{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Video visualization\n", "\n", "In this tutorial we'll see how to inject a video visualizer into a simulation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First some boilerplate:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import brian2.only as b2\n", "from brian2 import np\n", "import matplotlib.pyplot as plt\n", "\n", "import cleo\n", "\n", "cleo.utilities.style_plots_for_docs()\n", "\n", "# numpy faster than cython for lightweight example\n", "b2.prefs.codegen.target = \"numpy\"\n", "# for reproducibility\n", "np.random.seed(17230616)\n", "cleo.utilities.set_seed(17900717)\n", "\n", "c_exc = \"xkcd:tomato\"\n", "c_inh = \"xkcd:cerulean blue\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set up the simulation\n", "\n", "### Network\n", "\n", "We'll use excitatory and inhibitory populations of [exponential integrate-and-fire neurons](https://neuronaldynamics.epfl.ch/online/Ch5.S2.html)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "b2.defaultclock.dt = 0.5 * b2.ms\n", "n_e = 400\n", "n_i = n_e // 4\n", "\n", "\n", "def eif(n, name):\n", " ng = b2.NeuronGroup(\n", " n,\n", " \"\"\"\n", " dv/dt = (-(v - E_L) + Delta_T*exp((v-theta)/Delta_T) + Rm*I) / tau_m : volt\n", " I : amp\n", " \"\"\",\n", " threshold=\"v>30*mV\",\n", " reset=\"v=-55*mV\",\n", " namespace={\n", " \"tau_m\": 20 * b2.ms,\n", " \"Rm\": 500 * b2.Mohm,\n", " \"theta\": -50 * b2.mV,\n", " \"Delta_T\": 2 * b2.mV,\n", " \"E_L\": -70 * b2.mV,\n", " },\n", " name=name,\n", " )\n", " ng.v = -70 * b2.mV\n", " return ng\n", "\n", "\n", "exc = eif(n_e, \"exc\")\n", "inh = eif(n_i, \"inh\")\n", "W = 250\n", "p_S = 0.3\n", "S_ei = b2.Synapses(exc, inh, on_pre=\"v_post+=W*mV/n_e\")\n", "S_ei.connect(p=p_S)\n", "S_ie = b2.Synapses(inh, exc, on_pre=\"v_post-=W*mV/n_i\")\n", "S_ie.connect(p=p_S)\n", "S_ee = b2.Synapses(exc, exc, on_pre=\"v_post+=W*mV/n_e\")\n", "S_ee.connect(condition=\"abs(i-j)<=20\")\n", "\n", "mon_e = b2.SpikeMonitor(exc)\n", "mon_i = b2.SpikeMonitor(inh)\n", "\n", "net = b2.Network(exc, inh, S_ei, S_ie, S_ee, mon_e, mon_i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Coordinates and optogenetics\n", "Here we configure the coordinates and optogenetic stimulation. For more details, see the [\"Optogenetic stimulation\" tutorial](optogenetics). Note that we save the arguments used in the plotting function for reuse later on when generating the video." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from cleo.coords import assign_coords_uniform_cylinder\n", "from cleo.viz import plot\n", "\n", "r = 1\n", "assign_coords_uniform_cylinder(\n", " exc, xyz_start=(0, 0, 0.3), xyz_end=(0, 0, 0.4), radius=r\n", ")\n", "assign_coords_uniform_cylinder(\n", " inh, xyz_start=(0, 0, 0.3), xyz_end=(0, 0, 0.4), radius=r\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from cleo.opto import chr2_4s\n", "from cleo.light import fiber473nm, Light\n", "\n", "opsin = chr2_4s()\n", "fibers = Light(\n", " coords=[[0, 0, 0], [700, 0, 0]] * b2.um,\n", " light_model=fiber473nm(),\n", " max_value=30 * b2.mwatt / b2.mm2,\n", " save_history=True,\n", ")\n", "\n", "plotargs = {\n", " \"colors\": [c_exc, c_inh],\n", " \"zlim\": (0, 600),\n", " \"scatterargs\": {\"s\": 20}, # to adjust neuron marker size\n", " \"axis_scale_unit\": b2.um,\n", "}\n", "\n", "plot(\n", " exc,\n", " inh,\n", " **plotargs,\n", " devices=[fibers],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulator, optogenetics injection\n", "Here we create the simulator and inject the opsin and light source:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CLSimulator(io_processor=None, devices={FourStateOpsin(name='ChR2', save_history=True, on_pre='', spectrum=[(400, 0.34), (422, 0.65), (460, 0.96), (470, 1), (473, 1), (500, 0.57), (520, 0.22), (540, 0.06), (560, 0.01), (800, 1.257478763901864e-06), (844, 2.404003519224151e-06), (920, 3.5505282745464387e-06), (940, 3.6984669526525404e-06), (946, 3.6984669526525404e-06), (1000, 2.1081261630119477e-06), (1040, 8.136627295835588e-07), (1080, 2.2190801715915242e-07), (1120, 3.69846695265254e-08)], extrapolate=False, required_vars=[('Iopto', amp), ('v', volt)], g0=114. * nsiemens, gamma=0.00742, phim=2.33e+23 * (second ** -1) / (meter ** 2), k1=4.15 * khertz, k2=0.868 * khertz, p=0.833, Gf0=37.3 * hertz, kf=58.1 * hertz, Gb0=16.1 * hertz, kb=63. * hertz, q=1.94, Gd1=105. * hertz, Gd2=13.8 * hertz, Gr0=0.33 * hertz, E=0. * volt, v0=43. * mvolt, v1=17.1 * mvolt, model='\\n dC1/dt = Gd1*O1 + Gr0*C2 - Ga1*C1 : 1 (clock-driven)\\n dO1/dt = Ga1*C1 + Gb*O2 - (Gd1+Gf)*O1 : 1 (clock-driven)\\n dO2/dt = Ga2*C2 + Gf*O1 - (Gd2+Gb)*O2 : 1 (clock-driven)\\n C2 = 1 - C1 - O1 - O2 : 1\\n\\n Theta = int(phi_pre > 0*phi_pre) : 1\\n Hp = Theta * phi_pre**p/(phi_pre**p + phim**p) : 1\\n Ga1 = k1*Hp : hertz\\n Ga2 = k2*Hp : hertz\\n Hq = Theta * phi_pre**q/(phi_pre**q + phim**q) : 1\\n Gf = kf*Hq + Gf0 : hertz\\n Gb = kb*Hq + Gb0 : hertz\\n\\n fphi = O1 + gamma*O2 : 1\\n fv_timesVminusE = v1 * (1 - exp(-(V_VAR_NAME_post - E) / v0)) : volt\\n\\n IOPTO_VAR_NAME_post = -g0 * fphi * fv_timesVminusE * rho_rel : ampere (summed)\\n rho_rel : 1'), Light(name='Light', save_history=True, value=array([0., 0.]), light_model=OpticFiber(R0=100. * umetre, NAfib=0.37, K=125. * metre ** -1, S=7370. * metre ** -1, ntis=1.36), wavelength=0.473 * umetre, direction=array([0., 0., 1.]), max_value=30. * mwatt / mmetre2, max_value_viz=None)})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim = cleo.CLSimulator(net)\n", "sim.inject(opsin, exc, Iopto_var_name=\"I\")\n", "sim.inject(fibers, exc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Processor\n", "And we set up open-loop optogenetic stimulation:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CLSimulator(io_processor=OpenLoopOpto(sample_period=1. * msecond, sampling='fixed', processing='parallel'), devices={FourStateOpsin(name='ChR2', save_history=True, on_pre='', spectrum=[(400, 0.34), (422, 0.65), (460, 0.96), (470, 1), (473, 1), (500, 0.57), (520, 0.22), (540, 0.06), (560, 0.01), (800, 1.257478763901864e-06), (844, 2.404003519224151e-06), (920, 3.5505282745464387e-06), (940, 3.6984669526525404e-06), (946, 3.6984669526525404e-06), (1000, 2.1081261630119477e-06), (1040, 8.136627295835588e-07), (1080, 2.2190801715915242e-07), (1120, 3.69846695265254e-08)], extrapolate=False, required_vars=[('Iopto', amp), ('v', volt)], g0=114. * nsiemens, gamma=0.00742, phim=2.33e+23 * (second ** -1) / (meter ** 2), k1=4.15 * khertz, k2=0.868 * khertz, p=0.833, Gf0=37.3 * hertz, kf=58.1 * hertz, Gb0=16.1 * hertz, kb=63. * hertz, q=1.94, Gd1=105. * hertz, Gd2=13.8 * hertz, Gr0=0.33 * hertz, E=0. * volt, v0=43. * mvolt, v1=17.1 * mvolt, model='\\n dC1/dt = Gd1*O1 + Gr0*C2 - Ga1*C1 : 1 (clock-driven)\\n dO1/dt = Ga1*C1 + Gb*O2 - (Gd1+Gf)*O1 : 1 (clock-driven)\\n dO2/dt = Ga2*C2 + Gf*O1 - (Gd2+Gb)*O2 : 1 (clock-driven)\\n C2 = 1 - C1 - O1 - O2 : 1\\n\\n Theta = int(phi_pre > 0*phi_pre) : 1\\n Hp = Theta * phi_pre**p/(phi_pre**p + phim**p) : 1\\n Ga1 = k1*Hp : hertz\\n Ga2 = k2*Hp : hertz\\n Hq = Theta * phi_pre**q/(phi_pre**q + phim**q) : 1\\n Gf = kf*Hq + Gf0 : hertz\\n Gb = kb*Hq + Gb0 : hertz\\n\\n fphi = O1 + gamma*O2 : 1\\n fv_timesVminusE = v1 * (1 - exp(-(V_VAR_NAME_post - E) / v0)) : volt\\n\\n IOPTO_VAR_NAME_post = -g0 * fphi * fv_timesVminusE * rho_rel : ampere (summed)\\n rho_rel : 1'), Light(name='Light', save_history=True, value=array([10., 0.]), light_model=OpticFiber(R0=100. * umetre, NAfib=0.37, K=125. * metre ** -1, S=7370. * metre ** -1, ntis=1.36), wavelength=0.473 * umetre, direction=array([0., 0., 1.]), max_value=30. * mwatt / mmetre2, max_value_viz=None)})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fibers.update([10, 0] * b2.mwatt / b2.mm2)\n", "\n", "\n", "class OpenLoopOpto(cleo.ioproc.LatencyIOProcessor):\n", " def process(self, state_dict, t):\n", " # random walk stimulation\n", " fiber_intensities = (\n", " fibers.irradiance[-1] + np.random.randn(2) * 0.5 * b2.mwatt / b2.mm2\n", " )\n", " fiber_intensities[fiber_intensities < 0] = 0\n", " if t > 50 * b2.ms:\n", " fiber_intensities = [0, 10] * b2.mwatt / b2.mm2\n", " return ({\"Light\": fiber_intensities}, t)\n", "\n", "\n", "sim.set_io_processor(OpenLoopOpto(sample_period=1 * b2.ms))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inject VideoVisualizer\n", "\n", "A {class}`~cleo.viz.VideoVisualizer` is an {class}`~cleo.InterfaceDevice` like recorders and stimulators and needs to be injected in order to properly interact with the Brian network.\n", "Keep in mind the following:\n", "\n", "- It must be injected *after* all other devices for the `devices='all'` argument to work as expected. \n", "- Similarly to recording and stimulation, you must specify the target neuron groups (to display, in this case) on injection\n", "- The `dt` argument makes a huge difference on the amount of time it takes to generate the video. You may want to keep this high while experimenting and only lower it when you are ready to generate a high-quality video since the process is so slow." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CLSimulator(io_processor=OpenLoopOpto(sample_period=1. * msecond, sampling='fixed', processing='parallel'), devices={VideoVisualizer(name='VideoVisualizer', save_history=True, devices=[Light(name='Light', save_history=True, value=array([10., 0.]), light_model=OpticFiber(R0=100. * umetre, NAfib=0.37, K=125. * metre ** -1, S=7370. * metre ** -1, ntis=1.36), wavelength=0.473 * umetre, direction=array([0., 0., 1.]), max_value=30. * mwatt / mmetre2, max_value_viz=None)], dt=1. * msecond, fig=None, ax=None, neuron_groups=[NeuronGroup(clock=Clock(dt=0.5 * msecond, name='defaultclock'), when=start, order=0, name='exc'), NeuronGroup(clock=Clock(dt=0.5 * msecond, name='defaultclock'), when=start, order=0, name='inh')], _spike_mons=[, ], _num_old_spikes=[0, 0], _value_per_device_per_frame=[], _i_spikes_per_ng_per_frame=[]), FourStateOpsin(name='ChR2', save_history=True, on_pre='', spectrum=[(400, 0.34), (422, 0.65), (460, 0.96), (470, 1), (473, 1), (500, 0.57), (520, 0.22), (540, 0.06), (560, 0.01), (800, 1.257478763901864e-06), (844, 2.404003519224151e-06), (920, 3.5505282745464387e-06), (940, 3.6984669526525404e-06), (946, 3.6984669526525404e-06), (1000, 2.1081261630119477e-06), (1040, 8.136627295835588e-07), (1080, 2.2190801715915242e-07), (1120, 3.69846695265254e-08)], extrapolate=False, required_vars=[('Iopto', amp), ('v', volt)], g0=114. * nsiemens, gamma=0.00742, phim=2.33e+23 * (second ** -1) / (meter ** 2), k1=4.15 * khertz, k2=0.868 * khertz, p=0.833, Gf0=37.3 * hertz, kf=58.1 * hertz, Gb0=16.1 * hertz, kb=63. * hertz, q=1.94, Gd1=105. * hertz, Gd2=13.8 * hertz, Gr0=0.33 * hertz, E=0. * volt, v0=43. * mvolt, v1=17.1 * mvolt, model='\\n dC1/dt = Gd1*O1 + Gr0*C2 - Ga1*C1 : 1 (clock-driven)\\n dO1/dt = Ga1*C1 + Gb*O2 - (Gd1+Gf)*O1 : 1 (clock-driven)\\n dO2/dt = Ga2*C2 + Gf*O1 - (Gd2+Gb)*O2 : 1 (clock-driven)\\n C2 = 1 - C1 - O1 - O2 : 1\\n\\n Theta = int(phi_pre > 0*phi_pre) : 1\\n Hp = Theta * phi_pre**p/(phi_pre**p + phim**p) : 1\\n Ga1 = k1*Hp : hertz\\n Ga2 = k2*Hp : hertz\\n Hq = Theta * phi_pre**q/(phi_pre**q + phim**q) : 1\\n Gf = kf*Hq + Gf0 : hertz\\n Gb = kb*Hq + Gb0 : hertz\\n\\n fphi = O1 + gamma*O2 : 1\\n fv_timesVminusE = v1 * (1 - exp(-(V_VAR_NAME_post - E) / v0)) : volt\\n\\n IOPTO_VAR_NAME_post = -g0 * fphi * fv_timesVminusE * rho_rel : ampere (summed)\\n rho_rel : 1'), Light(name='Light', save_history=True, value=array([10., 0.]), light_model=OpticFiber(R0=100. * umetre, NAfib=0.37, K=125. * metre ** -1, S=7370. * metre ** -1, ntis=1.36), wavelength=0.473 * umetre, direction=array([0., 0., 1.]), max_value=30. * mwatt / mmetre2, max_value_viz=None)})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vv = cleo.viz.VideoVisualizer(dt=1 * b2.ms, devices=\"all\")\n", "sim.inject(vv, exc, inh)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run simulation and visualize\n", "\n", "Here we display a quick plot before generating the video:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING 'T' is an internal variable of group 'light_prop_ChR2_exc', but also exists in the run namespace with the value 100. * msecond. The internal variable will be used. [brian2.groups.group.Group.resolve.resolution_conflict]\n", "INFO No numerical integration method specified for group 'exc', using method 'euler' (took 0.02s, trying other methods took 0.05s). [brian2.stateupdaters.base.method_choice]\n", "INFO No numerical integration method specified for group 'inh', using method 'euler' (took 0.01s, trying other methods took 0.02s). [brian2.stateupdaters.base.method_choice]\n", "INFO No numerical integration method specified for group 'syn_ChR2_exc', using method 'euler' (took 0.02s, trying other methods took 0.05s). [brian2.stateupdaters.base.method_choice]\n" ] } ], "source": [ "T = 100 * b2.ms\n", "sim.run(T)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, sharex=True)\n", "sptexc = mon_e.spike_trains()\n", "ax1.eventplot(\n", " [t / b2.ms for t in sptexc.values()], lineoffsets=list(sptexc.keys()), color=c_exc\n", ")\n", "ax1.set(ylabel=\"neuron index\", title=\"exc spiking\")\n", "sptinh = mon_i.spike_trains()\n", "ax2.eventplot(\n", " [t / b2.ms for t in sptinh.values()], lineoffsets=list(sptinh.keys()), color=c_inh\n", ")\n", "ax2.set(ylabel=\"neuron index\", title=\"inh spiking\")\n", "ax3.plot(fibers.t / b2.ms, fibers.irradiance_[:, 0], c=\"#72a5f2\", lw=2, label=\"fiber 1\")\n", "ax3.plot(fibers.t / b2.ms, fibers.irradiance_[:, 1], c=\"#72c5f2\", lw=2, label=\"fiber 2\")\n", "ax3.legend()\n", "ax3.set(\n", " ylabel=r\"$Irr_0$ (mm/mW$^2$)\", title=\"optogenetic stimulus\", xlabel=\"time (ms)\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The {class}`~cleo.viz.VideoVisualizer` stores the data it needs during the simulation, but hasn't yet produced any visual output.\n", "We first use the {meth}`~cleo.viz.VideoVisualizer.generate_Animation` method, plugging in the arguments we used for the original plot.\n", "\n", "Also, we set the {attr}`~cleo.light.Light.max_value_viz` attribute of the light.\n", "This effectively scales how bright the light appears in the visualization.\n", "That is, a high maximum irradiance makes the stimulus values small in comparison and produces a faint light, while a low ceiling makes the values relatively large and produces a bright light in the resulting video." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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h//3LP+N2u3n5lVdRVZWhQ4cg9lDaS0lOIjklBa/PT0lJSY+ZjWHcuPR3KwSFGRcvXgQgKiqKnJxsnJlOPv2pT/KNr5vCjFOnT7N37z7efHMzJSUl7+o9LW6fhoYGVNXPokUL2Lx5K9pNMnOLGyNKIgkJCSxbuhSv10vtdT3i+xmhX0L/W7iPtbDomfj4eDZuWMe4cePYvWcPR48eCz02Y8Z0oqOieePNN7s9RxAEZs2cwYQJE6ioqCA2NpbY2FjKyspwFxbidhdSWVnZLbOZOnUKyUnJPP/CC3fvZ+kizEhOTiYmJobKykqOHT/O7l272br1Leot6fA9JTc3hy98/nPIsvJen8r7lvyCfJ588un3lezdClQWd4wpU6bwyCN/RpFlXn7lFSorq7o9Pn3aNPr06cNrr78e+l50dDQrV64gKjKSAwcP4vV6OXfuPHFxcWRmZuLMzCQzMwNJkigqKsLtLsRdWEh2djapAwfy3PPP35OfLSjMyM3NIW1wGsnJSdhsNoqKijhy5Cjbtm9n9+7dtLd33JPz+SDjcDjo16/fLZd+P+johkFbWystLa1hjYLcT1iByuJdIwgCX//61/i3r36F4uJiXn7lVXw+3zuOmzplCv36xfPKq68BkJY2mFUrV1JYVMSbb24mKSmJyMgIzp49947XT0pKwuk0A1daWhqqpuHp7GTHjp24Cwtpa2u7Jz9rEEmSSEsbTE52Nqmpg0hKGoCu66Yw4+BBtr61jcOHD99UOGJhYRE+VqCyeFf07duXdY/+lcmTH2Tv3n0cOnz4psdOfvBB+g/oz8svv8KUyZOZOnUKb23bHpqBGjQolajISN6+LlBdjyzLLJg/H5fLicfjISUlhbq6ukCZ0E1xcckNA+XdxGazkeVykpWVRUrKQPr3T6S9vZ1z586zf/8BNm+xhBkWFreLFagsbpsJ48ezbt1fcTgieOWVVyiv6NnGZtLEiQwaNAhJkkhI6McLf38x5OkHkJqaSnRUFG+fPdvre0+cMAGn08lTTz9NREQEGenpZAYyrri4OMrKyyl0F+IudFNeXnHPA0RUVBS5OTk4nZkkJ6cQHx9HQ0MDp0+fYc+evWzessUSZlhYhIkVqCxui6/865f51re+SWlpKS+/8ioej6fX58ybO4exY8dSWFjIK6++9o6lcAMHDiQmJoa3336719eaMH48WdlZPPnkU+94rE+fPjgzM3E6M8nMzERRFIqKi3G7Cyl0u98TtVN8fDy5uTlkpGeQnJxETEwMtbW1HDp0mF27dvPWW5Yww8LiZliByuKWiI2N5ZFH/syM6dM5cPAg+/cfCOt548aNY97cOTQ2NvHIX/96w2MGpqQQGxvLmTAC1bhx48jNzeFvf3uyx+MEQaB///6h/lZ6ejperzcgynBTWFhES0tLWD/DnUIQBD7xiY+jaxqiKJKcnGwG04AwY/uOHZYww8KiC9YclUXYjBnzABvWryM6Opqnn3mW0tLSXp9js9l4aMkSBg0axNFjx0nsYQmiQe9uE6FjDSMs1ZdhGNTU1FBTU8PBg4eQJInU1FSczkzGjxvHiuXLaWxsDAWuoqLiW1r/fTsYhoHX46GouITDhw9fE2bk5DBz5gwefngtmqYFHDMOsnXrNo4cOWIJMyw+sFiByiIsvvSlL/D9732PiooKnnn2OTo7O3t9Tv/ERFavzuNqSwuPrltHdnZ2t3Xc13NLprS6flsDv5qmUVJSQklJCTt37sJut5ORno7T6WT+vHnEx8dTUVkZ6m+VlZXfpQl+IWTFoWlaN8cMU5jhIivLxaqVK/nC5z9Pe3s7Z8+dY//+A7z55mYuXrxoCTMsPjBYgcqiRyIjI3nkL//H3LlzOXT4MHv27A3reSNHjmDRwoUcPnyEvfv2YRgGuq736EwxYvgwsrOzSU5JodBdSFHxzbMb4xYMbHvC6/Vy6fJlLl2+DJilzczMDJyZTtauWYPdbqe4pCTU36qprb0jMyiCADd7FZ/Px/kLFzh/4QLQXZjxmc98mm9+4+tdhBl7ePPNzZSWlb3rc7KwuF+xApXFTRk5ciQbN6yjb9++PPvcc6HlhT0hyzILFywgJyeb5194IZQlgJkF3ShQ2e12li19iNTUVK5cuYIoiCxYMJ+4uDjKy8tDsvOu6j3duL2MqjdaWlo4ffpMaE9W/8REMp1OnM5MZs+aid/vpzDgluEuLOTq1au3+U5C2OaG7e3tnDh5khMnTwLQLz4+5JjxzW99k5/97KdUVFRw/PgJdu7cybZt2y1hhsU/FFagsrghn/nMp/nJj39EdXU16zdsDGsVRnxcHHl5efj9fh5dt46WltZuj+vGOwNV//79Wb06j6amJv7+4kvExsZw8qQ5V9WnTx+cTicuZyYTJ0xAkiSKi4spcBciy9I9cSaoraujtq6Ow4cPI4oiqakDcWY6eWDMAyxbtpSmpibchYUUugspLCoKS/0IPWdUvdHQ2MjBgwc5ePAggiCQnJxMbm4Oo0aNZOHCBciyTFFREYcPHwkJMzo6ei/VWljcr1iqP4tuOBwO/vS/f2Tx4kUcPXqMXbt3h1Xqys3JYenShzh9+gw7du68Yf9kyJBcJk2cxMZNm4Br5cFDhw6zb/9+EhMTGdC/fyhz6IogCCQNGIDT5TTVexkZYBi8/fZZ3G437sLCe75XymazkZ6ehjPTzLgSExOprKwM+ROWlZXdVADx0Y9+hPwr+Rw9duyGj98ukiSRnp5OdnYWg1JTGTBgAJqmcenSZXOVyda3OHL0qCXMsHhfYQUqixBDhuTy2KaNJCQk8MYbb1Lgdvf6HFEUmTNnNqNHjeK111/n0qXLNz02JyeHqVMms+mxx1m4YAG5uTm89PIrFBYWAtC/fyJJAwZw/MQ7A9X1jBo5kmnTpnL5yhWcTifJSUnU1tZS4Hbjdhf26r5+N4iOjja9CQNS+MjISEpKSkKBq7q6OhT0P/bRj3D5Sj7H7nCguh6bzUZ2VhYul4uBA1NITEykrb2ds2+fDTlmWMIMi/sdK1BZAPDxj3+Mf//Zz6hvaOClF1+iNQzvvNjYGFatXIWiKLzw97/T1NTU4/FZWVnMmT0LVVXRdZ0X/v5itxmmxMREkpMGcOLEyV7LYsOGDmXK1Cn89a+PAqboIzMjA2egnxQTE0NpaakZJArcVFZV3XMjzoSEhNDgcUZGBpqmhYx1R4wcwbmz5zh2/Pg9Pafo6GhysrNxOp2kpCQTFxdHfX19SJixefMWS5hhcd9hBaoPOHa7nT/8/n9YtmwZJ06cYPuOHWFd0DMzM1m5YjmXLl9m69a3wiolTZs2jenTpnLixEm2bd/+Dtl3QkICycnJnDx5stdzGDIkl+nTp/PIIzceHo6Pjw/1tzIyMjAMg6KiIgrcpjCjt6B6pxFFkZSUlG6Dxx0dHVy4eDHU3+rouPcDvv369SM3J4eMwCqT6OhoyisqOHbsGLt37eatbdvfV+sgLP4xsQLVB5isrCwee2wjycnJvPnmZq5cudLrcwRBYPr0aUyaOJHNW7bw9tu9+/IJgsDMGTOYOHECnZ2d/P4Pf7zhcQkJ/UhOTubUqdO9lqJyc3OYNXMmf/7LI72+vxkkkgPZlpNBqam0tLSYyj23m8KiorDmwu4kH//4P1FfV4em6zgzMxkwYABV1dWh+a2SktJ73kcSBIGUlBRycnJIGzyY5OQkZFmmsLCQw0eOsH37Tnbv3n3PPysLC0v19wHlQx96mF/98hc0N19lw4aNYdkIRUZGsnLlCvrExrJx46awPPOioqJYuWI5MTExbN6yhSlTptz0WMMwECAs2bmuh7/hV9d1yssrKC+vYM+evdhsNtLS0nA6M5k1ayZr166hsqrKFGW4CyktLb37a7oNg5raOk6cOAGYn1NmRgaZzkxWLF9OVFQUpWVlZuBy35vSpWEYVFRUUBEwF74mzMhm9qzZfPhDH7omzDh4kK1vvcXRo8csYYbFXccKVB8wbDYb//Vfv+HhtWs5d/48r776WlgXwEGDUlm1chVlZaU8//wLYa3RSE1NJW+V+Zznnn+BpKQBPQ78GgZERESG5U5hGEaPr9UTPp+P/Px88vPzgWsiCKfTyeq8VTgcDkpKSii4w0O+3RC6z1EFnSfOnjNXnMTHx4f6W1OmTEYQBAoLi0IzZY2NjXf2fG6ApmmB4G2Kaux2O1lZLlwuF3l5eXzpS1+ko6OD06fPsH//ft7cvJlLly5bwgyLO44VqD5AOJ2ZbNq4kUGDUuno6ODUqVNhXYAnTZrIjOnT2bFjJ8cDGUBvTJwwgZkzZ7Bz566QYEDX9ZvOPtlsNubPm0dWlovJkx/E7S6kwF2A211Ia2vrO443jPAzqt5oa2vjzNtvh8xwg0O+ri5DvkEvQLe78I6Y2Ar0PEfV2NhIY2Mjx44fD81KOZ2ZDBs2lMWLFtLW1tbNWPdeSPOD25fPnTsPwEc+/CE0Tadv3z587nOf5Vvf+ib19fWcOnWaPXv3sGXzFkrLyu/6eVn842MFqg8IeatW8Zvf/Jq2tjY2bNzERz78ISRJ6vE5drud5cuWMiApiSf+9iSVlZW9vo/NZmPpQw8xMHUgf3vySSoqrj1H12+cBSX068eaNavp7Oxky5atVFdXkZ6ewYTx41mxfDkNDQ0UFLgpcLspLi7G7/dj3CVnCug+5Gua2A7E6XQybuxYli9bds3E1u3u0eapR4TwnSkMw6CyspLKykr27duPoigMHjwIZ6aTKVOmsDovj9ra2lDgKi6+N9J8wzAoKS3lcGBZZkJCArk52aSnp/Pgg9/m33/2MyoqKjh67Bi7du1m27bt9yQTtPjHwwpU/+DIssx//vo/+MhHPsyZM2+zZetWdF1H0zQk8eaBKikpidV5q6ivb2DduvW3ZkJ79Srr1q1/h4rtRl5/Q4bksvShhzh27Dinz5xhUOpAysrKcRcWsWPnThwOhyk7dzl5aMliYmNjKSsro7GxEUVREAThrvZuTBPbUkpKSkMmtkEZfMjmqaIiVCILd0mjmVHd3nmHMjx3IWwze4cZGek4M508tGSJ+Rl1WRxZUVF5V8pxoiiid+nl1dfXs7++nv0HDpoCluRkcnJyGDtmDEsWL0aWZdyFhRw5fIRt23ewZ88eS5hhERZWoPoHZvDgwTy2aSNOZyavvfY6586fDz2mafpNM6oxYx5g3ty57N9/gAMHD4b1XiNGDGfxokUcPnKEvXv33TB4dPX6E0WRObNnM3r0KF5++RWu5OfTp08fQOiWKXk8Hi5cvMiFixcBiIuLw+V0MmLkCGJjY/nOt79FYWFhSHbe3Nwc5qdze3i9Xi5eusTFS5eAazZPzsx32jwVut3U1dff+IXejYfSdXR0dHD+/AXOnzdNbOPi4sjMNGXwkyZNRJIkioqKQw4e9Tc7p1tElKSbBkBd1ymvqAhtfZYkicyMdLKyspkzZzYf+ciH8fv9IceMrVu3cuzYcUuYYXFDrED1D8ryZUv5r//6LZ2dHjZu2kRjY/e5IU3T3hGoFEVhyeJFZGRk8Myzz1JS0vu+KUmSmD9/HkOHDOGFv78YarzfiGBGFR0dTd6qldjtdtat33DdTFPPV++mpiaOHT9ObV0deatW8tzzL+ByOhk9aiRLH1pieu91kZ3f7d1SV69e5eTJk5w8eTJk85TpdJKbk82C+fPo6Ojo1t8K9pLeTUbVG01NTZw4cYITJ050O6ec3BwWLJhvnlPAn9BdWEhbGMPdN0IURTQ9PHWkpmnkF7jJL+gqzMgiy+Vk9eo8vvTFL9Da2sbZc2fZv28/b27ewqVLl+75kLbF/YkVqP7BkCSJX/7i53z84//E+fMXeOPNN29416vp3QNVQr9+rF6dR3tHB4+uWx/WxatPnz6szlsFwLr167l6tWeRQTBQffYzn6GoqJA33tzc7Q46eFEKp/cUFFOUl5dTXl7O7j17sNlsZgnM6WTevLnEx8ffVlnudjEMg6rqaqqqqzlw4ACyLJu9JKeTyZMnk7dqVaiXFBEZ2WPp9W6e06BBqTidTiZNmsiqVSupq6sL2TwVFxeHpegEkETxtj9PU5hxjnMBlWNMTAw5OTk4MzP5whc+z7e//S3q6uo5deoUe/buZcuWLZRZwowPLFag+gdi4MAUNm3aSG5ODps3b+ZMD8O4mqYhBgLV8GHDWLx4EceOH2f37j1h3cW6nE5WrFjO+fMXeGvbtrDmjkaOGoksy+zdt52TNzCeNYxAjhFWoHqnmMLn83H58hUuXzYHl2NjY3EFhnyDZbmgO0VBQcFdb+yrqhpaiLht2/ZuNk8J/fqxdOlDjBw10gyk98jmSVVVioqKKSoqZjs7Qj3ATGcmixYuuG61SiHl5eU3DUZmj+rOBP7W1laOHz/O8YBCNCEhgdzcHDIyM5gyZTI///efUV5ezrHjx9m5cxfbtm2/5+4iFu8dVqD6B2HhwoX84fe/w+/3s3HTY73a3miahqIoLFq4kGHDhvLiSy9TUFDQ6/sIgsCM6dOZMGE8mzdvCc399ERQCThoUCqGYdwwSJmEP/Abjjy9paWFk6dOcfLUKbMElpSEy+lk6JBcFi1cQGtra6hM6C4svOuN/Y6ODs6dP8+58+fpl9CPSxcv4VdVnJmZTJ0y5T2xebq+B9inT5/Q/NaE8eNRFIXi4uJQ4KqtrQ09t6ce1bulvr6e/fvr2b//AKIoMjAlhZyc7JAwQ5Ik0zHj8BG2bd/O3r37LGHGPzBWoHqfI4oiP/3pj/nsZz7DxYuXeOPNN8NqSEuiyOQHJ9HW1s6j69aHtQAwMjKSlSuW06dPHzZueoy6MJwpEhISWLM6j5aWFp586mm++IXP3/TYYDIRjur8VpwpzNc2qKqqoqqqin37TYl3WtpgnE4nM2ZMZ82a1SF3ioICN2VlZXfVnUIA2trbePvtsxw7dgxBEBg4MAVnppORI4azZPGiazZPgVmpe3Ehvnr1arfg3r9/f5zOTFxOJ3PnzMHr9YYWRyqyHHaP6t2g6zpl5eWUlZulP1mSyMjIIDs7i7lz5/DRj34kJMw4cOAAW7a+xYkTJyxhxj8QVqB6HzNgwAA2bdrAiOHD2frWNk6dOhXW87KzskhPT6eispK//e3JsC7IAwcOZHXeKsrLK3j+hQ1h9TGGDh3CQ0uWcPTYMfbs2UtkZCQQKBnd4E7cZrORlZWNX1W5dOlyj0KId+NMAabEu6DADEpbueZO4XI5WbtmtbmCvrjYXBtS4A7LLuqWuE71ZxjGNZunvUGbJzOQzpo5k7VrTJunQnchBW73PbF5MgyDmpoaampqOHjwUGCmLBWnM5Nx48YyYMAAHlqyBKfTac6UFd3mTNktomoa+QUF5AcqAEFhRnaWi7Vr1/Av//LPtLS0cvbsWfbt389mS5jxvscypX2fMnfObP73T/+Loeu8+NJL1Nb2fiEVBIHZs2YyduxYqmtqcLvdHDjQu/x8/PhxzJk9m527dnH0aO/7k0RRZO6cOYwcOYJXXn0tZFUUERHBN77+NX75q/94x0V2wIABrF2zBl3XMAyDvn37UlZejrvATYG7gIqKym4XmqQBA/jUpz7Jr/7j172ez+3Qv39/XC6zv5WelobH4+nmlvFunSA++5lPc+ToUc6e7b10Ct1tnpzOTNPmqbQ01N+6KzZPvfCVf/0yZ95+m6jIKJzOTOLj46morAzNb5WVld99z8QbEBMTQ25ODk5nJsnJyfTt25e6ujpOnjxlOmZs2Up5ecU9Py+L28fKqN5niKLID77/Pb70pS9y5coVXn3t9bBKHNHR0axatZIIh4P16zfw4OQHe3WmsNlsPLRkCYMGDeJvTz5FeXnvqqvo6Gjy8lZhU2ys37CBpqbm0GPBLEoUxW4XsOAM1tGjR2loaOTSpUtIsozL6cTlcvLgg5MAKCwsosDtpqCg4I5aKN2I2tpaamtrQ5nE4MGDcDldTH7wwZB6L+iWUVJScutlpluco7re5ikxMTEUtGbNNG2ezHmyO2fz1BuCIFBSUkJRUTFgilcyMzNwZjpZu2aNmZWWlOC+m56JN6C1tZVjx4+HrLsSEhIYkpuL05nJ1KlT+MXPf055ebnpmLFzF29t237X5+8s3h1WoHofkZiYwMYN63nggQfYsWMHx46H57uXnp7GyhUrcBcW8vTmLfj9/hvOUXV7r4QEVq/Oo7W1lUfXrQtrV9LgwYPJW7USt9vNm5u3vOPiHbxIdR36nT9vHsOGDeX5F/5OVVUVWS4XgiBw9epVTpw8yYnAfFJKSgou17V5qZaWFhRFITcnh8KiorAl1beDufDQVMpt2x5Y0phpqvdWLF9GVFRUt+ymuqam1wvyu52jqquro+56m6fMG9g8Fd69ktz1JdyWlhZOnz7D6dNngGueic4unoldjXXD6YveCerr69m3fz/79u83hRkDU8jJzmbcuHE8tGQJsixTVlbGnr172b59B3v27MXj8dyTc7MIDytQvU+YPn0af/nz/yGKIo8/8Teqq6vDet7UqVOYMnkyW9/axunTp0Pf78lCKShXD/aWbsW4dtv27Zw8eeNeWdeMKiYmhrxVq5BlmfUbNtDcfBWHwwG8U/XXdf1EcE3HqFEjWbJ4ccjGqKysLJBtuamsrLyrd+4dHR3dzFkT+vUL7bqaMX16QJbeS3ZzB50putk87TJtnoLzZAvmX7N5Cva3epKc3wpmZnzz1+nqmSiKYiiYPvDAaJYtfYjm5uZuwfReiEV0XaesrDw0kyVLEosWLcTlcjFv7lw+9tGP4vf7uXjxIgcPHmLzlq2cPHnSEma8x1iB6j5HEAS+/e1v8a9f/n+43YW8+tprYWUPERERrFi+nPj4ODY99jg1NTXdHr9RRiVJEvPmzWX4sGFhy9VtNhvLlj5ESkoKjz/xN6qqqm56bPDiOHjQIBYvXkSB283mG2ReveHz+SgsLELXdX7/hz/St2/fwDZfJ1MmT8YwDDNQBEpzd/vOvb6hgfqGBo4cPRq4IKfi6mJi29DQEOhvuUMDtXfTmcLr9XLp0mUuXboMdJWcO5kwYXzI5ikozb+pzVMvSLcgT9d1ndLSMkpLy9i1ezc2m4309DScmU5mz5pF4trEkFjEXeimtLTsngQHVdNobGqmoqKC555/AYfDQVaWiyxXVhdhRgtvv302tMrk8uUrljDjHmMFqvuY+Pg41q9fx4Tx49m9Zw9HjhwN63kDB6aQt2oVVVVVrFu/4YZlH13Tsdlsoa9jY2NZnbcKURRZt349zc29X9yD5cGrLS08GoZxbfCitnLlCt7a9s6h31txptD1awO/zc3N3SyDBg5MweV0MfqB0Sxd+hCNjY2hbOtWnBduB/OCXEppqZndOByOUHazeNFC+vbtS2lZGbGxscTHxd91U114p+R8wIABOJ1OcnKymR+0eQqU4woLi8K2VLrelPZW8Pl8XLmSz5Ur13aCBftbq1auJDIykpLS0tDiyKrq6rv2OSmyjN9vBkWPx8PZs+dCIpeYmBhyc3NxZmbwxS9+ge9859shYcbuPaYwI7ho0uLuYan+7lMmT36Qvz7yF2w2Gy+9/EpYKzYAJowfz6xZM9m9ew9Hjt48sE2fNo3YPrG8/vobZGZmsnLFci5eusTWrW+FpdQaNnQoS5Ys5ujRY+zZ23t5UFEUlj60hKFDh/Lc88+HLlBdsdls5ObmkJ9f0GsW1LdvX776lX/lJz/9WY/H2e12MtLTcbrMjCsuLo7SsjJTTVhQcE/cILrSt29fXAGLJ1mWA04R19wy7nVTv6vNkzPTVMkFbZ6CQpGbrQz5/ve+y6OPrrvz0n3McmpwJ1hGRga6rofmt9yFhXd0GHrunDlERETw2uuv93psYmIiuTk5pGekk5yURGRkJGVlZRw7dpydu0zHDEuYceexMqr7DEEQ+Ld/+ypf/9q/UVxcwsuvvBJWBhB0f0hNHciTTz3Vq/w2WPqbPn0aD06axObNW3j77M0tl4KIosjcuXMYOWJE2OXB+Ph41qzOo6OjA13Xex0UDkfMF67qz+v1cunyZS5dNstgwUDhcjmZMsUsEwYvygUFBXddLdfc3MzxEycYO24s+/ftp/nqVVxOJyNHjmDJ4kVcvXq1m6nu3W7qd7N5gpDNU6Yzk2VLHyImJsYM7IF+W9f+nyRJaHfLmSJQTj0aKKempKTgdGaan9OSxeYwdMBYt7CoKCyxz82QFTnsMmNQxHJNmDGQnJxsxo8fx9KlDyGKIm63m0OHTMeMffv2WcKMO4AVqO4j+vbty6N/fYQpUyazb/9+Dh48FNbz+vfvz+q8VTQ3N/PoDfZA3QhRFMnMyMCbksLGTY91s8a5GaYAYiWKorBu/Yaw7hyzs7NZvmwpJ0+eYueuXXz7W99EFG48qGsYAQulMJbR3+7AbzBQHD9xInQBdLmcjAk0+BsbGwO9rQKKi0vuWplQAHRDvyYSCQz5pqen4XQ6mTNnNmv79aOisjLklnGnRBA90dXmCcybjGB/q6vNk9tdeNPB7TuNrush8+E9e/YGXEXScDozmT59GmvWrKa6ujpk81RaWnpLiyNlWcbruXVVpCnMKKOsrCz0OhkZGeRkZzF//jz+6Z+uCTMOHDjIli1bOXnqlCXMuA2sQHWfMGH8eB599BEiIyN56umnw3aKHjVqFAsXzOfgoUPs338grDJWSkoKEydOQFVV1m/YGJZ0OS1tMKtWrqSgwM3mLb0LIARBYOaMGYwfP47XXns9tL/pRssTgwwePJg5c+YyZswYLl263GNprms/63ZLd10vgLt377m2FNHlZPGiRfTp0+damdDtpupOlglvoPq7vm8TGxsbcssY/6FxyLJsumUUmG7w9b34Od4JGhsbaWxs5Njx49fGBJxORowYjiRJfPpTnyS/oCDU37oXyj3TVaQglM1HRUWFssAVy5cRHR1NaWlpKHD1pgKVZZl29d0NcIOZnebn54cG3B0OB9nZWbicLj70oYf5f//vX7h6tYWzZ99m7759bN68hStX8i1hRhhYgeo+4Mtf/n98+9vforysjKeefiasUoEsyyxauJCsLBfPPf8CRUVFYb3XuLFjmTNnNgVuN4qshBWkHpw0ienTp/HWtm2cOnW61+MjIiJYuXIFfWJj2bBhY7cLqq7rCDcIVMH3uHT5MrU1tSQnJzNlyuRQbyK/oICCAjetra2h14F3Dg+/G65fihgXFxdSE06dOiV0LkE14bspE4aj+mtpaeHU6dOcOn06JIJwuZzkDsllwYL5tLe3ByTwZpB4N+WvcOg6JrBv/35++pMfs23bdlIGpjBzxgzWrllDVVVVqJRaVnZvlHvt7e2cPXcuZJB8LQvMZMrkyQiCEMoCC9zud7jmK7KMXw0/AwsXj8fD22+f5e3AFoM+fWLJyckhMyODf/nnf+b73/seNTU13YQZ4faiP2hYgeo9JDo6mr8+8hdmzZrJgQMH2bd/f1jPi4+PZ3XeKrw+H4+uWx+6ePeEoig8tGQxaWlpPPX0M8THxzF82LAen2NKz5eSnJLcq/Q8SFJSEmtW51FVVc36DRvfUTq7PqNSFIVlSx9i4ECzt9Yvvh+FhYXs2bs31ANwuZyMGzeOFcuXU1dXF7gImhnn3XSnaGpqCq2eCA6Kupwuxowdw7JlS2loaOimJryVcpNwi3NUhmFQXV1NdXU1+/ebe6XS0gbjcrqYPm0aa1avpqq6OpT93W0vwODvsMDtDvU2gzZPmc5MVuet6m7z5C6kJoxB6DvB9VlgcnIyTmcmQ4cNZdGihbS1tXUz+5VlGdV/9wPq1astHD16LGRD1j8xkZzcHFxZLqZPn8avfvkLysrKOHL0KLt27Wbbtu33bCj6fsdS/b1HjB49mqeefIKoqGj+/uKLlJSUhPW8IUNyeWjJEk6eOsWuXbvD6hGEliK2t/PiSy/T3t7O8OHDGPPAAzz+xN9u+JzExETWrM6jqbmZl19+JaySTrAMuW/ffg4eunF/7atf+QrPPf88lZWVxMfFsWbNato7OnjxxZfweDyMHDGcwsKiG5a1IiIiyMzIwOVykZXlok+fPrjdhVzJz8ddUEBNGH22O0VQdu5yunC5nMTGxlJaWhoyse1NTv3PX/oiO3buDO3OerdERZl+e8EM0OFwBOyLrnkB3klsNhs//MH3+fkvfnnTrDwxMdHMbFxOMtLTQzZPwczmXtg8XY+iKKbKMdNJpjOT5KQk/H4/ZWXlHDx0kJKS0rs6vnAzRFEkdeBAcnJyGDx4EElJSYiiSEGBm8OHj/DWtm3s27fvnpj+3o9YGdV7wBc+/zl+8IPv09HRQXl5WVhBKqi2GzVyJK+++hqXr4R3gQs6mB8/fpxdXZYi6pp+UwuloDPFkSNH2btvX693wZIksWDBfHJzcnj2uecpLi6+6bG6oSOKAlkuFytWLOfkqVPs3Lmri4pPuGmW1NnZyfkLFzh/4QIOh4Pvf++75Bfkk5mZwZzZs/B4PCH1nttdeFdLYR6Ph4sXL3Hx4rUyocvlwuV0Mn3aNDRN62Zie/1F2eyt3bnzaW9v71Zm6p+YiDNgqjtn9mw8Hk83t4zbXT8fJPi309ONUsjm6ciRboPQYwMZaWNjY2h+6145r/v9/oCqshC2mSrHT3/qk4iiyENLlhAbG0tZeXlo8LiiovKeCUZKy8oo7SLMyMzMJDvLxYIFpjDD5/MFhBmH2Lp1CydPnf7ACDOsQHUPiYyM5M9//hPz583j8JEjtLW148zM6PV5sbGx5K1ahSRJrFu/vpvR680QRZF5c+cyYsRwXn75Fa7kd59bupEzhSiKzJs3lxHDh/Piiy9R4HaHcW4xrM5bDcC69Rt6vUvWdZ0HHniAIbm5vP7GG1y4cLHX97gRweB5/PgJDhw4GDCOHYzL5WTa1KmszsujqqoqFLjutpN3U1MTx44d49ixY91Lll3cKbqqCQM/xV07n6B90aFDphfgoEGDcDmdTJo4kVUrV4Y9K3UzgqW/W3OmuDYI3dXmaf68eabzekVF6JzuhcIRTJWj1+fj2LFjnDt/nri4ODIzM3FmZjJp0sTAVujigBT+9l08bhVVVbly5QpXAjekIWGGy8WHP/wwX/7yv3D16lXefvtsSJiRn/+PK8ywAtU9Yvjw4WzcuJ74uDiefe55ioqKGD16FJLc868gaHx6K8O4sbExgcAm31RGfn2g6uq9F64zRXp6OqtWruDS5cthnZvdbicqMpLMjEw2bXrsHYOit+pMAdcumKZxbBFFReba92v7pVw8vHYtiqJQVFREfmDQ926uoe8qW961a3do3bvT5WTpQ+ZskqZpDB06lNaW1rBMbN8NmqZRXFxMcXEx23fsMEuoAVPd4KxUsJdUUOCmOgwXiFsNVNdzc5unTMaPH2f+voqLcReY25fDWdJ5u3QVUzQ1NXVzOUkaMIDMgIvHgvnz6Ozs7NbfCqc/fCe4kTAjNyeHzMxM/t+//DPf/953qamp5dSpk+zevZctW/+xhBlWoLoHfPpTn+QnP/kxtbW1bNiwkbbALiNVVVFuEqgEQWDGjOlMGB/+yneAjIwMVq5YzpUr+WzZuvWmpQFNvxao0tLSyFu1kiv5+WzZcvPndGXygw8ybdpUtmx9izNnzvR6fGJiImvWmJnX5i1benAzMAhjjKrXoNZ1LUZXxdzQoUNYtHABLS0toWyrsLDorpadrl/3Hh8fz2c+/SkSExP59Kc/dc3ENiCEuNsXv87OTs6fv8D58xdC5+MKmOoGy5ZmmfDmLudBn787FWBvbPOUSfZ1Nk+FAWeKd1u67ErQIeR6DMOgqrqaqupqDhwwBSyDBqXizHQyMZCZ1tfXhwJXcXHJPeshXb3awpGjxzhy1NwOnZiQQG5uLllZ2cybN49f/eoXlJaWcfToUXbs3MWOHTve18IMK1DdRRwOB//7xz+wZMlijh0/HurFBFFVFfkGgSoqKoqVK5YTExPDxo2bwi43TJs6lcmTH2TL1q2cOfN2j8dqmoYoSaGAc727+s24HSVgsE92+MgRhuTm9ph5GUZ4GdWtZF/XK+YURSE9PR2Xy8m8uXOJj4+nvLw8FLiuX9J4p2lsbMTj8bBr124KCwuvmdiOH8eKFdeUjQUFt1eWu53zOdrYyNGuZUunkzFjHggNQQf7bUVFplfi3Rz27fr7OnDgYCBAmKXLBx+cxKpVgdJloL9VXPzuPqObBarrMe2uzHUv7Nhxzccx08nCBQtMl/ry8tD81r0qXxqGESr17t23jx/84Pu89OJLJCcNYOLECSxfviwgzCjg0KHDbNu2nX3797+vhBlWoLpL5ObmsmnTBgb0788Lf3/xhlZDqv+dgWrw4EGsWrmSkpISnn3u+bD+AUZERLB8+TL6xcff0Cn9RoiiSHRUFGPHjuGxx58Ia21IQr9+rFmzmqstLawLw4RWEATmzJ7NAw+M5qWXXyE/P5+c7JybDvyaA6XJJCQkcODgwXf2uwwD0dDNGaRAgLodebrf7w8NZm7GLDuZtkrmYsSg+3qwTHj31GnGDU1sMzMzcDldLFv6ENEOO6XuAooKCykoLqWqvh49nJTzNulWtty9O9RLcjldoYtxWXk5VZVVoVGDu30xDvohFhUVsW073UqXwVJqWVlZqL91q2tebleefr2gpmv5csL48SiKYrrUBwJXOO4v7xZBELDbbJSUlHA2MDZwTZiRxcKFC/j4x/8pJMw4cvQoR48cZUuYbYX3CitQ3QU+9rGP8ouf/zsNDQ2sX7+B1puUKVRN7dajCmY327fv4MR1zuI3Izk5mdWr86iuqr6pU/r19E9MZNnSpQiCwLr1G8KSng/JzWXp0oc4duw4u/fs6fVCEBkZyaqVK4iOjmb9ho2hntDNnCkcDgd5eatIHTgQQRCYOHECV69epbyiggvnL5B/6SKi14Ok6wgYaKqI4fXckTmq65c0BoUQwYzi2rxUwbu+ew9yM9Wfx+PhwoWLXLhwEVlTGRAdRXpaGukZ6Ux5YDR+QaCotp6CohIK3O47WgK7Edf3koIrVYYNHYqiKHzn298yTXUDZcs7aRZ7M64vXcbFxQVKl5lMmTIZMLdBu91mf6u3fqQsy/jvgHru+vJl//79cTozcTmdzJ0zB6/X281Y927cACmKAtBNYn+9MCMiIiLgmOHkIx/+MP/8pS+h6wbl5WX85Kc/Y//+A7f1e7TZbPzql7/goYeWIAgCL738Mt///g/viDLRClR3ELvdzu9+91+sXLGCEydPsn37jh4v6MHSn8PhYPmyZST2Twy7nAYwdswY5s6dw969+zh0+HBYzxk+fBiLFy3i7NlzDB8+LKysaPasWYwZ8wCvvPJqWLL45ORk1qzOo6Ki8h1ZoRmougeXpKQkVuetwjAMNmzcRGNjI0OHDCE3N4fBgwczLDcXb30tjXW1lFRXc/7cBRpqajBaW5CvV84ZBrKuIQbu8nVRRBWl8JxuMcsoXW2VbiSEKCkxg0RBfgHVYWSvPbxbTyeCovlpam6mvqWV42fPIYoiaQMSGJSdw4SJE1i5coVZJgyoCUtKbs3j7nYIrlSprKwkJVD+dbmcDB8xnMWLF4V6f0G3jHthyNrU1BRaPR+0eXI6M0Pn1NraSoHbHepvXf83H27p71YwDIOamhpqamo4ePBQYAtzKk5nJuPGjWX58mUheX6hu5Ci4uI78lkFV/f09HfQ2dnJmTNvh9oDiYmJrM5bRVRUFN/4+tdZ9+hfOX/+PL/7n9/z2mu9O8oH+eEPvk92dhYzZs7GMHT+709/4nvf/Q4/+/efv7sfCitQ3TFcLiePbdrEwIEpvPTyy2ENcqqqht1m47Of/Qx1tbWsW7c+rD9WRVFYvHgRGekZPP3Ms5SWlvb6nODa9+HDh/H3F1+iqamJUaNG9vicyMhIVq1aSXRUVLesqCdGjRrJwgULbho8dUPvZko7cuQIFi5YEFpcF/z5T585w+mASKN/n1hGZ6YzKDubB0aPYdKkB2lra8PQVEYNyeXw2+fM5xkGNtWPovkJKTI0A1FS8MlK2MGqKzcSQmS5zCHfmTNm4PP5cLvdAb+7Qtrbw/OM622OSjJ0JEPHL1z7J6rrOiUV1ZRWVrHtwGEiAk7nTpeT5cuWERUVRUlpqekFWPBug2jPBK2rKisrqaysZO/efYHeXxoup4vZs2bx8Nq175Cc3+3yUlebp67n5Mx0MmPGdNasWW3aPAX6W6WlZSiKctfnkcwtzCWUlJSwc+eu0PqZTGcmc+fOoV+/flRWVobKhGVlZbf1WdlsNlRVvaXn1tXVUVVVjd/v56Gly0hMTGTa1KlUVISvGhQEgY997KOsffhDoTbCj378Y15/7VV+/otfvuvysBWo7gBr167l1//xS65evcr6DRvDTulzsrOx2+3sP3CAQ4fCy4j6xcezenUenZ2drFu/PqzST0xMDKvzrs1hNTdfpU+fPjcd+AXTuHb16jzKy8p49tnner1TF0WRBQvmM3TIEJ57/nmz4XwDjEDpTxAE5s+fx5gHHuDosWNs27b9ptlnU0MDB2qqUI8eQxJFsrNzmDV7JpoB06dMZvqChTQ2NlLmLuDyiWMUVVSHgpJgGNh0P5ohoQk3/3nDpbGxkSNHj3Lk6NHAfJIphJg8YQKrli2lpq6egkJzt1RpaZeLTdefLRQw351go+sANEC/fv1CK0xmzQwG0WtDx3eyTChJ7+xNmb2/AvLzzX5sTExMqPT1oYfXdpec36OZpOvPKbSg0ekkb9UqIiIiALM6cfHSpXtm83T9+pmYmJhQf2vN6jzTfqqkJBS4wj0vm812W84aNpuN5maz3FdXV8eLL710S8/PzMggMjKS06evKYDPn7+ALMvk5ORw8eLtzUsGsQLVu0BRFH77m/9k7do1nD59hre2bQvrziHou5eekYFhGGEHqWCf6MSJk+zctSusP9z09DRWrVzJlSv5bN6yJXTh1DQtFDCuf50xY8Ywb+6cXpcvBomOjmZ1Xh6ybAbCq1dvHqh1Xcdut/Oxj36EpKQkXnn1tVDT96bPCV7YDYO4+HimTZtCTXUtW155CSMiiiFjxuByuch2OnnAlUmnAXW1tRQVFXP2/Hk8TU2ImoYmdglUgRJh8PV18daDmKZplBYWUZV/hYO6jiMygvTMTAbnDGHlylVEOOzmxebSJUquXKK5oQEDAb8km4KQ4MduGEiGjmAY6IKILopogogmSMi6hirJXY7T8IpmdijqGpKmIaGjIdJUV8eRhoZQEE1NTcXl6j7k21VNGG4WoRkiGhIGIKEjoSGKva+hb21t5fTpM5w+fcaUnPfvj9Pl7CY5D5YJ77aTSJC2trZu80gDBw7ki1/4PKmpqUyZMjlg83Stv3WvJN2tra3dqwiJiWQG+m6zZs68dl6FNx8ZgHcTqBTa22//84+Lj6e9vf0dN7TNzc0kJiZageq9IiMjg8c2bSAtLY1XX3stbIeF4Pr21tZWnnzyKb7w+c/1uqpCFEXmzJnN6FGjwu4TgbkleNrUqWx9661udzpAKGB1dR+XZZlFixbicjrDLikOGpTK6rw83G43b27uff2HoijMmDGdTo+HjRs3heVBp4kSqiSRm5bGwoeWcvLUKQ7t24smiHjwcPDQYQ4eOozN7yO9fyLZI0eRmjqQKVOmMH36NK7W1FDZ0sJ5dzGXr1xB93mx+33IRqCPhYBfkvDJtlsqDwqGjk31IRo6qijR5vFy9twlTp51067sICGxP8MykhmWksyciePp8HopLHRT4nYjeDoBA1HXsWk+M2gaAoYAflHGJ5vlSrvqQw6UMgUMVElClWUkXcPu95m9OAFkQ0PXNbyKDU2UupWaduzYSURERMh3b8XyQJkw2GsrcN9UKeozZDyGDQPRHHETwIYPQbg1tZ9hGFTX1FBdUxOSnA8ePNh0pp8yhdV5eeZOqUAGWFp6b5zXgxf8J596CiA0KhA0Hm5qagoF03tl8wTXnEUOHz4csJ8aiDPTyQOBvWnNzc2h+a2iouJQ3+12A5Usy+8q477Z9UsQBDRLTPHesGrVCn7zn/9Je3s7Gzc9FrZCZsTw4SxatDC0vt1utwMB1dFNSmvXlhXaWLd+Q1jvZbfbWb5sGf0H9L+p9DwYnCTJvKj16dOHNavzUFWNdes3hDV0Om7cOObMnsX2HTs5ceJEr8ePGjmS5ORkBEGgsrKStPQ0/Kp6w96XbgioSPh1M/uYMG0m08cOY8vrr5J/OR9VklElBaOLglCTJCqqqiitqcYQRHO1fZaLrPQ0BmXlMGzseLweDw2FBZQWFnKuwE1dXZ1ZHlR9iIAqShiCgCaIvQYtSdfNIBXIeFRDolNwoGhmn6y2tpbmqipOGZ04HGaZMDMzk6kzZtInws6S+fO5dPokJQVXKK9pQDcM81w0FUMUzIAlydh0P4Ku45cVvJICCNcCZBfVqKypKJr/hufe2dnZbSFiQr9+OAO9tlkzZ4Z6bQUBJ4i2tjY0Q8Rj2BAMA0Xwg2D+XryCHU2Q31W/KTjkXFhoeu5FRUWFSnKrVq4kMjIyZKrbUyB9t8iy+XMEg+4NbZ4y32nz5C40HfzvmQ9gaRmlpebIQGjBZqaT2bNmkbg2kcqqKgrdhWiaivc2ApWiKGH3V29EQ0M9UVFRKIoSupYJgkCfPn16GO4PHytQ3QKyLPPr//gVH/nIhzl79iybt2wN6w81aNo6JDeXv7/4Eu6Ah17wjrHrL7crQYui/PyCsJYVQmDb7+o8GhsbexRndA1UmZmZrFyxnPPnL4RVvpRlmSWLF5GRkcmTTz1NeXnPSx4FQWDB/Hk88MADHD5yhDNn3sbpzCQnO4f58+aZa8UDF6Si4mK8Xh8ew4aKhMMms3jxIuLi+/Pnp1+irb4M0W7HuG5LsKjrCLqODiiqhiHoGKrKhbfPcvrCRfzyTvr3i2dklou0vn0YOWE8E6dPp7WtndrqSorPnKbgSj4tmgqCgCaK+CQbek9bhK+7i/QbChggiToGArKgo+h+PKKC4PeHZoF2AP/yqU+SX1JCQkwMY9d+GFGScBcVk+8uMS84LS2IokaE7jV1IaKATVMhkHGJupnFdfudihKSpiPIBkYvs1bBVe9Hjhzp0mtzMSkwUFtTU8O5y0W8faWMusoSVDVgWSUYCIaOhnxHL9Lt7e2cPXuOs2dNB5bEhATTCb5LIA26d7gLC++Ye4fSg+Lveml+bGxsqOcWtHkqLi4OOXjcTZunrly/YDPUd8t0MmRILna7nU984uOmytHdu5M/mNeg1rbb/0yLi0sCAq1RHD9+HDAVxkBYlZnesAJVmKSmpvL445twOZ288cabYVsaxcX1JW9VHpqm8ei69d2EFsF/ILL8zv7IlCmTmTplyg3LdjcjmLEdOnyYfft63m0VvMg8+OAkxo8bx+bNW0J7hXrCzLxWo6r+sMQckZGR5OWtImnAAF5++ZXQHX1tbS0HDx5GVBwMHjyYbFcG8+fPo2/fvlwpLOPUpWLamuqYPWsmrc1X+fsT62nx6dhFCUXofoGUNRWb34dk6AF5gmGW82QFTZLQRQlZU2mvLOdYSRHnVC9+m50UVzbpQ4aT1CeWKQ9OYtrMGVw1JMrLy7l87ixFFRV4BfvNMytBQAj8+zcM0BAR0REMHV0w51lEwUA3xG6BQzAMEAXyC9zUFrlRJRv9BySRNCiTQa4hTHpwOs319ZSXl1BTXUF1dRk+nz+Q+akYckAowvVyjNsTAZhegCUUF5ewfccOIiMjyczMYODgLBbOn09CXBSlZWUUFZqBtqq2EUGU0e5iNlFXX09dfT2HA4E0WJLrKssPlgnfzWybfAuKv5aWFk6dOs2pU6e799yys5g/b+41H0C3+47bPPVE175bZeUEhgwZwsWLl3A5M5k+fVpg4ee1/taNqjKKotDa+u7Od+PGTfz4Rz/gc5//Irqu8ZMf/5jnn3/hXZVLZ82aySc/8QkrUIXDkiVL+P3//Dcej4dNmzbR0BheqS8nO5tly5Zy5u232b59xw3vQFVVRZau/RocDgfLly8jMSEhbMcISZKYP28eQ4cO4e9/fxF3YWGvz7HZbBiGwfBhw8J2s8jIyGDVyhVhZ14pKcnkrVqFpmls2Lip22S+aoh4dDuqV6Ipv5Kz+eXYt+4kKS6K5LQssrOH4xw8FX9LM3VVZeQkJVBYVoXX50OwiaGSn6jr2Pw+EMAnmcFBMHRkXUcXRXRRQtQ17H4vBIKXqGsYfp2Ci0WcKajCpvvpo8i4hmSTOyyH7PQ0Rg3JpbOlmYaWVgrLynj7Uj6N1zWbVVFCkkRkTUUVRERDQ9QMdFFCE83ym1dUsKl+JEEDyQxSkq6CzYEuyeiCiKBplFXV4q5qRjl6lEhJJDUlmYGpg5k4Yx6DEqOprqqgqKiIkitXqGxoBMHA4ffil+RQZiXrGj5JeUe2eat0dHRw7tx5zpy9SLsRQf/4vjgz08nMSGfatKk0tngwPM047HaioqLeVckoHLr123bu7ObeEVzNUVpWFloaWVVVFbZy73ZnqG7Ucws51Aey0qAV1p2weQoXm91GW1sbR48e5ejRo4iiGJorGzliOEsCc2XB8mVJSSmtra3IskJLy7vLUn/7X/9NbJ8+7Nm9E5vNxptvbuaHP/rRbb9ebGwsX/jC5zl96rQVqHpCkiR+/u8/45Of/ATnz1/gzc2bw6rLi6LI7FmzeOCB0bz+xhshi5Ub0dXvLykpidWr88yZqvUbwpqpMp3S8xBFkXXrN4SlUuqfmMjqNasxDIPnX3ghrCAVdM3YvGVLSDHVE6NHj2L+vHmUlZWZd1Vd6ua6IeDR7eg6RBgeEMGLQqdup7aplcwcOwkJiWx55WU89bUMyshk9KQHmTI3jo66cmrqK7lcWUNlZSWioSMZBr4uwd4QRAx0ZF1Dk+RAL8nAH/icfZINQwVR8xOJjg2NTlXg1MmzXD59AhmNQfF9SU9PJ2nkaKaMn8j0CRNoaW+norae/EuXyC8qwmuYwVFGQzZ07PjokCLRRBEh0M/xSXZENCINDVEzS4J+UUGIjEIXRPyihE3zI+oyCn4UNLyGQEFZOSVFxXQcPEr/vhHkONPIyEhn4qgR+L0+yktKqMi/TFVpKa2eTryygk+245cUBEMP/cx6oIx5O8FLEnRsho/axqvUNJzm0LHTCKJMRmp/5kwbR0xMMt/65jeoqakJDR3fCxFEV/cO6LoLLJOpU6dgGEYosynoQSEHPfeHb4WuNk90tXnKdF7bcxWweQruubobMvjrxRS6rocG2Pfs2YuiKKSlpeF0ZjJ92jSS1iShqiqCIDIoNZWIiIgbmgBER0fzxz/+nlEjRzJm7Phu73e9G8Ww4SNDfwM2m43/+u1vbsutwuv18tvf/jfHjx+3NvzejOTkZB5/bCO5ubls274jLIdwMMUPq1atxG6z8cLfX+x1SPbfvvoVnnn2OZKSkpg/by779u/n4MEbb8e9noyMdFauWMHly1fYsnVrWEF02LChLFm8mMNHjjBxwgQ2PfZ4j7V104T2IZJTUnj++Rd6zfAEQWDBggU8MHoUR44cZfuOd7pz+HUJn1ciyuhEDEjJNEHE44jlocXzGeIcyManXqG1rBhFMGXlmiESERnFkMwBZA8aSPqoBxBtNoounqf0/DnyK6q6lVokTUMTRbw2Bza/F5umhkQPfl1E1SRifG2oooQuiESoHjyiAySDKMNLtKcdVRS5GhmLFBnFkIx0XIn9SMx0EZ2YgLejk8b6Bopq6zl9+RL1NTUYBniw40dBR0TAQEbFIfhMSbdh9o50UeTrX/s3nn/hBUpLSpF1Db8qgWEgiELoPCN9nXiwYZNUZEFDMAyi/F6SUpJIyRlKRkY6/ePiaCwvo6iqhkv1TZSXlSJ3dpgqQAMMRDRBwGez3ZYE3yxpSqiGhGGA3fARoXsYMWI4w8eM5bmXX8XpdOJ0mZuFIyIiuqkJ74W/XVeCGYQrsDRyUGpqj8q9rCyzbPen//vzXT2vuLi4wPblTDIzMwG6lePu1NqZRYsWYugGW7ZuDev4xMREJkwYz4Tx42loaCA2NjYk9vrjH/8XTdPIyclh44Z1nD9/gbFjx3QLVP/+s58yevQoPvf5L4bcKM6cORNyo+jt8XCxAtUNWLBgPn/8w+/x+/28+NLL1Ic5mBgMHLcifvjy//sX6usbSEoawIsvvRz2SvpgDyscp3QIbAieM4eRI0fw8iuvUlBQwNf+7as89fQzNw0+/eLjWbNmNa1tbbz44ku92i1FRkayetUqEuP7suXNNzl/8dINFWi6CobXQJTM7AfDID4ygtmLH8Jnd7Br899pbvMge/xogowuioiGjl1UkQUVRVPx2CIYkJpKVnoamYnxpAwaTENzM0VFRRQWFlFTUkyHKOOXFWRNJcLnwS/JIAj4DQmPphBleOhUHIi6Rt/OVryCDUSDOLUVwdDxixI+xUGnYsPh96FofjptEcQOGMCw3GEMTkkmvl8/7In9aWtvp6qymvz8i7x95iwen4YhCkhd+mldP4VvfP1rPPvc85QFNrr6DRmPrqAIWujjEn1+HJofB15E0cDQQdH9+GUbWiCYRUREkDZ4EJkDU0gfPQaHYVDuzudiWQ2Xiyqpb2jEpvsxJAHdJiEKt/nP3TCwqz5smh8DgREjRpCTncXTL7+Kt4usPzExMRQkMtLTQ1uXg3ul7naZ8HqCDhDOwExS0Ck/6JYRGxvD1ClTeOSvj96zcxIEgZTk5NAG5sGDBl0rxwX6W+H4b96I5cuX0drSys5du8J+jt1m43vf+y5Lliylrr6OGdOnM3z4cL75rW8D8JnPfJrysnLa2tr44x9/HwpUgiBQ6M5n7cMf4tgxU0AxbNhQXn/tVZyubNPcuYfHwxXj2O12q/TXFVEU+fGPf8TnP/dZLl2+zOuvvxFWsBEEgWlTp/Lgg5PC3s8EEB8XR3R0ND6fj0fXhecyEZKe90/kscceD8smJyoqiry8VTjsdtZv2BDaEKxpOpJ045JQdnY2y5ct5eTJk+zctbvXMkVKSgp5y5eiXm3m2b/+hfqGRhwIqJKIT7Z1Kz3ZdD8ewYaGgIhB6qBUFi9cyNtvX+DQyaNIkooigk1SEXU/qiAjCjqCYM4d6YAGVFRWUlFRwUHVR4wsMigtjYz0dBbPmomjTx9KG5soKCymID+fjpoqU7otSkiGgaKBL9DfkQGvZMMj2IgQPHhEGREdTZLRDcNcPaLroGkIqkZ9bT3b6/djIBAhQEruELKHDCMlPo6ZEx5k9gNjaWttpryunrMFbooCwcjgWrAyzXSvfaYyKoogoGIqBw1AlEVk2cAf9C2UBQxVgC6fZWdnJ5cuX8F9/hydO/eQ0jeWAeku4lOcrB0/Fc3XSVFREcVFpRTV1WH4WxExS4OSrqIjoktS92HoGyDrGjZNxS+awR57BJokY/f7kDQzKGuCSGNNNYe6bBYePHgQLqeLyVMmk5e3iurq6lC2VVpaetctla53gOjTp08os5k4cUKoVDZh/HgK7mBm0xOGYZh/u12sp9LS0nA5u9g8VVcHBqHdt1ROtdts1N+iPN3ucCCKIs1XmwOimie6Pb5+/QYApkye3O37vblR+LzeO+JWMXLkCCtQBenfvz+bNm1g5IgRbNu2PWz38sjISFYsX0bfvn3ZtOmxsAZYAXJzcli69CG8Xi+7d+8JK0gNCEjPGxoaw+5hpaamsjpvFUXFxTz1xpvd/uCDyxNF3SwrGYKAIcnMmD6dCRPG89rrr4f6a6KuIasqIjq6KKGKcki6/cADo5k3dx5lF8/x5osv0q7pIMmmsaqqYaDiU0yzTNMRQkVGpJMIHhg+jAcfnMiOfQcoPHca2S6Yw6WAJssofg+SrpmiA8NAMgy8XeenBAGfbOOqrtHmLuRSfiGaJBGflIQzK5ucnBzmz59HS1MjhRcvUnLlMiWlZXgFkTY5MqCcE/CIdnQRVEnBIwnYfR5EVccTEJ0oPg+iYSCJKnbDQBBk/JKM39C5eCmfy1euEOnzEhEbg2vIMNJSUxk8KI1hw0fht9mor6sl/8oVzp89Q2trK7qmo1/nqmTHj4weUAgaSIKOIJg9tSCyoWFT1W6y+eDvT9Y1WmqrKa9rwSNexKHAwIEppKUOYvK40cwZnI2/rZbKi29T4i6gsqoGdBVDV/HKtmsOGDcgaPIbzJxEUUD3+4hQvaiCiE+xoxgauqbiUeyokhzYumzub9q2fXtoVsrldLE6bxUOh+OavLug4I7M2/TG1atXOXnyJCcDTvmzZs5kxIjhDB02lEWLFoYMbIOmureb2dwKfr+fgoKC0CqgG9k8meXUQgrd7h43Qt/OwG/QRiqcrd5d6c2NoqOj4125VQSNEIYNHWoFKoDZs2fxp//9X8DgscefCLuunpo6kLxVqygvr2Dd+g1h/YF0FVq89trrPPjgpB4994KMHDGCRYsWcvDgIfbt71l6HmT8uHHMnj2LHTt3hWYbuqL7fNi9HqI8HQiA4nAwf/FC4lIHdVvYqKg+oj0diKE7cBG/pOBzRDJ/8WJGjRzJ4QMHOLRlM5oAEiDoph2QJorImoZf1s2sShDQJYlY0ceC+fNJTB7MK6++SmNVGRGSH59oC+UZmiThwRygFXUdQxDwyIpZwuuKIAQGgK99v6a+gZr6Qxw8dOjaokRnJjNXrKJP376UlJZx4Uohl/JLqK2tQ5cgSu/E0EATMH9OwUA1QNJ0fKINj6TgURwIhk6fzlaiMWhzRGHT/Ng8XlRFobHTx5GTpzhy8hSCoZM+oD/ZI8cweGAyU0eNZPao4bS2XsXh7SQjOYnq6mpzct8ww5Ms9Jxh+CUFSddRVD+6KCLoOna/DyPgSK/4/UQbHSCDhkxpSSmVhYXsEyW0vkmMGtyPYYP6M+ZDH0ISJYpLSijOv0JRcQnVHZ03FV0YXf4bQBIFjPZ2BF3HZ7OHPntZU7H7faiCCNfNoHWdlRJ1jQEJCWS4XLhycpg7Z7ZZJgyIMu6FpZJhGLS1t1NXV89TTz/dLbOZOWMGa9esMY1iAzL4srK7b6oL77R5SkxIIDOQBc6aOaNHOyUzUN2aHNzhcKCq6i1/3r25Udwpt4rW1rYPdqASRZHvffc7/PM/f4mCggJeefW1sFPsiRMmMHPmDHbu2hWqv/ZGdHQ0eatWYrfbQ27k48ePu+GW3yCSJDF//jyGDhnC8y/83Zzk7wVZlk0vwfR0nnzyKcorKm54nNbSjF3zo0oSCYn9WbZ4EY3VVTzx10doNQJ3zppGbEcrkqqiKbK5uFCHCLvEwhVLSXBm8+JLL3Hp3HmidB2b5kfWNQwMDFHCH8i+uta9HH37snbhfNA0Xn7+cTpbW4kSDHyS8o4BW02S0CTp2nBt2Os6rh3edVEiXNtf5Mp0Mm/WNNo6PFzJL6Cg4DIVBQV4vR5aIqMC5TCDCK+fmj6JqIKApBsofh+iTUAXBRojYgCBPpqBpou0i/bA6hHTv6+sqoqims3YNRVFURg6dAiTx49HwmD2xPFMnT6dhupqyvKvcOHiBWoam/BL8k2FD5oo0anYUTQVSdcQBdAkMfDZSWiSjODRifF56BRsAe9ACa9kw9vezuW3y3CfNTC2bmfAgP5kZmQyZMQI5s6cSQsCl4rLuJRfjLuoFFX1IaMiCTq6JKFroll6FUUz5/V0mGKUwI2WpGsoqopN8yIZKl7Zjk/uLpcXDDOw2nSVjopSzlWWcXL/PrSISFIHp+FyXbNUqqquDkjOrzP4vYN0laffKLMJDviuXbMGm83WzS3jXg34BmfKjhw5cs1OqcsG5qamplB/y26333JG5XDY8fv9t6x+7M2Nwu/3vSu3imCge+PNNz+4gapfv3488/RTDB8+jB07d4YdbOx2O0sfeoiUlGT+9uSTYVvhp6UNZtXKlbgLC3nzzc2hfxyqqnVbntiV2NhYVuetCiw47NnsNUhcXBxrVufhaW3hiT/9EW9rGxGCgF9RzIARLN3oOlp7G9gd5OTmMm/uXI6dOMHRgwcRDAPBEYkhiNj9XhTVj0exQ+CuPaVfP+bMnoUqCGxct57aQF3f5vMQqXrwCxKIArphoKh+2h2RoY28gwYN4uG1a8i/dJG3XnsN/P5Ahia/w2mhG7cQoPzI+HUFHdNE1Sb6kbuIGpqamjh6/DhHjx9HFyWSB6eRMTiT8VNmsXjZw7grKygsLOFiRSnuOg820UurGIHXFoWMSpz3Kg2OOMDAY7OjSTLtooMYXyetciSiYGaUsu7FJ8uIhoqCjk+yMSA1k04/PPe3J4nQNXJzchmcmsroUSOZMGE87c2NVDde5UppGRcunMfv86EL3Xdq6aKEN/BZ2f1eJN0IBTZNENHtEiI6fkPEK9vxiwogEutrIcbfji6K+LBTXV1DdXUNBw8eJFIWScjMIWFwNqPGTWf6/HjKq6qpLCumvjyfhppyfJLZp5JVFVn1Y0jmWIA5q6bj8HuRA1k3hkCE34to6HQqjtC521Q/ds2PX5QwRNEMXJofj6fz2hbfbWaZMOhNuDrPdBMvKi42nSnuoAuEotx8jqqtra3b3qbggG+Wy8XcOXPeE6FINzulXbu7iUXmzZtLQkICc+fMITk5GbfbTXl5Ra8B3uFw4PP5bjlQ9eZG4fV674hbRVLSgA9moJo2bRp/+fOfiIqKorqmJuwgNWDAAFbnraKxsYlHw1jFHiRoDvvWtu2cOnWq22OqqqLcIFAFh2svXrzE1rfCWxOd5XKxfPky3j5+jCNbt2DoGogisqGjeFU6bQ78crDfYaBpGsNHjGBg6kDeeHMzhUVFCIJgZk0GGBhmf0gUQtnQ0GHDmfzgJCrzL7N530EaFAcIIoquYtP9YJouYGg6EboXA4HOwHuOHTOGBQvms33rVt4+dBCb34chgE9WUBFuGIyEwEZf/Sbee4ZhunubKncDnyHjw4bpBWGYXR9VIEZoRxKuuZMbmGa0qgHlRYWUF7rZtxvU2HgGOLPpm5DGgMlj0NsMGgry8bc10trmpd2ngWggSwat9mgaHX1waF5iBTuKVodPdKACNlFF0HXaZRuSYRDliGLZ4kXoXi8bnnsWyduBw+/h6L497LVHIMkyrsxMsrOzSLbbyHhgOAsmjKXpajMVFVWccxdSUFt/48/guq9F0UBQDHySnU4lEoffQ7S/FUXU0CQRh9+HpOt02iMC4hIdv89PwcV8Ll4oxoafqD59SMnKYUB6Dg9OHE9ipE5RURHuy5coKijAiI3Da1MwpZvmkkdJM3uJqiyFHOJtmh+/pKBKsmniq6moghTKsgxBRBXApqndsq/29nbePns25JbSv39/XC4n2Vku5s+be815PRAkbrdMeCsDvzW1tdTU1nLw4KFuA75BoUhNTU2ov1VSUnpPTHWvF4t88xtf58LFi/SLj2f8uO42T4Vu9w0zGYfdjtfrva25rt7cKN6NW0XQh/RLX/riBytQCYLAN7/5Db76lX+lsLCQI0eOMvqB0WE9d/To0SyYP48DBw6y/8CBsJ7jcDhYtnRpj+awqup/R+lv6pQpTJkymc1btvL2271LzwVBYPq0aUycOIE33niDopMnkAwdVVZCx0iaht3vR5VkDEEkIiqK+MREfF4fTz71dKiRKuq6eTEP3r0H7uYVQ2fyzDnk5mRz6uRJTu/dQ0dkbOjCoqh+EEQ6HA5k1YfD70XUTXVZrOpj+oyp5IyfyNNP/I3GS+eI83UiYV7gBE2n3R5Jc2QffDZTISgYZh9G0VRT6CGa5a2gxBxA1QU0n4iomv0dTRDwoiDZVIKuVBGqF9GvIRsqDsmHIYh0yDZUWUEDbD4vNs2HboBHVGhr9VB2qZQWRytXpWJwJJAQq5AU25+EAZE0ej14G2oxPFdptvXFMAwETUfWBJptsbRINmRDRVI1mm3R6Eik9Ili0shRnC+t5cLJPUi6hgzYDQNdkNAFAUPTuJyfT8Hly0R72nFERZE5bgLp6elkjRjOyJwsOmWF+tZ2CkrLOH3+Aq2trWZ5UiAkhgHz/8uChl3yI9JOtN6BIJuZmM+wIwgCdp+XSJ8HT0DkYhgCmm5mwqog0361hSsnjnH6zDl8cgS5g/owJCuTcZMmsTwvj46ODtqamxl4+TLVJcXYfV4EzPKtVwr+3RmIBoiBC6BgmDcP1/fBdEFA0vXAz3Djv/Ha2tqA7daha87rLifTpk1l9eo8qqqqQmrCW1k6aK6hv/WB364Dvtu2bw/ZTrmcLlYsX959iaXbfc/2XCmKwrmz56ipre1u85TlYt5cMwsMDh0Hd5TZ7Y7b3i7cmxvFnXCryMzI/OAEqvj4ONY9+lcmTZrEnj17OXzkCNlZWdgUpcfnKYrCokULcWZm8uxzz1FcHN6cU9KAAabLRH19j+awqqqFApW5kn4pCYmJYdsaORwOVq5YQVx8HJs2PUZ9TQ1RhmbOL3XBFDWoiLrBgEHmUkTN08HxfXtpbWhAFAREwzQc9SgRoWDgl2Qi5Thmz5pOQnQk2199laqCK6YogsBgrSQhGOZ7GIAI6JKM1+agrwgzFi1Gjo1m05//THtjI319HnyyQoTqxy/ZQNCJ9HaiiRLtQhSdigOb6sem+tBEGU0UkAyztGQEhBOGAZpPRNE0BFHHEEV0TURQTVNYJBFJV3EESpGdksPMNHQNu+rDL0rIhoFd9dIh2WiXHHhkB4ImoGganYKM5gdHexWtTdAsCHhsUaix/VCjBtGn72Ci8eBoa0STbTQq/fEbBhGqB1XzImHOPPWNSyQnZzT7Cy9SffkydsFBH6MVRVfxiTKaYar/JCHQxjN0RF2jwaNSeugMHDxDlN5JVnwUGU4nSdk5zBg+hNnTpnLV56e8rIzLJ45TkX8FVTMvuKJh4BclBAwUQ0VGD5T/AMEsB2qChKRreGUbAjqK39x7JUJInGLTfEiG6SxeVlZOVXkJO3ftIiIighUrltOvXz8Wr32YSEWm7NwZSgsKKKipw1tXR4Tfg6xppq2TIOGXpMANkDkT13WJpWQE7K7CdM/o6rz+FtvMMqEzE5fTxdo1q81eUqBMWOB29zgHKcvyba3FuJ6g7dS5c9e503cRQHR1y7hTprrXY7PZQi4wN7N5cjozmTRpEqtWrkTTNDweD21tbURGRt4wM1269CG+9MUvMnTYUDraO/jZT3/CT3/272iaRkxMDAMG9EdRFDo6OiguLu6216q3x3sieLPx6KPrPhiBatKkSTz6179gt9v529+epKLS7Cv5VT9KD4EqtE3X4wl7zglM+6AF8+ez/8ABDhw42OOxpoWSZJYVV+dRX1fP+jCl5wMGDGDN6jxqa+tYv34DXq8XQTDl1gJGt5KQEFAzjBw9kvmLFrNnz17S09PwR8ZgCEJoaZ+p4DI/E80QiR2YzfRJD+JpvcqTr7+FWFeJIol4bXbsuorNq9Fpc6DKMqpqXtxsfi9+WSEpNoaZU6ZQaQhsf/FlvLqO3e/FkETkwEoLv6yARGCJoWm6qgpmJqVKMoJuZl2iYc5QOQxoc0SiI5l34YKOEVRNSgKGLmCoICg6sqYhGKbkPPh5GKKEpKmga4i6hkdU8Eg2OmUHPsGOIQv4UZBVlSh/Oy1yDJrNZkrGDYk6TaFRjEI2NAZ7WugrSnREDkS3RyMi0LetnMjWOkrtA0nvF0P/2CTOXjxOQ10dkmJH00AxNJAFBBGi/F4U3XTREAPLEP26TKsQjYqMTfdh+Azc1VcpbjiO98x5IkWBnJwc0h4YS3pGBsOHD8fb2kJVaQXFBW4KL5ynubmeKKMTA9ODUDDkUMaFIGCIIn7R7A3aVD+CYCALKj7Dhg3dHCPQNCI0L5Kk4ZC9qIqZjXd2dtLU2ERzczObN28hMSGBrLTBZGU6mTR1Kt6mRsqKiqksK6W0phqb34/hF+hQIvBKChF+L4KmhoKWgEGn7Ai7D3k97e3t3VRyZhbhCi1obG9v77bpuGvJXpblu6Iu7OpObwogzCWW48aPY/nyZTQ0NHTzAbwTwVKWZSRJuulrdc0Ct2/fQd++fZk4YQJjxo4hPj6egvzLHDt2jN179vLqK6/iLiwkJiaGT3z84/zmt7/l4MFDpKen89imDTQ0NvL73/+B//ndf6PpGmPHTaBv3z5s3LCB+vp6Nm56DKDXx3siKE/PynL9YwcqQRD46lf+lW984+uUlJTytyef6hYAfL6bB6qhQ4fw0JIlHD9+gl27ex94hcDiwYULycpy8exzz1NcXNzrc1RVZUBSEuPHj7+lsmJQrn79cwzBvPg4VC9+QQg5P9gNmLJgAdnjJoQyw8GDByE4IumwRwYu5Nf6RIYBOSPGMm7SdBoqi9m6cztSWyuiEo1uE1AU8/MIypE9ig2frCCiYxN8ODMzmTRhPCevFHDockFggy2BCz7mnfp1Cr9gyU/SdbNsqKpE+TpM+bUkoiKhil5USaJdikDQBQz52mtI6MiCiq7LCIHApyKgGwIOycw2zN6UgWZGLVRBoFN2oAMqEh1KBKoBhm7QZo+mU4jAL8iotkgE3Y/d70NQAj56mkq5GI1PlRDVTiIFjTjDQHAk0D9+EKooU9BSjeaTEARosUUiaBF4dYV+QBQqHYJApM+DXVORAM2QaJFtgc9RJUL3IqKjouAXzRsKr1/j0plTHLt0Bb9iIyGxP4OzRtGv3wAGZgwjLWe0ObvWWkvZpQsUXTiP7vfhV2wBx3fz8/UEHCV0UQTNwC740Q0Zny4RoXpQfH78NpEI0UOE5sNvaHTazBUroiSiqeYdb1CVdlz109fbTka/vgxIy2TkpAeZnZ5BbUM9JVeucLmuieKqajoFUFQVydBN8YckvqMC8G641ksys4i0tMG4nC5mTJ/OmtWrqayqCqkJbYrtrveSTAFEYM/Vzl2mqW6GOSe1eNEi+vTpE/IBLHC7qay8PR9Am80s44Yb9Jqbm9n61ltERUXR0dHBv37lq8yYPp0ZM6eHHDJaW1tZvWZt6DmXL1/mqaefYfLkB3nyyadYtGgho0aPoampiaamJn796//kBz/4Hhs3PUZCQkKPj/dG8DPwq+o/bqCKjY3l0b8+wrRpU9m//wAHDr4zs1H97wxUkiQxd+4cRgwfzssvv8KVgKS5N+Li4lidl4ffb7pMhJPaS5JEWnoaCQkJPPvsc6ahZS+Iosj8+fMYNnToTeXqPsUUE8iqioBGVFQUC5etQOzTl3XrN4RWjWiaOfCLIGBwbbW5KIrMnL+YBOcozp46xsEDBzAMgxhJxCtK6KKIbHgQBNNB3BbY4eSxORAFgSkPjMaZO4S3DhyioKoaRBFR0/HJCpooEdnuhS6LLxTVhyGYK9rFgBee4vNj83uRNA2PzY4IyH4VvyRhV/34RAW/qGDoAsEqkiBgupQL5twTOkQZKnbBi4x5MTKMwAoQyYYhaOiahh8BnyDTIkeiIeATJXTBlMVrgogm2tA18At2+vg7GeCrR/Zp9O24Sh9BoCa6P52yHZ+q0t7eiRAVQYvPi0dtZbAUQbrzAVKldqp8Oo3tdbRXVODztWJHA1Gmw+bAp+vY0PEINvxemb56G4KqheT+rTbTxDfO22b2uDQVA5EWUaK0+iqXq44Sq7YSg8qAdCcDBztJT+3PnKUu1KmTudrWTkV1DZcuXaKiqspU3QkEXgc0QcKhe5HQ0A2BSLUTv6wg2QwkEfy6efOjI+C12RBFEb/evbfjkxU6/RJX6q9yofks/jMXsEfFMmjwYFwDEshbMQ1733gKC4soyM+n5PJF2mtrkFUNBRVVkvDK9p53gN0iqqoGSm6FbH2rq+Tcxdo1a4iMjGJA0gB8Pj/uggLqGxru2HvfDI/Hw4WLF7lw8ZqpbtAtY8qUyab1UGFRqEzY3Nwc1uvabDZ0Xb/lwGuz2airq6WkpITHn3iCx594osfj+8XHU1NTy/Dhw6ipqenWez9x8gRZWVlER0f3+ni4Faq//vXRf8xANW7sWNavf5TIyCieevqZkJ/a9fiuC1R9+sSStyovJAcPd1I7uM7j9Jkz7NixMywPK1N6nkdUZCT5V66EFaRiYmJYnbcKSZJ6dEo3BJFOxYEk6QxOHcjyFctxl5bz5pNPdWsyhwIVYFN9OHweohwOFi6YT2SfGJ576QXcZWUIYpddSoHMK1heDL0nYIuOYcWqfyJa9fHS88/R0NaOKIqIqt8sK0oKmiAi2yPp09FKhOZFQ0ATZNodEQiYPTEtcKGSdB1RCFgGGToIRsCRwkBBxy8Z4Df3QCGYhzgMH4LNQJE0DBEUQ8eu+dCMQPHTMOiUbXglGZ8oAjKiqtJpi0HS/cgI1ET1RQrsk1IViU5JxhAk7LpGhL8dvyHTaotGjRYY1FJD/7ZaKmKS0AWRaLsNjyBR1t6KzevniuqnqewyFdES/fsPIDM2idysHCKNq1xtqqSsoojmynI0QcCPiGGI+BQb7UZkKIjYRR8+QSRW7UQQDVRBAhFEdBw+D01KLLKgIqOhahrFxUW4i4rZjURSrMBoVzqDhwwlZ+KDPDBjFm1NjdSXl1FSVMjFi5dp6+zEJ8l4EZF10wVekjV8NjuSaJhZs+pDUf3ImkoHkciqnw79nYIFVTLl+F5BwaPbaWnTqT9fxIWzV/DuO87A1ERyspwMzXKyYPRw2jraKSqvpLiokIqiYlC93eTsd5rrJeef+fSnaGtvJzcnmwWBMmFw6PheOVM0NTVx/Phx0yVcEBg4MAWn08nIUSN56KElNDc3hxSOhUVFN1XM3e4aenO7b3jlz8TERNauXctHP/ZPpKel0XjdyqPGxiZEUSQxMYH4uPgeHw83UI0fP+4fL1D9y798ie9+5zuUl1fw1NPP9Njr8ftNxZ0gCDidTlYsXxbatRSOakgQBGbPmsnYsWO72Q31RmZmBitXrODCxYtcunSVpKQBvT5n8ODB5K1aSUGBOzzDW0Fg7KRJzJo1k23bd3DyBpZQptefhKRpOHwekgamsOChZfi8Xv7+4svU1bch2GNMdYRgrqeQVRXZ0ELmpnKgv5I4IImHP/JhqqureealV8Gno4gSgmHgkxV8kjnH5Ueh0hZJvdiXWF870UY7ggh+yYZfkvHY7AiGgSrJeBU7kb6ghZJAp+JAFwTEQA9FVAJ2TD4VQdMQRQO/Xcav2M25KQH8NsUcVNXMz8srKbRJCpogYAgynXY7Hl1Bwyw/tdqjabLFIgoSMb4OdF1At4FsqESpHaiSQrMjFgSBNjGa8hhIbqsjwdtEZ58kypUY1LZOoo1OZNWPw+uhU5dpaLhKZ20DlYZKta2T7NQ+5CRnMmnJWmySQE2Zm9JyN+78QrwtGh7BjizJeBUbDp+HyI5OIjGdIyTBwKOYw7SyqiGJKrosoYky9oCCzVx0Am2trZw4cYJ9Zy+gygoZA5MZMWggKYMGM2XOPKbOW8DVulqqKys5W1HNFbcb1efB4Td3fom6dk3EIkqoooCs+pFbWzBuMPfmlxQUvwpeUAwvsYYP0dBpVxy0C7GUVjVQW1PFcV8nkQIkZTjJzMhg+qzZ9FkeS1VxIe7GFq6UlN52CexW0HSdy5cvc/r0mUCZ0Bw67upMEVQTlpfffWcKwzAoL6+gvLyCPXv2BtbOp+NyOpk7dw79+vWjoqIi1HMrL68I3RjffqCSaWvvPWhERUXyxOOP8ZdHHuHkyZOkDR78jmOEoCJX1W74u+v6eLj8Q8nTo6OjeeQv/8fs2bM5eOgQe/fu6/U5wQG3ObNnM2bMA7z55ubQBtreiIqKYtWqlURGRLB+vdlcDIdpU6cyefKDoY2648f17EwBMHHiBGbOmMG27ds5efJUj8fCNWeKtLR0/vbkU1TczJkikFFJusbIYcOYPHcuJSWlphmvpmIXdTpUlTYxEgkDVY4k2mgnRm9DVgHDQBNF0keMZGneag4ePMTevXvNPEtWru2ICvxxenQbHt2BIGp4bQ6qbVFIhk4M7ciCFlo2KOqmatEn25AMDU0wsyzJ0AABHRFNkrDrKnajE7vhxW6ooGqo2GlHo8MegS6a8zo+WcSQzQFgP6JZcjRMWXSHpNBq70ObaEMXJHOAVRBpskfjER3IGERofnySnWZ7DA5dvXa3Lwi02mNAkTGUCMrtsageB6lCDQM89dj9nWAY6IaAoqt4FRFBMGjSoaCwhKr8y2w9tJPUgSkMSc3ggRFjWbFkKSUVtZy9XEJBsXmx9ikyEYoHTRdRZRktNBxtBm0FlXZs+EXz+3bVh0ewmStGDL8pdJEkDKCiuJj6/Cv4ZQWb3caQ3FycTiepA1MYOmESXkmhvrqK0rOnuXDhIlfr6xENAw0Bu9+HLEkYgo6tpQHRMP0cu2Y/qiTjlWw4PF7shgdDENEC4w12w4fPULAb5hyXF0LqPTCrDK6UJAaNGMWDM2aE9koVFBRQ4HZ32459p+g6R2WWCU2Bw1bMCoYzMxOXy8mHHl6LoigUFRWF1IQN96BMaK6dv8KVK1cA8zMKumVMmPBhJEmiqKiYArcbn893W4FKlhXa2noeVnY4HDz+2GMcP3GC3//+D4ApGImPj+t2XL/4eADq6up6fTxcnnrq6X+MQDV69Cg2rF9Hnz59eObZZ8OWkNsDzcfs7Cw2bNgYdn168OBBrFq5iqLiIp555tmwJrqDm3sT+vXrZl6raupNnSkURWHpQw+ROiiVJ/72JJWVPbtgGAZE9enHQ8tWovq9PLJuA56ONjDMwd1ri/TMvpSmaUiyxKL5c8kZmMSxYyc4dOhgqKCnB8ZmfbqCgYhD9GDYBHyGA9XQQRSZOms24x98kBdffInLgX9MIbpcwHRDwGcoiIIacomQ0PEh004EUWKneXjgLkwNbOb1iQo23Y+iBtRhSgQe2YagqaZ6TNdN93PFji4IKJqfCL8XQxBpt0cE+m/XfU5gBi1BQEXAj6mC0wQRvyAhGBoGErWRfdAEEUES0CQHkaqPpI6GgI484H4eoSB6fNQJMj5NINbfgU33URWVgGhoRPrbSWuqIIp2WqQIZE0HBNMLzxAQVZXKigoaK8o4fGQvUQ4HWZmZpGc6mThmATabnYqyYiovnKHq8kXq2jtN53NNRxPMQWxFMi+0nYIdVRGxqSqy5idS6MQvy3iUa+71gqGH1H8+ry9UBlNUPzEpKQwZO4H09DTGTJ/JhIkTaS8voa68gpKSYkoL3XgECR0BQVYQm5qwqz68iv3ar9zQEQ2dNlsUnaIDI7BrzK75zLEAm4KBucxRUdVuru0tV69yrqmeI/mF6K+9QUpKClkuF2PGjmHZsqWmUq7ATX5BASUld2ZjrtLDwG9rayunz5zh9Jkz5kzSgAE4nU5yh+SyYMF82traupXk7kWZsKWlhVOnTnPq1GkEQSBpwACcLidDh+SSnp6OYRgsX7bsltaFKIpMWw89dYfDwROPP0Z+QT4/+MEPQ98/c+YMiYmJJA0YENriMGbsGEpLS/F4PL0+Hi7bt+94/weqz33us/zohz+gqrqades3hC01DVoa6brO8y+8EHaQenDSJKZPn3bTctqNCM1U1dWxLiAjD9J1w29Xgrug2trbWbdufa8/l24IJA7KYfLMhZy5ks/Bw4cQDYEYRGL8bdh0laDhnk+S8SgORElk6NAhCD4vm599mvyy8msXMV1G1SR0u0i05EFHRDUkvNiRZHOafdWqVfTrF8+69Rt63dmlI6IZEnax+x2fhIZGYCmf5scesN0JjIjiDfj/CRj4RQVNkrDpptLQ4fOYMz+ihB6YE9JFER2QdTXkum4LuIv7BPP1tMCQrWYI5vqOwAyTFvCwkwwdQVfRMczMRTINVjsUBx1KJLH+djplG4bDToSnHVtHG3Gij1ihmdiOZtplm1km1Qx8okybLBHn8WGXJXQMMHQMXUBRfdgFA9GPqaKTFTo8Hs5fuMD5CxeAa7Y92SNHMeuBEbSVl1JeWUlleQXV1dU0yQ4ECaLpxKubYhVV0YkUTD89QQfRr+MzbPhlBU005ejdMiHDAAFqGpqo2LEDMDONHGcGQ1MHkpycxKC0wehTp9HS2EBdRTmRho5uCKawpYujhKTr2HSVdikCVZBMcQvgFyVETUfBjygYprmupmGo5nZnAZ0IzNdSRQm6bqbduYNoRSYjdRAZLhfLFi4gOi4uNFBbUFAQGKg1/85E9LBbXOE6UxiGQXV1NdXV1Rw4cCBgYGuqCWfNmsnatWuoqKwMqQnLysrD3rd0uxiGQVV1NVXV1ezff4AxDzzAgw9OwuPxXFsXEhiEDq4LuVHpUlEUWltvXPoLBqnLV650C1JgBs2/v/giv/jlz/nGN75FbGws3/7Wt3j8ib+F9fit8L4NVJGRkfzpT39k4YIFHDlyhN179oZdz54yeTJTp07hrW3bmTN7FkIY0li73c6ypUtJSk7i8Sf+RlVVVVjvNWrUSBYuWHDTmaobWSgFxRnh7oICGD1hKmlDJ3Di4C4uX7qEDcwLlyqgaCp+WQ7NS9lUPympgxg+bBh2u53yhgZik5Lpf/UqDc3N5nVLk8y5GVlEFAxENAQMvNhIiu/Lh9bm0Xq1iUcfXYcnHDsUXSVC8yBpKoZ4zbvOMHV+2DU/kb6OkBOGaBjIhoZflmlRogLuBRrRXjNgm/0ZP5GqB1GX8Hc1Pw1I8m1+P7KuImCWrmQMDFHFb4vEEEASDAxMGbuGgW4Y+AXwSDISfmy6hi7oaLoAgoYuKNRFxtPX20ak5EfQfNjbWpB0A2wCsqbSz9uCXbPjlWyIhh/Q8Qk2REND0tTAcLS5yNHh68Rvd4AAdtWHoan47BGmLVGAoNT6yP799PN1kp4Qx8DUQUycOo3IqAiq2jopaO0gv6iE2tpaDN0gUvNg13yokhRyfYjweQLD0hJ+ScGmqYGArqFofvMzl20IgtmbUlWV85fzuXDpMlGeDgarnWQMHsyAlGQGJydhj4ggLjWVwc5M8tu9nD5/MdQcFwQDu+jHYzjwG2bg0A0JCQ2bYGZBPlGhTYpA9BvIaBgIdIhRIBk4hGuZUnDppeg1KLp0npJL59nx+qtEJA8kIyc30E+aTn2Lj9MXSygqKaWirBjd04wNX68By1xFf+vydNPA1uxdsTVQJgyoCT/08MPIshwqyRUUFNyTPVeSJHG1pYWtb73F1rfoNggd9EsMrVVxX9u+rCjKTcuqy5YtZdasmcyaNZMvfuHz3R57YMw4vv3t7/Db3/yGE8ePoqoqzz33PH/4wx9Dx/T2eDg/09ChQ96fgWro0KE8tmkD/fr14/nnX8AdhqM4mHcHK5YvJyGhX8jSaPq0aT0O/UKXPVCNjawL0+NPkiQWLlhATk42zz3/PEVFxTc8TvVfy6gEQWDmzBmMHzeOV197jUuXLvf6Puaq+KV47QN485WXaG64JgV1GB4k1ZyXkQLiB0MQGD5mDJMnjqfIXcCOXXtIz0gnK3cYU2fNpqOhnoLCIo4VNlBSUwVd7sBEdOIH5jJr4Ux2HT/PsaMHcWBgv7FN37VzVP04fJ04VC8+FGRBxavYaJMj0JCIEDpNGyNBDK2L0AKDyzZNxasYpp+g5kfUDbyKDVHXUSUZvyZj1/x4dS00ZwSG6W/nMYNau91hOnkL5uvZVD8eSUFHwAbIqhfZEFFtMmqwtAUofg8GIh2SaH4OkoxfslOXEIOseYi42oYsddBsj0ATBdAVGiP6Et9eT7Rkw6fIKAERR7MtEhmDGG8b0aqXKH8HrbYIVJudKM2HV7QRofqQVT9+m8T1H6es+vGrKucaWrhQdxbj1Fn6xsfhTOpP2ojRzJgdsMe5dJHyM6corqjC5zezV1USUVQ/Nr+PDkekaaSrSkR52kzvvYA1VYTfi6JpdNgcoX1fhiDiUWy0tTVz4dJF3FU1zFu8iGZNp62wkISUVGbOmcvchYtoamqivLSUgmNHKHMXmApFQ0bTBaKMTvzKtR1mfhTaxSjstg5ETUMyVAREfJodWdTNdSeBrcKCYeDtYgemqH7aa6o40tTMkSNH8BJJzIBMXOmDmDT+AfrMn091XR1ttUVUlVzp0VLpVrz+eqK1tZXTp89w+vSZUEnO5XIxdOgQFi1cYO656qImvF3Lop6w2W34vNcqFtcPQvdPTAy5ZcydMxtBEGhtbSUiIuKm/36ff/4FbDYbn/3MZ3C5nFxtaWHnzp18//s/pKWlhb59+6LYzN+N3+/n6tWr3TJJRbH1+HhvJCYm8uv/+I/3X6D65Cc+wc9+9hPq6kw3hrYwHYtTUlLIW7WSmpoaHl23PlR+8/t9PQaqkSNHsmjhglvaA9WnTyyr81ZjGDrr1q+npeXm9V9VMwNVREQEq1auIDY2Nux+Wb9+/Vi7ZjVNDY08+cwzdHh9dJl/NV28Qz0JA1EUmTdvLtlZTo4fOMDOM+fRRIn6hgaOHz+BLEkB1ZOLafPHMj8ymobaCgqLiigqLGJA+lAGZIxi967dlBReRkei1YhCQiNC8AbKZ1K3qGWqxjzm1JRdwNBFOg0HNp+KIujIspcIwWva6FzvASeK5rJGw1SwmS7hQugxv2JD1jUi/Z1EejvotDkwDAGH5sEQzWFnnxRwgPf76bDZ8RkQ4ffSpjiQBJVovw+74SFCiqZOM2hx2DEkHQ0B0BHUDiQENMUOdgEi7IAPtVND0P2ImoamhPyPaJMd9BVEktprqY6OJ9rbRpTmoT4ijkjDg+jVsKPTbjjQFZkI3YdkGNgDEnCH6qNVEE2fxi6fY9fPJ3ixb2q+ytv1dRy9XID/jc0MHjSI7EGpTBg3lkUr06iuruZSQQlXisppqK4294np5iyeJkpokkKb4rg2t2QY2FQfii6bc2gBBENAFwQS+/Zl2pzZFJaXceTocSRdwyfb6ThwlCEjRpCTnU2my8WIIbl0lpdwtaqS0spKLrkLqbkKmnLtcuPVFSTDT4zfg033owsCDqMDj6qBYIACoqEj6RrqdfvaVElC1jVEQ0dFpkOX6awsobGqkKOHzGpLUmoGGWlpgUzCHnJeLygo6CaCuFOBqitdS3L79u+/tufK5WT2rFmsXdO1TGiqCe9EmbA31V9tXR21dXUcOnQISZIYP34cI0eMIC4ujt/+9rd89rOfZffu3ezes4ddu3YD0LdvX3Kys/nKV77KpcuXSUxM5H//+Ad+8uMf8bWvf+OuOlOAKSZ56umnEfol9L/7Tol3AIfDwR9+/z8sXbqUY8ePs3PnzrBLfePGjWPO7Fns2buXw4ePdHvsc5/9DHv27H3HYK8kSSxcuIDcnBxefOnlsOacADIzM1m5YjkXLlwMS+Y+aFAqeXl5aJpGVWUlr772eljKnZycHJYuWsCZA/s5sm8vHX4brWIUKEIoK1F1kRhfG32EdiJjY1i67CH6xPbhrTdeo7C4lDZ75E1TIa+hoEQnkZkxiCFZmSQmp5Jfq9FYU0JDyXnKy8rwqyqKTw24h7chCAZ+UcZju3bxs6l+orwdeAMO6gagIaFoKpog4olwgGEQ7e0IZUlBBF1HNjTaHOZuKLvPQ6TP0615L2oqMd52fLINTRCRNA0JHY/8/7n77zC7ruu+G//sfeotU9F7mUEjAPZeAIIk2AtAgOqyX9uJk9iO8yav4ySObclJ7Di2Yjtu+cViVZcoURR7r2IRSbGgEGWAQRm0AQZTbzlt7/37Y5+5GBBtKIu233c9Dx8QOPfccu65e+211reEFNOIWEqCNKGU1ql6BWIpiXE4VGy1kkpGc1Q2M2KaSIRLb3Eih0oTiQoe2vGIhI92XIpT23Bpp7/Wj04MGIemep2pI0cYDptAZiANkDFjaD+uTolzfUXl+BiT0JpWCElpSetMqA/gS0VBJ7SmdcIsxTUasDJWsRdYa5X8+wnShGJSb1xHezENYZZQCUskecXhqIxyXCNoaWHyrE6aJs1j2vTpOFGVPUcGODAyxNF9W1FD/RTi+jHn5TxcZQEOtcC6vkqtaIoqnNVc4oqrrmTTT99l57Zt1PyAKCiQSoeRsNyowITWzGkps3TOLGZMaKO1rR23rZ1aocyBvqNs3bqNzZs301f38JKE1qxKNCYp68yhJGskoQfY+yKTx9TWwW6+XK2oBEUS4TOkm/GJj93KxiCVVfMouVWmT5tMZ2cnnZ0dzJk924Ig8qS1fv06/uZv//c/CIJvNJqamqwfWmcHHR0dOXLvGJrwZ20T3nDD9TjS4Yknnxz3OWEY8p9/5z9x553raWtv4+qVK+nomM/td6w95Tn/7J/9Crfecgv/7J//Kps3beCcc89vkHpvuvFGfvd3f4crrlzBxIkTT3v8dDF58iRmzJjZcJv4f0VFtXDhQr72wH1MmTKFHzz0UMMA70zh+z633nIzs2bN5lvf/jY9PftOeEx6EnWK1tZW1q9bh1IZX7377tNWRGPjqquu5PLLLuOJJ59k48ZN4zpn/vz5lEslnn/hBd54480zPl4IwdUrV3LhBefz9He/xd5t21DSxXUVxSwiiV3iwCMTLrllLLMmT2H19dcSp4rvPfAAQ8PDxP7pSZU+KdHwIfZ2pyxduJhdu/bzzoYuls2fyLnXXEOpVGT/ti3s/3ATXYf6ieoJHsq2upLILnQns+0AXBQO+c7ZfigS16MY163IrbQacJ5W1D2/gQzLXA+lrFhtJl3A4GnFSKGJalDAIChFNTydoRyJUoIwTfB1SiZcqzSBRaE1xTVix6XPbybSBZQDmXSZEA8yHDZjIoHjRoTSpTBrNlDm4NAhdGpAO6A0dSSx41CKh6mKAniKgq6SSoeDYXODg9SaVZlRO0RBpcSuT4JD4jg0ZXUCleJnKalwcHKumHEkQZYc51o86tcVpAlpXmF4KiNxXdIxMy0lHVLpogeGeW9wJ0bspEDKlPYJTFq8lI5FZ3P7zdehj/awd8P77DjYy8F9eyGzcyJhNIZjz+dnKUsXLOTKyy7htWefYXvPAZywaO1XjCZxj7UJAcI0ZvjgEC8fPoyREk9KFsycwbyzz2bq4qUsWriQW2+5mV37+tjyzgYO7N7OgT6bJJRxMI7E1wnKSFLp5lqEGYlr544ytxSJPWsKaannGo3EQeOplGJaRyjbOi6oiKMHUnp7e8eAIOawoLOTa6+9Bs/zuGv9OrZt207Xjh3s37//E+dujYyM8N777/Pe+zlyb+pUOjs7WLr0LG666UaGh4ePQxOOt03o+z712sdDHhYKIQB7e3p45dVX+dGPHjnlY8vlMuecfTa/8su/xB/8wX/9RJUppk+bzh/+t//Kyy+/zEM/fPiffqL63Oc+yx/94X9jYGCAe+69b9yqw5MmTWL9ujsZHhnhq3fffUrUXJKmjR4qwIIFC7jj9tvYuHETzz733LhK8jAMrZp0ezv33f/AuKzsRyu2JYsXk6bpuJJUGIasXbuGttZWvnbPPUT795I4Xq7fZgi8BD9N0EqS+D6BTLn8sgtZddkl7PrgPZ57/HESpakHoRWDPU24RnHBjEnceM1KNn/4Lm+98RMGRTM/3iV5/QVNc/sElkxqZdrcTs5ZMZtmUWHPnl3s2rmTQ3v3EGvdkCDSQjScYQELlzea2DlWGSWOh/BHW08ZRgjqXkA8ZsevpEPVL+QGfcpa03u2+lA4JMZypUqqjnasSngY13Eyy32SKkW5IdUgoFirETku2jgIYSiQkOEhBLQmAzTFLqFjaJ85i2R4gC3D+xF+E75w0ZlDJnwyR9Lnl5kQD9ESH8Wpp0g3peoHZEJSMAmTowGa0xFAopC0xRW0FCjXQ2WSQmoJzY6wi22YxWjtIDE4WpM5NOgFmeM04N80Prt/XKI4JmWlEImhIBKUlOwerrD93fdIf7qBp8KQC+e3s2hSOzdfPpdAXsL+PXs5sLeHnv376BnjtXHF+edxwbln8+iTT9HXsw9XWWNEVxsqwiN2x1S3Wtuk67iN95Rqzbbdu9nevYuRwvM0t7WxbNky5s2bzzlLOjhr8SIibTjaP8CBfXvZ3/0hTmXsBsbH0ZpSXMv1ARWZHPW7MjhCExBTMwWKuk45qWGMoCqLFEQNTyucpM5IUERL5zgXX8dx+PKXfp/3P/iA2bNmc+mllyCEaGju7dix45TqLz+vMMZw8OBBDh48yKuv2jbh3Llz6ezs4Nprr+FTOcF3lHS8f//+U65Jge8zNE41ndEIQ1s5n+lzvvvTt5k9ezb1ep0//uP/wVNPP82da9d+YsoU27Zv5+6772H16uv40u//3j/dROX7Pn/x53/G2rVrePe993j22efGvdM5++zl3HTjjbz55k945dVXT3veqN6fEIJVV6/kwgsv5PHHn2jAg88UU6dOZf36dRzuPXwC9PxU0dzczF3r12GM4bvf+x5f/MIXznjOlMmTueuu9Rw+fJh77r0PUx2hgK1Q/CTCz7KGQrgvM6peC7fdditnLVnCa888zXsvvWi1/ISgEEd2QXH9huKAlhInS/G0QirFJcvO4uJLL+b5N95ky4cf0pLUKCcjDLqtSEeTHayyaf9e3pLbaQoNi+dNYf78+dxww2qCaoWe4Qo7Dxxi+94eakdTCmlijRyFtaFInDGEYAAhiHO1Bamtt9LJNN+U41J1XKTWuRq6RBlJRRdJjIvveJgU3FSjXUnBDXC0InVcRoIidddHCxfXaMpJnUx5BCKl5nlUpIeLoCkeIStOpHX2EgbcGkf2H2JClqCMYsQrY1IXT0YIfIQwHA6KFKTATxVOkBG7Vv+wKYloyip2gUSiMEgR0JoNgZJUgiKBUYikRqBz4U1tK0lPKSI3sDYrcR1fpYzSCzIhqfoh6hSbjdFZocl5YanrkYxpGcZRxKat2+jeUKetOkRbWxsz5sxhTuc8LrnqKiquy86+QdrLJSaS8fB3v8P+kRrKK5FJl0wLHDQDTgvSGEomsjdiDmQx4viZkhYSF3t/Dg4N8ePXXuPHr71GkMTMnjCJWUuWM2v6dC5YeAnB1ecwMlKhp56yeesWunbsJB61ZnEcak6Alg6eUhTSiJpXoCBj0AKZalTmoFxJmSqeSEkcjzBL8JRquCKPxiiI6d133+PNN3+CEILp06fT2dnBueeew2233kJ/f38DBLFr1+6fC3frdJGmKV1dXY2u0TGCbyeXXHwxjuNYrcQ8kQ4MHEsEYy0+xhuFQkiapmes2s6/4CLK5TILFy7kD778+8ydO5fXX3/jhMf9vJQp6vU6D/3wh7z5k59w9dUr/2kmqo6O+XztgfuZMWMGDz/8MFu3bT/zSdgb78YbbmDhwgU8+P3v09195rlSkqaUikU+//nPUS6VPhbx95xzzuHGG64/pejtyWLu3LncuXYNW7du4+lnnqFYLOI4TkPS/mSxbNlSbrn5Zl57/XV+/OqPERhcO2AhjOuEWZL38QWFtEo59PnUmltpnjSFB7/+dXq3bEYLSP0Ake9Ogyih6hctRynv+QdpgvQ8Lr3qKqY1lXjkwe+zd6SCq62vkCsNvpMwIguESUpgElwvw1GGnTsrdHd1UY6qTC6VmLJoMUvnzeHai85nEMmOXbvZvWULB/btoy5tW0cJh9S4pNrujn2Z4YkMdRpH+tEYm8Qi7ZMYj1DECBdU6CFShUwNqZRIL2AgLKMcFw2EWUKgMjyVkuChDYRZHc/JOBq20NJUpmXa2eyXvRzddxgtQxCGlqRK5vgoo4i1Bzn03RFOrpwR014bQgsNwqE5GUYaUMIgjJ2dgcJVKUba9mzN82mq14i1z6BnkYEFnVCihqsVhcQmKctVEo25VJglVE+SqKTWFJMabqYYMiUwUE5q1LSh7oWkxqUsarYrK6Dmh1RrEfu3bCfbthPH81g0dQKXXXI5xZKPqSZcuWAeu0Yi3u+tcbC/jmMyKo7HUdmKziTtzjAtzghaCtuO0wqVb0IENPhs+iOt4MT12H/kEH2HengXSwHpWLiQeeecR8fCBZx7wflEUUTfju30dG1j445uavkOXUtjtQcdReYISk6dsqnQlNUQioZgcuT5aCww46Mx2vIfBVMYY9i/fz/791v5oiAImD9vHp2dndxy8800NzezN+dudTW4W59sm/CjBN9pU6fS2dnJsmVLuXm0TZgnUmspf+aN8tgIgvHb0FcqFd59913+8+/+Ho8/9iiPPPrYJ65MceDAgX+ayhR33bWeP/kff8zw8DD33nf/uEvvY+rl6RmRdmPD93wuvvhiurq6+O53vzeuL2y0bbdo4cJx23nAMUv6p55+uiGKOfojcRwHlSY4OvdQkg7Cdblu1SqWd87j0QfuY3/3Dtq0QUkHnStfl3K0mxYOvkqYMnEyl1xwAfHhgzz40EOMDAzgYEjz4binUhxjQQ86X/ha6hX8LMG0T2LVNatQ9RqPP/0stTTF98JGm824klY1Yh1j0RSziBSXmiySunbnX0hi9kuP7i3beGPLNsoSZsyZw8zzL+a2L3wR3/fp7u5m6/YdvLdtPyPDMUJYu8VIGQoiouiM/8emjSDBxxNZYySWuD6xNGSqROI4FNMavkobDrNBEpM4HpWgiFDWbkIrQUHEtHXMYaLfweZoB8NHBwgdl1ik+DqjLa5SUgmZkVRVyFChmZoX4uqIydU+pkb94CocrLW6q2I8lZB5Po5OCYz9z0VTFxYCn+JSNQU8YxCpJsNhWBSpuCEtqkqYKRLveC+pJOdBRVodp+wAVoneV5mlJGComZBYGdxEk0qXghMT5qRrL03wVZLLCwuE4+CGAefMm8vw8ADfeOxxCmFI58Q2phVDbrzkEqrCY8v+QfZXKsSH+xiKDQOqCVekFJ2IuhdQTGo4KkUJidRWUaTmF4+z8hDYajjyrFeYk6VUU8VbXTt5vXsvAFOnTGb52ecwtxRw3oUXcfGKq6mMDHOo9zBdO3awa/MmanmicLSimMUUTErVDaxih8oQiSZ1nIbQ8dhwXRet9SlbaXEcs2XrVrZstRqe7e3tOQiik5UrVxzjUu3cwY4dO6mOE4H8s4YxhgMHD3Lg4EFeefXVXAdwDp0dnay+7jomTpxIuamJ1pZWduzcwf79B844urDJLflYyMdisYgxhg0bNvyDKFNIKf/pJCrXdfnKV/6Ez3z607z//vs8/cyz44ZsLl60iNtuu5X33/+A518Yn3o5WA29zs4O9uzdyw8f/tG4zmlpaeGu9etQSo/bzsP3fe64/TamTp16giX96A0SYpD1Kq5OAYFfKnP9HWsIMTz0d/+byuAgrVEEwlD1Q1LXQrPtvMfgmJRlHfM557zz2HvkKK88/iQDbkCzypBoIgoWfpyj7SS6AVhIpcOMCRO4eM0adu8/yHsvvAA6JfMCvHwh00LipylSK4wfkLkOmbGzCCfLyIQVMK0USsSeb60osgylFQc2b2Tznn084gVMnTKFBQsWsHDRMhYvvhh1dB/79+1j56EjdB8ZJCLAN2lDZulnjtylNnM86k6BRPkInZEaOy+LpUvseqSuj1AKIV2WzOwgKc/lnV3vEGcazw+QGtCaGdU+RrwisXTIjKSsI0rVmMNBOz4Jk7JB0tABXFIMGs2MuIbRhkSCbxJ8NIUsRguJka5VwEgFUoE2DplwyVyPmlPCCEFgUooiPpak8rDEbThBGwqbIDNhKQI+GQ5V69arE7shkMLaoSiFn2WEaUrd9xEYJoUBN1y7gv6eHp7c8AaJkMRxwjtDQ7hJxojZBbOXMW32XC5YvpxrW9vo2X+EnXv2M9S3k+zoDlIhqLsBrsrAQCId6l6AGnUPHhOeyigmUWMj5KkUUkNN2Fb0od7DHHr2WQpJnZLKmDd3Lh2zZjB50mTmXXEp+tKLGXQD9hzqZevbbzFcHaLm+fk9LcmkpJzUGXDLpM6JS50l+46/ldff389b/f289fbbSCmZNWsWnZ0dDbfc3t7eRuLas2fvJy5ga3UAu9i+3bYJf/Nf/wZdXV1MmjSxMW8baxcytk04GmEQnHZccdFFFzJzxkzeeOMNBgYHWbhwAf/lD/6ABx/8PkNDQ/8gyhTGmH8aiWrOnDl87YH7mTt3Do888ui450NSSq695hrOPfccHn3ssXERZGGUJHsr06dPZ+PGTeO+oTo6Oli75g42bd7Ms88+N67zJk6cyF3r1zE0PMzd99x7Alk4yzJMktCUxdS1BRhMnTaFm6+5hkPdXTz349cZli4lbYh9HyUEvlIkviRxXfxUEoVFrr16JfPbW/nphx+y6Z13SV3Xzn1cj5b6MIU4InNkQ0tv1PHX0YoFS8/iwulTefvdd/mwqxvpOBSV3ZknwkdLQTGpg7Gio5l0Ebl9+Ehg3W6tZ5TBCGlbVmmEo63NeqATSnENJR0O9fbSe+gguv4qZQQzZk1j9pSJ3LJ8EaK1nQ1DhuG+3RzYve2UHDljLGFUG4EQBs8k1CngoBpVVYqHKyy6cFSYVuORGQiU5WaB/f+CgbMWn4NRkufeex6dCVpcD9fPUL7LlCymmEX0llrxULgiQ3hQNHXa7NCNgkioywJojWMUoc5Q0kVJg4OiqBKcHARR9wpIAeU4QsSGuggpaVvpGJNZu3gV5vYdg7hKkY4hyLkqI5MnrxKMOAamBKu+4YiUQCZkwiPFxcsyinEVz2TEjo+rNW2TpnL96mvZ++7bvL15M0lpbMvGKlrEyqXn8CB7+97mrffeplQq0T5tDnOnTufK5auZLS6gd/cO9h7aS/e+A/Sn1ure5NWjaTybnVMWkgi0oeoUSIxHYlzKSYTBYI4h861WYL3KoQ83sGf7VqTWtAce0885j5mXXMny5Wdzwayp1A4f5ujwCHt37GTX9q3Uo4i66xO5wXHw9sZ1/HtwqLTW7Nmzhz179vD88y9QLBbpmD+fjs4O1t15Z0MFoiuHwZ9JYuznEa7r8uGWLezZs9e2CadNo7Ozg+XLl3HLLTef1C4kCALq9VNXN7VajS984fP8yZ/8MaVSiYMHD/HDhx/mT//0K8CZlSf+vsoU8E8kUd1xx+382f/8CtVqlfvuf+CkWf9k0dzcxJ1r78TzPO6+595xnzd50iTWr1/H4OAgX737Hi44/3wmTJxwxvNWrLiKyy69lCeeeJKNm8YHPV+yZDG33Xorb7/9Di+9/PJJ+9nGGFStQiBh2PVYtmwpK1ZcxetvvMHuH7+EFg4idC250ZHWBVdlDbJl2ORww803Upw4mece/SE9+w/aVp/jIbTGS1N8ldJaG85RYwphBMOFMtoPuOKSC5k+YwavPvUEe4cr4PoIaLi/WqCFQyI9ApU2Wo6O0cSuhY67SiNytfNCUreyRdrYRVBl1N3Q+iqlMVk+CCfT1IzLwNYNxBtjdhpNc1MzZvGFnHf1FXzmzps5dOgQXTt20NW1gwP7enCyDGMEw7pA3RQskEI6uGQ4KCJjDSO1EThCU5QRjrBk4dGaxBEQ51B4V6e0eB4XXrCK/X0jvN61g6O+jy8zEqdApj1Qmqob2MQvHTyTofPvUaIpZXVLD8gUjrTVp6d1ftQQ5XYlRjoUVI3A2E2CrxSFLGbEKTMsW3DSPko6oZRESK2o+iGx30RRJLQkFYI0acD2QRD5Y1byMZE6PqWsloMp7HE3l27SQtj5ZJZSiqsIbVCOy5SZs7h21UreeX8DWz/chnIs0q7RVjSGQCUY17YqjRG4ZBytJBzt6mLv9g1sSYbonBIye04ni5ddzIormuk/2s/2gSpb+/ZyoKeHROtGVeVrhdAZNRlSMyUy4+KKjKoTQCrIXJeia1uU0pgcgp+DaITkcKY59N77vLhlB6FRLGousWBiKxPmzOWSiy7g0uuuYaRao3fXLjb1HmHL3hPRcj9Psm+tVmPjpk2NtWHy5Ml0dnawcOECrl993XE+Vzt3dn8yyhT+MWUKYwwHDhzgwIEDvPLKq8fsQjo7WL36Otrb2xsgiqGhYTt6OMnGe/PmD1m3/i4AfuPXf40vf/lLfP/7PyCOY1pbW/nKV/6Ea1atol6vc//9D/CnX/mfjXPPdHw8cefatdSj6B8vUTmOwx//9z/iC1/4PJs2beaJJ58cd8tulFS7dds2nn76mXHfbMuXL+Pmm27ijTff5NVXf4wxhiRN8E4D1Q7DkLVr1tDW3sZ9993P4XEMAYUQXHvNNZx33rk8/KNHGhL9p4qkMkLRGFZfehFzOzt55OGH2XfgEC3CQRpl0W1C5IP5Y+fNnjmT6668nChNeei730H1HcYDqn7BosWSiGIWMRS2kLqu1cZTEZlwKJTL3HjrbciBIzz9ox9yNDW4QuKnEZ62yWWkUCbyAowQjIQlWmtDFJKYxHOpOSGJ6zfME7UQKM8nyBKK9QqZI3G1bUPV/SKZ41hEodFIneGahKa6opzVc8KnhxkaIn37ZR7euRFnwoTGPOCzd67BDPTR09XFlg93sX/3QTJ1hLpfoOaG9PuteCKlSUYoI5E5ZFlici1BGxKrmh55PsYopjc1sWLBcrYd3M9bO/ZSDwp4jj3HNxm9QSuZ4xC4CZPiYRyVoaWHa6wVfVMakXmCVLo42FaWkQ6O1njKVpSRH+SgiCrNWZWitqKsCGlbtq5GZZJBrxlNndgNyIxLNSgQSkXqeIzIEkEW4+QuybEbHEeMPu5ecl0c7eNnVm7KNbbVWwmKuFoRZgmx6yN1iJelLJkzkwvOWsLrL79I9579GGHFd32d4WqFRiCNJvE8pK9pUcMMmiYUHg4prtT4KqWoq+zrr7G3/y3Ue28RhiHzpkxiysxl3Hrtnfi+z65du9l9dAe7d+ykfrQPA0TG8spCEVtBYCwSYpgyvrFK+8XYKsaPouYTxyP2glwfsk6QZeyK6xw6cADn/Q2EnsushQuZsWAJMxcu5KwbbiZOM44cOcLO7m42bNhAX99RPO/nr0oxGocPH+bw4cO8/vobx/lcrbr6aqtMsX9/I3GN9ZT6+8TpUH8ftQuZOnUql112KUvPOotyucz2bVt45dVXeenFl3j66WcaM6XRuOSSi1m5cuVxBoufpCqFlBKtNb/6q/+c9gnt/zjKFDNmzOA73/4mc+fO5elnnhk3OVYIwYqrruLSSy/hyaeeamhYnSkcx+GG669nyZLF/PDhHx1n337eeeeyePFivv3t75xw3tSpU7lr/ToOHerlkUcfHRf0vFQqcefaNRSLRR78/g/OyDL3soRfX3ML9d3dKD/glVd/zECqqPshpaSOMIZqUMRXKWESoYRAAgsuvoxLLjyfnYeP8tALL0MS46mUMImt2KsxNEdVMimphCW0tAub1JoZE9q44dOfYe/u3Tz/7LPIOEJiVR6ksYtjNVc7GNsycVVGOapi8hagxOBpO7iv+ZbgG8R1pg0fwckytHSJPI9aWCITDq5RjIQlPJXRPjJAWIsYdJsbnJtQxRR0xEi5SF/zRFsxGENTXGN2WzMzJ08lFEVaJk2kWhmhZ7jC/kNH6BmucdRvoc0ZpqQigjTJfawEkes3LEA0NlFlCOYvWcyqJZfxk588zjs79tNnJuJ4VjrJyzLqTsDBcAIJHp4b06Tq+Jmi4hdzBfIIx3HoDa0VyIT6MC3xMD5WsdwIyZDrE0mP6dFRQp1Yzo/JKKiEUhoToKh5BYZ0K4kO8NEEKsZIw1DYQrNTp9kZ34BeGI2fWSQjRuNoY5Nb7hmWOB5ernSeufb/r5w7kwUzpvLWW2+ze6SGzMEmfaVWUi+wQAsNmesSOR5KSrSBqgqoUUBhW4utyQCtatiScPNrbLBk4cxxGQlLtEyZQsfcDhZO6qBj/myG+o/S8+5P2LTvEAf6BhAqtu1AlVB3A/q9NlqdEZpUlUnDR23Sd3071zOGmhcgRr3LcmK0o5WVy8ppFv2lZqphmUnTprP87LOZO2cOEydOaIiwDg0P09rSwl/+1V//TD5OP2ucTJmiu7u70SYcr/X82JBS8gdf/hL/40/+dNzOuQDr161jaGiQ//pf/5CrV13NqqtXcvc99/LII482HjNx4kR++NAP+Nznv8Crr77MjTfeTF9f3yemSjH6ebTWfPD+u3zta1//h6+obrnlZv7iz/+MUqnEiy+9NO4kVSwWWbvmDlpaWsZd2YAFP6xftw5jLPjhoyrBJ1OmADj33HO54frVvPrqj3n9jRP5AieLGTOms37dOnp6evjOOBCEQmsWTGwjKDVxOCjw2nPPEWtDUaV4OmMkKKGlQ6ASyDlSgTFccvXVzF1+Dm98sImX399gF/r8x5o4Pq5K8TKrghB5fiNJASxZdharLrmIlzds5I133wcvBDewCClMQ738ZG2lzHGphCWCMYTbmhdaWZ+c1BtmiVVH8K2qgKc1pahG4vrUfcuByayrBCUdETuWrOvojEBkaF/i5Ugxg8DVilK9wmB1iKh7B3Hm4xaLTJg2jUlz57H41ltIa3U2jYDq3cLA9g3UsQARmXOlwFD3C0ggAy6/5EouPO9yvvnM9+nfuQeEh8bYagyFZzSDroM2Ek9keKRU3BAP266DGFel6EwwTWXUHY80RxGGOsMYTSJ9UgHl1ArQpq5jpW5zRKeWErSdXeEMUTdFvNRQSivEfog0I4RinOhHY2xlkVrNPGE0zfUqmXQYLpYxwsHJfbq0lGjhc/X1q5lLxivPPkNtcAA3CIm8kFQ6BFpRlw6pW7JPj00+YGdgBTfGNwkqxwt6XoZUVn1+dENgScqaum8pAX29vfT39vI2r1PwfebMnsXiwgQuX7CYcFnAcL3CoSMH2dN7hP5agjCaMImYWO3HzSyiU6Bze5CUUlynUihatff8XlXSoeYXkF6Qg0SKjbnooWefBXL7koULOWvpWSxcsADXdfkPv/3vOXr0KLt372HDxo3s23eigs3PMz6qTDE6Szr77OXcesvNDAwMHMfdGk8S9XNvvY+bcH3fmiaOvp8///O/OO64EIL//bd/wx/+4R/R09PT+PdPUpUCaIxJisUi9953/z9conIch//yB1/ml3/5l/hwyxaam5rGfVFnzZrJnWvvpKdnLw9+/wfjPq+zs5M1d9zOpk2befa5k4Mf0iTFH5OoXNflxhtvYOGCBXz3e98btwnjBeefz3XXXcuLL73EW2+9Pa5zLj3vXK7snEPkuLy3q4eK4+GToow18auGlk0fa4vwk5Onc/Ptt1Fua+f7jz5O1549IARellorCyFRjpUKir0AKcBVCoW94S69ciVzp83ge0+8RNfAUZzRYkmIMypVjEaWS/lIYxqE29HwlN3JDodlCmmuMIEgzBJr4OdbuRblOI1WYjmtofOFO/L8Y8oGeSXnZilhlhC5VoEh9nyqKahdO9m9/wAD73/IpOY2JixZxpXLFzNpxSUcGhxi167ddO/exdHeQ4RpQuwGKM9jzerbmDFzNvc+dB+HD/eBF+KnMRP0IBXVhJCaQbdIRTThGEPo1PMKQZB4HrFxaI8rlHRMLF1kqphcH6DqB/SFzQw7AQ5WI88xhkDHuCa3ucgV4clRlHXXfkflrM7kZBA300SOjyc1k+IhMm2Tn/kIaEIYjacy6+c0qgWYHeNaeVmesDC4Wll4tuOROg5NOuXK2z5FUzHkiW99g2o9RvpFKkHRzjXz71EajfoITm9s60XmsEMDxNLFdTwKWUItR/d5KiNyXGo5d230fAGoqM6RjR8wpDK0cvC9VubOnMj0xedw9urbODIcM9i1AbXvA4Z29VE1DmGWUkrqxI5tAUrs+3PI8LIU5TuNe1kYWwWeFGySxOzavo2LL7yAAwcO8Nhjj7N4yRI65s/nnHPO5tJLL6FSqdDb28v2rh1s2LDhE4Wdn2yWNH/ePDo6O7jpxhtpaWmhp6enoU148NChk866RxPVxyUku55HtXbqz/fb//632Lx5M089/fRx/34m1Ym/jyoFHEtULS0tlEqlf5hENXXqVB64/z7OOmsJTz39NO+//wHr161rXNzTxaWXXsLKFSt4/vkXeOenPx3X6wkhWLlyBRdfdNEZ7eXT7FhF1drawvp163ONv/FBz13X5eabbqSjo4Nvf+c77N3bc8ZzPM+zGoQT23nsm1/jqhtvxvF9ql6REUfg6dSCAPLKJnM8Zncu5I47bmdkZIR7vvEtBoeGrLRMUjtWDWEX+7ofYoSk7oWUdY1mR3L+ylvIFHzzoac5mAkyr5WyqRKIcd7YxuCrNG8tQeZ4x1kvAI3kpRyXqpB4RkEupVR1C8TCWssLAdWwSH+pnXJSIZUyNxpM0Y6gEhYbzykgT1q22isSMUQTSkmUFsSZS+/Rfg6+8yoH3xwmbGpmTkcH8+bN5eKLLySKEvZs/ZAd9YRzzr0EIwRf/fY9VCsV3ByVqKWtpLTIGHJbqcoiRkJR1pBkJEg8E+FiRW/b0ho112rNSaOpej6lpE5Neox4IdJkCAR+llBKRmiLhtCO1eTLXB8jrIRU1S+iXYlOHQo6pRb4ZDmYJTVWUSFxPWI5xkFXays6myV29mbAUSlGyIZgrTQGk5NvXaVI8zVcNrVww8qrSJKIhx99mKAygisEI0GRdPRclWGEPK7la8b8ORa9J7VGaoUGRvyAOHOQOV+t6vnU3LAByBibMvw0wVMZdddDuoJhnTLQfYDNO/ZhnnmOuW1lzpraxNzLrqD9yis4cqSfnkMHOLJzB/sqNdAaX2WUMtsutBV+Zqtmo3G0puoX7O9nzHstpHVaXJfbr1tNdd9ufvj8S1SQHOnr49VXX0VKydw5c1i2bCkzZ87k+tXXcf3q6xgYHKSnp4fNmzaxY2f3J2qImCQJW7dtY+s2i2Bua2trtAmvuupKlFLs3GkJxzt27Gws+KPK6R+XgOy57ilt6FeuXMGVV17BmrXrTjh2JtWJv48qxdj4P//n7zh8+PAnn6hWr17NX//V/0Ipxf0PfK0B00ySmMAPTnneWKPC8diwj0axWGTt2jU0NzVx3333c+QMsNAksYmqs6ODNWvuYOOmTTz77Pg0/kYTW5bZxDae3nBbWyt3rV9PFEXc+81v4x45SlqtUtMhw6qMNlDM6sRBAEg8FJdfdhkrVlzF1q3bePhHP7KVoTEUkxp+lhHnO2mrShChhSTyrZ5faep8Vq+6ng+37uetd96gLgXS98AYqrqIK0dwzsRZMoZSUqOQWE6PAcI0wfV8qmMU2LWQOb/HYKQkwaLy6omhj1ZqqogrMkoywpdwtKmVtO4QphGu0cReyEihROQXGi+tpSR2XBzs4ltI6vgmI3bsjrlJV1CBJPNclBLUKiMN9JWUkplTprBofgc3X38LIgjZvWsPF3V00LNtM8nB/UidMeyGjHgFApHhOCl4LblTrEUqTkxjXGOoeMXceLJG3fHwjSX3WvtFRZBGVPP36o7q/GVR7vWUUDKZ9bTyHBIvQDnSzllELiabJykAjaCOj0ocIsfHFxaEEaYxYRYTu0GjmirFGWESWWFeKcmEJDUO6Nwh2RjaW1u48/prOViNePy55xFa4IdlfG3V0oUxSK3wtMoX+VNXU9arKyZMIhyjSQz4jkPFL9h5INYtWQMOx9qGYO1KPJWR5mosAAVRp0xMc1Jj2Gmi1nuIrn01PtjwHkFTmXmTJjBtbgfLb7ge5fj0bt/Cvv4Btg1VqdRqZELalnPe7q6FhRNU5otxjYmBx63r7+JIfz/PPfkkQZaShuWGnqTWmu5du+jOnRKKhQJLly5l4cIFdHZ0cN655xJFEYcPH6Z71y7ef/+DT9wQcWBggLffeYe333nH3s8zZ9LZ2cHFF1/M2jVrOHz4MDt27GRgcOBnmrN5nkf1FOvW//1v/g3nnHMO27dtafxbuVTiySce4+DBg5TL5eMe//NWpQD4/S99+ZOFp0sp+f3f+13+xb/4VbZt286jjz12HMImTpJTVlRTp05l3bo7Odp3dNxGhQAzZ85g3Z130tOzjwcf/P64vrgsyygWi9x551qeePJJNm06dfU1Njrmz2ft2jVs2rSZZ549MznZUYoFs6Zz8+rr2Lx5I8+//iYZgiAoMDISoyNFMavhkRG7PiNOCU843LVmFYsXLeSll17mtddfxxjbPvJUhqeOJSmwi3pmHIIsIfIClp+9nFtvuYXvPvUT3n7/A/wxAq8eGZGxlFCH0793X2WESUzseMfsHIymkMakrt+wmEgcl8T1CLOUxLEzniyTRCJAexJPpKTGY1iXaJEj4EJ/uRU3b8mq0dnNmFDSLuoYgyOtyK2rMgvv9hNU6BF79n3Frk85qWMQKCkxmVWU6Fh+Dj9+6y3e3fQ+C6dNobPQxOVXX0/90EH2Huqla6iXrsGYDM3EpEbm+UTCZUK1wuTakKUQCMFkMUjs+mSOR82kSCzU3BgXk3jUvAL1pIiRCWVVoZzGRK5H6tpKqpDVaE5jKjKk6hcxUhCgGpUKo38ayYixCuURIUO6GY+EFlmhJZ8BjiUB1x2fgokJ0pi6X2CYEjEuTWmNTAsmF0rcct45dHd18fTmbaSOB6FLNShap+EsaVRlVb9APW/Rnio8lVGK67Y97QZoYxr2IkmhbN8fMLpvts5e+bnaJio3N0oU2GqrqCKMK60ElnBItIenUqr1Oh/u6aGrexdhltA2cRJTZ8xg0ZVXs2L6NPr6+ti9Zw8Ht26hu3+IkZO4ArhaMblc5Pb1d7F7/36ef/4FjJB4QhJkse0MnGQmW6vXG0kCYNrUqSxfvpw5c+Zw+WWXsXLFCoaGhjhw4ABbtm7jw82bST8hFCHYRLp371727t3LCy+8SKFQaHC3Vp27ilKpyC988Qt07djJzh07xjXH9zyPkcrJO0f/4l/+S4Lg+HvhvXff4Zd++VfYsGEjmzdt+MRVKUYrs08sUf3RH/43vvCFz/Psc8/z05O07JIkoRAWTvj38847j+tXX/ex9PMALr7oIlatupoXXnyRt99+Z1znFAoFrr9+Na7r8n/+7qvjzvRXXXkll18+fjsPL0tZuXQR5y5ZzKtPPcHOrh2UHJdKWCZyA/qKk1HlPouucgvEjkdbS5lV19/CpOklvvOd77Kzu5tI+9RNQIZLQUUUVIRxxHFusEYIHOD6a6/l/Isu5HsP/oCfbj/M8Y/Kf5fmxB/nycLJXWrHzkqMkBbskOvQjR6vBkVUEhHojFgLKrKICiTGkUgMgUiIdGgXIseScceSWT8amXSo+QGFJEY5HlXXw9GaxHWp+sWGphxA7AUIjLX2SBKWLezkoqtW8PQrL/B+VzcGwc79e9guIDCKGW2tTJ3eycWTz+eSchs7Yug52kVydIShwQEm1QdIHI+6G6KAcpbQlEZEWlFwXGpeAaEFJDZZKcclEAqlPXSSm1WicY3GSEklbEI7Hpl0yKS0VSLHwBW+ylCOS934JMql2VRI/IACEZEJGNFFJpp+HJXhqAypDZnrkkqX2PMRBkRiwEiM66CUoGNSE0svuJTXtu7kwO4PCYICaWjJ4AhBPbBVkDXYlCcVAobjW35uliIx1PJrb3KbliCNLG8uT1THnWsMxTSiKY2ZWO2nHCdU/ZDM8wh1hp8phgpNKCkRuGghcXSGozTVsISXxqTS5Wg1YvfWLuLuHsIwZPac2cydM4drr7+eG9vb2VOJGkrjo+i5KZMmsmbllWzZ2X2c+amWEmcMcOdMMWqGCLblv3jRQpYsWcL06dNZsmQJt992K319R9mzZw8fbNjA/v37z/icf5+o1+ts2ryZTZs3s2XhVm684Xq6duygs6OD6669hnq93hCv3bmz+6Qbfs/zTjniOHz45OvhoUO99Pf3/4OoUozGJ5aoHvrhw2it6T2F5UUSJ7S0tDT+7nkeN998E/PnzeM73/0ue/bsHdfrWM+pW5g1aybf+Oa3xn1zTJs2jfXr7qSvrw8hxLiY40EQWCv7SRO5//4HTvnZjjvH91m78nImlsv84NkXOHK0DzyfME0oJHVGwjKR9NEtExgpNAEwZ+4crl+9mn19Fe6/7wGiSj+R9hnSttR2USTCY5AmCqpO4B7r+ZZch+tuv4Om+Qv46lfv5mh/Pz4hVVO0Ctajyg3GQQqNi20julrhaAUIUsdp9Pe1EWTGOcUP+cQfuHIcqoUSda2o65AhUyZ0jlW2ykgi7RLRSkaFQCQEIjm1NZYQRF5oSbX5LC4bVV7/6ElCEPkFhHRYcd5yOubN47EnnuLgoUM0Ow5110o7RZ6Pl6b0Hupld18/QhuCYhF36dlM9Saz5KprGTm4n8G979GTJWQHjuJgPZFcA1oYXJ3RHFdItUuVEiNBaGcuQuGTYkSAn6Q0qzpellLQKQaBozXDxRKJLiCk3T4ox6XmF2iO67hJQqwDSkTU/ZDY8RECAhJiAjIcJkX9xI6PEQ6+Si0fyQ8ZKpQZUiU0DiUNizqWceHV1/DSy6+wdd8gLX4T5axGooLG5gJGBX5PTFCpcUiNl19ahUMKIncbHvO9H5thCcjFX8fOs1KgKY1oSeq4mdUnrHs+BZVQcyRCa+sx5jggJJkjqQchrbURjMoI0ggtHYbCIiBoro+AMURRxPZt29m+dRuFNCacPY/ZS5dz1pKl3HTjjQwMDNDbe5iOWTN49/FHeOP9DTAmEY+q6o8nSX00sixj0+YP2bTZqui0trRw9tlnM/9koIztXXywYcMprYZ+HhH4PrV6nTfeeJM33ngT13WZPXsWnZ2drLjqKu5av54DBw400IQ9PdZV2HW9E5DQ441/CFWK0fjEEtXBgwdPu5DHSUKQt/4mTpjA+vXrqNZq4571AEyaOJH169cxPDzMV+++Z9w3wnnnncv1q1fzyiuv8t777/Pvf+v/OaPu1+TJk7lr/TqOHu3nnnvuHVf5OnHiRD51+60Mb/+Q7zz6GNFoK1IIUtfNBWI1nkjR0i4IF110IZdcfDGbt+7gqedepIlBPK3JMklAgnCMXaAdSDyXIHFxTALSMLmtlZtuvpkjxuHuu+9pkP9CmZBol7oJraRQXkmVZQ0HRSmpWeX0vMzOHJeKV2BINlEnxBUZSgucTOM7NtlJrRp6eicLLW1yM1pi8resjGRYlxnRZcqyQk2H1ESBJlGh7JymvZujEseDTAw8j/XXXEWTMPzgsccZrNRIvMDOdkyCElYtPhYuvrHDZ2k09WqFIxs20o1gaPv7zGkvM1sGnD3rHLxFZfoOHeSIPky0YyfD2uFIsdVqKKYhNVlAudZDygWkAG00xSymmEZIY2hOI4oqIXUkuA5Il0pYxJU2RSRewKB0cJViWJWtj5crG3McgcnBC1gtPWNQGDsz0xkVUSRxfCJhuxQrz1rE8vlzeeqZ53KIsJ8jAck3JKe/lnUdUNFFjk3hIBQRRWm1A700RuRfrAu2/QeYnAohjKGQJoRZbNt9WUrk+rSYlLobUPMdCmlEYDSDYQkQeDojyZ9TC0klLFL37LxMYE0TVa4sEuQtULDI1tj12H+0yqZX3id7ZSOhJ1l5ybnceO0VRFHEBStXMW3qFPb0Hmb33n0MHbFrU+ydXOHj48bg0BCvvPoqr3wUlDFrFtdfv5rrr1/NwMAAPfv2sWnjJnZ2/3xBGR+1oc+yjO7uXXR37+IZnqVcLtPRMZ8FnZ185tOfplAoUKvVKBRCwvDUrd5/9+/+Lb/zn/7jcf92/fWr2bp1K2maUavVSNMUIQSe7zX4T8AZj3+c+MQS1ZlgkkkS4/s+S5eexS0338zb77zDSy+dXGboZGFl7m/iJ2+9xSuvnN5zajRc1+WmG2+ks7OD73z3e+zZswc5apnu+6d8z8uWLuWWW27mjTfe5JVXXx3X+1u8eBG333Ybb7/2YzY+/dQp++AABSel4Dtcdd0tLJw/m+deeZOfvreBoqhT1nX8OEakGlcoMteh4pdIHY/E8+mXPr5OOGv+LK675Rbe/nA7L77x5nGtF2ObKWS5ykVIROCk+CIjSBMKH5k/eVmKEymqQQFHapBQ9UqEaWznVTJBC6jlvBsvs7wtx2hSxyVxfdvKEim+SIhNgEdKTdnFryiqNIsqUmgyXCq6SCATPGGrO2GsH9XHXUBaW1r47I2riTa8w7NvvInIMpqFpOqFDUBG4tj3mzguddejmFgFiRE/JNAZQ16BiiPY1XuUuDpA2r0d3TaBqTOnMNO0MO38K9ldmsFmJ+HQ4R6yrsOU0hhPp1aw1nERWlPQGbHnE2YZE6MhYuEw5BcREupeQCGLSZWLkl5u/kGDC5cql7oOKYzhUaW4hDrGERnDhWZ8leLqDC0kNURjMQ9FxoUrbmDRxJCnHv4BvbUYbQRSaBx0Q+XkdJEZh4opIDAUhZV0EkpTx8vJv3YnHqiENPeeklpRcz0SxwIzplWHmFAbxtHKOh2rlN5iW+MrNUISeyGojMgvUDOWXhFmSU5SdhjOOwzluIajj1VqsetT9UICZX+v1SBk0Gli0LQABkcopszsZMbii/jm9x+le+sGJra2smj6ZOZPm8alF5xPlCl29Q/Stf8Q3d3dROMg8483Tg/K6OS8c8+lXo84cuQw3d3dvP/Bhr83KMMPjsknnSwqlQoffLCBDz7YgBCCZUuXcv4F59Mxfz7//Y/+iF/7tV/jpRdf4sUXX+LJp55qnDdlymS+/OU/4K//5m9PeM7f+93/zMKFC1h59TUYo/nbv/kbfuc//Uf+y3/9b+M6/nHiE1OmaG9v54tfPLUh4FlLlnDjjTcgpeThHz3Cjh07xvW8juNw/erVnHXWEh7+0SPs3LlzXOeN2stnWcYPHnrouL7sf/6d/8Tf/O3/PoERLqXkuuuu5ezly3n44R+xYxyvZQ0Yr+aCC87nkUcfY9vWrbTURnB0RjIKZjB2jhJ5AZVCmTVr7mDajDkM1TUPPf4MB3p6CERCWVVpjSukOPTRijHQpGtk0mEwbCYVHhkua1edzVWXXcTDjzxygjBvpH2GdZnMWOt2ISAQMS2ygiM0zfURHKWOq1a0FsSpx7BfwhMGTyWWR4SHltDqVNCOQyYdCknUINWaXG4ndn1GwlJO7nWo6ZDY+AxkTTSpGlP0UXxjPbTqXoFBp5lWMUSbGqYY1/FUZhU1CmW74x1HzJwxg0/dciN7nnuKLT9+iRGvSOp5eRViE5FyHIaCEm4aEWQJGI2rNQkOI35IxQ8Ycm2b0VEZ7fVhWup1RN7ocg30FyeQLj+H9rbpLHGbkElC994DpNEBhg4fZT8OA24rE+IBmmSVUMVMqw1Q90OEMJRUynBQRALKtW3S0d2iS84zMi7DqonUOHhCo4wEARN1P1OSo8SOf1wSd1WGFoJ6cxu3r72Lqmjm0e//kOLAflLhEMuAIjVasDDkoUITyjmm4/fRDUFdBwzrMgURE6Yx5aRijRzx0C6Y0BA5Dl6aUEwjvCwllZKKF1LzAlyVMnPwMInjELsBUmsmVodxhOFwsYWStmK1nrZUhVE+2XBYxgUcLDVDAG012+YbvT+ltnbzw4Uydce2QkFQMUU0dnO07KylrFp1NQ89/ARHdm1nou7HOILE8S0Yx3WYOdf6THV2djBx4kT27duXt8V2cvDAgZMJ0//cYhSUMXfuHCZMsEoZDVDGlq18+OGHHxuUsXLlCia0T+ChH/5w3OcUi0X+03/8D9x40820tbWxatUqZkyfzi/+X7/UeMz9993Lwz/6EQ9/xF1CCEH3zi4+9enPNDABS5eexWOPPkJH50KMMac9/nGrqk+sojod4q61tYWrr15JEAT87f/+/43bc6qlpZl1d65DCLj7nnvHfd4o8XfDxo0899zzJ1ykJElOUKcol8usu3Mtvh9wz733MjAweMbXKRQK3Ll2Dc3Nzdx73/0cPXoUhKAWFChHVcIkbqhbp45L3S/Q2dHBooUL8TyP2kgPy2e1EEa9HO2vECQJGNCeQ6gSKhSpyZCSjnCUIim0ctfNV3PO/Ancc9/9J4BBtBFUdAltoJkRhDHWS0mU8MhocmrHqpex5wkJGtriETwyRjFp2gj6/WZqQQFXahylKKYRSshjLUBjCLOYNHWpBUU8k9JOTCocilmVpqSO4yiUlPgqxc9S6mFI0dSZVO+3ennG4GpNU1TlSPNEqmN4VSeLZUuXctvVV/GTH3yP/e+9jQRaogo1YxFsQmeU0jp9fmsOWClTVRnku/jEccgQxDnkxGhN5rgcKbQy7BYpZwnKQM0vcCRoxuzeT9+2bfTHVWT7BGY1l5hsyiyf0049juhyAw7XPKpHjpDokLJM0dIQkJEBmRBWlDVHvSnAMSaf7whcmdHiDBPrgBQPXyS27abrSK0oqKiBzAuyhEJcw7S08elPrSORkh9+7+skqUb7BcppjWZdsURy6VgSuRAUkoggjREY4lxmaqy3lUHgZgmTKn1WkFZIBBlaC1vZF8oo18PkdAgtXYpZQqgygizC04ZaYDcZSkqGgwJT60M5IjWkKakjjSb1AlwMFb9IlicjBQ1qgJ0pHtusaCnRWqBiwdGwncxYUE9dB7Q6Q1xw/vlceumlPPzQQ4zs3E45zXBc65hcILaoRqfQqHieefbZ41x0L7/8spyr1M3OnTvZuXPnKVX8f9Y4AZSxeBFLFo8BZdx+G319R9m9ZzcbNmwc19z9o62/8UShYNvEhw4e4p13fsqzzz53wmMmTGjnj//7H/E3f/1XVKtVnnjyKb70pS8zccIEisUi77//QeOxmzd/aJU/Fi0iiePTHt+yZcsJr3W6+AdPVAsWLOCO22+je9cufN8fd7LpmD+fNWvu4MMtW3jmmWfHZbEhhGDFiqu45OKLefyJJ9i8+eT2IR+VUZo1aybr7lzHrt27ePzxJ8YlXHlMF/AQ99x733GfP3U9hgtNlvGfE2BTx+Pyq67iqquuZPPmD3n55Zfp6Oxg4YKFXHfdNQwNDbHrzR+zZ8dO9h4+QmgStJZEBMRGU2pu57N3rSFQQ/zdV+8+6cwsxUVpwaSkn1DbGVQmHVxHUfOKlGSdxPEoJfXjZJM8nSGMxlGGenjMIsEoaEqraF8iDRTSGD/LqAZj0JtCoISDn9p5UCHLzSC1gcTQ604gcVwcYVDSRaaalniQSfoonspIclQcxlBO6rRXB+0u3didtKMVmXRJPKvcvnLlCi49/zyefOA+DnXvoOAFpNKxHkaxTcRgqHkhdc+quEvsHE7Bcdp0oyg8H43SdoGthCWGRTMaQYqwKh/GUMhiIukQ9B1haP8uet0AnIDpLUVaivOYN3sRpcXn0nfgACMDOxnpP0wQ95G4bo7MNA3CtJ+llNKIQCkEkHg+dS/Ed+w97mhFKarmrsRWz66Q2JleoFKCljauufUmDm/7kCfefBvtBpQcAQXQgUOsQiIRkuVmmU31CsVcyR6gKa7iZ7ZK0dLBFQqJpqleoTmpUvWLZEKijUuzqiDijMjxKMQ1muKalcYSDkNOCak1zVHFIhA5JgSc+AFx4uFiqLsuQ04JLQSJF5J5Psqxwr6jcQyyf2JtE5uAKkUMhlDEZMZlkCYWnH0lF128hO//4AcM79tNOYupeCV8R6GFtuaKaUziesehRce66EohmDFjBp2dnVx88UXcccft1mcqRxL29PT8XGdLWZaxadPmBi2mtbWVc85ezvz58zn3nHO47NJLqVQqHOrtZfu27WzYuIFa7cR57s+UqMIQrfVpwRT/7J//Ko7jcvToUebPn8///Mqf8rd/89f8+V/8L6rV6gnjksHBQSZNmkStVjvt8X+yiUoIwTWrruaCCy7gsccf5/DhI/zyL/1fZ3yeUSHaSy65mCeffGrcFhuFQoG1a+6gtbX1jMTfsYnqoosu5JpVqz6WEsbZy5dz0003nhZSrxyn0W5xXZc777iDzs4Onnv+ed588ycA9L/9Dm+//Q6+5zFv/jyWTJ3MdSuvxJ8wmT2799C9q5ud3XuY0tLGdZ+9k807tvHICy+cej5nDOWkQiGLSFwrzOpnCe3JkPVGktqiuLKMtsQmLZErUMSpx6DXQmqs+KzCagBOTYfw6gotbeunFNfJgDgIOcYGAk8rnLhmF3gpcVBMyIaJhc8R2U4iHBCGQCZMVP0UkzoqbycCthJ1A4ppTHNcxVWZXfSEoJAmaKO4ev2nmNnRyTfvvZd4326U6xPm8kHVoIgWjnUA9n2GCk3gHINNj11Ejy2Icsxxg290Y8GUCDQSIRwUBgdLkC1lUSMBOLpG38GYXt8Q7NuCmDqbOZNamTtxLi2T59PsRRxJhzk41EtPv+Vk+VlKc1RFYl2XXaMp53OzWmi19opxnTBLiTw/Vx4JaMnnP97cTm64cx1btm7jjVdfI1ApftFpoPqUdI6rlPwssUnW8xsbkNS4tsJyYuqhRYeWqOKnKVURUpOhbavJFISikMS060ECZZUzhDJ4sUF6kkGviYLJaFHDSG2NGiUWKahcn6PldqpBmVS4ICyh3RM656SNuXXz925h6secjI0xpMol9V18YTeQvsi47uJl+O1z+Pq3H6I6fITWLKEuCvgiaxDalXTwVIqbC9meLLQx9OzbR8++fbz40kvHfKY6Orhr/To8zztmRrhjB4Pj3GiPNwYHB3n5lVd5+RULypg3d25DKeOGG67nhhuut6CMnn1s3LSJ7hyU4fs+1VMoTJwqCoWQNE1JToMn6O09BojbsmUL/+7/+S1eeflF/tdf/uVJHy+EQGXZKdek0eMfNz5RZYokJ/WWy2XuvHMthTDknnvu5Wh/P83NTQTB6ecPxyWb+x8YN89p2rRprF+/joMHDnL3PfeecaeRpimFMGTNmjuYO2cO3/zWt9i378zltpSS1auvY/myZTz4/R8cp8p+qmhra+Ou9esoFot861vfYtcYLUGh7SwkSVO2bdvOjg+30BxVmNrWyswFCzl38SKuu+hCRGsr2w4fYNOmTSfeEMbg5caAvo7JUpcRr4QnrJlhIY1wEkNLOowTWx4TQiC0oT0aRCMZKjYT6IQpcR9HZDsjXhNCGkqmRpsaIhYBI4WQVLr4WUJzXGXIcaztRy5GCoowzRqkWG1sS7FND6GlIJIBAihSx8EuaB+9tW3asAZ7ietZOxDscHrt1SswjuSrd99DNthPE4LUcYlcj0IWkwlJhoOWMBKUqOXERTupO9ZeGv1PYCsqgSFrmJcYHKPIDGTCRaJJcz+pmvSYlCcUI8ExGYFKiYVHJiVFbTgyNMT+SpV3tMZ1Qs6dW+bsyfO45qqbCFua2bNrF/t3vMWhrm0MpnaxVkhiKQlVSqwy69SbJccRu634sEfHlClctn49b771Du9/8AFIiafMcdy2j4ajNcLQSFKOHgXURHgqo89xiFyfJlGj5NTtTIgUVyg8kYKUhComdR1riiglw5SJHY/WtIJxDanv0CdamRCP4DiRne9pxVBYZtBvY4QymXatoK3QtIgaBRkjjMZVVmHQcs0can5IOa7jKmXb5tow4LaQelaXUArB6tXXMWnKdP7ue8+h6hG+CCmYiCI1PHl89WPGyR0cjbE+UwKYMnUqnR0dLFu2lJtushD40Wprz+7dP1fCr9aand3d7MzXlWKhwPLly1iwYAELFnRy3nnnUq/XOXLkCIVC4WPDzIPchv7j6AN2d3cjpeTw4cOUSiU8z2ucL4SgpaWFw0eOkKbJaY9/3PjEE9XChQtYu2YNO7u7+faTTzXedJwjVE5Vss6YMZ1169axf9/+cSWb0Tj//PNYfd11vPzKK41K5Uyhteb661c3zBTHI0JZKpVYv+5OfD/g7nvuYXDwzDurBQs6ue3WW+3rfPVuhkdGrFutcvCSzEJ5RYZwBTU/JHNchsMSyXCFvnffZWJ7O8XJU3lvSxdTp03jV375l6jX63Rt20b3h5vZt3MnXn0EVxuMyIfsGexxZmC0JIgTIifA8xPaTUQhjql4RYaLzWSui2dU3o7xyVyPJjHC5Kwf30tRwqWQ1XG0oeoXrJSSEFQKZVqrwzRFFaqBrQAi16U5igjSNPezkrg6xVUpfpZQDQtIaVtavs4Y8QsIo5hQHWkI0kqt8FRKmsv7jFqJT2ifwB2338bBnr28+J1vUwtKSOlghMQxmlpQJJIBJrbcsMOFdob9MqFI8Ekb3B4XW015jFEGxyp0m0Z6HRWRBc9Ygd0ATSYkdS+gmsa0xraNZiV7BAN+gGOMdcR1XISQRNIFLdi6dz97e3Yh33uFqdOmsmhWB+fMWsiNF13B0UqVPbt3s/fgbg4dPITIbKvW2s5bVfLj7qXFi7h43lyef+45unaN2eycAQVgONZMc3RGOaohjW6k5qZ6BRkUqHsBxpOEJqagcyi4sbY0CkHFD5EIvMQ6BztSI5WinMUMBmUGi0VGkjJTVS9SGqpegaGgmSHRhDAWeSoAbVxGTImiqtOajOS6lbb6qQcFan4BJV28LLG+WL5PRRaI8Sk7iptussKtD/7gIUQ9pt2p4qAJgoSWqEqCl3+fVmxXSXlKSsWZwgCHDh3i0KFD/Pi11wh8n7nz5tLZ2cktN99EU1MTe/bsaQjInkm+7eNGrV7nJ2+9zU9y0etp06Zx9vJldHR0MGnSJFZMnMg5Z5+dgzK28OGHW06bOMM8UY3X4Rxg4cIFVKpVDh3qZWBggHPOOYd3cuWOZcuWArB3717iOD7t8Y8bn1iiEkKwcsUKrrvuWp5+5lnef//9446PJp4gCE5IQhddeCHXXLPqYymRHy8O+91xX4wFnZ1MnjyZ3bt3853vfm9c/ecZM2Zw1/p17N69m8fGOcNacdWVXHHFFWzevJlHHnkUpTXaCEZUkaCWIrOMYacJYTRtyRDNqsJQoYxyXPwJE1n/qfXUahF/9+BD1Go1hNEEGOZNn0bn5ImsXraYoHM2R3ZuZ89wlR39w1RGhpkQDzEzO0xqHLuYOIayquEaQ+IEeEbja6vErXKLeVdlRL6d6TRHFVriEWIvxNEZdTdAjdmtJ67PULEJR2VU/BDleBgMbbURlHus3ZnIADdHbHlaI5PYcmX8AlFgk3KQZZTjuh3OC8ikaw3/chLp3NlzuPnmm/jpe+/x09dfs4uyACVdal5AMbUgk1rqA5KR0GW4WCaiQKJ8Wp1hXHFMsmhU2kcDJvdwMkKQSZugRu8EJ0c0mnzJk0aTCuuSjCOZWh0gMBk118eXMZny6HXbSHGRBjLj0SxreIzuXA2HDx7kyMGDfFiv0OJKpnUuZP70Odx27q1gNAe2b2NbpcrO3XtRURVPZ1b6CLj00ks5Z8ZUXnn0EXbWUsivsZNbryjp4GcpwmgS4VITBbRwkGiEY2ekfpZYdQujUcJBSKgFBQzQVh2i4AU4SqGNlTRyMQhtyByXWrEFIVwix8FoKMQpkBDqlGFZouIXSaXPYbdMKgWezHCEJFYhxjgURNRIlj4ZKnMJoxhXKpJco89XGU1RFV2wivnxGPmvUKdkTjPX3HA9fujy7QcfZiTWlGRMUUT2m/IEkbbE+lHxXiUltaBwXCsUrByY1LYJ3EBDjiPiJGHbtu1s22bNCCc0zD47uOaaVdRqtYYyxK7uXT9XCDxYrmqapixfvpzXXnud3sO9LF60uAHKuO22NLcv2c0HGzaeoJca+MFp+aClUpFf/7Vf4wc/eIiefftYsKCTv/jzP+PenEd6333386Xf/13++a/+S7RWfPlLX+LBB7/f8O070/GPE59oomppaeH+B75G70fcIiHvNafpcXp/nudx6623MHvWbL75rW+P2xemra2V9evWk6TJuAnDY4EWvb2H2d61Y1xJatTO44UXXmxogJ0uXNdl7Zo76Ojo4Nlnn+Mnb73VOBaZgCxzmaT6if0ATyhS43DUtDNNHSHIEqZ2LmD9+nVs3LiRp5+xmoKOymiKqwRZSm3jQbanKT8NCrQ3lZgxaxbzZs/mkitmMSh9ej54jyPbt3JkcJBMOqPAMhLHx8ulkUbVBMY230w+5xHGWBmhIMQIQTG27aCPSu1Uw2JjphKksXUU1tb9NcurIoGhEhTpK7YghUAJ0ZgVpJ7PwZaJuTJ4inKc3OvKoymqccGihVx63Wqee+45tm3bRqgsz2u0hTWKgivEdbxM4TopEk1rUmE4hKopEmsfx6k3EpTC7pILaYyXRNbmHEHN9egPSmTSIV/mEFhCq0Lgo9FIMinpD8vUPZ9SlhAoC9Meki6R9NBG4gpNWY5QlHWkMA0tj9F2Y+T5hFGVXZs20LPhfd5RKVOby0xceBYXXn41d9z1KQ5u30rPe+/Qs28/S5YtY+aUyfzoiSc5UkssxFuneTtPUHc9wiTC14rMOGS6CK6g6hdQUlIXITIwtMTDNMc1W2u4gqofooSgKalTSmq5L5mbt9cgcnyU5xD5AUpImqMKjpFEfkCVED9ziP2Qw8V2lOOhjYcnUnypEaNgHEROEj42I5SAr6wVSjpGSDbLJZm8LD2B6N1WlHzhzps5NJTy4A8fI8tSmqnRroYoRqNIRo+6F5K4gU3gWKTtR2dTQS6u62mFQdjzTpLMxhNHjx7l6NGj/OStt3Adh9ljXH3vWr/+GAR+xw4OHjz494bAT5o0iV/8hS/yzk9/yksvvQzQkHRrb2vj7LOXM2/ePM4991wuu+wyC8o4dIiuri42bNxIEJ4+UaVpRmdnJ4888jCtra0cOHCQb3zzm/zVX/01AF/5n39Gc0sLL7/0Ar7v88QTT/J7v//7jfPPdPzjxCeWqLTWPPDAA8yaPfuUj4njuJGoRtUpKpUKX7377nGrTCzo7OSOO25nw4aNPPf8idDzk0XDXr7NAi2uvOpKPO/0l8JxHG6+6SY6O8dv59HW1san7lpPGIZ845vfYs+ePccdr+sA31hLjwbiTihqBETC46Kzl3HFnZ/iiSef5IP33sPPMhyV0hRVbZvLL+CLxBJX04jkSI2NlSobt2yj7AhaF53FnHnzuWL2THRlmCO7u9lbi9g5WCVJU4JqgnYEWjgYRyKSCGF0ozXiGE3i+QyHZbtYGKuOUEhitCMbNhJaSCLvGLvd5HD1xJV4WYJnbAJIXJ9KUCLzTi5GrFyPIbfF6s5hCb9SCK687XYWTWzjsW9/k97Dhwmx6gTRRzhWYZaQCZe+QhuhkyK1oimxBoJ1PyTLb/fR9pfA6taVoyqZECSubW+Vc9WFI4UmPGGbgaONNxeFyhuIds5lSB2HERGQSShmKe26SlFE1B2fQBiE0AQcq+JG34PEVqQVXzF1ZIBiGpFJh4NDI+x79x1e37QZM2EKHQsWsHjhEs6/aiUiS9jZs59ix0LivfuoVUZwc+JrJl3CpI6vFXXHY9g0k+HQng7iyoyqX6SuA/plC6YokPk8s+5bO45CXMdPEyLHJ/F8UscSfEcRgWlO5MYYRoxV6vd1hhSGfq+Vo0ELmeOQaVu9NTt1XHGsteoKW/EZA47IRZvy1doRo1PDMddIyEY1PRrlcpkvfuHz9Pf38/qTD9FsQEhNSzKSOwc4aAFNcQ0/SxkplE85r/Py795qFbq5mkaMNNqSjf8eihWZUnR3d9Pd3c0zWAj8aLU1FgK/Y6fV4fu4nleTJ0/mF3/hi7z11tu8/MorJxzvHxjgpZdf4aWXX0FKyfx581i69KwclHEDN910E0opKpUK06ZN4+DBgyc8R5Ik/K+//EuKxSKXXnoJM2fOoFKpoLWmtbWVr3zlT7hm1Srq9Tp3330Pf/qV/9k490zHP258ojOq+AxzpThJCAKfpWedxS233Mzbb7/DSy+PT51irOfU448/weYPTw49/2hMnTKF9Xet53BvL/fcex9xHOfmiaf2xmpubuau9evRWnH3PfeOy6dq4YIF3HrrLQwMDPD1b3zzlOfo3DZjLPHSkZKVl1/BorOX8MDXvs6Bnh6a4hphGuOqjOaoQuT5pJn9+rTjkApBUdVws4zU9UiShB1dXez98EPKaUTz5CnMbWtm+ZzZXH75bHrjlIMfbmT/wYNU4gwwFoIsHRylcLRGS+vgOzofGuWEaSEsL0zZ16r7peP6/kmuThGkCXWvQB07L5JAFJwoRPzRGK2SgiBg/bp1NDc3cf83v0l1uIYMSmghc5j3WNPGDF+lDPkljLGyTVpaGkAxizjiCnyRUFARTpagsQoRbt4aStxcIUIIUk8SpglFlVFzJVk+tzqmaWeBDy42UQmtaYoqtKYR5B5VQhgqQYFqUGj8yEYTldTaoi6FREgJQhI7XsMyRUlrl1JKI2r9R+jZknDJOcvZF2e89vqbzJ07j0uvXsUdU6awf/9+urp20NXVRd/+ffhaEbsuCpdUu7gyQxtJU1Ihdn0CKYmNTyqtRXxTdGyB9HMvqczzyXLFCauEbiVwGlW0ENSDIkmunaiEIJMSaTKkgZKMKcgY/yNeZ4FIKYiYxIS4JsvBIy7Nzgh+lpEYD5HLPJFLW6VjKpvW1lZ+4YtfYO/evTzyyKNoY3CFnT1ZdRW/oa6SSZcwi/HThPqYe04bQWI8NJLWNLZk4vy3bwTEniTIUmtFMk4z0fHE8PAw7773Hu++956FwOd2HZdcfDFr7rjDQuDzaqtn377TbrinTJnCL/7CF3njzTd59dUfn/Jxjc+stW1B5oIFpWKRW2+9hUWLFuF5Hu+9+w5dXTt48cUX+fo3vklXVxcAc+fO4dvf+iZ/9N//mN/8N/83Q0NDDXT0X/z5n6G04oILL6a1tYX77r2Xvr4+7rv/gXEd/7jxiSlTAKxefR1nnXXWKY//s1/5FSqVEWbOnMmPfvQIXeNUpygUCqxdu4aW5ma+//0fjHtoefbZy7npxhv58Wuv8dprx2DkN1x/PUopnnv++RPOmTt3DneuXcvWrdt4+plnxjV4XLFiBVdcfhkbN23isUcfQ4296YyxvCJgmBJDWRMz40O4o2z9QjMrLjyfGWGdx9/5KUfjlNb6CBNGBi3EXYjcUM+38wgEvlFk0sFPY5SUuNru8iM3oBxViP2AkUITbpYRJnUme5IJ8zuZdvHlzJo3n+Ejh9m1ew/be/axd/9+RD5zy3JJn7Eh80U5TCJAIIRFaI2EpeNUJBylKMU1gtHFT0pqfsFWQePYqba2tvK5z36GocEhHv7ud8jiCCMkiePmlYB9XiUdUsfFVynt1SELDtElUm3hy47O0FrSX2xmWtZLOauTSJt0pNHILKXq2xbjMV6VIExjBoMSaT63S4VL7FhVb5M/TuZ7/3JSZ2J9mJoXIq0sPZ5KCU1GX7EF7bgWwJFDz8tphJdvTOpegNSGUhqResGxyk0rJlQGKbU0s+rWO+jt7+Pp199myC80FuOmpiY6OztY0NlJR0cH8eAAe3/yOt1HjrBzzwGO1Hxa0grltIqnFf1hM8N+E0N+E23uEC6KQhJRyIm1pbgKCIaKTSh5PIF7qNB0gkrIWEPF0WsytlqF4ytIaweiUZlrBXYdD1dmlESdtmjYekpJe61GZ3LDuW3IpEmT+IUvfoHNH37I0089fVzbLEwimqPqCRW2l6VkjsNQsRmwIrtDqkyqPDCaKdU+mk2NwEswjkWNIux3PxyOXxXl7xujEPjOzg46OjoaEPgdO3ewc8fO4yDwU6dO5Re++AVef/0Nfvzaaz/T6y3o7GTdujv50Y8e4Tf+9W/S3NzMihVXce011/Dd732PN954E4AH7r+Phx/+ET98+OHjzp84cSKbN23gnHPPb1jN33Tjjfzu7/4OV1y54ozHf5b4xFF/p4rm5iba29soFMJxo+YApk+fzvp1d3LgwIETiLWnirGySw9+//t0d+867niaJif4rsAxd+Gnn3nmOIb1qcJ1Xe5cu4Z58+bxzLPPngAEGV28R3euJVlFuoZDwSSa4xGmNTdzxdlLyA5t56Ut7yOly1SV0RJVMEgy4RBmCWEakyHBESRegVQZSnGdyA1IHAcjrKeVcqyX00iOxstcl4pTJslS9nXv5oXDw7hBwPz581m4cAG3X7kCz/PYuXMn27d30bVjB9lHWrBhahc26yJslyE/SynHNVLHbaiuK8dhuFDG1SpPVM4JluqnilkzZ/KZz3yaTR98wOuPPGzVL4xDpl1cIXGEtgK9+SoYeQF1L0AJh0AnNElBlZDMeHgqQXmSCQzSpOpUveBYFas1bXEdnTvpCuwPQhmNozQtcc1qD+ZE38gN6Q+KpI7bqK8MtvIZJUwbjAUeOBIn0Q1LdoBCEtEa18hyM0hXa5qjGmlOAG7UH8bQFNeZ1lTiotvuoOvAAd5+400KWpMC1XwWODIy0iCqOlIye8Z0zmotc8m553LDDTfxwTtb6N22ncrR/RyqJ2gpKUV1EBrH1Q2bj8S1zst1L6Cc1BooOaAxY0xPg5Qb29IcvSZj/wRLkm6Jq5SS2F47A6njUA1LpI5PJSyhUrcBfqjlYB4lHaZPn84XPv853nrrbV56+eUTXt8I8ZFXs2FRk3L0klJNC/hJypS0j3JaoyUaQhkfFUgKbkzNC6h7oVWDEeO7V38ecVIIfGcHy5ct5+abbrIQ+B076O8fYNWqq3n1xz/m9dff+JleazRJPfLIo/zGv/5NjDEMDQ3x6KOP8eijjzUe5/s+K1Zcxbe+9W1efulF5s2bywcbNvBv/+3/w8yZM+jt7W0kIYCfvvtTFixYQLlcZtmypac9Pl7R8bHxj5Ko5s+fx9o1a6hHEW/+5K1xJ6nzzz+f1dddy8svv8KbPxkf9LypqYn169YhpTyl7FKSppSbmhp/9zyP2269lZmzZvK1r3/jpP3bj8aE9jbuuusugiDgG9/4Jnt7jp9hCaMpx1WCLCFxrJK1pzJmxAfpC9qZe+FFrDpvGduff4Rt3V2kfhFXZbTXK3gqtbOdvMLxspRSFpEY1y7Q0qXih9T90Dr7Oh6Z4+BmGY5Rx1cweQtH5O3VJE0b1tcCmDptGgsXLmiw8vfv38/27V1s376d3t5e/DRlRBSp6hw4IWJr255ZHk48dgj9EXV1Y6xahqcySmkNz2Rk0iH2gsbjli9bxm233cqzzz3H5ldfoTmpMyibGBZNCDTTR3qJPZ/DhXaavDquzijkiaIahDRFNUq6TihjhNIo11Z7YRbbhl3eWhrd9WeOg6M0TmqIpY9jNAVVxzMKqQ3DngVsGGMoZhEZhv5CE44gJ/7aa+uiSdENYHvDOCNPiq5RNKURsZBkjmfJxo6tyQoqBYSF4zseoVZ0tDdzwbnnsvnNN9ixcwclYR1zS8Ii18xHFlKlNbt69nFoR53y66/THAbMKhaZ2DSZuYuuYVFzG7uPDDG4r5vKkV0MmGOKI8pxUDgkjgcCCkmMVGOSSVA6zta98fVyovPvR6up0eOFNKY5iUgcn1Ta6xkoS3YeLNoNTi0oNkAxo+9t7pw5fOYzn+bFl17iJz95q3EjjXIFlZSk0iHLOX32M4hcId40nH4z4+DHCW3ZCAJNqGOU9PBVwoguERuXpqiKqzQjhfJpE/MnGcdB4H9sIfDz5s3j7HPO5uKLL8YYw/x58207b8fOcdkTjcbYJPXrv/GvTztimTNnDkEQ8IUvfJ7Pfu7z1Go1vvzlL3H/fffwZ3/2F/T3Dxz3+P7+AaSUTJo0kfa29tMe/39Forrqqiu5/LLLePKpp2yZ6575Lbiuy80330TH/PnjBjIAzJkzmzvXrqVrxw6efPKpU7bt0jTFy/vR7W1t3HXXemq1GneP0zpk0aKF3HrLLRw92s8DX/v6Sb8ITymCLD3OQhygNa1z7TlTmbVsKs8//AAHDh8mza3YJZaPI43G1wmpsa2JSlCwUjCOh5K2xTdqPT82rKmeZ193jCCup9JT2o0fPHiQgwcP8vLLr1Aul1mwoJOFCxZy1VVXUqlUeefZV9mxu5eh/n60MkT4FIgomNPbntS1Nf4TKUyIBsAIpKNoMhHFJGa4UOay1au59JJL+O73HqS7q4sJSR2tIdMOvkwITILjaitoa1zqOqAsNUpbV+PBQhM6F8qVWhP7fuO6+CpmdNn0VEaYm/x5acoBfyLDmW0PRQKGZUibHES5MndUMWhhfaOaVUxFF0gdp5GU6p5PUz0Co3MrDUu6TaVDXZSoZkUcrWjN6khXN+oVSa6+oBWRHxLkUkpLO+Zx4ZQJvPvee+w8Okjm+kgDYVpHxAaj2jDOyTuo9dzSRBw9TGXfMIfcIsPbPsSZs4g58+dxyaoLmBReyj7ps2NvD11dXcda50JQCUrEOVIOYdthp0PAjW3tnayhO1ptFdMk1wTMARNCkDqWnO2plFjaNtvYBLxw4ULWr7uTJ5540hKasRD8cmQRr2ArpsjzqQYhxSQmyJI8QdoqPoxrNEUjKCWpxz5p4OPnIsMjhTKFqI40CgfdaFFXgsLPxfrj5xFxkjBSqTB/3jyeeeZZa4zY2UFnRyfXXnONhcDv2MGOHTvp3rXrlNDvzo4Om6QePXOSAqvHKoTgN/71bzY297/3e7/Pzh3bmTlr5gmPH7WjyTJ10ucee/xniU80UY1lPBcKBdbccQdt7W3cd/8DHD58mFkzZ+EHpwYxwDElhzgZP/QcjrXtnnn2Wd577/0zvk/P91jQ2cmaNXfw3vvvW7vqcYA6Vq5cweWXXcaGDRt57PHHTzkEFaOGcvkX5qqMSUJz1ZVX4BRLPPiDhwh691FwfIugEyJHvsmGkWGQ2R+7p1Iyx6W3eaIdFI/9UeUzMLCLYDUo0hRVKMYRWlqkV+T41Pwzgxoqlcqx1pLjMHFGJy2FSaw4t4XC5Okc6D3Enp799HT3EOnqiUTK0aoNnwHVjDEwLT1MwcT0ua0UdZ2JDFBWCddefB5Tli7lnnvv48iRI4RZTGt9GKVdMipWCFVKtAFHgo8iNj4l6pYUC1iTxcDOKsaAUwTWGiJMYvwsoZSrMGgMVQqkykO6GcNhiUi41IxPUE9xc1KqrZBEg3w7Ck+3i7Mgdl1GvIByGlmvLmNBMr3eJPp1KwUV42ComjKByghlhCMsktDXCi0ldT8k8UNWXXop5y5byo//7i/p6+sny1vSWtjrWFcBA1kLGR5FGVEU9eO+/jBLCFTCULHJGhEiKJgaac9GNvbt5sM3FS1NTUw8/yIWLFzMqlVXU61W6erqomt7F7t27yYVgvQMflUfjY8u6x9NXHIMdrLx70IcV5JpI4hMQGpczlq8kBtvXc0Pf/gwW7ZubdxPpahGmMVErq0IHaVoro1QDQqMBCUcY6WtrNZjnVJSx9UKrSFWIX20gnOMyF1xi3hkpKFPqqyB5cmqx3+smDlzJl/4/Od44cUXG6OEo0eP8pOfvIXrusyZPZvOzk6uuWYV69vXsW/f/gaScFQFvrOjg/Xr19kk9etnTlIAURShlDquAzUyMkKtXsdxHNrb2457/IT2dgCOHDlC39Gjpz3+s8Q/SEU1ffp01q27k0MHD3LPPfc2sn6cxMfxqD4aCxcs4I47buf9Dz7g+edfGBf03Pd9brv1FmbMnMnXv/HNE0huJ4s0TZk0cSJr164ZN4LQ8zzuXLuGuXPn8vTTz5yRUzU6hHdVijSGWeUCKy+5iN6+fn781isMewGloEBLvUotDRFCILVGaIWvMo6EzQhhtdowMFBqOSFJuSqjFFcJMqsMnjoe1bDAQLGZIGf2K+kSu94Zf4yOVpZnZSzJMzOG7bv2E2eH2Zn0MbnoM23mLBZPncLSzsU4zQGD1T62b9/OoX09BHGdQmq/58OyDVxokjWKOiF1PdqzQbxE0RIKrr3ychg+yvf+8s84IgOkMZRjm4BS4VBzCxR1REFZh9i6F5KN7ryNddut+eEJLc6xkTgelaDAhJEB2mtDaGPRdf1uK5HvUdYRNVMAV+JpRV0WaNd1NJpQZ40NwLAboKVsSDFpDEZKBgslUs/Dy6V+6k6RWlpidu0gZRODwSLbsBp7wrXEZ19lVIIiwvW45eZbmT9/Lg984xv4w1VKRuPn2oVGCQZpInL9hvbigGpGSUmzrDRU8AtJjMbJEXmaclInFRI/SywARgh6o4RdP32Pt3/6Hq7r0jFtKh2TJnLl3LnccPbZ9NVq7Dp6lK6dOzk6Xp8kYwiyhCBNcIwidixJd3TzEjs+Tapq7WZG0a3aqugr6aC0YEg3UzMhS5csZvGFF/HX33ya6v5u2nSEoxWO0RTTqJGkvCylmNQJ05hSXMcrZVTCsnUMVpl18HVdqm6RQhLh12O8LCHFJ8ElUS6BSfC8nEytZQMB+E8hZs2axec/91mef/6Fk64vWZY1JJaefgZampvpyKutq668Es/zqFQqhGHIU089zW/8xm+O2++vK+eVnnfeebz33nuA9aYql0p8+1vf5rf//W8xdcoUDuUc2fMvOJ+9e/cSRREffPABkyZNOuXxnyU+2UQVJ1xwwQVcd+01J50rJUlCS3PLCecJIbh65UouuuhCHnvscT4cp9LuhPZ27rprPZVKZdxtuyAIuPiiiyiXy9xz730cHoe9/IQJE7hr/Tp83+fr3/gmPT1nbkWm0kEqxYTqALPnzmX59KnsfPM1Nh0ZoFa01yB2Q4SpMGmkn8x1EcYSEjMp8HVq4dauz3AhYCQsHbcYS61orlfwVUrieBgEvkpx6orBYjO14PRWGaORGUmQprTEw3jaWnyMwtSH3DKZ9BgIm6mnCQd27ObtnXupBhNYungmFy+fy+c+fRdq3272fbiZ3Qd72bdvH+ValYluP1EhyJN1Qjmt4zRN4PJrL2N46CDvvvkWuAFBuRWwrdLhoIlSXKec1Uili9QWdZjkEPqCiSjohNSx5M7ThRCCml+gXQxggMTziKSPpzMmxsPWUNFYCL0QUPFKTIkOMzkexMusrE/quKQlh4EcFp2RtwWxmnOpFxB7+ewr82iLRghIqLihbUeJBC/JSFOXkBQhrYttVmris+s/TVNTmbvvvZfKyAgtQRGBsCr2RjMgWxh2CoQyQ0pDIFIcNCqRFHWVoklR2FnQ6Fwm8m07LcwSO9PBMBSWj6umRVTn4KYt7FYedRHSVCoyZ1IrC89dwrX/8l8wMjJiq60dO9m9e7dVYTHWbVcL0bgHi0mdprhmkX9C0pxVSbKkoa4SewGBSilkkdVNNAaRW8E3RRW8LCCSARdfspTzLruQxx5+mMreHtprg0xmkMyVOFpTSCKykiTDoxTXcIwmcn3cXPG/uT7SkJxytWq0vOtuQJuMaTMjDKsyI27IhGyAUKTE+DiJoZ6jP/8pxOzZs/n85z7LM888y0/ffXdc5wwND/Puu+/x7rt2A7L6umu56KKLGBoa4uabb+LZZ57ihRdf4rvf+e4ZvfWiKOJrX/s6f/ZnX+EXf/GXqNVq/PEf/3eee/55DvX28oOHHuIP/+i/8Vu/9ds0NzfzH377t/na178BWCj+6Y7/LPGJJqorr7ySq668gm99+zsnXczHEn5Ho1gssnbNHQ1Pp/EOCxctWsTtt93Ku+++ywsvvjSuncOkSZO4a/06ojhmcHBwXElq8aJF3HLLzfQdPcoDD3xt3F41gUpxhWDJ5SuYP3sW7zz1BCOHDkCx3OjbZzls2khJKj20FNboLzcjrIalYwisj1QMfpYSZAk171hlEcmAQlK3ye4Mw2FrE18iy1wm1AYYFM24niKUFrpcjus0iwo1WSQRHtpzwCuQGpdMw87tm+jpeo9SGrOwFDCjo4MLLrqIa2+5mQ+6DrFtw072JnWipMbE2gBT2tuYc+FV7N21jZ6NbzXsPYLcfRdhSDwfIwXEYJRgWBapF0IONU2kJRvBk4qKWyB2gzNK3wisorunNZEXUAuLKAOR8vGThKLOUIxCz12QMU1ZjWJe/aeuR83xCFRGSxJRDYuNH89HAQUCGt5MtTBs2FdEXoBSDrHnkZU8jJCUmpr4xbs+SxxH3PfA/cRJghCCyC8Q5IoKCQ4jukSgUmpe2Pguy6pGWI/xpEa51tMqTGO8LGWw1IpBUvcL1nXZcekvtZ4AuXaTjCj1qQZFPFKqcYVNe2ts797DYy+/xPyFHSzo7ODWm26k4Pvs3bKZng83sW/XLgaqNeq+FScuJnULasjfW2Jcu3HKYup+ISd7F/GUh5+lpELiaEu10FoybMpcuWAmiyY18+i3vk5y+ABzqoO4iUL7Bl+k1LwCYRrTHFWoBCU8ZdvBzXHFKrXnrVklBHW/kCtg5FogwiZuIyStpgKeQfkuQ05AIj1rQ+J6J4BU/jFizpw5fO6zn+Hpp5/h3bya+fjPMZtzzjmHH/7wYf7Vr/06bW1tXL1yJddcs4rpM2aMywT2y3/wX/jyl7/Es888RRAEvPDii/zar/0GAP/hP/xHvvKnf8pP33mLLMv43vce5C//8q8a557p+MeNT5RHNXnyZH7lV375lJXNeeedy+LFi/n2t78D5NDz9evYv28fjz72+Lig59ZRdyUXXnghjzz66AkOt6eKs5Ys4dZbb+Enb71Fd/cu1txxO3/1139z2nOuvvpqLrv0Ej74YAOPP/HEx/KlmaJTbrnqMsKJk3n80UeJ+/spRRU8o+gvtpC4PqW4RjGJOFpqyaHcdi7iqAzHaPrKbSdt2WkjKMQRrdEwkX98ZRGkCbHnNbgkJwtjYEC1UDVF2rJBJtQHGPab0UbQKocJpIXE19yAg8EUKrqUa9+Bg6Ysq5Qd65HTXhlgQnWwAe8tNDXTPH8JXtNMivPPIgs89NZ3aakO0bVvH9XeHSjHIvOk0dYi3i/QVh2ynlH55021wE0Ug0EzUaFAKGLkRxRYHaUa0H8lJclHFh4/iZg00o+rMowQxI5DrD1E3ZBIjy0T5zRU3Tvqu5k7coChoIhxJGirgRg7LsNBkSOlVqQQDauQ0VdR2ERViGK8CtSCIr5Ic9i7xEs1BTdCFxwmtLRw1/rPsa+vj0efeqxxP40mu1FVc0cr+nUzI26JLMiJzsbQWhsGZSgESYNcGyYRLfUK1bBA7AQIY/C09QwbDsvHFFCy1Nq0jNQYEs2o0D1O+NaJFFE5wA0UhTQmTCNmBB6zW5uYunAxkxcuptLXR09PD91HjtK3ZzfV0WrEGFpqw0yoDCHR9JdayRyXalBgKAe8eFnCtMEjOCpDeR7Tz19N6+z5vPfcY9SGh9FSUkhjIuMTeglNqmLpFtKlrT5C3QsopHHe0laMBHYmV8iNPIfDcq4raasqN+cGpo5LzQ8ZKTShhBw3ZeIfKubOnctnP/NpnnzqqXFRYk4WHR3zuWv9eh5/4gn+1b/69Z+rf9Y/VnyyyhRxfNr2WxInBHl7YrRF+NJLLx+nh3e6KBaLrF27huamJu659z7rqHuGsL5Yqzj//PN4+OEfsb2ri6lTp57g8Ds2fN9n7Zo1zJ07h6eefpp33hmfT9VoTJ0yhc9cdiG9+/fz6IM/IM1S8HyMKNNeHaaQxgghiF3fzpelc7zrbj50/ujAWhtBVReomZBQx0il0VoSyKTxWGkUmTx9WyzBo25CQlHHw0ri+CRE+NRNQEBiWykYyrJGIFNSYxNIQEJJ1fHSDGEMTbURvFy6xgC6UqG64S3qYiP7N33IuTfeyYyzLsHft5FVi+dyZHAJ3YcOEe/twYwMkwS+XUyCAk1RDSWsontBZ2SeixcqpDyxz+1nCS31Cl6WgrDD8sgLGMrNAEevY5ZbgRSTmDBN8EVC6jkM+kUyxyEUMUVToUWNoBwX49gqS0kJxrGzD6UbM6HRJWD07w1ItgMFWaeqC9SFraoco5iijhKamIkTp3PDVSvY9uPneWXTJnRYgo8smrHnE7se0miqpsigbiEgwUWBNmglcZ0U/xgDi8gP8ZQilb6tJqRgKChb2Hd+TxWSiHJcRWqDkynasmGGTZmjXgtIQSASXDIUDk1JleaoihJQ6R9i+5Fedm3fhvSepH3GTKZNmcK1y5bgX3k5+4er7N67h77NGylXBsBoMsfHUykGQSmuEzs+kR/QXh2iOapQD0tcftGFSDflR48/RpzWmZDW6AtbcIVjyd0iI3E9wiyh5oa5bqFDU72CMYaBYmujkssyFy1yJ2AjkVlCS3UEJSVRTt8YLjSd0o/qHzPmzZvHZz6dS6Z9sOFneo758/+/l6TgH5HwC8cklO6443bmzZ13yhbhyWLatGnctX6dJf4++P1xVV+FQoE771xLU7nMvffe1xgUf1Qcd2xMmDCBT921Hs/z+PrXv0HPOIVyR2PZ0qXcfvttvPn4o2x95QXS0dZcDs8dKpQZKlgWvBKC9tow/lg4ObatZwmtxy9kw7pEVZfwRIp2JVW3gBdnOL5DINLc1sA9I8Ne53bejjBk0sUgkFrhSG318bS1hq8GNpEWVERrZltMhTiy9iCOg58klvgrJa7OSKVL6jiUozpOMeAXPnsTXmuJ7333O4i+A8xpKjJnzhzOXbyIay+9hN5azLbBIbp2dNPb24uSDmESI9FU/JK9BidZYITROQcmbRCRhTGEaUTquFRygmzmeCSuh6MyBgtlK2OkFUIrVMllgmvnV17uA5VKia8yq4YBuWNxRFbMFUJURiFN8VWMpw3KkYx4ITXXp+Z4lII605LDxE6IQNKsazTrKpPmL2DlTet449032LxxA01pjGMUiRdaXlDOBbIfzmoxFkxMMxWqukBsfASKdjlIs6gdt6kRWpO4LgOlZlsxjJkjwTHSuRKS2HfJdBFVFcjI6krUHR83Sxn0yziuphhFtiWdV49CGIpxRJal7Nu/n0N797LpzTeQ02cybf4CFs2dy1XtZYb3TefI0DD7qhGDg8P4SUQiIMxikAJfJWRBgSuvuY5CqcCzzzxHoaKJ3Cbq2qdGAaRgiu7LweQ5uVxn1IIC/YVmPJVSTG0l7+gMVykS1yVzHKpBASWbrJ29sqCNOJ9BjW5cvMzazjhak7kukev/oyH+OubP59Of/hSPPfY4GzZu/JmewyapdTz55FP/n0pS8I+cqILAZ8KECdSjiLvvGT/0/LzzzuX61at55ZVXeePNN8d1ztSpU7nrrvUcPHCABz+S2NI0OWlFtWTJYm65+WaOHDnC97734LjnUWArt2uvvYYLL7iA73//B+zcuoU2x6OQxlbZwFhrbKsHV2wsJpWgSEt9hEISoYVAGk02Rgeu8Z6NQ12H+CLGFRocQa1QIKgnuJnGlbUG6u908ylHK4pZjXoWIB1lNef8AuWkhlYSX6QURUzk2t29l6U5aCPDUwkt9RFqXsiI14QOBGEWW3kipQmVvcZhU5kr1n2KAd/n21+/z2pABgV6hiv/f/b+OzyOMz3zhX+VqzMymDMASqJIiVQOlERKDBIVmClSwevxOJ3zne+sPbbXnvHMeBzX9q53PMG7nlGgZpSonEc558wgEgABEiBI5NSpctX5oxpNgBGkSCqM7uvSdYkodKO6u/p96n2eOzDw/rt89s5bCKlSKs+cw/Q5ZzP/sssxDIOGhgYaCpTp4VEqQQBGoGP6YQEuc/opyQ4SCKFHny3LGEr4unXHKrqs+4Vo+biRJeLaoaO2IJDVY5iKhkLYukMQsWUV2ffQXQcxsPEEEd2xMGQFS1GozGcos7IkrTyuKJHWYniBiO469OrhDmYwkiAQDWKuXdDECUyedSbnXnENz7/+Aruam1ECn7iZpTJjF8TbEtlInL5YyQidmyBAUsoREU3cQEYUfHTfJmLZWH7YIhUCH921MRW96JRxIGTfRfZ98oVORkYOba3GmD3MyOzGUKKkxTh5JUbcG0D0PWxZQQwCCAIidpgOLBQiURxJRvJ9egcztG/eTP0H71Jl5qgqSZCacRoXnD8TWVXpaG6mY98edmQdfNPAjyS45OILEIwczz33Oo7rksREDnz6IzHKSONroXA3kTeRPRtfUsjJGlk9hi/LDESTCLkgpMIHoYbMkjVU38EV5TCqRj10N0G3TVJmFskLPS0ly8dUVAa+gN3WjOnTWbNmNU888eSoE8wPxLRpU1m9aiW/+c2z/MEf/tHXqkjBSS5Unufh+z7iIfrAtbW1XHP11fi+z69/ffeo3lhJkli6ZAm1tTXcv2kTu4el4x4Js2fPZumSxbz2+utFH6vhcJxwERyeRrngiss5//zz+eSTT3n6mWeO6YPXdZ1VK1dQUlLCL395Gz29vSCFX6yobaC6TrggqdFiS0bw/QI7y8EWZQSR4kJgHrCTcAORvB/B9hVK/DQRN2yFWbJGOhJj0I+Hpq2ScMjFqniejkXczCF5LhHPJitEsTSFASVOVoyh2iYlwSAeYSSH7LlEbAM5cMlrOiV5m7waJUzhNTAVDUcKvfGyWgRPkhlbPYYF8y9hx2CWZ56/r0hyiTgWMdsIHQkkBTmXpfW9t9m8ZSueHmXKlCnU1NZwzTVXE4vFaG5upqGhkfqGRtoGIePHEAlQXRMx6+E5Ep4uIBWcFSTfx1B0BCEoinoCQrfygVhJ2I4KAkxRwpZkhIKDhEBIZjEUDdl18WXQbYuEZ2GICp2xUhKOjebaqK6LK4bElphj0ReJIwUBpZYRRlYUio5RuHauOvsCzq5M8fizj9Pe0YFYmOWkjCwB4UKreTaxTA++INAXH6lFEXyfhBtGX/iFAMCMFiHimKiuQ1DQkWWHbmqCAM11kP1wJmdLI2/GgkDAQUPWXTTLxpY0uiNlIECpN0DUMkAIU4HdQkSG5jkYghiSXIIAxS/ErYgig5E4riQjuy7pjIHz6Wa8rdspKytlYllJGD+z8Gp69+4l4tkM5i1eeulFJNtCDEDxHZyYjB1V0aw8CctAc210zyYgwJakMMp8WLRLxLXwCN0pEMObCbuwcz4cRN8nYeUJoJj8TBAQtU1ikhE6p58i1NTUsHrVSh57/HG2bRudsfaBCIvUqq9tkYKTXKgg3FXp+v67muHkh5defoVFV105qjc2lUqyauVKgiDgl7fdRjp9dAdzURRZtOgqzjj9dDY98CC7du065O8N7a4UJXRvXrH8BiZNmsQzz/xm1NTQIVRWVrJu7Rp6enr5xS9vG6EUdyU5/BIMMRILRUT0PUoKu6ihQbkvhgPh/DDn5yAIF+iMH8PyVZS8HbL9JAdJ8EjYeUTFC+cyknhEcb3kuSSMXMiG0iKh+4VjoZgOeVHHlhXK/T6iTqjbitsmCctAdh2ykVjhhHyCwutSPZc8IYEhZWTJBQFT62Zy2Xnn8NZHn/LWrj0EBWae4PvErHzBBT1cUBwUNMciahn0y2rR7fmZZ35DZWUltbU1zJ49m0sWLOXN7d0M7N7OwM6t+Ht2Ezdz5NGRfRfUcJ6k2RZCAP2x5EEDc18UsUStyNYTAnACBS8QEAQXSQgjVCTfpyqTJ+K7OKKEo8gknDyyT5hBhVVoJYnEbQvdtcmpOhHXQQ58vCGKhSxz/eXLmDp+LI/d/XMG0mlESUb2PRJmHinwSOsJbEXDAWJWnrLsAAORJH7hPRN9j5SRRXOsUIdVYLNl9Cj90RSyH7piDDFChcAnYWSJ2WYxZ8wVJXJqFFcSkT0XRwzf+4RjkCBPR6ICSQ1/N+/rlLmDeIqEUiCfZBWdEklBc80wSDMgzHwSQ7NeTwqDLhXXRXdsNNdCdkyMjr3sbmvlvUQpQo/Bjcuvw9uzm5KyElb+8f/Dnsad7Guqp21fO71yNIx7KexgPUmmPVqJU3BhiTomCStHn5TCUjQGIwliVh7dc8AL418yevyILTzFc5E9F2N4S1wQsGUldLbw/VNCshhy3nj00cdGLcE5EL8NRQpOcaGKRqOsWH4D8cKMKG8YLF2yGEmSjuhKPnXqFFYsX8727TtG7WAej8dZtXIFsqwc1uNvCEM7v+rqKpYsXowsy/zqV7+mbe/eY3qtM+vqWL78Bt599z1efvnlwwejHVBBIrZJxDYxChHvEPbPE2YudPUu7KbygU6/n0QVXCr9XiKuQZdYgSZalIqD+JJI1LaQNf+oDjCq5yL7XvGOUhJ8YqqF7pkkrQy+J5GwcmGsR+FLG7b9MlhauMOzZZWEmS+KbwMxJITkNJ0555zLmXPP5qmXX2dHZ/eIHaHse8ieN2IOByEjS/VdJN8fQTfv7u6mu7ubN998C1ctI1k+lfOSLuedcxZB3VR6W3bRtbeD3EAXAS6BGJr3Gqp+VAcOt+CobQQaDiIyLrpoEBOyYVaTotEbCYW1AlCRHQACcppOMQiQsPgpvhe2yEIFFCKgqSprl64mFoty2yN3g2FR7nsEvofq2iQsg6yqY6n7F01TVogUdtdW4X3QbStsPSr7zYBDgbeBJasHvZcRxyJuh0bFQ59f6MphkFd1dMck6hiU+QOolhPS/Avu7VagIIs+iu+RVSLYKOhO6K6R0aLIvlbQR6kEhJ59A0oMD4k0cQaUBCkvS0LIkBBDT8eeeAnCxGncfNMGGhsaeOWxJ4nZJlXlpUycMJGZc89h/k1n0pk3Qzug7duwGwboj6VGFB1TVlFdB9n3wrRhNYIpqwWhtYAjScdNMS/uqU+Be1JdXS0rV6zg4UceGTVT+UBMnTqF1atW8eyzzx2ySMXjcX7ykx8zZ/Zs5s47t/hzVVX5x3/4e5YtuwZBEHjk0Uf57nf/uthe/7zHTwZOSaECGD9+HKtWrmTPnjbu3/QAjuMgF3z+VFXFMIxDPv6iiy7k0ksu4TfPPjtqJszEiRNYuWIlzbuaefrpZ0b1Bnqex6qVK+ns7GTTpgfIjTK4EcLr+rLLLuPCCy/gscceP+LdkReIOIGMIARFhl3EsXElecRQ3JEVopaB6rkYkhy6P/tRJHxUwUHzbeKiSV7Kkw1i5AIXXbSISAa6Z5LhyO0LIQiFqoavYfoaQQDl7gAlRppACu2bFN8NU2EL7UlHDrVOUdNA8ANkLyQilDh5DCWK6jqIssw5a29h7Gmnc+e999HV1w8H9PwDQSAQQhJEIOxfhMSgEPl+hIXCNE2s+m184PRiaFEmJnSmxCNUn3U+4ySDQA3Y29FOZ0sLg6KGWBCByp6HJYVzi+LMLoBBL44VRNAEE00IsAOZrJ8gEhiono2h6PiiWKShW4pKiZEl8AMsRSFum5iCQOD7+JJIzHHIqjqeJFEai7Fh+Xqy2Tx3PbgR27YR1OC2e8cAAIwbSURBVAh9okTUsRGCsODZioYvSMX1UfE9nMIuZQhR20T2HJKuU9iJhjPDqBNmJx04V9FtC0+QRsy5bFklaht4osRggYzg+SJpYuDEyBEhCEREfBLkQkGxKGOoOoYS7rr7oylidh7dsZG8cHaX1aLkVZ1BL0EmiKEoDrao0uuWIuOQUPOMGV/NTTffxCeffMoLL75IoEQYEOO0DcAng20EDXtJvfUB02dMp2ZGDeeuXYvfVE9rTw8te/fR2tJ62Ch3X5RGmiEfBY4k40gymmvvJxoFAYrrktFjJ11LddrMmSxffgMPPfxwMcb+WDF1yhTWrF7Nc889z+//wR8eVKTq6uq44/ZfHrKd+Nff+y61tTVcdvkCgsDn5z/7GX/1l/+NH/3t352Q4ycDJ1VHBbB69Squu/ZaFi5cwMuvvHJQ9MV3/+ov+dnPf36Qg7qqqlx/3XWMGVPNAw8+NMIy/kg4Z948Fi5cwIsvvsQHHx6dRj5EV7/wwgtwHIetW7eyo76B5ubmURU4TVVZvvwGqqqquO/+TUcUDed9nbQfD21kAFWwSElZxme7QtaXfID42TLoi6VCJlsAHV5F4XEuCTNLqZUmq0bJelFSUoaYYBB38mS1CJnD9NnFwl2/5LrIeY9usSwkIbgmZcYA8cDAiYeziJiVw5NkBqKJkIkGpPKDxCwzzHkSpVB0KYj0xZIE5ZVcs3Y9nhbh/gceOLw0oaABijgWphKa9IYzOousFj30uQ/5BgYyyqCLhEcgiyi+SyqfwQ4UxsVcxp5Wx6Qpkxk3ZQppH1o//oC23S20d/cgeg6OqNAfS4QLfaDQ45ahChaCEBTj6S1fJeLlqTWayat6UV8kAoprU5FPk1Zj5BSFmG2QsgwCoD8SJ6dFyOpxyiuruHXlelpaWnni+ScIfL84AxtuSju2r5OKfD+2HBIpZN9D9l36oik6UpVFJ/BJPXuJOiaWrBZ2bZBVowSiQH8sdVAWU3m2H8k/9DXVX7imhiA5LrFsHgcVRxLRRYe4l8cTJfpiqYNNaYMA1QudILyCyNcKFLrdMjTBRhL2L5pZP0Ld+CT///9yA2+88SZvvPkmfiAw4CYIbIGEnQt3R6KIqAfIemiGKwIz4zrTqiqYcPoZlFdU0NnZxd7PNtPc1UdD3i7e2A2zdTwIslfYoRdmekPQHIuUkUEuRNALBJhy2Eo8mnj88+D0007jhhuu58GHHqah4XMUqTVhkfr27//BIdt93/rW79K2p41sNstPfvLj4o5KEASamxpZs3Yd778f2jKdccbpPPnE40yfUUsQBJ/r+MlqPZ70HdWGDeuZM3s299x7L3v2HEzttiyrqKUaQmVFBatXr2JgYIBf3nb7YXdbwyHLMlcvXcK0adMP+7cOhKqqrFyxgokTJ/DkU0/R29tHXV0tS5csJh6P09TURH19Aw2NjYeMii4rK+PGdWtJpzP84he/xDiCj5UVKPR7yXAHJRihzifQ6PdSpOQ05eYgjqSMaP25hUE/hF9EFZdcEEEdypuyRUTXQxY9dMFGDUK9yoGLExAaelp5ok7BWRyVQS9GqZ9GFAJK84OUGv10aJUh/VkOiDgSkueiuGH8ROj/54V32AXPuaCQaJuoGsPSP/y/adnTxuMPPHTk9qwgkNFjBQp5eJccIGAoeshuPOC8dccKha+BjyvKeIgYnkZGDNt6jipR4fYjZnpp3GrycUMjTjzF6eUppkwYxxU3LEeSZVpbWmj7bBs7u3poD4ICLR8kISAIQptSURCQBB9LUnFEBd1zMAvvZ2gi69MbSWIViAW2pNIZC13ah1wjJk+cyM03rOODDz/kpbdfLjpTCMP+G/p3T7IMUYCkkS163w1EE/TFS4qrr26bhbRbGUdSwsLpQ9Q0yETCcMcDYcoqJWYWe9gqLntugf4+8vc9RcaJqcStfEgy8cN5TUaPHdo5vTDPGfEcgUSAOKJIAUybOIYFi67k+edf5MOPwhvHfKCDCRPsDgJRxJUlVA/IAWIQisKBnQNpevbt5eOPPkSPxpg4dgxjp83ghmtX4mk6n3zWxMc72tjZ0o5rG8REg4gQGgMLvk/CyhKxLeRCoTJkjUwkdIKxFI0+UUJ1Ch6YkowlqwclCpxInHHG6Vx/3XU88MCDow6JPRBTCkXq+edfOGyRArjtttsBuPiii0b8fNrUqUSj0RFi4m3bPkOWZerq6rAt63Md336cs7aj4aQXqo8++oj33nv/kAs9hK3B4Q7qQ44R773/Pq+++tqorJBSqRSrV63CdZ1R09yH7JMkSeKuu37F3oJ57e7du3n22eeorKykrq6WefPmcu21y9i7dy/19Q3sqK+np6eHGTNmsHLFcj7++BNeeOEF/KOcp+Hr+IhEhLDoCgREMMkHUfqVFFHfQncMYCSZYnhLJybmMTyNvK/jiiI9SglRy6LC6yXh58OYBj1a9HobjpiVJ2nmQjsdWcH2FIYMZuJ2joQb7p5kwUcyTISoT17RKM1niNiFAb4fFHKfIrjDGGSTJ09k0fnn8u47b/Pq+4ffxQqFCPZAEMKdWiyJ6roFs1yxmCU0HFHLIGVm8QUBT5SI2AaqbSPaHpatYaoaniyhCC69Wil9sdDlQ3Vd9jTtZGfrHoK336OqqoopUyZzxjnnMD8ep11PsnnnHt7Yug+/p5+EkwtbgXKMvFSKKlsYkVAqELNNPFEkaoUuEaZaoJGrEfIFRuaQ2Pe0ujpWL17Oi289zwfvf4Di+wQFEfehHMZdWaErVcFgLInguFiyjiWpiFJQ/P2IY4cOFwU3CcdVwAPfgy6tjDQJ4kF+xFtnqjqGaxMtnPvQLiyjxw4pVwh97kLPPDj2WY9QyPYdvruZMX068y5ayJuvv8zArv3XheUqlDqZ0GlCKlyrIvg2xK08nhr+bVtW6Y2lwvmY69GxtxOza4Dgw81UjJuKVlXH1NPP4ZLLS9mzr5NdrXsxOuox+1uIWXkSRp60HMdVZLTACkMhRUhHQpeWQyVYnywM5axt2vTAqOyLDoUpU6awtlCkfu/bv39cu5fSsjJyudyIZAuAgYEBKisryefzn+v4V7ZQvfnGW8w6c9Zhj9u2japqRd3R2WedVXSMGA2GiBaffbadZ597blQf3hmnn87SpUvo7Opi06ZDt6iGBvhvvPEm8ViM2tpa6upqueyy+TiOg6ZpvPHmm7z6yqtHLVIQUsolRp5byCAOQqPXSBJd0VG8/TOIA+9addGmnAGyXoTACxlzimTjCxJpIYFb8HQ7cLEXfZ+oY+FK+73YHEnGFDXK7QEsSaE1MZZSM01WihL388QciwEtihyJkS1EyHuiTNLIMHzaPGfOHM4/dx6vP/0UH/Sm4TC7uahjErWMYqvFULUw++gIbtWS74Xu34UFxQ8ELF8lZfh4gYDvi5Q7A8iSR2+ilP5YqpjJFVA4zcLK2dXVRVdXFx95LvFIhNJ551FTM5PTxoyjo3ksbT1pmjr6Cbr70AUHI67Sq5bgREUijknMNkI3bknGEWVUz0H1wvZTpvA3zzlnHksuuIpHnn2E1q2bqbAMVC90PzcVjbwWPSQbzRMluuVSBsUETqCEO03PIiVl0ASnmEicU3UUSw5ngaKPKnrEPINuqwxJ14kKZjFUUPK9AtEgNIP1BAFL0Q55EzMEXxSxxeNzD9cEG02wyQcRIpjMOmMm555/KY8/9wrGvq1Eh9U8yfdDKvoBWXS2qCB7HqLv40lDoY4yuQNnnJ7P9t09GLuyRMU3icfjTJ48mcnjJjNm3hqmxXK0vPEKW5p76evJ4rgeEh4pIU3KzpFTvZPa3jsQs888k2XLruH++zfR1Nx8XM9RLFIvHH+RAg574y8IAp7rfu7jJwsnvVAdWHkPhGXZJBMJbrppA9FIhNtuu52+/v4jPmYIF154AfMvvXTURIuhYnjuOefw0ccf85tnfjOqIpPN5fjo44/ZsnUrN1x/HVOmTKGxcSfnzJvHeeeeG+p76uvZ2dR0WJGzKrjkg5FtLT8I78I1zyLiW4i+hyMpR2xBxIM8Y6wuFNdFDjw8WSKnREJ222Ea9WLgI3ruiJagioskeiiOR04JGV85L0LEtlDFkCbuCQIDkRSD0Xjx7lp1bRJ2Hl9WmH/ZfKZNncozDzxAe18/zgG6nyFEHIuSfBpPDFNkpYKThOAHDMYO70Eo+V44ZynMXwxPJWLa2KoCgkKvXsK+YAwVTi+BJI4IjnQkGUtS0Vw7nN8U3CpU16bXltn16Ra2fvAh5WYWoXom+fgMxs+cytxzZfz2RhqcgPreKBnHC4XOnoeghXTs0MMhdAxJWgY5VWfhhVcx67RZ/Mc999Kxt5Nq00MQAhxZRggCklYexQ+d7Bm2UxEA01fp80rC90oww0Ie6HieRJXUi6loRB0TLB83kMnHNCKejUEEJKgwB+mRk8SkPCVmKHMYcjc3VC20DDrJjguiEFAiZRjw4tTWzeaMiRN565470HvbiOpBOIssXNOa5OAQ0vMLTlw4QeheL0neSPuwQ8BHxA4UlIK/YTabZdu2bWzbtg2DOHPHK4xHYeLMszh/bIq+nl52tbbTurcLO90U7uA5NYVqzpzZXL10Kffddz/Nh5HHHA1Tpkxm7ZrVvPDii/ze7x1/kQLo7e0hFouN0IwKgkAqlaKruxvHsT/X8ZOFk16orKO4UwgCLLxyIU1NTdx33/1HLWwwlDm1jPHjx406Kl7TNFauWM6ECRN46umnjxqmeCBKUinWrVuLZVn8/Of/QS6fRxAExo8fT11dLZdffhkrVixn9+7d1Nc3UN/QQDqdLj4+IoZ5Rzk/girYgIAVqJR6A4yzOtH8wodOGEkwED2EQj4ISJoZIo6NqSiYghySCcxsKFI9UIUfBEQK2qSw7WeRLbR+FMElJaTxBcARUF0LO5CRldBD3BFk+qMp0np8RAsop0eJSwLXXXIRekTjyV9tZMC0yEQP1isVz8E2irtEABcx9O9zLXKeO7L9Usg1Cins4cBeCML8Jc+T0cmE3VHEIjuxl3LK3V5E399f4AtzMNEIiDgGQ1TCcA4W6sBk3wPPpaNrHwPtWXpEi+5kgmkVZcydOJWZF11N0u9loO0z+j99g/b+geJnJBDe7cc9m+XnX0Vlqox7/vM/MTIGE5wsINAeqSJFFl2yyIsiUcfGcJ0iDXxoOc77Oh4ScXFoZx8QxSDnxzBEDVl1ybo6lbl+sn4EzQkF44NaHEPWwrRiP0HczRGzDAwltAISfZ+YFc5DB2IHx+mcaKiCw+rLT+e00hJeevxXkB6gFA8p75FVowxGEyAIqLKDrwkIJtiBhCsqyL5LWdCHrchHtTESCBCFsGAVvESA8MYvCFwa2/ppS1vEPtuKUlLGuHHjmDhuHHVTpqIIZ+GnRBqbd7Nr1y7sUaw3x4uzzzqLJUsWc+9997N79+7jeo6wSK3hhRdf5Fvf+vbnJivs3t1Cf38/c+bM4YNCxtWsWWcA0NraimVZn+v4ycIpo6cfCvPmzWPs2LHUNzTwyCOPjur5ysrKWDOUOXXb7aPKnKqqqmTVypWIosjGu+5i376jF7bhmDplCqtXr2Lr1q08++xzeIWLJQgC2traaGtr48UXX6KsrIy62lrOOKPQWuzsZEd9PfX1DXR0dFAmDZL1olhBgUEnpJlk70MJ3P16nyAg5pg4tlTspQ9B9Rx0x8ZQ1WLxcCQFsZDTYxR2DkMYmkv5BcPbpJlB9Rz6I2FRiXs2mmhSYQ2SlaPIgoMshNTonnhpWKQOKD6psjJuWLqIwbY9PPPsC2QQseKlI4qNG4gYQQTTV5F9h5SbwRVH7lx9UUJ0bKSCHgbCGVbKyIb+bUG4IOmFNN4+PYUXSMiBi+AFDGrJMOE18PADAR/pIFq7Iyv0xZJorlOYg0lYklJ8TeGde0iqEIUAUfAZzAxS39fBR7t205Fo5vRplcyfMYYLF16N4wW0dHazu2s3rXvakHyPxRdfiaTDow/dy4CjocoeSSuH4nnkFZ2cGEULbISCSFcKCs51QYDmueHf9wUkYST5RAh/KUwSFkQG9QRq1CHrxghkAVcszFeCAC+Q0H2TqG2O8LITCu7yJfk0tqSGmrmjCexGASEopPUO9xgElixdwsyqCp6945d0GxYoMhZyWDAdA9PVsBQNSfAJogGS4FJihdeALHl4EYG8fvTcNFEIiJDHdjQSXhZRCD0KB8QUmhi66g+qCVJWBm+wl+bMIK3btyIEEsrkGi66qJZFi64ilUrR0tJK485GGht3jsrUerSYe/bZLF68iHvuvY+WltE56ByIKVMms2b1al588aXPvZMajjvuuJMffP97fPv3/xDf9/jhD37AAw88WDQn+LzHTwa+kEIlyzJXX72U6dOm0dzcTGdH56ieayjx96OPP+all14eFdFi1qxZLF2ymPaODh544MFRFbbhOP/881i4YAG/+c2zR82G6evr4+133uHtd94hEolQM2MGdXW1XHThhZimSX1DA/X1DTTtasX3XHTPIuLbmPJIhbwlKURsm6zmj2gBikEYrnHgkNsTpcICGBQjtiXPJTZsvmPJoSt5iZEhaWZJRxPYkoysiBiSStQPKdaSF4pxO5WKg4rU9OpKll8wj6b33+aDDz9EREDSoqGvXAFuINHnlWAEGhIeFirdQSll3iCKvP+LJhYi2IdrhYZslYxhbSKfUEOUsPLYgYIjyEhCQL7QDvQDkahvYkXUQw7/fVHCUA99h25LCq6kkPDyZIjiC6AWdrZ5WcO0bHY3bqW76T1KrBwz4hHGTpnJBbPPZ/HFCwn6u8n6Ai+8/BvSloAsh5T9nBKhzMtQ6mbYK0fCnK3AgUAgEEQ01yFhZNE8JyxeuOxRxoG+f+H3g9DzSSrsGAJJwtB1ZMOnUypDEV0EfGQ3wBJlFMlFwscVCtKHgmBc8dxw7imKpL0Eg5H9Nx8jqNuihFgguhyORDF0TelO6JMYCqp1kBWuv+46Jk6cwEM//TF2JgPD6PK+KEIQ7mCHljJBErBjKoHu4gUihqiPntgQBIy1uxENMAIVAgFVsNE1myAm4CGRV3W6xHJSThbZd3FFiU65Aqmvl8yzz/Lss89SVlZGzYwZ1NTM4MqFC/eHRDbuZPfu3TjHOXOZN28ui666irvvufe4dxmTJ4dF6qWXX+Zbv/ftUZkcjBb/+j/+J8lUildfeQlVVXn66Wf46+9//4QdPxk46Tqqmpoarr56afHfJSUlrF61EsdxePChh7n44otwHZcXX3rpiM9z2fz5nH/+eaNO/BUEgSsXLuScc+bx4Ycf8uyzz41qHjUEWZJYtuwapk+fzv2bHqDtGF3Th0OSJKZMmUJdXS11tbXous7OnTtp2vwp/R+/z0Aw8u5U9kImXHeibEQbRHEdynMD2NLI9ojuhKaxw9s7EctgTKYnpLELIaMuEEXUQlR4V6Kc0nwaxQtjuBXPQfbc0GHBc+lKlI+wbzrrjNNZXDeNd994nU+bW0J9j+ehexZ9sZLijnDQi9Hvp4gL+1loimlTmh8kqWQRFAHJ91Fde0Q7CKB6sKcgwgyL6pCdVMQ2yOox+sUkaSdOiZ2mxEkjeR6+L+FHBHIlEbwDvOxU10F3DFTXwxElDE0/WFdk5inNDOBaMpaokVcUuvVSerQKFNGiXOpDFnxE3ydlZIjaJiWJOIsWLCaHhG3bVPV30djv0TfYT0cuQ3smR1luAIDdsXGUymmSXh5LVhnU46FDvudiKmroVO8FDDpx9sbGEChhOxMnoNwdoEroxZXlot1PMp8lsAXyQoTAC1BwcCMK6JDKZ5F8H0eWKcmlkfALXDyRtBZF8xz6okkMLUrCzBItUP5FP1wE7YJNUb7g6DH8RkXyPUpzaTTXCmeBAaFzhh7jypv/C6UV5fzqV79G6moP4+IPaENHrTz90dSIa+p4oTkW5bmBMO5e1HCDUE8X9/L0xVOYskaflyLjx8MssMDFREMUfCrlPjTh4Hafoiihv2TNDGpmzCAej7N7d0txt9U/yrn5ueecw8KFC7j7nntHnQRxICZPDmdSL7/8Cr/7rd87oUXqq4pTuqOaPn06y2+4ni1bt/L88y/g+z62bRPRD3/x6rrODddfT1l5GXfcuZHuUQzsdF1n5YoVjB8/jieefPKYs12SiQRr164hCAL+8z9/QWaUru6Hg+d5NDU10dTUxNNPP8OYMWOoq6vl3EsupfysM+nc20pzVy/Nu3aTHhhA9VxyauSgXr0jyeQVjbhl4Mihc4HshXd9w+dTsudSYqRJGlksKUzJtSSlEF8PjhguSEMC1CHvuyGVvmjt33UKwBULruCcmmm8dOdt7OwdKBYWT5LwfImIZRYLlRHoqII75IlKPoiQl0rpkMuZ6u2jKuhFFH0yepSsFiuapybMHKX5wbBw2gqOLJPRYjiygkAYiSIqAYriYqCRtCQUXFTZQsZFMTz6o8nie6Y5FqX5dKi9EkQ0zybqmPRHk8VFVC7sEARJQIwECG6AEIggSCTFLDEpV9QF+aJIXzRJybQZXL34Wj7avIW33nuN6nQfpa6FWDUNPT6e86aWIZaW09nTz96WPZQbBhEvbMtm9Diq5xaTeofeR18WKPXSGK5Kp1xNzMkxwewkThZRBMnOE5NV+qJJBmMJdM1Gs01ilokaOPiOiO+Khfh1F80MAwVdSUL1Q0F2iZlF8RxU12EwYqK7Tmiv5LuU2lk01yWr6LgFr8aBaIyeeHnxHLWCd99w0o6gR7ju4gsRhYA77tyIaZroqkbMMZCHzR5V18YV5SMaxR4LFNcJr1spvAaUgopa8ClE5GiUSBlkwSUXRLFRiAomcTF3yCIFIekr3E2FbOOKigpqZsxgZl0dixctor+/n507d9LYuJOWlhbcQxSP8847lwVXXMGv777nuG9sJ02axNo1q3nllVe/KVLDcMoK1aWXXsJFF17I008/M8LK3rZsUqlDD3qrKitZvXoVPT293Hbb7aPqgVZXV7Nq5QoANm7cyL720TlaDGHixImsXbOaxsZGnnrq6UNekJ8XHR0ddHR08Oqrr1GpKcwqSzJ53FguWLaUwd4eWnp62dqXZbCre2R7UxDIK2Ewnu5aBRadTE6LjrCCSZhZRN9nUIuh+mF0h+7aBGYOV1bpj4Tu2qaqE80NIvg+YhAUo0dcUQqp77LMDTfcwNixY7jn9l9CewcccEfsC0KY61SASIAbhH5peU8nsATG2N14gcSgHGNAS5BQc+jy/gUjUogXD90VBEw5FNomrBwZorgFkaogQMrPUOH2EUSkQrGWcAK5EMqnkI3EIQiIm3mEIAgLAmATFq+4lcdSwjZh1M6jeO6ICJWYm2e6l6NbKMEt2DsFhf9OO20mK65ezrOvPscHn3xEhW3iSRKDaOidu9jX2cv2nQrjNBFlwgzGXHE1S2ZNYbC/nYaWVnY27STf1gIHzHcAJNGnSuhHlKAy34cqOiNyxKKWQdzK0x9LkVcjlDg2ihBS0H1RCne3roUha6i+i2jmcAQVggC54DzuEpoBa44VOk5IEnE7h19wxy/PD5LToggEjBswAIGeeBkAmm2GbVohzCqLSyKLF1yGkx7koXvuxiy8z6asktbjoXjYtREI52npyKH1W4eD4joovhsK2AvO7aPBkAGvJPikpByJIF/IWju2+U5PTw89PT28/c47qKrKtKlTmVEzg+uuu5ZIJMKuXbtoLBSuwcFBLjj/fC6//DJ+9eu72XuMHqFDmDRpEuvWruGVV17lv/zut74pUsNw0guVpqmsXbOGisoK7rxzI50HWAxZto12iNDCM04/nWuuuZp33nmX115/fVR/68xZs1iyZDHt7e1s2vTAEZ0iDoV5c+eyePEiXnjhRd57//2jP+AEoNtyeGNPBx80txCR3mP89BlMmX0W6649A8/zaGgMqe/NO5vQcmniVh7J98JEWQSyWgx7mBZJ9j102yrslkI6tuY4uALEfZd9kXhx95VXdDTVojLTH4oqAw9HVOhJlBJJJFi3fj2u6/LLX96Gm8lQUbDzKVKdCzEPg8N2xFHRxHB1HE8ikjMpddNYgooiuFR6/QyacQblBFowUFyrowULIleUkD2bMiuPJStotokriPQMI2uonovqe+RUpUgWCISwkEUci2wkjuyHkfT2AYubLSlonoPsebgS6I6DKx+gOxNFdMtA8118af+u85xzz+HK+Vfy4BMPU9/QEFLdvXD2MaRNSrkZgkCCvMvuDoFPXuvkw0/j1NbUUFdTw4IFl5Nr38ueN19hZ08/e/e1FxcjKfBwpAgRP5QqGMrI1tmQs/fQZx9xrILhbPhZeJKEjYIc+HRGSkn7UXxbJOXnsBWZiGCRCGwykRipfGi4awc+sucjIIQ3MqKApah4okzEypEysnhiSIZI5jNIrofrSJRIcPl5szF372TLO2+jxcsQkmrYKhye7+WFqc+OKI2QDhwRQUDczJGw8oiFGyBXlMhE4sVduyMrBNbQnHO/uzwEB+nERGHoNuP4Yds2O+rr2VEfmsdWVVVRUzODWWecwdIlSzAMA03TePa55+gYBQP5UBgqUq+++to3ReoQOOmFqqSkFMdxuO222zEPUThs2xqRrisIAgsXLODss8/ikUceHZXViCAIXHXVlcybO5cPPviQZ597blREiyFIosiSpUs4/bTTuOeee9l9nCyd44UjKziyQgbo2rOPj/fsQ3z6GSZOmkRdXS2LFy0ivtCh7Z3X2dXRRfPedvK5HKrjIOY9OiLhLCsmGJT4AwUrnHDeFPrHufiiQlbVyQxj8gWiiCuKeKJIukBbDwSR6mSCtdcsYXd3N088+VT4pZFkcoV4+KHEV8X3sCVlRNsxKhjYooxha+iOxYCUAEkgIebJoZO0s+QtHVeRUApEAdl3iVn5MKpClPDEcCF2RIlBPT7CVmnojvkg9ppAMdwvNLYVEIIDf2WosIVzoACKjg2S5xK1TTTXQiuEL3qxEhxZYcFlC5k792x+dX+Y8CwAPhIZIY5mOxiahqMr6L6N7HmovogTVZDFgOzgIJ+9+zb1b7+JoKqMnzaDM0qSXDFxItoVl9HW3sHehgZ2t7djilrxfIohWsMwtORKhd3vgVo7Twjni72U4ckS060WdM/EEpM4TsFcVtWIWiaaa5MlFjpuOCaK72LIQynSoRmt7HlUZnpIa0m6pVJSRprxVobxs+expQ86t21FFVU0J2yrGoo2gpyhFcgxQ3lWOS1CXtGRfS9kYQrSQcJbzbVJWjkcUcYV1ZDO7tokjWyB/BISg7JalLiVH/YeBWS1CJakoLo2YhDgCeLoC+QxYEg8/uabb3HZ/PlcdNGFNDU1cdn8+Vx15ZU0NzfTuHMnOxt3ks4cPY5oeJH6nf/yu98UqUPgpBeq7du38/Ajjxz2uG2FzhRQiAFZsZxYNDpq4a+u66xcuYJxY49vHhWLxVizejWqqvCfv/jlEeNATiX8IKClpYWWlhaee+55pilQM6aambPnMP+qRexr7+LtrW1km/agOh45RaOXUkTXRXJdAlEoGpWGQXE5MlJ8RPtF8j1itkW2MAsCmDxlMldechGb332L53ft27+QCALpSBxHUojYBlIQMKhHMNSRbC1RCCiV0pQQ4AsSpqyii3bBlUPAElWirsHIJTYgYRn0R5MhZVwF2bFCN40Ddjy2FDq4K66zfxEKAhTPK7Y0PUnClDVidh5DLMRiBAGRQl7UUPptXtUpMTJ4iKSsLIrjIAhBYbFzKTezXLR6AxOmTef2jbfT09eHyH5mY59UyrigC98UMWSdMiFN1M+ErVhZQfZcyrIDRB0rdJcQRXq2ZnhSjRJxTcbFY0yaOIHp887h0jNm05nJ0lBfT+d7b0H7vpBRV3h9mueQUUNnCxcKhcQdsRArnkdOiDBIAj1iMkCSuGcgiB49SimK4hKVzTCxFx/Vc3AlCcWxkF0XsyCHCAu1QsQycSSFfiVBv1BCSUWM2aUCvb172N2VxZZiSFEdOXCoyPRhyhpSwQ5L9P1w3qgoeKKI4jmUZ0ySksLQbYIniOTUCLasoLsWsuejW3niloEvSQVNYeijqLs2umPi+CoQkFMjWHIo6IbQGd4RRMqMNLpjhekAgkhO08loB8ssTgQuueRizj//PO64cyMdHR0IQPWYMdTUzOCsOWex7Jpr6OrqKrYI2/bsOYjQNWnixG+K1CjwheqoACzbQtNUxo4dy+pVK2lr28v9928alfB3zJgxrFq5giAIuHPjxlE7rA9h3NixrFu3lpaWFh5//InjpqOeCmR6e/mkp5v3djQQiUapGDcdMTGFpVeMIVs6jqb+NM3Nu+lrGmBQSZL0s6TyoTs0QVgkDownF30fMfCLfmtz5szmvPPO5aXnX2Rf4w7ERPkIBX8giEXLo6EFyT8ElVkQICqZiKKPKVSGOxshNC4V/ABNsfGF/ZdeaKSrFEIBBXTbJOLa+AjEzDx5NVrcPbiSTEaPkTKyqJaBLwiIfkBe1UZkT2X0KJLvEXGGdvFCaEqqx4vvgaFGUDyPsvwACSOLKWs4YoF0okdYOvcstPwAD/zsf2JZLrKi4ooSWS9Kzo8SU/NkhRgpK4PsCmFR1CEfiSIEPuMGOinLZXBkGVeUycsqUTOPJ4gMRpNkHZ/G5ja8XfuIvvY2M2pmUFtTy/nf+jZOazNtDQ3s2beP9n37yMgq2YLGyBclslqEEiOD6PhF13Ux8MOwRVFCFKEvUoLiuWiejS0p+IJEmTNAVo9iKHpYSAqRHwgZRM9DxcFSVExJIWlkGIgmMX2ditIUF11wIXvefoXdnb3koiX0iKWkpCxjjS7iVh4joYV5UZ5NVbaPtBYjK4fialcQGZsbRHMcOpJlmIqOFPhUZvsQggBb1nCRqBgcIGJb9MVKQQ5ImVk01yEAyr391keOGF4HxTTeIDRWjtgmhhzKGyTfI2Hm8ASJnB47vi/eYTD/0ks5//zz2HjXr+js7Cxcx/vnz6+//gYRXWf69OnU1Mxg7ZrVSJJEU1MTmUyGjz76GF3XWbduLa+99vo3ReooOOmFKggCXMdBVg69Bbes0JLjlptv4tXXXuOdd94d1fPOnn0mSxYvZu/evWx64MFDthWP9vhl11zDK6++yltvvX1Mj/0iYCkKSTOPDRj5PFvrd5F322kVc8i1sxlfexqLF11FZs8+pF0fwN4dGLsbcQsGt5LvoXnWiEwET5TwhbAFd8FllzNlymQefexxBvftAyFsCQ6H6jqU5MPFZqivZio6/dHkQYNyW1YpVdKUu330Syn8QEL3DeJCDltXGX774sgKaT2G5HmU5waQfI+cGkEKfErMLI6s0hdLFc87q0VxJBndsUI3CkEkECDqmNh+2BryJJm+WArNcxB9H4IAW1ZGnKdfcCqXPCckXqgRHFlGjyW4dsF8rO1beOul55DVCOV+gKFq9EZSGEG0EGcRkFOjYTvLc8kQp0IdICqaVKR7qcwNkFd0HDG0C0rZObJqFN2xyA6f9QF5w2Dz5i1s3rwFURSZMm4sM8ePY96cuSQrKmntHaBhVzONDY30DwyQ1aL4glj0IBwi1eQlDbzwY7YEhc5IGZXWAKrjEMXEVWXSehxT1RECH9EP6ExCaS5NiZHFF0Pyguq55JUIjiRRUVXNuedfzNZtH5BtawNJwpR1AkFC9MJY96wawSncxPi+hFdgpEqejy9CaX6QknwaIQgoy8sYik1Gj6IVcrk69QosW0PFIiBD3tUxFI2EkidlplF8j554CXlFD+2rPKdgyxU6oStemCpsyvs1eJ4o4YgKUdskr0VOWM7UZZfN57xzz2XjXb86YqyPYZps3baNrdu2IQBjx42jtraGCy+4gPPPPz+MzGjexU9+8tNjGlX8NuKUWAfbtn3IQiVJEhecfz6apvHru+8Zlc2IIAgsWnQVc88+m/fff5/nnn/hmD5kURC46qqrOOusOdy/6QGajtPJ+FTDUCJEbJMSI42HiOS7iEGCdFSjd28njfu6EHiVZLyCK9VeZk0cS+Lii+ju7WVfSyvdLbsKbEG72BL0RRE7Vcr182ajxnQe3rQJK5NB8dwRVG8gtG8ysqiuS27I4SAIiNkmCTNH/wEWPZ4kYWoqY6xuJhgduKKMpWlkYlHsA64FU9FDmrjvF0L6dOQgNCfNaHFitkFOi+xnwQ0zWE2YOZJmqB9CEPAFgbQWI10QtjrIxJ0cEcdCsML03JwW3a+nEgRMLYJdeF9KS0u5bukSOj96j+3vv89AtJDdVHittpgjIprEnDx6YGNJCjk1ii2peIWcMdlzidtmGMshqwSAI4oIboDmWEVHicPB932a2/bS3LYX3n2fsrIyamtqilTpvr4+GhoaaWhoYE9rK/hekZGnBzai77PXrYIgzFnaq1ZTouYYK3WRVaLFBTsQRLzCR9wfT2FokbBtRsCArKG4FqdXllM3/zyefGsL/a3NVItyyA51PSJCnlJvACHwsSWlGOEeCAJuIa1ZDHx0K0wyDs2IIxiKFtpk5V1EP3xs1o+ieTaiFGBpOuVOP3ulMbhSmNbsAxktWvQBHAqB1G0LS9GKrNUD53Z+wb1ECIIjBnKOFldcfjnz5s3lzo13jUoqM4QA2LdvH/v27aOpqZkbC52c7dt38KtfbQTgscce58/+/C8+/0l+DXHKClU0NnLrnUgkWLVyBYqiIAjCqIqUruusXrWSMWPG8PjjT7B5y5ZjOo9IJMLqVauIx2P84he/HLX57ZcBvhA6Fai2jRK4RHyLnBKhU64q7jTMQCGXzlA/2EB6aw9KYjPVY6qZMHYsc849h3R/Pzs9ga09g7S3t1NWWsqN69bS39zIc488iG+GceOGouFIUnHhAcIWkmtjKur+9qEgYMmFmHJvpCO15ljErDy+JOHqIYVdFr2DWXaAqahktBgTcx1hu06wwvmFFsWWZUryeVJGljQh/bmo7XFtUmYWR5QxlfBSljyPlJnFlpUwjTefJjZkLYRAzDbRXJfeYU7rlqxiSwpTSpMsvO5aPvvoQ/a++Xr4PgwraLYsU54fQAx88kEURXQoDTzyTp49+lgU2UUTQkJFQLiYKp4TxpcQsteijsmAmByxmxILoYqHm6P09fXxzrvv8s6776JpGtOnTaO2toY1a1YjiiI7d+6koaGRnTt3kjGcQoq0UjCPF/DR0WQPlMO7TgSCWCBb7CfGzDl7HvPnncmLjz6BsasXP1DZFRmPKWvorkWV14vqh7vRMiNNxLXI6tFCC1VCdW0E3yfimjiCSEQI40N8UcJUBOK2geQ6ZOUoJhpxMY8vimTlKJ4gIkgBWSESagoFgeAAXaEniEVphCtKBdboSO9IxQ+z2w7Voj5WLFhwBXPPPpuNG++iu6fnuJ5j4oQJrFu7htdff4Nbbv0dPM9DFEXmzp3LxAkTPvc5fl1xygrVcEycOJFVK1ews6mJl156mT/5r/8vqqoecZ41duwYVq5YgR8E3HHHnQfR3I+G6qoq1q1bS0dHB/fdf/9RZ2dfNsTNPErg050sZyj3J+LYJK0MbeJYAgFkwaNUSmNFVdJBHNeH7rZ9NLS0oL//PhMTUarPOIt5y5bipUpRVZXGxp08/OKr+HqCUs9Hty0k2yNlZ/GUPOlYEltWCiaqB9+VDuUwjaAAF3RMku+THTYb0B2LhJkLKcTDilUgiAxGEkTiJkkzh6HqYYgkYUsqZWYQCwGKeU2nPxJqgFTXQQyCEQuTJ0ngge6GmruIY5FT9eIC7UoyUSuP7ljFQuVKMlVnzWPROXN49+WX2bV9GwlRDEMJh0VRCL5P3M5jRCL0SzppP4EUeMSdHHEpS6BJqIGD5obiWCEIkDwfzQ/wRQHdsXBFmUwkXmCzOaGuyQ3jQvKKTk47WOg9HJZl8dn27Xy2fTsCMG78eGpra7joogtZvvwG3vusjRc/6WBcZxNd/VkCBOTAwSBK3o+QlEYnXj/33HO4cuFC7r/vfvb0DxIkZfKBTlqMIwqgYaNnHVxRoVdJkTDyqK5NSc4jHfFDn0VZRQ48opaJK8n0RxKIBEUHFMHz8SUJT5AIAiHclQoSUcegT0/Ro5cjeS55bxBBEEKPwaGCEwTIgU+28Nl7kkROjZAyc0Xm4VC2Vk47fLLAaHHlwoXMmTObO+/cSM9xegJOnDCBdevW8uabbxaLFIQ76A8++KBo8voNDsapKVTDiBHnnnsOC664ghdeeJEPP/oIYejuWNMOWzzmzJnN4kWLaGtr44EHHzrmedTpp5/G9dddx5tvvcXrr73+OVUVpx6SH4o5rWICcCioFRSfCW4ngQC2rKEJNorgYik6jhzSxOOug+Y6uJ7H7h6Tbe++w9S+fi688Wb2dOUZN24sf/adP2XX++/Q8s67fNxpM+DKCH5Aysqg+DZ2SsKRQnGx5jojYs8118aQ9RE7hCEdk3UANXhIeKwcwFYDQBAYjCZR/NAU1xElSvKDJM0sWS0axmMAMcvAEyT6Y6mCt+HBn2ZAwScvCGdTB3sjymiuzRBx+Lxzz2X+5Vfwi3ufpmGPiBA9g4liB7FgmC9kofXnI+EqEmUMYIoati+jBC4TvQ4yfozSfJqobaF4XtFr0ZBC2rYtKXQmKzBVHcV1KMsNohZagb4gUmJkkH2X/mhqVAtrAOzdu5e9e/fy8suvkEwkiI47k7HV01l66WzyeYOW1pbQeLWtHycY3df98nPncu6MyTz1b/9MurcPudCuiwgOEcIuRNQy0D2LrBohvBhFIna4i3Ycmc5kBVk1glxILdZdm4wWQ3dMIo6NbpvYskpHsjycTdqD+AVxsCmH1lK6baKIDr3xEmTfC3fGhe+AVmB9DrdqyuoxfFEiWqDEm0pIsBkunD4eXHXVlZw5axZ33rmR3r6+43qOYpF66y1uvuV3viFOHCNO3YxKlrnmmquZOmUKd99zD21toXo7CAIcxxmhpRqCIAgsXnQVZ599Nu+99x7Pv/DiMc2jBEFgwRVXcO655/Dww49Q39Bwwl7TKUUQum0H4gG6GkFAxiUumtji/gvfUDQG9TjluQFK8+mwYIiQ0eOcOf9yThs3hqfu2sin2bDgV1dVcWZUIzZpNpeePR4v18e+9r207OnE7e8lcETQwseX5tNELQNXkHF9iV6hhF6lBCGAiDAUKx+ieLZBEBrqFk1PD70I52WNXj1FysqQMjOUGFnyaoTBQnw4hMLXiG2SjsQLLTVhhPAT38cLRAalBPJQBMTw2FlCcW1eDKM2Fl65kNmz5/Avtz3Bzg4DRYohSAFNwSQmmB1Um70IYoDk+yNywiTBI0aemARqYBMIIkkjR9S2yGoRcqqOYeUoyYczv75YCRk9FjIKgbiVozTXHyYn2+BKEnlFJ1awozpocT3gNRwK6UyG1m1b6Pbb+OQtk3HjxzN50iQuv2w+s0yVqNlGrnMHjY07D5uCveTiCzg9rvHc3b+iO51B930itkV/NDFidywVmKRD55QvhGtashLaRUXiADiSRF+shIpsyOZzJBlDCWdYvZEk6VgydEOxJdJunDahOmzp+aAKNgktiyhTCK1UiDomQuCT0aLktchIEo8gkNci5FW98H35/O2+xYsWcfrpp3HnnRuPe1QwVKTeeuttbr751m+K1HHglBSqVCrFf/mdW7Edh1/edvtBXxLLsg4qVNFolJUrVzCmuppHH32Mrdu2HdPf1DWNFStWUF5exi9vu52e4+wpfxngiSK2ohKxzREUbNUN5x/Oga2iguZJDAJU18FQI/i6zvyrFlFeVsYTTzxOenAQIVVBIIh0dXTwwUCGPr+NROJTxo0fx4Tx45gz+0w6m1ro1nTSmT20tbXRI4qolk3GjdEvlZBVItiihuj5lAf9pKQsniRjKioxy8QVBKJuqNNRXYf+WBLvgAU3CCAXRMn4MWxFISIZjHO6wffJ6nH8YbMvXxBRgtDxwFQ0Mlq0EGUi4iKSdyPsVcfQKVQg4yIJHmX2AJaqESCgeQ4+Ao4eYfnyG5gwYQI/ve1emroVYoJZtNoJNNglTcD1JEqEDK4cpieX5wZHEFKEwEf1XAa1GFHHKs7wAkEgE0mQV3VitkVfLImpRsK0ZSvP1O42oo7JoB7HVDRk3yNp5rAUpegyLgRhkdi/Q1ALzMRDMGgLNwNR0UANEgzaKvbuPezevQcj+JCK0gSLpmnMG5Ni6fQF9Bgmjb0D1LfsCfPcBIFl11zNdMHlNw89SKftFtOaVdcmUWjJDu2cPVEMvfqDoHjjEbIvxaKd0hAsRaMnXkLMMtBcB1tW6dfC2VP4XBKCDppv4/mhG4gi2ERFk6F7M6/gTpHVowgBhw0WHbr+jxa+OBosWbKY02bO5M6Nd43alPZAFIvU229z8y3fFKnjxSkpVGtWr6J1z56iEe2BsGwbTdtfqMaNG8vKFSvwPO+45lEVFRWsW7uG/v5+fvGLX2KexJyUUwJBIKtFUdzQRNUVJKRCTEZWjx36zrGQ7mqoOkKqhGuuuRrHcXn4kUcQM4M4sraf/SWKGEoEzbAxzP0GuhEhoLSskuTZF3HjNRcRBAENDY288ckudtV3UW51Umn2kZd1+pQS+kkREU1UwSWjx4laBmMyfQSE2h9XFFE9l4SV369/AbJBjG63DBEfRXDJC1Ea5clEFIOkn8MaVqjUgqYmmc+geS6OJJLVowQB9HkperUyfEUgGWQJfGhVxoIbUO4MFhdVUdNYO/9ClOwA9/zHY3SbMaB8hB+cIITBiB1KJYK8f9EbjCQozYdWVmGkSig+zetRYs7B15kvyriiSyCE5JTS/ABluTQR2yQAYoU03qweQ3Ms9CFPvQLLMmnminq1hJlDd0K3+uFi56htFpw9PBxJRlMc2qRq8kFYCDTRprRrM217etiDgBKNMLm6mnHTp3PeyhtwVR3XdRFch2d/8m/0GSYM26nYkkLMMZE9t1io8pJOXokUiCoyAeHMzZHkgwM8CYuVpWiHzLIagi7a6OKRZ8dBQYpwsnH10iXU1tZyx50bGRgYOK7nmDC8SN18K+6XWKf5ZcdJj/mAUHdw1llnHfb4733rW7z2+us0NDRw1llzWHTVVezZsycM4zpG0kNdbS3Ll9/A++9/wEsvjy6z6qsCxXXQHQul4ChgKgfHVoxAEDBTF1ly3jz2DuZ47a23kB0LyQ8jRIYvKJ4tIA16JP08jiwjBR5S4NOqjcGPSpQrGSZMnEhdbQ2uEUdL92Hl+ujo6qZnbxv9nsjOyGTKtQESYg6CgOp0LzHbKESMhA7uofGtT1eiDE+S8QOBfV5V6MIu7l/ozUAlZWU43dqJJPgFRlch9ZewVeZIckHQLNAeK6dRmko0MCi3+knY4cKdRyOv6cT0PJrnMkb0uOqKy8i7Pq+8+CKe67BXraJBmUZSzI14+7J+lISYpUoeOZeQC5odMQhDHw1ZIxAEKnL9RC1jhMN4SKCQ6EyUE3EsqrJ9eAFU5AZQfBcnkAh8kR69hIhngRzQNGYSUhBQle3DEaUR7a2YZZDWYwwOzezMHGX5dLijLNhlCUFAb7SEfjWUDER9g+pMT+iJOGw3FrXzOPESrv3j/x+pVAo7nye2dxftnZ3s7uxmd0srmUwa0ffRXJuuZDlZKUbGi5EPdGTPYYLdRYXXh4yPVWBvWsoRrskvOQTg6muuZsb06WzceBcDx+lUM378eNbfuI63336Hm26+5Zsi9TlxSnZURwsrtAvuFEuWLOHss+bw7rvv8cKLxziPAi6dfykXX3QRjz/+BNs+++xznvWXD0OegKNF3cw6brjmat5/4lHq33sHzQ+wZZmBaLKYbzQEQYHBRIKsGSPlZfFEjV6tBEPRqZL68IOA1tZW2pubEPsDpGQZk6aMZ1zdGcy68FKyuxopychkbAmrPxfmHBVmCUO0ddlzC/5vJqaiMhhJYgsqbiCjCiNvSFQcepUS9slVlLsDKJ5HVlXDGQX7Y02GXNETRh4h4lPuDFJuDGLIGqaiIngBJUYWUfKoKk2y7KJz2ZO3ePWV1/FFGVmCCnuAfVKOPDoRwUQQKKQwB8TEg69dV5KLbLPhSOvx4q7XF8SQkShKRU2X6tkECHiyhCMp5EQd35GJuga6aZFW4vRoJRhihFJ7ENW28TWNYLgjgySjOzaDhVZf0swX3O7V4rlpjkXSymGqofhVdR0U3yN34BxYj7Hsivk4hslP7voVlm0zWRWZmYoydeYsLrroIgb7+2j7bAvNPf20ZH26vVJMX0cVbBxJpV6fSiflVEp94Qz1BLTcvigIwLJl1zB16lTuvHMjg+n0cT1PsUi9M7oi9Sd/8l/5q7/8byN+9qO//Tv+/d9/gqqq/OM//D3Lll2DIAg88uijfPe7f118zqMd/7rg1JAprCPvilzPY/6llxKJRI5rHqWqKjdcfz1jx47h9jvuLFqa/Dbjogsv5LLL5vPoo4+xvXE3crKiuHAeqr8vCgFxzSAtx2jxxxIIIiVemnF2Zyh0lVWMIQcATFrzKbLbG9ixox5N06guKWNi9TguXb8OwTOo376dzrdeo7N9Hx7hziJpZAsBjT5luUEkz6M7VoZAgI9EmOcbwkNEFEM37B69LKQj+x7RQfOgXKMhX7q4lyViGZiyilPQLhmijqh4nFGis3DBfLY3NvHO5v36O1eSibl5qumhTRhLNogRBCALLmXiAFFh9AxTW1bpTpQRtQ1Uz8UWZUxVKxaRgFCAa0sh4cCxFPKKiix4WHK482vXq5Ftl6m5VsryA5ALyR+WrNEXTRIUnBjC4EoXKfBCbdkwOJKC6tlhK7AgwEUQRiRARyI61yy4jLxpce999+J44XvfZjrk+vawvb4RRZYZN24M8cmnMeXcG/CNGFJTF0qumZ59u7EsGxWHdJAkIljEBOOo79FQV0DyvZC1p2gjGKNfFATg2muXMXnyZO7ceBfpz1mk3nnnXW66aXQ7qerqKn74w7/hpz/7+UHH/vp736W2tobLLl9AEPj8/Gc/46/+8r/xo7/9u1Ed/7rglLT+Tps5k0WLFx3y2Lhx47hpw3pkWWbz5s18+NHH7G1rGzWFvKy0lHXr1pLN5njwwQfJG0f/snydIYki11xzNTU1Ndxz733hoPwY4QcCUcugIt+P5HsEBZNRo0D3TeazhRlItDClgbibR1cMnIokU6dOpa6ulpqSBHJHG3u6e+ne+ik97XtxHQdD0UjrCaKOQUaNslcZS1dQhiq7yIKHG4jkggipA9pukucxJt2NL4rFQgRhxIPmOjRr49FzoaGqIIIbyCDAWVMSLDtvFu9+/AkNO3eOiIIQgoCoZZCOJHAECTPQsGSNQA5QxRM7+NYci+p0H44sYQYqjiFTbvcT8R32xiroilXQLyeozPczw26hIt9P1DZxJQkp8LEkFUPVaCkfTyaSQPJcqtO9eAe0B4cSorsS5XiShBD4VGT60V2bvKITT8S5dukS+nY38dQn2xjUDvDBC4LQOcL3SAdx9jAGV1IRE+PRU+M4fUo558woITfQSUtLC582daFmW0hJR3YKj9gmZblBZN8NZ4VBgCFr9MZLjimr6kRDEASuu/ZaJk6cwMa7fkVmFI7nh8L48eO5cd1a3n33PTbcdPOodzV33nE7jz72GI8++thB59Xc1Miatet4//1QY3XGGafz5BOPM31GbWjBdITjh+IDfFVxSgrV9OnTWbbsmoN+fvbZZ3HVlVexZ08rn3zyKTNmTKe2thbP86ivr2f7jnp279qFd5g3fPq0aaxatZJPPv2U5597/pii5r+OiOg6a9asRtd17r33vlFFDBwKku9Rne5BCIIRgYxxK09Gj6K6odFtv5TCDhQU36HUy5COx8jr+yM5xMBneiLGaUmdib5NbNwEeiybXek8u1v3oHS2obkOA3qCPqGETqWcLq0cQYSYkKdMGkA+IPCuNDtAysySK0SlC4EfzoW0KN2RFMnBHIEnkRd1fBnmzZrGgrNqefnV16jv7CFlZDFUNaSzBwER20R3bRxRLmj6AlwhbNeFicgnsJUVBCTNLEkjCz70eaUogUVai9MdC6NaJMdlQqaTMmmQqlwfou8i+35IZEAkHYmzp2JcaK4LlORCrZmh6KEZre8RdSwGIzEGovttrVTXpjSXpjKmc+XChbTt28fLn2ylP5I4LIPOC0TanDH4iEREk0EvQcaPESBQEYNzp5cwZeokhNg4pqZMMh0NNDQ0srul5SB2m+j7VGV6UTx3/2w0CIhbBoN6jP54yYl7n48BgiBww/XXMX78eO7ceNdhaftHQ7FIvfceGzaMvkgBPPH4o9TU1JBIJMjlcjz9zG/4wQ9+SEV5OW+99QYTJk4eYdK9p3U3ixYvxbasIx7fvn37cb2WLyO+EGcKURRZsmQxc2bP5p133uXFF18kALZu24YoCEyaPJnTZtZx3bXL0DSNxsZGduyop3HnzuJzXXThhVx++WU89dTTfLr52KI9vo4oKytj/Y3r6Onp4d577xshsj5WqK6D6rkFMWcBgoAtq2iuQ38kQYmRpcoJdzu+KJLT9ZCaPUzv4wsijVmD9u5uqjM9iG09TJgxgykzZnBe7XQyn22hPZ2l3gW3s5OUnaZEGiQXiRLzDESPMPxwWLFIRxLIvk/UMQqRTQGmqjMQSaAHLhXeAGXZQTxJYvqZs5k0qYwXnnyCRsMlq8cQA5+4bSAE4XU0pO0y1f0tKMV1SBpZLEXFllUE30cKQvPbI9KijwZBCA1hFQ3ZcenxSxgU4oiyhyAKBEG4C9QDC5nQtDanRQvmriGJJKPHUN39n22mwBZMmjn8Qlsxo0VJFwrZEGxZRZpxGkuuX8aWTz/hlc92YkWTRyzEVqBioxIXwsVbFyyyQhR86M/6fLptBx9sa0aTBS6YqnFm7WSuvWYp0XiCpqYmGhrCaPdsLofiOaiujXHANWXJChHXYnC4Fu4UQRSEYoL1nXduJJvLHf1Bh8BQkXrvvfePuUgB/N63fx9Jkunt7WXatGn8j3/9F37+s5/yb//rx+RyuYOSJAYGBqisrCSfzx/x+DeF6hgxvFBFo1FWr1pJZWUlDz/yCJ99NvLN9IOA3bt3s3v3bp75zbOMHTuW02bO5LLL5rN8+Q3s2rWLSCRCKpXizo13sW/fvlPxEr7UmDJ5MmvWrOajjz/mxRdePCHOG4dyfBiS8pqKTpccGosKQZg7pHgO1ZmQpZbTYyFZY1icRl6NImTSbN66la2bP2WcmWVcaYLS089m2dlzcR2Xlvrt7Nu5k5beTqQC1duW1VBrVLgL9ySJnkQJmhMtFg9TVpECn7LMAJ4k0VdSxkWnn0aZIvHW44+yW0uQiZcCoTDVE0WEICSnxCyDiGOMmJM4soJmGWiOjeo6xK08shc6LGS1aEiHH+Z2Ifh+GNRXSLg9IgoFPyyAAZ4nkQ8iCH44P0pJGXTZRvJcAgJ8IYxA0QMfU1JAoOhbJ3kuZfk0ccsgYeZQfJesFmEwkjjI227SxImsX38jr7/xBm++/zGMwq0hzI3y8RGR8EOaO2l6gxLMQCcXRImLeSYZe7E/7eeTj9/kA0lCnzCZiXPOZu7cuVx77TLa29tp+vQT+t57g31ZY+SVNdQ7PsUQBYHly5dTXV3FnRvvInecRWrcuHHcuG4t77//Pus33HRcJIbOzv3ym+3bt/Mnf/odXnv1ZX787/9+yN8XBAHPdQ9LNhs6/nXCKS1UE8aPZ/nyG3Bdl9tvv2NUxo7t7e20t7fz0ssvM3nyZFauWI6maSiKwuJFV7FjRz07duyg/zi1Dl91nH3WWSxduoRnfvMbPv74kxPynJas4BTsjvYLWwM01ykO9D0gL0WImTmSVh4fik7XkaxDbyxFXisIOqWwlVaSSxOzDETfQ8mnafYCBj78iODTLYwdO5apY6s4f3wVl547j72WQ+ueNjqbd6LkBugSy4skikAQR1jnAOimgeY5WPEUCxYvRpVEHn/mGYRAxC/MeEryGaK2UUx/zWkRGNL1HAIxK4/qOXiijC2HVPiy3CACAelIAiHwiZt54nYesZBim9FiYeChIGAHMoanoTouJU6aRJDDUeSiaDciWlQLPZiBjuuJJP0cKXcQzTeJ2mZonWWbheIXxpQIgoipaAi+R2Wmj5J8OvS2K9D1Y7bBpP4O2hhDOhpq1WZMn87q1at47vnn+fDDj/Y7tx+lqOqYxIIc+SBKVDQQBNAFk5iQJy7lqJAHGGN0U2amsSQFW5bCZOmWnXzU08Prb7xJLBoNc7amTeOcsTfg5HK0DgzS0tJC2542VDNPumB9dKogiiIrVyynoqKCjRvvIncUVvLhMG7cONbfGM6Hblx/fEXqUGhubkYURbq6uojFYiiKUtw1CYJAKpWiq7sbx7GPePzrhFNWqObOnctVVy5k9+7dPPjQw8dsCjt58mTWrF7F9u3beeaZ3xCJRqmrq+W0mTO58sqFdHd3F4tWx28B62/I/mfe3Lncc+99o3KfHy18UWIgkqQ0P0jMygEiQhCQU3Wyw2LhRd8P6dHDAhUdSSmazxrK/mygnBbFFUPqtOI5iIGPJRfabb7P3r17yTZup9XIkps2kynTpnP67NnMX7CAru3b2GnabO3sw9rXRswKF5acGiGnR/FECdH30SNRllx/Hblcnsef/Q2u4xIp6K9S+QxxK1dkmcmeS8rMYkoKUuCPMDyVfI+gkIDrFbzn7EDBEyV00SRm5slpUWJmnrL8IE4hdVh1HSqcfnripfQqJXS55USNPOXmAB4iGSFGhd1PzDLoSZSG7uqChyLkSFoZSvNpxGE2U0LgI3sOgShhKFrB0DaGEPhMGOikKt0bCqAFGIiVhPlikoTiOaSMDHktQu2ZZ3LD9dfz+ONPsGPzp5RYYeSJj0BejZDToge3M4OAmG0QN3NUuX10U0anWs6gkgBRoEROUyn1EfEtknYOU1aLZAhLlNAdi7iZJ6/q5PJ5Pv10M59+upm4azEzrjOpqpILZ9YRO2s2+7IG9YZN/e7W49YsHQtEUWTVyhWUlZWxceNdx02+Gjd2bFikPviAG9dvOKF08NraGrK5HB0dnfT39zNnzpyiYe2sWWcA0NraimVZRzz+dcIpIVP88Iff54//6I+or6/noYcexj1GG5Hzzj2XK69cyLPPPRfeER4ATdOoqZnBaTNnMmPGDPL5PDvq69mxfQete/Z8rUS/AIqisGL5cqqqKrnnnnuP2yjzqH/HdYg4JmLg4xQo1cPvfFXXoSrdE5qIDlvsRN9DdV26kuWH1X0ljQyluXQh/TZMqE3m0wgI9CTKir8XjUaZUVnOuLqZTJgwgcyunbR199DWtpf+jnYyWpSeeCkTkjFWzJ7JnrzF62+8GX7mhWH9QCRGzLZwJAlvGLtMdR0EP3T6jjhmGC1BgBBAXtXQbTtkpVFK3o/iIyAGHpVuP3ZSpsrowz9ARKs7FrYo80nkNBxf4bRsmHdmSDp5IsSEPJO88Lx7C+1IxXUYk+7BF8TirlEIAhJmlkE9Tl6NIAjhTYDge1Rl+tBcm6SRQ3VM1MAnr+rFXZ7iueRVncpLFrBwxSoeeOBBmndsZ+xgN0krjyOFkRgBAplInL5YakQrM25kKc+nccVQRCx4Ab4n0REtJx+JEBVMRCF0s69O95AbdvMCITtT9j06khUjol9GXFO+T6K8komzzqTm9NOZNGkSvb29xZyttra2E06OkkSRVatWUVKS4q5f/Rrj8xSp9TfywQcfsu7G9Z+rSMViUf6vP/5jHnroYfa0tVFTM4Mf/69/47XXXudHf/t3/MWf/xmXXHIx3/79P8T3Pf7j5z+npaWFP/nT7wAc9fjXBaekUC1YcAXf++5fUVsbUirb2trYsaOerdu2YR3B3kiSJK655mpqa2rYtOkBWvfsOerfkiWJqdOmcdrMOurq6gCob2hgx/YdNDc3H3OR/LIhkUiw/sZ1mKbFpk2bMI7RSf5EQi7Qo11RPIgeLfk+nYdYqIZQbJtZ+UIsg4QnhJZCWS06oi0Vs3IYsk4ycCmbNp1JU6cxedIkAt9n35ZP6EpWMG/BlWx5/EF2vPs2VsF9WytkQQ0Z9BpqmA4rDhmqEoQFNVGG4rvojkVASKwwJYXqTC+DXpJOoYKIaCIJHpLr4XoKRlTldLPpoAgJyfMIXPggeiapIMPkzD7Sahjr4QYSLiIThA6UwKU9VYkvSsSsPFWZvhG7VdjvatFeUlX8WXm2v8jyK80MEjFNgkBExiUbjSIR4IoCk2efzVmr13Pfk8/Q0tLC2IFOJgx0Y8tyuGNDxFBCvVlnsrzYShV9P2R8EoxwPVHdUKzcmawo7sAU16E63YsjyQdlkXmiRGeyfNSpurqmFWLba6ipmYEgCPtztpqajjkx4UBIksTqVatIJhP86le/Pu7vzdixY9lQKFI3rt9wEJHhWKGqKj/9yb9z8cUXUVJSwr597fz67rv5yU9+iu/7SJLEj370N6xauQJVVXn66Wf487/4C3K5fPF1Hen41wWnpFANIZVKcv3113Htsms599xzUFWVvXv30bizkS1btpDJ7KeGlpeVsXz5DQiCwP33bzouqrUgCEycOJGZM+s4beZMYrEYjY072bFjB42NjV85D8CxY8dy47q17Gxq4qknnzosbf9Uoiw7QNzKFXdbQ/TonKpjqBGEIMCRlNDB/RAzEdEPHSx8IWwvVmX60Dy7EPUAumuHzguSTMw2i3fvggDVVdWcPWUCE+eeizilhvqt29j1ymtkG3fgmxlMTaUrVYGtqFSne1BcF9Vziu0yTxBJ6zE6SqoOuaDGcjncjIypKCAJKL5L1DHp0MvpU0s5J7+VQBZGLNKqa2MFCu9HZ1PuDTAp215M1R0qVBNpR8KnPVVJIIphoUr3jnAnh7BQOaJMR0ll8WdjB7qQfI+sHMPNi1Rne0nYOQJC0oqsedTNOZNpl1zGve9+zL7OTjTHpqajGYmAfOH9C7VnNqak0l5aXXR1H9rdHbhLFnwf3bXpSFaM8Bksyw2GGWOKiidKRWJNbzRFNjKSeThaCILA+ELOVm1NDZWVlezZsyfcbTU2HrPBtCRJrF2zmlgsxq9+ffdxF72hIvXhhx+x7sb1n7tIfYPR45QWquHQNI2rly7luuuv5eKLLiKZTNLe0UFzUxOO67Lgiitoamrm/vvvP2G7oOqqKmaeNpPTZs6ksrKSXbt2s6N+B/U76skcp37iVGHmzDqW33ADr772Gm+99fYXfTpFSJ5HiRGarIoE+AWumBiElO5AAF+QyOhRBiJHpkND2I5LGRl0x4LCXf1gJIHmWJTnBosLKsCZs2ZxzpQJPLutgUZXp1wrZ1zgkYrFyJl5nHQ76XwvO92AZD7DlL69CEGYKKx4Hqpn05msoLV0LBAWRdl3i0xCU1AxMhHKnQE0PyyYGTVGj1ZChjhzrW1U2ANFV/EhD8CeaIodynRcX6Y2tyvMYpKj5IUocXJMcvfRF0sV/fpkz2XMYA8IFMXIQuATs016Y6kRBr4VmX7iZo4WZTyGp1Ht9jAm2025MUi7Xs7Es89m7vx53P/627Snw2s6aWSZ3NMGojDC2Vx3TIIAdlVOLN4ASJ7HmMFuVN9B8sM8L1tR8QQREA5q54l+OP+LFdp5riSRHaLHnyANWiqZpKa2htqaWqZNm0o6naahsZGGhkZaDqHZGg5Zkli7dg2RSIRf//ru4745HVuYSX300cfcuH7DVy549auOL6xQDYcsy1w2/1JWrFjB4sWLSKVSWJbFx598wubNW47LXeFoKCkpYebMOmbWzWTSpIns3buPHfU72LF9x0mb+RwvLr7oIubPv5RHHnmUHfX1X/TpHIwCI1AskBJKc4OhRqbAGJQ8F9216Y6XFZmAw+EGIh4SMl7oYF6wSwp3Y6GOKnR16MUTRRxZ5YLzz6dmwjhefvY3bHUk9nlVjB3sRpZdhEiciuqxRErGcGGFT8mMiTQ3NTHw3hv09PUjuC6uFBIUhgx6dcciZhsQhBxAW1boiZayU5hE4AokhSyeEHr0mb4KCEyR9lBh9BO1Q6NfVwrp64N6gixRut0yFNtjvNGB6roook1KzOJoCn3x1AhKfMLMUZofLBA5QrujrBalN1YyYi6o2yalmUF63DI8WUARfGJ2HleSmTB/GdGq8Wz/4ClyuYHiY5JGljGDXWieE+aIyXLRnT2v6jRWT9nfug0CJvXtozrdiy3JeJIcJvIi0FZWTV98//xwOIbava4knVRLJEVRmDp1KrU1M6itrUXTNJqammlobKCxcecImrksy6xbuxZN0/j13XcfccxwJIwdO4b1N67no48/4sYbvylSXwS+FIUKwovq7/7uRyy/YTn//M//Qm1dLQuuuJzJkyfT19dHS2srW7dsYXdL6wknR8SiUWrraplZN5Pp06fR39/P9h1h0dp3EorkaCGJIsuWXcP06dO59977aO/o+MLOZbSIm3nKs/3k9JHzlqhtkFd1eoYtdH4gMOAlSPsJXCRkXFJilpSUQRQO/owTRpZyK8fF58yjrKyEF994izZXoEOrIJ+PUpPbPULoavkqSc/g9MkxJk2fwqTKSpRUKW0tLexua6O1rQ01PYAlKaieG0bWi2HERqSQvLszNol9fjgjUgQHN5DxkKgSeymV0xAEqAXLIvcAKyMrUMh5EfAh5WSJi3mQwh3doVqNmmOjORZi4Be9FQ8V4SIbLk5WJulnEQQw9Cizr16JVFLFY8+8SLm7G1XYP+DXHYvqwZ5CUrRddFiXPI+W8vH0JkqHnYPF2IGuUKDreUiBF/ouBj4t5eOLlPcvC8ZUV1NbW0ttbQ3jxo1j3752GhobaG5q5oorrkBRFO6+++5jTmEYwjdF6suBL02h+q//9f/luuuu5ZZbfoc9w0gTdXV1rF27hquuXEhtbS3ZbJbW1la2bvuMxsbGE+5npaoqM2ZMZ2bdTGpra7AsK2QQ7qinpaXllPlnRSIR1q5Zjaqq3Hvf/cftP3aqkTBzlGcHyOoHEwNsUWYwmkBzbAQCOimnVRqHJrrIuDiBjI1K5VAROAC6prH2+utQHYtHH32UASc0Ns35EXK5CDNzzQxq+1tObiCj2wYlWhZXlkiYOSLjJzF1yhQmT55ESSpF52db2bu3jd09ffSa+xchIQiI2gadiXJ65DIGvTh2oKIILkkpQ0LIfWFG4X4g0OFUgAsJzWfh1cuQFJn7n3wF2c0wVuoaeW5BQGk+tFqSfB/Z8xAIGIgk6E6Uj6CnJ8xseKOhxQqegaHoWPZdTFmlO1lx6l/wKBGLxaiZMYO6mXXU1YZed1u2bGXHjh0079p1zDOlsEjdyMeffMK6deu/KVJfIL40hSoSiSAIwhEjQSZMmMDq1atYsmQxZ86ahe04tO3Zw/YdO/jss+0nfLgpiSJTpkxh5mkzmVlXhyzL1Nc3sKN+B007w1nayUB5eTnrb1xHV1cXDz/y6FdqaKs5FmPSvZiF4TpQ9Am0ZAXF8xADHw+JbreUQS3OYDxVdFII22oBE5WOEUGGyUSCDRvWMzAwyIMPPTTiPbEDmW6zjGnZPag45JWwvWi6KmPcHpyUgiPJVGV68QQRS1YRCKhQJMZOmcqkceMYM2kSg7bD7pYWdu9uobuzk1ihUBmqThCE85uIaxUYcQq2dGiCyKlAzo8wKI3jkssWIPg2z7/8BqJnUCX3ERUPQRYoBCzqjoWAj6noBX/AkTu28Eaj/yDKecQ2yCsRepKHbv19WaAoCutvvBFBgLfeeoup06ZRV1tLMplk165dRULG4FE0W2PGjGHD+hv55JNPWbvuxm+K1BeML02hOlaUlZWxcsUKrrlmKXPnzkUURdr27qWhoYEtW7Yet0bicBAIPb2GyBjJZJKmpia279hBQ0PjCft7U6ZMYe2a1Xz44UdFD8SvFIKA0txg6D1XiJhQPBdbklBcH1uRQxZgoNDjlFHh9tMRrySthS07LxAxAo2JSjuaEBajqspKNmxYz86dO3nqqacPqa/pc5O4hsz4fBe6b+IiIwoeUsQjm4jjiyJxM0fKyKB4LghgyBoD0SRRy6DctymfUcvUceMYH4/gde6js7eXz+Q423oH0XMZSow0shfenHiiSFqPMxhJfCHFKhGPc93qm2jYM8CTz72M7JvEpXzxPTte7Nd0CUV6uuR76I5Fd6LsoAL2ZYKqKGzYsB7f97nn3vtG3MyUl5cXWIS1TJo0kZ6eniIho62tbcQ44ctUpGbPPpPGxp0nfD37quErW6iGIxaLsWzZNVx33bVccP75RKNR9u1rZ2fTTjZv3nLUu6fjQWVFBTNnzmTmzDrGjBlDa2sr23eEDMLjDVybe/bZLFmymKefeYZPPvn0BJ/xqYMQ+ERtk4hlIuJjKDqi71NmpItaIReJTreChJPFURX2xauBoR0VTFTakQSfyZMns27tGt5+5x1ee+31w/7NIIBcEMWyFTTHISKYKLJDoAkj5kGS76F4LgEhYSIQRBTXKaTz5klYBrpnEy8rp3RqDeNqatHHTaS9sZ7Wve00dXVjGkYYAuk6dCbLR0avFyIyQm1YuHs7UiETfQ8QjsnstrSkhFtuuZndu1t44oknTrgwNm5kKTUyyL5HAASCQFqLMRBLjloXdaqhqio3bViP47jcd999R+x26JrG9BnTqa2ppaZmBgC9vX207W2jaWcT119/HZ98+ilr136xReraa5fxo7/5IZ98+ikdHZ388Id/g23bXzsDg9Hga1GohkNRFK666kpuuP56LrnkEsrLy+js7KS5uZlPN2+h+yR4YCWTSWbW1TFz5kwmT55EZ2cnO3bUs33HjlH9PUEQuPLKhZx91lncv+kBWlpaTvg5ftFImDkqsv0jRK39XhLPFnFlmc5EBQ4yZqBRKfZSJqc54/TTuf7663jmmd/w8SefnNTzkz2XsQNdVGQHyGhRTFXDklVk32OiAtXjJzL2nPOprKyks7OL3S276dqxnTbLpa8QUSH5HqW5QWIFP8FAEMipOn3R1AhHDAiJEwkzG9oZCQI5NUJGjx9WID2EqspKbr75JrZu28Zzzz530nbcquuguRZCEDrYm8NMhr9s0DSNmzasx7Js7rv//mNyihAEgQnjx3PFFVcwadJEJElicHCQH//7T3jm6WfY2dR0Es/86JgwYQIzZ9bx19/7HplshnvvvY8nnnjyuIMdv6r42hWq4ZAkiQsvvJCVK1dwxeWXMW7cOHp6eti9u4XNW7awd+/eE353EtF1amtrmTlzJjNmTCedTheL1qECIVVFYcWKFVRUlHPPvffR9yWjxp8oaI5NVaYHV5SLzDg/AAyBndHJ9GqlSLgkxSylUpqLLjyPKy6/nAcefIidO3ee/BMMAsYNdiH6/v4MrgKq0z24okRvvJRINMrkSZOYMmUK4+I6eUml3hWo31FPdvsWUvk0OXVYNpRtko7Ei3ZJELbXqjK9qJ4TzssKu7CsFqM7XnpIph/A+HHj2LBhPe+++x6vvvbaSX07virQNI2bb9qAYZifS3NZXV3NTRvW09DQwIMPPcyCBVdw6SWXsK+9nRtuWHFKUxoEQTjkuvSD7/81tbW1NDQ08PP/+N8n5ab7y4qvdaEaDkEQOPPMM1mzehULr1zItKnTGBwcpLW1ha3bPqO5ufmEM/oUWWb69OnMnFl3yEDIWCzGjTeuwzRNNm164Au1QzrpCAJSRoYSYz97UQgCclqUjmg5jqAgCx6K4LFo0SLOPHMW99xz7ymVB4wZ7EbxnBGiWIKA8twgATAQTRQ1TUIQkPJsorPOYvK886idPAl2bGZPRye72zvZ09aG4zjInovse7SnKosFOpVPHyReHhL4dibLyasHa82mTpnCunVreemll3n3vfdO6vvwVYGuadx8803kcnk2bdr0uYvUp59uZs3adcV2XzQa5ZKLL+b5F144Ze02SZLwPA9VVZFlGdd1R7Qfb77pJhYsvIJdzbv48b//5KSMNb6M+K0pVAdi2rRprFmzmkWLruK0mTMxTZM9e/bw2WefsX1H/RHV7seD4YGQM2fOLLIc9+zZw6YHHvzcXmZfCRT0SbpjFdKD1RHMM0mSWF4Isvv1r+8+5dEtCTNHZaaPfMFpIjxfE18QsWSFuB0a1waCgOx75FSd3ngpniihei6zFJ9xM2qZPH06yWSSffv2sbu5ia7GBprUeJGcUJ3uQXWdYoTK8L/fEy8lfYD1UF1dLStXrOCpp5/m00+/CQmFsHNx8803kclk2PTAg8f9fa2urmbD+hvZsmUrq9es/UJnUkM7qTB+5A6MvIFlWfzJn/7piMyqW26+mUWLruKpp5/mvvvu/62YWf3WFqrhqK6uZvWqlSxZuoSz5szB933a2vZSX39049zjwWmnzWTF8uW07tlDIh6nrKyM5uZd7Nixg/r6+uPOx/kqQ9c01q1biyzL3HPvfUeUKZwsCL4f6o2sMF8KwmyuvlgJpqwSs00idh4RMBSNnBotzpQE32dMugfZ9zAVjVQqxeRJk5haUUbVuLH0lI+jvrmZ+voGnJ3bSZi5kQy6AoW/O1E+QoM2e/aZLLvmGh5+5BF27PgSupJ8AYhEItxy800MDg7ywAMPHrfn5ZepSA0hGo3yyssv8uqrr/HRxx+zcMECzjrrLJZdex0dwwT/3//r73He+eexfPnKr5R85XhxwgtVdXUVv/zlL/A9j+tvWDHiWElJCf/6r//MgiuuwDAM7rxzI//yr//jhB0/EUilktxw/fUsW7ZsmHHuXhobd7Jl60jj3OPBJZdczKWXXMLDjzxCfX0DEFLtTyswCMePH8+ePW3s2LHjtyYQMplMctOG9fT39/Pggw+dNH3aqFCYFymeG0bUy9pRCQ5DiFl5KrP9YYikGAYtikFAtryacbPPpq6ujhkzpmN0ttP28rPsae+kpbcf3/eI2haOJI/w0jvv3HNZuHAB99+/ieZdu07ii/7qIBqJcMstN9PX189DDz103EWqqqqKmzasZ+vWraxa/cUWqaF2H4QSmD/+4z/iu9/9HhCmJfzrv/wz5557Dldfc+2IYvXKyy/xxptv8r3v/fUXct6nEie0UF1wwfn87Kc/ZcuWLZSWlhxUqO6843Y83+M73/lzSkpS3HH77WzcuJE77tx4Qo6faOi6ztIlS7j+huu46MILRxjnfrp5yzERHyRJ4tpl1zBt2jTuufe+ERfccMTj8WIg5NSpU7/2gZBDC0ZDQwNPP/3MCadan1IURLVxK4fiuQcl/kJ4HUyZMoUzqsqYFlFQPJf29g529/aztT/DQGHdnX/ppVx44QXcffc9tO3d+wW+qC8PotEot95yMz09PTz08CPHPVPeX6S2sWr1mi+0SImiiO/7lJWV8Ud/9IfU1tQwcdJE1q27ka6ukCyRSqX47//0j8ydN3cEsePqq5eyYsVyfu/3fv8LO/9ThRNaqP7iz/+MF158iZqaGdy4bu2IQlVRUcG2rZuZc9bc4iK9dMkSvve9v+LiS+Z/7uMnG7Isc/ll81m+YjnzL72U6upqurq62LVrN5u3bKa9/fA+fNFIhLVr1yDLMvfdd/+ondq/7oGQU6ZMYd3aNbz51lu8/vobX/TpnDgEAUKBnn4kSrfkeUwsL2V6TQ0zZs+mauw4WltD+7DKygru+tWv6erqOuzjf5sQi8W49ZabQ7eWhx857huaoSK1bds2Vq76YovUEJLJJK+9+jK7du3GNA0uv/xy/uAP/4hnnvlNsa2XTCb5n//zX7ls/nzmnDWXfD7PjOnTeeqpJ1h27fU0NjZ+wa/i5OKkzKjWrVt7UKG6/PLL+Pcf/y9mzzm7+LOqqkq2btnMtOk1nHPOvM91PHsKYzpEUeScefNYtWolCxZcwaRJk0Lj3JZWtmzdQssw49ypU6Zw7bXL6Ojo5JFHHjnuttbXLRBy1hlncN111/L008/wyadfXXHziUQqlWLliuWMHTsWURTp7e2lvqGB+vqGQ0obflsQj8W49dZbaG/v4NFHH/1aFSlJkvjd3/0vVFVV8fd//w8A/OVf/jfWrlnNX/7ld3n+hReKurCSkhJOP/20ETE/l102n1df/fpLFeSj/8qJQVlpGX19/SN+1tfXjyiKVFZWfO7jp7JQ+b7Pe++/z3vvvw8MN869kptvCplIe/bswfU8zpozh88+286DDz74uRYa1/NobGyksbER4cmnioGQS5cu2R8IWb+DxoYvfyDkhRdcwOWXX8amTQ984YLKLwskSWLRVVcRiUT495/8FNuymD5jOnW1dWxYfyOe59FQKFrNzc1f7BzvFCIej3PrLTezb187jz722HF3EaqqKsMi9dlnJ6xIqarKP/7D37Ns2TUIgsAjjz7Kd7/716MWHCuKwp/81/+Xiy66kBdefKn483/8x39CEAT++3//R4I/D3jhxRdxXZeBgYGDsuh+G4oUHGOhuvTSS7nzjtsOeWz9hpt4993D6zsOdYEJQy7Xrve5j3+RqK+v50c/+lt+9KO/ZeKECaxes5oN69czadJEXNdFFEVmz5l9woxzgyCgtbWV1tZWnnvu+WIg5MUXXcQN11//pQ2EFIBFixdx5qxZ3LnxrpOSM/ZVhKIorF2zmmg0yh133Em+4Ov22Wfb+eyz7YiCwMRJk6irq2Xx4kUkEgmam5vZUV9PQ0PjiAymrxMSiQS33nIzbW1tPPb4E5+zSG1g22efseoE7qT++nvfpba2hssuX0AQ+Pz8Zz/jr/7yv/Gjv/27wz5maCYF4DgO+/a1o2k6l82fzxNPPMHu3aErzT/8wz/i+z4//vG/8Z0/+3OeeOLJE3LOX1UcU6F6/fXXmT6j9rj+UE9vL2VlpSN+Vl4WOjF3d3d/7uNfFuzdt4/SkhLi8Rg33XwLkyZN4pqrl7J40SKWLlkSGufWN7Bl64kzzu3s6qKzq4tXX32tGAg564xZXL106ZcmEFKWJJYvv4ExY8Zw2223/1awGUcDXdNYv/5GfN9n48a7Dpmb5AcBLS0ttLS08Nxzz1NZUUFdXR1zzz6ba5ctY+/efdQ31FNf3/Cl+i58HiQTCW699RZaW1t5/IknP1eR2rB+PZ9t386qVWtOmNREEARuumkDa9auK87Mv/+DH/DkE4/zd3//D4clevi+TyKR4Dt/+if84Id/w69+/Wsy2Qxr16zmW7/7u9x+xx3s2rUbgH/6p/9ONBJBVdQTcs5fZZyy1t+nn35KZWUlY6qri+y1ufPm0traimman/v4lwXXXruMK69cyJKlVxcvuF/84pfEYjGuvXYZ1117LRdffBFXXXUl+/btY+fOJjZvOXHGuQMDA7zzzru88867IwIhr7j88v2BkDvqT6kljK7rrFu7FkmSuO2224s7ht92xGIxbtqwnnQ6wwMPPjjqllF3Tw/dPT288eabxGIxamtqqKur47L588lkMtTXN1BfX09ra+tXkkWZSia59dZb2LV7N08+8eRxt8yrKivYsH49O3bsYOXK1SdUDzlt6lSi0egI8+ht2z5DlmXq6urYvn37YR9bXV3NH/3RHzJmzBj+4A//iEcffQxFUbju2mv51u/+Lrfdfntx7fj+D354ws75q4xTRqYA+OlP/51IJMJ3vvPnJJNJ7tp4J488+ij/63/9+IQc/7IgFouSyx1esDpknLt8+Q1ccvHFlJUNN87dTHd3zwk/p0MFQg7ZOZ3MQMghjdSQ7uW3ZbZyNKSSSW655Wb27t3Ho489dkLef0WWw/ylulrqamuRJInGxkbq6xvYuXPncafcnkqkUil+59Zb2NnUxNNPPf35itSGDWGRWrXmhN/MnnPOOWy6/16mTa8Z8fMtmz/h//q//x9eG+bFONy7b+j/zzjjdDbdfx9vv/0Ov/ftkF6+evUqrrn6ato7Orjtl7d9M78dhlNaqGKxKP/6L//C4sWLcF2XTZse4Ps/+GHxS/p5j38VMWScu2rlCi4/Rca5hwqEbGhoYPuOExsIWV1VxYYN66lvaOCZr7pG6gSivLycW26+qagdOxnvylB+Wl1dHXV1tZSXl7Nr127qG+ppqG847iiak4mSkhJ+59ZbaGhs5Omnnznu56msrOCmDRvYUV/PypWrT0rHZd68eTyw6b6DCtXWLZ/yB3/wR7z51lsjfq6qanE2NlSsZs06g/vvu3dEsVq3bi2rV63iH//pv/PBBx+c8PP+quIbC6UvEQRBYM6c2axetYqFCxcwtWCc29LSwrZt22jeteuEF+ViIGTBGSOVSp2QQMiiRurNt3j9ja+RRupzYsyYMdx80wY++uhjXnzppaM/4AShtLSUutpa6upqmTRpEl1dXUXq+5eB1FJaUsKtt95CfX09z/zm2eN+noqKCm6+6eQWKYApUybz7jtvM2Hi5CJBShAEWlt2sWDhVTQ2NnL55ZfxyiuvIkkSm+6/j51NO/mLv/jL4u8GQcDZZ53Fpk338dhjj/OdP/tzAKZOnVJs/X2DEN8Uqi8xhoxzFy+6ipkzZ2IYBnv27GH79u0nxTgXTkwg5KxZZ3Ddtdd+Y6J6ACZNmsT6G9fx+utvHHTHfSqh6zo1NTOoq62jpmZGsQ1cX9/Art27T8p1dSSUlZZy66238Nn27Tz77HPH/TxDRaq+vp4VJ7FIDWHH9m3cdPOtxZ3PmWfO4umnnmRGTR1z5szm3/7n/2DJ0mswDIOrr17KD77/fR559FH+7u/+HthfrH7ykx+zds0aXnjhRdZvuOmknvNXFd8Uqq8IqqurWbN6FUuWLGHOnNkF49w2dtQ3sO0kGOfC8QVCXnThhVx22Xw2bXqApubmE35OX1XMmD6dNWtW8+yzz/HhRx990adThCSKTJ4yhbq6WmbW1aHrOk1NTeyorz8lEehlZWX8zq23sHXrNp57/vnjfp5ikWpoYMWKVaeEYPUXf/5nXHLJxXz79/8Q3/f4j5//nJaWFv7kT7/D5MmT+Y+f/4xv/d63aW9vR1VVrrj8cv75n/+JBx96mL8dRmG/9ZabaW/vQNO133oa+uHwTaH6CiI0zr2BZcuu4dxzz0FRFPbt20dDQyNbtm4hmz3xupqjBUIiCCxevIhZZ5zB3XffQ/thvAx/GzGUVPzY44+zbdtnX/TpHBFjqquLc61wR72nSH0/0aGe5eXl/M6tt/Dp5s288MKLx/08Q0WqoaGR5StWnjIWsCRJ/OhHf8OqlStQVZWnn36GP/+LvygSqX7xn/+HeCLOzTffiuu6KIrCgiuuKBarv//7f+DMWbPYuPEOvv37f8D7738zkzocvilUX3Hous7VS5dw3fXDjHPb22lqambzlmMzzh0tDg6E9HEcG0mS2HjXr762KcXHg7lzz2bJ4sU88MCDNJ6KpOITiGQiQW1tLXV1dUydOoX+/v5wrrWjnrbPSfKpqKjg1ltu5pNPPv1cs7ovqkgdCcPJEt/50z/liSee5KGHHwZCz9Arrric//0fP6e7u5uysjJ+/h//+0vHXP6y4ZtC9TXCkHHuihUrmD//UqqqqkZtnHu8iEQi3HrLzcRiMYIgQFVVGhsb2bGjnsadO78UfmpfFC668ELmz7+Ue+69j9bW1i/6dD4XVFVl+vRp1NXWUVtbQxAERUunpubmY3Jcqays5NZbbubDDz/i5VdeOe5zGipSjY2N3LD8y1GkhkPXdX74w+9TUVHBT3/ysxGeluXl5cybO5e+/v7ijOtwEfTf4JtC9bVF0Th39UoWXDHcOLeFzVu20tra+rm/FKlkkptu2kBPTy8PPfwwrusyduzYYrbWb3Mg5IIFVzBv7lx+/eu7v3ZtUFEQmDBxIjMLLcJkMklz866Q+t7QeETfzaqqKm695Wbee//9z+VTV1FRwU0b1rNz584vTZEabo80VHRKSkr4xX/+H9KZNP/7f/8fPvj/2rvvuKzr/f/jj4sLFFEEGY5SURBBwYUjRXGggLJBcILl6dRpnG+dU5ntYab5KxuWZmanFBWsXKlYbsU6iVqylyBLhixLUUHB3x/IFRwRZMkHeN1vt27V9cYPFyU++Yz363n6zF3HwUlI3Z0E1T34+KMPCQiYX+21xx77Bzt27gSUUfhYl0GDBjHL3w8np2lYWlpy+fJl0tMziImNJSkpqd6PvVe2o8YnJLBv3481fpO1x0JIFTDDdQZWAwcSFLSJ/IKCln5Lzc7E2FhzX6t3795kZWVr7mtVrSnp0aMHCwIDOBkezvHjYQ3/fJUhlZyMj8/MZn/g415oa2uzbt1agoI2ceTIUeCv8DE2Nubzz1dz7eo1QvftY9u27fc8hURUkKC6B8FbNhEcspUffthd47rSCh/rUjk4d7qLC7a2NpSWllaESEL8PQ3O7d+/P7Nn+XPi5585ceLne/qcNRZC3u7WaiuFkFpaWnh7efLggw+yMWhTk43Fak066+lhOdASq4FWWFiYU1xcTEJCAhcv5jFt2lT++99fG7WvrmpI+fr6cVUhZ+k9e/RgxYr3OB4Wxldf/UdzdlX5d0NDQxYvfpF+Zn3R09PjX/9+juLiYk05oqidBNU9OHzoAC8sWsxvNTxWrPTCx7oYGxszc6YPrq6u2I0YgZaWFpmZmSQkJhFdw+DcIba2eHi4s2fvXiIjoxr0OdtiIaS2Wo2/vx8GBgYEbdrcZiea14e2tjb9+/dnxPDhDBpkzc2bN29fBk4k6dy5em+pMDY2JjBgPsnJKfj4zlRMSFVa+MjDvPTSYiZNmlLth6/KMytdXV3Mzc3517PP0LdvX3r27ME///kMJ36+tx/22jMJqntw9vczdOjQEUNDA4qKivj++20sW/4eJSUljS6EvJ89WnXp3Lkznh7ueHh48NBDY9DT0yMrK4ukc8lERUXh5uqKhYU5m7cEk9JEe6TaQiFkhw4dmDtnDtraajZvCVbE/RKleKBXLwIDAwgLO0FaWprmEqGJiQmpqWmakU6X6jj7VGJIaWlpodepE1eq/FDyxdrPycvP56233q718l6vXr0wNTVp8A977c19m57emrl7eHHjRil//PEntra2fLrqYzp07MjLL7/Sqgof61JcXExwyFaCQ7aio6ODs5MTPj7ejB9vj+OUyahUKhISErh8uenmxLX2QshOnToRMH8e165dZ0twcJP0jbUVDz7wAAEB8zl2/Di//noSqKjBOXzkCIaGhlgNrNhk7OLsTF5enubR9+zs7GrzD42MjCpCKkVZIfXVV1+Sn5fPT/v3a/aB7Q0NZfasWXTq1InLly/f8ZBE5b9nZ2crYnRVayFnVNS/ENLZyYm1a9dgbmGJj7c3zz77DJOnOGrWdXR0yM7KZITdKEaNHFnrekZGRvN8UU1EV1eXtZ+vYfjw4Zw5c4aRI+2qDM5NJTIqulkG5wKaQshB1taYmpqSmpqqGeekhEJIfX19AgPmk5+fz7btO+776CEl6927NwHz53HkyFFOht+9UBUqfo8NuN1mbGk5gNLSUgoKCm6fcSUyZ/YsUlLO4+3jq4iQqjR82DCcnZ14+umnCQoK4sjRoxw6dJjdu3cRFRXNK6+82tJvsc2QoGqAARYW/PLLCXo90Bt7e3tWf7aq2qW9nj16EB0dSe8+ZowePbrWdSVfJlKr1ezY/j1qbW0CAhZQVFR0l8G5l0hLS2+2wbmAphDS2sqavn37kJWVpenWKmiBJ+u6devGgsAAUlNT2b17j0yGr6JP797Mnz+PQ4cP13vaglpLi75mZkx1nMIDDzyASqXijz/+YMk7S9m7N7RF/l/XZdjQoQQEzMfCwoLCwkL27fuRRxY+zKJFi4mPj2/pt9cmSFA1wIwZM3j77TcZM2YsXbt2JSE+lhEjRmpuoLq6zmDpO0uwGzm6znWlm+7iwtFjx+4aqBYW5vj7++Pi4oy1lRXXrl0nIyOd2Ng44hOaZ3Bu1UJICwvz+14I2d3UlMDAgIr5dPv3N0tNR2vVt08f5s+fx4EDBzl95kyDj2NkZMSCwAAuXsxj1w8/MNXRkaFDh3D6zBmeeeZZUlLON+G7brxOnTrRsWNHli97F0NDA8aPH8+Sd5ayfn3NV2pE/UhQ1cHMzIwZ06cTum8fOTk5jBgxnNWffcbq1as1j5e3lcLHxurZswf+fn7MmDGdoUOrDM6NTyAmNrZZBufe70LIBx98kPnz5vLryZON2gvUFpn17cu8eXPZv/9AowbvVt6TSk1Nw8vbR3O5r2ePHjg7O7Nt+7Zai0lb2oABA/Dy9OCxx/6Oh6c3SUlJLf2WWj0JqjqYmJjwyccfYWdnh75+F1JTU1m3bj0bg4I0H9MeCx/rYmDQFR9vH9zcXRk96v4Mzq21EDK5fmN+atK/f3/mzJ7FocOHCQ8/1UTvum3oZ2bG3Llz+PGnn/j997MNPs7dQqo1+nDlB5wMD2fr1m9b+q20ehJUotnp6uri6joDT08Pxtvbo6+vrxmcGxEZSVFRUd0Hqae7FULGxyeQkJhY72kG1lZW+Pr6sHdvKBGR0rFVVf/+/Zk7ZzahofuqzbOrr8r7fmlpaXh5+7b6vWgrVizH0MCQfzzxZEu/lVZPgkrcVxWDcyfh6+ujGZybe/Ei58+fJzIySrMpuqnVVAgZH59AfHx8nYWQQ4cOwd3Nje3bdxCfkNAs76+1sjA3Z/bsWY3aAA7VQ8rbZ6aitm001CuvvEyf3r35v2eelZFJjSRBJVpM5eBc/1l+TJkyhb59+lBYWEhqahpR0U0zOLcm9SmEHDNmNFMdHQnZ+i3nzyvrBn5LqyyD3L17D1HR0Q0+TmVIpaen4+Xt2yZCytTUlOPHjjJr9myiohr+30ZUkKASijFo0CBmzfLDadr/DM6NiSHp3LlmuadXWyGkuXl/xo0dy6bNW7hw4UKTf+7WzHLAAPz9/fjhh91Ex8Q0+DhtMaQqderUSREDc9sCCSqhSH369MHf348Z012wsakcnJtBXHw8cXHxzTIBomohpI2NDWq1mri4OH7//Sznz5+nrA0//FIfAy0t8fObyc5du4iNjWvwcQwNDVkQGEBGZiZeXj5tKqRE05KgEopXOTjXzdUVOzs7VCrV7cG5iURHxzTpT60qlQoPD3f69+vH4SNH6H37gYyOHTtWjHOKj2/XhZBWVgOZ6evLjp07iYtr+GbWypDKzMzEswEh1Raqd8S9k6ASdOjQgeXL3sXd3Q2VSsWOnTt59dXXFXkDuEuXLnh4uON5e3Curq4u2dnZJJ07R1RUFH/80fA5hGq1mpm+PpiYmBC0aTOXL1/WrN21EDIxsdU/nXavrK2t8PXxYfuOHcTHN/yhkr9C6gKeXt4NOpNqa9U7onYSVK2ASqXC2NiY/Pz8akMuqzaKNsY7S95m+PBhPPb4E9y6Vc6a1auJiIhgyTtLG33s5qSjo4OzsxM+3hWDc42MjMjJySElJYWIyCjy8/PrdayKYaK6bN68hau1nKW1x0LIwYMG4e3txbZt20lITGzwcZoipKBtV++IO0lQtQI6Ojrs3/8jX365ni1bgpv02CqVipTkJGbNnqOZy2ZjM5g9u3/AYsDAVrMpWa1WY29vj99MXyZNmlhtcG5EZBRZWVl3fYJQt2NH5s2bR1lZGSEhIZTU47JeeyiEtLEZjJenJ99/v43ERkxZqAypCxcu4OnlU+2Mtb7aS/WOqCA1H63AjRs32L//AIMHD9a8tuiF57l8+Qobg4Jq3L3fr58Z165dIzf34h1rVZn374+enh5nz/61UTMmJhZtbW2srKyIi2v4zfL7qaysjLCwMMLCwqoNzp02bSqP/m0hly5VDM6Njo7mfGqqJoBNTU3xm+nLpUuX+O77bfW+3HnlyhXOnPmNM2d+q1YIOW7hI22iENLW1gZPDw++/e57zp071+DjGBgYaELKy9u3USEF7ad6R1SQoGolDh06xCcff8RHxsY8/vhjzJk9i1defa3agwSVlwVtbAazfNm7/Pbb7yx9d1mtf/h2MzKiuLj4jqfoLl26hKmpaasJqqpu3brF2bMRnD0bwauvvc6AARbM8vfHydmJOXNmc+3aNTIyMsjNzWXSpElcvJjH1m+/a/TZY0lJCdHRMURHx2gKIa2trZg1yx+4XQgZn0BKcnKrKIQcOmQI7u5ubP32O5KTkxt8HAMDAx5eEMiFrCy8vH35s44N1lC/6p3Tp0/z5ptvs3btGl5++ZUafyBQqVQA3LxZVue6UB4JqlYiOTmFc+eS+XLdF9y4eQP/WXNITExES0tL841XWXf94cqVHD58mA8/+rjOM4S7/ZSvUqkoU+DDFA1x7lwyy5a/x7Ll79GrV0/8Zs7Ex8eHKVOmUF5ezuXLfzJ82LAmHZxbtRByT9VCyOkuraIQctjQobi5uRISspWURmx0NjAwYMGCQLKysvDy8rmnkAIICwvDYsDAe/48KSkpdOnSBbVaTX5BAUZG3aqtGxsZAZCXl1fnulAeCSqFqzxLGj1qFE5O0zh1+jRP//P/NO2gVc8CdHR0eO65f6NSqfhg5YeUlZXRp08fJk50YPPmLTUev6Agn86dO6Ojo6M5q1KpVBgYGHCxDX7TZmfncOz4cZ5++ik+X/sFKckpuLu74eg4BRcX59uDcxOJio5ussG5t27dIj09nfT0dPbvP6AphBxvb4+3l5fiCiGHDx/GjOnTCQ4O4XxqaoOPU3m5LzsrC896hFRDWA4cSGpaGmVlZURERGBqakrPHj009wntRtqRnp7O9evX61wXyiMPUyiclpYWc+fO4YXnn2PLlmAmTnTAw9O7xo91dnLiqaee5Mv169m7NxSA5cuX4ThlMg+Ntdd8XNVQAoiPiyFwwSOcOlUxEXzIEFtC9+5hgKVVs1RztKSuXbty+tRJVq36lM9Wr9G8XjE41xUvLw/sx43TDM49l5xCZDMNzgXlFULajRiBi4szwcEhpKalNfg4mpDKzsHTy7tJQ0qqd9ofCSoFMzIyYuXK9+mq35W1X3xBREQEmzcF8eRT/7zjxrZareb1116le/fuPP/CIs29q/DwX1m37kvWr/8KtVpNWVkZKz94n1u3bvHCohdRq9W88PxzTJgwnscef4Ly8jI+X7OGtLQ0nnv+hZb4spudhbk5ySkpd13X1tZm8uTJ+Pp4/zU4NzeX8+dTiYxqvsG5NRVCVo5zuh+FkCNH2uHs5MSWLcGkpac3+DiVIZWTk4OHZ9OGFEj1TnskQaVgpqamPPro3/j22281jaa7dm5n585dfP3Nhmp7qmxsBvPiokUcPXaMr7/+BqjYpHr29zOMsx9frRH1l5/DCAraxOdrv8DefhxTHR3p178/kyY6oFarCQ3dx4uLF1NcfBUtLS2AdvsNrKWlxahRo/D3n3lfB+f+byFkaWkp8fHxzVYIOXrUKKZNm8rmzVtIz8ho8HGaO6RE+yT3qBQsLy+P995bUe21g4cOM3XqVIJDtla7nt6vXz86dNAhoUoNxZw5s4mNi+P8+VTNa1ZWVnTrZsSRo8eAipl6AQHz2bfvR1JTUzE3Nyc8PFzToFr1D8TKYOzatWu7+QOovLyc8PBwwsMrnjLTDM51cmJBYMDtwbnpxMTENung3NLSUmJj44iNjatWCOnr493khZBjRo/G0XEKmzZtJiMzs8HHMTDoejukcpv9npRoX+SMqhWqehO4kr+/HwHz57Hg4YX88ccfABw9cpgdO3fyySerNJf9XnppMWMfeog5c+ehra3Ne+8tY4jtEB5ZuJDz51P5+98f5e+P/o3XXn+DgPnz0dfX56v//IfQ0H2az7UpaCMHDx7kmw0b7+vXrTR9+vRh9ix/XFyc79vg3KYuhHzooTFMmTyZTZs2k9mICfEGBl0JDAzkYm4uHp7emt+DQjQFOaNqhaqGVOVZTmc9PQwMDDV/QOjq6mJoaEBhQSHw15mRl6cHIVu/5fr16wwePBgzMzNWr1mjOevKysrC3NycwIAAPlu9mqmOjrzy8ktcunSJX375LwCbN29h1mx/NmwMapWbWJtKRkYGH6z8kA9WfvjX4Fw3N2ZMn47rjBnNMjj3FpB54QKZFy5w8NAhTSHk6NGj8PBwr1ch5LixY5k40YGgoE1caMQ9MIOu+rdD6iKeXj4SUqLJSVC1Eb379CHp9ngbLS0tSktL2bFjJ76+Puz64Qe0tbV54ol/0K9fP47dvuxnNXAgnTt35siRo5rjDLG15aef9rP8vRXEx8dz6tRpJjhMwM3NTRNUam01NjY27Tqk/ldBQQHr1q1n3br11QbnOkyYgNO0aWRlZXMu+RyRkVFNekksLz+fvBMnCDtxolohpLOzk6YQMj4+/o6tBvb243CYMIGgoE1k3d7q0BAGXfUJXLDgdkh5c6mNzjoULUuCqpWrDIvYmFgsLMzR09PTjFTaEhyCtbUVMdGRbNiwEQcHB37++RfOJSfTpXNnhg8fRnpaumaTY8eOHbEeZE10dLQm9AC6d+9ebUJF7wd7Ex0d3a7uVdXHlStXCA4OITg4BB0dHVxcnPH29mLC+PFMnjSZ3NyGDc6ty59//kn4qVOEnzpVrRDSwWGCphAyPj4eMzMz7O3HsXFjENmNeIJRQkrcLxJUbcTZiLMsWfIWnTp10gRVUlISc+cFABWdTomJSai11Vy5coVBgwZhN9KO77/7XnMMO7sR6OnpEZ+QQNntET99+/bFxNi42siakpLraKu1UavV9+3ra61u3LjBnj172bNnL2q1mvHj7Znp68vkyZMYP348eXkVg3Mjo2ofnFtf165fJyIykojIyGqFkAsWBKKtrU1cXBydO3dGraXVoELIyst9eRclpETzk6BqI1JSzuPt7VvtXkjVR8sLCgqq7TNRqVRcv3ado8eOa14bM2YMRYVF1QrxfH19SExMIuP2I8u6urp0794dtVrdbJtg26qysjKOHw/j+PGKwbnDhw/F38+fqVMdefRvCym6dIn0GgbnNtaNmzeJT0igR88elJaWEhq6j549e+Dh4d6gQsiulSGVl4eHp4SUaH7y1F87UnXfVU1rm4I2knkhkzfeeEszkeLggZ/YszdUs2O/W7durFn9KRGRUXc8On+/Pffcv3nl5ZeqvbbknaWsWvVpnWWQSiuLrByc6+zshLW1NVevXiU9PYO4uLhqZ7gNNXnyJEaPGsWGDRur3a+qbyGkvr4+Dy8IJD8/Hw9PL4qKLjXqfQlxLySo2qmaQqt7d1O6dTPS7MUyMTEhNiaKaU7OREZGATBp0kSWL3uXx//xBNHRMff9fVe1YsVyMtIzqo1CqlRXGaSSyyJ79eqJv58f06dPZ+jQIZSVl5OZkUl8QgKxDRic6zhlCnZ2I9iwYSN5tdwTq7EQMiGerAtZpKWnVwspTy8vCgsvNfIrFeLeSFCJu7K2tubJJ5/g1Vdf48qVKxgZGfHPp5/CysqK+QGBLf32+Obr/7Bz1y527txV7fW6yiBv3brVasoiDQwM8PH2xt3DjdGjRqGtrc2FrCySEhOJjIqu8aynqqlTHRk+bBgbNmwkvx6zAysLIYfY2mJmZkZZWRk3b94kOzsHl+kuElLivpKgEnWqrLx/9NG/MdXRkeCQEHbv3tPSb4vdP+zE0tISfX19iouLCd33I2+++RYmxsb88ssJevcxq7bpNiM9FWeXGZSWlNS6rtQOrsrBud5enowbN5YuXbqQnZNDcnIykZFRd9wzdHF2xtbWhm82bGzUgNsHHuhFwPz5lJffAhUUFhQQuu9HQkND+e9/f5VtCqLZycMU4q4qA6q8vBwTExP+9ewzrFz5IT/++FNLvzUA/v7Y46jV2hQUFGBubs7KD95nzerP+OjjT2otg7x69WqrLIu8fv0627dvZ/v27ejo6GgG5zo4ODDRwYGLF/M4fz6FyKhoPD3cMTU15fO1X1BYWNjgz6mvr4+Ptzfp6Rl4enlSXHwNB4cJuLm6svSdJUyd5tyEX6EQNZOgEndVeQnMzs6OD95fwaFDhxU1Nik396Lmn+Pi4nju+Rc4fuwIn6xaVePHV5ZBtoWyyBs3bnDgwAEOHDiAlpYWo0ePxs/PlylTpjBu3DgAEhOT6NKlC0VFRQ0669HX12dBYACFhYV4enlqLvcdPHiIgwcPNeWXI0StJKhEnbKzs/n009Xs2Lmzpd9KrVJSUtDS0uLixYu1lkHeuFHapsoiy8vLOXnyJCdPnmT58mV4uLux/8BBxowZzcMLAjWDc6NjYjl3j4Nzq4aUh6en3JMSLUqCStQpOztb8SEFMHCgJVeKi8nJyaWoqIhhw4Zx+nTFwxK2tjYApKenU1JSUut6a/Xuu0txcXZihqu7Zt+bZnDudBf8/WZSUlJS5+BcTUgVFUlICUWQhylEq9S5sx5PP/UU27ZtJyMzE0vLAXzy8UccPx7GkneWsvjFRbWWQda13ho5OzkRGxdH5l2qOkxMTJg50xdX1xnYjRgBVAy4TUxIJDqmYnButZDy8KSwUDZ1i5YnQSVapQ4dOvDZp6sYP94eQ0NDsrKy2bR5M59++hnl5eWo1WqWLHkbv5m+dOjQoVoZJFDneltXOTjXy9ODMWPGoKurS05ODgYGBuTm5uIuISUURIJKiHaucnDuww8vYNjQoYwdN75RTwoK0dQkqIQQQiiaVku/ASFE69OjR3d2797Frp3b71gzNDRk/fp1pCQnERMdyaIXnm/SddH+SFAJIepl7NiHCN27l4L8mqddfPzRh6hUKkaOGoO7hydubm4sfOThJlsX7Y9c+hNC1MviFxdx8NBhLC0HMHfObLy8fTVrJiYmxERHMmy4HTm3SxlnTJ/Oa6+9wvgJExu9Lton2UclhKiXFf/vfQAsLQfcsWZra0Nubq4mZADO/HYGS0tLunTp0uj1K1euNONXJpRKLv0JIZqMUTejOx5rLywsQktLC1NTk0avi/ZJgkqIFtalSxe+/vorfjtzqtrrHTp0YOUH75MQH0tiQhwrVixHW1u7ydbvxsHBgeRziTX+9dBDY2r9tTXNFFSpVADcvFnW6HXRPklQCdGCrKys2P/TPm7euHMY7uuvvcrAgZZMmuyIw8RJDLAYUK3RuLHrdxMWFobFgIE1/nXyZHitvza/oAAjo27VXjM2MgIgLy+v0euifZKgEqIFTZgwnrfffodvvtlQ7XWVSkVAwHyWvLOUnJwccnMv8sabb7Jw4SNoaWk1er25REREYGpqSs8ePTSv2Y20Iz09nevXrzd6XbRPElRCtKCvvvoPP+3ff8fr5v37o6enx9mzEZrXYmJi0dbWxsrKqtHrzeXPP/9k2/btvLtsKd26dcPMzIzFL77IxqBNTbIu2icJKiEUqJuRUa3ljo1db06LF79EaUkpZ06Hc2D/j4SFhbFq1adNti7aH3k8XQgFqqvcsbHrTSEkZCshIVvveL24+CpPPvX0XX9dY9dF+yNBJYQCFRTkN6r8sa2VQ4r2TS79CaFAqalpmnLHSlXLHRu7LkRrIkElhEJ9/fU3vPnGa/Ts2ZPu3U156803+e677ykpKWmSdSFaC7n0J4RCfbDyQ7oaGHDs6GFNuePrb7zRZOtCtBYylFYIIYSiyaU/IYQQiiZBJYQQQtEkqIQQQiiaBJUQQghFk6ASQgihaBJUQgghFE2CSgghhKJJUAkhhFA0CSohhBCKJkElhBBC0SSohBBCKJoElRBCCEWToBJCCKFoElRCCCEUTYJKCCGEoklQCSGEUDQJKiGEEIomQSWEEELRJKiEEEIomgSVEEIIRZOgEkIIoWgSVEIIIRRNgkoIIYSiSVAJIYRQNAkqIYQQiiZBJYQQQtEkqIQQQiiaBJUQQghFk6ASQgihaBJUQgghFE2CSgghhKJJUAkhhFA0CSohhBCKJkElhBBC0SSohBBCKJoElRBCCEWToBJCCKFoElRCCCEUTYJKCCGEoklQCSGEUDQJKiGEEIomQSWEEELRJKiEEEIomgSVEEIIRZOgEkIIoWgSVEIIIRRNgkoIIYSiSVAJIYRQNAkqIYQQiiZBJYQQQtEkqIQQQiiaBJUQQghF+/8DdtvNLnowEAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fibers.max_value_viz = np.max(fibers.irradiance)\n", "ani = vv.generate_Animation(plotargs, slowdown_factor=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "{meth}`~cleo.viz.VideoVisualizer.generate_Animation` returns a matplotlib [`FuncAnimation` object](https://matplotlib.org/stable/api/_as_gen/matplotlib.animation.FuncAnimation.html), which you can then use however you want. \n", "You will probably want to [save a video](https://matplotlib.org/stable/api/_as_gen/matplotlib.animation.Animation.html#matplotlib.animation.Animation.save).\n", "\n", "Note that at this point the video still hasn't been rendered; that happens when you try and save or visualize the animation.\n", "This step takes a while if your temporal resolution is high, so we suggest you do this only after your experiment is finalized and after you've experimented with low framerate videos to finalize video parameters.\n", "\n", "Here we embed the video using HTML so you can see the output:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "skip-execution" ] }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import display, HTML\n", "\n", "ani_html = HTML(ani.to_html5_video())\n", "display(ani_html)" ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }