qFAAgZosqAYXWLPcmL9KUuY5mX+aruMdVWeM/ZfZxQBtlSCuzJFxlJJ9iIaVTlGoe3vsjB9jnqWorP9t3Nw8k8e5aepkmd+aJL2s/w0EceRVF/CMLWP0yFFyGExnbBy51Xtn0MeK+U8uz3+/+/iyb3f3f8cQoz/xeRE9dgde+mmZ0mUB2ukSe5XXmOU4cSfLN5E/dfvIe7zp3kQ2e/zmwpy+/eIylnLRwjwNcEvXrI2zIuOyMhm55gpqOwq2Xzmg2LouXRUGP8bvT9WO04qWoTuTGDoqUJ/QaNuMuxCYd2dw/vfHGdO+fPY5sxnjy0n1b6IDlnD8q3qRO7huZbdGMZPLNLx6yxkVxkLnmBcqxCptUh3Y7zFsXj7eE5JHCiPEnjbITB9a3tPGFMZ3UszfpYii0RQ1uxEYFkITfCc6kbKIvcK+cnHQr6fMmQbzPgd0mEHVaKJqfHipwf6sVXFWKtLpNLG+zYqDJa75AMVbJCJatF6DVSRIlhKtFXWkMk29WWDd+jHtSpBcs0mjPU3E02Ugk2BncTzexkpyxydUPSa21XxXY1wWLcZ6Y7Tz14GT21Rj5boye9TjrT2g52gaBVTjDfHeWCv4vV+hCJSpfkWpt0u8kOsUR/apNWIkkzmmRQDZkIO0REG1WMosg3ISmhieOYfJKqbnPemKAZxlnQ+1keTnNt6UkG1SVm2cFn+HFm2EnCDjB8iRaArwhsXcHRBYH26pJxrRsgWx53GQ/xY5lPM908wqNrHyES0yknFc4nFVxt+zwZnkuhXiXXqCFCSSOeZK3Ug6d/1+AtfVR/g4i7yZBbJh/4dDcizK0N0r1CVUZDCyR01e33WugiU2UifWeR5imUoAzCRAaDRN0BDFmiqYwyFW0wFV3lcnyARWOANdGH29FQF9poqxaEkIy6TIWCm8tJjEDgR6p4yTWihkcpTLHLHSAbJGioLY6XHmVw50PMhDafXO0n4fQyWolwrXWAG9hPUkawQomtQFEItD/HUsgwoBt0OFV7nMXONNFEkaWdBe63R7CsMfTcE5ilb6IGGiP1fexsThIXPmNykau94zy92sea1kcnXiAyMkGZHFZ1k4yw0ESIAYzpOlNuL/1eiag0cQKLll+ltud+rMlplmZuYnl1nLKhUk8mqWUytKMJLMPEMiJ0DfNVjMe3ofsu0XabXHmTnq1VxhYvEvdsBl1QpAdygwAIFFBVDVdNsZYIeSo5yap/A1ypTc7R4CfUb/Bu9QyB98/w5BBf8S6yufYtUoFFK+qxWLJoRwOKLZ2JcpTQ0XC1gItDHc6PNGnHArKNGGOXR4k2e+kqEUK2ezgz8WFykT6UWIxyVmcprXDR8Vlftwi7AQIoRKq8ceRB9NxxPlc3uEpx+Y31LdZaQzznX8ML4TDv105xi/o4Pgr3qQP8QelaOrnDbOQOYStR+rw1rqt+idHmEv/mZx78gcfvb+P/SIUXIcS9wG+w/ev+TynlL/9F//t3EfyklNz65d/n7tp95I4OEci30c7M4UarDMsl7hWPcv6whhNVeXF1iLnHd/Fzzz/KcrLI6k2DvF0/Q9AVONLFG6zj9YWslyK4pkL/mk1pTbBeUniydRsbWxMIdYPEmSUuTu7myatuJvSWyc5avOu557l98SLlwgHOTV6Hou3ednpWLNqqRTeSwjEiZOrH8CJl1vr6MUKfdEcjW+/F7KbwI3/KV8ePs5GF/i2DXSsxbowneYf6PKGAL/tXc2xpP+PLa1y7eZ6EZyOBzXiSY737uFAaYzNXwIwolKRCUUYwlTihjLOpm5zOKSzEBI4XoLY81JZP6P8VVIcOWkJipnyiGQ8jJ0FXCBHbQs+orzxCFIQfono+hu+Qdavk7DIFd4tSuEFB3SJvVEllm+jRANhe2dVqaRa7I5wV+zmRvI6NTP92zlBKVOmjygBP6FDz0M/VUawA8hqxPkFSduhb7XLVYo5CYLCmBiRjgrcrBgZwwa4xU32Kml9nfL3K4bVpzvaOM/vWAvt2niBqWsx09vGQ9RbKlAhQ0H2J4WtEXJ0+S2fMFgw6ksc6Fo8Jn9f3vsA7D3yG9c0xfrtp09bbXL18K29rvIYDWp5jJnwt5XCpx2czG6cRSwKgBj7D66sUqmW6qmA2MYar6+TZoJmN4Rg5ULYDo+bZ0A4JLYmwtwctqSmgCoThIk1vW9BbNwmVGKHy/XNxQgYUww3y62VaCzrlVgqNkN2uwhHHZKeiYuqQUKFXgbjYHvhDJMtaldnIIs+lX+RY4jSO4nF1zOd9OZc5R+V3t6K436bKJKh+jEIzzuimxsR6k8EWFGSRpJJHpAZZFw6L1kVCGTA3Mchzu7s4wWmQPs7qjxJr7WRX9CyT0kWXOl4o0UOPEWWDdyrfIILDZ8PX80n/bubCLBLBsFLnsDpPWvExhE8k5mB7As+LoUmFYpimf/gUsYknMBZupXThPcRk5BUKeVM0+IZxEo8AFYV9MspB/WE8c401fYgV/WrWjX7WjCgz0QznkyWaV9gL0XBRlzvsXrWZclsMd77M62MvMhCvoCkwEx7gQfUgz6aXmHV24NVuYFtyQiKQ3MAc/4I8PQxzQizx2/Zlrq6eJGc7NKMBF6NTnIleh6XGSActMl6djFfFy0+zNjyLHXHpLUe5bjpJrvXdtl+CZGyE/anrGIqOATCbUDidhJWOzWNNhzKSglFjavgzvKQvcyDq8xEZsGetSq7uIYBACrqBfqXyWqCKEE0J0UXAlpnjl8c+zKae4zNv+iCq+Zd7Kv5V+EFXftcCS1LK9Svvfwx4B7DANiVZ/Rvt1d8i/q6EraerHX7mwX/BO1Ztwpcc1MjrcVOCdnKWAlXulo9yfGA/PTuOUrNyvHAyw3s+v05TT/KfbnoPP5J7lh/Rv4UhfAJy+P4k8yMKm0OXwI1x8eyNrHd6yUdm8E7XieYckndaPDl9A3ueu8gNqx2WB1/Des/VCBGhGYUzIxHODRqs5bb9zhQZEMUihkWELjoeBi4GLjHPJWVBqq2QLXcJKg/wfM8yWylBup6C5m18zHmJd2jPEgIvtotMrw/RtnUygcH4VodceR2BxFVUZoqjzBSGmMkNM10YpawmCf3vzMKFkMRUj4jmo2khqiZJYFPUK+SiVWLRBgIXLxBsdoustHtZbA3ih9sD7GBihZ25WXZlLzKVmyWhW/9Lv1PgK9idOF1vAFfsxA/24rUm0NsmqoRW6PAl4XABjWKyzf6Rl2npaeYZZ41+pFBQQ59Yt4kzHyLWHERfBHtnFlTBree73HKmCyFMR3z2mxpvEDotKfmaqDGjznHDwimOvHiUeirN/bffRXHXHPsHj6GKEGchQ/zCCNnVQyTiQ5jpYYSi8Yzf4T9hU1NVPhr5LAdvfQFxOYV2/61U0iN8Zc8lTvY/jRFE+UeXf5q7wynWnBbHLB1Pc1jPLbJWUthIZrFUg3o0wWY2/ypq9K/EtuYWIvARXohwFaS7vSIZiSwwGb9En75OSjSJhy1yToPMZsDRuVv4unMNWyJGIoTbfZ3XS50hXSF3ZftB4CEbi1TtBi9E4jyW6gWpsdPXEUJQU2wWinWmp1oQvMD1HOXH8l1WHY1PLiao6x4oCopUkEISiAB5pZo3YWnsWEqwazGB6aksF7sc3V2lmfCRSp5UdR+l+hAjgSSr2ARSsCwMLvU+jC/a7Fi/AT/YzVhe5x213+MqznNfcCtfU2+kT+sS8VVUJUTTTBz31Q4bAhjpO8/QjmM01ycpT9+LgorAp2ZEaCtVQm9bPi+jBeieQ5kEO+QcRwIdx38zBnF0tCuugNusx2pU8FhJ4+v9GhdTGjE3ZNdCF22hzQXfJeNs0m8vY0QuUfI3yUULLBd1LiWWWPcG8K1RRHcI388iwgg/gclPYHKegF8UW5RFi1LbZqi7QtHZwlajLCSmCA2FdFSixFrMdkvs7t7P5fFZmnFBX2uA/VuTZNs6itVEb1RRAg8llqO/cDVj+jDFMIt+JbN3SQ14MfB5PmxB9A+4ML7AYdPn/UUXsyuprvZgrZVI+S5R4RGXPkIEBErIFwdv50s9Y6j2cUqdCk9+8E+/p1f3r4sfNPidAO6SUlaFELcCnwM+BhwCdv//q8LLn8f7HzzN2vrH+anTt7C2/CJa7BqC5C6a2fMkpcXNPMF9fJA7r/t91Eibs/N93PDbZYRv8O+v/ymWewrc42lc3cki9C6BWcfJnqaw95tEoi2Wpq+h9nQXD8ELAz3cMn+Oa1YzLA/eRTW/H6m4JIaPkht9DjN/iTBUgCuBT/HQ/iLx5r8AgYRjHZWHmga1QJAXEXZYJT66PMN+ddu09BtmD38U2c1J9qFYo4hOmm4Y/Y5OoIAwoWMaAbs357hj+ihXrcxQ7NZRkPgFiXUgpHNAEI77XJn0Y9d1nLqJ0zRwWzqBo+C6Oqt+Pyuin3l1mEUxhCd0hJT0ssGgvsaIucpIZJ2o5qKEJhEvT1KWKJAn0+4j8V3VuB2/RltfJyxtIbMVFDwirRLRym4et7P8Gtur2p+Nw07XZ1muc0pb52K2yKXxXdQTORQ/QKx2SV0qc8/qMRIxjwsjO9ldGaZUVTFUCKMhOzSVKTRmCfiE7LLmWly/dIyd9SWe2XEn46UE108+RKT0AlLvonhxtOoU9Y0J7tuc4smwlyFvjZ/O/gEDRzbpLKhUH7yawLgVO74TIQMC5wm+fug4K9kV3r32Vj5Yv5s1p83R9lmU6BieH6MbX6AbXQcFcptbpDcqTMcHeX54P5fT/UgEk+4KBxKPs5pYZNqQuHovnjmFGz1IYIyCEPSEa9zL/ewLX6akbKIISbmb5dTWfi6VJ/Drg7ScLHOKhidgR6jwFnTeqBhoCDrSo95dJ2jOshQ2mTFCKnoSTzNR/YAwCCCURKWgIAX9niRqOcQ6dZoJh1bcZ308ih6J4zgxZPi9NKGUEmSIEoYgJb4S4OgBniIJhYZOjJgnX8lEb8ajzGcclp0Jmstp9EiAuuMsUjmJspqnW34dMT/gd7u/xi2Fs7hOnE3jRk6OapxZH8JxEiQjEEgTX1YZHpnGNCGbnaZZH+bc6ZvxUQkIWI4vEyg+460JakaNq5SLvKt7ClO0uT98LafEXqQAT3hocrsP0bS6xB2HqyJ1dpldIiLJmhzlz4ojfH24xGy2H923KNS+idb5JrZov9LO8/0gAhPfKeK1duM3D/AhbYH32DcTIPkUq3yBKDbbNLcZ2OxszzARnEXZu8HrcjNc9ZCgfDzKmam9/OKtg4jc0wjFZXhjkDcfh+HULdhGwHz9BEHo4WfzeLl+ClqRvjBLSeboDTIY+Ej1T3mo8AC/mUtztRvnDTlJLltGSkG9XmSpPMhsO8FcVLKQcRD+DEK6qKHOaGuQL33s/h9On58Q4pSU8uCV1/8N2JJS/uKV9y9JKQ/9jfbqbxF/l8Fvs2lz5IGHGGv9Kh964QaWW+eQZg9K8maa+SXi0meffJ5f4qP81MiXGZ14krXNMfr+R5WelS6f3XsD9429BRGxmNQX6ZEdbL2DrXrcNXaCnYV1yi+lqT/tsaO8j+XBu2ilxghxieYukJu6D9QWrhcnFAaBYoKiIkRIaIfItkNEbxEr2agJQbeToLZaotXO42sJhAqIEEtT6cYzeEmDMN5BNRs0OrO8vCWpW72oTh8JrxerM0ArSL5y/BHDw0lFtxP7SR3iKkW/wg1LG7zucpNBL0JSiaJoAZt9T9MdO4Va3La/sWsGzcUE3moWbatEshsn4UkidhezuYVeW0MN3G3qzYji9RSwJiTnJk1OVSa4WN3BbGoQT9VBSoqyxoBWJ6t5ZHFICIdYtEku2qZgx0g28iQ6vWS1HhL6d7QFbaVKPVijZXWwwhgPxAZ5SVW5Do0PE8FUJGvdGsvNE7yY6nDs6huZ7p/YptxWLa49f4pD9iwkEhh2kVRzB0Lq9McUDugKiG2h65fw+M/SZkFIlDBgd+AzqSVQhEepcJZS/2ly2XOkzDoAbTtFpCPQ8g28yjjzT36MwEvQ0hscL7xE219i52yKMIgyP5DmUv8Gb/R6+bnmEeZ9j+dqs2j+Ioo2SSvSSy22ghldw1B8GiisiA6uPIMbW2Y9F+Dp2wNJ3E7g672ESptBc4U9EY29EZ0+o44QsEo/x7iBGesaWBnAXrfZ6Lp0kWjAHVLjPcJkQiqselXC2ilSy88gK6sorkT9KyhvCbQTCTZ6e9jo2X54xjYta3a7EOuS61vHUjzO1ApE7H4CESFUBIGmI1VtW/BYCmQYIISDxCEgxNV0WpE0m+kB1tJFbMPcXtlKQWy1QTDdJTRVvGsKYFok609y9QWPuJXhdf5x3mh+C1O4nK1P8pI3SW04SSvI4XlRkCHjE8cZGLxAaGl0//BGukN5/mifxZr6MleVdzHUGSLUanzAf4QdLLFGiQe4nSUGvqOuIEBBMJYeZDQ7iKkarKxe5MHaQ3RKFzmfDXC+vXpXp7AyP0onvpOY2+b6tbNcs7WK4imsBpJpaXKBOEFoEnpZCOLoePTpl+kOfAU7WmFPdR+/UH4zqWCQmPIIl7WH+R19ihPOXhreDiSC3a1pruo8wVtOLjHXK/jswd34nZ1smn20Bk+i5V5ABW5pXUV/9SDlhWn6rW1XGUcYnM4dwEr30q+1uFrM8wblERxti3nlMH+czPBC6jwpN05KUXC1Ng1CnO/K3SbVCAf9gLdWNjjcllT8YXb+++d+aMHvDHBISukLIc4DH5ZSPvntv0kp9/2N9upvEX+XwQ/gX339LF+x7+fGlZe44WgEx2tRMwOisRvp9LhEfZ0eOcP/I9/JzZFl3nXt76ArIeuPXM3VX3+RWkTlwbGrOJ6/lo1YGjV+iTHnNG85vUb/LS040qZ9+SqWX/wwtiZZKvh4RpuobxEJK6iyfaXYPMQ3XNRom6zSANfEsuM0/TRNmSC8olEpREg80sBw2ygrFlHbxpaSlhqjbg5RMfJs6FEqRo7w21Y+IkBE6shEgEjF8DM9eOkU6AoD9jq31k9wXXOTq8sFou0bENJkM1hjOfoo4eAp4iNbKLrErpq0Luax1rI4roHnS/yuj/QDpKIiIwnURD9mvERMRCl0uhTLVWLVdfz2Kp5Tw9c0PMPEThdpGQZbQmclUeBCdphaJEmIgo9CKCEmHXQRoCqCuHCJ45AKu8RFSN43KIVJBs0eepQsCfev7iXbVpKRrEUknx41+NJwBCOUvPtyi3vnGsS7TSK2x4zMs6wkMAXsiagMGQIhBBLJotvgaysvcDLdx0x2eNvP8cr3ImAyus6RzAxXjT1BKlF+ZdtBqLLYGOJ8fYKL9XEu1cdoewnMwCJEw9MDFK3F22SEf+oN8oy2xb9PPkegt0GvoRhlNL3GsNXHSHuEol1EImkrDXAa9Ftldvpd4jkLOWARDlkIMyCUsOQqnOuqrG2OIxp34qh7mFVUqs0AYYfIiIrRF2MyaZJpu1Q7AfNdl3x5nVvKp7nRe4n+2DIiEhAqCkEzQ1AvYHeyyCBEapJmJkItF6eSTeFEtn8L3RcImaCiCxZis1RSWTrJw3RTcarxPIH4rt9MhihSEgoF05OYviQSBHgoNOLbtjiDBqRkDbvyMpvuaTRvGdVbRwv66TT24VcPgJ9FVSSR3ZLy4DCKX2Vi5VFuvGySFh3erDzOfjlNkwRPiiOckLsJUejru8DkjqN0OmnKWpMHN/Ocl12K3SLXbV2HERrsZpYf4es4GDxjHmbauYF6GBBe8aVL+QZSUWgp29qrJgqNxDpPZI/T1rpEXYOBrQTv8Fe4S1ShHOO3+v4xvtHHQ+NDbKRz5C2b915q8J4VE0OoOKHNsrdKU3h4us2lyCxfHnyWrtbl41sB5tZOLjl9HDT3c0Ddg0KNnP47NMRFvs6tfM4+wiXRhxZ63FR9jrR+mhf3blJPeUivyJvqb+GNzSG+mn2Uh1PP4WguaiBIeUkyjsC3PaSQeFENaVp0NI/OX0C9xwOFPV6AqmS4mN1PKQa3KpeY0uZQr/TQtpw4c5UJPv6+L/7Qgt/PA/cCZWAYOCyllEKISeBTUsqb/kZ79beIv+vgt9m0uf5Tz2IWf49/dH6IcHqGuDRYiXWJmjuxe5NE3BQYXf67c4i4cLln8Cnu3PENuovXYD+9m9LiHBGnjpAhrp6gnRikkR6nmRolv/sBivu/zEptN0fnbyfXaqMAgVDYSGVZTRdYzRbYSGQJWwFK3UVr2GgNh8D+618chnSJqR56PEOQjdDuMWhmTFC2i0ES1irCvwj+BTTnIrq3QV/oM2p7DNYM0p0oubwgN97GTHv4rmBuI8qxloq37rF/QXLNRUmpDu18Drd/mG5qkBVFp6Y4OGqXwFCQuoHUTKSu//XyVH8BbKlhSZ2mjNCQERpEqOtx6mYcL2qimCopVaFHU+kTKklFYAZghBJV8spDCyV6KDHCEEuBh/tMpjMaQ+2An5m22N1oY1pVmk7IfJihSxxEi+aAxuvdNAVXEsqQ1sxXebE6zycOvZmtaB419AkUjZxR5acO/DG7crN87fLdPLZwMzvTi0zl5pnMztCfXEa5MhDUuhqXXLjkCZYDhYqvYIWCN1Zv5aMb7+bZxCl+pf+TaG6KbMdkrKsz1WzTo4A3PEgkVSOW2CQSq6Np2xR5GCrYzV7sygTW+l785X58a4WzfUc5Uepi23dQb+/ER+EgKoejKnakzUwyYD6fZrXw5/KKXohwAqLdLn31MuNbS5QaVRK+gy5C0DX8yPbKTvEDEvUakVYLLwhYyRe5ODzOpaFJNgs9IBRU36OnukGGCjcVnqUQVrhvfYOW3+HWoTfSjlzDU3aJtrpdDGG6Ia4meP/jLYa3XKL+w3xl8jHmei2m1q9hRksTJC6gRpcBiLRGqK99gCCMcnjU5cxojrqRI9E8zlteCBGtEW6P/yFvML+BEODJCC/1jNPctUnVVfnDjQRLeJTcNIcrVxG380Sw+RH5dcZY4kK6lzk9S8/Rw3z+9pBvqE9zrXGIW8+PoHQzJMwcZdFiVa2hKCFWvAJhwL2dAvs8B11cphzOk1eWSKrboguuMNGkSkfRqetRWnqcLS1L4KcodQpk3D0o4R5OxZb5pcHfQ5UK/3r5pxi0+2gLm5awaQsbIWFX0E+GBEI5SY/+W3TCLmfPD/JLuQ8wnR2j317ljvITpFWHQmaKyehBttQyi+WXaKtdFsY1FnULX2/gaR0kIbrroLpQDAJ26m0GpE0h8NmUBRbsw2x2X8tQ+jJ/1vMFBt1xLgx+nK6ZYmd5jYxoMi+SZCvLjIWXGY8vUGrWed9PfJlY4rsLbv76+IGrPYUQNwB9wDel3BbFE0JMAQkp5Ym/0V79LeLvOvgB/OJXzvI/a5fI8B/5ty++jqWNF3FzO+h488T0HtyeXsxuCSua4X5PpxnEiCoO1/a9yLXFUxTLozTnb8Jr9wAgpU9TdZg2FM7qgkOjT/C+3V+gXOuldW6EDSdOy9KokGFV28Gm2ktFylfaRXXVR42BnUvgJiNgqGTaFYZW5hlcnSPWtQiFQjuaZDPbSyVXpF4q0SxkwbxC1QWSiXbIRDtkvBXQarb5XNNhR2WFX3nqv1LJw7GrcqwlVeJeyHjEpTDaIjXUQSiwWtd5rqPyvNxW2VelJI7cNg8NDbLtHkrtAnknR0ymX2UYKzwXxXOQQYAvBK6q0dV0utE4VixJJ5aiHYvjqSaFWo2BtSUml+fZsThHtt3C1zQ60Sjz/UOsFUs0kym6hoEahkRDn6j0XyUG05Ua9TC6HRRlhKaM0sYg1AWmAYYRYhghqrGtuIF0IfCJOh4RP2Sxp4/Z4QmkENsVo2FI/8Yy18+c5tB8k3ZqN1LVcPQWMpdgdzvG13ydx1AoeS5vXz9BxD2LsxN233QRTQv40stvIHEhwg5WcUVA03FwlTZzwxW6E02G4wETRsiYIYlq36ES/QCCQEcEURJhDFu16GptoopE+XMO91WZp9NMYS63UZt56k6JddFPeGVFJeR29d1qmOWi38sCcQwkd0qFvfoSp0tPcSx5llD6TKwLppYDhjd1km4JK9rDaqGX2f5R5gv9+IZGwW3S367Q066hSkkgBBupHMvZEsvZIlvJzKs85mBbcHpkdZ49ly5w4OI0YQ1emLqJS2+5GUOZ5v9WfhmNFJ8+O8CxxDRpqfGBeo0hY4j/Z+JfsmAMo4Ueg2sN3vjIl3lx7GVmR2q4G6/Hqd7GQOhzQ3OaRHiclcwWiz0Wq0kDa+UnCJ0iY8Y38IZ3Mjt+K4pfZt/M49x9/gbCMMINsc/Ss+9hlodNUhWXZ1c1Tqj7GOsOQ6eIrjpcE77Ma+RzbGoFviFuYtkboak3eaH0Ar7i8u6Vu7mpeYBetfcV6y5XeCwqK2xp32QPl9nJHJrY7qP0wjSOLNEO06x7VaaMRWKaz5bsIRrsxcGnbtqEepW8v0nObwLbWrezZpLzeopM7QB570Z0OYGp+qjE+C5HOtxvC7jLgJj/efKJP6UaJvn1zru4Tz+Ch8LVrVNcWzmGogi8TB4317s9YUViqRYt3UIP4WedJ9jFEidr/Ty5OYau+szt2eDxwTjv2vC5ZvZmNm9W+MzKIE7CZyX1xwhtkLcuvZ0zLY+1MM26TBL1bd46+xTXGLPM3raTf/XRX/2Bx+tXxpm/LXmz/13x9xH81hpdbv3PjxO9dobk1mf5mWeuomKt8vKhu+mbe4yknsYpDhHt9NPVhph3TrDqxpiLj+MJjZhmsSs3w4SxSNbpooQJWn4PG9Ecs2Yv606Cw9pz/MTuP+FyfYQ/OPpeqjK/3cwKDASbDPsqJb+P4bCCNJ/AJSCLhZdQWSj1c6LvKqZzUwAUuzUkKuXotklq1gk5XAuYavkMtyoUm1vo9TXqrQott0LLqxECs4lJHs9ez1X1l7mlehRjskt6R4v0cBtFl/hNleZ0goXFNKEMiBcaGEmLQA9ohXlawRCB14/m5684I4TUzNr2w6jRNJp0NBtfTeHrPThmH4HeS6D1Euh9hGoOISFmd4h3LaKOQ9R3iAY+0cCn1xbsm99g96mnyK1fwggkUoavqFG0YzFaiSRd08QyVCxDw4vF8aIx7FicVjL1PU3JjlTpXtEvdaWKh0oQiu0m3tBB8TxM3yYmbTaGx2jl0mTaLbJWi4zdeZWrwvdAaowGWYaVBLHxh+kMP4veGGT9uTfwoD/OhpGgx95kX3CWIO8i4xFSQYKiUyQldQ65M3TUDqc7eRrxkAHra5iRJsf3CpJqmlJYouTnaQqHJ2PnqHkqufIBcqt7qdtFUp1hNAl+93G84CxaZIC+Rod0a43NdD9P9V/D0Ug/TXQSOOzSNtmhbmGKAKRP1WwQJnSaZpQlf56GOUuoOmTcDL12kZ52kaSbRGW7zF9KSdcTLMkc82qRshKnJOuMR+YYy8/jpzRcLcZ5cw8vR/eTaTY5cOk0g5V1hsplhtc2GVheI+o5nMuN8Ol73sbmzVn+bfCLJDwbMe3zh9EEx+IqChE62q3cFbmWwY0Ox6bXWBx/CT93AbdyM0MLRzjYOkp/Zw4JeLEkF0d2sdY/SaAr+M4My+sDuHYfZulrpFIV1gd/Bs9Ik6r8KWNLl7ljYplrk1ucX09jXp6i7I9iEyEtWuzXT3OT+xLC8Dg/nGYjrzP/4nXMyJBy1ufu+hGOtA+ho9EQHU5GLvLN/FM0jWneW3e516qRwMGSEWYYpxEeIhYcJi8nMKQOpoo/muJLa+c4tPGfuT0zQ81PUvb+JWVzH0vpKPNRWDC38CPnmPTWOdw6z+HmuVcCYlOJMRvdQVvNYQuPZ/3rsLxBdrhpbuxGyYjt8SGkRUz/TQrq80wH1/Mrzod4UomTdWvcUX2S/u4qCIGdzDBf7CKS63w8vMgeb5u+ndMi/IfcrZzTBrnz2CrZZodnD1/Pc1ffg1S/m7qWxCsvkmz/Nj1+hh9Z/Ah/7OkUw1VuqZzm0vAEl3t66e12+P1/8mH4GzJC/xD8/pbw8186zedOLZPY+ycMbK7zhqezqIrON+54J3uPfo50NEU3O0CiPQDuGE3vMWK1s8zHRlhKDrAcG6Qh0698X1zrYAoHL9Doyhi+1Li69BIfPvApVtp9/OaJD7M3f4F37PgKmci2UWZr+SAbL74f303SO/EAPSOPo7QnUdo7qHs7+EzvFI/0xgivLHuUUHKwVeE1zgXG3edJJ04g0jaRU4LoQyad/ijLo0k29TjBfBLaLon+MtmJJqnRNpoR4lkacjpO4WhI/IyNkAJH0VjLF6mVijQKWbaKBUJNAykxNZdidIsx5TI7wsvEnSZ1BCuaxpKusaJpLOgGC7rJmipwv+v6Nnwo1AWJboSobZDqaKS7MZLdSQx9gG7WJJELaTktSms1Dp46Taa+iogXUQs7sd0asjaHbm+3SfiqQi2VopaI0ogaNDSBr2kEZhQvGt2eyao6vm7Q1ZNYehxdhETwUMX2KvbPI5TQVkxqeoIaMSpmnMZgjrYZQz/bRG/bjPs+V8sWIrpGoecyY5MvoOsO1cX9RGbfyEjYR04mvkdWLpQh0rMQzhUnCSOBYm6rnri+hbV5Cv3yszi1Gf7d+zTU+A7eWL6D2739bER8fqn/j1k0jyOkYKi+m8nN3ZSsLGHMIdAtkmGMjt/PyzLLCSAEDoSSlBScVwKuXT/BnZWTiGyKrVSaatSgG02gfpfShpTylVyMKxzKkQp1s07NrGEbFYqGR6abwdvcR6Wzl4VgiI6iEQvhxtgMt418FdO2CdcN3CUTv27g2QaONKgbCbaiWfJ2izsXTlLsNjhR2sGXb76e9936eSSC3zjxEZZcBSP/BFryLEKEBHYRResgNIuB8rVcc8ImG7TB6MXOGITpPuI3vJ72jh6aYUjDD2g4HpWmzcLxVfyKj1Z4EaP4ddr5n8GNH2aHd4wPlB9gdXEA7AJSSnTP4m55jGuMkyhie9U8R4pZt0TDOkBa7mbE3EVSzeCGNovt8zxvvMjXJ06Tinb4Zxtt7nBbgOCiu4MFeQcWe7hgrOAIHzNUsUXAgMwxFfYzGhTxheBLvQr+/Of4SOzzpDSHl+3DVJS7ET/3bn7z+C9wqXqSZHw/P5ld58vdd9Oz1mWHfZ5dzhJT/jKD3gap4NWtQy01RoUMVvh6kt17EESRYpai/kvoosbvWq/nv8s301QT7G+d44bq80SkS0+0xdsHzxDTfNb0DP98+C5OaGU0d2Hb4ssX3Hgmx8RqgpW8zfT+FkrhLvz8BIX2GvnNVXxtg2NiFhX4qFGgoNp0tABFSHTfx6/FeOtPP/HDdXX4PwF/X8Fvtd7ljv/yONfuN3jJ/f9w/eIAe1/2KUVH+NQ97+SGR36HZCqDlewl1y6htHfSNmcY8i4Qc+M03TKrgcVGJE4rl8RNmLgxHdUMiKg2Jar0tGtE803Gxhaoull+/dhH0DoqH/P+jMngMpo5BOoUc9ZNrDl5Mqog26PzpxMm3+zTUGXIXa0Z7nEeJO3O84x6I1/N3cm6WSQedjgQvsSkOM++4CUSq02sc3FaazHUUkB2oklmvIlqhnieyfMbVzG7uZcRp8NCXMNA0tvqogU6EuMVl79GJMZyroelbJHVTJG47zAUWIxFVXaUivTILMpLZzFWHiKbfYreyBpp18fsBiiWxPFhRVeZ13XmdY15XWdO01nV1VeCOEDcFaTaOsm2Qb4VIy/yFGSB5IrFvunzZK0GfmkPyT3vIFRVypvPUW9dItaskqnXUcNt6rATi1HLpKknY9QMlUZERwqBVDUss8hsdoK46jMY1giN7VWiKxU6vkFdRthwTcpajrJIvMofaVvTFCia9EZMfnTrApM7v0i85wKdVoHO0UNsNQ2q+TwAvvCwzDah4uFbcc46B9kI4tyxeop3rr1Ix1CZU5OoMk4iO0xPfpLJSAlTqDhui0rlHP/piIvlP8vrN27jHvcwihR8y3uUR/pOsZVqUQrT7OyOMlo/xEW3h4eBMpIssCd0WAoEi7rBLdVT/NPgPrrNOIvKINaVc9ROpV4RExe+h+L7KGxXXYbaFRPgMMSRXWpak/XUOpvJTTpa55WePEKVSDsNdg+NYBJp93Dj3BbvO/sUw+3Nv/B+K8eSbCWyjFXX0QOfB++4lqE3nSWudfjN2k9izZZJyqNs9lTx9OCVz+m+wqg+QDE+QG25QUbJk65NoLeTpM00u3ePsHPXMKO7ShhRjfNH1/kXf3aUs4qGkTzNvvwTmMl7eKL3FmKuzZGZx8A9x+Fyh3eJOhk9wpbTR9keIG3EiOt9+HIE0Amlx6aYZcs4yen4yzyasfA1m49VWrzRaiGlwunGMEe3emn7OgKFnugImeQOzmds2orFTrfEolHHEi6pMMrBYIQdQT+ogupQSGfm33Jd8mU+n0jzW7ksgabxL6/+GKXKJzizvJ/1yxPoQhCbP09C+nj9u/g9dx8JzeHd5hPcHKlitUICtYmZhJ32LHnXoum/h3bwVgQuhno/Be0zbJLlP3gf4uvBQfI0+Mfu56mtBcQNj+N33MnLkb1EWqdYjx8l0VriyEwSI19A9Et6ttpw0kCL+IzetUKir7t9OUjwPJVKW+P3uxrtUPKTZp7dQYCwGuiuRVCNcuT/OoFh/q8Lnn8//EPw+1vEr37zAp94dJb3v6nB/bO/wnueHcWsS6ayR/iTG25gz+O/Q7SnRDtSoOjGoHYtjViZSs9zXB9McKR5EEf32Bivsz68wZK+xGzrAr49zU7TZ0dEElFeXSre9Q2qdg7dzjLq5DG9BNI2uRiaPFboZTEeRVoKoxeWkKFCLmVz/bqD62bY0FeIizXQFC5HB9n0UyRrNUrlVdLFFunJFpnJFobp4UmNJTHMHBPMy1HKq0W4oNCrtejRO8S97eR7x4iwnslipRW0tEVBbjC4ucbw4jrDM+tk57qo9e8ErSAl8QZVwqEUXmmQzWCQWsJHDL5MPrtCRAnxXEmlodKp9uDVeyh2XUbUMoaxRVXtsGBsB8UFXWNO06lp38kfJhxBvhFhcD3GXS/V2bni0hi+joHdb0ONZFhwLnGh+hxhd5O07ZNrW2TrDeLd7ZvR1XWWhoeYHx2lXCiAlLQDg3WRZs/yLEcunSRdr2N6Hq3EIPOlEWrGBl014KGDP8o5elGsAKkKdOlwbc9L3DLwHDtzl2i5CZ6feT2Xlm/DEJeIi29xuX+ZiNLHWGuUjJtH/XOu5L5UcFFxpYqLinfl2ZUaISp9UmcHBrukSQITNdQpo6CgMopBDAWbAA2FZ/C5H5djbBe79JpbyPQztKKLBH6OjJVgjweFMIYSZol8eyUahqjdNqLboeLHmFN7uBwZpql/F3OBQ5/aoldp0qc0iYvtZnBL6nQchUxrkZh9gba5wUIJ5noU2t8lOxu6GSJOlknZZCq+gZ5OE4YBotnErArEpkCWBYGAWkKlHQlZL+is9oZ0r4xbSiDoqZpMLicIrH7W8gF2ooaTaWNFXBzV+U4QBoQU7G0eIla7kbrTS+OKwEKGNh3FZzrMUhItXqvPYyQH+LO9u6iYGj834/DeBe9V63RJSFd0WTA2IXqOvepp8p0XeSGi8Du5HpY1h4/Um/xoq42CZCnTS8t5L7GNw/j2OhvqcdZZYKMhcW2dUFVojuxFNU1iW5skI31sJAIMNDJhjD3BEJNhL5bi8MXsI3yh8BAHnRb/bLPFmeYhvuVfT90sEu9J8vTkBFOFFFc99AAnnN0cwuQNXpMhtYBcPo594g+Jjg/xh/f4vGAM0OPfQk90mTtaaxzcvI4w3IUhzpLUPktEeYlzcpiPe/+Yi3KQa5vHuabyIrqQTN/osVFa5E09Q0ypEs+/jBCSMBSsdnpYqQ8gnvbRWx7xQ1PkzRPoF+cZf8rEV3QeP/iT3HfNV7FSW3zgkYB7T8U4OTHJ/VOHue//+y//97E0+t8Vf5/Br+P43PFfHqc/E6W064s8t/gt/sn9JRpmhCM97+DRgSTehS+R6UlTN0ukVYlXvo2IG7BUmmau5wzvrB3gxtY+VFTW9Qpn4xusRSM4RolkmGHIrTMWbKAlz1IZ/xqOIlioD5CUbVKRFhHTQVW/fy+V19GwawZ23cSuGbgtA6+tEfrb9iOxnE12pEVk0EYzfXypcZZ9vMANnLcPUqi16K+X6W1UXwl2ltTYCFNEImnyfgxp2byEyoKmY4Y2Y615JjuX6HU3UfUQRQ+J4JLxfNKiSyRjo6Y9ZD7E65eEafg+etjfA8vXqdo56t0sBFFyeoy0HZCt1Mm31mgrG1yMwmnT5IxhsHBFcT/lCA7P+xw6q5AXt7Jv4k1E9ARblCl7y1QZoGJl0JwtEu0LlLbO0bN5Di3waMQTXMrHWe3dzQOZI8zFcryuPMcHLzxKoraA7m9TRwGCr0zczKd2vx4Fychkmf1Tp7nDfwRTc2g0Mzy+eisPrt5MGOr44XeCtaK2maotcKBcQdl1Ixu6ziW3gRG6RIVPTHXRwwCNkLhwyIguKgJVhkgk35eLBZBgYKBKnY7UWUalKTUCVHwpCBQH3agSUZskCckEOokrPmuh9FG6LYxWB9FtshFvslCArYSK5iSIWlkSXgEtyOCFOlFXkrEcMt02aatKslMhI9soSZ1WLsNWqUg3dsU/0nXJeHUS8Q2UeJWa4XDJMTlhZKiaDmhtFK0Ff4lgg+ELcs2QTAf66pL0bslAn4dxJs+z63fwbM912JYOTshN+gITaoWLfoGjbi8RUSMmmtxDkpBBPo/EBUaVNuPaJiXRICJ8fKlw3B/gfNBzZauCmB7i70vRLKUpVdYYX3mEUL9Iw6hQV1uESggSFKmCCAlFSCyU/FijxQcbTWJS8tVEnN/JpFn5PgLYIpQoErRAoIQCVWocql1Dj9PPQmSG+egsipEgUEIc1aYUZPng5pu5rrOPquawFZxnzP9txuPbPXeLVoYzzhAn/AkuheOYei95PUuPliGFi1if5uqjn6SSTGHeESGrb/K56rUk22UG401Wx6aYHtzFZHOEdyxmMUITXcwRVx/CVJ7m63Ifn/DfQidQuGfrW6S9JuOvXyJe7OKvmJyv7+Bh9yaWqoNkhgwu7J3knicf5qaj36KZ0Ck0LQ4tbmAEISCxzSxKUOfX32Lw4lTIPeUjfGTjnRy1/ox3/sZ/Rde+95z9dfAPwe9vGV94cZl/cd8p/u83j/Lp5Y8TbtZ478N5urE4d/W8l0uGzbH6wwzmdTaMAUTSZ9m7mwPzLqEIWCiusT5QYooUexqCiVZI3pNoCFpCsqFLNlihY88i5Dn6bjsBAi5/Y4hmOUldT2ElEwylI+wVGtGIpKq6OJEO6UyVRKZCkNxEau733X/fV4nUVdLrAr+W4ZIcY14M0JVXBivdYWAgyfj4fsaG9lJxFH72izOU2z4/no1RWJJ4rkSJwKzp8QA+XQFF4DVqwB35GQq5C3Rz53ETq9sbDVWMdh9GLY9aD6DWhI0a6lYX4W2rzbvjks4hBbsXTNNHSuiE4IUqutBJaParjyM0cLpZzKZJvAO63WKVCs+pgmejERqqStwPObLpM1Ud5VblA6TECKtUaISnGR1T6T3yBsrLScoXNnFefIzE9IOY1iaWoTPTm+eZodv5Rv4Qez2T11oaptem4df5SjbOaszgLYlneO3A4xjDFYJQ4QWu5UR7J/vnNRryMs8mX8bWbQyrxNTCBzC6fSwbkhXdww5fPQOQAhQNDBEQkSGhUGgFGmbgslddJ69YJIRDXDhoSAzbIeVKIlsbdCNF1nvG2BIhvvCJCo8MPobwCEX46hWLFIhARzg+eqeM1llH2BaOIakmPZYLYCdcuhEPK2LTNNxXZO0jjkKpZlJomKRbGiMbOmNli/5ai3TX3WaBe/qgZ4CW9NgioJxIUMlkaScTr7RIKEFAzLIwuzabeppL8T4sxaDQbbDXvkw+bOGIGCvZIqeHJrDNGPuqZ5maniVTtjE9F/dGG7nbodPIsLx5M1tyDM1fJxbUOJPrYTqqgrPGXZ0YtzT28vuhwjJdDkTm6NXWyPgJJFDGZMfQixilMzzlTnKsdojg8kFkaGBG5/HDCE7vJP5UDvwQfbqBWl5FMzdQzE0Ucx3FXCcpqrzfrvLBZpVUEDKnGMxEVNbqUeorJl0RYTmZpx03USMgNUEoJBCC9FFCG0V2saUkq1xFIRxiS5ljwTiFHU9hiiR5N8ebmkfoc4okiFGQSTZNQUdu0Nu9j4J+jIxe/raELQ0vQsWJ0fJN6nac3As2UgjmbykRi/nk1Dbj2gZZsZ1jrskEz4R7eUQ9TNCbJavu5671KGMdDUlARHmJmPoEW2KWh+Ueag2BttGgFfbymZE34Ssat2y8RGt/iWeuvoE3PPkQP/GVzxF1XDbTCab7C5h+wL7FLUodC9vMMj98F4/v1Xl0+AWIL7CzvZsPVl7HG//tT/5wLI3+T8Lfd/CTUvK+//ECp5cb/JcfS/Avn/5HvOaEwtDGCNKI8rqe9/FQr0Zt5vNMFGBRH0WLd/iTqXdx+6llptYj6KGBo3apxit4SYN4PkoioxK/fBH7wlF8t4UqdPTkEOWJNPsOP0BcbfMZ+WMcu3QD/uXOtoht6wJ3RevIbJF2tYSw+tCTXdCf5HorgRkJCPI6mILQN6i0k6x5sKLUaIvtYBKhyzhLjLFERq1B2sLucWkkNbwwR7y2B6+ym1/Z2suZQOeDUue1rsGcE9IMwTSbxIeO4g68TKkwi6F6OL5Bp95LsR5nqqYQbydRpMa2059JIGN0/Aytbhy3Vkd0LqGU51A3GwA4EyGN1wZYU2BEJG4IF2yFdqdAytpDxMkjjTpatEwquUUmsoGifFvUWod6lo4DM36TbyApKyqpIODmVsAtnVEOd25jVfYS1z/DzqkiyvUfguIuWuUOc597DPf+PyXeXKMZMXh5cIg/Gn8DS9Fh0nQxom1eM/g0tw4+Q8RwadkqL5VNnnYEG8Z37iclNBhdizC+UeLgapqs7+CRoZa5E9fMEa1No1RPYIcWL+9/DbN9E5QJackANwDpS4QbIoLvvUcVQlRCAqm80kQvpGRSCF4ThgyGLdYia9weTtIXZjkmmnwy+wUM6yKT63EKNR2BwIyVcNQ9mMpOhBIn9NdQlMs4nVmkv+1z56kh1ZRPJetRSbtspixa8e1VmhpIxjZgZEOhx80yXppkymzR13yBuGKhFneg7H8HYuoNuK7O5tISG2trlCsbVJtlGl2brlTwhE6g/s3yOwC+8HFUB1uxiWIw6gywFkRYES55pfMKNRsGBp6XIZc9yv6rnsUREX5P/ShWJcPPn/8tDvjL/Lj3zzkXTqD0TmPtvRnDbqCpCla0iFbdRLuwhmhlMGTIe9RH+VntK5REnTP2CGdmhhmY32LX7ga5iQ1sDD4b3s1zHKJCkjXSuCmTVNpHiwk6ZpSOEUECUccjHgZMrV6gv9WgI2F8+jyFrsXFvQdwTY1hZ5BbGENFoalBwdfoqvBgr8bD8RalS8+yX5ljT2KZcXeZnN+k9VSEzrrJyF1ljKxPxzdoeiYvuWMcFbs4r+5gUR0gUEJ6qeKjsaGkaKXTDOTTvMYzeMOaS48jkLiY4gwR9TQOa2xZbZ5nB7V2gicO38TM2AQ3nzzKkWNPYWmCq5aWyXdd6skILxcTdFRJJhhlcfAavrX7UzQjNYbqUzRCjXruNIrdx9GfvJ+I8UMQtv4/CX/fwQ9gsWJx9288wU0TBfbvf4Y/OPMH/JMvKmwlJ/GMKDeNv5f/sCPG7Y/8AWNFyWV9kpyyya9d934kOlddnGew3GSgkSVpp14RuP02XNWnmjSoJlTmS1DOHOM9yT9mv9ngGNfwqc47cM6sETYmUbQ2vYMnmezdIn2uj6nF2wgjDl+c+k3eYkyx96zBQtdlo5gnUBVUqTIQZhkIc/SFGeIYKOYMauKrmMFZct02OtuBxFMUrKhKNyZoGSb/qfxjfKtxE7dmj/FTO79AEAsIVXe79c03kG4vrjLCdLufM5sabdckFklyaLAXBYPHXirjOx4/cTjD28bBWTpDc/ZFaqsLrLWjzFdyZBvQ322SqrXBD3F2S+qvDbDHJYaxnTCfdxSsZj97F9/Ezup1uMJjNrHManKRTmKRXPoSxfQSihIiQ4HVSLBi2TyjwLlAQw8kN1sOB60iaXsEuzVMt3OITtB75bhbxDrfpLT2FPPJBI+M3EBsOMFNA8fYnZsB4Kyt8mxbY9ESjIUqY16SgfYw2ZbGlwp7eGrv69i1eJmf/4NPMLi1eeV3VaimcyyP3EkzdR2ICNHOCsMrT2KYDoN734fQTE6oCzybKLOYy3MmP0I9loS2z/Bil+FVBy1YJQybuDETTYeM6JIP29Qcg5mwhzmjhCE97hUvc6uT4Cr9IABnak9xznueC/0WM/0d2noCmvu4y9fYH8Rpre5DhN85B7ayhOatEjiLZJpVhjcqDNTbWGbImWGNk+MGswOwkfUI1O2xJNZVKdVNijWTXNMg3dGIOup2ZasQxJIZ0qUSyUKRbF8/pr3J2rMPsNDUaCkJHt9xJxfVcaQVoIqAfu8cee0M8cgqtuFQjzu0YwrprsE7ntMYNDWqt+vYgcnSVhzR7SUn+7CAhtj2hxChJGaVMTpN9t1wBDtho6qfIZ3e5Fywh6PVCT489zVusbdoC8HvZdL8kTGBXX4TdmeKgcwKy/v2I1WTvYsOp8cjaNLmJ+Z+nZ/ZeIze0OWM28t9lTu5P34HdWObRYnjMamt8uPG13hT8BxziQH+/fjP8Ej2yCvqSkm/Ta9ToeDUQIKvJCDbz0ZHUNxa5NqFaRZzPXxzz7UkrA6FVp1o6NNbq7FnNc5up0BetVGiOn1eDAPBaeHzWF+Xl9MW0W6X1z35CLedeIHZgT5mC3E2jCwvZ69jweyhc8XSCimJBRZJ0SYZaxOPW0RNm0joECkHVK00F4b3MJDr4TVtwfVVj7HOD74yC2SAJS22tAAZdtHYIi7mKMdfYi7S4Kf/+dF/yPn9VfhhBD+AP3h6jl/62jl+4c1TfGPr37C8doGffHon64rAVzVKr/8g/79Ump/78p/Qm97gYnQPY+Eyz2d38NDUTQgZcu3Lz3Dw3IuYQYS1vn0sDh1EamlKtQ6FRpdMV0UPt/Mymt4hs+cBsjsewRYR/lS8H+EOM3tGYa0cR9O7GJnnmJBb3LhxBN9oEl5xRkjGogzX6hSee55ivc7mTa/j6ckiRlBhvzXJ7u4ohtTxCahG5ojEjqHFTyCCMtGuT8q1iQYOnaTCo6Up9FKTmG6j25K+zS7pRoDqS7oxlVrUZF4tsUiRMmk6Xpy2l6DtxrCDCG6gY/sR3DCCpsVQlAhgEPjgWjae1SUIBIFUUEOJHgbbDu4IAkMQxCDUAaGgiABV8dCFTzLQSfopCkGUbBChrTq0U5dI5y6ypzjLYHIORYTIAGoNwctS5ZSvsugqBAgSAShSw5MKtlTJh8MMixR7kzX25s8T0Vyatkqt5hGpegxbHpOuR08Q8P1u0S8X7+Bf7fjneELjF879N+6Zf4y6jNHwDcoix1pyJw3/IGpnGC1IggxJtBdIp2JMJQYIRJfzK1/jcqtOuX8PX7zlFjp9cYxAcs1FhyPnWwwvP8OCv8lz/Ts5nRpFyJAd3Tl2uZcpWetoV/K2ZqyHa/J3MagNUhZNntLPU1Fa3/e6VgIDw8lhOFl0J01p6xxDy4+SbVzCVzTmh8d5/tABTk3upGmYtHUTEbgowTIiWCBgGV+sEirNV75ThDpGkMb0UiQthWzTJd120XyfUJHYhmSpN8dqT4pANNGdNXyrB69xNX5rH4QmimKRjF0mEmljdhUmOnV21Be56cwSWdWh8WGB3WuxMPM2Hpy/heNCpc+p8Y6Fb9IfbjL6lndwbG2OVP9ZBgfP4Uidsxs57li+yHW2TV1R+Kpa4ES1xHr2BkavD7lT+SrfWn4tfzp9LyEK3v4sSlHj40f/iPfLB+gNKrwY38WnI4M8nLpIJMyxz7kXlBjTWpZyJYtfk4hwW5jiHnGUH1Mews5HWU8nmQgvkwkbVFoFmo0cO+Qag2ITBYmrJ3B7r+FbSzdxSlpYiuDlQh+VbA8bhT7cK/6NQkpyzRZ618FpR3h7xeFH6wF5YrjC5XL7NH2P/xGrKZOvT+znRPYwi9EhtNCnX9YohWu8mUe5duc05T4dN64gfWjNJSjPZmguJ/CB+dQg56MHmDeHKaoqe/MqMlsjcONElg3Ggio7E2WmwkWGnXVUfMJQ4rVU2pbKdKIHVVxLQrWQ5iZqN8R1k6T0BHkzBqIIV2rIm9TZ8ytv/Ifg91fhhxX8wlDyU586xjOzFT7xwQF+/tkPsmvOpa//nxE5/jipVoO1a27lkfGDfORrX8BI1VhK72aIVfY0znJsM40baHR6B6kPjtKWDmFrjtBbJFBc+toJBttJvK6JHtuJHj1I4MfRE+sMXfdpjMIMF9iFU3svfc0ixzYXUawN4sJDAq4fI9ktMJs9zYsDj3K47zAf7nk7w/c9R/MrXwUh0O+9k/uuC/li6xn2d6e4yT3MRL2fse4AKgo+IY3kReyJ++nkZ5CqD1LSaOb4w5kfZaE2zB3qNI40WZJZNmSaMunvOVcqATFhY6g+QglQ1QBd8TBVj4jmIISPENt+ZNvPKgQC35ZID0JXwWhLYo7EdFwIQ4hBq6TQTmig6gShTseL0nKTtL3vdQQ3VYcduVl2F2bZmznPYGLlldxIx43Q9SMEUkVXfVJmG/0Kjdq1TQplh+IJcL6lgxSsDaX53N57cH2Tj84/THphFUFAJxUhdfPVDN59G0Yuymqnyce6IzyrlHjd5gv80rlfZYAtVPGdgiUrNLns72Oueh2Vzl468QEAdGmRFk3M8gki68ewCfnUVW+kNlzAz0dBCoyNFqm1Cj2dMsP2KhG/BQLUICTbdSBbYm5oklODY8RkwF0bPjd5O4hg8HC2zZd6uliqjww3IVgFfxHCDZTA44ZzHV53zKbQDGjFkiwN3cpW8Q4CLUqgdnHNKq5ZxTEa2LqGrRtoagzPUKmbNeYSXRp6kt0bz6N01ygbPs2og2UGfL/ZgkQHJUO24VOseSQtjYydIe5fQ12dIIwvcCoYYo38K59Ii5CCapDzwUZySThYUiehtXln41u87clnMBy2nUZuCmjfIiEmseZ0Rjcr7HdcGlqMZXkXseDtRG4ocar6FQLzfiJZj9P1Q/x65l/gtjWiJzZ4q/sU/1p8lpLewKoYPOvezH+48+OcL6YxA39bkFooIEP63TWGjTkGK3W86SEWuwYzRAikwW4xz49HH+Xgdb1sxHzW1hZptRKsVEdodzJk6ILY9rsL0NjOC145aZ6LkCHteJRyIkc5nqUcT1NLpGnF4gSqhpCSG8oBH7xkcVUDHvM7/I4ZsBEINCWgZFaZMOa5LnOSfb3ThOnta92cA+dMjtXGJBfzY3xTTqH4Ll0tQU1LYwY2e1vT7G+dJeW3SGs5Jot3sBRv8D/VNHNuCc0IiO7Q2B9d5PbaMV5TfYHJ7hIATTWGGbqY0qfpRzlXL3C8MogTqhiJPL3FWzHbPQjf5t7/+nbU76rq/kHwD8Hv7xDVjsu9v/kUuib4iTuX+PUz/4UPnevlibf+KskHv8D+8ye3/fBiCXTbQkvFafZOEhdd7gkeZqsMp2p9+FJFKAq6aSIUFce3cUKXQIdiuhfVh1aljCSHUbwaV82SGX2e/p2PYxhdtrZGWJ47TKw7xppZ4DE3zrItUIE+X6FEi8Wh+7FT0wylevix3jdz5JsrdL/0VaTvo955Cw/cEuNz/rN0vA5DWoHXkGZXtE40vQxC4tV2sLB2Hc+VJ7ngm6z7ceSVUcxUbEb0FVJ+A8N2SHoOfdIhZ9eI+xWiso0uAnQlRFEFvmZiaUmqeoE5YxTVSHMwIrgqHaKU2vjpCq65QVfO4wYbr5xvGYJX0dFeipCaNknMtlH8kHpS4eU7QxqHA8bTIQlVpekkaXSzNL0kDS9O3UnRdFI03CSVbhYv0BlNLtMfXydr1kgqHUzhoYcKKb/NSLfKVGsd3CTe/jfwyNQNXLpwjF2/f4w9c3VsTeVirsSeao1g8BAn+xc5fusGFxJ9XN1zNa8Zeg071B1cujjHJzebPFocRg987pg/z3UnnmCqPsdAqo1bVEjpbdJBja16hJNLo2xqcby/oKL3+8HVo4RGL3E/x1R5huHLL72iD6vJ7e9xVY2XRnayuncX1xj72B0M0KDLw5xl3jjLUH6TgcIGE8slzPtX0aoW670KXzuk8vheiWtAwskyXNvDSH0PA40ptNAgFAGeUcc1qrhmjVDtIjwX1Wqh18vbLROAms8w1q+SKIAbd1mPwVJUwTcE0cAhYVmkO3XidgfPMLAjEaLdDpoXIKUAGUMhj2wfpt7YyYqTZw3YFD6buo9ruAzY89zaOsrO685g9DnggnBAJoEQlGXB+OUOZo9PPWJwsmeCMBpSYgNFvPp8B56C19EQls5g2WGiViYufM6GI3wyvIezB8cYjOhsmrCsFanIIl0lRtyrMNT5LAXnOFdHsuxSFlisZ5CtHqxA45y1iwvtfWz5BYaUDd6oHSUQGRzFJDRaqHqXrp3CtxNkwjaJoE1CcWn6Gq1YcduM2WojZLjdnypUAqGiCFBkiBVNUEumqUZTDD03w7P5g6xF0wyi8HbdJ77zFF7vCaaU06iELDLM8+FNzJV3kCt3OFyfIbZl84Q6wWltAlsxUWTAm+ee5gPzx3GKI5T7Bwj1GE26fOLW6+lVe/h3L27yzfI8n09naeppMjQZyzcxSknaCY1rOyd57/rXmbIWaCkxHtRv4mFxLYWNFqXVc3i4JByXQwsbGNmQA988gab9Q5/fX4ofZvADOLlY412/9zwHBlPk4r/KUW+G3+r9Of5V7mZq62tctzyDsrnGfjXE2dwgXspho9CVJpPMsTc4T6PjseBnCCJZYskCsXQ/DV9yZuMCqq+RFFl8oRFEYqBeKf8NwQxNBgcv0DP+PIrqUavtZefyW0ivT3AaybNKwHP4zAXbs22BRDE2EdFlFKNCPKxz2yWbq893iOCxekNAeLDFVKFGRA2o2EmeXbuGZ5dvZrNbBCAf2PT7bYpulbSzStJaIRU0XzWZ13SfuOGihSGOjOPKAgQhmrAQwqbrSUL5nTynoQYYERUnmqIeHWfMGGevLFGQSUKlSz1ykYp2lpo5g0jVMLM2kYyL4kLklEL0eR1zRiIkLAxoPH+9j5xS2BeBbNFBCAl+lEhzCM3OUhY+jeQaA+Yy+ZpLbj0gdgYq53pwqy4iUeTytUOIwgZ3KSfQRcB0OMgj2jjlch9XH50h6Vn0dFo0IhEemryahw7exof3/x7tsIeXltLkmnliQQyJJNeXo2fvdfyXboRlTZBtWbx54wLRlQVShs6gAeunT+LZNiiCdOjRt1onqoaoe1+DLa6hE1axwhaNoEAoDUCC0BEiDsJ8RQ3D00DKkJhVIWFV0X0LKUNszUQNfeJOEzsi8ftLHIxOkiNGgw5W5RTG8S9gdNs0skPMjdxLNb0fCQTuOZrB47RiDVqpIu1Ujk60jR6YZK1+huq7yNglACy9jmduEs0uEivMkUxWSCWqRBO1V903IQJHRgi9KLorkIGFDANAIwxDAqESKBoxe5BCdQ+Z6n6i1jAATnSNdvEk7dJx7OzcX+hxF0pxhU34fn8EpQ7dhElNz9IKCyh+hLgfkvY6xJ1NUnaFiXKTTMenHVW5PBrjAf86Pn3+3biBzjt3fIXXDD+FIiQhCs9zhD/jXayLfsblLO/ksxzgpe9Z6IZS8NLWPr52+XUsNIfJmTVu7X+EdPEY66HPiqdQbWv0r8UZW42Tr8dpmjlqsTzZQgJNgXBzg2x1CV+oCBmiyZC8GWMtluYl+jmT2EdbjzPEKrcWn+OG4VPEcnUQoHdK+OVJTtYHOW6Os5XMsZbMUeuaqCsWSnnbcCgTd9mtrrPD2fhzHTaSajTCN/YfoWMmuO3k5/jQ1x6nf72NXdrF7+46zNOpKdraNgMz5G7yptoxoqqP6FO4KnaOG52XsRWTTwy/l98ZfDeKG5DoNEi2G4zUF/nUz34c3TS+7+/6v4p/CH5/D/jqqVU+9tmTvHl/kgvVf0LHCPkf7/wKbz7boBmERBRBTFX4vYzKE/d/CVVVmZiYYO7SeSx7m3JQr9hihkLBl6+e8fjCQ/oWyVYX3W5jOG0Mt4MqDHzzDkhMkp34GtnJJ1EjAd2OSXdrnEKwm3xrgmY5wxNOlAtCUtMdrHgV07AoxioMJFYZSS0xmlpEU0I6XpTjG1dxanUfW1tFUnaNolum6JYpOBUM6eCYEkWPkNQyFEUfJ5QsL2gxdmppftLsYPRdwum5QDd1iVijxdBWl3B9lGPN97Hq7SMplpjQ/gQRrmAFJpavU3cjbDlxQKCKkFhM4MfTBMkdDBnDDAUlSl4agaDcXeaM9Tjt6CWiRYtYqUsmbpM86xM9qmCsKHgqPLdLML0zwqQeoaffJjPaQdF9RCDI1FVK1TqZhkfgaFRKOuUelebFHfTd56I0y6yNj/Pg4UPsFPPcKY4zqqzjSJ3zcoj5sJ9kq83k1hJR16EcTTPXO4wbjaIqkmQmTjtqMe1fxHIFaut6VC9BpVTi6eH9mLUGN0+fILdwEUVRGTx4NcdqAS8ok9RlhB3r8/z80T+iHk0ze91HuCc1RKhsEOWXULQmH7X/DWthPx/wHyVnd5hL7qKRKlA2hwiu9OLF7JCU5RB1Q7RAfZW4+LcxqAt2RVTiqqDmOsxbFhuhB0oHaTSQagvhA35I11rCs1cBgdCGUY0phJoiLDZQ8gtk02XS6TWimSUUbbuy0rMTtBu9bNlFTmT28HJ6F00vx75LdQ4srmO2G6iVYxD6aPHXohm7SRsBubhkBJW03BZTnjNtZrCQK5doWqch2LaDysct9qbX6Ek2+XruZj69950U2xU++vn7GDy1QvmmnRy/aYa32VVUqdI6lyQ4C9LR0OshQZ/O5keiLMcblMOQeiAIuiF3r7e5tW7RVBT+ey7NHxVuxE7dTTQySNSu0Tlt063liSdmGRn8MwrGJpkgIBHAfPx2jqffRVMvkHQvMNH8ItdUHAoiJBkvM5IqExcOjabChfJuHmrczTlrBym9yWtHH+eOoaeJqDbrnmDRU1jsJlho7qdrHWa/sBmsbdENExitCmZ5AcOwsZIRTsSv4qR/CFcaHMid5Z7xR5jKzoIPiWZAqWmT20rTXXsXfuQ1gMKC3+HBsM2XdZW2YmLiksi4OBP5bdEHIObaFFpLRDsXyLQXcLUsZ8fehhJK/s3n/5AjR59HCpXZ8bezlS+wV7OYti/ytJnjaPZauqoJUnLV5gXet/gtsgmH4fw6/b0V4oZDxUjw6cnX8oXsG2g3M2TaDR77sXf8g7zZX4X/HYIfwG89cpFf+9YMP5c7x+cyn2I4NsDH7vk07z69igr4wICp88ejOZ554OssLy8zOjrK3r17CdtbNC6fwCvPoXbLxOkQo0uOOnlqJOl836KKb2PBuYqH6/+EQIVrJ3+VoH+JZkZFan/1xeO7Ks1agvJGjvpqEmcjTr7dJNltE/FD1HgcP5WgaWhsYVIujLKV2mA5eZpaooYUkPFSxDZfz4XmIcaE5D/LBL1oSCROcoVO4SS17Bnm/AXC+R2Eqz+K6/cybJzgSPJT5I1lgsIuTjWSzG0GqI5Lra1Tdbcr0ZKGSyKpoKSzxAb3k0jspiiLZOo6F2ae5mL9RayggZHySAw69ES6lKbrGCcUdFcwXwJ7t8frerZwsjqbeYOtfBwnuk11yTDChlOk6wry0QopxSb99BjqmQVUL8HW0C5OJgqkoxbjzNMrKxRFhSg2URw08b9GUXqhwtlGDyer/VTdGDHVZUe+xkDRxlFMKl6CrSBNWy8Q6d1F88IKN3/zEbrxLJXbf56DkSTCUNjYV2Pm5Gf5n/aNXGCYf6bdx8fUL2EFOgudDMfVKb6ZPsJCfgQ/n2Mtncc2TLQAoq6kt1JnZGOLvnKdfKtL3BMMJYbYqWdJKhpWGLLohKx6kta3D036qHILM1JHia9C7CSp4TLJPg+hXXEWCHSs9ii22EUt2MFSrZf6VoZsUyPbDmlFBd1Ih6S7iu6p6O0qsv4EgZ6m2n8XBwqjXFUXJEOFQEo2fcmicJjN1mm3TlBYWyTS8nCzbwAlgd99nsCfQVyhdkuRNqWszZ/uegtP9d3IjzzxFT6+8nmKu9t0A4WtgQTl2DDlGcHZrQ6W6/CWFyQz/fAf36US6vD+RosP1xtEpOS+RA+/NfRWlrN34eklVL9DYfMoAysPUZRrJN09PNZ5Ox46r48dg8Q0tpOh6PYhMDjbN8Tx0Z24ehzdOs1Va4+xa2EPuYpJPNCQngZIFL0Dus+MmeQRdYhQtXld5inePPwQYc5B6N+5j92AbdEKoaCokvnWEN9avI0XNw4hgGtLJ3iT8QgTlTV60h0Ktkui6xO4CtW5GPdzF4+N3ERXJLlW5rkXkwIKFQKWlRZNeYEntUeZS22xXojTSe7GjewlMPbh65kr14JkaH2VX/iD32Zi5TKrPXvZyl/H4OqzJDvzGJ6Dnx3h6FiJathmo+dN3B/J4Ylt/d8xa57bO8fJD7S5ZucJ9q42SFo+D+dv4l9Nfpx7wi6/dO+bUf4h+P3l+N8l+Ekp+Xf3n+WPn5vjX2/8Or992xZX917D9Xt+iV+4XKaoq2x525WBt2USlNp1ypdmcTwXJV8kKPSwphmsdS0G7TV6nTKD7hoHwlPsC06x2LG45KokIgVypTdTihfYlUrSb+oIGVKvOjz4YJJKK0+s5wUmUw8wHl5Gj7g4hkKobHsfuIGB243R6RRoNAaptiaohv2sxjtspDfJKBHGWwnSq3Nk1y7Qv1XF8DxC9f9l76+jJTvLtH/8s7Xc67h792nXdDwdV4ggCcGGwWZgYIb3i78zMAYvMA4M7hogEIhbRzppSdr9uFvVKfdtz++P0ySEBBh55/dl5ptrrVq1VlU9u2rX3vu59n0/931dMqW2Nir9q5nTziFTqscTF+jnpthv7+ZU8RTz6RiV+dciSybr4o9zsVPPOZX1tBXrkJGx1RKl+Alm/aMcW25Amz4HxdEJRw9xUfQ+2sonkBwTR0iM0ULav4a5pEU+mSdT1nGQ8SkGfcFluoI5/B4bcdbXzbEt3E4Fr1TB9cueP1NiesbHzHiA+LJEzgeFC3RYM8DIwSpuRae/sxVPfZmyZ4aCewHFW0ZV7Jc8xo6pYZleTMuFYerUDBeG6SGdjTM+GmTniSMMpJbQsZmoa+FERw+HG3upWQoDlRnC6Slk28JyuSCi4ws6RAI2fpdBgApxM0NDLU2dlUEWDkJSWJa6KD6WZcZsYfbCN3MOrSiOyt7luxlVsjwevZAxGtgoRviw9XXWeubxnY26coab6XKI6UKY0nKYkhpjrKWNqaYWZhpbmKlvouT1Pbd/shBcsmhw61SNjbkVx/G0ZpBXEuTMZZYtlXKpDcdauSmR9SIE02SCFqMNYZ5s6qCo/eZ1mmipRue8wfopQVvKIqZKNGvQrCm4ZQlLCOZFkWlXmcDqJjxpL+MnM9QEhHwq665uJb7aRfruX3DoiTkKoYtAWJjlR7DNYZAVJGfl2HkVg2tbh+jwZklM+UnvD3Bqtcy3r1AYO2sTF3Mcrn1ScP1eB7m7SuPGCmG9yoHYZv6l+UaeCmylrPnwlRLEF+/HUzvOuYUA27J16LU2snYDC9TxiOpiSBdEbIkrKhrttqCmmhR0h6piUPF4qCt6iJRW5ltbMsAuomIiISEcL0LxrhTL4FBSC+zTPIzJFTbU9nGF+wA9LePM1juMu90sGk3MZFYxvbyJZLkVl2Sw1jPJdfJTnPf4cZiX6bwiScXj5lCql/3lVewLrGEo1E5N+qWkm0WXWqbFtUCfVmKw2sHqahcmFnsCR9ntfoZseZRYykdXsQvL8yp+ckGc2TqNW3Y9yh/+4ns4ssQ951/K6okR1o8PU9N0RrsH2bVpI75SkobpM+iqD9uqck7DTfzM6+fnqBiszFmd5SnOzewnphTZElnkguAZhCNxZK6PbV/b+7Krw+/C7wv5wUoF6AfvPMbo/bu4JvcVPvcKhQ11G2nu+BDfSpis8rk5U6oSVhXylv2cP5/iOPirJaKlAk12jdU+D+vrYtQ1NOB4/MxXa9Ryj3Ns+ks8nkmxyi3ojF3AI/INBP09vLOtjtc0RsES7PruaYb3L7HQqfKNrQE6E2Pcuud7tJlJZJ9G1F2lV01QL6eReT5iKTpR0mYbRbuOihOk4gSp4scRAYyawM5l8C3MEE1P466mKflC5IKryYQHmG/2kolnsGWLMa3Ms6UtmI4Xd9NP0IJH8TkethQH2ZnfyoZKDx7bjyMbFCKnGc97mU22Y0kOVd8kMd8BuqRpOpmllXk0bEwhc491PkcKzWjFAp5yAQRoikNToEJLsETMa1CTXJhaiJoZJJuXWM5XSRctbEdG9qVpn88xOCWouqF0sc3yWp3FpQDehc1scV9FSIswbUxyWD2CXVmktWOOaLNE4JCEbc1SbfKx2BbBHRC4XAaKUkaisLLmJMDJ6iwNhfAckYmNWKDaTNWFWPZ7QJLoWrOGc17zJpoHVjOeG+enj/2U4tEii6rJw2zGGwGzWaMWaGRj4QzXLjzGq5KPEBUFygmdY4k+nu64nMvFeiJaHUfSuxjOH+BobBNPBc5Bdww2F49yS+1RInqFbn+Kdm8OWRKUFl0sHQ1hZFUUl42rIYI2cBNZfyOT1gLTlWWSOBhtoLSUqPdXWZuN0rC0Gk+2D1lo2JLFYjDPhK4yiZ9yRcabswmcDQ8FAlwC3aPg0RVcbgXFLVMNaKQ9MjlH4FRNBvIOm9M2HgcsIUjaBnOWzVJNxhK/lppVJGRFQpgOQoCqCmCIYvJRAv4GdHMrJW8n7soMVdcwo3V5OvDSVYqSN1vI4qekmHiqeZqTSfTaIiPxJRbiGoNzy/Rn51jfv0AoVqOWU3k4v5UP3PAB0qEYoUKWLaMLbJiS8RkRJPG83JYt13CUKo5sYGoWIy43Tws3FQfahcWl+TJx2weSD0mScIDTrTKPbvBRcBWIL32Ly053sWGqE9XIomk5XP40pohiaD1knWYEDsOqwzGXzYxi4barVFUX9tn0tV+fgfBhIp5x1uZ6aag2oFgWpXKOR/w9pIzOlSpaQNNSaJ5J8G4WUx4AALLlSURBVI4h+cfxCJNYpQmfEcZteXCZEmvzjaxWBhgQKwLqBbvGnJHnnroIv9gSwl/K8okvfoGe2RNMhDvwGAUay2nKuosHtlzEHdfeSCIWea5FwV8p0z1xkosO7MJTKXF+/U00eDv5irLET4VO1XEBUF9N0lMeY6N5htti+5ElmZZPjSO9TH6/Hb9P5AdgO4K/vvskA5/5MNnmeb52g0TYHaar/Y+4u9xDh1tnqmpwa2OUD3Y1ossyEVUmmUxy8MQwx4dGKaYWUeyVHi1TyCQdPwnhJ+H4ceqfphR5kg7d4e3xKmNs4l7lBhJiA38Ui3FbXwMjj8/xzN0T6J1+/nWri4TicNniOGse/BFqpURFdpONd3PNRYNc0OPBVZqF5DAiOYSdnUWqpFB4cSpPCImqCFCxg1QtH5WSRjVrYOTKZK0oZl0PgdU91Fq7+Mx8hJMZWFM3QkX/ARXVoOp2sCXBZnOQ11QvoS/RgcdcIcKEVGEi52NaznCqYTeVSBpvaRN1uUUu8kywXRslUh5HCMEBsYrHqtvJZCyihTlUYVNRPJQjLajROIouI+yz8m5CQjNtKGdwrAp51yRrR+bZPiywdKheZFO4VJA1G0kt9bKUaX1uAlZME8Uos6bJYtUhcA7uAn8A/uwmOm54B95AGMepkcsdJbP8OEtT9zM3niU35Sc/5ccxFZCgIV1lzfwibstm2Rdioa2DRGMDs7qGHgpSXErRkJ9GFSvKKUWvn7GOVYx2rWKhqY1bEw/x4eEvE5TLTBabuDtwNeeKc2msNrPgSvD9xWfI2IIjoQ1ktTAbcsfYkdmPWxgEyzXWJ1L4czUUn0J8rUmkcxFJgpoukQ9oZAMauaCbQkDilzKkVs3PUrWLY+p6DunrCOU62JZ2WJe1GSg4eH8lOC4pkFckcASSJdAsgSqtVBu7ZNB+JX0lhKCoShyMKtzdqnEiqHDlksWtUwYtFYEtBBUHKo4g6whmLIe8I7BsgfYrYhACgQ2YkoOGQBHKcxZRMhZedYEJfxJL0XAZAdwlGY8ZRJKDIMl4RYLt3q+zOvgMhuPi2dQ2Ptt7PU9u2kGwZHPp8QprpwwcuYqtllHUDIqeZzGkcbSugVTAT97jpayo1KUW6Z0aon1qlEVlLT5tHf3WSsuBbQ6j2s8SYBEzH8IM1/O5G17JcjiML/sjOhZPcOnEq4gUOn7lSnOodx0iLi8zVj2PmghiSBUWxQKV4jh9S1OsS00Qr+QYCrfxdFs/hqzxusk9PL75PCp1QWQECVliwZWh4B0n4OjUFzuJFduJlFvxGeHfOIfJQJMm0eKRaZJlDAlGxRLNe76LSA4zEm5hIDOLDAyHWvmHHW/F7ggzEfPRuZxkcGKMRMcA881xliMgJMGr7/kmdeklIj3XcZk9gCwkvlFL8D1Nx0HCOUt0mmMwaE5z1z+85+U1v9+F3zfyg5UL/Gc/eJjVf/VevnT+eRy8dIGsNUNjaC0j2oV4/NvJOCob/R7e5PFzZizDE8NJJlMrTendMS/rGnSa1RJqJYWRW6aWT7NS4SexEM2xL7CLsOLm9jqNih5nRPRxWNrKVLqFxprCZVWN9kN5fDE3J6+r5zvlAi26yrsoYD36MOnTR9CcFYJwh6PEGptw+wPobjeOZSHZJUr5aar5GVxGgTAyQUXBp4JXcwioFUJqErdcem6/y7abxYqPpYqPqXKY73uv5VhgPd2lca5IPoomLMoui6LXpuS1yfhrNHhaOd/ZzObyenTbT1VYTNckxtwp7m74KcOShpG4EV2TeN9OiTfELTzTe2H8cVgeJmt7eKK6mbFSI3YmjexYlBQPM74Osv4G8PqJy1VCUhmXZCJJkNEzzEv7ueJAnvNPCYQiUToXylfVsAIyYsRPeHYbHvnVaIqGx5TYVdxPjzNB/d4jiFqJ2qWrmRjIYBTacCoRyrkcucQiQggsVSHcWCQ2kCLcVaDiuMksxQlMm8hjCvVDJULpMhISFUVnJlDPgj9GyuOj5NLwRMqs6p5kS0eaGgH2qGvYJ6/iD3b/jHP8JxGaxF3hyxkV1/OK5S4s28BWv0K/8hh/Yb+RO62drCrO8d5j36MjvUQlLjHTEyDbouGOCMItMq5Q7jkRBOHI5Ix2xsRqntXXcFwZICtFcdmCgbzBmnyONYVFooVZStUc07jw4qfR0YkoKo4epqbHMfGgOzJCgI2MagocU2CbDlLFoWoKCjbP3VY5sqCqSRiqhEBCcUw8po1myytEJuTn2mleCo5kY0s2qiNRp04x6HmUFtcJ5mur2V96A7bjJqPJ5B0JcHA5NkHb4CLp+6ytexxVMThRvob7pFv5wY5msj7BG+67k/NOn6E8WEdf8BSNYp5sSuGZUitzBKhK5gp5qgE0Q+Cc9Y6UtS4U97koaiOOMBhRCjzm9+ERef4o/RibTz6Lnq2QdXn57uDVPH7zBaTiTbhKhwmkP09PtpWNie24zRCK5UWzvXhNhQt930OXKxwpvYIlcwAB5FWDk3qFA5pCTVLpz0zzf57+Eil/iJ9eeh1RtYJLqAjZRkgOsu3CXW7CU2lECJVpj8NC8FlSkUNU8msIlntokbM0ygWQHGa1EEd61jDfEGPTQoaPPXGcpuBqJM2DVZjHGn+C2tRufjp4Gd/qvhRLfnEhlVcWeIwKbiGxzjpEOaTRsTROIJ/nwctex0ali5smS6g1mb+lwnFs4kgUECBVGfrkLf/Zafhl8vt/E2fe8cfU9u7lDZe/n0rDcTx1exBKGoCK7yJKkdcjJA1P7jH8xYdRxDIe1cPWhs3cPng7O5p2PLetWq3G+PQ0u6fmeCad45hkMhcKYGsNv+nraU+YvObpIkKCA5dFORlVWDYtLokG+Ov2eh67fzdP7DuKt5ig02PR4LLBMpBlBVlRUHUXnkAAPBqz1hJD5XGSZMGtsKppHdvqzqM514AxPQ3pEcLOMA3aCFF1BkkS2LbMSLGJb3uu5HChm1vHn8SjSxTcCnmpimM/r+Rf1WwUr4cOvY1m0UtYr8eWoix6TB5uO8ov5huwjQb02GN0dZ5iVayPQS3MmlyCzuQoDfPHEbUao6U6DlY6WMq4kBwoqwoTwXrm3BuYUZoJiAJRO4fXzlGoP4rwDXHL04ILT62EMrnVKuWbDKQWC7uqUZlqYH62kRPpRmqSh6aaxMWTR8g7BZKxGMWz64OS11kpMCqstCBEGhopF5dxRZcJdpUJtubRfc/vr7AkrLIbuaSiGRaKYSGbFtgg2YAtgVCQJB1FVpFlFRQFJ5unw0xRr1QwZJU9zf2cqetAU3U0UUIXK/vmlksoLhNZe2EE7wiZol3PjNPLMbWXYbmPCbrBUelNF+nKm9TndFpTGXor8/Tpi8TUJVQphUwa2VrGETkKqkZBc2OhoGHhpoaPMi4MdEwcJAqSl2U5xJwc46S7m9O+jcypqzBEGG9N4K05uE2ByxYIYWPJMkKScTkm9cU8upHBUCpU3CmEq4jb8dFsxeg1G+m0ffiU0+jKHjzyXnQpT9bqYUJ/O+OV1SxlDBxkLGFTUgR5WWJQ2c9N3q8TdKUZNXo5M9aGnO1iqv0KbMVF1TvP9XOfRhy18HfXyLV0YB0t4MqXyPpijLQMkApGWHFvdJAkH7LWjqw1IUk+hFPAqR3BryX56Tk7UWaTLGb8LHkjbF8aImqUmGtvYK2aQFcsjrX0sK9nLf5qAi39t9RX4PqFa4nZDUzqiyS0KqlSI+vMSf5E+y7C9vHD0tspVDfiEzIVSYCR4aLDn0cVBse3vBtLr8NwJBwkBA6GP0XBM49QcggBi8LLQugkC6HTZLmRy7JNuPIJLrvgHIIDfXzx9Bh7FQ81ReW2R+/h9ff+FNWyKUZC1Hv60TsvRol2UTZzHMnv5SfrWnm2aQ2deyaYcMXxOnCxDa+PzFCaP8ZyLkVkxyyzMyqFCT9eW6KsCpab+rn/4mvxaFGumDfJTRe4yzZYjcxbgya3fOQV/7nJl5fJ7/9V1MbGGL/hFSivei2PX347x2azTBXOUFSHyfnS5DQVw7cDU+9HlgRtSpZ6aYm59CEKRoatjTvY0nIt84bFyWKF08UqxtljVq+ptFNkLHkfanWcbQvt9CsFQl3TNPinyRJhzlnH0PK5rN5fj68Gd53r50zrWVkkoM/r4opogPmJHI/sm8WuWFyztom3XdTNxrbwi/bHEQ5HEke4d/xeHph8gLyRJ+qOcnXn1VzTdQ3N1W6G9i4yumeMeo7Rrh+i238En1jEFAq77fW4TttETyYBCcPlo1TXTjYcZNFnk5Gr2NUKv9rf7VcjBPU6VFeEubDOT8tBlLCDv+NpUmKEGjUkR8JtSWwsm2wpmqwqSkhVlblKkCUzQsWQX2A8+6tIBA2e2pTAbVj8wQMuNkxVUYRDoc7H8gaVcq+BYWhU0i7KSQ9mcUWgWxKCaLFCo+mhvf9Wqi5BxneCUstRFiI6pWw7ejqKOjWFlasSiAxQDLTSGi3REEqiawVsVxZbXzG0lTQbIZsIDGzHwLZrCKeGJNkgi5WHJBAyIIO3ZtEzVaYuu+KmkPeo5F06BUWniJsCPrKSn5QSYUmpZ1ZvY8rVzoy3A1QvjZUca7JjdBfGaa1M01VYJm4b+LUsQWURTX5pVxABVCU3BdVLSfFgoaLXbIQtMCT9OaFtVZgEKRKQSrgwkH/lAFimTNoMMdWwntm61Ux74hyTPCyqIRxpZV1NFjYBM020uJdI+SB1hkSPodBvQ6tp4XWSSJKDI1xUnG2U7SupOZswHMjKElNhja8X8xy3TLZJp/mQ9k22yDOk7BDfCd3IFwduIesPcfG+/fzJz79HKn4Jsy0X4ZLz6OndbDv6APf3bOHegR1cPXOanSPP4qsWyIQaGW9cSybaj6z3gOTGsRYJi91sCz5CRNGYOqbgXpTQDJOT7d18fd1NnNEakID16jw7RJl1op5OEedIo8RHBqNYlo168iSkg3BW0hBAlmziep61hsLblB+zQ9lFWfGwR7uKhbGrKSgr7QimlCPjLWK7yiiyQrrm56jsZlpyIUsOq915NoQzmKUpfKYPIQSScLAUjcZzziO6fiN/P7nEXM3kOrPI2772eUJHj1DVdXTDQAYMXaFj+zLp8BZy/CF1ah2Z2hKHcrsp27NkbRcPRS5jwteILmBnZYSbtnwVra2C7y4Z5QkPLstmT387ZV3F3bSO8fogc7E2TtY3o2Z18sM5Qgrs+/hVaC8rvPx2/D6TH8D8Rz9K/hd30/PA/WgtLS94b6hU5dMTC9ybzKFL4FcV0uaLKw1jmsKg38P6gJf1AQ9bgj5aXBqSJDGdn+YdD7+D5coy7+9/P+FsmKeXx5ivX+Qc9tAlj2NV/cw89adU0+2cbkvwcHOEYlMdjuuFJ5dPgJmuYecMet06r+pv4E3rWwi+hKOyaZvsntvNPeP38MTMExiOQYu/hWu7ruXqzquxTvnZ9/MxKgWDuDrB6qY9tJiPEiNL3t2KEt1JbthD6chJzNlJpLNe6FKgkVK8lemoi6lACVuycBdlqkaJ38hgvwGaJhNQqvjlIsgaZTVGtuRgmRaSkAhWaoTKFcoejYPdgorLoTsfJZyBMsbz2oJC4JbB46vibi7h6S1T9TainWpk4CdHcSQNtryRWMOmlf/GqWGqeRTdQTHCqGcX9gHmhM2w5DAnVbn+vDpWXbIeNeDCMQwqh49Q2rOH0t69VE+cWJFx+zVUZRXTFcJXzSJJ4Guy8cYq+OqKuCMWsvobGr4tCceUQAJZFS/6nGlrFI0IBeFFFE30+RJ2SSKvh1iM97HYuoUnOvp4tL2NostFez7Hzukp2pLLgExBSBSNClp+ERclbK8X2+NHqBogCIoCnc4UndI89XKKMAU8ooLyGxrUXwoGKlmCpCQ/04EY822ruMdQGEuYbM5tZX21nW7bxYCk4JUtLOlpdPUXtCjDFIWXh/QL+Pue2xlr6KQptcSfDv+AV9XuweOYnBgKU5oc4Ez/6yj721Frpzj32a9zT/d2vrz6egKWw82JaZrlMJanGSEchDGCu/Qswco87pJDNJMlXingIHG8qYs9g5sh7icqVcg6Lo6YPUwKH81IvKGaYbQ2w1OxJhbcjRibY6DJuM4cxW3tJ2R5uTHlIS5JdF7yU7DctOc/QJPkwjv6cTRrkmpGZXKxlxNNtzBvrENxXBSUGic0wbgqUQoss1mWWTMXR2+u8LOez1KhxO3iFvLPTmK7vTielWrfgstD2hdk+8G9nHfwEJq1UpkuACFJnF6zmhNr1yFjchHPEsgvsE99CxeJ1UQUHwvlCY4XniJTnmdJryPVU8915zyIS6nxyONXc9s9T+Kzasy2NXAi7EF3BIYs0bdxJ6eMKoZjIXtaeDwSRljwyB+/3Of3O/H7Tn7mwgJj11yL75xzaP3iF17ygJ4olPnnqQT3JLO4JLi+PsxrG2OMJJ/mX579GH2hdr54+ReJeWIv8Q2wXFnmnQ+/k7HsGH9zwd9wXfd1HE/neMOJSVRrnj/IPEDcOEll5GpK85sJ9zxGdP1dPFG9kHv0V7DsbkQTNlEZJEVhyfoVmnEEISHR53ezPuqny+Oiw6PT4XHR4dZxKzIFo8Cu6V3cN3Ef+xf2Ywub3nAv13RdQ//yVkbuLmBUbGqSSa1hL9c6P2eDPI7wNyBd+P9g999M9fQwc08+SnrP03gnF9CMs5GH6kGOdpJuaCDXOICHKDo1anaVnJpmNlBkzZZtxKNRdLcb3esjEI3jj8Zweb0I28I6cDfG49+nfOAZCosKs5UwiaCXdChKUVcQkg3CQSgKGW8FEXCxc8sNRFMC9egY2vAppPQUOCtpS6HK2DEZs9HA8Qr04ypKUXB62w6MzsuJFKoErZXPGp4irtYpstUEo0dMqmGL8YFVLCzG2aSGeHO0gnzyOOUDBxG1KsgySl0PSmQApW6QojfKD+0CJyrLNJVStBcTnFedI5qcQ6lVkWQF7/Zt+C++mNB116DoBrXjw1T2nkTkkshaCT1mkDBTzC3MI2omUbtEfXmZcjFGMeVCSpehavNL0U0BWN4wmuanald4YPMmvnbDayn6/QwuTLF+/0O0Lk6B289SoIOjogEZwdbCCSK1JKY7yJ7NF2FpPm47fIL48iQ5XZBqCZPzhzAkN0gKEuJsT2sVD1V0TMTzNdAkdY2jTf0Mx/vJukJk1CCK7dCWXmLz9BCRYoG8cJNyvNRQCckZNsun2CKNsFZM4adCAR9PKhfwxfY3caC1Gd0W3Dqyh48sfYqQnCeXCJI5rlFJuqh53GA4zLdeykTntWgiT/38UYqxZnLuXpBkHCuBaQ6jZUfoWZghVimgOyZ53cdEsIlTLT2k2utpdFXQJIe046Fi1/N2u50mdO6pTPA5zUNRfd5NYXV0iFevu5t/Uj9IQmnEM/Ewfu072IUB/Knb6FYTvG7TF/GOWdh3RmhfXMbXYxPbkscnV5mU6/i6cSP7ypexyVRpM1fWTGtKmYR/mqJniYRnjoqaZc1iE35DIStMntx2Kct1LayaHeWc4eMomoqlaSiWRX02S/3MLI1eLxv+9m9wd3ZyYmiIb+x6klByARmb5toMZ6wY7uhVvCmj4JY0xsunORXcTe/OfdTyOkfvXc/lzw7jIPMX576VyVgb19aO0j67B8kRCFlixy23MW+pnBw+TUT42OZZxbkfvP5l8vtd+H0nP4D0t7/N0ic+SdMnPkH45pt+4+dGy1U+O5XgzqU0EhJ/0lHPNnWUDzzxPhp9jXzlyq/Q6Gt8ybEFo8B7dr2HA0sH+OC2D/L6wdezUDN49ZEx5qomXx1opjmzxKF7h8iOhlEj49Rt/g6+8CKnlUEe4SoOsxVbUomLBF1iDLOmslhqJGFHER4NvCpCfWH5caNao10z6XQ7dLlk6lSDxfxpDi48zonUGQDWxdaxoXA+7qd7kS2Vx70mqusEfxm8i1W14xBqg4s/CBtuA0UlV8vx4JPfYPjRn9MzYtI9bxPI5FZWMSSZTMflOL1X0eT145ElLLtKufQsVesMflXDbWvY2Qx2OoOVSiHKK0UJSBKutjiBxiyhulmI9LNo3Y5dXocqyYg2lS8t/iP3dQ3hV3188eovs6ZhHXbBoPTsPMW9J6idPkUhP8u8s0x9ag53bhnp1yI0W5HIu72YQkEXtbNfLaFhoxg2uvW8wayQoBxzozU346pbg6fhfHztvaTiOndkCtwxkqBqObxhRwevWx/gn354L/dl2+nSsrxuJsH5+76C9/wLaP/C55D15+WghCOojmQoPj1PbTgDEqjdIZ5yCf76zBxFR7CupvAqcZxrV49ScF1K9kwO12wKLZ+iXJimWpjGX1zxWCx6PNiSTKhcIudyc6quhZlYGI9UQBFn1z1Vjen2Pp5cfz7C10LscIY/7rYJxe7n2doTjNg1xisyy7aM7ugEal7qcz46Sgr9BrRoEpoqsFGooZMUIZZVmZziMB7o41TLVpZDUYQsozoWg4VRLkgeZkfqGAO1CdrEIjKCsuTmjNzO49J6Hmu4ikPdfagCblyc4YNTH6bZnGVanMP+1C0krD6CAaj35PGXZ5CMRRK5AEllFYYeBEAzCvizB6iqw4StAue84tUEOzpRQiGUQADb6+XM+DgHDx1mLpNGODAmYhSKbv7MCNIbaGbJXOTJ9NPcEdvIolr33HFa3xrik1euYuSZLyE13cEnrI8zrXbSc/wecuEf40u3csX+Xi6bOERDPo3thQcHt/LVhhuxNJVblV28S/05jVKGjPAxUwiye7EfQ+4FvR3DW4fHrkf5tRYSQ4GyS8JrFWicH8Nt5FHMIksxL47LoRRQKQY0HNlAUmTwRTjjDTIfClNbNLgx+zSO7MHAhW0aHO3exFVzbq4v+UHAqHyQn+YK/OHun+HIcLC3kblIEwlfKzlfhObqLOfmn2W55qNk6nS0+dncL1NbGKYk+9j80ceQX251+O3470B+wnGYfuObqJ45Q/cvfo7W3PxbPz9TNfjk+AI/XcrQ53XxjniKz+9/PwE9wFev/CrtwfaXHFeza3zwyQ/y6PSjvHXdW3nPpvewbFq86sgYU5Ua31rXzcXRACeenGP3HcNoXpn4pgrJ0iny+TFML4xEOhjzdzDu6cSQV9J1qjDxGgWksk25pOOYKyelx1XF66mAV6Ogh6hI3ud+i1eUaBET6OYEhfI0xfIwqp1msLCBjcM3MkaQRz0Gr/Sd4ROxn+NJHoN4P1z2MVh1HUgStmPz1NxTfOvkdzg+vY/Vszqbp3vZUo3RWKyw4MTJtZ5PvT9KkyYhSxJOJYOZOoNZmkRIBTzRRvTGDtSmVrTmHpA82Lka5kwauwjg4JYPUhP7SNZtp+9Nb+SOOz/Hl5xfYOqC/z34fm7e8frn9sup2Tz0yBi/2DfFM9uj5DX43LEkfdPjVCbvgdEJHB+YHSuRpFwOUC27KFYMkGwqio6jQNWjY2yMUFpbpDG+SEB/vmq2ZIUYzzazb2E7DfVX8+5LV9OX2gX3vA9qeZ5Y87d8bKyPyVSZt4zt49XHf4J/505a//mfkPQX6yGayxXKh5YoH0pgZ2uYQnAKh0clg2ex2IjKa9Dplm2G2zU+1+Jnj3clEV0/PM/WZw5x3tQRNiTH8ZvVs2uMOrORAIshH5Kqk4rUU1Bl6lMLFHwGif4K+bYK006VnCOdPY9cNLvXcBGCjj1H6d1tMuuPM14XQWj2irO6pw5XRKPTu8w27RQDLKKdzUMUJImarGEqfmJmHv2XrSGKhxO+XvaEN7Ereg6Hg6uwz64d1ldSvDr5GK+dBG/lCmRXhdo5cRaNCEvjOdLzJSpFg1+1mpApI9emaVgcwnC3kmzYgr8wg5nazVIkiyYLfFe+kU2bB0lPDXH8+HFqtRo+WeFE3s8+tZurKjXe62nEqWU5lH2cRyXBrrpLMFUN32CEP+hr4Ku/GKJmOfhdKt96yzb8hYcZXvxbPmN/lBG1j7f/5Iu86ondqA5MxJooDK7Cd+kJ3PWLuCIfJl3cjFwtElQeIJ74Bp0zFXxlC4GE1bCRVNM6/jHxGAlLp3Ook6n2rZjeNQSqgkh+gcHRHJIRxNAC1NwhrOca7Z+Hg8CSTRzNAKmKkA0cuYYj1wjIy4SVJWRKxNQUXqlAzG3iKbwCxTwHKONT7sSnPoQjgS1UbKFho2ELFUdomELlQKqZsbzGqvAEA/U5JjytXPahh5Gll8nvt+K/A/kBGDMzTNx4E3p3Nx3f/Q6yy/U7x+xK5fnA8AxzVZObQ1mODv85mqzypSu+RH+k/yXH2I7NX+/7a+4cuZOb+27mz3f8OTkLXn1klKmqwc829bI+4GVpMs9DXz1BMV1j2w1drLm4gVQ6xdLSEolEgqXlZcbKNcaFTNIbJO/xkXd7yXt8WIr6wi81HaSKhVSzUR0TTbZxewC3Slb1Yp/16Qo6CeTKcZzySXoWagxM3MLDuouaLPjXdcNckf4+UmoE2s6BK/4K2p+vdh3PjvPlo9/mgcl7sKlBtZNLm27mz7fdROJoln0PT1FvOjTpUKfKyMgrTdcrdqZnDYMFuGXUoButyY+rPYCnR0YZ+xG13V/BVZ2hJoXQdryZY761/K+jf0/CV+ZGcQEfeOXfEIjG+PKTY3zivjNc2Bfn727byDuHptmXLfHWwjwNd32bhmSVVdPTqLUKxqYomVelsCMmai2Ck+xj8qRNerJ0toRfZi52MWPB1ZT0PF7/HE2Bedr8C6ytGyeoJ/G6O1mVCBE58ig0b4IbvwD1q6maNl96YpzP7RrhmpGn+KPjP8N9yU46/vkfX3Ru2SWT2f0LPHnvJGrVZrVHJqZIz6WVMjgM4TCpGww1+lmok5FKCTw0sC7qJVRZxD69F2PqDNHlJE25Eg35Cv7qSlRbU2GmDp5aLfP0Oomcd2W7QUnQWlEJzYZoNTpZU9/PfEniRKLKlAgz72kir65EVw3VJc5NHqLVmKbBk6fRkycaLBALGLSLPPJZCbMVupNRz6ZHT3q7+VbzK3kqsplpdzOWvCKh1VpbYlv2ODszx7gwHqRu8BqOn+rhyBOLlO0VsetYqEjIOE1ImkHWJcZrdSwsDiHsHLLaRiC2lY1imtKRMwz1vw5bcVOf2cPpuhRO0Ivj9mIj4bNV3KOzfLnlcmRF40OSj3NkheHCfoaSexnrvJR76aG1PMcG5wSPXHEjhUCEt8ZDHHh8jlPzeWQJPnFdP+cd/iZLP7mHj97+IU529/GHd36eQ13PsuwJkVn4I9ZoRW5fcyfh+Dh9vR+lvf0tACwvP8aJE+8hmDdYcyqFXXVwY/NS9GEUFZYOBynOeXCFTZq2ZvHETRwhU3bClJ0IRTv23HPJiVK2IxSdGEU7hiFebBm2AoeVdn4Z8ZLf/NshhElN5FnwKPzdP9/87x7/63iZ/H6PUHjkEWbf/SeEXnULTX/91/+mnHbJsvnE+AJfn1umWUrgWfokwjH44uVfZF3dupccI4Tgc0c+x5ePfZmdbTv59EWfJmsrXHdwGFMI7tncR7vHRa1i8fh3zzB6MEGsxc/O16+ioSv4gm05jkOhUCCTyZDNZklnMkznCkyXq8wZJku2xLLLR8YVoOj2YLhdL0qNYjlgCWQZhCYjJAlJ2LjKJ9lwJkl6cRUzKmxxJ/mnTY/QMrwXubQMA9euRIL1q57bVN7I86WDd3DH8A+okQQrxLboDXx85x8wfbTKnp+OEawJPEFBf0eKQMEmmGtEPqvOYSsVDP8iUhC0oA/V50PVQqhKgOLYFGLuFCElhUCnHGrl4/6H2e87w87kRl6XvImq4yHgdhH36liiRqGU5ZTPz3w4hCczTaS0wPYrLiSw/xHS3/0OkqKgXLyB3IVV8pGjCNlErgTJDsWZPKjhWDIhvY4t0SsJu5s5INncg8nTGKytO8GbVv2MgDtNfPYaWqS3o4Y8KEEXSlBHdinMVQ0+dv8QkeMP865jPyPXsYre//UJNOHBSlUoTOUZXqwwUnNwyxANyByVTA5iU5AFm8JeBlSNgaxNlyFQfyUCcjCoiALpcpK8kcbyWGSbItzbGOXpWIWu2b1ceOQw24aK9C2sjEkHIOeBQAXCBYl0IMxkIM5QuJ1D8VWMhdowFRWXWsMTnCeo7GejcpqNziIXZGp0Y6KedYWvWCqL1QCJqp+y1oJn/QX8LDTKfYVDtNRUrh1rIl64DpdcQ5Geon69l/K6G3ny4AJP+xsYbunBlGVWz9S48miJYFnC06CyTq1SV3TjVw6gdB7nYLGFE4dO4lg2A+ddyMarbqSQ9jO0f5Hp4SVc1WFWjdzLfOO1pGLrCORHyLXM4STHGRyd4a62S7i3YzurkfkYHqr2KMdnHyTS1cn+ruu5e6zIjavr+aAxwuEffomjjTEevPhGzvStZ225xPlTFR44vcCSL8obT93PG/3zTG2f56PrPsSsaOWS3V/iRMd+ogWVysQfkvS28O6132Rd43FiDW9hw+CHkSSZYmmEvY+8k6OHavyouYji6qFD24lfs1il2dwY9hF86BCpu3YDgqWtW/nG6p0EZk7xjhP3oao2j2zzM9NYwnRZSK4BhOdcbFHEn3kKb1WmPmHTP1TEUwgwH28ncXEnPrNCMdNEvlSPJCT8xTzBfJ6FpnrceOm2wvhVPxXNIN24gLe/iUOzpzlWOkRVLdFYbmRgogGP4UZS4tjC5N1feCOay/0758ffhpfJ7/cMiX/6J1Jf/BJ173sf8be/7d887plskfcNzTCen6E19Rmw83zu0s+yvWn7bxzzvdPf41PPfIpN9Zv47GWfZcHUecWhEZpcGndv7iNwtpR4/EiSJ384TClbo29bA9uv7yLc4P2N2/1V/JIcs9ksuVyOTCbLaDrPvmSFoarEsu6n4PZhu1WER0F4VNBeSI6eskHnM8tMVAUxIbih+V7+oG4fbZPzSJaBtPF22PkRCD6fLrYdm+8ee4AvH/02eU6Bo7E6sJMPnftWDj9kkn0miUtApcXDq94wQCp5gtmRwyiJEo2VOkJmGJcRRLY8Z6NCEJKFkC0cyQLZAslAYPCt2GPcGdrLQLmVt89eRbQSxLEkVNmFx+VH13zYjobXeZ44JE1G9hWpnbmHyjO7kBQF3+U74Yp20o1nSOV2Y5sWM0+0kRn1Ies2wWAzA1t3kna1Ip9+kCE7wE+lbq5efRfnNT/LcnodLafeSWfZx69jCJsn5/Zyy8HvkfRGObXjnfS5m5goCxwH5nSbw80K7S1B6ht8TAQU9hgVyo5gS9DLH7bE2V7O8cADRzk2baESpFVIDNoVumQJjxxC/hViXFazTLnmSbpSpLUChaKJe6hA3/Qsq5OTqMKhrOjkdR9+s4zfqiGpDnrMwmoxcdXXiPlN/OrKeqGJRELxoEzKmLMaU2vWUay6EZOLVKoOKZ+XvHclol2MlHhiUxpDc7hiqYfVc2+narnZbE4RPfM97PQC0be9j8qF17HrgQkqcxUyAYkHN/oYadKIlAtsTxa4OhWmN1vieOEpaPfTsXY9su6iUqmQXk6TTCbJFVbWPGUbBk9MEMq5GO25CUkI6uef4PP9Wxhz+7gNnWtrS5xOPoTtWAxEd/IlXxv7JZs3ofNWXEhIOKVl0gf+lWfigsODm2kqWLxi9yNIjuDPz307x+LdrFVU/nWzyvHo3/HnvJuUXc+lj32ZI937CZYVXnl6Gz8IXMRVgw+xs+1pxnIbSM9fS3h2mMWFo/ziIkjXvYaqfwsNtWX+IreL863VLH/xayjJJQTw6S23sadjK+8uHOHyR7+H0tFBwz/+AzOmybN3/5S7XEGe2byTeHaCwdGvU5bmWAgbGGdFtuOSxpvjNVrdVYZzzbzp2ElOHutgQupluL8PS9fxB32UShWE5dBV1Fkn9VGvNrKsZrgz9hgH2k3i4hLqjtcTy1nUynsI5fYh+0K896vfRn6J5vl/D14mv98zCMdh/gMfJH/PPTR+/GNEbr313zy2ajv8/eQiX5gYIpT4FJqd4DMX/T1XdOz8jWPun7ifjzz1EVZHV/PVK7/KwYLNrcfG2BkN8q11XShno0+jYnHwwSmO7ZrBtgS9W+pZf2krjV0vdmb/t8JxHFKpFLNz8zwzNMuzkynGc4JFJUjR68cJaoi4CyeiI1SZ+EQZaySHIQTrJYemgQf4I+Ne1i7mkBQVzvljpAvfB+4X/qb7hg7xd/u+RsLZgyRbNOsbeXPfG5l5xI97sowtgTwY4tbXryEe0jm2fIxHph7hsamHqdbmqFNhQ7iVVZF2Onx1mKkyi5NzuEMlNNcCCjn2Gwo/ybpwgCuDJhcFZGKBNVh2F8/sL6Ppq5nfcTVPzOa4XfPyWkvHnMxjzhVxiktYS09jjD6FqBRRIhG8F56LvSFIum2MocNDzO2N4wpa+JqK5MYDtOkFvL1r+VjlWhKGwiv69nNdxx1kaiF+Mfku1jZt4YLWCM0ulTPTOQ6OpYiNlbEzo5x79CsowubzG19NuXEbr7msmyt3dnC4XOVLMwkeTReQgfM9HnZkl/Eef5byyFFELglAJdzCWHQdh7RGcqYOQkF3zdIZOEW7bNFSHqC92kanFaYTBddZUrQRJLBZMNKwdICW0jM0maN4YgY0GoQ81nO+cOWygpHUqS5rVFI6tayGJWSqmoLLspEdwVKdh3JQw/HqGLaMy5Bw2zJFw2LJL3O8J0/NVWPtpMqOIYlQuYapamTbtjHXeClpVxOaMOmQMzRoIyT8e7mnYRv7G7cxE29+TlKrtezQlM8hqksEK0XC5TKhmkms6hCrStSbLkKWi+XGvViJGC3PjjLZdjnp6CCitozsqaHnH8VQarT1XsqhWgc/syxyCN66xk1T4zgnK6eZMxZZttII0+Cyx1Nc/YyBy4Qn1zfyrWsupUuOszDZyWTFIYLEZzWT9NZv8tHAH1EVYS579Bfs7/kFnprCdfsacTkBgoPLdG+bwihq7Dm0iu9vvphy6CKwoefYEFftf5KLR49SX86SdvmJ1oo8eeUbCN38Ctb+5MsojzxMYWCAQxecz2KphC1JPNm3kaGmDtafOsAVu+8m6BtkYM3FWOE6xkpz5LX7Gex6DFmxuHNZp3pa4l27TMJJhalVFg83dxKTu6jGGkCSyOt5gkYA2ZFoz8us8q+m3WqmrMC9zRo/btcY9yvIjmDj6eP0GhX++c/e/nK15+/CfzfyAxCmyeyfvIfi449T/8EPEvuDN/+7xg+Vqnxs6AxHhv4CzZjmpnUf5S82vgpVfumT5dHpR3nf4+/jvObz+JdL/4XvL+T44PAs72yr4+O9L+w9LOcNDj00xemn5jGqNvE2P33bGujdUk8w5nnJ7f97UCwWmZqa4vDpcXYPzTNV1kg4AZZ1H3ZXECmqEz6Wo1g0aLFk+kI+lnvH+bPUl7ls+SSm7sY+7x24L/goqC9c29ozMckndn+DCeNhZK2AX27m5tgbMXe3EsrYZGWBuTbIFVd2sqM7jizBmfQZHp56mMdnH2ckMwJAi68DV3GQM+P91Iwmbl5Xx8f7Rsgc+zyfEEn26G6CksS5XoXN/iINuoOmxWlouI6HxBX87byHS6MBPjfYQbBoUTmxTOX4MrWJFNbCUZzcKcy5Y4hyAQB9VR/FFo3jsylSXhetlyRwDD+z+wIoqhezZZCHKk2IOpN3bfkubiXHD4du4rGZC/hloYauyEQ9GqGcxSXpPOef+CZ1uQnu7jqXL+98NeWBGE5QR6pZNI5Ns/7kfvozI7gdAxuZWU8Ls4FuEvF28pExLM8zyNo4ODpO7mLs7FZqtSC6XGNNeIgr9GeJFAyOlwdwRddzVU+M8twp9Nxx6s0zdDCBS1pxl6haOsayQm1Z4aTWxl3rmjHWOpznd2hbHEeeNVBSEnrJjbscQl2WEKNJhPPbxM2ehwPMxSVmYj2UI5cjuQYBB7t6EKv6LGC+aIyh6SSiTSQaOii2b2E6FmHRLSFeYsKVHRvVAU2AJCSqjkCzqqyZM7notIOnBgf6dB5b68HQf3u0MjA5xge//UW6FmZ5asNWvvaK1zDZ1AKstNtIwkYfLiJNm7jCsLXJojeyl+/7r0W3YOPe45xu/TpuQ+EVezsJGAqL66KMbW5jKttP69wS5506xIbhcRqW5wEYr28mGYlwztBJJgcGOLJqgPOf3kPd8jKnVg0y2b8Vb1YgbA/fv2wLo01BLj1eZsfxRazSvQh7CUVfg69+B41bfoEv/CTqkSbY3U44uYgn0IAVbEDt8BIL1DgoBrEqNpJRZCJgsOSqoghoNLyElAgGJi4jz+p6nUBmM4qjkGnxcqTdwz3CRBfwnZs2/BuO/G/Hy+T3ewqnVmP+Ax+k8OCDRN74Bho+8AEkVf3dA38FDycW+dAT76VWPo274W18cOPt3FQfeUkS/PHwj/mrvX/FTb038Zfn/SX/e2SOr80t8w8Dbbyu+cX9g0bVYmjfImf2LZKYXPFri7f5aRmI0NofoakvjMvz7/u9vw7HcVhYWGBoaIhjp4c5sVhh0fGTjLdR0jxU5orIDlxQ0VAbXaR6FnjP4le4JHOAJT3Ko5030nX+e9nY1IZbk5+7UzyzlOFvHvshh3M/R3bP4ZWauc3zLtgXQivZTKk2z4YFbd1heup8BN0atiMYy0xzNL2HjDiK4htHkmyixU4uql3BB9/2Nvx+N0zt4cizn+fLqUM87VZxJIk1kszWkJceb5qgYpFXNvDF3PUsahv59LpOdjaG0VUZK1ulcvwsEU5mcbJT2NkhnOXjmItj4AgcWWIh6CO3A6I3SJgL5zPy2CLVYgFL1pj3NNDRO8vAqjGGrQ0cyb8DtytA1XTwJw36pg0kW3DUZbAp/wiX772PmfpG/uWWN+DJJtg6tA/VtlACYaJ962heu4HmdZu4K3eKX4zfRTH3NJKo4XY1c0njIJd4lnCXnsVxHJ6duoCx6U4arDzd0gKrpGm6pQUapQzy2Wb1itA5SQsnaGPU6WTM7icpWqFmsHP4ca4bfwpZCHZ1ncfsqsvZHHezoc1F/bpOoqt7UFwr55QxNcXkbbdhazaZt1uYdg6FNfwoux3H1c6Huprw6R5SVR/DqTJHj8wQLNThyPaK8bNrmY6OFKnTjzNfFFgoeF1uuhvb6G9owatoSEIgqlXMxBJ2PogZv5A5l2AmfZisS6HY0EUpWIel6ZQleEY2mZbApVj0BudpletxHz5N83KcSK2BmmxyX6fOcFigh44SxMZj+tGsABFXgO2TI1z/vW9SCQR4/DW3MzG4jsrEBCKXIVDJ4ipl8JXzRPI5nvVvYU9oI/3lWa7MH2axrp4fXXE9oVKe1z14JxY5AmWHaAGi+TRtSwvoZ3tLHU1QbAoxH1rNXOtaPNUc5zzxM/LROmYHz6f/4C60SpHh/lcx33gBADmvzA8u8pMOKLxlUeYaj49wg5dgTOexx+7AmPsBPeEk4SNRfMnVKJFe1PpVyN7n2zZWZCqqgKCKGxwbBZu8XGO/Nsa8kibi+DjX6qfZiQJQk4pI3jIuuwFRFaDKqP0RGt6w+uXI73fhvyv5wUoKNPGpT5H+1rfxbN1Cy9//A1pD/b9rG2WzzBsffi9DyX0Uw7fS1HAzf9bZ8JIk+NnDn+XLx77M+7a8jzcMvpnXHxvnqWyBH23o5bzIb6rgglyywujBJWZOpVkcz2NbDkgQrvdS1x6grj1AfXuAeHvgP0WI2WyWM2fOcObMGcYmppmQezkiYhSrFo22xJUljXRDCdF0kHfk7mN9aZQTvl4+3fgmHrM34i7axGoQUVWCbhVNlZiqPENavwvZlcRtruKN4j0oJ2ycmsNUWGKXWiNl2cgS1AVcDDYFuaCvjgsHPOxLPMQPjv+Q2doMUbOBd2//Y16x6jp+dNe9PHl8gta6GkV9HyeUSWZ1gSQEq4TF6iCsD1gYhXruG7mSI7k1hMNRuusCdMV99AZMVtUWaJmdQp/NYtbaMM167NQY5uIRatNPo9gWqZgb4/VlnvCdy+5Dm+kszdJjzOOuZgFQPRbuGLT1XER2IUhypooeURna3Mp94Ubyfj+X7n+c9/zo2wTLFSa7u/lx7wUcUVsJN7VywSYvx8VuRpIPIZsLILlYX3cBbw24aEo+jJpbwFNSsHM6kVqJgFR97lhVhcaYaGbMaWZWNJKRfFhOGL08SLDa9ILjKkkWilJF0gS1Wpm2kYfom9lPRXXx476dPNFzEZeqPq4TGg0uHbXJR2RdDEksM/W+d2O3D1D7gwuZmz9KJecnVeqlVmzBW5J/OeNS3+lnInqUJ9Pfoy/jp3nahWzXkID+gRbWv+aPaRtc95I2OUIIzLkixX3zlA8urTRfAk41h5E4yeNGjs+3rifr8nHp8jEuqj9A+NJj7F5s5EhB47wjCS471s1E72sp+VvwZYdpKAwTu+xCGl59MX/56BjaA3fznqM/wbNuHW1f/ALW3ByFhx6m8MjDGBOTz/0WW5JIB0PYssX9rVv5Uc/1bEqe4j3HfspYdw8ff+t76Z+e4JOf+xQ1XSXnd5PxCZbCFeK1C3AFWvGct5dg52Fs00X52Da6vnsSW/Iw3nktAyM/xFFcjHXdgPAEaNjaz+KFa/l4LYeB4OvrurggEgDAMHIsPf1jCvcdxp1sRw30I/tW5NQcycLdG8XTF4MGL88+McfpQ0mU1ZO8LfO/ONByJX+WfBvRyjKXzT+EU0wioluoxFzYao24HiaW89JMI/V4CUgrWRzDEdRUwepPXPwfnkeeP+9eJr/fe+TuvpuFj30c2e2m6W//hsDO37yG91IwbZMP7f4QD009hDf2Sqa8N9Pt9fCejnpuboign73gHeHwgSc/wEOTD/GPO/+RrU0Xc/2hEZYNi/u39tPp+d3tF5ZhszieY2EsR3K6QHK6QDFTe+79UL3nOUKsaw9Q1xbA7fvNBqe/CaVSieHhYU6dOMNDpxT24McSgs2GyoVllWSsSiD2Y15XeZR2M8+Ip40vtN3KnQ1X4JgK3orAU7UhZ1JZLmFrT+GuewAkBxav5aLlixksrbjdu1aF6D63gcGeKDG/jq6s/F8V02Y5leOHD3yDews/Jx3KUpf2snNPPa1JfaX83h9Ai8cotSuMN89w3DPBlFQBoEezWO11OLdcYedkEdVQUYWFJp012xUSz4p+HrC3I6GwRVqgX1qgjjQeKw2GgV2VKasKhYEo8S3vIdCyjZzl4Yk9xzh44AnqqmOYeYWa5OHE4BaOr9mK6XbRkV7inNNDtM+ZbL54NS1jeyncfz92XZyHdqzm6eAsEXWCdsukw/CxTvHRa6fQi6kXpBoXRZgJqYkRq5Vx0ciUppGRNXxWmN5SK/FSM/LZgqG87GB6U7RGjzEYmKRBKlBvzePJTyE7v6IVGu6gIjqY3FWgMm2SCrbwePv5TMT6aEOjw5HxORIVB35d7E912ai+OTTfIumQQl/XZuqdMrOnDzNz8jhmtYKtOMzUVZACYdrTr6O7u5uLbxsg1vLCGzxhO5QPJynsnsFaqiCEg508gy0MlLpBJFnlIYp8Dgm/mebts7swOMQTq0yOd0k4kkST7cabfjOTszH+n4XdxNMSE53XARJdk/fRNP8UciCAmk2w5AmRjbeyqrSISKdAUfCdsx3Pps3k778fY3qa0rvexg+GhrjzmjegWzXann6AMecCFN8ZtPAB4sFrGGtbS59zBGa/Q0ZaRhYyf3HgYlbtO4pVK5EL9eB68+Xog0dQPvYoSgLMS8LoD+WwWgSpPzbxLUn0XfrP/Dit8bkKNNfK/O/xfTRUTBw5gJyKolc7UbTIyn/llFHrdQ4ETE6eegx98QSS28Xa8y9h7c4raOztZ+LoMk98fwhf7A5eU/k2/9r+Ib5yegNh2+YiY4ZosYCi11EOCMq+OZDAW2rFU2zGo5m0B4o0ayroFQY//PqXm9x/F/4nkB+siGDP/dn7qA0PE7rpJho+8mGUQODfPN52bD75zCe5Y+gO1jZcRCLydk6WBY26xh+2xnljc4yQplK1qrzlwbcwmh3lm1d/E4+nh2sPDhPXVe7d0k/wPyAmW84bJGcKJKcKzz0X0s9HCcGoTrxOoTFm0xgx8EoVnHJpRbtSkkGWkGQZSdOQvd7nHz4fsteLpWk8e3qGv3t4iWOWwCNJXGzorCvJlF02webdXOzcwaraIknVy/cbL+Q7za9m1t37nD5nUJGplwXL2eOYxnEoOoSmz+OCpJ++2spFNiMbFGuL+PLDdGWn6crO0VZMoggHB3h6jcS3L1XI+iXOnWnkVRNNuAsG8nISXzKJBNT8ARIXr+PEWp1n9DFGK9MrMl6yoFVyU2c3slOPss40ieQTRLNn0K0iAKbqoxzsxgm04PYGcOYXqU0dxq9V0Lw2v54FEmcVUX9VNPo/ggJeJpwGZkUdKZeXUUIcEQ2MVtdTsqO41Ax9co0NuRDNtZV0lSUZ5EOTBOtG6GyeQcTaeCKxmYeGw5QMWN8S5PZNbVzQEsHMVSnOzVNYWKKQLFDM2hTKOiUz+KJ+MMepsqyqlBUICYkBWaFVBb+s4JMlJHeVkpZkJn+cicQIlbO9hqGgi86oTad9nIZQiW+svZhvFIdx4Wbj3OUMzl7A1kt72HZdF5pLoXIqRfbuUeyMgVNcxBh9hKQ1y6m2BmZaWhhRezi/2sp16NiKxNDgPP8kfY15c4FGPc6lZg++WoIfL13HTLGVG0ef5F21M0Re+QrG7tvFlLSFZN1GvOVFVg19n1Bu7MXrly4XenMzWksLSryZ6uk5hONFvuhqFhIFyuFmQqZgd7XE53DYiMRfofFwm5dPD/q4ar7KR08WsHFwJAevcCOXCliZSaRKCsuuQTEJ0Rz2kZMYawJUX9GBIgVQTD+K4UethVFrEdRqBK0SRTprfutUsljZYczCEGJmBEmu4Fm3Ds/6dSR7+vhMugDDxxmcOIlsWoSbNhJv3w5KA5PjRVxmGdt5YY2ALIMQOazaEqrfIe8rUXWVUOUadtVB6B6i/kn6e8a56sbHkKSXqz1/K/6nkB+AYxgsf/5fSX3lK6gNDTT9zV/jP//8f/N4IQTfO/09PnPgMwxEBrh9yyf5fgKeyBTwKTK3NUW5rSlGg1Lidfe+Dtux+f5132fU8PLao2NcGAnw7XXdaL+hcOa3/vZSidrICLWxMWqjY+THpkkkLDJmgKKniXywC1NfqdL0lBPULR+jbvkwwfzU2Sn8d0NyuTjStJrP9l3DnC9GfyXLNtw01sLIgD98kg2Bn7PRPEBJdvGj2Dq+FVvDghZBI4ajt1J1N1BWn28VkG2LcD5HtGgSqLoIVXQiRYum1DyanSURdJgJ6Sw3xKk0NJEWOgWVlSsZUC1BuOQQKdr4aitGrpq90l5vKxK2DCgmPc5hzik/xXnFw3QZCQDGXBGe8TVwwBvmsMvHvOKgUsUlCrgkgU/3EdHCeE8muWJPinMSFeSYxeKaBoYbe6n43VR0N0LWiZBnrbQPyxbsF9tJyxKmnUWyEkhmEkO2QLhoDa/iqoUA/kefxSqb5Na5SV1a4fHqeh6YW08yNwiWHyRosiUuqmi0WTIOFvPBCVL+KeLhFJub62j1bUCVuhBWlFrJplo2KWRqLC2WMAomv66xLcsS/qgLf8RNIOYmENbwazmU6hTWmQOIJ/egTiUwFYVdHRv5Zv/1FF0+1tZULrFk+p1F6lSZOnczqryiZGM5c3jkYwS0Y+BJoW24EO2C90ColfHcOJ959jM8NfcUQSJsGL+cHbWLubDOjZY0sIuL1E7cyZSa4syqAU519TEZaCOZDrCcNTivN8S2hpN0HRNsLayhqhpU1inUbV/N156Z4mf7JwjKeW7t+jlX5Hux7j+ElUgiBwKY1SqZ4ADDfa+h6o7RmDmCxymwrLbgWAUsJcfO7npcNTfCCYMeQzqraOIYJSp2mmWtwEygQN5lcMQIcX+5gxa1yPXBUxxqWs2Trau5LDPFO2ePcrqs47N8dFiriRs6XtNEklVqR76LOfUUWu8VuNa86gXraKbkYJFDM7KIdAYnl8ApzODqryf86hvwrBrAXFigNjJC9fhxKkePURsdBcfBkWQWO3cw0ngult6KJK0cD2HnKFOk5pa52PM0jl7jB+pr2VO2+Ovb1nP92jqe+sk/c+yh3ZhlgdqiUQr2Y+BBsW1sWcYlHN7/F3+Bqv77M0YvmC9eJr//fqgcO8b8hz6MMT5O8PrrqX//+/9da4FPzj7J+594P37dz2cv/SzC1cUXphP8PJHFFILVPjcXejPcf/RP6Qx28K2rv8nPkhX+19AMNzdE+Ozq9udaIH6Jqu2QMi3SpsWyYZGYX2BpepZEIkkqXyBtOWT9AXL+ALlAkLwvgP2raQshiOcdupZM+hZNOpdMFAcqXpl8lxvR4yXcpNEqbDrMKh3VMr5KGadUximVcMolnGIRu1ikVqrwnVKM7/r6EcDNkwc4r1whEV9H1d1GTJtmg+8u+t1PIUs2+9w7+Hb9K9njj1PWZnFIgGMhFB+OHMJRYzhKDEeNIORf628UAm9theCiRZtI0SFctImcJbxg5TdfQxFlhgHPE/R5niSoJLGExpyxlsnaFk5IW5n2tJDzyeS8Zx8+mZxPIR2AJiXHYGGa+pkUIiNjVS1c1RKrZoq0JUpU1AJHuks801smGZJwJIFEARsDITkISSAJhbini4taNtOVHST7gJdgXKLukiewkw8SekhHPRmkovs51tbF8ei5WLKHBlum0ZJRJQcTkISMBi/o8/t1qLqEpoOq2yiqAZRJGFVOmhqnJT95GZpIsE5aZIBlPJJFtVigmE7h2M8nN4PlGgPZEvFkBluW2du6hm/2X8eCP0a3qbCjaHBdZJZN1w9iLggqSyqVBYFq/4rLu9tAiwZRwz6UkM6ivsxP0r8gubzIW5duJuQEGMsvkp17kJOrGjjQt4ZYIE7riWkqJ4dotwt0y3OQmcRjOIQcN15DhmoNnBe7rrwAigJCPOfIsRCPU1t7GxNOH6pdYbB8AH+4m1CgC02WsREsBHLs9x9ktHocPTVH53SezaOC6EpCgInGGE9v3Eq+fg335BqpZ5m2zQ9zSO+mHH4V/fYJ3uH8DZ9fdFG0NTbs3c5HnnyMJV89DaUEuELgjWErCg9sP5f5oJfNQ0fYePowSrWG4xLYG8JEbng3/ouvRQsFqZk2pZpNybDIlk2SxRrJQo30Yhb10AxaWkPChWIWqV8+Six1Eld5gsWQzkI8RFmGDn+em1uPcnfoEj6fu42+5me4ZfVBhDWLItVhzJ7P1DMZcokEZqgOo74VocioVZOPfPJvXk57/i78TyQ/AKdaJfXlL5P66teQVJXYH72T6O23I3v/bc3nQ+kh3r3r3aQraT58zoe5pe8WMpbNzxNZfrKY5mC+jF45QjD5D7j8W1nd+2HmajanS1Xa3Dodbp28ZZO2LNKmTdl+sb0OgOQ4hIwaUQRRl0bc7yUeCBDVVTyKjCJJSPDcc9VxKNkOlZKJGCngGikQmamg2JDzyJxu0zjV5mIuphDTNVb53KwLrNg5rfN76Pa6niPm2UyZD333CE/NZYjaErfVRbn1hm4Sc2mmzyxTmllgwH6Atd4H8cgFkmY3R0vXc9K6gKLuwlLAVCVMRcJUViI1xXZQbQvVsQnUJLwVCdV54UVY1EsU3GkMpUBFKbAQHMMVl/jIzvfTHe9Am3sSaf+/okzswkHmTGAz97gv5DHfThTDRaxUo6WaI1qu4ip7oOxFFs8Ti6GCpUh4ayvXZ00FQ5XQLYFuiRWX8/8qOBayWqXkKpGTc9hSFcXx0RqIUKuVqZSz1Co5nFoWl51Btwsgajzvz74C3RcgEIngDYUpqj72GfXsq8XJCx0ZQatSpsNt0BnS6K7zs6otTm9nM5H6BlRdpzYxQeprXyN3189xbJujrQN8u+9qzgRbabAkLkTm7bdtom9zPTiCh04t8vjpIc7JH6O3kkep1aGaXegVH4rx/Dzn4DClLzBrD+GfSRJJpvEvjeEq55/7TMktsRwAtaGO9qbVaN4opzMGR5JVikKhNeBju3ARNWSQFZSom0LsDOaqIv0X/RVLf/J+akNDIATVUAOVjZcRbTuXZ8fz5PUwnZP30VQ4wOmuAZKBK9BElFLHPG1X62zp3Ehb0c3MG96EKJcJvPKVzD70AL6lZWQEj/Wfx9+veiUN1SSv6D3BHV0hFvw3Uu9M8E7z0/x4Lo9VFnzie27i2cpZcT/I+gMYmk5DJgVAwhPmQMMq5privGPrHcwNqBRMP185+QZOLA++6LRwObDFUNlSU3ELiWWfRK7Fhdbqoy2sspydZXr0DKsWZrhsaRZzYpTZqIve7Qk2KglO9PtZanQzn2imzXsTa+uuYvjJLCOTFfLmIo45ju3MUA0pqJ4A7//Up5H+AxmoX8XvHflJkvQZ4AbAAMaAPxBCZM++92HgD1lZ536PEOLB37W9/6nk90sY09MsffL/UHzsMZRYjNhb/oDIbbf9m0gwVUnx4d0fZu/CXq7vvp4/3/HneLWVcUnDZF+2xA9Of4/jk1/EFboQd+MfkzAc8rZDo6aw2jbxLSfwT0/hn5ogVCgQtk2aOjtoWrOalg3rifd0oSr/udy8UbWYOLrM8IGVilJhC0RQI9fn41irzj6PxVkewKfIbAl62RH2c07Ix+agjz1DST7642MsVgxWGQrvWN/KVTf34w3qOI6gmMhQ3fdd/ENfx1uZoCyFOSgu5Bg7MKQAVVOhZMi4HEG9S8ewNdJViYqqs7q7kQ0DMUJxD5arwpnkKCfnzzCaHmHaniDpncFSDFQhuCFf4y2lMp21IjVPGGPLm/Gf80dIgRUnjvHpWR59Yg9PJzMcae9iMbYSzUuOwF8VRAsW5w7V6F0wz67lgSXBUIvG6VadqSaNc1wSV//iPlILQ/hlhUZNwm3VIZYLSKZASPJzD0kIfrkyKATUXGHK3gZK3gZK7ijDusMpzUIIm1dOPM0lYw+jm2VkwJRl8h6dZb+HVMBLwa0jeT34I1F84QieYBjT5acgeUhYOrNVhbGizFRFoaJ4cCSFsFfjvJ4YF/bVcfnqBmI+naOzWR45vcShqSwn5nMUqs+72+uqTFfMR1fcR1edj+64jx6pQv1DP6Vwxx1QrTLS0M6POy9jd+MgASFzsc/Pe141SP+aOCXb5q6lLLvmDzG4/FXOPXQI/55VhDvfjOSLk02fIF8YJTR9AiU9u/Lfu8ModatRIh2IUCuZqAczINMQrWNc0bkzW+aRrIUlBJcFTd4SytFnF7DLJezlAmYih53KYxdKiFoRp7gIjoXWdxla+4Uo/pVjb5VSlJLDnBY+liKrqV86wOCZ7yAJC1N1U/E2Uq3rpveWi6i7eCtIElNvehMSEm3f/haP/uKnPD6VZGB2Filt8MlNt9NeXOIvnv0Ge3ds419uejO9M+N88vOfIVZ4nsh/iYVYHdONbTSkFmlOF0lteTP53nUYPSG8gVnOHXonQ/0qFS9kpRsp6u/A5/bidgTVEzlSR1JYNZvO9TEGz4+gKFmySwvklhbILi2SXVogn81QtgqEmjNEO4uEW3LIqs3GQ3kCJYs7ltZhzvhx6VvJxi9AyBrB/ATNC3uoTxxCtatYskShoYtzH73nfyT5XQnsEkJYkiR9CkAI8UFJkgaBHwDbgWbgEaBfCPFb8wz/08nvlygfOsTy5z5Pac8e5GCQ8E03En7trbi6u37rONux+crxr/CvR/6VzlAnf33+X7Oh7oUNpF859hX+5fC/sDO2gw+nzuXEw08SO34ET60GioJn40Z8552L//zzca9d++/uR/z3oFaxmDiaZPRggplTaRxbEIi7iayPku/xc8IveCZf4lRxxV1AkyQ2B71cGPSRPJnip/tmwBFcbOm848p+Nl/WhvJLrVEhYGwX7PtXGH0ER3FzLHI+P7EbyYQSHFZGqQqb10drbPCunHZVS6doNdPeMEhjdACfrxevtxuvtxNhqyyOzrL0xD/QufgTohQYUz18I+TlvoAXU5LwqB46g510h7vpCnbRFeqiy9dO5NA4Y/c8yPHFJIV2L6KvH9fYABQC6JFJjEIcLD92IIeoBlBNmbRfxr05wtYtZZYfe5bSgUOkCstIsoPRWGHKbxH1B2n3yUQp4q3UqBb6KRYHKVUGEcKLEIJhKc1jfpWCqrMteZRXTu8iVCshCQcZk0jZwVc20cQLozm1oQHfBRfgP/88vNu3o8bjL3i/nDcYH81weGiZ0/N5RvIVhmpV8ggkAT2Sylavl+2xAI1NfsINXkRII6MKZvJVJpZLjCdLTCwXmU6XMe2V+UmWYG1Q4paZ/WzYfz+uUoGUJ8iP+67i513b0ZA4P+jnT29cTX9tjuU776R4/4O4Oi5FbTuX6uxeSstP4EmsSJXNNnXzcLgfy+2nz52npbxEkxnE0RoZDzTzjD/OHpebJUnCD1yNzk1otDsgqlmEWQa7hhAmjubF0XyI1DjW0e8jyQqeHe/GCXWStgVJS7BkOhRfInHitgsMDn+T0NKK9ZeQ5OcEvOVgEFdvD9VTp5G9Xtq+/nUOnz7Kp8YXOLJ2BzvOTHJkwYvfKPLew9+h2FLPp97wR0RzWT71uf/DXGyJxzdIXNJmsdywkVr8Jv5k/Q2Mfvtp+PLf4iknKa+/iXjnlai6QnBtAe/0uxhrV5itd/Bo6zBmP8DQnhqW6eCPFJA5Tm7xBLXyirG0rDm4ww6RdheBFgc9nEZyJ5Ekh3LNQ2KpATERxB4r8obOo9QcN9+cXk9GNyl4o6iSwFcnkJpdFDWDjCiTpUyjFudzt//wPz2X/N6R3wt+gCTdBLxKCHH72agPIcQnz773IPBxIcTe37aN/6+Q3y9RPnyYzHe+S/7hh8E08WzZQvCaawhceQVa/W9eF9y/sJ+PPvVREuUErx98PX/c+2akoXGqJ05QOXGSn9T28rUdJdZMOXzgQDMTvZv5fnsf63ZeyF+s70f+Tzac/kdQLZkrRHggwcyZDMIReAIabaujxFeFWWx2ccA22J0pcKyw0l4QNwWe0zmSCyVitsTN7gBvuHWQ9jW/1sifOAP7vwBHfwhWlbSnk/tqA+wJTnPKX2B7yw28c/UaTkwfYyZ5mnrPIlF35rnh3oqgbVmjcS6DatQwm9ey3PNOPrc/Q6Vo4TUDpL0LFEPL1OozpLRFlqqLz42XJZlWfys9ZgcD+zZCpRdDcbBlGY8Jlfgy8rpHaYvtJywqLM+ex9j4TUSSfmxJkG8YIRxeYGC+i4TYQzpTxqoEkOQwklqPrLYiKyv7LJwSjjlJ2ZrlsVAzQ/5e6slzuStBtXKak/VHSQeqlMubKKcuR1grhUmDFHjl/AHWTp8gkph5kW8hjS3UBs8n0XwO88UQpezzLS/BuJtA1I03pLMkbPbniuzNFElZFhrQYyqsMhQ6TRkNiVCdh6aeEI09IZr7wvjjbuayVUYSRU7M5Tg5n+PEXJ5MOs+V08/wqpHHqa9kmQo0cE//ldzXsh5HlghbNmuyC1yQnmDd4nFi6XEAZmONPNK4keORblTJQbNX7KXKqpuCy01Z81JRVlp9ZGHQqS9xVauPN/T048NDJSdRSVuYOQurbOFUbCTLwakV4cxdqNO7sUJtpM5/M6lQCsfTiFPSiRc8+HBhyyaZyjTexBxGbpl061Yy+oq6kruyTGThcXoW96EbFaquCJ7udjSjiDE+vnLTBqjNzZgdbTyTyXB8YBMZ4eVZ0YPtwEee+RZOzMUn3vJuyi4Fb/of0IwxZASvDQvOCZQxHA/h8AVEtLVkvvAkwWePsRw5B3HJq1AW5zCcGQxnN/OcT5XzAS+a7wTBrnsJNM6huhUUXUJWHIRU4VdT3ZKkEwyuJxLeRjx+GdN2N+8+dJDa/Ek6l8Yw9RHKvnHmVBXxa1OJYkt4TJWA7COshegK9POpW/7h3zxP/Cb8vpPf3cAdQojvSpL0OWCfEOK7Z9/7GnC/EOInv20b/18jv1/CWl4m+9Ofkb/7bmojIyBJuNeuxbt9G97Nm9E7O1fuzBUVO5vFnJ0lPXSUf03dxT2xGeI5wW1POJx/UuBqbcW9bi1Pb/Pxafs+6rz1/PPOf+Z7KT9fnk3yuqYonxloe1ERzP8/USkaTJ9IMX0qzfSpNNXiimRVvM1P2+oo/u4ApyIyjxZKPJ7OUZovo5/JQdWmXVZ5e1MdN9y6ilDdr6WLSyk4/iMYeQgx+RSSvdKPtqgoTEh1aKHtNLT3cXi+wvB8gi2BBXZoE3hy8wgk0nUBJpolcqGVyjS3u42hSj3fnJynZXktm+euwmuskIlwm1TiGXLeBCmRQM2F6EytRrddHG96gpKWpzXXS8L9KKdbJii5Vq7PkOLQ6/KxWnJRqG1jafF6eqcl/LWXvn4lpYLmnUTzjxNsyBBtCjFuNfC5Y21kjQCv35xn/To3Xzj2BRKVBBvVc1h18DL8ViP3qlVa18fZ0hE5G4kVmUiW8GdKXJCcYNPSGbrSw/jKiRdU6Tq6B7pW4bn8SuLnb8bb1YYSDr+gutBxBAenM/ziyDz3HpsnXTZRZYlun5tWFLw5i0DJIerINETddK6vo3NtjOb+MLJRpXrmDHNHT3HszCxD8zlCC1NsSo4QMUokPGHmgq2Eank6szPICCYDDTzZspEnWzcy569DcxzcjoPbsZAlC1SDgEeiJVJPxBeh0eeC5TQLS4cpayk8lp9otZFYpRnZOpvtkCAU91DvyVM3/TTuZ+6HSgn1lh2Yt7YzWRrldOooCzWTslBZV3cJV2i3EJlppHh4EcVRcbAQ6TPMz41zpPVyNJdKTVeRc2Xqsgfpnn4cT24O/CEiN78Spa6OzDe+gZ1OI7lcCMN4jhCHGzr4282vZ1kP8aZT9zO1uYNdOy7E0DRapr5EVd0PAppqbs6VYHNDEX/g+Z5LqQKiolORQhRm1pObuBq7FsbXcJL4urtwRyaRJQ+h8Hpcrnpk2YUsu1DVIJoawO1pw+ftwevtRJJ0Tp05wo8P/5Bd5afJaGdFwR0VTWpkk1dn8/whTge309D/OkbvepLuhVFqLouFeonlqM3q1Ctx2y7+4tNvRf7vmPaUJOkR4KUsxz8qhPj52c98FNgK3CyEEP8e8pMk6e3A2wHa29u3TE1N/Zfsx38X1EZHyT/wIKW9e6kcOwbmi7UMfwm1sZGRHS18dWCOEXmZ1aF+3rHpj9nZvhNZkjmePM57H3svRbPIB7Z9gFHlPP5pOsENdWE+u7odt/Kfq8D6vwHhCJIzhRUiPJliaSKPYwtkWaK+M0hTf5hUs4sH1Br3HZzDGS8gyRItYS/v7G/iNVd24/K8RBm1UYaFo9izBzh8+LvohXFaDYiK5yeLHH5OOF0E1l7F+qvfCsEmTDNDvnCSQv4EhcIJ8oUTLBRn+XZKZ8JQuESNcX7qSjLTa7CL/hcUrAgEc4Fh9nfcQ9I/DRLE5QAbpyXaT2ZoL+uc2HwZX9vxGl4jfsb5zkMouskPeT1HSpfTVUhyTe0R+nJR4ovb0b3LVHfcTUE/gBAWbt9mfjHxOu44otMZc3P7ujvp1h9kzpA4KlZz++a/ZE1sAx/66kH8x/M02jKd6+Os2tFINlFmfiTLwlgOs3rWrd2vkvPLzNSKVBdH6EqeZmNyiPZiAt22XvB3Sm43WmMjWnMTSiyOEg6jRMKokQjC52dkqcDoQo6FuSSlpSSBSoGQUSJglAmYZYK1Ml6riiJsJLGydimJ397XWFU0DtevYnffVYhwB63lEk25NH7TxNA8ZDwRbNWFF1Cd375WbUk1qtICOc8QpjOOp7JIV9liYMYislBESFBZr1C8oYrVLDAF1BzQZBmX9MIoWZZ1Ar4NVA50Ik410xneiGxKpAyD/SUbGZtyE+QTGhFbosGYoG70UepTx8GxcQ0MIPv9VI4fB8PAjEWxcznclk1JdfFPm17DUy0buLRO5n+/5SL+aGiCYxWTq3OnOJ39J0pUQQLd0ohm4nQ4Ic5rjDAgz1MaNZnJ3k612oonvEzvqhG6S3cSLk0yHz6Hue4ZhGzQHHkdXf3vRfeu3NQI28HOGWTmEtw3dA93Zx9gSJtAcRQ6MmvpNFZx+bYLaNq0kQ+MLnK6UOG7E//CZbM/5SMdf4bWHOHBmbspaUvUF9q5augteMwgpebTfOCj70b+T841v5eRnyRJbwbeAVwmhCiffe3ltOf/BTiVCrXhYYzJSaxMBmwbORBAb21F7+19LjXqCId7x+/l80c+z1xxjs5gJ7euupVruq7Bciw+svsj7F/cz+Xtl9PW/i4+PV1ka9DLN9d1E9f/69b8/iMwazaLYzlmhzLMDWdITBUQjkBWJeq7giRjGnfNLjNSqGAGNfydAW7pqOPtW9po+y2qNt8++W0+c+AzdGoD2POvZWJZRvL78Xh1kobFFesbuWFzC1UhKNsOFUdQtlcqY4tmhWx+kfTxewguOLTkB6gvtqEIFUOpMB8YY6FuCK1xhOZgnmaXwCMK7M4LDpRVWjSHt1UMen4h4xqSSUeCfP3a1xDdanJFxKazoZMTlRb+cjHIkiSzbaTKNcfLXBxxEzJs6IRTgyP81W6V2UKMnW1Ps7FrF/sKORq9dVwXqiBZaaKxq/jKwWs4eVLl1q56fAs1CqnnBQrCjV5a+iM094Vo7g3jjzzvsVaqWZxayHN8NseJuRyZI8fY+uyDnD9/DJdjkfBFqcQaCEk2vmoRrZiHUvGl/2xZRni81GSVolAoSho53Ufe7aeke6nJGpakYMkytiRjqzqOoqPKGoo7hBKI0TX5LGsmn8ZjVlEbG8HjxpqYpBjU+NlFNvbmOtx2C+OJTpYmm4nnivRU51krJmirJvFUS8g1gWppyFUB5eqLfqblkqj2ONirbIpbHE65ZYZqbmp6F4ONF7Oz/VI21m3EMJY5cPA1mGaa7u4/pVZdIJ3ZQ7F4GuHILJ+IsqXnr4ibXSw8M8fenMAWgk4xw/1anF7Li6xIeIwMO/vmEcf2UTn64htbW5KYiQYIbdnGyeveyaeemKYl4uEzr9nAlwo57k3muC7ux1n4Bw4s7GZVdBVTuWkqdhlXuYXzJt7AQL4JVy1DZ+EgI9GL0Pxetl3dyqrZT+Ka/hEFfSPDra1kW/YjW24is1cSmbuSM2KRB8NP82TwEDXZoMlooXv+HFZlt7N2fSe+iJtcokJ+uUIpWyNfLDIVOUK65Ycc9lo4kkRDrotzZm6gqdANTgWjeBdIJf70O9/7n9fqIEnS1cA/ABcLIZK/8voa4Ps8X/DyKND3csHLfy0sx+KRqUf41slvcSJ1AlVSOb/lfC5pu4S5whzfPPVNIq4IV676U76Y6aBe1/ju+m76ff85o8n/ShgVi/nRLHPDWeaGMiRnCisakIrEgmwzLzksxFWWen2E4h7WtQRp9bqIaiukXrYdkoZJwrAYyicYLaQQSghH9r5kzOEyHKLFlT7AWK5IQzZLQ1YmXA4gIePgsOybYT40htZqcdVGDx0eE80pY9tlJFlHkV1oWgQhx7hjeIo7lx7CcRRCmXfwTk+QjQ/9APnMKebqGvC8452cd9urkRSFkmXzyYkFvja7TJ0jcdOxKpsnShxz23xLNvDLgtVd9zLY8CibvOCRbWTZh1veQblYw1b3I0mC7PhFZM5cTbiunXirn/RiiaXxPKE6Dxe8po/OdfGX2PMXo2xYnB6eJfW9HxB/6C48pTyH6vv57sCVnI510uxTOC8icV5tnrbUDP7pMaSRIURuJUWmxGJ4N2/Gu3UL+sAmJLUOY6ZIbSKPlSgD4EhQQGKpYpGyBGlLYAG6VWDgzFfQSmOEVpaAkQBHAScgVipnqhpq+YUEUlZdLHhjVH0a3mCRcCiL5jMQXgVXtBXh0Slqi1hNWUy/RimxFqrnEq6/kLr2eto7G/FHXC8SYi6Xpzhw8FVoWoitW35CyfSyb/gYB0d3M5WYpWq5UNVOOlq2Ek87KM9mEY7Mdq/MspFjSg5hGg6aW+EVN/qx7vouhYceQtJ1gldfTfi2W6GlmXu/8E9MnzjKea+5HW3LVfzJDw6TKNR458XdaH0hPj21RLdHZ1X1Z+yf+iGv67+drpnNLD3pINkyRxv2YpeSvP+eXegbtnB6y7uYGSsTbvSwsXcG/+kvU5BaWa6/mhPmGEfUU5zxTpLT82i2i4HsVvoXzqGu0P6CrIYkgT/uIt00yQnfPo6ynyoVPFKUV+ZSXJcz2GX+M64lF2pkkqOBMqOJCE1ug29+8s3/84StJUkaBVxA6uxL+4QQ7zz73keBtwAW8KdCiPt/1/ZeJr//exjJjHD3+N3cN34fS+UlABq9jZSsEgWjQGd4FZPahRhKhHe0RBj0qdTsGhWrQtkqUzbLL3iumCuvW46FV/PiVb1E3BHaAm0rxR7hHtqD7cjSf20qtVoymR/JMj+cZWEyx9JUAcl+/ty3JajqEpYiYckrPXaOKiFpMoomI1SbtJEEyaQr2IpP9lBMVylmanhrzgtMbAEKeppCMEmgRaevr5VzN29AdsEn93+SXTO7aAu08abBN3FF5xVE3StyYROJIt95bJynDy8iGQ5NDXlON/4LqiLzqe7P0hZpRZx+huEvfpbW6Qns9g5a3vJmgtffgOL3sT9b5H1nZhhPlYifzFJI1xjQsnzabCaExGkpRaoaxAqfIdDy/2vvvMPkJq++fT/Te93Z3r0u63VZVzDNFBtMN4QQ0klISIOEkHy8IXnTSUjyphcCKZBCSELv1YCxMW64e22vt/c2ZadXSd8fMxgMtik22It1X5eu0Wg00pFGo5+e85znnJexVWxFZ4yhKAJZsqHVxQAN5eWXU1P9GSyWWvp2BVl9915CwwlqZ3o56QMNuEvfWEj3YMiJBMG7/k3gz39GDodJeYuJaY04AsMYpLwADViLaPHWsruonnTZdKrtxcxEy5SswFN47M1oBQGXnqjPRKbUgqbcit1qICnLDA7H6Qz10TO6hqlrV3DWxkFMWVg3E0zzFGqEhL5fS2aknEymGnRWEiY3Aa2btOwGfRFRvYU9doVWS5K+tBaBTKNnL83FO5nt20mROVg4Ii3a7KmkR08h1FtJsF/7StcbRosun7nGY8TqMmK06jGadQzLu3h28BE2jZxId+TVoCujVmAkikaXI5G1kJENWGS4LG7EJwlkQ5qTTBZaYznCsgZjLsn8ll9StvwcvFd9er9IWymX5elbf8uu1c8z88yzWfCRz/KjJ/dy76Z+ppXaufysen4ZHieck5iX7KF5RQxfvJSyaXa8S3LcvPsnDCQ6cY2V8ZUVJoT7VCKVJ5CI5t3Y46ZROrxbaC/aTMgyjFA0VISn0OCfw6TAbPSyCV7nyvdb+xmo20Gr42VCSgCr3srSmqVcWH8h80vn89zqxxm8O0wsV0ymaTMnn21mdtkV9Pz7UcLBKPNv/Mpbvs4OxjEnfkcaVfyOPIqi0DHewdqhtWwY3kBbsI2B+MCbfk8g9omcRW/BrDNj0VnQarQksgni2TiBVIBoJrrvOza9jene6TQVNTHDO4NZvlmUWg/UXXzkUGSFXXsD3PNcFzvag1gkKJY0lOh0+BwmLFYdRr0WWVbIZWRyWZlUOk0gEUBWFOwGG5gkwiLIgOhm3DTCuCHEOCb8WR8uXRPnTW3m/FllzKly7+u4V2SFp/c+x59abmNvbDcCDa6cD2PSiUYCRSOR1aTJaFNktflXSZNFKBq8iTLsaS+OjBfveIppXXuY3DeGK2siseAUOhtreUiys2W0DEWjJTvNSrFmJxe1mFmSqKfGkE84MC4pDGdkxnISQVcn5Y2duEtbkDS7eW30nsUyiYryj1BS/EF2rQ6w8bEuchmZ6SeXseCCOqzOvLtYKZQFyo2Okh0aJjcyTHZomExXVz7VXWcnSiKx3/nXlZdjuOASItMWEw9r0A0ncAXTmLL5+1FMCx1GwS6dwhY5y85Mlkim0J+ojaM19aM196M19VOU62XpzgjnbFJwJOHleheDS900z2hHq0hYX9Kwd1Mjf6leTp+95HUXAjhlQW1OQ11WyxTzKEr1JnZqYbN/BiOJ/PoVtkHmlHQxvzJBg7ufbGo3spxCzhnIRaehJBaQS9QjJYpIxcwMhHPszKXZo8sxXMjxVu/sYpougr1nPkWSFrOS/7+Y7O34ZtyLUjpE72ADPRumYlVOxYeJ501pvHKUkxUfsSwUGzQsubIRV3PxG8bAKYrCmv/eyfoH/kvNrDlccN3/8GJPnP99cCfDkRRnTvUxYtGyqViLN5ajyP8YwrySz5Zeg72ljqcjj7C2+FFymiyzBxczo6+etrIROoq3MmbpA6AyVsvicQ3LdRlKl9zA2k0WOjfHMfvaqDjh72jK5rE1UcKKgTUMpvvRKloqx6cxeWw+U1LNTJ5RTvm0HH3dz9DxYhM6XZKltl8Rc8R5qO80zl/3IsZYDOuiE6m+/fb3X8vvSKOK33tDMpdkx9gOfrnpl7QEWrCZaxmwXsScokb+r3EyVRYHJq3pLV2w4XSY/lg/e4N7aQm0sNO/k9ZQKzk5f4MrNhcz0zeTmUUzmeWbRZO3ad/g/CPNWDTNX1d1cte6HiJZCZ8smJPS0ZjR4inTQ22ctC9IyDRMR2YvG0bXIxU88Q2uBk4uPxmLPJ3fPJKj0e1k+dQytrUF6O6PYJSgWKejTKfDmgVNUkLIrz4Zd7t3MmIZIm6MoDdqcVmNuCwO7CYbVoMVm8HKUHyY54eexa33YFGsjOZGyJLZ7xikVAnpkYuREvXYDG2cou9kcNqFbCjyYUXwiTIvny1249g9TnDDMIzE0SCQgSQwnpGJauJkPDvRFG9BV7YbYS48oCggojZ0/V4iwSmMxBeSCZdQNbKR6r4V6BLjiNen/BJaZE8lUvEkZFcVirMMnbsMvdGCtuVZpO2PoaSjaByVaH3T0FfUYZxSj3l6Lcbp5YwWO1gZirHC72fL2E5i8TZ06Q70mU6siVFqxqBhUGFhh54pvRk0ikKwaRLR8x3oazYDElnDuQjzx/A8vRbbf/8O6RSJ5lNpLzmZnlQ5egTFFTZKayy0Fm8hp3uQGZptyLKWwOBcYh0nMzQ2lZ3GHN22CGM5C7KiRafJMr04wol1durcEmbRTiTWQX8oSm+kjJbANPqilQBM9WU5e0oxS6uqyI3+jpDuPox7FiG/UEkqGCGnMZI2uolbipEbYnjnPozJNUDa38jg1mtJB/W8ZEizxiSzPK4wWbLg1cKJFVY8J5VjnlGEzrv/f27Hc0+z4i9/wFVaziX/812Exc0P/rGVh3r9SEBTqZ2hqRYGzDosqQ704btoSoyxODYDiyjlcedG2pXuV3/KZAWz3GfyQfPphNZkiIcz2HRBcpKWtGKn5kyJ3kktPN55P92JMAKFJkcxy6ddybL6izHJVvr3BGnb1EH39jApyYBegnEXbF1kpluTIGrUE9bZUAoeoDKjnk2Lph/28CpV/FSOKIqi8EjnI/zi5V8QSo2Tti/B7LuCP81sZKHr4DUB34yMlKE12Mp2/3Z2+HewY2wHvdFeID8mbpJrEnWOOirsFZRby7Eb7Fj1Vsw6M7IiIysykiIhydK++VdeBQKdRrf/JF6dBxiIjPJMS4hVLQJ/2IxGk0Ln2oDevRaNIYRQBI5UERWJBnzxKmxRLxXaGlxaN9m0RDKW5UAdgjmdIKpT8CsSIWTCGoWsSYvJY6Rxkouzmko5taEI3SEi2/6y4y/8ZvNvuGHBDXys8WMEUgFe9nfytXXbSXdbyAWcmLUSX1DaOG/rc2S7ukBRaKus5a5zLuKFuSegQWFhVwfTX97MjK5+5lVNwmTyATbQuRBG977EygCSPkbS1Ubc3ULK1UnaNoCiK4zjk3RoY+Vo4sXoo24McS/6ZAn6TAmmjBe9OHAQUUpWSMgK8UwaelajG92BJdyJRn59EAckTBqyOhlZgKwBvaLBngBd9tXWqaa2BHmBh/F5oyQcQ2i1VkpLl1Nd9WkslloA4uE0LY/vInznPyjtXolOSiEXV+K66DzEGV76pXuJxlrQ6ItZwVLuzZ7J1XXTuMrhZONTPezZPIImJpFAZod7lJBzlFDOSn+s/A3Hp0NmmibIicldLBzbQIl/EE1EoAsKFBTGr5RIzpcpf6EZb9FpmKZPx9zURCiT4u4f3IjJVsWUpRWkDX8DkaT3hRtIBerZo02xypykXLZybkKPXsDpNh12rQatx4SxxoGuxIK+yIzGYWB0qJNH/vRzFE0dJudZpGIyrukOVkrtrBwzkZO1VJcOMThpElGbF0O6FVP4YYypbYCgVCeo0WsYl9NEAgbGQssIJ07irIZSTgpB70Arfa5WurxbGLXlW4Uz3dNYWnsmU0UnybEH0ens1Ndfh902ixWd97Cy00P5utk4YhpWN5lYN0VH1cggFWOjeN0yNZpWBhyT2VC6GJNOy8qF0w76f3irqOKn8q4QTof53ZbfcXfr3ShaB1HXh7m26VKuqy09YuMBx1PjeSEsTP3RfgZiA2Tlgw/lOFyMGhNFmoXEx+bTP+IDRTC/2sxlDeVMEWai/hSpZJZdQ3voi/fhs3tZUDkPm9NMTzzFXzf1Ullm48cfaaaoyIJW/6qgyHI+ok//NkO4FUXhK89/hdX9q7l92e1oM3X89tl2VuweAZ3AMsnJ/Rc3M82T74+TYjEyXV1kBwbIDgzQEYpwp9nDk1X1ROx2rOkUp/a0c3pPOyeHA1jtNjQuDxpbERqrG2FwIrQWhM6MotGTSowSD3WTlgfJWQJItjAZk5+MfoScyQ+a/Vt+OsWNQevDqCvBZCzFaC7D7KzAaClHyXlJR61EA3HC46O0xFoYi66jKLSHskgIW1LGkBLokkAGhELeG6sB2ZoPXMmWKmSrFGQ3aDQmPO6TKCo6i5KSC9DpbCiKwmh3lJ0v9LN34wiyrFA7s4hZJ3mxda4n8NS/GZ6xlXSTjDaowbu7AZ/+VBSPjwfjWbaNR5mm17DcosMYjZAc8jPeNUIuOI4+E0Mj4oSaBb3zXfh9drSyTElHlEkb/Fg7QOf2ovN4EG4bkl0i40sR9Q0SLwmguAAh8HhOwetdjNu9CJt1KoOtu7n3R9/GU17JJd/8H9rbb8EfupuRLVcw3nE6KWRaSyR641nOipvRKQpl8RZOKStHmIpRMpp918pITmFPSiYsKdg1Mg3uGA5vJ7LZz0hWx0PhqTybcpGSwVYSJVDvRbb70Gf6MEUexZHaSJ0hi0+XxSYUxnIaRnN6InEXKZEhrY8DUC7VUD84g+qxeZRkNUwuH6TxpApMMyvY2PVLHomV87y8lEl73JzWkiRrhLRuO03bnqLRoEUsXs4uptPfmWKB+78sNP6HlplXMeni/8P0DkqrvR5V/FTeVVoCLfxg7U3sCuwkY5xGQ80X+MvcUygzGt6V/cmKTDAVJJqJ7gus0QotGqHJv2o0+78XmnylbjlLTskhyRI5OffqpORQFIUiSxGlllI8Js8+N9JQOMm/1vXy7w29BOIZGoptfHJRDR+YV4lZr+Ufu/7Bz1/+OXOK5/DbM36Ly+Tise1DXPvvzZxY7+X2Kxdg0h/+nxggkolw0X++wmj/XBKRepxmPVedUsfcmcVcuacHt17Hf2bXM8nyxijc+zf3c8O922kosfOZSxt5MZbgKX+YUE7CrNFwhsfOGV47p3scVJkO/rtFo7vp67ud4ZFHUJQcPt9SbLoPsmdNlpG+vZgcYcqn5nBXppDFGOn0MKnUMLnc+CGPTVYgJAlS2iKKrVPxamshZSU+LhMPZYmFcuTSoCgaULRYHCZsbjtu71RcnikYTEY0GkEimmGsJ0r3Tj/h0SQ6o5bGRWXMOqMyn0pNURgc/C9t7TejKBLlibOxrbeQaWkl3daGkk7vb5cQ4HRicrvROp0Ih5N41sCIX5DIGkjqrQxXxNHPaqNq0l6M+jRCW0xl+cWUlV6Ezda471qSJJl4tI+hoSfoH/o1yHpSYS8aXRq7x05Z+TlI49N57Be3UjGtiUtv/D6pdCe793yfznVe/DsvQaOPk8la6HEK3FEZpywYUoI0tz9BbTJAomkJ/eYpRDJ6jDqFCucwNe4xdFkH2kQx+pwdjZIXyRAyd5HhvoILfUGlg85pdrq0YBNJipIvwvijxDP5YB+jUCjWybh1Ci6Ng3R4KoHxRrzWIk4zm3D3JxgYLCOjWNk8M8nKKT58AQ2XbAzijOpxB7cyY9eduE6ch+eTn8B68smIwlCGwbYQ6x7soGH0F8yyPk7X9K9Sd/n33sK/4tCo4qfyriMrMvftvY+fvfwrkrkEinMZN5/4FS4qLTvaph0RUlmJx7YP8beXutkxEMZh0vHhE6r5xKJado6v4purv0m5rZxbltxClb2KB7b089X/bmNJYzF//Ni8t93Sez2jkRQ3P7GHB7YMILRx6mu6ue9jX8FlybsXt0QSfHR7BwB3zqpnriPfAsxKMjc/vofb13SxqN7LbZ+Yh8OUH9yflRXWjcd4dGycFYEIA+l8a3qyxcgZHgene+yc4LRiPcATeDo9Sn//P+kfuItcbhyHfRZu20foXDOZ9s0hUBTqm33MOrOKsgYnspwinR4mFOvigc4naRvbQCYzQloGxdTA2ZMu57xJF+E0Og94/IqiEA2k8PfHGOuL4u+L4e+LEgul37CuVq+hbJKTyQtKmDTHh9GSP95UapDdu79BMLQGt+tEGhtvxmyu3m8fSiKBFIsjDHpaMxJXd4zQlc7yjfoyrqku3tcHpSgKQx1htj3XR/c2P7KkILRpjBVbcVSvx1XagkYjk4mWExs4gUjPQlLhV6MzbRWbqTz5j4TazmBky0fydhsjmDzd2L1phne1Uj1lOhd8+XoQgtGxJ1j32NP0r78AzOMYzArxoIeQRqFIFvuVmrJIfbjrn8O2YC1kBbG2+USDixlrXU3D/Ea8F57CH176LaaEnouKzqVBM4/ftY7yVDSBB8EZNjN7ptvZ5NZhRXBmBGpXBqjN7cHh+CuJUzQYdCEc2jdqRxd13MJXCGUq+NDmPqp67eh1AarN/8FevI1crUKFsFMlT8NoqwZ7KdjLwF6KYitl2x7QP30DJm2Mmm8/jU6v1vM7JKr4HTuEUiF+sOEXrOh6CEnr5oRJX+CWBZdjPgIujGMBRVHY3Bvi9he7eWLnEEIILp1TwZLmDD/c9FW0Qsvvz/w9M30z+efabr79UAsXzS7nVx9qRvsOUjXlJJm/r+3hV8/sJZOTufq0eiqrdvGjjd/h6llXc+2ca/et25FIccW2TvyZHLc21TBDZ+Cr/9nKhu4gV55Uy7fObzyoCCuKQlsizcpghOeDUV4aj5GWFXQCmu0WTnbbOdllY77TiuU125CkJEPDD9DXdweJRCdGYynFno8w1jqf3avSpBM57NVapAXDrBMbWTu4EkVJo9GXsLTuAr7cdCnVjuoD2vRWSMWyxCNpsikJWZIx2Qw4feZXE5kXjm1o6B72tv0IkGmY9A0qKj68X//mwYjmJL7e2sdDo+Oc6bHzu8YavK9L8JDLSgy15xMsdLX46RuOE9eFcVZuprxqI8VFbQBk05Oxac/Cpj8Do7GcqHwL0cy/cRu+gxJbTGAgwGDnMPGAEdCAyGGxp5h+ygzKJ7vw1eh5+cV/s/MxH3LOTNGsdRj1MiO9HtoppSVmY1DAlIpNXFS8kur1STwvjKNJCXRlZSQry7jd3cZzc5PU2qr5vzN/yVTP1H3HsbknyA8famHLYISpZgMXGk1srDaxoiR/vMvSGi5//kmqH7sT0+c/yZoz7TzXcTfh5BBuLeTsp7JC/2kWtsc5c3sKIenxFj+Lu+k5NO4IGt3+XRVaScEWy2GL57DFJRzR/Pxm8wxytkZO/OJf3uFV8Sqq+Km852wc2cJXV3+PcLwTg3U2vzzl2ywunfrmX5xA9IcS3P5iN3eu7wEFLpzjYlvup4RzA/z0tJ9yZvWZ/HFlBz99cg8fXljFjy+Z+bZCt9d3BvjOQy20jkRZPMXH9y5qoq4o36L7zprv8ED7A/zhrD9wWuVp+74zks7yse2d7IglsXTHMHbF+MmlM7m4ueJtHVtCktkQjrEmFGPNeIxt0QSSAoZCBY2T3TZOdtmZ57Rg1GhQFJlA4AV6+/5KKLQWEKT11WwO6XhyfISwImPIWXBL8zl31iVct/BMtIeZveOtkEoPs2fPNwkEXsDlOoHpjT/FbK56W9tQFIW/DQb4btsATr2WmyZXcJHPddDfUpYV+nYH2bqqn5W7Rxm0+Smqfpl5pS9T48iXUdKZZlBTfi6jY08Rj7exYP792GxTAIhHx9mx7l66drSTGJtMarwGFE0hdZ8dW1mWvTt70ISLMbm7KZn3L8yebqJpN4/u+iArx6Yjo+GcyT6unFfElLbNjK5awc8961lXn+PE3TKff1zBXlmHbU4zpqYmzE1NGKdORRiNPLx1kJsebGEsnWW6ouOzs8tZZ1W41yIR1wnmB7J8ZNMe5o9vYODi1eyMZfi77nNklJM5b+MYVUEjWs0Q1jo968rr6e6N4h1JM4ckDksQrcWPuagTi7sbvT2K3hjJJxgFBBpMkg+bmMKsJX975z98AVX8VI4KOTnH9zf9jQf2/AnkDCfXfohfnfSVd23IwtFicDzJb1a0ce/mfkw6DZ7SzYyb7+fGE6/nI40f4f+e2sMfnu/gs6fW8c3zGt9UAEcjKX78+G4e3DpIhcvMdy6cztnTS/b7XiqX4uNPfJzB2CB3X3g3Fba8uPWHEnz7kRae0mSQK6ycYrfy19l1OPWHl44ulpNYF46zJhRlzXiMndF8kVSTRjDfYeUkl5UKjZ+R4Gq2DzyBK9tGsyVHmV5BVgS92Up0/oVIu6eSDNZQ3uCh6dRy6uf40B2hPtHXoigyQ0P309Z+E7KcpWHSDVRWfvwttfYOxs5oguv39LE9lmSp18GPJldQfYjUeJAv8bRn3RA7XhxkRzBGoGgER8VmZhVtptaZj5IUQode72LhgkcwGl+typJMDrDq8U8gbENkAydj030Wf7eGsd4YUu6ViNd8JJDQplAkA74aJ43n1XBfzxj3vNxHPCNR7TWQMa8hqt/IV2ecw9kdTnb/6x9YQmGKFA1EC0NatFp01bUEtKX0U8ramXN4QmshKcmcPsXHskaZ1vgY9+R8jBlMLPLn+HjrOLfWaCgZM3LC3hSKLs3Lk55gs/sFapzVXD7lci5uuBi9sLJrIELLjlGGd4eQRpPYkzk0sg5Q0FsCmNw9mDzdmDw96HROzvvgv97xb/UKqvipHFV2jQ/xmVU3Ew09j0Hv4ZsLvsalDRce9gDWY4320Rg/f6qVJ1uGMRrS4H6CT580la8v+Co/eGQ3f1/bw/VLp/DlsyYf8PtZSebvL3Xz6xVtZHIyn1tczxdPb8BsOLA49EX6+NCjH6LcVs5tS27nX2tHuGVlOwLB9Usno61z8J2OAcqNBv4wvYYFzreemeXNCGdzvBgK88BAJ+vCCfxKoa9OTuNVhpjvMOCzlLFmrJ9TNWtZZtyJktgFKAjFTjIwiehwDVJ8MtWT5zNl/hSKaxxH5JqIRnfRuve7hMObcTrnM73xp/uGPRwuOVnhz/1j/KxrCEmBT1UW8ZWakn1p8Q6GoigM7h1n/SOddLePs6tYw17TAE3ezVwwaS0mzShC6Kmt+QLV1Z9Gp7MDkM2keeS2T2Gp34TeDPX1X6aq8moS4zna2kP8+qHdlCUV6hUdUjoviL5qO+VTXDhKLTzcv5O79nSTSOXHHbosehbUemguMTH+zL+wDO3mwk9cjVfW0vPoOqLbdmKPDWBM5Ut3BY12HqtbxBO1JxIyObBlEswf2YNSZGTlGaeRsRk4cW+axS1JppVZOeXK6RjKjDzd8zT/2fMfto1tw6g1ck7tOZxbdy4LSxdi0OYDqnI5mW0t2+nacwfa5CiBuI+1gwuIUMaCRh83fGz2Ac7k20MVP5WjjqQo3Lj9eR7e9Wv0mS6memfzw0XfotHbeLRNO+Js7g3xk8d3s6E7hNBGmVoT4HfLP8IfV/Zw/+YBrjmjga+dPWXfjV6WFZ5sGebnT7XS6Y9z+lQf373wVRfnoXim+wW+9sKXEckphLs/zvmzKvnWeY2Uu8wAvByO88VdPfSnMnylpoTra0vRH0aZmIyUYVX/Kp7peYbV/auJZqOYdWYWlJ9FcdFZRHR1bIhkaEu8GogyzWpiodPKTItCndyCM/4CschmEomOfetIGQtSshyLpZ7i8qm4ffWYzZWYTJUYDL43FUVZzhIKrWNg8C7Gxp5Br3fTMOl/KCu79LBae/vtQ5JJJ3KkkzmGkxlu7/Pz1Ng4Jo2GpW47Fxa5qDYakCUZWVIKU2Fezr+XcjKj3RH2bhwhkZEY8eloiyQ4c9Z/mFqzGgCBE6fxE3gdV+D02dGbctx38/XYp2zHWRfEYZ/F9On/h9XaQMdYjA/dtg4d8PNFk9n1cDe5rIwQIL8mfZ/BrgWbgYCQ6U+kGUxnSArQiBRViSCzjDUoKUHdHCMNp7aTCq4i1rIR/El0YT16qtluPIHVTGNdzk6sUJBPq9OQ8Rqxm+FLQS0XxDQ4TijDcWY1WruB1mArd7fezaOdj5LIJTDrzMwvmc/MopnMKJrBFPcUfGYffv/TtLbdRCY9RHfsNNpDH+LmTy477N9MFT+VY4ZVwTBfWv8PZP9/0MhRPjjlMq6dcy1uk/tom3ZEURSFVXvH+NHTa9g7oAM0NBRbEGhoG40xv8bNZfMq6RiL8cTOYfpDSSYX27hh2TSWNBYf8maflWTWdgR4cMsAT7YMk7W8hKnsAc4ov5jfLPnhG74bzUl8s62fe4ZDzLFb+OW0Khpt5rd1LNvGtvFIxyM82f0kkUwEt9HN6VWnc1b1WZxQdgImXX54xY5ogqtbuulOZvhAsZsKk54t0QRbowkiBVedTathssVEmUFgkMfJZMLE42FS2QQ5kUHSKmiRsRDHShy3iFKhz1Fl0lJrseHW69FqDChKjmx2nHiig1hsN5KUQKdzUln5caqrPo1ef+DI0TcjPp5mpDuCvy/K+GiS8ZEEEX+SdCL35l9+xyhUnHQLtvJtpEI1mL3dZKLFjG69nPjwLGxuI7FgB3prH76ZnRhdPUyddQV1dZ+mbTTBh/+0Dr1Ww+2XNbPy7xt5vPRvRHRBlrkuZInrPKJjGcIjCcL+JMloFkU+8H1fo4+jNcbRagVavQm93oYimckkX03iIKPQbYXBEgM2j5GNAyHGk/lzo9PAqYqes9Azo8yJXOdCa9Wj6HPsye1gU2Idu+I76Ev2oBQyQhiFCR9leHJerJoRXI4uvNi54ZJ1h/3gooqfyjHFWCbLF3fsYnPPP7FEn8FusHJN8zVcPvXyfdlW3k/cteNJblrxGCIxEylVSSr76n9OqxGcNMnLZfMquWBW+UEjQkPxDCv3jrJi9yirWseIpnPYTToumFXGFQuqeXbkdu5ouYOvz/86n2z65AG38dBoiBv39hPJSXyxqpiv1pZiPsQQDH/Sz0PtD/FA+wP0RHowaU2cVXMWF9VfxAllJ6DVvOqOVRSFvw74+UH7IF6Djj9Or+HE12T7kRWFjkSaLdEEmyMJOhMphtJZkoXK8AKBUSPQyiAnsyTSKRLIJHVaUrr9w92txClRhigVw1Rqxqk25miwuZlZ1ESt71S02v374RRFISXnb7VGjXhDAoZYKE3vrgB9u4IMdYRfrUYvwOE14Sq24PSZMTsMGC16jGYtQisQIj9pNIKYLLE2EmdTLEFLIkVGgF4raHJYaHZZmee2MsVuRqfVoNEKhCb/va5tY6y+Zy9JXYLYPJnJzh+hF2nWjyzllMrnsGhDROL1DHVeRHagFk3EhIb8eVeERMYSJOdOEbXG2ZUYImkaxe/dRkZJc1rvZVwx83JMVgOZZI7gSIjQUJjx4cIZ1yWx+loJmMNsGZxJDjvV+hwLa3xYDWZkSUGRFXRGLXqTjj1keURKEnTruExjpmZ7bF+1lJDIsLY4wHZvGdrRFOQUHAosQ8+stI5YCl6bBiGjTTFm7SNkHiZsHiNiGSNi9pPUR0mJJJPN1dx/+WMHvTbfKqr4qRxzyIrCH3pH+Vnry3jCdyIndtLgauC6uddxWuVp77v+wC2jW7j2uWvRoOU7C37FmN/LL5/Zy1gsw0mTvCyfU0FzlYtiuxFJVhiJpOkOxNnSG+LlnhDb+saRFSiyGTlrWjFnNRZz2hTfvgH0siLz9Re+zoqeFfzi9F+wtGbpAe0IZHJ8v2OAu4dD1JoN/LChgiXeV/vaJFlizeAa7tt7Hy/0v4CkSMwtnsvyhuWcXXs2Vv0bXbHj2Rxf3dPHE/4wS7wOfjOt+g3DAd4JyViGnp0Bdm8fY3tfmIAewk4dmUozYY+eEb3CYDa3X0Y5j15LsUFPUpKJSzIJWSYpyfutowHsGg0lGfCNZqnoSFA3msVlNVAxxU1JrYOSOgdFlTZ0B+lvPRSRnMTa8RirglFWh2LsTaRATuMRQaYbojQYIrgIMBgboD/WT39kgKSUT/xdptFyXWmC/mglv9z6ac6e9l/OLt6NQShsTJhZEbZC2IU7UUpRuhxPogRXohRT2snWymfZXPEM9pSHs/d+iqJE5atGCQm9JYDBPoLZ24uvLkvllGo8nnk4nfPI5fR84yd38HiyHI1Oz9eXNfKpk2vRaTXsjiX5WksPmxMpGkdzLFsbxZ6B0noHFVPc+KrseCqsWJwGXrrrLm7UOukxl1AxlCI4GEcCTtDo+WBjKYtOqAIlPxZTq9eg02sw2w0YLbp912BGypDMJQ865vPtoIqfyjHLhvEYn2vpJhxeR0XsPsaT/cwpnsN1c69jbsnco23eEaU73M0XVnwBf9LPT0/7KYtKF/PPdd38/aUeBsaTB/yOQadhZoWTkyZ5OauxhFkVzn0VIl5PKpfiqqevojXYyq1LbmV+6QH/8wC8GIryP639dCTTLHbb+WIZ7Bh8ggfbH2QkMYLH5OHiSRdzyeRLqHPWHXQ7L4fjfH5XNyPpHN+qL+NzVW/eP/dOyGUlBlrH6dnhp6clQMSfLzJrLbNgnOEmW2ch7NbTk87iz2axarVYtBosWg1mjUAkZWKBJIMjIcaDWVIaLX6HhkGPlqxOi1bJUiP6mWsKMs+uw2fx4jF58Jg8uI1uPCYPeu3BB1xLssRIYoSB2AD90X76Y/375vuiAwRT/v2/IAwUWyuY5qqiyl5FmaWcRIuOsfUy0xpG8U77A22Rk/nJustZUK3lKyesIhO5D63WRk31l9jzZIiW51dSObuR2Gkp7updw2g2yxy9notNJlKyoCNmw7TtSkwpL8813Em8spPFFSdyQuUS5pTMp8i8f33GXCbDP37xC/456KDLWsvUMjtlTUU8rUljzCgs3ZrgAquN6SeVUz3dg8F84AecwFNP8+unV/H3ZRdjlDScElRoafEzKkmUazR8pKmMj17UiNt+6EjZI4EqfirHNMFsjut29/K0P8g8sZHE2D34k2OcWnEqV8+6mubi5qNt4n50h7tZM7iGPcE99ER6iGVjSLKE3WDHY/JQYatginsKzcXN1Dpq9xODQDLAtc9dy07/Tq6ccSXXNF+DXqNnz3CUvSNRArEMGgHFDhOVbjNTS+0Y30aCgFAqxCef/CRjiTHuWHYH0zwHTw4cSI3zw20P80zP44jkLgSwsGwRV0y9jNMrTz/kzV5WFG7pHeXmriEqjAZubarZl1Xm3UZRFMKjSXp2BuhtCTCwdxwpJ6MzaCitd2Jz5W+q2bREJJAiNBIjl87f51K6OP2uPVAbxVQnI+uhX7LTmitjSDMZSWNGk/Njiq/BGF+DLje0b782vQ2PyYPT6My7PBFkpAyBZIBAKrCv0gfkE7GXWkqptFdSYavY91phq2BX2sGtg2n2JtKc5rbxo8mVTC4Uhu5pCfDs33Zhq3kQ7/QHSZs/x3efm4M/GeTyOeOcVfoI2vRuJAz0plysC0dolcAiSvnWKd+g2V1K63CA7z+8B42uiN98cAkb7mzF3xVjcPZWnrD9a19e3ApbBbOKZtFU1ESjp5GpnqlYNRbu/fFN/DdrZf2iM5EtOkr7U9zk9LL4lCrsnoMXsM5JMsFEhnAiS3T7DkZ+/0t+dcFlbG+YxjStnlN702zb42d7LosBOL3CxQWn1jC93IlRp8Wo12DUadEKiaySxG0+/DgAVfxUjnkUJR9C/sOOIXw6ieWmDTzdfifhdJhmXzNXzriS0ytP36+f6b0kno3zcMfD3N16N+3j7QB4TV7qnHU4DA60Gi2RTIRgKkh/tJ9kLt+Sq7RVsqxuGZc2XEqVIz+4OplL8rONP+PevffS4GrgppNvoqmo6YjZOhwf5uNPfJyMlOEf5/6DGkcNkD/HXeEu1g2tY+3gWtYMriErZ6mwVWFzncYGZT4GQzFfqSnhs5U+TAfpDxzLZPny7l6eD0a50OfiF9OqcBzFDD7ZjMRAa4jeliAjXWESkQySIpEkgV83xJCuh5BlGF+9ldNnnsSSmrNwmVxv2E5SknlybJy7hsZYM54fxzjJmGWOKUSd6CWTGSOUChHJRJCVfF+lTqOjyFxEkbmIMlsZlbZKKm2VlNpK0WsO/vCQkxX+Pujnp11DJCWFz1f5uK62BB05NvVs5YGnVtBnfpygfpyQbCIlv1LCSqHBKLPAKjHbLGHS5O/fmaiOXMxHdcM51E47n7ZQBZ+6Yytmg5Y/f3Qeg0/207l1jGmnlOA+M8OO0Ha2j21nu387w/HhfXaZNHMIOz9AxF6DPTLK5L4Uuwe0lDpMfP+iJs5uytfZDCeybOoN8nJ3iF1DEXoCCfqCCXKvCaRxpyJ8a8M/6Jg+id9f9gmyOh269igLupO4EbxEjhRgA2KvOz9WW5CW//3427wS3ogqfioThi2RBJ9r6WYgneFr1S6KU2u4c/c/GYgNUGwp5vz687mg/gImuya/J/2Cg7FB/rHrHzzQ9gCJXILp3ulcNOkiFlcuptJeecDvyIpMb6SX9UPrWdm/kpcGX0JWZBaWLuSSyZdwVvVZmHVmVvWv4rsvfZdAMsAlky/h2jnXvsEV9U7Z6d/J1c9cjU7oWFq7lP5oP3uCewim8kmKK2wVnFl9JufVnUeTtwkhBO2JFD9oH+TpQIRKk57/rS/n4uL9M5m8GIrypV09jOckfthQwcfLvcdE/2xWytISaOGF/hd4vvd5OsL5YRRzi+eyrG4ZS2uWvq1zO5LO8sBIiHtHQuyMJdEJOMvr4LISD2d67AfMd/pOGMtk+dbuHTzduxJHeju6VAtZKe/S9WmLKWIcnynFVO9HcXlmce+GCDt6wK5359PqNUQpt+xhuPsZIrHt6C2vDDHRoTc18lxnOTv99Xz2jItxdAo2P9VLWYOTZVfPRG/U0r8nyJaX23nC38bGejfDRVVopTimyP2Yo88hyKFLNJAc/SCppBOnNYtRp2c0XNiLRjClxE5dkZUar4VSpwmnWY/NJEhIQQLhAcr+/FfMu/q56eovsL1+JtpkP7aBhzg9UE5peCErFMEACiatRJE3TlURTCpyctN55x32+VXFT2VCEclJfG1PH4+MjXOGx86vppazfXg1D3c8zJqBNeSUHGXWMk4sO5GFZQuZ7p1Ojb3miLYK94b2csfOO3ii6wkEgnPrzuXD0z7MTN/Mt72tkfgID3U8xP1t9zMQG8Cmt3FO7TmcWH4i9c56Hmx7kLt234Veq+eMqjNo9DYymhilN9rLSHyEjJxBURR0Gh16jR6D1oBeo99vPiNniGVixLIxhuPDRDKR/WyY7JrMjKIZzPbN5oSyEw4q3ACrg1G+1zFASyzFfIeFHzRUMMtu4efdw/ymZ4QGi5HbmmqZ/jaGSxxpwukwW0e3smV0C1tGt9ASaCEtpdEKLfNK5nFG1RksqVlCqbX0sPe1K5bknuEg94+EGMnk0AvBIpeVs7wOTnDaaLSZML7NVG1ZOcuqvlXc13YfawbXICsyGl0RcdNsGn0L+eHM02l2l9O3t53dHVcg5zQ4+SMLzm1mS3+Yv63p5pndI2RyMnqtYJLPRo3HjCXWij22Bp+li9LiIC5PCI1GRlYEcakOZ242fZvLSIcmk0nZaCvWs266me4iHXaNhs9U+fhYkZu2YT+rOjp49uXdDCacZBVHwfJ8fSmtbS9694uYrIOU2NwUW4rRaXRk5AzD8WHGEmP7hjKgKHxgk4HLViR5fMnp3HrJp8gIPZ8u1XBdVRW67UmeebqDe1NJ1pJDpxFc3FzBzz84S63k/mao4vf+Q1EU/jkY4NvtA7h0Wn7bWMNij51gKsiKnhWsHVzLhuEN+27yRq2RBlcDtc5ayq3lVNorKbeVU2GtoMhShFn35jfqQDLA6oHVPNT+EC+PvIxZZ+ayKZfxiemfOCI3UVmR2TSyiQfbH+SZnmf2uUYPhFZoqXHUUG2vxqA1oBEacnKOjJwhK2XJyvkpI2XIyln0Gj02gw2r3kqJpWRf/1I0E+XmDTdT66jlL2f/5YDuvgMhKQr/HQ7yk84hRjM5PHotwazEh8s83DS5Aqv2vXNzZqUs7ePt7ArsYod/B1tGt9AZ7gRAJ3Q0ehtpLm5mTvEcFpYuPCJRggdCUvJVMJ4NRHk2GKE1nm+h6YVgksVIuVFPudGAW/9qsI1Fq8Gi0WDVarFqNYRTw6zte5bnex8nkuinxOxm+eTlLKtdRo1jErcP+Pm/7mEkReHLNSV8qbqYWGAbW7d9hOR4GcmO73LypbMon+wmkcmxus3P1r5xdg9FGAglGYmkiKReHY9o0GSod3Uzxd3OVHc79c4ekloLqziD5+WzGdGWYM0lKQ9GkXq1BCMZUq8pFlziMFKnjWJoW09zqZkzrrySH67oZHN3gqoiidPmDCAbehlNjCIrMjqNjhJLCeW2cqrs+WCeGkcNLqOL+OrVDFz/NUKeIn7/7R+zIic40WnlN43VVGl1xF4aZPdzPdyfSaJ4Dfz0a6chDiMhA6jipzKBaYkl+XxLN22JNB8u8/C9SeX78lRKskT7eDt7gntoDbWyN7SX/mg/w/Hh/YIPIB+sUGQuwmv24jV580ELCGRk/Ak/PdEeusJdAFTbq1nesJzLp17+rt1Is3KW1mAru4O7CSQDaIUWq96KUWtk3dA6nul+BqERLG9YzlUzrjpkS+3NeGngJa597lrqnHVvSwAB7hsOcv2ePtKKglEj+N/6cj5VUYTubdyU0lKaaCaKTujQaXSYdKYDjudM5pKMxEfoifTQE+mhM9zJ7uBu2kJt+4I07AY7s32zmVs8l+biZmYUzXhLDzbvBv2pDFsi+QH87YVxi4OpLOGcRPYt3lfdOi3lJj1lRgNVJgONVhM+g457RkI8Pham3mzkx1MqmCG/zLbtnycVnEzP89dSMbmEyQtK8FbY0Ok1JMIZxvrzpZ4GusIMBROkBCTJIpnCRMwJuhwGhsq9hMpKUDQaJqV7WCKe4CT9c+iQyMg24so0FP10vK4p1JU0UuWbik5nZs9Lq3jqll9jstk499qvsyXr5QeP7CKUyPCJRbVcf/aUfaWyDkW6s5P+L3yR9OAg63/8c37sLEUGvt9QweVFOkZ6HyKyagCd4mDqVV86zF9IFT+VCU5Skvll9zC39I1SpNfx4ymVnFfkPKhLJCfnGEmMMBgbZCA2gD/pJ5AM4E/6902vdQv6zD7KbGU0+5o5oeyEfX1gR5PB2CC377yd+9vuR1ZkLpx0IZ+b9bl3LIKvCGC9q54/L/3zmwpgSpL5fscgdwz4mW03851J5fy+d5Tng1Fm2cz8dGoVcxwWMlKGkfgIw4lhhuPDjCRG9r2OxEcYSYzs62d8LTqNDrPWjElnQiM0hNNhUoW+rldwGp1M80xjunc60z3Tme6dTqW9Es0RSlf2bpKRZLYEdvFAx5Os6F1NTJIosdWysOJ0ZhYvRKO14s9kGUxnGU5nGUpn6U6miUqFQBoBtWYjY5kc4ZzEOV4H17u24G//H3TyAvpWfZbw6Bv3a3Mb8VXbcdfaGS0zst0kszoaZ3ss72Xw6DTUjfoxvrSeKWNtlGkmY/FVYy1uoWr2ADr7EIlkx2u2KDAaSzGbKkFy0r2pnehwhknN5zDp1Cv4w+o4d23op8hm5H/Pb+Si2eX7/juKopDLhUlnxsikR8lk/KQzY6Sj/Yyve4pMYoxg3Qx+Z/sYO5QGZiub+Sy3YJYkQrk5fHTZX1W355uhit/xwbZoguv39NISS3Gi08p3GyqY43h/VYh4PSPxEf7W8jfubr0bGZkPTP4An5v1OXwW39ve1pqBNXz5uS9T76rn1iW34jV7D7heWzzF51q62RVP8fkqHzfU+hiJD9AeaufxwV2sGGohlx7CooTI5MJv+L7D4KDEWkKppXTfq9PoRFIkslKWtJQmJaVI5pKkcikkRcJldOEyuvBZfFTbq6l11L6tFuqxwnhqnMe6HuP+tvvZG9qLUWvk7JqzuXTypcwrmXfIm7miKPSns+yOJdkUSbB2PMaWSGK/VuRs/TCLMvcw3aJjbumNiJCFjKQQMQuCTh3bM2nWh+NsicRJFuoxzndYOd1j53SPg1l2Mxoh6PbHuWVlO8+s382JUT9NSj0gENKLTF9cTsOiRgz2BPFEF8lkN6nUIKlkP6n0MPlKEq+goS/RzN93nk/XuI9ap5+LJq9lumcbOoII3pgSLifriWYdWBMxjOY0kknwjLKMf4uPoyfHR6R/0Kz0c9nZaoaXN0UVv+OHnKzwr6EAP+saJpDNcYHPyZeqS44LEfzT9j9xf9v96DQ6Pjztw3x6xqfftkCsGVjDdc9fR6m1lNuW3ka5rXzfZxkpw22dO/lN22aMuQHmmUPEkr10h7v3uR0Byqzl5PTl9ObsWAxFXFLRwLLSOkqtpZRYSt53JavejHA6zKr+VTzb+yyr+leRlbM0eZu4dPKlLKtbhsPgePONHISEJLM5EmdFIMKjo+P0p7OHXF8DzLCbOdFpY5HLyiluO/ZDRKb2BRP89cUunt7Yzzn+HEWKmVxmF7nE85grq6haeBr1CxahNVuJpyUGQlGGg71E967ANfQ8OnuWUJEHvS1La7CBlf2nEMk4KLWMMNXThl6TJZx2kpScKBoPJoONucVbmOl6CqtuDKIWHE+k0VV+lORnruOm/hE2RxNc5HPyx6baN6Sie7uo4qfyviOak7ild5S/DowRycksclm5qsLH0iLH2468m0j0Rfr447Y/8mjno1j0Fi6fejnLG5ZT76x/y9tYO7iWr678Kjqh49y6cwmlQ7SF2umK9KAorz6pV9gqaHA1UO+qp8HVwCTnJOqcdfvEbWskwQ2t+fp2i912fjSlggbLwQdBv18YS4yxbWwbW0e3snVsKy3+FnJKjmJLMWfXnM3yhuX7VUg/kgykMvyqe4TVw3uYLq/DRJKMxoXZXE+9q54mdx0lJiNGjUCvEehFYTrA/H71IbMSz+8aZevTPdg64mTIEE8+jzW1CwkNPZYq9lon02WpJafRU2QzMt2SYnrbo+iD/bhnn8Scyz+F0WLlqZZh/rmuh2A8w+IpPv7fOVNoKErR3/d3Bgb/TS4XxemcR031Z/B6zmD4u98nfO99lHzn2ziu+DB/7BslmM3x3Ya3V4D5QKjip/K+JZqT+NdggD/3jzGQzuLSabm42MWFxS4WOq0Y3qdC2B5q55Ztt/Bc73NIikSds45mXzPVjmo8Jg8CQU7JEc/E8Sf9jCXH8sMnIr2MJvfvLHKbiojqaohqyjinfDqfnzSXSa8RuUMhKQp3DPj52esGa7+X0aDvJolsgt3B3ez072SHfwc7/TsZiA0AYNAYaCpqYm7xXM6qPoumoqb3rD8yLcusGAuwt+/flETvo0TJV4hPYqaLejppoIMGupjEGMVwgBaUToBDp6XObKTObGSq1cQch4XKoMSaf+5hfDiBfZKeDFuJt64nFx1HazBSO3chTaecRt3seQiNhnX3/5f19/8Xe1ER537peiobZ5DI5PjbS93ctrKdcEpiXsk2Lp70BHPqm6muugqns3mfHUouR/+1Xya2ciUVv/k1jrPPPmLnSRU/lfc9kqKwKhjl7uEgT/jDpGQFq1bDaW47J7qszHNYmWEzHzRryUTFn/TzWOdjbBzeyPax7YTSoTesY9KaKDIX4bP49oWeVzuqMWlMfG/9zfgToyjFV3PbiR/jFLf9Hdkxlsnyw45B7h4OUW7U872GCi70HTwo6VgllAqxfmg964bWsd2/nY7xjn3ZXMqt5TQVNdHsa6a5uJlpnmn7CrMeTRRFwR/rptu/lkR0B9l4C6T2IpS8i1TWukibGkmY5xMxLyCuqyeLIKsohLI5OhNpupJpBgouVQFMMxpZ2pLEuWkci9fEOZ+chpwbZM9LL9C6bg2paASD2cyk+ScyddGpGCxmnv7jbxkfHWbhxZcx54JT6e3/E519j/NMzxk803sWyayWi5rLuW7JlDfUqpSTSXo/9WlSu3dTc+c/Mc98++NpD4QqfirHFfGcxIvjMZ4NRHg+GKUvlU8NpReCJpuZOQ4LzXYLcxwWGixGNBPsBn0okrnkvuhKndBh0Vuw6W1vECFJUfi/rmF+09lOeegPZBItfHbmZ7lmzjWH1XrZMB7jxrZ+WmKpN+StPFYJp8M82fUkj3Q+wvax7Sgo2PV2ZhfP3ld0tcnbdNAAoWMRWU4Ti+0lEt1BNLKD8fBmEol8Wj693ovHcxIe9yl4PCdjMpUB+Ry7WyMJtkQSvByJszEcxz2c5uL1cVxxmcB8F7XnVLHQYcbUtZe961bTvmEtqXgMo9VK3ZwFZLL9ZE2r8EyJoNHqqKz4KDU1V5PIubltVSd/f6mbjCRz6ZwKrj1zMtXeV70LuWCQ7g9ejpLNUnvPPehLig/7PKjip3JcM5rOsjmSYFMkzqZIgm3RBHHp1cKqs+yviuGJLis+w5uPV5rIhLI5vrirh+eDUT5a5uF79SX84uWbua/tPpZUL+GmU246YOmit8pr81YmJJmPlRdxfU0JxcZj67z2R/u5feftPNj+IFk5y2T3ZM6uOZtF5Yto8ja972pLptLDhIIvEQyuIRh6kUwmX2nCYpmEx3MyHvfJuN0noNPlW/+SorArlmTdaITBx3op2hWjo0TH/YtsWGx6FjqtLLCbqRhtRdN2L1J2LfaqcRRJEGz1Mrbdx8ILrmT+BZegKbjBx6Jp/riygzvX9yDJCpfMqeCaMxqoLbQEU62tdH/4IxgbGqj9912Iw3Sfq+KnovIaJEWhPZHOP+VGE2yNJGiJJfeFlM+2m1nidbDE66TZbp5wrrtDsTOa4NM7uxlOZ/nxlEo+Vp5vzSiKwj93/ZNfbPoF1fZqfnX6r2hwNxzWvsYyWX7RPcKdg370QsPnq3x8sbr4kNGH7wWJbILbtt/GP3b9A4Hg4oaL+dDUDx2yAsb7DUVRiMf3Egy+SDD4IqHxDchyChCYTVVYrQ1YrJMwGcswGLxotVY6NspsehQ01hzKGVvIWXbglbooYQSAGA52iiXsDc5B2t1FQ8dO7IkoVm8R51/zNaqmv+rKHImkuPWFDu5a30tWklneXME1ZzZQ77MRffZZlHQah5rb881RxU/lcEnLMi2xJKuCUVYEImyKJFCAMqOec4qcnFfkZJHLhv4w0y0dTe4dDvL11j7ceh1/baplrvONrbsNQxu4YdUNJHIJvn3it7lw0oWHvd/ORJqfdA3x8Og4Tp2Wj5d7uaqyiDLje99f9vLwy3zzxW8yFB9iecNyrmm+hhJryXtux7GGLKcJh7cQGt9IPN5GIt5OPNGFomT2Wy8ZqGfgpc8jZSzUnvo4vkaFcV0dPbrZbM3V05XK0Z3MEMjmo4Ynd7aw5MVHsCTj9E+dg2vpBZw0ZQrTHRYqjXrGYmn+9EInd67vIZOTuWh2Odec2UBD8Tvre349qvipqLxNApkcKwIRnvKHeT4YISkrOHQalnqdLCtyHtHM/u82WVnhe+0D/HXAzyKXlT811R7StTuWGOP/rfp/bBrZxAcmf4AbFtxwRMbubYsm+F3PCI+PhdEIOM/n4vJSD6e77W8rXdo7IStnuXXbrfx5+5+psldx0yk3Mad4zru6z4mOoshksyEymQCSlEAIDUJoySXdPHvHACNdURacX8uC8+vekIMzmpPoTqbpSqTZ3NFB5LH7qGjfwbjDzdOnXUxPZQMOrYbpNjONNjM1Gh17dozy5OYB0rl8S/CXl89WM7y8Gar4qbybJCSZ1aEoT4yFeToQJpiVMGoEJzptLPbYWeyxM91qOibdoyPpLFe3dLM+HOdzVT6+XV/+loQmJ+f4/Zbfc/vO26l2VPPjU37MLN+sI2JTTzLNX/v93DsSJJiV8Bl0LC92cb7PxQKn9bAHNr+evmgf31j9DbaPbWd5w3JuXHjjcTcQ/0iTy0q8cFcre9YOU9/s46wrGzGYDt1H2rVtE0/84dckwyHG7W5aZizEP7WZfouDxCt1ADMShu44pXotGz598mHbqYqfisoRIicrbIzEedIfZmUwui+zf7lRz4dKPXy4zEO12XiUrcyzMRznMzu7iORkfjWtiuUlb78y9sbhjXzrxW8xmhjls7M+y9Wzrj5kkda3Q0aWeTYQ4Z7hECsCETKKQpFex7IiJ+f6nJzith12woJHOx/lpnU3oUHDd076Dstqlx0R21Xy/Ybbn+tnzb1teMqtLL6qiRGbhtZ4ir2JFCPpfJLv8axERpFRlHx/eywcJhkOoZEkNHJ+Mtgd6F0ehMlMVlYoMeq4f87kw7ZRFT8VlXeJoXSGF4JRHh4dZ2UwihBwWYmH62tLqDlKIqgoCn8d8PO99gEqTQZun1F3WLX3opkoN6+/mUc6H6HJ28T3T/r+Ec9gEs1JPBuI8Lg/zLOBCHFJxq7VsMTr4JwiJ2d47PuqebwVIpkIN627iSe6nmBu8VxuPvXm/VK5qRweGVlmVyzFtmiC1p1+ih4fQptVeGGGmXVTTGh1GkqMOtw6HU6dFoNGoBECrQANgkw6zchAH9FIGEWnR9JokQBhNKF3OJnh9XD77EmHbacqfioq7wEDqQy39Y3xj0E/sgJfqi7m2poSLO/hwPp4TuL61j4eGh3nnCIHv51W/bZE41A81f0UP1r3IyKZCJ+Y/gk+P/vz74r7MPWKm9kf5kl/3s2sFbDAYc1H4RY5mGo5uJv5pYGX+O7a7+JP+PlC8xe4asZVR7TQ8fFIQpLZFI7z0niMteMxNkcSZAra4dFrma81Mm9tGN3eKGaviZMurmfq/JI3rcfXu3Mbz91xG4H+XjzllSgohAYH8FZW88mf/0Ht83szVPFTOZYYTme5qWOQe0dCVBj13DS5gnN9rnd9v63xFJ/Z2UVHIs2N9WV8qbr4iA/gH0+N86vNv+L+tvspt5Zz4wk3srhy8bvW3ykpClsiCZ4JRFgRCNMSy7uZq0wGzvI6ONll2zc2sy3Uxm+3/JaVfSupcdRw8yk3M9N3ZDKFHI+MZ3M85Y/w6Ng4LwSjZBQFDTDLnh8P+0qyiGqTYd/v37MzwNoH2gkMxPFV21m0fBKVje5DXh9SLsf2Z59k3X3/IREep2zyVOrnLeTESz502Megip+KylFg3XiMG/f2szue4twiJz+aXEG56ciH9yuKwj8GA3yvfRCrVsOtTTXvOE3ZW2XTyCZ+uPaHdIQ7OKH0BL46/6s0eZve1X0CDKYyPBuMsCIQYVUwRioXx5Dcijv5IlJiO3qtmUumfoprZl+J23BwV6+iKEQlmWA2R1ySySkKkqwgATlFISXJ+LM5/JncvtdQNkckJxHOSURyEhlFQVIUFAUUwKvXUW7SM9dh3SfKEy23bEqSedIf5u7hIKtCUXIKVBj1nO9zsdhjZ6HT+qbjNGVZoW3DMOse7iQWTFNS52D+ubXUzPQeUgSz6RRbnnyUjQ/fh83j5RM/+53a8nszVPFTOVbJygq39Y3yi+5hNEJwY30Zn6ooOmIRjf2pDP/T2s+zwQiL3XZ+01hN6XuUSSUrZbln7z3cuu1WQukQ59ady7VzrqXKXvWu7jeRTbCqfxVPdD/J6v4Xycpp9HovSdtZjFtOR9HaEUCFSU+JQY9Hr0MhXxQ5lM0RyOYIZt96tXWDEBQZdLj1WpyFPiy7ToNJo0EAWiFQgEA2R08yzc5YEkkBh07D2V4n5/mcnO5xvKfu77dLZyLNn/rHeGAkRDgnUWHUs7zEzQU+1ztO9JDLSux5aYjNT/USDaZwl1mZtqiUKQtKsbkP3h+eTaWIBMbwVhz+daSKn4rKUaYnmeYbe/t5Phil2W7h51MrmWF/5/1l4WyO2/rH+GNvvkLD/04q51MVRUclT2ksE+P2nbfzz13/JCtnOb/+fK6aedXbKrP0ZiSyCVYNrOLp7qdZ3b+alJSiyFzE0pqlnFN7TmHMnqAvlWFXLElLLEV3Ms1oJkswK6ERYNJocOu1ePU6PHrdvlebToNOCLRCoBOgRWDUCIoMeooMOuxazdu6+cdyEmvGYzw+FuZpf5hQTsKsEZzpdXChz8U5RU7Mx4gQDqUz3NQxxAMjIQwawXk+F1eUejjFbTti15IkybRtGKFl9QDDnREQUFRpo3Kqm5I6J54yK84SM9p34Zyo4qeicgygKAoPjo7z7bYBQrkcn630cU11CUWGtx6Q0pVI87cBP3cOBYhLMsuLXfzvpHIq3wV36ttlNDHK31r+xr177yWVS7GkZgmfavrUO+53S2QTrB5YzVPdT+0neEuql+wTvGM9kCUrK6wbj/GYP8wTY+OMZHI4dBqWF7u5oszDHLvlqI0PfWg0xP9r7SMrK3yqwscXqn3vel7b8ZEE7ZtG6N8TYqgzjJx7VX+MFh1muwGDWYe3wsqZH2887P2p4qeicgwxns1xU8cQdw4FMGkEl5a4Oc/n4iSX7Q2usZyssDOWZO14jIdHx9kSTaAVsLzYzeerfMw8jNbju0UwFeTOXXfynz3/IZqN0uRt4oppV7Csdhkm3aErPCRzSVb3FwRvYDXJXBKvycuSmrzgzS2ee8wL3sGQFYWXxmP8ZyjIY2PjJGWFOXYLV1f5uMDnes9S5ymKwu97R/lR5xALHFZ+21hNneW9H5aTy0iEhhMEh+KEx5KkohmS8SyZRA5HkZnFHzn84TTHrPgJIb4G/BzwKYriF/lHoN8A5wEJ4EpFUTa/2XZU8VOZiLTFU9zaN8r9I+MkZRlBfrC816ADBcZzEoPpDK88HM+wmbm0xM3yYte7EjhzpIln4zzS8Qj/2fMfOsIdOI1Ozqk5h6W1S5lVNAuL3oKiKIwkRlg7uJZV/atYM7iGZC6Jx+TZ59KcyIJ3MKI5iXuGg/y1309HMk2ZUc+nK4r4VEURtncxbV5OVvhWWz9/HwxwSbGLXzdWH3YigWOZY1L8hBBVwF+AacC8gvidB1xLXvxOAH6jKMoJb7YtVfxUJjIpSeal8RibInF6khlCWQkhwK7VUGUyMN1m5gSX9agkgj4SKIrCxuGN3LP3Hl7of4FkLolGaHAanGTlLLFsDIASSwmLKxdzTu05zCuZ974TvAMhKwrPBaP8qW+UVaEYbp2Wz1cV8+nKoiNe/SIuSXy+pYdnAhGuqS7mm/Vl76talgfiWBW/e4EfAg8B8wvidxuwUlGUfxfWaQVOVxRl6FDbUsVPRWVikMwl2TC0gZZAC8FUEI3QUOOoYX7JfKa4pxyT+VHfKzZH4vyye4QVgQgunZYvVRfzmUrfEQmOGctk+fj2LrZHE/x4SiVXVhQdAYuPfQ4lfkelWqMQ4mJgQFGUba+72CuAvte87y8sO6T4qaioTAzMOjOLqxazuGrx0TblmGOuw8qds+rZGknw8+5hftQ5xN8H/fxvfTkXF7ve8YPB3niKj23vZCyT428z6zi7yHmELZ+YvGvOXiHECiHEzgNMFwPfBL5zmNu/WgjxshDi5bGxsSNjtIqKispRptlh4c5Z9dzbPAmXTsfnd/VwweY2Xg7H3/a2VgejXLB5L0lZ5v45DarwvYb33O0phJgJPEs+oAWgEhgEFgLfR3V7qqioqAD59G53Dwe5uXOI0UyOc4uc3FhfxhTroaNmZUXhlt5RftI1RIPFxD9n1VM1AYKkjjSHcnu+52E+iqLsUBSlWFGUWkVRasm7NucqijIMPAx8QuQ5EQi/mfCpqKiovF/RCsGHy7ysPaGRG+pKWR2KcvqGPXx1Ty9thXJar6c1nuLyrR3c1DnEOUVOHp47+bgUvjfjqPT5HYLHyUd6tpNvGX7q6JqjoqKicvSx6rRcX1vKJ8qL+F3PCHcM+Pn3UJBFLitnehzUmo0EszlWBCI8G4hg1Wr4xdQqPlLmOa6DiA6FOshdRUVFZYIxlsny76Eg9w6H2Jt4tQVYYdRzaYmbL1QX4zlCpawmMsdctKeKioqKyjvHZ9Dz5ZoSvlxTQjCbYySdxabTUmHUv+/H7h0pVPFTUVFRmcB4Cgm6Vd4e79+8NioqKioqKgdBFT8VFRUVleMOVfxUVFRUVI47VPFTUVFRUTnuUMVPRUVFReW4QxU/FRUVFZXjDlX8VFRUVFSOO1TxU1FRUVE57lDFT0VFRUXluEMVPxUVFRWV4473RWJrIcQY0HMENlUE+I/Ado4GE9l2mNj2T2TbYWLbr9p+9JgI9tcoiuI70AfvC/E7UgghXj5YBvBjnYlsO0xs+yey7TCx7VdtP3pMdPtVt6eKioqKynGHKn4qKioqKscdqvjtz5+OtgGHwUS2HSa2/RPZdpjY9qu2Hz0mtP1qn5+KioqKynGH2vJTUVFRUTnuUMUPEEIsE0K0CiHahRDfONr2HAghxO1CiFEhxM7XLPMIIZ4RQrQVXt2F5UII8dvC8WwXQsw9epaDEKJKCPG8EGKXEKJFCPGVCWa/SQixQQixrWD/9wvL64QQ6wt2/lcIYSgsNxbetxc+rz2a9hds0gohtgghHi28nxC2CyG6hRA7hBBbhRAvF5ZNiOumYJNLCHGvEGKPEGK3EGLRRLBfCDG1cM5fmSJCiOsmgu1vGUVRjusJ0AIdQD1gALYB04+2XQew8zRgLrDzNct+BnyjMP8N4KeF+fOAJwABnAisP8q2lwFzC/N2YC8wfQLZLwBbYV4PrC/YdTdwRWH5rcAXCvNfBG4tzF8B/PcYuH6uB+4CHi28nxC2A91A0euWTYjrpmDT34HPFOYNgGsi2V+wSwsMAzUTzfZDHtfRNuBoT8Ai4KnXvL8RuPFo23UQW2tfJ36tQFlhvgxoLczfBnz4QOsdCxPwELB0ItoPWIDNwAnkB/jqXn8dAU8BiwrzusJ64ijaXAk8C5wJPFq4QU0U2w8kfhPiugGcQNfrz99Esf81dpwNrJmIth9qUt2eUAH0veZ9f2HZRKBEUZShwvwwUFKYP2aPqeBGm0O+9TRh7C+4DbcCo8Az5L0F44qi5AqrvNbGffYXPg8D3vfU4P35NXADIBfee5k4tivA00KITUKIqwvLJsp1UweMAXcUXM5/EUJYmTj2v8IVwL8L8xPN9oOiit/7BCX/uHVMh+4KIWzAfcB1iqJEXvvZsW6/oiiSoijN5FtRC4FpR9eit4YQ4gJgVFGUTUfblnfIKYqizAXOBb4khDjttR8e49eNjnxXxR8VRZkDxMm7CvdxjNtPoS/4IuCe1392rNv+ZqjiBwNA1WveVxaWTQRGhBBlAIXX0cLyY+6YhBB68sL3L0VR7i8snjD2v4KiKOPA8+RdhS4hhK7w0Wtt3Gd/4XMnEHhvLd3HycBFQohu4D/kXZ+/YWLYjqIoA4XXUeAB8g8eE+W66Qf6FUVZX3h/L3kxnCj2Q/6hY7OiKCOF9xPJ9kOiih9sBCYXot8M5Jv4Dx9lm94qDwOfLMx/knxf2ivLP1GIwDoRCL/GVfGeI4QQwF+B3Yqi/PI1H00U+31CCFdh3ky+v3I3eRG8rLDa6+1/5bguA54rPCW/5yiKcqOiKJWKotSSv7afUxTlo0wA24UQViGE/ZV58n1PO5kg142iKMNAnxBiamHRWcAuJoj9BT7Mqy5PmFi2H5qj3el4LEzkI5X2ku/H+dbRtucgNv4bGAKy5J8oryLfF/Ms0AasADyFdQXwh8Lx7ADmH2XbTyHvHtkObC1M500g+2cBWwr27wS+U1heD2wA2sm7hYyF5abC+/bC5/VH+/op2HU6r0Z7HvO2F2zcVphaXvlvTpTrpmBTM/By4dp5EHBPFPsBK/lWv/M1yyaE7W9lUjO8qKioqKgcd6huTxUVFRWV4w5V/FRUVFRUjjtU8VNRUVFROe5QxU9FRUVF5bhDFT8VFRUVleMOVfxUVN4jhBDe12TJHxZCDBTmY0KIW96F/U0VQqws7GO3EOJPheXNQojzjvT+VFQmEro3X0VFReVIoChKgPy4L4QQ3wNiiqL8/F3c5W+BXymK8lBhnzMLy5uB+cDj7+K+VVSOadSWn4rKUUYIcbp4tc7e94QQfxdCrBZC9AghLhVC/Ezka9o9WUgThxBinhDihULC56deSTn1OsrIJ0QAQFGUHYUsRj8APlRoEX6okEnldpGvWbhFCHFxYR9XCiEeKrQe24QQ3333z4aKynuDKn4qKscek8jn4LwIuBN4XlGUmUASOL8ggL8DLlMUZR5wO/CjA2znV8BzQognhBBfFUK4FEXJAN8hX6evWVGU/wLfIp/GbCFwBvB/hXRikM+l+QHyWW4+KISY/24dtIrKe4nq9lRROfZ4QlGUrBBiB/lCok8Wlu8gX9NxKjADeCafNhUt+dR3+6Eoyh1CiKeAZcDFwOeEELMPsL+zySe//nrhvQmoLsw/U3DXIoS4n3yqupcP+whVVI4yqvipqBx7pAEURZGFEFnl1RyEMvn/rABaFEVZ9GYbUhRlkHzL8HYhxE7yovl6BPABRVFa91soxAm8sWSNmg9R5X2B6vZUUZl4tAI+IcQiyJeLEkI0vX4lIcSy1/QRlpJPSjwARAH7a1Z9Cri2UH0DIcSc13y2VAjhKVSzWA6seReOR0XlPUcVPxWVCUah3+4y4KdCiG3kq2ScdIBVzwZ2FtZ5Cvh/Sr7MzvPA9FcCXoAfAnpguxCipfD+FTaQr8O4HbhPURTV5anyvkCt6qCionJAhBBXki9Nc83RtkVF5UijtvxUVFRUVI471JafioqKispxh9ryU1FRUVE57lDFT0VFRUXluEMVPxUVFRWV4w5V/FRUVFRUjjtU8VNRUVFROe5QxU9FRUVF5bjj/wOm85V4v1mKMQAAAABJRU5ErkJggg==\n", 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" ] @@ -643,7 +642,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -726,7 +725,7 @@ " du_exc = proc.proc_params.get('du_exc')\n", " dv_exc = proc.proc_params.get('dv_exc')\n", " vth_exc = proc.proc_params.get('vth_exc')\n", - " bias_mant_exc = proc.proc_params.get('bias_exc')\n", + " bias_mant_exc = proc.proc_params.get('bias_mant_exc')\n", " bias_exp_exc = proc.proc_params.get('bias_exp_exc', 0)\n", " \n", " \n", @@ -734,7 +733,7 @@ " du_inh = proc.proc_params.get('du_inh')\n", " dv_inh = proc.proc_params.get('dv_inh')\n", " vth_inh = proc.proc_params.get('vth_inh')\n", - " bias_mant_inh = proc.proc_params.get('bias_inh')\n", + " bias_mant_inh = proc.proc_params.get('bias_mant_inh')\n", " bias_exp_inh = proc.proc_params.get('bias_exp_inh', 0)\n", " \n", " # Create parameters for full network\n", @@ -748,10 +747,8 @@ " + [bias_mant_inh] * shape_inh)\n", " bias_exp_full = np.array([bias_exp_exc] * shape_exc +\n", " [bias_exp_inh] * shape_inh)\n", - " weights = proc.weights.get('value')\n", + " weights = proc.proc_params.get('weights')\n", " weight_exp = proc.proc_params.get('weight_exp', 0)\n", - "\n", - " proc.weights = weights\n", " \n", " full_shape = shape_exc + shape_inh\n", "\n", @@ -763,7 +760,6 @@ " bias_mant=bias_mant_full,\n", " bias_exp=bias_exp_full)\n", "\n", - " print(weight_exp)\n", " self.dense = Dense(weights=weights,\n", " weight_exp=weight_exp)\n", " \n", @@ -811,15 +807,7 @@ "execution_count": 15, "id": "37865890", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n" - ] - } - ], + "outputs": [], "source": [ "from lava.magma.core.run_conditions import RunSteps\n", "from lava.magma.core.run_configs import Loihi1SimCfg\n", @@ -831,7 +819,7 @@ "\n", "\n", "# Configurations for execution\n", - "num_steps = 1000\n", + "num_steps = 750\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "class CustomRunConfigFloat(Loihi1SimCfg):\n", @@ -887,7 +875,7 @@ "metadata": {}, "outputs": [], "source": [ - "def raster_plot(spks, stride=6, fig=None, color='b'):\n", + "def raster_plot(spks, stride=6, fig=None, color='b', alpha=1):\n", " \"\"\"Generate raster plot of spiking activity\n", " \n", " Parameters\n", @@ -919,7 +907,8 @@ " linestyle=' ',\n", " marker='o',\n", " markersize=1.5,\n", - " color=color)\n", + " color=color,\n", + " alpha=alpha)\n", " \n", " return fig " ] @@ -932,7 +921,7 @@ "outputs": [ { "data": { - "image/png": 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5c8qubx+96e9N7xR6zq1n7S6MedmWpB+TdA9Jd5Z0g6RPSPrusS/r8nwzvDfR8ZfQm3b0xrK2fErJn1N2ffvoTX9veqfQc249alfrN8NLeuvw77dLermkE5LeNjaI55vhvYmOv4TetKM3lrXlU0r+nLLr20dv+nvTO4Wec+tRu+dGa1QxvJndXEp5uJm9TNI1pZTXmdnbSimPGPOtGcXwAAAA0AuexfAXjuz3WjN7t6T/I+n7zOw+kv6vhwAAAACAtTKqGL6U8lxJJyVdWUq5XdLnJV3tIWBKkdy+vrvaa9nWaKupt5ZtDbs1tNXwmym/nq4r2tbbtqs9k87W11LEz6C13C9cGfuMUZuN1t+W9D3njrG2XsXw+/ruaq9lW6Otpt5atjXs1tBWw2+m/Hq6rmhbb9uu9kw6W19LET+D1nK/UEAx/C9KOiPppZJ+ajheMjaIVzH8vr672mvZ1mirqbeWbQ27NbTV8Jspv56uK9rW27arPZPO1tdSxM+gtdwvPDdaY4vh3yXpYWVM5yOgGB4AAAB6IeLN8DdL+jMeAQEAAAAOhbEbrUslvdPMrjWz15w7PAR4F6Mt8Rdh21vMqLgtY/aic4ltbzkute9lfKPGdomfXsa2t5hLbQ/hXrTEvlkhvDS6RusvHXWMfT7Z8s3wS/xF2PYWMypuy5i96Fxi21uOS+17Gd+osV3ip5ex7S3mUttDuBctsd9np9bF8JuYuq+kpwzHV00J0vLN8Ev8Rdj2FjMqbsuYvehcYttbjkvtexnfqLFd4qeXse0t5lLbQ7gXLbHfZ+e50RpbDP8dkl4k6bclmaS/KOmfl1KuGfOtGcXwAAAA0AsRb4b/IUnfUEq5dRBwH0nXSxq10QIAAAA4RMYWw9/p3CZr4JMTbHcypiCt5RthW71deE3aWuSSdRxbzEm0rha+PONnHJM1jbunZs/cvf3h63DjuzPm+aI2jw2vlfTM4fhNSS8c+3xyaTH8rj7ebVPPe8fpUVuLXLKOY4s5idbVwpdn/IxjsqZx99Tsmbu3P3wdbvxSfGu0xmyyTNIDJT1V0k8Mx7dPCbK0GL7lG2FbvV14Tdpa5JJ1HFvMSbSuFr4842cckzWNu6dmz9y9/eHrcOOX4rvRGlsMf1Mp5S/M/daMYngAAADohYg3w7/ZzL7BIyAAAADAoTB2o/UYSb9rZv/LzN5uZjeZ2ds9BLQqbvQ4v7RvLz4z6u9Zewb95LDcPnqsetKabZ56t48eu170e9pLJy7+ylGYyZjni5K+5qhj7PPJJcXwXoVvHueX9u3FZ0b9PWvPoJ8clttHj1VPWrPNU+/20WPXi35Pe+mht5WRe5x9x7hO0lcfdYwNsqQYPlPR5dK+vfjMqL9n7Rn0k8Ny++ix6klrtnnq3T567HrR72kvnbilOG20RhfDSyra/AbiRZIeJOmWUsrXj/nWjGJ4AAAA6IXmb4Yv5/3GoZldLunvewgAAAAAWCuz3u5eSnmzNgXyi9lVfLevfW5blN/a7b3GzuY34xxkndve1kxvMSM0RazRtdlm1Lurvbc12sJvRDH8P9s6niPpP0q6duzzyRrF8EvaovzWbu81dja/Gecg69z2tmZ6ixmhKWKNrs02o95d7b2t0RZ+I4rhn7d1/JCk75J00dggNYrhl7RF+a3d3mvsbH4zzkHWue1tzfQWM0JTxBpdm21Gvbvae1ujLfw2L4Y/h5ndrZTyhanfmlEMDwAAAL3Q/M3wZvY4M3unpHcPnx9hZi/1EAAAAACwVsYWw79Y0pMkfVKSSilvk/RNlTQBAAAArILRv3VYSvnQeaf+n4eAfb8BsK+f928eZPdXQ8ccux7y6nWOM/hr/Ztlva7bDP4O7Xrz1pFhjLLE8r7eWuZVY9zdGFPIJekaSSclvVnSnbX5zcNfGVsItuS3Dvf18/7Ng+z+auiYY9dDXr3OcQZ/3uuohnZv/Wubq0PUN0dHhjHKEsv7emuZl7cGSWeLUzH82I3WpZJ+SdLHJd0q6VWS7j02yJLfOtzXz/s3D7L7q6Fjjl0PefU6xxn8tf7Nsl7XbQZ/h3a9eevIMEZZYnlfby3z8tbgudGa9FuHc+G3DgEAAKAXmv0JHjM7taO5lFJ+2EMEAAAAwBrZVwz/+SMOSXq2pH/hIWBqIdqU/nOL3MbazfHfwqbmGPWoJVOOc2wy6SfXPvrXvvfV1pOpf6Y8p9hlGsOp/bP8LHBj7DNGSRdL+teS3i/phZK+aqytRzH8nP5TfU+1m+O/hU3NMepRS6Yc59hk0k+uffSvfe+rrSdT/0x5TrHLNIZT+2f4WaCWxfCSLpH0I8MG6/mS7jU1iEcx/Jz+U31PtZvjv4VNzTHqUUumHOfYZNJPrn30r33vq60nU/9MeU6xyzSGU/tn+FngudHaWQxvZi+S9FRJPyfpZ0opt8351oxieAAAAOiFln+C5wck3U+bR4a/b2afHY7PmdlnPQQAAAAArJWdG61Syp1KKXctpVxcSrnH1nFxKeUeHgLCitN24K2pVo41/Hr6xFffmvAV68vL55rX6No1efvLuD49/WTcT0gaXwy/5PAshm+Bt6ZaOdbw6+kTX31rwlesLy+fa16ja9fk7S/j+vT045mfWr8ZfunhWQzfAm9NtXKs4dfTJ7761oSvWF9ePte8RteuydtfxvXp6cczP8+NFm+GBwAAANiiZTE8AAAAAMwkfKN1VPGa17kxNi37tLarGb9mLr2OSXY/GcYoepxq6m45t9HjkW2tRc5Fa7vIMYoe29Z+3PB6BrnrmFoM73VujE3LPq3tasavmUuvY5LdT4Yxih6nmrpbzm30eGRba5Fz0doucoyix7alH629GN7r3Bibln1a29WMXzOXXscku58MYxQ9TjV1t5zb6PHIttYi56K1XeQYRY9tSz+eGy2K4QEAAAC2oBgeAAAAoAPCN1pVC9AAAAAAAgnfaJ06JZ05s/kXAAAAYE2Eb7ROn5ZOntz8CwAAALAmLowWcNVVmwMAAABgbYR/owUAAACwVsI3WmOL4cf0m1pY7xl7avwMfWv2r6F5zi9ORK6buTbR49E6xlSbDNdDTQ21dNTun2FesvRtZZPlnjjVprefI4vxeiHXrmPqm+Hn9hvrq0bsqfEz9K3Zv4bmqVrH2tQes6k20ePROsZUmwzXQ00NtXTU7p9hXrL0bWWT5Z441aaHnyNa+5vh5/Yb66tG7KnxM/St2b+G5qlax9rUHrOpNtHj0TrGVJsM10NNDbV01O6fYV6y9G1lk+WeONWmh58jnhst3gwPAAAAsAVvhgcAAADogPCNVqZiTk/bGn6i/LeOWcN3qzFqEae38anlu9ex7tFvz77X4L9VrF59t4wxC69nkLsOj2L4Vv29bGv4ifLfOmYN363GqEWc3sanlu9ex7pHvz37XoP/VrF69V0jhg6xGL5Vfy/bGn6i/LeOWcN3qzFqEae38anlu9ex7tFvz77X4L9VrF5914jhudGiGB4AAABgC4rhAQAAADogfKN1VPHa3HM9fV7qq7b/zLn3oi1TXj2PI9ra+FrTOPY0T5m0LV0jveQ55rMrXs8gdx1Ti+Hnnuvp81Jftf1nzr0XbZny6nkc0dbG15rGsad5yqRt6RrpJc8xn7X2Yvi553r6vNRXbf+Zc+9FW6a8eh5HtLXxtaZx7GmeMmlbukZ6yXPMZ8+NFsXwAAAAAFtQDA8AAADQAeEbraUFaFUL2AAAAAAWEL7ROnVKOnNm82+EPQAAAEAtwjdap09LJ09u/o2wBwAAAKgFxfAAAAAAW1AMDwAAANAB4RutMW+ePe78nDcbj+kT+WbdOTl4+6vtP9NblGvn3tPnTFqO+lxTf3Runlp7yn1J357ybD2nPY1NJl/b56QTF8sLrxdy7To83gx/1PkxtnP6LPncIv7UmEs1ZdPb8nMmLYeea0390bl5au0p9yV9e8qz9Zz2NDaZfG2fkx56WykH9mb4o87PebPxmD6Rb9adk4O3v9r+M71FuXbuPX3OpOWozzX1R+fmqbWn3Jf07SnP1nPa09hk8rV9TjpxS3HaA1EMDwAAALAFxfAAAAAAHRC+0TqqGG1uPy9fa26P9L3EPkr30riR2qNjR9tHjWvtNbHG9ZJ1LondNnbmnyGL8HoGueuYWgw/t5+XrzW3R/peYh+le2ncSO3RsaPto8a19ppY43rJOpfEbhs7088QSWeL0x4ofKN1VDHa3H5evtbcHul7iX2U7qVxI7VHx462jxrX2mtijesl61wSu23sTD9DPDdaFMMDAAAAbEExPAAAAEAHhG+0lhagVS1gI97q4rWMGZFbq7jMWz8x15TPGu9PLXOKuie1iB2Z2168nkHuOjyK4WvZE++w4rWMGZFbq7jMWz8x15TPGu9PLXOKuie1iO3tX4dYDF/LnniHFa9lzIjcWsVl3vqJuaZ81nh/aplT1D2pRWxv/54bLYrhAQAAALagGB4AAACgA8I3WmML2Gq/5bZFjJpvvY1uz2jbm9616qrdjm1u26xrI/p+XVtfb/fGyNhj5moRXs8gdx0t3gy/tL1FjKUaovXV0lbLtje9a9VVux3b3LZZ10b0/bq2vt7ujZGxj2rTIRbD137LbYsYNd96G92e0bY3vWvVVbsd29y2WddG9P26tr7e7o2RsY9q89xoUQwPAAAAsAXF8AAAAAAdEL7RmlKElq1oumVbK38ZdGfW1kr3VBvvQuUM45ld39q0tcopQ65Z84y+Tnq9j3hfB+54PYPcdXi9GT6i+C9LWyt/GXRn1tZK91SbuddGpObWsdY03zW0tcopQ65Z84y+Tnq9j3hfB6X41miFb7TGFAyO7du6aLplWyt/GXRn1tZK91Qb70LlDOOZXd/atLXKKUOuWfOMvk56vY94Xwel+G60KIYHAAAA2IJieAAAAIAOCN9oLS3WO+Q+nnaH4KvlPLQ419pXr5paa8g4Tln8H6IGT7vWurKurdp27ng9g9x1zC2GH1Osd8h9PO0OwVfLeWhxrrWvXjW11pBxnLL4P0QNnnatdWVdW7XtSimHUww/pljvkPt42h2Cr5bz0OJca1+9amqtIeM4ZfF/iBo87Vrryrq2atuV4rvRohgeAAAAYAuK4QEAAAA6IHyjNaUQbWzfaJ9RdlNtWmlroWsNmlrZZM19rv1axrlFDO5HOedxrm1Lbdl0tVpfLng9g9x1tHozfBafUXZTbVppa6FrDZpa2WTNfa79Wsa5RQzuRznnca5tS23ZdNXur0Mphp/bN9pnlN1Um1baWuhag6ZWNllzn2u/lnFuEYP7Uc55nGvbUls2XbX7e260KIYHAAAA2IJieAAAAIAOCN9oeRTYTT1/XNtYP1PiLYmT0WevetYWJ5ueaPsWPjNp6SX2Ws5F249Zi2sbs+h7hytezyB3HbWL4aeeP65trJ8p8ZbEyeizVz1ri5NNT7R9C5+ZtPQSey3nou3HrMW1jVn0vUMUwy87f1zbWD9T4i2Jk9Fnr3rWFiebnmj7Fj4zaekl9lrORduPWYtrG7Poe4fnRotieAAAAIAtKIYHAAAA6IDwjda+QrRd7XPbasZtYd+i3SOPyDGurT3a/xpyaDEGtTVE68t+nWQfn57XxtL26PgtNHj9HFyM1zPIXceSYvhd7XPbasZtYd+i3SOPyDGurT3a/xpyaDEGtTVE68t+nWQfn57XxtL26PgtNCyx1SEVw+9qn9tWM24L+xbtHnlEjnFt7dH+15BDizGorSFaX/brJPv49Lw2lrZHx2+hYYmt50aLYngAAACALSiGBwAAAOiA8I3WccVoR50//9y+PnN8RH/e18cjJ68+NeLWzn0N89fb51Y2axzbKJsexjoizwxrcl+fXq+lFjHmaHLB6xnkrmNOMfxR588/t6/PHB/Rn/f18cjJq0+NuLVzX8P89fa5lc0axzbKpoexjsgzw5rc16fXa6lFjCmfdQjF8EedP//cvj5zfER/3tfHIyevPjXi1s59DfPX2+dWNmsc2yibHsY6Is8Ma3Jfn16vpRYxpnz23GhRDA8AAACwBcXwAAAAAB0QvtHaVXx2XNuYIrol59bQJ7u+OTlk1tL7GLQc21q+D3F91Iqdea32pr+nsWt5/UbM4dj83PF6BrnrmPtm+OPajjrveW4NfbLrm5NDZi29j0HLsa3l+xDXR63Ymddqb/p7GruW12/EHI7Nr5RyGMXwu9rGFNEtObeGPtn1zckhs5bex6Dl2NbyfYjro1bszGu1N/09jV3L6zdiDsfmV4rvRotieAAAAIAtKIYHAAAA6IDwjZZHIdoSH56FcDWK6rx9ZvWXVVcr/5nX4dq19XDd1vLp6beXnA/FZ0ZN3n5a+56N1zPIXcfcYvixLPHhEb+Gr1o+s/rLqquV/8zrcO3aerhua/n09NtLzofiM6Mmbz81fetQiuHHssSHR/wavmr5zOovq65W/jOvw7Vr6+G6reXT028vOR+Kz4yavP3U9O250aIYHgAAAGALiuEBAAAAOiB8ozW2cG1fvzF+WvaZ03dKf+9+NfpG5RKhzTturb5RGnu5Dg6tXw8a6bes39i+a7pGa92XZuP1DHLX4VEMv6/fGD8t+8zpO6W/d78afaNyidDmHbdW3yiNvVwHh9avB430W9ZvbN81XaMevnSIxfD7+o3x07LPnL5T+nv3q9E3KpcIbd5xa/WN0tjLdXBo/XrQSL9l/cb2XdM16uHLc6NFMTwAAADAFhTDAwAAAHRA+EZrVzHacW1zC+O9Y3na1GrLpKcHHZl8zo3X0t+S9kzrtuU9pVa8WnoyrME1xKvpN8s9NyJmjXuaO17PIHcdc4vhj2vbV+g2xy7aplZbJj096Mjkc268lv6WtGdaty3vKbXi1dKTYQ2uIV5Nv1nuuRExa9zTSvGt0QrfaO0qRjuubW5hvHcsT5tabZn09KAjk8+58Vr6W9Kead22vKfUildLT4Y1uIZ4Nf1muedGxKxxTyvFd6NFMTwAAADAFhTDAwAAAHQAGy0AAACASrDRAgAAAKgEGy0AAACASrDRAgAAAKgEGy0AAACASrDRAgAAAKgEGy0AAACASrDRAgAAAKgEGy0AAACASjT5Ezxm9jlJt1QPBLW4VNIfRIuAWTB3fcP89Qtz1zcPKaVc7OHoQg8nI7jF628GQXvM7Czz1yfMXd8wf/3C3PWNmbn9gWYeHQIAAABUgo0WAAAAQCVabbR+rlEcqAPz1y/MXd8wf/3C3PWN2/w1KYYHAAAAOER4dAgAAABQieobLTP7FjO7xczea2bPrR0PpmFmDzSz3zKzd5rZO8zs+4fzl5jZdWb2nuHfew3nzcxeMszn283s8tgMwMwuMLO3mNlrh88PMrM3DnP0n8zsLsP5PzV8fu/QflmocJCZ3dPMrjGzd5vZu8zscVx7fWBm/3S4Z95sZr9sZhdx7eXFzF5hZrea2c1b5yZfa2b2jKH/e8zsGWNiV91omdkFkn5G0l+T9DBJf8vMHlYzJkzmjyX9QCnlYZIeK+kfDHP0XEk3lFIeLOmG4bO0mcsHD8fflfSz7SXDeXy/pHdtfX6hpJ8spfw5SZ+W9Ozh/LMlfXo4/5NDP4jl30t6XSnlz0t6hDbzyLWXHDO7v6R/LOnKUsrDJV0g6TvFtZeZX5D0Leedm3Stmdklkp4n6TGSHi3peec2Z7uo/Y3WoyW9t5TyvlLKFyX9iqSrK8eECZRSPlpKefPw35/T5kZ/f23m6ZVDt1dK+rbhv6+W9B/Khv8h6Z5m9mfbqoZzmNkDJD1Z0suGzybpmyVdM3Q5f+7Ozek1kq4a+kMAZnZC0jdJerkklVK+WEr5Q3Ht9cKFku5qZhdKupukj4prLy2llN+R9KnzTk+91p4k6bpSyqdKKZ+WdJ2+cvP2FdTeaN1f0oe2Pn94OAcJGb7OfpSkN0q6bynlo0PTxyTdd/hv5jQXL5b0g5K+NHy+t6Q/LKX88fB5e37+ZO6G9s8M/SGGB0n6hKSfHx79vszM7i6uvfSUUj4i6cclfVCbDdZnJN0orr3emHqtzboGKYYHSZKZ/WlJvybpn5RSPrvdVja/msqvpybDzJ4i6dZSyo3RWmAWF0q6XNLPllIeJenz+vKjC0lce1kZHhddrc1m+X6S7q4R32xAXmpea7U3Wh+R9MCtzw8YzkEizOzO2myyfqmU8urh9MfPPZYY/r11OM+c5uHxkv66mf1vbR7Lf7M2NT/3HB5nSHecnz+Zu6H9hKRPthQMd+DDkj5cSnnj8PkabTZeXHv5+SuS3l9K+UQp5XZJr9bmeuTa64up19qsa7D2Ruv3JD14+E2Mu2hTLPiayjFhAkOdwMslvauU8hNbTa+RdO43Kp4h6de3zn/P8FsZj5X0ma2vXqEhpZR/WUp5QCnlMm2urf9WSvkuSb8l6WlDt/Pn7tycPm3oz7clQZRSPibpQ2b2kOHUVZLeKa69HvigpMea2d2Ge+i5uePa64up19q1kp5oZvcavtV84nBuJ9VfWGpm36pNHckFkl5RSnlB1YAwCTP7Rkmvl3STvlzn86+0qdP6VUlfLekDkr6jlPKp4aby09p8Tf4FSd9bSnH745swDzN7gqTnlFKeYmZfq803XJdIeouk7y6l/JGZXSTpF7Wpw/uUpO8spbwvSDJIMrNHavOLDHeR9D5J36vN/wBz7SXHzP6NpKdr85vbb5H0d7Sp1+HaS4iZ/bKkJ0i6VNLHtfntwf+iideamT1Lm5+RkvSCUsrP743NphoAAACgDhTDAwAAAFSCjRYAAABAJdhoAQAAAFSCjRYAAABAJdhoAQAAAFSCjRYAuGFm9zaztw7Hx8zsI8N/32ZmL22k4ZHDa2UAAMK5cH8XAIBxlFI+KemRkmRmz5d0WynlxxvLeKSkKyX918ZxAQC+Ar7RAoDqmNkTzOy1w38/38xeaWavN7MPmNlTzezHzOwmM3vd8CehZGZXmNl/N7Mbzezac38q4zy/f9PMbjazt5nZ7wx/geK0pKcP36Q93czubmavMLM3DX+8+erB9plm9utm9ttm9h4ze95w/u5m9huDz5vN7OntRgoA1gbfaAFABF8n6S9Lepik35X0N0opP2hm/1nSk83sNyT9lKSrSymfGDY7L5D0rPP8nJL0pFLKR8zsnqWUL5rZKUlXllL+oSSZ2Y9q8ydPnmVm95T0JjO7frB/tKSHa/P2598b4n6NpN8vpTx5sD9RbRQAYPWw0QKACH6zlHK7md2kzZ/net1w/iZJl0l6iDYboOs2fw1DF0g66u/6vUHSL5jZr2rzh32P4ona/PHt5wyfL9LmT25I0nXD406Z2aslfaM2jxz/nZm9UNJrSymvn50lABw8bLQAIII/kqRSypfM7PatP7D7JW3uSybpHaWUx+1yUkr5e2b2GElPlnSjmV1xRDfT5huzW+5wcmN3/t8gK6WU/2lml0v6Vkk/YmY3lFJOT00QAECiRgsAcnKLpPuY2eMkyczubGZff34nM/u6UsobSymnJH1C0gMlfU7SxVvdrpX0j4Y/FCsze9RW2181s0vM7K6Svk3SG8zsfpK+UEp5laQXSbrcPz0AOBT4RgsA0jHUWj1N0kuGGqkLJb1Y0jvO6/oiM3uwNt9a3SDpbZI+KOm5ZvZWSf9W0g8Ptm83sztJer+kpwz2b5L0a5IeIOlVpZSzZvakwe+XJN0u6ftq5QkA68e+/I09AMDhYGbP1FbRPABADXh0CAAAAFAJvtECAAAAqATfaAEAAABUgo0WAAAAQCXYaAEAAABUgo0WAAAAQCXYaAEAAABUgo0WAAAAQCX+P+T2Qv2yfx8CAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -967,7 +956,7 @@ "metadata": {}, "outputs": [], "source": [ - "window = np.ones(30) # window size of 30 time steps\n", + "window = np.ones(25) # window size of 25 time steps\n", "binned_sps_balanced = np.asarray([np.convolve(spks_balanced[i], window) for i in range(dim)])" ] }, @@ -980,7 +969,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 19, @@ -989,7 +978,7 @@ }, { "data": { - "image/png": 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\n", 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KyErn9vuQY44XkY+cY34jIjLQchoz1AT7LSOZxwmWr9aYUJG2vTwHLAQ6CaTdC976TURcwG+B84AZwFUiMqPbbl8B6lS1HPgV8IuQ5zar6hzn9tWQ7b8DbgCmObdzB1JOY4aiYI0zr8/MQRY4jeku0j7Ocaoa6wA0H9ikqlsAROQJAsH545B9FgI/dO4/A9zVWw1SREYD+aq6xHn8EHAx8GKMy27MoBYMhDkZrl73C6bksyQIxhwUaY3zPRE5JsavPZbAIKOgSmdb2H1UtRNoAIqd5yaLyIci8paInBKyf2Uf5zRm2Gtq7yDL48Ldx4Cf3K41OW1krTFBkdY4TwauE5GtQDuBkbWqqrPiVrLe7QEmqGqNiBwP/EVEjo7mBCJyI3AjwIQJE+JQRGNSVyTp9sCaao0JJ9LAeV4cXnsXMD7k8ThnW7h9KkXEDRQANc5KLe0AqrpcRDYDRzj7j+vjnDjH3Q3cDTB37lwd8LsxZhBpbOt9Lc6g4DxPa6o15qCImmpVdbuqbgdaCSwt1rXE2AB8AEwTkckikg5cCSzuts9iYJFz/zLgdVVVESl1BhchIlMIDALaoqp7gAMicqLTF3otgYFNxpgQB9o6+0x+AAebag+0WuA0JijSJO8XAXcAY4AqYCKwDoiqeTSUqnaKyM3AS4ALuF9V14rI7UCFqi4G7gMeFpFNQC2B4ApwKnC7iHQQyKH7VVWtdZ77J+CPQBaBQUE2MMiYbhpaOyiIYF5mlsdFuiuNhlbr4zQmKNKm2h8DJwKvquqxInIG8IWBvriqvgC80G3brSH324DLwxz3J+BPPZyzApg50LIZM5Q1tHiZWJTd534iQkG2h4ZWWyHFmKBIR9V2qGoNkCYiaar6BjA3juUyxsRRQ2sHBVm9z+EMKsjyWI3TmBCR1jjrnXR7bxPIWVvFABMgGGOSw+9XGlo7KMyOLHAWZnmob7HAaUxQpDXOhQQGBn0L+DuwGbgwXoUyxsRPY3snfiXiGmdhtgVOY0JFmuQ9tHb5YJzKYoxJgANOs2ukgTM/y8O6PY3xLJIxg0qvgVNE3lHVk0WkkUOnnwQTIOTHtXTGmJgL1h4jXe2kMCvd+jiNCdFr4FTVk51/8xJTHGNMvAWDYMR9nNkemto7bU1OYxx9/hWIiEtEPklEYYwx8VfvTC2JZlQtHGziNWa46zNwqqoPWC8iltDVmCGgq6k2isFBAPUWOI0BIp+OMgJYKyLLCJmGoqoXxaVUxpi4CTbV5kcxOCj0OGOGu0gD5w/iWgpjTMI0tHaQ6Ukj09P7WpxBwZppg01JMQaIfDrKW/EuiDEmMRpaOijMimxELRwcfWs1TmMCIhoi56w28oGINImIV0R8InIg3oUzxsRefas34oFBcHBwUH2L5as1BiLPHHQXcBWwkcCqI9cDv41XoYwx8VPf0kFBhFNRAPKdpcVscJAxARFPylLVTYBLVX2q+gBwbvyKZYyJl4bWjohH1AK4XWnkZbqtqdYYR6SDg1qcxaZXish/AXuIIugaY1JHNCujBBVkeWxwkDGOSIPfF519byYwHWU8cGm8CmWMiZ/6lshXRgkqzPZYU60xjkhrnMcDz6vqAeBHcSyPMSaO2jt9tHb4Is5TG2T5ao05KNIa54XABhF5WEQuEJFIA64xJoVEm/wgqCDLY6NqjXFEFDhV9UtAOfA0gdG1m0Xk3ngWzBgTe8F8s9EMDgIoyPbQ0NoZjyIZM+hEXHNU1Q4ReZHA8mJZwMUEpqUYYwaJg0uKRdnHmeWhodWLqiIi8SiaMYNGpAkQzhORPxKYx3kpcC8wKo7lMsbEQTBw9mdUbYdPafH64lEsYwaVSGuc1wJPAjepanscy2OMiaOutTijSLkHB2uoDa0d5GTYEAczvEWaq/YqERkJnO000yxT1aq4lswYE3PBKSXRZA4CKHACbX1LB2MKs2JeLmMGk0ibai8HlgGXA1cAS0XksngWzBgTe3XNXlxpQl6UtcYRTqCts5G1xkTcVPsfwLxgLVNESoFXgWfiVTBjTOzVNLdTlJNOWlp0A3yKczMAqG6ynhpjIp3HmdatabYmimN7JCLnish6EdkkIreEeT5DRJ50nl8qIpOc7WeLyHIR+cj598yQY950zrnSuZUNtJzGDBX7G72UOEEwGqVdgdNqnMZEWuP8u4i8BDzuPP488MJAXlhEXARWWDkbqAQ+EJHFqvpxyG5fAepUtVxErgR+4bx2NXChqu4WkZnAS8DYkOOuUdWKgZTPmKGoprmdktzoBgYB5Ge5cacJNVbjNKb3WqOIlIvISar6b8AfgFnO7X3g7gG+9nxgk6puUVUv8ASwsNs+C4EHnfvPAJ8WEVHVD1V1t7N9LZAlItH/jDZmmKluaqc4J/rAKSIU56ZbU60x9N3c+r/AAQBVfVZVv62q3wb+7Dw3EGOBnSGPKzm01njIPqraCTQAxd32uRRY0W2azANOM+0PxGZrG9Olpql/TbUAJbkZ1FhTrTF9Bs6RqvpR943OtklxKVEURORoAs23N4VsvkZVjwFOcW5f7OHYG0WkQkQq9u/fH//CGpNkLd5OWry+roE+0SrOzbAapzH0HTgLe3luoJO5dhFYnixonLMt7D5OYvkCAgOTEJFxBGq+16rq5uABqrrL+bcReIxAk/BhVPVuVZ2rqnNLS0sH+FaMSX3B2mJ/+jiDx9ngIGP6DpwVInJD940icj2wfICv/QEwTUQmO4tkXwks7rbPYmCRc/8y4HVVVREpBJ4HblHVd0PK5RaREue+B7gAWDPAchozJARriwNqqm1uR1VjWSxjBp2+RtX+C/BnEbmGg4FyLpAOXDKQF1bVThG5mcCIWBdwv6quFZHbgQpVXQzcBzwsIpuAWgLBFQILapcDt4rIrc62cwgssv2SEzRdBOaa3jOQcprhYfP+Jl5bt4/1e5s4e0YZZx01ErdrwDOuUkp1V42zv4EznbYOP81eH7lDLO3egbYOnl1eyZrdB5g3aQRnHTWy303aZujr9dOvqvuAT4nIGcBMZ/Pzqvp6LF5cVV+g27QWVb015H4bgWxF3Y/7CfCTHk57fCzKZoaPP39Yyb8+tQq/Ql6Gmz+tqGRySQ6PXH8CY4dQerngVJLifjbVFudkdJ1nKAXOtzfs52uPLKfZ6yMv080zyyspzlnPI9efwFGj85NdPJOCIl2P8w1VvdO5xSRoGpMKnqrYybefWsWJU4p5/3tn8uGtZ/P7LxxHdWM7X7h3KVWNbckuYswEm2qL+jEdBQ4G3KE0QGjZ1lpufLiC8UXZLL75JFbfdg5/+fpJeFxpXHXPEtbsakh2EU0KGlptUcZE4ZWP93HLn1ZzcnkJ9183j9EFWbhdaZw7czR//PI89ja0ceNDy/H5h0afXnWTl7xMN5keV7+OLxli2YP2NrTxlQc/YExhFo9cfwKzxhUiIswZX8hTNy0gJ93NdQ8sY2dtS7KLalKMBU4zLK3aWc8/P76CmWML+MMXjz8smBw/sYifX3oMK3fW8/D725JTyBirbmrvd/8mhAbOoVHjvG3xGjp8fh64bt5h12VCcTYPfnkeHT5l0QPLqLfk9iaEBU4z7OxvbOfGhysoyc3gvkXzyE4P31930ewxnHpEKf/90np217cmuJSxF0h+0L9mWjjYxDsUkiC8tHYvL63dxzc/fQQTi3PC7lNelsc9186lsraVbzyxcsi0PJiBs8BphpUOn5+vP7aChtYO7v7iXErzeq6BiQg/vXgmnX7lztc3JrCU8RFIt9f/Gme6O42CLM+gr3GqKr948ROOHJXH9adM7nXf+ZOL+NHCo3l7w35+9cqGBJXQpDoLnGZYuecfW1i2tZZfXDqLGWP6HjE5viibhXPG8NzK3TS2dSSghPFT0+ylJK//NU4ITEkZ7DXO9zfXsKW6mZtOm4IngilHV82fwJXzxnPXG5tYvr0uASU0qc4Cpxk2apra+b83NnPWUSNZOKd7WuSeXTV/Ai1eH4tX7e575xTV6fNT1+IdUI0TAmn39g/yGudjy3ZQkOXhvJmjIz7mBxfMoDQvg/98YZ0lgDAWOM3wcefrm2jt8HHLedOjOm7O+EKOGp3PY0t3DNovzdoWL6r9T7cXFKhxDt7AWd3Uzktr93LpceOiGl2ck+HmW2cdQcX2Ol7+eF8cS2gGAwucZljYXd/Ko0u38/l54ykvy4vqWBHh6vnjWbv7AGt2HYhTCeOrunFgWYOCSnIzBvV0lGdXVNLhU64+YXzfO3dzxdxxlJfl8t8vrR+0P6BMbFjgNMPCUxU76fQr/3T61H4df9HssaQJvPzx3hiXLDGCzaslvQyGikRJbgYNrR20d/piUayEe3ntPmaOzY/6xxOA25XG106byqaqJpZtrY1D6cxgYYHTDHl+v/J0RSUnl5cwbkR2v85RkO3h+IkjeGN9VYxLlxh7nOk0o/IzB3SeUQWB4/c2DL6MSvUtXlbsqOPM6WX9Psf5x4wmN8PNkxU7+97ZDFkWOM2Q997mGnbVt3L53Oib50KdPr2MNbsODMo0fLsb2hA5GPj6a0xBIHfv7vrBdw3+sbEav8LpR/Y/cGalu7hw9hhe+GjPoB9lbfrPAqcZ8p6s2ElBlodzZowc0HnOcGoqb60ffAuf76lvpTQ3I6LpF70ZXRgIvHsaBl9CiDfWVzEi28PscYUDOs/n542nrcPPX1ftiU3BzKBjgdMMaa1eHy+v3cvCOWP6naM16KjReYzMz+DNwRg4G9oYHYOVXoI1zj2DrKnW71feWr+f044oxZUmAzrX7HEFTCvL5bmVu2JUOjPYWOA0Q9p7m6tp7/RzzoxRAz6XiHD6EWW8vXE/HT5/DEqXOLsbWhkzwGZaCDRVFmZ7Bl0Kwo92NVDT7OX0AfRvBokI5xw9kortdTS0WnPtcGSB0wxpb6yvIjvdxbzJI2JyvtOml9LY1snqyvqYnC8RVJU99W2MLojN2qKjC7IGXY3zHxsDrQSnTCuJyfnOmF6Gz6+8s7E6Juczg4sFTjNkqSpvfLKfk8tLyHAPrJk2aMGUYkTgvU01MTlfIjS0dtDa4WNM4cBrnABjCjIHXY3zvc01HDU6n+IBzmMNOnbCCAqzPbz+yeAcZW0GxgKnGbI2VjWxq76VMwYwirK7ETnpzBidz7ubB09NIzgCNmY1zsLMQVXjbOvwUbG9jpOmFsfsnK404dRppby1oQq/rZoy7FjgNEPWG05t4PTppTE970nlJazYXk+rd3AkAQiOgB0doxrn6IIsGlo7aPF2xuR88bZ8ex3eTj8nlcemmTbojCNLqW7ysmZ3Q0zPa1KfBU4zZL21YT9HjsqLWU0raMHUYrw+/6BZKSNYOxwTo+swpmtKyuCodb63uRp3mjBvclFMz3vaEWWIMChHWZuBscBphqRg89zJMa5lAMyfVIQ7TQZNc+2ehlbcadLr2qPRCP4Q2TNIkiC8u6mG2eMLyc0Iv2B5fxU5zfbvbx48/d0mNmL7STLDhqry8sf7+M1rG9lW3UxepofTp5dy02lTmVySk+zi8eGOerydfk6cErt+raCcDDfHTijkvU2DJHDWtzEyP3PA8xeDurIHDYIkCI1tHayurOfmM8rjcv4TpxTz8JLttHX4BjxPeKBUlfe31PCHt7awdncDrV4fC6YW8y9nHcHMsQVJLdtQYzVOE7Xm9k5ueGg5Nz28nBavjyvmjWf+5CKe/XAXn77jTZ5YtiPZReT9LTWkCcyfEtvmuaB5k4pYu/sAbR2p38+5u6GV0TGYwxk0siBQcx0MNc7VlQ34FeZOis/nYMGUYrydfj7cUR+X80eq0+fnX59exdX3LGXt7gOcPWMklxw3lmVba7ngznf49asbbUWXGLIaZ4praO1g2dZadte30tjWQWN7J61eH1npLkblZ3LKtFKmluYgEpvaBASaOdfubmBicc5hy1DtrG3hq48sZ92eA/zHZ4/iuk9Nwu2kcdvf2M53nl7FLc9+RIdf+eKJE2NWpmgt2VzDzLEF5Gd64nL+2eML6fQrH+85wHETYjNHNF72NLQxa4Bp5kJluF2U5GYMirR7K3fWAww4zV5P5k8pIk0CP9QWxHDUbjTaOnz88+Mf8srH+/jnM8v5+hnlXbXff/vMkfxo8Vp+9eoGttU089NLZpKdfvBrX1XZWdtKbYuX2eMKYvo94vMrH+6oY+nWWupbvHg7/eRkuMnL9JCX6WZaWS5zJhTGbKpYIiU1cIrIucCvARdwr6r+vNvzGcBDwPFADfB5Vd3mPPc94CuAD/iGqr4UyTkHg1avj2c/rOS5lbup2FZL6Gj3dHcaWR4XrR0+vJ2B7DXzJxVx1zXHUpY38FrFyp31fPvJlWypbgZg3IgszjpqJEePyaexrZNfvbIBgPuum9eVuzWoNC+Du689nn96ZAU/+MsafD4/1500ecBlilar18eHO+v4chxfe874QgBW7axP6cCpquxpaOPco2NX44TAAKHdg2Bw0Kqd9UwpyaEgOz4/oPIzPcwcW8CSzTVwdlxeolfN7Z3c+HAF726q4YcXzjjs760gy8MdV8xmckkO//PqBlbtrOfmM8tp6/CzdGsNb67f35X96Izppfzislkx+R5ZsaOOrz+6omsAWZbHhcclNHt9+EK+0DI9aZx5ZBmXHDuOs44qi2ngjqekBU4RcQG/JfBxqwQ+EJHFqvpxyG5fAepUtVxErgR+AXxeRGYAVwJHA2OAV0XkCOeYvs6ZErydfhpaOw4bsPHupmq+9+xH7KhtYWppDjefUc5J5SWUl+WSm+k+5NdZZV0Lf1+zlzte3sBFd77LfdfN5egx/evLUFXuf3cbP3thHWV5Gdxx+WzqWrws2VLD48t20B4SpO+4Yjbji8Ivz5XhdvG7LxzPPz++gh/+9WM6/cr1p0zpV5n6a/n2Ojp8yolxrAGMzM9kVH4mq5waTarad6Adb6efcSNiO7J43Igs1u1pjOk542FVZT2fmhr7AWKhFkwp5v53t3a1BCVKU3sn1963lJU76/nl5bO57PhxYfcTEf7509M4ftII/vWpVXz7qVVAYHDT2TNGcvzEERxo7eB/XtnAef/7D+68+tgBXbO/fLiL7z6zmpEFGdx51bGcekQpBVmBHy6qSltH4LtvdWU9/9hYzQsf7eGFj/ZyUnkxP7vkGCYWHxwjoarsPdDGqPzMlAqqyaxxzgc2qeoWABF5AlgIhAa5hcAPnfvPAHdJ4OotBJ5Q1XZgq4hscs5HBOdMqsq6Fn750npeW1dFY3snM8fmM29SEdnpLt7asJ81uw4wqTibx64/gQVTi3v9sIwbkc31p0xhwdRirn+wgkX3L+PZr53EhOLo1pzcXd/KT19Yx/Or93D2jJH88vLZXR/060+ZQluHj/2N7bR4fZSX5fY5yCTdncZdVx/Hvzyxkp88v44On/K1fi4g3R9LttTgShPmxalfK2j2+IKupsBUtdVpOZgU4wFbk4pzeHntPjp9/q6m+lSzp6GVfQfamT0uvgNjTpxazB/e3sKKHXUxnyvaE2+nn689spxVlQ3cdfVxnH/M6D6P+dTUEl7719PYXtNCQZbnsAFjZx5ZxlcfWc4X71vGP59Zzo2nTjmkWTcSL6/dy7efWsn8yUX87prjGZGTfsjzIkJWuivQ1VQwinOOHsVtF87giQ928vMXP+GMX77J6dPLmDE6n5pmL29v2M+u+kCe5YvmjOWbn56W0B8nPUlm4BwLhK4GWwmc0NM+qtopIg1AsbN9Sbdjxzr3+zpn0rz+yT6+9eQqOn1+Lpg1hgnF2by6bh9PV1TS1N7JjNH5/Oiio/n8vPFRjdA7ekwBD39lPpf+7n0WPbCMp7+64LC+yXA6fX5+/dpG/vDWFgC+c84R/NPp5aR1C4yZHlePNcyeeFxp/PrKObjShF/8/RNE4KunJSZ4vr+lhlnjCmI+/aC72eMLeWntPupbvBRmp/d9QBJsq3ECZ3GMA2dJDp1+pbKuNeZBOVaCrQGznWb1eJk3qQhXmvD+5pqEBE6/X/nO06v4x8Zq/uvSWREFzaDsdDdHjc4P+9y0kXk8d/PJ3PKn1fzvqxt5ZMkOfnTR0Xx2VmTnX769jm888SHHjC3g/uvmRRx03a40vnDiRM46aiQPL9nGM8sreXN9FXmZHuZNGsGiT01k2dZa/vD2Zt5cX8X/XXMcU0pzI37P8TBsBweJyI3AjQATJkyI62t1+vzc8coGfvfmZmaMzuf/rjmu68vm684web9fDwtY0Sgvy+O+RXP5wn1LufqeJTx6/Ym9zturbfbyjcc/5J1N1Vw8Zwzf+cx0xo2ILjj2xe1K41efn4MCP3/xE8ryMvjcceGbk2Klub2TVTvrufHU+DcPz3EGnKyqbOC0I2KbnShWtlU3k+5KY0wMlhQLFZxytLWmOWUD58qdDXhc0mOgiJXcDDezxhXw/pb4z+dUVX7y/DoWr9rNd8+dzhXzBrY4e3e5GW7uuvo4vnRSLbf/bR1ff2wFqyqn8N3PTO+1ZWHNrgaue2AZo/IzuS+KoBlqVEEm//aZI/nOOdMBDmltu/HUqby5vopvPbmSC+98h19cNosLZo2J/g3GSDID5y4g9H99nLMt3D6VIuIGCggMEurt2L7OCYCq3g3cDTB37twBj9P+9pMrKcxO5+gx+eysa2FTVRMdPj9N7Z1s3d/M7oY2rpo/ntsuPDpsbXIgQTNo7qQi7l80j688WMFV9yzhsRtOCNvRv2ZXAzc9vJz9Te3816WzYv7HF8qVJvzy8lnUNLXz3WdWU5qXwSnT4hdkKrbX0enXhIxwnDmuAJFAzSZVA+fW6mYmFGfHbA5nULAGu626GabH9NQxs2pnPUeNzk/I/MoFU4q5++0tNLd3khPHlo4/vL2F+9/dypdOmsTX4tiCc/zEIp6+aQE//tvH3P12YF7onVcdR1HO4S0ra3c38IX7llKQ5eHRG06MqLWrNz11T50+vYznv3EKX39sBTc/9iG/eW0jYwqzyHS7yE53MWNMPtnpbj7cUUd5WS43xfH6JLNz4gNgmohMFpF0AoN9FnfbZzGwyLl/GfC6BiYjLQauFJEMEZkMTAOWRXjOmPP5ld0NrTy6dDv/+vQqfv3aRj7a1cC26haa230cO3EEd151LP/5uVlx/yP+VHkJD3xpHrvrW7ny7iXsO3Bw5KPfrzz43jYu/d17qCpP37QgrkEzKMPt4vdfPJ7ysly+9sgK1sYxt+f7m2vwuITjJ8Z/pGt+pofJJTl8tCt1c5VurW6OS0KKktx08jLcXX2oqUZVWbO7IWET/0+cUkynX6mIYxrGpysC/YAXzR7DDz47I+6DZdLdafz44pn892Wz+GBbHRf85h+HJf2o2FbLlXcvISfdzeM3nMjYGLdsdDemMIsnb1zAv31mOhOKcqhuamdLdRPvba7hJ8+v4//9+SNeXbeP6qb2uJYjaTVOp8/yZuAlAlNH7lfVtSJyO1ChqouB+4CHncE/tQQCIc5+TxEY9NMJfF1VfQDhzhnv9+JKE564cQEdPj/bqpsZXZgV9/613pw4pZgHvzyf6+5fxvm//gdXzh9PQZaHl9buY/n2Ok47opQ7rpg94F+G0cjP9PDHL83nc//3Lovu/4D/uuwYzjxyZMxf5/0tNcweV9ivpqL+OHJUHh/vPpCQ14qW369sr22J6eowQSLCpJKclA2cew+00djWyVGj8hLyenMnjcDjCvRzxrr1ocPn58H3tvGfL37CyeUl/PLy2TFpoYrU5XPHc+SofL7xxIdcfe9SPjtrNCdOLmLlzgb+umo340Zk8fD1J8Q9aAalu9O6urhCVTW20dLuY2Jxdtx/VCS1j1NVXwBe6Lbt1pD7bcDlPRz7U+CnkZwzUTyuNKaNTMwfal/mTSriyZsW8L+vbuR3b27GrzCxOJuff+4YPj9vfFKGdo8qyOTBL8/npkeW8+U/VjB/chHzJxXx2VmjY9IP1djWwZpdDfxTAkfwHjEyjxfX7E34VIRI7G5oxdvpj/nAoKBJJTms3Jmaie7X7w1MlTkiQX+P2eluZo8rjGk/5xufVPHWhv28vXE/W/Y3c8b0Uu68+jjS3YlvKDxmXAEvfOMU7nh5PX/+cBfPr95DTrqLy+eO41tnH5HQH+E9KcvLhAR9/Q7bwUHDwcyxBdy7aC5VjW0IsUvyPRDTRubx92+eygPvbuXPH+7id29t5p5/bOGOK2YPuLN/6ZZafH5lQRzy0/Zk+sg8VGFTVRPHxHnaQ7S2VbcAMKkktoO+giYXZ/P86t14O/1J+TLvzYZ9iQ2cAJ+aWsxdb2yioaVjQAkXfH7l5y+u455/bCXL42Lm2HxuOfdIzp4xMqlzGbPSXfzHBTP4/mePorKulRE56UltWUum4fmuh5lYZAKJpXR3GjedNpWbTptKTVM7X31kOTc/9iG1zV6uXTCp3+d9fX0VOemuuOUlDecIpylw/b7GlAucW52pKPFKuj+pJAe/wo7aFsrLkjs9oLv1e5soy8s4bB5hPJ02vZTfvL6Jtzfu58LZ/fsR6PMr33ziQ/62eg+LFkzkPy6YgSfF5smKSNTT04aa1PofMcNOcW4Gj1x/AmcdNZLbFq/lxY/29Os8qsobn1RxyrTShNZ+JhZlk+5OY+O+1Muis3V/M5meNEbG6YdTcBpKKvZzbqxqZHqC+jeD5owfwYhsT9cC6tFSVX78t4/52+o9/Pu5R/KjhTNTLmiaAPtfMUmX4XZx19XHcuz4Qr755Mp+jbpdt6eRPQ1tnBmHgTC9cbvSKC/NZX0KBs5tNc1MKs6J20CSKSUhU1JSiN+vbNjXmNBmWggMEjx9ehlvrK86JB9rpB5btoM/vreNr5w8OaGZtkz0LHCalJDpcXHvonnkZ3r43rMfRf3F88b6wK/8049M/HzK6aPy2LA3+sCpqjxVsZOKbbVxKFWg1jU1jhlWCrPTKcpJZ2NVfH40PLuikqX9GGyzs66Ftg4/05MwUO/MI8uoa+mIOhXj7vpWfvb8Ok6ZVsL3zz8qPoUzMWOB06SMopx0brtwBqsrG3jg3a1RHfv6J1XMGleQlP7cI0bmsbuhjQNtHREfo6r89Pl1fPeZ1Vx971LeXN+/5r2e1Ld42VnbytFj45s15+gx+Xy0K7bTcVSVX72ygW8/tYov3Lc06ub7rhG1CW6qBTj1iFJcaRJVc62qcutza/Ar/OySYxI61cT0jwVOk1IumDWaM48s446XNxySvKE3O2tb+HBHXcKbaYOmjwrU6qLp5/ztG5u4952tXH3CBKaV5XLjQ8tZsSN2UzuCSRlmjS2M2TnDmTWugA37GmO6oPd972zl169t5HPHjWXWuEJufvxDlkRR8wyOqJ2WhAFLBVke5k4cwd9W74641eSVj/fx6roqvn32EcN+0M1gYYHTpBQR4YcXHo3Pr9zx8vqIjvm/NzfjTkvjynnxzTnck2llgZrNhn1NER/zpxW7OLm8hJ9ePJNHrz+BgmxPxO83EsHAOTPONc5jxhbg8yvr9sSm1tnY1sGvX9vI6dNL+eVls3noy/PJ9rh4buXuiM+xYV8T40ZkxTX1XW8WfWoS22paeD6CmnKHz8/PX/yE8rJcvnTSpPgXzsSEBU6TciYUZ7PoUxN5enlln1l5dte38szynVwxbxyjCpIz7WZMYRYel7C9piWi/SvrWtha3cyZRwYW7i3MTuf6kyfz7qaamK3vuWZXA+OLsuK+akswpd2aGKUdfHTpDhrbOvn22UeQlibkZLg5cWox72zaH/E5tte2xC3pQyTOPXoU08pyuev1jfj7qHU+umQ7W6qb+X/nH5myy7OZw9n/lElJN58xjYIsDz/869pem7x+/9ZmVBO3ZFk4rjRh3IhsdtZFFjjfdfJ9njzt4BJU15w4kfxMN//35qaYlOmjXQ1xb6YFGFuYRVFOekzy9bZ1+Ljvna2cXF7CLGflGYCTy0vYWdvKjkh/mNS2JLXJMy1NuPnMcjbsa+Lva/f2uF9VYxu/fm0jJ5UXc8b05HQzmP6xwGlSUkG2h++ffxTLttbym9c2ht3nvU3VPLxkO1fOHx/zJdGiNb4om521kX2xv7OphrK8jEP64HIz3Cz61CReWrtvwNM76poDA4MSkeBcRJg5toDVlQMPnM+t3MX+xvbDUiYG17h8p1uC8XCa2jupafYyIcl9hRfMGsMRI3O5bfFa9jcennDc51e++fhKWjt8/PDCo5OaEchEzwKnSVmXHT+Ozx03lt+8vpFXP953yHP7G9v55pMrmVqay/9LgeH740dksSOCwOn3K+9uqubk8pLDviyvPmECIvCXlWFXwovYGmce7DEJWhnkmLH5bKxqGvAAoWdX7GJKac5hS8JNLc1hdEFmRM21wR8v44sSk3C8J6404c6rjqOxrYNvPbnykFYTVeW//v4J72+p4ccLZ6ZMfmsTOQucJmWJCD+5eCZHjcrnhocr+NUrG9iwr5G/r9nDxb99l8a2Dn579XEJWwmlNxOKsqlv6ehzSsq6vQeobfZ21aJCjS7I4oTJRSxeuZvA6nn9E2w2TVzgLMTnVz4ewACh3fWtLNtWy8LZYw/7QSEinFRewnuba/ocqRoMnMmucUJgfu+PLjqadzZVc+Xd77N8e13XWrh/eHsLV82fwOVz47+sn4k9C5wmpWWnu3nmawu4ZM5Yfv3aRs751dt89ZEV5Ga4efT6ExOeVq0nwT61vpprl24JJDv4VHn4RPQXzxnLlurmAfUZLt1Sy5TSnAElGo/GsRMKAVi2tf+JHP66ajeqsHBO+ByvJ5UXU9/S0TVHsyfBWv/4JDfdB10xdzz/fdksNlU1cenv3uOCO9/h9U+q+MEFM/jZJTOTXTzTT8n/qW5MH7LT3dxxxWy+sGAiu+tbSRPh7BkjUyqP54SQwHn0mJ5rehurGhmR7WF0QfimxPNmjubW59by3MrdhwyQiVRbh48lW2q4+oTETc0ZmZ/JkaPyeHN9Vb8HaT23cjdzxhd25b/tLrjs3MaqRmaM6XmKzc7aFvIy3BQm6EdDX0SEy+eO56yjRvL6J1XkZLiYPio/bon3TWKkzjePMb0QEY6bMIILZo3h/GNGp1TQhNAaZ2uv+22uau51JZGCbA+nTy/lr6sin0Af6v0tNbR3+mO+mHJfTpteSsW2OhqjyJ4UtHFfIx/vOdBjbRMI5NwV2Ly/94FTO+taGV8U/4WMozUiJ51Ljx/HuTNHW9AcAlLr28eYQaogy0N+prvPAUKb9jf1mT/24mPHUtXYzvubo8/T+tb6/WS40zgxgWuSApx+RBmdfuW9fpT5Lyt3kSb0uh5rpsfF+KJsNlf1nmRiR21L0gcGmaHPAqcxMTKhOLvXwFnb7KW22dvn2pVnHllGboab5/oxuvatDftZMLWYTI8r6mMH4viJI8jNcPPm+sgTFUBghOlzK3dzUnlJnwutl5fmsnl/z4FTVdlZ25ISA4PM0GaB05gYGd9HEoTgl/7UPgJnpsfFuTNH8fc1e6Oa4rG9ppmt1c0Jb6aFwOLkn5pazNsb9kc1InjFjjoq61q5eM7YPvctL8tlS3Vzj03Y+xvbae/0W75XE3cWOI2JkQlF2VTWtvaYZi3YzFgewVJfF88ZS2N7Z1SrbPx9TSBLTbKy0Jx5ZBm76lujSobw3MrdZLjT+MzMUX3uO7U0F2+nn8oefpx0jai1wGnizAKnMTEyvigbr8/Pvsbwq7psqmoiw53G2MK+++AWTC2mNC+DP62ojOi1VZUnPtjJvEkjehyZGm/nzxpNpieNJz7YGdH+bR0+/rZ6D2fNGEluBAnZgzX1TT30c+5IoTmcZmizwGlMjIwdEQiIu+vDj6zdvL+JKaW5Ea236EoTrpw3ntc+qWJLL/16QUu21LK1ujlpK8QA5Gd6uGDWGBav3EVze2ef+//lw13UNnu5Zn5kZQ7W1Hvq5wxe90h+mBgzEBY4jYmRMmdwS9WBw3OTQmBEbV8Dg0Jdu2ASHlca977T96LeT3ywg/xMN5+dNTri88fDVfMn0Oz18ddVvS8D5vcrd/9jCzPH5h+WYq8nBdkeSnIzeqxxVjW2k5/pTvjAKDP8WOA0JkZG5geWNQu3AHdbh4/KutaI+jeDSvMyuPS4cTyzvJLqpvDBGAKrbLz40V4uOXZs0oPGcRMKOWJkLg+9v73XJbUCNelmbjx1alRzLsvLcnoMnPsOtHX9HxgTTxY4jYmRoux03GlCVZjVMLZWN6MKU8ui63+84ZTJdPj8/M8rG3rc5+cvfoKiXHfS5KjLHGsiwk2nTuXjPQd67J9t6/Bxx8vrGVuYxfkRDAoKNbU0t8ckCFWN7ZTl9z6lxZhYSErgFJEiEXlFRDY6/47oYb9Fzj4bRWSRsy1bRJ4XkU9EZK2I/Dxk/+tEZL+IrHRu1yfqPRmTliaU5mWwL0xT7a66QP9btDlUp5TmcsMpU3hs6Q7+tvrw5s+KbbU8u2IXN5wyJWUy0lxy7FiOm1DIz1/8hIbWwzMJ/eT5j/lkbyO3Lzw66sWbxxdl09DaQVOYPtSqA+2MzLMap4m/ZNU4bwFeU9VpwGvO40OISBFwG3ACMB+4LSTA/lJVjwSOBU4SkfNCDn1SVec4t3vj+i6M6aYsL4OqMKNq9zjNt6MLov9i/7fPTOfYCYXc8qePWLLlYGaeXfWtfPdPqxlTkMnNZ5b3v9AxlpYm3L5wJnUtXm750+quuaiqyn3vbOWRJTu46dQpfPqokVGfO3j99jYceo1VlarGNkqtxmkSIFlJ3hcCpzv3HwTeBP692z6fAV5R1VoAEXkFOFdVHwfeAFBVr4isAMYloMzG9KksP5MdNYfPM9zb0Io7TSjOjf6L3eNK466rj+Oae5Zw1T1L+Pzc8YwuyOKh97fh7fRz97VzU2JptVAzxxbwvfOO4qcvrGNX/fucfdRIlm2r5R8bq/n0kWV85zPT+3XeUfkHA2foQKu6lg46fGo1TpMQyfprG6mqe5z7e4FwPz3HAqETwiqdbV1EpBC4EPh1yOZLReRUYAPwLVWNbFKZMTFQlpdBxbbDl9faUx8YuOKKYCpKOGMLs3j+G6fw0xfW8eQHO/H5lfKyXH7/heOjGqmbSDecOoWJxdl85+lV3PHKBnIz3PzooqO5dsHEfidhH+NMNdndcOiUn2At3/o4TSLELXCKyKtAuJ7/74c+UFUVkaiXgRARN/A48BtV3eJs/ivwuKq2i8hNBGqzZ/Zw/I3AjQATJiRv7psZWkbmZ1LX0kF7p48M98ERrnsa2vrVTBsqJ8PNzy45hp9ePJMOn+JOk4jmhCbTOUePYsWRgUxG0fZnhhMMjN2baoP9yjaq1iRC3Po4VfUsVZ0Z5vYcsE9ERgM4/4bLK7YLCF0efZyzLehuYKOq/m/Ia9aoanBkxr3A8b2U725Vnauqc0tLE5/b0wxNwbmc+7uNrN17oI1RAwycQSJCujst5YNmkNuVFpOgCZDhdlGSm86eboGzyulDLusjUbwxsZCswUGLgUXO/UXAc2H2eQk4R0RGOIOCznG2ISI/AQqAfwk9IBiMHRcB62JbbGN6d3Au58HAqarsaWgdcI3TBIwqyGTvYU21getdZn2cJgGSFTh/DpwtIhuBs5zHiMhcEbkXwBkU9GPgA+d2u6rWisg4As29M4AV3aadfMOZorIK+AZwXSLflDGlXTXOgzWi+pYO2jr8jCqwVHCxMCo/K2yNMy/TTVa6ZQ0y8ZeUwUGqWgN8Osz2CuD6kMf3A/d326cSCNtGparfA74X08IaE4VgjTM0CULwS36M1ThjYkxhJh90G4BV1dhu/ZsmYSxzkDExVJyTjitNDkm7t/dAoFkxVn2cw92ogkwaWjto8R5MgrDvQJv1b5qEscBpTAylpQkluemHJHoP1jhHW1NtTIRLglDV2G6B0ySMBU5jYmxkfib7Qptq69twOen4zMCNyg/8AAn+IFHVQLo9a6o1CWKB05gYK8vL6JoeAYEv+JF5Gf1OfmAONaYwECCDgbOhtQOvz28/TEzCWOA0JsbK8jMPGRy090Cr9W/G0MiutHuBvmNLfmASzQKnMTFWkptBXYuXTp8fCGYNsv7NWMn0uCjKOZgEocZZq7Q4Nz2ZxTLDiAVOY2KsKNuDaqAJUVXZ22ALLMfaqPzMrsBZ2+IFoDjHmmpNYqTWkgrGDAFFzgootc1eMj0uWrw+Rlry8Zgqy8+g2qlp1jYHAmdRjtU4TWJYjdOYGCvKDnyB1zZ7qWlyakP9WE7M9Kw4J6Pr2gYDZ2G2J5lFMsOI1TiNibEROYEv8LoWLx534Lep9b/FVkluOtVN7agqdc1e8jPdeGKUSN6YvljgNCbGgn1ttc0duNICX+Yl1v8WU8W56bR3+mn2+qht6bAavUkoC5zGxFiwybCuxUtwvWarccZW8MdJdWM7dc1eRlgzrUkgC5zGxFimx0VOuouaJi+qgTXabeBKbAV/iNQ0t1PT7GVsoY1aNoljnQLGxMGInHTqWrxUN3nJy3CT6bHlrmKpxGmarW7yOjVO+2FiEsdqnMbEQXFOOrXNXjr9as20cRC8ptVN7dS2eCmya2wSyAKnMXEwwgmcHT6/DVyJg2DT987aVryd/q4pQMYkgjXVGhMHRdnpXfM4i61/M+Yy3C7yMt1sqmoEAj9UjEkUC5zGxEGwxlnT3G41zjgpyc1gw74mAKtxmoSywGlMHBTlpNPi9VHT7KXU+t/ioiQ3nZ11LQDWx2kSygKnMXEQ7INTtXR78VKck4Ez28dqnCahLHAaEweh0yNsVG18hF5X6+M0iWSB05g4CP1St+Wu4iNYk3enCfmZNkHAJI4FTmPiILTGWWI1zrgIXtcROelIMLehMQlggdOYOAhNsWd9nPERrMlb/6ZJtKQEThEpEpFXRGSj8++IHvZb5OyzUUQWhWx/U0TWi8hK51bmbM8QkSdFZJOILBWRSQl6S8YcoiDLgwikCRRmWQLyeCjuqnHa9TWJlawa5y3Aa6o6DXjNeXwIESkCbgNOAOYDt3ULsNeo6hznVuVs+wpQp6rlwK+AX8TzTRjTE1eaMCI7naKcDNLSrBkxHoJNtdaHbBItWYFzIfCgc/9B4OIw+3wGeEVVa1W1DngFODeK8z4DfFqs88MkyYhsj/VvxlEwYFqN0yRasgLnSFXd49zfC4wMs89YYGfI40pnW9ADTjPtD0KCY9cxqtoJNADFMS25MRGaXJLLlNKcZBdjyCrI8lCck86kYrvGJrHiNoZbRF4FRoV56vuhD1RVRUSjPP01qrpLRPKAPwFfBB6Ksnw3AjcCTJgwIcqXN6Zvv7lqTrKLMKSlpQmv/+vpZGfYkm0mseIWOFX1rJ6eE5F9IjJaVfeIyGigKsxuu4DTQx6PA950zr3L+bdRRB4j0Af6kHPMeKBSRNxAAVDTQ/nuBu4GmDt3brSB25g+Zafb3MJ4K8i2ZlqTeMlqql0MBEfJLgKeC7PPS8A5IjLCGRR0DvCSiLhFpARARDzABcCaMOe9DHhdVS0oGmOMiZlk/ST+OfCUiHwF2A5cASAic4Gvqur1qlorIj8GPnCOud3ZlkMggHoAF/AqcI+zz33AwyKyCagFrkzcWzLGGDMciFXIAk21FRUVyS6GMcaYFCIiy1V1bvftljnIGGOMiYIFTmOMMSYKFjiNMcaYKFjgNMYYY6JggdMYY4yJggVOY4wxJgoWOI0xxpgo2DxOQET2E0jEMFAlQHUMzpMog628MPjKbOWNv8FW5sFWXhh8ZY5VeSeqamn3jRY4Y0hEKsJNlk1Vg628MPjKbOWNv8FW5sFWXhh8ZY53ea2p1hhjjImCBU5jjDEmChY4Y+vuZBcgSoOtvDD4ymzljb/BVubBVl4YfGWOa3mtj9MYY4yJgtU4jTHGmChY4OwHEblcRNaKiN9ZQzT0ue+JyCYRWS8inwnZfq6zbZOI3JL4Uh9SxidFZKVz2yYiK53tk0SkNeS53yeznEEi8kMR2RVSrvNDngt7vZNNRP5bRD4RkdUi8mcRKXS2p+Q1htT6jIYjIuNF5A0R+dj5+/ums73Hz0cqcP7GPnLKVuFsKxKRV0Rko/PviGSXE0BEpodcx5UickBE/iXVrrGI3C8iVSKyJmRb2GsqAb9xPterReS4ARdAVe0W5Q04CpgOvAnMDdk+A1gFZACTgc0EFtt2OfenAOnOPjOS/T6cMt8B3OrcnwSsSXaZwpTxh8B3wmwPe72TXV6nbOcAbuf+L4BfpPg1TtnPaEgZRwPHOffzgA3OZyDs5yNVbsA2oKTbtv8CbnHu3xL8fKTSzflM7AUmpto1Bk4Fjgv9W+rpmgLnAy8CApwILB3o61uNsx9UdZ2qrg/z1ELgCVVtV9WtwCZgvnPbpKpbVNULPOHsm1QiIsAVwOPJLks/9XS9k05VX1bVTufhEmBcMssTgZT8jIZS1T2qusK53wisA8Ymt1T9thB40Ln/IHBx8orSo08Dm1U1FslhYkpV3wZqu23u6ZouBB7SgCVAoYiMHsjrW+CMrbHAzpDHlc62nrYn2ynAPlXdGLJtsoh8KCJvicgpySpYGDc7zSz3hzRrpep17e7LBH7xBqXiNR4s1xIINHkDxwJLnU3hPh+pQoGXRWS5iNzobBupqnuc+3uBkckpWq+u5NAf1al8jaHnaxrzz7YFzh6IyKsisibMLaV+hfckwvJfxaF/GHuACap6LPBt4DERyU+B8v4OmArMccp4RyLK1JdIrrGIfB/oBB51NiXtGg8VIpIL/An4F1U9QIp+PkKcrKrHAecBXxeRU0Of1EB7YkpNbxCRdOAi4GlnU6pf40PE+5q643XiwU5Vz+rHYbuA8SGPxznb6GV7XPRVfhFxA58Djg85ph1od+4vF5HNwBFARRyLGnztiK63iNwD/M152Nv1jrsIrvF1wAXAp50/5KRe4z4k9VpGSkQ8BILmo6r6LICq7gt5PvTzkRJUdZfzb5WI/JlAs/g+ERmtqnucZsOqpBbycOcBK4LXNtWvsaOnaxrzz7bVOGNrMXCliGSIyGRgGrAM+ACYJiKTnV9yVzr7JtNZwCeqWhncICKlIuJy7k8hUP4tSSpfl279EZcAwZF0PV3vpBORc4HvAhepakvI9pS8xqTmZ/QQTp/8fcA6Vf2fkO09fT6STkRyRCQveJ/AoLE1BK7tIme3RcBzySlhjw5pjUrlaxyip2u6GLjWGV17ItAQ0qTbP8keHTUYbwQ+OJUEag77gJdCnvs+gdGJ64HzQrafT2AU4Gbg+ynwHv4IfLXbtkuBtcBKYAVwYbLL6ZTrYeAjYLXzRzC6r+ud7BuBgUo7nWu5Evh9Kl9jp2wp9RkNU76TCTS/rQ65ruf39vlI9o3AKOVVzm1t8LoCxcBrwEbgVaAo2WUNKXMOUAMUhGxLqWtMIKjvATqc7+Kv9HRNCYym/a3zuf6IkJkQ/b1Z5iBjjDEmCtZUa4wxxkTBAqcxxhgTBQucxhhjTBQscBpjjDFRsMBpjDHGRMECpzHDiIg0JbsMxgx2FjiNMcaYKFjgNGaYE5ELRWSpk3j+VREZ6WwvddY1XCsi94rIdhEpSXZ5jUk2C5zGmHeAEzWQeP4JAqkCAW4DXlfVo4FngAlJKp8xKcWSvBtjxgFPOvlI04GtzvaTCaSXRFX/LiJ1SSqfMSnFapzGmDuBu1T1GOAmIDPJ5TEmpVngNMYUcHCZpUUh298FrgAQkXOAVFy82JiEsyTvxgwjIuIHdods+h8Cq0b8CqgDXgfmqerpIlJGYBWKkcD7BNYWnaSBNUWNGbYscBpjwhKRDMCnqp0isgD4narOSXKxjEk6GxxkjOnJBOApEUkDvMANSS6PMSnBapzGGGNMFGxwkDHGGBMFC5zGGGNMFCxwGmOMMVGwwGmMMcZEwQKnMcYYEwULnMYYY0wU/j/WAadim7HLcAAAAABJRU5ErkJggg==\n", 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" ] @@ -1035,17 +1024,9 @@ "execution_count": 20, "id": "78d091ea", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n" - ] - } - ], + "outputs": [], "source": [ - "num_steps = 1000\n", + "num_steps = 750\n", "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -1077,7 +1058,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1109,7 +1090,7 @@ "metadata": {}, "outputs": [], "source": [ - "window = np.ones(30)\n", + "window = np.ones(25)\n", "binned_sps_critical = np.asarray([np.convolve(spks_critical[i], window) for i in range(dim)])\n", "lags, ac_fct_lif_critical = auto_cov_fct(acts=binned_sps_critical.T)" ] @@ -1122,7 +1103,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1256,7 +1237,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1409,15 +1390,15 @@ "id": "a3358a9d", "metadata": {}, "source": [ - "#### Runnig a ProcessModel bit-accurate with Loihi\n", - "So far, we habe used neuron modesl and weights that are internally represented as floating point numbers.
\n", - "When executing the network on Loihi, however, we have to use fixed point arithmetic for the dynamics of the single neurons. Hence, the parameters need to be mapped to retain the dynamical behaviour of the network.
\n", - "First, we define a funcion mapping the parameters. It consists of finding an optimal scaling function as well as mapping the parameters of the LIF network." + "### Runnig a ProcessModel bit-accurate with Loihi\n", + "So far, we have used neuron models and weights that are internally represented as floating point numbers.
\n", + "Next, we turn to bit-accurate implementations of the LIF and Dense process where only a fixed precision for the numerical values is allowd. Hene, the parameters need to be mapped to retain the dynamical behaviour of the network.
\n", + "First, we define a function mapping the parameters. It consists of finding an optimal scaling function as well as mapping the parameters of the LIF network." ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 29, "id": "3cf38774", "metadata": {}, "outputs": [], @@ -1434,8 +1415,7 @@ " ------\n", " scaling_funct : callable\n", " Optimal scaling function for float- to fixed-point conversion\n", - " '''\n", - " \n", + " ''' \n", " sorted_params = dict(sorted(params.items(), key=lambda x: np.max(np.abs(x[1]['val'])), reverse=True))\n", " \n", " \n", @@ -1503,9 +1483,7 @@ " if bias_exp <=0:\n", " bias_exp = 0\n", " \n", - " scaled_weights = scaling_funct(params['weights']['val'])\n", - " \n", - " \n", + " scaled_weights = np.round(scaling_funct(params['weights']['val']))\n", " weight_exp = int(np.ceil(np.log2(scaled_bias) - 8 + 1))\n", " weight_exp = np.max(weight_exp) - 6\n", " if weight_exp <=0:\n", @@ -1516,21 +1494,20 @@ " bias_mant = int(scaled_bias // 2**bias_exp)\n", " weights = scaled_weights.astype(np.int32)\n", " \n", - " lif_params_fixed = {'vth' : int(scaling_funct(params['vth']['val'])) // 2**params['vth']['shift'][0],\n", + " lif_params_fixed = {'vth' : int(scaling_funct(params['vth']['val']) // 2**params['vth']['shift'][0]),\n", " 'bias_mant': bias_mant,\n", " 'bias_exp': bias_exp,\n", - " 'weights': (scaled_weights // 2 ** params['weights']['shift'][0]).astype(np.int32),\n", + " 'weights': np.round(scaled_weights / (2 ** params['weights']['shift'][0])).astype(np.int32),\n", " 'weight_exp': weight_exp}\n", " \n", " return lif_params_fixed\n", "\n", "def scaling_funct_dudv(val):\n", " '''Scaling function for du, dv in LIF\n", - " '''\n", - " \n", + " ''' \n", " assert val < 1, 'Passed value must be smaller than 1'\n", " \n", - " return int(val * 2 ** 12)" + " return np.round(val * 2 ** 12).astype(np.int32)" ] }, { @@ -1539,95 +1516,93 @@ "metadata": {}, "source": [ "After having defined some primitive conversion functionality we next converter the parameters for the balanced network.
\n", - "We need to pass the precision of the " + "We need to pass some information about the concrete implementation, e.g. the precision and the bit shifts performed." ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "id": "2d4bd29f", "metadata": {}, "outputs": [], "source": [ - "u_low = np.quantile(data_u_balanced.flatten(), 0.05)\n", - "u_high = np.quantile(data_u_balanced.flatten(), 0.95)\n", - "v_low = np.quantile(data_v_balanced.flatten(), 0.05)\n", - "v_high = np.quantile(data_v_balanced.flatten(), 0.95)\n", + "u_low = np.quantile(data_u_critical.flatten(), 0.5)\n", + "u_high = np.quantile(data_u_critical.flatten(), 0.95)\n", + "v_low = np.quantile(data_v_critical.flatten(), 0.5)\n", + "v_high = np.quantile(data_v_critical.flatten(), 0.95)\n", "\n", - "lif_params_balanced = convert_rate_to_lif_params(**network_params_critical)\n", - "weights = lif_params_balanced['weights']\n", - "bias = lif_params_balanced['bias_exc']\n", + "lif_params_critical = convert_rate_to_lif_params(**network_params_critical)\n", + "weights = lif_params_critical['weights']\n", + "bias = lif_params_critical['bias_mant_exc']\n", "\n", "params = {'vth': {'bits': 17, 'signed': 'u', 'shift': np.array([6]), 'val': np.array([1])},\n", " 'u': {'bits': 24, 'signed': 's', 'shift': np.array([0]), 'val': np.array([u_low, u_high])},\n", " 'v': {'bits': 24, 'signed': 's', 'shift': np.array([0]), 'val': np.array([v_low, v_high])},\n", - " 'bias': {'bits': 13, 'signed': 's', 'shift': np.arange(0, 8, 1), 'val': np.array([bias])},\n", - " 'weights' : {'bits': 8, 'signed': 's', 'shift': np.arange(6,22,1), 'val': weights}}" + " 'bias': {'bits': 13, 'signed': 's', 'shift': np.arange(0, 3, 1), 'val': np.array([bias])},\n", + " 'weights' : {'bits': 8, 'signed': 's', 'shift': np.arange(6,22,1), 'val': weights}}\n", + "\n", + "mapped_params = float2fixed_lif_parameter(params)" ] }, { - "cell_type": "code", - "execution_count": 34, - "id": "c378accb", + "cell_type": "markdown", + "id": "32f14f2d", "metadata": {}, - "outputs": [], "source": [ - "mapped_params = float2fixed_lif_parameter(params)" + "Using the mapped parameters we construct the fully fleged parameter dictionary for the E/I network Process using the LIF SubProcessModel." ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "id": "c3cfecc6", "metadata": {}, "outputs": [], "source": [ - "lif_params_balanced_fixed = {'shape_exc': lif_params_balanced['shape_exc'],\n", - " 'shape_inh': lif_params_balanced['shape_inh'],\n", - " 'g_factor': lif_params_balanced['g_factor'],\n", - " 'q_factor': lif_params_balanced['q_factor'],\n", + "# Set up parameters for bit accurate model\n", + "lif_params_critical_fixed = {'shape_exc': lif_params_critical['shape_exc'],\n", + " 'shape_inh': lif_params_critical['shape_inh'],\n", + " 'g_factor': lif_params_critical['g_factor'],\n", + " 'q_factor': lif_params_critical['q_factor'],\n", " 'vth_exc': mapped_params['vth'],\n", " 'vth_inh': mapped_params['vth'],\n", - " 'bias_exc': mapped_params['bias_mant'],\n", + " 'bias_mant_exc': mapped_params['bias_mant'],\n", " 'bias_exp_exc': mapped_params['bias_exp'],\n", - " 'bias_inh': mapped_params['bias_mant'],\n", + " 'bias_mant_inh': mapped_params['bias_mant'],\n", " 'bias_exp_inh': mapped_params['bias_exp'],\n", " 'weights': mapped_params['weights'],\n", " 'weight_exp': mapped_params['weight_exp'],\n", - " 'du_exc': scaling_funct_dudv(lif_params_balanced['du_exc']),\n", - " 'dv_exc': scaling_funct_dudv(lif_params_balanced['dv_exc']),\n", - " 'du_inh': scaling_funct_dudv(lif_params_balanced['du_inh']),\n", - " 'dv_inh': scaling_funct_dudv(lif_params_balanced['dv_inh'])}" + " 'du_exc': scaling_funct_dudv(lif_params_critical['du_exc']),\n", + " 'dv_exc': scaling_funct_dudv(lif_params_critical['dv_exc']),\n", + " 'du_inh': scaling_funct_dudv(lif_params_critical['du_inh']),\n", + " 'dv_inh': scaling_funct_dudv(lif_params_critical['dv_inh'])}" + ] + }, + { + "cell_type": "markdown", + "id": "a51256aa", + "metadata": {}, + "source": [ + "#### Execution of bit accurate model" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 32, "id": "8b10fe25", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4\n" - ] - } - ], + "outputs": [], "source": [ - "from lava.magma.core.run_conditions import RunSteps\n", - "from lava.magma.core.run_configs import Loihi1SimCfg\n", - "# Import io processes\n", - "from lava.proc import io\n", - "\n", + "# Import bit accurate ProcessModels\n", "from lava.proc.dense.models import PyDenseModelBitAcc\n", "from lava.proc.lif.models import PyLifModelBitAcc\n", "\n", "\n", "# Configurations for execution\n", - "num_steps = 500\n", + "num_steps = 750\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", + "# Define custom Run Config for execution of bit accurate models\n", "class CustomRunConfigFixed(Loihi1SimCfg):\n", " def select(self, proc, proc_models):\n", " # customize run config to always use float model for io.sink.RingBuffer\n", @@ -1642,37 +1617,28 @@ " \n", "rcfg = CustomRunConfigFixed(select_tag='lif_neurons', select_sub_proc_model=True)\n", "\n", - "# Convert the rates\n", - "# Instantiating network and IO processes\n", - "# network_params_balanced['convert'] = True\n", - "lif_network_balanced_fixed = EINetwork(**lif_params_balanced_fixed)\n", + "lif_network_critical_fixed = EINetwork(**lif_params_critical_fixed)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", - "#monitor_v = Monitor()\n", - "#monitor_u = Monitor()\n", "\n", - "lif_network_balanced_fixed.outport.connect(outport_plug.a_in)\n", - "#monitor_v.probe(target=lif_network_balanced.state, num_steps=num_steps)\n", - "#monitor_u.probe(target=lif_network_balanced.state_alt, num_steps=num_steps)\n", + "lif_network_critical_fixed.outport.connect(outport_plug.a_in)\n", "\n", - "lif_network_balanced_fixed.run(condition=run_cond, run_cfg=rcfg)\n", + "lif_network_critical_fixed.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", - "spks_balanced_fixed = outport_plug.data.get()\n", - "#data_v_balanced = monitor_v.get_data()[lif_network_balanced.name][lif_network_balanced.state.name]\n", - "#data_u_balanced = monitor_u.get_data()[lif_network_balanced.name][lif_network_balanced.state_alt.name]\n", + "spks_critical_fixed = outport_plug.data.get()\n", "\n", - "lif_network_balanced_fixed.stop()" + "lif_network_critical_fixed.stop()" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 33, "id": "a29e3abe", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1684,130 +1650,53 @@ } ], "source": [ - "fig = raster_plot(spks=spks_balanced_fixed)\n", - "#fig = raster_plot(spks=spks_critical, fig=fig, color='orange')" + "fig = raster_plot(spks=spks_critical_fixed)\n", + "fig = raster_plot(spks=spks_critical, fig=fig, color='orange', alpha=0.3)" ] }, { - "cell_type": "code", - "execution_count": 38, - "id": "6b5f8378", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'bits': 17, 'signed': 'u', 'shift': array([6]), 'val': array([1])}\n", - "{'bits': 24, 'signed': 's', 'shift': array([0]), 'val': array([-0.0922934 , 0.08764073])}\n", - "{'bits': 24, 'signed': 's', 'shift': array([0]), 'val': array([-1.02928298, 0.94633009])}\n", - "{'bits': 13, 'signed': 's', 'shift': array([0, 1, 2, 3, 4, 5, 6, 7]), 'val': array([0.015])}\n", - "{'bits': 8, 'signed': 's', 'shift': array([ 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21]), 'val': array([[ 3.11891709e-04, 0.00000000e+00, 1.14829098e-04, ...,\n", - " -1.82994793e-04, -1.21961624e-03, -5.26498894e-04],\n", - " [ 5.97045580e-05, 0.00000000e+00, 0.00000000e+00, ...,\n", - " -1.19236336e-03, -3.19021484e-03, 0.00000000e+00],\n", - " [ 0.00000000e+00, 2.04844341e-04, 0.00000000e+00, ...,\n", - " -2.12227116e-04, -2.13315074e-04, 0.00000000e+00],\n", - " ...,\n", - " [ 9.02716641e-05, 0.00000000e+00, 6.81603275e-04, ...,\n", - " 0.00000000e+00, -5.94306898e-03, 0.00000000e+00],\n", - " [ 0.00000000e+00, 3.78251823e-04, 2.55792418e-04, ...,\n", - " 0.00000000e+00, -5.00022311e-04, 0.00000000e+00],\n", - " [ 6.02023099e-04, 0.00000000e+00, 2.97686230e-04, ...,\n", - " -2.58402894e-03, -6.43083836e-04, -8.84630200e-04]])}\n" - ] - } - ], - "source": [ - "for item in params.items():\n", - " print(item[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "1fd08408", + "cell_type": "markdown", + "id": "836dc55a", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'shape_exc': 240,\n", - " 'shape_inh': 60,\n", - " 'g_factor': 4.5,\n", - " 'q_factor': 5,\n", - " 'vth_exc': 127343,\n", - " 'vth_inh': 127343,\n", - " 'bias_exc': 3820,\n", - " 'bias_exp_exc': 5,\n", - " 'bias_inh': 3820,\n", - " 'bias_exp_inh': 5,\n", - " 'weights': array([[ 39, 0, 14, ..., -24, -156, -68],\n", - " [ 7, 0, 0, ..., -152, -407, 0],\n", - " [ 0, 26, 0, ..., -28, -28, 0],\n", - " ...,\n", - " [ 11, 0, 86, ..., 0, -757, 0],\n", - " [ 0, 48, 32, ..., 0, -64, 0],\n", - " [ 76, 0, 37, ..., -330, -82, -113]], dtype=int32),\n", - " 'weight_exp': 4,\n", - " 'du_exc': 286,\n", - " 'dv_exc': 40,\n", - " 'du_inh': 286,\n", - " 'dv_inh': 40}" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "lif_params_balanced_fixed" + "Comparing the spike times after the parameter conversion, we find that after the first initial time steps, the spike times start diverging.
\n", + "This, however, is expected: Since the systems is in a chaotic state, slight differences in the variables lead to a completely different output after some time steps. This is generally the behavior in spiking neural network.
\n", + "**But** the network stays in the *same dynamical state* with *similar activity*, as can be seen when examining the auto-covariance function." ] }, { "cell_type": "code", - "execution_count": 48, - "id": "3dfa15c7", + "execution_count": 34, + "id": "b5881949", "metadata": {}, "outputs": [], "source": [ - "a = LIF(shape=(1,), vth=127343, bias_mant=3820, bias_exp=5)\n", - "\n", - "rcfg = Loihi1SimCfg(select_tag='fixed_pt')\n", - "run_cond = RunSteps(num_steps=1)\n", - "\n", - "v =[]\n", - "\n", - "for i in range(30):\n", - " a.run(run_cfg=rcfg, condition=run_cond)\n", - " \n", - " v.append(a.v.get())\n", - " \n", - "a.stop()" + "window = np.ones(25)\n", + "binned_sps_critical_fixed = np.asarray([np.convolve(spks_critical_fixed[i], window) for i in range(dim)])\n", + "lags, ac_fct_lif_critical_fixed = auto_cov_fct(acts=binned_sps_critical_fixed.T)" ] }, { "cell_type": "code", - "execution_count": 49, - "id": "460aa5b8", + "execution_count": 35, + "id": "375476d5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "" ] }, - "execution_count": 49, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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U88Zjgecu9xmBHI9kX/XLFeGrp1oy8PaqTF21l1Zx8UxZsUctWUTSieW0/5iioqJcYmKi32WIj9b/cJRnJ61kxa4jtLq5JH/tXIsbCuX2uyyRLM3MljrnotJar9+Alxyn+g0F+fTJ5jzf4WbmJiXTOi6eDxfv0FmKSAAUJpIjhYYYj0VXYvrAaGqWLsjgT1dx39hFbD9w3O/SRIKSwkRytArF8/HBo014uWttVu8+QtuhCbw5Z4saR4pcI4WJ5HghIUbPRuWYFRtDiyrF+evUdXQdOZ8NP6hxpMjVUpiIeG4olJuxD0YxvGd9dh48wZ2vzWHo7I1qHClyFRQmIqmYGR3r3sjs2Bg61C7F0NmbuOu1uSzfedjv0kSyNIWJyCUUzRfOsB71GdcriiMnz9D1jXn8bepaTp7WrzKJXIrCROQybr+5JDNjo+nZqBxj52yl7dAE5m/+0e+yRLIchYnIFRTMnYu/danNxD5NCDG4b+wiBn+6iqNqHCnyC4WJyFVqUqkY0wZG0ze6Eh8t2UHruHhmr93nd1kiWYLCROQa5AkPZXCHm/m8X3OK5A3n0QmJPPXh9xw4dsrv0kR8pTARuQ51yhRmSv8WxLa+iemrUxpHfrF8t1qySI6lMBG5TuFhIQy4vSpTB7SkQvF8DJy4nN7jE9lz+KTfpYlkOoWJSIBuKlmASY8344931mDB5gO0GZLAewu3c14tWSQHUZiIpIPQEKN3i4rMeDqaumUL8YfPV9Nz7EK2/qjGkZIzKExE0lG5Ynl5r3dj/nl3HdbuPUq7oQmMjt/M2XNqySLZm8JEJJ2ZGd0blmV2bAzRN0Xy8rT1dB05n3V7j/pdmkiGUZiIZJCSBXMz5oFbGHFfA/YcPsldr80lbuYGTp1VSxbJfhQmIhnIzLijTilmDYqhY70bGf5tEncMn8vS7Yf8Lk0kXSlMRDJBkXzhxHWvx9sPN+TEqbN0GzWfP3+5hhOnz/pdmki6UJiIZKLfVCvBzNgY7m9cnrfnbaPNkATmblLjSAl+ChORTJY/IoyXOtfi475NyRUawv3jFvHMpBUcOanGkRK8FCYiPmlUsSjTBrbkiVsrM3nZblrHxTNjzQ9+lyVyXRQmIj7KnSuUZ9tV5/Mnm1MsfwR9311Kv/eXkfyTGkdKcFGYiGQBtcsUYkr/5vy+bTVmrd1Hq7h4Ji/dpcaREjQUJiJZRK7QEPr9pgpfD2xB5ch8/O6TFTz09hJ2q3GkBAGFiUgWU6VEAT55vBkv3lWDJdsO0iYungkLtqlxpGRpChORLCg0xHioeUrjyAbli/DCF2u4d8wCNicf87s0kUtSmIhkYWWL5mXCI414tVsdNvzwE+2HzeGN/ySpcaRkOQoTkSzOzLgnqiyzfxfDbdVK8M/pG+j8xjzW7Dnid2kivwgoTMzsHjNbY2bnzSwq1XgFMztpZsu916hU624xs1VmlmRmw83MvPGiZjbLzDZ5fxbxxs2bl2RmK82sQap99fLmbzKzXoEci0hWV6JAbkY9cAsjf9uAH46couPr83h1xnp+PqPGkeK/QM9MVgNdgYRLrNvsnKvnvR5PNT4SeAyo6r3aeePPAd8456oC33jvAdqnmtvH2x4zKwr8CWgMNAL+dCGARLKz9rVLMTs2ms71SjPiu83cMXwOS7cf9LssyeECChPn3Drn3IarnW9mpYCCzrmFLuUB+glAZ291J2C8tzz+ovEJLsVCoLC3n7bALOfcQefcIWAW/w0mkWytcN5w/t29LuMfacTPZ87TbdQCXpyyhuOn1DhS/JGR90wqmtn3ZhZvZi29sdLArlRzdnljACWdc3u95R+Akqm22XmJbdIa/x9m1sfMEs0sMTk5+boPSCSribkpkhmDounVtALjF6Q0jkzYqL/jkvmuGCZmNtvMVl/i1ekym+0Fyjnn6gOxwAdmVvBqi/LOWtLtoXrn3BjnXJRzLioyMjK9diuSJeSPCOPFjjX5pG9TInKF8OBbi/m/T1Zw5IQaR0rmCbvSBOdcq2vdqXPuFHDKW15qZpuBm4DdQJlUU8t4YwD7zKyUc26vdxlrvze+Gyh7iW12A7deNP6fa61VJLuIqlCUrwe05LVvNzEqfgvxG5N5qVNN2tUq5XdpkgNkyGUuM4s0s1BvuRIpN8+3eJexjppZE+8prgeBL7zNpgAXnsjqddH4g95TXU2AI95+ZgBtzKyId+O9jTcmkmPlzhXK79tWZ0r/5pQoEMHj7y3jifeWsv+nn/0uTbK5QB8N7mJmu4CmwFQzu/DDPBpYaWbLgUnA4865C4+bPAm8CSQBm4Fp3vg/gNZmtglo5b0H+BrY4s0f622Pt7+XgCXe6y+pPkMkR6t5YyE+79ecZ9pV45v1+2kdl8AniTvVOFIyjOW0v1xRUVEuMTHR7zJEMs3m5GM8N3klS7YdomXV4vy9S23KFs3rd1kSZMxsqXMuKq31+g14kWyucmR+PurTlJc61WTZ9kO0HZrAO/O2qnGkpCuFiUgOEBJiPNC0AjMGRdOwQlFe/HIt3UcvIGm/GkdK+lCYiOQgZYrk5Z2HGxLXvS5JycfoMGwOI75L4owaR0qAFCYiOYyZ0bVBGWYNiqF1jZK8OmMDHV+fx+rdahwp109hIpJDRRaIYMRvGzD6gVv48dgpOo2YxyvT1ThSro/CRCSHa1vzBmYPiqFbgzKM/M9mOgybw+Ktespero3CREQolDcXr3Srw3u9G3P63Hm6j17AHz9fzTE1jpSrpDARkV+0qFqcmYOieaR5Rd5btJ02cfF8t2H/lTeUHE9hIiK/kjc8jBfuqsGkx5uRNyKMh99eQuxHyzl0/LTfpUkWpjARkUu6pXwRpg5owYDbqjBlxR5aD4ln6sq9askil6QwEZE0RYSFEtumGl8+1YIbC+eh3wfL6PvuUvYdVeNI+TWFiYhc0c2lCvLpE80Y3L468RuTaRUXz0dLdugsRX6hMBGRqxIWGkLfmMpMfzqam0sV5NnJq7h/3CJ2HDjhd2mSBShMROSaVCyej4mPNeGvnWuxYucR2g5NYNzcrZxT48gcTWEiItcsJMS4v0l5Zg6Kpkmlorz01Vq6jZrPpn0/+V2a+ERhIiLX7cbCeXjroYYMvbce2348zh3D5zL8m02cPqvGkTmNwkREAmJmdK5fmlmxMbStdQNxszbS8fW5rNh52O/SJBMpTEQkXRTPH8FrPesz9sEoDp04TZc35vHy1+s4eVqNI3MChYmIpKvWNUoyKzaGexuWZXTCFtoPS2DhlgN+lyUZTGEiIumuYO5cvNy1Dh882pjzDnqMWcjzn63ip5/P+F2aZBCFiYhkmGZVijPj6WgebVGRDxfvoM2QBL5dv8/vsiQDKExEJEPlCQ/lD3fWYPITzSiQO4xH3knk6Ynfc1CNI7MVhYmIZIr65Yrw1VMtGXh7Vaau2kuruHimrNijlizZhMJERDJNeFgIg1rfxJdPtaBskTwM+PB7HpuwlB+OqHFksFOYiEimq35DQT59sjl/uONm5iYl0zoung8Xq3FkMFOYiIgvQkOMR1tWYsbT0dQqXYjBn67ivrGL2H7guN+lyXVQmIiIr8oXy8cHjzXm5a61Wb07pXHkm3O2qHFkkFGYiIjvzIyejcoxKzaGFlWK89ep6+g6cj4bflDjyGChMBGRLOOGQrkZ+2AUw3vWZ+fBE9z52hyGzt6oxpFBQGEiIlmKmdGx7o3Mjo3hjtqlGDp7E3e9NpflahyZpQUUJmb2qpmtN7OVZvaZmRVOtW6wmSWZ2QYza5tqvJ03lmRmz6Uar2hmi7zxj8ws3BuP8N4neesrXOkzRCT4Fc0XztAe9XnroSiO/nyGrm/M429T16pxZBYV6JnJLKCWc64OsBEYDGBmNYAeQE2gHfCGmYWaWSgwAmgP1AB6enMBXgGGOOeqAIeA3t54b+CQNz7Em5fmZwR4PCKSxdxWvSQzB0XTs1E5xs7ZStuhCczf/KPfZclFAgoT59xM59xZ7+1CoIy33AmY6Jw75ZzbCiQBjbxXknNui3PuNDAR6GRmBtwGTPK2Hw90TrWv8d7yJOB2b35anyEi2UyB3Ln4W5faTOzThBCD+8YuYvCnqziqxpFZRnreM3kEmOYtlwZ2plq3yxtLa7wYcDhVMF0Y/9W+vPVHvPlp7et/mFkfM0s0s8Tk5OTrOjgR8V+TSsWY/nQ0fWMq8dGSHbSOi2f2WjWOzAquGCZmNtvMVl/i1SnVnOeBs8D7GVns9XLOjXHORTnnoiIjI/0uR0QCkDtXKIPb38zn/ZpTJG84j05I5KkPv+fAsVN+l5ajhV1pgnOu1eXWm9lDwJ3A7e6/vRB2A2VTTSvjjZHG+AGgsJmFeWcfqedf2NcuMwsDCnnzL/cZIpLN1SlTmCn9WzA6fjOvfZvE3E3JvNixJh3r3kjKlXDJTIE+zdUOeAbo6Jw7kWrVFKCH9yRWRaAqsBhYAlT1ntwKJ+UG+hQvhL4Dunnb9wK+SLWvXt5yN+Bbb35anyEiOUR4WAhP3V6VqQNaUKF4PgZOXE7v8YnsOXzS79JynEDvmbwOFABmmdlyMxsF4JxbA3wMrAWmA/2cc+e8s47+wAxgHfCxNxfgWSDWzJJIuScyzhsfBxTzxmOB5y73GQEej4gEoaolCzDp8Wa8cGcNFmw+QJshCby3cDvn1ZIl01hO69IZFRXlEhMT/S5DRDLIzoMnGPzpKuYm/UjjikX5x911qFg8n99lBT0zW+qci0prvX4DXkSylbJF8/Ju70b88+46rN17lHZDExgdv5mz59SSJSMpTEQk2zEzujcsy+zYGGJuiuTlaevp8sZ81u456ndp2ZbCRESyrZIFczP6gVsYcV8D9h45ScfX5/LvmRs4dVa3V9ObwkREsjUz4446pZg1KIaO9W7ktW+TuGP4XJZuP+R3admKwkREcoQi+cKJ616Pdx5uyMnT5+g2aj5//nINJ06fvfLGckUKExHJUW6tVoIZg6J5oEl53p63jTZDEpi7SY0jA6UwEZEcJ39EGH/pVIuP+zYlPDSE+8ct4plJKzhyQo0jr5fCRERyrEYVi/L1wJY8cWtlJi/bTash8Uxf/YPfZQUlhYmI5Gi5c4XybLvqfNGvOZH5I3j8vaX0e38ZyT+pceS1UJiIiAC1Shfii/7N+X3basxau49WcfFMXrqLnNYl5HopTEREPLlCQ+j3myp8PbAlVUrk53efrKDX20vYdejElTfO4RQmIiIXqVIiP5/0bcqfO9YkcdtB2g5JYMKCbWoceRkKExGRSwgJMXo1q8CMp6NpUL4IL3yxhnvHLGBz8jG/S8uSFCYiIpdRtmheJjzSiH/dU5eN+47Rftgc3vhPEmfUOPJXFCYiIldgZnS7pQyzYqO5vXoJ/jl9A51HzGP17iN+l5ZlKExERK5SiQK5GXn/LYz8bQP2HT1FpxHzeHXGen4+o8aRChMRkWvUvnYpZsdG06V+aUZ8t5kOw+eQuO2g32X5SmEiInIdCucN51/31GXCI404deY894xewItT1nD8VM5sHKkwEREJQPRNkcwcFE2vphUYvyClcWT8xmS/y8p0ChMRkQDliwjjxY41+aRvU3LnCqHXW4v53ccrOHzitN+lZRqFiYhIOomqUJSpA1rS/zdV+Hz5blrFJTBt1V6/y8oUChMRkXSUO1co/9e2GlP6N6dkwQieeH8Zj7+7lP1Hf/a7tAylMBERyQA1byzEF/2a80y7any7YT+t4uL5JHFntm0cqTAREckgYaEhPHlrFaYNbEm1Gwrw+0krefCtxew8mP0aRypMREQyWOXI/HzUpyl/6VSTZdsP0XZoAu/M25qtGkcqTEREMkFIiPFg0wrMGBRNwwpFefHLtdwzegFJ+3/yu7R0oTAREclEZYrk5Z2HGxLXvS6bk4/RYdhcRnwX/I0jFSYiIpnMzOjaoAyzBsXQumZJXp2xgY6vB3fjSIWJiIhPIgtEMOK+Box+4BZ+PJbSOPIf04KzcWRAYWJmr5rZejNbaWafmVlhb7yCmZ00s+Xea1SqbW4xs1VmlmRmw83MvPGiZjbLzDZ5fxbxxs2bl+R9ToNU++rlzd9kZr0CORYREb+0rXkDswfF0K1BGUbFb6bDsDks3hpcjSMDPTOZBdRyztUBNgKDU63b7Jyr570eTzU+EngMqOq92nnjzwHfOOeqAt947wHap5rbx9seMysK/AloDDQC/nQhgEREgk2hvLl4pVsd3uvdmDPnz9N99AL++PlqjgVJ48iAwsQ5N9M5d+FIFwJlLjffzEoBBZ1zC13Kb+5MADp7qzsB473l8ReNT3ApFgKFvf20BWY55w465w6REmwXgklEJCi1qFqcGU9H80jziry3aDtt4uL5bsN+v8u6ovS8Z/IIMC3V+4pm9r2ZxZtZS2+sNLAr1Zxd3hhASefchSY2PwAlU22z8xLbpDX+P8ysj5klmllicnLO6+YpIsElb3gYL9xVg8lPNCNfRBgPv72E2I+Wc+h41m0cecUwMbPZZrb6Eq9OqeY8D5wF3veG9gLlnHP1gVjgAzMreLVFeWct6fbbPM65Mc65KOdcVGRkZHrtVkQkQzUoV4SvBrRgwG1VmLJiD63i4vlq5Z4s2ZIl7EoTnHOtLrfezB4C7gRu90IA59wp4JS3vNTMNgM3Abv59aWwMt4YwD4zK+Wc2+tdxrpwXrcbKHuJbXYDt140/p8rHY+ISDCJCAsltk012tcuxTOTVtL/g++ZUmMPL3WuRcmCuf0u7xeBPs3VDngG6OicO5FqPNLMQr3lSqTcPN/iXcY6amZNvKe4HgS+8DabAlx4IqvXReMPek91NQGOePuZAbQxsyLejfc23piISLZzc6mCfPZkMwa3r078xmRaxcXz0ZIdWeYsJdB7Jq8DBYBZFz0CHA2sNLPlwCTgcefchefcngTeBJKAzfz3Pss/gNZmtglo5b0H+BrY4s0f622Pt7+XgCXe6y+pPkNEJNsJCw2hb0xlpj8dTY1SBXl28iruH7eIHQf8bxxpWSXVMktUVJRLTEz0uwwRkYCcP+/4cMkOXv56PefOO/6vbTUealaB0BDLkM8zs6XOuai01us34EVEglBIiPHbxuWZFRtN08rFeOmrtdw9cj4b9/nTOFJhIiISxEoVysO4XlEM61GP7QeOc8fwOQz/ZhOnz2Zu40iFiYhIkDMzOtUrzezYGNrXKkXcrI10fH0uK3YezrQaFCYiItlEsfwRDO9ZnzcfjOLwiTN0eWMef/96HSdPZ3zjSIWJiEg206pGSWbGRnNvw3KMSdhC+2EJLNh8IEM/U2EiIpINFcydi5e71uaDxxrjgJ5jF/LXr9Zm2OcpTEREsrFmlYszfWA0faIrUb5Y3gz7nCu2UxERkeCWJzyU/9fh5gz9DJ2ZiIhIwBQmIiISMIWJiIgETGEiIiIBU5iIiEjAFCYiIhIwhYmIiARMYSIiIgHLcf84lpklA9sD2EVx4Md0Kicr0PFkfdntmLLb8UD2O6ZLHU9551xkWhvkuDAJlJklXu5fGws2Op6sL7sdU3Y7Hsh+x3Q9x6PLXCIiEjCFiYiIBExhcu3G+F1AOtPxZH3Z7Ziy2/FA9jumaz4e3TMREZGA6cxEREQCpjAREZGAKUyukpm1M7MNZpZkZs/5XU96MLNtZrbKzJabWaLf9VwrM3vLzPab2epUY0XNbJaZbfL+LOJnjdcqjWN60cx2e9/TcjPr4GeN18LMyprZd2a21szWmNlAbzwov6fLHE8wf0e5zWyxma3wjunP3nhFM1vk/cz7yMzCL7sf3TO5MjMLBTYCrYFdwBKgp3Mu4/5B5UxgZtuAKOdcUP6ylZlFA8eACc65Wt7YP4GDzrl/eKFfxDn3rJ91Xos0julF4Jhz7l9+1nY9zKwUUMo5t8zMCgBLgc7AQwTh93SZ4+lO8H5HBuRzzh0zs1zAXGAgEAt86pybaGajgBXOuZFp7UdnJlenEZDknNvinDsNTAQ6+VxTjuecSwAOXjTcCRjvLY8n5T/0oJHGMQUt59xe59wyb/knYB1QmiD9ni5zPEHLpTjmvc3lvRxwGzDJG7/id6QwuTqlgZ2p3u8iyP8CeRww08yWmlkfv4tJJyWdc3u95R+Akn4Wk476m9lK7zJYUFwSupiZVQDqA4vIBt/TRccDQfwdmVmomS0H9gOzgM3AYefcWW/KFX/mKUxythbOuQZAe6Cfd4kl23Ap13Czw3XckUBloB6wF/i3r9VcBzPLD0wGnnbOHU29Lhi/p0scT1B/R865c865ekAZUq7EVL/WfShMrs5uoGyq92W8saDmnNvt/bkf+IyUv0TBbp93XfvC9e39PtcTMOfcPu8/9vPAWILse/Kuw08G3nfOfeoNB+33dKnjCfbv6ALn3GHgO6ApUNjMwrxVV/yZpzC5OkuAqt7TDeFAD2CKzzUFxMzyeTcQMbN8QBtg9eW3CgpTgF7eci/gCx9rSRcXfuh6uhBE35N3c3ccsM45F5dqVVB+T2kdT5B/R5FmVthbzkPKg0brSAmVbt60K35HeprrKnmP+g0FQoG3nHN/87eiwJhZJVLORgDCgA+C7ZjM7EPgVlLaZe8D/gR8DnwMlCPlnxro7pwLmhvaaRzTraRcPnHANqBvqvsNWZqZtQDmAKuA897w/yPlPkPQfU+XOZ6eBO93VIeUG+yhpJxgfOyc+4v3M2IiUBT4HrjfOXcqzf0oTEREJFC6zCUiIgFTmIiISMAUJiIiEjCFiYiIBExhIiIiAVOYiIhIwBQmIiISsP8PyG/eFdXSonwAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { @@ -1817,7 +1706,15 @@ } ], "source": [ - "plt.plot(v)" + "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Covariance')\n", + "plt.plot(lags, ac_fct_lif_critical_fixed, label='Bit accurate model')\n", + "plt.plot(lags, ac_fct_lif_critical, label='Floating point model')\n", + "plt.legend()" ] } ], From 70cd0ab9d76c3207baaf18ee48a51874155556bb Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Mon, 19 Sep 2022 17:34:49 +0200 Subject: [PATCH 19/26] Update tutorial, remove old tutorial --- ...rial02_excitatory_inhibitory_network.ipynb | 1416 +++++++++++--- ...tory_inhibitory_network_higher_level.ipynb | 1742 ----------------- 2 files changed, 1132 insertions(+), 2026 deletions(-) delete mode 100644 tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 96ac603fe..5ab4d0159 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -11,7 +11,7 @@ "\n", "---\n", "\n", - "# Excitatory-Inhibitory Spiking Neural Network with Lava" + "# Excitatory-Inhibitory Neural Network with Lava" ] }, { @@ -19,11 +19,11 @@ "id": "8ac8ba24", "metadata": {}, "source": [ - "**Motivation**: In this tutorial, we will build a Lava Process for a spiking neural\n", - "network of excitatory and inhibitory neurons (E/I network) using the Lava Processes for LIF\n", - "neurons and Dense connectivity.
\n", - "E/I networks are a fundamental example of spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior. We will investigate some of their dynamical properties, especially the transition to a critical state which can be harnessed in reservoir computing as well as self-balancing and the role of the recurrently generated activations in this.
\n", - "The tutorial is useful to get started with Lava in a few minutes." + "**Motivation**: In this tutorial, we will build a Lava Process for a neural networks of excitatory and inhibitory neurons (E/I network).
\n", + "E/I networks are a fundamental example of neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", + "**The first aim** of this tutorial is to investigate some of their dynamical properties for different single neuron dynamics as well as dynamical states. Especially the transition to a critical state which can be harnessed in reservoir computing will be of interest as well as self-balancing and the role of the recurrently generated activations in this.
\n", + "**Secondly**, since the description above is agnostic towards the single neuron model used for implementing the network, we will see how to use multiple ProcessModels for the E/I network Process implementing similar, but different dynamical behaviors.
\n", + "**Finally** we will see how to convert the parameters of the LIF E/I Network from a floating-point to a fixed-point representation given certain precision constraints and run a bit-accurate ProcessModels E/I network with the respective ProcessModels provided by Lava." ] }, { @@ -36,23 +36,20 @@ "- are familiar with the [Process concept in Lava](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", "\n", "#### This tutorial gives a bird's-eye view of\n", - "- how with Lava you can implement a simple E/I Network using\n", - "[Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons and [Dense\n", - "(fully connected)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") connectivity.\n", - "- how to use Hierarchical Process to build more complicated Processes from simpler ones\n", - "- how to create a SubProcessModels for this Hierarchical Process using already defined ProcessModels for a swift execution\n", - "\n", - "\n", - "(Add diagram)\n", + "- how to implement simple E/I Network Lava Process\n", + "- hot to define and select multiple ProcessModels for the E/I Network, based on Rate and [Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons\n", + "- how to use tags to chose between different ProcessModels when running the Process\n", + "- the principle adjustments needed to run bit-accurate ProcessModels\n", "\n", "#### E/I Network\n", - "\n", - "From bird's-eye view, an E/I network is a recurrently coupled network of spiking neurons.
\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of neurons consisting of two populations of neurons.
\n", "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", - "Additionaly, we here require a separation of the neurons into two populations: Neuros can either be inhibitory or excitatory.\n", - "In this tutorial, we build a Lava Process for an E/I network. E/I networks are fundamental examples of recurrent spiking neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", - "As depicted above, from the implementational point of view the network consists of LIF neurons which are connected to a dense layer with specified weights which again connects to the LIF neurons.
\n", - "With an additional input one can feed in external activations into the network, the outport allows for reading out spikes." + "Additionally, we here require a separation of the neurons into two classes (the populations): Neurons can either be inhibitory or excitatory.
\n", + "Such networks exhibit different dynamical states. By introducing a control parameter, we can switch between these states and simultaneously alter the response properties of the network.
\n", + "In the notebook below, we introduce two incarnations of E/I networks with different single neuron models: Rate and LIF neurons.
\n", + "By providing a utility function that maps the weights from rate to LIF networks, we can retain hallmark properties of the dynamic in both networks.\n", + "
\n", + "Technically, the abstract E/I network is implemented via a LavaProcess, the concrete behavior - Rate and LIF dynamics - is realized with different ProcessModels.
" ] }, { @@ -80,8 +77,7 @@ "metadata": {}, "source": [ "#### E/I Network Lava Process\n", - "We define the structure of the E/I Network Lava Hierarchical Process class.
\n", - "The definition reflects the structure of the Lava Processes used to build the Hierarchical Process." + "We define the structure of the E/I Network Lava Process class.
" ] }, { @@ -106,31 +102,63 @@ "source": [ "class EINetwork(AbstractProcess):\n", " \"\"\"Network of recurrently connected neurons\n", - " with given weight matrix\n", " \"\"\"\n", " def __init__(self, **kwargs):\n", " super().__init__(**kwargs)\n", - " shape = kwargs.get(\"shape\", (1,))\n", - " du = kwargs.pop(\"du\", 0)\n", - " dv = kwargs.pop(\"dv\", 0)\n", - " vth = kwargs.pop(\"vth\", 10)\n", - " bias_mant = kwargs.pop(\"bias_mant\", 0)\n", - " bias_exp = kwargs.pop(\"bias_exp\", 0)\n", - " weightsz = kwargs.pop(\"weights\", 0)\n", " \n", + " shape_exc = kwargs.pop(\"shape_exc\", (1,))\n", + " bias_exc = kwargs.pop(\"bias_exc\", 1)\n", + " shape_inh = kwargs.pop(\"shape_inh\", (1,))\n", + " bias_inh = kwargs.pop(\"bias_inh\", 1)\n", + " # Factor controlling strength of inhibitory synapses relative to excitatory synapses\n", + " self.g_factor = kwargs.pop(\"g_factor\", 4)\n", + " # Factor controlling response properties of network.\n", + " # Larger q_factor -> longer lasting effect of provided input\n", + " self.q_factor = kwargs.pop(\"q_factor\", 1)\n", + " weights = kwargs.pop(\"weights\")\n", + " \n", + " full_shape = shape_exc + shape_inh\n", + " \n", + " self.state = Var(shape=(full_shape,), init=0)\n", + " # Variable for possible alternative state\n", + " self.state_alt = Var(shape=(full_shape,), init=0)\n", + " # Biases provided to neuros\n", + " self.bias_exc = Var(shape=(shape_exc,), init=bias_exc)\n", + " self.bias_inh = Var(shape=(shape_inh,), init=bias_inh)\n", + " self.weights = Var(shape=(full_shape, full_shape), init=weights)\n", + "\n", " # Ports for receiving input or sending output\n", - " self.a_in = InPort(shape=shape)\n", - " self.s_out = OutPort(shape=shape)\n", + " self.inport = InPort(shape=(full_shape,))\n", + " self.outport = OutPort(shape=(full_shape,))\n", + " \n", + " @staticmethod \n", + " def generate_gaussian_weights(q_factor, g_factor, shape_exc, full_shape):\n", + " '''Generate connectivity drawn from a Gaussian distribution with mean 0\n", + " and std of q_factor ** 2 * sqrt(full_shape).\n", + " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", + " '''\n", + " # Set scaled standard deviation of recurrent weights\n", + " J = q_factor**2 * 6 / full_shape\n", + " weights = np.random.normal(0, J,\n", + " (full_shape, full_shape))\n", + " \n", + " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", + " # **or** inhibitory (negative weight)\n", + " exc_conns = np.full(weights.shape, True)\n", + " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False\n", + " inh_conns = np.invert(exc_conns)\n", + " \n", + " mask_pos_weights = (weights > 0)\n", + " mask_neg_weights = (weights < 0)\n", "\n", - " # Variables for LIF Process\n", - " self.du = Var(shape=(1,), init=du)\n", - " self.dv = Var(shape=(1,), init=dv)\n", - " self.vth = Var(shape=(1,), init=vth)\n", - " self.bias_mant = Var(shape=shape, init=bias_mant)\n", - " self.bias_exp = Var(shape=shape, init=bias_exp)\n", - " \n", - " # Variable for Dense Process\n", - " self.weights = Var(shape=(shape[0], shape[0]), init=weights)" + " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", + " weights[mask_neg_weights * exc_conns] = 0\n", + " weights[mask_pos_weights * inh_conns] = 0\n", + "\n", + " # We finally need to increase the inhibitory weights by a factor to control balance\n", + " weights[inh_conns] *= g_factor\n", + " \n", + " return weights" ] }, { @@ -149,13 +177,14 @@ "outputs": [], "source": [ "# Import parent classes for ProcessModels for Hierarchical Processes\n", + "from lava.magma.core.model.py.model import PyLoihiProcessModel\n", "from lava.magma.core.model.sub.model import AbstractSubProcessModel\n", "\n", "# Import execution protocol\n", "from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol\n", "\n", "# Import decorators\n", - "from lava.magma.core.decorator import implements" + "from lava.magma.core.decorator import implements, tag, requires" ] }, { @@ -163,118 +192,184 @@ "id": "4ed07fb5", "metadata": {}, "source": [ - "#### E/I Network Subprocess Model\n", - "Using the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process." + "### Rate neurons\n", + "We next turn to the different implementations of the E/I Network.\n", + "We start with a rate network obeying the equation\n", + "\\begin{equation}\n", + " \\tau\\dot{r} = -r + W \\phi(r) + I_{\\mathrm{bias}}.\n", + "\\end{equation}\n", + "The rate or state $r$ is a vector containing the excitatory and inhibitory populations.
\n", + "The non-linearity $\\phi$ is chosen to be the error function.
\n", + "The dynamics consists of a dampening part ($-r$), a part modelling the recurrent connectivity ($ W \\phi(r)$)\n", + " and an external bias ($I_{\\mathrm{bias}})$.
\n", + " We discretize the equation as follows:\n", + " \\begin{equation}\n", + " r(i + 1) = (1 - dr) \\odot r(i) + W \\phi(r(i)) \\odot dr + I_{\\mathrm{bias}} \\odot dr\n", + "\\end{equation}\n", + "Potentially different time scales in the neuron dynamics of excitatory and inhibitory neurons as well as different bias currents for these subpopulations are encoded in the vectors $dr$ and $I_{\\mathrm{bias}}$. We use the error function as non-linearity $\\phi$." ] }, { "cell_type": "code", "execution_count": 5, - "id": "6dc54408", + "id": "44795c5b", "metadata": {}, "outputs": [], "source": [ - "from lava.proc.dense.process import Dense\n", - "from lava.proc.lif.process import LIF\n", + "from lava.magma.core.model.py.type import LavaPyType\n", + "from lava.magma.core.model.py.ports import PyInPort, PyOutPort\n", + "from lava.magma.core.resources import CPU\n", + "from lava.magma.core.model.model import AbstractProcessModel\n", + "\n", + "from scipy.special import erf\n", "\n", "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", - "class SubEINetworkModel(AbstractSubProcessModel):\n", - " def __init__(self, proc):\n", - " shape = proc.proc_params.get(\"shape\", (1,))\n", - " du = proc.proc_params.get(\"du\", (1,))\n", - " dv = proc.proc_params.get(\"dv\", (1,))\n", - " vth = proc.proc_params.get(\"vth\", (1,))\n", - " bias_mant = proc.proc_params.get(\"bias_mant\", (1,))\n", - " bias_exp = proc.proc_params.get(\"bias_exp\", (1,))\n", - " weights = proc.proc_params.get(\"weights\", (1,))\n", + "@tag('rate_neurons') # tag allows for easy selection of ProcessModel in case multiple are defined\n", + "@requires(CPU)\n", + "class RateEINetworkModel(PyLoihiProcessModel):\n", "\n", - " # Instantiate LIF and Dense Lava Processes\n", - " self.lif = LIF(shape=shape,\n", - " du=du,\n", - " dv=dv,\n", - " vth=vth,\n", - " bias_mant=bias_mant,\n", - " bias_exp=bias_exp)\n", - " self.dense = Dense(weights=weights)\n", - " \n", - " # Recurrently connect neurons to E/I Network\n", - " self.lif.s_out.connect(self.dense.s_in)\n", - " self.dense.a_out.connect(self.lif.a_in)\n", + " outport: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, float)\n", + " inport: PyInPort = LavaPyType(PyInPort.VEC_DENSE, float) \n", + " state : np.ndarray = LavaPyType(np.ndarray, float)\n", + " state_alt : np.ndarray = LavaPyType(np.ndarray, float)\n", + " bias_exc : np.ndarray = LavaPyType(np.ndarray, float)\n", + " bias_inh : np.ndarray = LavaPyType(np.ndarray, float)\n", + " weights : np.ndarray = LavaPyType(np.ndarray, float)\n", "\n", - " # Connect incoming activation to neurons and elicited spikes to ouport\n", - " proc.a_in.connect(self.lif.a_in)\n", - " self.lif.s_out.connect(proc.s_out)" + " def __init__(self, proc):\n", + " super().__init__(proc_params=proc)\n", + " \n", + " self.dr_exc = proc.get('dr_exc')\n", + " self.dr_inh = proc.get('dr_inh')\n", + " \n", + " self.shape_exc = proc.get('shape_exc')\n", + " self.shape_inh = proc.get('shape_inh')\n", + " \n", + " self.proc = proc\n", + " \n", + " self.got_decay = False\n", + " self.got_bias = False\n", + " self.weights_scaled = False\n", + " \n", + " def get_decay(self):\n", + " '''Construct decay factor\n", + " '''\n", + " dr_full = np.array([self.dr_exc] * self.shape_exc + [self.dr_inh] * self.shape_inh)\n", + " self.decay = 1 - dr_full\n", + " \n", + " self.got_decay= True\n", + " \n", + " def get_bias(self):\n", + " '''Construce biases\n", + " '''\n", + " self.bias_full = np.hstack([self.bias_exc, self.bias_inh])\n", + " self.got_bias = False \n", + " \n", + " def scale_weights(self):\n", + " '''Scale the weights with integration time step\n", + " '''\n", + " \n", + " self.weights[:, self.shape_exc:] *= self.dr_exc\n", + " self.weights[:, :self.shape_exc] *= self.dr_inh\n", + " self.proc.overwrite('weights', self.weights)\n", + " \n", + " self.weights_scaled = True\n", + " \n", + " def state_update(self, state):\n", + " \"\"\"Update network state according to \n", + " r[i + 1] = (1 - dr)r[i] + Wr[i]*r*dr + bias*dr\n", + " \"\"\"\n", + " state_new = self.decay * state # decay state\n", + " state_new += self.bias_full # add bias\n", + " state_new += self.weights @ erf(state) # add recurrent input\n", + " return state_new\n", + " \n", + " def run_spk(self):\n", + " \"\"\"The run function that performs the actual computation during\n", + " execution orchestrated by a PyLoihiProcessModel using the\n", + " LoihiProtocol.\n", + " \"\"\"\n", + " \n", + " if not self.got_decay:\n", + " self.get_decay()\n", + " \n", + " if not self.got_bias:\n", + " self.get_bias()\n", + " \n", + " if not self.weights_scaled:\n", + " self.scale_weights()\n", + " \n", + " a_in = self.inport.recv()\n", + " self.state = self.state_update(self.state) + a_in\n", + " self.outport.send(self.state)\n", + " " ] }, { "cell_type": "markdown", - "id": "83c46223", + "id": "1cd93212", "metadata": {}, "source": [ "#### Defining the parameters for the network\n", - "We define the parameters for the single neurons as well as the recurrent connectivity of the neurons.
\n", - "The recurrent weights encode the difference between excitatory and inhibitory neurons.
\n", - "Moreover, the weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", - "We here follow the common choice that the ratio $\\gamma$ between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical. " + "Next, we need to constrain the network with the needed parameters.
\n", + "First, we define the dimensionality of the network. Since - given a suitable parameter regime - the neurons in an E/I network tend decouple, we identify the dimensionality with the total number of neurons in the network.
\n", + "Moreover, we need to set the parameters for the excitatory and inhibitory neurons\n", + "For the recurrent connectivity we employ the generation method defined in the class.
\n", + "The weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", + "We here follow the common choice that the ratio between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical.
\n", + "Since the connection probability between two arbitrary neurons is equal, we therefore need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$. We choose $4.5$ to unambiguously place the network in the inhibition dominated regime.
\n", + "Finally, we set a parameter that controls the response properties of the network by scaling up the recurrent weights, the `q_factor`." ] }, { "cell_type": "code", "execution_count": 6, - "id": "a4cb58c2", + "id": "7cadbf55", "metadata": {}, "outputs": [], "source": [ "# Fix randomness\n", "np.random.seed(1234)\n", "\n", - "# Fix network size\n", - "num_neurons_exc = 320\n", - "num_neurons_inh = 80\n", - "num_neurons = num_neurons_exc + num_neurons_inh\n", - "shape = (num_neurons,)\n", + "# Dimensionality of network\n", + "dim = 400\n", + "shape = (dim,)\n", + "\n", + "# We represented the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory\n", + "num_neurons_exc = int(dim * 0.8)\n", + "num_neurons_inh = dim - num_neurons_exc\n", "\n", "# Single neuron paramters\n", "# Bias_mant is set to make the neuron spike\n", - "lif_params = {\n", - " \"vth\": 1,\n", - " \"du\": 0.01,\n", - " \"dv\": 0.1,\n", - " \"bias_mant\": 0.101}\n", - "\n", - "# inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", - "g = 4\n", - "\n", - "# Generate connectivity\n", - "# W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", - "# Set scaled standard deviation of recurrent weights\n", - "J = 0.5 / np.sqrt(num_neurons)\n", - "weights = np.random.normal(0, J, (num_neurons, num_neurons)) * lif_params['du']\n", - "\n", - "# Impose constraint that neurons can **either** be excitatory (positive weight) **or** inhibitory (negative weight)\n", - "# We use the commen choice of 4 times as many (i.e. 80%) excitatory neurons\n", - "n_exc = int(num_neurons * 0.8)\n", - "mask_pos_weights = (weights > 0)\n", - "mask_neg_weights = (weights < 0)\n", - "\n", - "exc_conns = np.full(weights.shape, True)\n", - "exc_conns[:, n_exc:] = False # Set entries for inhibitory neurons to False\n", - "inh_conns = np.invert(exc_conns)\n", - "\n", - "# Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", - "weights[mask_neg_weights * exc_conns] = 0\n", - "weights[mask_pos_weights * inh_conns] = 0\n", - "\n", - "# We finally need to increase the inhibitory weights by a factor of 4 to maintain balance\n", - "weights[inh_conns] *= g\n", + "params_exc = {\n", + " \"shape_exc\": num_neurons_exc,\n", + " \"dr_exc\": 0.01,\n", + " \"bias_exc\": 0.1}\n", + "\n", + "params_inh = {\n", + " \"shape_inh\": num_neurons_inh,\n", + " \"dr_inh\": 0.01,\n", + " \"bias_inh\": 0.1}\n", + "\n", + "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", + "g_factor = 4.5\n", + "\n", + "# Factor controlling the\n", + "q_factor = 1\n", "\n", "# Parameters Paramters for E/I network\n", - "network_params_balanced = {\"shape\": shape, \"weights\": weights, **lif_params}" + "network_params_balanced = {}\n", + "\n", + "network_params_balanced.update(params_exc)\n", + "network_params_balanced.update(params_inh)\n", + "network_params_balanced['g_factor'] = g_factor\n", + "network_params_balanced['q_factor'] = q_factor\n", + "network_params_balanced['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)" ] }, { "cell_type": "markdown", - "id": "bd11399c", + "id": "ac80469e", "metadata": {}, "source": [ "#### Execution and Results" @@ -283,7 +378,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "ec3b4416", + "id": "e609ac8c", "metadata": {}, "outputs": [], "source": [ @@ -291,26 +386,478 @@ "from lava.magma.core.run_configs import Loihi1SimCfg\n", "# Import io processes\n", "from lava.proc.io import sink, source\n", + "from lava.proc.monitor.process import Monitor\n", "\n", "# Configurations for execution\n", - "num_steps = 700\n", - "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "num_steps = 750\n", + "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Instantiating network and IO processes\n", "network_balanced = EINetwork(**network_params_balanced)\n", - "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", - "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "state_monitor = Monitor()\n", + "\n", + "state_monitor.probe(target=network_balanced.state, num_steps=num_steps)\n", + "\n", + "# Run the network\n", + "network_balanced.run(run_cfg=rcfg, condition=run_cond)\n", + "states_balanced = state_monitor.get_data()[network_balanced.name][network_balanced.state.name]\n", + "network_balanced.stop()" + ] + }, + { + "cell_type": "markdown", + "id": "7febf4a0", + "metadata": {}, + "source": [ + "#### Visualizing the acitvity\n", + "We first have a look at the trajectories of the neurons in the network." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f4cdddfe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Time Step')\n", + "plt.ylabel('State value')\n", + "plt.plot(states_balanced)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "70982ef0", + "metadata": {}, + "source": [ + "We observe that after an initial period the network settles in a fixed point. As it turns out, this fixed point is stable: After a small perturbation, the network returns to this state.
\n", + "Such a network is unfit for performing meaningful computations, the dynamics is low-dimensional and rather poor.
\n", + "To better understand this, we have to apply an additional analysis." + ] + }, + { + "cell_type": "markdown", + "id": "0f48bb1a", + "metadata": {}, + "source": [ + "#### Further analysis\n", + "A characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", + "With this function, one can assess the *memory* of the network.
\n", + "Denoting the (temporally averaged) network activity by $a$, the *auto-covariance function* is the variance (here denoted $\\mathrm{Cov}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", + "\\begin{equation}\n", + " c(\\tau) = \\mathrm{Cov}(a(t), a(t+\\tau))\n", + "\\end{equation}\n", + "This means for positive $\\tau$ the value of the auto-covariance function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", + "By comparing $c(\\tau)$ with $c(0)$, we may assess the *memory* a network has of its previous states after $\\tau$ time steps.
\n", + "Note that the auto-covariance function is not normalised!
\n", + "Due to this, we may derive further information about the network state: If $c(0)$ is small (in our case $<< 1$), the network acitivty does not exhibit a huge temporal variety across neurons and thus the networks dynamics are unable to perform meaningful computations." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "67d93c4f", + "metadata": {}, + "outputs": [], + "source": [ + "def auto_cov_fct(acts, max_lag=100, offset=200):\n", + " \"\"\"Auto-correlation function of parallel spike trains\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " acts : np.ndarray shape (timesteps, num_neurons)\n", + " Activity of neurons, a spike is indicated by a one \n", + " max_lag : int\n", + " Maximal lag for compuation of auto-correlation function\n", + " \n", + " Returns:\n", + " \n", + " lags : np.ndarray\n", + " lags for auto-correlation function\n", + " auto_corr_fct : np.ndarray\n", + " auto-correlation function\n", + " \"\"\"\n", + " acts = acts[offset:] # disregard time steps at beginning -> network not setted yet\n", + " assert max_lag < acts.shape[0], 'Maximal lag must be smaller then total number of time points'\n", + " num_neurons = acts.shape[1]\n", + " acts -= np.mean(acts, axis=0) # temporal averaging\n", + " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", + " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", + " \n", + " for i, lag in enumerate(lags):\n", + " shifted_acts = np.roll(acts, shift=lag, axis=0)\n", + " auto_corrs = np.zeros(acts.shape[0])\n", + " for j, act in enumerate(acts):\n", + " auto_corrs[j] = np.dot(act - np.mean(act),\n", + " shifted_acts[j] - np.mean(shifted_acts[j]))/num_neurons\n", + " auto_corr_fct[i] = np.mean(auto_corrs)\n", + " \n", + " return lags, auto_corr_fct" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "830d4529", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct_balanced = auto_cov_fct(acts=states_balanced)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Covariance')\n", + "plt.plot(lags, ac_fct_balanced)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7815504e", + "metadata": {}, + "source": [ + "As expected, there is covariance has its maximum at a time lag of $0$.
\n", + "Examining the covariance function, we first note its values are small ($<<1$) implying low dimensional dynamics of the network.
\n", + "This fits our observation made above on the grounds of the display of the time-resolved activity.
\n", + "Moreover, we see a quick decay of the covariance with time steps implying a short memory of the network." + ] + }, + { + "cell_type": "markdown", + "id": "25538ff1", + "metadata": {}, + "source": [ + "#### Controlling the network\n", + "We see that the states of the neurons quickly converge to a fixed point: the network does not exhibit any non-trivial behavior.
\n", + "The situation is even worse: One can show that this fixed point is the only fixed point of the system. This means, that after a perturbation of the network, the activity quickly relapses to the stable state. Hence, the network is incapable of performing any meaningful computation.
\n", + "The reason for this fixed point is, that the dampening part dominates the dynamical behavior - we need to increase the weights!
\n", + "This we can achieve by increasing the `q_factor`." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d12da1b0", + "metadata": {}, + "outputs": [], + "source": [ + "# Defining new, larger q_factor\n", + "q_factor = np.sqrt(dim) / 3\n", + "\n", + "# Changing the strenghts of the recurrent connections\n", + "network_params_critical = network_params_balanced.copy()\n", + "network_params_critical['q_factor'] = q_factor\n", + "network_params_critical['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)\n", + "\n", + "\n", + "# Configurations for execution\n", + "num_steps = 750\n", + "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Instantiating network and IO processes\n", + "network_critical = EINetwork(**network_params_critical)\n", + "state_monitor = Monitor()\n", + "\n", + "state_monitor.probe(target=network_critical.state, num_steps=num_steps)\n", + "\n", + "# Run the network\n", + "network_critical.run(run_cfg=rcfg, condition=run_cond)\n", + "states_critical = state_monitor.get_data()[network_critical.name][network_critical.state.name]\n", + "network_critical.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a708a851", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Time Step')\n", + "plt.ylabel('State value')\n", + "plt.plot(states_critical)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "57019969", + "metadata": {}, + "source": [ + "We find that after increasing the `q_factor`, the network shows a very different behavior. The stable fixed point is gone, instead we observe chaotical network dynamics:
\n", + "The single neuron trajectories behave unpredictably and fluctuate widely, a small perturbation would lead to completely different state." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "36411f14", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct_critical = auto_cov_fct(acts=states_critical)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Correlation')\n", + "plt.plot(lags, ac_fct_critical)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4341b0b7", + "metadata": {}, + "source": [ + "We moreover see that for positive time lags the auto-covariance function still is large.
\n", + "This means that the network has memory of its previous states: The state at a given point in time influences strongly the subsequent path of the trajectories of the neurons.
\n", + "Such a network can perform meaningful computations." + ] + }, + { + "cell_type": "markdown", + "id": "596b5dab", + "metadata": {}, + "source": [ + "### LIF Neurons\n", + "We now turn to a E/I networks implementing its dynamic behavior with leaky integrate-and-fire neurons.
\n", + "For this, we harness the concepts of Hierarchical Lava Processes and SubProcessModels. These allow us to avoid implementing everything ourselves, but rather to use already defined Processes and their ProcessModels to build more complicated programs.
\n", + "We here use the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process.
\n", + "Moreover, we would like to place the LIF E/I network in a similar dynamical regime as the rate network. This is a difficult task since the underlying single neurons dynamics are quite different. We here provide an approximate conversion function that allows for a parameter mapping and especially qualitatively retains properties of the auto-covariance function.
\n", + "With the implementation below, we may either pass LIF specific parameters directly **or** use the same parameters needed for instantiating the rate E/I network and then convert them automatically.
" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6dc54408", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.proc.dense.process import Dense\n", + "from lava.proc.lif.process import LIF\n", + "from convert_params import convert_rate_to_lif_params\n", + "\n", + "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", + "@tag('lif_neurons')\n", + "class SubEINetworkModel(AbstractSubProcessModel):\n", + " def __init__(self, proc):\n", + " \n", + " convert = proc.proc_params.get('convert', False)\n", + " \n", + " if convert:\n", + " proc_params = proc.proc_params._parameters\n", + " lif_params = SubEINetworkModel.convert_rate_to_lif_params(**proc_params)\n", + " \n", + " for key, val in lif_params.items():\n", + " try:\n", + " proc.proc_params.__setitem__(key, val)\n", + " except KeyError:\n", + " if key == 'weights':\n", + " # weights need to be updated\n", + " proc.proc_params._parameters[key] = val\n", + " else:\n", + " continue\n", + " \n", + " # Fetch values for excitatory neurons or set default\n", + " shape_exc = proc.proc_params.get('shape_exc')\n", + " shape_inh = proc.proc_params.get('shape_inh')\n", + " du_exc = proc.proc_params.get('du_exc')\n", + " dv_exc = proc.proc_params.get('dv_exc')\n", + " vth_exc = proc.proc_params.get('vth_exc')\n", + " bias_mant_exc = proc.proc_params.get('bias_mant_exc')\n", + " bias_exp_exc = proc.proc_params.get('bias_exp_exc', 0)\n", + " \n", + " \n", + " # Fetch values for inhibitory neurons or set default\n", + " du_inh = proc.proc_params.get('du_inh')\n", + " dv_inh = proc.proc_params.get('dv_inh')\n", + " vth_inh = proc.proc_params.get('vth_inh')\n", + " bias_mant_inh = proc.proc_params.get('bias_mant_inh')\n", + " bias_exp_inh = proc.proc_params.get('bias_exp_inh', 0)\n", + " \n", + " # Create parameters for full network\n", + " du_full = np.array([du_exc] * shape_exc\n", + " + [du_inh] * shape_inh)\n", + " dv_full = np.array([dv_exc] * shape_exc\n", + " + [dv_inh] * shape_inh)\n", + " vth_full = np.array([vth_exc] * shape_exc \n", + " + [vth_inh] * shape_inh)\n", + " bias_mant_full = np.array([bias_mant_exc] * shape_exc \n", + " + [bias_mant_inh] * shape_inh)\n", + " bias_exp_full = np.array([bias_exp_exc] * shape_exc +\n", + " [bias_exp_inh] * shape_inh)\n", + " weights = proc.proc_params.get('weights')\n", + " weight_exp = proc.proc_params.get('weight_exp', 0)\n", + " \n", + " full_shape = shape_exc + shape_inh\n", "\n", - "inport_plug.s_out.connect(network_balanced.a_in)\n", - "network_balanced.s_out.connect(outport_plug.a_in)\n", + " # Instantiate LIF and Dense Lava Processes\n", + " self.lif = LIF(shape=(full_shape,),\n", + " du=du_full,\n", + " dv=dv_full,\n", + " vth=vth_full,\n", + " bias_mant=bias_mant_full,\n", + " bias_exp=bias_exp_full)\n", "\n", - "network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", + " self.dense = Dense(weights=weights,\n", + " weight_exp=weight_exp)\n", + " \n", + " \n", + " # Recurrently connect neurons to E/I Network\n", + " self.lif.s_out.connect(self.dense.s_in)\n", + " self.dense.a_out.connect(self.lif.a_in)\n", + "\n", + " # Connect incoming activation to neurons and elicited spikes to ouport\n", + " proc.inport.connect(self.lif.a_in)\n", + " self.lif.s_out.connect(proc.outport)\n", + " \n", + " # Alias v with state and u with state_alt\n", + " proc.vars.state.alias(self.lif.vars.v)\n", + " proc.vars.state_alt.alias(self.lif.vars.u)\n", + " \n", + " def convert_rate_to_lif_params(**kwargs):\n", + " '''Convert rate parameters to LIF parameters.\n", + " The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013\n", + " \n", + " Parameters\n", + " ----------\n", + " kwargs : dict\n", + " Parameter dictionary for rate network\n", + " \n", + " Returns\n", + " -------\n", + " lif_network_dict : dict\n", + " Parameter dictionary for LIF network\n", + " ''' \n", + " \n", + " return convert_rate_to_lif_params(**kwargs)" + ] + }, + { + "cell_type": "markdown", + "id": "bd11399c", + "metadata": {}, + "source": [ + "#### Execution and Results" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "37865890", + "metadata": {}, + "outputs": [], + "source": [ + "from lava.magma.core.run_conditions import RunSteps\n", + "from lava.magma.core.run_configs import Loihi1SimCfg\n", + "# Import io processes\n", + "from lava.proc import io\n", + "\n", + "from lava.proc.dense.models import PyDenseModelFloat\n", + "from lava.proc.lif.models import PyLifModelFloat\n", + "\n", + "\n", + "# Configurations for execution\n", + "num_steps = 750\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "class CustomRunConfigFloat(Loihi1SimCfg):\n", + " def select(self, proc, proc_models):\n", + " # customize run config to always use float model for io.sink.RingBuffer\n", + " if isinstance(proc, io.sink.RingBuffer):\n", + " return io.sink.PyReceiveModelFloat\n", + " if isinstance(proc, LIF):\n", + " return PyLifModelFloat\n", + " elif isinstance(proc, Dense):\n", + " return PyDenseModelFloat\n", + " else:\n", + " return super().select(proc, proc_models)\n", + " \n", + "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", + "\n", + "# Convert the rates\n", + "# Instantiating network and IO processes\n", + "# network_params_balanced['convert'] = True\n", + "lif_network_balanced = EINetwork( **network_params_balanced, convert=True)\n", + "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "# Instantiate Monitors to record the voltage and the current of the LIF neurons\n", + "monitor_v = Monitor()\n", + "monitor_u = Monitor()\n", + "\n", + "lif_network_balanced.outport.connect(outport_plug.a_in)\n", + "monitor_v.probe(target=lif_network_balanced.state, num_steps=num_steps)\n", + "monitor_u.probe(target=lif_network_balanced.state_alt, num_steps=num_steps)\n", + "\n", + "lif_network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", "spks_balanced = outport_plug.data.get()\n", + "data_v_balanced = monitor_v.get_data()[lif_network_balanced.name][lif_network_balanced.state.name]\n", + "data_u_balanced = monitor_u.get_data()[lif_network_balanced.name][lif_network_balanced.state_alt.name]\n", "\n", - "network_balanced.stop()" + "lif_network_balanced.stop()" ] }, { @@ -318,19 +865,19 @@ "id": "3c02ce1d", "metadata": {}, "source": [ - "#### Visualizing the acitvity\n", + "#### Visualizing the activity\n", "First, we visually inspect to spiking activity of the neurons in the network.
\n", "To this end, we display neurons on the vertical axis and mark the time step when a neuron spiked." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "id": "abac04ec", "metadata": {}, "outputs": [], "source": [ - "def raster_plot(spks, stride=6, fig=None, color='b'):\n", + "def raster_plot(spks, stride=6, fig=None, color='b', alpha=1):\n", " \"\"\"Generate raster plot of spiking activity\n", " \n", " Parameters\n", @@ -355,27 +902,28 @@ " plt.xlabel('Time steps')\n", " plt.ylabel('Neurons')\n", " \n", - " for i in range(0, num_neurons, stride):\n", + " for i in range(0, dim, stride):\n", " spike_times = time_steps[spks[i] == 1]\n", " plt.plot(spike_times,\n", " i * np.ones(spike_times.shape),\n", " linestyle=' ',\n", " marker='o',\n", " markersize=1.5,\n", - " color=color)\n", + " color=color,\n", + " alpha=alpha)\n", " \n", " return fig " ] }, { "cell_type": "code", - "execution_count": 9, - "id": "5cb611d2", + "execution_count": 17, + "id": "80307fe2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -392,91 +940,47 @@ }, { "cell_type": "markdown", - "id": "81e1c3a9", - "metadata": {}, - "source": [ - "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", - "Overall, we see a heterogeneous network state with asynchronous spiking across neurons." - ] - }, - { - "cell_type": "markdown", - "id": "76ebd05a", + "id": "81e1c3a9", "metadata": {}, "source": [ - "#### Further analysis\n", - "Another characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", - "With this function, one can assess the *memory* of the network.
\n", - "Denoting the network activity by $a$, the *auto-correlation function* is the Pearson correlation (here denoted $\\mathrm{Corr}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", - "\\begin{equation}\n", - " c(\\tau) = \\mathrm{Corr}(a(t), a(t+\\tau))\n", - "\\end{equation}\n", - "This means for positive $\\tau$ the value of the auto-correlation function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", - "If $c(\\tau)$ is significantly greater than zero for large $\\tau$, the network has *memory* of its previous states." + "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", + "Overall, we see a heterogeneous network state with asynchronous as well as synchronous spiking across neurons.
\n", + "This network state resembles qualitatively the fixed point observed above for the rate network.
\n", + "Before we turn to the study of the auto-covariance we need to address a subtlety in the comparison of spiking and rate network.
\n", + "Comparing spike trains and rates directly is difficult due dynamics of single spiking neurons: Most of the time, a neuron does not spike!
\n", + "To overcome this problem and meaningfully compare quantities like the auto-covariance function, we follow the usual approach and bin the spikes. This means, we apply a sliding box-car window of a given length and count at each time step the spikes in that window to obtain an estimate of the rate.
" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "2b40227d", + "execution_count": 18, + "id": "45cd2071", "metadata": {}, "outputs": [], "source": [ - "from scipy.stats import pearsonr\n", - "\n", - "def auto_corr_fct(spks, max_lag=50):\n", - " \"\"\"Auto-correlation function of parallel spike trains\n", - " \n", - " Parameters\n", - " ----------\n", - " \n", - " spks : np.ndarray shape (num_neurons, timesteps)\n", - " Spiking activity of neurons, a spike is indicated by a one \n", - " max_lag : int\n", - " Maximal lag for compuation of auto-correlation function\n", - " \n", - " Returns:\n", - " \n", - " lags : np.ndarray\n", - " lags for auto-correlation function\n", - " auto_corr_fct : np.ndarray\n", - " auto-correlation function\n", - " \"\"\"\n", - " assert max_lag < spks.shape[1], 'Maximal lag must be smaller then total number of time points'\n", - " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", - " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", - " \n", - " for i, lag in enumerate(lags):\n", - " shifted_spks = np.roll(spks, shift=lag, axis=1)\n", - " auto_corrs = np.zeros(spks.shape[0])\n", - " for j, spk in enumerate(spks):\n", - " auto_corrs[j] = pearsonr(spk, shifted_spks[j])[0]\n", - " auto_corr_fct[i] = np.mean(auto_corrs)\n", - " \n", - " return lags, auto_corr_fct\n", - " \n", - " " + "window = np.ones(25) # window size of 25 time steps\n", + "binned_sps_balanced = np.asarray([np.convolve(spks_balanced[i], window) for i in range(dim)])" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 19, "id": "9036e802", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 11, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -488,12 +992,12 @@ } ], "source": [ - "lags, ac_fct = auto_corr_fct(spks=spks_balanced)\n", + "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", "\n", "# Plotting the auto-correlation function\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n", - "plt.ylabel('Correlation')\n", + "plt.ylabel('Covariance')\n", "plt.plot(lags, ac_fct)" ] }, @@ -502,9 +1006,8 @@ "id": "52339454", "metadata": {}, "source": [ - "As expected, there is perfect correlation at a time lag of $0$.
\n", - "We moreover see that for positive time lags the correlation is close to zero.
\n", - "This means that the network has no memory of its previous states: Already after one time step we lost almost all information of the previous network state.
\n", + "Examining the auto-covariance function, we first note that again the overall values are small. Moreover, we see that for non-vanishing time lags the auto-covariance function quickly decay.
\n", + "This means that the network has no memory of its previous states: Already after few time step we lost almost all information of the previous network state, former states leave little trace in the overall network activity.
\n", "Such a network is unfit to perform meaningful computation." ] }, @@ -514,50 +1017,52 @@ "metadata": {}, "source": [ "#### Controlling the network\n", - "One of the main control parameters we can tune for the above network is the strength of the recurrent weights.
\n", - "Increasing the weights by scaling them up and leaving the rest (also the existence) of connections unchanged leads to a fundamentally different network state." + "Next, we pass the rate network parameters for which we increased the `q_factor` to the spiking E/I network.
\n", + "Dynamically, this increase again should result in a fundamentally different network state." ] }, { "cell_type": "code", - "execution_count": 12, - "id": "a2bf48c4", + "execution_count": 20, + "id": "78d091ea", "metadata": {}, "outputs": [], "source": [ - "# Changing the strenghts of the recurrent connections\n", - "network_params_critical = network_params_balanced.copy()\n", - "network_params_critical['weights'] = 1e2 * network_params_critical['weights']\n", - "\n", - "# Configurations for execution\n", - "rcfg = Loihi1SimCfg(select_tag='floating_pt', select_sub_proc_model=True)\n", + "num_steps = 750\n", + "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Creating new new network with changed weights\n", - "network_critical = EINetwork(**network_params_critical)\n", - "inport_plug = source.RingBuffer(data=np.zeros((num_neurons, 1)))\n", - "outport_plug = sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "lif_network_critical = EINetwork(**network_params_critical, convert=True)\n", + "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "# Instantiate Monitors to record the voltage and the current of the LIF neurons\n", + "monitor_v = Monitor()\n", + "monitor_u = Monitor()\n", "\n", - "inport_plug.s_out.connect(network_critical.a_in)\n", - "network_critical.s_out.connect(outport_plug.a_in)\n", + "lif_network_critical.outport.connect(outport_plug.a_in)\n", + "monitor_v.probe(target=lif_network_critical.state, num_steps=num_steps)\n", + "monitor_u.probe(target=lif_network_critical.state_alt, num_steps=num_steps)\n", "\n", - "network_critical.run(condition=run_cond, run_cfg=rcfg)\n", + "lif_network_critical.run(condition=run_cond, run_cfg=rcfg)\n", "\n", "# Fetching spiking activity\n", "spks_critical = outport_plug.data.get()\n", + "data_v_critical = monitor_v.get_data()[lif_network_critical.name][lif_network_critical.state.name]\n", + "data_u_critical = monitor_u.get_data()[lif_network_critical.name][lif_network_critical.state_alt.name]\n", "\n", - "network_critical.stop()" + "lif_network_critical.stop()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 21, "id": "bd6aba46", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -579,30 +1084,32 @@ "source": [ "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", "At seemingly random times, single neurons enter into active states of variable length.
\n", - "Next, we have a look at the auto-correlation function of the network." + "Next, we have a look at the auto-covariance function of the network, especially in direct comparison with the respective function of the rate network." ] }, { "cell_type": "code", - "execution_count": 14, - "id": "55c87ab0", + "execution_count": 22, + "id": "25e27549", + "metadata": {}, + "outputs": [], + "source": [ + "window = np.ones(25)\n", + "binned_sps_critical = np.asarray([np.convolve(spks_critical[i], window) for i in range(dim)])\n", + "lags, ac_fct_lif_critical = auto_cov_fct(acts=binned_sps_critical.T)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "2c79c458", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "[]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -612,13 +1119,16 @@ } ], "source": [ - "lags, ac_fct_strong_weights = auto_corr_fct(spks=spks_critical)\n", - "\n", - "# Plotting the auto-correlation function\n", - "plt.figure(figsize=(7,5))\n", - "plt.xlabel('Lag')\n", - "plt.ylabel('Correlation')\n", - "plt.plot(lags, ac_fct_strong_weights)" + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "ax1.plot(lags, ac_fct_lif_critical)\n", + "ax1.set_title('Auto-Cov function: LIF network')\n", + "ax1.set_xlabel('Lag')\n", + "ax1.set_ylabel('Covariance')\n", + "ax2.plot(lags, ac_fct_critical)\n", + "ax2.set_title('Auto-Cov function: Rate network')\n", + "ax2.set_xlabel('Lag')\n", + "ax2.set_ylabel('Covariance')\n", + "plt.tight_layout()" ] }, { @@ -626,9 +1136,9 @@ "id": "302dc265", "metadata": {}, "source": [ - "We observe a slowly decaying auto-correlation function.
\n", - "These long-lasting temporal correlations are related to a critical network state and the edge of chaos: different inital conditions have a long-lasting effect on the network activity.
\n", - "This implies the network is in a suitable regime for computation, e.g. in the context of reservoir computing." + "We observe in the auto-covariance function of the LIF network a slowly decay, akin to the rate network.
\n", + "Even though both auto-covariance functions are not identical, they qualitatively match in that both network exhibit long-lasting temporal correlations and an activity at the edge of chaos.
\n", + "This implies that both network are in a suitable regime for computation, e.g. in the context of reservoir computing." ] }, { @@ -637,19 +1147,19 @@ "metadata": {}, "source": [ "#### Self balancing of the network\n", - "After having observed these two different dynamical states, we next turn to the question how they come about.
\n", + "After having observed these two radically different dynamical states in the LIF network, we next turn to the question how they come about.
\n", "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 24, "id": "a9f2f809", "metadata": {}, "outputs": [], "source": [ - "def calculate_activation(weights, spks, num_exc_neurons, num_inh_neurons):\n", + "def calculate_activation(weights, spks, num_exc_neurons):\n", " \"\"\"Calculate excitatory, inhibitory and total activation to neurons\n", " \n", " Parameters\n", @@ -661,8 +1171,6 @@ " Spike times of neurons, 0 if neuron did not spike, 1 otherwise\n", " num_exc_neurons : int\n", " Number of excitatory neurons\n", - " num_inh_neurons : int\n", - " Number of inhibitory neurons\n", " \n", " Returns\n", " -------\n", @@ -699,24 +1207,22 @@ }, { "cell_type": "code", - "execution_count": 16, - "id": "4eaec40b", + "execution_count": 25, + "id": "f199fbe1", "metadata": {}, "outputs": [], "source": [ "offset = 200\n", "\n", "act_exc_balanced, act_inh_balanced, act_tot_balanced \\\n", - " = calculate_activation(network_params_balanced['weights'],\n", + " = calculate_activation(lif_network_balanced.proc_params.get('weights'),\n", " spks_balanced[:,offset:],\n", - " num_neurons_exc,\n", - " num_neurons_inh)\n", + " network_params_balanced['shape_exc'])\n", "\n", "act_exc_critical, act_inh_critical, act_tot_critical \\\n", - " = calculate_activation(network_params_critical['weights'],\n", + " = calculate_activation(lif_network_critical.proc_params.get('weights'),\n", " spks_critical[:,offset:],\n", - " num_neurons_exc,\n", - " num_neurons_inh)" + " network_params_balanced['shape_exc'])" ] }, { @@ -729,13 +1235,13 @@ }, { "cell_type": "code", - "execution_count": 17, - "id": "acfeb34d", + "execution_count": 26, + "id": "fb934b23-0bdd-41fe-a798-493e0fd75024", "metadata": {}, "outputs": [ { "data": { - "image/png": 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TAFV1Y2f/e4HPtk83Ant2Xr68bWOKdkkL2FTLsvXb0qVL+cAHPsDv/u7vsmXLFp7ylKfwp3/6pwCsWrWKI4444p45cfvvvz+Pecxj2HPPPTn44IOHFrMkbY25yLk33jb7kdxRyrupqjk/KECSAGcAt1TVazrtu1XVDe32a4GnVtVRSR4PfIRmzvHuwPnAPkCAa4DDaArjrwO/V1VXTvbeK1eurDVr1vTlvKRZu+AtW3+MQ0/c+mOMsKuvvprHPvaxww5jICY61ySXVtW8XDR53ufd6X4+F/jP3iiabE3eYf7HeaHpR86drkDe9cFL5/T9ZmImebefI8gHA38AXJFkbdv2BppVKPYDCrgO+BOAqroyydnAVTQrYBxXVXe3wR8PfAFYApw+VXEsSZIkbY2+FchV9VWa0d/xzp3iNW8G3jxB+7lTvU6SJEmaKwNZxUKSetWvaV+jZDGco6T5YbHko5mepwWypJGxdOlSNm3atKATdlWxadMmli4d3jw8SYLFkXNhdnm3r6tYSNJMLF++nA0bNrDQ1zJfunQpy5cvH3YYkha5fuTc235+15T7b9lumzl7r5mYad61QJY0MrbZZhv23nvvYYexoCVZClwEbEvzO+DjVXXSuD7bAmcCTwY2AS+tqusGHKqkPutHzj31vGum3P/aw/ed0/frF6dYSNLishl4VlU9ieaGTUckOWhcn1cBP66qXwNOBf5usCFK0nBZIEvSIlKNO9qn27SP8RMQj6RZxx7g48Bh7dr2krQoWCBL0iKTZEm7Pv1NwHlV9bVxXfYArgeoqi3ArcDOExxnVZI1SdYs9HnjkhYXC2RJWmSq6u6q2g9YDhyY5AmzPM5pVbWyqlYuW7ZsTmOUpGGyQJakRaqqfgJcABwxbtdGYE+AJPcHHkJzsZ4kLQoWyJK0iCRZlmTHdns74HDgW+O6nQMc3W6/GPhyLfSFUiWpw2XeJGlx2Q04I8kSmkGSs6vqs0lOAdZU1TnA+4EPJVkP3AIcNbxwJWnwLJAlaRGpqnXA/hO0v6mzfSfwu4OMS5JGiVMsJEmSpA4LZEmSJKnDAlmSJEnqsECWJEmSOiyQJUmSpA4LZEmSJKnDAlmSJEnqsECWJEmSOiyQJUmSpA4LZEmSJKnDAlmSJEnqsECWJEmSOiyQJUmSpA4LZEmSJKnDAlmSJEnqsECWJEmSOiyQJUmSpA4LZEmSJKnDAlmSJEnqsECWJEmSOiyQJUmSpA4LZEmSJKnDAlmSJEnqsECWJEmSOiyQJUmSpA4LZEmSJKnDAlmSJEnqsECWJEmSOiyQJUmSpI6+FchJ9kxyQZKrklyZ5L+37Q9Ncl6S77Rfd2rbk+QdSdYnWZfkgM6xjm77fyfJ0f2KWZIkSernCPIW4M+r6nHAQcBxSR4HnACcX1X7AOe3zwGeC+zTPlYB74amoAZOAp4KHAicNFZUS5JmZrLBi3F9Dklya5K17eNNw4hVkobl/v06cFXdANzQbt+e5GpgD+BI4JC22xnAV4C/aNvPrKoCLk6yY5Ld2r7nVdUtAEnOA44APtqv2CVpARsbvLgsyQ7ApUnOq6qrxvX796r6rSHEJ0lDN5A5yElWAPsDXwN2bYtngB8Cu7bbewDXd162oW2brH38e6xKsibJmptvvnluT0CSFoiquqGqLmu3bwfGBi8kSa2+jSCPSbI98G/Aa6rqtiT37KuqSlJz8T5VdRpwGsDKlSvn5JjSqDn1vGt67vvaw/ftYyRaCMYNXoz3tCSXAz8AXl9VV07w+lU0U+LYa6+9+hipJA1WX0eQk2xDUxx/uKo+0Tbf2E6doP16U9u+Ediz8/Llbdtk7ZKkWRo/eDFu92XAI6rqScA/AZ+a6BhVdVpVrayqlcuWLetrvJI0SP1cxSLA+4Grq+ofOrvOAcZWojga+HSn/RXtahYHAbe2UzG+ADw7yU7txXnPbtskSbMwyeDFParqtqq6o90+F9gmyS4DDlOShqafUywOBv4AuCLJ2rbtDcBbgbOTvAr4PvCSdt+5wPOA9cDPgFcCVNUtSf4G+Hrb75SxC/YkSTMzxeBFt8/DgRvbaXAH0gymbBpgmJI0VP1cxeKrQCbZfdgE/Qs4bpJjnQ6cPnfRSdKiNdngxV4AVfUe4MXAq5NsAX4OHNXmaElaFKYtkJM8saquGEQwkqTezDY3TzN4MdbnncA7ZxubJM13vYwgr06yLfBBmvlqt/Y3JElSD8zNkuadqVZjGqXVl6a9SK+qngG8nGYliUuTfCTJ4X2PTJI0KXOzJPVPT6tYVNV3gL+kuePdM4F3JPlWkv/az+AkSZMzN0tSf0xbICf59SSn0txt6VnAb1fVY9vtU/scnyRpAuZmSeqfXuYg/xPwPuANVfXzscaq+kGSv+xbZJKkqZibJalPeimQnw/8vKruBkhyP2BpVf2sqj7U1+gkSZMxN0tSn/QyB/lLwHad5w9s2yRJw2NulqQ+6aVAXjp2y1GAdvuB/QtJktQDc7Mk9UkvBfJPkxww9iTJk2nurCRJGh5zsyT1SS9zkF8D/GuSH9DcfenhwEv7GZQkaVqvwdwsSX0xbYFcVV9P8hjg0W3Tt6vqrv6GJUmairlZi9Xqtasn3XfsfscOMBItZL2MIAM8BVjR9j8gCVV1Zt+ikiT1wtwsSX0wbYGc5EPAo4C1wN1tcwEmYUkaEnOzJPVPLyPIK4HHVVX1OxhJUs/MzZLUJ72sYvFNmos/JEmjw9wsSX3SywjyLsBVSS4BNo81VtUL+haVJGk65mZJ6pNeCuST+x2EJGnGTh52AJIWp1PPu2bYIfRdL8u8XZjkEcA+VfWlJA8ElvQ/NEnSZMzNktQ/085BTvLHwMeBf26b9gA+1ceYJEnTMDdLUv/0cpHeccDBwG0AVfUd4GH9DEqSNC1zsyT1SS8F8uaq+sXYkyT3p1lrU5I0POZmSeqTXi7SuzDJG4DtkhwOHAt8pr9hSZKmYW7WvOCtoTUf9TKCfAJwM3AF8CfAucBf9jMoSdK0zM2S1Ce9rGLxS+C97UOSNALMzZLUP9MWyEmuZYJ5bVX1yL5EJEmalrlZkvqnlznIKzvbS4HfBR7an3AkST0yN0tSn0w7B7mqNnUeG6vq7cDz+x+aJGky5mZJ6p9eplgc0Hl6P5pRi15GniVJfWJulqT+6SWZ/n1newtwHfCSvkQjSeqVuVmS+qSXVSwOHUQgkqTemZslqX96mWLxuqn2V9U/zF04kqRezDY3J9kTOBPYlWYVjNOq6h/H9Qnwj8DzgJ8Bx1TVZXMRtyTNB72uYvEU4Jz2+W8DlwDf6VdQkqRpzTY3bwH+vKouS7IDcGmS86rqqk6f5wL7tI+nAu9uv0rSotBLgbwcOKCqbgdIcjLwf6rq9/sZmCRpSrPKzVV1A3BDu317kquBPYBugXwkcGZVFXBxkh2T7Na+VpIWvF5uNb0r8IvO81+0bZKk4dnq3JxkBbA/8LVxu/YAru8839C2jX/9qiRrkqy5+eabZ/LWkjTSehlBPhO4JMkn2+cvBM7oW0SSpF5sVW5Osj3wb8Brquq22QRQVacBpwGsXLnyPnf1k6azeu3qYYcgTaiXVSzenORzwDPapldW1Tf6G5YkaSpbk5uTbENTHH+4qj4xQZeNwJ6d58vbNklaFHqZYgHwQOC29krnDUn27mNMkqTezDg3tytUvB+4eopViM4BXpHGQcCtzj+WtJj0sszbSTRXSz8a+ACwDfAvwMH9DU2SNJmtyM0HA38AXJFkbdv2BmAvgKp6D3AuzRJv62mWeXvlHIcvSSOtlznIL6K5iOMygKr6Qbs0kCRpeGaVm6vqq0Cm6VPAcXMRpCTNR71MsfhFmywLIMmDejlwktOT3JTkm522k5NsTLK2fTyvs+/EJOuTfDvJczrtR7Rt65Oc0PupSdKCNqvcLEmaXi8F8tlJ/hnYMckfA18C3tvD6z4IHDFB+6lVtV/7OBcgyeOAo4DHt69ZnWRJkiXAu2gWrX8c8LK2ryQtdrPNzZKkaUw5xaK9mOMs4DHAbTRz3d5UVedNd+CquqhdY7MXRwIfq6rNwLVJ1gMHtvvWV9X32ng+1va9auLDSNLCtzW5WZI0vSkL5KqqJOdW1ROBuUq8xyd5BbCG5nanP6ZZgP7iTp/uovTjF6uf8HanSVYBqwD22muvOQpVkkZPn3KzJKnVyxSLy5I8ZY7e793Ao4D9aG51+vdzdFyq6rSqWllVK5ctWzZXh5WkUTWXuVmS1NHLKhZPBV6e5PvAT2mufq6q+vWZvllV3Ti2neS9wGfbp1MtSu9i9ZJ0X3OWm9WDC94y9f5DTxxMHJIGYtICOcneVXUt8JzJ+sxUkt06i82/CBhb4eIc4CNJ/gHYHdgHuIQm4e/TLn6/keZCvt+bq3gkab7pR26WJN3bVCPIHweeDJxeVYfN9MBJPgocAuySZANwEnBIkv1oliW6DvgTgKq6MsnZNBffbQGOq6q72+McD3wBWNLGcuVMY5GkBWSrcrMkaXpTFcj3S/IGYN8krxu/c4pblI7tf9kEze+fov+bgTdP0H4uzV2dJElbmZslSdOb6iK9o4C7aYroHSZ4SJIGz9wsSX026QhyVX0b+Lsk66rqcwOMSZI0CXOzJPXftMu8mYAlafSYmyWpf3pZB1mSJElaNCyQJUmSpI5pC+QkD0zyV+2NPUiyT5Lf6n9okqTJmJslqX96GUH+ALAZeFr7fCPwt32LSJLUC3OzJPVJLwXyo6rqfwF3AVTVz2jucCdJGh5zsyT1SS8F8i+SbEdz9zuSPIpm1EKSNDzmZknqk6nupDfmZODzwJ5JPgwcDBzTx5gkSdM7GXOzJPXFtAVyVX0xyaXAQTR/vvvvVfWjvkcmSZqUuVmS+mfaAjnJZ4CPAOdU1U/7H5IkaTrmZknqn17mIL8NeAZwVZKPJ3lxkqV9jkuSNDVzsyT1SS9TLC4ELkyyBHgW8MfA6cCD+xybJGkS5mZJ6p9eLtKjvVL6t4GXAgcAZ/QzKEnS9MzNktQfvcxBPhs4kOZq6XcCF1bVL/sdmCRpcuZmSeqfXkaQ3w+8rKru7ncwkubOqedd01O/1x6+b58jUZ+YmxeaC94y9f5DTxxMHJImL5CTPKuqvgw8CDgyufcNmqrqE32OTdIA9FpIg8X0KDA3S1L/TTWC/EzgyzTz28YrwCQsSYNnbpakPpu0QK6qk9rNU6rq2u6+JHv3NSpJ0oTMzZLUf72sg/xvE7R9fK4DkSTNiLlZkvpkqjnIjwEeDzwkyX/t7How4GL0kjQEc5Gbk5wO/BZwU1U9YYL9hwCfBsZGqD9RVadsRdiSNK9MNQf50TQJdEfuPdftdpoF6SVJgzcXufmDNEvDnTlFn3+vqt+aRXySNO9NNQf508Cnkzytqv5jgDFJkiYxF7m5qi5KsmJuI5OkhaOXdZC/keQ4mj/p3fPnu6r6w75FJUmaTr9z89OSXA78AHh9VV05R8eVpJHXy0V6HwIeDjwHuBBYTvOnPEnS8PQzN18GPKKqngT8E/CpiTolWZVkTZI1N9988xy9tSQNXy8F8q9V1V8BP62qM4DnA0/tb1iSpGn0LTdX1W1VdUe7fS6wTZJdJuh3WlWtrKqVy5Ytm4u3lqSR0MsUi7varz9J8gTgh8DD+heSJKkHfcvNSR4O3FhVleRAmsGUTXNx7AVruttEg7eKluaRXgrk05LsBPwVcA6wPfCmvkYlSZrOrHNzko8ChwC7JNkAnARsA1BV7wFeDLw6yRbg58BRVVVzfgaSNKKmLZCr6n3t5oXAI/sbjiSpF1uTm6vqZdPsfyfNMnCStChNdaOQ1031wqr6h7kPR5I0FXOzJPXfVCPIOwwsCklSr8zNktRnU90o5K8HGYgkaXrmZknqv2mXeUuyb5Lzk3yzff7rSf6y/6FJkiZjbpak/ullHeT3AifSLilUVeuAo/oZlCRpWuZmSeqTXgrkB1bVJePatvQjGElSz8zNktQnvRTIP0ryKKAAkrwYuKGvUUmSpmNulqQ+6eVGIccBpwGPSbIRuBZ4eV+jkiRNx9wsSX3Sy41Cvgf8lyQPohlx/hnNPLfv9zk2SdIkzM2S1D+TTrFI8uAkJyZ5Z5LDaZLv0cB64CWDClCS9CvmZknqv6lGkD8E/Bj4D+CPgTcCAV5UVWunO3CS04HfAm6qqie0bQ8FzgJWANcBL6mqHycJ8I/A82iS/TFVdVn7mqOBsaWL/raqzpjZKUrSgrJVuVlayFavXT3pvmP3O3aAkWi+m6pAfmRVPREgyftoLv7Yq6ru7PHYHwTeCZzZaTsBOL+q3prkhPb5XwDPBfZpH08F3g08tS2oTwJW0lyIcmmSc6rqxz3GIEkLzdbmZknSNKZaxeKusY2quhvYMJMEXFUXAbeMaz4SGBsBPgN4Yaf9zGpcDOyYZDfgOcB5VXVLWxSfBxzRawyStABtVW6WJE1vqhHkJyW5rd0OsF37PEBV1YNn8X67VtXYMkQ/BHZtt/cAru/029C2TdZ+H0lWAasA9tprr1mEJknzQj9ysySpY9ICuaqW9PONq6qS1Bwe7zSaJY9YuXLlnB1XkkZJv3OzJKm3G4XMpRvbqRO0X29q2zcCe3b6LW/bJmuXJEmS+mLQBfI5NMsR0X79dKf9FWkcBNzaTsX4AvDsJDsl2Ql4dtsmSZIk9UUvd9KblSQfBQ4BdkmygWY1ircCZyd5Fc1i9mNrdp5Ls8Tbeppl3l4JUFW3JPkb4Ottv1OqavyFf5IkSdKc6VuBXFUvm2TXYRP0LZrbpk50nNOB0+cwNEmSJGlSfSuQJUmStHVOPe+aSfe99vB9BxjJ4jLoOciSJEnSSHMEWVqALrvtrL4cd/XanQFv2SpJo2Cq0WVwhHlrOIIsSZIkdTiCLEmSpKEbpfnWjiBLkiRJHRbIkiRJUocFsiRJktRhgSxJkiR1eJGeJGlhu+Atw45A0jzjCLIkSZLUYYEsSYtMktOT3JTkm5PsT5J3JFmfZF2SAwYdoyQNkwWyJC0+HwSOmGL/c4F92scq4N0DiEmSRoYFsiQtMlV1EXDLFF2OBM6sxsXAjkl2G0x0kjR8XqQnSRpvD+D6zvMNbdsNwwlH2nqr166edN+x+x07wEg0G1PdZQ/m/k57FsiSevYf390EwOabB5uoNJqSrKKZgsFee+015Ggkae44xUKSNN5GYM/O8+Vt271U1WlVtbKqVi5btmxgwUlSv1kgS5LGOwd4RbuaxUHArVXl9ApJi4ZTLKQhWP2TdbN63WW/3DLHkWgxSvJR4BBglyQbgJOAbQCq6j3AucDzgPXAz4BXDidSaTAmm5/s3OTFywJZkhaZqnrZNPsLOG5A4UjSyHGKhSRJktRhgSxJkiR1WCBLkiRJHRbIkiRJUocFsiRJktRhgSxJkiR1WCBLkiRJHRbIkiRJUocFsiRJktRhgSxJkiR1WCBLkiRJHRbIkiRJUocFsiRJktRhgSxJkiR13H/YAUiSFrEL3jJ9n0NP3PpjSNIMOIIsSZIkdVggS5IkSR0WyJIkSVKHBbIkSZLUYYEsSZIkdQylQE5yXZIrkqxNsqZte2iS85J8p/26U9ueJO9Isj7JuiQHDCNmSZIkLQ7DHEE+tKr2q6qV7fMTgPOrah/g/PY5wHOBfdrHKuDdA49UkiRJi8YoTbE4Ejij3T4DeGGn/cxqXAzsmGS3IcQnSZKkRWBYNwop4ItJCvjnqjoN2LWqbmj3/xDYtd3eA7i+89oNbdsNSBpJp553Tc99X3v4vn2MRJKkmRtWgfz0qtqY5GHAeUm+1d1ZVdUWzz1LsopmCgZ77bXX3EUqSZKkRWUoUyyqamP79Sbgk8CBwI1jUyfarze13TcCe3ZevrxtG3/M06pqZVWtXLZsWT/DlyRJ0gI28AI5yYOS7DC2DTwb+CZwDnB02+1o4NPt9jnAK9rVLA4Cbu1MxZAkSZLm1DCmWOwKfDLJ2Pt/pKo+n+TrwNlJXgV8H3hJ2/9c4HnAeuBnwCsHH7IkSZIWi4EXyFX1PeBJE7RvAg6boL2A4wYQmiRJkjRSy7xJkiRJQ2eBLEmSJHVYIEvSIpPkiCTfTrI+yQkT7D8myc1J1raPPxpGnJI0LMNaB1nSPHbZbWfN2bFWr935Pm3H7nfsnB1f95ZkCfAu4HCaGy99Pck5VXXVuK5nVdXxAw9QkkaAI8iStLgcCKyvqu9V1S+AjwFHDjkmSRopFsiStLjsAVzfeb6hbRvvd5KsS/LxJHtOsJ8kq5KsSbLm5ptv7keskjQUTrGQJI33GeCjVbU5yZ8AZwDPGt+pqk4DTgNYuXJlDTZEjZLVa1cPOwRpTjmCLEmLy0agOyK8vG27R1VtqqrN7dP3AU8eUGySNBIskCVpcfk6sE+SvZM8ADgKOKfbIclunacvAK4eYHySNHROsZCkRaSqtiQ5HvgCsAQ4vaquTHIKsKaqzgH+LMkLgC3ALcAxQwtYkobAAlmSFpmqOhc4d1zbmzrbJwInDjouadRMNbfa5SgXNqdYSJIkSR0WyJIkSVKHBbIkSZLUYYEsSZIkdXiRnvrrgrds/TEO9VohSZI0OBbIWvgs0iVJ0gw4xUKSJEnqsECWJEmSOpxiIUmSNEPeRGRhs0CWNFT/8d1N92nbfPM1E/Z97eH79jscSZKcYiFJkiR1WSBLkiRJHU6xkCRJWmROPW/iqWxjFvuUNgtkaRKrf7LuV0+muBijZ93jSZKkkeUUC0mSJKnDEWTNW1MtsXMvczFye+2/b/0xJM3OXNwNU5JmwAJZk/OXkiSNjl5y8qEn9j8OLQrTzVFe6JxiIUmSJHU4gqy+WT1XF6XNxQVykiQtMot9FHhrWCBLmjd6TfaLfXkiSdLWsUCWJGkQvK5DmjecgyxJkiR1OIKs0ecSa5IkaYAskCUtODO5MMX5ypKk8ZxiIUmSJHVYIEuSJEkdTrFYxKa9VfNcrWMszdBlt53V1+Mf8OCX9vX4kqT5zQJ5FM3FUkDeblSSJGlWnGIhSZIkdTiCLGlR8+58kqTx5k2BnOQI4B+BJcD7quqtQw5ptPUyTcM5xlqkZjPH+Q/+rfe+H/qdv5rx8QdpunyaZFvgTODJwCbgpVV13aDjlKRhmRcFcpIlwLuAw4ENwNeTnFNVV83pG43YbUBXW8BKmmM95tNXAT+uql9LchTwd4BXNkpaNObLHOQDgfVV9b2q+gXwMeDIIcckSfNRL/n0SOCMdvvjwGFJMsAYJWmo5sUIMrAHcH3n+Qbgqd0OSVYBq9qndyT59izfaxfgR7N87VwZhRjAOEYtBjCO8UYhjvvE8C+8abbHesRWRzO9afNpt09VbUlyK7Az485zK/PuKPzbba0RPIc3zKTzCMY/YyN5Dsdx3Ey6j+Q5zNDQz+F1s3/phHl3vhTI06qq04DTtvY4SdZU1co5CGlex2AcoxeDcYxmHKMQw7BsTd5dCJ/bfD+H+R4/eA6jYiGcw3jzZYrFRmDPzvPlbZskaWZ6yaf39Elyf+AhNBfrSdKiMF8K5K8D+yTZO8kDgKOAc4YckyTNR73k03OAo9vtFwNfrqoaYIySNFTzYopFOwfueOALNMsSnV5VV/bp7bZ6msYcGIUYwDi6RiEGMI7xRiGOUYihZ5Pl0ySnAGuq6hzg/cCHkqwHbqEpoufavPrcJjHfz2G+xw+ew6hYCOdwL3FQQJIkSfqV+TLFQpIkSRoIC2RJkiSpY8EWyEkemuS8JN9pv+40Sb+j2z7fSXJ0p/3JSa5Isj7JO8YWyU/yv5N8K8m6JJ9MsmPbviLJz5OsbR/vGUYc7b4T2/7fTvKcPsfxu0muTPLLJCs7/e/zeQw6hiF8FhMeN8khSW7tfBZntvGsT3LCBO+7bZKz2v1fS7JiqvNp24+Y6JhpLsT6Wtt+VpqLsibt36cYPpjk2s757zfda7YyjtOT3JTkm+OONem/+4DjODnJxs7n8bzx77cQTfVzOq7fde3P19okawYZ43RmcA5Tfj8Nywxy392d78+RuCB+a35GR0UP53BMkps7n/0fDSPOyUyW0zr7k+Z34vo0tckBg45xTlXVgnwA/ws4od0+Afi7Cfo8FPhe+3Wndnundt8lwEFAgM8Bz23bnw3cv93+u7HjAiuAb45AHI8DLge2BfYGvktzIU6/4ngs8GjgK8DKzrHu83kMIYZBfxYTHhc4BPhsu72kjeORwAPa+B437r2PBd7Tbh8FnDXN+Ux6TOBs4Kh2+z3Aq4cQwweBF0/wGc95HO2+3wQOoMfvvyHEcTLw+mHnyEE/mOTndIJ+1wG7DDve2Z5DL99PQ4x/2tzX7rtj2LHO9DOd7Gd0VB49nsMxwDuHHesU5zBhTuvsfx7N78TQ/I782rBj3prHgh1B5t63Sj0DeOEEfZ4DnFdVt1TVj4HzgCOS7AY8uKouruZf/cyx11fVF6tqS/v6i2nWEB2lOI4EPlZVm6vqWmA9za1l+xXH1VXV692zBh3DQD+LHo+7Nbf5nex8Jjxm+5pntcfoxjSwGCY4/35/FlTVRTQrL4w32b/PoONYlGaYK0ZSj+cwm5+FQeklR42ihXB79FH+vuhJDzntSODMalwM7Nj+zpyXFnKBvGtV3dBu/xDYdYI+E91ydY/2sWGC9vH+kOZ/S2P2TvKNJBcmecaQ4pjsWIOIY7zxn8egYxj0ZzHVcZ+W5HLgXcDt05zHvW7zC4zd5neqmCZq3xn4Sec/UtP170cMY97c/snt1CTbjn+POYxjKpP9+ww6DoDj28/j9Mn+zL2IFfDFJJemuZX1fDPb74lB6CX3ASxNsibJxUleOJjQprQ1P6Ojotfvi99pc8PHk+w5wf5RNsrf+zM2L9ZBnkySLwEPn2DXG7tPqqqSzOl6dkneCGwBPtzGsRvwn8A2NN8QX07yB0OIY3+a0cOx+U27M+7+6P2IoxPP2L9JuPfn8YlBxdCJY2ifxbjjXgY8oqruSPJm4Pi5fr8RdyLNL+MH0KyV+RfAKcMMqN/ff9N4N/A3NIXg3wB/T/Of3HlvqpxcVZ/u8TBPr6qNSR4GnJfkW+3I1UDM0TkMzRz9XnxE+2/wSJrfZVdU1XfnOlbdx2eAj1bV5iR/QjMi/qwhx7RozesCuar+y2T7ktyYZLequqEd4r9pgm4baeaHjllOM7dsI/eeOnGvW7EmOQb4LeCw9s/s94kjyVdo/tw60DiSnAhQVW9p+3wB+BTwwn7F0TXZv0n7eawYRAxjcQzhs5jw37qqbuv0/yzwuiS7VNWPJjmPsdv8bsi9b/M71S2CJ2rfRPMnrvu3Iypj7TO51fDWxkBnxGpzkg8Arx/3HnMdx2Qm+1kcaBxVdePYdpL30nxPLAhT5eQZHGPs++amJJ+k+dP0wArkOTiH2Xxvzpk5+L3Y/Tf4Xpu796eZPzssW/MzOiqmPYeq6sb7Ppo54/PJUL/359pCnmLRvVXq0cBE//P/AvDsJDu1f+Z8NvCF9hf6bUkOaucwvWLs9UmOAP4H8IKq+tnYgZIsS7Kk3X4ksA/NhV0DjaN9v6PSXNG7dxvHJf2KYzKTfB6fGWQMQ/gsJjxukoe3fcdsA+yQmd/md7LzmfDWwe1rLmiP0Y1pa241PKMY2vPfrf0amjmPY1dA9yOOqUz27z7QOHLvOXkv4lefx6KX5EFJdhjbpvm5m2+fTy/fT8Mybe5rc9627fYuwMHAVQOLcGIL4fbo057DuNzwAuDqAcY3F84BXpHGQcCtnQGS+adG4ErBfjxo5h6dD3wH+BLw0LZ9JfC+Tr8/pBnpXQ+8stO+kiYxfxd4J7+66+B6mjk2a9vH2FWzvwNc2bZdBvz2MOJo972x7f9tfrXCQr/ieBHNPKPNwI00ReSEn8egYxjCZzHZcY9vP4vLaS6o/HPgmvb1b2z7nELznx2ApcC/tu97CfDIqc6nbX/e+GO27Y9sj7G+Pea2k/XvYwxfBq5oP7N/Abaf6jVzEMdHgRuAu9rvi1dN9e8zhDg+1H4e62h+oew27Hw5iAeT54rdgXM736+Xt48ru99Ho/Do5Rym+lkY9mOynwE6uQ/4jfb78/L266uGHfdkn2mvP6Oj8ujhHN7Cr35XXAA8Ztgxj4v/PjkN+FPgT9v9obnO5rvt986kq9XMh4e3mpYkSZI6FvIUC0mSJGnGLJAlSZKkDgtkSZIkqcMCWZIkSeqwQJYkSZI6LJC1ICV5YZJK8php+r0myQM7z89NsuMs3m/HJMd2nu+e5OMzPY4kzVfmXS0kLvOmBSnJWTRrk365qk6aot91NGs1/miyPj2+3wrgs1X1hK05jiTNV+ZdLSSOIGvBSbI98HSaRcyPatuWJHlbkm8mWZfkvyX5M5pkfkGSC9p+1yXZJclbkxzXOebJSV6fZPsk5ye5LMkVSY5su7wVeFSStUn+d5IVSb7ZvnZpkg+0/b+R5NC2/Zgkn0jy+STfSTLfbisqSYB5VwvP/YcdgNQHRwKfr6prkmxK8mTgQGAFsF9VbUny0Kq6JcnrgEMnGMk4C3g7zV2BAF4CPAe4E3hRVd3W3ob14iTnACcAT6iq/eCekY0xxwFVVU9s//T4xST7tvv2A/anuTPXt5P8U1VdP2efhCQNhnlXC4oFshailwH/2G5/rH2+N83tuLcAVNUtUx2gqr6R5GFJdgeWAT+uquuTbAP8zyS/CfwS2APYdZp4ng78U3vcbyX5PjCWqM+vqlsBklwFPILmFuKSNJ+Yd7WgWCBrQUnyUOBZwBOTFLAEKODrszjcvwIvBh5OM7IB8HKaxP3kqrqrnUu3dCtC3tzZvht/JiXNM+ZdLUTOQdZC82LgQ1X1iKpaUVV7AtcClwN/kuT+cE9CB7gd2GGSY51FM5fuxTRJG+AhwE1tkj6UZuRhuuP8O02Cp/0T317At2d5fpI0asy7WnAskLXQvAz45Li2fwN2A/4TWJfkcuD32n2nAZ8fu1ikq6qupEm+G6vqhrb5w8DKJFcArwC+1fbdBPzf9mKU/z3uUKuB+7WvOQs4pqo2I0kLg3lXC47LvEmSJEkdjiBLkiRJHRbIkiRJUocFsiRJktRhgSxJkiR1WCBLkiRJHRbIkiRJUocFsiRJktTx/wOoMsxNJj9eDQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -752,7 +1258,7 @@ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "ax1.set_title('Small weights')\n", "ax1.set_xlabel('Activation')\n", - "ax1.set_ylabel('Relative frequency')\n", + "ax1.set_ylabel('Density')\n", "ax1.hist(act_exc_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", "ax1.hist(act_inh_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='I'),\n", "ax1.hist(act_tot_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", @@ -760,7 +1266,7 @@ "\n", "ax2.set_title('High weights')\n", "ax2.set_xlabel('Activation')\n", - "ax2.set_ylabel('Relative frequency')\n", + "ax2.set_ylabel('Density')\n", "ax2.hist(act_exc_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", "ax2.hist(act_inh_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='I')\n", "ax2.hist(act_tot_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", @@ -780,13 +1286,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 27, "id": "22933de6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -801,7 +1307,7 @@ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "ax1.set_title('Small weights')\n", "ax1.set_xlabel('Activation')\n", - "ax1.set_ylabel('Relative frequency')\n", + "ax1.set_ylabel('Density')\n", "ax1.hist(act_exc_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", "ax1.hist(act_inh_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='I'),\n", "ax1.hist(act_tot_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", @@ -809,7 +1315,7 @@ "\n", "ax2.set_title('High weights')\n", "ax2.set_xlabel('Activation')\n", - "ax2.set_ylabel('Relative frequency')\n", + "ax2.set_ylabel('Density')\n", "ax2.hist(act_exc_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", "ax2.hist(act_inh_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='I')\n", "ax2.hist(act_tot_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", @@ -832,15 +1338,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 28, "id": "d7d38f3d", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -852,7 +1360,7 @@ "source": [ "time_steps = np.arange(offset, num_steps, 1)\n", "\n", - "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(8,4))\n", "ax1.set_title('Small weights')\n", "ax1.set_xlabel('Time step')\n", "ax1.set_ylabel('Activation')\n", @@ -872,25 +1380,160 @@ }, { "cell_type": "markdown", - "id": "a3358a9d", + "id": "88197c24", "metadata": {}, "source": [ "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:\n", "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", - "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
\n", - "Finally, note that this property is also seen on the population level." + "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
" + ] + }, + { + "cell_type": "markdown", + "id": "a3358a9d", + "metadata": {}, + "source": [ + "### Runnig a ProcessModel bit-accurate with Loihi\n", + "So far, we have used neuron models and weights that are internally represented as floating point numbers.
\n", + "Next, we turn to bit-accurate implementations of the LIF and Dense process where only a fixed precision for the numerical values is allowed. Here, the parameters need to be mapped to retain the dynamical behavior of the network.
\n", + "First, we define a function mapping the parameters. It consists of finding an optimal scaling function as well as mapping the parameters of the LIF network." ] }, { "cell_type": "code", - "execution_count": 20, - "id": "a50b5d40", + "execution_count": 29, + "id": "3cf38774", + "metadata": {}, + "outputs": [], + "source": [ + "def _scaling_funct(params):\n", + " '''Find optimal scaling function for float- to fixed-point mapping.\n", + " \n", + " Parameter\n", + " ---------\n", + " params : dict\n", + " Dictionary containing information required for float- to fixed-point mapping\n", + " \n", + " Returns\n", + " ------\n", + " scaling_funct : callable\n", + " Optimal scaling function for float- to fixed-point conversion\n", + " ''' \n", + " sorted_params = dict(sorted(params.items(), key=lambda x: np.max(np.abs(x[1]['val'])), reverse=True))\n", + " \n", + " # Initialize scaling function\n", + " scaling_funct = None\n", + " \n", + " for key, val in sorted_params.items(): \n", + " if val['signed'] == 's':\n", + " signed_shift = 1\n", + " else:\n", + " signed_shift = 0\n", + " \n", + " if np.max(val['val']) == np.max(np.abs(val['val'])):\n", + " max_abs = True\n", + " max_abs_val = np.max(val['val'])\n", + " else:\n", + " max_abs = False\n", + " max_abs_val = np.max(np.abs(val['val']))\n", + " \n", + " if max_abs:\n", + " rep_val = 2**(val['bits'] - signed_shift) - 1\n", + " else:\n", + " rep_val = 2**(val['bits'] - signed_shift)\n", + " \n", + " max_shift = np.max(val['shift'])\n", + " \n", + " max_rep_val = rep_val * 2**max_shift\n", + " \n", + " if scaling_funct:\n", + " scaled_vals = scaling_funct(val['val'])\n", + "\n", + " max_abs_scaled_vals = np.max(np.abs(scaled_vals))\n", + " if max_abs_scaled_vals <= max_rep_val:\n", + " continue\n", + " else:\n", + " p1 = max_rep_val\n", + " p2 = max_abs_val\n", + " \n", + " else:\n", + " p1 = max_rep_val\n", + " p2 = max_abs_val \n", + " \n", + " scaling_funct = lambda x: p1 / p2 * x\n", + " \n", + " return scaling_funct\n", + "\n", + "def float2fixed_lif_parameter(params):\n", + " '''Float- to fixed-point mapping for LIF parameters\n", + " \n", + " Parameters\n", + " ---------\n", + " lif_params : dict\n", + " Dictionary with parameters for LIF network with floating-point ProcModel\n", + " \n", + " Returns\n", + " ------\n", + " lif_params_fixed : dict\n", + " Dictionary with parameters for LIF network with fixed-point ProcModel\n", + " '''\n", + " \n", + " scaling_funct = _scaling_funct(params)\n", + " \n", + " bias_mant_bits = params['bias']['bits']\n", + " scaled_bias = scaling_funct(params['bias']['val'])[0]\n", + " bias_exp = int(np.ceil(np.log2(scaled_bias) - bias_mant_bits + 1))\n", + " if bias_exp <=0:\n", + " bias_exp = 0\n", + " \n", + " \n", + " weight_mant_bits = params['weights']['bits'] \n", + " scaled_weights = np.round(scaling_funct(params['weights']['val']))\n", + " weight_exp = int(np.ceil(np.log2(scaled_bias) - weight_mant_bits + 1))\n", + " weight_exp = np.max(weight_exp) - 6\n", + " if weight_exp <=0:\n", + " diff = weight_exp\n", + " weight_exp = 0\n", + "\n", + " \n", + " bias_mant = int(scaled_bias // 2**bias_exp)\n", + " weights = scaled_weights.astype(np.int32)\n", + " \n", + " lif_params_fixed = {'vth' : int(scaling_funct(params['vth']['val']) // 2**params['vth']['shift'][0]),\n", + " 'bias_mant': bias_mant,\n", + " 'bias_exp': bias_exp,\n", + " 'weights': np.round(scaled_weights / (2 ** params['weights']['shift'][0])).astype(np.int32),\n", + " 'weight_exp': weight_exp}\n", + " \n", + " return lif_params_fixed\n", + "\n", + "def scaling_funct_dudv(val):\n", + " '''Scaling function for du, dv in LIF\n", + " ''' \n", + " assert val < 1, 'Passed value must be smaller than 1'\n", + " \n", + " return np.round(val * 2 ** 12).astype(np.int32)" + ] + }, + { + "cell_type": "markdown", + "id": "4b43d69c", + "metadata": {}, + "source": [ + "After having defined some primitive conversion functionality we next convert the parameters for the critical network.
\n", + "To constrain the values that we need to represent in the bit-accurate model, we have to find the dynamical range of the state parameters of the network, namely ```u``` and ```v``` of the LIF neurons." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "3d0043ce-2f6f-4f37-8b61-4a8607bac86b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -902,23 +1545,228 @@ } ], "source": [ - "time_steps = np.arange(offset, num_steps, 1)\n", - "\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", - "ax1.set_title('Small weights')\n", - "ax1.set_xlabel('Time step')\n", - "ax1.set_ylabel('Activation')\n", - "ax1.plot(time_steps, act_tot_balanced.mean(axis=0))\n", - "\n", + "ax1.set_title('u')\n", + "ax1.set_xlabel('Current')\n", + "ax1.set_ylabel('Density')\n", + "ax1.hist(data_u_critical.flatten(), bins='auto', density=True)\n", + "ax1.legend()\n", "\n", - "ax2.set_title('High weights')\n", - "ax2.set_xlabel('Time step')\n", - "ax2.set_ylabel('Activation')\n", - "ax2.plot(time_steps, act_tot_critical.mean(axis=0))\n", + "ax2.set_title('v')\n", + "ax2.set_xlabel('Voltage')\n", + "ax2.set_ylabel('Density')\n", + "ax2.hist(data_v_critical.flatten(), bins='auto', density=True)\n", + "ax2.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "id": "933c833f-f492-46ad-b2af-d101cb401f33", + "metadata": {}, + "source": [ + "We note that for both variables the distributions attain high values with low probability. We hence will remove them in the dynamical range to increase the precision of the overall representation.
\n", + "We finally also need to pass some information about the concrete implementation, e.g. the precision and the bit shifts performed.
" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "daab0580-90a7-4e55-97c3-fcf596399f74", + "metadata": {}, + "outputs": [], + "source": [ + "u_low = np.quantile(data_u_critical.flatten(), 0.5)\n", + "u_high = np.quantile(data_u_critical.flatten(), 0.95)\n", + "v_low = np.quantile(data_v_critical.flatten(), 0.5)\n", + "v_high = np.quantile(data_v_critical.flatten(), 0.95)\n", + "\n", + "lif_params_critical = convert_rate_to_lif_params(**network_params_critical)\n", + "weights = lif_params_critical['weights']\n", + "bias = lif_params_critical['bias_mant_exc']\n", + "\n", + "params = {'vth': {'bits': 17, 'signed': 'u', 'shift': np.array([6]), 'val': np.array([1])},\n", + " 'u': {'bits': 24, 'signed': 's', 'shift': np.array([0]), 'val': np.array([u_low, u_high])},\n", + " 'v': {'bits': 24, 'signed': 's', 'shift': np.array([0]), 'val': np.array([v_low, v_high])},\n", + " 'bias': {'bits': 13, 'signed': 's', 'shift': np.arange(0, 3, 1), 'val': np.array([bias])},\n", + " 'weights' : {'bits': 8, 'signed': 's', 'shift': np.arange(6,22,1), 'val': weights}}\n", + "\n", + "mapped_params = float2fixed_lif_parameter(params)" + ] + }, + { + "cell_type": "markdown", + "id": "792f70a8-4ad6-4827-a131-9606df1026c7", + "metadata": {}, + "source": [ + "Using the mapped parameters, we construct the fully-fledged parameter dictionary for the E/I network Process using the LIF SubProcessModel." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "c3cfecc6", + "metadata": {}, + "outputs": [], + "source": [ + "# Set up parameters for bit accurate model\n", + "lif_params_critical_fixed = {'shape_exc': lif_params_critical['shape_exc'],\n", + " 'shape_inh': lif_params_critical['shape_inh'],\n", + " 'g_factor': lif_params_critical['g_factor'],\n", + " 'q_factor': lif_params_critical['q_factor'],\n", + " 'vth_exc': mapped_params['vth'],\n", + " 'vth_inh': mapped_params['vth'],\n", + " 'bias_mant_exc': mapped_params['bias_mant'],\n", + " 'bias_exp_exc': mapped_params['bias_exp'],\n", + " 'bias_mant_inh': mapped_params['bias_mant'],\n", + " 'bias_exp_inh': mapped_params['bias_exp'],\n", + " 'weights': mapped_params['weights'],\n", + " 'weight_exp': mapped_params['weight_exp'],\n", + " 'du_exc': scaling_funct_dudv(lif_params_critical['du_exc']),\n", + " 'dv_exc': scaling_funct_dudv(lif_params_critical['dv_exc']),\n", + " 'du_inh': scaling_funct_dudv(lif_params_critical['du_inh']),\n", + " 'dv_inh': scaling_funct_dudv(lif_params_critical['dv_inh'])}" + ] + }, + { + "cell_type": "markdown", + "id": "a51256aa", + "metadata": {}, + "source": [ + "#### Execution of bit accurate model" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "8b10fe25", + "metadata": {}, + "outputs": [], + "source": [ + "# Import bit accurate ProcessModels\n", + "from lava.proc.dense.models import PyDenseModelBitAcc\n", + "from lava.proc.lif.models import PyLifModelBitAcc\n", + "\n", + "# Configurations for execution\n", + "num_steps = 750\n", + "run_cond = RunSteps(num_steps=num_steps)\n", + "\n", + "# Define custom Run Config for execution of bit accurate models\n", + "class CustomRunConfigFixed(Loihi1SimCfg):\n", + " def select(self, proc, proc_models):\n", + " # customize run config to always use float model for io.sink.RingBuffer\n", + " if isinstance(proc, io.sink.RingBuffer):\n", + " return io.sink.PyReceiveModelFloat\n", + " if isinstance(proc, LIF):\n", + " return PyLifModelBitAcc\n", + " elif isinstance(proc, Dense):\n", + " return PyDenseModelBitAcc\n", + " else:\n", + " return super().select(proc, proc_models)\n", + " \n", + "rcfg = CustomRunConfigFixed(select_tag='lif_neurons', select_sub_proc_model=True)\n", + "\n", + "lif_network_critical_fixed = EINetwork(**lif_params_critical_fixed)\n", + "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", + "\n", + "lif_network_critical_fixed.outport.connect(outport_plug.a_in)\n", + "\n", + "lif_network_critical_fixed.run(condition=run_cond, run_cfg=rcfg)\n", + "\n", + "# Fetching spiking activity\n", + "spks_critical_fixed = outport_plug.data.get()\n", + "\n", + "lif_network_critical_fixed.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "a29e3abe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = raster_plot(spks=spks_critical_fixed)\n", + "fig = raster_plot(spks=spks_critical, fig=fig, color='orange', alpha=0.3)" + ] + }, + { + "cell_type": "markdown", + "id": "836dc55a", + "metadata": {}, + "source": [ + "Comparing the spike times after the parameter conversion, we find that after the first initial time steps, the spike times start diverging.
\n", + "This, however, is expected: Since the systems is in a chaotic state, slight differences in the variables lead to a completely different output after some time steps. This is generally the behavior in spiking neural network.
\n", + "**But** the network stays in the *same dynamical state* with *similar activity*, as can be seen when examining the auto-covariance function." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "b5881949", + "metadata": {}, + "outputs": [], + "source": [ + "window = np.ones(25)\n", + "binned_sps_critical_fixed = np.asarray([np.convolve(spks_critical_fixed[i], window) for i in range(dim)])\n", + "lags, ac_fct_lif_critical_fixed = auto_cov_fct(acts=binned_sps_critical_fixed.T)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "375476d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mTbNmu9+wYQODBw/Gzs6O6tWr07lz5zyfP3z4cADuuOMO4uPjuXjxYp4Z8/PaNxIYGJhVlOrVq0f37t0BY1mbNWvWAMZyP1cWGh01ahTPP/88ABs3bszKNWrUKF544QXAKGwrV67MmhMzISGBI0eOcMcdd+Qr043IEZsQheXISgj/FzpO5MRlZ35cF849/rVoVbdygb+UUoq3+jfncmoGn6w8BG0nQLka8NdLkGN5FHHrJk2aROfOndm7dy+//fbbf5aaycuVZWLAWN7lZl09C83V3xf0a+d8jp2dXa5lbvKzrM218mmtefHFF7Ouax49epSxY8fmK09+yBGbEIUhIx1WToJK9SDgAT74ZS/2dornezS+8XNvUf2qZRnVxosZmyK4r20dGnWZBEsfhX2LwXvQjXdQ2G5wZGWWDh06MHv2bCZNmsTatWupUqUKrq6uxMXFZS0ZM3369KzHX2+Jm7y0a9eOGTNmMGbMGKKjo1m7di333nvvNR87f/58OnfuzIYNGyhfvjzly5fPM2N+3Ereq7Vt25Z58+YxatQoZs+eTYcOHbJ+rnnz5jFy5Ehmz56d9fi77rqLSZMmMWLECMqWLUtUVBSOjo65Vgi4HXLEJkRh2DEdzh+Cbm+yPSqR33efZtwddale/uYXpbwZT3RpQFlnB95dcQB8hxun5la9AWn5O7oQ8Prrr7N9+3Z8fHyYOHEiM2bMAOD555/nxRdfxN/fP9eRy/WWuMnLwIEDcXd3p2nTpowcOZIWLVpQvnz5az7WxcUFf39/Hn74YaZOnXrdjPnh4+ODvb09vr6+/+k8kl9fffUV06ZNw8fHh1mzZvHFF0Yv3C+++IJvvvkGb29voqKy57vv3r079957b1bHkkGDBt12cc3JasvWFKSAgAAdEhJidgwhbk1yPHzpD26N0GOWM3TyVsJjEln7v06Ucbb+SZMf1x3jnRUHmDOuFW3VPmNpnK6vQ/v/dhQobLJsTbaEhATKli1LTEwMQUFBbNy4kerVq+d6TKdOnfj4448JCPjPSi3F3s0sWyNHbEJY29bv4fJ56P4Wm4/FEhwRy4TO9QulqAGMauNF1XLOfL7qCLrOHdDgLtjwuTHkQNiM3r174+fnR4cOHZg0adJ/iprIP7nGJoQ1JcfB5q+h0d3omi34/IctVHd1YWigR6FFcHG059FO9Xj9t/1sPhZD284vweSOsHUydHyu0HKI61u7dm2BPEbIEZsQ1rX1B6O4dXyBTWExBEfE8mjnerg4Fu4K18OCPKnm6sznfx9B1/CFRncbBVeO2kQxJIVNCGvJebRWw5fPVx2muqsLQwIK72jtCuOorT7BEbFsDouBji9A8kXjqM1kReE6vzDXzX5GpLAJYS1XHa1ti7hgytHaFUMDPYyjtlW2c9Tm4uJCTEyMFDeRJ601MTExuLjkvwexXGMTwhquPlr7YbNpR2tXXDlqe23ZPjaHxdC24wumX2tzd3cnMjKS6OhoU15fFA0uLi64u7vn+/FS2ISwhhxHa5uPGUdrb/ZrZtrR2hVDAz34bm0YX6w+QtuH2mQftbUaDy7XHjdlTY6OjtSpU6fQX1cUb3IqUoiClpoIW76Fhj2hph8/rjtGlbJOph6tXeHiaM+DHeqwNTyW3ZEXoePzxrW2kJ/MjiZEgZHCJkRB2zELki5Ah2c4eu4Saw5FM6p1bdOP1q4YGuhBOWcHflwfDjX9oW5n2PIdpKeYHU2IAiGFTYiClJFmnNrzbAMeQUxZH46zgx2j2niZnSxLORdHhrfyZMWe00ReuAztnoSEs7A7f9M/CWHrpLAJUZD2/QpxJ6Hdk0RfSmHxjigGtXSnUhkns5Plcl/b2ihg2sYIqNsJqvvAxi9l5n9RLFitsCmlXJRSwUqpXUqpfUqpNyzt05VS4UqpUMvNz1oZhChUWsPGL6BKI2hwF7M2R5CWmcnY9rbXOaJmhVL08qnB/G0niU9JN47aYo7A4T/MjibEbbPmEVsK0EVr7Qv4AT2UUldWOHxOa+1nuYVaMYMQhSfsHzi7B9o9QVK6ZtaW43RtUo26bmXNTnZN4zrUJSElnXnBJ6Bpf6jgaRRmIYo4qxU2bUiwfOtouckoTFF8bfzCWMzTezCLdkRy4XIa4zrUNTtVnprXKk+bupWZtjGCNOygzeNwcisc32x2NCFui1WvsSml7JVSocA54G+t9VbLpneUUruVUp8ppZzz3oMQRcSpUGN17NaPkmnnxE8bw/F1L09g7YpmJ7uucXfU4XRcMiv2nAb/EVCqkhy1iSLPqoVNa52htfYD3IEgpVRz4EWgMRAIVAJeuNZzlVLjlVIhSqkQmZVA2Lyt34NTWWg5ho1h5zkWnch97WqjlDI72XV1aliV2pVLM2vzcXAqA4EPwuE/ISbM7GhC3LJC6RWptb4IrAF6aK1PW05TpgDTgKA8njNZax2gtQ5wc3MrjJhC3JrE87B3kbFCtUt5Zm4+TuUyTtztXcPsZDdkZ6cY2dqLkOMX2HcqDgLHgp0DBJs/ObIQt8qavSLdlFIVLPdLAd2Ag0qpGpY2BfQH9lorgxCFYscMyEiFoHFEXrjM6gNnGRbkgbODbQzIvpHBLT1wcbQzjtrKVYdmA2DnbGPlbyGKIGsesdUA1iildgPbMK6xLQdmK6X2AHuAKsDbVswghHVlpMO2n6BOR3BrxOytJwC4t5XtDMi+kfKlHenvV4tfQ6OIu5wGrR+G1EsQOsfsaELcEmv2ityttfbXWvtorZtrrd+0tHfRWntb2kbm6DkpRNFzaAXER0Krh0hOy2D+tpN0bVKNWhVKmZ3spoxq40VyWiYLtp+EWi3BPRCCf5AB26JIkplHhLgdwZOhvAc07MHvu08Tm5jK6Da1zU5105rVLE9Lr4rM2nKczEwNrR6G2GNw9G+zowlx06SwCXGrzh2AiPWWDhf2zNxynLpuZWhXv7LZyW7J6DZeHI+5zLoj0dC0nzEmb8t3ZscS4qZJYRPiVgX/CPbO4D+a3ZEX2XXyIqNbe9l8F/+89GxegyplnY1OJPaORsE+tgbOHTQ7mhA3RQqbELciOQ52zQPvwVCmMnO2nqCUoz33tMz/Kr+2xsnBjmGBHqw5dI6oi0nQ8n6jcAf/YHY0IW6KFDYhbkXoHEhLhKBxJKSks2zXKXr71MDVxdHsZLdlaKAHGvhl20koUwV8BhsFPOmC2dGEyDcpbELcrMxM4zSkexDU9GP5rlNcTs1gWJD5K2TfLo9KpenQwI1fQk6ScaUTSdpl2DHT7GhC5JsUNiFu1rF/IDYMgsYDMHfbSRpULUsLT9ueFzK/7g3y4HRcMv8ePgfVvcGrvVHIM9LNjiZEvkhhE+JmBf8IZapC034cOB3PrpMXGRbkWWQ7jVztzibVqFLWmTlbTxoNrR82Fk+VtdpEESGFTYibERsOh/+CgPvBwYn5207iZG/HAP9aZicrMI72dgwOcOefg2c5E5cMDXsaY/WCfzQ7mhD5IoVNiJuxbQrY2UPL+0lOy2Dxjkjual6dSmWczE5WoIYFepCpYUHISbB3MAp5+L8QfcjsaELckBQ2IfIr9TLsnAVN+oBrDf7ce4b45HSGBxb9TiNX86pchvb1qzBvm6UTSYsxYO8kR22iSJDCJkR+7VlgjF+70mkk+ASelUrTum7RnGnkRoYFeRB1MYn1R6KNrv/NB8KuuTLrv7B5UtiEyA+tjXkhq3mDZxuORSewNTyWoYEe2NkVj04jV+vetDqVyzgxN9hYsYCgcZCaYIxrE8KGSWETIj9ObIaze41f7koxP+Qk9naKwUV4ppEbcXKwY1BLd1YfOMe5+GRj1v9aLY0Cr7XZ8YTIkxQ2IfIjeDK4lAfvwaSmZ7JoeyRdGlelqquL2cmsamigB+mZmgXbI42GoPEQcwSOrTU1lxDXI4VNiBuJPwUHfgP/UeBUmtUHznI+IZXhxWCmkRup61aW1nUrMW/bCWM5m6b9oXQV6UQibJoUNiFuJGQaZGZA4IMAzNt2khrlXejYsKrJwQrH8CBPTsYmsTHsPDi6QMsxxmDtC8fNjibENUlhE+J60lNg+zRoeBdUqkPkBWO9ssEBHtgX004jV7urWXUqlHZk3jbLTCQBDxhfQ34yL5QQ1yGFTYjr2b8MEqONTiPALyHGtaYhAcW308jVXBztucffnZX7zhCTkALl3aFxL2Ni5LQks+MJ8R9S2IS4nuDJUKke1O1CRqZmQchJOjRww71iabOTFaphQR6kZWgW74gyGoLGQ1Is7F1sbjAhrkEKmxB5ObUTIoONozU7O9YdjuZ0XHKxnGnkRhpWK0cLzwrM23YCrTXU7gBujY1FSKXrv7AxUtiEyEvwj+BYBvzuBYyZRiqXceLOJtVMDmaOYUGehEUnEnL8AihlFPzTuyAyxOxoQuRitcKmlHJRSgUrpXYppfYppd6wtNdRSm1VSh1VSs1XShWv2WNF8ZAYA3sWgu8wcCnPuUvJrD54jkEt3XFyKJl/D/b2qUFZZ4fsmUh8hoGzq3G6VggbYs3/oSlAF621L+AH9FBKtQY+AD7TWtcHLgBjrZhBiFuzcyZkpGR1Glm4PZKMTM3QEnga8orSTg709avJij2niUtKA+eyxtHsviWQcM7seEJksVph04YEy7eOlpsGugALLe0zgP7WyiDELcnMgG1TjetIVZuQmamZv+0kQXUqUdetrNnpTDU80JPktEyWhlo6kQQ+CJlpsH2GucGEyMGq51SUUvZKqVDgHPA3EAZc1FpfWWM+Eig+KzSK4uHQH8aK0ZZZ/LeEx3A85nKJmGnkRrzdy9Ospitzg08anUiqNIB6XYwxbRnpN96BEIXAqoVNa52htfYD3IEgoHF+n6uUGq+UClFKhURHR1srohD/FTwZXN2h0d0AzAs+iauLAz2b1zA5mG0YFuTJgdPx7ImKMxqCxsOlU3Dod3ODCWFRKFfBtdYXgTVAG6CCUsrBsskdiMrjOZO11gFa6wA3N7fCiCmEsUJ0+L8Q+ADYO3AhMZU/955hgH8tXBztzU5nE/r51cTF0Y65wZaZSBp0hwqeMn+ksBnW7BXpppSqYLlfCugGHMAocIMsDxsDLLVWBiFuWvCPxkrRLcYAsGRnFKkZmQwL8jQ5mO1wdXGkl3dNloVGkZiSDnb2xrW2iPVwdr/Z8YSw6hFbDWCNUmo3sA34W2u9HHgBeEYpdRSoDEy1YgYh8i853lghuvlAKFMFrTXztp3A16MCTWq4mp3OpgwP8iAxNYPfd582GvxHgYMLbJOjNmE+a/aK3K219tda+2itm2ut37S0H9NaB2mt62utB2utU6yVQYibsmuusUK0pYv/jhMXOXw2gWEluIt/Xlp6VaR+1bLM3WYZ01a6EjQfZKyunXTR1GxClMyRpkJcLTPT6DRSK8BYJRpjppEyTvb09a1pcjjbo5RiWKAHO09c5NCZS0Zj0DhIu2z8gSCEiaSwCQFwbA3EHM3q4h+XlMby3afo51+LMs4ON3hyyXRPC3ec7O2yZyKp6QfuQcZ1ysxMU7OJkk0KmxAAW7+HMlWhWX8AloZGkZyWyb3SaSRPlco40b1ZNZbsjCI5LcNoDBoPsWFw7B9zw4kSTQqbEOePwJGVEDgWHJzRWjNn6wm8a5Wnea3yZqezacODPIlLSuOvfWeMhqb9jD8QpOu/MJEUNiG2fm908besDB168iIHz1ximMw0ckNt6lbGo1Kp7NORDk7Q8j44/BfEhpuaTZRcUthEyZZ0AULngPdgKFsVMDqNlJZOI/liZ6cYFujJlmOxhJ9PNBoD7gdlByEykkeYQwqbKNl2zDR68rV6GID45DR+23Wavr41KefiaHK4omFwS3fs7RTzrnT9d60JTfrAjlmQetnccKJEksImSq6MdNg62ZjFv4YPAEtDT5GUlsFw6TSSb1VdXejSuCqLtkeSmm7pDRk0HpIvwt6F132uENYghU2UXAd/g/hIaP0IQFankaY1XPFxl04jN2N4kAfnE1L55+BZo8GrLVRtZowN1NrccKLEkcImSq4t30PF2tCwBwC7I+M4cDqe4a08UUqZm62IuaOBG9VdXbInRlbKGLB9Zg+c2GJuOFHiSGETJVPUdji5BYIeMibxxeg0UsrRnn5+0mnkZjnY2zEkwJ11R6KJvGC5ruYzBFwqwJZvTM0mSh4pbKJk2vI9OJUD/5EAJKSks2zXKfr41sBVOo3ckiGWOTV/CYk0GpzKGLP+H1gOMWEmJhMljRQ2UfLEn4Z9i42i5mLM2v/rzigup2bI8jS3wb1iaTo0cOOXbSdJz8jRicTeETbLUZsoPFLYRMmz7UfIzIBWxryQWmtmbT5Os5qu+HtUMDdbETeylSdn4pNZdcDSiaRcNfAZCqGzIfG8ueFEiSGFTZQsKQmwbSo07gWV6gKwNTyWQ2cvMbqNl3QauU13NqlGrQqlmLHpeHZj28chPdl434UoBFLYRMmyY6Yxvqrdk1lNszYfp3wpR/r61jIvVzFhb6e4t5Unm4/FcOSsZTkbt0ZGz9PgyZCWZG5AUSJIYRMlR0aaca3Hsy14BAFwNj6Zv/adYUiAO6Wc7E0OWDwMC/TAyd6OWVuuOmq7fN5YiFQIK5PCJkqOvYuNAdk5jtbmbD1BhtaMbO1lYrDipXJZZ3r71GDxjigSUtKNRq92UNMfNn8ta7UJq5PCJkoGrWHjF+DWBBp0ByAtI5O5wSfo2NANr8plTA5YvIxq40VCSjpLdli6/itlHLXFHIXDf5gbThR7UthEyXB0FZzbB+2eADvjY//XvjOcu5TC6DZytFbQ/Dwq4F2rPDM3H0dfmVKrST+o4AmbvjI3nCj2pLCJkmHjF+BaC5oPymqaufk4npVK07FhVRODFU9KKUa38eLIuQQ2H4sxGu0doPVjcGIznNxmbkBRrElhE8Vf5HaIWA+tHzUWwgT2RsURHB7LqNZe2NtJF39r6ONbk0plnPhpQ0R2o/9IcCkPm74wLZco/qxW2JRSHkqpNUqp/UqpfUqpJy3tryulopRSoZbb3dbKIAQAGz83fpm2HJPV9NOGcMo42TNUVsm2GhdHe0a29mL1wbMci04wGp3LGrORHFgO5w6aG1AUW9Y8YksHntVaNwVaA48ppZpatn2mtfaz3FZYMYMo6WLC4MBvxpyFzuUAOBefzG+7TzE4wEPmhbSyUa29cLS346eN4dmNrR4Bx1Kw4VPzgolizWqFTWt9Wmu9w3L/EnAAkBGwonBt+grsnbJWyAbj2lp6pub+drXNy1VCuJVzZoBfLRZuj+RCYqrRWKYyBDwAexZCbPj1dyDELSiUa2xKqdqAP7DV0jRBKbVbKfWTUqpiYWQQJVD8aQidA373Qlmjg0hyWgaztx6nW5Nq0sW/kIztUIfktEzmBJ/Ibmz7ONg5GKeJhShg+S5sSqn2Sqn7LffdlFJ18vm8ssAi4CmtdTzwHVAP8ANOA5/k8bzxSqkQpVRIdHR0fmMKkW3Tl5CZnmtA9uIdUVy4nMYD7fP18RUFoGG1ctzR0I3pmyJISc8wGstVNzqS7JwNcVHmBhTFTr4Km1LqNeAF4EVLkyPwcz6e54hR1GZrrRcDaK3Paq0ztNaZwI9A0LWeq7WerLUO0FoHuLm55SemENkunYWQn8B3GFQyipjWmp82htOspiut6lQyOWDJ8mD7OkRfSuG3XaezG9s9CTpTxrWJApffI7YBQF8gEUBrfQood70nKGOa9KnAAa31pznaa1y13703E1iIfNn8FWSkQodns5r+PRzN0XMJjG1fR2bxL2QdGlShUbVyTFl/LHvAdkUv4w+P7dMhQc7KiIKT38KWqo1PowZQSuXn4kQ7YBTQ5aqu/R8qpfYopXYDnYGnbyW4EHlKPG8skeI9GCrXy2qevO4Y1Vyd6e1T08RwJZNSirEd6nDwzCU2Ho3J3tD+aWNJmy2yEKkoOPktbL8opX4AKiilxgGrME4j5klrvUFrrbTWPjm79mutR2mtvS3tfbXWp6+3HyFu2uavjeVROvwvq2l35EU2hcUwtn0dnBxkXgIz9POrSZWyzkzZcCy7sUoDaNYfgqdA0gXTsoniJV//w7XWHwMLMa6XNQJe1VrLiXFhey7HQvCP0PwecGuY1fzDv8co5+LA8CBPE8OVbM4O9oxu48XaQ9HZa7WBcbo49ZLx7yZEAchv55E6wHqt9XNa6/8BGyxd+IWwLVu+hdSEXEdrEecT+WPvaUa29qKcDMg21cjWXjg72DFlfY7xa9W9oWFP498uOd68cKLYyO85mQVAzkWUMixtQtiOpAuw9Qdo0heqNc1q/nH9MRzs7WRAtg2oVMaJwQHuLN4ZyZm45OwNHZ/L/vcT4jblt7A5aK1Tr3xjue9knUhC3KKtP0BKPNzxXFZT9KUUFmyPZGALd6qWczExnLjioTvqkalhyvoc19pqtYRGdxtd/+Vam7hN+S1s0Uqpvle+UUr1A85bJ5IQtyA5zjiV1agX1PDJap6xKYK0jEzGdZAB2bbCo1Jp+vnWZPbWE9nTbAF0fglS4mCz9JAUtye/he1h4CWl1Aml1EmMwdoPWS+WEDdpy/dGceuYfbR2KTmNmZsj6NGsOnXdypoYTlzt4U71SErLYNqmiOzG6t7QtB9s+Q4SY/J8rhA3kt9ekWFa69ZAU6CJ1rqt1vqodaMJkU+XY41TWI17Q03/rOaZm48Tn5zOo53qmxhOXEvDauXo3rQaMzZFkJCSnr2h00uQmijrtYnbkt9ekc5KqXuBJ4BnlFKvKqVetW40IfJpw2dGT8gur2Q1XU5NZ+qGcDo1csPbvbyJ4UReHu1cn7ikNOZsPZ7dWLWxMbA++EdIOGdeOFGk5fdU5FKgH8Yaa4k5bkKYK/40BE8Gn6FQtUlW8+wtJ4hNTOXxLg1MDCeux8+jAu3qV+bH9eEkp2Vkb+g0EdJTjD9YhLgF+S1s7lrroVrrD7XWn1y5WTWZEPmx7iNjBv9OE7OaktMy+GHdMdrVr0xLL1kVyZY91qk+0ZdS+CXkZHZj5XrgO9yYFi3+lHnhRJGV38K2SSnlbdUkQtys2HDYMQNajMmawR9gXvAJziekMKGzHK3Zujb1KhNYuyLfrgnLXtIGjE5AOgPWfWxeOFFk5bewtQe2K6UOWRYIvTKJsRDmWfu+sVhljnFrKenG0Vpg7Yq0ritL09g6pRRPdW3ImfhkftmW46itYm1oMRp2zIQLx/N8vhDXkt/C1hNoAHQH+gC9LV+FMMe5A7B7PgSNB9fslZAWbY/idFwyj3dpIEvTFBFtLUdt31x91Nbhf6DsYO175oUTRVJ+u/sf11ofB5Iwlq7JWsJGCFOseQecyhrLnlikpGfw9T9H8POoQIcGVUwMJ25Gnkdt5WtB64dh1zw4s8e8gKLIyW93/75KqSNAOPAvEAH8YcVcQuQtajsc+A3aPg6ls083zgs+yam4ZJ7t3lCO1oqYPI/a2j8NLuXh79fMCyeKnPyeinwLaA0c1lrXAe4EtlgtlRB50RpWvQGlKkHrR7Kak9My+GbNUYJqV6J9fTlaK2ryPGorVdG4hhq2GsLWmBdQFCn5LWxpWusYwE4pZae1XgMEWDGXENd25G8I/9fo3u/imtX885bjnLuUIkdrRdiVo7av1xzNPa4taByU94S/X4XMzLx3IIRFfgvbRaVUWWAdMFsp9QUyQFsUtox0+HsSVKoHLe/Pak5MSefbtWG0r1+FVnUrmxhQ3A6lFP/r3oiz8SnM2pyjJ6SDszGrzJndsHeReQFFkZHfwtYPo+PI08CfQBjSK1IUtp2zIPogdHsDHLJXTZq+KYLYxFSe6d7wOk8WRUGrupW5o6Eb3649yqXktOwN3oONSZL/edOYlUSI68hvr8hErXWG1jpdaz1Da/2l5dSkEIUj5RKseRc82xiTHVvEJ6cxed0xujSuSgtPmWWkOHiueyMuXE7Lvcq2nR10exMunoBtU8wLJ4qE6xY2pdQGy9dLSqn4HLdLSilZw10Uno1fQuI56P425LiG9sO/YcQlpfFMNzlaKy683ctzt3d1pqw/RkxCjqOzel2M27qPIOmiafmE7btuYdNat7d8Lae1ds1xK6e1dr3ec4UoMPGnjGVpmg8E9+w+S2fjk5m6IZx+fjVpXktm8C9OnunWiKS0DL5bG5Z7Q9c3jKK24VNTcomi4YanIpVS9kqpgze7Y6WUh1JqjVJqv1Jqn1LqSUt7JaXU30qpI5avcv5IXN8/7xjzBt6ZeyzT56uOkJGpebZbI5OCCWupX7UsA1u4M3PLcU5dTMreUMMHfIcZi5HGhue9A1Gi3bCwaa0zgENKKc+b3Hc68KzWuinGGLjHlFJNgYnAaq11A2C15Xshru3MHgidDa0ehopeWc1HzyXwS8hJRrTywrNyaRMDCmt5ynJ6+ZOVh3NvuPM1sHOEla9c41lC5L9XZEVgn1JqtVJq2ZXb9Z6gtT6ttd5huX8JOADUwuhhOcPysBlA/1tKLoo/rY1fXqUqQIdnc236+K9DuDjYMaGLrI5dXNWqUIr729Vm8c5I9kbFZW9wrQEdnoGDy+HYWtPyCduV38I2CWPi4zeBT3Lc8kUpVRvwB7YC1bTWpy2bzgDV8rsfUcIcWmH84uo40ShuFjtOXODPfWcYf0c9qpR1Ni2esL5HO9WnQilH3l1xAK1zTE/bZgJU8IQ/XzTGNwqRQ367+/97rVt+nmsZ2L0IeEprnasnpTY+qdecTFkpNV4pFaKUComOjs7PS4niJC3J+KXl1gQCx2Y1a615b8UBqpR14sEOda6zA1EclC/lyFNdG7IpLIY1h85lb3B0ge7vwLn9sGO6afmEbcrvJMitlVLblFIJSqlUpVRGfrr7K6UcMYrabK31YkvzWaVUDcv2GsC5az1Xaz1Zax2gtQ5wc3PL308jio9NX8PF49DzA7B3zGpesecM2yIu8Gz3RpRxdjAxoCgs97bypG6VMry74iDpGTmm1GrSB2p3MDoXXY41L6CwOfk9Ffk1MBw4ApQCHgS+ud4TlDFh31TggNY6Z9/cZcAYy/0xwNKbCSxKgIsnYf0n0LQf1O2Y1ZyclsG7Kw7QuHo5hgR4mBhQFCZHezsm9mzM0XMJzM05QbJS0OM9SL4I/35gWj5he/Jb2NBaHwXsLTOQTAN63OAp7YBRQBelVKjldjfwPtDNsgxOV8v3QmS70tut+9u5mqduCCfqYhKv9mmKvZ1MdFySdGtajVZ1KvH534dzT7VV3Rta3gfBP8K5mx6VJIqp/Ba2y0opJyBUKfWhUurpGz1Xa71Ba6201j5aaz/LbYXWOkZrfafWuoHWuqvWWs4hiGzh62D/r8Y6XBWyR5ici0/m2zVH6d60Gm3rybI0JY1Sild6NSUmMfW/g7Y7vwzOZeGvF42etKLEy29hG2V57ASMWf09gIHWCiVKqIx0+OMFo6C1eyLXpo9XHiI1I5OX7m5iUjhhNm/38gzwr5V15J6lTBXo9CKE/WMMARAlXn4LW0uMTozxWus3tNbPWE5NClFwQqYavdzuehccS2U1742KY8H2SO5rW5vaVcqYGFCY7bm7jFlmPvzzqtOOgeOgWnP4YyKkJJiQTNiS/Ba2PsBhpdQspVRvpZR0RxMFK/E8rHkH6nbONXu/1po3l++nYmknJnRpYGJAYQtqVijFQ3fUZWnoKbYey7HAiL0D9PoU4iNh3YfmBRQ2Ib/j2O4H6gMLMHpHhimlZO0IUXBWvgKpiUb3/hyz9/+17wzB4bE8060h5Us5XmcHoqR4pFN9alUoxWvL9uXu/u/ZCvxHwuZv4NwB8wIK091Mr8g04A9gHrAdmQpLFJTwdbBrLrR9AtyyJzROTsvgnRUHaFStHMMCpXu/MJRysmdS76YcPHOJn7ccz72x65vgXA5+f1Y6kpRg+R2g3VMpNR1jHNtAYApQ3Yq5REmRngLLn4EKXnDHc7k2fbs2jJOxSbzWpykO9vn+G0yUAHc1q0aHBlX45O/DnM+5ZluZytD1dTi+EXbPNy2fMFd+f1uMBn4FGmmt77N025cJ2sTt2/gFxBwxro84Zc/SH34+ke//DaOvb03a1pfu/SI3pRSv921GcloGH/xxVUcS/9FQK8A4vZ10wZyAwlT5vcY2HNiMMbC6t1KqqnVjiRIhJgzWfQzNBkCDrlnNWmteW7YPJ3s7Xukl3fvFtdVzK8vY9nVZsD2SHSdyFDA7O+j9KVyOgX/eznsHotjK76nIwUAwMBgYAmxVSg2yZjBRzGkNvz8DDs7QI/fkM3/uPcO6w9E8060hVV1dTAooioLHu9Snmqszry7dS0ZmjmtqNXwhaDxsmwpR280LKEyR31ORrwCBWusxWuvRQBDGUjZC3Jo9C40lae58FcplX65NSEnnjd/206SGK6PbeOX9fCGAMs4OvNyrKXuj4pm37UTujZ1fMj5by56AjLRr70AUS/ktbHZa65yz8MfcxHOFyC3pgjH9Uc0WEPBArk1frj7Cmfhk3u7fXDqMiHzp41OD1nUr8dFfh4jJ2ZHEpTz0+gTO7jWu5YoSI7+/Of5USv2llLpPKXUf8DuwwnqxRLG26nXj+kefz8HOPqv50JlL/LQhnKEBHrT0qmhaPFG0KKV4q19zElPSefv3q8avNe5lrBLx74dw/og5AUWhu25hU0rVV0q101o/B/wA+Fhum4HJhZBPFDfH/oXt06HNY8Z1EAutNZOW7qWsiwMv9GxsXj5RJDWoVo5HOtVnyc4o1h2+amHinh8ZU7QtexwyM6+9A1Gs3OiI7XMgHkBrvdgyR+QzwBLLNiHyLzXR+OVSqS50einXpgXbIwkOj+WFHo2pVMbJpICiKHu0Uz3qupXh5V/3kJSakb2hXDW46x04sRm2TzMvoCg0Nyps1bTWe65utLTVtkoiUXz987axKnbfr3ONWTt3KZm3l+8nsHZFhsoCouIWuTja8+4Ab07GJvH56sO5N/qNgDod4e/XIC7KnICi0NyosFW4zrZS19kmRG4ntsKW7yDwQajdLtem15ftIzk9k/cH+mAnC4iK29C6bmWGBXowZX04e6PisjcoZVzTzUyX6bZKgBsVthCl1LirG5VSD2LMFynEjaUlw7IJUN7dmO4ohz/3nmHFnjM8eWcD6rmVNSefKFZe7NmEiqWdeHHxntxj2yrVNYYAHP4D9i02L6CwuhsVtqeA+5VSa5VSn1hu/wJjgSetnk4UD/9+AOcPQ58vjAlqLeIupzFp6V6a1nBl/B11TQwoipPypR15rU9T9kTFMX1TRO6NrR+Fmv6w4jlIiL7m80XRd93CprU+q7VuC7wBRFhub2it22itz1g/nijyToUaY4j8RkL9O3NtenfFAWISUvhgoA+OMmZNFKDePjXo3MiNT1YeIvLC5ewN9g7Q/ztIuQTLn5JTksVUfueKXKO1/spy+8faoUQxkZ4KSydAmSpwV+45+zYePc/8kJOMu6Mu3u7lTQooiiulFG/1bw7AxEV70DkLWNUm0OUVOLgc9iwwKaGwJvkzWVjPv+/D2T3Q+3MolT3gOik1gxcX76F25dI83bWheflEseZesTQv3d2EDUfPMyf4qum22kwAj1aw4n8Qf8qcgMJqpLAJ6zgZDBs+M1Y0bnx3rk0frzzEidjLvHePDy6O9nnsQIjbN6KVJ+3rV+Gd3w9wMjbHKUk7e+OUZHqqMZeknJIsVqSwiYKXmghLHgJXd7jrvVybthyL4aeN4Yxo5UmbepVNCihKCqUU7w/0xk4pnl+4m8ycvSQr14Nub8DRv2HnLPNCigJntcKmlPpJKXVOKbU3R9vrSqkopVSo5Xb39fYhiqiVkyA2HAZ8By6uWc0JKek8t3AXHpZTREIUBveKpXmlVxM2H4vh563Hc28MHAe1O8CfL8HFE9fegShyrHnENh3ocY32z7TWfpabTKRc3BxdBSFTjbkga7fPtemd3w8QeSGJT4b4UsbZwaSAoiQaGujBHQ3deG/FQU7E5DwlaQf9vgE0LH1M5pIsJqxW2LTW64BYa+1f2KDLsUYvSLfG0CX3cn1rDp1jbvAJxneoS2DtSiYFFCWVUooPBnrjYK/438JduU9JVvSCu96F8HWw5VvzQooCY8Y1tglKqd2WU5V5rk2ilBqvlApRSoVER8tAyiJhxXOQGA0DfgDH7JWvL15O5YWFu2lYrSxPd5NekMIcNcqX4tXeTQkOj/3vwO0Wo6Fxb1j9BpzebUo+UXAKu7B9B9QD/IDTwCd5PVBrPVlrHaC1DnBzcyukeOKW7V4AexdCx4lQ0y/XpleX7iM2MZVPh/hJL0hhqkEt3bmzcVXe//Mgh89eyt6gFPT5EkpVgkUPQurlvHcibF6hFjbLTCYZWutM4EcgqDBfX1hJbDgsf9oYF9T+6Vybft99mmW7TvHEnQ1oXksGYgtzGb0kfSjn7MATc3eSkp5jeZsylY0OT+cPwd+T8t6JsHmFWtiUUjVyfDsA2JvXY0URkZFm/IWr7GDgFGPKIoszccm88usefNzL80ineiaGFCKbWzlnPhrsw8Ezl/joz0O5N9brYgze3jYFDv1pTkBx26zZ3X8uxkrbjZRSkUqpscCHSqk9SqndQGfg6evuRNi+te9BVIixJEgFz6zmjEzNM7+EkpyWyWdD/WQuSGFTujSuxqjWXkzZEM6GI+dzb7zzVajmbfSSvHTWnIDitlizV+RwrXUNrbWj1tpdaz1Vaz1Ka+2ttfbRWvfVWp+21uuLQhC+DtZ/aswu0vyeXJsmrzvGprAYXu/bVJajETbppbubUM+tDM8uCOVCYmr2Bgdn4+xDagIsfVRmJSmC5M9ocWsux8Lih4zZG3p+mGtT6MmLfLLyEL28azBEVsQWNqqUkz1fDPMnNjGVFxdfPVFyY+j+tjEuU4YAFDlS2MTN09oYr5YYDQOnglOZrE0JKek8OW8n1VxdePceb5SSFbGF7Wpeqzz/696IP/edYUFIZO6NgQ8aQwD+fg0iZV3lokQKm7h526bAod+Nefb+07V/LydjL/P5MD/Kl3I0J58QN2Fch7q0qVuZ13/bx9FzCdkblIJ+X0O5GrDgPki6YFpGcXOksImbc2on/PUS1O8GrR7JtWlpaBSLd0TxeJcGMruIKDLs7BSfDTXGWE6Ys4PktBxDAEpVhMHT4NIp4yyFXG8rEqSwifxLugi/jIEyVeGeycY8exYnYi7z8pK9BHhV5PEu9c3LKMQtqF7ehU+H+HLwzCXe+G1f7o3uAdD1DWNh0q0/mBNQ3BQpbCJ/tGWS2Pgo4y/Y0tlHZMlpGTwyezv2dorPh/nhIF37RRHUqVFVHulUj7nBJ1kaGpV7Y5vHoGFPWPkKRMn1Nlsnv4FE/mz+xviLtdtb4JF7wpg3l+9n36l4Ph3ii3vF0iYFFOL2PdutIQFeFXlp8R6ORV91va3/t1CuOiy43zh7IWyWFDZxYye2wqrXjB5irXNfV/t1ZxRztp7g4Y71uLNJNZMCClEwHOzt+Opef5wc7Hhszs7c19tKV4JBPxlnLZY+JtfbbJgUNnF9ieeNHmHl3Y11q3J03z9y9hIvLt5DUJ1K/K+7zNovioca5Uvx6RA/DpyO583l+3Nv9AiCbm8aZy82fGZOQHFDUthE3jIzYPF4uBwDg2dAqQpZmxJT0nlk9g7KONvz9XB/ua4mipXOjavyUMe6zNl64r/X21o/Cs3ugX/egrA15gQU1yW/jUTe1rwDYauh5we5xqtprXl5iXEN4sth/lR1dcl7H0IUUf/r3oigOpV4YdFu9p+Kz96gFPT9Cqo0gkVj4eJJ80KKa5LCJq5t/1JY/wm0GAMB9+faNHvrCX4NPcXTXRvStn4VkwIKYV2O9nZ8c28Lypdy5KGfQ7h4Ocd8ks5lYejPxuoWv4yCtGTzgor/kMIm/uvcAVjyCLgHwt0f5doUEhHLG7/to1MjNx7rLOPVRPHmVs6Z70a25ExcMk/OCyUjM0eHkSr1YcD3xqQFfzxnXkjxH1LYRG5JF2HevcZfpENmGTOdW5yOS+Lhn3fgXrE0Xwzzx85O5oEUxV8Lz4q80bc5/x6O5vNVh3NvbNwL2j8DO2bC9hnmBBT/IYVNZMvMhMXj4OIJGDITXLPXhU1Oy+DhWdtJSk1n8qiWMg+kKFGGB3kwNMCDr/45ysp9Z3Jv7PIK1O0MK/4HJ4PNCShykcImsq19F46sNDqLeLbOajY6i+xlV2Qcnw31o0G1ciaGFKLwKaV4o18zfN3L88wvuwjLOXjbzt4Y3+ZaC+aNgLjIvHckCoUUNmHY9yus+wj8R0HA2Fybpm2MYNGOSJ7q2oDuzaqbk08Ik7k42vPdyJY4O9gxbkYIcZfTsjeWrgT3zof0ZJg7HFITzQsqpLAJIGoHLHkYPFrB3R/nGoS96eh53llxgO5Nq/FElwYmhhTCfDUrlOL7US2JvJDEo3O2k5aRmb3RrZGxPuGZPfDrI8apfWEKKWwlXVyU8RdmWTcYOhscs8ekhZ9P5NE5O6hbpQyfDvWTziJCAIG1K/HePd5sPBrD68v25V55u2F36P6WMVxm3Yd570RYlYPZAYSJUhNh7jDj66glRnGzuJCYygPTt2GnFFPGBFDWWT4qQlwxsKU7R6MT+G5tGPWrluX+dnWyN7aZYAyZWfuecRTXbIB5QUsoOWIrqTIzjemyzu41LnxXa5q1KSU9g4dmbSfqQhKTR7XEq3IZE4MKYZue696Iu5pV463l+1lz6Fz2BqWg92fgHmSMBz2107yQJZQUtpLqH8tErne9a5w+sdBaM3HRHoIjYvlosA8BshK2ENd0ZeXtJjVceXzOTg6fvZS90cEZhs2GMm4wZ6gxhEYUGqsVNqXUT0qpc0qpvTnaKiml/lZKHbF8rWit1xfXsXO2MTN5y/uh1cO5Nn2x+ghLdkbxbLeG9POrZVJAIYqG0k4OTBkTQGknex6Yvo1zl3JMrVW2KoxYYEy3NXuwrOFWiKx5xDYd6HFV20Rgtda6AbDa8r0oTEdXw29PQN1OxnRZOXpALtkZyeerjjCwhTsTush0WULkR43ypZgyJoDYxFTun7aNS8k5hgFUbQzDfoaYMJg/EtJTzAtaglitsGmt1wGxVzX3A67MOzMD6G+t1xfXcCoUfhkNVZsY02XZZ88esjkshhcW7qF1XaPHl1LSA1KI/PJxr8C3I1pw6MwlHv55O6npObr617nDWH07Yj0se1wWKC0EhX2NrZrW+rTl/hlAllwuLBcijNMhpSrCvQvAxTVr096oOMbNDMGrcmm+H9kSJwe59CrEzerUqCrvD/Rh49EYnlu4i8ycEyb7DDGm3to931gOSliVaX24tdZaKZXnny5KqfHAeABPT89Cy1UsXY6FnwdBRirctzzXHJDh5xMZ81Mw5Us5MnNsEBVKO5kYVIiibVBLd85dSubDPw9RtZwzL/fK7m1Mh/8ZnUjWfQTlPaDlGPOCFnOFXdjOKqVqaK1PK6VqAOfyeqDWejIwGSAgIECO3W9VWlJ2r6zRS41xNRZn45MZNXUrGpg1Noga5UuZl1OIYuKRjvU4G5fMj+vDqebqwoMd6hoblIJen0L8KVj+lDENV5M+pmYtrgr7nNMy4MqfKWOApYX8+iVLRjosehAit8HAKeDVJmtT3OU0Rk8N5kJiKjPuD6KuW1kTgwpRfCileLVPM+72rs7bvx9g0fYckyLbOxorZ9RqCQsfgPB15gUtxqzZ3X8usBlopJSKVEqNBd4HuimljgBdLd8La8jMhGUTjLFqPT+Epn2zNiWlZjB2xjbCzyfy4+gAvN3LmxhUiOLH3k7x6RA/2tWvzHMLd/H77tPZG53KwL2/QKV6xnR2UTvMC1pMWbNX5HCtdQ2ttaPW2l1rPVVrHaO1vlNr3UBr3VVrfXWvSVEQtIY/J8KuudD5ZWg1PmtTcloGD/28nR0nLvDFMD/a1q9iYlAhii8XR3t+HB1AS6+KPDlvJ6v2n83eWLoSjFpsfJ09CM4fMS9oMSTd34qjNe9A8A/GnHV3ZC9Zn5KewSM/b2fd4WjeH+hDT+8a19mJEOJ2lXZy4Kf7AmlW05VHZ+9g/ZHo7I2uNWHUr6DsYGZ/WcetAElhK242fmn0umoxGrq/nTUAOzU9k8dm72TNoWjeu8ebIQEeJgcVomQo5+LIjAeCqOtWhnEzQ9h6LCZ7Y+V6MHIRpMTDrAGQEJ33jkS+SWErTrZPh78nGbOJ9/48q6ilZWTy+NwdrDpwlrf6N2d4kAyfEKIwVSjtxM8PtqJWhVI8MH0bO09cyN5Yw9dYpPTiSZjZDxJj8t6RyBcpbMXFrvnw21NQvxsMmGwsVw+kZ2Ty5Lyd/LXvLK/3acqo1l7m5hSihKpS1pk541pTpZwzo6YGExKRo4uBV1u4dx7EhsGsfpB0Ie8diRuSwlYc7P4Ffn0Y6nQwuhI7GIOs0zIyeWp+KCv2nOGVXk24L+eaUUKIQlfN1YV541tTtZwzo38KZlPY+eyNdTsZi/1GH4JZ90BynGk5izopbEXdnoWw5CHwagfD54NTacDo/fjIzztYvvs0L/ZsnD1IVAhhqhrlSzHvoda4VyzF/dO28e/hHNfVGnQ15nE9s8eYLSjlUt47EnmSwlaU7V0Ei8eBZ1vjHL2lqCWmpDN2xjbjmlq/ZjzUsZ7JQYUQOVUt58K88W2o51aWcTNCcg8FaNQDBk+DqO0we4ixwr24KVLYiqq9i2HROPBsAyN+MQZ9AnFJaYyaupXNYTF8MtiXUW1qm5tTCHFNlco4MWdcK5rUKMfDP29nxZ4cg7ib9DFmCzq5BX4eCMnx5gUtgqSwFUV7FxtTZXm0MmYwsBS18wkpDJu8hT1RcXw7ogUDW7qbHFQIcT0VSjsx68FW+HpUYMKcHcwNzrHSdvN7YNBPxpR4swbIQqU3QQpbUbNzNiwaCx5BxpGaszHHY9TFJIb8sJnw8wlMGRNIj+Yy+FqIosDVxZFZY4O4o6EbLy7ewxerjqCvrNnWbIDRIez0LpjZ11ipQ9yQFLaiJPhHWPoo1OloDOp0LgfAvlNxDPhmI9GXUpg1thUdG7qZHFQIcTNKOznw4+gABrZw57NVh3nl171kXFnPrXEvGD4Xzh2E6b1lEHc+SGErKjZ8Div+B43uhuHzsk4//ns4miHfb8bBTrHokbYE1q5kbk4hxC1xtLfj48E+PNKpHrO3nuDR2dtJTsswNjboZpyhiT0G0++G+NPX31kJJ4XN1mkN/7wDq16D5oOM0xKOLgD8su0kD0zfhmflMix5rB0Nq5UzOawQ4nYopXihR2Ne69OUlfvPMnpqMBcvpxob63YyztTEn4JpPYwiJ65JCpsty8yEv16CdR8acz/eMxnsHdFa89nfh3l+0W7a1qvMLw+1ppqri9lphRAF5P52dfhymD+hJy8y4NtNHItOMDbUbgejlxmDt6feZYx3E/8hhc1WpacaA6+3fAutHoE+X4KdPclpGTzzyy6+WH2EQS3d+em+QMq5OJqdVghRwPr41mT2uFbEJaXR/5uNbDxqmaXEvSU88JexaOm0XnB8s7lBbZAUNluUkgBzh8KeX+DOV6HHe6AUZ+OTGTp5C0t2RvFMt4Z8NMgHR3v5JxSiuAqsXYmlj7WjenkXRv8UzOytx40Nbo2M4la2KszqD4f+NDWnrZHfirYmIRpm9IZj/0Lfr6HDs6AUoScv0uerDRw5e4nvR7bkiTsboCyz9wshii+PSqVZ9Ehb7mhQhZeX7OX1ZftIz8iECh7wwJ/g1hjm3Quhc82OajOksNmSCxHwU3c4dwCGzYYWowBYvCOSIT9sxtnRjsWPtqVH8+rm5hRCFKpyLo5MGRPIg+3rMH1TBPdN20ZsYiqUqQL3LTeuvf36sLEW45UxcCWYFDZbcWonTO1uDMAcvQwa9SQ9I5N3VxzgmV920dKzIksfa0/j6q5mJxVCmMDeTvFK76Z8OMiH4IhY+ny1gV0nLxrjWUcsBO8h8M/bsOxxyEgzO66ppLDZgoO/w7S7wd7JOLXg2Yqz8cnc++NWJq87xug2XswcG0SlMk5mJxVCmGxIgAeLHm4LwODvNzM3+ATa3snoNX3Hc7BzFsweXKLnl5TCZiatYfM3MG+EcZ78wdVQtQmbjp6n15fr2RMVxxfD/HizX3PpJCKEyOLtXp7lj7endb3KvLh4Dy8s2k1yeiZ0ecW4Nh+xHn7qAXGRZkc1hfy2NEtGOvz+rDFOrUlvuO93MstU5et/jjBy6lYqlHZi2YR29POrZXZSIYQNqljGiWn3BfJEl/r8EhLJwO8s491ajIIRCyDuJEzpCqd3mx210JlS2JRSEUqpPUqpUKVUiBkZTJUcD3OGQMhUaPckDJ5JTKo9D8zYxscrD9PXtyZLH2tHA5lJRAhxHfZ2ime6N2LqmACiLibR+6sNLNoeCfW6GJc1lD1M6wlH/jY7aqFS2oQeNEqpCCBAa33+Ro8FCAgI0CEhxaT+XTwJc4ZC9EHo/Sm0vI/1R6J55pddxCWl8Wrvpoxo5Sld+YUQN+XUxSSemh9KcHgsA/xr8Vb/5pRNiTb+iD67F7q/A60fgWL0u0UptV1rHXB1u5yKLEyRITDlTuMUwchFpPiO4u3l+xk1NZgKpRxZ+lg7Rrb2kqImhLhpNSuUYu641jzVtQFLQ6Po/eV69sSXhvv/MCZP/+tFWDoB0lPMjmp1ZhU2DaxUSm1XSo03KUPh2vmzcUrAwQXGruRouUAGfLOJKRvCGd3Gi98eb0+TGtKVXwhx6+ztFE91bcjcca1JSc/knu828t3ms2QMngkdJ0Loz8bSN5fOmh3Vqsw6FVlLax2llKoK/A08rrVed9VjxgPjATw9PVseP3680HMWiIw0+OtlCP4B6nQkc+A0Zu+5xDsrDlDayYEPB/rQtWk1s1MKIYqZC4mpvLRkD3/sPUOAV0U+GeKL15m/4ddHoFRFYxKImv5mx7wteZ2KNKWw5Qqg1OtAgtb647weU2SvsSXGwIIxRtfb1o8RGTiRF5bsZ+PRGDo0qMIng32pKrPyCyGsRGvN0tBTTFpqLFz6cq8m3Ot5ETVvBCRGQ79vwHuQ2TFvmc1cY1NKlVFKlbtyH+gO7C3sHFZ3ejdM7gQng9H9v2NepYfp8eVmQk9c5N0B3sx8IEiKmhDCqpRS9PevxV9P3UELz4q8vGQv9/2RwrnhfxhHa4vGwqo3IDPD7KgFqtCP2JRSdYEllm8dgDla63eu95wid8S2dxH8+hiUqsj53lN5dqMD/x6Opk3dynw4yAePSqXNTiiEKGEyMzWzthznvT8O4Ghvxys96jPk3BeoHTOg3p0wcAqUrmR2zJtis6ci86PIFLaMNFj9Bmz6Cu3RmoX13+XNf86TnqmZ2LMxo1p7YWcnPR6FEOYJP5/Ii4t3s+VYLK3rVOTrxnupsu5lKFsdhs4sUtfdpLBZ26UzsOB+OLGJi81G81D0ILaeSKBd/cq809+b2lXKmJ1QCCEA49rbvG0neXfFAVLTM3knKI2BRyeiEs9Dr4+hxWizI+aLFDZrCl8PCx9ApyawovZEntrfgLLODrzSqyn3tKgl49KEEDbpbHwyry7dy1/7ztKmuubHMt9TNmq9Udh6fgSOtt0PwGY6jxQrmZmw4TOY2ZfL9mV5wOEDHttTnz6+NVn9bCcGtnSXoiaEsFnVXF34YVQA341owdFEF/zDH2Zjzftgx0z46S64eMLsiLfEwewARVbSRWM8yKEV7HLtzL3nRlKlcmV+HutN+wZVzE4nhBD51tO7Bm3rVeG9Pw4wYlt3BpWtznvRX+Pwwx2oAZOhYXezI94UOWK7Fad3oSd3JPPwSt7nPgbFjGN0p+b89dQdUtSEEEVS+dKOvD/Qh0WPtOWAa3u6Jr7JibQKMGcw/P1akVq8VI7YbtaOmWQuf5YYXY6Hkl+hbIN2/NmnKfXcypqdTAghbltLr4osm9CeOcGeDPqzKk9nTOPejZ+TcXwz9oOnQXnbX0pLOo/kV0oCl399ktIHFrI+ozkflv0fj/duQ7em1eQ6mhCiWIpJSOHDPw+RtGM+7zlNwcHJBadBP6Js5NSk9Iq8DSknQ7k8ZxSul0/ynb4HfcfzjOvYABdHe9MyCSFEYdl+/ALfL/6LZy68QxO7E5zxeYTq/d4Ge3NP+klhuwWZGZns/vVjmuz5kAu6LHNqTWLI4OG4V5SZQ4QQJUtGpubX4KOolS9yT+bfhJVqTunhM6jhWd+0TFLYbtLW/WGkL5lAu7RNhDgGoAZ8R8umDQs1gxBC2JrElHT+XfgNHQ+/SyqOrGr8Jj0GjKKci2OhZ5HClk9Hz11i/uLFjDn9JtXVBQ42e5qm97yEnb2cdhRCiCvOHttD+vwx1EoJ42fVB/turzGoVT0c7Quvs70Uths4F5/Ml6sOUW7Hdzxj/wtJparhPGw6zrVbWfV1hRCiyEpL4vzi56hyYBZ7M2vzUdnnGNLjTno2r14o8+JKYcvDhcRUvv83jOWbQ3lXfUdHu12kNuyD04CvoVQFq7ymEEIUJ/rActKWPEZmahKvpo3mQLV+PN+zMe3rV7Fqr/G8CluJHcd2KTmNqRvCmbI+nFbpwfzpMoUyJEOPT3AKGAvShV8IIfJFNemNU60W6MUP8WHEj6y+uI/Hpt5H83pePN+jMX4eFQo3T0k7YktOy2Dm5gi+WxtG0uUEfqi6hI7xy6Bac2M9oqpNCuR1hBCixMnMgI1foNe8Q6KTG0+mPsrqy/W4q1k1nunWiEbVyxXoy5X4U5Gp6ZnMDznJV6uPcO5SCqNqX+TlpE9wiQuDNhPgzlfBwbmAEgshRAkWuR0WjUVfPM5W97E8fKILcama3j41eaprgwKbqalEF7ZTF5MY8sNmIi8kEeRVno9rrcMz9FMoUwX6fwf1OhdgWiGEEKRcghXPwa65pNcKZKrbS3yxI5XktAye6tqQJ+5scNsvUaKXranu6kKrOpWZO8Sd+aXex3PHB9CoBzyySYqaEEJYg3M5GPA93DMFh/OHeGj/KLb2PMPYdrVpXsvVqi9dIjqP2NkpPmkaBsufgox06Ps1+I+UDiJCCGFtPoPBsxUseYRyfz3Jy417g8eXVn3JEnHExoXjsHgcVK4PD6+HFqOkqAkhRGGp4AljlkG3t+DISlj9hlVfrkQcsVHRC0YvA48gsC/8aV+EEKLEs7OHdk8Yl39crbv0TckobAC125mdQAghRHVvq7+EKacilVI9lFKHlFJHlVITzcgghBCieCr0wqaUsge+AXoCTYHhSqmmhZ1DCCFE8WTGEVsQcFRrfUxrnQrMA/qZkEMIIUQxZEZhqwWczPF9pKVNCCGEuG02291fKTVeKRWilAqJjo42O44QQogiwozCFgV45Pje3dKWi9Z6stY6QGsd4ObmVmjhhBBCFG1mFLZtQAOlVB2llBMwDFhmQg4hhBDFUKGPY9NapyulJgB/AfbAT1rrfYWdQwghRPFkygBtrfUKYIUZry2EEKJ4s9nOI0IIIcStKBLrsSmlooHjBbCrKsD5AthPYZG81lfUMhe1vFD0Mkte6yuozF5a6//0LiwSha2gKKVCrrUona2SvNZX1DIXtbxQ9DJLXuuzdmY5FSmEEKJYkcImhBCiWClphW2y2QFukuS1vqKWuajlhaKXWfJan1Uzl6hrbEIIIYq/knbEJoQQopgrloVNKTVYKbVPKZWplAq4atuLlgVODyml7srRbjOLnyql5iulQi23CKVUqKW9tlIqKce2783MeYVS6nWlVFSOXHfn2HbN99tMSqmPlFIHlVK7lVJLlFIVLO02+f5eYUuf0WtRSnkopdYopfZb/v89aWnP8/NhCyz/x/ZYsoVY2ioppf5WSh2xfK1odk4ApVSjHO9jqFIqXin1lC29x0qpn5RS55RSe3O0XfP9VIYvLZ/p3UqpFgUSQmtd7G5AE6ARsBYIyNHeFNgFOAN1gDCMab3sLffrAk6WxzQ1++ewZP4EeNVyvzaw1+xM18j4OvC/a7Rf8/22gbzdAQfL/Q+AD2z5/bVks9nPaI6MNYAWlvvlgMOWz8A1Px+2cgMigCpXtX0ITLTcn3jlM2JLN8tn4gzgZUvvMXAH0CLn/6W83k/gbuAPQAGtga0FkaFYHrFprQ9orQ9dY1M/YJ7WOkVrHQ4cxVj41CYXP1VKKWAIMNfsLLcor/fbVFrrlVrrdMu3WzBWmLB1NvkZzUlrfVprvcNy/xJwgKK71mI/YIbl/gygv3lR8nQnEKa1LojJKwqM1nodEHtVc17vZz9gpjZsASoopWrcboZiWdiuI69FTm118dMOwFmt9ZEcbXWUUjuVUv8qpTqYFewaJlhOJfyU47SNrb6vOT2A8RfjFbb6/haF9zKLUqo24A9stTRd6/NhKzSwUim1XSk13tJWTWt92nL/DFDNnGjXNYzcf/Ta8nuc1/tplc91kS1sSqlVSqm917jZ1F+xecln/uHk/uCeBjy11v7AM8AcpZSrDeT9DqgH+FkyflIYma4nP++vUuplIB2YbWky7f0tTpRSZYFFwFNa63hs8PNxlfZa6xZAT+AxpdQdOTdq45yZTXUfV8aSX32BBZYmW3+PsxTG+2nK7P4FQWvd9Raedr1FTm+4+GlBulF+pZQDcA/QMsdzUoAUy/3tSqkwoCEQYsWoV147X++3UupHYLnl23wtKmsN+Xh/7wN6A3da/qOZ+v7mg2nv5c1QSjliFLXZWuvFAFrrszm25/x82AStdZTl6zml1BKM075nlVI1tNanLafGzpka8r96AjuuvLe2/h6T9/tplc91kT1iu0XLgGFKKWelVB2gARCMbS5+2hU4qLWOvNKglHJTStlb7tfFyH/MpHxZrjonPgC40hsqr/fbVEqpHsDzQF+t9eUc7Tb5/lrY4mc0F8s14anAAa31pzna8/p8mE4pVUYpVe7KfYyORXsx3tsxloeNAZaakzBPuc7m2PJ7bJHX+7kMGG3pHdkaiMtxyvLWmd2Dxho3jH/YSIy/vs8Cf+XY9jJG77JDQM8c7Xdj9OIKA162gZ9hOvDwVW0DgX1AKLAD6GN2TkuuWcAeYLflg1rjRu+3yXmPYpzXD7Xcvrfl9zdHbpv6jF4jX3uMU0y7c7y3d1/v82H2DaOX6S7Lbd+V9xWoDKwGjgCrgEpmZ82RuQwQA5TP0WYz7zFGwT0NpFl+D4/N6/3E6A35jeUzvYccvdhv5yYzjwghhChWStqpSCGEEMWcFDYhhBDFihQ2IYQQxYoUNiGEEMWKFDYhhBDFihQ2IWyIUirB7AxCFHVS2IQQQhQrUtiEsHFKqT5Kqa2WyZlXKaWqWdrdLGtb7VNKTVFKHVdKVTE7rxBmk8ImhO3bALTWxuTM8zCmAwN4DfhHa90MWAh4mpRPCJtSZCdBFqIEcQfmW+YDdALCLe3tMaaPQ2v9p1Lqgkn5hLApcsQmhO37Cvhaa+0NPAS4mJxHCJsmhU0I21ee7KU8xuRo34ixwjpKqe6ArS0uKYQpZBJkIWyIUioTOJWj6VOMmc8/Ay4A/wCBWutOSqmqGDOpVwM2Y6wvV1sb68oJUWJJYROiiFJKOQMZWut0pVQb4DuttZ/JsYQwnXQeEaLo8gR+UUrZAanAOJPzCGET5IhNCCFEsSKdR4QQQhQrUtiEEEIUK1LYhBBCFCtS2IQQQhQrUtiEEEIUK1LYhBBCFCv/B/3ENvFBjHCPAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", + "\n", + "# Plotting the auto-correlation function\n", + "plt.figure(figsize=(7,5))\n", + "plt.xlabel('Lag')\n", + "plt.ylabel('Covariance')\n", + "plt.plot(lags, ac_fct_lif_critical_fixed, label='Bit accurate model')\n", + "plt.plot(lags, ac_fct_lif_critical, label='Floating point model')\n", + "plt.legend()" + ] } ], "metadata": { diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb deleted file mode 100644 index cefd14d74..000000000 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network_higher_level.ipynb +++ /dev/null @@ -1,1742 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "3fd51524", - "metadata": {}, - "source": [ - "*Copyright (C) 2022 Intel Corporation*
\n", - "*SPDX-License-Identifier: BSD-3-Clause*
\n", - "*See: https://spdx.org/licenses/*\n", - "\n", - "---\n", - "\n", - "# Excitatory-Inhibitory Neural Network with Lava" - ] - }, - { - "cell_type": "markdown", - "id": "8ac8ba24", - "metadata": {}, - "source": [ - "**Motivation**: In this tutorial, we will build a Lava Process for a neural networks of excitatory and inhibitory neurons (E/I network).
\n", - "E/I networks are a fundamental example of neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", - "**One aim** of this tutorial is to investigate some of their dynamical properties for different single neuron dynamics as well as dynamical states. Especially the transition to a critical state which can be harnessed in reservoir computing will be of interest as well as self-balancing and the role of the recurrently generated activations in this.
\n", - "**Secondly**, since the description above is agnostic towards the single neuron model used for implementing the network, we will see how to use multiple ProcessModels for the E/I network Process implementing similar, but different dynamical behaviors.\n", - "**Finally** we will see how to convert the parameters of the LIF E/I Network to use the bit-accurate ProcessModels provided by Lava." - ] - }, - { - "cell_type": "markdown", - "id": "3fbb06e6", - "metadata": {}, - "source": [ - "#### This tutorial assumes that you:\n", - "- have the [Lava framework installed](../in_depth/tutorial01_installing_lava.ipynb \"Tutorial on Installing Lava\")\n", - "- are familiar with the [Process concept in Lava](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", - "\n", - "#### This tutorial gives a bird's-eye view of\n", - "- how with Lava one may implement a simple E/I Network Lava Process\n", - "- hot to define and select multiple ProcessModels for the E/I Network, based on Rate and [Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons\n", - "- how to use tags to chose between different ProcessModels when running the Process\n", - "\n", - "#### E/I Network\n", - "\n", - "From bird's-eye view, an E/I network is a recurrently coupled network of neurons consisting of two populations of neurons.
\n", - "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", - "Additionally, we here require a separation of the neurons into two classes (the populations): Neurons can either be inhibitory or excitatory.
\n", - "Such networks exhibit different dynamical states. By introducing a control parameter we can switch between these states and simultaneously alter the response properties of the network.
\n", - "In the notebook below, we introduce two incarnations of E/I networks with different single neuron models: Rate and LIF neurons.
\n", - "By providing a utility functions that maps the weights from rate to LIF networks, we can retain hallmark properties of the dynamic in both networks.\n", - "
\n", - "Technically, the abstract E/I network is implemented via a LavaProcess, the concrete behavior - Rate and LIF dynamics - is realized with different ProcessModels.
" - ] - }, - { - "cell_type": "markdown", - "id": "89344cf6", - "metadata": {}, - "source": [ - "#### General imports" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "257a6fe8", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "from matplotlib import pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "id": "de1acd9c", - "metadata": {}, - "source": [ - "#### E/I Network Lava Process\n", - "We define the structure of the E/I Network Lava Process class.
" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "497c0d06", - "metadata": {}, - "outputs": [], - "source": [ - "# Import Process level primitives\n", - "from lava.magma.core.process.process import AbstractProcess\n", - "from lava.magma.core.process.variable import Var\n", - "from lava.magma.core.process.ports.ports import InPort, OutPort" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "159d9263", - "metadata": {}, - "outputs": [], - "source": [ - "class EINetwork(AbstractProcess):\n", - " \"\"\"Network of recurrently connected neurons\n", - " \"\"\"\n", - " def __init__(self, **kwargs):\n", - " super().__init__(**kwargs)\n", - " \n", - " shape_exc = kwargs.pop(\"shape_exc\", (1,))\n", - " bias_exc = kwargs.pop(\"bias_exc\", 1)\n", - " shape_inh = kwargs.pop(\"shape_inh\", (1,))\n", - " bias_inh = kwargs.pop(\"bias_inh\", 1)\n", - " # Factor controlling strength of inhibitory synapses relative to excitatory synapses\n", - " self.g_factor = kwargs.pop(\"g_factor\", 4)\n", - " # Factor controlling response properties of network.\n", - " # Larger q_factor -> longer lasting effect of provided input\n", - " self.q_factor = kwargs.pop(\"q_factor\", 1)\n", - " weights = kwargs.pop(\"weights\")\n", - " \n", - " full_shape = shape_exc + shape_inh\n", - " \n", - " self.state = Var(shape=(full_shape,), init=0)\n", - " # Variable for possible alternative state\n", - " self.state_alt = Var(shape=(full_shape,), init=0)\n", - " # Biases provided to neuros\n", - " self.bias_exc = Var(shape=(shape_exc,), init=bias_exc)\n", - " self.bias_inh = Var(shape=(shape_inh,), init=bias_inh)\n", - " self.weights = Var(shape=(full_shape, full_shape), init=weights)\n", - "\n", - " # Ports for receiving input or sending output\n", - " self.inport = InPort(shape=(full_shape,))\n", - " self.outport = OutPort(shape=(full_shape,))\n", - " \n", - " @staticmethod \n", - " def generate_gaussian_weights(q_factor, g_factor, shape_exc, full_shape):\n", - " '''Generate connectivity drawn from a Gaussian distribution with mean 0\n", - " and std of q_factor ** 2 * sqrt(full_shape).\n", - " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", - " '''\n", - " # Set scaled standard deviation of recurrent weights\n", - " J = q_factor**2 * 6 / full_shape\n", - " weights = np.random.normal(0, J,\n", - " (full_shape, full_shape))\n", - " \n", - " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", - " # **or** inhibitory (negative weight)\n", - " exc_conns = np.full(weights.shape, True)\n", - " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False\n", - " inh_conns = np.invert(exc_conns)\n", - " \n", - " mask_pos_weights = (weights > 0)\n", - " mask_neg_weights = (weights < 0)\n", - "\n", - " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", - " weights[mask_neg_weights * exc_conns] = 0\n", - " weights[mask_pos_weights * inh_conns] = 0\n", - "\n", - " # We finally need to increase the inhibitory weights by a factor to control balance\n", - " weights[inh_conns] *= g_factor\n", - " \n", - " return weights" - ] - }, - { - "cell_type": "markdown", - "id": "01b9eabc", - "metadata": {}, - "source": [ - "#### ProcessModels for Python execution" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "bc319315", - "metadata": {}, - "outputs": [], - "source": [ - "# Import parent classes for ProcessModels for Hierarchical Processes\n", - "from lava.magma.core.model.py.model import PyLoihiProcessModel\n", - "from lava.magma.core.model.sub.model import AbstractSubProcessModel\n", - "\n", - "# Import execution protocol\n", - "from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol\n", - "\n", - "# Import decorators\n", - "from lava.magma.core.decorator import implements, tag, requires" - ] - }, - { - "cell_type": "markdown", - "id": "4ed07fb5", - "metadata": {}, - "source": [ - "### Rate neurons\n", - "We next turn to the different implementations of the E/I Network.\n", - "We start with a rate network obeying the equation\n", - "\\begin{equation}\n", - " \\tau\\dot{r} = -r + W \\phi(r) + I_{\\mathrm{bias}}.\n", - "\\end{equation}\n", - "The rate or state $r$ is a vector containing the excitatory and inhibitory populations.
\n", - "The non-linearity $\\phi$ is chosen to be the error function.
\n", - "The dynamics consists of a dampening part ($-r$), a part modelling the recurrent connectivity ($ W \\phi(r)$)\n", - " and an external bias ($I_{\\mathrm{bias}})$.
\n", - " We discretize the equation as follows:\n", - " \\begin{equation}\n", - " r(i + 1) = (1 - dr) \\odot r(i) + W \\phi(r(i)) \\odot dr + I_{\\mathrm{bias}} \\odot dr\n", - "\\end{equation}\n", - "Potentially different time scales in the neuron dynamics of excitatory and inhibitory neurons as well as different bias currents for these subpopulations are encoded in the vectors $dr$ and $I_{\\mathrm{bias}}$. We use the error function as non-linearity $\\phi$." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "44795c5b", - "metadata": {}, - "outputs": [], - "source": [ - "from lava.magma.core.model.py.type import LavaPyType\n", - "from lava.magma.core.model.py.ports import PyInPort, PyOutPort\n", - "from lava.magma.core.resources import CPU\n", - "from lava.magma.core.model.model import AbstractProcessModel\n", - "\n", - "from scipy.special import erf\n", - "\n", - "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", - "@tag('rate_neurons') # tag allows for easy selection of ProcessModel in case multiple are defined\n", - "@requires(CPU)\n", - "class RateEINetworkModel(PyLoihiProcessModel):\n", - "\n", - " outport: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, float)\n", - " inport: PyInPort = LavaPyType(PyInPort.VEC_DENSE, float) \n", - " state : np.ndarray = LavaPyType(np.ndarray, float)\n", - " state_alt : np.ndarray = LavaPyType(np.ndarray, float)\n", - " bias_exc : np.ndarray = LavaPyType(np.ndarray, float)\n", - " bias_inh : np.ndarray = LavaPyType(np.ndarray, float)\n", - " weights : np.ndarray = LavaPyType(np.ndarray, float)\n", - "\n", - " def __init__(self, proc):\n", - " super().__init__(proc_params=proc)\n", - " \n", - " self.dr_exc = proc.get('dr_exc')\n", - " self.dr_inh = proc.get('dr_inh')\n", - " \n", - " self.shape_exc = proc.get('shape_exc')\n", - " self.shape_inh = proc.get('shape_inh')\n", - " \n", - " self.proc = proc\n", - " \n", - " self.got_decay = False\n", - " self.got_bias = False\n", - " self.weights_scaled = False\n", - " \n", - " def get_decay(self):\n", - " '''Construct decay factor\n", - " '''\n", - " dr_full = np.array([self.dr_exc] * self.shape_exc + [self.dr_inh] * self.shape_inh)\n", - " self.decay = 1 - dr_full\n", - " \n", - " self.got_decay= True\n", - " \n", - " def get_bias(self):\n", - " '''Construce biases\n", - " '''\n", - " self.bias_full = np.hstack([self.bias_exc, self.bias_inh])\n", - " self.got_bias = False \n", - " \n", - " def scale_weights(self):\n", - " '''Scale the weights with integration time step\n", - " '''\n", - " \n", - " self.weights[:, self.shape_exc:] *= self.dr_exc\n", - " self.weights[:, :self.shape_exc] *= self.dr_inh\n", - " self.proc.overwrite('weights', self.weights)\n", - " \n", - " self.weights_scaled = True\n", - " \n", - " def state_update(self, state):\n", - " \"\"\"Update network state according to \n", - " r[i + 1] = (1 - dr)r[i] + Wr[i]*r*dr + bias*dr\n", - " \"\"\"\n", - " state_new = self.decay * state # decay state\n", - " state_new += self.bias_full # add bias\n", - " state_new += self.weights @ erf(state) # add recurrent input\n", - " return state_new\n", - " \n", - " def run_spk(self):\n", - " \"\"\"The run function that performs the actual computation during\n", - " execution orchestrated by a PyLoihiProcessModel using the\n", - " LoihiProtocol.\n", - " \"\"\"\n", - " \n", - " if not self.got_decay:\n", - " self.get_decay()\n", - " \n", - " if not self.got_bias:\n", - " self.get_bias()\n", - " \n", - " if not self.weights_scaled:\n", - " self.scale_weights()\n", - " \n", - " a_in = self.inport.recv()\n", - " self.state = self.state_update(self.state) + a_in\n", - " self.outport.send(self.state)\n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "1cd93212", - "metadata": {}, - "source": [ - "#### Defining the parameters for the network\n", - "Next, we need to constrain the network with the needed parameters.
\n", - "First, we define the dimensionality of the network. Since - given a suitable parameter regime - the neurons in an E/I network tend decouple, we identify the dimensionality with the total number of neurons in the network.
\n", - "Moreover, we need to set the parameters for the excitatory and inhibitory neurons\n", - "For the recurrent connectivity we employ the generation method defined in the class.
\n", - "The weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", - "We here follow the common choice that the ratio between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical.
\n", - "Since the connection probability between two arbitrary neurons is equal, we therefore need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$. We choose $6$ to place the network in the inhibition dominated regime.
\n", - "Finally, we set a parameter that controls the response properties of the network by scaling up the recurrent weights, the `q_factor`." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "7cadbf55", - "metadata": {}, - "outputs": [], - "source": [ - "# Fix randomness\n", - "np.random.seed(1234)\n", - "\n", - "# Dimensionality of network\n", - "dim = 400\n", - "shape = (dim,)\n", - "\n", - "# We represented the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory\n", - "num_neurons_exc = int(dim * 0.8)\n", - "num_neurons_inh = dim - num_neurons_exc\n", - "\n", - "# Single neuron paramters\n", - "# Bias_mant is set to make the neuron spike\n", - "params_exc = {\n", - " \"shape_exc\": num_neurons_exc,\n", - " \"dr_exc\": 0.01,\n", - " \"bias_exc\": 0.1}\n", - "\n", - "params_inh = {\n", - " \"shape_inh\": num_neurons_inh,\n", - " \"dr_inh\": 0.01,\n", - " \"bias_inh\": 0.1}\n", - "\n", - "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", - "g_factor = 4.5\n", - "\n", - "# Factor controlling the\n", - "q_factor = 1\n", - "\n", - "# Parameters Paramters for E/I network\n", - "network_params_balanced = {}\n", - "\n", - "network_params_balanced.update(params_exc)\n", - "network_params_balanced.update(params_inh)\n", - "network_params_balanced['g_factor'] = g_factor\n", - "network_params_balanced['q_factor'] = q_factor\n", - "network_params_balanced['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)" - ] - }, - { - "cell_type": "markdown", - "id": "ac80469e", - "metadata": {}, - "source": [ - "#### Execution and Results" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "e609ac8c", - "metadata": {}, - "outputs": [], - "source": [ - "from lava.magma.core.run_conditions import RunSteps\n", - "from lava.magma.core.run_configs import Loihi1SimCfg\n", - "# Import io processes\n", - "from lava.proc.io import sink, source\n", - "from lava.proc.monitor.process import Monitor\n", - "\n", - "# Configurations for execution\n", - "num_steps = 750\n", - "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", - "run_cond = RunSteps(num_steps=num_steps)\n", - "\n", - "# Instantiating network and IO processes\n", - "network_balanced = EINetwork(**network_params_balanced)\n", - "state_monitor = Monitor()\n", - "\n", - "state_monitor.probe(target=network_balanced.state, num_steps=num_steps)\n", - "\n", - "# Run the network\n", - "network_balanced.run(run_cfg=rcfg, condition=run_cond)\n", - "states_balanced = state_monitor.get_data()[network_balanced.name][network_balanced.state.name]\n", - "network_balanced.stop()" - ] - }, - { - "cell_type": "markdown", - "id": "7febf4a0", - "metadata": {}, - "source": [ - "#### Visualizing the acitvity\n", - "We first have a look at the trajectories of the neurons in the network." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "f4cdddfe", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(7,5))\n", - "plt.xlabel('Time Step')\n", - "plt.ylabel('State value')\n", - "plt.plot(states_balanced)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "70982ef0", - "metadata": {}, - "source": [ - "We observe that after an initial period the network settles in a fixed point. As it turns out, this fixed point is stable: After a small perturbation, the network returns to this state.
\n", - "Such a network is unfit for performing meaningful computations, the dynamics is low-dimensional and rather poor.
\n", - "To better understand this, we have to apply an additional analysis." - ] - }, - { - "cell_type": "markdown", - "id": "0f48bb1a", - "metadata": {}, - "source": [ - "#### Further analysis\n", - "A characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", - "With this function, one can assess the *memory* of the network.
\n", - "Denoting the (temporally averaged) network activity by $a$, the *auto-covariance function* is the variance (here denoted $\\mathrm{Cov}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", - "\\begin{equation}\n", - " c(\\tau) = \\mathrm{Cov}(a(t), a(t+\\tau))\n", - "\\end{equation}\n", - "This means for positive $\\tau$ the value of the auto-covariance function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", - "By comparing $c(\\tau)$ with $c(0)$, we may assess the *memory* a network has of its previous states after $\\tau$ time steps.
\n", - "Note that the auto-covariance function is not normalised!
\n", - "Due to this, we may derive further information about the network state: If $c(0)$ is small (in our case $<< 1$), the network acitivty does not exhibit a huge temporal variety across neurons and thus the networks dynamics are unable to perform meaningful computations." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "67d93c4f", - "metadata": {}, - "outputs": [], - "source": [ - "def auto_cov_fct(acts, max_lag=100, offset=200):\n", - " \"\"\"Auto-correlation function of parallel spike trains\n", - " \n", - " Parameters\n", - " ----------\n", - " \n", - " acts : np.ndarray shape (timesteps, num_neurons)\n", - " Activity of neurons, a spike is indicated by a one \n", - " max_lag : int\n", - " Maximal lag for compuation of auto-correlation function\n", - " \n", - " Returns:\n", - " \n", - " lags : np.ndarray\n", - " lags for auto-correlation function\n", - " auto_corr_fct : np.ndarray\n", - " auto-correlation function\n", - " \"\"\"\n", - " acts = acts[offset:] # disregard time steps at beginning -> network not setted yet\n", - " assert max_lag < acts.shape[0], 'Maximal lag must be smaller then total number of time points'\n", - " num_neurons = acts.shape[1]\n", - " acts -= np.mean(acts, axis=0) # temporal averaging\n", - " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", - " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", - " \n", - " for i, lag in enumerate(lags):\n", - " shifted_acts = np.roll(acts, shift=lag, axis=0)\n", - " auto_corrs = np.zeros(acts.shape[0])\n", - " for j, act in enumerate(acts):\n", - " auto_corrs[j] = np.dot(act - np.mean(act),\n", - " shifted_acts[j] - np.mean(shifted_acts[j]))/num_neurons\n", - " auto_corr_fct[i] = np.mean(auto_corrs)\n", - " \n", - " return lags, auto_corr_fct" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "830d4529", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "lags, ac_fct_balanced = auto_cov_fct(acts=states_balanced)\n", - "\n", - "# Plotting the auto-correlation function\n", - "plt.figure(figsize=(7,5))\n", - "plt.xlabel('Lag')\n", - "plt.ylabel('Covariance')\n", - "plt.plot(lags, ac_fct_balanced)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "7815504e", - "metadata": {}, - "source": [ - "As expected, there is covariance has its maximum at a time lag of $0$.
\n", - "Examining the covariance function, we first note its values are small ($<<1$) implying low dimensional dynamics of the network.
\n", - "This fits our observation made above on the grounds of the display of the time-resolved activity.
\n", - "Moreover, we see a quick decay of the covariance with time steps implying a short memory of the network." - ] - }, - { - "cell_type": "markdown", - "id": "25538ff1", - "metadata": {}, - "source": [ - "#### Controlling the network\n", - "We see that the states of the neurons quickly converge to a fixed point: the network does not exhibit any non-trivial behavior.
\n", - "The situation is even worse: One can show that this fixed point is the only fixed point of the system. This means, that after a perturbation of the network, the activity quickly relapses to the stable state. Hence, the network is incapable of performing any meaningful computation.
\n", - "The reason for this fixed point is, that the dampening part dominates the dynamical behavior - we need to increase the weights!
\n", - "This we can achieve by increasing the `q_factor`." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "d12da1b0", - "metadata": {}, - "outputs": [], - "source": [ - "# Defining new q_factor\n", - "q_factor = np.sqrt(dim) / 3\n", - "\n", - "# Changing the strenghts of the recurrent connections\n", - "network_params_critical = network_params_balanced.copy()\n", - "network_params_critical['q_factor'] = q_factor\n", - "network_params_critical['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)\n", - "\n", - "\n", - "# Configurations for execution\n", - "num_steps = 750\n", - "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", - "run_cond = RunSteps(num_steps=num_steps)\n", - "\n", - "# Instantiating network and IO processes\n", - "network_critical = EINetwork(**network_params_critical)\n", - "state_monitor = Monitor()\n", - "\n", - "state_monitor.probe(target=network_critical.state, num_steps=num_steps)\n", - "\n", - "# Run the network\n", - "network_critical.run(run_cfg=rcfg, condition=run_cond)\n", - "states_critical = state_monitor.get_data()[network_critical.name][network_critical.state.name]\n", - "network_critical.stop()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "a708a851", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(7,5))\n", - "plt.xlabel('Time Step')\n", - "plt.ylabel('State value')\n", - "plt.plot(states_critical)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "57019969", - "metadata": {}, - "source": [ - "We find that after increasing the `q_factor`, the network shows a very different behavior. The stable fixed point is gone, instead we observe chaotical network dynamics:
\n", - "The single neuron trajectories behave unpredictably and fluctuate widely, small alterations would lead to completely different states." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "36411f14", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "lags, ac_fct_critical = auto_cov_fct(acts=states_critical)\n", - "\n", - "# Plotting the auto-correlation function\n", - "plt.figure(figsize=(7,5))\n", - "plt.xlabel('Lag')\n", - "plt.ylabel('Correlation')\n", - "plt.plot(lags, ac_fct_critical)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "4341b0b7", - "metadata": {}, - "source": [ - "We moreover see that for positive time lags the auto-covariance function still is large.
\n", - "This means that the network has memory of its previous states: The state at a given point in time influences strongly the subsequent path of the trajectories of the neurons.
\n", - "Such a network is able to perform meaningful computation." - ] - }, - { - "cell_type": "markdown", - "id": "596b5dab", - "metadata": {}, - "source": [ - "### LIF Neurons\n", - "We now turn to a E/I networks implementing its dynamic behavior with leaky integrate-and-fire neurons.
\n", - "For this, we harness the concepts of Hierarchical Lava Processes and SubProcessModels. These allow us to avoid implementing everything ourselves, but rather to use already defined Processes and their ProcessModels to build more complicated programs.
\n", - "We here use the behavior defined for the [LIF](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") and [Dense](https://github.com/lava-nc/lava/tree/main/src/lava/proc/dense \"Lava's Dense Connectivity\") Processes, we define the behavior of the E/I Network Process.
\n", - "Moreover, we would like to place the LIF E/I network in a similar dynamical regime as the rate network. This is a difficult task since the underlying single neurons dynamics are quite different. We here provide an approximate conversion function that allows for a parameter mapping and especially qualitatively retains properties of the auto-covariance function.
\n", - "With the implementation below, we may either pass LIF specific parameters directly **or** use the same parameters needed for instantiating the rate E/I network and then convert them automatically.
" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "6dc54408", - "metadata": {}, - "outputs": [], - "source": [ - "from lava.proc.dense.process import Dense\n", - "from lava.proc.lif.process import LIF\n", - "from convert_params import convert_rate_to_lif_params\n", - "\n", - "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", - "@tag('lif_neurons')\n", - "class SubEINetworkModel(AbstractSubProcessModel):\n", - " def __init__(self, proc):\n", - " \n", - " convert = proc.proc_params.get('convert', False)\n", - " \n", - " if convert:\n", - " proc_params = proc.proc_params._parameters\n", - " lif_params = SubEINetworkModel.convert_rate_to_lif_params(**proc_params)\n", - " \n", - " for key, val in lif_params.items():\n", - " try:\n", - " proc.proc_params.__setitem__(key, val)\n", - " except KeyError:\n", - " if key == 'weights':\n", - " # weights need to be updated\n", - " proc.proc_params._parameters[key] = val\n", - " else:\n", - " continue\n", - " \n", - " # Fetch values for excitatory neurons or set default\n", - " shape_exc = proc.proc_params.get('shape_exc')\n", - " shape_inh = proc.proc_params.get('shape_inh')\n", - " du_exc = proc.proc_params.get('du_exc')\n", - " dv_exc = proc.proc_params.get('dv_exc')\n", - " vth_exc = proc.proc_params.get('vth_exc')\n", - " bias_mant_exc = proc.proc_params.get('bias_mant_exc')\n", - " bias_exp_exc = proc.proc_params.get('bias_exp_exc', 0)\n", - " \n", - " \n", - " # Fetch values for inhibitory neurons or set default\n", - " du_inh = proc.proc_params.get('du_inh')\n", - " dv_inh = proc.proc_params.get('dv_inh')\n", - " vth_inh = proc.proc_params.get('vth_inh')\n", - " bias_mant_inh = proc.proc_params.get('bias_mant_inh')\n", - " bias_exp_inh = proc.proc_params.get('bias_exp_inh', 0)\n", - " \n", - " # Create parameters for full network\n", - " du_full = np.array([du_exc] * shape_exc\n", - " + [du_inh] * shape_inh)\n", - " dv_full = np.array([dv_exc] * shape_exc\n", - " + [dv_inh] * shape_inh)\n", - " vth_full = np.array([vth_exc] * shape_exc \n", - " + [vth_inh] * shape_inh)\n", - " bias_mant_full = np.array([bias_mant_exc] * shape_exc \n", - " + [bias_mant_inh] * shape_inh)\n", - " bias_exp_full = np.array([bias_exp_exc] * shape_exc +\n", - " [bias_exp_inh] * shape_inh)\n", - " weights = proc.proc_params.get('weights')\n", - " weight_exp = proc.proc_params.get('weight_exp', 0)\n", - " \n", - " full_shape = shape_exc + shape_inh\n", - "\n", - " # Instantiate LIF and Dense Lava Processes\n", - " self.lif = LIF(shape=(full_shape,),\n", - " du=du_full,\n", - " dv=dv_full,\n", - " vth=vth_full,\n", - " bias_mant=bias_mant_full,\n", - " bias_exp=bias_exp_full)\n", - "\n", - " self.dense = Dense(weights=weights,\n", - " weight_exp=weight_exp)\n", - " \n", - " \n", - " # Recurrently connect neurons to E/I Network\n", - " self.lif.s_out.connect(self.dense.s_in)\n", - " self.dense.a_out.connect(self.lif.a_in)\n", - "\n", - " # Connect incoming activation to neurons and elicited spikes to ouport\n", - " proc.inport.connect(self.lif.a_in)\n", - " self.lif.s_out.connect(proc.outport)\n", - " \n", - " # Alias v with state and u with state_alt\n", - " proc.vars.state.alias(self.lif.vars.v)\n", - " proc.vars.state_alt.alias(self.lif.vars.u)\n", - " \n", - " def convert_rate_to_lif_params(**kwargs):\n", - " '''Convert rate parameters to LIF parameters.\n", - " The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013\n", - " \n", - " Parameters\n", - " ----------\n", - " kwargs : dict\n", - " Parameter dictionary for rate network\n", - " \n", - " Returns\n", - " -------\n", - " lif_network_dict : dict\n", - " Parameter dictionary for LIF network\n", - " ''' \n", - " \n", - " return convert_rate_to_lif_params(**kwargs)" - ] - }, - { - "cell_type": "markdown", - "id": "bd11399c", - "metadata": {}, - "source": [ - "#### Execution and Results" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "37865890", - "metadata": {}, - "outputs": [], - "source": [ - "from lava.magma.core.run_conditions import RunSteps\n", - "from lava.magma.core.run_configs import Loihi1SimCfg\n", - "# Import io processes\n", - "from lava.proc import io\n", - "\n", - "from lava.proc.dense.models import PyDenseModelFloat\n", - "from lava.proc.lif.models import PyLifModelFloat\n", - "\n", - "\n", - "# Configurations for execution\n", - "num_steps = 750\n", - "run_cond = RunSteps(num_steps=num_steps)\n", - "\n", - "class CustomRunConfigFloat(Loihi1SimCfg):\n", - " def select(self, proc, proc_models):\n", - " # customize run config to always use float model for io.sink.RingBuffer\n", - " if isinstance(proc, io.sink.RingBuffer):\n", - " return io.sink.PyReceiveModelFloat\n", - " if isinstance(proc, LIF):\n", - " return PyLifModelFloat\n", - " elif isinstance(proc, Dense):\n", - " return PyDenseModelFloat\n", - " else:\n", - " return super().select(proc, proc_models)\n", - " \n", - "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", - "\n", - "# Convert the rates\n", - "# Instantiating network and IO processes\n", - "# network_params_balanced['convert'] = True\n", - "lif_network_balanced = EINetwork( **network_params_balanced, convert=True)\n", - "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", - "monitor_v = Monitor()\n", - "monitor_u = Monitor()\n", - "\n", - "lif_network_balanced.outport.connect(outport_plug.a_in)\n", - "monitor_v.probe(target=lif_network_balanced.state, num_steps=num_steps)\n", - "monitor_u.probe(target=lif_network_balanced.state_alt, num_steps=num_steps)\n", - "\n", - "lif_network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", - "\n", - "# Fetching spiking activity\n", - "spks_balanced = outport_plug.data.get()\n", - "data_v_balanced = monitor_v.get_data()[lif_network_balanced.name][lif_network_balanced.state.name]\n", - "data_u_balanced = monitor_u.get_data()[lif_network_balanced.name][lif_network_balanced.state_alt.name]\n", - "\n", - "lif_network_balanced.stop()" - ] - }, - { - "cell_type": "markdown", - "id": "3c02ce1d", - "metadata": {}, - "source": [ - "#### Visualizing the activity\n", - "First, we visually inspect to spiking activity of the neurons in the network.
\n", - "To this end, we display neurons on the vertical axis and mark the time step when a neuron spiked." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "abac04ec", - "metadata": {}, - "outputs": [], - "source": [ - "def raster_plot(spks, stride=6, fig=None, color='b', alpha=1):\n", - " \"\"\"Generate raster plot of spiking activity\n", - " \n", - " Parameters\n", - " ----------\n", - " \n", - " spks : np.ndarray shape (num_neurons, timesteps)\n", - " Spiking activity of neurons, a spike is indicated by a one \n", - " stride : int\n", - " Stride for plotting neurons\n", - " \"\"\"\n", - " num_time_steps = spks.shape[1]\n", - " assert stride < num_time_steps, \"Stride must be smaller than number of time steps\"\n", - " \n", - " time_steps = np.arange(0, num_time_steps, 1)\n", - " if fig is None:\n", - " fig = plt.figure(figsize=(10,5))\n", - " timesteps = spks.shape[1]\n", - " \n", - " plt.xlim(-1, num_time_steps)\n", - " plt.yticks([])\n", - " \n", - " plt.xlabel('Time steps')\n", - " plt.ylabel('Neurons')\n", - " \n", - " for i in range(0, dim, stride):\n", - " spike_times = time_steps[spks[i] == 1]\n", - " plt.plot(spike_times,\n", - " i * np.ones(spike_times.shape),\n", - " linestyle=' ',\n", - " marker='o',\n", - " markersize=1.5,\n", - " color=color,\n", - " alpha=alpha)\n", - " \n", - " return fig " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "80307fe2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = raster_plot(spks=spks_balanced)" - ] - }, - { - "cell_type": "markdown", - "id": "81e1c3a9", - "metadata": {}, - "source": [ - "After an initial synchronous burst (all neurons are simultaneously driven to the threshold by the external current), we observe an immediate decoupling of the single neuron activities due to the recurrent connectivity.
\n", - "Overall, we see a heterogeneous network state with asynchronous as well as synchronous spiking across neurons.
\n", - "This network state resembles qualitatively the fixed point observed above for the rate network.
\n", - "Before we turn to the study of the auto-covariance we need to address a subtlety in the comparison of spiking and rate network.
\n", - "Comparing spike trains and rates directly is difficult due dynamics of single spiking neurons: Most of the time, a neuron does not spike!
\n", - "To overcome this problem and meaningfully compare quantities like the auto-covariance function, we follow the usual approach and bin the spikes. This means, we apply a sliding box-car window of a given length and count at each time step the spikes in that window to obtain an estimate of the rate.
" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "45cd2071", - "metadata": {}, - "outputs": [], - "source": [ - "window = np.ones(25) # window size of 25 time steps\n", - "binned_sps_balanced = np.asarray([np.convolve(spks_balanced[i], window) for i in range(dim)])" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "9036e802", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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KyErn9vuQY44XkY+cY34jIjLQchoz1AT7LSOZxwmWr9aYUJG2vTwHLAQ6CaTdC976TURcwG+B84AZwFUiMqPbbl8B6lS1HPgV8IuQ5zar6hzn9tWQ7b8DbgCmObdzB1JOY4aiYI0zr8/MQRY4jeku0j7Ocaoa6wA0H9ikqlsAROQJAsH545B9FgI/dO4/A9zVWw1SREYD+aq6xHn8EHAx8GKMy27MoBYMhDkZrl73C6bksyQIxhwUaY3zPRE5JsavPZbAIKOgSmdb2H1UtRNoAIqd5yaLyIci8paInBKyf2Uf5zRm2Gtq7yDL48Ldx4Cf3K41OW1krTFBkdY4TwauE5GtQDuBkbWqqrPiVrLe7QEmqGqNiBwP/EVEjo7mBCJyI3AjwIQJE+JQRGNSVyTp9sCaao0JJ9LAeV4cXnsXMD7k8ThnW7h9KkXEDRQANc5KLe0AqrpcRDYDRzj7j+vjnDjH3Q3cDTB37lwd8LsxZhBpbOt9Lc6g4DxPa6o15qCImmpVdbuqbgdaCSwt1rXE2AB8AEwTkckikg5cCSzuts9iYJFz/zLgdVVVESl1BhchIlMIDALaoqp7gAMicqLTF3otgYFNxpgQB9o6+0x+AAebag+0WuA0JijSJO8XAXcAY4AqYCKwDoiqeTSUqnaKyM3AS4ALuF9V14rI7UCFqi4G7gMeFpFNQC2B4ApwKnC7iHQQyKH7VVWtdZ77J+CPQBaBQUE2MMiYbhpaOyiIYF5mlsdFuiuNhlbr4zQmKNKm2h8DJwKvquqxInIG8IWBvriqvgC80G3brSH324DLwxz3J+BPPZyzApg50LIZM5Q1tHiZWJTd534iQkG2h4ZWWyHFmKBIR9V2qGoNkCYiaar6BjA3juUyxsRRQ2sHBVm9z+EMKsjyWI3TmBCR1jjrnXR7bxPIWVvFABMgGGOSw+9XGlo7KMyOLHAWZnmob7HAaUxQpDXOhQQGBn0L+DuwGbgwXoUyxsRPY3snfiXiGmdhtgVOY0JFmuQ9tHb5YJzKYoxJgANOs2ukgTM/y8O6PY3xLJIxg0qvgVNE3lHVk0WkkUOnnwQTIOTHtXTGmJgL1h4jXe2kMCvd+jiNCdFr4FTVk51/8xJTHGNMvAWDYMR9nNkemto7bU1OYxx9/hWIiEtEPklEYYwx8VfvTC2JZlQtHGziNWa46zNwqqoPWC8iltDVmCGgq6k2isFBAPUWOI0BIp+OMgJYKyLLCJmGoqoXxaVUxpi4CTbV5kcxOCj0OGOGu0gD5w/iWgpjTMI0tHaQ6Ukj09P7WpxBwZppg01JMQaIfDrKW/EuiDEmMRpaOijMimxELRwcfWs1TmMCIhoi56w28oGINImIV0R8InIg3oUzxsRefas34oFBcHBwUH2L5as1BiLPHHQXcBWwkcCqI9cDv41XoYwx8VPf0kFBhFNRAPKdpcVscJAxARFPylLVTYBLVX2q+gBwbvyKZYyJl4bWjohH1AK4XWnkZbqtqdYYR6SDg1qcxaZXish/AXuIIugaY1JHNCujBBVkeWxwkDGOSIPfF519byYwHWU8cGm8CmWMiZ/6lshXRgkqzPZYU60xjkhrnMcDz6vqAeBHcSyPMSaO2jt9tHb4Is5TG2T5ao05KNIa54XABhF5WEQuEJFIA64xJoVEm/wgqCDLY6NqjXFEFDhV9UtAOfA0gdG1m0Xk3ngWzBgTe8F8s9EMDgIoyPbQ0NoZjyIZM+hEXHNU1Q4ReZHA8mJZwMUEpqUYYwaJg0uKRdnHmeWhodWLqiIi8SiaMYNGpAkQzhORPxKYx3kpcC8wKo7lMsbEQTBw9mdUbYdPafH64lEsYwaVSGuc1wJPAjepanscy2OMiaOutTijSLkHB2uoDa0d5GTYEAczvEWaq/YqERkJnO000yxT1aq4lswYE3PBKSXRZA4CKHACbX1LB2MKs2JeLmMGk0ibai8HlgGXA1cAS0XksngWzBgTe3XNXlxpQl6UtcYRTqCts5G1xkTcVPsfwLxgLVNESoFXgWfiVTBjTOzVNLdTlJNOWlp0A3yKczMAqG6ynhpjIp3HmdatabYmimN7JCLnish6EdkkIreEeT5DRJ50nl8qIpOc7WeLyHIR+cj598yQY950zrnSuZUNtJzGDBX7G72UOEEwGqVdgdNqnMZEWuP8u4i8BDzuPP488MJAXlhEXARWWDkbqAQ+EJHFqvpxyG5fAepUtVxErgR+4bx2NXChqu4WkZnAS8DYkOOuUdWKgZTPmKGoprmdktzoBgYB5Ge5cacJNVbjNKb3WqOIlIvISar6b8AfgFnO7X3g7gG+9nxgk6puUVUv8ASwsNs+C4EHnfvPAJ8WEVHVD1V1t7N9LZAlItH/jDZmmKluaqc4J/rAKSIU56ZbU60x9N3c+r/AAQBVfVZVv62q3wb+7Dw3EGOBnSGPKzm01njIPqraCTQAxd32uRRY0W2azANOM+0PxGZrG9Olpql/TbUAJbkZ1FhTrTF9Bs6RqvpR943OtklxKVEURORoAs23N4VsvkZVjwFOcW5f7OHYG0WkQkQq9u/fH//CGpNkLd5OWry+roE+0SrOzbAapzH0HTgLe3luoJO5dhFYnixonLMt7D5OYvkCAgOTEJFxBGq+16rq5uABqrrL+bcReIxAk/BhVPVuVZ2rqnNLS0sH+FaMSX3B2mJ/+jiDx9ngIGP6DpwVInJD940icj2wfICv/QEwTUQmO4tkXwks7rbPYmCRc/8y4HVVVREpBJ4HblHVd0PK5RaREue+B7gAWDPAchozJARriwNqqm1uR1VjWSxjBp2+RtX+C/BnEbmGg4FyLpAOXDKQF1bVThG5mcCIWBdwv6quFZHbgQpVXQzcBzwsIpuAWgLBFQILapcDt4rIrc62cwgssv2SEzRdBOaa3jOQcprhYfP+Jl5bt4/1e5s4e0YZZx01ErdrwDOuUkp1V42zv4EznbYOP81eH7lDLO3egbYOnl1eyZrdB5g3aQRnHTWy303aZujr9dOvqvuAT4nIGcBMZ/Pzqvp6LF5cVV+g27QWVb015H4bgWxF3Y/7CfCTHk57fCzKZoaPP39Yyb8+tQq/Ql6Gmz+tqGRySQ6PXH8CY4dQerngVJLifjbVFudkdJ1nKAXOtzfs52uPLKfZ6yMv080zyyspzlnPI9efwFGj85NdPJOCIl2P8w1VvdO5xSRoGpMKnqrYybefWsWJU4p5/3tn8uGtZ/P7LxxHdWM7X7h3KVWNbckuYswEm2qL+jEdBQ4G3KE0QGjZ1lpufLiC8UXZLL75JFbfdg5/+fpJeFxpXHXPEtbsakh2EU0KGlptUcZE4ZWP93HLn1ZzcnkJ9183j9EFWbhdaZw7czR//PI89ja0ceNDy/H5h0afXnWTl7xMN5keV7+OLxli2YP2NrTxlQc/YExhFo9cfwKzxhUiIswZX8hTNy0gJ93NdQ8sY2dtS7KLalKMBU4zLK3aWc8/P76CmWML+MMXjz8smBw/sYifX3oMK3fW8/D725JTyBirbmrvd/8mhAbOoVHjvG3xGjp8fh64bt5h12VCcTYPfnkeHT5l0QPLqLfk9iaEBU4z7OxvbOfGhysoyc3gvkXzyE4P31930ewxnHpEKf/90np217cmuJSxF0h+0L9mWjjYxDsUkiC8tHYvL63dxzc/fQQTi3PC7lNelsc9186lsraVbzyxcsi0PJiBs8BphpUOn5+vP7aChtYO7v7iXErzeq6BiQg/vXgmnX7lztc3JrCU8RFIt9f/Gme6O42CLM+gr3GqKr948ROOHJXH9adM7nXf+ZOL+NHCo3l7w35+9cqGBJXQpDoLnGZYuecfW1i2tZZfXDqLGWP6HjE5viibhXPG8NzK3TS2dSSghPFT0+ylJK//NU4ITEkZ7DXO9zfXsKW6mZtOm4IngilHV82fwJXzxnPXG5tYvr0uASU0qc4Cpxk2apra+b83NnPWUSNZOKd7WuSeXTV/Ai1eH4tX7e575xTV6fNT1+IdUI0TAmn39g/yGudjy3ZQkOXhvJmjIz7mBxfMoDQvg/98YZ0lgDAWOM3wcefrm2jt8HHLedOjOm7O+EKOGp3PY0t3DNovzdoWL6r9T7cXFKhxDt7AWd3Uzktr93LpceOiGl2ck+HmW2cdQcX2Ol7+eF8cS2gGAwucZljYXd/Ko0u38/l54ykvy4vqWBHh6vnjWbv7AGt2HYhTCeOrunFgWYOCSnIzBvV0lGdXVNLhU64+YXzfO3dzxdxxlJfl8t8vrR+0P6BMbFjgNMPCUxU76fQr/3T61H4df9HssaQJvPzx3hiXLDGCzaslvQyGikRJbgYNrR20d/piUayEe3ntPmaOzY/6xxOA25XG106byqaqJpZtrY1D6cxgYYHTDHl+v/J0RSUnl5cwbkR2v85RkO3h+IkjeGN9VYxLlxh7nOk0o/IzB3SeUQWB4/c2DL6MSvUtXlbsqOPM6WX9Psf5x4wmN8PNkxU7+97ZDFkWOM2Q997mGnbVt3L53Oib50KdPr2MNbsODMo0fLsb2hA5GPj6a0xBIHfv7vrBdw3+sbEav8LpR/Y/cGalu7hw9hhe+GjPoB9lbfrPAqcZ8p6s2ElBlodzZowc0HnOcGoqb60ffAuf76lvpTQ3I6LpF70ZXRgIvHsaBl9CiDfWVzEi28PscYUDOs/n542nrcPPX1ftiU3BzKBjgdMMaa1eHy+v3cvCOWP6naM16KjReYzMz+DNwRg4G9oYHYOVXoI1zj2DrKnW71feWr+f044oxZUmAzrX7HEFTCvL5bmVu2JUOjPYWOA0Q9p7m6tp7/RzzoxRAz6XiHD6EWW8vXE/HT5/DEqXOLsbWhkzwGZaCDRVFmZ7Bl0Kwo92NVDT7OX0AfRvBokI5xw9kortdTS0WnPtcGSB0wxpb6yvIjvdxbzJI2JyvtOml9LY1snqyvqYnC8RVJU99W2MLojN2qKjC7IGXY3zHxsDrQSnTCuJyfnOmF6Gz6+8s7E6Juczg4sFTjNkqSpvfLKfk8tLyHAPrJk2aMGUYkTgvU01MTlfIjS0dtDa4WNM4cBrnABjCjIHXY3zvc01HDU6n+IBzmMNOnbCCAqzPbz+yeAcZW0GxgKnGbI2VjWxq76VMwYwirK7ETnpzBidz7ubB09NIzgCNmY1zsLMQVXjbOvwUbG9jpOmFsfsnK404dRppby1oQq/rZoy7FjgNEPWG05t4PTppTE970nlJazYXk+rd3AkAQiOgB0doxrn6IIsGlo7aPF2xuR88bZ8ex3eTj8nlcemmTbojCNLqW7ysmZ3Q0zPa1KfBU4zZL21YT9HjsqLWU0raMHUYrw+/6BZKSNYOxwTo+swpmtKyuCodb63uRp3mjBvclFMz3vaEWWIMChHWZuBscBphqRg89zJMa5lAMyfVIQ7TQZNc+2ehlbcadLr2qPRCP4Q2TNIkiC8u6mG2eMLyc0Iv2B5fxU5zfbvbx48/d0mNmL7STLDhqry8sf7+M1rG9lW3UxepofTp5dy02lTmVySk+zi8eGOerydfk6cErt+raCcDDfHTijkvU2DJHDWtzEyP3PA8xeDurIHDYIkCI1tHayurOfmM8rjcv4TpxTz8JLttHX4BjxPeKBUlfe31PCHt7awdncDrV4fC6YW8y9nHcHMsQVJLdtQYzVOE7Xm9k5ueGg5Nz28nBavjyvmjWf+5CKe/XAXn77jTZ5YtiPZReT9LTWkCcyfEtvmuaB5k4pYu/sAbR2p38+5u6GV0TGYwxk0siBQcx0MNc7VlQ34FeZOis/nYMGUYrydfj7cUR+X80eq0+fnX59exdX3LGXt7gOcPWMklxw3lmVba7ngznf49asbbUWXGLIaZ4praO1g2dZadte30tjWQWN7J61eH1npLkblZ3LKtFKmluYgEpvaBASaOdfubmBicc5hy1DtrG3hq48sZ92eA/zHZ4/iuk9Nwu2kcdvf2M53nl7FLc9+RIdf+eKJE2NWpmgt2VzDzLEF5Gd64nL+2eML6fQrH+85wHETYjNHNF72NLQxa4Bp5kJluF2U5GYMirR7K3fWAww4zV5P5k8pIk0CP9QWxHDUbjTaOnz88+Mf8srH+/jnM8v5+hnlXbXff/vMkfxo8Vp+9eoGttU089NLZpKdfvBrX1XZWdtKbYuX2eMKYvo94vMrH+6oY+nWWupbvHg7/eRkuMnL9JCX6WZaWS5zJhTGbKpYIiU1cIrIucCvARdwr6r+vNvzGcBDwPFADfB5Vd3mPPc94CuAD/iGqr4UyTkHg1avj2c/rOS5lbup2FZL6Gj3dHcaWR4XrR0+vJ2B7DXzJxVx1zXHUpY38FrFyp31fPvJlWypbgZg3IgszjpqJEePyaexrZNfvbIBgPuum9eVuzWoNC+Du689nn96ZAU/+MsafD4/1500ecBlilar18eHO+v4chxfe874QgBW7axP6cCpquxpaOPco2NX44TAAKHdg2Bw0Kqd9UwpyaEgOz4/oPIzPcwcW8CSzTVwdlxeolfN7Z3c+HAF726q4YcXzjjs760gy8MdV8xmckkO//PqBlbtrOfmM8tp6/CzdGsNb67f35X96Izppfzislkx+R5ZsaOOrz+6omsAWZbHhcclNHt9+EK+0DI9aZx5ZBmXHDuOs44qi2ngjqekBU4RcQG/JfBxqwQ+EJHFqvpxyG5fAepUtVxErgR+AXxeRGYAVwJHA2OAV0XkCOeYvs6ZErydfhpaOw4bsPHupmq+9+xH7KhtYWppDjefUc5J5SWUl+WSm+k+5NdZZV0Lf1+zlzte3sBFd77LfdfN5egx/evLUFXuf3cbP3thHWV5Gdxx+WzqWrws2VLD48t20B4SpO+4Yjbji8Ivz5XhdvG7LxzPPz++gh/+9WM6/cr1p0zpV5n6a/n2Ojp8yolxrAGMzM9kVH4mq5waTarad6Adb6efcSNiO7J43Igs1u1pjOk542FVZT2fmhr7AWKhFkwp5v53t3a1BCVKU3sn1963lJU76/nl5bO57PhxYfcTEf7509M4ftII/vWpVXz7qVVAYHDT2TNGcvzEERxo7eB/XtnAef/7D+68+tgBXbO/fLiL7z6zmpEFGdx51bGcekQpBVmBHy6qSltH4LtvdWU9/9hYzQsf7eGFj/ZyUnkxP7vkGCYWHxwjoarsPdDGqPzMlAqqyaxxzgc2qeoWABF5AlgIhAa5hcAPnfvPAHdJ4OotBJ5Q1XZgq4hscs5HBOdMqsq6Fn750npeW1dFY3snM8fmM29SEdnpLt7asJ81uw4wqTibx64/gQVTi3v9sIwbkc31p0xhwdRirn+wgkX3L+PZr53EhOLo1pzcXd/KT19Yx/Or93D2jJH88vLZXR/060+ZQluHj/2N7bR4fZSX5fY5yCTdncZdVx/Hvzyxkp88v44On/K1fi4g3R9LttTgShPmxalfK2j2+IKupsBUtdVpOZgU4wFbk4pzeHntPjp9/q6m+lSzp6GVfQfamT0uvgNjTpxazB/e3sKKHXUxnyvaE2+nn689spxVlQ3cdfVxnH/M6D6P+dTUEl7719PYXtNCQZbnsAFjZx5ZxlcfWc4X71vGP59Zzo2nTjmkWTcSL6/dy7efWsn8yUX87prjGZGTfsjzIkJWuivQ1VQwinOOHsVtF87giQ928vMXP+GMX77J6dPLmDE6n5pmL29v2M+u+kCe5YvmjOWbn56W0B8nPUlm4BwLhK4GWwmc0NM+qtopIg1AsbN9Sbdjxzr3+zpn0rz+yT6+9eQqOn1+Lpg1hgnF2by6bh9PV1TS1N7JjNH5/Oiio/n8vPFRjdA7ekwBD39lPpf+7n0WPbCMp7+64LC+yXA6fX5+/dpG/vDWFgC+c84R/NPp5aR1C4yZHlePNcyeeFxp/PrKObjShF/8/RNE4KunJSZ4vr+lhlnjCmI+/aC72eMLeWntPupbvBRmp/d9QBJsq3ECZ3GMA2dJDp1+pbKuNeZBOVaCrQGznWb1eJk3qQhXmvD+5pqEBE6/X/nO06v4x8Zq/uvSWREFzaDsdDdHjc4P+9y0kXk8d/PJ3PKn1fzvqxt5ZMkOfnTR0Xx2VmTnX769jm888SHHjC3g/uvmRRx03a40vnDiRM46aiQPL9nGM8sreXN9FXmZHuZNGsGiT01k2dZa/vD2Zt5cX8X/XXMcU0pzI37P8TBsBweJyI3AjQATJkyI62t1+vzc8coGfvfmZmaMzuf/rjmu68vm684web9fDwtY0Sgvy+O+RXP5wn1LufqeJTx6/Ym9zturbfbyjcc/5J1N1Vw8Zwzf+cx0xo2ILjj2xe1K41efn4MCP3/xE8ryMvjcceGbk2Klub2TVTvrufHU+DcPz3EGnKyqbOC0I2KbnShWtlU3k+5KY0wMlhQLFZxytLWmOWUD58qdDXhc0mOgiJXcDDezxhXw/pb4z+dUVX7y/DoWr9rNd8+dzhXzBrY4e3e5GW7uuvo4vnRSLbf/bR1ff2wFqyqn8N3PTO+1ZWHNrgaue2AZo/IzuS+KoBlqVEEm//aZI/nOOdMBDmltu/HUqby5vopvPbmSC+98h19cNosLZo2J/g3GSDID5y4g9H99nLMt3D6VIuIGCggMEurt2L7OCYCq3g3cDTB37twBj9P+9pMrKcxO5+gx+eysa2FTVRMdPj9N7Z1s3d/M7oY2rpo/ntsuPDpsbXIgQTNo7qQi7l80j688WMFV9yzhsRtOCNvRv2ZXAzc9vJz9Te3816WzYv7HF8qVJvzy8lnUNLXz3WdWU5qXwSnT4hdkKrbX0enXhIxwnDmuAJFAzSZVA+fW6mYmFGfHbA5nULAGu626GabH9NQxs2pnPUeNzk/I/MoFU4q5++0tNLd3khPHlo4/vL2F+9/dypdOmsTX4tiCc/zEIp6+aQE//tvH3P12YF7onVcdR1HO4S0ra3c38IX7llKQ5eHRG06MqLWrNz11T50+vYznv3EKX39sBTc/9iG/eW0jYwqzyHS7yE53MWNMPtnpbj7cUUd5WS43xfH6JLNz4gNgmohMFpF0AoN9FnfbZzGwyLl/GfC6BiYjLQauFJEMEZkMTAOWRXjOmPP5ld0NrTy6dDv/+vQqfv3aRj7a1cC26haa230cO3EEd151LP/5uVlx/yP+VHkJD3xpHrvrW7ny7iXsO3Bw5KPfrzz43jYu/d17qCpP37QgrkEzKMPt4vdfPJ7ysly+9sgK1sYxt+f7m2vwuITjJ8Z/pGt+pofJJTl8tCt1c5VurW6OS0KKktx08jLcXX2oqUZVWbO7IWET/0+cUkynX6mIYxrGpysC/YAXzR7DDz47I+6DZdLdafz44pn892Wz+GBbHRf85h+HJf2o2FbLlXcvISfdzeM3nMjYGLdsdDemMIsnb1zAv31mOhOKcqhuamdLdRPvba7hJ8+v4//9+SNeXbeP6qb2uJYjaTVOp8/yZuAlAlNH7lfVtSJyO1ChqouB+4CHncE/tQQCIc5+TxEY9NMJfF1VfQDhzhnv9+JKE564cQEdPj/bqpsZXZgV9/613pw4pZgHvzyf6+5fxvm//gdXzh9PQZaHl9buY/n2Ok47opQ7rpg94F+G0cjP9PDHL83nc//3Lovu/4D/uuwYzjxyZMxf5/0tNcweV9ivpqL+OHJUHh/vPpCQ14qW369sr22J6eowQSLCpJKclA2cew+00djWyVGj8hLyenMnjcDjCvRzxrr1ocPn58H3tvGfL37CyeUl/PLy2TFpoYrU5XPHc+SofL7xxIdcfe9SPjtrNCdOLmLlzgb+umo340Zk8fD1J8Q9aAalu9O6urhCVTW20dLuY2Jxdtx/VCS1j1NVXwBe6Lbt1pD7bcDlPRz7U+CnkZwzUTyuNKaNTMwfal/mTSriyZsW8L+vbuR3b27GrzCxOJuff+4YPj9vfFKGdo8qyOTBL8/npkeW8+U/VjB/chHzJxXx2VmjY9IP1djWwZpdDfxTAkfwHjEyjxfX7E34VIRI7G5oxdvpj/nAoKBJJTms3Jmaie7X7w1MlTkiQX+P2eluZo8rjGk/5xufVPHWhv28vXE/W/Y3c8b0Uu68+jjS3YlvKDxmXAEvfOMU7nh5PX/+cBfPr95DTrqLy+eO41tnH5HQH+E9KcvLhAR9/Q7bwUHDwcyxBdy7aC5VjW0IsUvyPRDTRubx92+eygPvbuXPH+7id29t5p5/bOGOK2YPuLN/6ZZafH5lQRzy0/Zk+sg8VGFTVRPHxHnaQ7S2VbcAMKkktoO+giYXZ/P86t14O/1J+TLvzYZ9iQ2cAJ+aWsxdb2yioaVjQAkXfH7l5y+u455/bCXL42Lm2HxuOfdIzp4xMqlzGbPSXfzHBTP4/mePorKulRE56UltWUum4fmuh5lYZAKJpXR3GjedNpWbTptKTVM7X31kOTc/9iG1zV6uXTCp3+d9fX0VOemuuOUlDecIpylw/b7GlAucW52pKPFKuj+pJAe/wo7aFsrLkjs9oLv1e5soy8s4bB5hPJ02vZTfvL6Jtzfu58LZ/fsR6PMr33ziQ/62eg+LFkzkPy6YgSfF5smKSNTT04aa1PofMcNOcW4Gj1x/AmcdNZLbFq/lxY/29Os8qsobn1RxyrTShNZ+JhZlk+5OY+O+1Muis3V/M5meNEbG6YdTcBpKKvZzbqxqZHqC+jeD5owfwYhsT9cC6tFSVX78t4/52+o9/Pu5R/KjhTNTLmiaAPtfMUmX4XZx19XHcuz4Qr755Mp+jbpdt6eRPQ1tnBmHgTC9cbvSKC/NZX0KBs5tNc1MKs6J20CSKSUhU1JSiN+vbNjXmNBmWggMEjx9ehlvrK86JB9rpB5btoM/vreNr5w8OaGZtkz0LHCalJDpcXHvonnkZ3r43rMfRf3F88b6wK/8049M/HzK6aPy2LA3+sCpqjxVsZOKbbVxKFWg1jU1jhlWCrPTKcpJZ2NVfH40PLuikqX9GGyzs66Ftg4/05MwUO/MI8uoa+mIOhXj7vpWfvb8Ok6ZVsL3zz8qPoUzMWOB06SMopx0brtwBqsrG3jg3a1RHfv6J1XMGleQlP7cI0bmsbuhjQNtHREfo6r89Pl1fPeZ1Vx971LeXN+/5r2e1Ld42VnbytFj45s15+gx+Xy0K7bTcVSVX72ygW8/tYov3Lc06ub7rhG1CW6qBTj1iFJcaRJVc62qcutza/Ar/OySYxI61cT0jwVOk1IumDWaM48s446XNxySvKE3O2tb+HBHXcKbaYOmjwrU6qLp5/ztG5u4952tXH3CBKaV5XLjQ8tZsSN2UzuCSRlmjS2M2TnDmTWugA37GmO6oPd972zl169t5HPHjWXWuEJufvxDlkRR8wyOqJ2WhAFLBVke5k4cwd9W74641eSVj/fx6roqvn32EcN+0M1gYYHTpBQR4YcXHo3Pr9zx8vqIjvm/NzfjTkvjynnxzTnck2llgZrNhn1NER/zpxW7OLm8hJ9ePJNHrz+BgmxPxO83EsHAOTPONc5jxhbg8yvr9sSm1tnY1sGvX9vI6dNL+eVls3noy/PJ9rh4buXuiM+xYV8T40ZkxTX1XW8WfWoS22paeD6CmnKHz8/PX/yE8rJcvnTSpPgXzsSEBU6TciYUZ7PoUxN5enlln1l5dte38szynVwxbxyjCpIz7WZMYRYel7C9piWi/SvrWtha3cyZRwYW7i3MTuf6kyfz7qaamK3vuWZXA+OLsuK+akswpd2aGKUdfHTpDhrbOvn22UeQlibkZLg5cWox72zaH/E5tte2xC3pQyTOPXoU08pyuev1jfj7qHU+umQ7W6qb+X/nH5myy7OZw9n/lElJN58xjYIsDz/869pem7x+/9ZmVBO3ZFk4rjRh3IhsdtZFFjjfdfJ9njzt4BJU15w4kfxMN//35qaYlOmjXQ1xb6YFGFuYRVFOekzy9bZ1+Ljvna2cXF7CLGflGYCTy0vYWdvKjkh/mNS2JLXJMy1NuPnMcjbsa+Lva/f2uF9VYxu/fm0jJ5UXc8b05HQzmP6xwGlSUkG2h++ffxTLttbym9c2ht3nvU3VPLxkO1fOHx/zJdGiNb4om521kX2xv7OphrK8jEP64HIz3Cz61CReWrtvwNM76poDA4MSkeBcRJg5toDVlQMPnM+t3MX+xvbDUiYG17h8p1uC8XCa2jupafYyIcl9hRfMGsMRI3O5bfFa9jcennDc51e++fhKWjt8/PDCo5OaEchEzwKnSVmXHT+Ozx03lt+8vpFXP953yHP7G9v55pMrmVqay/9LgeH740dksSOCwOn3K+9uqubk8pLDviyvPmECIvCXlWFXwovYGmce7DEJWhnkmLH5bKxqGvAAoWdX7GJKac5hS8JNLc1hdEFmRM21wR8v44sSk3C8J6404c6rjqOxrYNvPbnykFYTVeW//v4J72+p4ccLZ6ZMfmsTOQucJmWJCD+5eCZHjcrnhocr+NUrG9iwr5G/r9nDxb99l8a2Dn579XEJWwmlNxOKsqlv6ehzSsq6vQeobfZ21aJCjS7I4oTJRSxeuZvA6nn9E2w2TVzgLMTnVz4ewACh3fWtLNtWy8LZYw/7QSEinFRewnuba/ocqRoMnMmucUJgfu+PLjqadzZVc+Xd77N8e13XWrh/eHsLV82fwOVz47+sn4k9C5wmpWWnu3nmawu4ZM5Yfv3aRs751dt89ZEV5Ga4efT6ExOeVq0nwT61vpprl24JJDv4VHn4RPQXzxnLlurmAfUZLt1Sy5TSnAElGo/GsRMKAVi2tf+JHP66ajeqsHBO+ByvJ5UXU9/S0TVHsyfBWv/4JDfdB10xdzz/fdksNlU1cenv3uOCO9/h9U+q+MEFM/jZJTOTXTzTT8n/qW5MH7LT3dxxxWy+sGAiu+tbSRPh7BkjUyqP54SQwHn0mJ5rehurGhmR7WF0QfimxPNmjubW59by3MrdhwyQiVRbh48lW2q4+oTETc0ZmZ/JkaPyeHN9Vb8HaT23cjdzxhd25b/tLrjs3MaqRmaM6XmKzc7aFvIy3BQm6EdDX0SEy+eO56yjRvL6J1XkZLiYPio/bon3TWKkzjePMb0QEY6bMIILZo3h/GNGp1TQhNAaZ2uv+22uau51JZGCbA+nTy/lr6sin0Af6v0tNbR3+mO+mHJfTpteSsW2OhqjyJ4UtHFfIx/vOdBjbRMI5NwV2Ly/94FTO+taGV8U/4WMozUiJ51Ljx/HuTNHW9AcAlLr28eYQaogy0N+prvPAUKb9jf1mT/24mPHUtXYzvubo8/T+tb6/WS40zgxgWuSApx+RBmdfuW9fpT5Lyt3kSb0uh5rpsfF+KJsNlf1nmRiR21L0gcGmaHPAqcxMTKhOLvXwFnb7KW22dvn2pVnHllGboab5/oxuvatDftZMLWYTI8r6mMH4viJI8jNcPPm+sgTFUBghOlzK3dzUnlJnwutl5fmsnl/z4FTVdlZ25ISA4PM0GaB05gYGd9HEoTgl/7UPgJnpsfFuTNH8fc1e6Oa4rG9ppmt1c0Jb6aFwOLkn5pazNsb9kc1InjFjjoq61q5eM7YPvctL8tlS3Vzj03Y+xvbae/0W75XE3cWOI2JkQlF2VTWtvaYZi3YzFgewVJfF88ZS2N7Z1SrbPx9TSBLTbKy0Jx5ZBm76lujSobw3MrdZLjT+MzMUX3uO7U0F2+nn8oefpx0jai1wGnizAKnMTEyvigbr8/Pvsbwq7psqmoiw53G2MK+++AWTC2mNC+DP62ojOi1VZUnPtjJvEkjehyZGm/nzxpNpieNJz7YGdH+bR0+/rZ6D2fNGEluBAnZgzX1TT30c+5IoTmcZmizwGlMjIwdEQiIu+vDj6zdvL+JKaW5Ea236EoTrpw3ntc+qWJLL/16QUu21LK1ujlpK8QA5Gd6uGDWGBav3EVze2ef+//lw13UNnu5Zn5kZQ7W1Hvq5wxe90h+mBgzEBY4jYmRMmdwS9WBw3OTQmBEbV8Dg0Jdu2ASHlca977T96LeT3ywg/xMN5+dNTri88fDVfMn0Oz18ddVvS8D5vcrd/9jCzPH5h+WYq8nBdkeSnIzeqxxVjW2k5/pTvjAKDP8WOA0JkZG5geWNQu3AHdbh4/KutaI+jeDSvMyuPS4cTyzvJLqpvDBGAKrbLz40V4uOXZs0oPGcRMKOWJkLg+9v73XJbUCNelmbjx1alRzLsvLcnoMnPsOtHX9HxgTTxY4jYmRoux03GlCVZjVMLZWN6MKU8ui63+84ZTJdPj8/M8rG3rc5+cvfoKiXHfS5KjLHGsiwk2nTuXjPQd67J9t6/Bxx8vrGVuYxfkRDAoKNbU0t8ckCFWN7ZTl9z6lxZhYSErgFJEiEXlFRDY6/47oYb9Fzj4bRWSRsy1bRJ4XkU9EZK2I/Dxk/+tEZL+IrHRu1yfqPRmTliaU5mWwL0xT7a66QP9btDlUp5TmcsMpU3hs6Q7+tvrw5s+KbbU8u2IXN5wyJWUy0lxy7FiOm1DIz1/8hIbWwzMJ/eT5j/lkbyO3Lzw66sWbxxdl09DaQVOYPtSqA+2MzLMap4m/ZNU4bwFeU9VpwGvO40OISBFwG3ACMB+4LSTA/lJVjwSOBU4SkfNCDn1SVec4t3vj+i6M6aYsL4OqMKNq9zjNt6MLov9i/7fPTOfYCYXc8qePWLLlYGaeXfWtfPdPqxlTkMnNZ5b3v9AxlpYm3L5wJnUtXm750+quuaiqyn3vbOWRJTu46dQpfPqokVGfO3j99jYceo1VlarGNkqtxmkSIFlJ3hcCpzv3HwTeBP692z6fAV5R1VoAEXkFOFdVHwfeAFBVr4isAMYloMzG9KksP5MdNYfPM9zb0Io7TSjOjf6L3eNK466rj+Oae5Zw1T1L+Pzc8YwuyOKh97fh7fRz97VzU2JptVAzxxbwvfOO4qcvrGNX/fucfdRIlm2r5R8bq/n0kWV85zPT+3XeUfkHA2foQKu6lg46fGo1TpMQyfprG6mqe5z7e4FwPz3HAqETwiqdbV1EpBC4EPh1yOZLReRUYAPwLVWNbFKZMTFQlpdBxbbDl9faUx8YuOKKYCpKOGMLs3j+G6fw0xfW8eQHO/H5lfKyXH7/heOjGqmbSDecOoWJxdl85+lV3PHKBnIz3PzooqO5dsHEfidhH+NMNdndcOiUn2At3/o4TSLELXCKyKtAuJ7/74c+UFUVkaiXgRARN/A48BtV3eJs/ivwuKq2i8hNBGqzZ/Zw/I3AjQATJiRv7psZWkbmZ1LX0kF7p48M98ERrnsa2vrVTBsqJ8PNzy45hp9ePJMOn+JOk4jmhCbTOUePYsWRgUxG0fZnhhMMjN2baoP9yjaq1iRC3Po4VfUsVZ0Z5vYcsE9ERgM4/4bLK7YLCF0efZyzLehuYKOq/m/Ia9aoanBkxr3A8b2U725Vnauqc0tLE5/b0wxNwbmc+7uNrN17oI1RAwycQSJCujst5YNmkNuVFpOgCZDhdlGSm86eboGzyulDLusjUbwxsZCswUGLgUXO/UXAc2H2eQk4R0RGOIOCznG2ISI/AQqAfwk9IBiMHRcB62JbbGN6d3Au58HAqarsaWgdcI3TBIwqyGTvYU21getdZn2cJgGSFTh/DpwtIhuBs5zHiMhcEbkXwBkU9GPgA+d2u6rWisg4As29M4AV3aadfMOZorIK+AZwXSLflDGlXTXOgzWi+pYO2jr8jCqwVHCxMCo/K2yNMy/TTVa6ZQ0y8ZeUwUGqWgN8Osz2CuD6kMf3A/d326cSCNtGparfA74X08IaE4VgjTM0CULwS36M1ThjYkxhJh90G4BV1dhu/ZsmYSxzkDExVJyTjitNDkm7t/dAoFkxVn2cw92ogkwaWjto8R5MgrDvQJv1b5qEscBpTAylpQkluemHJHoP1jhHW1NtTIRLglDV2G6B0ySMBU5jYmxkfib7Qptq69twOen4zMCNyg/8AAn+IFHVQLo9a6o1CWKB05gYK8vL6JoeAYEv+JF5Gf1OfmAONaYwECCDgbOhtQOvz28/TEzCWOA0JsbK8jMPGRy090Cr9W/G0MiutHuBvmNLfmASzQKnMTFWkptBXYuXTp8fCGYNsv7NWMn0uCjKOZgEocZZq7Q4Nz2ZxTLDiAVOY2KsKNuDaqAJUVXZ22ALLMfaqPzMrsBZ2+IFoDjHmmpNYqTWkgrGDAFFzgootc1eMj0uWrw+Rlry8Zgqy8+g2qlp1jYHAmdRjtU4TWJYjdOYGCvKDnyB1zZ7qWlyakP9WE7M9Kw4J6Pr2gYDZ2G2J5lFMsOI1TiNibEROYEv8LoWLx534Lep9b/FVkluOtVN7agqdc1e8jPdeGKUSN6YvljgNCbGgn1ttc0duNICX+Yl1v8WU8W56bR3+mn2+qht6bAavUkoC5zGxFiwybCuxUtwvWarccZW8MdJdWM7dc1eRlgzrUkgC5zGxFimx0VOuouaJi+qgTXabeBKbAV/iNQ0t1PT7GVsoY1aNoljnQLGxMGInHTqWrxUN3nJy3CT6bHlrmKpxGmarW7yOjVO+2FiEsdqnMbEQXFOOrXNXjr9as20cRC8ptVN7dS2eCmya2wSyAKnMXEwwgmcHT6/DVyJg2DT987aVryd/q4pQMYkgjXVGhMHRdnpXfM4i61/M+Yy3C7yMt1sqmoEAj9UjEkUC5zGxEGwxlnT3G41zjgpyc1gw74mAKtxmoSywGlMHBTlpNPi9VHT7KXU+t/ioiQ3nZ11LQDWx2kSygKnMXEQ7INTtXR78VKck4Ez28dqnCahLHAaEweh0yNsVG18hF5X6+M0iWSB05g4CP1St+Wu4iNYk3enCfmZNkHAJI4FTmPiILTGWWI1zrgIXtcROelIMLehMQlggdOYOAhNsWd9nPERrMlb/6ZJtKQEThEpEpFXRGSj8++IHvZb5OyzUUQWhWx/U0TWi8hK51bmbM8QkSdFZJOILBWRSQl6S8YcoiDLgwikCRRmWQLyeCjuqnHa9TWJlawa5y3Aa6o6DXjNeXwIESkCbgNOAOYDt3ULsNeo6hznVuVs+wpQp6rlwK+AX8TzTRjTE1eaMCI7naKcDNLSrBkxHoJNtdaHbBItWYFzIfCgc/9B4OIw+3wGeEVVa1W1DngFODeK8z4DfFqs88MkyYhsj/VvxlEwYFqN0yRasgLnSFXd49zfC4wMs89YYGfI40pnW9ADTjPtD0KCY9cxqtoJNADFMS25MRGaXJLLlNKcZBdjyCrI8lCck86kYrvGJrHiNoZbRF4FRoV56vuhD1RVRUSjPP01qrpLRPKAPwFfBB6Ksnw3AjcCTJgwIcqXN6Zvv7lqTrKLMKSlpQmv/+vpZGfYkm0mseIWOFX1rJ6eE5F9IjJaVfeIyGigKsxuu4DTQx6PA950zr3L+bdRRB4j0Af6kHPMeKBSRNxAAVDTQ/nuBu4GmDt3brSB25g+Zafb3MJ4K8i2ZlqTeMlqql0MBEfJLgKeC7PPS8A5IjLCGRR0DvCSiLhFpARARDzABcCaMOe9DHhdVS0oGmOMiZlk/ST+OfCUiHwF2A5cASAic4Gvqur1qlorIj8GPnCOud3ZlkMggHoAF/AqcI+zz33AwyKyCagFrkzcWzLGGDMciFXIAk21FRUVyS6GMcaYFCIiy1V1bvftljnIGGOMiYIFTmOMMSYKFjiNMcaYKFjgNMYYY6JggdMYY4yJggVOY4wxJgoWOI0xxpgo2DxOQET2E0jEMFAlQHUMzpMog628MPjKbOWNv8FW5sFWXhh8ZY5VeSeqamn3jRY4Y0hEKsJNlk1Vg628MPjKbOWNv8FW5sFWXhh8ZY53ea2p1hhjjImCBU5jjDEmChY4Y+vuZBcgSoOtvDD4ymzljb/BVubBVl4YfGWOa3mtj9MYY4yJgtU4jTHGmChY4OwHEblcRNaKiN9ZQzT0ue+JyCYRWS8inwnZfq6zbZOI3JL4Uh9SxidFZKVz2yYiK53tk0SkNeS53yeznEEi8kMR2RVSrvNDngt7vZNNRP5bRD4RkdUi8mcRKXS2p+Q1htT6jIYjIuNF5A0R+dj5+/ums73Hz0cqcP7GPnLKVuFsKxKRV0Rko/PviGSXE0BEpodcx5UickBE/iXVrrGI3C8iVSKyJmRb2GsqAb9xPterReS4ARdAVe0W5Q04CpgOvAnMDdk+A1gFZACTgc0EFtt2OfenAOnOPjOS/T6cMt8B3OrcnwSsSXaZwpTxh8B3wmwPe72TXV6nbOcAbuf+L4BfpPg1TtnPaEgZRwPHOffzgA3OZyDs5yNVbsA2oKTbtv8CbnHu3xL8fKTSzflM7AUmpto1Bk4Fjgv9W+rpmgLnAy8CApwILB3o61uNsx9UdZ2qrg/z1ELgCVVtV9WtwCZgvnPbpKpbVNULPOHsm1QiIsAVwOPJLks/9XS9k05VX1bVTufhEmBcMssTgZT8jIZS1T2qusK53wisA8Ymt1T9thB40Ln/IHBx8orSo08Dm1U1FslhYkpV3wZqu23u6ZouBB7SgCVAoYiMHsjrW+CMrbHAzpDHlc62nrYn2ynAPlXdGLJtsoh8KCJvicgpySpYGDc7zSz3hzRrpep17e7LBH7xBqXiNR4s1xIINHkDxwJLnU3hPh+pQoGXRWS5iNzobBupqnuc+3uBkckpWq+u5NAf1al8jaHnaxrzz7YFzh6IyKsisibMLaV+hfckwvJfxaF/GHuACap6LPBt4DERyU+B8v4OmArMccp4RyLK1JdIrrGIfB/oBB51NiXtGg8VIpIL/An4F1U9QIp+PkKcrKrHAecBXxeRU0Of1EB7YkpNbxCRdOAi4GlnU6pf40PE+5q643XiwU5Vz+rHYbuA8SGPxznb6GV7XPRVfhFxA58Djg85ph1od+4vF5HNwBFARRyLGnztiK63iNwD/M152Nv1jrsIrvF1wAXAp50/5KRe4z4k9VpGSkQ8BILmo6r6LICq7gt5PvTzkRJUdZfzb5WI/JlAs/g+ERmtqnucZsOqpBbycOcBK4LXNtWvsaOnaxrzz7bVOGNrMXCliGSIyGRgGrAM+ACYJiKTnV9yVzr7JtNZwCeqWhncICKlIuJy7k8hUP4tSSpfl279EZcAwZF0PV3vpBORc4HvAhepakvI9pS8xqTmZ/QQTp/8fcA6Vf2fkO09fT6STkRyRCQveJ/AoLE1BK7tIme3RcBzySlhjw5pjUrlaxyip2u6GLjWGV17ItAQ0qTbP8keHTUYbwQ+OJUEag77gJdCnvs+gdGJ64HzQrafT2AU4Gbg+ynwHv4IfLXbtkuBtcBKYAVwYbLL6ZTrYeAjYLXzRzC6r+ud7BuBgUo7nWu5Evh9Kl9jp2wp9RkNU76TCTS/rQ65ruf39vlI9o3AKOVVzm1t8LoCxcBrwEbgVaAo2WUNKXMOUAMUhGxLqWtMIKjvATqc7+Kv9HRNCYym/a3zuf6IkJkQ/b1Z5iBjjDEmCtZUa4wxxkTBAqcxxhgTBQucxhhjTBQscBpjjDFRsMBpjDHGRMECpzHDiIg0JbsMxgx2FjiNMcaYKFjgNGaYE5ELRWSpk3j+VREZ6WwvddY1XCsi94rIdhEpSXZ5jUk2C5zGmHeAEzWQeP4JAqkCAW4DXlfVo4FngAlJKp8xKcWSvBtjxgFPOvlI04GtzvaTCaSXRFX/LiJ1SSqfMSnFapzGmDuBu1T1GOAmIDPJ5TEmpVngNMYUcHCZpUUh298FrgAQkXOAVFy82JiEsyTvxgwjIuIHdods+h8Cq0b8CqgDXgfmqerpIlJGYBWKkcD7BNYWnaSBNUWNGbYscBpjwhKRDMCnqp0isgD4narOSXKxjEk6GxxkjOnJBOApEUkDvMANSS6PMSnBapzGGGNMFGxwkDHGGBMFC5zGGGNMFCxwGmOMMVGwwGmMMcZEwQKnMcYYEwULnMYYY0wU/j/WAadim7HLcAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", - "\n", - "# Plotting the auto-correlation function\n", - "plt.figure(figsize=(7,5))\n", - "plt.xlabel('Lag')\n", - "plt.ylabel('Covariance')\n", - "plt.plot(lags, ac_fct)" - ] - }, - { - "cell_type": "markdown", - "id": "52339454", - "metadata": {}, - "source": [ - "Examining the auto-covariance function, we first note that again the overall values are small. Moreover, we see that for non-vanishing time lags the auto-covariance function quickly decay.
\n", - "This means that the network has no memory of its previous states: Already after few time step we lost almost all information of the previous network state, former states leave little trace in the overall network activity.
\n", - "Such a network is unfit to perform meaningful computation." - ] - }, - { - "cell_type": "markdown", - "id": "91374486", - "metadata": {}, - "source": [ - "#### Controlling the network\n", - "Next, we pass the rate network parameters for which we increased the `q_factor` to the spiking E/I network.
\n", - "Dynamically, this increase again should result in a fundamentally different network state." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "78d091ea", - "metadata": {}, - "outputs": [], - "source": [ - "num_steps = 750\n", - "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", - "run_cond = RunSteps(num_steps=num_steps)\n", - "\n", - "# Creating new new network with changed weights\n", - "lif_network_critical = EINetwork(**network_params_critical, convert=True)\n", - "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", - "monitor_v = Monitor()\n", - "monitor_u = Monitor()\n", - "\n", - "lif_network_critical.outport.connect(outport_plug.a_in)\n", - "monitor_v.probe(target=lif_network_critical.state, num_steps=num_steps)\n", - "monitor_u.probe(target=lif_network_critical.state_alt, num_steps=num_steps)\n", - "\n", - "lif_network_critical.run(condition=run_cond, run_cfg=rcfg)\n", - "\n", - "# Fetching spiking activity\n", - "spks_critical = outport_plug.data.get()\n", - "data_v_critical = monitor_v.get_data()[lif_network_critical.name][lif_network_critical.state.name]\n", - "data_u_critical = monitor_u.get_data()[lif_network_critical.name][lif_network_critical.state_alt.name]\n", - "\n", - "lif_network_critical.stop()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "bd6aba46", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = raster_plot(spks=spks_critical)" - ] - }, - { - "cell_type": "markdown", - "id": "3fcf5169", - "metadata": {}, - "source": [ - "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", - "At seemingly random times, single neurons enter into active states of variable length.
\n", - "Next, we have a look at the auto-covariance function of the network, especially in direct comparison with the respective function of the rate network." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "25e27549", - "metadata": {}, - "outputs": [], - "source": [ - "window = np.ones(25)\n", - "binned_sps_critical = np.asarray([np.convolve(spks_critical[i], window) for i in range(dim)])\n", - "lags, ac_fct_lif_critical = auto_cov_fct(acts=binned_sps_critical.T)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "2c79c458", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", - "ax1.plot(lags, ac_fct_lif_critical)\n", - "ax1.set_title('Auto-Cov function: LIF network')\n", - "ax1.set_xlabel('Lag')\n", - "ax1.set_ylabel('Covariance')\n", - "ax2.plot(lags, ac_fct_critical)\n", - "ax2.set_title('Auto-Cov function: Rate network')\n", - "ax2.set_xlabel('Lag')\n", - "ax2.set_ylabel('Covariance')\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "id": "302dc265", - "metadata": {}, - "source": [ - "We observe in the auto-covariance function of the LIF network a slowly decay, akin to the rate network.
\n", - "Even though both auto-covariance functions are not identical, they qualitatively match in that both network exhibit long-lasting temporal correlations and an activity at the edge of chaos.
\n", - "This implies that both network are in a suitable regime for computation, e.g. in the context of reservoir computing." - ] - }, - { - "cell_type": "markdown", - "id": "c4278dc3", - "metadata": {}, - "source": [ - "#### Self balancing of the network\n", - "After having observed these two radically different dynamical states in the LIF network, we next turn to the question how they come about.
\n", - "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", - "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "a9f2f809", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_activation(weights, spks, num_exc_neurons):\n", - " \"\"\"Calculate excitatory, inhibitory and total activation to neurons\n", - " \n", - " Parameters\n", - " ----------\n", - " \n", - " weights : np.ndarray (num_neurons, num_neurons)\n", - " Weights of recurrent connections\n", - " spks : np.ndarray (num_neurons, num_time_steps)\n", - " Spike times of neurons, 0 if neuron did not spike, 1 otherwise\n", - " num_exc_neurons : int\n", - " Number of excitatory neurons\n", - " \n", - " Returns\n", - " -------\n", - " \n", - " activation_exc : np.ndarray (num_neurons, num_time_steps)\n", - " Excitatory activation provided to neurons\n", - " activation_inh : np.ndarray (num_neurons, num_time_steps)\n", - " Inhibitory activation provided to neurons\n", - " activations_total : np.ndarray (num_neurons, num_time_steps)\n", - " Total activation provided to neurons\n", - " \"\"\"\n", - " \n", - " weights_exc = weights[:, :num_exc_neurons]\n", - " weights_inh = weights[:, num_exc_neurons:]\n", - " \n", - " spks_exc = spks[:num_exc_neurons]\n", - " spks_inh = spks[num_exc_neurons:]\n", - " \n", - " activation_exc = np.matmul(weights_exc, spks_exc)\n", - " activation_inh = np.matmul(weights_inh, spks_inh)\n", - " \n", - " activation_total = activation_exc + activation_inh\n", - " \n", - " return activation_exc, activation_inh, activation_total" - ] - }, - { - "cell_type": "markdown", - "id": "3cc203e4", - "metadata": {}, - "source": [ - "Since the network needs some time to settle in it's dynamical state, we discard the first $200$ time steps." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "f199fbe1", - "metadata": {}, - "outputs": [], - "source": [ - "offset = 200\n", - "\n", - "act_exc_balanced, act_inh_balanced, act_tot_balanced \\\n", - " = calculate_activation(lif_network_balanced.proc_params.get('weights'),\n", - " spks_balanced[:,offset:],\n", - " network_params_balanced['shape_exc'])\n", - "\n", - "act_exc_critical, act_inh_critical, act_tot_critical \\\n", - " = calculate_activation(lif_network_critical.proc_params.get('weights'),\n", - " spks_critical[:,offset:],\n", - " network_params_balanced['shape_exc'])" - ] - }, - { - "cell_type": "markdown", - "id": "ac240c27", - "metadata": {}, - "source": [ - "First, we look at the distribution of activation of a random neuron in both network states." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "acfeb34d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "rnd_neuron = 4\n", - "\n", - "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", - "ax1.set_title('Small weights')\n", - "ax1.set_xlabel('Activation')\n", - "ax1.set_ylabel('Relative frequency')\n", - "ax1.hist(act_exc_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", - "ax1.hist(act_inh_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='I'),\n", - "ax1.hist(act_tot_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", - "ax1.legend()\n", - "\n", - "ax2.set_title('High weights')\n", - "ax2.set_xlabel('Activation')\n", - "ax2.set_ylabel('Relative frequency')\n", - "ax2.hist(act_exc_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", - "ax2.hist(act_inh_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='I')\n", - "ax2.hist(act_tot_critical[rnd_neuron], bins=10, alpha=0.5, density=True, label='Total')\n", - "ax2.legend()\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "a3afd82d", - "metadata": {}, - "source": [ - "Next, we plot the distribution of the temporal average:" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "22933de6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", - "ax1.set_title('Small weights')\n", - "ax1.set_xlabel('Activation')\n", - "ax1.set_ylabel('Relative frequency')\n", - "ax1.hist(act_exc_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", - "ax1.hist(act_inh_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='I'),\n", - "ax1.hist(act_tot_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", - "ax1.legend()\n", - "\n", - "ax2.set_title('High weights')\n", - "ax2.set_xlabel('Activation')\n", - "ax2.set_ylabel('Relative frequency')\n", - "ax2.hist(act_exc_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", - "ax2.hist(act_inh_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='I')\n", - "ax2.hist(act_tot_critical.mean(axis=0), bins=10, alpha=0.5, density=True, label='Total')\n", - "ax2.legend()\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "a22be55c", - "metadata": {}, - "source": [ - "We first note that the the total activation is close to zero with a slight shift to negative values.\n", - "This self balancing gives the networks stability and prevents the divergence of the activity.
\n", - "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.
\n", - "Finally, we look at the evolution of the mean activation over time. To this end we plot three random sample:" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "d7d38f3d", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "time_steps = np.arange(offset, num_steps, 1)\n", - "\n", - "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(8,4))\n", - "ax1.set_title('Small weights')\n", - "ax1.set_xlabel('Time step')\n", - "ax1.set_ylabel('Activation')\n", - "for i in range(3):\n", - " ax1.plot(time_steps, act_tot_balanced[i], alpha=0.7)\n", - "\n", - "\n", - "ax2.set_title('High weights')\n", - "ax2.set_xlabel('Time step')\n", - "ax2.set_ylabel('Activation')\n", - "for i in range(3):\n", - " ax2.plot(time_steps, act_tot_critical[i], alpha=0.7)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "88197c24", - "metadata": {}, - "source": [ - "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", - "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:\n", - "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", - "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
" - ] - }, - { - "cell_type": "markdown", - "id": "a3358a9d", - "metadata": {}, - "source": [ - "### Runnig a ProcessModel bit-accurate with Loihi\n", - "So far, we have used neuron models and weights that are internally represented as floating point numbers.
\n", - "Next, we turn to bit-accurate implementations of the LIF and Dense process where only a fixed precision for the numerical values is allowd. Hene, the parameters need to be mapped to retain the dynamical behaviour of the network.
\n", - "First, we define a function mapping the parameters. It consists of finding an optimal scaling function as well as mapping the parameters of the LIF network." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "3cf38774", - "metadata": {}, - "outputs": [], - "source": [ - "def _scaling_funct(params):\n", - " '''Find optimal scaling function for float- to fixed-point mapping.\n", - " \n", - " Parameter\n", - " ---------\n", - " params : dict\n", - " Dictionary containing information required for float- to fixed-point mapping\n", - " \n", - " Returns\n", - " ------\n", - " scaling_funct : callable\n", - " Optimal scaling function for float- to fixed-point conversion\n", - " ''' \n", - " sorted_params = dict(sorted(params.items(), key=lambda x: np.max(np.abs(x[1]['val'])), reverse=True))\n", - " \n", - " \n", - " scaling_funct = None\n", - " \n", - " for key, val in sorted_params.items():\n", - " \n", - " if val['signed'] == 's':\n", - " signed_shift = 1\n", - " else:\n", - " signed_shift = 0\n", - " \n", - " if np.max(val['val']) == np.max(np.abs(val['val'])):\n", - " max_abs = True\n", - " max_abs_val = np.max(val['val'])\n", - " else:\n", - " max_abs = False\n", - " max_abs_val = np.max(np.abs(val['val']))\n", - " \n", - " if max_abs:\n", - " rep_val = 2**(val['bits'] - signed_shift) - 1\n", - " else:\n", - " rep_val = 2**(val['bits'] - signed_shift)\n", - " \n", - " max_shift = np.max(val['shift'])\n", - " \n", - " max_rep_val = rep_val * 2**max_shift\n", - " \n", - " if scaling_funct:\n", - " scaled_vals = scaling_funct(val['val'])\n", - "\n", - " max_abs_scaled_vals = np.max(np.abs(scaled_vals))\n", - " if max_abs_scaled_vals <= max_rep_val:\n", - " continue\n", - " else:\n", - " p1 = max_rep_val\n", - " p2 = max_abs_val\n", - " \n", - " else:\n", - " p1 = max_rep_val\n", - " p2 = max_abs_val \n", - " \n", - " scaling_funct = lambda x: p1 / p2 * x\n", - " \n", - " return scaling_funct\n", - "\n", - "def float2fixed_lif_parameter(params):\n", - " '''Float- to fixed-point mapping for LIF parameters\n", - " \n", - " Parameters\n", - " ---------\n", - " lif_params : dict\n", - " Dictionary with parameters for LIF network with floating-point ProcModel\n", - " \n", - " Returns\n", - " ------\n", - " lif_params_fixed : dict\n", - " Dictionary with parameters for LIF network with fixed-point ProcModel\n", - " '''\n", - " \n", - " scaling_funct = _scaling_funct(params)\n", - " scaled_bias = scaling_funct(params['bias']['val'])[0]\n", - " \n", - " bias_exp = int(np.ceil(np.log2(scaled_bias) - 13 + 1))\n", - " if bias_exp <=0:\n", - " bias_exp = 0\n", - " \n", - " scaled_weights = np.round(scaling_funct(params['weights']['val']))\n", - " weight_exp = int(np.ceil(np.log2(scaled_bias) - 8 + 1))\n", - " weight_exp = np.max(weight_exp) - 6\n", - " if weight_exp <=0:\n", - " diff = weight_exp\n", - " weight_exp = 0\n", - "\n", - " \n", - " bias_mant = int(scaled_bias // 2**bias_exp)\n", - " weights = scaled_weights.astype(np.int32)\n", - " \n", - " lif_params_fixed = {'vth' : int(scaling_funct(params['vth']['val']) // 2**params['vth']['shift'][0]),\n", - " 'bias_mant': bias_mant,\n", - " 'bias_exp': bias_exp,\n", - " 'weights': np.round(scaled_weights / (2 ** params['weights']['shift'][0])).astype(np.int32),\n", - " 'weight_exp': weight_exp}\n", - " \n", - " return lif_params_fixed\n", - "\n", - "def scaling_funct_dudv(val):\n", - " '''Scaling function for du, dv in LIF\n", - " ''' \n", - " assert val < 1, 'Passed value must be smaller than 1'\n", - " \n", - " return np.round(val * 2 ** 12).astype(np.int32)" - ] - }, - { - "cell_type": "markdown", - "id": "4b43d69c", - "metadata": {}, - "source": [ - "After having defined some primitive conversion functionality we next converter the parameters for the balanced network.
\n", - "We need to pass some information about the concrete implementation, e.g. the precision and the bit shifts performed." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "2d4bd29f", - "metadata": {}, - "outputs": [], - "source": [ - "u_low = np.quantile(data_u_critical.flatten(), 0.5)\n", - "u_high = np.quantile(data_u_critical.flatten(), 0.95)\n", - "v_low = np.quantile(data_v_critical.flatten(), 0.5)\n", - "v_high = np.quantile(data_v_critical.flatten(), 0.95)\n", - "\n", - "lif_params_critical = convert_rate_to_lif_params(**network_params_critical)\n", - "weights = lif_params_critical['weights']\n", - "bias = lif_params_critical['bias_mant_exc']\n", - "\n", - "params = {'vth': {'bits': 17, 'signed': 'u', 'shift': np.array([6]), 'val': np.array([1])},\n", - " 'u': {'bits': 24, 'signed': 's', 'shift': np.array([0]), 'val': np.array([u_low, u_high])},\n", - " 'v': {'bits': 24, 'signed': 's', 'shift': np.array([0]), 'val': np.array([v_low, v_high])},\n", - " 'bias': {'bits': 13, 'signed': 's', 'shift': np.arange(0, 3, 1), 'val': np.array([bias])},\n", - " 'weights' : {'bits': 8, 'signed': 's', 'shift': np.arange(6,22,1), 'val': weights}}\n", - "\n", - "mapped_params = float2fixed_lif_parameter(params)" - ] - }, - { - "cell_type": "markdown", - "id": "32f14f2d", - "metadata": {}, - "source": [ - "Using the mapped parameters we construct the fully fleged parameter dictionary for the E/I network Process using the LIF SubProcessModel." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "c3cfecc6", - "metadata": {}, - "outputs": [], - "source": [ - "# Set up parameters for bit accurate model\n", - "lif_params_critical_fixed = {'shape_exc': lif_params_critical['shape_exc'],\n", - " 'shape_inh': lif_params_critical['shape_inh'],\n", - " 'g_factor': lif_params_critical['g_factor'],\n", - " 'q_factor': lif_params_critical['q_factor'],\n", - " 'vth_exc': mapped_params['vth'],\n", - " 'vth_inh': mapped_params['vth'],\n", - " 'bias_mant_exc': mapped_params['bias_mant'],\n", - " 'bias_exp_exc': mapped_params['bias_exp'],\n", - " 'bias_mant_inh': mapped_params['bias_mant'],\n", - " 'bias_exp_inh': mapped_params['bias_exp'],\n", - " 'weights': mapped_params['weights'],\n", - " 'weight_exp': mapped_params['weight_exp'],\n", - " 'du_exc': scaling_funct_dudv(lif_params_critical['du_exc']),\n", - " 'dv_exc': scaling_funct_dudv(lif_params_critical['dv_exc']),\n", - " 'du_inh': scaling_funct_dudv(lif_params_critical['du_inh']),\n", - " 'dv_inh': scaling_funct_dudv(lif_params_critical['dv_inh'])}" - ] - }, - { - "cell_type": "markdown", - "id": "a51256aa", - "metadata": {}, - "source": [ - "#### Execution of bit accurate model" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "8b10fe25", - "metadata": {}, - "outputs": [], - "source": [ - "# Import bit accurate ProcessModels\n", - "from lava.proc.dense.models import PyDenseModelBitAcc\n", - "from lava.proc.lif.models import PyLifModelBitAcc\n", - "\n", - "\n", - "# Configurations for execution\n", - "num_steps = 750\n", - "run_cond = RunSteps(num_steps=num_steps)\n", - "\n", - "# Define custom Run Config for execution of bit accurate models\n", - "class CustomRunConfigFixed(Loihi1SimCfg):\n", - " def select(self, proc, proc_models):\n", - " # customize run config to always use float model for io.sink.RingBuffer\n", - " if isinstance(proc, io.sink.RingBuffer):\n", - " return io.sink.PyReceiveModelFloat\n", - " if isinstance(proc, LIF):\n", - " return PyLifModelBitAcc\n", - " elif isinstance(proc, Dense):\n", - " return PyDenseModelBitAcc\n", - " else:\n", - " return super().select(proc, proc_models)\n", - " \n", - "rcfg = CustomRunConfigFixed(select_tag='lif_neurons', select_sub_proc_model=True)\n", - "\n", - "lif_network_critical_fixed = EINetwork(**lif_params_critical_fixed)\n", - "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", - "\n", - "lif_network_critical_fixed.outport.connect(outport_plug.a_in)\n", - "\n", - "lif_network_critical_fixed.run(condition=run_cond, run_cfg=rcfg)\n", - "\n", - "# Fetching spiking activity\n", - "spks_critical_fixed = outport_plug.data.get()\n", - "\n", - "lif_network_critical_fixed.stop()" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "a29e3abe", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = raster_plot(spks=spks_critical_fixed)\n", - "fig = raster_plot(spks=spks_critical, fig=fig, color='orange', alpha=0.3)" - ] - }, - { - "cell_type": "markdown", - "id": "836dc55a", - "metadata": {}, - "source": [ - "Comparing the spike times after the parameter conversion, we find that after the first initial time steps, the spike times start diverging.
\n", - "This, however, is expected: Since the systems is in a chaotic state, slight differences in the variables lead to a completely different output after some time steps. This is generally the behavior in spiking neural network.
\n", - "**But** the network stays in the *same dynamical state* with *similar activity*, as can be seen when examining the auto-covariance function." - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "b5881949", - "metadata": {}, - "outputs": [], - "source": [ - "window = np.ones(25)\n", - "binned_sps_critical_fixed = np.asarray([np.convolve(spks_critical_fixed[i], window) for i in range(dim)])\n", - "lags, ac_fct_lif_critical_fixed = auto_cov_fct(acts=binned_sps_critical_fixed.T)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "375476d5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", - "\n", - "# Plotting the auto-correlation function\n", - "plt.figure(figsize=(7,5))\n", - "plt.xlabel('Lag')\n", - "plt.ylabel('Covariance')\n", - "plt.plot(lags, ac_fct_lif_critical_fixed, label='Bit accurate model')\n", - "plt.plot(lags, ac_fct_lif_critical, label='Floating point model')\n", - "plt.legend()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 044087121c771ec25459a4f4155ed31e0d061589 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Mon, 19 Sep 2022 12:41:30 -0700 Subject: [PATCH 20/26] Improve plotting comparison float fixed --- ...rial02_excitatory_inhibitory_network.ipynb | 29 ++++++++++--------- 1 file changed, 15 insertions(+), 14 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 5ab4d0159..9bfb96377 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -971,7 +971,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 19, @@ -1397,7 +1397,7 @@ "### Runnig a ProcessModel bit-accurate with Loihi\n", "So far, we have used neuron models and weights that are internally represented as floating point numbers.
\n", "Next, we turn to bit-accurate implementations of the LIF and Dense process where only a fixed precision for the numerical values is allowed. Here, the parameters need to be mapped to retain the dynamical behavior of the network.
\n", - "First, we define a function mapping the parameters. It consists of finding an optimal scaling function as well as mapping the parameters of the LIF network." + "First, we define a method for mapping the parameters. It consists of finding an optimal scaling function that consistently maps all appearing floating-point numbers to fixed-point numbers." ] }, { @@ -1567,7 +1567,7 @@ "id": "933c833f-f492-46ad-b2af-d101cb401f33", "metadata": {}, "source": [ - "We note that for both variables the distributions attain high values with low probability. We hence will remove them in the dynamical range to increase the precision of the overall representation.
\n", + "We note that for both variables the distributions attain high (small) values with low probability. We hence will remove them in the dynamical range to increase the precision of the overall representation. We do so by choosing $0.15$ and $0.85$ quantiles as minimal resp. maximal values for the dynamic ranges.
\n", "We finally also need to pass some information about the concrete implementation, e.g. the precision and the bit shifts performed.
" ] }, @@ -1578,10 +1578,10 @@ "metadata": {}, "outputs": [], "source": [ - "u_low = np.quantile(data_u_critical.flatten(), 0.5)\n", - "u_high = np.quantile(data_u_critical.flatten(), 0.95)\n", - "v_low = np.quantile(data_v_critical.flatten(), 0.5)\n", - "v_high = np.quantile(data_v_critical.flatten(), 0.95)\n", + "u_low = np.quantile(data_u_critical.flatten(), 0.15)\n", + "u_high = np.quantile(data_u_critical.flatten(), 0.85)\n", + "v_low = np.quantile(data_v_critical.flatten(), 0.15)\n", + "v_high = np.quantile(data_v_critical.flatten(), 0.85)\n", "\n", "lif_params_critical = convert_rate_to_lif_params(**network_params_critical)\n", "weights = lif_params_critical['weights']\n", @@ -1689,7 +1689,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1701,8 +1701,9 @@ } ], "source": [ - "fig = raster_plot(spks=spks_critical_fixed)\n", - "fig = raster_plot(spks=spks_critical, fig=fig, color='orange', alpha=0.3)" + "fig = raster_plot(spks=spks_critical, color='orange', alpha=0.3)\n", + "raster_plot(spks=spks_critical_fixed, fig=fig, alpha=0.3, color='b')\n", + "plt.show()" ] }, { @@ -1710,9 +1711,9 @@ "id": "836dc55a", "metadata": {}, "source": [ - "Comparing the spike times after the parameter conversion, we find that after the first initial time steps, the spike times start diverging.
\n", + "Comparing the spike times after the parameter conversion, we find that after the first initial time steps, the spike times start diverging, even though certain structural similarities remain.
\n", "This, however, is expected: Since the systems is in a chaotic state, slight differences in the variables lead to a completely different output after some time steps. This is generally the behavior in spiking neural network.
\n", - "**But** the network stays in the *same dynamical state* with *similar activity*, as can be seen when examining the auto-covariance function." + "**But** the network stays in a *very similar dynamical state* with *similar activity*, as can be seen when examining the auto-covariance function." ] }, { @@ -1736,7 +1737,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 36, @@ -1745,7 +1746,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] From 5ab2673378b361b54bf2f897db0f19dbd6e5e78d Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Tue, 20 Sep 2022 11:54:41 -0700 Subject: [PATCH 21/26] Add learn more section --- ...rial02_excitatory_inhibitory_network.ipynb | 25 ++++++++++++++++--- 1 file changed, 22 insertions(+), 3 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 9bfb96377..d1e7cc2fd 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -971,7 +971,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 19, @@ -1731,13 +1731,13 @@ { "cell_type": "code", "execution_count": 36, - "id": "375476d5", + "id": "92cee6ee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 36, @@ -1768,6 +1768,25 @@ "plt.plot(lags, ac_fct_lif_critical, label='Floating point model')\n", "plt.legend()" ] + }, + { + "cell_type": "markdown", + "id": "f142a6bd", + "metadata": {}, + "source": [ + "## How to learn more?\n", + "\n", + "#### Follow the links below for deep-dive tutorials on the concepts in this tutorial:\n", + "- [Processes](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", + "- [ProcessModel](../in_depth/tutorial03_process_models.ipynb \"Tutorial on ProcessModels\")\n", + "- [Connections](../in_depth/tutorial05_connect_processes.ipynb \"Tutorial on Connecting Processe\")\n", + "- [Execution](../in_depth/tutorial04_execution.ipynb \"Tutorial on Executing Processes\")\n", + "- [SubProcessModels](../in_depth/tutorial06_hierarchical_processes.ipynb) or [Hierarchical Processes](../in_depth/tutorial06_hierarchical_processes.ipynb)\n", + "\n", + "If you want to find out more about Lava, have a look at the [Lava documentation](https://lava-nc.org/ \"Lava Documentation\") or dive into the [source code](https://github.com/lava-nc/lava/ \"Lava Source Code\").\n", + "\n", + "To receive regular updates on the latest developments and releases of the Lava Software Framework please subscribe to the [INRC newsletter](http://eepurl.com/hJCyhb \"INRC Newsletter\")." + ] } ], "metadata": { From 979d63fad4a662c4ce621ea714746b120781c888 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Wed, 21 Sep 2022 14:04:55 -0700 Subject: [PATCH 22/26] Fix typos, amend comments, add license --- tutorials/end_to_end/convert_params.py | 8 +- ...rial02_excitatory_inhibitory_network.ipynb | 152 +++++++++--------- 2 files changed, 80 insertions(+), 80 deletions(-) diff --git a/tutorials/end_to_end/convert_params.py b/tutorials/end_to_end/convert_params.py index be9b748b2..7bad45312 100644 --- a/tutorials/end_to_end/convert_params.py +++ b/tutorials/end_to_end/convert_params.py @@ -1,3 +1,6 @@ +# Copyright (C) 2021-22 Intel Corporation +# SPDX-License-Identifier: BSD-3-Clause +# See: https://spdx.org/licenses/ import numpy as np import warnings from scipy.optimize import fsolve @@ -5,7 +8,6 @@ from scipy.special import erf -# Method to convert parameters from rate to LIF def convert_rate_to_lif_params(**kwargs): '''Convert rate parameters to LIF parameters. The mapping is based on A unified view on weakly correlated recurrent @@ -87,13 +89,13 @@ def convert_rate_to_lif_params(**kwargs): # Define auxiliary functions for weight conversion def _mean_input(weight): ''' - Calculate mean input to single neuron given mean exciatory weight + Calculate mean input to single neuron given mean excitatory weight ''' return num_neurons_exc * (1 - gamma * g_factor) * weight * rate + bias def _std_input(weight): ''' - Calculate mean input to single neuron given mean exciatory weight + Calculate mean input to single neuron given mean excitatory weight ''' return num_neurons_exc * (1 + gamma * g_factor**2) * weight ** 2 * rate diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index d1e7cc2fd..1d7c8320c 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -101,7 +101,7 @@ "outputs": [], "source": [ "class EINetwork(AbstractProcess):\n", - " \"\"\"Network of recurrently connected neurons\n", + " \"\"\"Network of recurrently connected neurons.\n", " \"\"\"\n", " def __init__(self, **kwargs):\n", " super().__init__(**kwargs)\n", @@ -110,24 +110,24 @@ " bias_exc = kwargs.pop(\"bias_exc\", 1)\n", " shape_inh = kwargs.pop(\"shape_inh\", (1,))\n", " bias_inh = kwargs.pop(\"bias_inh\", 1)\n", - " # Factor controlling strength of inhibitory synapses relative to excitatory synapses\n", + " # Factor controlling strength of inhibitory synapses relative to excitatory synapses.\n", " self.g_factor = kwargs.pop(\"g_factor\", 4)\n", " # Factor controlling response properties of network.\n", - " # Larger q_factor -> longer lasting effect of provided input\n", + " # Larger q_factor implies longer lasting effect of provided input.\n", " self.q_factor = kwargs.pop(\"q_factor\", 1)\n", " weights = kwargs.pop(\"weights\")\n", " \n", " full_shape = shape_exc + shape_inh\n", " \n", " self.state = Var(shape=(full_shape,), init=0)\n", - " # Variable for possible alternative state\n", + " # Variable for possible alternative state.\n", " self.state_alt = Var(shape=(full_shape,), init=0)\n", - " # Biases provided to neuros\n", + " # Biases provided to neurons.\n", " self.bias_exc = Var(shape=(shape_exc,), init=bias_exc)\n", " self.bias_inh = Var(shape=(shape_inh,), init=bias_inh)\n", " self.weights = Var(shape=(full_shape, full_shape), init=weights)\n", "\n", - " # Ports for receiving input or sending output\n", + " # Ports for receiving input or sending output.\n", " self.inport = InPort(shape=(full_shape,))\n", " self.outport = OutPort(shape=(full_shape,))\n", " \n", @@ -135,27 +135,28 @@ " def generate_gaussian_weights(q_factor, g_factor, shape_exc, full_shape):\n", " '''Generate connectivity drawn from a Gaussian distribution with mean 0\n", " and std of q_factor ** 2 * sqrt(full_shape).\n", - " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i\n", + " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i.\n", " '''\n", - " # Set scaled standard deviation of recurrent weights\n", + " # Set scaled standard deviation of recurrent weights.\n", " J = q_factor**2 * 6 / full_shape\n", " weights = np.random.normal(0, J,\n", " (full_shape, full_shape))\n", " \n", " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", - " # **or** inhibitory (negative weight)\n", + " # **or** inhibitory (negative weight),\n", " exc_conns = np.full(weights.shape, True)\n", - " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False\n", + " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False.\n", " inh_conns = np.invert(exc_conns)\n", " \n", " mask_pos_weights = (weights > 0)\n", " mask_neg_weights = (weights < 0)\n", "\n", - " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons -> induce sparsity\n", + " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons.\n", + " # This induce sparsity in the connectivity.\n", " weights[mask_neg_weights * exc_conns] = 0\n", " weights[mask_pos_weights * inh_conns] = 0\n", "\n", - " # We finally need to increase the inhibitory weights by a factor to control balance\n", + " # We finally need to increase the inhibitory weights by a factor to control balance.\n", " weights[inh_conns] *= g_factor\n", " \n", " return weights" @@ -176,14 +177,14 @@ "metadata": {}, "outputs": [], "source": [ - "# Import parent classes for ProcessModels for Hierarchical Processes\n", + "# Import parent classes for ProcessModels for Hierarchical Processes.\n", "from lava.magma.core.model.py.model import PyLoihiProcessModel\n", "from lava.magma.core.model.sub.model import AbstractSubProcessModel\n", "\n", - "# Import execution protocol\n", + "# Import execution protocol.\n", "from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol\n", "\n", - "# Import decorators\n", + "# Import decorators..\n", "from lava.magma.core.decorator import implements, tag, requires" ] }, @@ -224,7 +225,7 @@ "from scipy.special import erf\n", "\n", "@implements(proc=EINetwork, protocol=LoihiProtocol)\n", - "@tag('rate_neurons') # tag allows for easy selection of ProcessModel in case multiple are defined\n", + "@tag('rate_neurons') # Tag allows for easy selection of ProcessModel in case multiple are defined.\n", "@requires(CPU)\n", "class RateEINetworkModel(PyLoihiProcessModel):\n", "\n", @@ -252,7 +253,7 @@ " self.weights_scaled = False\n", " \n", " def get_decay(self):\n", - " '''Construct decay factor\n", + " '''Construct decay factor.\n", " '''\n", " dr_full = np.array([self.dr_exc] * self.shape_exc + [self.dr_inh] * self.shape_inh)\n", " self.decay = 1 - dr_full\n", @@ -260,13 +261,13 @@ " self.got_decay= True\n", " \n", " def get_bias(self):\n", - " '''Construce biases\n", + " '''Construce biases.\n", " '''\n", " self.bias_full = np.hstack([self.bias_exc, self.bias_inh])\n", " self.got_bias = False \n", " \n", " def scale_weights(self):\n", - " '''Scale the weights with integration time step\n", + " '''Scale the weights with integration time step.\n", " '''\n", " \n", " self.weights[:, self.shape_exc:] *= self.dr_exc\n", @@ -276,12 +277,12 @@ " self.weights_scaled = True\n", " \n", " def state_update(self, state):\n", - " \"\"\"Update network state according to \n", + " \"\"\"Update network state according to:\n", " r[i + 1] = (1 - dr)r[i] + Wr[i]*r*dr + bias*dr\n", " \"\"\"\n", - " state_new = self.decay * state # decay state\n", - " state_new += self.bias_full # add bias\n", - " state_new += self.weights @ erf(state) # add recurrent input\n", + " state_new = self.decay * state # Decay the state.\n", + " state_new += self.bias_full # Add the bias.\n", + " state_new += self.weights @ erf(state) # Add the recurrent input.\n", " return state_new\n", " \n", " def run_spk(self):\n", @@ -328,19 +329,18 @@ "metadata": {}, "outputs": [], "source": [ - "# Fix randomness\n", + "# Fix the randomness.\n", "np.random.seed(1234)\n", "\n", - "# Dimensionality of network\n", + "# Define dimensionality of the network.\n", "dim = 400\n", "shape = (dim,)\n", "\n", - "# We represented the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory\n", + "# We represent the dimensionality by 400 neurons. As stated above 80% of the neurons will be excitatory.\n", "num_neurons_exc = int(dim * 0.8)\n", "num_neurons_inh = dim - num_neurons_exc\n", "\n", - "# Single neuron paramters\n", - "# Bias_mant is set to make the neuron spike\n", + "# Single neuron paramters. Bias_mant is set to make the neuron spike.\n", "params_exc = {\n", " \"shape_exc\": num_neurons_exc,\n", " \"dr_exc\": 0.01,\n", @@ -351,13 +351,13 @@ " \"dr_inh\": 0.01,\n", " \"bias_inh\": 0.1}\n", "\n", - "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons)\n", + "# Inhibition-exciation balance for scaling inhibitory weights to maintain balance (4 times as many excitatory neurons).\n", "g_factor = 4.5\n", "\n", - "# Factor controlling the\n", + "# Factor controlling the response properties.\n", "q_factor = 1\n", "\n", - "# Parameters Paramters for E/I network\n", + "# Parameters Paramters for E/I network.\n", "network_params_balanced = {}\n", "\n", "network_params_balanced.update(params_exc)\n", @@ -384,22 +384,22 @@ "source": [ "from lava.magma.core.run_conditions import RunSteps\n", "from lava.magma.core.run_configs import Loihi1SimCfg\n", - "# Import io processes\n", + "# Import io processes.\n", "from lava.proc.io import sink, source\n", "from lava.proc.monitor.process import Monitor\n", "\n", - "# Configurations for execution\n", + "# Configurations for execution.\n", "num_steps = 750\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", - "# Instantiating network and IO processes\n", + "# Instantiating network and IO processes.\n", "network_balanced = EINetwork(**network_params_balanced)\n", "state_monitor = Monitor()\n", "\n", "state_monitor.probe(target=network_balanced.state, num_steps=num_steps)\n", "\n", - "# Run the network\n", + "# Run the network.\n", "network_balanced.run(run_cfg=rcfg, condition=run_cond)\n", "states_balanced = state_monitor.get_data()[network_balanced.name][network_balanced.state.name]\n", "network_balanced.stop()" @@ -410,7 +410,7 @@ "id": "7febf4a0", "metadata": {}, "source": [ - "#### Visualizing the acitvity\n", + "#### Visualizing the activity\n", "We first have a look at the trajectories of the neurons in the network." ] }, @@ -477,7 +477,7 @@ "outputs": [], "source": [ "def auto_cov_fct(acts, max_lag=100, offset=200):\n", - " \"\"\"Auto-correlation function of parallel spike trains\n", + " \"\"\"Auto-correlation function of parallel spike trains.\n", " \n", " Parameters\n", " ----------\n", @@ -494,10 +494,10 @@ " auto_corr_fct : np.ndarray\n", " auto-correlation function\n", " \"\"\"\n", - " acts = acts[offset:] # disregard time steps at beginning -> network not setted yet\n", + " acts = acts[offset:] # Disregard time steps at beginning due to network not being settled yet.\n", " assert max_lag < acts.shape[0], 'Maximal lag must be smaller then total number of time points'\n", " num_neurons = acts.shape[1]\n", - " acts -= np.mean(acts, axis=0) # temporal averaging\n", + " acts -= np.mean(acts, axis=0) # Perform temporal averaging.\n", " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", " \n", @@ -534,7 +534,7 @@ "source": [ "lags, ac_fct_balanced = auto_cov_fct(acts=states_balanced)\n", "\n", - "# Plotting the auto-correlation function\n", + "# Plotting the auto-correlation function.\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n", "plt.ylabel('Covariance')\n", @@ -572,27 +572,27 @@ "metadata": {}, "outputs": [], "source": [ - "# Defining new, larger q_factor\n", + "# Defining new, larger q_factor.\n", "q_factor = np.sqrt(dim) / 3\n", "\n", - "# Changing the strenghts of the recurrent connections\n", + "# Changing the strenghts of the recurrent connections.\n", "network_params_critical = network_params_balanced.copy()\n", "network_params_critical['q_factor'] = q_factor\n", "network_params_critical['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)\n", "\n", "\n", - "# Configurations for execution\n", + "# Configurations for execution.\n", "num_steps = 750\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", - "# Instantiating network and IO processes\n", + "# Instantiating network and IO processes.\n", "network_critical = EINetwork(**network_params_critical)\n", "state_monitor = Monitor()\n", "\n", "state_monitor.probe(target=network_critical.state, num_steps=num_steps)\n", "\n", - "# Run the network\n", + "# Run the network.\n", "network_critical.run(run_cfg=rcfg, condition=run_cond)\n", "states_critical = state_monitor.get_data()[network_critical.name][network_critical.state.name]\n", "network_critical.stop()" @@ -656,7 +656,7 @@ "source": [ "lags, ac_fct_critical = auto_cov_fct(acts=states_critical)\n", "\n", - "# Plotting the auto-correlation function\n", + "# Plotting the auto-correlation function.\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n", "plt.ylabel('Correlation')\n", @@ -719,7 +719,7 @@ " else:\n", " continue\n", " \n", - " # Fetch values for excitatory neurons or set default\n", + " # Fetch values for excitatory neurons or set default.\n", " shape_exc = proc.proc_params.get('shape_exc')\n", " shape_inh = proc.proc_params.get('shape_inh')\n", " du_exc = proc.proc_params.get('du_exc')\n", @@ -729,14 +729,14 @@ " bias_exp_exc = proc.proc_params.get('bias_exp_exc', 0)\n", " \n", " \n", - " # Fetch values for inhibitory neurons or set default\n", + " # Fetch values for inhibitory neurons or set default.\n", " du_inh = proc.proc_params.get('du_inh')\n", " dv_inh = proc.proc_params.get('dv_inh')\n", " vth_inh = proc.proc_params.get('vth_inh')\n", " bias_mant_inh = proc.proc_params.get('bias_mant_inh')\n", " bias_exp_inh = proc.proc_params.get('bias_exp_inh', 0)\n", " \n", - " # Create parameters for full network\n", + " # Create parameters for full network.\n", " du_full = np.array([du_exc] * shape_exc\n", " + [du_inh] * shape_inh)\n", " dv_full = np.array([dv_exc] * shape_exc\n", @@ -752,7 +752,7 @@ " \n", " full_shape = shape_exc + shape_inh\n", "\n", - " # Instantiate LIF and Dense Lava Processes\n", + " # Instantiate LIF and Dense Lava Processes.\n", " self.lif = LIF(shape=(full_shape,),\n", " du=du_full,\n", " dv=dv_full,\n", @@ -764,21 +764,21 @@ " weight_exp=weight_exp)\n", " \n", " \n", - " # Recurrently connect neurons to E/I Network\n", + " # Recurrently connect neurons to E/I Network.\n", " self.lif.s_out.connect(self.dense.s_in)\n", " self.dense.a_out.connect(self.lif.a_in)\n", "\n", - " # Connect incoming activation to neurons and elicited spikes to ouport\n", + " # Connect incoming activation to neurons and elicited spikes to ouport.\n", " proc.inport.connect(self.lif.a_in)\n", " self.lif.s_out.connect(proc.outport)\n", " \n", - " # Alias v with state and u with state_alt\n", + " # Alias v with state and u with state_alt.\n", " proc.vars.state.alias(self.lif.vars.v)\n", " proc.vars.state_alt.alias(self.lif.vars.u)\n", " \n", " def convert_rate_to_lif_params(**kwargs):\n", " '''Convert rate parameters to LIF parameters.\n", - " The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013\n", + " The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013.\n", " \n", " Parameters\n", " ----------\n", @@ -811,20 +811,20 @@ "source": [ "from lava.magma.core.run_conditions import RunSteps\n", "from lava.magma.core.run_configs import Loihi1SimCfg\n", - "# Import io processes\n", + "# Import io processes.\n", "from lava.proc import io\n", "\n", "from lava.proc.dense.models import PyDenseModelFloat\n", "from lava.proc.lif.models import PyLifModelFloat\n", "\n", "\n", - "# Configurations for execution\n", + "# Configurations for execution.\n", "num_steps = 750\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "class CustomRunConfigFloat(Loihi1SimCfg):\n", " def select(self, proc, proc_models):\n", - " # customize run config to always use float model for io.sink.RingBuffer\n", + " # Customize run config to always use float model for io.sink.RingBuffer.\n", " if isinstance(proc, io.sink.RingBuffer):\n", " return io.sink.PyReceiveModelFloat\n", " if isinstance(proc, LIF):\n", @@ -836,13 +836,11 @@ " \n", "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "\n", - "# Convert the rates\n", "# Instantiating network and IO processes\n", - "# network_params_balanced['convert'] = True\n", "lif_network_balanced = EINetwork( **network_params_balanced, convert=True)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", - "# Instantiate Monitors to record the voltage and the current of the LIF neurons\n", + "# Instantiate Monitors to record the voltage and the current of the LIF neurons.\n", "monitor_v = Monitor()\n", "monitor_u = Monitor()\n", "\n", @@ -852,7 +850,7 @@ "\n", "lif_network_balanced.run(condition=run_cond, run_cfg=rcfg)\n", "\n", - "# Fetching spiking activity\n", + "# Fetching spiking activity.\n", "spks_balanced = outport_plug.data.get()\n", "data_v_balanced = monitor_v.get_data()[lif_network_balanced.name][lif_network_balanced.state.name]\n", "data_u_balanced = monitor_u.get_data()[lif_network_balanced.name][lif_network_balanced.state_alt.name]\n", @@ -878,7 +876,7 @@ "outputs": [], "source": [ "def raster_plot(spks, stride=6, fig=None, color='b', alpha=1):\n", - " \"\"\"Generate raster plot of spiking activity\n", + " \"\"\"Generate raster plot of spiking activity.\n", " \n", " Parameters\n", " ----------\n", @@ -958,7 +956,7 @@ "metadata": {}, "outputs": [], "source": [ - "window = np.ones(25) # window size of 25 time steps\n", + "window = np.ones(25) # Window size of 25 time steps for binning.\n", "binned_sps_balanced = np.asarray([np.convolve(spks_balanced[i], window) for i in range(dim)])" ] }, @@ -971,7 +969,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 19, @@ -994,7 +992,7 @@ "source": [ "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", "\n", - "# Plotting the auto-correlation function\n", + "# Plotting the auto-correlation function.\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n", "plt.ylabel('Covariance')\n", @@ -1032,11 +1030,11 @@ "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", - "# Creating new new network with changed weights\n", + "# Creating new new network with changed weights.\n", "lif_network_critical = EINetwork(**network_params_critical, convert=True)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", - "# Instantiate Monitors to record the voltage and the current of the LIF neurons\n", + "# Instantiate Monitors to record the voltage and the current of the LIF neurons.\n", "monitor_v = Monitor()\n", "monitor_u = Monitor()\n", "\n", @@ -1046,7 +1044,7 @@ "\n", "lif_network_critical.run(condition=run_cond, run_cfg=rcfg)\n", "\n", - "# Fetching spiking activity\n", + "# Fetching spiking activity.\n", "spks_critical = outport_plug.data.get()\n", "data_v_critical = monitor_v.get_data()[lif_network_critical.name][lif_network_critical.state.name]\n", "data_u_critical = monitor_u.get_data()[lif_network_critical.name][lif_network_critical.state_alt.name]\n", @@ -1160,7 +1158,7 @@ "outputs": [], "source": [ "def calculate_activation(weights, spks, num_exc_neurons):\n", - " \"\"\"Calculate excitatory, inhibitory and total activation to neurons\n", + " \"\"\"Calculate excitatory, inhibitory and total activation to neurons.\n", " \n", " Parameters\n", " ----------\n", @@ -1465,8 +1463,8 @@ " \n", " return scaling_funct\n", "\n", - "def float2fixed_lif_parameter(params):\n", - " '''Float- to fixed-point mapping for LIF parameters\n", + "def float2fixed_lif_parameter(lif_params):\n", + " '''Float- to fixed-point mapping for LIF parameters.\n", " \n", " Parameters\n", " ---------\n", @@ -1645,18 +1643,18 @@ "metadata": {}, "outputs": [], "source": [ - "# Import bit accurate ProcessModels\n", + "# Import bit accurate ProcessModels.\n", "from lava.proc.dense.models import PyDenseModelBitAcc\n", "from lava.proc.lif.models import PyLifModelBitAcc\n", "\n", - "# Configurations for execution\n", + "# Configurations for execution.\n", "num_steps = 750\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", - "# Define custom Run Config for execution of bit accurate models\n", + "# Define custom Run Config for execution of bit accurate models.\n", "class CustomRunConfigFixed(Loihi1SimCfg):\n", " def select(self, proc, proc_models):\n", - " # customize run config to always use float model for io.sink.RingBuffer\n", + " # Customize run config to always use float model for io.sink.RingBuffer.\n", " if isinstance(proc, io.sink.RingBuffer):\n", " return io.sink.PyReceiveModelFloat\n", " if isinstance(proc, LIF):\n", @@ -1737,7 +1735,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 36, @@ -1760,7 +1758,7 @@ "source": [ "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", "\n", - "# Plotting the auto-correlation function\n", + "# Plotting the auto-correlation function.\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n", "plt.ylabel('Covariance')\n", From c53222a96ab03d683ccd6deac67d4e4121a22f4c Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Thu, 22 Sep 2022 05:43:32 -0700 Subject: [PATCH 23/26] Address remarks from review --- tutorials/end_to_end/convert_params.py | 342 +++++++++++------- ...rial02_excitatory_inhibitory_network.ipynb | 277 +++++++------- 2 files changed, 351 insertions(+), 268 deletions(-) diff --git a/tutorials/end_to_end/convert_params.py b/tutorials/end_to_end/convert_params.py index 7bad45312..50f8b793e 100644 --- a/tutorials/end_to_end/convert_params.py +++ b/tutorials/end_to_end/convert_params.py @@ -8,10 +8,183 @@ from scipy.special import erf +# Define auxiliary functions for weight conversion. +def _mean_input(num_neurons_exc, gamma, g_factor, weight, rate, bias): + ''' + Calculate mean input to single neuron given mean excitatory weight. + + Parameters + ---------- + num_neurons_exc : int + Number of excitatory neurons + gamma : float + Ratio of inhibitory and excitatory neurons + g_factor : float + Factor controlling inhibition-excitation balance + weight : float + Mean excitatory weight + rate : float + Mean rate of neurons in network + bias : float + Bias provided to neurons + + Returns + ------- + mean_inp : float + Mean input received by each neuron + ''' + mean_inp = num_neurons_exc * (1 - gamma * g_factor) * weight * rate + bias + + return mean_inp + +def _std_input(num_neurons_exc, gamma, g_factor, weight, rate): + ''' + Calculate mean input to single neuron given mean excitatory weight. + + Parameters + ---------- + num_neurons_exc : int + Number of excitatory neurons + gamma : float + Ratio of inhibitory and excitatory neurons + g_factor : float + Factor controlling inhibition-excitation balance + weight : float + Mean excitatory weight + rate : float + Mean rate of neurons in network + + Returns + ------- + mean_inp : float + Mean input received by each neuron + ''' + return num_neurons_exc * (1 + gamma * g_factor**2) * weight ** 2 * rate + +def _y_th(vth, mean, std, dv_exc, du_exc): + ''' + Effective threshold, see Grytskyy et al. 2013. + + Parameters + ---------- + vth : float + Threshold of LIF neuron + mean : float + Mean input of neuron + std : float + Standard deviation of input + dv_exc : float + Integration constant of voltage variable + du_exc : float + Integration constant of current variable + + Returns + ------- + yth : float + Effective threshold of neuron in network + ''' + y_th = (vth - mean) / std + y_th += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2 + + return y_th + +def _y_r(mean, std, dv_exc, du_exc): + ''' + Effective reset, see Grytskyy et al. 2013. + + Parameters + ---------- + vth : float + Threshold of LIF neuron + mean : float + Mean input of neuron + std : float + Standard deviation of input + dv_exc : float + Integration constant of voltage variable + du_exc : float + Integration constant of current variable + + Returns + ------- + yr : float + Effective reset of neuron in network + ''' + y_r = (- 1 * mean) / std + y_r += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2 + + return y_r + +def f(y): + ''' + Derivative of transfer function of LIF neuron at given argument. + ''' + return np.exp(y ** 2) * (1 + erf(y)) + +def _alpha(vth, mean, std, dv_exc, du_exc): + ''' + Auxiliary variable describing contribution of weights for weight + mapping given network state, see Grytskyy et al. 2013. + + Parameters + ---------- + vth : float + Threshold of LIF neuron + mean : float + Mean input of neuron + std : float + Standard deviation of input + dv_exc : float + Integration constant of voltage variable + du_exc : float + Integration constant of current variable + + Returns + ------- + val : float + Contribution of weight + ''' + val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) ** 2 + val *= 1 / std + val *= (f(_y_th(vth, mean, std, dv_exc, du_exc)) + - f(_y_r(mean, std, dv_exc, du_exc))) + + return val + +def _beta(vth, mean, std, dv_exc, du_exc): + ''' + Auxiliary variable describing contribution of square of weights for + weight mapping given network state, see Grytskyy et al. 2013. + + Parameters + ---------- + vth : float + Threshold of LIF neuron + mean : float + Mean input of neuron + std : float + Standard deviation of input + dv_exc : float + Integration constant of voltage variable + du_exc : float + Integration constant of current variable + + Returns + ------- + val : float + Contribution of square of weights + ''' + val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) ** 2 + val *= 1/(2 * std ** 2) + val *= (f(_y_th(vth, mean, std, dv_exc, du_exc)) * (vth - mean) / std + - f(_y_r(mean, std, dv_exc, du_exc)) * (-1 * mean) / std) + + return val + def convert_rate_to_lif_params(**kwargs): '''Convert rate parameters to LIF parameters. The mapping is based on A unified view on weakly correlated recurrent - network, Grytskyy et al. 2013 + network, Grytskyy et al. 2013. Parameters ---------- @@ -23,7 +196,7 @@ def convert_rate_to_lif_params(**kwargs): lif_network_dict : dict Parameter dictionary for LIF network ''' - # Fetch rate parameters + # Fetch rate parameters. shape_exc = kwargs['shape_exc'] dr_exc = kwargs['dr_exc'] bias_exc = kwargs['bias_exc'] @@ -40,25 +213,25 @@ def convert_rate_to_lif_params(**kwargs): num_neurons_exc = shape_exc num_neurons_inh = shape_inh - # ratio of excitatory to inhibitory neurons + # Ratio of excitatory to inhibitory neurons. gamma = float(num_neurons_exc) / float(num_neurons_inh) - # assert that network is balanced + # Assert that network is balanced. assert gamma * g_factor > 1, "Network not balanced, increase g_factor" - # Set timescales of neurons - dv_exc = 1 * dr_exc # dynamics of membrane potential as fast as rate - du_exc = 7 * dr_exc # dynamics of current 7 times as fast as rate + # Set timescales of neurons. + dv_exc = 1 * dr_exc # Dynamics of membrane potential as fast as rate. + du_exc = 7 * dr_exc # Dynamics of current 7 times as fast as rate. - dv_inh = 1 * dr_inh # dynamics of membrane potential as fast as rate - du_inh = 7 * dr_inh # dynamics of current 7 times as fast as rate + dv_inh = 1 * dr_inh # Dynamics of membrane potential as fast as rate. + du_inh = 7 * dr_inh # Dynamics of current 7 times as fast as rate. - # set threshold to default value + # Set threshold to default value. vth_exc = 1 vth_inh = 1 - # Set biases - # First calculate relative biases for rate model + # Set biases. + # First calculate relative biases for rate model. if bias_exc >= bias_inh: rel_exc_inh_bias = bias_exc / bias_inh rel_inh_exc_bias = 1 @@ -68,152 +241,41 @@ def convert_rate_to_lif_params(**kwargs): # We then determine the the bias for the LIF network. # We have to be careful not the reduce the bias since a too small bias - # results in inactivity + # results in inactivity. bias_exc = 5 * vth_exc * dv_exc * rel_exc_inh_bias bias_inh = 5 * vth_inh * dv_inh * rel_inh_exc_bias - # Get the mean excitatory weight + # Get the mean excitatory weight. exc_weights = weights[:, :num_neurons_exc] mean_exc_weight = np.mean(exc_weights) - # Perform weight conversion + # Perform weight conversion. # First determine approximately stationary firing rate in inhibition # dominated regime. # See Dynamic of Sparsely Connected Networks of Excitatory and # Inhibitory Spiking Neurons, Brunel, 2000. - # We simplify the calculation by working with average acitivites + # We simplify the calculation by working with average acitivites. bias = (bias_exc / dv_exc + bias_inh / dv_inh) / 2 rate = (bias - vth_exc) / (gamma * g_factor - 1) - # Define auxiliary functions for weight conversion - def _mean_input(weight): - ''' - Calculate mean input to single neuron given mean excitatory weight - ''' - return num_neurons_exc * (1 - gamma * g_factor) * weight * rate + bias - - def _std_input(weight): - ''' - Calculate mean input to single neuron given mean excitatory weight - ''' - return num_neurons_exc * (1 + gamma * g_factor**2) * weight ** 2 * rate - - def _y_th(vth, mean, std): - ''' - Effective threshold, see Grytskyy et al. - - Parameters - ---------- - vth : float - Threshold of LIF neuron - mean : float - Mean input of neuron - std : float - Standard deviation of input - - Returns - ------- - yth : float - Effective threshold of neuron in network - ''' - y_th = (vth - mean) / std - y_th += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2 - - return y_th - - def _y_r(mean, std): - ''' - Effective reset, Grytskyy et al. - - Parameters - ---------- - vth : float - Threshold of LIF neuron - mean : float - Mean input of neuron - std : float - Standard deviation of input - - Returns - ------- - yr : float - Effective reset of neuron in network - ''' - y_r = (- 1 * mean) / std - y_r += np.sqrt(2) * np.abs(zetac(0.5)) * np.sqrt(dv_exc / du_exc) / 2 - - return y_r - - # Derivative of transfer function of LIF neuron - f = lambda y: np.exp(y**2) * (1 + erf(y)) - - def _alpha(vth, mean, std): - ''' - Auxiliary variable describing contribution of weights for weight - mapping given network state. - See Grytskyy et al. - - Parameters - ---------- - vth : float - Threshold of LIF neuron - mean : float - Mean input of neuron - std : float - Standard deviation of input - - Returns - ------- - val : float - Contribution of weight - ''' - val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) ** 2 - val *= 1 / std - val *= f(_y_th(vth, mean, std)) - f(_y_r(mean, std)) - - return val - - def _beta(vth, mean, std): - ''' - Auxiliary variable describing contribution of square of weights for - weight mapping given network state. - See Grytskyy et al. - - Parameters - ---------- - vth : float - Threshold of LIF neuron - mean : float - Mean input of neuron - std : float - Standard deviation of input - - Returns - ------- - val : float - Contribution of square of weights - ''' - val = np.sqrt(np.pi) * (mean * dv_exc * 0.01) ** 2 - val *= 1/(2 * std ** 2) - val *= (f(_y_th(vth, mean, std)) * (vth - mean) / std - - f(_y_r(mean, std)) * (-1 * mean) / std) - - return val - # Function describing mapping of rate to LIF weights problem about - # finding a zero + # finding a zero. def func(weight): ''' Adapted from Grytskyy et al.. ''' - alpha = _alpha(vth_exc, _mean_input(weight), _std_input(weight)) - beta = _beta(vth_exc, _mean_input(weight), _std_input(weight)) + mean_inp = _mean_input(num_neurons_exc, gamma, + g_factor, weight, rate, bias) + std_inp = _std_input(num_neurons_exc, gamma, + g_factor, weight, rate) + alpha = _alpha(vth_exc, mean_inp, std_inp, dv_exc, du_inh) + beta = _beta(vth_exc, mean_inp, std_inp, dv_exc, du_inh) return mean_exc_weight - alpha * weight - beta * weight**2 # Solve for weights of LIF network retaining correlation structure of - # rate network + # rate network. with warnings.catch_warnings(): warnings.filterwarnings('ignore', '', RuntimeWarning) try: @@ -225,18 +287,18 @@ def func(weight): # induced by strong weights. Choose 1 as scaling factor. weight_scale = 1 - # Scale weights + # Scale weights. if weight_scale > 0: weights *= weight_scale else: print('Weigh scaling factor not positive: No weight scaling possible') - # Scale weights with integration time step + # Scale weights with integration time step. weights[:, :num_neurons_exc] *= du_exc weights[:, num_neurons_exc:] *= du_inh - # Single neuron paramters - # Bias_mant is set to make the neuron spike + # Single neuron paramters. + # Bias_mant is set to make the neuron spike. lif_params_exc = { "shape_exc": num_neurons_exc, "vth_exc": vth_exc, @@ -251,7 +313,7 @@ def func(weight): "dv_inh": dv_inh, "bias_mant_inh": bias_inh} - # Parameters Paramters for E/I network + # Parameters Paramters for E/I network/ network_params_lif = {} network_params_lif.update(lif_params_exc) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 1d7c8320c..301dc0fe7 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -20,10 +20,7 @@ "metadata": {}, "source": [ "**Motivation**: In this tutorial, we will build a Lava Process for a neural networks of excitatory and inhibitory neurons (E/I network).
\n", - "E/I networks are a fundamental example of neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
\n", - "**The first aim** of this tutorial is to investigate some of their dynamical properties for different single neuron dynamics as well as dynamical states. Especially the transition to a critical state which can be harnessed in reservoir computing will be of interest as well as self-balancing and the role of the recurrently generated activations in this.
\n", - "**Secondly**, since the description above is agnostic towards the single neuron model used for implementing the network, we will see how to use multiple ProcessModels for the E/I network Process implementing similar, but different dynamical behaviors.
\n", - "**Finally** we will see how to convert the parameters of the LIF E/I Network from a floating-point to a fixed-point representation given certain precision constraints and run a bit-accurate ProcessModels E/I network with the respective ProcessModels provided by Lava." + "E/I networks are a fundamental example of neural networks mimicking the structure of the brain and exhibiting rich dynamical behavior.
" ] }, { @@ -35,16 +32,16 @@ "- have the [Lava framework installed](../in_depth/tutorial01_installing_lava.ipynb \"Tutorial on Installing Lava\")\n", "- are familiar with the [Process concept in Lava](../in_depth/tutorial02_processes.ipynb \"Tutorial on Processes\")\n", "\n", - "#### This tutorial gives a bird's-eye view of\n", + "#### This tutorial gives a high level view of\n", "- how to implement simple E/I Network Lava Process\n", "- hot to define and select multiple ProcessModels for the E/I Network, based on Rate and [Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons\n", "- how to use tags to chose between different ProcessModels when running the Process\n", "- the principle adjustments needed to run bit-accurate ProcessModels\n", "\n", "#### E/I Network\n", - "From bird's-eye view, an E/I network is a recurrently coupled network of neurons consisting of two populations of neurons.
\n", + "From bird's-eye view, an E/I network is a recurrently coupled network of neurons.
\n", "Since positive couplings (excitatory synapses) alone lead to a positive feedback loop ultimately causing a divergence in the activity of the network, appropriate negative couplings (inhibitory synapses) need to be introduced to counterbalance this effect.
\n", - "Additionally, we here require a separation of the neurons into two classes (the populations): Neurons can either be inhibitory or excitatory.
\n", + "We here require a separation of the neurons into two populations: Neurons can either be inhibitory or excitatory.
\n", "Such networks exhibit different dynamical states. By introducing a control parameter, we can switch between these states and simultaneously alter the response properties of the network.
\n", "In the notebook below, we introduce two incarnations of E/I networks with different single neuron models: Rate and LIF neurons.
\n", "By providing a utility function that maps the weights from rate to LIF networks, we can retain hallmark properties of the dynamic in both networks.\n", @@ -129,37 +126,7 @@ "\n", " # Ports for receiving input or sending output.\n", " self.inport = InPort(shape=(full_shape,))\n", - " self.outport = OutPort(shape=(full_shape,))\n", - " \n", - " @staticmethod \n", - " def generate_gaussian_weights(q_factor, g_factor, shape_exc, full_shape):\n", - " '''Generate connectivity drawn from a Gaussian distribution with mean 0\n", - " and std of q_factor ** 2 * sqrt(full_shape).\n", - " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i.\n", - " '''\n", - " # Set scaled standard deviation of recurrent weights.\n", - " J = q_factor**2 * 6 / full_shape\n", - " weights = np.random.normal(0, J,\n", - " (full_shape, full_shape))\n", - " \n", - " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", - " # **or** inhibitory (negative weight),\n", - " exc_conns = np.full(weights.shape, True)\n", - " exc_conns[:, shape_exc:] = False # Set entries for inhibitory neurons to False.\n", - " inh_conns = np.invert(exc_conns)\n", - " \n", - " mask_pos_weights = (weights > 0)\n", - " mask_neg_weights = (weights < 0)\n", - "\n", - " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons.\n", - " # This induce sparsity in the connectivity.\n", - " weights[mask_neg_weights * exc_conns] = 0\n", - " weights[mask_pos_weights * inh_conns] = 0\n", - "\n", - " # We finally need to increase the inhibitory weights by a factor to control balance.\n", - " weights[inh_conns] *= g_factor\n", - " \n", - " return weights" + " self.outport = OutPort(shape=(full_shape,))" ] }, { @@ -313,19 +280,17 @@ "source": [ "#### Defining the parameters for the network\n", "Next, we need to constrain the network with the needed parameters.
\n", - "First, we define the dimensionality of the network. Since - given a suitable parameter regime - the neurons in an E/I network tend decouple, we identify the dimensionality with the total number of neurons in the network.
\n", - "Moreover, we need to set the parameters for the excitatory and inhibitory neurons\n", - "For the recurrent connectivity we employ the generation method defined in the class.
\n", - "The weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$. Otherwise, the network activity is caught up in a positive feedback loop and diverges.
\n", + "First, we define the dimensionality of the network which we identify with the total number of neurons as well as the single neuron parameters.
\n", "We here follow the common choice that the ratio between the number of excitatory and inhibitory neurons equals $4$ and that the connection probability between two arbitrary neurons is identical.
\n", - "Since the connection probability between two arbitrary neurons is equal, we therefore need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$. We choose $4.5$ to unambiguously place the network in the inhibition dominated regime.
\n", + "The recurrent weights must *balance* the network, i.e. the average recurrent input to a neuron must be less or equal than $0$.
\n", + "This implies that we need to increase the strength of the inhibitory weights, the `g_factor`, to at least $4$. We choose $4.5$ to unambiguously place the network in the inhibition dominated regime.
\n", "Finally, we set a parameter that controls the response properties of the network by scaling up the recurrent weights, the `q_factor`." ] }, { "cell_type": "code", "execution_count": 6, - "id": "7cadbf55", + "id": "474077c3", "metadata": {}, "outputs": [], "source": [ @@ -363,8 +328,72 @@ "network_params_balanced.update(params_exc)\n", "network_params_balanced.update(params_inh)\n", "network_params_balanced['g_factor'] = g_factor\n", - "network_params_balanced['q_factor'] = q_factor\n", - "network_params_balanced['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)" + "network_params_balanced['q_factor'] = q_factor" + ] + }, + { + "cell_type": "markdown", + "id": "05712d4e", + "metadata": {}, + "source": [ + "Finally, we have to set the weights given the above constraints. To this end, we sample the weights randomly from a Gaussian distribution with zero-mean and a standard deviation that scales with the ```q_factor```." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7cadbf55", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_gaussian_weights(dim, num_neurons_exc, q_factor, g_factor):\n", + " '''Generate connectivity drawn from a Gaussian distribution with mean 0\n", + " and std of (2 * q_factor) ** 2 / dim.\n", + " If a excitatory neuron has a negative weight, we set it to 0 and similarly adapt\n", + " positive weights for inhibitory neurons.\n", + " W[i, j] is connection weight from pre-synaptic neuron j to post-synaptic neuron i.\n", + " \n", + " Paramerters\n", + " -----------\n", + " dim : int\n", + " Dimensionality of network\n", + " num_neurons_exc : int\n", + " Number of excitatory neurons\n", + " q_factor : float\n", + " Factor determining response properties of network\n", + " g_factor : float\n", + " Factor determining inhibition-excitation balance\n", + " '''\n", + " # Set scaled standard deviation of recurrent weights.\n", + " #J = q_factor**2 * 6 / full_shape\n", + " J = (2 * q_factor)**2 / dim\n", + " weights = np.random.normal(0, J,\n", + " (dim, dim))\n", + " \n", + " # Impose constraint that neurons can **either** be excitatory (positive weight)\n", + " # **or** inhibitory (negative weight).\n", + " exc_conns = np.full(weights.shape, True)\n", + " exc_conns[:, num_neurons_exc:] = False # Set entries for inhibitory neurons to False.\n", + " inh_conns = np.invert(exc_conns)\n", + " \n", + " mask_pos_weights = (weights > 0)\n", + " mask_neg_weights = (weights < 0)\n", + "\n", + " # Set negative weights of exciatory neurons to zero and similarly for inhibitory neurons.\n", + " # This induce sparsity in the connectivity.\n", + " weights[mask_neg_weights * exc_conns] = 0\n", + " weights[mask_pos_weights * inh_conns] = 0\n", + "\n", + " # We finally need to increase the inhibitory weights by a factor to control balance.\n", + " weights[inh_conns] *= g_factor\n", + " \n", + " return weights\n", + "\n", + "# Generate weights\n", + "network_params_balanced['weights'] = generate_gaussian_weights(dim,\n", + " num_neurons_exc,\n", + " network_params_balanced['q_factor'],\n", + " network_params_balanced['g_factor'])" ] }, { @@ -377,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "e609ac8c", "metadata": {}, "outputs": [], @@ -411,18 +440,18 @@ "metadata": {}, "source": [ "#### Visualizing the activity\n", - "We first have a look at the trajectories of the neurons in the network." + "We first have a look at the activity of the network by plotting the numerical value of the state of the first $50$ neurons." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "f4cdddfe", "metadata": {}, "outputs": [ { "data": { - "image/png": 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uMUZcSQIxhihNIYYATYQ2PpoQTWKVqVBEJHtXOs2VNiiRHFVOPGpYaOz0yLNNYtKRtBkkRlgoLJSw0EKihIVKLTsTC0eJEXLd0hGZWkGm1o1Yad7uF+n4ZL7pWEOKK8a1z6T10I036kOv6Po9YuvhuxpRVGVl9WssL32F5ZWvEoaJlFUsHmBq6u/Q13cni851PFJTPLxW5+FjVRaj8wC42icfXMDVVaSQKFmm4W6mnjsAJMYZ5YZPtmFhiyY4PrGtqblZlkv5zj24WrKttcz11cuM+HWKLUmh6VFq5OlvFNAWBE6A7xiW3BrL9hpn7DWWByssW1UiLciHZUr+EP3NMUrNQfLhJoaiIpviHI7ysI2d7NO8CLRNDRAaRYgWcUo8PpomihbatFA0UTSITEiUkk9oNBEQI1G4KOOhcImFSyzsJEmbWFjrdWETS49YFIiFhUrbImmjxTdHrOsvZt1q0TKJBaRDhG1ibBILRyulQInGMQppIlIqS6wd22tonZxba7eTnGNbt4w0SExyho30fFu3VxFDJ28fnBBtbxyphWUiR5nUS8f6GOheiw3ldc8j62PZsA6dtvZ1O/UrvIsINtY3lDtn767Sd9V51x4TjfRf/fN6mdAjth6+6xCGyywufoGFxc+xuvowxsTYdomBgTcyNHgv9fzr+VrN5murNR6ZqbEcJ4Yd+XgVK7iEK0K0yBI5E6xm9wCJ0UZ/LcBrCCxZw7gBDcdltVBirZBcty+K2dM8z5bKHP1NTV/do79WpK+VI3BCfFez4rSYc5c57S4zl1uiMhKQjcoMNMYZbG6mXNlEIbyOoaiAq7JYxn5eFV/HHk6k0pEIUnKqEVMlNKtEpoVPTGAUARDhEJMh1hlCmSEQHr70CCyPQLqEIk8kHULpEgnnBSUSYTSOifB0iGcCXEJcHeESkTONhGxUjKsVjomxtcIx6Xk2rbCNxlaJSb5lFJbWSNrm9mlCp55HNAJF8hBVVzyEXz280FVT8w7ajoRl2xi+y7GwYN2ZcMf9sBBdtXR89xwprz3/CifGHVMPcQ3Dkq5rbuzZOCYZ8ty+jY6Wu8YiWI0XX+gtfEl4xYhNCPFbwLuBBWPM9WnbAPDHwFbgPPBBY8zqK3UPPfTQRhAusbjwORYWPsvq2mOAJpuZYnLyoxQH7ueo3sHHVxt8+UKVM605APLxClZ4CZcYbZVoOFsgfwMApUaTXMXCtuoYx6fiZVkuJ1KYNDY7msvcvHaesXrAYDXLcKVEJrbx3RY1L+SyO88z7jyXRxfwDQw0NjFcn2KgPkbJ38OBqMytceaaqsB1wgqSRJ2YVUKzQmDWaBLQMhrfWITkiUSWlszRlFl8K0vTKtGyRvGll3r6eC4sHZPRLQqmSV436NM1snFAxkR4KsLVCRm5KsJRcWqmH2GZGKkjpImBKFUWfuNok4PEwpY2lnCQQmIJG4lEysQDvxSJylQKmdZtLCHTtnZK+7C7xlmJxaKQnbztJb+7LkVKPZ1xz1cXXfNSA5b2uh2i6eGJ+OlXdP1XUmL7beDXgP/d1fbPgS8ZY35BCPHP0/r/9QreQw/fxVDKZ2npi8zO/TkrKw9ijCKX28HWrX8Xq+/tfN0f5WNLVb52uYpvLmCZiLx/Ftc0EyJzJyF3IxhDX71FtqGRzgq+K1nO91HNA3jsaizzuqVDbKoYRioFRqp5Aiek6vlczEzzmDfNpYlFnKDEcH2K0doWBpq3cUMwwO0qe1UVYWI8EBOJJpoaMSv4zFI3DZomomEkAUV8CtStPA0rT90epGFNEV95qNkYPB1S0lVKusawWqEQtMirgGwckolDPB3iqhBLh0gdIAhfUNpp91rCwZUutnCwpYstCjjSTctuWnawhYsl7CSlRNWu2+2ytNfHiGTMy00GysSdvTqDTr3kt8+SpUYYZt3ko3NmzHSdGcMksdiu6O+MMV0jjWHDv06Qziv2Is36WDbMJbkTk+wDI+gaR9d6XdfqChpqUtVn53qdNdN1kwXXDUa6zq6lF+h84O2zbUmeGrmYznlu2icDTOeQfqr8FInXTtL5mdw36JXmG4Qw5vm/vC9pcSG2Ap/qkthOAPcaY2aFEOPAV4wxe15ondtuu8088cQTr9h99vDagTGGtcoTzM3+GfMLn0GpOp43xtjY+6H/3Xy1OcinF9d4eK2ORpCPljDRZUJhoZxJjN0HQLnWJBdJpNui7tlUnOSgV19U5fbKEbZU64yu5RmrFIktn6XsNCcyFzjrXaJiYoYbU0ys7WG0MUnJH8LRV5rfpw9QEaJEk5glQjNH3axSNSE14+KLMlW7lCSnSN0qbFD7SaMoxjUG9Br9qkY5blCMW+RDn2zs42ofS7cQ5vlISuBKD1dmcGQGV2ZwrQxO2pa0d/VbHo7wsGVKWMJ90cSjjEIRo1Aoo5OSSQgmNjptV8ToZKzRKBOn5RilI5RWCSUZjTZJrsx6XWEIBCghCKVFbEkimRiLRJaFsiy0tNGWjZEW2kpilhkh0dICIdLzgqLTZoRIztpJC522J2fvZFJvl4XESNBCoKRIHC0LiGX64Bem05YcDqdDEB2nzN39iA5h6Ku0JWt0ufyiu77eZlKHyMk8sX4Ivb3blugb13fZOh/nFWNfxh8Y95x6mj/+8Y++pDWEEE8aY267Wt+rvcc2aoyZTctzwOirfP0eXqOIogqzc3/G9PQf0GyexbJyjAy/g+zQ+3kw2sV/nlvl0YtNYJpCOIsTL6KsAg13KzhDOHHIUE3j2BWanmCtWKICDIYtXr92iG2rIZuXyxR9SSVb43T2PF/OnWcp7zNe3cnU6n4mGwfYE5aeoz40aGLRQok1IhaomVnWTIuKcWgwwKrdz6pTpmbfhJLpn6QxZLTPSLzImFpif+Mc5bBJIWqSjVtYqokgeM7umgEyMkfGyuE5ZTxrnIyVxZM5PGs9ZdK6KzPPS0zKKCJCAhMRmhjfxNSMT6QbxComNjGxDolMRKxDYhUR64hQRzQltCyLlu3guw6R7aJsF2U7aMtBWzbKclGOjbJslJ0ltpNybAsCCyIbQlsQWkmKJWmSiW9GKZMkJDolmFcLssutlmXahiYay6jUQXLSb2E6Riiiy8ik2+hEYDqGKaLTn441+orxaZ0uwxZzZT0Zs6GcGpm0k+yEx2kbt3SVU8luvc5V2toGMbrTvzEEz5XXWDd6ieqrwEsjtufDt8x4xBhjhBDXFBeFED8O/DjA1NTUq3ZfPXxnoVo9zOXp32d+/pNo7VMq3cyuvb/Is9Yb+f8vNPjCkTVCpsmHc7hqHmWVqbtbwR2n0GxRqPrg+CxlSiz2u2SV4e7VQ+xZaTK5VCYXwkJumSO503x56CL5xghbVg8wvvAG7vPfh2XW/4TW1Yc1IuapmcssmxqrJseaNciq08+qM4lv7QZSq8m4wqZ4gS3+CfqCBuWoTi6qY+lGagSxDikc8naRrFMkm91E1iokyS6meYGMVcC6iiWhMYaAgMAEtHTEqgnwVZ0g8gmVT6QDQhUQqICaZajbNnXHw/cyRF6O2M0RuR6hlyVyS0SOhe8KAhtajsC3Jb4tCWyLwLKJLPsb/oUvjMbRyd6doyJcnRqc6Ii8Chloq0xNtJ50hGdSY5S07pp0nI7IpOXEcCXqjGv7irS7fEDKK8oJGdExUmlbQIqUKFLaaFNMevSgXW+Xr2xv1xOHye1jASmVpOMBRCp9bYjUtoFm2g6Zu+ddQSsdVWC7rLvnXm090yW5QSLBdtSK65+nMWJd0uvyTNJRPdI9vtvWMmkrWa1v6LvxjeLVJrZ5IcR4lypy4VoDjTG/CfwmJKrIV+sGe/j2hzGapaUvceHib1KpPIWUWcbG3ks4+IP82Vo/Hz+9xKqaIaOqiPASllWk4U4BY5TqTfJ+ndCLWc71UQf2NOa5f/ogWxdyDFc9FvPzHMqf5ItDlyk3NrNz6Ra2X/oA18XFDfZgGkUk1wiYZtlcZlEH1OhnyRliyR2kbic/yGwdMRbNszme5+bWKQb8KsWwgqVrG1SEUtjk7TJ5b4i8vZ283ZfUnRJ5u4+M9dyIw6EJaZkWTR1SMTX8YJGWqtOKW7RUi4o0rHku9UyGVrZElMkTZvK0MgM0cjb1DDQcScO18G0b33Yx8vmlHi8OyKjEr2NW+eSUz2DcohA0yasWRdWgqBuU4jolVaekGhTjBnntk+nyC5nRAbaKOx79MaCwiLHTZBFhE2ITCZtQuETYBMIhwibGIcYixkKZ5IyaMul5NSQKC9/kaVAitaNMiMWkeRfZmKs86F81XOvp9hp+6lm68Iqu/2oT218Cfwv4hTT/xKt8/R6+g6F1wOzcX3Dx4v+g2TxLJrOZrTv/DYedt/Nrs3W+PttAmjk8/zS2EPjeNshel0hmQQ3fM6wVStSN4nWVI3zwwmF2zpdQssqx/Gk+WTyJYw2xZ+F17L70/dwQFzpEluyH+YRinirnWdA1liizYI8y720isLaDMZTiKlPRDLvqBxltrVIMV1Ppqw1BwS5T9IYoOnsoOv0UnQFKzgBZe6PDRmUUDdOgrn2W1SLNsEEzqlFXTZZtw3I2Rz1Xws+V8PMl6vkyq3nJWtai7jo03WtbPGZin1JUpy+qMx7VKder9MU1+uMqA3GF/rjCULRGX+ojshTXyMYhdqyIsfHJEODg4+ILL00uAR4BLoFxSQz7PeZNgWkcYpOQlUpPjZkXea4u/QBelQf9cz2YdLelPeK5fYm0fqUz4K562xGx0Bv6rjoP0+WUOCnr1LFx91rXvqburCQwiQcWTBpDLZXrRHrGLQ3l01ZlblQp0lGTCkOX/Mf6mTxI1JMiPUPX1d7JE3uX9F6SIA+7lp8/WvtLxStp7v+HwL3AkBDiMvBvSQjt40KIHwUuAB98pa7fw2sHSjW5fPl3uXjpfxGGixQL1zG+51f4VHATv3thicV4nky8ghPPEzmbaWX34IU+A/WQ2GuykisT6Ii7Vw9yw4LP1sUiq94lHi0e5MtDq+xYupXtF97Au/33I9uWWxiU8AnFLMucZ1rFzNujzHmjVJ07wBiKqsa24BI3rJ1htLVMNlrpqA8NULT7KGcm6HOHKbvDlJxBCk7/BlVhYHwqusG0XqPeukwzqrKqm8x6NkvFPlqFfurFMpVSH0sFm7WMQ8PLPIewhNGUwxqDQYVt4Qqj9WWGoxVGo2XGwiWGo1UGowrlsEo2CoiNQ4MsdXJUZZ46eZoiQ8tk8clQM30smxFCHNKjzFxTivkmSGejKymz0cN96iVfi8RJskqdHiuhiKyIWMRoESFEjCTqnH9z0vNvrtZ4KqnbRmEpnR7G1ljtUDPtvR9Bau2XPPjbhhw6NUBpG1yojhFH6unkCoMPLRJnXEaQnKITpmusST2StMvrxiMaNhqOtN8b0/WWmu73jTREzPr7bkza1o5Cmn5S4orPpT1PdM9N++Ku8Z1gpu35Yn2dDX1X3N+Gb4fpuk7XEp02q/+FvyQvAa+oVeTLhZ5V5HcnlPKZnv4Dzl/4daJomYH+uzFjP8kfVSf549klAiPI+mcIhUR528BoBuo+lhOy5JUwQnJb5Sh3zlbZtuCxkD3HI4WDrEUW18+9kc2VPbhd1opahARijkVOM6MiZp1NzGQ20bRz2DpiKrjEtmCOTc1FSsESkhBIVIgD7ij93ihld4Q+Z5iyO4Qt3WRdo6mbOmuqQU3VqUUVFnSDi3mPlfIQ9fIQq31Zlgo2yzmPprcxVpWlY4b9Fcb9JSbCeSbCeSaDOTYHC4wGSwyEVbwwpEmOKnlWZJk1StTJ0zA5WmQJjEuEg34JLrKSUCp6nWikIhQhsYwJrZBIBEjhkzEBuTigGIfk4pCMSvbJ2ntUSI0WgqjLCCTq1CGSJqkL02kL06ewXj97nTyYU1eP7UjVQieShVRgGbAU2Ho9T0LfpHVlkr5OnQ31ZH8tkTCkSdrb5aTdrPfrjeOt7jmdNURaX4+uLXVyn20SefVMX761eOK2ffzI7/3ZS1rj28kqsoceXhBah8zMfJzz5z9GEM7T338XtdF/zK8t9/OZ4xWEmccOziPsQVqZHXihz2CjSi3jslLMsa25wnvOH2H3TIGKc56vlp7g4XKO62ffxOvP/T1sk5zzMmgisUZNnuWiWuKyHOZCdpKmfReODtnqX+SeyuNMNOeS2GckXhPK7hADxX0MuGMMeOOU3WFkKkEFxmdFVzkVXWYtWOay9DlfKrI6MEq1r4/5vmEWChkaXeQljGbYX2XCn+XWlWm2BZfZ0brElD/LsL+CGyqqFFmSfSwxwBolaqbIM2aUEPe5ZHWN89DtE1eqE/Ylwrd8WnaLWNTJ6ybluEU59MmpFq6OE8lGGJQ0NC0LXwpaFigLfNvQEiY5B6YEJgYdQ0tDGEMtNrgxZCLwIsiEkIkMXijIRJCNwY01TgyOMjgxuDE4MXgxOLHAjQ22AudaYb9fIjqm+1KCtJJcWCCTYwBCtH09SpCSdvRwhEjz7npi+i/sdL006rZJJT+k7JSTIwQiPQqQzk239tZjwolU/dg+OmDSOHHtc2SJlJeY5ScSYvuoQCd11mmXzcZ7aAedFQJkKnV2Xbsj9nTWaxurtHeHDUZ2GZV0jE7WjxGsf/dEZ60z/X2vwKe5jh6x9fBtA2MMi4uf5/SZX6DVuki5fBt62y/xXxYH+PKJBo6axYpmiN0JwsxOSs0mbrzGUqaPVdvibYvPcNslByta5OHSkzxZDLhp5i3cc+6nsdKvukETyHnmOcU5rbjoTTHv7UGwm0n/Mm+qPMFkcwYvXkOQHD4e8jYxXNjPcGaSAW8cOz0AHRifZVXlcnCa+WiZU1nBfP8IawPDzAz2M1veQ8tdlwgLUYPJ5hxvXr3IvtZZ9jbOsaU1TblVp2aKzMlBFhlk1fRxzmzjKPs3ktZVCCulqg5RNe0mDbuGZ9YYCauUwyY5FSJSacu3JQ1LENnQsqElNCoCImjFEMWGWgg5H3IB5AJDLoB8AAO+Wq/7kA0T0vpGoC0LYzsYywXLQUgHLAekDZaDsWxwk/Nl2pZoSxKk96xsQWgn9x46EFmCyBLEMjk3FltpLgXKEsRCEkuBlgJlWcRCoqRACYtYpmfQkOnZ5HWLQGPWveGbdZZpv+G0d4w6T/0NkadZLyM6j3/R1d5tM7hhL6qrna4+rpzT4ZEuW8Oui4suHWTb8HzdAH2jr8h1T1hXuW6bh7r0jp2iaK+1rqdcv4euHeWO3rS72WCpV9Y4p6eK7OHbAtXqYU6d/nnW1h4jn99FsOlf8T9WxvnCSh1HNdDxAsqdBCT9zRaxCzUnz5bWDG+/fJFtixbH8k/xhHOG/XP3smP5RlydSEUGRSDnmDZnOGsczuS3U3NKFKMK+/0z7Kxfot+fQ6CxhMtoZpLhNPV7Y0gh0UazoldZjCsshksczyguD42xNDzCheEMC8VSZ9/LUSFbGzPsb57m5vpxDtRPMd5YIo5t5sUgc2KYJTPAmikT4HGtvau2+i+SES2rRdWpkjFLjPur9EUNbBOjpKbuWFQcqDrQQKNDsAJwA0OhBcUWFJuGUouknpZLzRcmJm1ZaMcDJwtOBuwMOFmU6xC7FrFj4bvguxa+A4EjCF2J70h8xyKwLHwnMf8PbAeFSKwSjUR3n0ZOk0ifp7KdJ9SDReqUWGikVGmusYRGyDQmtjAIoZHCdFJ3m5Cp/aPUCGGQQiOEXh+T6geF0MmYdMOp3Z/sySU6z06bSI0rRNfc7j6RGGV095Fe98p12mt1b3YlQk8qI3VvgrGRcL7TsHji9Xzo7/7uS1qjp4rs4dsWQbDImTO/yOzcn+M4/eS3/QL/vXYLnz5dw1ELWPECkTuFtDcz2PRpZBxW83nuWD3GvRcCXH+Wvy4/wklrgpvOvoXvDb8fSEghlMtc5gQnjMPZ3Daa1m2MhvPcWX2G7fULuDqxzOp3xxgr38FYbhtD3iaksFBGsaRXOBKc5rxa4dBAgfmxzVwemWSmfB2xlfzp5KIm++pnef+lZ7mtdoStjWm8VsSCGOKSGGPejPAl86Z1yeuKDX2DIRQBLbtF1VmhX80z1lojp3xiqai5koYLNUsTB+C3YN43BA3orxv66rCpHtFXh4H6tYlK2S7Gy4GbBzePLmeIR12WsxbVnKSeTUz+G55N07XxHZum4xILB9UmIS1By2SvyBhsdLJrJxSWFSNljC0NttRYUmNJRU5qilYTS6okpeOkpZAyRkiVEJVUyHafjBGdcUnkbyFjpBUh5Dfnd/LFwCgLYyyMThJGYkzbbUi73E5iYx2Rlh2MXp9zZTJpEFSd5sZYqcSXRNDGtHfZZPo9kakhRlu3lyrE2+PSue2xotO2Pl50zWtH3QauWONa49plriin9e7rpW3rkbXXpdy2w+f2d39L/ZXdTewRWw/fEhijmZ75I86c+UWUCujf/Hf5C/MBfuv8KkYvYcWzRM4kwtnMoF9nLZNnNZfl7QuHuO2iZN5+ik95x7lx8W286eJPYRkbgyEWdZbkSY6pgOO5HTSsG9nsT3Pf2qNM1S5g42MLl025HWzK7WQ0u7VzPmxFr3AsOMtxs8yzg33Mj01wZmwny8UykJxH2127wIfnHuSu6iF21S7gtGIuiAkuMMFBc4AnuDV9gXT+iJP7SqSuirtCfzTHpmAZW4c0HUM9AxWpUS1Y80HUDMNVw1AVtlYUIxXoazz3PdS2g84UIFPC5ItEQxnmCzarBclazmYt51LzXBquRyQclJagLYQSWAYcNC4RnhPi2DG21DhWTFHG9Ns+thVh2RGWFWHbIZYdYNsBlhNg2QGW4yPtEGl9Y/pIrWxM7KGVg1EOaDvNHUycAe1AWtfaRXTKDkI5CJPkUtsI7SCNjdAWwthJUFNtIYyVtstOOYm67SB4bvRtaSys1At9SlPfEofFbWvRTkBU0V1OzfjFFeVUImyb+a/rC9ePC3QgOnaXXWPF+ti238lu00mxrhJt31NnviG5Pu39QDpz1v8IUnWlpnNvM3r+5X3jrkCP2Hp41VGvn+D48X9Fpfo0xfLreaLvX/Erl1usqVXsaBrljCPszQz4TSpelpqX4QPTz3DgsuFw7uv8lRVyx8V38wH/vUCyb1aXFzimL3MkM8miu5fhcJE3rD3B9toZLCI8K8/m4l4mcrsYyW7BEha+aTITr3DBP8Zj/Q7nJ7ZwamIXa/lbgOSs103V4/zouSe5Y+0gg7UqlxnjPJMcN7s5RBJ3rVsCU6hEbeiuMBxcYiRaJpYRi55gzdHELag0wKsYxlcMu1YMb1qF/iuO9WhpofNlyPahhkssb/dYLFsslVxWsh6VbBbf8lBKgrKwNbhosjLAdUIyToRrR4zbdRx7BdsJsJ0Ax2lhOy0ct4nlNbHd5vN+VsYIdJRBR1l0lIUoi2kNQpRFxTl07CFVBqE8LOUhlIulMljKQyoXS3s4KoOtM0lcOO1ipzueL4Y4DBoj4ySJK3OFFjGINGipUBihQCbheWg/9NHrD3iTSnwi+XGlEKnr4zY27ql1pJZOSiWrTkRwmZZll+QiN0o8HSlGsi5tdUlUbWlvQ59cl6CMSNdPkuyobmVn7ouNtfftAmfo8Cu6fo/YenjVoHXIuXO/yoWLv4ltlwi3/Co/szDJ8Ys+TjgHVonYmaAvaFJzM9S8DO+beZZ9My0eLXyZrzDKLafez9448VoQiyZz4gRPCcnpwnYyKsfNtWd5//xf4akarsyxpXSAqfx+hjITANR0lePhOZ5wqhweG+Xc5DCXBnajpYWrQm5be5a3zj3MzWvHyNcDzopJzptJvsB9dH55pg8/haJu1/Hty2xrXcKhybIHa64magpWq5r8smFqEW5bNAxVNppzx14WCkPowQHmd2SY7bdZKnos5/JUvSxK24hY4hpDTgRkPZ+sE9LnBIw4FVzPx3GbuG4TJ1PDydSwHP/q733sooI8OixAmIfmKDosEEdFrLCAFeexoxxWnMWJc7gqSY7ycEUSuuVKGDTabqGlj7YDlAzQVoARIUiFsWtgKpjUNt+giRBE0PUAtxBYCGyEsRNprJ20vZ5rG6k8RJxHmJcYfPRFwIg2UeqEOIVOSTPNxcbcpHtmRrSlJoXulqbEujTVkb7aUlZbimrvtXGFhNaRrPS6VNZey1wxpyN1sT6XtsTVJWm1c9Mm/O5D3F3SWffYjoR2xfzua3V+I6Rl0TXGrK8Tv8LCcI/YenhVUKsd4+ixf0q9fpzcyIf4uPgIf3ixga1WkSYmcscp+A0iJ6buZnjv7LPsm2ny9dyXONTaz23nfxTbuBgMgVziqDnN09nNrDi72dE8y4dmPkl/OIcjXCbyu9iS389oditSSFb1Kk/6x3gk53NkyxTHt+yimk3IcXv9Ij82/SXuXXmCocoaZ9jCGbOVz3F/cuNd6sSm1aDhXGZL6zwOTRYyhlVLI6tQXzRsnTdcv2gYX0nOJkHq6b00hCmOsDSVZ7bfYa4vy2K+QMPOQmzhakPJbpB1QzJuwJS7jOc1cTN1vGwVL7uGnXmupwYdecR+CROUMJUp1HwfhH3YQRk37MMJC2SiEl5cIGO85Ii16DK/tnyU3UQ5DZT00bKFcWrgriaSEhAiiNrkYxyEcZHaQ+hEUpMqix32I8JvTGLQMsLIEG2FGBlirBAtQ4wdoawqRkZJEvHGRJIgxpg01zHGRKA1mBiUWk9RDLGGWEE6RCjQSiCMQStBpCy0EsRGorSFMjbKWGhslLbQxkm8pZg01raxk31H0a5bGLHuTWXdN2MicWnRNoNJ7Q1F6sNDSJJHcJcrLyHS9vbY9Tkb66k01653lUl9THbZK6a/xa7Y+7pq34vvFxv6r71G9+j2WkF0gvuu/fV4yegRWw+vKLSOuXDxNzh37lex7TIXJ3+bX5zJs6aqyHiR2BkjE7aw4ib1TJ77Fo9xx4UKj+Q+z7PN63n9uZ/o7J/Vrcs8ped5urADR+/gtuoh9leOYRMynJlkx/C7mcjtxpYOdV3jUHiGLxcCnt26mZObb8B3M9g64s7VQ7z34pe5buUMy2E/x9nJV3k93X+MCkXNruJwjrFghqoXsuxoqENt0bBj1nDrnGGksv5a40IfpjTG6v4Sl4YcLg0UWcwViIyHqwQlq0HOC8h7LXZnZ8hkq2Rza3j5JWxvo0pQxy5xcwDT7EetbYPWEI4/QMYfJBP1kQ36yJosdoeoNMqpo9waymqgZAOTWYDMDBpBy9gIXKTOJEnlsKI8dtCPEwxe8/MzIkbbPtryE+nM8lFeA20tJ22yhRY+xvho44PyMXEAYYSJYmQYYXyN8kFFEj92CGKXQGWIdJbIeJ0UC5dYeCjhoISDFlmMsNHSJgklYycPeJEQCcIC2mfNugKFIjpBPtstid+UK8SEthspqRKLRZNE4e5E5X6esux4MUmUmUK3y4mEIlJP+pi2p/y4q554PwHTyduurpKzB+vlNBhNZ+9rY996u2j3da7X1Z6+1vb3RLTrqSm+2CBtdc3pkvDE1aS19j5alyQGpK+JdM/NdIZ15mE4OrXtmt+5lwM9YuvhFUOrNc2RI/+QSvVpnKEP8D/VR/iryxF2tIixSgg5SCmqU3ULHKie521n1zjkfJqjzT28/uxPpoSmWbXO8gh1jha2MxJEvHfu84wGl8nILFtLN7G9eAMld5DQ+JyOLvNgpspj2yY4tnUfvpslF7d4y8ojvHvxAbaszHHKbOW02cYZdtFWLWo0DbuKq08xoGaZz4SsGENhFazLmjunDR9cWFclRoU+TN8EF7YXOTua41JfH02ZxUkJrJRtMZhtMJmbIZtfIVtcwLlC6oqa/ej6MGrmNkRjFK81TMYfJB8OkY+LOCLxIa/tJrG3SmzXUE4D465ictAyDtJksVQBKy5ihUXsRumqn4Wymyi3inIaxF4N7cyhZAMtGmjTwKgmJmyC72NqEXEd6s0sjTiPr/IEJk9IjpAMkfRQwiO2BtGWh5EuRrogHaSwOxGrk3jVCbEk4U5ipIyQdoglwiTKto6wVIhjIiwVIVWIpX2kriJ0IpUJHYNRCB0jTITQCkyU1FPpDRMjjAJUSjCKjlsSEkJaV721VXTdB5XTx3fHVdbV+lg/BM36wWsjUkdqXbHQOmun73/bCz+i86jvnHLozOta47lz0nntslhfA9bvj64+WL/+yxlL7aUhkSonVG+PrYfvQCwufoGjx34GYzSXN/8G/3G2n4pqIlSd2BmmGDSou1kyccTfPHqYhfgBDjWL3Hb5x7CNg0GzYp3nARlwJreZHc0mf/Pyn1KMVxjwNrF7+D1szu/BEhYLapG/1s/yhc0DHN2xjWquiKMi3rLyMB+Y/xLDK6scZTeHzAEOciOQ/BYNhE9gn2dTcJaVjM8yhv5FTf9Fw12XDYO15LUox0H3TzFzYJDT4zku9ffTsHJklGEgU6OcrXNd/hy5wgrZ4iJubq3zPqjII65uQs/diGqM4TVHybXGKPkj5IwHApRdJ8wso5wKOruAyM4TaJdI57HiEnbYj9fYzJUxh2OnSpxZQ3kVgsIMSlbRVNFxDeM3oNokXBVUmnkqYT8N049PgVDmiKwSyh5FWx5YHlK4WNLGwcJBIlWEbTWx8bHwsVRAQQXYysdSTax4BVSAUD5S+wjVQpgAoQMwAYIYYWIEKtkHwiQHpUV6YFrKNBjnejnqqmsp0Jbo+GTU6byEeMSGh/c6Us8gOFfp+ybR2VJdV+N1PGqIbvWh6CKe7r51EoQ2Ucp1EusEAe1ap6tNS9lFoom3EkNXezvwqUjD33St0ble1z1vvI+NYxBsuPZV73HD+O77ZcM1No4hfc3rPwrGV1b40Mv3KT0HPWLr4WWF1iGnT/8nLl3+bWThVn7f+dd8alpjxSsYq4RDFke1aLgZ3nf5BP3LB3lSzXD3+e9jT1zAYFi1LvAV6XM2N8H11aP8+IUv4xmfidxu9gy/i6HMBKEJOBJf4DOlgEf3beHS8F0Io7lz7SDff/HzbFua5qjazdPctP4LGUPDqpLXR3DEApfdCGcFvEuat50zjK0lryHO5okHt3J8b5mTY0VmiwM4SjLoVenL1dmfP0++tES+PIPlJnGltLKJqmOYpT2o2mYyjQlK9c2UoyEcIRPyyi4Q2auQm0ZnZ2nqHHbcj9MaJlffuuF9jNxV4uwKYX6WZvkISqyiwzVMtUq4ZFiuFVkNh6kxSCCLRPYgyp7C2Fmk9HCEg4fE0hGuVcOx6uSiGqWoiROvIuNpRNxExnWEbiJ0C2FaCBOBidASIksSS4lK81gKfCsJ7Bk7ktgTxGl9nWgE8Nxo4VdH++GXBAnV0kJLKwk6KpNo10myiaWNsi1iyyG2bWLLJrKd9eS4RLZDmJZD10VJO42YbaGklV5jPSCpluk+Wbs9da/VKQvxkiSdxNkyXZ7y6XjFb/uVFJB6zr8iN+mu3Ia29XVkuk53f2fdzvW732k66sSOrabZ8Cls6Ou0m/X56/0bx8u0DHQ8jYgNc7q8mqTjJsylb/p9fTHoeR7p4WWD789w+PBPUa0dojbyD/j3q29gOgKhKmh7gELYoO7mOVC9yD3npnlMfpHbz32AgdZ4Qjpyia/IFU7kE0J7/erjZNFsL97I7tJt5J0yNV3la3KOT0yWeHbnZnw3y6i/xI/MfoI7557lXDTFObMF3eWlv2YvMRgdou5WmNOGiWnNbac0u6aTP0rlOMRD2zi7eZCjEwMsZvsoaMVgrkJfsUKpvECh/xJOJhHhtLKJKhOwtgWvupVibRuDzc14wiF21ghy82iriiFGag877sdtjSHVun9IbflE2UXC7CKxvUhsFjGNZaL5gPmVMsvROHUG8e0ysVvG2DlsmcETDq6K8II1vLCCF6zhhDVkVENGFaSqIXUddCJBKQtC2yKwLSIrTbYkspIUWy/GwnCdeJLo1imJuB6+m8H3srQyWZqZHI1cnmamQOB5RLazTkS2Q2w7RFaS62tc11YaVxlcDY42OBpsA7Y2ONpgG5OWWS8bjaWTst0up7k0GkunUaS1SckmDbPZjmptTLqHZjoRsdsBRbsTnb4u9WZXnzEKC5OqRNM9sI4Vo17fL+scQ2i3t/tUx1NJMlchZRoxTrQjxyXHFaRI5nS3J/X0tbW9k8D6vptoW0emubjSlZe5en97D02Yzl9Ve8yG8dB1XdM178qxUGns4D3/z/96Ed+9a+P5PI/0iK2HlwVra09w+NmfIooDnhz5FX55voBRTbTMYCuFnf5k++C5syz5n6Y4dwO7lm9FIAhlnUfFJR7PT7C/fpy7Vx4ni2Fn6Wb2lF9Hxsoxrxb4bGaZz+4Z58ymzVhG8+aVR/i+mS/grGoOcl3qniohs7q1Sr96hmVvjUrTsO+84rZT61JZ2D/G3KZJnp3q41LfEFmtGS2sMVBaptQ3R77/EtJODh5H9SH0yg681d0Uq9sZbG7GFRZhbp7IW0SLBsLYONEgbnMCqdeVhlFmmTA3S+jNEKtZ9OoSlRmX2cYIa2aMpj1I5PUj7AIZmSGjYjL+Chl/mUywih2sYYUriHgNqWugG2jL4DuJd5AgJa0wTdeSMIyQaMshsl1CxyPwMjSzeerZPLV8kWqhTK1Qwvdy+F6GwMviuxmUvVGtZ2lNNjZkY0MuNmSUIas0GaXJxpqMUnhKJSFjlMJWGksrbB0jtcJSMZZO9s0sHSNUjDQR6AhHNZGECBEgCLBEiCUjHBFhyzT8qOhKKKy0bKHW62nEtyQEaRKyphNa1LRtFrtsGE1XLGxjrpm3JaJ2uSORpQ/xb5ddrO8EHBsYYt8/OPOS1ui51OrhFcXMzMc5fuL/JvJ28luFn+OBeYGMV9F2P7moSdPJsb9ymVsuHuJscJbXn/shHO2hiTkiT/PF/BiTLcWPXvx9Cih2lW9ld+l2PCvLRTXLHxUu89fXbWGxbwfFqM5PXfwD7p45yMlwB09zE23rrZask9dPUneXWWsZJk8r7j9hKDdBS0k4soODrxvl8OQIvp1jPLvGQGmVbf2nKAyex7JDjBaEa5PE599Edm0Xg9XdlKM+VGaVIDeDzs4ReRVEMIbbHMVrjgPJPplfvEhl5K+JwsvECxVm5/uZDyeo2uOE3vVYzl1kccipClmzxLi/jOufRPqLSLWE0DW0jGm6Di3HZtmx8XM2QblNWNk0JdDSIXQ8/EyORjZPrVBmtdTPSnmAWqFMM5unmS3ge9lOVGw31hQiQyHWFCJNPtbkY8XmKMaLYzw/xItbONEajgqx4hBLhUgdYMUtHFNHigaObJC1fDKyRUb6ZISPJwI8EZAEyIlw27GwTUI6tknjoxmdSlSJZaGlDZYxGw/5dV5kmn+D3v2VACNTQ5B23m0M0rUv1N4P0m1DkM6ekux4vteiTYfp3pdJInRHwiY2SaTvJDK3lUbrFihjdyJ1J+3r89pRvFXXnI1tsrNeZ4wRaS7TtTbOS9ZO3HZ1y1+Jc+euIwVGoNuHvwVpOXmtxqwrG7VpG7rIzjqkMebW15SpYWRaN6Q/F4BU7uQqfQca8+z7xj7Sbwg9Yuvhm4bWMadO/wcuX/7fVMvv4+cbH+KyrxG6hZYlssonthx+8MwxZpp/Qeb8u7ineScGw6I1w59nbDyd5UMzf8GAqrCreAv7+u7Cs7KcUzP8bt8sX7phO43sbqaaM/w/J3+VqfkFntHXp+b5iVl+LE8i5SmWooihc4q3HEsMP5Rl0RzfzYO3jXBibIyMNGwqrXCg/yR9I2dwslUAwuoo6sLdeCv7GVnbTwEPv3iRyFlGlE4TRIN49SkKqVl8lFnGL56jVn4IVZ1m9ZLN+doUq9YkYfZmXPse8kqTNYuJ+6zKOaT/EDKaR5g6viNpug5rnk0z7xD02SR/iv3pOyuIbRffy1HPF1ktDbA4MMLSwAi1Qol6vkQzkwMhcZSmL9D0hZpyqChFMTvDiFwjJLPWwgvXcKImdtTAjSu4poojK+TtOnlZJyebZEWLnPDJpHGxMyaJn+aZCFsrbK2xlU6CcrbFEkMSnfJq3wtBYhhipXnqfV+n3vUDKWkJByUSQmiSBDhtmBwtnaVpsgQmQ6A9QuMSGpdAuwTGI1IegXEItUNoXCLtEhqHyDhE2ibCIjIWCokygtiIVF7rUgaKKxWB7XKXAlF0KxNFZ+x63pPPXgrs5isUh6i9/iu6eg+vWcRxg2eP/DTLyw9wfuhf8nPLNxLqCCNcXGMTScFYq8Ybzj3FTP0Sd1/4MSQWoWjwJXuec16Rty49wGTrIlvy+znQ/0HyTpkLZo7f6p/lKwe208gWuaF6go+e+XPkMhxnN7NMYjD4co2cfoI5t8LQJc09hzWTS4lk1hrdyUM3jHN00zj9bsBo3zKvH3yc0tAZpB2hogzx/HWIxRsYWr2OvrhMULxE5C5B3zGi1hTZ6naybEfLAL90nrWRLxDXzjN/3uVcYyfVzGaMt5OcyFAMVyhG04yunsFqfQUZz6FFSCPjUvcc5rMuQdkmMapIDCu0dPAzOdaK/SwOjjIzsomVvmEqpX4a2QIIQSlQDPmKgUDRH4RMhCGFhRaZ4DJuWMcLV8mqOXL2CiW7QlHWKcg6BZrkaZE1PlkVkNERnkr2fxAkT/Er3DsaILYFkZ0YhESuRcuyiKSLj0eVAlVdpKaL1HSBmipRU0XqqkBd5anHBRoqS9MkxBMZK/EyYhIJKCIxiY+FIDHSF4lU8zK6gmqrEztHpYXBkl1qxkS+SOukasrueWlUgI6M1V5Lp6pNjYXCEmlE7lT92e63heq6TlvV2b4XvaHPWpf/1u93Q/7c+d33snFc1/139uzW97XW5THSfpJze7RlseQbILvGi84utU4dga2v2S0Ptuvd86+25sYxMJP/npftc78aentsPXzDCMMlnjn4Y1RqR/nqwK/x31dHEKqGsYpk4xYtO8v9s+eIl/+MPeffwkhjCoPhrHWJv8yWubF+mDtXH2c0M8nNA/fR742xZJb59cEanz+wjWamwM3Vo3zk/CeorRa5zGba6sZQnkPJI1QaIXceTfbNbA3+4DjP7tjBoalNFDzFRP88QyPnKAyeRwhD1BjAzN1EceEmxqp7Ebllwtw0GIHXmsBtjQGg7AbN8gkCjlG/vMbp+UkW7B3E2XHyMke5MU+pdp5M/QIyuIzQqzQ9i2rWo5pxCZ3134oGQeDlWSsPMj06waWxKZYHRlgrDaAtm0KoGG0pRlsRg75P0W+R92t4/hoFf5a8nKPfXabPWqNPVClSp2Ca5JVPLg5x1dU93SsJoSMJbUno2ATSYYkBlnU/q6qfFT3AStTPWtzHWlyiGpeoa4+mcfCNRSAEvhBEyJSQXhz5CAw2KvX4r7HbD3w0DipJQuESpykiKwIyhGREQKZTD/BSVaYnwrQc4RHjEpIRIR5Ju0dIjiA5B2c0Umuk0qAlJk4jZ+okN9pGa4FJoxUk0lx3LtdJ1yRT2wQcAwqTkrFIyqI9JtGU6jRop4bOGTaNWT8Xh+n0JbnpSJAm/Ya3+/QVY5IzdF1l2ufZzPq1xHPbNp6DS7+XXeaSG8/atb+31y4nH7R57rpXrPOctk49+XF1v7idj/7b335R36trobfH1sPLhmbzPM8c/Cg1f5XfL/wWn18tJKQm83gqQAIfPvk0c2sP8/rzP4JlbALR4C+8KiGKvzn9xwwJuHH43Wwp7Keua3yseJY/vWGKamErt1SO8CMnPkllrY9j7AMMihghnmHJuUjfJcW7ntaMrkHsZZjZuY+Hd00Slzym+he4a+RRSkNnEFITVsdQJ97NwMLtDPmjROVzxG4FXT5PtrYdrzWOspu0yieoZv+a6qUqRxd3sprdie29n76gQSk6z3XLR7BanwK9TC1rs5LzqA24aGkBQwAEXp6l/hHOb97G5bEtLPcP08gV8ZRhohGzqRlyfbNJ+XKVbOsSeX+WfnGBIXeeQblCv1ijbGqU4hb5KMRqB2gMkvfdAKErCBwLP+uwIIe4rMeYjcdZiEZYjIZZigZYUWWqOkNTWzSFxBeSVmKrd83PVKJxUbgyxiMiQ0S/SI5jZwnIi1aS8CkInyJNCqJJiSYlGpRFg7KpUdANXBVDZGEiAUpiYpsoljSNRctYtJAERhAg8BEEGAJBkqQmFBBahpqAWBhimfgVjC2DEoZIgpKGWIKykjyWFrFtEVtsSFFXWckkaZmqSq1unWr78fvKqsdeDghzlUTXUQIDAnFVM/1OTndomStN/68cd7X2a/WJ56y3ft9dfUArM/qS3ocXQk9i6+FFo1Y7wtPPfIS6yfGr9i/wdJAF7SOxQEimmmvcePGL5C8Ps2PlJgyGc9Y0n8wWuG/lQfY0zrCrdCvX99+NFBafyM7yPw8MMj8wyrbmJX7i7J/QWC6yyDCQhHoRPMa0XOCGYzH3HDZkImgMTfDY3l2cGR9nqrzM+MgF+sePI62IqD4E069jcP51DIVDBH1nMYRkmltx/ISE/MJFWtmDVGbmODK9nZXsTmx3iAG/Sv/aSbLVE8jgPL6jWMtlqOQ8IjsxTzcI6oV+ZkY3c3ZyJ3PDiQrRNoIt9YjJus9wo06xuUautchgfJxxb5pRa4FBVhlQNYqhj6M3SluRJfAzFg3HZUaMcCHezOVoM9PhJubCEZZUiYrO0EDSEBYBVzeXd1BkRESGmDwBBeHTR51BUaUs65RpMCBq9FNlSFQYMmuU4hpWZBAtizh0WFMOa9qhjqCJpCkMLQFNS9OShsAytGyd5obANvgOacBRCJwkhXaSYvvapPpiYMdga7C0wFJga5GUtUjKRiC1TNqMhaUllpFJm2mHqEninyXJSsPZpGVEknccMrfLdlq2EaQhcYQDxknqqfNmadphcixkquwUZt3jv2jHMDMSIUTaR8cRtNCJ86+0tUMMG0iqQyJtXfIGGYxuZ8Swbu7fnpz4CE3lxi6T/PUxG7dP1yNfb2QvkUqe6+gOhkrXfbCR3cw6KwoM173pZt7wA3e+yG/A1dEz9+/hJaNSeZpnDn6UFbmF/6T/BRdiBwO4KiK0M9y+NI03+ye87tR7yUdlYhHySXeFlqnxN+Y/z7g3xOuG3k7ZHeZZa57/tMvi2JZtDIar/OT5j5OZjZlmAjBEIgD5MAvhKvc8FXPrGYOWkoWpvTy4dxtiyGVqaIbhTUfxCsuoMIu6fAf9s3cz0hoj7DuLISZb34kdltEypNn/LK3wWc6eznA2ug6Vn2I4aNC/eoJc5TgivEDDM6wUMlSyXsdsPnBzzI1McHLrXi5t2spK3zB9oWZbLWS83mSwvkaxOc9I8CxTmXNsknMMmSTCdS6KNshJviepew4L9gCn422cC7dyzt/CdDTKoipQMTY1YRNfofoTGDJE5EVIkYA+0WBErDIqVhlO83GxzJhaohQ1MC2bsOWwpFyWsFhFUpGGuqWp24amo2k4Sd70DI2MoOFBIwPNDNfw6rERlgIvEnixwIsknpI4sYWrHBxlY2kbS1lY2kFqF0s7WNpDmgySDJbJIslh6Sy2yWCbJNSNbVws5WAb0Tl3Jkzqy1FokCZRBrbrJF6N2+60QIGJk3aTuOJK6gqMShwnm6SctKUe8tFpe+pBv+OzMSmbTt4mEZ1a+aVKRLPuV/EKynnNY90Hp9j4v7h2/76RPt72K6/cObaeKrKHF8Tq6mMcPPRjzNjX83PRP2JNgZEWnvIJ7AzvvHSCaPpB7rjww0gkK9Yqf5g1vGHlcfY3z3Fg4E3sLt1GlTr/buQynz2wHSMlP37hj9l+cY7zegtgiAmIra+z2lrj/idirr9oiDyPI9cf4PFdWxkfqLN//CR9Y8cQUhMs7EGefD+bl2/C9F3EeFVkOEph5Ua0DGj0P0O9epRnzmxhcX4feWs3w41zXLdyCNn6Y1puyHIhy7kRD0QZA9QL/ZzesoeT2/YxO7IZIR12VEO2VuscmF6h//gzbBdPMmlPMyoWGYorlEIfaYBWYmbezNmsFPI8pLdxPNzDydYuzodjLLZyrArnOdKWg6IgAvpEjV2ywgSLbJJLTIglJplnMp4j01QETYf52GMei0UpWLE1867mtKupZjS1DFQH8lRz0MgKOg/6K+BEkA0F2cghG1p4sU2p5uGuejhxFjvO46giNiVsU8I2BRyVw9EeTuzhKImlDUJGSKkQIkKIEEEIJgQTgA4wOgATYnTizQQdYXQDYyoYozBaYdBok8QS6CaB9l7V80EikcJCCInE6violCKVnITEwsZKvVZa2AhhIXHpeLIUdiJFkTpTluvx1drx1kS6Fkg6HvTTfrOhfd0rP8/pW3cx1Smn6D4mnWDdndXV+jtzu/1KXq3/GuX2fhemyxelERtuoSPviGuTc7dMdOWYF6zLnueRnsT2LcTKytc5eOjHueTewb8LfpKG1hiZwVMBIHj72UfJXWixa/k2DJqn7HkO2yHvm/sUE+4Qdwy/i6IzwCfzs/zqDQOslIZ4w8qTvOf0A5xvbSUxqdaE8mEqrQXe+UjErlkIszkO7b2BYzsm2Toyz/jmo+T6ZlBhDn3+jYzO3EfB9YkyC3jNzXjNTWgZ0eh7iuraMZ6+sIOV3D4GlGB06TDZtYNoNc1KwWOpmENZskNkp7bu4eS2/cyOTlKIBftWW2yurNBfm2Fr+ATb3dNsFrOMRqsUw7Dz3viuZC2T4Rg7eCY8wLPNfZwLR1k2LlXhbHioZAkpC58RUWWzWGBKLrBNzLDLXGa0tURcdbkce0wLiznbsOxqVj3NWlazWoDVIlTyz5WkhIaCL8gHFvnQJht6ZKMcbpjHVWUcNYRnhsnE/XhxFi+2sbTCsqP0ILSPMD6YJkY1QfuJQ2TVQqsQbSKU0c9LMhILWzrYwsGSLrZwcMliCw+bDFJ4qXNkB0HiKJnuhAUi9eCfhoIxyKQs2nZ/IrX9WzfDb5voa3P18rfXk63LrVQn33iHG6hNXK3vyrar0Id4nr6u+zAbxpirjPvG66JTW1d1do/ufg0T+zze9tPv4aWgp4rs4ZvCyspDHDz0Y5zz7uXftT5CYBJSc3VIPo646dyn2X/iOgZa48Qi4k+8CmOtY7x+7SluGHgTe0q3syTr/Oz2Fo/u2M5ouMxPnP5TakslWuQwaEL5NEvRRd7+aMh1F8HPF3ly/w2c3z7GrvHLjE09jZ2pE1Y24Z67n83LN6H7LmDFWbKV3QgkrdJJqtETPHFykuXc9QxHIcNLz5BZexrfWmWhnKeWTbyBxLbLhc07OLTnFi5MbKegLPZVWkysLTOydprr+Bo77bNMqEX6g2YiiQGBK5nLFnlM3cjTrZs41trBtC6xgtNRHQoMJeEzRIMJucR2Oc0ecYnr1FkGa1UWGhnO4zJtGRY8zVJWsVg0LJZhpQhGbiSuYlNQatkUApd8kCcTFMnEQ3h6nJwaJxcUyUQSy/KR0keYBug66DomTpJWPkpHxM95KAps6eJID0d6uCKPK3I4ZLFFFktmESIL0sMIDyMctLAxwkaJ9iHkJMWAMnTyF5K0ng8d83DRZVIuuk+YddNW1yk0sdFllRBJGyJdK3WiKIRBWgZhJcKZsEBaMnFdJQVCgrQEwpKJ8GYJZJqElMlYSyDTsrAEliURUmJZ7bb1cjJXYtk2QkqEtBIJUYo0zA4gE+kvaUukuvVckhRlot0TcsMYccXY9THtOVeMkSK9Vvqd7cpFqj4UqVSZZB0zklQQbUcGT8si7RUdRk3HdrW9QugRWw/fMNYqT/LMMx/hmHMv/9H/W0QmxsgMlo4Z9+tsO//n3HX0bXgqS102+P1Mk3csfo4dOuauke9hwBvjE8U5fvmmEWq5Mh+a/gy7zl5mUY9gMITWJZbUU7zxyZDbTxnCTIYnrruZS7tG2TlxiZGpp7Ecn2Duesrn3smQKqFz82Rq23GCASJvmVrm6xw7LTljbqEfj/GFJ8isPkHLqTHXl6fpuQBUioMc3nMTJ7fvZ600xP5KwI6VZcZXj3Oj+So77fNsjhYoBz6CRJ24mvc4KPfySOs2nmnu45waZBm387vbJWZQNNgsVtgrL3BAnOGm6CRyNeZclOWiFFzOaGYLirk+w0w/tDJdNmUGyg1Bf9Ol1MqTb/WRjcbIqq0UwmHyYQZH+liyDroKqoKJ1tBRDaV8oi76EEg8K4srs2RkCU8UcUUBW+YRIgcyi5YZlPSIhUOETTvgS2SS9EJon0Vqn/NKzkEl/gwhRog0ZIyMkVIjpEbaGss12I7AcgWWI7AzFrZn4Xg2tmfjeA5uxsHxHJyMg+162I6D7bhYbpo7LrbrYNlJkraFtGwsy+o8mHu4NowxXfuDaR2Thmzr2jds7xmatC/dO9zYvm4k0i63109nbLjGta6XLZbI5Asv6XX1iK2HbwjV6mGeevqHOWrdxc+HP4YyEUZ4CGB3bZnxM5/k7pPvQSC5aK3ygLXG++c/za7CHm4ZfCtNqfiXOxs8umMbk61ZPnriEyxWRjAIItFkVX6FPUcb3P+MQdkOh/fcyOnrNrNr6hzDk88grJhw+haGzr2bkueDiMiv7UcYm0b5WeZXjvLwwk247jibl56ltPQwLTnPbH+RppcYtaz2jfDUda/j5I7ryJDhhpUaEyvT7Gt8hZucg2xT0/T7zYTIJCzkCzxobuXBxp0c9Hcwa7JE6V6YQ8yIqLNdznOTPMXrzFGmqnNM111OSYfzGc3FcsylIZjr32h80V+XDNY9+pplCq0xcvEOiuE4ed/Ds3wkaxi1DNEKKlwj0kGHsixhk7EKZGSZnNWHJ/qwZBEh8ygrjxIZwnTPLjQQtg3ZrgKBwRbpYV4RAxGCONkfs2KkpZCuwfU0dtbCK9pkSy7ZYpZcKUemkMHN5nC8DG4mg+NlcDJpcr1XnGCM1qg4RsVRkkfRej2K0HFMHCe5iiK0Vmil0EqjtcIohVIxRumkvdOvMPpqbencrnajFFprdBwnaxqD0TrJ2+VOXWN0uz9t0+12fZW5auOY56xnQGt01/p0xsLVSOjbGW/+2z/JzW9/90tao0dsPbxo1OsnePKpH+SEvJGfC/8ukdEgHBCS/WvzbD7+JV534e0APOyuUI3P8JaVR7l96O1sKVzHI7kV/vXNRdYKA3z48qfZfG6Zmi6h0dSdh3Fn5/jer8XkAsHJndfx9A272LXlEqNbn0TKiPDSnYxeeCf53CoyzpCr7kZZTarFr/HsacE5bmFzc5Xh2QfQ0Unm+7Ks5hP/icv9ozx+4C5Obd9Pn7K5YXGVrctHuFt9hj3yHBP+Co7SGGChkOOvzR080LiLw8E2Zk22cxC5XzTZKpY4IM9whzjK3soZLjVcjlo2p4oxFwYNF4chcFM1jYGhqsVILU9ffZh8uI1itIVSq4wnW0izBNECOlgkUo2OOYcrs+TsMgU5TEYOYll9IEtEVo5QZGgh8fXVT1e1icoSEYIQKUKEFSKtGDuj8QqSTNkmP5ClOFCgMFAkVyyRLZbJFAp4+QK2883FLTPGEEchUatF2GoR+i3iMCAOQ6IgyZN6cO16EBBH4XpbSk4JUbUJLCEvHcdo9eqcMZOWjbSsVD1pISwrqcu0zbIQ0kJKibBStaKQHTXic1SNQqQqSLmuOpSya87VxnSvd+2x0FYh0qX661YhtlWF0FEXXk1V2FXuqCxfaM22SvIa6sjnu54QgrGduxnYtPklfVY9YuvhRcH3Z3j8ie/lhN7Bv4v/IaHR6Qa/xfUr0+w89DTXz9+FwfCpzBpbKw9yS7jM3aMfoOgM8kublvmT66foj6v86LG/oLLWn6wr51kLHua9D4ZsXYClkQkeuPVmNu9aZnzb49hek+DSbYydfzfZ/CpOa4hMY5LIW2VZfpUHz25HuFNMzj9FfuVBVnIhc+UCRgpamQJPXn8Hh/feQoEMNy8ss23lGe4xn2WvOcdIq4YgMfR4OrOTzzTfzEPNG7igS8RIBIYB0WSnmOMO6xj3hk9gVhocwuNkTnFmSHNuFHwv+aPMhLBpNcNArY+Sv4VitJf+Rh9Z2UCoWYw/TRRViFO5K2PlKdgjFOQYnj2MkX1EVgFfeLSMwL/Kn58jFJaIkPgIGWA5IXZGkS1LCsMZyiMlyqN9FPsHyff3kyv3v2iS0loRNBr49Rp+o05Qr9NK86DZIGw1Cf2UsFLSitI8qTcJWy2M/sZ20oSQ2J6H43nYrpuoHDfkLpZtd9SNlpOWHafTLm0b20nyZJy9ob/dlvS3CSoloi6yklZKWF1kJWVPrfmdhh6x9fCCiKIKTz71Axz1M/yc+he0jEh21oXFTYsXuP7pC2xbvR5FzJ9kV7ln4ZPscwa4a/g9rLnwD6+PODW2iTcsP8EdJ47RiIpoFKvWA+x5dom3HDS08nkeuOl2MtdLtu58FDe/SjB3HYNn3kcpW8drjOO2xghyM8wHj/LgzE0MKoeJmS+jgqNM9+eoZz20tDi660aevP5OmsVhbl2qsHfhCd6uP8FedZ4BvwnAStbjM+KNfLZ+L4fDzVRJ9txKwmeXmOON8iD3Bk/RWPV5xrI5WlYc32RY6E9IzFYwvuowWhmgr7mLfn8v/UEGm1lMcIk4XCYyMQJBzu6j7EyStzYhrSEiq0hLZGgYQXjFn5grFJYIELSQto+bi8kNCPrGCwxODtA3NkppaJhC/yDyeeKlGa3xG3WalbUkVSsbcr+WkJdfryck1kjI6/kgLQs3k8XJZnEzWdxsFjeb65Sddlsmi5tL2zNZ7JSwnDZReZmknrZLy37FjQl6+O5Cj9h6eF4oFfDMwY9wrDLPz5r/QN1YqaQmuWnxHDc/vsDm2i4CEfJxb4nvmfszbirdyoH+N/JEscbP3FLA93J85OwncKZBY9G0ZmnVHuVDXw7pa8DhPQe4eNsUu3cdpDh8lnBtM6VjH6LfjfH8IbzGZoLcJc5VDvJY5XYmGxWGpz9HzZljur+IsiS1Qh9fv/VeTmy/nuvXQvYsnuBt/p9wiz7KaCsJAjqby/MJ/RY+W38TR+NRIixsFJvFGrdbJ3mbepTy8jSPSpfD/YrjE4bVYvLALbQEU0sFhqvb6A8OMNgs47GICS4QBYvEaFyZoc+domhNYtvDRFY/TZGhpsUGlaEjFLYIEaKB7bbIljX9UzlGtw0zODlB3+g4mULxqg97ozWNyhr1lWVqK0vUl5fS8jKNtVVabfKqVq4qOQkhyRSLZAtFMoViR/WYKRTI5JOU1ItJvZCU3VwO23G/swlIK1Ah6DhNqqt8ZV29iDHPs04aYPS5Sa0f8L4ydeZdrb97zav062v0d/bUXijn2u0veo32Ru7z9F/zOl35vf8SbvrwS/qoe8TWwzVhjObZI/+QkwsP8bP8EotkIXWRtX/pPHc/ssJYYytNEfAJe5r3LXyau4aT/bTfGV3lYwfGGYrX+NCRzxPU8hg0y9bXuPnJOV5/3LDW189X77qdqQNzDE89iY5yyOPvZ1MwihuXyNS3EGZnOdd4hkdXX8eO1fOU5z7PSr7JbDmPEZIzW/fx8M1vIiwOc/vcPPes/jlvNg8w2VzGMrDsZfgT8VY+UXsLJ9UQColHxC65wFvl49xTfZwTTcOTRc2hzYbpoeTBXW4IppbKDNV2MNg6wIBvYanzqNYFQhPhSI8+d5KytRVpjxPYfVSMs0F9mBCYj5R13EJA/4TD+N5RRrZM0De2iWyx9ByiiKOI6uI8lYV5KvNzrC3MUVtaTEhsZZnG6spz9pSkZVMYGCDfl6gec+UyuVJfmpfJlfs6eaZYRMoXExn7ZYQxEAcQtyDyIWpC7F9RbiXpOWNaoCJQQUJKcZjk3W0qSta/ZluYtJuXctjgFYKQVySrqyye2y+ta/c9Z256ePubylmvd5e/2TWubH++uTd+CHbc99Le1h6x9XAtnD79ixy7+L/5j+KXOWv6kz8cYO/KBe77ep2h5jg16fMVTvCu1a/zhtEPMJCd5F/srPDX2zdzy9oRXn/0CHHkEMgateaX+cEvBJRagieuu5nmXX1s3/MQtlcjOncvmxfuxLVj8qvXEXnLXAwe56GlW9m2eo7y/GeZL2mWizmUtHj6ujt47KY3sLUluHHuMN/n/y43hSfJRTEtW/Jp7y4+XnsXT4dTRFjkCNlvTfNOHuXAyjM8agSPjWqOTEFkC5wYti5mGV/ZznDzFgYDgRWcIgrmiNEUnEEG3D1k7CkCe4iqcWl1/Xl4IsKSdRyvTnlCML5nmPGdWxicnHqO6XLk+6zMTrMyfYm1uVkqC3NUFuZZW5ijvrK8wWrNdlyKQ8MUBwcpDAxRHByi0D9IYXCI4sAghYFBcqXyy78HpBX4FWitgr8GQQ2COoQNCNvleppfWa8n48NGQlBRi2vbZL4A7AxYHlgO2Gluuettlgu2+yLbPJB2Upd2mqyusp2Sh31Fsr6BeqKiXyegq6RucurhFUGP2Hq4Kubm/pKDR/8ZvyT/M8/ozckfIrB79TL3P1hlsDXGqmzxpH6Gt9eO8abR70Nn+/jxm0LODo3wvstfYuxsBWFgxT7K1mPHeMeTmrVyma+/6Q623XSGvvFjBKuTDB7/ICUvIr98AIRmznmQL09fz9a1y5TnPsNsn2Y1nyV0Mjx06z08u/dWblhpct/CJ3h/9GkmW8tIA0/npvjvrQ/yQOt6Grg4KPbIOd7L19i78hQPScnjE5qTE4nZ/WBVsn1+lJH6LYw2RvGi88St88Royu4EA+5eLGczTdnHmpbrFosixpZ1HK9GebNk6oZNTOzZycDE5g3SULNaYfnyRVamL7MyfYmVmcssT1+itrS44b0uDAxSHhmjb3SM8sgY5ZHRJB8dI9/X/9LUf8YkxNRYgsZimpaSttbaet4msFYlJbLqi1hcgFcEtwBeAdx8Wu5qc3LgZBOCcnLgpLmdSdqdLNjZq7dbXurGqocevjH0iK2H56BaPcQTT36I/yn+KV8ytwAgjGZrdZG3fXWBkeYEK7LFs9EjvN2f4U1j389czuYnbrOo5Ir8yMlP4c2DQbFovsJ7v7zE1CIc3L2X2puH2bL3IYSMMSe+h03+BIXaDuywzFrhEb58aZjBtRZD03/OTFmxUsgSuFkeuPOtnNl2A7ctLPGelf/Nu8Kv0u+3aFg2f+Tczx/U3sUZNYTAsEWu8DbxBG9ce5BHjOJrU5qz4wk5bFq22bqwhfHG6xhsRojmUQLdIGf3M+xdj+tso2ENsKrbIRENGRFiWRXygz6TNw6x/Zb9DE1u6RhvGK1ZnZtl8cI5Fi+cZeH8WRbPn6W+utJ5T23PY2DTZgYnJhnYtJmBic0MTEzSNzqO7brf+IcU1KE2C9VpqM4m5SvJq5nW9TXCWVseZPsh2weZvqvkXX1eMSGuK0mrJ3X08G2IHrH1sAFBsMjjT7yPT0b38Tvm+8Ak3iRGm1Xe9cAlNtU2syp9TgYP8JZojTeOfT+HSpp/cnseSxh+4MgXsCuCQDYIV77ID3/JR9seD959F5N3XUqktMXdjJx9NyU8cpU9+LnzPLywTKs6wtT5/8NCfpXFUo7Q8fjqHW/lzPYbuWPuEj9S+XXe0DpILoo54w3za/GH+KvGbTRxyBPweusk39v4DOf8VR4cNzw7lbii2rzksH1+F5uqN9MXrKCaJ1AChrzdlL3rCewxVrRD8vg3ZEWI5azQP6HZdsckW67fT2loJOk1hsrCPLOnjjN7+gRzZ06xdOE8UeADieXgwMQkI1u2MbxlG0NTWxmY2ExxYOjFqwsjHyqXYPUCrF2A6kxKYl351SQqtwC5QcgPp2moqzwM+bQvN5iQlpN9Wb4zPfTw7YYesfXQgdYBTz39wzxYdfhP5p8CYBlNOfR5zwOnmVqboiIDzrY+z30m5u6R9/PF4Zifvbmf0XCFdz77EHYTqtZFthx9jLc9rZkeGebkOw+w/YaHsNwm5vj7mPA3UVy9DoTmvHmcp+b2svvCZ6lzkkuDRWLb4Wu338/x3bdyx/xlfnTtV3hD4zCOMjyS3cl/bf4wjwY7MQi2yBXex4NsXX2UL5Y0D++C0EnUjLtnpthceR2DjRUi/zS2zDCcu5GMs4eqHKCqUxdYIsax1sgPNdl552Z23HYjpaFhAEK/xeypE0k6neStagVIpLDRbTsZ2badkS3bGd66ncHNUy98bsyYRJJaPg2r59OUktjqBajNbBwvLCiMQmkTlMahuCktb4LieJqPJRJVDz308LzE1gtb812GU6f+I8cq8/yy+UUQGmkgq2Luf/goU2s7qcmAs60v8FYkd45+L38+FvKLNw6yu3aBNzx7CCcyLMlnuP+vT7F7Bp64bh/Wuxz2bPscYWUT5cN/iwE1RKa2hWr+IF+a6WNiOmJ75Zc5OVwktko8s/91PHbLfdy2NM9vnPjnvLFxEDs2fCL7Oj4WfJiTq6PYKG6RF/gh/y8515rl89sNl/YIvFBw/cUhJldez2g9QreOY8nDjORuxx64jxUKLKXmyFl8yrllNt+YY/89tzC8ZRtCCCLfZ/rkMQ5+4TNcOnqY+TOnOlaIA5s2s/3m2xnftYfxXXs2qCOvChUlpLV0Mk2n1st+pWugSMipfytsvzfJ+7dA35YkL4wmBgc99NDDS0ZPYvsuwvzCZ3j02X/OvzG/xLzoQwCWMbz1sUe47cJ+WiLiaPAl3m4Ud418D7+z2edj1w1zw9pJbj9yAlvFLMUP8kOfmScbWTx0711M3nOK3MAlwtNvZnNlP+XVAxgZcTg4wvzsMBMX/pDzA5pGxuXCxA6++IZ3s92P+cmF/8rba49gx4b/k72LX679EJfVAFlC7rGO8Y7Kp3ggU+WBvRA5gslFh12z1zNV2YZbP4wRgtHcLXjOfpZFGd8knuEzskaub41db5hg7923kyv3oZVi9tQJzh98kotHDjN3+iRaxQgpGduxi8nrbmDzvusZ37mHTOF5HLPWF2H+MMw9C/PPJvnSSdDR+pjCGAztStNuGNwFA9ugvDmx2Ouhhx5eFnzbSWxCiH8M/BiJffBh4KPGGP9bcS/fLWg2z3Pk6L/k1/XPMC/7AYERgjuOPMStF/YRCcWR8EHebiLuGnkv/21ryP/aO8rtS4e58eg5pAmpVz7P3/l8nWYuxyMfuJ0dtz6EkAr7mY8wFUyQreyiljvKl2bKbDt9ipz4JEc2Fanninz23vfj5Ef5BzO/zd+qfIJMqPizzF38kv9DXF4boIDPD8qvcmD183x2OOLf3C6wY8GBC4NsW7qTkeoKQTjDcG6cUt+HWBFDLBkQGHKixtDwKje8fRc7b38DjuvRrKxx/uBTnH36CS4cfAq/UUdIyej2ndz67vcxuf8AE3v342ausQdVm4PLT8D0EzB7KCGy+vx6f3EcRq+HXW+F4b0JiQ3thEz5Vfk8e+ihh2vjVSc2IcQE8A+A/caYlhDi48CHgN9+te/luwVKBRx+9qf5tHoHT1nXd9pvOHeI+47swWA4FD3C21SNu0bfz69sj/m93cPcPf8U+09cQtEkc/FzfPihkEujAyx8aBs7d3+RsLKJkbPvZqhyPVI7HOFRZo8W2TrzG5weyRJZJR696Y0c238X7539Ev909qfp932+4N7Av49/jAuVIQr4fFh8lS3Vz/GpLYpP7hEUm4K7j25l2/IBsrWjOPY0Y/k3EJS+n2VtUcWQE00G+5bZf/8W9t79NtxMlpWZaZ769Cc4/fjDzJ09DcaQK/ex47Y72XbzbWy54aarh8oImzD7zDqRXX4SqpeTPmnD8D7Y8eaEyMauh9EDiZFGDz308G2Jb9Uemw1khRARkANmXmB8Dy8Bp07/e56oaf5AfBBMElFs69JF3vPYJgAeN0d4e7zI60ffz8e2xfze7iHeMPsU1528SCBqbDv0V7zpiOLIri2IH3AY3/Qw/sU72bp0G+Wl2/Azl/nSqmLi+Gks+wQnxvPMDU/w2Xvfz95WhY+f/gn216Z51p7ko/oneKa6nTwBHxZfZbL6V3xie8yn9gpGV23uP3SAqeVBaJ5mKK8pDHyERUrMGHCNoujNsvMNJW5+571kC0WWL1/kyU/9BScf/TpLF88DMLZzN3d//w+x7ebbGNm6/bmWikEdLj0K57+WpJmn1s3l+6Zg8nWw+e/BxG0wfkPPsrCHHr7D8KoTmzFmWgjxX4CLQAv4vDHm81eOE0L8OPDjAFNTU6/uTb6GsLD4Vxyd/hS/zH/FpGEyBxtrfP8DHgLB4+Ii9zWPcPfYh/iNrYrf2TPEnXOH2H/yIk25zM0Pf4mbzxkeu+sGBt49S7Y8gz72Pnat3UCutp35zNMcPJ1n8sLvc2o0Q2gX+cpd72Bpcj//fPZjfGj58yybIj8p/jF/Vb8NG8U7xDPsq/8fPr095FN7BeMrNm9/+la2LGi0rrCpeDNm6J0saoeaMeSsCqNTde743jsZ2/lWastLHPri5zj24F+zfPkiCMHEnn3c97f+Djtf9/qOtWMHcQAXHoJzD6RE9nRCZNKGTbfA638aJu+AiVuhMPIt+Zx66KGHlw+vuvGIEKIf+D/ADwBrwJ8Af2qM+b1rzekZj3xzCIJFHn70b/Bz4T/hiNwNgKdj/vZnpxlqlDkqV7ih+knuH/8hfnebw6/v6+d184e56fgZmmKOu7/6ALtn4NF33M6m+59F2j65Yx9k88ptSOXxtDqBOnSZVvwIc/0FFgbH+cybv5e76if5hdmfp+QHfMx5N/9v/XsJsbhFXuAt9T/kU1MVLg0LNi3b3HjhFjYvBFjCsKl4PzVripoWOGgy3jz73jLETe+4F7Th1GMPceSrX+biswfBGDbt2c++u+9h5+vuotA/sPHFr16A01+AU19MCC1qJkQ2cStsfQNsuTshM++lRfHtoYcevjX4djMeuR84Z4xZBBBC/BnweuCaxNbDNw5jDMeO/ws+EbyRI/beTvu7Hj7DUGOUWdlk/9qfcd+mH+IvJl1+fV8fty0c4abjZ2mIGd76xQeZWBY88cHbmbz7UVRQov/oDzO6cCexu8qXq8uMH/4SZ/tbtIpFvnb7W5jZdiM/P/ufeM/Swzxs7eZn1E9xKRhmUqzyA/4f8ODARf7bHsFQxeIdT93E5HyAaylGy+9kRYwzYyBrQoYG57njB25my4G3sHDuDF/+rV/nxEMPEgU+5ZFR7vreD7H/jW+mb2x8/QVrDZcfh2N/Cac+n1grQmJOf9MPws63wrY39s6B9dDDdwG+FcR2EbhTCJEjUUW+BeiJYy8zZmb+mCeXzvJH1n/utN1x/CTXT4/SEBF9q7/PveMf5OvjRf7L9QWuXz7FzcdP02Sav/HZBxloSJ7+m7cxcdvXCda2MHn+bzCwdDvV7GmePO0zdPGPODpaoJHr4y/f+iEOqFl+6+SHsXzBT8mf5tONO8kR8YPmcyyLv+Y3bhIUWoL7Du1m+2yGnHQY7nsXS2KYGQM5WkxuX+VNf+t+8v39nHz4a/zBv/7/MXf6JI6XYc/r38R197yZib3XrftVVDFc+HpCZsc+BfU5kE5CYLd+FHa9DQZ39FxC9dDDdxm+FXtsjwoh/hR4CoiBp4HffLXv47WMZvM8R079Iv9V/zzGEgijmVhe5K0HB4lRNKp/xPeM/A1OjQzxf9+UYXttmjuOHqfFNO/63IP0NyVHfvQmJm74Gv78PrZf+B6Ka/u4nDnEzOOzEH+dU2NFzkzt4aG73sXPLPw3fnDuC/yVvImfiX6Kqs5xuzjL9f7v86l9DWJLcNfxTey5NE7WKMZL72JRjDJjIC/qTOytc+9H3oVSMU9/9pMc/vLn8es1BjZt5r6P/ATX3fNmvFwqaRkDFx+Bg38ERz8BrZXEwe6u+2Hfe2H323om9z308F2Ob4lVpDHm3wL/9ltx7dc6jFEcPfbP+L3w+1lwxsAYMqHPhx9I+i8FX+E95VuoDm/jn9xiMdJa4Y2HDxGaGd712QcpNwUn/+51jO15hODyrey++B4yjUkOyWfRDz7GXHGORqHAV+58B/74BH9+9icZrNX4SfkP+VzzDvpEk78d/TYPjx/nT4cFuy/nuPnsAfoaVTb13cuqmEoJrcG2G33e+CPvpLG6ylf/4Lc59uBXMFqz83V3ctPb3s3kdQfWpbPlM3Do43DojxJPH04O9rwL9r8Xdt4Pbu5b9Zb30EMP32boudR6jeHy5d/jwdWYzzvvTBqE4INfnScTlzinz3GP7VAcvpkfuhWyusW9h5+BeJ53fu4Byk3Bmb+/j6GdTxKdfwN7Lr4HJ+zjsfgUuUf/klOjkmamxCfe9mHeqA/zCyf+FQ/p/Xwg+ves6Tx3iuP08ft8/IaI/prknU8cYGK+zqa+W2j072XWCHL4bNmzxlt+7N2szEzzuY/9EmeeeBTb9bjh/ndw27vfR3lkLLn3qAXP/hk89TuJeT4Ctr0J7vm/YN97Ei/0PfTQQw9XoEdsryH4/gyHznyMX+MX00jCgtcfvcDUSoll0eDm8CB7xr+Xj96s8G2P9zzzJJlggXu/8CVKTTj79/cyuPMZ1Nl72XPh/QgjeaR6CvfZP+boWIHFwVH+6s3fz79Z+n95z9zX+Xn5g/wv/12Uhc8Px7/NA1uPcywPdx4fY++FPka8rThD97CgbTJEbJpc4C0/+Q7qy8t86r/+IhcPP0OmUOSu7/swN7393eRKqQpx6RQ88b/gmd9P4oYN7oL7fxYOfBDKE9/Cd7iHHnr4TkCP2F4jMMZw/MS/4bf9D9JwSwgMY6sV3vxskVDEjNT+jDs3/RD/4oDhbKnEu559mHJjgdu/+nmGqprTP72PgZ0H0WfvZfe5H0BbDR6fOY+6+AnOjBY4vv16nr3lTfzhxX9CrhLwbvMfOBFMcZ24yCbxP/iLAyFjKxbve+g6NrWyDJffw5wpYWlDf3Gat/79e9B6J1/6Hx/j7FOPky2WuOeH/zY3vvVdOJlMYtV4/DPw6H+Dc19NTPP3vQdu+9HEPL9nANJDDz28SPSI7TWC+flP8sDiIg96bwFAKM0PfSUELPzaX/C2ke/hN3e6fHW8xD1nnmTzyjT7HvsCW+ciTv6jvQzsPIg5+2Z2n/0gkVPh8IljNKpfYWWgwNdvvQ81NcxfnfwoD0QH+GfR30MZi3fxOY5M/DWP5eGuo2Psv1Bgc/ke1oq7mDWGor3Crd83zqa99/O1P/wdTj7yNbx8njd86G9y8zvfk/hpjHx48nfg4V/7/9q77+i4qnPv4989RaPee5csy5Jtucq94IJNMZhmYgOBkEZyQ/LCDYELJIQkhNSbm9wkhNCSkECAEGoMuGAbjLvlIndZvffeNWW/f8yQOL4GC2zpaKTns9YsnTkzzPntYaxHe+8z+7hP0Q9OhGUPwfRbISjG2DdVCOGVpLCNAnZ7K0dP/5TH9A/cZw0qxXW7a/Gz+1NnP87loVPZlRzNs+MDmF57iuyqMpKOb2VySS8nvz7RU9SWMr5kLQM+LZzM30+DK5+OIH82XXINUwMr+fHJR/iJWsczfVcTpTqZw9Nsz6ojst3EdTuzSLbHERB+BfUuH/zpZ8KMHuatvZQD619j81M/R5nNzL1hHTNXXeter7G3FbY/BnufgO4GiJ0CNzwDE68Fs3wshRCfnvwGGQUKC3/Mcz2X0WGLAK2ZUNVIdrU/HXQxy9SIPfYyfjjZh/S2KnILTxFSsYv5R9s58qXJRE48hKt8AZnFN9Fva+L0wfcpt5bS4+fPPy5dy816M7cUb+Cz+kH29k8i21SGLfAp3k9wMq04mOmFMaSErKLJkkSLSxMaWMNl/7mUmlNH+fO9X6envY1Jl1zKwnW3EhgeAb1tsO3HsOd37itEZ1zqXtIq7RIZbhRCXBRS2LxcW/sBPqg5zEafnwDgY3dy3W6FxkVMzwYykj7DrdNc+Dl6WXjiKOa2I1y+q4ajN00kcsYhnNUzmVB4G32+DRTv3UKxfy1d/oG8ufJmvtP5JJm1FVzm/AkNzjAWmt6nKOVtnEpxWV4K2e1p+IddTZ3LQoCph6zlVlKmzuad3/yMhtJiErImcf393yMmPQP6OuD9n8Pu37gvwJl9tfvsxtgcg99BIcRoI4XNi2nt5OSpR/id6xvgWcB+7QfNWF1W+no3sTL6Kh6aDLX+/lx9eCeW7tPc+M5JTl2dQfjCfOz1k8g+9UX6fVoo3rOBgsAmOv0DeWvlTTzW9Cgdzb6stv8Qk4Ylpr+Ql3mC+GYLi44kk2m7gtaACbS7NBGh1ay8axmHN67nhe88hn9oKFfd/V9kzl2Ictph92Ow/efu4ccJV8KS+yFuqrFvnhBi1JLC5sWqa17ildZ46m1JoDU5pa2kNllp09UsD87g7+OC2R4byMLiw0S1l3Ld+n2Uz0skcOVpHC1pTDhxB3ZLN8V56ykIaqE9IISNK27kzzXfZl9nJg8PfIFQ1UOG32PsT20lpySQuUUZxIWso8Hljz8DZC2DyLQMXv7Bg3S1tjBt5ZUsXHcbNj9/OPkP2PxdaC11X89s2UOQMMPot00IMcpJYfNSAwMtHCh6khetPwXAx665Ks+FQznJtp+iMW0Vj2XayGosZVLVaRa/+x4dSSGYP1OPsyec8ce/ilZOCvPXc9K/hbbgUN5ddgMvVP4Xf+1ZwpP915BgasQ/4jcUhPez9FAsue1zcAUvo8EFIbZ6lt45k/xN/2DXK9uISk7l6v98gPjMLKg+CC9+Gyp2uS/Secsr7iWvhBBiGEhh81LFJb/gmZ5rcdh8AFizsxGzy4KlZyMZiav47BQX4X0dzC84yvgjOwlyaZrucGEBUk98GZPTl9Mn3uSkTwOtwWFsW34tL5Z+i5/1rmW9fQHjzcV0JjxDl3KxelcSU03X02Qbh1m7SM9qZsIl41n/y0fpbmtl3pqbmHPdWsz2TvjHXXDgTxAQBVf9EqbfJmc5CiGGlfzG8UKdnSfZVnmIfb4/Aq3JqO5gXIOVHkcJKyPm8LPJJpptflxzOI/Q2sNMO91I6Xdi8fWvJvbIHfh1JnOqYj0nTNV0BAbzwdKreLHkXh7q+zzb7DPIseRRlfoy4V0mVh7KYFzA56l3BRJo6mXGDSE0lLfw2k/+QnhCEtd86zvEpme413Hc+KB7Hm3une55NN9go98qIcQYJIXNy2itKSj8Cb/TXwOtMbvg+j12HNrJVEsLu9OyeTcugLklR4lsPsWqrScovDudoOgCQk6uI7Qxl8LWjZzoL6QzIJBty67lT6UP8c3+/2CffSKTre9RlrGBtDorK07NJDRgLfUuMyE+DSz8YhbvP/c0TRVlzFx1DQvW3Ya1swqevRrKPoCEXLj1NYibYvTbJIQYw6SweZmWlu280mClyZYIWnPl/hZsDoVv/3sEpF3BT7MtJLfVklNxgqve2U3xDeMIyjyFrXQ5sZWXUzywg6PN+XT5+/Pu8ut5ovwR7ur7Gkcd45hoe5vy9O3klPpxacVytO+ldLsgLr6WzMUxvPmLH2Lx8eGGB75P6pTpsP8p2PwwmH3cw44zbgeTyei3SAgxxklh8yJaOzlS+D88b7kXgNjWAaaWK/qcFSyMyOWeKS6UdrH4VD4z9u2kMysU/yWF6IZsUgpvocp8iGOl2+n192Xz8uv5XeWPuKfnK5xyppDl9yqVqfuZdSqQlU3raPPJwaJdTJjVjd3RzMbHXyAhaxKr7rqXINUNf17t7qVlrIDVv4bgeIPfHSGEcJPC5kVqa1/hzy05DPgFgtas2dmF1i4mmep5fcI4joUGcemJfcRXHCK5vZPGOxWmvjAyj32VVr9ijuWtpyfAxqYl1/Kruv/mge4vcMqZwviAl6lKPsSCo8Es7/4PGszx+KsBplxp4eSubdSXFDHnurXMX3MTpiMvwIb7AQWrf+Ne01FWDBFCjCBS2LyEw9HN3qI/8o7vI6A1M4s6CetR+Np3Y0tbwlPj/MhsqCCj5jgrth+l/KFobD51JB+4F7ulj2P7X6Y9wIetC6/i4fZn+EHnLRxzppMa+Hdqkg6x9FAYiwb+kwYdQpCpk+lrgtjx4h9wDPRz7X3fZdykLHj9K3Ds75C6CK79HYQmG/22CCHE/yGFzUtUVT3Lk11Xgq8Zm12z4rADh6uFmaET+WaOC5tjgHmFh7l0y05Kv5BKQHQB4Sc+i607gfzjT1EbYGbXzKV82fk2v229msPOTFKCXqE54QCX5UUzy/lNGlz+hFqbyLrSjy3P/JqgiCg+890fEWFqgScvcV+5etl3YOE3wWQ2+i0RQohzkpl+L2C3d7CtdAOH/BYBcMWBdiwuzXhVwjuZMZwICWVe0XEmnNhPf3YQAdML8KmaT2TVMkrKX6PIp5+jE6azIiiffzTkst+ZTUrgGzQn5nHZwVhmOu+lyeVPmG8dcTPbeO9PT5CQNYmbH/0FEdUb4JkV4OiH29+GxfdKURNCjGjSY/MCFZVP8/u+tWDTxLQ5mVyhsdhPEJA8m8czfElvqmJC+SGml1bT8JATc0ccKadup6r/fQ4O1FATk0RiSj9FpTFsc84gKWAjzUl7uPxQLNMc99LishAZXIN/fDWH3vmAqStXsfTmWzFv+BbkvwCZl8O1j4N/uNFvhRBCnJf02Ea4gYFmNpTupNx3EmjNNXs60HqAaQFB/DgHzC4nC04fZsXWvVTdGYbZ2k/Ksa/Sbi1lT/U+ugKCqJ+RRXBpK393LCHWfzdtydtYeTiWqQP30u4yExNVjQo8wendH7Do5ttZvmY15r9c7S5qSx6EdS9IURNCeA3psY1wZeVP8qT9s+CjmVAzQEwHRDgPsz9zAYfDglhy6iBT8vfQvCoK//hCwk+twzwQxN4TrzDgY2Hvwku5ruRdfuS4hSjbcbqS3+DSI9FM77+XDpeZmOgaunr30lJcyRV3fpOJaYHw1FIY6Ia1z0P2VUa/BUII8YlIj20E6+9vYH3ZYeptaZg0rMrrAWczadFT+XWmhYS2BiaX5pHR24ptUTHW+qlEVC7naNFrtJvtvLfgSm6tXs+PB24iwlpOb9rzLCwII7f3fk9Rq6a1bTvt9XVc918PMzG0Gf60CnwC4EvvSlETQnglKWwjWGnZ4zzl+hxozazTPfj3aTItNfxhoo1usw8LTh9m2fv7af28C/qDSDn+Zaq6tlHkbOLA5Lnc2r2JR3puIdDcSn/600wv8WNB+7fpcJmIia6mpfk9+jo7WPOdR0jteA9e/RIkzYEvb4XobKObL4QQn4oUthGqv7+RV8uLaPWJx9euWXqsH5urmJ7k6byREM6UqmJmHNlD63WR2EIbSDj1ObpUDbsa8qmJTmRqWB2/bbsaFxqd8gRZ1YqVzQ/R4bIQHVFFU+MWBvp6ufHbPyD+9FOw5fsweQ189hXwCzO6+UII8akNao5NKeUHJGutC4Y4j/Aoq3iGP3IraM2So12YHQ6y/azcP8lFcF8XswvzyOhppC+3Fr/qefi1ZrKx6E/023xoyBlPabmi3hVKYOITJLV1cU3d9+hw+hEZVElj42a01nzmwYeJ2vd9KHgLFtwNyx+WtR6FEF7vvL/FlFJXA4eBDZ7705RSbw5xrjHNbm/l1dITdFqjCerVzCx2EOY6xe7sdIqCQplXdIxLdu2j87YBVH8oCQW3cqLmbbp0N7vmLie8opmDzgkER71CCJXcUH0PHY4Qwn1raO3cAsDaB75L1I57oeBtuPK/YcX3pagJIUaFwfwm+x4wG2gD0FofBtKGLJGgouJZ/qhvBq1ZdqQLnL2khSXx5DgbSS31zDy+h/7LfPEJaSLhxOdpsRdwsruUvJz5LG7J5w3HAsKCdmAKOchnSr5IT38ioZYGOge24rTbufG++4nY9g0o2wHXPQGzv2x0k4UQ4qIZTGGza63bz9qnhyKMAIejk9dK8ujwiSWsy0VOuYMkVczfJgXRZfFhXuEhpjWV4TOziICqhfi0J7G98gNqoxLI9m/g6a7LCbSVY094i+sLLkP1TCHE1EavaQv9PZ3c8M17iNxyJ1QfhBv/BFPXGt1kIYS4qAYzx3ZcKXUzYFZKjQf+H7BraGONXZVVf+UZ1zrQmkvzuzC5WglIyOblxDCya8pYuH8XXevs2AaCiDt9M3urXqcXO/UTx7O7MhKTqR+d/CyXFWYT3rmKANXHgO1duptauOGebxG7/S5oKoR1f4XMlUY3VwghLrrB9Ni+AUwC+oEXgA7g7iHMNGY5nf38o2g7rT6JRLc7mVDtZJy5jicmKqwuB/ML9hOSOYAtoo64gptp6D1KZW8l+2YuRtc4qNXhmBOfZVqtL1ktd2BTDkxB79NeX801/+9uEvfe7y5qN78kRU0IMWqdt7BprXu01t/WWs/SWud6tvuGI9xYU1f/Ok871rh7a4e7sTobaE7LZkdkJDPKC1l4/CCmJRXYGidha57Azpo9lCaNJ7WnkR2OHAIi3iHeXssltfeCBv+wPOrLj3PZl75Cav4PoP44rH0Oxi01uqlCCDFkzjsUqZTaxjnm1LTWy4Yk0RiltYtNRRtosN1FbIuDcfVOxlnbeDgrhpDeTuYf3YnzSgcWpYk/dTsH6t6jy6roS4jinfpJBPifwidkB6sL7sHh9CMi5BhVxbtYsGYdE8t/C9UH3HNq0lMTQoxyg5lj+9YZ277ADYBjaOKMXc3N7/NE11Lw1Sw92o3NWUtR9niKg8K49PhepvaXYE4vI+L0DbR3N1LReZqDc1fQ1BiIxdyLSnyJq4uvwdydTJitlKqyzeQsXcGc/tehfBdc/xRMXG10M4UQYsidt7BprQ+ctWunUmrfEOUZs/aUvESZ71eIbncyrtZBum8/94y3EtnZxpK893Bd24K1K5bQyqWsr/4zhSlZhLe2c9A1Dr/kp5hfnURU8zJCVSu1DW+QNm0ml8YUoPI3w1W/hCk3Gt1EIYQYFoP5gnb4GbdIpdRlQMgwZBszOjtP8FiDe23GS4714O+q5FBWMrV+wcwpOUJichvW4BbiC27hSPMuOkwDDERE8O7ATPxCPyB1oJZpNV8hQA3Q2v8aYXEJrJphxpT/PCy+D3K/YHALhRBi+AxmKPIA7jk2hXsIshT44lCGGmuOlv6FQ/5riOx0kVllJzXAxM8z/Ihva+TS/O2Y15Xj1zAVZ0soha1vc2j6Ek63JWLzqcMvYiMrTtyLRZtxmTcBdq69Ihvbzodg2mdh6YNGN08IIYbVYIYiL/oqI0qpUOBpYDLuovkFrfXui30cb9DXX8cTlRbwN7PweCeBrip2TIyn1SeAZYd3EZzbgcnkJLbgZrbVbqYyNoWBbh+68MWW+CQrq67E1huHv89BGhpOc/2tVxO26z7IWAFX/wqUMrqJQggxrD6ysCmlrv+4/1Br/eoFHPd/gQ1a6zVKKR/A/wJey6uVVL3Iu76rCOt0MKl8gPggE4+kBZPaVMPy8l34rikmrPQKatvqaOqvoy52Efnt4/CNWk9Ou43E+uWEqlrq6t9j8bVXkZr/fYiZ5D4D0mw1unlCCDHsPq7HdvXHPKaBT1XYlFIhwGLgdgCt9QAw8Gley9u5XAP8uagEp88S5hZ0EaCr2ZkdQ4/FxvyCA/guakL1hRBaupJddc+RP3E2JzuS8LFVEe63l3knvkeQGqC+9W9kzZlLbsMTYPWFdS+ALdDo5gkhhCE+srBprT8/RMdMAxqBPyqlpuKew7tLa9195pOUUncAdwAkJycPURRj1ddv4GW1moBeJ9NK+kkMhEdTQkhrrGFRWx62mBqij9/O0eZD1Afa6LEH0ql98U14ictKP4evI4A+x+uExsawInQfqqoSbn8LQpOMbpoQQhhmUNcpUUqtUkrdp5T67oe3CzimBZgBPK61ng50A/ef/SSt9ZOelU5yo6KiLuBwI9eGwo10WyOZWTxAkLOGXdnRdFt9mVeQh+/8OixdsZhrJ1DccoBTyVM5PJCBNXILua0xRLbmEKCO0tdXzdWz/PCpeN99Wn/yHKObJYQQhhrM6f6/B9biXjNSATcCKRdwzCqgSmu913P/77gL3ZjS2XmSxzvnYB1wMed0L4kBLp5LCSW1qZZFjjx8QpuILryRvNpdFCVmUNSTiI9PHREBu5lWcQuhqoWGlndZeul0ogr/BHO/BjNuNbpZQghhuMH02OZrrW8DWrXW3wfmAZmf9oBa6zqgUik1wbNrOXDi076et8ove4kKv8nkVAwQ0l/HnuwYuqy+LCzcj/+sCmytGfTUhVPTV0pVQApt2h9Lwt9YVnkzIU5fGlv/RtbM6eRU/Q5SFsCKR4xukhBCjAiDKWy9np89Sql4wA7EXeBxvwE8r5Q6AkwDfnSBr+dV7PYOfltuRrlg/qk+4vz6+UtqCCnNdSy07MPi30l04Vry697naMZMjg6kYw3bzbSOUOJapmJy7iQoKogVPptQtgC44RkwD+YriUIIMfoN5rfhes/3zn4OHMR9RuRTF3JQz1W4cy/kNbxZZe0rfOC7gsxaB1GdzRyZHk2n1Y/VRZsJmFZKQMN0GuodVFp6qHAmYDZ3ERryHjOOPUAojdR3HmDdrAh8agrgttch+EL/zhBCiNFjMJeteURr3aa1fgX33FqW1vpCTh4Z07TWPHc6H6fJxtxTfcRbW3kuLYSE1gYW+uzFZO0nouhajja8x/GEKVS4YrHErOeS6tWEOfxoaH2Z2XMnEF/zKix5ANKXGN0kIYQYUQZz8sgRpdSDSqlxWut+rXX7cAQbrTo6DvFXx0piWx2kNLZTlhlLsy2QeaUHCZxUSmB9LqV1jZQH+XHckYHVr5gMVxspjbPB8QGRiRHM6/gLpC+Fxd86/wGFEGKMGcwc29W414j8m1Jqv1LqW0qp0fnFsmGwu+QN2mzx5BYNEGeu47l0fyK62llq+QCTZYCw4lUUNO/iRNgkevDBFvMGc8pvIYwmOvuOckX8Kcy+/nDdE2AyG90cIYQYcQYzFFmutf6Z1nomcDMwBfdCyOITcjg6+VVVGH59TiaXddKWGkt5YDizKvIJziohqG42xTW1FETHcVSPxxK+kzmtk4jtjaax/RUWzoghsvMwrP4NBMUY3RwhhBiRBvsF7RSl1H3Ai0AWcN+Qphqlqure4oj/AqaWDZDgqubF8VYC+3q40rUZk8VOcPEVFLTvo8AvC5O5l6igfeRUXoHVcZDopDBmtr8IM26DrFVGN0UIIUas854VqZTaC1iBvwE3aq1LhjzVKPWXU3lAJrNOdzEQH0p+WCyLi/YTNqGIoNq5FNdUcjw2nUJSsEW9xoLK1URoB009O7k1rRIVmAqX/djoZgghxIg2mNP9b9NaFwx5klGuq6uAv9qXkNFsJ6G7mvVzQrHZB7ja/g4ms53gkpXsaH+D4yFXYvapJ0M1ktYyhY7OF5mdHUikoxSu3yiLGwshxHkMZo5NitpFkFf2Gq22BHKL+gkK0bwXHc+k2iJixxUQVJ9LYVU5x2LHU6Ni8Yl+i9nlNxDsKsc/rJ859rdg4X9C0myjmyGEECPeoObYxIVxuQb4VZmFyA4nmTVN7M0KAhRXdW3EZO0joORSCrrzOWSZjCXgNNN6Q0nqjaOh/R+siDqJJSoDFsu0phBCDIYUtmHQ2PQe+30XMaVsgBifNl5NiiGtqZqMtMP4N02mrLKeY9ETaDWH4R+5iekVV0HfbnIyg0jURXDNb93XWRNCCHFeg/mCtr9S6iGl1FOe++OVUlcNfbTR4+8n3wdtZVpxJ2Xjw+iy+rGibStm3y6CS1dysvsoByyTsQQfZk7TVGIdVnrVMRbxNsz6EiTPNboJQgjhNQbTY/sj0I97VX+AauCHQ5ZolLHb23m6awrja+ykDlTzUnowEV1tzI19H9+2dKpLuzgSmUGnOYDwkF3k1C6hq+ttFsXX4xsWC5c+bHQThBDCqwymsI3TWv8M96r+aK17cF+XTQxCee3b1PqNZ3pJPz0JgZQFRrCwdQ8+gW2Ell7B8a7DHLBOxhq6n9n18wl3thAc0kKO+TBc/SuwBRndBCGE8CqDKWwDSik/3Kv6o5Qah7sHJwbh8RMnCe90Mam2hrcn+OFr7+fygLexdsVRV6zID0ulx+JLdGA+kxpm0dTxJsuD96EmXw/jVxgdXwghvM5gCtv3gA1AklLqeWAL8F9DGWq06O2t5A21iMkVAwQF9/NBVALTmo4THFZNWPkKTnbkkWebiiVsF3NqlhDoLCUroY+4wH647FGj4wshhFcazPfYNgHXA7cDLwC5WuttQ5xrVDhc/gY95gimF3VwJDMAjWIVb2MaCKC1KJxDIQl0W31I9C0kuzWHtr53WeS7Ay65D4LjjY4vhBBeaTBnRW7RWjdrrd/SWq/XWjcppbYMRzhvprXmF4U9ZNQ6SO+v5bWkGFLaa0iLOUxo1VIKWg+T5zsVa/hu5lSvwDpwhNmxtQTEpsGc/zA6vhBCeK2PLGxKKV+lVDgQqZQKU0qFe26pQMKwJfRS7R357PVbxOTyflpTfGnxDWJp33sobcJelEleYCgdPv6kWCrJ7BhHn97FDL/jcOXPweJjdHwhhPBaH7dW5FeAu4F44AD/OhOyA/jt0Mbyfu8WbsQ6cCnTKst5Z3kg/gO9XBK+gaD6WRTVFXAgfAaWsL3Mrl0GfXtYGH4K6+TVckVsIYS4QB/ZY9Na/6/WOg34ltY6XWud5rlN1VpLYfsYWrv439pIsqrthAQNsCcygVmdB/Gx9mAtnsNeHwdNtlCSfcqZ0JmIyXqIiSGNsOIHRkcXQgivd97V/bXWv1FKTQYmAr5n7P/zUAbzZm1tByn2n8LnStrJz/RFKxOrfN/AtzWD8ooGDvlPxhq6jzk1l9Dfs4MVUYcxzfsqhKUYHV0IIbzeYE4eeRj4jee2FPgZsHqIc3m1105uJKIdclqreT0pjrTOChL8iwksv4Q8Zy0V/vEk2kqY0JlIWMARUqMULPym0bGFEGJUGMz32NYAy4E6rfXngalAyJCm8mJaO3m8JZ3sajttyWZafINY7tiCuT+I+iI4EJCNNfQQc2oXM9CzgwVBh2DJA+AXanR0IYQYFQZT2Hq11i7AoZQKBhqApKGN5b2aW/Ooto0jt6iZremB+Nr7WBiykeDqRRztKaYgIJM4WzHZHclE+ucRlxgHuZ83OrYQQowagylseUqpUOAp3GdHHgR2D2Uob/bS8XdJbYQkWtgdlciMnsNYcdBXmMoev2RMQQXMrZ/NQM8HLAg5ASu+D2ar0bGFEGLUGMzKI1/TWrdprX8PrAA+5xmSFGdxuRw83Z5JVuUAJRkWnCYLl9veIqAph9MNFRwJnExEwFEmtacR47+X6IyJMOFKo2MLIcSoMqiVRz7c1lqXaa2PyMoj59bYupcmn1Rml1fxdlIk0X1NpNtO4FM2iw+sPtgD65ndks1Az04WhBbAsodAyYUShBDiYpKVRy6i545tJ6PWhX9wP8UhMSxybMfaG0F1cR/5AZMJDt7P9ObJxPvvJCIrF9IvMTqyEEKMOrLyyEWitYtnu7KZX9XLwUwbSrtYHrCe4NNL2ehoojkog+Ud8dB7mHmxhbDsH0ZHFkKIUUlWHrlImtsP0WZOYF51Je/EJzKht5AQVycdhVHs98/EP3QXuY2zifTZRHjOEkiaZXRkIYQYlT5uKHKWUipWa/0bz/3blFJvKKV+7RmiFGd4Pn8zmbVOuuJdtNsCWW7eREBzDsdaKikJSmBqbwB+vUXMCSuGZd82Oq4QQoxaH3fyyBPAAIBSajHwE+DPQDvw5NBH8x5aa/7YOYHsim62pwfi6+hjls8OzGVT2O4TgTn0IHPq5xGo/kHM9GUQm2N0ZCGEGLU+rrCZtdYtnu21wJNa61e01g8BGUMfzXt0dRXQYUpgZmM1u6KTmTFwCN8BX6pL7BwLmkiG6iC8t4G54cWw+F6j4wohxKj2sYVNKfXhySXLga1nPHbexZPHktdPvENmjYumFBd2s5Ulto0E1sxlu7OXvtBq5jbMwMf1JglT50HcVKPjCiHEqPZxhe0F4H2l1BtAL/ABgFIqA/dwpPD4bX0skyra2ZYSSpCjk2zTcXqLkjjgn0G0bwHpnVbmhJ2U3poQQgyDjzsr8lHgHuBPwEKttT7jv/nG0EfzDj09lbSY0pjSVsehiCRmO/fg157Myfo2qkL8mdWajh7YQErOVDkTUgghhsHHDilqrfecY9/poYvjfbYWvkVG7TRq0l24TGYu8dmM7+lctlp88Q/Zz4ySJcwIeQZ1yR+NjiqEEGPCYBZBHhJKKbNS6pBSar1RGS6GX5T7Mqmqhc1JkUQ4mkl3ltN42pcTQeOZ2hcIPbvImpQOKQuMjiqEEGOCYYUNuAs4aeDxL5jd3ka5ZQKTOxo5GZbAfD4gqHEaO3q66I0oZl7DdLIDN2FefLesCSmEEMPEkMKmlEoEVgFPG3H8i+VQ2SbG1ZsoHafRysRC8zZc5ePYG5BCqqmZoO5ypqT7w/jLjI4qhBBjhlE9tl8B9wEug45/Ufz4RBOTKlvZlBhDnL2GJHszZWWastAA5rVkE2f9O36X3AkmIzvGQggxtgz7b1yl1FVAg9b6wHmed4dSKk8pldfY2DhM6QZPaydHrZOZ3FFPaUgcC0zvE1g3k80uC0HB+WS2+jAzoQumrDM6qhBCjClGdCUWAKuVUmXAi8AypdRzZz9Ja/2k1jpXa50bFRU13BnPq7Y5j8RGG2WpTgDmmnbSV5rAkeBxTO0JIcD5JuGLbgerr7FBhRBijBn2wqa1fkBrnai1TgXWAVu11p8d7hwX6tcHdzCxqoNt8THEOWpI7OvjWBW0R1QxvzGLaZEnYNaXjI4phBBjjkz+fEpv9k9mWksdxaHxzDXtIKBmJlusAaSaGgnsOUbqwqsgIMLomEIIMeYYWti01u9pra8yMsOn0dtbTURbCDUp/aAUs9VuOooiOR0aw/zWTMb7v4Ga9zWjYwohxJgkPbZP4c3jb5FZ0822+GiinA2kdTnY26Qxh51kfIuZydMzIXK80TGFEGJMksL2KfyyOpjchjoKwxKYa9qJX9VU3vONZHJPAOHqFfwWfsXoiEIIMWZJYfuEnM4+BgaSaEnoxWUyM4vdNBcHURlpZVFzOjOTWmD8SqNjCiHEmCXXVfuETtZsJ6PWl62JEYS7msns6mNDp5XI6BLCeiFm6a1gMhsdUwghxizpsX1Cjx4sYlZNDacikpmtduFbPYmdfrHkdsSRFbQJZtxmdEQhhBjTpLB9Qvk6C2dEJ06TmVnspbE0lKboVqY1h5C9YDH4hxsdUQghxjQpbJ9AT18tyY2+7EgIIsDVxcTODrZ2+JOmWonRb2Gdf4fREYUQYsyTwvYJvHDwTWZWNnAsMpXpaj9+NdnkBYSxqDWVqRldED/d6IhCCDHmSWH7BH5fH0m0pYk+qy8zyKOhNJyO6GpS29qJXeJ1q4IJIcSoJIVtkLR24d8Vw4FECxZtZ1pXLVvaA5g4YCLD/w3UlBuNjiiEEAIpbINW1XSIiZXd5EUnk81xwqrHkRcUzKKmJCbNnwG2IKMjCiGEQArboD26exdZPbW0BIQzgzway8KxR1aT0HcI//lfNDqeEEIIDylsg5TXl01pgh2A6X2nebctiMm9/uQkHofEXIPTCSGE+JAUtkFwOLpJbrCwOyaOJF1GUk0sB0KCmN8UTuqlN4NSRkcUQgjhIYVtEN4r2MTM+joqQuOZQR7tFVHo8CpSXNsxTVtndDwhhBBnkMI2CD881Y09tA2tTEx3HGV7YyTTukOYOsNXVhoRQogRRgrbILh6ktgdF0qwbie73sbuQCtzmvyIXiLrQgohxEgjhe08+voamVzZzenIFKZyEHtFHETUkmHdAulLjY4nhBDiLHLZmvN4avdrpDpM9FrjyXEeYV9tBjNDFFMumQhmefuEEGKkkR7befy1MYqTMU6UdjG1pYv3bT7MbNYEzZdhSCGEGImksJ1HRHMoR2OTSKeIkIpI7OFNTAj9AGJzjI4mhBDiHKSwfYzO7hpm1jdQHRTLFA5zvCqGKT2B5KxcKd9dE0KIEUoK28f42bbX0UGNaGViSlcVm5Q/c5rt2HJvMjqaEEKIjyCF7WO835ZCXkwoAbqTzCoT7RGtTIw7DsFxRkcTQgjxEaSwfYz0OhOno1PJIZ/G6hgm9duYuOo6o2MJIYT4GFLYPkJzewlZPVV0WQPJcRxnc2ckC5o01pxrjI4mhBDiY8gXsT7Cd7e8Q3+Ue3taUye7wtuZZCmW664JIcQIJ4XtIxzvTKMvzkGyLiWwPIRxaCZedb3RsYQQQpyHDEWeg9aanKp+KoMTyCGffY3xLGi0YJ24yuhoQgghzkMK2znUtRYSYanEqcxM7qphr4+D6fEl4ONvdDQhhBDnIUOR53Dv5q30R/ti0XYyq5wc8O9m4uo1RscSQggxCFLYzqG2M5nWODPjKaC5KoqFHTYs2ZcbHUsIIcQgyFDkOeTWdVDrF8VE5yk29YUwK6oSLDajYwkhhBgEKWxnaeusQftWo5WJiS2tdIe2MGWNDEMKIYS3kKHIs9z71mvUxUfiq3tILHMxs8Mfa9YKo2MJIYQYJOmxnaWhJYXSiCSyOcGRpgTm6zowW42OJYQQYpCksJ1lalMTTT7hZPeXcMDWw9yblhsdSQghxCcw7IVNKZWklNqmlDqhlDqulLpruDN8lP7+DtpCmgGY2NhOChr/KVcZnEoIIcQnYcQcmwO4R2t9UCkVBBxQSm3WWp8wIMu/+cHbz3M6Lo5g3UZQmYXFLV3ypWwhhPAyw95j01rXaq0PerY7gZNAwnDnOJdjtbEUhyUxSR9jV1cki6+fZHQkIYQQn5Chc2xKqVRgOrDXyBwfymmrp9MSRHZPJW1+rUQtWGt0JCGEEJ+QYaf7K6UCgVeAu7XWHed4/A7gDoDk5OQhz+N09tMQ0g3AhLouElv9wC9syI8rhBDi4jKkx6aUsuIuas9rrV8913O01k9qrXO11rlRUVFDnumxrS9RFptAmG5moMKPlbnBQ35MIYQQF58RZ0Uq4BngpNb6f4b7+B9lU7E/ZSHxZLlOssfhw7hrv2x0JCGEEJ+CET22BcCtwDKl1GHP7UoDcvybKU31dJiDyeyqJ8RkRwXHGR1JCCHEpzDsc2xa6x2AGu7jnk9bmHt+Lb2mi4Q+h8FphBBCfFqyViSw58QHlMUlEKJb6aq2sfzrNxkdSQghxKckS2oBP9laQmlQPJmu0xxjAL/UWUZHEkII8SlJYQOyWzpptYQxvrOeyd2AGnEjpUIIIQZJhiKB7vAuAMbVdXD5gjSD0wghhLgQY77HNjDQTVlsPIG6k/5qxbhrvmh0JCGEEBdgzBe2Lz3+BCUh8WS6Cihz9cqix0II4eXGfGGL7rDSZIlkfFcdC3ucRscRQghxgcZ8YbOHuufX0us6uPbBewxOI4QQ4kKN+cJWGRuLr+7BVe3CJzrD6DhCCCEu0JgubC9tfZ2ykBgydBG19j6j4wghhLgIxnRh27KjnFpLLOnd9awMizA6jhBCiItgTBe2iMA2tDKR2tDO8m8+aHQcIYQQF8GYLmw1cVEo7cSnqhdltRkdRwghxEUwZgtbd3c75aFRJOlKmro6jY4jhBDiIhmzhe2OX/yOUlsi6X3VfHbBEqPjCCGEuEjGbGHLsPTQr/xIbWll8rVymRohhBgtxmxha4wLBSCqukNW8xdCiFFkzBa2isgoQnUL7c2tRkcRQghxEY3Jwvbsyy9R6hfPOHsZd9wiq/kLIcRoMiYL2+kjx2g2R5LW3kTitLlGxxFCCHERjcnC1h/vB0BCXbvBSYQQQlxsY7KwVUVHYtX92GsbjI4ihBDiIhuTha0sKIY0VxnLpi83OooQQoiLbMwVtq9+4/NUWhJI7W5g4WfWGR1HCCHERTbmCltcSjxOZSGpsc3oKEIIIYbAmCts9bHhAATUthkbRAghxJAYc4WtMjScUN1C3ZH3jY4ihBBiCIypwqa1ptwvntSBKn79cp7RcYQQQgyBMVXYfvDdu2kwxZDS0Wx0FCGEEENkTBW2Ac/8WlxDm7FBhBBCDJkxVdhqo8JQ2oWtRr6YLYQQo9WYKmwVwZHEuWp44EePGx1FCCHEEBkzhe2y6zIp80kita/W6ChCCCGG0JgpbJfMvIYuFURSq1x/TQghRrMxU9ha49wnjkTWS2ETQojRbMwUtuqIUHx0P71Fp42OIoQQYgiNmcJWHhBDsqOSH/3+FaOjCCGEGEKGFDal1OVKqQKlVJFS6v6hPt6Dd66lwpxISrec5i+EEKPdsBc2pZQZeAy4ApgI3KSUmjiUx/RLH4dd+ZDYJPNrQggx2lkMOOZsoEhrXQKglHoRuAY4MVQH7Csq4U79N0xt7UN1CCGEECOEEYUtAag8434VMGcoD/jo4y8O5csLIYQYQUbsySNKqTuUUnlKqbzGxkaj4wghhPASRhS2aiDpjPuJnn3/Rmv9pNY6V2udGxUVNWzhhBBCeDcjCtt+YLxSKk0p5QOsA940IIcQQohRaNjn2LTWDqXU14GNgBn4g9b6+HDnEEIIMToZcfIIWuu3gbeNOLYQQojRbcSePCKEEEJ8GlLYhBBCjCpS2IQQQowqUtiEEEKMKlLYhBBCjCpKa210hvNSSjUC5RfhpSKBpovwOkaQ7Mbx5vzenB28O79kH1opWutzrt7hFYXtYlFK5Wmtc43O8WlIduN4c35vzg7enV+yG0eGIoUQQowqUtiEEEKMKmOtsD1pdIALINmN4835vTk7eHd+yW6QMTXHJoQQYvQbaz02IYQQo9yYKGxKqcuVUgVKqSKl1P1G5zkXpdQflFINSqljZ+wLV0ptVkoVen6GefYrpdSvPe05opSaYVxyUEolKaW2KaVOKKWOK6Xu8pb8SilfpdQ+pVS+J/v3PfvTlFJ7PRlf8lxiCaWUzXO/yPN4qlHZP6SUMiulDiml1nvue1P2MqXUUaXUYaVUnmffiP/cePKEKqX+rpQ6pZQ6qZSa50XZJ3je8w9vHUqpu70l/3lprUf1DfelcYqBdMAHyAcmGp3rHDkXAzOAY2fs+xlwv2f7fuCnnu0rgXcABcwF9hqcPQ6Y4dkOAk4DE70hvydDoGfbCuz1ZPobsM6z//fAf3i2vwb83rO9DnhpBHx2vgn8FVjvue9N2cuAyLP2jfjPjSfPs8CXPNs+QKi3ZD+rHWagDkjxxvznbJPRAYbhf9o8YOMZ9x8AHjA610dkTT2rsBUAcZ7tOKDAs/0EcNO5njcSbsAbwApvyw/4AweBObi/nGo5+zOE+zqC8zzbFs/zlIGZE4EtwDJgvecXj1dk9+Q4V2Eb8Z8bIAQoPfv984bs52jLSmCnt+Y/120sDEUmAJVn3K/y7PMGMVrrWs92HRDj2R6xbfIMb03H3fPxivyeobzDQAOwGXcPv01r7fA85cx8/8zuebwdiBjWwP/uV8B9gMtzPwLvyQ6ggU1KqQNKqTs8+7zhc5MGNAJ/9AwDP62UCsA7sp9tHfCCZ9sb8/8fY6GwjQra/WfSiD6FVSkVCLwC3K217jjzsZGcX2vt1FpPw937mQ1kGZtocJRSVwENWusDRme5AAu11jOAK4A7lVKLz3xwBH9uLLinDh7XWk8HunEP3f3TCM7+T57519XAy2c/5g35P8pYKGzVQNIZ9xM9+7xBvVIqDsDzs8Gzf8S1SSllxV3Untdav+rZ7TX5AbTWbcA23MN3oUqpD68wf2a+f2b3PB4CNA9v0n9aAKxWSpUBL+IejvxfvCM7AFrras/PBuA13H9YeMPnpgqo0lrv9dz/O+5C5w3Zz3QFcFBrXe+57235z2ksFLb9wHjPmWI+uLvdbxqcabDeBD7n2f4c7rmrD/ff5jlTaS7QfsbwwbBTSingGeCk1vp/znhoxOdXSkUppUI923645wZP4i5wazxPOzv7h21aA2z1/GU77LTWD2itE7XWqbg/11u11rfgBdkBlFIBSqmgD7dxz/Ucwws+N1rrOqBSKTXBs2s5cAIvyH6Wm/jXMCR4X/5zM3qSbzhuuM/oOY177uTbRuf5iIwvALWAHfdfg1/EPf+xBSgE3gXCPc9VwGOe9hwFcg3OvhD3kMUR4LDndqU35AemAIc82Y8B3/XsTwf2AUW4h2lsnv2+nvtFnsfTjf7seHIt4V9nRXpFdk/OfM/t+If/Nr3hc+PJMw3I83x2XgfCvCW7J1MA7h57yBn7vCb/x91k5REhhBCjylgYihRCCDGGSGETQggxqkhhE0IIMapIYRNCCDGqSGETQggxqkhhE+IiUUpFnLFaep1Sqtqz3aWU+t0QHG+CUuo9zzFOKqWe9OyfppS68mIfTwhvYTn/U4QQg6G1bsb93SaUUt8DurTW/z2Eh/w18Eut9RueY+Z49k8DcoG3h/DYQoxY0mMTYogppZaof10r7XtKqWeVUh8opcqVUtcrpX6m3Nck2+BZmgyl1Eyl1PuexYE3frjM0VnicH+ZHwCt9VHP6jo/ANZ6enJrPSt8/EG5rzt3SCl1jecYtyul3vD0+gqVUg8P/bshxNCTwibE8BuHe13H1cBzwDatdQ7QC6zyFLffAGu01jOBPwCPnuN1fglsVUq9o5T6T6VUqNZ6APgu7mutTdNavwR8G/fyWbOBpcDPPUtYgXttxhtwr8Byo1Iqd6gaLcRwkaFIIYbfO1pru1LqKO6LPG7w7D+K+5p8E4DJwGb3MpyYcS+39m+01n9USm0ELgeuAb6ilJp6juOtxL1Y8rc8932BZM/2Zs8QKkqpV3Evj5Z3wS0UwkBS2IQYfv0AWmuXUsqu/7WunQv3v0kFHNdazzvfC2mta3D36P6glDqGuyCeTQE3aK0L/m2nUnP4v5clkTX2hNeToUghRp4CIEopNQ/clwRSSk06+0lKqcvPmJOLxb2AbTXQCQSd8dSNwDc8V2FAKTX9jMdWKKXCPVc2uBbYOQTtEWJYSWETYoTxzJOtAX6qlMrHfbWE+ed46krgmOc5G4F7tftyKtuAiR+ePAI8AliBI0qp4577H9qH+zp6R4BXtNYyDCm8nqzuL8QYpZS6HfflR75udBYhLibpsQkhhBhVpMcmhBBiVJEemxBCiFFFCpsQQohRRQqbEEKIUUUKmxBCiFFFCpsQQohRRQqbEEKIUeX/Azqk19T2jPpkAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -437,7 +466,7 @@ "plt.figure(figsize=(7,5))\n", "plt.xlabel('Time Step')\n", "plt.ylabel('State value')\n", - "plt.plot(states_balanced)\n", + "plt.plot(states_balanced[:, :50])\n", "plt.show()" ] }, @@ -446,9 +475,10 @@ "id": "70982ef0", "metadata": {}, "source": [ - "We observe that after an initial period the network settles in a fixed point. As it turns out, this fixed point is stable: After a small perturbation, the network returns to this state.
\n", + "We observe that after an initial period the network settles in a fixed point.
\n", + "As it turns out, this is a global stable fixed point of the network dynamics: If we applied a small perturbation, the network would return to the stable state.
\n", "Such a network is unfit for performing meaningful computations, the dynamics is low-dimensional and rather poor.
\n", - "To better understand this, we have to apply an additional analysis." + "To better understand this, we apply an additional analysis." ] }, { @@ -457,8 +487,8 @@ "metadata": {}, "source": [ "#### Further analysis\n", - "A characteristic quantity of the network activity is the *auto-correlation function* $c(\\tau)$.
\n", - "With this function, one can assess the *memory* of the network.
\n", + "We introduce the *auto-correlation function* $c(\\tau)$.
\n", + "With this function, one can assess the *memory* of the network as well as the richness of the dynamics.
\n", "Denoting the (temporally averaged) network activity by $a$, the *auto-covariance function* is the variance (here denoted $\\mathrm{Cov}(\\cdot, \\cdot)$) of $a$ with a time shifted version of itself:\n", "\\begin{equation}\n", " c(\\tau) = \\mathrm{Cov}(a(t), a(t+\\tau))\n", @@ -466,12 +496,12 @@ "This means for positive $\\tau$ the value of the auto-covariance function gives a measure for the similarity of the network state $a(t)$ and $a(t+\\tau)$.
\n", "By comparing $c(\\tau)$ with $c(0)$, we may assess the *memory* a network has of its previous states after $\\tau$ time steps.
\n", "Note that the auto-covariance function is not normalised!
\n", - "Due to this, we may derive further information about the network state: If $c(0)$ is small (in our case $<< 1$), the network acitivty does not exhibit a huge temporal variety across neurons and thus the networks dynamics are unable to perform meaningful computations." + "Due to this, we may derive further information about the network state: If $c(0)$ is small (in our case $<< 1$), the network activity is not rich and does not exhibit a large temporal variety across neurons. Thus the networks is unable to perform meaningful computations." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "67d93c4f", "metadata": {}, "outputs": [], @@ -514,13 +544,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "830d4529", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -549,8 +579,7 @@ "source": [ "As expected, there is covariance has its maximum at a time lag of $0$.
\n", "Examining the covariance function, we first note its values are small ($<<1$) implying low dimensional dynamics of the network.
\n", - "This fits our observation made above on the grounds of the display of the time-resolved activity.
\n", - "Moreover, we see a quick decay of the covariance with time steps implying a short memory of the network." + "This fits our observation made above on the grounds of the display of the time-resolved activity.
" ] }, { @@ -559,26 +588,28 @@ "metadata": {}, "source": [ "#### Controlling the network\n", - "We see that the states of the neurons quickly converge to a fixed point: the network does not exhibit any non-trivial behavior.
\n", - "The situation is even worse: One can show that this fixed point is the only fixed point of the system. This means, that after a perturbation of the network, the activity quickly relapses to the stable state. Hence, the network is incapable of performing any meaningful computation.
\n", + "We saw that the states of the neurons quickly converged to a globally stable fixed point.
\n", "The reason for this fixed point is, that the dampening part dominates the dynamical behavior - we need to increase the weights!
\n", "This we can achieve by increasing the `q_factor`." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "d12da1b0", "metadata": {}, "outputs": [], "source": [ "# Defining new, larger q_factor.\n", - "q_factor = np.sqrt(dim) / 3\n", + "q_factor = np.sqrt(dim / 6)\n", "\n", "# Changing the strenghts of the recurrent connections.\n", "network_params_critical = network_params_balanced.copy()\n", "network_params_critical['q_factor'] = q_factor\n", - "network_params_critical['weights'] = EINetwork.generate_gaussian_weights(q_factor, g_factor, num_neurons_exc, dim)\n", + "network_params_critical['weights'] = generate_gaussian_weights(dim,\n", + " num_neurons_exc,\n", + " network_params_critical['q_factor'],\n", + " network_params_critical['g_factor'])\n", "\n", "\n", "# Configurations for execution.\n", @@ -600,13 +631,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "a708a851", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -621,7 +652,7 @@ "plt.figure(figsize=(7,5))\n", "plt.xlabel('Time Step')\n", "plt.ylabel('State value')\n", - "plt.plot(states_critical)\n", + "plt.plot(states_critical[:, :50])\n", "plt.show()" ] }, @@ -630,13 +661,13 @@ "id": "57019969", "metadata": {}, "source": [ - "We find that after increasing the `q_factor`, the network shows a very different behavior. The stable fixed point is gone, instead we observe chaotical network dynamics:
\n", + "We find that after increasing the `q_factor`, the network shows a very different behavior. The stable fixed point is gone, instead we observe chaotic network dynamics:
\n", "The single neuron trajectories behave unpredictably and fluctuate widely, a small perturbation would lead to completely different state." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "36411f14", "metadata": {}, "outputs": [ @@ -689,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "6dc54408", "metadata": {}, "outputs": [], @@ -799,12 +830,13 @@ "id": "bd11399c", "metadata": {}, "source": [ - "#### Execution and Results" + "#### Execution and Results\n", + "In order to execute the LIF E/I network and the infrastructure to monitor the activity, we introduce a ```CustomRunConfig``` where we specify which ProcessModel we select for execution." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "37865890", "metadata": {}, "outputs": [], @@ -870,7 +902,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "abac04ec", "metadata": {}, "outputs": [], @@ -915,7 +947,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "80307fe2", "metadata": {}, "outputs": [ @@ -951,7 +983,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "45cd2071", "metadata": {}, "outputs": [], @@ -962,17 +994,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "9036e802", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -1021,7 +1053,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "78d091ea", "metadata": {}, "outputs": [], @@ -1054,7 +1086,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "bd6aba46", "metadata": {}, "outputs": [ @@ -1081,13 +1113,13 @@ "metadata": {}, "source": [ "Here we see a qualitatively different network activity where the recurrent connections play a more dominant role:
\n", - "At seemingly random times, single neurons enter into active states of variable length.
\n", + "At seemingly random times, single neurons enter an active states of variable length.
\n", "Next, we have a look at the auto-covariance function of the network, especially in direct comparison with the respective function of the rate network." ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "id": "25e27549", "metadata": {}, "outputs": [], @@ -1099,7 +1131,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "id": "2c79c458", "metadata": {}, "outputs": [ @@ -1135,7 +1167,7 @@ "metadata": {}, "source": [ "We observe in the auto-covariance function of the LIF network a slowly decay, akin to the rate network.
\n", - "Even though both auto-covariance functions are not identical, they qualitatively match in that both network exhibit long-lasting temporal correlations and an activity at the edge of chaos.
\n", + "Even though both auto-covariance functions are not identical, they qualitatively match in that both networks exhibit long-lasting temporal correlations and an activity at the edge of chaos.
\n", "This implies that both network are in a suitable regime for computation, e.g. in the context of reservoir computing." ] }, @@ -1144,15 +1176,15 @@ "id": "c4278dc3", "metadata": {}, "source": [ - "#### Self balancing of the network\n", - "After having observed these two radically different dynamical states in the LIF network, we next turn to the question how they come about.
\n", - "Besides the external currents driving the neurons above threshold and causing the neurons to spike, the recurrently provided activations to the neuron determine the dynamics.
\n", - "We now examine these activations. Since we know the spike times of the individual neurons as well as the recurrent weights, we may calculate the excitatory, inhibitory as well as total activiation provided to each neuron in both networks." + "#### DIfferent recurrent activation regimes\n", + "After having observed these two radically different dynamical states also in the LIF network, we next turn to the question how they come about.
\n", + "The difference between both version of LIF E/I networks is in the recurrently provided activations.
\n", + "We now examine these activations by having look at the excitatory, inhibitory as well as total activation provided to each neuron in both networks." ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "id": "a9f2f809", "metadata": {}, "outputs": [], @@ -1205,7 +1237,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "id": "f199fbe1", "metadata": {}, "outputs": [], @@ -1233,13 +1265,13 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "id": "fb934b23-0bdd-41fe-a798-493e0fd75024", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1254,7 +1286,7 @@ "rnd_neuron = 4\n", "\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", - "ax1.set_title('Small weights')\n", + "ax1.set_title('Low weights')\n", "ax1.set_xlabel('Activation')\n", "ax1.set_ylabel('Density')\n", "ax1.hist(act_exc_balanced[rnd_neuron], bins=10, alpha=0.5, density=True, label='E')\n", @@ -1284,13 +1316,13 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "id": "22933de6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1303,7 +1335,7 @@ ], "source": [ "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", - "ax1.set_title('Small weights')\n", + "ax1.set_title('Low weights')\n", "ax1.set_xlabel('Activation')\n", "ax1.set_ylabel('Density')\n", "ax1.hist(act_exc_balanced.mean(axis=0), bins=10, alpha=0.5, density=True, label='E')\n", @@ -1328,15 +1360,14 @@ "id": "a22be55c", "metadata": {}, "source": [ - "We first note that the the total activation is close to zero with a slight shift to negative values.\n", - "This self balancing gives the networks stability and prevents the divergence of the activity.
\n", + "We first note that the the total activation is close to zero with a slight shift to negative values, this prevents the divergence of activity.
\n", "Secondly, we observe that the width of the distributions is orders of magnitude larger in the high weight case as compared to the low weight network.
\n", "Finally, we look at the evolution of the mean activation over time. To this end we plot three random sample:" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "id": "d7d38f3d", "metadata": { "scrolled": true @@ -1344,7 +1375,7 @@ "outputs": [ { "data": { - "image/png": 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a558VkVmec1+0jq8WkfM9xzeKyDIReVlEluyjW3HgrvTLmIkcewox2fbulUPSB1uCU1bqgX6oqIoFyfPiH0u387n/W1q8kFKmkW0/mcMtK2/hq09+lbQqLhUxlMET20wjX000FFBldDN7532R1+TtjzuE7A2EV9i1DEZSlxDz2pzt7GarqPphFR7Z/gs3Q8c2UywNfGjvdaaHRQk8tGIXX7pzGdko4uZIA0eRzVaMGAcdAmNE7XhTnT/F0pdnuuCiG6BhOiz6EACru7Zy/4b7R3lU9/IxYgRHRHTgF8CFwALg3SISpJQfAlqVUnOBHwPXWdcuAN4FLMT0eLjBqs/G65VSxyilFg3zbRRA9WNQt8sONKZJbyYfqlboH8Ep38jYtlER+x4jPoK/v7SN1u5M8co2PG4a2Xo9jbK9pk64CFa0mGqWPqM4wenOdjvbGpoz17Z0Z/jQ758nkyucnIu5kCulaO/Nks76n2kxlZHNkwYiwenL5nl09W7E+n1sblnMhigK+ahVmR0PQ++fKd69r+5gV3sf63aXsDPbDwdJEfkL8DQwT0S2isiHhrO9KxZfwRWLr2Bn94Fl3BljFCBqTG+YZv5Nd0LNWHjTD2DGyQDcuetp7ll/Dxs6ynPeGO0YSQnOicA6pdR6pVQG+CtwUaDMRcDN1vbtwDliyv0vAv6qlEorpTYA66z6RhwGIBjU5/awu734BGCvrGWAFqPfvW8lV//tlYLjCUn46k8rg1zkZFPoltOTybG7szBnkzO5OlWZG0qpokkszYtzsHOZu99hpT/o3u0ee/oX8Nj3oDPagyR4b1GTqHdSF5GC+DG9Gc+kbxiw9iFyueKkbOPeblbt7PQdC7XpsVIzaJ7YNcu2trN4ZfmeMbc8u5k/Pr2JjXs6rXb8uaj6g0iia5NErX8EpyppriUiJTj7ccwBpdS7lVKTlVJJpdQ0pdRN+6LdR7c8ui+aiXGgYP1j0LXH3f/bh+HlgM1N1LxSO8H8m/aMZZZZQ0/eXDB3ZUo7yewPGEmCMxXY4tnfah0LLaOUygHtwNgS1yrgXyLyguXpMGx4dVs7bT3+SVEpaMi30JTbwy1//n3R64tJcHZ19PHvtXsKjnuxtTXcIOz7D6xhW1uvQwI+m9/Kj4yIydWaMRXCs+ubyeUNvnb3Cr74t2UFRW0VVVCC8+CKXfzggdVFk3DueuJ/WfbH/6Z7u6WGcyRHHsFbu/WTFpE8JazJOFdC7ZPzqLA00VABInLHa7dyxeIrzJ3XFsPzv0HfZLnVK2Frq19/HcUrDKXIG4p7XtlO2k6Aufjr/muVwU8eWsMtz24u2mcv2ntN6Uo2Z95H3nrWv1n+UzZzGwhsbe1hZ3t48tBMLsPT259GKRVJcHbmutilsuEEJ9MNK/8RGhfDHjf/vXYvyiJvPpH2qHbxihFjP0a2D+7/Ejxzg2uz2b3XJCsr/u4vGyXBqRpj/p15mqesOQ5XWgvInlxP8Kr9EgeikfHpSqnjMFVfnxSRM8IKichHRWSJiCzZs6c4kYjCjx9cwzf/6bebUSg0a/JVqpfndz7vnNvc3ONOgniMjENexK/fs4LfP7lxQP0ShL2dad/EtllFSCeUQSZnsLszw42Pr+cfr2xnb1e4N40trXAIjvV3p5Whu7UnWgKyft0a8oZi287dTruAs3IAXImCT9voh9bXAS2vlVS/5YwgwfGrtJ7d+ZS7YwVBNDLuR/3CplbfpO2TnOx4hZRhksv87lW03fR2/vX8Sv6x1EqqmfOTjlA1VhFRzKt7X+XZ9t+jMHh2nfm8spYEZ2vXJiZmHmNB93Ncc9dyvnxnIREF+Nvav/HnlX9mTesa37Pw4pudK/lGPiQRaHcz/PuH8NKfoCU6EOGLm1p5bM0efvLQGp56zes9KCXvMUYh7t9wPxvbN450N2KMBnQ3h38/j3zL/SZ79pp/27cUltu9EtY95O6/7ZfutqbBf/wGTvSs/zWb4FiSnKCB8n6KkSQ424Dpnv1p1rHQMiKSABqA5mLXKqXsv7uBO4lQXQ2Vm2fQ1sQ79bdyBzcvv5kNrdtZvr2dr/1jOb97YqO3D5H19lkqFKUUL+1+iW1d0QkfC+uxEzNGSDmW3Q4r7wGgN5tjxY4OXtlmqphauqPzlLheRv727AlcK7Jyt4PoaZo9+dkGvZ5XMJ8rPAasblnt3Eti5yvQ20Y2XVwllvUklLt5+c20pnf7zvsemW3n4mlXKfjQzc+6+47HWx4e+RZvbP+rub/2fgwDpmY3uuRVT/muCfVmKyKB+t9X/5eO3HYMsmiWq7+rHswjyuCU9nsjrwfY2mVG0k5oifD3oHuvT1I2JbPRPXfXJ2DXcnM7X1xtZ9uANYfaXMUEp1woFPesv4cfLPnBSHclxkhjxyvmN7j1ef/xvg7Yu8Z/LNPt91bcvRJa1sOzv3aPvemHUD3Gf11lvd/2LpbgDDmeBw4VkUNEJIVpNHx3oMzdwAes7YuBh5U5m98NvMvysjoEOBR4TkRqRKQOQERqgPOAfZpTxpLdANCqGSgU1z+0kqW3X0d1vpMNe13dplIKcmkk61nxB8hK3lDctOwmvvH0tyIJUTbg3STWz7qpuYuXXniGnkyetGVU29bXxvJX/gAv/RGAjGU06xCzIqTLleAE7tm6RAucsOtav6eLvdZEaCe9tCf4zrTBbc9vMcvakgaV59kdz3LF4itYumcpP3z+pzy46UG2tPSQyZp9zWTDVTM22vt6afFMui+2POzvm2/HIhG495czlM9g3AkobJUdk9ttHRffcfMmE75rQglGEXdMQxkoTEmcOG+UXypiFJFyAXRY+vWUljIlOMrwx7vo8hA+ZfCO1t8CrirMQa7wOXtVqvmwdyJWUZUF77f25LYnR7AnMUYVtlpBTLsCZgXP3FBY9vYPwrO/cve3vQD3fxE6Lcnsgotco+Ji0DRAnIVo7wESD2fECI5lU3MF8ACwErhNKbVcRL4uIm+1it0EjBWRdcBVwNXWtcuB24AVwP3AJ5VSeWAi8ISILAWeA/6plLp/mPofcdzdzqNAQX3zChb0vsAZXff6pBwGBux6FW2Jx44xMPEZCtZu3sqarXsCagBPO32dsPSvYORRSjkEZ8mmZuSha8jmDfosIvP9Jd/nl3lXJedOoOWkarCvCUhwVLgEx578fvzQWmxK4RAc6z4fWLGbB5bv5LU9Xa5XjzK4b4Ppzr1k6zpW7ujgyY3ruPbu5bT15Onqy/H0S8UjADz46L/Qd7xIOpO1+ug+15p8O23dGZfAWB91TrmEwjAUijASIr5nYHikPvbEv7cX1u3ucp6SZpfFQzA8GX1f2v0Sf1zxR/eUreJEoQVSNShH2uSuvlq6M7y8pY3OPrf+zkyn1aZhqvP2rPJHLI0wLN7SEli5hRhei8qjK7P/+Yjf3upsaBsxTPTH4zLGQYKNT5p5ogDat5lpFpb8L+SzZr45gHGHhV8rmnmNjbFz4ZjLym9b051xMlNCcru/YERTNSil7gXuDRz7qme7DwjNYaCU+hbwrcCx9cDRQ9/TQkR56xruWpu8QEK5kgBBOR5TnX1ZetI56zis2tnB+NoKxgZW+4ZSTMiY6obX9nRx2txxBW3KS3+ALU9A0yGoaSfi8tZCyUF72pN0M9ON3m7W7Upw3NM/enANvZkcXz5Rh4p6FNV2KRTKmdDtazJ5w+d+3ZXO0VidQnAJgQQkOHnsFAq45E556zC3d3f2WM9Kw1CK2uxuYELB/dmYtOdx8+3Op4EkykMcP7j3+1ypj0fThPbeLA3WOQOYmV5DWhtrSaui1Uj2/dj3rnnKLtveRVM2R11lghvrW5mk1tHBTHbyAOvbJjK7cbZPmnLTMpPgrmtbxyXzLvFIfAxTJYZXgmOeeyHlEpG1uzqpAFq601BnHkvnM+iZdozld5I/8p1urpldK2DiAtIeguV93j3pAKnzSHB6sj1s6dzCOTt/S0PHGu5ufB9nLvk6T1ddFSG0iSfwYhiuSOYx9lOku+Cpn7n76x9xt1M1pipq4X/AnLPh0e+YMay8GDsXtr/o7gfVUqUgmrOAirLb299wIBoZ7xNESnBwJ7+8RQS8JW01zqf/+jJ/fnYTYBKcvqzBltbeAg+ifN590RqrU+Ft2pOXMnzu0AoDI2KSUUpx5z8+zMoXf26VtciKp/zybe2s39MND34V7vm0x6Emzx7PBGkoRZ5e/vT0Jl+Av8/ettS5Z4cQgOl5Foi/YyiFkc+ybFs7L25yIxXbbuF554MzVTM5Z0JVXP/wWj7yhyW09WRo77G8jyxiYBPKvCq0LdrW2stVt77sPHP79urzLeRVuIoqCEPZHSn0IjKUolMzWMl2dvIAAGtaLR16iIqqubeZ29fcjkLR0LeN89tu9UjY/B15uiIqO7y3wtdQ6x/1x8FZ/DVWt6zmsy+E56jRNCGbN1xDcw/B+dUrv+LnL/2cpt61ABzX8ySGgnHZnX71pHX/9y3bEWc2L4IDJZhajCHC34qEXGp+DVBQN8kM2PfmH8H0k/xlgpGJE5X9a1/THdIdE5yDGYaBkY6IE6CUMynlBVCGb6K0RfkKg14sPal3nLMmozR7ydHF5275t3MqpYfbNjheOqL5qtJVOlIGkQcWd2/kd6rZ6kLpOCv2fezhBb6W38FuwxRjbutdyWvcSG32BS7ccYOZq8oDr/ri7y9v57O3LSWfN+/TUd8oRTZvkDMMbl/2isdA1yYoFmGxCE7ec6cvbW7DMBSfvW0pV932MgA57KCEQmdfLjKjt8K0/VEoVu1240IopcjS5uy7q21bGmepsqyjYTYoYVK+rE0MffYwu2D3KrP2Path+0tUZduYkVnjqqgwVX5KFbYY9pO1dGcwlPkUcypnEjar4OrW1f4f2iJzBgpNYGNzN1tbe9ndmSad6eKKxVfw6JZH2dG1w2lvcyLLo5VbLUlesAdm317a3MqaUsEAD2KUlytuZLCqZRX3ri9uyB5jiNCxA169o3gZO15Y7UT32KmfglStu3/oeVA91t3vL4EWV0XVb4LT22o6ryy7fVTloIuziQ8A2eduYvW//4Y+7hqfLQRYgf48RqtKgSFu3BhNzFQGrbxAL1sLK7desE38GYDjjHdYJ4RMwJj49M77OLbnKdbuUtRWJJiD/U6b5WZk1viIwFPbXddoZZV1nHOsSdmOvxIGu2yP7KSjL8cKo5sJwJ7MBgDm9t7H5GwfTbnd7E16MtJ6JDjNXVlI4aiMEpakZXtbH/UdaV6s6GOp+geH9JqebY+s3o2ustT0bKYHl+Dkwrmeg6z1G3Rncmxqz1Cj8txR28Gbumqp8PF6A5SiN5NnQ0eP1Vchk8uxhf9zSkVFEDaUkEexUV/LeIu82PZMe7r6oAEqcx1USzU9Wq3r3m4NIApFvnWLk+18b9sGp27l+R8wvbQcglN8bbK9rZeanIGRUKh8jq6+HCLCrt4+S6LjmVyVwUsVaR6p6uZzveNIWaRye1svCcuW56FND/lUKn+r7aRby5PP1SKoAkN389kY6LHBcSRGq4oqb+S5/iUzk/kbZ79xhHtTJoy8P+TE/oR7Pl26jB0YtX6ye0xPmKorOyhfIgWNM6HHkpr2Nyu4pqOsxWmuRCqcAjx4jWsUvflp03NrFCCW4AwAmbWPkjcUmjVZvbjZZaxKufYYJtdwlUS2Dc7fX9pGGjOGQc5Q3G20ubY7AUlDUpkpBwzRCtILHNvzpN0K27Jp/nPJj9nUsdE5L+QwPPPLLStvcbYNFD2ZHN3pnKVGM1+F1Ts7mdf7Mo25vfxH601c1vxz55pE5zamp9ehKZPUNfdZE7q1Ushqpki0UvXSlNvjrCBMCY5/ArQlEVO6ljErvYq/PreZpzKdPFrV40z25jPMMyG3ndrWZdTm27Ff2TyKTpXnio1/o53CLNk5qz072m6adjYksqxJmVKniVnb9kiZxtmeawVvZnETtjGt3bNKo5dFXfdx9d4H+GWimdf01azotAIFikYag05biqQMJljtOSsjy419T2eGrnQuNCKyVzoiWNGX7ejXIZ9uGAUzgD4rWKBSih/ld/HgpocKVnfLU6ZKqkP3v2MJq59Bo0P7rTYsQv3Err9z66pbrfu37YUKPetiuBitKqr7NkbnaxuVeO1h+Otl/si+ByoqG/z73pAaWgL0pLk9+/WmB1V/MBgJjtfjq30r3HIpPPLt/tUxDIgJzgBgB40TTNuTby35HC89/wtaezKs39vtE9mbov88D1Z30ytZz+RtPvpuy9B4l543Z7HAqi5p9Fj1FBIcu36ATYkshqF4crvrbtqi9YX6AYGporIn1WCZ8zpu533NP2VqZgNjc7ucdhL3f463tf0eHfMjynjUS+a+aSM0v/dl3tv8Uw5Lm2kkvJOc/WRW9u6mU+UZ372Ot7T9CYBnK017j4TmLW+gYZAXRYXR65pPC+y2vJLaeRWDHFv5OxlM+528E2zRLB9Uo1QZtupEgTJNnb1PtzsbsHHZ/LSlenPrmdNnEprtkgUUeUuC05acwPWNrdzY0EYQOSPHtrZe1u8x27e92+z3wIvg9Jc3FJXt681zHsmIfY9tPX7pmyZmHT0Z9/j2RM4s73nP1ndudohbStf96jbrXc8YHq8zB2YKDEGxtvMF/r3t385xs1+qaGykgx2j1YvKmxcrMo/ZaIKdz64zJGjl/o6TP+FuH/GO6HJgxrKxYnAxYX7/JVqa5kgV+/W7295dQXi9NkcIMcEZAOyVl4ZBVW41Vb27eHTV/7Gp2fb08ds37NV28kqqjxdS25zJ3htLJJtX7NFzrgSnu9mx8XgtYSafVMDLLQ85dhAAe7UcP2psYV0yQ0oJuzvTrNrZgscnipyED6JZTx+zYsoKEirDuOx251ov0lmDvqzZJ91SE2XEJjjmcVuCM7/PfLHHZ3ewckeHGc/FemYplWZSZiO/bHvZSh/hdZs3yyR8EhwDA42MKN7d8gsa8m1WWf8EkVabqMs+QafxT9jxiiNx8UrP7H2f8TCGIzXzGmQ/0vxLNPKMze0ioTJUPHs9E3N+lWI++JSsbme0KqKQM3J89e+v8uvH1pmSM3/EQV9Z5VHtiTJ8Nj1pUeQw37ffr/kuT1Sa2zPT/kBgpqQuJBilp90frfhf9iQsb63A+2KrEr0rOp/JmDJv2ya5Sik2tfRa9kJqf05LNewYFSoqpWD5na5rMv7JLWtEq6xHDfqRMHi/wJmfh7deDxf/DmafCfMsNeGCtxW/TkvApCPM7bp+qqcARHck6/363e/7gnmNUvzb6GSTCo+EPxI4QN6IfQt70BcMzu+4jcr0bmccV+CkajAPKOxRPid5T2JNd+Tvy+YxxJTs7+3dg/H3jzPeIhptsssp/fSuh7n6sWud63YkzEnntWSGJIKh4OWte319zYWsEtM5g13dfU4Psig6Jcfe3P9wRvtPC+8XRY8nOWWVdf9ZUbDuIcTyUMpZEhybnNUbbfzggdW0dPYwJWt6jL257c+8vfU3gMEelfO7F1vbybzrAq3IY6DRrOUxMNCVn4zkDdNdfVxuB1VGN0f1Pg+PfItKZcWBsYy+7Ui9D1Z385c6NwpyhhZ+tvdZgvIJpaDC6KUu38rE3DZTgqWyvvk6KwqUWLGHXGgSPnHNSq8mZxngaSiWbmn3xa4JaizMN8dWUSmM3jafN9VmzGjKndl2nq00Pene2vaHgjq6s8F8aYp0zg3+6IWhcIgsgAoZ6Pbotv2Q/Tsoh3x99cG/8Or2dra29qKUEUtwimCfERwjDz0tZr6iTLc/yeKOpWYMred/6wR/9KZB2S8Ijk3I9lcbnCAaZ5meUqkac/+498PF/2va2AThU1FpcMiZJjkaHxErpxj660WV6YZbLqVPGTxrdPOZ/BZuNVr5ft6jrhphNWxsZNxPbGnpodlSL4hSiMojCJpnivNLcAw0x27E8GRgFjT8q+I2zeDXL/yQ81U71UZ3QduCwebmLpbtWcaR44/0nUta7soGGU955RjjeqeZvmyezR29ZuILBX2aYluiiwrVy/IKnak9SV/dSvmzZteoDN2YUoSeZ37FnNYdrKmbgbKi6xqYIfJsb6qG3HburOnk1L4qJuYTbEvkQBW+enYLVb07oK/e0jfnHfugrYmccx+PVfVwnGognbPVbGYZcZ6Debyxcy3t4s3qATt097nv4XHWZFpYh+ZcY1sM2W3pyuvv4hrU5ixSlMkZkHCfT/SqQZFr24TIyc7dep+roQx0p6T5L0ee+6q7GKd6MbLuO5HTUuTwZzYvbA12d6ZZsWxJwfFd7T00ZPOkEpojXQPYnstwV2MH7+yqZ0YuSXfWXY0pIwfZXv5c3e7o85SCqZmNjGt/FSrn8GjzvZxMLZm8adcU2+BEo5QNTmemk7pU3eAbeux7sONl/7GmQ2DsHH++or4OqJ3gIThq/wj45pXg5LNmOoOJC0e2T17sWmGSr+qxUFHvJyred+DUT5lSmJqx/utFIFVNWRAxydFA4EnrsqN7Bw9vfpizZ5wdXb7TVGXeYOxhfUBq063y1IhuGkBXDME7PEDEEpx+Yvl2d/VvTol+41NzYvROhwrNmnTz4hIcQZjmyf+jgG4xQBmsVWlUCDGZmtnA9L41tKZNKUCX5lfDVKpeDkkv9aUNyNoqh8BEkxNXTfbHunZnQteUkEE5k/1jVT2sNdK+hJF1eVNa8GxlL/+d34bCNLq1ici/qrv5WWMLYhGcVm0r65MZnq3sZbee4/baDtJZO05NwSMGwMilLePnvBMtuFnPO7chAutU2hkf7DxS3iCLNqpUtKuyQnkMdWzJHNYx97c1PJRnbybLvyt76NPCrSiKTepZDOrzrUxwVIGevgQMjRXwWmIzK1JpNiea6Un3Ot5cdblWkipNldFFZbepOusTgycqe3wRk5t7MszYcqe/XuUaLwe9w9Zp5kD1SkUfu/UcX9n+qHuy+TXY7Rp0VxtddGMwo+9x80D3XqvfQnc6jxj5WIJTBKXcxH/6YqE0td/IdBeSG4DWDX5yA/CvL8PmZ8zYWx3bYNuLZDsK39NRB+f71eGF38Pir0NbSALKkcCW52Dx18xYYnd9Em57n5lrCkyp2u0fNLePfjfMOg1mnBRdVxiG8vsS1waH5nXc8dyPy7osSG4AvpDfxvX53eR7W0Ku2HeIJTj9hHdCEM8QpWFOMLsSOR/BQSnmp19iScqURbiGwhqa8kpwrMnSWT0Vcs+EyppuzEtvhWln8JRld7E8lWZbIkdDLk+loYPRasXDU46KSteE1/Z0Mb6uArDtblyY3lamquXnjS0cmk1xYXctSyp6ec3YzReM8fRqtVQZXdQaHRCQBidUxrnvFZZHTp+Yq7803QhQa2iOeqirL0N1RfgzNgzYuLeHRslikEMF2RmWK7dDMMUhOG4MZ9smBFQR3XyaXSgjR3N3HhI2+fSrh8wcLc4W/6Sd5yp7mZ1NoWe7CArxgwbNOU+yzZxSfGDvD0Mlt0GVxb+qu0mLWXtK6Vz32MPO+yMCdfk+3tB1J/dKM1ng0aoelqfSdPGye+8UGisrBXZIpe50juq8266XGO7Sc7T35J341T7VhoUbalvIG4okmtOS/WZd1HYzzd0zgamFNxujpIrKa+w7YFirbF73OZh+gns80wO3/2dh+Sd+TD6/C6xJK/vQV+Fdt7neOaMNu5a72bU1Ddo2m9uZQgn4sCLbC1rSn8ASTI+iIB75Flx2q0k8sz0w/81wyBkDbHgICY43MW9fGYFE81mUUiQQGtF5q9YI9VP4nXSAlmRV81pe2PYMJzbOLFrNFYuv4IxpZ3DJvEsGfw8BxBKcfuLQV11WK8pVAWkIf6vt5K6aTt8rp5QiaambcmI46g0JvJjOJGQEkiuGyAgkxGq9TcujRCOLoj7XbLXhiRejoKsvx95d5oosHzBwDUZXWZvM0KWZR6vQyBkKsfytguqzXrElAmZ9Y/Im+2nXeq26zeNeUuV1fw72Ia8USoS2HlOWZMNHyQTSjvTFmw7DhFeD3JSLch81r8n0dNKVzmHnnhKrWreP4jNAbhaz9l7NQLOS0gmKba299OX6eFr3G/p6yUy2yKRmGIqcoRyD3W2JLDs1K6aFGGzUHveVT5JwbLXAdfXuU9s9KR4K3x+FS3DACiBobduEeLeeJ2sbOefSoJRjmK4CdTlbylYXukfHto68J8VoxT5xE7cJTt1E//FUtelKDDD7LN8pr91eFlUyo/yI4tHveHY8L/W+lhz+3+XwxI8Kj0f1QynT+yhRCce+t/9pFUrVPxDoSVS6I3QhE4pcL13WEvQsrY7jtGqOq5pkquIsQvyH9XeVVdXjWx+npW/opT0xwSkT7el21retp6Z9pXNMw3C8lDRgp23b4Rm39LYN7sSNm0qhLu+qulwoR5/sHfqSuoYe9IYKGRxt1VTKIzLMBK4blzO9sIKB8mwFjPdwm2Z50HTnae3JkFLmQBdUwW1IZhDc5JQpq5a8Jduw5Vy9AYLTnc75DFqd+7D+mukS/O6KyrORQZHqa2Zc5t/slTW+a53giqFKJBO6ylHpIWvze1+w6jDvxvVg8k/kuqU/3Kt7VFqY+cX+tfERXhNPpu4AVuyIVpcZhkF3Oucz6M5YUjBzZeW/Fx0tVDo1NbuKGem1Vm/DJDjKp0bzjpH25Naq5XmkqptKzYBdr0J7cZG/KX000FWOCdn1zvFUprXodQczljcv9+1Pq5vGZYe7yRGDi6ABoa/N/FsVMoE2WSvrKcfBrNc5h/MoqJ0AtRPZrbL+qNujDb6I3IZpf7Ov0WeN5dteCDkZpYPPmxF/q8fsMzLWl+vj/g33c//GiPzTVWMwbBumIDb8G1bf53/euTTfyZsEusEW6c881fxrS/xy6Wgin+lG/fkS6DYXoF998qtDbtQeq6jKxJKdS7hz3Z18zvdj5VmTtCf9CBg58mL+2DkxnPfjkPQaNnvUPArIKxwVlVctk9CEXN5LDvw5qoJwEzYoWjW7PhumAsa7SmsydIKlAO6oNZl8tbIkGCpHnyier9hDqnC+daQtNrd4tGo7NWTJSA9JoNfjXSTKIKcUN1W2cKZRXSBpUNguyHnfMW8pW6Kgqyydsp06vEbG7jVRmJTbQtLIQFLnycpeZmfN30nDFgy5Ehxb3WPbKdnta4YporXRk8kW9RxI9EaTn3xPm9l35drx1BrWMTEK3jFN6Rgha5TG/B52aSb5vKemi8Oyfu+LbF6hif+NsBEkvklLWmWu6kLech+PVFSoXjKiqLaOV8QEJxK3r7ndt6+UcnKvAR6Py0Ggr8O0TbE9crw47AIzt9HkY1zVDmDUToT6idC9h0dVK5vW/o13LHw/iYgM9CMKr0TUNzHvQwnOHR+JPhelHleGmTyzqmmQjZd/nz9c8kN2dJsL3BXNKzhnxjk0VTQxo36GWSBRGSrxZeMT8PT1Tnvtk49gbetaHl/7dzqs8blWNLjkD6CnOFfr48FN/4JkFfS20JHpoKGioaDa3o7t/Hd+C3RVQo1pGH3Nk9fw7dcNXYDAUfjGjk7Yg03OM3m1sY7dyQyV6D4vquC06tiD4KofgmUUUJ3SwbAnMr+KShwbHfNMZ3cPUUioNONyO9CVQXPAVsaJOmxNcBVKCuO5BCDArxva6BGD8fkEqZAVnSntsPNLiXOsh820yjpqwBdV2ZaO7NBz/LWug638joWBGg1DWaqWwo9YAc19GZR1f+MtyZSGGb047y0YgaThit736DnH/VmAXD5P0qP2ynt+Nq8Kxna1tu8nnTVI6JpfR+ZBU24vUB96TnpNdZRPuuIQXoPJmU3OcYUZjyiM4Niu9HY3bRJuY+PebiaLcj5+hfnc8vjvzWzfonXisSyKeqZ2wEfr3XqsqofGMbOZE1E8RiE0z4Q4NBKcdqisD5cSiMCUY83thW+HPSvJ7nyVnTlbqilsVRm2bn+aQyccw1Hjjxp9JCcgURh1iFRR5aG3BcbPH576Q2CTG4D1betZ32ZKWn9+9s/N+a1mHApoHHsYbd27zHcnn4On3Gj2vPC/fDm3mSAmNM6BhGlU+dY5b+Wtc97Kske/xo3bH6Yt3eYSnEy3mXdv2vG0ZQq1GB0hxwaDWEVVJnTRAUXWY2ScFVfdUOw1sw03zcBu9rYfblLqvKmpEg/NEXcCtdHRE25EJ8Cc9Epq8+1oKke3VqjyAnelnlJCTpTT/gsVfYShx5K+7NEjZm5l3l+zlmdXwo30vJ17vEU8/fT3KEdXQR8NS0VlD/QKj2RGKbqzeTM/E5A00s79L9/eQT4iwGE5UICe7aZS9TrH1u/1Rj4Or1vPr6Jv9zoMI9rOxpYCvZLq4zf1bb4Vk+2pFjZm5UM8bjQgL4WxP2zj9WJPwNdHWzyF38jYPGfQ2ZcjnVP0ZvN09GZ99frpuiljs0ssT6XZoo3CSWcUw0sgtMEGrmt+DdY/Up6brp6A0/4ft1YYUGflO/K8iL979Xd87/nwDPQji7C3kX1vgxOFqN/QyEN6CFyoKxvNv+d+Y8BV3LfBSs1x+FvJTzmGhXMuYErDLHPU7Wujx5K2h+HNWgM/X/RFGt7wNeeYiCAipBJVYBj+mDqPfx8e/15RO5/2dBkGzmUiJjhlQrNyQbV4klG60XGjpxLDcFfFCtcY1ghc42hELJFr0kiTUoVkw54gO3qjvQTyHroVpciyVVQphJyjXAq/j3Kogm2D8/v6NrKBKxy7mED5wna806RYxq9mhBvbs6lU51wvqoFDAZOyW6jO+z9CXeUsl/Fw1OWW0r3y76F5pYJYXN1Dh5anQ/PYMxVRbRkhhM1AhRIcJ09UkX4Eh3+7/oJgg8qUOrb3eeylIqMvm1TUltSZ2clH2Yp/hPDI5kcKbG6CUCi/BGewk7SdC6hcolTZwMZpx5iqBfNCq2Pm7769axS5jBt5U7rghc8eZ+ALnKFFlA1OFnJ9kAxRHfYHp3wSFn0Ixh064CrWtFqqPT2BkapGQ+OoMQtQwM4tT/L5/FY+Xa9zxZg62gM5+t5w3MeRBW8NJWpaogIwzLhKuYzpFr/bsmEt4mzx/ee/P+B7CSIefcqELjq72nt9xKQ+10IbgCokLDZ6Mjns8G0Kx0kKJQY1SjNj32AuOBQK+tqdb3NKZiN7kpML6hSgpzdaRaU8PtxOHJxA92wJToUSWjUrC3pkjdFQnq1sgE5JQB1neAieBAagCsOUlmjmgzCvsnRympmzgD5N0axH2+SAK9a3JTjlkI1C+x//vusADdVGJ12ZXOSX4yUsxdpqyms063n26PmCMmEkylCF5dq0Du6o3ltw3H5Gxe/cY4NjG6JSSKTCLHXC6lVgrZpdvzdDQB9tKo0Rwr82/Yujxh/FwrHFA9DpHsLabxVV915I1UKy0pxMMtEG7VGo1CvdHYdgjRay4MHdV5r36MXaf7nboyENBkRLkmw39nID+EWhsh4OO29wdVgwlGE6IGgaqUrTNuj5JTeYJxOVkKigxTPGHzn5JBJFEnrqegUohbHtRXjlK4HGonNdtaXbBnwPQcQSnDKhaRoJTejQDEf6Mb/vRcA0Cm0PSZZow55sFYrJ6fWc1XE3CdWH5hk3WvQ8f65qh3ymLOmD1rUj1IOmQzNYmfJEvI1Q1TgSHMuAOBcpIilicoHpeg7m9LcuGUx2F5gsJfrc5Owm33lXOuYa1z5f0etTkYX1y77dwQxvQTVNTgw2JE3JXUKF/852f7s1gxojemLZnsjRKYZjp+Q19vabkfvhJR4X9NQy3nLFb9YLXXjT5ajnPART73Hd6AtUpx5+XEqCpqwpeXF1N11ihUaMCQ5gEpdyEhjqnnQDZamochnXi+euT8Jj3zW3//U/bpmjyo8vkvTGu3Gywo9CgtPTTMEbaaVBAUaO4BiG/3lF/Yb2b5YcJMEZAmzq2MT9G+7nUw9/it5cLxoaVZbR7wNGBxrCuYe8EUScBMsAVcnonHsAWsIky/mltxSeNPKRQoGhRExwyoSGRkIX/lrXwd9qO9mt5+jTzMEgmzdoS0e7t9lTogBva/ktR/Y+R02+DW/e5jVJ99UxAuvmAu8ZhAnLbvBFLPZiY9KV7tjqIiMwSOU8RsZmuegBYVOiHNe9wimwQA1SRi12Te52mBmtXV/hB2KXzYPPu6nsBqFAxZbD4P5q1wan2GfZqRmOYXAUHqrudkiv1/DaOzAGe57zeJPVGpoVa8jfk6wWkqsmAt4rDY9ZUfA3ctWG4c9SFWyYLua/bmglh/JN2AczElrCl+MpCv0yMs7nzMi4d3wEtr9kHtu9ElbcbREAzASNU48vu5+1yVrP3iixYxkIynjW4dcpM3bQruUDI3Z/fTes8bphRzzDlf8w/44CgpM1styz3rWV1ERj0fQzaKybBkBD1ViOm3IyAOnjPuCUqyqhXtMso+NQIbrKk9sH8ZViglMmNNEc75adqRx/rGvnhQpXUtKi+T+ohCeSmr36TqgsrybTzjHvw/dKL1rL+Dj/IdHW5t7JKBvxfdktJKyGTcIzMEatIm0FLHWUz7amSD2+LZfuaaE0LygRMrFXz7MhkcEQhT7ABULQVVoC28Wq7Y5ItOlFHuWQ3iiFUME1nnp1wofNKBISCs/g3ZOxjJIDq01dE48Ep5y63dhBNmIbHBOaaGUlMPS6iZd85K963Mwf/a67/fKf3e15F5TXQQs5I+dx6TU7MC7ExXfUY/MzA7tu9X3wj/9npnvY8uzA6tjgCcgZJcHZbkr/B62iGgaICFXJak448r0w9XhS004kpZuLp3TTdMewuTJRQoJjXRP0zATAyJcl0RwsYoJTJnRNdyaFqpS5KvUO5p0B24uU7q5cXTKRcSQBBvhUVF60UvyHbyfPUq23aBkbUWJAm3TZSTqzZUzMKsSgFUChISGTm6CoNjoZl9tplSvDKsRiEK72XzGhNlwyEdbjLYksd9R2muqRMif8YK+Cz8x/X4rNiSxpzf9xB22KiiEtypHgeD9+u4ps3ijIEVVpuPYGFbrme3d6M7bNTfmfc7hBsxSRsvlJZlL3t2WaS6lCo+9YRQX4JTjP7HiGrZ0hIfyBKbVTnO1Z9bOKV1oqT9SpV/Y7zko6n6bKnrishcukCjdI4D6Jvlwm7jTaWBviiAGYebbCJtCu3XDLpbD0Vtj5qpmywkZfB7x4s7ufH2DQOZ+ar0TZEiRhJGBLEetTZjiLnMpRoZvSmHQ+7bwXFSUkxnrGnesAOPfrcMoV5raRI28H9cv1QaffvKFrAPZjYYhHnzKhiRs+z544NZVDREp+9D7vIXGP+TOQR9iUhBwt9c2EXROE/eknrdqaclvpLPE2ZKSCClVo3KwiqIQAE7LbnH2jTAGDSU7se8ijW/UXEpFoDNRoujKp05cNDoyFzzMjFVTgksxi1CCI7R47Iu9VZtyfcHjVZhWa5os15PayP3dceE+m3Cz83VEe429NhFRCcxLHOld7EpTaiAmOCV10h+D8acWfIstVJiq5/pzr+frTX3cmlUiUivvSD9UUQDafZU3rGpdk2ROZZ2GTM3J+O50RQrfKs9joYDEdXJ+YEV5oye+gZhzMe5Obwdv24ll+h/kPYP6bzGi6W57zXz9Q9ZHuzRZequy+eZYv7nqx7LL2aG5L8npzvY4Ex5tdPqUV77teb6q4DIBDzoTx81z3cJXH8Nozdmx3wxMAV//7aq489krmNM4ZVOylEZXgiMgFIrJaRNaJyNUh5ytE5Fbr/LMiMstz7ovW8dUicn65dQ4Uuuihhmt6xJzi1drYq3XvsaCKyjN/+D6KlNFHcKqWQJmBwL4TW4ITTOkQhmhjY9PPqJBYmVQFTOJQqgUVslPUBqdIn7PSH3mGi4RuTt5eeO8rikJoAzRr9pO+6PvJeMpV6lrovQ1UReVCAsEYXSRVhoQqpTMv7IFeYhA8WKCLzvK9y7li8RWRZbwLJXNBVeKLyXmkuEHp6mHne9y9iyObz7Jk5xI+8+hnAKhO2BO7+WumPHUPdSj9geIL+W2lC617CJb+FZ75hXssTGW06p+F5AbKS1GRDZEg7VxmSoryOdi5tPj1iRIkdoiwZNeSfl9jS3DSubRDcO5Yewf2OFXKQ1KbfDRMOhLjnK/AKZ8wDzorfINcCQnZz1/6Oc1W8NOBYsQIjojowC+AC4EFwLtFZEGg2IeAVqXUXODHwHXWtQuAdwELgQuAG0REL7POgfbXnROCRhklEKZwcqd+tyKllC8lA0Bdvq1f/bRq8u8LBSqVvKOiMvfLIThRrTltquAZRc6yKdCkv55NZmWaylDZW+gK7ZYIR09IaoNyEGrtExL3JTiVawM0anwxIrBiEN7fJ6VpofZFxbKmBxFlMmzbEAVVUCbRjr5eKXuC9ncsNjI20d9VqCaaL9v4VY9exZ9XWrY16x81g/h5F1yX/gnO/zac/hmY9ToeHj+L61+6nnLwi5d/we+X/97Zv2juReaGNRklPNPESBMcpRSPb328dEEvvDmiir2PwVgy5RCcZ38ZfrxlA7zy13Di5IVevmPAYNAf1eKK5hUA1FeYBCev8v7319rWS5AzTTTQU37jerselccoYYMzrmocE6onlN3v0D4M6urB4URgnVJqvVIqA/wVuChQ5iLAVoreDpwjZvSri4C/KqXSSqkNwDqrvnLqHBB00UNXVOVMoru9rs0ebxVRpri/OqWbEhwF3ZkcpcQzUkQJFZzkkrpmRpYMXGG/WilPXqXSCDf0VSIkVaZQTaO8/ZGSboFB7zEwczFJhAosSJgSnhwHaVGUy9mC374dYM1bXxBjayt9+wOV4LR7jNOLvUtpi3hUJDWfkbH3d+2V/ojUVUGMDm9dtp1ZKexJujYjYVIhXYvN/KA8l++jxh/lK+8lOJl8hqe3P23uPPNLeOBL4JWOaRqMnQMzToZTr+COdXewqmVVWX1b17bOt1+XsoO2me9H0vOeZEY4s/hLu1/ittW39e8ib0DACDtCAM7+Csx9A0w43NwvZ9HSsiH6XHsZUqZRoO4LwlaNBvNHNVmxcaifBo3T0cbOLVqPHdPJ+x47z99rgxOBcVXjBh3sciRHn6mAN0XxVutYaBmlVA5oB8YWubacOgEQkY+KyBIRWbJnz56wIj5oooFSISv8Mg1Zw0LqI4hYJMRbtlRdRUtICYNXIScp17PLjsdSxm1E1Zo00jTls1QZwejK7hWzSJWlohLfnkl6orrmJUQNVUk0LfjLDO7jEIt8hiERUGOVIjjlfKfFbKe8Z3TESfjphSEaO5PTy2ov3LbLUqVa/8p5fF5FoFKFakq92IRyEKGUBOcbp32DN89+s7MvCDkjR082OqBn2RGK+wmH4FgvkfcXHGkJTld2IMannneyWHwcPQUnfsRnCBuKdCdsfNLcjvxdVXFpkbfNUYb3LXgf4BIdW1X1+RM+bxbQdKiZUFpFZS1uQiU4Rp58CQlZagiezUG7vFJK3aiUWqSUWjR+/PiS5XXRUf4ZGChv4gIIKkyC2a59k3OBqqd8KM//UejW61wjY8eLauAqqkn5RElpSRN6STVYmBFyhepBkwgJTokHMxwvt91kcEWulQgsppfxopRrqKxDxPMWslLhbEfBtaUJlLGJcWkrdvcS7+Uh710swTFRjOgdOe5ImiqbfKtVTTRWtazi849/3lQvKAXtW6HbY5NgTxyTjx5wv8IIS8rxjrEkON6wE6PEBmfAKNZ/+/nbxCRKhfLcb+Cpn0HblmgSs2Np+Ln6Kf79UUhwGisane2rjr/KITZ1qTreMuctzrlSi5dQCY79TFSefFcwMKwfqX7E9YrCSI4+24Dpnv1p1rHQMiKSABqA5iLXllPngGBLcACftXe5CJq8GvYRq0pdC8ouXFUJAvOzFWS1Ct/5cISQAVW4a7sn2wQnF1lraYOjULsV+5zyS4qKIZiranrmNWrzLQVxX6blktSq0kqhqJc7aF/i9wYqBdtgPGCDU6o35UhwytSTJzz+d0GJSZiZmI2krpFKaEzLrEdQkTY79htUtMtit+dlO7EEJwrFbJFOmHRCwTEvgc6rPGS7oWsXq//+QR43Olmv0pDthbFz4YzPD7hfNy+/2bd/xbFXeMYd4Rv6FCoyPY7kY6RUVE9se4IrFl8Rqp66Kb833MZkzGx3e6+lhiun/46UIUTCkO1z4+O0boiWor32cKGX2/j5cOJH/cdGS1JQD7zv3uzG2TTaCT3xq628IQ3C4KTN8Upw7LqNPLm1Dxa9fii89UaS4DwPHCoih4hICtNo+O5AmbuBD1jbFwMPK/NNvht4l+VldQhwKPBcmXUOCJpoVKT3AuJ7qSMn9sB+MBielV7JU39hTd4jb+urJ28Ji+802kr0tthEaYqhbOlHssSc6p0Eo4qa6pIoxZ1FpMr4kL0qp4TKoqusc8zbdk1KR1R0jJ/CPvhRlYyebEr10iYyQYITFVXaRl+iAaPkZF+a4AjiJB/VMHySIwVFb6A6pVORKOOT79eY6/mlQ4yME7GRMRAI4BdAZaKy4Jj3/bpj7R3OmPPz/G5uM1r5UX4XtG6EinozE3gEfrvst3RmojM3v7z7ZWe7PlXP/DHzAXjvgvfy5eM+S5MkYPPTZqTkvrYRk+A8sPGByHMvqZ7SNoSrrMjB5cS2KUZwdni8onpKePjkAg4EIsVVZKMExexeahJm9OLZDbOZVDOpaD02qfdLcFwVVaknMRQqqhELUqGUyonIFcADmFL33ymllovI14ElSqm7gZuAP4rIOqAFk7BglbsNWIGZCeGTSpk0MazOoeivpoSKjJVqbACsO8ySxOcmjrnCjpYmKLeO4iY26IEPc3I+wYZEuJFxssRsZiCUmqLsCdd/TMij0K3XuNwXrT01idq+HQ6RUFb99j1XpXT0fHhcnCAiNWIlRRMqsO8iaZirssJXoHhv8lrKoibmk69K6eTyqp/SIxO6mESnIRccYF2iqUl4iHRHxYZRcBO9Wi1VRpdTJqtVQr54QMmgf5kWWEnvjxIcEbkA+CnmGPJbpdR3S1xSEkEJzkmTT+LIcUfSmenk8DGHF5T3BgJ4fMuj0eqSEgTy5d0v05fr44pjw93TTfeDwhfl5Mknu5mBbTS/NiIEpzfX658kQxD69QWlOplueCkiBpHlMQR4DGFDnrnXIytXQhoURqb2A4JTDDVWeoZSvwe4377fBsd6tumO8AjHHgyFimpEo3Appe4F7g0c+6pnuw94Z8S13wK+VU6dQwF9w6PujleCUybZ8RKce2o66dAMKnMJ3+Cia4IvxlxgrrXVXN5ruvQG2vSxTMus91zkR40yCcHErGt/HYxkHN3vIA0LQkIJjqNCsV7uRJnCwqxuurN7JRNeE2yvcqawJ8H9oRX/JjTxZCfvX92iVAFtGqh0OmE98yiYXnlCLjQBrNloQmUhIFVIa5XsSk5lTnYNAB2pidRnN4bWIL49E72ZPBLwX9f2MxscT6iJczGdFJ4XkbuVUisGU++u7l2+/bNnnM3U2lD/B8h0o3kXKXtWmeqoAHaqLJPKcD/vzUWT1LFVY9kbEYaBkN8uG9KPspFLw6YnYfbr+/Xy//dj/12yTEl/p83P+NM3vOuWaPVSmARnzQNm4ECAQ8810zHk01A1xpSkhaF5XeGx/Zzg2FKbM6adUbKsTXB86kObPD7/Wzao4oEqB+tBBQexkXF/ofV3JRq038SNo7M6maFbCgPY2ZdExSyw1VydfTlHntOmjyvesHkhSSPt83IK5qLyYmHGjW9Qgv+4EpYSvUj2U+3hNbj1Eqh83WS6GuaWRS+KqQ+TuvjsnsrqlYRN62VeW2S1EgwsWAx5LWU+j4jqFIU2RoGOeEqGE1Yb0SEWPby7hCRLykgBMsowLKEmNnZs9O1X6oVqKQe3fxBZ9U93P4JULFE9Rbx4SmPJziU+chPqnXnu1+HIS6DeJGPZfInoycXwws3w7K/daMLlIttbMiZNyaCIQWi6SbK8/5xz1ojjleDY5AZg3htBrzDtefor0fISnAVv69+1Q4QwlWi5qE5Wc/0513Pi5BNLljXDk0ioF9V6lTbf3yIYinQNMcEpE+v39JDJWS/nANwzw1RUQkRAWc95757foNMsMLDoNa79StidNBleMld6KhdVKFEITsDlZvbuzSoQqDTcl98niakaQzbVWFZtxaUciVBiERWZugD9XF2Ij1CUd20YATu09mg0iZLg+GUr03LRRnqmDVPgDbPuyf7p7PcteKtVSd0pVBDwsL8TzehDWaEm+htmIoiqUokKi5y7TBvDTEmxRvWVRXA2dWxytlv7WtnauZVVLatY2VIG0Rg/j7GTj3XGvFXN/SQnXnRY+bf6K8XYvaIkKXrVzkk1AAeQUOgJk1SlO2HPGvf4Bd81PaESKVj7oBm1uD9onGn+fd3n4Jh3D01fy4CXAJbMcTaECMZzst+jHcpPDE+XWkCBJyzCwEICBNofdA0HCTIRgWKipioNU0LgGrSWVqnYiJoivJNJOmegFMyZUBuos/QEoxDytqNEGWWLQUQ4ra9wsA5eFUZwcmJOwMek3RWFggLWp4mHMFmW9SWNgUNcyysSWklpSSkiNtYoLcnTNaG+Mumoiky492RKxcKlQcWCCwIsrJhJlPIt+Msfli2mw1YFNjoVCfPe7CdkD0vB1nRN0DQhEcIGg8bWqrTyYL9Ef8NMvP3Qt/v2S62itSLvoQbMk0o2qDSZIgbEXmxs3wjAV578Ct997rtc/9L1PLvDny07SqV79Pij+dj08wB4YfdLbOnYElquJHrbzL8BqcfLu182kzgWg9f7KV14z380mnnY6ITzv8XjRid/zrdAYyBH1SV/gDf9EE79VOm+ig6r74W/fRge/Ip57Mh3QtMsc7s7RK139LtK11s9Bi67FaYXes7tK4TZfA0XNNH8WcMtG5xtKkMK4Zv6FM6QOi7Wmliwc61JZC3jbNvgfVDtD7qGgwU+qY2EbvqKC9RWuFKCUkbG3rocSVEAYXWYBKoECQk5ZhQ555W+lCI4x2dqmZAvpAW1Ff6VpdeLakdyJltSczEsMb1NGcx8VeHPyZF9aHZk5miImEa83vuYlUuS0LUIDyq3Nr3E/Y7PWfdVZOVsRo/2q4r8ko0yJDiREiLNktMMTD/tvaq+KsVH25vcmjVh7oRaN4pxCeliVcjvFYzlM5qyT5eJYQk1cc6Mc3z7pSIbF/t1EwvfQePhb0MB6WKBAD3oy5dOCXLBIReE90WE+XU2WVB0ZssjVT5k+6Brl7ttYXPHZn677LeR0YkLjFn72mHvmtCydxitKC3FbUYrT6suOOHDZnTi06+CaYvMvE8N02DWaaX7a+T8arEpx8KRFxeX3NaUJrqjAWfPOJtvnvZNvnjSF4e9La8E58FND7KuYwNPGF08rrqYKxU0SoJL9CYSIi7xNfKcNvU0Xjf1dYNuP071WyZ8tigDsMUIuomDqdr5ZHsTf6oqVxRXvLXqlE53GelTAHIDDuznhxPIzapub3Iy47I7zBfWA+9wnhedvCSor0rS1+muVpO6hEbv80bt1QLSDx/Ev+E1SH5HVz2/qmkveT9BqhZsSYDtqZk0UC7s6MDKfIcsX26fMsn3bpl/Ptg+nifq2lkj/pWtZl0YpaJy1EohfbdRldTJK4WuaQSVWDUVCef9zis75g9FyE6hItXXX22/IzhOqAlMYvMu4LJ93Yli9Cehp5zAoMZgbGI8uP6c4nmrEnZmc6UiyXU2n42OXdLb4m57jJ5tA+iopIr5pR7i4/VgikBHrsd8YRummWqkSUeYJ2acVPJaH4I2P+MO69/1oxgiQmNlI400DntbuujkVZ6+XB93rbvLPFhXDfkkc3oi3l0jT3WiOjYy3pfQ7LwvBRNseT9ClA3O5KrysskK4STJO6UEUz54Ww+iqATHd2Xx+0tqGrc3fcQplRZTKhN0P9eLrFgNhwSEz6OawN7kFHYmZyCY6S2KSnA8/5RobKyY5xwPlgueKCYPE4tYDChPuTKcmhX+GwibMETCo0OLsu7Nc662MmHVG2gyoiuphCXJEglI6/zI24GNxZSAhSF4jTfgYZfeSGI/8xK3UsLYoSZWArcNVaiJ/qCoikpPolk2PEYwmBzQF4y/MiQdspMkKn7x8i+4a91d7OzeyZUPX8nunt0sb17OZx79jKMKA0xC8tj34eFvwSPfdo97jKYlnytqiJhb/rd+dXN3726YchzUDC5JYwH243hOrX2tvLr31RFpW9M0ckaOLZ0etWbtRGiYRr3XDfyt18Pcc81tVeYqvZz2h6ymAxwNiTrPnvtBlkMyE5pQX1VoD1FfmWDGGDdBYrp2uu/8IXnzmqJNFJx0+9acMF36grYW4+sqnRgEYTmNHLlHMWmJhSkNVZx9xuucSdomREGCU+xFc6dECZd0Aa36ePo0TzLJMgQDZUvXPNulbHBMEtZ/lWDW8/6UI9PIRzjW26sau42qpO5JA1FMbmPBa5cgwTSm/msNwyaewmm91ZzbUxPWo8Cee3d7ExOZUD22eH9GIZRS9yqlDlNKzbHCUQwpLl94eckyxX5FXUuY6hb8EpzeXC83vnIjn3vscwXX5Etkbi4JRyXrqhtufOVGlFK8uPtFVjWbiT1/sOQHZjGl4LHvwbYlsPMV6PYYYi/9i6Omkn99CfauwYgI+1YqmGcQQxan56hLzXvWEuY3M/cNpa8ZperYG1+5ccTanlA1gZ3dO2lLtxWcOyzhsR+tGccJU042t/M5ptdNLyg/EMQqqjKhNI052RQbKvr/AdVUJKAySXtAE2Um2/Qu5TW2pQ5hamYDAAuyFaxLpd3w+yrKIdujMhN3As1KElSh1qc/kr+qVALbQaG+KkFVPkFnX865r5Smc8ah47nnYbOMLd0okOCE1m6pQqTwmBev4Q7imlDSBscpW0aZIIKqtWBDWjkkIoDNFYfSUFFFteWSqzyyKtPQ2kvxsMroEZKdsmhMWNdNeDNQB2VmEeOzbfc8Ie8OF+dodTyU7yy4xA6ECDCdd3LsxKOIYeLcmedSm6xl0aRFJcsWV1FVOPGFlMf49qntT/HKnldCrxn0xO+R4NjY3bPbOqR8NkVKKWTTk9F15bPwyLegqtF8RzNdkZm3+7uWHzSRs3HEf5j/ovD6L/mlUjYmHWnaGnXtDrlo8CqXgaAj0xF57iNHfYS1rWuZVjeNP62ICII4CEyvn87jWx6nKuk6onzvjO9RnayGu66A3B44/nIQ4YSpp3FCYgY7u7JMWvdvmHjcoNuPCU658E18HglOudeHGKWGDWJuskT/eQWcnT6JJYl7ym3R6V1wEvKSqqdrzwf+UuR6Cez5yZQtSrePGlbdqQIJThFJgdfDKOSJ9olCbElTEalSkBCUP5y4E30pUiQq3NOrGAzLdNn/1iimGElSmVo2JdoK+mJEyJJsUuw8zyI3OSeT5PEqiQ5jL+IzfvaW+rA2jmuSSciENzMVf0LGMFQx1bSrigHARXPLD6dTzJFa15JoKSsvXYMrkSsW0G/QOaScoH+F71Je5X1jSk7lSEa5Tx/xDnj1b4WGwhH2Nf2V4Phirgwn6iLyMJ39P+bfe/8b2ja7x5tmwbHvHfZuhSGpRYeLOHr80Rw9/mjATPo61MFRx1SMQaFYvtfU8p4x7QyT3ID5rLY8C/MuNPet1AyTJAmbnoLT/t+g249VVGVCvIH+vIEZS7wP8y2blFCCE8xnVCAt8ENX4S/qNOPson0IDhLel3hV1THUBCRDXoWHCs6j4i+XwO+SPba2kvrKZIEkxLtXW2neh+1mbESWNJFvmOnru0iJAIR2n0NyZA0WGlG2UCXgIWZ230/LVTM/G26unBc9IgGqn1B6ESSHdUrnU21jAMhqKTP5oPf3C9yH1+srgTCtqZr6Stctv4CilvodQtqIUR52ES1x0RMVaKlaGD8f47j3O8eLEhxjsATHGnu8xN7IQetG7n/tHp+3XHb3Klj/WGEdExeartY1bnBS34T66HUFlxSjKxOkcDzMlQgIOGQIM6b22hme8BH/uQuvg7FzhrdPESjlsWejJlnjko8hQr03BQZwybxL3J26SbDAQ/pFzPdjCBETnDIh4pVBeG1wig/g/6VZroOeD8K+pvDhu3Vpmt/htqk6SdRk3SiHhtQAs/On8P7exsLVoK8ajXd31gdOW5NomLQksHIRq1y3btahiUlAghIcL+EZU5PiqOkNju1In+aJnBxyf2aeGK8kqXQm8ZCel3Og6GH7VCkbnNJVupI1FeGYbojOukThpORIzEotbAOV7kxMh6om37EvjD3VV6ypxrUT0wU3wGuR29VVBa/vrWF6kaCCMfqPc6U+MpVDQkuYk1aqBpVwf7NixsXZcpJMFoNtZOslON17zISTXbtZvHmxeczIk1l8LfaXbLz7Lxjv/gvq3X/FOPt/yBo58MQA8iXT3f4i3P5BuOVd8K+vQC4dmq/oDKnlOn0qX9EKkz16JTjl5EsaMLyJICcfDYddANM9nlo2iTvmMrj4f4evH2XAG1TyjYe8cZ+2XZ+qL13Ii+meCMnZwRvLxyqqcuElOB6L+lJTnXuN+6hFzHEixMLC2Urpmi8h5oQpM7l82kyefT76GhPugFDLRGYYKYKmO35lm4QaGtv9LFBR1U2E3ZucY/aTeK1iARm1g7E+FZWrmAna5AjiVF0hpwP3+kVGvn5I8IBv2NudnEoDrs7bLq0RQZgKW3C3Zr8e1twfWsr9zfwKpyLVhddjUUgDQPTQ8kbEpymiUFEUq2i7/pMLpJIplU3Yzrm65rcHC3rxBKt2eY/GBakGblD+aL6n91XzXHkOgjFCcIJWw5SF7+c7z36n8KRozqrcntDb0+0Fgfu8GDIbHJ/42hpYOndA/WRAwMiRQdGt8tyh9fHsw4VB9b5NCnvasymIapwJnX1mQkwwVVi3fzBUinmIVFATSJ1jf5Hbulxbns0dm5lRP6NsCUa/4CU4FXWw6D/956vHwCV/NBe2IyjFVErRne3mqPFH8dGjPrrP2x9X5UrrPn70x0tf0DgDxsyBltfgsevgDdcMqv1YglMuvInnKgpZ6UfbG3lfZ6G6wfkMQ0SaBZNIQP2jRHFSXxWfYjzy1p+RiohyG+W2bE+DhRIctx6DBDpm6gI7OJ+ronJJiO7Z9t+DSUCUJMiLS2NSgfKJAv2GiwpVwTh1TOg9hBQ3g0d59nu0OgogkJFq9iYKV3lB+ELwFQngp5RCQ/onwbFdrT3X2TmeckqB8r8Fdkh1IzCAe6MG+3LXFTYV3g2noCs9QqLDGiYDSilR4VKjE2ePY0pjYSTrybl47TRYCOZK6EiJTutgKIPeXC9ffuLLBedm1Lv2OXe/djdXLI7OKF4SWoJv61NNtZRlzzOlahzX6FZqBDuztpEli+J+1cGzY8K/vVaP4skhMHUT4ayr4fxvm8H5AIxcWZJacBdQD29+2Dn2gyU/4L4N95VZQz/hcxuPeH6J1IiSGzAJ397evUMSFXggGFs1lssOv4z/Ouq/WDhuYXkX9bWZf/ubsywE8ShUJkQ0KpSQE5O511QkfBNNndKpC1EYO6ti0WlNjKc+34otm4lSUW1PzWKO2kIecyU8pcGygyhIYSDOB3RINkVLlX/qtSfS+uokyXyebN7wtOL2zyQpbu4j+7yuiWMJUG9odBVcDYHk0VQnGjhFajhaVbGYTgQrorPnbgsHVI31lUcxbUoFY7bOA1b5n4poeLXxJlkoLZt5seYMegiPehoNt29X9IzlX/XdLPf4cogVqI+K2sJLy6vW/F0EDKXwx2l2yYsiuEIV66gWKv0rHdE6RDKmJ0LPvlNrCuSQD7qTB+V65UrKYvQHU2qn8OHD38uCXT/iqvxW3zlbKqGUikxKePb0s1k0aVEksQH4zyP+k5n1MyPPuw3q1IvOOe3NLDY2wuSj0dGotN+UvWvM1Xf3XjJUsGvmydSoNF866UvmAkgp1rau5ffLf09aQt530cxoweBLxfDjvD8L+2yp4Bhx7UQ+oI3lZqOZBEIm5C305uHqL55at5ebntjAuNoKrrs44A3oJS4TFwy4jeHE+rb1/OiFHwEMmdv1QHDqlFP7d4GtTq1qHHTbsQSnXIjGmb3V1KgEICQ0Ke4hUj8Vxs/zXA/t+ljaEl4Du2Ab5p+MVKL0ZIH+WVBOUDcwUxuAmTTxbd21pALSBcdlOyFUpzxqNU8sFYWGpgLTl7JcwBOaU99bu+o4N+UfCAU36aO9VaXX8h59LCnLeEPEzMnl8wkS4ZQpp0TUVAjT9d1v9+TVZM0aFxafxb7DqL3CSdpu7GSjhvN6amhUOhOV+7wV0FSTZMbYakhUsrGi9KoobOJXlnTG/H0ldJGnEN6WCVkBS5DamRcH80IFq6xMaAVnREsEiIv7XpRKWeFe55ZLa1We8zEGjU1Pc8xjPyElGrPEVYloHhVVMTuTclQzx0883qdGiK7Mlu5av+zulYiRd9+TfAaa10FfG48ZnWzJdXJo06E0VDRQn6qnoaKB8dWmPWLa83LYY5xvaZZyFw9e0jJBklylT/SlfRkjZr+CKvChwE1PmOE69nYViRZdPQ5mv37I2x4K7OzZ6Wz32xZmJHHW1eZfvVguvfIQE5wyIZpOpdI4PttY3gVVTeDLGFz4ARZk4A6UKcjvqYL5n916NSwS4Y1HYYfcD1yhWxOsrTYJxqgRzOCEUtlg2ogATYbGGcmpfPq4T/kKBq8NDqp2f70D0DFNxzsGlHWVCUz7JjtnV+GALYFcARJQUdVVJniXNqbwugG93sLbVQNHZsKTIdZWJmmq7v+HFyZZyyuc30vXhKSueaSCwjNTPh1Sj5TI71T4hlQmdQ6dWDjAaXp0dKKwlBUFNWsJxKO67dLCPcJiDBDP/MLZ/KQ2gSv0Cbx9wolMmbzIk/ldRUozh9SDTfOrr8lnkD2rTBXA2Lm+oku0HF1GlrmN/uMVVroHr+mo8x17xw2r3znPe/5RbRxfDjEqtq8qFaCzXOzq6OPfa/fwwPKdpQu//Vfw5h+NuBoqiCe3Pcnmjs0+w/L9iuCMnQNzzvYnWB0gYoJTLvprqOZRH3nhXakUhGMPxNo5PjDJRqX18drg+F2Yw9UHdtoEsfpTSLQseLwdNIsOzW30e2x58z2Zt2DVbbtoW6d9KyzNTcDmusqbaps3HVUYYt0cqP3B8Ox7qkrpaCKcrtX6zpcFq6DPBifwm/VNOYUdSVdyVY4qplT7hmWwbq5eTZJRW5GgOqW79YsW+v5oErDB8RRRIaokgO662a7NgOeeRUsyqcHzjjmSvXDS66v5jM/CxIW+9gbkPh/Dj752d9vjslslGvOlknPO/wmiJ5xFilIqMrid/dsc1jQEeZT0wqjqjqSvsgHGe6SZ4+fz1VOu4azpZ/mqqLSS64ZJcHqMNJ2ZTlciddENPumNIJ6I3S4cgtPPd2/D3m5W7igMgPelO5bx+yc3ctvzZWRMr2pyIkqPJvxl1V/43vPfozfvhg2IzBE2WpGocLKKD6qaIejKQQHxGvj2dwaNOlvk9JsYR7Xk6CLnUoiAONo+7iVNST1BJpu2juuAKlB12QRHI3pS9OKNPbVWfwvL2VOyS3MEjrgYVdmAevQrpPTCyMaFNjQ64kTuDRe5j6lN0pu12tI0x700pYcTT5MEDcQyJPA0klU+1ctArU3sR/em7lr+VTue6kQnh2ZTbAjSXIe9aKb60FLxOaZchN+X69rvfx55SZBL1vpKOtB0J0qxt0YN26g8VIln7lc2FMR2UvjLx3xnALjD4+mSrPYTHvCRUDC9qMJiv6T0FHMazbgrnzjmE6TzaZRS/Hvbv2mqbGLJziW8fkY/VCsVdVa7fjhvW6rGscG5ctFVjjoq2CeAtOdts7/2vek2vvjvL3JY02F86rhPQfUYsrruiJ/7IsYFb6BRHSkaN8eLb96zAoCLjp1KU3WSJRtbOW1uGaq6UQ6vdHdnlymF+tyiwtQdox6JSsilLdfVgQ8kMcEpE/bEUfb05vlR3q+NRT/8fXx62y8JZlu2ClMQXUUpZoytpqUrQ5VlP1PwOwtcOv9S/uRZbFRWJMlYxNeuMRhB1yvBCXt5PGtyAA7PmKsUTQpfNleqZE+wAke9k6rOLTRWp5ysvD6CI7aaxe6fa4MTFon0iqM/ya9e/Q05wxwgNV/83RA4TRX3wfiIMZaf4DdiDN5fkNT1l94En+78bAUt2WP5cFWabXovG/ISkMLYf81nUmfZXPVmLcN00ahIRFnISEHwyLA+ONDC00FAVGoNb51h0kmPIbmC+qr9bNU42tC5w92eusjM62TBfi8NZZALSU74o7N+5GwntAQJi4xeeIgZNfbkySf3ry8hySbNoJue96BmPNSMZ96YeQVlASotifA9XRs4XVVQIRoblG3fYtazpnWNmepBhFz1WMhsAuDoCE8yr/xYp3hgwDDc9ZLrVv7qtvbQMpWpUl/D6EFf3pV6LNllvi+zGmaNUG8GAT0FygAjD/rAaUqsoioXjt2K+3+JC5xiJ2o1oVbshqeo+dervlKkdI1JDZXuZKKMgonl5Mmn8D9vXsihE2pNtYNnBW+nTXBiTViXJqzBaig8X1zTVf/K0t629/xGxkHjSNcGJ8xocmb9DN/xoJFxFEpJcObZUaYD5Mv/iD3qPwqf2d7k5KJt1FQkmFjvVzUqBPQkU4+7gBNnjw8lJWbG8ZDPUymaatygj64UT1m/f4CgFXsGWiJ0ceRIcHz1hL/1ri2In6KPr6vg6gtGxjX1gMSJH4bLbnV2NcdmTe276L1Y37c34ev5/nxM1556beS1tn1eFsWDyvSU+reyPMA8L2LaSiCasyQ+79fGkoowEbDfboFQL6rgGJA3FH94emNkH8NgBLMVj2KkQ7LL75ewVX+DVFPFBKdMSEQMmhJXOVuOW6fnmJ0j6EvJ6XxBn+QrH9pa/bTQJqaPqTETegL4sjdbXlbKOwy4+4bn1/8qIR47ge9ao1CCU2BkbL1Smmi+m/B7OYgve7D5TCyCE7IG07SET/QqUnTaptGwezWwSKbioQ1BlU+w3WKGtd/Qp/DWRKPfzsWsFXXJH0md9kmmNISHRlcew+vC3nlopK26sn6XKQ3+lW4wtIArNQO0hEOuTO93l6SGyYicODgTjwjvs+eaMTUpJtSHG2rH6AcaZ8Clfy6IQu31otpn+ZdqJyLJan8csED6gVIeWW+e/WYQeMTo5J+GR2LiGVfslBP2fZVjQFxgzxiBFze38tjqPaULepDfjwiOV4KzX8MhOIMjbDHBKRvRj8rO1wOm0atJNgIfnBSKOdPWjDFFr2a6pDi83uN1EPa9HnouRsBjQYJraw/BCQb6s/dFU1SndKpTujOuNJLgv/WJ/GdHo9lX0X05Y7ydMq81CZUWOOcYGQf65Q+L5fcEElyzViNksNZE97uJR6RqsFs7IVdt3e/gQ7UHJWblDHVKS0DtBJokwXQKPa6UCBUJHUSQgOi/KqWjaRJpG+VSLxNGzUTn+MIpDUyorwiUD/TYxzPd3x/lnhRs3bWHoHtj7yQqQlV3QRucGGXgL++Gl2+JPn/yx0NF9I7kTO1DCc6bf4y26IPQdIjZhwFUccEhF3BK7SzSGNznJTiIY6Njp5zIWdGXiykobFu8qL4EPQ7tWGD9gVHUa3F0wZuu44pjr+DbrwvJeL4/oOkQmP9mM1jiIDAiBEdExojIgyKy1vrbFFHuA1aZtSLyAc/x40VkmYisE5GfifW1i8i1IrJNRF62/g1Z4o3ICLdjD/UJNRKaGSOnlC0HeAznrLrfM/1tVFqSFC3soxIxjfk80CK8bcCccFZMeLMn2aZZTkMnqWt+1YjATKlgjKHTKzUw5RhI+qUBthArqWtODKACguPtl6/r4ib1FM0/8IhrgxPqJq4V1lVM/eTmPY4ezLz0y+dFFRwqvZI75fdgOnRiLfMnFUZRTtfNhJpCbzC3Gq9kz09wUrpGdTJouu29OMSouwQibfS0hP+99ORIC18RixN7KbTdwqpilIIyYMVd0ecjxh2vBGefERxN58wZZ9NYZS6iBvoTn1AznVmSYhwJFJDOGfzngo/xoSM/BMBdr2zkJw+tIVdlhn4ox0NKgOOlUBo6MEcDF+cfMQmlConSaIWt3rvs8MuYP2b+/uUe7sXYOXDc+xzj9oGiLIIjIlNF5FQROcP+N6hW4WpgsVLqUGCxtR9scwxwDXAScCJwjYcI/RL4CHCo9e8Cz6U/VkodY/27d5D9dBGlogoxvjMRlOAUPmrHm8B24Qu4iYfWWmBjEWUdYU6ka8edg2HV70ysvolIgofYkvJLidy2CvtkRzK2JzwtJJ6FjRP6Kq3DGkdPONrTT50KTGnR/KYjuKi7jjlZN12nHpR+SXFS4g6I/V+tBevSCKqozJYbKho4Z9brqEj6+1Yhp2GkammwBpawX8ZLLIMqMLcdnWKGRkEVlVVZaE0RV4IWvDu3hB4oKggVCY2KRPSQMZAkpIPBMIxL+xblTJolCM6+tsGpTlbz/oXvhwkLYM45A6rjsMrxfE6fxOlaLXlD0ZfN8+hy3UkK+eiarSzb2k72qIuhaRb6mEOhdmJoXbWW5PcwqeS9yYklI/aG2bsVgx0gdX9RUzX3mdnlZjfMHuGejA6UNE8WkeuAS4EVuEbqCnh8EO1eBJxlbd8MPAp8IVDmfOBBpVSL1Y8HgQtE5FGgXin1jHX8D8DbgGFKOmJCQlRM1okyr/eL77NaBWnxS3A0XxLP0h+UBOotuMI65cvYG17EwQ0TrqGVdUzkuZJloZAhaz4VVTT8mZKFFE38+Kwf09qdZ3s2xbRcgj9OtBJLBu1+PL/FVfpEpp/1I7j1vW4frBv1rt7mTqhFEzfuhYb0ewmaTLheSgktwXsOfw9Pb3/aV0al3svHF0zm+LEC/7wqtI1kwvM7RxDkoMG4i+KSwbLyCtnwSHCCEqMwiWNYHCZfHByfimp4yc4wjUv7Fl6D+iiyU44EJ8SLajgxtnIsJKs4clo/Q/DbsN6tM6WOv9TVsMfIkMlrVCdMCcw27qKCieQTH4LqsSSP/yRolXDPZwr7Igmu0SczlgTahd/jE1UNfPHfXxzwvQVhx97JK7VfuByva11HXaqOidXhhPBgQzm/2duAeUqpoTTPnqiUsn0gdwJhv8ZUwBttaat1bKq1HTxu4woReT+wBPisUqo1rAMi8lHgowAzZswIKxIs79ufIxVkUL4O+i8IXu+fyNJSyWR7ULMmOc2jiglLbGhWG6YaMI9NlSSvhXQiaGTsn8j8VeUl6Tvvi4US0rStTNE0DfKuykWkULLkxmoJVmTuJ/UkiOUOrUz36VA7FM+hCqQgiJVrIOtOILUVCQjMA1FTsPe4TWiOylQyt6aaRVLDYxQXWdcka6nQs5FteIlsVABJJf4cVTm9CnLdBfVFRauViG1/RxIewaRrQO4PK+BueQmO73c5/SqSq+5iZt92cjtKtDl0eBtDPy7tW3glL+sWw+yzCstELKzE+bb3oYrKwtiqsVx3xnUOIek3kqaaPSlCU+UE1nR2IGg+dUqaXc59JbRE+Hdy7PtATzJ+ye/MDNQN09CzPUWb7q8NjmZ9IMbgzfn2CXpzvdSn6oc2ivV+jHJUVOuBfge0EJGHROTVkH8Xecspc6YYKvnfL4E5wDHADuCHUQWVUjcqpRYppRaNH18YlKoAgRdmmqQszycXz9W83jPw+8vXevKrKOCcvoW8TVkeOHYY9CKB1UqfgP/SxptBspx2rI/TluAEgoQFt0s1Ei7BMY/aKx3NkwYi0sXPqujiukOt/FleyZVVX/iVVhn3tfV6+zixQQxbYlXcBqfgXjSJlIhsTS7g7VpTWTlvTG7niTUU0o6DeW8kLGpx0Mg4m6izjhe7jzJojc/mJtzIOKwNwW+X43tOM06iaex4aiqSvmuGGQMal0YVvMSkZy+EeUNFxAAZERscD2qSNQOfRO2kmsD7D/kAU7mI3Z1pEuL3utvTa3o7JaLsHw9/s0lsPIgsC6zc0cETa/eW3c1jpjf6JDj7AwxllJWD7GBBORKcHuBlEVkMOKslpdSnoi8BpdQbos6JyC4RmayU2iEik4HdIcW24aqxAKZhqrK2Wdve49usNp2obSLyG+CeYn3sD8rR3T5bew6V3BV6LqmnmMG7aeFXAIwxat3JUrOyhfsmZOuDmnA4tGwoq4/VovnCsjurPKfGQgmKEyG3jLEqXIJjwn4+uk+CE7g+8PesjOKsxHS+kHANcu3Lin2i3t/CS4TsoMYJZ6KOHpTCbre2IsGU2in+clZbGyoXAE+XNXF7Y4U0hXxiXkkdYw4xB/ydy3y5V7zBD31wbJ6cDno7Gz7phBxSAPm0X0UVuPbnr/s+V952nlNFsXtXlgSotiJBbt/YKwxoXBpV8BKTZLV/30bEhC2edzwzBDl7BoN5Y+aRN/K8b8H7yrtg3Fw475tg5KkwplKDRntPli/esQw8US5+/eJfGVuTMseUMglGscn9Bw+sLq9/wGfOPYwjpjbwyCpzasobimd3PMsfV/wRgMvmX8apUweoohtG5FW+0GbxIEY5VO9u4BvAU8ALnn+Dwd2A7RX1AQhlBQ8A54lIk2VcfB7wgKXa6hCRky3vqffb11tkycbbgVcH2U8H0QQgqIsqUkfgcTtFbRWVZwXnkJ0zPg+X3Ow57p3QotsCM7KsojB4nk+CEzofRklwCgcZW23huIeXsXpwaj/EtAltSbgaSi1EylRwvYcgOFKFCQvQRKipSDDZcZWOkOBMOtKasAvlHxcfdrH/WMAIu5wPxvtMJ0mSK469wjc+a1rpWqIMdu0+H5OsZoxRKud3CfS0BGzn/RKcoPea7lNehb04ZlqJioQ27DY4DM+4tG+R9xCaVDV0hazzIiYreyLPGTnufu3u4ehd2bjy2Cv59PGfZmzV2NKFbYw7FCb4A0G29WT42BFfYCLnArCjrZcd7b2RUpmfLV7Ll+5cRiZvOB9dQkvw8WM+PqD7eN8pMzlr/gROnTuOBZNNdZmrolLcvuZ2p+wtq4q49u9jbO7Y7HhPGcooa3w5WFDySSilbgb+gjuA3GIdGwy+C5wrImuBN1j7iMgiEfmt1W4L5gD2vPXv67bBMfAJ4LfAOuA1XAPj71nu468Arwc+M8h+OhiaATtCbWF9wEkxPCVt0UrgJ+pHNxSAUgUSHF91/RAzh6pbrJlbdyQ4ZRAcu8yRF8O7/oLRzxWHlyg6QcDO/AI0zSKhCQv0asaSYAwnRtYQtZ/UkoEzfrlT2e+B5zmMr/KrQIMD0JXHXllweYEEx2rWtv05ZEwNV9a6KtL3a7brri0CKy6czaNg9pmICOf0WKEHirwLdzR9mGea3uqqBBzJn90xz0H69ZoOCMM0Lu1beCU2iUq4v8CZtKSR8dI9S4ejZ/sMwVfux/ftpIEFHIopiMsbKpLgLN3Sxu7EFF6pOhFOdb+hhWMXOttRtnKvn+8P4zBjbDVnzZvA+06eyYdOP8QhNl4VlR2AcDQhnU/zvee/x29e+Q0QS3CCKMeL6ixMT6eNmOPWdBH5gFJqwN4KSqlmoMDHUCm1BPiwZ/93wO8iyhWEU1VKlSkj7T+GwmarYHJ0xALmC1mpqYJTQTf0iw+9mJvWPesvUwK2qmZsbQWks6FdKKe28GSbVjedGCoRH1fdZNTunYXHA5N9OQGjvf3QjrzE3EhWcvlhl6I9fxPVonGNPoUP5iJi0YitRiqjrQKCY6Ko+kso+sKUUneqVC1Las6gwdPBTLKRKnbRNu44aP83mljxlqxuTBRPcMkpx2Hkc7B9Y+Ae3DvIo6CyEQGqAu7oTtwkD0nbk5xKvmoeVK2M7vg+1P0Px7i0z+ElOCEpSoDIMBSOm/h+YhvSXwjCVC5iSm2baXys+QNYqklHw2bTGH/djEtZVBcSib0I3nvyTM48bDxPrtvLgyt2RTuxWa/0aE3XsLZ1LQCrWlYBkDfyJBL7g7/XvkE5I9IPgfOUUmcqpc7AdN/+8fB2a/Qhck4qMEotWkvhnugw/SQAEg0hH2mAjVcnawrLBFBTkSCpu1449mSsazp6gEEEVTBXnD2Xtxztd+F2t0JUVPZfx8g4ZOAVHd7yk5AaC1GOhMSrZ9cPf7OzvWjsQo7TyvHscKMHfbCjMbKUAhJBcW/Sbwj54SM/TBBawIOswM1d1wPl3Tau0ifynlN/Qpfe6HsWhl7Bxop5pCtddZ5XoeQLzBdli+OBYZXzk60IyZZFCMNiD4WRp32E/Xtc2vEK7F1N3lCml+Ord4SXi/SSs55/yHmvBGO0oxg/q2EWC+vfYN5jstLMxWX9y54RIu0KQZgL/RuPNC0Zpo+p5tQ5xVNL2BKcnuzoTIHwq6W/8u0bGLEEx4NyqF5SKeVYZyml1ojI/u29MACoyiYAtlbPw7Rv7D+CNjjNR3+MukOPhLpJMPNUf5RiWyzbH9HR4W8BzGjKStfIK3NSOpwqVvr6HOYIbOLYGU1IZSPPtlCAsJ44EhyLCOihK85+rH76KcHxt9d/dVuTUXww8NkUnf9t88KX3Hn0mAnHRF3oacvfr2I68iZ0kvWzgeWE34+yjiurXn9E6NDtEOTDihW4ift6XVpaIKGbw4X9e1x65FsALNvWTn1lktmyo8QFftjfgNfA+Ppzrh+6/u0jlAqgp0e8SKWuWzhuIcv3Lmd923p2dO1gcq1rnpkMCVYZ9W5rmpCnjx++9I19zN8HhrwRq6i8KEeCs0REfisiZ1n/foMZY+bgQrKKn0/8JjurjwGgxpNH24v+SHDSU0+B+smEpWDoXPheM85DuQTnslvh2PcGDpp9/Ig+jmv1KYS5Lvcnh6iEBOcpcBN3ckoNMNFlGf3xSjx8sXiHIfaDa1NkmOHDqxpLXqOJFFXXFKSx8BAVP98IuR8l8PZfwuzXm2VV4XVFYdsU2O35NHUBguMjaf5BszBHl028vDUNK/b7ccmOydLRly1RshD2OzQa7UL6g1J5nrSIASrnCUyTNRQrd3T4zn/4yA8zo96Mb/bDF/zRQlIe1lSZNJ/j+Dq/CsxpX4QMrfRke5jb6I/w3jfITNeDRVh4gLzKRywyD06UQ3A+jhkt9FPWvxXWsYMK9mQzVl/IJfMu4TwxreyTWoKjxM3ZZE/4M+pn8N4FfsJR4LVTbBaomWDGeRhofz3bKYRxkgjOnlylTwy9IMrVMkx9VGCDE3Zt0IuryH2XFUrdU6T4xxxdVzEzma1nfJ/WhCm6tqUt/dfA+yU4dsj3pK5x3hF+VaT3mQnC2Fozwdy5CyKikVY1QYMdKcFLcNzYOaVUffYv4kv1ERGA0S7nU1HZqs2RCyi2f41Lq/4Jf/+Euf3CzQAs395R5ILisN+Z9nQ7AF879WuD698IoSTBiXi/vBKcR1ft5gcPrGbj3m4A+rJ50llxAhEGiYi3zgn1lVxx9lw+dLqZ2kApxXXPXccVi6+gra8NXRNydKNQZiZ0D254+YYy73Lo8OKuF/n8Y5/n5d0vc9OymwAzbQyYi8o4Do4fJVVUVqTQH1n/DlrYn4SIcMa0M0B+AcCPT/ka3H0lL9MGmIwxD7zv8Pf5xKI4Zz17RSf6Iex0INkmKJh0FHLUx9AeLb86NX5ewTGb0NnSHZtw1FdEJ3kr5kpezm17E1QOx8ecrxpHWqqANr8Ex4Ni6hpN8ElwRITG6hT5miQLa+qhqjLyWk77f1SnEtx0+QkA/OUpuw67XWtDs1zEg3Fx3EbdvgasZ6B44LIwCY7ZdnS3g89juGnPfjcuvfgH8++e1bB68CnybALbkTFJ0v6aVLGkiipkIFy7q5OG6kJtZHfGlGhce/dy9nSmOfJIV8Lx+cc/zy7GMYGzCkj5sTOaeHn3y0yvm05VoootnWZ8+ke2PMKU5ElkaWdHex8vbPBLTHZ2hzhNDDPWta2jJ9fDb5f9FjBV5OOqxvHQpodI59MYKrbB8SKS4IjIbUqpS0RkGSELWKXUUcPas1GGaMlCuIoqPNBd9ArZ144CKYPhFF2li2cydI55xTQJ9KoxICHGNiFYXXk084+8FIDr9Kl8Ib/NrMap2zZ2NY9UJap85QJdi+52P21w+nNxCiFjqVI0j+RChZiy2DUFjYzLkVhEeVHpdjuB1BIIpvt11y5k0pEl6zevsWPgeIyMPcIYL8KIST5MJhWRqiHsjoOSorOmn8Xvl/++4PxQY78flx78aukyJ3wE9q6BKcdEFgmmJykWwXc0o5Rzkh74jpZuaeNni9dyzuGF0k37ndvTacaE8apwerI9tPMK9cxHmFlwrU0YvFi8eTGdfQ+wly6kT+OBV9qp9uTyrE5W88Tavaze1clbjprMhPoiC5chwvaOFvZ0pnnngvOZP2Y+R4w7gie2PQFAOpcmZ+RiCY4Hxb6K/2f9Hbie5ABCuV5UWtDwM3C2VJ1JXYPcUE0QwRfdmpSc4HxBLxoTvhW/dbpNH4dY3j81XgmK89eW4JQx0BblZaXvO/oDdq/VNTh0Yh0bdrln/0efzHLVy62lu0FzYgJz1Q70lKl+LOYWHt4Pj3rHFb9YNxBiz5KqgTGzI5Nv2nClK5rPBsdtt3AzDF551PjaFDUp18086l6LPYFFkxaxaNIirrjrEmiPzNA2FDjwx6VD32D+K4KCeE37ae6hUiqq4G3taO+z/hbaHv3wX6sdySeYZgIbOzYyq34WGzs2AtDLVkROCvQh2l7w4sMu5n/3bCBFU4GTSN4wuPnpjRiGYmpjFRccUegFq5SZLFgpxYdvXkI3m0lSxx8vP6/ofUfhwdXryObGcsLYC5k51rTbrNRNYtWX70OhIsfHbN7gnle2c+ERk6lMHhxSnkiq50mG+Qml1CbvP8xAewcpglIR8xHOm1jHJ8+eW9SoKfiBhJELWyRb1nhVoowT2O+cr8Kcs50LfKY4bmH3uohJMzzxpfiKaWHlK00dcY9WU7Lbpe67oaKB0yadXryQ1fYnzvIbBY6RBPMXfQwkLIaxH4/WvZknZ3ycRK0dS8dw6i3ZdkCCU3BNZDDBcuq3H7QWuC5YyqOiCplDcvYP/tbrGVOdMmPq+GRCFPwYZcVcsZ7XcE23B9q4tKLq+EHXce2p1w6+IyOEUvFlgiqqjGWYXQ6he/uhb+dziz7Hp4//NNeccg0Ae3mKloxftVQsl9eb555DE8dQY0l9OnsSdKVzLNvSzRPrdjv9tw3Gd3W7SUJf3v0yVz58JQ+ueo3P3/4ya7mBbdzJRv4woPhF27u202XsRKeKr/9jhXO8QjcNpPtyfeSMHAkJX2Q+tnoP9yzdwQPL971qbaRQjizr3JBjFw51R0Y7oqz5bYJTldI5bkaTq6KKEOz76gwpkrAs/DO58FXFgFZqExfCSf8VUZ/51/u5ha/gFckon01AC9jgAGbsm/HzYYxpwPd47YVsSc0peDbXvnUhnzn3MMrB1079GuMqI2JXBOPNhKkJZ5r5Y8T5Lxx5SbKn5tCCOuzVUWUiWhxtDl5huiLrNw1Iufy5wcI75eb6sj5ZW4IT4n1V0Ky/Mf+x2vHutUWMjIMYBRKD/WtcSlaFHl5RedyAq7x84eW8/dC3M66qeCyX0YxSSSyDi8CcRSTKsVFMaklmNcwioSUYX+1GE2/u2+4rlzUKvdiuPPZKvnHaNxARPn+Bm1Ii0fwetN0fpI55vmS+2bxBe7qdbzzzDe5Ya8Y0en7n8ygU33nmRzzT/UMUbjtbO/tPMja2b0QToTEQ47YuZSbifW7nc0VTNdg2SgdobMhQFLPB+Tjmimi2lfrARh3w5HB3bLQh8nsKqBS0YpNCgdygsOzEukp290J1qrSqp9Q3XvAeh4hr3D4oONlcAIetLo6f2Vh8UhNbwuHJDF49xuf+ntMqyIckgJ4+phpbte0d0K7QJ9AVyLCsi45oQoUS0iFu674uFelvhLlKARKWWs4mfQ0VDbx97tuj499gDSABzygfBmAvMb6uAkMp3mDbHthqwhA38WtOuYaklmTjkkvp0htCR7QwG5yGigbaM50ssL0CR57EFGB/HZeez82lbtxk5u/9l+94r1Y6cGcUFk1aNNhujThKTba2CiuXN9iwt5vVOzsBaO0eeIJR28lhb+9edvXsYlrttIIycxrnOHZN8ybVcdPlJ/CVv7/K9rZe63vWAMW0pir2dKXJ5AweWLGJlTs6aEiu4JJ5ph1iW0+WbEjctG8/+03efuhFnDerfFXV6ubN5PM6Vfj722TFaHt86+Ok9FSkkXE2bz7LpH7w2OgUG2lvwczx9B3AGzay05MT6qBBpJFxQN/pRMcJLV/aBmf2+BpyiXoaqoYiZpmEDiDeZjUNbh73Wb589iFUTDsU6K+9iVWnRTa8hs3RSTuL1eNuz5fKQo2gFaX3Pzsa6ZWglMtTeOxcwuB1i/aKv1Mhwb/8cNs6Z2ZBlhF/SYVfReW1wRFA93923lg+Uc9ME2FyQxUVCWvw0vxGxl6jX3u1etuY/6JDb0Lx54L6vLTRDW0wi/86+r/glkvtjju9slsKSiijSOQwUqP9clz6i/ZmjqppYH6TgpYNcPpVPHbzLbTrTSPdtRFF0Itq9vga1u/pdvbt00+s28sfn97kHN/aGh7/Z9nW9pJtVleYlV771LXm3xAVX5jR9mfPO4xv37uSqY3VPLk7QWfG4Mx547n75e1sbe3lhR3ryGCwYofZh5SeIh0hiV+7u5MX61/qF8F5ZecmxxbIS1JsCQ6YgR+L2eAARSXxBxoiCY5Sqh1oB94NICITgEqgVkRqlVKb900XRzkkaDBq/w1RjyB0a3V0SR9P1p7HGSHvmYiQ0rUhUgFooS7CYxO1NJMnpaV4y9FTuOnfaWonznZKheqHS8o1rfPK7x7dX5RleiQaNcr8F4k3fA1y3ZGnBZM0LJhST6OWQc+HD0QD8UhQKJcc+AZKFXKsRHbxxpmgp/wdB3xeVGPmQN0RkNvqu3RXcrq3VV8FhufofKnkdVLLBfPfVeSuRgf213EpqWvmCvoEN7XHK9UnH1z6ghAEjYxnjjUJTl1lgkzecGxcOvqi7WS8+MlDayLPjU8spFNWMa5e8fDmh53jxWxwvGisTvG9i48GYNO9NezabSAiJHWNlTs62IqpmuoxWrhi8RWhddQwmyqmsDf7BGMrp5TVLsCurjZe2b2cCsxF6Jhad0wIjlHREhyL4JRczB04KHmnIvIWK+v3BuAxzOR29xW96GBCgQSn+BSt0GhNTqZPqykvqN0w4H2TX8flCy9nYs1ETp0zjpsuP8FnVT8oCU45Zl3FVEdlPJNoeygPqdCLq4FsAprSNRJatGmvLV1RRHtaBOGM2cdfDhde55JdFU5wUpo7WBXcf804qHRjnDh1VY81txJVUNWInPiR8OsJJ6yTPVkNEqd/mkunvM4JGBZ9Y6ZtwseO/lhJY+jhfrOHY1wSkXeKyHIRMURkSPU/qYTmGMgGGh3KZvY7BAlORcKNLKyJkFeKnkzOCeI3GEzTL6Chsop7N9zLQ5seco7//KWf97uuo6Y1kUoKx81oKiAMQbu9JOZ3NZWLmMpbaMK0u6rsh3ry+4/fRSZnUI0ZnTkXeJe8OfGiFmW2XWcqVlH58E3gZOAhpdSxIvJ6IJgT4OBFgQ2OiXJIwrATnIIX3WyvWksW1d8PxMLfwFwFiXJfKa2A7PjVKWEoK5t4JIkK2DhFucBLPybgELulUnAG7XmWzWvW1sHbBMevfkx5JDRB99/C7lgdGjcXOfMLsMoMIFeMGAad4t6vjWWBeIykZ55q/isD88aYwR5fa3vN35+Cfg47hmNcehX4D+DXg+1cEKmE5nMc6Mv6bcvSubyrfjyIEOR8lUmdT51zKIeMr+F/7nyVh1bs4qEVu8Iv7gc6+rJ0p3PkU1mUStCR6WBG/Qw2d2x2okH3B2NqKlkwuY6GqiS72v2Rkr3f4vTq+TS0n+k/jyAkyBn+dyAKSik29yynkkk0sICTZ49l5U5/FOwaTxLmqOjutg1OWPDEAxXlULmsUqoZ0EREU0o9Auz/1m1DhaAEx3q5B5qLyal2OKYI8f2JhBEqrSg+wRtW1l4txIi4oBuDvDWJ0iEHKh7oM7T125VJ3c2O3g+CE+SH7oBnnQhIl7ykplTANh+RGTvHuefy71U4VCqoLRbtdNbrYL4bZiblKMPCjNNHDEM+LimlVnoTeA4lkrrGnq40D67YhVKKXz+23ne+L2t9cyd8ZDiaH7UIi4Nz9PRG6iuTdKfLUx2Vg98+bj7vRs20zfvu677L6VPDw03MbpgdetwLTbTIMd77ic6ti/KSE7IBgrO7s4+2nkLj6Z3dO+nK76aewwGoTOkFtkteO5yob9NWUZWKPXQgoRwJTpuI1AKPA38Wkd3A4OWFBwrCAv1J8czLSakOu3SfQUqQr/C++48tkEpWKnflYmB+mD6CE7i/ckiCbwKfdCS0by0sM4jJ1XbhLsbsD5tYyzuOn8YZh41nRYtttzoIglNCRRWMSuvFm2a/iYnVE/ndq7/z1xXYDhNLv/vEGfzluc0h/SmBU137gev0qXRnc3yxn8KFfUCARnRcEpGPAh8FmDFjRsnyKV3Y1d7HX5/bzMOrdrG7I+07v2FvNz31h3BqiQB/BxpsG5szDhvP42v2lHXNwqkNLN/WP6mLbcNzePVb+MhpU6lN1YbGixGEqxZdVbI+XXQUyjdWVqZ0NExVkEIhCHpETBpBI5d3CZxSii/+bRk1FQl+9u5jneOtfa18ZvFX6ezNMc6KxZPUhK6+HLm8QcJajE2snsgHj/ggWzq3cPzEwthK3ekcS7e0WW2VvL0DBuUQnIuAXuAzwHuABuDrw9mp/Rky9w3QvSNCCgLTuYTJFeNpy5bwJipnghh7aD87Z3vgFP/ZyyEin9An+PbzlgQH5U7Wg1ZfnP0/4ddHGuVGSXbczXJJ1huPnOxs21eWi2AbBeqjgBoqKjAXwIWHmGoum+AUrTeA0+aOY/WuTl7J+jMl94d81IhOPuxdHnEBzsDGJRF5CCgMOQtfVkrdVW7jSqkbgRsBFi1aVPLl8Hq9BMmNja7egbs+70/I5g2uf3gddZUJJjeYIQmqLBvAUou+cxdM5OLjp7F0axs3PGKqSac0VrG9rdCryo4iDK7nkJBw3KrDxuhvnv7Nsu7BrjfvCWMxZ3wNm1t66OzNsaczw/jaFFtbMoAbA8k0NjcQNLJ591o7vURQanX9E/9mW2svDRzp2PLYWoLfP7WRD79uttOf4yYex3ETwyVGd77kpsw5mCQ45aio/guYrJTKKaVuVkr9zBINH5Qo9QFqWgJEwzDCCU4Vk9GptiobXF+uOu3aEiUCDdRNMv/NLe7mHCbBKfVN5FXWatFjMBtFcAYpuop22S88Pnt8LfMnuUa69r05RWe/HpqiRdL2PQzE8DoSRQL9lYIvKGCEp56NqpTOJ18/NxD3YgCylYAAylvLCNrgDGhcUkq9QSl1RMi/ssnNQFA6DMHBg/99cgOvbmvn6deaabFUMpGOAwG868QZJHSN42eOYd4kUy3z1bcsCC1ra3H+8txmx/U8l3df4nyIDUxJQ3sLtn2hoQyuu/govn7RQhKaxlSLsPVmcjR3Z9iwxyWzcyfW8ulz7UWpX0W11UPQMjmD5u5efrzkJzy09W4EjQmYdjyTGirJWnPLko2tZfVVKUV7rxtksFT+rwMJ5Uhw6oB/iUgLcCvwf0qpwVt9HaCwVQVREhwvBivGL5ax24bfwFSD+qmI1+047JoQ1/JScIyMPSqq6Bgpg7tvKZUt12OXUlfpf8UbKxsBuFCsgezkj0GESyeYv+ehE2tZOGZCZBkvzl84iSOm+AfJwkB/QzPZDfQ5DiX5GMGIxvvVuHSwERylFE+91syJh4zhkVW7eeq1Zq5960LAPzE/umo3Y2tTA3onrzr3MHKGigxcZyiFjviMlL1xaSZWm0EzLzv8MhoqGqIjpIfAdsU2lMG42kqyeZNAVCR1aisT9OUMdC1PrWeKPXn2WMd2RtB87um7O1x1/8f/9AJZOtjAEiqZRB2HYQdQ/cKF8/nbC6bavlxj4Ttf2saLm9xnfjBJcEoSHKXU14CvichRwKXAYyKyVSl1cCmLy8SCsQvY0rnFZ/QVhP1+FQ0MPILuo7aU46TJJ3FY75FgxXcoBiclleG+UtESnOJ1PVF7IUf3Pu07dvWJV5MxMmVd70T3DSlYoVdw/TnXu8HsSkATjepUgobq8gIvXnLC9IJjznOYcDjMeFtZ9ZSD8jLWh1zX33asv/0ZF4f77R2OcUlE3g78HBgP/FNEXlZKnT8U/S0veuz+P/Fk8wY72/to6c7wuyc2sK2118l9lM0boc/hjMPGR6amsXHW/AmcOGuM71hC17Adz258/yKuf3gdG/Z20WnZ24RN5F6CM7dpLteccg3jqsb1e7x1FrKWPaM33UNFQqOrK0NfJk89Cb7/zqOpTulUJDRWWZGYQchZkpjeTJ7/W+K3NbRtGps4njpMw+ivv+0I6iuTrhSqRJdf29PFt/+50tlP6EIur4rahx5o6E/M+N3ATqAZKG85ewDBXoFNaYjOQQTw5tlv5vSppzt6Xt70Q8j4bR8H+3rVViQGNYOUmgRtCU5KS5HQLFJRotfTauawteVV8kPw7bxUcxov1ZzG67z117nhySVy5TJ80+pgveIAJFkDC946BL0J1FvmfQuCKkg0Wt6V/WqzaRYy/z/73coAMWTjklLqTuDOoehUEDUVpa20S2Qe2S9wy7ObeXzNHi61iP6eLldF09yVYWJ9RcFIMrWxyhe9OAynzB7L3Am1ked1TahIag65gXBCXpPy/w7eHFX9ge2KbdvgeAnOpIZKqlMJtrT0ICRorEo6Krj5k+o4c954NqzWHILzxLq9vrrnTqhl0WEpvv4EaB6Vv913J+FoiT4uXukXaCZ1jVw+T4T1xAGJkgRHRD4BXIK5qvk/4CNKqRXFrzrwMKYmxWfPm8fs8cWDM4mIS24AGgrznDhlQ48Vf20FGXQcg1KrFdtVuSJRAXQBpVfvH1zwUXZtWcr0MdVltzNQ9McGp2zoKagoHEBn1pueCydPPnngddvSrSL9u2juRdSnSqscfdWGSXDKeAZD4eFUtJ3qsTD9hEG3UaL9/WpcOvGQsdyzdEfRMqUWEfsD1u42JRR2zJVs3kDEHD++8c8V9GUK7V5mj68tSXDqK0uvxROBcTFMgvPJ14encOkvghIcr7opoWk01STZ0gKC7rMvEhEuOnoqv1+t0dmX4cEVuxwJ17f/40g27O3mqGkNrO9YxfxJdXTvdAmOnZ/Qlnb1d3y1n0+sovJjOvBppdTLQ9WoiIzB1JvPwoxAeolSqsBiSkQ+ANiuNN9USt1sHf8W8H6gSSlV6ylfAfwBOB5zRXepUmrjUPV7wZT+TUBRcFVU0S9o1CQUFcSpP3WUmuBOnHQiHekOzp5xNsvW/NE6WvyjOHzyGL590UlMbQzPmjyUGDLadJhH+zDpyNAEmk2VTaZKqwhqKxN0FQklX8ogF+DcmWHJsYujVD6oqKv63Y5tZDy6JuAhH5eGExPrKkoXOoBgSyeyeYNJDZXsaOsLJTeVST0y797Js8fyzHrTbrypprjdIBQufILGtHWVibLqKQfFVFQfP/rj/HLpL81yIVNsQjdD/a3Y0UbbDjOzyDsXTWNifSUT600NQV+uD10XdEuCc81bFjpaBPvZlvqSg+NNRUKnk1xsZAwgIvVKqQ7g+9a+TwE6yMR2VwOLlVLfFZGrrf0vBNofA1yDGbxLAS+IyN0WEfoHcD2wNlDvh4BWpdRcEXkXcB2mfn5UYTATxVHjjupnW/1HQktwwSEXWHvlT4jTmqpLlAh4MA0Q9kC2oup4jvGdkcBekYYuu7XgkDfceX8QDM0ehark0JI/L3GygwXaEqeIC0CV5zpZbtsDPT/gdod3XBo2JA4SGxz720xbgQtX7eiMLPuJ18/l+JlNkec/csZsh+CUY8PU3O13vw9KKoZSomwTnFf3vsqtq/1jycz6mVx/zvV86PfPh16b1DUEDYVBXWWCqy88nIn1JgF+fufzrGtbR3e2G13EUVHNGOuOrZedNJOv/v1VZo4tNd768bGz5vDNe1bEEhwLtwBvBl7An0gYa790uMdoXAScZW3fDDxKgOAA5wMP2gOWiDwIXAD8RSn1jHUsrN5rre3bgetFRNQotaoayOemazpjSdBMbsDGYv360IdBzTR4Lyr4xYSvYaBxWfDEKERCS/DOw97JgrHh7qwDhfd3rE5W898n/DeTasJCvASuG4q2SxGc4fsthnNcGlYsmjWGJRuj+VdQxTIYtPdm6ejN+lTGw4G8ofjD0xuZ3lTNoRNr2WZl+e7OhEs0JzZUsqu9jzPnjS9KbmxccfZc2nqyJcsBdKf9EiLDCBKcsqopC7abeJDcQOkEvaYkRgMUM8fWMMlj13nz8pudbRFhXHU9Fx7hN3OY2ljF7PE1/f6OpzWZC6yY4ABKqTdbfw8ZhnYnKqVshfROYGJImanAFs/+VutYMTjXKKVyItIOjAX2Bgv2NxLpUGJaUzXtPe1Fs7oOzQQxlJNMxEfRNGsI2ygPIoIR6io+OgkOwJnTzyxdaICwB9Si0htsI+PSCWGjEMxpNRIY5nFpWPHxs+awtXUy19y1PPT8UK7DvnznMnozeW66fHhtoZZvb+eJtebwOtEzUTd3mc4J333HUdRU6Hzn3lVsb+tlXG0Fu9r7Csa3qDs/dkZpEmSjKxAkbzhVMWEk5g0z38ChjYdSnSxNKg+b2MBruzLUR6jnACbVTOJ/zimMSgymRDBb4gYL4os6aYRKdu+AQTlGxouVUueUOhZyXWTEUO+OUkqJ7Hv/gf5GIh1KfPzMOWxu6TG9oUY52scczRj+yp6mkAiZ7/gt6P23LSi1wolRHgYmCRsKH6rB9mHwGOi4NNIIU+PeMuYKLmu5HmMIn2WvZe/y8pY2fr54LT+65JiyQx30B96cSD0egrFyh5kMsqk6aU7GluePbSwcJawazPvUkwkSHP+wPpTJjcNsISdWT2ThuIXO/kfOmF2QM8qFAAZ11hyQzqf56Ys/dc5+6aQv0VjRGNl+QpOChK2lYD/zUarQGBZEzjQiUmnpt8eJSJOIjLH+zaK0JKVUxNBdIjLZamcypqtnENswDQltTLOOFYNzjYgkMMO3j7qoy1Up3YnCGYViH3p/PtPBvsu52in8fOI36asLkQ5U1EFiaIz2vLjqvMP4zjuOLFluQn2AXA1wAEuVCHxYCl+cEJ60b1+hXGmf8041TodTPtnvdsJepchgjsOkohrsuDQacMqcsc721KYqmhMTWVp9CvfWXzrkk8/Dlqvw5paeEiUHBu/8HTaX27ZHtmtzTYVNcIb+/bj0BL8k/s/PbKatJ1OQrmEoELZICx47efZYTpsbHjywoTKFwmDhVNNx5aZlN7G5wzQ4XjB2AVNqpxSVBJkpH5RDZMuBiCBycKmoii2l/wtTzz3f+mv/uwvTwHcwuBv4gLX9AavOIB4AzrMGsSbgPOtYufVeDDw8Wu1vBoOP6eM5U6tjXFWpyJuD/6DPmjeB8xdOcnIzDQaNHE09C3hDCY+hhVMamFBXPN7QFy6czxffeHj4STuScZmD6LWnXssXT/piWWXDMPXc7wz42sGgvyTCMXK+8LtwyBn9aCjs0MgYGTO849I+wYdOP8SJ6msoBSI8Xvcm2hLjhl59YL0jw+UB5x1egy14X8//PPUQZo6t4dwFExlXW8E58/0hi844bBwNVUlOnj2GgeLMw8Zz9YXznf1Xtrbxh6c3OZKLxBBFEAeYXje9wN6tP+/85IZqzpw3joVTGsjms6xodiMcpPPhucq8SOjC1tZerrjlRR5dHSYfCIeIxHFwAJRSPwV+KiJXKqV+PsTtfhe4TUQ+BGzCjGeBiCwCPqaU+rBSqkVEvgHYpuhf9xgcfw+4DKgWka3Ab5VS1wI3AX8UkXVAC/CuIe73qMAkSfJOadonRrWphBYanbdcvGn2m5jXNA8wM41P4lyqEoP3JjpsYpgErB9eVB7Up+r7HYPGB31kVY3l3udVx1/FiuYVjsfV/ohhHpf2CUTcWFbB5VfeUIOOc+WvzwhtZ6jQ6jEA7gnYwPzm/Yuc7SOnNXDkNDOFyXUXF3qCTqir5EeXHjPo/gRzWm1u6XHUROVFky4PYyrH8D8n/w/3bbiPf67/JxOqJ3D0hKPLvl7XdCoSwvr29SzdvdQ5fs6Mczh1yqklr0/pmkMu7122g7PmlRfjUjvIJDjljMyGiDQqpdoALGnKu5VSNwy0USspXoGuXCm1BPiwZ/93QEEaZaXU54HPhxzvA9450H6NJoxkqoahhJ0N24uRsts40KCKpKQIw4TqCUyo7n+wX7t277hYSiKwD37jIR+X9iXc2EJw/WXH8dDKXfz9pW1FbDYGBjus/3BNaX99bnPocV2TERnDgp5ord1uhvahVFHZuPCQC0PHuFLQRGNjx0Z+tORHgJnk8+oTry6a4seL+kp3kdLcleGul7dx3Iymkl5zmsiwkd3RiHIo7UfsQQTAikPzkWHr0f6IuW+AOaPPtlGQ0RacDRhGwZMza/Rv4t9fYev8ixkjDi0K36XhyhhfBvbrccm2QVFKUZXSqUraof8H/716jU9t25d9ramvTJYfkHQoUcy2ZyglOIPF7h5XrfSZ4z/D1079WtnkBuC8hRNJ6EJVSkfXhLtf3s6Nj69HKeVL3BmEJhJLcALQvbFkxEzlPPSWpfszThz6cTWWcuxfqK1I7PMwPJWJSj6w8AMc1nTYvm14dGC/HpcqnNx2prrWVksNhQTHDv0PsLnZNC6OqvWul7dx77Id/Pp9iyJKDAyfO2/ekNZXLoqp90YTwdnTsweAyxdezpzGOf2+vrE65fxmLd0Zrr17OTs7+nh0zR7+9PQmny2SF6aR8cD7vb+hnF/8fuBWETlHRM4B/gLcN7zdihFj/4KuybB4hpTCCZNOoKGiYVjbKOrRF+VFNfwEfb8elxqrzdx2HznDjEs4lAQnzLNGKdiwt5tc3rUwXbe7k7tf3u5mp+4nikmFZvQzyu5QoRjBWThEqXaGAra0ZtGkwRPLMTUpPvK62RiG4k9PbwJga2svuZB3qTeTZ/HKXQVBEA9UlCPB+QJmQLyPWfuvEB7fJkaMsjDsKip7N5aCDR9Gfnzc78clb247fQgSISqleHTNHlbtLEyPsLW1hxseWQfA586fx+GT61mysSD9X7+QyYe749gRc0cCxQjOOYcPKtn8kOLqE68uy1uqXCyYUk9DdZJ2y+j7T89sKlo+kzeo7Edew/0VJSU4SikDeBYzKeaJwNnAyuHtVowhw8hPRAUYPuIRE5rhRH+MjIcbB9q4ZEv/BiPBeW5DC396ehNbWnqYO7HWd+6+Za7a6gcPrEYp5ZM42tKYNbs6y17dZ0MkP5omjgv8SKCYFHU02eQ1VDQMyOA/CromvO9kN1aZ7U121vzwNqLI6YGGYsk2DwPebf3bi5n9G6XU6/dN12LE6CdiCc4+x742Mj5QxyXbwyeTG/jE0+e5duGUBtbt6nL2s4EJ7WeL1zGl0Y01ZShYs7ODHzywmnccP62suFdhff3W248YUSIxlC72+xuOndEUmprj0VWFcXKyg3jP9icUk+CswlwVvVkpdboVc6J/saFjDBiDGiQmHE62YdaQ9WWoMezj3yhaqR0QCHmcI+gmfkCOSxUJU10wmJW1d9IqpSZ6ZWubT9phKEVrj+lSvb2tt7z2An1N6FIyQOdw42AmOMUQNLB+8rVRF+B/WFDMBuc/MAPlPSIi9wN/JdYB7DMMaoJIVmMYqbIsyEcC8Uu0f2FAGa+Gj2QekONSyvKq6uzL8aHfm7FNf37ZsVSnSptJ7u7s44t/W+Y7NrG+NNHwkoG8oZwxx7YDuv/VnYytTXHCrPDowkEJzgVHjLwJlB4vbgrww0uOdlJm2LjrpW289egpI9SjfYfIOVAp9Xel1LswQ6I/AnwamCAivxSR8/ZR/2IMEBVWHIrzR8GgE8TwTX5SdDfG/o8DdVyyCc76Pa5aaf2e7rKuDZIbwImrUwzez9BQypOM0fz7f0u28KtHXwu9VinFtXf7s6K/7ZiRTwUWS3AK0Vid2i8SOw8HyjEy7lZK3aKUegtmwsuXMD0YYoxiJDThpstP4LgZTSPdlQIM2xB0AK/evnLyV7jy2CtHuhujBgfauGTHxenLDo1thF1fMXiNhDt6c87Cw1Cwp7O4h09YP0eDEW/Mb4rjvIUTR7oL+xT90mIopVqVUjcqpUZf2N4Y+w321Th4IBkZT6yZyLwxIxM8rRhGMA6OgwNhXEo5BMc1Jxqox/h1Fx9VJsFxScqX71xGt5VLylCKq//2inPuf/6+jO/dv8p3rbefowkJfXC58w50LIpQNx6oODjlVkOBiQshU54IeSA4kCbnfYeAjH0fIzVKf7NvnPYNDDVwyYAIBeEGSoX+j9/f/sEmOF2ehJV7u9Is3dLG0dMbI697YVNLwbFxtRVltRk0Ev7r82ZeqRc3+ePj7GjrYwf+8P99udFJcADOXziJ257fMtLdGJVIjaJozvsCMcEZKM756rBWPxrEvcOFYbu3YvW+/deQz0afHyS+pU8lOUon9abKoVdTjnQcnAMNFY6RsfuO2sHafvuBRZHfzA2PhNvIlINn1vs9aUpFNN7Z3sdtS7bwsTPnDJkqLUaM4URMcPZHnHU1JEcmFPr+BJ8UoapxWNtqkAM/KmgYIiU1o5PrjVrYK+sww+K8oUgMQybsdD9Jyp+f3cSK7R38/aVtjKvbb9J+UZXSuTRWWwEMy3s0mhETnP0RU44d6R6MUhxcH+++wkDUTbGKqn8oJtXMGYrEAPjz+06ZyR+fLh6yfyDwJvPcH3Dl2Ycyb1L5mboPZExuqKIqpR80GcUPLoXcfoR4ghgErMniQFbzjRbE7+nwY6DpG86aN2FIM2gPRSLQkUCqDIPrgwknzR47qjKrDydiCU6MAwdxqoZ9hhGMZHzQIT+I1fZP330MSsHSLW3c+Pj6QfUjaJS8vyB5kKllSkEX2W/Jan9xcNC4/RHxNzkAxA9tWKAnCw7VJGoAmFoXHtwtlp4NHUoZ/xZDRUKnMqlz0uyxg+5HWHLN/QEHm+dQKeja4LLW70+If/l9iB9ecjTf+Y8jixeK54UYown/cSPdb/xFweGJNRO56viruPiwi0MviyU4g8Opc8c52yO92j5r3vhR0Y+BouYgjeIbBV3TyOUV7b1ZPvT753l2/YGblyr+5fchGqvL8DzYP8eQ0YGRlBqc+3VI1Yxc+8OFygbEyISemt04ex935uBBU7UrNfvjM5tYvq2db7ztCKY0Fk+i+eU3HT7kfam00j7kjHAV1ftPnTVq1UAXHz8tJjgBaGJKcOykqo+v3TMkEr7RiFiCM0oRr4AHgoANzr4kPOPnQcO0fdfePsSAvKhiFdWg4H18y7e1A/DchsKgfkHMHl875H2pSpkEZ3dHYfqGusoEZx42nlPnjCs4Nxrw+vkTRroLow66JigFy7aa75V2AH+rI0JwRGSMiDwoImutv6GRyETkA1aZtSLyAc/xb4nIFhHpCpS/XET2iMjL1r8PD/e9DDn2h3ctUQGpoR9IY4xS7A/v5AGGMFKZHmT04F+85ziuu/govv/Oo3nnoumIwDuOL03KKyN81Cc3VvKTd43ukBUH8uQ9UNjPxHb3t/d7M/mSEcr3N4yUBOdqYLFS6lBgsbXvg4iMAa4BTgJOBK7xEKF/WMfCcKtS6hjr32+HvuvDDOv9GtUSnHf8zowMHOOgQDxHjA4MNnpwZVJnXG0FY2pS/P/27j1KyurM9/j31xeaS3MXsLmJ4gUVCSqKRs0Q73EimmhiopPgSVweZ+IYz6xzcmJcK2biXNRkzUkyczIzLmSGtcY4JiY5GifGoNEzyXi8EAJ4H/ASQUFQBBRE6O7n/FFvNdXV1Te6qt63q3+ftWrxXnbV+3R3seupvfe79/lzD2bpkpM49KCu3arf/WznpKWpsfTHRHeJT5Z48c2uirsa6yR+vW4r1/5gFc9t2plSVJWRVoJzEbA82V4OXFyizHnAiojYFhHvACuA8wEi4vGI2FSNQNOS6Sb++obcw4aEDL8Ta8rVH+l5TFNPC1zOnTa29xsYSih1N03xXUfN3YxhmTS6b2tepaneGU4X+1o7/83rBL97bTsA23dXbjmbNKSV4EwpSFA2A6XWcJ8GFK6YtjE51ptLJK2VdI+kwTc/t/8/WsZkOtmuIfmBngePHV6y1eyD1u5bcMaNbGTymOH9vmapccMNBUnBHVee1DHIuNiVp83q9/Wqze/drj4oms9o9YbtrNmwHai928cr9jVc0kPAwSVO3Vi4ExEhqVy/1Z8Bd0XEB5L+K7nWoTO7ie9q4GqAmTNnlunylqr6RmieDPMuSzuSmjJUPiIkfQu4ENgLvAT8l4jYXs0Y/u7yE6ivEw8807WBungMzqrX3ulSpr9KTSKYzwnyt6qXukPq4x9qoSnDXVTXn30kj730VtphZNLeHhLlwToVQHcqluBExNndnZP0pqSWiNgkqQXYUqLY68Cigv3pwKO9XLPwhv6lwG09lL0duB1gwYIFtfVXHaokWPy3aUdRc4bQl+AVwA0R0SrpVuAG4H9WM4D8HUultBZ9+OS/dQMc6BfvUh9okli6ZEFBTF0/JjI9RhA4bvpYjps+Nu0wMqmnBKfGGnBS66K6D8jfFbUEuLdEmQeBcyWNTwYXn5sc61aSLOUtBp4vQ6ypyHoFYkNHf96Llx11GQeNyOYtw72JiF9GRGuy+zi5L1WZUfzhU7h/oJ9Lk5pLj6OR1NG9M3q4x9vVkqHUgpNWgnMLcI6kdcDZyT6SFkhaChAR24CbgaeSxzeTY0i6TdJGYKSkjZK+kbzudZKelbQGuA64soo/k1lN6k8LzhnTz+AbH/5GxWKpoi8AD3R3UtLVklZKWrl169ayX7zU2JHiW3jL8VE0c+JI/vqTx3H6Ed0npaNKtOD0thaZZdenT+o+b+/LGJwfPrWBZb95pZwhVUwqqXnSlXRWieMrgasK9pcBy0qU+wrwlRLHbyDXrGxm1kVPYwMj4t6kzI1AK3Bnd6+TRhd3T1+uBzJ/yeQxwzm6ZQy/WfdWyS4y34lUW1rGjuCaRbN5Zeuujrlw8vrSgJN/zhdOP7TLueWPvcpzb+zk1kvnlSXWgXLb4xDyuWM+x+Zdm3svaFaglsbg9DQ2EHKThQIfB86KFGc9O6zE/DTF364Lw1s8f+qArnfKYRM5ZuoYxgzvurBqobOOnsLDz7/JiTMnDOh6lq6TZk3gpFkTSiQ4/X/L72trp609qJP49/8sf2vmQDjByZhKjr1Z2LKwYq9ttWuojAeTdD65luE/iIjdacYyd9pY/ubT8xk7spEv/vNTQM8DQCeP7v8t4sV6Sm7uuPKkju3LF/qu01rxR6ccws/WvMH5cw/m7qc2HFCCc9svXuDlrbs4o4duzrQ4wcmYfN+252+wrBhCb8W/A5qAFcn/v8cj4pq0ghk7snPCUWvT6Fv6PjpnMh+dM5mI4O6nNvRrkPHOPft4bP1bvLx1FwCbduypVJgHzAlORg2Vb82WfUPlnRgRh6cdQ0+KP3qc71i55O6a69976r/96+pO+1l8O3o18YxxYmNmpXQZg5PJjxQbrCQN6Dbxl7bsX/s6K62NTnAyxpWWZY1XZM6GnubBMRuoeqlsSzXsa8vGm9MJjlXNqbMnph2CHQDnN9lQa+sEWbbU1cHjL2/j/rVvDPi1ilcs785Dz73Jjgou8OkEJ2NquYvqqjMO63Q3hpn1XXH3gdMdK6c6ie279/LTVa/3qfy5x5ZaIzuneMXyUjbv2MNdT77G9x9d3+cY+8sJjpn1yHf0ZUPxWlRu0LFyKuyKfu+D1h5K5oxqauATJ0wreW5fH1pw8i2SfbnWgXKCY2Y2COzYvY9X39rFlp172L231V1WVlaFE1b/1c97X8axTuLkQ0tP+NjahzE4+Xyqku9i3yZuZjZI3Lv6DdZu3E7LuOFlmdzPLO/dPftbUt7sw5w2dRKjm0pPDrmvrXMLzpZ39/D9R17i2jMP56Bkgdf8cIxK5uluwTEzGyTy37I3bd/TpcvKrFzmTR/Xa5mGOjG8cX8KUfic4vfm6te2s2Hbbu5bvX8A8/4escq9j92CY2Y2SGx4Z/8KEq3Jt+SWcW7JsfLa09rWa5n6OiGJpUsWIIm9re388b/8FoC9rZ1bcCaMGgbA69vfZ9uuvUwYNazjdhq34Fi/XHv8tVx8+MVph2FmZXThh6by9nt7O/Zb24OJzcP42gVHpxiV1aI9+3pPcPItMPmbEBrr9w/iKU5w8ncAvvrWLv7Hj9awZ19bR7vN1nc/4LGX3hp40CU4walBcybM4exDelw02cwGmXOPncLsyc0ATB4znNa2YOq4EYwc5oZ4K5+508ayZ1/vd0HV13W+u1ISf37RsQB8UNQC1FbUTLO3rb3TIPk7fv3KgYbbIyc4ZmaDwMhhDXztgqM5bvpYRjTW09reTmO9q3Arrw9a29mycw/PvrGjx3L1JaaPGN5Y3/EaeXtb27skMG1tUZVpDpz6m1mvPnfqIcye1Jx2GEPS5z88i40FY2+GNdSxt62NtvbcQE+zcsrfAfXEy9s4durY7guWeOs1NeQS7sIurl0l5rlpbY8BrXvVV07/M6aWZzK2wWvRUZOZMWFk2mEMSX9w5CSuWHhIx35TQz0f7Gunrb29SzeB2UD9yaLZQO628Vfe2sXmHXv45bOb2bBtdy/PzL03oXMLTmH31IJZuXlzqpHcgFtwMseLbZpZT4Y11LFrbyvDG+rdRWVlN7G5iXnTx7F243bWbtze6dwXzzi0Y7vUIryN9ULqPAancNK/o1tGs/LVbewrGoNTKf7fYWY2iIxozLXg7Hh/H3VuwbEKGD+q9AR+hWNpSr3zJNHUUM/9azbxi2c2A50n/RuWdGG1tQfVaMRxC07GuIvKzHpy/tyDeeDpTQDsfL9yKzHb0HLbpfM6WmXGjRzW6dyopoaSY2lKyY+/+dHKDcydNoa9BQlOfoxOa3tQjSXu3IJjZjaINDc1dIyHen9v7/OVmPXFxOYmxicT8rWM7Tx55LzpPQw27sG7e1o7t+DU58botLVX5y6qVBIcSRMkrZC0Lvl3fDflliRl1klakhwbKenfJL0g6VlJtxSUb5J0t6T1kp6QNKtKP5KZWdV8/tTcoOPdTnCsAo6dOqbTfgTcceVJHYOEYf8Efz359oMvsq91fyYzrKMFp52o4TE4XwUejogjgIeT/U4kTQBuAhYCJwM3FSRC346IOcDxwGmSPpYc/yLwTkQcDvwv4NbK/hhmZtU3qik3umD33r51G5j1x8hhDZw6e2LH/sTmXMvOEZP3TxXR1y6mnXv2d6M2JLMdt7b1PAZnz762Ps2m3Ju0EpyLgOXJ9nLg4hJlzgNWRMS2iHgHWAGcHxG7I+IRgIjYC6wCppd43XuAs9SXNNNq1icO/wRfPuHLaYdhVlYTRw1j8pgmPnPyzLRDsRqVn4LgyINHc+GHpgL7E53+WPab/QOTG+v2j8Hp6Y7hL925ii/duarf1yqW1iDjKRGxKdneDEwpUWYasKFgf2NyrIOkccCFwHeLnxMRrZJ2ABOBLgtdSLoauBpg5kxXErXqrEPOSjsEs7JrqK/jrz85L+0wbAg45bCJHdMRtIwd0XH8QFoO8i04O/fs4/uPrC9HeD2qWAuOpIckPVPicVFhuch1xPW7M05SA3AX8L2IeLm/z4+I2yNiQUQsmDRpUn+fbmZmVrPmTssNLJ5ZMMHnwWOHM3p4rl3kQPpG8jNvv7TlvYEH2JfrVeqFI6Lb1R4lvSmpJSI2SWoBtpQo9jqwqGB/OvBowf7twLqI+E7Rc2YAG5MEaCzw9gH9AGZmZkPUSbMmcPRnx9Dc1DlNmNMyhqde2VZyor/e5Lu9/t9L1flYTmsMzn3AkmR7CXBviTIPAudKGp8MLj43OYakvyCXvFzfw+teCvwqqjFU28zMrMYUJzcAly+cyXnHHsy86eNKPqd4Dp1CDXXVTTnSSnBuAc6RtA44O9lH0gJJSwEiYhtwM/BU8vhmRGyTNB24ETgGWCVptaSrkte9A5goaT3wZ5S4O2uw8JINZmaWNWOGN/Lpk2Z0uw7a1y6Yw4cPP6jkufr66t7zk8og44h4G+gy+jMiVgJXFewvA5YVldlIN+ObImIP8KmyBmtmZmZ9MrG5iT86ZSaPre9ybw/NTQ0snj+V+1a/UZVYPJOxmZmZlU1TQz1Tx40oeW5xcst5sV+98GbZ43CCY2ZmZmV13LTSyztI4h8/d2KX43c+/hq797aWdYZjL7ZpZmZmVdNQX7pt5U9/8LvyXqesr2ZmZmaWOPuYKZx++EGprJvmBMfMzMwqYvzIRmYUTBZYTR6DY2ZmZhWS3nKQTnDMzMysrLIwl5sTHDMzM6sqHchiVv3kBMfMzMzKqre7vQsnQs4v4FluTnDMzABJN0tamyz/8ktJpWckM7M+666hpvD4RfOnVeTaTnDMzHK+FRHzImI+cD/w9ZTjMatZKhh8PGHUML5y/hyuWTS7rNfwbeIZ5UXQzaorInYW7I6CDIySNBvkuhtpU1cHJFPjNA9vYPakZgBeOGonj764tSzXdguOmVlC0l9K2gBcQQ8tOJKulrRS0sqtW8tTGZvVkpFNufaTEcPqS57PDzK+7qwjOpIbgBMPmdCxPdAv+k5wMqoaI8zNhhpJD0l6psTjIoCIuDEiZgB3Atd29zoRcXtELIiIBZMmTapW+GaDxsfmHswVp8zktNkHlTyf/4Q7fHJzp+NHt4xmYvMwoPeByr1xF1VGuYvKrPwi4uw+Fr0T+DlwUwXDMatZjfV1nDlnSrfn65Iv8e1Fn3WS+MiRk/jpqtdpi6BuABMFugUnY9xyY5YOSUcU7F4EvJBWLGa17gunH8q08SMYOaxrO0t3yU9/uQUnY9xyY5aaWyQdBbQDvweuSTkes5o1f8Y45s8YV/JcPsFxF5WZWRlExCVpx2Bm+ycBbGv3IOOa4i4qMzMbysrVReUEx8zMzDKjvi6f4AzsdZzgmJmZWWbkOzLa3UVVW0Y1jgKgsa4x5UjMzMyqb38LziBMcCRNkLRC0rrk3/HdlFuSlFknaUlybKSkf5P0gqRnJd1SUP5KSVuTxfJWS7qqWj9TuVw+53IuPfJSDh17aNqhmJmZVd3UcSM48+jJNDWWngW5r9Jqwfkq8HBEHAE8nOx3ImkCuUm2FgInAzcVJELfjog5wPHAaZI+VvDUuyNifvJYWtGfogJGNo5k0YxFHmxsZmZD0uxJzVyx8BCamwZ2o3daCc5FwPJkezlwcYky5wErImJbRLwDrADOj4jdEfEIQETsBVYB0ysfspmZmQ0WaSU4UyJiU7K9GSg1n/M0YEPB/sbkWAdJ44ALybUC5V0iaa2keyTN6C4AL5ZnZmZWuyqW4PS2qF1e5Kbu7fdIIkkNwF3A9yLi5eTwz4BZETGPXIvP8u6e78XyzMzMalfFZjLuaVE7SW9KaomITZJagC0lir0OLCrYnw48WrB/O7AuIr5TcM23C84vBW7rf+RmZmY22KXVRXUfsCTZXgLcW6LMg8C5ksYng4vPTY4h6S+AscD1hU9IkqW8xcDz5Q3bzMzMBoO0EpxbgHMkrQPOTvaRtEDSUoCI2AbcDDyVPL4ZEdskTQduBI4BVhXdDn5dcuv4GuA64Mpq/lBmZmaWDakstpl0JZ1V4vhK4KqC/WXAsqIyG4GS91BHxA3ADWUN1szMzAYdz2RsZmZmNUcxwKmQa4GkrcDv+1D0IOCtCodzILIYl2PqmyzGBNWP65CIGJS3Mw7y+sMx9V0W43JMOSXrDyc4/SBpZUQsSDuOYlmMyzH1TRZjguzGNZhl8XfqmPoui3E5pp65i8rMzMxqjhMcMzMzqzlOcPrn9rQD6EYW43JMfZPFmCC7cQ1mWfydOqa+y2JcjqkHHoNjZmZmNcctOGZmZlZznOCYmZlZzXGCU0DSDEmPSHouWfLhy8nxCZJWSFqX/Ds+OS5J35O0XtJaSSdUIKbhkp6UtCaJ6c+T44dKeiK59t2ShiXHm5L99cn5WeWOqSC2ekm/k3R/FmKS9Kqkp5PlO1Ymx1L72xXENU7SPZJekPS8pFNTfk8dlfyO8o+dkq7Pwu9qsHLd0e/YMlV3JNfKXP3humOAIsKP5AG0ACck26OB/yS35tVtwFeT418Fbk22LwAeILd0xCnAExWISUBzst0IPJFc64fAZ5Lj/wD8cbL9J8A/JNufAe6u4O/rz4AfAPcn+6nGBLwKHFR0LLW/XUEMy4Grku1hwLgsxJVcrx7YDBySlZgG48N1R79jy1Tdkbx+5uoP1x0DjLGaFxtsD3KrnJ8DvAi0JMdagBeT7X8EPltQvqNcheIZCawCFpKbKbIhOX4q8GCy/SBwarLdkJRTBWKZDjwMnAncn7yB046pVAWV6t+O3Kr3rxT/vGnHVfD65wL/kaWYauHhuqPHWDJXdySvn6n6w3XHwB/uoupG0hR6PLlvPVMiYlNyajMwJdmeBmwoeNrG5Fi5Y6mXtBrYAqwAXgK2R0Rriet2xJSc3wFMLHdMwHeArwDtyf7EDMQUwC8l/VbS1cmxVP92wKHAVuCfkib5pZJGZSCuvM8AdyXbWYlpUHPd0avvkL26A7JXf7juGCAnOCVIagZ+DFwfETsLz0UuDa3qvfUR0RYR88l98zkZmFPN6xeT9HFgS0T8Ns04Sjg9Ik4APgZ8SdJHCk+m8bcj963zBODvI+J4YBe5Jty04yIZ57AY+FHxubRiGuxcd/Qsw3UHZK/+cN0xQE5wikhqJFdB3RkRP0kOvympJTnfQu7bEMDrwIyCp09PjlVERGwHHiHXhDtOUkOJ63bElJwfC7xd5lBOAxZLehX4V3JNzd9NOSYi4vXk3y3AT8lV6Gn/7TYCGyPiiWT/HnKVVtpxQa4iXxURbyb7WYhp0HLd0SeZrDsgk/WH644BcoJTQJKAO4DnI+JvCk7dByxJtpeQ61/PH/98MlL8FGBHQTNduWKaJGlcsj2CXL/+8+Qqq0u7iSkf66XAr5KMumwi4oaImB4Rs8g1U/4qIq5IMyZJoySNzm+T6x9+hhT/dgARsRnYIOmo5NBZwHNpx5X4LPubmPPXTjumQcl1R99kse6AbNYfrjvKoFqDfQbDAzidXNPaWmB18riAXJ/vw8A64CFgQlJewP8m16/9NLCgAjHNA36XxPQM8PXk+GHAk8B6cs2ETcnx4cn++uT8YRX+nS1i/50QqcWUXHtN8ngWuDE5ntrfriC2+cDK5G/4f4DxaccFjCL3TXhswbHUf1eD9eG644Diy0TdUXD9zNUfrjsG9vBSDWZmZlZz3EVlZmZmNccJjpmZmdUcJzhmZmZWc5zgmJmZWc1xgmNmZmY1xwmOVZykiQWrz26W9Hqy/Z6k71cphvmSLqjGtcysfFx/2IFq6L2I2cBExNvk5nNA0jeA9yLi21UOYz6wAPh5la9rZgPg+sMOlFtwLDWSFkm6P9n+hqTlkn4t6feSPinpNklPS/pFMg0+kk6U9H+VWxDvwfz04EWv+ylJz0haI+nflVs35ZvAZck3v8uSmUuXSXpSuYXsLkqee6WkeyU9KmmdpJuq+Tsxs75x/WG9cYJjWTKb3No0i4F/AR6JiOOA94E/TCqpvwUujYgTgWXAX5Z4na8D50XEh4DFEbE3OXZ3RMyPiLuBG8lN+34y8FHgW8kU7ZBbg+YScjPBfkrSggr9vGZWPq4/rBN3UVmWPBAR+yQ9DdQDv0iOPw3MAo4C5gIrJJGUKbWuyX8A/yzph8BPSpyH3FoziyX992R/ODAz2V6RNIsj6SfkpuFfOYCfy8wqz/WHdeIEx7LkA4CIaJe0L/avI9JO7r0q4NmIOLWnF4mIayQtBP4Q+K2kE0sUE3BJRLzY6WDuecXrl3g9E7Psc/1hnbiLygaTF4FJkk4FkNQo6djiQpJmR8QTEfF1YCswA3gXGF1Q7EHgT5V8lZN0fMG5cyRNUG4F5ovJfaMzs8HN9ccQ4wTHBo2kL/xS4FZJa8it2PzhEkW/lQwufAZ4jNwKwY8Ax+QHCQI3A43AWknPJvt5TwI/JreC748jws3LZoOc64+hx6uJmxWQdCWwICKuTTsWMxtcXH9ki1twzMzMrOa4BcfMzMxqjltwzMzMrOY4wTEzM7Oa4wTHzMzMao4THDMzM6s5TnDMzMys5vx/aaIFuQS41SkAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -1359,7 +1390,7 @@ "time_steps = np.arange(offset, num_steps, 1)\n", "\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(8,4))\n", - "ax1.set_title('Small weights')\n", + "ax1.set_title('Low weights')\n", "ax1.set_xlabel('Time step')\n", "ax1.set_ylabel('Activation')\n", "for i in range(3):\n", @@ -1381,10 +1412,9 @@ "id": "88197c24", "metadata": {}, "source": [ - "We observe, in accordance with the above histograms, that the distribution of the total activation in the small weights case is much narrower than in the high weights network.
\n", - "Moreover, we see that the intrinsic time scale of the fluctuation of the total activation is very different in both networks:\n", - "In the high weights network, the fluctuation evolves on a very long time scale as compared to the other network.
\n", - "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos: the different states are caused by the *vastly different activation regimes* induced by the recurrent activity.
" + "We see that the temporal evolution of the total activation in the low weights case is much narrower than in the high weights network.
\n", + "Moreover, we see that in the high weights network, the fluctuations of the activations evolve on a very long time scale as compared to the other network.
\n", + "This implies that a neuron can sustain it's active, bursting state over longer periods of time leading to memory in the network as well as activity at the edge of chaos.
" ] }, { @@ -1392,7 +1422,7 @@ "id": "a3358a9d", "metadata": {}, "source": [ - "### Runnig a ProcessModel bit-accurate with Loihi\n", + "### Running a ProcessModel bit-accurate with Loihi\n", "So far, we have used neuron models and weights that are internally represented as floating point numbers.
\n", "Next, we turn to bit-accurate implementations of the LIF and Dense process where only a fixed precision for the numerical values is allowed. Here, the parameters need to be mapped to retain the dynamical behavior of the network.
\n", "First, we define a method for mapping the parameters. It consists of finding an optimal scaling function that consistently maps all appearing floating-point numbers to fixed-point numbers." @@ -1400,7 +1430,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "id": "3cf38774", "metadata": {}, "outputs": [], @@ -1525,7 +1555,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "id": "3d0043ce-2f6f-4f37-8b61-4a8607bac86b", "metadata": {}, "outputs": [ @@ -1565,13 +1595,13 @@ "id": "933c833f-f492-46ad-b2af-d101cb401f33", "metadata": {}, "source": [ - "We note that for both variables the distributions attain high (small) values with low probability. We hence will remove them in the dynamical range to increase the precision of the overall representation. We do so by choosing $0.15$ and $0.85$ quantiles as minimal resp. maximal values for the dynamic ranges.
\n", + "We note that for both variables the distributions attain large (small) values with low probability. We hence will remove them in the dynamical range to increase the precision of the overall representation. We do so by choosing $0.15$ and $0.85$ quantiles as minimal resp. maximal values for the dynamic ranges.
\n", "We finally also need to pass some information about the concrete implementation, e.g. the precision and the bit shifts performed.
" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "id": "daab0580-90a7-4e55-97c3-fcf596399f74", "metadata": {}, "outputs": [], @@ -1604,7 +1634,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "id": "c3cfecc6", "metadata": {}, "outputs": [], @@ -1638,7 +1668,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "id": "8b10fe25", "metadata": {}, "outputs": [], @@ -1681,7 +1711,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "id": "a29e3abe", "metadata": {}, "outputs": [ @@ -1716,7 +1746,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "id": "b5881949", "metadata": {}, "outputs": [], @@ -1728,20 +1758,10 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "id": "92cee6ee", "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -1764,7 +1784,8 @@ "plt.ylabel('Covariance')\n", "plt.plot(lags, ac_fct_lif_critical_fixed, label='Bit accurate model')\n", "plt.plot(lags, ac_fct_lif_critical, label='Floating point model')\n", - "plt.legend()" + "plt.legend()\n", + "plt.show()" ] }, { From 2eddfcda8ff6576ae5b0d274868df7ab96f75baf Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Thu, 22 Sep 2022 06:53:55 -0700 Subject: [PATCH 24/26] Simplify LIF E/I Network Proc Model --- ...rial02_excitatory_inhibitory_network.ipynb | 30 +++++-------------- 1 file changed, 8 insertions(+), 22 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 301dc0fe7..d26a73c93 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -290,7 +290,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "474077c3", + "id": "fb2221aa", "metadata": {}, "outputs": [], "source": [ @@ -333,7 +333,7 @@ }, { "cell_type": "markdown", - "id": "05712d4e", + "id": "34a1d495", "metadata": {}, "source": [ "Finally, we have to set the weights given the above constraints. To this end, we sample the weights randomly from a Gaussian distribution with zero-mean and a standard deviation that scales with the ```q_factor```." @@ -738,7 +738,10 @@ " \n", " if convert:\n", " proc_params = proc.proc_params._parameters\n", - " lif_params = SubEINetworkModel.convert_rate_to_lif_params(**proc_params)\n", + " # Convert rate parameters to LIF parameters.\n", + " # The mapping is based on:\n", + " # A unified view on weakly correlated recurrent network, Grytskyy et al., 2013\n", + " lif_params = convert_rate_to_lif_params(**proc_params)\n", " \n", " for key, val in lif_params.items():\n", " try:\n", @@ -805,24 +808,7 @@ " \n", " # Alias v with state and u with state_alt.\n", " proc.vars.state.alias(self.lif.vars.v)\n", - " proc.vars.state_alt.alias(self.lif.vars.u)\n", - " \n", - " def convert_rate_to_lif_params(**kwargs):\n", - " '''Convert rate parameters to LIF parameters.\n", - " The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013.\n", - " \n", - " Parameters\n", - " ----------\n", - " kwargs : dict\n", - " Parameter dictionary for rate network\n", - " \n", - " Returns\n", - " -------\n", - " lif_network_dict : dict\n", - " Parameter dictionary for LIF network\n", - " ''' \n", - " \n", - " return convert_rate_to_lif_params(**kwargs)" + " proc.vars.state_alt.alias(self.lif.vars.u)" ] }, { @@ -1001,7 +987,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 20, From b36206243da310d3d1398ac99c5ca3c5ad8c90a3 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Thu, 22 Sep 2022 07:33:55 -0700 Subject: [PATCH 25/26] Make arguments for conversion function explicit --- tutorials/end_to_end/convert_params.py | 48 +++++++++++-------- ...rial02_excitatory_inhibitory_network.ipynb | 6 +-- 2 files changed, 30 insertions(+), 24 deletions(-) diff --git a/tutorials/end_to_end/convert_params.py b/tutorials/end_to_end/convert_params.py index 50f8b793e..84febe0c1 100644 --- a/tutorials/end_to_end/convert_params.py +++ b/tutorials/end_to_end/convert_params.py @@ -181,34 +181,40 @@ def _beta(vth, mean, std, dv_exc, du_exc): return val -def convert_rate_to_lif_params(**kwargs): +def convert_rate_to_lif_params(shape_exc, dr_exc, bias_exc, shape_inh, dr_inh, + bias_inh, g_factor, q_factor, weights, **kwargs): '''Convert rate parameters to LIF parameters. The mapping is based on A unified view on weakly correlated recurrent network, Grytskyy et al. 2013. Parameters ---------- - kwargs : dict - Parameter dictionary for rate network + shape_exc : int + Number of excitatory neurons in rate network + dr_exc : float + Integration constant for excitatory neurons in rate network + bias_exc : float + Bias for excitatory neurons in rate network + shape_inh : int + Number of inhibitory neurons in rate network + dr_inh : float + Integration constant for inhibitory neurons in rate network + bias_inh : float + Bias for inhibitory neurons in rate network + g_factor : float + Factor controlling inhibition-excitation balance + q_factor : float + Factor controlling response properties of rate network + weights : np.ndarray + Recurrent weights of rate network Returns ------- lif_network_dict : dict Parameter dictionary for LIF network ''' - # Fetch rate parameters. - shape_exc = kwargs['shape_exc'] - dr_exc = kwargs['dr_exc'] - bias_exc = kwargs['bias_exc'] - - shape_inh = kwargs['shape_inh'] - dr_inh = kwargs['dr_inh'] - bias_inh = kwargs['bias_inh'] - - g_factor = kwargs['g_factor'] - q_factor = kwargs['q_factor'] - - weights = kwargs['weights'].copy() + # Copy weight parameters. + weights_local = weights.copy() num_neurons_exc = shape_exc num_neurons_inh = shape_inh @@ -246,7 +252,7 @@ def convert_rate_to_lif_params(**kwargs): bias_inh = 5 * vth_inh * dv_inh * rel_inh_exc_bias # Get the mean excitatory weight. - exc_weights = weights[:, :num_neurons_exc] + exc_weights = weights_local[:, :num_neurons_exc] mean_exc_weight = np.mean(exc_weights) # Perform weight conversion. @@ -289,13 +295,13 @@ def func(weight): # Scale weights. if weight_scale > 0: - weights *= weight_scale + weights_local *= weight_scale else: print('Weigh scaling factor not positive: No weight scaling possible') # Scale weights with integration time step. - weights[:, :num_neurons_exc] *= du_exc - weights[:, num_neurons_exc:] *= du_inh + weights_local[:, :num_neurons_exc] *= du_exc + weights_local[:, num_neurons_exc:] *= du_inh # Single neuron paramters. # Bias_mant is set to make the neuron spike. @@ -320,6 +326,6 @@ def func(weight): network_params_lif.update(lif_params_inh) network_params_lif['g_factor'] = g_factor network_params_lif['q_factor'] = q_factor - network_params_lif['weights'] = weights + network_params_lif['weights'] = weights_local return network_params_lif diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index d26a73c93..3f26ed91e 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -290,7 +290,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "fb2221aa", + "id": "1caca08a", "metadata": {}, "outputs": [], "source": [ @@ -333,7 +333,7 @@ }, { "cell_type": "markdown", - "id": "34a1d495", + "id": "7e500634", "metadata": {}, "source": [ "Finally, we have to set the weights given the above constraints. To this end, we sample the weights randomly from a Gaussian distribution with zero-mean and a standard deviation that scales with the ```q_factor```." @@ -987,7 +987,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 20, From f2793b7688ac6ebef59713323705559a9be705d4 Mon Sep 17 00:00:00 2001 From: ackurth-nc Date: Fri, 23 Sep 2022 02:22:51 -0700 Subject: [PATCH 26/26] Fix typos, make arg and comments consistent, add rate --- ...rial02_excitatory_inhibitory_network.ipynb | 320 +++++++++++++----- 1 file changed, 234 insertions(+), 86 deletions(-) diff --git a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb index 3f26ed91e..319acda1a 100644 --- a/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb +++ b/tutorials/end_to_end/tutorial02_excitatory_inhibitory_network.ipynb @@ -34,7 +34,7 @@ "\n", "#### This tutorial gives a high level view of\n", "- how to implement simple E/I Network Lava Process\n", - "- hot to define and select multiple ProcessModels for the E/I Network, based on Rate and [Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons\n", + "- how to define and select multiple ProcessModels for the E/I Network, based on Rate and [Leaky Integrate-and-Fire (LIF)](https://github.com/lava-nc/lava/tree/main/src/lava/proc/lif \"Lava's LIF neuron\") neurons\n", "- how to use tags to chose between different ProcessModels when running the Process\n", "- the principle adjustments needed to run bit-accurate ProcessModels\n", "\n", @@ -84,7 +84,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Import Process level primitives\n", + "# Import Process level primitives.\n", "from lava.magma.core.process.process import AbstractProcess\n", "from lava.magma.core.process.variable import Var\n", "from lava.magma.core.process.ports.ports import InPort, OutPort" @@ -151,7 +151,7 @@ "# Import execution protocol.\n", "from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol\n", "\n", - "# Import decorators..\n", + "# Import decorators.\n", "from lava.magma.core.decorator import implements, tag, requires" ] }, @@ -204,16 +204,16 @@ " bias_inh : np.ndarray = LavaPyType(np.ndarray, float)\n", " weights : np.ndarray = LavaPyType(np.ndarray, float)\n", "\n", - " def __init__(self, proc):\n", - " super().__init__(proc_params=proc)\n", + " def __init__(self, proc_params):\n", + " super().__init__(proc_params=proc_params)\n", " \n", - " self.dr_exc = proc.get('dr_exc')\n", - " self.dr_inh = proc.get('dr_inh')\n", + " self.dr_exc = proc_params.get('dr_exc')\n", + " self.dr_inh = proc_params.get('dr_inh')\n", " \n", - " self.shape_exc = proc.get('shape_exc')\n", - " self.shape_inh = proc.get('shape_inh')\n", + " self.shape_exc = proc_params.get('shape_exc')\n", + " self.shape_inh = proc_params.get('shape_inh')\n", " \n", - " self.proc = proc\n", + " self.proc_params = proc_params\n", " \n", " self.got_decay = False\n", " self.got_bias = False\n", @@ -239,7 +239,7 @@ " \n", " self.weights[:, self.shape_exc:] *= self.dr_exc\n", " self.weights[:, :self.shape_exc] *= self.dr_inh\n", - " self.proc.overwrite('weights', self.weights)\n", + " self.proc_params.overwrite('weights', self.weights)\n", " \n", " self.weights_scaled = True\n", " \n", @@ -305,7 +305,7 @@ "num_neurons_exc = int(dim * 0.8)\n", "num_neurons_inh = dim - num_neurons_exc\n", "\n", - "# Single neuron paramters. Bias_mant is set to make the neuron spike.\n", + "# Single neuron paramters.\n", "params_exc = {\n", " \"shape_exc\": num_neurons_exc,\n", " \"dr_exc\": 0.01,\n", @@ -363,9 +363,13 @@ " Factor determining response properties of network\n", " g_factor : float\n", " Factor determining inhibition-excitation balance\n", + " \n", + " Returns\n", + " -------\n", + " weights : np.ndarray\n", + " E/I weight matrix\n", " '''\n", - " # Set scaled standard deviation of recurrent weights.\n", - " #J = q_factor**2 * 6 / full_shape\n", + " # Set scaled standard deviation of recurrent weights, J = q_factor**2 * 6 / full_shape.\n", " J = (2 * q_factor)**2 / dim\n", " weights = np.random.normal(0, J,\n", " (dim, dim))\n", @@ -389,7 +393,7 @@ " \n", " return weights\n", "\n", - "# Generate weights\n", + "# Generate weights and store them in parameter dictionary.\n", "network_params_balanced['weights'] = generate_gaussian_weights(dim,\n", " num_neurons_exc,\n", " network_params_balanced['q_factor'],\n", @@ -413,12 +417,11 @@ "source": [ "from lava.magma.core.run_conditions import RunSteps\n", "from lava.magma.core.run_configs import Loihi1SimCfg\n", - "# Import io processes.\n", - "from lava.proc.io import sink, source\n", + "# Import monitoring Process.\n", "from lava.proc.monitor.process import Monitor\n", "\n", "# Configurations for execution.\n", - "num_steps = 750\n", + "num_steps = 1000\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -451,7 +454,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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P9vUfvWo5Vj5pWeWX5+1r8qmcfxKkyW3zUH49v51pdE6uR2J++ehN2t7o9tH6/nHG2ttGX6fBM8bbxUZvkNbkxzHxrGzKNDLWtnaKf8+xrpMTeXlnfFOn1LwXqZPLx/I2o3Gfan+T4psUy9j+9NTbT47r1DHnC7o103i+Nr3d/X8EXAdUKaVagb8kl9B+qpT6LHAc+PB0HV9cOLTtktrTR/LNHob3dtA6so8Tmf10x4/jaY9E+SL619zNAVXDvgEXnYVAFzQ6Ltc4Fk2OSa2rsNwsVroHTw+iaoNUbV7GgouWUZTsJHP0WXTva0SGj1H23DDlbpqQ7dJNGUd1HfvdxRzWy+h2lxB3avCcGFHPpESPt7M1GorlShExIGzkklXQ1EQMj7BShJQiZJz6PyntpNHZJNpOoLP+ZCdw7RSOk0Y7aTw3jacyeCqDa6TxzAyelcILpvCCaXQkCyGNDml0gIlTUOOYiqxlkjVN0oZF1jLJGCZZZZExTBxt4mgL11O4noXnGbieiadNXM9A6yCuF0FrA88z0doYm9C59jV0XkYazT7av6Tnr6vROYwv59VRo+uef6nQySvz/4ee0Ho3YS4ubD1FrdO6/+nsFfkbp9h043QdU1xY7K4EiVc7GdrWRlv/Pk5k9tERP4zjeQw2rKVzxSfZmSqiO+nCINQ5HpfbFs2OQb1rEHTSmKl23EiSonULaNy0mGovSObgm5h9L1N6rI2KowmKsln6dCn7vCZe8y7lkLuWAbsZ1ymhyDOp8AzK3VziWmEoYoafvAKamKGJKkXYME9qN9FOFp0ZQqeH8TLD6MwQmcwIXmYIR4/gWAncQBwvFMeNxCFm48U0XhV4UU06YjISCBIPBElaAZIqSNoNknWDZO0gjhvGcYtx3QCeZ4EXANfE0CbKMzG0gaENTM/ESBmYSRPjXTyJSsHYpcx8Hl5u/EjloRmf69F72ZRm9P620QGFcz0wJg9gnOuvOLoNld+XzyPvPMufe/4IIuP9Aclbzj/HUHrqAbbGyvTJ5blkm7sUppT2O42M9q/06+jxtr/RbTB+wqL06MnY+CXACd+OvO4DxtjiVP0Vx2M92/Kx3St96m2n2cfkc0jFyfvJv9VA5W08058V+Z/96Swbnt5uEzLyiJhR2vFIvtVD4rVOug8e4nD8LY4n9pB10gxWXUTHho+xPVnCYMbD6oVFjmajHWCJbVLsOARSHbjBEaJrG1i8uZnivi7co09QlDhA1fNDlGbSdHhV7PCW8Zb3Ydrsi0nbNRS5QapdgxpPsck0KDEhZiiiQY9iA4oMEyPvcqB2bXRqAC/Vj071k0324ab7sY1BnHA/TqwfrzSJW6LxGiBVZNAfjjAQiDCgIiSyMTJ2FNsuxXWD4AZRbgDLtbC8AIFEADM+OZWMs/zJw8MxHFxl4yoHTzlolUHj4ioXTzm4uBimg6FdLFxM7RDUDgFt+x1YHCL+FMYhjJcrZ3RyCOESUTYhXMLKIYRDQEFeTpm1tM7/yc5PR1Ncx/TPLvVJ5eNdVk75utGu+FNuh9P/7L+beidf7py48XT7PM+x6DPEMmHbmf+4estae8Y650ISm5gRXtIm/mongy8c51jnWxxJvU1foo14qIL2VXexw6mhO+Vh9cMSG66xgyyxDSLZOCrTjloQoOmGldRkTbzDT1Kc2kX984NYGcUb3nJecK/loLOJeHYhZU6IetdgoVKsMRUlpqI46FFqKGLm+FdeuzZeogcv3oWT6MZJdpE1e7FjnTiV/bgVHplF0BeL0hOJ0auLiaeKSWeb8ewVGG4QywkSyoaw+ib+p2QAESCgHGwji2tk8FQWV8XRZgZtZAnqNFGdptjNUIRNic5SqrOU6TTlKk2FSlGishjvsJ3d0wG0DqIJAiE0wfFJR9G5cUrQ/oQ2/bmFJrecwiKpLfDXx+ubfr3cLQHe6J1xKneZ0iM38LFHbpDj3HY1VsdFoZWBq4wJZd5omT93x9YVrmHmzu2Uyp07jbaD+RMw3lbmt5NNKBs95chrIxtvK9O5H+y815BfB3JnplN3zZyYW87kNPlETyrKX5/cDDdx2+glWr+jDOOjkExuFstfz/9bRXH6HKlOs/aO8mmexStrzq7iuySJTUwrZzDDyLMt9L9ylIP92ziUeJOknaJ7wSXsX34nO4cM1DAscuD2bIBltklRZhjttBHZVMvSDfWEjzxHuPuXNG7vIpzxeMNbzlPurRzKXoaXraXRMWnQiutMg3JLURbyqDANAkbujEhrD2+kB2+4jcxwGxmnjUxRG05VN06Nx+DFAdpjJXSoMoaSZWQzazHsCEE7TCgewoiP/wUaApSRJWuk8Iw0rjFExkhjeElK3SSVOkmDl6CJYRqNEYq1nRs0Y4rbdrQ28XQRHsVoong6iqYSjwjai6AJM6IjaCK5Mh0mQ5iMCpJWYTJGgIwRJG0ESJtB0laAjBXEDhg4lsKzwDPBs0CZCgIKwzIwArmhpQzTwLAMTMvEsgws08QKmFiWRdAyCQZMAlaAYMAiEggQCgYIWUECAZOAZRA0jbHem6fr3q79R91o7fqPq3HR/qNzXM/F0R6ednA9/7E7noeHg+dp/zE8+Y/F8R+T4/mXR7Uef/wNuXK0xkOjvdzxPHK9Icces+PmRjfJPcvNQ3saT4+WeeO9Icf268fv+fX9Oic98Sz/8TuTN+Xf+ny6Z6lNeoRPftUJ+5h0kJOelXaa3penP97kriV5xzjpTZ3m+Gc4zS8vmt4WKUlsYlq4QxmGn2mh68W97Bt4jWPxnYwQoGXFLbzqNTKU1ZQMwJUZi7VZi/JsAjJHCa+tYNm6IsIHnqIsuYMFLw7Slq3h1+5l7Mhej51pYIFj0aQNVliKSguqQoydiWnPxRvuwB04RnLkGOlgC5mqE9iNNl2rohyLltOVqSadvBgjewlhO0qwPwj9ubijaAwziW3GccxBTCNOqTdCgzvCEj3ERaqPai990hANng7g6XI8ynB1Da6+CM8rZVAX41GErWMkVZS4EWXEijEYLGIoHCYTMXFCQNjACBlYIZNgOEAoHCAaC1MSi1Aai1EWi1EcCVIeMHN/YesstpMm7aZJOUkyToa0kyKZGSGTSZDJJMhm42SdJI6dwHVSeE4a10mhvQzaH+5KZRzctI2nHbLaAVyUdlA45Mbj8CeVGxtEKQ+lPAw1vpy7T230XjW/DW3CNJPfvPNr+m6UmN/27Rpk09Jrpm3/ktjEeeXGs4w83ULXC/vY3fcix+K7GAxVcGT1R3g1WYKTgiWO4qZMgEW2JpxohYWw/OoGio88T+XIy9S9Nswbzgp+6HyYo+nLqLBLWOoavMcyqLYUVSE9lsi8TBy36wDp/sOkjGNkq4+QbLY5vKGMY0YNQ8l6SF9ENFtMoDcAQBjQZhLbHCFr9RB2h1jgDrJS97FWdVHkuuNDE2qFqytwqcHVS3D1FgZ0NVldzohRTL9VQl+olL5YlEzMREcNrCKLotIoFRVF1JaXUV1aSkU0SI3SZOwRBjL9DCb7GBjpIh7vIpnowc4O4dojaCeBl0qQTqTI9KYZJk2HymCqLKZpY5kOpulgGKf/ixhyP8rhyYUm45fyPIV2/eeUeWrKydMG2jPwtMLVBp420TqQ6ymZG4wr12NyrG0qVz7an/+kMjXav99/hhsGqFzXldxZX25dqfHtyvCDVgbjA/SqsWU1uk+Ve9cKf4Bi7Q+AzOhr8QdP9sc/GR3oWBn+sn93uX8cpUz/UKPrht8OO37cyWeqE2/unpzRjbx6E7coldfeetLVvvzXneZ4k24ZyT/+SdsmvG7yPk+3n9PUPU1sk128cvoeWQOS2MR5oh2P+IttdD6xm909L3B0ZCc94Ur2rP5N3kxEsUZgddZkc8aiJp0A7zBVNyyiKfMW5b0Ps2BbP287y/lW9hO0prfQlI2wBIMtAYOasKbSzP3wedlcIkv1HyAZOkCq+TitlxRxMFZNT6IOkjcRyxRjduZ+KKLKJmUNkjWPUkIfK71ettBGrZsaS16ujuHqRmx9Ea6+ll6vgQGjgq5AJe3F5YyUBtHFBuHyMNU1pSxpqGVhZSmV2qY03UN0pJ3wwDFGhlpJJTtxM93YgwP0DgwzqJIcMdNYZpZAwD7pB80EikdXLHC1wvMMPNfAtQ1cx8R1A2TcoB9nCE0IjzCoEBhBlBFGGUEMI4JhhTDNKJYVIRCIEAjECAVjhIMxwqEiwlaEsAoQROcea6NUroef1ihPY3gaQ7vgeuC6aNtBOzbaccBx0I4zRZkLnot2vdzc88D1b9b2dN623KU9z3VxtYerwfM8XE/jaY2rde7yI/7cr6O1xtH+ZcjR/pZ++WjfSzS4fmORzq8zedn/e8BTjD2EdKx/jGZ8//76xD6eirxbvf1LnHnHy//HHXsy6FjBhM4XGj2pvj+f1CA21vY1erP5pAqT18cb//ztU9xHpyc3sk1ypouKU99X987Wr7nxWho/1HzqIM6RJDZxTrTWpHf30fvQfnYfe5Z9w6/TEyxl7+qP80YiRigOV2QsNmYsyhJd6KoRLro+QtmxH7C49RBd6Wp+Yr+fw+mrWZCNsgKT6wOKxpgm6p+VuYPHyXbuJMlOEosP07KpiD2RegbiiwknLyE8EIYBiCqHpNWPE9hPk9PJVt3Gat2L4Y+o5XhV2HoRjl5Pr9dEr1HLiUgt7RWlOOUm0eoozQuqWbWwkaZABmvkBHQfoK9/F6n4cXSmg6HjvexpHeJwIEkgMPH5azEgpsA1DBzXxM5YOHaQpBvD8apwiaKNIpRZgmmVEQyVE45WURyrpjhaQZEZo8S0CGmdGxvSdiCdxksm8RLJ3NyfnGSSlJ0lZbtkHJeM65LxXNJukowbJ6M9RjRkNGQ1pIG0YZAOBMkGgmSCIWzLwrYsHNPEGZ2bFo5p4Zqmv276yxauMboexjWiOCETN2riGgae4Xcg8Tt0jC57hvKfnK3GnpwtxGCihy3TuH9JbOJdc/rT9N9/kAM7XuTtoefo8jx2rfggb6TLCMTh8ozF5rRJSfwE1sUBVtbvprbnJ1TtTvCofSVfTf82JZl61nomlwcNGqO5S4zac3C795DsfZNE2Vt0r0iyY0MjnYkmwsl1hAfDMAhhM4VtdlJNO1vcdi7VrYRsjdYmtl5E1tvMkF5Cr2rkUGwBHdXFGLUhFjRXs2lZMw1qhFTvXrLtbxIfPIBOnKBzfxfDR4cIBu2x91kExExwsMimAqQzUUbcBXiUglWOFawiHKuntGQBVUUN1FpRIraDEY/jjYzgDg3jDg/hDI8wnEwymM4wnHUYdLrp8jo5qBWDVoBENEoyHCUZjpAMh0mFwqRDIdLBMOlQlHRxGemKENlAgGwgeE7/dkprDO1heP5o/tqfT7l+cpmlXSKOjWHn1pV/sTH3PDj/IqQeH5Ny/KKkmnSxEgw1XqYYHQ5s4piWxmiZ/1yxXHueGhuvMnex0L8fa7TO6KSUf6E0V9lQuVMW/8Jm3iPLpnpd3nadt6+xbSe/hry5cVIiH71nbLQ34yn+fU45XuXJdU7umJh/I9vUt7SPde48xR8aEzpJTlHnpIusZ/H3Sv4jmtasu/jMLzgH6uTeLLPP5s2b9bZt2wodhvBpVxN/qY2Wh7bzevdjtKc72bfoRl5SS9AeXJKxuDRtUho/QWidxcrI4zTFnyaRKuG7mQ/TkbqC1XaQZQGT5iCUWSbac3F79pLp2c5w7XYOrgqwM9xEZriR4kwZCkXGSJO1OlngtHOdd4T19GAAjldHRq/E9pbTqRazu6yJgYYY1YvL2bRyCUXBJPvat9Pe9iqZ4X2EdAuxUP+EMy7tQTYeIB0Pk7bLsanCCNYSiS2kvHwpjbEFVGuDQDyB29WN093FSP8gPckkveksPa5Hr6fojUbpKy2nv7SMweIS4pEYiUiEZChCKhhCG6fvjmC6LgHXGZ88F2tsPbctjCas8Ec7yQ3dFTJGRz4xcsuGImIahE0zN7dMIqZFxDKJWhahgIVpmmOTYRgYhjHl8pm2j04y8K+YSUqp7VrrzVNuk8Qm3gm7K0HPj/ewc8+T7B56mYMVq3m54goGHcXKrMk1SYuqeAuhNQarQj9lefJVdqWW89PMJwikLuISbdEcUjQGcoPzuoMnyLS9yHDVqxxYbfJmcCkMLyDqxAAYCfRRrFu5xj3Mtfo4JmB7C8h4a0h6q9kbvoiDC2soXlzC5tVLCAcH2Xn4KQa6XsHKHqAo1EMwmB2L30mZJAcjJLOVOKqOYHQx5RUX01yyhDoHVHcP2RMt9HR3055I05GxaVcG7WUVdFZW01NeSV9pGYNFJac8awo4NhE7S9jOELazBB2biOcSw6NIKYoNKLVMSi2TskCA8lCAilCQsnCYSChIMJibAoHA2PLoumVZkkCEQBKbOA+01sRfaufI/S/yevdjnHAzvLLkHg7YRdQ7ihtSQRbF+zGbB1lX8RDLEy/zSmoD96V+i8ZUDetMk6UhRbll4tkpnJZXSXgvcHh9D6+WLscdaSJqx/DwSAQ6WeQd5S5vD4t0HFcXkfE2kXAvYVd0JYeaqqldXsmW1Qs51PkCLUd/iUrvoSTYQTCUS2Keq0j1h4knK7DVAsLFK1lQs5GlqoxQTw/pI0do6e7jWCLFEQyOV9bQWltPR2U1PWWVZIITk5bSHrFMmlgmRVEmRbFjU25AuaGoDJhUh4LURkLURyOUx6LEYjFisRjRaJRIJIJlyVV/Ic4nSWzinLgjWXp/spc3X3+Mt4deYXftFl6MrkV5imtTATYlsxjBY6xb8QIr40/yamo99yZ/i6XpGjYELJaEIGKYuPEuMid+TU/zy7y0vJ6O5HJK0pVoNPFAF83eEd7v7mQBSWyviZS3lQ7W82r9MoIXV3D5xoUc6XiOzhO/ImjvoiTai2FotAfpgRAj8SqyxhJKKzezsmw1tYMJUgcOcqSzm32JNPujxRxa2MyJukY6y6tw8pKN4bmUpJOUpBKUZ1LUGlAXMGkMB2kqirKwpJjy0hJKSkooLi4mHD6pI/0FQXsa1/XwnNzctTWe6+E6Hq7jL9serqvRbq53ovZyc88dX54wd6cum1iXCfvL9VTU4D+nTsP4svZ7L+rJ6+PL2n/R2Lrn9wLU2n8azuj2k/c3Wm/C5zJh6DA9XnZSnSleN2Fdj+1Hn6LShKfhnFT55GNNCmvK/Z72Z/wMP/En3Xj9Dl572v2e5rVXvH8pq69ufPc75/SJTf6MFKeVPjzIie+8wssnfsFBN86zyz5OixNlecbgxmSA8sQBlm45zpr4v3OwZyl/nvwSS9M1fDBgsaxIETQMnO69DPf9mv3rjvLSkpUER+4k0B/AMkcIWdv5qLuDxfYIttdM0n0frwcu5c2Lmll16WLKi3oI7/0JRvxVDrzRiWFoqixIDMbo7L2IQPGlrKjeSnPEI3ViP3vaOngre5T7Fmj2Ny+mbe3VOBvHv+ZF6STliWHW97Sw0FQ0hwMsK4mxtLKMqopmKioqiMViM365z/M02ZRDNu1gp11/2cXOuDi2i5P1cLIT57btnlTmZF0cezQ5+cnKySUqz/bwvJn9Q1YZCmWAYSgMQ+XWVa5MKX/4J38+Wg6jy5O3T6o7aZvye3kopTBM/143xfh+yNtP7iATY1X5y/7KxJm/oCbWP6lO/n1fk+uMV564z/HK+eUn7XOKY520nymc8dt8uu/7Oe136uLyutiZXnlO5IxNTElrTfy5Nnbf+wSv9j7KztKVPFu2FdNV3JIKsmZkiNiiY2wJfxUvEeBfUr9HdXIFlwYsloVyCc3ufJuR+EO8dmmKPWo1JckaXOWSsY5znbeLW93DeF4VSe9G9ltbefOixazb0kQy9RodR35OmbWXUDgDQKI3zFB8EaHSy1ldvpm6rn5adu7l5aE4rzU2s695KS219Tj+LQJBx6Z6ZJDadJxFlsGKWJh1lWU011RTU1MzLcnLcz3SCYd03CadyJvi9lhZJuXkkpafuLLp3NzJTDHm1ikoQxEIGphBk0DQwAqaWAF/HjSxggamZWBayh8yy8A0FaY1OoSWv2yOL+e2+ctmbtkwjfGkZKqxhKHyklR++ViZn8xGk5gQ00HO2MQ74mUc+n62n9efu583RnbwfNNd7FfVNGcNbk9YlGT3sXb1IyxN7+RfB36LROIabjQsVhYZhP2E1pd4iGc2a1qdNcRSxQSNFEFrB590X6MxmyXlXc4J7+M8vWgNS69qImtvo+jY/2Xg0D4CAYeqgMFAVyW91gYW11zPOtfl8P7dvJgc5N7Fx9i95CJ6b14FgOU6VI8Msr67hYuDJpvKi1nfUMOCxuWUlpae04+r1ppM0iExlCE5lCU5lCExlCU5lCUxnCtLDGVIjdhkU84p92NaBuGYRSgWIBi2CBcFKKmKEAybBCIWwbBFKGIRCJsEwxbBSG4eCOUS1YSkZcpAT0KcjiQ2MYEzlKHtG6/x/K6fsNON88vFn2DYDXJ9KsCW4TgVzW9wdejbvDa4iX+Pf41r3ChrwyalloHTf4S+/p/y9KUu7c4aoqkisAZptJ7jE84OAk4FI+6HeKTkGpKXNbNgQR+hfd8gdeJtrIBLhWXS116HEb2GTbFLWN59mOdb2vlWfQfbL15L9625RBa2M9QN9bGx6yhbSmNc1VhH8yWXUFZW9o6TmNaa1IjNSF+a4b4UI33p3NSfZrgvzUhfCid78vD6VsgkVhokVhqiuqmYSHGQSFGAcCxvKvKnWAArKN3hhZgpcilSjMm2xzny1Wd55siP2BZt5JmKq4l4inviQRbGD7Fx9U+oTrXxj/H/yJLkcraGLRYETdxkH8kT9/LUJV0cV+uJOjES1gCbeJ0PO7txvFX0urfzy0WXsuTqSjpbfkgk8xSxaBzXVvR11KNiN7A5sI7EG7t4eCTNk2s3sb9pCa5pYrkODYO9rHLSXFtRzNamRhY1NxOJRM76vTlZl8HuFINdSQa7Egx0JRnsTDLYlSSbnngZMBS1KK4MU1wRpqQyQlFFiFhpiKifyKKlQYJh+ZtQiEKSXpHijNL7+9n7jV/ybPu9PF19JW9FltNsG9wVN6iKvs7NNV/jqZGreWPkU9ykQqwKKyztkT7yCNsuep3txRsoypaTsAa4hNf4kLMH272EI/p9vHLJWpasGKHz4L9SFduPMmC4s5i4dznroldjv7Gfh9IuT67fzKHGZlCK0uQIy4b7uDwa5D3NDaxctoyioqIzvg+tNYnBDL0tcXpb4/S2jtDbGmeoJzWhh1dReYiy2ijltVFKa6OUVIYproxQXBkmFJGkJcRsJ4lNnFbyrW52/Nv9PN/7K55ovIOjVg2XpS2uH0qwePHPWcNL/P3wn7EidTFXRCwqLQOnZx9H+TmPLW8mmm4gbSa5yHiNT9k7yLpbOMh72XHFakpKXoe+H1NSNICTMejuWEpdxftZfHCYB9p6eHDjFvY35Ub6rowPsSrez22VJdy88iIaGxsxzjBSRzpu03l0iM4jQ3QdHaanZYRMYrytq6Q6QvWCIioaiyivi1JWG6WsJkogdOqnVwshZj/pPCJOKfF6J698+4c8P/gqjzV9iB5i3JoMsGngOFtW/wvd8Sr+dvifuZUYa4oMlJNi6MCPeWjTEAn3MoIZj2jgDf6j/SIh+2J26//JW9esIWw9SVXynwln0iTtMK2t17LRuILhnfv5WrPi1fXXYm8OUJqMc03nMd5bW8b1m1dQV1d3yrYorTVD3Sla9w/QeSSXzIa6U0CuB15lY4ylG2uoWlBE1YIiKhcUySVDIeYh+a9+Hou/1M5L3/s+T8d38fDCj5LRQT6QCHBR+k1uW/VlfjTwEYjfyqfDAWoDBnbXbt4q+gUvbVpF1GnGDpzgc+6vWJgppdX9U568dBNFsSepdL5CyMwyPFzM8PA9rO+sYmdrH/93axMdd28m6Nhc3NfBHcUh3r92JQsXXnnKZBYfyNC6v5+2fQO07h8gPpDr/h8pCVK3uIRVVzZQt6SE6qYSOQsTQgCS2Oat4edaePH73+Op1GEebvwAlmfxsXiA5cFfcfWin/N3vX/FlsxitsZMAtpl6OCP+fmGEbS7FaUTrA08yvuyLfTZv8F3L76JkqZtNCT/iJCZZbC7lLj6MAv3GfxbqIQvbL6CzIYQVSODfLD3BJ+5eDHrrruNQCBwUlza03QdG+bo270ce7uX/vYEAOFYgMYV5VxyWzkLVpRTWhORXoZCiClJYpuHRl5u57l//xZPZVt5uOG9RDyTj46YrKn8AQ3mbv53zz9xlypmZczAjXezO/s9ntm4nLBTgxncw19knyKQvYJHi/6IxBUD1Ax+kZgXZ3iomMTAR6ne7fLP1Y28cO1mFLCsr4MPFAX46Jb11NbWnhSP63i07Onn6Fs9HN3ZR2o4izIUDctLueL9y1iwspyqxiLU2TwbQwgx70lim2cSO7p54Tvf5ld2B4/U3UWJZ/GRYcXW+n8iYSse6P+ffCoUoi5gkG57lQebtjEU2Ag6yZbAA9ySTnLY+wIvXNdESeLLVNntpOwQna13U7Enwr8uXMRrN63D8lw29bTw+YU13HL3jSeNrag9TfuhQQ683sXh7d1kkg7BsEnTmkoWr6uiaXUl4djJZ3RCCHEmktjmkdTuXl7++vd4In2Ch+vupMI1+ciQ5vqmv2Zbcj3J4Q/y0WiAYgU9R3/Ez9ZA0L0YJ3iEP8s+TihzHT9Y+H6sBb+mia/iBRStx6+k6cRSvlPawAu3bCboOlzRdZzfXbqAa6+746RR7Qe7kux5oZ0Dr3eRGMxghUyWrK9i+aW1LFxZgWnJqBpCiHMjiW2eyBwf5tWv/ojHE3t5pP4eyj2T3xh0uGnRX3H/8HtpTl7JTTELy82wt/87PLN6IYYXYGHwGT6dOc5R5495+uoo9c7fEImk6D7RQNngrTyfjPHYlVcDsKX7BH+2opnLb7gL0xzvyOE6Hkfe7GH38+207R9AGYqm1RVc8YGlLF5XLZ0+hBDnlSS2ecDpTfHmV+7lscHtPNTwXoo8k48Muty2+P/j3wc+xSWZTWyOmXjJXp427uVI8zJcFece4xesSy3kJzX/Dd30IEuCO0gmwnR3f4hj+4N8/bobSIfCrO5p5Y+banjPpDO05HCWnc+0svv5NlIjNsUVYbbcvYSVV9YTKw0V8BMRQsxlktjmODdhs+8rT/Box9M82PBegl6Ajw7DHU3/hW8OfJ7rsqvYELPI9B3ivurnSASXYwdb+NPsIxj2B/j2ZRfRZP4d4UiK9qPLCRzZxJfWXMGxWxdQP9THHwQzfOy9txAKjSeqwa4kb/76BPte6cR1PBatqWT1NY00ra7EkA4gQohpJoltDtOOx7Gvv8Cjh+7lgbo7gCAfGVbcvvC/8o2B3+dWZwmroxbx7rf40cLdKNVMMPQ2f5F+gz36T9ixZQ8riv6J9HCQjoMf4OnBBTx649VEsxk+1tfCX1x3OVVVVWPH62uP8/rDRzm8owfTNFixtY4NNy2c9mcvCSFEPklsc1jXfbv45fbv8Yvq64mbRXx4xOKOxv/Ot/t/h7u9JSyPmPR3vcJPmzswqGZh6Bk+mRrm3so/w2r+IU1FnXSdWEj60FX8w+Yb6F1RwcbuFv567TIuWbll7D6ywe4krz98lAOvdxEImVzynmbWXr9ALjcKIQpCEtscFX+9nV8/+k3uK99Ie7CGuxMB7qn5P/xg6FPc7S1hWdikq/NZ7ls0DCrM5YEHuTZZx9dX3MTSii9jmg5HD13LK33refiGayhOJ/nTVDe/n3fZMTGU4bUHj7D35U5MU7HpliY23txMuEi66QshCkcS2xyUbR3hhW99jwdD5RyMLeW6pMX7yr7FvSN3c5u7gmVhk9bup3h4cQqtDO4w7mNlYivf2VTCxaXfJj0c5sSx9/P1hdfQtryODd0t/O9NK1m7fBkAru3x1lMtbHv0GK7jsfbaRjbd2ixnaEKIWUES2xzjJmze/soDPJRu5bXa21idMXlv6GGeymzmJmc1KyImx/ue5fGmLI7h8VF1L1XJ23hgcwcryp6nr72K/Qdv4xtX3o6B5rdHOvjze24eu8H66Fs9vPDzQwz3pFi8voorPrCMsppogd+1EEKMk8Q2h2itOf7dl3m47Ul+VX8PtQ580N3J0UCYrZnNrIpYtPS+yOMLUmTNFJ/17sPVH+DFS1+lqbSD40dW8MuRe3jmui3UD/XxtwsruOWS24DcZcfnfnyAIzt6KK+PcfcfbGDhqooCv2MhhDiZJLY5ZPjFFp545Yc8WHMTJhYfSgxhle2lIf4J1scs2ga28+iCYWwzw//j3U+/+SHa1/6aiugIe/Zfx49L7ubw0mau6D7BV67bQkNtLVpr9r7UwUv3HsLJelz+vqWsv2khpikjhAghZidJbHOE3Zng+e9/l/tKLmbAKuXDccXK8vvpGP4818QsOkf283B9N7Zp8xnvfk4EP0RizaNEAxm2730v31l8N/FIlE8PtvLf33crwWCQ+ECGp763h5a9A9QvK+WG31xJWa1cdhRCzG6S2OYAbbvs+uoj/MIe5GDZJq5KWdxa/jXeGPp/eV80yFC6nYeqDuOYLp/U93Eicif2mocI4vL0/o/x/VV3EnRs/puZ5DP33I5hGBx5s4en/30fju1yzUcvYs01jTK6vhDigiCJbQ7ofGAXDx/5Jc/W3clCW/HRyEP8aviTfCocJusO8YuS7dimxYd4gLbIrbhrH0dlDR47/Gl+sv5WquND/MviGq5auxon6/L8z/ez67k2qhYWcctnV8sN1kKIC4oktgtc+tgQTz7yXR6svBoTi484Lbyg1/KRQDkBZfOz4LPYVoQbjAcYDl6Pu+bXuBmD+499joc33EDzQA//vvliLmpayHBvise+tpPeljgbblrI1nuWYgakLU0IcWEpSGJTSv0x8B8ADewEPqO1ThcilguZtl3e/Np93BuqpCdUxfvjGjvSwq32jVSGFQ85T5CMxlgdeIIStYH+tU/j2orvdvwRz63bysq+Dn5w9SU01NbQsqefJ765CzTc8bvrWLS26swBCCHELDTjf44rpRqBPwA2a63XACbw0ZmOYy7ofHA3v+h4nR2l61mfNriq6FEWpq9nWdjipdTT9BRFqQm/xFq9gL71r+E5im92/QnPrdjKpT2t3HfT5dTXVPPGL4/z0JffJFYa4oNf2CxJTQhxQSvUpUgLiCilbCAKtBcojgtW5sQwTz3yfR6vvJIST/Nh6xWOJO/iQ9EA+1Jvs69cQ2g/d2Ut3t64F1Nr/q3zz3hp2WYu72nh+3fcQDgc4Znv72PPix0su6SG63/zYoJhuTothLiwzfivmNa6TSn198AJIAX8Umv9y5mO40KmXc3b33iQe4MlDAbK+FgixR5rCZ8Ixeh1e3m+rJN0oI//mDnCSxuyRANZvtr+Z7y8bDNb/aQWMEM8+i9vc2J3P5tvX8Rldy0eG9RYCCEuZIW4FFkO3AMsBhqAmFLqE1PU+5xSaptSaltPT89Mhzmr9T9zmF+0vMyO0g2syxg0BndzO81YRpbHw9vIWGk+5zzLs2ugODbMNzv/kJcXX8bWnlZ+cMcN4Fj84h920LJ3gOs+voItdy+RpCaEmDMK0eXtJuCo1rpHa20D9wFXTK6ktf661nqz1npzdXX1jAc5W7nDWZ772Q95rGIrRZ7mA8YOquwraQoZ/Np7jrRlcpt6nFeX1lBZ0csP2/4DzzVfxYbeNn5wx/V4GZP7/v4NBrqS3P7ba1l9dWOh35IQQpxXhUhsJ4CtSqmoyp0m3AjsLUAcF6SjP3qBn3k2/cEKbstkaLFXsSUSZIf9Nl0xg/rQy/RUNVPbcIIH2z7Ao823sby/kx/efCVuyuD+//MG6bjNPX+4QTqJCCHmpBlPbFrrV4GfA2+Q6+pvAF+f6TguRKlDAzzyykO8VnYJy7JQbx3jzmA5vfSzvaibbOg464OKsmV7ebHnKn7W8BEah3r50VWbMDJB7v8/b5BNO9zzRxuoW1Ja6LcjhBDToiBd4LTWfwn8ZSGOfaHSnmbHt+7nwaIloEzep4+w0N1IcdTlp2auXe3j7KR99TAnhpfwzbLfoSwZ5wcbL6KIIu7/hzfQnua9f7yRqgXFhX47QggxbWRYiQvE4EvHuK9jJ4djS7g8rRhxmlkXCfCct41UwOBm40mOrswSd2P8Y+CLKOCfF1XTWFzDA1/agedq3vvHmySpCSHmPElsFwAv6/L8T37Cryo2U+64bKKF20OlHKeD49EkxeE36V9YRLA4zd9n/iuD0TL+IpBh66JlPPilN8kmHe7+gw1UNMiYj0KIuU8S2wWg87Fd/CyTYChQxm12kiV6ORHL4fngLlKBPi6JDlKxoJ2vD/4+R8sX8xvDHXxq6+U89OW3GOlPc8fvrqO6Sc7UhBDzgyS2Wc4dyfLkI/fyWulGFmU9ilGsjQR4Vm8na8KtgZdwVnTw1OANvFRxNVt6Wvmft9/ME9/YRV9rnFs/t4aG5eWFfhtCCDFjJLHNcsd+/jL3miGyRpBb3T5uMGs5bnTSGklSHt7GyPIs7W49/178/1A33M83brqSl39+hJa9A1z78RXSpV8IMe9IYpvFnL4Uj734KG+XrGVNWlOj66gMerxs7SEV6GVZ5SCBUof/4/1nlIYvL6un/Y0Rdj/fzqb3NLPqyoZCvwUhhJhxkthmsf0/eooHwvUYWnG1F+fKUJRX1B4ypuaG0GtElnTz1ZHfoydWy++5wyxwqnjx3kMs3VTN1nuWFDp8IYQoCElss1S2O8EvdjzHwaLlbM1o1hs1xK0hDoV6CUV24iyP80r6cl4tuZKre1r47Iat/Orbe6hpKuamT69CGTL2oxBifpLENkvt//GTPBFbRMRz2ORlWB42ec54i4yRZG11K+miEN8M/A7VI4P807VX8sQ3dmNaBrd+fi1W0Cx0+EIIUTCS2GahbFeC+99+iRPRJq7KaLZaVew1WxgKOKwrfpHIon6+kvwTsmaIv2koZefDHQx0JLjlP6ymuCJc6PCFEKKgJLHNQvt+9Gt+GVtM1HXY4JpUhVzesA6TDZ2gePEgv07fwt6iNdw92MGi4SoOvt7FlnuWsPDiikKHLoQQBSeJbZaxe5Lct+tlWiMLuDYDV4ZKeN08iGN4bK3YSbIkxg+Cn2HhYC9fWHcZL917iEXrqtj0nuZChy6EELOCJLZZZv/Pn+JXsSVEXYerdBAVTHDQ6qS4+C3Ciwf4aur30Bj83dIGXvzBESJFAW785Ep5UKgQQvgksc0i7nCW+994hbZIIzdlYGM4ysvGXhwjw0WNx3hVX86e6DruHOrC2GUy0Jnkxs+sIlwUKHToQggxa0him0WOPfAyv440EHEdrtZBBgJ9dAZGWFr5MtRovqM+T83IIL+3YA27nmtjw81N0q4mhBCTSGKbJby0w8MvPMXxaDM3phVrwhFeMfdjW/3UNXXxvcxnSFoxvlgW5tWfnaBqYRFb75absIUQYjJJbLNE2+Nv8UignIDrchNB2oKdjJgZ1tW8xrGiJbwQvp6relup2B8jm3K46TOrMAPyzyeEEJPJL+MsoF2PJ375OAdjS7k5rbg4EuYN4zA63Eppcx/ftD9PLJPiTxou5tD2HjbfvojKhqJChy2EELOSVegABPS/dpQHCWBouJ0AxwLtJE2b9Q07eNG8jlazmc8Nd7LvaZfKxph07RdCiNOQM7ZZ4PkHHmF30QquTnssjYTYYR4mVHKQwIIMP9KfpH6on6uHGkgOZ7nhkysxLflnE0KIU5FfyAJLHR/g3sFhXMPiHh3gSKCVjOGyqmEX9zkfIm4W8buBIAde6mXDTU3UNJcUOmQhhJjVJLEV2Ns/+yVvFC1nY9pmeTjMW+Yxisp2E68p5gnrTjb2thHbblFUEeLSuxYXOlwhhJj1JLEVkDuS5WcH9pGwivioE+REsJ2s4XBR4z5+5Hwc0/X4fLCe/vYkV31oOQEZtV8IIc5IElsBHXvkNV6MNtKcdVgVCbPTPE5pxW66KuvZFric6/s76XkmzsJVFSzZUF3ocIUQ4oIgia1AtKd56Pnn6AjX8+msRWewi5SRYfnCvfzQ+U3C2Qx3xWtxbI+rP7xcxoIUQoizJImtQAbfbOExFaXYcVkfivCmeYyKqj0cLr2IvYG13NrfTffrcdbfuJDyulihwxVCiAuGJLYCefnBX3IwtoSPp2Eo1EvCSLO4cR8/dD9BUTrBVS0VREuCbL59UaFDFUKIC4oktgJwhtLc29kFmFwdiPKWdZzy8oPsKV3LcWsp9wwOMnQkw6V3LiYYlnvohRDinZDEVgBHHn6Z7dFmbk45GOE4g0acRQt2ca/3YUqTI6zdX0JZbZRVV9YXOlQhhLjgSGKbYdrT/OKl1xgMlPNBQuy2WigrbeFg+QpOmIu5bWCIRKfN5e9dimHKP48QQrxT8ss5w4Z3tfOkCrHU9qiMaFrNPpoW7OBe7yMUp+Ks3BWjbkkpizdUFTpUIYS4IElim2EvP/hLDkUX8x8ycCDQSnFxF8crl3DUXMYtPQM4g5or3r9UuvcLIcS7JIltBnlph3tbO7GwWBYJc9DsYEHDDu7VH6IonWDVzgiL1lZSv6ys0KEKIcQFSxLbDGp75i3eiDby4aRDV6iTQGSInuoqDhkXc2N3P8QNLr1TxoMUQohzcVaJTSkVUUqtmO5g5rrHfv0ifYFKbrbC7DPbaKx7k0fV3YTtNGt2h1m0tlJG7xdCiHN0xsSmlLoLeBN43F/foJR6cJrjmnPsviRPJLMstzUqkiAdHMKrd3jDuIytnT0Yw6acrQkhxHlwNmdsfwVcBgwCaK3fBOQX+B068MgL7Ik187ms5oDVTn3tfp4I3IHpOWzeF6BZztaEEOK8OJvEZmuthyaV6ekIZq7SWnPva2+hVZSmSJAWo5tYQzvPcT3rOjuJ9Ae59A75W0EIIc6Hs0lsu5VSHwNMpdRypdSXgZemOa45JXmkjxdUiPemXTpCHVRWtvBs5AYcLK44rFi4spzaRXK2JoQQ58PZJLbfB1YDGeBHwDDwR+dyUKVUmVLq50qpfUqpvUqpy89lf7Pd9oef5HCkmfcoi/1mO9X1B/iVvpWlfZ2Ut4fZeEtzoUMUQog544wj7Gqtk8B/9qfz5UvA41rrDyqlgkD0PO57VtGe5t79x6mKroZoEqK97KtcQVyV8N4Tw1QvLGbBxeWFDlMIIeaMMyY2pdTTTNGmprW+4d0cUClVClwDfNrfTxbIvpt9XQhG9newPVDGb6UcjkQ6aKjbx1f5NGXJIZoPhtn02WYZZUQIIc6js3kmyp/mLYeBDwDOORxzMdADfFsptR7YDvyh1jpxDvuctV5++BnaQ/WstiyetrqortMcVhdxS+sJSiurWLqputAhCiHEnHLGNjat9fa86UWt9X8ErjuHY1rAJuBftdYbgQTwhcmVlFKfU0ptU0pt6+npOYfDFY72NL842s5G22Ao3EtVzTGeCtxMwM2ydneADTc1yQj+Qghxnp3NDdoVeVOVUuo9QOk5HLMVaNVav+qv/5xcoptAa/11rfVmrfXm6uoL86xmeE8bbwbL+LjjcdDsoLiulZe5itUd3ZSZMS6+vK7QIQohxJxzNpcit5NrY1PkLkEeBT77bg+ote5USrUopVZorfcDNwJ73u3+ZrPnH36GvlA91drjUFE720s3Yasgl+z3WHlFvTwdWwghpsHZ9IqcjjuHfx/4gd8j8gjwmWk4RkFpT/PgiU5uscpoL+mkuvYw3+d3aBjqob4vxpprGwsdohBCzEmnTGxKqfef7oVa6/ve7UH9Ybk2v9vXXwiGdrfxVrCCv3I1b1odhOsCdKt67jx2gkWrmymrmbN3OAghREGd7oztrtNs08C7TmzzwXOPPctQsBbLSBKrOM6zgWsJuhlWHQqy9rcXFDo8IYSYs06Z2LTWc+7y4EzRWvPQsU7utkpoK+2mtK6d1/g8Kzu6qamopGllRaFDFEKIOeusei8ope4gN6xWeLRMa/3fpyuoC13ieD+7g6X8pdbsCLUyWLkYWwVZf1Cz9toFKENuyBZCiOlyNt39vwp8hFyHDwV8CJDBDU/j9UefYyRQB9EUlbWHeU7dQGWin8X9RazYKl38hRBiOp3N3cFXaK0/CQxorf8bcDlw0fSGdWF7cPdRPpD2aLG6seuyHFHLWH8szvJNNYRjgUKHJ4QQc9rZJLaUP08qpRoAG6ifvpAubJneOG+aEa40Ff1FR3gtthnTc1h3OMCqKxsKHZ4QQsx5Z9PG9rBSqgz438Ab5HpEfmM6g7qQ7X78FQaCjdjBESpqjvMS97Cov4sFRRU0XFRW6PCEEGLOO5sbtP/aX7xXKfUwEJ7iidrCd//ru7nbW8SJaBdDdRGGVRnXHR1m1VUNMoq/EELMgLPpPPK2UuovlFJLtdYZSWqn5qZsXvdMthqaeMlhXg9dSshNs7olLJ1GhBBihpxNG9td5MaI/KlS6nWl1J8qpZqmOa4L0vHn3qI11IgXTVJW28o2trC0q4flq+qIlYYKHZ4QQswLZ/PYmuNa67/TWl8CfAxYR24gZDHJ/U9t45asSbvVRUtNFWkVYd0RzcorpK+NEELMlLO9QbuZ3L1sHwFc4D9NZ1AXIu1pXo1n+ITpcqRiP68GtlKUHWHVYAlNqysLHZ4QQswbZ0xsSqlXgQDwU+BDWusj0x7VBWjkcBdHglWY4QyRum52soH1be2s2LwC05KHiQohxEw5mzO2T/rPTROn8dwjL7DJK6HTOsrhygW4ymL9EcWK35JOI0IIMZPOpo1NktpZePxgK7d6DiPle9lmXUp5up+VqpLaxSWFDk0IIeYVuUZ2HjgjGXYbYcLRLMHaXvayiqVtw1y8pV7uXRNCiBkmie08OPzsm8TMOnoCvRyrqkcrk7XHLFZsqS10aEIIMe+czQ3aUaXUf1FKfcNfX66UunP6Q7tw3P/Mdt5ruwyW7eONwCbKMgNsKq6ltFqeki2EEDPtbM7Yvg1kyI3qD9AG/M20RXSB0VrzesqmLuIQqO1iD2tZ2j7ERZdKpxEhhCiEs0lsS7XWf0duVH+01klyz2UT5Lr5dwZrSISHOVFdg6dM1hw1WbqxptChCSHEvHQ2iS2rlIqQG9UfpdRScmdwAnjm0Ze42Q7RV3KAHcFNlGYHubSkjqJyGUJLCCEK4WwS218BjwMLlVI/AJ4E/nw6g7qQ/OpAKxtNF13Txi7WsqRzgOWXyGVIIYQolLN5bM0vlVLbga3kLkH+oda6d9ojuwBox2O/CnBDNE1rTSWuCrDmiMXSu+UypBBCFMrZ9Ip8Umvdp7V+RGv9sNa6Vyn15EwEN9t1vXmYRlVDb+w4e8IrKXJGuLRILkMKIUQhnTKxKaXCSqkKoEopVa6UqvCnRUDjjEU4iz3y6Mvc6GkylQd4iw009fZw8Wa5DCmEEIV0ukuRnwf+CGgAtjPeE3IY+Mr0hnVheKGrn/fFLI7UhUmrKCuOWiy9TS5DCiFEIZ0ysWmtvwR8SSn1+1rrL89gTBcEN5ml3SxmMNzHwZLFBLwsVwaqiJXJZUghhCiks+k88mWl1BpgFRDOK//edAY22x1+YSdb3RLila+zQ72fBUPtrFq/sdBhCSHEvHc2nUf+EviyP10P/B1w9zTHNev94sk3WBuwiddm6FU1LD2hWbK+utBhCSHEvHc297F9ELgR6NRafwZYD5ROa1QXgO3xJESyHK1oAOCykRLKamVsSCGEKLSzSWwprbUHOEqpEqAbWDi9Yc1u9nAKx6gkXnqYt631NCTbuHR1c6HDEkIIwdkltm1KqTLgG+R6R74BvDydQc12bz+9neu8IIM1rRxWF9HUmWSxXIYUQohZ4Ww6j/yOv/hVpdTjQInW+u3pDWt2e+S5nawLl/BidRkA69pj1CySJ2ULIcRscFYjj4wua62Paa3fnu8jj+xM26SjIxyKLqXIGebq5iYMQx54IIQQs8Epz9iUUmEgij/yCOM3aJcwj0cecZIZqlUlI5WvslN9kAVDnSzbsKrQYQkhhPDJyCPv0L5n32SLUrTWpYmrEpac6GXh3eWFDksIIYRPRh55hx546i0uDoc5UVaP0h7XWjVYQbPQYQkhhPCdbhDkS5VSdaNJTSn1SaXUA0qpf/IHR56XdiZTpEo62Bu8mPp0OxvXLip0SEIIIfKcrvPI14AsgFLqGuB/Ad8DhoCvT39os4+bdqihjMGaIxziIhp7R2heM29zvBBCzEqnS2ym1rrfX/4I8HWt9b1a6/8CLDvXAyulTKXUDqXUw+e6r5ly8IWdbDIM2mojeMpkTUcJpdUy2ogQQswmp01sSqnRNrgbgafytp3x/rez8IfA3vOwnxnzwK+2EQvbHC5qIuwluXHhokKHJIQQYpLTJbYfAc8qpR4AUsDzAEqpZeQuR75rSqkFwB3Av53LfmbaW/Ekmcrj7DbWsmj4BMvXyUNFhRBitjllYtNa/w/gT4DvAFdprXXea37/HI/7f4H/BHjnuJ8Zoz1NLaV01PXQp6pp6ITGi8oKHZYQQohJTntJUWv9yhRlB87lgEqpO4FurfV2pdR1p6n3OeBzAE1NTedyyPOiY+cRNpgG2ytzDza4PCvd/IUQYjY6m0GQz7crgbuVUseAHwM3KKW+P7mS1vrrWuvNWuvN1dWFH2D4wQdeIhp2OBptoszp56rVSwsdkhBCiCnMeGLTWn9Ra71Aa70I+CjwlNb6EzMdxzu1vauHTOVR9qlVLBhuZ9GaqkKHJIQQYgqFOGO7IJXrElrrBxhRpSzotOShokIIMUsVNLFprZ/RWt9ZyBjORqpnmJWWyYmK3JiQ1webUEpG8xdCiNlIztjOwnMPvUI0bHMksojqbBdb1iwqdEhCCCFOQRLbWXhyx14yVSfYp1bSONzFwpWVhQ5JCCHEKUhiOwtxN0hLQ5y0itLcFSJWFip0SEIIIU5BEtsZeLbLKsPiWHmufe2m4iUFjkgIIcTpSGI7g0Ov7KE67HEkvJj6TCuXrF9U6JCEEEKchiS2M3jwkVdxqjo4pC6icbhThtESQohZ7nyM0j+n7R8aIbsyQUaFaeyNEYoGCh2SEEKI05AztjNYasQ4Xl4EwHvKzvkxdEIIIaaZJLbTyAzGaQ7A8Wgj1XYXl26Q8SGFEGK2k8R2Gs8++AqU93PIWEFjvI26paWFDkkIIcQZSGI7jSe37aSjcYC4Kqa2zyAQksfUCCHEbCeJ7TQsJ8CRqtzN2NcG5DKkEEJcCCSxnYLWmiUBk5ZYPSXuENdtWFHokIQQQpwFSWynMNLeRyyW4JC5jKbEMRqWlxc6JCGEEGdBEtspPPyTZ+lv7KdPVVPTnyEck/vXhBDiQiCJ7RReP3yUIzW5+9cvc5sKHI0QQoizJYntFOoIcby4koiX4pa1awsdjhBCiLMkiW0K2tM0hDTHgotoSh2n+eKqQockhBDiLElim0LHnhPo6n5aWUjtcBexUnn+mhBCXChkEOQp3P/Tp+hf5qKVQfOwnK0JIcSFRM7YpnC0d4DjZREA7ly6qcDRCCGEeCcksU1hsRngRLSeOruT9euaCx2OEEKId0AS2yRaa8pjGY4aS2iMn6C0JlLokIQQQrwDktgm6TrQxkDjMCOqlKqhJEqpQockhBDiHZDENsm9P3yCozW5UfwvNVYWOBohhBDvlCS2STq7+zlRUkZIp7lj88ZChyOEEOIdksQ2SVMQTgQX0JxuoXFpRaHDEUII8Q5JYpskWJGiRTVTN9xGMCy3+QkhxIVGEluegbY+2he4uMqidihY6HCEEEK8C5LY8jz0gyc4VpHr3n9X0xUFjkYIIcS7IYktz8FjrbRGq6h0e7nskosKHY4QQoh3QRJbnoUBaAksYGGyndJquTFbCCEuRJLY8pjVSbpVHdUjnXJjthBCXKAksfnSI0naGnIfR11CztaEEOJCJYnN99gPfk2L33HkAxffXOBohBBCvFuS2Hxv7txFa7SSGqebDZuWFjocIYQQ75IkNl+DpThhLWRBqp1wUaDQ4QghhHiXJLH5jJosfaqamuHOQocihBDiHEhiI/cMttGOI7XScUQIIS5oktiAw28corU8l9A+uuGOAkcjhBDiXMx4YlNKLVRKPa2U2qOU2q2U+sOZjmGyn33/Z7REq6hzOlm9flGhwxFCCHEOCjF8vQP8idb6DaVUMbBdKfUrrfWeAsQCQJG2OWEtZNlIi4zoL4QQF7gZP2PTWndord/wl0eAvUDjTMeRL1DtMqAqqR3qKmQYQgghzoOCtrEppRYBG4FXCxlHR33uETXlw9lChiGEEOI8KFhiU0oVAfcCf6S1Hp5i++eUUtuUUtt6enqmLQ4nk6WtPIrSHr95xcem7ThCCCFmRkESm1IqQC6p/UBrfd9UdbTWX9dab9Zab66urp62WB77zqO0R8up8XpYtXbRtB1HCCHEzChEr0gFfBPYq7X+h5k+/mS7d+2gNVBPQ7obK2AWOhwhhBDnqBBnbFcCvwncoJR6059uL0AcAJSVenSrOuqGp+9ypxBCiJkz433btdYvALPmYWf9DbmOI6XDvQWORAghxPkw70ce6agMA3BVwzUFjkQIIcT5MK8TW29bH23FJRTpEe686YZChyOEEOI8mNeJ7Vtf+lfagjUsyHYQjgYLHY4QQojzYF4ntpiXot1opCEuHUeEEGKumNeJLVMXxFZBqgYlsQkhxFwxrxNbZ00IgCo7VOBIhBBCnC/zOrG1lRUR0Fn+3/f+dqFDEUIIcZ7M28TWeayT9nAlDW4nNfVlhQ5HCCHEeTJvE9t3v/SPtFqNNCalfU0IIeaSeZvYghUmI6qEuqH+QocihBDiPJq3iW2wOgJA2aAkNiGEmEvmbWLrqogCsKFxQ2EDEUIIcV7N28TWWVRKmTfAh9734UKHIoQQ4jyal4mtu62XjmAVDXYXypg1DxoQQghxHszLxPbtf/hbOox66pIDhQ5FCCHEeTYvE5tRGSCrQtQMDhY6FCGEEOfZvExsg9UxAEqkR6QQQsw58zKxdZXnEtsVq+ThokIIMdfMy8TWGSul2uvm1lvvKnQoQgghzrN5l9gGugdoD1ZTn+0udChCCCGmwbxLbP/2939Dl6qjLjFY6FCEEEJMg3mX2LyqCK6yqB4cKnQoQgghpsG8S2z9VbmOI8UDcg+bEELMRfMusXWVFWFqh+svubHQoQghhJgG8y6xdUTLqPG6ufaG2wodihBCiGkw7xJbV6CKumxfocMQQggxTeZVYvvK33yRHlVNTVI6jgghxFw1rxLbiKVxlUXVcLzQoQghhJgm8yuxVRQBUDIwXOBIhBBCTJd5ldh6S3Nd/cu1WeBIhBBCTJd5ldi6YyWU637+4E//utChCCGEmCbzKrF1hcqptXsKHYYQQohpNG8S29uvvkaXWUtterDQoQghhJhG8yaxPfr4j0iqGNUjI4UORQghxDSaN4ktXV4CQPmgdPUXQoi5bN4ktv7yXFf/yKB09RdCiLls3iS27pJiQjrNPbf/ZqFDEUIIMY3mT2ILl1LndrF608ZChyKEEGIazZvE1mVVU5vtL3QYQgghpllBEptS6lal1H6l1CGl1Bem+3j/+D/+nD6jipqEtK8JIcRcN+OJTSllAv8M3AasAn5DKbVqOo8ZD+WG0Kockh6RQggx11kFOOZlwCGt9REApdSPgXuAPdN1wIZgMb+7/acE4onpOoQQQohZohCJrRFoyVtvBbZM5wE/+wdfnM7dCyGEmEVmbecRpdTnlFLblFLbenpkfEchhBBnpxCJrQ1YmLe+wC+bQGv9da31Zq315urq6hkLTgghxIWtEIntdWC5UmqxUioIfBR4sABxCCGEmINmvI1Na+0opX4PeAIwgW9prXfPdBxCCCHmpkJ0HkFr/SjwaCGOLYQQYm6btZ1HhBBCiHdDEpsQQog5RRKbEEKIOUUSmxBCiDlFEpsQQog5RWmtCx3DGSmleoDj52FXVUDvedjPXCSfzanJZ3Nq8tmcmnw2p3Y+PptmrfWUo3dcEIntfFFKbdNaby50HLORfDanJp/Nqclnc2ry2ZzadH82cilSCCHEnCKJTQghxJwy3xLb1wsdwCwmn82pyWdzavLZnJp8Nqc2rZ/NvGpjE0IIMffNtzM2IYQQc9y8SGxKqVuVUvuVUoeUUl8odDwzTSm1UCn1tFJqj1Jqt1LqD/3yCqXUr5RSB/15uV+ulFL/5H9ebyulNhX2HUw/pZSplNqhlHrYX1+slHrV/wx+4j9iCaVUyF8/5G9fVNDAp5lSqkwp9XOl1D6l1F6l1OXyvclRSv2x/9/TLqXUj5RS4fn8vVFKfUsp1a2U2pVX9o6/K0qpT/n1DyqlPvVuYpnziU0pZQL/DNwGrAJ+Qym1qrBRzTgH+BOt9SpgK/C7/mfwBeBJrfVy4El/HXKf1XJ/+hzwrzMf8oz7Q2Bv3vrfAv+otV4GDACf9cs/Cwz45f/o15vLvgQ8rrW+GFhP7jOa998bpVQj8AfAZq31GnKP4Poo8/t78x3g1kll7+i7opSqAP4S2AJcBvzlaDJ8R7TWc3oCLgeeyFv/IvDFQsdV4M/kAeBmYD9Q75fVA/v95a8Bv5FXf6zeXJzIPcX9SeAG4GFAkbt51Jr8HSL3HMHL/WXLr6cK/R6m6XMpBY5Ofn/yvdEAjUALUOF/Dx4G3jPfvzfAImDXu/2uAL8BfC2vfEK9s53m/Bkb41/AUa1+2bzkXwLZCLwK1GqtO/xNnUCtvzzfPrP/C/wnwPPXK4FBrbXjr+e//7HPxt8+5NefixYDPcC3/cu0/6aUiiHfG7TWbcDfAyeADnLfg+3I92ayd/pdOS/fofmQ2IRPKVUE3Av8kdZ6OH+bzv15NO+6yCql7gS6tdbbCx3LLGQBm4B/1VpvBBKMX0oC5vX3phy4h1zybwBinHwZTuSZye/KfEhsbcDCvPUFftm8opQKkEtqP9Ba3+cXdyml6v3t9UC3Xz6fPrMrgbuVUseAH5O7HPkloEwpNfqE+fz3P/bZ+NtLgb6ZDHgGtQKtWutX/fWfk0t08r2Bm4CjWuserbUN3EfuuyTfm4ne6XflvHyH5kNiex1Y7vdWCpJr4H2wwDHNKKWUAr4J7NVa/0PepgeB0V5HnyLX9jZa/km/59JWYCjvcsKcorX+otZ6gdZ6EbnvxlNa648DTwMf9KtN/mxGP7MP+vXn5BmL1roTaFFKrfCLbgT2IN8byF2C3KqUivr/fY1+NvP+ezPJO/2uPAHcopQq98+Kb/HL3plCNzbOUIPm7cAB4DDwnwsdTwHe/1XkLgG8DbzpT7eTu8b/JHAQ+DVQ4ddX5HqSHgZ2kuv5VfD3MQOf03XAw/7yEuA14BDwMyDkl4f99UP+9iWFjnuaP5MNwDb/u/MLoFy+N2OfzX8D9gG7gH8HQvP5ewP8iFx7o03ubP+z7+a7AvyW/zkdAj7zbmKRkUeEEELMKfPhUqQQQoh5RBKbEEKIOUUSmxBCiDlFEpsQQog5RRKbEEKIOUUSmxDniVKqUin1pj91KqXa/OW4UupfpuF4K5RSz/jH2KuU+rpfvkEpdfv5Pp4QFwrrzFWEEGdDa91H7r4vlFJ/BcS11n8/jYf8J3IjyT/gH3OtX74B2Aw8Oo3HFmLWkjM2IaaZUuo6Nf6ct79SSn1XKfW8Uuq4Uur9Sqm/U0rtVEo97g99hlLqEqXUs0qp7UqpJ0aHJZqkntyNsABorXf6o+v8d+Aj/pncR5RSMf9ZWa/5gxnf4x/j00qpB/yzvoNKqb+c/k9DiOkniU2ImbeU3JiUdwPfB57WWq8FUsAdfnL7MvBBrfUlwLeA/zHFfv4ReEop9ZjKPfSyTGudBf4r8BOt9Qat9U+A/0xuCKfLgOuB/+2P0g+5Z159AFgHfEgptXm63rQQM0UuRQox8x7TWttKqZ3kHlD5uF++k9zzrFYAa4Bf5YYhxCQ3VNEEWutvK6WeIDeq/D3A55VS66c43i3kBnr+U389DDT5y7/yL6GilLqP3PBr2875HQpRQJLYhJh5GQCttaeUsvX4uHYeuf8mFbBba335mXaktW4nd0b3LaXULnIJcTIFfEBrvX9CoVJbOPkxIjLGnrjgyaVIIWaf/UC1UupyyD1ySCm1enIlpdSteW1ydeQGnG0DRoDivKpPAL/vj0KPUmpj3rablVIVSqkI8F7gxWl4P0LMKElsQswyfjvZB4G/VUq9Re5pDFdMUfUWYJdf5wngz3TuUTNPA6tGO48Afw0EgLeVUrv99VGvkXtO39vAvVpruQwpLngyur8Q85RS6tPkHhfye4WORYjzSc7YhBBCzClyxiaEEGJOkTM2IYQQc4okNiGEEHOKJDYhhBBziiQ2IYQQc4okNiGEEHOKJDYhhBBzyv8PsD152pHGMSIAAAAASUVORK5CYII=\n", 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" ] @@ -524,19 +527,19 @@ " auto_corr_fct : np.ndarray\n", " auto-correlation function\n", " \"\"\"\n", - " acts = acts[offset:] # Disregard time steps at beginning due to network not being settled yet.\n", + " acts_local = acts.copy()[offset:-offset] # Disregard time steps at beginning and end.\n", " assert max_lag < acts.shape[0], 'Maximal lag must be smaller then total number of time points'\n", - " num_neurons = acts.shape[1]\n", - " acts -= np.mean(acts, axis=0) # Perform temporal averaging.\n", + " num_neurons = acts_local.shape[1]\n", + " acts_local -= np.mean(acts_local, axis=0) # Perform temporal averaging.\n", " auto_corr_fct = np.zeros(2 * max_lag + 1)\n", " lags = np.linspace(-1 * max_lag, max_lag, 2 * max_lag + 1, dtype=int)\n", " \n", " for i, lag in enumerate(lags):\n", - " shifted_acts = np.roll(acts, shift=lag, axis=0)\n", - " auto_corrs = np.zeros(acts.shape[0])\n", - " for j, act in enumerate(acts):\n", + " shifted_acts_local = np.roll(acts_local, shift=lag, axis=0)\n", + " auto_corrs = np.zeros(acts_local.shape[0])\n", + " for j, act in enumerate(acts_local):\n", " auto_corrs[j] = np.dot(act - np.mean(act),\n", - " shifted_acts[j] - np.mean(shifted_acts[j]))/num_neurons\n", + " shifted_acts_local[j] - np.mean(shifted_acts_local[j]))/num_neurons\n", " auto_corr_fct[i] = np.mean(auto_corrs)\n", " \n", " return lags, auto_corr_fct" @@ -550,7 +553,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -613,7 +616,7 @@ "\n", "\n", "# Configurations for execution.\n", - "num_steps = 750\n", + "num_steps = 1000\n", "rcfg = Loihi1SimCfg(select_tag='rate_neurons')\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -637,7 +640,7 @@ "outputs": [ { "data": { - "image/png": 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TnScmfheG3+z9DU9UP8F9Y+/jq1O+esoiU9vr5vEtrbxR1UsgImE1aJgyxk5xmoXMeCM2oxajVo2sKIhyNDE39H4PNFEmFJEJihKhiIxZr8Zm1JJqNVCcaiE3yXTZVKnocwV54Mnd1PS4+e7Kcu6bk3taQh2RI1z7yrVYdBaev/r5S1Lkz4ZgROIf29r464Zm3MEI11Vk8LUrS8hJNF3socUgOvl9vbKHH79Rg8Mf4f65eXxlSdEl3W3iROJ30UYtCMLVwICiKHsFQVh4Bsc/CDwIkJOTc24HF+MoHj34KE9UP8GtxbeesvA1DXj57dqor8akU3P9pAxunJzFpOx4NB/DIIU0m4EXPjOLrz5/gB+9UUPzoJcfXjv2lAM2tCotn634LN/d+l3Wdaxj8ZjF53nEF4aIJPP87k7+uK6RfneIRSXJPLSs9IIFJ8U4NQRB4LqJmSwoTubnb9Xxt00tvFPdxy9uHM/syzDF5KKt/ARB+DlwFyACBsAKvAIsI2b2vKR4P9R+Rd4KfjHvFyf18QUjEn94r5G/bWpBr1Hxqbl5PDA3/5Kunn8hkWWFX71bz8Mbm5lXlMRf7piM5RT9WKIscsNrN6BVa3nxmhfP2N96KeAPi7yyv5tHNrbQMeJn6hg7Dy0rYUZ+4sUeWoxTYEfLMN96qYq2YT+fmJbN/6wsu+T8sZes2XN0ENGV3zcOB7z8G3jpQwEvVYqi/OVEx8fE7/zxVstbfGvzt5iXNY/fLfodWtWJL+49bSN8/d+VtA/7uXlKFt9eUUpiXMxXcyxe2N3J/7xykMKUOJ64b9op92l7s+VNvrX5W/x6wa9Znrv8PI/y3CHLCvX9Hna1jrCzdZjNjUN4giLjM2187cpiFpYkf+RMuR91AmGJ361t4O+bW0i26Pnp9eNZUn5uyvudCy438csnmuqQAOwH7lQUJXSCw2Pid57Y1LWJL6/7MhUpFTy85OETdleXZIU/r2/id2sbyLKb+MVN45ldcPmZQi40mxoG+fzT+4jTa3jivmmUpZ/c1CfJEje9fhMKCi9f+zJq1aXp8xQlmZpeN7taR9jRMsLuthFcgQgQjcqdVZDIJ6ZlM2WMPSZ6lzlVXU7++8Uq6vo8XD0hne9fXU6K9eJ30Ljkxe9siYnfuWdP3x4+u/az5NvyeXzZ4yes0znoCfGFZ/axs3WE6ydm8OPrx52yGS9GNCDovid24w2J/OWOycw/hbJS77a9yzc2foMfzf4RNxTdcAFGeXJESaaq28WOlmF2toywt92BNyQCkJdkZnpuAjPyE5iel0CWPRbE8lEjLMo8vLGZP61rQqsW+NLiIu6bk3dRO2rExC/GaXFo+BD3v3s/KaYU/rH8HyQYEo6778EuFw8+tQenP8JPrh/HTVNindnPhF5XgPue2E3jgJef3zD+pCXRZEXmrrfuosfXwxs3vIFZa75AI/3QGA6bMbc2DbG9eZidrSOjYleUEseM/ARm5CUyPS+B1EtgFRDjwtA25OPHb9TwXt0A+Ulmvn9NOQtLUi7KWGLiF+OUaXG2cO8792LUGPnnin+SZk477r6vV/bw0L8rSYrT87e7p1wWeT+XMp5ghM8/vY/NjUN88YpCvnZl8QnNgVWDVdzx1h18evyn+dLkL12QMfpCIpsbh3ivtp/19QMMeaPFl/KTzMwqSGROYRIz8hJift4YrK8b4Edv1NA65GNJWSo/uX7cBW8mHBO/GKdEl6eLe965B0mWeHLFk+RYj51CoigKf1rXxP9b08C0XDt/vXMKSbGb3TkhIsl895Vqnt/TyQ2TMvnlTRNOaDb69uZvs7ptNS9f9zJjrGPOy5hcgQhvH+zlnUN9bGseJizKWA0aFpaksKA4mdmFiaccrBPj40VYlHl8ayu/W9uAVqXiu1eXcevU7Avm442JX4yT0upq5YHVDxCSQjy29LHj9o5TFIWfvx3N8TmVm3OM0+fDk4tZ+Yk8fNcUbMZj+1AH/ANc/9r1FMUX8cTyJ85Z6kNYlFlfP8Cr+7t5r3aAsCQzJtHElWWpLC5LZWquPVZQOsYp0z7s45svVbGjZYS5hUn8/MbxZCecf79vTPxinJD6kXoeXPMgAH9f+neK7cXH3E+SFb77ajXP7urg7llj+OE1Y2NtZM4jr+zv4r9frCI30cwT9007bpDI682v850t3+Gb077JneV3ntVrDnpCPLOzg3/tbGfQEyIpTs+1FRncMCmTcZln1ug3RgyI+oif2dXBz9+qRQF+eO1YbpmSdV6vqZj4xTguGzs38s3N38SsNfPo0kfJs+Udc7+IJPP1Fyp5vbKHzy8s4KFlJbEb4QVgW/MQn3lqLwatmsfvmcb4rKP9qoqi8IV1X2BX7y7+ddW/zqjje1WXk39sbWNVVQ8RSWFhSTL3zMplXlHSx7Iaz4VAkiQGBwfxeDxIkoTJZMJqtWKznZvmypcq3c4A33ihku0tw1w9IZ2f3jD+uJaNsyUmfjGOQlZknqh+gt/v+z2lCaX84Yo/HDe4JRiR+MIz+1hbO8B/Ly/h8wsLL/BoP9409nu494ndOPxh/nScothDgSFuW3Ubeo2eZ1c+e0q9FcOizNvVvfxzWxv7OpyYdWpumZrN3bPGkJ98/NSWGGdHZ2cnO3fupK6uDlEUj3rebDaTl5dHeXk5RUVFaLUfvbQhSVZ4eGMzv1nTQJrVwB9un8iUMcePKj9TYuIX4wj6fH18b+v32NG7g+W5y/nRnB9h1Bw7YMEXEvn0k3vY1jzMj68by12zci/sYGMAMOAJ8ql/RItif31pCZ+Zn3/UiuzAwAHue/c+ZqbP5I9X/BGN6tile9uGfLyyv5tndnUw6AmRm2ji7lm53DI1K5afeY6JRCJ4vV58Ph8ej4fdu3fT0tKCTqcjPz+fgoIC0tLSUKlUBAIBRkZG6OrqoqmpCb/fj9FoZMqUKUybNg2b7aMXTb2vw8GXn9tPjzPIlxcX8V+LCs9pu6SY+MUAoh3Bn6l7hocrH0ZSJL4x9RvcUnzLcU0sLn+Ee/+xi8pOJ7++uSKWw3eR8YVEvvlSFW9U9TIxO54fXzfuKDPovxv+zY+2/4jrCq7jx3N+jCAIKEo0H29j/SBvHuylqssFEDVtzs5lQVFyzHd7Frxvvuzp6aGnp4f+/v5RwQuHT9iHGwCTyUR2djYFBQUUFRVht9uRJIm2tjb27NlDXV0dAOXl5cyZM4eMjIzz/ZYuKO5ghO+9Ws1rB3qYOsbO/7u1gjGJ5yZvNSZ+H3P8ET+vNL3CUzVP0e3tZm7mXL49/dvHTWUAGPKGuOuxXTQNePjj7ZNYPi79Ao44xolYVdnDD14/xIgvzMKSZG6YlMnkHDtpNgMC8Nvdf+OJ/auYYr+BZGEqW5qGGPBEKwSOy7RyXUUmV1ekx9ITzhCXy0VXVxednZ10dXXR19c3ar7U6/WkpaVhsViIi4vDbDaj0+nYvn07Ho+HJUuWUFRURDgcxuv1MjQ0xMDAAG1tbTidTgByc3OZPn06paWlqFQqnE4nu3btYs+ePYTDYfLy8pgzZw4FBQUfGd+goii8eqCb7792KBpYt7Kc26effUpETPw+pnR5uni+/nleanwJT9hDRXIFn5nwGeZlzTvhcT3OAHc+upMeV4BH7prKglMotxXjwuIJRnh8SxvP7e6g1xU87n4GXYQlpTnML0pmXnFSTPDOAEVR6Orqoqamhrq6OhwOBwAajYaMjAwyMzPJyMggIyMDu92OSvWBOToSifDUU0/R1dXFzTffTEZGBnq9HqPx6O9hZGSE6upq9u3bh9PpJDU1lUWLFlFSEg0uCwaD7N27lx07duDxeEhNTWX27NmMGzcOtfrSrO96uvQ4Azz0YiWSrPDMAzPP2iIRE7+PGfUj9fz5wJ/Z0LkBlaBicc5i7iq/i4kpE096bNuQjzse3Yk7EOHx+6YxLffcO6FjnDskWeFgt4tDPS6GvWFkRSHRrCPNZmDz4DO83PoENxXfyPdnfv+SLYB9qRIKhaisrGT37t0MDg6iUqnIz8+nsLCQ7OxsUlNT0WiO3xJVURSefvppmpqaMJvN+Hy+0efi4+MpKytjwoQJpKcfaVWRZZnq6mo2bNjAyMgIOTk5LFu2jMzMTABEUeTgwYNs27aNwcFBrFYrU6dOZfz48djt9vPzYVxAZFnBExLPSQRoTPw+JrhCLn61+1esal6FRWfhtpLbuLXk1hOWKPsw9X0e7nxsJ5Ks8OSnpjMu86PnYP84oSgKfz7wZx6peoQVuSv46dyfolXHAlpORjgcZvfu3WzduhW/3096ejrTpk2jvLwcg+Hk5blCoRBVVVVs3LgRr9eLIAgUFhYyZswYTCYTfr+fjo4OmpqakGWZ3Nxc5syZQ2Fh4RFmPkmS2L9/P+vWrcPv91NRUcEVV1wxGvgiyzJNTU1s27aNtrY2INrYe9y4caO+w487MfH7GLCtZxvf2/I9RoIj3D32bu4ffz9W3al3wq7sdHLPE7vQa1Q8/cAMClMs53G0MS4kj1c/zm/3/pY5GXP4zcLfYNLGOiocC0VRqK6u5t1338Xr9VJQUMCCBQvIzj4139PQ0BC7d+/mwIEDhEJRH2tGRgaf/OQniYs7OnXE7/dz4MCBUX9gamoq8+bNo7y8/AjTaTAYZMuWLWzfvh1BEJgzZw5z5sxBp9ON7uNwODh48CBVVVUMDQ0BkJiYSEFBATk5OWRmZhIfH/+R8RGeKjHx+4jzbN2z/GLXL8iz5vHzeT+nLLHstI7f0TLM/f/YTUKcjmcemHlByg7FuLC83Pgy/7v9fxmXNI6/LP7LKeUBfpwYGRnh9ddfp62tjfT0dJYvX86YMSevlaooCi0tLezYsYPGxkZUKhUFBQW0traSmprKvffee9I8vffNmFu3bmVoaIjExETmzp3LhAkTjvDlORwO1q5dy6FDh4iLi2Px4sVUVFQcIZSKojA8PExTUxPNzc20tbURiUR7KJrNZjIzM4/wUZrNF74byIUkJn4fURRF4ff7fs9j1Y+xMGshv5z/y9Oe1a+vG+Cz/9pLdoKJf90/44JXXY9x4Xiv/T3+e9N/k23J5uErHz5lc/hHnaqqKt544w0EQWDJkiVMmTLlCEE5FoODg9TU1FBdXc3g4CBms3nUNPrMM88giiIPPvggVuupW19kWaa2tpbNmzfT19eHzWZjzpw5TJo06QgB7ezs5J133qG7u5u0tDSWLVtGXt6xKzNJkkR/fz/d3d10dXXR3d09ujIEsNlsZGRkkJOTQ0lJCQkJHy0ff0z8PqI8XPkwfz7wZ24pvoXvzPjOaQc0vFnVy5ef209puoUnPzWDBLPu5AfFuKzZ3bebL677IladlUeufOS45ew+DoRCId566y0qKyvJzs7mpptuIj4+/rj7Dw4OcujQIQ4dOsTg4CAA2dnZTJ48mfHjxwOMRnbed999ZGWdWV6soig0NjayefNmOjs7MZvNzJ49m6lTp6LX60f3qa6uZu3atbhcLkpLS7nyyitJTEw86fmDwSC9vb2jeYk9PT2jEaxJSUmUlJRQXFxMVlbWZR9FGhO/jyDP1z3PT3b+hGsLruXHc3582tX8X9jdybdermLKGDuP3TsNa6yyx1HIsjyavOzxePD7/QQCASRJQpZlFEVBr9cTFxeHzWYjPT2dlJSUI3wxlyI1wzV8bu3nUBSFv175V8Ymjr3YQ7rgdHd389JLL+FwOJg/fz7z588/5o3e5XJRVVVFdXU1/f39QDSoZOzYsZSVlWG1WhFdISKdHt7esoaqvnquTJ5OsSEbQaNC0KkRNCpUBjWqOC3qOB0qiw5tkhF1ggHhBKH8iqLQ1tbG5s2baWlpwWAwMHPmTKZPn47JFLXwRCIRduzYwebNmxFFkenTp7NgwYJjplKciJGRERoaGmhoaKCtrQ1ZljGZTFRUVDBp0iRSUi5OM9qzJSZ+HzF29+3m06s/zdzMufxu0e+OW8bqeDy+pZUfvVHDvKIk/nbXVIy6y3t2d67w+/10d3ePJi93d3ePBi4A6HQ6jEYjarUalUo1mnvl8/mQZRkAQRDIzs6mqKiI0tJSkpMvzRzJdnc7D65+EGfIyR+u+AMz0mdc7CFdEGRZZseOHaxdu5a4uDhuvPFGcnNzj9hHURQ6OzvZsWMHtbW1KIpCVlYW48aNo6ysDLOoI9TqItTqJtTqQhoJUqPuYpu2nonqfGZZxyFoVCiijBKRUSISclBCCUlHDkajQptqQp9vQ18Yj6EgHuE47cG6urrYvHkz9fX16HQ6JkyYwOTJk0ervXg8HtavX8/+/fsxGAwsWLCAadOmndHKLRgM0tzcTHV1NfX19ciyTHZ2NvPmzaOoqOiyCpqJid9HiH5fP7e+cStWnZVnVz5LnO7UCxB/uE/c8rFp/P72ieg1H0/hk2WZgYEBurq6Rqt1DA8PA1EBS01NJSsri+zsbDIzM7HZbMcNXFAUBZfLRW9vL93d3TQ1NdHX1wdEo/0mTpzI+PHjT3s2fr7p9/Xz2bWfpd3dzi/n/5Irx1x5sYd0XnE6nbz22mu0trZSWlrKtddeO7qCguj32NrayoYNG+jo6MBgMDB50mSmFExAP6wQanURbnEhuaMly1QmDbo8G31WLy8deJvCgkJu/+Ttx/UXKhEJyRtBcocRB/xEBvxEur2E2t0gKahMGkyTU4mbl4nGduzm0H19fWzbto2amhpEUSQtLW3U7Go0Gunr62P16tW0tLSQmJjIggULGDt27BmbL30+H5WVlezcuROXy0VaWhoLFy4cTby/1ImJ30cEWZG5/937qRmu4ZmVz1AQX3DKx364Ce2NkzP51U0TPlataoLBIB0dHUes6t6vu2gymUaFLisra7QKx9ngdruprq6msrKS/v5+tFotkyZNYsaMGafkl7lQuEIuvvDeF6gaquJ7M7/HzcU3X+whnXNkWWbfvn2sXr0agGXLljF58uTRm/f7EZsbNmygs6OTbFMKM7InkiJaETu8yN5otKTKokWfZ4uu1PJsaJJNDA4N8thjj2Gz2fjUpz51SnmAR40vLBFqceHf00egZgRUApa5GVgW5aDSH1u0AoEABw8eZO/evfT396PRaCgvL2fy5Mnk5OTQ1NTEmjVrGBwcxGazMWvWLCoqKs54AiZJElVVVWzZsoXh4WFyc3NZunTpJV9nNCZ+HxGePPQkv97za340+0fcUHTDKR8nyQrfe62aZ3Z+fJrQSpJEZ2cnLS0ttLS00N3djaIoCIJAWloaWVlZo4Jnt9vP6yy2p6eHnTt3cvDgQWRZpri4mDlz5pCTk3NJzJ4DYoCvbfgaW7q38KVJX+KB8Q+c13Epkow4FEByh5HcYZSwhCIqKJKMoFYh6FQIWhUqowa1VY/aokMVpz2hf+yYr3M4cGTt2rUMDAwwZswYrr/++iOSv3t7e1n3xhpoD5CnTiVLTkQV1TrU8fpRsdPl2dAkGo74XJxOJ0888QSSJPHAAw+cMFjmVBFHgrhXt+E/MIg6Xk/8DYUYS44fgakoCr29vezbt4+qqirC4TCJiYlMmjSJCRMm0Nvby5YtW+js7EStVlNUVERRUREFBQVnNF5Jkti3bx/r168/ZuL9pUZM/D4CNDubuXXVrczOnM0fFv3hlG9OEUnmG/+u5LUDH/0mtG63m6amJhobG2lpaSEUCiEIApmZmeTn55OXl0dmZuZFC0h5v6XN7t27CQQCZGZmMnv2bMrKyk4aWn++icgRvrf1e7zZ8iZ3lt3JN6Z+45yVQ5MDIsFGB6EmJ+EuD5F+P0ind99RBCBOjZCgQ51oRJdiwpBmwZBhQWXRHXFNu1wu6urq2LNnD4ODgyQkJLB48WLKy8ujXS4kGX+Lg/o1B1B1BklSoukIKosWQ3EC+oLDKzv78VdxTqeTf/zjHwQCAe65555zvgIKtbtxvNSAOBDANDEZ29X5qONOfN2Gw2FqamrYt28fHR0dqFQqiouLmTx5MiaTiYMHD1JTU4PH4wHAbreTlZVFZmYmWVlZpKWlnbBc24cJBoNs3ryZHTt2IAgCZWVlZGZmEolEkCQJSZJQq9VotVp0Ot3oZjabR4t+X4g+hTHxu8wRZZE737qTHm8PL1/3MknGpFM6LiLJfOnZ/bxd3cdDy0r4r0UfjSa0kiThdrsZGRlheHh41G83MjICgMVioaioiMLCQvLy8i45X1s4HB6t7OFwOLDb7aNmqbM1t54NsiLz692/5l+1/2Jq6lR+Of+XpJjOLMpPDoq49vbg2d2L0B9CUAQigsSA4GJY8DCi8uIRggQIERZEJGRkFNSo0KBCo6jRo8Wk6DApekyKHqtixKaYsCkmtHxwkw4LIh5NEJ8+wrDipj/sICxESEhKZGzZWPIzc8EvRX1sfT5CbS4Iy8jI+K0yKVPHEDcuBW26+ZQmhv39/TzzzDOEQiHuuuuu0Zqb5xpFlHGv78SzoROVXo3t6nxMk1JOaYyDg4Ps37+fAwcO4Pf7sVqtlJaWkpmZiclkYnBwkI6ODrq7u0fFUKVSER8fT2JiIna7HYPBgMFgQKPRIEkSoiji9Xpxu9243W5cLhder/eM35/RaCQpKYmkpCSSk5NHE+91Wi0oMpyDyVdM/C5znql9hp/v+jm/nv9rluctP6VjIpLMF5/ZzzuH+vjuyjIemJd/nkd5erwfWTk0NITT6cTpdBIMBgmHw4TD4dF0AlmWR//94cc+jNlsJjs7m+zsbAoLC0lJObUbxMVGlmXq6urYunUr3d3daLVaysrKmDhxIrm5uRdtNfha02v8dOdPMagN/HTuT0/aBQSi5rehoSH6DrSjVDqxDWtRKyqcgo829SBuewRVhomExARsNhtGoxGj0YjBYECtVo9uKpVq9N+KoiCKIqIoEolECIVC0S0YJOIKIQ+HUDlFNG4ZnU/A4Fejk05ww1QLqJMMNPu6aBF7mXHjQkomnF41pPr6el566SX0ej233377BfF5Rfp9OF5qJNzhQV8Uj/2GIjQJp+ZbFEWR+vp69u/fT3t7+2i1F6PROLriy8rKIhQK0dfXx/DwMMPDwzidziMind9Hr9djsViwWCzEx8ePbuFwmMbGxtF6pXa7nbKyMgoLC0lKShr9/t5v6ut1DuPqbWZooJ9BbwS/FJ3MCMikMExhXIArv/H4WX92MfG7jBkKDHHtK9cyLmkcj1z5yCnd1MOizBef3ce7h/r5/tXlfGruxU9kDofDtLS0jOYRvb9Kg2gKQXx8PEajEZ1Oh1arPepm+J9/rVYrCQkJJCQkYLVaLwuxOx7vt8w5cOAA1dXVhEIhbDYbEyZMYOLEiRclQKbF1cJDGx+iwdHAdQXX8dC0h44oiRYOh+np6YkGEHV0IrT4KfankaLYCAkiQ/YASomZ5LGZZGZlnVEgyJkgecOIQwGUkIQiKaAWor5Dk5aIEZ7815MMDAzwyU9+koKCUw8YC4fDrF27ll27dpGens7tt99+WtVbzhZFVvDt7MX1dhsoCtalY4ibnYmgPvXr/v0I5/ervXR1dY0m6yckJDB16lQmTZo0aimRZZlwOIwoiqjVajQazUlNlT6fj7q6OmpqamhtbUWWZaxWK2VlZZQV5JDjq0RV+zo0vwdSGAQVJJXgtRTQo8qkK2iky6vCaDJyy4P/fcaf1/vExO8y5jtbvsNbrW/x8rUvn1I1DklW+NKz+3nzYC8/uKac++ZcPOGTJInGxkYqKytpaGhAkiT0ej25ubmjKQQpKSmYTKbLWrzOJZFIhLq6OiorK2lubj4ix6y8vPyC3nBDUohHKh/h8erHSVGlcG/WvdgDdjo7O+nr60MtCZRKmYxXxmCSdIhxAvrpySTPz0dziRVNCIVCPPXUU/T09PCJT3yC4uLiUzpOURRqa2tZs2YNDoeDmTNnsnjx4gvirzoWojOE87UmgrUjaDPjsN9UhC7j1NOd/pP3xaqyspKOjg60Wi0TJ05k9uzZZ90VIhAI0NDQQM2+7TR39CIqAib8lGr7KC/IJnfyFWjGTAf9+SuiHxO/y5T6kXpuWXUL9467l69N+dpJ91cUhe+/doindrTznavK+PT8i2PqdDgc7Nq1i8rKSvx+P2azmXHjxlFSUkJOTs4pO9U/7rjdbqqqqqiqqmJgYACIltMqLi6msLCQ1NTU82IaDQQCDA8Pjyb8t7S34Pf4AVBUCllpGUwViknq0iKEFPT5NuLmZmIoTTjtiMwLQTgc5umnn6ajo4Nbb72VsrKTmzojkQg1NTXs3LmTnp4eUlJSWLFixXFraF5IFEUhcHAI5+vNyH4Ry4IsrItzjpsgf6p8OCpZURTGjx/P3Llzz6y6ixSB6pdgx1+gt5KQxkpT9q3UUExj9zDhcBiDwUBFRQVTpkw5bxVkYuJ3mfLFdV9kb99e3r7p7VOqwv+H9xr5zZoGPjM/n29fdXq+jLNFURTa29vZsWMH9fX1CIJASUkJEydOpLCw8LzWCAwHRZz9fryOEEFvhIA3jCwpvH9p640a9GYNxjgd8akmLImGyy7VY2hoiJqaGmpqakYT6M1m82hz1dzc3FM2/yqKgtfrxeFwMDIycsTmcDgIBAKj+1oslmhLnKxM6kK1OPa1sXJoLnGyCW2xjfgluehzLtxq9HSJRCI8++yztLS0cNNNN43W4ITo5xAMBkeDN97/OzAwQEtLC5FIhKSkJGbNmsXEiRMvuTqXsj+C840W/PsG0KSYsN9cdE6+C7fbzfbt29mzZw+RSISSkhLmzp1Ldnb2yQ8O+2H/U7Dtj+DqhOQymHY/TLgVDNF7WCQSoaWlZTT6VJZlcnJymDp16lkl5B+LmPhdhlQNVnHHW3fwhYlf4DMVnznp/v/e08lDL1Zx4+RM/u/migt2c//PSvRGo5EpU6Ywbdq0U879kcMS4mAAcdAfzf3yRpC94WhJqIj0QZkoUUGSZCKijBiRCUdkfCEJf1AipIBPVqKbBOIJXk+tVZGQbiajMJ6M4niyyxPQXkYl3jweDy0tLaNta/z+6KosLi6OjIwMkpOTR32oiqIQCARwOByj28jIyGjgA0Qr2thstlEfakJCAna7nfT09NHvMHBgEOdbrcieMK2p/fzG+DjuxBAPTX2IZbnLLkmzdTgc5tlnn6W1tZXrr7+eiRMnIooitbW1VFVV0d3dPfrZvY8gCMTHx1NYWEhpaSl5eXkXPQ3lZATrR3C83ITkDhE3JxPr0jGozsH17Pf72blzJzt37iQYDJKbm8uiRYuO3epJEmH/k7D+5+AbgJxZMPerULQUTnBt+Hw+Dhw4wN69exkZGcFqtTJz5kwmT558TvzEMfG7DPnsms9SO1LLWze+hVl74p5bBzqd3Prwdqbl2fnHfdPRXoDKLbIsU11dzebNmxkcHCQxMZHZs2czfvz4k+bRyUGRYP0IoWYXoVYX4lAAPnwZagQEowZJJRCRFCIRmVBYIhyWEQAVoFIJ6LUq9CoBjaKg+o+8MXWCAV1WHLosC0K2BdGswe+O4Oz34+jzM9jhpq/FjRSR0ejV5E9MonxOBhlFl1fDT1mW6e/vHw1b7+npYWRk5KiIWI1GQ3x8PHa7/QiRS0iIRl8ezxQd7vbifL2ZcLsbbVYc8dcWoM+xcmDgAD/b+TNqR2qZmDyRr075KpNTJx/zHNF7jIJwmsXXz4ZgMMizzz5LR0cH119/PRUVFbS3t/PGG28wODhIfHw8eXl5JCUlYbPZsNlsWK1W4uLiLrkV3qkgh0Rcb7fh29GLOsGA/aYiDAXx5+TcoVCIvXv3sm3bNrxeL8XFxVxxxRWkpaWBokDdm7D2hzDcGBW9xT+AMbNOb/z/0ZU+MTGRL3zhC2f9W4yJ32VGo6ORG1+/kS9N+hKfnvDpE+474Aly7R+3olELrPrCXOznuS2RLMscPHiQTZs2MTw8THJyMvPnz2fs2LEnnCErskKwdhjf3gGC9SMgKQgGNZpsC0GjBreoMOKN0D8YYHgggHxYzASVQHyKkcTMOBIyzCRmRP9ak41HrG7lkIQ4HEAcDiIORWsmhju9SK5ouLY6Xo+hNAHzlFS0WXEIgoAUkeltdtK4u5+mfYOEAyKpeVZmXJNPdvnl29dMlmW8Xi+BQACVSoXBYCAuLu60biSSL4J7dRu+XX2oTFpsy3MxTUk9wqcnyRKvNL3CXw78hcHAIAuzFvJf4+/EKrbjcO7E520kEOxAFH2AgkZjQatNwGBIR69Pw6BPR29IR6OOQ1BpUAkaBEGLIKjRauMxmfLRaE4/mMPpdPLMM88wNDTEDTfcQH5+PmvWrOHAgQPYbDaWL19OSUnJJb+iOxNCLU4cLzUiDgcxz0jDtiIPleHc+NjD4TC7du1iy5YtBINBxpfksyj0Dgltb0JSCSz5IZSsOOFK71R4v4tKSUnJWY85Jn6XGd/f+n3ebn2btbesPaGvT5IVPvn3HVR2OXn5c3Mozzh/vhdFUWhqamLt2rX09/eTlpbG/PnzKS0tPbHoRSS8O/vwbutBGgmismiJZFjojci09voY6f3A7GRJMJCYaSbhsMAlZpqxp5pRa8/8JiW6QoTqHQTqRgg1OlAiMppUE3FzMjBPTh0NEhDDEnXbe9m3ugPPcJDc8YnMubmI+NSPV1d7RVLw7erFtbodJSQSNzMD65VjUBmPfQOVZZFBxw62NDxMwL2bdG3U4KzSJGC3jsNoGoNGbUEQ1EREF+HwEKFgL8FQL6HQACAf87zvo9enEx8/FXv8TBISZmM05pxw/87OTp5//nkikQi33HILHo+H1atXEwqFmDVrFgsWLDgvFX6CwR6czj2EwgOoVDpMxjziLGXodadWkOJcIocl3Gva8W7pRm3VEX9DEcbSczeZC/h8bH3xT+xodSOjZkq2mfk3fwaLLf6cvca5IiZ+lxFDgSGWvbiMG4pu4Lszv3vCff+8volfv1vP/91Swc1Tzqxx5qnQ09PDmjVraG1txW63s3jxYsaOHXvClYQiyfj29ON5ryNavzHFSKegorrNQyQkoTWoSS+wkV4QT3qBjeQcC7rj3GDfR3Q4CNbUEKqrJ9LbizgwgOz1okjRVjFqqxW13Y42Kwt9QT66kiKUZCNixIGCjByKEGkIENoXQO4Ejc2AZWE25ulpCIdNxVJEpnJ9J3veakOKyEy6MocpV+Ue0yeoiCJyMIgSiaBEIqj0elRGI8Il3s/veIRaXThfbybS60OfbyP+2gK0aUeb3EXRw/DIZoYG32NoeD2i6EIQNJgtFTSFDbzYVUtTIMCMtJncO+5e5mTMOea1Issi4fAgkhRAUSIoioSiiMhKhHB4CL+vBY+3FqdzF+FwNB8tLq6MlOTlpKQsx2wu/NCYRDZs2MDWrVux2WwsXbqUHTt20NHRQXZ2NldffTWpqann5HOS5RBebz0u9wFcrv24nHsIhnqOua/RmIs9fjp2+0zs9lno9ReuL16408PIiw2I/X5Mk1KiJdLMZ5mi4e6BVz4DrZtw51/Nprhr2FfdgFqtHu01aLGcv9SF0yUmfpcRfz3wV/5S+Rdev/71E+b1HexyccNftrJsXBp/un3SefFT+f1+1q5dy759+zAajSxYsICpU6eeNFUh2OzE+WoT4mCAiE1PtVekYziIwaylYHIy+ROTySyxoz5JaLbk9eLbtg3flq34tm0j0tU1+pzKYkGTkoI6Lg40aiTRh+gcRnZ6wPVBZQrRrhAulAmVKQTHyyij93IVGtGGxmdHpyRjzsonLi0PvSEdgz4dOZLE3lVu6nf2Y0k0MHOWgSRHDcFDhwg1NhLp70caHoZj/X60WtRWK5rERNSJCWgSk9AkJqJJTUWXmxvdsjIvGZGUPGFcb7Xi3z+A2qbHtjIP4/ikI66pcHiI/oG3GRp6D4djB4oSQau1k5S4iMSkK0hMmItGE73pecNeXmp8iSdrnmTAP0CBrYC7x97NyvyV6NWnX75NURT8/laGhzcwMPgOLtdeAMzmYlJTViII03jrrb0MDAxQXFyMVqulpqYGo9HI4sWLmTRp0hmbOKMBQ2243JW4D28eTy2KEu0IotMlEx8/jXjbFGzxUzEZxyBJQXz+JjyeapyOXThduxFFDyBgs00hNeUq0tKuR6s9/8WgR0ukre9EZdQQf13BUd/tKdO8Dl78FIghWPFLmHQXCALDw8OsX7+e6urq0XqikyZNOu9R3qdCTPwuEyRZYtlLyyiML+ThKx8+7n6BsMTKP27GH5J45yvziDed25uoLMvs37+ftWvXEgwGmTFjBgsXLjxp9JXkDeN6M3oTlQwaqnwiHZ4I6YU2xs3PpGBSyklNmEo4jHfzZlyvr8K7fj1KOIzKbMY0ayamSZMxjC1HXZiBlyacrn24XPtwu6uQ5Wh4vlptxizkYR5JQdMuI9Q4kA52oox4Qa1CU5GHam4+ypx0wjon/uFOAq5OItphFM2R5ZzUghnVoJ2h7iIcg7Ow1DspHX6P+IIMtBnpaFJSUcXFIWi1CBo1SiiEHAgg+/xILhfi8DDS0BDi8DDi8DDKh1IIUKvRZWWhLy5GX1KCobQEfWkp2szMCxZwo8gKvh29uFa3oURkLPOzsCzKHo0UlOUIg4Or6e17mZGRzSiKhNGYS3LyEpKSlmCzTkJ1gkbKESnCO23v8GTNk9SN1JFgSOATJZ/gttLbSDCcuRkuFOqnr+9turtfJRA8CIDXm8DQYB6Dg9lIkp2pU6cxf/78067rGg4P4XZXfUjsqhBFFwAqlRGrdTxWawVWawU2awV6ffpJvy9FkfB66xgaWsfAwNt4ffWoVEbS0q4jO+tu4uLO3rd10vfV68PxYgORbi+G8kTs1xWgPk7PwGOy6+/w9jchuRRufRKSjq4TPDQ0xL59+0briZrNZsaPH8/EiROjwTEXgZj4XSZs79nOg2sePGkNz5+/Vcsjm1p4+oEZzCk8tz6Fnp4e3nzzTbq7u8nJyWHlypWnZC4KHBrC8XIjkl+kVYZDrghZ5QlMuzqPtPwPZriSKBIJBgkH/YjhMIJKhUqlRhkZwffqa3hffQ3Z6USdkIB1xQosy5ain1CKy1+FY2QbI46teDyHiEYParDElWO1TSLeNhmrdSIGw9HioSgKwepDeNaswbN6NeG2NgSdDsuSxdhuuAHT9Jm4N3Xj2lyHlOCB5AZch94kqB8kkicQyZRAADFow9M5i9y825m0eDbq04yqFR0OIu3thNvbCbW1EW5uIVRfT7ijY3QFqYqLwzhpEqbp0zDPmIGhvBzhPBQFCHW4cb7aRKTHh74wnvjrCtAmR/2bouihu+c5Ojv/QSjUh16fRlrqdaSlXXdGN2pFUdjVt4sna55kU9cmdCod1xRcw91j7ybfdmqFGILBIC0tLaM9GXt7e5FlGZ3eR0pyBxmZPej1UdOjVpuAzToRc1wJZlMBZnMBJlMBGs2RJtxQeAivpwaPtxaP+yAux35CYt/hQQvoXHEYh60YRqwYHHYMcioaSzxqmy26ok9OPryloElJRnWKK3mPp5aurifp638NWQ6RkDCPMTmfxm6ffZ5bSSl4t3bjXtMOKgHbVXmYp6WduDCBLMO7/wM7/wolV8GNfwf9iYOQ3q/sdODAARoaGpBlmfT0dGbMmMG4ceMuaJGLmPhdJnxr87fY1LmJ9betP655qLrbxbV/2sJt07L5+Y0Tztlri6LIxo0b2bJlCyaTiaVLlzJhwoST/hjlkIhzVQv+Pf34NCp2joQwZluYc3MBWp2L3sZ6epsacPR24xrsxztypKnQEgiRP+Ak3elFAPqtZrqSbYSK47Dl+TCnu9DZnQgqGUVRoYpkYVCXY7NOIz1nIfbUHITTMGkpikKothbny6/gXrUKyeVCk5pK/M03IYtmQq3xCIYE5OEtWFeUY1uxDEkXZnh4E91db+JwbUAQJMLOcRQVf4nCcYvP9CP/4DP0+wk1NhKsqydYU4N/7x7CTc0AqBMSsCy9EutVV2GaMgXhLM1IkjeM+912fLv7UFl1xF+dP2oGk6QgnV3/pL39r4iih/j4GYzJeYDExIXnLE2hxdnCU7VPsap5FWEpzJIxS3hg/AOUJ5YftW8gEKC6upra2lra2tqQZRmNRoPZbMblcqHX61myZAlTp05FEAQCgU6GhzfidlficlcRCLShKB9kfOp0yajVJlAUwpEhJOmDYCu1Q4W2VUHXpkLbJmDwJKCzJo+aphVZRvZ4kNxuZI/nmOZutd2OceJE4q5YhO2qq1CZT5yiFIk46Op+hq6uJwmHh4iLK2dMzqdJSVmBSnX+yqeJwwEcLzcSanahz7eRcHspassxhFuWYNWXo0nrMz8PS39y2p0WfD4f1dXVo+2lzGYz06ZNY+rUqcTFnXlZtlMlJn6XAd6wl0UvLOLagmv53qzvHXOfiCRz3Z+2MugNsfZrC7AZz80PpK+vj1deeYX+/n4qKipYvnz5KZmLwt1ehv5Vg+QI0RiSaRUEcifIBFy7aa/cS9AXbXdisFhJzMzGlpKKNTkVgzkOncuN5u13YfdeFIMeefYM/LMzCCY2E1HXgMYBgORPIDySjK/firNNjW/Yg6J8ECGo0elJzMohs6SMrLJxZJaNxWQ91eT6MJ7Vaxj6858Jt7YCoE5OJW7R55HD6ZimpmK/vvCIslGh0CCH9j3JkPNp1HoXhMopn/AN0jLmn9NZuzg0hH/XLjxr1+JZvwElEECdlIRlyWKsS5dinDIF1Wm0P5LDEt7N3Xg2daFEZOLmZmBdnINKr0FRZHp7X6al9beEQn0kJi4iP+/LWK3jT37iM2Q4MMzTtU/zbN2zeCNe5mTO4dPjP82U1Cn09/ezZcsWamtrEUWRxMRESkpKSE1NHS03Vl5ezsqVKzGfQGBkOUwg0IHP14zP30TA30FkpD8aKNXhgIZhtJ0ChkAS1mkLME2bhqGsFF1BwQlXcYokITmdiAMDiIODo3/DXV34d+0m0tmJymzGduONJN57D9qTtDySpBD9/a/R3vEofn8zBn0G2dn3kZFx6xmlepwKiqLg392Pc1UzglFD4h1l6Md8KFpcisCrn4OD/4b5/w2L/uesUhgURaGlpYUdO3bQ2NiIWq1m4sSJzJ8//7w2wo2J32XAy40v84NtP+Dpq55mQvKxV3QPb2zmF2/X8fCdk1k+Lv2sX1OSJLZs2cLGjRsxGo1cc801lJaWntKx3t19OF5pIiQp7PaKhMx9OLpfQxa9GC1W8idPI2dcBenFpcSnfuAXEYeHGfjtb3G9/AqCwYDl9msIXKmj3/c2wVAPKpUOu302SUmLSUq6AoP+SF+BLEsE3G5cA30MdXYw3NXBYFsLvY31iJEwCAIZRaUUTJ1B4bSZJGQcOwpWEUVcr73O4J//hNjTi2HcODTJSfi2bUcJhzFOXoAqYQmGcYUk3ll+VJRc0O9j17qH8fMsWpMDjTKR8RXfIiFp2hl8EydG9vvxbtiA+93VeDdtQgkEEHQ6DBPGY5o6FePEiRjKy9Eeoz6iHBTx7erDs7kL2RPBMDYR27JctClRE6fHU0td/Xdxuw9gtVZQWPBN7PYZ5/w9HA9P2MPz9c/zVM1ThDwh5gbmEjcch06no6KigkmTJpGamsr27dtZv349Op2OlStXMm7cuBOeV3Q4CDU0Empo+GBrbET2+0EQME6YgHnBfOLmL8BQXnZa1oMToSgKgf37cTz7HO633452YLjqKhLv/xSGk/y2FEVmeHgD7R1/x+nchUZjITPjk2Rn34Nef24iVf+TcK+P4cMT2PiVeZhnZyBIEXjxPqh7I5qwPu/kdYVPh6GhIbZv387+/fsRBIGpU6cyf/78E05kzpSY+F0G3PP2PThCDl677rVjriDahnws+90mFpYk88hdx/wuT4uBgQFeffVVenp6GDduHFdddRUm08lz2pSITN9zdUiHhhmMyOzxDeBxv4PBHKR83kKKZswlvagY1X+YRxRRxPHc8wz+4Q/Ifj/GmxbiuGKEEWkHoCIhYQ7paTeSlLT4KN/MqSCJEfpbmmir3E/znp0MtEXNhil5BYydfwWlcxdistpQJAnPu+8y+Mc/EW5txTBuHMlf/Qrm2VF/izgywsgT/2DkqadQIhG0ufMwzriZlM/OGhWMDzPYOcyejY+gsv8bjdGNQT2TcRO/ic127kzSH0YOBPBt34F/9278e/YQrKmB91M9kpMwlJVhKC9HlzcWOZhCoNaHEpTQ59uwLssdnd1Lkp+W1t/T2fkEGo2NoqLvkJZ63UWpbuPxeFi3YR379+9HUiSarE2QC/dNuo/xhvGsen0VPT09lJaWsnLlyiNC6eVAgFBzy1EiJx5u1QOgjo+PBhYVFWGcNAnznNlozrJjwakQ6e1l5J9P4nzhBWS/H/PcuSQ+cD+mGTNO+jm73JV0dDzKwMA7CIKapKQrSEleRmLiwnMeJSoHREZeqCdYO4JxQgJ28ceoWt6G5b+EmZ89p6/1YRwOBxs3bqSyshKDwcDSpUuZOHHiOb0GY+J3idPh7mDlKyv5yuSvcP/4+496XlEU7nh0Jwe7XKz9+gJSrWde806WZbZv3866devQ6/WsXLmSsWPHntKxvl4vPQ9XYgzJNARCHHSsI7tcz4TFy8ibNBX1cRzZwdpaev7nO4Rqa9FOLcFxsx+3tRmdLpnsrLtJT7/pnM9s3UMDNO3azqFN6xhobUalVpOVnE5qUxuJLe0YCwtJ+tKXsCxZcswfW2RggKG//hXn8/8GlRZ92QrSfvBFTMdZcbcd6qZy518xpr+OWu/DYlxE+fiHzihAJBTqx+naRyDQQSQ8DIKAVhOPyZSHxTIWgyFrdMyyz0ewro7goRoCNY1EuiOgy0eTXIqiyEh9lcj+KnRpRnR5+ehysnHHt9OufoGwMkSqYSk55rvQqiyjfixBq/1g0+lQ22yoTmFidLr4/X62bt3Kzp07kWWZSZMmMbliHFt7NvHvhhdRDRkpdZVgkUSWVkwiR6Mj0tVFpKuTcEcn4a5OpMGh0fMJej36goKo0I1uRWiSky9qyTrJ5cLx3POMPPUU0tAQhrFjSXzgfixLl57UhxsIdNDZ+U8GBt4mFO4HBMzmQmzWSVgsYzEaczAac9Dr01Crz/y+oMgKnrXNuNf1oBHaSVymQrvwjjM+3+kwMDDAqlWr6OzsZMyYMVxzzTUkJZ2bQL6Y+F3i/HH/H3n04KOsvmk1qeajReC1A918+bkD/OT6cdw58xhFZU+R4eFhXn31VTo7OyktLeXqq68+JaezJMlUvlCFZb8bjQB73S1YKoJMu/YaEjKO789QRJHhRx9l8M9/QWU147/DykhJE0ZTLrljPkda2jWoVKef93U6RHp6aH3qSWo2rqXLoCGk1aDXGyhfuIRxVywlJffE0Yahllb6f/V/+DasQzDEE3/r/aQ8dC8q7dFCL8sKtdubqT/0MHE576DSBrGap5GWsQSbbQpxcSWo1Uf6UhVFJhjswuncg8OxA4dzJ8Hgh/IZVQZARpbDo49pNfFY9BOIYyymQAkGRy5Sr0S40wMKqON16HJUCHQj9jQRam0j3NpKwNWG68YQwUkKmh4B27Nq9M2nZu4TTCY0CQlokpLQ5mSjGzMGTVr64XzGBJSIiOzzooTDgBD1D6kEBI0GQatD0L0vqDpEoLKmmt0HKpGDQVLVAlbnCJHuDrS+AAZJQa+oMQWDmPx+VB++RwkCmvQ0dFnZ0XFkZaPLy0NfXIQuJ+eUA4JCoUGcrt0E/O1RUVFApdKhN6RjNOZgs1agO051FtHhIFTfQLitFXFwCHFoCNnvR2UwoC8swDRjxjFNnHIohOu11xh57HHC7e1os7NJ/NR92G64AdVJ0ogURcbtrmR4ZAtu935crgOjKRjvo1IZ0ekS0Grt6LQJaHUJ6HRJh7dkdLok9PpUDPr0o32JQRc8fQvB9ggj/BBF0JJwazHGsRemQs376VVr1qxBFEUWL17MjBkzzroEXUz8LmFkRWbZS8soiC/g4SVH5/Z5ghEW/7+NpNkMvPL5OajPoFuDLMvs2rWLtWvXotFoWLFixalFckoyle810vpWO5P1BsKyRE/OINPvWXbSoJJwRwfdDz1EsLIK5mTSe10r2oRk8vK+REb6Lec1mk1yOvFu2oTr9VX4tm4FwDx/Hvb77mNQp+bQxvdo3rMDSRRJzs1n3MIllM5ZcML35N2+m97v/gSxuwGVJRnrVdeR9Nk70aYfPVmJhCX2rz1Ee9sTmNP3oLd9UP1Do4lHp0tAEDTIcpBQqG9U2DSaeOz2GcTHT8Nmm4zZVIjcKxNqdRHoHsLna8Qn1RM0NhGIbyIc1xs9qazGGMrFoq/Anj4d+5ipmMw5CEJUCBRFprvnOZqafokih8ky30aauBiCEaJCxZHBDKI4WrVGDoUQBwcJ1dUTbm9H7O9H8npBPFHfjDNHEQT8RiNBsxltchKyUU9/wIkrECSg1+KIU6MtzmDuguuZMuNKtKdR+V8UPfT1vUZPzwt4vIdGH9doLAiCBkkKjuaLAhiNY0iwz8EaKkFXGSKwYx/B6mrEw70VARAE1AkJqEwmZK8XyREN1NKXlGD/xG1Yr7kWddyRZnxFkvCsW8fwo48SrKxCnZBAwl13Yr/r7qP2Pe7npMiEwgMEAp0EAu2EQ0NEIiOEIyNEIg4i4RHCkWHC4SFkOXTU8RqNBb0+HYMhHYMmCX3NexiGu9HP+Aba9GvwvuRE6gwTtyAL29Lc0+oYfza43W7eeOMNJEnizjvvjBW2PhmXs/jt6N3Bp1d/+ri5fT99s4ZHt7TyyufnMDE7/rTP73A4eO2112hra6OwsJBrr732pN3AI2GJQxvb2P1mI+mygQlGFUFthLQHx2HNObl50vPee/R881sogoTrdvBN8pKTfT+5uV84I3/eiZDDYSJdXYQa6wlV7SJwsBr/gUMoYQVNWhrxN96I7cYb0WUduUINeNzUbdvEoQ1r6W9pQqVWk1FSRm7FFDJLykjKycVgPnJ2LEkSI4+9gvPZZxB7awEBTWYppqlziVt0BcbxhWhTTAiHE/n97jC732ilfs9BbFk9FM8JYor3E44Mo8gRVGoDel0KJlM+VmsFcXElCIIKyRvGv38A3+5+xIFoOL7apkeTakKTYBjdZFsQn7oOT+AATtc+3O5KZDkIRFeMZnMhBn06Hm8dwWAnNtsUysp+idl04oas4vAw/n37COzdh3/fvqhfURRBENDl50NyEhGjkYAs4g+H8Pt8+IJ+/GKYgADSh/IfVYqCoCgoJiuSLQFBUWFSZNLjjKSlpGLNyESfkUlddzf7m5txaTRMP1yD88MRx363iw2bXmbv9tWo213oIypktUBiaSHT5q6gYOqM405ePJ5aurufpq//dSTJh8UylpSUlSTYZx2R/6coCpGIA1fLNoYb3sbp3Y/fPoCiVxDCYGw1k+CrIDFhAYaSMvQFBWgSExE+1NU90j+A5721OF98kVBNbTTq87rrsN/xSXS5uciBACqDAUGjiQbH7N3L8N8fxbtxI2q7ncTPPIj99ttPK5L3RCiKgiR5ozVVQ4OEQn2EQr0E36+vGugm6G4gopaOOlYj21B749GpUrDkF2G0ZBFnLiY+fupoNZ/zgaIohMNh9OfgM4iJ3yXMtzd/m42dG4+Z29fQ72HF7zdz69Ss087pUxSFvXv3snr1agCWL1/OpEnHL4Mmywq9TU6a9vRRu60bSVRRpgtSbLKgyTOTcu8EVPoTJ6cqosjg737H8KOPoRRYGLh3GFPueMpKf4bFcnQe11FjCIUQ+/ujqwu3G8ntieZWeT3Ibg+Sx43sdkdz86QuDJpe9Pph9PYIGoN8xOJF0VoguRghZwbkLYCCRaA59o9psKONui0baK3cx2Bby+jjGq0OncmELMtI4TBiODyaZpGtJJPrDhE33IPg6QdAMKegTixEk1WMobgMQ2kx2nQb7rDMtrUd9PcHKJmZxtxbijD8R/SoEpEJ1o/gPzBAoDba9UKXY8E8NQ1DeQLquJMnUMtyBK+3Dq+3Ho+3huGh9QSCHUfsIwhaDIZMTMYcDIZMNBob6kEQah3Ih/oQD7YidUQTvQWdDl15OcG0FAb1Gtr9LoYGB45INVFrNJjtCZjj7ZjjEzCZTOj8QTQDgwit7Qz5/DSWluGxWkkMhZiTlkbp/PloSktpbmvj0KFD1NXVIYoiZWVlLFq06KRdvXvdPbyw7m807NpGSo+KuIAGBIG0omJKps8hb9I0zIkahkbWR1d5noOoVHpSU64mM+sOrJYPrB6KohDp6sK/axf+Xbvw7dyFeLhZsCYlBePsacizk/BlDTPo20gkMoxWm0hW5h1kZd1xTNOoHAoRrKnF+957uN9bS6St/ai8QFVcXNQ/WVqKafIk1ImJjDz+OL5t29GkpZH0X58n/oYbzkuBgw8GKsPzd0D920g3/oVQ4SyCwR5Cob5RcfQPtBNwdhIxjCBrohMxQVATHz+DtLTrSEledl6F8GyJid8lyvu5fdcUXMP3Z33/iOfeD3Kp6XWz7usLSTiNVkV+v59XXnmFxsZG8vLyuO6664iPj0eWFQKeMAFPGL8rjN8TxjUQYLDDQ2+zk3BAAkVEibQwNz2DJMmOeUYa8dcWntTsIbnddH35y/i37yC4UI/jxgD5JV9jTM4Do+a394kMDBCqrSXU1ESosYlQUxORnh6kkZHjnl8wGjGmaYnP9WBOHEajia5wRHUKsq0YIaUIdXYxKq0Wwl5wdcFALXTvBTEIehtMuCWarJtYcNzX8Tkd9Lc2MdzZgd/tIuz3I6jVaHQ6NFodKrUaQSUgIBAOBgh4PIhd3RhrmjH3D2F2OVGL75uZBFRxKaismaismQi2TIL6JAJxKSSVp2FLMyMHRcThAJEuL0pERhWnxTQxBfO0VLSpp79KVhSFwaHVNDX+gkCwg2TbErK0txAe7CI40EJ4uJvwcD/SyDC0e9B0iKj8h4NnzArhfIVwgUyoQCGcJRCJqBCDauSwHp0uCaM5FZM5nbj4HCz2THRGEygyshJGFN2Ew8NIko+hoQD798HgoJY4Y4iSpFYSAs0MjMTRL41hkEwkQYtOJZFjlxmfG0ei1YpaE4dGG4dKMKKWtahkLSpZA7ISLWAuScg+H5LHQ8Ttoqmziob+Q0Q0IXSJKgypIuZ0P6ak6HcgDulQGlMwDhZgTcjGkppGnFqLyuUm1NBAsK4OsT86eVEnJkYr60yfjmnmTHS5uUdMFmU5wsjIZrq6n2F4eD0qlY60tBvJHfMZ1MMq3G++hW/zZgJVVYd9n6AymdDl5YEgEGprQ/F6EXQ6tNnZCFotkZ4eZLcbAGNFBYZJEwns3kPw0CH0RUWkfvtbmGfPPu3r4JRY91PY9CtY8SuYcfyG2eEeL0NPVCPhR3eTgke7n4GBNwkEOlCrzWRmfILs7PswGM4+/epcExO/S5RXGl/h+9u+z7+u+hcVyRVHPLexYZB7Ht/FD68p5945JzZTfZjOzk7+/dzLREZ0FGSMRY8VnyuM3x0m6AkfXZhCALXaS8jXhiK1UzgunYnqOTAoYrsqj7h5J681Ge7qovMznyHc3obj9ghckcW4sb/Dap0QNWG0tuHfuQP/vv0E9u0j0t09eqwmORl9USHarGy06WloUtPQpKagjo9HbbGgMhlQd29E2PcPaN8Caj0UXQnl10PREjCeJGRdDEPrRjj4Ihx6OZq8W34tXPH9Y9YnPBtkWcI90E//tq0M79pFsLYWTf8QlkAYfSjAEZ+izoLKnITKaEFlsaJJsqPNTECbYv1QcMjhTRNd2XC4Kawiy9F/ywqKJCKNOBBHhvFKLQwUVxHMcKPpU2N9QcBQd+yAAZXJhC4/H31ZGfryQiK5SXQ4muls2I1ruBWNQSQuyYQ9y4YhXkTGQUR0H66Kcvw2RIoiEAqZ8fstSJKOuLgIWq2E02FneCSRUNCMIgtYLIPYE3uw2fpRqU5+DxJCIITf/yugqBUUHSgGUD4UQ6REINivwd1lwtttJzRsJKz8x/WrKCT4QxRojeTnFWOaOgXz9OnoCgpO2cfk8zXRUfUX3G+/jWG3gq41epxh7FhM06djmjIZfWkZ2oz00RxCRZLw7diB+/XXca9Zi+L3o8nIIG7BAtQWC9716wg1NiEYjZimTCbU1ITY10/cokWk/PdD6PNO/T5wUurehOc+CRPvhOv+dNIEdnE4wOBj1ci+CEn3jUU3xorbvZ/OrqcYGHgTUJGVdRf5eV+6pFaCl6T4CYKQDTwJpBLt4/03RVF+LwhCAvA8kAu0AbcqiuI40bkuV/G75+17GAmO8Pr1r//HDFPhmj9twR2M8N7XFqI7SfcDiM74N7y+hwPvdaIN2xAQUGtU2NNNxNkNmKy60Q3FT3fdHlr2bybg6sWanMD4K5ZRVjEf/8tdSK4wCbcVYxqffNLXDVRW0vm5zyOG3Ax/OkDCvOsoyv4moT3VeDdvxrdp86jYqZOTME2ajHHyJIzjxqEvLEQdH3/sE4d9sPefsO2P4OmB+DEw7f7oj9WceEqf71F4+mHXI7DzbyAGYPqDsPBbYDh/FSZCfh9dtdV07t3D4J5dhNvbMYVF4uQETGE1WtGHUeVHIwYhEIiaok6TcJ6M91oVwZIwqqCGpIYykjyT0SQkorbb0djtqO326IQiPh613Y5Kr8frGKFx51bqt2+hu74GFIWknFyKZk4hqTSCL7wVh3MnihIBokXDjcYxGAwZaLV21CoDgqAFQUCWRXq6OxkY6ECtCWCP16LRBolERlCpwscdu1abiF6djFaxosWKVragVSyoZB2KWkISwshCCIkQshBGJoSsElFpDWj0VtQ6CwZ9GgZDJmZzETpjDnv69rGpexObuzbT4elAkCFTSGaCuoCiSDKWoBFPXTuu/j5ScgtYdN+DZJWeWrqPIkl4N23C+dzzeDdvjn5fuTbcE0eIzIyjZO6vSU46eck72e/Hs3Ytzldewb99B4LJRPzNN2OeOwfPW2/jfvPNw3mmuYh9fSiiSMIdd5D0+c+hPtuKKO5e+Ous6G/qU++C9tSChiRXiMFHDyK5QiTdOxZ9fjwAgUAXbW1/pqf332i1CRQV/c9Fyxn9Ty5V8UsH0hVF2ScIggXYC1wP3AuMKIryC0EQvgXYFUX55onOdTmK3/u5fV+e/GUeGP/AEc+tquzhi8/u53e3TeT6SScujQQw1OVh1SO78Q+CoBOZsGAMRZPTSc6JQ3U4+ECRZdqq9rP/7ddprdyHgED+lGlULFnBmIpJRNq8DP+rBgRIvHvskaWOjoN382a6vvhFJKvE4OeCpFuvxvi6H/+27SiRCILJhHnmTOLmz8M8e3bU1HOyH0TAAbsehR1/gcAI5M6D2V+EwiWnXVfw+AMfgHU/idYstKTDtX+EwrOv0Xkq+F1OOg5V0VldRWdtFz5vBSp1KlK4iYj/PVRCAKs9kfikJKz2JBLTM0nPLSAhIxNBFTW5IgiEJSfD3q30OV7HEziEVptATs4DZGXecdySWIos09/aTOuBPbQe2EtvY31U8LLHUDRrBqljVfgi2xgeXo8shzEYsklJXorNNgWrdQJ6fdoxv7+WlhbeeusthoaGKC0tZerUqezevZv6+nrMZjMzZ05lQkUBKpWfSPhwNGLEQTgyQjDYTSDQQSDQQSjUN3pOlcpIXFwJlrgy4izlxNumYDYXnXaN0Q53B9t7tlM5WEnlYCUdnqgPVFBgykg2ZYd0qL0iBbNms/juB7EkHDu0XwmHcb70EkN//ztiTy/q5CTib7gR27XXoC8sxOtt4FDN1/F6ayjIf4jc3KOTwxVFIhQeJBjoIhBoxx/oIBjoxO9oITTUiRh0gVpAa0lCZ0tD3Sci7+lCXe3H2GtBcftQ2WykfvOb2G64/szERVHgXzdB+zb47GZIKjrBrgpiXx+hpmZCzU2Em5sJtfaiSlqJoLMhdr+G2uiPtuvKSEcqMdBpeQNPqIaUlKsoLfnJBWnbdCIuSfH7TwRBeA340+FtoaIovYcFcoOiKCfMFL4cxe9P+//E3w/+/ajcvogkc+VvNmLQqnnrS/NQnSC1QVEUDm3uYdNzdUiKiL0swi2fWYpe/4F/UBJFDm18j71vvMJITxfmeDsTlixn/BXLsCRGf+i+/QM4XmxAk2Ag6d6xaBJPXtfT/e5qur/+NSJpEo4HZawvqDFUK2gzMrBceSVxixZimjz51HvWBV2w9Q+w8xEIe6B4Ocz9GuScx1JbXXvh1c/CUANMewCW/ey4QTHnCykisuvNBg6s6UOlUkjPd6BSteIe7MM10I/f5QTAYLWQNyOdxMIIiqEVn78WALO5iMyMT5CRcWu0aPN/4B4coKvuEO2V+2ir2h89nyCQll9I7qTJZEwwEZB2MjD4LpLkRatNJDV1JWmp12K1nrjaxvtd0g8ePIjdbmfp0qV0dnayY8cONBoN8+fPZ8aMGWi1p5bWIklB/P4WvN7aaKcFTw1eby2iGPWJaTQWbLbJ2GxTsMfPwGqdeMKWSsfCGXRSM1JDzXB0O9C9l6waiXEtNgSVipTF07j59q9iNkZNd4qi4Hn7bQb+32+IdHdjnDyZhHvuwXLFoiOiPN8f/8HqLzA8vB57/CzMcUWEQv2Htz7C4UEU5cNRlapoqoE+I5puEZAJHqoj4upHSTSi5BgIK4f94DIY9gpYX9WgcQiorBaMk6egtlpAlKKm8MMIOi3alBS0WdkYxpajLy7+IHp019/hrW/AVf8H0z/9wdg9HkJ1dQRrawnW1hFqioqd7P9Q8e/4eHSFBWjs6WCcjyLEIfW+SaRrH2L/AEgSiqDgv9GEa5EbnTqBCZMfPW/Vjk6FS178BEHIBTYB44AORVHiDz8uAI73//94XG7iJysyy19aTr4t/6i+fc/u6uDbLx/ksXumsrjs+GkFiqyw5cVGqtZ1EdaNkD9HTW6Cns6aaoY72/E6Rwj7A8iyBIqC1mAkNS+f0jkLyBk/EXtaRvSH/V4H7rUd6PNtJN5Zhsp04htVpH+Agf/3f7hWrSKcJ+O+WSR5dQ6J067BsnQphnEn7vB+9AkD0R/klt9EV31jb4B5X4e081dUWZEkxIEBIt3dhDta0DX+E1NgC6Ggnb6GIsIjIrLHgxwKIajV0U2rRWWxoLZaUdmsqK021FYrutwxGMrKME6ahOo0e8d9GGe/n3VP1dLb5CKnPIEr7inDZNXR276OttbH8Yv7EdQhFBl8/SYI5JKUvIj88pXYUtMQVCrCfj/Ovl6GOtvpa26gu64Gz3C0zJfBYiV3wiRyJ04msUCFy7eR/v63iESGUavjSEleRmratdjjZ55UUGRZZvfu3axbtw5RFJk7dy7Z2dm8+eabOBwOJk2axOLFi89J1f5oM9kOXK69OF17cbn24vM1AqDR2EhMmEdi0iISE+aj051+j0BZkTk0dIgN1W/TtWojKd0CXrNE/LKpfHLa7QR/9Ue8GzagLysj5WtfxTx37lHXdzR/8HW6e57F660dfVwQdBiN2YcTy9PQ61PR69MwGrMxHo62VamOnhx6Nmyg/yc/JdLVRdwNKzB8ZikeuZ7hnnW4A4cw7RCwvqJBCICQaEZrSvzALwwogQDi4CBKJGquRqPBMLYcc0Up5p7HME6ZiureVwg2NOB59128m7cQrK4ejUhVJySgLylGX1CIviAfXUEB+sJCNAkffL6SL8LQoweJDPhJvKscfZ6ZcHMzgepqfNu242jbwPAdbmSrQI7/ZvKv+t9zlr5xOlzS4icIQhywEfipoigvC4Lg/LDYCYLgUBTlqKgGQRAeBB4EyMnJmdLe3n6hhnzW7OzdyQOrH+BX83/FirwVo4+HRIlFv95Aqs3Ay587fm8vWVZY/1Qtddv78OubSYxvwd1UiySKxCUkYs/IYqS7E59jBKPFQlJOHrIoMtLTRcATnUXbE+1kmHJJiZSRU2whcVIPgkqJmhZVmuim1oJKg+hyE6iqwbevCk9lK6JHQ6hUJvLJVMqK/hfzhHkI6tMMyVYUqH4J1nwf3N1QsBiW/ADSK457iCxJREIhxHAIMRxGDIdQFAW1RoNao0Wl0aA3m9Hqoj8yJRKJ9s77UFRpqKkp2j/v/RvDYWxjdaSVd6EIakbEq5HiClHpDSiyBJKMEg5HUy5c7sNpGG4kpzPazR0QDAbi5s3FduONxM2ff0athxRZoXpTN9tebsKS3kn+glfxBQ9ExSllOYkJC4i40uiorKVl3x76WxqPey6zPYHM0rFklZaTUVKK1jbM4NA7DAy8Szg8gEqlIzHxCtJSryUxcSHqU+ywPjg4yGuvvUZXVxf5+fksWbKEffv2sWfPHux2O9deey155zIw4xhEIk5GHNsZHlrP0PAGIpFhQEW8bQpJyYtJTlqC6SS5jMdCVmTWbHyB/c8+T1a7g/GdA6gFAd39d1P0pW8c8Z0qioLbXUlPz/P09a9ClgPExZWTkXErNutEWtv+zNDQGkpLf0Zmxm3Rg3xD0HsABush5AVZjAZsWdIgpRwSC+Hw70gOBBh65BGGH3scldFIyle/QvyttxKRXNGmuE2vIj2+G9MOFUqyHus37ibjmi+OFo9QFIVIdzfB6kMEDx3Cv2c3gQMHQImmsKjM5mhCviBgnDgR85w5GCeMR19aesrl4GR/hMHHq4n0+ki4uRjTpA9SVORAgJE1r1Dv+iXBTC+WrWbyUv+LhNs/idpy4QJiLlnxEwRBC7wBvKsoym8OP1bPR9zs+T+b/4cNnRtYd+s6DJoPnM1Pbm/j+68d4l/3z2Bu0XF8D4rChn/VUbO1F59qK1rPARQxwrhFV1KxZAWdNQfZ8tyTaLQ65t9xH+MXLELo2Aq1q1BatzDS00mbL516dwX9gRFkZPSqCPlxDvItw+SZHeiPkfAK0FcXh+OAlcAEGctSN4Vd/mgEo6ACUxLEpUJcMtiyIakYkkuinZ9tWUdGkw02wFtfh9ZNkD4Recn/4rGU4R7sxzU4gHuwH69jhIDbhd/tJuB2EXC7Rlsk/ccHgk6UMEQk4kJhzKEI1oiEJSxi8AdQyYevb0FAm5WFvqgIfUF+NLo0MxNtZgbajIzorHSoEZ6+BTy9cPPjULrypN+l6HAQrK7Gu34D7jWrkQaH0GZlYb/9E8TfcgvqkxQU+E9kOUTV/h8z5HwOKWRhTM5/UVh6+zGLA/icDrrrDuF1jERX90YjtuQ0krJzMFotOJ17GBh4m4HBdwiHB1Gp9CQmLiAleQVJSVecVrscSZLYtm0bGzZsQKfTsWLFCuLj43n55ZdxuVzMnDmTRYsWoTtVM/c5QlFkPJ5qhobWMTj0Hl5vDQAmUz5JSVeQlLgYm63ilMvoKaJI///9Pxz/+AcOq5EDGckE9FpIMlMyfjrZxXmo4xtxh9YRCDShVpui+YOZt2OxjP+g5qocpqrqM/i6NzJBsxxLZwN07f6PVxOIxvodRmeB/AVQejWUXwc6E6GWVvp+9CP8O3ZgGD+etB/+AOPhWryBQDfdq39P4HdvoumVCU3VEvflm8kcdx9GY/YRrxR6+WeMPPZXXF12lFBkNHpYm51N4v33Y7v+upOWWDsWclBk6J81hFtdxM3JwHZVHsKHihxIUpi6rV+hT3wX/UGBxOdsJNz4CRLuvgdt6onzOc8Fl6T4HTZp/pNocMtXPvT4r4HhDwW8JCiK8t8nOtflJH7Hy+0LRiTm/2o9uUlmnn9w5nFnXttfaWbvO20EpLdReepIySvkqi98nbiERN59+Hc07txGwdQZXHnjcsyNr0Dls9HAEa0Z8uYRMi9kpLIMKaQmbrGeAaWH5oOHaDl4kKDXiyAIJMsySUOD2MNBUrIyiZ87C29XM75XdxGYppD+xVtJN4yHiD8alekfBt8AeAfB2weO9uhrvo81EyVzBmFDGXLPIQz9ryPJarq6x9DTbCLiD6CSZQRFGU0HUKvVqFVqVGo1KpUalVqFSqVCEKI5doKiIPh84D6ysagiCEjxNkJWCx6DlmE5ggMFryFapDm9uJTiGXMonjkXc/wx0iS8g/DMrdEZ+lW/jvoCTxElEsHz3ns4nn4G/+7dhyP4biLh7nuOqjBzLILBHg5WfwG3u5KUxE+y74V5SBETN39zCtZT8MOKoheHYxtDwxsYGlr3IcFbSErKCpISrzijCjsf7gBSVlbGihUrOHDgAOvXr8dqtXLTTTeRk5Nz1HFhWeagJ0C9P0ibP0R/WCQky0QUBbNahU2jJl6jIceoI8ego8BkIEl3dkndgUA3Q8PrGBp6D4djB4oSQaXSYbGMJ942BYtlLGZzESZT7hGCKMsyAYeD1u98F8/+/cRdtQLrXXfR0tvIlt2voA90kBIfJC45iEotE3Ro8XZaCQ4mgKxFUZTD6ScyRlWQUssg48xtJBD9HfjM6YSzl6PKn4epcCba+DRAgKDzcE5qDXRsh8a14O46nJd6K8z4DEpiIe433qT/l79EGhnBfvvtJH/ly6MrKCkYoOtP38f3jzdRtDLuGyUMV88mLeV69FUynqdewL+vClQC1mXLib/lRgz2AN63XmHk7X0Eu1xobEYSb1uB/b7PI9hPfq1+GEWScb3VindrD7oxVhJuKUaTdOT12tX9DPX1P0DvshD/qyBqrwbbtdeQ+KlPoS84Ou/WH/Fj0p59MfVLVfzmApuBg3yQOPQ/wE7gBSAHaCea6nD87GcuL/F7P7fvqRVPMTFl4ujjj25u4Sdv1vLcgzOZmX/sUP7K9zrZ/EI9ofBr4G+lfP4VLP3MFwn5fLz0sx8w2NHC1VdPpyiyE6FtM6i00dXLhFtR8hfh2+fEuaoFtU1P4p1laFMMBA4cwLtxI+6179E/0MuA1cRgSiKeD+VymXUa4gacGFNk8u9+kOzSedjTM1BrjuMfDHmQW3bhW/8mnt37cTcMoQ4FyZzhxJQcxt1hoHtfPEFZB3oNar0OjUGP2mBEY7KgNppRqdWAACpVdJYqEI30Ew4/phKiIfxJSWiSkqL5gnl5aMeMOaIRqaIo+F1Oepsa6K47RNuBvQx1tqNSayibt5Dp1918dM+/sA9e/BQ0vAMLvw0LvnnajTyDdXWMPPEErjffAlnGsmwpiffdh3HCsZ3/IyNbqT70FWQ5THnZr0hJWcZIr4+XfrkHW4qJGx+ajEb7H22iFAWfv4nh4Q0MD2/E6dyDokRQq+NISJhLasoKEhMXnVVJucrKSlatWoVOp+Oqq64iOzubl19+mfb2dsaNG8fKlSuPKEM2EIqwatDJu0Mudrt8BA6vvDUCpOq0GFQq1IKAT5JwixIe6cjUjjEGHdNsZpYkWlmSaCVOc+YRvqLoYcSxDZdzL07XPjye6tG0Db/fhss1AY87DY/HwIfiOs4ZKiT0chid2U2cfQhfjYzYG0IAjBYrCZnZJGXnkJCZQ2JWNmkFReiNpmgk5t5/QM2rIIWhaCnM/BxS8lQGf/8HHM8+izohgZSvfBnr1VePrthCLa10f/dbhPZVES4QcNwZQkoCfbsKq1sieeYdmJ09aOvWovG7EBRAZyXQp2FoDwQGdejMEkmzbdhWroDiJYjpZUSUAKLoIhJxIUk+RMmLJPmRRB+SHASiwh/p9xFscKCK6DGXZGMuykFvSMVgiPo7HY4dHKz+EmrBQPbu2QSfXI8SCmG6YhH+25bSlKXmwMABtvduJ82cxuPLHj/r7+CSFL9zyeUkfve+cy/DgeEjcvv8YZH5v1pPSZqFpx+YeczjOmqGef0PBwgHX0cJNDP1upuZf/s9eIaHePEn38Hia+KacQEMjhqwZEQjuSbdCXEpyGEJ56tN+PcNoC+yoU3owLd5Hd4tW6PVJTQaTFOnYll6JZbFS9CmpuBzOuhtrqX2sV/gbnbjTjASUKL1CAFUajX29EwSM9JJjBNIUo9gD7SjPlTHSF2I8IAWQQZZAHW+SOGkIRSgbSQZlVYiLc6JWSsdNr/8R26bzhKtwpJU9IHpNLkM7LmjPpGzYaiznQOr3+LQhjXIkkTFldcw86ZPYLSYP1hxSyKs+hIceDqaD7j8l1HRPU0ifX04/vUvHM89j+z1Ypw6hcRPfYq4hQsRVCoURaa9/WGaW36L2VzA+HF/wWz+oNNEa+Ugb/31IGWz07ni7jIkKXR4dbeO4aENBEPRotlmczFJiQtJTFyAzTb5mIEUp4Moirzzzjvs2bOHMWPGcPPNNzMyMsILL7xAOBxm5cqVVFRUIAgCfknmtQEHL/Y52O70khHs4xPefSwMNpEX6MIietGiIJiTIXUcZE+L+ngNVkKyTFcwTHsgTK0vyF6Xj50uH8MREb1KYEmilbsyEplvt6A6y7wxUQxyqGYbO7bvo7c3akKPs/gwGQfRG9xoNSE0mjAqtYhKJaNWa7HE5RFnKSbeNgWjMY9ubzermlaxr28ferWeRdmLWJQ0CUPtWygtG1HURuSCKwikTcMj63G73QwO9tLX14+iqDAbtRSlpGIM+xnp7mK4q52QzwdEJ3fJuXlklY2jcNpMMrOTUe39J+z+O/gGo37BmZ8joB5H309/SbCqCpXFgrGiAk1iApLHS6CmBqmvDwWiaTGLrHiu6MFr06KcyuUrRTdBAUWnnOKkTwAEBEE4fH84dq6qRmsHlYlIuB8Umb5IGnKll8K9fuL6BZpN8M5UE7p5s5iXs4BbS249hdc+ychi4ndp0Onu5KpXrjoqt++vG5r55Tt1vPS52UwZc7Qpztnv54Wf78LnfAs5UMOU625m4Sfvxe9y8uoPv8xk9S5K43rAmgXzvw4T7xgN2ReHAwz/q5ZIrw+VvgPPW39A9rhRJyURN38+cfPnY54z+ygntNtdTfOP78ewyo2wtJii3/wbRYaRrg6GD25iqGY7w10dDLlEXBEDHDZYqmQFYziCWpbRWs1MKoowTtkGGZPpn/J7+oatuPp9aEcqyfS8Qra0Hg1hBpSxNHIV/coEVHIQjeRFE3GiFl2ohTAaIYxaJUVXhpZ4NJZE1LZkNPZ0VLYUZEWNLMlIooIkyoQDIkFfhKAvQsgXIeiL/n84KCKGZaSIjCL7EQObkcKHEFTx6CzXYUvNIj7ZSPIYC5lF8WS0/wb1zj/BuJvh+r+C5sxERfJ6cb74IiNPPonY04suNxfrvbfQXbiZYfcmUlOvobTkp8dcpW1/tYF973RRunQH6sRnkSQ/arWJBPscEhMXkJi4AIMh44zGdSycTicvvPACPT09zJ49m8WLF7N7925Wr16N3W7ntttuIyUlhUZfkCd7hnihz4HZ28u9zs3cPLyRjKHK6ImM9uikxRgPCFGTeP+haLk5tR6Kl8LU+yF/4RE3WUlR2OPy8cagk5f6HYxEJHIMOu7KSOTujERsx2gndSJkWaampobNmzfT39+P1Wpl5syZjB07FnMkQtvddxP29ZL06/9BX1KIIKjR61PR6ZKOKs33Po2ORp7c/VtyDq3iTrcHHSqCkz6JefEPwXy0v97prGfN2m/Q0V6Mx2OhvLyc66+/Hq1Wi8/pYKijjZ6GWrpqD9HbUIcYCWO2J1A+bxETFy/B2rspmvvaXw2mRJSKTxIUs3BubyFQ3Yjs8aAyGTEU5RJXkYU+zs/gP1/H0xBEb4uQclU68vIVhLLHERHCSKIXRZE+tIkoioSsiIRam/Hv243c70KnMRCfHCFON4xGlNFYxqDJnos67wrUuYtQ6axHuGiihbQDOCubGdl0CCXiYCCpg+r4/QxpWrGqZRLUMqlaOFbFRCEAGrcWi7qUibe8EuvqcDIuF/H784E/80jlI6y+eTVp5jQAXIEIC369nonZ8fzjvulHHRMOiLz4yz0Mtr2FGNhH2eLlXPXgFwj5/Wz98Z3M0mzCoAVhzpejKQK6D+zkwQYHw8/UooRDBPc8RqT7ANbly4m/5RZM06eNll36MLIs0tH5OIO//Q1x7wgYr53PmJ/+EaFtI9S+DvXvIHsH6PHH09uTg6rei94XwmnU0ZOSQCg3G8VqJehx4Tlcq1OtElDUOag0eah1hZhsiZjj9RgtOvQqHzmhNxnjfxmT1ItfSKVZcx3NLMcvxiGFxcNFpSUkUUGUVMDJfxCCAHqTBr1Zi+Hwpjdp0Bk1aHVqNHp19K9OxXBnPQffewwxHCRz7K0o5DPc7UORFVQagflZbzM2+Ajh7EVo7/wXgv7MQ/gVUcT97rv0rvozfQvrkRIhcdcY0jTLMI4dFw0tz81FZTTi9lRHowl736J59eeIeNOYdc8BsnLnER8/85QjNE+HpqYmXnrpJWRZ5vrrr6ewsJBVq1ZRVVVFSUkJ115/Pes9IZ7oHqK5v5XrhjZyt2MTBcOHBS+9IpquUnYtJOQfvXKQItF6q4deiZac8w9BUknUUlFxO/zHZxuSZd4edPFkzzDbnF4sahX3ZSbx6exkknUnzx/s7+9n1apVdHV1kZSUxJw5cxg/fjwajQbZ56PtzrsIt7WR8/e/YZp6zHvk0XgHYfsfYdejKBE/+5Nz+Y4+SJdWy4SkCUxNm8qE5AkU24tJN6ejOZw64nIdYO/eu+jrm0ljYxYpKSncfvvtxP9HlaNIMEjzvl3Ubd1Ey75doEDR9FnMvOkTJMudsP0v0LQmGi0K0UmGShMt5Rf6UI8/XRyeNpm+2jzEQQeW5ctJ+frX0GUfGQxzLBRJwv3mmwz+6c9EOjowlBWRvLwUs7EBoX0bSCHQGFEKF+MuvpKaxGzqPZ00OhtpdDTS6GxEEOEaxwJudizFHrHgtAfwVqiwT8oi255CQ81DDI9sIDX1GhITFhIO9uFu2o2vvxp1RM+0+zad2vdxAmLidwkgKzIrXlpBri2XR658ZPTxn79dy982tfDGF+cyNuPIagiKorD6sUPUbV2N6F9HxqRpfOKb30eRwjT/YgVF4l5C1nz0dz0XNQ9+6Djvpm5cb7ciBwbwb/4dcXMmkfzVr6LPP34IuNtdRV3dd+DpeizvqrFeNZeMK+IRal7G63LRFsqgVcxHrHOS0zOMKSwSsFlQFi0k8667SC0biyQpdGzYRuq2+5HCHt4duoURdQJSuIOAJ9oHLTW/iKIZsymdPQ9bStrhD0iC+rdh58PQthm0JphwG8z4LKR80BhUURRkSUHyeREHmhEHmpEHW1A5mlGP1KNyt6BWwmiFIIKgQFxaNIQ8seDw38ObPfeIVZzXMcLrv/kZfY0NLP+vr1I4bR69TS666kZoPzRCmvNVFlofZkgpob7w92ROyCerxI7OeHqrEEWR6ex8gqbmX6MVbGQ1LoS1bYRq60aLISMIyElagnkBAvPU2GevwKy9gXf/KJFRbOfqL5y8F+PpIssymzZtYsOGDaSkpHDbbbdhMBh47rnn6OzsZM7CRXQVlvN8SwMVnWu4dWg9kx2VCCiQOh7GXh8VvRMUDT+KSDAqgjsfjgYY6a0w8ZMw7dPHrLt60OPnD+0DvDHoxKRW8aWcVB7MTsaoPnoSFw6H2bRpE9u2bcNgMLB06VImTJgw2hxVkSS6vvBFvBs3kv3wX4mbP//k4/X0w7Y/wO7Hojf/cTfD/G/8f/bOOlyu6mz7v733uMtx18iJnLgLxAjBnQKlLaVQo+6l8tJCSyktpQotbYFCseKaECwh7nLcdeaccbe99/fHhIRAgjR8b/vHe1/XXHOS2bNnbVvPWs+6n/uGwon0hnvZ0L+B1wdfpyXQQu5IYNIIGsosZZRbyikxl1CnTVIRe5JwfC5tB6eg1+v55Cc+eVLn8ohvjH3rn2f/+ufJJBNMWLiURRdfgbvQCf1v5meCkZH88yNpwVYOrtp8W1/4JpxxC0rzp/Df81f8f/0r5HI4P/5xCj57/QdiIqvZLOGnn8b3hz+SHR5GmDqJ0Yvn4zN34RraTbNvgAI5R0IQeM1kZIurFH/lbCa4m5heMJ2pBVMp0heS2DtG9I0hcuNJRJMG05xizPOK6Pb/guHhByguOpumpl8cJSGpinLCwfmHxf8Fv/8CvFXb9/OlP+esujyFfjCQYOWvXuec6WXcfum769tat4yw4Z7nycSexFpRzWd+cSdiLkHgN6txJVrxFa+k4NoHj9PmU2WFwCNtJPf7yQ7vQvasp/R/fvCeyvDJ5CC9vXcyOvokjmdMmF7MYGsSUeoj9CUK6c1WMh7KURRJMMUTxJhKQ309xV/8As61axEEgUwyx6E3hhl79WlO192CIujpm/YHKleuxOLM39DB0WE6d2ylc/ubeLrzNWpV02YwbcUaGuYuRPOWYobnYF7p5cAj+U6m7nRY8DloWP3+627ZFAS6wd8N/q63vXflZxlvQRDz2obuBihugpLpZJ0TefKv/2Sg5SBrP/cVpiw/JnkWDaQIvvoQFQe/QUx281Lwa/iUCZTU26lsclHV5KKw0ppfZznpeR6grf2HBAKbKCxYzeTJP0erdQCgpFN49vwTz+5/kO0bQO81om8RIJ7BunYtJT+4kZYDSTY93MFpV05kytIPx8h7LyQSCR5//HG6urpobm7mrLPOIhqN8sADDzAWi8NpK1CGXmP16AaWhfYgqTJqwQSEqRfD1AvfUyLrA0FV82UAO/6cD4ZKNr8mOO+6vIj5O2TtOuMpftYzyvO+MOV6LT+fUMHqgmMDx66urqMF9zNmzGD16tWYzcenk8duvx3/n/9C8Q9uxHXlle/dPl8XbP1dnjktZ/MszKXfOKkwelpO0+pvpSfcw2B0kMHoIMPRYTwJD/6kn1mmLB93Z9jtcxNoW4EgCPQ19OEodFBtq2ZG4QxmFM04mh0CSMVi7Hr2Cfa88DS5dJqpK1az5LKPY7I73t2A2Bj8fl7+3r7mpaPnL+v1Mv6bOwk/8QSS3U7BF7+I87JL36VU83ZEM1G2jW5jS//ryM++zOrXwhREoKNCZNe6OjTzZrA4JzB9rJuC3jcRk8F8AJ57Lcz+JJiOFcarqkq6J0x82yjJwz5QQDfBQXjqBgZiv8fhmMf0aX/6SCXR/i/4/Rfg2298m03Dm3jlkmO1fV9+aC8vHvLw2jdPo9R+PDU46Inzz5vWkwzch2Q1c/0df8IoR0nefSb6aC/tzvOZ/JV7j/uOkpHx/WU3mYE06danMc1xUPy1ryCa372OpKoqodBORkcfw+N9GkGBoocNiG+kCZXo2FVWQUYWECWJ2uJy6jv70XT1oKuvp/g738G8ZDGCIJDLyhx4dYg9L/ZTp77Aafa7yNkb0H7qMQTHu+nvbyEyPsbhNzZy6NUNRMbHMFhtTF+xhplnnovFeeSBifth99/yI+3oSD6NNu96mHkl6P+NQtlkEPw9x4Khvytf2zfelu9wgazOyZMjMxjyy1xwww3ULFpz/D4GtqM+dg1EPQwVfZpt/nMZG8rP2AwWLZWTXVRNcVHV5M6LiJO3whkY/Cu9vXciCBIN9d+mvPwKBEFAUdJ4PM/QP3AXiUQPRmMV1VXXUVJyIUJGIXDvvfh+/wc0hYVU3H0XLz0bxdMb4fIb52IvPHUq+PDwMI888gixWIwzzzyT2bNnMzg4yH0PP4zfITGbA5zrWY9NjpOyVaGffjHC1IugeMqHZsB+IMTG8kzHXX/N11s6qvJi5s2Xg7P6uE3fDEb5Xucw7fEUFxc7+U6pne2vbOTgwYO43W7OPvvsExbcR197jaHPfg7HZZdR+j8/PnE7VDXPutz6e2h/HiQdNF8Gi7/y4Wa370BWzjKWHKOv/y+kvPcxJi+gfXcjSk6hv6Gfjlw78VwCVVCZ4p7CmbVnckHjBdh0+VlaIhJm+xOPsO+lZ9Ho9Cy46HJmnXnO8czrRz6Rb/P1m47LmryFVGsr3lt/QWLbNvSTJlF515/QFhcfOWyVjmAHm4Y3sXl4M/vH9pNTc1i1VhaULWBJ4XymbPMg3v8EOY8XfdNkCq69FusZZyCgQOeG/Ey+9/V8ucbSr+azN9rj+zc5kia+w0NshwclkiFWv4uR+j9hNFQzY+bfMBo/msHd/wW//zDC6TArHlnBhY0X8v0F3wfgwFCIc3/3Jl84vZ5vnnH8DSpnFR6+ZSuejr+iqn6u/NkdlDg05P58BkpklG3iWhbfeB/S24wulWQO7682kYuIZDufpOirF2JZuvRdbUmlRhgdfZxRz79IJgcQFA30auERHaWDSfrdNgamNlIzez419RMxv7aZyL/+hWi1UnjDDTgvv+yoC3XXrjG2PtlN1J9gTc3jNKYeyAtQX/w3MHyw4m5FkRk4uJ/9G16ga9c2JEli8tLTmXP2Bbgrqt46Ifn1xm1/gqEdeTbozKtg/nX5gHiqyGXy+p6eA9D/Jun213n4UAGhrIHL5gsUL7oQpl18zD4pEYDnvp63SHLWkF56E32ZeQy2BhloDZCM5INhYZWZsukHUWz/IJsbpLBwDRMaf4jBUEo2G2Ro+EGGhu4nkxnHYplMTfVnKSxc+y55seShwwx+7rOo6QzOW+/kqadSuCssnP+1We+p/fpeUFWVXbt28eKLL2KxWLj00kspLy/n8P5d3L/pBc7Mvcby0C6ygoaYqRinksqzclU5fz0EMZ82lnR58oqkzZOs9Na82IG1BFz1UDo9L1X3YQcrchbans0Hwd4jaz81S/Np0UlnHXXiSCsKd/SOsmHbDub1tqBXFJYtXcKSJUtOqCma9XjoPf8CNMXF1Dzy8PGSW6qazxS0PgX7HswPjoyu/Hrk3GvB8tEVZauKSs+2PxBpbUebXsr68V6SSpozMjMoUR0ookpUk2BY8jJg8mCfWMLa08/Has0fd2BkiNfu+wu9e3fhKCll+cevpX72PIS2Z+Hhq2DFjbDsmyf/fVUl+vLLjH7nuwhWC4O3fIbX1XbeHH6TsWR+eWKyazKLyxezpHwJzYXNR9cuAZRMhsgzz+D/yz1kenvRVlXhvuYa7Becnz+nnoN58fiOF/Ps81U/gmmXvitzo8oqqVY/sW2jBP1bGZ7xW0RRz9TK3+GaOP//CC/vh//24PdQ20PcvP1mHj77YZrcTaiqyuV3b6NrLMZr3zwNq+H4h3TTIx3sfvZB5PQuVi2tpHlaLcqOP5OLBnghupTV/3MvJtux1EAuksBzy0ZUxYISfIWyn37x6EgO8oK74+PrGRl9jGBwC6CSHTPjPWwl0G2jcThEvTdEdsE8ym66CVdJKaGHHmb8979HicVwXn45BV/8AhpnvvOPBlK8cl8rQ21BCst1nFV+F+aBp2HONXDmbR+qHEFVZVIpD8lkP76hdg6/soe+nf0oOYWCRgPVC/RYy1QUJY2ipFAyUcRkGJJhBFVB0FoQjG40lgokYwGSZEajseTfJTMarR2driD/0hag07mRpPdRslBVYl27ePDnP0fJJLiqaicWowRTL8qzE8tn5Wc9Pa/B898CXzuUz4EV30etOY3R/gF6ux4hnn0WyThMKlRBsP1i3M6l2Mq8YH6FFE+DkMHlWkpV1bW4nIvf80HPDg8zcN31ZIeGSH35V7y5AxZd1MDM1SefXZ8MyWSSZ556kpa2dhqKzVxYFcEUbOF5nwaJCGeEthCRTIT1biotljyL2FKcT6+L2vz1VdV8DZqcyQ8e5Ew+RZ0K59ebop5j5AtRA5Xz8wOjKRfk16Q+DEIDsP/hfNlJsDe/v6qFMGEt/dpGXtjVjcc7RshVxIv10zijrpqfNJZje0eNoJrL0f+JT5JqbaX2scfQ19ZAsC9PwBnYlieRBPvyG1cvzrOmp1xwHInsVJALpUh3h0l3Bkl1BFES+XXBjHGMbLGeF4MdxHIJLmxaQ5mpEDmWJTLmRxlJoZM1JMUUickiTWsXoj0y6+/dt5vX7v0zgZEhqpqaWC48T1GRAz7zan5AchJEM1FeGXiFXZse4Zw79xAzwM8/bWd64xKWlC9hcdliCk3vb2mmKgrRjRvx//kvpA4cQCoowHX11Tg/dnmeQd73Jqy/EUb2QNnMvHh89YmXYLLjCXzbt9IhfhcRPYvXvvqhhcvfif8Lfv9hXPrMpaioPHrOowC8dNjD9ffv5ifnTeHjC2uO27Zvn4dnfvc6mej9THOMsqa06+hnsgpK4VS09UvztVIV88jENXh+8RqCvhSts5fib348L3ILRKOtDA8/xOjoEyhqnFxMx3ibjWC7HXMOahuqKA+bkJ/dgOOSSyj+8Y9IbN6M9xe3kenuxrxoEcXf/Q76xvyajqqqdGz38MbDnSiKytJzi5g8+C2Evjdg1Y/zKaH36MBlOUE4sp9o5CCR6EGi0RZSqeGjhcdvIZfSE2wtwXvASC4lYK+UqFlkpqDegiTqUJFRs3HU8CBqzIuSjSJLArLOgKzTkhNVZDV9klbkPeRMphpMxhpMphqMplqslkkYjVXHUdvHB/p48MavU1RWzKULtEiHH4VsPM9onP2pfDDUGmHfAyiv/wK/dpyR2jL8pgQqCjbbTEqKrsTf66LnQD++XjPZRH4AIelyFNWYqZxYRmmDg+JaG1rdexd054JBBq//LMnDh+m86HZGA3ou+d4c3GXvwz5NhWF0P4zspb+zhX8NOIgpOlbyJgvZTVjn5JCpkUWhXSRFPQMN5zJ55VcRiib9+6lNVc0HQM/BvHJJ14b83wBVi/JpzKkXvYvd+b77HNoJ7S8wevhN3ggW0kojNqKcYWljklOhSzDTnsxiECVm2C0Uma2gs4DOzNjTB/G/dIiySydjr03l092JvDYrWhPULssH6MY170qx/js4Gux6wqR7w8iBFACiWYNhggvDRCfaeguHu79AIPgmdbW/4ZlnuohEIlx11VVUV+fboMoKbfv30/7qLpp99UiqhNBkpWTNRLQlZuRcjv0bnmfrg38mlVGYOn8Oiz/5JSyu48Uykrkkrw+9zvM9z7N5eDNZJUu5pZxLs80suOUFDBMnUnPfff+WQLuqqiS278D/l78Q37wZ0WzG+bHLcX3iE2jcbjj4KGz8n7yO7+RzYfX/nDRrk4yOkA6N46g8uc7vB8X/Bb//INoCbVzyzCV8Z953uHLylSQzMqt+9ToWvYZnv7QE7duYanGPl3/etJ1k+F+An0/f/BNML38LZXgPmzwVTJk3iwK8MLwHcklUVcKX/j5pdQ4251PYZuhRdEY84iB96b0ktUGUnECo10qwzY47kqW+vpTaFZdgn3sR43+8C9/vfof94otwXHIp47ffTmLHDrTVVRR/+9tYTj/96GwkGc3w2gPt9Owbp7TBzqqLHNhevDrfgZz3h/x6yAkQj3fj87/6NgWSI+tjhgqs1imYTLUYDW+p3JcdmZlZ8iSaVJKDG19i17NPEAv4KaqtZ/75l9AwbyGiKCHnFCK+JIm+DoSOZzGMbcEW34tGTaICIbGEMamRgKGCiK6YnM2M3pJAYxpH0I2iisPI6jESTN5DbhJW62QslsnYbTMZPjjGc7+5jeY1Z7HqyiuR9zwEu/6KFGhFkYx4ipbTV2gmaT0AUhBtBsq8CezpekL10/Ho95PJeI44J6zBajiPxHgdnu4oo90h/CNxUEEUBQqrrdRML6BxTtFJ1/OUeJyhG24guPMQO5ffjK3MwUXfno301n2kKPmZ6MA2GNwOQ7vA34mMwBss4A3m49RmuWiqkZKyCjo7NlPX9SQKAi8XrmXJZT/H4a444W+fMsJDeRLT/n/m08x6W352Nffak5JH3g5VVenv72fTpk10d3ej12lZ0FjAYtsouuhA3qQ1GSApy4ylM+QUmQKy2JQk8f4sg685sNelKFtpyLN93fVQPjs/ay9qOmUBhZMGO5MGXa0dfZ0dfZ0DbbHpOGJULhdnz94riMe7mNB4D48/vpNIJMKVV15JTU3N0e1kReaJfY/hfbWDNf4FGBUDukkObIsq0Kc3kX7kU2wzXsTeQ2OIGok5Z53P5NWrORhv56W+l9g4sJFELkGRsYgzas/gzJozmVowFUEQiL7yCkNf+CLWNWso//WvTolpmWppwf+XvxB58SUErRbHZZfi/vS1aJ2WPHFo86/zZRrzr88Th4yOf/u33g+nHPwEQTACVaqqtn/Ujfso8N8c/H62/Wc82vEor176Kna9nV++1M7vXu3i4esWMP9tMmZqzM9TP36cIX+cdOJlVnz6c8yMPwP7/8nTQ5MwL/oUK685YpApZ4k89Duib2ZRbQuxuZ/HbFzPgMFHb4kG1QSpoI5gqwN7wEpDTQW1i9dgaDrj6LqV749/ZPw3d2JeshgVgcTmzUguFwVf+DzOS49ngPXsG+e1B9pIJ3MsOLee5uY44gMX53UJL7sf6lccd8yp1Ahe7zN4vM8ctXgxmxtxu5eDdREhTSMh1YwvmyOtHLv/LJKIQ6vBqZEo0GnycliSSC6b5eDGl9nx9GPE/F705gKMjoWkU/UoioAqZpGlFOjSSJYMemkcjRAENYaoxNGQRoOMiTSSYkTO2skkK/GlpqJoQGfxYnQOYSkexeAcRDL1IUh5vStVtpAYcxHqTZGNriEVzlPiS227KGn6F6kKH6oAzoCKOFhLMFJDsXs3DZF+dFkVj8lNi3QeSePHcJW5cZebcZdZsBcZ0WglUvEsnp4wo11hhjuCeHvzrhulDXZmnVFN9VT3u9KhSibDyDe/RfduL4emfoa5i0Xm1eyGge35gJcK5Tc0F0LFPHzOZp7s0jDki9Lc3My60xYS2PJbnLv/jEbJ8aR7JaGCtXzykk+g0ZxaAPhAUFUY3JFXLjn85BF254p8icOEM97F7lRVlY6ODjZt2sTQ0NARg9wFzJ07F8NJxJgTssLPekb485CP5nScX//Pt9C7ndQ++ugpWU+9HUoiS7onTKorRLozSM7/wYLdW5DlNLlcBFmOk8mGOHTwBmQlzoTGu/nXv7YRDoffFQABvHEvd2y+HdtBOD+4EqtsQiELOh9KVRVROYZvoJusP0QWmXFrgoA7S3llA1OKplLtqkXSSohGDZoCI5JdjyAK+P/2d8ZuvRX35z5L0Ze/fMrnJ9Pfj++uuwk/9RSCJOG45BLc130GrVHJrwfueyDfHy34fH5d9UgQzKZSJCKhY2VQp4BTCn6CIJwD/BLQqapaKwjCDOAmVVXPPeWWfUT4bw1+aTnNikdWsKhsEbctv42e8Rhr79jEWdNL+fVlM962YZRdP/8520aWkInejbuykquvWILwxGfYHqyj27aSy370MySNFlWW8d56G4kDCrqapVhOKyYy4QCdXbeAJkzMYyTrmUbjtKuYuGg5BvO700reW28l8Le/I1osKLFYPk9/1ZU4r7oK6W0ebOlkjs0Pd9C2zUNBpYVVn2zCndmTX1DXGODKR49aEKmqjN//OkND9+MP5AkKZussgo5LOCjMZG9cpCWWxJvJfahzaFXAmpBxBOMURCJUDrdSOLofbTKEqtWTdZeStjuP6zBNJhMGgwG9Xo9Go0HOJMklo0QTKZK5Y52QnjQluiwOezmSZQaarINMRCURSSPqx9Ha29E72tA52pAMR1zGZTsaTQE5tQ8BgZKi86nJNSC2PI2m5000ORlZFIgVT0QQqjB5t6ORw4wxjd2hc+hLzUQhH2C0BgmjVYdGe2yUrSgquZRMMp5Fziq4Kyycce0UnCVHGLtRLwxuR+3fhvfe9WxOX8xY0SzON3+Xsjoxv7ZWtRCqFqA4ati+YwcbN25Eo9Fw1pqV1IReQdr6WwzZGM8WreS13ByWVE7ivHPPRfo3bJhOGbEx2H3vEXbnCNirYPYnYObHkU0FHD58mM2bNzM2NobD4WDRokXMnDnzAxvkbvaHGf3MdTR2tvLoL+7kmuULqDd9ePeCt5DzJ0ke9pNs8ZPpjxyxCJLyga7Bgb7++GAny0ni8a78K9FFItFDItFLMjmAopw8NZ/NWjh4YDWplIlly6GxYSoOxzyMxuqjg6Gdnp08uP9+Yp1jNCUmUJUpoTjrxiIbMSlG9IoWife/poJWRFtuQVdtJfrcH4m9/Cxlt92G/Zyz/+3z9HZkBgfx3XUX4SefQhAEHJdcjPvaa9EK4/kg2LkeWTIxYJrHLq+bwQEfJfWNXHHz7af826ca/HYDK8hbC8088n8HVVX9/+c2+iHx3xr8Xux9kW++8U3uWn0XC0oWctU92zk4FGbjN5ZTZD3yAMo5Ru/6Ck8cOI9c+lmyiR6uuvH7FD17Cb6kgUdHZvPxW3+H1V2Akkgw/I1vkh1zo2tYjWaJhhbpx6j6LpIBPWJoFbNXfIniunwKSVVVlHCYzOAgmYEBknv3EXnheWR/XnnFOGcOjgsuwHb2We8ymhxqC7Dx3lbi4Qyz11Yz58xqpN13w0vfz9cPXfkoOKvJ5aIMDz/I0PCDpFJDSNpixlzX8YY6j5eDMqGcjABMMhuYajXSZDZSZ9JTqNXg1mkwHUnXpVM52ls9tLcPMTI6RjITRRUTaEiilxNIyjGbJRnIZtKYxocxRwJkdHqGJ80iOHcZ7tIyqixmqo84BVQZdRTrtEd1IbPZLGPD/XjatjPSfZhhfwyv4kAl3w6320VFRSUVFRVUVlZSWFiIJEkEfZ1sfPRa7PUjiJq3tAs1OByzyGaDxOOdmHSVTNCvxOXxIbQ+m68r1BjzKb3IMCQCKAYXkYIVhHTTCarVRFIOUqoZBX2+uF1WUWSFWChNcOSIY4UgsKBuNzM1DyCEj/hWSnoom8nYSBVP956JJpdi3Wk5Cq++AkGjwev18txzzzEwMMCEhnrOrAih3/YrTKkAL7mX8GbFZcgH+1k4aybr1q07Wvz9H4OchbbnYOdfyPVtYZ8wlTc1SwlmtRQWFrJkyRKmTp36oQO07667Gf/1r9lzw9e4cep80orCJSUuvl5TTJXx/RVyVFUlOxonedhP6rCPrCefEdCWmtE3udDW6xCKZbI5H8nkIKnUMMnUIKnkEInkAKnUEG/ZFgmCFqOx+sh6czVarQuNxookvTUTVYkn+hgYuBut1oHRsIjXXtOTSGiYMvUVHA4ven0JTudCXM7FuJwL0W/4OYk9f6dt9Q/wlU1DEiRcRheNjkYsOguqopKOxujeuYP+vXsY6+4mHY0jCRIGrZXS4gYK7ZU4pCLEEKi5LMktdyAHe3F/9haspy9AV2tHMn+wwcZ7ITM0jP/uuwk98QQoCrkZ0+lyWYmG25lfMMgEqw9VEAlYm8lO/Rila6475XKaUw1+21RVXSAIwt63Bb8Dqqr+57zp34H/1uD3yRc/iSfu4fkLn+e+Lf38+JkWbrlgGlfMP8LQU1VST3ybh1+eRVyOkww9SfPqtawqakPZ8wB/65rJsht+QuP8ReR8PgY/93mUXC36iWcTmLyb0cI/Ikoyim8Rcxb9EP2Qh+SB/WR6esn09pIZHESJRo81SKOBXA79pElU/O636CrevbaTzchse6KbA68O4Sg2sfKTkykp18Lz38inKSaeBRfeRVZUGRz6O4ODfyOXi5CzreZ1/VU8H3HgyeSwSiJnFtpZ4bKx1GnF/TarGlmWGRsbY3BgmM6WHkZHPMTTEVTx2KxQEATsNgeFRQW4XC7cbjculwub00XKaMKblRlNZxlqO0z05WfRtB8kp9PTPm0BmybNJWp1HN2XURRpNOuZaDYwwWRgotnADKuJIr0WFJn0oWcY2fQPhsZDDOknMiiUk0jl1ya1Wi2VlU7KyrcgCFtJR3SkBxex5PKr6e27g2j0wJFTa6Wm+gtUVFyV78zkXF6B4/AT0PpMPhBK+rzuYzKYt4M6DkKeVShq8w+8nEXNpUjndLwSvoHe9ALqnO2sOlNGWzsvP+M+ot/a/VobLz40QvnwG9Qru+g8Yw0Hg0H0ej1rJ9uY2PFbjPER3nDM5tUZX6Y0LDKydzeLFi1i9erVH7lazNsh57JE/X4yyQS5TBo5m0WrN6AzmTCYLRht9qO/n81m2bt3L5vfeI1ILEG5MM5SdQsTnCDO/kS+vOUEupknQ3z7DgauuQbbGWsou/12fNkcv+sf4+8jPhQVPlMicbWth0z8AIlEL+m0l2wmgKJm83qXORlVVkFRASE/m5OEvF+dICDL8XeRtQC0Wlferd1QidncgNnciNnciNFYddRs9r3g873KgYPX43Quor7uV9x//z8JBgOsWl2C2XyAYHAr2WwQAFMih8FYia5kPqKoQxB1iIIGQdQiCtoj/9YiiloEUYuARCoWIzI+Rtg3RnR8HH9/gERAQZJdNE1cRYWpiuzff46aSmBa/j1EkxtNsQl9jS2fJnUY0Dj1SHY9oln7nsIOb0ciEqZz+5v0bHgJ/dbtVPojaBSVXEM9zk99ktKl05H23Q97/5Gv77z+9Q98rU+GUw1+9wAbge8AFwFfArSqqn72lFv2EeG/Mfh1BDu46OmL+Prsr7Os+GLW3bmJBXVu/vbJuUcfdnXb3bz0zzG6U/NIZ/+BXshyzQ++heHeFez1lzI26TOs/fxXSff2MnjtZxCs09FNOp+BhvtJ1b1CLmanPnU1+je6iL3+Rt6dXBDQlpaiq61FV12NtrISXVUl8R07Cd57L9a1ayn/5W1HGaFvh6c3zMa/txLyJph+egULLqhH6zsA//oM+Dth+XfILr6OgaF7GRy8l5wcY9x+FeulC1kfUlFVWOW2cXGJi9Vu21HZKUVRGB4epre3l97eXgYGBpDl/ExOUCR0qpUCdwHlNSXUTaigsLgQh8PxoUb54/297HjqMdq3bEJFpWhqM6b5y4lMmEZPJkdHPE17PIUnc6yzqjHqmGc3s9JtY6XTiqXjGXjp+6hRL8HFP2Sw8DRGR59GFB9BlJIMDk5hcGAaJLPYzBFKGtuZPGkuxcWLGR55iFBoO1qti7q6r1Jedtkx5qicg/7N+UDY8vQxr0NRk2ciKjJkk6C+LSWss6IqOYRckoyhiNejl9ISnofJbOK8L82hoNR+dLaWyWR48YFtHG47TEbvAVQa+/qYnzpEiXuQjppa/jb1i5w371z8r66npaWF008/nWXLln1kgS+XzeIf7Gesv4fxvl7G+noIeUeJh4LH+S2+ExqdHkthEbKrGJ8qkZFlSouLWbFqFQ3VFQhtz8Cuv8HAlvz5ql2el1KbeBaYT2z9Bfn1pr5LL0MqKKDm4YeOpvNVVaFjdD17e+/Dld6JhIIqGLCZ69Hpi5BSVuTxHLI/A4qAZNGiKTaicRsRtCJHzWdVkCQTWq0DrdaJTufGYKjAaKxAkk69NGJk5BFa275LYeEZ1Nbcwj/+8U98Ph8XX3wxk6qLiD37SQKRnYRrJpK2u8hkA6hKFkXNoigZVDWLomQ5mcPCySCnJdJhLUK/ltoHs6hOK9rPfhpzshb69PDOTK0oIFl1SLb8S7TpkOz6o/+X08r0duyhfccmBg7vR1UUXGUVTFy0lMapMxE2vUng/vuQx33oJ03Cfc2nsK06HSE1/pHU8J5q8DMB3wfWkFcUfgn4iaqqqVNu2UeE/8bgd9PWm3i6+2meO389n7rnMEPBBBu+tpxi25F05/AeDt55G2+EP0NCfA3Rv4c1n/0SU8fuJ9fyAv/wnMYVv74XPGMMfOITiIWz0U48h55Jv0GuPIQhPJniBzRkD7Ujud3YzzkH85IlmGbOOE7RRVVVfL/9Hb4//AHrmWsp/8Uv3iVnJOcUdj3fx+4X+jA79Kz4xGQq6wx5VtbmX4G5iOzZt9KvaWdo6H6ycpJO2/U8paxmf1zFrpG4otTFp8oLjqaSZFmmt7eXlpYW2traSBwxTNNjRYzb0Kt2GptqaV5cT1mj898u1n4nwmNeDr32Mode20DM78NotdE4fxETFiyhsmkaUUWlPZ5idyTBjnCc7eEYgayMTsjb51xdoGfZ698k0/s8bTMb8OsCWK3TaKi/iVBIx/79/6Rjn4+k4gRJg0ajoaGhgenTp1NUFKV/4A5CoR1YLE1MmngTdvvM4xso5/LGpUM78qa/cV9+vdJgB1ctGdck2kJaDrZ10d3VRb3azelspYwx2qjnSdaQIn8P6XQ6NBrN0XMrImFMFXOO+BLW3buIDJlABlmnwzRtGiOoDOVyNMyaxYRp0xCMRgSdDkGjRdBqEbSa/Lvm2Dvatz7TIZqMR1mA2Uya0Y42BlsOMnj4IJ6uduRcPnhr9QYKqmtwlVVgKyjCVlCI3mxGo9MjabRk0ykyiTiJaITO3j66fUGyKkiJGLrxYaREFJ3eQOmESVRMnkLF5KmU2EDb+lje4+6tWryipnw9XvksKJiQ7ywNDnKhEP0fvxrZ56Pm0UfQVVWhqjLesefp7/sjsXg7Bn0ZqvNMfh+eyhvJMs7GxDf2xDH6UggGDaaZhZjnlqB7vzKS/48YGPwbnZ0/pahoHXW1t/Dggw8xMjLMBYYdTE/vgDNuzkvAvccARlVlFCWHqmZQlCyqmnvH5znS6TFS6ZF8qjYxQMjfSiLeh64jgvuPEqmpKsHrcqgIqBkrWqUIg1COSajCrFajT5ajDbtRw3nlFjUlv6sdOTWLagCd24yh0I5k1yHZ9PmgaRZJ7H6VwL1/J9Pdjaa0FOdll+G+/rr/K3J/P/y3Bb9IJsKqR1dxRvVaUqMX8ejuIe75xBxWTj5SeJ4M4b3jSp7o/xIpjRch9ixFVTVcfu0lCH9dxZbxKiwX3sakhsn0XXUVasF0DJMvoHf6rchFPbjaJqO/swtdeQWFX/4StjPPPKE+n6qqjP3iNgJ/+xv2Cy+k9Cc3IbxjNuXti/DKfa0ERuJMWlDCkksb0Pc+D+t/AOEB5Cnn0ddUy8D4v0gpCnutX+Sp7GL60yo1Rh3XVxZxaYkT85H9jo+Ps2fPHvbv20cimUQrSRRjRN+fwOJNYDdKFFeZcZcY0VhM+Q7VaEQ0mpAcDjRuF5LbjcbpfE/NwfeDosj0H9jH4ddepmfPTrLpFEarjYZ5C6mfPZ/KKdPQGYzIqsrOcJznx8P8yxskmElzuXYDZ2bvRSOnqY8UU7nuOQKJg7S2fZ902kNZycfZdX+A8UCI2lVn0d0/QCwWw2g0MnXqVKqr4wRDd5LJeKmt+QI1NV94z3SXqqqMjIywZ88eDh48SCaTwWazMWXKFMrLyzEbDVgP349r7+9IiC4eC1/DGMWUNFpxlhmwWa2UKSM4W57kicMfx6rzsH3uOOM1Z/Kj6BiWvbsZfuUVpHEfhvTJSRbvBVkQCJkNBJw2/BYjIa2EkvcYxqkzUGS04NIasCsCpmQSJRpDCYdRUinUXA4UBdFkQrTZ0FVW4q2sYJuq4kunKS0pYfWaNVRXVREYHmSsrwdPdyfD7S2M9/eCqiJpNJQ0TKSmeSa15TaKUocRBrbkGa7Z+NF2ZhMSA28Uko2KVJ5vw1jvxGNP02cbJyklMak2aoQZFOumk40VEegv5Q+SmXvqdJRnBe50F7CguRRB+x8g/5wAAwP30Nl1C0X25TQcjvJwj40+Kjhj/hQWrL3k/2vKWlVlhv70a2K/uYf48hrGlxvJyl4EXRidNYPGIL9tW5DjFuIeK4EOA7KnmIKCGmoaZ1Ba1ohRY0WJZpAjx17k3jYr1Qhoy82Q7CS54xlEm4mqu+86Qas+HE515vcqR+f6x6Cq6ooTbP4fwX9b8PtHyz+4deetfKryz9y53s8NKxr4+pojrguqSvL+a3lk2xpimNBYXyM+0MnHf/4b3K98kXTvDp5IXcQl3/0ZAx+7gqS+AkvTJfTP+CW5gm7czxWifzGK+/rrKPjc545zLX87VEXBc9NNhB56GOeVV1L8/e8dV7uTSebY+Vwv+zcOYrLrOe3SCmqEzbDltzDeilI4keHmmXTlNjGuWNlh/gLPZ5oJ5FRmWk18oaqIMwvtSIJA1ufj4CuvsrO9jVFZRlAUyodHqOntpcTjQVJOkHoRhPdMhwH5YFhcjLaiAl1FOdryCrQVFegb6tFWVHzgWqRsOkXfvj20b9tMz+4dZNMpRElD+aQmappnUdY4iaLaOkLJ/exr/TFSuov9zGC9eA3XtN3H2cmd7J6koHFOpGnyz7DbZxHxjfOP73wZk93B5T+5jcHhEfbt20dbWxuyLFNYWEBp2TCi+DKFhbXMaL4dk6kCWZZJpVLEYjHGxsYYGhqio6ODUCiERqNhypQpzJw5k6qqqneTUAa2wyNXoyTDbPB/gZ7UPBZPPsQ0zSMI422EzGX8VvsFXG1NmJYU8ckrpyDLMo888ggdHR2ceeaZzJkyJR+UkkmURAI1m0XN5vLvuSxqNgu5HNlkEu/YKKOeYUbHPIwH/SiqggA4BA3udA5XNIEjGEaTTOXrCz8AohYLe2fNZLSsDHMsxvQDB6gcHEJy2NFV12CcNhXDtGlo3G60xcXkbDa8Q/0MtR6i/+A+xnq7ATDZHdTOmM2EeQuprnQijrUTfnEDYw9vQs3mKL9qIuGGIH3mEVKaLJakSI1HoNCTIJNqIJK7kow6CYE4Zmk9La4ubphyA16di+/mDvA5J4glU6Bo8r+nI/tvQjli7CwKR659KkL/pk/RJe3DHVSYVPQlnhwqoa29nVmzZrFu3bpTLk9JJ7KMD0Txj8SJh9J5H8xYlkxKBkWh6M2/42x5mfTHvkbZJy/DVWYkMj6Gb7id4NghYvFu0pkhRKMXjW08HyzS9ZQUX02BaxWqqkGjFdEZ8pZiRosWBFCTOeRIhpwvSbo/QrovQnY4CgpoCnWUfH3+qZ1MTj34zX7bPw3k1/1yqqp+65Rb9hHhvyn4KarCeU+eh5SpoeXAOubXufj7p+YhHUnrKVv+xNMPpRjJNCEX7SbT/iZzzrmQ5Quq4R8X8oqnjoYb7oXf/I6xgRgFMz7FwKzbybq7cD5sxNrqpPw3v8E0a+ZJ26Bms4zeeCPhp57G/ZlrKfza146OEGVZoWXTCLuf68CY7GHm5GHqnR1Iva9ANoFSUM9oQx1tusMcEprYpP8kW9OVKOTX8z5fVcRcUSGxfTuRN9/kYFc3LUWFRG02zLEYE8NhKnI6/AEzYcGFY1IVk9dMonhaJaLVmk+lHZklqtksaiJxtCOWQyFyfj9yIEDO5yfn95HzeMkODZEZGkJNJo8eo2AyYWhsRD9hAoYpUzDOmom+oeF9A2Iuk2G4rYW+A3vo278H32Av1vI4Rc0BrBVxlLQZMbwajziHZ9I5OiUb1fIoXw/+i3mX/gpcE1BlmVwmQ//BfTz/29upmtrMgosuR86kicei9PX00N/bSyAYzAd5Ie90rYoCqqRBlbSoUv48aDQa6urqmDhxIlOmTDlp3dpRRD3wwCXgOUBW1aEVMnikGn436Wr+7lrOZeVFrN4Ro3uLhzXXTmZH+yt0dnZy1llnMXfu3JPuNptKMdLRxlDrwbyhamcbci6HIAi4LDYKUjlsgyM4xv1oj9RmSm43+tpadHV1+TXm2hp05eVoCguPXd9sFjWTIR1P8Oaunezs60MCZgETh0dQhoeR/X7kWAxyJy6DEa1WtCUlaEpKyBW4GdOJjEaCDI2Pkslm0QkipeEYZd4AxbU1qDc0M6p5kUzGh806nZraL1LgXkF2KEb4xV7S3WEkuxbrfDummjhicgjCg4R8fXxdaOY5y3RW+7fw27abceTiUDgpXwxfMTv/XtT0ntJhHxSqqnLAd4BXB15lp3cnPaEeYtkYGlFDsamIWtHEjNE2ZkT8uKbOZcDUjt0+k+nT7mbTpj1s2rSJmpoaLrnkkne5VrwfFEWl74CPQ68PMdweQnnrmmpEDGYNBosWnUGDIAqocpbyZ3+BZbydvc1fQmpqZsqSMkrq7YS8CfzDcSK+JNFAiqg/SSLybhLQ2yFqBCxOAza3AWexCUeJ+ci7CZNRItMdRsnImGcVv+d+Pgg+8rSnIAg7VFV9t/Pqfwj/TcFvy/AWrnvpK+hGfohBMvLsl5biMh+ZnQ3vZtOvHuRA/CxSzjaM/i2YrDauvPl2xHtWEh/p5g3XF1hcPoGuPz2Ie96X8E79K4mK7Tj+ocUZbKLyj39AW3Ly4k8lHmfoK18lvmkThV/+Eu7PfhZBEFBjY4xvfJLong3Ycl24tINI5G9S1VFFuqKJ4QKBw3Irb4greV26gEHZiksrcUWpm8tycZyvbiT2xibi+/fTX1nJ4enTiJtMFGq1LJg6FXtRMzvWewmOximutbHwgnrKJ7zbmf7fgaqqyIEA2cFB0l1dpNo7SLe3k25vRw7nNSRFmw3jjGZMM2diXrQIw9Sp70rzqqpCMtlPOLKfcGgXY2Pryeb8CIqV1OhE/IfdBEe9ZFP/Xnrww0BnMmMvKsZRVIKtsAhbYTH2omLshUXYiorRGd5WjJ1N5cW9d/89zyJFAFRajRO4YMYv0SUt3Fjg5pLF1cg5hcd/uYfxoTAB527OPH8lc95h1JqKxxhpb2Wo9RBDLYfw9nahyDKCKFJYWk5BVsHa0Y1tcBStqqJvbMTY3Ixh+jT0DQ3oa2uR3mHCeiKoqkpbWxsvvvgi4XCY6dOns3r1aqzWd8+mcuEwkRdeJPToo6QPH0awWjHPn4emqJic10vO4yHr8SD785JkigA+hxVPaSGjOgFZBYMzjWtSiPr506if8ClcriXkxpOEX+ojddiPaNZiXVGJZX4pgubdAyVVVfnr0Dg/7h6hRMzxZ3kHM0ZezSvlvEVU0pry+pR1p+VfRVPe32qLfN1vZ7CTFn8LL/e/zEHfQWLZGABmrRmzxoxFZ0GnqijhISK5BJ4jqX9REKmxFFOsDNNocbJsyo3kvFZeeeEVLBYLl19+OaWlpe/bBoDR7jBvPNSObzCGxaVnwtwSKiY5cZWZMdl0J0ylZgIh9n/iq/jUQoZrVpPOHXuuREnA6jJgdRuOvltcBrJyO56xJ0ilutHrailwXoxOqicWTBHxp4j4UoQ88fwM8wg0eglnsYnSBjtLL53wgY7nvXCqMz/X2/4pArOBO1VVnXiSr/yv478p+H3x5RvYuKORXLyBRz+7iBmVjvwHiQB7fvZjto6fT9rYR4mzC29bC1fe8iuKYnvhsWt4yTuZWdf9nv6v3ohj7pcJ160nNPEpLM9LlAaWUvHbO09oT/QWcuPjDF7/WVLt7ZT88Ac4F9ejdq4nc/AFdIGDCKiksKMUTcfYMJO4zcio1sNIfCvtORevCOvYKiwhrUrMtZm4gjRL3nyVzEvryXR3owK+hQvYV1tLQFEoLSlhxcqVWMRCtj7RzWhXGHuRkYXn11M3s/D/63rEW1BVlezAAIk9e0nu2UNy317SnXk9VLHQgXhmE8wqJFchEE93EYt1IMv5DkeSzLhdyygqOpPCwlUIgpbR0X/R0XkLmUSGQtvV2E0rCIcjrO/qYEcwgSDAEqPMkvomDHo9Gp2evS8+w0hHK0s+djW1M+ag1eeJHaqqoMgyiqyQzUToaL8Nn2cvFv087KaVRP1BIuNewmNeIuNj5DLHB1yru5CSyhLKNONURjdRKHgQXTWEp1/Fz20ryLU9xy1dvyGkKWaj56v4s/UUVVtZeGEtr2/dSGCHHZPVwJU/WkwyMs5oRxsjHW2MdLYdXUsTJQ0lDROomDAJVzSB7o0t5PbuRdBqMS9ZgnXVKiwrTj8qav5hEAqFePbZZ+nq6qKoqIh169a9S63kZEjs3cv47b8isWsXhqlTKf3pTzBMyrufKOk0qeAA4cRBQokdjAXWk05EifaXEO4oJzgUQ9JoqJ+9gDprM7YeC6JOwrq0HMvSckT9+6cJ94TjfOZwH+OZHDc1lvOJUhdCqP+YCHbv63mJNgBzIWrNcrI1a8iWL0fW2/P1mopCb7SHff697B7bxb7AXpJKAlmUUVHQSlpKzCUUm4qRRImsnCEY6iWYDBB6m+yhgIDD4EAragmnQ6TlzNHPSnOlzB6djVbREq4Po6vQYdfbsels2HS2Y3/rbeiyJjo3+hnaEcdus7LoggYa5xQhnsAMWFVVAiNxBlsDDLUFGekMkU3ng5Ql66NwRj3hYI7ASBydUaJ5RSXTV1RieEc9oKoqeMeeo7v7l6RSQ7hcS2lo+A5Wy6Sjv5OIZAh5EgS9CYKeOCFPAqNVx6pPNX2ge+W9cKrBr5f8mp8A5IBe8govm0+5ZR8R/luC33BsmBV3/Zz0+FpuOm8KV78lWq0otP76B7zSuRLRMEBBrY+BLa+x/KprmLPuHHK/nkHQF6Bt6s0UPfcGaukFKAUeRuf/EsMeqGhbRuXvf4/4HimxdHc3g5/5DDm/j/LLJmDV7IGEHxURT6YRjzgf++JzsM81M+5fz9jYC4xkRbaKK9kirmZQdmAUBc7XKJy/ZxvlTz9BdnAQRBHT3Lmkli/jzWyWgdFRXC4XK1asoMxdw/ane+nZO47RpmPeWTVMXlJ2TGfyfxm5XJRQaCcBzyYCo5tICP2oYn4NRUgIGNMF2IrnYK9djMM+C7O54Wg5QjTWRnv7DwmHd2O3z6Fp8s8xmY53H+gfG+BH21/nRcs0JssBfjm9idlFJWTTKR79yfcZ7+vl4h/cTPnEySdsn6oq9Pb9nt7eO7BYmpg29beYTDVHPlNJhEP5+ivPMOGWNxhv3YXHlySczc8A9UY9ybomNrkqGCiv49JpTXxF7MP4xLWoUS/box9jX/p8QoaD5IQhynWFRPpHAS/yEVKIzmikpH4C5ZPyLEq3Rkv08ScIP/U0SjiMrroax6WXYr/wgn8r4EG+tGX37t1s2LABVVVZsWIF8+bN+9AF6qqqEn3hBTw330JaCKC/7nTkOTZCkV0kEj1AfgBTWLCa4pJzcDkXI4paxvp72ffIU7TvfZOMnMRidjFt9RlMW3MGVvd71wnKikwwHcSf9NMXG+OO7nZao0GaLXrOstsxBMxowxaEqB4hqKL402TiOZJpHbL6IVKhAhhMWvRmDQazFr1exRTYgSV+EHNZGZqFFxO2ZPEwxGC2l5ZgCwd9BwmlQwAYRYECjUyRpY4C/UR0h3ToIjo8BR5a3C2Es+Gj64cngkbUYNfZKTWVMce6gOmG2ZQrNYRGk4wPRvENxkjF85khR7GJiklOKiY6cUR6GPviZzAvXEjlH//A2FCC3S/00bvfh1YvMXVZOTNWVx31snwLipJmcOh++vp+Ty4XpbT0IurqvopeV3RE/aYbORdFEDQEZB0RLCysOO2Dn8+Tneb/Y3v+7+C7L/+ef75cyaqmAv788YVHZz59D97N82/UoteNYJuaYuCVZ5m0aBnrbvgG7LwH4fmv80JgHtMbLyTc6cRgtjF02o9RIgGqX15M9W/uOnngSwSI3PdLRv/wFIKQpXJZAEOFDa80lwNDTYzr5jBprRFL+RbGxp8jlImxU1jKNu05HMjm0yTzdAJndraw4OH7MfT2glaLeeECbGvWIC1axBt797Jr1y6MRiOnn346E2qb2PPCAK1bPWi0IjPXVNG8shKd4YMtvCuqykAqw2Ayw2gmizedJS4rpBWFtKKiAHpBQC8K6EQRm0bEfUQRpkCroVivpUCb/614vBO//zV8/tcIh3ejqjkEQYvNNg2HfQ426wy0fQqJpzYRffEl1EQC46xZFFx/HeZly0gkeunr/wNe79NoNDYa6r9NaelFCMJJAnguw4uv/pnv5RoZ1RdwteTlxjmLkGR46IffJBmNcvlNv8BdXnnS4/f5XuVwy9dRVZmmybdSVLQ2/0Eqkjfv3fanY1Jfc68hWnM2T+5rZ8vuXRQOdGGPhQAwO10UVtdi0GtRhvaQDI4xnrGQyh27DqLGhSCWUtHUxPIrl+OuqERNJIm++CKhx58guWcPaLXYVq/CcellmObPO6UZeyAQ4Omnn6avr4+6ujrOOeccnP9GEJXlJIHAZsZ9Gwn63ySVGckfT1rC4Z6Pq3gpDsc8rNYpxzFps+MJQk92ke4OI5bpCdQEad3/BgOH9iMIIrUzZzNt5VrqZ81lJDHKm8Nv0hpoZTg6zHBsmJH4CDklByrYU4UUR2sojtVSHK3BlShFPKIElBUzRPV+YvogGV0S0aiQ1kQIKgHSYhZJzdGQzTBZNeAzl7ArG0GDjsUlS2h2N6Nk8/KB6XiWVDBMaqiLRNZMQnWiqseff0EUMNt1mOw6BLNCTBNiWO6lLbWfoBQip00yvWgaNfEKxvpHqSyvZuWSteRUlZ6OUQ7vGCIRT2KwabC6DMgZlVwC1LiIENcjqsfudVVUcJQaKat2UdrgoGKSE6vr+L4n+NDDeH78Y1yfuJri734XAP9wjN0v9tO1y4ukEZl2WgUz11RhtB4fBLPZED09dzA88iCqCqKoRVHyVXODGYFXIlr2JSWKdFo2XL7nP1PqIAjChe+1U1VVHz+lVn2E+G8IfuFUnNk/fxhJdbD922fjMOUv+ujrr/D0P9MYNONI0zOEtm7AVlTMx276BVpBIffLJrwhmbHmm9FvymKxNzA09w8kHbsofbyeib94AsnyjlSnnIWOF1F33cv4E9vxt1gwFAmUf/Fshkyn8cpGI6oYYMKKFrSuTcSTPbQKM9iqv4wtmQbSqkCdVuSskT6WP/EI7r27QZIwL16E/ayz8m4OFgt79uxh48aNpFIp5s6dy6L5Szj8mpfDW9rQ6APUz4WKaQoKXlKpEbIZPzk5Si4XJZeLkcvFUNUsUay00kQrU+gWJjJMBSmOl5YSUNELKnpRRUAkqwqkVcid4PYsVkdYJm5hsbqZQnUQgJy+EZtzGXXFp1PgmHlCzz4lHif0xOP4/nw3steHXGskeEGE3AQ95eVXUFvzebTaD9ZRx4YPcNvuzfzZMp+K9Dh/FA9RX7Ocf97+GzQ6HR/7yS+POdKfAMnkMIcO30Aksp+K4kto8OiQdvw974FXuywv9tu4hoF0jq+0DbIlFGOaxchPG8qYmIkzcGg/g4cPEPKOkopGEUQRORmgVB3ArUvhE5Zinf9pwj6VobYQAA6HwIT0HsyvPYiQTKCrq8Nx4QXYL7ggbztziti/fz/PPfccgiCwZs0aZs2a9aE6r0zGh8/3KuO+lwkENqMoKTQaK07nQhyOeWj3pwj/6M8IGh1lN/8U66pVR7+rZmUirw4SfX0IQSthX1uDeV7JUfWRkNfDvo3Pc+DV9WQjMaJO2NbgZbgwhUPnoF4zker0JNyxCvQBO8qYDiWV/67WIKIpN/CGMUu/S+HCJivLyiTGkmNsGd7C1tGtDMeGgXyKUn0bOV4kX2Zels2yLq0yrXQuNZMvpnLCOrSSLu8J+fDVea/Ej/0TpWQmyWiWWChN/J2vcJpEJEM8nCEVOzGpJGn0ELN1Isp67KEpaHLH+g5BFDBYtBgtWoxWLSarDmuBEYNDok/tYFPkFV4LbiAnZFlcvpiPTfoYS8qXHGOevg2eW24heN/9FN94I66rrjz6/yFvgl3P99Gxw4Okk5h+egmTlorI6hDxRNcRd5edRwepqpqlK2NmU7qU/aERzBoT51Yv5oKaJUyueM8Q9IHw7wa/v73HPlVVVa855ZZ9RPhvCH7XP/wUL+3V8K1z7Hx+8RIA/O09PH7HYXRiFE1zgnTrLlLRCFf97A5shUXkXvk5mjd+xkupM6kNn4bJPoU+53rScx7EutXCzGtfOp7c4u+GPffBvgfJ+nyM7iomPizgOGsF1m//jNce7WbM+yau2jay6SypWBHR9CyiORcoIhoJXIJM0fgIjuFu9NkYlhInjubJWGY1IxhNKLkkAf8Ihw50EgtncFg0lBXmUDMRlEwaSZDzBBohiyplUcUMsj6BYBEQrRKKLkMqEKUr6mCLZgK77I0MWvIzTH0uTUN0gMbEAE25XhqEIQrwY1fGEaQIaZ1IWn/kpRNRRQEFkbRUTEJ0o6oZTPIYJjWECgwLtexiIa+rSxgT8swwEYVKMUCNNE6dNM5kzSiN0hg6kmQyY6RSoyiZFMadIvbn9IgBGfOa0yn51vfRVZR/6Ou+q3MXn+uPMyJa+GbfX7k0NsBjOyQcpeVc+qNbMVhOUiStyCj9m+hq+x8G9QMYkzKT0tNxzf8RlM9GVVUe8wb5bscQAD+sL+PKMjfSCYKJoig8++yz7NmzhzPmTWLuyP1ohjYzlJ7CqPFKrKkYW0brSeqcIAjoxQz1U2xMPKOJ0jr7B5anOhlSqRTPP/88Bw4coKqqigsvvBDHByDDAMTjPfh8Gxj3vUw4vBdQ0etLKSxcRWHBahyOuYjisdlDpr+f4a99ndThw7g/ez2FN9xAuitM8Klu5EAK08wi7Otqkaw6krkkLf4W9nj3sNOzk93e3WRzGSaOOpnTWYAmkcHkbkKrX0E6mf8NURRwlZsprLJSUmunuM6Gq8SMIAp40lk+e7iPnb4uJqj7EKOvMRYfwWVwcVHjRVw68VIKjYUc9B3kjt13sHtsNxathTJzCYG4F1/2mNSgRoUKjZmaqI85kp0zzvkzJaWzPvA5l2WFZCRLIpLGP36I7q676I9nGUzVMxQfpyrpRlIlpEIb565cy+SKCRjM2vcdjIwnxnms4zEe6XgEX9JHhaWCyyddzvkN52PXHzPQVmWZoRu+ROyVVyi55WaM6xYQj3eSSPSRSPYRCfYQDnWD5EUQj6VfzeZGCtwrKChYwbhq5dZtN7F97AA2UeHMoko+u+j3FFjrP/B5eD/8X9rz/zMGAwmW/XIDdmc/e79xQ94fayzCozdtRFBkHNNHUUN++vbv4ZIbf0rllOkQGyN3+1T6IhZkw48wy3V0xLaiW3Q/WVOSuQ0PYZk6J18L1/Na3ger62UQJKLKAkafH0PJyhR/77vEmhew+dl/oGRljJ7ZuAUTbknEKnHCzvLfgYqMIskImiMGCrIIOSH/zvG/EZVUuq0auiwCQ0KQRLgNx3gbbu9o3pH3CDSiQqUlQY3JT41pHJf+WCmDKojkrAWE3BaG3TJBYxJFUNCIZvTGsiMztCPlGyqMyA76lCJ65UL6lEJ65SLGVAeQD4jV4jhNugDNxgynue00uJvRU0zgb3/D/5d7QBAo/ta3cFx26YdOtURyMt861MGTwTQrIvv5ztZbeaWvhiKHhosvmI3OXZWnxudSeU+78fY8YzMVBp2VQPNptNn7SWZGKC46m6rar/HTIZH7RvzMt5v57eSqk4owZzIZ/vWvf9He3s7SpUtZNm0aiS1bULbfg03cjCCojB1yEC48h93O84gkNZTU2vD0RJBzChannobZRdTNLKK4xnpC8sN7YXh4mMcee4xQKMTy5ctZtmzZe4pkZzJ+QuFdBAJbCAQ2k0z2AWC1TKGgcBWFBSuxWJredQ0ycoZoJkosGyMcDzDw1z/i27sXecbpxHUmktYsuXo9SVMGX9JHb7iXkXg+VYoq0CzNZVZuGYWBapKDAplkBjm9k1xqO5JGz6QllzBjzRoKKi1o3lHgnlWyHPYdZuvIVjb0b6Az1AlAzjCZlbUX8dMZ5+HQGcgpOR5qe4jf7fsdWTnLtdOv5Zqp16CX8tcumonS52uh7/Cj9HY8S5+QpUunp/fI7y0qbuaymoU0WmwIgoQo6tBqnRj0ZRgM5Wi1thOe01gwTdeePva9eoC4z41ijJKdO4R/cAQxKbKrcBe54hxLy5cys2gmjc5G6ux16KQT1wgDZOUsGwc28s+2f7JnbA8GycB5Dedx7bRrKTK6CIf34fe+RuoHjyEeihL8VI7UnHyQkyQzJmMNRlM1Qq6M4RYjw4dNqLkypi1ponKxmb+0381jnY9h1pq5fvr1LLUJ9Hf/AlHUMWniTRQXfzSOEh+Fn99ZwBTgaC5JVdWbPpLWfQT4Twe/q/72Cps7wnz/EpnPzLqYdDLHI997ilRKR+3EvWjc5ex+9glWfOp6Zq49B4DUw9ehbXmEvXyPkvRCeiL7sZU9j39RO3V8mtrTvwvtL8Crt4D3IJiLkKdejffVEOGnn8fQ1IT75m+zt/cFPPu1FI8tpFIroRcFsoJKrzlF1hymdHwfrp52BDVJtiBDpkolXaigCHYychHZbBHprJto1IXfb0PNGBAUXV6xgbymrySlsJvCOLUebHIPZDz4U2lGYyrDopH+htn4qpoRjQVUJmQWRJJMSQm4ohJkj9QP2XXoau1o6y0krSl83n483Z30H9hLcDSfMiosL2XilDom1FpIq7sZzO0loo0hKirFY2nKR1PYojkESzGUTIfS6fn3yvlgezfN25/JsTeaYHc4zp5Igr3ROJEjqhLTLEZWum2cV+SgIRJk9MYfEN+yBfPixZTe/NP3LCc5EVRV5b4RPzd2DlMuyfxP+z85vKGFSnOYCyoOoRGPPGeiNm+kWrUA6k+HCWeCzoQsp+jr/wP9A/eQU3JsYA3u8s/wzQnTTjqAicViPPjAA4yMjrJEq6Nuxw7S7XnLTcnpxLp4OvaCFkyp/Yxl6xmq+RYHuiuRcwpnfX464bEEnbvHGGwJoMgqOoNE+UQnVU0uyhqdOEtO7EP31vFu27aNDRs2YLVaufDCC6murkZVFTLZAJm0l3R6jHTaSzI1SCzWSjTaSiYzlm+fZMLhmI/bvYzCglXo9aWMxkdp8bfQ4m+hM9iJL+kjkAoQSAVIye+vpmjWmrHqrBRRSj1NlMRrMfsLyQ5LpON5pqK9yEjFJBcVE/MEjnholPV3/ZaRjlYqpk1n2pUXkzGL9EX66A510x5oZ9/4PpK5JAICM4tmsqZmDdNKlnHncI5nx8MU6zRc6Qywo+u3tAfbWFy2mO/N/x5VtqoTN3T73agvfJNY5QQ8piCHjTKbFD2b4xoSisA0Y44LHFlcmuP7ZlU2guxCzblAcaGkncQDFmLjFnJJOxZ7BYX1IXLWWzGaLdTV3sIzz7cxOjRKoi7B69LrJHJ5KTxJkKi11zK9cDpzS+ZyWsVpWHQnzlK0+du479CfeL7/VQRUFltkVltTmCUBWSmh8LdpDJ1xIt85F/2qtZTbmyg0Hc/29g3F2PpcO095/8Weig0oUpaLGy7li7M/j8PgACCR6OVwyzeIRPZRUnIBTZNvPaaP+2/iVNmefwJMwOnAX4CLgR2qqn76lFr1EeI/Gfx29we46I9bsRRvYscXf4heNPDID58i5Dczo+pZLAvPYf2ffkPz6jNZ+enP51OGY62of1hIa3QJVunr+NIjSNmNBNa8jlFfwfzm3yC89H3o30zMVsYb1TMZ7FKY81grhliGjrUNeNZpcfZbcB6+ikadAa0A6A/hUh7HJO5FED6Yb14GDa+xkK3MwkKCs9hIvTpEJFdCWC4llCslrFYxlqsinCkkq1iP0xJMayBkllAcWipKLTRXOqiqtFJYZUWrk8h64mT6I6R7w6S7wyjxbN7AoNqGcbILQ5ObhBqle/d22rdvIKfbScHUIDpLDlEporLyKqprr0SbSoC/CzyHwHMARg/kXeTVIzVCjup87VXVAqheknfpfqcJrKrSEkvySiDKRn+EXZE4sgozrCY+Vupi9aaNRI5on5b+9CfYVq/+0PfDznCcTx/qJSYrfEMJk/zjrTTMaOacz3waUWcES9G7zFrfQm8izef372RO8h8sZyOioKG09EKqq67DZKoGQM1kSB4+zMi2bTw1PEwCWLh1K+Vj45hmzcK8eDHmxYswTJ6cL/hXVbJ7HkF54fvoc+P0yMvZkfg4CbGEC74+C2eJmVQ8y1BbkMHWAIMtAaJHHMj1Jg3FtTZK6uyU1NsprDKgMEYk0s/6DXvo6Q5TUQEzZo6hql7SaS+ZzPi79CMFQYvZ3IDFMgmrZTJW63RiUiFtR2reWvwttPpbCabzTgVvdczFpmJcBhdOgxO73o5VZ8UQ0SDsjKAbF7CWFaOxSAQfW08aF7kpC4kkNKTix+rGLG6BohotpQ1WqpqKEe06to3uYNvoNoZjw/kAmwxQ0pFjZls+rbd7Yoi26ig6SUedo47mwmbmlcxjTskcXIbj13FfGRvme9t+STz4MmhcnDX5S/xg+vmYNe++xrmMjOelXzIy8iSx8iyqKYiqSCTHJhL3NRINlrHT2MvOgq0gwIrwGSwSpiEZ/Ii6cUSdD1EbRNAGEXUhJH0QQTz+XGs0VgyGclKpYXK5KG73WbS2zKa9vZd58+cxYcEEukJddIby5/7A+AEimQhaUcvissWsqVnDsoqlaHJ+wpG9DHo3EAhuQacm8OcEngppOZCUEAEJyCJgSKvc+JBMnQd+c57I9kkiBsnARNdE5pbMZU7xHAKpAL/b+ztG4iM0ybOZfuAMiihj+spKmt9WIqEoOfr6fk82F2TihB9/oGfuvXCqwe+AqqrT3/ZuAV5QVXXpKbfsI8J/Mvhdctcmdg0Oc+1ZQ3x/4Td4/PZnGe00Ma/gYUo+9nn+dcuPKJvYxEXfuwlJowFVJfb7lUieLjyZu0nLWcY8D6Or2U7iNJnFubPQ7XiAmEbHb2xGNmdNfGq9yvQ+la5S+PNaiWG3iWt6rmdlthGLJDCkbSNpuoe0yUI4bWPupoMIqoJ02iwKz7sO0VxDPKKQCEZJBqMkQ1HS4QieYIDDqSApUaU4rdKAnuKaQoobiiioL2YskKJtXwsdO7cTC/gRtFpCS9axv3Qa/phIaVJlnqKjMglKME3El0I+MrMSBHCWmnDW6dHVZUgVBYhlo2i9Co5BPcUjFmzBfCIhXuIhPPEVYoY3UNUUUq4B7z47Q7vjIIhUNk1j0qJlNM5fhNH6ttRPNgXewzC4Dfq35OuvEr78Z646mLA27wxes/SEAceXyfG4N8A/RwO0xlO4tBLXWLSsvu1mdLt34bjsMoq/8+0P7fztSWe59lAvuyIJLstFqLjnNqYuOY21n//qSRVotgRjfPpQL6oq8/PidqoSzxKLtR61rtFkTRgGTejeiBMZtfPmnGUIosg6o5H6pUsxzZ2LaHoPN4FMnOgzt2I8+EcEVaYjdRoH5Us4/UtnU1h1rOBcVVXCY0mGuzx4R7YQjR1ClbrROwbQmv2kUhZaDp9GImGjpnYfNTVDGAxF6HXF6PVF6PXF6PRH/tYVo9MVMp7J0BrsoNXfmg92gRbC6bwwgUbQ0OBsYLJrMk3uJprcTUxwTsCgMRzXpsBAlN6nuxnrChMRckQRyKSODW5ETQK9fQSdbQS9bRSdfRSDfQjBEGYgI9KeEmlNSQxkRFQEzKJIld5OqaYYl6kIm7MMR85F6oX9JDqHcNfXcdbnv05hRfUJT6eiKjzV9RS/2v0ropkoS2ouocdwNnviKi6txAVOOytTGszDKfyeIVLqq+icmzEW5Es0EuONZINL0anLsbuKsGnGsLf8FnvmMLGV13BztoM3R95kWcUyblp0E27juwlJqqqSy4VIpb2k0x5SySFi8Q5isXZisXZkOXpkO4HenvkMDzdSUZFm0WI9BoMbrdaOqgq0hYd4w3OQzeOd+DMpJKDBIFOrkynSKMQUEYN5IlVFq5hQtJB0Ls1fDv2F3d7d1Nvr+eLML1ItFpL56g8RWroY+PL5HJhl58D4AQ6NH0ImPxgxa82cV38eVzVdhTHsZNdzvXTvHUdnkJi+opLmlceCoKqqH0md8KkGv+2qqs4XBGEbcCHgBw6rqtpwyi37iPCfCn4Hh8Kc87vN6Iue5+Vrv0PrS910blSYZHqFWZ+/iId+cTs6g5Erbr79aKed3vkA+uc+T1v8FkziFA73/JVy/05SNyRo7hXQR4I8Z3dyq9nEmh0i521TEHQaYpcUEJ/bjzq6iIIDn6RA0hElxPMl/+Afzg5y5NDmNCxsyZDRQmdDIbXpZsq9TRSN1yKpbytDkGRSrj6i0jAGjYX505Yzfe5kXCVmAiODtG5+nfYtbxDyjuYFhWfNp2vOcp7S2hhM56gy6LiuspDLS1xYNBLhdJjuUDddoW56RwbwDobJjIqYg4WURurRKjpSUpz2oh0cLt5M2OhDRcMkwcYFZpUSxwiCKmIbXYgwvJDD2gSDpX5kcxbnQA7avGR9YQRJonraDBrmzKd6+iwcxe9ITapqfnbY8xp0vAS9b4CcBlsFzLoaZn8SrO+WTFJVlS2hMLf3DLIlIqMjx4qObVz/5/tQLDIbr2kmU1dGubWcSmslzQXNVFgr3vPhTCsKN3YOc/+InzmZGAv/cQezFy1hzXU3IL6t3i2d9vLX3kPcPOqgmHG+rt5EMV50CSuSV0ENJciWqshFcIRlj6pCKllIbd0FVFaehdUy5QN3FEpwiNATP8fW/zAaIcNQehrR2suoufRqsmI/gcBm/IHNhMN7jnrVGQzVaNRGhgdKOdyR70ydiQqkeDmSaKCg0kJRtQ1HpZ6gxcOoMEhvsovOYCdtgTYimQiQry1rdDQeDXJN7iYanY1H18Tegiwr+AZjjHaFGOoYZ7QjSCaVP3hRSqOzD6M/8rK4k1iKJCSrhdjWVmKdQ6QmTcXbPJH2yAD7fO3EcykEBBptxSzVN7JofCqFo6Vowk4E9YjUnpAjY/WgFEUJCBF2bt5BLptl/vmXMvfci9C8TUO3PdDOzdtvZu/YXmYWzeTGBTdSY6ij/7CfF9vGeEqTpqVQQhEF6jN9rNQ8y3xhC6aIFlt6IhULfkphRcO711eTIXjyc9D+PMr8z/HPqin8as8dOAwO7jjtDqYVfnD/cFVVSadHGRn9F/39dyPLKcbGFtPRXoPd4WPy5I1otZnjvqPRuunLWXg5EKU9niT5tpILAYFCYyE2vQ2rzopZayacDtMR7CAtp6mz1zHdPIGVv99OUfs4Wz4+g2ebknSHu7FoLTS5mhiJjzAUyxO4amw1LClfwmzNItI7bPTt86PRSzTMdmOy9KE3yMxad94HPt6T4VSD3w+A3wIrgd+TL3j/s6qqPzzlln1E+E8Fv88/sIsXDg+wetnrfK7gWnb8tRebGODsTzp44pGNhMe8XPHT23FXHKn5SoVJ3dqEP7EYVbiBTu8rFO99HPOnQlSFQqSNTr5m0xHyaLnhZR0OXwplSRFjZw2hMVVgP/gNnON2sqqK1/Ai/TM93JabSkhfyEWH9hI1eNjubCcrZqlOlbEsMov5sWnoVR2yTkBvNRMx59g91kIik2RO3XQWT5pLKhWlu20HnYe24fcOIggCFQ1TccxcwuvlDTySShFVVWZqNJyjJmlMjOKLeRlLjDGWGCOaiSEAgiqglbSYTBayJpmAJsFwLoZ2zEC1dxK1gekIqshI1QYKpzzHNEuSrApvxjTsCFuZHG5mUXQ6c2JTMKh64mKK7dZO3rR10KV0UjGaom5EiyWZD+SKQ4+prpzC+npqJzYzacJsrG8XIc7EoXM97L4Xel4FjRF5/nV4mi+lOxOgI9hBR7CDzmAnfZE+ckqOnLaKhO1c0qa5SEqOc958mctffJY3Fso8Nj3BW/1BsamYVdWrWFe7jibnBFLpQTLpMTIZH4qSRlGyKGqGf4Vc/NJXSUEmylmP/51p5QIzLqkhkx0mEuvir6nTeEE4h2nKQb7d/2ccm73oWwV0igNj83SMM2ZgmjEDaXIN2w/8kXj8SfSGBIKgOZpe1OuKcRecRoF7BS7Xog/kJycHPXievBVrzzPYpHGyggZ/gch4gZ5kxVScxafhci3BbmtGo7Gybds2XnzxRYpLipl/xnyGoh46hrvpDfQzkhhmXPES0ftRhfzMXyPrKEiXUZyrpFyupVyppUyowqDVI2lFJI2IpBXRaEQi2Ry9/jjRcBwpnsOUEJGU/IlO6sJEHX1EnW3EnP1ErElSaEgqKgk5SzwbJ6ucmPZfZalkbuk8lloXMs1fD+1xMn35QKyrsaOvsSFaJdIpLymfh9xoBnHchpjTk9NGGMju4dBAC4ItxYzzp1MybToP9u3g0e6XsOqsfHXWV2lOLKZ96xAj/e1ozSNYS/qxlXcS0fvYJCzjdXEtI2oRllyMC9Uhrpx/Ns3297BJUmR46fuw/Y8w5QLaln+Nr2z6FuOJcW5ccCMXNF7wvtf2nchkfLS2fQ+fbyPx+Br27S3F7XZz2WXrsNqsCIj0RUf5w4E/s3FgI3a9nU9P/TTn1J9DX7iPweggI/ERRmOjxLKx/CsTI6tkySpZfAkf0WwUjajBpZq5/qEQ03pk7lkj8tLsfIAvMhYxu2Q2DY4GFFVh3/g+do7uJKNkMEgGloqnUbfXSnroMChxDNYqPnf3796TPPVB8JGxPQVB0AMGVVXDp9Sijxj/ieDX749z2i9fQ+t6jTvWnM7ovf2kEw1cdNoOtg8LdO3cxgXf/iG1M4+d98BdF2Md3stQ6o/EUj50O39J6WkebPo4/SWVfBKF816HM/aqCGV2Bi4Ks7nUQOXwhawcXopGFTmAn9vq7iRg8L2rTVpFS3GmAHfahaoIRKU4Kiq16XLKk6WoOYmUkKNAsbIgXU8yNkpf7CBjqQEA3PoyqsxNJMqn8midnZeL80FmhTfHlf0ZpoaPV4xQUPBo/XQbBuk2DNJpGKTdOEhcOpJuQUDWlJDTVaMTq2lIuDifXVSWbkJVtPiDK/AVnkfWYidmSBLKRQinw8TiAUpHVaaP2ZgbLMORM5ERcuwztbHNup8uupFCccp9BoqCevRHdAazkkLQniPuFEkVaJALjSguI4qg4owHOHeohRXhAFFR5DaXg6csZsos5TQ6G2lwNFDvqKfB0UCtvZaBNNzZ7+UJbxBJzrFu00auio5T+IVL2Z9uo9vzDGr8EJXaLCValfeqFmhjMr/hG6QVPevWP8bM3H6q1uj4rXg1u7WTOG/XC3zx7/djnjAJ66qVWFeuRD9hwtEUqaIobNiwga1bt9LUNInlywsZ9TyA3593upYkC4qSRlWzCIIWp3MBhQWrKChYgcFQdiQ9FiWR6CYaayUaPUQwuJVkcgA5ZUTZejZV6Q5qjdsxCjFkVcKrr2W4oJae0lIOeaxIwzrGreO86XoTWTy2pmbT2ai0VlJuKadELKdUraYwVY4p4iCXhmwqRyYtI2cVZDmJovrJZGN44xBJmNCljdhkzZH7RcVvCOCxdjPqaGHU1k1Clw9WSs6EqFix6qy4TQ7KbU7KbA4sOgsWrSWvjak1Y9Fa0G7Zj/0PL+GcvArDlBVkR/MsYm2JCePUAkyzitG4TiwaoWYV4m0jRHf0kutSQVUZzXTQ7t/LPnsrWyYHmVaY5mx7BqNqABREzbEZVF5goRmXcyGFBasxb7qHHR07+ce0r/Gsto6UojLNYuQLVUWcU+RAJG+B5k14kRU5L2ptLsa2615YfyPUnUbw/N/zzW0/Zvvodi6feDnfmvsttB9SWDtvm/UwHZ0/JRwuo+XwUvR6E6efdzoPjTzEi70vYtaauXrK1Xx88sdPSn45GZ7pfoafbP0JSTmJNge3ri+gYr8H4Quf4MDqWnZ5d7PTuxNfMt9vTXROZGHZQmxJHYHN+xEOjiLJAqPuNGlXPaVlM/ne56//UG04EU55zQ94CHhYVdXuU27N/wf8J4LfD548xD+29zBp2oOcP7CIXF8T09xbkaZWsu3Jxzjt6muZfdb5R7cPvf4X7K98g7bYrzFKVWR2/Q/Vc1rRWrLsr3Px814Dn31OpTgMiVUGHl6SJONdyCfGLqAo52Qko9Cp24DfsZsxZnPQZaco7MOcTZMW06Q0KWK6COMGH359XoDXnDVTFauiMlaJUTYyZhwjoPXQ0A8FXhVBUUkaVYZKcwSKJHwF0xhxLSJkqkaS05SH9tIQPUCt3ojFYkOvN5DTyATlEIPJYbpiXcSPsMcEJBRdOSltDehqaLROYIF1Agv0dqarEsno4wym7yanxrBFVzO88yyG/UZsIswya7BrBDRFJnSVVvRVNvT1djRuI6qiEu4JMXZgDKEtgDGSn+0EtTkOWUK0mryMS30kY50YAhHsIXBGtGjlfODIiQpBa5agI0vUJaCWa5mTHGNGyEND8Uyqzv8Lgv3k9X19yTR39nt5ZMRPThCYGd3HStMLNIt70EpmEppS9oUDtMcjaHVFrK2/lNW16zBoLIii9ghbTWQ4kuTT+3s5hJYlO15mattunjrjY1zd1c4nKouwrFyFrqI878GYGKMr1JWf1chZWna3MNo5yrIZyzj3zHOPjoZTqRHGx9czNr6eSHgvipp5V/sFQQOoqEeIQWkFYoIVWT+BjL6GqOBkPJ5B+3o1rpFyMkVPYHM8y5x0kknpHE9yJi1MoFE6TGGhn3TNLAz1SyhzNVJhqTha+xVPB/BGuwjGBwknhommPISTYyT9CimvBcVXgBKoRhctQzySaoxLSXzWAby2LjyWXsbNA2h00JCqpilSS0msimCykKIpE5BqXBzwRtjWE2AgkL/n7EYtc6qdzCuzM9tioE6RYDROujOY94sDlJQH+7pZmGaVoS34cGu3uUCK8c09xHaOYszqCGd9dEf34bN6MVXrcJaJuMtsOIvdmMzVmE11mM0N+Zm3nINnvwJ774dFX4LVNxHKyvx1sJf7R0OMZrWYFR/G0CMQ28o7x05OvZNmfQELeneyxlKH82OPcEfb/dzbci+zimZx+2m3U2B8b6m2EyGR6OXQ4a9wYHCY/tY1KDmB3WW7WTtrLZ+c8smjzMv3Q3g8ibcvzP62dnoGBomF0hiyZrSqDhQwCTqaDz9CwfBOPI1rGGq+FEES8etG6DEfZFTeT8FQiNpREyoQLbXibFhAYUUtfdp2tC6F7yz4zoc+vnfiVINfNXDZkZcCPAw8oqrqwCm37CPC/3bw88XSLPr5RlTzDj5bYqVoj5Os7GTu6ijrH3qEqaevZs31Xzq6DpMcakW4exk90Suw6S8m2/07Kus3gEViX6ORPS+aWbwV5AKJwSvSPKqv4fKhK5iabCAk52hNZplq/j1duloOKw7iOhFJVUhptBhyWUQEKgrLaJgygYmTJyFZJV4ffJ3nep5j19guVFQmOiZS4dVTtDmMNgu9pQnaKyN43BpSluWkrKuQNYVo5QDFmW0UZ/YhqAnSuTS+pI/c2xh8Zq0Fp7mOlKaSIbWEpLYai7GaVQVu1hbYOd1lPcp2SyR6aW39LqHwThyO+Uxo/AFWa177smfvGK890E4mmWPmVBd1epHsUAwlkf8tyaFHX+9A3+DAUG9HtOrIjSVI90VI9keI9YXRBvJi0DLQaxEZdGsxlWspsAYJRToZ7+8lNjRKzhNCSMuoAnicKboqYvSVxnGiMrtkDnPq1jKvZB619trj1s/S6TFGRh7h0PDzvJCZzqucQVBwUhwe48L9u7kok6DQ7aRPCPB6cCcD8SHMBhtLy5YwW1cPI15Shw6TbmsjBdz4+W+xa9JUavvbOfvVx5ixbiWmBRNoC7Zz2H+Yw/7DR0fHJ0KBsYAKSwUV1goqrZVUWCsoNZcioJBMDBCIdeFPePAnBvEnx/GnowQzGcKyQEgWSKnvnqLatSZKDA6m9q+ksH0OFPkoWLkP70EI+HTMNh5morqDIEkGtRr6NVqGDXq8Oi1+SSSASlIVMGVsFMWqKIpVUxSrpjBWhV7OB5yMmGLcMsCYZQCvpZ9xSz+yKUOZrQ63pQG3dQKOdDWuQ3rcCZgzrwxzhZ19Gwbp3jOGRicxa3UVU5rdBAYijHQGSI/GsUSzFCjHjikmqPRbJMIlJlLKOPFH76Wovpryr30FVZRQVBVFVREQEEUQBQFJFNCIAlpJRKcR0YgCgiDwcu8b3LX/7ygpkSuiZ7EsUEqZpCOnZPHmholPLoMZExFtOnQaEb1GRCdJ6MigfflGNL0vMzTrMlqqp9Ia2sPesT2MJ8fzjuiWxaQcFxMX3TRoo3yqKE2tQSSjZPDEPPSEe9jl3cVgdBBRVVkoi1y48Luk9RZu2noTdr2dO06/g6kFUz9wv5WRM2wa2sSDbQ+ww7MTq2xg5dgytBkbF1xwIdOmvfeaon8kRuvmUTr3jZII5J9RWZCJG4KYHXoqCouxmqy0BA7TEWrHrXez7nA79j3riU9ein/t50jGxvF2ryfmb0OQtMjlVRyqjHLIepCMmEKXM1IdnEIzC/jRN/7DM7937KgR+AFwpaqq/x1Wx/zvB79frW/nzlc6mVT2KFcMVxENn87MiXvYuXsLxfWNXPKDnyJp8mmJVGic6K8WEElUo5V+iCb0BMUF95Exmzio1SE9bsAUhPgSmfa1Oob71nGJ/0xUQaA9JjOSjbLa8Qd2xhfRbs6Q0evoLKpgTraa88sKiNdLDI+P0tPTg9frBcDlctHU1ERTUxNY4G8bf8NLno0ETWm0qsTKihXMrj2PjSEXL4WzZASR0piHxmwLJdYBUmoCURQxaUxoJQOSxk1OU0AEF20ZB21pCwgCFQYtZxbYOaPAzny7Be3bcn+qKjM4eC/dPbcjijomNN5IScmF7yJmJKMZXrmvlb6DfqqmuFlx9SR0aZl0d4h0V4hUTzhveqmJI1f4kSuCZF1eckYfWTVELpZA43OTC04gF5qAO+TGks3PjNKSSrxAoLDehmNSBVEpTOfurbS++RphzyiiUUu02MfW2gBDxvx3ik3FLCxdwDR7AeXZFtLh11HVHC7nEsrLr8DuOp3nOof4a+8Qu4w2JFlmwaG9rN36OvMP7UOndyJaixEtxQg6K7LBiL9Qw0hhlmfr9GwyhjHIXuSsBynnRTgyWxMQqLPXMaVgSp7x6JjA7jd309HewfQF0ymqLWI4NsxgdJCh2BBD0SE8cc9xUlrvhCiIFBgLKDK6cWgk7KKCmRgmxY9JDWMXszgkFf3bllUig7MZ3nE1fvd+VDGLt3QvB8y9RN4uTqBATcJBVayMgngF1kQFmlQ1Qs6Rv/aoKLoMcb1Mq5SiRUiT0oqUFtjRlToYs+kY1Ujk3kdZpk4WuDQmscgnY++PYcjIx2oeJQFtoQlNiQnZZaBXVNibSLM/HKfHl6DXHyeTU95z//8OJiByWTbNEtGAWcpLh42pOVoElTZk2pDZh8y7C41kTIYsJQ4NsyoLWN5QzaKGIp4Mhrmt10NUlvlUeQHfqS3F8rYyid5wL8/s+SPP9DyHRyNSqHdyWvUq3hh6g2AqyA8W/oDzG84/aXvD6TC7PLvYNLyJ9f3riWaiFJuK+dikj7GysJLe1p+yb99UwuEiVq9exaJFi9/1jIa8CV57qJXh1jCKIDNob2PI2UZRnZUzZp7GytoV7yqYf7HvRX6w+QcUGNzcOXwa0b88QM/0ifTLaQwmMzPPPJeZa88+SgTMyBm2DG3h+fYX2eR9g1JdBY9f9si/eZWO4aMocn/77E8mnwK9/ZRb9hHhfzP4xdM5Fv5sI1mphY/LAUrHmtFrAkTSm5C0Wq685deYbEdSQQEfvl+fjpLMkZV/hlPaSoHpLjyKlf5OI/b9EulilfDlCp3iAiaMnElduoKIkGRXGGSizLHfw0vyHGImEQwuHm2azkW4+eGyCWgcx7PkYrEYbW1ttLS00NvTgxgNYfKPQjJOQV0DpZes5J+hrewZ3oiiJFA0RUwoOYMv1Z1H826B+G4vqiTQW2dhY42BDUaZvlT2aPdqFAWarSZWuW2sdNuYZDackGWYTo9zuOWrBINbcTmXU2L/PNmElkQkTCaZRFUUFEVG0mjQGYxoDUaGO+Dwm3G0eph9roy7dohEsiev+B7tIiv7j+5fkDVoUwVoFCc6vRutxY5kMYBOJZcN4/Gb6fFOQAlOoDZsoCmioFFBEWWU4hBitUBCr9B6YD89e3ejk1QaXYP4FlWxyaqwPzhI/Ii5Z63ZyZKKFSyrXsvMoploZQ1yOI0cTNPqi/JoLMZTYga/BNZslokBLyXRTqT0QTzaUUZ046TEY1ZFAhKlmQIcchGdjlICplLqPFmWbNtDrbGApauupHzqFF4++Aa7D+zl9NNPZ/ny5Se8FzNyhpHYCN6EF0VVUFExa83YdfajVjbSSWoKVVVFlmPIcoK8Uo5AZ6ibZ3o24NnswxF3sLtgNxm7wkLbUmrSkzBH3Mg+LVFPhuwRDzZBULEZ47g1fZSoeyjRtlCg7WVIKGZzbiI7xSa2Vs1lsLYSRAF7SqEkolAYkbFHZcrjMvMUgTIFhlMyLTmVAoNIjSjQkM3XkqVEOGQTCQDEFDSBLGmdRHGdjcIqK2a7Ho1WQlVV3urOcrJCOJ0liUrytadIbX4V1+WX4Vh3JqIooKr5uk9FUZFVlZyskpEVRqJe/rr3PsazY9QGJzEjNp9pc8uZMrcYs1mLKAiIgkAuk2Hg2Q0k9nTg0hXjsFRiU/LBMCqk2WUeoq1EJVtUSLGpglzOgDeSons8TutIhIysIIkCc2ucLJpYSLsZHo/GKNNr+eXESk53H6/mIo/uZ/Ojl/GQQeBNvfaozVEgFWBN9Ro+M/0zZOUsY4kxBqIDdAQ7aA+20x3qRlEVTBoTK6pWsK52HQvKFqA9IgaezQY5eOg7bNmSxjdew5w5zaxbdx6iKJJOZXju8e2MbE6TFTLsKd9AvH6YdU1rOKfuHIrN7202e2D8AF/ecAMN7VqaOkyQk6nLKJx28y+wTz35LDOrZPEn/ZSYP5zQxIlwyqUOgBZ4hHy6s+eUW/QR438z+P11cy83PdvCEtM2zo/o8UTnYtY9RjQS4mM/uY3CqhoAhlsPEf37FajJNGS/TalzF3bpAQ73OZAPGtHmIHKGTO/0OooHr6AuVkVcSpG0a9jXryKqMapsj/OmrgGdIGAyT+Fnc+o5z2jmTwsa35PaPtzRxoa//gl/bxcYTIyX13GwsZm2slriOgMlQobTTJ2M+jbQMr4bEJANU9CL0zlnvJGPDRdilUU8Di3DTQ4MzQU0FlqpNupOqjYi57L4Bvrp736aCH8D0oztqWV0j4Z3yp8BiFoZozuN0Z3C4E5jdKUQJDfe3Z8mHa7E2bAR1+QnkBM65KQdMi4EpRCNWopVqcGWc2FKmtFFdIi5I/vXCQgFWjTFJrQlZkSnzE6Nj8dCaYJDJmb5FZb541TF8qNUWZMgburFGx5l2OMjLQ/T2NiJYWUzEXkWraEcO2L7OJRrI4eMTtFSnS7FIVsRVIGUmMavDePVhogbJ5M2LyFjbEYVjYhqmhKGqJCi9CUShFUL6wqsLBFjJIJh0sEE6UiOLZaJbC2sRSfLLNn9OtMPbMJuLsNT7GC6NJFFxc3oK21oyy3oa+0nJWr8uwinwzzf+zxPdD5Bq7+VBb4FlMfKcRdXoe+tJRs51j/oDBLuCgsF5RbcFRYKq6w4i0yIGRk5lqWj38uDW1/GEdjNfE0bs8UOLGqebOIzN6EWnIm+aB0YilBzCumeMJn+CKJdh3lVNbnxJKmdHtRkDqxahHoHqWITb2hlXkon2SpkSAvgSKs09aWZ0pemOCSf4O56B1SFqYfvodC3H/8F36D80nOomuJCozs2MIiH09z72sPcE7gTQZY4e+waLlp0FpMXlR633VuIZqLsGN3BC/ufILOxlWqPEdUgMaHMyty6T6EMGlAzCpoCI6bZxZhnFSHZ84PVTE7h4HCIja1jbGwdo92bJ4hVFZoJubWMO7Vc3FjETY0VOLVvK1EK9ML9FzCY8PBo0woeTwwQzpyYe1hkKmKicyJTC6ayoHQB0wqmnZQko6oqg0P3s/6lFxgamkhhlZmExYK6pQhzyklv0T5sp6U4d+o6mgubP3BZzVDrIZ7/06+Jerz0lSU5Z8HZ1Nz5L9RUirLbbsO64vSTf1lV3yVS8e/gVIPfRFVV20+5Ff8f8b8V/LKywvLbXiWR+H/svXWUHOeZ9v2rqmae6WFm0GjEbLFBtsxsx+w4jkPrbN4NbrKbvNnk3WxgN9lN4oCTmOOY2RbLYhqxRsPMM93TTFX1fH+0LFuxZMuWnN3vnL10+vS0urr6Kejnem667n7u05uRx5Zj0l8kEBrg6n/4NlVz5qPGkzQ99zzOvf9JtEfH7bqJ3Ny3UQd20tfixBhSSNTqDF9lx9n3d+QmirAIM7vcR6hZuYRdjw8ia2Hs7vU0m7PJFw6yrLP58rwMZrvtPD2zEvNp0n91XefQ3j3seOYJor2dgMRkbgX762fTVNOAkGTKRweoHe2jeGIYVyCINRAmpERoLQnQmTfOhDmdSOAUFspSOZTGiiiIFZChOfHKJpyWFCZzHAVBKholFgwSCvgJByYJB/24Z4fwzg+T9BuJ7qgkg3Lc+cXY8/MxZAo01yhxpZOweoxEsv/k2BXZiUkpRRH5iEQ2ffunMNqZi9maILuoG6FPkIiGSUQiJKLR9N/RKO8s8z2mbLzmQjymHDJMubhNWRjkU90wfqPEi0UKzxWbSMgSK8YSXD42SW0QzHE70okpNK5Fias+rAYvZsUKRpmUW3Aks5Mm6zH65RH8UgBJkbCabWQ7cih0FlJoL6TAUUCeo5gu1cWb42FeHJkkqqddb1lGA4szHDQ4rNQ7rJRbTWSbjDgVmePhMN9q7WVHMIU7Osni7W9R2t+BLa+YVbmXkum3IVInSgiyrFhqMjBXezCXu5HPso3UeyGE4MDYAZ5peYY1PWtIaAkanI3M6V1AeNKHPVSOLVKMK9uK3WViuCuA0aRwwZICijxmVH8czR9H9SfQJuPsNcN/GhJ0hBIIgwSlDpZYLVw1nGBxoA27dBCrtAWT1IEQClF9CWHtasidgWWKF5HUiOweRiQ0LHWZOJYUYi5/v+B2RNV4ayLI8yN+NvmCqAJyQhpTuhJcbLKxbH4BeeUupBMxO1mWSMZVwv44Yx0TiB99BcNIN00zvkwyr4q6hXk4vVa6jo7yTORPHMrfRHGyin+a+n3mzW9Afs/3j0ZHTyqi7BraxZGJI+hCJ9OSyeWOKhbv3EL3QAlDEQtZxaUsuekucuQSovtGSHYFQQJzdQb2WTlY6r3I5ncJtXciyppjw6w5OsKeHh9CgLAqWPLs/MOCMu5tLEJ5ZyyR8XQiTfMrJAtn0b7oc2xWJ3j6+NNMxCeoz6zn7oa7uaTsEgzyh98butDpDnSzZ3gPW/rWMHkkTuVkNaakG4tWQsXlDi67YNkpogMfhngkzJYn/sSh9W/iys5lwV138m9jv+fg2EH+sfwB5v18A/GjR8l+8O/wPvDAu2QqBPTtgt2/Tb++4Q9n/Z1nwv8KW58nvLh/gC8/fYALja2sjigM+iZJxnaz+KY7mZJ7AaHdAyQmxohNvknywB6crmoM8YPERhMITSZcAPGrNUROLVnHvoArZcdnCPJ0yVpuW/kltv+8DVmLYHa9TZslgwa1kHxjEZ9e6CabKK+USmTUrDxlRSSE4MjBA2z93a+IjQ2hKgYGC+vYMfMCegqKcUQjzD+yn7nHj2CNxdANMnGnnYjHhWo2YUil8I6Nkz0+jhQfZdAVoCNPoz9boi8LopYPX30pCG7JTDLXrrEnovCM30TyRGKFPQZ5fkHxmKBkTFAzIKiYVDBmOjFkZ2PKLcaUV4wxJxdjQT7GwkKMBQUMDAnWP3qcZFRl4XWVTFtxalG50HWS8RiJaJRUPEYyFiMRi5KKpf9WJ2PowRRaIIkeSqFGE+hxFTWucijPy1sVuTTleZCA5RNx7ooYmaEbCXXsIBJ14TRmY5Lf/cFLJgVDjjUdZzr5bMPgtSC9p1g5pQueHfHx465hBhMprshyM8dtZ28wwoFQlP74qTVpyntOr3aan6Kka5j1MLPtbuakbNQNxqluDeGJ6SCBscCBMceGIcuK4jIhWw3INgOS2YCkSCBL6WdFIqSGebX/dZ7rep6OYAd2g50rzddTOzifrv52IrZeMlJlzMxopNCqYIul0CaTBBMaTVGVgAZFRokpWRa6i61sdku8Mhpgsi8EAvIqPNy/oJQbK7JxWk3v1wUdb0PseRjR9DipRD4R891EI40gJKyNWTiXF2Mq+PAU+5ga49hkPy+P+lnv02lPpa9T4bhK40SUmZYQeUUCR5YJh9uCzWzFJCyk+sKEfvgYASWPoeK56EkzCSXKuvpH6HMeZ3nOhdw49TpSeorh6DD9oX56gj0c9x1nLDZ24nopTM2ayvz8+SxwVjJj7xMYj78KZUsQN/yRtiMtbHnqESaHhyhumMbS2+4hy1NEZN8I0X2jaIEEklHGMsWLbUY2lpqMU+6f8XCC9c0jPHNwkL2dPtAFFouByxvyuLg+hxnFGeQ6TUhHnoO134HQENRcRmr+Z3k2OcxvD/+W8dg4XouXRQWLmJEzgyJnEV6LF01ohJNhekO99AR7TkrLhVNhZF1h8cRV1HctIWEeIeRqw+OJc/fdD+DxlJ/2Ovw1hBC0797B+j8+RHRyklmrr+KCm27HaLEQV+N8fdNX2TCwiVvlBdz87CjJllZMZWW4r7sSh3MAs28j0thRMLth9l1w8f89Z+vvf8nvPEDXBav+YzOj42N8SdpOdKiGVOQ1aqYuZIZYSjj8CrGu9RhbIhiS714wo0vFV+ohOX8FevVeHD0ryRy6AEUy8IJ3A+uL9/LD+h+z4zftKHocj2stBy35zFDLqK2YyV3VEFHjvH74Hyj1HYLsOljwOZh2M/5QjJe/+20mB7sJ2ey0V87k7bnLiVptGFNJVEVByArZRgOVNjPTnDYWZzi4wOPAKkts3buXnTt2EPX7Tz1W0oFdSVfRRIykHCNuSKApICkKQgJd0tEBg5JgSeVR8pwBDg6UcWS4BJBIySkSSoK4EidsDBMyBYkr6diXSTdQFc5g0YCdJYdj2AYmEPFThYsliwW9sJKjhVczKheS64iwYDZk1hRgKi/HkHnmXnkfBE1N4R8cYLyvh8Pd3bwQE+zMryRqc2JPxlkuJ/lux8/Yu2eUwVgxlVVzmLPkKgwxA6nRKOpYFC3wnpICWcJU6kKv9vByrsxDgQCDiRQznDb+qbKARRmnTuZBVaM5HKM/nmQ0qTKppmNn4+NjHD/WjNftRqmsYbM/TFzXqBjswBgO01eQT9iRwzsu5CLFQENKot6vUjGWpGwkQV5c8Nc+AR2dQ7Y21rl3sMW1n6ScoiZayiVDl+P01eBXJRLWIYLuNspS+axU61BsJgyZFgweM3KmGX+GiSMWiXWDk+wLxRjwyKQGoxi6QkiqYFpdFt+/rJ7puafvOnByLEmN2MExwtv7SQ3FkKQYNnk9jqwjGJffCo03geFUi10IQftkOzuHdrJ/dD9t/jZ6gj2nJPpoipeUdRG6ZSURWxaSLsib1CgdS1E8plI8rmJPvLu9pCexRnvYXL2f/SU70SXtdJ55rAYrRc4i6jLqmOKdQkNWA7UZtdgm+2DXQ9D0GEgyLP9GupxBMZy4x1QOrX+THc8+RSwYoHbRUhbfcifu7FySPUFC+0eJHBpDiWtEzDI7CkysLTBy0KPgMCp4jQaqbBZKDQobW8c50D6BcSyBfiKBJ9tpZlqhmxkFNmYGNzC9/Vc44+nmx6mqC3nbncnrsT72Trbii/tOey2MspHqjGoasxqpikwjvimDyFiKipnZLL6xmsPHn2bt2g7sjiA33nAhpaVXfuC19Q8NsPFPv6XrwD6yyyq45P4vkVtRRaKlhdCGDUR37iJ8oIk/LdN5c47MwqMaX1kvEBGByaVSvNSHrsqE43XIiz+N6/JrMHyMJsh/jf8lv/OAN48M8cDjTSwztLB8XMHn30C2K5/Z4QSifTdKSAfZiJLXiDXXii1jCJGRizT/syQTKuHWbqyhEjRJIzpF4evqD9HcMt+zfJm9r2jYZR8ltrfYaCunUs/jkpWrudsZ53gkxnMzq5hlM8LR5xE7fsnhUJTdgw1oXaP4HDb2T72A7bOXoRoMmGWJ5RlOLstyU2O3UGkz4z4RN4gGA4x2dTDe10NwfJTQ+Dhh3ziTPh8BxUzSkwVGE2gacjKOJMukLFZiZitBo4WI2YqqGBCShFeVqRMBasufQLH4SDVfTTJQQMrZj5wdw5FdhtM5BVnKJpFIEovFGJgcoDnYTHuynUHzIFFjFFnIlEvlrPAu4YrMeWRHE6iDQ6QGB0kNDpIcHKQ7XkBr3iUISaGs5w1K+tZhzMzAXFWFuboaS30d1mnTMFVWnlE784Pg9/l4YvdeXvWFOZpViFlSeb3pcwTHJLaMVqHICqs++3fULkz3adQTKupojNhIhK6eSbT2SXL9KVQJjhZacC0pZPG0/LOOjRw9epTnnnuOgoIC7rjjDsxmM76UyueO9rDZH+LGiS5Kn3mYcbdM0+Iips+8i4Ccy8FglJ74u0RskyWqjCaqFQO5qVHGg5s4OLkBX2oUq2zjAtsKFk5eQrTNRGQyicVuILNa5dDIVvLzi2i87GrGFIkBVaUtGqctkqAtGj9J0LIuyBtJEDrmJ6Xq1FksfP/GRuY25Hzg8aXGokR2DRPZO4KIqxhybTgWFmCblonc8Qps/Y905xJnASz8PMy6i+6Ej2dbn+X1rtdPWl1FjiLqMuuozqimzFVGti37pOSWSTZhVIw0h6I8NzjBjvEoLapG6sQ1cGk6xaiUWVRqoyNU/NeveejiUQIeAxcnb0S0uqielcvM5eWYDWZybDl4Ld53r2HMD0dfhANPQP+edHeOmbfDkq+A5/TdGxLRKHtfeY69r76IrmmUrlzFobkreTqYJJRUWTShcf2YztzBJCZNELIrHCmzsaXQzCazxmgynTPqMsjEUzpSMMlqkw1rSOXwQID2sfDJ0NiMTJWrzAe4Jvg4GWq6c4ZQzAxmljDszsNnz0Rx5GCzeil2lZHnLiOmeti+Lkbb/klcWRaW3lJL6dR3NUQPH97KCy+swWIJcuGFRqZP/ycMBucpx5iKx9n5wtPse/UFFKORhTd8iob6aYTfeJPg66+T7OxM95Csr8M+bz7WunyORF7F3LuJ2YkE4REbAzu8oBhxXno58UOHSLS1YSoro+KN1/97Orm/58M24P8AJUKIz5wod6gVQrx6TqM6j/ikyU8IwbIfvoE/HOPL6mYCfUNYtCQLWzqw6Abk8iVYSpeh2HNOa6brcoKQs5vWggT5C6bzd3u/Qr65gPu7VtPdUUWusYV6yyZesjVix8I9d9/Dg+Egb44H+OPUclZ4nbztC7F2IsjQxs1c8spjjNqNHK6fw6aFq4ibrZQY4dvVpVyVe+pqKRWP075nB8e2bKTn0AGESK8eTVYbTm8WTm8Wjsx3nr0EUxpt/YP09PcjyzINDQ3MmjWL0tJSRlIqHdEEHeEQ8dEnKQv8HkWkMEVzUIZWYR2dR044/ePwZZkx1mZQOj0Xa5HzFBeYrutMTEywpX0L6/rW0RRpIiJHMGtmquJVrMxeybzqeVRWVuJ0pvcXGprk7aeO090axWVN0mA4hqdnF6n2dvRoOlYp2+1YGhuxTp+Obc4cbLNnfbDY82muc8exI/xx63a6tRC/nPh3OsnjqdE55I0O4J91AdoVN6MajPTGkuwLRghrOh6Dwh0WO7cOalgOjqNHVSx1mbguKf1QN97Bgwd58cUXKS4u5lOf+hQWy7uuVk0IvnishxdGJ/maQ8L08L8RnwxwsHKSgosX8bX5X0cxuGmNpBdJe8dbOTK8hTH/Dkh0IpBIWaaim5bRMNTAvDYVd0xn1K2wvc7CQFaCqw+8TcRs5cWZS0ka3k2I8BoNVNvM1NgtVFnNqCNRntncTdd4hFklHm7I9RLZMoKq6sy8uITZl5VhfE9iiNAE8eM+wjsHSbRNgpx2bToW5GMqc506qQkBHevRt/47cvdWooqRJxxW/uz20Fh+IcuKlrEgfwH5jve3rfogJHSdA8EoB0NRDodjHAnFaI3GT7qXJT1G1cggF9RNwdmtY9w8ypIVJSy85kQz1VQMWl6Hw8+lZfL0VNrzMvN2mHZzukPHhyCm6bzU3sXeZ58i9/AuUkYzwSWrWHbFNSzOycRpUNCTGvFjE0QPjBFv9YMuMFe4SS7J5223xEZ/mA0TAcInBp5jMvDZomxWuh2Mj0XZ2+3nraPDHB8OYTXK3DrVwX0lwxSEDoGvE/w94O+CZBgAVZg4ELmKfZHrEUJmVs4WZq3MwbDgbrC4Txl/R0cbTz31BEZjkDlzDzNr5g/IyJgHQPveXWz840MEx8eonzGF+flG5ANb0QbaUSw6ptwMjHlZGDIcyCIJ463pHpZA2F3Aw0qcpvx6ftDwPeJ/9y00n4/CX/4XBo8HdXwcx5Jz751wruT3NLAPuFMIMfUEGW4XQsw455GdJ3zS5Pf4+v18e+0gK5TtzG5pQSPKgvYBHDMW4vJeh2S0AnHs0huYlDaGEx668lNoZX2Y7EGOahIV1d9BMbr45pZvMiVRy8pjlxGLFjHN9gplBsGLliKCUpz7P3c/vwgl+V3/OF8sySGq6bww4iev9Tj3vvIEUT1KV2Exb6y8kZGsPNwiwb+1/oSrh9dA+VJY8AX0igvpOXqI5i0bad+zk1Qijis7h/rFyyltnIG3uPRkOcaZMDExwe7duzlw4ACJRAKXy0ljoxVvVjuBwFp0PQrI5OZeQX7hnQzKNRwKx+nuD2BpnaS+P8bUSR0ZCFlkwhUuSqflkFXvRTafGojXdI117et46uhTNAWbEAiyY9mUh8qZ4ZhBbWUtlZWVlJSU0H9skm3PthMYi1FQ7WHhtRVk4CN28BCxQweJHzxEvKUFNA2MRmzTp2NbuADH0qVYpk49+0y140c5/tj3WGlYwx7LNJ5VriBv39v4MnPZfOmnsBYUMdOVLvtYnunE9I4UWVIjvH2Q0KZ+RELFsagA1yVlpyQ4QHoBsGHDBrZu3UpZWRm33norZvP7G9aquuDTR7tYNxHksdpCIs/+kUO7NtKfE+NoQ5zZFQsBODB24GRx/LSsaSwqWkGFaSmT+1L494whEjqGUjuWC3KQK52kYjEGX3oGPZUi+6obcHo85JmN5JuNFJiNJ7MMW4ZD/Mtrx9jSNk5Ftp1vXFrHxVNySWmCweEwe1/qZOSwD8VhQEz3kDRC4UCUKb4ULg3G0HmRJK+QImKQKPPaqclzsqQqi+V12eQ4LfQGe3m29Vle6niJ/MAQXwinWBz0g2JEmnsfLP4KOLLP6rp9GCbiQe7c8B06YjDfexUDXZN05BcRM5uRBOT5VVa4zdykbGf23p9ijIyAMx8aroPG66Fg1lnFoVojcR4bHOeZYT+Tqka51cSn5AQ561+i/8BeHN4sFt98B/VLliO/pxxFi6SINo0QensAPZTEVObCtbIEudLNzkCYn3SPsDsQObl9jc3CskwHSzKceOOCJ7Z38/KBQWRJ4u4LyvjC8ircNiMIgYj66Nw7wLbXJwgFBJUVCRZN68Q1+Ar07kjH2hZ8DhZ9Ed6jkdvb28vjjz+KLIe4oPRVivVKDuyW6RhW8ZqjXJTXRpEteHJ7gQw2L5LVA0YLGKxgtKbbjOU2QMUK8Faye2g3X974ZSwGC7+a/gNM//BDkt09FPzspx+rndjpcK7kt1cIMUeSpP1CiJkn/u+gEGL6eRndecAnSX4TPh+rfrqBjMAEn+p5Cb9VYroWp7jqVmxSbXojsZYC0y9QkxLHTBlMLJDACqY2CevbJuw5jby5SOJZ3xDLBi+hcGQhNtnPUvcfcHA5b8gS3YYRbrnlVrY4MvlO+wDlVhNdsSQzO1v53PpXSQ530pmTwY45F7Jj1jKQJG7Ny+SntUXIiQBi758YWP8Yx4ehLZxLNKVgsdupWbiE+iUrKKyp/8guQSEEfv9BWlofJxTagKIE0HUJSRJIUi411b+mqGjaqYSSCMHocfwjLewcDjM0loPV72WGT8apgioJQvZx8uzNuDN9GLNkJE9RugVRZgVjFicvdL/JX47/hZH4CGbMFIYKKQmVkKPlUFZaRkV5BZI/k+NvjxMLpSiZksmsVaUU1HiQJAk9GiW6r4nIzh1Ed+wk3twMQmDIz8d58UW4LrkE66xZH3o+hK4z+uSXyW1/hC2jZYyXXstQexupeJwVd99P48pLzkimejRFYE0PkZ1DKB4zGTfUYKnyABCNRnn22Wfp7Oxk9uzZXHbZZRgM78/MU3WVPcN72Dm8l0c795BKDmPRfSS0xCnbGWUD07NncFn5ZSzyLibYAi07hxlsm0SSJapmZTPj4hJyStMxuVQqxaOPPsrQ0BCfuv1OHN4cgjGVYDxFMJYiEEvhiyRZc3SEnZ0TGBWZsiw7dpOMP5piIpwklHi3jLtalbk3ZabBqJBpkNEQNFtljueYCBTY8DrNCAHBeIrOsQiHBycZiw1idLSTlXeMEK0oksLy4uXcWHMjCwsWIvu6YMvP4OCT6clzwQOw6Etg/fhxoJga44G1D3Bo7BD/vuLfWV68nERHB133389xh4fmBz7P6wkr7U4rQpZw6nEW22WWF5Wx3Oum1Pr+xcl7IYRgsz/Eb/rG2OgLYZQkVme7uaPAyyKPA/nEvdJ39BBvP/FHhjvayC4pY8lt91A2fdapCV0pncjeYUKb+tACSYxFDlzLi7HUZXIgGuczR7roT6QosZgYSSRJCDBIMMtlZ77JTN+Rcd46OITLYuSLK6pYXZLFnufbGWidxFvoYPFN1RTVvudcDu6HLT+F5lfAlgXLvgaz74FUFFreYKDpTR7vzUdoGuauVmQtyRxviOqJPtSAQClqwH7ZjdgvvALJkQVnOde0+lv5/LrPE06F+Y9Z3yfvnx8mduQIhT/+N1yrV3/0i/xXOFfy2066o8M2IcQsSZIqgaeEEPPOeWTnCZ8U+aVSKb7886cYODrOjYOvMuyxUe0poDHjSgzChSTpGNV/JtdxkIDBxsFZNlImGefIPFy9i9AHevCN9bE+20PIWUuZfyoKOtNsrzLFOkwodjOb5DCdji4WL1pCV/00vtM+gFFPcPeBZ7hq0y6iw1GOFGcznJnFC1fcwbg7F4eU4F8zd9FojBIai+Dr8zHc2kd4LAqqkWKrRp2hnXKvjmHuXTDvM+AuOqtj1rQ4k4G9+HxbGR9fTzTaiSQZyMhYjKapBAJbiUar2d80G1034rEZqfOkqJN7KA7tQwn0vLszow1cBQhrJoed9exW55AIlDJtwkB5JO1+1eQodpqwyAcxywcxSINInmL03Kns8mTzsj7JWv8xEnqSLCWL4mgx7gk3mYlMXHYPOXItsX4rqZggp8zJrEtKKZ+edUq7GNXvJ7xpM6E1a4hs24ZIJjHk5+O+8krcV1+FubLyzCdECLS/3IXc/DIvyhJZ0AAAw/1JREFU9E1lWCrBnpHJeG83NQuXcMn9X8Rss5/x44nuAP7n2lDHYziWFBFpNPGXZ/9COBxm9erVzJ49+32fmYyF+Y89f+D13qeJaUEkZNymIsYNeTjMOXyuop4cyUnXK+uJHOokmOOkO8dDTXwu2RPloEl4cm3UzMvFXuumK5qgeShIx1iYiXCCrIlD5KSG2apV0Z76YDKRJci0m8hymPE6TGTazXjtJrw2IxVxQelADFdfGFkVpOxGOgJJemIaNUsLmXtFGSEpQFegi+5gN12BLrqCXRybOIY/fiLJKpVLwj+Dcssyvn7xPFbU5py6oBhvg03/D448l7ZMFn0pTYRm5+kHfAYktSRf2vAldg7t5EdLfsSl5ZeefC81PET/vbcS7xzBXZ1gTd2POJCVj1hVyLbYuxm6lVYzyzOdLM90sjjDifXEPZbSBc+P+PlV3ygtkTg5JgP3FGZxe4GXbJMRLRwh2d6GFgohWyyYKitRMjJo3bmVLU89QmBkmJKp01l62z3kVpzaKU6oOpGmEUKb+tF8cSSLgqUmAwod/EmP8YdEmCKvjfuKc2iLxNnkD3EolK6trFQlDM0BegZDuHSJC3UL915ZQ8Pigve3U3oHA/vgzW+le2QaLKClQGj0UcXrY3UMZZZj1FRWrlmHOx7BsmoBBfd/A0tt7Ue6Hu/FcGSYz6//PF2TXXx/5reY+qOXELE4ZX95Gkk5NyGxcyW/S4B/BKYAa4ALgHuEEBvPaVTnEZ8E+QkhePr5l9j6zG6WjW2hN8tNTdZipjvmIaEgCR9O6e9xW/30FFrpKrOROygwdsxgOLSIYbWccdWNdkIFTjf4mW3eQE1iDZHDGpFAHs1lszg8PYt8h5OefAuP5M+nZrSDn/77vyBHBUfLvQzbnByfOpXXFt2ILivM0A7xd6mfY5DCyEb1fR4YLWUhFc5GT3lQEkZMagiLEsblFZizqjB465GMNjhR2abrSVLqJMnEGJFoO9FoD6AjSUY8nrnkZl+GVy6nrfsnjMYPUBQvoKYrSXhsgEOiimaqGSQfXZKRJTBZraj2HCL2IibkDCajKUIJFU3X0XSBLkAySJg1QWlCMFOVmZ+UyTphSMjmBBZHH2Z9H6boJgz0EZEl1rq9vJLhpYk4GgKHYqeAQqyTVpwhN3mBWjLCVSiqBYNFkD/VxpQLCiiuyDvFnaiFI4Q3bSLwystEtm4DTcMydSruq6/GdflqDJmZaLqWrhOTTkwQyQg8fAm6v4eXQ6vo6Bwhs6AI//Agrqxsrvz7b75v0nov9KRG4LVOIruGGZdD7PZ0cflt11BYeKqg9qGBUX606RG6AhswSCmS0VISoUaSsVIkYULKMKNUu8kZSjAjICjQZUzjEUQybTXGjUHavAdozzpA2GIn5K8nOlmD0OwoskSp10aNNExe8DipnHocZdNwWY3ph8WA02JgS9s4j+7oIcNm5PvXTOWyqafG2bRAgsieYSL7RtD8CSSLgrExg2C9TpdtkM6RHia3mrC3FZIwRtlZ/DLHc3aClM6enKIUMWcyk/qYh6K4HdtkgsHeYfpGQySSKYxuN3UN5RTPnoq1sRFzbW3aQh8+Aht/kI7B2bxpV+jcT6fdaR+ClJ7i/2z6P2zs28j/XfR/T20LNHocXvo8oncfI91T8e/xoRSVcKDgBqT6GVz7D7PoSqbY5Aux0Rdkx2SYmC6wKTIrM504FYXNviCDSZUpdgsPFGRyqX8EtamJ6P4DJJqbSfb2nqxJBVDMGq5ZJbjnV2LMVjh0uIcdbTpxVWFKVohlFRFsnkzwVkHOFCichcifTbwzQuzwOIl2/ykZxxEDDNhk3Dl2Kos9hN1Gtosk+476yD4YZFiorPFoBFWN2kIXP7yygdllf5UtHZmA46/CsRfTfTB1FRQjobjEZn8jLRM2bDrkBxIcnr8Aj8nAnLn7iZoOU1HxFcpKP39OySmhZIgvb/wyu4d382D9A9xd9SkMmf8Dsj0lSfICC0gnBO8UQpxZefe/AZ8E+e3bt49XfvI4U8b20u/NYFbOtVTZqxBCoOs7yLP9CIOi0VztwOdwMdF9KaPtK1ATDkBHtg3Q7Oxi1NHJHan9rPB68Uv1DLx+ELPfT0TOYvP8CzAmUxS1dfKNL3ydotFhfvK7f2HMa6LN7EGVFN64+FaaK6YgaxqrNr/A7IE2HBleskvLySotJauslJDPxGBbmJGOJNHAGW5AScOa1UZG9UachU0nSVMXEgnVRkK1MxnPZjKWzWgwn6HJAlIJHTN+Lp7+BrnuEXa0LmLHwBJ8kgefaiUp0uRgQKNQDlAgBylUAjik9A8zLluIWbLRHDlotmxkowkkiCZUQnGVQDzFQCBONK5ShMxsFGZjYLZkwH2iTlA1gSEjgsvagSX+NrHAenbYjGy1Wjlsd9Ipv6vfqAiFat8saobnkR+sBgTjjl5GPW0EMvuRLaAoCqqkkpJSJPUEiWSYhBolSYqkQSNp0FFPtOyRkTFgwGlwkm10UeRrJcdgQ9hX4tvVg0t141DNKHGNxbfcQfn0GRje06tOMaTPT8gfZePaLUSPjnOBVIpBkhnPdzBiVIhHVAKTMXyTIQyqgvIRJHMDss6QohMUYcqCG3AlutmfWcHh2iSy5xiqlLauiuzlLCiYSy3VtKxtobq6mltuueWUXmmT0ST/8MxB1jWPsrTGzYOXZiEpUULJEMFkELknSe4xCzkDTmQh0Z05wpas/bxl3sqEemo6fZ49j3p9JlWHFqKMu8mwjTEjvhXj8WOog4PvbqgoGLKzUTIywGDAF1UJjvlwRyexqWnXrpKdhXP5ClyrL8M2fz7S4H7Y8P10f0ZnPiz9B5h55/tKJN6Bpmt8a+u3eL3rdb4x7xvcVn/bu2/ufxxe/QqY7LD6xzD1eiI7djD0z98l1dfHeGYDhpvvY+GD71qJYVXjkYFxnhzy0RFLj9Gg6yyaHOfKw3uZ8frLGILppA5jYSG2hnLsFXYs7gRKogfZ34KceHf6fCdbM6Ep7JooYd9EAWZF5cK8Dmqc4+8ubg02qLscZt0B5UvRwilSg2FS4zECIxGaeydxBJIUxAXKe6Z0VYJIhol2h8yBWJxhfxy/qmMrsHHfHBPzUntQOl5H6tsJQoOMMphyDaGCFezetJ/DWzYgNI2K0UnqiZJz992MLryUP//lLxQU5DN3bjPjEy9RXHwv1VXfOicCTGkpvrP9O7zW+RqXV1zODy74wRnl+c4W52r5rRdCXPhh//ffifNNfgMDA7zw9R/gGWsmkVPOwpzrcBndCAQJ8/epkHYTt8gcrMqkf2wV/pbLSMXtFDiPkmdawyP5PWxzChrVJPdZohi9BpKmdycaTVM4dPASolE3htJBfldwP/ZYmNuf+RUWAVoqRczt5dGrPk3Q7iLfIPNcfSFlGR5kJa1h2Nfs49jWQboOjaOrAswyQ2ZBazLJpKwTlUFSJDItRpxIeJNQFBLYVIkxU5wjziGScgI0FUlAOkwtkCSQZAOSYsDjiLC64c/YTUE29t9Dd3wxdouZTLsJryPt/kr/nX7OsJnw2IwkwgE6Ojro6Oigu7ubZDKJJEkUFhZSUVFBZWUlRUVFKCdcGqF4iu2DkzzZMcq2Xh+JySRVYY2GGExHYRoGCnmnRREkPRpO1xAZYieJyddplQL0GQz0ma0MOTKZNNmJJL1kDE6jcHQqjkQGmqQy4Gml13OUUXc3CVMI44l/JmHCqCsYEmCMaxhSMkgSktGGQcvEkHBiS3hwxb244jlY1I/mcnsvLBLMsitkG2SGJY3NYpxBaYC4MYhitrG0eh5Ti6tQjDK6JtBUHV3VkWQJxShjNCv8xD/BGjXGn2ZXkZkQjIUSJONxJjY+x+CO9WSXVbD6S//AiCXE9sHt7BvZR/NAMwt7F5JUkmwu3IzZZMZqsCLLMsGAl7HuK9FTDsy5b2DM2HZy0m2IVnLH2JVMj9YwqYTYkLGbbbmHSbp08u35FDgKyLfnU0QGJUMqnq4JtOZW4keOkOzvp79wOe2V12DS48y1H6ZoWgGWqVMxV5SjZGa+z60VTar8an0bL7+5h6n+Hm7Wesk9vh8RiWAsLsZz/fW4r70WY6wV1n8/7Z7zlMCyb6QzMJV3Y6earvGdbd/hlc5XeHDWg9zXeN+JN1LpXnm7HoLyZXD9w6ck1OixGL7HH2fkV79FjoVRp89l+JabeLlqChvHA+S3tbCw5QhLetoYRmbTtDlsmTkPlyHCQv8Rroy0MJchPMF2pNDQib1K6exQTYVYWqdWs+QT7lUIt0eQqi4g65s/IiBU3vrVzxjp6qSqxMVFee3YQy3v7gORzsgsnA25U9PEbbSiKxZ2dkfpPxIjI2wHWwZlVQVkme2ofg01INBCgtMWNKIirAksRU6CRpXWQxtp7T+Apqco8IeZXlFLyaJcbMNPIMUmYOr1HC27l2dfW095eTlz5nYyNPQYhYWforbme0jSR8steC+EEPzu8O/wx/18fd7XP/Z+3sHHIj9JkiyADdgILOfds+YC3hRC1J3zyD4AkiRdCvyctLbt74UQ/3qmbc8n+UUiEZ754teQJropLryIKvdsoopEm62DGabvUBwJMma3cUS5lu6e1UQTNopMB5nhfIqXvOM84rGhaHDbRp2LmgSSw0osJ4txTx76lAomi4rp7RgnpsQYdrl5Y8oCjKkkXz+2BdHTTsg3wUj1dJ5Ydi2aonBZlps/TC1LJ3JoOu37Rmla08tEfxiz3cC418CrgSD9aMws9XDxlFxmFmdQl+fEYzOeshLTdcHRtwfY8UIHRovC5Z+fRk6JE7QTLhQhwGAGScLn287hI19EkhSmT/sNbvesj3U+VVWlv7+fzs5OOjo6GBwcRAiByWSirKyMyspKKioqyMrKQpIk4prOG+MBHhucYPtEEENYZYqmUBnUyRyOkh1I0YiBKmQUJDQg4pZwZQfxWpoxx7cgj+2DRPDkIY0a59OuXUz75BTCsbSbzJlhJLvMQ0auDYvDiMEok4xrRANxxo8P4huKEhPvutQUScPskbBJXRSldjBoVDhoL0M3JvH5eklZZeKKIGGWkIUBRTdg1E0YhIGkEkVxCxLWCH55nHExwpUTS7hr7EoicoJH85q4/MpLWVb2/vjf6RBUNS7b20pQ01gzp4Z887tWT8e+Xbz165+TisdZese9zLh4Naqm8Yc//IGx8TGmXD6FYYYJJoNEUzGOdmTT1FyG05riykVjVOeZcJqcZKScFO6yYW8VCLuMaUkOGQtKMFnM6MkkiePHiR04SOzQIWKHD5HqebfDmbGoCMvUqVgapmCdOpWwp4x1f+4hOB5jxR111C348JKFnokI33+1mXXNI0zLtvDDrAmcG14numsXKArOCy8k49ZbsGWFkTb8CwwdAG81rPgWTLkGFZ1vbf0Wb3S9wRdnfJHPTj/RHkdNwjN3pd2nC76QVhE5QZgxTac7lqA9mqA9GqdnZALXn59m1Za3yAwHSZhMGHQdRVVBlnDOKsNV78TqiaDEOpDDaatWlRRabaV0u2uxesupTw6R17kWUmHIqoFZd0LdFZBZjlBVfI89ztgvfoEkSeT98z/hvOIK9r76AtufeQKjycyyG6+nISeG1LkxnZgS6ENoanqB9gFdPf4aQhjQRDaaq56wczrb/fkc92WSoelUolMoubGdqOPTdRVhjOCaVYp9QTnGAjtSIgTbfwHbfgGKkf3VX+aloxHq6+uZOauHvr7fUFR0BzXV/3zO9XlCiHPeB3x88nsQ+DJQAAzwLvkFgd8JIf7rnEd2BkjpDqCtwMVAP7AHuFUIcex0258v8lNVlSc/+wAe1Ut99nIsBjuthiADtFEVb0ORkhwxN6L6KlB1O/nGY0zT/sJ+qY9fT3Ew5oCFI3lcN7oYs6mSobALf8KO0WVCXZVP/8FxXMMHiNuHCQudpy+4nAxd40fBLlpefhaj1cbWGcvYWD8XSZL4p8p8PleSi9AFbXtH2PVyJ8HxOJ48G4FSK7/qHCIpBDfOLuIzSyooyzpz4sV7MTEY5rVfHiIWTHLRvVOonHlqvVL/wJO0tn4Pm62c6dN+h9VafM7n9h3EYjG6urpOkqH/hLqMy+U6aRVWVFRgt9tpj8Z5YnCCp4d9+FIaxRYTN2V5qNVkJgbD+Fp9KAMRalNQj4IBCR1IZJrJqDDiyJzApDQj+5thtBkx2sJk3EN/YhoDyalM6BUEUjm8VxfFYJTw5NnJzLfj8RqxjrSi7HgLsXMDkiLjuuRiMhbZsR35BcPmCh5PXETKlIFhqAejf5SkmsQ2vQJ9egXb2naStCUpKi1CMSpYDBYsso1jAykOdBqYIsr5N6UWmy+JdXo2nqsqUexn16G7JRLnsn2t1NstPD+z6hS918iknzd//R90H9hHYf1UpJpGmlvbuOWWW6irS69Z4ymNbz1/mOf3D3DxlFx+cuN03FYjQheEtw8SXNuD0HRcy4uxNliJ7d9L7OBBYgcOEj92DJFKJ4EYcnOxTmvEMrURS0MDloYpp1XmiEdSvPnbIwy0+Jl9WSnzr6o4q8ntraPDfOfFI0xEkty3pJwv1liIPv8sgWefQwsEMJWXk3HLzbinWlB2/juMNaPnNvCEJ5Ofx7v43Jyv8OnGT6d3pibgL3dB6xv0X/oLdpdfxb5AhPZogo5YnIF3OpgIQVV/N5cf2sfipt1kDfYBoNiN2DKDOAvjOApTKMZ0oFo48pBKF0LJIiieS8hewKtHtvOsP8k2ezoRZL46xM35WVxXNwuL4f2uvNTAAANf/zqxvftwX3sted/7Lv6xEd781S8Ybm8ms7CWkmnXk4g5mByNEhyNoGkSoGOSYhQXxqleVEbZFDuKFmcyFmbN0DBbJvyMaRIek5m5BaUsLGvAGwjQtX8vHXt3MdzZBkBQcdBrLcGpuDGV1JCVWcTsSZ3aYLpcKeI2wlQvpQuLsMhD8MY3oO0tdtpX8WZkCtOnT6eh4Rh9/X+gvPzLVJR/6Wxu408c5+r2/JIQ4j8/kZGd+TsXAt8VQqw68fqbAEKI/3e67c8H+UWjUV762rfIyM3GbjZjiLnpDmcQjBnQVQs66dV1wgAdeUYSnnHyJ7ex23WIQfcQ7lgBU0dvwpOoRrIp4DISybUwlmvksJZkxdYAhaFDxO3jDJstvLjgUhpFgvub1tG7ZwfZNfX8ZupyOnIKMUnw9PQqFmY4GOkOsvnJFsZ6Q2QVO3DM8vKzo710jEe5qD6Xf75yCsWZZ1/IffJ4g0neeOgQw51BFlxTwaxVpWhalNa27zM09Axe73KmNvzH+xQdzjd8Pt9JIuzq6iJ+QuYsLy+PqqoqqqqqyCksZI0vzGODE2ybTBfqNjgsXJbl4bIsF0pYZXfrGANHx1EGIjRoElNQMCKhSyAXOXDVZmKucGNyB5F8LTB2HEaPo4+2kBrtQU2kMElRDFICyV0ERXOgeB4UzYOCGSSHRvA/8SSTzz6LHgrhXewlu6QF3exivesGto9YMeoqxq7jKKkEusFE9gUrufnue7Fa0xbkxpZR/umlI/T5Ytw6r4RvXFaHy6QQ2thHcEMfskXBfWk5tjm579fFPA1eGZ3kM0e7+VR+Jj+tLT41VV4Ijmxcy5svPEfEm091fi633nc/sqIwFIjx2cf2cag/wFcuruGLK6qQZQnVF8f3TAvJriCGbAGxJqK7N5JobQXSknOWqQ1Yp0/HOm061unTMOZ9QNsZXYPJHhhvh2QILaXz9o4sjh0S1MzLZeWd9Sfjoh+EQCzFv77RzFO7+yjPsvP/rmtkXqGD0Jtv4n/yKWIHDyJZLLiuuAzrPBuxY7+iIB4habRimnE7av1VHHVPYe+WP7A3LrM7bwkDIp0EZVNkamwWKi1GZvV0ULdrGxlb30YaHARZxrlgKkqpGS3SToG9BVmo6LKDqN9N8HiE6JgJYcvHvmQJznlTsNOEfOwvac9D/nT6Z9zH81nLeGY8Sls0QbbJwKcLs7ivKPuUvn1hf5zRrgC9L2xg7OgAcW8pUWs2qYSGljyMGtsCQsWRvYSi+pV48lx4si24Y01kt/wMs29/ugB/6VdhytVwooNDShe8NTLBq1u3Ej/SRHlvG45ououESZcoGZ2g2JVJ4tIbec5dxxutfiJJjQyniaJiN1a3kbKgxvyhJHN86Q4arflmgjOymOk8RNnb32HzZAGbWMi8GQ2UVu9meOR5amv+L0VFt73vWv6tcT4SXqaSzvY8KT8hhHj0vI3w/d93A3CpEOK+E6/vAOYLIb54uu3PlfxaDu7hy4PNHDPXkMsQd/N7ajl+8n1VSMRUI3JKZkLPZNSgMJwK0x2L0qpmE3FdTdyxDKT3r+hm+AUX7xwlyi40m86x3GLerp3FPXqIihcfIewbx7P0Ev6ldBYRi5Vco8LauXV4DQp7X+tm35s92Fwmpqwq4ZGBUV47Mkyp18Z3r2xgRd2HK0x8ENSUxoZHj9O2Z4TaJUFsFf9JLNZDWekDVFT8PdJpjueThK7rDA4OniTD3t5ehBCYzWYqKiqorq7GUlTC5njaNbonEEEApRYTq7LcXJrlZqbDyv4eP5uPjjB4ZIyikMpsDNQgIyOhG2QsZS4sZS5MpS5Mxc50AXpw4AQhNqddS317IHDClWd2Q9VKqF6FXrSEyTVv43/0MSR/G0VLQ5jscYKFK/hLoJH+sIIcC2Pva8doNHDFl7+OtWIq//JqM68dHqIy284Pr21kfoX3lGNPDUfwv9hOsjuIqcSJ55qqsxJ5/lHnEP/eM8JXynL5Wvmp7sShoSF+//vfY0NDHNlLfmU1uVd/hm+sHSSWVPn3m2dwSUMeejJJ4JUDRPZGEZpG/NBTqN3bkEwmrLNnYV+4CPvCBVjq6pCMH2KZJqPQsR6aX4XWN04qerwDIWBf5Hp2hW+nMGOEy27xYG648IwJK+/F9vZxvvH8YXp9Ue65oIyvX1qHxagQP3YM/1N/ZvKVlyGeoKNAwnbZfPI8YaqGNmHSk0waHOx0T6fLWYkomEl+biU1OWUUt/cR2bCe8Lr1qOOjGFwynvkVOGscmOlCGk/PAxFDEW3B2RRdcztZCy4EWSE1Okpky1YS21/EGtyAMz9NKmGfl7hjKYYZl2KurcVcUYHscrHVH+bXfaNs8IXINhn4kieT2mNhBo768A9HTx6nw6ZjHjiOXY5SfOMqvHXFGM1xdr/0CG27tpFRUMSSW++kau7C9IJH1+HYC7DpRzDeAo5cxMw7GMlaybGmIxzftplYKIjRbEG1uTmcW8aWOcsIO1x4JViZk8FFWS5WZLow6rCueYSXDw6yrX2caFLDqEjUF7opcZqZGdKZM5zEmxQMWyReLjMw1/gihvbj7BIzWFKbSVb9IcZ9m5g27TdkZ/33poacq+X3z6RjflOA14HLgK1CiBvO8zjf+50fSn6SJN0P3A9QUlIyu6en57T7Olvc8fwvSUhGDlqrCZrc3NT9PLWJLoQ5yoh7AKMxgEMWOBSBWxFkKunkkEnh4S1pNduk1eTbPeQaDEhJDS0QITHiRw2NUhHsx5OIsqusHlFRzV3texla8yr2TC+7VlzD6960NuBSu5WHLZmkxuNs3jLI4HCUiho3PZVW/nNfL6ou+MKKKu5fWoHFeH6IKZEYZ9fm75JU3kSkMpna8DPyixefl32fK+LxOJ2dnbS3t9PW1kYolJ5ccnNzqaqqIqu0nMM2J29NRNg6GSKhCzIMChdlubg0y83yDCcj/hjrm0fZfnQY0RtmhlCYLRkoE/JJP74h14a51IWpxImp1IUhy5qeVELD0LsT2tdC21oIj4BsgOpLEI03ER6243vkEayRzWQ1hEGGA/oUNisLCMUU7P3tCDXFrqyFHPTM5Esrq7l/WQXm07i9IG2tRZtGCbzehR5NnVEd5q8/85WWPp4a8vH/aoq4pzDr5Ln7zW9+g6qqPPDAA/Qd3MfPnljHOsccss3w2xU5FHUeJbr3MFqiBkNOI+pYCyK8Dfu8qdgXLsQ6axbye+TWzojYZFr+q/llaFsHagwsHqi9DEoXpeNcFk9aBDo0BBNttOwcYsPR+XgMg1yR/wucMy9Kx8Lypn7wVyU1fvTmcf60vZvaXCc/u3k6utPIoy0vsnX/T1lyBC7cb6dkdAxNkuitr8FZmaDC3Eq2TWBM+k6JkwkdhC6BbECW39NxQzZAyUKouhBqLiPpqOTpH+5B1wW3fHseZouSvi+2/yd0b0GY7KjFqwlH64gc6SG6/wDa+LtZnUpmJsa8POTsLLaXzOUXdY10ZZopnEjxmZ4Ec8vc5Dfkk1XmwWQxEG3aT/8XvgC6TtGvfontRD1oZ9MeNj32MP7BfvKrapl52ZVUzp6HyWpDaCq+Hc/Qvu4vHOsI4EvaUGQoy/OQNxLD2XQMo8dDxp13wE03s0WTWTcRZONEEL+qYZBgptPOfI+d+W47U2wWugeDbG4dZ3f7CM0jERJaOgljMQq3YKQRExE0tjDAuNRE3OykJDmAxTxAQo3hcS7CYHQiKwqyLCMbDGlpxUwvrpxccssrcWXnnpf43ulwruR3GJgO7BdCTJckKRd4XAhxfvRnTv+df3O35zsIqhqL1+9jUujctuEZzFYHSBJRkeRIykCrUgzJDGaox1js3Elx+QCe4jAh3cFT8p3sTC5ER8aZiNIw1E39SB+arMDM+SxxGBl86Sn8gwOMLLyIPzdcQNJgxKDr/HNrist6ksR1wc6ISlCDTCv8zpygA52FGPhagZfyysz0RF3mQnF8+Gr5TEgkRunrf4T+/sfR9TgO440cfH4RiuLk4nsbKK7/eF0TPikIIRgdHaWtrY329nZ6e3vRdR2TyURFRQUlFZUMZ+WxIa6zbiLIpKphliWWnBD5vjzbjaQKtrWPs6lllN3Hx8gKq0xFYa7RTK0uYdFOfJnVgKXEianElXaVlrrSE+bQgXSx9eFnITycVhuZ91lGmEXbL35Kve0IGRURhCyzXzSwh6kEe/wY4hFK5i3hmi88iPEsyESPpgi81U1k1zBKhpmM66qxVJ+55knVBfce6WLtRJCf1BbzqfxMnnnmGZqbm7n77rvJMhj57vMHeWZApzbWx9LRNWRFQsyL55HVeBuS0YK5UsNz/UyMZ9MtQ1PTxdCdG6FjIwzsTdeFOfPT6fj1V0LpBSddb2dCf/MYbzx0CIOIcYX7e2QrrWn5sFl3QuMNpy1k96VU9gYivHBkiLWbulHVCKaqtzBLO8BSz/Tqr7PQW8S84X4Kt20m/uKjJEbfVcSRDDpmp4ql0ImtNh9LeR6m/Oy0m9maAY7ctARXbkM6k/I9GO4K8PKPd7Koei8NxheRxlvTYtwLHoBZd4HVc3JbIQSp/n4Sbe0ku7qIdvXSNWajU6skYsjAlPDT5+7nqYtmEzeZuPeVZ7hx3WuYXC4MOTmYKiow5OQQeustVJ+Pgh/+EPdV6c4KuqZxdPN6dj7/NMGxEQBsbg/JeAw1kT7WwsoKqpVhahJbcdoi6LqEZq/FMP1ipIJp6QVJVjWY7Ki6oCkYYd1EkG2TYQ4GI7h9YxQPdlE53E3hcC/mcAAdCb/RQ9BViM/sZULxkCFncrmUwTLJQALBM8ZDJOQJ2sMWPNFBqkU3LmseQhfomo6uqcQj4ZPjBLA6XRRPaaRs5mzKp8/GkXmqV+RccK7kt1sIMU+SpH3ACiAENH+S2Z6SJBlIJ7xcSDrZZg/wKSHE0dNtf75LHTojcRbvbCZnYIhbN75IrCgXIQGSRFhY2arnMKLmYZAjeF27mG85yOLicbwZIZrVKfzK8CDRlJOyiSFcoUkMkSAVva3IyQSdpbXsbVxI3GoHIVg6GOSHvWYyKzOIZ1pYu76PaESlpdzEi6N+8h1mvjmjmCWSkVRviGR/6GTjN4PXgqncjfnEQ8kwf+AKSghBMHiAwcG/MDT8IkKo5ORcSkX5l7HbK/ENRnjzd0fwD0eYu7qMOZeXn9LQ838S4vE4XV1dJ8kwGExnd+bk5FBRWUmqoJjdJgdv+sL0xZOYJIlLslzclJfJikwXBgmODQXZ0jbOvh4/B3r82CJpMpyKwnTZQImejkfFjBJj+TaCpQ5C2RZUoTPS08JwdzP9k0kKjUlkBE2TuVzWt5XbHBvwloSRDYJhPYtN45UMTJjIyMvnqn/4NlnFpWd1jCfVYcZi2Ofn4V5dcUYrMKbp3Huki42+EF8dbCXUdoy54TDZTUf4vxWXcySrghvaN/GA6CZQVUUyXkGxtY6EJU7Bp+dgLf6AgmIhYKLjXbLr3nIim1aCgplQuQJqLkun339ECb2JwTCv/udBEtEUlyzppWzkVzDWDEY7ouFaBhpu4W17PXuDUfYEIrRFT9TWSVCWPExw4LfoUgCvdhlPXvdtCjNOEGYqDn+5A9rWoK34VxKOeWjBILLNjqm4CEP+2XfdANJNZPc8TGrrrzGqfqL2emyrvgIN134gyUcCCQ5v6ufI2wMkIirZJU5mXFRMxfRMRGCSoeFRvjURYx1G5kcm+eGhHbj6+kh0dpDq7TulON6Qk4Nt8QVY6+rT7tTqKoaG+hk4fozg+ChGixWP2YqndwD1lddQx8YwV1eR86kV2F1D6Vq+0WPphco7cJcgShcS9c6kM5xBd2s3vccOEz9Rq6i5PIwVltOSXUx3TjE+txfVaKLcamKa08Y0p416iwn3cBxp5zCurkneMjYxLoU5nKznEGZme+J8oWYq005cG8kgoSk60UQQn7+fgYEWuo/sI+xP14tml1VQPW8hC6+/9eyvzxlwruT3K+BbwC2kuzuEgQNCiHvOeWQf/L2rgf8gbWX/QQjxgzNt+0kUuX/7cA+/H/dT2Rzi0uNj6J6jqHKKqBLBqtsY09wcSBUxIpw4pDgLDD3MLdpDWUUTOjKvB6/hJcfVJE3vX+mbU0nmD47ydXJpWFyNucLNUEeAl395kLiq82dLjIhD4XPLK7lnUTnW96rlqzrJgTDJ7iCJ7gCJ7iAilr6ZFbc5bamUu9Jk6LWQTI0SCbfi9+9kbHw90Wg7smwhP/86Soo/jc1WdsrYUgmNzU+10LJzmPxKNyvvqseT89ETav6WeMcqbG9vp729nZ6eHnRdx2KxpOOEJWXssGXwvD+CL6WRbTJwe76XuwqzyDMbT+6jzxejZSRE51iYzrEIgyMhcnxJZkYF84UBKxJ+dDag8jpJhC3CfNGMjE5Rqo0GZ4iai+8jo2YFwb88hrrhl5gyJnBmxuiLunl9oJakMLB8bi7TFsxByq5Ji/16SuEMxbwipRNY10P47X6UDAuZN9VgKrKTaG9PWxU9PScfkf4Bfnj9p6gMjyMlUsxv7uF7NVcTkM38YEEm1106m0RXBP/zbeihJGPuYTbtfwxXXi6rPvsgRVPe43KMTEDXpjTZdW6CQDrjEU9JWpi4cmVaSN127h6CyGSC1351iPG+EHNuqCSe04lp/2NM63kdmxajxVbG84VX0lNzLVNyiihghLWtD7F9cAvVnmoWuT/H79erWIwKP7y2kdV1GfD07Wm35BX/AXPOYaoaa4Wdv4KDT4EaR1Rdwh7f5expLubyz0+nrDHr9B/rDXFwfR9te0fQdUH5tCxmXFRCfpX7faQrhOCpYR/fbO3HazTw+4YyZrnt6LEY8bYO4keO43/6OdShcSSrEyQjksGKZLSiZOQguzJAMiHiGggFyWhFdnsxeD0YsjOQzQqSxYBsUZAUDUXtR0l0owePkxptwhY7ikmOogsJn1pB0LoYPWcVrpwyTGYbkiwhWQ1MGqFfFnSqKVqTSY7HEkSiKdwpQVFMpzEhUxvRcfpDvGbYi4bOnMQsHkViMyp1yNyGmWUYkN9bbyiB4jKjOyGk+xgYayVpTXDZt7768a/bO7s+X/38JEkqA1xCiEPnPKrziE+C/FK6oH7tfmK6YH5zhFndE6gZh3E4HFRVVxAMhfGF4zRPKmwPeggJE5myn6KiZ7mi7CiVFp2+SS+HulYzai4gZTDiSQkawiYuLaqhfNVUAjaFQ/2TbNvch+tAgJAkWJ8DV11Qwj0XlOGxvevWFEJD06JoWgxNi6BpMVQtQjIxQXxiiNj4IInACInYGBF5krgpiGzxYzCkV8qaLjMYrWZCX0F16TWsajxz7AmgZecQbz/dhq7pLLy2isZlhWeVgfg/AYlEgo6ODlpaWmhtbSUWiyHLMiWlpVBUwmZbJm/GBYoEl2d7+HRhFnPd9jNaAkIIJgNxIsf9iGYfUsckqAK/FKHfNcmCey8mI9YMr38NRo9C7Wq47N8QjnxC69Yx8chvGTKPESswMTAEY1ErZXYfF+e34TIm073hPMVpdY33PjylCG81yYERwtuaiR0zInQLqa71JI48n17BSxKG/DxMpaUoJaU8bzIyJsk8XrQQqSVKntPMb++YQ63RSOD1LuLHfRhybWTeWIOpyEnvkYOs+c0vSIz3s2B2MVMrbJhH9sHIkfTBm91QviRt3VWsSAuQn8f4jKoLDoSibByeJPRcD7m9cXbUWtg9287FToXb/ZuZ0fYs1qEmhGLkaHY5vyDAUaeX+6bfz+31t2NUjHSMhfn7pw9wqD/A9Z42/jn2r7iu+leYffdHH5SmQttbsPu3aeJXzDD95nRdYE4dqYTG8z/ZR3AsxnVfm433RGKS0AU9Ryc4sK6XgZZJDGaF+kX5TF9ZhDv7gxeQqj9OU+c4nwv4GBc6P+kVXDCQQI+k+LBSPiE0EEkkWUe2mTB4XchOG0LVEXEVPa4hEieeVf2k5+hd6BilTqzKVmzKZgzSGLqwEtVWEharUfXSDx0DpLu39NhkWmwSA4YwtpGduHUr1yZm02uSeVwkWJdKYnIaWT4ll0uLPeTHwRtUcQSSSGMxUiNR0ASGfBt5D55d3esH4X8VXj4m/nB8kG8NjbJMNxLeM8qi4QlS7qPk5xVwz6fvwmQ6Uf6gavx6fTu/3NyBIqDQOMqUhl9zedY4CU3hzc5ltPZdgdHqwOQ0kdAFo6E4/miKmQmFC2NGYg4DldeXsXp2DrHIYfz+7fj9O4nF+1DVEJoW+ZDRQko4CcTtTMTshJJOgkkPWjQXPZxLOFDOpGamRdaZ0HWyTQa+MKOImxaVYs2xn5bYwv44Gx87Tu8xH4W1GSz/VC2e3P/ZVuBfQ9d1+vv7TxLh2Fi6MarHm4U/r5C1Fg9ddg/TXDYeLM3l0iz3SfX9v4YQgqGhIbZt2IJ6PECjoRxP3IJkMeBYmI9zUS7y4d/Dxh8CEqz8R5j3WYSsENu/n45nn2VDKERYUrGM9qMInYXFNqaVKRjEJHJiFCk2jPyea61rEBs3ERkxEwnkoNR/FtkxBdmm4booB9vsSuQT2qVr1qxh+/btKNWLefhwAj3DxNXT8/lHv4J6eALJKOO6sATHogKk6Eg6Vte9DdH1NoweQ0KQ0mUizhocs67GUHNx2q35HtWU84G+eJJNviCbfCG2+sME1HQK/Qy7lVUHoxj3+Smfmc2qextQjDIjkRFe2fGv2A4/x+pQCI+uo7mLUGbdlW41lJXWVU3Fo/znL3/Gf41NJ9MM37p6JtfOLDw792YinFaLaX41nbgTnQBXIcy5Nx3P+6uWSiFfnGf+dS+SBFf93QxGuoMcWNuLfziK3WNm2ooiGpYUYLad3iUqdEGiK0DsyDiJtknU8bQYtd8s8eA8Oy1Wif8XMXO12YpsNaatNouBZGcL47/8BVo0QPYD9+G56Vpk09klv+m6xpGN69j658dIhqNMW3oxsy69Gmd2VrpgXgIQMLgb6eAjcOxFJC2JKF6AmH43evGl6EkDIqWhJ3XQBZJZQbYaMGRYkK3p+ySp64wkVQ4ea2bvyy/gzSxkia+ArLiLXpPOb6QUbycSaBkmUvUehDN9jgrNRubYbSzVFBrNZqY15J7VcX0Q/n+p8PJR8Em2NGp4aS8+u8LLUyv4xm/3snJyjJTzOKUlFdx5920nJboAOsfCfOmp/RwdDHLHrEJy3Wux6w9TYk4RVE10RGcyFltGVKvCafVS3J2C7hFKZgWpXxZgYnIboUATQiQACau9Ho9rCgaDC4PiQDHYURTbiYcVsLK7V/BsU4QtnSqKbGRBpZeL6nOYV55JVbYDRZbQ/AmSPUFSI1ESw2G29k/yx3CYw2gUI/NZ2cJFOS5MeXYMuXaMuTaMuTaUDAtI0LxtiK3PtqGpOjMuKmH2paWYLOd3QvxbwefznSTCd9yjkmIgaLUzbrZiNZupdzsps5rQNQ1N09B1nWg0yvj4OOFwGJPJxNKlS1m0aBHqQITQ5j5iRyeQLIY0udSrSG9+NW095E2DK38OhWmFHC0WY8dTT7Lt2DGYGMQQDWFTYU5HH44TXdllo46lwI6tMgtbnsBsGsEQP5HN7MgjlnUn/p7F6DEZc00GtmlZDMuTPPbyn0lai+n3F3FjQSY1cR27L0lcAVN1ksLCQyjje2CwKZ11CWnl/uJ5ULaUiKeBzRsP0LxjO/aMTBZefysNyy/C8GHlDR+ChK6zYzLM+okgGyZCJzUxC8xGlp3okrA0w3myh+CBdb1se7ad3Fo7LXM38FzXMwghuLLySj5TfyfFAweg6VHo2pz+guw6qF4FPdtgYC+HF/+Kb7eUcbBvknllmXz3qgamFLhOHVRoGAYPQN8u6N6aPie6CkY71F4KU69P7/MDiH+wzc8rvziIpuoIAVnFDmZcVELV7Jwz1i9qoSThHYNE942gBZJIRhlzhRtzdQbmCjfGHBthBHcf7mLbZJhf1JdwU96pruXUyAiDX/s60V27sC9aRN7//R6mog/u2jLQ0szGP/2Gkc52CmqnsPKez5Jb/gHdTCDt+j7wBOz9Q7oZrjUDpt0Cs++CnPoP/uwJbNiwgbfffptLV86mavvDqIEbUEUpQ3aZ/0hE2Kqm0MsclDRm4bYYGUmkGEikmOa0smbOx+8U8Q7+f6fw8lHxSZLfYwf6+er4KPNsVv6rtpTP/3YXC8cGSLnaqa6o49bbbzpFIDihavzrG8f547Zupha6+LcbatnT929EfW9QaYyjnDiLQsigS0iKdvKzQymJ1rhCW1ymI6EQExLl7nKurrya66uvx2PxADASjPPkrl6e2t3LaChBSaaNOxeWcuPs4nTjyrOAllBZs7ufn2zpoCMYp9Zs4tOKhYVRcaLfA0hGGYPXisFrIWk3crAjSEdHALvLxOxVJdQvLcRwnkou/jsQi8Xo6OhgYGCA8YkJ+sYn8MfjiJSKLEs4jEacJiMGRcFsNpORkUFFRQW1tbXY/qpDfGo4wuRrnSTaJjF4LXiuqcKSejvtCo2Mwrz7YeW3T2YwaprGhldeZt/aNzBMDIMEWfXTWX7ldZTU1SFb/6pbQXgU2tdB61vQsQE9rhHWryQiriamWnnevAtZSFybnIcRA6BjtvVhEm/j1F9Flk5Yk96qdEZl4az0c8GMtKTdezDY2szmx/7AYGszDm8W866+gcYVl2AwnX12cVTTeXM8wMujft72h4lqOmZZYpHHcaItkIsa2+kTtHqDvTz14hvYt1cy7OrCuHqYT8++hyLnX03wgX44/hoceylNfJAuUcifjsiooCVqZ11XnFhKpyHXyuLcFK7EMIwcTZetvLN9wSwoW5x+lCwE0wd7N8L+OE1remneNoia1JGVtO7q5Z+fRmHN6ROHUmNRwlsGiDSNgCaw1GRgm5WLpT7ztJZbXNO583AnW/1hfj+1jNXZnlPeF7rO5NNPM/LjnyBSKTzXXYf7mquxTpt2il5q2O9jyxN/5NiWjTgyvSy97R7qLlj20ZJ9dD290Gh6JG0Z6ykonAM1q6DyQshrPGOdpq7rPPHEE3R3d3PD9XOxbv80OT1zCIh70FQvAzaZH0dDNNklYlMzcGdZuTbXwyqvm+Ve12n3+VHw/zuFl4+KT5L8NF3Q+OQOfIU2nptRSb3JzBd+s5v6wTZ0Rw9VRQ3c9ukb3nczrT02wv/5ywEE8OMbpnPhFC/betfRcngjtg4wGiNMZHXjcwUQpgLMtmpynFXkO/LJteUSU2O0+dvY2LeRfSP7sBscrMy5H//IVNYeG0MTguU12dy5sIxlNdkfOytT1XRe2D/Af25op9cXpbHAxRemF7HIYkYfjaFOxFEnYqi+OGgCn6pzJKbj1wRWGeoyzVTk2TC4zSgOI7LD9O6z893Xkln5xGp5zid0IVg7EeTfu0c4EIpSbDHx96W53JiXifFDzrEQgkSrn8lXOlHHY9jm5OK5MAt5+w9hz+/TpQCrfwz1V5z8TCqR4LWHH6JtxxbkZBzV4cY1fR6zFyxk2rRpWE5XGqGl0vWHbWsQnW/zX0MLGMeKnqzkNnkTFcpBjNZJpKxSyKkjlFnLj2NZPCWVcH1pGd+rKjhFDu1Mx9Jz+AA7nn2KwZZjODIymbHqChpXXoLN7TnjudsxGeaZYT+vjE0S0XQKzEYu9rq40OticYYT2xn6yAkhaBpt4tGjj7KxbyOKrHCz8hlcW+vILnZy5ZdmYHGcZmEXD8KTN6XPxzstjgYPwGRv2rp7T+PfMeEmbs0jo7QRR/kcyJ+etszNHy4mACdI780ejm4bBB1q5ucy46ISFKPMa788RHA8xvLbaqlfVHDyM6mxKKH1vUQPjoEiYZ+di2NJEcasD2/FFFE1bjrYweFQjMenVbA08/2lH6nhYcZ//RCB559HpFJIJhPG/HyExUyHEY7LGjpQlRRUx1QMmo7QNNA0JKsFc1k5loYp6brO6dORPmyBExlPJ/8cfjZd+gNpcQ9vZTpObfOeeGSmm+I6coka3Pz2pW3oQuLyK93ED3yXqa0acf0SgvKn0cIShww6P1aj6FMyaCswU+awsG1+3TnPGR/X8psL9Akhhk+8vhO4HughXYPnO+0H/xvwSZIfwENbOvle0EeR28rbC+tBE3z18X24W/ZjtA5RZJnGlbdcRG7ZqSuVPl+ULz7ZxMH+ALfNLmLhpEzPvjE8uTZWfaaBrKIPlw4LxVP8Ztt+HtnRRSjsQFbirGp08fWLFp21lufZIKXpvNA0wC82tNHvj1GV4+DeC8q5blYhFqOC0AVaMJEmw8k4/a0BDhwcY2IyidUoU+kxUWYAJa6dPjhukFAcJmSHEcVhQvGYMWRZMWRZMWZZUTIsSMr/HHIUQrDeF+InXcMfnQRTGsF1vYS29CM7TGTeXIvF3A6vPJhOJKm9HFb/2ykNhv1Dg7zw4+/jG+gDxUCsqBLJlcGsWbNYtmwZdvv7r3VC1fj+42sxdO/E5yjnn++4GK/dkHZP/VX6vaoL/qVzkIf6xmhwWPj1lDJq7B9ecyiEoO/oIXa9+Ay9hw+gGAzULlxC44WrKKydgiTLdETjPDPs55lhHwOJFA5F5socDzfmZrLAYz9jDBVgKDzEa12v8Vrna7RPtuMxe7ip9iZuqb2FbFs23YfGefO3R3DnWLnqwRnY3e+xUqM+ePx6GD4E1/0Opl7314NPLxSAiWiKh7b08OiOHlRdcN/icv7+4pqzEotIxlV2v9rF4U39oEPdonxmX1qK6z0EFo+keOt3R+g/7mfK4gIWXlxM9O0BovtHkBQZ+6ICnIsLUZzvJxchBLFQkFQ8Dghsbg9Gc/raTKZUrt3fTm88yQszq5jmPL1VqoVChDe/TezYUXq62jk4OUpIV8k3WpnpzMJpsSDJCpJBgRPPWjhMsqOTRHs76DqSzYbjggtwXLgSx7Jlp9VoPQWR8bRFOHIUxlrSGcFRX/qROjVHYYhsHuYWiuVRbrS9RVIK40pakeIxwrnfIjCyAD2h8ywJ1mTIXLeskPsX/Pe5PZuAi4QQPkmSlgJ/Br4EzADqP0mFl4+KT5r8QvEUcx7aSmB6BvcVZfEv1UXouuBHbxxjdPta3IYAbl8jxUUllE/PIqfUhdVpJJXQGekP8h9bO9kUCpOhS9zXUMRnbp7ygTEzTRfs6prg5QODvHJwkEhSo7HQzdIp8Pbkz+gOt3FjzY18fd7XMSvmM+7n4yCl6bx6aJCHt3ZxZCBIhs3IbfNLuWNhKbmuUydLIQS9R33sX9vLQIsfo0Wh4YICps7Pw2qQ0MMptHDyr55T6KEkqj+eTs1+B7KUJsI8G8YTcUdDnh1DpuW/Ncv0XEgw2R/C93QL6ngM58oSXMvykfY8lO5MjgTzP5vuTH6iXEAIQdMbr7D5sd+j6zrWsmrGrW5MZjPLli1j/vz5J2PMA5Mxvvz4DirHtmO1O/nGlz+P2fThLu814wG+fLyXmKbz/eoibsvPPOvV9UR/HwfWvMbRzetJxWPIGV66aqazqbiOcW8+y7wubszL5NIs9xktPIBgMsja7rW82vkqe0fSv9tZObO4svJKLq+4HKvhVKuov8XPa786hM1p5KoHZ+LOtqYtuydvhol2uPERqFt9VscwGozzs7Wt/HlPH/X5Lh6+aw4FnjNbYT1HJtj8ZAshX5z6RfnMWV12Cum9F7qms/e5dpI7higxy8gGCceCApzLik4hvUQ0Qu/RQ/QdPcRQ63H8Q4MkoqeShdXlJrOgCG9RMaKonK/ZClFlmVdn11Bme/+iJTLpp2PvLg689Spjvd148vJZcdf9VMya+6HnRAsGiezaRWTLVsIbN6KOjYEsY5s1C8eFF+JcuQJT6dnVpp5EKgaRMQiPpV3MkVGa2gZ5+XiSZVnjzFFfwBqKYtDS/Tg14SIoPk04uZIgOk9JQf7pe6sxmc4tt+Djkt9BIcT0E3//EhgTQnz3xOsDQogZ5zSq84hPmvwA/uXVYzw04UMtcfDn6RUsz0xbeU9t72DPm8/gkDTKpEXEht9/Pu1uE/E6J38e9dHtj1LmtbFqah6zSjIocFtRZImxcIKeiQh7u/1s75hgPJzAZlJY3ZjPHQtKmV7sASCpJfmvA//FH4/8kfrMen6x8hfk2T9AXPhjQgjBri4fD2/tYl3zCIoksboxn7svKGNmsed9E+ZoT5AD6/po3zeKBFTNzWHmxSVntG6FEOiRFOp4LP0Yi5EajZIaiaL54u9uaJBPJuAYc+0YTpCj4jb9Td2opyPBB0tzuSE3A8sHTPR6QmPypXaiTaOYyl1k3lKHQR+Gdd+Foy+kVURm3Qmz74HsGgAmR0f48z99lYjfh8XtwT5/Od19/eTn53PNNdfQNKrz9ecOskC0UKgE+dwDnyUn5+x1XkcSKb7U3MPb/jBXZLv5UU0x3rOYZIQQ7ApEeLx7gJY9u6huPUB5Xzuy0LFmZFI1cw7lM+dQ2jgDk/VUC0XVVbYPbufljpfZ2LuRpJ6kzFXGFRVXsLpiNcXOD+4cMtwV4NX/OohikLnqZhPe9beluzTc/ChULD/rY38HG46P8OBTB7CaFB6+ay6NRe5T3o8Gk2x9po22PSNk5NlYcXsd+VWeM+5PT2qENvcTfrsfXRP0pnQ6VFhydz3l07MRuk73wSaObl5P+96daKkUBpOZ/OpavEXFeHILMJ+II0cm/UyODOMb7Geiv4dEJMKEJ5snr/kM1mScz215AY8MBpMJNZEgGgoSOVEg7i0qYd7VN1B3wTJk5aPH44WuEz96lND69YQ3vCtqbqqqxLliBbZ587DOmIHi/OiC90IIXnjhBQ4dOsTNN1/CyMgDuJVCpqmLkbf/komkiYSoRErdTNJop/R7n/pvc3seAWYIIVRJko4D9wsh3n7nPSHEB4vw/Q3xtyC/fn+UJT/ZiHVlEZJZYe2cGgos6dXc2v1tbHzpz8SwcMMNt1NqMJOIqhhMCq4sC55cG5IkkdJ03jgyzJ9397Kn20fqffU2kOM0s6DCyyUNuVxYl3tKgft7salvE9/c8k3sRju/vfi3VHgqPrFj75mI8OiOHv6yp49QQmV6kZu7LyhjdWP++2oFg+MxDm3o5+i2QdSERsmUTGZfVkp+1fsJ80zQExrqaJTUSITU8InnkSh6MHlyG8mspAkxz47hBDEa82znJPl2NvhrEvQaDdxZ4OXuwixyzR+g9NE0wuSL7UgGmYwbarBO8aZFtN/+STphQ0+lJcGm3wpTrkY3OXjlZz+kfc9OFIORWZ+6l61HjrM5lE2Lms0Kb4jSyHFWrVrFwoULP/Jx6ELwq95R/rVrCJdB4Z8qC7g57/RWoD+l8sywj8cGJ2iLJnAqMjfkZXJrfiaVepKu/XvpatpD96H9JGNRZMVAcUMj1fMWIlfnsGZ8M692vspkaIKSWCaLzNOpM1fg0MzEQyHUZAIhBELXEUJgMJowmM0YzWaMZgtWpwtHphddt7H7hX70pIkrS39P3qd/DDkfP+m8dSTEPX/cgz+a5Ne3z2ZZTTZCCFp2DrP12TZScY3Zl5Uxe1UpivEMsUr9hB7rmm70YBLrtCzcl5YT1QVv/vYIoz0+8soGCQzvYHJ4EIvTRd2ipdQuWExede2HZtIKIYgGJpno72XL4AjfULIoiod48Pg2lFgUo9mMxe4gq7iUksYZZJeWn9dFYbKvj/DGjYTWbyC6dy9oGkgS5upqrDNnYps1E+usWRiLij6wTlabnCTV20u4q5snDx8irqqs7jmK6DkMERv76xrpqqggd3iYBTt2kFmRT+kLb57z+D8u+f0jsBoYB0qAWUIIIUlSFfCIEOKCcx7ZecLfgvwAvvBEExv6faQW5lBjt/DCe/qobd5zkI2vvUCLnsuN11zJdbM+OPU4klDpGAszFIgjhMDrMFOUYSXPZTnrm/e47zgPrH0AVag8fMnD1Gaeu4/8w8b8fFM/f9zeTedYhCyHmU/NL+H2+SXk/JVLNB5JcXTLAAfX9xELpcivdDPr0lJKp3o/9o9Tj6ZIjURPPNLEqI5E0KPvyjXJdiPGXBumYiemMhfmUhfyWWbAfhQIIdg2GeZ3/WOsGQ9iliU+U5TNF0tycBtPb0WlxqL4njxOaiiCfUE+nsvLkYxKOpNz/+PptPKJ9nT5Qe1qmH4Lu5sDbHnyUSaMmbxddQP9cYXZSi+NxhEKCgq47777Tsk2/qhoDsf4Wks/e4IRFrjt/HNVITNdNoQQ7A5EeGxwglfGJknoglkuG7cXeLk6x4P9NFaFpqoMtjbTvGcrR7dvQp+MIBAkTDpGxYQS007Z3my3Y3W4MJjNSLKMJElIkoSaTJJKJFCTiVP0Kt+FgmzwUtpYR92iORRNacSVlc3HwWgwzt1/3EPrSIgfXlKH+UCA/uN+8ivdLL+9jsz8M8fVkwNh/C+2k+oLYSx24rmiAnNp2iMU9k3Q9MYrNL35OloyitFSwLxrr2PuFReiGD7+/fjWeIB7DnexPNPJI40VH+p6P5/QwhHihw8RbWoi1rSf2IED6JG0u1Z2OjHX1mAqLESyWBGJBJrfjzo2RrKvD/2EKD3ApNvNuksuJicWoz7cw86sEqIGB3PsTuZrPqTjr6E4zGT8YudHlsv7a3zsbE9JkhYA+cAaIUTkxP/VAA4hRNM5jeo84m9Ffk29fq771XZuuLyax9UodxZ4+VHNuyuel159nf17d7MhWcnqJXP56qpalE/45uwL9nH3W3ej6RqPXPYIpa6P6Jv/GNB1wdb2cf60vZuNLaMY5BMu0UVlzCw5NUiuJjWatw/RtKaHsC+Bt8jB7EtLqZyVc150Q4UQ6OEUqeG0daiOREkOR0gNht/VQM21Yan0YKnPxFzuRjqLHnIfBZ3RBD/rHua5ET9ug8KDpbncU5h1WneoUHUCb3YT3jqAIdeG99Y6jHn2dw4mLRh98M9pAe2YD2HN4j8N9/PzkTrMepI7MwexOSR8vrSba/78+axcuRKz+ePHfnUheHLIxw87B/GlNOrsFqKaRm88hVORuT4vkzsKvDQ43h/rErqOf3iIoa429h9+m+72IzAawpp4lxwlRUFoGkazhZqFi5l31fW4c/NRDGcXz0n5Bok8/TnCXU1M5q1g2LmQ4zuPk4gMgEi7yD25+VTOmUfVnIUU1NUjn0Eu7nQIRJL8y892UTiQxGiQWXpjNVOXnFnRSI+rBNf2EN4+iGw34r68Atv0tDj2aHcn+157kePb3kbXNarnLqS4cSUHN6pEJ5PMXFXKvMvLz2hJng0eGxznqy393JyXyX/UFf9N3f/vhdA0Em1txA4cIH78OImWVtTRUfR4HMlkQsnwYPBmYSouxlhSjKmkBFNJCcaiIvYdPsxrr70GgM2WpLpmOxdf9FscjhpQk+l4obvwnMd43uTN/qfib0V+ADf8ejsDkzEuvaGOX/eP8Z3KAr5Qko63qKrKw3/4A4PDYzwXq2dGZSH/dsO0Dwyony1iSY2hQIzhQJyhQJzJWApV0zEbZDCO8rv2f8BusvLoZY9+IjHAM6F7PO0SfWbvCZdosYd7FqVdoqb3kIym6bTtHqHprR78w1EyC+zMv6qC8ulZn8iPV6Q0kn1hEj0BEl1Bkl0BREpHMitYajKw1GViqc04r27SI6EoP+gcYqMvRKHZyDcr8rkuN+O02Y7xFh++Z1rR4yruVeU4Lig4dbJVk0weXcs3Xu/jzUAxizjMzIE9pFxektkFrFy8iFAixZ49e3C5XFx22WXU1X281PCwqrFuIsjzw37W+YLoJ/6/zm7hmxV5XOJNx8NCE2OM9/Uw0debfu7vZayvB/1EV3ddEoRcOq6iAhqmLKBxykKyy8oxWax0H9rPvtdepOfQfuyeDOZfexONF1764QX0/XvT3dcjY+kykVl3giSRiKZ44zeH6DvaTn5lCEn00Xf0IJqqYnW6qJ6/iJmrriCrpOwDdz/SFWTTk8cZ7wsT8hp5PBXkpiXlfPvy+vctzoQQxI6MM/lKJ3ooiX1+Pu5LSsEi09m0l6bXX6Lv6CGMZgtTV17MrEuvwpOX7rGYjKlsfbaN5m1DZBbYufCuenJKP34d24+7hvhp9wgPlubyzYr8D//A/yB0d3fz6quvMn6i5dONN16Oz/9FDAYPc+c8j8Fw/rLY/5f8ziO2d4zzqd/t4h8vr2dvpsxLo5P8vK6Em/PTGXt+v5+HHnoIyeLkcX8Fkqzw1VW13DK35BQy+CD4Ikl2dEywp9tH+2iYttEQI8G/dv2cCtkygL30d9gUL9+c/gsua6j8QO3O843wCZfon064RLOdZj41r4TbFpSQ43zXJSp0QXvTKLtf6WJyJEpOmYsF11RQXPfJtlDSkxqJ9knix33Emn3ooSRIYCxyYq3NwFjsxJTvQHYaP7gzhiYQKQ2R1BBJHckkI9uMp1iTW3whvt8xyKFwjCl2C18szeXKbM/7XFRaKIn/uTbix30YixxkXFd9soHt/l4/X3xyP6OhOF9bWcKnXbvp3vkaj443YAj4sA51Uz+tmpKLbmTz3v2MjY1RXFzMRRddROmHZObFNJ1DoSj7glF2BcJs9oWI64Ick4FrMh0sFzEOdHSyt6MTy8QIBcEJMv1jiMS7iUiK04rPkaTf7Cfo0qismc6lc65ncelSjPKZCa2/+Qjbnn6c/uYjOL3ZLLj+FhqWXfh+K1CIdG3km98EVz7c9Fi6IP+911TT2fpsO4c39lM8JZOlt5Qz0nGY9j07aN+9AzWVpGHZRSy9/R5sLvd7di1oap3g4Bs9RI8HEGaZ6FQX9konu7p8bGkbZ3VjHv9+84yTvyEtkMD/Qnv6WuXbcV9dgV8doefgfg5vXENwbBSHN4tZl15J44WrsNhPXzvYfXicTY8fJxpKMWtVCXNXfzwrUAjBV1v6eXxogh9WF3Jv0cdz+/4tEQ6HWbt2LQcPHsTtdnPJJZewYcMGEokEt9wyh5bW+8jLvYopU3563hbE/0t+5xm3/34XzUNB1vzDMh5o6WX7ZJg/Ti3nkqz0D+zYsWP85S9/YerMuTw/6mV7xwSFHiu3zC3mkoY8anIdp1zcUDzF3m4/29rH2d4xwbGhdHseq1GhJtdBZY6Diiw7BR4reW4L+W4rGTYjRkUmltIYCcY5NhjkzY6t7I79CC1WhDL6Wa6aVsYNs4uYcZrszE8Kui7Y0j7On7Z1sbFlDKMiccvcEv7+4hoy7e9aWbqm07JrmN2vdhH2JSis9bDg6kryKtwfsPfzA6ELUkMR4sd9xI/70m2iTvwMJKOMbE9rKQoB6AKR1E/oGWqgniFGblEweK0Yc2wYcqwoOTZet2r8fMxHezRBodnIvUXZ3JibQc57EmOEEMQOjqWtiZiKfXEBz9sE/7q2hVyXhV9+ahbTiz0nm9MKNUlDpIVDR4eREAgkcjMMWEuq6IoZiQiZwrJyFi1aRG1tLbIs0xNPsi8QYV8wyt5ghJbJILZQAGc4QGUsQEMsSEFwAn1smODoCELoJ8cnuzMYdWfR68wk6M3F5E3Rl1pDTO+kOqOa66uv54qKK3Cbz/66CSHoPXyQbU8/xlB7C+7cPBZefyt1FyxNx8MSIXj17+HwM2mJsWsf+sDuEUe3DLDl6TYMZpkFV1VQtyifZCzM3ldfYN+rL2Bze7j6q99m1JTN69v7GNg7RkVQYACazCr7HAJVgWjy1Jik22rk/iXlrJZMmDYPIFIagaIgx327GWg9Riqe1uMsntLIjEuvoGrOgrPKsExEU2x9po3jO4bPyQpUdcGnj3axZjzI7xrKuCLH85H38beAruvs27eP9evXk0wmWbRoEUuXLsVkMjE8PMzvfvc7KioqWLhwgq7un1NX+wMKC285L9/9v+R3nnGgb5JrfrmNBy+s5jMrKrnhQAfHwjH+1FjOyhOSPK+99hp79uzh1ltvZZAMfr+lk23tEwDYTAoFHisGWWI8nGA8nM5iNBlkZpV4uKAyi0VVWUwrcmP8gDT60+GNzrf4+pav4pVnMNR6E/GURGW2netnF3HdzCLy3GfRmfs8oWs8wu+3dPLnPX3YTAoPXljNXYvKTjkmLaVzdOsAe1/vJhZKUTYtiwVXV+AtPDvVjfMBPaaSGgqTHIygBdJK+npcSwv9yhKSSUEyyUgmBdkop9VqTAqSUUYkdfRIuo5RHY+hjsbQAu+x0m0Gdlba+FOuzF5FQwFWZjq5JjeDpZlOsk/U5mmRFIOvdPCdAz1sQmVFnpt/v28eHocJIQRPP/00LS0t3HPPPZSUlHB43Rus/f2vsJolbFKU8dh7rGtJQihGhKKQMJqIGc0gdExqCmsqgeE9FhyAwWgio6CQjIIiMguKyCwoJLOgiIyCQoxmC1v6t/LTY29yIJVPwjYfJCMNNnigpIQrczwfWOrxQRBC0LV/L9uefpzR7g4cmV5mLpzFtPFHsIS6YMW3YPH/OaukB99QhE2PH2eoI4DZZiC/yoMry8LwaA+9O/+IUKMkHZfjNlQiAGuVk3mXl1NXk3nyfoynNPr9MY4MBHhuby++o618WXFTb/QyEu9n79hrhNVJvEUlFE1ppHjKVIrqp2L3fEgx+BnQfXicTU+0EA0mmXlJyceKBUY1nZsOtHM4HOORxvKTJVj/UzA4OMirr77K4OAgZWVlXH755WRnn2ql7ty5kzfffJNLL12F2fwQk4HdzJn9HE7nlHP+/v8lv08AX3iyiXXHRlj3lWU4nSZuPNBBazTOo40VLMt0kkqlePjhhwkEAjzwwAO43W4GJ2NsbR+neSjI0GQcTQgybSZKvDZmFHuYXZpxVooTH4Y/H/8zP9j1A64sv4Zplvt4rmmAPd1+ZAkWV2dzzYwCLqjKel/R+ieFtpEQ33+tmbdbx5ha6OKnN86gNu/UOqFkXOXQxn72r+klGVepnpPL/KvKP7QVzP9E6Ak1XaIxFCY1GCE5FCE1FKHbDK8WGHitwMiYJT3JlaBQYzXjErBzSx+T/jh3ORzcG5KIeS30L8uje7KN3u1bKL5gKc7GGYRUjYimM9l8GMuTD6FLMgcWX8qA2Y7LP4EjEiRncgxv2I8lmUQSAlmRcVsVMl028gpyySwsw5lfiquoElduIdJpCKZppIkf7/kxRyaOkGvL5Y4pd7Ci7Bpem0jw2OAEnbEEGQaFm/Iyua3Ae1aKMaeD0HW6D+xj75P/SW+fD4Os0zB/DtOvu5fsD4nZnbIfIeg77mf3pj6GOgLoERVJCFIiggi/iKSNU7fsbpbdcjmOjPcnCEUDk7Tv3Un3gSakjhRTHRcgIbEjuJe91iiHVC/9lnxKC3O5Ylo+qxvzqcg+t0VaIppi27PtNG8fIiM/bQX+tVLUh8GfUrnhQDsd0QSPnJh//rsRi8XYuHEje/bswWazsWrVKhobG0/rgRJC8OSTT9LZ2cndd99IT8+9KAYnC+a/jiSd23z4v+T3CWAoEOPCn27mgqosfnfnHHwplRv2t9MZS/D4tAoWZziZmJjgN7/5Dbm5udx9992ndID4pPFf+/+L3xz6DZ9p/Ax/N+vv6B6P8HxTP881DTAwmXbXlHlt1OY5KcuyU+C24rIacJqN2M0GbCYFq0nBalSwmRRsJgMWo3xO7tM3jwzxjy8cIRRX+eqqWu5b8v6apHgkxf41vRza0IeuCeovyGfO/9feeYfHUV19+J3tTb33LrlI7t3Y2BjTMQabDgmBBAIJISRfSCEhpCdAICFACAkEAqb3bjAGY9y7JVlW713a1fY+9/tjZdnGHVfheZ9nnt2d2Z05uxrNb+65p1yQt9+L1XBChAWhPg/BTjfeDhfl/S5WhvxUG6AqHKK/egAhBMGx8cgJeuZ1h7i9xo/aZ+U9/Rb6Y1J4ZezUvXrpGVUShZ4BZn7wAlHdbQSnzCZr8XWMjDZT7KzF0luBt6OK6uYuau0a6oLJ+NEjIZNCH1l0kEknqRoniUYVanMsGOPoMETxgNzDx4FukjUWvp85n4uyz0YbnRGpT6ozIQvB6gEXz7T382GfnaAQTI0xc216AhcnxWI8ktFgb3XEzdm8it70C9jkG8vO9esIB4OkF49k7PzzKZ52xj6FtX3B8NCceFWnk6pOB5UdDqzuACoJpuYlcNHYNM4bnYpZCvLGX35LZ81O5t/yfcrmngOA3+Ohdt0qdq7+nJbybRjVFqalLSBJk0E4EaxnZvDtD+uRheCvV4yl1erlnW0dbGy2ATAyLZoLy1KZU5LMyLTorxzd3VzRz6fP7cRj9zP+nBwmX5R7REXj+wMRAWz0+nm2LJ9Zx1AAXaEwVW4f7b4AjlCYMKCXJExqFck6LSl6Dak6LWaNGiEE5eXlLF26FI/Hw+TJk5k7dy7GLxdq/xJut5t//vOfGAwGrrxqMjqtjpiY8UdtuyJ+x4l/flbPXz7cyX++MYmzR6XQFwixaGsdLd4AL4zNZ1qshfLycl577TVmzpzJ/PnzT5htQgh+s+Y3vFb7GreMuYXvjfsekiQhy4LKDgfrGvtZ32ilvtdFi9Wz34T7/RGl15ARZyQ73kRekpnxWbFMyI7bJ8/vQPS7/PzijXKWVnZzzqgUHrhiLNGGfQMk3HY/m95vovKLDiSVRNmcTCaem7P/4sbDFCEEr3zRxN0fVJFm1PG3kekk+ATuAT9euw970MU6sRE9Ghb6JyPlxSPNy8SSHYNFrUKviuTFhUNBvnjxWTa+8zoxKamcfeOt5I7btxFoOBSkraac+toq2to7aet3Exj8u6skQaLWj08zwEZdH06tg3N8HXzL2Y4Fee8d6WMgKnVwSaM3KpuXDaUsEek0hLVEq2BxSizXZaYwaj/pEUP01cG6x2HT05FOCuf8AcZfB5KE1+mgcsUnbF/2AbbODgyWKEbMOgt/4RQ22rSsru+jptuJPHja6tQqilIsjEyLZnp+AnNHJO81xwwQ9Pl4669/oHn7FqYtuoqA10v58o8I+rzEpKQyqfhCEruTkCQVMRfkYZ6SiqSSaOpz842n1jPgdPPj2WlMyTTRM+Bia3M/5e12mq1eBBJ6rYb8lBiK0mLJT46lOD2O5FgzOp0Og8FwyHxMvzfEqldqqVrdSUKGhfO/WxYp5XaY9A0KYLPXz7ODN+BHSm8gyDanl+1OD5UuL5UuL03ewKE/CMSpVUR5nOgHrGRqJOaVjmJSeiojLYZDFlIHaGho4H//+x8TJkxgwYIFR2z7/lDE7zgRCMlc9I+VDHiCLP3hbOLMOnoDQS7bUkeHP8iLYwuYHGPmnXfeYdOmTVxyySWMH3/0dzOHS0gO8ds1v+WNujc4P/d8fjn9l0Tr9nWphGXBgCeAwxfC4Q3iDoTwBsJ4AmG8wfDu54EQDl+INpuHFquHpj4PgcHafLkJJs4Zncq5o1MYnxV30Bw+IQRPrWriT+9XkRln5PHrJzIidf+uHkefl/XvNlK9rgudXs24+dmMnZc1bPsJ7iIsC+5bupN/rWhgRkECj107gVjT7ou11+3lyX//B6fTyQL1VGIcukhTMQH6kjhi5ueg+1LpuNbK7Xz870exdbZTMn0WZ15/E1EJiQe0QZZlent76e7upr6tnrW1a5GdMubQ7lBzlUpFYqyFxCgdSQZBktZDElYSgh1o3F2RzgnOTpCDCGB1zDiWpF3Ee0mz8av0zHZV8Qvnp4yT+yMd0VVq8NrA1gz2lkgX+7FXwbx7wLJviTZZlln+6WrWf/Ae2tZKVMh0GNMJ5Ywje+I0RuSmUZxiITfRfFjz4607Knj/4ftx2fqRJIkRM89k7Izz0W0O46+3oy+MJe6yIjTxBoLBIHV1ddTV1VFbX49jYOCQ+z8wEgaTibiYaJKTk0lLS6OgoIDExH1TfZrK+1j23x0gwbnfLiVr5OFHQvcGgizeWk/LoAdq5kEEsDcQZPug0G13etnm9NDhDw5tzzPqGGUxMnpwyTHqiNGo0UgSflngDsv0+IO0ebys3VlDeU8fTlMUvth4+oQ0VN9eJ0mMthiZEG1ifLSJCdFm8oz7L0+4bNkyvvjiCy6//HJGjx592N/7QCjidxypaLez8NFVnFeayiPXRBqWdvkjAtgbCPLSuALGmPS88MILNDQ0cPXVV1NcXHzC7BNC8J/y//Do1kdJMCZwU+lNXFJ4CWbtkefShOUwjoADm8+G1Wel12OlzeajpS9IZbufimaZgD+ajFgL10zN5srJWSRaDuyu3NBk5XtLNuP2h3j46vHMG3ngzs39HS7Wv91Iw9ZejFFaJp6Xy+jZ6Se0n2BQDlLZV8n23u1s79tOra2WXk8vrqALvVpPnCGO/Nh8xiSOYXbmbEYljEIl7XtBdvtD3PHiVpZVdXPt1GzuXTB67yCgcJjnn3+exsZGrrvuOvJy8/BVW3EsbyXYurtShi4vhuh5WegLdkfzhoJBNrz1KuvefBkJifEXLGDKgsUYLPufm5KFzMvVL/PgpgdRSSp+POnHLMhZQF9fH729vUOPvb29Q4n1AJIkERcXR1JSEomJiSRGG0k0hInBhSXUz4DTyos+C49oR2FVmbjEuZnfd71MUtAW6ToRlQrZMyLtnaLT97VLFnxY2cUTnzewtXUAk07NefkmJgXq8FWtx9bRhqRSkTV6DLljJ5BTNo7E7Jz9JrcHfF6q16ykfNlSOuuq0ZlMRCUk0d/azLRZi8ntKQJJIubCPEyTUujo6GDr1q1UVFTg8/nQ6XTk5eWRkZnJxq4wL2ztJdps5JcXlTExNw55sCxbKBQiGAzS73DT0GWnuc9OR7+LDqsTp9uNkSCpRkGSxoffG6mMEhcXR2lpKRMnTiQ2NnbIZnuvh/f/WY6t0830ywoZd/bhJ7P3BoIs2lJPqy/AkjH5TI810+oLUOHyUu70Uu7yUu700B3YXRmpwKhnTJSRsVEmxkSZKIsyEnWIVClZltm2bRuffPIJLpeLsWPHMn/+fCwWC76wTIsvQLXbxxaHhy1ON9ucXjyDN8txGjUz4yzMiY9mdpyFbGPkOhEOh3nqqafw+/3cdtttR1W9CBTxO+48sryWBz6q4a+Xj2XRxEhZsw5fgEu31DEQCvPKuAJKdGqefvppenp6WLRoEaNGHX0k05FQ3lvOfRvuY2vvVjQqDWMSx1AYW0i6JR2z1oxerScQDuAJeXAFXQz4BrD5IyJn89mw+WzYA3ZkIR/0OBIqNCIWjysF/JlMyxjPz+ZewIiUhP2+v8vu4zv/20hFh51fnD9yv/OAe9Ld5GDtm/W07bRhidMz5eI8SqamovqKEYeHwhVwsaxlGZ+3fc6ajjW4gi4A0sxpjIwfSao5FYvOQjAcpMfbQ52tjhpbDQJBhiWDSwsvZWHhQlLMEWHvc/m58ekNVLTb+fXFo/nG9Jy9vq8Qgvfee4+NGzdy8cUXM3Hi3u5Lf5Mdx7IW/HUDQ+u06WaizszEODpxKN/Q0dvDqpeeZccXn2EwmZmy8HLGnXMh2j36A7Y6Wrln9T1s7N7IjPQZ3Dv9XtIsB06YDgaD9Pf3D4nhLnHs7+9HlnefF5IkYbFYiI6ORhMVzarYVJbqojFIcGe0mvPjozCbzZjNZoxG4z4XuLUN/fzu3R1UdjjITTBx06x8Fk3IwDRYfFsIQV9LE9VrVlK7bjXWjjYgErUan5GFOS4OncFIMODHbbPR29yAHA4Tn57J2HMupHTu2eAM8/Zv/0BzTznTRl3KqJsWUNlUzdatW+nr60Oj0TBy5EjGjh1LXl7eXvP1W1sH+NFLW2noc/Otmbn89LwRhwxUs7oDvLOtg3+tqKfL4eMHZ6QzIylITU0N9fX1CCEoLS1l7ty5JCRE/lcCvhDLn6mifksvI6alcua1JYd9s7fF7uabFY30B0KY1Socg6KjAorMBsosRsqijJRajJRFmYg+gpxgIQSNjY0sW7aMjo4OMjMzOe+888g8RDf5kCyo8UTEcL3dzec2J52DI80Co56zE6M5JyGaEhHCoNNiOcAN25GgiN9xJhSWue7JdWxtHeCN22YyMi3iwmv1Bbh0Sy2ukMyLYwso1sDzzz9Pe3s75513HlOmTDnhnQm29W5jectyNvdspsHegDPg3Od9KklFrD6WWH0scYY44g3xxOnjiDXEDj2PM8QRq48FwBf24Q666fH00OnupMXRwraeStrdLYBAyBoSNCNYPPJsrhx1Mcmmvd1b3kCYH7+ylffLu7hyUha/W1h6yIIAbTutrHmzgZ4mB3GpJqZdUkDeuGNXLabaWs3/dvyPj5s/xhvykmxMZlbmLGZmzGR88ngSjQd2J9p8Nla2r+TturdZ17UOtaRmbtZc5qRezoPv+Ol2+nj0mgn7Hel+/vnnLF++/JBzxIF2F/Zlzfirdo/GVCYNpsmpWKakokmIzBX1NDXwxQvP0Lh1E8aoaCZeuJAx55zPa81v8fCWh1FLan4y+SdcWnjpV/7twuEwNpuN/v5+HA4HDocDp9OJw+HA5XLhdrtpFyqWl4ynJzqe8S01TG7cgYqIUO4SQoPRRIM9TEVvEJ3BzAUT8zl7bB5xsTEYjcYD2ue09tFasZ2epgb621vxOhwEvG40egNGSxSphcXkj59MeslIEOBa04Hjwyb8BPik/yUc/W140/MIxSSQEB3N6JEjmDLzDCzRB4669AbC/PmDKp5Z00xBkpkHrxg31HnlYDh8Qe55s4I3t3Zw9ZQsfr+wDKfDzoYNG1i/fj2hUIgZM2YwZ84ctFotQhZseL+JDe82kpIXzfnfLdu7p+Ee9AdCvNM7wOvdNtbbIyNLjRSpF3BjZiKXpsQx0mw8smCkPRBCUF9fz4oVK2htbSU6Opqzzz77gFGch7O/Go+fz61OPul3sHrARUAIYjRqLkqK4a8jsr+SnXuiiN8JoNfp58KHV2LUqXn7+2cQY4wEZjR7/SzaWkdfIMSfijO5LN7Ca6+9Rk1NDaNGjeLiiy8+ZCTU8UIIgTfkxRPy4Av5MGgMmDQmDBrDft11R4o76GZF0wae3PwhO+0bUem7AYnJKVO4uOBCzs09F5M2ksogy4KHltXwj+V1TM2L5/HrJhJnPnjpMSEEjVv7WPtWPbauSLWY6QvzyTyKajHtrnYe2fII7zW8h0lr4vy881lYuJAxiWO+0j94q6OVV2pf4aVta+ipX4xKUvPtc0LcPu0iLLq972w3bNjAe++9x5gxY1i4cOFhuXyCXW7sy1vwbe8bmhME0OVGYxqXjLEsEbVZS3t1FeveeIk1TV+wsdROX5SPaQmT+N3cP52QcniyLGN3e7invoNXbB5m6uCHKh8Bjxu3201n3wA723rRhP2YpeDuLzKIVqslOjp6aImJidnreWxs7CHrmwY6XXS9sJ2uvl4qaaBFbUVIEqbmalQ+N0KjQRWKuAI1Wh0ZI0eTN24ixdPPICp+/zc7X9T28ZNXt9Hj9PO9uYXcflbhIecehRD89aMaHvm0jqunZPHHSyPi4XQ6Wb58OVu2bCEhIYHFixeTlhYZiddv7mHZ0zvQm7RccGvZUFK8JyzzUZ+d17ptfGp1EBJQYjawKCWOi5NisaglFm9roNnr539l++8GfyhkWaa6upovvviC9vZ2oqOjmTVrFuPGjUN7qPJ0R4ArFOZzm5OP+x1oJIn7Sw7e5upwUMTvBLGxycpVT6xlVlEk/UEz+E/QFwhxc2UTqwdczImL4q7cFLyVEV+5wWDgrLPOYsKECahUKgKyTJXbxzaHh05/EBmI16pJ1mnJNujIN+mJO0DXgFOZ9gEvv3zvE1Z1fowhbjtC04dFa2FBwQKuLLlyqCXTm1vaueu17aTFGHjym5MoTD70P+tQtZh3GnHZ/GSNimfWFUXEpR7+vKbNZ+OJ7U/wUvVLqCQV1428jhvLbtxvgNCR8ll1D7ct2YxBFyK7+B3qvasxaoxcnH8xl5dcTklcCZWVlbz66qsUFxdz5ZVXHnFaTLDXg/OzNjybu0GApIsk4KOSMBTH4SlR8YjrST7oWEpM2MTYcjN5HUYSMrLJGlVGxsjRpOQVEpuaekRFob8K/27t5Vd17ZwVH8WTpXl8XNHFXa9uI9ao45FrxjMhOxaXy4XD4cButw+NJvd87nQ6+fK1y2w2ExcXR3x8PHFxcRiNRrRaLY7OHnq3t+LyBuhWDeCXQqiAjKQExo0fT2FRMW//9Q/0t7Vyzi23o9XpaauqoLl8K/1tLSBJZI8uY8TMORRNnbFP6TK7N8hv3q7k9S3tlGZE89AV4yhKOfR5+8DSah75tI6bZ+fziwtGDq2vr6/nzTffxOv1ctFFFzFu3DgA+tqcvPfYdlyuIKZFOWxKUvFBnx13WCZNr+XS5DgWpcYxyrx3Z5i+QIjLB9Mgnj6CRPhgMMjWrVtZs2YNVquV2NhYZs2axdixY9EcZlHyk40ifieQJeuaufuNCq6anMWfLtvtDggLwdPtffy5oRNnWGaE2UCpVmKgsR6b3UEwKhpXQgqtkprgHn8StTTUnGCIeK2aAqOBGXEW5sVHMTnGfNIqux8pq+v7+OWb5TS7dlBUuJ0eeQNBOcjk1MlcUXIF87Lmsb3NxS3PbsQflHn4mvHMLTm8Rq2hYJiKFZFqMUFfmLHzsph0Ye5BI0M9QQ9LqpbwVMVTeEIeFhYu5Naxtx6z0dBbW9v58cvbKEmN4r/fmkxylIGKvgpe3PkiHzR+QEAOUOorpbirGGOikXkL5zE6efTQiPhICVl9uDd04d7ag2zz45G8yCqBJWwiIAUZSPaRN2U0miwDtZXraNy6ifadu0t1afR6krJyScrNIyknn8TsHJKyc9Gbjl2xYYDnOvr5SXUrebKK9mWtTMmJ47FrJ5IUdXj5nOFwGJfLNSSINpsNm82G1WrFZrNht9v3/oAAM1qSkuMYN30qo0rL0O2RN+hx2Hnp1z/FZbNyxT1/JCW/EABrRxs7V62g6ovPGOjqRK3RkDd+EiNmnkn+hMlo9bvnUD8o7+QXb5TjDoS5f/EYLhl38K4EQgjufbuSZ9Y085sFo/nmjNyhbS6Xi1dffZWmpiYmTZrEueeeS7knwEut/bze0Y9TK2EMCy6Ii+Ga/CSmx1r2W0B9F/2BEFdsq6PO4+e/pbsrUe2PgYEBtmzZwoYNG/B4PKSnpzNz5kxGjhx51AEoJxpF/E4wf/2omn8sr+OWM/P52Xl7V9p3hsK81GXl4z4HW5xuHKHIRLQ5HCLWYSXRZScn5GdyQiwTszPJz8tFmMy0e4O0B4I0ev3Ue/1UubxscXoIi0j1/TtzU1iQdOJqeB4NvmCYBz+u4d8rG0iNCzF/SjPr+9+n3dVOvCGeSwsv5YyUi7nntQ52djn4+WEEwuyJxxFg7Zv1VK3uxByjY+biIgonJe/1+UA4wBu1b/Cv7f+i19vL3Ky53DHhDgpiC47Z91yyrplfvlnBlNx4/vPNSUR9KZ/R5rWx5J0l9O3ow2q2sjJxJSFVCAmJ3JhcRsaPZFTCKEbGj2REwogjGoXW2ep4btP/eKv9HSQZvtm7gAttszCI3eKiitKiz4vBMCYBp8FOX2sTvc2N9DQ30NvciH+wVxtAVGISSdm5JGblkJiTR1JWDnHpmYfdlujLhMIyi98vZ61FUOCD5WeXoT+CyF0hBFZ3AKvDja3PStDtQHgcONuacNU2kmCNJzNqJGFJEEgKkb1gHHFFBxcjR18vL/76LkJ+P1f+5i8kZOx2uwkh6KqvYeeqz6lesxK3zYrWYCRrVCkZI0aTVlhMXHomHrWJ77+whfWNVu6YV8QPzy466HkblgW3PLuJ5Tu7eeqGyczZ40YvFArx9Kef81pHL81pOVi1BvQqibPjo5lig/BbrQhPiBFTU5l8cR7RCQefPrEGQ1y5tZ5qt2+vUowQGeVVVVWxZcsWGhsbASguLmbGjBnk5OQMi+vK/lDE7wQjhOBXb1Xw3NoWrpqcxW8uGX3ADgsBWUYtSaglCZvNRnVtHRvLq+jraINwJLnUIfR0haPokqPoJoaQSo9Oo8Ji0SFSjPQl63DpVIzQaHmwOIsJKadWfb8DsbHJyk9e3U5Tv5sbZ+Ywo6yft+pfY0XbCmQhMyVlFgMtF7OpQWbxxEz+cGnpEXWq6Gqws+KFavpaXeSWJTDnuhFoLRJv1r3Jv8v/TZe7i3FJ47hz4p1MSJlwTL/b4yvq+fMHOzlrRDKPXTthn2jAYDDIm2++SWVlJRMnTuT888/HGrBS1V/FDusOdvTvoKq/im5P99BnMi2ZETFMGMmo+MhjnCFSV1IWMs2OZtZ0rGFp01I292xGo9JwWeFlfLvs26TqUwh0uPC3OPDXDRBodSL2aAIMIJk0aFNM6Ati0eVH49f7sHa30dvSRF9LE32tzVjbW5HDkQLQKrWGhIxMErNzScrNJyWvgOTcggOmVezCGwjz/ec388nOHsafncMadYgf5qTwsz1a8whZxtHXi7WjDWdfLw5rP02tXXR19eCy2cDnQh/yoBO7v0OiPoPC6ElkmYuRgZVqH1+kRZGWE8Po9GimFySQGXfwEbW1o52X7v0pKo2Gq39zH9FJ+8s9DNO2o5LqNZ/TuqMC22C0KYDOaCQ2NYPmkIkdDjV5WalcNWc0sQkJWOLiscQl7BVxC5HUl8WPr6HV6uG1W2eQkmDkhU4rz3X0U+/1owIybb2MGOjhp3NnMjovFwCfK8impc2Uf9qGEIIR09OYeF4O0YkHFkFbMMTlW+up9/h4aWwBqQ4rW7dupbKyEr/fT2xsLOPGjWPcuHF7pV4MVxTxOwkIIXjw40gAx4jUKH63sJTJufsPxPAFw6yo6eW97Z0s39mDyx/CoJWYmKQmz+BG7+1HdvYiQhExlEyxiKhUXPpE+rDQ5QyyUyfjK4yCsCCrycOF6fFcPDaNCdlxp/RdmycQ4o/vV/Hc2hZGpEbx0JXjiIv28EbtG7xW+xpd7h5UAxfg6JpFUaqKZ751Bukxhz9pL8uC7ctbWfNmPWF1kHX5b7E15nPGJI/he2O/x/T06cf09xFCcP/Sah77rJ6Lx6bz4BVj9wmAcLvdvPjii7S2tjJ//nxmzJhxQBv6vf3stO6kylrFjv6IKLa72oe2JxoT0aq0WH1W/OFIQe3c6FwWFS1iQeEC4g0HDv6RvSH8zXa8FX0Emp2ErL59fOySSYMu3YIuMwptqglVkh5HoJ/+9hb6WproHVxc/X1Dn4lOSiF5lxgOLpa4iB12T5BvPb2eLa0D/HbBaK6blsP/VbeypNPKr4whyurLadtZSW9TI6HA3m28vCoDHo0JlTkac3QsUXFxxFriyJRTSHNYMLtVhLQSrVlmtibraAqEaOp3U9XpGOrYkJtgYmZhIueOTmVmYeJ+y5H1NDXw8m9+jsFi4Yp7/rRfAdwTj32AnuZGbJ3tkaUj8mjv6wM5vM/79SYzlvgEYlJSScrOIyknFzkhk2vebcKdbiSYZsQrR8rFLU6N44LEWEK2fl566SUGBgY455xzmDJlypAL0mXzsfnDZipXdYAMJdNTmXhe7gGrw9T39rO4oglbWObiLStJDXgZNWoU48aNIycnZ9i5Ng+GIn4nkeU7u/npa+X0Ov2MyYxhdlESmXGRk7LT7mNr6wAbm6y4A2HiTFrOGZXKuaUpzChI3Gu0IMsyXV1d1NfXU1dXR2trK7IsDyXg5hUU0GlO5te9DnrlMIYddkSbm4xYIxePTWfh+PQDVlE5Ffi0uoe7Xt2O3RPkx+cU8+1Z+QjCrGpfxYdNH/JBeRcDrQtQabxMGruJOYUFjE4YTVZ0FhmWDPTqiDtPFjKuoIsOVwfV1mrK+8r5ov0LXL1Bzqq/lhRnLjEjVCz69gyMx7CRLUSE9p63IyP+a6Zm87tLSve5uPb397NkyRLsdjuXXXbZV6piYffbI4LYX0WDvYGwCBOnjyM3JpepqVPJiv5qUXJCCEJ9XrzlffiqrQTa3RDaT16nCrTJZrSpJrRpZjSpZkLmMP39rfQ0NdDTWE9PUwO2zt0ibYqJxZJTzJOhsbT5NPxkrIbJ0T6snR20Vu/gsTFz6UjJ4pp3n2Z8tBFvTAbrB7SUO/V49TFML8thwfgcZhYmYFap8FVb8WzpxVdthbBAm2rCPD0d0/hkVLq9R9myLKjrdbGqro9VdX2sqe/HHQiTHKXn+mk5fGN6LjGmvV3SXXU1vPrHX6E3mbninj8Rk3zgAgwH+z3f21jP719ZR6o2yO3TkrGE3bhtVpz9fdg62+nvaKc+s5BNY6bTnFkIYUGS1cN/zihkavrex/R6vbzxxhvU1NSQm5vLggULiI/ffXPjsvnZ/FEzO1Z2IMuCMXMzmXJxHjqDBrvdTn19Pdu2baO5uRmH3sS7k+ag0ep4a3wBRUdwQzmcUMTvJOMNhHlhfQtvb+tge9vAUD1CSYLi5Cgm5cZxXmkq0/ITDruFkc/no7Gxkfr6empra4cm+C1JybxfMpEdaj0LdQZ8NQ5W1vYRlgUjUqO4bEIGl4zLOGEdHY4EqzvAL14v58PKLqbkxfPXy8eSFR9xUwXCAV7cvor73h7A45fQp72CJnr70GfVkhq9Wo8/7Ccsdt9tGzVGpqROYXbmbOZkzqV9lZe1b9VjitFx7ndKSc07Nv0DZVnwk1e389rmtv3O9QI0Nzfz4osvIkkSV199NVlZRx/KfTwRsiDY7sJXZ8NXM0CgxREZGUqgMmgQskD4d//WkkGDJsmIJsGAJsGIbBEM+HvoH2inqbWFB9qS6cXEBd1LyfW2AKA1GEkvHkHUiDJ+mlCES5aI22ylt89LboKJb83MY+G4DCwhGW+VFV+VFV+dDUICVZQO07gkTOOTh5oAHw6+YJhPd/bw4oZWVtT0YtFruG5aDt+elbdXRaLuhjpe/f0v0RqNXHHPn4hN+WpBUOVtdm56ZgOeQJh/XD2euSOSCcqCN3tsPNLcTbXHT6IIc2Z3I57NdXyqLmPKwCYuzwwwZt65FE6ePjS3KoRg8+bNLF26lFAoxNixYyktLSUtLQ29Xk8gEKC308q6j6toqmkDkxdhduHxReZvExISGDNmDGPGjKFbZ2Dh5jpitWreHl+0V5/JrwuK+J1C+IJh+t0R92WCWXdMWhgJIejv7x+qQ1jf3MJHhWOoT85kvr2bG+JMNAaieLfaxdY2OyoJZhYmcun4DM4dnYpZf+qELQsheH1zO79+uxKAexeMZtGEjCEh6XH6uO25zWxstnHxBAvzxjvo9XbhDXnxhX0Y1AZi9DGkmFIoji8mJyoH9ZdC97ubHCz9dwXuAT8zFxdSNifzqFyfe87x/vDsIu6Yt2+QQ3l5OW+++SaxsbFce+21e92xDxfkQJhAkwNf3QD+OhvBjsGAGLWEOlqHpFODANkXRHbsrhFpQ+ZOyUurCHNfdiKTkrRIURoMidFYMhLpkGX+u7GFF3Z24ZgQT1QI/p6ZxllRJgJ1A3h3Wgm2RSrrqOMNGEfGYxiVgD4vBukrdlHYxY4OB499Vsf75Z3oNCqunpLNzbPzSYuJeGe6G+sjAqg3cMU9fyQ29cAVcA5Gp93Lt5/ZyI5OB+edX8gGTYg2f5ARZgO3ZyezIDkOrUpClmXueGY171Tbudy7mtSubZjj4hkz7zzGzDsXS3yk+ovD4WDlypVs2bKFUCh0wONqMKL2WkhJSueM88dRNCp3r3Nzk93N4q31FJr0vDG+EMsRzKkPBxTxO80IBoM0NjVxd3MvK9UmpjRUMqG1ltjYWJIzcmgNR/NBc5gmWxCjVs15palcOj7jgHMgJ4M2m4cfvbyN9Y1Wzhudyh8uLSVh8K48EJL54/tVPL26icm5cTx6zYTD7iqxC587yCfPVNG0vY+yuZmccXnRQYtxHwghBH/+MFKgen8jPiEEX3zxBZ988gk5OTlceeWVmEzDr0fh/gi7Avgb7ARanQTanATbXZHcQgCVhCZeT8ik5dUuG1uDAa5JiaUsqIo0+w3tfd1xIQjoVWzJ1PPTQi0XdgW5d5sPSQJtZhTGUfEYRyWgSTYdlznshl4Xj31Wzxtb2lFLEpdNyOC6aTmUZsTQ09TAK7//JRqtlivu+SNxaQePGj0Qn/bYuWVLAw6dRHII7hubyzlJMfukKPiCYRY/vprmfg+PzY2md/WHNG7dhKRSUTR5OmVnnUNW6RjUGi2BQICmpiasVis+nw+9Xo/JZCIxMZGEhAR0Wh3blrex/t1GwkE/BeO1pOYGGehuw9reSjgUoi6jgIezxzItSs+LE0egU+b8hg+K+O2fsBDcUdXCq902btSHKWuuobGxkUAggEqlIjY5jR7iWNGlotWnIznKwNmjUpiaF8+UvPihu9+TZr8sePKLBh5YWoNJr+Zn543giklZQyL11tZ2fvZaORaDhseunXDAgKIDIWTBqtfr2LaslbyxiZxz02g0uiO783300zruX1rNtVOz+f3C0r0uzLIs8+GHH7J+/XpKS0tZuHDhsEkO/ioIWRDqjfQsDHZ5cLc56W6wkSTv/k0knRp3lIY6tx+nL0i8SkWWToslINg1H/DvAh3/KtTzg1o/t0TFYJmahi4v+oQEbrVaPTy+op5XN7XhD8mUZcRw1ZQspsf6+fD+e1Gp1Sz6xW9Jysk77H22+QL8tr6Dt3sGyNBrGesQfPJZM7MKE/nH1eP3W8mo1erh4ke+IDXawOu3zSBg7WXbsg+o+PRjfC4nOqORjJJRJGTlEBWfgNZojPz+gQChgJ+A14vXacfrcOBx2HFa+3H0dLOrco6k0hCfnoHOYMBp7WNtUjYfzF3ExO4mfhevY8S0mZiij82UwMlEEb/TmJAs+F5VM2/1DPDgiCyuSIqhtbV1yEXa3R0JpdcaTNi18VQ7tHQEDFiFkVizkeKUKIpTLOQnWUiPNZIxuEQbNScsirS228ndb1awvtHKxJw4fr+wdKh+anWXk+8+t4lWq4efXzCSG2fmHrFd25a38sUrtWSPjOf8W8sOu3jwf1c18pt3dnDp+Az+evnYvUaOoVCIN954g8rKSqZPn878+fO/VlF0h6LH6eOaf6+j3eblqWvGU2bQs2F9Ow1VfST6ZFLVahK1GoxmLZpoPdoUE7qsKHQ50UhmNbdsbeR9r5cHK3zM6giiSTBgnpqGeVIKKtPxn5uye4K8ubWdF9a3sLPLiUYlMTdVMHrbC6jDAS792a/JHHHwYCVvWOaxlh4eaelGAN/PTuG27GRMahUvb2zll29UkByt51/XT2R0+r5Cs6Kmlxv+u56LxqTz8FXjkCSJYMBPS/lWGjZtoLOuGmtHG+FgcJ/PSpIKQ1QUpugYjNHRmGLiiE/PRG9KonWnivZa0Oo1jDojndLZGYCdP2yu5DljEpO3rmTu+o/JGTOeETNmUzh5Ovph6q1QxO80JygLvlHewOc2J8+V5TN3j+RWh8MxFEHa0NCA1+sd3CIh6804hZFOv4b+kB6HrMchDHjRYtZpSI81khlnJCveRFaciax4I5lxJrITTPttUHs0CCF4bXM7f3y/Crs3yI0zc/nBvCKiDFocviD/9/I2PtrRzXmjU/nTZWWHrAv6ZXas6uDTZ3eSU5rA+beUodYeXKhe3tDKXa9t59zRKTx6zYShUnYQCUZ66aWXaGxsZP78+cycOfMrfefhSo/Dx9X/Xkun3ccj14ynptvFU1800uP0U5oRzXfPLOD80rSDutg9YZmFm2up9/h5xRhP5qZ+As0O0KgwjU3CMi0NXdbxj1AUQlDebue98k7eL+9koLuHS7rfJTrsIvbCm7joorNJjzXu85l3e+38pr6dNl+Qi5NiuacwnSzD3ufk1tYBvvvsJga8Af6yaP8VYXZ5Fu6+YCTfmZ2/z3ZZDuN3uwl4vUgqCY1Oj1anR6PTIR3kZsva4WbzR83UrO9GyIKUvGjyJyTxv/gwLzocfMPRTtHHr+Po7Uaj1ZE3YRIjZ84hb/wkNLpjGyV9PFHETwFnKMzCLbU0ewN8OKmYQtO+c2RCCOx2O11dXXR2dtLd3U1/fz9Wq5VweI+oPrUGoTPjUxmwhfR0+dX0BrQ4hR6X0CFQkRZjYERqFCWp0YxIjWJUejQFSZajnlO0uQPct3QnL6xvJdGi48fnlERcoRL8e2UD9y+tJt6s48ErxjGz8MCdF/ZH5cp2PltSTe6YRM6/pfSAbZJe39zGj1/ZxqyiJP79jYl7Jd77fD6ee+452tvbWbhwIWPHjj2q7zvc6LL7uGZQ+M4ZncLyqh6c/hAzCxO49cxCZhYmHPbIvMMX4PxNNehUKj6YWEx0vx/32g48W3oRgTDaTAuWqWkYxybtk95wPBBCUNnh4P0Ntbje+idRnh6WJZ2FfsRkzh1s5BwwafhlbTurB1yMMhv4XVHGwRvKOv187/nNrG+0ctMZefz8/BF73UgJIbhtyWaWVnbx7E1Tj/icPhRuu5+add1Ur+ukv92NLMEbMyzsyNRxS6fEGb4+XH3ldNZswOu0ozOaKJoynaKpM8gpG39chLC220mH3ceZxUlHvS9F/BQAaPcFmL+xmhSdlvcmFmM6zLQKWZZxOBz09/fT19e3Vw1Fm822d7SZJKHSm/GrjPSFDdS7dXSFTbiEHotey5jMGMZlxTI+O45xWbGHXcvxy2xtHeD37+5gY7ONEalR/PLCUZxRlEhFu507XtxCfa+b78zK48fnlBxRRG35Z218/mINJVNTmffNkftEE760oYWfv17OtPwEnrph8l773iV8HR0dLF68+IT3bDzZdNq9XP7PNXQ5fCBF0j/OL03ju2cWUJb51eaPNjvcXLqljvFRJl4eV4BOpUL2hfBs6cG1tpNQtwfJoME8KQXz1FS0SSfGPef3eHjxj/fSV7uD+vx5vKcZQagwinCWmSi1mrsL07kuLQHNAW72hCwQgTAiIBPwBfnz5/U8s7GVafnxPHrNhKHgLgCXP8Slj66iz+XnndvPOGSVmq+Ke8BPR+0AHW1O7tG5qDMIrv7cSV53CCFkdIYu9PoG7N0VBH0etAYjuWPGkzlyNBkjRpOUk4fqCAuy70m3w8dDH9fw8sZWchPNLLvzzK8UhLYnivgpDLG838G12xu4Ki2eh45BvyxZlnG5XENiuOdjT0/PkDCqdQaCxgRaQlFssemxy5E7xsw4I1PzEpiWH8+0/IShvL7DQQjB++Vd/OmDKtpsXuaNSOYXF44kPcbIH97fwXNrW8hPNPP7S0uZUXD4d8wb329k3duNlM3JZNaVkbSFsByp3PL4inpmFSXyr+snDjVXBUX41jX0c+MzG3D7w2hUEpdPyuKW2fnkJh59QezXu23ctqOZa9Li+WvJ7o7mQggCjQ5cazvwVvSDLNAXxmIsTUSfF31MI0PlQJjwgB/ZFUQOhBH+EAG3j2Xv/pvm+i1sHXMGn0ybz4z2EBfUeigzGciKMiCFBSIsI0ICQjJyUEYEw/tEuwJ8QID78RGnVvNQaRYTJqVH0jk0Khp6XVzyyCqyE0y8duuMY5IidTDswRALt9TR7A3w9+QU8npDtFT201JpJRQMkpA+gMnSSk9jBY7eHiCSs5lWVEJGySgyRowiragEneHQQXP+UJjHP2vgnyvqCMuC66blcPtZRcQf4dTF/lDET2Ev/tLQyUPN3Tw8MpsrUo9fvlk4HKanp4f29nZaW1tpbGzE4XAAYIqKQRWXQVM4jlUdMjZvRCQzYo1Myz8yMfQFw/x3VROPflqHNxjmiklZ3DGviJpuJ798s4IWq4fFEzP5ybklh5XcL4Rg1WuRKNBJF+SSfkYqP355G+ubrFwzNZvfLhi9zxzf6Sp8td1O7lu6k493RC6AF5Sl8quLRh3zSOFd5+xPclP5cd6+yeZhZyDSzWJ9F+GBSFk0Sa9Gk2hEE29AZdKgMmqQ9OrIXJhKAhWRkb1KGnpEJSF7goRtfsJ2PyGbj7DNj+zeO6hEACuSNPyjSEvR1g8YX7mOhIQyzs5ZQJ9f0Obxo9NrGJEZg9mkBbWEpFYh6VRIOjUqbeRR0qmQtGpESEb4wmxvG+DHO9qwhsP8BAMX6I2YxiZhmpTCSpeH7zy7ifNLU3nk6glHPSo6FD3+IJdvq6fZ6+epwU4Qfk+QypUdbPukFY8jQMnUVMbMjcXaXkvbzh10VO+gt6UJhEBSqUjOzSe7bBz54yeRXjxyn5HhF7V9/OqtChr73FxYlsZPzxtBdsKxG9kq4qewF2EhWLy1jm1OLx8dYP7veCCEoK+vb68AG1mWiY6OJjW7AKcpja39KtY12bAOFgLIijdyZnESs4uSmFGYiOUgCfl9Lj+PLK9jybpmVJLEDTNyuWFmLv9b08y/P29Ao5b41sw8bp6Vf1iNcj98ZgdLtrSx0SKj0aj49cWjWDxx74R4n8/HkiVLaG9vP62Er7LDziPL6/igogsJ0KpV/Ov6CcwdceRlwA4HIQR37Gzh5S4b95dkcn36/kfyQgjC/T78jXYCHS5C/T7CVh+yN4jsDQ+lUxwKSatCHatHHWdAs+sxTo/KomUnYX5r7We120uRUc89+WlEfbGUVS89y+g5Z3Pud+/g4x3d3PXadsJhwYNXjmP+qMP/Xfpdfr6/ZDNrGq1ckRTDbTbQhASaFBOvJqh4YEcHN52Rx68uOv7nWn8gxJXb6qlx+3h4ZDYLUyKF1IP+MJs+bGLLxy3ojRrOvmEU2aMjCfh+j5vOmp2011TRVlVBR3UVcjiMwWwhd9xE8sdPwlJYyv2ftfH2tg5yEkz87pJSZh+DOb4vo4ifwj50+gPM21BNqk7L+xOLMRzm/N+xxOv1Ul1dTVVVFXV1dYTDYeLj4xkzZgxR6YVU9IVYWdvH6vo+PIGIO21iThyzi5M4sziJUWnR+737bbV6eOjjGt7Y2o5Fr+G7ZxYwb2Qyj39Wz1vbOtCqVVxUlsaFY9KYlp+wV4UbIQTV3U7e297JC+tb6HMFKAyquPu8Ecydv3du1+kofNtaB/jH8lqWVfVg1qmHfv8l357KmMzY43rsoCy4obyRT60OnizN5fykIzueEALCAiFHcgpFWIAYfC7v3qYyalCZtfu4THv8Qf7c2MkLnVbitGr+LzeV69MT0Q7+BqteXsLa115g5pXXM+2yK2mzebj1uc2Ut9v5/txC7pxffNgBX6GwzH1Lq3ni8wYmZsXyQGkWpgorgVYHD6sDvBL2c/dZRXznnOIj+g2+CgPBEDeUN7LW7uYnuan8KDdl6Lfpb3fx0ZOVWDvcjDs7i2kLC1Br9r6W+D0emsu30LBpA41bNuJxDCAj0WlMJ3PiTG66/hJiYo9PTqEifgr7ZVm/g+u2N3BDRiJ/Ls48qbb4fD6qqqrYtm0bTU1NAGRnZzN27FiKSkZS2e1lRU0vK2p6qeqMuE6To/TMH5XCuaMjdVF1X/qn29nl4IGlNSyr6ibRoud7cwuYnBvPSxtaeWNLOy5/CI1KIjPOSIxJRygs02r14PCFkCSYU5zELWfk0/NBG21VVs79TikFEyIV/r1eL0uWLDltXJ0bm6w8vLyOz2t6iTFqWTQhgw8quvAEwiz59lRKM05MQrQ7HObyrfVUurwsGZPPGQeJpDxW+MIyT7T18vfmbgKy4MaMRO7MTSFWu7cXQgjB+/94gOrVK7ni138kc2QpvmCYe9+u5MUNrcwqiiS1x5oOfy7rnW0d3PXqdsx6DX+6rIzZFiP2lW38pLyVzwnx28wkrrh4BPqc41u03i/L/F91K6902bgsJY4HSrKGAuZCgTCrXq2j4vN2knOjOffbo/fbVqmq08EvXt9Oe10ts/TdFLvrcfV0otZqKZk+i0kXX0ZSdu4xtVsRP4UDcm9dO4+39vKf0blclBx7ss0BIp2ky8vL2bZtG319fajVakpKShgzZgwFBQXYvJEWUMt39vBZdS/eYJgog4azRiRzzqhU5pQk7TWa29Rs5b4Pq1nXaCUtxsDtZxWxYGwa29vsrGnop6HPjdMXEcL0WANjMmKZXZxEakzEHRz0h3n771vpaXZw4ffGEJ+t59lnn6W3t/drLXxCCNbU9/Pw8lrWNlhJMOv49qx8zixO5KZnNuINhnnuphMnfLuwBkNcuqWOFq+f58bkHzSV4GgQQvBWzwC/b+igzRfkvMRo7inIIN904AjlgNfDsz+7g3AwxPX3PYzRErHtxfUt3PNWJflJZp69aeoRRTlXdzm548Ut7Oxycun4DH510Sh0niDfenI9mwY8/AojF+YkEDU7A8PIhKOud3oghBA83NzDnxs7KTEb+PfoXIrMu6dM6jb18OmzVUgqibO+MZL8cRE3ptMX5JHldfzni0ZijFp+eeFILh0fyWnsrq+l8vNPqPzsE4J+H/kTJnPGVd84ogo6B0MRP4UDEpBlFmyuo8HrY9mkErKNXy314HgghKCzs5Nt27ZRXl6Ox+NBp9NRUlLCqFGjKCwsJIyKL2r7+GhHF8uqerC6A+g0Ks4emcyiCZnMLk5Cq1YhhGB1fT8PfFTNlpYBsuKN3DGvmIXj0vcKXjkQPneQNx/cQq+1i0BGHT6/l6uuuoqCgmPX+f1UQQjBippe/rG8jk3NNpKj9Nw8O59rpmbT7fBz9RNr8YfCLPn2NEaln5w2Wb2BIIu21NPqC7BkTD4z4g6/q8PhsNrm4o8NHWx0eBhtMfCbwozDHmV21dfywq9+QsHEKVz8o58PuQi/qO3jO//bSFqMgRdvnnZE9WgDIZlHPq3jsU/rMGrVfHdOAYsnZnD7ki1sbLbxa3MU89wSmkQjllkZmCekIB2iUMNX5dN+B9+rasYnC/5SnMnlewTN2Xu9fPSfCnqanYyek0Fbtp6/La+lzxXgikmZ/Pz8kfudb/e6nGz76H02vfsGPo+b0bPnce53f3DQRP3DQRE/hYPS7PVz9oZq8k163hpfdFLm/w5FOBymsbGRHTt2UFVVhdfrRavVUlBQQEFBAfn5+UTHxLK5ZYAPKrp4Z1sH/e4AiRYdiyZmcsOMXNJijAgh+Ky6lwc+qqayw0F+kpkfnl3MRWVpB42e83g8fPrJCjZsXI9K1nHOmRcx7eyyE/gLHH+EECyr6uEfy2vZ3mYnPcbArXMKuHxSFgatmvpeF1c/sZaQLFjy7alDJeZOFnsK4HNj8o7JCHCz3c19jV18ZnOSqtNyV14qV6bFoz7ClIkNb7/G50v+y/ybb2fMvHOH1m9ssvLNp9aTFW/i5e9OP+JKSLXdTv7y4c6hOdeLx6aztXWAnV1Ofjo+i8t6wgTbXagsWizT07FMTzsu5eA6/QFurWxmrd3NVanx/KE4A/NgJGcoEOZfz5Tz35oO+tSCcWnR/OayMsZmxR5yvz6Xi/VvvULA5+Psm249ajsV8VM4JB/22rmhopHFKXH8Y2T2Kd39PRwO09TUxI4dO6itrR1Kn4iNjSUvL4+srCxS09KptMJrm9v5uKobCbhoTBq3zimkJDUKIQRLK7t58ONqarpdjEiN4s75xZwzKmWvPLL29na2bNnC9u3bCQaDlJWOJVyfSm+jl6kL8ph4Xu5xczOdKGRZ8EFFF/9YXsvOLifZ8SZum1PAZRMyh+ZR63pcXP3vtciy4PnvTKMk9dRofrpLAJu8fh4ckcXir5C6E5QF7/UO8J+2XjY6PMRr1fwgO4VvZiRi/Io3gkKWefWP99BRU8V1f/obCRm7ezeurO3lxqc3MCE7jmdunPKVcva2tQ7wzJom3t3eSSAkI0mR2J2iZAuL8hPJbfeS2eomTqvBPDkVyxkZaOKPbVR3SBY80NTF35u7KTTp+XtRFq0tdv6zspHydjvpFj0zHWryXILJF+Yx4bwc1If4PYUs8NXaEJ4QpvHJR22jIn4Kh8VfG7u4v6mL3xSmc0vW0Z94J4JdvQwbGhqor6+nubkZn88HgF6vJz09naj4ZMr7YWmDh+6gjkvGZ3Hn2cVkxZsIy4J3t3fw92W1NPS5GZdm4voxFsz+fqqqqrDb7Wg0GsrKypg2bRopKSmEgmE+fXYnNeu7yR4Vz7wbRmGKHj71DncRCsu8u72TRz6to67HRX6Sme/NKeSSL7mC63tdXPmvtUBE+IpTTg3h28VAMMSNFU2sHnBxc2YSP81PHRqFHIwWr59Xu20819FPhz9IrlHHtzOTuCo1/pj0tXPZrPzvJ9/HkpDINb//Kxrt7hHYW1vbuePFrVw4Jo1/XDX+K+fseQIh1jb0s7q+n/e3d9Jh9+21PU6jJicEuagoSo9m5KQ0sgriSY42EG04suL0gZBMt8NHm81L+4CXdpuXNpuHcr+f8mQNYZWEpmqAPC+DN08ZCJ/M5y/VULuhm6TsKObdMJKE/TQeDtl8uDd249nYTdjuR5tqIvmOCUd9E66In8JhIQvBdyqb+KDXzotjC5gdf2pd5A4HWZaxWq20tbUNLT09PcjyYJ85JJxCh1foSI6PpiA5Cp1awu3x0NnTT9AbaZoqJBU5uXlMGFtGSUkJRuO+xYsrV3bwxSu16Axq5t0wipzBPKdTHV8wzGub23ji8waa+z2UpETx/bMKuaBs32LTrVYPlz++hpAs8+LN0yhMPjXPiYAs8+u6Dv7b3ke6XstNmUlcmBRDjkE3dAGVhaDe42eFzcl7vQOsGYg0450dZ+HbmUmcnRC9T2+9o6V+0zrevO93TLzwEuZ84zt7bfvXinr+9MFOfjCviB/NPzYpC69vbuMXb5SjVau4eEwasoCaDge13U6cIXmv9xq1auLNOix6DSa9GrNOg0GrRhaCsBxZPIEQVneAfncAp2/fprnJUXoy4owkxBvZnqShRSWzMDmW+0uyiNrjBqJ+cw+fPV9NwBdiykV5jJufjUol4a8bwPVFO74aGwD6ojjMk1MwjkxA0hz99IsifgqHjTsU5sLNtXT5g7w9oYhi84lJgD+ehMNh+vv76enpoaenh7auHura+3C4XKiAGJOetPgoEuLjiE9IpHxAyxObbIRR84N5RXx7Vh7aA7hr9sxzGjE9lZmLizCYj3/Lna+C0xfk+XUt/OeLRnqdfsZmxnDrnELOGZWy35FHt8PH5Y+vYcAT4MWbp5+04JYjYc2Ai/sbu1g9ELmJidaoSNJqCSPo9gfxDia5F5r0LE6JY1Fq/D7dFo41nzz1OFuXvsvFd/6M4mlnDK0XQnDXq9t5ZVMbf79q3H67OnwV6nqc3LZkMzXdLq6flsPPzh+BSaemp8/DjlWttG7rodsbwGpS404yEjBrcAfDuP0hvEEZtQrUKhUalYReoyLBoifBrCPerCMlWk9GrInMOCNpsYa9irrLQvCP5h7+0thJjlHHE6NzKYvaXa3F4wjw+YvVNGzuZWSqiWKzGtHvQ2XRDrWr0sQd2+vNKSd+kiTdD1wMBIB64FtCiIHBbT8HbgLCwA+EEEsPtT9F/I4tzV4/F22uRSdJvDuxiDT98HPpHQ4NvS4eWlbLO9s6iDZouOXMAm6YkYtZr6F9wMtv3q7kox3dlGZE8+AV4w7o7gsFw2x8v4ktS1vQmzXMXFRI8ZTUU2YusK7HyQvrW3llYysOX4gzChO5bU4B0wsO3GGh3+XnyifW0jng5blvT2V8dtwJtvroaPD4+dzmpMbtozcQQiNBkk5LidnAGXEWck5gVHMoGOTl3/yMvpZmrvnDX0nMyhnaFgjJXPfkOra2DvDizdOYcIx+Z18wzANLq3lyVSOZcUbuXzyWafkRz4QIyXi29eJa2Uawy4M6WodlZgbm6WnHpDvG2gEXt+5oxhoM8bvCDK5Pj5xnsi+Ee10XA5+1InlDOMOCUHEcI68bicZ4fJo8n4ridw6wXAgRkiTpLwBCiJ9KkjQKeAGYAqQDy4BiIUT4wHtTxO94UO70cOmWOrIMOt4cX0iM9uvbgXxHh4MHP65mWVUPsSYt35ieyw0zcok36/iwopO736jA6Q/xf+cUc9MZ+Qes0tHX5uTTZ3fS0+wkIcPMlIvzyR2TeNjzOUIIrB1umsr7aK8ZwN7rRQ7J6E1aEjMtZI6MI7cs8ZAjyy67j43NVjY22VjfaGVHpwOtWuKc0ancPCv/kFF3dm+Qa/69lroeF8/cOGXooqnw1XFZ+3nu5z9EazBw7R8fwmDePe9ldQdY+OgqPIEwb31/Jhmxx64u6oYmK//3yjaa+z1cPy2Hn5xXMhRhKoTAX2PDubIdf90A6mgd0efmYhqffNQ3bn2BELdXNfOp1cnCuGh+2QnS2i6EP4y+IAb95FTWb+6len038elmzrp+JCl5x96zcMqJ314GSNKlwGIhxLWDoz6EEH8a3LYUuFcIseZg+1DE7/jwudXJtdsbmBRj4oUxBadkCsSxZHOLjX9+Vs/HO7oxaFVcOSmLb8/Kx6hT84vXy/loRzdT8+L5xzXjSY7av3tGyIK6TT2se7sBe68XS5ye4impZI6IIyUvGp1h75sIrytAR+0ArTusNFf047JFijInZFiISzOh0arwOoP0tDjxOgKoVBKZI+IYOTOdvDGJqLUq2mweVtf1s6ahnw1NVtpskYbERq2aCTmxzC5KYtHETBIthx7tuP0hrn9yHeXtdp74xiTmlgyPwKfhQPvOHbz825+TM2Y8C+/6FSrV7lFWXY+TSx9bTUaskVdvnXHQGrZHiicQ4v6l1TyzuokEi55fXjiSBWPT9xr1+5vsDLzbQLDNhTbDQswFeejzY44q4MTf4+avG5p4xBgg0yP4u0fPxBnZ6DJ3e1CayvtY8Xw17gE/487OZsrFeWiOYW/GU1383gFeEkI8J0nSI8BaIcRzg9ueBD4QQrx6sH0o4nf82NVO5uyEaJ4szUV/lEmnw4G6Hif/WtHAm1vbkUUkReLmWfns6HTwq7cqiDZoefTaCUzOPXBYfTgs07i1j6pVHbTutEVqRwLGKO3QyM3jDOB3R4IItHo1mSMiI7uc0gTMsXsLlRCCnmYnDVt6qF7fjdvmJ6yVqDMJVsk++tWCRIuOybnxTMqNZ3JuHCPTog84V7k/fMEwNz69gbUN/Tx6zQTOL0s70p9O4RBs+/h9lv3nMSYvWMTsa7+117bPa3q54b/rOb8sjUeuHn/M043K2+zc/WY529vsnFGYyO8WlpK3R8spIQu823uxf9AUibjMsGCZkY6xLPGw3aFCFpEglrWd+Kr6Qa2icmoCP4kN4pBlfl2YwQ3pe7vb/d4Qq1+vY8fKDmKSjZx1/UjSi2KPyXc+KeInSdIyYN/eI3C3EOKtwffcDUwCLhNCiCMRP0mSbgZuBsjOzp7Y3Nx8XL6HAvyvvY+7ato4JyGa/5TmojsNBBAizVmf+qKR59e14A6EmV2cxAVlqTz+WT1tNi/3Xz6GS8cfuiZqwBuis95OX5sTR68X/2D7JoNZS0yyiZTcaFLyow+aA2VzB/iwsouPd3SzqraPNB9MCGnJC6hQCYjJNDNhbhaFE5P3GV0eDsGwzHef3cQnO3t48IqxXDbh5NZ6/Tqz7D+Pse3j9zn/+z9m1Ky5e23752f1/OXDndxz0ShuPOPYlPjak7AsWLKumfs/rMYflrlldj63zSnEuIe4iWAY96YeXKvbCfV4kbQqDCPiMZTEo8uJQpNg3MstGnYHCXa48NXY8Fb2E7b6UJm1mKekYpmZjtqiozcQ5PYdLXxmczInLoqHRmbtE0vQutPKZ8/txNHni/TSvKLoqN2vp+TIT5KkG4BbgHlCCM/gOsXteYry3/Y+fl7TxvmJMfxrdM5pI4AAdk+Q59Y1899VTfS5/BSnRBEMyzT2ubn7gpF8Z3b+cTmuLAu+qOvjpQ2tfLyjm0BYJjPOyPxRKcwfmcLkvHiC7hDVa7uoWt2BrcuDVq+maHIKo2amk5wbdVijh7AsuOPFLby7vZPfLSzl+mk5h/zMcEQIQaM3QJ3HR7RGzZgo01Bx5hNJOBTitT/8io7anVx5759JKyzZy8abn93Epzt7eOmWaUzMOT79NnscPv7wfhVvbe0gPcbALy4cyYVlaXudL0II/A12vOV9eCv6kF2DPQ1VEuooLSAh+8OIXSkQagl9QSzmickYRyfuk6oghOCZjn5+U9eBTiXxp+JMLk2O3euYQX+YtW/VE/CGmPfNo6+Ze8qJnyRJ5wEPAmcKIXr3WD8aeJ7dAS+fAEVKwMupwZNtvdxd286cuCieLM3FfAwSgYcTvmCY1ze389zaZnZ0OlBJkfZwiydmcP/iscfMTSWEYPnOHv76UQ07Oh3EmbQsHJ/B4omZjEqL3u9xhBB01dvZsaqDuo09hIIycakm8sYmkTc2kZTc6P3eRcuy4KevRcLtf3HBCG6e/fWpVdobCFLh9FLh8rLZ4WG93U1/cHeuWpRaxU2ZSfwwJ+WEz2d7HHaev/tHhIJBrvvjQ1jidwcV2b1BFjzyBb5gmPd+MOuw5mq/KhuarPz6rUp2dDqYlh/PvQtGMyJ138ATIQtCvR4CzU5CVh9hZ6TfpqRVoYk3oE01o8uJRqU/9DWh0ePn9qpmNjo8XJwUyx+LM0jS7R3EJWRxTKKlT0XxqwP0QP/gqrVCiO8ObrsbuBEIAT8UQnxwqP0p4nfieKGzn/+rbqXMYmLJmHwSdF/fKNADIYSgvN3OknUtvLapjZAsSDDruG1uIZeNzzhko9yD7XdVXaT49tbWAXISTPzgrCIuGpu2Vz7VofB7Q9Ru6KZuUw8dtQMIWWAwa0kvjiWjOI6Mklji0yJzPb95ZwdPr246ponWJxpZCJq8ASpcXipdXsqdHipdXroDu4Uu16hjcoyZKTFmRpmN9AdDvNpt4+2eAYpMep4YnctIy7HtPn8o+lqaeP5XPyEhI5Mr7v0zWt1ukavssHPZY6uZmBPHszdNPew+gF+FsCx4YX0LD3xUjdMX4rqp2dw+r+i4im5YCB5t6eGBxi7MahX3FmZwRWrcMZ/nPOXE71ijiN+JZWmfnVsqm8g06HhhbMFxTxI+lXF4g3zzv+vZ0jIAgE6j4rzRqVw+KZMZBYmHddHa1XHi4U9qWddoJT3GwA/mFbFoYuYRBazsD587SEtlP61VVtqrB3BaI+WvjFFanNFqllsdTJ2Uxl2Xlx7TKLvjhV+W2en2UTk4otsleO5wpHqJRoJik4HRUUZKLZFltMW4T+89iBRgfr2ii3sH+vAIwff6NcxUGzDH6UnJjSYpKwr1ceqMsIu6DWt564HfM/KMOZz//R/vdfF/eWMrd726ndvmFHDXeSOOqx0QmVf+68fVPL+uBaNWzU2z8vnOrDyijrD49pFQ4/bxf9WtrLe7mR1n4b6SLHKPYQ6mIn4Kx5y1Ay6+Ud6AXqXimdI8JsSYD/2hrymhsMwPXtzC++VdzCpKZFvrAA5fiLQYA+eMSuGMoiTGZMaQHKXfq2h2Y5+blbV9vLa5je1tdlKi9dx6ZgFXT80+opHekeDo89JWbePTz1twtriJEhF7VGqJ+HQz8WlmohONRCUYiE40YorSYbBo0Zs1hyxKvAs5LBMOCcIhmXBIRsigM6rR6tVHfGff4w+y0uZkk8PDJoebHS4fwcFrllmtGhK30kGxKzYZDunC7G1xsuXjFhq39xHyh3EYJV6ZHU1njIp5FV6m7fAhASqNRHphLLllieSOSSQm6fiMDNe+/hKrXnqWWdfcwJRLFu+17eevb+eF9a08cf1Ezhm9v/jBY09dj4sHP67m/fIu4kxabptTyPXTc75SAe7DQRaC/3X08/v6DsJC8KPcVG7JSjomcQWK+CkcF6rdPq7f3kBPIMjfR2ZzSfLwqgJyLPGHwnzjycgI8D/fnITDF+SNze2squ/DF4yMSix6DVEGDSpJot/tH1o/IjWK66blsHhi5nG7wOzJ06saufedHVwyNo1fnzUCa5uL3hYnva1OBro9uKw+9ndZ0BkGBUwtoVKrUKsjQhYKyISCYUJBmVBAHkrr+DKSBAaLFkucgagEA1HxuxdLvJ6oBAMGs5Y2f5DXu2ws7bez2eEBwKRWMT7KxIRoE2OiTJRajOQYdUdUi7OzboCNHzTRUmlFZ9RQNCmZ/PFJpObFENKpuKOqhXd6B7gqIZbbQiZ6G+w0V/Rj64rYkJhlYcS0NIqnpmC0HDtvhxCC9/5+H9Vrv+DSu+4hf8LkoW2+YJjLH19DU5+bt28/Y6/UhONNeZud+5buZGVtH0lRer41M5drp+YQYzw+I8EOX4Bf1LbxYZ+DMVFGPpxYfNS1VhXxUzhu9AVC3FTRyDq7m7vyUrkzJ+WY++2HC3ZPkMWPr6bb4eO1W2dQlBKFPxRmS8sANd1OGnrduP0hwrIg3qwjP8nClLx4CpOPbSPWg7FkXTN3v1HB/FEpPHbthP26VcNhGZfVj7Pfi9cZxOceXFxBQoEwclgQDguELBACNDoVGp0ajVaFRqtCrVWh1gwug27DgC9E0BfG4wjgsvpwWn04+32EBm8AZAl2ZmjZWmSgIUmDkCRGoGF+QjQX5SRQGm064p56EBGWtp02Nn3QRHvNAAaLlrHzsiibk4n+SyW1ZCH4c0MnD7f0cGZcFP8uzSVao8be66Fpez8167voaXaiUkvkj0uibE4maYVHlwi+i6Dfx4u//ikDXR1c8/sHScjc3QKpzebhon98QWq0gddvm4HpBM+zr6nv57HP6lhZ24dZp+bKydlcPz3nuAnxx312egMhrkk/+spCivgpHFf8ssyPd7byareNRSlx/LUk62tfDeZAtNk8XPrYanRqFW/cNuOIunUfb55f18Iv3ijnrBHJ/PO6CcfNtXq4CCGwOfw829LH01YbnXKYpJDElJ4wIypcmGy7CwAk50aRkhtDSl40KXnRmGMOPi8kh2Xqt/Sy5aMWelucmGN0jJufzehZGWgPEZH4fGc/d1W3UmAy8GxZHtl7zEH1t7uoWt3JzjWd+D0hEjItjJmTSdGUFLRHOWfq6OtlyS/uRGcwcs0fH8Ro2V0JZcVgAvzCcRk8eMWxiyw+Eio77Pz78wbe3d5JSBacUZjItVOzOXtUylHPTR8vFPFTOO4IIXi4uYc/NXYyIdrEU6V5pOpPze4Gx5uKdjtX/GsNhckWXrp5+l4JxCeLXSO+U0X4QrJgSWc/9zd20RcMMTnazPdzkpk/2FZICIG9x0t3o53uRgfdTQ76Wl3Igy5VS7yelNwYknOjMMfoMUZFzjX3gJ/uRgcNW3vxOoPEppgYd3YWI6alHVHwykqrk5sqGyNz2mV5TIjee5QTDISpXd/N9k/b6G93oTdpGDkzndLZGUc1N9hRU8XLv/k5GSNGs+gXv0W1R1/Cvy+r5aFlNfz2ktF8Y3ruVz7G0dLj8PHyxlZeWN9K+4CXpCg9V03O4opJWWTFmw69gxOIIn4KJ4z3ege4vaqFaLWap8py97lonC4s29HNd57dyLmjUnns2glfuVnp0SKE4G/Lavn7J7XMLUni8esnnnThW97v4Nd17dR6/EyLMfPz/DSmxh7a9RsKhOltde0WxEbHUPTqnmj1arJHJ1AyNYXcssSvnC9W7fZx3fYG+gJB/jEyh4uSY/d5jxCCzjo72z9to2FrL0IIcssSKZuTQdaI+K907MoVn/DhYw8x/vyLOeuGW4bWy7Lgpmc2sLK2j//dNIUZBYlf6XsdK8Ky4LPqHpasa+HT6h6EgLKMGM4rTWVuSTIjUqNO2nm/C0X8FE4oVS4v3yhvpCcQ5IGSLC5PPT5VKk51nvyikd+9u4PvnlnAz84//qHqX8YfCnP3GxW8uqmNxRMz+dNlZSfVPWUNhrintp1Xu20UGPX8qiCdcxP3n7R/uPjcQbzOAF5XEAkwRumISTIes3ZSvYEgN5Q3ssnh4Ue5Kfw4N/WAc48um5/Kle1UrmwfGnWWzclgxLQ0dEfYsuez//2bTe+9xfnf+xGjZp81tN7hC7LosdX0OP28cdsM8pNO3HzxwWizeXh3eycfVnSxtXUAgGiDhkm58UzKjWNCdhxjMmNO+HylIn4KJ5z+QIjvVDaxesDFrVlJ/LIg/SsFLAxnhBD86q0Knlvbwl8WlXHl5OwTduxWq4fvP7+ZbW127phXxA/PLjqpgUhrB1x8p7IJWzDE7dkp/DA3ZdgUSfeGZX5a08rLXTZmx1l4dFTOPhVJ9iQclKnb3EP5Z210NzrQ6tWMOiOd8fOz9ylYfiDkcJhX//ArOmt2ctVv7yMlv3BoW0u/h4WPrSLGqOWN22YQazq18mw77V7W1Ec6jKxvtFLf6wZArZIoSYlifHYs47PjGJ8dS16C+biODhXxUzgpBGXBr+raebq9j7nxUTw+Kudr3Rdwf4TCMt96egNr6vv5341TmFF4/F1Vn1R186OXtyHLgvsvH8N5pSe3O8NzHf38vKaNLIOOJ0bnUBp1as0LHQ5CCF7osvKLmjZiNGoeKMlifmLMIT/X3eRg+/JWajf2IKlg9KwMpl6ch9506Plwj8POcz/7IUhw3Z/+hil69/E2NFm59t/rmJgTxzM3TkGnOXVvJKzuANtaB9jSYmNL6wBbWwZw+iPBTNEGDeOy45iSG8fFY9PJSTi20ySK+CmcVJ7tiBTFzjHoeWZMHoWmUycC8kSwy1XV7fDx+m0zj1tqg9MX5I/vV/HC+lZGpUXz2LUTyD2BeWFfJigLfl3XzlODNz//HJWz30orw4kdLi+37Whmp9vH4pQ4fleUQdxhfCd7r5fNS5upWtWBMUrHmVeXkD8+6ZCf66qv5cVf30VGyUgW/eJ3ewXAvL65jR+9vI0rJ2Xx50VlwybFSJYF9b0utrQMsKXVxpaWAaq7nQgB47JiuWxCBgvHZww13T0aFPFTOOmsHXBxU0UTAVnm8dG5zEs49l2bT2VarR4ufWwVJp2GN783k/ivWP9zfwghWFrZzW/fqaTL4eM7s/K5c37xCUmYPxDWYIibK5r4YsDFLVlJ/Co/Hc1JDn44VgRkmb81d/NwczcxGg0/yk3h+vSEw6pI0tPs4LMl1fS2OCk7M4MZiwvRHOLvVPHZMpb+829MvOhS5lx/017bHlhazSOf1nHXeSXcNqfwAHs49ekY8PLOtg7e2NLOzi4n+UlmPvnRmUct6Ir4KZwStPoCfKu8kUqXl18WpHNbVtKwuVs9FmxusXHVE2sZmRrF09+a8pULYO9ClgWf1/by6Kd1bGiyUZxi4S+LxjA+++RW2tnp9vLN7Y10+oPcX5LFlWlfz4CnSpeXX9W2s3rARYZeyw0ZiVydlkDiIYI6wiGZtW/Ws3VZK0nZUZx3SynRCQdPj/jkqX+ydel7zL3hZiacv2BovSwL7nhpK+9s6+DvV43jknEZx+S7nSzcA342bO5iwB1g4cVFR70/RfwUThnc4TA/rGrlnd4BFqfEcX9JFsZTNEH2eLBsRze3Pb+Z7HgT/7txCumxR54T1mn38t72Tp5f30JDr5vkKD13zi/m8omZaE7yb7m0z85tO5oxq1X8tzSPiV/zmq9CCD61Onm0pYdVAy5UwLRYCxckxTA3Pop8o/6AN3iN2/tY9t8dqNQS599SSnrRgW9a5HCYdx76E3Ub1u4TAbqrtN7mFhvP3HjiUiCEENg6PXTWD2Dr8uDo8xL0hwkFZFRqCa1Bjc6giTzq1WgNGnQGNZJKIhySkUOCoD+Ma8CHy+pnoMeDxx5plRSXauKae6cdtY2K+CmcUggh+HtzN39u7GJslJGny/L26er8dWZNfT/f+d9GdBoVf1k0hvmjUg75mR6njw/Ku3hnWwcbm20AjM2K5VszcrmgLO2kBzzsKnLw58ZOyqKMPF2aR/pp1u2jyuXl7Z4B3u+zU+2O5B9m6LXMiY/izPhoZsVZ9pkftHW5ef+f5Th6vcy6qpjS2QceuYUCAd74y720VlYw/+bvU3bWOUPbdpXW6xosrVecEnXA/RwN4aBMa5WVus09NFf04xtscKvRqYhONKIzaNDoVMjhiLD5vSGCg6XtdpWy2xOVSsIcq8cSryc6wUhSdhRJOVEkZlrQGY5+flgRP4VTkg977Xyv6vQZJexJXY+T21/YSlWng+n5CVw3LYdp+fFDc4E9Tj813U42NFr5vLaP7W0DyAKKUyxcPCadC8eknTI5Xp6wzJ07W3irZ4DLBsvbnU6j+f3R7PWzwupkhc3JSpsTR0hGAqbHWvhuVhLzE3bnN/q9IT76TyUtlf2Uzs7gjCuLDthBI+jz8fZDf6Jp6ybOuPqbTLlk8dB+dpXW06ok3vjeTFKOYWk9t91PxYp2Kj5vx+cKojdpyClLILMkjrTC2Ehu5SGmMGQ5IogiLFBpJNRaFSqVdFynPhTxUzhlqXJ5uaH86z8/tD/8oTDPrW3h8RX19Dr9AGjVEqHBgtEAKikywptdlMSFY9KO2x39V6V9cB633OXlF/lpfD87+bSaxz0cQrJgq9PDp1YHL3ZaafcHmR5r5o9FmUMNdGVZsPbNerZ81EJ6USzn3VyKMWr/I+dwKMgHjz5E9erPGTHzTM655Xa0+ojQVbTbufJfa8hJMPPyd6dj0R/d6Km31cm2T1qp3dCNLEeq14yelU7WyHjUp3B6xS4U8VM4pdkrMjAziV8VfH0iAw+HUFhmS+sA21oH6HcH0KokEqP0FCZZGJ0Rc9xayBwtG+xubqxoxBuWeWxUDuccRt7b6U5QFjzf2c+fGzpxhMP8IDuFH+Wmoh0836vXdfHpczsxRek4/9YykrL2f7MjhGD9m6/wxUvPkpSVwwU/+AmJWTlApAj2jU9vYEZBAk/dMPmIq/rIsqBpex/bPmmlo3YAjV7NyBlpjJmTSWzK8MrRVMRP4ZQnJAvurW/nP219nBkXxb9GD/+csK8zz3f287PqNjIMWp4uy6fEfHrlbh4ttmCIXw2WehtjMfLwqGxGmCOjwJ5mB+//sxy/O8hZ3xxJ0aQDzwk3bt3EB4/8lYDXw/TF1zB5wSJUajUvb2jlrte2c+7oFB6+evxh1XMNeENUrelk+6dtOHq9WOL1jJmbxaiZaYeVlH8qooifwrDh+Y5+flrTRqZByzNl+RQrF9VTipAs+G19B0+09TI7zsK/RuceVpK3wv55v3eAn1S34QqH+WleGrdkJaGWJNx2P0ufqKCz3s6Ec3OYekn+AcuAeewDfPLkP6lZt4qEzGzOuPqbFEycwjOrm7j3nR3MLUnin9dNPGDep63LTfln7exc00nQHyY1P5qx87LJH5eIapjP3SripzCsWD/g4saKJnyy4k47lRgIhrilspkVNiffyUzk1wUZp5V7+njRGwhyV3UbH/TZmRZj5m8js8k16gmHZD5/qYYdKzvIHp3AOTeNOugIrHbDGlYueRpbZzuphcWMP/citmpyuPudnUzOieef100gwRKpLeq0+mjc1kvN+m66Gx2oNBJFE1Mom5tJSu7XpwCFIn4Kww4lkOLUosbt45vlDbT5gvylJJNr0o6+y7bCboQQvNpt4+7aNkICfl2QzjfSE5AkiYrP21n5Yg1RiQYu+O4Y4tMPHBUdDoWo/GwZG999A1tnOwZLFNr8Mt7vjsFiKWRRXjruFhf2Xi8ACRkWiqekMGJ6Gqbor19qiiJ+CsMST1jmRztbeLNngEuTY/nriGxMw9wNMxz5uM/OrTuaMahUPFWay5TD6L2n8NXo8AW4c2crK2xO5sRF8eCILNINOjrqBvjwX+UE/WGmLsinbG7mAdMhQsEwPU0OqlZtpHHzChw9VQjhB9SgzUabWMyk2TMZMa3koEL6dUARP4VhixCCf7T08KeGTsosRv5blkfGaZY8fbIQQvBoSw9/UH77E4oQgmc6+vlNXQdaFfyhKJPFKXG4BwKseH4nTeX9WOL0jJiRRkpONGqtCqfVR3+7i+5GB70tTuRw5LoenWQkNdeCztBNf08lO7dtRO+NFEmwpKRTMnkqxVNnkl584vtNnggU8VMY9nw0WDZLp5L4Y1EmlyTHKm7Q44g3LPN/1a281m3jkuRYHlJG3SecJq+fO6paWGd3c1Z8FL8vyiTPqKO5op+tH7fQXjsAe1y+NVoVSTlRpObHDC1fdmUKIXhh2WbeemcZaY5GMv2dSHKY9OKRTF6wiIKJU5BOYJ/FYFimY8BLq9VLq81Di9VDdZeTWJOWB68Yd9T7V8RP4WtBrdvH7VUtbHV6OC8xmj8XZ5GqH54h2Kcy3f4g3yxvZKvTw8/z0vhBjjLferIIC8GTbb3c19hFQBbcmp3M7dnJWDRq/N4Q1g43QhaYonVEJxkPuzFsv8vP35bV8sraOka7qpnqqUDtthGXnsn4cy9k9Jnz0BkPP6fP5g7Q5fDhC4bxBsP4gzK+YBhfKIwvKOMNhLF5AvS5/PQ6dz366bR7kfcUcJVEQZKF6QUJ3Ltg9JH+XPugiJ/C14aQLPhXWy/3N3ailiRuy0rmu1lJmA8jj0nh0JQ7PXyzvJGBUJhHR2ZzflLsyTZJgcgNye/qO3i120acRs13spK4KSPxqJtD1/e6+NeKet7a3Ea2o5YZ3gqiXV2o9AaKZ85l2kULSMjIAiKjxl6Xn6Y+D3U9Lmq6nYOLiz6X/5DHUkkQb9aTaNGRFKUn0aInM85IVpyJzPjIY1qM4ZgWZ1fET+FrR6PHz+8bOniv106yTsMPclK4OjVeEcGj4L3eAb6/o4V4rZpnyvKGZcf1rztbHB4eaurio34HBpXEeYkxnJcYw6QYMxl67Vceofc4fby6qY2PKrvprK1mjKOCIncdamR6zJnUx41ipyEPV3i3MJl0aopSoihOtlCSGkVGrBGDTo1Bo8aoU2PQqjBo1OgHH6ONWtQnODVGET+Fry0b7W5+X9/BWrubGI2a69ITuD49gVyj/mSbNmzY1ZHhT42dTIg28XRpHsmKO/mUpsLp4blOK29127CFwgAYVBLJOi0GlQq1BGpJYn9SY1ariNdqiNOqSdFrKTIZKDLpKTIb0KtU2L1BdnQ4KK9rxbblC6hZj8ZtRWj1GEomkTt9DmPGjyEzznTYbtaThSJ+Cl97NtndPN7ay3u9A8jAhGgTl6XEcU5CNNmKEB4QX1jmx4OBLZelxPFgSRYGJbBl2BCUBTvcXjbZ3bT6AvQEQvhkGVlE5gu/jAy4QmFsoTC2YIi+QIhdjYb0KolxUSamxpiZGmthWqwZs1qNEIL2qkrKP/2ImrWrCAX8JGRmM/rMeYyafRbm2JPbPPlgKOKncNrQ7gvwRreNN3psVLoiPdXyjDpmx0UxJcbMxBgzOQadEsBBpKD4DeWNrLe7+VleKnfkpCi/y2mGLyzT6PVT7fax1elh3YCbcpeHkACtJDEx2sTs+CjOjItibJSJsM9L9ZrPqfzsEzpqqpBUKvLGTWT0mfPInzgVjfbU8hgo4qdwWlLn8fGZ1ckKq5PVAy7c4cg9brxWzcRoM5OizUyMMTEh2nzahfG3eP1cs72BVl+Af4zMYUFy7Mk2SeEUwR0Os8HuZqXNxUqrk3KXFwFEqVXMjLMwKy6K2XFRxA/0suPz5ez4fDkuaz8GSxQjZp5J2VnnkJybf7K/BqCIn4ICYSGodvvY5HCz0e5hs8NNrWewh97gHe4ZcVGcFR/F+GjT13oEVO70cO32Bvyy4OmyPKYrFVsUDkJ/IMQXA05WWl2ssDlp9QUASNdrmRUXxbQYE4kdzbhXL6dp/WrCwSCZI0sZf/7FFE6ahkp98oLQFPFTUNgPA8EQGx0eVttcrBpwst0ZucPN0Gu5MCmWi5IiUXSqr5EQrrA6ubGikViNmiVj84fa6CgoHC7NXj+f25x8bnXxhc05FHCjlSTyDVoSnFY0dVWYO5rJkkPMmzyJyWfNxxR94gvUK+KnoHAYDARDfNzv4N3eAT6zOvHLggy9lktT4rg0JY5RZsOwHhG+0mXlzp0tFJsMLBmbT5peKVWmcHTIQlDn8bPD5aXC5aXG7aPe46fJ6yc8+B5Jlkkc6KVELZiVn8sZOVmMshgxnoCpBkX8FBSOEGcozNI+O69321hhcxIWUGwycGlKLJemxA2rVIpd9VH/2NDJGbEWnirLI1rJh1Q4jgRkmWZvgDqPj3Xtnaxp66RWpcdjjBTSVgMjzAbGRpsYGxVZRloiqRbHEkX8FBSOgr5AiHd7B3iz28ZauxuA8VEmLkyK4ezEaEpMp+6IMCwEd9e283R7H5elxPG3EVnoTmDtRgWFXXicDpYv/4SPtm2jxRyLLbeEzoRUHCLyv6OVJDINWjL0OsZFm/hlQfpRH1MRPwWFY0SbL8BbPREhLHdFeqJlGXQsSonj2vQEsk6hrgfesMxtO5r5oM/ObVnJ/LIg7Ws1f6kwPAkG/FR8+jEb3n4NR18vmhFlGOYvoC81m1Z/kHZfgDS9jn+X5h71sRTxU1A4DnT4AnxidfB+r53PrE4AFqXE8ePcVPJMJ9ctag2G+Ob2RjY63PyuKINvZyadVHsUFL5MOBRi56oVrHvzFWwdbcRnZDHt0isomTH7mEWIKuKnoHCcafMFeLKtl6fb+wgKwW1ZydyZm3pCJvW/zJ45fI+OzOEiJYdP4RRGlsPUrF3Futdfoq+1mdjUNKZeeiWjz5x31NMJivgpKJwguv1B/tDQwctdNvKNeh4akcXUE5hHt93p4brBHL5nyvKYpuTwKQwThCxTt2Eta19/CZ3JyJW//vNR71MRPwWFE8xKq5P/q26l1RfgztwU7sxJRXOciwC/1WPjh1UtxGs1PD+2gBKz4bgeT0HheCCEwOdyYoyKPup9HUz8lLAvBYXjwKz4KD6ZXMKi1Dj+2tTNoq11tA1WxjjWyELwl4ZObqlsptRi4sNJxYrwKQxbJEk6JsJ3KBTxU1A4Tlg0av4xModHRmZT4fIyb0M1b/XYjukxuvxBrtpWz0PN3VydFs+r4wtI0p1axYUVFE5FFPFTUDjOLE6N55PJJeQb9dxS2cz3dzTjCIUP/cGDEBaC5zv6mbt+Jxvsbu4rzuTBkqxjniSsoPB1RXOyDVBQOB3INep5e0IRf2vu4m/N3ay1u/hDUSbnJEQfUUSbLAQf9tl5qKmbcpeXydFmHhyRRZHi5lRQOCIU8VNQOEFoVRI/yUvjrPhofrizhW+WNzI7zsIPclKYGWs5qAj2+IO82WPjmfZ+6r1+sg06/jkqh4XJsadsdRkFhVMZRfwUFE4wE2PMLJ88gqfb+/hbczeLt9aTZdAxNz6KEWYDsVoNagl6AyGavX7W2d1UOL3IwLgoE/8ancOFibHHPXpUQeHrzEkVP0mSfgw8ACQJIfqkyC3s34ELAA9wgxBi88m0UUHheKBVSXwnK4nr0xN4s8fGe7123ui24RxsuLsLo0pifLSZO3NTuCQ5jmLFvamgcEw4aeInSVIWcA7Qssfq84GiwWUq8M/BRwWFryUGtYqr0hK4Ki0BIQQ9gRCucJiALEjUaUjQapR6nAoKx4GTOfJ7CLgLeGuPdZcA/xORzPu1kiTFSpKUJoToPCkWKiicQCRJIkWvJQUlVUFB4XhzUuKiJUm6BGgXQmz70qYMoHWP122D6xQUFBQUFI4Zx23kJ0nSMiB1P5vuBn5BxOV5NPu/GbgZIDs7+2h2paCgoKBwmnHcxE8Icfb+1kuSVAbkAdsGQ7Qzgc2SJE0B2oGsPd6eObhuf/t/AngCIrU9j53lCgoKCgpfd06421MIUS6ESBZC5Aohcom4NicIIbqAt4FvSBGmAXZlvk9BQUFB4VhzquX5vU8kzaGOSKrDt06uOQoKCgoKX0dOuvgNjv52PRfA906eNQoKCgoKpwNKFVwFBQUFhdMORfwUFBQUFE47FPFTUFBQUDjtUMRPQUFBQeG0Q4rEmAxvJEnqBZqPwa4Sgb5jsJ+TwXC2HYa3/cPZdhje9iu2nzyGg/05Qoik/W34WojfsUKSpI1CiEkn246vwnC2HYa3/cPZdhje9iu2nzyGu/2K21NBQUFB4bRDET8FBQUFhdMORfz25omTbcBRMJxth+Ft/3C2HYa3/YrtJ49hbb8y56egoKCgcNqhjPwUFBQUFE47FPEDJEk6T5KkakmS6iRJ+tnJtmd/SJL0lCRJPZIkVeyxLl6SpI8lSaodfIwbXC9JkvTw4PfZLknShJNnOUiSlCVJ0qeSJO2QJKlSkqQ7hpn9BkmS1kuStG3Q/t8Mrs+TJGndoJ0vSZKkG1yvH3xdN7g992TaP2iTWpKkLZIkvTv4eljYLklSkyRJ5ZIkbZUkaePgumFx3gzaFCtJ0quSJO2UJKlKkqTpw8F+SZJKBn/zXYtDkqQfDgfbDxshxGm9AGqgHsgHdMA2YNTJtms/ds4GJgAVe6y7D/jZ4POfAX8ZfH4B8AEgAdOAdSfZ9jQibasAooAaYNQwsl8CLIPPtcC6QbteBq4aXP84cOvg89uAxwefXwW8dAqcPz8CngfeHXw9LGwHmoDEL60bFufNoE3PAN8efK4DYoeT/YN2qYEuIGe42X7Q73WyDTjZCzAdWLrH658DPz/Zdh3A1twviV81kDb4PA2oHnz+L+Dq/b3vVFiAt4D5w9F+wARsBqYSSfDVfPk8ApYC0wefawbfJ51EmzOBT4CzgHcHL1DDxfb9id+wOG+AGKDxy7/fcLF/DzvOAVYNR9sPtihuT8gAWvd43Ta4bjiQInY3++0CUgafn7LfadCNNp7I6GnY2D/oNtwK9AAfE/EWDAghQoNv2dPGIfsHt9uBhBNq8N78DbgLkAdfJzB8bBfAR5IkbZIk6ebBdcPlvMkDeoH/Drqc/yNJkpnhY/8urgJeGHw+3Gw/IIr4fU0QkdutUzp0V5IkC/Aa8EMhhGPPbae6/UKIsBBiHJFR1BRgxMm16PCQJOkioEcIselk2/IVOUMIMQE4H/ieJEmz99x4ip83GiJTFf8UQowH3ERchUOc4vYzOBe8AHjly9tOddsPhSJ+0A5k7fE6c3DdcKBbkqQ0gMHHnsH1p9x3kiRJS0T4lgghXh9cPWzs34UQYgD4lIirMFaSpF0Nofe0ccj+we0xQP+JtXSImcACSZKagBeJuD7/zvCwHSFE++BjD/AGkRuP4XLetAFtQoh1g69fJSKGw8V+iNx0bBZCdA++Hk62HxRF/GADUDQY/aYjMsR/+yTbdLi8DXxz8Pk3icyl7Vr/jcEIrGmAfQ9XxQlHkiQJeBKoEkI8uMem4WJ/kiRJsYPPjUTmK6uIiODiwbd92f5d32sxsHzwLvmEI4T4uRAiUwiRS+TcXi6EuJZhYLskSWZJkqJ2PScy91TBMDlvhBBdQKskSSWDq+YBOxgm9g9yNbtdnjC8bD84J3vS8VRYiEQq1RCZx7n7ZNtzABtfADqBIJE7ypuIzMV8AtQCy4D4wfdKwKOD36ccmHSSbT+DiHtkO7B1cLlgGNk/BtgyaH8FcM/g+nxgPVBHxC2kH1xvGHxdN7g9/2SfP4N2zWF3tOcpb/ugjdsGl8pd/5vD5bwZtGkcsHHw3HkTiBsu9gNmIqP+mD3WDQvbD2dRKrwoKCgoKJx2KG5PBQUFBYXTDkX8FBQUFBROOxTxU1BQUFA47VDET0FBQUHhtEMRPwUFBQWF0w5F/BQUThCSJCXsUSW/S5Kk9sHnLkmSHjsOxyuRJOmzwWNUSZL0xOD6cZIkXXCsj6egMJzQHPotCgoKxwIhRD+RvC8kSboXcAkhHjiOh3wYeEgI8dbgMcsG148DJgHvH8djKyic0igjPwWFk4wkSXOk3X327pUk6RlJklZKktQsSdJlkiTdJ0V62n04WCYOSZImSpK0YrDg89JdJae+RBqRgggACCHKB6sY/Ra4cnBEeOVgJZWnpEjPwi2SJF0yeIwbJEl6a3D0WCtJ0q+P/6+hoHBiUMRPQeHUo4BIDc4FwHPAp0KIMsALXDgogP8AFgshJgJPAX/Yz34eApZLkvSBJEl3SpIUK4QIAPcQ6dM3TgjxEnA3kTJmU4C5wP2D5cQgUktzEZEqN5dLkjTpeH1pBYUTieL2VFA49fhACBGUJKmcSCPRDwfXlxPp6VgClAIfR8qmoiZS+m4vhBD/lSRpKXAecAlwiyRJY/dzvHOIFL/+v8HXBiB78PnHg+5aJEl6nUipuo1H/Q0VFE4yivgpKJx6+AGEELIkSUGxuwahTOR/VgIqhRDTD7UjIUQHkZHhU5IkVRARzS8jAYuEENV7rZSkqezbskaph6jwtUBxeyooDD+qgSRJkqZDpF2UJEmjv/wmSZLO22OOMJVIUeJ2wAlE7fHWpcDtg903kCRp/B7b5kuSFD/YzWIhsOo4fB8FhROOIn4KCsOMwXm7xcBfJEnaRqRLxoz9vPUcoGLwPUuBn4hIm51PgVG7Al6A3wFaYLskSZWDr3exnkgfxu3Aa0IIxeWp8LVA6eqgoKCwXyRJuoFIa5rvn2xbFBSONcrIT0FBQUHhtEMZ+SkoKCgonHYoIz8FBQUFhdMORfwUFBQUFE47FPFTUFBQUDjtUMRPQUFBQeG0QxE/BQUFBYXTDkX8FBQUFBROO/4f/3Grdruzyw8AAAAASUVORK5CYII=\n", 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jV2SddDaqlCmZnzafN468QbOtmSh9/wgRkCSJdUUtPLGqiPouBzeMSeB3czPR+7OYnDUqhYy/zB9CZlQAj64sYuHLubx+0ygSQv0B8T9WLtqaiSRJv5EkKU6SpCTgOmCTJEmLgc3AVyk3bgY+u0hd/F5TZ67j0V2Pkh2ezX059/XZpr7LzsKXctlS1sZjV2Tx2k0jfxDC9xV3TkrmrknJvL2rhn9tKj9l24VpC5EkiU+OfnKBetc3kiRR3GTmX5uOMuef27n7nXw0Sjkf3TWWv8wf4he+b8mN45J4+7bRtJhdXPniDnZXdlzsLvm5SPTHb9KvgA8FQfgzcAD4z0Xuz/cOj8/DL7f9Epkg42+T/tZn7srKNis3vLYHu9vLW7eOZmJa30ui33d+PSeDdquLZ9aXEWpQc8OYvpfI4wLiGB8znuVHl3Pn0DtRyC7cV8Pp8bGrsoNNxa1sKmmlwdQTrJ8dH8Sz1/Q4afhj1c4fE1LD+PS+Cdz+1j6WvL6HP84bxI1jE3/UISI/RvqF+EmStAXYcuzflcDoi9mf7zvP73+ewo5C/jnln31WaDjaYuGG1/cgihIf3zOOjKgfrgu4TCbw9MKhdNnc/P7Tw4TolcwZHN1n20Xpi3hwy4PsaNjBlPgp32m/zE4Pm0taWXOkma1lbdjdPrRKOZekhfGz6alMzYj4Qc3C+xsDwvR8cu8Efv7RQf74WSF7qjr564Ihfjvgj4iLHud3PvCHOnzN9vrt3LvxXq4deC2/H/v7E7aXt1q59tVdyGQC798xhrTIH4ebvN3tZfHreyhsNPP2baMZmxx6QhuP6GH2stkMDBnIyzNOGVp6zn1YfbiZzw81klvRjscnER6gZtagSGYMimRccigaZf8OtfihIYoSr26r5B/rSokP1vLi4uFkxVzY8Bw/3x39Ns7vfOEXvx7a7G1cvfJqwrRhvH/Z+6jlxxd9bep2cPXLu3B5fXx09zhSwg0XqacXhy6bm0Wv7qKl28lHd4/rM+j51UOv8q+D/2LZvGUMDBn4rc8pSRL7qrtYll/HFwVN2Nw+4kO0XDo4mtlZUeTEB/mD0/sBe6s6+ekH++mye3hq/hAWjoi72F3ycx7wi9+PAI/o4e71d3Ok/QgfXvYhyUHJx2032d1c8+ouGk1OPrxrLINjf5yj20aTg4Uv5+IVJZbfM/4Ebz+z28zsZbOZEDuBf0z+xzmfx+X18fnBRv6zo4qSZgt6lZzLhkazaGQ8IxOD/falfkiH1cX97x9gV2UH901N4eGZA/0Dk+85/Tq3p5/zw9/2/o19zfv4w9g/nCB8To+PO97Ko7rdzr9vHPGjFT6AmCAtb982GrdX5KY39tBudR233agycl3GdayrXkd516k9RPvC4xN5Z1c1lzy9mV8uKwDgbwuHsu/3M/jb1dmMSgrxC18/JdSg5u3bR3PdqHhe3FzB/R/sx+H2Xexu+fmO8IvfD4APSj7gw9IPuSXrFualzDtumyRJ/P7TI+TVdPHstdmMT/1henWeDWmRAbxxyyiazU5ufXMfVpf3uO03DboJg9LAP/LPfOYnSRKrDzcx67lt/OGzQgaE6Xnn9tE9yaZHxaNT9QvfMj+nQSmX8dSCIfxubiarjzRz/Wu76fifAZKfHwb+Zc/vOZ+Vf8bvd/6eKfFT+OeUf56Qm/KNHVU8vqqIn01P46GZ6Repl/2TTSUt3Pl2PmOTQ3jjllHHpUF7q/At/pH3D16a/hKXxF1yyuPsq+7kL18Wc6DWRHqkgd9cmsmUgeE/6hmeJElUVFRQUFBAU1MTHo8HrVZLbGwsAwcOJCUlBZmsf4+91xY287MPDhAdqOGt20aTGKq/2F3yc5b4bX4/UJaXLefx3Y8zJmoM/zf9/05wcNlxtJ2b39zL9IwIXlkywm+/6IPl+fU8vPQQlw2N5v+uy+m9Rx6fhwWfL+it9K5TnpgJpLjJzD/WlrKxpJVIo5qHZw5k4Yi4H33eSJfLxYoVKygtLUWr1ZKQkIBKpcJqtdLQ0IDb7SYoKIhJkyaRnZ2NXN5/PVzza7q44619yASB/9wyimHxQRe7S37OAr/4/cDw+Dz86+C/eOPIG0yIncCzk5894eVc02Hjin/tJNKoZsW9EzD4M4OclFe3VvDU6hIW5MTylwVDesMN8lvyuXXNrVwz8JresBFRlNhZ0c5budVsLGnFoFbwkykp3Dp+wBlVkPihIEkSHR0d1NTU0NHRgdlspru7m+7ubiwWC5IkIZPJMBqNxMbGkpiYSFZWFmq1mtLSUnbu3EljYyNhYWHMmjWLtLS0fjtTrmyzcvObe2mzuHjxhuFMz4y82F3yc4b4xe8HxM6Gnfx171+pNlezKH0Rvx3z2xOykVhdXha8tJNWi4vP75voz194Bjy/4SjPbSgjIyqA3182iPEpochkAn/b9zfeLnyPBwb9g87OeL483ERNh50wg4rrRydw+8QBBOm+nwnAzxar1UpFRQUVFRVUVVVhsVgAkMvlGI1GAgICMJlMmM1msrKyMBqNdHd3U19fj9lsRiaTkZmZydSpUwkNDaWkpIQNGzbQ0dFBcnIys2fPJjKyfwpLm8XF7W/t40hDN09cNZjFYxIvdpf8nAF+8fsBUGep4+/7/s7mus0kBCTwq9G/6rMCgShK3P1uPptKWnn7ttFM8Du4nDGbS1v53YrDNHY7CTOoSQjRYnN7KWs1IYkKZEJPaqyFw+O4dEjUaUsl/RBwOBwcOnSIgoICGhsbAdDpdAwYMIABAwaQlJREaGgogiCQl5fHqlWrmDVrFuPHH59IvaWlhYMHD5Kfn4/H42HixIlMnjwZgLy8PLZs2YLL5WL48OFMnToVg6H/xaDaXF7uf38/m0vbuH9qKg/PSu+3s1U/PfjF73uMx+fh9SOv83rB68hlcu4aehc3DbrppHX5nl1XygubyvnTvEHcOmHABe7t9x+nx8fqI01sL2un2exEp5ITZoT1za8RFWbioyvfwKDqfy/m843T6WTnzp3s3r0bj8dDdHQ0GRkZpKWlERUVdYKzSldXFy+++CJqtbpXEKKjo8nJySEjI6O3vdVqZcOGDRw8eJDIyEiuvvpqwsPDsdvtbN26lX379qFQKJg0aRJjxoxBqexf6ca8PpHff3qED/fVMT8nlqe+sUzup//hF7/vKTXmGh7c/CDlpnLmJM3h4ZEPn7LczqqCRu5//wCLRsTxt6uH+kel55E9TXu4e/3djI8ZzwvTXrigia8vJJIkceTIEVavXo3dbmfw4MFMmDCB6Oi+86FKkkRZWRkrVqzA5XKh0WhIT09HJpNRVVVFd3c3kZGRzJ07l8TEr5cKS0pK+Pzzz3G73cydO5ecnBwEQaC9vZ1169ZRVlZGYGAgY8aMITs7G72+/3haSpLEvzaV88z6MnISgnj1xhH+PKz9FL/4fQ/Ja87jgc0PIBfkPDHhCSbHTz5l+8P13Sx6NZfBMYG8d+eYH8WS3IXm49KPeWL3EyzOXMyvR//6YnfnvONwOFi5ciVFRUXExsYyd+5cYmNjT9q+oaGBdevWUVNTA8CQIUOYN28eKlXPqoQoihw5coSNGzfS3d1NdnY2s2bN6hUyi8XCihUrqKqqIisri3nz5qHR9IhIRUUFW7Zsoa6uDrlcTlpaWu/Ms78I4erDTTz08SGCdEreuX0MqRE//BWB7xt+8fuecajtEHeuu5MofRQvTX+JuIBT5xlsNTu54l87kcsEPrt/AmEG9Snb+zl3/rbvb7xT9A6/HfNbrs+4/mJ357zR3d3NO++8Q2dnJ1OnTmX8+PEnDUFobm5m+/btFBYWotFo8Hg8JCYmcuONN/a52uB2u9m2bRu5ubmoVCpmzZrVO9MTRZEdO3awefNmAgMDufrqq4mL+/p5b2lpYf/+/RQVFWGxWBAEgdjYWFJSUkhNTSUmJuaihkoUNnZz8xv7EAT48K6xP7p8uf0dv/h9j2i0NnLNqmswqoz8d85/idBFnLK90+Pj2n/v5miLhWX3jO8zWbOf84dP9PHg5gfZ1rCNF6e/yMTYiRe7S9+a1tZW3nnnHdxuN9dddx0DBpxoK5YkifLycnbt2kVlZSVKpZIxY8bQ1NREbW0t9957L8HBwac9z6pVq6itrSUxMZHLL7+c8PBwAGpra1m+fDkWi4Xp06czbty44+yKkiTR1NREaWkp5eXlNDY2IkkSGo2G5ORkUlJSSEtLw2i88M//0RYL1/17Nwq5wLJ7xhMf4veu7i/4xe97gtvn5ubVN1Ntruajyz8iwdh34dWvkCSJhz4+xCcHGnhlyQjmDD65PdDP+cPusXPzmpups9TxzqXvkBacdrG7dM7U1tby/vvvo1AoWLJkCVFRxz9DXq+Xw4cPs2vXLlpbWzEYDIwZM4aRI0dSXl7O8uXLmTNnDmPHjj2j84miyMGDB1m3bh1ut5uJEydyySWXoFQqcTgcfP755xQXF5OSksL8+fNP6vVpt9uprKykoqKC8vLy3rCLtLQ0Ro4cSVpa2gXNIFPSbOaaV3YRolex9J7xhAf4V1/6A37x+57w/P7nef3w6/xzyj+Znjj9tO1f3lLB02tKeHhmOj+d/v19AffFVzFljY2N2Gw2bDYboigiCAJ6vZ6QkBASEhJITEzstTFdSJptzdzwxQ0oZUreu+w9wrTfv5CSkpISli1bRmBgIEuWLDlu5uZ2u8nLyyM3Nxer1UpERATjx49n8ODBYPXReaiBN7Z9hFHQMT/wEuRyGTKtoudHr0QRpkURrkMVa0CmPdE5yGq1snbtWg4fPkxISAhz5swhLa3nGc7Ly2Pt2rWo1Wrmz59PamrqKa9DkiTa2to4cuQI+/fvx2q1EhgYyKhRoxg9evQFez7ya7pY8voeksL0fHjXWAK1/ctTtb8iSRImk4muri58Ph9arRaj0XheZvF+8fseUNZVxrUrr2Vu8lyenPjkaduvL2rhrnfyuHxoDC9cN+x779np9Xqpq6vrHck3NzcDoFKpMBgM6HQ65HI5kiRhtVrp6upCkiTkcjmDBg1i+PDhJCUlXdD7UNhRyC2rbyE9JJ3/zPoPGsX3x+MvPz+fVatWERMTww033NDrRPLVzGzjxo3YbDaSkpKYOGEC8booXMWdOIo68DTa2KIspELewrXh0wjVBoMoITq8PT9WN5Jb7DmRAKq4ADRZoehHRiI3HC9EFRUVfPHFF3R2dpKQkMC0adNISkqipaWFZcuW0dbWxvDhw5k5cyZarfa01+Xz+SgtLWXfvn1UVVVhNBqZPn06Q4deGO/nrWVt3PHWPnLig3nrttE/qqw/Z0tjYyMHDhygqKgIm8123LaoqCjuueeeb30Ov/j1c0RJ5KbVN1FrruWzqz4jWHNq20lxk5mFL+eSGmHgo7vGfW+/YJ2dnZSXl/dmDHG73chkMuLj43sdGvqKKQPweDzU1tZSUlJCQUEBLpeL2NhYpk6dSkpKygUTwY01G/n5lp8zO2k2T096GpnQv5M1i6LIli1b2LZtG6mpqVxzzTW9M6PjbHLxCUzPmEBAuxxncSc+k6tHyBKMtEQ6WF6whkmTJjFt2rQTziFJEqLZjafVjquqG+dRE546CyhkGKfEETA5HkH59X3yer0cOHCArVu3YrVaSUlJYfr06YSFhbF161Zyc3PR6/XMnTuXQYMGnfG1VldXs27dOhobG0lJSeGKK64gMPC7L+e18lAjP/vwANMGRvDKjSNQyvv3M3GhMZlMrF69mtLSUhQKBenp6SQnJxMaGopCocDhcCAIQu9KwLfBL379nJUVK/ntjt/y5MQnuSLlilO2bbO4uOrFnXhFkc/vn0ik8fsz2xBFkerqaoqLiykvL6erqwuAoKAgUlNTSU1NJSkpqdfd/Uxxu90UFBSwfft2uru7SUxM5NJLLz3BfvVd8caRN3gu/znuHno39+fcf0HOeS44nU4+//xzioqKyMnJ4fLLL0cul+PxeNi6dSt7d+4hWRbJyNBBaFtBcvoQlDLUqUFoB4WiyQzBLffxyiuvoFAouOeee844CN3TYsO8oRbH4XaUUXpCl2SiCDt+JufxeNi7dy87duzA4XD0pkLzer18/vnnNDc3k5yczLRp047zCD0Voiiyb98+NmzYgEwm49JLLyU7O/s7Hxy9u7uG3396hCuyY/jHomxUih+XAIqSSFV3FZXdlXS7ulHL1QSpg/DV+8jdlAvAhAkTGDNmzFl/388Gv/j1Y9w+N/M+mUegOpAPL//wlDMHp8fH4tf3UNjYzdK7xzMkrv8XpZUkicbGRg4fPsyRI0ewWq0olUqSkpJ6BS8k5PwUePV6vezfv5/NmzfjdDoZPXo0U6ZMOaPlsm+DJEk8uutRVhxdwV8m/uWEmopnfTyfhLvBgqfeirfDga/bheQRkUQJQSlHppYjMyhRhGiQB2tQRuiQB6tPeQ+PHj3KypUrsVgszJo1i7FjxyIIAq0trWx7by1h7WoGEIVcFJDplWgyQ9AOCkWdGoTs2MqCJEksXbqUkpISbrvttjMWoG/iKO6ga2kZkk8i5LqBaDNDT2jjdDrZvXs3ubm5eDwehg4dyiWXXEJZWRnbt2/H4XAQExNDdnY2GRkZZzSb6+zs5NNPP6W2tpbMzEwuv/zy7zxe8KUt5fxtTSnDE4J44foc4oLP0AvUaYaGPKjbC40HwdEJAVGQMh2GXA2q/hHn2BfV3dV8UPIBX1Z9icll6v1c49UwvH040Y5ounRd6IbpmJUxi0lxk04ow3Y+8YtfP+bdond5et/TvDrzVcbHjD9pO0mSePjjQ6w40MBLi4czd0jfGTf6A5Ik0draSmFhIUeOHKGzs7M3UHnIkCGkp6d/p2mr7HY7mzZtIi8vD71ez9SpU8nJyflO48E8Pg/3bLiH/a37eXbys0xNmHpW+0uihKvchGVfE67STnD3fC99Mgm3WsQnE5GQkPlA5pOh8sqQS18PlHxK8AXLIFyNIkaPJjEQIVBJU1MT+fn51NTUEBYWxlVXXUVsTCyeBitNW4/iKuxEJ6mRVAKGYZHohkWgSjIi9FGWKTc3l3Xr1jFjxgwmTjz3EA9vl5OOd4vxNFoJvHQAhkti+xRum83Gzp072bt3Lz6fj6ysLIYPH05zczMFBQW9duHw8HBSU1NJTEwkOjoao9F4wvFEUaSzs5MdO3Zw6NAh5HI5ISEhKBQKvF4vCoUCtVqNRqNBq9USGBhIUFAQISEhREVFnfPz+kVBE48sO4QEPDQznZvGJZ04C5Qk6CiHsjVQthZqckHyAQKEDwR9OHTVQHctGCJh+h9h2GLoJ3Z+URLZ0bCD90veZ2fDThQyBTMTZjIuZhwDgwfSXtnOjo078Hq9hA0NoyGkga0NW+l2dTMgcAAPj3j4tEk8zhW/+PVT7B47c5bPIT0knddnvX7Ktq9sreCvqy+eZ6fT6cRqteLxePB4PIiieNyPy+Wis7OT1tZWampqsFqtCIJAUlISgwcPZtCgQd/5DOx/aWxsZPXq1dTV1REWFsa0adOOyzN5vjG7zdyz/h6KO4p5etLTzEqaddp9RI+Ppi1Hce9qRWkXcOGhSt5Kg6yTFpkJrwrUGjVyuRy5XI5CoegRcQkEp4jSIaB3KAjy6gkVDYRIBhT0iLwTN20yMy6Vj8iYaMIDQ5EsHtz1ViSnFx8irVoLyZcOJSQn7jg73P9SVFTExx9/TGZmJosWLfrW91B0++haWobjcDu6EZEEz09FOMnSoNlsZvfu3eTl5eF2uwkMDGTgwIGEhYXhdDqprq6mpqYGn88HgEajQa/Xo9Foep/N7u7u3u0AgiAgSRI6nY7g4GA0Gg1utxun04nD4cBqtfa2lclkRAQbGBCmIzVUQWKEEYVGD5qgnhlZQDSoTj6rq++y88fPCtlU0kpMoIY7JyVz5ZAIQtrzjgneGuis7GkckQXps2DAJIgdAZpjs1pJgtpdsOFRqNsD6XPgiv8Dw6njgL9LLG4Ln5V/xgclH1BrqSVcG86igYtYlL6IMG0Y9fX1rFmzhvr6euLi4rjqqqsIC+vxivaKXjbUbuCVg69Q0V3B3AFz+eO4P6JXnt9ZrV/8+invF7/PU3uf4q05bzE8cvhJ2+VWtLPk9T1cOiSaf12f853bKyRJorm5mfLycqqqqmhpaTnBG+tkGI1GEhISSEpKIiMj46Jn55ckidLSUtavX09HRwdhYWGMHz+eoUOHolCc//ycVreVezfey6G2Q/x69K/7zAJjs9moqqyka3c9EVVK9KKaNsFMfbgZ/eAIouNjiIiIICAg4Izd9N1uN3a7HZvFhrPBjLfBirzDh6YbZA4JySch08iRBaiQRWjYUZFHvbKT235yx2mX/4qLi1m6dCkxMTHcfPPN523WLokS5o21WDbWoko0Enpj5gneoN/E6XRSUlJCUVERlZWVeL1e5HI5iYmJjBgxgoCAAJqbm2ltbcVut+N0OpHL5SiVSoKCgggLCyM0NJSwsDBUKhW7du1i3759WCwWAgICyMnJYfjw4QQFBeHpbqY7byntRTto6LBSTyS1xOBDgRIPA6glk3IGUokOZ49IhWdCZBZEDYbIwRCRCeqAnmv1uNh+4DAvbKsnr12JAh+TZYeYpjjMlCQtsYMnQvpsCDp1bC+iCHv/Dev/2HPsq17uEcsLSGV3JR8Uf8DnFZ9j99rJDs9mceZiZiTMQClXYjKZ2LRpEwUFBRgMBqZPn052dnbfjmvHEve/cugVkoxJ/HPqPxkQeP4S8vvFrx/iFb1c/snlhGnDeOfSd04qaC1mJ5e9sJ1ArZLP7p/4nRaldTgc7N+/n4MHD9LW1gZAREQEsbGxhIaGYjQaUSqVKJVK5HI5giAgk8mQyWSoVCqCgoIuSszdmeDz+SguLmbHjh00NzcTEBDA2LFjGTFixHk3uNs9dn657Zdsq9/GdQOv45cjf0lzYzNHjx6loqICX72NsZ50wiUjVp0b36hAEiYOJCAg4Lz2oy8kSeKjjz6irKyMW265hYSEk79sJUli7969rFmzhtjYWJYsWfKdOCfYC9ro/LgMuUFJ6M1ZqKJPP/r/ytu3oqKCwsLC3gTac+bM6TNDzcnw+XyUlZWRn59PeXk5AKlGD+Osq0kWKxCihkDaLIgehlsXRXW7g/Kaekqr6um2OhAESAqSkxlgJctXiL79ELjMX59AbexZnnR2935UrBrKJ/pr+MI8gAZbz/c+LcLAlIHhTB0YwagBIaf3EG0thuV3QMsRGHsvzHgUFN9dYL0oiWyv3877Je+T25iLUqbk0gGXckPmDWSFZgE9uVq3b99Ofn4+AOPGjeOSSy5BrT59v3Y37eaRrY/glbw8O+VZxkafWdKE0+EXv37IF5Vf8Ovtv+b5qc8zLeFEd3HoKZ9yw2t7ONzQzWf3TyA98rt5OVosFnJzc8nPz8ftdhMfH9/rTHCxZ27nG0mSqKioYMeOHVRXV6NWqxk5ciQ5OTm9SzLnA7vDzgvrX6C0rJQ4ZxxyrxwtKqYps4m2GEEvJ2huMvqcyD7ta98Vu3btYu3atX3W3PsmFouF1atXU1RURHp6OgsWLPhOvfLc9Rba3y5CcnoJuTYDbdaJjjAnw+fzceTIETZv3ozJZCIzM5NZs2adNt3acVhaMK39K/uPlJDPEGzoiAwNYvykqQwePPgEe/FX6daKi4spKiqio6MDhULB8OHDuWToAAJs1T3CZOsA0dtjtwtOgriREJIMx5ZdK9qsbCltY0tpG3urOnH7RAI0CqYOjGDGoEgmp4efPFje4+yZAe59FaKGwMI3IDz9zK/5DJAkiU21m3jx0Isc7TpKhC6Cawdey8K0hYRqe/5G37TNiqJITk4OkyZNOuuwkgZrA/dvvJ/q7mp+P/b3LExf+K377xe/fsj1q67H5rXx6ZWfntTD88XN5fx9bSnPXZvN/Jyz96w7HS6Xi9zcXHJzc/F6vb3la85niIAoSrgdXgQBZHIZSnX/iUlsaGhgx44dlJSUIEkScXFxDBs2jMzMzLP2BLRarbS1tVFbW0tVVRW1tbWIoohcJadGVUOmEMci83RkXoGAyXEETInv9aK8UNTV1fHmm2+SlpbGddddd8JqgyRJtLS0UFBQQF5eHj6fj8mTJzNx4sQLkirMZ3bR/nYRngYrxtlJBEyOO6slfo/HQ25uLjt27EAURSZOnMjEiRNPvUzrccLO53t+fC4YeRvecQ9SUNVCbm4u7e3tGI1Gpk2bxtChQ096H1paWti1axcFBQUolUqmTZvGqFGjzuq+2VxedpS3s7G4hY3FrXTY3ChkAtMyIrhrUjIjk0L63rF0DXx2L3gcMPsvMPxm+JZ/L0mS2Fq/lZcOvkRxZzFJxiTuGnoXcwbMQSnruZ9dXV3s3r2b/fv393rlTpkyhZCQk/TzDLC4Lfxi6y9wep28MfuNb+0J6he/fkZpZylXr7yaX436FUsGLemzTVGjmStf3MHsrCj+dcPJ7YHngiiKHDhwgE2bNmGz2cjKymL69OmnfWglUcJnduHrdiM6vEhOL6Lbh4CAhITd6qG7202nyUVrm4O2NgcOqwe+8Ygp1XIMwWrC4gOISg4kcXAIgeEXNxGwxWKhoKCgd7lXEAQSEhIYOHAgcXFxREVFoVKp8Pl8mEwm2tvb6ejo6P3d1taG3W7vPV5UVBQpKSmkp6cTHRBO04cFyGs9HNGVY5qu4Jrxiy94MLzVauXVV19FLpdz9913o1Kpem26ZrMZk8lEZ2cnTqcTQRDIyspiypQp53U2fCZIHh+dy47iONSGLieC4AVpp3TE6Yvu7m42bNjA4cOHCQ0NZd68eSQlJZ3YsHonrHwAOo7CoKt6vChDU3o3i6JIeXk5W7ZsobGxkcjISGbOnHnKdGvt7e18+eWXVFZWkpyczPz5889pOdsnShysM7GusJmP8+rosnu4bGg0f7hsEFGBfczAzU3wyd1QtbXHUWb6n3qcZs7SP0CSJLbUbeGVglco6igizhDHT4b9hLkD5qKQ9XjGlpeXc/DgQUpLSxEEgSFDhjBhwgQiIs6P841X9GL32jGq/OnNTsv3Tfz+sucvLCtbxqZFmwjSBJ2w3e0VueJfO+iwuVn34CSC9efPjtbc3MyqVauor68nISGBWbNmnTReS/L4cJR04aow4a7uxtPmAN+ZPy8+uYBXr0QM0eAO0eIyqLBZ3Vg6nLRWm7F1uwGISAwge3o8qSMjkV3AJcD/5aulrJKSEkpLS2lpaendplQq8Xq9fPP7otVqCQsLIzw8vPcnOjq6d9boLOui86MSJI+IZk4sf3H9H+tq1zEpbhKPjX/sguUD9fl8vPXWWzQ2NnL77bej1+tZtmwZtbW1KBQKAgMDCQwMJCQkhJiYGNLS0i6I/fFkSJKEZVMd5vU1qBICCL1xEPKAs/8OVFRUsHLlSkwm0/Ep0rzuHq/J3S9CUCJc/hyknjyXriiKFBUVsWHDBkwmExkZGcyePfuky6qSJJGfn8+aNWvOOD/pqXC4ffx7WyUvbilHrZDxxJWDuXJYzImzYlGEgg9hw2NgbYbABIgfBcZYUGpBrgSZEuSqnn8rNKAPA304bXIZazuPsLz8E8pN5cQHxHPnkDu5POVyvC4vlZWVlJeXU1JSgsPhQK/XM2zYMMaMGXNRKmmcKX7x60c4vU6mLZ3GxNiJ/G3S3/ps81Vw7Os3jWTGoMjzcl63283mzZvZvXs3Wq2W2bNnnzTfobfDgWVbPfaDbUguH4JKjhCtx6GQ0WX30tbuoKvThUeS8AFBkXoiEgyExRoIDdeiU8qQzG48zTY8TTbcDVYQJQSVDO2QcPSjo1DGG7B2uqjY30ZxbiNdzXaCInVMWTyQ2PSzsNV8h5jNZhobG2lpacHpdKJQKAgJCen1GNTp+p6xSqKEeUMNls11KCJ0hC7ORBmhQ5IkPij5gGfynkGn1PGHsX9gWtw4urp20919AKerEVF0o1QGo9XEotUlodMmodHEIJOpEQQlgiA/q6VASZL47LPPOHjwIAsWLECv17N8+XI8Hg9z585lyJAh34nX6/nAfridro9LkemUhN48CFXM2duf3W43W7ZsYdeuXej1ei6fPIqMA3+CxgMw+q4eR5EzDBr3er3s3r2brVu3IkkSEydOZMKECSddVm1tbWXp0qW0tbUxceJEpk6d+q1iTWs6bDz88SHyarq4fGg0f75qMEG6PgYFbjsUr4Siz6C5ANHWhkl00yaX06aQ0yaX03rsd5tcTq1SQfkxR7XBooJrI8aSk3InVc1mKioqqK+vR5Ik1Go1qampZGdnk5KSclHrKJ4pfvHrR2yo2cDPt/ycV2e8yvjYEx0OmrudTHtmCxNTw/j3TX3+zc6a+vp6VqxYQWdnJ8OHD2fGjBl9vrh9VjfmtTXY8ptBJiDGB9AgQkmlGbvFA4BGryQq2UhkciBRA4xEJBlRaU798hRdXlyV3TgKO3AUtCG5RVRJRgLnJKFOCkQSJSoPtpG7ohxzu5MhU+KYsDAV+Vkud/UHfBY3nR+W4KroRjcikqArU06w7VV0lfPirp8R6SsnRw9yfAiCCo0mCplMjdvdgcfTeZIzCCgUgQQEDCIoaDQR4bPQ69P7FERJktiwYQM7d+5k0qRJCILA1q1bCQ8P55prrumtpXcuSJKEw1GNz+dAq41HofhuZoruBisdbxci2r2EXDsQ7eBzmy03Njby2dL3aemykiWrZO68+ehz5p/Tsbq7u1m3bh2FhYUEBQUxZ84cBg4ceNJCvmvWrGH//v0kJCSwcOHCb5Vf1CdKvLK1gufWlxFqUPGPRdlckhaOV/RS0FZASWcJtZZaWmwttDpaabO30eZowyt6TzhWkMpImNJItDKA4coIkjtUWJrslNkDsKEHJGKiIklNzyA1NZXY2NjvheB9E7/49SMe2fYIuxp3sfmazShkJ4rGAx8eYPWRZjb8fDIJod/OFubz+di6dSvbt28nICCAq666iuTk5BPaSZKEfX8r3V9UIjp9WCJ05Nfb6LZ6UGkVJA4OJS4jmOiUQIIidSc6Sni9uGtqcBaX4G1uwme2ICjkyPQGVIkJqAcORBnX47wgurzY81owb6lDtHjQjYwkaO4AZDolHpeP3Z9VULCpnsgBRubcNQRD8PenLpqr0kTHByWIDh/BV6WgH3m845DDUUdT03KamlfgdDbgE9TssYgccemYPfBulmTdikreMwL3em04HLU4HDU4XU1IohtR9CBKHtzuNiyWI1gsRYCEXp9GbOxioqPmo1D0zI58Ph9r165l7969ZGdnY7FYqKysJDs7m8suu+ycQlK8Xhsm0x46OrbR3rEJp7Ph2BaBAMMgwsJnEB4+C4O+byE4V3xmNx3vFOGus2CclUjA1PizP/6Bd/F+/nN2amey1ZmBWq3m0ksvZciQIefc16qqKr788kva2tpITU1l7ty5J7WbFxQUsGrVKuRyOVdddRUDBw48p3N+xZGGbh786CDlrVaGpnTQpnsdq7cnV65OoSPGEEOYNowIXQTh2nDCdeGEa8N7/q8LJ0wbhugWKSsro6SkhPLycjweD2q1mrTEaNJdBaTUfIBeo4Spv4eRt4G8f64QnAq/+PUTnF4nkz+azKUDLuXR8Y+esD2vupOrX9nFz6al8tCsb/flMJlMLF26lIaGBoYOHcqll17aZ4YV0eWla0U5jkNtuAxKdrU6MXtEkoaGkTUplriMYOR9xByJbjfWDRuwbNiIdft2xGPFRAGQy3vsD994tsQwOc5MCfsoL55UCaUyGLkrCHlHACpPDMGDhxGYmIVON4DawxKb3ylBoZIxc0kKgS1HcBw4iOvoUTzNTYh2O3h9CCoV8sBA5IGBKMLDUcbGoIyJQRkXhyYjA3lQ0Le6h2eKJEpYttZjXleNIlRLyOLM3lg1UfTQ2raGxoYP6TLtBgRCgicQHb2Q8PBZ1Nta+EfeP9hSt4X4gHgeHvkw0+KnndEL2eVqo619PU2NSzFbCpDL9URHLyAy4nq++CKPo0ePkpaWRkNDA263m7lz55KTc+ZJEiTJh8VSSGfnDjo6d9DdvR9J8iCTaQkJmUBo6GRUyhCstjI6j20HCZ0ulfi4G4mOXoBcfn6cmSSPSNfyMuwH29AOCydkYRqC8gxnIXv+Dat/CclT4Zq3aDW7+Oyzz2hoaCAtLY0ZM2YQGXlu5gWfz8fevXvZsmULAPPnzycjI6PPtu3t7SxdupSWlhaysrKYM2fOOdtWCzsKef3QW3yRp8TdOR6jwcbPLw3i8swcwrRhJ/0bWywWSkpKKC4uprq6GlEUMRgMZGRkkJmZSWJi4tfL4K3FsPpXPU40EYPg0qd7nGi+R/jFr5+wsXYjD25+sM8lT0mSuPbfu6lqt7H1l1PQqc59lHX06FFWrFiBKIpcccUVZGVl9dnO02LrybHY7qDcB0UWD+mjIxl9eTKB4X2nIvO0tND17nuYli/H19mJPDQUw5TJ6EaOQkzSYdYdpdO6E5MpHxxeFK0yDM0RqIsFZEe6weGFGCPMjMc1xYDD14TDWYMk8/SeQy43oPLF0XxkAJ21o0k8kEtc2y40qakoYqKRBxhBLkNyu/F1d+MzmfC2tuFtaekR3WMoY2PRZGWhGTwY3cgRaAcPRjjPQfii3UPnR6U4S7vQDg0jeGEaMrUCr9dGQ8O71NW/jcvVjFaTQHT0AqKjF6LRxJxwnNyGXP62729UdFcwJmoMj4x+hPTgM4/Z6jYfor7+bVpavkCSPHR2xtDZkUNTUzDR0TFcddVVZ/SCdzobe8WuqysXj6dnNmEwDCI0ZCIhIRMJDByJXH7ijNzlbqe9bT0NjR9isRxBpYogecADREdfjayPVY6zRZIkLFvqMa+tRhkfQNiNg5AbT/P33PsafPkLyLgcrn4TFD3tRVFkz549bN68GbfbzcCBA5k0aRKxsbHn1DeTycTHH39MY2MjEyZMYNq0aX0uEXq9Xnbs2MH27dtRKBRMnTqVkSNHnpHdVZIk8lvyee3wa+Q25mJQGliUvohk1WU8ubKObruHX8xO546Jycc5jnV2dlJcXExxcTH19fUAhISEkJmZSUZGBrGxsScPyZAkKFkFa38LploYdCXM+vPpM9H0E/zi10/41bZfsbNxJ5uv2dwbK/MVO8vbWfz6Hh6dN4hbJpxbep9v1mqLjIzkmmuuITS072BhZ3kXHe8U4/aK7DF5kMUamLokg/CEY+mYJAmvy4XH5UQmVyBZLHT/97+YPvgQyevFMG0qwdddhzgkmLb21bS0rsbhqAbAoB9IaOgUQkImYDQO7bUHiXY75nXrMC1bhiMvH1lAAMHXX0/gtdfRub0Mc10RUnIH1pa12LVNeBJ7nk17azpa6VomL1iC8hQZbiSPB09LK+6aalzFxTgKC3EWFuGprQVA0GjQ5gwjYPoMAmbNRPktXbPd9RY63i3GZ3ETdHky+rHRgEhj0zIqK5/D7W4jOHgcCfG3ERo6BeE04Q1e0cvSsqW8ePBFLG4LV6ddzX059xGiOXkIitvtpqKigtLSUsrLy3G52oiOLiM6pgyVyokgBBEePomQ4DEYjUPQ69OQyVTf2L8dkymfrq7ddLRuweHpuVcKlxZ9RySGrhgCfGloAhNQhIWhjI1FGRuLIjwM4SQvTEmSMHXnUVHxN7q796PXp5Ge9gdCQiac/U3uA0dhO50flSLTKgi9KQtV7EkcYUrXwAfXwcBLYdFbvcL3Tex2O3v37mX37t04nU6Sk5OZMmXKKTPfnAyPx8OaNWvIz88nPj6e+fPnn3QZtKOjgy+++ILKykoCAwOZOnUqQ4cOBXrCUrq7u+nu7sZut+Pz+ajoqmBP0x6aLc3oFDqGRQ5jRMwIjHojQUFBKPVBPL6mnLWFLYxLDuXxy1LpqCvn8OHDNDT0LE9HRUX1Cl5ERMRpVwB67LoOLBYLFlMH1oOf4irdiBsl7rgJKAeMRxcQSExMzEnrbp4Ml8uF1+vtzRKlkstx5OXhOHgQd309irBwIn7+4Bkf72T4xa8f4PF5mPTRJGYmzuTxCY8ft02SJBa+nEtTt5PNv5iC5kyXc76B2+1m+fLllJaWMmzYMObOnXtSu479QCudS8uwihK7rF4Gz00keoCLhpLDNJYV09lYT3drC5IoIkgSie3dpDV3ohAlGsODaM2ORpdtRxfTjFxrAUlAIaURZJhM3IArCY3MPG1/HYeP0PH661jWrUPQaAhevBhvdySSJxFv014Mk0LQL5hGS/caKsvfRpI14zEPZNjIJ4mKyzmre+Pt6sKel4d93z5subm4yytAENCNHUPwNdcQMH36Wc0IJUnCtqcJ08pK5AEqQhdnoooPwG6vpqj4Ebq78wk05pCa9huCAkecVV8Bul3dvHzoZT4s+RC9Us8Dwx/g6vSrj4sNbGtrY9++fRw6dAiXy9UbiqFSqZgzZw6ZmWmYTJto79hMZ+dOPJ4OAARBhU6XeMyxph2Xq6cyguARUJWBuliGulSO2h2KTK4Enw+vyQQez3F9FFQqVElJBMyYQfCSxSj6eMlLkkRb2zqOlj+F01lHePgs0lJ/g1b77WcN7kYrHW8VIdo9BF8zEN2Q/3GEaS2G12dCaDLcuuaUiaeh52W8b98+du3a1Rv7OmPGjLPLEnOMw4cPs3LlSrxeL8OGDSMjI4OwsDCUSiWiKGKz2bBarZjNZqqrq6moqMDhcCCTyZAkiXN9JwcHB2OVBbCuWU2LT8cYZR3jYlUMGTKEQYMGnfZaLBYL1dXVVFVVUVNTg8lkOi4Z+DcREJH4+nkMDAxk5MiRjBkzpve9I0kSnZ2d1NfX09raSltbG+3t7VgsFjzHnidBFEmuqGRQcTG6Y7GyHoMB34AkcpYuPaf7cFw//eJ38dnTtIc71t3RZzqzzaWt3PrmPp6cP5jFYxLP+tgWi4X333+f5uZm5syZw+jRo0++5r+9nu4vqmj3ihyWC4Qn11NzcC3Wzp6XY2hcAqFxCQRFRaPrMqNZ/imyhkY8A1OxzEvAGVMEmlokScDdFYa1LpTWIgUu89dfkqCoaOIyh5A2ZhyJQ4YhV5w8w4arqormx5/AvmsXAOoh01EmLyJgSgJBl/bMgEXRw+F9b9Lc+TJypRWjejEjxv8aufzc0m25yssxr15D9yef4GlsRB4SQtCC+QQtWoQq8dT332dxY/q0HEdhB+r0YEKuHYhMp6Ch8QOOHv0LMpmS9LQ/EBU1/1s7fVSaKnlyz5Psbd7LkLAh/G7s74iVx7J582YKCgqQyWS91TL27t1LVFQUN9xwwwlxVz0j+FosliOYLYexd5fjbq1HrOpAKO5GXSknKG4Cxqkz0I0YgSopCeEb7vs9ldnNeNva8DQ04G5owFPfgLOwEPu+fQgaDaG330bo7bcj6yMFms/noq7uP1TXvIwkeUmIv53ExJ+gUHy7DP4+yzFHmFoLQfNTMYw5VubL3gmvTe3JeHLnZgg886VMt9vNzp072blzJ5IkMWHCBCZNmnTW4SBms5mtW7dy6NAhvN4TPS2/QhCE3py5drsdu93eU0UiKoI6XR1b7FtQ69XcPvR25qfPR63oqdvo8/lwu929CegrKytpbW3tFU4vMup8gegjErh2+igmZR5fNuqbwlRXV0d1dTXt7e0AqNVqEhMTCQ8PJyAgAIPB0Ptbo9GgUqlQ1O/Gt/o3WFprqA2fxkHVGKoaWgkICGDUqFGYTCaOHj2K5ZgvgEwmIywsjLCwMIxGIwaDAZXZjPall1GUl2OOjqIkNpqGiHDcBiMaJH79+J/P6p6f5P76xe9i8/d9f+fDkg/Zft12dMqvR6GSJHHlizvptLnZ9PCUs6743NLSwvvvv4/dbufqq68+pReZaWMt1vU1NLhFjkhtmJo+RBDcDBg2goyJU0gcMgydMRBJFOl887+0/vOfyIMCUfxkAo0J23C5W9Bo4omJWdRju1JH9V6DzdSFqamR5ooy6ksKqS86gstuQ6M3kDFxMjlz5hESc3wwvc9qo+255+h6/33koSEoQsNwlZaijB+IMu16Qq6bQMCkr/fpaGpmz/bfoQ7bguSOYeiwZ4iIGn1W9+ubSD4fttxcTB9/jGXTZvD50I0ejWHSJejGjUOTmdm7tCdJEo5DbZg+r0B0+TDOTCRgUhyi5Ka09Pc0Na8gJOQSMjP/2ntfzgeSJPFl1Zf8fe/fCW0NZYhpCHJBzujRoxk/fjw7d+5k9+7dpKens3DhwhOSCEuShLuqGseB/dgPHMBx4CDuigoA1BkZBM2/CuNll6E4x0wurooK2p5/Acu6dShjY4n8za8xTJ/ep/A7Xc1UlP+d5pZPUasiSUl9hKjIK7/VIEHyiHS8W4SztIvghWnoh4fCO/N7CsHe8kVPkPc58M0sMRERESxYsOCc0v653W4aGxvp6urC6/Uik8nQ6/XHCco3bYOVtZV8uPFDLPUW1L6ev6UhwEBwUDBarRZRFPF6vVgsFrq7u3uFVa/Xk5WVRUZGBm63m9KyMg4dKUZ0OxAlcMp6yjwF69UIXtdx+6pUKhISEhgwYABJSUlERUWdWUiDzwv5b8KmP+Nx2tkUeRd729T4RBGZTEZGRgbJycnEx8cTFhZ23DHt+fnU3f9TvDYrh2PCaAo2kDxiDOljxhMYGY2gUhOd9O2rO/jFrx8w75N5xBpieWXmK8d9vr6ohTvfzuNvVw/lmpHxZ3XM8vJyli5dilKp5IYbbiAm5kRHiq9oWVWJZ0cD9W4fezp2oFAWMXzOPIbOmIM+6OvlEG9XF40P/wJbbi7KS7JoXliHS9VOUOAoEhPvJjR08mltVwA+r4fqQwco2bmVo3t24vN6SRo2ghFzryRxaA7WzZtpfvwJvC0tBC9ZQsSDDyDodJi/+JKWP/8Zn8WKOuMqIn71Ewyjv74u0SeyZ/0Kuj1Po9B1EaJfTPao35zzLPArPC2tdH+yAvMXX+A62pPdXx4YiG70aFQDx+KzJ+DrlFDGBxBydRrKSD1OZyMFh+/FYjnMgAEPMCDp/jO6N2dLR0cHyz9ZTmN9I026Jqpiqrh3xL3YD9gpKytjzJgxzJ49G5lMhrerC1fZURyHDuE4cADHgQP4TCYAZIGB6IYNQ5uTg2HSJWgGDTpvfbTt3k3Lk0/iOlqOfsIEIn/3W9R9hNUAmLrzKSt7AovlMAbDIOJiFxMZedk5xwpKHpH2d4pwHe0iODUffd2fYP6rkH3dt7kkAMrKyvj8889xOBxcdtllDB9+flMNfpO85jz+lPsnai21XD7gcq6JugZnh5OmpiYsFkvv0qhcLicgIIDAwEBCQ0NJSEggLCzsBJubKIpU19azJvcgVfVNmK02JElCrlQTFR7CkJR4xg1JIzIy4pxzt9rtdvJ2bWfPrp3YvDJihDa0YfFUtDnJycnhiiuuOGFwY9m5k7q778GukLE/OYbkufMYs+AaAkLOf8Yjv/hdZGrNtVz2yWX8evSvWZy5uPfzr2Z93Q4PGx+ajOJ0ZUy+QX5+PqtWrSI8PJzFixefMnC2/O3DaIpM1Lvc5Ju/ZPRVExg2cy7K/1micpWXU3fvfXiaGnHdFEHH8GqMgdmkpv6G4KBzG0ED2LtNFGxYw8H1X2Lr6iRIoSKpoo7E8Chin3gC7bBhx7X3trfT9MdHsW7aiDw0jag/P4lx6pDj2jRVNZKX+0d00ZvBG0/28L8TFnbqPkqShM1WRkfHVmy2o3i8ZpTKIAyGDIKDxmIwZCAIAp7WVmy79mDbVY7XHILcmIzo6MJVuhKFrgt1ehruDIGauC8QBQ/J3lsIFoYhyOUgkx37LUem06KMjEQREXHcMuKZIooieXl5rF+/HrlcziVjxuBVdPNxwVICm0OI6hIZFhlCukyLq/worqPl+I4tXQGoBgxAm5ODNmcYuuHDUQ0YcFInlfOB5PHQ9cEHtL3wf4hOJyE33UTYvfciN5y4vClJIk3NK6it/Q82WxmCICfQOJygoJHo9enodANQqyNRqUIRhNPPQiSPj/b/W4+rVUvwoEL0N9173q7LZrOxfPlyKisrGTt2LDNnzjyvwd52j53n8p/jw9IPiTXE8tj4xxgTPea8Hf8ruu0e1he38OXhJrYfbcPjk4gL1nLNyHgWjYwjOvD0xaa9Xi9Wq5XW1lZKSkooKCjA6/WSmprKhMwYkg7+Hepy2WyYzzZrEjNmzGDixIm9+zevWknHr36NVamgZf5cJt3zAEGR52+l5H/xi99F5t2id3l639N8ueBL4gO+nt3tONrOkv/s4akFQ7h+9Jk5AYiiyKZNm9ixYwcpKSksWrTopKVm3E4ve5/NJcksUO+yYUqvZ9LiReiMJwqldcdOGh54AEkF7Xc68KWqSUv7LdFRC87LbMbb1UXrSy9zZM1KKkON2NRKAsMjGTFvPoOnzECpPv4aJEnCtOwTWh7/M5IkEXL7A0Q8ePNxo0iv20fuF0uxK55Bqe9EpxlGTNwcgoJGo9XEIpcH4PVZsFlL6ejYSmvbOpzOOgDU6iiUikDcnk7c7p7ahUpZGIG+URhMw1AWD0BmVSE3qtAOC0KmbMRZeAj7oYN0hh6ma7YJeTuEvKJE2XKaZTtBQBEdjSopCUV4OPKAAOShoSD6kJxOUCgQlEpkKhWCWoOgUeP0+didn097VxeBHjfa1ibU3d3oPCJ6txeNy/X1fVDK0aalo8vIRJ2aijotFc3gwShO4eAgih46u3bS0bENu70SUXQhl+vQ61IIChpFcPD4Xpuc5HbjLC7GfuAArtIyPE1N+Ewm5EYjulGjCLr2muM8Z73t7bQ++xzdK1agCA8n4pe/wDhv3kmz0JjNB2lv30RH51as1hIk6ZtOFjJUqjDU6kg0mhg0mlg0mhh02iR0uiQ0mjhkMiVUbUN86xo65M/hsscRct1AdNnnr8q5z+dj3bp17Nmzh+TkZBYtWtRn3OzZsqtxF4/mPkqTrYnFmYv5ac5PjzOLfFeYnR42FLWwLL+e3IoOZAJMHRjB/OxIhobLMZu66OrqorOzk+7ubiwWC1arFYfD0XsMpVLJ4MGDGTt27NdhNJIEh5chrf09y2zDKSSdmxbfQFJKKgeffxbVa2/i0KjRP/EomXNPnBWeb/zid5G5a91dtNhb+Oyqz477/IbXdlPRZmXbI1NRK04/kvR4PHz66acUFhYyYsQI5s6de9IRaOXBRg799wgj1Bo6RBuRd6QSMzCtz7bmNWtp+MUvkOJ0tNzRTlDq+bFdSZKEq7SUrg8+pPuzz5DcbgIXzCfsvvuoqa9m32fLaDpaijbASM6ceQybfRnagOOdNVzl1dTe8zDe+iKU8RmE3vMTAufPOG6Zpqa4jn2bX0UfuwVVQFOffREEJSEh4wkPm0Vo2BTkpgCsOxtxVXXjsNZjDy7CFnYYW+hhRKUDJDlGVTZhcdMICh6JMWAIIFBa9ieampYSGjyZgeG/QeZRIHk8IIpIPh+IEog+fHYHjrw87Pl5uCur8La39Wz733skk4EociavAI9eR5dOjyskhPCMdEy4KWwox+WW8CjBmJ3GFfPvJjY146QvFVH00ty8gsqqF3C5mpDJtOj1Kcjlerxec68QygQVQd4h6PaoEFcUgt0JcCyZQCzy4GC87e04CwsRFAqCr7+e0HvuPk5wHYcO0fznJ3EePow2J4eoxx5Fk37q2EVRdGGzV+F01OJyteJyt/b8djXjdDbhdDYgil+/gAVBjkYVha61Aa1Xg3bY/Xh2axCqjUReMR59dvQZ3NkzZ//+/axatYrg4GCuv/76c656YXFbeCbvGZYfXU6SMYnHJzxOTsTZeTF/hcPhwGq1YrPZgB4nGkEQkMvlvcWmZTIZPp8Pj8eDx+PB6XRiNpsxm81UtJrZXu/lYLcGu6REg4cUeTtp8nZiA+QEBQWd4PgSHBxMfHz8yctFuSy41/yRVw/4cAk6kusaSMvNx2c0MuC99whMSel7v/OMX/wuIjaPjYkfTmRJ5hIeHvlw7+cH60xc9eJOfjc3kzsn9W0bOe44NhsffvghdXV1zJgxgwkTJvT5gutuc7DhjX24an2MN8jxaDwkPTIBpb7v2aFp+XKa/vBHvKlq2u7qZkDWgyQl3XdWsz1JkhBtNnwdHXg7OvGU5eMr2Yan/Ajetg58HjWqCVcRfPNdqL+R3V6SJBpKCtn3+XIq9+9DoVYzcOxE4gYNISgyCoWyp4yQ1+7E8/ZqvFtWITm6EAwRaEdOxzj3CnTDklFF67HbvXz58mE6W2oYOttBXJYPn8+GXK5Hr0/tjTd011kwb67DWdSBoJShTg1CFWtAEaFDEa5DHqrAbC+go2MLHR1bsFpLjvVWjkymQhQdhIVNJynxXgyGgcjlX4/+vV1dWDdvwbJxI7adO5GcTgSdFnlqKq7wMCwqBZ1OG502Mya7DY9MQBIEkCQEQC1X4olOxCVXE6SQk5OcSFJGJg6dgQ179lDX2kpWVhaXX35576xDEkW2717F+i/exlBpRyHKUEeHMn72QgZdMg3NsWLEkuSjpeULKquex+GoxmgcRlLiPYSGTkIm63Gs8FltmLduoDX/Y7qkfOzDPUh6UDoMxCqvJC77HtSRx9uV3bW1tL/yKt2ffoqg1RJ45ZXoRgxHUKlQhIaiTkvDsnYtrc88i2i1Ev7Azwi59daepeFzQJIkPJ5OHI4a7PZq7LZK7MXv4pC6sRv1+L4hjIhyNMpY9EEphIZOIiL8UtTqc89n+hU1NTV89NFH+Hw+Fi1adNYVG7bWbeXx3Y/T7mjnlqxb+En2T9AoztxmbbVaKSkpoaKigsbGRrq7u0+/00lQKBQYjUaCg4MxBgZT7TGwu1lib4MdnwjZ8UEsGhHH5UOj+06ifQq8Hg/rXvozezsk4uvqGF9xlNTln6D8Fjllzxa/+F1ENtZs5MEtD/LG7DcYFfW1Tequt/PYU9XJzl9Pw3CKwG3oSYv03nvvYTabWbBgwQkZW3xekaZyEwVbaqk62IFB8HGJUYkqUE30z0YiN/T90Jo+/ZSmX/8G92AlXXdJZOU8S3j4zBPa+cxmXGVluCoq8bY042lpwdva1iN2nZ34OjpQqB0EDbBjTHSgMvQVGyRA0kTIuREGLzwhT2B7bTV5qz6lIm83Tpu1z/4qJSWDHDoi2ltQdvUE7soC45FHZKJMzEAzdAh1Fg1llRYih4Uz+ZZMFEo5osuHs6wL2+5GXBXdCBoFhgkxGMbHINef2hbndndQ3/AeNTWvIopuBEGBJPWUYhIcAlprGJoqDap8F7LC7p7qFeFGhJEDaQnSUdpmwtxmAQSUGi2hcfEERkRhDI/AGBaBISgIVWMztfvy2CGKuBVKhpSWMXJAEl2jR3PYbudoRQUGg4GZM2eetBKHJElsq9jEx5/+H8ZSG2FmNYJCTlrOICIH2nHr83DRjF6fTkryw4SFTf/avrl9B5b167Hl5iK53cjDwzDOnIV+1lRsiR3U1f8Xs6UArSaBtLTfEhY2A0EQkLxe7Hl52HbuxLpzJ67ikuNS2vXcJAHNkCEYJk3CceQwti1b0Q4bRsxfn0LVV429s2XnC7D+D3DVK0jZ1+F2t2N3VGM3V9CxJw+Htw5fTBsOXw2CICcq8iqSkn6CTvftPAm7urr44IMPaGtrY9q0aUyYMOG0TiMmp4mn9z3NqspVpAal8sSEJxgcNviMzuf1eikqKiI/P5/a2lokSSIwMJD4+HiioqIIDAxEp9P1xgqKoogoivh8vt5/KxQKlEolSqUSlUqF0WhEpzsxVy9Au9XFpwcaWJZfT0mzBblMYHRSCDMHRTI1I4Kk0L73g55nsfrQfra89Rq+8nICNcEUZmWxwLueobf+GVKmntE1nw/84ncR+VPun1hfvZ6t123tzepS1W5j6j+2nFEOz+bmZt5++22QBObNXoBWHoilw4ml04m1s+d3R4MVj0sEyYXKW8aM6KGoNVoi7h2GIqTvEaV53ToaHnwQ90AZ3T/VMGzUfzEG9HwRPc3N2HJ3Yd+zB3teHp6Ghq93lMlQhIaiiIhAERaGOlTAqCtA7S0EwBc6HJKnIc+ahmCM6nGHNtVC3W44sgI6KyAkBWY+BpnzTuiXJIp0NjVgaW/D5/Uil8tRqNTIVUpkMjlOqxVbdxemwwWIO/aiqaxF192JIPWkNRM0gciDkpAFJ0FgPMqQSAR5EIJcjTxQjWF8NPox0chOU4lCkiS8nW1UHn2OettSNJ5w4o5cgqzSiqu+Bm9jE5L161mGL0qJK0fAlm3DEy9x/DqmEpUyBIUyALlMDYKAKHrx+Wy43TaqqgZQVzsQrdZCSuoebJYwGhvTcLqMqOQO4oxVJAc3okaFQtIg96qQuZXIPArkHgWCSwZmJz67FZ/Hil3RiSPYgzMN5NEeBBnY2zR07QuCYjWBaj2BSjUBnV3o6hoBUMREY5w5k4CZM9Hm5Bw3M5MkiY6OLZRXPI3NdpRQ+Xgi9qZh/XQdvo4OUCrRZmWhHTEcmcGAdeMmnEeOIGi1aAYNQrRacZWWglqNbuRInIcOIfl8RP3hDwTOv+rc7T6mOnhxNAyYDNd/cELhVtHppe0/R/A0WtHdoqdNWklj44dIkkhiwp0kJd33rbyEXS4Xn3/+OYWFhSQlJTF//vw+Hc8kSWJN9Rr+uvevmF1m7hx6J3cOuROl/PROUDabjfz8fPbt24fFYiEkJIQhQ4aQmZlJZGTkd24zkySJwkYzq480sa6whaOtPQPTUL2KnIRghsYFkh5pIDUigKRQHR01lWx7701qjxwiWhdATsFR5CEhbL7icro7m7lP9j76Je/AgEu+035/Rb8UP0EQ4oG3gUh6an3/W5Kk5wVBCAE+ApKAauAaSZK6TnWs/ip+oiQyfel0RkSO4B+T/9H7+ZNfFPHmzmpyfz2NCOPJv3wN9Y188MoXqOzhqNyB+Lxf/61kCgFDkBqwYmk7istWRnxyMGN1sxEcEuF3Dz1p/TPr9h3U/eQe3Iki1odCyBn3DopOFZa1azGvXYuzoAAAeXAwulGj0AwejGZgOurUVBSRkQgKBdjaYdMTkP9WT6HMUXfAuPsg4BR2QkmCki9g85PQWgRZ8+GyZ0F36gryp0IUfbSUFFOz+gtMuTtRN7UTZHejcdqOb6hQIjfoken1yHRakMl7XvByeY8HpLzn/6LTia+jA4emja5r7HgSJLS7ZAR+KEehMvQkzo6J+TqJdmwsvohwio4WcWjjWhxWExHJEaRODkMd1o7NXnrMoUbss//HX4sGh0OLy6VFJmjRqyT0kgncLiTRi6j0IWp8SOrTf2cFUQb2IOrbJY7UefB2GEhwhqJxyHG4Pb29SYqKY9qS2wgaOeq0L1JnRRl1//oDnvUF4APVhMFEXH0HhkmXIPufElmOw4fpeO11LOvXI6hUGK+6EsnpxPzFl6BQoAgJwdvYiPGKeUT98U99eoSelg+uh8otcN+ek+aaFO0eWl48iOT2EXF/Dj6NmfKKv9Lc/Cl6fRpDBr+EXn96s8PJkCSJgwcP8uWXXyKXy5k3b95xKzN15jqe3PMkOxt3Mih0EI+Pf5yBIadPWt/a2sru3bt7vSlTUlIYO3YsKSkp5xyWcD6obrexs6Kd/TUmDtR2Udn+9fdMgUigu4twyUJOXBip29YT5zIx6J9/RzBqeOP118hU1rNI+gJuXweRfeccPp/0V/GLBqIlSdovCEIAkA9cBdwCdEqS9FdBEH4NBEuS9KtTHau/il9hRyHXrbqOJyc+yRUpVwDg9PgY+9RGxqeE8tLik6e+KjtQx9o3DiPzaDCEqknODic8IYDAMC26ICXlezex7/Ol2Lo6iRs0mPFXXo86V8LdYCXstsFoUoL6PK6zpITq66/DHebG9utI0qV7sb2/BltuLgCarCwCZs3CMGUK6rTUE13jfV7I+0+PgLltPQVBL3m4pyL0meLzwM5/wpanwRgN170PUUNOu9uZ0NXUwNG9u6jasQ1baRMBsiFoXRb0yjoC9CIahQq1QoFKrUUGSKIPfMecVbxeRKMc04gWOhPLUUhakmRLiIyZhzImBpnR2CsQkihSX3yEgo1rKdu9A1EUSRk5nJTJeqzeddgdVQiCkqCgkRiN2Rj0A9HrU9BoYpHLjRw+nMumTSvQ6dxkZcVRX38Er7eD4BAZQUEgSSbc7rbjPB9VqjCMxmwCjcMxBGSiUcchSU68Xis+nw1BUCKXa1Gro9FoohAEOZIkUdxZzOqq1XxZ9SWt9lYECbLkKeR0xqLYU48hOIQrH/4dkcl92648DQ20vfAC3Z+vRFCpMMybSfPYErp1RQxMf5y4uMV97gfgqCil8d1nMB/aiiwqhMArrsCzrwTXp3tQ+LRILhfKhHjinnvu7OIOK7fC21fA9D/BJQ+dtFlPcoIKOpc2ItdDwGQlqthourWVFJf9ClF0Mzjrn4SFfbuluI6ODpYvX05jYyNZWVkMnzycdyve5dOjn6JWqPlpzk+5buB1yGUnt3WKokh5eTm7d++msrIShUJBdnY2Y8aMIeJb5qH9rujo6GLlss/IzSukUxWCLzaDNklPvcVzQtsRqiaGyOop9YbgEwSCkkcwMDaUnIQgxqeEnVNax9PRL8XvfxEE4TPgX8d+pkiS1HRMILdIknTKoVJ/Fb+XD73MywdfZsu1W3qTE6/YX89DHx/i/TvGMD61b8HYv6GK3GWVSAoXk64byNDxyQgyoedFtmMLOz96F3NbC3GZgxm/6AbiMgbT8XYRzrIuQm7IPDHP4TG8bW1UXr0At6sd00NqQt8NgLJ2FFFRBF2ziMB581DFnyLQvvEAfHY/tBzpKQ8z568Q0Xf5ljOiPh8+WgKOLrjmbUifde7H6gNLRzuF2/dwZKuEy6FD9OzBbd3Zuz0yOY3UUWPJmDAZmbaNpuYVNDWtwOezER21gLS036BUHh8u0NXUQNG2TRRt34y5rRWVVkfW9AlEDbPSbvoUj6eTgIAhJMTfRljY9BNSeHm9XtauXcu+ffuIj48nISGB3NxcAgICuOKKK45znpAkHy53GzbrUay2UqzWErq7D/QmEJfJtAQHjyUsbBphoVP6rBbxTURJpKCtgLyWPPY07eFA6wEMHRLTD0SgdSsYfO18Zl9x63EC3/Xue7Q+8wwAITcuIeTWW1GEhiKKbg4fuZ/29o0MGfwywcFjcDhqe+xt9ipstqNYrWU4HFX/E7rwNQqLBt1qN/qdSgRRRshNNxG06GoEVY+9UpDLe8NA5IZvrGJIEvxnFnTXw88OgPLr1RNvRweOgwdxFBzGefgwjsJCxO5u5FFD0Y65F2/9Ppz5/+mZfY5KpW1hMw5dO1mD/kFU1JWnvH+nw+fzsXrzavJ25uESXBSGFTI6ZzR3Zd9FhO7k4uV0Ojl06BB79uyhs7OTgIAARo8ezfDhw9Hrv10KuO8Kr8fDwTUr2f3JR7jtDrKmzGD8NTeg1+qpWbwEc10Dnn+8RGtINF12N51WN102F56i9eC2U+5U06aIpMobik+U0KvkXJUTyz2TU4gPOX+hHv1e/ARBSAK2AYOBWkmSgo59LgBdX/3/ZPRX8bvhixsQBIH35r7X+9mCl3ZisnvY+PDkPpeZDm6sZefSctzqTubcmoHCbaazoR6bqZOqA3mYWpoJiYtnyk13MiB7OJIo0bW0DPuB1uPzG/4PPoeDyoVX4qmvo+NOD0EfKQgcOJHg66/DMGVKz1LmyfA4YctTkPt/YIiAuX/vKRFzPuwNlhak966G1iIcKT/DSSo+kwnJ6UJQHnvxBQUhDwlFERrSU1kgIeGsgrW9bh+b3yuhbE8LCVlGMsdKtNdVUn1kKz5tPkEpZjRBbkBBWOgMUlJ+hsHQM94SRR+tlRVU5O+hPG8P7bXVCIKMxKHDSL9kEPKQQ7S0fYYouggLm05C/B0EBfW9hPjNGoujR4/GbDZTUlLC4MGDueyyy844bszlasPUvQ9T1146OrbicPZUYjAYBhEddRWRUVeiVp1+Ju7yuchvzufLos9wfraf6DY1lmQdi+7/HRkBA2h4+BfYtm/HMHkyUY/+CWX018+Wy91Obc3r1De8gyg6/+fIAlptAgZ9OnpDOgZ9OmpNNIIT2l56EUvBTmSTU5AmRdFpykWwegj+twJ1uQxJLiH4Trx3iqgodMOHY5g2DUOcF/mnN8HlzyHl3Ix9zx7Ma9dh37cPd2Vlzw5yOeq0NLRDBqMZPAR1WhqOUi+OQ05U8TZwFmLffwBb8X4673LjTpNIC3qQhBE/PaO/wf9icVt4Yf8LLCtbhtFjZJp5GlK3RHh4OOPGjWPQoEHHxeOKokhdXR0FBQUUFBTg8XiIjY1l7NixDBo0qF9XTD+6J5et7/6H7tYWkoaNYPLiWwlLSEISRRp+/hCWdeuIe+lFAqaeOJtubm7m3//+N1nROhY2PIFj6mPsi17MykONfHawEVGSWDwmgQdnpBOs//blx/q1+AmCYAC2Ak9KkrRCEATTN8VOEIQuSZJOiNYVBOEu4C6AhISEETU1NReqy2dEh6ODqR9P5b5h93F39t0AFDWamfvCdn5/WSZ3XHKinaG6oJ0vXirAqaglKqqS1qICRF/fSXEDI6MYMm02Cb50fPvMGKfFYJwaC4Ks50cmB0HAZ7Fg+vQzWl98Dkx2um7yEqu/mugr7z4zb7vmI7DsVmgv6/HUnPVn0Aad0z2RJAlvU1PPqLy4GFdFOe7yCrxN1cRPbEMb6qFhVzCWOi0olSdUEvgKWWAghkmTCL7uWnQjzqxqgiRJHNxQR+6KchKyjAycvZGGhv8iih5kngG0FippOiAhCDriMwej0uqwd5toqSrH7XAgCDJiMwaRPHIUkVlyOro/pbNzOzKZiqioBSTE34Zef/LYpdraWj788EO8Xi8zZ85k3759tLW1MXPmTMaNG3fOjguSJGG3V9LesYnW1tWYzYcQBDmhoVOIiV5EaOiUniDw02B2dvP2m3/GsbUIhehiQkM3Ad0Oon73O4Kuu663fx5PN7W1r1Fb918kyY3ROAyz+QgqVRBpqb9Fr09Dq01ALsnA1gYIPQOmY84dkiTR9c47tDz9N1Tx8US/8DfMgdU0VL2D7/2DBKyTIyUFEHLNYtS6SCSvD8npwFlUjG3fXnxt7Qhy0McKKC+5HvOmTfiampHp9ehGjkQ7cgS6ESPQZGYi+5/BhCRJdH5QguNwO6E3Z6HNCMHT2krXp0spk/4PV4qH2MPjSFn87FmVu9pYs5G/7PkL7c52FqUv4o4hdxChjaCoqIitW7fS1taGXC4nJiaG4OBgHA4HjY2N2Gw2FAoFgwcPZtSoUedcS/BCYTd3s/E/L1O2ewdhCUlMXnIbSdlfp3tre+EF2l96mYhHHiH0tltPepzNmzezdetWrk9oYWD9xz32v9gRNHc7+dfmo7y/p5akMD0bfj75uLqE50K/FT9BEJTAKmCtJEnPHvuslB/AsufKipX8dsdv+ejyjxgU2mPL+O0nh1meX8+e304/IWams9HGx0/txeEqAedGBJ+XIdNm47RZKdm5lbjMwUy//SdITUdo2LWSsuJa6rpkyJCTZDAwMmQbcTpz72RMEuRIYo+bf0uZHnORAes8LwOHxmNUx4MxpucnOKnH3haUePxMTpJg/1s9lZw1QXDVS0jJU7GaOjG3tmJua8Hc3obd3I3TYsZps+K0WpG+KiYrE9Ap1QTanRjNNnQdXQi1dUhdx3yXFApUiYmoU1JQp6agSowloO55hM5iuP4jhLRpPRnqPR68JhO+ri58HR14mpqx5+djWb8e0WJBN24sEQ89hHbImdkMC7btp679QTRBDURFzWdA0k/R6RKRJInGshKKtm2kufwoHpcTTUAAEYnJxAzMJH5wOl2WNdTXv4vDWYtaFUls7A3Exl6H6jSzrAMHDrBq1SoCAwOZMWMGX3zxRW+MWMp5Dva12cppalpOU/MnuN1tqFThREctICZm0Rm59x/dth7zzx5G6fGxKy0S4+UzmDp1EaHxkdQ3vE1t3et4vRYiIy4nOflBdLoBtLWtp+DwPSRG30SqLR4Ovg+NB0E8NngR5BCR2ePinn0DRA7Cvm8f9T9/CNFuJ+YvT2KcMweLpZjaDx6Dfx1E0goofjeTpFm/QaPpmXFKooh9+fN0vPgCtlZtT1iJRkPILTcTds89fVaU+F9Et4+2Vw7h7XAe5xTm7mohf/sC7JpmQv+rJ27qTwm5+WZkpyh11WJr4am9T7GxdiMDgwfy2PjHyAo73olDkiQaGhooLCykoaEBs9mMWq0mMjKS1NRU0tPTT5qhqT9xdN8uNrz2Ik6rlfGLbmDUFQuRfWN22r3qCxp/8QsCFy4g+s9/PuVgzuv18u9//xu73cZ9wntolQLcvR3UPX+L0mYLjSYHUzO+vZ2zX4rfsSXNt+hxbnnwG5//Hej4hsNLiCRJj5zqWP1R/B7Z+gj7WvaxcdFGZIIMi9PD2L9sZM7gaJ65Jvu4tj6PyEd/2Ut7/WE8lpUER8dwxUO/If+LzziyeR05s+YwZUQ4sl0v9NjbZEqs+nuoaRhOtTeXqq6juNw+ggO1JAfLiDXVENRZh1wtw20Ip3OrA+dIkeS5SQQ5hB5PTXMjeL7hEakJhKRLIHUGUtpspDV/RFa8FIssiZLOkZiaurB1diB5vAiAcCwwWyFXoDgWO6RQKJD7JJRWKyqzFaXN3uvxb1UrMenU2IOD0OUMI+WqhQwYMfr45UtHF7xxKZgb4NYvT+kEIzocmD7+mPZXXsXX1YXx8suJePih45bm/heHo579BxbjdHRRt/12Rk2/mqxLTj7a7km9dYimpmU0NX+KKDoIDBxJfNxNhIfPOu2MShRFNmzYQG5uLgMGDGD06NF88sknaDQalixZcoITg9nro9zmpN7lwSOKKGQCESol0WolCRoVsrOYHYqil46OLTQ2LaWjYzOS5MNozCEsdAqhYVMIMGSekDPT09REzZIb8VktNN17Pev3byDC7CZ8sInQTBMKjQ+fOQmxcxy4whC9XkSfj3CdgwTfCsLbalCIIEVkIaTNhJABPYOo7jqo3wc1u3oEMWUaTP8THnkMDQ88gOPgQUJuu42Ih36OoFBgOriJxgd+Ce02um8QCF64kISEu/DtLKXt0QdxdYio0tPQjxuDdd06PE2tGCaMJOrJp1FGndruCeA1uWh76SCiWyTstizUCT1ZhbxeC/m7F2FzVBDyvAyDO4nIXz2CYdq0417mTq+Tj0s/5qVDL+EVvfwk+yfclHXTCQWqfwg4rVY2/fdVirdvJjwpmUvv/TnhiccPohyHDlFz401ohw4l4Y3/nFFtzMbGRl577TWyU6K5qvwRGH4TXPHCee9/fxW/icB24DBf+4H/FtgDfAwkADX0hDp0nupY/U38vKKXyR9NZlrCNJ6Y8AQA7+yq5g+fFfLpfRMYFh90XPvcFeXkf7kPl/UDgqOiuf6xp9n50bsUbFzN3FlZZNjWI3RWQlg6jLsfq2UCpjVNaAaFEnpDBtbCwxS89R+OlpfQqVEiCQJqpYqoAUlod+4iQOUk89/PEZ4w5euTShI4u6GjApoL8BRsxrxtNx21PqLTLQREuWgvNNB2JACkU7x0vxkqIJMhaDQo4+JQJSSgGpCEdmg2ysxMLHYLrdWV1Bw+SNXBfBzmboKjY5m05DZSRnyj/mB3A/xnZk//7thw2lpsPquVjtdfp/PN/4IgEHrbbYTecfsJrvd2ew0HDizB67MxbOh/2fJfHy1VZm54dAyG4ONH3k5nI83Nn9LU/Al2eyUymZrIyHnEx91EQMCZuWeLosjKlSs5cOAAI0eOJCkpiU8++YSQkBCWLFnSGw/W5vbwYVMna9q72W+2c7Jvo14uY7BBy4xQI5eFB5GsU5+k5Ym4XK00Na2grW0tZsuxMBa5Dr0uC6t1MJ1dIZg7JSxlVbgEGT6jER8iouhF7E3JJoEkIIj0ZqSRIaKVOdEKLgKlbjRaC7JQE7V7AgkOHUBYQiJhCUlEJCUTk5aB0meDA+/AzufB0QlDr0Wa9FtaXnqHrvffRzdmDDFP/xVlVBQ+k4naB+7DuWc/tqkS3Vd50O6XEVAkETfuMoISFQiHPkR0WOksM9B+JABBDpGXJRN403094nuscrsouvF4THg8JrxeM5Lkw2t20r26AskGobOHETAwFaXSiNvdSf7+63HZG4l8OxJ2N6AfPx7VQ/dwOMDE/pb9rK5aTYezg3HR4/jD2D8Qbzy7aizfF6oO5LHu1RewdZsYM/9axi645oTanJ7GRqquvRaZWkPS0o9PmU/2f9m4cSPbt29n8SBIK3qux+s747Lzeg39UvzOJ/1N/Pa37OfmNTfzzORnmJU0C0mSmPPP7SgVAivvn3jcKLLxqIkVf9+B0/o2Kq2c2595idLcbex7718sGmYlxFYEYQNh2u8h43Ksu3oqiKvTjchUhZhXLMdZVISgVBIwaxaayy6lSSZRc2gPNdu34ThmaxFkMsITBhCVmkbUgGSi9XaCOw9g2bKTtl0teNtBphKJm9aJ1uimrDoMl1dJVLCZYJ0DuUICtRYhPA0heggkjIL4MQjhA+Es4458Xg9le3LZs+IjOuprGTjuEmbd8zNUmmM2mpZCeGNOT+zWratBYzz1Aelxx2995lnMX36JIiKC8Id+TuAVVyDIZNjtVew/sARRdJEz7C0CArIwtzt4/7E9JA0OZc7dQ/D5HLS2fklT0wq6THsAiaCg0URHzSci4tKzKrcjiiKffvopBQUFTJ48mfDwcJYvX05cXBw33HADWq2WYquDf9W2srLVRLythhtt+xntayFMpUATGIs3fhzdMSNp84jUOd0UWh3kmW0UWHoC66eGBHB3fDiTgwPOyl7ocrfT3r6dgwcOUVDgweVSIpN50em6UakcKBRu5Ao3giChVOjQG5IRlbHkNh2k09FJjC6GERHDUXfUIDYewico8ASn0u4LwNRtRpQkFAoP4aIMsbEGe1fPuFUmVxCVmk7KiNFkjh5BQOHbsOvFHvv0xAcxdQ6g+fG/gkxG4Lx5qNPT8DQ2Yvp4KaLFgjdaRscDTnzHHgWVW0QhNyBTByFT6BEcLtzVzYg2D3KtiCwcvAY9HrmIT/pfh5y+USiCeqtJtHdswydBx6FYUt+rRWOVWDdc4PMpOgYNGM1tg29jZFSf79TvPS67ja3v/IfDm9YRGpfApfc91GcYjM9konrJErzNLSR9+MFxqQvPBK/Xy6uvvorL6eRe7Uo01lr4yS4IiDxfl+IXvwvN8/uf580jb7L9uu0EqALYV93Jold28fTCIVw76utgXJ9P5P3HcmmrfAfJ18T1j/8dn9tF3nM/YW5cBSqlDGHqb2HM3SBXYt3ZgGllJTKNCfPnjyPZragHDiRo4UKM8y7vHXXZ7XWU3X8l6lwHqifuQhownuayQpoO76G5tgH3MR8auU8kyO5C53aDQmD6iDqCVWbM456iSRyGrmIZ0R0foBLNNMnHUiHMRfT6UDrqUfq6UQpOFEoZitAYlBFJKCKSUUSloQgKQxLB5/Xh80g47R7sZjcOsxu7xY3d7MZl8+J2ujA17cTeuQ2FKoyogTcTkRhJZHIgKYGFqFdc17MUu3hpr8PE6bDv30/LU3/FefgwmsGDMf7qJopcf0GSvOTkvEOA4evQjPw11ez+tJKchYdwq/6Lz2dFq00gKmoB0VFXotWeWaWNb+Lz+fjkk084cuQIU6dOJSwsjGXLlhEfH8/ixYup80n8o6qZVS3tXNG5i4faVpHasrtnZ01gj33McWyhIygBxt4LI27tdedvdLr5qLmTNxvaaXV7GRuo5w8pMYwIPDOX+IaGBj7//HNaWlpISEhg3LgxaDa9Q1fuCnTXzUKbnY1KGYIhIAuDfmCvsPpEH++XvM/Svc/yu5ZmxjjsiKkzkF35Ym9iA5/Px959L7N792G6TdEMGzaMGVMm01ZdSV3RYWoPH6SlshxBkJE+biLjZkwgtOg1KPwEAmLwDrmV1g0NmNdvR3I4QC5HNyIbdZicrjX7UOq8GGbbcUweiTMqCZ8MfKIT0efEJzqQRC/ejjY8Tc3IbaBTedFrXCiVQSijRqJMmIoiKBVBpkCgxzHM57Jj2l2MvbEOe0gTTcGlILRhlH8dniFJIDhUqGo8KLvUBGVMJmz0fELiJiOTfXuPxP7E0b25bHrjFWwmEyOvWMD4RYtR9JG8WnQ6qb39DpwFBcS//jr6MedWVLq+vp7//Oc/5GQO4IqyX379fT9PmWv84neBufrzqwlQBfDmnDcB+NkHB9hc2sqe305Hp/o6pODQpjq2vP0+Xsd2xl5/CyNmzmHf7y9lorEAKTIL2TVvQVhPJQbrrkZMn1Xg6y7FvuWfBMyeSegdd6DJGnTcyN9iKabk+SUY3rVjuGMB8bfeBntehYKPsFlsHD0ah71KwKZQ0BxowBwSiEsSkUQRtcyLXh+DRboEmSIBmVxGQICXoaoVZMmWAQIF7vnkW67C7T3zZbevEGQC2gAlOqMKtU6JSiNHpVFg7TxKZd5/UaiD0AZfi9uhQhBgbNJuhjuexjd0MfL5L57xF0ISRcyrVlH/zl9pvaEFQakktes2QrJmosnMQKbV0m0+ROXRl9j73gwUahtjFh8mNvbak4YpnAk+n4/ly5dTVFTE9OnTCQ0NZenSpcTFxTF90bU819DJltqj3Nz8BXe0rMJobwFjHIy8FYbd0OOABGDvhIpNkPcG1OzsaTP1N5B9fY8XL+AWRd5v6uSZ6mba3F4WRAbzeGosYaq+Q1Y8Hg+bNm1i9+7dGAwG5syZw6BBg7Dv2UvtrbcStGgR0Y8/dvKLE0XY/1/Etb/D7XPzt+AAtkWmcFXafCbGTiQrLAulTIkkiRw4cCuHDtmpqckiJyeHefPm9WYl6Wpq4PCmdRxc9yUel5PsGXO4ZGIG6u1/gYY8EGRIoamgMIDP0bPc73Nhb1fTsCsUr1NO2N13EXbPPSe1Lbnr62n+4x+x5e5ClxFP1CRQm/cCEsSPQcq5kfoB4zjcVcaB1gPsbtxNfEMI9zQvItAXQHFCPe6xMhKMHXTWvYBKFUlQ4HBsXWXYbRWIqh5hlHkUBAlDSRjyU0KiLvnOU419l1g7O9j05qsc3ZtLeEISs+7+GVGpfVfgkHw+Gh58EMuGjcQ++wzGSy/9Vudet24dubm53DgqlJR9v4e5/4DRd36rY36FX/wuIC22FmYsm8HPR/yc2wbfRrvVxbinNrJkbCJ/mve1vchhcfPmrz7B0fEeQckp3PaXZzn6j4Wk2zbijL0Ezc0fg6rHbmXd04Tpk3K8LQV4KpYR87e/oh97YrHLlpZVHP3iEUKekdAOSyVprg5P6XrKrRFUmpIJPdhIkN2FNTgQ2bVXk7bkZrxuDba3bsbVfoDtnRMwuZ2IXicBYZFkz5hD9sxLeyoDmGph/Z+gcAUExCBO+xPutAV4PRJetw+vzYq3qQxPy1G8rdUInRUoLNXIBQ8qwY4uQI4mJhkhZmiPI0tUNoQk9y6Z1hUdZsVTjxI5IIWpt/2G6oIuyva1kOF4g1GGjzlqvBPlzF8TPygE+RkU/e3uPsjBg7ciuCQi3o1E2tsTC4dMhhSrxZLdjWtGAP/P3lvH2VGe7//vmeMu627ZjWzchQSiJATXEFxarC1SKFJoaZEW2kJxaXELFA2QBOIhLhvZrLv7cT9nZn5/nDSQBi39tr8/PtfrdV6bzZ4z84ycuZ/nvq/7uoT4LRz6NJtFV5dTOvnfT7ckEgneffddamtrWbRoERkZGbzxxhuk5+bim7OIXdWbuazzXZYObEGlJJKkjylXQ+nJx4l8H4PmTbD+99C1D9JGwoJ7oezkoxOBYELiyfZ+nmzvx6IW+UNZLmekH1t38fv9rFixgq6uLiZNmsTChQvR6/VIPh/NZ5yJqNVS9MH7x9VJj6LnIKy6DTp2QfFJKKc9xkZ/M+/UvcP27u0oKGhEDQXWAopsRQwzp1IaeIvO9im0Necze/Zs5s+ff8wmwwE/u95fQcXqj9GZzCy8+nrK8s1Qtwp6K5PqQVoTpJRAxA8VLyOd8zZ9r2/C+9FH6EaNJOfhh78x1aYoCt73P6DvoYdQolGk5YsIFXaQ27qNrLCXIVFkhdXCR45UhuVMZ2b2TGY4p+HcKRDc05vs0JiaRXjcYaqbfkla6gJGj34SEAlU76Rv62sM+bcSGhFCMYGh30mx+WrSTlyOyvLvOdIfHbskE2vzE+8NknBFUOISyCDoVIhGNSqLFnWaIelC8h3C7F93XqKhICGvB1GlRqPVUr9rO1tXvIqcSDD93AuZfOpZqL6h71dRFPruuw/3m2+RcdedOC+99Jt3JssQ9SaXznr7N5ZH4vE4zz77LIlEgutTtqNr3wLXbIG075aB+y78X/D7L+K9+ve4d8e9vH/6+5Q6Snl6UyMPr6lj3S0nMiz9S5WK9a9WcnD1n1FUAX76xN+IbniE1Mon6LdOIf3G1UfTfMGKPtzv1JPoPYSoOkj2n/6I2nmsFmYiEaSx6WF6al8n/Q96tDKI04LUxvNo8tkp7Bxi2IAbxWDEduPPybn0MuIRiZ0fNeGo+C1jjKtpy/oFqRfcjc4o0LBrGwfXraGrtgqtwciExacxaekZSa+9th2w5g7oOQA5k2Dh75NuDV+HiDfZJ9hbCb2Hkq/+2i8p8BoTZI6GzLGQN43aAT2fPv8c4xaewoKrr09+0Zq98OG1ZPpXs87zC9o1ixg2KYOyqRlkFFm/drY9MLieqqqb0GpTmTD+NQyGXGJ93XRseBTXnk/RNCno6pJiztmPPc7KD4JIcZkL7532vQLrvyKRSPDOO+9QX1/P4sWLyc/P5+WXX6Y/txCdeYjzWt5ksr8aWWdFnHAxTL4KUn9AfURRoGYlrPtdUhg8f2ZSGDzvy1RTbTDMLbUdVPhCXJWTym+HZaMVRbq6ulixYgWRSISzzz6bkSNHHv1M7+9/j3vF2xSueAvD2LHH7zfkgg33w76XwOBMXuvxy49ZgbsiLvb07qFqsIoWbwvN3ma6Al2M0EW5OjXGlqqZiK4SWgtbSS9KZ0rWFGZmzyTHnCQyDbS38vmzj9Hb1MCo2XOZd+W16IxfSeFGA/DYuKQO5GUrAfCtXUvvb36LHAyScdedOJYt+5pTplDtqmbtvndIf+YjJtREac6ElefmMj0vi5P7msnurkTRmhBm3ggzf5YMtkDCHcG3vp1QRR+CSiR4wi46NE+Rnb2MEcO/pPErskxg/y46Dj5FX8YuZI2M9VMdOc7zSb38CrQFBd//GgMJV4TA1i6CFf0okWRtQtCICFoViKBEZZRYctUpKRJxOYJkkVEy1QjZWhS7SCwaIhYKEQ2HiYVDRENBYuEQYZ+PgHuIgMtFIhY9bt8avZ6iCZMZNmUG+eVjMdm/nrgy+OxzDPz1rzivupKM2247/rzLCnLNesQDf4f2bQhRX/IPoiZJXksvh5wJkDcd8mccnfi1t7fz4osvMmVcOUvrfwX2PPjJxqOZjn8X/xf8/ou4aeNNVA1V8fk5n5OQFU58eCOFqSbe/Mn0o+8Z7PTzxt1PkQhvZdolP2FqVgDNyuvpkHLJvmcval2S+BFpdDH490MkBhrRZnWQde89xyixyHKcvr6PaW55jEiwi4y/aBHbFfYOz2JAa8Su1jKpx42uuxfrGaeTeeedqOx2Wg4OsPnNOkZJrzLV/DbxyTegWfrAcWnF/tZmdr3/NvW7t6PR6Zl25nlMWnomarUaDr4JGx4Af3dy9bLgt99PqDYRhYG6I8GwEnqO/Iz5Adjkn8K+Tj1n/uxnlMxefOQzMZTXz4HWL6i3/JSNLUuQEgrWVD1lUzMpm5qBI9OEosi0tD5JS8tjWCyjGTf2b+h06Qy5tlJf/ztCoWbS0hZROuxuqB+k8+abkYMhhN88w9qP3Zx4YRmjT8z9Qdc7Ho/zzjvv0NDQwNKlSykpKeGJl18h4fBzWf87DAt3ELYVYJj5M5hw0dEH7L8FKQ4Vr8KmP0KwP6myM+dWyE6aoMZlhfuaunm+c4DpNhN3qkKs/fhjTCYTF154IZmZX4qOR6qraTn3PBzLl5N596+Pv0YVr8LGByHiSeq3nnTn9xY3iMtxegI9NDfeR9y1id2HzyfmU3Mg/wDdShdRIca07GlcM/YaJmdORkok2PXBO+x8fwVmZwqn/OyX5I48YvWz5c9JAfWr1kHel5ZgicFBuu+6i+CWL0i76SZSr00KSXQHuvm0+VM+af6EZm8zGlHDibknclZXFhnPfITs9uBYtoy0X/wcVbw/ue2alcksxFnP/8s+wskgeKCfweHvMZT/MYV5N1BSeryWaDQySPWeX+CK70JXo8L+qgr7tEWkXHkFhvHjv/V8yaE4vnXtBHZ2AwKGsakYR6eizbciWjQIgoC7p4u67V/QfvhgUvHJ+61a/yAIaPUGtEYjOoMRvdmC2ZmC2eHE7ExhqLOd6i0bUKk15IwYhQL01NcSC4dAEMgZPorhM2dTNm3W0UDoef8Deu66C+tpp5H90B+PtikpCZlgRR/R3bsx9j+OQdyLpNiJiLMgtRRtnhW1wY/gbU9+34cakmM0OJP2ZtOuhdRhrFmzhp07d3L5gnIK08ww/MelU5On4f+C338FcSnOCStOYGnxUn4z4zd8dKCLG1cc4IXLJjN/ZDKlpigKK+5fR/fhp9BnZnPDr65G+ttCekJGNFevJqPsiK1Qn5++R3YhBdwYRgyR9rNrjs44ZTlKd897tLU9RyTSieDXIjynJ7M5QmVhJoaTFzFcZ0F56VWQZTJ//ztsS5eSiEtsf6+Jyk2dTM9axyTlKRh/MZzx5LfW04Y629m64lUa9+zEmpbBiRdfQem0WQiJSLKeuPURiPhg7AUw60bI+AECxQCylAyGzZtIVK/iza1xggktly3Nxbjg1uT2YiH46Aaoeh+p7DSasu+k5kCMrjo3igIZpWHSxr9IQjhAZuZZjBh+P9FoD41Nf2Jg4DMMhgLKSu85RsA41tlF2yWXICfiHF78MD6vxMX3zUCj+36zzVgsxttvv01TUxOnnXYaI4YV8tgbz7Ao/CmT/dUM6VKwEUediH252lXrQa1L/tTowZyZJLZkjoGCmZA1/rvZs9EA7HwGtj8OUR8UnwSzbkr+FAQ+6HXxyurPGN9WR0ZuLpcsW4b5K9qYiqLQtvwiYm1tlKxZjcp6hEIZdsOhfyS36+2AghNgyUPJ1fm/gXgoQPUn96J057DWEwVF4YzoFIzo8Kj9NOra8RdInH7Gcmw2Bz2Ndax64s94+/qYdvYFzDhlMeKTE5IrhOVvH7d9JZGg+8678H38MR2/Op83s9vY17cPgInpEzm15FQWFSzCpku2lUheLwOPP4H7rbdQWa2k3Xwz9nPPQWjfBh9en+wvnXMbzPnVManoeF8Qz5oW2oQ/4839gkLdrRRPuwZBfex1UhSFru63aKi/HyEuYH1fjX5TFMPYcZhnz8YwfhzaggI0WVkIGg2KpBDc04Pv8zbkcALT1Eys8/JR2b6sp0dDITa9+jeqNq1HUWTSi0pIyy/Clp6BwWJFbzajM5igP4HUGEJuD6NBh2lYKuZp2RjKU48ZpyxJrHvhaSrXf0bB2Amc8rNfYrTZj/6tv6WJ5v17qd+5laHOdgRBJHdkOXnONLQvvEraxEnkPfvM0XprpMmD970DGH0vYlZ/DCojsZLriGUvJ94XJ1LnQg4l0OSYsS8tQldsh7AHWr+Aqg+TEw8pDqPPIXbir3n6jZWoVCquvfbab3aJ/wH4v+D3X8Kunl1c/fnVPD73cU7KO4nTn9xGMJY4RqancV8/n/z1UeTYYS49JQNn12cEgxEOlvyaE668CQA5HKX7t58jx9UYygZJu+4SACQpTFf3CtpanyMWHyA2qKdzTyrGQzCxrR9lziyKH/4znsefwP3mm+jHjiXnL39Gm5eHbyjM6mcrGewIsGDSYYZ33QPDlyYFpb+l5iTLMQLBekLBZtoPH+TAyoP4+yLY81UUz42jtfmR5ViyRhMPIigKKtGI2piJypSFSm1Go3Gg06ai1aah1aWj06ZhNBah1aZ87T4HDm7mjT/+mWGWIU7NrkqucE68PRkgtj+eTMXprHDqI7jTJ1F98GnC8ofIksjAwfMwqOdhytmDYlqBzhKkqPAG8vOvOupY/lVEGxtpXX4R/uwx7MpczrTTi5l8SuF3XutwOMxbr71Me3cfZxTHGRXexQeRVM72rCWgMhIxpZOdWpAMbDozqI6QMxLRI68IxMPg7wF3a/LBC2DLh3HLkvXA76J8R3zJlOSOpyDQB45C/MPP54N2G83dgzRnFXBo1EReH1/KaMuX9TzvRx/RffsdZD1wP/ZFs6BxHdR/lnxJUcidAnPvSoqX/0AShyIpRFu8hCr6CB8eRInJJLQeBlL6+czbTbo5hXPKFyN7Iww1dGP26wiqwoiznAxbNJF4PMKGl56javN6sjPMnGLegO3n6yDr+LRsq7eVNypfYfS975DfJ/PoTQWcMOVsTik6hVzLN6/gI3V19N13P6G9e9GPGkXGPXdjHFkMq34Fh1ZA7lQ4529J9aOvfq55iEOV1+E3V5BT93My805FP9yJttCKqP1ywhQMNlJTexde7z5M0Xxsn+phQ3uyBnYE6sxydKPPRzRnIflaSXSsQYkMJP8oJwloPkFht8NASCUw3JLC1AsvIW3+gm8l1ki+KMG9fQT39CK5owh6FfrhTgyjnKjyjax6/i80V+xh2lnnM+v8i79VI3ewvZW6nVup37IJ10AvAM6sHLJHjCKzpAyLz4pp7zpS9S8jKm6YeBnC/HuOcXhREjKhAwP41rUheaKYZ2ZjXVz45fkK9CcncjufBqBp4t28tnvoa+vE/w7+L/j9l/Dgrgd5v+F9tlywhUMdYZY9v5MHzxrD8mlJynwiJvHKL9/F0/86Yxy9LMxqPGrCqtgLEUpOQsk/ga7X/aAqRZvdRfovliFJYTo7X6el+WkkxUeg20hvRSoGt4rRpSMw/mM7+rIysh58gO7bfkWkuhrn5ZcnFTO0Wgba/Xzy5EEScZnTlvSRufPaZM794veOUcSHpJOA13eAocFNuFxb8QdqjzqXA6hVTtx1GbRtTU7YCqc5KZ2bhVqngkQUZaAWaagWiRgJjQbJZCOmEYlJfuBYdX+NJgWzqRSLdQw22wRs1onodGkA7Hj3Lbb/4w3OWTqKwq4VycL5P4OgqCby8U9o07XQnW1EFgQyMk5Fxxyqt7XRV5dJPJhUT3Fk6Sgck0Hx+DQyCq0IX6MVGNqzh/Yrr+Lw1JtxmYu55IEZGMxfwyQMe6B5E/6adbxerWJAtnI2a8jUeRhQmRkZamZX6gmMP/9RdOlfz5T7Rvi6kzY9le8kSS6iBiZcDCfc9I1edUeRiMLh96nZsZqP+zKJoWGxsJUxFjcNmIgKIsUmEw6tFiku0PRcKxqrmsJTYwi+zuQ2LFlJc+EJF0PWuG/f379AjklE692Eq4eI1CZn+oJOhXFcGsaJ6fSygsbmh9Fq72L9ug4mTJjA6acnLb6qqvbTvvIgY33DCNkT5J83AX2JnZr1n7Du70+BqGbh9bcyYtaJQHJ1tad3D69Vv8bmzs2oRTXn2+Zx+r0bMI0ZS/5LL34v0XNFUfCtWkX/w38i0deH7eyzSb/tVtSd6+GTm5NvOvVRGHPusac6EaJi58UEolXkHLgZ00A5qAS0OWa0hTZ0hVZ0hVYEg4ru7ndobnmMWKyfFPuJ5MZPQ6gXiTarkMM2IIygVAG9ybruVzAYi7C5rw21IDLTnoGx4iCSx4Np9mwy7rwTXfG3S9UpskK00UPo4EDymgTjKCi4o70YypzkLZiEtuDYoP11+GcTe1CnJXbVZXS1NdNTX0skmDS1FZFxmhSKp53ImDMuw5759QpLckzCt6aVwPZuNDlmUi8bhcr6lcmopwM+vQUaPudD21X4nWO46JLLfrR34f8Fv/8CZEVmwT8WMC5tHI/OfZSrXt7DgQ4P2+6Yd9Snatez/2DH9kqkaAVXXDkf54572TmYS/HsU0iXO1FavyAcGo8rfjsmzafYSyrptMdp1LchaxP4O0249tspVERGLzyDlBMuo/XCS5A8HpyXXcbQ88+DSkX2Hx7EcmTW1F41xJrnD6MzqjnzvBi2VRdCWhlc9skxzeOhUCvdPe/S2/M+0VgfgqDCZp2IzTYBi2X0EcHiXFSq5Aoi5PPyxZuvcHjj55gdTk685CqKJ81isMPPULsbGtZiH1hNVmI7aiFKVDbQqoymUxyJ15KPJjWE3t6N2tSBrGoGkmlBvT4Ph30qDvts1jzyIVJU4NTr7kJz4CVsTS+hCAEqC4fhzvQBMpn9UfI7Y/RlpdOWHUSrSyc351JM6rPpqo3RdniIngYPsqxgsusYOTOLsXNzMViODW6+Vauov/thdk29h7Hz8ph9flnygdR7CBrWQuN66NiFWzHxKucREMxcMNGJWuoi++BL+FVG1g27jguW3fnjb6ahpqQKyoE3k79PvARm3/qNajdut5vVq1dTX19PZnoq50xIJc1fBf4eooEBqnxBIlKcEp0aYYefod1+Ci90YigfAdnjkyu8jPIftMqTQ3HC1S7CVYNEGjyQkBEMagwjnRhGpaAf7kA4ct8rikTF/kvw+w8TjfyOHTsOsmTJEqZNSzKWPREPf//gcU6qHkNmPBXtWCc2ZSXhqqdYJZ9JT0srZSfMwTcjnX90fkiTtwmHzsEFIy7gguEXkGpIxf3OO/T+5rdk3HM3zou+2V/wuOMIBhl89lmGXnwJlc1Gxh23Yz1hLMIHP02yW8cth1MeBt2XDM543EfF/uWEQq2UpzyFtiOPWJuPWGcApOTzVJNpRFtkQ0wV6FXepSf6BhIhrN2zSGs/G+f0CVjm5Bw9R19Fw54drHrsT1hS0zjnrt9jS89AjkbxrFjBwBNPosRipN/6SxwXf/vK7Z/wDw2x/g+PYQyaGF48E5VbAFlJBu18K/oSG7phdrR5FoSvEL4kv5+25cuJ9/ZR+OYb6ExBlD0voOx/B28MepWRDGZOo9enpqOqEgQYM28RM8+76BsJM+GaIVxv1SHqVaReNRpNxldq4LIMO58m/vnvUGeOQvjphv8jvHwX/v8Q/Pb37+fS1Zfyx9l/ZLh5Dgse2cKN80u5eWFyBeA/sIk3nnYT8r1E3uhRnCu+RpdXwx7H5Zx5+28B6L77AeToVDQGL4Zx73BQU0XcEiXQYyB8OJ0xeaMYvngZ6sKZKIJA10034//8c7QlJcQaGzHOmE7WffejzU0+JGu2d7Px9Tqc2SZOX6bB+O4ZYEyFKz8Dc3KF5fNV0tr2DAMDnwEidudJ+O3n0qoqpyeuojcaJ3HkHrGpVaRr1aRrNeQbtOSq1QxuPcjej14m6O5EVOehMs1G0uvAGEFliRIX/Miyn4QURVASaIhjJohVkNBJdvzeMgLxHPSOTowpTRjSmjCl1yJqQiiyiL/LgLdtAuH+87Fl7yVz4goUTZTs3ii2njTc1gSZ4V5S3HEGhUy2BG5FkzeFzBIbaXkWzE49ao1IZ62L5gMDdNS6UatFppxaxPgFeYhf+bIPvfgSmz/qpC9rOhfN+Qxr98pkOhEgcyydGQt4s06DjMiFS2ej3XIXWQMH+Nwxk8bU87j2wsv/sy7b3i744i9J8okgJJvdZ99ytKk8kUiwfft2tmzZgiiKnHTSSUybNu04O5xAQuKaqjZq6hp49fe3YVu6hLyHHvrBw5EjCUKHBggfGiTa7AEZVHZdMtiVpyRXPEfOpySFCAYbicUGicfdRGMumpsfRa/PobHhLFpaBrj44ouPCntLssSze58mtLmHs93z0claZEEiZEoQDvtQghFkJCImsKVlkGHPQmPTo3Lo0Wab0eSb6brhOkL791O8cuXR78D3RaSujp7f/IbIwUOYZs4k85670baugC0PgyUblvwRuWwJA+1tdNVW0d1cgSb/PQR1lIaPC0j4raRk51E2bDp5KSNRu0VibT6UWDKzI2kDuMd8hitlDQiQk3MhhQXXotMdm9qu/mIja556lIySYZx1+28xWm3H/D0xMEDPPb8hsGkTplmzyHrwQTQZ3ywA7ent4d0H7yHk8XDGbXdTMGY8clQi1uol0uQh2uQl3h0ABQStiK7Ihq7EjrbATO+9NxPas5f8Oy7EFF4PXXtRBD3B+ByUMZdhPn/p0RRswDXE7o/e5eDaVWgNRuZdeS0jZs752hRtrCfI4IuHQVFI++lYNOn/0mLTtAECAzDugh90Db8O/xf8/gt4eM/DrKhdwZYLtnDnew2sr+nji1/NJcWsg7Cbz+55nrqBCPHIHi4/swRH3Su81jaVMx96FWtaBn0P/4VoSyaiI5vAWYfo8j5FIioQbBrLxBPvpHDcxC8p1vE4Pb/9Ld73PwBA5XSSfttt2M48A0FImt7u+bSVPZ+0kDfSweJzjWjfOi2pHnLVZ2DPJxhspqHxfoaGNoPKTrvzF2xTprHREyMoJb+wKgEytBq0ooCigCch4U0kU5eCImMLB0nzeclxuyhurcbRWYsgScSd6URTszFaLKSlpWG1Wo961cW9vfj6O+jzRgjIybSHTQyTl5GLLW0yetlBxBdDNNYhmPYSF9agNgYAEZAxGAoZVXwP8R1/xlyzDUNURjLYSGTMQtW1A1XcSx1nsGPgVELSsS0hRyEACjizTZx183j0/hpoXItSv5aWT/r4LO0h8hL7WLq4HqFsEQybT3WHi/fffx+LxcJZIxQydz1IUNTyeOblmKPZ3HDVlf/v1PndbbDlT8mVoEqLMvkq6rPPZM3G7bjdbkaNGsXJJ598VC/065CQFdZf+RPS9u/l9w8/zf0zxx9TB/wmKIpCrN1PcE8v4YMDKHEZdaoBw+hUDKNT0OSYkeUwfn81fv9hfP5K/P4qgsEmvpTs/ZexJDQcPLCYWMzI/Pk+Cgvnk5o6H43Gyv6+Cl5edSOyv5CiaAEZ8RScooN0nOj8MolgBEEQ0ekMGFQWVNKRQC+CyhHD+8ZtGMaNI//lF39w07kiSbhXrGDgkUdREglSb7gB+7zhSB/diM7fTGs4jc09eQxGTVhS0kgrcWIdsw5EEPouYqjZQ0f1YRRZJqtsBOPmL2HYuGmoBDUqsxZBLRKJdNPS8gQ9ve8hCGpycpZTkH8NOl0alRs/5/PnniBv1BjO/NU9X8r9/ROyDKEhFJUGz4dr6HvoIUSjkZy/Popp6vEKK+2HD/Lxo38E4Ow77yVr2Nf3zUnBONHmIfrbNjAY+ZywtomEzoMiSIiSiCahoAVEIRXZk4UuLQNdUQqioEYQNahEPaLKgEZtJRbQsfOd1XRVdlA6bRYLrr7huAAOEO8PMfD8IRAE0q8bh9r5/+a783/B7/8xFEVh0XuLGOEYwc/KH2TxY1u4/qQSbjt5BCgK3X+/nff3ziPqfZbC8uGcrfydyqFUvNPuZPbyyxl8/m/41nahKZlL27S/EbXtINhjo7jgd4yavoR4RwfR2loi1TVEamsJV1QgB4MIWi2pN92Ec9kFRxuUJUlm8xt11GzvYcSMTE5aakD16tIkweLyVUgphbS2PUNb2/NERTt7bXfwbrCYvpiEU6PilFQ7sxxmJlmN5Oi1qASBcChCxdZqag420z80QEwTRFGFEI483BRBIGi2MajR4mhvILejgYDRwpaZiwmNnkyhUc9Ik4GxFgOjLQaKDToEwNVWQ9PuNTTV19KcSCOOBpVKRVFREaWlpZSWliJIQ2z/4kz09giCoENRogiCFkWJkZN1EaVMQrXvtSRpAwEc+eBuQxFVxDJmELSMI6w4kdUmJNGAhI6wP0ZzdYDOwDBs6gHOdPwak8oNWeNRSuaz9oMUGhLDOVG9gbLf3cLWQ4fYsmULuZlpnM6npPduY13KTD6xnUtG9wA//clPSEn5evLOfxSuZgY/+wtr6oI0UkiqAZacdiYlo8Z/50eDO3bQfsWVeK+5jp9OnYcrnuDn+RncVJiBThRJJPyEw50kEn4UJJSERKTBTbjKheyKgkZEV2JFXSoiW0JEIp0EQ02Egs2EIx1wRJJbq03DahmDxTIai2UkWl0GGrUdQVCjKBJ19ffgcm3H6biS1asjaDRBxo77GI1GICXlRDKCZuybXkSc+yC+cedh0VrQqb6sDbl7u6n5YiPthw/S01CHSlaRZsqnrGg66ao84vvXEz30FqZF1+I479wk0cOp/0GBMN7XR9dvf0t402aCRj3VGXaKy4JMc7aiUaLESxajWXAXZI0jGGxkX8UyVCoTkya9jRIzUr1lAwfXrsbd04XebKH8xPmMW7gER9aXq9FwuJ2W1qfo7f0AQdAQ75xP5cfNFI6fxOm/vAuN9sgxSwmoXw17XoD2nZBIaruityM7RuDa2YunKoLzhrtwXHrp0eM88NmnbHj5ORxZOZz1q998Yy0uGGw+4lryAbFYPxrBiLFXROqworE4wGwnoYojaYJI6iCyPoSij4Eoo5BAluMoyvG+m4JsZqhRQ6A1j3nLf0vB2PHHvWeoqYea13YR1MWwnpBLWlY6BQUF/xGW59Fx/F/w+3+LyoFKlq9azgMnPMCq7Tlsaxzki9vnYjdqkQ+9xzvPexgIdhEL7Wb5knzSW1fwes+JLHv0dcKrVjPw1Hvop19D89hHSWQcRuofyzj5HGJbdxDauxfZd6RR9IgHXryjA5XDQdHKj1B/ZbYfiyT47PnDtFe7mLy0kKkzZITXz0qyAi//hCGNi7q6e/FGethhvo0Vkcn4JIXZDjM/zU3jJKcVjSggSRLt7e1UV9VSX9OAN+Din95EOo2RjPR0cvKzyMjIICMjg7S0NNRqdbIpPZagsuowNW/8nXhnG6GCUipOPJ19JiexI/eaSSUyxmxgjtPCSU4L4w1q5K2P0bblLRq0o2kwTGDI48NsGWT06C2oVDGatxVRPmEJcetzyHIckHDYpzNixP1JnzpXc1IObP/rScq+zpZksYaGvvG6eeRs3h34A2qdhvNvH4/xyMMpHIjx+u2bUQdqCNmbGHA4GJelZ3H/E8SAR0bchFEpIVJTySWXXEJx8fHGxN8XiqLgG+inv60Zd3cXIa+HaCiISq1Bo9djTU3DnpmNIzuXA9U1bNmyBY1axUnOfqb2voZKa4Tp18GMG76xD0+ORmk58yyUeJziTz/BK6r4bWMXG3rqWKZZx4nq/cTCzT9o3KKow2gsxmgsxmQswWIdjdUy+rg03r8iHvewa/dSVCojqSmP8+ab71BcnMG0aUP093xAVPpn/5qAKGoQBC2iqD2yutAhinpEUYco6hDQEAvGCLp9uDpdBPpEbOJIRm7uRhjswzjvXkS9HdGsQZNtRp2iR+3Qo3Lokj/tOkST5pjAONTZQcWqj6jesgHnoJsxQwF0/gCmOXPIuOladL2fws5nk32pOZNhytX48kupqLwKvT6LSRPfQqNxoCgKHVWHOLh2NY17diBLEvmjxzFu0SmUTJp2VEElFGpl44rfU/tZP7aCELOumEth4ZUYEqpkunvvS8leWmtukpDkKEy2zQw2JG2i+qsBiHrVxG0T0F10DxvX76dy4zqKJ07hlJ/fhu5flHskKURf36d0d7+N17cfAZGUmIOs1l7MtUHa16VjKM4k/5XXwZ5NYHs33o+bUVm1KAkZOZRswNcWWjGOTUM/zgE6iXjcQzjSQSjUgtezl/7+z5GVMN5WMymmSzjhnJtAEKiqqmLnzp10d3cfd39otVpGjRrFtGnTyPoWe7Lvix8d/ARBMAD5iqLU/ejR/D/A/zr4PbL3EV6reY1Hpn3EFS9Wflnri/qpvP8WNvefSzTwN/LKSjhX9QrVgxbiix+hzJFBx89uwzD313SOfoFI7l5MLRNxvtCN5HKhyc3FNGM6hvHj0Y8ciTonh/bLryDe2UnhO2+jK/qS8RX0RvnkyYMMdQU5aflwRhV0wVsXgKIQveB56v0f0TewmgrtWbwtLKcrJjLfaeX24kzGWozJL2tHBxUVFdTW1BKJRkAR0cSspFjTGT15OBNmjMBk/n5N2rIsUbn+M7a+9SqRYICiiVPJWHwG7em5HPaH2fMVh4I8vZZlmU4uklvIfHc5iGoaFt1A+9CzSAkTVdVz8XrMoMikpXqZc9J52B1tNDf/BVmOUVZ2D9lZ5ycfYvEI1HycNOJt3/llfx2AoIa04fitpUQG20nzVDAkZPBu8FKCmjymnjwMi81MPB5n345Kegbb0MgKE3fvYlhfM57hNlaf+nPGpWWwf+eOY0gbPwS+wX7aDh2g9dB+Og4fJOz3Hf2bWqdDbzQhJRLEImGkeBxJbySSVYisN+LQiEwfP46R02ZilQZg0x+SvVJ6W9ITrfzsZNP7Vx7o/Y88ytDzz5P3979jPmEWiYSfpqa/0NH1BjIC9cIYxmacQEF/KrFDEZSwgibTgnFiOpocE4IACgoCYlIkWpuCVuNEEP69+qbLtY39By4lK/NsvN6z+eyzz5gzroi5tXfjS3XgX/BzokoARY4jKzFkOYosRZMi1nL0y5eU/F2SI8RiA0hSCABVD6T9QUukVE/iwtlYE8MxevNQ9dshfOwKUNCIqBw6YkKUIVcn/f2tRAmRMqqQ4SefiKMoB8/rbzD4zDPIkQjOiy4i9aqLUDV/klyNDTWAwYF7/AIOaLditU1gwviXj2mrCbhdHN64lkPr1+AfHMDkcDJm3iLGzFtE64EK1v7tSYonjWPY4hADg58k7/PBGDk9YRwpsxG+TQbP3YZSu4r4umdRx1sRRQgl1AQdo0mZdApiSklSWkxjIBBqpMu7jp7wXiRiGKMqsrt8ZPZF0KntSAUn0/JsNYosUvT+e6hTU4k2exl4oRJtroW0q0eDSiTeFyJSPUTo0ACJvhCCRsQ0JRPzCTnHpC8TCT9tbS/T0vI0KDE8LQV0ek7CE5JJS0tj3LhxFBUVoeuUcH/QQKBMRXuKl8OHD2O327n++ut/tF7qjwp+giCcBvwZ0CqKUiQIwnjg94qinP6jRvUfxP8y+CmKwpL3l1BgKaa1ahmBaIK1t8zBqFUT/vj3vLFqHKH4fuL+vZx33kzyDz/EewMnsOTWJ+m88CLUU3+Oa+wWvMWfY6vIxfT3fgyTJpH2i19gnPqlyLKiKHT/8lZ8q1eT9+wzmE888egYBjsDfPr0QSLBBIuvLqcgsQY+/SWKJYueeRdS73qDJjmPFbrbqYxaKTfr+W1JDnOcFhKJBJWVlWzfvp2BgQHUKg26aCoqv4PhI0qZckoJ6QXfbSn0TQgH/BxY8wkVq1cSCfjJLhvJuIVLKJ0+Cy8qNrl8vNPrYos7gF4UuMwO51afT39GArt5AuVjn6Kx8a9U7t1Gy75RKGlZxGWFzMxMZs4aRzz+FB7PDnJyllNW+ltE8SsPiFgIhhqTjeDGFPriJr7YsZuqqioURWGMaYgloXeRFYFXlHMYEL5MXZpMJrReK1aPmaXyPezvKCK3uQ9RkpBEEclux5qdjWgxI2p1CLrkS9TrEI7+rkXU6RD0elxygraBHtramvEMJfu5TA4n+aPHkZmRjV2lxqrWolFAtFhQp6aiLipi/RdfsGvPHrRqNXlagVBLA/4jn08rKKJk0lSGl2aQWv8K1K8BOQGm9KT0XEY5wY4Y7Q+/j23+VLJuv4G+yAEaep4nFneTm3MRcsqlXHE4SJeU4A8HI5xsM2Odn4+u8Jvrh/8JNDc/Rkvr45QO+w371w6wvyPAeZYKyq9+Gmw/TGUHQFFkIpFO/IEaeju2E35jLdZP3biuShCZdCQ9LwsQt6ElF5NQijE8CrkljUiPD3VcjVFrRS+aEPjygSvoVGhzzajTFYKb38K/eiWixYL9vHNxLl+OJtqYzDjUfkpvikDVSCuZ2nGMmvo6gvbYFZcsS7Ts38fBtatoObDvSKZYITMng/NPzkFT/T6RSBcd+Xa6M3UkhDgaTQrp6UvISF9yRHT9ePajIsscWr+G7a88SZFmgMnOACl5GgRPGwow5NDQlmfEY9cgygrpA1GyPUbs5tEI+TOhYAbkTafrzrvwfbqKgtdewzhxAvG+IP3PHEJl0ZB+3ThE4/HpyFh3gMDWLkIHB0BRMI5Nw3JSHppM05HrolBdvYvqA/fgzGom6tOg4yLmnv7rY8hhvvXt+Na2YV2Qj2ZWOl6v9xhFon8XPzb47QPmAZsURZlw5P8qFUX5Zpvt/zL+l8GveqiaCz65gHnW+/lol5pnL57E4tGZMFDPxj+8RFVwDvHwS2QVFnKOYx1DvX20TXuEzPc/IaAMg6l6esc8j7nChuXlGJl33InjouXHzXiGXniB/j/9mbRbbiH1p18qnrccGuTzF6rQ6VWcenkGqYcfhKr3SeSO5+BwHW3xAT7S38rn0XJSNGruLM5iWZYTQVHYs2ULW7dvxx+L4YzHya9rI6epFWPMh6jIoBIRBAHRakXtsKOy2VGlpaLNzUOTl4s2NxdNfgGanOzvnKHFImEq13/OwbWf4u7pRm8yM2rOPIbPnEPWsDLaonGeaqomt//3jOYQMU86C7rjVE0uYCh0gMKC6+nYZmPvpx8x6YrrqKxvxOVykZmZyfDhLiT5BVJT5zJm9JOoVF/OPiVJorm5md27d9PQ0IBWq2Xy5MnMmDEDi8UCA3Uor5xGNBDlvcG7iaUUc9o5Is7t99LVJrPS/TsqR0mcvXwq4zwDrP7Tn8iORBiVmobs8yEHAijRKHIsihKNJf995DWkFui1GumzmYlo1QiKQkogTJovRKo/hDmWQPiG71/QaGTnjOkMpqUxLBhiXvko0k87DZXTiaurk+aK3TRX7KGrthpFkUkrKGLktKmMSA1jcVVAVwXhhhY6NjpQ6WUyTnXRUG7C5dBi8ccZ0RBAE5yFJ3YlLjGVm6doOGzW8UiOmmWl5T/Yo/GHQlFkDh24iiHXF4w94OWj2GX0ynauvPKqfzvdJUsyAXeUSDBONBAh9KufIg/0Ij1wFa5QAwF/PTGpG43Zj84WQxAhFlQT6x1J6fDrGT5zLqKgRvLHSAyGSAyEifeFiLX5iPcEkzsR+0m0fU74wDZQFMxz5+K48EJMY4chVK6gpf05mjOiFHVKFDvPhtzJyVSlWp9sjA27INBPw65tfLKliwy9n/PyK1EJMh7TCMRJl2I74XJktYqhoU309X/K4OAGZDmCRuMkLW0R6WmLcTimI4oaehrq2Pz6C3TVVpM/ehwzS0bhu+8BDNOnovvNItp7XiQQaUGncpBnX0J26iloUsckhRe+Au+nn9L9y1tJ/dnPSPvZDUjeKP1PH0SRZdKvG/+dhBTJG8W/tYvgrh6UmIx+hBNhkp1V+zfQ1NxESkoKUycY8XgeR20MIHuHM2vhixjNmUfuBwX3uw2E9vXhuGA4pgnfzGD9IfixwW+noijTBUHY/5Xgd0hRlK9Rwv3f4H8Z/B6reIwX9r+L1PZrphQ5eenyKQhA91PX8cHhc4mxBdldwTlXXUDh9p+xbrCc8glX0vPm51jmnk77tPvQdWlIeUJD/lPPfq1bQ2DzZjquux7LyYvIeeQRBEFASsjs+aSFfZ+1UpTrY8HY3WgrX0VJRBkon8huexdrNcv4VFlKRBG5OjeNmwsy0FYdpvrTT/nC68VjNJIyOMio6hpsHomoKR3niFycpZkIGi0oCoqUQPb5kTweJLeb+EA/8e4eiH+ZThQtFvSjRqEfNQrD+PGYpk1FZbd/7fk6WgtZt4bG3TuQpQRmp5PCGQ60OVuQhQhr1D/hNWkepw1s5O7ex9Cd8wiZOWcTi4R56Zbr0JvMLH/gEaprati8eTMulwujUY3B2IzVYic9fT7xuITH46Grq4toNIrJZGLKlClMnToV47+6Fww2orx8KtFAkK7ICEr0u/Eb0rm94KfYm2eS3xvn/F9P5M1/vEooFOKaa675WmallEjQUXWIhl3badizg7DPi0qlJstgJsPtw9nUhiaaFAwQNBpUKSmoHHZEgxFBl0yTKbEYrYLA9vw8ZEFg8p69FLS3H92HoNejLSpCV1SIJjubuNNBe9BLU2sjfZ3tCIJAyaixlKFFeP9DVHYr4l3jadd8hoCKEsMCsqLlePalE+lPQa33YHesJBHezFWlt7HZOYX7W5/nalU3FM5Kuk9kjf9R/VbBeJAvur6gzlVHVIqSacykXDQwYsMDHCzwkDCaGVH+Dq+/sQZBELjqqquwWr9ftiHki3F4cycthwZxdQW/4jwPpkAXU/Y9xGDWJFTX382EBfmY7Dp8g25aKhsZ7G3G6+4i4JJQ4ukYDIVoNJak7ZZFiy3DSFqehdRcMypJJlw1RGh/P7FWH3J4CNm7m2jNRmSvB01+Po5ly7Cddy71NTfQE9hGeX2YzN7gcWPuCZv5R/tY7AY475QifPpi9tV4qNtfiSxJGKw2MopKcGTlYLTZ0Zm1YGwhqlQQiu9HIQKygXBfKj0HFeLeLOYsu4rykxYA0LrqPtr8ryKlKxj1RRQUXUtmxunf6D0Y7+6m+Ywz0RUXU/DG6ygJGHj2EAlXhLRrx6LNNn/t574OciiOf3s33i3tiDFwi0GEcitlp01Ea9UTj4fY9tkNJPRbkON6xo77K5nZC4GkGszgi4eJtvlIu2p0UgrtR+LHBr8XgPXAHcA5wC8AjaIo1/7okf2H8L8KfoqicNqHpzHYeiquoQLW3jyHghQTsQMreftvAYKyhnj0fVKysjlnRBdK/Vp25d6N/dWV6GfdRO8Jf0TBTdqf9BT+5fmvpSuHq6pou+RStIUFFL7+OqLRiKtjkJpXXsXh20qRtQpDohdFUBEuHEdFuocP9SfxsbgMr6xjSaqNW8UoqZ+sZGD9Onbn5NBeUIA5kWC6PYWgK4emQRu5ozOYd8kIzI7vphwrkkSir49YRyex1lYiNdVEqqqJ1tWhxGIgCOjLyzHNnIllwXz0Y8Z87cow5B+ituI1Btzvorb2EHZpaVufQ8SlRzKq6bHlIGvVTBVdOHLGEQ0Fcfd24+5OsuhUGg2JaJR4LIaCgqKAIoAiqhC0ejQmM9b0DPLKRlA+aQppeQWov84DztMOa3+DUvUBKLDStoRbxvyChelZ/C4znQ/u24PKEaZbvZtLL72Uoq/UWhPxOG2H9tOwaxtNe3cRCQbQaHVk602k1DeTOuBCo9ZgGDsW/ejR6MvL0ZeXoy0sOK5BOZFIsHbtWnbt2kVWVhbnnnEGlliMWEcHod17CG7dSqS2FmQZ0WpFCYVQvjIJCWrVdKRYaU+xklCpSFELpM0bRF/UT0bGaZQOuwt6dLjerEUKxbEuKMByQk5S+1FRiA42cV1dN6viVu7u/4Cf1fw1uWG9HYpPTMrhDV9yjDjCN0GSJQ4NHuKFyhfY1rWNhJJAREStUhOTkhMAvaIwxl5MpthOudnCjOJnWPHmSqxWK5dffvkxeqTH3YOywoF1Hez+tAUpJpFZYiOrxI4t3YDBrEFrUCMIAr4Xn0X+4BUqJtyCzzkMvUlD2B/7JzkVUSVgcijIqhYUJYJOm4cSTyPsjxM9QuwAsGcYScu3kF5gwWxQI3T6kWuHEP0h2sKfoW7aQVrrECGLltZzJ+Oc04sSaWJC8R9wJGyQiIGoxh2UeeuJF9EaTVx435+PaQYPeT20HqygrfIAgx1teHq7iYXDxxy3oJKx5AaxF/uxFwURNQlE0UBKyhyMxmJcri34/VUY5Cz0fx/EqZtG/jPPfKNdlSJJtF9xJZHDhyn68AM02bkMvlxFtNlL6hXl6Eu/vln9mxCLxVi5ciW1ldXMcI5hpJCH3B0GUUA/3IFxYjqGESlU7nqdjr4/ondEycpYxvARd6NSGZBDcfqfOQhAxs2TvlaR6YfgxwY/I/BrYBFJzt9nwH2KokR+1Kj+g/hfBb96dz1nvHUr4fZr+MX8Um5ZWAaxIBvueYQa7wwk/RriPbUsu/12slaezn5XNnb7OfiHCpEm7sNTtAbnExqG/eIZLHPnHrf9eFcXLcuWIWg0FL75OmpfFe51r2LuXYtWDCNprIjFJ+BNtVGnrmelUspH4kUMKlbm2Ez8vLuJvDdfI1xRQWdBPhVTpxJVqZg1fTpZlnK2vduCLMnMOreU8tnfnbr8LijxOOHKwwR3bCe4fQfhgwchkUCTnY3l5JOxnHkKkTQvbs9uPJ7d+HwHkOUYOm0GeflXYVYvoHrP32hv+BwllEEoUkynywvxOHYhQVpqJnqTmcHOdsI+L6XTZmGy2VFpNCiyhJSQCPjrGezbA/FUlGgKvv5+lCMScoIgYkvPwJmTS2ZJGQXF2WR2vI948A0QBHqKF6Nv3URE0PJX1UOMcGex5Kej2b72ID37ExSdpOaUZXPwuwZp2b+Xlv17aas8SDwSRmc0UVg2krSWdkxf7ESt0WBZfDK2U0/FOGUKosHwrecuEAjwzjvv0N7ezrRp01i4cGHSPeNf74meHvoeehj/mjUYpkwh4847IBYj3t1NvLubRDzAkLqRatdhump1JEIasoYXMXvZT7EPOvCuaUHl0JOyfCTanOODS1xW+HlNGx/2e7gt28It0f0IzRuSjcf+HlDpoHQhjD4bhp8Cmi+PyxVxsbljMxs7NrK1aytx+XgK/D9hQsBmTCcix3FFks71elFgpuFEHNUpaK1aRi0eRYY1A6feSYohBbvOjlpUEwnEWfdyNW2Hhygcm8qsc4Zhz/jX+ppCT6OHpn29NKyvJ6L+UqFFb9YwfmEepZMyMDv1iKJAIuGnvv4+enrfw2oZy6hRf4F4DgMdfgY7/PS3+Rlo9xNwH28HFBdjRDR+EAYo6KpmVO0uBtP8BG6W0JrUaHJvZ2bR+SjBKG/dcyuxcJgL7/vTMa0P34REPE4k4Cfi9xGPRlEUBZVGgz0jE41eg9u9k+6e9xgc+Bz5iAyhwVBMTvYFGCrVDP3qTxinTCHvuWcRv6YP1fXKK/T94Y9kPfAAtrPOwv1OHaEDAzjOK8M06Yf5Ww4NDfH2irewDuxlfnaQTLkXIThAXCkkKC8gFBiHHNMj6EWMY9Ppd3Sw/9AdpI0ZwmgoZty45zEai0i4IqAoqFO+/TvzffB/rQ7/j/BExVM8+pGOdH0BG385D4NWRctrT7Jq2yhUun1EhrYzbMoMFpfHUG/9Ext1V2I8qCF19HhaZ/wG4zaBspw7SbnqyuO2LXk8tF50MYnebgqvm4RmcB1ixEVUNtJvPAnrgiX0Wdpo713JRmkiq8Tz6FFSmahTcd2BnQx/5QUkrxehqIgD8+ZSGwySmZnJ4oVLqf7cTcvBQbKG2Zh/2Uhsad/d7PzvQPJ6Gdi4gt6W9/Hrm4kVy6ABELBYRidlzBzTcTpnI8sRamrupH9gNRkZpzNyxB9QqfR4YnFu2fQpqzSFnCL08/isecheN6/+6mc4c/JYdu9DiP+iaNLd/Q41tXfhdMxi1Ign8A24cHV1MNTZzlBXJ66OFgY7k5qWRlWM4qJUDk48jb/aSjmFHp7d8zOiYRUfu+6hV7ThtR8i1VWAEOvBZO1msKMVAEtKGsUTJ5OfU4j+8/UE16xBNJlwXnYZzksu/sbU77+iq6uLt99+m1AoxBlnnMGYMd9eTlcUBe+HH9F7332obDbSn7oPv7WFgcF1uN07UZQ4Kc45ZGdeRmeFl10fvkvI6yZdX8DEiacw8pqTEfXfLGYuKQo3Vjfyfncnl2QauKEgGzGiQqppwnv4IIGOTgIRPSElnZg+A5/ahC8RwZfwkhDjyCqJmBDFoNNTml5MZnoqJouAWP8SAc92+kaOoz4zi8qhwzR5mlBQMKh0mIQwsqDD6E9ncs8UPDoPX2R+gSR+qQlrVdtQBw3oo2byMrMozstlXPo4ZmfPRvaq6W/z0V7loq1qiEggjkojkpOrxrT6BUpmFSGddx1fvFNPwBVl1OxsZp5Vgu4rRI6+/tXU1v46ySIu/TXZ2cuSZQYpQiLhIx42sKvxECsOvIvHFSBPU8h4y2Scbif9rQHCkoKAQkqghoL+dwle10HcBO8PmCjcPgy9V2byjVczavR0rForGlHzb086/9kw393zLiqVkazMMxFFI0OuTQSD9QBo5RTUO91YGEHJjU9jsOQd/Xyso4Pm08/ANHUquc8+g29NK/7NnVhPLsA69zv0ZP8FdbW1VL/7ILOk7aQrA6C1QP60pGtJIgKeNpTeGqLRYYSk+YSUWSio2WfaTp/7cwoWdoFWpN9yBoVZS5mcMRmj5sc/l37sym8jR5MEX0JRlHk/emT/Ifyvgt8Jz95JZ+sJPHPRRJaMySLUWsdbD1cjCgEk016CPZ1c8ecn0f99Bt1uBXf4ApymJbRPepi4qZ7idfMpePS5425+qbeN9ssvJdreT96JgxiyRJrDk2mOzyHj9BIU6yo6XLvZICzhM/EsXLKRckHmqs2fMX7FawhqNZYF80mccgqf1NUxODjInDlzyLONZMtbjcQjEtPOKGbc/LyjbhPfhGBCojUSwxNPEJBkYrKCThTQigJWlYp0nYZ0rRrtV1J44XAXvX0f0t/3KYFgsjvGpC/B0OtEWN2Kao8H84QZZNx+O/oRI/B6K6iuuZ1wuI2S4lvJz//JMedEScR5fvUz/M40izLJzSsTRxOqrWPV439i1gWXMP3s42WQunvepabmDhyO6Ywb+3xSk1RKJFsgNj5I2OehLXUpByIFtB2uRh2PougNDJ80ldwsO8Lu5/EGZQ6GC4mF40cEyAXMKUVMOHkOxRMmY47LuJ5/Hu/HHyPodDgvuYSUK6/43kEPoLq6mvfeew+z2cyyZcu+F9lDURQCgWp6qt+it/Fd4lnJFZbBUEBa2iJysi9I9j4CsU4/fa9XUt++k7rwXsIhH/ljxjPz3OXkjBiFN+rl8OBhalw1tHhb6PB30OZrwxcMkO0bRp5nJPmekdgiaUf3L4sSij5MQu3CJQSIihIaFJyiFZ8kI0gqsnTZWEQr0Yh0TJrxn9DqVZidegx2NX6di06lhcrIXgZUfahNPuamLiK8P4Yz20np3FJcETd1B7vobB5EVAuYzUaEsAbRr8MQtpISzkYjJeumepOG/HInhWNTKRidglavpu/hP+F68UXyX3oR7cSp7P6khYPr2jFYtcxZVkbJVwgWkWgvNdW/wuXehtFYgiAIBIPN9MYVVnq0VEdUZBrs/HLKHZxceMqXVmPRBG3v1FO3t5+2uExChgzhAM7pf0PJi+FutLBuQGRb7pcrYrWgxqgxYtKYMGlMyX+rTTj0DvKt+ZTYS5ieOR27/st7KhzuoL3jJbq63gIgN/ciCguuR6v9UtEoFGpjaGgjbvdOXP1bkcRk+tSgL8DhnEF62mL8t75A9NBhij/5mGirguejJkzTMrGfOex7B2RZltm15m0ydj9AMR1IjhJUJ/0Kys9KWncdgSvoZsfu/TQdbsDboyCELTjjduyKkXC8gpD8GXlLOzBaY6xwaRnSlPHRmR99rzF8G35s8Jv0lV/1JOt+CUVRfvWjR/Yfwv8i+FUNNHDqX/dRmGpgw02ng6LwyV0v0OXJQ0j9gkDDQeZcfCWTigXEf1zO5sh80kMXkMjuoX/qE9hWmRl/x3rUqV/af+DtQtrwCB1/+YiwS03u6Sl0F5zB5srhZE9pwDl8Lb2RAdaqzmOtspCAomZGPMSyle8yZt1q1E4njgsvxH7B+Rzq6GD16tXo9XpOXXI67TtiNFR0kzEsxMSlatTGAWLRAWJxF/G4i0QigKJI9MtmdidGUC0XU53IYlD+frOvdI3IPG0N0xOfkhrZjoCC1TqRzIylpKUvRq87wuqKxXCveJvBp59G8vuQzy6id3YNOlMm5aP+gsMx/et3oChs2fISP40OQwBesXTRv6uVht07ufC+P5NZUnrcR3p6P6S6+jbs9smMM1+Eeu39MFCTdEI/+QE+VBdxc207FkXmXryYag/SuHcXkSN9dwIKTl0IdPmoUufjHUpFEPWMGmekqO5dwp+tQtDpcCxbRspPrkb9A1Vedu/ezapVq8jNzeXCCy/EZPr2HspItJfu7n/Q0/MPIpEuQMBqGI3qsz402wIU3vM0ljmzj5wuheCuHjwfN6Mya3AuH4mYqeXg56vYvfJdwj4f/nwdn5Y2EtHJCIpAWXwcZaHxpLmK0A7YQBaQVDKtKUGE7AiF2SH69G1U+HfTGehEORLRRCBFERhExiLL3KgvZs70W8gomougyEjvXEWo6guCM+7Hnz6PgDuK3xUh4Ioc+ZlkaH4VMhJBUxcRcyvauBOraxQCx9ZIBVHA7NAhWhN0a1rYJ23HZe5i4cQ5/GTcT3Dov6xXyZEILWedjRwMUvThB6idTvrbfGx8vZbBjgBF41KZs2w4ekuMwcGN9PS8j8u9FVCIKWo2x0tY3d+JXlRzitPAdF0vVlMxw8t+h9M589jr1Oih7+06GgfC1Id7iARWkja2lazx/SCCvsZIND6CnuHjGcg0EkyECCVCBONBgvEgoXiIwfAgPcEeFBREQWRp/klcVDCWuG87Q0ObEQSRrMxzKCr6OXp99rfeN4oi0f3uX+ne+BzSCSlEckJIUgB1l0CO5WyySm7B/WYD+hFOUi4Z9b3rbH6vh7rXbmHc4EcgqhEX3Ydq6lWE5Rh1rjqqh6ppqOsgdshESl8hOsmIjEzE4kXvUOEwmNAPybiH1ITC+5ET6yld0ochywuJcuYvWvm9xvFt+I+nPQVB2K0oyvHsjP8R/hfB78q3X2fDfgfPXTaCk0eWUPn2J2zZaMRp3ojL3YgtPZPl9/+ZyFMnkeiro9F9J+nWyTRPuB1Z1cd481+xLz4tuTFXC2x9FGn3W3RsshJ26ci8+xa29E/AG1yLs6gSn89GXeJEeuI5RFQi+USZsHstRbW7seY6SFl2IaYT5yMlYOuG9bQ3dpHmMJCbGibqG0CtjiDqvMjqCLI6RNwwSMLoQdToCblT2BifylbTOJpMBQCkxwYZH62hUGomS+7GqPKh0sRI6GTiogZZZSOmzsYvZqKXBymIbceu9OPDygYWsJGFBEUnI7UexmjdTNC5GKNzoyZCJNJNoKcS/RtDGHeroMRJ4VMvYSj8bhug1s5qLqruols083zT4zTvSaAxO7nkocfQ6I6vafRWP0p1z5OYggnGdloxnPQAyohTeaJjgAebe5hmM/F8eSEZumTqS5Ylwj4fmzdt4tD+nVxn34bNW0lFdBly1qnsqdIjCyrU8QAjMn1Mvn4RppwfRstWFIUNGzbwxRdfMHz4cM455xy0X0fEOfJet2cnnZ2vMji4HkWRcDpOICPjVFJT56LVppJwu2m/8ipijY3kPPE4phmzcX/QQPjAALoyB84LhqMYBCoHK1nVvIrPG1eTU6cwodGBqNbjLD2LuDuXeDiZXkzNM5M7wkn+SCeZw6w81NHPk229TFMfQh76gFZfM2WOMi4ccSF6lZ5Xql+h1lWLVtQQ+0qdz4TIeLWNub1NLJl6M9bZt37jOYlHJQLuZDDsat1Ldd1aesJO3LE4FhSiskhh+jjmTp+K2WbAkqLHZNMeI0zeE+jhmYPP8FHTRxjVRq4YfQUXj7z4aPosUlND6wXLMM6YTu7TTxKKtOL31dBctZfBvsPorF1oTIMA6HXZZGaeSVVEw18OvIgrIXFyVjl3zn4Kp97J0NAm6hvuJxxuo7DweooKf3G0x1RRFHrr6ql49T3qmnaiVpkRTUsxOk0Uj/8Q2bkdRSOhGgJDuxWnbQZpk8/DOvbEo71vkhTG7T1EQ88q+gY3Ykx0oRJAEq2U5F9KTvYy9Pof1hLyz/qecdFchqJbCS5UiDlDqMOppHvPYtjZv0Cj/356r/VbP8Sy4U6ylR486dPxnXkf61yH2da1jYr+CkxBB7NbziPXOxxJHUczLMywiRlMmzQGq8lMLJKgr8XHUFeA6EAI7eEhDvZsxhXeSuHCIGaLigVnf474LV6j3wc/duX3VXVgEZgEPK4oyterpP4P8N8OfpG4xOjff4DZ5OXAHVfh6Rrk7ft349A0I2f00VN1iIv/8FfSDFF4ehr7fYtJ1VxPp2YtoXlvkV41mjE//whCrqRg8e6/EQ+r6NiRT2woSsr9f2BLeycR/yDmgUmkCwacKgGDCOKPJKX8KwZVcfan6Djg1FCjGsLeeYiy5iocPhcCCun6AMOtAwy3DmDVxFAQSJhsROwOetJU9JoDxMUEgqBGpTIBavoVO/VKIfVKKfUMo418ZFToiDKKWiZpO5hjDjM6bTyGSj3999yPIAjkPPoIppkzv3PMA9EYF+w5RGMM7q94mIE9QcaUpbJo2ZlgcCab2vuqoG419BxgKDOFw2V6UOspL3+E1/wjeKill7MzHDw6Ig/dv7Auq6qq+Mc//sHEiRM5eUQp8RXXYpYP4OvQU9M1j72FV2OyaQl642j1KsqmZVI+O5vUXMvXD/grkGWZTz75hIqKCiZOnMjSpUuPc2GApPZj/8Dn9PS8RzBYj0bjIDvrPLKzl2E0Fhzz3rgcZ6i/jeo7b2bI7yc243Q8UoDwMBWhTInOQCeHBg8RjAexS6kslM4hv78cf+sA8cBKFNlP/vhzGb9gEbkjHMfYPfUGe3m/4X1eq32PQLQfUZfHTeOv5bLhpzIYHuTmTTdzaOAQV42+ip9P+DnemJem/oM0H3qDhtYN7NBraddoMGtMLCs9lfMKpqERBNRqC3p9FjpdFqJ4bPO0LMkc2raJvas68fmd9BfuRR+EVnMrfYV9LB+1nIUFC8k0fX0TdJOniccqHmNjx0ZSDancOPFGzig5g3C4ne4XHiL+1Eb854r45yU5e4KgQqctxN+XgacjHYN2PBNPWchT7X/l0+ZPKbEVc3GmDUdoG7m5l1FW+msEQYUkhamv/z3dPe/gdJ6IRbqa5n37aD1YgX9wAFGlZuTEOYwITSTkF6lRq+h1R7GmwagT61FiH+NTNaBojojFxwRU6EGnJqH4jx6PyVSKwTadtzvr+aTrEDOzT+C+WfeRZkz72uP/Ngw8/zyDjzwKokjuK+/QvWMzQ4UrCZsb0GrTyc+/ipzsC1Grvz4L0dJYh+ujXzPev56IaGDdtMv4SOljT98eAMrsw5kzdAaaihzUGpEppxRRPjsH7ZEac9Ab5eD6Dqq2dBGLJI9bVAnoNCITVQot3k00B/agt03hhufu/cHH96/4scGvhWTGXgASQAtJhZetP3pk/yH8t4Pf01v28/Cqbq5c5Ofuky7g7dv/QTCgJ3v4QWp27GL6OcuYdf7FBN+4Cm3tSlpDf0dGxeCwXxPLCzJz2iZ07eth7T0Q9RPNOouOFa1IHi+2P97O1oY92JoWUKw2oBMFAqJMlyVIZk8FloF2EhaBcJ6OiNFCIuFAiqcQDtsJBCxIsoqEAgkFBCGIzeQn3dSOKXoQr2+A9qCRZks5fSXT0JgzGeVNMNkTxx5NPoBFpwax2EgkPUp3Xz0tFbvpbW4CAYaV5TNphA2DsYZGbTUBvYQxmKC4PUR6yIpQOBsKZ0PRHEgZdlRiK5CQ2O4JsMnlZ7PLT1M4yZibajNxfqaT06N+Bn/xc6LNLWQ/+AC2M874zmvgiSdYfrCZQ/4gtx14k8TOGk7JrmWkbeDLN+VMgtHnwqTLCCUGqay8jkCwjk3Mw59+E4+UjzpuMtHS0sLrr71GulrNvL37SFRXgwBp81JwplbhTuRyIO2P1NYamHFWCUPdAZr2DSAlZNLyLZRMTKN4fBqOzOMfHrIs8+GHH3Lo0CFmz57NvHnzAIVorJ9IuJNgsBGvtwKvr4JQqAUAi2U0uTmXkJ6+lM5gH7t7d1PjqqE70E1PsIeh8BC+mO+4fQGIgohD46RYGsHI6GQc3QVEu0VQICXHxLBJ6eQON7LljcfoqDpE+dJTSF80je5QD82eZrZ1b6N6KKkdOSNrBmNzT+eZoXxCMlyZMsSG6t8TjAe5f9b9LCpcdOzO23ehvHQKQ+kWttkU3lWZORARSVfLXJESJUt75LmjiCClg5SNKGcRD6bharcSGHCg0WZgH/YOzpI6AoEb2bWzCk+Wh/X69QCU2EqYlTOLWdmzmJgxEb362JX//v79/Gn3H6gcqmGUUcv5Ni92lYLj7xb0h2JE/ngWaTOWku2YiEqlR1EU6nb28t6n61md9yI+/RDXjLmGn477CWpRRWPjH2nveIH09KWUj/oLoqhBURS2rXyQA59uJurVojUYKBgzgaIJkxk2ZToGixU5KuHf3IF/SycDcYVaQcDliZGaZ2bSklzsqXW4Klfh79hHbLALJBlNzIy1YBqZMy/DUj79qFvLP+r/wZ/2/Am9Ws+9M+5lfsEPczv3rV5N1823gFqP5dSHES0W0q4dh1/YT2vb07jdO1CrraSlnUx6+mIc9qmoVEa6uro4tOpFJnW9RCpDrMydxqspBhp8zeSaczm79GxONC3i4D8G6G/1UTg2lZOWD8dkT9b9PH0h9q9rp3ZHD4qkUDIxnZEzs0gvsKIzJdtSpEic/r9VsuPgu8RTBc578PeI/+fn9+34bwY/RVGY/vBHDIQG2XbbUho+qKVym0J56ofUu3xo9AYueehx1HE/iYfLaPJfiklzFu1DzxK+YCd50gLKBl3Q8Dm96aVsCRQz4o1qEnoN1dcXY+mdTNngLCwqgYS6kUzhJXTiIQThm69TLcW8xxL0Sowz5M2oE2aG4oUMJorojQ8jIGXwT2XqmFqh26HB61QzZpiTpeWZFORZUXxRwjUuIrUuok0eUECbb8E4OYNYpkTVtvXU7v6AlLHN2AqCqEilbNjNZFGI0FuZFNlt+SIpwgtJVYsRp8KIpZA37Zgm6bZwlJX9Ht7pddEQipKuVXNNhp2FD96LtH0bGXfdifPSS7/zWvgSEuceaKQuEOHKirU4Dmzn4p9fjjMnD1JKj1OxeKe7l621f+E0PkSvTaOs9C7S05OeZLGODlo++5x329ow+P3MX78e68iR2JaegmXxEjQZ6cSq18E/Lgcpzs7YT6kNz+fcO6ZgtGqp29VL/a5e+tuSM3ZHppH88hTyRznJKNYSibXz8cfraWx0MWaMRHFJB5FIJ5FIF7IcOzpGjcaJzTYRh30qCeM4Dro72NO7h129u+gP9QNg19nJNeeSZc4iRZ+CU+tAXy+ha5SxmTNIHKwg7jMijz4Jl0tBiifvHUeWisJxFsqmFBCxhvm87XO2d2+n29tF/u4Ipe0m2tNDfDFuEEkrMD5tPCfknMCSoiXkWpKSY92RKFds+ztdnX9Do03jwdmPsCT3WHZqqKuRxpVXMZTjQzb7kKIW/F1jOey1ssq+h7gQ5zTPAsZoHagM/aj1fcmfxj5U2tDR7QiCGoOhkEikE0URGRq8jqqqfiafOJnBtEG2dW+joq+CmBxDr9KzuGgxy4Yvo8hopH9gA7Udb6CKtvFFQM3HHg0KoBcVCAr88WUJTQLuuEIFKQ4mZ0xmXv48+kP9PLn/SUyylZOqLmaUaQxzLx5B1jB78t5te57GpodITV1Alu1WNrz4d7pqq3DmpWEpq6RgQimTJh2r7flPJFwRvKtbCB0aoFutojYqEwjEsabqGT0nl5KJaZj0MoHNm/CtWk1gyxaIx9GVlmI9/TRsp52GJjOTZm8zd2y5gxpXDWeXns3tU27/XszIhNtN89JTUWdmoR1+JUpMjdpeQ+bdvzhKcPF699PZ+ToDg+uQpACgIhbNQD8YoDjcQ51gYYUzl4rAAHnWIq4ddy0LcxZx4PMO9q1pQ6tXM3tZKaWTk20SPY0eDq7vpPngACqVyIgZmYxfmI/9Xz38jkCOJOh7/iBKQiLrpin/mz4/QRDO/raNKory/o8a1X8Q/83gt6t5iAue30lJ6S5eX/BzPvrjXrK1VWhLZaq2fsGFv3+Y7LKR+D+4HeOBFXSEX8AVaCGa/SfEMQmmtBiRfN38yW5FOmjk3G0K9dnwyJkaruq5jZPkAoJChHbLE6hMAcQegdLDzTB7NI7TricSthEY8BIc8BIaclPrddFEAoskMV6CgrJMssfm0TUQomLbXjrragk5smiccT4DMQtFPplRQQH1YJTEEaNNURRw5BqwjhJIlAwSjflxNKjJbbZj9umIGX30T/iIoGkjgqLFVZNH+3YRkzWV8Sefypj5Jyc9uxQl6a7QvCmpM9m8CaRYUmty/HKYdDk4v2wQVxSFHZ4gj7b18oU7QKFewy3rP2bM66+QesMNpP7shu9knbniCc7Z30hrKMr5n71BuRRm+f1/Oa6ZfdWAh6sPtzLZGOQu9XOEfXuRlShiQouhxoCySWZz2SJEUcX5OTlkn3Ya2oKC4/Ynu9sJvHAF1sBe2qITqeAaTrnnnKN0eb8rQtOBJrra1xKV92NIqUdtGqCu9gQGBwspLKqguLgbvT4XgyEPgz73yL9zCWLlkKeLPX172N2TJJUAOPVOpmROYWrmVKZlTSPfkn90JdBXPUT92/UMeEK4BYXokRW8IMbQO9rQp7RicLagT2nGp3NxIKTiYEhFRzz5vlGadIoN+aSk5eFoVOH5bC/m9HRO++WdZOcPO+bYo1KUP+z6A+81vEdxylTqzVfjUQycabdyQUCD1NqHL/IBhqw1aIweIp4cwt2nYlIvIEXTTWrjkySytNxToKPGU8fvZv6Os0rPOmYf8biHcLidUKiVQLAer7cCn+8gshxBUQRqauYyNJjNjJlxhg1LRRLNHPZ0sq2vhs399URlmQKtxDiDhFUlE1VlUpx7DnbTMF44/AKNnkbOGnYWZyjj0N/we0IFaXx6yzQ2921nMJKs96Ub07l18q0MD0zii7caCLiilM/JYcZZJegMapobX2Dr239nsDIFncnCnIuuYPRJC+jr/5iq6ltIT1/K6PK/fqPwd7TZg3dNK5E2H/0aFS2iSH9/ko2ZkmMis9hGRpGVVCeIFZvxr1xJ+MABEAQMY8diGD8ezehRfBTdxYv9K7Gm53LzlF8yP3/+t35fun71K3yrVmNb9iBy2IFKfwjPG0+QcvVVpP3yl8foCNfXV7Fv35uoY3vIszUTMied3/8JBQGtJoPY0HQ6ds0h5LaQOzrC2IVWhFgJPY0hmvb34+0PozOpKZ+dw9i5uZhsx08K/hVSIAaygsr63e/9Lvy7we+lb9mmoijK8c1p/yP8N4PfNa9v57Pqbu46z49hhYqQN43pk3eybu0+Ji45nbmX/xRiIaIPFtMW+AV61Uw8lQ8gXVbL2IYwfgRusjmYt07LlDqJ4AkWXKfFcO66j0zZTo/Qwe9KnqRN40cX1zCtJkpDgYGsxCxKO6bhCCfrHIJKJpzWiJ9eshxFnHLyUlJzdFRtWsv+zz7FN9CHLiOLxlMu5ENDkoV4XV46PytIJx73UzlQSWVTHR2tA/i746QM5ZMezCchxKjK3EZFznrCmjhnaGyclNKDShXD3jkXb9dkKlI7Cek8WOv8SM0DiBoNI2edyKjZc8kdNfrLVEXUDw1rofLdpCeZosC4C2HuXWDPO+a8ftbfx10NXXTFRCa1HeL2Z56lY7yePeePochRzOiU0czMmYlBfXzj60Asztn7G+kKRTj7/Wc5ecwYFvzkhiP9WWE+advGz9ocFNDMncq9WEIiYkscyZQgkackK9kCRCMmCgovo3TYZWi1qcft5yhkGc/Hj2Cs+DMqYtQnTibl/BuR0nvo6/8El2sripJArbahFcaxf38B/S6wxR3ovaUYTFZyRzlQcoN0GRtpiFdzcPAAbf42ACxaC5MzJjMtaxpTM6cyzP4l9VyKy3TWu2k+0EvL/l7CgeT/a8z9GFKa0KS0os2MoFgk3LuqCYbBN2MKu0NttPp7ABhlyuaC0GzGtY9FF0gyIhVk4tZego4hdu7bSSQRZukvfkXxxCkAdAW6uGXTLVQPVXP1mKu5rOBq9m3r5W9uN1tzRBAU5ilrOUP8B6mDkOlcTuGsX6AzfKWeV7cGViwnXHgCN2VlsL1nJ3dNu4sLR1z4rd85WU7g9uyipuZ2QqEBqquW4vWaGT1mHXZ739H3Seos1nhibPOGCMlfPqjtOjtpxjQMagN9wT76Qn2kGlI5pyuH+c/to3JGBn+ZHyIiRRmTOoZmbzP+uB+n3skpuacyomk2XTtC6Exqskv6aN2/kpDPTcoINyMX5jNp2t+P1sja2p6jselhSkp+RWHBNd94TIqiEG304FvXTqzNR8igZijDRH8oQX+7/2g9TKNTkV5goaBQTXrHNuI7vyBSXY0S/bLZPq4W6LErBDNtZI+eQtmkhZhGjkJbWIigViPHYvhWrqTn7nvQDJuMoMlGmyWhRD2EDx9G9noRjEbUKSnEDAa6DHqabU5S04244zr6pGL04XRMmgQ6Sx9q4xCCGCc8VErMl43a4CJj4utYciqT1yuhJTQwHHV0KYVlSyibmoVG+wPSl/4+8HVBzsTv/5lvwP+lPf9DCEYTjP/9GrDs5k/Fk+naYGa0fS1N4SEkSeLyPz+FRq/Hs/J3GPa8T3/scdxdWzHkP0eJzkuXwcItagvXrtSS3R/Hd45CaOwIcvb9Ar2iolG9l0+Lt/Fe2glM7u7BEG/kgLUBo6RnqXs2J3tmoRN1BI0S+5UWBiMeTiiYxMjUPA4f3kht1VYS8SgZeWUMzD6dl21O+hSZuYLE0nAHYW8L7f4OXBEXgpIs5BqNJqIGmXaVF583SHnndMoGpiDbOrDNfJw8i4+WqMjHgxbKB2eyxHMCRdEcQmKUDfbDfKHdj7Grl5IuFRpJRDKq0I/II3/0WMZMPJGizFJEQQRfN+x4Cnb/DUUU6TvhF2zNLKVy6DCHBg7R5GlCRkXIegph25loEhI/+eBtCnw7eGxhhJggYVAbOLnwZK4YcR52IUAo3Eoi7iEhheiLw8/7Z+CJqTj3gxc4cZJE+lgfFf44Dyp3kqH088D235O+xY8+4MRy0lzM8+YijCtj7bZbsFoPHilRKoCajIwlZGdfgMM+7Ztn8EPt9Lzwc/KCWxGFBAMpWvqys9CPPp+MrNMxm8tZvXoNe/bsYcS0EUQzEhxsq6LR00i33E5UnUzx6eJGsgLF5EVLKQgNJz2WjyiIiCoRtUbAqygMRCMo0Ti2kIhaEUkICQZsLQymHmQwrYYhXRhfPEpMThw3TpUMk9Imsih9EbMGxiEeCCL7Y2jzLBhGpyJpggR6m4m3hNEMpCELMVqiFVT27CZvtg15Rh5/rlmNDNw2/JcYD6TQ216NPqUZZ8kh3AY/H3I+m4WT0EpxrlL3csOsU3Fqvoapt/8N+Oh6YmPO55d2PZs6N3HH1Du4aORF3/n9SyT8HKq8jv7+fdRUX0QkouKSS84hIyODzV3buX/XQ3ijXn4y9iecNewsqoeqafO30eHvYCg8RCiebCfoDfUyGB5EK2q5YIvEaV9EeWGhyGeTRfQqPTOyZ5Bvzafd135UqWa6dyKj9quRQ32otNmMOnEZw+YM0NJ5Nw77VMaNexGVSoeiKByuupH+/tVMnPDaN7fuHIGiKESbPPg3dRJt9CDoVBgnZ5AY7mTIFaG/xUdXgwdXdxCdUc2kJYWMmZVBor2FeFcX8Z5eol2ddFTvItTcQMpQArV8ZNuCkJTQk6Tj9qtKTUWTlYU6PZ1IQz0utwd/SgphIYOgeTwuxygUUY2ihAlZh8goyWB4TgmxkERnrRt3Twi1ViRrmJ2UnKQFl1rvRmNpR2WqJBjfRCzWi9U6nhEjHsBiHnHM/uVYDDkQQGW3J8cY9ScnyQfeSJZQ0svh+u3feU98F/4Tfn5LgXKSfX4AKIry+x89sv8Q/lvB7/2KTm555yBjh6/jrP1jkOMOikcdpmLrLs799f0UjB2PEvYS/kMZHcEH0Ap5aJtuIHvcAP1WI7cFHfzsQwGzIrJ7eYyA9mxO61pCRIa/OVbzWc4nx+xPUATSoqlkhNMQZDUiAvmhXDQJPTpFzaRwHoGhWtoCVSgo5JtGIRWewN/GZHPYrmKUV+KW2ijjPcmbX0amXdfLYWMDlcYG9psa8KuSNSpJ5SSuG4mNMpbGXMxK/RBQcLUvI1qwlHCKjEsXpCPQia7Lw6Q2CzMGctErGhr07ayz7qAj0oi9N0b2oB6NJKKg4LLGGUpJ4EmHoRQJgxDk9u4OTohEWGs08HBuCaXp4xibNpaxaWMZnToat6TjjvpONrr8lLY388u6/WReNJ7DQ2+iCVWSrZH4ailAENSIoo5B0vmdfAeBuJHzPnyR4eOCPFjyc+w+D48/9hDFc+ZgO/10DBMnIqhUSJLE22+/TUNDA+eeexKC8Ck9vR8AMoKgQlEktNoMMjNOJyv7PDQaG+FwG35/NW73Dtzu7SQSfkJVS8lqC1JuWoNBCBDEwEFHERuF0cRdOdTb6ql0VIIAFo2FYY5hDLMPo0g3jPxoGWZfKtFggkg4DniIJXrxeUK09xpQfGaMUjKIBNQhOuw1NKfspdteTwIFOe5EkGykG9MpTclibFYOubY0nHonDp0DQ3M/8Xtfw1Q2H9FYCIC+zIF5di66EttxabL4QADX2sPEKmPISpxa9x42i1uonNLJRTkh0jTHPi+s1vFkpJ9CRtBC90e/4y/j7uY9/UhMKpGf5qVxdbaDnkATvYFewlIYp85Jac1npG39K/G5v+Y2uZv17eu/dwCU5ShV1bfS3r6Jw5XnIIhG+kf381n/Z4x0juS+Wfcx3PntRHRJlvjL3r/wRtUbaBM6HvjcRF71AIE/3sTnaX1saN9Af7gfi8bC3NQTcO5xoxzqIaKVaMrXUiCeRtpgESgCBdMOYSh4ghTnfMaOfQpR1JBIBNiz9ywSCR9Tp3yMTvf9WmFiXQH8X3QSPjQACBjHpWGek4s2y0R/m49dK5tpr3JhzzAy54Iy8kY5j/m8JEtsa93Eui9ewVW1n4whCZvaSmZIg65rCEP+SWgXTyYyIQ0fYVxhF7XttbT0tOAcLKKsfybWaCohtY+Iag/je5ooOnwYRVDjnX4OnWnTGfKoMFg0jJ2by5i5eegMX9+KIMXCdDe8TnPf0ySUABl907AfyCLR2U28s5PEQNICSdCqSZuqxZHbiUgE0kclPSmHL4bMH28c9GPZns8CRmAu8HfgXGC3oihX/eiR/Yfw3wp+5z23hb2drfzM3IO+ZQojU9dyoKmK8hPnc/K1NwLQ/9LVCHXdRLkTsfNPZA3bjMuh4bmOVE5bJaCkqXjtXAOzPFczOTiK7phMh+FlDpv0NJpLyPUMkRATyKo4bpObJlMrLrULtaymyF9EbjAXl2YAa+8QxR1aFBFacyIcKNXSn3UWfssUNAkfxe4NTBAHsRgsoBbojw9Q5avGG08yA1XqFILaEUj6EUxNmcTZqcOYpdfg7vkjfcEPMMkj8e/7KfUtZtLVApNNKrQ6NboSG4byVAyjnCAI9O/rwb+zB8NgMg3TYgiz19pLt1hH0FONpT+E06VCLSdXT25zjO6MKPEChbHRdmYYspl83gr09mPllBRF4eMBL3cfqqNfpWO8vI/zhTcYabJQH9fxcVcVcZWT6yb+ikWFSxFFEUWWaThwiPP6w/hkmfM+eYn64ZO4P83JyFOXEDdqqeivoM5VhzvipqOlA3ebm9Onns7pJ5yOWlQTDnfS0/MuvX0fEw63HncPJBRwJwT8Yio+dQEuIYXOUADH3nKGd48nmPsso3Q7yQjm8zFLKKeGMnsPiZEnkz11OSnmDHr9jbS7D9Ppa8Ad6sbndxPvMSP25qEfLEMXTPZvhVURuq1NdDmq6LLWEzAMUSYVMd5dhtNdgpwoIWVOAdXxKGur++j2RtAASzNsnGw3M1wS0XUGUCISctiNyuon4+ZzvtOeBiDQ62bHitWM7M0jKoWo8e1mKN1Pycx08kZkYbEVYrGUo9HYYaAO/r4AHIUoV6zh86EOHm7ppirmRJUYxDz0DNpo/THbHyYaOHOgm1Pn/pH7PHt/UABUFJma+nt578AqInWLiIlxihcVc/Xkq9GIx3vOAcQiCdqqBtmx6xCdrUPog1Z0UjKFrkqEmbT/EfQRF/un/JKQPYducz1Dic3kdHjQSAKteQr2wtnkWos5oNvGQfd+hg9OoXzwBHKy95M56U0shsVMmf4EgiASCNSzZ+/ZWK1jmTjhta/14fsmJNwRAlu7CO7pRYnJ6MocWObkoCux017t4osV9XgHwgyblM6sc0sxO46vjbkjbja0b2DV/neoCFSRUB9fCxQUgeEDU5jUtRhLJIWooR277WNGKtWMv/wfDISzqNvSRvMhFwlZxBjqI697E8VZMUyjR6ItyEfQ6lBiURL9/cR7+4h3diZffX0gSchGBe8FEuEpMvpmPZm7x2BIKUaTk4NGH8bU/QIauZtAn4GBQybE4pmkXHMtplkzf7TWMPz44HdIUZSxX/lpBlYrijL7R4/sP4T/RvDr9UaY8Yd1OK17uKXfiT9ShEH/MeFwhMv/8gx6s5lAy0HEFxbSEX4Wi1RLpuVhvFYNFXUOsreqCI1QeHVRHpf0XE9a3MnhkEKm7mWqtHk0atVIgkhYq8caCaJWqSgbPpzx48cTsoV4q+4t1rSuQY2K0nYT5Y1m/Ll6NhYMMZi+mLBlYdJM0r8ao+8ThH/RHU835aExjqRFKcKvLaPQnMtFOamcn+kgTashFhuisvIGPN49FBRcS3HRzYiimqovutjyVj02h44TxzgRW31IniiIQjIQjk5FP8qJEpaI1LkZqu5HaA+gkiAmQG2KGnWxhQy7m5au/XTXVhFq6kJQoCMzzN4yF1FTgunZM1hadjZz8+aiU+mIRHpoaX2S1p6P+JxTWJk4k6DayIK92/lpzX5S1XEOhOrpkz3k6jIYTQ6quhYkl4v9I8dw68/uQBMLsmjz02RNSKPLHuRA/wFiR5iVakFNQvkyRahX6Smxl1BsKybTlIlRYyQc8+AKttEX6KA72MtgNIRPklG+YnZqVKnJM5jJ0ZkpPnAm6s5SLOO309ofw6rzkGpZQ18iSrNGQ5NGQ69aBbKWzEAROd5Ssr2lpAfyEVGREGJ0W5vptDbSa28lYveSYivAaCxB1I1EO5CNwyMyvjiFKTlOKlc04OkMUF5qZ0SJlUCrF6EvhOpI2qsbmUpBoiFVi9fdgqV6P+mnLUWbf7xuo0YlolEJaNUiUSnEm7Ur6Pb3M9czg2XBbIap9USkIM16P60jSwk59Wj1avRyBNWux+gmSGPxBOpCVbilegS1n7z0hbQYz8WrGLg4Xc1Pcox4Iy6qBqtY1/Y5BwcrsUoyl5edx6HYEJs6vjsFGpfjrG9bz7OHnqXJ00S5ZGNU1zzSUjO54oor0f+LeHPYH2Pv6hYqv+hEiQtEVSEC9iGKC7Ipyy6hJ97F+3UfUBgzcd4nGxAEkZ7lt9NYs4qgux1TahGe0Tls0G+lR2xDmzAwon8aU2JzsRfo2G/bREt7F2eqrBSMWotWPo0T5j+KIAj09LxHdc2vKCq6keKiX/zQRw5yKE5gVw+Bbd3IgTiabBPmWTloRzo5sLGTfWvaEEWBqacVMWZuLqqvNPwrikJwXzdd111EjATKY38kmKeitraWhkMNqDxmsoITUEI6UlISTBWfwip206G7gIYKEZdzJJKoQ6NTMWxSOiNmZGLzNhHcvIXgtm1EGxuTDi7/hCCgTk1Fk5ubDGy5OUm/z5wc1Dk5DApbqW96ALXazJjRT2HvH4J/XAEqDZz2V6TceXje/wDXyy+T6OvDOHUq+a+8/D93ct+lKMo0QRB2AmcDQ0CVoijDvvWD/0X8N4Lfc5ub+MPqWpbr9pLbN4MU3Ro6e+s5/Zd3UTp1JlI8Tv8DE+lxLSTbNIU08ef4RBXt++1oG0X88yRWl0/hwq7LEGUNu/yQr/+Qw2obfQaRLnsqeuc4Hhw/nCFriKqqKqqqqgiFQjidTiaOG0fT4fV86P6cptwQapWasqxT2CfMJyjYmdbfz/RoLdZhKuIGhQgGhmQD/UoaB6NOuuNqDKLI6el2lmc5mWozHb2xQqEW9h+4glisn5Ej/khm5unHHHtHtYvVz1WiM6o59efjsEgKocMDeOurCcp1RK2tRNM7iZraSOBFkLRo3SMIDi3AMjSC/ECSeRnWyRiGqdGXpFHftoe9az4gHo0gZbpYXx6kWytj1piY7shgpFBPsVYhL/dCCgtvIISNx3cf4qUIREWRuY31XLSvmjKPhGLJwm1R02H1c9AxxIfZPiSpGzHejnBE6T4jbmP+yMXMKphDviqf1198nczsTE464yRqPbVUDSZrcc3eZgZCA0elu4xqIymGFLJN2WSZs0jX27AqXsyKC7vch1HxI0shBFGNgIH9m+fRHfEjqSKszVlPVBVFo6gZFShh2FAJKd5CxHAxKBpAQqPyEFK0bNdq2KdTMGhVqIZZGcg1IB/J7YqKQlpEQa3AkE5AK8EpPXHO6JUY5kkgALKioDj02EanoC2w4XNq2TXg51Cnl8ouL12uEL2eINIPWIF8FZNlhWviQYZrMxAFFRFF4YAg8QVxPiPOv1q8OE1q5g7PZH55Bp8R5e1+Nyc5LDxTXoDjSC2wumMbT3x2LVs1kKZzkmJMp9Zde1wAlBWZqsEqNnZsZGXTSvpCfRRaC7lx4o2MUA+yY8fTVFfNpbi4iIsuuvSoSkpng4tPnqsgHoTGlH34izu44KTTWVi0IFmHPoItnVu4ceONLIgUs+DNfmrSbGjMZuZdcQ0jTjjpKLN2f/9+Xj30Opu6NyAhkeceyeje2UxJm0pXfiVG32pKig6gil3ISYvvTx5j9W309H7AhAmv4XTM+LfOvRKXCe3vx7+1k0R/GMGgxjg+jViGkd27+mivcePMNjH7zGLSbDpirV5CBwbwrX4ez8Be5Btvpcuspbq6GimmkC2OJ9ZrQmdUkWNqJub10JcYQVxOriCNRgFn115SeisY/tMzSF1+wXFBSJEkEoODKPE4gkaLOsWJ8DUuJF9FIFDHocrrcTY3MLzRh5A5Fpa9BbYv3S3kWAzvRx8h+wOkXHnFv3W+voofG/zuAZ4A5gNPkWQE/E1RlN/86JH9h/DfCH4LHt1Aj6uN3wR7GPCXkAi9RcmkaZx2y50oikL1Xy9H3V6DSX0HGdpfEvSF6NhjRwwKuJcpNOovYO7AfHxiiL1uNXZtJQ1mD2G1yOH8UbTmlLJ+2kisX/HTSyQS1NTUsH3d5/gqtiPEotjHTGLo1MW80bIC2bcZURCYX3g6i0OLGLYDNFGZz3I0PFekpdMk4tSomGozcXq6g5NTrJjU/x97Zx0lx3V1+1818/RMDzOzNGJGiyXLIDNDElNsx7FjBx3nc2II2DHGFDODbMsgyWJmGs1Iw8wzDdPMVe+PlmUrkgyR/b711np7rVmtGVVX3aq6Vefec/fZ+8SXn9tTz8EDVxGNRtB6r8Zn1eG12wn6fQiCgCAIqPUGBKWOrvp8JFEgd/rHqJN2IkoeAARJgdqfjdqehdKfhFqbhCo9HnmSgqh+mOqhCIfbCkkfSmbaUBhjRECSRYmkOOjz9XCoZjsKmZWUChufFAU55BMISQIp2iQWpi1gvGo0Of40lA5osg3wmibC+hQLQYUSk68TlW8T+LcgSLHUqyQYyAkmUeLLYVf6CNrNpUw9sJfpNXuZMOpc9jOEO+TjphtuxJx4sl+ZJEkEo0EUMgUK2XeTV2pztvFC9Qs4djpIDCTSqOthrHImWdECnO0RomExViyfZSAtJUBKZDeZw++i8zcRlQT2SSWstEzn86I5aOTplAdk5Pokim1hRvb5UYsSjRoFxpBIalREAbTpBNalKmlVQkJ3iMLeMHIBTBYtpkQNSk2seFgmF5DJBJQDLSS89ls0cxeS98+/nUBtj4gSTYOd3PLFbbhDfhZ0XM3SmTOompGBRq1AIYv1haNr11P73moSNBnEG7NJEZPwKwJYK9Xox5fgiMpot3rZ3+Fgc+MQTn+Y9DgNZaWJrNFGyTBreLkyjzLDMdbuwFH2vr6YxxLiOCwX0Sq0+CN+ZmTOINuYTfNwM0dsR3CH3MgFORNSJ3BF2RVMz5x+PIANDa1lzZrHaWoax4QJVcyZv5gPlm/AvkmBW2Wnftx6rppxEXOy55wQ9L6Oz+s+4YtnHiNnQEeix894QwIlL76M/BSegkO+IT5o/ID36t7BGrKT7U9kXusCDMoxSAlryatagTLyU2YuvIdIxHts/c/NxAmffjOL+FsgSRLBVife3X34j9ohIsak1CISNb4ofgkSlFFkGgcuRRtWyUHw2ExYIzOSpqrA16NGDH/1zheIYokPklpZQGqBmZS8OOKStUQdDnp//Ru8W7diXLiQ1Pv+iCL++3n7neIEiK79PfIdT2NNUOKY+3MKy+47LaHsh8APxvYUBEENaCRJcv5Qjfsh8GMHv/p+Fwsf28pUeRMzbAWIgfcRZSGuffQZtCYTe569j+SmN4h47yY7+WU8Lb3015iQjNBzpRH94B3kBbNp1HXTMWBGxjB98Q1E5QL96eNYXpTBR6MKmZhw4oMWjURY/9ar1KxagaRQUjdyGjvKxuLQm0hzOVgY6aVevodm52YgiqgqYpZ/PBd25ZIfSIfyRNLmZKNKP1F2y+ccpqO2ms6mVQipHxENQcvn2QSH1ai0OvTx8egTJVQJgyjjbChNNhS6ICGvha7NvyDsS8SY8TZiuAnfkIaAXY1aayIhLp0MTRFJskwM0TgEBCRBIqyPgElGbWqUV+IVBF165g76mTvkId4XO2dnuJ9uTwv6hDpSSy5ij6eNdcIO9uuPIgriSfdEFLRIpoUEjLPwyRJQEkUmulHL1bw2spQMhYfu4S66e/p5yRXHQZWFrP5OFq97F41KwzTzQvJkaahzTKiL4tFWWFCepvD2m9Ay3MJzh59jddtqyl0VlNpKSFKUQneM5KDWKSiekEJmaTypKXpknhDhAR/9A25ub+5FGm5ggW4/i5X7KQm0AhCUjcCjvp5QtIKoK4TcokE3MgnPrj6kYBTdqCQM0zOJJKh5q2OIFwZsdEQiJAVhfK2XUR0h4s0a5AoBpJi3nSRKRMMiyYc+JK9jFS0zfkHulUspm5pGJCSyYf0+/tz3a4IyPz+X38sl588/oSZryDfEhs4NvN/4Pv2drcw5mITJo2DyqAkUpSwj2BhjKhqmpGOYmo7coCIUEVlXN8DbezrZ2mRFJoAsWYuYpeflWWXMTDxmitu6Centy9kQZ+HNnAr22Y8iISEX5BSaCxmRNIIxyWOYnjH9BHeDr8Ph2MWr7z3FcF8h4aiB9KExDKW0MvnyXOYVn3XaoAfg6O9lxd//gq2niz2lNhanjGbC01vQjhhB1gsvIDd8Ta0n7Ifqt+HQW4S797LSoOfRBDMumYy7rWGyexdRG51KYvkXpGSPZvqin+P21LNv3zLM5gmMqnrpB3nZS2GRYIcLb+8wbT0dtNp66OmMovAkIRNVSIjI8KOOMxANCoQDX3paQrLFT3bwU9LjBki57DcoCyae+hiiiO3FFxl64knkJhOp996LaeGC/67BkSB8chscfhdpzDU0FifQ3fs6aanLKCt7+HutiX4fnPGaH/AO8K4kSS0/QvvOGD928Ht4VT3PbW7ifyKHcFj1RPwbWHDTL8hLrqJx+Wr0HTsR3XqSjNtw1Q0RsKsIlIvYF5eQ03I7GknNF2m70fZX4nJI+BP24lNCmn4Cvxufyq3Zyfyh4ERl9qPVh1j31COEXQ4cCZlsnTCXhtxCsgZ6mXdwJ1qFSFShIKOnh6TuBo6mOdg6Uk53QqyTayMKMsKppIST0AZCqJxWZB4bRKJIooQpTmTsrADhoIyjeywoQgay5HrSiaCVBglqhonGS8jTEzHkjyEueTwG3UginmQ2vNaJrSdI8XgZiRlu/G5X7MflIuD1EPB4EL1hdGEDZhKJV6ViVMajU8RedofjZDxbpGaPRcEoR4hbW1xU2gXkogJBkCFKUWRaJcoELWKqkrakftrNA/gVQRI0CaToUyg0F5KkTUKSJP7WPsATHQNIxNISSkGg0qBlhFFLlkaFSSFnv9PLhwN2pEiEgvZ64r2DVFoKWOLNIqvdhwAokrRoyy1oKiyoMo3fqC7ROtzKs9XPsrp9NTqZgYv81+Pu6UEVTCBLMYbikgQcvR5a2txkxqkYrRaQhUSGlQJPx4usHvYihkUsOUZ+mZzAgqgSVagblWsDGts7yCJWQvqpBAr+gL9XS7jbgzo/DvO5BShTTpROi0oSq61OnuoY5KDbhyEsMa7ezwVaA4suLMbwtWyCe9BD1+WXELbZ2Tn2DyhMRuyyAT4sfgJRGeGRsY8zfeQEPCEPh62HOTR4iG0926ixxmq4is1FXBqEhUc2sUM6l9qGIZJy81l48a3I66P4a60IChm6sSkYpmWgTIzN8DpsXt7Z28U7e7tweENIGjmLRqdz36wi0uK00HMA3roYQj5C8+7nUcnKm/VvkqZP44aRN7AwdyEG1YmDw1A0RPVQNbv7drO+cz3D3T5m9c5FUvjIyS7k6usuRf4t8ljthw/y+WN/BZmMs+/4NW95V/JW/Vs8FDmXgkc/Rjt6FNnPP49MJYcDr8GWf4CnP8ZKHHEhZIzFKQjcc+ARdnjauMnh5PJhHZvtN9Mv5JBcZGPx9Vdjc3xAfcMfKMi/m9zcm76xTd+GUChEQ0MDtbW1NDc3E41G0Wg0FBQUkJeWju/Rt/BIFoTZS3E4RIYHvAgygZHTkpgQ/SvKpk+geBGc9y/QJXzjsURJoreugdrHn2RoYIjopEnIzzkHn9GEDIFElYIqo448rer063NeG7x7JXTugLPuhel3IQHt7U/R2vbYMbm4R48Lg/+QONPglwNccuxHBN4F3pMkqfOHbuh/ix8z+ImixMQH16D1DnK1PYrL+TGZhWVMNZ6Dy7Me74GPMAzoITCEFIGQScK9WI4qZxJJTVcSReTp7HeZEzmPjloNZuMmmnUyZohjuXWahdRQD6t8n6Ka9ydIyCcSifDpE/+kY+cmbHEJ7B43n8MlI9D7vBR1tRPndhFUq8kWRBKdQxD0IcrlyCIRFIEQEZkXp8GGQz3MsMqDUyMSUkJAFiIqRBERsSii3JbqJywJPD6oxhk9cSSa7JQzoh1mHQpS3MuxwJCEMisLVW4u8rwCdvfn0tUDo+ZmMmVZ0WkDhSSKBP0+gl4PXvswrq5+3L2DuHoH2en382n5CDpSUkkM+LlTK2fi6pfpG84nxZxPgjoVKXhsxKqSoUw3oMo0osoyoimNp08S+W1jN2tsLiab9TxTlkuzP8AGm5tDbh9HPH6ckZNrnP4TSQoZU0QlY/tDjG7wkOYTEVRy5PFq5CYVMpUcQSVHUMroFHt4Jfge6yPb0EgaLrZfi6m9mAHTPgSZxFz/BDKOGZRKkkQrAnv8EWz5WtrK9OxstCLr8aExqfjteRVcXZZ28ksj5CO8/nWc230EIuOQqYLEnV2MbnzWSduKkshR21EODh6k0d7EIU+EJtlohpVFyKISxb0h8q29JEW6UKhF1JIa05AObX88EaUBl9rKR5WPEVYFKEssRaPQ0OvppdfTe9xOp8JSweys2cwyFVK4/iGErt0w4x6Y/Tua9+1m7QtPEfR6mHrJVYycMB/vtj58BwdjKh0l8XSNttCerCIKxMvldHc4eXxbK+4BH4IA0woTmVKQyOSUKJW770bRvgmyJrJ35Hk80r+ZI/ajqGQqSi2lpOvTESWRLncXrc5WgtEgAgLzAheSf3gqSl0Ue8JGoiJcdfVSsrNOLZQuSRL7Pv2QrW+9iiUzi/PuuRdTYjLuPXv49eE/s13VyQNvyyjsCKHQS+TMc6LS+BDTxiGb/yfInXZcuxYgIka4f+f9fNT8ET8LwG19ndRHJrDddithuZrK2Znosl7B6f2EMaPfwmw+5fv4G2G1Wtm1axfV1dWEw2GMRiMVFRWUlpaSlZWFEAjQ+dOf4T9yBOF/nmffQRHnoJ+CMUlMmx7A8MX1sXrbuf8Dk39+Qvu/xFAozOdDTnYOe6h1++kKhAh9h+xgkU7NNRmJXJlmQfM14g29h2KSgK5eOP8ZqLzghO91dL5Ac/PDx2aAf/3BU6A/ZNqzCLgXuEKSpB9nnvpf4McMfrtabVz6/C5uiNSj7WtFkHqZFVeG0PoZyo4wAiDXCujTvQyNmY1UlYehKRuts5Au8xB/SnyKmxQ30LsrmWztFvbHQUU0m88WTWFjKMgX7KBs+59BDDMw8kY+/aAZazTAgRHT2DZ+NpIgoJDLmWrWM9lsZGycjlFGHXq5DJ9zmMHOTjbv3EFH/yDf5V4qlX6qRq1GoQhTVzsfX0iOKAmEBIFhmR+b0s6gdhCrxkpUFsUSjWNBoIILeuNRd/QSbG8jOmRFQqCx6GJ6MmaQ7q9nXEILuooytGPGoKmsRHYai56vQ5IkBtpaeO/AIV7GQJ8llem2gzy48y983leOITGF82/8PZqgjnC3h1C3m1CvFyIiIaXA8gwlrxeouaUknZ9mJqH4jwAsSRJ+UcIWCPLBu+/gGhri+uuu518OPy/32qhqO0xSVwuHK3MJJo3GeSxOZsrkVAUFKj0S5cNRSlxRBiLdvK37jI263agkFecPnUdW92RcIYFwfAvD6h6WZc4mOzOb3gQVR3RwWCay1+en2u1DsAVQ1QwjBKNcPCWH+xeXoVac/AhF7AFcazvwHRpEUMkwJh/EMPhnZKYEWPAXqFiGBBy1HeX9xvfZ0LkBR9ABxGTQck25JGgSiCozaQjk0yRl4lMoUUYkcgfDZA+GSHY7yR5qpPToHv56UQN2TYQkfybJ6fGoVApS9ankxuUyKmkUIxJHYHD2wLZ/wuH3QKmDs/8JIy863mafy8na55+iee9OMkrLmXfTHWzzKRjc3s3kJh/msMQRk4w3clVsSFEQlQlkqpXI/FF6mx0kOiIMD8coMyaNghmJHhY632dBaA0KrZFDmVWsM+g4SpChiB9BriDDkEmBuYAxCWOJbE2keZeVjBIz866vYNjTyMsvv4NK5ePKq5aQnjb3hGsc8Hr44pnHaN67i+KJU5lz2bV4P1jO8EcfEuntI6RV8OA1WtKVDn69Fxy7FOjTw0jRKH67AfNFF2O58UaUKSfW74mSyP0772d503Ku1Rfxi9oNBAU1+1hEbd8VyBQyEgr3Ep9/gFkLnz3BfPab4HQ6Wb9+PYcPH0YulzNixAhGjRpFdnb2cXKP6PfTdeNNDB7toWvRb+gbkhGfqmPqBYXkeN+HNfeCMRUufBmyxp90jMNuH090DLByyIkIZKiVsRmdTk2aWkmaWkmiUoHWYSf0+uuIKz5GEgS8s2ZTP3k6n6VmcyAkkqFWcm9BOucmaBB2Pg2bHgZ9Elz8KmSd2gWvte1J2toeIyvreooKf/eDlDh8iR+iyP3rs78osRToIz9YC88QP2bwu/mlraxtcHC37SAe917KvCHyWnqQp1ahKpqDOk4Jcj1RWRIck1TyqBzUjRjmT95/cEv4WiL7R5Gn3kWjKUpEpiT13Ev4ldPJvQXp3JKVxM7eTtaueJesVetoyMrmszmXYEtIIl2t5KGiDOYmxiE/NpPorKnm0JrP6Wk4it/1taVXuRx5Rh5ufRxRBBLMcSSNHMNQQhJNwSh1gTA9gWH+LPsD8YKNrP13onOUEzD5UIxNJ2tKCTKDEq/Xi8PhoL23ndVtq9nu2Y5NaUMT1TBZOZnLyy9nRFY+QncPwZYWqg/4OOLIJN7XQfmhZ1GHXAhKJZqRIzFMn4Zh5kzUpaXf2qFDfj8vbtzEW1Y3l4TWc0HT57zRNxGZUs24X/6ejPwC2v0hVvY7aG6ysrQzxIK+CIJaTvziPPTjU095DEmS+Oyzz9i/fz8XXXQRFRUVSJLE75p6eLnHymU1m8jcvo4DJU7GXXQnxvhp7Bz2cNDlozcQQhmsQ+dehcp/CEFQk2k8l/Hts0luCBHWybFWiSjaNuMpLONw6Sja/UFckdhsVS0TGKHVINQ7qTk6hAUZi31KLru4nPJpJ6a5o+4Qrg2dePf0gyBgmJKOcWYmcr0SuvbAyl9BXzXO9JE8mGBmpbcdrULL7KzZTM+czsTUiae0uAmLEpsdbjbYXGy0uWgLxNivKkHA4G7FH63jJ+pCEjekYjKoufDXY4/bz9BXHUvz1X0KSi2MvQ6m3Aamk33kJEniyJYNrH35OUKRCBsmLcQ7bhoXJJiZ3RXEcsCKYAsQMamoG5fA2yky1tvdfDkvH6VScY3GyP5WO5sahrB6gqTr4Z60Q5zr+wjB3vS1vq4GfSJ2oZg1XZdh8yUxdnY8Ey6sOu7v19B4iHfe/oj4+F6WXTCfzIxYsB5sb+XTRx/CZR1k+sVXktvbhWf5KwgRL7oRJRjGj0CTICI2r0Tu7KZPoSQUPhffuzswLVmCoNPh/OgjZCoVibffRsKVV57AchQlkQd3P8i7De9yYcZsLtn/IaV+N/36BHZELqCvcyFIMlR6D4Wji8gbmUR6sfmra/4f1/TAgQOsXr0aURSZNGkSkydPxvAfJBwxGKTxlrs5ak2hP20SKp2S8WfnUTlWjfyzn0PTmtOmOWvcPh5s7WOj3Y1JIeOq9EQuTImnVK857TPrHXbQsWMrPevX4mpuRuZyoQ+GGcgt4cPzzqMyeIDbez4gKdAP5efC2Y99Y3pVkiSamv5CV/crP0ha+Os441IHQAm8Ryzd2fqDtewHwo8V/ByeABMeWMvcQCvFPeuJ8/mY5NFgGPETZPpEBLwohVYCSYn06dtQKjupU9mQjz6Xh/Y9zPmD55LUMoss1UHkRh97lVFmzjqbG2QqSvUazkuJ5+X2Xua8/QrpXbVsGzON9dPORhDgj/3vcePYmVCyCFEUadi5lb2ffshQeyt6czy5VWNJzssnPjUdc2oapqQU5AoFoVCI3bt3s337dgKBAJWVlcyYMYlAYA3Nrf9AEoNE5EnUqa+ht20MMzqijBqOEhHAmmcgc3IGKRVJx9OY0WiUlbUrefnoyzSFmlBFVRS7i1mQtICxI8ZSUlJC2wEbG99sQKkUmDQqTGLfAXx79hA4cgQARWoqhlkziVuyBO3YsTE5o9PAY7ex/NXnmO96Abuo5/2uESjDYT5Ycg19KVno5TLOT47n5uwksl1Rhj9pIdjqRFOWQMJFxch0JxY5b9++nbVr1zJt2jTmzv1qBhAWJZYdbKbB6+cPNWsZ2rKRo7kuUpZM5byi89k7sJdPW1fS4+5ErYzDYl5Ccd8MCg6FkEckGir01FZoGL9nDQC7pi4k06gjW6Oi0qhllFGH3xbgnver6bD7uH5qHrdNy2fLa/V0HbVTOjmNkiVZDNj8iLv6SWp0IotK1CYqaSgwUJCfwLTCRBL0sRl07WA1B1f/kqXtBzGKIs3FZ5G+9GmMxm928f5PDIXC7HN6eav9EButA0jKfKJyJQagoC3IQoOBW2crUa77EzR8Duo4mPAzmHQL6E/tVP+lIMHf2/roHxzggi0rSOpsIrdqDAtu+gWGBAuSKBGot+Pe1EWo040q14R0di7LowGe6hzEHokiA85JNnNBSjzRAT//2tjM4W4nE/MS+MfZOWQFGsDeimRvo77JxJajVShkIeYYHyNXVxMLzDPuBmVsjXP37m2sWrWOrOzDzJk2Fe9BOes+2YBaIbEks4sMWQcy+clkKuRqyJ2KtfxsLml6DZlCxXNN0wi++g6p9/0R/dSp9D/wAN7NW1CXlJD+t7+iKSk54Xo8uv9RXjnyCqOSRlHesZdfDg6iEARaMwzUhM7CPViFt78yZukEIMSc6YVj/xaJ4DI0EdQMohUTyDGMJjktkZRcE2mFZuJTdQiCgL3Tzs4H3qNDykNQKBgxO5txi3LRdK+FT2+HgAvm/xkm3HBCmtMWivDXtj5e77WRoBD4rcnDMqEfnaMVbE3gaAfvEPhsSEEPEgKiJBAWZfjDMoKinJCoICyoCYQFNLIw8SofFnVMoHu/oZRX45fx04CJ0nOXosrM/MZ+KUkiR4/+iv6BFVRWPklK8uLv1qG/BWca/EokSWr4QVryI+HHCn5/fH0dbx/ycE/Ly3gVYWZps7GkX4YggEH+HEZhNc1eIz1zFEgacLWnEDf5Vn6/5wlmt55HxtAEijRbyNFKvKuSkZOWy0cTpnDI7cMgl5PQ3MBd7zxPm0HBmhlnc2DEZAxyGZ9ZBind+FuCAy0ckU9hf78Zl2OYhPRMxp2zjLJps1EoT61k8SX8fj87dqyku+dNUlKOolTGHLYzM66muPheBEEWU2/3BdlV10Po4CATu6IkhCScGhF5xjD5uS6UWUkI5kywFFLtaODxPY+z17YXlaii0FlIqa+UyqJK8tJLaN7ox9btpXhiClOWFaIOufBs2YJn02Y827cj+XwoMzKIO/dczJdegjL51LJPkiTR/P7fKDr6IJs8lRxyFyD6vJTc8itmT5iI7uvFvKKEZ3svztVtKOI1WK6tOE6yqK2t5YMPPqCiooILLrjgeIroS+y1dXHp7pUUyroxDRyg09+DT3vMWBSBCakTWJy9hPzBMRxe04PbFiCn0sLUCwuJT9WzatUqdu/ezbXXXktubi4QWyN2+sO8trODJzY0EadVsrgyFbVSTr8rwMCwn6TOIGOckKoRKFbJ0QsC6wjzgVbErhKwekOEIiJKucCU8iBKy3p2D2wmXh3Pz0su48LuOuT7XwNTBpzzBBR+P0+31uFWLv38UkYkjuCR/Hv49P6/snHcFDZVjsUnE4gLeVnq2Mr5qYlMnnghMq35tPs65PLxx+Ye9ji9lOg13JWbyhKLkcPrVrHljZdRzJXcFQAA7d1JREFUqNXMv+FWiiZMOX5vffsHcK5sQwxGMc7IxDg7k790DvCvriHkxFJLCUo5iy1xxPUHeHdTzNvwT+dUsLQshc1vN9K0d4CMYjNzr6vAIAzChj/D4XchqRTOeyYmihzy8tFrT1Pd7aXcvouuASWZOicLLG3IHGEkXSra6YtRVU4GbTyojaAxgTH9eACts9Vx3RfXka5N5R8rEwnu3E32Sy+iGz8ez/r19P/P/USHh0n+1V3EX3XV8YGdJEksb1rOw3seBkAVDvAnT5T5tl78WjWN+SoGTUYi/b/FO1COdzhIwB0mEj4xGAtyCaVKgSRBNCQiirH3tUItQy4TCPqjCGKU/MwwU289C6MwAKt/Aw0rY/qYF7wAKRXH9xcRJV7rtfLvhjpm9m/gOu8+iuyHEQJfyyKZMoiYsnEHBOwOH7YhB4hRlCoF5gQTJqMGvUaGWhZBCLqRgi6iCj0e0UDzgMSRXjl2MZ5DRaPozCjiz/9+itzJE7Bc/xO0IypP25dEMciBg1fhdtcydsw7mEwjv1N//ib8f2Hr/wI2m41Ff1vD7YfeYsAsMS6ukoKEJUAEs+wOdIp2aguTGMqUUPRYMK6UsHcEeWXJOKoGFqMLmRmnX06eKo+35Eo8Si+yCy/liUEPRp+LP3/yPHG1TVTnpLFi0RW0ZRaRrhRZUa5EsAao37yLo5vXEQ5HydA6GT+ugPwr/xILRN8ASRJxOg/Q0/M2A4OfI0lhJCkRQbDS1jaaUPAsxpdlU6mzoh3YD937YLAOkGjU5rNDfw1G/1jG2UAOBBVWEqU16BTbYyzD1BEcScjgWW8rm6wH0AgaitxFZNmziJOZyVBW4e3QoFTKmXhuPhUzMpDLZYg+H+5163Cu+ATvjh2gUBC3ZAkJ116DprT0lOfif/Ma1I0reL1jLAFNBn6Pm6W//A0FY0+mZgfbndhePxozar2qnCZvF8uXLycrK4urrroK5dcGC4cGD/PPfU9ycGg3EhISSjJNeWT7NYRqOpFkAp05Ki5R3ISyLoWAO0xStpGxS/MYNsloHPDQ09WJu2Yd/rhc2nUlOLwh7Md+TvVEaZVyUuM0FOlULPbLGGUNIxcl+qISzMxkxIJcNEoZXe4uDg0eZkvHAXb37WE42oEUVVOqW8pTS24n1Xis1qprL6y4BayNMOZqmP8X0MR9a78ORoNc/vnlsVq1cz4gWZeM7+BBOq+9FskI78y5m90F+TTl6PGKEpkaJRelJHBRagL5uq9KH/qDYR5q7ePdfjuJSgW/zU/j0rSEWHpeFBFkMmw9Xax88h8MtrVQOXses6+9AZUmNjCJekI4V7bhOzCIzKTCMDGN3alKfjo4QJJaSaVBy2aHB78oki3J0NQO09nrplxQMscpZ8aSfMYuykX29XXepnUxOr27Pxb8bE3Y3WGe5SrCgpKKtq2UVw+gyswn+c5fYpw37zutL+3u283N625mnL6Me16wIw47yfvgfZQZGUQcDvp+/wc8GzagnzaN9IcfQpH4VS1fu7Odpw89zer21QCkyHXM8QcZNTyAWSvhz1aTmLuYgoJfodcXUL3/CKs/WY8CLSXlFQSjYWzuYdwhF2qfEd1wAhGfhBSNorO1kmg9TDSnjPyrFlIqLUe27R+xGd6s38Rm6/Kv+v0Oh4cXDmxhUeMrLBtch0KKxkync6YiZY7HQSJNLQM0HahmoDWWZo5LTqFg3CQKxk4ko7Qc+bcUskuSRE/DUQ6vXUX9rm1IkQiDqdnMqGsgp6sP0+RJJN15F9rKilN+PxSysXffBchkSiZNXH3GJRD/P/h9T0iSxP3PvE3qR8vxmf0UmSYwKmkOEMUk/zkGZTeHK034tInE1S3C1juFjogCe1hAISmJU7YwXf4KUkcym5Mm0ZbuRz96HI8a0xnbVc2Dj/6N+qREWpMtvH/edfQkZlNAE3/kXhTEJLfEqIAgGtDp0tH7gyh6OtGLATR581GUnIugTUBAhiDIiURcBIJ9uF012B07CQb7kMv1pKVdiEyCzp5XSZcq8NUnsteqo19KRC5FyJQNYjHrEZOKsWrzsIomgjI1AUnOoDuAxRZmqgdG+yRkCCjUVrTyXWgj61AKzdQb43kuOZ31khsZAvmKAuJt8STbskhzjkIRiENjkjFqYSajZ+YfX48JdXRgf/0Nhj/8EMnnQz9zBok33oRuzOgTb4TfgfTkeIb9Ai8dLUZnMhPwelj08zspnTrzpPsWsfmxvnKEsM3PBkUN0VwNV1xxBWp17KXdYnVwz/q/0uhfiRg1EHZMIOwpIzi2Cr1cxa1eFZb2Duz1VmTKTAQEeuIbceaH6QoXUNcD4aiEHJFzVLUoZFBtnIBZryNBryJOp2RPm502q5fZJUlcMyWXdLOWFJMGnT+CZ3M33n0DIEloq5KwFsPWFd0E+2UMFtexPvUdnOFhAAyChqnRPCaLxbgbtdQ2OzBpFCyYMYKqWeNRFxUiREOw6SHY8QQY02DpE1A096Tr8nU8sOsB3ml4h6fnPM2MzBmxPx56C+8Ld9G9xYxkTGBX/k3kXjgZ+2QL7/XZ2eJwIwIT4/RcmW6hyx/iqa5BIqLEzzITucVrg3178e3Zi+/gQUSXC0VaGsa5M4mfV8nebTvYvbuBRJOCc6cnYc4rB0sBZE0gMKjBvamLYFPsvKMaOYf00G1WMLc8jVajjGcCbtjvIK7BxXZ1hDidkqeuGMPUwq8VjIsitG6MOYe0xJze24MZfN5TQhAFnuwSLC4noxO+IG7Z2ZSP+Mf3YhZ+0f4Fd2++m3NV47jy0VpU2dnkvP0WMpUKSZIYfvddBh56GJnJSMbf/oZ+8olqLv3efu7efDeHhg6hlCkIf819QylJaOSgEFT4QwKiDMJC+LjK0NdhVBqZnTyVuS9Vk1Y7QOSGPzLksFIVfJwERQ+u5PkYLn0EWcJXEnZtviCP19Uxav+jXNX7KZJCjXzsNUijr6THKtK0dxct+3fjGoqZJacVllAwbiIF4yZiycz+3gQUSZIQXS68ww5Wb99K7YY1xLkdKORyEt1+kmzD5E+eRu4f7j1l4bzH2wSShMFQ/L2Oeyr8/+D3PXHkyBFW/faf6GRdpCeMY2zSAgRBRK++mTihl9oyI7ZAEd11V+EazgXApemnP+4ol0l7KBYM9H3WTiAqsXrxIuKGnbw2dRE+rZZn/vob6nPM2OU63rzgJgYTUsnvbuDSrS+jM8tJKUojISsTvzuToVYDniE9Ie+xBW4hgtrUjzFrLwnF65ApQie0Oywa8QWzGXYX4hqyYFJVk1O0H9tACjtqZjCgzGJAsBCOCKRhI09uRytECEhy2qMJdGHBpTCjkMkIRyU8wdgDakFgFgrOElSMkOTIgIg6ij6uA2PkCwaC6/jUqOEzk5GeYwFOK2kpGhpDZc9sTIEkfGoHroxWhCwPGo0auUKOP+JhuK8Nl70HvyxM0KAkZFIhquRo5BriNHHkC5DbvBa5dgx1e4MkCvFEvH4W3fILymecddK9O7z7EOGPe0iWjPjLLbgS9bjtAQ40deB12tFENSjQoJFpkMlkiEAoKqIMffUcuAig9h/EKbWxcqSdQFITSAKpqkqmpc+l0BlH08Earr76avLz8wHwhSLc+Pp+tjZZuW9pOZdMSMEZdOKy2WHTMLr6KKIgUZ/Zw6rUHewK7MMb9iIT5Uxvv5CygSlIJivFxn1ktfQgVNch+f2n7aPypCTM556D+eKLUcmGYrPAoXoYfSXMfwBOkapc17GOX276JVeXX83d4++O/XHTX2HTg5A3k8DI39F5+91E7E6aCpcx47lfEZ9qoC8Y4p0+Oy90D2EPR0GSmOiy8/vDO4lfv47IQMxTT12QhXlMKhq9Hbm7DpXcypfxpcNr5rOeUpBgSUY9uYbh2H+kj4WJNxDJOodgq5tguxNXj5vogA/1l9Y8gCsqYdPKWJ0io37IS08gzOgxafxzXiraI+/GavDsLaBPIjzyarbts3KgugVDIMS4Phu+S69gvdvN6NE6DMbnyM7+KUWFvz3t9T0V3qp7i4f2PMRtnklMf3Ib8ZdfRuofvxK6CjQ00nPnnYRaW7HceANJt956AhkmLIa5bf1tbO/dzh1j7iBHHU/L3sfxWttxyuVYjQrCOhkmQz4ZlikkGnIwqUyYVCb0Sj0DvgF2tGxgXed6ggqJcwxj+I0oYTi6grAhh13BGzncVUZCup4ZlxTjSFfzWtcA6gMvcVf7y5iiPqJjr2co8zzqDtTQuGs7PucwCqWK7JGjKBg7kYKxE9Cb42PpaVHEFopgD0exhyPYwxHcUZGQKBISJWSCQIpKQYFWTXFPB/6t2/Du3Emwro6oM5ZGFdRqts5dxEsjRzOrtZbc3hY8x4h65lCUohmzqbjoMiyZX/l7SpLEsC9MvP7bGePfhjNd89MBdwHZkiT97Fi5Q4kkSZ994xf/L+KHDH7BYJBnbr+XuO79WNKmMNoyD0EQ0ep/SkJ0iMN5Fo5YL8bRNBeN0onSvJJ/ZzShVQ7xO5kbIU1JWCVDkqCuZhaO4TQacpNYnzOTWz95FF2vnbBczqsX3YbdnMgsgjycoMSYmIRCmcDBtV3U7exDjEgENAJtYgSbTCSChFGIkhGF1JAWryLErpR2/GofvogWZzCO4aAJjokuV1qOctvo52lyFPBM9U0kGIykxMVmIUlGdexTr0ThHcTR3URPewuRSASj0UhlZSWVlZUkpaTi8IVpGHDzXvMAa9ttqKwBpnoFpqFgAgp0CIRlELb4SdHvw+Z5hz2CjXqVihadkXa5ikRbBWO7FhIfSMGrdHIkdRuNSXvxqB0ggVJUohJVqKIKlKISGTKiSOiCFsz+NOJ9aST40ogLJB1X4o8KYQSliFqnRqfVIBfkuOw+IgEJGTBWJyddJaMpEOVAxIdbPYRf5ac8o4TchHQEAUQptmaIAFsiAbbIQlxelIzXGybQ3Yx8/UsolSrG3fozDlDLyraVDNuGmdszl6G4ITwlHgwqA/4QHDg0EZfLgiX7C0TjdqLRKOfaZ3OV9WwUkpzP47ewPGEd8jg1mYZMiuIKGeVOIK/Vi+FwG22tUeqyl6EKuZjo+JDEcRVoR49ClZWFMiMDmU5HIBzlX+/toH7jLhYPN1DWWQOSRNzSpST+7DpU7e/A9sfAkApLH4fi+cf7dZeri4s/u5i8uDxeXfgqSrkStvwdNvwFRl0R216uJGK10nX3bwjs3E4gtQjFw3/gnYR0Pu3so+LAHgpcwxzMymN/cTnx/mFubV3DRfIOkqQuhKFakKIgyEGhhrAPUZTh7VMSSRyPtOxmPn39fWyDNmZkWhmrrzs2q5BAZ4lZ2WSOA5WBPlHFu9udFDbIiJN0pKea0YZBdJ/oVyjgQi7YkesCCLkWWrzD7N/6Kf5ImCy7mynpMlLTDiEvncZyzSUcaWhhzlyRYPANKsr/eZKO7bfhyYNP8vzh53m4upz8lYdJf+QfxC1Zcvz/RZ+P/gcewLn8Q9RFRSTfcw/6aVOPz578ET8/X/9zDgwc4O8z/87UpKl88sI9THJsJJduguYkjuZIOMxyUlPPJy/352i1sVlcsKWFzut/gk83zKqLTbwt2EmJijyQPp9xcx+iIyywpmaA1Q2DNMTJKI1W82DzE5T42ghkTqHZuJBd22twDvQT0RtRTpyBVD6aSGoGNhEGQ2EGQxEGgmFs4QgB8btPjPQ+LxOOVrOwr5NZRi2G3BwEuYxw/wDBpiZeMSXxr7Mv4qK1n3H19jXYMlLo8bsZVsUGB2lFZcjHzGVvJJlNjVbyEvW8f9OpazS/D840+L0L7AeuliSp8lgw3CFJ0qgzbtk3H3ch8Dixpad/S5L08Om2/SGD38oXX8W2/G3y8s4l11jJkCpAtvYnJASd7NVN5GjfLXj9Jsq0q9mV/RlvJ8ip6o9w0/YoWqOALy0OT3IBHbJ8+j1KeuJNfDryLObtW8ekhgP4AwFevPBWHHEJLEs286+KXMLBKPtWtnNoXScS0G2WsTbkRWZWcc6odCbkWci16Eg0qFEqZAy1ONn48lEkUeLsn6Ri0Q8jSFEEAQR9Ei4GOVB7AzpdHmPHvIVCYfzW8w4GgzQ2NlJTU0NzczOiKJKQkHA8ECYnJxMURd7otfFYUy+2IT9FPonxQxHybSGmoCARGVHAHS+QlNKLRVqNonc1YtiLU5DTqpxPi2cRQ/bYKM+SpSazNImkTBMqjRy/08/gtmr66gYZ1qQjymPpSkEZxiSvx6u20aWLwx20EpUpkGQqFKIaZVSFSqYiiA9RG0SZJGBX9DN1II95rnFsMh5k10g/f194O1rlyU7wEGO/Td9TR4FWw4oxhcgEAWtXB8sfuo+Qz8s5d/2erIqRPP/S8wwODBKcFKQ/0s+wL0T9kXn4vPGMrzpCeXaAJCxM3VdEYq8eT04U31lazKlJpHgVhHftx7t9O96dO4na7QAos7PRT5yAr2Qy6/fq0JrUnH/nmFNa1QB8Wt3Lb5YfJiXs4VHhCJqVHyOFQsSddx7JF09Hsf1PMFQXC2oLHsSvVHPNqmvo9nTz/tL3yTBkwL6X4bM7YOQlMYKITE5Ukmj2BTk07KHn5XeZ+PFrJHhc9FuSSPC4UQUDaDINWKYkI8Tb0TvrkSESEhR0JlRiMmeQPHgI3D1gKYJpv0QqPxfbS68z9PgTaCorSX3icda98yqNu7dTPraKeWUBFPUrYszC74CoZCIs5hGVknGpCmkO5OINp5ApaDDLYhmSQMiFJBsg/ZIZ6MbmI1S/BZ//ioAqgWdlV4NCw6RJe/AHqhk3bvlJRqvfBEmSeGD3A3xw9B2eXZFMfJeT3A8+QJ2fd8J2rrVrGfzb3wl3daGpqCD+8ssxzjkLudmML+zjxrU30tbXxpLhJUR8EcaMHiTbt4LyLjVy9yCu7BKqM5yEFCKpgxOJbyoiuP5DLKUOjGkuBKWW7ZXn8btAC/ZAP1HzOdiN54GgIEkM8NfGf7F4YAVOMZkjqrPYUz+IR6agc8YSmgsqqUNxQlLVolSQrFKQrFKSpFKQqFJgUSqwHPtMUCowOZ0oqg8Q3rad4JYtRHw+bClpdM2Zx76RI9ks6yfgb0IbbsUoWlERJElrJlmXTGFcIYecBjZE07mjpZ9lK5YT6uggoJCzPz2XN0rPpl2XhVIMMy4hytIpFVw+47vfl9PhTIPfPkmSxgmCcFCSpNHH/lYtSVLVGbfs9MeUA43APKAb2AtcJknS0VNt/0MFv/a6Ovb94S+U5iwjTpnEIY0Vc3A1BtFDtTQTr7uIeHk3BYp/87ccK40WOYvaUlk2NIu+UBoDUgq+iel4OoYQZbsJyUVenbKYydZO5m76GF8gwAvLbsZhSmBpkpkXKnNpr7Gy+a0GPI4gykIjz9qsoFPwq/klXDwuE4X81OsSwwM+Pn70AKIEy+4agzklpkvpdtdx4ODlKJXxjB3zLmr1ybVf3wa/309dXR21tbW0tbUhSRLJycnHA6EmzsyrPVae7BzAHo4yy6hnUkSOrMmJvNXFSL9EHrGFao9JgSU/gtlUg9K9E3oP4bQFaQlMoSU4CWskH1H6KjUkCGDJ0JMgc6Ddtxp9y25MGQlYlpVh7n6BWlkFH0kLUA31InP3YzMEUEyr4IC9noghQkJCAnK5nGhIT027gis807jak4U6Pw7L1eXITlFP9SXe6bNxR30X/yjJ4sr0GK3fbbPy4UP3Ye/tpnDJhexvamHJkiWMHz8eVyDMFS/spqHfzbNXjeGs0hSCnS5sb9Qh+sKYF+cCnXi3bMW7fRvBpmYg5qKtnzw59jNxAsqMr1Tt+1udfPL4IYwWDct+NQa17tSs3pYhDze8to9Ou4+HZ2cwbe8qHG+/jSRJxF+0jOTRQWQHnkMyJPNWWj7/CHXx2JynmJk1M0aWeXkR9sKFbJz1GLvdfo54/Bz1BPCLInqflyX7drB0w1oyB7pQ6CKY8/zEFUZRaWPu86RUQvFC7BlTeG5Y4kWPHo9cy2zPEW7PTGBy1Xz4mrSYe8MGeu68C2VmBtkvvcTeLevY+f5bJGTkUzLtery2KJ7mOnyeKAohjEnnpWyChewiNR1uB6t7eugJRTGpNUzKLqYsqYTG/bVUr12F3zWMV67Doy2hSJOGObOMsW4FKhE8yRpMMzJJy3AgLL+WTqubl7mE8ooiUtOeQqmMY/y4j5HLv93j8EuIksh9O+5jy4GPePJ1FYaUTHLfexeZ9sSBlRgK4Vy+HPsbbxJqaQG5HO2IEahLS+hPSWTFQD9RKUppssDC9JHUqx8nLLNSsV5DoraTcFBGvdmEc5RA0UE/KcEAYlTGHu0UHqq6lT36NBADpLvfIuzcSHpcOfdln8+kTX9BcHXTa5rN8n0iXkHBvqkXcaCsFD8wyqhjjsXIKKOOYr2GdLUK5SkEIiKDg/irq/Ht2o131y5CrbEqN3l8PIazZmObMYL9qV52Du5hX/8+QmIIAQGtJguXLIWIoEYvBIiT7Lj8nUSOrXNKgpJ8czkzE8oJ1el4pSkbVSTCue2bKUuLMGDrw5yaxnX/fPZ/3dJoBzFHh+2SJI0RBKEAeFuSpFOX6/8AEARhMvAnSZIWHPv9twCSJD10qu1/iODX1dLE3if+TXxqEqawiTZXEgNeAxwTsvGqBdozvcSFl7MmpRqQM6r/KpJ8o4gaFHhzdDSkKyjebifds42wKsj7486ixD/M3C/eQQSeOecGHKaYu8JL5bns/LCF6g1dmNN0HEyW8UHHENOLEnnk4iqSjd/+MDr6vXz0yAHkChnn3zUGQd3KwUPXIZOpGDvmXbTajG/dx7fB7XZz9OhRamtr6erqAiAjI4PKykpyS0p5zxXi2a5BHJEoxToN16QnUIWSfft6cdVYKfeJjESODIFQvBrLmBR0RQqU4TroPUi0uxpnRxcRrwuV4MMYJ0OeNwXyZiAVLcS9bT/W554n2NBA8nQllowOOkwTeM01EZnHi6a/HSkSxTLlLK68+ecoFAqeWN/MP9c1MibbzHNXjUPf7MT+QSOKRC2J11Sc1sxVkiSWHWrmqCfAlgmlpKhjgSfo87Li8b9T5w1j0Om4455f44/C1S/upqbHyXNXjeWs0hT8R6zY32lAUIoQ2Y1n3UdE7XYElQrduHHop05FP3UK6uLik2sdQ74Y69bVTVe3is8+VpNWEMfS20cjV556AOT0h7n1rQNsbbLyk2l53D0mHsezzzK8fDmCUkny5XMIyT4h1TOAy5iMcfYfOZI8ifWbXmS9eQz79MWIgEkho0KvYXZHM+M2rCV+y0YIBTCNjkeZ6iHJFLvvAacBZ4uAz2FBO+sc4iYXoR18H6F9M86kEbwy8QGeD1iwhSOcnRTH/YUZpGti6zZeZ5DWlftoe2ctnoR8vHE5+F31hL2rQVARl3YhqYXFWExesvr+RZp3JfLiObDor5CQjyRJrBoa5tVNm7Hs3UpeVyOCJGEKRikatDM46yKeNVXRNhzCbFSRmWOiOCxwfneYPK/IoF5O7yQzs4b/yf4jHWxkCvNnF+CP/onMzGsoKf5+JjVRMcpvt/6Wng2f8/v3RMznLyP9wQdO268Chw/jXr8B/4EDNLqc7KyqQuf1MWPLFoyemDtK1CRhvUdE0gmU1k8jJbgVIXhMuUmAprQ0Ls95lB51OmVtTZy1byeTag6S7XWxozjCc3OjCHKJ33Q7UdakUyck05dawOdnXYjDZGREe4CL9+9hjqcatSUeRaIFeYIFmU6HFIkgBYOEB/oJ9/QQqKsjOmQFQNBqY/130iRC48rZqGxhResnHLXF5iL5cflMzZjKlPQpVCVVYVQZ8UajrBxy8nafnR3DHgQpwiSdmxGqIdb0HsTlrkMRakciikKKY34wmyUvHiTJBZHSEvQ3/Yz8hUtOeT2/D840+M0Hfg+UA2uAqcB1kiRtPOOWnf6YFwILJUn66bHfrwImSpJ066m2P9Pgt3/LOv7g7aVOXcQEdnIdz6MijCiBL6KCkJxOwUKP6KXO66NeKMdtuQlR8RXbTBmRuGKvC51zC6I2yhfl48mOBpiy6m0URiOPL7oel97IWfEGXinNZdWzNXTXO8ielMJT1iGabF7uXlDKjTPyT6Rvfwus3R4+fvQAxowGksc+iUoZx+jRr6HT5X37l78nhoeHqa2tpba2lv7+fgBycnIoraikJSmN12xeDrv9aGUyzk8xc0VaAjJnmJU7O/HUWJkSkVF1LBBi0aAvjkdTYEadZ0IW6IL2rdC2NfbpGYitHeXPQqq6DHevgcF//hOT7ijJVW48+kJe8c3AFtKi66hHLZex6O77+cdBH18cGWDZmAwePH8EGmVs8BJoHsb2Zh2CAAlXlKEpMJ/yHJt9AebtbWBCnIG3q/KRHRt5fvrpp+zfvx9d6xEyisr4yDKfg90unr58DAvKkrC/twd/dZiouxv/1sdAHsE4exbGhQsxTJ9+0qwAAEmC3oOw/xWo+QDC3uP/1eCfyTrnHRSl9zDvxvEIKadOAUWiIn/5vI5XdrQzuySJpy4fg7K/h6Gnnsb52af4VRL2xalUJLpJdzfjluvYkDCRjsRRWHLGMdKUQeq2fbg+XE60tw1tupz4SSnoNZ0IASs+IZn6wBwqbr0bVXo+vr17cS9/Hc3AR8RluxEjMtziRKTRV6MbN5FoTi7PdQ/xeMcAKkHgNxoz5i1D9LU4QQK5HAyONuKUPnKuWIJc52H724/hczqYccX1jF6wBEESYc9zsPFBiASJjrqaetUU9q3biLWrA4VGS0diNiunLWLYnMh4rZKLslJYkhjHwRY7L21vY2erDUmColQjUzRqFgyGyfZJ1JpkOFL34e+spV9IZsmsANbox4yqegWL5fv5c4fFML/a9CuS3ljLBTskMp96EuPc07NtRVFk69atbNy4kaz0dJZNm446GuaVhjf4sGsl5aXT+OOUX1BXcy0CcsYdikdj3QZAlzaJ7rII3UnTqBrxLLnDw/j37yfU3Y18uA5j5AsG5TbuTMziqFakoDcOTf4dbEoupCTk5562RqL1KroCKRiiDqp6l6Pta0D0+U5ooywuDmV6OpriYjSVlWgqK1CWlbDTuo+Pmz9mU9cmwmKYsoQyzik4hznZc0gznKz483V0+IO802fnvX47PcEwJoWcSJMTsXmQseX9ZKY3sqV7M5IkMvNwlEu2QrI5g4LVq75REOO74IeQN7MAk4ixKXZJkmQ9oxZ9+/G+NfgJgnADcANAdnb22I6Ojv/6eNFolOtWPItVbuaAqYIqx2GWDa3Cp7fhNnYQpxCxKCSS5BIKGTRLhbzBTxGVxSQiILr8hAaHyHK0kOl2sDOvgokqkfhP30ZKz+aJeZcTUGmYr1LxeEDPmnXd2IaDxFfF80DvACqlnCcvG30idfs7QpJEjlQ/Tr/1X0T8aUyc/AbxiSc7df/QGBoa4siRI9TU1GCz2ZDJZBQXF2MqLmO92sRHNje+qEiFQcOV6Yksjjexs2GIVbs60Xe4mYaSUYIC1bHup0zXoymOR1McjyrbiGA9CrUfQu0HMNwJxjSk0dfhaIvHv+KfpFb2ISlkrJXNYG+oGF1bA2HkfJxxPj89Zyo/nZ53UsokbPVje+0IEWsA8zn5GCadWh3l9V4rdzd0c19BOjdnJ9PX18dzzz3HpEmTSFbI+MWnbXRrMrivIMT87sME21QoM6YTGTiMIq4N08J5GGbOOHXAAwg4oeb9WNDrr4npZVYui0lQxedANAxDDexf18uu5tGM0n3M1EnDMTHp1FMXCb+xq4M/rqhlZKaZuy+s5IX6fzO452Uu2hHPpDorYYUc54Q08pNbSdEHUEQ9x7/75Svg+OWSqyB/Noy7DptuCu8+uJ/KGRnMuDAHdj0NWx9FigQIpy3C1p6Ce/MeotZjswSVCkVKCk3FE7nvrCV0JmiY0eTl1nCYosnZJI3Mwb9lC9233YZu/HiynnuWQDDA6n/9k7aD+8gsr2TqRVeSXlKGr6eBhnf+xv7DPbjDaiwGGQWuAAm1XRinTkP89W/4VGXg/X4Hjb4AKkFgrsXEXIuJIpmCffVDrD7YwZFBP6IksAAlN6IiETk76KVOVYs26iFVPEpEAKNuLHK5ErlSiVKtwZSUgiUrm+yKkejNp/ayC0VD3LHuVs5+cCtZQQNlq9ackr7v9/v56KOPaGxsZMSIEZxzzjkn1J6+W/8uD+15iBxTDv8YfwvmF68jSfTS2JfJi9Ov4r6eF9AGbAxZlASLZ5FZeheCoyP2fDStQdSnsis0ke01NqpnxFGtryWqSGZB+T38rWre8bRmxxEbG16tIxIWWXTTCNKzNYh+P4JCgaBSIdN8lRVpGW5hRfMKPm39FKvfSrw6niX5Sziv8DxKEkpOOsdvQ1SS2Opw8/CGJur39RNN06IaZWHVuGK0UStPH3qaVW2rEKIixVYlb9+5G7nim8U8vg1nOvNbL0nSnG/72w+J/42055e4cfthVoREzt+xmpRwgAAiWyImeqVsCkL9LLWsomhEB0pNmHeFK9jgn0O8z8vUtiNYfG4CuUWMDdjp3PgFTVVTWDFxIZIgsKzLz2+PRtjjjdIfkbDporykClGKjIfjE8itTEJbbkGVbUKQf7eZn9t9lIbGP+F07sekm8+h95ZiMFs4/84xaAxn1mm+KyRJor+/n+rqampqavB6veh0OkoqKhjMyOP9kIzD3gBamcA5yfFclW4hOQLLD/Sw8lAvGluAcYKCWSo1eSGQSRx3qtaPSUGZrkNoWQ+7n4GWDaBLpL/sVmpeX8vk+H0Y0oL0RxP5PDoNe9swKo2Wqx54hIT0U6d8xUAE+9v1BBoc6CelYV6aj/Af66qSJPGT2nbW2lx8PLqAIys+pK+vj+sXLeaOj5vY4VWxYGAdFd5m5pkWYkiqQpkeIvG6iciNJ5ufAjEfuKa1cORDaFgNET+kjIBx18KIi05ZoC5JElteP0ztDhvT4t+gSr0cKs6HWb+FpK9ePq5IlE12N28c7GLP5nZUaV+gNm1GGzeL80b8mvn2ITLefhL3+m1Eg3JAQqmPoss3YxxbgLYoA4XZHNNfTCyGnCmg+so2afNb9QT3vs+cjHeQe7qhZDHM+zMkFh5vZ6i9Hf/+/TiauqnpSaArkolM8rK9yMW6sRXM3L+L3776L7RKJaqiQmQGI77t29FPm0bWs8+AXE7NhjVse/tV/G5XLBIfezel52RTFTxMibEGuQKixmJkFXMR0sdA+mikhHxqvQE+6HfwSe8QmrYGitqOUtzZiNbnJiwosJpzcRgzsQoJTBHSuFDQ0y4bZKuqls6AAYWnlzHqAQyqZKKRMCG/H7dtCEmM1VukFhZTPn02JVNmoDOdeK8CkQD3vX4tV/69mtC00Yx9/q0T7mFDQwOff/45Xq+XBQsWMGHChFOuZe3p28PvN/6Cp4/2UKxwcqCniCcvvJI/T15GpsIAO54kuucZ5KGvSmAkQwpDSbP5cIuVYAjUV97EXzXJxEWaMNmexeEfYFrGNK4qu4qJaRORy+S4bH4+e7Iap9XPohtHkDsi8Xhbu93drOtcxxftX3DEdgSFoGB65nTOLTyXGRkzYizhM8Druzq49+NaZpcl4S4V2eZVIkgh4obfRuHZiEBMXckiN7Hxym1ndCz4L4OfIAgaQAdsBGbxJYceTMBqSZLOnIpzGgiCoCBGeJkD9BAjvFwuSdKRU23/QwY/bzRK2YZqEoYGufDARiJ6DVFEaqMZHIpkIJcFKTNu4qK8PWQk29ggzuVl2c9It1tJtPaR2dlAWKlmb9U07PFJqCJh7jvi5fzMdA4OBqg/bKU2RcaqoJdLKlK5OysJqdVFsGUYohIynQJNaQLaCgvqoviYj9h/wO/vpL39GXr7PkCpNFNU+BtSU5fR3eDg86cOk5Cu55zbR/1fC4BfIhqN0tzcTHV1NQ0NDUSjUZKSkkguK2dvQgbLXQG8UZGJcXruzE1lullPXb+bzw73sbVpiLYeF2NRcBZKZqBAhUC/TkZLjp42iwqrrZ/G1nbypUF0QpgDNgv32t5lfGYNKn2UhmA6q9rzUekMXPHg48SlpJ6ynZIo4fyiHc/mbtT5cSRcURYTkP4arE43iw42YxrsZfrRvYxubuUdWTk700dwZ+9mlhQl4HMWEq9IwZ3vo+Sn806STyMShOb1xwLeKgh5QJcI5efE6vHSx5zSVubrEEWJ1c/V0HbYysJJ9RT0PABhH+6yZawov4kPw/HscXqISGCWBYkfeA6Pfy9yzzTevfAhSlLMsbXEF+YgJVcQmvkUos+PIjkZRdop7JT+E937iK78DfLevThlBZiufBQhf9ZJm4UCEQ6u6eTQ2k5ESWLUnCzGLMxFpZHzbGMH9/c6GBvy8+T+LcjqjuKvqUEKxJwcBJ0O49w56MaNQzmiki77ELauDhSBIHFt3QgfrwBJIvEnl5MwEmQta2Mz5kjs+1JcFsMJE6i2J1FT3UrI7we1BndBOYezijiUmodPa8AolzEuTs+EOD1VPkje1Mfh3r00ynuxhSvYKqm5KtXEFSmpqNVyUMvxS24Ghtqoq9tKX3sDMrmc/DHjqZq3mJwRo46n5XxhH6/8eimzV/bi//PtZMxYRnt7O9XV1fT29pKcnMw555xD5jdoXAbcVtyPTCNR7GNLXyW7rr+KSeHnUMgNjBnzJlptNlIkSMvOn+Ie2Iwl41b2rHXQcaSG9OIyXJffyP/0e6g0anljRD4GWZi369/mlSOvMBwcxqg0UplYSbYpG4PMROPuAbyeAIkjlHg1wzTYG7D6YzP4CksFi/MWsyR/CRbtqTVdvy/e2N3CHz6qJzfByVx1DRm+eFBk8mpRHvVxWkZ7w/whLGdkXjryDB26JNMZH/O/DX6/AO4A0okFoC+fEhfwgiRJT51xy74BgiAsBh4jVurwkiRJp15N5ocvcr9zfytvuVxM2TLIqPABovIgYSGIRzSxPZyPTdKTJ7Nyacl7FGbV0+Ip5AnhLqyGr7QqVeEQU3sGeDi5iKw5hWz5op0jqzrZq4lQmyjw8LKRzC1POb69GIgQaHQQqLPjr7MjBSIIShnq4niU5RrETBvuUCMDQxtwDW9FEORkZFxGft4vUCq/Gom211hZ/VwtRouGs28dSVzS93cn/yHg9/upra2lurqa7u5uZDIZ+YWFDOcU8rKkpSccZZxJx2/y05gWHyvFGPaFONDpoL7fTVu3i5RuL9NdEhmigBWRL1RR3JpGFKF+SmlkjrqWpEufxtsbxffSPagSugnK4f2OESjlsGx2Coll4yFtVEzf8D+U5b0HB3Esb0RuUmM6y0Co6RD+mloCNTUEW1poTUlnzcIFqCNhBoaT2SxP5Y+zMrlqdCHWV44QdYdo0dSyr+YzRsxZwJzrb0IuAK2bYinb+s8h6IzpRpYtjdWx5U4H+fcz7YyEoqx47CCDnW7UF1gwdj3Pkvb3UIkR1mQupm38L4g3Rnn1wH0M+Aa4svhW3lmXS0QUee7iUiauOS8WeG/YfEpHhlNiuBPW/U8sraZPpifrNlZsKmPmFeVUTP9qVi2KEvU7+9i9ohWfK0ThuGQmn1eAKfHElO/HAw5uOdrBZLOB18pyUDkD+GuaGP7wM0KtPQg6M4JMg6DSI6iNCJo4BHUcgtoQmw2o5AgaBTKNIvapllDQSci6DaV7K2ZFIzIhipsR+OKuRBY3FRCQ6RT4dAq6ZCItkTCd/hABT4gcr0i5WyTFG+YT1R4iQpSxwfH8mTABAe5W6ZkQlsWKQY9BMCtwYqOpay+d9qPoksyMnLeIyllz0RiM1B49xPANN6DzRVi9aBFhlQqLxcLkyZMZNWoUim+QBqvraSL52XnE42CfcwYvn53Ptr4NXF80hzGRLcjlWkaPeh2ZlET99nUM+P6CTOuifXUZ4xffxOqCKh7vHGJOgonnK3LQf80uKxQNsalrE7v6dlFjraHf289wcDh2TpIMTURPelwaZanFjEgcwYzMGWQav1lG8btClET2D+zn2XV7WF+bQ5Ug8agUhxqBoNqHYPbTKovjkzg9n2cqESX4RUOQSyNKUu8Ye8bHP9O0522SJD15xq34EfFDBz93OELJpsMY3BEu2NyD2nyYJEsy5SNK6R/28WF9gL1ONWohwLwRj3FuSh9DAS2H68/HTxrpQQ3TTTmY546k1hNg7+Zucpv81KuiWOakcfvcYowqP35/B6GQjXDYTihsJxyKfYaCNoKeIUJ+G0HJgaAIHG+bzR/P3v4xDEXP5dqZ45lVcrI4dF/zMJ8/cxiZTGDJLVWk5J35COpMMDQ0xMGDB6mursbr9aI3GFAUFPORIZlGhYaFiSbuLUinQHcyC1MSJQJNDtxbewg1DxMkTLBCQ9m8ZIQPLgN7Kyz6K9KY63B+vIKm15+mu0BLT18USYJzMo+Sox+O7cyQEnPgTi4nos3E3y/Dud+OFB2DJEr4dz2FgAPNiEq0lSNoSrSwprGR9YYyuqwGfr2whKs0OpyftyFo5CReXYEyQ8/Od15icP2LjMgIk6cdQhYcjrkhlC6JreXlzzpBY/H7wB2Jssrq5NMOK0Uf9KILSmxfmsS5WQIXNL+C4eCriGKYT/U6Vqflc/P8p6hKqqLT5uPal/fQZXPxV+ULLPvJb2PpzG+Dqw+2PRqrA5TJYfKtMO0OJKWBFY8fZLDDzWV/nIgxQUNXvZ3tHzRj6/aQkmdi2kVFpOafnL4V/RH89XY+6BjiN6YQM4Yi/P1ggJOpDBEEFSAFgRDyODXqgqxjbEQRKRhFDEQQA1HCLh/uviGEqIBcqUSjCWKSrUEnfopcshNUjsOju55QqIioOwSRE99zIaOSrngFtQYZhyU7qW3bKBazmBIu5jV5iDciAZSZes4fm8kYSU6eI0LKYBChy43oiyAh4RGGabMdpj3cTKikmOFAiGS3i5krV3FoZBLTHn+dnNScb7zckiTxYe1u5r67DIPko0k8j5IHXkJE4vGDj/Ny7cvMTyljlq2boaM6nO16xEiUlOIU0mftR1An8IH5OZYPebkyzcLDxZkn+VqeCqIkIiAQ9EVY8dhBHH0+Ft5YeTwFeqZoc7bxWctn1BzeQ1L7LN4JpDISOb+O60SWvhN/8lEEgwSI+MMe/sKf6CCXAsUwddFUZmu0vDGpGPn/ZqnDsR1UEmN7Hn87SZL02hm16gfEjyFsff66WnbKwszpCFNeU0/Y1Mq8uQuYOi2m2bepYZCfv3EARJGJOe9yYf42gqKctxrOZW/PTL6cKGdGZFzsUYFFzaKbLMgj6xgYWIHP13bSMQVBhUqVgFIZj92vp25AxqBXiz9iRhvNJs6ZgdphxgGsI0wfEkssRn43MY+kPDPKVD3CMVr88ICPT588hNcZYsalxZRP/X7WNz8GotEoTU1NHDhwgKamJiRJQpGSytb4dLpMCVxYmMvd+WkYvzZqDQaDdHZ2smnTJvxdThbETUA/JCC3aEg4JwP1vl/E/MrGXgeL/oYYDNP6zLN82t5K2DWAPBhgvAFGZYCCIeSRAZTyYWTyWL8POLX41LPxq36GFFFiWpiHcVoG4UiYJ554Apeo4jV7PhUZcfw2rCJ3MIS6yEzCfANy646Yen7LBgj7CIoK2nxJ6CZfS9Y5dyAov3vt2NcRFEXW21x8OOBgnc1FQJTI0qi4QK3H8nYnKqWMC+8ZR12ghqc2/44F3Ue4wBtAJUZigXbyrVAwB+fGf3LT+ig7xQp+Mi2PXy8sRaU4BXsu5IO2zXDwjVh6FmJp2Zn3QNxXMwCX1c/bf95DfLIWXZyajlobxgQNk5cVUDg2+aQUaqjbjXtbD/4aayylb1TyXpmeh+Oj3KIycE+yBZleiUwnZ+BvD+D6cDnmiy4i9b4/niAL9p+o276Ztc8/hVyhYOEtd5wodB72w94XYwHcZ4PihUizfotkqUQKxdbvZDrFSeu8yz/5hJqDB5mhSKXYXU6nMsqD4QA1WgiNSkAyxUo2Rug1XCyqmWUXMbW56eruYq3qMBEiGO02qiZUkXD0MKqP1vDGbWXce+NbaBSn7gfeSJSntq/ktnU/QRUOM2S+ntRf/+P4dRTFKG9/8iRHVq7E4lSh0IgkFHuZcs6vKBixlG77Qa6pruUII7gnN5lf5n6HNPYpEPCG+eTxQ9i6Pcz7SQWFY0/ttvJtsPltfN7yEZ80LyfSL3D90HmEvEX8Bh9FGi9/XdRFSl45RkMZWm32cW1VUQzRYj/KeUeCqEU7s6XVyHRl/G3ijf/rdX73EVvzKwdWAouAbZIkXXhGrfoB8WMEv719wyw90sZomRL1lgHGB44Q0Qxz4003kJoaW0tqHHBz9Yt7CEai3D6vB7nrYTKUERxRIx5hCkaxEv9BH/rEAUwlByHUFtMplKWiMIymMu0sLIY8lMoEVKoEBEHP6iMDPLK2gdYhL1VZZm6emc+skuTjlP2oJ0So24O3fZhnD/fwst2FGYG70TBNpkKZokOZYUCVaSBq1rBpZTvdjcOUTk5lxmUlKE+xhvi/AbfbTXV1NQcPHsRmswEQFQSicgU6pQK5KBKJRIhGYxZDOp2OxYsXU1lZSaDZgePDZqKOAIZp6cQpXkfY+U/IngwXvwaGZAIeD2/+/W9Yu5pReF0kiAomDw6jSkhAXZiPrsCCIcWLYmATQn8NUZkFh/J+As4cFIkaquN62NlzCFOwioWaFEz+KB5FiGDiHkbwDrLh9tiJGNNjM7zSJbj0xax85gl66o9QPGkaZ11342lZgv8JSZLY4/TywYCDTwaHcUaiWJQKzk02sywlnrGmmH/bUKebDx/ZT0Dn4tXC+0k2J3LvpHuZGl8WY4/ueR7cfTGJM08/4bw5PGT8PS/t6WdkZhxPXjaaHLMaBo/ETHKb1sYCXyQQkxgbdQWMuw4S8k9qYygQYd3LR2mrtiKTC0xYmkfVnCwUyhP7VHjQx/BnrQQbHQhqOfqxKWirklBlGUGAXzV08WafnRcrc1mSZD5+/kOPPY7tuefQT5lC2kMPokxJOXG/wQAbX3memg1rSC8pZ8ntd2NKPI2IQ9ANu5+DHU9CYBhKz445HaSOOOXmfr+fp556CpNRw7nOz5AcPyNKCisUYZ6K+vFUmCkrSUQuCFS7fYjAJN8wow9sxaTQM99bgTGioca+ha5gDZPqW7HKvbz3+0n8c/5T6JX6E47X6A3w4ppX+cvB3yL5wJN3Jwk//wMAkVCIum2b2PvJchx9PWiTLOzK7GEwy8nd2Spk0WHMxc9yR3cSLV4/P5Ge4vKMLEpK/vRt3ey0CPojfPZkNQNtTs66pozSSd8tPe4O2FjZ8DIr29dyaLgXhajkDusyZtmmc1Dp5+5ohPwkLe/ePAOT5puzH9scbi4+1MI8g50/Wo5QkH/bf30+X+JMg18NUAUclCSpShCEFOANSZLmnXHLfiD8WH5+I5fvZcis4P2iHJ5/YheF2kNotBru+NWtqFSxkWCHzctlz+/CG4ryxOX51A38BaV7B9mqKF/PPnQEZVT75TSE43CLClwhF1qFlmsqruEnlT9hV4uLv3/RwJFeF0XJBn61oIT55SnfOvKp7RnmrneqaRjysDQljjv0RrT9PkTfl2oK0CSXUWcNYjQqmTonk8xyC4o4NTKj6rhp7f8WvmSL9vf3c7RvgE0DNoZDYbL1WmYkmonXaUlJSaGgoOCENRMxGMW5shXv7n5UeXFYRjcjX3Nz7AV+6ZuQHnOI2LtpPRvefAWFy4EUn8jcG29nZNWoE8kp/TVw8E2k6nfxe8sYjJ7NG0obmWICM8JlGOX16ISNaOVbcCkVtCePZ8SI+cjzpsc80762L1GMsnfFcnZ+8BYKlZppl17NyHkLkclOPeiIiBIrBh081TlInTeAViZjSVIcy1LimRFvPCGFJUoiK5pX8M7az5hWcymke7nu7nkYNF97sUZCsRq5dX+CL50DBDl+TTI9fjk6KUCK3IVcPCaKHp8LxQuhaD7kTotpcp7iHjXvH2T7B814h4MkpOmx93mZsDSP8Uu+qicVQ1FcazvwbO9FUMkwzc5CPzHtJFWdkCiy9EATHf4QG8aXHC+EB3C8/z4DDzyIoFRivugi9BMnII+Px+Gw88X7r2MfGmD0hKmMnzgdQZKQm0yoS0uRqU8tBUfACbueibk9BF0xklH5OZA5Pub9p004fv8OHz7Mhx9+yKQJekY3PYF68GI80XMZVAj8LuKhPleHVBLHtZlJJA72MLR+NXatgU2jp3FzWjoXHXAROmLDJbdz6NAzjG7pYF2Vmu1XlvDYWY+Tqo8Nmj8acLBv7VP8uekRQg4F/rH3Y776Zqyd7TTu2kb1utX4XU6ScwuYcN5FFE2czKB/iNs33E6vs57zsyfzdPQqlHId/64sItX2JJ1dL1JSfD+ZmVec+jp8B4SDUVY+c5juegcTz8ln7KKcU75/fP4+1jY8y6qODexzOghKAvFyifm6Ii5t/ikau4mukXH8rKGPZJOa926cTKLhNPfnP/DP9n7+2tbP30syuSr9zFOwZxr89kiSNEEQhP3AbMAN1P2YbM/vix8r+P19WzOPhNxcmRjPhXoDrz+zgSTDUdLNRfz0tsuOW/R02X1c9sIunP4w/756HEanly2v1yI3DSE7qwedJZVCywiKzEWYNeaYiayjkRdqXuDzo/XIHefhcaWRGa/lznnFnDsqA/n3CEqhiMhTG5p4elMLZq2SXy0oYVlBEtFeL+EeD6EeN72tTg44QvhEyFEJlGnkqBUCcqMauVmNPE517FON4svPJC0y9fcjZ5wpwqLEs12DPNLej1om4/7CDC5OjT/tIMB7cJDhD5uQ6RQknq1AufZq8Flh8T9iqTtBwGWz8tp9vyE41E9Uq8cwZjJzFy6mqKjoxP1GgkhN6/jjx3UIAS9GrYK7smqRxWfG5LzSR/GvYDL3tw2wMNHEcxW5qE9ThGvv7WH9i/+is7aapJw8pl5yFfljxh8/ni8q8lafjWe7BukOhCnWabgpO4lzk8wnkBUgFnx29u7ksQOPUWevY2TSSK6X30n9R04qZ2Yw87Kv1VwFnPDveTGtzKs+BEcHDNSCqxe/Z5i9PUGOujVIqSO48NzzScos/kbGqdcZZPNbDbRVW0nMMjDj0hJS80xseK2O+l39TFlWyOj52QRahnEsbyJqD6CfkIppfg5yw+lV+Vt9Qebua2C0Ucf7owqOiwkAhNrbGXzkUdwbNkA0So/ZQG1mEnJJoqpzgCT3iW4XglKJfsYM4pYsxjBnzqkDod8RS+sefg/6D3/1d5kithZsTEOKy+L1nhx6vDIWln5Bbl8XuqEsbLL7iQTVPCcFWJOiRErzs7hhL5aUZKZfcDFPDzj5fMhJsVbNs2E9pi+6kFQSPVv+jLGnkzUj02kskDFr/PnU6Espr32Gy11rsFt1HE27nmG9ib7mhpilkCCQP2Y8YxefS1bFyBP6pyvkYeHmN2iVTyBL1s+d4gNML/k5GemXUH34Ruz2LYyqepmEhKmnve7fhkg4ysY36mncPUDR+BTOuqoUhUqOJEkc6vqId448w3ZbH86ogFYmMCWpgKX5S5kkOxvnO61IYZHI0jwuXnMEhUzG+zdNJt18mnrXU0CUJK443IotHGHV2P/lNT9BEP4F/A64lJi7gwc4JEnSdWfUqh8QP1bwG3IHGfXZAWQpWvZPreBgk5Uv3vgEk7qPPPVk5l08kbSCOARBoGfYz5Uv7KLb7meRR8nU1DgW3zwS42mktA50Ovjn2ka2NlmRKTzokjfz9HmXMzN72n/d3toeJ3/65Aj7OhxUpJu4b2kFE/JiDEdJkggOB9n7SSs1u/pRKmWMLI2nIEGN5AoRcQaJOoMnEQPkCRqUaXpUaXpUWUZUWUZkp9Gb/CHR4gtwZ30Xu51ezkow8veSLDI0p36Zhno8WF+phaiE5eIM1LtuianElJ8HSx8DbTzRSIQVjzxA64G9SGot3pwSsvPyOf/884k/VpQsSRL3vrsDWd1alKlF/OGmy08ZdF/qHuJ3TT3MTjDyYmXeCc7yX4ckSTTs2MK2d1/HOdBPWnEpFUsvYJ0lhxf7bNjDUSbE6bk1O5m5FtMJAQBiCiJftH/BK7Wv0OBoIFWfyi/H/JJFeYsQBIHty5s5tLaT6ZcUM3J2JohRePuymJ/dVR9D3smKJaIo8drOdh5eXY9aIefpy8cwrejUI+zm/YNsequeSFBk4jn5VM3NOq4+JEZF1r50lPYDg5xVFo+214MiUUv8siLUXyO9OAcH6DxSjb2nm5DPh1KjwZKVTUpeIWuVRu5q7OEP+WncmpNy0vFd3V1sevEZmo4eJjU1gznzl2IwxyPIFQhKBYJcTnhwEN++fbhXf0FkcBB5XBymc8/BfOGFaIpP4wfntULPAXC0xVLE7gFw9YCzC+uwm3+JlzGSOs5jLRICkqTDofgjfm8FB4jwCE7yE/rYMnoc95bncU26hY12N3c3dNEXDHOvNo5zNw4SdTjwrPsDHp2KTZnxWJR+5qc1kalzcdCexqaBfERkmJJSSMkvILdq7HFLof/EUCjMzUc62DbsISt6FLHvHzxYkIoi0EB62sXk59/FwUNXEgwOMn7c8jNSeJIkiQNfdLDr41aM2XL8MzayqvdzWvwxktLYhCzOLbqEBYWXoFFo8OzuY/iTFhTxGgyXl3DVx4dp6Hez/OYplKV9f7KdIxxBJRPQy898ieYH8/MTBCEXMEmSdPjbtv2/iR8r+AFc9PoetqYruTLDwj9Ks3lnZyvVq95BKypIsI4hLlFHQpqeoD9Ce7uT9zUB+hQS549K55fzSsi2fFVq4A9FWV8/wNt7OtnebCNBr+LGGfksrNJx15bbaBlu4cHpD7Iob9F/3V5Jkvj0cB8PrayjzxngrNJkfjW/hPL0rzqhrdfDtvea6K53EJ+mZ/rFRWSVJcRMKL1hosNBosNBwoM+wn1ewn1eIjY/X8rAK5K0sUCYbUSVZUKZqjuJQPBDQJQkXuqx8kBLH3IB/lCQzlXpllOOBiM2P9aXaom6QliuKEEz9BpsfAD0ybDgL7EyA0Fg69uvsefj9xBUaoLFVchUai644ALy8gv4w8e1DBxcT7bKy9133oFerz9Fq2J4q8/GXfVdTIjT81JlHhbV6WfI0UiEXeu/YMfyd5A5HQwb4/GOn8GyxUuYlnUyEckX9vFB4we8Xvc6/d5+8uPyubbiWpbkL0El/2oAIIoSq56toaPGypKfjySn7c+xdb8lj8D4n37jtW0d8nDLmwdot3l57fqJxwdJEGPY7lrRyoEvOkjONTH32jLiU0++Fr5GOwOvHkUREfFmmSi5cQSCUk7I7+PI5vUcXrcaa1dMeUmuUKDWGwgF/ESCwdjf1GpWnn0tRxIzeDJipcKoQ5AJBL1eehvrqN+xBTESZcJ5FzFp2SXf6CIuiSK+XbsY/uAD3GvXIYXDaKuqMF90IaZFi5B9w708AaLI2lWfsH3vIZZW1JHk3EqWXQNeG77oPOyRm3Cj4BG8FGTtwxsXITu9lOtGTCBoyuJPbYO82WenAjl/PxQgfu9GAgde5uicQs5J3AYRONKQTN2cZcycfy3xKeloDd/surJz2MNNR9pxRqI8VJzJ+Ul67th4Bzt7t/NQxWTUrvUY9CXk5d9Bff3vUCrjGTd2OUrlf8/y7vf08sSmP7LWtocAEqkKGWfnzuTyUb8hSR/rs1JEZPjTFry7+1EXx5NwaQm//vwoH+zv5pkrxrBoxHcsq/kR8f+cwsv3xY8Z/FYc6uGWQ21IOQY2TCihVK/lseWbGa7ZiFxbzNi4Sty2AAqlnJR8E4UTUnn1aA8vbm0jFBUpSNKTYtIw7AvTNOgmHJXIMGu5clIOV0/OQX8sregOubltw20cGjzEk2c9yfTM76cz+J/wh6K8vKONZze14A5GOKcqnTvnFZNjib0EJEmirdrK9g+acFkD5FUlMvXCwtPWBYqBCKFuD6EuF6FON6EuN6InDICglMVINseCoTrbiDzuu+X4vws6/EHuqu9i27CHMr2G/ynMYEbCyS+MqDuE9eVawgM+Ei4uQZfYCZ/+IramlzURpt0JRfPZveIDtr3zGjKlCuW46Qw6XDRaJtPeb2OhqoE5c+Ywffq3X/8Vgw5ur+skTa3kjZH5FJ6iVMMWivB05yAv9wwRiUS4zN5J2eEd2BvrkMkVFI6fxIiz5pMzYhTOkIu36t/izbo3cQVdTDSP4aLMcynTFSKGIwiCDEEmIFco0RiNaI0m5AotHz1yCPfgMBfE/ZKE2ZfAnO8m0mz1BLn4uZ0MuYN8dMtUCpMNJ5BaKqanM/3SYuT/qYATFXGt7cC9uRuFRUuTXsnhahtjFmSi1Tez4/038bucpBYUUTZtFjkjRxOfnoFMJkcSRRz9fQy0NtHf3EhTRzt/HbcIbcDHVcufQRGNrVOqtFqKJkxlwnkXkpD+/WrOIg4HzhUrGP7gA0LNLQhqNbpJEzHMnIlx5swTXDROhWAwyJNPPoleIVAVfhmjLwOfNYHD8UbKIl6ypfOQSamsJoRH9gk3K99ALUSQBDmCOQu7MYcDxNETljFzqAthbQcBm4KkKg+2yEiePjee9eEa8uPyuWvcXUzPmH7KDIMoSfyrc5CH2vrI0aj5d2Uu5YZYCjEYDfKLjb9gR88OHhh9KWbXp4RCVpKSFmK1riE+fjJVI/+NTPb9li28QRtP7/4d77TvICJJjDFoGeecA3tnUzYxi6kXFaHRK4k4AtjfqifU5cY4MxPTglxe3tHO/Z8d5fY5Rdw578xd2H8I/D+n8PJ98WMGP18owpi/rsc3JYXxCQY+GFWAIAjc/8SLhG3dxI09m1+dc3IxZp/TzyeHetnb7sDhC2HUKChNNTG9KJFJ+ZZTrul5w16uW30d7a52Xl/0+n+ln/efcPrCPLulhZe3txGJSlw6IYvbzyoi2RR7UUfCUarXd7FvVQdSVGLsohzGzM85rZPAl5AkiagjeEIwDPV4IBrrT3KTKhYMs02oC80o0/RnRFuWJInPhpz8uaWXzkCIeRYTfyo8uTZQDESwvnqEULsL87kFGCakwIFXYeuj4OyKkRwm3cKeDhVb330T1HrWFl9KvUfJFYYjWHRKbrvtthN0F78J+5xerq1pIyxJPFaaxaJj7EVHOMJzXUO80D2ELypyQUo8d+amkq+LDQqsXR3UblzDkS0bCbhdSAYVXUYXQVmErKgFg0tGxHd6J/cvIVcqiTNocHstqDVpLP7FBWRWlHzna93t8HHe09vRqxW8eelYtr1Sj73Xw7SLixgxK/Ok/URsfmxv1xPu9qCfkErc2fmgkPHJPz+mdd/HSKKNjNIKZlxxHenF3+0VsX5omCtq27kqTsXdCRrUOh3GxKTTkoS+KyRJwn/oEK7PV+LZvJnwMVcSdVEh+mnT0VZVoUhOgmiU8OAgodY2go2NBBsbaRRg96RJjN+9BwTYN3488U4ns7evR+GTkBcvRV28EJ8g8H5wgJGDL1JmHiIzUYZK5UMuuSEaIhJU4upNY2ivH0VKKbnvvoQi0cCmrk08sv8ROlwdTE6bzF3j7jrheXeGI9xW18kam4ulSWYeLc06oQQIvgqA23u28z+TfkOZdJTe3neRyVSIYpC0tIspK33wG/uCJEkEAt0MO/dT2/0Jf2/cQ19YYLzJxC/G3MrI7EuQRNj7eTv7V3egMyqYPS4FxREbSBLxFxahG5HE1qYhrn15L3PLknnmirHfKs4vShLbHR72u7z0BcNIQLpaSYVByySz4aRz/W/x/6TCy/fBjxn8AO589xCfDLvwFJt4rDSLS9MsuFwuHnnsCbrCBqbMP4efTj+ZGv7fwOq3cvGnF6NX6nnn7HdOokj/txh0BXhyQzNv7+lEIRe4dkoeN88sIO7Y+p3HEWTH8iaa9g1iTtEx47JiskoTvmWvJ0KKiIT7vAQ7vwqIUXusQF8ep4rJtpXHZNv+W5ZpICry7+4hHusYICxJ3J2bys3ZySekQqVwFNtb9QTq7Jjm5WA8KwtBjMRUV3Y8CQM1oEtkTXQh9/dX0a1J56oMO3J7K2azmeuvvx6T6bunjLoCIX5S08Zhj5+LUuJJUSt4tceGOypyTrKZX+WmUqw/MUgHvB4O7d/Exm0fEm7oRR/4aoRutCSSM3I0Sdm56MzxaI0mFCo1kiSCKBEJBfF7PfhdLtyHV2NvPMBAJBVvIDYTNyUlUzplBqXTZpGUnfut7d/f4eDOf+3mPK8Kg1LOgp9Vkl1+sqRVoMmB7a16kCD+gkJ0I5Kwdraz+Y2XaK8+gMaQSFSaTFbleBbfNOK0XoSnwm8bu3m5x8r7VQVMP8Ws/kwhSRKhtjY8mzbj2bIF//79SOHwiRsJAqrsbNTFxaiKivgoFMQaCBCORLBYrPz0p39B6+pBevdqxP5W/Nm30DU4B6NPSY0UYZN1H+fVfITZ5Ti+S1VODqYliwlbgzjfewndjJ+Tdu81qLKMhKNh3mt8j2eqn8EZdLIgdwE3V91MRJnBdTVtdAaC/Kkwg59kJJ42gAWjQe7YeAfberbxP1P+h3lp5bS2PorVuh4Ag76EzKxr0OnykcvURCJu/IFufN4WvL4W3O5aQiErDQEZr9o0yAQl9034BQuLrznpWP1bunGtakcnSXi1CjKuq8CQbaJlyMN5T28nw6zlg5unYPgPkpwkSbjdboaGhhh2udg9aGP3oJ3hUOz6q+UyQko1VrkSp9bAsNHErMR4Xh955u/U/6/wcobY0jjEVS/tIXtJLkOIbJ1YSpJKyeYtW9i4YQNfhEq4eelkrp6c+18fwxOMYPeE8IejdPoO86ttt7AgZwF/nfHXMy70/Do6bF7+ubaRFdW9xGmV3DGniCsm5aA8ltrqPGpj89uNuIb8FE9IYdpFRWiNp2ftfRuirhCBBjuBejuBpmGkUBS5SYVubAr6sSkoEr87E+zrGAyG+XVjN6usTkYbdTxWlk3J1wKMFBVxfNCE7+AghqnpxC3JjwVcSYL2rdi3/ptr68ZRK+Yx17qBzDQdxgQLPr8ftVrNpZde+o06jP+J3kCQm452sscZsyWqMmp5tCSLCmMsjeyx2+hvbaa34ShN1XtwdHYhSBCRiQiZZkaNm01uTjkNu7bRuHMrxsQk5lx/04kF3P+JrY/A+vtj65nLnufQpkY2v7EetaYd33AzkiiSVlzKmIVLKZ40DdlpCARHt/Wy8a16HIj4JibwwNWjT+hzkiTh2daLc2UrimQdiVeXE5QH2PH+m9SsX4NKp2XyBZcxasESmvZZ2fh6PXFJWs6+teokmbPTwRcVmb+vAW9UZOP4EszKH5dlLIZCBBubiDocIBNQJiejzMw87sQRCoV47733aG5uJj5eT3nF8+Tl3UBhwd0Q8sLq38KBV5FSR2EreJzhTW6EqMS/VGF6psTzyuhMVAb98bVGKRKhbdnFhLp60c/9HyxXjkFXFatRdAadvHrkVd6se5NhZRm+pJ9jVCh5eUQhE82nEUr/Gr4eAP80+U9cUHwBbncdNbU/x+8/tduNTKZGp8tDrythgyvKi00byTcX8MTsJ8gyZZ2wbXjAy/DnbQQbHcgtGgaT9ezYM4BSI2fkOXncs6cZdyDCxz+fSlaC7vj1a2hooLGxkZaWFnz/YZ0kISCTyZAJMaunE+KQTIY8PZN7f3r9d7uZ34D/duY3HuiSJKn/2O9XAxcAHcQcF+xn3LIfCD928ItERSY/vIHCfDM70pVMMRt4c2Q+0UiEp556miFflLfdJdwwo4BfLSg5HkhOh0A4ytYmK9ubrTQOuGka9DDkDp6wjTltC1HzSq4t+jV3Tr7iBw2AAEd6nTzweR07WmzkJ+r5/ZIy5pTFGHeRcJQDqzvY/0UHaq2CWZeXkj/6+zvC/yekiEig3o53bz+BRgdIoMoxoRubjLbc8o3U+FPuT5JYMTjM75q68URE7s5L5eas5OO1cZIo4fy8Fc/2XrSVFuIvKkGmltMz7OeqF3fT4/DxdME+Wg/X0xtXjKGrgVnnncvW5j48Hg9nnXUWkyZNQn6aoBGIiuxyeni/P1aYHpYkpsTp8ToduDtaGeMaYoxriFB3O15H7HGRZDAYF2AoKUrlmGlccdbNpMadSHrpqT/K2heewtbdSeH4yZx13Y0YLf/ByNz0V9j0YMwR4rxnj+uFVq/vYtv7TeSO0JGS00/12s8Z7u8jOa+AxbfehSXzK7urYDDCqtfr6Nk3hD5bT32uincO9/KbRaXcNLMg1t6wiOOjJnwHBtFUWNCfncGBtZ9yYOUKIqEQVfMXM/mCy9Aav5op9zQ4+D/snXWYHGXWt+92m54ed3eJTjwhLkggCRACwTW4L7IL7ALLsruwOCzuhEAgxBMSEuLu4+7aMz0z7V71/TFhQjZuLPt+ua+rr0mma6qrqque8zxHfmfl+wVIZRIuubvfUSXPjsZ+i4NL95ZzaXgQ7+UmndTfnAtMJhPffvstRqORmJgYWltbmTLFjsO5mGFDl6PT9VwbSpbCkvvB58E/7l9U7MsioNHOCjwszNHxw+zBaH5lxF0lJdTOuhp5TC6qAXcROCmJwIkJSKQSRFHk71W1vNlgRumpJaD9VYaEJjM7ezYTEyaikB5/Fe32u3l43cNsatrUawAFwc2+/bdgNu8hJfkhdLp05HI9anUManUMbr+X57c9z9LqpUxKmMTfLvgbWsWhmL/f7sXyUx32nS1IlDICJyYSMCIaiVxKZ7OdZV8W83Z7Oya5yEezBjI+L4a2tjZ2795Nfn4+brcbjVaLNyqOHXINTeoA0sJDuS01jslRYb21tj2uVxc2m4329naam5uRy+WMGzfujL/L0zV+e4FJoih2SiSSMcA3wP3AACD7/7rCy3/y12XFfLGtlodvz+P52tbeXm9FRUV89913+OMG8mWlnNyYQP54cTaj0kIPM1hddg8/lxpZXdzKxvIOnF4/OqWM9Eg9aREBpIYHEK5XoVZI6bR72FfXyZru5xFVDURa/si9o4dzWf+YExrWU0EURX4uNfLiihKq2u1c1j+G56blEqLrMUKmJhtrPy+hvd5KxtBIRl+dgVp3dsoc/GY39n1GHHva8LX3xLbk4RrkoRqkAQoQOUzPsfenV0CqVSAzKFFE6lDGBWCO0vB0ewfLO8z012v4e3oceYZDiT22TU2YV9Ygj9BimZrITQsOYHP7+PimIWSHKXjzzTfQOjsRKsoBiInQ4IzJod4hEBMfz8UXX0x8fHxPsbfDzfpOKz93WtjeZUVu6Sa+u50Jrk6STS3Y6muwdfYo1ohIMAWH4Y+OQwjqZJ+wA2eIjKv7XsuNOTcSrD62+ovf52X3skVsX/ANEqmUUbOuZ+BFl/YMGOtehI0vQf/ZMP2dHg3OX7FvdT1bf6gksW8oE2/Moq5gB+s++wC/z8sVTz5Lpy6GucvL0eRbCPVJ2KnyslHtQ/zV/GrGgFgeG5WMfHE13kYbjhQPRZ2bqSvcj9/rJWPYKEZdc8Mxk1G6Wu0seycfe5ebCTdlkTHk6B02/pNfipzfzk5gZtSpud3PBmVlZfzwww9IpVKuvPJKoqOjefPNN4mLiyIh8U30+lwGDvjy0LNtboKFd0LtJsTs6bRrn8SzxcQefDwf6OOVqwcyLvXQxKVr3jxan3se3YRrkQaOQ5URTOCVaTzd2s6XzSZmRgbz5yiRlQUfM6/pZ5q8FiIUeq7Jms3MnOuPe88czQD6fFb27L0Gp7OBvLyvCdT39INstjXz0LqHKO0s5Z4B9zCn3xykB+XGRJ+AbVsLlrV1iB4/umHRBE5KPKzzSVGzmfu+3kdjp4MrXUpisKBINtFmakImk5GRnU1dXAofe2SY/SJTQgO5PzGSIYazE8Y5WU7X+B0QRbH/wX+/A7SLovjswf/vF0VxwLk53FPntzB+xc0WLnlzE09clMnuMBmrOswsyUtnoF7LZ599Rnt7OzmTrub5lRUYrW5igzTkxgSikEup7bBT3GJBFCEqUM2U3Eim5EQxLCXkuMasztzMzKVX4neH0lkxh9igAG67IJmrh8T3ZomeDbx+gXfXV/HWzxUYNErevnYgw1N6Yj5+v8DeH+vYvbwWtV7B+Ouzzpr4LfQYJ2+TDVdlN546S0+Zhc2LRArIpUjVcqQqGRKVrEfRXyFFsHvxmd14Wx3gO6jXqFeyPlvHC8F+OhGZEKLnrvgIRgUHIJNIcFV0kT+3iLtdFlDJ+OLO4eTGGFi8eDEHDhzgnnvuZvMHr1F1IB+1zIvLr0ACCCo1frkSQRdAh86AWSpD43YS5HZiMJuQeA6u2CUSgqNjiUpJI/Lgyxdu4OGSTWx3JyDKAshRGHmtTx79g07++pmNraz5+F1q9+8hIjmVyX3lRFV81FPAf9mbRxi+XyhY38jm+RUoNDKyhkej0jrZ+sOreBw2zIGziJaE4VNJiZwQTcbACKQSCUaLi/0N3Xy2tZZ+dgvPyELQSqTsaF9Kk72CwPBI0gYPI3fcJCKSThyPcdo8rHyvgJZKM0MvS2bwJUkn9GD4BJGZ+ys5YHWycnA6WbrTc4ufKoIgsH79ejZu3EhUVBRXX311b/3n1q1bWb16NRddFIPd8U9yc14jKmrar/7YD1vfhJ9fgIAo7H3ew7QOSvDzB9GOIT6Qh8ancWV2zwSg+YknsCxdRthDf8PSHMFTfdSsD5PxEJU8UfIKEmMxAH5gs0bNVwY92zUaVBIZM9Kv5La+tx+ze/qvDeDTw57m6qyrcbvb2L17JoLoYfCg78jvbuGxDY/hFbz8Y/Q/GBs/Fji4AivpxLyiBl+HE1VGMEFTk1FEHppIFjSZ+Wp7Hd/vaSRcp+DJ4TqaSw/Q3mFE6leSGJFF2GUjeLq5kxa3l4vCAvlDUhR99P+d7jKna/wKgQGiKPokEkkpMEcUxY2/vCeK4tFbSv8X+C2MH8D1H+2gvM3KskfGcMn+CkQRVg/OxGNq5/3332fo0KFMmHwhy/NbWFvaRkWbDa9fICZIw9DkEMZnRtAvznBKLsyf6n7ikfWPMClmNk1V49lZ20mQVsGNwxO5aWQSoScpG3QylLRYuPfrvdSbHDw9NZubRh4arNrrraz9vBhTk52skdFcMDPtlBIazgWiX8Db5sBTb8Vda8ZTY8Zq8zA/QclXSUq6lRIikDIiQEusSsHCxeX4nV7eFrREZofSOEDBpoXfkJI3mJhRY+hyOGh891/4q0pp7T8Ek0SGqttMZKcRrduBVBBAKkGnUxMWFkJ4fBIhSZmExicSnpiCSnvoAf+p7iee2/YcNo+NGZnXQ/CVfN5ixSMKXB0VwsNJUcQfo2j/iPMURcq3bmDdB6/icPkZkBXMiEffQRN4fHdie4OVrYuraCzuAkFE8Hfjsc5DIlMy6IonGDE1B+WvpMdsnSaKNv5M95Z6sqR5OHxWlnWvZ6fcgCM6ixkTBjNrSAIGzcl/736vwLq5pZRtbyVjWCQTrs8+YSZxq9vL5N1lGOQyfhyUQcBZyvw7Fg6Hgx9++IHKykoGDBjA1KlTD8v29fl8vPPOO8jlcgYN/gmvt40Rw1cjl/9HYk7THlhwO3TW4Mx8kY7CfjQq4E6/FYtXQBmsYkBuODMzg+nz6P1IGup57YGHWZrYlz+Uurm56SeCkg4gyxrRI88XngWqQDCWULn+Ob4yF7FYrwepjOmp07mt723E6+P5Tzx+D4+uf5T1jeu5p/893NX/LhyOKnbvmYXDL/CPJh9BAam8Mf4NkgxJPX/TYse8vBp3ZTfycA2GS1PQZPasvOtMdhbta2bx/iaqO+xoZCLXJHvRdVdjs1kJDw9nxIgRdFVqKP25heZgGXsmhvK3IckM+o1Xev/J6Rq/p4BLgA4gAcgTRVGUSCRpwOeiKJ6+hs5Z5rcyfpsq2rnh4528dGU/MrNCmba3ghGGAOb2T+HHFSvYvXs3c+bMITr67BZ3Prv1WX6o+IGPpnyEzJPO+xuq+KmkDblUwsCEYIYkBZMUqiNcr0KnkqNTyglQyQlQy9Gr5afkKrW6vDz87QHWlLRxx+hk/nRJdq8B9HsFdi2vYe+qOrQGFeOuyzyrq8Az5ZfyC3eNGWutmdVdVlbpBA5owXLAhMQj4Bscyo0muKPSxULVLkxyH18Om4hX3jPYKbweZq6eR1xDBR2TLydp3AQG2UrJqltDeXUju8yhtBABiCTQTCbVJOrcRAdpkAVG4QqI4AVXNYttleQGJPDCgIdIix0KagNGt5c369v4osmECFwfE8qDiZFEqU5gTJzd8MMduEvXsll5JfuLWlGqNQyaOoNBU6ej0h4aYJwePwcau9lT18Weui62VZnwePwMjNQze0gCg0MdLHrxaSJT07nqmReQyRW0VJaxZ/liKnZspb9hLBmGwdj1bu53WrDpDNw5NpXl+S3srO1Eq5RxZV4cN45IJD3y5LIyRVFkz8o6diypJjrVwMV39T1hEtWWLitX7a9iangQH+QeXWPyZD633OGmzunG5hdQSiQEKWTEq5XEqJQopBJaWlr49ttvsVgsXHzxxQwePPion1VcXMz8+fOZNGkAbs8fiI+/mYz0p4/8ULcNfnwC9n2FK2gmHe03IYaqeD1ZwurCdqx20ErdXOLdxuXrN+KXySm9cTB5kpFENMSASoZ2agqhg/5D11cUYf0/aNn8Mp8kD+AH0Yxf9DM1ZSq3972dZMPhii4+wcezW59lcdVirs68mqsyruLt7Y8zWVGITKZjxJAFhOjT8ds8WFbXYd/VilQjJ3BSIrphUTRZXKwoaGF5fgsHGs0AjEgK5IIgC7b6IpwOB0lJSYwcOZL09HRWmyw8XtZAcK2DmTsdqGVSJt2S818fH04721MikQwHooHVoijaD/4uAwgQRXHvuTjY0+G3Mn6iKHLpW5txev389PBYvmnt5NGyBh5OjOSB6CDeeustQkJCuPXWW4/s6n0GOLwOrl52NQ6fg/mXzidUE0ql0cZ3exrYWmmiuMWCXzj296hWSIkL1pIarqN/fBCjUsPoE2s4pn6oIIg8v6yYz7bWMntoPC/M6HvYtm21Fn7+ooTOZjtZw6N6C19/j3S02Zj96U4aLC6eS4kiyivgsLhp9dRS569gkqcfwdnpuCclYDCoCFcq0IoCK956mYodWw81qT1oHBH8GCv3UVKYT1FNC0ZrT7q2QuInUt7FAZWRCo2Zi9z13GNppneI1wRDcDKEJNMUnMXr6kHM84Qgl0i4OTaM+xKjCPtPlRhR7GmXtOzhHvmtS16GwbfSXl/L1vlzqdy1DbUugOwLp1MVNoAVZZ0UNJrxHbwX0iICGJ4SwqzB8fSNPeRxKNm8nhVv/YusC8Yh+HyUb9+MThfE+JTr0NkCerJjL0mhqNXCdR/tIFTp5++XJGPqNrOp3Mi++i48fgg1aBmQGM7glHD6JoQRFBiARqM5pqGq2N3G2s9LCAhSMeORPAKCj++1eLuujReqW/hrWix3xJ844UoQRUrsLrZ123pfnV7/UbeVArFSUBmbifI4uWLQACanJBCuPPp9LIoin376KR0dHVx8sYX2jvkMGbIEfcAxahmLFsLKJ3Ca4zF5n0IpqSRU8Qw7xWTelV7BRm8uKZ1N/GvTOzQHR/LwtY8RqNPxaKOf0VaRveEKVg8PYWBiCJNDA0nUHLxW296BVX/CmD6RT1MH833lQjyChyGRQxgdN5oRMSNIDkxGIVPg8/t4ZuszLKtehgQJAcoAns27FVXbO8hletK9L+JdJ0X0CgSMiMY2OIIfK9tZlt/C/oZuAPrFGbg4J4wkoZWCvTtxOBykpKQwduxYEhMTaXN7ebqiiaXt3WTr1LyenUCSC1a+X4ip0cbgS5IYcmnyCev+zhVnTd7s98pvZfwAVhS0cM/cvbw0sx9XDYrj4dIGvmnt5Mu+yYQ31rBo0SKmTp3KkCFDzurnFpuKuWnlTSQGJvLBlA8IUR9KBvD6BZq6nJjsHhweH3a3D5vbj9XlxebyYXZ6qe90UGm0Ud3Rk4ofFahm5qA4rh4S35ue/GtEUeRfq8t4Z10VswbH8Y8r+h12A/u9ArtW1LB3VT1avYJxZzkWeDy8wkGDc4IMOIvLy3Uf7qCszcqnNw9hVFrP8XW0GHnvow+Ik4UxyZILgEQjJ3hGKpp+4UgkEgTBz9b5c9mxcD4xGdk97XPCj+xzZrVaqa+vZ1/ZPvaX70fr0iI92KZVq1YQY1ARo/USIzUR460l0FoB3Q0g+qlTR/NK4k18HzkFteDlLvNGHrLvQKlU97QYai8Hcz0EJcCVH0P80MM+e+/eAn78/DNUrWU4pGpa4oeSOHIigzPjGJQYTJD26Ksrl93Ggr/9mdaqcqRyOSMvmU2iMRVfu5OgaakEDI+hs7OTvXv3sj+/EJul++S/HIkUrU5HbHQUCQkJ5ObmEhJy6F5trTaz5M396AwqZjwyEN1xlIBEUeSWwhrWmCz8MCCNof+R9u8XRQptTrZ12dhmtrGj2063r8fYxakVjAgKYERQAFk6NYFyGR5BxOTxUWt38HNRKSVWBxZDCJ2KQ8fQJ0DD2BA944L1DDHoUP/Ka9LU1MSHH37IyJGDUWueQ6tNZlDeN7196Y7A74P6rTj3NWLaFYcq3EPDZeFc3ypFIog8og/Cu3odoz//J7sjsnhu2M0IUhlqmZQkv4QwJDQa5FSFyEkyaBgfE8Tk6GDiGpaTsOEhZKnjMM14m6+rFvJz/c9UdlcCIJfICVQFYvfacfvdyKVy/IKfKF0Ur417lfD6borbH0DES1DbMxyIHsjyqnZ21fbUJ/aJDWRq3ximZIbSUlXI1q1be43euHHjSEhIoM3t5aPGdj5t6sArijycGMk9CREoD076fR4/G78pp2RrC3FZwUy6Jee43/W54rzxO4uIosiMf2+lzexi3R/GgUzCtL0V1Ls8rBqUzsbv51NfX8+cOXOIiDi9ppDHYkvTFh74+QFCNCH8aeifGBs/tjdD61jHanababY302JrweFz0OVwUmm0U1Dvo6BORPRGcvmAJB6YkH6YDukvvLK6jLd+ruSWUUn8+dKcI2b1xjoLaz/vWQVmDo/ignOwCmy1t7K2fi1bmrZQ2llKu7MdgAhtBP3D+3Nh0oVMSJhwmDF0+/zc+PFO9tR18f4Ng3rLOPx+f+8M/u6770bZ6KVrUSXCwRWcKi2IoBlpKA7Wp5Vt28Tq998EJEy89S6yR48/4hqsqVvDHzf9kSB1EG+MeYNATyDNzc29r/b29t46Jr1eT0x0NDEhWmK0PiIknbQ6u3lFSGKJKoN+rgY+anyPBJwQGNvTaqjfrMNaDVldXl77qYLPt9Uil0q4NkkguWEz7aUFyBQKModfQMaIC0joOwCF8tDfuR0O8tesZOeSBbisFgKCQ3GYu5mQfANhihhCr8vGqLayceNGKisrkUgkpKamEhgRzwe72ulwy/jz9D6MSAnD7/fj8XjosjooqDdR3GCiutWE02FHK/GSovMgcVkBSEpKYvz48SQm9nQ1b67sZumb+wkM0zDjkYFojlPiYvb6uHBPOS6/yKrB6bS4fWzusrKt285Osw2rvyfhKUmj7DV2I4ICjhlPbW9v57vvvsNoNDJ69GjGjRuHU4Rim5Nt3XY2dFnZZbbjFUU0UgmTwwxcHhHEhNBAVFIpCxcupLCwkFmzUmlseobMzL8SF3vtCe5gcOw3YvqmjD2hMl4ZbuCLQWkkH1T7+SUD1H3xdPKvupOqdjuVLVZam610eXx0IyL8x/6UUpEUsZ6MADcpgyaTGBmEVu2g3VdGu7saq9eMRq4hKySLsfFjqe6u5q2V/2Jm7UQMzmS2GeysV9RSZIpHEGVkRAYwrX8MU/vFEB0gY+fOnWzbtg2n00lqaiqjx47FZAhlbaeFtSYLB6xOJMC0iCAeT446QmnpF4q3NLPxm3Jkcimjrkwje1Q0Po+bzqZG3A4HCpUKQ2QU2l/Fr7dWdWC0uJkx8PgydCfDeeN3ltlRbeLqD7bz2IWZ3Ds+jTqnmym7y4lXK5mXEcVnH3yARqPhtttuQ6M5u9lqxaZiHt/4OHWWOsI0YeRF5BEbEItGrsEreOl0ddLqaKXV1kqzvRmn70QSWRIEdwSCI51LUsfx3JTpBKh+VSwu9rhAP91SywMT0nhkypGSa36vwO6VPfJHGr2Ccddmktz/zOoCPX4Pq2pX8V35d+wz7gMgKTCJvmF9e4pwRai31rO9ZTsdzg6idFHcknsLMzNmIpcoeOCbfSzLb+G1q/tz+cBD6fibNm1i7dq1XHHFFfTr1w842Ifu53psGxp7xLsloBsZg2FiAlKtArOxlRVvv0pzWTEZw0Yx/pY7CQjuEQL/uPBj3tj7Bv3C+vHGhDcI0xy5+vV4PLS2th5mEDs6Onrfl0ql6PV6mqITWBCehFICf1H7GBCkR6/XExgYSEBAADKZjPzGbu7+ai/NZifXDEngkckZhOsPSabtX72C0s3rcTvsSKRSgqNj0ej1+DweOupr8ft8JPYbyOjZN6HsVDL/9afw42PsnY+wu7qYmpoatFotQ4cOJS8vr1fpps3i4rbPd1HSYuW5ablcPzzxqN9bQ6eDjzfX8NnWWiamBnBdOuzdvQubzUZ2djaXXnopOp2OxtJOlr2TT3CUlhkPDzxm8pQoisxv6eSRsgakEvAeHK7StKpfGTsd0arjxxAFQWDXrl2sWbMGhULBFVdcQVpa2lG3tfv8bO22scZkYVm7GZPXh0Eu47LwIKbq5Gz5/GMyMzNJTVuMxVLA8GErUauPFCj/Ba8g8mptK+VbG/lLoQtZop7oW/sc1i7M+MqrmD78kPCHHybszjm95+4s6KBreTXdZhf1CTrejoD9LjdBLpE0s5GODgtN4uHPmkQCIVoloQFKQnRKQhRyBKOD9i4nlfgxH9wuNljK8KgC+gUtYUj6SEJC7qewsIzdu3fjcrlITE1D1ncg25UBrO+00On193R1CNQxMVTPZRFBxzR6v6ar1c7qjzbQWrEPqbQWr7OV/7Q7YQlJpAwfw1ppBp/taCI3JpAl911wSq3djsZ543cOuOOL3Wyu6GDNo2OJDdKwusPMjQU1XBMVwgMqH3PnziUmJoYbbriht/Ht2cIrePmp9ifWNayjpLOEFlsLnoPNSUPVoUTqIonURhIbEEtMQAwxuhiiA6IJUAT0uEBEP92ublrsLZR3lbO79QD7jHsQ8CLxB3Jp8jTuGXwdcfoeoyGKIk8uKODb3Q388eIs7jxYAP2f9GSElmBqspE1MprRV6Wj1JxaSYYoiqysWcmb+96kydZEYmAiM9JmMDFh4hFBfQC/4GdL8xY+KviIfcZ9ROuiiXHdx/pCGU9clMXd4w4da0tLCx9++CHZ2dnMnDnziBWc1+ig87tyvA09KxaJSkbABbHoR8WAWtrTpHbBPGRyBcOvuZbFAbtZXLWYi5Iu4q+j/opafuKB4BdcLhctLS2YTCbMZjPd3d2YzWZqPH7mJfXBK5Uxff8mQhw9xyKVSlFo9VRZJPgUAUwblsHA9HhCQ0PR6/WHnYvf56WhqIDGkiJMjXW4HQ5kcjmh8YlkjriAqNQMbJua6F5RTYm8jILKJfi0enyJGaTHxnDBuHFEp6YfcX3sbh8PzNvH2lIjt13Qkwx1rMFp3s56/vhDAbMGx/HCtGy2b9/Ohg0b0Gg0veo5dYUmVrybT0SinsseGHBY5qlPEFne0c37De3stThQSyS4xJ4SltezEog4UZLQrzAajSxZsoTGxkbS0tKYNm3aScvX+QSRTV1WfjB2sbzdjMMvMKGxnIyqYgZefhHqzruJDBlE/34fHnG9BFFkXaeVv1U1U2x3cU1UCM+5VFi/K0cZqyf0ppxeYQdREGh+4kksS5cS889/YJg+vXc/otePdXMT1nUNiF4Bc6aBt2NkLJR7mNW9hb8X/I06XS4tY16h2W+g3ebBZHPT3u6g3Winw+ZGAEL0SnLSQtEYOljX8W86/RVcFjuVwQ4t1eXt2GyhIJEgxCawPzGTXXItIhCqkDMhVM/EkEDGhugJPkn1HafNSvHB7h6dzY2ABJkyBoksntRB2fQZk4rf58HUWM/OPUV8ak3CpApjvMHKi9ePJjr+/MrvhPw3jF9Dp4Mpr21kVFooH97YkyH2z+oWXqtr45bYMK71dPPDggXExMRw7bXXHrc9zpnyy3d4JiowTp+TT/as4qP93+BVFSOVSJiacglz+s0h2ZCMXxB58OBq6m+X9+G6YUef+ft9BzNCf6wjIETNpJtziEkPOqljMDqM/HnLn9nSvIXM4EwezHuQUbGjjuva/QVRFNnesp0/Ll1Fbc0QQiILeXFGf6YkTUEqkeLxePjwww9xOp3cc889aLVHrzsSRRHHXiPdS6sQXT3xI4lSSsCIGAJGxWKxt/PNZ//kW90WTAYPs8Km8scL/4pcfvZcvXUOF5ftrQBR5N9hStR2G5uL6thf2Ui0yosWF36fr3d7hUJBSEgIoaGhR7z+8zxFr0Dj13upLqtht7Qcq9yLsqMFVXsTcqUK38G6RUNkFP0nX0Kf8ZMPa7njF0ReWN7jCZiUHckb1ww4Zs3pLy7zF2b04frhibS2tvLNN99gt9uZNWsW6enpVO0zsurDImLSDVx6b3+cUpjbbOLDxnaa3F6SNUrmxEcwKyqYF6ta+Lipg/dyEpkReexi719wuVxs2LCBHTt2oFKpuPjii+nbt+9pPyd2v58f280saDISu2oRNpWGZQMvIJxmkgPCiAqIQSWVIEVCm8fLXosDk9dHrErBC+mxvaLnzqIOTPPKkOkVhN2Ui+JguyjR46H+jjk49uwh4cMP0I0Ycdjn+60erJubsG9vQXT78QUqKAhX0ORt4vLWpUiA7TFXECKLIqbdjdLiBYUUXV4EgRMSkBlUOPwCJd1Wthfuo2r/egK6BKRIcWhcpEaXExNRySrVdDqCrmdYsIHxIYH002uO6DV5PLxuFzsXfcfupQvxeT1Ep2eSO3YSaUOGI5Hq2LqgkrIdrYTG6rjk7n5sbTXz6Pz9yKVwQ2AD8j3LCYyI4pZX3z1jZavzxu8c8f6GKv6+srS3d5Ugijxf1cx7De2MDg7gFqmbvUsWotVqmT59OgFxCWzqsrKpy0aDy4NSIiFWrSBNq6avXkOfAM051zQ8EWaHl4cXrGdL+w+oQ3ci4uWi5Iu4p/89xAYkcNeXe/i5zMhrswYc1yffUtnNms+KsZhc5E1JYOi0lCNa4/yaX+ri3D43jw5+lFmZs07K6P2aHwtbuHvuXgYmSfFHfEC1pZLskGzu6ncXXXu6KMgv4Prrrz+mu+vX+O1ezCtrcOxu60kNFAApdCQ6+ZfkQ6rVDYwpjyG8woNaH0jKwMEk9htIbGY2geGRZ/zQlticXLq3gmydmqu9Kp5ZVMik7AjevjYPpUyCxWLBZDLR2dmJyWTqfXV1dR3mUtJqtYSFhaHX63Eau7C1WemUOPBJ/GjkMoYNHcqoceNZ9e7rlG/bzGUPP4nLbqNow1qaSouQK1XkjB7PwIsvIyz+0ITni221PLukiH5xQXx1+7AjxIyhJ2v4ls92sb3axPIHRpMWEYDVamXu3LkYjUauvPJKcnNzKd/ZyoJvSigeGsT2GBlWv8Bwg4674iOYHBbYK1ruEQRm7q+iwOpkxaB0sgOOHlIQBIH9+/ezdu1a7HY7eXl5TJw48axOQDfv3sOaZUuRjhrPPnUzrT4tfnUKHkGKgEioQk4fvYaJIYFcEm7oTQT5BU+DlY4vihHdfkJmZ6LJPigqYbFQd931eFtaSJz7FerMI8MMgtOHs7ADZ7EJT6O1N17dgx+zwsfOEB27Q2VsjFESadCgEfzQ0khASwNJHS2o/D7sKjWm6Eg6AkpocK5DhZPZodBH7cQli0SMuAF9QA46hQ6f6MPlc9Hl6qLR1kizrZlWeytGhxGnz4lSpiRUHUJ6ezBBWzvwm+1kjRrL0OkzCU880mNTV2Tip4+LOCDzslzuol9cEP++Lo+YIA22rk4s7caT7gpyPM4bv3OE1y8w450tNHc7WfHgaKINGkRR5MtmE89VNWP3CyQqZAjdnXTJFNjUPbPwILmMTJ0alyDQ5PLS4T00ix9m0HF9TChXRgaf0mzrbCKKIh9uqubvq3cTm7ATt3YjHsHDZSmXcUvOHJ7+vpmdtZ28e10eU3KPLVvlcfnY8l0FxVtaiE4zcOEdfY7I+LJ6rPxj5z9YUrWE3NBc/j7670d1b56IwiYzV723jaxoPfPuGI5CBitqVvDO/ndQNivJM+XhSnQxYMQAhkYPJTkw+aQMlKfZhm1LM3UFpZQr6+jvyCBA0CIGyQkcEoNR2UTlgW1U79uNy9bjotQFhxCTkUVMRjYxGdlEJKciP8kWSb9mUVsXdxXXIa+zMVlU8v4Ng1HKjz8h8Pv9dHd3YzKZ6OjowGhso6GqGpfZiRQ5KlFOgEHF0AvHkpXbp7ckx+1wMPdPD+F1ubjhn2+iNQTRXlfDvlXLKNm4Dp/XQ2K/geRdMo3k/oOQSKWsKmrlnrl7GZESysc3D0Z1lGJ0o8XFlNc3khiqY8FdI5DLpLhcLubOnUtjYyMDLpvBz5pgFrR24hdF+rX5eSIvkQmZR48Ztx0sgNfJpPw4KAPDryaLoihSXl7O+vXraWlpIf6gNF1MzLHjcaeLIAh88MEHOJ1Obr75Qvbtv4KIiIvok/v6Se/Db3bT8UUx3iYb+nHxBE5ORCKT4G1pofaa2QAkfTMPxQnqhgWPH9ErIHF1IVlyK5K6TbSMfIw1qTdRWVGBvbYarbEFqeAHpYrQlBTy+g9gaEYaioO6tRaPhfUN69nUuAm3eRsTNC3opLDdLmOFWYlNOPSsSCVSIrWRROmiiNBGoFPoENqtKNbVomvx0Kn3sLuPhYmjruDBvAdRyY6e5fnJmkqeX1NGsl/GR7cMJjXn7GeLnzd+55CqdhuXvbWZPjEGvrx9aO8A0OHx8V1rJ7vMdrq9PiRWM/K6asKMTUS57MQmJKOJSEQREoNLoaRZ8NGIn21OFw1eLwP1Wt7PTSRB89unB//C6qJWHvxmP0F6N+OGFrC6YSGCKHBp0kz27B9JZZuLT24ewgXpx79py3a0sv6rUpRaORfd0YfotCAAdrTs4OktT2N0GLm97+3c1f+uE5YvHI02i4vpb29BKoHF913QmwACUFlVydy5cxGDRbZGbaXF0QJAmCaMoVFDGRY9jKFRQ3vjm/+J2W1mbslcPi38FKko4XbP1VxYOQTpr4QwZSFq1DkhuBK8tLVW01xWTFNZCZb2tp73FQoiU9IPGsQeo6gLOrHbbm99FzPWF+OJ1/F5TiIXHsPVJ4oiHaYudhbV0NjQgsXUAfZupN2txHXBAMMF6OQGnPE+Em8agTLg6LFJY201Xz/9KHHZfbjyj88hOWgYHRYzBWtXsX/VMmxdnejDwknI7U90eiaFdjXPb+lk4oAk3pqdd9QY4LL8Zu77eh+PTs7g/onp+EWRZS0d/PNAKdVqPSpEro8N5wqJhsJPSrF3u+k/MZ6h01JQKI80qDu7bVyxv5IJIYF81jcZRJGSkhI2bdpEa2srQUFBTJgw4YxcnCdDTU0Nn3/+ORMnTiQ2bj81Na/Tr98HhIedfJ9v0eune2k19p2tKJMDCZ2dhSxQhausnLrrrkMRHUXi3LnITjJGaevupOi7FyhuslBPLCISDAYDWVlZZGVlkZCQcEyh9l9jdbVRVvkKZuMikCpRh1+BIXwGBk04Ubqo3ufU7XCwbcE89q1cgkKtZtSsG9ANTufr8nksqFhATmgO705697DSLIB1ZUZu/3w3I5JCmNIk4ux0c8m9/U65jdqJOG/8zjGL9zfx4Df7uaRvFK9fPfCYs3OT1cX89XvJLyxG72pDK/HiFyU0CQZq/SHUC0F4kSFEa/DlBCGXSHhQZ+D2/nHHrNk61xQ2mbnls124vH7+OSuRvZbvWVCxAHw6JC0P43BqmXv7MAYlHv+m7Wi0sfL9AmwmF3lXRbNU8RWLqxaTFJjE3y74G/3C+53W8Tk9fq7+YBuVRhvf3zWSnJhDg0RLSwufffYZer2eW2+9FY1GQ6O1kZ2tO9nRuoOdLTsxuXpEqOMC4hgWPYxBkYMIUYfQ7e5mR8sOVtetxu61MzlxMo8PeZwoXRSi14+71oIjvx1XaReC1dP7mRKFFEWMDnVOKL5QgQ5rA82VZTSXl2CsruyN1QVHxxKX04f47D7E5fQ9omtDdbuNK9/dSoBWgW9UJB5RZP3QLKQ2C/WFB2irrqSjoY7munrclm6k4uHF3CGqGHJCJhCrjqVWcPGSxEexTKRfnIGL+kRxcZ/oo9Z35q/5kZ8+fJsLrrmRYZfPOuw9v89L+fYtlG/fTGNJUe9KF8Au06AMjWZgnzQM4ZEYwiMIDI8kND4BtS6A+77ey49FrTxz6yA+MXVRZncRq1LQv62eiKK9zLzoQgYPHozb6WPbD5UUbWomMEzN2NmZJOQe2Vvw48Z2nqpo4ha1QMzuLZhMJkJCQhgzZgx9+/Y9qQH+bPDNN99QXV3NfffdRUnJ9Xi8nQwfthKF4sSTm19j32ek+4cKJEopQdPT0PQNw7F9O/Vz7kSbl0f8hx8gPUbinN/vp6ysjD179lBdXY0oioRrIduxnaykGKKvfRuJ8vS0Ne32KioqX8RkWo9SGUZi4l3ExsxGgoLC9WvYOv8r7OZu+o6fzAWzbzqsZOHn+p95fOPjxAXE8dGFH/VmQhc2mZn1/jaSw3R8e+cIpG6Bxa/vw9zu5LL7+hObeWrX7nicN36/AR9tquaF5SUMTAjiL5fl0v+ghucv7YsW7Wvip+I2PH6BPrGBXDkwlgS1i46GKuqqynHYrMjkCkJikpCHJ3PAp2WJxo9PKiFgr4kr0yK5aWTSYYP7b0Vjl4ObP91FvcnBy1f1Y3AafJD/AQtL12KrvQOpYODPVwRydf9Rx3RxiKJIYXMJaz4qQdkSzN74VeROieTugXejkZ9eOYgoitw3bx8rClr44IbBTM6J7H2vs7OTjz/+GJlMxm233YbBcKQOpiiKVHVXsaN1B9tbtrO7dTc2r633fb1Cz9j4sdyce/NhXbb/E8Htx767FeeB9sO62QMgBUVMAKokA9IYNd2ikdamKppKCmkqLcbt6BEdCIqMJi6nD3HZfQhOzeH6b8vodnhZcNcIarqNXN9gZkhjGWOWfwWARCanWxVCq8SAqDOQnhxLVnIcWQGR6CtF/HUOpFo5srFxdKYFUt/tZH9DN5sq2ilssgAwOj2M20enMCb9ULNUURRZ8da/KNu6iVl/fpG4nKNL+IqCgNXUgamxHlNjPeu2F9DWUE+01AFO62HbhsYl0NFnOK8HZeILUpGiUfJ4cjSXhgch+n3Mnz+fiooKLrroIoYPHw5AU3kX6+eW0d3mIGNoJGNnZ/ZmDrvdbvbs2csfWy1UGMK5vb6Qq4cOIjs7+6wqK50MJpOJd955hwEDBjB+fBq7dl9BWNhE+vZ5+5RXnV6jg875ZXgbbWhyQwmanopt3Y80P/EkhunTiP7HPw7bp91uZ9euXezZswer1YrBYKBfv3706dOHyMhI2PE+rHwCEkfBdfNBefoxz+7u3VTXvEFX11YkQiBd5aE07ZIRFtuH8TfPITrt6M/HrtZd3Lv2XpICk/j0ok/ptEq44t2tKGVSFt4zkojAHi+E0+ph4av7sHa6mP7ggJNug3Uizhu/34jl+S08taiAboeXCL2KALWcxi4nHp9AsFbBjIGxXDUo/ggDJggCDQ0N5OfnU1RUhMvlQqfTEdWnP//URGL3iyi2teGx+RiVFsqcMamHDVi/BWaHlzlf7mZHTSePX5TJ3WNTabA28PG+H/hqTSSCIMWQ8imD4+JIC04jShuFVCLF7rVTa6llr3EvrfZWNBIts1ofRFMdRfbIaMZdl4n0NNs0vb6mnNfXVBxRfmGxWPjkk09wu93ceuuthIefXM2hT/BRb6nH7DEToAggyZB0ym5Y0S/iru7GsacNZ0knotsPv3xNBx81qV6JKkGPPC4Aq6KLVlMVjeXFNJUU4rTbWB5xEbXaRG70bie8qxK3w8764Reya8Bo7m6qJL/az167lsxoAw9NSmdiWjju/Hbs21rwttiR6hTox8ShGx6NVHXkCqih08GSA818sa2WNoubMRnhPD8tl6SwnsHR43Tw1R8fxuNycuPB+N8Jz1sUefz7fL7b08hzl6RzaaoGs7GVsppa3vcp2R6eiNLpRKh2caunngdnTSA0rkeU2efz8f3331NaWsro0aMZO3Yscrkcv1dgz4+17F5ZR0CYnJyLAmntbKCwsBCXy0V4cgrvJfcnUKnkpyGZaM9iu69T4ccff2THjh3ceeeduNyLqap6iZzsl4mOvuKU9yX6RaybGrGsqUMikRAwJg532UpMb79BxJNPEHrzzdhsNrZu3cquXbvwer2kpqYydOhQ0tPTjzT++d/BwjmQMPK0DaDf56P2wF6K1q+htelnwvsbCYy3A1LCQscRHTOTsNDxSKVHX5luatzE/T/fT//QkTSWzqLd6mbB3SOP0Ia1dbtY+/Jewjw+kvuHE3N99ikf639y3vj9hlhcXpbsb2ZvXRcun5/YIA0XpIczIiX0hMkK0DMQVFRUkJ+fT3l5Oe0qLYvyxhIphdluOd/u66DN4iYzUs8dY1KY1j/mpPZ7NnD7/Dz2XT5LDjRz3bAEnpuWi1wmpbytm5nvbcUnekjNXobRV4DD19O5WYKEaF002aHZjIkbw4T4CRhUBnYurWH3iloyhkYy8eacU9b++7m0jVs/283MQXG8PLNf70TAZrPx2WefYbFYuOmmm4iNPfNaodPlF0PoLOjAWdiB4PCBTIIsUInoFRBsB7P0pBIUkVpkEWr+3d7CJ80uZupaGKNtR2swEJGUgj8hh5m1Juw+P+klVv44OZPxeh2u/UYc+9sR3X4UUTp0w6PR5kUgPUqs7D/x+AS+3F7Haz+V4/EL3DsujbvGpaCSy2ivq+Hrpx4lNjv3sPjf8fD5Be76ai9rS9t47eoBtIQoeKW2FbcgMic2lOnWVh5aVEuzU8L1Td8waNQIRs26nsDwCPx+P0uXLmX//v3o9XrS09NRqVTY7XYa65vp7DKBREQuk5ORmcHIkSOJi4tjU6eVqw5UcVNMKP/MPLLDwW+B0+nkzTffJDo6muuvv5Z9+67Haith6JDFaLVJp7VPn8mJeVUtzvwOpHoFQscWzKs/o/2pP7K1thav10ufPn0YM2bMiSd3Bd/DD3eckgEURZGWijJKNq+jbOsmnFYLmkADOWMm0Hf8ZDQhIs3N39LS+gMeTzsKRTCRkdOIiZ6JXp9zxP7mlyzmyflN4I5n7m3DGZEajujz4Teb8dt8uKtcOPa142t34geMUgl5fx153Azxk+G88fsfxel0UlxczPflNXwamUq6sZEb7UbEoAQW10kpMrqIDFRx88hkrh12aq1mThdBEHlpVRnvbahiYlYEb107EK1STnmblWs/3I5UIuHrO4YRFSRBREQlU6GUHX1GuHtlLTsWV5M5PIoJN2aftAFsMTu55I1NRBk0LLxnJGpFz0DvdDr5/PPP6ejo4IYbbuiV0/o9cFRDCMiCVEi1ckQBdpvt3O+0MBkFz6BGIpUiDVZRJ/rZ2mUnP0TG6kFBXOdX8ug+O/5OFxKFFE1uKLrh0SgTA0/LG9BmcfHC8hKWHmgmJUzHX2f0YVRaGPlrf+SnD95m5FXXMWLm7JPal8vr5+rPd7IrRIoQrGJSaCDPp8WSclDKq6zVytQ3NzHC4GBQwVwQRfpNvpih068iIDiEyspKdu7cSWNjIx6PB61WS0REBGEhERgLRCw1MvqMjuOCWemIfi/t9TX8q9PN1074om8yU8LOjrvsVNmxYwcrV67k2muvJT5ey85d01Gpwhk86Hvk8sM1SUVRxOHxY/f4kEokSCUSZFIJgWr5Ed+fu86CeXk1dQ31bJEV0S13kxoXx8UzZhAWdgrZkSdhAP0+Hy3lpdTs30359i10t7UgVyhJGTyM7AvGkTxgEDL54SUtguCjs3MTLa0/0N6+BlH0oA/IJTZ2NpGR05DLdXj9And+uYcdhbUM8X3M9R4dSVU2BJceRdJY5FH9kEikiM4mFLEgHZWLLCmZ0NiAI47xVDlv/P4P8GJpLW+2dDO1uZL4ikKkUikhMYkUOIJY0yxFrVRwzdAEbhmVRFzwuW8c+eX2Ov6yuJA+sQY+vmkI4XoVFW1WZn+4HYlEwrw7hpMWceKbd9fyGnYurWHg5ARGXnni+jufX2D2h9sparaw7P4LSAnv+Qyv18sXX3xBc3Mzs2fPPqlavv8Wol/A02DFXWPBXWPGU2fpcY8CFqlIcFwg8gAFDd1OjK02woSevoRS4KUsFd8lKPikxMcFA2LQDY48TCbrTNhY3s4ziwupMzkYnR7GQ5PSMS77jOKNP3PZI38kY9iJu5it7jDzQEk9FrcPRXE370/I4qI+h6fq/2NlKe9tqOKTq7Pw7lhO0YY1yGRysi4YR8awkYQnpaAO6FGtcTvsuGw2XDYL3W2tFG0oobGsGqmkA7/HhCiK+KQy5l55N67AYBbEB9I3+8zdZaeKz+fjzbffweMXiRk+jYaOaiob1+KXJiNR9cfs9GFxejE7vVhcXrz+I8ddhUxCqE5FZKCKtAg9GZEBJBlktJfupLK0GD1qhrnTiTM1EvePW5CHnGL8/xcDmDgKrp2PqNDQ2dRAfeGBg698PE4HUpmMuOw+ZI8eT/rQkYf1qTweXm83rW1LaW6ah81ehkyqI9IzngPLZUh2l9G3qxaJVIWYPBxt5oXI5SEg8yMPsoCnCueB7bjy8wHQjRxB/Mcfny9yPxH/Pxg/QRS59kA127ptfJYYjKe8hIKCAmw2GwqlCrs2ig3tGlr9OrJigrggPYwBcUHkxhiIDzl2m5kzYU1xG/fP20eITsm/r8ujf3zQQQO4A4Bv5gwjLeL4Pd9EUWTjN+UUbmhi/A1Z5Iw6fk3Wv1aV8fa6Sl6/+lCRvSiKLFiwgMLCQmbOnEmfPr+bPssnhc3h5eG3txFm9XJPVjS+RhuyLjeHOXxkEpQJelzBSqYHuVG5/czd6SRkcBSBExN6ZbLOFJfXzxfbanl/QzUmu4dRSQZGVXyH19jANc+9RGTK0ScVbkHgb1UtfNDYTt8ADa+mxfKXeQfIbzTz9rUDDzOATo+fya9tQCWXsuLB0Tg7jOxYNJ+ybZvxuk6kRQuawBD8vhD8QhhJ/bLJHhXPjqpS/hSRTUJTNfdV7WbwpTNIGzIc6TE63Z8t6k0Ovt5Zz8J9jShsbUxSVrDdm0CZEIleKaCWmgjS6YgISsCgVWDQHHrpDrqmBbGnZrjT7qHd6qbF7KKy1UyQs5GB8ibkCFRIYlFFZHKb0UKyMwBRdKO/qi9Bg6NO7dk+8C3t8x6miEGUdQdh6+rp5BAYHkFiv4EkDxhEQp8BJ23wfkEURXxtbbiKinAWFGLbvwVXUSkSqxckMsScvqjTx6GQZCIRZbTqalDnuTHkqtEFphAY2B+5PACv0Yh15UoEj4ewO+44pWM4GueN3/8ROjw+Ju8uI0AmZc2QTBT01Brl5+dTUlKCx+MBiRS7wkC1U0OHX0OnqAWljrRIPekRAaRH6EmLDCA9IoAYg+aM+2z9IrRstLp4emoON45IpKrdxjUf9BjAr24fSlbU8Weogl9g2Tv5NJV1ccVjg4hMOvr2G8vbuenTncwaFM8/Zx4qjfj555/ZuHEjEydOZPTo0Wd0Pr81v2Ssrixo4Y1rBrCmxMji/c2kGTT8aWgSIxKCkekUKMK1SA52QF9nsjA7v5o7nQru2NyJRCFDPy6OgFGxJxXrOxnsbh9zd9Tx+dY6Ok0mZrf8gE4h5YpnXyI58fA4ao3DzZ3FteRbndwWG8af02JQSaVYXV5u+mTnUQ3gujIjt3y6i0cmZ/DAxHQAvB43LeWlmJoa8DidiH4/Sq0OTUAA6gA9+rBwDBGRKFRqPC4fO5ZUU7CuEZlSRr9xcexMl/P39i4u27+erO1rMEREMmDKVHLHTUKjP7tZ0m0WF2+srWD+rgZEYHxmOBOyIug6sAZrZwf33X8/Oq2G8ornaGz8ktTUx0lKvPOE+/V4POzdu5ctW7ZgtVoJjYpDmzqYKpuM0hYLpa1WbqrcxTX6RGTByRQpRDYla4hIDCIrSk9ymI4ogxq9+sgQSEdDHZu/+ZKq3duRIpASJSfl0jtJ6D8IQ8ThYhVOjx+zsycmHaRV9IYWfo0oCNg3bcKyajW2TRvxtx8Ua5fJUKWlYYzOo12eTK4hBqVfiV9pwxq9B3PUBlyG6sP2JZWqCA+fQmLCHej1uSf5LZyY88bv/xA/myxcm1/Nw4mRPJFyaDDxeDxUV1dTV1dHbW0tra2HlNNFqRynXI/Rq6bFo6RL0NAlalEolaRHBJAWoSc7Ws+w5FByYgJPWUm92+HhkfkH+LnUyNR+0fzzyn60ml1c99F2HB4/H904mGEpR9Zq/RqX3cu3L+xEKpNw9VNDjxDEbjW7uOTNTYQHqFh07yg0Bwf5/fv3s2jRIgYOHMi0adN+0wzYs8EHG6t4cUUpE7Mi2FnTidsncNe4VO4Zl3rUAecXHiipY0FbF8uTE4jb0Iqr2IQsUEng5ES0eZFIZGfnOvgFkbUlbcxfvZPUHZ/SrQzCPOEOZo9MZ3RaGIvbu3msrAG5RMJrWfG9+pW/8GsD+O71gw4rR7nv672sLm5j1UNjSA47vTT8rlY7u5bVULHHiCjC91OCqAqS8ndjG+T/RFtVKTKFgozhF9B/0sXEZGaf0T3iF0S+2l7HSz+W4vELzB6awL3j04g8mLLf0tLC+++/z8iRI5kyZQqiKFBU/ChtbUuO2/7I7Xaza9cutm3bht1uJzExkbFjx5KcfLgSkSCINHQ6aH/yCQxNPmT9r0GClLl4+BI37oPb6ZQyogxqog0aIgPkRNduQXJgLTKlisQxF9M30kLa7j/TFjWWZVkv0Wj109TlpNnspLnbRafdc9jxRQWqGZQUzLiMcC7KjUTc8DMd/34Xd3k5Ur2egDFj0AwciCIhC7/NQMeedtR2H14J6PuGo8uLQJ0ehORgAsvmxo08+PM9XJtxJTenT6KjYy2tbYvw+ayEh00mOflB9Prz2Z4n5P8n4wdwf0kdC9u6WDU4k9xj6Bt6vV6MRiOtra29L6PRiNvtPrSRUotdqqPFo6LBpaJFCESlUjM0OYQRqaGMywwnNTzgpAYLQRB5f2M1/1pdRnywhteuHkBEoJobP95BQ5eTN64ewMV9jy/T1FLZzcJX95GWF87k23J7P9ft83PdhzsobrGw5L4LemOJTU1NfPLJJyQkJHDdddchl5+d2NdvxZbKDm74eAc6lRyry8fYjHCe+1XJwfHo8voYs7OUKKWClYMy8NdZMK+swVNvRR6hxXBREurskLM6Gdi2biNb3nuZhsAUFoVPQTUgFEu4miGBOt7NTSTuGD30rC4v13+8k5JmCx/eNJixGT3ZiUaLi4mvbKBfvIGvbht2Rsdq6XBSsbuN4qou/pIqoncI3LrGglbRjVJVirl1H163k7D4RPpNuoicMRNQaU/N4Fa323j0uwPsq+9mdHoYL8zoQ2LokftYtGgRBQUF3HXXXYSHhyMIXvIL7sZkWkd6+tMkxN/Su63T6WTHjh1s374dl8tFamoqY8aMOWGyluB0UnvddXgbOwi+4UU8TSJ+nZz6/iGUGGS0WNy0WVyYjO2k5i8g1NFCmS6djaGjcMl6xoxrZWt5UfExW/05PCJ5FH1QOLHBGmKCNMQGaQg+KKxhsrmparexraKd7NIdXFuxlnhLG5LEJKLvvZuA8ZNxlZix72nriV9LYLfooypcxb13DUajO/p98fcdf+fr0q/59MJPGRw1GJ/PSn3DZzQ0fIxSGcnwYT+ej/mdiP/fjF+X18cFO0pJ0ahYnJd20hqgoihiNpsxGo20tbXR1taG0Wiko6MDQRAACYI2mDqfgT1WPTZRRUKIlglZEUzMjmBocshR9Rt/zc6aTh7+dj+tFhf3T0jjumEJ3PnlHvY1dPOni7O5ffTxNTV/yQCdcGMW2SNj8Asi98/by4qCVt6cPZBp/Xtigna7nffffx+pVMqcOXOO2aXh90phYzdXvLsNj18gMlDFc9NyuTD31OI3y4zd3F5Uy1Mp0dyfGIkoiriKTJh/rMXX4UQRoyNgRAya3FCkx+iXdzIIbh+C3Yfg8rFvzTI2L/+K4n6jWT5iCgNrnDzgUDIsOhDRKxx8+RHdfkSPH8EjILp9mH0CD/pt1Pn9vDs8hbETUpDplXy5vY5nFhUe0XfxTPjR2M3NRbXMkGi4ospHzYF2vG4X4bEtuG37aa+rQqZQEJ/bj9S8oaQMGkpg2PHLBRbsaeSZxYUo5VKevSyX6QNijvldWa1W3n33XfR6PbfddhtKpRJBcFNY9Ajt7T+SlHgPERF3sGPHTnbu3InH4yEzM5MxY8acUmmOz2Si/pZb8dTWEvX8W7jrA/A221EmBRJ0WSpt3dUse+MlvC4Xk+58gNC+Q2kxu+iwupFKQSGTktqyjOj1j0FwEpLZ30DYkTFd0efDvGwZpvfex1NbS2dEPJ+mjKM7aiBzQoLJsfrBKyCP0GBONXDbrmoCw7V8e+fwo7pff8Hpc3L54stRSBUsmLagNyvc67XgcjejDzgvbH1C/n8zfgDzWkw8XNrAG1kJXB19Znp4Pp+P5uZmqqqqqKyspKmpCQB1cCTN0gjWtKlw+CQEqORMzI5gat9oxmSEH9MtZ3F5eXZxET/sa2JAfBD/uKIvb6ytYGVhKxf3ieKlmf2O+VAIgsiS1/fRVmdlxuN5PL+hguX5LTw9NZvbR6cc3Ebgq6++oq6ujttuu+2cCBefKwRB5MvtdTy3tAhBhGuGxPPMpTnHbAt0Im4rrGGNycLaIZmkHWwsKvoFHHuMWLc04WtzgASUcXrkkVrkYRqkajkSpRSJXNrjHpVJkUglIJUg+gV87U58HU58RgfedmevfJsIfBsvJ7/jJ/oX7yQs4WImyvphR0RUSDEEqpAqZEgUUiQqGRKlDKlKhkQlAwmYupzcUdFEq9/PqxIdQ/tGohsXzzULD1Df6WDtI2MJPsYq4VT5S2UT7ze080pmPDODAtm7up79a+pRaxUMvkiDqXEvVXt20t3ao/UanpRC6qChZAy/gPCEpN79ODw+nl5YyA/7mhiaHMIb1wwg2nBiRaKKigrmzp1LYmIil19+OUFBQXi9bjZvfo7ikkY62pMRRQm5ubmMHj2aqKhjC8QfD19XF/W33Ya7vILIp55GlToW86pa/HYvNbZ86hXlXPzoo4TGJRx7J3Vb4ZvrwOeCSc/BkNtBKkX0ejEvWULHe+/jbWhAlZVFyO13I9VlYdnZCl1ubIhskPoIGR7DwGExzPpgBzqVjAV3jyRCf+L+lluatnDXmru4u//d3DPgntO6BsfjvPH7P4ggily2t4I6p4ctw7IOU7c/U7q7uykoKODAgQN0dHSgUqsJT8qkSozixworXQ4vASo5k3MiuaRvNGMywo66Ilx6oJmnFhbgE0SenpqNze3jnz+WERes4cXL+zIq7eh1SrYuN+++sI1lag91fu8RCi5r165l06ZNTJs2jby8vLN23uea0lYLf/qhgL313QD8dXouN4xIOqN9trm9jN1ZSpJGxZK8tMNa54iiiKfBiqu0E3eNBV+741Bh/QmQqGUoIrTIw7XIwzV0a2U86bXws8fFRI2KS3/8ipayAmY+9QLfNil5Z10V0/rH8Oqs/siPU5hstLi46t9bMVndvCLVkeuV0Jim54bqZiblRPLv6/LOiqvWJ4jcUFDN5i4b3w1IZXhQAKYmGz9+UIil3cnEm7NJHxJJZ3Mj1Xt2UrVnJ81lJYiiQFRqOn3GT0GfM4R7viumrM3KAxPSeWBi+inFw/Pz81myZAk+n4+AgACcTid+vx+FQkp4RCmJCS0MHPgEEREXndG5+q1Wmh59FPvGTQRfdx3teQMxLisj3TAImUqBYUoiuuExx48DW5phyf1QuQYhJAezfxymZTvxNjWjzs0l6Jp7ETxROItN4BdRJhvQDY2iM0bLn1cUs66sHYVMglYpZ9G9o04phvvkpidZVbuKBRd+SUpYDpxFibrzxu//KPlWBxfuLue2uDBeSD87LqNfI4oiDQ0N7Nixg+LiYgAyM7PQxWezuQV+LGrF7PSiV8m5tH80Vw2OZ2B80GGDV4vZyR++O8CWShOj08O4enA8L68uo87k4MLcSG4fnUJeQnDvoGKyufliWx0fbKjC7xW4MzWaR+ccMnBlZWXMmzePvLw8pk2bdtbP+Vzg9Ph5Y20FH22qRiGT4PQKPDQxnYcmZ5yV/S81dnNHUS33xEfw57Tjr4IFd49LUvD4wScg+kUQRERB7NEklUmQh6qR6hS93+PGTiv3l9TR7fPz59QYbo0Nw+N08tUfHwQRbvzX23y0tZF//ljK9AExvHLV8Q1gi9nJNR9sx2R1807fBNIKuvnK4+Bd3Pzz0hyuvuDUW1odDbPXxyV7Kujw+lgwIJU+ei0ep48V7+bTVNHNmKsz6Dvu0HPjsJgp3bKBgrWr6GiowyeRUxuYxqWzZzF1/NDTOobu7m7y8/Pp6upCo9GQkJBASkoKbnclJSVPYrUVER4+hcyMZ1GpIk+8w2Mg+v0YX/4XnZ99hlmjpP3CCUy6/8/YfmzEXdGNIkqHYWoyqtSgnlX+URDsdrrf+Qum+Svw2UTUMQHox16JVzYEv02JRC1FNygS3bAYFBGHwgw2l5dL3txMfacDuVTCExdlcesFyUefKLjMYKqCzuqDP6swmSqYLjeS6vHwaWsHUkM8pI6Hy9447evxC+eN3/9hnihr4MtmEz8NOXbyy9nAbDaza9cudu/ejcvlIi4ujqHDhtMhD2NZfisrC1txev2khuu4anA8VwyM7RWtFQSRuTvq+MfKUgQRHpqUjsPj59MtNVhcPgLVchJDdTg8Pqo77IgiXJgbyRS/mtbtRi67vz8JuaF0dHTw4YcfEhISwq233oriNHrk/dasKzPyzKJCGrucjMsIZ3NlB+Myw/nghsFnXGbyax4va+CLZhPz+qUwPvTspPV7BZF/1rTwTr2RNK2K93OTyPnVPVZfmM93f/0Twy6fxQXX3Mi766t6DeCrswYcd5XUanYx+8PtGC0u3r96IDmVVm7fVkkJfr4fm0XO5GQkZ0G2r8HlYcbeClyCyOK8NNK0anxeP6s/KqLmQAfDZ6Qw6KKk3u1FUeTDjdV8smgDw32VJFsq8LmcpA4exuhrbyY09uxJqAmCj/qGj6mpeQOJREFa2hPExlyD5BSbOP9y3Fu+/Yqazz5hYGsXciSE3X03wTffhKfCSvfSavxmd0/7rbQglHF6ZCFqZAYl/s52LCtWYF6yEtEnR5U7AmVcLn5bACBBKSlCJ/8RrXQLEqkP5BqQq0CuwouCO8w3s9GTwXtBX9LfV4jNI6BWyIkM0vX0sZTKwWMHW1uP8fs1hngISWGRTsMz9mKeCR7ELDegNpw3fifD/8/Gr8vrY9SOEtK1ahYNTDvnqf4ej4f9+/ezbds2urq6CAoKYvjw4aRn92FNeSfzdzeyp64LmVTCpOwIbhmVzLDknqzDpm4nTy0sYH1ZOwMTgnhuWi7V7XZ21JhoMbtQy2VkRwdycd8oMiL1+Dx+vvvHbpw2L5c/1o+5336Bw+Fgzpw5BAUFndPzPFPaLC6eX1rM8oIWUsN1/GFKJs8sLiJQLWfRfaMIPE4iwOng9AtcvKecDo+Pn4dkEqE6s/3XOt3cVVTHfquDG2JCeS4t9qjC0SvffoWybZu4+ZV3CYqK5p11lby8qoy7xqby5MXHT1hos7i4/qMd1HTY+cu0XMaG67n04x1ECfB+SChRl6Sgzg0943u6yuFi+t5KZBL4dkAqWToNfr/Az5+XUL6zjbwLExk+IwWr28dTCwtZeqCZi3Kj+Nes/ij8Hvb9uJTdS3/A53EzdMYshl0+6wiZrzPB4ailtOwZurq2YjDkkZX5NwICTt4rIAh+1n32AftXLafvhCmMm34Vxr+9iPWnNSgTEwm98070ky/EXWnDcaAdd60Z0eU/7j7lkVo0fcLQ9g1DoWgFUyWYG8HaAl4n+FyIXjePV/Xhu/Z4Xkw6wLURtYiiQIPJRlFjFzqlhKEJgailAii1EBAFgTEQmgohqRCSDIqeyZQoity++nZKOktYctligiVByHRn/oycN37/x5nbbOLRsgbeyk7gqqiz2wzyWAiCQFlZGdu2baO+vh6VSsWgQYMYNmwYHR4Z83c3MH9XA10OL1lRem4dlczlebHIpRIW7W/i+aXF2N1+HpiYxp1jU1Ecw01marLx7T+3YwsrwoWZG264geTks+MWOxf4D65yX/6xDLdf4P7xadw8KokbP9lJeauVRfeOOkLN/mxRandy8e5y+uq1fDcgFdVpxE5EUWRuSyd/qWxCLpHwSmY8l0YEHXN7W6eJTx66k4S+A5jx2NOIoshTiwr5ekc9b1wzgOkDjp+9aHF5eXDePtaVtXNhbiSTcyJ57Lt8JqnU/NmtQJ0ShOGyVJTRp9+OB6DM7mLW/ko8gsjX/VMZGKhFFEQ2zCujaFMz6sGhfGrqmYQ9MjmDu8emHrYyt3d3sf6LjyjdsoHojCwuffBxAsMi8HW5cBabcFd24zM5ET0CEpkEqV6JPFiNLESNIlyDPEyDPFxzTCk6URRpbV1IReWL+Hw2EhPuICnpPmTHaBH2Cz6Ph5Vvv0L5ji0MvuwKxlx3yyGR902bMb70Eu6KClAoejrCCwLe1jYkSgNSbSiKxAw0/Qei7tMfZXQYUr0SZYzupLKD31pbwSs/lfPAhDQemXJ4S6Md1SZu+3w30QY139898gjdYdEr4Go20dm0DYs5H4evmjqhlue728nTCNyuTWDkpStPeAwn4rzx+z+OIIpM3VNBo9vDlmHZBJ6gHOFs09jYyLZt2yguLkYikZCWlkafPn1ISk1nZXE7n26ppbTVSmKolkenZHJp32g6HR7+sqSI5fkt5EQH8vJV/ciNOVKUuLGxkW/nfYfVZiEjZDiz759yzJjFf5uiZjN/+qGAA41mLkjrqQNLCtPxxx8KmLeznnevyzthreOZstjYxZ1FdcyODuHVzPhTWjXVOd08WtrA5m4bo4ICeCM74Zi1e79m5+Lv2fT1Z1z5p+dJ6p+H1y8w+4PtlLVaWfHg6KM2zf01fkHkw03VvPZTOTKphKwoPXvru7knM4rrGzwITh+6YdEETk48o9VAndPNVfurMHl9fNE3mVHBetxeP0+9t4sFjSZCFHLevWUQQ1OPLRhdunUjP33wFhKkXJAzi7CuCBBBHqZBEalFopIh+gT8Fg/+Ljd+i7u3lRX0tLOSh2l6DGKoGlmQGlmwCnmQGmmAAq+vi4rKF2ltXYhGk0hW5guEhIw86rF0tTSx/M1/0VZdwbgbb2fQ1BlHbCOKIo4dO7Fv3oS3tQ0ARWwsqrRUtEOHoog8vTjjLw28Lx8Yy6uz+h/WDxKfgOD2s7Wig1u/28+g6EA+mJiFxOTG09yNybaRTv1qHMHFiLIegXeFJxSVP4HFThtL7U28ED+d6RNeOK1j+zXnjd//B+y3OLh4Tzl3xIXzfPp/p41PV1cXu3btoqCgAKvVilwuJzU1ldTUVNolQby1pZXSVisDE4J46cp+pEfq+bGwlacXFdLt8HDPuFTunZCGSi6jqamJrVu3UlRUhF6vp1/iaMrX2MgaHsX4U+gA8Vtgd/t47adyPt1aS7BWwTOX5jCtf08d2Dc763nyhwLuHpfKExeded3SyfDP6hZeq2vrrf87EZ1eH2/UtfFpYwdKqYS/pMVwffTJuxt9Xi+f/+EepFIZN778NjK5nIZOBxe/sYmc6EDmzRl+UlmStR123lhbwZL9Tb39gNPCdEzSaEhttJOjVJE4JQnd8OhepZBTpcXt4er91dQ63dyp07NuUwOVRhujIgIZVO4hKTWIi+/qi0Z/pNEX/QKO/e00rdzPprJvMXvaGT5iJkOvn4U87OjxdtEr4DP1lI54fykhaXfg63D2dvboRSZBHqRCFqzGEVZMg+HfuMVGoiKvID39jyiVPV6dzuYmDvy0gvyfViJXKply94OkDxlxWtfjdNhV28l1H+6gf0wgH+QlQ4sdT4sdv9mNYPce1sx5JR7+houLpQJzkn7GkrARn7IbhRhGmHYKodFjCIkdhkLRE6f+pfZPI9ewYNoCpKcR//w1543f/yc8VtbA1y0m1gzOJPscJr+ciF+a8xYWFlJRUUF3dzcAwcHBiLowNjT5afZomT0ml3smZuLw+PjrkkLWHahkQJCHvEA7HW0tKJVKhg4dyujRo1GpVL0dINIGRzDplpwz7vV1poiiyOriNp5bUkSz2cXsoQk8eVEWhoMuo6JmM5f/eyvDkkP47Jahpywbd7oIosjdxXUsNnbzcGIkf0iOQnYUQ2by+Pi0qYMPGo3YfAJXR4fwWFIUMSex2vtPqvbsZNFLzx+2AvlhbyOPzD/AExdlcfe41OPv4Fd02j2sLzPyr9VlNHe7DnsvBgl9VCr694skJSOU2GANkYFqdCo5WoUMqVTSI7IsiFicXpq7XTR1O2nsclBptFFptFHRZceYa0AMUBBb4+ClUWlMzI6kYncbaz8rQRek5NL7+hMc1eNqFf0C9j1tWNc34u90oYjWoR4Zzrr1n1O1ezsDLryU8Tffccoi2oLLh7/bja/LdfCnG3+3C39Xz+98DjumlCUYo1fhbA1B0jUcU6OdrpYmJFIpOaPHM+rqG9CHnkJrozNAFEWqyjuY+dUe9AK859dgQIpELUcZo+tJoNEpkGjkSFUyRIUPM7t4I7+W78qzuCpjEdcNEoiNvZbQkLFIpUd3Ae9q3YVCqmBAxIAzPubzxu//Ezq9PkZtLyFTp2bhb5D8cjKIoojJZKKqqorq6moaGxux2+297/uRoVLI8Pu8vVqkXaKOAf37M/uSMajVhxfK7l1Vx7aFVcRlBXPRnD6ozkC55EyoNzl4dmkRP5cayYzU8+IVfRiUeCjeanP7uOytzTg8PlY8MJrQgOPHbs42PkHk0bIGvm3tpG+Ahptjw+iv1yCVSKh2uPnJZGGJsQunIHJRWCBPpkSTpTv9CZMoivzwj2dpLivhtjc+QGsIQhRF7pm7l7WlRlY8MPqkWlz9Go9P4J65e1hTYuSqQXEkh2nZX9LBgcZu2gThiO0lElDKpHj9AsJRhrVQnZLU8ABSIwKICdPyncxNlcfDOzmJzIgMBqC12syKd/MR/CIXzulDuAS6l1Xja3eiiAsgcEJCr2ycKAhs/Pozdi/9gZwxE7jw7gfPWhcJS7uR0vUbKN+6GWNzNSIiUrlAYKic9JjJZI+5kNBBKWetndWxEEURb4sdZ2EHrQeM3G4yYUbkk+gIMvpHoskOQR6hBUQ8HhNOVz0WSz7m7j2YOjfi99uRyUP5pOQhNtUY+ODGwYfpu55rfnfGTyKRvAxcBniAKuAWURS7D773R+A2wA88IIriqhPt77zxO8SXzR08VtbIPzLiuDn2t5kRngqiKNLd3U1TUxM7ShvYUFSP2ycwMDmCiwdnoAoK58mlVexv6ObOsSk8cWHWES7Okq3NrJ9bhiFcw9R7+2EI/+2kzVxePx9urObtdZXIpRIenpzBTSOTDkvYEUWRh77dz9IDzcy7Y/gJRb3PFaIostDYzSs1rVQ53Ye9FyiXcml4EHfGR5CpO7ESx8nQ2dzI53+4l5wxE7nwrgcAaLe6mfTqBtIiAvjuzhGn7K72+ASeWJDPwn1NXDMknr/O6INcgKb1dVRsqKdFEHCkGfAn6bH7RdxeP0q5FKVMSoBaTmxQj1ZlXLCGIO3hK1qbz8/1+dXsMNt5NSue2dE935Olw8natw8Qb3UTpZAiD1VjmJpyTK3U7Qu+Ycv8r8gdO5Epdz1w2gZQFEUaigrYsWg+9QX7gV+UZ4YRl5GDx76RBtf7SHxyIkuuQ28cgTIyAGW8HkW0DnmoBlmIGnmQ6rTLRERRxN/lxlVrwlxThL2tGq+3G7fcyZ+7Mil16HlxYiE5UW34fXZ8fhtudxsuVwuieEgMW62KISR0DBERFxMcNAy3T8rVH2yj0mjju7tGHDW+fy74PRq/KcDPoij6JBLJPwFEUXxCIpHkAPOAoUAMsAbIEEXxuHm5543fIQRRZPaBanaabfz0K8mr3yud9p7El6UHmukTG8jLM/uTGh7Ac0uLmLujnkv6RvHqrAFHSKk1lXex8v0CEGHstZmkDz752aS9201nix2pVEJIrA7NSfTCM1pcrCho4d0NVbRZ3EztG83Tl2YfVerqlzjfH6ZkcN+E9JM+rnOFKIqUO9xU2F34EYlXKemj1xymBnO2WP/lx+xZvojr/vYqUak9575gTyOPfneA56blctPIpFPepyiKvLK6nLfXVTImI5y3rhmIQavAb3Fj/rEWx14jskAlwVdloE4PPqV9O/wCtxTUsKHLyovpsdwcHozl5wZsm5rwiyKlDj/a4dGMmpWO9Dhu9m0L5rF1/lz6TpjC5DvuQ3IK11YURar37mLHwm9pqShDFxRM/ymXkDVyDMHRh8fvHY4aioofw2LZh07IIqz9ctTlmfAfbRAlajmyAAXSAAVSnaLn3zpFj1tSJQexR9jA57HhcFThcFXj8NbgFGpxa5rxaowgFQ4eH3xSeB1bW4Yxp988RidUIJPpkMsCkMm0KFURqNUxqNWxqNUx6PW5qFVHyrUZLS6mvb0FqQQW3Tuqtw74XPK7M36HHYBEcjkwUxTF6w6u+hBF8e8H31sFPCuK4rbj7eO88TucVreX8TtLSdAoWZaXgeJ3lBxyLFYWtPQkvji93DA8kYcmpvP93kb+tqKEAfFBfHTj4CNch+Z2Jz99UkRbjYWUAeEMm55CyDFS4t1OH1V7jZTvbKWpvLs3A08igZiMIPqOiyO5f3jvykQURSqNNlYXt/FTcRv7G7oBGJQYzOMXZh5zNVfSYmHGO1sYmhzC57cM/V0l5vwWuB0OPnloDobIKGY//3KPe1AUufnTXeyq7WT1w2OICz69lfo3O+t5ZnEhMUEaPrhhMJlRPSUj7noLXd+V42t3EjAyBsPFSUiO0w7qP3H5Be4sqmWVycIDdV5uLHWhHRSJfkoiO36q58CaBhJyQphyRx9UmmO7GbfM/4rtC75h4EWXMf7mOScMOwiCn4odW9mxcD7tdTUEhkcwZNpM+oybhFx57AmZKPppbp5Pbd17uFyNyOUGQgPHopf2R+fKRmEJR7ALCHYvgs2Lz+7B6+rEJa3Ho23BE9CMW9eMR9eMT9P5qx3LUAuxaJQpBASlo4/IRqtN5KNtHt5a387Dk9J4cFLmMY/rZChsMnPVe9vIiNLz7Zzhx23bdTb4vRu/pcC3oih+JZFI3ga2i6L41cH3PgZWiqL4/fH2cd74HckvklcPJETwp9T/DeHnLruHV38qZ+6OOgwaBY9dmEWQRsHD8/eTHKZj7u3DjjCAfr/AvtX17P2xDq/bT1SKgfjsYIKitMjkUmydbhrLumgo7sTvEzBEaMgYGkVsRhCCX6S5opvyna1YOlwYIjTEDo9kn8zLsoIWqjt6YpP94wxMzolkck4UGZHHbvFkd/u47O3NWF09cb5w/W8b5/u9ULh+DavefZ3Jc+6n38QLAWjscnDhaxvJSwzmi1uHnnY8ek9dJ3d9tRe728e/rurPJQdLRwSPH8uPtdi2NiOP0BByVSbK+JOrp3TXWWhfWsVTIT5WRSu4PziIP/VP7D3G4s3NbPi6DEPE8d3soiiy4eDKd8i0Kxl97c1HPU+/z0fJpnXsXPw9XS1NBMfEMWzGVWSNGntKxfOC4MVk2oDRuAJT5ya83h5DJpHIUatjkck0CIIXt7sVv/9QnF0q1aBVJaPVpKDTphFgyEAXkIZGk4BUengMfVl+M/d9vY8rBsbyyq9KGs6EVUWt3PXVHqb2jeat2QPPaW7Cf8X4SSSSNcDRpMqfEkVx8cFtngIGA1eIoiieivGTSCRzgDkACQkJg+rq6s7Jefwv80hpPV+3dPJF32SmhP02PvazQXGzhWeXFrGzppPcmECuzIvjnz+Wkhym4+s7hhNyFOV/p9VD8ZZmKnYbMTXZDqut0oeoSR4QRsaQKCKS9Ec8bF02D/MXlWHa3YHBJWKRCLTHqRg4No7JfaOJMpzYPSOKIo/OP8Ci/U18dfswRh6nVuz/OqIgMP+vf6K9toabX32XgOCeRKAvttXy58VF/Ouq/swcdPpatG0WF3d/tYe99d3cMTqZxy/K6o25usq76Py+HMHiQZ0Tin50LMqkwKMOsJ4GK9b1DTiLTEgDlQRclMSzGjdft3ZyU0wof0uPQ35w5d5U1sXKDwoAuHhOX2Izj+5eFUWRtR//mwM/rSRzxGjG3XRH7/lbTR0Ub/yZ/T+twGbqIDwpheGXzyJt6IgzTpQRRRGHowazeS8OZy1OZz2i4AGJDJUqEo0mHq02GZ02HbU6+qQk1A40dDPr/W30jTUw945hJ2xndir8IoX36OQM7p947kIDv8uVn0QiuRm4E5goiqLj4O/Ouz3PIk6/wPS9FdS63KwalEmy9n9nJSKKIsvyW3hxRQktZhcjU0PZU9dFTkwg8+44vrvE4/Jh63Lj9woEBKtQByiOOvg1djl4a20liw804fIK9I8NZGpkCIHVDky1VrQGJQMnJ5A7JhaF8vgP/vzdDTz+fT4PTUrnoUlnR7D6f5nO5ia+ePw+UvKGMO2RPwE9Gq+z3t9GVbuNtY+OO+ok5mRx+/z8bXkJX2yrY2BCEG9fm0dsUE/8VXD6sG1pwrq5CdHlRxasQpUahDxMg0Qiwdflwl1txmd0IFHLCRgVg35MXE96vijyt+oW3q43MjEkkPdzEwk4OOh3Gx2s+Hc+5nYn467LJHvk0T0qoiCwc/H3bJn/FRKJhODoWHweN2ZjT5F5Qt8BDJo6neQBg38XGdlHo8XsZPrbW1DKpSy+d9RZz1YWRZFH5h9g4b4mPrhhEFNyT6+l04n43Rk/iURyEfAqMFYUxfZf/T4X+JpDCS9rgfTzCS+nT73TzYW7y4lSKViWl47uN1Z/OVMcHh/vrq/i/Y3VCEJP/daUnEjev2HQaQ8cXr/AJ5treH1NBSIilw+M5YbhSeTE9BTaiqJIU3k3u5fX0FTejUavYMCkBPqMjUWpPtItVd5mZdrbm8lLCObL24b9ZvV8p4rV52etycLaTgu7zHZkSLg0IogHEiLOyX2xY9F3bJ73OdMe/RPpQ3tUSsparUx9cxNX5MXy0sz+Z/wZy/NbeGJBPjKphFdn9Wdi9qHEJ8Htx1nUgTO/A0+9pbeoXKKSoYzXo8kJRTso4qjlAl82d/BkeSPZOg1f9ksmWtVjqN0OL6s+LKShpIu8ixIZPi3lmIpD3a0tFKxbjamxAblSSVRKGimDhhISc/Y7sJxNHB4fV723jTqTgwV3j+yNrZ5tXF5/z2TIaOOHe0adk8/5PRq/SkAFmA7+arsoincdfO8p4FbABzwkiuIJBd7OG7/js85k4br8aiaEBvJZn+ReV87/Eg2dDt5cW8H3exsRRRicGMw71+UReYoZY3vqunhqYQGlrVYmZUfw7LTc4yZgNFd2s3tFLQ3FnchVMpL7hZE+JJKE7BBkCikOj49pb2+h2+FhxYOjT6qB52+FWxDItzrZabazucvK5i4bXlEkRCFjRFAALr/I2k4LWTo1X/VLOSkps1PB7/Mx908P47CYufmVf6PW9dT5/WNlKe9tqGL+nSMYmnzmWrS1HXbu/XovRc0W5oxJ4bELM4/Qiv1Fdkv0iz2Ndk9i4vSzycKcolr0chlf9Uvp7Zri9wts+qacok3NpOaFM/HmnBN6Bv5XEASRu+fu4afiNj6+aQjjsyLO6ee1ml1c9vZmdEoZyx8YfdpNnY/F7874nW3OG78T83lTB0+UN3JTTCj/yIj73bpbTkRth43rPtpJU7cTuUzC9cMSuWts6gnjcmaHl3+uKmXeznqiAtU8Oy2XKTmRJ30d2mosFG9tpmqvEbfdh1IjJzE3hC1OB982tvPR7cO4IP2/G+fr8PjYbbaz02xnl9nOAasDz8HnO0WjYkpYIJeEGRhk0PUqvmwwWbi9sJZAJPxbH05yqJbQmABkirNTBtFaVcHXTz3aUwIw5z6gZ2Ux+dWNaA8OeMqz0LrI5e1xg365vY7+cQZevqo/GWdBQLzY5uT6/Gq6vH5ey4rvLYYXRZEDaxvYsqCSiAQ9l9zTD53hfyescDREUeRvy0v4aHMNz1yaw21nqa/iidhRbeKaD7cze2gCL17e96zu+7zxOw8AL1Q183a98aQ1H3+vmJ1eLnxtI1aXF5fXj0wmZeagOK4aFMeA/2im6/T4+XZXPW/9XEmXw8Mto5J5eHIGAac5w/T7BRpLuqjca6R8rxHB5UeUQGxaEJHJgUQmBxIcpSMwTI38HKdxWw66Mbd02dhhtlHh6ClkV0ok9NdrGWzQMtSgY7BBR7jy8Cw+v1+gZEsL+esaKXK7+HJcIIEOPzf9bCVQIiUuM5iMoZGk9A8/Y0O44atP2L30B2b95e/E5/QMbj+XtnHrZ7t57MJM7h2fdkb7/zUrDpbM2Fw+HpyUzp1jUo7bWPdkMLq93FFUyw6znTvjwnk6Naa3fKjmQDurPy5CHaBg6j39CYs7NRWb3xP/Xl/JSz+WcfPIJP5yWc5vNkEWRZE//FjM/Aojk4bHYVVICFPKeS836Yz3fd74nQfoKYC/p7iORcZuXs2K59ro/47yyNlgb30Xs97bxoSsCEJ0Sn7Y14THJxCuV5EdHYheJafd6qaw2YzD42dESihPTc2mT+zZyXqtNFqZ9uYWRoYEcEtSFM1lXXQ02hB+EfWVQECQCo1eiUorR6VVIJUdGkwEv4jfJ+D3+vH7RHxeAb9XQPALaPRK9KFqgqO0hMYGEBYXgC5I1Vszt7HLxqdN7fxssuIRRQLlUoYaAhhm0DHMoKOfXov6OAN+c0UXG+aV09lsJyJRT9aIaGoj5NxnbCNFIufJFhmtB0zYutyodHJyRsXQf2L8aa9svG4Xnz92H1KplBteeguFsmc/d325h3VlRn56eCwJoWdPpafD5uYvi4tYXtBCn9hA/nFFvzP+3r2CyHNVTXzU2MGIIB3/zknsjQO211tZ/s4BPC4/U27PJanv/16m77yd9fzxhwKmD4jhtVkDfpP6VKvPz8eN7Xzd0km9q0cdRuIX6WfQMjI4gL+knblA/3njd55e3ILAzQU1bOi08m5uItMjTk0R4/fEqz+V8+baCj68cTDDUkL4saCV7TUmKtps2D0+QnVKsqMDubRfDEOSgs/aTNbu9nH5v7dgsvXE+X6JO/q8fkyNdrqNDsztTqwdTpx2L267F5fdh/grwUmpTIJMIUUm73nJFVJkCilSqQSH1YPV5MLWdUiSTKmV05gTwIpEGQ1ykRCZjCujgpkWGUxeoPaowtX/icPiYeuCSsp2tKIPUXPBrHSS+4f1XpdVHWZuLazhgiA9n/VJor28m+LNzVTva0cql5I7OobBFycdtePBiagr2M/3LzzN0BlXMXr2TUBPRuGkVzYwJDmET28ectZXGisLWnhmcSEmu4eZeXE8OiXzpMpWjsf3rZ08VtaAUirlxfRYrojsua9sXW6W//sApkYbF8xKp9/4s9fx/VzzY2EL98zdy+j0cD68cfBZcUOfiOXt3TxW1kCn18/YYD3TI4KQdLl58st9PDo5gwfOUvnDeeN3nsNw+AVmH6hij8XOZ31TmBQa+N8+pNPC4xOY/s4WOmxufnp4zBHajecCURS5f94+VhS08PmtQxmdHn7OPsvt9GFqsrG1oYu33BbKVCJhVj8ji53k1nvQ6xTE54SQkBNKfHYI2sCjn78giJRsaWbbwiq8bj8DJycw6JKkoyZpfNNi4qHSBqZFBPFuTiIyiYTuNgd7V9VRur0VuVLKwMkJDJiUgEJ1am7dH999neKNP3P9318nIikFgI831/DXZcX8+7q83oL1s4nZ6eWddZV8tqUWqRRuHpnMnDEpZ1RmUe1w80BJHbstDi4JM/BiRhxRKgVet5+fPimi5kAHfcfFccFVaceVRPs9sLOmk+s/3kGfmEC+un0YWuW5Fcp2CwJ/Km9kbksn/fQaXsqIZ0DgoVX/vXP3sqakjTWPjD1hH8iT4bzxO88RWHx+Zu6rpNzh4ut+qYwM/t+MVRQ1m5n+9hYu7RfN69cMPOef98nmGp5fVnzWY1VHw+UXeLm2lXfrjYQq5TyeHMU1kSHYTS7aqs3UF3dSX9yJy+YFIDxBT0JOCKFxAehD1Pi9AsZ6K0WbmjAbncRmBDFmduYxJeB+4d16I89VNXNjTCj//FVyVFerne2Lqqne3442UMmQS5PJHhV90q2lnDYrnz1yN/rQcK594V9IZTJ8/kMTmDWPjEWvPjddOho6HfxrdRlLDjSjVci4aWQSd4xOIfg0jaBfFHm33sjLta0oJRL+mBLNTbFhSETYtrCK/T/VE5sZxKiZ6YSfpNLMb02l0coV/95KmF7FgrtGnva1OFk6vT5uLahhu9nO/QkRPJ4cfYT0YovZyWUvbWB4dBBv3zf8jD/zvPE7z1ExeXzM2FdBs9vLdwNSyQs8/qD4e+X1NeW8vqaC928YxIXnqFgWYE1xG3O+3M3E7Ejev37QOY2LVDvc3FpYQ6ndxfXRofw5LYbAo9TiiYJIe4OV+iIT9UWdtNZYDnOvAkQk6hk4JZHUvPCTdi3+khz1cGIkT6QcviJrrTaz9YdKWirNBEVqGT49hZSBJ7fvsm2bWfb6Pxh7/a0MvuwKAPY3dHP5v7dw04gknp2We1LHd7pUtFl58+dKluU3o1PKmTEwhivzjkyUOlmqHW6eLG9gY5eNgXotL2fG0UevpXhLM1sXVOJ2+IhI1BOfHUJIjA5toBKlRo5SLUellaPUyv8rfSmNFheX/3srbp/AwntGnpVV1vGodri5Pr+aRpeH17MTuCLy8HCL1+2ndFsL5Ttbaa22QJCCu1+84IyfsfPG7zzHpMXtYfreSiw+PwsHpv1Xm+CeLl6/wPS3t9B+Dt2fe+q6uO6j7WRG6pk3Z/g5dQ+tMVm4p7gWuUTC29mJTDgFt7TH5cPS4cLe7UYqlxAUoUUfcupxLlHs6Qf4dUsnz6XFcGd8xBHv1xaY2Lawiq4WO5HJgYy8IpWYE3RVEEWRxf96gbr8/dz8yjsYInomK88sKmTujjoW33sBfePOvRRfeZuVd9dXsaKgBbdPINqgZmxGOGMzwhmZGtbbkPhkEEWRH9q6+EtlM10+H7fHhfN4UhRyj0DRpp7ymPYG2xGTkl+QK6Vo9EqCI7UERWoJjtISHKUjKEqLNlB51mOhNrePq9/fRk2HnW/njDjn13tbt41bC2qQSOCzPskMDTrkZfL7BQrWNbJ3VR1Oq5eQGB3pQyJJ6htKWNyZr5jPG7/zHJc6p5sZ+yrxiSKLBqaR+jtvg3Q0CpvMTH9nCzMG9Ajwnk1213Zy86e7CAtQ8v3dIwk7h41plxq7ubOolpwADZ/0SSJB89+rHfMJIncV17Ks3cwTyVE8lHhkXaQgiJRua2Hn0hrs3W6S+oUxelY6gWHHnkRZTR18+sjdxGblcMWTzyKRSLC4vEx8ZQPRBjUL7xn1m6nkWFxefixo5edSI1sqO7C6fUgl0CfWwMjUMEalhTIkKeSkug90e338rbqFL5tNxKoU/C09jovCewyL3yvQ3e7AZfXicfnwOH24nX48Ti9uhw+72UN3m4OuNgc+9yFBK7lCikqnOJgxLEel6VktqjQKNHoFobEBRKUYjhnv/U+8foHbPt/NlsoOPrppMOMzz04Ru18Qqemw02FzI5NKiDaoiQ3SsKCti4dLG0jUKPmqXwpJv7qfOxqtrP28hI4GG/HZwQyZmkx0WhCCKGLy+o4ozzkdzhu/85yQCruLGfsqUUslLMpLJ/4sq338FvxrVRlvr6vk01uGnLWHemtVB7d/vpuoQDVz7xh21P59Z4ufOszcUlhDXqCOef1SfhdSdD5B5KHSer5v6+Ku+HD+nBqD9CgrEZ/HT/66RnavqEUERl2RSu6Y2GOuWvauXMK6zz5g6oOPkzVyDABLDjTzwLx9PD01m9tHp5zL0zoqXr/AvvputlR2sLWqg3313fgEEa1SxrT+MVw7LIF+cUEn3M8us53Hyhootbu4KCyQv6XHEXuSz5Moiti73XS1OuhqdWA1OXE7fD2vg4ayx3D2/A4RkEB0qoHMYVFkDotCfgy1GVEUefz7fL7b08g/r+zL1UMSTuHqHInT42dVUSuL9jexq6YTu+dwFUp9VhDtiTqG6LV82T+FIMUhb0nVPiNrPilGqZEzZnYGqQMjOGB18ENbF0uN3cSrlSzOO/OMz/PG7zwnRaHVwZX7qwhWyFg8MJ1I1blJPjhXuH1+Ln1zMza3j1UPjyHwDJMnFuxp5I8/FJAYqmXuHcPOqXTZxk4rNxRUk6VT892AtKPG9/5bCKLI0xVNfNLUwcVhBt7KTugVe/5PrJ0u1n9VSn1xJzmjYxhzTcZRY1qC4Ofrpx7FaurgltfeQ60LQBRF7vhiN5sqOlj+wAWkRfx3E0Xsbh87aztZWdDC0gMtOL1+RqeH8fDkDPISju/e9Qoi7zUYebW2FYlEwuNJUdweF35WpQW9bj+mJhsNJZ1U7jHS2WxHrVOQOzqG3DGxR7i7X/upnDfWVvDAxHQemXz64utWl5cvttXx0aZquhxe4oI1TMiKoH9cEJGBagRR5NM2Eyt9LqRtTnSF3dwwLJH7J6QRrFNSuKGRDd+UE5kUyOS7+rLcYeOzxg7ybU6UEgnjQvTMiAw+Ii54Opw3fuc5afaY7Vx1oIo4lZKFA9MIPcepz2ebffVdXPnuVi7rH8PrVw84rXiJy+vn5VVlfLy5hhEpobx7fd45LaPY3m1j9oFqkjVKFgxMI1jx+7vmoijyUWMHz1Y1kaRW8UpWPMODjp4hLAoi25dUs/fHOlLzwpl8W+5RDWBbdSVz//TIYdJnRquLC1/bSHyIlgV3jzxCo/O/hcXlZd6Oet7fWE2n3cNFqeHckBSBs9FBZ4sdt8NLQLCaxD6hZI+KRhPQc7/UOd38qbyJtZ0WkjRKHkyMZGZkyEk3mPa4fJiNTrrbHHQbHXicPtQBCsLi9ESlGnqb64qiSEtlN/vXNFCT3wFAbEYw8dnBRKUYWNZo4u+ry5g5KI6XZ/Y7refC7PTy2ZZaPtlSg9npZVxmOHeOSWVYcshhiSlfN5t4pKyByyOCeDQijA83VPPdngYCVHLuSYrCv91EUr8wuDyeF+paqHF6yNapuTE2jCsigjCcxfv/vPE7zymxpcvKdfnVZGjVfD/w97UKORneXFvBqz+V8/z0XG4ckXRKf7u1qoNnlxRR3mbjxhGJPHNpzjkdgPda7MzaX0W0SsEPA9POSpzjXLKly8qDpfU0urzMjAzm3oSIYyZJ7V9Tz5bvK0kZGM6U249uAH+RPpv2h6dIHzIC6JEou2fuXh6elMGDk85drzdREPH7BQBkculxDYLX7aejwUp1kYn921ugq0eRBJWU+NQg1Fo53UYn7fVWFCoZ/SbE0X9iPJoAJaIo8pPJwss1rRTYnCSqldwaF8asqBCCFXL8XgFzu5Nuo4PuNgdmo4PugwbPYfEcdhxyhRSf99AxJ/ULpe+4OGIzDq2SLB1OSre3Urm7jc5WO7tUPjZofGSj4M7ocMLj9ITG6giNCSAkVnfCbFOHx8enW2p5b0MVVpePSdmRPDAx7agu4M1dVq45UMWoID1f9UvpNfJlrVbe+6qAlEonTYESGmbGsdbuIEun5k8p0UwOPXrPxTPlvPE7zymzxmThloIaBui1fDMgBZ3sf8cACoLI7V/sZkN5O2/PHsjFJyieFgSRDeXtfLipmq1VJqINav5+RV/GnaW44bH4xc0cJJexKC+tVy7r947d7+fV2jY+aezAKQgMNei4NNzA1PCgI2JbB9Y2sPm7ClIGhDPljiMNoM/rZd4zf8BibOOGl94kMKznmj/0zT6W5bew8J5RZy0b0e8VqC3soL7QRHOlGYvJieA7JEenUMlQqmQo1HKUahkKtQyvW8Bp8WDrciEejK9FJgUSmmFgSXsXC6vaGZUeyjvX9ngHOpvt7FpeQ+UeI3KllIxhUSRkhxAQogZE1nRa+djcTTE+5ALktvtIrXKR1uJB1dNxCY1eQVCkFkOElqAIDUGRWoIitBjCNciVMjxOH8Z6K9X726nY1YbL5iUmPYjh01OITgvqPd+iZjMvLC1mW00nIyMCueH/tXff4XFU5+LHv2e1Rb13yZIsS7bcbRl3AzY2tqk2YCB0CBBycyGQhJsLIc/lJiS/XAK/AAmEkEtMCg4dbHAMxg2Mbdy7cVGzel9Jq+1lzv1j13IVbup7Ps+zj3Znx7Mzx0d6d86ced/YONpq7LTU2TqOW2/UkZobQ1peLOn5/vy0x5IfeHwa72yr5KU1RTS2u5gzPJkfXTmUkeln/v8otju5dkcRSUY9ywvzTzqDO7qviU9f3Uft0HAWD9PjNemYqhl4e+YITN2YUUYFP+WCHJt5OD0ukn+Mzv3WfJF9jdXl5e6/bGFvVRu/WjiKWycOOu2bZZvDw4c7q/jbpqMcbbaTHGXiocuHcMfkrHOa3XcxDtuc3LCriFCdjqXj83p1VueFMnu8LKlpZmlDCwesTgCmxERwc2o8N6fGYdT5+8uetZVseLeIvAnJXPndEadlPWmpq+HNJx4lNjWdW5/+DcawcNrsHua9uJ7IUD3LH5lxUf8fjnY3Oz+v4NCmWpw2D6ZwPWl5scSlhmMK9/+B9ro1PE4fbpfX/9Ppw+PyojfoCIs2Ep0YRnJ2NCk50R0zK6WUvLe9ip8v3U9uUgRLHpjcUfTVXGNj1+flFO9swOvWTtunpkQ9e0dGsDcphPYQ0APDTSYmxUUyMT6SoRGh5ISZCD/L75zX7ePAhhp2rSzH1uamYGoqg2dn8vLGUj7aXU1MmIHHZudzz7Scjv6v+TRaGxw0V1mpLWmjpriV5mprx+SZqPhQtEg9u1utVLrcJKVG8J1Zg5k6JrVjmPVUZo+Xq3ccweL18emEoWSf0J+rD7fw/p/2sHVCFGszQsg0GRhR7+HLLdXMH5nKi98Z122/byr4KRfs3TozPzxYwdyEaP4yavA5X6voCyxODz94cycbipsYnxXL1aPSiA03UNPqZEdFC1+XNOHxSSZkx3HPtBzmj0ztkbyGZXYXC3cVIYGl4/PJDe9/ge9UpXYXyxpa+LC+hSK7i5wwI78dOojL4v2TVnatqmDTB8XkT0xhzn0jTrt5uXTXNpb+9hmyR49j4U//ixC9nvVHGrl78VYemDGYn1874rz3yevxsXdtFTs+PYrHrZE7LpER09PJHB7fpQkKNhQ1cf/ftjEqI4YlD0w+6Q+5z6vRVGnF3u4GKTFFGIiKDyUy1oTQCXxSsq3NxqpmC9sDZaicJ9wPmG4ykGTUE2/QkxB4JBr1pJoMpBoNpJgM5IQZER7Jxo9L2L+2CgeSVVFerpiVzb/NHEJM2NmH0l12D7UlbRQdbGbLnnrcrW7ipQ7DKXHbFK4nOjGM6IRQohJCSRwURcrwWO4trmSnxc7744Z03McnpWRLURMvrilhe64Jq1FwR1o8v8zLIDxEx182lPGrfx3k8qFJvHbXhG4JgCr4KRfljeomnjxSxQ3JsbwcyPfYX/g0yVtbK1i8oYzSJhsAQsDgxAiuHJ7CtWPSe+Sm6mMqnW4W7izCoWl8OD6Pgoj+l1Tg20gpWWdu5+niaortLn6Uk8LjOanohGDHZ0fZvLSUgimpXHH38NMqoO9b+zmfv/Z78iZO5ZpHf4reYODnS/exZEsFbz04hSm551aFRGqSoh31bP6olHazk5zRCUy9Me+sad0uxrHrlPdOu7gsNW5N44jNSYnDRandRanDRbPbi9njw+zx0uzxYvOdHJEMQpAkBa3VVsJrHNzdqCei3cfoWZlMu3HIOZXW8mmSxRvKeP7zw4ToBI/OzufeaTlIl4al2YGlyYml2UF74KelyUl7sxOvV2PZ5Aj25Zj4ZWwCM/IT+brVyuZWG5vM7TT7fAgpuTQ6kieGpp+WReqdbRX85wf7mDnMHwBNXTy/QAU/5aL9obyeX5fWcld6Ar/tp8VwzTY3NpeXhEhjtyfwPZM6l4eFu4owe7x8MC6P0VHdm1KqN9l9Gk8eqeKdOjMLk2N5aXgWJp2Obf8qY+snZYyYnsbMOwpOC4DH7v/LGVvIdT96Am+Ikate+gqfJvnXI5eeNfNKTVErG98voqG8ncRBkUy/KY/MgouvFn8ufvHJAd7YeJS/3jexW68X27w+6t1eym1O3j9Qy+eVZmxhOogzoekEYTrBCIcgeV87k4SB2+4eRWxy532t0mznJ+/tYWuZmStHpPDLBSPP6X5Wj0/jBztL+cRqJdHqw2oUOI3+kZN0g56Uow5yWjUevXE4BemdZyl6e2sFT3y4j3kjU3jl9sKLrr94IhX8lC7xm9JaXiqv5/uDknh6SHq/DIC9pcnt5YZAHtV3xw5hQkz/zKN6PqSUvFLRwK9Ka5kSE8EbowcTZ9Cz5eNStq84yqjLMrjstqGn9aN96z5n1Z9fJi41nesff4pyXyS3vvY1U4ck8sa9E8+Y/cVca2PLMn/S7YhYE1MW5DJscuppwbU7OT0+Fry8kWabm5WPXdpx/a+r2d1e/rapnP/9yn/bxaX5iTxyRT6jsmLZ1GplTbOFNc2Wjhp5yRYfsxOiuXZ4CpdEh3dMRJFS8v6OKn7xyTcAPH3dCBZN6PyLrUeTHLQ52NhiZUNLO1+1WHEH4sfgUANDbYKI3a1kNXhIJgSfR+PGxwtJyDh70vxjCeNvGJ/B/795bJcNS6vgp3QJKSVPBW52/ungVH6c031JpAeSVo+Xm3YXU2p3saQfV9C4UB/Vt/DowYqOFFdZoUY2Ly1h58oKxszKZMYt+af9wa3Yv5flLz2Lx+Vk2qLbKUoq5GfLvuHBSwfz1DXHr/+11NnYtco/mUVvCqFwbhZj52SdsVxTTzhYa2HByxs7hvG68gui16fx7vYqXlx9hIZ2F5cPTeKHs/OZkH36zeBSSkocLlZUmvngYB1FkQItRCCAgohQCsJMHCkyc6SkhfHxkby4YDS5if4vZJqUNLi9VDhcHLG72NtuZ2+7g4M2B67A9cioEB3tPo3JMRG8OiKb9MAs37YGB+/9zzZcdi8JGRFc9f0xxCSd29D+K+uKeW7lYW6fnMWvF47qkrZTwU/pMpqUPHqogvfqWngmL4MHB3VfPbuBoN3r45bdJRywOvj7mMHMjO+ftRMv1qYWK9/dX4ZeCP4+ejDjo8PZ+EExe1ZXMm7OIKbdlHfaH7v25ibWLH6Vku1biE1NozZrCm/UJ/Ljy4cxMzqK4h0NVB1qQacXjL4skwlXZV9Qod2u9r/rS/n1ioNdkkIM/IHss/11PLfyMKVNNi7JjuOJqwq4JOfchnN9Po1Nnx3lXztrKIvRUZMVSlkoeE0nDy9GhOjQJLilhu+EsBCt1zE6MpzRkaEIIVjR2Ea5082j2Sk8MTi14/9NapKVrx+gZGcDI2akU7y9Hk3C5OsGM2ZW5jnVNnz2s0O8+kUJD8wYzFPXDL/oAKiCn9KlvJrkoW+O8q/GNn43bBC3p5/bRIRgY/P5uGNPKdstNhaPGszcxJ6bWNMXFdmc3Lm3lHq3h1dGZHN1YgxfvVvEvnVVFM7LZsrC3DP+sSvaupkNby3BXFMGwkiIIR+dcTixKXmMvCyT4dPSzzmxc0/QNMkdr29hT1UrHz88/YLTtHl9Gkt31/Dy2iKONtuJDtUzLDWa5CgjseFGEiJNDEmKYEhSJLlJEWe9jl3XYGPxG3sxHLUTLgW67HASZqXjyAij2eej1eNDJyBUpyPFZCA71EhuuIksk4EvWqz8tqyO3e12csKMPDd0EJfGn3xcG94rYs+aSqbdmMf4uVn+VHdLDlNxoJmkrCguv20YKYO//cuflJL//vgAZruHF28dd9EJzlXwU7qcS9O4d18Z68zt/Co/gwcy1RngiZw+jbv3lbKhxcqrI7NZkHzxeQoHgia3l3v2lbLTYue/hqTzUGYi698u4sD6anLHJTHpusHEp0Vgb3dT+Y2Zo3ubqDhoxu3wgqzGaCzG0rwfobnRQqMonHUFhfOvIS41vcePxe72sq+qjT1VrTRYXCRHm5g0OIExGTHUtzu57g8bCTXoeO/7U886gURKSU2bk90VreyqMLOhqJkjDe2cWAUpIcJIdOC2hTaHh1a7+6T3M2LDyA0Ew7zkSDLjwogKNWB3e/m6pJk3N5djdXl5aPpg5kVEsX9dFW0NDqLiQxk7exDDp6dhDD05gG5oaefZ0jq2WWxkhhr4cU4qt6TEn5aj9Fg2n1OHsaWUlOxs5Kt3jmC3uMkZk8ik6wZ/a4FfTZNI6JLKHir4Kd3C6dP4wTflrGhq4yeBKe1qEox/YsADB8pY2WThpYIsbk3rmdmG/YXDp/HIwXKWN7ZxT3oCvxySzoG1VWz9pAyfRwOB/4ZrICLGSPaoBLJHJ5JZEIcxVI/b6eSFxUup2LaBHEcFIQJGzbqS6bfcSURs93zJsLu9lDTYOFDTxu7KVnZXtnKk/nhwCjOE4PD4qxokR5mYOzKFoclRPLvyEDGhBl6+o/CkZNgWp4e9lW3srmxhd6V/m01W10mfGWYIYd7IFG6blMWI9OjTqty7vD7Km+2UNFgpbrBS0milpNFGSaMV+ykVFkJ0glnDknl83lAKUv1nX1KTlO1tYvfqCmqL2zCG6Rl5aTpjZg3iiM5fnmljq5U0k4HHslO4LS2+I3HBiQ5vrmX1Xw8yZHwScx8cdcbJKm6Hlz1rK9m9uhK3w8uQwuSOLzrdSQU/pdt4Ncnjhyt5u87MopQ4fjts0FmzUgxkmpQ8fLCCD+tb+M3QTO7LSOztXeqTNCn5dWktr1Q0MD4qnD+NzCbZJyjd1Ui72UlYpJG0vBiSsqI6/UL1yZ4annlvM6MatzPSsh+D0cTkhTdTeM0CDMazz7T0+jRsbh92txe724fD7cPm8lLf7qKm1UFtq4MKs52iBitVLY6OfxcTZmDsoFjGZcYwLiuWMZmxJEaaaLK62FDUxMoDdXxxuBGHx0ekSY9X03B6NDJiw4gJN9DU7qKh/XigizCFgKSjJNC4QbHcPjmL68emX9CN35omqbM4qW1zYHF6CTOEMCwliriIzoeG68ss7F5dwZaiJtaODudQppE4oeOxnBTuGZTUaXanI9vqWP3GQdLzY7nu4bGEGL79d99l97B7dSV71lTidfsomJrGtBvzCI3snpy2Kvgp3UpKyQvl9TxXVsfIyDD+PDJnQGQtOV9SSv7zSBV/r2nmZ7lp/DA7pbd3qc/7pKGVnxyuQEp4MjeNezISzyuJQk2rgyc+3MeeA0XMad9KelsJYfGJzLrzPgqmXooInKlYnB72V7exq6K148ytsd31rduOCtWTGRdOfnIkQ1MiyUuOYlhqFDkJ4Wcd4XB6fKw/0sjKA/VsP2qmzuLE7dM405/bzLgwRqRFMz0vkZnDkshO6PnbYGqcbp4/WsfbtWaMGkwvcnHJfhvhISEMKogjY2gcaXkxxCaHYwgNwdLkZPeqCvavryY9P5ZrfjAGYyepz87EYXWz47Ny9q2twhiuZ8bN+QyddHqx5Iulgp/SI1Y3W/j3b8pxaRo/HZzG97q4fllfJqXkmZJa/ljZwCNZyTw1pOevQfVXFQ4XPz5UyYZWK8MjQnloUBJXJcacc2kbKSVfHGnkT1+UUP3NXmaYN5HkbsYankRl9gwOmnKobnN2rJ+bGMG4QbFkJ0QQYQoh3Kgn3BgSeOhJjjaRFhN62jDjxdI0SVmzjcZ2F5omiY80khYTdk7px7pLi8fLH8obWFzdiCbhnowEHs1OJT5ER3VRKyU7Gqg81IKl8fiZr04n0DSJ0AnGzMxk6g1DznrG15mmKivr3jxEw1ELOWMSmXnHMCJiuu6Lswp+So+pc3n4zyOVrGyyMCxQrmRuN5Ur6UtePFrH/5TVcW9GIr/J77yCuXJmUko+aWzjubJaiuwuBJATZiTRYCBSryNUp8OkExh1ouO5KfAzN8zE2OhwcsNMVLc42FjUwMGN6zHuX0OorRl3dDIRk69m9PQZjM+O79bajP2Fzefj9comXqmsp92rsSg1jv/ISe00wbq1xUldqQVLk7+yfESsiZzRCUQnXnx6Pk2T7F1byeZlpeiNOi77zlDyL+mas0AV/JQeJaVkeWMbvymtpdThYkxkGPdmJrIwOW5AXg98vaqRnxdVsygljt8Pz0KnAt8Fk4FEz1+1WDlid9Ls9ueydGkaLk3iDPx0aRpuKTtuugZIMeqZkxDNvMQYLo+PwoDk8Kav2PzB25hrqojPGMTkG26hYNpl6PpRia6u5NY0/llr5ndH62hwe5mXGM0Tg9M6rcnYk1rqbKz520HqyywMKUxi7gNnnjxzPlTwU3qFR5O8W2fmz1WNHLY5CQ/RMTs+mquTYrgiPqpLKzb3lmUNLTx0oJz5idG8PnJw0Azz9hVeTVJkd7LLYmeduZ11ZgtWn0a0Xsf8xBgWJMcxIyacsi0b2fLRuzRVlhOTksqkBYsYcdls9Ia+XTy4qzh9Gktqm3mlooEal4fJMRE8lZvWUYGhr9B8GrtXV+K0eZh2Y95Fb08FP6VXSSnZ3Gbjo/oWPmtqo8HtJUTA5JhI5iREc2VCNHnhpn43VPh1q5Vbd5cwLjqcd8YOIWwAntX2N25N46sWKx83tPJpUysWr0acPoSrk2K4LjGG1NKD7Fj6DnUlRUTGJzDx+psYPXveOc0O7Y9sXh//qGnmj5UNNLi9TIqJ4EfZKcyM73wW7UCigp/SZ2hSstNiZ1WzhVVNbXxj809EyAkzcmVCNDenxjOmH1Q7OGxzcv1Of9XqjwvziR8AZ7EDjUvT+NLczrKGVj5rasPm00gw6LkmKYYCSyO+zz/Gsnc7kQmJzLj1LkZcOqtjdmh/V2x38tfqJt6pNdPu05geG8mPc1KYFhsZFEHvGBX8lD6ryulmdbOFVU0WNrS249Ikl0SH893MJK5Liu2TxXPrXB6u2XEEt5QsL8w/qWq10jc5fBrrzBaWNbSyqtmCPVATL1UHiXUVxBw9QoHwcvu8eYwcO76X9/bC2Hw+Pm1s4906M+tbrBiE4LrkWO7PSAyKKiJnooKf0i+0ery8W2fmr9XNlDpcpJkM3J+RyF3pCX3m+qDV62PhrmJKHS6Wjs/rF2epysncmsb+dgdb2mwdFQtKHU4kAp3PR46tlTlZ6czLyWRCdESnN3j3JLtPw6lpRIeEnHRduc3jZVOrlRVNbfyrsQ27TyMz1MAdaQncmZ5AkjE4rml2RgU/pV/RpGRNs4XXKhvZ0GolPETH7WnxPJiZ1KtnWR5NctfeUr5qbecfo3O5IiE4KzQMRFavj20tFj7cuYdNbTZqEtKQOh0mIZgUG8GM2CimxUWSH24itge+iLk0jfXmdlY0tbGm2UKD29vxXkSIjhh9CC5NYvZ4kfgrL1yXFMui1Hgmx0SoGccBKvgp/db+djuvVTWytL4Vn5TMTojm9rR45iTE9OiQqJSSxw5V8k6dmd8VDOL2NFXJYqByWq2seu+ffHrwMDW5I2gsGEeJPH5rRJw+hPRQA2kmI2kmA2kmA5mhRqbGRjIo9MLvIXT6NL4wt7O8sZWVTW20+zSiQnTMSYhmRGQYoTodFq8Pi9dHq9eHUSfIMBmYEhvJ+OhwTAPkemVXUsFP6ffqXB7+Wt3EW7XN1Lu9pBoN/GRwCrelJvTI7QXPltbyQnk9j+ek8vhgVcQ3GNSVFLH69VeoLy0mvnAy0TfcQUNoJGUOF7UuD3UuDzUuD82e42dlBRGhXJUYwzVJMYyMDPvWySVSSg7ZnKwPVEX/utWKzeefnTo/KYZrk2K5NC7yjMmklXOjgp8yYHg1yVqzhT+UN7DNYqMwOpyXh2d3ay7Rv1c38dMjVdyRFs/zwwYF1Wy5YKdpPvZ8voINb/8Dn8fNxAWLmLTw5pNujXBpGmUOF1+a21nZZGFzqxUNyAo1ckXgNp54gx4d0OzxUuV0s9/qYG+7gzavP5l1bpiJGXGRXJUYw4y4qD450as/UsFPGXCklHzU0MqTR6rwScn/jsxhVjdcg/u8qY1795UxKz6av41WN7EHK2uLmfVvLubghi+ITkrhivu+R27hpDN+EWpye1nZ1Mbyxla2ttmwBWaWHmMUgoLIUMZFhVMYHc6lcVFkXMRwqdI5FfyUAavK6ebuvaUctjv5VX7XlhDa0WZj0e5ihkaE8uG4PCL0wZkSSzmu8sBe1iz+E81VFWSPGc/Mu+4nMSun0/WllDR5vLR5fWgS4gwhJBj0akJKD1HBTxnQrF4f3/+mnNXNFh7JSuZnuWkXPTS5t93Oot3FxBv0fFKYH/RTxpXjfF4ve1at4Ov3/onLbmf07LlMv+VOwmNie3vXlFOo4KcMeF5N8mRRFf+oaebm1Dh+Nyzrgq+bHLA6WLSrmEh9CB+NzyNTDUkpZ+CwtvP1+/9kz+cr0BtNTL7hFgqvXhA0+UL7AxX8lKAgpeR3R+t57mgds+KjeH1kznkPVa43t3P//jKiAoFPZW9Rzqa5upL1by6mdOc2YlPSuPJ7D5M1amxv75aCCn5KkFlS08x/HK5kTFQ4b47JJdF49puSPZrkxfI6XiyvZ2h4KG+OyVWTEJTzcnTvLtb85Y+01tUyevY8Lr/zu5jCgzOtWF+hgp8SdD5vauOhA0dJMhp4sSCLaXFnLt0ipWRVs4VnSmoosrtYlBLHb4ZmEqUmtygXwON2sendJexYvpSIuDiufPBhcgsn9vZu9SuWxgYsTQ1kDh910dtSwU8JSjvabPzgm3LKnW7mJ0ZzU0o8wyNDCdXpqHN52Nxq5f36Fg7ZnAwJM/F0XjpzE2N6e7eVAaC2+DArX32J5qoKhs+Yycx7HiQ8WvWtb9NUWc62jz/g0MYviUlO5b4X/nTRE9f6bPATQvwEeB5IklI2Cf+RvgRcDdiBe6WUO8+2HRX8lM7YfRqvVNTzRnUTZo/vtPfHRIVxb0YiN6fEqxuLlS7l9XjY8tG7bF36LsbQMCbfcAvj5l2L3qiG00/UXFXJpvf/yZGvv0JvMjFm9nwmXLOQ6MSki952nwx+QohBwOtAATAhEPyuBh7BH/wmAy9JKSefbVsq+Cln49Eke9rtlDtcODRJklHPuKhwUkxqZp7SvZoqjrJ+yRuU7d5BdFIy026+g+EzZqILCe6hdU3zsfmDt9n8wTvoTSYKr7qeCdcsICyq65JV9NXg9z7wDLAMuCQQ/F4DvpBSvhVY5zAwU0pZ+23bUsFPUZS+rnzfbtYveYOGshKik1KYeN2NjJw1Z8BWkf82dksbK/7wPOV7dzHisiu4/K77u2VY+NuCX68USRNCLACqpZR7ThnTzQAqT3hdFVj2rcFPURSlr8sePY47/98LlO7axpal77Fm8atsem8JI2fOYfQVc4lPz+ztXewR1YcPsvzF/8HRbmHuQz9k1KwreyVfbrcFPyHEauBM6e+fAn4GzL3I7X8P+B5AVlbWxWxKURSlRwidjiETJpNbOInqgwfYsWIZO1csY/snH5JRMJKRl89m6JQZmMIHXpFkKSU7V3zM+iWLiU5M5rZnnidl8JBe258eH/YUQowG1uCf0AKQCdQAk4BfoIY9FUUJIrbWFvZ/sZoDX6ympbYavcFI3qSpjLzsCrLGjEOn6//XBq0tZj5/7feU7dpO3sQpzPu3xwiNOPPtR12pT17z69gBIY5y/JrfNcDDHJ/w8nsp5aSzbUMFP0VR+jspJXXFRziwfi2HN36J02YlIi6ekZddwZg584lJ7n91JG2tLez89GN2fvoxaJJL77iP8fOv7bFhzv4U/ATwMjAf/5nhfVLKs0Y1FfwURRlIvB4PZTu3sf/L1ZTt3I5EkjO2kLFzriK3cGKfninqstsp2rqJgxu+oHL/XiSSgmmXMe3m24lLy+jRfenTwa8rqOCnKMpA1d7cxL61K9m3ZiXWFjORCYkMm3op2aPHkZyTS3hMbK8XWPZ6PJTt3s6hDV9SumMrXo+bmJRUhs+YyfAZs4hP79mgd4wKfoqiKP2c5vNRsnMre1d/RuX+Pfi8XgBM4RHEpKQSk5xCTHJq4JFCbIr/eXedJVpbzFQd3E/J9i2U7tyG22EnLDqGYVMvZfiMmaTlD+v1oNznbnVQFEVRzo8uJIT8iVPJnzgVj8tJzeFDNFdXYK6ppq2+lqaKckp3bO0IigAhej2xqenEZ2QSnz6IsKgoQgxG9EZjR1AUAEL4HwCahsflwu2w43Y6cTsdeJwO3A4HLpsVW1srVnMz9rZWAMKiYxg6ZTpDJ08na/Q4QvT9I6z0j71UFEVROhhMoWSPGUf2mHEnLZeahrXVTFtDPa21NZhrqzFXV9JUUU7xts1ITTvvz9KbTBhDwzCGhmGKiCAiNo7knFySsnJIzRtGal5+v5yRqoKfoijKACF0OqLiE4mKTySzYORJ7/m8XrxuF163G6/bhaZpICX+K1/+y19SSoQQGEJDMYaGYwg19cvAdi5U8FMURQkCIXo9IXq9qjEYoOvtHVAURVGUnqaCn6IoihJ0VPBTFEVRgo4KfoqiKErQUcFPURRFCToq+CmKoihBRwU/RVEUJeio4KcoiqIEHRX8FEVRlKCjgp+iKIoSdAZESSMhRCNQ3gWbSgSaumA7A5Fqm86ptumcapvOqbbpXFe1TbaUMulMbwyI4NdVhBDbO6v9FOxU23ROtU3nVNt0TrVN53qibdSwp6IoihJ0VPBTFEVRgo4Kfif7c2/vQB+m2qZzqm06p9qmc6ptOtftbaOu+SmKoihBR535KYqiKEFHBT9ACDFfCHFYCFEshHiit/enpwkhBgkh1gkhvhFCHBBCPBpYHi+EWCWEKAr8jAssF0KI3wfaa68QorB3j6D7CSFChBC7hBDLA68HCyG2BNrgHSGEMbDcFHhdHHg/p1d3vAcIIWKFEO8LIQ4JIQ4KIaaqvuMnhPhR4HdqvxDiLSFEaLD2HSHEYiFEgxBi/wnLzrufCCHuCaxfJIS450L3J+iDnxAiBHgFuAoYAdwmhBjRu3vV47zAT6SUI4ApwL8H2uAJYI2UMh9YE3gN/rbKDzy+B7za87vc4x4FDp7w+lngBSllHtAC3B9Yfj/QElj+QmC9ge4l4DMpZQEwFn87BX3fEUJkAD8ELpFSjgJCgO8QvH3nr8D8U5adVz8RQsQDTwOTgUnA08cC5nmTUgb1A5gKrDzh9ZPAk729X73cJsuAK4HDQFpgWRpwOPD8NeC2E9bvWG8gPoDMwC/mFcByQOC/AVd/ah8CVgJTA8/1gfVEbx9DN7ZNDFB26jGqviMBMoBKID7QF5YD84K57wA5wP4L7SfAbcBrJyw/ab3zeQT9mR/HO+gxVYFlQSkw1DIe2AKkSClrA2/VASmB58HWZi8CPwW0wOsEoFVK6Q28PvH4O9om8H5bYP2BajDQCLwRGBZ+XQgRgeo7SCmrgeeBCqAWf1/Ygeo7JzrfftJl/UcFP6WDECIS+AB4TEppOfE96f+aFXRTg4UQ1wINUsodvb0vfZQeKARelVKOB2wcH7oCgrrvxAEL8H9BSAciOH3YTwno6X6igh9UA4NOeJ0ZWBZUhBAG/IFviZTyw8DieiFEWuD9NKAhsDyY2mw6cL0Q4ijwNv6hz5eAWCGEPrDOicff0TaB92OA5p7c4R5WBVRJKbcEXr+PPxiqvgNzgDIpZaOU0gN8iL8/qb5z3Pn2ky7rPyr4wTYgPzADy4j/gvTHvbxPPUoIIYC/AAellL874a2PgWOzqe7Bfy3w2PK7AzOypgBtJwxdDChSyiellJlSyhz8fWOtlPIOYB2wKLDaqW1zrM0WBdYfsGc9Uso6oFIIMSywaDbwDarvgH+4c4oQIjzwO3asbVTfOe58+8lKYK4QIi5wZj03sOz89fYF0L7wAK4GjgAlwFO9vT+9cPwz8A837AV2Bx5X47/esAYoAlYD8YH1Bf4ZsiXAPvyz2Xr9OHqgnWYCywPPc4GtQDHwHmAKLA8NvC4OvJ/b2/vdA+0yDtge6D9LgTjVdzra5hfAIWA/8A/AFKx9B3gL/7VPD/4Rg/svpJ8A3w20UTFw34Xuj8rwoiiKogQdNeypKIqiBB0V/BRFUZSgo4KfoiiKEnRU8FMURVGCjgp+iqIoStBRwU9ReogQIkEIsTvwqBNCVAeeW4UQf+yGzxsmhPgi8BkHhRB/DiwfJ4S4uqs/T1H6E/3ZV1EUpStIKZvx3xOHEOK/AauU8vlu/Mjf468esCzwmaMDy8cBlwAruvGzFaVPU2d+itLLhBAzxfE6gf8thPibEOIrIUS5EOJGIcRvhRD7hBCfBdLQIYSYIIT4UgixQwix8liKqFOk4b+ZGAAp5b5AFqNfArcGzghvFUJEBGqtbQ0kp14Q+Ix7hRDLAmePRUKIp7u/NRSlZ6jgpyh9zxD8OUSvB94E1kkpRwMO4JpAAPwDsEhKOQFYDPz6DNt5AVgrhPhU+Iuqxkop3cB/Ae9IKcdJKd8BnsKfSmsSMAt4LlCZAfw1024CxgA3CyEu6a6DVpSepIY9FaXv+VRK6RFC7MNfAPWzwPJ9+OuhDQNGAav8KSMJwZ826iRSyjeEECvxVxJYADwkhBh7hs+biz959+OB16FAVuD5qsBwLUKID/Gnwtt+0UeoKL1MBT9F6XtcAFJKTQjhkcdzEGr4f2cFcEBKOfVsG5JS1uA/M1wshNiPP2ieSgA3SSkPn7RQiMmcXmJG5UNUBgQ17Kko/c9hIEkIMRX85aiEECNPXUkIMf+Ea4Sp+JMIVwPtQNQJq64EHglUHkAIMf6E964UQsQLIcKAhcDGbjgeRelxKvgpSj8TuG63CHhWCLEHfxWOaWdYdS6wP7DOSuA/pL8E0TpgxLEJL8AzgAHYK4Q4EHh9zFb8dR73Ah9IKdWQpzIgqKoOiqKckRDiXvylZB7u7X1RlK6mzvwURVGUoKPO/BRFUZSgo878FEVRlKCjgp+iKIoSdFTwUxRFUYKOCn6KoihK0FHBT1EURQk6KvgpiqIoQef/AMWx+Z6tTc0uAAAAAElFTkSuQmCC\n", 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" ] @@ -673,7 +676,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -740,7 +743,7 @@ " proc_params = proc.proc_params._parameters\n", " # Convert rate parameters to LIF parameters.\n", " # The mapping is based on:\n", - " # A unified view on weakly correlated recurrent network, Grytskyy et al., 2013\n", + " # A unified view on weakly correlated recurrent network, Grytskyy et al., 2013.\n", " lif_params = convert_rate_to_lif_params(**proc_params)\n", " \n", " for key, val in lif_params.items():\n", @@ -748,7 +751,7 @@ " proc.proc_params.__setitem__(key, val)\n", " except KeyError:\n", " if key == 'weights':\n", - " # weights need to be updated\n", + " # Weights need to be updated.\n", " proc.proc_params._parameters[key] = val\n", " else:\n", " continue\n", @@ -837,7 +840,7 @@ "\n", "\n", "# Configurations for execution.\n", - "num_steps = 750\n", + "num_steps = 1000\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "class CustomRunConfigFloat(Loihi1SimCfg):\n", @@ -854,7 +857,7 @@ " \n", "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "\n", - "# Instantiating network and IO processes\n", + "# Instantiating network and IO processes.\n", "lif_network_balanced = EINetwork( **network_params_balanced, convert=True)\n", "outport_plug = io.sink.RingBuffer(shape=shape, buffer=num_steps)\n", "\n", @@ -939,7 +942,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -970,33 +973,88 @@ { "cell_type": "code", "execution_count": 19, - "id": "45cd2071", + "id": "f5cc39b8", "metadata": {}, "outputs": [], "source": [ - "window = np.ones(25) # Window size of 25 time steps for binning.\n", - "binned_sps_balanced = np.asarray([np.convolve(spks_balanced[i], window) for i in range(dim)])" + "window_size = 25\n", + "window = np.ones(window_size) # Window size of 25 time steps for binning.\n", + "binned_sps_balanced = np.asarray([np.convolve(spks_balanced[i], window) for i in range(dim)])[:, :-window_size + 1]" + ] + }, + { + "cell_type": "markdown", + "id": "5b858cd5", + "metadata": {}, + "source": [ + "After having an estimate of the rate, we compare the temporally-averaged mean rate of both networks in the first state.
\n", + "To avoid boundary effects of the binning, we disregard time steps at the beginning and the end." ] }, { "cell_type": "code", "execution_count": 20, + "id": "d6c68e05", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "offset = 50\n", + "timesteps = np.arange(0,1000, 1)[offset: -offset]\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(15,5))\n", + "ax1.set_title('Mean rate of Rate network')\n", + "ax1.plot(timesteps,\n", + " (states_balanced - states_balanced.mean(axis=0)[np.newaxis,:]).mean(axis=1)[offset: -offset])\n", + "ax1.set_ylabel('Mean rate')\n", + "ax1.set_xlabel('Time Step')\n", + "ax2.set_title('Mean rate of LIF network')\n", + "ax2.plot(timesteps,\n", + " (binned_sps_balanced - np.mean(binned_sps_balanced, axis=1)[:, np.newaxis]).T.mean(axis=1)[offset: -offset])\n", + "ax2.set_xlabel('Time Step')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "db10dec2", + "metadata": {}, + "source": [ + "Both networks behave similarly inasmuch the rates are stationary with only very small fluctuations around the baseline in the LIF case.
\n", + "Next, we turn to the auto-covariance function." + ] + }, + { + "cell_type": "code", + "execution_count": 21, "id": "9036e802", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1010,7 +1068,7 @@ "source": [ "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", "\n", - "# Plotting the auto-correlation function.\n", + "# Plotting the auto-covariance function.\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n", "plt.ylabel('Covariance')\n", @@ -1022,7 +1080,7 @@ "id": "52339454", "metadata": {}, "source": [ - "Examining the auto-covariance function, we first note that again the overall values are small. Moreover, we see that for non-vanishing time lags the auto-covariance function quickly decay.
\n", + "Examining the auto-covariance function, we first note that again the overall values are small. Moreover, we see that for non-vanishing time lags the auto-covariance function quickly decays.
\n", "This means that the network has no memory of its previous states: Already after few time step we lost almost all information of the previous network state, former states leave little trace in the overall network activity.
\n", "Such a network is unfit to perform meaningful computation." ] @@ -1039,12 +1097,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "78d091ea", "metadata": {}, "outputs": [], "source": [ - "num_steps = 750\n", + "num_steps = 1000\n", "rcfg = CustomRunConfigFloat(select_tag='lif_neurons', select_sub_proc_model=True)\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", @@ -1072,13 +1130,13 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "id": "bd6aba46", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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t48elL/9y6YknpIsXR/uO7W3pySelp56SXvta6coV6YUvlN72tmJydHU60pkz0oULUuhEnJmRDh2SLl/203rfJ+cZZGbGd8/Oz0vHjkmnT0vnz0unTknnzvnvCw4f3v1573zPPSc9/XSGKz6m55+X/viPpVe9yr8ftI2ymJb272ZnpVtv3flv7J57yP0GbG/7c+7zz0uvfvXkjsdYzgvDTKvXs932wwjXx1C2CxekH/qhnbK96U27y2uW7fJHOa9Pst6vXpWkY42s1jfKW4d53jIrqqtykrcBQ7fvXt2/vZ9Pqpu4amZm/AlLirsLHMWI9RYRgDSObzv30IEsvinKHq1WS7rjjp0eLbPxW6ihR6uorspWa7werf1a+qFHq7fHatQerYWF8v/HOMkerWnpAkd6zaZ0113StWv+/bQcG2VfJuWIsxyT7tF69tnHLygjUfZoAQAAFKXywfAMwQNgWoUhTWJK7xCGThnnnBzS1YSUAsnXND3qj+kTZY8WQ/AAmFYxp3UZ55y833pxvkdMJt6jZWZvNrMjZjZnZh0z+6yZfVcWBeiHIXgATKswpElM6R3C0CnjnJNDupqQUiD5mqZH/TF9UvVomdkfOudeamb/WNJrJH2fpN91zn1NmoUQowUAAMqiiBit8HTizZL+h3Puc1ksfC/EaAEAgCpI29B6l5l9QtKNkjpm9kWSnsurUFtb/l7+1lZeSwAAAMhfqoaWc+4Nkk5Iusk593lJfy3plrwKRYwWAACogmESln6lpDUzS/7NL2ZcHkl+KBOGMwEAAGWX9qnDX5L045JeKelru69MgsT6IUYLAABUQdoerZskrbtJJN3S7hgterYAAEBZpQ2G/6ikv5NnQZKI0QIAAFWQtkfrBkkfM7MPSboaJjrnvi2XUgHAFOt0dgahN2Mg4VH+7tgx6fbbpfPn/T/t3B1BUdImLP17/aY7534nzUIYggcA0ot5GJ4yWVyULl3iWoLhTTxhabdB9QlJi93Xx9M2skbBrUMA0yw5DE8MQ/CUbZlhyKBmk2sJipe2R+s7JLUl/bYkk/QNku50zr0jzUIYggcAAJRFEUPw/AdJX+uce71z7lZJL5fUzKIA/ZDeAQAAVEHahtaMc+4zifdPDvG3Q2MIHgAAUAVpG0vvNbP3mdlpMzst6d2S3pNXoYjRAgAAVbBvegczM0n3yGeDf2V38ludc7+eV6EYggcAAFTBvj1a3Wzw73HOvdM5933dV26NLGl3jFa7LS0sSEeP+idJZmf9q1a7ftr8vHT2bDXiu9ptqV7vv56jTqvVpEZD2tgoZvt0Ov5JoLm5/mXrV/61tfLXJQBgeqV96vBeSW9xzn14lIWMk0fr4Yd9HpS0Zmak7e3y5005cmS49R5WEdtn1NxAZa9LAEC5FPHU4ddJ+n0z+79m9hEze9jMPpJFAfpJxmg1m9LBg+lyqdTr0m23VSO+q9n0PTpZ56RZXpbW14vZPoNyA+1V/tXV8tclAGB6pe3RWu033Tn3aJqFkEcLAACURRE9Wm6PVy7IowUAAKog7aDS75ZvWJmkeUlfIumTkjbyKFQyjxZPHwIAgLJKO9bhVzvn/m7350vkM8P/fl6FIo8WAACogpGyuzvnHpIPkAcAAMAeUt06NLPvS7ydkXRc0oVcSiRuHQIAgGpI26O1mHjV5WO2bsmrUNw6BAAAVZCqR8s590ZJMrMF59yVfIvEEDwAAKAaUvVomdkrzOxjkj7Rff81ZvYzeRWK9A4AAKAK0t46/ClJr5L0pCQ55/5I0jfmVKZdMVoAAABllfqpQ+fcp3omXcu4LH+LGC0AAFAFaROWfsrMTkhyZjYn6XslfTyvQhGjBQAAqiBtQ+t7JP20pBdJ+rSk/yXp9rwK1elIZ85IFy5IzkkzM9KhQ9Lly/69lO20vL+fcsS5TMoRZzliWHcz6dgx6fbbpXPn/LTDh6V77onnn8B2W7rrLula995C2vWcnZVuvVW6/34/XdpZN8mHbLRaO+vZ6Uh33OHnfe456eLF6doXKEcc5ZjkMq9elaRjDWUk1aDS4xp2UOmTJ32MFgAUaXFRunRp5/2JE76BEoMjR3aXbRgzM9L29u5pJ074nx/4wO715HyM6XR827mHDmTxTQN7tMxsUDi6c879SBaF6NVq0aM1beWY5nWnHMUvs3faXj1aMcWNNpvZ9miFdQs9WkGrRY8W5Si+HJPu0Xr22cczS8o+sEfLzL6/z+RDkm6T9IXOucNpFjJsjxYAAEBRzOxB59xNWXzXzKAPnXM/EV6S3irpoKTvlvR2SV+aRQH6IY8WAACogoENLUkysxeY2X+U9BH5W43HnXP/zjn3mbwKRR4tAABQBQMbWmbWlvRhSZckfbVz7oedc0/lXSjyaAEAgCrYr0fr+yUdk3SXpAtm9kz3dcnMnsm/eOXW6Uirq9LcnFSrSUeP+t9nZ/2rd1qaeSYxbb95ajVpba26t3bbbaleH207NhrSxkZ1t00eksfJKPttve63++qq3/bt9k7oQQhDOHt2+Doty/E46XKE7d1o+N/Ltu4co5i0qNM7xPQo9Siq/lh02etnL+M8Nh9UddvkIevjJKRkSKYr6JfOANONYxSDZBkMP5vFl2St1br+EeMySqapMIvr8dVxyhEefS97/exl1MfmZ2b8f9A33FDdbZOHcdO5XLkiLS1J8/M+TcHp09L587vTFWxsSPfeO1ydluV4nHQ5wvaWpKeflhYWyrXuHKOYtCh7tAAAAIoysfQORSG9AwAAqIIoG1qkdwAAAFUQZUOL9A4AAKAKogyG39zcGTkeAACgrKLs0SJGCwAAVEGUDS1itAAAQBVE2dAiRgsAAFQBMVoAAAA5ibJHixgtAABQBVE2tIjRAgAAVRBlQ4sYLQAAUAVRNrTSarelel2anfWvWk1qNKTVVT+ILLceAaCc2m0/YPXRo9Lc3O7zfB7T6nWuH8hHlINKnzzpbx2eOCHdf//e8x05Il26tPfn+/09ACBO+53f88b1Y7pVflDptLcOm03/38iBA/41NyctL0srK9L6OrceAaCsmk3p4EFpacn3PCXP83lMq9W4fiAfUfZoAQAAFKXyPVqdjr9HvrEhnT3ru5Bvvvn6eKy1tXLdR+90/P3/EB/QGy8wbpxBiC8gxgBAFYVrQ6Mx3Dkxq/NhMi44r1ixQdPGWc+w7VZXd7bfOHFsyWtNu50uJVMydVP4vd3eud6H38N3J+t5r1i65N/Hes2LskcrxGhJ0syMtL2997xluo+eXK9JKNO2AYD9jHMOzeJ8WHTcWBp7rWee15/FRb9d9tvGyfhryf8e/jb5PaMsW8r2mpdlj1aUmeFbLemOO/zvJ09Kb3+79A3fIN13n3Ttmp8+MyMdO1au++itlnTmjHThguScX4dDh6TLl/u/l4abdvSoND/v3x8+XK5tAwD7CdeGJ56QLl5Mf07M6nzYbEp33eWvQ+Oer0eZNs56hm13+bL03HN++5kNV44rV3w8W7jOSH6Zp09L58/vv41bLZ8fM8y3tSWdOiWdO+ffnz7tf7982b8P5Uyue7IMYdnh72O95kXZowUAAFCUqYrRivWeKwAAwH6ibGhtbUkf+5h/MQwPAAAoqygbWq2Wz2NCLhMAAFBmUQbDb25KjzxSdCkAAADGE2WPVjLXBgAAQFlF2dDa2vL5NYjPAgAAZRZlQyvtWIcAAAAxi7KhBQAAUAVRNrS4dQgAAKogyoYWtw4BAEAVRJveYXOz6FIAAACMJ8oerZDe4exZqV6XajU/aObcnDQ761+902o1aW0tv5QQoUzttrS6unu5+5Ut7bQsvyuGcuRdJ5PU6fh6r9elRiO74aHa7f77eNX2hdiXWcZyjLMfhv15mHUdNE84LlZXfZna7Z3zZfi5seE/D68wX+/03s/3SvXTe0z2/m0VzjuohigHlT550sdozcxI29vDLevECen++4cs4BBlWlyULl3K/vurLK86maRQ/0lZrNeRI+xPGM8o+2G//TlL4TzZ+3Ov+fb7nn7ruN86VOG8g+JkOah0lLcOWy0fCL+xId17r+ScdOiQdPmy/13yjbDktJkZ6dix/OK6QplOnZLe8hbpwoWd5e5XtrTTsvyuGMphlm+dTFKrJZ05Iz32mLS0JN1wQzbr1WxKd911/T5etX0h9mWWsRxHj46+H4b9eZjz2KB5rlzxx8X8vHT4sHT6tHT+vD9fhp/nzvm/DcJ8vdN7Pz9/vv869h6T8/O7/7YK5x1UQ5Q9WgAAAEXJskcr6hgt7rFnJxnPEEtsSpaxTshPp+PriboCgOFF2aMV7r1zjz07ecdkjIN6jlty36GuAEyDyvdokUcre62WtLLie5KWlnyv0oED/jU3t3ta7/u8pi0vS+vr1HPsWi1fT9QVAAwvyh4tAACAolS+R4sYrXIKsTyNxnC5dqhnjCOZE6qoPFrEGwLYS5Q9WsRoldOwcWCDcuQAacUUf8i+DFRD5Xu0iNEqpxDLs7zcP0arVvOfraz4+ZpN6hnjC/GHs7PZxhISbwggC1EmLEU5bW5Kjzwy3N/ceWc+ZcH02NyUHn206FIAQH9R9mhtbflbAVtbRZcEAABgdFE2tLh1CAAAqiDKW4ebm/4FAABQZlE2tDodf9sw9GjdcYf0xBPSxYvTOXhskeUw2xm8NjnAa5qGcLvdf8Dksqx7lt9/5Yq0sLCzTad9e/QOBn/77cPtW+Not6W77/bpRqiDuMtR1DLDPrnXgNfS3oNiP/cc16qyL/PqVUk61uhf88OLPr2DFM+j29Nu2HQMR474+YH9TDLVB/sl0gj75LjzoKyObzv30IEsvinKHq1Wix6tWMqxV49WGs0mPVr0aA3fo5W3ZpMerbKUgx6t4rdHLOWYdI/Ws88+fqF/zQ8vyh4tAACAolQ+YSlD8AAAgCqIsqFFHi0AAFAFUTa0yKMFAACqIMpgePJoAQCAKoiyR2uvGK1OR9rYkFZX/c9JxHB1On55c3N+UOSjR/3vs7P+NWhavS41GpMtbxrtti/bXusw7HpmMS3NdoxpGwJAFSSvcVmcr4u4RmQ9bWFBmqo8WsmcOmF6MImcO73LHMckyptGmfMIxbINAaAKsrzGVUt2ebSi7NHaK0ar1ZLW16WVFf9zEjFcrZZf3uysb/kuLfnfDxzwr0HTajVpeXmy5U2j2fRl22sdhl3PLKal2Y4xbUMAqILkNS6L83UR14ispx08KEnZ5dGKMkZrL5ub0iOPTH6Zjz462WXm7c47/QtAeYQhra5dyzex7tKST1B8zz3Eyk6DKl7jsmB24fHMvqtMtw4BYFpN+pY/519Ms8onLCW9AwDslrzln9ctE27TA9mLskcLAACgKJXv0WIIHgAAUAVRNrQYggcAAFRBlA0tYrQAAEAVRJnegSF4AABAFUTZ0Op0/G3DU6ekc+f8tNOnpbe8Rbpwwed+GZQL5upV6Y1vJFdUUsjB49z+eXXyytET2zIpR5zlmOZ1pxzX5/M6fdpfBy5f1i7PPSddvJiubGZ+aJX5eenwYXKEYbKifOow5NFaXNzJG5P8PY3FRemZZ4YsaIWVedgdANNr2HN/GuQIw36yfOowyh6tVmv8Hq1ms6DCR6rZpEeLcpSjHNO87pRjMj1axP9ikqJsaAXHj+/c/kub6qFW87035875vy9r9/Awt/oGTUueXN7znsltj05HOnPGN4yzkDwBx2pmRvr2b/fDRLVa5dv32m3p7rvTzz8z4y+Gsd2OSQ5Vg+HMzEgvfKH0trdlV5edjnTHHdITT6T/m+1t6cknpaeekt70pv3Pdb3rkPY2YbJsodHWbxnT2NidRDlCA7ioIZ96zxXJzhrpWCOzBTnncn/deOONbhgnTjgn+Z+904Z5Jf++bBYXh1/fmLbHKPVVhdfMTHn3vXH3uVjWOY9jZ9peWdZl0eeCQetSdNl4paunvAw+V7zsmnPZtIFmMmuxZahfeoe0I4wvL/v5yj6ERBhuY9xhNYraHsn6ymJk9uQQIbGOEF+vS7fdVt7UJM2mH7U+7fYIw7XEdrwlh6opal+IZZ8cZQie1dVs67LV8vvH8vJk1n2Y817ask3jvjCJcoS6Kur8sde54uBBSXo8o/sxkQbDAwAAFGUqh+DpdPx/WnNzviVcq/l7u+H9ONOS72s1aW0t3uF/2m1pYSHdOjUa0sZGtuvSbvuemzzrYNzvohyjT5ufl86e9fvN6urOq9EYv2xhn0x+7+pq9vto775atjqoajl66z6vep92aa8RZdsn95snec07e3bnOjXKMhcWpCxjtKLs0QrpHZKP4IZpkxLr47+jpGnIcl1IE1F9MzM+GHmS8jje2FfjF+t5tszY77M6hx3fdu6hA1mUZzaLL8laSO/QG6MVnmJzLr8nKMykY8fiiTfp1Wz6J8Pq9f3XKTzNkeW6hDQR167F+RQL5Rhv2uysdOut/uKXfJx+mEfp99sn5+d371N5PW4/TEqTvco7zftC1uXorXvSLOQj7TVinGkx7n/JJxhPnpTuvff6pwnTLvPqVenZZ4nRAgAAyMXUxGiF+6zJe6/t9vXxI733+tPGEdXr6eMGOp3+cSv1ernve+dZjmRcRqi7kyf3rsPe6cPGcGQRP5ZVfNOgsod9aVDcU9n3hd66T1uP4dgP+0LYRpNc93BMh/NDbz1lHfu4X/xp2feFYb4/5vhYDCfrWLFhz8O9cd6FyipPxKDXqHm0Qk6i5GuvvBfJHBx55AMi38r4r1Ave9VPv+nD5FaJIX9Scp/dq+zTuC+lrcewbWKoy6zWKe0688p2u6JYRR7DWeQzlPSAc9m0gWaLbuj1E2K0Njb8fVbndu699huOofdef9o4ojDMQ5q4gVbLZxDujVt5+mnfai/rfe88y9E77MXp09L58ztDK/XWYW/dDhvDkUX8WFbxTdLeZQ/7UjIbddX2hd7s3GnrsXf4rbCNzCa37leu+GM6nB+k3fWUdezjfvGnZd8Xhvn+mONjMZysY8WGPQ+HETpiQIwWAABAQuUHlQ7jT12+nH2vUb9p0/IfY8zlmOZ1pxzFL5NyxFmOaV53ylHcMrMe6zDKHq1J58wCAADYMQV5tOjRmq5yTPO6U47il0k54izHNK875Si2RyvLPFpRNrQkH4R6zz3S5mbRJQEAANPE7MLjWX3XTFZflKWtLX/rcGur6JIAAACMLsqGVqvlx8CK5dFMAACAUUR563Bzk1uGAACg/KLs0QrDcAwaCmdjw6fZX1gYbdiGLIZrKdsQF3mVo173dRCG2Ilm2AMghTAETu9wWmU9HqtUjmled8pR3DIXFqSpSe9w4sROlu3ezyT/hMD2tv+937yDHDkiXbqUfn7sb3HRb9Nh6wIoEulkAFwvu/QOUfZoDYrRarWk9XX/uu026eBB/9/osPFczaZvvR444Fu0S0u+RXvgQHHTylqOWs3XQbNJbB3Kp9WSVlb8flyF47FK5ZjmdaccxS3z4EFJyi69Q5Q9WgAAAEXJcgieKHu0BsVoIZ0Qy9ZojH4vvF73f7+xQV0A/bTbPp6jKrEpe02r1faOhU3Guxa57o2G71nnfIXYRNmjNShGC+lkHXdCXQDXm7ZYz37ngRi3AecrjKvyPVrk0RpfiGVbXh79Xnit5v9+fZ26APppNn08R1ViU/aaNje3dyxsMt61yHVfXvaxdpyvEJsoe7QAAACKUvkerUExWiEeoN+9/LU1n1tr2HiBScU7EO8EAMDeBl3jB+VyjPn6GmWP1qAYrf3iAZK5tWJF/AAAANcbN+Yvq+tr5Xu0BsVohXiAfvfyV1d9bq1h4wUmFe9AvBMAAHsbdI0flMsx5uvrbNEFGNadd/rXIG9962TKAgAAspPmGl82UfZobW35W4dbW0WXBAAAYHRRNrRI7wAAAKogyluHm5v+BQAAUGZR9mgBAABUAQ0tAACAnNDQAgAAyAkNLQAAgJzQ0AIAAMgJDS0AAICc0NACAADICQ0tAACAnNDQAgAAyAkNLQAAgJyYcy7/hZhdkvTJ3BeEvNwg6YmiC4GRUHflRv2VF3VXbl/hnFvM4osmNdbhJ51zN01oWciYmT1A/ZUTdVdu1F95UXflZmYPZPVd3DoEAADICQ0tAACAnEyqofXWCS0H+aD+you6Kzfqr7you3LLrP4mEgwPAAAwjbh1CAAAkJPcG1pm9moz+6SZ/amZvSHv5WE4ZvbFZvZbZvYxM3vEzL63O/0FZvZ+M/uT7s+j3elmZvd06/MjZna82DWAmR0wsz8ws3d133+JmX2wW0f/3cxq3en17vs/7X6+VmjBITNbMrN3mNknzOzjZvYKjr1yMLN/2z1nftTMfsXM5jn24mVmP29mnzGzjyamDX2smdnru/P/iZm9Ps2yc21omdkBSf9V0j+StC7pn5nZep7LxND+RtL3O+fWJX29pNu7dfQGSR3n3EskdbrvJV+XL+m+zkr62ckXGT2+V9LHE+9/TNJPOue+XNJTkm7rTr9N0lPd6T/ZnQ/F+mlJ73XOfaWkr5GvR469yJnZiyTdIekm59xXSTog6TvFsRezc5Je3TNtqGPNzF4g6W5JXyfp5ZLuDo2zQfLu0Xq5pD91zv2Zc+55SW+XdEvOy8QQnHN/5Zx7qPv7JfkT/Yvk6+ne7mz3SjrV/f0WSb/ovP8jacnMXjjZUiMwsxdLulnSz3Xfm6RvlvSO7iy9dRfq9B2SNrvzowBm9gWSvlHS2yTJOfe8c+5pceyVxaykg2Y2K2lB0l+JYy9azrnflXSxZ/Kwx9qrJL3fOXfROfeUpPfr+sbbdfJuaL1I0qcS7/+yOw0R6nZnv0zSByU1nHN/1f3oMUmN7u/UaVx+StIPStruvv9CSU875/6m+z5ZP39bd93PP9edH8X4EkmflfQL3Vu/P2dmh8SxFz3n3Kcl/bikv5BvYH1O0oPi2CubYY+1kY5BguEhSTKzw5J+TdK/cc49k/zM+UdTeTw1Mmb2Gkmfcc49WHRZMJJZSccl/axz7mWS/lo7ty4kcezFqnu76Bb5xvIxSYeUomcD8crzWMu7ofVpSV+ceP/i7jRExMzm5BtZ/805987u5MfDbYnuz890p1On8Tgp6dvM7P/J35b/ZvmYn6Xu7Qxpd/38bd11P/8CSU9OssDY5S8l/aVz7oPd9++Qb3hx7MXvH0j6c+fcZ51zn5f0TvnjkWOvXIY91kY6BvNuaH1Y0ku6T2LU5IMFfzPnZWII3TiBt0n6uHPuPyc++k1J4YmK10v6jcT0W7tPZXy9pM8lul4xQc65H3LOvdg5tyZ/bP1v59w/l/Rbkl7bna237kKdvrY7P70lBXHOPSbpU2b2Fd1Jm5I+Jo69MvgLSV9vZgvdc2ioO469chn2WHufpG8xs6PdXs1v6U4bKPeEpWb2rfJxJAck/bxz7kdzXSCGYmavlPR7kh7WTpzPv5eP0/pVSSuSHpX0Hc65i92Tylvku8mvSPpu51xmg29iNGb2TZJ+wDn3GjP7UvkerhdI+gNJ3+Wcu2pm85J+ST4O76Kk73TO/VlBRYYkM3up/IMMNUl/Jum75f8B5tiLnJm9UdLr5J/c/gNJ/0I+XodjL0Jm9iuSvknSDZIel3968LyGPNbM7Iz8NVKSftQ59wv7LptGNQAAQD4IhgcAAMgJDS0AAICc0NACAADICQ0tAACAnNDQAgAAyAkNLQCZMbMvNLM/7L4eM7NPd3+/bGY/M6EyvLSbVgYACje7/ywAkI5z7klJL5UkM/thSZedcz8+4WK8VNJNkt4z4eUCwHXo0QKQOzP7JjN7V/f3Hzaze83s98zsUTP7J2b2ZjN72Mze2x0SSmZ2o5n9jpk9aGbvC0Nl9Hzvt5vZR83sj8zsd7sjULQkva7bk/Y6MztkZj9vZh/qDt58S/dvT5vZb5jZb5vZn5jZ3d3ph8zs3d3v/KiZvW5yWwpA1dCjBaAIXybp70tal/T7kv6pc+4HzezXJd1sZu+W9F8k3eKc+2y3sfOjks70fM+WpFc55z5tZkvOuefNbEvSTc65fyVJZvYm+SFPzpjZkqQPmdl93b9/uaSvks/+/OHuclclXXDO3dz9+y/IbSsAqDwaWgCK8D+dc583s4flh+d6b3f6w5LWJH2FfAPo/X40DB2Q1G9cv/slnTOzX5Uf2Lefb5EffPsHuu/n5YfckKT3d293yszeKemV8rccf8LMfkzSu5xzvzfyWgKYejS0ABThqiQ557bN7POJAXa35c9LJukR59wrBn2Jc+57zOzrJN0s6UEzu7HPbCbfY/bJXRP93/WOQeacc39sZsclfauk/2hmHedca9gVBACJGC0AcfqkpC8ys1dIkpnNmdlG70xm9mXOuQ8657YkfVbSF0u6JGkxMdv7JP3r7kCxMrOXJT77h2b2AjM7KOmUpPvN7JikK865X5bUlnQ8+9UDMC3o0QIQnW6s1Wsl3dONkZqV9FOSHumZtW1mL5HvtepI+iNJfyHpDWb2h5L+k6Qf6f7tR8xsRtKfS3pN9+8/JOnXJL1Y0i875x4ws1d1v3db0ucl/cu81hNA9dlOjz0ATA8zO61E0DwA5IFbhwAAADmhRwsAACAn9GgBAADkhIYWAABATmhoAQAA5ISGFgAAQE5oaAEAAOSEhhYAAEBO/j9AN1G99TS29QAAAABJRU5ErkJggg==\n", 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" ] @@ -1105,25 +1163,79 @@ }, { "cell_type": "code", - "execution_count": 23, - "id": "25e27549", + "execution_count": 24, + "id": "36559ace", "metadata": {}, "outputs": [], "source": [ - "window = np.ones(25)\n", - "binned_sps_critical = np.asarray([np.convolve(spks_critical[i], window) for i in range(dim)])\n", + "window = np.ones(window_size)\n", + "binned_sps_critical = np.asarray([np.convolve(spks_critical[i], window) for i in range(dim)])[:, :-window_size + 1]\n", "lags, ac_fct_lif_critical = auto_cov_fct(acts=binned_sps_critical.T)" ] }, + { + "cell_type": "markdown", + "id": "94745334", + "metadata": {}, + "source": [ + "We again compare the rate of both networks in the same state." + ] + }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, + "id": "25e27549", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "offset = 50\n", + "timesteps = np.arange(0,1000, 1)[offset: -offset]\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(15,5))\n", + "ax1.set_title('Mean rate of Rate network')\n", + "ax1.plot(timesteps,\n", + " (states_critical - states_critical.mean(axis=0)[np.newaxis,:]).mean(axis=1)[offset: -offset])\n", + "ax1.set_ylabel('Mean rate')\n", + "ax1.set_xlabel('Time Step')\n", + "ax2.set_title('Mean rate of LIF network')\n", + "ax2.plot(timesteps,\n", + " (binned_sps_critical - np.mean(binned_sps_critical, axis=1)[:, np.newaxis]).T.mean(axis=1)[offset: -offset])\n", + "ax2.set_xlabel('Time Step')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a1134ac2", + "metadata": {}, + "source": [ + "Again, we observe a similar behavior on the rate level:
\n", + "In both networks the mean rate fluctuates on a longer time scale with larger values around the baseline in a similar range.
\n", + "Next we compare the auto-covariance functions:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, "id": "2c79c458", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1170,7 +1282,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "id": "a9f2f809", "metadata": {}, "outputs": [], @@ -1223,7 +1335,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "id": "f199fbe1", "metadata": {}, "outputs": [], @@ -1251,13 +1363,13 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "id": "fb934b23-0bdd-41fe-a798-493e0fd75024", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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nXXR9z869cOFCNmzYwI477kiSnr3PIFUVGzZsYOHChYMORdIImy6XH39oZ53hUcjLsHm52QJZUl/svvvurF27lvXr1w86lJ5auHAhu++++6DDkKRpjUpehpnnZgtkSX2x9dZbs2TJkkGHIUlqmJcn5xxkSRpRSc5Ksi7JVdO0e1qSjUle2K/YJGmQLJAlaXSdDSydqkGSBcDbgS/0IyBJGgYWyJI0oqrqUuD2aZodB3wCWNf7iCRpOFggS5ImlGQ34AXAGV20XZZkZZKVo3DBj6T5zQJZkjSZ04G/rqp7p2tYVWdW1VhVjS1atKj3kUlSD7mKhSRpMmPAuc36qDsBz02ysao+PdCoJKnHLJAlSROqqvvWf0pyNvAZi2NJo8ACWZJGVJKPAQcBOyVZC5wEbA1QVe8fYGiSNFAWyJI0oqrqiBm0PaqHoUjSUPEiPUmSJKnFAlmSJElqsUCWJEmSWiyQJUmSpBYLZEmSJKnFAlmSJElqsUCWJEmSWiyQJUmSpBYLZEmSJKnFO+lJkjQbVpwyfZuDT+x9HJK2mCPIkiRJUosFsiRJktRigSxJkiS19KxATrJHkhVJrklydZI/b/bvkOSiJN9pfm7f7E+S9yZZk2R1kv17FZskSZI0mV6OIG8E3lBV+wDPAI5Nsg9wAnBxVe0FXNxsAzwH2Kt5LAPO6GFskiRJ0oR6ViBX1a1VdUXz/E7gWmA34DDgnKbZOcDzm+eHAR+ujsuARyfZpVfxSZIkSRPpyxzkJIuB/YCvATtX1a3NoR8AOzfPdwNubr1sbbNPkiRJ6puer4OcZFvgE8DrquqOJPcdq6pKUjM83zI6UzDYc889ZzNUSbPktIuun7bN8Yfu3YdIJEmauZ6OICfZmk5x/NGq+mSz+7bxqRPNz3XN/luAPVov373Z9wBVdWZVjVXV2KJFi3oXvCRJkkZSL1exCPBB4Nqqenfr0AXAkc3zI4H/aO1/ebOaxTOAn7SmYkiSJEl90cspFgcCfwxcmWRVs++NwKnA+UmOBr4HvLg5diHwXGAN8DPgFT2MTZIkSZpQzwrkqvoykEkOHzJB+wKO7VU8kiRJUje8k54kSZLUYoEsSZIktVggS9KISnJWknVJrprk+EuTrE5yZZKvJHlKv2OUpEGwQJak0XU2sHSK4zcCz6qqJwNvBc7sR1CSNGg9v1GIJGk4VdWlzZ1OJzv+ldbmZXTWp5ekec8RZElSN44GPjvZwSTLkqxMsnL9+vV9DEuSZp8FsiRpSkkOplMg//VkbbzLqaT5xCkWkqRJJfkN4APAc6pqw6DjkaR+cARZkjShJHsCnwT+uKquH3Q8ktQvjiBL0ohK8jHgIGCnJGuBk4CtAarq/cCbgR2B5UkANlbV2GCilaT+sUCWpBFVVUdMc/xPgD/pUziSNDScYiFJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBL0ohKclaSdUmumuR4krw3yZokq5Ps3+8YJWkQthp0AJKkgTkb+Cfgw5Mcfw6wV/N4OnBG81Oba8Up3bU7+MTexiFpSo4gS9KIqqpLgdunaHIY8OHquAx4dJJd+hOdJA2OBbIkaTK7ATe3ttc2+x4kybIkK5OsXL9+fV+Ck6RecYqFNAJOu+j6QYegea6qzgTOBBgbG6sBhyNJW8QRZEnSZG4B9mht797sk6R5zQJZkjSZC4CXN6tZPAP4SVXdOuigJKnXnGIhSSMqyceAg4CdkqwFTgK2Bqiq9wMXAs8F1gA/A14xmEglqb+6KpCTfBL4IPDZqrq3y9ecBfw+sK6qntTsOxn4U2D8Co43VtWFzbETgaOBe4DXVtXnZ9APSRppm5Onq+qIaY4XcOwshCdJc0q3UyyWA38EfCfJqUke38VrzgaWTrD/tKrat3mMF8f7AIcDT2xeszzJgi5jkyRtXp6WJE2gqwK5qr5YVS8F9gduAr6Y5CtJXpFk60leM936mm2HAedW1d1VdSOdr/MO6PK1kjTyNidPS5Im1vVFekl2BI4C/gT4JvAeOon4ohm+52uaW5aelWT7Zp9rbUrSFprFPC1JI62rAjnJp4D/Ah4O/EFVPa+qzquq44BtZ/B+ZwC/CuwL3Ar8w8zC7ay1WVVjVTW2aNGimb5ckualWczTkjTyul3F4l/G5wuPS/LQZkrEWLdvVlW3tV7/L8Bnmk3X2pSkLTMreVqS1P0Ui7+bYN9XZ/pmSXZpbb4AuKp5fgFweJKHJlkC7AV8fabnl6QRNit5WpI0zQhyksfSmQv8sCT7AWkOPZLO13hTvXai9TUPSrIvUHQuIvkzgKq6Osn5wDXARuDYqrpn87okSaNjS/K01G/LVy3vqt0x+x7T40ikqU03xeLZdC742B14d2v/ncAbp3rhJOtrfnCK9m8D3jZNPJKkB9rsPC0Nq24KaYto9dKUBXJVnQOck+QPq+oTfYpJktQl87Qkzb7ppli8rKr+FVic5PWbHq+qd0/wMklSn5inJWn2TTfF4hHNT5cIkqThZJ6WpFk23RSLf25+/m1/wpEkzYR5WpJmX7c3CnlHkkcm2TrJxUnWJ3lZr4OTJHXHPC1Js6fbdZB/r6ruAH6fzvJsvwb8Za+CkiTNmHlakmZJtwXy+FSM/w18vKp+0qN4JEmbxzwtSbOk21tNfybJt4GfA69Osgi4q3dhSZJmyDwtSbOkqxHkqjoB+F/AWFX9Evgf4LBeBiZJ6p55WpJmT7cjyABPoLPOZvs1H57leCRJm888LUmzoKsCOclHgF8FVgH3NLsLE68kDQXztCTNnm5HkMeAfaqqehmMJGmzmaclaZZ0u4rFVcBjexmIJGmLmKclaZZ0O4K8E3BNkq8Dd4/vrKrn9SQqSdJMmaclaZZ0WyCf3MsgJElb7ORBByBJ80VXBXJVXZLkccBeVfXFJA8HFvQ2NElSt8zTkjR7ul3F4k+BZcAOdK6S3g14P3BI70KTJHVrc/N0kqXAe+gU0x+oqlM3Ob4ncA7w6KbNCVV14WzHP+tWnNJdu4NP7G0ckuakbqdYHAscAHwNoKq+k+QxPYtKkjRTM87TSRYA7wMOBdYClye5oKquaTX7G+D8qjojyT7AhcDiHsQvqU9Ou+j6adscf+jefYhkeHW7isXdVfWL8Y1mEXqXEpKk4bE5efoAYE1V3dC89lwefPe9Ah7ZPH8U8P1ZileShla3BfIlSd4IPCzJocDHgf/sXViSpBnanDy9G3Bza3tts6/tZOBlSdbSGT0+bqITJVmWZGWSlevXr9+c+CVpaHQ7xeIE4GjgSuDP6CTJD/QqKEnSjPUqTx8BnF1V/5DkN4GPJHlSVd3bblRVZwJnAoyNjfkN4zyzfNXyQYcg9VW3q1jcm+TTwKeryqEBSRoym5mnbwH2aG3v3uxrOxpY2rzHV5MspLPm8roti1iShteUBXKSACcBr6GZjpHkHuAfq+otvQ9P0mSW/3h150kXIztX3LFhRufe/5Ev2ZyQNABbmKcvB/ZKsoROYXw48EebtPlvOithnJ3k14GFgAMlkua16eYgHw8cCDytqnaoqh2ApwMHJjm+59FJkqaz2Xm6qjbSKaw/D1xLZ7WKq5O8Jcn4HfjeAPxpkm8BHwOOqiqnUEia16abYvHHwKFV9cPxHVV1Q5KXAV8ATutlcJKkaW1Rnm7WNL5wk31vbj2/hk4BLkkjY7oR5K3bSXdcM79t696EJEmaAfO0JM2y6QrkX2zmMUlSf5inJWmWTTfF4ilJ7phgf+hcqCFJGizztCTNsikL5Kpa0K9AJEkzZ56WpNnX7Y1CJEmaf1acMn2bg0/sfRyShkq3t5qWJEmSRoIjyJIkjTBvIy09mAWypAe54o7zenZu79InSRp2FsjSTHUzZ1GSJM1ZzkGWJEmSWiyQJUmSpBYLZEmSJKnFAlmSJElq8SI9SZIk9cRpF10/5fHjD927T5HMjCPIkiRJUosFsiRJktRigSxJkiS1OAdZkqRh0+0NiQ4+sbdxSCPKEWRJkiSppWcFcpKzkqxLclVr3w5JLkrynebn9s3+JHlvkjVJVifZv1dxSZIkSVPp5Qjy2cDSTfadAFxcVXsBFzfbAM8B9moey4AzehiXJEmSNKmeFchVdSlw+ya7DwPOaZ6fAzy/tf/D1XEZ8Ogku/QqNkmSJGky/b5Ib+equrV5/gNg5+b5bsDNrXZrm323sokky+iMMrPnnnv2LlJJPTXd4vEwvAvIS5Lmt4FdpFdVBdRmvO7MqhqrqrFFixb1IDJJkiSNsn4XyLeNT51ofq5r9t8C7NFqt3uzT5LUQ0mWJrmuuUj6hEnavDjJNUmuTvJv/Y5Rkvqt3wXyBcCRzfMjgf9o7X95s5rFM4CftKZiSJJ6IMkC4H10LpTeBzgiyT6btNkLOBE4sKqeCLyu33FKUr/1bA5yko8BBwE7JVkLnAScCpyf5Gjge8CLm+YXAs8F1gA/A17Rq7gkSfc5AFhTVTcAJDmXzkXT17Ta/Cnwvqr6EUBVrXvQWaQBWL5q+bRtjtn3mD5EovmoZwVyVR0xyaFDJmhbwLG9ikWSNKGJLpB++iZt9gZI8n+BBcDJVfW5/oQnSYPhraYlSVPZis4a9QfRuT7k0iRPrqoftxu5wpCk+cRbTUvS6OrmAum1wAVV9cuquhG4nk7B/ACuMCRpPrFAlqTRdTmwV5IlSbYBDqdz0XTbp+mMHpNkJzpTLm7oY4yS1HcWyJI0oqpqI/Aa4PPAtcD5VXV1krckeV7T7PPAhiTXACuAv6yqDYOJWJL6wznIkjTCqupCOisJtfe9ufW8gNc3j9G04pRBRyCpzxxBliRJkloskCVJkqQWp1hIkuYOpztI6gNHkCVJkqQWC2RJkiSpxQJZkiRJanEOstRDy3+8etAhSJKkGXIEWZIkSWqxQJYkSZJaLJAlSZKkFgtkSZIkqcUCWZIkSWqxQJYkSZJaLJAlSZKkFtdBliRJ0kCcdtH107Y5/tC9+xDJA1kga3SsOGXQEUiSpDnAKRaSJElSiwWyJEmS1OIUC0mSJD3AsM4N7hdHkCVJkqQWC2RJkiSpxSkWkoZWN1/xwfz+mk+S1H+OIEuSJEktFsiSJElSiwWyJEmS1GKBLEkjLMnSJNclWZPkhCna/WGSSjLWz/gkaRAskCVpRCVZALwPeA6wD3BEkn0maLcd8OfA1/oboSQNhgWyJI2uA4A1VXVDVf0COBc4bIJ2bwXeDtzVz+AkaVBc5k2SRtduwM2t7bXA09sNkuwP7FFV/yfJX052oiTLgGUAe+65Zw9ClWZu+arl07Y5Zt9j+hCJ5hpHkCVJE0ryEODdwBuma1tVZ1bVWFWNLVq0qPfBSVIPWSBL0ui6Bdijtb17s2/cdsCTgC8luQl4BnCBF+pJmu8skCVpdF0O7JVkSZJtgMOBC8YPVtVPqmqnqlpcVYuBy4DnVdXKwYQrSf3hHGRpjvvqdzcMOgTNUVW1MclrgM8DC4CzqurqJG8BVlbVBVOfQZLmJwtkSRphVXUhcOEm+948SduD+hGTNKpOu+j6QYeghlMsJEmSpBYLZEmSJKnFAlmSJElqsUCWJEmSWiyQJUmSpJaBrGLRLDh/J3APsLGqxpLsAJwHLAZuAl5cVT8aRHwaMitOGXQEkiRphAxyBPngqtq3qsbvyHQCcHFV7QVc3GxLkiRJfTVMUywOA85pnp8DPH9woUiSJGlUDepGIQV8IUkB/1xVZwI7V9WtzfEfADtP9MIky4BlAHvuuWc/YpUkaTh1MwXt4BN7H4c0zwyqQH5mVd2S5DHARUm+3T5YVdUUzw/SFNNnAoyNjU3YRpIkSdpcA5liUVW3ND/XAZ8CDgBuS7ILQPNz3SBikyRJ0mjre4Gc5BFJtht/DvwecBVwAXBk0+xI4D/6HZskSZI0iCkWOwOfSjL+/v9WVZ9LcjlwfpKjge8BLx5AbJIkSRpxfS+Qq+oG4CkT7N8AHNLveCRJkqS2YVrmTZIkSRq4Qa1iIQ2F5T9ePegQJEkj4LSLrh90CJoBC2RJkiTN2Hwu+p1iIUmSJLVYIEuSJEktTrGQJEnS0OpmKsfxh+49q+/pCLIkSZLUYoEsSZIktTjFQpKkeei+ZSxXLR9sINIcZIEsac4bxPw0SdL85RQLSRphSZYmuS7JmiQnTHD89UmuSbI6ycVJHjeIOCWpnxxBltRXV9xxXs/Ovf8jX9Kzc89HSRYA7wMOBdYClye5oKquaTX7JjBWVT9L8mrgHYC/aEnzmiPIkjS6DgDWVNUNVfUL4FzgsHaDqlpRVT9rNi8Ddu9zjJLUdxbIkjS6dgNubm2vbfZN5mjgsxMdSLIsycokK9evXz+LIUpS/1kgS5KmleRlwBjwzomOV9WZVTVWVWOLFi3qb3CSNMucgyxJo+sWYI/W9u7NvgdI8rvAm4BnVdXdfYpNkgbGEWRJGl2XA3slWZJkG+Bw4IJ2gyT7Af8MPK+q1g0gRknqOwtkSRpRVbUReA3weeBa4PyqujrJW5I8r2n2TmBb4ONJViW5YJLTSdK84RQL9c6KUwYdgaRpVNWFwIWb7Htz6/nv9j0oSRowR5AlSZKkFgtkSZIkqcUCWZIkSWqxQJYkSZJaLJAlSZKkFlexkCRJI2v5quVdtTtm32N6HImGiSPIkiRJUosFsiRJktRigSxJkiS1OAdZkqT57Mb/6q7dkt/qbRzSHGKBrAcbsltEL//x6kGHIEmSRohTLCRJkqQWC2RJkiSpxQJZkiRJarFAliRJkloskCVJkqQWV7HQrHClCQ270y66fto2xx+6dx8ikTQXdXNLam9HPX9YIM8nQ7Y8myRJ0lxkgSxJDUeZJUngHGRJkiTpASyQJUmSpBYLZEmSJKnFOcjDwIvrpFlxxR3n9fT8+z/yJT09vyRpODiCLEmSJLU4gjxEXEtYkiRp8IauQE6yFHgPsAD4QFWdOuCQJGnemi7nJnko8GHgqcAG4CVVdVNPgnG6maQhMVQFcpIFwPuAQ4G1wOVJLqiqa2b1jUzCktRtzj0a+FFV/VqSw4G3A07GljSvDdsc5AOANVV1Q1X9AjgXOGzAMUnSfNVNzj0MOKd5/u/AIUnSxxglqe+GagQZ2A24ubW9Fnh6u0GSZcCyZvOnSa7rU2ybYyfgh4MOYhbNp/7Yl+E01H35V97M62f2knZ/Hjfb8cyCaXNuu01VbUzyE2BHNvmc5lhubhvqv7lZNk1fz+1bIH0wkM/1WI7t91uCf8MAM83NbRPm5mErkKdVVWcCZw46jm4kWVlVY4OOY7bMp/7Yl+E0n/oC868/U5lLubltlD4j+zo/2dfeGLYpFrcAe7S2d2/2SZJmXzc59742SbYCHkXnYj1JmreGrUC+HNgryZIk2wCHAxcMOCZJmq+6ybkXAEc2z18I/P9VVX2MUZL6bqimWDTz214DfJ7OkkNnVdXVAw5rS8y5rxunMZ/6Y1+G03zqCwx5fybLuUneAqysqguADwIfSbIGuJ1OET2fDPVnNMvs6/xkX3sgDgRIkiRJ9xu2KRaSJEnSQFkgS5IkSS0WyJshyQ5JLkrynebn9pO0O7Jp850kR7b2vy3JzUl+ukn7o5KsT7KqefzJHO7LQ5Ocl2RNkq8lWdzjroy/75b256lJrmzifu/4DRGSnJzkltZn89we9mFpkuuaGE6Y4Pikv9skJzb7r0vy7G7P2Ss96stNzWe0KsnKPnVls/uSZMckK5L8NMk/bfKaCf/e1F9J3pnk20lWJ/lUkkcPOqZeSfKiJFcnuTfJvFsabFC5bhCSnJVkXZKrBh1LLyXZo8mh1zR/u3/elzeuKh8zfADvAE5onp8AvH2CNjsANzQ/t2+eb98cewawC/DTTV5zFPBP86QvxwDvb54fDpw3R/rz9aZPAT4LPKfZfzLwF32IfwHwXeBXgG2AbwH7dPO7BfZp2j8UWNKcZ0E355wrfWmO3QTs1Od/J1vSl0cAzwRetem/78n+3nz09wH8HrBV8/ztE+WN+fIAfh14PPAlYGzQ8cxy3waS6wbY398G9geuGnQsPe7nLsD+zfPtgOv78bk6grx52rdePQd4/gRtng1cVFW3V9WPgIuApQBVdVlV3dqPQLvQq74M6va0m92fJLsAj2z6VMCHJ3l9L23JrX8PA86tqrur6kZgTXO+Qd3CvRd9GZTN7ktV/U9VfRm4q914SP7eBFTVF6pqY7N5GZ31oOelqrq2qubKXQ5nalC5biCq6lI6K8vMa1V1a1Vd0Ty/E7iWzh0+e8oCefPs3CoKfwDsPEGbiW7h2s0H+ofN13z/nmSP6ZtvsV715QG3pwXGb0/ba1vSn92a55vuH/ea5rM5a7KpG7Ogm9/1ZL/bqfq1OX+LW6oXfQEo4AtJvpHO7Y37YUv6MtU5p/p702C8ks5ovuaeQeU69UkzdW0/4Gu9fq+hWgd5mCT5IvDYCQ69qb1RVZVkttbK+0/gY1V1d5I/ozMa9TtbetIB9aVnBtSfM4C30inO3gr8A53/kKr/nllVtyR5DHBRkm83IynSpKbKG1X1H02bNwEbgY/2M7bZ1k1fpbkmybbAJ4DXVdUdvX4/C+RJVNXvTnYsyW1JdqmqW5uvSddN0OwW4KDW9u505nxN9Z7t27d+gM582i02iL5w/+1p12aWb0/bw/7cwgO/Wr3vtrtVdVvrPf4F+Mzmxj+Nmdz6d9Pf7VSvHcQt3HvSl6oa/7kuyafofK3a6wJ5S/oy1Tkn/HvT7Jsqb0DnImng94FDmikvc9Z0fZ3Huvl3qjkoydZ0iuOPVtUn+/GeTrHYPO1brx4JTPR/5J8Hfi/J9s3X8b/X7JtUU9CNex6deTa91pO+MLjb0252f5qpGXckeUYzD/bl46/f5LN5AdCrq4a35Na/FwCHN6spLAH2onMR2KBu4T7rfUnyiCTbASR5BJ3Prh9XcM/6LZmn+ntTfyVZCvwV8Lyq+tmg49FmG1SuUw81+fGDwLVV9e6+vXGvrwKcjw868wovBr4DfBHYodk/Bnyg1e6VdC4uWgO8orX/HXTmRt3b/Dy52X8KcDWdK29XAE+Yw31ZCHy8af914FfmyGczRqfg+i7wT9x/t8mPAFcCq+kk3F162Ifn0rlK97t0vhIFeAud/3hP+bulM83ku8B1tFZEmOicffo8ZrUvdK5O/1bzuHoO9eUmOhfT/LT5d7LPVH9vPvr7aD6zm4FVzeP9g46ph319QfM3eDdwG53BgYHHNYv9G0iuG1BfPwbcCvyy+UyPHnRMPernM+lMb1zd+jf63F6/r7ealiRJklqcYiFJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBrTkry/CSV5AnTtHtdkoe3ti9M8ujNeL9HJzmmtb1rkn+f6XkkaT4zN2u+cJk3zUlJzgN2pXMzhpOmaHcTMFZVP9zC91sMfKaqnrQl55Gk+czcrPnCEWTNOc392J8JHE3nTkkkWZDkXUmuSrI6yXFJXksnUa9IsqJpd1OSnZKcmuTY1jlPTvIXSbZNcnGSK5JcmeSwpsmpwK8mWZXknUkWJ7mqee3CJB9q2n8zycHN/qOSfDLJ55J8J8ms3DpckoaRuVnzyVaDDkDaDIcBn6uq65NsSPJU4ABgMbBvVW1MskNV3Z7k9cDBE4xSnAecDryv2X4x8GzgLuAFVXVHkp2Ay5JcAJwAPKmq9oX7Ri3GHQtUVT25+VrxC0n2bo7tC+xH565V1yX5x6q6edZ+E5I0PMzNmjcskDUXHQG8p3l+brO9hM7tYTcCVNXtU52gqr6Z5DFJdgUWAT+qqpuTbA38fZLfpnP77N2AnaeJ55nAPzbn/XaS7wHjSfjiqvoJQJJrgMfRuaWtJM035mbNGxbImlOS7AD8DvDkJAUsoHOP9ss343QfB14IPJbOqAXAS+kk5adW1S+beXILtyDku1vP78F/c5LmIXOz5hvnIGuueSHwkap6XFUtrqo9gBuBbwF/lmQruC9ZA9wJbDfJuc6jM0/uhXQSMsCjgHVNAj6YzqjCdOf5LzrJm+bruz2B6zazf5I0F5mbNa9YIGuuOQL41Cb7PgHsAvw3sDrJt4A/ao6dCXxu/EKQtqq6mk5ivaWqbm12fxQYS3Il8HLg203bDcD/bS40eecmp1oOPKR5zXnAUVV1N5I0OszNmldc5k2SJElqcQRZkiRJarFAliRJkloskCVJkqQWC2RJkiSpxQJZkiRJarFAliRJkloskCVJkqSW/wcbxx+F5D9WJgAAAABJRU5ErkJggg==\n", 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" ] @@ -1302,13 +1414,13 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "id": "22933de6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1353,7 +1465,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "id": "d7d38f3d", "metadata": { "scrolled": true @@ -1361,7 +1473,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1416,7 +1528,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "id": "3cf38774", "metadata": {}, "outputs": [], @@ -1436,7 +1548,7 @@ " ''' \n", " sorted_params = dict(sorted(params.items(), key=lambda x: np.max(np.abs(x[1]['val'])), reverse=True))\n", " \n", - " # Initialize scaling function\n", + " # Initialize scaling function.\n", " scaling_funct = None\n", " \n", " for key, val in sorted_params.items(): \n", @@ -1541,13 +1653,13 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "id": "3d0043ce-2f6f-4f37-8b61-4a8607bac86b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1581,21 +1693,21 @@ "id": "933c833f-f492-46ad-b2af-d101cb401f33", "metadata": {}, "source": [ - "We note that for both variables the distributions attain large (small) values with low probability. We hence will remove them in the dynamical range to increase the precision of the overall representation. We do so by choosing $0.15$ and $0.85$ quantiles as minimal resp. maximal values for the dynamic ranges.
\n", + "We note that for both variables the distributions attain large (small) values with low probability. We hence will remove them in the dynamical range to increase the precision of the overall representation. We do so by choosing $0.2$ and $0.8$ quantiles as minimal resp. maximal values for the dynamic ranges.
\n", "We finally also need to pass some information about the concrete implementation, e.g. the precision and the bit shifts performed.
" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "id": "daab0580-90a7-4e55-97c3-fcf596399f74", "metadata": {}, "outputs": [], "source": [ - "u_low = np.quantile(data_u_critical.flatten(), 0.15)\n", - "u_high = np.quantile(data_u_critical.flatten(), 0.85)\n", - "v_low = np.quantile(data_v_critical.flatten(), 0.15)\n", - "v_high = np.quantile(data_v_critical.flatten(), 0.85)\n", + "u_low = np.quantile(data_u_critical.flatten(), 0.2)\n", + "u_high = np.quantile(data_u_critical.flatten(), 0.8)\n", + "v_low = np.quantile(data_v_critical.flatten(), 0.2)\n", + "v_high = np.quantile(data_v_critical.flatten(), 0.8)\n", "\n", "lif_params_critical = convert_rate_to_lif_params(**network_params_critical)\n", "weights = lif_params_critical['weights']\n", @@ -1620,7 +1732,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "id": "c3cfecc6", "metadata": {}, "outputs": [], @@ -1654,7 +1766,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 36, "id": "8b10fe25", "metadata": {}, "outputs": [], @@ -1664,7 +1776,7 @@ "from lava.proc.lif.models import PyLifModelBitAcc\n", "\n", "# Configurations for execution.\n", - "num_steps = 750\n", + "num_steps = 1000\n", "run_cond = RunSteps(num_steps=num_steps)\n", "\n", "# Define custom Run Config for execution of bit accurate models.\n", @@ -1689,7 +1801,7 @@ "\n", "lif_network_critical_fixed.run(condition=run_cond, run_cfg=rcfg)\n", "\n", - "# Fetching spiking activity\n", + "# Fetching spiking activity.\n", "spks_critical_fixed = outport_plug.data.get()\n", "\n", "lif_network_critical_fixed.stop()" @@ -1697,13 +1809,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "id": "a29e3abe", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1727,30 +1839,68 @@ "source": [ "Comparing the spike times after the parameter conversion, we find that after the first initial time steps, the spike times start diverging, even though certain structural similarities remain.
\n", "This, however, is expected: Since the systems is in a chaotic state, slight differences in the variables lead to a completely different output after some time steps. This is generally the behavior in spiking neural network.
\n", - "**But** the network stays in a *very similar dynamical state* with *similar activity*, as can be seen when examining the auto-covariance function." + "**But** the network stays in a *very similar dynamical state* with *similar activity*, as can be seen when examining the overall behavior of the rate as well as auto-covariance function." ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 38, "id": "b5881949", "metadata": {}, "outputs": [], "source": [ - "window = np.ones(25)\n", - "binned_sps_critical_fixed = np.asarray([np.convolve(spks_critical_fixed[i], window) for i in range(dim)])\n", + "window = np.ones(window_size)\n", + "binned_sps_critical_fixed = np.asarray([\n", + " np.convolve(spks_critical_fixed[i], window) for i in range(dim)])[:,:-window_size +1]\n", "lags, ac_fct_lif_critical_fixed = auto_cov_fct(acts=binned_sps_critical_fixed.T)" ] }, { "cell_type": "code", - "execution_count": 37, - "id": "92cee6ee", + "execution_count": 39, + "id": "4fb468dd", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "offset = 50\n", + "timesteps = np.arange(0,1000, 1)[offset: -offset]\n", + "\n", + "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(15,5))\n", + "ax1.set_title('Mean rate of floating-point LIF network')\n", + "ax1.plot(timesteps,\n", + " (binned_sps_critical - np.mean(binned_sps_critical, axis=1)[:, np.newaxis]).T.mean(axis=1)[offset: -offset])\n", + "ax1.set_ylabel('Mean rate')\n", + "ax1.set_xlabel('Time Step')\n", + "ax2.set_title('Mean rate of fixed-point LIF network')\n", + "ax2.plot(timesteps,\n", + " (binned_sps_critical_fixed\n", + " - np.mean(binned_sps_critical_fixed, axis=1)[:, np.newaxis]).T.mean(axis=1)[offset: -offset])\n", + "ax2.set_xlabel('Time Step')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "f2b8de22", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -1762,8 +1912,6 @@ } ], "source": [ - "lags, ac_fct = auto_cov_fct(acts=binned_sps_balanced.T)\n", - "\n", "# Plotting the auto-correlation function.\n", "plt.figure(figsize=(7,5))\n", "plt.xlabel('Lag')\n",