{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimal control\n", "\n", "This tutorial will be more comprehensive than the others, bringing together all of `cleo`'s main capabilities—electrode recording, optogenetics, and latency modeling—as well as introducing more sophisticated model-based optimal feedback control.\n", "To achieve the latter, we will use the Python bindings to the [`ldsCtrlEst` C++ library](https://cloctools.github.io/lds-ctrl-est/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First some boilerplate:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from brian2 import ms, mm, um, second, mV, Hz, np\n", "import brian2.only as b2\n", "import matplotlib.pyplot as plt\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", "np.random.seed(17320222)\n", "b2.seed(17870917)\n", "cleo.utilities.set_seed(17991214)\n", "\n", "cy1 = \"#C500CC\"\n", "cy2 = \"#df87e1\"\n", "cu1 = cleo.utilities.wavelength_to_rgb(463 * b2.nmeter)\n", "cu2 = cleo.utilities.wavelength_to_rgb(483 * b2.nmeter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Network setup\n", "\n", "For the network model we adapt an E/I network implementation [from the Neuronal Dynamics textbook](https://neuronaldynamics-exercises.readthedocs.io/en/latest/_modules/neurodynex3/brunel_model/LIF_spiking_network.html#simulate_brunel_network).\n", "Let's run it and plot the spiking output:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'neurongroup', using method 'euler' (took 0.02s, trying other methods took 0.00s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "b2.defaultclock.dt = 0.5 * b2.ms\n", "\n", "n_exc = 80\n", "n_inh = int(n_exc / 4)\n", "connection_probability = 0.1\n", "n_ext = int(n_exc * connection_probability)\n", "w0 = 0.1 * b2.mV # 0.2\n", "g = 4\n", "w_inh = -g * w0\n", "synaptic_delay = 1.5 * b2.ms\n", "w_external = w0\n", "v_rest = -70 * b2.mV\n", "v_reset = -60 * b2.mV\n", "firing_threshold = -50 * b2.mV\n", "tau_m = 20 * b2.ms\n", "Rm = 100 * b2.Mohm\n", "abs_refractory_period = 2 * b2.ms\n", "thresh_rate = (firing_threshold - v_rest) / (w_external * n_ext * tau_m)\n", "poisson_input_rate = 1 * thresh_rate\n", "bias_current = 11 * b2.pA\n", "\n", "bias_ng = b2.NeuronGroup(\n", " 1, \"dI_bias/dt = -I_bias / second + bias_current*xi/sqrt(tau_m) : amp\"\n", ")\n", "\n", "lif_dynamics = \"\"\"\n", "dv/dt = (-(v-v_rest) + Rm * (I + I_bias)) / tau_m : volt (unless refractory)\n", "I : amp\n", "I_bias : amp (linked)\n", "\"\"\"\n", "\n", "ng = b2.NeuronGroup(\n", " n_exc + n_inh,\n", " model=lif_dynamics,\n", " threshold=\"v>firing_threshold\",\n", " reset=\"v=v_reset\",\n", " refractory=abs_refractory_period,\n", " method=\"linear\",\n", ")\n", "ng.I_bias = b2.linked_var(bias_ng, \"I_bias\")\n", "\n", "# random v init\n", "ng.v = (\n", " np.random.uniform(\n", " v_rest / b2.mV, high=firing_threshold / b2.mV, size=(n_exc + n_inh)\n", " )\n", " * b2.mV\n", ")\n", "ng_exc = ng[:n_exc]\n", "ng_inh = ng[n_exc:]\n", "\n", "syn = b2.Synapses(\n", " ng,\n", " model=\"w : volt\",\n", " on_pre=\"v += w\",\n", " delay=synaptic_delay,\n", ")\n", "syn.connect(p=connection_probability)\n", "syn[f\"i < {n_exc}\"].w = w0\n", "syn[f\"i >= {n_exc}\"].w = w_inh\n", "\n", "external_poisson_input = b2.PoissonInput(\n", " target=ng,\n", " target_var=\"v\",\n", " N=n_ext,\n", " rate=poisson_input_rate,\n", " weight=w_external,\n", ")\n", "\n", "rate_monitor = b2.PopulationRateMonitor(ng)\n", "spike_monitor = b2.SpikeMonitor(ng, record=True)\n", "\n", "net = b2.Network(\n", " ng,\n", " bias_ng,\n", " syn,\n", " external_poisson_input,\n", " rate_monitor,\n", " spike_monitor,\n", ")\n", "\n", "runtime = 1 * b2.second\n", "net.store()\n", "net.run(runtime)\n", "\n", "plt.scatter(spike_monitor.t / b2.ms, spike_monitor.i, s=1)\n", "net.restore()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The spiking looks like we want: relatively stable with random fluctuations in global activity from the bias current we added.\n", "This will make things more interesting for the controller." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coordinates, stimulation, and recording\n", "\n", "Here we assign coordinates to the neurons and configure the optogenetic intervention and recording setup:" ] }, { "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": [ "hor_lim = 0.1\n", "cleo.coords.assign_coords_rand_rect_prism(\n", " ng, xlim=(-hor_lim, hor_lim), ylim=(-hor_lim, hor_lim), zlim=(0.4, 0.6)\n", ")\n", "\n", "fibers = cleo.light.Light(\n", " name=\"fiber\",\n", " light_model=cleo.light.fiber473nm(R0=50 * um),\n", " coords=[(-0.1, 0, 0.3), (0.1, 0, 0.3)] * mm,\n", ")\n", "\n", "opsin = cleo.opto.chr2_4s()\n", "\n", "spikes = cleo.ephys.SortedSpiking(name=\"spikes\")\n", "probe = cleo.ephys.Probe(\n", " coords=[[0, 0, 0.4], [0, 0, 0.6]] * mm,\n", " signals=[spikes],\n", " save_history=True,\n", ")\n", "\n", "cleo.viz.plot(\n", " ng,\n", " colors=[\"xkcd:fuchsia\"],\n", " xlim=(-0.2, 0.2),\n", " ylim=(-0.2, 0.2),\n", " zlim=(0.3, 0.8),\n", " devices=[probe, fibers],\n", " scatterargs={\"alpha\": 1},\n", " axis_scale_unit=mm,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks right. Let's set up the simulation and inject the devices:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim = cleo.CLSimulator(net)\n", "sim.inject(fibers, ng)\n", "sim.inject(opsin, ng, Iopto_var_name=\"I\")\n", "sim.inject(probe, ng)\n", "assert spikes.n_sorted >= 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Collect training data\n", "Our goal will be to control two neuron's firing rates simultaneously.\n", "To do this, we will use the LQR technique explained in [Bolus et al., 2021 (\"State-space optimal feedback control of optogenetically driven neural activity)\"](https://iopscience.iop.org/article/10.1088/1741-2552/abb89c/meta).\n", "LQR is a model-based technique, and to fit a model of the system's dynamics, we first need training data.\n", "We will generate training data using Gaussian random walk inputs, modulo'ed to a normal stimulation range (0-50 mW/mm²).\n", "Here we structure our data into trials, as `ldsCtrlEst` is designed for.\n", "$u$ represents the input and $z$ the spike output." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "n_trials = 5\n", "n_samp = 500\n", "u = []\n", "z = []\n", "n_u = 2 # 1-dimensional input (just one optogenetic actuator)\n", "n_z = 2 # we'll be controlling two neurons\n", "for trial in range(n_trials):\n", " u_trial = 10 * np.cumsum(np.random.randn(n_u, n_samp), axis=1) % 50\n", " u.append(u_trial)\n", " z.append(np.zeros((n_z, n_samp)))\n", "# add some zeros to get right baseline\n", "u[-1][:, (n_samp // 2) :] = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We configure the {class}`~cleo.ioproc.LatencyIOProcessor` to deliver our pre-computed stimulus and record the results, resetting after each trial:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'syn_ChR2_neurongroup_1', using method 'euler' (took 0.02s, trying other methods took 0.06s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING 'dt' is an internal variable of group 'syn_ChR2_neurongroup_1', but also exists in the run namespace with the value 5. * msecond. The internal variable will be used. [brian2.groups.group.Group.resolve.resolution_conflict]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING /home/kyle/GaTech Dropbox/Kyle Johnsen/projects/cleo/cleo/ephys/spiking.py:575: RuntimeWarning: overflow encountered in exp\n", " collision_prob_fn: Callable[[Quantity], float] = lambda t: 0.2 * np.exp(\n", " [py.warnings]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING /home/kyle/GaTech Dropbox/Kyle Johnsen/projects/cleo/cleo/ephys/spiking.py:446: RuntimeWarning: invalid value encountered in multiply\n", " collision_prob = self.collision_prob_fn(t_diff) * same_chan\n", " [py.warnings]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING /home/kyle/GaTech Dropbox/Kyle Johnsen/projects/cleo/cleo/ephys/spiking.py:450: RuntimeWarning: invalid value encountered in multiply\n", " collision_prob *= t_diff >= 0\n", " [py.warnings]\n" ] } ], "source": [ "class TrainingStimIOP(cleo.LatencyIOProcessor):\n", " i_samp = 0\n", " i_trial = 0\n", "\n", " # here we just feed in the training inputs and record the outputs\n", " def process(self, state_dict, t_samp):\n", " i, t, z_t = state_dict[\"Probe\"][\"spikes\"]\n", " z[self.i_trial][:, self.i_samp] = z_t[:n_z] # just first two neurons\n", " out = {\"fiber\": u[self.i_trial][:, self.i_samp] * b2.mwatt / b2.mm2}\n", " self.i_samp += 1\n", " return out, t_samp\n", "\n", " # gets called with sim.reset()\n", " def reset(self):\n", " self.i_samp = 0\n", "\n", "\n", "dt = 5 * ms\n", "training_stim_iop = TrainingStimIOP(sample_period=dt)\n", "sim.set_io_processor(training_stim_iop)\n", "\n", "for i_trial in range(n_trials):\n", " training_stim_iop.i_trial = i_trial\n", " sim.run(n_samp * dt)\n", " sim.reset()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot our training data:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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//STBkuV7rC+PFfWjTqR22pN3e7saQdi1eLe1Vd3/LLSX2y3t/TPxL6XscnBwcHBwcHB4POBX1/9yl5bXWvOUp565h3qze6AKPYQ9ywjb5yHHtk74vHzky0FICn+7ei/0bt/B2EXvJ5y/iOIHLyZzzx17uzsToBHothnI8e3mdyGonvcScj/7LmJ8bNL1VL4LVZyJv+PBf1ZX/6nQQlA/4XQyt9xAuHg/Rt/7KQrf+gK5X3x/t22jfvRJIASZ2/+829rcU1DZEvVTTiN7468RQX33tVssIarVXW4znL8IuWk9Igx3W1/2RZRf/N8EBxyK3LYZ//679sg2giXL8dauelRjqXpnMfqej5P7yTUUrvnyHugdVJ79UnRbkdL73jrlcrq9i3Dp/qgFS+GRh/ZIXx4r6ic9EdXVQ/bGX+3WdoM5RzF2xvvpvOYcRH18+v059GiCo0+i8NVPxu+prkWUj7+AYO6xFP9w6W7t556GI7scHBwcHBwcHP7JOOKIw3nDBRdOa1khBFddecUe7tFugPDsz9bGgWD+Ceh8J/m/Xc2ee+a/70O3FQGoPuv8BrIr7F5K9aDzKPz58r06PsH8Exg/9R10/N+zEDpEd/dSeebz8R68h8w/bpt0vcoRL6W2/Ezabnw/2TU3/hN7DOWXXQAqpPC1T++xbaiFSxl/3Tsojo1SOe8l5k2tAagddxpyYDv+Q/c+pm2M//fb0bk8xQ+9g8zdfwMgWH4QlfNfg3fv38lf8+WW50bYvRQxthVZa104QguJbutDjm15TP2LUF1+JuPnvAtxRB0Q5H73M6oHnYu/4Xa8oTWPqe3hz38f//67dkpkpKGzOUbf/1naPvUBMrf96TFtf19GdfmZ1Oc/AV3KUn7Rf9P+rtfu9m2oUjuj7/0U3uYNlC7+f4gg2KX1ddaof6pPf+6kZFcw+wh0tkRm7aM7VrrQhpozf+fLFUvmp73n7ovQQoL0dn/DmTYQgrBjPqNP+yTt170cb2TDlKuEXYuonfAMwiMOaCC7or/t9QUnooqzHvV9RAtJ5ehXkbvr/5DVoUfVxq5inyG7/nzTTRx19LF7uxsODg4ODg4ODv8UXHPNtdNe9hNXXbnnOrK7EJFcMiG7tJ+BoM7I5V8imHEs8g+bUJ0L8YbWNqwazp7H2NveT+k9r0eOPc4rPWqNCEPCxcvQQiAsYRLMPJTa0jMo3HwFqN2nlNnl7uU60H4OvAwEYXI8vZ1MyDxj6asc+9ppk11aZkCHCK0eS5cJZ83d5Un5rkK1dwJQP/kMwqX7mzetVWv8gncB0HX+Ux7bRvpr6MUzqZ797ITsOuhwgmUrCJatIPfz7yNGJk4Sx570XrIP/IT83f/XstnKMa+hesAz6fzGUx4zkaqy7ZRPeCO6O4cQCjE6AkD56P+HOOQFdF577mPcAgQHHLpLy+tiO9rz0G2lx7ztfwbCnv2oLX4ihb99cdfWm3kIulQE30PNmrNnOpfNm23Nnkdw1Ilkbv1jy8VU1wxU36yJBK+X3P/DxfvhrX54wrq1ZU9BlWa3JLu0ENSPO5XMrX+M740TlsnlUZ3d6HwBUSlPuisRyaXzhcb3C910ltpoz4Lcid1SC8nIM75A/rbPkd14+5TLPhqMd7Sh23IU5++cvNsV1Ob0UunQ5A852fw85kyyD02tKK8cch61FSch8iO0p/oTdM1hvMMci/yR/0F29Q1TtqO0ZnR0lOHhYXTqGIZ9B1M98BwI6xTu2DOqv2bsM2SXg4ODg4ODg8O/C/7fq1+zR5ffK4ieTgsPLSW62M7wZ6+l8J2rUfOXoLvbgU0Esw6bSHYtXIaaNQfdNxvGJk6O9jQ0UFt+JsH8k8jf/lm8kY17blv5Nrz77iQ49BjCBSvw195v3s+0mZ9+DlFrJLvqhx2D/+C9iMr07SjTheruRRfa8DaaY6IjcsuSl9q30wUvmTaUj341/pY7yay/OdmvqP+5TjRMi1QZP/3dyME1j33ik8miaT0x3l3QpXYA6ic8AZRGhEEyNrsJqn0OOluCQqJE0V09qT50QBPZpQGd74nHvxWC2UeYF0Ki0dSPP43MLTdM6xgFM1YQzjqE3L3GrhksOMl80JEFyoggKR6mc3uHbIpJjUxmr2x/V1GfewzVg84l/7cv7hr5KDPogo8Yr6HzBbSUCPXYiOJm6BSprfOTn1O1/zib2olPpOMtL23qY7K+6pvdkuxCejFR3IxwvwMZf8O7prZ5W/JKzZ6Ht/phVKmdcPHymCCO+x8puwrJfsyYMYPnXPI1DigOI8e2Tbp/MYRAtQ3AUc9Gjj2x4X3T+GO77+iOTrSUyIvelrwpPXS2HVEZfPTt+nl0bgBxyAno7ADi0BMQtalJZJ1rR7ftAKmQF1+MzpYQlSG0l0HnBwAQh52BqB43rT489PBDfOtb32HHjh0AqLZes3uPYb92FY7scnBwcHBwcHD4J+Goo47iZS97Cbffljwh/t/LLuU9l1w65XrXXfejPdyzxw4dkSNehuHPfS+egIZz5qOt6keObSOYdTi5B3/auG6XCWxX7Z3sAUMHYCaYstyPN7BqwmfBvGMpn/BGZHWYsadeQft1L0fUJ8+nerTQmImX/8Dd1I5/KuNnXkTH519uPovICr8AtVFUZzdyaABV6mDsovdT+NKV5H7/i0nbri06jWDu0bTdnFhetfCoHPsacn//2qQWt8q5L0LNWUDpvW82bwjfrivNRDw6rinFXn3hyYBuJLuydmIpPZCZaanTVFsvojqy0+V2Bp3JIMJGZVdw0BGMv/qtFC9/F2Nvex+ld712WqpBLcxEXKjG9iLVkPYk3qoH0TNmNhCAAKrUgRwdbngv7F5K+ahXUvztuxA7I+Qs0aBz+aTN7hnI7VtRvTPR7R3oTRAsPAXVPofsA+Y60lIaJd5k+xQFSwsPtWAh469/J+2b1uOtWTl1f4Bg4UlU9396QnbNPsxkAHVmzYRfemhArehCbN79ZOx0ENvUUgUD6vNPRFQG8bfft1f6NBV0tmTGzstBWJ32esrzoeDBhhoUzL1E7G4lbIrA1d7ktex0NgctyEWdIrvS94zmZfQk1r3InhguWT4p2RUptUJLdtVPfyrl576Czv/3rAalV3zNFtoYe/NltN34Sy5+/rMZHX+Ir/zgdww88g9UODVZqIUk7FwAgD+YWHTD3pmgFF7/9inX3xnC3pkgPbytm+L3VLaEapuBN7oFEVQeVbtRG3JsO6rYi6yOIMv9U/elbQa6owNkiBgso7NteMPrQfqEpdmIoApC7vRhkPQkvb29PP3pZ/OOi9/Oxe94J0EQoNtmACDKA49qnx4NHNnl4ODg4ODg4PBPwic/cSUf+vDlHHLIIVx55RW88Y1v4pRTT9nb3do9kJYk8TMNGSlidMRY3LTG23EXujR3wqraVieM1DO7AtXdS+30p5C77ltTqiQqR7wUb8dDtP3lqonbz3UB0PbbdzH6tE8Sdi3C3/bY8pdaIpsDKZBbNiLGqujZqcqVGTOB05kC4ex5jFz+Jdrf/ipU3yzzfteMSZsNZh7K+GnGSpcmu1RxJtUVz8Bf/xfkJBYcXWpH51JVtlIKPSCxJaVtjC1yZnS2HTm2DVXsQ2eL01MlyEyynceCTBbqjeRa9anPQs3oo37UCYYomjGTytPOI/eTa6FaNnbSpmbqC09h7PT/wd9yF6VfNWZG6faO+LV//13Ujz9tgrUzXLwfskldEnYvJZh7tBmTSQjHGJ4PiAYliu6agbd2lSW7OlGlOYyd/j8AiNEtCZkjp6gM6dvPpBdXkExvYypoL4vOFtHSR6iAYNbh+Jv+RtB5OHpMGJurkOjDesGfejK9p9BK2VU5/MV4AyunJLu0n9mt4frThc5E/W1DTJPsqh99EuroAw0RO1yHAkYBuLvJrvQ5PVWWlO+3tjan1Y6TWZ+FF5PqaajiTMpPeAMISbhk/0k3rWNllyHG1Mw5IAXBfgc2qLsiZRdtRYLDj6O3fzO5Yjuf+vy3WPXwQ5NmWJkiHb2I8e2mL2Pm/ugNbDI5hkDo5RD1Ot7G9ZP2czoI6xp8D29D0o4q9KAKIbI8gCzveFTtqlwHqhgix7agigpRHcbbSdZWWKyjy1XwAuTWIVS+Czm8BXJ51LBElgdQhW68/g07Je7XrFnLwMAgb3rjhczs62Pjpk2otuhv2J5V4aYxOV3r4ODg4ODg4OCwW1Gt1fjJT37KBz/4If785z9z+Yc/9JhtEPsMIluHVbu0feoDeBvXmQmPl0WENWjPor1EtRL0HcToU69EdRqrli51TGh2Z6gfeTyV816M7uiaekHpTz55s+olObrZ9KPQ03q5x4hokiYq44jtQ+jeZH/DufNQJ85G+XmzL1Kg5swj3O9As25H56Tt1hef1vqDmLiaQqGRLzQqlCLySU7yM3otG1UdOldCjprJVDSZ3ylaHJPaCacz8r5dDJrPZBqyggCkVVwEBx8BQLh4OZVnvoDxZ7yd4c9+n+DokyY0Uz3gv8yyXUsmfKaL7UY1ojX+PXdAGJpMOkBuM/utFi2b2Dc7nrpjBuOvf2eDamsCrL0rnTGkumfgrV8NWqPbOxPiCtD5LnTWEMR6WsouGWewTdmPhj5l4m2FfUsJjtkfb+h+8Mz1rqW0pCXg776pZRR0Pq1lI1LDT8ZAZ0tof/J9DBctY/gLP0AVS+h8gcFvXk9w4GGPur/xdoHy819FMBVZE6kgp7CeNmPsTZcQnG77N2KqJMb7/Wj66WdQ3b0TP0hfj1Pl9HmN167Kd1E54qWNiq1J77dey3tS0HcQ4ZyF4OUIl62g/LxXTuijse2acVOz55mffbMBCPc/uHFZq+xS3b1oTyJzObSXo1avMyXh4udQ+S6jlkzZLbV9IEEmC1KiM5nHTtuI+L/Ue/bB0S6cH5M0nPyc4m9Ay3WVrcSZb0PNmmWu98Cq5qa4rtKo14zF2bPnkWrrs83vKf32RDiyy8HBwcHBwcHhn4Q7/3EnBx10EADf/e73uO+++zj44IN3stY+Br+QfGlNI/oCayecQikIQ/A8dB0Ia+j2fMMENOxaTNB3IKrbPPHV7ZMTOpMhWkfN3Elg8xRVr7T0jNKnOoxQAWpPkV1WgSLK41Cpo3PJ5Fwtno9e0oHu7osn+qqnLw5DVx3dk7arirOTbaQ/aFZptUK+0GhdalonzvBJj52YaEPS2VJcpWu6kzQt/dj+GkHNXYiatyi1jKT6n89AT5Lxo/08OptHW8JOe1lUoQfRb/J4wv0PMe1294DwqB3yFFTPbILlBzW2gyCcsRwR1hDhROuQLpbw1q+m/aJX4v/jNmObjMbNEkjBwUe22EczTsHCZdROOD2eoLfcF88zB9ASUVoIdNcMxPatiPExVKm9QRGj850xcYI3BTnk2/Op2Ef5hAuMEqsptHvyPlklWL6L8nmvQB/Zh15kFZhCWNLDN68zu29qqbpaX4Oqq4fKs85vOM9ju1rKxqhzpbhoQst2emehs1l0W8mQ7DJL9YyzJyxXPvIVVA5/0bT7HRx1ItWzzqN++uTFCnS22PBz+rDXwLCpgjlZlcGwa8mE66oZtSc9jdH3fHxi39LE9xTKLu013gNGn3oVlUOfjyql/jZMtr70GgqZRFDFWdCehUChek2hhvoxTaR0JgtSIOr1FNll1K9BM9llycDoc2NzbSKBWmKSz+zfrpgolrLlfuwaxITNReOq/byppAqE7fNMQY9dbt42Pp2Kj0LYf4C2hKpMzgcRGvJqKmJ9KujCjOn3ZTfhUR2dpz7lMVYacXBwcHBwcHD4N8TbLno7996b2OO+8tWv8eQnP3Uv9mjXUd3/LMbOeP+E93Vse7MTzDA06hfpgTbKLt1VjCfeQEKodJmn92mr2HQRWR/VzNlTLyi9yUkf4SG0QmDyRPaUsisKVqZSRmjR8LQ9mriquQsga8ZQzegjXLrCfN7ZNWmzqn02omYzxmRapeVPfK8JOt+G9ny0nycszUnGKK6uGU280lk8fkObWnhoP48c22remK4ioYWyS+cLRjFhJ2nhsgMov+R1hIv3a9nE+KnvIOxZHKvTqgeew9iTP4KwtkZtx1J3zTAkT9FM1NS8hXEb1UOeTOWY56L9PN7Wuyeo1sAqu8bG8DatN3PTwATUD5/zTVRpFnLLJuqHHU04f1HjitF4ZuxEeSr7oPSgZtrVvo9u7zSKlMEdyJEh83s0Xlqj893onLlmplR22WNV2/9sgpkHof0C5KZHdkXXs8p3Qd1MgFVcqU0YMtvLmFmlL6gc8jzq808g7FhA2LmoZZNxv6YgHPQkZFdw6NFUzn1Rg6opUXb5cbs602aqik7WfkRYeB5aZgm7FqFmLJ6wXH3RaQSzDp9yP+I2gcqzX2r6ueKQyReMSK5dUO54621elFIwUjMKwMJEskt7WUbP+jTB/BOn7mupo7UybDo2xGg5q6YMu5ei2u39N6089Fuvr4VseS9WpdnoUgb5QFLApPkBSETSyvWrUX2zTV5c7yxk/3bC5Qc2kOIx2RU9TMnmUlzXFOeeSBNi5rXQgbluwJDRkSLbf4xFEVopu6SPsCoq7RfAy5nzuTD5A4+J7UZtNhYc2WlnmscnIj8FoBWgp9WWyhcIreKuNu94NCKxMe6Lyq5cysv/vve9N359+2237t4eOTg4ODg4ODg8TlGvT8yHufe++1i2dCmHHXbohH/7InS2iM63UGDFpIj9cqxCUCG60GHUAkEVuoqN1iI7CY+sKrrUgdpFa06s7OqbmuzSwksIuVZ9t0+yZXnHLiu7VEcXtZOetPO+RjbG8riZK7WofBbOnh8rVML9DkR1dCK3bp5U9aYBVZqDjPJn0iRUlKOWUh9ESoGGPnkeY096PyPP+mqSvRbbF6PMrjSJJhsVRrl2dN5Dd9lzYLqKFS8zceIUkRCRuikiQCdRIul8l81Cs/a8tj6jPGxSXKjuGWYCVzTWpHDOgvizsTd/nPJLLzYWxa33xmqmhu2U2hHp8PkwQHUtRBX7UO0zyf75t8gd26g+5Rx0Lo+KbLXRdRFlsk2ixjHj4SGqJhhf5/JoO0kXA/2IkWEzFvb4yPHtqAZl1xSZXRHqZTP7E7Ixp20KRCSazncjxgyhGi5cDIGK909Hdi9fUj38xYy/+p0MvfMHjDzjC5O2G/QdxNCLfknYkRyH9HkZERQT+hPZG9MVK6PXUR5ZdP5NoXaL99/z0bmiIY+KjZmBKltCtc+OCcWdwvMIFyzGv/9uwvmLJj3WiY1x+souMdhv8rrGKlBTgGhNVsmMCYDfGZE2WeZW+p40VbXRlI2xgQxMkz9TKLt0CwJezZgPOQ+xfpD2d7wGf+UDqN6ZjQvZ+4K3dhWqsws1ay46k8G/5w5zzaSOYTz+lrjRmRzTU3ZFi4iE9KmX0X7OEKnZHGJ8zLb5WCuAprYRQfqIetkUycgUkH6Gz3343ay79y/cf9897L9/o0X2ore9lS9/+eqJ7Ub7ALtgY2y2PzYeQ6HC6bWVzaJzOXQmT+WYV1E59rVoW41xMpXunsC0ya4//P63/PHGG/jC5z9HR0c7p55yCu3t7SxcuGDnKzs4ODg4ODg4OEzAWWc9jfvvu4c//elGfvyj6xr+/ei6H+7t7rWG9JIMoDSiCUWkMAlDRBii23rMJC2sotsN2RVNarX00DkvztsKVhzC8Oe/T/2wY6bdnenbGBPrTLD8IOrHnNz4mc0oEeX+xG4xTZRf/TbG//vtk1Yfi/uatjFqQKa+9BcsGTJrjiFvSCx4mbv+iups/VRfF3rQXgZvaF2yLxFiS2KkeIHRsz9H7cBzU+u3ge8TzLJKFNmkBGhlY5R+Y9W1TBF9QDe1886yv0/fxtgcVB0pbuKfNsdtMtudlr5RkESqnly7mZRmGs9R3dVj9qmYAQRq5pw4cwsvBF/iDa1FVIdaVjbUpQ7EWFI5UgR1wtmGkBb1cahV8R66D9U3i7GLP8TwZ66xC0YEYGHq/cCSkjWblZMrxISPHNiBsMquqD05vt0ouyLiZBrWIlEvE1dQnKaNMSKMdKELESu7FsB4ANr0WUdqHl+ipUd45AHow1vkQaVQPfSFtt0UsZy6fsIl+6NaEbyWpGpQdjUF1OtsCbV/F+F+8yeuH7dj99/zYoJG5xuziFTPfvb9rin3JYYlhP27/wbCBKa3wqPJ7DLXoUQMjyOUNsrCVsquiKz2JpJJ1f3Pii2ZKldC5yYWBNkVG2N0b1CdKT6gYf1J7oeTZHapOUZtqWs5vHWPILZtQc1oJLsiZaS3bjUAwUGGaPNWPmA+t39LVFtvbG8FUO1z0V07+RuRdHDiO/Uy9ORRPTPNAxxZMOrlTHanltHpbErluwg7F9n7gAcqgPo4OtPGM5/xdE494SiOO/0pnHjSKaxbt47bbv0Lc+ZMY392hexKk3vNyi4j7WJWbzc/+943+dF1PzD9LrWj8wVUoQ3VliZfG9evHvDM1AOUf16NxGkfmRNPOoWnPPVMvnj11WitOf/8F/KbX1+P1pqvfOVLvOlNb+Q//uOMPdlXBwcHBwcHB4fHFS695BI+fPlHmDd/IYuXLGv4t2Rpa9vWdPH61/0327dt4YADDgCgq6uLq6/+AqtWPsQ9d9/J2976lkfXsLWstXofSGwwYWjUL8VeBApUHZ212T7WJhYcfwzq3GXgZ5Ajw6ge++S3ReXB4MDDW4Y+K6v82Zmyy+Sr2C/e//VCyi98deNnluyS4/27rOyKVCI7q3CXBNSXQYuGyWA00VYzZyUV8zyJGB/DW/WgqZooJdrPMPym7zDy4ivN8iWz33LYKLsaFBPRazvJCHuWE3YtIuxK2cty+YYJro7Ip+ag+nQAvPAaFWS5dpPXlDUV+6Y9iZeZCQRhNA4x2WWVGpOTXZ610lmVYEQk5BpVL6p7hlG1FU3Fw6gAABiLEjogd893zXkq/QnB07qtaCqLRghCwpKdiHsSoUKjevA8guUpkiPav8jGmJ9kbGTGkJ+W7NJ5S3YpjRgesGRXB8Gy5abP5R0moD4iLKbK7LIQqmadWTJR0E2CYObB1OefEJNoKt+dTHy1RowHxlLneYk12QbU74x409KnPq8FoZ0iV6pnP5vyq982cd2sHceUaiomNWJlVzt6eRfqyMWT9yG6Zj0PFavXGs+x0JJdKtcxpeUyhr33eRvXIocGWma4AQ3VGKcN6SHW9uP98g4ARKXSWjkWXZctqh2Wj7+AymHno/08wZzDCLsWTlgmJre1njqPykvy9sLOBXjR/Wc6yi4hJ5AvGlCdM0ErtOwyq+/YOpHsimyM6x4x2z7oCNOdmOzqpD73GIbP/RaqZx4ocyXrbIlgTkotPZW6qJWN0VbN1F3d5jqVWYTWqO4ZqDlTkKo7hSGYVFuvUZQKad7TIaI+jvZyLF26lDvuup9NmzYzMDBAuVzm2OOOZ9OmTVO3m/o5PUJuoo3RqKHN+yccfzzXX3s12/sH4jVU32zCOfONxTpdRCV++OXjjW6h+PtLyD70S/vZPmhjbGtrY3x8nNtuu52RkVFe/ZrXcvwJJyGE4LOf/RxDQ0M87cwz92RfHRwcHBwcHBweV5g5cyZf//o3UErt1naPP/44Tj/9dMbGxuP3rrzi4wghOPqY4zj76c/grLPO4mUvfcmuNy5sxbjmL6xxZpcNqA8Doz4ozgBlA7/zdjLq59BCEJx4tPldSOSGNUlTI4MTNjv6rssZfe8n4981xg4xXWWX7iqi29rMdvc7ENU3KyantPAQOqXsats1sktUzUSIFkqLhj7k28zkq1qJVTHJZzZEfGZfrOwC8NY+ghg2kwvd0cX46y6m/uQTqD3/mVT/4+moktlvOWyVXSkSSmXzqNPmEnZ1AVBfdKppxyrXomyoBjtTU/XFKKA+Dk3G9jtNdmVL4El0NoOojRF2LaF8zKt3ShAYZVcz2ZXKxYE4k62ZiBg/5WLq8080lRgh3oeI/NG5FJGgdJzZRcGPJ3RhpCTJ+HhDj5Bd9WtEaK3GzdUmSx2IsdHkjTBoVL0pbQjTJkVNRB5GJA2TEaJe1kwQrXpK50xVTjkyhFAKMTJMsN+BlN/4ZnR3Djm+A5WqxqhKbTtVa+mIUBPeTqsx1pafRfWQ54FMAuq175sTAA1jdUuIJMooMhKdognl2LaWbYczEtK6gZyNyKLNhjiZkH9GmlhOkV3Ficou8h56Vsfk5GJ0jUkvUfIVGsck7DHEIkK0VEFN6Ft07IM6/l9vpn7cqRNJU5lJrKG7quyqKuRgv+lSuTyJjbHxPpyGqJscqPr8EyFfAs9DNffBHgNRq02jGqNAC4HqXIgcNORTrPJTetL1tfRaZPWZ80vUy6i8Iabl9i3o3pmNOVz2HPe2bEDU6wQHHYEYG0Nu3Wg+b++ktp/JwdSlDuTgjhRxH7JLNkZIiK8or8pWTCUMoWytjNlpWIgnbd/+UMa+HNmRhQoQQZkrLnsbb3nDazj7P0+jf/1DvOMdF1MstrF92xYWLGh02L3jHRfz4AP3sfLhB/nwe9+N73vx2HW2t/PZz36GVSsf4v777uE9//PuuEriySedxE9+fB1POvVEbv/e11j/h18ho79NqeN0+mmn8soL38Evfnuj2e/mcWpFIHoelHeQWX8LbbdcYc7BxxzqP31MW0N2wx9+TxgG3HPvvXR0tPOEJ5zOHXf8Ha01t956G7feetue7KeDg4ODg4ODw+MON930Z0466UR+97vf77Y2e3t7+ehHPsILXng+f/zjDfF7Z575VA4/4igGBgYYGBjgwx++nHe/+5185atf26X2Y5LLz0E9IdNi0iKl7BJKodq6EaqKGBtLbEJ+nmD5cvSM7nhdb/0aggPsk/fmiVCLflSe/yqqZ52HqJTxNm8gnDkX7XmIMGzZ7/CJy9Abcqi/zY8nx+HCpfgP3G0mQ3FmVz8q14kWEqGnSUJWbZjwVHlMAIU2RGU80grENkaNgFzWEGA9PQ0KMW/dKsTQoFmuows1dyHigQHozBEccTze1vuRlaFUQL1nVBILlqC7utHzS+h58+GvECw01s1IuRaTI815XA0/IztKY3B9g40xWzKl6TM+uj5OfckT0ZkCuTu/hailCKIUdJRV00ya5hrtfpGNkSbSorbkidQXnoKo95uxjKoxWvJHZ9oQQUD29z8nOOgIwnkLk32qBSY3LarS5vkg7FlmK47hZUDZkHs/g85mGzK7RBBAFMAtpSG/ggCkRNRqptKfn0lldk0dUK/9HEgQNXvO5QuG0Cmba0yODEVbBk8gxrejs0UTHA+EZx9FVTyX/He/2rJ904jJ1tLSp3rIs8gVvoss90+yrG/syva6UPkuhKwRXY1irApd2pCcVtmlfUFm9EFqeoURg1QGWjbdYINOn0f2HMtf82VURxeVF7+u4ZrWwkN1GCVjA9HTrOzKd0DOQysIDjyUzB1/mdiHVEB9FKreTACGXYvwBtcQdi0yVsbqMFMiIv2CgOwtN1B70tMIl+yP/8iDyXazKfvlLlRjNGMjjGUWoFJteS7pJjVnGiKsoTMF6kueYHLKAFWaiRxYnSyUIuyaK642bMee+yrfgcp3kR1YTX3hKfF9QtSrSSXXCR3xJzwsUaXZtspi2dwH2/oISweiMzl0RxdiyJ5L0T2rPI7cuolw3kIyt9xoMrSURrV3EfQaRZ1uK+GtWoXqm2u3qydwXNrLNdowAZUpGqWVn0NoTViaDdInLM6Px1WEo8hB0KIbnc8T7mJNEzm0zqrFBBphVKEyk6imVQgq4E2XXM6WbTs4cPkSXvaq1yArgxSLE4/7GU86g3/8406OOPJo5s2bx1e++lVe+5JBPvWZzwPwpSsu4+F77+TIo46hUCjwrW9+neGREa688ioA9ttvOa9/1Yt47pvfxYYt61FRAH+KwPrw5R9BFWexfL+l9jN7P22xbDzQ0kOO70gNbvjYbJ+7iGmTXccedzzt7e0ccsjBnHLyyZxzzrN4vw2q/+Y3vs7d99zDvffey49//JM91lkHBwcHBwcHh8cT3vTmt/LjH1/H3/76N1avXk0QBA2ff/RjE0vDTwUhBJ/9zKd5//s/wLp16+L3DznkYLZs2cLmzZvj9/76t7+yfPlySqUSo6MTCYlsNks29cS6VLKTtCgI3MslEy8SlVKsblAKrQU634EIB5Ejg4SzFwN1M8FYvB/U6sib1iGXjhD4S4hyQZoVAbGtUSW0V5S5pfMF5LpHCGfPM+qboQG09Bl64c8o/uF/yaz7M9rz0F0FdDiDcPlBoDVCKcJFywzZJaV9cm/sYQhhArnLyZd0jUDYiX7ttKeg24rkfmlyS0TNWlx2QnbpfMFYGIEGG2OmYGyA43WjtkiFc8t1jyCHB83ud3SZsQk11EK05xHOWozIjsTKAC191NIVjP7vJ8hf/Q3znlWxqMIMRG0sUa5FhFKD9SjK/MlSW/xE8C2R5/kMvuh68n/7UsNypv128ACtEFRRNoydTAEmIbti5UlTfktsX4z63MLGGCvGgopR8wgRh2nHZFeuiNy+hcLXPs3opVea5e0kS1SrhuyK2vS9mOyKlF3ay8bnd6QuS2d26TBIyEopjdJDKaNOqVYM2dVWTJHAOVNVLUVQqBl9iMF+k21nlV26bvZOFwoxOWq2bcdRAJ6IJ5Cqw1iodHtby4yrtLrObMOo31TXHOqLn0Duvh9MWMfsk4fO5JPxyHeDl5q0jlYRShtCJJPYGL2xRwypIjKT25Wa8t9iRPeOMMDbuA7tSdTMOXib1gNQW/F0qoc9B9EWxsouLTPUl5yI8Mbi81j1WOubkAQHHbFzsitSB6aVlhgCJrPmBkN25VoXiGhAdN8KQ7z770QODxEcc1IT2ZW6R+yijREt43MysjGq3pnUjz+N7M+/j9A6uX6tojBcvB9iYAdieBiV60BWhwk7F8fKR1WaCSmyKyKoRLWyc2UXoKwl2hu0bUTXdb0+ZUD9BEVnYYYhu4IyWmuC2YdTnX8mZHOoGTORluyKreDVCnLbFsJ5C8neeD1Ca+TIEOG8A9CUzJ26rYjcsTWlOoZESmV+qs4FjJz1adsL+/cnyhJUlviWWUOC57LJ+kFo3ouC+uvVyceqBdp/9jq8/ocTp2R0/860QdZmdvl+ojSN+9caO3Zs56qrPgHAQw89xEeu+gzveOub+NRnv8CyxQs46pADeN6zz4OwxtDQEJ/+9Gd54xsvjMmuvr5e3nH+a1k52A+6hkxvS9hxQVsFtP0sUgGG4URlV1wMUiLLKdJbKMqXvg15xXayN+2+h3yTYZfSwUZGRrj55lsYHR3jggveCMDWLZv42Mev4KCDDuS4Y491ZJeDg4ODg4ODwzTxhje8npkzZ9LX10cm22Sb0q30TFPjore9lXvuuYdfXn99w/s93T309zeqLPr7B5BS0tfX25LseuOFF3DRRRMzc+Kwc78pIyi2itj9UCE6UzITGF0zqhjfQ8sA/JwhM+ohYmsZ/46/Uzv2dISvIChPyHGKspXk1iSjxNu0HjXLWvistSdW99in45XDziez7s+omXON5aa7RP3I4/A2rIUgIFy4FO1nULNmJpldVumiin1IS3ZpYOhFvyR39zUU7vgy9SOPQ5c6ErKrYmyauq2FrSgFXWiLq3gZZZclCDNt6IxEjAfodolu70AODSKGB/Hv/QfCqnp0R5chE0OMNS/bRnDKoTCnHX5tiVLpJ4HdlqQhUtRJHzm8nrBrscmvismeDJrATPWsjSbsO4jy0a8iv+ZzZhmrTKovsVUn09UYsyWEsDZQUUve96eYzMfZQo0TuMTGmGvYh7TqJlLHiPq4IYUApLSV0iyZkG0zSiuAiGCMtlWpISrlRrIr0g+qiTbGKDcsbWMUShtyym4brYx1V3rGptreYdRHUV7ajKWEXYtQ3fPiNkY+8DkK3/gs2T/9xmRuCYGoq3h/0+Rock0I8CRyfLtpt3MhWgD5TEMOV9i1CNXWh7/1nmRwvUxSFMGXk9oMzWY8Q85FmT+FLoQ3GI+TGKuidcbmpZlzxhtehb/tFsT4uSA6JhCZMdJj25Axl5BFcpMh69WcBTHZFcw8BDyNKvSgeuYQzppL+UUXoPp6EUEpCZrvtmTXeEC4YGnLLuh8GzrXYUi9FueizpbQmQLe9gdgv6e2rkDb3GY8+Q8QSiE3rp1gr47P3erIrtsYdVrZVUPNWcDouz6K6puFf+df8dY9kroPm76MvfkyMrfcQO6H3wch8HY8RDD7cHSkoGzva9qOHYvp2BgB1WnIVjlkbOiRRVPUqo05f2nYIglpaM/mOYY1UIbsYrwOoojqnQWrbCZXvgChAnzkxrXIBYvx7/qraXZkiHDWUsTGOkKXUV4vYvvWRKEWHV6tAUFYnIUWHu0/ex0q34PKtSMrW8zfi1GFHNkCaFRxFt7oRsI584zNUGvEjiG8sa2oji50oYi3ZcPkY9UCMiooErFd9mGLLpWg6KMLbajZcxFDlcZxmwQrV65q+P3+B1eycN5shJAcvGIZPd2dbN+8rmGZbdu2x69Hx8Z44OFHoK8TtJhYMTEeO5Woe2NyOpzYv+i1lA0PjfDsey0qU+8JPKoo/EsuvTR+vWnTJu644w7uuOOO3dUnBwcHBwcHB4d/Czz3Oc/mOc957m6Jgzj99NM45ZST+a9nnTvhs1bEmbBfRoOgte3vyqs+wWc++7n491KpxN13/SOVCTMJ2ZVJnvbqXBegQIeIkWEzychIQ0ZlMojQfMFXpZlQDY1aLChPyD0KZ1uyqz+ZnMttCfElLNkV22ZEY5UwNX8R0bf1+rGnkPn9DejuWYSLljH++ndSO+2ZeF//h2l3cA2iOkp9wUn42+8369ug6mDhyXDHl03/0n2sRmTXTpRdhbaUsot4QqAzbZDxYLwMHQLd3oUY7Kf9Xa9N9rFaNZXGPA/q2lh98iV0rgshqjFZl646Gamj4tB36SPHthB2LzFVHKPcI+mDDEABlijUfkQ6WeIsVwQNIrCTr7T9LNcOEdlFiuzKJGqsCWMRK1CabYzN1RgtYZdSREX5SaJeRmc6iWyMOltMFBvZfGx/i8c8VnbVwZJdGmEKAUSCj1jZlRAyqsso4URsJcSGsycqERGqxMYYEVSFYrx/us0UXwh7Ftj2PXSxhOqZT33uMWYSKbHHVpu+pcjR7J9/i27voPzCN4BvbIzRtsmaUOsozwqgesCzCGesoPi7d5vtZSXBcYcnk1ZfQkuDsIUtRCHQhlTMFM05HzmWxsqgzHUQFVQg46O7uxH1MUS5NkG9E6NVEQVIyJEwNIq38jjh3AVk/nazebvvQLyxjQR0Ec5bwdjbP4iabXPX/HycnaSsElTsqExauEL1LECVZqNLvaCjY51M8kObhef1rwStUdMgu2ILtyVZxeCAUWMCqtRhCFlLdsmxbY+uGmPdnA+iWiNYsCI+18KFSw3ZFd+ffVSxhOrpRff0ogvGMu7teJD63KPja0gVm8muyIZYm3AfTiNWUuaKpjhDRML5GXOfD8MpAuq9+B6tPQ/d3WvIcwlohRzdQTDrcKgpQKBtERKzvTw6O4PyiW+m8IMryEWKNkAMDxL2rkDct5rwKYeDkHirH0qIed8QSwJLVOc6QCujsOpegqgMICsbEYUARhUiHEGMDCOCKt7IWigF5u+eNsfWG9mA0DPQYQde/yNTHb2pkeaVpGfuBdHfstz06Brfb1xOSInvewgpEUKwcvU6jj3pdMgIY6VvygmtViqtyaomsZZuoewyx1o0Xe+WxJM0WqWjSy26J+9hPCqy66c//Vn8+vAjjtptnXFwcHBwcHBw+HdCrVbnrrvu3i1tvfHCCzn88MN58IH74vdKxSK/+PlP2bRpU2JDtJjRYybw27a1VnfUajVqtdqE92O74gRlVxRom3wB1tkuRH0EchoxPGi+xGcN2aUzWWMFAVRxFuyokPn57QRnHDJhkqVm22pX6S/oKQJPDtgv09GX7zhc3XyzDucuQNRCazXThKPL0H2zYaEkXLI82orZDVUnu/r31JeeQf6OryDQxs4HeJFKxvMbQ3Ztv3ZuY2xLvuTrJLNLZYuQkYihYfScLnRnV4NlDjAZOr4hF2StjFI+OteOzhYRerTBxhiNg7b2Mp3NxRlZcmyr2WahJyGUhB9bVSKVThyinbUKkGwRqkBUlaw5oF7aYyOSJ/YxYdYKkbqnieyKc90i5YnN7GpUdlmyKyjHk248L34fMMouZcipZrKLqlF2kS8YpYYU6OhwRsquFNkVHH4scmgAuWVj0r5VdsXlvsLAnF++D5agSiu7VKHL/Oyy5Is9NpWjXgyddfyt95r2tDAWspwhu+SAUUWIaoXcz75H+fwLjI2x3G/JvgJSjBMIMVH9Jr2YcNTHz6I+cybcZ69pX5rA+skgTZVFrZUhu6IA8SCk8K0vUGk7B3S7uQ4iG6MA1Tcnfq0nUXa1qhgazDwE4VsiJwyNW3PjOtRcS1i39aLaepHVTYgwoH7Y0QhvHG/lw4THLIZAGfLXL6A6DbHIjgpq3iy0EDEhEvchb6t2+nlQST6dbisy9s6P4N250nRvdBOyOmSJ+53A3rdEYM4hOTxAMH8RlTOeS+VV/41/3x1kv/ZD89n41rgq43SgpYdO2Ripmm1k/nYLwf4HEy5YYpez177MoOYvNmPX1YNKkV1AUjmz1Nu4nYhkqdemzOyK79F+1ljuooB13zdEShg2VHlt3Bc/vu5HL/sk4eJltF3y8fh+KEe2EPYdaMiVkESZClBoQ+sMqjgTUSkn1zYghodQC2eR8f9BsLgH/xc34z30oDmXayq5V2g1sXBAdB+KSB5fokudsUU9RlgDlWKAHoUCuwEi8jGmyaWkEqbOpa/RyZVdy5Y1KhgPPnAFa9ZvQinNAw+vZsHc2cycNZvNGRP8L0Za5c+JqTZhoFWiaI2Pr8YEDjYxY9G+hSnluDTvi38S2fXPSwdzcHBwcHBwcHBowGc/9zkueMPrd0tbr37Nazj5lNN4whPPiP8BvOzlr+Dspz+Tvr4+Zs+aFS9/1NFHsXbtWiqVymRNtoZoreyKq/X5iY1RFXoQoZ3Ajgxbsssz6qFM1tpRDHEmALGmYlQtTfYXZZVdpJ9epyZSYtDaJNLV8eJ+ZVDzFsFQDbFhAP8ff0dl56OH/WQ7QiQqHSCz6jeotl7CmYcASRXDxL7hJROnVL/0TqoxUmhD2Ape6cwu3dZp5hlDA4AwapAmolEEgVHR+D4ENaPsKs4wYeW6nkw2ZUp1FlWcy+djUiEiu3ShJ1FLST/Jn4pIzJjsshUrbcZPouxqJrusukKkcuemUHbF66ePlRCJGq25GmMLZRf1caMkFALteahI8RXWbd5UVGHTKq2ieWm1bmyMuTzKzxmrbazsMuOuoyqEQP3ok/D/enMjYRJqs54KMCxPiFBmgi8ipV+hmFI82gyyjl67DzlAovJRNcVZIEEjTeZXpOwqp4pABHXTIU9AUKZ0/ZvJPfgz/IG7TB+yabKraCytlnDUXXmzTHSe+yKu/NYKsb3PzxtSTXjmmNUCcr/4vgnU1tqQI1EFPq1Rs20YuNdYsbMBXtrG6KERjD7lY5RPuMCOrTmH5IY1MYkT9h4AgAjHIaygu3tAabI/uc6sUw3RpRkMPf866stOgLpCDNcgk0V3TkwPj6o0aj+TUvGZ6q7hgiWEcxcj6mVEdRhRGZqmjTHT0H8xNIDu7Gb8xe8h7FyImj3PEFxaI8d37BLZZVR1Oi4KEgX0Z27/M97aVSg7TjHR39lBuHCpfd2NzveA1nj9D9nlBGhQxd4J2xGhMtfOZDZESO61fqaR7PJ8W5wknNwGKSRaSoIFiwkXLzN9lF5M9MiRRLWrlUDnCoy99X0mKzGXB+23rI4pRkdNBdPqFnM99itGnvo5dK4DMV636iOIbIzxNhrIpuihTRKwDqRsfVa1FldpZEp74bSQ2rw5Lilll0wR6lNsp7Ozi7e8+U10dHSwYsUK3nbBa/jOdb8AIbn/4VXcdNsdfPrKj7Bk/jzyuTwHHXQQp5122hR9Sm8rTe6p5L3ob6Aw49pYfTe1U4UUYRep6yqp+9oexKNSdjk4ODg4ODg4ODx2HLBiBWedfRaveMXLWb9+/QRL4ZOf8tRpt7V1a2uF1ubNW+jv7+f7P/gB7//A+3jrWy+io6ODt190EV//xjd3vdORcmBSZVekZOlD+0VksBlNyVST09oou7ycsRyFjVaKsGuRUQU0KQpUb6pqnkUcpByq5Cl1lNmVUgupjnmE8xbBcB3v1/fibXiQ4OAj0aMgqzV0zk7UU5v0tj+AUCFh9xK8HQ8aIgIScsBvsjFGpFVXN7XTnkLmxutbPiDXhTbkUGTpEOiIYOowk3HZvx0l9kMXS4hmVV1oq/9JCVqaymNtM2BMgA4SG6P04rGJiaNsNiYYxNg2Q0oUehD5erxOPLmLSEwvWteSJZmI7LJKhzTZlWuPyS4tk3N4KmVXkpOUmlBnc/EkS+fzhlSMQvRbZXYFZZvTFK1jCAk5uokwMxsq9vyyKgIxVkUXjI1RVCvGnliwCp/ogIWNyi41bxFq1hwyX49CrC2UtR2qmumzUuYYeV587HSxCGP2WETHuq2EynWYY2NJRhFUCQs9VtkFlK3FMt8WV2Mk2ssgAJkxyqeBVRT+8gnG57zZ2rJSCphMES19dK6Izkpoz0CtGpNd2peTKm/MxlLqyKBs+ub7sYpRqMBO9CU6IrvQqFnz7HpyUhujloa4EVoZi5m1zgazDwXCeBvemlXUT3oS2vOoHXIi+sA2UCDqFVRbD3LHVrzVa5A/XY1e0oHuzAMa8h5ivAJjdUCg+mYhI0I86kNU3TOTabxfzF1glH6lGcjRLWbKXhk01Rh3hoigsDZGOTSIau9At2XjjD2dLZnKqbXRXbQx+lADUbMB9YNG+enfeTvhomXUTnuyWU74aE9QffVzkSMmR0p1dqMKPcjqMGJsu7kPS4EIa6jijInbCQPzbyplV0TwywxCBXHlWu35tpKgalS/pmHbrZ/4pNR7PgiNCEO8sc3E+tBQorM5wqX7I7dtMvcj1aTijKCy6LyHrG1H6JCwbSE6EOiqQPRXoS1FWMWh6035YXH12Ujpav/OpMmf0Ngro7Z0y7v9NBG3m1J26WS7aGUrxDYSdM248qqr6O3t5Y6/3Y5Siu/84Kd87HPfsPcUzUte9zbe+44L+c2XP0+xUGDD+vV85CMfa2hDixRBNYFYizIN0/f39P1DTFR22etYdSY2VEN2JQ8g9jQc2eXg4ODg4ODgsJdw4x//yI1//OM/ZVtvf/vFfPQjH+Gvt99KEARce+13+cQnPrnL7cRlw/184wfR5Nh+AQ5mHW7sSOEYmpIlpDRkTJU3sjkIGi0gqthnJtFNk/B4Ep+ePPk+cvNGCtd+2QSDQzJ5TxExQe8ywvmLYW0VgUS1z0dURyFXQq5dR7h8mZmseElfBBo5sgHVMR9VMrYzUR9PFCDNNka73dpJT0L/5zPouPfviO1bJo5dewfikYi8SMgAXewy7+zYmhAEzdW9wjDOCtNISxwWoFwDoRqVXdHkzWYY6VwuntCLsI6sDJrqZ/khO24ZRETGNNkYY3VWlN0VEUtpsitTMmShAjyVer+R7FI9fYj+baaFiJhsyP5KnVPZXBwML4eHGjO7somCy4TL2z4V7PIjGwkzi2G8MbNLjNagF2MBs8oubfcrnqc1BdSrOcZC6618oGFfUBFhYFRcxrplFBkRsUVbEV1OhWNrBRmJ6lyEyA6bMRCGtFIzD7QNG2UXeVuNsdyogBD1oCFPzOy3PWbpipXWxlh7+jmoZ+0Xrd0QUI+cXNmVvoZEParImUkqompjCcbzEqWW1okKU06h7JK+JcuUUZ/ZogLa8xGEsTLKW/Mw2vdRcxdSe+XzjRLq/pyx0gqJGBwyVTOHa+hQoXMFBOOQ96EmYCwAkUHN6IOHmvoQKQe9DLF0RghzrwBUsYvMmLH8ycogqjBRHRZB+3nG/uNDZLf92LwRZXYNm6IgIoexVHbNQhW6EbURY0fMTp/s0r4PSiPCGkKF+DfeQts1lyMqZeS6R1DdM1Cd3VSe+3zobkdnM6bAQRiaqo0dfYjygLm3jW9HeYuMQq40E1WcGSs+8b1GS66FyneZbUfKsuj6zWTMNRORIFbZtdPMLoziLN4/L2PuY0GAHDX3TqMe9CCXM+RvWwld6IBAo7PtE+mfGpDzQFRBK3QoEIC8bhXMaYMFxZj8ARBaJYrFuG9R1lSk7JImdjL6dWgArbLET0e0noqD2il0A7mkzYMLdMPfwMs/9hG03x3fpMbGxuntS1Tal3/ko/Hrd73LZPSFxVlG0WbbHx4c4MJ3fYALPvZxZP/2uLolwJ9vuokVBxwEXUtS+2L707RvQiu+/cNfcM1XPw+zoqqnIvmX3q8odqC7By0EtSf/l80XZN/O7HJwcHBwcHBwcHjsuOaaa/do++kvxGNj47z2v1/32BuN87CyLd+P1A3BzCOQwxuh05Is46M21DsEL28sPyohmOTIJlT7HLTITLS/RJX50iSY5yMHtpO59Y9GuZXadjoHSi1YZqw5/RWrYPLxRjYQ5FYg124kXG5sNNET57g/w5bsardB1YNrYnJAe15DX2IllbUWtcruChfvRzh7HvnvXG2WsZldGlDtXUbpMjwQRYdNUHaJMDDEkOcDAn/r/dTnHG24MekhdIvMrog8yuUSQkLVkaObCXuW4uXvt+OWRZa3o+lK1GvNyq7IIhepeJoD6n1plCe6ArUxE7ifIrt0vsDIx75C/hufIfe7n7fM7GpQb+XySRXE7VuaPmuP91X7fjwh03kzjnJ0i+lvRDpEE6vxuh3bMM7siqvS2cltbGOMbJxRhb2gqXqY0mhpLaSIWA2jU8ULdFsJ+hNblLFXZkz/MzVzrKRADq6GWQfF4xFVimwoaBAhCGMVHUD5ha9G7WetYPk0IWjOQZW6B0R2XRHW0JkmdWIzUqosEdg++JlkAqtCI/ZI2xgxKkIxOoLuap80swvpG3JWK5srFtlpAURsP/VWm9ys+gmnm3Nfh+i2UqwiEv398fkqqmVLHo0bZdfgdlPZslJNlKEpxGH+6b4jUJH1r9gR2+m8/oeoH/5iq2KaWEUu7FlG0HcgtI/Y8UoC6sE8IBD9FXRXG3rGHOT4dkRtbNeUXVHwu6pDWEPIDHJ40PRvo6myFxx+HPWTT0F1zEYObEOUx/FWPkBwyJGonjmIilGVyvHt5nysjaMKHQyf91Xy279G7mfXmHEOQ1NNN0Xoj5/6TuTwBtr+cpV5o8HGGKYyuzLm+IVBok5qQly0oZQKnvezgIYwQI5utuP+MKFejCqU0NksutiOauuGujJ98wtGdRihXDP31O4uqJQRUTEFQAc2VwqIbYzWatlQJENI4rwpjbnPqagVTPZktttcP8lKkxy0aSAWdgmj+Auz5m+r9BBBYO4/6Uqsu9y+CeQXKkB5O7HNNiuz0nbPWMhmrk0tZOr+Ye2hIqU/i4RzWpvMuAVLKL/oNbA5yz8zs2taZNf9990z7ey1Aw86+LH0x8HBwcHBwcHh3wqzZ8/mgANWUCxO/CL6s5/9fC/0aCeIFVytbYyGJBCEvQfgDa5EzbSB3EHd5FX5bbYaY2RjNOv52+6h1j7HkCBN9peYaElNnsykzE6wop9NAfUAasECM6keqMZP8cX4NoRahveXe8je+jNG3v/V5Em+hRxeT33Raaj2uYiwhhzbioqsTJ5PY35YU8h6YeIktnrG2cj+7fh33BINWDy5p60EWiHHhhO1W7ONMTAWOe0ZG6MY2443sh7RPwizck3VGKOcKEsoZTPJeyoks+rXlI97A0LvsGOZNVXuil3m2JAiezL29yjoPLI5pogMlS3F80hv6CEy2/7C6GVfpLr46WTv/R5Ca9SsuehMhvqpTyb3u58n4ehpq1ukTNLakF02r0vu2Eq4dEUyvpGFyctYu1FkY+wwVq3qCPi5VGaXVUdZpRe1AFEZt1ZBW7ghOv6xjTEi/aIKexPJLqQAVTWTxCinSMoU2VVMxkkIQ1RkcqhsO1521CqcqsjxHclkUgG1MrqtaIijJmUX9SAWlaj2TqpnnpNkP6UJwUwRgipyx2BqZYHQVcTgVlT3MtROMrvitSJll59NqrgpW71Teoa41prI6uStWYmasWBqG6MKEGi0zCR2VynMuMdVNMeRmzdSfdp55rzWIaqzK65+Kvv7Y9JdlEdQuRkIwB+8C+/he6lzCmJgEN2C7IrHys/EDi2AYIXJ6dNt7bHayd90B/qoVxL2HoC/9a4JTcXjY1WCcebYsMngQ0jkhq2o5csIe2bjr1+LqA0bsjbTloTOTwXPN+OtAoSqN6j7RL+pzBnsd0BMWMjVm2n/yKtQXd2MHvIpVFcP3pq1Zvnx7SAUojZM4U9XMP6Ud1M587/J3HqDzewKTHXR9H20OLMx4y06x71sotKD2MY4ZWZXZPtu70KEytzTMlmEMFlhcmgtQgX4m/5GLXgSuttUjNSlErqtGwK7rVwpIWLBkF0a1MzZcRVTUR1F50rxOrHC0rRg+5PuZyThEhBicssCkvtD/IAmYtgfm7JrwnajMfM8Qywrm9+1q0H4DfZIS5JK37yeLPurKadLREH+6fejsZNeQobG7BYp5VwyXqqrF9VuLOa6aKpZTrif7iFMi+x6+Steuaf74eDg4ODg4ODwb4eXveylvP9972XTps2MjY01fKa13qfJrgkB9dHE1vPAy6KpI0e2oHxTTY0wRIyPobwZpspbLmdCvi3k2Fbk6BZCsbQpCwTIZm1gcjpYy0PYjLNISRFba1JETDhvHnLTBlQ4D4SHlh5ShYixbej8DLw1fzILNim7vOENVIszCTsXGoVHWE0RIF4jISenJrvCvtnUT/kPcj/6Tqrku7F9aOkbuxEgxofNBAsQrWyMUeA8AhHUkSMb8LavpT73mAYbY6w081M2RksuCVUnu+p3VI58BcGSo0EY5YAY3QjFgyAiMSMVW0RyWYVXZF/VIspHk0ZRFE2Ccnko5gBFeNQhqNnz8DatJ7T2tmD5gYQz5xBPQ9IKMUt2yZFhyOVRvcYmIzdvIDjoiGS5nFXQeblGsqvQiaiNIofWoLOFhBSr2gnxmDITsfEqolIxqq5ov6K5mlXuxGRCFDoepIL3wRI9IlaCobVRXXl+HOzdEFAvjC1La4Vu70HrfrTMIIMhRG00mUxrbfLE7L5PCHIOwpjsChdH9kSbl2ZJYS1N6LpQQUNofUP1SK0TcrEVROoatGSOIVzSmV1NAfUW3tpV1I9+wuSZYGmFlCV8zGthztkwGWt/9UPU+2Yj/74WdZgJv5eDA4QzQQwOxQpBUR5Oqo/mfMTQDvBADg7FIfdp6Iw9v1MEntw6iOqeYUiBjB8ru2T/SkR1lGDOkS3Jrvj8i86lMKXssue3t/JuwieuMAqrB+9AjpmMRVWchTf4SOtxSvdXetbGaJRd6ZB/MTqMqNcJlx1g+qI14pHNyIHtULfnZ3sxrtgqRzeDVYJ6I+tAWqVuoc3c26yyq+HhQq4DlVZqRvdoG1Av0OacipRhoZqc7LLXhGrvQAzuQM/os9eZyb2T5X46rn02YedCCDSqx1wLutiO6ugx9lQs6T2WZFWKSggo9Ky5iPFRNCUyG/6C6phHUFgOIrJNNhFWaRKv6aGHIX1T5E2K1E3a2g2ZXb5n/x5EymkPUa+Zv3tSmocguxSEb8/JqBKpChpJqan6ElkSWxF50X1e2L+Byu6/aCK7RDJeumcGut2q+Eo5qNV3Dz84DUyL7Lrpppv3dD8cHBwcHBwcHP7t8KY3Xsir/t+r901SaxIkX8ablV0RCeabz1QdWd5mwtHB5HeNjSKy2qjC/Awi1Mm0ozqCN7SWUB7YGEQvBDqTMdaoNKnk+4maKYzyYibaGPW82fj33YxinvlyLoyqRI5tRRdnQrUKiAnfiuXwehCCYM7ReIOrjAUtJkCaLGBN5Fwz2VU5/zWI4UFyv/h+eiDthjx0oQBoGBuG0E4DWgTUx9YrLYwCKVJ6SRGTXcbq2JjZRTabKIxUgAjK+OU7qR5xHtKqu7yxTdQhyeyKCAyr7DI/w5SyKwrBLxkLY2RvyRfMMdcKLSSqpw9v03rU7HlGbaE1lRe/jsy3f2jaSal/IquiGB40lRLnLzb5Mju2NRAzMYnl54krrAFk86gVM6geeS4iGCOYYdRgsTqqCvL6tchHNkPW2BhV3qpxIvIyUnbJlI1RQeWoV5L/+1djwkDYgPrExpgQBLpB2RW1J0CHCB2i22dAdb1RdoXjiNpIyiYEolpFd9vg8ObMriBER2TXImNfjKtEZrO2omW0T745nkojNozCnIgcNBuKLJwtkSJz4wqcE2yMwiwXK7sMvHWrQWPynFohCkEHcx7Z/gptlF7x9Qzkv/NFsj/7HuOnXoY+1ObnDZhzVg4MxkSFLA9bSxqIXNaoJDvA+/ud1J7zdOqHH0vmH7eZPZcyuWb9DDo6ptuGjfJEZsCXsZ1OoPG3/J1g1uEtdye+L1iyK7YxBnWo1mA8wF9zNzVxLrqrDzm+PSbSVGl6ZBeen5AWYQ3t5Qjb51I78Fzyt34K0b+dcMESxOgo8vqVyFWmfTE2YtRTxUJMcOXu/j9qg09DtxeBEFEbQntzzLXrR5lbCVGqhYfOFo0rzS8YNVWsQMrE9x6hrI1XKXN+TKLsi+8d7Z14W9abTLVM1uRiRaq++jiyPACBQnXZCqZtJXRnF2KbtRo3h9TXFEJrwtnzEDuGTWGU4fW0/flyRp/2fhALoiNmfkTFMFJk14Sw+eg6iMlo1UTm0GjfS28hl48rs04O24euonkZk8A2l1GpiYTbLkEAKr5vNWdrtehKspzSkyyi4+MvVEizIqwBSqO7e9GRsquUQ4wOP4r9eHSYop5oawghuOCCN3DDH37PPXffGb9/6qmncs6znrVbO+fg4ODg4ODg8HhGR0cHv/vd7/d2N3YNEZHUpOaIFTrSAz+HHNliKodFX4RVaJ62ZwTay6MzWXRK2SUqQ8jB1WgvD1Ki2vrMxCMiQMbHGpUGXgsbozdRLaRm9CA3rU/6Lr2Y7FLFmWYyIoQhbNK7M2zWUaWZVtlVSwgQz29QnzVn0zSTXcHhx5L71XVNEx+7vUwO8nmoBch62dptBKLWqOwSYWirKwqjKooC66N9jcZZpoi4TGRFzDSQXQDh6SvQnUW0XzIEy7gNqPaiYgDNNkZbMe/sI1FH9MbqOZ1tB18kirW8tagGAQiJnmFUGWr2PLyN62j75PupH3YMwcmnmvVTCiJV6gEvhxgaQOfyhAuW4K1fYzKsPI/KOS9CdXTFk1ztZdFpZZeXQZey6N6ZeIOrUcU5aOEl464zpiqb8G2bEtraGw4HsbIrqryZQZXmUj342ajOhXFftbaTRmtjFHFmV2Ij1W2lZMIvsARRSFjqiasxiqBsbJcpJYQYHjIKI2iR2aXiibdavB9ysN9Miquh2Ugun9gahQe+jxiuIu7aQZTZFW2n+uaXp9Rh9m1pqxOmCOPYZuelyC4dZXYZQk2k1C6iPIaZEMuWleri7CsdxFY+AOrDdiwTskvu2Ib/yINo8jGhKqPiD/1DRsEW1hGVUdtHgc7nEKND5td7HsS//y6qT38eWniMn3wRI+d8OZUx6CfqsO0jtn8+OiMJD9ovVhTK0S3oQteEfTEf2uOds/th70fBjP0RlRAxVsfbfA+EGp33EOXtiMoAIqyjSnNaNlk7/jRDAkXwPHOdqrpRd3kZgvknUl1xNjpbNCouKRDDI4iaQkT7pDViqB81tycuZCBroyBU3K4sbzfXUr4Q2xgJVaIQzSWkUpRhGNsY/ZRKT4f2IYYNuJ8is0sDutSOGDQ5YtrLIoRuIDpFxZBduqPLbrsTnS8gd2xu6FfYtZjKES+BmjIke7GEGDPHP6pIaTIQzTUbk8OxGjn14KaZCIpIpwkEUYqdboVslnDugskJ3+ZmWiEiDSftw1TtRkqriDSL1JJTkV1N78d2T0jvp9AqefAUhsQZZ7T4qTSqvR3VYwhLPAm1xqrTexK7THa9+93v4ulnn8WVV5rylhG2b9/O2972lt3aOQcHBwcHBweHxzN++cvrOfvss/Z2N3YNUWaXl296P7Jj+Gg/h9e/MpkYg7UxjiJ8YRQ52Wwcxg4gasN4Q2vRMovO5Bk+95tUjn2tJXisOqfBxugnk+LmzK5ool4vQy6LGLdkh/RsXlCIHF5P2LUIHQR20t74RV9WBsjf9W2zqf6VENYTAsTzGvvSXHUsXTlQCLTvI0ZHk/ciKQBGOaQzOQhCE1AcaNP/+kRlFxHZpbUJrPe8FMEX9SUJNI4nWrlMTE7FyqThLYiRMvy9bCbQRMqwKHvNTgBjZZe1iC2YgT6oB73ckDE6WzITGFudL1J2iUoVUa7HE3Y1ez5y8wYyd/8NuXUTqtdO5FMKovqKp6Da5yJHhsCSXXL96pjwqZxzPtVzX5xMvv2cJVTsWGayhuzwM6Drpj+ZAnLrZsTIMDrijYSMCTBlJ9LRMRRgyISoGmOpFy2tlTMikQARZ3bZSXQYGlutEAnJ2FZMkcDCEkQKXepEtfcZRVBYMcquVCaQ2JpU8oyyh2I02Rgzt/0JMbADMWQqFOpsLqluKKVR2oSWmCJFdqHQCILlBzU0P/TCnzL2lI81WIGjXCSj+klldkXHz8/QMOkP6uZ3KSZeG9FYq8CcizagXoQ1U9lSyESxaaERKF2I3/fv+AvyV2uRI+M246tmKqwCwjPHQJRHDQHr5fDWPYIulqgtP5Pa0jMIu+cnZK2fTe4bOyLCLIOQiurT/ovqk58Zj4FurkAb7090nbWhupZQ7zMKsPLJFxF682Gwit+/0hCSeQ853m+qBI5uRpVa5IkB5Ve+idqJTzR9FHYclTbKw7CKltmYeNLZEtLmdolhsw/p4ye3bkIvn0PwhKOTDUT77HmIyg5jPS+0WctcYBQ7caGLzng11W7syLFFNa3Si6yPYWjI+RZkl47IlqwE6RmyFkOaIVRcWRcw50R5JLkH+Vl0toi38b54vwHqC0+hcsjzDWlVMfdNObiFwu2fJ7P+L2bdWiWlNLO23yhnsqEaY5oeEbEl2ZyXOlE2pZVd0IIk8xp/tkADTRaqFgvoJLMr6s+jhVbTWD21QFQdstV2tU4pYQOM9rGJ5MKubonFtOVa1Jss4XsQu1yN8fnPex5PfNKT2LJlK5/73Gfi91etWsW8efN2a+ccHBwcHBwcHB7PePf/vIff/+43vPSlL2H1I6sJwsZJ3oUXvnHvdGwqRF9ym5VdMQnmmQnmjpXQnvpSGwTIbVvQxxVRmRw6m0OMpr5OV0cQlWHQoDpmwzjUlj+N3CPG+ifKY+iunqQ9z0+q7dlxi5UIEbEjqighY7JECw8hfYQO8DfdQeXIl6F6D4B6OEHZBZD/+9fI3vt9RG0Mdfj5SU5OquJe/HsEpRuq4sU5W+kMruhpO5hJZsaHIESObYG6gkJmQjVGgsAQf4Jk0itlMhGKCo1JL1GdRWRXg7IrsXxm/vpH9Fqf8KicsRClEVcjjLK77H5E1p95xtYU9s2D9gzoGnJkyKhDMlmo16GmUT2W7Jo1F//O200TNhyeURoml2H3PHPsRoZRS1eg+mbhrXukoUx97QlPhd+OG5tclNkVTbC8jBkH3zfKFQ1kCsiBbXRc8BKGnmetk9KP7YFxRbj04Vf1eP9V57z4WOlcUj0OW01TRLZHreOxjfOgiiUQO+JxE/UaOmNsjJUDX4nQCjm20WZ2Re2C3LY13szEzC5lCT2fcNZcsj/7Lm2//i2j538RjhIm2N8vJctnbAaWshP0VDYYQiCqTdlwQNB3oKnYFyFWdiXWYaFCUOZ8I+PHYyQ3bzTHXmt7bDygaXJrCWfTn1RIuw4MAdGcj5YpIBDmPBAgx4YR2yvm2vGyhqytWbJLVtC0GZIwrJj7lC3uoNrnGTuyn1Lb+L4RjGkQ/fY8qynIBehSByo6P4PqRII/OmT22lKlXrTw0Z0L0Jv+iirNRty8zQS+l/sN6Z7zEGVrwxzdgirNbtkm2XySFxdd4xpDEoYBeBlUwRBlOtseh9RHZFe6gETbFZdS//gpkJt4z9Kej6z2W1VklyWvrI0xVqwl533YPgc/fR75WUMsg7Hoer4hGVXYmugREj0jj56RRzCGGBqw7dh9bfobKIc2E/oHm9tecSZCheRv/zZjxx4Yk96qMAOEMKTceAUkyPExcvf9IGmoXov5Xp3PQa5u1ZDN/UvdCMPQZmnZaye6Z+vEfp/Yd9PkkCUom9ubCjr+L/WetUz6PtBsF9wZxOS/tWhHT1yIScP3dYqAi67jaLkJyi5D4oVL9k/Wr+/Dyq5cLsvY2MSKEXPmzGZ8fBqVJBwcHBwcHBwcHAB47/9ehhCChx58iG3btjHQ39/wb19ErIiYEFAf2RtzaOHhjWyKs2vATI4zN/8BXcyhFi8wWTkhccC3qA4jx7eb3J5Cj91GJslxGh9rVAqkbYzRdmKVk/mKK6ibL90VO6EXMlaVeDsetKHTR5scJL/1RELWRo1FK6zH+UDa9xvCt7Un8VavJHvjr/C2bGiwMUbERwN5Jb1kXuNnLCERGrtkoMwYW3JMIxh80fWo0ryUsgsztp6XjEk0yRQJERcpu3Q2UXbFihw/g7/5Tkq/fqeZiDfNCmIVWyZHHEackWYSN1ZHd+VB+tTOey7qpDmgQ5O1lS8YIrNusor0jD5UsYTq6ERuNtZQUR5P1G/pfLWOmUbZpry4imda2SWHBk0O2BJrpfKbAup935JdVmmkNNpvs2NhfoqgauyDVtml2zuIg7UtRFiPA/11ri0upJC2c+lI2RWdYxFBAOY4RRUlUxXLxNgIQoeEvYtQbR3I0c0ms6vJxijTyq4WmV3GqlcAIZCjI3iD26GmzLHJ5SClQDOB71Z1Z22McvNG5L3rAJHkwAEqTealbYw2syvOYwLQkSJS2rHSFD/8TkqXvMFkVcGkyq7YxqgCQw5l2oyq0arkRLOyy9pWxYjN+ilb9ZKXNaRkUENUjAURP4jHTUQEVRCg/Qw634m34yGESNrXniWCtUaEkP/uVxEPbgWp0O0dSaGAoJIUb2hGdE+0OUc604bOdRqLZaCQ40NGMTg6AjnPVN8kUnZNJLuMIi+VKya9uG2h6nGxjGjdBmXXyFhDnwDk2ChULHGDFdxERLiUiNCso0szrHrP2hAjlWe+0/Z3C6pjXmOmouclaqyI4ArDyW2M0kMf3IM+eiYgEIO2IqyfBaknEJ1ycGPyt8bPmb8TOzYhqiOxsku3mb8XqtCdqHibFJFCqbj4hy7kjLIMENWhxv6J5H4SE2/WpicabH1NNsYJDwuy4OUaqmZOQJp0Sr+MHuIonVTFTFc4TKE5Lr81IpJOGVJwMonXhP7opt9T7UVK2JicnITcU8pcE7ayLlr/U8muXVZ2/epXv+ait72V91xyafxeb28vH/rQB/n5z3+xO/vm4ODg4ODg4PC4xplPO5MnP/mpPPjgg3u7K9NHxIo0W3oiFYCftSqXWpONMcBbsxLRP4g6eAkiOwIK5OAadGkWstwPNo9K5ZLJuip2m8022RjjIGXbNpBMwqIcKM/kRsXqFenHNsY4dHru0cZC4k9uN4FGAsRUYxRJZLDn421eT9sXPsbopVc2ZnZZsot0Bpfw4vBf7WXQmSwiCE1+U9lYs+I+28lS2L0MMTRmx0gbq1haYeb5hoCQfjJO0YRWiFhtFufr+FYZF0/omiYpMbGXQ3gShMCrbEGxH2LbKHpxB7pQQs2abQPqFWJ4EPJtZru1KmI8i+rptVXiwFv9sNnU+Biqx6pSYjtZAVXqMsolbZV51Qre+jWE8xeZLt/1V4KDjyQo9SKrmw3Zka6e5ptgce0Lk/+jE5JL5aPzaAdaerFiykzCdGPlwLAWKxd1toAIAkRtrIHsEtqoGYz9U8Q5R2adrCHTMhkQng2zF4asmTHH5Jr50lbV840qKRKGKEPqiGrFEL2tMrt8kQT2l8dNO6EhOnWugBYpZZefMZNnBSDQnsmD83/7V+pLnpKq8AmqYz5gSA0yBXTeM0qkdDXGSMmmkswufEMWeWtWIsdGUXVrY/RMtdEJU2tpikQISz7rTBGCMuisub80qXsiEk6MDqE78oiKJWf8LFpaZde4JcJ8qzwbHzNB7n7OKqE8VL4LUelHVLYC+8Xjoz1tyEnpkf/Rd6jsd74JW8/lIQe60GaJswwa0ZBPFu8PGOJVmXNOFWcm50rV9E0MD6D7iojQXtvZCvWnH4/6pY9Mkzz2mMTnpPSIlTYqsOq0fEKUZUsmswtLdnk0WvPAED2RejVNQvm+US4BqtRubI1haILR7XIqZwhhr/9hVFtfY0EOL0MUfI8y44yyxRpkC3JQeFDKWAKJ2MZIxjfXU9hIdnn968z+2yw5oULEyCCiNorKmvNCtdkA+3w3YmwcSiDGRxvaETowpLXAkHj2fifCmq3e2o4q9DTcB0UQonNY5VJKjZu2MSZLN/ymPd8sM1lF0okDEzdtFGW+IadUaO5Xk1Baav4iUBpv49qm5tJ2wlS/mz+bpP/x+daKGNMRAYf5Gz+VsguQw4PQnlJl78vKrovefjH7r9if+++7ByEEt9z8Z/5+x1/xpNdAgDk4ODg4ODg4OEyNgf5+Nm7cuLe7sWuISa3maoyRuiZLlClFeuISKgTgPbQWNbvHkEAK/K1303Hts41yIigbIiefTNbDWbai3vhYo0okClIGW6VMJyqnOC/FEBFEAeXCA+HHuVXejocJO+Yb62ALG2MDUta2hGBKbS+arJbHTVaTRaScEakMLt2s7PKNjRFAjA0YRYhdPq6OKLKNNsag3lh50TeKNWSqGmAmNdGKyJHIaudnDGEWRlldjbubrsqo/TwIjahsMRPSbYb8CBbth+ruQUTB4SNDRs0UKbsqGtU7k3D/g5Ejw3GhAFEeR+ctWSrMNC7sXAClDKIcxGqs7I2/QtRreOtWk/3DL8l/+wuI4WFo85HlHYmNMeJU/UycZ4UnrbLLbCfKN/KG1hsCqmLVSsV2c/5IkViPVIrYzBZMhlF1BJWu/mZ9n1oocyhVmEzUszmzj1YVJ4fXIXSAKA9DrYbOSIS0Vi/PN2SNqmOYEg3CR27eiKhWk+D/CKENfreVFEW1YqyUgZ2YZnPobEpZ6GcabIzCE6avqm5UhLmEtI4C+OXYFhMifnAP6vR5aF1HF33b18jGGJgxkF6ipIuux3rNquUiG2MTZMZcTyo0RFGmgKiPG0KiBdkV2ejkiLG8iVrV5qplDSkZ1hBlo9ARWXNhifKYuad42Zg80PluZHkQWbXW0ois8zxzDskM2i+g/Q6jnorGpXeWuTcBZCZWsIzDuqUlojNtptKrRaQe8vq3ILzUfWBGDr2wi+oR5zW2FxGQUWaWJZvNhVIDVUN1zEsq42ZLiB3bzDojVgk4gezS6Ogel7Zxej7RBaQL7XEGl2iwMXYiq8PmmivMaFLY+olaVKs4S1Eolaga0/smJLoYbV8gBizZ5WcN6dZ0vssdq816maI5f8dGTPvV4UTZVbD5gQVLdsHErDsVJMUd0uSM1iYbrBpVCGyyMUZvNdkYkx2aRNkVFw6Z4u9Kg5LKkm+jw8TB8JEd1JO0JtgwhV5yrRSHLf2Hk3+UHpPo91jJ1rSC1ubYKnO/inPYGvYpUb5FRQji3+st8sn2EHaZ7BoZGeF5z3sBZ531dF7+ilfy/g98kCed8Z88+znPZXR0dOcNODg4ODg4ODg4APChD1/OZZdeQmdn584X3lcQZ3M1fcGOJld+xsydVK1x0hpNkkeHoJA3oe1KNIRRCzAV7XIJ2aV6jKqHynijokA2ZvuIMEgmh5HFQtqwahtarGVkY4wm7DVLVLXO7GrY7bBmqrQhGsOZwRBN0US/bPOoIsTKrrSN0U+UXX7GKIDs+nKk35ABETkWjbPMGotaFG4f1s3ELZ4Q+1YFkFJ2+cmkUhfsmEbKLs8zdrOo3xOUXZHNCbSfR9THEJ6dpOyogNKE+x8MbUWiKnliaCDJ7KpW0BXQ+QL1I47De+Du5OF/ecyom5LRJexchJ7dBpvH0QVDbmSvv858GtRpu/oK5PAgYngMCj6i3G+VEzKuYKk9P1F6ZTNmIhopu0qzEbUxRHXQjH+U41YsJpM6L7LmJMSmzhUQQQ1RG4ntdGHHfLQ2So9I9YZKZXZ5tgKkNH3ytt9P7q5vI+pVs++ZyDqWELQiGDM2KWUsQnLrxomVGCE+VyP1oKhYZVdgLUr5fEOQPrGN0RIanjTKnbBuCJCUsivsWGBeaGUm6QUfShkqb3gD6plLLbGRqsaIQHvSWLW0tVxBylYsJ5IuYHOdQnMuNmR21S3Z1ajuie4HYqjf7nMlVt9pmTVkxbi1o2XshL48boLc/bwhhj0fne9EVAaRNUt2Bcpcf57NHJM+YfcSCLSxu1qovlmJlbNVSH2kJJWJjVEVZyLCOt7QWkTF9M1feSPeyKp4NVnbhKgMUTn+1ahiqvJiE9ll7jORjTFEhHVD0qfGx3vkQQpf+zRyrX140jzuKmlvQiVZq+zSbUbZFSs+owzEfAeiOoQY7zeWwbSNMaq+iCFA44IIQdBwvx5/zUXUTnsKqrMbMvZeW6nEVWe1Z9VeTcdejmw350po1Z7ROVAbRedKaGEUewAq244Ys9ltTcouVIgYriUFGuLb3RSqpxTZpRvIn5TiKea9mu6fcfj91IrhZHmgWsPbviX+24DWECo8z+OzH/8A6++8kfvvu4f9TjrFVKW127j4VS/ny1++eorGLQEc93sSG2NDZ1IvmxfXythfVUhzlcgkqyzZdKQ6jKy2OtiHbYwRVq5axcpVq3a+oIODg4ODg4ODQ0uc/8IXcPjhh3P++S9keHiYoOlL4IEHHbyXejY5tPStIqL5abKdwGRyNkA9SOV5kEyIhvvRbXmogFYiJkpiBHVUtg1BHVEvN9gY00qBeFIVIQxa2BgNCUI1pabwcokSIQwMsRQoyOxkUmLtW1qmCJU4EN+L+yLK4+iePmqn/ieZm36XVJNstjHGAfUZM+GuR2TXdkO01CJllyWdVERM2EmvzUWKMsGM6qbZxhiNh0jIkVRmF0HqGDVVo4yVTUIY5U243djnAKohYqhGcPQJZsJlJ4FieAiiaoy1igmgx1Tiyt70u2T3x8fQhQKxJEv6BMuPQGRBPrIB728Pkf/NV/A2b5h4HEbG0W0Za3u1/Q5Usk++BJRRtVVAWyWOap+LHN2U2IIisqtUJJ6xShumrupomQrmD+qG7Mq1owozGHnG1cjiVkDbrDdL2qbPx6j9TIY40FkpQ05luqE+BvgxISCCsllOA8LDf/h+dNeMiftvFTpxll25bK6huiX8sjm0arIxpvvmCdMPS3aRzuzqtGSX8M15lLM2tkWGcNaRxQ3MNaTtmEXXXURc12tmTKVoPdmXPqg6QvimoEKmDTm2FXQ7IIzSLgWd7bD2NRtmXqtY8tlmdoU1pFV26bzNYhofM4SVl42JcJ0vGrKrvNWQczVzz9CeuadpmSHs2c+8nyJdVO8svA2r7Ri0UNFE16hVXRqyqw85tpX8rZ9B1I3KSI6NmHD0CKV2ZGUI7QtUrgs5ts3ubwsbY0yo1g3RB6A1styPzhQRWpP79Y+pHPYi89EEZZdI7nFpZZf04lu3biuhy2OxjTG+v+U6EdURZLkfletIilVE+95sY6yGxFY3IFy0jNopZ6D9DNlt9rodDwwxla6kK5iQ2SVqVWNHJQ91hRzYZt8fRZVmoQvdDaoiMTIC9E1QdgkVwFANipFfWEDBR3XNhU0BIs51TJNdKQJMppRdFqaVSayB0d+qFuq2pFNNyq5YOdao7PqvM57IqScez7FPfja17asY65vDX2/4HU8/9zmsnyywq6VVcWc2xkbSqtk6+eIXvYiXvuwlLF++nO0DQ3zl2u9y5Sc+2Wglb1J2CTRywGbUbd4ACw9F7MuZXYVCgde+9jUccfjhtLe3T/j8Weecu1s65uDg4ODg4ODweMcHP/Thvd2FXYeQZmLYZGOMJ7V+1jguVB2dDpq2qg85vJ04A0UFCfkSNR8GkGsDhpCjm9FzjOpNlMcNaSPsZNj3G/Nd0qXu477Yp861erKcnzV2KbCkhg+BNlahqXY7mmCmLWKeF2d2iRTZFex3AMF+B9AmJHKrVVrU08oumSgCfEN4iMjGOLTN9ikiJ+w4Kw2FXDLpjbKTYrIrsTEmVtOUAiMX2RiD+DMRBPHkUkuJXlBCHd6L99PVqQmkmTiL+nhii6wr2F4mXLYiVsqJWi1RtWVyhpAYqlH4xuepnPNC/H/cnuy/tTEKrOVKSMKDD4NaBe+R1Wi/E/+he1sfh/EatFllF5gsLKtqMtUYI2VXFjGu0L4lu0qzkSObzPkmfENghQrd1pYiHicqu8jmEfUasjqCynUQzDnKnIfZdrOeLwFhxjJN7kaqLN+omLTMmnEaHwVfImoVNKWYKMqsup6wsj9RWH72598j+4vvTxyAwGRhxbbUStlMU2sVwtJy6ktPRaxNkbu+j6iWU7l21iaorLLLnj+qrY9g1mF2TD1zDuYsKRsr33zS1Ri1xhZJiAoC2M+CwBSa8CQtbYzCN5USJVbZVTQ2RoxarBk6146ojSBrNvuqWrV5Zxljt00ru/Km+IDQGhFU0NkiBKG5X0mJrAzCcA1v4BEUM43KzLMZep5P2L0M2b8OhcnDEmOjqL7ZeMH99nhOVHY12xhjZdfYVjKb70h2e3zMFHCw9zDV3mnG1vca7ZHZ1DUdHbNI0amC+F7kb78f7eVixWF07Bp+RlAkuYRphazvm2B4MIR4LQmoj+3QuU6j7LJVJHVbioRNFwqJSd2wIeC++p/PMB/39qFmGjux/Md2MitvSoqYeBmQuuEBCVgVn6qDykEtRPab4g2iPg6ZYpzXFS8/OhKPdeP+h4ihKsyNFsSS9xrdOwuxfk3yfj0qfBJa+y80ZHalKzBOZmOM7ItT2RibFVTNZJfWCKVYOn8ed9x1N5u2bEdUy6hqlSP/69n2oZOYYP2cgObMrpZdabIxIjCxh2adRfPmcPbTz+Kiiy7mjpWbOPTEY/m/Kz7E2lUr+d7Nt03cp4hTBESk7Nq8wbwZ7DxSf3dhl8muj3/soxx22KFc+93vMTIysif65ODg4ODg4ODwuMaJJ57AzTffwk033by3u7LrkJ7NDco2vh/ZNnxrHwvrE5VXgBzabpe3WS9NldcI6uhMO4Ih5NgWwsIys3hEHni+DWf3GsmFIFF2xZNPT0NdIdJPrGWmYcJuKulpRGYnX4ut/U9nU5PddHaXSsiuZF9qKWVXioBIB9T7WaPAipRd/WbSpYrzgDsT0kWlLGfaBtQDOptUiESFprpd1K94n0RS/VCllBTpCoJSoLtz0JFFC+NsktVhtO4xCob6CCJjxzFQiO0V6LWZTEEV6jVEpYzOZtG5vCFYgMwfbyTz6x9TOemt5AeuNhU3y+OQy6MZN0dGeoTzFyI3bESObEUVWiiaIowHdpIa2TGFId+kMGSnJS11Ng/1aoOyK7PmRjuptiRlpYzumBFPLmPyMqwlAf0Z046ojqA75huyC9BewRKdnp3zqgbyNT5fMxmjvLIFAcTYMPRKhDZkV0TQZjbdTrU+Zrgl6RtCV7eYFCqb2WXJrmg7AnMeVw96BrnNvzSB+tmizWBKKbsENl/M5nxZhVj52NcggjKZDbcSdswzhF7eo2GC7MvEqqgCE9IvvTigPt5GROxKMamNUdYC07JfMEUErI1R60nIruowoj4Sn/sirNrMNlvZsTJiJv05GRMdYnw74YzlUK5bUjhAVAYh121titaq59kMPekT9izF2/ZQTHZ5qx9G9c5MbIwtMruIVJBSIIKa2R8vgxxc07CYKJt+qbkLUXMX2EqgJucqImXNNhK1Jtj7mTBFEIQdewB/018JZh0WZ1eZZSM1WFMVQCVi8jtuHxLVGEChCKO+Od9VysaYa0cOPBKrKVUxuT5NZc2Uskt65hyxAfdaCOrHnYqolFG9s0yV1WqIeGSY7K9+GZ8zOlJ2NdkYqVWNiq+eQYxX8NY/YsayNmaqXjbdK8TwoPk51mxjDGA49dAjdZqZbUckjcn6Y7xuCFsdkV1pZVcrsubRKLsaf4l/VQnp9bEPfYDnP/c55LJZBh46g49+5nNc+e1rWf+n33HYM89j7abNcUPveMfFvOylL8HzPK798fW840OfjtXiHR0dfPjD/8uTn3gK9Vqdb3/zm7z/Ax8kDENOPukk3n7x2/no177H5e98I7N7e1h4wpMb9nPNxk085znPM91r6+P2u+/nJ7/+DScdd2wj2dUqs8vmsnlbrFK3vg+TXWec8ST+4z+fwtq1a3e+sIODg4ODg4ODwwRc8fGP4fsZvvvd73LNtdeyevWana+0z0Aalc9k1Rg932bL1BsnLpGNcXBLsrwSCfliIcKaqaYXVBDlAVRbu1FyBEnWVFyJsLn9SLlgq3aRkYYISatLRGqbUX6VEujszmyMdgKfS1VaTJNdkbKrMt64XkRQTbAxmpdaWivbuCEtvG0rEWGd+uzjyPGLOCjeTMYzsbIrsjESWYo83yjWpB8TPki7/4AqtDWqdGxAfRTuj+dBW0SSSagpxNh2cnf9mdrMsxD1UXTGEJ1Cgd5WhgMllDVyfMhkVFUja2A7ct0GQvYn7F6KHF5PbckT8dfdRHbNjbbipDREVahNGHpnN966vyPHtxF0LZ78OJRDE4jfYcmBiOzK2eMRnQOWeCDTZnJ9ijORIxtNxUFLCIhqGV3I02hjxFbeTIgBWR+yNsYOgrkJ2YXWif1T0VrZlfFBh2gpTdj8SD+it4JQ4/FxMz9tv5VurYaKEGpAozu6iKtyglU4KWQ4js52ICuDhNlikqnUnJ+n6iYP356fwewjyd3zXWML615iRiTnIXaMGdI4GuuInFZWhSWltbLp2H5ozk0bUN/SxpixNkaBkh5kbWaXVXalEpHMvmXbEdVRMn/9k7FggiHTrbJL1MaQ9Rre0BqErMRklxzbRrDgJMRoaJaNyK5s1lyPvrJFDeqGTJYZdOdCMg/eQp1TEeNjyK2bCBfvl5BdrWyM0kPUx8k98EPquVMMCeNl8Tf+tXE526/ak59J9YlPw195P2CKY6RJtMiiqiO7oW8zu+yxDu314W/8K2HXElT7bMrHvZ7c37+a3Idb2Rh9aY5rOnPLS8hKnS8YwrfcqMxS+S686lCsptQpsssUxjD9Etqqa1MB92r2PHRbkewtN1A74XTC2fMRY/beJVKqML91ZpdRJZpiCv6PbyX3k2+a9+vj6GwR1TbD2nRr6EwB+fAq2j53K7KpOqHQAaJmM6ainCkp0AjUvIXgZwnbZiNyAVoYC7Sq9aC72s39NqyYc77Qhsq0maqUnQJ8n3DWHKPgrNdjekj1zkcX2xAdXdA28ZyRG9c1PuhJKbuEjopeKN7y1rexuVLjwAULeMkF70HkqhTbrJIveoAi4IwnncE//nEnRxx5NPPmzePLX/s6r33Jc/jkl74DaL74xc/z4PotHHbOCygGVb5zxeUMj4xw5ZVXAbB8+X684SXP47lvfRcbNm9EKY2cTAmmzcOFnq5O7r3nvsbPGoLqjRrRX/UA+e99He/ef1iyeh+2MdZqNQYHB/dAVxwcHBwcHBwc/j1wwoknc+yxx/CcZz+bX13/Sx56+GGu+b9r+eF11+3zyvnI0kZzNUZSBEtst0lndlkb48Am246H0CKxFEao1yEPIqgYy1GhHVHbEdsgY7WB5ycWGLCBypGqwRAMZI1FcaKlJ2j8mc6zmQTC2gZVJkXy2clgQ35YStmVDqoXDTZGP1EJ+Bm07yHtvnib1iG3byKYcZRRoUVkl9JW8aPs5CsiOWQyLipszFASwuTneArd3YOohLG7RHtePH5xuH8hyvoyZBc6MKRUZE/KeEk+1mgdMVqHbB+ifztCV2NVm+7oQozeiSwPEM48OA7ojhQoRuEizHbCEN3Wiy7mkNvWI8e3o9p6JxAeMSqGcNHFiOySUAsgbyae2kspJAKj7FKl2SAEcnQzqjTbKOuwKpC0YiPOnqon9tFMDspVRG2kMURc25GMCxuIxryhckqJGB0XFSLL42TW35BU7IxILmErrilaE0QRIq6powtRGW8co0CDrqBzJUR5ADrmmUIEoSEIQ22IMqO8CSA0ykAtM+hsETm+jTDXQXjYYnR7lxmzv6+ncNPHGX3PF0w1v+g81yFaGzWdtnlkST/qMRE4gXQBm9kVgjCW0iigXujQ7L+1JsZDnetA1IaR27eQu/6HZrjCmiH4ZBYRDpj7hqqj2zuQ/SbXSY5vQ+U70UobdZQUiMoAOps3tlsZpjK7NPh5c18aNnY9MTqC3L6F+rGnJNUZJ9z3ErWoqI8aZVe2HZ0txra/CJHaKJw1F6QgXLjEXlvCqMEiRDbGmLj1AJGoYy3p5G1/AFEbpb7wZILeA1BtM5DjO5IxjvoHVi0kkuqvETzPErLK3K8ie7glqzSgCz3Icr+5jrWOcxTN+om1NX2eRwH34VJTTTdz6x8N2XXI4TAcKf9SZJdnlF3NNkYqptqoDhRyvD8hVOtjaC+LauuLi1XoTAFZL5P9028mHKO4jzUVWx2RAt01g/IF7zHnrMhYS6cw56EOzTEwA5goaoVnCNuwau4fmaxRM0aFHWTGWnRtxcJ6dUJ32t/9OmRknYwPVKNN0jyIsDl+NlNLZ3NoYc5BuXUTcmAQhGDHju1cddUnAHjooYf4yKe+xDvf+Bo++aXvsGzJQo484gie/fqnoDrbGR4d5NOf/ixvfOOFMdnV19vLxa96Mys3bzD3hmaBVmNHWbFsCaefcDz/87/va/xoQh6YRtTr5K/7FirKIPwnVmPcZbLrG9/4Jq94xcu54oor90B3HBwcHBwcHBz+PXDbbbdz22238853vZunPvUpPPc5z+Gyyy7ht7/9Hddcey2/+c1vjYViX4MQiNoYKt/Z+H5cap0kUyr9lN5ONuTgFvtk3QclJ+SNiKBmFCH1cURlCJ0vQm2jeXqPJcnAVkBsDMCP7XvCTLh01oOAmNyIl40sh1HulfIaJ4AtoHM+WgpI2RjjTCzPSwL40zbGXCF5ip1WdkmPKJvdqJF8M1kHvE3rKb3lVYw+7ZOE3UuTgHpbLY6wZl6nybOoneaAejDE2FgF3dsLa1LqOEjUclG4fz7K9JHJOKXIRbJhPFERgPe3fxAumoUc3gxFW4EQUKUORFDH23YPQd/BeFvuMm3EZNe4nSRKqISEnQugzcfbug4xtg2dKaCzJUStyYoE6LqxBeoOSxb5AupWZeT5iSUNQzBqv0D1sBciqqN4Ox4knHlIEpzdeajZTnWkYVxEWENZpY32s6aKYtVWeQvryLGtBDOWGTVMFDCvaVBqRAo/7WcMiROp/8rj6NnzJlTc016Uj6XRfh7t5RDhxEkyIWaZjs6J1RoDhc63oXMdiYXO2ifRKjnnQpv7pIBsHl3oscdlAN0Voo6Yb+yxWiPGywlRmyK7hAoM4WfJVdFAdkUExiQ2Rmmsh1oIdCafEOiE8f6LJrJLDq9rGgdjNdW+Jcbigg0ZsHZBEQW++0WQPgJl7Z1W2ZVR5n4izTkT2Z9lZcQQhKPDyG1b0KV2sJdGy2qM0jdK1owPtSo6Z5Q3cry/YbHYxjhrrt0v25YMIG1jzCZqTfMzsjGafSz85RPk/vF1hA4RNZtNpTX1BSfh7XjQtpmyMQovUQTmchNtjH7GWPby+UQxG4bm3M4U0V4GUe43YeOVgYbMLi09s+9gyCHPMw8mbMB9uHR/5OaNyDUrzSIdnYgHrQJUpAoe+L4hiJoD6qs2sytQyPJA8n7dXF+qNBtRHY7t3i2vGUgebATKFgsx+X5yw1oKV1yGHBlCeV2QV4CECqbiY0fJjL2qQK2ON7gD5edRxVl4w+vBk4Sz5+Jt3YyoVVHZkrFh5wXks1Au429dN6E7cuO6RmJIpEKuomspUjGmrZRSWqLdkmH2IdDKVY80tH//Q4+wcN5shBAcvGI5PT099N97W8My27Ztj1+Pjo3xwCNrk78B6Twy+2uEmb09fPsj7+Vtl76X9Rs2gM1hS/YDJpJeIAd3kP3ur1EjE3Pf9xSmTuJsASEEF7zh9dx66y1865vf4Oqrv9Dwb2/i0ksvjV9fcsklXHbZZVx22WXx7wCXXXbZhNfp96azjfT6010n3bd0f5rbnU6brbafbq95W5P1YbL+RO1Gy7fazmT9bNVO9F7Uh8n60Xz8prudZjRvN/3+JZdc0tCf5u1O1aedofk8ms66Ozvm0znXJhuL6Z6fk7XTvP50rpFW29zV9aZ7LbbazmTbb9V+8/Fpdf5N1s+pPp/ss129vtN9anVdTdWP9LpTXcfNaHXPbG5vst+b29nV4/hozrfHivQ+7Mp9CSbfR2H/uKfvNdNFq2twV8+ZnSF9D57smE51n57u9fRo0dy36ba7K3+P0z8fzbm6J1Cv1/nJT37K+S96Mcccezy33nYb77j47dx99517u2uTQncJwqPmNpBIURl0pAlfNjbGFpld46Nm8j+JjRFLdol6BVEZNJPXWoo4i0Obm2yMQZAQM5G6IOObfJDm3JRmG6OWE2yMGii/4P+hemcBUL7gzeiDuqfI7LIkUJOyS+dycWB3MlZeg7ILz0PUkzyZSLmhc+2pgHpAmAwcFAlRFbXpm2qMWnpJUH9U2W64gprRnZAxkT0qJruM/UinbYzROEXH1Sq7ROqpfOb3tyPv6Sf7p9+S/cMvEvJFCkStir/tXsLeFTGZEgVpG5uZiLcT9i0DXyI3rTRV+QBdnElLZEqI8TK6zZJRkY3RjkGDQi+oEs48hNrSMyj89QvI2qi14Jj9VKJjwhiaD+ogs2bqmcmYsP2qCUf3ttxpXiurkrLqG61FI9lliT8yjcouMT4GhbbEqharEaOSeFA54qWMPfHS1vsfmoV0R1cD2dVx7bPxtq+EfBs6225UkZAEiGsbth2pRcK64ZZyOZQ9PrK8A/o60W1ZyEhDpoyOISJliidioji2MXpeo7oHOy+u1ww53CqgW1rrmwqTcyKoAJaQ8xtzsQwh2Uh8irCeUnbVbCB9I+Esxw3ZVTvgXBMYXx8xJslM1hyf0GapSQ+hkuuT+jhUysjREeS2zWZ3uyy577fK7LL77/nJWAGiMtCwWGSvVDMaz20hwiZll63GmCZCRaIcFEEFb9T0KyKEvQFDduhcl/kpUyY06RuyS2ujVGxSdpn7hYJ8ztoQQ3OcpUydG/12bPtRbV2p9X10XD3QrBPZZrWQhEtX4D/yIHLHtmSdbdF9QiYFMjxr0W62MdaqoENEudyolLMkn2qfbfPcbJvWbjoBauKDFzA2SX/1Q8jN6/HWrcXbuBZv/Vrzeu0avPVr8Dauw9uwDn/tKrzVD+OtWWU+X7MSb83DeBvs69UP461dbT7btMGut9a83/SvoTpvhOYA/HRgfUR2CWhgnuzY+00Pa6Qn8X0PIQRCwKpVq+g+8Ci6TjyD7sOOobdvVkO152ol1Z9JZbXQ3d3N97/1Ja7+/o/4/o9+zASnYzPJ1fTAznvoEcSuU1CPGru8pTAM+cxnPst3r/0uf//733ng/gca/jk4ODg4ODg4OEyNo48+OiZH09ixYwdf+MIXedIZ/8k555y3F3o2Peh57egDuhonaHH1KcyEVQWNqq3odcVUhtPSNwTBBBtj1dhZgjKiOgS+QIQ6Ic7Soc1N1RhJKbuEDoyNMRRMyECy24yClXUoJii7dKmd6tPOZexNl6KlRM2ZCwUf0jbGdPXHFsouncsbS1KzCksm6iO8jJnUphQNkdJI5zrjzC5RqyQ5KOnMrnRfVGiVXSkbowIxUkXP6Ikto7EaKVLpBAG61IGISK7oZ6TUiNrP+g0WFFUyRGDmL78l9+sfQzU10azV8Lbfj/ayBH0HmeYiZdf4mCWSrMJqzn4IFeDt2IIcNZluahKyS+c6zRjnoxDvKJcsIl6S6Y2oV0zYOpBZ/Qfb6SBRIZbtmEd5SdH7Yd2QUH7BTN5rZUTNHJPM5jvMhNqSXTqyMWrRmEVjiSjte8YiZhUvolI2Ve+yOTP+0Xnn+xgbo0aV5qCLs1ruv1HogG7vjLcBppiAHNiBnlE0ahtrHUVakkSpJPhahYaMVgKyOZPThVF2hcsXEU0RRXmA/J8/lagSfZmyrAUYW5XJBaPZfhYG0FcgOOSwiftgySGhgyRcPSa7tCkKkEIUUN/YftUQwV4mrkzq3W8UhOnMLoCwcxEiqJC/5zumvWzOXJORcjGlBgRjkROVslF2bbfka98sRFCNlV3a9wkOPNy8lr6xUPp+w7Uum22MUYVA2XTvl6FRM0qf4fO+Q33ekeb9mAg1NsYJ1zwJ2eVvu9vuWzHVbmp9qwDS2WxCsNr9wM+YczSTNSqvMDTLS69B9QdGrabbEhujXjKD6ptebipMRuOpwvh1uGCxIXeCOnKwHzE6CkNR1lQ6s8squ5rPI3tPyd73U3L3X5fsd92MpS7NNvdLq/QyhQcmQqQIrvTfJREq84AlkyVmeaJzIVIpR0STJZaSBxfJsloI88An/jtoj/G0A+pJiKGof6mqjOaPYpSDlZyskaJy2dKlDU0dvGI/1qzfhFKKBx5axfz585nZO8O2M0lfUuKypl8AQ3T94Aff49rv/4jPXvtD288mtqs5s6v5cx22VH3tKeyyjfEjH/3YnuiHg4ODg4ODg8O/Db733WsIw5CbbrqZG268kRtuuJGHH364YZkHHth3HyIKT5mKcNkiuj5OfdEpCVEgzZdxEdaSTC2VCq8GRKWCzvk27Lyp1Hys7CobdYon0SHJJEhKo26SApEmF3RKmSONpU/nslBXSch7tI14wm6DlQMFmUzDA21dMqqfcNFSo8SQArJew0Q8mjSm88O8Rx4i/+P/o37MyZAvoCvlhkqMZoMyJh60lwHfM/sdfRxWjXIl1x4HY4t6BS0sKaN1Q6aR2bBvSDyRIruiZUdq6BW9aL0lWRaSiWYYoHtnEk9MInWUChOVmGzK7MJaiMJ6TESklUaiXkWOGqJAdZuJWExsVFI2RkDNXAiqjhjYjqgMIlSAmoTs0bkOGBtF53MwjLUxKttehobJlVXZyHJ/bG8SKkgyu8araK2QQ5vsuFiSJ6yBl7PVDAWiWkaObESW+/HX3mTIu0glla542WBjtGPh+zGpIlSIKI+j84YkFmOjjYRGZGPMFtHNJHDUrgK0RnV2I7dvafgs88ffU3/jKeiZBUTFqgOFsJZD21+hzQQ5NGSXzhpll1AKUR1GLZmPGKyaypxhjcya2wmW7G/HJ1HemGIIWYL5R0N1JKnIF/WzXkMvaqd69jPJ/+7bjccwsjEqLybMRX0cEdsYrWrPjqvOdsRkY9x+WEdlSyagXplrIfvn3xIccmSchyZCYz/Vqg1RHiCz9kazcjaHqFYNqeP5iYU0ars2hhgZRgzsQAzuQIQh5Ve/DaXnou8y13/9qJMYv+BddLzxxVYZFlhlV0L4ipTtDkAEdUMsN1umRYj2C+h8F6rQQ3DAuUgGEwVmRJiEk5Nd3ta7YcUzGh9ARPdBabML0YT7HUC47ADzudJm/33fEBdCooslc4ztOassERoru2rD6NzC5Fi25yEbmvulDkxfo+qfnmeUsNa+KTdvgKpAc4jtvJdUHY2tmk3nkdaIWg1v+yrkeGK7i+ybKtdBpjaCiq6jaSi7hFKxLdVkrWl0oQgV3aREtGSWFIYYbq7GKKInO+bepvOzEuv1FHa+hvbTaFZ0qdTvIrV4mj+yZFdnVydvefOb+OLVX2LOnDm87XUv5zvX/QKA+x98mJtvvoXPfPAy3nrV59i8tsLygw6it7eXG2+8sak75jxp5qm6Ozv4wTc+x7XXXMunv/Z/MH9hTPg37tJO9luFEx8+7UHsMtkFUCgUWLZsKe3tE/2WN998y2PulIODg4ODg4PD4xn7LV/BUUcdycknn8zTzjyTS97zPwwMDHDjH//IjTfcyA033sjWrdt23tDegq3OpkvdBF1LGD/1nXhRRpCwEwQVxJP/5gkM42NQ6DUqleZJcmBDf4OyIVF8q04KE1WSaCJrgpkHU19wKnKDrcAlra0wlzFESLP1SAUN6xMoENrYh6yKRReT77nhkv3BhpHrTCqgOs7sSmUZ1arkr/0KwYpD0fkCIpNpzOsC82U/DkX3jGKm3jiRFdUhY2PUyhA0EaETV2NsJLtMSHhkY0yFpitDdiEltEWZXJGNMRqH0Ng1oz5lUplddvKnpWdVak1k1/iOJMs4nSFVr5vgaK3j6nE6l8rsQoBvz6NOs59y0OQCibGtLZVdGtD5TsTYcKOyKzTWPJ3NNCp0ambiK0c2pxoxNkYNUNFG/RNa8i0+r+pmmUzRWjLLyHI/Hd97vmm3nlZ2RdZH3ViQIVJ2ZUzGWGxjLI+jc+YcEgM7jEIrGt9oJ4Uw224BXdUINGrGTLx1jzR85t/xF8RQFb1fJ7I8aN6UhqAymWKYAO4gMEokJU3gdaEbUTFjr/tmwPpR6MgixscRYYgM6om1KdpHZQPqhTSnSLMiJzqfS6WJOxHZHlWi8hBBBW1tjBHZVTnuDahir6lk2UR2GWVX1ii77LWQue3P8Oq3NuSHybGtKDUTEZQTm3MuZ4hQS+aKdIYeRjVUvPIyKI8ZsmX7VtSsOeiujjigXs8wxQqC/Q4AlUly7+w5J1oQgGBVjR2dye9BYK7XTCE55p6wRGtKVSnkBOsygBzdhAjr+DYXL00yaOmbazNlY6w+4/mE8xeZRWsVc1/IZBGVKjqfMflkYWgIcM8ou0RQMeOHuT833AMt2as7u+L7T0R26WzOPrgw/W771AcJO5cSnPY+278oIy80Dw4iFWITcr/4Pv6dtzeOo1V2mbEeRljF3aSZXTr9YCStODZFEXRUIKKV2sqqtkSTJc98bn9K3xQqSCucYWqyK/6skcUSlTJyeDAhz7VKlon+vgKaRG125ac+Te+MGdzxt9tRSvGd667nY5/7Rrypl738FVz64cv5zRc/SbGQZ8P69XzkI00ipsgiH1slk/191XPP4dBDDuHQQw7hve/934bVuo47pcU+TWwj2peWRSv2EHZ5S//5n//B5z77GbLZLGNjYw2faU2D99PBwcHBwcHBwWEiwjCMA+qvvPIqMpkMxxxzNCefdBLnnncuH/jA+9m0aTOnnf6Evd3V1rBciSp2o/PGJhYrCiLrR1hvmBinIcbH0H2zW5Jd1GsgrdKjMmTIDCUabYx+I9llVEACXegyfRGeURlkszCu0JnWZFccrFwJQWdMDpJVy+hiMkmvPfGpVsUjG22MkeLC81HZdsaPv5DCXz5hCJtKGZ3Po7O5CfksxvZkX9vMrolk16ipQlcfNyquUKIRCKs2aCa7TEh4Cxvj/2fvveMsKer14aeqw8mTZ3Nedpcl5yBJRBEExHANV736XnNEvVfwXlEBs+hVMF9z4GdArwlFjIAiKDkjsLC7bJzdnXhyd1fV+0dVdThh5szsbMJ6Pp/dmTmnu7q6OpxTTz/P8xUcpOTJiVHBUdtUNka1TcIC8MF5AATABIRD1UP+uI2RAikiA545l9bO/DxYI09EfYjZGInngQgGWhsL1SGhjZExgAnwk+aB9E6Ajo8Cnh8SRLS8Azw/tzk6xpZh5lapKMcWkMqrgMvzI5VFUtmlyK7Stug1HeJPbaDOw8msPC5q8s19sK6FKD7/q9Ja5TUGwdfk8RMirJgnw7Zj6pFQ2WWpgHpJiOrgegAglRJEb180vsrGCEjFn1ZAJVBn0i5JSZQLpkDrJWDMA9J2lBdFCeAHSWWK4DLsPOBAKg2e7gOpjoLnCxDZNMh4HZjwpOUMUCSLOhrhNR1EqhdCmhWays4nCoWm4yiotB6S+KQ3qIMQpQBVxEUwsBpcEaVhEQHdvsrsiiu7SK2CwqVvDa9hAKCVHaDF7RC8SxKPAOCkpNqSqWp7jcouvwKyayxqY9cQ+Nz5UlGnyC7eI48bO2gtxDqpqhSWFRGs1WQ4fdh2pQR0dYPuHAIfnAuyawcEnSttjIoMlsH+bkI5KoCWNkZ758PouvYl0vbN/KigBdDSxsj7o4qipF6X27BsoFIDMilpvWaBtPcRApbtB2ojCNYeCTq0VZ77CbLLAnwB3t0nHzBYVF7fnAG6Gq06F+jYMLi7IDYYWrEWSEsqBRoLlgBA+sffbh5HP3Yd1Ysgyr5J2ii72tkYpb2XKGupZnpiyi1FPmvFMoDYuRJ7LcysbFTtTcOyp9XPLACJZZxd+fkvgWfyAJHHtlyuoGfNqbDGtgIQ+MTXvgk6tBW0Usall74fABD0HYQ4iTYxMYF3fvBDuOgzXwSplmBtjojyv956K1YddiywcLkcj1DcFpF/V37t2/jMBy+VQ5brAV+wGPSpJ+RDovmLmvZX6BUbhV8ieoCyNzDtLV32wQ/gU5/6HyxesgwHrz008c8QXQYGBgYGBgYG00fKdTE4OIily5bioJUHYWxsHH/72/TV8hdccD6u//WvsGHDk3j4oQfxoSsuh6XIip6eHnz961/Fk088jocevB8Xv+c/Z95hR32hzfeCFRTZpauUUaU8Qixnq0H1QcolSUhxASKSkxviV+XkOajKiT5hAI9VXqQ0tNZpJY1wMvLpfFoFjlNJ/Ih0CvBYqBQJwRtIuGoAQID3xqqMKRsj3TmE4PBjQ7IroWqITUa9g54Hb/XzpM0OAGpViHRGqsUaiKzQsqbbsKwmQox4ExBuF4QO4PY9xDO7mnLA7Fg1Rq0S0pOxqhpjHUAfWn5Uv4IAvLsHqPuSTIlndum2LFsqp3wOsFo47vFcIiJERMAoCyGJWY9CGyMgSSAIiOUFiHwWpBRNXmlpCP7S0zDxyuslMdKwPimNA5m0VP0B0qIlBOAmbYw6tLqR7BKESlWQOu4h1Hllb7kd7vqb5DYpAaknH/CToBpZeBwHEEISN3EFox4HVbwgVLzEMt3sJ/7RwsYYNZHIX9LbJhbIuCJ+GqoxkvqEPD4OBdEB9VSpIlU1xvC65D4IE9LGmO0DrY6Cz18s+zDhAWN10DFF2ATROIWEHg9ieUZoQVJo0s4Gsg37oW1/cdtnPLNL3Ut4fkGUWddAdoF7UtVluQl7n7XxCdByFGafuu8apO9RChet7HJdeT2xeGaX2j/OmizCzv13gpTLADhERio+RUh2HRzeb2A7oY2RtCG7oHK77AfuAimXQId3gFAB4WQhHHV+E5UrF6v2KtWuzWSXHDsdzq6uOd1/RbwIoizjEDIvTqNek1ZD21bEplbZRcdGZPvBn30QSpdeieprL5IKvFg1R5lZJyB6+mKFR2RmV0iqN1aiDTuufg/UcdDh9p2AeVFV3foE4CfHoAnhQxV1rwiJJRaduzqbK4ZQzZUY/7iNMf47IrJLv9WRsks320I5BkAH/zeF01M7UqlNQiCRRnFVuz5REmYCTtpvnTnHRfJhhBBR2y3UYXIdvn+TXYsWL8a3v/OdPdEXAwMDAwMDA4N/GixfvgxvftOb8LOf/h/uvvtOvORf/gX33HMvXvLSl+L4E07EJe/9r2m1VygU8JpXvxqf+vSnsWbNWrzwRS/G2Wc/B29/+9sAAFd99jMghODY407A+Rc8H+eddx7+/f97zcw6rzKdRLYbvEsru9Lgh/ZJoqTBvkgaya5KKfqi3Kjs8upK2aUmLyQAhBVObIQdUy7pdp2snCSnlfWQUgibAK4DUmdJNRYQ2Yu0akYFlYsE2VUA8X24t/xBvwLh0ISqQdjKDkcJYCsiRyk/SK0CpDLhxLp01sfgLX+W6kAUiC0ct6V9h9QnwFMFwJaTeRL4cpKg5w+T2BhDNRb05MUGGIfQL9sN46d/VryQLJHjxEJLpLDs0MZIYmQAqY8n+13TGWNybONkmK68JxdQqrPROkQuDVKM2ZKUOkNQK0GQaZsXKY5BZNJRGD3jcv+cRoWOyuyK2RiJss4JOw3UguQEU5NdOx9G9paPy/OEEpB6RFDJdqvRhNlWFriGggnE96Q6xraVQs4GYSxRwIBuWh9loumfsaqArayMglog480ZaQBkXlDAIWwCqgPq9SRd8GhfubTGIpAh5Dw/IKvsabKr6IPcvROp73xTHQ8/mrNquy5nkbKLEjRW0RMFTTw78Jcem9wJ6shrL56jFFShVaHCyUjyJxUde9oQUE+YB2GlpFWvRZaVhj3yOKydj8g/9H3DTUmih0lSScSUT/ArTU621K9/jNzVH5Jj2N0jh7CnDxACbNkqeQ3zALBtkLoiWNsqu+R57t50A7oueqVU91nyYUGkfCzJPsXJLpDmnL7GthUJrQmf0C5GbXmsG8gU4tWVjdqRZJcmITiPqWb7gZ4USKmI4NCjwef3Q8xTofV+IFVoEBA9vYpsp2r9GPkZI/vjFXwR2hhVjhlF03nUdl+BKJQ+Vo2xvY0xdq4B0fnMGRK2xgQ/QxJD1qikRLydUB2qyXnV0AyUXU3gPEl26c8OakfrNBY9SGopkz9b9ok0K+va9UevHyMNAUj7cJM1swHxByh7AdMmu+6/7z6sXLli6gUNDAwMDAwMDAxa4rZbb8E3vv419A/041Of/jTWHnIY/u3Vr8E3v/ktrF+/YUZtFotF/MtLXoobb7wJ9Xodjz76KL7/gx/i5JNPwsDAAM499xxceqnMBlu/fgM++ckr8frXv25G2xIpmY3Ec13gBWlLEX05iCMHIOZkm0mURotTuRQ9QW6R2SUICZ/UE8IgRIxIoFZTwLqwM4rsUpNjYkMMKEvbSFRBLdoBPWFXkzCPA4EP3pNUdpHSBJzbdYCvALFJg7IrIpa4InK0iozUa1LZ5bhAvQY25zCw3pXRPuhJQjoNgDTlepF6ESIVKbukUopEJGFTNcbIxhgSKESNEaXSfqgFWyqzS9uiwp/VOkiM7EpULqQESLly0hxTT5BaQ5U8TcCoiSGtSLKLeGUZ4qwWc757M8gTQ4BrAWkHpBJTPG25Pfw9HritlU6kOCrJLq3sUpldYb913zzZZpONEfI4ERXaHbYfD/YHkP/lG2BVhprJLlZT569QOWFCkS6x85wxwK/Laow8iKrUKbLL2rZZFlggRBVcsBJ9ie9vcuM2yJgmuxr6xX2QWh3EitmDqariJxiICtUnLFDWWJVHlOsDrY2ALVgMMjoKwgRInYGOKqIyCKQiDIiuQx16r9UwvKHvKaXOyg2gfO5Hku+p4PSwOuiyAticwSj7zs6A5+cl960ps8uPyMCpSKBAH3Nl41XWYpkVpSp4amLeK7duY2IUEAK8ECm7rI1PQNg2eG8PwmqMniRC2ym7iA5rnxgDqddA6nV5HjtZCDcviTteA4gVnY/UAqgF2nitNe2nUnZpK19IdtHofhtHECnISLGIhK1Qq2azfYBD4N7yBwjHQf31Lwc/TBWP0OpSoWyMMbtuI/EbIl6dUBNfLAiVXYmKplNAHyviFSNbY9uAet1ugxWRsyjjLVQjRflYUhUl8/jC6ztuYwwJJNrwE0rF1J7sEo2EUDtyibHQLiw3qe5bxFIPjJJqqeZWGr2ELfpEqbqOeVKR1oq7Ci2dJNln/Vp8+cZ94ixJeO5hTJvs+sAHLsNVn/0MXvIvL8aRRxyB1atXJ/4ZGBgYGBgYGBhMjrvuvhu9vb046cQTcMoznoGjjjoKZA+U4+7v68PQ0A4cdtihGBoawvbtkcLlrrvvwqpVq5BvFSANwHVd5PP5xL8Q6RQgGEShHzw7IF9LqS+wDokmD7yB9FIg5YnoyX8jEeZV1ARdkSZUAHCi5SmNVDBxG6MQECk5+RXUghjIScJlwmthY0wG1BMAZKIIrvOTAIhcXtqMNm2A8/e/wLnvTgiHJPNq1CRUNqIsQ3YKAgRB10EQmbwMaQ6YfF2rlJSFE5CkgABJTggh1Qoi1aWUXTEbI5eZWU12n5bVGFV1M2KpnCf1chtlF6nWAb+NjRGASLkgPk/k4pBGxY0iu8I8MGVjpMUtsv+6+l7JA5koS7Wca4FUI5WSs/VO5H/9dtXXWPVLtS4tjgKZTKTsCrgkcmyaVBoo+yEtxsgurfBQOW4JG62VnIRZxa0g1R3NWUlxZZelVHrUTp7nQSAVLRaV21CKF63scW67KSIELBuCygqdNKasaBlSTy2QMana0iq6OEi1LIP/dSA3BRD4kgjVhJSuxhjISTIvDIKUd8ocnh07orZ0G2FmF6J9FNrGqCbgNFnxNIG0Ba7OfYFYxhcLIFwKfvI8lD75VQSHHi1fs9MhiS5XEqGKJ+wbq0fk5xRkV6ia1MfXdQEvZmOkUd4aadhOuL2JcUBwGeAOgPf0w3rqSflmNhPZGFkAa/ypZJZdvB11/ElJEZb1GmATWY3RzYN4JRAoEiqu+qMu6MTWKfazDdlFooD6BJTVUNiOJGFZLDOKc4BY4L0LASpgbVgH66n1iDLuSEyxJSC6e5VdV1kR49dCPUbkx4gOEVaZ1MehWSE4GUhc2VUblZVh22Z2Bbqr0U99DYsY2dXOWphQdal7dzwsvtGaFyO72ILFUV5c4zLJjbXse/gZGdoHeZTPCKWoUmMpCG0uyDL1hmMPkOJ25HbKLqoIsYZ9jpN7sbFJrLqXM7umHVB/ww3Xw7IsfPGLX2h6TwiBufMWtFjLwMDAwMDAwMBA4+1vvwgAcNSRR+Kss56Fj3z4Q1i5cgVuvfU23HTTTbjxppuxcePG3drG4OAgXvrSl+KVr/o3LFu6FCMjo4n3R0ZGQSnF4OAASjqIOoZ3vfMiXHLJxU2vi4U5iLScwLOBZYCeA6Rioeh6ohOr9heH9ejDIGvkNhsrlhG/BhBENkYbALejL/y2HWXBaGWXk5OZXYrsArWAgQKspx4Dw7ImsqvJxgiAFItJG2OuAFKaAAGQ+/xH4J1yFmrPfBlEKmorDHcGjaq52WnwnmXwF50GLMyAbt8UVjDUk3NBaTQRcFNqf5MTduoVIVIFGcDN6hABlZMEDqXSaVBAaAURtaKJD4hUIyibVpONUZM4eoJZqQMZHimmuJyEhgoYCLkv8aylJhujOm46lFopu6ziNrD+1RBuDsSvSCVUrSpz0ACg0kBmBLqaYWy8FWFCx3fJ8yytSU8h56uOCnlXsIYeQu7eu5K5YqEdVrab/tqXYe18HOVLPtpEdslGrGay1q9Gx9txFOnTYGPkTBJ+FokydxgDHd2F/AfeAWvD4/BPPF0ubKvcNqZC3zUr2UrZRS2QUXUtN9gYAUiLsE0gNFFFpLJLCKXYgFCTZV+Om50G7CqskXXw5r4QdPMOcMyX62o7chCEw6otg0QrQCgASiBI42ReRNtLWeA9y0F3PCBztoDIxpiOcod4/yBI2YdwsrLSp1+VRSqcTPP0nPnRxHoqsitGKgJa2VVTVTepOjaa7Gqj7CpGZJdwXIhcDtbmDfLNbBbgu+S5EgQoXPfGtl0hlbI8L+IKSJtK26Yiu2RVv0jBKiwXgtqgE9vbtgsgsvDpnzqzS1dlDLwEzyHvDVRlBtYATx3kQBGRqQJIuiyVU5USsp/7MCr/+p/wzn6hVK9pFZYAeHcvLLFJkboxtRSQLKYRD3BXxBcJfFWNkTZZ3ifdX3WsSL0I56lbYI0+2bICpuxjC2UXV8qsuHUvcaJFhE3CwpggDZutgUQEEEiF7YpUGiLfDTK6C0m0yQdrXEr3TxeMFDyyrAPy+tFVc1Nd0QOoxv6GKq1ou8JxI9Ie8r4l0IKYi/VVqFxOSWjFlV2S7GrQeDb0he/fNsb5CxZhztz5Lf8ZosvAwMDAwMDAoHPce999+J/PfBbnPu88nHjSM/CLX/wSRx19NP70x9/j9r/fNuN2c7ksvvfd7+Ar//u/uPvuuyFafInWSrKgjW3kqqs/h2XLV4b/Djv8SAAAP2pAlpsXHLx3cbi8SEc5VFG1w2R2l4Zz7x2gdygFiWjYfr0iq7JVdsnmUhYEtyMrUlxNpV/TmV2urghpQQwWYK1/XG2wdUB9nDAiE8WwwhoAZWOMrFOkWpEBz3GFm23JTCvLCb/0CzsNnukDfA6RyYB3L1CTqojsArEjZVc6A6mSaLAx1ibkBNjOyswuZWMkXE50kk/gJfFGOIOgUqkh3C45P2G+tI0EHMRS/WiwMYYT/WpNWjotEY0PpTG7ElT2T4zUaaySp5VdXjKgnhalKsVfcLycjNkpqeZyKZCyEllWsm9RCH64j25OjnNxRHYmo9UIqopfA9lFgjqcrXcm2g2Dt1W7zl1/g/Xko/I9q4UOwHaaLKMkqEkRCGehjVEGc8eOCQvk+WkRqYK07PA6sNc/JsP8tTLRUsQGZwlbb8vMLmKDKrKrMbMLAEilKMmGVEZe95RIUkcoZZcQymYmyS7YGRAK0NH14ANzQWNV4NBK2RWqNgO5D9wHrY3CGl3fPHYQQI1BpC2w3uXyJU128ECeRykL8ekx8WsQ6S7w/HzQ0nZYxS3NFkYgSXA1VqxsHJPQ7qzIn1Qa8Dw5/krZpe8lbckuIUAqVYh8LrxP0M3ygQTPZpRKypkyYJ3u2Aa6dVPEO9Sqkuyy0xApSXaBRNcxoHKzCEDHt0zatrbw6ZD8MD9KZ2N5DaQgC+R557jy/uPHXmcMItUNa/wheazLJVjbt8Bep+6p8bwoFVAfZnYxnrwWEpldLWyMQRDLfpsB2eUVQQSHNbG5/cKchcJGy7YjVRcQKR4bMrEAtUjNkyRycw8iCiiuCNNELGPR662KC5CGXyYLqNfXsoAkjASLxo+LyB5KaKy95sqWjaH5fGAOeG+/tFsD0edKaJds7CvktqZSdoHAVm3yeDs81u+9gGkruwwMDAwMDAwMDGYPuVwWJ598Mk495RSceuopOPjgg/H4unX4y5//MqP20uk0vvud7+DOu+7C1Vd/DgCwa3gYfX29ieX6++SEbefOnU1tAIDnefAaJ0cAkHWAmlAqhx5QtkuWu0/pzCES5a7oL85NypgYsdGU2VWDtfMh2NvvAVJpZQdxozZiOVnhayqzC44rJ4093RDdGVhPPgYsfk5zZlcLZRcdH4eYF8/syoNueSrqV01a10QuRnap/DBhORF5ZacB6oAEHMKiELkugCn7kSYvqB0JDFxXjllTZpe0OYlsv6yA5qt8JW1haWVjVNUYeWEeeGFeNEaEAAyAnmM0jJ9WaJByVQXUa8VAAGFZIJ6nSDmp7IqThLRB2YW6VnapgPriVkAI0DFJhlRPeieqygplD98rrYhUqGp3sf1X50hclSecPIhXltX2hIDIqElrwCEEgbApCIOa/LWZOOucKE2iMS8inRoUBwKSICENxQPCXCDGJFEgIvUMYfK4g3FJJjqS7NKKlwTiiiOddRQPqG+n7FIqzUaCEACcR38HdsZyiEw2zMQivg+hJ8yAsqn5Ksw+DVrdBmQzEKkUyMgwMKga0/2NV2PUk3YRKHWbgPv4deCLliX6kfnGVaiceSnEQQNA2gbrWa7GWKsyfdl+ygIEBx3eCd4/KHPOUj0QaQpa2g5750NgXYvRCBLPjevUxqgVjY4riR8WFXQgdZ3Z1drGCACkVJbjpMmu4Z3yvM2m5f5YEWnWDu4froP7p19HbdZr8uEB4eCZfplDRRRpoKxvPC+VOnR806Rta2VXqPAK8/bUfnv1SIGrx0UpZUm9Ki3MlrIScg5hpUBrm8GwGqQsCUcyplSSMVUPgZAEII+d53GVY8LGqItfRNY7GcBOEgq7TkC8svzXitRpXJYHGKnKsTho5Qqse1zelySnE8/siq9EQEBARsYaiMIGNZcQCeKHBFUI3gXC/HjWfateJd9rm9mllV0xEovziJwXXKqtgAYCSiR/6uqRcWJOVyIVQt57ElVVRet+U20Xb5HZpbO/ABy0RBavGRmJ5deJ/Zzs6unpwTsvegcOXnsw0ql00/svfNGLZ6VjBgYGBgYGBgZPVzzzmWfg1FNPxamnnIIjjjgcW7ZsxZ///Gd8/gtfxF/+ckvyy+E0kE6n8b3vfgePr3sc73//B8LX77vvPgwODmLe3LnYPjQEADjm2GPw1FNPodYi96cjCA5hU9DxTWB9K8JJq8yj0mRXaxtjnOxqsjEGAaBigHg2r9QuKTlZB9rYGLMgtSJE7wB4bi6Ckw4Fqdbh3PkXVBe/rYnsimyMsQnZxBjY2iXR7jUou1CtABAQuRgBoW2MdgakNgRA5qWIVB6o1aTyp9ANCGUx0blFlEolkhBAOiP3t4FY1GoWnumHNbZeBscTCsKFJDGayC417tSCyEWkXUhOcAGhlF1QipFQbaAnnZWqVG6FNkZljwlVCa1sjA2ZXYqA0ZUQrdI2dP3sNYng6MztXwCd2AK+cj7qeKmcVFYaFDWhjTWp7CJeKZx4I6vILiaizC4mQKplmbnWiuwKzyOVHca9GGnaMAnTpGCTskv1LWCSrNQ2Rt2+Djz3fSCt8qmsWMU/jZCEcSTpwjmI4NEUtWVmlw06MoLs5z8K+/47m952nroLdb8MkclCMpwAAk9ZnwBo2xbzgUBA2ClY5S3ggzJ0nA7vDMkufZ0QQPbdio1fSJ7pipPJiXrqxt+gNucNYIt7ZWZXqOxqtDHK/aY7t0sbo1+FSHdDWCnYO+5H6qEfN4+BXl8PydiG1stoxLPRoAhmT1dj1DZGrYpqrewCAFIcByssDe3OZGwYpDgOnpkryT/LnpKsIVpZp1GvQTg2CDyI3CDoyJNynAUgVBVZkRuUxEyp9YOJsG1NAAZJZVdIMHp1COTg3vxbsOWrQTiXqkLbAfGqUtWZpbKKKFdER0qpQBUZTbUVj9CImBVCZplREVkR48Ru3KIdXideFFSuyS6CadsYG5WlbcEDlAOCmzcyPP/C54PdfDvWbdoGBBMQANicOdLGmXGAKo+qzlIbpJ4FrcXuQyBgPXNAywTUryCYMwfwKeDL8aBVC3ywFySXgejqBgIPNO1AzFsO6hXD48SzWfC+QTmWlgNKGWhXtqnrghCwuXOkgjjgIG4GhPsQdhpWF8AG5gBCwEo54Nn+MB9PKn0t0KoLWs+CDc6FyHYBnMH2pFItWLBQfkYwAZHJg9gpiO4sICiozcDnzlHqXh82k/d2NjgPws6BOgQkKMm+AfIebttw0g5WnHg8Ljz7HNxy6x2oxvIYIRgEpfqx2B7HtMmuz119FXp6unH99Tfgiisuw/sufT+WL1+Oc577XLzjoov2RB8NDAwMDAwMDJ5W+OIXv4Bb/nILvnfNNfjzn/+CTZsmf2LfCTTR9ehjjyWILgCYmJjA//30p/joxz6C97znEnR1deG9l1yC737vmhluTSq7YFPQic3gPUtCO5JAREIlJsYxJJVdjWoXFgaPi1xOfjkOBEBUAHaraoxOBrS4A2zBINjc1WCHLof1939E1pNGG6OuxohoQkDGxiFyeWlFCnyZ2VWOJlKkWpYT+mysOqBlyX9uHs6234FZh0kbY7oXpDIOwRfIjB/orCBtY7QU+SAgUik1Js3VGAGl7Bp+FMJnMtybC2kramFjBA9k0HWmOzaePgAKwgiIHldNFmobqNonUtHKrlhAvWXJMG/IiboIOOLW0yYbo862iZF3tDwEAQJ716NIPfgjOJv+KheZH6nkSDlpEyIQIMxLVGOEm5cT3HIJ2sZIwKVCCQRwKEhdgNSqUoHXeG4hInAiZZcfC4BuILscdc41kl2aiAt8RfQgUs+wAHAcSXAFgbSopVPK5thwHejxV5XoGkmC0JYbg6CyEIH79z83vQcgrNAoyS6trFT7yFWOFueSLFLnEK1uhxjQZFcUUJ+wQalldZ8JVwH1nEHYbkuShwgG1AIga0eB82GOFIF3/jkQOQeo1mUmFgB4NfBUN+BmQSrtSX+t5qKVYVCvlcUstmwQs4tqC28YUK/JLh+A3RSEHwcd2wW28mAES1eDlEuygEVpAjy3RAXrO80qwClA6jUpkqIAzw7C3n6/tBv7XCpVAfBsH0jggbYLDNfQNsagUdmlfir1aOZ7XwapVVH+zw9JctyyJfmnChZAF7UAILLyGtD3Ujqqzo94XpNXl+FIjh0pKmP3p0SBh/A68SPii3GpKAOmpexyH/sV7K13d7awuq6+e+c4UoXb8ILnvQCAAC1LApH3D0pu2LWBOgcCIQlMQkH8SpPij+fmyGD8oKbWjcgu4k1AdHeBVGsQuYK8X1fLEMiC+KWwLZFKQxS6ABBJqk2MtLQmh/2zXEmIlyrhvZ5WdkEUuiEoAR0fkxV89cMdpaIiXgnEr4B39wCprFTa7twGEID3z1H3BgCWC1KuQuTSgCAgEyMQvX3Qlkw6LB+U8d4+gFMgICC1UbkMIO+7jgs6NgI+byFu3NWN/7vuj4jfVaMsN6Uy28OYNtl1yinPwPEnnISRkRFcccVl+MY3vgkA+Ostf8UrX/kK3Hbb32a9kwYGBgYGBgYGTycceujhs97m859/Ac4885k488xn4s1vSgYkH33McXjve/8Ln/7Up3DXnbcjCAJce+2P8bnPfX5mGxOQX5BtCqu4BQHzpUJDT360Pa7hZwg/9oW+MVCYsyiYOVeQX9g9HpIewrJAmqoxZmWQtQgQHHQUYFmgT24J1R/CljYjEYZjx7bJfWkNGx+Ty/b0AcM7wFVAvYa0MTLwQpf825e2Jd67DMJyYG+7F2zeKmmjzPSClsfBRSADgFXgb6jUIZbcL86jwHs/qbAjKlRdWI602gWBnHQogqGJyLFtEFEDz/arMHnVTuBDICV5Cz2h1GShJlsyql/lKojPIVRoPFEZPInJqseT4xckJ2dRZleDUg0C+d8kH4zHyURUmhUaxK8kVHlhtbqKtDEiE1N2CZX5EwRR2D/nTW1qok6fT4TFlF0NmV16HJvOX00q1D0gK+0/glrgmf5QxYeAgfgBxJI8Ku9/nyTpGtvRE3vbjjK7YgRTo7JLAFIF12q/FLSyTmSyIEQTVD4ElFoH8vwhPAir71nDD4L3z5HHTF0HABqukwa1pmAI84PcmM04Dh4ANQb0WOCpLrm4JrvmzYF/2ikQIg9aGQnJTuJVILL9EJYLWp1E4aqC8q1dj7RfRkOfv7YTkcteXQanK2WXHCNb2gjbgA5vAw6xEBx2POxHH5RkeWkCYiAt1Zb21DbGRpB6LXxwIHgGxCtKBabPpPKJUohcnwyXn6otllR2Jaox6n1mLArHZ0wWyKBEEri+sk+yAEKfx9m0XEeT2BP6mETKLlIqQXRlIWwaC6iPnQ8xi7auwEjUfVf2Q6lJhZgW2WWNbYQ11mEhl5ia9wc//BGuqZ2Jvr5edP3uUwCA0qWfAi93ga+eD/LoBOiWUdD6BHgqj9Rjf4K77rfRPoCgeOHXkL7nF3CfugXFKz4HNjoPdL38vEg//BPU3vgGOH+/GbUXvgbWxBbYDz+BoHYs3HV3IP3QtXJYjj0ZtZe/DmAWWO9i5L7/Ibh3tyaxS//5EfgHHwOyo4rUL38Ca3wT6oe9HPnr3ov6BS9DcMRxyH3q06ge/1YE84+W4zOxFaxrAdIP/QHuut+i/Lb/hn/YMSBBFV3/czFEroDSBz4t8xHHGVhmIdzf3gz/vFMggjRy3/wOKv99GbiVh1UaQteV75F9+cD/wL7jNvjkdDhDG+D960Hygc+dfwVftRjpL3wJGy//MsobHRQas8rCKrFW82f/HsC0ya5arYZAXcS7hocxODiInTt34sabbsLnPnfVbPfPwMDAwMDAwOBpjRe84EIceuihyOVyTe+9732XdtzOtdf+GNde28byo/CWt75t2v1rgpowk2IRwi6AFrdKwiDM7EI0YWlTjZFAgAR1CDvVXD0rCKTSAJBWNM4g6gzCUuNjWU1kDZwMiLcLhFfBFh0ktzEyoTKUfJn7xLxYJbjYNlkA2AAdkzlIvLcfVrkoJ4CxKpWkWgEJ6uDdA7DYjjDc2V9wNCA4rB2PgAxUAScNke4FmRgObYUQuqqaI61FWuUjBJCWZA5pzOzyShFBx3ypvIAMBpaqmtiY6mpa4WsiVKzJY5ECOJE2PyCyMWplXFaOLS2XgbIKI+9ypWqHWrFKZDIfK56R02RF0ct2MjmPqbloqZnsgl9LBtQ7uZA0IvUaRN6WvyPGEXledF60Ih7CaoyKRGO+tJZxIbO24mi0e+p+B1EIv8go9RexUDvuTeCFhSDBLpVbJJVDIpUCaNBMCMVz6ChViitFENeLzZldoe1rkkmizvGK2xj9ulxHR/cEgSR1Ag5aHQGxKVj/IOiuIdB42/HiEYFWicVUm0JI26XjtFTRgTOQsTrEyowkQpxsRGSnU/K87XJBdlZCyzDxquCWUhPFqmg2QZ0X9tCD7ZfRiGejueq4e3VVQIDKf4EHIJNUnTbA2vgoxPku2Kq1cL/3e9nH4jiQccHn9wNtFG6TolYFuBcRk34ZsChIwOV5YTsyuL6D6wmBzuyS12D5zCuQuePLYUVU1GsgpWJ0zTIG4SryrzImba1UXlMCWtmVSaxD1TYEiVUqLBchurJSEaqVXWFxEp4kZ4mlimwwJPK7LFVcok3BlN0F0eeyulFUPB/lUQ9dm2WofXGiBGb3gwsHpGzBGvUAHxAZC+ntI0htTobfj40DmZ0TSG3ejHGPgQUO6DgAQpDduQMVRpC9/XaU514AsWoO7Mwi8B0E7gSQVW15KyZQYQSoMzCkUBjaCbdhOxqlrdtRPzgFUvOQ2bYL1vBTqCyz0L19GOxPv0XplLORTxdQmwCCnDxa1kgVDASZoVGkNm9G0efwfQpCHPRs3QY+30KREWkVTwGiKODuKsELHIjAQWHrEIrEgQhsUG6hd/NmCAATbg7ppzbAJ0tBAhdeahA80wurcAyINYHC0E5UiP6saiC79H2CWAD2PNk17WqMd911N44//jgAwH333ofXve61AIATTjgBvr/nO2xgYGBgYGBg8HTBVZ/9DD7+sY9h7tw5IIQ0/dsvocgQOj4R2hjBfYhUpOyaysYIxKyMDeHCROW3CGhll8xPCVUu1IpseCFxkZHKBFYDm78UqPmgOhQ5qEvlV+xLd6IKow7xHpdkl+jpA+/qkZuKKbtQr0nyJV+QhB+Tk1HWtwIkkCoREtRCGyMtjcgJFrEhtAUTysqoyC7CRTTZrDcouwAQpWwhrCZtjgSAIJK4iBEnxPOigHoARHgRIRKqnGhIdgnblpNQXUEyq+yElTKwoyqzqOZnQxsj0dXUOJdqoMYKmvF+V8rSYtmBwiVhE42PtX4tqCYsqDqzCwBQLklllx+o805NnH0vJKdaVcYLyVVtj1TnBYkrCt2UtA3ZDaRq2C91rOp1SGJRyMIA6W4IPb3SmV2yRbWt9gH1wrIAxsLzkVZHmjO74pUM2yBSduWi7QY+wgBqZUEmQRU9P3gh7HX3gK1YDT44F3TXjmSOXfw60ecb0+MVRMoux22y1Yb7O1qXY9ybgnALocoI6eiaIOVKaJOL28UmU3bZW25H+r5r4D72q7bLhO2rfDxhW6oghFY5BQlllz10P6zhx9q24/7pFyA+A8/2ws8cJ9WPpSLEQAHeay6EsOj0bYy1qiTLx1WVQ68EuA5Q8+RYWZbM7uqARNP2xXh4v7/8zEhNVa9GdlHI4ysU2U6LO0C8AKBu0saYyyYqEYZ5dbHMrrBNx5LVFjmDv+R02UaDPTtUtQoeKbu4zgkUU1aznDHCzyJtw2XJz4RaFUjb0X4xpTyjVsv7HREsdj1COhFV5VlQRVwWd4JsKAKMIph/KABApAphGyG5rsnAxrGKIbQX+1zZKkthe9ZjD4GOjcA/8fRExiFh+r4dI3v9QB4jyw4/5wBA9PWCVDx5zSuVrFCFRMAEiArAF/2DEI4Dums7SG0E3O2WKlkBkGoVIp1V2YcxFXICOmx/74TUT1vZ9aEPfwSlovxg+sQnP4kf/fCHeMub3wzXdfC+S98/6x00MDAwMDAwMHi64nnPOxfnnf98PP744/u6Kx2DVAJAeFKJMUBBi1shmC+VXfpLdUh2qS+2LSaAxK8Amd7WNkZA2neyeVkljNsQjpokWHaimqAgllQ/+XUQXgcfnAsyUQsnKITVIEg+qTRKKLvUhKBcAgkC8N7+kPgiY9FkmwAg5TGgdw5E1QFlZQjbhuhdKu1DLACCGoSVhsj0gG65V26HWgBSIPUSRCoP4eYhiC1JDc4BZatqNdGhlWHw/FzZx9DmSCRRpskLSqTCyLIiVQ73AM8G7FRUESxGdjUGaYfWrnodhAlgyy6I+QOq/zSyIdWqIJjcfuLc+ifQnds7Ch8m5djEuxXZ5VcbqjFmQ5sZHdkFrJR2L8IDCKFUWF4tFsrfPqBeW1sjlUsQkl3ec56P+lnnI/fJ/5b9aLTiBDVJcNYqEMhJ0odaatKniAXGQpUKabD3hvsXZnbZ0kobs6eS6nBY0CCEniBORjZyHlXPDNVCdRDozC4R5W/5FVj/eADBmsOAwJfVSxPKrnhmF0v0GTqzS5FdaCwwAEUIjHty/HpTEKlCZGNMp8JxIeVSVAwiRnaRScguwjyk7/9e2/ebl1dkpiK7EFZjpCCqCmD+dxdP2gatVUDveQLsqJXwc8fIwhTFcVV8QC00TbJGqxut8gaw9CoAkmwl40WgOwdhOx0rxrSiK14Mgo48GdkY63VJEmuwQNoYIUliUhqBsOZAuCkIX9sYMyATsWB8TaTFMrtoaULuvusABBBOAfVVFwCOBTrecAy1fU2wWEC9kGo2bY/fE2gsSsKD5LlerUCkHMj7qzy/hJ2WfWx1v+MR2UXUfZhWdoHnBmVQPwA6sQPdP3gBxo+5DrwgM/GEG5FdciwUWQ5MQXbJvCwEHLSyM6rWm+oCLe+AffffEBx2DHBLLAdLVynV9wvbBvE9iFRKEr9dsWxHiwIVpQBVFWIIOAi0TVveKdmSFXLxjU+ArjwerGeRHAcuIOBIkiyVkW0IEfVBIXxAReheCaiftrJr3bp1YRWf++9/AMccexwuvPAFOProY/Gtb317tvtnYGBgYGBgYPC0hR8EGFLfqw4YVAKQSgV0dAtoeRNIbQzEUtW09JN+PTGGsrG0yvPRCoHGiUQsP0nk8iClcfmE2i1EVjM96Q+C0OZGvCqI8IFCCqIWUzmpfDDC25Bd6nfKGcjYiFR29ahqaw0TNVocBVwC0JScKDtpsMJcIJBZOCSoAU5GBtQPb4X76xsgSgyiJEBLWwGoHCZtY4wF1KNB2QUARCkFCPNBPVVhDRag1Wh6YujVpQpJEyUilluliRpBw+B/OHaTNU+2J9u11m+FmJuVGV+WFZI9YaXFSSaktFyCc+/tbd9PbC9QIek+T6hRoverSRujm4/ILlUVjgSBmszJqRPx/Zh9drLMrkxyIhYrjMB7+mTFvdDG2KDsApD/9Vth7XxCvqAyu+DkEE6vgqD5vG9QMTbZGIPInkorw8mJMRCSA5ONPyCPk8zs0gSVF2VsAQlCwf7HA2CLloItWQlr4xNJW3GCFG7I7OI6s4tJQqYVGcMDEC5At2+D6E2Du4VIDZNOI+xQqRQpuxRBByFkDt9sIfDlPcWN2YYDX07OVc5UJ7D/cgfodRukyNLNS7KLICR+GqtSToWQ7BpXirICAEJAt26RxKBlS7t3i+u1eR+1jTF2XltOOObu73+B1K+vjd5jDCKlbJ2BDzo+BGG5QCoDootq5LIJuzERTFlaaaTkLWriRZJFwsrI96iVrMQISOWU4PIcjpNdStnVMvttFkB4wz1TMMQrepJ6TVae1LmI2vZOSOvrjcvwekANAyHh/RquIsEqJZCgCjq2JVLVprqiNiiVSjY9jpMcY7JrCBAC1q71cJ74Hai6Nri6R9DRYYhCV+J+GSq71H1HWLZUmxL5GSq6emMbIEBV3SdA5d/6vGaSzAMk2UUqZZDhnSC1UfDMgLS6+zUAqnpoNhfaXJtiChI2xj2PaZNdjahWq7j3vvtCAszAwMDAwMDAwKAzfOfb38Gll/430un01AvvJyBDZTj33Q46sR322GOSYlB8DSkrVQaLfWlnQcuJZEhCNapUQmuXJcmucgmkPgGRKoRWM53pRVigCAYAXhUAg8g7QI1E29SkWhisLeTTat0PPeERDHR0GLy3H6KnF8T3mysEVssgrA5B0wBj8mk9JZLkYkxmemUHAUJg1Ubh/u7XsH61Aah1wypuk5tx8+GED5wDjgMIAdoik4dW1eSJ1UE8HQRPo8mXJhW9uprI55WKywvVWJr0EoIqewmaqsblP3oxMtf8b6SG27AVsAj4grmJCasmu8AZaG0Mzqbbmvo8LQguA+99npygawQNyi5XZnYBAAltPUoNpRVVYyMROdVukgplfY1tkzAWZcWlMxCOoyoaoqUy0ZrYLCt0AvI4EltNNGU/WHYuWGGp7rncRmMeUTyg3rZlO4rItIYfB8/PS+x/J8ouQJ6norsHwtWksK8m98rGGCOm7H88IJveNQT35t8m206QXTxqS7+nlV2uGxLdCajxtzY+AQymwXO9MrMOWk2oFDDFiehas+WkmlZHEtfpboNJS26k7KpLMkDbGDtUZFml7SC+Ig/cPGipCAECsk3OhUWhe7LVm6CtvARldH//+SBdALiA9cTjgOVC2BbgpDqzBWvCmAfhuS2crCRihYDz0N1w7o4Vk2NMKgDV73Rsu9xmJhsp8PKFhI0RAKyfPIT0574eOtJIcUz+opVRdlZZ+6yIdFcQxJL3fMHl2AMA58rSJ6ZtA+0YgiV+Es4iMgjq3pZ2oG2MhHnhudpK2UUEC8dI+lkBd/2fkLnraxDdPfLhhzqn6fAmwKayzbhaUxel0A+JJlF2WSM7YI2sQ+qBn4AIDuKpar1pVTClXITI5hMFPcA9iIyN2n+8HbxvUFaJ9TxJZFk2RKErNt4EpFKTxwJUPanSilQRHiu+eDmsp9aHNnvh5FXfqxBc2hdlBqS2MTYG1O9dG+O0ya41a9bgV7/6JTZuWI+h7VvDfzuGtmFo+9Y90UcDAwMDAwMDg6clfnTtj3He856HJ9Y9hnvvuQt33nF74t/+CLKpjMzXrpJlxpUqQCzpkyTSzjG5UHzCwllL1UeY2dUwkdBqGGFZELmCfIpcGwPPDkRWMztmY9TKLr8mJ9BZG6ToR1lc2tIjmLR4tSPXBAcZG5aqnu5ekPHRJpsFqZTVE307JLsIlAqABUBQBS/Mk8vWRkFqcjyEnQItyu/JrH+VtLpwJicWrtM2B4uGmV1+rIJlLIhe/6xLGyMvzJfkG/NBlBIsJB4Zj6o0Wklll/3I/Ujd8NNIVTS0A/AY+NJFsvqlqqyoKy1CMHT9+GXI3XR5U5+nAwIhiS6PtZ5Q+pUwW0sQS1oPtbJLk11BICeeKUliOHf9LZzAtVIUJjK74gSbLiYAqHB3hDaftooLbe/kHKC2qvAo2yhe+A0Eg4fL91soqmT/YjZGIgPqNZFpD90PEALWvypaoYPMLgBAtYL62ReCXXiU3I5XV0SakGqLmOKNjuyEe+NvkP36Z+V+JtqOkU2hWk4pIWujsEY3qkITTmv1i7oG7b/9GSLvovbWt0ZjnM2EzZPieGhjFCkXhHmTWhhnAhIE0nbs6MwuT9pMCVE2xM4URdbIk+HvIlVQyi4C58+3IfvlK+HeeP30+uV7IL4v73WsjmDFalhbnwIdlcoukSpIIoh1oOzSNkYeoPv7F8DdcLM8J6ndrLCBOv9iNkb7vr8DowHs22+BPo8BEVlMFWi5DDJeDbkQUirKcyvlSo7DyUfKLs8Dzw1CWOqJSKhqjQLqQ2XXNKsxTgtT2BhJrSqJRUTKrpA4Eq1Vi6GNUUDaGMc2IvXwT5o+P+jYFpBgHM7GWxKZXVINzaPLbBKyiwzvBCBAauoY+xUQziFcRXaVipKgT2ejdZgPzM2A9/eBrVwjz3PPk/toWeBdvaDbt0TLV6rqPLEAm4IvWgxJjssqnQJS2WVtktcArap9FADqFan4o/IhFZRQr+lepT/nyG5rrjrCtDO7rr7qs9i8eTMuv/xDKBZbVE0xMDAwMDAwMDDoCF/60hfw6KOP4Yc//CHGxmfRsrOnIRhQq0Gk0uA9fWDHrwB5bAxkRO5DQiXBWEs7WUR2NZJPOrPLgsjmQMpFWDvXwV94UmQ109UYWaAIBoDUY1XUSn5k6fMjgib8l9iXaPJDx0YQrD0SvGcX6FjzZJuMj8h8KGKBsAB8wVJlQZGKBBJUJSkHgFSGo6wmAM7GP6N2+L+idvS/AwCsiS1yUqXJrlaTUV1FjdVBmN6/yMYYKrt8GVBvb70N9VXPliROPYiWB4BAAI763bZbT+611SfwQHZWwZYvVvY6ZWOstTlmuwFJdImWyi4Z+C/JTG3/0YqGMMPGl8daLB6Uu3bHrWAHrZTvtdpHbemx08lt6sp8QKh24d290Xut+q7JP85lpU07rSZ4aq6nM9LaBdRrpZdlSSJSkQCEeaBjG0CCGtjAGkl8ATHb1xTj32ilC+pKSRgF1MeR/cZV0T6FAfQ8QfaG1mT9flBD9pZPovTMT0u1VEtiUb7m3H8nrNs2gB+zFCIrj6NIuaDbNoPlF4Fu3xaph9IZkNr4pOH0MwILwJauRHD0ifJvrybtnQSSgOlQUeSsuwFd2+7ExIuugXALsDfeA7JhAtZjj8O9948z6hopF2XhCwBs+SpYTz4KWtoBEALesxgg6KgaYxhQr88PvwJRmK8ylVrsH2OykiYABAHsoXWgv9sEBCkITRMI0aTsgirEoU8z4tVkdVRddEBbzokFMIGJF10D97Hrkf371YgC6hmELlagMrt0n/YIQvuiOvcbM7tqVVX/g4ZkF1SRmEQ1yXh7irgVStlFmBx/rsguDVotwxpfB3vrnfBWPAvCcpVyzIpIaKCltTxsY2QXiOeBTKg8SQDEmwjJM6kQJBCZDEhVfz7UIfrSIKiBzV8kSelyHSBUEr9d3aDDO8HnLpC2w3KUdSnmZVF913siGyMAuCmweYvg3vBTuU31MAdcgHhliCAFEPmQSpOGpJGk3cs2xmmTXYceegj+5SUvRalUmnphAwMDAwMDAwODtjj8sMNw1NHHYmRklid2exqcyYyTdAZs5cHSovHwCEifejIdt4cEQWvVR5yEiiNeoS5XAN25HfaWO1Ff83wQ4kFYNkhIdrGI7PIqANTEoRwju5SyS4Z/B00TfU3MEc5ARqWyi/b0J8LpNejYiGo3BTAGtnYlQB3QiU1SlROqyARoeWf45N/e+Qis0SeTjXEVUK8nBS0mozSW2RUF1FvheBLGJI1SrwGWDXf9H2EP/Q0Tz/4pSE19V1cTNcKErB65YAl4V8+klQoJ94EdVYhli0D8Yqjsgs5VmsJGNy1UfYCT1soVP8rsYgNrAADWiMzJoqPDUqXky0krfXQIbPlC0LFdTSqkBLSN0cmC1GMP7jmPqjEqskvoamVtJqGkrvPgWJSvxQWEWwBBEUg1qBcaJ/Kxc11a6RQZG9RBIGANr0PQv0a7hEPbVKtzJdHsitVqhSj4WhZEaNOPOBrsXo19T0xetQqzXYB6SJ5WQXaNQJAe8MGFgBAQaRd0aDvoveukLaqsbVkZ0NI20OKW5vZ2B4zBP+G08E9Sr0dFK+yYWnIKEAhAkdDCzYNUK6C3DiUqi04XpFSUOUe2Db5kBdw//w5kQt5/WP8yqQCaRmZXlFeolJG0zf7FK7oGPqAKRvDsAIgmoiASxI1ctg7YqUiRVK9IskupK7nbDV20geUXy9eU4hWK4JHVDDXBxWU+4B5UdhHI4gz62nEfvx7QNkVo4lpAEALCRaJSY7uA+jBgH7J6oX6wIrp7QWNjRmpViHQmsh66BZDqsMxDZEwW1xCTV6IkgY/8e98AOhIVC9D2fkCpjgkBXApoETALgL40gBr43AXyIUe9LpejFkRXD+j2zSClCYiuBfJzJGarDA8wU9VMu3qUgk2emyEhLThIvQLhOwBxpI1RFzBosDES/bBhf7Uxbt269YDKlTAwMDAwMDAw2F+xbt06ZDKZqRfcn6Ayr+QX+DR4d48kkKpMfpEGkhOzSWyMjeoRubyakVtUZXYVYQ/dLwkFFe4uLEsG3wNRqXVdxU1woBJEk/W4gkzwFoG5UYgvHRuByBfAB+YkJithn0eHZbtEPZHX2VuAsjHK/aflnSCCgbA68je8G7lWVd64tFWCUKm6apVrFld2qf0TJKbS0ESdV1cWHIRqA2tkI2hpCPbQQ2pZDkCg/N+fgPfMc1orWcKcMw9kuCaf/ltWpOzSmV2zSHbRv20CuXtHU9UuQKnylJUomHOYzHEqS0UXVbYeBJLApLdsAP35kyA8mKIaY4zsihUtICwIJ2DaCiSUsqtdjlBoKeI8sidxAWEpK1EqsoIBzQqR0MZoO6pCpiS7NGlqDT8G1r8mNlhabTP5+Ls33ZDYLvU9eZ6K5syuJmgyq/E6aUUg6v1x3ej3OMJrsCoDtAkFH5grrajZPFApgghJSOt8I5HJInfj5Ujf861J93G6aCISAj8k7oTdeWYXICfsxK/K6qogaBti3ml75RJEvgt8YC6EZcHa8pRUdgmA9y7rXNmllEVhAQu/IjO7dPXXRsT7zBiIpwhyNyfvM+p8oTu3J7cT1KQtMUamoloF0pKWFW6XJEyIBZ5fJJfRCs1Q2SUidY/QAeiidTGTWQLh0eeCs/VOOJujzEFSq0YSLY5k9d4WY0dEELse5Tmgq2CKBmUX1IMhPb4ipXK7YoVKgPb3GQ1r5/bE+JB6ESKlrNalCflZkoqRSNyD6JXZeHzeIsCy5UMqQiFSKbAly0G3bpK5mJU6KNfq5/hWRagI5SqPTl+rWtlFAl/mjQVc2s2zeeiHOE1FOUIb435Kdn3kox/DRz/yYQwMDOyJ/hgYGBgYGBgY/NPgv993Kb70xc/j3HPPxSGHHILVq1cn/u2P0KoendklevtBKnVpq1BkV+JLO2OtLU5BtfUkQqtFtI1RVbSydjwI4RTAuheADa4OJ908VZAEXF0Fl+u+6H4GkYKMiOZsqJD8ElySWQDYwiVNagZAK7sC6SGBFVly1H5qkoKWo8JN9s6HQ5WA++QfQTWBpUOaCQHxW2dW0fIO2EP3wxrbEKqI5CRCWy/VRMLzImunrdQ/ngdSH4+IR/V0nvfKSpMtlSKhsssDqgFCkiYMqC8llpsNkFIdpMqSSgr9XlANlXts8FBYOx4KyVGpvBOA78tjaKfkezyIyLlJrHXCySbVZEEgM20AVSkwpuxqR4ToCposRnYJAVBXVksL1PjpzKMmwkUH1Fty25yp4Gx5HVnD/wDPzwFXE9oo42hyQiD79c8i+7mPxrbjyXOFa3VLC2JKQ5/Pjfliuq9+A5ENQDjOpGNNgpq8tqgFNjAPxJNKJlock/sbs/zSkV0gfrl1wYLdgeq/tXkjch//L3mu6PB0i0xbUUS8klTzdZqjNllb5SJELg8+MFf+vXO7tAbyAKxnqVJ2dWJjjKlYEZFd7WyMift04IfWcuHmZTi7IioayS4ENUlCC6neob6vlL6a7JLKLmG5ACzYux4FL8yHv+RUBPOPiu7D8cwuueaeszECzdbFGKwn/iF/IVppGyPCVU5gsq1Yxp8gIESEnzm8uzdhgyf1mnpooMdXVWQMM7s0CT29fSdeMbJ3l0sAKOBQAD7EQBqiJwc4FNYTT4LPWyizAes1CBCw1YdBpNKwH7xb3p9qgXoAFcRs0DLjT1bfBERBbauiPmtZXT6QCDz1jwN2CmzuQQCxZIXkxk5r8mt/yuz6xyMPxaqpChQKebzgBReiWCzC95MnzNpDDp31ThoYGBgYGBgYPB3x85/9FJZl4eSTT256TwiBufMW7INeTQH1ZZWMSosdW3oQSFlNBnQoenxi1obsouNPgU60sCrpSbabgujqAZmQ1hp7653wnOfDX3EWBLKgTJJRIjcHtLIrVPOQUjJXKsrs4vJfI1HAIyWLtf6xMMiajA03dY2MjYBwBp6yAMjy7fEJpibWaGlb834ByP71SnjLzkDltPdJGxBTNkavheIM0k6YV6ownu1R/YyNUZjZVQ8rCYYTsKaAejWh0m23ILuIUBMdrqokaiiCg1RKsvLmbGZ2gctetVF26Sws1r8K6Xv+kug/qfogngxVDwOweRBN4ltm7aj3CEkSKpyHRKGuwshDZVc7G6O2rUZB0eCAIA7o+FMgt/WBzMmAzC1DZFKT2hiFVnkoGyMAWLselYsNrAbdckfHNkZAEigJ5U1csTEJ2UWA1oUcQtI0ZlGO708bFR3hHOA+aGUMqAYQfQMgQ0WIbB9ocRiFX78StCav5fyH/gN066Yp921GUOcEHd4J56F7kvtCyPSJhnpRkl2WssK1Uk512lalBD5nAcTAXEkeje4C758DcB+8a748Vzsgu1rZGIWdhrCcNtdC9BoJ/Eix5uYA4oTVMOmuHcn+sjpEaGMUgO+B1GvgeZ3H1gNSqqpxFbC33onaEa9E9cR3gKd7YI1tlOdjSBSqhgX2XEA9AF0UpBWsxx9GeIFwkfgMa0t2xWyMQmddQSu7xqL1VbYfIfJ8k1VJ5eeHPO9mZuEktXHw7iXy93JRjnfKAhbZ4KcvQTDvJMDnsO+6A94LzlP7IpVdwZHHg5RLsDasAx0bBhn0pfKMx+4TmoRTyi6R12RXFGdFqyPg/kIQ5oP6HoJUH/xVZwKWDVpu/gwN7797ycbYEdn12te9fk/3w8DAwMDAwMDgnw7zFyza112YPtSXep0dwpavAkoVAFY0+Y99aZdKleYv8e7GP8Pd+Ofm9tWkk8+dD2HboNs2A5C2EyEIeH4Q8DiEqyYO+XmgpaEoQLuoJiahqiTKVZKZXY02Rq3sYqClIux7b4d/3DNCq0YcMicqAFKWDHAmVszGyEIbCy3taFo3bKMin/jzdG9khfTY1NbAulZVRQoCwgJZWS9goSpJV1wMc7ZCkoJHNiegtY0xqEnyjgdAnSFUdqmqg6RaAVwxu5ldYf5YC0JJHbvaUa+BoDbsrXcl3iabx0C37ZSTMkuFYwse2+f2OVLy/TgpG4SEYZjZpWw7bQPqw/OdJZVdAqDjm0DqhwObSkBPZHdMQBMslg1YVB5LHoRB47S0HaReBOs/GM6WOyBcZX/S2XCTQE5I9fGrKjWNnrxOcfy433w+6usrTvzFCaKWxQAYEFRVmHYRpMogenth1bciyC0BKZdDogsA7McemnK/Zoowmy+WrZXcl+kqu4rgmR54K89OtD+jvpWKEMvz4INzQUeHVbELeQxEOicZSL8DZZdXkso9Tc6ESq1CazIu3mddwdQrQTg5COKEZGlYiEFvJ6iDp7sBYktFnu9LpW+/UnYRG/b4JjCsBQIOe/t9wBGvBE/3yAZUIQah1D0kpiSaysq3OyAiaG3nhBxi6/5/gJ/4DIA1KrtaZJWLICSfIQgIVLuZrFQ6TjTYGAGABBAAqv/5HvAbl0YB9URIBdR0z8F6TNnFGOD5EG4WJCs/A/hBS0EeGwN96qnYOpKE9I84Fs4dt4AIgfR3v4Tg7JUg9SIIq8WUdoBUnMl7mghtjBH556y/Eay8QOaw1SeklTGbA6iIVMzxPuvMrv0poP7WWyM/ayaTQbVabVrGsixY1t7ptIGBgYGBgYHBgYz/eu8l+MQnr9xjy+9RqAm7zEwCeG8/yPoJCHSFk/+4CoFu2wy6Y3tzO+2gJjts0TIAgLVNKj3o6HpZJRAMpLITwpWBxzw/D7S4NcqvmihCwI0mNTrYXcin+o2qmHASrCb36f/7LvzjngFrw7qmrhEdUE8JQB0IQqOsHsZAfE12tVZ2AQBRofMiVZBZT4SAeHxKGxRhWnUVq9zIpVKNxIia0IqnyK6QRApEpPwAWhI47vobYY2uRzDncDn5qtfVRFtXY6yCFIJZVXZFtrkWSjM1aa+vfRHS910Da3xj4n3rz0/A2vooWN9KCMuRxGp831pZ66Aqh7m5hLKLMBmYLQiBSEkbIx+YI8e7HdEQr8aYVsQYB8AFaDkiPENlR0N/CADCuCQolbKLFrdBqMk1AWDvejQM5+f9B4EENXm+TwFSLkVkReApxYYAEWhL3oXgzcc4JCFYs41Rj0FzO5HakdRLQFWA9/QAfgkilQ7tUHsFmsyJk9hx9c4MyC5/8Snwl5wqX9gtG2NJZQXOBd2pLNCMyXsVJQBFSIBOBlofR+G6N4KOS3IjtCWmCq2Vo/HzUStjvbIkVWksj7ARQQ2w5kA4BYB50uZcjzK7wAXomLpvV8ebiw0IJgkunZG3H9gYAcD5v1+DDS8E4SKpYPSaiw+QeDVGmgJ0JcaePgBI2hj1fcJ1QXoJ+Lz5qJ/4MtCt62UWJQVmkldG6hORxRkAqdUBl0J0ucCEJ63Dj9qwtm6GtX0L2LyFIfHGu5dC1GWVVzoxBvCUIqRHYwJgZWNkWtklIwNQj7ig9P3fg1d6DhAE8n4dcNkH2wEpRWH6IcJqjHvHxjjtrfzyFz/Dscce2/T6scceg1/8/Gez0ikDAwMDAwMDg6cz3v3ud+3R5fckQhKpUo4m8UU1GdBf6mMThdxnLkPqN//XefvqyzBfuFTmTo1IcohAgI5vgbXrIVgTGyEsRUjk5oCWtkcT+4kJ2VAstwYAdLn79jZGObGzNq1Hz6ueC2uomVAgpQloZYzIdkvbSJjZFYTKKVpqT+7Rauxpt67G6LXO7EpsWy8von2TFtFA/rM12aWsbr7OT2ttYwyXj2/Dr8iMMa0c04H0gRf93aKi5W5BZ9a02H976H5k/nYVsn/5GFL3X9NiXaZyrjT5p7O6AkXsiOZ1gGjyzZJ2Wz53AdhBa8OXRDoDa2hL23ZCcpcFMRujzMWiKrwZiI1jy4p4garGKC1Nmbu/juxtnw3ftoYfRTBwMITlIuhfA2t4XWgvmwxxq5G0MQplFxOT2hgBZZNsPMaaLEoUn4gt06rAAmehjZjUxwGPAl0FEFJr7uOehia1Y9skXkwh10pZOAmIV5LXv8buZnZl84rsUveOQF3XlEhVVodEiDX+VJRrF5JdXW3OPa2q5FHeol9WmV0u0OY8o9UR8MJ8iFS3vOepzC6hi60IWUlU7tuYzGSLjy+hcp+0siu0Me65aowAwocD7UC5DzKmxiGugm2VH8cDgGglaA9oXdnqtfW5hY1RpDPAAg6e7QdbuBKsb6UqSiHvGVOS0A0gXhHCzUHoI16tSRtjXw5k3TjSn/kCSI2BeHXk3/82pH/8HdiPPCz7YqfArX5Uj34t6mtfJCuLhmSXzq9S/zH5tyh0g1QqzfdDpu7D9SJIwCEcSd7T8q7mTuv7yv5kY4xj9eo1ePjhh5tef+CBB7H2kLUt1jAwMDAwMDAwMIiDEILLPviBfd2NmUHnwUCqu9jCJSAlpUSpy8lVu4yjjsAiZRfdtjnxxdoaeQL29kcR5JYBxIagDni2H7Q0BLGwR257fAzAQNTPIMpVahVQH7cxTgXdFyIYeFdvYj0iBEhpSGaXTGxu30YiJ4rJCbPPO6rmRlTIeEjusCDKRNOKrgZlFxLh8k7Yls5faQk9IalWgawDUi4h84Ovw77vDpC5lSgHbTYgJFnVFGQMgHAfqcd/03ZVwgN1TFV/w2qSwaQh7NbEFrD+1U0qpWDtEai841LVLwEQArrlqdaNIKbYqk1A0LQ81wIP4C5IzJ4XFhdoRViwAGzRUll5dLR5cuhsuAn1Q1+K2rFvAOtfDeepv7btT6JvlTJCssJX1lRd9W0KsktmbTWG6fvJn0gqg1qqUkQQs/Zuh6gwiOV9AFWkZAur8B5DSHZFarKE3Xi6REM92fdOctTatlUuQTgO2MIlsB+5T74WKMs1VQ8YZqCm1MpISXY190/kcgAA9/ofR5mHXkmqHv2avGd6zUSPtfMh8MP/FTzVI9W2gQdSrcqqnADAAXvLnbK90rB8UFHcCmGnwfNzpQqytB3QOXtCXf2MRcTwHkDq0Z+HOXgtkahOqcZDq0Wblg1kZWAnB+EUQLARbMGSSNk1Him7tJqKrVwDzBMgE2NA2oXI9QP1pyJOcZpEH61PAITI4+WVQOo+sCgN0DLIaB1U398EA6lVkf7F91Ffe1a4vqC98Fc+B3R8E4STAamX5MOY8Pagg/NlJV9e6AapNqsxZVQBkwo4XwAFSWLS4lDTsnu7GuO0ya6JiXH09fVhy5akHLGnpwe1FvZGAwMDAwMDAwODJH74ox+hf6C/4+V/dO21e7A300Q81HhkJ7BwiVRTEYDUkkqgGYHJ9vmiZbDvTE7sCWPwjzgObOFBEJSC9S4HoCbSY5LIoZs2gfUfFH2pTmR2sWYbY6jsmsZkkjOIvMoviY2HPfI4un704qQqYBIQTT50oOwCAFKdgOAURFnkCJOTjETelFZ2qZwtPYGyRjaAYVXYlq6s1W7/AIBUKhD9XSCcw/31jwEAuT/+N2i5hT1lhiCCQcyw8h7xSiqnSPVXj2HgT0pe6MII8Vwe2PL84X2y4jwdGwHv7Ye1ZWPT+iG0sqsyCoH5sppZ4ElVWUzZFSkem88xkcnCe9bzAADu325uet8afwrpu76K6glvk38P/6N9f2IgWjEnlD1KW8c6yuxqPh9Du6+fVMNF6zQTaO7j10OkJSlMS9tBxuoQrgV2pKw0uzeVXaENM67sqpdCUnO6ZFWTta2FDbfjtlSOmMgXojB4FoSECgSTeW7TbTdmY2x1zdr33Qln5VqkfxqpJolXAs/NDc8d94+/al5vx8Oxc0squ8JcKgDugzfIbEIB0JIkcLM3fhAi04fSOZ8Fz/TDElyGtAMQVhqEM9hP/CN5fs0yUg9PoTCOnQPhQ4k2xD7xSuDpHgQDBwNCgC+eh9LlVyH1+1+Cjo8lSFWtAK3+f2+HtXkjstdfhfLbPgCRLQC+ozgl3lZB2g6kLlXMItUNeCWg5kP0pkAqE8BYPVKkxVSaJGZB5FYfSKYWKey8Ikh1JFJ2AYAACJP2Z1Hoak1Qq88gUh8HqRSBnh4IWCCtlF172cY4bbLrpz/9GT539VV4z8UXY/36DQCApUuX4pOf/Diuu675YjAwMDAwMDAwMEjiooveta+7MHPEvjjr3C5amgAKSj0kEGZXzQjqy7CwaJjXFYIx8MG5UtEzVgUbOFhtfzvo0BC63vFKeAufA78/IqFCZZciu5om+g2ZXVMh/ePvwFvybPjPPUO+0LBep0SX7LjSDHSQ2QUAdGwj3Dt+h/RDP5Iv6ElG4Ee2RP1Th8rXS0g9eC2cLX9C6UVfAR3eCd4/OIWyq8HGGFMcWGOTkD8zAWcR4ThNZG/+EIhfkRNOIBxDOrwDtIVKSiO0MdJI6RasSjpU6PAO8N7+yZVdyvpFq6PgiuxC4MvMompM2aVI4FbqvewXPgb/1GfDP+qE5CQzBvfRX4J3L0F99fmwd3ZGdkWQJiciuFRsiKlzkQj3m22MvrbDNigTNVqoUuwdUeA8LW4DtlVAtpQRnHIcrM2Pg7awCu8xqP7RRGaXVLAJy5mRhQwAaHEreGEBhJ2ZcdfiBALd+ITqm6/ynGwQ4c9M2RW3MRabrdX2ukdgX/m+hnVknh1YHe7n/w/pP361RbtlWGMbwPmcMLOL1GsAq4MOb0P2ls8BFkCLm2FvvRcAYJW2QyhyBoSACB4G1As7B/AA9sP3TnsfZxUtileENvgGWBOb4K18LtjgWqmi5R5ENgf/+FNBN61PLBsP+M9+8eMyr455EHkXopwFGAkf8kwHpK5I0lQBKEIVOuGgW7cAJdLyQU5if2pyf3XhAFIvyjbjmV2I7M+i0J0o8BBCqYvT938fbMMy+POfA8BpWahFf86K/dXG+NGPfRxXXvlJ3PKXP8P3fQghkEqlcN11v8IHL7t8D3TRwMDAwMDAwMBgf0GcFKI6T2t8XJJdpRFYE5tg7WiOvOi4/dhEnD6VnDToL+3uL66FZ18gyS4hwtB3OroLZI6uxqiVKA2ZXU3VGLXVo7PJRvoX3wdZW4f/vDOjdqeJrh+/DBAC46ddJ1+os85ymIKgOSCcc5DRYfCefhV0rp/S64D6AJl7vxGGrtNtmyXZNVlhKTUWoWVlT4ZGCz7tvCQNqo57SCKpn86tN8K57ab26ymbKc8Otl2GDO8CDsKkyq6QxCory5JfkdlFTMiMKq0a0orHFuPo/u1m0F074B91AoIVa1pvB0D69i8i9dC1ieD7qUAgIv5M8IhMm+p48qD5vA5iqjmNqaoxxvvCfViVXWB/s+Cym5C59qqmKn97FIHqX5xYGtkpr3/LmXZAPa2NAwCyt30W5TM+CGv0yRl3zdq0Hu4tf4Rz659gr38MgLJMMx+gaQBsZllWmuyy3Ob7XhvogHriV0BLY23VRvaOBxDUD5HniarGCMHhPPJXEL8CQVJS6ViLKZziRIvKvBKEgs+bL8muh+6d/j7OIuJktM4Y0wUWGkHHN4Fn+xHMP1aq5nrkfZctWIzUfXckF65V4d7yB7g3/xbWpvXg3b3yvMtRCDsLQbIzUkNrwlVXghU9fSCCIfONT8D+xz/Ch0Hxz2zixcmuhgc1XlF+DlnqIYzO7NJO/3whypSLQz1EouUhWKNb4HMfQKaNjVF9zu6vyi7P8/Cud70bH/jAB7Fi+XIQQrBh40aMjY3tge4ZGBgYGBgYGBjsV4hNCLTlhoyPAYsAUirCeuIhWFvbq2GmRGzSbD90d3LTA3Pl64/eB+/QCxDMOQy0NNTwZV5NrrQ6SdtQVGZXo7pmJjZGa6dSrAgg9ZPvoP7if+t4XQBReLkjCSdS72yiQ6rlZKYNl0/Ure1bAUrAB+eFAfVQAfWhvUwpvej4KKYCCW2MeiynZ6+ZFgRL5pjNBCGhGeXJTdZnS9kYeS4iu/IfeQ/Y4uWovkbaBenwDhk0v619/lpoY6yOydwarwz77w8hmC9Agpqc9Lu5RNXGlv15Qqm1JiEgCURoX+0YQkQkKmcqs0tMTezyFteJzn6LV6mLqaE6yZyjxW3g2QGkbvhpUmG1FxBmUsXtZeOjkZpnmoSrvflvyP/2PbB3PIDua/9l9/pWqyL7lRbVdgMPAAOomJnyB/I8FHa6o+MDRJldouYmq7c2IHXvdyHWZuAtfk5UjRGAtVWpcfX22tkSBUMw9zCUnvdFYMQHeABr3SMd79segSJg7KEHI6t4G2UXHZf7Gcw5BLQ0BI654XvWpg3JZgFkv/Kp6O/xURDfB2wG4RQg7AJIffqVSYkiXHl+AXi6B+T+7bBG63Duux0EANPXeZy49vTnoYBVHoWwUhCOVCUSVQUWjiaidDVGmdklA+qbr9vQTg9p2STMh1CB9U3Q5wWdNg01I8x4K8ViEffdf/9s9sXAwMDAwMDAwGB/R2zSZN99GzI/+DqgHnoSr47CpW/ZvfZjCobGCTEfmAMAsB67F2QtA8/PhaOCkDXCyUmY36SJBhVk3mgX1NubRmaPNbJOEgmCI/Oza5D5WYtKgZ3AUV/Fa52RPdlPvR80XuUrYCAsAN2uyJt5C6MKazpYWv8tBEgQgEyMIfPNq0GHtrXfkCYK9cRmqkDz3cFuKLs0rJHH4S87vfMJvV+WeUSP/jJ8zf7HA7CefCwku9wbfwNr88Yo+6xVO5yD+H5YlID4FWCkBEqG1HYk2UXDgPrW5xgRAvkPvB20ONFR/6cHXVlNkV0CrcPkE6u0CERvkdlFahVY27eAzVsYht9PBlraBsw9vPUkeE+jVTVGAHRsFGxuVxSS3iEID2DveGA2e9i8jcCH6CXgC/phXzcztSzxKxB2umMyn3hlCCcLOBkQ1t6OTr1iZFPz/UhJGqsm6d7yR9iPt+m3ImJY3wqQbSVkrvjsHs3r6gTW0P1w1/0WmTu/Ata7Ur7YRtllxYqQ0PIOSXbpohabN0y6HQKA7hoC75on1aU1DlobmXSdlu1wHySoo3rCW+GvOAuodiP1619Fgfqh4jWW2eXpDMsAqfu/D1gOqse+Qb6mr0tbBcyP7AKbmwXqTPJetp0gi0PoQimAqtI8Bssrt37gEAbU7x1l197ZioGBgYGBgYGBwdMC1nik2qKlCaR+/eMw6LvT3KtJob6Y20+0r5pllYphtTtaTCpvNNlFtBVPKbuItjE2Bm+H9p7O1UuEB3Cu+T2s6+/reJ2WcKdHdllDWyNLHBAqu8joLhDfB5+3KFQHaZImbs8ixXHQXTuQ+tP1cB66p/2GtCKgoralLJB7ArJwwO5Ncq3hxwEAPD+v43V6rjkHqcevT/bFq8v8JC5At22C++ffTt2QVwc4R+qha+E++QfQyk7QosyiSt/3Xbl/1UmqMSrY6x8H3dXC9rM7iFeqFCyyJU1lOWTNNsaQiGiotGrf83f5S4fKLgDN4e57A5r0bSDQ6U455sLN7/UuTQnGgIUurI3r4P7+FzNqgtQUgdqxjVGOD0/3Tq241OdW4EN0yYIddETmOEo105WwNidtwF0/fRW6/u9V4IWF4WsilQ8tyfsSVnELsrd9Rn6GhMrg1souElTD0H9CJCloP/4IwMXkRS0U6OYNknQHlQR0bWZEt7ZZBgNrwDO9oOPRtjWpH7dihjZGHiD16C/grLtBvs4DQOdNKrLLevJRAAKoMllBEs3XDwB5nqrr39q8QY4dq7WpsLufV2M0MDAwMDAwMDCYHbz0pS+Z9P1rr/3xrG7PdV18/GMfxfnnnwdCCH7285/j0ks/gGAa4cz2tjvQOK0NCZUOc68mAylNIP2LH8D9/XVN76V//G2IgqqCWBsHsgNhZb1wfT+Z2QXuq8phTFrLgga1AguU3Wt6yNxyDVhh/jTXSkKENsZphNrHoZ6oEyFAh7aCz18E3quqfOrqaDFiI3/Fu0HGOlAQ6ImerhKXzc2sf52As2lXIWuEPSxzjoTlTLHk1KC7dsgiCB0uT2pVgDG4T/5B9mXrXbKCHgD3id/BfeJ38E45Sy47C9fHdEBqY6Fag3Aeqa+mIqZaKbs02dVAgNj334n6uS8Cn794yv5YOx8BLe0Iq8jtTZAWyi4AsDY+iGDtMbCHZp4zuKcgcnmQ6jCy13wmUfV1OrB2PgzWu6xzm7Yiu4SbmzpHijOpFgVgrZNWXPuxhyZdRRNEvLAg+XpluLP+7S00PCxpBTqxCSSoga+Sn0npa78JEBpWX5wM9oP3wD/+NEB4IJ4HImaWX6fD5TWs0Q3R78OPofCL1yWIxJDA1Pd4rwTCfPkzXEgS2pnvfQnWwxtQm/sKWBueRHDoIVGOYwyp3/0itMlbG9ZN3mE1rroS556GIbsMDAwMDAwMDPYR3vD61yX+dhwXy5YtBeccv/nNDbNOdn3g/Zdi9epVOOOZz4IQHF/64hfxvv/+L3zowx/puA1n6z1oomb0E+HZILsgSa1WSP/iB+HvtDoKhihsPESDjZFAPZ0XHJm/f75JsULHNsDe8eC0++k89RfsPrUiQYIZ2vgYj6rMbd+M+lnnAUIgdd21oKNq8hhru1PlkJ5YW6oSIekg52vm2H0bY0hwzgLoyE6IwiSVKhuQ/n9fTSg5CKujkQ0OJ78zyF3aHWS/+DEER50o/9A2Roipbak8aCIgrcfWgdy3q1nZ9cj96v2pryFn+z1wfja9fLtZQxCA1KpNpJG1bSPo2JMg9bF9068OYN/795mvO3Q/vNXP61i5Fr+WJrMxAiqzTZEc9mMPoedVz+24X9kbLwPvWoDa0a8Hz88BqU7fxrdHoc7/dgH1AJC+//sQTgbVZ78TAEA3re84i85+6B4AAqSbwXpqA0h+BgUIYrDGN4EXFkSVZiE/+6xi8mGQLD4Ry2UEQCrDoTobAOzxdQjmHgEyPgbn1t+h/rwLYD3xCIJDDwGqzUo3565bw9/pVHmdwii7DAwMDAwMDAz+KfCcs89pes1xHFxxxeV48smZV/dqBUIIXvWqV+KlL3s5tm+XuSofvOwy/Oq6X+IjH/0YeKfKgRbEAglVVHuwal/jNtXk1Gogu2hxG1IP/gj2zijsmATVsFpUI5zt98DZPomlb09C5ZbQsaltLy1XjwWJ6+D69M/+H9I//R4EgOwXPjb1k/ZWUBMS+9EHUbj49bC2bZpR/zoCZ9H5sxuwxjdBpDonqdqBDm0F72tfpbER7u1/nnIZ69EHkfrtz0HG9q56xb31Rri33ij/EFxm73CeLHLQAq0qE7qP/BHkuwy00d4Y+Oh+1XOnrYzc6wj8lnlD2sY4nWO+18AFnPvvmDpjbRLoXDFdmW8qhAU+gCmVXc5f/zQ1udGuXyOPAyOPw19xNnh+zv6n7LKVdXsSZZce23LfAIA2Fr820DmLpDoMZ+NfEaw5bEbdzPztasBywTN9YHOPmPJeKq9THpKUAECrw4kMLfvBW8DndIEEPqzSNnRf+y/wTjoDAEJlddv2p1LpMh+Z278IS6lx9zQM2WVgYGBgYGBgsB/B93188pNX4qYb/4ivf/0bs9buiuXLkc1mce+9Uc7UQw89DNu2sWbNGjzySLISluu6cF03/Dufn0QZwGYxs6tDkOqotF8oW0z4OgQy93wz8Zr7j1/C3rWPK31Nguzfrp7RemRkF4gj9WXun64HCEHqF9+X7wFw/3bzzNqt7JKWT68Mum3PZukQvwwylV2qA+SvexNAdp9ySf38/8H9Q7OFdndAi+PIfO/Ls9rmtCEYyEgd+f94A6jK32kH9x8/AxroK1rZhdTDP2m5/H5PdAFwb/5ty7B0++7bQLdvhXPf7fugV5Oj+7XnT5mvNhW0hS2stDfV8tVh0No4eLpbqhQnW3ZsGPSe3SOp6PhGYMGxYQbj/gJhpwC0z+yKI/uVT8E/8fRpXQcEQOaa/wWplCFsC9YMbX06d1AQ2rFaynng70j9+ofh39aOB4GYBTzz3S8i/csfJNaxH7gLtDgB567bpmyf1GsQbXIeCQRSscIgexr7nOyajewIAwMDAwMDA4OnExzHQX9//6y22dvXh3K5DN9P2pDGxsYwODjYRHa9650X4ZJLLu6obVraDmtsYxPxtCfhrr8RtDIM0kGwfPqhH+2FHk0fhfe+Bmz+0paKs06Q/tE3QoLHfvzh9pXPpgl7+DF0/ejFs6K4mgqZ2784O/bXMIB990BLRaC0DwLU9zCs4XVwnroF1s7NUy7rbLt7L/Ro78LavgXW9i1Nr9PSBLre8+/7oEdTg8zSfLhw3RujYPIpt1lD/hevg7/8TNibbp16hd2Es/5GZZvduxbfqWBvuxuph3+K1D+mLgzg3vIHuLf8YdrbSN3w09hf17ddrhMQwTu+j3a99xWJvxsfDpEgANm1I/EaLZfQ9ZbJM0Y1Cu99I4KVazpadk9jn5Nds5EdYWBgYGBgYGBwIOLZzz6r6bVCvoBXv/rfcPvtd8zqtkQbewEhBKzFpOqqqz+HL335K+Hf+XweDz7QuvogrY6gcN0bZ6ejHcIafQLW6BN7dZuzDefRe+A8OnMLJRGidXn3WcDeILoAee4Y7HlYxS3I3fzhfd0Ng30Aa5o2aeoV95r6xh55XFoa9zMQHiBz1//u624ckKC7huDOdmXZGWKfkl2zlh1hYGBgYGBgYHAA4pOf+ETTa/V6DQ888CAuv+JDs7qt4eFdyOVycBwnVHcRQtDd3Y0dO5sVWZ7nwfN2315mYGBgYGBgYLC3sU/JrtnKjigUCnBdF4VCIVwu/jO+fqu/2/1s9XvjNnYHrdqYjdf0eMxGf2ayXKf93RPb6XSZ+Outxmt3ju90192T+zldzEZfZmO92d5OJ8e38TzYnbHotB9TrR/v03TbnOo+MN3zaib3ld09L2frvO4E7fZvqvOi8e/pnEezda+cznrxz7D4Z+dU+zHZttq10Wl7s7H87sJ1XeTzeZRKnYfLzhaOPe74vbatDRs2YnR0FEceeSTuvPNOAMBhhx0KAHjqqc5DhifN7jIwMDAwMDAw6AB7+nsX6R+Ys2e0zx3guOOOw7U/+gFWrFyVeP2B++/F295+Ef7852R1k0sufk/H2REGBgYGBgYGBtPB6jVrMTLy9LZUvfeSi3HqqafgDW98Mzhn+PKXvoSNGzfiP/7zPVOuu3jxYtxz9517oZcGBgYGBgYGT3fs6e9d+1TZNVvZEYcdfuQ+eRpr0DnMsTowYI7TgQFznA4cmGN1YEAfp38Gy96n/+cz6Oruxs03/Qmu6+L663+DD3zwgx2tOzoqq2WZ83n/hrnvHDgwx+rAgDlOBwbMcTpwsLe+d+1Tsmu2siNKpZI5oQ8QmGN1YMAcpwMD5jgdODDHymB/AWMMl176flx66ftn3IY5nw8MmON04MAcqwMD5jgdGDDHyUCD7suNx7MjNGaSHWFgYGBgYGBgYGBgYGBgYGBgYADsY7ILAL71rW/jsg++H/PmzcOcOYO4/LLL8OMf/wT1en1fd83AwMDAwMDAwMDAwMDAwMDA4ADDPrUxAruXHeF5Hq688lP/FBkbBzrMsTowYI7TgQFznA4cmGN1YMAcp85gxunAgDlOBw7MsTowYI7TgQFznA4c7K1jtU+rMRoYGBgYGBgYGBgYGBgYGBgYGMwm9rmN0cDAwMDAwMDAwMDAwMDAwMDAYLZgyC4DAwMDAwMDAwMDAwMDAwMDg6cNDNllYGBgYGBgYGBgYGBgYGBgYPC0gSG7DAwMDAwMDAwMDAwMDAwMDAyeNjBkl4GBgYGBgYGBgYGBgYGBgYHB0waG7DIwMDAwMDAwMDAwMDAwMDAweNrAkF0GBgYGBgYGBgYGBgYGBgYGBk8bGLLLwMDAwMDAwMDAwMDAwMDAwOBpA0N2GRgYGBgYGBgYGBgYGBgYGBg8bWDILgMDAwMDAwMDAwMDAwMDAwODpw0M2WVgYGBgYGBgYGBgYGBgYGBg8LSBIbsMDAwMDAwMDAwMDAwMDAwMDJ42MGSXgYGBgYGBgYGBgYGBgYGBgcHTBvsF2ZXP5/Gtb30Dd991x77uioGBgYGBgYGBgYGBgYGBgYHBAYx9TnatWbMGv/vtbxD4wb7uioGBgYGBgYGBgYGBgYGBgYHBAQ57X3fg1FNPwRVXfBilUgnHHnvMvu6OgYGBgYGBgYGBgYGBgYGBgcEBjH1Odn3jG98EAJzyjGdMuazrunBdt+m1kZGRPdI3AwMDAwMDAwODCPl8HqVSaV93w8DAwMDAwMBgUuxzsms6eNc7L8Ill1zc9PrHP/5xeJ4X/n3ZZZfhiiuuaPr78ssvhxACV1xxRdMyjeu1en+yttv9rV8D0LK9Vn28/PLL2y5DCGn7fqdo7GOrbbbb/0Y0rjtZ/ydbr1PEx3K6bezOfk7Wn91Zf6q2ZjpOje3F25nNPreD3t5sbavdOMyk/d0Z05msP9ny+vXG99u9DnR2r+gUU43fZMdxd67hTtuayfHt5P62vyLe18Z+T+e4dzJunY5TJ59fnW53OsdmNo79dPH5L3xpxuv+syCfz2PD+iewbPlKQ3gZGBgYGBgY7NfY55ld08FVV38Oy5avDP8ddviR+7pLBgYGBgYGBgYGBgYGBgYGBgb7EQ4oZZfneQkFl4GBgYGBgYGBwdMfIp0BvDoI5/u6KwYGBgYHLAQIQCiIYPu6Kwb7IQSlgJsGqVX2dVdmBQeUssvAwMDAwMDAwOCfD6UPfhYTX/0phJva1115WsM/5iSULr96X3djj4PnuyAI2a02xCz1ZX8G614Kf8Fx+7ob+w14qgus76C9uk22eBl478CstVc/6tWonLln40wM9g6Ek4Ww3KkXVKg/63kQmeyky3hnnY/S5VftZs/2HxxQyi4DAwMDAwMDg6cDfvfbG6a1vBACzz3n3D3Um/0fbMlyAEDtX1+PzHe+2PS+IBaCeUfC2Xb33u7apPAXnQR7610g3N/XXekI/jEnIzjoYAjbAQn2TJ9r578Czu03wdqxdY+0PxWE7WDiKz9G+tpvIf3LH86sDQDj//ZbZO76GlIP/2R2OzgD8HQPiFee9fPMW30egnlHwdl6JwSl4ANzYe3YNqvbmAlEKg3vjHPg/u7n2D3KcnooXvgtiFQePd977l7ZXtC/BqVPfAl0bBe63vayWWmTZ/rBM/2z0tb+CuG4IP6+d4PxdA9K538F+d+8E4LaoKVtIGL21MnjL/8Z7F2PIv+bi6buS1cPqq99J9jqw5D9ypVtlxNd3eA9fbPWx30NQ3YZGBgYGBgYGOxlHHXUkXjHRe/saFlCCK6+6rN7uEezC+Hk4K06B/aWO2GNb0y85510BtiyVcj88Osdt2dt3wI2byGCQ48OX+PpHvDCAtg7H4Z3yItQPeb1KPzyDbDGn5q1/dgdsL6DUD7zCmTu+ipSD//fvu5OR2Ar1gAARL4LZGx4j2yj8qbLkeq7BrnvfqizPs1dgNq/vRXZL30cpFLe7e3zOfPlzyUrZt4IlVOo6rFvQOrhnyA4+HCQ8TFY2zYBAIKD1oItXobUjb/Z7f52gomX/Aju+huRufNqIAhmjagU1AGoBdazHNXzXw921pHoesMLZ6V9YaVQPf6tSN/9NVBvegUvgoMPR/XVb4Fzxy0go7t2uy+dQIBApPJ7ZVsaldP+CyLTAy6C2WuUWvLfAQhv2ZmgxS2whx9ruwxbsASlj30ZhYteCToxtvc61wL+klPAM73wFx6H2nFvQfaWT8B5/zqv8AABAABJREFU6pbdalM4OcAvA04OABAMrJnW+lMSWdQC6NPH/LffkF1/vfVWHHPs8fu6GwYGBgYGBgYGewU/+tG1HS/7uauv2nMdmWUI6qB4wf+C5wZBjngV8r+7GNbIuvB9tuZwBGuPAKZBdglqgY7sAluwGCKbA6mUUX7uZ8C6FqLne8+FsNIAAJ6bs/+QXb0r1S8HhqpLuCmwRcvk74UCsAfILk4ohO2A98zreJ3ypZ8C7xsAm7sQ9vr2k1zhpgBqhVkzwnHBFi1rWofPWwAAIDu3z2APFGLWIWGnUX3Vm2E/8Sgy3/ocAMA/8XQER5/YEdlVP+t82A/fFxJl04VwpC0pGDgYpQ9/AbxvAF2vu7BjxRNbuBR0aAtI0IJQoRSCWKiccjH8w48HdcYgunpARnbOqK+J7fathLfqHBDBkPn75zpaR2Rz8A89Cd6KZwIggLX3JuWsDakg3BRq//p6pH/wdRCvPqvbFL0FCGLBGt798Q5BLIDs/rj5xz4DwRHHhef87iBYvhr1F/8bsp/+QNvzlvUsQ+W0/4I1/BgK17+jbVuiuxfCtiEK3cBeIruCFWvAlq9C6o+/SrzOCwsBALQ2DmE5kqjaDQgA4y//KZyn/gr3yT8AAKwY8ectOxP+irOQ+9P7m1fWBFY6Pfk2qAVYs08RCQD+yufCefL3s6pumwpPH9rOwMDAwMDAwOAAwRvf9OY9uvy+BBtcC54bRO4P/w0S1OEte2by/cJc8ELnZAcAwLJgP/YQADmxAADWtTB8m9RGAACiwZ7jLzoJ3M2D9SwDdwvT3JNm1C54GUof+Ay8054z5bKse7HsW318t7fbCQTItPJbGsGWrgSonGqKfPdsdSsJJyPbz3XWfrB8FXifyiuyJlej1P719ai89b3h3/4Jp6F8+VVN2Vx8rpqAFmd+XIQdTRiD+ccCjgsR759lyUnjFPAPPRrVf38H6he+fMZ94XmpVKPlIbD5iyBSafind2azE4Sg9JEvwj/ulMTr9XNehPpzX6iIEQu0OgJkbMBywLt7Z9zXZMcluRbMO7LjVcoXfxSlSz8Df+WzAGpDzAJp0ymChVKUQbykupAtXIr6c54PtnDprG9T9OQAQkFn0zpKaEfn5lQI1h4B75RnzUKHALb8IPhHnTCpoqh2zBsAANbYBghC2x778DqcgTqJ5/Lwzjino2XL73g/Km++BADgn/Is1P719c33moK8NnVfxW4qpkRW3gv9JaegdOUXwU+cC1qOiFDesxSsf3XrldW4iPTkmV2wLMCefbKLdy1G5Rn/ATa4dtbbngyG7DIwMDAwMDAw2Es45phj8PnPX43urq7wtQ9dcfmU6/3857/Yg72aHQgni+IFX0Xt8FeA1Iuwt90DWh6CSHUllmNzDgHrnebE0LZBt24CKZfBDmr+skw8qebhmeREvHLGZfCXno7iBf+L0gX/O71ttoB/wmkI1hwK75SzplyWK7ILZM9YhrwVz4G3QpJuwk2heua7Mf6K62bcHlt5MMBl7LoodE2x9MwgUpJw7JTsEoXYclOQXaLQnVheZHNy4tugUuDzJNm1OxP+OKnIuhdDOG5ygmjZU/YXAGqveCMAgDaozIKVBzcRUO2gSV9aGgIdkqSIf9IZHa0Ly4ZwnKbQ6vqzL4B3+tnSrkkpaGk7kLEhqAPRO0t5PsoKyroWyQqBHSBYtRaEM4AQuX4HYzxT+EedADYvItRFug3Jp4/7nrB+9WRk5cSJ2SPMBbVm5Z4kMlmIdAa80I3qy1+P8tsvnXnRB3WN8kXLMP6Vn4Dnmx9MsB71mSEEqie8A9WT3926LXUcxAwIm+Dok1B5w7shUpOrnwDAP/E0eKfKzwGRK0CkMxD9cxLLaGVXqATdzXFnXfIzxRp5ArynB2Jld8KSKght+8BD3+9EOjP5RgiBoEkyURCC+tkXQljWzI+xut4FnfkDmRltdq9uzcDAwMDAwMDgnxif/9xV+N3vfo8FCxfiKpXDdeppp+7jXk0f/qFHo/K2/068xrMDYD1LEcw/Gva2e0AgQGoTEOkksSFSWcB2prdBagGBD2v9Y2DLWlRD00/OY2SXgPzSrr9k8+wshDLrCUPv1G3xrj1Mdq06F94KOdnynvN8VN/0xs7WW3YGWHcz2RisORT2ukcALsAWLUP1NW/fbSVCI0RK2nh4tkOVXSOBNFnbVkPWjD7HbBvCcVF95ZsgUmmwuQs6am9SWLGqoNSW/YxPOjvIvRG2A7ZU5YY1EG/eM89F7QWv6KgrWtlF/HJoUeo4YDokaqLt864e8HkLwBcsBqcWQG2pTswqZddshVfHrgs2cHDn6/EAsAgEtfeI3QoA6ue9BOX3fBj1F7wyfC0kRxsVRbuhJJoKojsrtzebdk0yO5ldIiuv5foLXoH6+S+Bf9LpENkceLoHY6+6Aax7SeeNabJrznyIfKH1/VX3mVoIjjgcwdFHNfcJAM/2JZYXAEpnfQzBnMOm3idd7Xeax1KT7LqQikao7Jolsot3LQLhDPnr3wFr5EmpMiSxa4BYoeqULVmBiS/+MCK3rA7JLtuGSHVh4gXfDl8Kjj8V1Ve/Fd4Zz8X4925A/byXTL/zseO3N2HILgMDAwMDAwODvYS65+G6636Fj3/8E/jrX/+KKz/5CUCIfd2taYMddLC0ncQRmwTa2++RL9XHIdykSki4uWkrMoRlgbAAtDQRTrIS0E+N4+oL3R86ixNi1W8+CdklAASDh4AVFKmyh77c8+ygHEtAKiHczrZTOe19KD7/q4nXBAC2+jDYj9wHUinBf8aZqD/ngo5IvWkhpSZa2Q6DvuPqgqmUGtRKWAmFI8kuYVlgyw5C/dwXITj4cPD5i+QC9m4ou+w42WVJG2P8OFt0yuMu8tF10aQyszvPVeJd6jwjFkQqDVIPwAcXTr6Shp7Uxyb3bNUhsk+OA/R0QSgro1A2RtE9OdnlnXB6aDWeDCJ2XfrLplaihSSbEIBFAMsJbbezCWE7qP3La+Qf8Qwu3d/G+4k6dsH8IzpWqHXcl+50S3IqWHVI1MfpgtDEPghigfW1eIAwVd8yKiD9kKOiFy0bbM5hACHwF53ceWOaiLH1fbyF1U5fD8RCcP5JCJ57LBo/OYN5R6NyxvsVQajGzE7De/WF8I6f2noORXaJ6X4+5eT9TGceAtLqHJJc+udufhbw7sWgxa0gggEiAARPPpCgVCqzCIV32nPAu3vBdCEOTQxPpVpT5wcvzA3HVyrtKGrHvhagDqr/+vqO1G9xhNc7neaDrt2EIbsMDAwMDAwMDPYS7r/vfhxyiJxM/vjHP8EjjzyCQw89dB/3agawneYv7uqpdfqB74fhuaQ+AZFuILucrLRJTOdLr2UBAQPqNcBttkHoL/w804+gf7X8kt7iSfJu53bZNujYiLTItfmy7x90DkrnfFZarYA9kiskQGR+iw48tuwob2sG7fH5i8C7e2A9+iBoaSK0b4nUFCoAALXnvxzVl722s+2oanYilU6QHU3L9Q6gfvYLkqToVGSX1UAKhMquyKbHlq+OZYDNjrJLUEcSQ3H1jWXLkGxqg+fmtmwiYRVt3LcObZBAZJUSxIJw0+BBF9icZR3ZuMKJcmwsglWHgNRr8v2BHoBQcGoDaWVjnCKzq/7CV8I/ozkzzF9yKooXfjN6QR0rd8PN8JefOeV1wpavkr8QAkFJWClytsFWrYVwHBDPSx4DraBp6KewbUkAnPA2SfTMJnKOIm6SxzI4+kTUz33xjK51EEsSmLqtxSej+LwvJHLoOoK+phYvA2EqcNyyIdS1QYJqx00Jfa1qsqnFvVWo8ZfkK5HnZUNOGi/Ml8csRnZxtwAxJwvvgnOn7kdKK7s6P6+E7UAo2yWPkV1cP+wAJDELTEpg81x+ytw31rUIdKKhkEVcLaZ/t1KgI7JKaXi/0/ZOZ/LPXUn0EUko63u0mwYsG7ywKCTw/BObCera4a9E5ZT3Nr0u+6a2bx0AZNc5z+0s9NDAwMDAwMDAwCDCxZe8Fw8//HD497e+/R2cfXZngbj7E4TjNk3GNXnhbPwLCPMAAKQ2Dp6K5ShZriSrCAlVSR3BsgHOQLw6hJNqfl99kQ7mHobS8z4PNnhI+MU/PrHjPcs632YLCMsG3Tkk22qheuJuHtVjXg93/U3ouvalIDyYXWWZ7kemVxKGegwtC5GoZPrqErbmcIAL2I89DFKciLaTajHWjeuuWC3zvjqAtjHCpu0zkAD4R5+I6qvf0hD6PrWyK65QCid1lh2qAb3TnhORkLtBdmllFwlqcru2k+yfJSfk3sqzUbzgK2A9/ai85b3RpB6R9YnUa022KUE7D4kOrVKOC1ACMl4BQCC6OgiS15P6GFHHlq+Cff+dILUqRH+PXKarIE8r6oD39EolYO8K8FwLhZ7jtMxD44X5oeVSblvdL574HXi6B8HcyYPqE0SAmojPRtB6I4JDjgQpl2CtfzxxTMPMo0bCglKlhgGEMzU5PC1QKq/zhnstz3fJa3MqS1oLyMyuaB94qiDvx3ZnbbHCArDeFQmFLdWVRC0rHAMS1DrvlJ1UdrXcr5gKkUxUAUIQNKiLRaZfXd8kllGlSOVOlEiOVmJ1fm8Q3T3gSqXJFkc2Rp6JFJCaABST2BjLl1+N4ie/2vZ9AODdS0DH42SXSLapP/PsFIgqwCE6LPARQqnDQEmoSBMppTBkAvrzpVWuY+2oV8Nb0aZoge7nHvg8nAwdk12p2IfdRz7y4fD3O++4fXZ7ZGBgYGBgYGDwNIXv+02vPfzII1i5YgWOOOLwpn/7LVpNaPXfnEUv1Scg3Hxo7+GZvvCLtHA7tLJBPW1mAeB5QCqVUDQIkOYsFEJiGTsWCJPjznaT7IJlgQ7vkNttQXaxOYdBpApI3ftt0Pq4HIs2ExzWtWhG9iFAWhgBhKXshZMOSZyZTCbYwiWwdmwFqVXCSRKAziaI1jSyk1w1iXVIYjLYBD3pjZNDUwXUU5qc0NmRjVFPzPnc+SDVCqxtm3cv3FxNAolfgaBSxZUgRiwLsCzw7sUQThb1c18K75RnIVgTKX+4miySsdFmJYndWTVHQSxwXYE0pfo0roo1dJKtZenQ6Jj9s9ANOjYCa8tT4P3dUgnUpRSRRQ427yDU1zwf4//1I0x8/ddNlkVh2S0tosJKS+IGyfPUGnlCvt/ifKivPg/1Q/5F/qHzlLTqxHL2SEB9sPZI2I/cB/hegpwMjxEhSbuiJo9IRA7MGigFQJsfLOSUkmgm+Wm0QQFpyWs8Yc2dBOWzPo7i+V+GiFmR6danVBt2WHEV0yC7wnF22iu74mSJvBdQ+Icfk2wn3ROxG9oamemRP1sogpv6EWZ2df7AgPf0Q2TzsDZtAF+wOLxPJch82loVGAfT9up2faMOeG4Q1sSW2IsivO7lMpq8dkNykPcOJN+bClbsPNdkVzotSV5CwmcpU2Z/NfV/39gYO/40vOnGPyIIGB555BF0dRVw2qmn4t777sOSJYv3ZP8MDAwMDAwMDJ62OO+85+FzV1+FbDaLer2eeE8IgeUrZkaG7GloFYkgBERnjunJCA/C5Uh9XH5pThWkpTHbH35h7pTsEoQAhIAEDMSryQmJ1ZCZ1EjwqJwh+X5MxdC9m99bLQtklyS7Wim7hLJJ0sou9QJrG3ZcP/LV4Lk5yN/wrmQb1IG/4iw4625oq9ESOUV2WY60lmV6ogkatQDeTKpOCtuWRCIAUoopu9wOJsBtLHc81Y364S9H+t7vhpYm4Urrk7CpPBeGJ2kTDZabqQg1u0HpEwuoRyZSodiPPSxJgt1RdsXJLltNCBtsjKAWeE5WZyMlZQscnBe10dUDwhhIudhsOezQxigyvRHJqY/VeE1ec53krVmRWiZsM5cHKZdAt22COOZYgBYhugogzAPduAH+IScjeO8xEPNzwPim0MIVwmltLwzzi6gNcD88VoSp+14LoiiYfwxEqhuph38Sm4RD3nuos1sFFEQ6i/pzX4DUL38Q3sMEALZiDdI/+TaCQ45OqusSQeBUXtuAPO8Ilfe0WSa7BFXkQgMRpTOiRHcvsH1LizUnA00Q8KF9sUOyi3hFAPPA+haBsJJ8bawC3r0EwaITIDzZHplOFqW+FnVmV0uyK8rsQsqR53ihJ7EID68HErUVkl0d7J9SdnVCDBHGISwqMwApgf2P+1FfvAx83iJYWzZCpLtB/CqEkwmVXbujatL7QarJm6bIxkin0CrohqQbH1AVIuN5hvHP7aYda1Z2QSm7hEVAtLJruqpCrbTbXwPqT37GqXjuOefia1//OoQQeNWrXok//P63EELgW9/6Bt797nfh2c8+a0/21cDAwMDAwMDgaYXLL7sMn7zyU1i4aAmWLV+Z+Le7RNfb3/ZW7No5hIMPlhaznp4efP3rX8WTTzyOhx68Hxe/5z9n3rgmIeKTZPVFnjSSXQCEsjLyTL+cvBESqpKmhJ4IKWWXSKUhUrEJts5wgVSSAcouor5U8/nzwA/qg8jY08+laYCwbJByEaRagVBPzBPvpwogQQ1Ek02ct7Wu8FQBPNvcRjDvSFROfjd4i4qJ4bpK2QUAws2BZwqRezFRMp6ieuwbW451IjONWqEij5SK0euxSWcwsLZlzpagtGU+FBs8BPW1L0L5rI+GSjzhZgABEJuGyi5/4Qnw5x+bXFmfV3aMPOjExtgioB4xZRcAWI8+ALCgo0yrttDnkV9pbX2iFoRlh2QXWMPEE1JBRYrjIKyZEOW5wZbnRiP0GBKvHBIEpOwBvDPVT6QEianSsjmQSgl0x3aI7pwiFQoAY0j/+ZsgogrRnwb923ZJRDeMo3Dc1hZRO0Z2ARF5xHwQzlpn+dDomo1UVkSSdIQ05QFOB8GhR6H2kteAL4pdZ6k0hOuCjA4DgZ9UFsYn6YnKmy3IgVmAVKyq3xus22FGVJtiAdwttM/zolbyOrZ1KHtn90Za2QVBAJEfALjaSkVWAaycfBF4l1QoTYuI1MSUJqQyGfhHHCfPLwXdZ04twLGAOmsixUSmT32+IKrwmFE2eqcTZZe+ljsgZKplAJG91vrHA/LvxcvkdtM9ILVRqb7S18NukLNawUmrI+FrBAIiGxuDhLJL3XP6W5Bd6n7IuhbDO/REVN58MbzTnxtbjkhbbtzGSKlUVIZkV7KIwJTU5p4oGNMBOh7xbDaLSqWCO+64E8ViCW9681tw4knPACEEX/7yVzA+Po7nnTt18JuBgYGBgYGBgYHEnDlz8N3vfg+c81lt98QTT8AZZ5yBcrkSvnbVZz8DQgiOPe4EnH/B83Heeefh3/+/GVb00hOHVhNAEdkYSU2RT2pSKrIDSpmBzjO79Jd0FoDU67LyXZy8oTJwmdSLyP/qLdFr6kt1/RUXgp88H2J1z+5/0dZVIUeHW5IJUsEWkUVEBG1tjMLNQ2T6miq4acUbzw22Wq3pPeHkIDLdsUD8WEZZbi7qh7wYweDa5u0rpQAgJ/KEabIrntmliAYrhdI5n0Ww6KTmzjRY+OprX4yJF34vqlI351Dw7iXyTTcLCA5YIiRA64e+DPVDk6XsQyLKceSEmosOqjFSmXGUzoANzksG1GdzoCO7QHdsh3P3bXJfd8MCJywXhAcggdfyWhAWBSgJyS491nwgCqsXhS6Zj8aCJiKP9S0D716AqaCtf7S8E8JV+xtwkKoH0ZGNMal+FIRAZLIg5TLozu1ANgVhEZkP5QegEyOgpe3IfPN/gM0lSOKpUZVmJcP6dV91blFYOEKtxwOAea3tTcSKbHExe5WcdEMGZ88QvEsR8HG1nbaWlopA0ECIxu918WvaskM1zKwqu2hE4osGokbbGEVPcy6bsDMovvgaBAtPbNmsUO3q+05oX+xQ2QVqAw6FsBzQHVslmTOhwugpAetR5CGZxr3Wil3vANjiFShf8lGwg4+At+wM8FRXpGBMpwAQoMaBdPL483SPUriSkGwLCdFOrndNnnWi+tQ2wYXy3mZt2ww6PhqG1It0D2htHESw6LyYogiDcHIon/7+1u8pWySJkV0AgDjZFWZ2pSMbpzq/EwS0UrpWTr0ElTdfAe/UZ8M77dlyOU3IkWZlFyxJwBLGgUxS2TWlUnt/tzHefNONYCzAQw8/jK6uAp75zDNwzz33QgiB22+/A7fffsee7KeBgYGBgYGBwdMOt976VzzjGSfjT3+6cdbaHBgYwKc/9Sm84pWvwl/+cnP42rnnnoMjjzoGo6OjGB0dxSc/eSXe//734Vvf/s60txFOAi0L0I65cPIaI7taKbtYDUAurMw3JdSXdn/hyYBrQbhuYl1pIbJkOXa1bdHVg+Knr4S4340yTZxpVoBsBWoBjIOM7ALvayajhJsku8BZW4JNuHkIakGkusJx0q8DgMhOQnZlB0HqJYhUXpKGqZy0Uek+alhJNU386TtP94KWd6rlKKDJrlhmV0R2uU0h1pX/72JYm9cnLHfCTqN63Btl+7GJf7hPbgYEXNlYlWog0yJIPbQxuiCcyQn1FGSXzMmyUT/7Qvinnw26QWVBWTZEJge6cwj5D/+HXJgFM67kJwD4Z5wGUQsAEcSUXTG7bM8SiNwciAxABMDT6vxPkF1S2dVy39S+TAWe6QOEAK0Og3crtSMDUKm3tNk2QVuL9PFTig9SKUXnQc6RqirO4fz9z8gVx2E98gjqr3ohQJrD0+G4rfsenosqS41agBAgECDcb0kUCUIjNWbYZkR27U5lN9HVA6DhmKigcVocBwn8JNlFbBDmqWuhwbIKClAWVd2bDRArsiY32hiVsqtVZUxeWABhp8G7FgKtHI6aqFNWTG6lIVwK4eRQX3MhnE1/Ba3sAuteCjqxGSKfh7f4WbB3rYO94wEIQkEsARAC5++3AS6FYBl5HhMSFkyYzoMFPc6a1NMEJM/mUTnufcj87epo4ZQiu6pBs7oo0xspXMPsrEK0vw3wlp8Fke1D6qEfJ7bfkQJLkela2UVKRdBN68FCsqsXSHkIXnkwrG88KF9r9+BDWwLtdOsHCgB4Vl7rpDYe3ceFADv3cFTH3oTM//vfqH0aFczghS7ZflzZlcsDu4YAOw3R1Q2CCUA/cNMkK41ldrkpOX6UAyDSet1gYxSZKe43mojby8qujrd2/AknolAo4LDDDsWpp5yCF73ohfioCqq/5nvfxYMPPYSHH34Yv/zldXusswYGBgYGBgYGTye8+z/eg1/+8ue4+667sWHDBgRBkHj/0//zmWm1RwjBl7/0RXz0ox/Dpk2bwtcPO+xQDA0NYfv27eFrd919F1atWoV8Po9SqdTUluu6cGOhvvl8jJzSQcKWFSsC2CqzqwiISMUjMr0gvA4hOKCsiMLJIhhYC2fbXS33ST+R9ladDzgUhJQhsg3hv9qGp7YdHHoYAALR7YKEVbxIy8mocFzweQtgbdrQcvsJ2DbAAtCxEfA585veFqkuEG8i9gJvP3EKSa1+oAXZNZmNTeQGYY1tQDD3MKnschQhQJGcZIZP05sDkkV2AGL4MXn8YjZG585bActG7eWvUxNLROMWI4jqZ74M1vonQOiO6BitUOqAg7pRef7HgV+NgXBEVjQnI8cERFoaodQYlouozheiiZkjSRZw1pGNUVgWRCYHnu8CbbAxEmU7AgAEQcfVDhshunrgP/dMkNtHQLaw0C6pFUvczSOYezhEuguU7JTnf1ariOaCD8xB9ZVvAlu8AtaGdRC5XLPlq8GS2bYvmX7Q2qjMaNPXagCg4kP0dEJ2aRWH+qmzzSpl0B3bARAg7wBEKuxI4MO5/05JGnOgUdklCAlJx6a+asLGis5JolWgzGt9fKkVEqwJ4kkru+yZK6k0sRVXdnFdIbOkFHeNyq7Ak+cqoeG5Kiwd3E0g6Mz7wwvdoPHiECoHDEyEuXCAVN6IjCR5eE8f/HlHo/ycT6Drp69C/dCXRYH/6W60RGgnswDGwFctB3/BCvj/OB7eivNQPeGtKPz8tSid/yVk//IJ1C76d7DRBUj99uewdzwAUBu0vhMMq0DXb0HqzutRPvsSad0msWt9Opa9hswu3q8yCfX5qAlPISAyaTkulQCiNxPeN4SdgbDTMo+KROdlqCpuIJoEoaicegkARGRXCxujIBZK538ZmVv/B/bwo9Hriuzic+XnACkXYW3aAP+Yk+Xr6W5gQNJSfNE8YARtCXYdIi/vYU7yXqi3l+4DrY1K6yJJvls/90XI/L//jRSatotkVmVvQy6f+uylLkQ+C1KdSFgtBYgU0mliOpWW9zfNk1ZKTWRX7cJ/BT9yAPTeXS33MTwfZpMQ7gDTMo4Wi0XcdtvfUCqVcdFF78Ipp54OQgj+5zOfxaZNm3DC8cfvqX4aGBgYGBgYGDzt8I53vB1z5szB4OAgVq1ehbWHrA3/Hbz24Gm3d8nF78FDDz2EG37728Trfb19GBkZTbw2MjIKSikGB1uTKu9650XYsP6J8N+DD9wXvhcpu+xQGREGTsdtjBAgXknaUAClrBLS2pHKQ9gZlJ/9cZSf/TGwwsKofRAUL/gq/AXHhRMPwnw58Ut1Q+RiZBexlEqBh9tmBx8s7RZVFsslIi0tFN7pZ6N0xeebJhCtICgFOAMZ3dVSOcPdfJOyq9XTfAGZqwOgqSphZGNsT3b5/3I6+LEqi8XNQWg7FyFJQstKEjFxIqz8zMtQeeblUiVg25IAglS1pP5wHUi9BpHKJNZLVO1Lu3LCZ9nRJDU/D4IC/IS5sh+uWl4rwpy0VIBAAJmMDBl3c3KCl+6J9TuW4cMZwNjUNkbLkhM625bqIm1jtGxJdpUjQpcwNmV1x3YQuYKy+AiAB5EaRBN+B78wUnkRwJrYAqHOf94/iNJlV8E//lTweQukgoix5kmw1Vk1Rp7tl7YmHkQTdS5A6kEYYj4p9BhoFYxah1RKIKO7pIU0ZwOWE9pc5TZ8+R5Jkl0hwdBqbEMboyZO7YgYZ0FroohY0bljWbFtzrzyqIYoaLVdPEdN2RiLEyBBkKjGKKgFwj213VY2RsyYfKu98FWY+PK1YAuXhqodTpWyi/FE3lRYBZELiO4+BAtk3p2/7Jmor7kA9TXPl2/HrqcE4kHvAER/L2BTsEXLw0WCeUfKKqNuDrzQA9GVjfaZ2iDesBoT1RcrI++Lfozob6NiaokGZVeYh6iUW2FBCFZXSl2p7AKh4diE+0vUf1q1mOkK9zuubA0WtOAtnAarLQBemA/WsxTewS8IXxNK+USqKiaAC6BeA922CXzOPEn6pnsAl8v7XY2FfWgFXUwi/KxooXLkmb7Iwhhec5IWIxVF5Ifrp5L3SztZNCIscJByATcF4nlRBVXLjpRdmqBOpWXfLVUsplxqyktjqw8BBjMgzGu5j6GtdX9VdsVx2eWXh79v27YN99xzD+65557Z6pOBgYGBgYGBwT8FXvbSl+ClL33ZrMRBnHHG6Tj11FPwghe+uOk90aLyElHkThCwpvcA4KqrP4cvffkr4d/5fF4RXiSs/Oad80LUnv9ydL31ZS1tjIAMjQ9VBtRSj+E5RCoPb9W5YH0HSTvG3CNgFaXvRqS7wXqWwl95NqyHvybXrVcBYoNnB1E/PLaPlMp2BZftEoCtXiX7SUlsQk9aEgh8cB6E60LkCom8qqYxjFWFpCO7IHr7m57Ai1QBtDQUjbFgrSd9dibK42lQcOk8snY2RmGlwBf2At2rQDaPK2WXIoUISZJrmljQE42GvviLT4a36nlSoadsLP68o1E97b+BWiWyMTa2A8hJp20DiFRIItUFLFK2IUpBtN1Mqz1SWtlFIdJpeKedCzE3CzJUAc/NQTD/WPjLTge1tqpxcgDGQAJ/amWXZYWEl3DdSHFlSxsjqWyIlm2Rk9UpRL6gJtmS7AqVCrr6WX4uiF8GAluSXbsehb86yk8i9Rrsh+9DcMiRIKVxoG+gOeRd74e257brS6YPtDIsA97jyi6Ph+qfSfclJIK1jVGRXeWSrNZW9iDyjtyXWK4gAUCZDw4CYcfOKTs5Fsl90iRXTCWoiyLwdsouWyqZqMyFI35dWXW1gmUWbIzxzK58F4jvA/VaU0A9iA0w5dlOXGOKbKczU3axBUtQe/G/yb4MLED5pI/DefKPcP/xU7VAg7JLWRit7ZvBe3phedIix7pkpVnWt0Iu147sihHXBAitq3zBAkCJcnhhgVrGlorBjAtBbHktWRZgqaICtlLsWmn5sMEvQaCveYymQEiOarLL0nlbmuhUx4H5EGlFfFUk2SXSGRDfi+zQlCTaFKkCtMUSdgZQlWH9ZWfIdvxq1I8Wyi5dDIRUdkYdVueFe9MNqJ/7Ikl8ASClkrwHZ3MQ6R4QZ1h+PuhLuF2xEv3ghFoQkOReI2kksn2gVfXASt8vhCK7fC/RvrBSDSR0UinKFamLXBYgFHRkZ3gvEGFV3+jhkEhnVGYXk9srlyDmRNcNAIhCD4RrJZTdCYTt76cB9XH86le/Dn8/8qhjZq0zBgYGBgYGBgb/TPA8Hw888OCstPWud74TRx55JB579BE8se4xPLHuMeRzOfzm+l/h4ov/E319yXyX/j45Kdm5c2er5uB5HkqlUuIfAGUtkl9Y2XxZeYvPXdDSxggACOrJvB4KSUqluxDMOxLWjodgjaxDMPfwcBVNAPkLjouyfKw0Ug/8BLQ+Bta3JFqWqIB6HshtZ22IrFYExJROhLVUdoVP1Vvk3yQQqwpJx0bkxC+frAYn3C4QL67sClraGOPh/Lwh62QqGyNTmTiEeSBBTbblpCQpQtEQlO5AWATlKz8K/+gTE2Qf4RzOljvhLz09QTzUj3w1eLpbPu1PNVvPZLuWrIimJ1GhZagbSMescdSTk2JHHQ8npcguAZHKoPqW/wQ/axGETSByc8F6V8BfdFJo+xOOUhQFwZS2PkEtZf+TyoSQ7LHtZhvjbpJdAkRKBjhLVH2U+20BFCD1CVgTm0DLQxDpLpB6HYX3vQX5i18H92apvJRZWK2VXaCQts9WfbBSmHjh9+AvOlEpuxjguiBBAMACAtER2RUF1DcruwCAlLwos4s1FNFgniTA4jZGJ1LTNW8rFW5LEIJg1UFSkQaAHbM4JJ8SIJrUSstKqJ4nx55K8l6k8iid9bH2KqZJ0C6gnhTHJUHRaHWlFkhQU7/HrmlbZRzNUNmliQ7hFhAsPBw824/6YS+Fv/yZcgEmklUhlQWNbtkI0d0b3m/CIhB6uXTr+5loqIoX3ivnzQWEAGG+zPuCJLmF40iCiVqovvE9YGceJveZ++B2r1pOkl3Uj9nhp0NqqP0Lzx/d15S+j8tzJ1R2Ea3sImGofLi/RFUMjGV26eq48RB1ragVTiZ6QKCrQSaIIXl+hEQTEJ4X1rpHEv0l5SJgpVF86TWS3E0RACKqeNkus0sXkwgVgs2FF6SySynqVP/s3/8F5P5tEPkuSQLrY2slbYzCssN16PgY+HxJjIpsSpKeI7ti93gL+kGRJllFNocwoB7KxthYCTNXABza/riT5L1mb2Hm9S8NDAwMDAwMDAx2C1/+yldw0TvePittvenNb8Ypp56OZ555VvgPAP79ta/D+RdciMHBQcybG4UxH3PsMXjqqadQq9WmtyFihU/gSVFVW+zpi77kNipRRBA+zRWhsotJsmvO4bCH7oe94wEEcyKySxNAws2BzV0LgEAQG6Q8BlLeCeqNJftDLLldzgCbQnoYlbJLKagIFS3zQnifItaWHIHxl/4kJGaaYEdkFxmREgjR16DKShVA42SX4C2//IeTLiFkZlfiPaW0aFONkc0/SP4SeCBeWSq77EjZlVSd2OF4eGddEPYl8/cvoOvaF4NUdgFOVk7ulE0tJFi8urQRAslQcQAik4MAUZMoO6ai6AYJJKkktPrJr0r7IqAq6wmpSEilwsmfWNsnKxeqCRrrWQoQC8GCI2W+G2NtVTze8meFdlfdHyAiBbSNEZWI7NotG2M2L8fZIXISHapR9DkuFV2kNobc7/8TpDoCkcoDjMF66kkQIWDff6fs2tZNsi+NhKglCZR2Fc54fi54XtrvaHVYnvuOIxVJ1AL8DskurZDSP7WyS4+VIrugSbkYCPdlblec2NLHqBXBG9oYbbDVh8L7txcDXTZE7wD4sUvBDlravI6eGNsZef15dXVdqyyk/ACCBceCK1XTVPBOfTaKH/2ybLvQDbpjO0QuHwadi3xXeE8jgZ+sYEdtad9EkrQQ1JJB+jPN7LIswEqDF+ajdvy/g1Z2SYI4r+4tTCRINE1I0u1bZZGDoC4Xi4+BEJPYGK3ET5FV2XmDvSBBFaQ+Dq4t5do+mXYAaoMtWAIx0CXtyYEHnlbZWraqspogu2aS2dVAdjUpuwJZdZQJoC5VRkJVZORa2UUAQaI2hZsPFXk8Gz2cEG4OtDYeLQNEBE6MkGEDS8Gfsxh8QYwUVf0kvo/8x96L7JevlH9XyqH1EwCQtuXtbpLrAogyyuRnWeuqniLdGxFuqn905y6Qsbq8l6Uz0f3ZcpPnbqxirrX+cbAlSv2XywCEgowMJy3NmrylMbKLKhujVnY13F9ELg+4tK16LbLS76fVGA0MDAwMDAwMDGYXB69Zg/POPw+ve91rsXnz5iZL4dnPPafjtnbsaK3Q2r59CCMjI/i/n/4UH/3YR/Ce91yCrq4uvPeSS/Dd710z/U5TK/qyrybFvKcPGJdV8xqTr0hcuWI5oY0xmLMWCBzY2++DSHejvvZF4Jk+0OoIeLYfEALUKyKYd7j8As0FaGUcgED25vcD5SxKZ31UPkGnFLqyG2zdAxJ+OQfjEES0rMaolV1s4WEQqQJ4ugeWX2leLswOY6Cjw+F+W089Kd8HgXBzycyuNjZGPbmipe1yX+Nw8yB+FcLJQjhZkIa+sEWr5NgMb5fLuVk5KW2h7ILlyvEmMSsKAFreDuJXQPyK3AYtSSIBCAPBieeHmV2JnCXoJ/1EZVNZkTIjVQBhFTkZJRSwABJUo5BxRypAQCwVNK3GNOdL8kYpE3jvEohUF4JFx8DiT4IEpZaB8sJyUT3xHXKMLAK4ObA5a+R7OpcmtDHOUkB9vkv20yZSuddo3aM09LYSasEafUIG51uREoIWx9H9hhcC1QqCQ49uUY1RkU8xBWCiD6lY+LiAPPauDVIvy74FAiKdbRl0nUCTjTEHUquGllYEAsKh/z977x0vy3GW+X/f6u4JZ04+N+kqX8lWtGVbzsY4gGxMNA4seWFhdwlLWHbBLJi1TWZNMBkMP+IGsIFdwDbRGWfJlmzJyuFeSTefPLFD1e+Pt6q7Z845ku7itGZef+R770xPd1V1Vc28Tz/P82qibCeYXXmqXkV1M+/gvbTb2AbAxsTqlyWCm4mxBw550HcXcC4AMomCXZVcy8uySzP0x3YvB9/2/cpUAtz8IslN7yc9cAh74BDRsfsUPApS5qIYuy/OxJjdZIzBs2uPAhiPGnFc3iSXGOKTt5Bd9AVl0Qkp7BhwUVaMDOzSMEbNWYJcL1q/v2Rn7YiyYEcoSuDHcKmje8JoGzt/gT+nB5uaCna5hUXcXBsaETLo42YUcHVxG3EWk3cpwjMPeezrq5w3jQmQp9mGjBJElGIErQZkFnK/jwSgsrWk/TcVs8sBrjWr1T4BN78PzqqBP0kH6Z2C1oLux6PNsshDHQjPvviLcfvbFJcfgXf4F8OazzPiT95cHit9lTHS8GPbaqDMriAD30PGeDAw6SLdAgMLMowP4Hbx7JIih5GuSzc7X63nuFF53AUpv+9T9MDdpF/05XrOTlM9/vrDaq5PMLvUf0zZbxL5vc0zu8riAIBrtyE2WD/uO/adshrjFOyaxjSmMY1pTGMa0/gXEe9573t5z3vf+xm51qte9cP8/Otfz003fpg8z3nTm97Mr/zKr57zeZxEyiKB8k+7cgBz7IxKCSfD5lSeUT6xcw7XaGOGPaKzd1Ds8wBFMgODNdyMVpmLVu+h2H9Ek0nnkP6mP02CnW1gv+pSes/6RRp/8I7K/yeiMpv3hrpkVn9rT0goHJWMyO6/ALrsKiHRc9WYXZtr2oflin0VAKw62CV7GdT7Y6PNozvkinbfPuwNF8A717Ez+4g2j42/f96liM0wa2chBdeYUyDADpn07HImLpM/166ZTIex8mCXMwYTwIzA7MoyaAWmw7jnlwJJHgShkjHa5gIUfWVdJAaJnYJdSQC7moizOBxufk4/V+SIG2I7BxHPXCjmDyuAZwQXLUBxaldwKrvwWSUoyGyMnT2IO7+JsF5WclNWgiCDnlYZw/0zZYyzgE9obYFLQpJYk4cFAkdkiE7fhhlt7pCVVebWu1SaDEyr1u7MruCB1/rYH9C4+20Mn/QtuCTBjIZqGp5Zve/NlrK99urLDoP6CVDQ6fpxcayJdb39NtU1UL8vgQm0i1TJRRVLUBlkAjOhwIXDdXYDuzzTb+lSivnzkNFIPxd5GWNSSSMfS5QyuWYLlyREn7wFnvk8iosvIzp2H7bG7Nrh2WUiKGWMdbDLgwPCrowcgP6zfgBJu7RveuPON+NEP184CGDXhc8qpW8UDhp1sGsOybJSllsHwuKzd2C2jxNt3M/gKd+Oi1uV9LLsh5eg7z+P/Lprce0mpAW0IjAjJN2u/NWCYXszxkYRdmEZWomv4NermIfRjAKueb9CF85FrlYyu8bHz3mwq3zdZmqqHsAu4pKNVT4okX1+XCJv1J7oegdG130tsrlOvHoXrjFLtH4fxcrjK2ZXmL/BT7E9Q/HUq/XvdXm4n/MyUT1Zel0FhWIhPn0b9kkrgKvm3R5gV3H4QszpUxQrj/frbRzssgsX40yE6Z324+TPk+eQKbRk5+ar/TlqQRSpx11TJcDhfkRH78XOzeu9bMfePD+q5lHdsytqQnuGkintHx6Z7nYlIR0NodX2D5xQKaMvGDMWJbD+/4BB/TSmMY1pTGMa05jGNP758ad/+qZP6/n37a9ki71en+/8ru/+55/UmIrJ42Vubt8BMOu7m9Pamowx8hKvQsvUz/zTz6ocyv8wdo1Ztl76h0i6hfTPEq3eRX7l1+o1rUN6G3pcs0l+3bPVT2hpBRsl4HJ/jdpz5dgAynTBuCqJC9GeqZKllcPQpTRT39lv/2O9KJTdtbU5VpExVNyTUc3k3tk9PLs82HX2LvJrrvNVwgSSGezKEm6+gbSjXdtiD1ygspzREMmsl/9JJWPcwezyYFer8qaREuzqKVBUq8YYZJySprgZf39Lc/HAAJrV5N4YkBgXGTUrb8xi7EnPunC4xRbZK5+C+b3Apmgq+8I53NI8mBjZ7IEUuMYsMtryLK0Yl8wiUR+bLBJNSsp8ZEduID5zO9I/y3DpWxR4aLYR2QLjZZm+6h45bH3d/2H2b75PZZHnIGO0zXmGT/33tD/4y57ZJZBEiKsZ1Idxl7hKlk2EAaLVO8iuvQEXNZWdUo+i2DFHKlnoHjLG1iI4R/PWP9GKpy5XQGQ0xMliaYjt2jPII4BdFUBXyVN3gF0Gz+yaaHee7iJj9H/ftRpjYM0kVaXImVg9s5yDmV38yfy+Mbr26ygOXUdy/H1eYuUT6SjRvp4jWyTMCXPmJObkcYqLL4P3/gNuboHopBbJkDwbB/JMrPsWlPe37GvJ7NpFfoaQXv5igF3BrnIejgri9dtJjr6HwfX/tgJesgw3M+7ZJb1tBeOg8pkCTO80M+/7b2SHnqzHNhd2gl0eQMye/TyyG14M7SayneFWIsTkY/uXazVRYDeCTqcCzg8uK7Or0VFWj5cxSlGZvT8S2DV86TeQPu/FNP/xr2i+9c+qeVOCQjG4XNmo3TqzK9N5nlllHYoo0AK49qJ6WkkAZmIFjYyU8tPsgicTXf4lRB7sMt2T+tkA2oWxDEyzmU5VHKDOPKwxu8aGdtADExMNHqDRfSuDOf99O7lH1MIlDey+A8SfuBmuYtd5NHrC12H6Z4mP36SfKb+LcgUDqTFO8fu1iZCRgl1a3VW/Q41nIttLHg+tGBnmOEkqwNtUMkZnksqvCypbgAC0NltatXd2Tq/nCvVylGhvsOtzkdl1x+23sUsRn13jqquv+ee0ZxrTmMY0pjGNaUzjX1QcOnSIK6+8gk5np2TprW9922ehRY8SJq7kJqHs+8oBInP3Dl8fmJAxSvAzWmf2Ld9N/NDd+roHyezsIW8IfIjkwQ8Qrd6Fbc3qE2Y3wHiwi0az8nMRYKZVAjjlr9vBAKI5EEEy6yV+4z+0bShx7xx2cR9ytP8Inl0V2AUg62cnwC71iNphUL8Hs0uKjGjtHjVIntlHvv9qBs/8fpXduEITi13kWXb/QS+fi5F0jWLfVTgRP85QL2/vAssoJIUTvmrK7GorkOTHrwS20hSWQhXNmh8V4OY8SymKKhlVW0EgcSPEOvWNOjQHCy3cPs+2CAb1RYFbnFcWxOaGyvZMrIni+gPY4jBO5jHDMxQz50Gt4mM9iuXLaNz9Npq3von0u1+KM21lH8RN8PLPsohAkeDiFnb+AmUpnQPDoDh4HemRL6Z525vVC0xMVXksGZfuqVG+KMshmEL3TuCcKFPPVxwNof5huzO72EvG2FrEjDaVpQalUb5sD/WzHnN27RnYUOmTazQpLr+K6JM3VxKjUrrkk+TO7ATYhWfXxciExFqZXTAuY3ykaow1GWPH+57NJDqfcaV31Nhn/Nyys4d0fEcecPPD45KmB7vOjb9hA9i1tUF09F6KS9QHz83OIdvKHlWpaw1kkhjseNU77ZeXMe7B7CpWHvfIjYkTXb+jgmjjLvXNckXJMJV0hIuqsXEzCkiWrKIaG0qGyow0ww1cbChmljG9qjqs9qMCrF2S4OZayMN9WAEn2Rgz1TVaFfCxvOgvItgLzyO+6UYKOYJrzuOIwNrSr69+nd0iv+5p2P0HSV/wpTTf+meV313SANOgWLyEaOOBilka+likKqnMnAfUDXbWm+S3ljC9M35uiPeYamr7A/DSMDqXogbWRBXY1ZwlPXw9xfKlmK0HK/C3NVcDgmvzM6wbfw9s5yDFwoUkx2+EAuxVh+k/7Yf8QAQZY1YVB6iFPXQYRDCnvA3BxDyy7RXSS55P+yO/URrtl3tXnkGqD3fc7FytumpD10uQ/caxMr2KHHP6BJJlFBdcqmy+YQGS7GpQT9TwjOBgfO/9L32xGteega0N//DD+EIZZszfLkQ57z7DBvWPaWf4N9/27Z/udkxjGtOYxjSmMY1p/IuLb/3Wb+GnfvInOHHiJL1eb+w959znJtglNWaXr9ZnV/argfykOT0o48rUfkgLgENcVVq9lD/WEiTTXyVau1uT7WQGsX3ob+gpk4Z6PumH1O8n9Ym/BxokzcZkjDTY4akTwCpz8jj54tMQ+nvKGMOP9CDnMuurpd8XVOwASWsmza7YNRF3jVkk3cZ4iWKxcDFu9qB6NMWRl7ZNmM2j2IJdXtGy9CZCemewlzzP99kDZGMG9Un5NH4saQnAYPADixs7q+1lec2weZyZYDseQIqiSjoz4yuK2ZFKryy4xTY4W5rFu7ihDJBuH3dgEUyEWV/HHVjwIJEmSaZ/GssBTO8kdumQMjsmACFnEpUudU8jxQjTfRiXtbHmsDKoAtjlgY0wNW1z7jFVd6xHMXdYz5HM+L4INOPdqzGWRRiovHWc+lu51gKud7pKWsHf64m2BM+uR5AxymCj9oKFJFYWl0TKZERKPyOAwbd+D+lzb2D2J/4T8Z23Vm2lxiSbmS0rMeoLgbEU6RoaGxQ1qB8D6vxY7MbCK1mKHuxyeLBr30GdIzO7rLvQvqTtZVkplF58lCDIXgm0nZ1DrB0H8AC3pHNVtjaJjt7D6Cv+lXoTzS0gXQ/27DCoN0iue9YYkBMMvfdgduXnP10/vn1i1zbqHBGV/rY8s8jmFbMrHSpoHyKOVWJcgl3VnlbOieEG9isvJVt7IclfjlcMLMHwmQ4lKDTQcwnZODM1aRBYsnbfYjgBiBDdfTtF+4jKjwFnc0z3BO3bf5nRNa/cW7LXXqG48AiS59UDizqzK6wfE5X7T/B5kiKrwK7C4dr7GD7zu2m8+63Y9jLJ2t0V6y6KFDQyIM7qd0yiYFfvx38Vd/FFmHeeVZZp0lGfwKQNmHI+FYu+aEIx7ilXelZ6Zlf/2f+J/NB1zP/Z10EuuNkmEhBn9AGCkO3K7AqVEeWsN58XGfsOKlYeByIkD76/+pDfHygyXCGYPPfMrrCemzpfvQ8jkTeotwXiHDIc6N7QjmFjpNLiHQb1apSv4H44r0GQao8I96czhxODuAwaOn47PLvK3wCfgzLG97//A5/udkxjGtOYxjSmMY1p/IuL//j938e//Xf//nMT1NojrImrBN97utjFFQUy9vLs8gbllB5SjEu3Aquo5lUi/bOYwRoy2sQlh72R7oaCBs2mPvXvetCg1fTVubwCJsuUgRUZ9WnKLa5tdpgmB7DKnDgFh/wP+kf17NLrmLWz5JdfVZ3Ls3AkrVX9s8WuT/Ndo4OkXUz3JFJk2IWLsI1QPbACriaNt117BTotKHoQqfm5NkaQLMcJ45+JknK8XaNB6Z1WY3YBEDcrZlxoe5pWyWY0kajMesZXFJXndDPKsBAyBbsQb+JeqBwIoNEC5zBn1ikefzE4Qba2cIeXVQ4pBmyO2T6GjC5Gip5K5aSxw7MrGPtL3zMiTAQ4xPZxUaNMtkpmV2A7NeZ2mI8/Wth5D3ZFTc9KMmoIb/MJRgQ6Hka03WGOuxwcFEtH6N3w35h963dVXmy7yBhLplVjd5ahbS6WLB59wTPM0qG2LWBpvmJafvWTSJ97A9LvMfrKryN+/Y+OXacElTqzmNWq0IVzxkvCImQ0MT8KZXblh56ISzoqid2D2eV8lTlQYCpUfaTTqGSMrXGfIr1IbVyiuFaN0Z+3NL3fKY3Krnky/e99NTIa0vn5HysLSUA1J2TQI3rgHlx7Bnv4IlyjURrUS+7XoAjinM79Ih0br7KvYjw4sLMd+UGtMmuvPMzoS15G82//Ynxs4hixFpfZCsC3NWbXaKBjhsdQvc9dkNCVvmUoowtAYvXgskcev3NMA2AdqooC9PVc4tLxarKNFgHscit+HQ0ywBHfeRvpk74M1zngxyuDyNC8+y2kV750Txnj4Pk/QLH/Uhof+XuKSy7TFwMrMmmM7ZelQX4AEYsRrt2A1QwBrIso5vdR7L8a11pEemd8c5WNSOyZXVjM+n0k972bfPY5uCMd3GILir5WtG3M4WYCizUqwSS7eKE+OOn24BGYXeEBx+iql0ERKSBXqn7rBvU7vwuK8y5EuttI329QZpzZVSxfjoy2tXJuiJpBvYgg3S0F9VN//rgJESUT0gWDev/dRZErkBkJ5BYnjWrNhjlhgCjBLq3oPRkWiPjvjZ5ndnmw0s4taN+CjHE3QCv0/TMsYzyHmqAaIsL3fu/38O53vZPbbv14+fpzn/tcXvbVX/0pbdw0pjGNaUxjGtOYxudzzM/P8453vPOz3Yxzi5pspgS9jMD8HDt8OvCAT0imTUKJQtQT4gCS1YAm4ytPmf5pfVKcDjE4JBtBo4VrtZBepknmzEztHCBZ7ivF1ZhdkZRJQn7p48me/Azs0grS6yK9HNcKcrQ9wK5JGePZU9h9B6r3w4/4SdbObj4tjVkk7SE4zOaDFAsXKQgDuNhUzK6Jz9q5w7jYIDbFjYFdaKIx4dnlArOLCmiAiklXsp/iREGp+sXSrPKw8X0LYKENTK3I1FhBXtpofZW+HAUxnPWsMt+WIvcsBoFB5mVavt0mRmyBZFuY7gmfjGU409zhsRWS7GDaHAA5scPK3BtqctfARpxHinxX9tFeYT2zi6St/jTDXIFUoeZTVZMETgK6LkOc06Q8SrALFzG89muxrSXvH7a7jNHuAXa59iKmxsARp0b5Mhoq2Gk9WBbAriOPR/o92n/462TXPbWct66UJ0U4Eey+g+oHhRLTtLodOq+KcbCLIgVJyC59LtmFz9bXJsciRN1w2ySljNHNtnArB5DtnhqlT8YYqGRUWgs1Ztd4ldB6jF75LZhTx5HuNv1//4Njczt4DZLnRMcfBDGllDH0v/RjKoGKWKWbMA5amEjBAGFHFT0AN7MfnKP4wssYfOO/39nHKFZWZWbLuSo2L/dWGfb1emH+x7FKGIvwgKDG7PIAqJtfBGuxB8/beb3AuOp4ZhcgW56pIzkyrHl2JcHzD9y+BS2qsJki/T7mwXsA1DMQ1MMt3Pe99j3Annc+mAbRfXd6H0Gp5n+SVGM7GFT7T1Tz7JptluAcuYVYSC//ElzcxPRXPZMVMEZBI4HgxyS2jzNxCUraiy9E0i6uMTsOdgVm19KFiE2R/qDGJGanZ5cfo/TKr9LvGpcT330789/zDTDKcIGJtUuFSnve+UQnHior1iq4XM2jYulSovV7x5hS5T6eeZCy29V9qfTsaoxXL41iXBQhJdhVKLBYgvI15mwouGBEwf3l/cgo0yIGYkGk2iMC2DXvGc628Ab1uwCd5W+Azyyz65zBrle/+kf5ii//Mt7whl9mn9ffA5w9e5Yf/MH/9Clt3DSmMY1pTGMa05jG53P87d/+HV/+5V/22W7GuUW9PHzNHNm22nszu8KPfBNVrJVaMhTAl1CxLTn6XuKHP6QfGeoT7cCYUtPdpnqodDMcoolIMLmPBNJcE5xIAAO51QfPHrRJv/TlDF/+r1W21esqW6EVKVsl2ekdVLYdShaaOXNS5VgeUKjArtoYuGLXH/4B7AKINo9hFy8uPb8wsqdnl52/QPtUqCTGbD6EFJnmWs5X4JtkwwRTYajOFwzqAwstaXppXy1Zz3Jcq5IxOoH0G7+M/Oon4WYCC61i7Ni2JosihYJdmQWcVl+cmVEzaxFt72k1kpZhoWyd2LMBTOxZbUG+1kCyAZjWeGU8qiTb9M4okBEAJpeOlbcP98cRwC7P7HoUGaOLW+QHrlW5ZJAxxm3s7Dz0/PxqRBUrJTJq1m3iEtAtk1IRyPNSFpXvu5Lhk7+V4VO+zfuH1QDKWl/cXp5dzYUJZpdVRsXQV+Sse3YBbnEZs3aW+LaPAVBc4n2kQoIrhuy5L8LuO0DyT2/3r0XamMCkmgC7pEjV2FrAtj3QmQQT+glgsi7vM4lKowodPxcZzMMnodWoqqiGz9XAAefZi/jKh8AjyhhdZ5b4zltp/dkfUFx8hOKyK6s3m6HSYY41cxRLl5Ff+kTtl2etVDLB2N9XA/moGpuybxHgJVy7eezNrCiLTwzsFHfp/CkKyIrSbB1XlAChpAOcmAoQihPIs6o65hjYpX5jbmEJcQX2QA2MD+0NgMhMp9wrzJo+WBBTjHkOupqM0S3PYjbXkWPbxB+8EZMqUG5nPbMrS6t57IodLFqA/g+8jvyrn4mTCHPUA/XeQB08U8+3STY3qwIoobhB7HCNGOn5vmcWlpqMXvRytZcLBvWI96lqeIm3B7tE719gURXXXqPVJxuzuJl5Pz5RuS6KhQugSJH+cAzsKoHIUNSjMUe0cVTbmVoF7NfOYtbPKpAZ1vMuxUrswhKysaq+bM7CYszwm7++BGeLpcuJ1u4b/1AAlcNDi15X2Yph/kUNvVYoThGqMQb2bp7r2vFj46LmToN6I8rsWtmPdPuItWCUX1iBXX5/mV/RisdZimuYHUCnMvaCzPtz0KC+Hl/3tV/LC174Qk6dOs1v/dZvlK/fd999nH/++Z/Sxk1jGtOYxjSmMY1pfD7Hq3/sv/LOd/wj3/It/5oH7n+AfCKh/L7v+/7PTsMeIVxS+9FfA7toNHf37LJ59eM32oPZFRhhPsFr3fwHlSTHM7xk5JPQLNWkut2GUaFJVquJlOcAslyTjMgzLjILDlwS4xCVZsx0oD2DDPpIt+8rNw60bPtu/Q7MIZ/gmLPKKLL7DhI9eL+yz2wxns66Ytcf9y7pYAbeTHrrIfJD12GKGmvFeq+vCaCsmD9fZYI4lZa5ArN5lILHaUInjCfiRj1rHKIEhyB52sHsaujT/gC4oTIu12hWAM7+NvbCBfLHXV16cKl0zl+rvaiG90YUyEgLcJFndrXV08wIZCnm9CogKo3xYJczKmMckwYmDSTtayI4wRayM/sxoy2kGI0nkcZSmizj9D4DOJ8wN+agOPWoBvXpZS9i8PTvRkbdsiqibbRVgtctoOOgGeHimj+NeM+00J4SCIshT7ELCnYVy55FlA9Kz67ioiNqPL5+lnKRNHYHXl1rsQQ2tGE5xBGSphCBOGV9pM95IcVlV2DnFpGNNWRjDbO5QXHxEZIb31cluFHE6EtfTvKRfyK+704/jhFind5PUUbeWBSpZ+vluLZ6YLm9qjHWQFRnYq0Sub6N27+E2d7C3HYPxROeoObrAWyCcXmnqbPLnG/33jJG12whgz7xx29Eel3SF7+09l5bZdHOke9/EgD5hQqGBX+v4Mfk4gQJAMxuMsbYs4dsusOg3sVtXNxCUt0rkJ1gl4vjEhwuTdBtoRUOARl29XNJC9KRyh7zvALjkgTJR8SnbyXaPKofX1jUdbe4gGs0S+8mRwV8u3a7ArvWV3377Hg1xkazanO7iWysY+7fIvnIu5BMx6lidlXVKxWs3wnsZE95JohBujky8kBRa6YC7BqVd6BZXaO4UP2sShljx491zzOacgsHDfbCw8jKBvzVui/aoGwxV1aj9b5tifNtVmDLHjiAPKDMLltjdgUmllu4QO95bwj7lqqOlDJGP0cas8SnPq4FMNJDKsVe83Jga6vvvN0k7XOLRKdP4qIZlbM+ZT+FtFWWOMywc4eI1pRFN3rxV5N86D3V+vIectLdws3OV0Bm1EAiq3PYOVzspZmBlVzkyggUP889c1aBdgVlnfegs8sd2B7AnD4QchTK8IMSnLXzy5Dq6y7pjHnaZU95Jr0feB2N3/t737bPcWZXs9mg1+vveP288w7R7+98fRrTmMY0pjGNaUxjGrvHT/z46xAR7r7rbs6cOcP62trYf5+LUfeIodFAgrF5o7FrNUZsUVXxk4hdwa4JZpdzlq1f/xOya5+CGWoiJsPA7BoqCNOe0afo/YFKoALQFhtldllbyZ1yq4BarJWi3OKy+kjNdJBBDzlxSsGipcSbFO8Sob3Bs+uMVvLSanJowj3BbKtLOMfHcKY0h5fBKra1iGsuEJ+8mWjjXj1PJDs+a+cOq9Qoy8r2RKv3oFoUPBusLv2KxxJsG/yrSs8uX0I+bmhbGzVD9DTzSXYDogR34SwguKUVlaFBJe0EbHteK7kliSbintmFc9BsebBLpUhydlXxitQqsysypUG91AzbXaMBaR8XtXawhWznAOIljGN9DtlNmHMzHS9p9f5jzXko8gqY2SNcyxvbN2tj0lnQMe4VOp8a8bj3VxR7ZkRoQ5AJqrl5kE8VK+qlJMNNyAuIYgb/5nsZftXXV4blgGtWzC5nYrKLvgCLUFx2GEY1sMsVei+CbAlgOCB/wvWkz38JbnkfZmNN1V3H7qW4+PLxcYsi3NwC0QP31sbRgzACRFJJoEIUGcHA3ra9jKmUFT4CsytSGaN5eBU5uUbnZ16FbG8pIy3MzxB1sFfwFfg8U8dRSap3W2OtNjIaIHlO8uF/InvGF1bvNZpIkWNbi+TnPRVSiz2opI3SzL4uYwyMmcKDG3VfKd8GsaMdBvXWg4DSGOixzQUGT/628YbuImNU7yPPHhp4fyQ/D13cwFlbgXFRA9M/S+ftP1KB1wvLyq4yEfZQjYxSb3e7U3lOrZ/x97oYq8YY2qB+iIJsruv8djlkA3AO2zkIzql5/5iM0a+/cD287E4MnOzjpO3bMVOrxphgTq1h/u4Y5uixkjlcMrs6fnyDv1XukLSLbHZxj1ske9ENOPFz1hiVxRvAOczWBq7d1jXX7miDDCpjbM7i2h7AF5Ux2sasslXzEfQHuFazYh5OGNQrU7dL8uD7dN+zubK6wDOipDr3RLj5BWRr3TPhLAzUl87uP0SxcJFOkY0HcEmDwTd9B9lTnlE9ePEyRvoD7GxlJE9gahWFrtvA7KrJGImbyiIe9dWzCz9mQcYo4OKmMrt6qUpII117Yi2SpuSXX6n3b24RSa0yviY8uwKj0u7zBUx2Yfx9OuOcr/b3f/8P/NAP/mf+62teW762b98+fvZnf4a3ve1vPpVtm8Y0pjGNaUxjGtP4vI6XfOlLeNGLvoS77rrrs92Uxx7NupyjAYMezM6pafxop4xR6tUYa4bpYwlqAIlCUnP4POzCEukXfRnRx2/T8wx9Epam0GhqMpsVMBgqyysAbbF4M22nBungmV3ifbBircIYNxTs6veQ9W1kmOP2tyBu4cQwfOp30PzE/ywZZqNrv0YBmyAB3FxHsgy775Bve7xTxrmHdw3JTJmYmsGaJjfz59O44yNaHe7ar9khY+w/8z+SnfcURPwTdJ/wtG7+A9L+V2h/hXGArFaNEQDPyCrN6LOBHzOVUgXfMH3PewI1W1qU4IJZREaeFecBoKR2rUZbJYdJw8uyPNDlLK7d1LETZXZJliJnu7CVKdgFvhKbyhhLICpOkFEPO3Nwh4zRdQ6Ufl3jgNP4/Cr2HyFaf1ABRpTZJTUZY3bRFyC908Sr42vQJR2ijaPED3+E0TWvQPIRdn4JMEg3UxyvEY+DtvEEGy/cCxOp11w4dyhmkA1wVv10XGsGNzfvpaH+uNY8xdz5RNsPk17+YgbP+F4a3bdin3c+7mOHwTdZXAGx0fXgl6cMh7i5eVySUFx8hOguXUfR0fvInvV8PX/NoF4ZQ5XfnBYL8FBFZHYwu6QY6ftGcF7GWHr4TQKJYzLGCNeZQ+7v0njHPxIduw+5vAtoNUROHd85fqDzOLeAIDj9nwcP3QSzy+EZQ56BEt9+C+kLvqQ6oNHAmQZbr/xT/XdqcfsPIm6t8uwKwEBUJe9SBBljjS/S8Eby+WgnsysUUZjxa6lokF3+Itof+/+qg+IYrEXSQhmQgNgcG2SMHuS3rXkiHqY4cBWuuQ+K39XPJzv3Hbu4hAyGuFaT4rwLKnP+IA8GaLeJb/4o9trzke6qsjGNRQarCkhnfVhQZpTcvYHMFyTvewfZNc9VsAOHZH3s4sUqHyzsmIwRiXAzHTbf+BfM/PrPEN/6MVySIO95GDk+xIlfj6322HxxGGR1qEBcswn0CVV03Vxb95RBALss2ILkn95DfvHTGH3FK6ALQcZYMrucQzbWcbOzmNOnyKNEwfw4RtIudvZgVfnU6Jq2c4cVDCoyTG+IFdGCD/1etT+VMkatrtu46y0Ud15O/uwnImveUL6wtX0gxjbmkKyvPnuAm19EtjahabSdvRHMJtj9B3U9A9I/U7FpG5XsMwCyMhxo24JFQKyG85Klum6j2Bc2qAzqXey/G9JeDezyrFRB17VJcMv74YGRZ5G1kfBc5fQJ0hd+qX4XzS4qs6u3DW0zxuorKze2Z/SZzOc6s+uHXvXDPP6Kx3PH7bchInzwA+/j5o/dRGSiMQBsGtOYxjSmMY1pTGMajxzra2scP3780Q/8XIqaQT1Jo6rM1Kixq+pRkzHq02vPWqmBBEH+GKoxFpcq88ScfBjJtjUJ8DJGSUfKUDKiPiGDIa6VUEkhDWSFl2B5+VHmmV2RYNuzuGYLFxns/KKCXSaG013c/g4ubuFm9jG68qvIDz25bGN2wVO16lxgQwDm7KmS2eUkRurm9OCTvp0/7l0N7AoyTRc3tRJaowE4BRgCO8IkpI/7EqKtoyozGg7KhEdGG2qKH/yVxvyEJgzqZ2erdoFPWAeaTFqrrKeywz6hbLVgbgE6CTJIcYvLyoyAcaZI0lJJYRwr4yDThDhU6HLtZU0es5EyH956O3LbmkqsnNMEzUSe1RaKBcRI2gciXGNcXmo7+yuwqy6ZChIkE+OSGVx7EQpbgV3NuTIBBOg978fofumv7rxHjVkk69P66O8w/xffjOmf1eqdIrCVAhbXTMYZZ8Z4w/Ags6tMxcmGO68RmGzGaHLemfWf0fuVH3oC2y/9PR1qzypKn/sS/+lBbTCsSpWyav7JsHrfNVulVM0cvZfivCPYzmyVNEdmvFobeGZXGFMp5WVlFJkHuyhljAGQnPQmqldZtXET12jg0qLyv+tuqlH57Nz452QC7AKPZDn9SwAdJr2yEvUjkqGOeeyBvvK8jSaB82H6q5j1E7j5eQVBPfgaPLFcklTtCDLG+horZd3ZnswutxAYb01lcdaOc5Fn0KW5zq2WB+4De2jg/ZE888i151TiWMoYdzJq3fwisroOowJ73oXVG6HdiVaPjG/5hLKohlselAGTdpl/878iOvVxBS8Li/n4KtHf3EFy80d8x0IVwp4yy3pnFCyv+Ro6iRi+7JsAyK97Om5lPyAwDGvD70XtmXFwVIL5eqEgsNSYgXMz0M+RQBdrRYjLab7vf9L6x1/VORLXwO7g2YVTVtrcAtHWfX5cR8poHW3hmovlnuZEPafCfoXNod8HpAL5A/CepeqnlrSRURfTP0vywAf18kEaaovqYYMIW//qz+i/4HW+/TO6x21t6Hejs3pfPbPLzqyoNH60VbJpXbPy15IgYxwMfRGQyrML4w3pcw/sR1H5kEPy3DMWBTPsgfHjGysDLMhdXaOlktiB9ddyJQA+++rvIrn5I9gLL8XNLyjY1d2Ehhn7zpOeZw97/8fPeYP67e1tvvZrv54v+7Kv4N9827fzUz/9M7zwi27glV/zr+h2u49+gmlMYxrTmMY0pjGNaQDwsz/333jda1/DwsLCZ7spjznqPl2u2UQGXvbTbFSMoXpY/5QfvBeKz1TqCbENYJf+IC4uvUxfF4NEEVKMkJ5/Up6OcItLeprMQn8A7SY0Ivr//j9DK4aswJUG9XhGiAe7Vg5W7V85oE+mTYw5vY07OI9N2mVlrMDMAKDhk4kaIGBOn8TuP0h+6eNJX/HlYHOcMaTPer5KXia8a3rf/xpGX/KyMbDLHt6HvWJRuzvqelmUBxF88hh8cVq3/wnkQ/VMKYGKkDzs9OxSZhdlslWyA2pMEMn6CopNyBhloECBXVjGrShzR06sK7Nrfl7Hvm5BlLQUDEgakOdIWqh8aG0VGgY7s99L0VLE5ggGogYyGmjbG7GCCnZ8zCTtgXVjZu22uUCxcBHR+v3arzoDyOl1kbhK/vKiLDzgmvOQ76zGaGf2jf3bNTq+YiaY3inIB9jFZR3fzVTn+mzHz7FgQO0N6934HHfROLOrjKhRJqMuaWgyHamvnH6+NsDO4mKheNzjFfx1vdpbuQd5azLGQQ0MA2TDy4G3BTt3Htm1X1iB0CbS5LfO3jJVP1wkOyW6RVoCrAHUKWVvImNm865e+KDjvagyWxamoLsNCG6+8kWq+0uVY2Gl3D5wVJUIJ2WT7RlcYw7bVtalnD2F2awZ+jdbgEGyAfN//vVEaw8roNLvVVO6ZlAfzh8Ax7GKpwHsyoe4ABSU7VhR9t6yl8T69tqZ/VVb4hixTv3WANfuYA/MVZUZB+qhVbIukyZOklLC5qKEsiJBuO7iCrK1ifTySmYNFTjdULCL1IONow3IHUTeyD3raV8DSzP0Oawnl5fHAZjeaQUHg2eXLSiuvJjRi17qP2uwy/v0+v0gWfeG8K32hETZtzFT6SSxqRi/8zOluTyAm9V9K77/DuI13QvCeiw9u5yyfM3WOm52nqj3gB43shDHmO5JbGe/+riBZ3YZndMCuALxFk4BjA0+a+JcuWdK6h/GeHCnZHZZW3YpgKbZ+U/TtxYW9ZJbmx4g0nvgEOyB83DtZWSg8uPSe7DRrPZ8v15lNFRZqig7rDScz3PvzxWPg9lFoUCmQZldwT4givRehKIU837ODZWRq0xdP0fyHPPg/RTnX4Q9fBhZ7yuLK4nGAa0AGodqq59hg/pzBrtC3HvffbzlLW/lr//6Lf9vUe+nMY1pTGMa05jGND5H4hu/4et55StfwV133s7dd93B7Z+8bey/z8VwY8yuJjIaqW9X0ti1GqPYXH/8mrh8yg7s6tkVkpriMvU0cjMdrda2+RDtW/5Yz5eOlF2EU8+u4QjXamIv3Ef63BtwK7OQ5YitgV2Z1R/pkVFZRrjswiIM+/oD/GwXYoNbXCyZKNaDXcoSauhxNUBAmV3nUVx9HcUTr8SJJb/+2fS/+79QHLlCGTc18Cm/6olk1z8bFzdLsKv/qtfinuIrmpXMLsaAKzt70L+/oX/WZIxjrIgJzy5nEsrqZFCyA+qgpGR9TbjzHNeqmF3m1BkkTSkefw120YNdpzawiyvYhUVkfVSeF8AlTZVy+WpxwbPLnDgBSYSd2YfYVJNim+u9FkFGQ72X3htJ3DgQJdlQ2QSNJsVFR3Ai5Bc8U7v+kLIoxg3RnTIFozrYZXGJZ25ECThRr6kaMy275HnUI/jwVO0Y4BYXIE2RzBLdegv505/imWTByycel+mEdpkIPNhltk/W3o+9QX0MsXpZqc9auGitPVEDFptertiH2QqY1IxOKg8fKFlNwVOvZJpsDaFwFBdfVrLgiGJNiGsyRuoyxtjs4tmVVjJGDxC7mtTUxc0K+PHrWvIRNrBjUlcDTYbIRkr6tOeMX78eBr1vgdWFq+RtE2wR12zh2ivkh55RDmNUY3e5RhPnBPESZbNxBgQktQyv+VfYzsExg/rKs2unjNHNLCqom22P9RV0/zCDNeziou+Djkdp6g5+DrhSAu7m5slf+WzsMy7QS/W9YXzbM3uSJjiDc1K2b/Ihg11YRDY3oGexB86r2hr2hsSzBz3YJcMtnSf1ZWQzBS/TAPDFVXXRiWqu0js9VuHUxZC/5Bk0PvRuGh98N3Z5H3blgPZzqGC0i3VMJtl8ZSPyQm9cLJXn43ynNKfHOQ+AFgrkhrkbib/hxhc8yRWY2t7Czc5heg/580ce7Dqle2QoDFLoOLmZFWUV45DtnoK64WFBnFTMPw9ChiqW0f13Ed/1ydKzi6LY1bPLIbh5HQPZ3tD3nNPui+D2HaTorKhElGrvdo1mdR8DuD0Y4ppNrImQfKhzMIr1uyqwWMc8u2r777ALxgNRUUwwqMcIdt6v1ZFBQiXSADYD0YkHsSv7cbNzyKl1BfomqzGG/TBUs/wMM7vO+Wrtdpvv/M7v4EnXXcfc3OTkhK9+2cs/JQ2bxjSmMY1pTGMa0/h8j5/52Z/7bDfh3KNRS2iDl0+qpvGyC9hV+lYZX4kxsF7qoEBNxuhi8abKViUuUYxkI61ch4JddtEzSbJCwZBmA7dQMX8k93KLIGnJtRojkSjDoBbS74Fpe6DAQatTVo8LDIxQSdCZaAzskrUzuMXnYOcXAUESyK5/tn72wCFNiHyC45IGrjNLceQK3DFlRdjZOUpwBmUHuAB2GVcmBnZWTaApPHtgOBhjDflBBGHMPLvukeaay9iVC1X95ibAriiBosA2VzDDDWxrUbGEe+8gv+JaXLagssSNPs7MaXK4NsTtqzF2kiYUq1odrp/jTuQk/+e9SLSJe8LzcZ394FJlzNi8ZM+RDpSlkySVjLEO4GUpWE3gt3/6N2n+w19hj+4nPntH6ae2wxfN5goyhm4WDpe0MaMtbHO+lO24mYpJlO+/hiZ/Xp2iOYuxq9U45UNvJr2NY47G2/6c/g//tDLOejr8WsmtkjHWDeAlG+CYJ1q/BzunjCNnEs+8aChYnCSljFFGW0Rbx7AcUNAobpXglPQ21N8qtC32Pjt5JTUMIHR09yfJr7wW2fAFL5I5ZGOEveAizF2n9LXAyMmrue2CQT14GeNk8YXMAw7apvzwU8cM9bdf/kdEZ+5h9u0/UoLHkvUgMFQyW/nfFRly5zr5k55Bceh8opMPl2NnuqeQfEghj/NgF8psw9XkrgnbP/WbtH//V4jvud37F0VYqYpNNN75NxAnZE9+hkrBiKqKr+sqJc+Xr8U+ZRGSNsnZd/qxSco1HKox1pmErrXgx8LvYVGCnTuE2T5ZMnPs0hH1mWr4NTt7ELu0j/QLb/AsIYuMRjiaFBdcomCQN2OXgRYiKFmXcaJMxwBQxDs9u9z8Iubh4xTLKoerbppvt28HuR/LtOuZXeNsW5fESGFxmOqBBVQyxhqzqy4NpqmyueTdf0d+7VOwR67ALu9DNjeBOaKNoxQLR7Qfk2CXREBW+rNplVw/tjNtBcvQfSt6293MfPSnFVINczdCP2ciXKQVgsUWyPamFkAw/rhRgUsamO4JP45G72+hn7XtFSTr4phHuuopR2eWwdO/B3toAfKMYu58igPXans8MB4du4/ZH/+PVXcKW7Eca/PGLl1armHZ2gSpGL2IIXvi9djnnE/jN//S9z3IGFtlYZAgY2TogahGgvS7uEirK2JtCULqv2ueXY3YS323YaEJDGpgF+q16VmYrmh6YK1idgGYh4/5ThrMyTNIvIVrROOgXqhIO+PP9Rlmdp0z2PWLv/DzPPGJT+BNb/4ztre3Px1tmsY0pjGNaUxjGtP4vI5nPeuZfOADH+T97//AZ7sp5xxj1RgBilxlFM2dDAPAe3Z5VkCN2VX39RHwT7WbmihRIGmqUp7whDrEoO8lPk6ZCTbFtRLcYmC6uBq4FSQxFnGCi7SaYD1k0MeaOcgyxFlcc6ZMzp2vMucac9pIE1GnP5jNDez8QuXl1DBkT1Y2iT1wHjxcGdRbf13X7sCCQDYgf+oXVGME6seV1MEuD5R1DmL6ZxFvCC/D3WSMAHb8yXlpUG+w8SLFgcfBUcY9frK+T7gLTdz7a9BaBImI7/gEoxu+EnkoRfoZ9Px9KCyymeLqzKOkqclXnOhY2pj4Y7fgrlqCxGj1RKteV2KL0ly8lDHGRhOhWjVGvZYyiNzcHJJ2Gd3wlfCWAa1b/7Q6JtoJdmHi0mSfApWOdk9Ccx4nnhHkwS6zfaLynQqneOJljK6+jvY//qzOz2yAm5/DbD+MY4741psw6+vYi86DLS9VMkbnXAno+vsXRUiqYG20eg/ZRf6+RwmSF9jFi5DmNjJa9fdfkGxAcuw9jA69AqKGSo08eBudOOoBVj/2cQAvamBXv4s5+RDm+DG48lqMB7tsawHWRxQXXER870f186HoRH2dSVR5dsWmAhPK++IN6j0Q0XveqzEHlTXjGnO4GYM7fL3vpwdu0l6Z9JK6ChwvUnhgG7koJXvqc4je8qYyYW597PeITt9K+l03gDNjzBIXxXpvOh2Ki49QXHQp8T23Y1sdBTtNBb4lH78Rs35W12ejBcSIr2hpNs8QbT6InDgDI4edPQ9OBvCkJsvaxbPLtuf19WAkFTXZ/oo3Ep/+JNgMyTZxnQ6yPcLt177bzn6yi57O8JXfQvKh9+o4DkZAk+KSywGnFRDbsa51Z0sDdRc8uoKpeBSDqxU/EMEtLCMbn4B+jj1yQOdfUSuWkXj2jrQxg1Wi05/AnLlHwehw+533dSoGgGcGhX6X4Hxdxlh5drnYlKxNs3YGt7wPt7wf2dpSoPiuv2LwjO+FQippdWg/kZJaA9hVB+AaMfR0UkrWR05s0fjQe/TfY8wu8absDaDQqoTdLVyslXjN9gmSW9+BveZyBeqcwyUGGQ5w0tF73l5BcgW7gmeX7cySLT8L9hdIlpV+ejoWe9g5FUWlpas9iMj3X43MK8tNtjdxBGZXxcTFxEjTMwxDBdxGs7qPwbNr5P0Am4kyNxtz+pCoKCrJtqnYmVIUZaVLM9xWliPet894GaPL1WfLORwzmNzjPjXrvui4B7tGGbK2hsxsQnNCxhh8/DqB2TWxV3+a45zBri/6ohfyxTe8mGPHjn062jONaUxjGtOYxjSm8Xkfv/SLv0AcJ7z5zW/mT9/0Jh544Ohnu0mPPSbALikKGI0gmWM3g3pxuZrvmtj/iPZvTAAUYnNN6BsRkGPOnlLT3SgaM8cuK4sBMspVttFq4Ja8BM85BTlcLUnKQuIUYxdXFKTyfiky6KuZbzrSpLLZBs86KmWMntkFYJuLmJ4mybKplRSL8y8GBHuhN3IfjbD7DiEP9SrAKjDKxMCKyhizx1+tr9lc7Y/SbiUFE+cN/cF2DmK6pyqgcdCvQK4xsMuNP1WP4lLiRmpx7TZQTHh29Uo/F9dawvTPUiwfARMT3Xkr7qu/AXukDb0cGWjiZc6uYfNl6jo711DPLpckSJ7hiJWxs3EKkohi/kKVrdlcJVLlPazALqKGAiBjMkYvlwuJokS4C1YwH3i41s9JsKtQJlSYjk7Brmj1LoqVx0PkzZLbyqyI1u+jWH7c+CnOW0aaTplI/R6SD3DzHa0UB5isj5w+BRddraycdlNBw7qUr1btMIBd8Znb1Oy+taTVzkyCixq4mUWi0ZoWXyiH1fr+JRA3kXSTaD0lOnG/mkKHCIBAbZ0kb/trmvTJr7gWs3pG5zfgmgvI+hD3uPPKhLcEWJ3BSaRMQ1MH7XZhdhUZWJC8X73ogTo3s4KYPqbvJVhRQ8+VD3Bzc/r3tJqHUmTqW7W1pewbKvaUFFlVBVGpi5QMk7AmgzQymIwvHABBQex65OofWCydDxIhgw29Pd1tyAfExz6KHOtTLF9WstxcnGgBCypm15iMsTmnr5vq3wD5gasVsDz1Dv3IVh93oINzDts5QNT2nmrtGa2E2B0iWZv8mifr8WmBa8davdTZyrMuTnS/CD5LSTLOqG21Vfq9tQrdTPe85f1EZ05W7W4ooGHNnBr0p12S4x+HZk2iXuRa6TEPnl2Vd1nJyBtjdhUV48iDsjLsY9bO4uKY4uLLkHUFhJKHPkR6xVHy5DpsjaHoP1y7VzXDedD2ZF6W2z8LWW3ulcwuz2SNIl94I1epoy+kYg+ch6TbxA9/ktF1VyE2x/TPYpv7ka117OIcLm5gZ5bL/kk2VCC52cY1ZnGdCJNvjDd7L7DLFrU21SSuCxchC+uY7jYSPAZ9ERXEA1MmBvHrtmR27ebZ5ddHM1GpsAkeXerZpQb1Nb/JPK/W/nBb15IYBQOD+b3LoN1Ehhu4qK0FNmqeXaDfnWZjDWsNJu0hxSYkRgHZEGFvnmkDw1J6/JmKc/bsStOUjY2NT0NTpjGNaUxjGtOYxjT+ZcQzn/UcvvO7vot9+/bx93/3t7z1rX/NN3/TN+1qEfG5Fi6Z+LFaFPpkeQ/PrkrGGLyIJiRe5XG5eqwkPlFaPY1rdzwroTpvdM8d1WfSDFndABHc+TXT59xWQEf4t39q7pZWMCceKt+SQU/blqosy7XaFbNrZkVVU41OJQdsLFaf3VDTa3v+RdqrfZqQxHd8Qo2hfVUyqJhdsrGBW2khWb/y03GaEEnarZIQqcsYD6lJupc4ynBQY1HUK5lVsjId44Y3yhckt5ooBQlYOYY9nxQW2NZ8WR0SExPfeasCOcsL0MtwIx1HOb3mkx7x7LEE4gZS+HkQvGRshmyvIq7ANWKErPLsCjEalMCFi1vgivFKnXnqGQmmbBdziSa7ZT93AqdqsO5f98yuUL0xSMBcW5ld0cb9uJnluvc5bv8cOItd9PctH+BmZxSUyEeIKzBnzvgx9Mlm5JPM0pcuAJIRsn2S9gffQHTqE8z/+TcQnb0TogQ7c7Dsg0s6uIXlWiv8JI4a6vNmCrAZZvX0mIwxgAz1OW+2t4kePkrjnW9j7of/Xfm6a83D+ggXxRQXXqqvNXU8Btd/F6PrvskPYk3GCGNrUK/lmV12ROK901zS0j5EDRrH3oNtL5cSTCnU1N8tzGG2NhBXk1V58FMG/cqIu84iktAx7yPm/PgEedhMKCihn7VzwWuvPS6bKnJsZz/54etwpqXG7AB9Lw/ud4m2H8LOX4DbxaB+ktnlkhktzJBXjCjbqe1DzhKv36QfWfeeTlsPYDsHcS0v62rPaFdcjjn5MMXFRzybpgKMcBbXmNHKf94c3ZlW2T5xFcgZWHrS3VSwS6Jynwl7kWsoU881l5GwjtKhZ7yFjmTex82WfQ6MHZkAu2RSxuiZYzIYIKu6RooLLta9GmVlxcdvAtfYwewqxzZcd4zZ1fCML2h99HfovOcnq/fK++VZa3GMi1o6d6xFttX7zO47gGSZfmf5vdN0T0IzQjbXwYJrtFWCWvTV76vIVArtvxvczJJ+74WCBc6NA2/1qHt21atwxi3c7DyypWPiTKL7cmxgLSX5zbfhTIQkXsJZMrtaXpLoqvsw8PLaRqzAsHjJfZAxBoP6UsZY+OrJDhn1qocJE0UItACN9/5Lvbdi7asDoPEPf4W545QWNdj2falJUysZo84tm8T0vuOHKOpVQj+Ncc5g1x//8X/n277t33w62jKNaUxjGtOYxjSm8S8mPvKRG/nBH3oV11z7RH7rt36bF73oBj5+y8f43d95Izfc8MVIvRLZ51KEp7YhEQ4yxkaiT6Yno5QxKrNL9gS7CgWZ/G9tc/aMZ3bFY7K76MEas8sWmAePK5PLiH9679R/xtUBnQrssgcOYk48VEo/pN/ThDhLtf2NZgV2mRjXXPAyRs8iaVVytyANc7H2zS3PIMMB5sH7NcF0RZW8Le9DhgOiu++FlZZ6du07SHTyYQ/OoJLCACbWZIx29gCmd6qshKlsNF/xrg524cYM8ZXZJThnILO4VmssMQaIT9/qPV7auOYiZriuybaJkCwlvuXDgEA/R5whOnY/5tgJJR0J2Jl92M4B9STLU1wcI8HU2mbqiVak6hNkc5VA1g3yh329Z5Eo2DkpY7SF3hvPSnEmxkVSsoZ0UkykNMVIk73MzwErkLRLgMx5CZgNMsaNo3pebzbtOkswp5XcXPCHy4fQaSG9rGRxmNNqNl8awxuj152oxkgUI3lK8+6/qea/zcB4sMs5pEhxjRrYVRqxAyapJe4O2VjbA+yqzfngM+Wczhcfrrmg/lFI6X3nGi2I29iZAxRLHgAz0RjYNSljlCLzwKml887XkBx7H7Q6KoXNBsQnbtQ10ZxXRkuRKoCyMI85exrnixGU5wIYDitPr5JFlCNGPJkryBh90h3YVMEPKIBd8x5wyi2utcjoypfSf84PesDOm5ETI0MvY+wFsKuH2XzIG+5XTCo3wewqzj+PwTd/F/nCRbrvFGnJxgs+f2a4Qetjvw/zeh5ZV7Al2rhX10u7BnZZrUxpjj8Y7lLFaEqHCnY1OxXD1Dpc7OWg0bhnVwl29dehnymD68Ch8TFtRMhgiJvZV64JGY1K0BNQH7K4YgO53aox9tcwoy1dD0VVWKKU1Q4HlVE7EH/yHv1LNlDwOGeHZ1dgs0ruxphdzoAzons7IGm/LPKhxwcZY8WmJG4gzmrlwG2913b/IV0PeVayMM32cWgYzOZZ3fsabWxrCbKeB+d13bm2Zx02WlDY0u9L0i57fVtLTcYYvldAgVI3v4j4dlUG9QKmQfq4r9A9O/Gyfz+3XbOl4HmRl16PLk0BUcZeMJKPE12z/r7oeg4yxtyz+JxKUR26V8W14hgU0GrAyEslM89EnPiKb/3l/0Ie7CPD9RK4Y7YqdEIN7HIrLdwNF5E+/+XklzxpjxH71MY5g10iwvd+z3/gwx/+IP/jv/8xv/u7bxz777Mdr3nNa3jd615X/r3+b+ccr3vd68rXXvOa14x9tv7abu+H1x9LvPa1rx37zF7nO5d43eteN3be+t9DTF4jHBPGIpxnr7bWr7VXhPO89rWv3fHZ3c61W+z1uUcao8m+P5ZrPdp4PdLre8UjjeVj+exesdu5/m/attv5wnjV18OnK17zmteU7f7nXKvel73GYfL8j2WNncuY7taGyT/3+syjHRfeqx83+fdH2oMe7byT7d8tHu3+TN7Hx3JPdou95uWjnWu3Y8+1T3uN46ciHsse/H97PldP0nls933y2Edq12P5HgjH7Xb/Jz+z297yWK6523Vf+9rXlt+Z5zLP/m/my+dKZFnGX//1W/jGb/pmnvq0Z/Dhj3yE//LDr+LWWz/+2W7arhGkdPqk1/+YHw3VmHxXZle9GiMlEODicbBLq/A1IWA9a2e8QX2tihSMmWhjC8SBPLQBQHzbx/wxE3KLPIMiw8UGe+Ag0cmHFIQBb1AfIWnqk8pWKWMEz+5qqpE8RQGdyuA+PMn2/8LNz2A21jBnTmIPHGL4Y/8Bd0h/+NvFFcz6KvLwCdxSEyKHXd6vJr9Zn8bxD2ieUXp2eZNlMWqW3Dtdsr5K8CKKxoAhEUtdxlh6dqFgF83mDvZdfFKZJ3bpcgUqRlt6H/15ko/8k4KUvQxMxNyPfifRJ+6tgJDACIgbCl6IVF4yhQe7bObZHr46WF1GOeoT/NXUFH1cxoi1SDZSIGlmP+RqWl0y0GAnsytVNkzJ6BMFLGS4qbJXb1Bv2wvIqIvpncEB1t/b/LKrNelztmTk0RAd62Feybc82FWydKJ4HHgL7LtgFl1vY5HhTIydPU/ZGIWOr6t5ccmYjLEBxiHpENnawM4tVMbXoepo/RJ1M+zOfkZXv0LP1ZxXUEwEgleXEfXysmBnfKVAE4+fbwezK8hLvYfScBPbbKvcMuuX1elce0mZXflQ1+D8LLJ2hrIYAVTMruFIPe2gxuyyHkSxQEQpY6wxu1xgdgUAaW4ZCoc4sO0liv1Xk130XJz1rL9YGWIyUGYmJdjVxWw/7M91sLp3pTF7gXOO4fd8J6MXfRVu/oAHn/ISJHC+0uLsW7+b5l1/rWt8c0MZpM4R9U/iWosTYJeeOzoRwC48Q8nvs/mI/KJnkV7xlf56QKOje28cMyYf9/fUdNcRC7K5jT180fiYxgZGmVZILZldoxJMD30liUsmlZ60GgeAxj1/w+xb/4N6bBW2mvuxyiRlOEA217VQwkNHkfUukg0U8M1HyrisAyP4vQr8/lLz7IqN3vPQnskHK3UZo4juF1ETlW0XSFfno91/CAZ9JMtwUaRbz8YDEGXI1jrinM5ZEUzR14c5NofCYX1FTDWRb1QgaPoIPua2qBiIXj6NcwouL62U7GAXDOrjGlg+KpCGn+OhGmOQMQYQDhAPSJEYXWegALstajLGCAmS1CJXqaFzyFCZXU6Mv/+eUei8iX3qx3UXGWMI11pEBhsYD3bZ+j0Ne3kjxr5YwWHeN0COb+49Zp/COGewqygKfuM3fpM3v+nN3Hzzzdx5x51j/01jGtOYxjSmMY1pTOOR4/rrr9+VubW6usob3/g7vPCLbuBlL3vFZ6FljyGiWJksZRnzQv2AGjurgoGXvIiUpc55BGYXsZpwy3CghsLtGU02J1glyS036rldgZMYOaZspPgTN+mT+bzYkahLmkInwTVbmBMPlmAXg75KtgKzKzZasc//qLczK7jGLGKHSJ5h25XBveR56QWDCAiIB7tCuH3KXLDL+5G1s0THz4II2ROeBEYwx48hWZ/Wx35bj68Z1DuJFZwQwQzWq0qNQwW7hl/77fS/vwbq1qSPeq8S/bVvnYJdjYhJXzWTqx9VfuAJKpUbbpRsPIDkYx/C3H8Kzgwq4+EoGQe7RH1aRDxoEWR9ntklRaZsEldokuYmwK4ak0VcUTJE9BwW8hHOJNjGIi5aQNxImSdhjMd8yxQgkLSnLLIiw4kHCfOBmqR7ZpdrL2BGm5jBKu5pBxh+638AoDhypYIlo0HF7Gop8MjQVsbcAezy/m8uHp/jrsYykWJ83LEZRA3s7GEkH5UsQLuwFHqFK03PvUG9aOEGs72pjL3A9gjAcV4lonWGX3bBsxhc/29xUdODWgokaKEHH8kMko208idUTJMwpkU13vrv1K8xPcaMNqAxg3MKYknmwYX2Cq7RUfaLzXELs5izpz2YFvaQAHYNcZ0Adnmwxxa65zgHzqi8L7DewhbaDh5sntk1u1R6O7nWErY5j4ub2M7Bii3knM51wPS0rdLrYraVrdN94U/hWku+GmOg5hTIoVbF4lo+6AF8SzCotx7sCue2K/uRtTNIOtD5n/eVORY8mFozXg6aV/LqwPBxIFmK6Z0mWr+L0RO+rmR2kXQgV6lhnSlZyRgVDDZ33EP27BfqPhr6EQuSF7hGp8bsGlYSapTZ5Sb8El3swZqSIZSqvBomZIzadvIMcY7ogbtpvOtvcUmnqqpbjNSgfq4GjIipMYYZY3aRGJ0D/r7u+K4pwVg/t+PYywZVxsiwjxQWu/+gVrMNTLA4oXHHXxJv3obZWFUZ44xf88VQv+c82EUrgF2iRS6SGQUwN46yZ+R5JYH3TE8z2sLFLeyB8zBnfDVISTwwD1hIHvow0emjkPh5HHzpGs3qAVDYy3Pfx8SUUlsXa4Vd8qKSV9va8Y0mgkOG3UrGmCQVMGdHajYvs7pWBlvV8NbCIdjmPDLawGx54G5MxhhkxIJsjZC3HUU2Rpj6w4pPY5yzQf3rf/4XPh3tmMY0pjGNaUxjGtP4FxN/9uY/pSgK3v/+D/Du97yHd7/7Pdxzzz1jx9x55+fmQ0TXUE8mKQr93VvkSDrCJRMMgxA2GD239Ed/+LE8AVBgC5U7NVSOKANfJbDZ2lHlceYXfgxMxPZL/0iBhHvXaNz2HpJbbkTSDOmmOBtMt33CnGaw1AQZYE48XLKjZNDHRYn3hsrVLLy16E3EF7Fz56t8yI58yfbZsbaY9VWKziyeCoTZWCN62Cc/zum4AMWFVxE9dA+sdiHLyZ/5hToMoXx7ALLCn4IyfZoqV5PRFi5ZLNsMYA9dQHHo/PrdGfPscoHZZT0jIqklPGUHDJL1KOYvRbZ6HuyqKqvJcED8lhvJz3tyCYC5qLED7FLj4ZBM1ZldXQUzPLNLJmWM2chLF/25na08blDJjWQjPX9ugRixg/E+TBY7GPS1suV2hju4D6QNjJRxlPVK7xzXnlcm22AdOgnWj2V+5ROQtSFm7Wwp9SMGRHCuifHyKXP6RLii/pE0xtiL5RyPJyqKgmcatnCNeSgyxES4qFUxu5xTpl64j3FLpa1ZWvn8zC0oKykJMrva+Wtgcpizrjmv88kzu8oqjIATg2wdxzUO4pKOZ17VMttJsK7IdjC7XHNG75HNkbzrx3hJQY60h7MZbm4Gs3oGN1+B41qlExilJWBVAquuqNguEingUfZxgtkVwL/Ogve6crj2crmG7MIRBSwjBVWMr8YYWD/S7yI2Izn2PtKLnqOysyiuMZpy3JKa8APYpcDytMokahiG3/8NmPeeLFmubnm/9jddUYZR0fdtXPTjM4PY/piMUXAqBXROCzTgiNbupli4WGWTeaH3NM93yhhDlb1BD8lHxDfdxuj6q8ivfzbmHj9fE4PLvF9VALuydGw+6MOHaKzCZzDF35XBW+TQ9OBpEmkFXP9W5zXfC8Dw+n9XSg8lH+2sxiim+n7Azz9/j8uaAL49k22oM34d6N4ZebZUUSj7rLuFW1hUll1Yj3GskspOB9lc1TnT8nuuHSlIbXNlobVmYRvPum3hYkv7pjfSvP0vdo5HOY7j+xkoE8w2Z7RwwCm9J84EsEv36/jhD8L9aEEH6syulgKcRVGBjhIhwwE2WRljdlF4Jm3wnSvZ2Lm3HaCSMUowlvfjPVrXKrrt84m3bkfaqTLyJsGu1oJ/GLMB3U0dv9mqCipRhNnewnXXkY+sAd53MrAqP81xzswugHa7zbXXXsOznvXMHf9NYxrTmMY0pjGNaUzjkePyx13B1339N/DRj32ML33JS3jH2/+BW27+KL/6q7/MK1/xcg4c2P/oJ/lsRZwos6tmdstw4GWMu4BdnsWjzBQofy1P+iwFtk8iygYahKRwbkeiLdaqNNEWIAYRgzl+ArN2hsYb/ifSzaof5daBswrILTUVDzpzAgZexjj01RhtoVKeyKgsI+tjNo9SLB3xzK5Uwa64SgiL5ctxaDIiPZV5yPoqZvUMC//uZcjqGrT1yXZ+yZOx8SGI28jZbbKn6O/mwOYI8tBSSmRQr7OmMh9ktIVrNJRNFirFtWrJKej41irFlUUBHOr/EpvS56Uc9ijWamM+yTHDDS9HjMbPAxWAYsbBLifGM2B8YhyYXUWq99J6zy48s6vOErIZkqYVC2rSFKYoIBtpGzILuUNIx48x43NJBj3MYJPmJ//Kg6g++cr6CrqYqhqjyjYzkBw7u4hNZiiuuBpO9ZH1s7ggY4wCW2tOTf2hlPKaE74yZFRjRoyNl9kpY/SeXUiifXZ2h4yxWitasVGMsuaC2Xbp2+WZXc7Wrl2vGOjBLtte1mILhZeI1cENDNGGzkU7e1CZYXWD+nyS2TXyybkeI8MNX7XRITZHUAacay8psyvrIY0Ikhizerpac1CrKpdWBvUl2FWTMUpSsckCC4ZqHZTSwM6CeueNtrDtpRK8KBYvrcbFVswu2VglufF9xHffDkDn3T9OcvIWvUwcjxuzJ4IMfYW8xX1UVQEs7on7YGYGt78C8u3iMmZjjeS+dyGDVaQY+DZ6RlN4AOBljHV/Nawr9z4ZnAm3SYHFRkf3gQmwq7yn6Ujn9lZG9MC9ZE95ZsX2iw04DzoE77vRaIzZReE9u+rzNnhO7eLNKEVRVR+tG9vjtyVQQ//gs5UPdU9q1tiFYiqg2ESQF7gg0Y0BasyuHTLGmlk8eOleE6EoiysY7/coXsYIlBUIXWcWs35a73krVPbNvIwxU7DLA7GSbeFMAxe3Ki+rvaLm2VV2c7QNiwvK7A2AuWkAViXL1hGt3oNsbZRr3HXmdD40mjo2dc8uEyH9vpcxBs+u2Jvoa8GPMZZekfuHKioRlyzV/b7O7MsHEFkcbczGA55J5nZsz661qMcPNxSATC3UfdjiBFk9TfKXN2E2tsqXzfAzA3adM7Prhhu+mN/6zd+g0WjQ6/XG3nMOrrr6mk9Z46YxjWlMYxrTmMY0Ph+jKAo+8pEb+chHbuQNb/hlkiThqU+9nuc8+9m8/BUv56d/+qc4ceIkX/i853+2m7ojXKNRJRboU2Iyq+ySXZhdZUIbNxmTeO2ooOePSwyyuV2BXbPzO1klZWMUIKBmCi7WKvgS8nSnyTeZyjLMiXUFjPqa8EieK+hgQ4WuRWx7GckHmI2jFMuXYbqnIDzlj6qEIL38Syg6lyJswnofZhqlab30e0i3h23vw4rgZlvQz3DJDNEnH8I9ybMkvISquOJaRl/xNTXPLmW3lCyD4aYmI+moBBrHZGgA2AmD+gZCgQsyxsTslP9Ekcp1rJc/jbbGZIx6jJeiBLP9uFGNr4gmqQZC4i95CpFnX6QjSIcql6TrZYw1ZleRabIVklqpAJby/qVDlaumQ03Y3GhnH2phTh7HId7E2eKcIEC09RCS9rCzngnUmkdGgU1TUBw4QvfrfxPXmUVu7WPS0+PMLsDFi0j2ST/cBebP7qH1od+l/8OvUmaEqUt1Nct1Jto5h22mld3wCb4r1J+t9LtxhMxSmV1NXOSQNC1NrUtgLPH3pZ5V1+dB4uV9Cxf6vvqzz+5Tc3FnQSDaeJB89nqV4jn7KJ5dgdnlLzdUaaUyuzJcFGMGawqwJR1M7wx2YREQrdD3uN2YXVkl1ypBqRwaynpxQepVyhj9xdvqzVSywmZmkUEPGawr2NZaAOcolh6n4Hg2IDpzV8kukTyn84YfH+ue5APtf5xUY2lzXUMbmzAfe8mpH6R2Cy6bxZmYaFjlyG5+AdnaIDpzhzdyV4B0jNHkBFyODAfMf+cr2fq5/429epGymh5g+mf8rBKkv4FLZj34Ps7WDMCfjIZ+/JeITj6E3XewAl8Tg6OJkFXMrnTcoB7nvc1q07Y0WN+N2ZXnlRl5Ms4IKyOZqTG7FOxCvFwzTZWhZ11VTbWwtYqm/r6Xnl2TTMNam0T99VzcwGFLCXHz7/4P+bVPobjgkpqMsYHr6LiYrTWwFteaQ+y27kWFB+gtylx0DrFDXNxQ0D3fowpjaEqRjwPgKNhllx+n1zx9Qu9rlIC1WqjCNok27ke2NrGPv1a7O9PBbK4pGBw8AAPgJ0YfOM0YBRHxDzFC272MUeoPqIz/jiwKJO3jZEWLo9R9AM0IMke08QCuWAytH+uLbansWobr+s6owIbKkSiYKHmm1Sbz2r69V/XKT3GcM7PrNf/1x3j963+BCy+6hCuvumbsvynQNY1pTGMa05jGNKZx7tFsNNi/fz8XX3Ixl192ORsbm3zwgx885/N8xVd8OW9761t44IH7+ORtt/Ljr3stkQcCFhcX+d3ffSP33Xs3t936cX7wP/+n/6u22gsOEz14f/XEP1dAwyXR7klQKWNsTki8dvHsAmgY9dMKUr25+Z2Jtg+xuYI7YipJh/MSvBLsAlyBDL2E42wNjPK+XWWlqlFfjdI7ByAfEa3fh128RJleNoM8H6uoZTv7YeT9fzYHgFbKK9vX3YZWgtt3viYRvQKXzGA++UB1TKqJfn7Nk8me9gWVL5c3qA/+YZJ2cY2mAkNBstOcZHa5cS80E2sSPQZ2TcoYI3AWs+Uri3kZ45gMziT+z8DwalTMiFAlcV+b/FlP932qMbsA09uiedsfIXlfWXn1eWIzSCuwa4eVXVGojFHQRDd3pTdY1b7xuZS89++Ze9W3e2DNQuEw2ydrMsbABJpXlgWo3DQx5FdcpUn2mQFm7XTl2eUNw228UHp2YXMktZAGQLfhkaRxsCtUT6uHFJlWf3RoGwNLY1GZZFJjLqlnV0tZPekI6XpmlwdMXKzAgHjjfR2TCqx0DQWBioWLauMu2NmDCoD5e2i2TiJFhp09pACPdVVfJqsxptueIab7gBkp2CVppmysuXmw27j2isoYsx5uzkvs1s5o+wKbMzD9Rhmu2fSm8F5GG6pzOqtjMGbC72WMbb8mZzq4uI3rLCGDLjJco5i/QAGozWPY9n5AoEiJH/5oVRlzl5BsqPcmiau14ArvKeh90+YXy/4rKO/nvQlrQ3DzS8jmejl+JbNrpgIEFOAJQHFe7XfOVftatoWQIa5ARn29p7mCQnW2pqszu4bruPYKcuYUduVABSDGBqSNpD1l6AGMhrhGq8Kwi1zXZJ0t+GgyxtKMfHewyyUzFROqGMEwr9qUpX5OgPTO6t8LW4HgYYkHX7qJfaySMXrPrkg9u0QqwDC++cN6qnvvrOZzHOPm/QOF7S3IM2xrVveFKNbjXA5WcM22B4cz8OxQZcU+QhTFrjJGtzinku7V0/qwBSDPkcE6zdv+t/qhbW/i5rUQhWt3kPVVXKOpPlh5rdCHiZHBwO9RGW4m9jLGGthVq8ZIqEqK1QcCo57eh8Qb1FuVw4spIC2I1u/3nx1ndnW/6KcZPflbtAm+sqkMs8p3D/wYqh8hNbBrp2PppyfOmdl1wYUX8gd/+IefjrZMYxrTmMY0pjGNafyLiUsvvYQXv+jFvPjFL+Kaa67mQx/6MO9817v4xV/8Je6//4FzPt/c3Bz/+pu/mdf//M/z/vd/gEsuuYQ//IPfY3VtjV/+5V/hDb/0ixS24PqnPp3FxQV+//d+j7Nnz/L7f3Buv+vshYeJ3/YHpb8RhQeSJhgG1QdCUtEeY3bt8OwKiW/DqHfOsJIxhipPO8IpKOMkVulduJ7UKslZTRhbb/o98uh6kr9/NwBm42wFTJlYPXMGPYpEK9NF+ZBo7V6ciSn2XYW4U97/pAZ2zeyDbYtxx7HDgwpKjYFdXWgnFIcu1hcGVhO+tM/893+zSha9FM56k/MyIkDUs8uk2+rj02goMOSTNzcJdsEYo4eogZDjrEMy6yVBE/fIg47R6n0U8nhNZF0xBpZMyhhdlCBpkO8oQ8BdOk+28gUqV/N9Ku99v6fJfUgebZ0ZmCo4FmSME8wuKXII1xrlyoKRXdhp9c/kubIa8gB2QbR+r76Z9nBRG0yMnT1AtKavR+t3Usw+HuYbyOpZlcF1a55diYFcfYgk9dX7wpzzTXZRMpbYujiwUvZgdjVmS5ktOBgWlTSxPhZRomy6SGAwVMBw0K/MveNIQYC4Art28+yyAeyqyZFc1FB5GcCwi+mdxnYOYvqrFYtKZIzNCSp3bX/kt0m/9Mu1qcNNiET9kNow+NbvxaXLyNvzUsbInK88uLkBIhXAUwO7AFy7UzEUXVF6LzlpVKyuundXqwGuh2vPMHjm9+GaTaKjd2K2T5Jd8jxt79aD2HkF9sTZHeDjjsj6yuaJtZKnO9whfdGX6zzYzpB0HTu3jyDdda02UoxwdCDy63Omg4sMZmujkoF6VqKy0Hzy72R87wzAmHVVYQNjMN2HsO5xHuya1T7EEw8ZGi1kNEKcQ/prFPuuIF79EG55f7mmnWdshXkMHqA24iWIuWfnGW2bDxcFH8Rd9nkvlwNU0p7tBBJd3C4N7SUfIv2K9SSjIUQJkg5V4mY8YObBLheLr+K4B7NrFxmjeozZ2oMQx8K3vxTyjOKyK/1543LNyfamspCipjJcmwpSS6EG9a45g0nPgDSwURthqzTc3zOKfAeyI6Mt3HwHOXOvVn/0Ju7iASUZbvn2bOkcmvOSx401Cl9FVWzl2YVE+h3cMBRPvAL7JRcR9R/S9/MC14p0fw2S2OC36Zy2b9TTaoxJgoLBTkFeyZFUMOv3gb3Wj2+ta/uvxiVtLVYRxmGYQR3simO9N2KQvMbq+wzFOYNdH7/lFi677Ai33fbJT0d7pjGNaUxjGtOYxjQ+7+MD7/8nBoMBb3/HO3n9z/88H/rQhyn2kuo9xtje3uYVr/ya8t933nkn//N//QnPfvaz+B//43/ykpd8Cdc96Smsr6+zvr7Oz/3cf+PVr/6Rcwa7iGLiT9xE+kU+yS1yTVSSePcn/kFyFzy7wo/lSZ+lktkVId26jHEO1s/u3hZrFdwxppJ0uCDRCAiESsSSj9+IufoE5qxKl5pveTONf3yLb4vKGBn2kJbPTDyzC8AZg3HBwL5m6j2zD+7bovNnP8D29/0xgsNs1sCu7W1cK8YevEBfGJpSymPOatIXPLpcWYUPZDjAmVn17GrNK5AAkDSQ0bAcq7rfjWSZZ7kFSVtgPBUKMIQkcRJj9Alqcv87aay909+LfAdDTPJRBXpFzQqACoyrWEEEQP1/qEAMGfQq+U2Rjyf2RaaVMBuhYtlEkmyLEliTQY/k6PtgVpPD4sB5CoROsgSDB5SXTEoh5b2UTMEul3RAUuLjH/HdyNTjqbMCvVlM7yiyuYFrtTUZtX0kzctzhLZVg4CCeXVfujCGgWUx0UbX6ChAigKyMixK7zZlTgbJb6JjbvCG5coatMEbJ4k1Ga8xu8ZkjIHZte8KcA7TPUHuar6Aic4jGfWQ3ins7AHc6h3KOMIpV2aiGiOA6a2WoLUEZpcHu+zKAVi3uJYa1JP2cEsdZGuI1GWBUFaQk5Fngc50wAWwy2rC7BximozJGINMtNUkOruKXd5HesHTiXrHMFuniLYfJvV9jzYfJLvI4Ih0vB8F7JJ8qEBPFCvofNkC6cEvwTUMMsqQ0QZu/5GSHeaSRJkrmVVGDOAWFCgdY3ZFkY5FaxEZhaqljrEKpQG4sbZiIEUx0eZRclsgox6useSlgxF1/yrXapXMSjNYI28vYx4+hYsMdtFLzmIUuK2BDiUbM2kow8jmYESra4aI9pYxSo3Z5RrxIzC7agb1/ZwgNJN0hIsaRMMz/oFFhBS29OySyI9HEeTqk+up9m8vY9R9YThWCVWGft8K45ok2LlFHa+tDQVmoqYyu7zvFTbX/rRmlJXFYgUCPhpwU6vGWLYh7cJcA3PfaR2XACIWuT7kCKDU9oa+fOUTAIiO3qPeazMdfchU9+waDFSeujQLrRhG3teryL0vWW0PKoqKQpsXyKirzK6GtxoonBr2p12aH/pfRN0TlWeXDxe3cWHfGGyUeJ4M8zFml4si7+cWl2NVB1k/3XHOYNeP/dhreMMv/SJvfOPvcNdddzMYjt/gu+6661PWuGlMYxrTmMY0pjGNz8e46aMf5TnPfjbPfMbTSUcjRqOUj370ozi382n4PydWlpc5deo01157DadOneLkyZO1NtzE4x73OGZnZ+l2d/74bDQaNBpV8jw7q+wQ2e6pqXqQMRaFspPiCLcLs6usShaqMYbkcA8Zo2tEEwb1szskVGU4L4+QmgG49a+FZMTWEiNbMZZkNFSQDkoZoyZ8PvHOB0jWo33jG8kPPQk6BUVxpJQxOhNjW4veE76JjAqcN6gv+77dhWaEPXCBN1Zu4hquLNEOKNDDBNjV70HngLarqSbqOjZNPT4kLXWD+jQFaVWSviCNcYUm02kAuyZoBv74aPMh4ntvq8awLoOLGkg+VEklk8wuNAENBtJQSZU8g0t6XZWYeYbTuIxRq3nS9kktE2FdyRSTQZ9o/UHy5Svofc+ryZ7xXJpveTPx3RMP4cu5GZhdpmRwSdqDuIVrdIi37sbUx9bmuNkEO5insX4vMvKSs/YMNBvI9mp1Dt92P4h6XKyeXeKsyjwDGBPtZD2KTTWxtHgAx8Igh6a/f9moxuxSM2ziQu8zaGW54O8VquYFbzUYByuDZ1d7GdM7o4BDTZ5Wrom0j+mepli+rGJHOgtEO5hd5fgGsMvmIAXS38Yt+7Ue4z27ZlSGuzQPW8Ox6oZjf2b+z5kO9AMg5mWMOJxpTsgY/Z/NBHPmFHZ5H8y0ILbKzNs+Xh26+WD1oTqItEdI3gdnGL3kZcTNj+AWGjhmVSo2yjBbG7hLOiAOyXPvTTRUaV7igdsgj9vaqNZsnCBFT1mA5Q1gV2aXgjsV2NW87X+Sdb8YGXWxjQuRfE1ZO2PMriaMwnpZ1T1qVc3t3XIotoCCcnXfJA92FZdcTnz7x/WckSDW6PeSSM2za3dmVwk6J1Edu6u6WTeoL0bQy0D8d0yagkmQ/jrUPbsCUBSLX4+1Kp21EPBSRgfWeRmjwUifyeIQUAGKLk5wc/NIYaHfU8+sWBTUChUNXWB2tbCXL+NWFqA3sdftEWIL3CTYNdqCuQSz6h/iBBCxKNTr0LdNNvR7InvKM5GiILpPcRbXnqlYq0Dp2ZVE0PEPQES0TzUZY8lmLGWMCvrKcFsfrITv+8L66o+O5OiNerrCj63/XrUzoRIpyGij6twwxa3UmV2JAvsmxnjJbJCOfybinMGuv/3btxFFEb/+67+24z3nHAcPHf6UNGwa05jGNKYxjWlM4/M1/sN/0FLsT7ruOr7oi17IT/7Ej3PZZUd4//s/wLve9S7e+a53c/To0X/WNfbv38/XfM3X8A3f+E1ccvHFrK2NVz9aW1vHGMP+/ft2Bbu+//u+lx/6oR/c8bps9xSQqD0lltEIRCiufRzuVoPUk4uQlNQM6qUY94TS44KMMVZwZDQklJ6XXZKVcG5nPJvJ1T274uoptK353oQKeDs6FSM280wLn2iEH+ZL67Q/9kuMLvxaz6TwYFd7pWpGYxaObpLc/38wvZo0qLsNkVBcdATpqWzNxU2i07dVxzinrKykapf0ezCHr8bYUtYMQKOpHl9BxlgDDNXXqknpgVMm05YxY+dJsMtX8htjRrgCJxMyxnwIrQUcovLItJYo51ZBmjDm6S7MrnYHoliTpgCC2UKZMaPh3gb1tgA7qMZlNIRmi/wJT9Gm7jsA99059pHSvycv1Btr5IhW7/Tj1MNFM1ooYK32uSTRJHsmhpFVJpjxYFerDe0ZzNZpHG0FtagBuQF1KQ3qUVAy3J9dPLvGfJmCZ9ewAhm1cIIyFF2UQNSAaKT3mQB2ec+upIEUrmKIwASzq/KHMtvH9Vx1xk645mAb0z1JdtFz9DXrGVSws/3gK70Z75IEkm1i1o5RXPB4PSAGe3gFFpvIP/Vwy/NwMi0B2VLGiKsquYFKXj2fQmyOjWIqz666jFE0927GmDMn4Ypr1KC9mSGDPmb74aqLWx7sCtVZHxOzy+DaM2Qv+EKYS3BZRwGFNEc213GzM4gUeq/jGGxGdOooYnUPsB7ANpvrlXl+HCP0cWIqYNfKGABcMbsquaaLI0wxBJtjumfIDnwBkVuDeMKzq9Es2UtmsKagx7aXTi7v07uZGCS3YybhgWXW/dHXM/u6/wi9HGKDcxGSD5XF4/e+yYqugO4fQbabJEixy4ObRuXZJflIZbt+HFTK3ED66x4gijyIHnzGxPs4eoB3V8AtgDlW107cxDm7e5Xg0rMrwc0vIt1NvR95Cm0PSEWTMsYW9qmXIfk2cir04zFUY5w0Iky7uLkGctqDkH7dSpHjiMu2RQ/ej4yGZM96AebBB/R7Ec98nJQxbm7iZmLcrK9Iiuh4BHlpTUpdmuY7hxQ58clPMIq/GdfsVMyu2VlweelriS38stsJdplB9dtCekPcJbPlnuDiWB9cSVUpUtLPHNh1zgb15x2+gAMHz9v1vynQNY1pTGMa05jGNKbx2OPmW27hF37xl3jJl34Zz3jms/nLv/wrnvTkJ/OOt/8DH/7QB/6vz9vpzPDHf/SH/NZv//aejDHxP8DzfHf55Bt++Ve45NLLyv+ufcJ1+kYoX14zu5V0hAOyl72E/Jonj5+ozuwK5t1ZukPGiPXeIrH37EJBknCN3UJsAWI8uBXYW16CVxrUu+q9ItvpFQbevDeHdKjJK0A+wsUJ/e/8IdIXfZUHatTPxYFWrAuXaHQQIuIJr7VQNa+46BLo57hkBtda3Fl23bN1ys8N1CgfibGt+dLDxTUayvjZLXkb6T0IwEXpuSWe2ZXpfSte8kTSZz5vvO8wdk6VMFX3RytpefTBxCpJHYUkyNXGWq8hI59EB1CrX5cx1pK08H6WamEA0EIH9bHI89K/jUEXGQ1VWjhTVd5zvq0S5madwVCM6Pz9j2jij0poHAbEYPpeSgpePugQl8GoIFq7p2QX0p7BtdpEp++jefv/Jjn2Pt/+AFjtlDFKltVYdlG1bsoxTmvjp5XVpD9SKap1mvBGsYKucVMBr9iUc8X0uhWzq5EoMFBjC4UxcVDKGMGDXTYDF6od1gC2kXp2ueacn9NUAOZuzK5wH6MIO7+ImG0aH39n9X5isC+4APv0gyA5bn4O2U53MrsA8hHizcfdjHp22SesMPjmf+sN6h1OmuAUIAYHseCecQgQzJkTgKinVquJ9LqYbWWySjYo73/JVnsUZhdZH7fgCxksLVFyDmcaSJorW2umpcyu2vpN7n4PRB60m19U0HLQr1X/izFuOA72Oxkfi6wCuwQ/r01UAuJm7QH9mGnrOh2rxtiuwObQZ2kjvR52eaUCY3M3BtTIRsVILS68RI+LBHJTrv0STN1DxuhKg/oYdmN2xe2KTZYPdEQDEFRYnIkw/TV98DFhUO9iKYuM6Au7PADJ8wrYjyKciRX73+1e1+6Hm5tXc3r8XiRSM6gvdL0UVg3cG4bkHf+I3B+OfxRmV56NF2YBmIkgEowvllKu2yAVDqBUnhHf+jFcFBE9cHcpNXXtjj4wCt9rJsasriqLeF9gCCvYJXlWVmOsisoUVMyugvjYB/Rh1cqlWsXWuvK+SL9b+0y117sZfdhjtk8g/Wru0BuprNrvz4SqkCYqCzgEpvJnIs4Z7JrGNKYxjWlMYxrTmManLjqdGb74i7+I7/ve7+G7v/s7ecXLX8axBx/kb//27/6vztdqtfijP/xDbrzpJn75l38FgLOrqywvL40dt7KsfjJnzpzZ9TxpmtLtdsf+AyrPlJrZLaNhydqy+w6MnadkLNRkjJKmFQsAcCIUz7sG+7LL9H3/BNsESeBefmYhUZca+yv4eDk80EXF+rJZWVlwLEzsZYwpmJBojLQvIuRXXadPx/MM4haD57yK7ot/vmp/Y7Y8x9hpt32lv4MHoZfhGh2VdA03xscoG43/u9+DJCJ7wXXYueUdzC7ZZTw0SXMVoyewBYJnVxaqxjXJr35S1fbAsqmfc0LGiInGwa5GB+MBOEX+SrRrvD/Bi6mv5uFjHjhQgVKe2eWuXGL4/d/vz1H5FpWeXd1tSEfY4IUUfKtCkh2u6+dCYHgFnytAJYi+vTL08yuOKxCgyJBRgVm/r5K5Nlu49gwy7NG+8bdK6eNOGaM3qHdOAYcas2sHQBn6bmvjtq1yotI42nucFZccwb74ImgkZZtke7OsxoivxuiCHAogMPOihkqIvO9btP2wT6ordlVg8cmoh+kpQGTnztM15UG63Ty76n5SwVcovvWm6v0khpH2u7j2KgWGtvNqbo35VA1wmQc2ZmbBGNwTVsie+wJlL+G0iqYHDSQvcAtN3JF55K6zJB95n7IaGxGu2VDfv2KE6Z9FRluV710AFx/FI1GysKeZEsAsI80wmxu4pgd/akCg2VyvgNgFrcSoTNhqrGA4xrzDMiFjrHl2hc+aqNwzzfoxrUSbzO6cW81xzy4AO7OMWT2NW172zE6rnl01Zld04iEWvuXLMadPYg8cxnU8gzWX0mup9Cvci1UVANYAvtbCmVjlz3XPLm2lvo83ae+teim6+tCFdSmxVH5bweduIsr1XthSJuqEXZnBYzLG+cXywQR5qmzi0ZZn63lwvvAFQpIIs117WPGYDOpFWcVhLBZ1fsjahv67lDHWvAZ9xDd/CIDo6L2lF6J6dlUyxuETv5H0gi/V9+b8nhC+E/PcA3+1Ihk1Zhd5Trx9HMlTipUj/v2KURi+i8t7Hphd7RVk1KXzj/+F1i2V76f0fMGVJWV+uUaLfPkK/d71/YrWH3jkMfsUxjnLGBcXF/m+7/0errzqSlq7VID56pe9/FPSsGlMYxrTmMY0pjGNz9d4/vOfxxd8wRfwBc95Dk984hN4+OHjvOc97+FXf+3Xee97/4m1tbVHP8ku0Wq1+OM/+kPuvuduXv3qHytfv+WWW9i/fz+HDh7k5Cllszzl+qdw7NgxhhP+q48aJXum9sPZBdGCSmXGInhxxU3PyMAzu6pkL3/C9RRPvAS5awPT3CZ64B4ArWx4wcV7J6auqMCr8JTbV2jEeZmGdTXPrnwcxAmnMYkmj+mIUF1N8gH2wHnaxSNXIOtnkTzDmg7pkReOfz7paDvsOCAgWz6BMpHKgsLrE2DXTmZXD9du4K47gtk8gfnEpr9OA7O9uWM81JulAKnAq6qaohtjdgG4pUqCWYKOEzJG6jLGKKkSXhNpJbi+74PVMdbqXn7sts8g2aCSrfR7pfeaFHkJgAZ2k/S3oRHBQqOq3pWmXlpoS48s09tUsMcnwNHJhxT48qCSZJkyW/JxMG0M7Mp6pTxMUg9a1aoYis2Q9TOYtIsdqP+N88yuHVVB6545zul5AiOixl50wZi/HmGuuCCrs9DdBnOB+sx5sEtsSvH4x+NWWthooQQypLtdkzF6YKAuYwzzwEsYzfZxbGtBmRgHrq0ASptV/R/1MF01zbazhxWMCkBBtgvYVQI4EflVT8ScPI45e7rWBkH66oOWP/MZys7aziugp84mzEfq2TQa4WY6iGyW41Ocf7F+Fp+gE5hvOtbmjlVk7YyOfSdB5VceMN8+oXuPzZSF49xjqsZYsp5EkPUtKGVbTgsVbG/6+16U9wRANtYV2AVlu/k5E4AYF8cgKUhUypeVTVNnuU2AXbZQubEHdU02wmw8QJFcqgbgNdDQNVslAyrsM669gjn5EMUF18B9fq5mdgcrSfIMc+ph7KHzMW2V0UtWA7qDZ9euMkaLXdnP9s/8Nm5hHuenQbF0RO9BKc+t+fmFSp8ARnEF6a/h7KwyPAs3xuxi24Peu12/HDenwFRrDqGPiNsdnCtljDF2dr7aq/MUBO/Z5U3ebaZtaag3nmyvwbwCwLIbw2zyOkY8q1jXmVtZ0PW37cc1MLvKfatqb/LRDzL6ipPEt91cehe6mQ6cykvmpZ09oBU2odYe0fMFeWkUVd+DNc+uch2Merh5fbij8lGne61nt4ZKkeX3fGcfpn9WzetrId0BINjFZczDx7DzhymSyzEPnCLqHmf2H15FdOrjjzxmn8I4Z2bXr/zyG7j++qfw7ne9h2c/+1m85a1v5bZPfpILL7yQ//b613862jiNaUxjGtOYxjSm8XkVv/7rv8aFF1zAH//3/84znvlsnvb0Z/Cf/vMP8pd/+Vf/bKDrzrvu4od/+EfG3tva2uLP/+Iv+Kmf/kmWlpa4+OKLedUP/RB/9Mf//dwvlNcSMICiIDp6L7KZIltb2OX948fXZIzOSwQlq3x7AOz5F0OWIzeeJvnTd2HWlG1mvLRmz8TUFVWiXvpy5SoFc4Jgxzy7FOzajdlVM6g3QeoxKllqLjIUVz6xTEKjzWPlR6VIVSZmop3VKHvbyNFtzCceQB6opBt1jxNgLFkGIPikiOA6M6WMsTSf3s3/qcg1bwyeXaGfMuHZhcPWwa4gV6wnhDavQDMUOCsT3kR9XWRQY8oE4MSDmfGxDzL3F99UshlKGaMxE8wufd9seKPtdgWwSR5kflp9DsD0NqoKdoA5eVwBnzCXQqXCYhzsovYZSbseoMuQKDBRamBXf5X2PykjMsgnXUvBrpD4lcfik0CJlUUR16oxZpn6Ac348conAcoJX6Y8RXqbyrKyKi9SNkaGPXTId5iaQf12JWNMGp7ZVZvboSqnN6cPZu1m+7iOe2BoBiCwsBgc0j+LWEsxf9gzWgK4vRPsktI7Lia/6jo1Nq9LxlyBa2s7ikuPIFtbkEkFfEzIGIlbVeVOE/tqfZBffZ0Ci9Z5GSJeVhUuI15yKrhODDhlAQKN+95O44F36fVG25WM8dGq32YDzNuOMvujP0B0933IyeDF5yArkGHq8QI7BlbL9obKbEVw84uYEkQJsrkEMcqCKoEwZyZYbgEMrh4sOBMpcxAgz4nW7sEl8woG1WWMzZpBvc21wmhrifj2j1NcdKEvgOB2MLtCRCcV7KLjvZ/yaFzG6NzOIhJQrrXiwkv8vxWc7L7o50kvexEkej48cK3yzBFIgmstK7vJOSTteRm1L5AQBc+uqJIV71b1148LzuFMG7twQQXAP6KMMcHNLehDBPDeh4LxMkbx+5XUvvfMlhrLP6pfF/5eCuPMruUl6GaIr55a9+waaxvKFJz/gX9NdPxYxexqd8q5Ua6hkR1jZGnxi6KSl4a9F79uA7OrlEymuEYbEL/mHebk8epeF/57pMbsMoOafDFEbwAijK7/WrZf+ge49kINWC+IT9786ADhpzDOmdn1nOc8m6c9/Zmsra3xute9hv/v//s9AN73T+/jG77h6/nABz74KW/kNKYxjWlMYxrTmMbnU1xzzRM+5ef8yq/8Cl7wgufzghc8n+/49/9u7L0nP+WpvOpVP8zPv/713HTjh8nznDe96c38yq/86rlfaALskqJAtjYwbzuKuew4dmUPGWPUAnxSlmVVEgMUhy/CrE1Kw8CsnR271mSItbswu6wHr6CSMQZ5SFr5ytQj8qysdBTUXUg+pNh/EebsaVx7Bju/gFlVw2vbWiY+9Qmat/4Jg2f/Z2XPRMmOJExsgXnfCaITd8LB6ypvqSBLDBHYOqMRrtlUGaNTSaJrxUjapf9dP0z+uKtoPnBPZcBeDmCuoEvkKuCnZPnY0vtHx8eNM7vC8bXkX6yy42xjlt6Lf7EcD+37gv67v16erwQgvLTIOAc1E2Lp95RxEsz1S2ZXqDq2qkBXWpTnKAGEIq+kNBtntfJnaPqp48q6ajRKgKjelwAw1WWikvX0EkVaGfzXwC5cQXzCV5cPsilvUF/KqOoREvM8V7DJCKGKXvqcF5I+4wv9cRNzOLDaQpvzXAEaY/ScgdlVpBQHlFWkxQxqBvWNBi5pKLMrd1VVN+cqzy7P7IpPfZz8wBMwWw8r0BZAtgmAUHBI/wyuc0gNzEufn3H2oY5zjR1z6Hwa73jrBBDrkBY465CNNRr/622MLv5Xu3p2STFSBpZnrDmp5IPF1U/2YBeUBvUBEHAOrPFy6hRmE8T1kZ4Hu+75m+oao82SSbeXD2B5bD5ANkbIxjbx37wb+8AS7it17pMWWnURlJUXxjDLdK6KQKuNW1jCnPDG+AEYjGMwCsjL1gas7FcAoc5y202OG0U1FmZOtHEUF8/qPlrfd5ptJOybKHjrZvaR3P5+lbOd1yyZXeziN2VOncA+/yW4EuyKS1YncWsnoB+uUx9P55DMlVVPXXtRKzEyDhBJPoJPjrBPPQ8TtRHrzeBLzy4Hxu8HsVTefXt9H5Qgka7r1if/hOK8x+96fJ1pp55dG/p6NlRwarSlTLos9euxAmxk09PWHsWvC/DyTinXj9gCe94BZCvFxW19CBSAwFDQYy+PylGQkks1f10BJLpUep7Z5kBBq4KySmaoLAke/BOVgoYxK3Jco42QetAMzMmqwEMlu1YQ083sw2w8sLONaYZjhvSqF2A+uY6dPwSnA7D/KADzpyHOGewaDofkfnKcXV1l//79nDlzhne+6138yq+84VPdvmlMYxrTmMY0pjGNz+t46Uu/imuuuYZOp7PjvR/5kR99zOd505vezJve9OZHPOY7v+u7z7l9OyIkYHUzcM8iMevruPMrGePoy16JeUCTPRc3lWkFO2SM9vCFyNkNHC3qxsPyaJ5dLofYj1v4nNX2eKvrx8TscuJZWaNRpXsoRtj9hzCnT+BmZik6s5XPS3OW+OQtJMdvZJh2NaGTaCfjIEg4mwtI7zRuThk6Ozy7gun4yYcpLj6CDHoIDisR0opw+ZD02S/Qc9WNhsPn81yZPQ0I8kPbUYad2BFh2M07H8LIcey1izijVTOdT6DHEiybg8QUy4+jWLxYX/NJqmsqm8gMNyqgyzrKi+wSodCAnZ2rgDmomF1rZ9Sza64BPc84CuyUwhKdOY75u2PEd9+O7Kvmgjn5kLZpftFXTKvLdGp/1iR4kvpqotmolIWpOX2tvYHlYW0pjXStdsUsqUcoiGALiGKcETXVt4WywUJMJLDlGGRDoIVkKdINgK8rPZCcy7WKIeh4l8wuX7Rgdl7lnrkyu8T6yo6B2eXN6ePjNzF/z9/68wewqwJq6kwp0z1JPnsQ43LqZtk7IgA4M7NadW17s2KWVB1Fbl1l7oe/hvzIi+ASqYFddZ+qgRqYd7dwcwva/sRAX5mVuIKqGIKrmHLOgfUy1u1t2HeJgi3BWLsWZrSl5tvYnYDxRASJn0vaiEQKEPZ7MO8gzUovMnG2BAxJR+Ucce0Odt8B4ts+psfhgc04UV9ABzLwjKlJg/rQtrqMMYpLoF7yTFlqiDfvrzG7Gs1x9mP/LLazD/PwMaQ3wJ1/iJLZtQszyZx8CJckFOdfoMdYxplde7Kq6nu0g9zhml5m25jVao4wzibLh8jd20R3b+OetOxBJfXIcsYXagj7cSOqCpbsxQzKcwSH899Njfv+kcENV+xezTfM56ThPbv82stHKr9Nt3GRQYaFfjcEJqQrML2ul2k/BguAItPzeXDb2Qx7yeXI+oDBs36A/nP+c3loucayPca4Jscu97o6SNrNYMaDwSI634pc2Wu1aoxjnl0loJrikgWQwPp0RH5/ra7n158Y7MwK8fEbd7bR5bgRmGikD5fiRlWMwz3ymvt0xDnLGG+66aM87WlPBeCWm2/h277t3wDw9Kc/nWyvGzONaUxjGtOYxjSmMY0d8YZf+kV+5qd/moMHDyAiO/77XIyypHwdUAgm5xsb2JX9SqYSYfiKf032pOsBBbsCICJZNmZQbw9fiKxu6Ht1ZteGSjqDB86OsEXpdyI1sMuZGPGeXcGjR9uaVhXF6mFilapkI2/grAwEt/8g5sxJzLpnStTYLZL1yj9dc16Tix3MLs8eaM2Xxt8y6u5kR3gmR3LLh4lvuxmzvuaZXQaaESITydpuZufOop5d+vPezp7npXK5MruKFDnRx5xaBRGcN3kvZYz1aoHOJ5u1Kn7Bf8s1ld1iRlsV0OVc5ce2W9RkmWJrMkYbZIyrmkQltdQkJHbOqsH46lANtwMIlmWYVZW72oUlZVwEtuGkZ1fdEy0bYLqnkeF2ZWzfGJ8TgRUEIIM+rt32BvU7wS5xhcryAnAoHsiaqL64898etPLm+2QZJoBdjsqzay6urRVb9iXI9NzsnLa/cGAaCny4ogSUAtglaQX+iM21Gh+uZBXWAWXTO+UvV1RyqV3ArpIds7Dox61bgTohbIH0+hjnyjZUQGxdujeCqIlsbWDnFnBJA2JD9PADvn2VR5GWfvUsGGz5kmxv4+YbOk7dnWCXjLZKkO/RqjEGIMjF7UrmXFbsc1D4/dnV7kkN7LJLK9illXF2TKiM14wULLPhHBN7xwSzq2TnhHmQF9o+6zyQUpcxtso1AiC9M9iZfYhzmAeO4VbaOoa521XGaE6p3NUeuawC9OqeXXuxcyZfTwyuETzlOhWzq3bNOlhkWwp2ibU6FhLr+JTMLlP5R+3l2VV+JwVZde49AHe510WhDMjZOQVqg6Q0HegaHm54GWPuQbjq+0X6PWS0vev47XodQyUD3tfEzi8gx9b0gUNdHlxjWe0WAhWQGdZYHfjrZXrvayCp5JWMsXrI4MHwsKZA99vY6OueURnmAuBBdHTumAjXnN+1qqLYAhnk0LBEZ+/wMltXneMzHOfM7Prxn/hJur6yzM/+3M/xp3/yJ3znd3wHjUbCj/zoqz/lDZzGNKYxjWlMYxrT+HyNL/3Sl/BlX/6V3H333Z/tpjz22MWzKyTWsrGmles6s9Bo4ZIEmk3I0GqMWMBAltZAmXns3DzR2YeBQ+PSJs/scvOLu7fFWZwJnl0e2HDWP7U2lfQpVGPM+mXyPxbGSxBHhZdXWq3GuP8Q8cc+hA3slrocLnjPpD1c07dv0tfIVcwu071JLzXa2HH5kCxH99xO602/T/rM5/k3gFaEL1RG+3/9Do13vG2nFLMolNUglIweO3sQ0z2JM1rBTkbbWi5+y7OsFpcVxAtSvjpDwDMrbGux6opnZrggYxxuVlK4PAfXoPOLr6kqBNb7F8AuUAZIuFdBtrO5DqX5sRsbE4oC0zvN3Fu+E7N+H8Xi1f6c3RJ8cAtLnhFSq8gJyPaWSssG1fUFx/z//ia2bngTbl774hrK7AoywjGwZjjAtTsKIuwqYywYPvlbIREFMow3hp5I/mUHQBlYHB68yzPo1XzQihy7coDi8CV6T4eFZ3b543sV2OUaDWXSBCmtswTvNpd0/D2qtb1IK2ZXkNDWEuxgUq+eXUFmubeM0S5opdeSHRPAGVBwwI9/tKb7XLHvSn1vzKdqiJ1ZIdo6TX7wfPAAt7n/HorzL6oADi9jlJqZtzhAImRrW5ProoDdgMmRn7Py6DJGApCRtBXMdAWmuw3es4tQmdAVFTiVpuVcLy59nLa/BhiUlfFmmsggxwWwCzO+/sq+1Ty7olhZYaCgSD6krFY4JmNsjnkAmv5Z8pln699PnsYjFt6zaxdm1+kTSFFQXHIEGYV7X1VjlL3YOX4843vvhLURWfdJWM8CVWbXTrCLouZV6Dz4GcBwE6nqPeDfSYRJh9B0e7LLxANYleQwq1iXk8ei4xyqBoa5azaOEZ+6WYH1IP2ryxhdoczbdLuSdz5CSJ7p95EHt92Fc0Qbxyg2lxEgeeCd6mlGtQYfiXUoG2u4g+dVx7qirEspD3VprL6T4Zcf8df06zeOtMd+PtmZQzgTYYY1UD9PdQ8zEXifPXOixuwKBvUWlV5GjTEAvTouh0EOTSE+9QlG8lLKBu4FUn4a45yZXffcc09ZxefjH/8ET7n+qXzVV72UJz/5en7/9//gU92+aUxjGtOYxjSmMY3P28jynFP+d9X/MxHMZosgZyxUwgeYNfVxcsv71OQYStaMi1qljFHyig1mD1+onz3jJYu1xCR4drm5hV2bIjVmV/lDOkgHxVDJGAPDp6cG67Vw4CV9oaqaJbnvHzHbD6pP19lTmCCnrFf18z/0Je1iW0FmNvFj3j91d1GCGaypJ81gY2c/gudPYC5k3nsFoBWXjKfonjuQQX8MOJHRSIEuazXxDWDX3HmY7imfDFesGuMZL6VvVwDOdpExutYSMurSvP1/kxx9r37OJ7CSbhMMw7VKmCW67y4a7/2Hnf2rS8oKlRppUurlmxtrVX/Lip2j8niAaP0+z2zwYM/2ViXlm19UgGtCxhjf9jHmfuBbdvXaim/5MOkznqdXTRplO0rAJrR90FfmksiuMkbbVqDHzhyqqjEGOdbYgZPglwf6PNhFmiK9rYoll2dkT3km9rKDyJ0byNZoHJzyUks3O+8rUFr1aXO2YpsBrrWk8r2xtuQVUJmOjzPUmF2uxlDbFezya82zBEsZZu1cknZJ7tW5I73TyGib7PynjfcdVD4WNdXgfW4eO9MBB/HRe6q2QCljZFLyFSVI1wPQ/e6uJuoy3Nwpcd0jSumeZ3aJzSs2XWqx8xfqnLOFX6+6jneAXcGzC933XJzATMuDl4HZNeG7FfaZsuiGgoel5DjPFTRy+PU9zuySUTXfTf8strWoFWdPeYZqAIR2YSZJUWAePqaMz2FgdgWWW2NPZlcAiGXtDM0/ezOSWlyrArvKfTeb8OwqG86YjLE0qPdohWtEyqhyNVB7MkpmVKD6Fd6YfY/ji7zcB0uD+iJHMr9fRZGy6GxWPeTJcxgNkeHG7mDPXm3yIKG7YI74ox8s52fj3n+sji2ZfHvPTXPmpD92J7NLTvRp/a/f92siVGPMdY+PKtCvOHCtzttBba/LUpWSmwhmfNXPOlBbyhhd7Ttgl/67QsGumZjkvrdjRmsV+PpZ8Ow6Z7BrMgaDATffcksJgE1jGtOYxjSmMY1pTOOxxR/+wR/yoz/6X2i1Wp/tpjz2CN4l9TLmQcbo5X52eT/FocMAVaW7RJldUtjSfFuP9U/WN4NPUi1R3lQZY2CO7AhXVLLEkCiUgFNcSp5KeVvWKw27yyj9g7xBPZaZm37NVy1TUCGAXXVWQ/lDv8bskklm15jpdA9Ju8hwfWc/AoATwJQsLUEf14ygEY+/X0v2ZGvDS20KEEex/yo2vvFvKZYvx3RPlGb9peSk10MKW1ZkLE3z6wmhZ1a41iKmd5r2jb+lTAfANhcUkCmrGjoFLZwbZ3DVh3hzvWIr1KpmlvdlNFS2TC1KadhkYhvAnl63ZDfZhSVfNW0c7BKoJKgTkfzT27GHDlNcfpUyEAGzeqYCNkM7RkPsogdzdgHNmnf8pU/axZuPo2yjyXZPsjUCAFtjdpl8AKmyEUvwYGMb+dhqjdnlx6XfQ/Kc4tD5uNk5pJf5annWzwW/vhYvxmw+OHZpsd6Xx1kPVI63z3S95NZVYyqPxOxaXPKfC55jtfmZ9Wje9tf6dyBevYti+XKizQeRXpU/Sj7AxS1ke0vBy/YM4Ige8GBX6bs3LmMk1T/t3PlIz49ld6e8CqBx998QH/ceWo9SjTHMT5e0PfBSKMCYFwiQn/80BSfrUtB0VLLYiksfj/S6ng3mI1f5tuu0/f0MSI5M7C27yBiNGWN2SRZkjJR7XnH4Imi2x6uP9lXq69rL/oGC37+pQKzJiB68X48rZYz+fNHeYFfp7ba9VYH8QcboPbskGyjQHdo2Bnb5hxK2QFzupcFA5FucRDDo6fX3Ygjl/iFB8GUzES6KdrIqw/WzbAezq85KdKWMsai+9wbq+df+yG/S+tjv7d6OsXEJ3wm53u65JvF9d5Vvm437q2NDO3fzxwvHn/VrJkiIA7M5hCt0Lw2S8SLHRZGv7Kqfyfddq99FdVA6SPglQm7XOROkndqP3AOSdbBr534vtkB6Gcy2MP2TmN7xau/4LHh2nbOM8YorruAXfuH1POHaJ9BqVWaOIoJzjoP+h800pjGNaUxjGtOYxjQeOf70TW/mrW/5K77xG76BM2fOkOfjP8qf+rSnf5Za9ggRmlivfBdkjEFW1pnDHlRml2vq70UXNXE479lUlGwaN9PR5GTok+560hcSqN2MwUGTowB21Q3qAScxBEPdkLB7M/mxqFWGC0mmazRxvmBAWQkQcDMz4LGQMc+u9qI/x3iSUveWkeEmMtrG7AJ2lZK90M9SOmZVxhjArgAm1YCJ5JaPQJZiD5yHE6kYczP7VMYYifrz+OqIYgtkY7XG7NopY1SD6BjbXqzAudJ/bEGTnFpFv2j1btzBqEr6J/s3HJC87+2kz3sxBE6DzQkVCbVvKa6RUDK8wphMmvGPAti1rf4+vR5uYQnpblXz5VGADID4kzdjtjbJn/R0oqP3AtD6H789bgKNzj27sr/8+2S0P/IbRKt3s/3Vv+6BEVHp0g7Z4gSYFzy78qECjVmmbJ3UKhMlzNlhqL44gE6N2eUc5uwpiquu8++nEDV0zrmi9GIrFi4iOnP7RFsqE2q8Z5jU+m26Nc+uYu8EvPLsWtK5EJiJeV6DNMaZfdHqXWSHrye5/51j7CutxthCzmzg4hi7tAS4islSMv/0/yo2lf65/eW/gWmrP1bdc60eZriO2TqB5dCjenYBkKlpvhPv6dfdQkYZLpmhOPAEzOZZaFdtkHSkUlfnKC66VCV99fDMLrewgAxScKFIx7iMsayQOebZFY+zML1nl/OeXcWh89n+b7+jn6t5dpm+fwDR2Y9sbFfMONhVxggQHbtPwScPdgWw1EUtpNgdSAxAiuluVezaUsbYwSWdneBa4cHJtFfJGAs7LmOMRL2k8PufK/b07JI813bnVtmRUbSnjBGAPKsetpRFKYpKJh57GWO5Xqo9ONp6cOf59moTIC6DmQREpaKzd7xKAae671U49hH2L3MmrE0/N+Lx4hrYAkkzaGvFRskV+EJA8gKHYNsHFGgcA7uGynA2MeaeMyz82FeP98P6kruO0rdxTxnjVgrE2AOHq4qWsPMBwGcgzhns+uU3/BIPPfQQr33tj7O9vftGMo1pTGMa05jGNKYxjUeP3/iNX+POO+/iT/7kT9jwzKbP9XDWapJayoEqFgnpSBOw9gw2PABtqmeUVmMcQGGRosAGY/R2x0vzAvNn/Adx5+d+hKjuHTLeGJyvrhg+X5rRS0RZLTB4dqU99TCqh297WY0RoNHUKnd4UCWAYLM1VlhNxlixy/aWrslgjfb7fwEz2IVpNCFjpD2jTKmtFLfcwi56GWfwnqolKcl7/p74vjvpfd+PqVVZ7bSme1JBD+/Zpf0sMOurJbOrTKDrbXU5SIRrLo6ZlYMmOpJp0qlAIpiNh4nWF3aVjoVovu3PPdhVjc0YE64/grl2yWgr/dEmx3TCs0q6W9iD52kiVQcHHiXEOeTsKezCMqah88ucOTkG+gAwHJRjtRuzC8BsPKBzvLOfMa+c+vV2zI2Q2I60j3kGWR9Ji3FJZn8IGGRrHQ7KGBhnTp0gv/Ja/Ud3hIuaSDEsmV1ODHbhQhp3/81EWyqgspS81cAf6Z/1a6fqxyNWY1xYxnRrUskAfGxvYefmx8zio9O3ItaS3P+O8XNlQ4ibFWC+4ufnYII94oLnlG9vbTycVemjdPfeSyvw7tHBLskH2OXLsO1lxBXEN38Yc+kN5IeeDCKY9ePY9qFq/Y5GCBCdeIji8IXjzBj8GMaxVv87ug0uBokV9BpjgQZpaSVrc1GEi7VCoThXY3apbHZM6l2fIz1fxGFmP2DGmVV7GKybBz3byINd8cMf0vUVN5HhozDiultVYY5QjTHpeGbX+PUCsys+czuFvUQBxfAwxMRe5umgWQO7rH1E8Eo7q6xFF3v53l73Os9xi8vIcFDNb2uroh2+8m0JwsGuVT4fcTzKdVPAXALOYU6fqBha9WMfi4wxfK5kn01UF3aFsh6lSdHeT/8Z/9F/F+q4uuac7tu1SquAypQjf77RLvtcaYjvKt/GbJexcAVspuBa2PMvwsUJko1wNNnLa+3TGecMdl1zzdW84pVfQ3eXChfTmMY0pjGNaUxjGtN47PGEa6/lSU++nrW1tc92Ux5zSPh9HEzAi7z0BzLejNq1ZypmV6utHkKilerKRN77z7iZjkpDSs+t8R/EySdu2rsttlCfJKikLQFEIDC7pAK7sh4uStS/xmb6mz8kCzYvwQw308HNKLAlNRmSm19ArNUn4MGgflQl1juqLNYYCKa/SlSXrNT7Edg6gbk1GmrbTw9gqVkChyXYUqt8GJIpKQom0SazfUKToqICu3Ce2bXowQTPBBtLfGyhMsb2IrJ611hfXHMOSVXKo55dThOl3iPnBtHDR5n7wW/HnDmh7bXZGBNOeiluUEv4A7NrIlEtmV3+vhgPdrGLjPHRwmxtqEm9ZxlOsroAZNjXgguMz4Wxvm0eQ6zDzu7Xe1DswuyaTLhLZtfIMzA8syuzqNw3sBoHODrI5hqOlaoaG8oQcdc9Ve9Bd6j+dVlf5b0mxs4dxpkYs3ls4to1GePIAxD1SqOuUEZQPSHeZWzqBvVj0sFCGWHS3YK5+bECAfHxG5n7i2/EDCbkooWCdcYDRG7f8u7S2FLGGACmWrtsG7CYR5qLQeL6GOaIi1uklzwPUIZUcutHiVduJrvoCxCbY7bOYg8fqmSHHqSa+YX/Svd1v0Jy0wcmrl3g5uZxzSaytUmxfBnF0qUYd2xc4hXuRWD3ldUYk2q916ox4oqxirV1NqrkAwX5O/tADIxy1NF/b7ArevABwJXAlkm74HIF9fcAmqr9sku9MAeAS9oqH5+8XgC7TtxEmr2wlDFi/feF9WBXS/dyGfQViH9E3zDvR+arBhLHOx6gVMfn2CQpq/4CY2CXi3wlx2BQ79hTqr1nhCIcNofZRMGztTO7H1vKGB/dsysw0nb0yVlIMxwt3OxhXGMeMWm5P7rWkq4rW4xfp8gRcTgxRJu7sNZqBvX2EWSMiHq9Sb9Hcf7FOj+zEdDcW376aYxz9uw6fvz4/1u+EtOYxjSmMY1pTGMan6Nxzz330G63P9vNOLfwv1dLhkRNxhjKsjPTwe4/qMe0WhWAJbZ6Mu9BFjfT8U/sfWJ3Lr4eriiZXSUAVJMxigsG9R6Y82ws1+gwuvrl9L7kDWNtj7yZdHHBJRWzq98tJS52fqmS3ngZo6kbzk+CXWPMrvHkfiyyVE2nfSIbf+Immm/8I+TeTXAWe/CwskYCAEJt/IN3UVHgjKJdZvs47Q/9Gmb9vorZFSQnNh9jdrnIlGyRsXabGNtaKmWMJVujtVhJOH31M+luYjYeoX8+ohMP1ry7curVK82Dq8iDXUpuWp1pUY9cWUkBeNJKjownb4+B2QUgWxu4+UVco6FVG3c7xgOMkqbI6undz1OMIB3gOiteLpTvlCJNyjHDXMmH2t4sVQCjn8OwAstkoNc3a6d9O2oSNQ8cmrUzWigiaiiY6ZldduFiAKKNBybaknmmikNGQY47DmaZ7qmKZePY6UdHBRi5xaUxgEWrIQ5U1mjdWBVLgR1AVxgHF7fAM7vsygqSFYhzxLd+rDouyBjD/KhJZ23hK4/uAUpq2x6bQT1UzKTmJ/+c5q1/6l/0QFHaRULFx1LG6KuqnjrOwne8gsa7xhl15DWPqK0NbLKoTEA7zvzb3bPLAzelCXtaVmN0RlQODsz94LcRTzwgMP2z2M4BkIjozTfT+rU/8e3Znako62dp/+Gvw0NdWh//774tfrz2ACwCs0y6mxUL1Ht2gZdRTsgmpVCvv8Ydf0nzlj9GgSr17MJEWq3SOZVyQ/U98UieXQ4vObRq6m+ivYFNf99CIRRgzIOSyH/W5pA7XVvnDHaFaxe42QTZ6u+Q88399XfQefuP1liUj8Ts0n3ALe0OdqmMMQcRbDKv4yfVAw3X9pJjW4x7dhUFGG2X2dyFSV3oWlSDevVtZBcZrEs6usZPPExx8RF9MTAV3e6g46czzpnZ9ZM/9dP81E/+BD/66h/j7NndDR+nMY1pTGMa05jGNKbx6PFffuRH+Y1f/1V+67d/h6NHj5JP/Mi966679vjkZzEsZBc8k/TIDfrvPNenuaBMkUEfO7eIa7UxZ07hmq0K9HGesRIMlwHX7qg0pJQxnsPTX+f9SMLf/TUAnCT6d2dKAC08iXZJh3z/1eT7r8LOHiyvK/0e5uxpiouOqKn6cDAGWpi1M5AngJRySRlulO/LI3l2jfbwugHiO2/Fvu/t1bFA9MBRuDBHnMMeuqBKrEN4tofUK7cJuIbBXTlP4//8tYI3RojWHyQ+e3vVz40t3NIKxfkXU1zyuB0SO/n/2XvvOEuO8mr4VFV33zh5NkettFrlnCUkgkCA4CXYJBNMsAn+iCbZJggwOdgEE2xj49fg1yCSQIARSWRhIaG8yhu02tWmmZ1wc3dXfX88VdXdN0zYnU2izu+3OzP3dldXV4d76/Q551ERlJeDCkrgZv/0MjLXDxEaOyWFqee/8X8Bf57TChlnxovfswNqpw9cYTK99Pi2k0QA/Jt/A+/+jfS3UWWYUHipZrRTZtqamoQ8/hRSdrW6KJeQkF18+9YsIdi+XKsKJUo6KF92Em4dGV5GkUckJlXYq4P9YTd4cwoY1RPfWhXAKLyNdyB4+EdgexPCje8mlQffuwtSrYZiTGd2kTolWnQiWLOzKAKLIzBTjbFJhEN7JpeY2AxZWqSr0Knu5JDOGJT9QxCp0G0WR0CjTkqcHpURO8YvagKMgVXpPFcjQ0CLtln6+DsBz8fUM/8fIIepP6mcLAX9wCBUNJY9MruobymSfhaUf/gmsLCWIQttUYVWJVU9VZ87PTLr0ttWJv9tYjyxKZpwdrOcac9aLltQuRxZwtKEd9SEygnUPv4J5L/yT2SR27m9Y7z51DbEg8fA230nWCMEm5oCW9JKLN/t/QSQ+/F3EeDaxPaYKizRDf6t/4vGc/4c4oF7oIQm0nMJ2aVKizsLJbSq4PUxUhK2UsU3NNnOFINSkpRdRuWnZM8+UBVCRQ9kFJFdpGyd2fbI00qrOIbKF9B4+vOoIEAc0xhIpavpzpPsMg8jWEzKrsnOzEYxsRliYjNa8im6D73JLlsEphfZpWJ9HjIg6KNYAc7pfJESMj+orf1tNsY4Ajgdaz6xtbNds6xUUPl+re7tvB8qn65FvmMb5Goiu1irQUsehmqMc/pUuufuu+zDMqUU+vrKeOYzn4Hp6WmEYfZgnHjSyQveSQcHBwcHBweHRyOu+fa3IITAhRde2PHekVr4R0kgWnEe4r6V4GycnvLyCQDQk4Ea5KLFAAA+thvxmmOtZRCMJs2kQskqu3rZGGdEWg1h7IuWWNP/yaRNo0hSQQmyTGMbrTgvs754aBPiNevANt2XUauU3/168H1jqFz2ibbg+dTkpcPGmKpKN8NuePfcAe+eO9rWjXRYeQS5fFUqqFsjjgAEGTUTY4BaXkJ8zlKo0SVge3cBQiB/679D7KWwbKZ0ZldfP+ovex2iE07NWOPMfsiCyanKBtSDscS+IiWgGFhtes4Ek4GY3k42S7tNc/wlWV/s5KpzglT61N/b3231RG3TmYs9za47PQE1MAgV5JKcpHZoQkM8vGXGtlirCcXLSbh8G5HQrvSyRJ8Jim41dWaXBKs3k/2uabJtajdyN/0g2//dWtm1dzekItuwsYHFQ+sQLzoJwcZvdR4bowpSEiwMwWt7OtQc+Zv+GeACU0/9GgCVrdZp29FjzVmWYJKSiOJGPav4mgEs1uPPBFitCjkyQio3aKVLFJEVV89JTSg85ezRBJsBwK3b4N16Y+8NmRDwGSreGXh7Nna+aCzRzWmr8lGacO/Ie+vYdgg5ou+N+/aAxUqTAFmyyyhhDNHLpybJtub5GVIyrfKTy1bSeHchZMXY/Wie8nyIvfdQ/1Xc08KYRibfS0YzEhZi64MYfBFl8sWDgwAAlesHC+tQfgGyuMjegwyCe74Df9tv6Y90cQlJmYGQlDGmClrZZasx9rYlAgALYyglES9eTg9VetkYzbkwlpBdTMZQuRwaz3u57hctU7zxc6hf/po5n8/JNkwlwhgoB+Cbe68/lzw5phRYtYLctV/rvoCMSWFolF1SASwpbKAKi6lPCllSLYrsuIqJhzqaZcbGqAPqu4bTA1A+2WnFw5vQPPcsWteez0doZtfLX/EXB7sfDg4ODg4ODg5/dFi2fOXh7sL8wYuIB1bTE97iCKqP/yBK330XvRc1iOzSJB3fuxvR8acAUlvBVKurjZHv3T2rcqAbMlW5zATI2CCNckWlbYyG7CpD9i0FAIQrztfLa7Jr64NoPf5KqJ07MnYob5Mmi+ImECfECG+kwrA7bIz7/+WeyRgMgJqqUdByeyVAM4Gz+T4SYAyq5AMyhhweBd+7K8mdic1yEZgmiOL1J+nXuljuzAS+YaqUpZQnZqITSyBm8ya6AKD007/LvqCokpq36R5Ex52YkFazKHBY2j4Zx3PO6wIANjkBVSiSBSzsTn6Yynbi4S5qhzSiFuAzqLwAmwiJmEijfT+MsitqEDmklV0A9PWhQ7lDrbboYv0zBCjfuytFFsaAihAtOQ28ugf527/cuU8moB4KLGqBNSbAaxNdlgmteqvbuKbJnYx1MI6AUFIW3wwqqwwiTdx4BbCpSWCUAc3sMSn94n2orXgL4lXHJIRQs5HRl3g3PmhVf11h9mMu1Ri7IVXsguvCGdZ21k4atyMKoXwfLJZgU2P6GECrhlLnR5uyi03ugzpmfUfYejL+CnJkcc+qtWLsfiKcBlaBqVgTdfPMibTK2Tmoc/S9WOYGwKu7EQ+uoQIlbQQbb00DukpsmtxmMobiPGVj9KjNRj2pNtoNUQhAAZMt8C1TaD73pVBBvvP+ZmAKKWSUXe0kNS2Tu/c7aNRfPG9llyFVoysughoIwPbNUIjGEn4zn5sDr/qTGd5VQLMFgEEF/fSwxyiv4xgyPwhW2weFoYxdkizpmlzd10PZpQAmlSYxe5B2muziu7cnr4VNYqIPQ2bXnMiu3/42CdcrFAqo1zv9mUIICFO62MHBwcHBwcHBoSf+5u1vw4c/8tGDtvzBhMwNIR5ZT6Kp3AA49iHW2UCsMQFWrybqhbHdpNJhEgoAa01DxXmasFllVxmsvnn/bIyyC9llSCCr7FKpCSp9QZd9y6D8Ivj0DsRDx+j1EmWXHBhEvGJ114k6ixpZZUEq96Yj1+hAbBtGjTZVBQbQkRXDIlJaWHWCyewqemBKQg6P0hBwpicysSX+uLbCGHVdh/IhRWzxup4Up1VqJrNLSqi4t7VvPmAyBlMxih97J+SyVYhOP4femIXsMsou1dcP7N4x57wuALZanhxZZEmtdqgSWbH4zu1d37dttRrAkhxQLsL/9vWITjkru0D7BNYc3/bMLgBQMVSeJo1K0nSN1TrjY1i9huA3P4N32+/ROuUJdl1DnIjx+8HiLmqjVEB9kvnWY4Idm/Omc1xZow7/5hsQnn1hhmhhMVmpctdebcP9ZwPTZJfycvAevAfxutPBvCyNKsYfQPDAj1C/4FWJjbHZngM1C+E0j4qdM63PwiqC678NvuMhe+70VAeavplrdXIcojFBOVBAh7LLKraMUmlyH2T/kLYxJsupgrGPK8hFS3vmSYnx+6m50RPAGpPIbfwmgvt/0HXZnrBk6hxIQlu5tQy+ZyPiQZ0dN3Z/73VU6rjYzwL9ej4AazZ0UYzeAfWkTqJ7vvfT/0X0XK3a7UFsqgLlnPGUsquzsETyd+FLn87YdecETXbJY1aBPTgJfvsDvZe1AfWzqw67gZlKydqSrQKT2aXPkyiC6h8Er00gxlBHURKmJJSMweqdVks670nZJfNEYnaDqXbM9yVKZNaqAbn92qUDxrwD6r/7nW/j7LPP7nj97LPPwneu+faCdMrBwcHBwcHB4dGMN73pjQd1+YOKWFGQtFKk/pEKcmAVZaq0qkC9BuWTqsXYQ1ShDHX+EkQXnKZDr2WK7DIB9TMHIHdFmnSy9sUkW4SCteNEAaaVBfHwegCAvyMJcjbKJf7QJlpm/UndVSlxM2PhyEzH2/putstnyOvqCdOfKR3E3q4oMJPedGYXZ4BWdqmRxbbiJeJIh9q3MsquVE/b+m2OhQKrjWX6AyQBxuzuneD39agsNl9ICoLm1Qq8B+5O5RnNHGqckF0DdKznQ3bpwgNqZHHPCaY5B/j2mZVd/i9+AVUOgHqI4Gc/gAqowqNVPLXbGKHA6+NgtT3w7vwDxAN3k/pOUTYQ8mTNUzFdS7zWfswIxc9/BN79GxMbr5KJQqPaq+pbZJWPRh3UMxRbnzu9yKH8N/+zc//iGKxRh9i+Fd59d3Vvtw3MKrvyKPzrP0D87lbw2zrtVJYAMvlYbWQXupF7me0Ycnh/lV2a7GpOgykF//abEgKtR+5b0jdNqD+8lZRV1RYQxmRXTlujw5RaE2RjVKUSnROp48T3JOeEGl3cmetnlmtOgVf3UF6TkmBxM8nimyM6bOJzWBYAeC05B73t/9t7Havsksm9JpawAfWm6qaSPftgj6kC+CM7EqtrDxujGhik9TLKrrbzIvV38L+/hGi3k88Ga2NUYPfsA691LwpA25p7nlw7WNxKWWwbZGPMDdJ1rlXU3oP3QBWGEzIrfc+LI7DmFHhtb3eCyPRJB9T3tDHq6sZ8MlEOGvJWiUPPeM07oP744zdg48ZOaegdd9yJE086cUE65eDg4ODg4ODwaAZjDFe9+12Huxv7BV6bBFAAn96NGCP0pHdgFXhrGgwqoy4w9hBV6gOG82DxZFIC3dgYCzqzaz7KAYOMsqvNBqnIpmUzlEAEAwtrpEwDIHbfCWx4ema7fPcjYI06VL4AVun8Qu9v/XV3tUy3vpvtznNiSfuh921iClg13KnakHoimJ4kMgaUPECRjREiIbsAwNt5C8TEJrBqBSwMLSmpSqXOtkHWuSSgOtk3/6Ff0/sP7kkqlx0o2hUbZuxmtTHSpEr5/rxtjNwou0YXg+96pOsywU+uhXjgHohZlF3enbeCX7cVrFUj65JPEzs+vhdxua/rfvRd83IgaiD4918k+xPWACWhNNklxh6CHFnbETLfAXveJ8RJL/UFS2V2WWVXL7JP25t6WVXFQ5tQfu+bILZtTl5sNeadbYSIyCvl5cCiEP71NyFaclrncrZinSbp2hR5Pa9Nu/6B2RhtsYu0jcv0aRayyxBt/KFN8Lf+En1ffiWqW94B1bc0a98OjbLL2BjpHJfDo5njJDZuQjy9CHi8gvJEp9U5BTF2HxUc2F8rmT2/5jBu6W2kSJEZCbZ0Rl/6gQUUVN4Dn0jIrt42Rh1QrxR4WAfftQPxyjU9ySPZP0T9Smd2tWfT7S8pavtkzgkJVLQ1uBesanA/lF1RE9BEE6vVaRiCAfrJOLytm8Aadcj8IHiVSOTMPSmKgagO3ux+3RKRSKo5FZSS3MY2iImtiAfXkBXZwCgVvaOA7JqamsTw8DC2b8/e8AcHB9HoYm90cHBwcHBwcHDI4qtf+xpGRkfmvPzXrr76IPZmfhB77gMrnwK+9z7EOBGQCnH/Kmt3sxXKms1E1eJxqKIHVFtEIsUx4HlQAFShCNQTZddclAMGLDXxSgLuzU/9hpQZEoW1qoiHjwNvTEKkq4NZZYyC2LYF0foTuyq7cvd+p3d/2m2Muk9i7z1z3KPOdfnEBGIMd+bxmAp+qb/heVBFH6whNdmlg531pKZ0/VVJXyfGSdHEu9AYhvhLKYMM6SUmH7JWMabi/beDtcHYGO3fc1Q5GCsiADrO87Ix0oRMDgyBb9vSfRml4G2e3brEWhWwiRaYpPE0yi6+bwzx6mO62wCjzrkTC2uAjKAK/QCA/A3/inz8nz0r59n16uPA4Bpa18vTaz3Irm7Krl7jxie2gdXWz7jt9oyswn/805wC4DP9tzZGXVmRia6khq3OqfOxWI1Uk97uuxAtPjmTp9cV9rw6QGVXWt1pjm2ruxXWrhrQZF9s2wwmQ3hj94GHFcRAVxujrfxoSNlFS7N20agBpgBWrUAN9PXM7ALIQhiuvnhWpWRPmAy/uahU2+63fPoRBFt+Pqd1SIlrCElNyOa9JA9ttswuBbr3R03w3Y8Q2dXrM0Xf+zL3kI7CEvs5Xmb9tLJLYcaHOXPNKey+nQaUtivyjQ9AYBRKDAKtGGAc+Wv+i7pRGALfc6veTjqza5ZtS2Nn1sv3ILtK1/01VH4QrJKQXf6OPyAceSLEvk3z3q8DxbzJrm9969v49Kc+ibe89a3YvHkLAGDNmjX4yEc+hGuv/d5C98/BwcHBwcHB4VGH17/+jYe7C/sNf9P18Pt2gy3eg6hyPlijQk96J7YASJFd1enEVpMXQE4AFQk5uhisMg1V7idbDme6pLwmXeal7JKdv7epArzdG+HtTiodmpBkPrmNCALzemq74qFNPcmubmBxSPaNtr4zGaF83Zs7qpDNCYZ820eKnnYbI4sjqHRAeBxR0LrPwfZVoYYXQZmQ9C4qFj62G2x6EvG64zu3bdQrbTlRpZ/8Lbw0cbeQ1bVUlG1vhmqMaWSqz8XzJLvCVqLim62S3mxtaRLAKBbhaxujsUjNsV+k7IqJBAbAp/fNiTiyAfYqhioM02tdcr6AlLIL0tpge21DTG5HPNVd9dYLs6ngusLYGLXVSXHRnfg2r+l8LF7Zh4Frnopw3RMQLT45IRd6wZAq+x1QbyyL81d2yaVUMTOtgrOkWXpfW1llF5+ge0C8cg2CX/4oWU4XNGCV6dnJLp3bNZ+HCWnEA6sBALk7Z3/wwqI6WNTUKr06+q956ewbyGSpGeJFkRIq4GANU9Ev7nlPYCllF4sa4Lt26LZnuYek/+goJHFg9zhrm22Z/s9wLe8HEZu797tQzEO85FRLcvOoBVQLgAeI3bvBvngH/N//GgqMiKjqeOd25Cz3W2srV3p/uivAeKuSvTYAiH1bMfjlK+a8TwuJeWd2feCDH8K2hx/Gr3/1S2zZ/CA2b3oAN/z215icmMS7r3rPQeiig4ODg4ODg4PDkYJg869Q/O3HwVsVyvio62p9Tf1TkzKsWgFraLXGQNa+wMf3QOVykIuoImLGxjgXm4xBWhnTruzSlRj9B38Gb/edyWIBWfaCTT/J2gvTOTNbH9T7MEeyy05YO/vu7b5z5glOL5hJ+b6sYi55X2btLjKGKmrr24P3dbUxplH40mdQ/PxHum6aWRtjtmKb/8gfshXVZDxrRtKc0cPG2Ctvp3sbct5ZTNZuM1ve0izIVOUEoHJ64mny0eZIMrCoTtXodED9XBVSltiSMWSBVKO9bIyQkbYxqsQWN0NmV3uFuoOBRNmV1y/w7iokQywZkq5JFfqs0mQWZZclufZTkaiEVs2llS222uvM246XUfVdviNRlHa7d9h2TD7Z9IR9T2x5MFkuSh4sAOgZUA9QuD9tZ//2O3fn1cjf8d8QU9tmXZZFDZR+/HZ4j9ySuffOiEw10aTYiL2eNdllgtS7wlRjVNQHvmcX9UeqrosXv/hJ5K67pns/DA6U7GpWACUTm/RMDwgs4Tf3bRZu/CyK//spypI0n4FxCKUtg3zqYUDlIIujkAOrobgHMa4VVqnwfTY5odftMbYyhhlbALZIyZywv8TyAmDeyq5Wq4U3vvFNeNe73o11xxwDxhi2bN2KiYmJg9A9BwcHBwcHBweHIxL6SzFrTAKFpVbZklZ2wVQpK8SJcgMA20uT8HjVMXYdJXXeyDwmY95Yyl5myCFDLMns63ax4igAwN/8sySPCshMQozyoltmVzfwyk7IwtD+5+F0gQ3MHx8DpEosoQZx3BYwLGGqbnn33Ynm+mdA9Q9QW10qDYqZAteNqqxbVa40VLT/Qd9tIMVGp7JrLoHzYtsWsEadCJB55t0Ev/kJWhdfDu/Bu+e1XjtYq+34aMuayRSbc3B+WAe4191eOtP2dYA9M4UjUq91LNucJNJHptRIvfoXxwt2jGeEDCn82uT6cK87ebzxNuS/899ATZOuTX2/MRVCZ83sOkAbo69JyIyyS7c1C9nl/++vEF5waYbANKRZ2sJr8svMOcOiiKyKpTLEQymyK6XsAroQ4inwxoQmRPePuCzc8m/zWt7bezfKP/mbOS/PooTcZiypxsj27QGG1toHJ8GD14E1ezyEsAH1ivKn9k5QMzqIvh3Bz/+n88VcIduvA7Rps7gBsW8TxLZ7IXHBzOfdPO55HduJmlDtn4Eg23nr2Cdi6tlfQbD1l4BS9LkpVea65ru0GrPHfYey+2CVXWJsdmu3xaG4f/TAvMkug+npadx2++0L2RcHBwcHBwcHB4ejBeaLdX0CGAJYQ2e5GLKrMg3WoMmYP/5rRBOnQ+x4CKrcb4Pr41VradlaFQpl3e48AsZTGSBmsshqe8GrexD3LwagOibqpZ+9C8ov2Nwpu36a7Np8P/wbfzVnAqT4i/chWn5uzxDv/YLJ7KpPo/z+N0NsaStZH0dZYseQes0Y4oG7APZMtC65HCyOITbfP79NG1XALMH6RFAtnLIrM+E3+zOHiV/f376KFl2yHP6Nv5rXZvPf/DLy3/zyvNbpijBLNKhcks8kdm6flQgxYGEVyi+h/MG3Izrh1Dlv3ii7jHIRQJbMTS/bmED5O69E5eLPW8K0l4KMxdF+q4HmAwat7rLKru6ZXXzfXuS//h8ITz0HvLobfFwrjayya242xv2dgCvfKLtSmV3Tk2D1GvjeHko6jeJnPwh84aOZ1wzZZRVt0PeiWGXOfT65D3GpDLE1rewyZJdR1fYmuwDKNVN8v6f/BxcmCy2Oobgm20GEVLTuXHvcggd/1KsFIsx0rhSLGvZ4yNElc+6G1A8I+NgeyJFFB67sGtuD3P98E8G1VyP8PxfMqPK1D3rmmXdH6zQSRZzuM29MgE/vgBJkqW6tvQxichtYWKPrOrVvYidZPo19ugP1KhCHQIPOH7Fn9s9GVqtSteWjSdnl4ODg4ODg4ODgwFotejpcmwAAcGNjrBkb4zTlAUkFuWI1+OQ4yn/7qiTzI44hjbKrVgXy5sn+3L8YZ+wsZrIEwH/oV4hPeja93mbL8Lff2L2xtI0oClH69Pvn3A9eH0fw4HVzXn5OMP2JGvDuu6vjbdau7PID8OpuiBvvhnfXTWCtFlpPeibE/Xd1VXbNBKVtcKzNxtjZxwVU/bTZGG0w9DyIFrFrB2Byeg4x2onO4uc/itZlV8C7fyP63vLyObeTu+sbgAjg7boN3sZb5759TXbJwjB4cwoy1z/j8lRVlSyrLJY9rUbiwXvhDc29mMaBgDUmqGIgdPbZDMeexRFYYwLcqEetsmsWG6OxBu6vjbGLsotXKxj4y2fNui5L20Y1/IdvQPOkZ2fz1ZSkzMH09TA1Ae4HWUJLK7t4Jauq7YXC7z4FxRaUkl84ZApSGKtqHbnrf4Day94N5ILZ2zBjqxQF1O99CGLz/cj9+Ltz74fOOeSPbNNk1wEqu5RC4StfSF6Y6fPNbGs/yCEWN1P2T0127dvcESQvxnR+ZBxlydRZ7pu8WkHfm16G6af+B1ir2pNIz/RJk11HlY3RwcHBwcHBwcFhYfDc5z5nxvevvvrrC7q9IAjwoQ9+AE972pVgjOHb11yDd7zjXYj248uo/7+/RGlsNyL/TABIbIyNlLILlKkjB4bgPXhvUkkNABvfm7IxVsECY12Z3+SCV3ZBlpdk1vMf+jUaJz4bYN7s4cQyIrXDQoatLwCM0oxFPYiqNrJL5QuAjFD6z/eC12vwb/wlWpdcDu+uW+e/bU0c8MrOmRdUC6fsYq1Kd2vYfDK7jiD4N/8W/s2/nfd63t79s1NybVlU+UH0ffPPyAY4A1h1GnzPLvDdj+jste7n//7ux/7A23M34kUn6Q7ymStQWiWjJrvMuTNbQH20/4QCkFSL7BXQPV94u27HwJevyJClDADfPAn+UBL0793xB7rGU+CNCbA4TDK96jPnKLGwurDq04VEOrNL2xhZYx/43l0QP38I/q9+MXsbbQH1LIrQ967XzqsbuR98g2yhnkB0ylm9lU77ASblrAH1LJb7dYxY2Eg+M/Q9WUxsBsy9fHonZN/SpFiKruZr19/XvZhFGnxsJ8T4JuRv/pe59alaAUYXH502RgcHBwcHBwcHhwPDX/7FKzJ/+36AtWvXQEqJ//mfHy442fWud74Dxx+/Hpc99vFQSuJzn/0s/u5v/wbv+/u5q5gMWKMG/84/QJ60Tv/dpuyq0WSQtVpQhSLYWNbiw8d2IzrhVPDJCaBRB/pN3sj8vhiXfvYuNE98FmX+aIjdd6H020+gce7LwMdmthaxxiRUcWROT6oPKWzVuF5kV5QJqM9/68vwb/i5tYgGP/0+Whc/Ad6tPZRsGv2vfUHHJDq45xqIsfshJmfI9QLgPXKLtVIdKPK3fyVj5Zq1OphDBkaFp7wcVUSbbfmwhf43vYT+CFuzVhI8FBB7NiJcexnZrnh3G6NFU+daGdt0a66ZXVH253xhlV3zCOieBd3IDf6/OyC2JGHw+e/8v45lvId+g/K1r0J0zmnUzizKriMZVmmXyuzi9Ql6b9sk2NTU7G20GmAKULHa7/sSa9SR+9E1aF1K1QNVsTTLGvOA6l1JEsCMpPOsiJv2elFMWw33bbGkbPDAD8HCKvzNPwNAOXDpbWWq2vYAg0Lf918z5y7ZYjWO7HJwcHBwcHBw+OPDE5/05I7XfN/He9/7HmzatKnLGvsPxhhe9KIX4rnPez527iTFzruvugrfu/a7eP8HPgi5nwoaq+hqZUOSTWiyCQcOfvr9zHomT8W/4Xqa7NkqivMjN8TkVhR/98lsn0DZLsHre+e7GORv/lfUz/v/5rXNQ4KUjbH7+1llF6vX4G261/7t3b8R/a99AfjkzCHzfKLTqsiUhLf7jlm7mL/zv2ddZq5gYS1T6ZHv2QU+vnfeFsw/VhwIWVv6x/eAP7Sw95v9gbdnIxQXiJaeDuUVOkP/UxCb70Ppo+8A3/EQAMrs83bdnsnx67re1gfh33rjnCb33cD3bULcvyKbL3cwIKNZ74UMCmJ6O2QlKfRxtELcfRvy3/hPsOlJqAFdWKOhiztEjVntqQDg3XEzih97B6LiJeDTjxxYf+7fSD83PzDLknNH/uZ/gdfLRg9SW7LK7KReN/DKLsi+ZQAA2b+CXpvYnATKj98Pf8dNyQptNsaDgdz3rqbcwTnmFR4MOLLLwcHBwcHBweEIQhiG+MhHPoqfX/9TfPGL86uANRPWHXMMisUibr31NvvaXXdthOd52LBhA+6+O2ufCoIAQZDkpJTL5a7tGkWJqdzHWk0UvvLP8G++AQCQv/pL4Ht3wb/rlsx6RnHl/4aeNFty5xDbCYMt1yPYcv0h3eZcwGt74D/0a4jx7pMtFseU6zNTG7MQXUcyvAfuRv/rX3i4uzEv9H/rxVBMHNY+8Mquea/j3X1kFB3jE5vBogaqjyelabC593XJAPi335R5rfyjt866De/+jfA+/q797mPxNx+DvOVL+73+XMHrY+CzZeZpsGmtqm2v2HoUgVemkb/mvwAkYf1G2VX66d+BT8+excfiGMHNv0SAXx5wf8Qj2zD4oisOuJ00cvfOnB0W/PLH8G+ZWYnbs+07v4rcXVcDAMTEFvo5+RAQNVH89Ufh7bg5szwf3wM+nrUu+rffjPC0s/dr+93g33rjgo/hfHHYya6FzI5wcHBwcHBwcHg0wPd9jIwsbCj00PAwqtUqwjCbGTIxMYFFixZ1kF1vfMPr8ba3zWHy+MgtKP3i/eCV5El67offsr/nv/vV7uvdeiOCgSGIzVTCXExsQe7ub0NMzGyd+2MBi1so/eLve77v3fxb4EgNm/4jBa/ObJk92Oj/+vNmt/EdwWBKonDDJ6GCMlhzEt7ee2df6RCDxU2I6e2zL3iAKF/76jkT/+LeO1H6h6vAH9k2+8JHAcTkQxBj9yG4+5v0dw/C/9EGFoVzys7qui6UVQIGd38b/oM/shb4YPNPO5Yvve+vrerLoPjxd5J9+FGEw052LWR2hIODg4ODg4PD0YTLL39Cx2t95T685CUvxo03/n5Bt6V62HYYY4i7PGT85Kc+jc99PqkiVS6Xcecdt3Usx1QM/6Ffzbs/3v0b4WmrCAAwGaJw0xdmWMMhjdz1/3O4u+BwhIE3Jg53Fw4YR6LK8nBgxiDz9mWVgv+H3x3E3hxasKiBvh+87nB346gFg5q1gALrElvApDxqC4L0wmEluw5WdoSDg4ODg4ODw9GAj3z4wx2vNZsN3HHHnXjPe9+3oNsaG9uLUqkE3/etuosxhoGBAezes6dj+VarhdYREFrt4ODg4ODg4DBfHFaya6GyI9Kvzfa3+b3952zLz4Ru2+vr65u17W7v9VqvG+ayjfZl5tr2bJhvX2dDuq1ebfb19XVdfq7tHsgy3bC/+75QYzbf9s34HeztL+Q2DuVxma299vNkpvNmf66PXsdnf/ZnLtfT/uJIOO+PhPMCmNs9+EBwpBy7Xm3M5fNlf+6/6dcW4nNmruuXy2VUKgtTSn4+OPuccw/ZtrZs2Yp9+/bh9NNPx003UdbNKaecDAB46KGH5txOr+wuBwcHBwcHB4e54mB/72Ijo4sPW53lc845B1d/7b+x7tj1mdfvuP1W/H+vfT1++ctsuNzb3vqWOWVHODg4ODg4ODjMF8dvOBHj43MLBD5a8fa3vRWXXHIx/vKVr4aUMT7/uc9h69at+Os3v2XWdVetWoVb/nDTrMs5ODg4ODg4OMyGg/2967AquxYqO+KUU08/LE9jHeYOd6yODrjjdHTAHaejB+5YHR0wx+mPwbL38U/8A/oHBvCLn/8MQRDgBz/4H7zr3e+e07r79lFlP3c+H9lw952jB+5YHR1wx+nogDtORw8O1feuw0p2LVR2RKVScSf0UQJ3rI4OuON0dMAdp6MH7lg5HCmI4xjveMc78Y53vHO/23Dn89EBd5yOHrhjdXTAHaejA+44ORjww7nxdHaEwf5kRzg4ODg4ODg4ODg4ODg4ODg4OACHmewCgC996T9w1bvfiaVLl2Lx4kV4z1VX4etf/waazebh7pqDg4ODg4ODg4ODg4ODg4ODw1GGw2pjBA4sO6LVauGjH/3YH0XGxtEOd6yODrjjdHTAHaejB+5YHR1wx2lucON0dMAdp6MH7lgdHXDH6eiAO05HDw7VsTqs1RgdHBwcHBwcHBwcHBwcHBwcHBwWEofdxujg4ODg4ODg4ODg4ODg4ODg4LBQcGSXg4ODg4ODg4ODg4ODg4ODg8OjBo7scnBwcHBwcHBwcHBwcHBwcHB41MCRXQ4ODg4ODg4ODg4ODg4ODg4Ojxo4ssvBwcHBwcHBwcHBwcHBwcHB4VEDR3Y5ODg4ODg4ODg4ODg4ODg4ODxq4MguBwcHBwcHBwcHBwcHBwcHB4dHDRzZ5eDg4ODg4ODg4ODg4ODg4ODwqIEjuxwcHBwcHBwcHBwcHBwcHBwcHjVwZJeDg4ODg4ODg4ODg4ODg4ODw6MGjuxycHBwcHBwcHBwcHBwcHBwcHjUwJFdDg4ODg4ODg4ODg4ODg4ODg6PGjiyy8HBwcHBwcHBwcHBwcHBwcHhUYMjguwql8v40pf+DX+4+feHuysODg4ODg4ODg4ODg4ODg4ODkcxDjvZtWHDBvzouv9BFEaHuysODg4ODg4ODg4ODg4ODg4ODkc5vMPdgUsuuRjvfe/fo1Kp4Oyzz5px2SAIEARBx2vj4+MHs4sODg4ODg4ODg4gNX6lUjnc3XBwcHBwcHBwmBGHnez6t3/7dwDAxRddNOuyb3zD6/G2t7214/UPfehDaLVauOqqq/De977X/jRof3225br9/Z73vCfzcza0tzXX9+azzGzrvec975lzf9NoX28ufdnfbR0I5jNG+7MP3fZprvvZvr2Z1jvQc+VAlm9fb7b9m2v7+9OPbuvs7zHotf0DWXc+OFTHbaHWP9TbTB+Hq666Coyxnsc5fe890PvMwTi2C3Gs59vmwdomYwzA/o11r/ba25hLX/Zne+l+z3c98/rooiXz6sMfI8rlMrZsfhBrjznWEV4ODg4ODg4ORzQOu41xPvjkpz6Ntccca/+dcurph7tLDg4ODg4ODg4ODg4ODg4ODg5HEA67sms+aLVaaLVah7sbDg4ODg4ODg4ODg4ODg4ODg5HKI4qZZeDg4ODg4ODg4ODw6MPCoACO9zdOCKhGEO8bNWclpX5Icj84MHtkMO8oYolyP7BWZeLB4+BYkf2FF0xBsWP7D46OACO7HJwcHBwcHBwcFgAmImcHFkEdXi7clghgzKqj3sflF/s+r7yfCgh6HfGoLzDb7SoXfBGTD336/ZvmR9E/ay/gOL+IetD89QXovb4vz8obcfLV2P6w/8COXp0ZPPFS5YjOu5E+3frnMsw9elvoP6y18+4XuMZL8DUG67G1HO+9qi4BlsXPwHNxz/1cHdjQdB4zstQf/XbZlxGeXlUrvwcohXnzbldWVyE6mPeAcUP3n1EFhdl7mfVt38Ik//5Pwdte48GyOIopp/+L5C5gQVvu3XpFYhXrlnwdg0W+qGDLC3G5POvgSyOLmi7c4EjuxwcHBwcHBwcDjF+dN0P5/Xvuh8e2ROL6LgTMfW5ryE8+yJM/8P/RXTG3CdrC7L9pWdg4sXXQXmFQ7K9xrNfjPoLX9X1PTmwGuHK8yHLy7q+X3vdO9B4zsvo9ze9B5P/8f2D1s+5orX+KZC5fvt3tPQMNE9+Dhpnvny/21TcR+vYJ/UkXeK1x0EODtu/ZWkR4r4lkANDHcvKch8mv/ANxEtX7FdfGi98FeKVa9C68LH7tf6hRuupf4r6S/7K/h2vPhuyvBjNy58OOdR7whideQHkmsW0zuJT93v7intQTOz3+guF8JyLEF74uMPdjRmhwNA67smzEgSq3AdVLM28DPehOM8QS3JodMb14uHjEK69FCrfed0AQLjsbMTlpbav+0OCTv3JV1B56j/Zv6NTztyPVo5ctC5+Aia+ch3CU89esDbjgdWIB9cgWnECACBadNKCPTxo/OlLFvy6iFeuQbThFNTP+gtMvviHc14vXH4O4qFjZ1wmWnomlF9AOA8Sd6Fw+B8lOTg4ODg4ODj8keGMM07H617/hjktyxjDpz75jwe5RwcGpVVdrcuugBIC8Zpj4d964yHbfms9qT9Urh8sqh/07TWe/WIACoX/+ufON7UFSfHuZIEcGgGr1wAA4VkXHKwu0rZKS8Cru+a9HpMRAKB50rORu+O/wFvzr74ZLT0dtYvejP5H/gBW29vxfu3Vb4N3640ofPWLeqMc8sLjMPWcr6L/Nc8Fn560y6r+IahyH+SipRA7t2e3s/4ksHoV4uGtXfsRrz0O4enngI/vRXjuJchf+7V578uhhvI8wEsmxsrP6d8YVL43oauEAK/vAQC0Njwd3u479mv7U3/6VbBWBf3XvHS/1l8wCA8IcrMvdxgRj25A7cI3obxvE7yx+3oup4Swis6eMPcMrdJSjGHqM/8F765bUf7Q23u062d+phGNHI/qEz6AYNOPUfztJ1B5+j9DBWX0f/PP5rBnWcT9+0c02/WXrQSbngKvTB1QOwcD8bEbAAC1174DA6969oK0qYIyVH+A6oc+AXzkbaif+C4UfvMRBFt+fuCNCwElFpbGmf7wvwAA+Dd3AwCUyIHFzVnXa5z5coix+1D83Sd7LsMaE9RmD0L2YOKIIbt+89vf4qyzzz3c3XBwcHBwcHBwOCT42teunvOyn/7UJw9eRxYArEZkSLThFACAnGO+0EJBBWX9i6TtDwyh8byXI/ft/4LYs3PBtycHVgOsh5KDZSesaURLz4DK9wF60ssadah8AbJUBq9WoBhHPHzcjJPmXlB+EXH/SrtuuPwETH/s2yi/+y8RPPjr+bWVygyS5WXg4/fPuz92/3sohFS+AORymeVVzgdDC43nvRzFL6YIXqH743dO6BvP/wvw3TtQ/OePd92OsS7mrv0a6n/+/0GOLAIf2zP//TmUEJ49RwAAXkJ2ZcasHVzQuoghCyP7vXmV60N81hrURt6I4r99svsyAMJ1l8Pf8nNLji4UwlPPBt+3F+ACKpc/oLZkYRhKBBCVhb8PAKl7Tw/bsoXwEjKrF/S1Yojy5mV/CjAPcnF3lWh6HXQhu+rnvw5gDNFiui/HgwfP+jYTZP8gpj/2b/Bv+g1Kn3zfYenDTDAEsiqVoIAFMfGpXB9QEAAXiDecShlnC6U85iJ7f1hA8OouyPJiyL5lEBNbZl/ByycPePwilMiBN/Zll4mpwKAqjqBx6p8huPe7+/UAZX/gbIwODg4ODg4ODocYr3zVqw/q8occenKmSjTxi5cT2aWKpdnVDAsAFWibD+NQno/Ku/8RrUufhPAxT0S8dMUBT5g7tufloETQ/T0zoe1C8tTP/SvIoVV2GUO6mMls44yXovLUz0CaCfQ8ULvwr1F56mesnSq8+AlQw3k0HzeziqNr1k+K7FL70RcAiTqlV5aQ72cn/0wAIZmswgsua2tLn19+55gr39cET3eoUh8AwLvt9wDQNeg9WrcB8YrDQwR0hedllBvK1+cvA2SQR+P0l0B5Xc7ptHqICygmembH9YI9XgMB5Mq1PZeT5WWoXfxWRAdgl+y6/SCH6ts/iOpbPwAlONQBKLviwWNQedrnMf3M/0DzhGctYC8JcnQJan/zDiiPdz8eabQTmN1gQt/1vaP2oqsgB9eA79phF4mHjkVrber6sMquznGS5eUQ4w9C9i3fr6IF8eCaru3OhuiEUzN2ycbzX6HfiOfd1kKi/mevRHjm+QCImDH3WVVOLNxYoOB9FfQBoQSYgMrTNdh6zEX7bcXOtM3FvLIeVb6A6fd/DvFMpKmGUQLLvrn1U3k5e3+uXfxWVB/fhczUnyfhmsegccafo3UQrsVecGSXg4ODg4ODg8MhwllnnYXPfOZTGOhPvly/773vmXW9a675zkHs1YGjndCSy1dBAZj8l2+h/sq3zL89ANPv/xyiE0+f2/Jm0sI9yKERyCXLwOo1hGech+mP/zsaz/+Lefeh57ZmyzIyRFEXFYcSPk1OORFSbB/Z+9QiytSJl+r9nW3i3K1fWsmjCpSDpYbo77h/w4xZZl1Dg9P7uJ9kl1WH9SC70kH9gCYJtYJL5QtQKeWcJX66kF3goqdlFKCsJFargrVIXdBOODROfSGqr3s/ms964Wy7dMighABSk1mVUnZFy05B47QXonliF7uVSBQfigu0TnwmKk/62Ly2bbPmGJuRqFa5Pr3N7jlE9XNfg9r5c7NqpxGe9xgAAN+zk66lmZRss6Bx5kvBWlX4O25Ca/1T9rudXoiXrYRcvhwoiFnzApU3FzVOcs0oAGpxgYiNcp9donXs5Wie/udJu+b66nadcQFv523UV63umg8qV/wjWuseP691ovUnofLOjyO85PLkNZ2FZezbhwvheY9BtIHI2coTP4qp532TxrncDxaTKjhtHz4QqEAfM8ahCkVSQj71Sfb8PhDEo+sRL+lNMseDa1C7+G2WcJQDQ4jXHgu5YvWsbbPmNK3Tv3xOfVFeAWACcd8KhCsvhBw6rjObTBOIJheSNcbn1PZCwJFdDg4ODg4ODg6HCJ/59Cfxox/9GMtXrMAndQ7XJY+55DD3agGQehrOwhAqX0B40uMB7iE65az9ai9eeyziZcnT5fqZL0ft4rd3DflVvlZ28STryLvrFsTrjqf3F6jiYe1Vb0H9ea+Zpe8mb6fLxJYJPemlZczkT2qyyxBP+6OmYPUxaqNMtj01SPkoys8hXHVRz/VUaXGXfUj6LnNZsqvxjD9DdMz6rm2Fqy5C9XH6yb61MfaYbnh+htAB4xkyQOXIlgkgIXC62BiJ4Ok9pZHlPrBqBTI3qJfPngvN9U9BvPYkyBShcNjRblPyk/OBeUQC2sl0CooLwDPKQg8yPwSlq8HJ0cWovfbv0HzKn8wYUi71mLOoMrNizl5z3ckBWV5mz8X5oHXZFdTs3t2kcOtGcLb3BUD9ha/qqLapRA5i/AGI8QfmrXCbEzgnYpgzKH8Wi5rwZiRlgTRxJUgl63NgOrTqRAB0D0kTW+Z+0+2ewQV4dRd4ZReiRScn2ykU56QwUn4R8JJxm1W9hkSlmgnVN/vtzUb2LQzk4DDqL31dZ/XVFBksh9YBAOKlZ0CVymCT48kyCwCVK5PVnQuoQhHICSK++g68OqPy85DlRT3fj5aeida6JyQZWfo6Vn7nORKefCai9SclL+jzKS7PjewyNsbWhqfRNjiHbLfLtn0WskNkYQQc2eXg4ODg4ODgcMjQbLVw7bXfw4c+9GH85je/wUc/8mFA7U99rCMMqUmxd/ftgJdH9XkfoGyryn4Expv2Uu2G65+C1rrHo37uX3Usbq12jFsCxbvjD/Z9PnFgT5Ll8CIoz0d00hkIz72UNhWH3Re2mV3dyC6eze7R+2cmiLIwAlXyUH3vxyDnOSniOgRelmiCJwcGaZPhJFrHPrHnemZ5JlMWI70PLKxllF0KQPNZL0R01oVd24qH1iWTaps/1EPZ5QfZMeLZ0OXw2EsoUFvkkgloN+JDiNltjM0I01d+HuBBVjEFBjW6FCpfhOrvPXk85BBeZp+UF9DgMwalVYFp4mH67/8Jrcc+JTOZBxfJPwDR8SejdcFlqL/wlZCr1/XcdDxANk8mw5kn/to63JPA4dmMqrnc5ZQQiM3EW+i+z8GCrIZG0XzKs1F/wV929kFGQFg/OJVaBREYYGz2PKY52Rj1NcME5GIiG9h4A6qcuhcw0XbdmHtlF9KRCUDGEJPbEA8nFfOmPvllTH/832fsigI0WZPK75tDwLghuVg1ITTsw4YFDlXvuv1cHtW3fRDNy5+Gyrs+kb2Ppo6B2HMXAKB5wjNI2aU/I9RCKruYVrgWSprsSoq57He7ANmVC73JeaUtq7JPqzTNeddFJdl81ovQfMYLknX1fXsuyi7FSFWruIAsLYa3+y5Aqc7qjO0Pftihi413ZJeDg4ODg4ODwyHC7bfdjpNOosnc17/+Ddx99904+eSTZ1nrKEBqEic23gqZHwVGFRQ4lCrNsOIs7aUmdXyacmtk39KOxW0lMi7sZEVsuhdiMwWrm8lW4zkvReU9n0K89rh5dWfq019B9a3vhxwahVyln1qr7vkzM2V2wVj1eNbqaJRdYAxYXoJcvhLhRd3tQ+GZ5yNetbbzDR0SLsvUllF2ebtuRbT0jO52RQDSKLtSIeOKMUApsOY0pFYQKe5BlvugPC+r2sjsX4rgaKssl4ZijNQw6ckv8wDBwUIiEVX/IijuQQl/RhujsqHs3aFKfWCNFs0SOc9aJ/ODUIM0AYxHVqH5hKeh/mev7NnWbJB9A5AHOJkFQFlV6X3yc0AkQQH1mvxJKZXU6BLIkUV6/0zuk1YdmfMwpeqIZ8ri0soulSbOuvVxFmWX0ttX3EflSR9H5crP9mzLbnv5aijPI3UoF/Z4zZb7p/q0Pao6nX2DCUDFVKHVL86JcJsL4sXL0HjWixILLccclF1i9jwoY93lHuQSTVSMN6D6hqytVzGevaYscZ69NhT0taFisOpuS0AowWy24sx9McRbinQtDGXsxd2gitQ2a6Uq+Rll5hzILiVyaJz5sv1StwJAeM7FiFcfg9Kn3w85sgjh6ZfaHEOVftCgz9u4tBiq3A8+qUPVF4iQU7k+sqszXWQh4AAYZP+BKbsUJxu8tRF3gclnMw8yzGeiUUlWH/9+hCt0dlm+kM0rNJ9Jc8nsMvZqJgDugYVViOntiEeyn68dhHivHMeDgP0iu558xRUL3Q8HBwcHBwcHh0c93vq2t2Pjxo327y/9x//Fk5705MPYo4VBejLKd+8CqhwYUWAqBqvPXr68Z3spe5q1BfaYXANaRaSJLdZqoe9dr4XYud1OYMLTz0N03Amom8DkeSA6+Qw9yTAkQ69qjL0zu8Bo4q70pFdpW0+8dEUSSh8rKMay1pIUqm9+Hyp/34U4MJOU0mKa6A4OAgC8cTrfwhXndW3PkmBtahGmYrKbBGUo7mPqOVcjPu5i6ncPsosmYmaSbMahy3TDkFbp48uJBGTTk9QvYyvkiRqjq6XN8xKCp1ufSmWwWh2QAMAyk1lZHIUayAFSQvWPIDr1bLQe95RZJ/S9MPX5qzH1ua9BDo0iOvaEpA8zHM+uSNsRoZVdUgFxZIstpMkVS0xlMrs8yn4ypEUuBxaG4ON7IVf2DuO3ahDOZ85CC1LW4a774AFMoHnSnyJaciri4dkJZkNCi833AyJFTHaxX2X6PEDELtfnTnTSGYiOOZ7OPSnBwpo+v3yofGF+x6ILmk97Lhp/8mIi0Rmn+8IsFj/VptbripQqVC5eBjRjsEoIJYKEoOIiS0Dp+2GnvVvnAsoYvLaHbHUAsHyODx+6kNWqMDKr0s7001z/Kt3WHCyC0bIz0Tjl+YhMfuEcoJAQOtFp50BseQDi1t9D9i1H7XF/i2jlBXr7CXkqTdGHIAclONiEJrvarJaKcVSe8mlEI8fPuT+AUXYxm9lFyi4G1T+7Om7mdrWiMleyJF7HMobs0g8+rJpVF3uIlp2JeHAtvZbPQy5K2T318ZbF0Z7t2+0YNaMh1lUMMf4g4qG2a73tfjqbnXchMWeyK5eSvb3//X9vf7/p9zcubI8cHBwcHBwcHB6lCMNO69vGu+/GsevW4bTTTu34d9RAT+KCG34Oce9GYLxpQ9j364utyRjpZtdpm1xnvpAzngQMR3qso8hOslizQev0Dc6/T7Yfuv1Wj8pi1r7Xud+KaTIibeuRCnLxUkQraAKuAgGAIzrlzAzp0nz8lYhXHaO30eUrvO6XLC+BGhxO5VtFEPs2IV7UY4Kvn85nMsaYAJQEa1WggjJUYRAqKCFeQvY3VegxYRZeasJuMru6TPC72Zp0ZhebnqK/iybgOaUw6pbZxXl3YlFDlfuBRoPIorZtyv4lwGAOLKpDFQtQA0NQheKMVQjngumPfRGV937K/h2dejYqV/0j5PAcrZLtxIjQZFcrtGRDJoPK5EGls74YVWO0Y+MHQKsFsW3LjMoue35zns1Ua4NRds1sY+RQhUHqTnPmnJ76i16N1mOeCL5zB1hlKmPBVLOE1BtrmDl3Kn/3EVT+/jOIj1tGpG1Y130uovEnL6FjsZ8KPOV5CM8nKzOCnM3smtXG6HmzK9RS9zi5eBlYNaT7jAiS3K52JaO1MbYRweZ1GYFX9ySvL6axtEqmXkjbsbXVXhaGel/7Zh8MEa5Jo8oz/h2yOKj7OAeyS9+nOqxwM6D5Jy/B5H98j0jl086Bf9vvofwBOkd9npA+gs7J6U9+GdELtBW7aMaju41R+UVEoxsgB4/puX3lFSCL2WtbBWViWriAyheI7AKzKkSD1qVXoPG05855X1XekJ4M0eqLEQ+sJjt2WunZTnaJ5DpS3NNEuH4t33be2vs2m7USr0oruxgHZAxeeQSyOALZP5iE8bd/BhxCZdect/Tz63+KKIpx9913o7+/D4+55BLcetttWL26s3yvg4ODg4ODg4PD7Ljyyqfi05/6JIrFIprNrAJKKYVj1s3PbnfYoL9MFz7/EUDkwfY1gCUAoGacMPduz0zg0gSMVgq0k11BavLFhCV5jB0OcZxqT7dxAGHkdvthD7JrBpJHGTIipf7y7voDolPPRnS6nnwFlAGkyn2I1x4HT1sx6y9/vW2H7d3VpW2t8Cgv1bZITZT5HrydGxEt61EoID25AQODshMX1pqGDMpJyLmu8Njbxugniq6ZSD8zocyQXUQasApZ0VTBTOp4Qn4GWdJDBmVqa5ZqjHzLLjDQnD1NONTf/FaoY/rBK3ugioOQo2TpjDacArFtc88229E8/krwSnJM2ieQapAqZMqlKzoTivwAAQAASURBVMDH90ABaJ34bPibfwbemOhssM26p3zK7GJhCBXkgbjNNqcVXaaiJYvDhAS0hFEeLGyCb9+K8NzeRTESwoXPSE6oQE+ue2WycZrcJ6TJDOo7xtB88rMAAP7//oquUz/Jams/7h3r6/FFTFZcPrYHcmQR5NrFwP/GQEiFIJRfACRV3YtOOwfBr38yY7vdEJ12TqJe8nw90Z9LQH13GyNVA+wDr0wn9ziT2TUdAk1JuUg2pD5rYzTHS7VndplrQsXgungFAIBpu3KvwhG23ZRC0FgoC8Od5Ej7eubeYPIIy0uIUI9qc7IIxotOpJ/Dcye7wjNJuRUffzJkXz+822+iMQollJcQrkZdJ4dGgP6i3ifaH9bLxqjtlElF1E40T3w2wjWPQd/3Xm1fU7k+ItGZAPIFqLwAY4wIdSS64PC8x0COLkb+e1fPbWeNfZEzVC99J/ytvwJvjKN5wjPhb/stSj9/b2JjNMVKzD4FuZQaqzvZpbgAi1ukJswPAK02a3AaWs1ISmUGriQQNgAvj/rL34DwnIsw8LKn23Mx2PRTtNY94ci0MV540SW44slPwb9+8YtQSuFFL3ohfvLj66CUwpe+9G9405veiMsvf8LB7KuDg4ODg4ODw6MK77nqKnzkox/DipWrsfaYYzP/DpToeu3/91fYu2cXTjiB7FSDg4P44hf/BZsevB933Xk73vqWNy/ELhDMxEpKmhyNNwEomsntF9mlv6J2UzC02XUMEQNkbYxW2RVH9su+ncCVs0/X5w4iEJiMOqwZSR8MkdVlv9vtmUKAj++F2P4Q4uO17S0Q4HvHAakQ96h6yLuQXXZyWVqcJQeEgNizEXH/CsigD+HycxCXk9yzDBmVth5qZReCMqQhu0yFx542Rs+SZu25ZBn4xnqVmopwj8iuWpW2NTAAtbJsQ5ABJKo9jdrj3w85sGJmUqbcB9RJ0cekzJyPctkKsFod/o9+SplkQ2TpjI+fX45e/fzXo/qED/R8Px5eAdm3AvESysGR/StRP+dViHpYS5XQBIo5x7wcMXVhmKicvDYbo+cleXBR09oI7aQ2yAHNJsTDWyAXLbF2yA5YkrK7Yk4BiNaflChJetmKmZeoy0CKqHj56u7L5pJ98e7fCMSSrKk9grUVGGRh2P4tDdnVTlTkfEBGlNkFAF7BqjvDM87v3pdZ0LooNd8NcpoUnKuNsc0ily+i+o6PYepzX0e8eFmGBJdLlgMVrexiPCHouciqMM34tyu7zDJKgqWVXTq5bDaVmV0/1a7Mk/Jxxv0sGiJQ34+YJj3nsE3FOOKRDWBRc15kF6uRajDacAp1ecsDdC6EkpRd+SGbE5goHxkUFFRBK7smuldjVGb/uxUAMMvkylB+CTIoI1x+DqmnvDxYYxyKcSLUjLJLCCA1hnJwGHJ08Zzz5KyNnjPah+Io4oE1YM0KwlUXIRpeD5UfAJNRp7IryCVZf1wQ0Zq6D7BYAkyA1bTKLTfz56Q953VmF2QMFjfpdXP8U+d14TcfBWtVZ3w4sdCYM9lVLBZRq9Xw+9/fhOnpCl716tfg/AsuAmMMn//8FzA5OYmnPuUpB7OvDg4ODg4ODg6PKixevBj/+Z9fhtRqg4XC+eefh8suuwzVas2+9sl//AcwxnD2OefhaU//P7jyyivxspf++fwb70LyKCEAqQ2FTAATTa2gUPsV+GufRKfIEKs4aWtP5VOBv2mLj1Z5sDhOcliEB9aok51jP6pu8d27iXQwypluSJMF7fA0GcQTAgBxDG/jbYiPWwfELcDnQKUGsX0r4rXroQBMvPg6yoAxm2g1O9s2yi7hU4l5xgCpoIIArac/Fqo/QOMZr0DtiW9Da/2VHf2lNkzeliD7V1PbGPWkR+lspJ5WJmuB85JcoS5B/TZ7K02E6uwjhCFYo47oyZdCXrocqtSfKPKC7IReFkYA4fecRCtBFiLW0OMVS4Qrz0tZfjjEjffCu+d2m6/DGnXEXaoVKgDhqotmzbHpBrl4HdlAV22gbuiKlRkrYhpt1UiV5wFSqxWDJLNLQRNijCXnvuA04WRkV7JKuyAAC1vgD2+lPi1b2X3bNl+pLSRfIz7xNLIBjpAKrreNUWSVZcePovK+T3fNQ1N52qfi5z6M4LpvU2VQLpLcpyCZkCvuo3bZOzH97P+yxRXMeZkmkWmfPZ3ZZWyMBTu5j047e3bCp6OfRURnXwjv/rt1vwIinhjmqOzKbi869SxEJ54GcIZ4wykZC7AqloFWDNYIiewyajIuEkIZSMa3PaBev85kBF5LkV2WcJ9l37u1K/wM2dX1WJrqh8KjPgqefGbM8FkQD67F9DP/A8rLwd98PWR52ZwraBqyS65YA9aoE6HJPLBIgqkG2fraH3gwBpaLgDyRXbYaY3sfvUC/PoO6UFt2G+e+BtUnfMDmIPLGOO278IGcsISWyZgDADVEarluRQNUvoDaX/51Rn2VZOXptoojUMVRBFt+Bl7dg9aJz4byixDjD0CVFtMxMPdZP7DnqWJC23BTxzCOAO6BN0jlln6Q1A12TAyprmIgqkN5OZuBJpcso+tY0RnLVJzJnDvYmDPZ9YufX4/f3fAb/Nu//Sv6+/vw2MdehoGBASilcOONv8e///uX8NdvfsvB7KuDg4ODg4ODw6MKv/3tb3DRRRcuaJujo6P4+Mc+hr9+81ug9Nfr0dFRPOUpT8Y73vEu7Nu3D5s3b8FHPvJR/MVfvGL+G+g2YRECTJNL4B5YrJD/ty+C7RhPys7PB3ai1YWI4b5+cq6/tKefPqdtjJHuTxxlbJFscoLWm6O6K/3EnU1WgHpMlQt7hZibCWs3kkdolUOqYiGLI3h/uAFqeAgYCQBfgTVaEFvup8Bu7tMT+JSSRXXJrsqQDn6OthNKyOERROedD/nUNWg+9/mQ568F/JQKJa1AS/ddUkC9yvVZQlH1a9KrbWIWL12B6LgTM1UxZ6rGaJ/6F4cR9y1P+s9JfcXqtaSCmhckx0+TZApAdMKpUOWStvD1sNJplYlRdgEMreOeiHDFeVCMQQU5sOo+8LHttq987+6uQfjhMU9A9bFXIVp+dtdtzQRZ1sq4paRsihbPRnYZJVsqj0kpIIysyknmhzD54h+itf5J1JYecyU4EDcTG6MmRpSfA1pN8HEiPuTwaPdtWwWlyBQQsPsyStYoabKHeim7uLbrGptdf44m9YMjHYsaAorvGwNTiqzH6fyxlLIrWnkBwtWXQHGOaAmFmBvyQKWuK0BfJyoGszbGIpAvAEpBFUuITj6ze997oHXpk6A8D762P6ogr0lSNcfMrjaiXl/HfO9uxMedmCKbPSLjpQKrTQJgiY3RkJeiLZi+/TiYa1nGYHELvDGpl59BcZlCvO54KM6yijHu0fjZv7vYMvsTsovUhbo7YdgR/p7Z3sBqxINLIUY2wX/gBwBjiId652SlwapEdsUr14JN6f0UPtCSYKwJWRjKqGr5+F4AHCgDqhCARZFto12JbAmdduVcehlm9pW2EY+SSpc1NWnEBVDwwCZJtWoIQcUYpM6PVKNL0I542Sq0LrsCcYqYNoUGeG0PxL4tUMURyOIoeHU3ggeuQ+uYx1F399yt7a+LE6Ivl0spMkWXvC4qSsHq43SN5Gcmu4yN0dxn6FrTKlodyyAXL4cpeEIvREdmZte5552Pvr4+nHLKybjk4ovx7Gc/Cx/QQfVf+fJ/4s677sLGjRvx3e9ee9A66+Dg4ODg4ODwaMKb/vot+O53r8Efbv4DtmzZgsgQNBof/8Q/zKs9xhg+/7nP4gMf+CC2bdtmXz/llJOxa9cu7Ny507528x9uxvr161Eul1GpdIZHB0GAIKWkKZc1cdBNEcWFVVKZyZh/x21oPqkGFPbji62XnbTS7x5N+LmH5snPQ7TiXJR/+Mbs02cukv6FLfoZRRmlGJ+aoKfN5TIwkcqy6YX0hK7aAquGYOUQiveY/PQgeay1j7GsuiKK4N35B7DxSagNw4APoBVBbL4f4QWPJZKCs2zGjlYbyNISKC8PMbk1O9n1AhiyC4bUY6BtT7UyKgVlAqi14ozUeZwmLq0KZNCXKLv6+wAooFCyuTMKQO2v/gaqfxDimgf1tvjMmV2aTIpWX4jpZ34Jg1++wmZ2KanIymj21w8y5IUCUH37BxGdejbUtgGavPdSdmnrF2toS6tUtI2gREHvzAOfHgcf36776oFNjEEt68wkDpeeBrWsCKWk7ksJCGuUcWbBocs+tvWDxi9evEz/PEW3MTPZpYQ+Hp5PJFAYJRZVTbZGS3QhC08TXZyBRa1sOD0XQC4H1mpSNpFUkF1IJwCpqqe8K4locttQ6ANC9CRNSPGkEtKl7ANgiJatgVz5JOTu+H+JRs5YqRqalIyjbGXJlC3XKFPE5EOIlpyCYNOPE2VXO0ke6KqiKbJL5fLw7tsINTCI8MLHwr/9pq79b0d47iWov/jVCH75I/A9dB9VBTqurDU1qwpJCbLppvOazHXs3XMHomNPgMd+k+yHEIACeGMScVMmBHO6AETc6qnsSmd2AQCr7QHyA53qty6Qo0tQ/bsPAPcVobak7xVe1sbIBRGT5n3AFguAJ6w1GYwBrebMxUq4BywqID7tOOAaTWoHPRSkbbDW5+WryMJo+hZKgLWgcoPJ/nIBVq3SQej3gLwPVp1OPr/aH87MIbPLWEv59A4ASe6YzeNjAqovAN82DSxmdozUwBBMIRe5aCnE1gez7XYp5KFyNCZi753I3/5VVC97F5FJ1b0Q0zuA019Eq+66Hc0Tn4V4cI29HpSfy1RQbLcyk2pQgMUhWKsKOauN0dyLOKn8pASLdBEYbbeUS5aBb9kOSEN2xUemjREApqenccMNv0OlUsXrX/9GXHzJpWCM4RP/8I/Ytm0bzjv33IPVTwcHBwcHBweHRx1e97rXYvHixVi0aBHWH78eJ550ov13woknzLu9t731Lbjrrrvww+uuy7w+PDSM8fFs9a3x8X3gnGPRou4Kjze+4fXYsvlB++/OO24DAKhuT+eFAGJNAtgqYDEQyY6n+dGik9A65gkIVz8G00/7Z8T9g2g856XZzBKemnBrKCboi7TwoQrDkCWqfiULw2R7AmhS4WlSTFtDWRwnk2YubBBxtHQDwlUXdd33DHRf/N//GuIP94HftBVi4312ktJr+Q5lF6Nsn/R+KUE2RqYUxB/uglo9AOQF0CSyS/k+Vc7jICuIVKRA0IqQxmkvRP381+l98yiTCloxwgDWihIFjplmS5Y8kQe0Eq+V9NHsg5RgrWmAsSTouK8MPjlBpIomIOITT0O87njKnRnQpFiaaOlajdGoUfREL+jTBBkDi0nZZZVzfpCcc34O8YmnITr1bACM9pPznpZSQzKxRisZAs6g/BJN9DgHq02Cjz+s3/PAx/Z0JXTjDWdCPm4l5NpjoQBMPev/IlzzmOxCYdSxHpAo4dSiJZC5AcT9K/T+dCe7LCkgtBWRc21jjDpUZ6K2y44TqQYZWGwyuxIrqQoCsGYTTCnwiTGonsouoW2E3W2MJgzeFBBQPZVdOrPL7EuJlmte+DI0zvhzyPKypE096bb2XClpgm6VXWkbI13f3s7bEC8moi/J7EpIZNaoAz6dx0hldqlcDqzZgH/D9QjPuXjOdubw1LMhtj+Ewhf/0RI8pjIea03NzcYIZBShyif1lrjvTsSr1yV5bJyC1JlUYM1pIFSJEtWQyO1VT9szpVLKLoDCwcXE1uTeM0NAfevCxxKBMZADDKmvFKlM02RXO2FWKCbEiqkQSuw5HduZLO3co+MFBQiTK5ZD88rnQI7MUsVUPyRSvp8EzXMfiCQYj6AKQ5Apa7A95gMBUMqDTewD0xmPHdUYDaHT6+GG2RYXNhsuWk6cCGvqhylMAGUfbKICKAWp1W8qZWeUXZRd3SynKlcClKTzo5Y8rOG1vRBj91EmFgAxdj9YWIccXJPcz4IAMOcpF1alZ3LswBld8yoGb07OamM0akbFON1r8h6kDf6na0MuXg5T3ZdeiDqKzBxM7NeWrnrPe+zvjzzyCG655RbccsstC9UnBwcHBwcHB4c/Cjzvuc/Bc5/7PNx44+8PuK3LLrsUl1xyMZ75rD/peE+pzvhbZpQhUfeqgp/81Kfxuc9/wf5dLpeJ8OpiS1Sel7Ex0ouxVmhkn4hXnvyPAID8bV9GPLQW9Vf8NaKzz0fwk++B7dtLq5qJSXpbnMgu5eV0LpX5Uj0IVtsLVV6iVT4e2VLMekYlAtAkeGoCAFC7/F1g22ukKjL7IXJonvwc5O78KoXQp/rg/+8vEeFMiAc3gVWnoU7tbmfLKGPS4EKTO1lllxk3vmM3PYYuBWCt2FYDlKvXWWVX6Z8+gOjE0xAdf4ruWz41GfOAuAHwIgWagwFhbFUErNKCCWjOqBSYoAwyL5edSJuAegCyj8gZVS6BP7ANcmAQqlgCazXRuuwK8D27IBctQbxqMTAJq3Sw+90Oc1wZnZfRqosA7kEJRpOiRs0Sb0r4iQ3H99F6/JUQO7dTxToxmslA6zgWJkjfkF2ShgUBkV2KcbB6BTxsks2Ke+D7xjonvGCIVx5Lv/cNaNKkj7KAAFu9jLUUVBfuRJXKQCSh+voQrTiDhmV6Z29ll5eemOfpuClFk3pjzbTQBKfn6+wuBiWbFIydVnb5OSAkMonvG0sUWu3gQtsgWacSCamKnIUSMAWAe2idfym8u26hioLpdhSdtwqAKvnAFINctATYDjCVEIPGTsUaNT2eWv1hVEvpggvcA5MRxO470NzwdMSl0SS83V5XHl3nIx4F1CtJx8gvUhh+sw7/1z9F45kvROvSJyL3sx90H4s0cnmwyhSYUvaaNdl1PJyG8gZnXj+dw2aKZ/iUoyY2PwBwBrlMX2fGAioVWGsKCFOEaVsBDKVtzvH6dVA3JcfKEArmPpa7+1uAjBDyC/T6lPfGunw2hBc8ls6l/oBsxADlwLVZ36zyUEMaVZfZz1QlR7RaMxeS4IIq0UIlJPiS5Wi84BWIV61F8Qsf67luul1zf1e6GiOEhBJ5IN+n+5yq7jpcgBIFiHu3Jgq19j5qxZwZh+59N8UYqN24fwXE+CawWGdm6jFgtRBsahLR6eci+NWPLUnL6jV6WOD5lnQDkFVmmm0FJTAlqbhJfW+y3/UxMCh4u25DuOoisMYExORDiAfXwhPTet3ExqiYZ49l8ONrER9/MqLjT6KxkRFYc2pWG2M2oF4guvgMROVTgLsBlU+UXeDckq5MRkeussvge9/7vv399DN6lDF2cHBwcHBwcHCYEa1WiDvuuHNB2nrjG96A008/HffdezcefOA+PPjAfSiXSvifH3wPb33rmzE8PJRZfmSYvmjv2bOnW3NotVqoVCqZfwC6P53nIrEp2MqMEVVC7JHZZewUclSrXNKTLtGFKGECiBr0FF0EUB4FdMv8MHhNf+lnHqme4pTCpi2zi09Tpgtynf2KFp2ExukvRqQVI9QH+rrM4hiquAi8ukdbMWYJqG9XNGmbXoacEYkNiE1UQPIiCTQVWKMOPrYH8Yq1OheIEdkRhvSEHnqCaBQH3E8sJIFW+bQimw8jfnAP2PgEkV1pApILsLhhf6fOcLJ/aZWA7F9B+T2BD/7Iw7QNPdFXfYMQWx+A2LYFatVi3Y6XEBUz2BgB2vdo+dna9saAWJGyy2R2Bbnk+OULCM+5GP4vrqNxEyxrC22DHFlE1sW6UQxBK7vKWk3EgZomaOo1KMXBKtMdhK4cXA3Vp8e80JcKidaEgrHJqR5qv2IBbF8TinsIj7+AVBiTW3qTXebcEiJR4SkAUdwR0m9yzKyyC0iqhZqiBYxrRRONA9u3F2qod2YXi1uJctEodfTbJnPLKHyU56H2uneg+vYPZdsxodWGxPA5wAA1pJVh6evDECjNlI3R85Iw8TayCzICnyYrYXTGxfatdB4Vq0xD+QLK2PjCGgXU56kio9i1A/7vf43mlc/tGrTejvT4JcoufR5E1Tkou5J7kG3TI+LL3JMMOWuJS6nAGlOA5JY8SKokprLVlpfQet4VkKvWpsYpa2O0v2dyEDvvYfHa4xCvWQe+exdUv28fVrCoSeqxdhtjCpkcRJG1MbKwNXNlXuYlMhyPAs2jE8gOaHK4eiK1H9wquzTZxenMlcXhpM+eDzRiqMEi1GAOfPvWhIBsJ7ptNcYZbIzCy5CzAOA9cjMs9WjOr3qE/H/9M6IzL0Dzac+ja0kpiIe3ovnkZ6Hy4X+mbebyaF30uEQllxo35RcBJaGEB1ZP1NrmM9Df8nOIfZvBZAg+sQXxwOrE1pvLJzZGzi3ZlfvxdxD85Fpq31RVnIOyK3nQQuSsCnygqAtoGLJr0VLITGZXjEOZ2bVfZJeDg4ODg4ODg8OB4/Nf+AJe/7rXLkhbr3r1q3HxJZfisY97gv0HAC97+SvwtKc/A4sWLcLSJYlV4qyzz8JDDz2EhsnJmSO6WZvSpE1aUcCi7ORK5lNVqMwT5iFNkKTtjinboQX3wCIiDJTQk0EvD1UYIgJKL6M8n1Q6GiyOky/7QgCtFmW8BFo5lNImqDxN1uTIcclrZsINjmjRiRATm2m/etoYs8qLTDscyCq7vERRUGsBrUgreEitIx7eCrlydfKNPY7AwlaiPOJeElQtPCBq6t99QCmwKEqsUc0moBQRAl6bLczaGFOqNBmBV3fTeOT6gRzlcPHdj9B6ZmKeL4A16vDuvRNq6VDSjrFJdQnqb8+iUV5OTxYBxDKb2eUFNmdIDg5D+T7EIw8TceXNnD8kFy0DH9sNlp7y6MwuVewj11+dCD1Wq4E1Y8p6a5vwxgNrdOYUkXz23DXH2KjQ2sgrQ6KoYhEYbwBMID7mNHi77wJrVWetxhgtOw21x/wdnWtSB9S32RilnnBmSDBFx9OqUbhHhFGLXuf7xnoG1Cuj9LOEm4fWBZeh8vF/p+0NDgNgdntKFzuIj1mfbYd72prq2bHjY3uhBk2wfWoCr8ksZu5FUtJkvNBP2WjpbCFNrDMZQXGGxgteAu/OWyB2bidFIUi9w2oVIlkKAU28w7rN7DLbCX76fcglyyBXruk6FhkEeaCV6h8ABFqRFlWhRNCzUqfpE/U/dS4GOSKB9DloLYLm/FMAa04BsUoqUraT6dyHGs0DYLZCJi2nt2PsYwDZnM25ZMayDc2n/in43t3wf/ZjoOxDGqIxas5qY7SqL6XofsTomlbQmV0z2RiFn5Bdvg8WtyCPX2//nhGpdo2yC9yj+6ivr81SkuumvABsvAFAAT4H376N7ulAZ4XOuWR2MU+T9cmx9XbcTGR8rOB/93rw3z4C9uAuBL/9GcT9GyFXrIYcHAafngLfpbO+ltKDn/rLXk85iLbKaNrGSGQXfJ8qbTYmwZoVa0UPtvwCfd97Na02+RDkwBr7eaH8ILnnsMTGiEY9eVjl+WAqAmtM2s/DnrDKLk7/eOo+lCuAhSGNZ6GYnIcqOjKrMTo4ODg4ODg4OCwsTtiwAa/5q9fgvnvvxs9++mP86LofZv7NB7t378G2bdsy/wBg585dGB8fxze/9S184IPvx9DQENasWYO3v+1t+M8vf2XefZaFfsQDVFUuHlqH6Ss/S1+mDWmTyeyKMl/U49ENSUNaHSP7tdIjbdWwKoh0ZhenTBTGAKGfHgclqMIwWH0sReT4yVN6QPchpYKQsVbv6MlNkNjCzJPsaPj4ZH3d/2jRKVBBCf4DP7LVGDsNQMgSRu2vGxujIUE8z6rQGPfBJqo0KWhRy/zhLYhXrE6INSkzyi5wP8lMYp5VdsEPaNlUeDRaUaJsSqsUmAcWaXIknTemFHh9DGJKVyoMSHllw7mNrSpfAKvXwaYmoHJpxZkZ8262V1IhWSUO08SItutlA+p9ez6YyR+rVsCkAjxjC+0+eZKLl9FE0qoN9f77JagiHWtWn9Y/60AzJoJQ8IzaR/atAAoMkDFUoZyqaKb7ZY653zYhFoKqPuZzYJMtQAnEy9dB7L5TK426B3CbCXe47Ayq3MgZER9h1EXZ5Sc/jV3KWATNcWZCEyta2TW+d0YbI1nWEiJRji5BvHQFlBBQQyN0bDSJkK6UmAm911ZWxTmNHQBx391QA2X7vt3fXJ4IGHPdxjEUF4iH15GqMB1Qz2kyDhkBo3mo0UUofPWLdJ2n8ttYdZrEjc98CmqvfitYWKeMoVzOKsh4ZYranMGiZrcbpJRxxsaoCSgmdSZYL3VXmqxIkymeB4ShVjICKGjyQCTKLt6cpGs5SGUtAcm5JzxghKpCZgjM9H3YbjwmAtBko7URO7Lcj/D8y5D74bfBd+6iPgzp66SLjbGDLDPZa9WKVuYlNkbK7JrBvsYF4DPbjpItxMdSNcbZKuemx9Qou6yN0ZBdhRRx5PnAeMNmPfIdO3oruwyZ3CubDvoYMGaX8XbdAW/3nSTsUgr87m1gW6bBFPWTT4wTcT84DDYxjsJ/fhb5734VkFQ/OT6O8jrttZ4e54CqiZqxZLUx8Hr3Qit8civZ/ouDet0gUSAykWTlNRtkHQbonNQ2RjlHZZfigjIjOYBAE2v5AtjEuP49bxWGh9rGeOhoNQcHBwcHBwcHhwx++atf4Ze/+tUh2dbb3/43+PjHPoabb7oRURTh6qu/jk9/+jPzbqf+mL/BdLUfg1++AvHQOsTDx0Gwe1Mh8XoSLCOagKYUW/FIov6QBU1ylctglUqWsGizMSpDEBmbnlHW+EXIwhB4fZxyTJiwFQ6TjSZ9oAn0eiiUAF+HIOf6gJbONNFf7tP9NH2Ilp8Lb8stEJVHNEGlqyvKRDlB2zAESNvXbJPZxZCxNJlJhhIe2L4K1EgBCDU5sH0r1Ohi21dEWWWX4iIJphaetR1C+FoJlIT0szjUFSGZzvQy/eJ2XC1Rx4SdnIidtyHuXwGuKogZB9+llV3GxpYvAI06hRz7yfoq3VY7DDGjSTxlbUDaxhgmAfVUjTJr52G1CrleBYXad6gxNOTipRBbHkiOhaLxt8ouAEzbGFm1CoVcMulNZSvJvmVAUYEpBVUoJiRVyvYJgFRo6dNBeBTkzwXQioEGg+rLwdt1O1rF0dmrMRZT1mOlgCjWOU/TKP3s3ahd/FZrs1K+zmkDAGgyxliwGCfCqJlkdqlSGUpnRmXABBAZG6MeW32+ycXLoXJFxINrwR6hiSxSRFR02jkIfnld0g7X1RiLHIgkxENboMo5IonTJGihANas294zk7NnXsilz1etPJMR1FAOLKyAb32QiF0vsc+yagUAg1y2BAyTYBu1jTGXTwK5jd15JhLGDL8Otqf19DVrVDYyovPKK1hLawbpe1ua5NPjz6QEazasLZLIXU1wNqdJ2ZVLquil21HCgxrJg6GRsaaa689mDwLaQgZ9Xuc7CHk1OAQlOMSD90DGdH3IoX5gDJTjxjyo/iHqa67L+vqewCrTnTbGVmvGgHrFPEt2KT8A82Ia88okpMlk64UumV3gHlgoyVonJWRR22+F0CpYBbZ7L7BqCGxsT+pcaOvjXGyMqSIBYmo7yj96i+4MSNZn7tHm3Nw3BrV6HWR1GnxiHKxWBd+2mcYqX0C8ZDktb0jYtI0xKMAE1AMAr+5KbJJtYE3zuaYfTOTymYB6lSvQZ0MUZR9WSakD6mcjGVNqQ8ahOE8Un7k8xJ6dlNFXLLRVYzzCA+odHBwcHBwcHBwOHF/72tUHtf3RRYltsVqt4TV/9f8dcJtx3xKgSkqGhHTKJwRTKqCeVDIpG2N5efJ7UU/MzGSii43Rfsk31shY2/T0F3aVH4Lyi5RdouhLtPKDJCwfIJVISinWXP90YKAEVtM5OWlll7Ex9i2D8ktgYdX2ReaGEez9he5HTHNRLmwFRItewewpZVdiq/Qykwy2bxpQI5bs4tu20HuDRqFDShBrZUspu1Q6s8sPtFJGj0OjTpNeCSKHvLRSxgPX9kdbqY0nZJe361a0jn8qmKpAMQ6+l6r/2fB3bWNEq5k6XjyZjHMB5QeovvPjKHzho2RB9HwApORiraq2AXmJsqtegzIGFM/PKPwATWRIlii72ibdrYufgNpr3gZWrcK/8VdIKsqxlLJLV2qsTtBmfvwrxEtPzyo89O/x4CogzwFImtBbG2NiJ2VhHdLLgaW5I86himUiKJoxUAnBgib4xBYiRYKZbYyyMKjbIeIDYQzlU9VNb/cddLxtZpcPww4xmIl7QnYhSIgtto+UIHJoBELbUg0U9+g6MxNo4SXXwKq1yT57DHx6J2TKYmjUYtHxJ0OOlMDHKnTeewpoxuC7d5K1q+RlKrKpXCEhkgCaEAuREJ5tyi5jY8RwHnzHfRSyLnWovSFENdml+stQU2XwcIxsjHki1gDYCrJzIbsQ5OgcB1I2xhyF3zNTJIDGon7Oq+Bv/jm8sXs720+TKZ5P1zNA53whD9T16yazqzlJih+t7LK2anMchgZIddlqV3bpbaZsjFCkSGVhRNZKng2Yt32LIrBqjcjyoTIw1gQLG1D5fsjhUfA9uxCvXNORx2gUeqxRS3KsGABjY5wps4t7+noGEbosAhgH27NrVmVXhuxKV2MMJQlpm3sh+xYl4+J5VAVz28OQ5TVgTOhzSEF5RNS31j8FwX3ftyrYGdV/5h4sckR82te1ZdQQ0no5o+xCqwWxic4RVtNW1nwxdd6b9VIK58BkdtE+F278p57dYqE+z40F1g9sZpfigpR4Db2MJqOU52kb4xQ9FGAiydtqR9rGaB5WcA7FFRV0mBjT+1RAuhpj1wcgBwlzIrvuufsudCnU0BUnnnTygfTHwcHBwcHBweGPCkuXLsUJJ2xAqdRpafr+9+dQJexQI5VVZasx+blE7WAVBcbGmPqizj2AR1CFPFQ8oidciTLJwtjW2vKvmMmk0mRD3E8ZJ6w+nnyJ1tYgA5YJqPeINGjFQGAmFFkbI29OQeb6EQ+ugbdno51UMJ5kYlmCqt0yCSTESwfZReQOqdRMpcHExgjug+3eB8SroHSTfM8jRE6ZcHSvCESk7FJmG9ai6VkyEF5A2Vc6h4bZTBbdB5EQFGCezXtJlF3cKvW8R24Br+wGy+0FwIBqldpry+xiTbIpKdNOym6lBoYQHbsBcvlqiEcepkkvM4qPip4Ua6VXLMF3bk8mfJ4PJtqUC/UqFXIUunpbG1kRnvcYWrdUAt/9CCRfR28YsisoQYkyKWe0jVHs2Y24D6RygJ706fbkirW64qIP5AsdNkYwAV7fhdg7CUiRXUp4kH39AOPgU+OIK2WwUgMM0DbG7mSXtW0WB6k9Dpo0x5JIK2NTlLFVf6ggZ5VQCjHUcA7xqmXAthbl3PmJMolrsksNDgMpsouOHaMMN5Mvx4VVEsYr19K5W4uQu+frwFQJcjS5b6k8nVeN574cauUI8Ku6ngQrUuztpAw4DOWzCqcgB6SzA2OtXDH7k8ns8sBkSGTscA78Hso7YlISsWquV21jBABV7gOL6ojzA6SQarQru9rz9SggPV2p0ATbp9dTQU5P4vX9wC9AMYHmCc8Ca0xZsiuTVZW+H/pJ9T1Wr1G2kSa7FDTxqzO70JbZZc49OawVirumsmSXWS5FvjAZU6EJo+Zrz9wS5qFCBPAi0IiginkwNMHiJiT3oYb74N2/EfHKNZ33uEIBrFGjhxztNsawezXGeNVahGdfDGwRUAEnMVQQAIwsl3xsN+TiZR3rZZDqR9rGyFq60m04DlXWZJfn6c8BheA730W0Z23qYQp9VsRLTkX9/NfB231Hoq6aQdmVFBzxs+Qio2NoFZZG2TUxDlUsQS5fheCG6+k1bWVVA4PJ+obkTZ0/ys9nlV2mOEsXJA8/jO2/zcZoHlQAqWqU2saoK/Eqvwimlc8G0UlnQGy6ryOgnr4bKDAugSAHbmyMuTxYwyi7op7Vcw8G5kR2vfwVf3Gw++Hg4ODg4ODg8EeHl73spfjA+/8ejzyyE9VqNfOeUuqIJ7uMJUL5+c5qjCq2diQFPe/kAuqSJZArR4D/vg9cTkNyAYBlvgDb39sr+tkv7ybvayUt1hhPQq27ZnYl7TGpoEIJaJ4hTXbJXD/45MOQi09KXjd9YH5CJsXG6pY80ZcDqyDGH8haAVMgy6GxMXJNVrHExsgF+IPbkfvCXZB5slFS0D6j9QAoQaG/4BRyT+ShmYz5KTLQ2Bh1HlijTpNexQCBNhujIIsSkKhtuIB50s2bU+j/9otRfem7gFYMJnJg1QoFtTNGVqN6DQi1GkgwPclNWRo1WWEn/X4AE2jMWlW9H4L+VoB3y43g39oE+SfHAl4AxbPqOVavUeVDM55tkyex9UGEZ19I/d+9E/EQZbCZdZSvrYixtGOGsEGqh7bsHuXlKYsqDoFqAypfSFVj1IHonIPV9kJxjtwPrgHfuRX1l78BsjiC8LhLAcYhdt2PePUyYCSm60Hvt+I+kTfmPAGgiiNQXg6iEGnyjAFSgoUxZZhpAoPJMMn1SVdjRAR12ijUsiLYPfuA7wqyAmplEmuZqp1tE3hDVMctTUZCZxzRcYtXriEitNICApoU25ymMLSTc1UqAz6nKpBcgHEJFkmolgc0Y6ihHKkUDfKdyi4byA5krJLQ1eKUx6H6A/DtO/Q6koikjI2RRlQVilBRDSq/gq45vS2bvZUiYernvArNN/8Zgp99B8V//YdsH1ptZHcQEPGg7WoqKFM2FGNZIjNtQ0ufq55viSdWq1qyEPqeCCmJ7JIqOVZtNkZDxrCpetbGmFLYpscVHPa+0EFWmXGIY1L01GOoYo7OqrhJAeelss3ta1dcqpwmT+JYK7s82h4jZVc3G2N4+nloPuMFCD5zTZIDFwQAj6FAZFd87IaO9TLbFR7Ew1vh//ongFZIgXtAU49ttA9y5Bj9OifLuFTg0+NEwph7lSa7ZH5Qt5tLbMJiBmUX8+zy6fFWnJGa1pJdmlQzhFwQ2IIfTBcpiFL7qrqQXfALZNmfSSVnEJksOVPEIg+ZCqhPk10sQ3ZJwFSYDUrW5g8AijFU3/5B5P/fv0JFibKLlLlmqRAq6LeZXSjkgJrJ7DoCbYy//e0NB7sfDg4ODg4ODg5/dHjTG9+Av3zlq45MUqsXeii7WEdAfZTY6AwBxT2ogv5GvLIM9rCuoshY9qm/sTSKLHGUBLDrsuZW2bUPzFR5EsKqcwBYG6OtiKagrSXdlV1iYhOw+KRULpOx9gVJtpWZJOuJZuOsl6N5wjMx8N/PtMo21W7VSAfUp6xhCUlI1bXE+F7Ea0+l1yzxYpRgBbBwQo9BoG2MHAqM9t1MboRPAe5RCMADmiaMmdRUSpByhEERAWjIO9tnnp0kA1B5H2jF9KR/ehKyfxAwOULNOlXeAgPzOB3nlJ3TKnNMdprn0aSdMbCwAhX062pmDEoqssfoinHK98FESp3SqJN1VDEoj4NBdlZ5SwdW794BjJi/Ge2aX4Ty+oBIUtEDgH6m7bh6MinLywCPEyFVI/WSPTdMsD4AXhuj41tvge8lBVN47OPQOPflUEzA23YLgoe/g9qb3gU1MGSznZRfJKua7TCnUOmgBJnvQ7DxV2hFl5OqLCZCl2RtoGvMN5XW0jbGmM4ZxqCOH4LKFUippqsxIjIT27Zz1Fy7cdMqu5TnJWOxYg1YowlVzxHJJeuUiQSATU8mpGahRMQFYwDzoAQod6q0GGxfExjMZW2M+XyG7GJxnFFzqVRmF9kYQ8jlK0n588gu3WcdfG2VXTo7Sw8VExKqoAO3W6EmOzvHobXh/0D5RbQuuyJDdqkgh3D5RWj9yf9B+fo36DEnZReLqmCqSVl/9h6VCnLP2BjTirYgucbrNaj8Unrd8yyBZjK7kE+paNLHytc/p1uQKzptjKxbQL05x9vIqoTs0orcZgQU9PGNmkAf7ZOxMqerDwIp9Vsc0TmTuuexXtUYgxyUKUIRcCDS48olKSLHdhPB7HnZ+3qm3xx8bA/y30vFAghDdgnweBpRaRHZl4MS7adCQujY8z6msTdVg0WQqGBnIrtSxGN6vJlWCKoOG2MSKG8qMRobY3zsCamxMYre9DlDyi6VfojUA1bZZYsbsMQ6bYoNmOvO2BiFT8quUJOG7RVmiyUoISBHFwN79cMu5tF9yQqDqZAGq0yRyi+fR7oaI2YI+19ozLsaI2MMr3/96/CLn1+Pu+683b7+mMc8Bs9+1rMWtHMODg4ODg4ODo9m9Pf342c/u/5wd2N+MKHiANnqALIzmIljOhjZ2AlT2VusorNJjhsAvKZpNPukuk3ZZSd25su7JqBk/ypt9ZlOgm/9ILEnQU/2rG2OJh9EdmkCKUjCj1W+H7yyiyYoRr0jtMpCIVEBxVlCxLQRD6/r7LvdJzP51yq2VD4O7ZNH6qGomSiv4piqAposG6+o1V4gBVvaPiO8pH++DyWVnRxaG6Pi9viZvBUiyRpJH03fZdvEMh+ANSWUX6CA88HhJJC6XiPlBgP1lSVV8RT3koDxlLJLaduisTEaqxxipbNvNEvh+ZlzI1HsGMWbtiamQpop+DtE/qv/Bl6tJOePYskxKA1SSLXedxY19THQkz5NIsnyUtpOHNK5G+STrDqRKNhYbYyINJG34y6LwwnpU52E2EMTWzm6JEN2ZSAMEUjHKrj3Owg2/4SIrogIy/il5yJetZbshiKl7DLWT8RQZR/s4QogGOITTqFldDXGXpXn7PlklF2amDUkRbxsFVCpgzVbRGzIyKqu2NSkVXmpfMEStBA+cSKRhCotAiaapOxqr8ZocrQAOgbpypZplRcXYDKCXL2W8qF270nWSQXUJ7ZIOo/E1H2QQ8sg+1agdun7MPWn/w1lZufGNgpApqx3Kl+0r6tcDtHS8yjo3BAavratCQ6x+05ES86AKlBuWfq4ZkieNmUXs5ldVcAouzxNXEoFFrfAopBy+JCQ6LYQhudTB6sRERGmWqIhotKktZJ0/Zt7SNs9ytoYo4iI3HoM5M19qglVorbZnt2d+wXYYhWIKasxbWNEi4oetCcjWfVSPp8UuAgCMK6IzNxLx3fG3C4uMvd8GqeE3GXxNFS+D7JvGeKh1TQ2sUwenvDUfgsPSmflKREkNuGUjbF5+dMRnnl+avtesnzKxqiEznTsYmO0qxpllyG7Vh2TrO93V3bZbbRX/G1H3KLPMj8h6lRBh9UznuQtAinil1Nmly520l4xVhVpfTm8KLExMqaJTXPNU34eazZpv1LVGCHjQ2pjnDfZ9c53vgNPf9qV+OQnP4XR0YQ93rt3L9761jcvaOccHBwcHBwcHB7N+OEPr8PTnnbl4e7G/GC+PTKRqBe8IHkynA5GjigQOVM9MK8na0M5sMAQZKwt18ZMHgxxRBu1kxONuG85eHU3KZSUsTF6WRtjHOmnzpqYkJQfZCve5YioogntAFhjEqxVsV/yldB5JBLWxpjYn/ST+ipN/uKRDZ0EnQETydilAtyTzC4PTEZEuuiJFQPAYpkou7xSkrfjB6mAdJ+2Z8hATyu70jZGFem8MH14UnkrVtmlO6gYz0zaAJAVpRVDeXmwiXHIoRE7sWbNhlbmMF0hUST7n1Z2mWPsebQtBqA1TZNirbRjSvctRXalzw0zKYTkWr2UGlMD3wffud0qPew4ISH7ZHkQLJKACXE2qjhlgvH1OZjro+2oGKxShcrnspldej95fUwrFBNLryqN2Mk+a1bAajoHp1C0qpJ25QTM+QYQGVjfByU4TZqj5JjEq4+lDCZzbfkJccU8BhQ8sO1VoBkjPO0M3Yf287eNrDBqPBMax/S4WrKagVUbQLNJx14mJAyrpJVdRSjfqBEDUnzECiook7Kr7JPV0SCXmnQD2QlxKLN2S072yXjNMWCTLTDJknUYTzK7YjNemuyqbIb/yA1Qfgli50Y6x5ixISdkvCVrAUQnnUavG7LAjL8lRDW5ITx4u25HtPhkyPIS/V7quHarNAt9zExmV62aKNgMwS6Vzk9qJISFPTcMcUyWZVanvsmhEahiCc1n/wlUn58Qc3qMwGEJtg5lX8rGCC4os6tgxrMB1UfH1yq7UuvH/avQPPOFQBiTytdWWAWpybR1tmObep9VrmDJLuUHUIKUXWxsNwAGORPZJbzsfprxMTZGWaXrnnGo4gCNYRQmhL61yYeAl9gYSdmlj0nK+t26/OkIL3is/Tu5DwdtAfX0eWMtkPrzglWmiViLArTWPJHea9QBpSCXrUzWD7IkmfLyRICZfW0nq9vAoD8zfWM39KDyxp7v6SytbpldMiHjgzaySx8HNTxKD0wUqYOTzC4AgaJj12oCxp6rP0+OSBtjGi94/vPxuMc/Hrt27cYXvvA5+/qmTZuwYsWKBe2cg4ODg4ODg8OjGe9817tx/c9+gpe+9M+xZfMWRHH2C/sb3vDGw9OxmWA4BeEnlZ28AKzVaWNkUQsASyaLzAPyPli1RbY4U7qOZSvqKdFGODDz5D1LdoEx8MojdnuKiYxaAgCpYYxtkHuUoRIrym0BEhujl4cSPlhzkvKU0pldOmi43cZon/rryU48cnyqb+2ZXV4yGWDckhOJ/ZPsWYgbNKmB5nHimAgkpUg1ZFQZfqLsUsKnQGaj7DJB/GYi3WwA0s8qu8wkjnukADB91PvM2sguVchTRUG/CL5vDNGZ5ydkV71GBJlWoSkuYDOZmLD5S4aIUCkVEosbpHww/VKgiaXmupQXgPGUUs8quzgRZIolx8mQEMJLSEHzHu1gokwsDgBhBKM1MXZGMz2yJFJQBhDRcarVgOVBMgFM2RhZYx8JAL1C0o/iCEy4PA/rgA6hRqEIFu5KtZ8aZyFShCkDb+yjv5Ukklafi3LJcmA8zE549ZjKwT46eSoh2K4a4lM0aWPGxBZYaJsKGuWJCcA3NsY0WVNtgvEmnQ8yBgJNtlSrUKUy9d8LkvwlEdAYGMXebhrnaP0GBPf9jPY5lwefmki2ESc5Smy6biv/sShKyK7VxwDjDWuJYrHO7DLnmFJETpnzqNyH/J1fQTRxEfx7f4j4hL9Kzh1zv+G+VuJpsuv4U+D/4XdEQnGfxh9IkQ0emGpBCQ/+ztvQOPNlCFeS4ieb2ZUiuNJkjx+QIg5aHVkwpLCuxqhA5EmrAfiDmWNk77OeBxbFUKao3pLlqL32HYjWnw61yc8ou5ikhw9J5dw24smcDzGFiLNGDJXTRSeiJlDKgVXHbL5U+p4dHvNYfT/IA9G4tlkbZRcjZReATAVaJMou1VeGPVhBDkzQHZCN7YEcPAbhiVfAe/if0Q1KCLBGGzkvPKChyV00EpI/V6DPpTik8UCKrNI2RmUzuwKryiLrNzWj+vqzZK0lowKriLLjk1J22eItANjkPsh8P6LlZyN373fBlAJr1KEKRfDJCciBwSSPT58/Mj+oO2BsqLMrpFhUp/stDxAPrgHvY2DVECazywT6W/ulCagPjbKrzcao91uOLAK4toFz/fnD9eduTittmw2wehUyvxjcPABgMTJ5fQcZ81Z25XIBqsYDncKyZUtRq3W+7uDg4ODg4ODg0B1//773gjGG+++7H3v27MG+8fHMvyMShizgXlLZyQ8S0sZWAdPVGJHkcSnfh8r5YJM1Iio8pec3bTZGkZAu9DNrY8x0Z5rCkpnSE2TRqexSHmWKKCYApe19Jj9Kkw0qR0+sWXOKvujbEHJO/UvZGFncNtnQ4xCPHJ+yGXXJ7DJVBRkSAlCmCBoZ00SMsWSfYwl4jPZP5JN9M5NJwGansViPj2cC6vWyJqAeIjl+xsaYruLIBaLjTkTrBU+AQhvZVSxSuLhHJeVl/xCUrsiIRj0JvRZEFmQqaea7KLsMSaTJPWsdk5rUA4gg8VL5ZmAIl1+CcOmZMJUV7Sw2QyL4yfkIpCZX3M5+VLEMtFIkWqhVcVrZFa04B9NXfh4qKIGhBbQaYM0aTUCNjZGL5DjHIZiSUDzJ/ZKlYR1SrcDCus2lUrm8nUxWnvRR1M/9q8TelbJGggGsvo/OwViChfp6goJcvJQI3nT4uR4LNTJIL1RDYHcdapAyiFir3cbYTnYZojp1/QgvsZgCYPWQ1CCFAgXk+wFYqwHWrAO5PBEejKVy5gI67yMJeHmaaE+1EJ9wgrWeqly+I6DeKubu3w1V7kN02jl6zD0AEnLVMWDjjWT8pVYjmXNMKiCUttqhKpY0MReCa7Kmw8bIPcDjSb/KfbZ/VLxAq1PMueV7REJ6AmLsPrCogWjJ6bROL2VXe0B9qhqjCainY8romENpsksfg7b7CylZI6AmwcIQ0ennIV6jq4/mRGdmF0+RXR3KroTsAhNAXZNjOUGK01KOKnl2yTpjrRod81gBUaRJ24Tgt3lxHcouvc/9KTt5ECQ5byoPJTzES49DT4i2/QQRWCwKtUK0RddSWNcFKjTh1VZUhUVEHqtMZlcqq4sT4aXK/dbOR8uZisK57EMCzwNi2aHsAgC+ZyfYRELWArAVGUnNBmvftdVZC8Okrkx/ZsyGqAHl56DyAwBSlnjOE9spkHpQIIhMi1tU4bTdxmjIrsERUhBHjcSuau75AbfKLlarAsUi4pNXQJb70HrdcyGXDs/e7wXCvGm1H/3ox3jbW9+Cd1/1Hvva6OgoPvzhD+EHP/ifheybg4ODg4ODg8OjGk956lPwpCc9Gffdd9/h7srcYTJYuJcQJl6Sk6V0JT8GRSokhiRvpqjJsYkKsHwQKHpAK9b2r25kF8/8tMqlFBJlV0xf4H3fTmYBPTEVIlHMqJhsQZ62Y2iyS+YovJo3JsHCavIlX2hll5S2amGHskuPQ9y/Anxa96eD7GJEfNAfyVN7M/FkHoWgm22IHBFUUtLkQcZQoghmbYy+VbxZK1zKxkgES0hqhEadKvixFNnj5YhgYQxy0QDU6j6AccQbToZaOgyUsoHMqlgEpmMojzK7wBmpi3T7JsgaQhN1qaB+a0OzAfU+bH6aijLKLiaRWIakIkJAeDpnTUAhDzm4JiEqjGJDiCSsOVXlDkgp1sATUq1QTibgqbFjekzjodWIB9dB7L0HQEgTt3oNCPyEyBB+Qkxx0DnoFRObYHGQ9ksCLKyBRaQQU/mCtQkBQPOEZ0CMP0gV78pFUskBYHFdk5yaCN05juCzVyN8yuWQi5aBxzvtOZg5ViPDRCLXIrCpVjJI2sYIKe2YZWCUJyllV8bGCGoTQYMsizICAg+sWQVr6tcKZmwYRaQZsquloLwcWByCPVJFfOYZmPriNSi/63VEhqZsjCyWyfUz0YTYugWtxzyRVFZ+ADWkA8vHKglZEEdEDph7hQJYKMHGxqAGS1ClPiizjYa5Pxj1md4/EVhlF5+eoqB9AI2z/hyybyl4vI0UlmlllLYxMhXD230XwuVn03s9M7tSCladLQcArE4WWYaWvuckpDpr1iE9X1+ven1z7XseEIZgIge+axvCcy+mzezeg7hwDGSpBF6L6b5hbYxRR1+on8ayqB8cNDQZVBBEiBd9sB17E7IldY9jYY3GLlJg+gEDKTxB15zOizOK2vQYAIDq6wNA6ib4ASm7IgWVWwYoQA4uRU90yewy2W6sWQfyOfhbr0d0+qWQfcvpfp2xMRqSjz4rZFrZ5eXBwjqUX6Dzl3uUR1ZMSCD7gEO02Ubt+WFs/AmxVfzMB1B5/EezY1irAsOj4ON7EK87PvmMMMRmfojG0/R7DhUZWdiACoahWBm8MY78Pd+AlMtoH3O5xMYoJaBt7kxKOkZhrYuyS5OSnEGVimATY8k91Sgk8/ohRLMJVq8iPmcFcEKA8JbHAL4HNdSHQ4V5K7ve9va/wfEbjsc9d98Fxhh+d8NvcOstN0NwkSHAHBwcHBwcHBwcZsa+8XHs2LHjcHdjfjCEDfe7ZnaZ7CkAWrXAElVCqUAk2PgUAECVc6QWYiw78TZKMFuNUdsY49nILi+jlgBgy8lTfgwRcSazS6GLsqs1pW2MJrPLs8SMJduMWsRMYkxVSiBrcUvDViaDHhM9kYlT6gIZJRW0TJta2QUVU2Uwa2MMkkmQPg6JjVFogkVPpG1AvUjISpGzk7zogjMgzxgFmIAcXkTEXF9STU6BnuizRgg5sIrILsDmy7C0sktXY0xIIJGoN4xCyCebFlMSjEkaRzMrUSzZd6kAPWlmzTq12Yp1QQCtHLLKrpTCqb1ymxmnlLINhVJirQKScYeZWGoStG8ZGIv0xK0GlSa7mJeQMtpeFA8ei2jJGWQTEj6YCumcMzbJBimgjHXU23UHxL7NiEfWo3X809DacCWNTXMK3o7f6/7rzC4mwGotsImqVXZlSGJjYxwdAeoR5bZNtaxbzyi7KMsn6sj8SSbeSZYeWYBT22hIsEaNKuQpSceyqXO8gpy2sukN+pzsXx7TCpccEDXBHqZ8KpXLIzrhlE5ll1EWUacQ/OrHiM68AI1n/Blar7wS8QUnkp11z3Qy/rGEEjxRukkQ8TI1CV6Zgir32UwxrrPTyDqskkk697T9koGN77XEnRxeBRY1Edz3Y1h7IWCz7QyZJXbemoxlRtkloArDUMVFWWWTl7Lb1mtAEOiqsTqg3qi+wibdg4RIVTk1RDcpWRXn4I88DDk4DD49Bb5zF5AXqP3tB9F8+vOoHV2N0ap42gn5dNEMndkFgELqoyYpvCrTdE/S+5UcsxaUR9UU7T2XGWUXS4jlNoLG5JSp/hKgFPjEOJHjggGxghw+FmhGkCOL0ROCZ6yRND66qmCjDpUrINj6cyK0bUGKkB4uIEVCRSGU51sbo1F2sZY+X0QuyaxKkV2JsiuAtRhCj29a2cWYvV/xyX1gMmX3RqLsMtVc7eemHmdZGNT3mS7j3wMsakAWB6EigLWq8B/+JX1mahtjktmlVaOcWTKNFM5tZFc5RVT1FbIPoAx5mvezyi7dz/iYDQAUVH6GypYLjHmTXdPT03j+8/8MV175dLz8FX+BD3zwQ3j8E56I5zz3eahUKrM34ODg4ODg4ODgAAD48Ec+ive+5yoMDAwc7q7MHYxmeop7qcwuX1eKA03CdE6MtRAZG0YxRxOaccoJUX1FsGYMyl9KkRUiRZQgNSlL2RhNqLqxMUJFUMyjyW4msyui7acC6pXST54ZIPtXon7WX1glBmvVKKDeZCkJQbYmmRAiNuvFS8guS5bYLKyZMrtYEuydDruPIzCTn6XVTUxP4o2yy06OPT9RDHiG7GokbUnYZVmDFEIqRbgpLyG71Ogwqce4SCaVKbIL+SIgOPwHf43myc+BbOnJ17JVAA8Q9a9LwrsFIxLAkkBdAur9QBOI0vIitl8KbWSXD3iCJmWcU2B5rkzEHW2gc7z9IEt42mqMIGVLHFJ2Tyt1PmkySpnMrhxNZmX/SgCRVnZVAU9A6vdIuWK2S1ZFmRtCc8OzrIWLV3cCsbJKLpPLwwD0XfNylH78dlsQQQVlxIOraLnmNPyHf6W3o7N/uCYSpyqQQyMAVxmLoRkLtWiU7IIAKbHMGLVSE9O4jShLjRNLT9iFyFgl0ZA2s4kJQPk+jU2rCeTzpIZiCdkFgAjQSJFKRoZgO6vIf+KzEA9vhVxzXFcbY0LEcPg3XA/FBRrP+XMgH0Aeuxy5a78GHkVWtceUTAhtaBJ0Vw3eXXeC1SqkSMnpc7puyAufrj9bEMPXRQ84VRzVZJfKl4G4CbHrXtgdB9PEl7STeW/X7dTj+rgloOOBNZClRZDFUcjCUEblpYJcJqDe2j+5bt8ou1oNei9NcFsbo7CkNt9FxD/fvhVsugpV8hEvX035SgCU1DZGaznubWNUjCfKrrxWduU4WLWaqKjS65tw/xiUfWVsjAwgsiuxSmdgKg72leioTU5QHqHHgAiIh9eDTYeQo4s6KjnacWzLATPjw2SYKA5tpUnzwKKLjTGOAD9v770ms4s1p+3fsk+TXenMLkNYiSCr7BLZzC47TqaPXi5zDZriG3xcV6DUY2OuP5Uf1vcRlez3LGBRHSpXBgslXVdBzlp+VXs1RqPCU+a8q3baGItlIjyhP7/T0QKmwnFeP8xo1onA0zmD8brj6QZfyOFQYd5kl8GDmzbhe9/7Pq699ntHl/TewcHBwcHBweEIwYte+Gd4znP+FPfdezfuv+8e3L3xrsy/IxG5e75Jv4ggyezy/CQzhYvkC39L50+llF0AwPaSMgj9fRR63svGaEkvM1FJWZ0aE/SWVnYxbWOE8CzJBmhLDmdQfj4hgRRV8eO1nYCM0Dz5OYkSI2poG6OpuGcyu1SnjdGqK4rJhEhXvjJWNAueVnYhqbSVCqhnOivF/A0ASlI1RqZiKK9kJ7bS9xP7TJuNEZ5HSjRD+jUb9LTept6DKmkxThnYi0cAX0AKT0+MGVQ5pVbTT/Nzt30bkBGikbMBqRAvXQHpDaB51iuS8G6PqjHayTj3EhujUex5HqBoAqSMisiMjYQNz2dxTBM6TmSXYhxoSVJ22QB83UmRjHc74WltjFLRca/spMl0M0X+GCITetyNsqs4CrAYaDWpmiJjUEVj5fHsfjKmwOpjCB64DjI/pMlNQFQeBpOxDa5m9Zol/8T0djAV0/kWlIjwylPbTNvjaDtCT0Y9ylib0OdaOde9Ihtjlqhg6f/TZFcUdZId+pxVphqjydtLk10tlgSUCwb4nq7GWSdlVyGlBPEM2SWSgHoZgckIfGIaYssDiNccC5Uv0jlqEEvbF4CDT+6Df/tNtMlf3gNx31bkfvxdOqdT4eJ0jen1pAK/YwzBT34IVpmm8PxcDiwMbT6bJSfsOJuAega2b29CdhXKpEJsaOspp+uL3pR2fMTYffB23Qlv++91kQmG+gVvQPP0FyT71qbsSmyMuu2AW+u0rZLaatC1msq6o/woBghuVVNsNxU9ENu2AJUaUPK03azPHk4AyYOJtuOvPG1BV4oUujHlnqmCR9lPgQCr1TtIIkCTbx4HJCfVoDA2RnqoYIjWduusVXb1EanC9o0RAeZxIAbi4ePAd+8GBgtQ+UHUX/waTH/4XxDqDDfTD9ZV2RWTkjJfoH0DEqu3X+60MUaxJbJpfHJQIgfWmtJ/B4myK5cnIhiw+YRKBNnMLi4o9ypdfTBNdol85j1LIo8R2WUqVSY2xkGwKBWAP6fMrjqNZyjpIVSQo3OWCyBfsNcdfX4zehigj2/mc9D0udQHvvsRIhH7g+QzEUiuvYK2qTebSfVcAPGqYwAoqNzMVSQXEvPO7CoUCnjNa16NM04/HX19nX7LZz37TxakYw4ODg4ODg4Oj3Z86MMfOdxdmD84iJBIKbsoEN1UWxJtNkakMrvyQL0BPj1JfwcBMCWJQEhVLLNfmq2NURMKYUqJ05gAC8pgTT0RUWTzgu8nOViAJaZqj/0bqKAMpvYR2QWGYMfvIHbcjdpj/hYyP0B5QirO2BiTaoxpVYCx7GliROSI7CotIhIJyExqqMOpSohcQBb6s21xL6vsEkb5JQEBIKS8LKvsCnIpBY1WpcXaMmfIJGNbMzZGqRIFlcjRRKvs61B5AIUS1LBWgaSUXbJP55lN7gGvjQG5PvCJMcily8FCSeHHwgciCSWYHrNU7pqZ0NqA+oAm3IG0u2AzuxSDHFgJ3piEjGPaF+GRzYsJsFYMFZTJbkghRtR2W/A366bskgCYAq/sgvJ4Rk1kVXGm37kS0ASNMZdgzSaYVgSpfAkoCKh9AZJsMt1ObRxqpKDzvFoQezfC2z5qLVOs2SByJwXWqkKWltA5Z8YjTXYJIruIPODg+6aJsx0o2WVk34qUgk0SiWygiZk02cWibLh9epyYqeDHYMkuZojrJgODqdTGyUbXahJxmCvQBLpd2SW4Dqg3OXRkkxNbH0R44WMBzhKFCfRk2xBv2laa+/ZXIDbdi6h+LvivN9Gxi6OUjTHKEHMsRUaxaoXIrmKZVI7Wvubpaq2pzCWfA4qBT00g0tVGVb5E7TRTZJfhNJRMsq6URPlHb0ZrzaVoHXcF4BchC8OQi45JjXE2s8uqL+s1GnCfExGbqprImnUAnK6bdNEO7hHhqNvgu4kk4du3Qo4kamFrPWOm8mgnWUXHyUtVh9XjONEEhvNkYwwEWL2WLNOu7PI5lAqSY2HVrL1tjLDVGAtgYQRWq0AuXgoVEXEm8wMQW+5CfPwqxKUlCE8/D3LpcjSf8mxLgNL10Z7Z5QEyBGvIrsoulRtMVWM0ZFdI170ZN+EDXmJjVF4uY+NThRJYqkCfIXMtPC+r9IJWnNn3c0gH1MMqu/bSssbqbm2MQ2BRFQrmc3cuyq4mHYNmBIiYgvWnY0jh6SqW6YB6fd5ZG2ONSHivkChfy2Ww6jS8m3+H6PKXAz9N32f1NVvMwdoY61VqF8lnz6FUds2b7PqHT3wcp512Kq7++jcwPT19MPrk4ODg4ODg4PCoxoUXXoAbbvgdfvvbGw53V+YPE0brF5PfhZ8lbYyNMdSZXcaGUQjIBlOZ1BNwSQH1UmVVAmb5lDoIQMbGmLv3WrBWBXLpCrSe/GyoHbEm4LqTXXJoFVhzGsG930Pr5P+jSQxQhS6AKl0ZdU9HQH27sstUs9Nkl18Ar+7Sfe9FdiXKrnhgNWpP+hCAeirsmSrF2bZNDoxUOuBbQvnlhMQJUplahnSUIZjUtk2FxCLVbFDulIQNyVdeDvGxJ0BtGASDHoP+AciBQSIf+4uIFy1F9e0fQv67X6V2KlPa4tkHPrYHcniUFDv5QU3WKSAvIJevyEzKrY3RHFfPI/JDSRhLjp0IKSBcfh68HTchik+g6mhCaJsXB5qRzuzytEKhjRg12+lKdhll1yOkHEmTXTICkzEU08RsKquGGbKrqonVnIC8fAWkPw782iht9I/qOCnWvDx4NKmJnJQaQ1cyTIOFVahcH11TdhwSEgacFG1EmHpApUr7Us7ra4UsgiplqUyTXXxiAqqcDe1HHHXmJ9n1UwH1woMSHvwbrkfuB99E9YIPgunoGuZzKN+jsWk2oASHLPfBMnY+KQfhCQotFwHZqiRZjr2t99KxbTYgHrg76Yghu0yQPgDvwXvgPXgPpq+8KCHTVZRS7RHpZElPwz7KmAiUwWHIxUvB9uxM1JMiZ8PUaaA8IvAiBdRrKWVXUauEDNnlJwRimpS0x5OWU34RKj+YVTNl7LZ+ouwyChjfVDJNMrtgbIyel632Kny6N9QaAHzwnbvg3X83vLtuQXzWcTDXllEjtSu7VFtAPYSXkEZGQba7DrWunwh3wcBqjeS4ZIi7HKnIEBBx4nkpGyOSc69d2RUkyi5WnaYg/SAHQFhrtPfALWhd+VTIZcclithc6hoSwvbJtsvpnEMzohw5c4yMRVeqDmUXi2PEpaWAUuCNfYDwkwcZQEbZBcDmGFowZj/7AK1ii7P9sopdMJ1VmIyHtTGazK52RWxhGCxKkWtzCqiv0+dcsw4mpyGHhsGmYqu2toS/tTEi9fldQ7T8bEw97xvo+/afg9f2krJragK5b38Vjaf+JeTJqwAt1CbbJoB8Dgpcq2F1f6UhnxWQmzcFtd+Y95ae8ITH4/InXoGHHnroYPTHwcHBwcHBweFRj3/8h0/A83x8/etfx9euvhpbtmw93F2aO8xcXAe68+YUYjGYTDZSNkYWNfVkVxM3xRxYZRysPm3tHqzRpDlZpmKZngC0ZXcZ1RMA8Klt8PZsRPPxT0Xz8qdB/PftNBH0PCorbxBTlSlZHAQLa+DVvUTQgJGbMUrILpvJ1apR9S3o4HzGqJKe6XOUUoYAlEVkbIyGeOpqY0z+VJ6uSmYtkVoRFxu7j6lIqMc1jgC/AGXCpYOUzdBmXEU0UfE8KAWyHCkFNrkPGIhoomFUN14e9Ve+EWrDENgUTUjkcl1dcbwK1VdC89kvgly6HOGZ59HrlWmw5jRUrg/exlsRrT8RiAEZ9OnwcQl1ygjqa18D8b1NWknlJX01x9Pzta1GgcovwpI8MjeEeHgdcnd9FYj/jMbJ88DH9iD3n99Ac+iJlNnFfLJ2QhMDmYD6pMqdHXuAtscBVtlJ1tCUxQYAENaTyWhafcUVEQ41PekdDMBkE6pUsMouc12w2jjtt18Eb+zRBEIyASZlVwHR+pMgNt9H51WrClkYgbV8AaQYSpO+pgADE2BxA3xqH21feAAiOveZ3keVJbuC//dVyNPXZklgKdE44yXwfn2bzZqy11n7hN2jXC6xfStV49SZQnKgrJVdDWsJVf1DyTY8TmSMkhTUra8TJiOAexD33wv/tpsQ/OAbEDu3J+tFVDmUqVifQyIhEbggUhjQ7Zh7g7YxGmLAklEx2MQ45DHHk5ps53ZrD1TCgwJH49xXIfjJT8jWqEPWWb0GVShBghGxoqRWWOnr3gRIKdVhJTVkl8wPktXbEpiqjZRNsuVsZlcgrCXX9JO16gDjkLqwA42DJr44B6tPQ6kh1C59H8ofeS14Y4JIKcMvaDWSvSVZZVc72SUSIsyoaXfVoE4aglyzmpap1ZLzOX3N2eslr4lNL2vdNudeu/XOEDq+AKs3gFaLFE1KWGu098AfACkRrTkJSqtMLYEOdM3sIkIyAhohVKmUGXfWmETu7u90qcYYQQ4fA3/HrykMXuSIELWZXTm7fQBQxTLUvqnsdturMcp2sst8ZmiSLxNQXwWLY7ApnWmpiT2jiJX5QbBoMmlrTjZGIkpZqwFeHYcaGAKT04CxEtpqjMbGyJLP71YVUn/Oy/IyS3axHdvA9u0Dm2hCDZWAMX2qCUG3c3PdKpBajTGwnWNAHwAoqNwRHFDfarUwMTFxELri4ODg4ODg4PDHgQsuvBiv+au/wujoKH503Q/x/e9fi5e8+MVdIyKOOJgQWlO9sDau7S/aEsJEMokIQ1IJ6afIKvDBGnX4O24Gm6bHwazZ0kHkqUlgWtECJISCzvsBkCigCjrrxffIJim8zKSeGauTx6lfUagVPpy+CWtllywM20kqQm3TCkq6DwxIWyjj7MRNeXlwY6c0arc2ZZdqz+zyGO1X2jYkoySnx4ZFK6pgaQg2RiH/abIrvOA8yCetorHRGURMMvDpafS9/ZUQ992VsjHSJFqJnLXNiM0PAgqIly+jXdg5CQyWEZ55AY3NomVEJjTqYK1pKL8MT1uI1FCZjnFhKMntYgzxBeugSh6af/lkyCXL7D411z8VsjhAy2YC6ulHtPh0QCl4O27W4c6eJVD5w2NgCpD5IUivaEkPmGwpO7ZZZVdHZldrHBAMvFrJHCMWNwCvABaGmfGFAFizCa6VXWo4T8RrKcncYfrY8speKoLAPbDqLiKsUhYr1qhDDo6g8q5/QHjh4+i1sEoEHkDniNJjk7Ix0nmsK1PKGGx8L1RfQVcLFck4mu20kkm32PYISp95f3YRxSBLw6hd+o7USpooMoogk6Xn0TWloBWdk+NgtSrU8ACptlrNhAgaGALqegLta7ILugKqlyMCQpNUrFFH6WPvgH/XLdnOS6krHcaaoGyzyxlCQY8JrWMy+zqVXWLbZsilyxGvXAu+a3tG2SWLiyFzZUSjJ9Kx9CkrigoiMKA4QJbXVtPaHyH8pP20As8Mo75/yD593puBZywp1sEYVDpva2ofkQN5IsUV4zZ3jjVrdCz8lP2Le1bZxSt7Uf7B6yBLixAvOpnerzbBUsouBSQ5guae067s85L7uB3zvUSYR6efTn1pNDIB9eHJZ2L6/Z+11QkVy1sbo2IeKUlVcs9srwBpCB0AYPWGVnYFgC+IEAcgHroHLKwhPO1SKN8HH9uTIbuIZGm3C+r7aaMG5AoZFRSv7iKyS2WrUiqRhyyPwN/0Y7pHegWqcmkzu3yocp+1/qlSuUPBm+lHr34h9TAjRVj5v/sF8v/3n5JqmX6bsis/mMmtNK9HJ5yK8JyL0Q0satA12KwT6TswTPutx93sC0vZGO1nbJioyGSBSGxV7gOrTtO5V4+Akqk0CSTsqqTr3S9APLwFbF8VYrOuOn2IlV3zJru+/OWv4BWvePnB6IuDg4ODg4ODwx8Nfv/7m/DWt70dJ59yGr7whX/Gk570RNx+2y344r/+C574xMvBGJu9kcMBY4PTk3PWGNe2tOQpuVWGhC0ALFE+5Dyg3oD/yM0Qux+g1xpNIgcyAfVG2ZXYiwDQJNmoHUy2lZ5kyZVDaL3mmZADgxSQbGAmxIK+xLOopQOwGVhG2TWUUnZpEsQv6fwpnqncZyZ7yvdpEunlk+wwA00cxP2r9CSTZ8kuzqgalyER9OTMWiWtskuByAJjXyzT/qXIGHny8VCjBchSMWtjVDHEjodoHmID6hlNHNdcCtW/GOyefSh89jMAFNSypdT1R6aIfNQTSrliNVkY9dioXB/E/Rv1GGnVQXEUzFRkBINaNQyMFoBSAXL1sTReXoD6BW9AtPYSQGobIksIMgCQ+WHw+jh4q0ITMOERiRHFFCoNQOX6SEFgxoQhYxXrsLIa9QSJ/MCkPlbtZFfUIGVeHEEFaZsUgFYTfC9VVsQSY8tNVbS0bTTBGqQE4fU9pDRMq04adcilywHOEK9YQ6+1UgozzpKQ6zTpK2Nd5ZLOEz4xDpSLOhspTSDo86XZpjBpR0wZOjI/aCfelrjrYmNEFJJahjHwsA6+czvUyLC2gzatHUoODpFCJ1ZQHidyXCmd5xbQ5F/GHWRwtm/axqgk7U461Jv7bTbGdEA9T7KZbKZWDLGF7jWqVALfucOSaFQ8YZDGPG7BBtSHyhJ28er1lGvXrGeVQLb9tnsXUsquvhUAgOCB74PXjVonlXMIJMquOAbqTQqD5zo7ySq7agB45ppXqcwu1mpCjN9P1UD7SZ2JZghISeH8nkfXMtdnqblOu2R2JTZGreyKFNh4HfH64wEA4dKL0Tj5eXb9+IRTEK89DmpwUK9X1MUPEhujkuhKsCkgRSozoFYHWk0qdOCT1Zk3p8BbNYhHNkOuXQN4BbL55VNkF+ddlF1E3BklZYcKSsZ0P5PS3h/MueA//DsgakAW+iHPXQwVaNLQy0GV+23VS1XsJLvSNkYqLNGm7DL2dM+Ezyfri107kPvZD/T9WkGVqVgIhIe4bwWUXwBrdSq7mk9+FhrPehG6gUV1reyqgU+MQw0O0/XXy8bIk30wpC0AqLwmu0qU2aV4ANQjqJKx7TO6lUsFqBhsZw0qKEPseAj+f/0KbGyC2pyaPrLJLsYYXv+61+LGG3+H//rKl/HFL/5L5t/hxlVXXYX3vve99nfzd6+f7etdddVVXdt9z3veY//NtG2DmdpKb3em9eeKXuvN1NeZ0L7eXPqyv9sC0HOcZsNMY9yOuUwY0vtw1VVXdd2n+Rz/ua430/nQ/t5s+zvTsZppXTOW7f1sX6db+93ane3YdBuPbm3P5xjM5RycbZluY34wYcao/V40X8zlnjJbH9KYy1jOdZxma/+9731vz+Pcft+dy/FLrztbn9N9m2vb6c+X9jbnMt7t65vX5vr5MVfM9LnQ6/Ovfaxn68NsY9btftLtGOzPuTSX+8V87k2H8rrvhjAMce2138OLXvwSnHPu+bjx97/H3/7N23Hnnbcf1n71hLGbBdrGWN9HX7qNXYPxRHlhclrMxC7wwPQk0lQfY80GqSTSmV1G/WCeaKftVaZtEzJtcnUWDSQWnwzZpSfWguwZzCi7ACjObGaXLAxT5SrAVs4jZZcOqE+XWDckCxdESjGW5LrYceJQIkDl6V9AuOayxNKj1U9KMLLImHwi/UTdWqzsJJ5saUyPpQrKZPUxWTecQa4iBUl8zDE0UfF0eHtKVUCqL0NwDCAeXod46QZST9SrgFKQK5aBT06AbRmDf/X/oO+vXwqxbQuU74NNT+njNU1B/1Ii+NkPwP6gs8qKo3bfWJXKzashE0zP9RgP2H1XvAgGBblkEeVJCaPESQhIsr4JUpzIGCqXUj4qlShtkD1/4LcF1JuJrla2gdGxNIUSLMI6WUI1EWRJFUFh9ixqUWB3idRKqpBLvGGGSJASvEKZO6w+liUQQEoKpYPP5f/P3nvH23HU58PPzO6efm6/V8Xqstxk44qNC5gOBhI6JARIXiCUQCihBgO26S1gUwPB9F9C79U0FzDYuHfZktXr7feevrsz7x/fmdndU27TlSWZeT4f2dKeLbOzs3vOPPs8z3f5SloWm1TSuYVJAlhnEnEV+i1D8LERqmDnuslzb2NjNMrIOGLFCoLlZ6lz0OvFbYxcWYN9Y5dlQQ3O3l2Q/b2kevL9yMbY3Ud/90UUtq6VXQDlysmglSRIIKbWEjKWJYakTVqEUZtVTlSU2QWzD75nhyEc+b7diuTwIYrHENHHiHg2AfW+APNp/eqr3kRW32olFmgesy3GqjGa7m5osovuS2f8AaOS0RVstaIpUTm2XAWyLj1vGDdqKFarAAzJSoHcjZ5rfoN4ium9CAvKigwGtmUEqet+Q8fLF8311n3RrLLShRBMP2tM1SCHhgAAQf+pCFZfqNSLHGKQzlH099E+QwCS7tl4cY+4GszAdaMXAIyRsqvRALwUPcMCAVamsHZn1yagm0Omi+DD+5LKLt4uoJ5sjOZ+a648GsS+Rxydo+VA9qUx/YkrAS4g+wYgN/RALutXbVdk18h+Ijnz+VbSNm4B5hzNAfVGPenqqr3t7wOZ6oLI9tF3kOvCX/1osKAOZ3pXtI4ad6JvELJvoO1+EFTpe65RUcquXvoeTanjNtsYWczGGFN2yWwvJOeQmSxl9jlukuxi6j5XZD3bOkXfVQCpOKfUC4ADw5Bp19yehxrzJrvCMMTnPvd5fPc738Vtt92GTfdtSvyxsLCwsLCwsLCYGWeeeWbbFzGjo6P44hf/B49/wpPwnOc87zC0bA5oyuxi1XE1GY/b8dSPZZXdEdkYXfPjWpNdqNbQkmXT0cYYRlXtmpRdsjsfkV2xIG4WBPTmXr+xDhrRxDuu7PJykbJL2xi9PESmAICB60qMgLEXwXEjAqCRJLskdyEzvZDchSgup3NwWPSm3+Gk7ArDWGaMH7NYKXuIrirnKzIhRSH1RhHRn6H+FRJi7XplY3QgBUOiMpi2MTIgffd3aZnHgEZIJFsjhCwUqKy85HA2PQg+PgI2OUbnV5pW51kypFP2y1eAbSJ1lMgNGMUI23sAAAN6YhUjAUhVgdId2wRn/71g9Wk0nvNcyDOHovUkIvtMKCIyR4SQXj6yeYYxtRtYMn/I9aJrhNiEUhE8zGNgoQ8+ujNxzVhQo2qaqigAnybrDRE6DfDpPXAe3AReHqbrkouqMRp2RYTgJVUVrzaiVI8xQiNWdVAsW6H6NCK7WH0UkIKUhKYaqZo0M8fkd7HxUciuAoWyx8ggbV2Lk10tQeS6uZq4VhYlo+Yx1RiVjdFxiRxQRA0CUnaJgT5FtgSm0qPo7iXCIlBkl1J2GVulttq2U5tp6Eqk7WyMjhfZV0UQqfakUKHtymatBYMyBAsC8J3bAAB8nyILggZE90owTYA6GSJIXE5tVxY6fY2QTsWKR2jlpFLRtRApikAvKuJJNCI7m6eLNSjCLF40oFwjsovTbjW5ZqpAZmNkL3eovQ4DU88GXtoTWSe5A+eazfCu/wP1R7yKoMnsSn4HyZgFPDGmpmvQ41siC5nrJyLOcSCG6HhyUBFCSsEHx1HqMwYmmVHbJlRwOq+LjkJ5YEGDnmfpFBBK8AqRXXxkP5CVkNwDHz0Amc5GsWlua2aX1CRzvQakMy3qu+ilSayip+SAAyq8kXUgdP4cF2CCMudEoQg2NUnB6+2UXXFyq227ogq+tO/294EhQbkHyTn8VRfA3X0jKWH14NYvg/oHIYpdpGht3o9fo++5RgV8chyyp5cIWkV2meeR0LLX2LiLPZdEtpcIU4BsjNwDqwRALkOOXvWyggUB7WtvrMgL42AHRuHefRv4/Q/Qd1/i2h86zFtD9rGP/9ehaIeFhYWFhYWFxd8MvvfdbyMMQ1x//Z9xzbXX4pprrsXmzZsT62zadIS+RDSZXfTWltfGaDId6gpdLnTFKyYFKQBcsvvB4+Ca5FKVzVitQoRYXB0RV7QAsclIGBE4WgGlgpFlT6R6aLExOi5YOAlARpldAOUsmWqMLoInngZ5fSxsPtON6jn/DpHqMUQYECPaHI/IEaCtjVGTCCI3AFYbp8llIIEUaHLAld1O28dEQPlcIqQJI6DsUpJIOuSAVJ4myKk0IAE5lCUlyv4SwnXHArepDCHJEkHjiCm7srd8CaK4FDXvWPCGoMlNzQc8Br5/DwLWa7blE5rsUsquxjSkk4rULdp+qJVdUoLvG0ZwCoCedMwSp8guKcGCMtwdt6Cx6olAKguZ9qLwbCEjRYG2McIhu2cqD17ah7B7JVi9BClVKDYDwt5VwJAD98CdNN6cLGon/yPSd/2fGT9MSkgGUmdMbIN376+SlyyoQXpK2cUAPr0HYfcqUpnUKbMpc/UXUV33BppwZrxIdcijyR4vjxAhFVZp7AXRddDZVgAghpZTNcKYgsKZeBAiXEeEUax6JQuqMAH1IgQfH4XMZel+jE+4pfpPLW7jnFnZhaYKotIou0gxJ42yK2v6ie/dCVnIEznTaBg7lOzuAd8zDuaLKKAeMCQKCwPIOEnVBpKpsSUFjf+4jZE5keJOBIY8IMtrzNJpmBCV+7R9M8TgEpPTxoRPhL3qB+mmwUJGBF0lMGSXqX6YzUYkG/cAwcy+W2yMUoAFdYjiMsgNOTQ2PJHOX8ooh8nTZFdc2VUHBhzK55KIjldX5HsmTnZRJT/JOaByv/jUHvhrLlTtdul5UlbPskIXMK0Ia032NxNAOhsOSJAwbKoKSIcqgnIPItMNJuqA40IMkfVZLqcqhqiGVJFRZ+0pwU8Uah9T8CrCQ1ftZdUKWL1OSrtsjpRdmuwa3k85WqkC2Mh+GruuR8/zNtlYYC6Y8MFqNVKBNeeqhdELmUhdxSMLMROQxT61WBCR2L0SsqsHrDQJVinRi5aWzK7YfWcC6jk907UyE2hrY0wgluUo03mE/RuQvuf7EIMrwRoNyHRavWxxIbp6qD97+qhvAIiBIdSe///B/cX1RDjWKmCTY5CZLKSrqqjCN/ct04rQeEB9lSrLOmObITN9JpyfTU/S91MtJIIw4xriN/u5j4Bv34HSk79glF2SO3BqdWQ/9HZUL3otLSt0AarQxaHEvJVdAJDNZnHyyRtx7rmPavljYWFhYWFhYWExM47dcDz+8UX/hFtuvRVPu+gi/P53v8Htt92CT3/6Cjz/ec/F0NDg4W5iR0hDdqkfvlVF4uiflYxHEw+tJvJSRIKlOL29R1zZVUGzjbGF5IqHUJtKbIrsiiu7tOwsbmlRNkYW0oSRxZRd0mEq/L0OLMshPGk16k99Nlh9CkyECHvXUsaOlFGWFpAIqJdeB7KLO5CZHjpOfpAIh5iNkbGQrDsijIgjQ+Q1ImWX0DbGpLILnvq8KwU2XgEOVBGuWQ+wUE2+WUJlwKTO7FILXEGKoUZIk/ZGQNzGgb3U77ry5ARlDRmySxOB6aKxZNF16CdFjJRgo5PU7pwbOyBtwysjkKl0dP0BIO/BBLPHyC4WhkSCKnuVTBfBSzSZY+UxRIwGg3/sU1E74+X0T89DsPRM1E7/F4QDJ8TGDzWHFAoSvJLM7ILO7JKMlF1TKlTZc41yydlKpDTZcbxE4DgdQyB9/0/Bp/dFqqj4eIydt3Q4xODSSEEhJdL3fh+8tI8ITTP+mzK7ZAA2MUr9lXejHCCtNALA6vFJd5sJtYDpc61ODFauhMy6kToMIKJPKVSMitGvUvVEpQ4jG6MiuzJZoN5otTFqUkf4lCs3g43RkF1CKbviZJ3jmfskXo2RbJ48RuCo55FaN/2L7yP7lU9F+wkbRHZJKAVbKgqo9wUp2ViMnJBhzMaoyOkmhU0cLKgSAbwyh3DdcYpkh8nskl47G2MtyuySzDxHea2k+rYQ9RF3jI1R5wny0h6I/BA9TzinbDd134pCV9Q4ndnV3O64EileTXaqCkDSs8KALG2ihwghccwgWKmqlHIq500pu6QEpL4HFIHrn34Oas/9ZzrU1AQpisoVY9cGA5gvwKtUyISPHKBrJhywsiL/0jF1VHM2FndAAfVVWq9Z9aTPU8Qstcw1zz04kghOAHABZ2wLgt51kL394GMjVKBh1syuyIpqvj+abYyd7gM1tKTjQeaoj53R++maaUu761IGl37hELMyBseeiMb5j4fsytF4apTAx+nFhSxkgJRH91YjpliWQhUUoHNw992K4o9fDmdsM0S2B7Ko1NylaTrvSgBA0HNeFyKoluEcIMWssTGCR/2iiqLIYm/7815kzFvZ9aQnPRH//fnPIZVKoVxO+sulBE48aeOiNc7CwsLCwsLC4uGIMAzx17/ehL/+9SZcfvkV8DwPZ511Js4/7zw893nPxQc/+AHs3bsPj7nwsYe7qa3gDk2QU0Vlf5umH9ssRkyZAOmQgqpTaSBLVftMVpf6P69Wif+Jv/E31bHc6N9SVSU0Njb1gz+bQwviE0gdUC8qAHJkBxTaxqjVOFUiWaRA48KnIv3j/wOrjiHsPyH6ER80WvfvuJAuHZ/5FTUxp31KL4Xyuy+BvCsNMT4AndnFQqHENw0AKljZUZOqmEWzWdnFwgDMr8QyuzJAA6SsmQrBRhrAWhfopXwaUtUlbYxMSEg9h3W1PZLWY3UfKDAiu5Zwk8EWKbu0jVGRXaliojKYVnYxCLByFawWQuZdJGyMmQJ4aTtEdqPJAAPIMigLXgvZBaXWkZLCpmWqAF4iAopXxiDlcn2VSb2R0hNJD0wRBP66JySrMUpJRQyqFQqnjoH5ZYjCEkPieNuvAZwU6k96upkUOjsfhHvXrcC4g2DN8YAmEXhEtDrj28HLY5Eqqh5TBdYUMTE2AtE3ALF8JZz7Nqu+LYOp+4A16lHovg7g5pGlk48NU9/lPZqgxsYKoBQriNkgmyHJvsfrk8ZS1XjRP0KGfcDNsUID3CGiIAySNsZdI2BTk0DXcsAPDRlIne4ToZJWtkIJpexSdmdlY5QAGic+B6kHfpmsMse1hZcC6hOEAIs9X+IKMVV1Vbr6WZEku5zd2+Hs3h7tRvgQ6R4ab6JORSakIMtqIICAMreklwO/dieKX/9XJALqJdMd3pLZBQB8bAvE8jPNfcYCn/pcK7s0+dKIPVcqdVONESJqO2pa2ZXM7NIB9WZsTu0BGKMxzBVxU62QurZQMKpck6/YXBkxTszG+pxNViBlPlHhU8KhQgv6354HdkBZuVkK4AxCBdRTvp4mkWi/jQufYioIsulJSDAisTTZJSUQNNkYhQ/UQ0iunvnpLFAuQTquyZCMzkWRorpKaC6f+NycZxgjTCWPkV0g4lP9nY8/iMa6RwGOAz4+SsquQjGZ3xbvW4DuX/VvFjYgvZxRIpoCJIzRuTenWOl/OinIbA9YSDZqyan6qUSRlHW9EcEVJ7vM92I+rZRdJbDJcbUsD+ly8HotImwBY3M3yi4AzvRu8No4gmwfqbFA10sUh6gao0zRmK2HACRYECjrcC2R2WX2qSvaKpXYoca8lV2XvOfd+NjH/gsrV63BCSduTPyxRJeFhYWFhYWFxfyRTqUwODiI1WtW49j1x2JiYhJ/+ctf5r2fv/u7Z+AXP/8Ztm17EPfcfRfee9mlcNSEuaenB1/60hfx4JYHcPddd+Ctb3nzwhrrkj1GpguAXwOvjNGLW64mws1kl5CAm4LMqx/K6s2uUfZUSkpJE7cx6km+mgI0WZfi/5fZ2CRGESssZg1CSBNiJtVkPPCjzC5XZ3xVyXIlBcTQUohV68ArIwgGjlc//pPKLmOhTKUhCj3qmFVjb2ShD5lJQQ4MAl0piJxSdjGQjRGg9jCm2hdlktH+G5FaRxE0CAKwRpkCiwM/ykHLukBNAuN1wPchhgoms6vFxqgsbmQpVeeuMruglEB8/x5FaKrJyQQpKyIbo1ZVFCJbW+hDejmj7MJ0lSwuWkqlINMF8NowTb50JUQ92epKgYHIjWayS2fCSY9sjNSe0cR1l04aMlUghRVnxprUWPP4yDKkjiWL3Ya8i4NXxyHTPUppyOCMbELm5s9RexWhwIIAhQ+/A3zzFgAsmrQxaT4311KpolhTQD0AONs2gzUaEEPLTfVP5pcjgitmYyTlisrsYlFmF4VkuzH1kYwmyTGiU7a1MVIYNatNmhwp2dMDZB0YEkdldknHoTEXC6hnQYDUtVfTdulsQiHCh8eAPWXI5XnI43sASHNPMuEDKqBedK9G9axXoXb6vzRdCE30qudHrOKl5LzJxqjJrtCEorMwjBW1aFL8aAQNupfCEICyDXPHKLukcCA5jRu+ewTO7u1R8QgnFREjzZVkFVJbrlJ9kzbHg4wpehTZlSikUGnQ7DytyDStYGuj7KIcQqXs8hWBOkV5ZMHyR9IzRYZgUipipkvZm6GINNma5RazMSYzuyp0LRqxvmQcYilVm6TqhAxsYpLGpFbmuUqxKaQZUnp8ixVrzK741KR6EVKOyD8ZwttyNdw9N9HhRsjGyOohpNOl+lZVi+1ZidpZr0mei7ZxqvtN500Z6HtSRipDibiyC5CeImo9B874FsjuLoB7YGMjYNUKEUrNmVvNNkb9PNCZj/pFjn4mAR2Ul+qlCfcgcr3gE9uIEHOciFh2XIh+UoGzUEDGiC8oez9SdMF5KcpflIUcjfN67DsNMJbehBUTAKuOQ2Z6IbSNsayUXXVFXGtlFxBVF22UkmSX6leuxFIJpeEhxLyVXStWrsRXv/a1Q9EWCwsLCwsLC4u/GaxduwZPefJT8JSnPBkbN56EG264EX+4+mp84hOfxNat2+a9v2KxiH9+6UvxsY9/HNdf/2esWbMGX/vqlzE6NoYrrvgULv/kJxCKEGeedTZ6errxlS9/GSMjI/jKV+f5u85xjQWI1SbBS3uJbFBv1iWP8lOYrqbmpSA6kF2sRjbGZGZXbALBeYJAY8Insokr9ZF6g80gIZH8wU1/D8lOorKjWNCIKbtossf8KqTHSX0gJcI1G8AqI5CDJ0bKrrBV2eU//nHwH/No4FYQGRb6RKwEdSCfoR/5LiNiyMsBXMbsNr4iu8LIFtVR2QVACLCAqgWyShnBGY+E3FIgcqIOMCHhbL0fwZLT1IQqVrkSMMQj0/2rVQsNQZ/VfIB54Af2GkIFALhSA3Ct7FJ2TZkqGtLP5Gj5AV2FSh2oK+IriCkd0jlwP2mLNOxMVwoIBVXKM2RXQAoI6UJKBul4YNUJ8NqEshjK6Fp6aQpE1ooZpipBqmw5rRoDJGXbaLItBlabgMz2ktLNofw0E6TcNDFk0zRBF92K7OJNqplQ2UmbbYw6I2diDHxsmCarARVpYI2SmQyzRj0igBWBo6sxMhlQ+6VUxAiIgJbckG5xhUnbEGzJAEYqOumkIdMZImZCh/pVq7EUWcOCICpKocg57+rfonbhS+Hcd09CIcLv3wIWTACDWcjVRbCpccAPgDRUdlzSxiiKK5JN41FAvZQyUqYZhV5kY4zunTCyMYZhtE1zlpMCE/r+U1YsNw0RNgCPgzUEkBsAQuoj6WsyOq560sH7NbSzMXo7r6e/pF2gEXvuaGWXqsbYnNnFtDUVEenAdGaXqsZImX4uqYocZnLgeHUU6ft/jtrp/wJn+B6zPS9NEdnFVfK9ZCZgPgHHBUKByrn/AZntj9oVBuCjByAyS2MXyUG4dAVYEMDZthnBsWeCjU8DPgcM2ZWCqcYoomNI10M4FKnC2NQEnW+pFFMISmT/fGWk7BobpudNPYB01XdNJgPBOGQqDyamIbkXVWh1XCKFFREo8wXEc+qYeg4nrLBxG6MLUorKEDKThTO+Fci5kA4jZVe1Qvduc2ZX/AVDrHAL0y9LlBKshewSse8sOn21QwZRXIrU+K+ifeqwf9cBioNgtSr4xFh7ZVfWhTu2Cbw8ClYugfk+ZD4HuNyoTA2EUNcrec/w6jgkdyB6BmkfgooQMABscgJhdpm63aSxh9KLGZWnGa/QXJ6mPEGnSRF3iDBvZdcdt9+O9evXHYq2WFhYWFhYWFj8TeDP1/8RV37pf9A/0I+PffzjOPGkk/GSl/4zvvzlryyI6AKA6elpPO/5L8Af/nA16vU6Nm3ahP/9v2/h3HMfhYGBAVx00VNx8cXvxvj4OLZu3YaPfOSjeMUrXj7v40it7HJSYH6F/iAkRQyg7DNRZhdrhJDdsUpOVaViKU2D1ao0WZRN1fTiSgnuJN4MIwwgT+pB+Z0fpfZoe4qMB1LFEAaQoCpbAMCCOvEBMjbxCUjZxUrTcPbtRrhmvZlkaRtOlD8CY2mUvb2Q/TQpZH41IqtEA/A8Io04zVpEfhA0GVAKIASQktHk1klO4hH6sYp0UNsFlCnlZJD7wsfB9+yB2NhPCq065aS5m+8FhrpIURRThlCbVP4R1PFSkbKLsm3qVFVvchxgnFRWIFKGrpdWdimVSaoAKGUXn9hG+/IDIrcaAVALSYkwrqtv1gAvAxZM0r91XpbOpulKRTk6qmgACwWk61DFQWX1ZLVxFH76anhbr6PzCck6Kr00pJsmlREAydPgtYno/MM6TbilhCh2x8i2CKw6Rhk5PAMIdY3TutpmcmLIp5rsOCazS09ulVUvNjml9itiYmIMbOQARN8gEXSNMlUB1WOhXqPzBignTwSkVmJE8jK9LwYifELfqABZKCijzRy0A9kFQUSbm4Ho7lXn64A5RIqwIIzIvjCAzHST1VKTMNUK+DW74Rw4oA8EgIGNjNPf9ihiWyIioEWoiCnHTPhFLiJWAJCtUgItNkaTbRerxqiXhTqzK6pcSTtrT3ZpGzQpq0I6ZrGLlGC1AGHfOsAPyaqlA/w14c09OlcpqJBAG2UXCxvI/+7t4OW95rypWIciYbWyK145tqKsjlmt7FLPk6BGdvC0IjDCOsCJNAJjCSI2c8uVkG4GwdLTIwvd1CRkV49SCqrnpBCtJKjrQvI0Gsc+BcFQzLElQnjXXgW2N4owksyFLBTBSlPKUsvAJqaIqObaqpkCOBHx0uSbuRDLV0ZKICjiGAwol8zLkNTVv4KzfUu0ThCAT4yShS6tguPTGQQrHqkaBFMllq6RIpAUoSNz+eQ9HM+VNIRVXNlFxQqYFEA6Q0H5Ho03NjlGWWCZXGvmVlxJ6DgmCF8ru8z6TibapJ2ySzL6rgpJ4enoZ6xSizFVvEP0DoCPDlN11t7oPtJkl+jpM4Q7kVPjkMU8fd81mpVdgm7hZmVXTSnC+paCT09G/QuAjY0kMhe1MpDILnU9mGNIQBY04PzgQXi33tR6zocA8ya73v3uS3D5Jz+B5z/vuTj1EY/Acccdl/hjYWFhYWFhYWExM26+5Rb09vbiUeecjfPPOw+nnXYaGGtD1Bwk+vv6sH//AZx88kbs378f+/bti7XhZmzYsAGFQqHttqlUCoVCIfEHAE2Y4pMwAJC+UXaBOUkb43gd4ap1QF5trwLqveuuQv4j71RvvJM2xoS9xnVNZTEAdOyCC7FsJVXd87xoQlFRBEUhmvQwQUHw5levnlyGkqyLIKIKDgOr1eBs34Jw9bGQ/SmaFoakyBDZvqhN2uqTSkFmczSRC+vRZDj0AY9sRswnu50oLCHCTSudWKAIB5gJe3SOkbJLKoKGhQEF6XtZ8PEROHffDXSnaDJWp+B+Z9tmyGJG5RbxpsyuILJEckepFigXByIA37QX3s+vJbow9iae79uNzA++Cfee21QbfVKepbuMJcvb/Vc6xp46+F82kw2tRsH3bFyNkYavLDJKIWZshNpSyiNVQNzGyB2Ac8gsqRac8QfBa+NRhlpIVklDnGQ1+ZQBn94bjYOgDmNj7OmLyLYYeHVcXdcuqqQIRBXj4tlKAFUTDaWphGbGlx6LYUCko+MmqoNqsksru2T/AErv+QTEM4+F7HajzKkgoHsiTqLpwHRjb1M5V0LS2JMS3v/8Fl2vem6rnaoZkgFMgIV1Igm7ewHGwNJOdP8FQUT2BQFEujtRiMHY+tT4Fd0rgVIIpifvY5pckMZOyIQfZW3pMd5EdoF7McI8ZmPUqrcYUaGXmRwwXQEvXtSiHTRhFvhgTAJOGqJYpBuuFiDsXQ8WCLBy7NqB7h/JHSLQpaDnSRuyCwCc0jZzHJnNkXK0uRpjTIUq66QykzmX9q+J06BGRJmyprGwQf2nwu7jFT6ZX46eebqi6sh+iIEhlX0IZWMMowwvfXzHgc5Ak142ytmSITI/+DrYgzGCWPdvraYIckV2NUpGmSc91yi7GFNZj66DcOXaxHFJJQnwcgl893YU3/kaZL/0yZb+TF39KzibtkC6dI/LVBrhskfQhyL5QkLyJhtjoZi8h8Po+0SPX8m8KDvLQULZxQAgFQKVGvVLtULFGJqJqrh9OJ5VZYhS1b+z2RgVmcpLBwDG4IzcR9tptZh6Poj+QbCxYfDx0UR+l8wo0r+3j8hydb58YhQo5InIa1J2Ma18ayK7eJle/IieoeglgeozZ89OoDuFeGYhgKSNkcUC6vX92I6APwSYt43xV7/6BRzHwWc/+5mWz6SUWBILqrOwsLCwsLCwsGjF6173egDAaaeeiic84fF4//vei/Xr1+H66/+Mq6++Gn+4+hps3759lr3MjMHBQbzgBS/AP734JVizejXGxsYTn4+NjYNzjsHBAZRKrRP/N77h9Xjb297auuPYD3gEVRUDFUCklTKEOxTwDCiyow6xfiVEF33OlX2Ml0vgD9wD//RHETETtzG6LtktPFVVLJ4hJULAY5CFLvP2mo0OA8UlYNvHgeUAPxCRelIpf+BoFZd6mx3GMmuCqsowqYJv24zG2Y+BPOVc4FYBXtkHIQchY2QXk0olxTm9tWYNemseIwGlS4o0Xh+DwFKEXcuBrjTYrnHIVUWAUR9RDlFSscKCWDVGbWcJhdovkQ98/4jpY1QCenNfnkak3JARKQAosot2KF0HSLlAQymERAg2WYWzb2vLNWZSIvODbySGAKtPQabyphKlydWZbMB5cDspOmoB9dFoDRgCWLkO9DIgVMq+ilaJSGDaB4qesXgasitQVivmQmb6wccnjFqLhUGk7AJUdUoJmVUWJycDPr0bGDxR7UsXJpAdM7tYVSkYvCKYoL8bu1mTCoLJkM6x2A1MImaP0uo8RdQ5TsLGqM+bT4xBjg4jOP1REPki0JWGOGUVcK1Sg4SK7NKB9YEPyUlJYlRbVUVyhFS4QTKA1WtkDdaqHhG0z+ySpN5jQR0i3aVUIQwyxU1fIggBrewKfMh0F3h9MraPyNYnwcB/ugvulhvIdilCyKmYaimetScCSC9lxrJIN+X38KyyRSo7pb5PW2yMPqKAem0bdchyyZXNsDn4W7cnruziAtJNQRbTtE2pjLBvPVi5Amfr7Ujf8P3keXAPOrOLNeoQDk8UOjXdEwtFl7k8kXO6iqr+vx8nYBQZ7VLgt7HkCZ/ujZQuENAgwk1bTJtUh/CrQLpg+omP7Edw/MlqLKk+FSIiCjUcN8rbApSCLEuB44CqHOuA1UuQrIeOXa+Bj48CYOBjE5CyYLLO4HowmYfcJZKIOwhXrAEfG4HMFyDTGbi33wy2aRyoVSgUfceDba9Z5vtfR/iYVRAFRXZlchC5XqUATJJd4B4QJ7tyBWWX1OcW+z7R/eCmImWWy6l6sBQR4ZsBUFbjplohC/1M1RhVFVnTl7pdQJQjCLQlu6QksgtBBe7OP8Idvkety+n5oJ6Nsm8QfNc2sHIJcl1MeKSVXX0600tnMI5D9K6ivMoma7ZUAfWsiSBmlWEwISB6h4zCTDpUUITv2g7ZnQZzVNXVICK7SM0M9X0Ss42ig5rtEGDeyq5ly1dgaMmytn8s0WVhYWFhYWFhMXfcdvvt+K9PfBIXPe3pOOdR5+HHP/4JTjv9dPz+d7/BjTf8ecH7zedz+MbXv4b//sIXcMstt0QWkhi0kiwI2isfLr/iU1izdr35c/IppwIAwmUrITYO0T78qvrx7UNmVClxHldhkbILnCPccCJNsurJat406WRRMDdAk/yGtn04SYJN+ER2ORxSZZTwkf20r91T6H7Fs+A8uBmVc96AsLAsmgzr3WtFkJDKrqXIFZeD1ao00VIhvbIvDdaYBq9NIXPzF6L2iVARRwxgHMzRFSJjk1PXUcRElTLBVq+g1feoN+OMwq2hg7GBmNogUnYxoSYR2saoQ8IPDNO6UgDVIJnjZHJy2tgYJUgBk3ajwGkRKOWQmhqwmG20DYxFRQfUK5IIIBJI8hRYVVXnGqmi+I5Xgu0dofOHCnqvlCPb3YGK7tjoeuj+cIkwErkh8LHI1kSTqriNUauEeuhzJws+HZGeZGOk44nunraZXbymCGEhwYSyP6VUf9ebVBAqLFsUi5A9KYihZWpbXX2NwtOl6yVsjHx8BPkr3gf3jr+CjY9AFLsAzsDHdsEpb4syp8LAEKamL5i2MaqJa033kyTbpZRJVSVAJF+sGqMEQ2P9k2kZl5GNsScic2VXj1KXhWaij0DZGGsxsitWuU9meoCqgMwsIXItbJj4MCJY9P0bKILBjSrSAZRpp//upGn8KbumuYcNKRwjzozaSxDhqDPSmNM5nB6I7tXAByDIVlYoABBgpRKkl4P7i7+gcMUbkb7/Z9F2wldKLoeINK0WalORUeaaVLMijGyMnrYxxjK74CiCkZPKRpN6gLKU6oIQNerzlCLTGrFKloCpbGmyE0f2k+onnaH+lEwpB9tkdrFUtB9N0GiFl9AZfXvMNWH1Grybr4fzu7vApqbIiqvJLicFBlVkgPFIjTS0DHzPTvDRYSJMdu8Ev3m4JRi9HVijrFgnAJkMZLZPqW/RouyC8AFFBErPi2x7QkbEZKyip8xmo3N1Ob0AkQLQKqkMj8iuWpVUvdyBHMxCHldM9Dl1FI9sfaFvVIEAkfGJtgKQjEOku/VC8wxmLPb9rZ4PLAwgXReibwB8bBisPJ0IfdfKLjGwhBYoBSGfHIfoKtL56e9YqIqQ2trfZP1lUoCV90N0D0TKLidFFSJ3bacXScUUKfg02eWXKEMRSH6f6H0/RGTXQ3MUCwsLCwsLCwuLtsjnczj33HNxwfnn44ILzscJJ5yABzZvxnXXXreg/WUyGXz9a1/DTTffjCuu+BQAYGR0FH19vYn1+vtocjs8PNx2P41GA41m6xbIBiFOfST49j2K7HKA0Id0c1SdL2ZjZDIEJuqAdBCecBLgi0RlOoAmVFI6SRuj44D5DdJkOA5V1otPcFW4uiYY+Mh+mpw3QrBaFfUTnoXGcU8DL++Ht/d6tU814TeElDTLKLOLqoG5m+5C6upfIVh/MsTQOWD7qnD33IrUtmuiNkOpTgAiu6AnUTpg3qcJAOMAC8HCOsJlRaDuA6NlmhRw0ATNSRlll8lCilVj1DZGhAEF1OeI4GNTZSKrAh8skEBQj9RSjCtip1nZFcvsSrtgvvpchoCMFEAybjtpA1afhkwVKSw/bIBBwtt1I/wVZ9Nk0U0Bw1Xw+8pAWcDZtR1wcoBsAGlF4tUqihBywA5UIdd3AxlFZpjMrpCuPxzI7CC88aujRphJpIR0mFJK1CEzNOmUPA8Wy+yCmhBr8DaZXfArdO0EwIS6prqaXnO+jaRcMlksQp6yFPVTX0TLNbGlK0k2VWMEAO+vf6Q2jBwwy9x7/6ry24jMYlqpFLPuCe4mbYxVdb1DQe2OqTJYXP0UswWHQxtROe/NQNYDmFQ2xgwF8zMiVkVPH0XVBSKqJhiGkOlu8KmdZl9xlYZWcYiu5ZRrFNbJCjdeB5iMKTt8SFWN0RRhACAKy+CMb0HYux4iN0TjT9uFNUFg+iJGpjfZFaWXUtlDzsxjWNvKAhqT0k1DFPKAHyJz+7dRPetV4GPDUUZR7JwlT5kJfLwyXpzUBJLKLjpWQPcGACgSNaHs0tX7MpqsjrU/DA3xirABcBei0A+IELxeQRyGLDY2xgMAZxD9QwBkZGNsUnZJxzEWRNM3QKTg09bm6jik5CY3jtWq4A/sp3HbKFPmHaCKjoQwuWuKvJbdPeBjI1SrtX+ILI5oVRS1A2uUADdP90c6Q8ouZeHVGVESqtKoCJMkdUNXy03auyV36WmeyQBSfT+4nGyMwjfEEfIeMKGUqdUK2djdFOTaLshVOfD7p5PXzHGj7xsZRqpAoK2yq7Hh6aie8zrkrvsggIjsQnPxFqHujVSa7tWxESL8c1SNlknZhuzSyq4xyGKBXu4oZVf1nNdTe4R6UdKGdOSlvQi7jgObVlmFKifQ2bmN/t2XAUOpKaCeyEfJnEiNaoo8HKE2xp6eHrzh9f+OE048AZl0puXzZz/nuYvSMAsLCwsLCwuLhyse+9gLccEFF+CC88/HIx5xCnbv3oNrr70Wn/7MZ3HddX/E2NjY7Dtpg0wmg298/Wt4YPMDeNe73m2W33777RgcHMTSJUuwbz+poM448wzs2LEDteaKTLMg/ZufAK89l+KmghpN5oUPKVyI4rKE5RAyBAsl+N49EMesAvyw9e19UAfAW0PpNdGmlF0m4DZsQKY4zZ+HqDoYkQYSaEhI7qF+8j/Qtk6KyskDgMMpuNuEwEuTWUOZXRysVgar15D70idRfeErELzgArD6JKRIEoUAFHHEaALuxEguqH5Rtkk4IeDXgKEc2N4JtY6AdJlSdqWjH/6630I/UrpIIiBYk42ROR7YZB0sJMLDmdwRszHyVhuj1Go0SQRSJh0pu6SIQsP1RHFGZdc0ZFqRXYqYyv3hPQB3UX7ih6h4QTWA96ubKSgbgHTzRLyo3CHUqjRhk2lguGraQddDkTi+IsOQhkxl4IxH9iYWqDBv6Bwy6m+ZKQJM2coaU6rSZpbsqyIiKdtWY4RSqYmVEEN9qD3jBXB2blXn3ET8ihCoh5CFAlVpE9loOUCTPtdNWpmaQMHeNH75+CjE0hVEcMVsjBFJG9B5xQpA6IqmpOzyqcKcUXap6xc0EioKkV9irgeYBHwaU6KnD6jWwTKSLI1CEPmmlW2BD5HphnPgrugEjErDgcwPqf1miPhS9wK7agfyv3szao94TXQeWpHlRnPJsHsFnPEtmH7G5+jeMJXdYuq2JmUXE35kh9J97CklXVwN2g4xy7BkHimuCgWwSg3pe38APrU7QexFDfURr8ZoSNA2FRnRRHaRGofIJFEoUmW7uOqWcbCGTyNUyOSz0vcjlWHok6KoOED3bUwdRuek7ydFTg3TM18sWQ5TyEOIBAkKgMYrj0gYJrQKVhOo1DZWG4cxiOm8MF0J0Q9ImQdAnLiKCmFIZWNUBK4sdoNt2wzuNyBWrydLHNCWZGkG88ukaKvVgFQaMtND2VxBECm7zJjwwYIArF6DTGfAfP1SIhoXTFDQO7gHmXbBZB18cgLwHEiPg0sRkV3ZFFhNPT+0qjKbB/IumMuArhREIYfqi18NNj1JxVz0uBQh+OROBEtOQXrTjyHdtLGF6vaKLnLJVc97K8BcY8GViTxLTXaFRF4yBj46THlunJF9sVKGzOTAGg1IZcM2CrPJMapMqcYaAIjuFZBeQamC0VbV60zvRaNQVMUEouvNpyYon7EvKmQBQGV2qfGvKycjSZA/FJi3jfFTV1yOM888A9dcfS3OO+9c/OznP8fd99yDlStX4qMf+9ihaKOFhYWFhYWFxcMKn/3sZ7ByxQp845vfxDmPOg+PPPscvPktb8WPf/yTgya6Nt1/P97xjncmPpuamsL3f/ADfOCD70dvby9Wr16Nt7/tbfj6N7457+OwyTH6UZxxSWnk0NtvSApxp2Bg/QOffuDyB/eQiiOULROayMbYlNkVn0TGJq7O+BYwpn6kD5Kyy733DrC9ByArAmHvWogskVMiNxBZoFylmDETtyigHj5VY0Q1sli6D94HXtsJ5lbakhVM5ZtQaLgOS9fKAT8Kf+YSclURcigL/uAwTcCkoPOSkvrFVJTTpFk8sysW/BvUDdkluQPsKoFv20P9MrY5ZmNUyq6EjVFlXElJiotMGmhQf5C1SVVn05a3GYgC1phW1RgzROyB1G4mfFyrQ8I6JCfiSXpFQDYoqLtep0l+SFZH1HQ71UTS11lUAZBOI+xZBVYZh7v3lqgReltBfSSVLVdmu+iahBKsXoom/mHdnD8AsOHI4hgHr43TOM2mUfuHl0P0q8ybcjLji4U+UAsge7op50rDWL6Ucsb1EpldiWONEtnl7NpGtqh0hojdWCZPZGMMSe2nFCtARHaxUNL1C/2YAlKP8wbiYdBagSXhGmUX3DRkTz/4gVFap6dPjZ+YsisISNkVz+wyKg0XIjcYLe5eRceXksjuyYmIoJOBmuSTsouFPnh5GGFfLG9IWYTNc8TYGHUYfRtllykakY5ymGYaw1rZ5TfoPnbSkPkcUKHx7O2+Ac70ntYNhSIhoZRdSpkl24TUy2yTsiuMlF2y2N2iGpPciYir5vs3DCI1WFADuEfKLhkkKjrSOenCBYrsGiUFYagih6RUZFcbG2PcXqeVXdHzXGWAVSOyyyinlOKQNUqAqpwaPnID5IruyMaoCdyuHrDpSTi7tpMqyajzkqRdO+jgc1avQmQyZFsWIVAvt5JdSk1EmWKIXqDErfuSbIzSy4HtLAEQ4Af2QmobY4WC6KXjAGkXaKjnscoCE5kckHPpudKTRnjGI1B/6rNRe/6/QOYLEckkBVJbf4tgxaMgUgVIJx1VttU2RmX7k45H18FUhoxdJ86I1A6CSNmsbIwAKP8PZGPke3dF25mA+jFyuee9qFKlV6DngpBgDO1qGoOV99Gz29gYPfO8YVN1yO40oO325jrl1cuTmI1Rj6Ujlew6//zz8C//38vx31+g3IIrr/wy3vWud+Pd734P/umfXrToDbSwsLCwsLCweLhh48ZT8KpXvwb/7//9L3bubKMeWAD+/u//Do973GPx6le9EiPD+xN/Vq5cibe//R1o1Bu4+aYb8ZurfoXrrrsOn/rUp+d9HD41AUACWSeyMYoQCAVZ7JqrMQIIwkdQxbWuVOsEVCtudOYSgLBnlQkrpwph0cQ1de8PwALKVtI/9p0H7kH2c18Gk4wm2gDcPTdD5Aai8HfPiVQlABEa2halAup5NVL7OFsfAGSIcN3x7SfNgqoAgnEwN/nWmjK3tLILCM9fD7azBLZpD020pFRVLQG4KaNsMIHUCbILMRtjLVLDcA/O3cNw/vQAHWZsM5jfIKKEsRlsjKAJZy6rqjjGrhWLkV0zWcAapUjZFSSVgUyERr1iKiYyrpQDAVU2q8VsilJQRUh9nkAis0umMwDjyNz6NRNOD0Bl0Eh1njAzNJkpGLKPNaYNcWYyuxSc/W2IDACsOk5jT/VLeNJp4JPjEfmqIUOyMXYVonaHwkwUWUCqNKkC09uiWgGrVsB3bgNUBpAOtGexwHXTF3pMaGVTRRFwuiBEGETEhLYNBY1EQL1WYGkVBwtqkI6yQ41OEMHV00fjWyAKqBcSMpUHq8WrMSqix01D5AepcpyUCHtWK1IrGlvxCoo6J0m6aSCowxndhHDgeJgkJSmJ1DWZYNrGqO4TY0VWdkjuonHcMyGKyyG6ltI5sEgN2hZ6Uh40ACYhnTRkPgtWrnbeBkrd5EQ2RsRtjE2QuXxUMVOfu6vsycUuYwmLdu5EGV4ySXaRsksF0ocNUtPl+midFmWXIqA14dkgtZJYcgy08pOFQUtAvXQcgEdkl8nsMopTbZ8dNwQqU0USpFL6kI1RjRmmQtYliNwIQ8DzIApF8MkJpH79QxQue2NExs7JxlgmcqjhQ+a7IdMpRbJVINPKNqeIFHP+iuzS6szmwh2SO6T+3DGNwutfR+qllAekOPjkOJDOQBZ7ACkgA33eFSJ5B1ZB5hVZ1ZeGWLM6qRo1OYwhvK1/gOQuglWPpue4VrBqsivTA27yD2M2xvjYUpl0LAwgBkmlycdGjC1b6tyubA7uvbdH2+ksrXG1f5eDb99G26SL9Edy6MIpcchUGv7fP5YUWnX1vayVfFKQssthitxWfV6fVtuq53Ess49WOEJtjLVaDYHqrJHRUQwODmJ4eBh/uPpqfOpTly92+ywsLCwsLCwsHtZ41rOeiY0bNyKfz7d89s53Xjzn/XznO9/Fd77z3RnXec2/vXbe7WsGmxyniVjWBQsq6oc4qWhEtj9hYzST3QqnCXcg0KLsCmrkRNOKh0wPwr514NMTAID6058PMTEUqX/SWWNZC4eWkU0l8GmixByE3avBy8NwpnaShc7NUnsdJ0FiQEhIz6GMk0YZ0mEJ9Q5TagjR2w93tE2umbYfMYesikCk7ArqkY0xm6a+umuSJt+hmiC4XCm70rHJXpTZFREbXKmmBCnpDNlFSgrRvZL+ObaZltcaqhIbkpNHESrhlAQ4hywWgakwNgkJ6RoZVcRsmV0FSDfbQnZBhlHwuJ4suxkINw+OMlmCqhGZxWpVMJEC+8ED8Pb+EX7f+bFqjDG7UXNhgyCMCDLBYjbGvLH6sPoUoPZFNkYYa5C+vi3nVh1XNkpaLzjpNPB2xJgIwOohBTubZfH+VsqZpoD6xLEA5D9xCfjuHWg87iIgnYlsj2FAhKgiH1kYRASonsRX1KQ6lABX60ht8dO233rCrmYUWIK2IStyFrKnD+zAOFD1Y8ouqdRmHvw1j6f9xZVdfgVMCMhUF0RuELy0F5ACorgUKA+rMeRRW4y904+p3tJgYQ3OyCbUT3mRUea4w/chmM4bRaUhZZoUO0xS3lLj+GfCX3424KThr38s3NKdmD2zSxVK8OvUD24KMp8FHx7vuA21PyAFjiA1nbG3uq2Td5nLg1XKxgbHAt8Q27LYHVnCTKN4VCFPALwyEn0W+ICXAVABwobKSeslC19zpdCmzC6Axnu47jg1rFmUKReHUnYxqHtaq9/iqrzQp/tD2yG1skuTMI2y2kdAn0sqxEHP/wCim7Lh2NQEFRVo1CHSmpyaS0C9yszyAzSe+lyI3jVwJnclMqJ03qFWyvIx1Y/axhivjqpUhlC2cRZUwRp1siczBjY2CtG9DKK3XxHzinCtliFyg2ic+gx69gQh0JdBOLAGqT//Go0LnqiOFVn6eXUMzsQ2hP0bSNXYaCK70l3g41shsur+k2RfTxRv4Q4QNMAmxhAes4qUdZWy+e6ShZiya3g/ZYtlc0ZhxifHoV8SuJuowmPUbyl68dCE8JhVCE85CWznNPjusaiPdbGJRowg06RafcqcU8J6faTbGG+++RY88pFnAQBuv+12vPzlLwMAnH322fD92QeohYWFhYWFhYUF4fJPfgIf+uAHsWTJEBhjLX+ORLCpSWgbI1TWFQCw6iSpt2IqrPhki/9kK/jPtkVBtXp/tQmlGlEVr7yceqlN+208/mkIN64HerIIh5ZBxkhBsXQ5+L7d6h80gRY9q+BMbAevjJCN0UkDApSfIkIiO6QEQongnPNR+tAX4O28Hs70VrBa9EaeSUkqC8baZy6pzC5wTmXcEZushb6xTYr+IaUAEWA6pFgK1R5JE4ymyRlCv1XZFQSmGqMEVGGAgM4RAC8pW16tphQVTZk/WtklJaTrQRYKYNUgZncL6Vw0uSJa3/CbvmmUKAzaywJBkxJGhpFSTU2WRWGZmmSHQCYbWZ+EIIWECMAqdfADI+pcq4nt6ZhJsiuh7EKM7EoXoG2MvD4d2RiDmjl/AMmspBjS9/4Ajh9lg4mu7rZkFxMBKRoYhybGEnZFZdky1QE7wL33DvCpCbCqqu7mqEB7IRCuWI3Ka99hzlc2EZER2aXswqUDcPcpNYeuvikCJG2MStkltLKrDsE5RLEbKNfAag0iZwQpcigEfAC1E59Px4xVY2Qg8ktmeiDzg+CVYfDyvuj48eeAIeECmFBwJw0W1OGO3g/pZREOngAAyNz2NbKg6vvO2BiTlkWIEDKVR+3UF8Pb8SfwqV2Q6RxEbqnKCZops0vtw68TJ+OkgVwWrFTuvA0ACJ/IAT2WFNE0/eEvQgwMJVbVZFfmh99E5gffVAH1cWVXE9nFnciSKCTc/ZEyh/m+qThKBKYH5HvoHIP2yq74iwVj5ROCAuFVZle4bCUqr3sn2YBdD5J50X6Mgi5SdrGgaohjMN5iY4RfVkpLDhohOlPPIWKpVxXYiJ/7HAj2qB/UmPeDRNYhq5dNQH2z3bVZ2ZV4nguf8ro8RUj6VVJZdpFCSufqicGl9Nz26cUNq1UBx4PsSdPLiB1jkEuykJkMvFv+Eu1fXxul0uLTuxEWl0Nme42KS9/XItMDZ3K7apeyJvv1BCkpHQ6EAt5Nf1LtG6H7sKTIrjyF1Mt0GqxagXvP7YlzZlPjgATYgSpYg4qS6HOHkzGu+QQyWSD0wW/eB5FfpdrsqcIAAmjE+tPYGFV70l1EGurvk1jO30OBeVNq733f+1GapsZ/+CMfwbe/9S285tWvRirl4Z0Xv2vRG2hhYWFhYWFh8XDF0552EZ7+jL/HAw88cLibMncIAVatQfZnEJx9GtyrKEeJV8Yhcv0qs0vblyJCgVWSOV4avDqqyC4VXO5mFVkTvZOV3UUEj12JWv/LkfnR/0ts7+zaplYiZVLYvQrerr+AlUcgU3mIbI+ySbrmzT6LWfrEkuU0gZNVsHoTcVOvUeB1u7B2IQAXpFjQ80Ot7BINwGFgMiRyTkplGRTQ4cLwPDpvJ63efMtIdSRiyi7dD2EA5isii3uQzAWTAXK/fSfCvvWRfa5ah2CMiLS4siN2zrK3j+ahtVjBAEn5R9LYGGcgu+rTkNyByHS3KrtEGBF1qj/CrmPUsUOyMWplV0B2HCmyAKP2sqAaKaXiiqhG07UJA9BEGiDWBpDLHfgnPJom2qEg5ZFWdqmKbfT3zufmTO0Eb0xAYCn4yAGIgSHw4b2tK4qQ1IaMGa4rMYkOAwrjdviMZJcGq1UhPY/GRRiC7yF7c3DCKbHzVetq8kFnzCkFnDPyAFJbrqJlMqRsOBFAZnrgrzgX3q4/m8wuCJAaLKgBGQdwAFapA5U6UIAhu5BKJ8ZOQtkFIr9kpgsiPwh3323RBzJAIqcnlvvEVDVGuGkgbMAZvZ9OY+kZtM9GiQg/Y2NUyhfepABSZIz0cnB33IxAnAYmqjQRj+cEtetvrToMiOyCm4bMZYDyzGQXEwFN4ClF3qiqZCaL4PhTUH/7i5D52mfh3XULkV3VCjLf/wYAoPaYf4BMdVM3FLrhNNkYJXMiZZcEeDmmKPUbQFbZOZd0I3zUBmBC2bJbMru0sis6f5O1JMniiZBeDgSnnInGoy5E5qufgUznACHB61MQ6S4gTNohIXx6wRFUoSv36WdmZGMswWR0MUR2WHVM0afIrsmYgq45i22m/lekt8wWIsWfCMBqJYjuVaie8a9Ibf6lardSMxlllyYSY+NCFUuQria7KhRoX8iChT6cPQ8iOPMRVAxFW5dTeVKncg/oSUMyDvdPmyCLPWCowr3z5qi9Yaj6QeWnTe2Gv/7JEJkeeNuvhb/inMimm+4Cr45R/8tlRjko40UBFWno3Xgdqi/9NzCtOq5Vyfpc6CJySi3zbrgG/pnnRu0JAvC9uyGn6HvHqLoASCcLxlpfAshsDoCAu/sO+MecjfQ93wccT724CQFfPSt0UQtECjyZVrbKZhvjkars2rx5s6nic8cdd+KMM8/CM5/5LJx++pn4yle+utjts7CwsLCwsLB42MIPAuxXv6uOJrDpCuSx3Wj8/dMh1hxLy6oTZL+IB0O3zbpqUnZVx2lypMKXtbILMvbmt6sA2ZWF7B+kSlKIJjBcV8sTlFUlisvhTOwwFiDRtUKRXV5ERoiArF9SQnoeKZ3SWaCaJFSMaqGTsotxIjtSOldJV2NUNkajbBFEdmmFi1BZVRJEDMUJQoCCobXdCUo5FIZmgi7djFFSeHtvRubu70RtrtUA6ID6eBBzZGMUvQNE/NRiGWY6s6u5MmQb6Lf2onhMi+KKSWGqsRllV/EYIpiYJEuNyewKwKoVRaaEitCrRPvSZJcUxoYTHUcr9ASoYh8DlqYg+7oBxwOvjJPiwoTdN6CrUbKRme+53Gc+gPzH3w2+lwgnXc0uARHQNdXqFSBSIkERaroSWqfMrjhUn8h8ERAC6d//HLkvfiL6PIypd/QkXim72o5TpaBiUsBffibKj7sUIj9EuVthw5AVCGtA1qW/lxtANUYICEnV3BhTfYdkbhoAVqf7XmT7wcoHDEHDRBhlZmniDSDCRFf+dNJgQQ3Mr4DXpxD2rqVtGyWVr0fqtMjG2DQ2YyrRKEssBJibJN3bQStQlI1ReB7guXNQdqmqf1JGY1BB9vQhXLYCoXomyiwpuzR4fQoyXURYXA4xuKoloJ4q5GkbY5KoY/WaKaghVuYhThmC7MuQjVETZHpdk9kV6x+l/EEozDNaOo7JfUImS6pIAfCxLbSNHnMxCxrzlbKL5KVm3EYB9eXo2QhViVFKIiqDgOyAAPgUnXvYvRq1R/xTS3s7QT9vwlVrSPEnoUihEsKuY1Df+DyI4nLVh8rGOK7ILpN51mpj1NVvNdkFSPCJrXC33EG7GlpGlutQQhSWQgqHxmWPsv5NlcF+twv5y95DzzR9L8YC6gHAmdpNBVQYgzO62fQdEU+UiWe+E6Ukgs6NZ3YRacgnx+Hd/Gc4W4ko1uouWegyhRFYrQLv+j+gcOkb4dx/t9lF7rL/BLZMAsxpIrsyMDd6DNqG6277C8KhU9R3dKTsYo0QgEz2q7YxZnrUtThKyK5mVKtV3Hb77YYAs7CwsLCwsLCwmBu+9tWv4eKL/xOZTGb2lY8kmAmhQOO8xwEgZZfM9kd2FrSfvDQvY8IH8+vGSiE9UnbJmAFB9HUB2RRE3wBkjn7I8wOktnEU2ZWw7ExuB9NkV3EFvfFOkF2hUqoopVN3D1W5qidVSokg9WaoEGwAphofE7oaY4PsnbofIE0YPGuUKGNMWfCkm0r0md6PjFdjlGoioVVUXobsce3IxFpNKQmSfWLOWUrIvgE6fjVMqG8k42jOD2sH/dZe5AfBmyvWiSCyZQY0CRfFZURGMKZCuyumD1GtAMIHkyFSW3+LzM1fival819M5camdgSBIgWIdGRpSRM4JwU+to1WilemU+fPZyG7+MgBeLfdaEguPdYSx25nY4xfjzAwgeJzU3ZRn8h8IRYEHhEliTGoyYdaFbw6Du+B37Qcn0lB68WW+SvPBwA4Y1uUhZaRWjDrAuBglRpYVRMlIlICMg5WKyF1/y8i1ZACr01C9KwFGAOvDJv7jrKaYhbZeGaP0MqujMl1Y9Vxkz9HZBcRnEyTsABM1VLzfImdb3VSdxQAF7NldpnjNtT9kqHiDGy61HkbABA+ZLpobGbOru3GIhguW0Gn3k3VYGW+kLyGlQmAM1QueCvCwbVAc0A9d4BGAyxswNvx58RHrFIB1HOG8zIptE7qhXP3bep5Elu3XWaXziMUwqiD4DjGeimzOchMAcyvw5nameijKOeQbIymsiljilwHXRvhE8khoEL84wH1Dqk48wWyh6vx7q+6AP6qC9T+52Bj1JldU9O0T0kKT1aPrpvI9av2q+q26vpIVakwoRjVY1GRXQiqJoeM1armWSGGloFNTQAAyk/8MKrn/ycQSsjuNFjZB1dVbU0/637R9766Fnx6tzm0M75F9Z1rFFCsNgFWHQOEBJOkHJQOZUtWXvN2hGs3mH7KXX4Zst/+ctQ3pSmyMWYVcVetkGhx872JCotMqgq8nEfHFSF917SxMZKtWcLb+kdI7iBYcirZrfVLioYAYpUYAfoOZKEPkelOnL++Z5uLIxwqzJvsOv744/Gzn/0E27dtxf59e8yfA/v3Yv++9lVNLCwsLCwsLCwsWvHt73wXT3/a07Bl8/247dabcdNfb0z8OVLBSsoaVi7BfyRNVFhlDCLbRxYio7xoYyNqMwFl9XJM2aUC6GXsza+nMk16+iEL9ONZ5yg5O7a27JdP7SZ7JICwe0VElOjcEhkAaQeapBB9g6odTZY8ky3VZhKmcmggJJDRtr145haLlC0hWT2YFMj98aPgU3uM4gFOhoLew5g6I5bZxbSNMQhM/pR0s2RjbEcmVqqmfazZxij1+RLZxSoVsw8mleJDh5l3yLSifoqC/PnU7uSHImhVdnWtAKuQbUnmi5GCLqCAeigyxJnYjtS2P0THieXdNCu7ABj1jwRZpmSW0zk4KTjj29Q+1LEcl+w2vo/Mj/6347nFoSs28v3tbIwBWChV0QWd2dWUXZNWZFcwh0l8TNlliK1qjFhKKLvUOK5WwCrDcMZ3JZbTjkLTrxqN9U+i8xq5LyI+RUMRPQyo+WRlBEgBpIcA43CH70Puhita5sKsNkE2VZDtTisqSf2kc3pEkjARKivITZuKnaw6ZvLnWKNMk+JQnYNWgWgbY/w+0+1QZAdjApK5KrNrBhtjPLOLMyDjUhZTabrjNvrYMlWMFEXjI+j69xeBH9gHsYzIOtnbTx/39CUq87HqBMCA4JhTVH832Q8ZB2s0wCe2wZnYnvyoPA2ZJoJAdHeRwokxpH/1vdZG6jEfO39jYxRECCMUiuwiZZfMZCFTefDyqCGITWaeIcRJeUlFRZR6q15XVW+pwiMv7YW39UawP42BbZ4gol9IunaavJ6aMONIZnuids9B2YWgCkiJzOe/CucPt8QUQ9HzShTVeFSWW63s0uHtyfuUigZIL08qQykMgcf37zXKNTG0zJCaMpVHsPQ0ep4AwGQjqeIFIkt8kzpOvxzgpQNRxULuRKRTfYqyvIQEIACVMyb7B9E4//FkaVQ27JZ7sVyCLHZFBRFqVbSFbitzyJIJgE/uUNe0zXM/kwWrV+GU94PXJhD2bwB4ishNyCizq+mFBKtPQWZ6E/0SVWN8aJRd8z7KFZd/Ert27cKll74X09MzPwwsLCwsLCwsLCw643Of+ww2bbof3/rWtzAxOTn7BkcImPoNmP7x91B//gtoWXmUlDupfKS4aKesaEfQ1EsQ3lLaxMvT5JOlAOh1lVWMM4TLV9KEcGyEbCW6ql48n6Y+qcKzpykcPWxSgogAMu8B2rGlQpPRrOyawcbIwpDCnKsBkFbElLLNsFDbGFX7K/SGHSIEr42rCVAGqFOYu0zlE3ZApqqtSTAqBy8lIASpcKBsjI7bvi81kdTOxqhsfKJ3gM6t5sdICK2gUSq1GW2M0QQ+rlSg4wiayANGGSKKy8HLowjRC1koGhUTCxpg1bIiP9q8g4+HO7dT14WhmvilABYAaaUokTBkQfq+HyLsPw7OyP1gQiL7vk/Avff21n21gXvHTfDWHQ82Mdr6oe63kk+knIdEG1kYQigCt1l50w6G7MpF1jcWI7viVkhD1KjPdah5IotMKFVU7DqGfevhjN4PZ3yrmUxX33kJZG8XRDYNrHkCWGUSQBomswsgEqbWXvEUD6zn5WGjwhLZvmhMC63A038nAitekU6HdRPhoEguoUgynWnUHGSu1SJhI7q3uSSV0VyVXX6VxmuGiF7erLZqhvAh3bRRdhkCvTQFoZRdoqsH4YmnIly2Aplv/nfUV0GDLMAZOh9WlxCpAuqn/QsyN3+R2qxD1Jusr6w0bezSsrcf7n23QqSWwLv5jy1NNNbd+AsAfV6eqowrSJUoNdmVzUGmc2ClA2RTBMhOjei5SYpAn8guQYq/sG8jqs9+p+qbAAxA9oZPY3r5VyFXclJlqswu75Y/Izh+o1HnAoBMd0ftnouNEUSGoi6BaWasivHcMtG1QvUvnTObGFPLe1qei6w+RdVEM91mLOvnPj+wx9yXYmgp3NtuBrBGbciI6IYDjNfRnEml7ajm3lfjn1XHwPwqnIltUdu5Z+x+pOwahy5MovcTLl8V66f245qUXcWI7KpW2q+n2iqZY0L93d03whfngjVaf4fITM7si48/iLB3HaTjRSq7Or1IabZrs0YJUim74jbmru+/2FybQ415k10bN56E5z3/BSiVZpF4WlhYWFhYWFhYzIhTTj4Zp51+JsbGxg53U+YFZ8t2BGumkLruKkN28UqMEDA//OdIdtWmId3V9A8vSyodllLl60ETCzVZECtWg5Wnkfrdz+Hee0cUiKsDgEv7zRtvXhlBmC6CNXzAQTThDgOg4AFjyqalQ5Ob3oSzWZVdLlg1gMxqu5pWnCgboybZKmUQiaQmPGFIPEK9AThpIvj8WFaQVlQ4HllL0GRjdNL0Zrzd5DBBdjXZdWI2RjY5AQTJypnSTSNUVrKZLEU6swtAi40xYS1T/SGyvfDK9yPEsaRcUmRX5n//B6xcQuWMi9tmuLADMUtcBxsjE4KUXSmASdVvDDSZBBEwhaveAv+Ys9V5dVb7NMPZuRX5T7+/7Wd6Yu78ajPQHUCe15OchIahyeyai40xyuwqGBVOYrIqYoRZzMYIgIgR2WQjEso223QdU1uvppB5AUBKiKVLIXtzYBNqcl6pQqJbkU16Zxyothc5sPoE/d+vAn7Z2BhlugiuJ7Qyyu9K2BidDFioSK4qKf8MkRoS2cVU4QkA0RjR9jRDLJQjcohLgHm0zUyErakaVyNyXammMIuYg8WVRFLGnjvT8NcdR6fb3Yva378QzrYtcG//a7SxCMEaU5BpRfb4QDh4EurH/x28bddAMgdcZ3Y1Z9SVJomo4gyitx/Zn34W6d/+tH0btTKrXWaXw0n1FoaQuTxEkRRFMpOD9LLg0wdimV++UqDSfrK3/A+dRrrL2Bhlui8iIdUYdUp74UzuhPD76PklKd8qddWPUf3HVyTaKnSmEzAzORk/v0YJMlWAdHvNMyZ934+RuucPKD31kxDF5bRcn0cYgtWqSP/sO6i9+NUJSzCvTUCmC5DZvqj4glJl8QP7Et8JfDxWMAAAPAle2ofUDT+BlDE7IBBlmTXZGBkAb9cNcA7cGT2fuUt9ClKj8dpYRKYqEk8cszrWaR3IrvI0xNIVgLIxaqtoCzTxxB3IdBFMBMjc+mWIu5YbC2Ri9WzOfBc641vhr7oAvDwcKf/qPn3nNttp61OxzC5t6QdYpakfDyHmbWPcs2fP0ZcrYWFhYWFhYWFxBGLz5s3IZrOHuxnzBt+6A/wv+8BKUUUtPhWzeonkD3wDKdtFgpBqxCNiQLg5mnwilVynQj+2w2NWg5VL4BOjcO+5reWYvBzlMWlLFapJhRaTAdg9YxGBpsmuTpld7QgSndlVDSGzGUjElV2qGqMKoGb6JbGpIqczmeqQTqqtsgtQKiUou2UYRAH1XkZlprQqhuLKrkTlPGVjZJAQfQPgk+O0Pxldq7D/OJSf8AHz705gUlBQdX0avNH0AjxhJ91p7JCsrCxA6bTpV/f+u+Hs3t5itzPbj4+DjddpctbOVhn4dE2ZC+QdQAZGlcIndzS1q8lGc7AwhK4LVtVKmNi+wyCqojaHgHqj7Cp0mUljJ2WXmTjqz8NAZWzF+lBXQNSWR79KVdy2X6tylWSyX6tqn+VWCxyYk1DzxcGVGoZXRpSaMjbm4nbmuPJFBmTdctPR9aop0kvfB2EYhdTraoxOk7JL32+NUkzZBVJcOm5HBQztX10zvwo4HDLjAvUwUjV1gj6mCAEklV1mlb4BhCeeitR1v0k+70IBXt4HZ1oFk/vc2LzC3rVEQjU0Yd5kCdNh9l0eKdDGOhMGxrobJ55N+xRJLwTE0LJYm1cADgef3h/ZIKWq1toclh8LqBdOV7Q8dm85I/eC+SGMXZs5YH4Dxbe/EoVL3mDWk3GyK5xdAQkAzC9DprshUr0R8dmowR25F7wxDdF1jFH3anS/4llI/+5nMNVw9b7UeA17VpuxbJRd+0nZ5d1+Ey2vlMDCBnh1DCyogzkSrD6F7NVfjL4j1PPUZJnpezmmPM798UNI3/8zap8qwCAziiz3K2CVUdVvoq2yq9PzhJWmk5ldHW2MEckmU0W6f0Dfc7KrF8G64xOry0zWqEidsS0QhSWk2NLfP3WVQdk8ZhvTEM02xocY8ya73v+BD+ID738fBgYGDkV7LCwsLCwsLCz+ZvCf77wYn/vsp3HRRRfhpJNOwnHHHZf4c6TCkDpBDe7m++jv9ZIhl/Qks3my2cmmwmpTgJsi54bKEJGSkaIEAOoB2L4RsoYNLklMLA1MJkpEummViSGA9Ft2EcK59QC6X/pUQEij7Gq2MZp/t5tchALgHKxco0lqJmsmXnx6L3h9BHxsHx1fqyrMhEgRQPUG4KYBLwfWVtmVUjZGAEFogqelm1Wh9m3UTtMlQNK+4wQFM6H8NHlhk+NAELN/NRN6M2R2AUQwOM0WRiBJdpWHkbnrW6oPYpPzWIU62qZVgQSQ3YZduwd86x44+9scS2c6SQA5lefkl8FCv5WEMwq2RSK71LWWTro9QREKSG1jnEtAvZpMSs8DH1UVDWPh5nHVhFE0GTtoYJRQBjJQ69Eyb8d1KP7gJeCVYfDyAaOaMvKtmmp7RRNoYZRJJBm438ESpQkCpdZIkDtCRAR3zEJsQqq9rCli0E7ZpdVpOkdOZgfIsmj2H0bb6P07DJCgDKQZyC53+B5k7vxfyqjSAfW1cHYrnSGqJ6JzRJLsktkcpOvC2fFgYlMmQvDqMNKbf0AkBzImwDvsXadIRdUfTcQBn1bH60kDkKYabVu0sTEmssgYPTvEkuXRaQ2uBzjAJ3dHhJ9QJGUzER3Woat5Si+yIcaJZGf4XhVcDnp5oQhLZ/d2OHsiIlrb3Kh/5nZvskYJomc1VUHUhIseC/VpqsRZ62CT088MvS9VXVR0rzJ/h6puyYfp+Z353y+qdav03BvbAmf0/oj4nBiNnit6POiQ+5kqE0N9l3IPMt1tCDpv5/VIb/oF9bsaD2JFXNnVnjhi05MQ3b2QXT1glXLnKrDxzK50IcpgDAKEq9eh8ub3JtePVdB1JigjM+xeGT3XatpG3aRGrE9H1/cwkV1zsjHed+/d5vtOSolisYBnPeuZmJ6ehu8nT+rEkzYueiMtLCwsLCwsLB6O+NEPfwDHcXDuuee2fCalxJKly9tsdQQgpAkrEwFSv/oBgte9E6xWhTOxnUKmOwXUdyS7JiEdDng5yIyy+AQqSFkK8P1T4Lv3Q/YMAI4D769/at2JqtTGyweiRYbsqkHCS2R2QVK+DKuWTWbX/GyMalIzXQIGAZkrGJKK+WU4o/fQvpctAy9NQeCYKAdLT1YqVUgnDenlIhUakCRSJAConBltY3Qz6GRjdDbdD37VDvDJ4SbiITDWNQAUEh32RiqhZhJoFksRq42DT+1q/aApJyx929fgDN8D9ATQmhk+lcyFYSKEbFvMQICVfaS+8xuTY5XYLqAqjlJIIOcBk0DxrS9BsPbE1nXbVPA7KOj+YQyspsmBuIUziNkY53BMv0EEAmfge1W/xsnXeBi7yrdCXQWFKxVUQoGoiYoYIaSLNvDKCPK/fy8qp7wFhp5qUnYxISAaQ0AmDek4CeVhHFoZw8tJpRGvjkXKoFjfsDCWE+fljFqxmeyigHpB9xl3Id0s6ic8E96W30bHNqqesgntpqw8SVlQYZTj1NJuv4LMbV9D4zFPoQVZl7KHZlEXGaK/Mg6J3piyq9X+yHWlWI0wBLgDsWIV2FQNMt1lMqtE71pTjZHWbSIOplSBh540GKbBZiC7ZlR2SanC5H1I1wWEBC9PIxxcRyRxbToqlqHGT0sFXdC9B8YhvL7og9h67sh9gC+o2qwLk7sGAI11T0RwzNnwHvwNRCyza642Rl4dh7/qfCr6YazjavzWpwAck1QYxiFEom+5GnfSzRji1tm3C86+3XC2b6F/796O4n++Cnz/XoQXnAh37y3wdvwR8tEFiKVLFJnbpGZuKLLL5A52ODeVSSezvYZAZWEDzsgD8HE2mBoP4fJVxjraiTjj46OQ+QLEwBLwic7RCCaziztG2UVtoeWiqxuSMRMRIDNZ893IJ3dQxiJ3ARHLCgzClucckV09iX0/1JgT2fWyl79i9pUsLCwsLCwsLCzmhWXLVxzuJiwIvLTPEB2pv1wD79YbwOo18MntwPIzO9sYO73drkwBjKFx1mOBdF5NsHS1Qx/OL26HM/oAGqc/DQDg/em3LfsQWbJLxJVdhuwqlyHRE1WxEn40+S6XZrUxImxDxOg3+JOTkMhS1lJ8Yp9KgR1QeVaa3NH94aiA6moN0AH1ftzGqCabXlapsSizi0lBEw03E5V+b+7LMAAbrRliI2qvynVSqeN89ABEsCz2+dxUeBq56z/elgBJbCcCMEh4u29EUDwlWmdqoqltfvuxoQmqoL0dx7vhGohlvcDSQQACfHIC7pZ74G65p3XlpgDpg4Wx/XBu1BcJNY4IIT0iYOdkYwQptWQuD2cfqdhYTF3Hp/bCmdiO7A2fBlcKFCYl0r/5CZxNd9J4jIfYm5B3TXYllVm8pElhCVQCsEmdv6NINyGAAz5kdhkReh2VXdSWONnV9e3ngckQpSd9JMoqMnbZwFwD6eWNsssE1JuJtzBEi2QuGsc+BfByyNwZq6Sp9x1XdqlaFiLb11o8oR3CgPaT4aRum035p8guXhlDiN4o+0vZDPnIAYiBIfDJcfBmBWoYAI6D4NgTwfaOQma6DdkV9qwhW3S9jY0UAJtS93O3RxlU0x3IHCDK7IqdC4sFuINFWX28NAVUyhCDq8m+GMsGZDprrR1REwYA8yC9Xv1IiYgnAHxiG/jYbsjaMginB1IXGfByqJ71GsBNU44ei1Hyc7w3vR3XobH2sRQQH9ZpfIaxsQBEeXHNfROGiUIO8aB0rvLn+Ogwim95WWI7Z+c2AED+9xebZYX3vCaqXqu/D/T9ZvL0mipaNrdHjW+R7TP3AICIOFLXTebzcLZtQbhmPdCumAcApqpFhmuPJeVuJ+i2ME6ZXfUm5TFjkMVu85yWmWykNhUB3D03w19xTkQwygBoBO0zu9R1n6ngyaHEnMiu66//s/l7NptFtdr6heM4DhzHaVluYWFhYWFhYWGRxDve/jZ8+CMfPWTrH2qktv0BqW1/MP82GScqJ0l6KoesmUDpMJFktUnAYai+4T/Bf7uJyKgGZWIxAPCyYGENme9+FaJ/CLyNiiK17WqI7pXwtl8b7VerpcplAD0xK1WMBKiUEK45FqxcjkKFNZqtKHEoSyCbGDdkl7ZzQIaQqTSYqoDGpyfoV7e2b+lqWZUKZXZ5+QQZoSerIj8EHYSNQE9+ahC5AYR9G0g90dIufV5JsotBmjYDNClnXs0o4syMVWMW24mudtiCuHWqObBdL2+eqCulXcd9+bXWzwBkvv8N+E8/D+GZJ5AKbHy07Xp0jJntRAuC8AGeJoIIaLIxNqm85gBWq0Lm8uD7WhVzzuQuFH/6ypbl2a9/jrYNgsS5eVv/AGdkE8L+DfS530RMxtpUePurAOmhet5/AKlu8NIUQm8NWDAOoSernciu+jR4bQLOeGTZ46qAAYvdZ+b/YczG6HgxZddYsp2hUoooG2MwuBHOyH3g8XBrra5slKL+VjlkMtMNNrmzbZtb+kEKOJUHICeLcEcfmHl9TWqURwGsj+43RWw5u7YR2dWs6lLbymwOYtlK8Dv2Ue5UpgesUTb2bdZB2cUn1bOsNw22czRBhDYjUna1u4dVflY8ayyUEN39dI3DIKEMY5XRlmcJACDwIXkWkCxSkMbvfSlQ+OXbMH3hFwGnB7pKZ/24ZwBeBplbvozqWTSe03d9G/66J86Z7HJ33UC2eb8CWclD5vORwk5XYOyk7AqDZN8GVap+66Q6Wx87gGlVJWJkjikeoXMig+TnzRABvfDI9oLHn6mmgEKUIefedwfCNeshi13NewFAyi4ACFeth3fz9Z0bHrcxporgJbJryr5Bs4osdgOG7MolVM/etmvgrzgnaVGs+W2qMca+pw8T2TXvzK6f/PiHOPPMM1uWn3nmGfjxj364KI2ysLCwsLCwsHg4401veuMhXf9wQRMgMkvWFgaZzH7qMJnhVZqYSO5ArF5OVqKybyZIIj9E+U8//j/kvnxF230wv4LsTV9IhLbriTErN725FoEh3liZlADO3h0t4fms3mpPM5/pSc44TUJlvphUdrke+OQ4ICX45FhiP6biVbUKuJkWZRef2AZe2o/GhqdFBJWxgdXQOOn5kF4e6Vu/0toR6rx4tdXmxI26C+Aj+5G+83+RvuObqk39TftZYMZKIjcq9ve46qiJ7CJLbJs+1sRCB6JFHQQy5wJSwr3zpo5rNU9GFwVGeaaq1nUg9+ZkY4RSg0gJvn9v64ezkXTa9qfgHrgTqS2/NiqQloD52PVIb/493FEiTmWmhxQdUm23RV2rTmQXJIrffzHcnW2sxVJEY0ATU7oao2lHzbSPiTCW2RXQPaYC6sP+DZSTFN+9q0hjPxZQL0OyMbqZOeWzGTVeLoXMjV+FM7Z5xvWlVpCWFAGk1aKKgOd7dgJCGiVQ87HCFashHQ6+fQdkuhsy0wP3wN3ROh0yu1i9TLbArAtnVweiWaNNZld0Aloxq0m7EqRMASkHLKiS8imInnuFX/w7Ug/8ss25NADhNAXwNyl7dP6bC7KiMgeNE54Fb8tv4e6KxDSpLVeh6/svalu8pB2Y8JG+57vwdv/F5NZFmV2K7OpEXDXZGMnKPqG2mZhjC9qgWTnanP/YqQqsUNbWbH9C2WXGcyNS5OmCLLLYjXZgEzQmZSoFNoONMRFQn+kx5x2uWhudTld0jHhAPQB4+to5KXMOrO63POd04D+tcwRndsVx3HHH4557WqXBd955F048qdUfb2FhYWFhYWFhkQRjDJe8592HuxmLDmf4XmRv+RK82OSISVW1EOhsY2xUomyeFYNgMgQ/sBfC3QD4LqQD8NL+ttvOBF4eUf8vIQSAVFq1I5pws4qyvexpVYFENsZ2yi5a5owdQAggOOVMNE59NOTtjHKk0mmwShn5j14MtmcceNqLIsJFWXdYpUyWRDeTrMYIidSWq1A79SVg9SoQuNGb/qAGCSB/zWVwSq2kiCGIqm1sLCJA3MbIR6N8M5Efant+84YuFFCbiKq6Ialu0gRjol1tM7vUBDZor+wCVLB32gGrjSDz4//r3C6T2bVIAfUgBY1M5Ymkqdc6q7mCmXOgDGpV8NHhpOVMYzbCLGxPGEpXheQ3kV3Gfqcrjir1jsj2wiltgTt5LdJ//DnKeBvYDftblWHxfbWpCkoHD2M5dTEyKq4A0gH1kEht/hXcvbepfSqiSwYQ6R6I4jI4Taorbed0hu+NiD4pouyyuYxh1Q/SdWe2fino+4Rp22aTsotPjiPzs2/D/esf22wcWdz4rp0QfcdCZrrh7L4B/oqzaR1NkjSTXUENaISAw+Fsn5mQY5DI3P5NuHtubvuZyA+CCXp2sOlJwBsEPNA9EkQ2Ripy0OHaBgFaKuaKZrJLjRmHA9yBv/oCiFw/0vf9EHx6L5hfgfRyCyKZdOGL4Dmn0oImG2NnZVeSFKZ1J4DCUOdt5oImBaNRZLlKW9RR2eVDck9ldsUIKqXkjT8LnC2baFedyK5yCcz3qcjFxAwqV/UdIDknZaG2RZdLQA+9qBJdPdHq2aSyi/kVFH7x+sgmLAVVZGxWIyrFGK1zBNsY45iamkRfXx927056oHt6elBrY2+0sLCwsLCwsLBI4lvf/jb6B/pnX1Hh29/5ziFszeKBQSJ993eTC2VIKhHGOhMNWtnDXciBPFh5HM6eexG6p4A5LoAg+cN5rvDLZAksT1BTdEl2EVm+9ITMhILH0SE/h3ambIzTI2D1GvzTzoYc7INXvp4mwl4a8Bvw7ryZQvuBFkKHVUoma6yZTEht/hX8tY9D+ub/gT/4JLhbaaKfeuCXYOUDcPff0faUpUM/7xNv1RV4aR9EqCbrTZa/FrJrgZMTTW64+25vUn3ECI7mjUTQ/nj6GnXI7AKA3HUfhLy3F+6+21oKDCQgI1XfYoFVx4DcACkF67WkGmchNsZqpW0QP4DZlXZNVebMZi4RvC35aoEme8vqcyIJpJeD9+erASnh7fqzuVadAupnhK6miJiyLvQTzwGTTwcge8OnYucjACHARIhw4HgAgDOWJLucia3o+t6LwKujycl5Qyub5qAmiSnc+Aw5WM3gFWW7VNeZK8sym55C+uffbbuN98ffAWEI986bEfKTEWZ6IDO9YNVx8MoIRG6gY1EM5lfBGgLIcjjbZia7ACBzxzdaFwoJVpuEyPaD9W0AwMBKU5B9KcDxAUhlY9T27c79x0bHgYkVYI0yWFiHyPa13lv6+ekAwZJTEfauhbv/TjgT22jx2BaEgxtbVYfzAKtV6Lz0v2exMTIRttyPvDaJEAep7NLPKmNjVEqolJf4vLU9AWSmB5K7Jiw/sb4mzaSMMrTc9hQOA8AmxiAHl4BNdCZudd4gHFIV6++K/IfeAdHbj/Kll0PG7qd4QL2GO7op+ocMwXaOwL331uRxytELqkUrDDJPzJvs+sEPfohPXXE53vLWt2Lr1m0AgNWrV+MjH/kQfvrTny12+ywsLCwsLCwsHnZ4/evfeLib8NBBhOBBDSLd1ZloCGhSLLkDcAdsfALuyP2ouxlI7oGhlvjhPFcwAPk/vAeyx4WPJ0b2QRFE1fnUZN9pp+zqoLKgZZQNxCqTFHI/MATIEE5qN8AZpMNN/g7rYCtipWmIwTX0jyabGK+MoPjjlwMAUlf8xSxP3/O9Gc9Zpnto320mbsWfvRoT//Br+rzpnDK3fwO1k18AUaQKoAsNFJYqA8xpJuNmIHy83TdCpgptdqa2mYHsSm2/FpjF1QUgpixaPDsNr4wi7FcTuWo1aY+qx9oczK0vMz/6344qsObr1fK5CNuOU2P1ayYUwiayS+8nqCP9u2hOp/OkZraSztCmJpUVE36yLTGyKwGt7BIhRGEJWFADb5PBZQoxxPu+OgXAmdsEO9ZnfP+eWVfP/fHDCAZPAlalE9uziTG4D9wL58E2OXoK7oOb4D5IJIE4YSVEnjKSWG0CvDxMpLh+ZjQXNQhqQD0E4MDZOkuuWAd0veZ5AOOonfpq1M7+R6Anp+yXGTBXAIE6H6Ps6tx/7p1bIMf64Ixvhcz2ANm+REA9ADApyXI5LOAf80h4e25G9i+Xm8+d0QcgisvmbF9si1o1qRpVYesmdL0ZbUhhViNiqN0LgrkisknTeE/9/hcQg8vg3HErsPQlMyi7wkgtGC8q0pTZ5ezfAyYlsl/+FNy7bunYDj4+CjG4ZGYbIwDIMHrRos9/YhR8YhRsasKoxyRjpFKudr7/mQjh3r4NmV8mlbU8fp8fLcquD3zwQ/joRz+CP153LXzfh5QS6XQaP/3pz/CeSy49BE20sLCwsLCwsLA4aiFCoFEG8/Kd326HylbIXUjGwcfG4IxuAhiHdDLg/v4Fv/13998BES4BQEG7pk2a7CrPZGOcIaBeSiCU4DUiu6AqOgannAl8/+u0jio/byaPLWqNuinNviDlTBvo0OD5WnJSm3+J1OZfYuIlv1Y76hyAPRO0Csfdf2diOZvBypfaclXb5VFm18G7R3htHM7kDvCpOVTom+s+te1I2xhj1zcxnuZoY3Tvvb1lmbYlzZZ5k/7pd8D37GizU1Usokk5qMmU+CS28Ou3JCfcoCqLYVOm3JwRtyzG7Ix8bDN4bYIsVEEbyyYAZ9tmsHIJgXwEtWNyB2UAdkC8wp4zfB9CbIRIF2dtYvze5gfaZKU1gVdGkNp+LRrHPN6cD0Dju3DZG2fd3uxnKhofvDoOXj4ADJ4I3sE6zSCpAEadg43Mn/gHyM4NANnr/wvBo4+Hv+HxYNUaJMsCHgMCehYzvwpem6A2dYJ6pjlj9yMc3EjL2hAaxXe8Eo31TwZrlOHu/FOC2Erf9X9Ibf3dgs5Fg1UriftOh6J3JK504YP4PmqTRNTNQKrPiqbMLlarIvu1zyDsXU//7kSyCz9GdkVqLGYKktD9wfcREZv+/c9nbIZW7PLZyC4RQOb6VVsnkvuYmoQsdkOm0mhc+BRaWJuB7JZi9kyuBX6fHCzmTXY1Gg288Y1vwrvf/R6sW7sWjDFs274dExMTh6B5FhYWFhYWFhYWRzMYBOVMBbUZA6OZCCCFC3gMbGQ4CqN2CuClAwf19l8H1Le1MU6NgzUa4AfaqDpmUHZJ5gGhBKtPmv2z0jTCFashhpbRv7VKQ4ZgQrSopXhtHNIhJdSCyIQ2SD3wcwTLz4Qz3qYa3FwgJcDYgu1+6Tv/D9JJg082ya10Bk0nm17btujcmoMnu5hfQfEn/3rQ+0nsU5NdMiSbT5xwiQWUz9XG2BaNOuB5s+ZPpa79ddvlnTK7jCIpdj3cA0mCEgB4+QBE9yogbE9KzQgpWjO7hA8GIPvny1F+3KWUl9QG2f/3BQBA6QlEpDjTsxBRsf5xh+9DmNqIYNkZs7cxXjhhJhtsp+PNsfhAM+J5Wqw+CaYzCY11unW/fO84ZMk7OCUU6HnkTO6ED0CKFCQvxFSUAZgM0fXdF868E040gjO6GWHPGtXm9uO8E5nN61NAfX4VEJvBqpXENXCH70F6009MZeCWYw7vBR9OWuLdPTcDbvbg+rVTtdfm8d8EFlN28VrMeqifGSrf0dmxZU7N4KpgCpsxswuAFBCqKAlvJrumJyG6e+A/6kJU//m1tGwGZRdl63U4v3oJMl1YVPv4fDBvsktjenoat9/RPivAwsLCwsLCwsLCAgCpXoIaVfrq8INfdPfSD+ZJAWQBPjoM3ijBuW8b5F7XVFVcMPQPda6mMzIwk7vUdb+Fu+nutjYxY0VrN6HlHhAIsPqUUYd5N/0Jjcc+FcHxJ9M68aDxoNoy4XFGoupyi6Xscia2G/tjJ7j33dXxM+ZXIFP5Bdv93JH7UPjtO1o/aLLNzQlzyOw6nIiroNK/+gEQD3GOhf8vlBABiICR+cKC9yE9RXZ1sCHyWVRCvDIM+JWFEQEysowxGRKRqsaVt+vP6P7Ws2e1R+pnBp+exWIYU5awRgWZu78CZ6pNDl8zNOnXXDRhFvDRYbBKObI6zxMMEtkbP4vq2a8Fr4wYFZV0lPq02cYIgN+xE8Di2HCZJHuc8IYgQ0bVFYE5jzPRtQIA5ai5+SEEy85osTE+FGC1auLZzfwKsjd+tuP6+cvf27LM23crvH23tll7HhA0vlvUh7PZp5V9n/nVZCEO9bx0tm5G9qufQerqX82pGXzkAPXJLOOZyTCqmtykguPTkxC9/QjXHR+tPyMRLDqSXbwyjDBdWFT7+HywYLLLwsLCwsLCwsLCYlZIyoBhQb3j210+sp8qf+2YhlyeN2/eCx94DUoXXWHUTwtF80Tde/D3cLWFw2/A2d0+9EnbGNu+leda2TVllF3u/ffAP+t8BKdSZbX4hINP7wEvJ0k7o17D4im7ZkPXv71wRsLJZDQtcqCwqf43H1JBT6AWQdl1KKBDymW6CO/6ZPU9FrftzLUaYxvozB62QBsQLx+AKC5vsVHx8RHkvvgJeDdcM+P27q4bFnRcAFFFRcCovOL34pxywBhVs5u1QEVMPcf37EDqrmvn1ka1XbPaZza4D9yDrlc/b8YQ99mQ3vQTKjghfHBdWdXLI/Pj/4N7z22tbQ2qRlF1sJCZFIX/F9aABTLKMJyjClE6lFnGJ3ciPfkteNuvecieYXE02xgPF5gM21sVjY23U3EWNf6qSduhJvBYGCD925/OuR2pq38J997bZyenRUiFCoJaokgEAMrsWrkWwbrjooV+52dY4j5vAi8PI+xd29nGeYhhyS4LCwsLCwsLi8OEF7zg+TN+/p3vtK/qtVCkUil86IMfwDOe8XQwxvDDH/0IF1/8bgRtVASLBhGChXXIoNrx7a93x03Iv/MdKJ93MdhQFqkb6Me9O3Ifctd/gvK7FhFzfotfnyGzCx5YKMFjyi42egDOtgfgn/ZIsEoZzvaoalrhF68zExA+NQlIGYVrAwuziS0AXFX06gRDQCz25ETnb1XnPiF2xjYj9eBvZ84OOozQ10/nrnXEwRAiP/0OKq/8jwVvn7vmfWRDbINO1sc4vN03wNu9QMJLhGaS7+6+EekFEDVCkdJ8NhtjjAz0brtxfm3E/MkuAAdFdEX7IBLB3XMzMrdcidT9vwC7pz25y4IapJc76GMCgMzlgbABkV8P1BvR82eOVs7879+FsHeNUTI5synvDhG8a34NZ/vcLH6HFLEcyDhM5dEOZLX+bnHGmipsarXaPBWdrFadW3/IEDLdC15qVXayqUmIvgEgnUHmR/8L0T/Y8YUQ7Ut0JLOcA3fCX3E2MEPe3qGEJbssLCwsLCwsLA4T/vUVSbuZ56WwZs1qCCHwy1/+atHJrne/62Icd9wGXPjYx0NKgc999rN453++A+993/sX9TgJyBDMr9GfGd7Au7vugjN9ALnL3gRnLPoBntoy+4R8LnA33Q3n/s72vXaIqjG2+SG/vQQ2UiOLl1JK8dEDcLZuRnDyGXDvvCVpr4ltWnz9i1qPNa+WHToYdcZik121KlLX/Qbpn35nzpvw2gRyf/rY4rZjEaEzu4SqgNmM1F+uQeNRFx7UtU1d++s5kVKdwBsl8OF7DqIFB4GY2sWZ2gXn7rlfew2TZ1SamexKKMbmYS2UaQrw1wHghwsMEpnZ+sevAEpRdbCQ2RwgfEgf8B78C4KNpyL9yx/AmUNFSgBwJrfDac7lOwxwDuyFM4fCAocc8WIMieWK5O/w3afJS3fPTckPtMLuYPL+ZgALSM2VyAlTcDbfS2QoAPfWG+Bu6VxhFMCMmV3pu78Ld9/th+2FhSW7LCwsLCwsLCwOE5705Ke2LPM8D5dddikefPDBRT0WYwwvfvE/4QUv/Afs20cqhvdccgl+9tOf4P0f+CDEIqgU2h5XaBvjzAH1vDqKrh+8+JC0AQAK71uAOqZRpzfybSYqbLgKDNMkm5WmSKk1Ogxn2wMAAO+2zmoYFlPSZW/+H/irLph/2w4Rsjd8GrVTX7zoSjMGIPeFjy/qPg83dPU0XQGzGdn//ijS3/vaQ9mkIwqpzb+GyPYe1D5kiibdrDx7bl/qD79C6k+/ndf+nQc3IfPD/4f0zxf3xcKhAAuqkLJrUfYls3nK6WqESP/uy8j+sTqzesdiRrBGCazeatFmjTKYXwHrkDsZDJ0EIFmwgD5QttJDpLr2tl+D8JQXtVWceXffiuzXP4/G4582Z5VYxwB+SLiLrMyeDyzZZWFhYWFhYWFxBMH3fXzkIx/F1X/4Hb70pSsXbb/r1q5FLpfDbbfdbpbdffc9cF0Xxx9/PO69997E+qlUCqlUyvy7UCgs6LisMgJe2gd3kRRaDyUYgOy3vgR3FluUd/3vwUcPgPkNuHfdgtSffg/v5uvndIz0Pd9D+p7vLUJrFwfOxFbkr3nf4W7GUQFt4eqUPcWCAM6+3Q9lk44otKvuuFC0BH+3Qe7KT85/v0Ig8/2vL6RJDzlYUGup6LpgZLNg9Wlkb/gC3JH7jhhl6dGK1AO/hLez9ZnPgiq6vvXsjv3Lq2MQ2b6kpR2Au+ku5L50OdgsBSQWitS9P0TtlBd1tMWmr/oR0lf9aE77YvWp1mqvRwgOO9l1WLIjLCwsLCwsLCyOYHieh/7+/kXdZ29fH8rlMvymoNmJiQkMDg62kF1vfMPr8ba3vfWgj5v/7X8CmNtk9UhE+uftiajiz14DkRsAAPByCfyWv5i/5z7/kYesfRaHF/nfXQw+l6p/FgtC4ddvMffZ3zpS9/6oo4pwvsh/9GL4pz4S6Xu/vyj7+1sHEz5YZaT9ZzNsV/j569oWHWCBj9TVv1yk1rWC16eQ/807Wki2hSB3/X/hcGVyzYbDTnYdluwICwsLCwsLC4sjAE984hNalhULRbz0pS/BjTf+dVGPJTsF5DKGsM1Lxsuv+BQ+9/n/Nv8uFAq4687bW9abDUcryTUbnPEH4YwvrtXU4uiD15y1Y7GoWEx12NEOd+yBRduXs33LkRHs/jeOxSCbFoo5F2qZBSw4MqvlAoeZ7Dpc2REWFhYWFhYWFkcCPvLhD7csq9druPPOu3DpZe9d1GONjo4gn8/D8zyj7mKMobu7GweGW/NEGo0GGo2HpkKghYWFhYWFhcVi4rCSXYuVHRFfNtO/O/2/03rt1ikWiy3L5nLsuWK+6x/sdkcKDqb9c9l2tuu20P0uxjbz3d+h7KuFHq/TOp2WL+R6zIbmfR7ue2mu+1nsa7yQfc33OXco2tAOC71vi8XinI+r15nLsebyfJ9Pe+f63TWXbee6Tqe+me89rPc10z031/45mD5b6PrtlhcKBZRKD33mxJlnPfIhO9a2bdsxPj6OU089FTfdRGqUk0/eCADYsWPHnPez0OwuCwsLCwsLCwuNQ/27i/UPDB02bflZZ52F73z7/7Bu/YbE8jvvuA2vfd3rce211yaWv+2tb1mU7AgLCwsLCwsLi2Ycd/yJGBsbO9zNOKR4+9veigsuOB//+spXQ4gQn//c57B9+3b8x5vfMuu2K1euxK23WMuWhYWFhYWFxcHjUP/uOqzKrsXKjjj5lFMPy9tYi7nDXqujA/Y6HR2w1+nogb1WRwf0dfpbsOx9/L8+ga7ublxz9e+RSqXwi1/8Eu9+z3vmtO34+DgA2PF8hMM+d44e2Gt1dMBep6MD9jodPXiofncdVrJrsbIjSqWSHdBHCey1Ojpgr9PRAXudjh7Ya2VxpCAMQ1x88btw8cXvWvA+7Hg+OmCv09EDe62ODtjrdHTAXicLDX44Dx7PjtBYSHaEhYWFhYWFhYWFhYWFhYWFhYUFcJjJLgD4yle+ikve8y4sXboUQ0ODuPSSS/Dd734P9Xr9cDfNwsLCwsLCwsLCwsLCwsLCwuIow2G1MQIHlx3RaDTw0Y9+7G8iY+Noh71WRwfsdTo6YK/T0QN7rY4O2Os0N9h+Ojpgr9PRA3utjg7Y63R0wF6nowcP1bU6rNUYLSwsLCwsLCwsLCwsLCwsLCwsFhOH3cZoYWFhYWFhYWFhYWFhYWFhYWGxWLBkl4WFhYWFhYWFhYWFhYWFhYXFwwaW7LKwsLCwsLCwsLCwsLCwsLCweNjAkl0WFhYWFhYWFhYWFhYWFhYWFg8bWLLLwsLCwsLCwsLCwsLCwsLCwuJhA0t2WVhYWFhYWFhYWFhYWFhYWFg8bGDJLgsLCwsLCwsLCwsLCwsLCwuLhw0s2WVhYWFhYWFhYWFhYWFhYWFh8bCBJbssLCwsLCwsLCwsLCwsLCwsLB42sGSXhYWFhYWFhYWFhYWFhYWFhcXDBpbssrCwsLCwsLCwsLCwsLCwsLB42MCSXRYWFhYWFhYWFhYWFhYWFhYWDxscEWRXoVDAV75yJW65+a+HuykWFhYWFhYWFhYWFhYWFhYWFkcxDjvZdfzxx+OqX/8SgR8c7qZYWFhYWFhYWFhYWFhYWFhYWBzlcA93Ay644Hxcdtn7UCqVcOaZZxzu5lhYWFhYWFhYWFhYWFhYWFhYHMU47GTXlVd+GQBw/nnnzbpuKpVCKpVqWTY2NnZI2mZhYWFhYWFhYRGhUCigVCod7mZYWFhYWFhYWMyIw052zQdvfMPr8ba3vbVleVdXF6ampgAAl112GS655BLzd41LLrnEfKaXd/p7u3/HMdNnc/kcAC699FJIKXHZZZfh0ksvNcs6rdvu73M99kztufTSS2fd51yOsZB1DgbzvT7zWX+h1/5gxsXh6NN298lMx+p0/Pkun28bZ7s2nc5jIf29GPd287rt7rH4PT/b/T+fY813nfiy+T4LDvU9Pp/jzrctl1xyCRhjC3qeHsxxDwadjqWv20zjbT77m+2zuSDehpmeM4uBmc53vufx6c98bpFa9fBFoVDAtq1bsGbtekt4WVhYWFhYWBzROOyZXfPB5Vd8CmvWrjd/Tj7l1MPdJAsLCwsLCwsLCwsLCwsLCwuLIwhHlbKr0Wig0Wgc7mZYWFhYWFhYWFhYWFhYWFhYWByhOKqUXRYWFhYWFhYWFhYWFhYWRyMkGKSTmn1Fi0MKkRuEyC853M34m4O/8jxI/tDprSzZZWFhYWFhYWFhcUShcd7jIbO5h+x4knOEy1ct7j7BUNv4Qkgvv6j7tZgdYmAJGo958uFuhsVRBAmgcv5bEXavPuh9BetPgMy1v++r57weky/66Zz2M/W8/0P19JcfdHtmQrDhJEx+6UeY/sDnIVPptuuEq9ZBdPce0nbMhPKF74F/zCMXbX+ScUw995uYfrrN6lwIpj75dfhnPGre24lMD8qPvQTBstMPQava46iyMVpYWFhYWFhYPBxw1a9/Na/1pZR4ylMvOkStObIg8gVU/u3tcB68H8X3/PtDcszg9Eeh8u8Xo+sVzwIL/EXZZ9i/AbUzXgaZLiJ7y5dmX793HeobX4DcHz+8KMf/W0bjwiej/nf/AO/aq8BmW/fsx4AP74O79f6HpG1HIhqrHwP3wN3g1dFDsn+ZyUJ09cA5sPeQ7B8AGuc9Dt6tN4BVKwvbAffQWPdEuPvugDO5/aDaUrrsCni334T8xy5u+SxYeS4AQHIXTAQz7kdk+1A/+QXI3nrlQbVHI1y+CnBdODsejI4xtAwyk0W4eh1ksQtsdLhlu8pr3g73zpuR/d8vmmWN1Y9BsOJRyP3po4vStpngrzofwbLT0f2tZy/O/tY9if7CnUXZXzNEpge10/4/ZG/8DJhYnO+TtscZWAL4DfDJ8cRy6XoIV6+Hu+W+RT+mBCAGl0AMLJ3/xtxT/3/olI1HjLLrT9dfjzPOXDzG1sLCwsLCwsLiSMVpp52KK7/85Tn9+fJXvoLTTvsbKsrj0g/icN1xEF09D8khZS4P6brm2BqiUIScZdva370QE9/8des+Mz0AABbU59SGYOhk1B95ESav/ElHhUU7iPwSBIMnzXn9hzsaay5E7awX0vWcQz/Wn/Ni+Bc+ZVGOXX/681F7zkvafiZdF/UnPxOSzUa/PfSoPOZilJ/8sXltI4rdKL3jwxD9g53X6elDuGQ5Kq9/N6Y/8VWI3CCpHdXnMpVG6V3/hXBo2UG0nsi0yr+9A/45Fy58J8paJfnCpseSc5Rf/y6EK0gZJvoHEfasgcj2JdZjlRH6PNe532Y9Fhgk92ZfsQnVl70e1Zf+W3KhExE+sgP5IzNZyHwhsSxccgoaax/fYskUuUFMvOTXCIZOmXf7ZoL0Fk/p21j3BACAM/7gLGsC/tLTIdnsYyIsHoP6hqcBAIIlj0Bjw1Mheg5eJTgTKq94I2rP+5eW5dWXvR6ly65A2LUc08+8cnHVxXq8uAsgClU/dhpnhwJW2WVhYWFhYWFhcRjw7W9/Z87rfuqKyw9dQ440uNHP0+C0c5C6tpVI8h95AYJ1xyP77SsRdq1A/ZR/RPZPHweblZrqAPXjWzrcKIGk62Hqv7+HzLeuROZnna9V/bkvbbtcprsBAKw+OacmSDcDub4bMl2HWLIMzs5tc9qufuKzESw9DcWfvXpO688XwYaT4Dxwz6wKqcONsGslpJtB5dHvhFi+Ehw7IfNFsMYsZKPjQMYn/Ir0ZLXqvNsQnHgqbd+ufRs2ovrSf4N7921wdh+ccuhQIOw6Zl7r1//+HxCcfDrCY1aDt1EDAUDtOS+BWL4S4hia9FdP/xf4656I1LY/gJUPQAwtRXDCyQjXH39Qqi+Zpcm86OmbZc0ZoAkNtrCJuCx2wz/70XC2b6HdVCuoXPAOOKP3I/fnT5j1eGUEYf8G+Medgdr5pyP3mQ+Ayfk9txobLkLjhGeh+NNXzrzemsfCGbkPTmkfqbc2nAQ2nlTvxcd+nPhKwHFabJky3Q0whrBnDdzRSBUpCkMAAH/luXAP3DmPs3rooF9EzKbsEpkelJ/0YeR/+054e2+ecd3KYy9B2LMaqQd+CZntp+0Ly+CMbV6MJrdHOgtksy2Lw+M20v+7ViDsWgGR7YXjlxfnmI4ihZ3500gmq2sO5OFi4YhRdllYWFhYWFhY/K3gla+aHzEx3/WPZsiYuqoTceCfciZ8lclUO+s1aKx7ImRq4W+vpaN+Esd/wKt2BI+8YPb2tvnxLjOK7GrMcZLhZoCGABiDzBVmX18fx0kbVcpiI1h7HEqXfBLhhiNfOVY/5R9RO+uVYEEdskDXThaoH0XvAKY+9x2I3oGW7aTrJSb5lTddhskv/WhBbZCZTIKsTXymlTGdCIXDBLkAGlP0DqDxxL+jf8ykhMpkSaVYLgHchX/cEyGzDsL+4+jYxR76f/dBkFSAIWLkQeRKGbXJAifiWo0ZrlgPgAG1CmS2F2H/8Yn1eHWM1jvpDPjnPBpi6cwko1yeR7h6fXJZtr9FMRaHyA9BgqHy6P9E5QkfAAAEx22EdBzI3oGkujBO+HQiMFyvJUNRpLvoPPqOTSxnPpHEB/M8jmOBry9m3qd6Ns+qjnPU5+4clLYhkeoy2weRI7IrLB6cYnE2SMdpq0QU6r6Cp9o/A4ErmTMn5ZqBfn4tgOwyY22BhPJCYMkuCwsLCwsLC4uHCGeccQY+/ekr0N3VZZa997JLZ93uRz/68SFs1fzROO/xmPzKz5KqgDmi/tTnoPyGd3deIW4lbNq/f/IZ8B9xFpDNQXT3QHopIFAKHLf1DfecoX+487jCh/4uit0zbirTXRBtQq2FVg/M0bYmvSzQCAGwjuHWbcGdQ2YLCY8/GQAglq1ILC+/6VLUH/+0Q3LMhUI6KYB7kNIHsi4ABpkvAlAZM13d7S13jpOYuPmnnrXwNqTSHdUimsBciCLikCJGlM6V+Ko9+58AIegfM5yPdF2AO2CVEmS6G+KsAchnrkEwSGSX6KJ7S3T3LKzt+jiKiBG9i6DsWihxnEoDYKif80LIVB6sWoVIdyPsWZ20+slQtZUqATYTWc2Qpw6g/qSmrCrudB5nTgpTz/kGaqe/jP6tzis4+Qz1OU+Si/FnbAfiUroukEmSXVq5GvZtaL/NPKxz4bIVqL7039oTW4tMjEgwiHQ3WOjPeq2lOvZcqgdqElMUlkAqIlIUFofskoyh8s//jvF//S38pbFwd87b3n8yr/remV1JVb3g7aid9Sp1HD5rpVDz/Gr6bp4TKam/Cx9CG6MluywsLCwsLCwsHiJ8+lOX46qrfoPlxxyDyy//JADggkfPrBw6EuGf8xhIz4N/1vnz3jZcsx7huuM7r+B0VhqU3/EhlN/2AcgMEVuifxAsqAE4yEwX/ePbif001naNQnGWbd22kyGplA9znaxJJwP4AkR2zV3ZBe7Oe0IounrI1rRyDYITH9FxvfDYE2j9wSiMWAIITj4dwUkPXUWtOUGRfiwjAAaAcUN26fHSVnXluIkxp+2LMp2ZfxvSmY7KLUNgdlB+HTbEya78UMfVRKGIxvlPgOgbhH/hU5H+1Q/og5kIb9W3rFKGTBeBY1wgqCEcoPtfqkw+rcgS+cKCMrM02XVQCrGDtFjJVJrGXE+OArgbPk3uGUPYszZaj9FxRDcRr+Ga9mRR1C5AZrsSi+RM97w6D389hbDz+jQdZ9Va8P1kFRUDseucUHZ12KfrtdoYM9Qm0dekOtME0TyUXcGpZ6P+5GfS/dOMRVatylQeYAysOjY76aL7eA7PV15WWWz5QaO6E4uk7JL9Q6g//R8hzxxCsPzM2EGdme8/NxWt1wEiNwBRWA4AKD/+/bNXClXHk035lqWnfx5Tz/km7TM/BH9Vm9818+jPxYIluywsLCwsLCwsHiLUGw389Kc/w4c+9GH86U9/wkc/8mFgnnkthx8MfIwyehpPfc68t5a5QkvYceLzOMHViTjQSo7+IRMAf1C2GVdndsWOrXO8miZ51bNfh8o5b4gWME7Ww6ZJss6FmbPqysuCCUn7ys9CsMXBXYBxBEsegfKjW6u/tUPl9e9G7dkvRvVlb0Tp4o+h9uwXt10vOPZEAE1kV74Amc60qL0OO5hDf7I6eykiu/QkunmCRsvchEKRTVHGmujtn/WQ1Ue/AsFQRFbIdKaj2tGoLY4wsitO1IbdKzuuF5xxHiqveRvCFashHQ7vL1fT9rORXYwBwoV0UmD1abCghnDgWEhQzhUQkVSl934GjcdGVWcld+cUxL6YmV1yoRPxNJFd8Dg9O0T0PAj7Y4SWIvNkFxF84ZqILJKOg/Kb34swdm9JxiAySbILzOlIAun2iyztnymyC44LZ99u+qwvpnCcS0B9k41RgpRdvDKKsEg2TNHdi/Ib3h2RxPNQdunr1pbkj6tt57zHztDPZV4dM8RjR+g+nsszPGwAoIIhUtkYRXH5QpuZRBDQyxOXgZf2xdrHZ2ybft7NOKYZNy+KEkRaJ+jvyKbnWNi3DiJP46qx9gmoPOpNre05yCIQC4EluywsLCwsLCwsHiLccfsdOOkkyj/67ne/h3vvvRcbN248zK2aH2Su35AIwYYTIRRxJQaGUH3hy2ZVxMhcgap7dZr0x5Z3JA6UpUb2DwEzKLsaj3nKnCbAZpLXHNbsZoAmaxdV2roIIk82JG3NkF7SRmkydeaq7HIz5lCyOHeyS3KyioX9GxCsPHdu2xSKpKZR4e31pz23pa9FTx/EwBBYpQyxJJq0STVRFkuPObIqC2q1S94hAjkITWaXqW7ptSFOmmyMfHKctpll3EgwVN/4NtSeGQsJT2c62vqORBtjsOEkyFQ0bkX3qo7raluvvvdYVdmHZ5xsu4DrQqQGARGC+RUgrENkuiDT3YbsEt09RKAMLEn0e/WRr0X1vLfMeh4ym4PoXgUxcAz8089JkjlzhCEEFmix0sou2hc3zwMW1JO5Vlr5pHKVxOpjDYkjhpbDP/0c1J/5j7H1GZBpIoE475yz1NR+1pg2y9n0JFi9Dhmz8yaew22et5IxgLNkZpebhXQ88MqIOV7j0U+C/8gLEJ58quqPuZNd+pobQjhx/FibFqEio1bcsuro7LlT87G26pcj+SUQ2X7w6X2UnTbH57/o7kV4TPvqjTKVI1uoy5NtaZPZFX8mS/28m+ke5e78rpXT5ruyGdxN5JxJULXhgy0CsRAsiOx66lMWpzyvhYWFhYWFhcXfEt76trfjnnvuMf/+yle/hic/+amHsUXzh8gNQOYK4MP76d/LV0F09WDq8m+g/ncvNGqgTtC2wI5Wvbj6ppPSQCu7BobAQkV2Nf1gl4yh8sr/gD9LwHziOLHjCS+DsGsVZCpqpwQgCksBxlA/8VnqOGqCm04SVFIpK+Zqi5JuhiYqjEEWZs4JS7adlF2SOXPKlgFAk6R0Gkhn4OzYCpnNtYTQi2Wk8vFu/yvE4JJo+cAQBWQX+iDbBL4fLkjukNIh5wDVEKxciWyMmoBto+wiq13Ub2xqAgAg+mY+N5ntg/SciEjTx+mUe3SEBdTXn/T3KF3ySQSnPdIsE7mIBPGPORuN9U+GyBcQrlgd3RvaEqqrXM5EGLguJHcgM/3KbiyJiGQMcDyIuI3RS1GeVIyQFN0rTdj3TJCFbrp/MjmU33QZGk94+pz6IIGDDc9OZ2LkiAOk6RnljG6CUJUuRd8gxHKyEMp8AXx0GKLYhdqLXgnJmHk2spIiqKQkG2Oq6VnJHHpOtMtYY81kV4n+4nAgDMDHhpNjezYbo1YHZbKGSDGEUW3ckC98RH0fDKrzm4+yS6koZ1N2iWzfQau7jLKrMjo7iaUJrLkQoKrfw+6VkKk83OG7AMbo+6JdO2J/D1etw9Rnv4Xpj3yx/bqpHL0IcXni+krutCisZCGmAuTKxjjTdxB35xcBoI83033POaTjmfHpr30CSk/5L4RLTjHHfKgwZ7IrnY4e5O9///vM32/6642L2yILCwsLCwsLi4cpfN9vWXbPvfdi/bp1eMQjTmn5cyRC5Icg8wW4m+8FhES4cg3CVeuiFWaZzJvKaYWu9p8nlAYdfqrGMrsQUp+2/GDXBEdqDpW02r2tTimlFWPmbbbM9EC6abBGGeGAJvX0BDBu82GQGaVQmatSxCi72Kyh+HGExwwiPHZw5glwE4iAyEJmsnA33Qk+OQH/1LOT66iJt/Pg/RA9fYbUEX2DFE6dyqP64lehcd7j59zWQwqms9MEICRQq0c2xoyyMbZRdkmnycbokx1JzmJjFPkhmknpscEYZCrVUbllJvJHgLJL5Auo/vNrAQDSjQKpdZU6APDXPh6NDU9D+d2fwPSHvxhN/BXRzBoNQEqj+NIIjj0Roba9qswuUYiy9QBJSiHuQhbpGSC7eiMyMF6NNdsLzBKYDQAyp4lmUiHNxYLaAqPsWmBml5eK1FbMMeS7M3I/RJ76o/S+z6DxYnq5IdMOvJtuQPbrn0f9qc9B5T8uMwonVi7RfazJ7yZlV6RCazOWOpGt3AHCEGx0OJnZlQiob0d2xY6hn7u60mxlzPQbC1Xwvia72qiFgrXHJSyapm1G2dWO7IqOP/3MK1E9t9UeNx/IdDcgJVh1fFYbo+nn2eyOiCx64SB9L7i7iSMJB05IrFd59Dsx8eWrUH3tf5pljcddhBmh7lHp8uT1dVoLFSQUqXOoxgjuzIuYjDK7ZihMoY+n1F1hL2XWSUd9Jy8wF28hmPORrv7D73Ddtdfgi1/4b3R1FfHoCy5AsVjEqlWdvd0WFhYWFhYWFhad8fSnPw333Xs3/vjHa/GTH/8o8efHP/rh4W5eW4jcIGS+ADYxBmf/bohjVpugaQBt1TONcx4DfyMFmhu1TVPwu3SzqJz/NoicypppNDoSRZoMEv1DMN6/ph/smpyRmTkEjesf8PH8GkMCMJOvo9/SO6P3xwLoFdkVm9zJdFdkL5kj2SXdLMDVvorticB2CF7wGIhHr47ly8yBTHEcIJ0lJVKtCvfOmxGcnAyc1zlIzrbNAKLcLtk/CFQDSMngn/1oVP7t7XNu6yEFV5ldCAEhIb1BVB/1rypfSAfUJ8emtmglrLPquomeVsIk7FqBqWd9FWHXCsqnYSzKATPqsSalRToD/xFnRWTXLJld1bNehcr5b5vbOS8QyfuVxjmvjpkKewAQnHocgnM2kKoLiO4RfT8FPhEcTeRd6dLLUb70ClrXcUhx5WWM3ZgptRK4C9nVAz42AunwKBfOi8gtke6BdGYnq2W+CIRaK7NAskuTeQtUdsl0ZGMEcyDTWbBGGc7ULoj8ICR3qeokY0TQpzhkI0D6qh8h/+n3wz/9HFPwg1XKMZUYIDNNtmbemexqbr/5t+OCKWVXXJEpHQcspMqaItuNiZf8GmFv9PJCJshH9aJCPft4bQySc7rH1LgWA4Nqv60kZel9n8b0x65sWd5O2eUvPV0Rfsnz8Vdf2LL9fCDSXWCNMljY+fvFYIZ+7rSuPm9nfBucie0IlkYFQKSTRmP1YyD6lqBx7mOj5fE+bmMNF/pzlyUJOs5byM3E2NdFVuZgY5QAxCP6ET53fcd16ZjReOq8jjquuneN6jlU+ZpHoo3x3PMuwFOeehH+50tfgpQSL37xP+G3v/k1pJT4yleuxJve9EY88YlPOJRttbCwsLCwsLB4WOHSSy7BRz76MRyzYhXWrF2f+LN23bGz72AGvO61/4aR4f044QR6s9zT04MvfemLeHDLA7j7rjvw1re8eUH7lXlFdpVL4Lu2IVyxJjF5bhcCXn/68+E/7iIKA1duAVkoIlh7HMqvfxckgLBnNRrrnoD6GS+jjRr1zvlGnJH6YWAommQ0K7s02ZXONm/dek5NNkaRKgCenmQziB5NdpGdzxl9ACLdReeqJ6WpmLIrZmmc6w976WUjJUcH1Vt76HLuqh3O7IHeZGPMAKk0WK0GNjEGZJP9JwsFsFoVfPd2QEj4Z50HQBGMFQE2SZlNusLb4QbZGB0AAkxKiFQ/kKKMG2kC6pvGkx5f8cmgJruaLJoSDJUL3wNRXIawbwNVLmQsIoG0grBp8ll77ktRftsHIJavbN+GJojiMYnqfYcE8fNVZBerjEBke6J2rF0OuS5mwdLB6trGGAZAGCZtZlqhoxUljkuVBBlMIQk6GCNFSbEbzq7ttK1S/OhtJXch04U5jWeZy4OVGlT5sH8DgmPnll2XwMHmCXkxsos7kKksWH0SvLSX7Gz5IXBV/IBhGkg5YA0i6NxbbwBAGWq0AjP9ykSD+iGOmex1ze2P5xGGIVijARkjFMEdwKdro6sHNtbG1JoJsktlJSpSlFUn9EEju+NgLA+stXW03BBjS9A4+zGR2lcpu4KhU1B+0ofhr3tiizXb3X9Hh73ODTLTA16fAEQwO4mlLepzeWHBXfDpPUSiAeCVYbj7b0ewJCK7RNcK9cxQSi3W9OwGIptwHPrFS7vMriYldVzZZZ41MympmCoi4WYgN/YBaWdm1VaHgPrkPtXxXP0drEh0Z/bqkIuNOZNduVwOlUoFf/3rTZieLuFVr34NznnUeWCM4fOf/29MTk7iaRfNIsGzsLCwsLCwsLAwGBoawte//g0IIRZ1v+ecczYuvPBClMsVs+zyT34CjDGcedbZeMbf/T2e/vSn4//7l3+e975FfhAyVwCrlODs2gaxYg1Ed48J9m77IziXh8zkEm/uZaEL1Ve9Bf7Zj6Zt1A/ksG8NwD2wem1GSyQf3kdKAz0hac7s0gqUWQLzAUTH4RzB4EmYeuH3EQ4eT8sYo0whAKKwDKxeAi/tgUwVIHIFGBtjjOxK/Jif6+TZTatf5mzOyi6p2gcwQ6rNKbeLO0A6DZnJgNVrYCJsIRZlThGaUxNI/+J7qD/7xQiXrVBkVwDnuvuRuu43kN09c2prMHjSnCyWCwZTAfUOBwSAugBSDk0OdRyL26Q2MfkzrVauZhuj6FmFsIdUTjKVQ1gYokuvr7Umu5oJWkXeiK7u9p83QXpZyObqe4uNNgpGuSyF8KR1EVntpSBzsTwy3VeZLFhIhCLCwFQyBYBwHd0zzo4HzXFkOg8WVgEZ6D0BDJDcgyh2g+/cCoAKHujjAtEEWbpzUHZlC0AlAH9wB9j+CsLB+TuP5MHaGGPKLsk44GXBa5Pg00QGi8IyIpXBwLI+KQp9ooNY4IOPj0IMKfWk60bPDeFDpjJUwELD2OvaPFua738eOy8h6JolxjsnFS2IWAMAmY0Ik8RY0aRUphssqFHBAX1MNa5FTy+kUqhCtXn6o19C/aLnmv2Ea48DANT/7oWovD6qIKu/H0ygvxQt5xPZYRcGmekCq01Rv85KdrX2s3/KmQhjBTvMfpkDXtqPrm89B8UfvQwIa5Cr0gi7lkPkiDgPe9bQuk4KAIM4RhWEiD0Tmqv/AogIx5iNMexdR4rJZhtjvJKvMxcboyL3M71gE6qi5EyVdl2t2oqNi2YyTT9D1fU397Imu45EZdc1V/8Bf/nzn3Dllf+Drq4iHvvYC9Hd3Q0pJW688a/48pe/gv948+zVMiwsLCwsLCwsLAjXX/8nnHfeAlQIM2BgYAAf/9jH8B9vfgukerc+MDCAiy56Ki6++N0YHx/H1q3b8JGPfBSveMXL573/MD8A6XlK2bUdorsHYvkqsNFhWqGNsktm85QRFctkkflipJ4xFjSQbcdJUXbSDGQXK03RxLyDsksrumR6DpldRhXlwF/7OACAyEaEQ7iarB2isBS8vA+8NkUkWM+QmeCKdGySEv8xP+eA+mxEXBW75xTETAow2mY+lcOk60Jmc6RGqldpAtxc1Uup9wAg8/2vQ7ouwg0byW5WCcBGGnDvuEllf80ccCwyvSg99ZNzK22/UGhlF3cBKYFGCJniylKmiIKmzC7Zxr4quldQAH9TQH3cTidTXVHwtLYKZdqrx3Rwt8FsZJebgcz0HnQQ94zHiN9X6n4NLzoL4eOOR+25L6V1Uh6QifWXJnIyWSBQ2YNCJFQv4bGkImWTE7Su6wFOyhSRoIUqsytfBDiDo8iusFnZpYLE55TZlc0DgUDmq98Ce3CK1Cne7NslcLAB9ak0jMpS5Wyx+hRYZRiQEqK4FGxyjD7vVveaH91zuuAHAFLEaWWX9FXQ+TLz8YyZXc3PGxazsoUh/UlcfxfQOXWasNLFNYBEzl2k7FKEkQxVO5ykiqiorqFSuAbHnoHKv7yJsvQABMrSHqw7LmqHkOb7QSvMmF9pOZ85F+HoAJnuAatPgImwbcZhOLQMpXd9HNL1Yorf6Ji1f34tGo9vUwCBO2AiBBM+nOndCI/biMZzngG5sQ9hF5GvokeRWyHtM1yn8rwcB6yuLH5tyC5DdDqRjXH6GZ9HOLSx5Tsy/vwxVvyZlFTq3ERhKTBF4yBcNYOV0eRbxo7T/N2rx5y2MWryXpNvD6Gya86j5ZFnn4NisYiTT96IC84/H895zrPxARVU/81vfB133X037rnnHvzkJz89ZI21sLCwsLCwsHg44U3/8Rb85Cc/wi0334Jt27YhCILE5x//r0/Ma3+MMXz+c5/FBz7wQezcudMsP/nkjdi/fz/27dtnlt18y83YsGEDCoUCSqVSy75SqRRSqWjCWCjQRERPSFh5Gnx8FAAQbjgJzuZ7EYrWwGqAfsDLbC7x1lkWilGpeSdWSZAr4qZeb/lRzGpVY6Pi01MIXTdSNHWwMYpcFyRzwPTErB0M6eEiGDxZtYMmWfzBHag995/h5x+F0DkB3o4/gtWnaN/dQyazK2FjjE/I5vDDXoKRgoUBkoFImXQGqM+sYqA38CypMOowGQxOfAScrQ+A1arU3xki11i9BhmK1klTvghWoXHB/Ab1faEA0d0H7AogUwXwsRFqR98AnD07Op+fIi7imVALgQRQfeWbkf759+Ds3p78kKuxwB1SdjVI2SW5ExGfzUSsnrDFJm5h1zKapDcrAuNV0NJdEEUVxK3HjrbLNhO0teQ1bLYdtcDN0iTbywF+ZeZ1F4rYmJR6AlouAfk+hMerwhgpLxrbgCkWESe7WBgk+i5YrybvesLtupCuCybjzzWqxqitz3xkP1i9DrEkqezShEu77KcWZHNAQ9D1r9CxRO8AnAN7Zt9Wt4o5EKcOQOxb2BiVqTQwXQFy6vwyXWD1STApwEv7IQrLwMsl+qy/qFRW0XXgB/YCxykbY0zpCunj/2fvzeMtOcry8eet7j7r3Wfu7JNJJpnsKxAgEFbZIqAggoAKfgUX/CriVwXcvoAiiiibishXRcANUBQFxAXZw5oEyEb2zGT2O3PXs3dXvb8/3qrq6nPOvclgAvlhv5+5n7n3nF6qq6vqnPfp53leKMBM7US0fJfdWBX/D2OY6RPIGMlo8dcKgYoo9kUZ8sqLAbMrBE8sqM2VSanyyJaRTCp/yEEAajGwMgBXpoD2Akx1CgoMpG0A8nnBcQITFDaJjh70QI8D9jhK/Fo6+ZGfQe+SHwXUfZBpbxBmYguiYzeIjBGQ9dLkhWP0GfuQnXuRjM+wuqbrg6QyApr743Dx8xtswOfMetBPz5yOaOUAtD4THFWg954NfObfwCqShzfVee+LVohg3TKn7YS5x649So0yqUMw3QOQG3h2OWBqYhuQyf3Uu9eXUfOYNRPJkPTSjUsvY3Rgl/37wcjsAoC1tTV84QtfRKvVxstf/go8+srHgojwB29+C+655x48/PLL7/0gZZRRRhlllFFGGWUAAH7u534WW7Zswfz8PPadvQ/nnX+e/zn3vHPv/QBD8cpf/iXceOON+Pi//Vvh9bnZOSwuLhVeW1xcglIK8/NFBouLV/z8y3H3XXf4nxuu/7q80bDV2Not79dkpqZBK8uS/A6bgMcxOEmEAWSTGbW6UvCl4igOvGVIUA2djQADFIA/tLYi53I+WxM70Lni//jk2DFtBhc8G72H/+/1Ow35F3iOIug5m4Alsn/ykf+CWl1CdtFDAACVWz+ag11Tm3P55aZ9aD/hNyU5C4GR+/LF3j25V5alBdwnKaPZusOTSVwSOI75wHGC1q/8HtKHP9Zum3u9UK8HGD2aJDdyZhcg99vMbAKqNVBfgyuTUJbNN8yCGjl/dRJMwOB7r5IKmqcQZmoGrde8FWZiEjwxicFjn4Ls4oeNnkMJQMCRAphBAy0m4FGyrnm8H6sFpotIjLgyBLLYBI76LXB1EmZiS3Ffd45hcHOYyTWG+Vi4DjsWTM1KZyenMXD37VsMPXcWOo98Rf5CCJLY9hA0MDDQp50lgMgw2OUYlLU6yIHyWhcqpnopYtivFgSgXlfAcYawNx042O+BVpf9vg6QzKVP90HG2GgAqZW8daVtese+e92vEJUq+II5mDNGJVz69LOQnTtaHZdVgsGZTxUWXqUKGmhE/3EAdLAFrtRA/TUAgGodgZnYZuccgeenQaxhdD4W1EL+IEK8ACPL7jMAa+jJQDrnDMDHVAkcWW8cYOM8u8bIGGGrBPt1sD4LTprWeD6YB07GGCUg3Rd2lDtnFIHSFAABdTl+esa5Yq5OCm6hio4chNmyDXr3GeAoQnzzN0D9HtTCsRFmF1TwucAa0GkOzn4LkW06G3r6NCQHv5gDU0PrpWsDu7GLoTU1Tsb6UgpoloNdHCcCBlYi6J2nAwD09GmID38VIANEVeht9p5GEaglY4XrY1iy7nzMGLz4WVh96/vAWxsyj1QEMzWTV9gsFNtw7VdgitB+3G9AT+8Zarf7/NwKVyBF79mLdWNsMZehNrsHUG4ts2BX/kDrQcjsCuM1r32t//3IkSO47rrrcN11191fbSqjjDLKKKOMMsr4HxE/9Lzn4nnP+yF8+ctf+W8f63GPeyyuvPLReNaznzPyHvOoKIpsIptl4xlPb33b2/GOP3mn/3tiYgI3XP916CeeBXQPgDptUK8DtbIsnl2rS8L4GK5G555UBzJGdfwwTGjCXkgsSDyBtB5lLlhvGQCg1ho4Up65oOf2Qs/tRfWb/4Ro6U6RrlEExArZ5vPGXqMPZ749tTNvtzWoJ8Og1RUg2YXa9X+D5Mi1MI6pNLXZy2CyHZeC9RT03L5iu8d8se/9wI8CWqP24b+R4zhfIgrArnFJz1B4ZhcA4yUiY2SkUzMiHXMATpjs9nsgrUeNjpsTUEdydiC11mC2bJfEdWAk6Vy1CdrceADLNDaj/YTXoXLrR8GXzSPd/Tikd1yN6sc/dK/X5kLvPgPZvvNgdp0OWrMg4zjAzEkYo0ikci2Rf/GW7bnEcEja5llZ4T2KLMgzLIOzCZzqLYlvnauQ58at84gbBreGmVxjmI+FNsWWhVabBtYOIX3Mk9B94U8i/tkboZZPbrjvetF60hvB1QnUv/g2EHgI3HPjxYCWesK4nJsHkhgIJF6e0VFr5DLGIYN67+fjmV2JvR8Z4uuvQe0f3ou133u3gJK2fynLoJYXkc1L8Qfv2eXM8onulZnJ9QawZqQtltmld50DfO3T97mPvHfZGNZO7/tfAJ6cwcTrf7Hwev/C56N3yY9gcvE2mVsaUHfdDbNvFqhEiE58Uy4h7QBxHVDSb2Z+RoARk4+xgowxtiCPU0WaHsxkvjblku9xnl3y2uRHXobepT8WPESI5X4BxfsfRaBBP98GgKlNY+X5H0LjC2+FopxB6dekqCJsqCEZI3XaoHgCptYAIkL31b8G/idrym4/b6K7b0d6+ZXQZ50L0gaNt78eZusODJ76LJjpWTBoPNhlJYL/HRnj4OynQ7UXEB/6MrLTpPIlq6ggZPS+klE0tp/ZjemhYFJQJhijcQyAAdYwc/MCHDa3Qa0eBuk+OKrCzG/356KGg1BjAAEAAElEQVTWqj3/OBmjGyfs+5G31gFIgYzeD74YZusOTPzOq4Spp42A/gGzy0zuQHralVBrR1C/9s/ygzsZY3OrH2/GgnNjI2Bt+vYNs6p9BdBqUSbqHurcR2n//RHf0pk+8pGP+t8vufQh91tjyiijjDLKKKOMMv4nxWCQ4vrrb7hfjvWKn/95XHLJJbj1lptxx+234o7bb8VEs4l//dhH8Mu//IuYm5stbL9pTqQqCwsL67RtgFarVfgBAG7KF1ZqW9bCcWF30eoKKMtGAQXHBrAyRtIGtHjCmzEDkCQrlDFaZtdG/ka0tpLvG54vsclCpSZJWUxQ7aPYMLwULUg0HADFJHK+aiLSIwCgFJwo8ORc7tnV2AQA0FvO91/2yWRjv9hn51+C7LKH5232SUBwHffigwVINTPPvknWYRYBMNZgHyqyMqZ8Gxr0R318IPetyOxas+wbBfRdkluFWllG/8Kr0HnMr46cV8+cDj13FtILHwM+dxZQapQxdS/hpK88Oe2lb57FEAbZ5FRZg/o16z+zbXdeKXGE2TUmcYsTAASOorxaGnJWAvWWoGfPkn5nzgEeV/0zUkW/rWEvtHXGdPcFP4HeM57nJUFO+mnmtwFxHas/+T7wtyjh8tX8LCBakLF5+ZkBFntgiqB3nw4kcTFR9V5adcAyu0hnI5I42dYCR1EERDEIRvyatAEgnl2+WIDWoJWcderAJsdsk3ZvPGa4LswuVhWRYmUGetsGvkPjIgToho8/u2nsuHUFC8AszD4NqNZRuVZFSO75grxvtACqUZzPV6PBKp/jaiGoaupkjEQQwCQbqvA6Kq/z4YCGrC+AmvdPioTBObyuRoFn11ABBz25ozg3nGdXlIB0WpQCxjGgM1CrJcyuhlyrA3TcWIruvg0cx0gfegXUPXdCra0gvv1mqa7bnAQ3twSMpIAly1oAtv8Os2vbZUj2f1YAX7Mes2vS98s4zy4kyfjPJRVL//rtLJjLRu5d0gArJdJW3QW6EczmLbLGqAjUbYtv2QYyRmKWfrS+d1CQ9aXRzNsdx8Cgl/8OeLALALIdRSWe62szsc0zuzZ80DJGxsgjMkbH7KoWx+13wLPr2werlVFGGWWUUUYZZZRRiD955zvx8p/72fvlWD/10z+NR1/5WDz+Cd/jfwDgf/34S/CMZ34/5ufnsW3rVr/9Qx76EBw4cAC9IU+hew0CAOWBEHXskLy8uiRJU+h/tGuPADIAuFIBT06D2mug1hr0nrP8dhxFuSGzGdjEeBSACf/2T8KHkh9XlZGrVfF8iRVUS1gTeu6sURkHkLc5SPa4YtlAbK+1mvgEqfuSV4CvmIeZnMuTV0VgAOmZl+fsAz0Y+8WeGxMCYriwbB4oElkhYCs9bhxmegaeCWZldGNljLPWgyeOitI0iA/aWBnjxCSo0863awuzi0kBAytfqkyAlk7AbD/dVxorHKMi15A+9gqglYKWW+DJU/NE4glJlszktL1eSEXI4e1ULB42USzjp50B2sBs35lLDIfZWt5sucjsYutdU9jeAgyquyTgkYJlmth0qhokfAHANWxYvx6A23/G89F7wU/C1K1nVU36yWzeCq40YfbuytlOpxCOKSbtcolqeL2uQhqD1lJQqqFP2yvMrhB8dQBWrQ5yzK5sSBLnQOM4SIhJAdAieTNaEnVC3rdZClpdzo/hz5Nf60YVGZkIXK2BBgaIEmlyN4NZh224bri5n4zeHzOzKa+2GZ7bVtnjuCpgpyGo7pKMP9MHWS8oMpl4ykUi5yMw4i99Awg87NShAyIDZBZzdIpkjDEA4mI1xo3M9L3XlwY4KCCglBioZ0V5OKtI7mMA3PrT9JY9GEr9fg6CqIqsbaFnVxQDWQZqtcWzqxEDUECrU2hXdNftAIDs/MsQ3Xlr3uxOC9xo+ocGcp44B5lNJuCqOsXCA2EkdVDfPiRZF+wKmV12bQ3kohwn4ysOD3l2+T5mDa40wRVZx6i/JmBXywDVJnhus2ybaVC3vTGziw3ALPYByrLlnCQ9YO16pl4gGzSWtaxnT/fVIRk5485M5P6TvEEFYx6e44D4CwIyhpAzZTmugoNiB7D3bpz89oGKb9+ZyiijjDLKKKOMMsooxLnnnIOnP+PpeMlLfhwHDx4ckRQ+5alPu8/HOn58PEPr6NFjWFxcxD986EP47Te8Hr/0S6/E1NQUXvXKV+K97/urb63hRN7UWB0VE2i1siwAVfAluP2Lv+VNzAGRn1GnBbWy5J8iA7CJhUtqBmCTCPNhHbCLel3rD4PRCntJEwzC4NyrhOWVkU9s1p7+xwCAmfc9tbiP+3JeMPd1ya0wu7giRttMJP5dm6vg6cCrigjYXMPgh56Dyi0fl5f0YGxCys0JkezECShL8yfjBFCvD56so33VmxDd8UOIWkVWWnrBZVCLC4iOHARPTItHUTMCrOxynEG9Y3Z5dkkY/d46zK4Jz94DAGq1hN1C5JldXJ2EWjwBffoF4KRV2N9s3oLeS14KPhTDnL0b6poFYG5wn7zICu2w2/PUTA6EjAG7PJsgikTtA4BWU5jtO31Rg3WBp4JMKQZpm7QlyUjiSL3A+06nASswAENUlLMA7bErX/w0svMuXkcCRTBTOwRAODcDff0EuDoDwIJdqgreVoOuzUK1x8/z9SKbzyW8rCwYVADjEkjBPwIGPdCJFTEOj3KfJbkAm0zX6oADQY0pJv5DrA8BbRSg2PpF2fWNyCfwpEXG6MMzyGZBWV+ArjFsHgZgTtsrzFJSwuyy/l6keRTYvJdwoPmwHxMD4Jk54MTxkX1M3YLIUQVcqYI5AqUdVG7/d5hdAdjGmZXkadD+k6h85CNQxxeQ7X6U30StLmPqp56D9q+8MZcxKsvsIs4BcSBna40Dtn0VRw0yWcGgXph1GAIoFUhrkDGjgHdc8/eX1lY88MxRAur3Cp5dHCcCRrU7wKYIqBr5nOha6bkFUtT+2+0FE+I7bskvqd0CNyZyM3NAJNmBjBFm/MOD+xoc10FpNz8eMLI+OxmjfBYU1wdhYdHoOgLb7wUZo/PZMkCt6RlOlLaArA9a6YDnGiINjyKQzuThwr14dtFKSz57KxaYimNhobmHHXEixV2Qj2UmBTO5A6q9ANOcR7b1ElTu+kShL01jc06Diqwsdahgjrw3htllxyZpe689qF6DaW4JtnPVIb99fKsS7CqjjDLKKKOMMsr4DsVnPvtZfOazn/22nOtVr3o1fv9Nb8I1X/0ysizDBz7wQbz97X/4rR0skOYpW/GMVpcEuAmSRW5MQAfghtm8BdRaQ+UTH0Xv2T+cHy+K84SWUxAnID2afLnzUq+b+wYNyyYrTXBtBunuy22CMcpaGglXaS5su08wyDK7RKZiTtsrT/9jIDs3MMFWABKRdekZazys07EG9Y4hYTZvQXT0UCBjJKDbB8/OAFWCmTtrBOzqvvQXEN9yPRrvfBN4ahroaqAJsJcxjknEpl1SHo+wEqjfs5KqIQAkSUZkjIiqkhwOJGnmpCFVxJrNIoMIQHbWedDnnyv3SSngeBdoagHoNggGAXENlElSylObYCa2w8zOQ1WElWGmpsFJJa8iBxT9dYwVEq4OBOzyBvXDxRMcwBECNgmQ2f0LzC4LInSX5TSDZWhszT27QjZEHOfjM4qgTi6g8UdvwOrvv3usubWZ3QKOqgItTbuqh9MC6MxvBR3rg09rQp9xLpKTt47sv1GYuUDONyQjoizLZYZQUP0W0DeWjZmzPoA8UeVaHcp7dmXFuRXFAkIniUg5YyvbI7ut1gBYjLUdOJtlQzJGe55KE9RdBE9uH2tSP3jaD6D7Iz+F5u+8Wo6f6kB6nIM+9zW8V9cQs4ubE5L4j5ExsmUhcVQR9qBRQNpBdPJO8M6goqGVMVIUA6mGWliE6q/ADFUnpUFfxk1k5Xuu/9djdo3zr3JrsxFj+8K80Ba8GJYxunszMj9q/rXonrugd1pWrEqEtRZ4diEShhitDYBaDKoKyFJ4aJCmUO0W1PIizMwcojtzsAudFrjR8IxGSjtyD0MZo87uW3XOMcEkxSooE+Ys2QcgenYzzJZpxHfJvPIVguMYMEP97NaDcexMiv0xgWA8GWF2GcfsyjoAGOrwfuh954rM0wJl1O2MZ3b58xnQUts+nHCMYvsAIxnD7HL7UQQ9tRPRyVvBtRnPfh4ZP36+kzAZNwS7ggcE7mGNZ/rlzK5016OgOieFsedk2N/Gaowl2FVGGWWUUUYZZZTxHYr3v/8DD+jxN8/nssV2u4OX/czGVQnvU2QG1X/M2x3fcB0qn/y4MLyyrAimVKsFIMFs2YHo0H6o5ZOY+qnnIHvYlej8xC/Ik2RljcWh5TuzGcM2csyubif/Ih4maMzC7KpOArErf67GJ4VheBljAHbZZJyZoDptD3Zl518qCb3R4O1bpPLazgZABGVWYACgJskE6cGoZxNRAHZthTp2FFy30h0FAZI0wInKjZrdvnEMs2kLzLZdwjiZtGAX4Jld43yd2Hl2RdFIe6jfE2CRCEwkvjCWwUGdAOzqtMSjqK8R8ZJsXxGpI9fq4kmDnAvEk9MAKfC0TcL6Uu2PJ6fQ/oXXIvnip1D5wqdG2jrY9zT0L3wBpv7xRQCAbOeF4Ooksl0XIT56o/dDMpvmER09lO/o2QSxl9NgdQCzdTuQWBbEsPn4kIyR3f4ux4sTcK2BwWOeBNy6LKexzC7VXYRmzqsRBmAXR7nptXglSRI4UgnPRnbGpZJormkgVsLIqc0I0NKYAr45AHYx9DkXAl/955H9NwrvYQfkSaZrQzqwAFgGoAJaPQIzvwdmzhZeGGjIHWXP7OIkCTy7cvaleMEpkWI5qZevBAgr7bMyRkX5XNMZVChjdABk0oDqLcscGANwOLDcbN0hbUxNDoQY3tDvb2x4v7EhwGfGAlpDMkYOJHaIa/K+ZXaxbhZYouS8syINYgJYgzqL4OoEBqc/HpW7P5UfOEtlzSRlJ5PQFD2YjQDIGwcauDaxLsiT2YFa4f7uutO+XW9l38l/fDE6T/hNIK7aqoQVqP13I/vey2T9iivCagzBjTgRSWq7C9QUuCFgHdetLJAo93lcOAZuTEAdys3vVbsl209vBqVdUNa3zC57PSYTgO1bNah3YKEF0R1QN3jaM6EvvABTr/hRedl7dkUAF8Eut36MY3ZBRTn4BxSYXVwNmF1azk/tFVBnADO/VdYQrWUtHefZ5R8EMWilDVJZ8ICmIjYAlQCIc2BXbNcyFcFM7kSy/zPCHvXS5eL4oawDTi0LtlovyNhdsDtvwbPLyVttP9l5z5UJpHsei8rt/4r+Bc/NQesHG9j1zZtvxJgiPmPjvPMv+O+0p4wyyiijjDLKKON/VGzbtg3nnnsOms3RL7kf/ejHvgMt2jjoeBfJJ/MqZ2p1GY0/f4v8ETC7JCkqftU0m7civlEqeKt2C5F7mh7FwZNxA2aSxKwy5B3ikvRux/sGcRwjPnY9qt/4a3Qf+fPWH2UCiC3cEBHMsC9LVAXpfv5CWLHMRVKVPJMiSUIqMRga2SOeiOiWG2DOnobZuh3qwCKwvSpEGAhrwD/pHidjrDdyb5TNW6Wi26Uvsp0LAQM0AYlCNrkD/P0vQOUTH4VqrQrjRhH09t1S3TJJgFWbYLlkZ5xB/UwOdo0wXvq9IuMjS72Uh1qhjNH+PjBQ/RVwZVISuG4HXKtIefvmPPTEDlBvGb2HvEDONWXP19fAADAzczBnnA1uTowFu8zkTpiJrcIaSztA1Sbrk9Pg7hyiwwfEC27TFg92MVCQa0ULt6PxyTehtecPwKdN5wnuMKtqWJIT16QaaF+LXKlSRfbQC9F98f9G7S3vkn7oCthFvUV/PmCI2RWOIyUSJQAjMl8X2WkXyi8tBhoRVOsYdHMO+sxzRca30ged7EHvO3dk33uLsFKal+o50HgwkDlqk/To5B3Q51wGMydV32ihA9QE7CoAhWE1xiHAkHpduUbHTgKsv5nOmV2UG9RTpkFOxsj5eThpQK3Z+zvE7NKOXQnYCqEkIHEIdo0DJDYKBygMr1kzlqE1BIKZZv4ggaOqzD+OZczqavE4JvPeSswEMhmS/Z9BZefD0bny1YiP34hs60VI7vqksO3iJJcxOgQ5ZHY55sxYZpeT/WUCyJMUpYCtcgv7uwe2IwXqGUAbGQtavLoo6wqzK0pgJrdDYw+4UoHZtssyuwaB75WVvekM1OqCqxGoEQnYXXOfa+SZotH+O4B+V6ST7l1bjdLM7wD1V+F8wHIvR21lw+MN6vX0HvQvfD7qn/89MaAfCi+1c2uBtp8fkzMwm+a9pByOWaUiz3bl4c+H+2JQH8UiD2UNrjZkrWQGWNioNGgDrRRmfpuVQJp1PbsQeHbRchuYMbkNQJwIKF+peTalY3axBe45qsI0t0CtHRKfwcg9GBnyaFs9ALN5FgAVZdlh+LUy/Kx0MvyARQgg2/lwcHUClbv+C/3zf3CsbPyBjvu0Cvz4S176QLejjDLKKKOMMsoo439c/K//9WP47df/Fo4cOYp2u/gUlZkflGCXGCiPN7Cl0LB6nMmtIqjlk/nfLjmIY5ssZBbwIejZswHVH9o/QuWLn0by+U/YxFnALpX1kRy9Dr20bZldU0CsoFrHxSB36Iu7aWxGtJazgsY+rY4TyyKKgU4LiBWyx1+JbO85mHjDL0M//zSYya3AyZ5NZgkg297EeQeNgl0cGM+bzVug1dnBm9oyYCIgVtAXXIL0CTsBZtT++e8si0WkNiIpIqBjk7akKlUIxzG7HDtlSMZIgwGIOb8PUSRglwUSCgb1XctIGGgg7YrNdtIUkCGRa2w/7jXQm/aheuPfQ+84F4iq4GkxtCcGkAojCwCysy+EmZiECgA1AN6zxzS3IFq+G1y3idnkFEx/BtHdt0Hv2lP07QpktWyZKmrlALDcR5juDDO7HBjLUQxTnRLDcUVS0a9CQJIImAKAN0kfOs8u6i8C4NzvbV2wS+UsxKHqhS70zrPlnJ0UmEpA7WPInvAwtPdcAqgYtLYGHFyA2XsGDAhqTDK/XnDSkCSbqGBYDcBL5og0GEB84jb0UwYldQAE+sZJND77OnR+8TdyTzgg9/IJ2EDuf+p1xV8tigJmlxKZlgcDAvAsS72MUeTCNd9uJxkdBjjCapxecjnQObOL+ZRljA5Q4Hhovlqwi5OhNSRgXXJcAVfr4D5ZZtdUkcFntPR9pC0yq0EmRe2ad2FwxuPRedQvItt+GZq9FbknlZqwY1w1RkJxzR0CFQrt9Z5dBsQZfIVS1w7HYLHAtgNjyWhZO7TdLusJwBYlAEWgZbl3es9eeU2nBc8ub1Df7kh7NzUBcF5VlsivJ7W/eucIw9HJ4fW2naCFNXDSECNzZ2ZuMvFMXKciabblAgz2PhH1L709B7fDfrH9R2lRxsiTU5CqkdsQHbknr/4ax4AeljE6QHTMGktRDv65/Xs9oGnAlQa4MgXVX80lxP02kJGAW5EAhei0/fpYbHsMMBD/yxegDiwAD6/kMsYolsIjioA4FlbpwHln2bWpuVmYx+0FqdLp5czhZ0EbpLugVMtn8JiCDO58ZnYvENS1cYA6K7sy2fGpp08DmQxq6U5hq3qQ7UEGdl199Rce6HaUUUYZZZRRRhll/I+LX3jFz+MnfvKnHpyg1nphUGQZhKGzXIYUfFlWqyswU9aLZSkwo9Y5yOINfokAxMi2XAw0YqS7H43kns/77aJbbkBy3ZeQnWH9sqIEYAfEtAFX+SomUH9FnqjbBJp0Co4SAVICsGuY2UU6tcwuAbvIApHZox6Oymc/gvib16P64X+GOWYrKrIkCESSZHjJkR6MfLF3T+5pMIA+/SxklX3huwAIzBUgYehz9oHQ8YwIs3Vn3nXnXmgTyEzy56QC9McnEqYgY8zfp77NWDzjQ4FVjGy7mJoXPLs6NoHsa/G9YQOuToosJ5EkxwFVg31XAbVIwIcmAWsD6cs0kFAqQnbZI1H57H8U+8dVIZzYJmCXBd54YgKczkJ9/SsynlyFSaAIKCpnuJ0BqwMwxWJW32mPJqkO+FOEziNeDp7dK4lexkBVxrCxUmAzK2CXlzH2luz4GJUxemmjO8e9yBjNttOBTgZkwrRRnZPguWkQlgAooN2BOrgMfeHFWH3JRzH1ty+C6pwYOc644KQu/lC1mRwo8Myuvox5m6TTykFQuyMgJkEAOFftM/SsCphdBQN0yJgySZKb07v+yLLctB+BP1QgY1QrS9A7T4OBZXbZvh7xaQoAQ7Nlm7RxYPJ1SZtTljF6FuoQs8uBXVAEVsqzkdj5bTEDUQ1cbQBtBg1asg6GMkbOwCoGRRnA5PtBdU9CtReQbb9MttMDkNYwDvx3w0gJM8nLhN2Y27Aao8lljO4eOWYd4IFt5xflC4KkEGDJFgfgOBF8zFSlGMWeM8GDRID80LMrFrAL7a70SV2YTh7sCir4UpbmY8i9226BWmsw8/OIDt4jwFsU523njZldriIgJ/WcvVV437KPrGeXa7uv9rplG9SRe/KHESqQv7uCAIEv1kioqODZhaQCymwfJVVwbQo0WAtA4RYY9hqjSGSM3c4GMkaGuv0gSFXAWe7ZxVGcG79Xqh7EJJ0Xj/BAX9YH6UHOlLR9Wz3xQaiVu9B/6P+y84jWrcjIsch3zezu4LXQrzEA1YlA7UWrxtXryicfyDhlK3wiwstf/nP49Kc+iRtv+IZ//TGPeQx+4NnPvl8bV0YZZZRRRhlllPHdHFNTU/iv//rkd7oZpxZGmF0MgqlMFN9LBzljo1KRhIUUaClnc6nAjNozXlQk0hi2MkZVs7gPIduSW2QwKS+5czJGBDIs8syuSYCM9YjJ/YaotyzHCSpEAciTF5c0ZH2RfBkBj6jTkf3qdZHgAIgW7ga1UknsHEhH9nocC0QPCqwjObf0WXT7zUgvexT0VReh8fk3YfIjLwMRw7p3Q6VLMHuFteI9vrbtkLLzhpGdfSGE2eXO6WSMY6rJObBLqaJnV9+xHGziF0VIT388uo/7RWFztFbzbbsdu48Fu2xfI7MMg4oSsBEQA+SqM9g2oL4WcCazgIg2QMsgveQJGA6u5Mwu6a8m0MnAE03w9CxoZQm0uizsIRehHCeyDAsWNhl17TW2W+vLGAGYqW3QUzulzQ7kiUNm1xzADOosIj5yLaIlV1XOsgKrVc+oKDAEo0DelGUjIAxDqpSqxRNy3kRBdU+C61XEN34Nlb/+Jyg9gFpZEsCjXoeZ2DbSb+sFJ01Qb8Veb9GgHmlq22rnj84QnTwo0klA2uNIZKFZf+DZhTjwhAKAXlf6OQo9u5TMEzffycg2hkHMoF4Xlc/9J+Lrr5H3a5OSKNv5iiEZIweSSZ7fJkCB4RwUyzLfrvscY+RZ3ee/FN0XBAqnAMD3jDnVB0cV8VbTBmrlACgbYvBZGaOMFULo7RQt3JwfU1nAKJZ1M6/GaIsFDBt8j2PIeBmjFsDLAVHutSx/wCDXK0CLSFJdmxmU9ayMMQYMSeXVQ/thtu8W0MJkyD27lJUxatDJFVA/82xCVwk19OxaL6Kjh8CbN4EGq9AXS2EJD6ayAUy6LrPLSceHC2X49z3g46oxWmaXA7u27hBpuAOqg/Hri3d48GhMG1Sc94fbNk3lc0oRzMQ2UH/NA+HUXwMolnHifP3WkzFGMQAWZqir9OqYXRTlfnqVqowdnRVZpG7+DAGGrnhK/8UvRvdnXiljLDX5scaF84aM8/XAy/YBK//Mx6Xq2s9+EzAvH8xg16//+q/hmc94Ot761rdh8+bN/vUTJ07gl3/5F+/XxpVRRhlllFFGGWV8N8fHP/5veMYznv6dbsaphWFwUkd6+mOx9uz3FqoNer8ZAFypwUztAtdmQWvLXvrk/XkQgCyxfYJvPbtAsZXbZDnoYcu+e9+Z1IFdiQcTaNAWz67qFEAaas1W76tUke07HzwpX9RNc0gqEjk5WySAhpGKcp7Z1XdySoayPlGqfdz2B0CW2YWY7bVbGaNLcoNwT+4bf/J7iD/9OfBUgmjhJkRLd0KqrjUk4ZjQQDMBVJL7E23dKQb/C0eRnXsRAAK6Nmnznl1DjJZaPfdfieKCjxr1XOKXMzTM5A5wLQY05YAiAmbXQANpR1gLUQLWTuKjiv1ac8DWAOhrqPZxvy2dOAZW88h2j3r9cs2CXRPbYCAyH1obSNujCMyToLXVHMDDEJtNkTB7bDKrTkiyRe21URljWFHMVtaDgoA8ROAkgZkXYMnMzYFYPHgm/vNXoDrHxBso8OwiBwgG7TETW5BtuVjmyXABBwBcmwUm64iOHZTzxgTqLAITNcS334zo7sOAHoDWFmWMJUqYi/c1krp4IAE+yeRIiVzWMjGJ7PzJMmExOpAqY2FyAgXPKhpXjdFel546E6Yxa2WMEcBOEqYDTyOWynjOywxA451vQnTrTfJuXcaAB6eH2TyOHbO6AjM5BepZ2ZbdjvQoqDgcevo0rD7r3d7A30taA5Cs/4znFvYpVGtN6sCWCOaHzofZsR1cnwANBlBrh60326iMkaMYsJ5dLuITOdjlpYXeoJ7sGmRB67jotTTWsyswdBfPrjgHB7X2fe6AEFYh2BWBjBEmjpUxcpwADJjqFNTaKnhiEqwS8Tx099PLGFNQqhH9ww2IP30daK2XMx6JCmv/uFBHD4HnZoGJCOaRe6EvPBvi5ShtIp3JvPTlH4D04oeh8+M/n3vTrcM6zsGuIRmjZ3ZtL7CqOIpzZqIvRFBkRhaO72T4wf6UpVKRVxHM5E5Qf833O/XbclMrNX8PqDMe7BLAnKHYymGNydmjpDwLiytSUIDcXHNrkwOvTQbS/Rx08uPHItrKgl1E420IgFzOaz3DOK5Dz+7NN6CoAGaRBbsoZHY92GSMYbzg+c/HE574RBw7dhzvfOc7/Ot33nkndu7cucGeZZRRRhlllFFGGWWE8eu/8X/xyf/6T/zYj70Yd991NzIn67Px8z//iu9MwzYIylIgrkNPbJOS6pPbEa0elDet3wwAoFKRL/FxVSRkvS4wMVn07ApljIgBnYFUbH2rGDRYAzsAJfSdATx4xnEEsk/UhdnVkCqByoBWliVZrFTQes1bYKq7oP75IExjCOxyx44S+VJuMmF5GRbgretkMQx1/Iicy4NdLGCE7gINVyGrJnIn1qNMK+eHtbYMWtVAQqB0JX8/qgvoMWMTg1QDVlqjt+5Act0XgcEA6SMfK8yW1PZ3XAGgR2SM3mAbFtwJQQBXtcsxbqJYWEPVCBgUu8gxpDAwYl5NSlgW7MCuKK841m8BKgVQFXZbn6FaR0UiAwW1cARZ9SLw1CyGw1h5WO/yH0L3Jf8bFHWA1QGwqQZAobfrRYhoP8xkMFfCpJ9scQMnzTu5CGyblb6amCqeLGRg1WcF2AmYXVxvwMxuFoB3dha4IzynZSu5pLPWECbc9EwB6NBbLgDXNkHP7i1UL/TXO7UTXImgFu4Gze8BKwBZB9xIQEtLMNE2kO5Drdl5U4m8XPS+BCcNqM4B+d2BRtYjyLeHc08xdNbyZDWUMRaYXQHY5ea7Bbf0zD6gKub+0kdi9k9G53JOmJyBEgRlMuiMBbvUOswuBzqo1WWRMfacIbdjVKbjpWZB6NkzYSZ3QM/sQbxwU87qTPIxoU4uwGyaR/LVq5E+7FFFH6OkAdQYYAN9xunguIpoZb8AoMNgm8lETutkggEDKD58jZdXQ1WEFRYnAo46WgqzBdPrwKCVg5E0ylvxLCSwMGWHZYzu3L6wgPWL0tqCcXaM6x7SZz8SuDuV8V+dEjBm5x7r2ZXlgJESEJ26HcvI6yP+wnXQ5+8D2/GhPr0ftQ//zYb3RB0/Ap6dBGpyzeaMXcCnw/HpQM0KYAuM6HMuRPqIxyK5+XPSlmQdZpcFwyjNmV2sCKhWQWkmYNdEwFSOVD4PhmWM44ofkCrKGJ2sMx0ANCGfk4u353Lf7pr0a6VuQUYBu1ArVrWVY1XyzxMSQJJDZpdrV6XivdNCpp4Dt8hkgEnz+eQ/KwJpa2rXvvUM6t08sWBX9/KXgWuzqF3/N+hd9EI5ZgB2qa4FOI3OC2SMGbcPVJzymarVCtrtzsjr27dvQ6cz+noZZZRRRhlllFFGGePjt37zdSAi3HbrbVhYWMDS4mLh50EZOgXHNZgJkXeZqV3+LdLaMyRMpWalOBVQp+1ZL7SujDG2hsoCdIEBytqe2eW/mDvfH7fvWGbXJBAZ0NoyAAbvcrJFm7gPMbs4SPyc/Mc9TWcVgWwyDWOgThyz52qBMnmd+mtofO53gVoO9InZvB75Ys8NYYBQloEHVfFQ2WTVEooFHEuNT/BoYQm9S38IgzMfB7N1O6J77kJy7dVyrMQCcsiZKSPgmmVAUbs1ImP0nl2uTyMl/V2LwGbIJ6nfFwCyl1nvl1QSH7beZhU5bvWbH8bkP70IqFjAMu0iWjiA6PgNUpGRFNTCcWBAMJNFhhKDwJUJSebOmAKfMSWJ06oY/SdfvloUd33jr6vzsleh/+wX5AdRlsFix0T8pa/IyyeOjcqP3N8U5YweImE0gWzlOUJ85zfBs9MF+Zk3f3Yyxnojr1jp3ovr0DOnAczQWy4YBUEAmMmdgALU8iEgM1IwYLouoMFqSxJTPQCtLMgOiQJXh+TDGwQnDZFMATko6Ma5seOc7P3XGqplwRTNUlSAg6pvNrxBvTZ+7nAUi3w1EzYkV2uSmHN+bGHnGAAGnMQ52O3CsjW5Yf39Bi1rbF0cixxFMrZsf1PfsTyd/DIbARVH+qUuILBbx3Kj/YDtNzGJ+l/9Kaof/5D8HfiWcVIHtVoAM3jLPBBV5R4CVkIWsFvYeWcpAKrAAIpW9mPqA8/1fShFAyxAZQ3qiS3T0LGW3Fo4thqjytlZxsi9dG3xFTGD63R+Ua7YgAOwtsyAd8wiu+BSC8o0Acs84qgCmAE87U9FwhDMrCG+McL8YsrlcG1dKHgxLtTRQ+BGFTxdA8Awe3bYddiuhb76YwBSV6pArQETW8+u9fwk3evOs8tkQFXYc+rYEQG7GiHYFWOkoMO9yRjDaoxJRZhu2UD83qKKMCxtv6v+qu3XmowL59kVqVFzeOf7ZzLZNpQxKuWBKU5sFVCdyeeL99NzzC4NygY56K1icEwe62LH7AKA6npy0BzsMiBkWy9G5baPIVoUeT/T0GdMx1VaXefhxAMcp3ymf//3/8Arf/mX8H9f81r/2ubNm/G7v/s7+NjH/vX+bFsZZZRRRhlllFHGd3Vc9b1X4SlPeRpuvfXW73RT7ntkKTipw0xaeVcAdokEx36Rrlsg49gA0a03QZ95Lqi1lifKCGSMUQywNUq2YBdlKSjqwdTnhEHkkjPHBnHskoCN4Dy7THUSUAxaFcaU3rcLhA6wKImOqQ0xikKTbWMZC5HId6AioD8AGFBLS7kcE4DqLIAr2wDEAGfguvWNSSpAJwOxGTWob06AOmLUjB4ANjCb5hEd2g85YWzBLgPqDoAsAs9Oo/eYHwGIEN1xC9SSNSdPpCqa/x39kUTCTEtSr04uFGWMhj3YRa6ypYpgmluBCoG5WWQYUAT1iYPAUg+UdkUaE9cBU7WyTyWspCgVthprMaanFLWvvlfYfwMjss+Ti0AvA09MF/umMiHJ59Kd0MoCkkSg4x3g6g6qf/d3SJ/6SKDP3rNLn7YXqnYCsF3CQ8yu6K4DmPmRp6L7gpchPf3RyLZcgPj4jbJtHIAGzm8tkDGanacBAOIbv4b0wkcBWM7bGkVyvxywVW941p+TKqW7Hg7EMajfgZ4/v8iEsqGndoI4hequWI8sA56zzK3VNniuAtIpaO2EgIqnKGPkpAHVt8xBb1CvclmhivJE1GigtSYJa2qKxxljUE86y8dTFMv9y6wnUK0ux/HHNvk5oIRFGawFAECpZe64tSPtCJsnHgJeY8tMc/OoPwCQ5AwWnYrv3wZh6rIGuKqK3t/IeZDFAthRey2XTAdSTo7rIE4BMMz8ZnBUQbQoDDrKxMOPifJqpyq2a1XRs0saYY+vklzq6jy7GMLGUgFryTOO1vHs8n0+xOwyJmfEFtY8Iz8q8swvc/ZpVkqpPKCOgRZmKpGwwdw9JeVljOzOn/XBUCAH3NA6xvJh048fE1ne7q0CItarMDu2B2PHgqFRAnIK66QiAFHNAlUbeHaRTmVdggXOqhEAQnTgDmTnX+ZZt9Ivce7Hp4ZArrEG9XHhvnJsZYxpDyqzD3oGrcCgfhVgAagoggBUXet52GhK8Qh3LCddNAZMEchw4NmlcmlhtVqUDPtqs5W8/3Tfg1+sYikk4NAud6/TdF3PLl98BQA3N4Ebm6XKYwhEFphduWeXjwezZ9crX/VqnH3O2fjmzTeCiPDFL3weX7vuGkQqKgBgZZRRRhlllFFGGWVsHEuLizh8+PB3uhmnFJQOgLjqGRE6BLvS3JPINC0744vHEF93PajXhRrybGFKxDMnjiTRM5l8O9UMDLoAS0ZjGpt84uGqoflEOc6TOxp0wEkdXJ0BIpIqb8zg7VbKR2Kizo2gkh8QeJvkMka2BtqgGEQEDDToxEKxL9rHgdQmJYo82IW4KkmjyUa+2HO94auScSqsCrM5N8wXk2oDMINWW2A1CSQK2b5LQKmGOnxAmHJZBlpYkL4CvJxu2MeHZ2ZBaQpaW5F7Y5Nc1VrNmRYedExgmvNQZllAttDIX8WghS4oYyDreukVc12uM2LwWTPov/R5AkTpFFgdCMtkdQVIuyAA9Xe8HcmXvgzqaaBagak08rZaeV5y96e8JBSkBDg80AfH1s9mAJjJKTCJp1ehcpgiW/mvyAJhqgARYXDWVcF9D5gbyiWPJH3KLKbVAKJbbpCx0wi9wayMMWR2rTkjeNlObzoXlLWhVg4hmz9f7vXUNu/5DoiMEZwCgy5okAr4uVnGJ7W6ItnKeoh6KwIWRnyfZYzi81SXxBo5oONNrp1hPuVzirpr0ueZAxjswXwluip6F70Ipj6Xg2UAEEdyrs4qmGKYetPKzSwq4ZJdnQFkxD9tqCKfZ3bVrBw27YD0AGZiGtkZZ+fbOfaKqxY6cDJcZ1B/7zLGnNm11R7TSqwc2GVZPtRe88BD0ZS7ASYxaTe7dghIe/T2/BqBfHyZzEv9GPka5sOP1cQCiImsG1LGzo4zykEK5702zvso9I5i8ezyTJvQNy0OxoL17OIoArEGA9DnnCHAMZGAKwCQMrgxIeNX93Nwh6IcZFHC5qOsD4ISkJRZWJtFcd5o05dknOo9u0BLLQAEs32bLVwS9FPg4eZ8+Lg5Zf9eD+yqA1kOIMFoD3apY0fA9UZB5syRyv0o3ZrqwM4hZhe7fgxljFZOSFmK6NjX7DEr/p5RV5hdSMRny3l2ARityGiZXSJLtTJ/t+5QvnaxrcYoXmFBwYFAxugls4DMXQt2kdYWXLVgV209hlx+7XrTWQI8dk8Wx0LwGURWxliQeKpThqC+5ThlZtfa2hqe//wX4sy9e3He+eeBiHDLLbf+/+uJZBlllFFGGWWUUcaDIH73jb+H1732NfjN33o9VlZW7n2HB0GQTmHqm8DVSfk9lDFmA5iJzci2XeqlSNAGZmqXfJF3sjkb6c5HwUzulCSApXQ7O2bXoJM/yW9uATsbDSfDsYkyx1H+5D+VZME0t4jR99oqEPKT4giqvQA9swcMEn8doOBfI/Iu6zPEwtxhEraVWjheaL9qL4DSPWA0hdnimF1xRb7cW4+VMITZZUGmpAlaXQNvclJNqcYojCsGrayAo2mRCG6uASfb0iYAUz/9g9AzZ6D15LfkyTAwwuzyFQydP5NNNOrvfjvU3TY5t/3HzU1WOtUB+hPQU7tzI/5CIYI+WA8AlUjfaA2KMnCzCZ6aEFN3kwIrCpjQoLUVUCr3L7rjbmG39CT5MVtPh7rHGpPXZMwkB7+EZOk6pPsvR/Uv343BvmcK02pamFYYSBLOk9Pg5gS4GswdskmdBQk8IKCNSG9CCasDf6w/UrR6CJr2SXKfpjDTs6B+344jAFEAU8WWEaEUsolt4MZUDr44sGv2dNBgFap9Arq5G1SfR3raFdABu8xMCrOLsgzUWQV4K8z8ZgGbUoBjkbrGR65FdOIuUL8Nc1+ZXbGVQzpmF+Xgnkg9DTiOoRyipTVU1gf6BuTALjgfOttXlQkwAXrzeVLZz16rqc8AKkJ04i4Y2gMzvRUcV6Es+8qxB6GNTMdoVMZI6QBQFZhJmQ+Dxz8J5oLNSM9/IvpnPg8Tv/tqxDd9TUA7rT2zi3qpBRwsayZL71XG6Jld68gYuWkBt9aa+C4BvuodACBpgGCrDtZqQCdDfPsN9uABoJSlwmAlEnDBYITZRYCVawbMrhCAhSuYcN9kjI6dRRaMdPfOeXOF14kosq9nAqYZLay8uRmIJljlgGfG8nfC1v8pkKE7kIVEpklZF8wKqFTsAwQueG2NjUyJ1LnZAB1bA6oJeHoaaLvqn7baaSjVdubsDVdoYB2QJqnllRgBK2MUQFEdPyxrw+xmKUbivA09g85VY7TA2sjYory/bbCVMUJrxCdvAusdSA59CZi296zfBmkDbtRA1Mk9uwBffddHFMgYKZAxhmCz6wsHOmqdA2KuT4y2zK6gKmJdGGm0tgKOavazdzAqpfTXlb+ut0qBEdU5kVfBVHbM2GqcquMot0HfPJiZXS7uuPNOfOQjH8W//MtHSqCrjDLKKKOMMsoo41uIH/nhF+K5z/1B3HrLzbjt1m/i5ptuLPw8KCPrw8ycDgCIj32jAHYxImQ7H4LWk9+IdM8j7PYMM70b1Q+9D7UP/mXhUJw0AAK40sgZCQre64kgX5BNc0vRdwYI2BNJLk0ZWLCrOiF5Wi9Pbiqf/y8BuzoLkjjWcgkdh4muyQDOJNE09om9iqC+dAyV//x4of3JoS8jucf6Z9Xq+RPrOJEv92xGnmJzo5knNZUJ0PIyjAO7CJJYWo8wWloCawUkCpiJoI4GlSx7XestJf3lDYuHPaFm5oRR5yrn2cRX3XMXooWj9h5Z4GlyKzgiUCISysK9tYl15faPI9n/GcsQqABRRarhKSOgHGvoM84GDdqoXf03gElBqznYxUlDmElduWeDhz8e2ZnnynuWsUT9FZiZGaCdApQDDHpmj2yXWeBlZk76PUzMiHxCT656GSAAW0TgsDhBlIMGZFLQ8l0io2UAmRagsNsW8JEICHM0Fcl2SqH7hF8DNzeJQT3y8WRmzgCla6CeeEtxfV4sm5pWAtzYDD1zOsADy1QScJa3bgE6GVCx/kh6AMp6iI7fASjtCwHcW3hTbufZFQUyLJ3lyTIFcyrrS8VNN7aG2Dic1AHD0HN7QSY33DdTlgV3/DY51PYLhQ3nPZICAAbGSxELkabQs6ejd+kLQTpF+oSnwVyyHfqsM0Bs0HnJK2z7BVjxMsbBkCwwy+6VPcI1x+ySe+FNx2MLENgqfdRugdIBuD6H7hUvD/qhASADwGI+f7AlPkwIZMF+zQr8BZ2scTh0KmM1S61BvRphduWAQgQmwGzaNHpdFPn1EN4rzAG+uuiTCHgZI7nqfazBtYZlprK0wzG7MgGZkSgZkxZUYxXJvlmWSyGzPoBIDP+NlrV0uKrmcNurU6BWasGXNrDWA89M5/0VMODy+yDrA9eFiccbyRjTwF+cc2YXrcrrZn6rjCnnrTciY3RjZOg6wgqYLuJYAGwtDz2mPvBcAbh9ZcxM2MuJNZXXxvtaDldkZPu+SE0tsyuyRR8C4IiTivV9y+zcLDK7pBrjwBdyYBWDGxa0T1NhBzOAQVpky4YRXHu29Ty5/M7JfMxBCZhu+5q8QX3AZvw2gl2nzOyq1+t42ct+GpdecgkmJ0cX2mf/wHPul4aVUUYZZZRRRhllfLfH7/zuG7/TTTj1SPvQU1KBOz58DdIdDxX5UtYFWOWG3VPbAM1QWR9mYhuqN/3D6LGiuiRy1QbQd2CX+NRQvwMoBdVbEV+dpSBhA6wXDvsEDQDIMrsQkyRc/S7U3YeBwz1hlUUEaosU0UzuAEBQvaU8MY4kUZMkAl7GCBWBjnWgjheZXcmBzyG+5/MY/OwzJTl2Rr9xBWTWvMdKGNyYEHklAK5MQi2ehD5jH9KLHybnZAb1uwAiqJPHoeNdQMJANQFOrBb7zyexObOLqfj1nqfnpCgAMxDHuYxmjHfa4Ok/APPofaDF26GWFmCmdwfnkuNWb/5HRCv7ATMQ8CSqinl9JMkjsUF20UNA/S7qH38naLKH6J67AOOkNuL545hd/R/6EaRPeRImf+WnwLYSIwYtqX54Z5YbSwN5iXstyZvZttMeMwC7VMAiMlmQiMIyuwLJqDf1j0GDVdSu/xuk7afLPcgycLMC1Wnb+0Hg4FZKPwqzi5tTYFIe7EIUwVSnYeqzUOlRD3aZ+nyhDYN9VwFZD5QpYQC1lwA2MPNbQJ1MABVVAWkp6kCdNlDdfApglyT+lLYl+VUhqGus1CmCo+5IhcY+qK89wMEcgl0CuJDpQM+dBaWPeXDVTAloFB37JgAg23GRzAfH5PH3RIOIradRsbiZ8+zic2fASR9652kCPk00EH/+v5DtEyaJq3RHbTvf+0NyyGxwHwzqZ6Fax2Ga82CV5AxAJ2N0VVPbdh4nTWTbzoepzUD1lqUfyALaBNCBtRxUDKqbyjVbn6woFtYgD4F8dhu2Mka9eR/01otyzy5YPy03FygCP/U09L7vZ1C/+t3F4wS+W3BgiKsYqrUHGDmU8OpMwJRIfBNFwmaATir7O6m0jgEQUCEB5xwIRZFIL7UGSCTcDuTkJBHgg9nKMFvr3hMzuUOKUUxloFYb1JgCT0+B2AImThKrYvT3XQVubvXyWm40pYLsujLGRoFVRgCQEFhNoXvJT8n557eB2i0BeqIoXzvc/07GOvRAIQfUQ7ArEYm7n2Mo9rvWoLRn55P0O6xnF4bALqnWKNUY2YFdgLBn43zt42pVtvUyRjuWowp4MrGeXWkOegcyRmETKvugaXCvYBeZDHrrhcDAAlp2TWMVAyqGah0DN+bElH+4b8bJbx+gOGWw681/8Pu4+OKL8IEP/j3W1tYeiDaVUUYZZZRRRhllfFfHFVc8El/4whdx9dVf+E435ZSDrK8OZT2oVTFk5kpTwC5DXjdgJuYAbaDax8DJ+OpxnDTkiX9Syz1PlHgm0aAFVrOIjn0D6a5HoXLo3+2B8yfElKUFGWO0cgCU9cCTkwBrqJVlVP/2X5FtPheYy8THy8ryWk97CwBg5n1PzZMCFefyHEXWGyXKn0QPG0sjB93E78UmIUkiCR+P8eyamgEdvFtkV5UJRMfuQHblpWi/8rclWWOAej0wmlAnj4LmDBgaYAW10i0eyzEcQsPiEWbXLKI7bwVPTMoTfW/0H1yLTVr1GWcJ8MUG6uShoh+bN7l2LKAUrCrCrOv2JKuoSKKdnX0h4jtvAXU7qL/3HXlf9VswzXmQHoDanZypUKuj98KfQPTJ24SdNzkJKAVqS+VP1V8FJw2Y2bPsbZBETG+X9vEws8t5QYUyH5bKayZKwCpG9yUvh9m81b4VgdI1RKsHQGkHbGoi0QOE6dG3TLvwVkYKHuyq1QFSUK4aYxzDzJ4h+2RtAbTSLkx9t7ShuUUIFGddhcrdn8QA3wvSGrWv/iX0cy8GN5vAykBYcLEwuwCIgXUT98mgnqOqZy1RaiXBluHhfZqMtiCPkzEaqVbXzfxQRgh2xTWACNHi3dCzZ0Lpwx4oNlPbQCaDWjsBGAO9+QyRnYXAC2DHnbFsliHQx0mTd0/CbK1Are0HegOANeKbv47s/EvttQ3JGNMhWWA22JDZxaRgqlOoHP0MBhNbLHPUAYFK5mYgY+RKTZhBESHb/hBU7vovqcaINmitDfrEEtTJVgDsDYFdbt2IYpnfY5hdZASE4GwArk1CbzrHAtgMgEEwGDz2scgedx7M5knwXA3UaYnPVjiXKfCOYrm/HuAOqzH6yoLCQIKRSrrKdERGxwzqZsBEAK7oWOZXJQKZAUKfJiQJKEthXFEC3ZdhRSTjwPC9Mrv09G6oEyeBKQNaXQOac+Dtk1DmuG2/BUOjCrLtD4WZPg1UsWBKrQGgt2E1RkqL6ycqBKQEU90KIg0zvw1qeRE0PWuBcDuGfHVVZ/iuCsU7Cv3rXosiqK6VjcbBmuyZXRrU74DjKXAmgOO6nl2R8+zSKBQMYF18mOKrMQ7JGCcaMM84A/qT54B0PzesJ2tQz8iZbAzxwFtPxugrnvbASYJobVHGrhsLKgJThMrdn0T1mx/2fVQY8w9msOt7vueJeNKTn4oDBw48EO0po4wyyiijjDLK+K6Pt7z5DxDHCT74wQ/i/R/4AO6+e/93ukn3PWwil9z1KZ88eOmIlYqRyWCamwW0ai9I2foxwYkwu7jasFIyLeXPMwb6HXA8j8pd/4X2418Dbf2aColdZhN4z+zqYPIffwzdq16ONH0MaPkkMCHsHinFrnIPkTAKkp5egWHGKs69gMwYRgYgVRcnc7DLe3YNe6oAMJvmpTKi9VNK/vPfEa3dicGTv09wBcNAtwugCXXsELDHlZyPgdWi59k4Ztc4zy61vAhTb0hS5qsxBv2oLSCx0gO2COAQLexHNn1RcK4iS4UcQyCqgnpdYXZUFZzfmbrnrtFubh2BmdgO1T0J1VuF6fYAFSG+7oswm7eC6iehelbWyQy0MxkjegDVW/ZjgKMJUJp6ZlfBS0lR3kaT5Uw348BAgp7aicFjnyKJOwBQBBqsWmaflTE6BmGnE8gYA+DHyhilElxNJHsO7FIR9MzpUv1N90BZBtU+Dm1OA0ckHnSVSZjGJsQL12OA7wWyFPGRGzxgQu2OFG+IqiD3WqctbJT7wOzqXfKj6F/wXPkj7eQyVsAyRbTMpSgEuzIxFv9KzmCkwPXGzYPo6PXImo8Gc5xLNie3AToVea1SQKxyrzBgCOxiIBZwpBDOGwsQhl6njfhzXwNqBuh282p4rtKdK/TQHzJ8vzewqzYjfkJLdwGnPw5caeYsPyJhQDYnQWmKbOtDRK5FBCBDtuNhFuxqgGhNwP/lPmiwlgs+h3yxyGQCjljmzEYyRmJYyWKtqCDVfZjTdoPrW4WlJEcWnybnAQhYX7BQMop87oYG9V7Cq4osPxbPLmID7mTAVAQYFjYbJ3LORBWZXaGMkZSMrawXgGSpBVSGqmoOhZneDXX0IMzeraDVFjCdgqfnwSYfn+56uDIhvpFJDwCBKwkIvfVljMOeXQC4poCelsqjUQW8aR50aL+fK57t5w3qg/ZbdmHh/fDzwXl2hXLCsN+NBg264KQCMgTSBsQsa+kIsyv0kox8v8r6RnAVOLlSsQw768FWjQBocK0qdgGTk0A3B72hYqAuDFWOY2FlGwaZgbDExkUcCxCadgXIbDtPrqAyJylrhh/4s3E+Rx/Unl2DwQDLy8sPQFPKKKOMMsooo4wy/mfEI694NF72Mz+DzZs349//7eP46Ef/BS/60R8daxHxYAuuiK9S9cYP5GBXEoBdRKD2cXASgzIjSVJlPLMLSUOe+Ffq4sPivLKYQf0WoBTiQ18BDdoYnPkE2SdIFCnLgCQBT+fJAfWXkRz9tDC7lk5aKY+yZtoEyrre28tf05BBPVnARmSMgZxlXJIKSCUzV8mLWRId59lFAVhQa0jVvsUF3yeqs4Lo0AFJti2RQx07ierH/gHRbTcAqRbgbJCCB0PVzHwSmzO7QhkjE8FMz4GWF/NkNvTvceGqMdaaPmFTx+6EaWz2yaMH/HxlNPHs4qgK9HoCwiSRP1Y0Fuw6CjOxVZLU/pqAQ8fXoBaOgusN6Nm9UMt3gTdvkY7oCLMLRkOtSdVSZ7pNqysw20VmOSxj9ElxIGP0cryIYLbty4EuAFAJVLpqARLxSCLL7EKnLSAMQ+SxLiJnUA8r+6LAsysC12ZAvWU5phawy5k2m+a8SHMBUFeSRcoyex6byK61BISJKgLewIJdlchWArwXA3Z7fEBAYOIsZwIqlbM/ogiCsEi/ORkj9XWx3wAZywxES/fIe8lkblA/sUV8nPo9qPYC4uPXgHpL+a4OUNUaTCxzLhuaT04uBwBGI7rjm4huvQfqm8swjS0CAlkwakNmVzrYsBoj18ScXrVsJdy4FjAiCYgr4IlJUGsVvYe8BL0LXgAYRnzsOqQ7Hy4+VnENIOPZaF7CCORSwTgAQRTJsQ2PZ4haGSMzyWZRNWB2AcQDcLUu8spKsKZUi+AOUy7r9vJJZyruKnACgZ+T7Us3FozxzC60Uzmee2jB1ZzZpVMQGDwRo3/Vk3OQxcooC2CXGViW7MbMLjO1G9Hdt8j1Li2D2tasv+oM4C3zL0os2DUlc5+sryGwgYyxDkqHHhY0E/HGS41dyyIpMuHnRVDxEJC2xPazKvTtWsezC2km8zoEXt36m2VAv5UD9XbMULczYlDvq6ca60HIrl/t+Vz7vIwxs9UVHVhnPxuSpMDskocfds2zzC5ilqrKlfEMOTHeZwEOFUF5T66A5RdWBHUR/v1gBrve976/wkte8uMPRFvKKKOMMsooo4wy/sfEV77yVfzyK1+FCy68GO9855/iKU95Mr7x9evwZ//vXXjyk58EIrr3g3wHonLbv6Nx9ZsRrR0C3JNy/zRd5VLBiIBBKnLEdcAujutCKknq9gu9gEw0GEC1TwioYVJUb/4Q0rOeaquFBSyOLIXZuwn9l70QXKsjO2MfVv/fPyI7/1JQryssE+dzkmW2glWWf0GHTSW9t4lNFDk3yhcZo9Nmjmd2wWgvewLbRN4YgE3ODgBg5jZLLy2d9H1Cg1bOaImVBfo6qP/NuxCtHgMGwuyi5TXQsETHM84CZlfAIuCJKUlIVpa86bKX3AQSssGex4sZfa0pjC0A0fE7pc3OwNslKDapIT2Q80cJqNMBEuvl4ySlB+4c6SYBu7aDK1OgwRriL14H9Y0joF7Hgl1nIlq6C2Z2MzDoy7VHVZBJoVYPyTHW5H9aWUG67zIZeyHjgij3IwuYdQTL2iLAbA7kmcZWbExXLejJIq214Ax120KwSbOiZ5eTMRJJckpRULUxkiqKWdePBdU6JqwJMgJ2OYlh/6Tsk6VSlc9WLKW1loDBUcVXoaNuG0jsWL0XdhdXZ/IuSbu5Abptn2f5qAhkwS7SWmSMxbsW9K1U+qO+BYtZiT9ZbQZmaru0s98D9ZYQL99SPIwbN0YLzjhOxmjyNS/+1y+h/p4/BnQP2fx56F38Yjl/ZNlkOkN0+B4kX/osaGHIByrr5/NhTLhKjGrtiFxGXPXzRuTFFQGVen3omT1QJgP1O4iWbwFXJ6XabJQAyhp7w85jf/5hzy7rAWjBwpDl4sMxJR24WKsDyME/MgOgWhPWT5JXuxth4Kghg3ognx86y5mxQTXGnDUkEkSu1QEYUMeCVzqF6p4EqpukcEOi4CvlPnEXssddCVRrMu8c2Jb1LbBnPRAN5xK4McEUwUxsR3z71zD5qp+EOnJMZMwA0BgCk1QCrkwK67ZaF/lnoqRK7AYyxpGx3YilCIZmgBIgaaC/95kC+EXxiGcXxwn09G6YqZ1FTzgvcw/YS465OCRjdCAjGQ3qtYtjBAJoj1RjdOAuZ1KAwAHHYTVMWFDTzSutg4c48gAJNWHJhtUYOVHyORkndiwASPXGnl2ZFCAgMiDLlHZjjp3sfxjQDT8776V4xP0Zp3wmIsLLf+5n8eUvfxF//Vfvw5/92bsKP9+J+JVf+RW87nWvAwC85jWvKfz+mte8BgDwute9zr83/Nrw7+7vMIbfC/8ejnDf9bZ77WtfW/jd/R2+Pvz+uPfCfcJrD88//NpG7RiOce3fqG9OZZv1rufe9ru344f3/75ufyr3d712juvn9doQjs1x7bu3/ce9v9Fr4+J1r3vdumN13Ovj+tW9vtEYuC/t2eg+35d7u1F7x51jo2u5t/Zs9P64tg+P8+HXNprb9xbrXetG26x3n9k9JRqz77favo3iVOeYi3Hj7VTH2ute97pTvqYHog9crNfu4c+wceHa5d7faDzdlzng3vtW7s/w55jr643G56nEuPG40X25t/N+q2PwgYg0TfEv//IR/MiPvggPu/wR+PJXvoJfefWrcMMN3/hON21sRGtHUbnj3wAgqLBn2T+GBFxpHxfgJnVg173IGCs1kfBoqQhV/+LbES3e5ROy6g3vB/WXYGozRUaS1sCkmAnr3Weg9/yXCuj1sEcLqwtWekiRMHUs2BUyThBVgifgUS4/JGsOrYKkZwwjw7XDJSg0cOw07c/twsxukm1O5swu6q/lHlOxSFRy2doJqTRnUqjFFXBSTEC84XgIdoXMrqkZeWltJU9+Ygda5YlZ79IfF7ZQrQl0O6j/7Z9BnRDLEtPYZPtmKOHUKRBVwVEVtLICnp0AKUZ0WPYbL2MUZpepTYMGa0g+9xngREWkO81pcHUS0eIdMDMivSQ4QFRDrR6UY9j/aaUFnt4OU50CVys5LEC5jBGc5ZXUWIHYgHQXei43qafBAFARVH/FslKKzC7no4NMg8bIGKFIACgiMTMHBJCJ65JcK/FUoraAXcja1n9sr1QcNVbqYwESD3atLIOTpjDnnByo2wFXhVEy7Ns1OON7kG06G0wKTFGh2iiZFM4AHbAJt/NvcgCfbQNlfRSjCHZRCHZRBEQx+pe8COAM1F8F9awxeW2IYePmrdYCElkGSiGiHAyJbrkT0dFDMM2t9lyJVOu0STllKajfQ/MPXy8ytCAovRcZo636qWyxCo7rOdOJSNiizUlAS381P/4LiE7eCdU7CdU5gXTvk+ym7E31aRB4WY+RMXpW2nrVGE0q94cdC6eGEOxilgp5XKuLPK2TASALioUXr/LjO/DFeWWNkTGyZR4KwBPlYJfW4t1Gcp9U6xhMcx7o9oCK8gAsN0XayEkilSRJwDPKeoIF60zawRszu8zkDrBSiFbuQXRoP8ik4I6R+9G048KeE5bZBQB6816RNycK1F3MWcZDwXGtUBCBlQLqCaiTCZidKcuYrMs9iAKvRgcmTWzK+zh8qKCC++wiiryMseCj6NZfrUH9tZw15mTT3fZoNcbAY88Dpshlqv6BSrXqqzHKww1XeMUyBGs1W0U3kUOoWPqttZqD9ywA7royxigBpRkARnLP55Ac/qq8HkhmWSkx1A+CQoB3SGr/QMYpn0lrjXe8408eiLaUUUYZZZRRRhll/I+Ihz70obj22mtHgOaTJ0/iXe/6f3jXu/4fzjnnnO9Q6+4lArDJV9zynl2RMLM6J0QymPZBaVu8h8YEWxkjkqplFYhshdKB9TpxSUQK1ToMrc4pGN1SlkrykDEGj38asgsuBWkDMzmF2DGLHLsn02I+bTRUNwe7OK6vw3IQo3xWsU9IxhlLy+smfxKeCouDjJScDz27eNM8AGF2ZdusgXna9qb/nEiy6QAHNVjD5L/8PFpXvhl0cnGUtVCQMVrJTWAC7SvKtdZyWcsYGWO0uB8Ge8FxhOjwUVQ/+sEcGLGSr+GEjkwqSU1SgzqxAEQa1F9F5RMfASpVqPZo1TXVOioyvtm9iO+5Gqp1GFydAJYMzMQ0gA6ipTuRzjwatLIIYLMYgQ/WEFkZo1o5COwG0OqKsbyyRtKKwEaYW55tYwKfKhYgS2Ut8Ox83ijH4Epb+baGA8+udn5fCzJGCxIRLNMFOUPPVs4TpsmUgHXt44CBT7izLRdCtY6ChgsG9HrAtAO7GkAcMLs6baBaASOFmdyGaPUe35zeQ34cyT1fxODcZwEmg7H3zYUYoDumipLxYAxYKXAgYwwr1gEAb8TsQgSOYwzOugrJoc8ju/gRHqzDkLyu6Nll+2+I2eWZP8yIliyoaZPk+OgNSKuPF2lgFBclkCGIwizVGDcCu+KaZVBaJl5cy0EIiFSLJybBagJq7Sjik7eCei2gUkVy4PPon/v9sp2CMBBRy4+FQMYYGtR7GeMQKOL2MZk1sLfzuFIXUNC/n4IrFQAZuCkgDSYwysBxDFkEYIivoKcLrDPxexK/KM/yMxqoN4RtObAPAtIUqn0MprlFwMxE2F4cAqWAlTFaQNTJGE0Kz5bcwKDezOyR5q/YMW20MDsZ4EbOhpJ+T/wDFK5bUDdWUN3iGskA+he9EJXb/lU81gJmF89skrWik4GMgeGKzO9+C2gIY9GteW7919M77HUOigDWGBmjyP0EdArZveH6q3pr9m/y4BB1OmM9uyiQMbKXh9pCEq5982cLwzJzfpHOYN/6T1brvrIrXAXSWAkj1X42STXGbF3mKAdzr3rT+xEfuMm+EcgYw79dhOb930YZ4ymDXW/6/T94INpRRhlllFFGGWWU8T8m/v6D74fWGldf/QV8+jOfwac//RncfvvthW1uueWWdfb+DkeYoGY9YWb5p+nWb2uwBkQKNOiDBm1wUgdbVkgYnIiMkZMaoHT+FDxLhVlDwoYgFtNckCoyuzJr/MxAeuWTQO0W4tu/ifSSh3lmFxzgkVkQSgGVWz8C6D4GZz4FiGt5YqyigJEFKxVSedKwHrPLaKBSlSQjMja5MMKeCjy7zOxmqNUVqSIZyhgds8v5hAVJWXT4RlC3DXXkKDiaLpwW46oxhuDahCQs1FqVNsZxkGzl99FJBBGTeKVBkmvqt2Dqc3ajId8yx+xQMejYcVDaBtI2ortuQ3z7zWO7ycnGTG0a1F+DWjsqx0BNwCFzEtQ+Bp6eg1o6CQ3Y1zPP6IqW75aD9YVNJTJTkkQ1C0AbAL7ao+wJwIB0B2Z2Lm+Uy9HStbzCIrNIdWClgwAo1eB42HvHMuoSBWTIK3NGEZhqUhlUzQBaI1q6y3rpCNil589DfPir3teJvPeT3Hu1sgiubBJ/nVDGyBmi1bvRv+B5SA59RfqPIpj6JnClCTOxTZhK1SHpsM79y5yM0QGgpIR5Q5yzCuVvg5DZxa7SXmrnPSJh2SgF1bFJdN/6+A0xjjzTw2iAxBB7RMZomV3R6kFUv/YeAEDjk68BJw30n/hCDKIniSRveN+AKUKsrU8SgUGgEIxxEddBWU+2NVrYc37eEFCpgpuTYEwgWbAVc9MUnCSIj1znwS4oYZEx4OeN72ugWAzCyxjN+HXEpDKf2bFxFIB8vSQzAFcqIGjxmlruA5M0CnaN8ezywIw2RTaQfz0LPLs0uFmXsTaYFGaXTsWzK6kLKFwRGaM+ba/MFeukT5n2nl1SjZFlLdVattjAoF5v2gfVOQnlWLcmA6kE1E+9dNevObVpOM8971kWkzC7Zk73x+TGPHqXvhiqfVweagSeXWbTPAAG2iniI9dAm9PBcVW8+1gV5eskY8lMWR88Nrkfm+tzoMjYs0UUSJuif1zY5z1hA3LSQLbpfCT4nLA3m0Nz1z2EcZJ8PyxY5IN27Oqt+8CVKfnYCj27IpkHXKvn8zuqCPgY5V6DwjqESLY3kjGmqaBI4XV5YLVa+NsHB/OV1gei7+/4ls5Ur9dx4YUX4IorHjnyU0YZZZRRRhlllFHGxnHWvnPwghf+MK697jp871VX4b8+8R/4+teuxR/+4dvw3B98DrZsmb/3g3yHIqyGSIAY1XqwSxIdytrWs6vvvWw4aYweLGlYsKwq8juT5UnwcNUwB3YNeXZJ0iMAQ3z9tV4+Rw7sYi2m7c7nRBHiY99A5daPyWEr9TxxiiP7tDzLgScV59LAjQzqazVh9hgLdjlmVyhj3DQPWhSPE65OSuU7k3lmFwFW+pOza4gZk//nxxBdf9NIpTF2sjvN+bf6gOXiTPOpveZL0XMceWAjD7tzrITB4l7tngQ3hsGuoBqj2+74sby9LnEaE6qdV/mLj30dqmU9k1QDHNcQtQ+AAJiZOX//OErEZ61zAhP/9otI7v6UABRmotiuiPx99FX+OKjGiNgm4W3wdMB6sj5RlLYDPzOdM74CGWOR2ZXLiVCJwBkLuKKFncjWI8hJkKKV/ah//g9AZoB44WawigX8c0lzIGOkNAWtLXspomP6SVsY1ds+hGzrxcg2nQO9ZTv6T30euGFNuytNaMuSaX7qdZj+66fnfeEN6gMGo2UE+nntzmUywKQgsmNMdpT5naYy7ykWBgsAsAPrZH+u1YP9kDPlXDVGK+8MIy90YTxIpXpL4g84kKp7iCIxEg8kkAXmjNGyLihaVy4lkjbrN5j1gKRoUM9JRSTHqUjjAIAGfSBOEJ0MHkJEDKS2vwJm17CM0RvUkzOoH/XscvIyPxcVHIZkIxUzc4KM9U4GHiNjZBr17PJVLJ10FQBi6Ucve3TgCGtwrQF028BAWz+7gXjOAYCOrIwxRXbx5dJE106dWUDPslMNS4VOz3Rbn9mVbTqn0LfCHI2BQZabz7vrqc3I/4A1WAdQiWS9CphdzhePkyaQNASQd+9tmpfx2ckQ33M10BvI/RkYOMZioZKuimGmnH+hKvpw+eIdIdiVBHLC4AFEpAQEZAb1ZMyYqZ3oXfIiOUZnVMYIu4aQldc7Iqb4v8lnDPW6MFOb5XlTddZKlANmF1gqdzrAMK4CtQYAzqvIAvLZkMrDm3HBcWxljAFzEYFM0QGaPARkh5+d30aw65SZXU9+8pPwzj95ByqVCtrtoUo2DJx3/gX3W+PKKKOMMsooo4wyvhtDa42vfOWr+MpXvoq3vvVtSJIED3vYQ/HoRz0Kz/nB5+ANb/htHDlyFI993OO/000djSE2BqVdcOyArAgEBpmuJCH9HuAqHyZNIDRxBqRClpcxarhH1l6GAdiEIwPxAIAqnH/Y8ye5/hq/X+7ZZdkrmUv8bHJv5WQFuUYUyZd2Y71i2CYy4zxZCn2iwZUq1NqqgCTOs4t1QbLBs5ugFq1PUNLMfX4cOONZRUUpmVpbkUpiSc3jKwQAKhGJm2HPPuMgweeJSTHqt5X3HJtj2E8lB0G4ULGMekswtTm7zZA8xfnnQPqaMgEqC4nTUJBJ0fz066FWDyJavksYMWkXHE0CcR3R2h1yiulZqOWTwCQj9OCKj98g52sdhZnfLdtSJMUcIgWXBeZSy1zGyNagnrIOeHIKntJlBEAl0nlSqlNvAp2DXSZPrH1/2LtRVaDUiBzOyWZVDdRZkDHlKq2lPSCKUfnmh5HNnycAgpOYuXHd74JWlqAGLaR16/EWyhgBRC0BdPXUDvR+9XfBk5vAB5vgAxPCGHSgX3cx7wudgRub0bniF8BxxXoAGRk3xHk1ODf2jPVaUpHIdKPIGnkbYaykAnaJH1QG4kz6zI3lahU0GOTeP6GMMSErPx6SMVpmlzp49+jYGXQBIpjQhNtFKGM0mQDjCtI2k4Oy+vSzkF76CPCBumdPUtYDR7XczJsECDGbt4APB1LHdCDy3KC4BSmyMkYUPbuGKh56piis3HUdzy6ptOd8osgXDpD3LbPLVWTtZgAqY2SMKgcZ3XnioOKf67coRrr3idCze6Wq5pBBPfW6UGsnYXCmgF1tAbsYVSCJoOfn0X/WC0F3nAB2OsA2FT8x3QeyHqK1o+Bsyo6JqODJFgaDoDefg+oN7w+uVyR7GGRAxa6/EFDQs00JfqwjVqDuUuGBgAe76rMiuU4Dz65N81ItMTVQ/VWoxUPQO6YE4IMqenYBIh9szuZMtpDZ5eXPAQDrDeqzoqQ3ij27jjorwfXatavbBoY9u6IISvdysM9XSBX/N1YxqNcDz8hnmaltLsoYrUE9V2vitQiIjLFeE9zZeQ2C5V+2AbMrioXZVUeR2eXaFjnJ7IPDs+uUYbXX/N/fwJve9AfYfdrpOPe8Cwo/JdBVRhlllFFGGWWUcepRrVQwPz+PPafvwVlnnoXl5RV88YtfPOXjPPOZz8DHPvoR3H33nbjpxhvwm697LSL7hXRmZgZ/9mfvwp133IYbb/gGfvmXfvFba+ww2JV1PWuLPXumayVxXf80fbgiI4Pk6bKxzC4Ve7ACWZp78oSJBNGQjDEFQECvB9IG8fXXQB3cL7st58wuqDivrueYLBbU4UrAOFPC7HKG0jACtngwaFwVNSAHx7JUgCWCZc6YAjvAzM17EI6rEyAHBHomksjgRk3CbVIe19B+0u9i9fn/hGz+fN9eZMbLGPX8+Vj9wb8FxzVwc9JXCHSMI5F0DoF2VAGlHaj2kQB4A1RnEewTSwHJPNkkABEo60EtiCSROqNeXWEkBz6LaNmy7yDAVTZzDlhFUGv7wUrBTE1DrSyJzxSA4SqYavkuGFhJ58BY0IXyzMbLGAMpD1t5FffAkznAySxFCVgFptNZBs6C5BOwYNew944dr5UISI0wkzJtqzGKjNFLkCCsJo4U4gOfReXuTyM+cm3OunEyxl5PzPm7yznTyYFdbuxMTQDMMHNbwPWGjM9GLAbbgXE99Zbz9poU6c7LMTjradBzZ3gAFEpJv3nmlWN2pdIvFOfjRVtWUpbJvKc4SPoFSBG2ZybMrjQHRP28tTJGGYf5GAIAxFWoD9+J5utfjZEYWCZWrQnECUwyhdXnvh+mOmVBInsvWMA4EMEMeQOll1+J/jOeC8TVHNTVfVuNMfKAQ3buxQAIWGHQwM6f1HlmwZ+LI7KMsyLYRcOsVOfZZQ3qx4LmWgzqOQC7cuogQJwCSQ7qUU/L2mmZXQwgfdijbVVbC1wOMbv8PQcAFUFvOR8ghf7Z3+/HAhljPbu6UIv3WKZPCuotC5tTNYCIkD3mSbLN5/NCFJTZeWSZedWv/7VU7NWZgC1jmF2mMoHBOc8EJw1EJwLWnJV10sBWfwxedz6CnpU46AIJyXoaGNTrye0wj9gKveN0u13A7JqbB63ZMTVoIz58I2jQhmqtAhBvQ5Ht2nutpMIqMpG2+3lr+1IOWpQxIhN5aME/LgBqHbNLTmDXm04bXB/D7HJMTHnB7RTI9JX0EzO4MW/PWxxLXKv5+c1xFVxtyMOpkI1rDGggY53HVYSOE2DgCqoEoJUf8853b9izK5QxPog9u3bt3o2/fM97Hoi2lFFGGWWUUUYZZfyPiTPOOB1PfcpT8dSnPgUXXHA+vvSlL+OTn/oU3vzmt+Cuu+4+5eNNTk7ixS96Ed70+7+Pq6/+Ak4//XS85y//AicXF/G2t70db33Lm6GNxkMf9nDMzEzj3X/xFzhx4gTe/Zen+L1ODwE+aSeQjkjSqXRHvEB63VzGOAR2+aSEAcQVeTpNNuHOsiChVAKwmHTU98uCXdHNt2Dij18NtXwStHwStX/+O0Q3XifbGKnI55hdXormZExVSSxIGxjLbBAZI3zy66UZ6zC7fHI7GHiAi5w3T+ihNTkFWl3y/eGSL/KggDxZHzYJlz7pgaMKsu2XyanOfRbU0l159UhnKB9XwXFVPJwmpvIKgY7FEykMM0tE5pmC0o6XVAKW2TV/rvyh4oI0JZQxQqdQx4/CTM+OPNG/t4gWbkZ/1/cDDES9o+CpWZHqrCwCW1MgqowUBoiW7wb6VwKaxai7HltfGifFC0AyJ2PsCVBDEzG42YBKF6SCHMeSWEexZ0KQzoRxiCFmVz1InaIol4JWImGExDWRWMaxVHWzTC4/Z1ySS4zGZ98gh912oT2+vFf59MeFVREOAQt2qcUFwDDM/FZQ2gFvFcNsWlgCN6dg6nMFQEH1cuZICLBwYw5oHRQAVIlP2bCMURggVsbrWVmWoZFlQNoFKAmYizoHGbNU2EGdNhgWfAs9uyAFFUZkjHEV1M6g2isYDnJeYJUGOIqQbX0Y6HAHZmoXWCUyP5K69Yiy9z+pAgEIZaZngaQqjFLH7Ep7gAO7UgNUI+jzLga11sCdCai+3X/QF78wAMnhryLdebmAQw7s6ufnyaWCgfT33mSMJpN7lwXSMxKgiZMEcMxDx9rrZ1I0wcrNzO7T0X7F/0X8LzcCi0MgcVCNMfSV09OnA8zQm89FfOKbIrHjLGd2rSwLmJz1BZhuH0ca7ZBlvtEU8HXQyB9M6EwkdSZYx93/uj+W2ZWe+RR0H/ZTIGMQF2SMFjhLNVBJCq+b+ox0UboMAyA6chvUiUPWIy+S9d5kMJt3g8+cRnbmPmAZBWaX3nMmaMWtv21Ex2+HWjsEWlsC04x/MEC6L59vSV3YY/2+XW9i6D1ngitVYHXUoF5kjKmMhbi4bnhgubcm632Aa1K34yv75vsooJ/l669jdrHtp7gK5gooISDrwjS2IMrugq/QG1mWcq1eYHahbmWMa0FxhSwDrEwR1TrQy/vMtZ8c2BWa9A8xu0Y+K8P1Ryl/2Q90nDKz6xtf/zrOPHPvA9GWMsooo4wyyiijjP8R8YWrP4c//7P/h02bN+FNv//7OO/8C/GjL3ox/uIv3v0tAV0AsLa2hh987vPwyU9+Cv1+H7fccgv+5m//Dldc8Uhs3rwZV131NPzar/0GlpaWcNddd+ONb/w9vPSlL1n3eJVKBRMTE4UfACMJKmU98d4C4Dy7YPoCUvVDsGtImuH2yVLL7IpQ8H7xT4qdFMgZ1Idgl8iDqNf1TC4yBrUPvDuvBsjaMsJkP1/hMc2TZwDivRPZRM16o7gEJDfdXV/GKH1hGWlWxuhLxbtrnpwGrVlT4qiaA24B04p4PLPLb+uOVZmwQEQGssyuEIDi2jTMxFQuK9RS7Y2juOh7BgBRNQcRQ2ZX92TOoggYI3K8nLVDug917FAhabqvUbvuz6FWj4N0D4gJPCPno+Vcgjfs/6KW9wuDaLUt3kUqBqkcRPDgoQkqoVECWlwFb5oCN2tQx47Yo1XkugKwS8afPZYbR5nJPXCAooSnqgQoiWu+n5FYg/qw6qDr24AV4lk3dgwk130JlS9+Gqq77LfxbCutoZZOgDdvBQ3aMFu2CfPmyAq4HhckuaQHxTETMPFMc5PIWg0LoEDIgThr2g4HoobjxZBlTg0sWBTL+FYkLCK3NmgNrtSsCb7xbZf/jZxvTDVGRBY0Dwo0uFADJztugGuT4Ir40ck8iLzUU/yi7LUO+Q7xzCZwpMSnz/aNBzOi2Bcl0KftRXS3HWNWxkhZ6v3JGp/5bTQ/8WtAkoC6Mj5U52R+IjefQ/mzN6jH+HVEDyxg7SpmklTJHNjriiBMI7dI9npAZr0CAZgpWzW1Vs3XTu+jVPQcJC2SYz2zJ6+ayPBznGt1ULeDaO0g1LULiG64XfZrHxNmUwRwtSb+ciYD+oP8ukODfM8IzCxzbZRnw0kTYMbEx/53AYzyfZSylzG6fnJsU9UTSbhaPiFttvfUSRnNjK2eOGHXFMsyNpu3Ijv3ItBttuLnoA3qyrlpdQlMsfUzy8cVV6ZkXe+JnBZxjN6zXojeC35ixLOLieTzL03z9cBdbxwHcyHLfb4suK4WF8CVCsxMUETDMrs86O99CNmucQnYVACVgrI+dGOrPa+TtjvPrnp+PXFVxgpjiNmlxbMLKBSZ4DhB+/+8Djw75aW7HKyBNMLsGvqMGQF4vx1Q17cAdv3Gb7wGb33Lm/HcH3wOLrn4Ypx99tmFnzLKKKOMMsooo4wyNo5rrr0Ws7OzeOQjHo5HP+pRuPTSS8V36H6OTXNzOHbsOC688AIcO3YMR48eDdpwDfbt2+dBrOF4xc+/HHffdYf/ueH6r8sbI55dHS+3YkoANuh//3OBZgzqdzx7aUTGaMEuSrviKaMSeHQpy/JEyScKImP0ZdcBz9ai7mhy7LcJWCkAct8lkyKsJElpKmCHyWwCQaPMrnGV3YA8yU8HlmWVG9Q75gtXquAkyROLqJp7MTlwxlbDonWYXf73Qdsn+bDVzqCo4PXFlUlwc8LKcuA9tcS/bBhkqObgTliAoLMolTTjuq0CFrwXyhj1ANV/fj8af/SG8f2zQahBC81/faX4cG3dgfTyK+X15aUcoBkac64iY/KPnwRdf0JAv0j8pMLtyfn+2GtUx0/CbJkDqhFowXqnRQ2b/Ec5MKbTfLx4GSPnVeGAgmcXVyIgMwKauEIAUVXumVI502XYuDz8fRhEDiSIFPqjLRyFmd8GStsw81vEL60DoBkXRif1VorpZMisqM8CUCJ5JEhBiYI8WEAMJ2P048WoXMaYWhkjiecXKw68yQYCgIWgtZ+HwprkaIxnV1yVyn/j5lk/B7vM1DY/N7kyKcwl7zWm/XzyILXrAgukojZRMKg31aZ4OmUuISeo/ffIb6FnlwW7KOsiOfxVIEmgWguY/KcfR7SyP+97b8geyNuIADhm1zjPLvFeYgQV9IhB1gAfCRWAc+p1ZczVrIS8OWn7JwCuvWeXY9sEr9dnRMaW9QAD61Ml/nVcszLG1cOgu1ZBLbmeaOUeL5nmal0qb7KWiomwYL8KwC43b7WWMTyG2cVxDdHaYURLdw71h537GYBqUS7HtVkBxrKWgDWLx630clmOacEwMy2eXaY5I+2zn0WDxz0V1OsiusWBXS1QaxWkNai9CFBiwe/YjyuRyxKo2wVDgaMYPDkthQwcSD70gEZAPl0AhbwkEZDxb4pgV3TrjfLWORfm+0Sq4GPJrmInWPqJCEwT0ll6AK5ugkgxw8qezrMrqMZYqwPgnP0LyDrgwa7A7H9+K9KHPFLAOgfAhlJOO+Y8oBl8Vujtu9B/xQvB9Th/IPNt8u065bN8/OMfQxRF+OM//qOR95gZW7ftuF8aVkYZZZRRRhlllPHdGj/7sy8HAFx6ySX4nu95Il7/W7+JM8/ci6uv/gI+9alP4ZOf+jT2799/L0fZOObn5/G85z0PP/wjP4rT9+zB4uJS4f3FxSUopTA/vxmt1qjP0lvf9na840/e6f+emJgQwGs4KU+7MA0x0gbHABjpFY+Hah1DfPBrwhTJ+uif80xQ2kVy4LN2U/vUuN8Fz00he842JH/+WXvMNE8QnC+LS34oNKO2AE2vyHoqhE/y3Rf/wOw46/pkUZJZ69nF4rvlWClOnrYuHOkYRc6jpSJAC7F4eTEor4xowSeOEigrzYKXDjqD+jHgXQBkqbVDUnlPJVa2ZcARgXQPDAEVuTYtMsajh/K+Umo8oyaujrKPAKiejBlTnwWsNMhHQcY4gFo5mfuknWLESwdAgy66P/yT/jVaXcqZKMOeXasHQSZDfNeN0PUzwGoXmDgHSdy1cBbIO2tQx45DP+IcICJEt96G7LLLLSjVkgTVyo1IZ3k1Rsf4yAxMMgRSORljogR4SBo2uXXVGLu2vx1rzoEgcT6Whjy7/PWHflsh2HXiGMzWnaDb2zCbdiA6fit0thcEA754E7DUR3TLflCvON8pvOeKhKlSFXkd9ZeL7EI9CCRwAchphqoxqsSyX3qgELwK/zcaQFIEWggyr8eNw3GsRgDUs6B5tQ5uzEItnwBlfXB1CkwxlLagbihjdMbsNlwVTq42oNbsWK0wBi99Duj4qk/yASD+ynUYXPE0L0+kwQBmcrp4vKQCSgdSLTIMPQR6hDJG5mLVPnd9ZiCgumPtEEk/OWChYiWMDvDqdEU6a43E2T20qFU92FTw7DKM9Iwn2XGpoSe3WYC8B2+6rpQU1ajVgW4HalXAILe+q+W780IN1ZqYohsD9K1hubZMVh4CnXUG1uM9uxDXxt5zBxBzRkUZox7AqAiq2waZHogzqNVF6MZFIFvt1TTnoVYPwkxukiW1WpH5Zpld2fmXIvnal8GpgG+UtpF8/hNQh+9BOvn4HOwilTOhalMCQLbbch+iCDwxBZ6Zyyu+ujkTzGnSuij3G54nvnImwCColSWoo4ehz70I+NJn5D1bjdHfV8cQDPzfGBMCFGc9MBNMdSYvVuAM6mt1DzZxlAC1GjBcjdEYKQoAFCp9OjAVIOvF1yhel18vbJ8Ga7bedwFQTYCpBFhZEXBaRQW26QMVp8zs2r5jF7Zs3T72pwS6yiijjDLKKKOMMu57fO3rX8cfvPktuOp7n45HPPJR+PCH/xmXXnYZ/usT/4Evf+kL3/Jxm80G3vfe9+Cdf/qnuPbaa8E8ypRwTLIsG028AGAwGKDVahV+gFHgAWk3B64sswsAmn/wKlT//e/ldZ1Cbzob7cf9ut/NM7sGXfDcJHiqCrNpRt50FQSBnG3jpGxRkMC6tm8EdrmEzzj/kkB6kXZFRiMXnPtZOXZW5hKDyng2hjtOyOxyLKvQUJgUeEKSBS/1i/On7BQa1DPWNah3Ea0eElnoMLMrAEW4OikeYe6pvdYwM6dBz5w2ImPkqJK3NQ1Aj671F6vNFBkbKLKNxsouTzW6uYQpOnJQWBYuGRqSMRIb1K79CyR3fRJq7QRYRaCIc88uB3aY3KSZoyroyDG5zrUBojsPWD8tW4FSBUyINAWtdaEWjuUeZHrYoD5Io2IlzK+4JqBSUgGIpF/CyoFBJbx8XwuwDYNd/VUPpoX9K8wu8ewyczNQC8fBmAGyLvjCTTCP2YHqTf+Aym3/Wuxf25fR8n6AAI6bMLVNUkWRB0VftKwv2xst4IsxAmI4g3qtBcijigAkuivyWO/R5Fg5WUHa6PtRkWWrFK+Zo5rIWceFM6hP6uD6NNTqMdBgDVydsBJEu5/JvDE+JzmTiIlgpm1l0Xojn08NC3JONf0cqPznxwCT5PcBkPUhKYJniJMAqA7C3Wd3b62MkUGQaoxjfO10ZtkuFiiJBOzyrM+KYw+5wgldWf+sVJMdEFep5MCDA4ziBGQ0Bmc9BYN9V4mv3MQ8yAzyaq6s4Koxou6qMR6W/RubpUkrB0Caxby8Vgf1pUKg93DKMpFaDrNEtRa2ajTUfwDYyn1H+8OxxVAAu7z5fn8NyfHrQN0lqIVjwpo1bYAZprkF2bZLgEQ8txyb10nXzfQs6OSCPNjQUohBtVtIbrgW1F8VWWCkZO0YkjFSZ00eYCRVcHNC/NQsEOSBJz+nMysnDBihoWeXDsAuw95bLb71RqSXPAYMwuD0J+RFBzyzS1illKb5ve5ry0gdyGdqfZNlV/Zz764Cs6sqzC1tCg+LSGcBsysAu1yFSCKZt9b3Ld9gyLMr+KzQu/bIWlaPg4dWpwxDfUvx7av7WEYZZZRRRhlllFHGSDSbDVxxxRW48tGPxpVXPhrnnnsubrv9dnz2M5/9lo5Xq9Xw3ve8B1+95hq87W1vBwCcOHkSc3Ozhe02zUnit2DlXPc5Rjy7ut5snimvilZxT6UBSUiBoomzkw8OOjY5IHDTvtbvSRIBBImCBZ5UnjB52VR3yEQ3bJ9nB1nQI86/ZFPWA1fsObPUMxs8E8OBJlGQQI4Ll9yl1pCYrGcX52CXY4WEzC4v6QgTZsPrGNTnCYlaPQTe8xhh1pgM1B0AtQgwOQBlqtPg5kTgo6VgGrPQm/aOVmOMakXfMXfOoJImU1HGWHgqHwBf32pQtwOemET1Xz+E2t+8yx63mLSHUb35H2S/9qKwHCJAkARAWYCArDQMgFT6O3JEkvO71wBOpIohW7ArjhBW/qRb7sHke3/Jn481CjJGGZcBiKxzGSMnNVHdZl2bMA8BPoFhtUuMR+YVGKq/AlObKTK7Fo7BzMwhMl3w7DS4q8DMoEFLPLt6GSq3fawwXtw1ARDGl+6BkwmgXrfG4VHh/KT7IJ16s2/P2EmNgF2DnsiXKRH2S9a1wEKR2UWh91ngFyVu5yoHq31fVNcFTlXf+i0152CqTSRrR8C9Jrg6JVX7MicFNv73UMbIk9NB0t8Qg30AiG11vWoCdDOov70Vtb9/L9I9jwVlPZ+c06DnWVT+mElw3jAcUD9SjdEybcYyu6Qao2d2WYN6AYo0uGJfb3WAGcgDgczk1RidjLEWsugCcFVrmIntwlLVqUgYW20wVyGG5xbsMtob1JNJQYM2qjd+UJrkmF0EAe8PH5Br6WcAElsFM8qZa96zS4PSXu7TGPahY0COvOEeUkRANckNzd39SNuIVu4E9QTsAgCenoHqnAA3t6B/5lMQtQ9Cpw1wHIGyfs50m5mFWl0Cm3m/xvn70F8FU8UyuwLPrqpldnXs+l1teraumbFAo2O0OWZXaguWFGTLcSCt11DdRbDJZClRCaAH0Hw60nMfgfSMR6Fz5avleFrn/Up27TFaHsgwg/pa2IFgREt3w2zeIlJ8ndpKva4ao70elYi5/iArfh7oLPfsCsa7e1gDEJAN8uq+fgPnD1cp/g3A7NwjLzViwM1Nir4trl2nDHbNzMzg51/+czj3vHNRG5rwAPDsH3jO/dKwMsooo4wyyiijjO/WePzjH4crr7wSVz760bj44otw6NBhfOYzn8Ef/tEf47Of/RwWFxe/pePWajW8773vwW2334Zf//Xf8K9//etfx/z8PLZt3YqjxyQxeMhDH4IDBw6g11vf72psDCWoFDK7VAXEZtQTyobq5teVM7s6kgQSwBMWeOp18yfJockzimBXLjW7dxmj9zkJv6BnXcCCXRj0xazbehVBwV8HB55WY2McsysEu1TskwXlPbsqOahVYHbxeKaDe40Zau2w+PskDfFWOrIi7IW5qveaMvUZSVots8tUpgWEq06ATA46MinxK9KZAEYh2OWKCyTNMTLGokH9fzccYKmOHc6rHLrEdgO5i+otWbYQkBc4CBhhFjzguAq1cBS19/4xejt+CgZ1m1wyMBBmki9eoDOQkmqLprkFvYe8FKRJfL3saTjKgV0AoNSIt1kyCT1/DnAEYMuqoCEgkcMxuI6MEQCotwLUZgr9qxas795kAtSqYMyKqXU6L/ssD8aCBzlo0wbpjni61SMQDywzKmD0ZT0r5+U8OScFOtxG/UN/CtVuWfP9qlRI1T2pUBfOAyAHauzvAHL/KnVqMkY4sGvzWYAiqJUjMIOt4Oq0MPtcH5ksH5txBYMrHg+uNxHfdpM/FFcDNlECAAqoxCDTBzEs+DVVAOdpeVH8mcJIKrnMMOxrQCTQoYyRgmqM44BzWyRBWDvIx7PW8mPZTdTqAqmByvowmfG+Sty08uVKJQdF3P+2yIBpbBZmjjkJjisg0wfDAEb8xFhFYBZppGP7TL//B3wT1aAlDEYAZmYOcb8nY2OQAqjbtW+cZ1cmPoNBAQUf0Xhml38QoG3hkmoN6PdgJncCAOIj14Ir8lmgTjiwaxaqvYD0tCuhp3ejes+HoPksII69+T1XqrIuLi8ByLyPl7/G/iqgEpnfpHJmV3VSxl1rWf6emPYPZNgWB8hljAGAnQVFMgAL8gZMz6wnaxQzOKqA0jZ082yAAL3VFgUkBxy7z95IwDGtbeVYnTO7AKgTtyO75EK517qfyxirNQHWAJlr1Yqw8sJ5qNkXauBxMkYS430eArsIsNfgirkMMbswxOwK++QBjFPmj739bW/FQx/6EHz6U5/Box51BT7y0Y/ixptuwu7du/F7b3rTA9HGMsooo4wyyiijjO+q+OM//iPs3rUL7/urv8IjHvkoXP7wR+AXf+mX8eEP//N/G+i65dZb8epX/2rhvdXVVfzDhz6E337D6zE7O4s9e/bgVa98Jd77vr869RMNG9RnHQ9cMVUAMNTBuwvbTP7jj6Fy+8cLT/YFqNGgQTcHKZoW4Op3A98b96XYAUch2GVBhA2YXXliaY+TBF/Q015uUD8Y2ETN5Am5Y23EVRCPB/DkHAGY4WWMJpfAkRL/LG28XI9Dg3pm6w9mZYxjmFIuIVT9FdDAAlj1WUlwFtbEv2eXlWnFhPT7nij7WbCL67MAAaY2JYlvc6skvy45GWLlyO89kDHWDF8VknTS9zOzyybX6tjh/DUvx1q/7wXsYpvVDFWUNFlg0lwDZX3U/u0fEZ08CG5sBZhAvTVJJEMZY5Z7fWXz52Fw+uNgIuuJ5Cr8hTJGZqDfhZnZg2zrpUh3P1La7wGYIWZXWJ3NeX+NAVO971bQ17R4QvabqQljsHkakmPfAC2dsFtk4xkTjtmVtkG6B1OdBVfnAJOKh1gh4bUyRgcWZplndiVf+bxsk1oZIwUyRse0LFThc/fQyUHFs0sM4Yv3VebEep5dArzqya2S/LdOgAZrMDXLqrHzg1jnAFRSRXrFE5A+9ikFoEqM2Z0s0oJQrm2Qe64nd+YSRgBq8YSVrcn6wxBm1ziQ0l97WAVRAbAyRhrDVIQegFVF2HKArCEOcNeZN2mndl9kZnogwFPVMrucjLFa8awaCqVlFPnrZJJqocypB9idoTk55mtvnTXVASETkzJnjQYNHJMrlXEyJGMknYnktDIKdnG8jowxNKgHwHX5bKhd9xeof/VPUb3+b/xcJAsAm+k5qPYx6OndID2A6h6WvohVzlKdmpF9VpbEmL5b/Lyl3ooAkpW6LeYh4zF90mPA0xXP7DKz8/k1zMzYNtuHI4mrsJrKvQ7B7SgHhfPxb6yMsQKmSCorAjCbhRHlJfWeEahAYPl8MRowKajV8u9Hi3eDo5qMOW1ZypaFSpWKFJ6IKgKUDrLiPNQZ2N3j6Tn0n/x9MtYDGSOygYB4oUE9ZLzpi86GuWw+H3u1BsymeRljjTj/rHiwGtQ/+tGPwuUPfyQWFxfxute9Bn/+538BAPj85z6PH/7hF+ILX/ji/d7IMsooo4wyyiijjO+muOCCi+73Y37f9z0TT3jC4/GEJzweP/1TP1l477KHPAyvetWr8ftvehOu+eqXkWUZPvCBD+Ltb//DUz4PDbMx0i44rlm/3ApgDCqf+Ehhk6h1BNHqQaSnPca/xnFdEuZBzkLhCcv26vdGK5rxGGaXS6A3ArucnEJVbUJRlDGailUqZIMc0HGyI50CqFhPq3sHu5BaeYeCgGPuC78SM2NqreZARFTJwTR3frC0caxnl/X36q14xpWZ2YPo+I2gxhzoWAfmtK2g/cugGYI5fy/U6j1exmiqkuxzYwroZOhc8QtQ/VXUvvIOe/wUXImLMkYASNviDzYsY3RJC6/DVDnF8MwuZ6gPjHgPjd2vs2hNs4Ec7CrKGJkiC65IH6q1QzBTu4EMUN0VoKkFVHVjLet7+aP3dGPL4qjWQAMr/XMMJjBo0EP/nGfK/bNDjNixU4ZkXaGsKU6ksMGYa1O9Fdu/wT3p2KS9kYBVBFPbjuj43yL62y+j/bKLAbUOA1GHzK4eTLIZxD1hZcVDMsa0B4DBzMi2XQIzOZVL8FJn2N8TjyFSgJH+cEmzayOSSs5+CwE/RcI2GWF21cYXZwCAtCf5en0aREYAlP4azPRpeXvsedx95qQCrjdgJqa8OT0AoJKfh5MI3lTdtqfzGHlYEB+5Lu+TZQFFzNxmRMcO535cY5hdcp2Z93gjsKV7bSRjtIBrCHYBssYZA64KsKNuvAtEewVszkxuUO+YN5VkdN5EUV7lUa4MiAEyK2A2AEcQsIvECB/rP0Cof+6t6F7+f2SbnlRjdIbm5FhMw8yuTAvYNXP6yPFE8jsG4PRrqjwE4EYTWD6J6q0fCfa1zK6VJTn39AzohJjURws3AYmVdCbKM7jMzJzfp3rre0cqREaLtwOGYZqbQNQGdB88kSC74hKADWhgx83s5rypU9NAPyiQ4cAt51kXAOMcFghxoBezDIsogZk/T1haAMzcNngqqc5yMI1s5WJjWX8mRXTiHmjstvdl1e5XZHYBVpqobTGEalUk9ME8JJ2BoED9PtJHPBbZORcg+erVBYN6ygYiO68XZamsGOkzHiMsOHv/9E47P48tgCf25A9yHqyeXb1eD5ldyE6cPIn5+XksLCzgk5/6FN7+9rfe3+0ro4wyyiijjDLK+K6OZz3r+3HBBReg6VhNQfzqr/7afT7OBz7wQXzgAx/ccJuX/cz/PuX2jcQQ8EBpR572xjUQJ6j95u+h+o1/Hd1v0AYnjdx7JamD0o7IGG3w5IQk/mFJdsuOINbyhT3JpRXkZYxFKUqhfd40uApozr3AAHDWFXYLHLOLAs8uiFwDFUmINpAxunYgDZldGuyANYqECdHKmSIcVazHio3M+rYwxpt0O+ZKbzlP3OpzSNoLMDOnA8e74IumASwjGpyAodNQ/+t3Ibr9ZjlfzbK+ak2gZcD1OZikETC7NICinE36pWUrP8YIjeJzZkF6/3ivdDsgbaBOHs9f8zLGU2R26YDZRbFIdgAvG1Wrh5HufiTU1w4huu0mmMfuFmmhk8x6s3AAFTsvM3tzqjVgbUVYHwMLQDJ7eRd1l8HkALLcKN8fF1YC6SI0sB8K6i2B9KDQvx6EmKgKY1ADavUgkluuRedZK+BtYyreAbmMMW0DugcYRnT8JpizdgkoFczr6g1/CwDoX/gCmPoszNQuEC0LW9GBXWlXJHcUy/ECxkrtvX8Meu6PIbr1JvSf9mzb964P7PxQasSnjOP1mV3K9qNpTEG8rDJQfxXGjmsPmLAO5KIJuN4AT07BTM/K+kEKnEQeHKOKAhOBkMtN85Pm90k5Rt3sJmSNCfRe+BP2vOsxu3TxPkMqs4qMcRyzKxUAIqrCV9Bz15llQE2AHbrnJFSyLH2eMbg5JGOs5kVC/HniREA07/mUgBMFZVIALH5zthqj8wbzgOVQJIeuQ8+C7Rj0LdgVgFuhZ1cgXXXryEisw+zycreBrPtmx26oE8f8nAOQsyzTAWhlCTwzB7Vf1o/42A3gvXXP7HIgbcjsUoMWgGIlYtVZgOosgefmQdQD75wF72wKg5ENuFoBDINtsQNKU/D0NOhYfk/ZVgGldFBk+AECCpugv2QPz+zSs3t9f5rZ7cAirBQ6y/ej2MsYERmo9gnUPvNmtJ/+Fnm7u5qD7sZ6dtnPL67WvPUAVxKgPyiOYS1sWOp1YbZsk30aTT++QASuRKD2WgCA2as4eyZnD9o122zaIv26/yD05WfmslB6kMoYr7nmWlx++cMAAF//2tfxkpf8OADg4Q9/ONJ0/Q+iMsooo4wyyiijjDKK8da3vBm/84Y3YOvWLSCikZ8HZQx7dtlEJdt2GThKoDpr4/YqgGKAlTFmXVA/TzZ4sgn0beLjACT7VFy8ZQDEgY+Ibct6iZls5ECzioBSlZwZpp94MbIfepz8EVRjJC9jtAyRuIrhioCFcGBGOrCSLwJXYrTf+LvgM6cBFYEnp0HtILEaYnZJ1TVj2TNjkj8wKOtD9ZYLpsqqsyCMg56Vy8QEypYAFaHy8Q95/ytT32wlNREABa5MwDTncxNvX/1sqCpg2raeXdGo/MoMChK7/05QpwW1cCSXfiJgEW7E7OougjR7E2ZpcwAyqcj7yHgp6Oo9MBPbgQOE+Nav5zJGz+waeKDDS2+13Btv2hwyu9iAY0n8opN3eFaOB5i8l5VtVzAGOY5HQB8XqnWsIKWTa0glwbYgB1Ljq+ZRr4t1c0gnMRx0QLoHGnSQ3PUZe42VAsgZL9yEeOGmYMwrC8LAV7SjrCv9oSKQ6cnYs+eIjh1G44/egOq//1NQICLw7FLi0ecqC+Z9Uduwsidl2gIJ4guoXDVGoOjZldrfkyq43pRkfW4z1NJJYZREyo8Frsh88OyZsD1J/gBCWZmomd0Eve88ZOddLOdNxzO7aBjkgJHzMBCad/vtjWVFxVUgZSmkoWA9uzLxT9IMJO56U/nbeXY5GWOS5H0denZRAtU5IQbuqiKeXewAUOsbpRRQdd5g49dxvz4DwsA1xjO7vIzRySgDOSv1x4Ndcs/HeC66a8iE2dV+xf9F//tfAAAYXPF4DB79PVIgIE1BzFDLizDTs1Bt8e+Kj18v3lxswIGM0czMAoZBayvjrw+AWj4A05wDzzQweO4TwJfOA8faiD5yHar/9LfC/JoRpqA6tB88NVVktwaeXZRlxaqFUZx/hrrxZqvwclQB1+egVhcAzTAzwh5jsixIx26mGAKQGalam/YQH7stb3/XVnIlknGiFKgr923tLe8Bb62KfL9aBQ3SIsirtax9/Z5If1UCrtWl2EmvC4YC6lVQaw3cKN5PnqkCDpq3HnM8PQPSGur4AlCPRToLfNs8u06Z2fWbv/V6tNZk8P/uG9+I9//d3+FlP/3TqFQS/Oqv/fr93sAyyiijjDLKKKOM79b43u+9Ck9/xvfhtttuu/eNHyQxLGOMlu5AtHoI7Se8Vl4Yl7gAuUFw0hBza8fsCsGueh1qRZKVUIIDAOQqhQVglwNGaD1/meA4HFet3M1+CY8TmEv2eTkFBTJGttUYKRsIfBJVxvvsuAjBDJOBIwI3xL/MXLQJ3rPLVWIEbDXGIFFOU1DaQfXa90MN1gEMsx6ov1Iwzlbt43KNPevjU41A2arkuU66AoBrm4TdECkwJeDqpFTkcoUCdFY0EnfnHLSE3cRmVK6os/EstG8hqh/7e/DnP1F80bE7NmB2UXdJ7msEgJxXUL4fq9gDeg5IidYOCyCZ1JEc/BLS7ElApeplUdAZWFkvJAd2pZYZYb1rOIoClklu6qzaJwCncPIyRgs0Of+0ZpAkRvEIwOiicsu/IDkwWpWVuh1gStpBg0zGAAD0ukA0Nb6fOPfsAgxq1/4FouX90p5KZZTVFLQbzODKBFTncM64SbsWvxFzeI4mxzPUPODh2EZGpIMAepf9BOKvXofew34K1RveL4DaejJGd4yI5D7rDNQPjPsd4GdMDnbFFaDeAIigd5wGdfwozObtQEz5eSoxvMQwuA/VWz+Kyk3/kPdfryvJ/uymfJyE1zfuuuNxzC6Ty90K12YZL5UJu04JAEfWoJ7rDQH7nO+V7gOZMHUYEOZolllmVxFg5CgCqwpU6ygAglE7gViD2cp9076tRkq5N1inyHjy/RCCXb0u0MygDi8h/twt8tAh8Oxy/UnaMruSulThC2ScHK0jXfXMLuMwbGTniPw/fcxTwNUakmu/4AFnx+yKj3wN9a/+KaJj30BafbSsWwmBBm30n/IspJc9HGptJS+CMSbU0n5wcgXMru0gMDgi0LE+ojsPQp08IsyuqRmAGdGhA0jPvqIIyHsZY4qRaowBKJzPOcvsUglMbRaquwjqDcCNBgi9HIj1DwJsNUatAZUBWZqD4EkC6q7YuUkyTiICdXqA/ejkTVX5HK0moFanOIaNZef1uuCkATO5E2ZyDtychDp8D7DjYnCjCrXcCio02vEQkzAEAaBRA04CPDUt/mgrK/KZ6oin3yZm1ymDXbfffrv//RvfuB4PeejDcM7ZZ+Po0aO+uk8ZZZRRRhlllFFGGfceaZbh2P/fvj8NJcWqvYCJD/841n7gr2Ca8+syM0KwC91F+T/tjDKJrEzLS77cE+BIiVl6HFQD19bYd7A+GyQHzWqA1sjOuxjZvvNhtmyXRMh5hwwGVqqiAQqYWoAwg8awMYbPQVkKyoQVRtVEKrs1YphKDTwxAXXogO00+40/rGiYpQAbJAe/tO5p4sPXIDp2PaD71o8qAnVOSHLb11CdE2h88XcweNhjgZQB28fc2AxWFVDaEQZSXBcfMgBmcodtizOEHrofg7Yk4GlnBHQi3b9fzOkBIDp6CAj9ugAvX9yoOICXMUYKpGwCm/bz/VScswG9jFHOE60eglrZD2iN/pOfCTz5mbJfOgDXJJHzYNeaJK561x6p7KeifNwxo/mfr0F04E50f+In8sa5/nISPgd2TUzn28Sj0tH8+lNQe2H0jW4HPCUebLR0BGTHZrRwGzLMjm4PBMyuVu6v5QCopAqMAzcc648ZHFc9OAbkzC55Xyo6jgXMXIIeenbZIhGmsQW9y1+GdNcjcu+tjSp7OrNtYiDLPOhLWV+8lgCAs3zexrEHJ83u0xHf+DULPlDOJrJMJiZXHVLaFu//LKK14nhUSydhZjcX/c3WWXuo28lZgACIjMgl12HxedZOZUIk1bEScExnlnlIQJp5dhTpAaCtB1OtAY4iqKOHwbt254wuN/6iBFAVqNYRgGKwqoLiNAAuHdgVyBjb64BdYfXeXheoa9BaH40P/57tpNCzK/eqc0U1uDoJ6i3nx0jWkzHatlvPLgDQe88W4K7RhJmaAScVf69pZQl6z5kgk6J684fkXLVcxkhpG/1n/zDM5BSiA3eNvwc2VFeAGZ6rQS2tgA4NgP09eTiT9S3YNQ3qnIQ6eDfMY74fyhyEmZiEPvsCPy9oMCpj5CgKWGshs4sts2sGqrsE9PpA1VXmJPvEIpehggXMZJ3LganTFiZVd9nLGIXZRUCnC9TtZ10jBpIGuFYFdftFz64sE0Cy35NiMEQw01vBjQlEd3wTNLeK5N/+A3zhFi9z9BETaK0H3tTIHwpMzYJWlwXsAsB150n3IJUxDke328XXvv71Eugqo4wyyiijjDLKOMV4z1++B7/2a7+CWq127xs/WGIMe4MAVG/8gPwxxnwZGAK7AHBcl4RT6zw5AOfMAZeI26firMREmwPPrviar0BdfWRDT6fcs6sCZAbZuReh9/yXIjvnwgLYRekAbL22vIDUAXdxdWN2kUvonUeLst45Lkk7/2LL7LIJn2MahYm9k7itlwwDaHz+jajs/4wQUaxvjmovCNjR1yJn5BVQzEBqoCd3AgDM1C6R7mRdaVuSP5E3UzsL5x+ukCeMjMY6MsasWJXx/o77YlDvmF1JIPsNKwCqCIO9TwKlXajVg7JP5wQo7SI58Fm519WiSTV0GsgYLYPKMOjkSZjT9so2Q8yu6MTtiFYOCItF90A6BUWByTgsw6XbAU/m/c9xsj47aN1rboMnJwDDUCs5IFP95kdB6WpRNuXCM2XalsFocuZPpTJ2XpsJm8xqGcfRUgB2pV0vQyTTt/KsMdcRVmGEBbGdb54B0l2PAPVbMBNboad2jjcrd5FlvrIcZZmXeEYnbg7GSpYD7rWGyEQBmOlZ0MoSkImXnpNjctWytEgVWKuhVNi/tnhCwK7QmHs9oLLbySvY2YtlqPW3t/OIk6b4KMVkPZd0vk+a5lLArC+sJyLo7bsAAOrEMWGqjZExclQVWWxvWQCvOAl83LrioaQIqFVEGrieF1k/Z+7SoC8S3tCAPShk4ftTaw9MhlJGJgVW8TrVGC04K1tadmEFZtfpUhVzdpPIgW2BALW8CLbm8/74DuxKpIiCmbSsx3hjvg+lXQEa52pQh45A3boM6mv5DDOpgF21OmhtFfHt35QKmNMJui97Ndr/53XILr4c1G6Blk9K1cJQzqqiHPAMZYwGQJSAa7Pi1dfu+mIBIABRPf+cczJGy/rzhSGcd+WgI8w1CpldAfu5GQvLrlkHtdqyrZMUa/uwptvxIB1PzIiMsdWC+tIxRAvHxbNrosgi5VgBLQs0N2SOmKlpqJVl0LKtLFu3x3ywMrvOOecc/MEfvAkXXXgRarX8g4GIwMzYum3H/drAMsooo4wyyiijjO/WeP8HPoiPfuSf8SM//MNYWFhANuSH9bDLH/4datkGsQ4YU7nlX6C6S4gPXzt+Pw922QQwaYC6J+XLOmtJkpiFLQD4RKD/vc+xX7xtFavQoH6tBTrQ2lhi6BhZURWYqQLLgNm8BdTrQh07juz0TbZ9qfXsyuCMzp33E0eVscnvcJ9QlnoWBtdyqZOZ3wYzOZ37xEROLhca1Dvp3QYMsiBo0AJVJkHdRbnGvgYQgadmQHoV1O1gcN6zEX/+96CndolfmU4BHoCTCQDWQHhqtxxvPWZXKswu6q9h2LdMmF0bgBP/3bgvMkbWoE4XXI+F8cNFGaOpz2Fw7vejesP7rSG1gKoTH/8FYboA0Nt2Fg+apZ5R6JldANSR49C7z7B/RMIqsR5MXlKnM8D0wKYP40ysQyZQaw0mTBLj9WWM615ztwNAAM147Uj+hmPdVKojFUo9Sy5tC6vC6BwUqVTHMo4c6486J8FoQi3dnR9vsObrAajVA9DRPvGNGzmIA15yhhdbZpdLsJN7PgfVXkDvkh+9F8+uDBxb0FXnbKFk/2eK3mCW2Tcss1LLi6A0EymkO081MPTPUgA120+j0mi1dBJmfhs4WG82ZHaFYBdZD6V1Hga4sc5RAhr0wHFDpqg2OVg6GBSYXbTUA6OJ7MLLABAMbRGvJC72OVdqACVQa0dgmlsELIkJgJNf9y2AIuuWYyCOvS7mXC7X6wq7KAQuwmt0bEKjc2ZXJbgnjqU7DuwKQPTaW/8E1ev+Hmvv+CCyM88VD7YkgZmb9w9HaGUJPD0n7DnHOKzU4CvrNvP7bDZvXff6AID6HSAi8FwV9PlDAM8KcJR25EGDLbKg2muI7rpVjvnw3UgtwDN4/NMQ33id9JUx8nkAC9wFBSk8yBTlzC5Tm0XcvdaC4hOID18DTXsF1Hb3E64ao7HsLrs+dtoCgDvwTJFnQ9JaC7V3vxt63/noX/5MmMYkUIlBq3ZN1BlYJXb7GOh384q0TQG70B8AVVn31RjPLiQKtGTHcdM+1JqahVo4ArW2JmtlswJ08OD17HrbW9+CgwcP4rWv/U2sra0/Ecooo4wyyiijjDLK2Dje8Y4/wi233Iq/+7u/w/LK+oa5/38IAo/1F/Lv2+Sxf9ELkO67Sry70q6AQ0Z7Jo1ndtmEMrvwIehV64ivv8Z6dgUsOPeFeb0EEvBAiZPtAYCZ3Qwa9KHuOQCccT4AkqSVyHqWOJOYnrAr4urGgJp7bzDI2SfVRJLnTgaenQM3J6BWVwptCT27clP1+wZ2IW0LQwksbBYjQCFPToHrdcTHbsHgjCeidt1fwEztBLUXwJgEIQVXpkBYBABh0wA5yDUiY+yAK02RTGZDkkWdjb52P0ZuUL8xGERrq+CZSUiGxx64cfJHjhJUbvnnwj7R8jpSJsNQnMFYqSlXcsBCHT0G/ZCzBN9SzuNJElUMbNJtmV04exqtZ7xddgwZQ2srRUbEBjLGda+305bENzVQrcP5633HVqp7OTA3mtA7TssLEAza4DgWNog977BBfR4yD1RnCQanIVrM+0x1TqD5n7+GzmN+E6q3KKDdONZnWIUREPDGsinj4zf/f+ydd7gcV33+P+fMbN/b1CVLlm25Fwy2caWYanoINQVSIL8EQuhgklBs03swhBJCL0koIRRDMBDANtjg3nuRJatLt26fmXN+f5wzZe/ubSqWLM7nefTo3tmZM2fKrjTvvt/3S6TXkNt4Ff7ma4kWH2VcWjMRu8J0CFGIN76e6k9ei7frbtORFKzbMDRaQKX7YVyMj5pw8EwZoy5lPk8y56Cf2CXGdqGOObE7z2qma9eoTxPbrAAx0+dI9h5ptdDFKkT2PRC/1umkztYogHqEaNTpPPEZIHOE5ROMi8g6CgUYEaU0DFoj61tNR1yRM8J+NqCeoslbKhdnLGFM6LTNdWi3zGdvVuySXipsZoLYYydq9v0U5y/2C6gXnSnyD/yKzuFPwntoPbJeQ27egFq7LhFZwmNOxNtk3Ibeg/ehPUl0zIn4d95ixi+WEK2GKT/Mm+tZuOQ75G6cuVTcHF8T8qaM1HtoAyKEcPlJ6RceUWjKpmtTRvDbMYZavZb8z76PWnUo0eq1eHfflq4L9ssa6yrsZK51FJrPEo0Jgy+NmI67tSlYshJv7H5yW683mXSx6B93CVURqO4yRpF1iwGotskcCwIK/3cJ7UIBnlxCDw0ZYXKqls4zl0s7araayX7UwJDJjLMfw6I5iqgPoCuVbnHRl+iGbbISdwcdGkbce4f5d6IVQqVgxC6xxwWG82LBYtcJJxzPi178Emq1Od4EDofD4XA4HI5ZOenEE3n0Y05ldHR0f09lnxOXDYUrTkY2dppvpYOGLWOMnQja/CebbjdMeNRxiKkJRBShKsutUNZI/8M8S55WWsZYQF5+D/nJX9N53FOIVq4md/Ov7UqecXZJYUsb4zm3oWDFqVncRWk2TWA7kgko5RGNBkKEqJVGUBJT42Y9L+6AmA2ot9kz/UK++x1Xp5Z5sLHOj6lJ1MAwulRG7ngAJU4hGlqLGjwUObWFiAEQEdqrIADZGjcljpB0huxbxpivgvR7BD+hOg+Ls2tWoRFzXnVxUfx035MTJdo1ZHtmMbn63rfQecpz6Jx1rhVfw1RIzXbk27KFsHIyetFSI+6021hrV8bZFSHb4+h8Do11hWUETFmb6hJBdMbpMV9EswE6wht9CD+T8Ra7jHSmLLr9tOfRfv6fU3zfx806QVrGmMxrhjLG6o//AVVdTmvtXyE665CN7s8pf+dd5t7zvC7HSheJyBXnSEWp2PXQ1VSufAeivg0BVH51wewHHoYmy0qr5PPB32WcNclngI7svtIH7uT8jI8asc3PdGPMnCsRBUl0fF9n1+S4FZNTt9/Mzq76tEwjIwLM5OwSWUG33YSqgMCWVcfnzjr3hFJGyBUe3vp7CY8/GbnhIXTtcDP/fC4zbogqDYEy3T1VeYm5ZT0v07SgjRJVEKDLRWRjrO8ckzFbTdudr9X9XgHzWapSkQuwmV2x2JUt4Y1ddP26z0L5Nx+kcMt/JBl7YnwXavFStC2DVUuXk7vmNwB4996B3LWD4Mxzu8WuiXFk8SFE0Xy+FX/wH4kQPOPxqch0cRQeYmKc3I4HCJeflB6n0CAk8qH15tftNVjRofhfX6Rz3vNNrl8idqWlpESRybbLfqFhM70EAl0aNs6+1hiiXkPnZbc4HZcdi7wtfVTGGR07xZr19Jwngr8Rd5My9Z07jCi1xJZ8xmJXpnOmlh6yNWndfqAXLTN/R7ZZTHMMUTfb63IlFUdz0sRdthXBaWcTnHam6ZA5OW7u42aIrhRgBzxcAfULltQ2b978yMqVcDgcDofD4ThAuffeeymVSnOveBAgVJDm0hSGbEB905Z9ZbpSxWWM0xxOwSlnIjp1whUnU3/iu+yg9j/Ms5Yxxg8bBby7tlD40beSl+SOrXacTJaOjkzuDSRz0d7smV1JmVFgyxg9TPhvfQraEZ3jHwd+ETExbsezzq5MyVYiMs0h7MTk7/0p+bt/1HWMcmoSPTAIpTJyyggTuryYaHA1csKWu4koLT8bux/tF83Ds8oIdhlEUDfz9Yu95yAKujtK7m0yOUyzkb/jpwg1mTryEmHFbJd1P/XDv/MWE14eE5f0MK2McZMZJzrcdvFMyhh1IlYSBIjWdrzmvel4WcdQbRI90B1QP2No+QzE2Tz+Qzfi2RwyoLuM0aJWrkHnckhvjNJ1nzeZTTb/Ln7o1vlC3/Jkb+JBcpuuRk5tsc6SaaJyvI30TE5Y38yuqOtvYV0+sr4D/8GrkFbomtdxh4Epv9NRr7CWyXczD/86KaWKXS5yYtR27hQQNI2jJu+nLpjsvd8vNL02iS6Wuq/fLJldTC9j1Mx8L2fK9kSzkXRjJIoI1x0DgHenddZpW4IqPbwH7rGv3Zt0BI27XcbnRReHzHlp7DLdb+MSt7iMsdNIyxhLczu7ktLBdhOT2TVN7IrF92zXwbBlSu4K2TLGWPSfWTD3JjYkAqGcGEdNKzmWWzaafWhN7qpfE5zxhDRDrFBAThjhLlq1xnyRMofQBRhHmj0GOVnrdSxX8mghKVz6fbPOLdvJf/tSvO1byP3uMrwH78e77y57bLEbK260Ms3JacUqoUJUxZRXysYoYmoS8p4RCeOMvSSg3mR2mU6dqUNTNOrpezIRYW0Zp/18kqM7QCvUysUgPOS4+Xei61oJCa1WWsa42Jb6W7FLxs4zQFcHCY84xpR35yQ6EtCJCI87ifC4RxlH2OS4uWebIbpidKR47H3NgsWu977v/bzvve9hyZIlc6/scDgcDofD4ZiRf/rnt/OZT3+KZz7zmRx//PEcffTRXX8ONpKQei+HzlcQYdMETWtb+oDIBNSnDwRymxFq5K77KNzxPVR1pX1hAWWMfhFUhNyVdrfzdlgRREjTRRFAaBP+Dcg4VFeIpONd3+OKHzCCTuLs0sWCefhoRehFI6al/OS43XEc0J19uLZiSTTzfrLk119G/oFfmv3HYtvUBHpwGF0sI+qTiPYUqrIcVV2ONxmLXSYnRgRNvNH77D5b6QNYH2cXgCoM9Tyo+9tuwt9+67zmuzuIeYpd/uY7zANzKWfuo6h7Oy+bazXTvmxpms7l0i6OTBO7xseQu3YQHnuSKWMKA9NUodNJBBu5fTNqxSGopamrJ+tME7XJpIwxPPxodGWgR2Cce65G7IpdkMny2NmV6QIYiwNq7aEUbv9vmxs0LbMrl5/VUdgTqB0vjzPt8nnjTplV7IqD6m2paWtswVllBIERgZTqvU+zmV226UWcmSXHdpnXxkdRxSWIYAKBNg4trRCN2NWYEZz67D7O3MteW2Yo4xWNOro0TexSulcwTOaf7luObzah6lIYp6Cdv3ejdQupENGaQPtFdMMe4/2bTGA9pGI9GDGqUEV0GvZenTLvESkg4+yKXTxUSt1lmv2IP6PbRsDKunS0EPR0Y7RNP0RnqjugPnZ29cvs6oOYmkAtXdm1zNuSir25m69FDQyilpusOePsMmKOWrkGObZrfsJqFBqxS2to1pGtcao/eS3FG78GgFz/IIz7RMW1Zj9qAP+2mwDw77mdgbe/Ou0Saa93+xl/TPvpf2S+jJjW/ZAohKhj8tTAlDFOjZmA+qCWiNOJswt7vqPInP+M2JWE1dsvUgTGsRzPR+7cbu6J5UMmzmxyuxkrDBGRdQxKD9EJrMimUbHuE/qIsG3+3Y47y5ar1N79SaY+8DnjaI4koj3NATwxZv79bIToqv08PZAyu+6847a0s6zWDAxUef7z/4ipqSmCoPuD5rjjT9jrk3Q4HA6Hw+E4GPn+/3wPz/M466yzel47KBv/BE0oWleEEIiggY58E16vKubBMwmoT//D7G16ELV8JSKKkPUd6NKIMdTYh6wZQ58hfdj28tCpmwyXeh1dqSC2bbRzyTi7BEm3PDGxq3ecWfYhgiDN7CoWoLYLypERv3IVsDEg2pYx7omzqwt7/GJyHL10iSktaTWQnVHCZSeYc21LgfAw5VSdGt7oPXZZMRXMejK7jLCii4M9cyve9PWFz3UhxKHqc4hdoma68ulyPskpMttZR0htbrGLRtqAQE5uQpWXEA2sSjpnmvlE+HfcbDp5gnVP6LSTJuZe1aVyV6kbXWKXKWPUpTL1Cy9Ge9Lk0S0E605Juq/FYyeZXanYFYfvR+uOBX5gXo8D6u17TOdys3YBTUucpq3TaiDqNSMuxA0kpiGiuHwvdt115xUtBOPskub9Pn0uSSl0aMUVTbTqOMgHyB23oYZGiCqHo/OLyD30W7OuFaPEVM2UV83RWVRM2fssn6f4vW/g334jstY/w3p6QL2Is91mDKjPiPvjm01nO2HOUfUdr4EopLPu+QQAWpF74JfkVz6GzuHnUXn3+USlR0Fgxa5C+ogvbEC7aFuBtD1lRDcJoMyXDVHbOG2EQJfLswbUmzFaNpsu6srs0ojuLwamCeimJDpbxjhzZlff/U5NoD3r1VFGsJObN6bnzQpfavkqvC0PoYul5AuLaNUavAfvm9d+UNbZ1U5LBJNyWWDwdc+ift7HaB//IvytN6JKi5D17f3Hstu3XvQXySLPllkCRuj2c4goSJxdojWGmBwz19+LUnE6U+5v/iiIBEJYB+u2zYhR82VO/NmgS3njhrSf62Ji1DhXl1WgEZpyRTDXKD5umbch+EA9RI+MIJo70B3POEMhuUeiw9ZlDlabDLF2BCWdLJWT4yi1BJohrCgDbQ6ozK5XvPJv9vU8HA6Hw+FwOP7gWLlq9f6ewsPK9BwcETTRqmLCiDfeRrTm0DSzS6f/WRaxI0prRHOXESByZfPNM8wa6h4LYdovJBk1ctd2VHEtcqdxdpmwcSsYoVCDAxDppFTDrDR3GSNhkAS260oJuXPKdknEPAcMH4XcemP/boxJZtceiF1TE6gjjjBiV7OBaO8kWmaEGTm1NTkfWpmHXm/XvenxR/0FjSRrJ1dOzt/DRqar4mzEIgSlgin3scvjciZR2zbnrrKlW7kNv0Gc/ho6x72geyUd4t95C52zn4zcsdWImxroZMSuDX2C7zNdVuOA+vC4RyUP7gsuY4yFueklWXFumBW7VKWKrg4gx0cJ1x1rDkEII36EGcFIiNnFrqxrKjsPwNuyEbVytQna7zeGiqZlFGXWWWAwP0kZo+p1hWUdZKEJqNeVCuRCVH4lqrKOxlPej6yNIprbCA8/is6Tn22OY2ICVixO3C8zkXRTtT/7WdFi+rrNOjqXS/OWBKBmEebt/P1tNyMW1c1xSiPCx45QObEBwLhi0eTvvoTOuqchd9YJjxw0YkKgUKszX5JoBRKEFTWSLppCQLlgshDDFggj6upKOb2/Zjq2djstN9cRSImWOaKlx3Udi5ieH9WeMqJ5TNxspE9mVz/iBh8A3rZNqMGR9N8GQIzvQgQBavkh5suQfBFhyxh1dSBxyM2FEfGUccr1uV5SR+S23UTn8KegykuNwDfTZ0yfe7xL5I3dWVGAqixDKFPmGzvWouOPScXp5B43OYFpHp75xMv/3yXkf/ljM8eHtkGkUUeuMe936/oUWiM3bECduBLRjBAtc35EGJiujipCewIiIxPJiRp6qYcMAjQlZNOWPdrPy+CsJ6XHok2HWNohlMDbuoloxSGmfL80jGhG6HIJRJuHK7NrXmLXlVdelfxcKpVoNnvVV8/z8LyHZ9IOh8PhcDgcj2T+8W3n88EPfXifrX+gknSzigkaycOA3LWNaM2haYlMdrtYdIqiJCRbFUfS/zDPy9mVdlSUu7ajyxVkp27+cy6kfYAA0Ogh8+AoVGhyZuKHjZmIH+aCTvoAUq0g61OIdmTazjcDwuUn4W+9MXELiWxWzUK7MWaJ82UmxgiGRkz5TqOB7Owi9AuIqIOo2wc9FVpn15TJYZp2DL3dGDMlTXOITnsbkclhmnU9K0LociFzHUHbsqAZXRfZMTIuKRG2yN//S9rHPNf8HgUmOFpFyDtvBilQy1fCjYHJImpOptvu2o5ot9GFbkdY8nptEu37BI85M319oWWMrdjZNU08tu+deN9quXF15S+7lNYf/SnR6rWJ+8WIUJl5zeayiktr+5TYyq2bUCtWo73+3RiJul1YWeErPo55E3SM46nTx9mVKXlNxM6Ch4g0upFHbBulcMt/EC1eR3D6OdQecwZycoLCz35AsPQMomOOmNPZJbNi11wh543YEVk2zkOhzL05wz5kfRv5+35O8cav0j7vj0y5phRdnweeFbuSbWxeWzR4CLowhFAasblOdEJaAq+KwyAEctxmW3XqZkwp0JUSYnLCOLviphlCzOnsot3s6pqr81Wm/virqLLNdoo/j2NHl70v5PiDREtM/pj2S0RDh5rX51vGOJkG53v33YUYWdxVlii0Rm7bjFqxCnJ5I/JMpE0VxNjOee0HK3aJjmKm5idyYiOqshQ1bEoZZ3Z2pfepf/tNhMef3P1+iEK0ihBRB1VZimzsNCLyxvsQD0zSee5zE3E6cQfaoxZRhE6W2S+I4p+bNcSWOtFxRxlhMyPk5q6+ivDEMzDlxBPpPCMbzC89xEPbEXeOIdo70MtWmeYOxUWJs4tWExEpczxZQoVomXu88N9fo/1Hf2auW/FQaARADkr+w1bGuGD/2A9/8D+ceuqpPctPPfUUfvD9/9krk3I4HA6Hw+E4mHnjG9+wT9c/UBFBo8vdJYJG4moR4zZXp9X7pWpcpkYUIuw3y7q0KBW7Zg2Pt5ld0kt+9m++ltz1V5nQ/FbQJXbpvI8aHEI0Q9ARom0dEbMILmm4e5hk+JhyoBq04hLDCVTJPgza8POuUOpY8NiNMsYkr2hyLC2fa9aTb+Hl1BZkvC8dmaypzpR5eIpRGcEuO3Z7smedh42kG+Mczq744bxc6BIHRNss9yY29tuse4xpbhZ/w28yr8VCYWRKhWLRRym88Q14u9an62qN3PRg99jZh1sr3AanPyFdtkCH00yZXUzL7IrzuvL/+9/IsV20n/789CFTTROMZsvsmhYyn0VueYho5ZoZyxi7HCmZMUS7hcjk580HEbSTbow9+WGxuzF2cuJBwUMrD3FPQPELX6B4y38gWnXrxJli4B/+hNLXPoOYtG6VOZxdNBvJtZ9L7Ipdd8n7UQBa9whWyfxVSPnKjyIbOxDNmumY54mucxd3JUx+79QQ7Rpq4BBUwTimxMYp1IplRNlcMSGQNVvehjbHKYzzTUyOQdgGGYuzGlGfy9nVSkPqdYQqLUqFLshkdnU7u7xddxINH4bOlak/9QO0HvNX5nU1P7E3cXBqTenLn6TyiYt61pFbNxlnV9GUSMqp9PMr//vL57WfJLOrE834uR8LjeHKU8zvM4hdWQHYv+0G80PWIBSLwXHJdtMIev722yh8/5voknW/qfT+FmD+vdLK3I/9yofDJuKhWuLyy3YNzV1jjUy+RMbiVRiYzyllunyKpsC7+iFkbQKERI7tQpVGkvkJSJypqcNRmyYJUy3k6E5yV/2agX/8W1PyqkJomiw9Sn53U4N9yIJj8I8++hhuv/32nuW33HIrxx1/3F6ZlMPhcDgcDsfBjBCCC971zv09jYcd0RrHG1tPNHI4OlcyWS2x28qWm4hpzi7RSsNwhdZIW3ahyosy32jP4obKur7sA0Xh5z9MFnk/uwtZ2oDcuAE6ivZLX4pQbevsihDNXVAamd09Fgt2nXbi0tGFPKI2kZQxiloNXRoxr/lx6/jMQ17s7NqdMkZ7Dr3701wZU8ZoRBo5tanLlSNaU0lZU+naf0MVh9Hn2Ifj6cHfYdNkq+XKc4pOe514f3OUT4ooQjQbqMpQl7Mrf+f38bfehKzPo4xxuti1I33ekc1R1MAKIxRqjRjfhV68NHVDtNtd23obH0CPLEaNxF3Mup1dYIQGOTGOGhpecDlfLLRMn7PAlpgVzIO+WnEIcmIcWZsi/4tLaP/Rn1L4yXfTOXWVF87yHlLTxIsM3uaN6ErFiDph770rlOoeOxY+Nq6fdxfGZKx2Azzdv4wx/gzIlnrlJCJQqNJI0rVSdDrJvGOXmayPdc1txv0DojaBHhqZt7Mr6cgoAA1y9N4Zt0m2jV2GA+YeSZb3EYW8yY2owUPQVuxicx1OHiA86RS8X/4Eb+wBxGTQLTiGLZBD6GoFb9tDiLCNlra0Gj1nQL330IOJmJSMq7VxEJFx7yVNCeyXDDvuBCFonPlGwqWpbjDvbpy2ZFE0Gj3/TsTIbZsJTjsHPThs1p2aYODNf42cGOv7RUrf/cQOp6B/GSOkAnq46jRkc6zvtQF6nF2Q5uiZAUL7OWI+Q2QsJgV1yr/8OBN/8RSzXnJfm+YZSSOGqI0QvWdQTm6GrQ040d5/mUYKcmIn8orNMN5GtCeSY9ZxLpj0UcVhE5TfNJlsYmwXqnh88u8vGJFLTIyT/+0vTNMOgEAh7hylesnfdV9XHUEtQHRAnbQEfUmeh4MFi12TkxMsWrSITZu6leXh4WFafcobHQ6Hw+FwOBzd/Ne3vsXiJYvnXtHyrW9/ex/O5uGjeMOXwctTe/pHjNgVNJIHIWFboJN5ICn+1xfJ3XQ1aoXJNtOFIgQNRNRBFxcleSMzlZoAaWC5EH2/pZc7duFvuhXkIuRvNqNOPdo4rraHoEJkY5RoEXO4x9JAZpGElWvjRGjZ45scRxeN2GVKKoPuEpw9cHaZEB6QD6V5UaLZQLZTZ1dWqMjf+3OKt/4HAIU7vgdA44zz7Tx6j1M2dhENlR92Z1cirs0jyFzUpmDJ4d35WFrhjc0vlLonmD9TYiqa1tkVl4uO7UItXmpcGyrqck0AFH7y3+Suu5L6m6zzJOvOseKFt3UTuSt/ResFL5vX8XXNrdm/jBGMWJyWMa5CbjOlqvlf/JD2s15I68V/bdZT0xwhs80hLkfrU2Irt9qySCn6d1eMprlj4pK2ae63+eDtvBdvypboTRfWsmIApKKnDW2XU/bZNe5KtyV1+4madYvKnHkrZfICpyOmJmFopDcvbfp6cUC4Fbt0cQChNN7Y/bNuB0AsdgkxZ+mdnNqMGkjFLhFqxPYdqDWHAzBwyauonfSh7vLRTgslBXqgirhn3HRjTbrR0ZVf14/Cj79DUqRr3xPe6D1Ei4/uWiawwlFcqj7xICJsExz2BAp3XUL7mOfMfS6yx5qIXTPPT27bhFq6gmitCU6Xmx6csYnAjEQhoE257AxilwjqyOYY0eAh+Fuun2WsdHtvo/l8VqsOTccJA3QUIazzVmTEJBGGiHoNXammX6i0JtDVYtKdsfSNf+urFhZv/Ar+9luonWvjD7KfUUETsbFmytvjEtIoTAVwIdHFYWRrDF3HOJ/DPKq8OC1jBCrvfQsCCI863izQxtklVYicfg8phQgVhS9+kdarXoM6ZhXMrfvuMQsWu773vf/hkxd/gre89a088MB6ANauXcuHPvQBfvSjS/b2/BwOh8PhcDgOOl73ujfs7ynsF+JvhUV7AqrLjdgVTnN2ZcWuS4zIp6umg6MuV8wDVGMUVVqEF5fYzZXppEK0l+vvEAoadI58Bu3jXgBbG4ixFnqwjJiqIevbU6FjHt0YCTppKZQG0bAB9VojJ8ycAfByXd+0m23tw84eOLuEitJOk4062F0YZ1e229smZH1H3zH6Bio3dsLQmoc9sysu85yPo0xMTZj5hbuReTYD/s67CJcck963canReOaeUAo63S4Tb9ODeFkxJ3vuR3dQ+ZeL8G+9ns7ZNtx5gTltiWuoX+ZVuwV5K3atOCQRlWS9RvF/vknzZX+XzmladtCMTHfqZJBbrIikNbl+ZWLTyxjt3LyN62fe3wyIoJ26IafPN742cROK+g6IcuiOKRmOSwBjYdLLdvGLxS6vBCGzdgeM8+Gmd8LsWS/O7LJljKq8CJTGm4ezSzZjoUAjR7vFrtyG3xAc+rh03clNhIc8Fu0VkO1JVGEQuWUr0Zoj0o08r+t9LVp1hC/QA8PG8RS2YayNuHuc/K0/x7v3jjnnmBC7Sqe2ZMSuzPVutRKhRWiFt+su1MAqijd8kfy9/0u4+OjpI85Ms2EEoFkC9L0tm0AKgseeg5wYW7jQBano09YgZpZL5ORDqOKw+RJnBrpy8VpNvA0PUPjf/+7al3FpWRE2I3YByJ3biSrV1IU4tRlVXW7ckpFCjvYvBRYqIPfQ7/A2bEANr0FmxK74/hbN8XQD6zAT2mRUauvsouGhvRztNc9A3jGWOM8g1diyTQIIVP9/J+w94d95G4Nv/TPkhnmIvnuBBWd2ve/9H2DjQw/xmysuZ/0D9/HA/fdy1ZW/YWJ8gnddcOE+mKLD4XA4HA6H42BCxqG4QRNv4wP4d96Cd/uN5K/8Vd+H4LiMMXZJyNaYKQmU9kFkLjEkE17dM3ZQR+fMA6kAvFtuBK2oXHoR3tj9SCt2zdhFDTIB9UGmw6JGbt8CHVNyJcZ2oksjpkuYV+wOp4dUJNutbozKhM6jE/eAaLeQU5sRUYC36540ZwqQO/uU9cWv93HnJB24HuZujGKeZYwAsjaFaI7i77hrr+2//KsLKF39mfShMC65jbu6Rco8fE8rY5zOdAEzd92V5vrEneJKlQXNS4zvIvf7K/Dvu7P3tXYryeyKVhySOLsA/Bt/n644zXElMuVyPSRljH3KFMOAgbe8gqFX/tEM91V3NphashzYPWdX9t6c7kBMwrtV7DR6ANHchRwbRQTNxDGjK1Wz/zioH5A2c83bdb8de+brmYpd8wyoj6+tFKaMMeOMmXHbeppNJac5u8qXvZehrz8jnfvUQ6jCINovGAcnGLHr0MPTRD7P73YX7tiJLnpGFJ+aQIRtRKSR124n/+NLepyKs87VvjdFbSuibUW6zOds5aPvIP+bXyS/l676BJWfnY8IGnij91K45yfz3xdGWJnN2eXdfxciighOPQe5G4IqYLuZKggUOleacbX83T+mdN3n8XfdPeM6iXPZfokz8M+vIn/Fz7tfzzq7sgIUpplKdpz4GqPUrDmSMd6D1u2b+fcrzs0U7XRfIv480BEgE7ErvhfFVI3Crd/u62KLHXeEEULTVxRPvijQCm/D/QsuYd5dFuzs6nQ6vOENb+Sd73wXRxx+OEII1j/4IOPj4/tgeg6Hw+FwOByOgw3Rtg9YaLwtG6m+9y0AlD/zwf7r25DhOCdGNHehS4vQMv7eduayI6DL+dQzdtD90Jq75UbCs89MyiqTcPJZ9iGyzq64ZGd8HG/jA0ZA+8l15K66nPDUUyBXMS6z6V3Z4of32fLHZtl/LMaVvvJJWn/6t4ixnYgoYvBbLzTd1nJpRorcvmXGY+hXxpgNaH9YUfMv7TRd12budrc7yNYYhbt+QPu4F5oFcQh6XHIbu5bmEgdmcG6JMesoqg4saF4iDKl86r39X+y00YUiqjqArlSRW9PoGblja/ecsgLo1u6Imq79xWLVDO4vb5ZtUarr+PO/+BG6VE7DuhdC9t7sF8qtwvSesWV5cusWxNRY8nCtFtsOnVmxqz6Gt+tu/B130qk+l/y9P51xCnHg+ZwB9Tbwu/Hq8wmPORF/+3UoVs9xgJZ203zc6My9Fh/jtM8hf0t6HmVtKyw5BrFjDF2uoJcsQ+zcjs4Xuq/15k0IW/osJsYg7G1UsVBkbSuiM4UuVLvKQP17urO+valZ7pV5IKYmZy2zFO0W3t23ER73qET4Xyi6XLXdGAXaL864Xn79r+YeLG5oMNOck/JB82WHaHVf71Tssg662ub093lcK/+6q+G5L4NMJ1GijhFSW5llYWDeXyoC6aHyVfzWDeia+XfD23wvpRu+2H8nTdNoRnTSJig9zNLkYl+yYLErZmpqiptuvnlvzsXhcDgcDofD8QeAaE3MWirUs369uxRF1nfQOeJppm261nN+Syx0ZB4R+zm7Ot0lMd5tN1L60ifx7zIdpmJXk85VZ95B/EATBkkAeeE7/wUqoHD798jf9UO07VamSovAy/c4u9gjZ1f64OM99CCVj7w9Pb54P13Ojq30kJQx9nN2xWLXfgqon8d+/VtvoPP4p6GHRvb+PCJbphg7u+LSMunZgPr+Ydnp9jN0dIudXQNDe2WaYB72KRRRy00IdlaIMt3WtM3XCrvvia0P9YyVEM9/liyrGeczrVxSTo5T+ua/LXicZKxkTr33RPmK9+Ntvw0AtWgJAPlrvot33/pkHW/9vQSnnInckQq+yfVTkXVNzZbZNWHO4RwCp+lWZzrOdc59JiIKKV7yzVm3iZGthplDvT5np07ZnsTfeSfhkmMRtiOg2Gk+L6NDj0ANDBOtPYLCJd9Ktsnddjmd9vPNupMTiMn083WhTSji0mxZ22bKKAdWzu6C3UNy113ZXTbXB/+W64zYtal/58u5EKM7TGj/uMCb3DNxLnF2zVBOGQfDx84uOd3ZtdNc07S7ZHzfynn9W+Hddw/yW/fgP5SeC4H5kiebv0UUGlFaK5A+ujRs/n0dkxBpcg/MrPsI7PtiwHz29nMvytoW8vf/H3J89wTI3WW3xS6Hw+FwOBwOh2N3yN/3c7yJBTyITA8Av/27RIvW0TniyclDwqzMUcbY9XsYUPjlj9PfrdilirMIEhlnl9yyCfmde/FvvhEBlK4zD/aRMC60zrHPI1zxGNMRLYN/x80U/vd7iN0QFNDR3I6wbD7TtBwgIHXN9BERpHV2xeWeDxf+jjso3PptZG3uboq5G34HgM7v/S5fIjDXKinFsWWMenAIOboTuaP//ES7bcLiZ3BEiUkrdi3Q2TUbctcO86B/pxVrM2WMYFx9asUqc89ms8RmCyVXESJSu1d6pNTs3VIXQjZ3qk/nx9zGK3uW5W+/oivXqPA/3yD/ix91i0jx50sY9TinpuPdfzf+3bcu6FzIqXGQHoUff3d+G7SaRsSfmJzX6qUrP0bzrDfh77yTNkArQtSmiA4/mugJh5tmCL+7LFk/f/+vaD1wE2r5SuTkGKKW+TxYoFClyksB6+xqW0FnH7p3it/7+pzr5G74Ha0X/RXe/btX0py7+VoGX/tSmKwjO7OH9c9F7Iqc/oVNgnUAxuXvYlpml7DOLj1ixFs5Zd/PIje/rD+tEJHu+bdPdGrJv21gHb224YbOV9BeHtEcw9uxFfnde8ndeunsxzk5gSiYf4v9Ldf1vh51KP/2w3PPdy/jxC6Hw+FwOByO/cRLXvLiWV//9re/s1f3l8/n+cD738dznvNshBD8z/e/z9vf/k7COdwDextv/AG8BXzDO/3BUjZ2UvnZWwnWPR1VXTHn9sq6qqaXLPZdNu1BLXF2FYdnnl+jbjJZbGmJCFSP+BQHD7ePeR4A/vZp5T1bNu6248WUis0R0p/9uZ+gppQRNPq8luQdzSb47QNEUJ+5dGb6urOEVs+X8mc+hB7udYYl7jjdndmlB4epvOdNMzqeRKuJLhRmFDBjwcW7tzd7a3cp/PfXCD74eVp/8koTPt7qdlDKnVut2KW6ctxmY7oLbCF4D96fZO3tMdb9KOr1nqYAMzG9m6HQuscZFGeuzScDKXf9VeSuv2pe+85f9WvEzu3krvkNSIno11Cg35zbbWRjB/6m+d0X3sQGqj99Q+Ky8rfejLr7MMKTTiE6/GiK3/x8zz3obXoQtXwlYmIcgUa0a7YEcWHCZPy5JuvbEXHDkH3o7JoP3sb1DP79i3cvnN7SN39utzDnfWaxK7KZXfbebnaXMeauvZLCz35A/nIjNsXOLi3z82pmEjuXpzuYy5e/F2mdgIApwY9ChI5Q9t860RrH33kHw9/4ozmd2GJyHL2siKA5e3fKhxkndjkcDofD4XDsJ/7f37yy6/dcLs9hh61FKcX//u9P97rY9c53vJ2jjz6KJ577ZLRWfObTn+af/+kfefd7Zsj/OYARQP6+n81rXX/bLajKMgq3fbt3HPsQ4O26h2jxUT0uFJGIXTMLPbnfX4Z3922mnCN+0JvuIpsmqkXDa+c193mhoz0vHVJR3xJGICl30YXhPdvHPmbgra9EDy/a7e3zV/6y/wuxC8/eG3E3RjU4PKsTT+7YghoannWfg6/986T0dW/g7dhK+XMfpv2U5/QNsJfbs7ld8b06h5uw1Zw7o2oG8pdfmjyo7zG2LDB/+aVJd7q5mI9TUozvovSfX8C//cY9mV0P5U9/YPc2DANkYwxv68JC/GVzlOGvnwdAdM+RtF76CgD8m6/pWdfb+ADhMSch7HveG3+AcPlJCxY1i9f9O/l7fopQAaKz++LS3mZPhK69in3f9O1UCngPrUfXJkEFJntxmpNMhAGlr30m87vtpNiqzfh53TX+1CYGfvBKvMnuMuXpofqFS7+Prg4S+icly5IutPOIHPAeuIfOqvNMRuWOvSfe7ylO7HI4HA6Hw+HYTzzt6c/oWZbL5bjoogu5//6925pbCMHLXvbnvOSlf8LWreaB910XXMAlP/oh733f+1HzfHjcn8yZjTQDlZ+9ZcayI2/bzeTvvRR/+200zn4TTO+SaAWO3AMzhxGLMMSLc7DiUrdpD43T96/ze8ntEs9xD8UuEUXdAeAZZG0bol0jf8+P+75+oOBteQi2zJI9tbvjTmzEm9iQlHOKeg25czuFS3rF0yzlj19IdOxJs64zvdve3iB3zW+Mm6gP3uaNgO1sGue8bd/cd92Y/BU/x7/9pr07yd0g7myY/8WP9uq4Aij8eO9+sbAnmK6DY30bScwX/26TXSZ3bOvbfCD/0//BvyUtN0vELr+wsLlGHbyx+8zPtoxxb362PdKR9RpDf/msGV1Yxe+bHLfWo16OaOycV3nswPf/GnXtCuTO2d+3MdOFrr7rbDD/31BHLE2WiXl0Do0pfeuL+L+9DTW0Zp9mti0UJ3Y5HA6Hw+FwHEAEQcCHPvRhfv2r/+MLX5hfCdd8OOLwwymXy9x4Y/rQetttt+P7Pscccwx33HFH1/r5fJ58Jv+oWp0loP1hYPA1fzJj9tFczPYA4e+6G/+qj5ufN/62b0bL0NefMWeWT4ysbzfiUBzqnqHyqwuQta2o0uKkbGVvIGtbM8HFs+PfdmP/F6IocXlMR6iAoW+/cDdn98hH1rcx8MP/l/wugME3vHzu7SbHkVdfsQ9ntnDyv/gRulDAv/V6iCK8B++n+B+fn3Ub0Wnjbdn4MM1wZgo/+i/8W67D2zb3Q/7AP796r5S27i+qF73RdErcTbz770ZEEf4t1/X9/JNTE0ib6waQv+P7BGufgFxIluL0MSfttrv5OX2wMp9yw/yd/0PuwcvmXA/Am9qMd8f8hK6Fkrv/F3CO6Y6clKXOd9uHfgcP/W5fTGu32e9i14GSHeFwOBwOh8NxoJDL5Vi8ePFeHXNk0SLq9TpB0C1ojI+Ps3Tp0h6x6w2vfx3nn//WvTqHPUHuwYPfvPcxQxjxfIUuMHlig//zF31fy9kHAW98/YLnNhv5e39K/t6fzrnewNv+dsYsmvwVP0++3XccvIgwoPiD/0x+H3j7q/fjbBaGrNeQt90wr3Uf6ffynmZGiaBD6TMfxL9vfiHt3tQmBr/z0j3aZ279ZVRbE3hbb9yjcf4QkZ0a7GEY/t5AoBn4/isIV5229xpL7Ef2u9h1MGVHOBwOh8PhcCyEpz71KT3LBqoD/MVfvJyrr+7NWdkT9Ewh2UIQ9fmS8RMXf5LPfPZzye/VapVbb9n/pUyO3cfbNHMGkNy5bS+GMjscjv1NfoacqH2FAHwndD3i8aY24d3VW/r6SGS/il0HQ3aEw+FwOBwOx+7yoQ9+sGdZu93illtu5cKL3r1X97Vr104qlQq5XC5xdwkhGBoaYvuOHT3rdzodOp29V2rncDgcDofD8XCxX8WuvZUdkV021+/xz/2W9dt2vuPOxkLGHBgYmPe4/bbpt+18x5tp3/PZfnfWme+x7sl53pPrOdO2e2v5XK/Nd509uebz3W4+52ZfHufe2t9Cxtmd876Qfe7Oe31357En9/Zsc93T+e/J9rt73Ra633jdfXUO5jPOnvybMJ+x9uRczrXfvXV+suPtrfdOPF5MtVqlVnv4SwhOPe2xD9u+1q9/kLGxMU4++WSuvfZaAE488QQANmyYf07L/s7ucjgcDofD8chnX/+/Syxesmz+IQR7mdNOO41vf+s/OWLdUV3Lb7n5Rl7zD6/j8su7rZfnv/UtB1R2hMPhcDgcjoOHo485jtHR0f09jX3K285/K4973Dn8v799FUpFfPYzn+HBBx/kTW9+y5zbrlmzhhuuv/ZhmKXD4XA4HI6DnX39/6796uzaW9kRJ5508n75NtYxf9y1emTgrtMjA3edHjm4a/XIIL5Ofwglex/92McZHBrisl//knw+z09+8r+8813vmte2Y2MmIN7dzwc27nPnkYO7Vo8M3HV6ZOCu0yOHh+v/XftV7Npb2RG1Ws3d0I8Q3LV6ZOCu0yMDd50eObhr5ThQiKKIt7/9Hbz97e/Y7THc/fzIwF2nRw7uWj0ycNfpkYG7To4YuT93ns2OiNmd7AiHw+FwOBwOh8PhcDgcDocD9rPYBfDlL3+FC971DlasWMGyZUu58IIL+M53vku73d7fU3M4HA6Hw+FwOBwOh8PhcDzC2K9ljLBn2RGdTocPf/gjfxAZG4903LV6ZOCu0yMDd50eObhr9cjAXaf54c7TIwN3nR45uGv1yMBdp0cG7jo9cni4rtV+7cbocDgcDofD4XA4HA6Hw+Fw7E32exmjw+FwOBwOh8PhcDgcDofDsbdwYpfD4XA4HA6Hw+FwOBwOh+OgwYldDofD4XA4HA6Hw+FwOByOgwYndjkcDofD4XA4HA6Hw+FwOA4anNjlcDgcDofD4XA4HA6Hw+E4aHBil8PhcDgcDofD4XA4HA6H46DBiV0Oh8PhcDgcDofD4XA4HI6DBid2ORwOh8PhcDgcDofD4XA4Dhqc2OVwOBwOh8PhcDgcDofD4ThocGKXw+FwOBwOh8PhcDgcDofjoMGJXQ6Hw+FwOBwOh8PhcDgcjoMGJ3Y5HA6Hw+FwOBwOh8PhcDgOGg4IsatarfLlL3+R66+7Zn9PxeFwOBwOh8PhcDgcDofD8Qhmv4tdxxxzDD+79H8Jg3B/T8XhcDgcDofD4XA4HA6Hw/EIx9/fE3jc487hooveQ61W49RTT9nf03E4HA6Hw+FwOBwOh8PhcDyC2e9i1xe/+CUAzjn77DnXzefz5PP5nmWjo6P7ZG4Oh8PhcDgcjpRqtUqtVtvf03A4HA6Hw+GYlf0udi2EN7z+dZx//lt7lg8ODvLmN78ZgAsuuACAiy66KHn9ggsu4KKLLuLCCy/kwgsv7FoW/z3TsuljTP95JuJ9zbTuXGPMZx9zbRvPIXvcF154IVrrGc9PvM7uzCu7n711LPNhtnnPd9/91pvteIA5x53PvvdkfrPNc/r6/e79+TLTWPF5EELMeK/Pdi/Otq/5HNNc85z+WjzP7DFMf2/0+336z9PPw0zL5rPN7qwz2xyn/7074yx0vrt7XHt6rHvjOBdyvXZnbvtijJnWXeh+Fnpu5/p5rmXz2W5Pz9dc62f/7jf+4iXLcMxOtVpl/QP3cdjh65zg5XA4HA6H44BG7u8JLIRPXPxJDjt8XfLnxJNO3t9TcjgcDofD4XA4HA6Hw+FwHEA8opxdnU6HTqezv6fhcDgcDofD4XA4HA6Hw+E4QHlEObscDofD4XA4HAcnanB4n46vvQJaeN37LA4TLneVAn8oRNUV6P09iX1IuPxRRMOH79N9aJmjc+QzD+rz6HA4Dg6c2OVwOBwOh8Ph2C1UcYTmY16xxw++0dp1TP7rf6GGF3Utn3rWp+gc9qQ9HN0w8Wc/pP60D9P8y3+g9o8fBGDyRf9F7ekf3ivj7220zO3vKew1dK7M+MsvJVjxGPN7oYgWYt/tr1whPOr4rmWqtIip53+FaMlx8x4nGlpL/QnvQLPv5joXnbOfxOSn/2te67Ye8wrax79gn86n9Zi/pnHWG1BDa/fpfhwOh2NPeUSVMTocDofD4XAcDPzs0p8uaH2tNec945n7aDYLJxo5gmDN2cjJjbRPfCmF276N6HSH1k9+6j8ofvvL5K/4+ZzjqaERkAI9NALjaZftaPHRNM9+M/n1v5px23Dp8TRPfy3VH/89Yg7ZLVx+IuHTTjRjD66CBQouwarTkK1xvNF7F7TdQgmXHEvtmRczcMmr8cbu36f7ejjQ+QEAOse9gNzWG5j44g/IX3Yp5X//+D7ZX+M1/0xw8mkMv+y87jkIgSoOMfmJr1P60sXkbr521nFap/4/gkMei85XEZ2pfTLXuWj+vzejc7nkzlZrDsfb+EDfdbX0QJjHu2DVaaihQync8b0Zx9bCo/asf6X0u3/B33X3vOYTrjptQfN3OByO/cUBI3b99sorOeXUx+7vaTgcDofD4XDscx796JN57eteP691hRBc/Il/2cczWhjBqsfSPv6FlH7/KbNgWnkggBpZTPNlr5qf2DWwAjVyBNHgUjzu63pNe7M7nILjzyB48RNQv6jitfsLEllnjpwYRw0N03rCy+2L8/elNU9/Dd7Y/VQue8+8t9kdouUnAaAGVvUVu7Q0xRlCqX06Dy0l7We9iMJPv4cIw4VvLwThKWch7jLijBpYmbwWnHYOTBO7dLmCGhzG27ppj+atbHdV7fvpvKV57NH5EmrJsmSdWQnq6KKHLgxCH7ErGl6LnNqKiNp7NN/Z0Dl7/wtBdPjR1N79Scqf/zj5yy/tXVl4aHuc9ae8D2BWsStc/iiiRUcQrDtv3mJXNGwdXfKAeYx0OByOvrhPKYfD4XA4HI79wLe+9e15r/vJiz+x7yayO0jPCFyxyCV7xS4AtWg14bKT8LffMutwanAlWvqokUMWPBV16KHo5WWoLoaZxK7iEAAiaCI3PoAaegzR0UfCDhAqmNd+tF9EVVciovmtvyco64QSMxzP1L/+F2JsFwNvf/W+ncfqw2j9ySvx77oV/57b+67TWfd0dHGIwm3f6XktePzTafztmyh90oi1amAl2jePH6Ld6lm/fv77CY88tsuRNRuNV7we/947yF/+s67lotkAQJeriMlx87NfMC/my+bvGe7ZLPrQRajnHo76wTDeVLcA13jcP9E5/FxK13yWwp3fn9d8F0p8rgDwfLDCV+uFL59R7JrPccWEa84CQI6ngmo0sAoRdZCNnT3rq/LSdG5O7HI4HAc4LrPL4XA4HA6H42Hmb//uVft0/X2O8IyzI37g7ePsAlDVZdTO+yjR4OpZh9NWgNCDi9Nl88xJ0uWK2dfAopnXKZnXRHsyKV1Uh62ede7TiYYONWVwA6v6zi1c/ijGX34pOldOlgWnnIn2F569FZf9oaO+r6vBIaK1Ryx43Bn3l8ujqgO9ywtF88Msx9A4+800T/mbvq8l7qlc3ownfXTRnB/R6XVDRWtMuPp887zCR59OePyje19oNc04lcwxxc6u+JjkPB6D8kBOoquLuxZroHP4uebnXGVec90d1OrD0l98H50voyrLUUuWE63oIwxL2eO4msm3qIFgzdnml8x7oHnWm2md/Bd9t4kWH5X+4jmxy+FwHNg4scvhcDgcDofjYeKUU07hU5+6mKHBwWTZuy+6cM7tvv/9H+zDWe0G0kMLmZTTqcpSpv7oi6jiMGrJ8lSssCWCnWOeN+twumAFq+pw1z7mgy5ZoawyMuM6KhG7JsAz4+pBI4RoMfd/h4OTTiU89FFmfS+HrvSWwIUrTzF/2+6O0fJV1N90EcEpZ83rOLLoghVp5hDi9lZHvPZzX0rjLe/tHT9v3FBJKd1sc+lzHnWxZH4IFer05eiyjx5aYnfaK3YlLqyBoVn31TnjCajhxejqIGpkcc/romWdXRkBT3tGcFuIswvVseNME1KzgtJ8RLPdJDzi6ORn7XmES49FF4fQfgm1uE8ZZtZtGZfneoW+Y+viMKqyNNlOlZegvYL5O99fwFOFAfQiO95B1EDB4XAcnDixy+FwOBwOh+Nh4lOf/AQ/+9nPWXXIIXzC5nA97vGP28+zWjhaeMYhZR941cAqosHVhKuOYvITX6Pz1OfaFc0Dty4Ozz5e3ogiupoRrDKCwmydCXXJbNsllPWsYwQR2ZpMHCl6oGzEIiFmdJGpRUvRQtB81VsJnvA0RGgEmmhoTc+6or4dgHCFEcXU2nVmP0uXzzivvnMVgmjdYebnOUrF9MiS/suBcNlJ899ndQDVT2BKnF0zz0Mo4z5T1ZU9r8VilxoeQR85hH78KsIlxpHWz9klJ8bMdn0ErCyN176d2js/hs7n+66bljFmRJv4XrX3Wix6zoaQ1gVYnSakZq/LPJ2Bu4MeGM7s00MNrjI/ewUo9IpYWngmpB4QgT0HhV7HHtDlQERKJl/4TepP/YAp+fWKfbeJTnwU6ry16Lx0ZYwOh+OAx4ldDofD4XA4HA8T7U6HH/3oEj7wgQ/y29/+lg9/6IMLCkg/YLAP1LFbJvl7uRE8VFxiZTWkaOkK1PAsZYYF687KClYZEWHizy+heerf9d/Yil26MrMbSJWsWKEV2vOQU5PGkVOYOXNMl8pMfvIbtJ/9YrSfRw0tx996AyIKUP3KMq2YEqw+k/ZxLyC0Yte8gtAztJ/3p4QvOAc9kJvRNSQiIzBFhxza9/XOUc8y5aOLjpzfTj2/r/ijY0FlljJGabOsVB8BEOsMI2cdYouLqMV2vXazZ/XY2dXPrTUdFd9rfe4r0aeMMWl0ULD3yzwcWbFwpMup2KWFoPH3b0M9YRV6MN9X9Omc/WQaf/PGOcefEz9zTTwfNWiOWfsFtC0N7UJ6iRAnQnsOZiqz9EvJj9p2cAyXnYDOldJ8s2moRUvMezqf7kcDkx/9MsEJj1nAgTkcDse+x4ldDofD4XA4HA8TN990M8cffzwA3/nOd7njjjs44YQT9vOsFoifg7hkLS6R8o0TRA0OAyBqcbC6UbuCv346k//6nzOPGTu7ytVkkZ4mQHWOeW7fTXWxaLedWeyKM7uQHng+Ytd240wr2n307SZpXFNq9VrwJLo8jJzchJza3F/s8o34oAZW0Tzt7wiPPs383q/cbBbCR5+ezmcG15AYNeHhalV/sSsWnpLSvTnQ0uvvdMrbczubs6s1AdhMs+njWmeXLqTCilpzqN2uN6Be1CbNOov6O9b6ocuVNIcrxnZgVIOLaR/3AuPgs2KkzsWZXfNwZFkXoCoPp/sbGCI44/Ho1VX0inLfcaLDjyI89lHzPoZgxWOIqitm3L/5WaIG7DpeIRUSs4g0syt1dlV712O6s6v7GGYSu/TgMKgI/HQ/enAYtWIV7ee8uO82DofDsb/YLbHrGefNr0OKw+FwOBwOhyPlree/jdtvT7vaffkrX+XpT3/GfpzRwtHlcvqgGzu6YiFh0HY9bNTNykIgOuNzCguxAKHLvYHiMf6WG/pvGzu7yv3LtSDN7NJCguchd24HBJTtPvo5uwZMrpqYMqWPOucnXeri8brWl3lke5LyFe8HIEqcXQsrY4wOPcLMU4qec5AQZ6XN4OzSvg2BD3sFpb74/bv4pc6uWUQzK8j1c3bFQmQsmgFExx9nNuvTjTHZbnhmZ1e/8Poed5ddJzj2qTRP+zvU0Fp0fAzxXOZRxqjjfLfyYHoPVQaS8fH6XyOdL6OGVtE+6pndy4Fg5Sk9WWvNs96U5NqFRxxDeOxJdv/ZUl4fNbAcEXXQXj5xQ3Yhs2WMsbNrJrHLCpBa94qqM+V8VQcQOjKh/XY/arHJ/ZIT4323cTgcjv3FvMWuQqYu/L3vfU/y87XXXL13Z+RwOBwOh8NxkBIEQc+y2++4g3VHHMGjHnVSz58DEV2umswugLg0zAoJsdhlyq+MICCYSteficTZlc1Y6t5GdCb7b1uyrrLKYP/XyTq7TLmeHN1ht7WiXZ9w9VhAEVMTRnTI+cbVosL+4p2Xg6BJfv1lCF1HL16Kt3E9avEypp71r0w979/nzNHSWIFJmky06e62dF9WaJhJSPNjcWl+XQ3x/L7urSSg3u+eR+vklxOsMs61+FyowT5ljHHJYMaFpJZa15ZWvevHY81Wxtiv3HK62BWLVAUrwhaHM86uOGB9Ho9BVmwKV5/C5Iv+k6i6El2pkpxXXyYlgFnCVY8mWnQEzTPf0LVcDa2l/tQPEC0+Jp07oEsjaFtW2H72i2k9/897jlUNLAc/j2hPgQA1vKpnvyZLz84ndnblZxe7RKfex9nVP7NLDwyY90BOpufTOheFzVtzOByOA4V5Jwv++lf/RxhG3HHHHQwODvD4xz2OG2+6iUMP7fMPm8PhcDgcDodjTp797GfxyYs/Qblcpj2tO53WmsOPmGfm0sOILlUymV2F7r9tGaP2cyRil24YJ4yQaCEQWtN53FMJTj2LysXmC1Qdl8uVUrdKj0A27Xe1ZBnRmsMT95Eu9n+oN68NJ2OogeVEA0cgWh100Tez7OfOse4i0W4bl1XON0KXjkDm0H4J7ReRrbHkHIjIdO+j3ERLn9y1v6H1xy8nXH4MIlSEq07B337LjPNUy1eRfBcte485mZsfNwYYQVWWIW04fvJ67JSbb0fLmcoYZ3B2dY54Gjm/RG7ztWmulRVVtMyhBg9Bjj+IGlpuX0u314MDiNZ4f8HQCm6zBtRnt9MahOgRx1R5BF0YRvg2T6w4lAqzsbA6D2dXUkbo2WviF6wgKyDS1tnV7zjyIEC0a12Lo8oS1NHDqP/L3Kt+yeSJxU4r308bAmScXWpwJUhhyhODEVS1T6mnkMl8hBUTZxa7rPsvqPe+12YqY6xUjUjpp2KXWmScXXFTAIfD4ThQmLez66yzH8d5z3gm//6FL6C15mUv+3N+8fNL0Vrz5S9/kTe+8Q089alP2ZdzdTgcDofD4TiouPCCC/jQhz/CIasP5bDD13X92VOh6x9e8/fs3LGNY489FoDh4WG+8IXPc/9993DbrTfz1re8ebfG1ZVU7Eoeiu3fejh2duUS84uQtlxNeGjb8a/xqrcSPDbtQpmIM8U02ykWoKo/Ox9/6409D+T1N7+H+pvfDSU7h9IMQdxk8omkRFWWEo2sg3obSnFAfa/YpYZNKHks1GjfR+gQVIQWksY5b2Hyxf+VOHLwchBZ596IhAD8W643Y1esiDNLV0kAdegR6bmVYuZOf1aoiVYeT+OsNxENHUrniKf2Od55fq/te935UPE4cdZWbtprMlP2aJ1E8T4bT3wHk3/2Jabe8UWCQ0+1nQOti6gZEN8Y/YS4ODRezdBlMtl3/OPkOKLd6il77BzzXFR1GTov7XEMoaW9jrHLbB5CYDJHL76ZPSN2CaAZzlzG6Pm2DLV7H9ERx6FPW4Zad1SyLG6ekLipvPRaaN8n6WiaL5n9RgGiE6Erw70TzlyX2K04UzdG/BIiaCJU0OvsmiHrTVfKRuz103OTNGCYJdfN4XA49gfzFrvK5TKNRoNrrrmWqakaf/eqV3PGmWcjhOCzn/0cExMTPOuZz5x7IIfD4XA4HA4HAMuWLeNrX/s6SvUp6doDzjjjdJ74xCdSr6dui0/8y8cRQnDqaafznOc+j2c/+9n89V/95YLH1qVKIsKkmV02nH1o2Pyey5OoXZ51O0kPPUPwuM4VzEN9JjYjeQCPOoioT+lgXKoWu4GyrjAEzTNeR/uoZ6ERiZCghWfK1zSIehuKiSLXO6e4NC52JfkSVGQcM9JLuty1HvXnybkQkXXnLavAaET9zIuMCFSxIldGRIiqK4iG1nbtUw0MpgLXbJldno9o1E0mll+kce4FNM55aypwxMJJn+Pqi/S68qESkjLGaSKdzKXlclagisWuYPWZsLREdMrJ5rill3RjpJZxL3p95haPNVvnzsx2YmoSMTZK54nnTRNPYwHUuriKw4mzK8numlcZY7fYpb2caaKgNaIVIWSfvKt4O9F7/dTSQ+x8UmE2dh0m96jnpa4zz0N07PvHz5t7QivotNDlPmW7wkvLKhPHXX8RWOfKJtNNRb33mZeWMbaPeha1p3/UbFMpmfvfJ3V22TLGnnvE4XA49jPzFrsu+/Wv+N1Vv+WLX/x3BgcHOPfcJzI0NITWmquvvoYvfenLvOnNb9mXc3U4HA6Hw+E4qLjyyt9y9tln7dUxlyxZwkc/8hHe9Oa3oG0U9pIlS3jmM5/B29/+TsbGxnjggfV86EMf5m/+5pULHl+Xy5nMrnzX39qKXeTSMkb8EAKFFt7MXfZyBYQK0YV8Onb80K4jWzrYLSqYkHmS/ejKMM3Hvhotc+jyEtpHP5vmma8nOOyJaL+IUKERJjwPtIBGO+nG2C9TLM7siksskzJGFYHwkA3TETE47Fw7oRyoAO15qJUjMBqhGDBiQ8lHtia6nF3tk/+C5ul/331uKwOpm0ikTqcePB8xNWnOl/RNjhOkXSJjt9l8nV3WiTQ9OD0NqO8eR0sfHTcpkD6iXUPnSmmjgpxMHUkI447TGjHVIhVB+8wtFmgq3aV3ulRm6t2fIlq0lObZb0wC1MXUBN6G+4jWHEb7Kc9G+yUTJG8D5HXZnAdVWpS6lWIhbF5ljPF9HpeW+mZujSaECqTqXyrq+SBJzlFyHDZjravraFximzi7/PTc+DkIjNilc9YtGUWIdgtV6hW7tPQzjrvu8tKedf2SKYlUUY+TS0uZvCfCVacSLT0eJaRxUWoNnk6v1WL7nnbOLofDcYAx70+lx55+BgMDA5x44gk87pxzeMEL/pj32aD6b3z9a9x6223cfvvt/PCHP9pnk3U4HA6Hw+E4mHjjm97CD3/4fa6/7nrWr19PGIZdr3/0Yx9f0HhCCD77mU/zvve9n40bNybLTzzxBLZt28bWrVuTZdddfx1HHXUU1WqVWq3WM1Y+nyefyVqqVm0mU6kKNevAiUUuP4+WAioVRGfKOLus4CB8DR0jEKlFS7sEFe0XiRYdZQQIFUCuiC6YTKekq5wKjcg0rUOc2LUjPmgA1MBi2sc+n9z6y7rWU4OrTVfIdt12q7POrkYHirGI0aekbqjb2aV9mcns8lMxwZaJaT+PCDuoQ9aCJxA7mggNWvtoXyAaO7qyr3S+kpYbxssqA0aI0yDo7xrSGHeTV5uEfA4tPbyx+2DpcUQjR+BNbEjCx+dsDBCPmXESEUWZOVq3UY+zq1tUke0JokKVcMXJZllO2plistryefN7rQ0rrKgzk0iEcetp30fY90O0YjXREUejDjmMzuHnoqsrkBMPImqTlD/5XhpveBfkCtTPvYBw5WMSPc24/SJ0eRGiZkWj+J6eT56Z9BBRB3/L74k41opdA4hWCwoKpO4vKMbOLmEExLhNQFKeWUyvu4qdXfG94Pmpa9HzTZlmdQC8HFoIpAqh3YBSd3mihm43Wezymy2zK2xa8SojdtkcNPwCBA2ikSPR0kOPrDTnTEfgi0TYjJ1d5Gbp2OlwOBz7gXk7uwCmpqa46qrfUavVed3r3sA5j3sCQgg+9vF/YePGjZz+2Mfuq3k6HA6Hw+FwHHS89rX/wLJly1i6dClHHX0Uxx1/XPLn2OOOXfB457/1Ldx222389NJLu5YvGlnE6Gh3t7TR0TGklCxd2t9t9YbXv471D9yX/Ln1lpuAOLMrDtCOXTLFNP8K0tI/AFRa+rdoSRJiDxCsfSK18z5qxJYogJyk9v5PoxYvTfehItCqx+UkOq34J2ibB3Dzq4cqm2MSQTPpxCg6NfOw7km0FtDoQDlnRYKZO/yZjCcBvkQo6zITMnU2+UXz4C/zoDro6iAiaiPqLUSnjo58hKfs/lPRSHuFHgFPVwcQzcDkKBH2F1Ksg0ZMTRpRIp83Dh0gWnSknVPs7Jrnf/XjUtB8hWj4sHR54uzqU8YofXQub0SpjnGWhXGHxoyzK54jGkStlQyh+5Qxak+Cso6wTH6brqaCYtYxJaYmjZAURsZRF89dxm6/MnogZ5xdstvZNaNrrms+HqgIf8fNdhsfXa4gmk0bUD+DIOl56VNW5nU1Yu4plS25nVbGiOdlAuo9hHV24dkyxihEtBqonoYM9v6PHVf273DFY2g96uW9wmfOZnbpbmeXrG2zx1BA58qogRVmzssOM2WySRmjb8+5fZ84Z5fD4TjA2K1PpQsuvDD5ecuWLdxwww3ccMMNe2tODofD4XA4HH8QvPQlL+YlL3kpV199zR6P9cQnPoHHPe4cnv/HL+x5TevpBWrGBQYQhlHPawCfuPiTfOazn0t+r1arRvDKZnb5qbOLop+4rExAffzwjRGIPOPsUraUC2yXPDCd61SABtSqNYTHPxp5l3WhqRChop6SsKwzRzRDk6mFcbLo8hJE2EI2diQB4AR1dH7AZnYJRL1j5paXPS4f7XmoQTu3ONDcs84uZUrXREYs0YVBtJdDtpsmR0uFDHz7ZbROfjVheAKIDiIKusvF/GIqcMTjVAegrUGFpgR1FveTqE2Yc1zMJ6JYtGidHdsKRfN0dsX7aR/3x7RP+DMqP/9HcltvQBfs/DJChkaYMjfpU3/Thag1R+J/734A1NChdn0JxPeVROcKxqk21crcF33mJj1kbdKc+2IZalPpeYH0vrLbyolRc5hRiPZ95Nj9qNKpqZUql0c9ZwXqa9vwxh80Y8XuukwZY3jsSYhWE2/9vX3PC7m0kYEuVxHNFpQUFJihjNFLXF1IP3HL6SF7T2WcXTq+P+MmD14mP833wXZp1Tk/KWOkVYch46jqrDsPf+v1iOa4WS8pA7bv0VyJ1skvI1p8NMVrPo1X25osF0GDaNkhyGDSTOv6LyHrW2k8/p/RfgE1uCqZZ7T8cOOQnJhE+1UjXlcGut/zDofDcQCxIGdXzCWX/Dj5+eRHn7LXJuNwOBwOh8Pxh0SnE3DLLbfulbHe8PrXc/LJJ3P3XXdw3713c9+9d1OtVPjfn1zCW9/6ZhYtGulaf/Ei48jYsWPHDHPrUKvVuv6AyRuKg9ATp5LMQcHDBE3p7oB6KYEQLTzCo09ALU3FrqTEyjpWALSQJnw9du/EpYOiV5AyKwhodItdqrIU2dg5zdlVTzK7hBbQDIz7qOT3uF70wHBmjgVb1iVAh6Yjo/BA+si2EQl0oWpcWlEncSTJxqSdg0LIEKJOcr7aT3om0QmHpd0s431VB6EjQAUIofqWIeqsswtblmfXUyNHmGWxEDfvzC67/eBKAJqP/yez7ySgPiPSxY62apnwxFNQh45AVAcgGjDbk/dSEURIm+GmEbW0YULfzCzpIRr2Psu6n6omn0rnCsltVfr658hf+n3zi7KZbnEpoBCITTVy3/lfIzoNLklL9XK9YlfrRX9J+zkvmeG86PRek75xNrbbxtnl0/8cZ3LXsqKeHrAOtaIREVsnvJRw6YlmWdLV00+D+j0P0bGh/l4OgUJEEaI5hS4YR2HjrDfSWfeMTBdPH7VkOXokLXMsX/lxoiXHUHvWpzOlxyWI2oQvOoPo2MPNLiYeRNbt54FfIBpZZ99/mmiZubfkrh1JGaMum/B7EYYmU8zhcDgOIJzf1OFwOBwOh2M/8dnPfY7XvfYf+NCHP7LHY/3dq15FodDtFLrh+mv561e8kptvvoXbbr2ZFcuXs3WbKVM65dRT2LBhA61Wq99wM6JL5eTrUu0V0r+LsdtmrDu/R2AEok1TqGUrCB9zZvKSsnlXSGFL9zAlgrkcQtryLR0ZR9X0zoKJWGGFqyE7l3wVVV6KsA/tasB0wBNB3YhAQgDCZHZpBSW/x2XUJbTkrXDnCSOqKFPGiPAQzTEoDKLzxtlFFKArJSOiddrIxg4IFMgQEQXJ8QZPOA+1bi1y04Pd+y1X0WHOCAwzZHalzq5JM69MqL/OVbpC8PU8uzHqROxagWxNoIpDqIGVqbMrl3lksOKOOupQExTlS/QhRoyKTjoafcwItBVZsVPncpiA+ma6vF9AvechYjdXtoxxwDqicvmkRFHefxfSrktknIM6XyZ/708Jjj+LaMlx5hoDOu+jSovtOcojaHaLUPmCLVftnQ9gHFbalk+Wq4jxlgmo98TMZYwaE/ovvMRopgfK9tjKaAStU16RbuMX0IhpZYw+tO3708+DUKaMsTEJniQaMW4rNbAqfX9In6kPf4Fo6dGULvo4xeu/hFABoj1B/UkXofNVRHPUOLuiUXM+qxWYwLgow5Y9hgJqcDVycpMpZ1xmmh+IndtheJ2Zm71GYmrCObscDscBhxO7HA6Hw+FwOPYTxx5zDM9+zrN55StfwUMPPdRTUvj0854x77G2b+/v0Nq6dRujo6P89/e+x/ve/17e8pbzGRwc5G3nn8/Xvv6NBc9ZDQyCME6eJHDdL6ALHqLdgnbbdo4TJn9JAKqD2KkQ+Tqds5+cDlZInV1y8waiwdXmoT1fAGkdLVZg6ikX8zxQGnH3VuTUBDo3gGyNJ2WMcvIhEwJfzji7PNMlUmuBbllBqeT3CGmx2CUiZTOehC2fwwhk0jcOtNY4sBZdHAIvj4jaUCgh2i0EIBq7IIjAU6BSZ5caWYxeVEEVS10B5ro6iO4UEFEIYo4yxilTxqgL+UxOk2+6P8YspBsjoIZWkbv3d3SOPA81uDoVgDJCRnwdonWryN3+e9TJh6LWrYL1oBeVYMiHsRCxfRSWxaWgNqC+E+BdfQuiPNk3T0x7HjJ2rGUFx7g7o582PsDLiGH5IVRpCApFZG07IpgygmNk181JVGVp5lia3fv3c2lwfXY+0jPj5HzoADKHrlQRW7fazC4xwzXyANXl7FKlKhTseSwWu69TMo8i2vPTMkbPR7Ss+Of75hwqhWxMgCeSjDY1eEgibGohrbPOlD4mInJoyyG9PFoIokcfibx+s3FilqyoqaJkPbyC6WIaNEy548BhRrCsTZrSX+Gn75OpSSd2ORyOAw4ndjkcDofD4XDsJy6/4gouv+KKh2Vfb3vbP/LRj3yE6669mjAM+fa3v8MnP/mpBY8TrV2HOnqXCbDeGju78lDwEPWmCXHPGVGJSNuMrADlVShe/RPC408i/5tf0HrByzLOLpA7tuD//kbUiw4xoedJQH2I0BGIaf9t9Xz8u25B31hFH19ENKYQrRY6X0aVl+BvvRGVCZIXnbpx3AhMZpeSiFYHXfJ73DnJQ3xt0pYJxvs07i4tPIT0EK0JIxbkB8w5iAJ0qYxoNc1h1XdAR4Gnk8wuLQR6ZLERy5aUjCClTAmnGhyBhyLTmXLGzC7roLOiEMVcOn8hTC5ZzLwzuyQIiaosxt92M8HaJ6CG1iQB9V3h47FzbKCMt3kjrGmjR6rwgIayDzpEV3LIu3fAlRr9jGFzP2gNYUjulzfCCZJw3TF95uEh6lNd1wDSMkaVyyeuQlVclLwerHoseskiZH7UNgIQoACr85CTmSB4H4FISxPBzC/Xx9kVlxMmYpfJ7JLttnF2+bI3Sw5sqaw284idcMvXmtcibUoQM9fJ33kn4ZJj0X7BuLpiIc7zoGPdaV7OCKBRhGiMgy+IFh9thhxcnenCKJCbNqKGD0cdsjTZh4hSEUutORx1zpGoSZtRVioCHYSOkvW0XzCljmEL0amhqqeD0sjmlDluLyt2TbgyRofDccDhxC6Hw+FwOByO/cS3vvXtfTr+kkw+Vr3e4NV//5o9HtPbcD/heU9A+0Xk12t2YR6KHqLRgCgy2UpgxK64jFHnyf3gEkpf/BjB6Y8HQJcGyd/3c6K1hyM6TdNVMNKQKyROFaFtB8TppYbSMzlf0kO02+jiYkQwii4MocpLEI0diHzasU4EdSsUmTJGhIRaA0qlXsEiziKqTdrcKtvdz/fMfKQHwrhmRKduRDsvh4g66EIxEbtEcxcEClEUNrPLRw8MWdFNohcXzblTIdrPQbGCaEeIqIMQevbMrtoUIIwYly3Ji0P/ob9Y1gft+bbDokJObkJOPkQ0uDoTUJ8RMqaHp3eMM0iETdOkQEdQKpnyTTNTK4RoIwYKz5RpziDkibq9p4q9Yle28YEuphl02q+i8+Y6ik7NrBM7u7Q2YpdfMEKsjF16mXPm56Z1EM2eP41esgJ12irUDWXjMmsHRrTyZH9BMe5aKNIyx+gQ48ISE210IZ/k1VV/+ka0VyB82geNuCRlco617yPjrqN+DlAIFZkyRqGJlh5v1stXus6H3GVcnnp1+v4XYUbEWjRs3l9DZXN8xQKCjhFdw3h/RfALiMiU42rfN2a12gQ65xnBTphrJKcmUIuX9Z4Hh8Ph2I/MS+y6847b6NPEpy/HHX/CnszH4XA4HA6H4w+KFStWcOyxx1Cp9JY1/fjHP9kPM5qd8r//C2PvOg29tGjcJsTOLt9kGQkFvo8WAiJlnDgqMJlHA6sRO+5EKCuE5KuI1gSyPW6yiDp1UKALZYScMOuoMA0gz+JJRKRQXg7RnjQiU6dGNLTGuFvqO1GVFWZdrY2Q5tmOkdp0YBS1Bro0MGNml6jXUCOLE4FF+B46zuySnnGddaZsN0YTUE9xBGwOmmzsRLQ76CpG6PHy6JHFgDBi0OKS6cgYNtHVASO6dRQEbbRQs5YxEgamRDLvdZV4xg4m6M7sap305+Qe+L+kG1/3mJ65hrKNnHwIb3IT0eAadN6IXbqrjNFe85wHnTa0IxgpIYJxdMlHqjZaAEH88CCNMKY0Mr6OYatvGSNSQhgY8TLj7FIDVuzKBNRr6+zSCPAr6JzNj+pM2WsMWksjTtrmBcb1tRwQdNY9jdxhvya//tfG2ZXJ7FKLlxKtPgx8U8YYHn0CekkZtXKlCY1vBQib2aX7Be17EuPMIxFSw6NPhHaE2DEGhWIidonmKBSsQOkXzfXNZHYJ6+wy965xx4mgAwREcfdLIBpOfzZirCA88zE0XnU+5c99GLLOrkVLAIkatu6yohX6tEpFMVvGKFvjyMnN1i2nEbVxKOVov+FPkf8zZUqVG3X0cuehcDgcBxbz+lR6xSv/Zl/Pw+FwOBwOh+MPjr/+67/ife99D1u2bKVer3e9prU+IMUuufUhxG2b4QmZ7o5ewXRjbLSgFFmhwpYx2tJB0ZhIH87jzoulAUSnZhwszbpxX2lJ86zXUNj532bdOLNruoMmcXblEO2WcTh1plArHm1erm9FBKaDnAhbRjRLnF3SOIymajB8SG9mV7GECALotKzjJ3Z2yUR409IDFSHbk+jY2aUCVKGIaJmugyLqUPz95+k863kI1QEvZ4QGIRA7WlD2aT/1uYRnnE75sx82x1LfhQg75nhnKJEDIAyNYJbPlDFiQurTc2QdQsKj9ei/QHSm8O76Yf8xvRwiGEN2ppCTDxEc8pgkDJ6uMsbU2SXCENGOTOZTUIeSBx2bOxcasUtrichnwv2lB0p1j5mdRxQhWo1E7NJegWj1SUCnK6Be+eY4dXmxEbzs8rSMUYPMQydA56Tx88WvCYkuDZrMq/W/Nt1DM2LX1Ps/ZxxcO+PQdyuexR1N221zfFp3N2OIr4H0UmdXknF2LGJnE1EbQy8fhFjs6tTM+wfQuRLa99Nump4HgS1j9HMIm9kl2i2ECI2oW9uGqi5HZYQv7edgvIXcuoXwUaeZ/WTKE9XSVSbTa3jQlOEWC+YOV7aEVmtbUlmAsEn+3p/S2f5cgrWnIuqmdBchiNYchmg2EGHgMrscDscBx7zEriuvvGpfz8PhcDgcDofjD443vuH1/L+//bsDUtSaDRF3msNGYEmJLnqIRguRj2zZmkAobfKOAFHfgRo0nRGJjCCi81X7sO8bx0qnjhYFyHmoauzKimzpYG9mF0EbpI+wTipBO3Gbydp2U1qHFbt0hPZyaABtBA8xWTOZXdPG1qUyNJuIMDJCSIzvQStCCx8hTEmjaGedXW0jlGU6XMqJrehiEa1C8PLGKaaBiTZ6aAC1ei3RYUcSrTkMPB85th0dVpOOj9OJw8tFFItd3Zlj2s9kT8XL/VhM6ROKHp9L6RuHHSAnN6AqIwghEI2pbiEjPlc5H4LQiFtCIPImw4qWETIJkw2MSBgpU+IojEio+3Rj1J5v3EXNRtKNMVq0jmjxarzGJiPixCWKOSMWqcoyK2zFYlc9cXbFYpcQgX1tKu2gKCXadmjE97vEriQQ35YxAgg0ajgWuwJEEKLRM3RxlIkghPDQQHTY4cj1o4hWE11Ykjq7OnXIWWHPL1pxWJhsN8834l+kUmdXFBoBTJj3kKxtAb+Aqq5M9+/nEKNNvFvvInriSeYIwtghlkctMevqwQFzfDY4X6jQiIJRx4Tl+yVE2EaogNxDV6IPLSJbjeScqMXLjLAbBDanz+FwOA4c5tePOIMQgte97rVc9utfcdutNyfLH//4x/OCP/7jvTo5h8PhcDgcjoOZwcFBfvnLX+3vaSwcbR0/IrOs4CGaLVDKCESC1NkFiE4jFVsiUwqoPWkECN+4tETQAFEw5WF+CaFU6jiZ7r7yjICipQ+TtuSxYgQU2ZpAhDYDDEzItlJW6BBm/tIzuVcFrzegvjpCtPgkVMF0+Es6APq2LE5aIUpHiPYEujhixInFw0aksZldAKJhxBchNVrm0CNLEJOTpvyv4KEHhs0UTzkLLX3k2FaTyyT7Z3YljqgogkCh8z5aekagwAomgIiCtEujXda3AyAmG0oLD0IbDj/oof7oCCMk1mvTyhh9I3V40ogcbevkGkobCpj5xfeIB1KY869tuH8UzVjGKKIIWs3E2aXylaS7IH4OpBFldM6G1leWW2HJ7q4zZZ1YGu3nEZ0QZGRfqxtHkzTjqXIsduXR+Tza87rEK901R40eGTbjtCNz7FobsbHPccRljEgPteIQ08Vx46bEhajzFdPpEJ3JySqlZaq2nFFEoRG4/JxxSEaRKW0Uyuh5zTEI290ip+eDEoh202Rt5fLp/eHlk3wtoa3oHHeJ1Ka8WERtU3LrFZK5ac/MJb0XBGrxMlRlLdord90jDofDcSCwYLHrHe94O899zrP5xCcuZsmSJcnynTt38ta3vnmvTs7hcDgcDofjYOanP72U5zzn2ft7GgtG60x5F6ClgJyEZjt9MI/LGK3jQ4Qtk0mEeWBHGAeL6NRSB0tQNy4dTxi3i30Yp1+guX34Rvp4Gx9ChCFqtREvZG2L2Y8Vu0TQtK4iG06PFasaDchJlN89tqqOQKjRsmAzmaySkvNteZo0goZSiM4UqrQY1lRpvv7V6JHFiPY0sQvQeS9xdonJCSOY5CRqxGRPBY85A4SPHH0oKfPsm9mViF0hIlCQl+DlUudOLHqE7UQs07ZMLnYQ9SClcXZ1rNi1YjHkJdrLmcD46WWMvjmPohNAWxlhadhe2zhQPRa7sOcviozgZc8bfbOuTImjaDXBOrsYjLsuCiPcCAEqRFlnlKout+LZtDJGjSkPbAcIGaavebZDohCmBFIII5zmi9Tf9gEmvpQp84wdWmCOcWTIjhMYsQtmCLa3AfVSoKVPtO5Yc5+uv98IoXnfuBrbJoxfBOZ+0X4xdbz5flLWGTvhtDBljHTaEAXgCURzzAT+e8V0/74PGkTTjluudAXPq8U2uF4rK9hJI2DGQmXYNvdRrphkeOEb92Xuuivxr7gJGh3w86j8YlRpKfg+0aIjUZnMOIfD4difLDhJ8E//5E940pOfzLZt2/nc5z6TLL///vs55JBD9urkHA6Hw+FwOA5m3vHOd/GrX/6Cv/qrv2T9A+sJbXlfzOtf/4b9M7G5SLLHraBVsMJFswORsKV/JqBex2JX0Eb7NhA7CXlXxm0TC1edlhlPCuNGih++tSkd7MJmZiF9RKeFd+8dqENXwb0ga9vQQOuvXo6eKiJ2tO26xtmltQQhkVaIoljtGlpXqhAqROxgizO7craToDBusPCUY1FHr0XfVEZXcwgZoFYcgn/r9clYomkFN1+gpYcaWYKYmEqEPLXMlGvqUhlx9wRyapt1vjF7GWMYoDsaKp7J+opaaKpG2NLadMCMxbLY2TWT2GXLGAmM+KJHBq1Yk0M0aqiR9AtupG8D2IUpY2xHgI8eKYNWyI3riZasg9AKorZklCgCbcTJuItmD0IaEa9RT51d1vkGAnyb2WWdXc1T/ob2CS9G1HaCWIKIAuNgEiazS3umjBHPOpZiISx2dpUWJyWa2pOEx5/cPR8pM+ZFjR4eAiJ0OzRljFr3dzR50hyrMMceHXksTAV4Y1vQrSHI5VAFW8ILSU6WyhVTAdnzzHWJQnPuPM9mdkWIoINQAdoTyNao7eaZcaT5OfMebZh7T5eryAkjiikvj15kHW2xmCyEcS3a95sIW2iviPYKRqQGc57CENFu4V91E9FxR0LZM6W02kPn8tSf+C7y9/+c4k1f7z0nDofD8TCzYGdXoZCnXm/0LF+5cgWNRu9yh8PhcDgcDkd/3vPuixBCcM/d97Bjxw7GRke7/hy4dDu7YrFLNDtdohKRTl1BnXZSToeK3VHC5ih5tstc3ZY+CtNdT9nyM92/GyNRZMoYVYh/+02ow1ab0q7aFvTgMNHxx6EXm26HRnxIN9fSh6Z1XZW7RSBdqkJHoa3YlWhevm+EN+mbPyuWoJcvMsda8o37x/OMM8kSh9VrW+6mB4cR9XpS/qcHBvHvvJXcdb+DWyaR9e1W7NIzdGOMA+ojREdB0Us7QQL4RSNaxKIcmTLGGTO7TOC+DKyza+lyIz56OUS73ZXHpGXOOLuEEdziQHq9uIpod5A7t5kVY2eX1klOlxE5PUQY9u1iqH3r8MuWMQ4Om9ewwpKwZYyFQdonvJj4AgkdpuKRtI4sL2caDfhWnU3ELt8IqrkSujSYXqt2mrVmxkkzu9Am0F1EEUTY4PhZyhi17UQqfcJ1x8JYhKjvMPeGEOjyMMKKiwLrfCxk7kPPR8dNAMKwqxsj7ZYRBVULObERddxy1LJFmW09c06yzi4wjq3qILpQhlpgXHShFZQLMiljJOqAb7oxEnWXMZqLEkI7NOWgoQI804G1OITOOswcDodjP7JgZ9fPfvZzzn/rW3jXBRcmy5YsWcIHP/gBfvKT/92bc3M4HA6Hw+E4qHnms57J05/+DO6+++79PZWFMT2zy7c/BDZMO6arjLGdOIwIQ1NiJ6LuMsZOXMYo0X4J2bZZXEr1CD9a2hIvIRAqRN51K7qYhwGBqG1FLV1hHt59iQiatoTOzlNp8PKps6vULQLpctU4VpLvhdOuhEKlXfZ0JY8u+EAbSj4iLnnLil3W2UXOjKUrA4hNuxK3EUKQ+92v8a+5meB5ZyIb2002ktDmGKcTO4miEBoRupIzok4YZ3YVjFNIZQTCJKC+19mlsU4gISE050MtXYG84wHk9jG8++8iOvyodAPpmyB6BHQiRKSN8FPReBtuQdr8NK08c/oUtnNmBFqhxSxljFIilM3sissYB0wovJiqm3tJCNud03Qn9LfcgGxvpXXGYYnYpW1AvfaK0OpA2Zx7afO8tPSTSxpVl6bXqjaFLmTEmpyfljGiIJ9H7JxCSM84xqBvMLuWEmkD6lW+SLT2KNgQIRs7rfgp0JVhkxkX7ztsJqH1gBG37PuCKDTvEYHJsQs6gKL6szfgbbqP6LGHI+8owT12rl4OHQqIS2ht4L6I2qjhxeY8jzahrIzLsLoYcl7i9BJh28xFCETQSs+FFcZEFJpGBKJg3ifCN/eQ76WZYw6Hw7GfWbCz6/y3/SNHH3M0d95xG0IIfnfVb7nxhuvwpNclgDkcDofD4XA4ZmdsdJTNmzfv72ksnFjs8qb9rUjcWMbZlXYzFEET7RcJVp9J56hn25B3k9kVB3GLoJE4u+JsJjNu6lJK8Py0nDIKkBOjRogqeMipraily1OxK2zZ3K9U7NJezpR5aY2qTHd2lY1jRWfErsh2loxLv7w8ulI2Lqq8NM6uuHPf9IB6QFdKRlgqVRCdKA12Fz46yqMqRnRJnF3WFdRz6jNljDSVyf0qlhCxA8e3jjgbBm+WzVLGKATYElGZEbu8LQ8h7poygerZzC4vZ5x3NocLQNRqICF3x7WIqXGzL+Ub4UqboH2hlPk9Fr56xEsj2hEpU8ZYjMsYh9J9eL4V0EJzrwGlaz+Lt/Nu2yzAiEdCCito5ky+lhVjRXPcRrZZ0QzQg8vSOdh9Jb9ns9y0Nt1Hm3UjlnU6Zlm/LoRJN0ZQaw6FfAGxs4ms7zBCqJDoymDqRAMIW+h8qXuMuIxRKeMqFJjfOx17nPYk5D10MVvGaN4b0gqtsUuOsIMeGDTuul2TZowxKyjnZaa5QAtVMI43EcWZXTkIrcCnApM5J00Zo8Y3If+Q3EsOh8Oxv1mw2DU1NcWf/Mmf8exnP5dXvPJveN/7P8CTn/I0XvySl1Kr1eYewOFwOBwOh8MBwAc/9GEuuvAChoaG5l75QCJxdsVil/0vpSINV0cgwgis2EXQMmLXmrPoHP4088CtOzZc20sD6iOVEc+sIKQj4wjK4nmp2KUjI4ZEbQr3/RB/+y2oZSut2CWM2KWj1IlmtxPTxYCYUtk6Vrz0OANl3C12TlrmoGqFpYKHLvlpN7tsOZzdR/vP/gSOGjL7CiJT/qc1qryI1nEvM2KX1ojGrlkzu7ACjI4UNOy5HqqmZYxeAaECKHq0Xv9XqJElSZ5T326Mnp8KT0EdXSyhBoeQWzegqsvRUdQVUK+lZ663ICmBE3XzDODddydy22Yr5OUQrXEjOsUijY6MGKKiHmdX+1F/TjRyGNHgWjpHPDO5Jro6AIEyGVk2s0uo0IhJWiOntiAihWztonDtZ+0cpXV25Y0wZF11RG2E7pjlwtwEyjq7dGkxamgl/p234N96g1k/5yWCHtapJeo108mzY8sYc15yGyYIQRxQH578aGgFMN5GNHchm3U0Al2udoldImjROeo8dNE42bTn246jcWZXLHZFiE7bXs+CCfIXQEbswsuZ895qGUEu4+zSlarJqxsdM8tisavopfdv0ESXbFlk0o3RS0seVWQaEyRljDnirpvaObscDscBwm5/Gt13//3cd//9e3MuDofD4XA4HH9QvOzP/4yTTz6Zl73sz5mcnCQMuwPqjzv+hP00szmY1o0x+TvSRqwCIw5EEbpinV1tm1VUHEb7JXS+gqzfadb1cyaDqFNPAurNGNY5pEy5okaYkG6wnfuskyoKEPUpQOPvutEEcWfKGAlbifgAJNuZMi8N5WlljMUSTKi06yRAqAhPOwt2mgd+7RXQlQqiMwH5ApQ8qPVxdmmN99CDRIcdixopIgpFI974GtEOTOklVXRhGNmZQmhlBA5Br8AHaZmY1onYpQcq08oYI/RAHoaqqCXLQM2S2eWb/DEAGTVQi43Tydt0H8Hac8C6dtIDSrsxEsTOrilYvhjv3juQmzYjj1oPXh7Rmsi471TaVTOMjCCVQZUWQS5PsOYcovJq5IDND6tUjTAYxe4mYfLXNMj6DhNIryKIOvgT9tlEikScotU2ohUhIgqAOMA+QAQNdNWE7xshUJC7/irk1k2EJz7G3GMtIyyJ8Tp6qAiNmnHchaG5pzzT7CDJu8ruPycJzzgT/5prCNUpiPakyYkTAl0eNPe7pXD7d2me/beoXBnRGku6PIowREQhSnpGoFORzQsD8nl0qWIErUI+1XJ9U34pVGgE3bhMN2qjyxW09BC7RtGsRIwbsUs9bhWdW59P8QffQLQnE6dh0o0xdpmBEVPbyjgHgw5a5GxHT9HXjehwOBz7gwV/GpVKJV796lfx6JNPZmBgoOf1P37BC/fKxBwOh8PhcDgOdj7wwQ/t7ynsHonYZX9PRCQrTIERlJSCnHGcxF3dVGmxeTj3y3iTD5nhrGtEBHFmly07y5YxgnmQVoGdQsbZpQLToS4I0BXz/1O1dAVGEdGIoGnD0TOh6YCMQggidLE7VFuXSkaQwrp2IoW4bwy1dAnhGafDFtClnD1uDdWcEdU6bTP3jNgFMPCPf8vk+7+EWvpYjEikEaJt8qSKeXQoUNXlRhwCE4Keo29AfVJSqAU0jcNJD5QgKTcrmPMVZ3v5ObSyrp9c2ZTiZcfzPLMfrdE6TLpDys0PwFpAFtCeRAthMsm8XKYbYyx2TSKCAG/D/aAlomWz1NoTGUHSiENaesbxJ0Q6JqD9PFr6yPoOVHEVamAJ0dIV6GrVlMzpNKCeMDDViFPm/knchNKIWkiZlDmKdhuV9xG0iVYsNUKZuUOQjV2oqu1MKHOmNLPZSLKp8CWi3YECiPEp9HAJUa+jhW8D8Tsov2w7TBoBSglp7zONPnQAyhL/d9cRHn8KImwjYrGr1O3syj/wfwTHnkskTjTnI5/m22XLGIVSpmkAJltOVyrmHsxnBEk/Z45fR6Yk1Iq5ImyjyovM/TcxCqxE1BtQD6CSIzjrCRR/8A1kazwtec12Y2zb+1pF0DHOLhEoEDkjfHlpSazD4XDsbxb8afTxj32URz3qJL79ne8yNTU19wYOh8PhcDgcji7OOutMrrrqd1x55VX7eyq7hY7lkljkigPqI8yDORiRI4pMKRaADbrW5cVJaZusbTKvxQH1jV2mXI1MuRSkOVnSS8Qu4+zCZjhZ0aU+ZcreiMUukMEY3vgDRjiLxbnYhKMVohMZcSte5Pvg5xBBlDiehNaIu8bxJu5AF40TiGLaqU8PGaHBe/B+oiPWdTm7YkS9BofZrKhAI2Qb0Wyjh6vQVqihQ43zB4x4U6C/cOD5iChCCM9U4jUjdLVgHE6YUHahAnSubMrlcjmIbBmjlOAVUmEsPqfSNy4gz0ctXYEIAuTodrNNks/mQxiYc+KZboyxkOWtvx/ZHENEEVqkRX1ChWAdZ4Sh+T3uzBhfQyssaT9vAt0LI7CljvaWEZz+BNMps506u7QQyDCATjsRS5NSw7g0UohE0BTtjskYq+ZoveWt6MKAzDs9UgAAVAZJREFUvaYRorkLtWgxIJNmAOGSx6CH7Xn3PeT9D5K/85e0j38+HLYc0bBljCqEZhPy1e5y05wVqbSCso/odBBTTTMfFSDacXfOXJIxlqAD4xKDVLyKQnOOYmdXGCLGd+E99CCtl/w1xW/+m10/MwfPB6WNMJYVu6IOulxBBAo5vosI48qTP3gADq0SHXcYasny9D4kzezSvo+sp+Kz6GCOO1Bo8sTdVV0Zo8PhOFBY8KfRU57yZJ76tPPYsGHDvpiPw+FwOBwOx0HPv3z8Y/h+ju985zt869vfZv36B/f3lBaASMsARUb00hohZJodBWlJIyA65iFfFUcSsUnWbDi/b0qkZHuC4jWfp/WsV6KPGkLfYh/g4xKxbFmflKmgYZ1fojaFrlTRQqCXmHI8f9u15Db8hnDp8b1ljCqCTghZsatYMvsJgkQ80UoZwavZQFlhi2KmU9+wEZO8+++eWeyqTZrOiU1hOhiGbWi2jINMaaKhQ/G33WxWDkMbpN4ns8szJXSJEGddOYSxKFEwLro4p8rPoUXqXNO5cho6bsfTwnTi075nOjHu2p6Wr8WXMA4ol9bFBmht5pC/9Eep8JQt59MRIuhYd1yc2ZURu2InFhgRDtDlpcitE+itTYKzn2LEro4y87DB66iQ4o1fwd9xuzkHVuzSnmdk2Kzrr91GKIUeLgARQkc2SN04u8I1x3d1EOwc8Szr6msa59lUjeJ/f5324efZ811Dy8WgIuTUFKqwwrjV4gGskxGtzXmKFPhFRNgyMWwt253TE8jGju5rq9vJPa7zhfTYbC5cLOwKrSlf/G6mPvJFOk84zwblp/eK9uy9qSNEo2ZKHcGInKWyMb9N7KT6njcT5E9EPPoJ6M11OCogOPVsxN3jyVgibCb3SbaMUceZXYECmU8yu1wZo8PhOFBYcEB9p9NhfHx8H0zF4XA4HA6H4w+DM886h1f//d+zZMkSfnbpT/nxj3/EX7z85X0jIg44pJ+KRbbcUHu2W6H0up1dcfkhIDr2oTl23WiNrG8zHQo9L32Q7rQg76Meuxy91oRkiyQUPtsVMNONMRa76jV0ZcD88TwjfhWtkJXN7IpFKh1CJ+xydlEsp4H0eHb/RlATrQYUrNhV8pJ9Mmh+9h64y7zWR+yStUnIm3JAHYKIWohGM+nKqAsDiaNG2IB63U/sssJgIio0QuMgSsoYi+Z85Ew5nc7l0F632BUTDRxCNHxomjklPdTS5YgdW9PxrLMr6TooPXu9FULmus4/2Fz95B4IExGOKDL3hpSpEytzfHHXTu2V8UbvRmyoEa07Fr1oyJwjpc19YkPaC3f9EG/0XrufaePJVJAVrZZxA1Ztt8FkrgrRHEWVR0yzgZhApfc3IhFSZattSjPjzC4VIKamjOiZuS/j4wBtHI9hZNx2cTlgu57MUU51d2IVqkPyeFaw1ywKzf0g02MHTLfM2hRq9Vqzr3zmsc7zEEob52KjngbUh210qYgOBKI9hX/XrcjIOCVlJ8R/4B6iI47ucnYl18/3Icg4Lhsacfc4YusEiIK5rq6M0eFwHEAsWOz6+te/wStf+Yp9MReHw+FwOByOPxiuueZa3nr+2zjhxEfxuc/9G09/+tO4+aYb+MK/f56nPe2pCCHmHmR/IL3U7ZN1dkUahJe4bNA6/RmgkwpAuY2/RzZHEUKbh2QwOU4AnTa6mEvHhVSgEFn3in2gxwZmkyljtAKXHB814fFgM7vsxkkZo0a0AnQpFYOi1WsBAY3ABG+DEWlUgGg2EseNLvqIdhu5cztUfGiE+NddSeHS7yN3bus5baI2Ef8EkYSwjdiwDbE5DSmXrfF0rrK/cKB933TFiwPem6HpBBmlAfVChTaUXRhHll9MBL5sR8bWqX9D+5S/TMUuz0ctXYncsS116Km4VNWcCx07u0KddHkUOnOdoauxgAhswHvG2RWLYUmJK5isMXtNvF33wFjbiJvVkgmoV9qUl6JSQTUmztiyDq2u8PvJGqiA/I6fGtFL2bHQyMYudGXYuNW0EYe6xC4BxPdlqwUI6+zyjABbmzLlrF1iV8bZ5Rlnl/aLiWgkwo4Rhn1pOm9mUSHavqfi+4wogihMhL7se0qOj6JWHJK6yLD6r+ebe1yFRuzqcnYVIfLSvLD4XOoIuWUjasUh6X1ImrWn/RwitCXEKgCRQ9wwjje6CS0LibOrr0DrcDgc+4EFi11CCF732n/g6qt/xze/8XW+8IXPd/3ZH/zTP/1T1+8XXXQRF1xwQc96Ov4Wz3LhhRf2XXem7WfbJn6t38/TueCCC7jooou6fp9O9vV+28+HeA7T5zXT2BdeeGHfeWf3N9u8Zjrm2baZa6z5HOts857veey33mzHM59xp68z23We6zjnuien72f6vrPrzDT3mcbPzjF7ruPzkP19Jvrdi7Odj+nHNNf7qd8xT7++2Tn0+7MQpm8zn3Fm2ma2MbK/9/u73zHtzr77rT/b3zP9PNM8+u1/PuP3O9aFHNdMY8x1Lmc6roUum+0YZpvbXNdmpvnOxVxj78m2ezJ2vzFmOpfzPdfT/57PvbI/CYKAH/3oEl728r/gtMeewdXXXMM//ePbuPXWm/frvGZEeKkzStplnnXSZEvUFN1ljEFW7Loa0dxlygTjErLY2RUE6fjxc7PudQLheWl2WFbsqgykGUXjuxJnl9BRj7NLqAg6Qer+AoJTzoKJOkwFgI/OD6CFb8rHWg0oFtB5CctKiMlJRH0KObUZ/77b8WoTlL7+2dTZlD1ttUn7g4RQIMI2/i33IK/dnq6TzeySYuYyxig0cwIjzvgyKTvUfsmIJrHTx8+h/QKyOWpez3Rk1PlBVHEwI3ZJ1NLlyB1bkwyw5CLHeVhxZlekk9LD5JrHZBoLCJvVRhQglC2/jLrFqXieZlLgjT+ImGiYRghCGmeXjucwTUSF3swu6SHsvSdtRUp01PHmHKvQzB1l7kF7foSy3RqDiKyzKzmWZnOasytETE6gC153Zpff6+wilzq7RNS25y7TWTQhzezSmW6MRJE5NiG6zrUYHzXiJ2Y8LW2WGiIR70Qz4+yKOqhS2ZRpxvda/N5SEXLbZqIVhySNEkxH1U56bq3YJTJOPlnbghY5I3J5rozR4XAcOCz40yiKIj7zmc/ui7k4HA6Hw+Fw/EFw6qmncv311/d8Ebdr1y4+//l/5/Of/3eOOeaY/TS72TGlirHYNc3ZJb1UeLDZSqatIEkwt/nZBHPrrNgVu0aCNgJtZIA4+D5+wM+KCl3dGOOugDazK3F2jaHWHpmuEzvR4vnrCNHqwKARbRQQnP4U5H2b0QyjZR5VXYnQTYTahGg10YUC+tRl6JUV/P++BgYURG0Kv/3WrOdNTI2n51B7iKhtBCqtkY2dqMrSVGSIlK0HlL0DefYcx6JCqEzJYixKCCvQ5Py0jFEXEa0xKC+GTBmjzlfQxQHrtmqhBobR5Qpyx9YeZ1dSnuf5VsRRibOrV+zKNBZIxK7IOrtk/zLGWCTSGtEaQ9Z2osbz6OoS041RaVNKh0rFsvjcxmWuvm9uCSmSfYhOGzkxjhoaTucWKhDmvOMJ8EsQtI2uF6jUAYhI9iVbTUAgGnUo+xC1kZM1KHrd5bUZsUv7wuSFeYU0+yoKQClklDr6kr3p0N6jAvJ9yhgl6bnDOhftOQPMfRAqew9ohE4D6nUuT3TYCiiXYbKZcXalpYly6ybz/vHsuYva6anw/XTfWbFrYqO5NtJ3mV0Oh+OAYsGfRh/56Mf2xTwcDofD4XA4/mD47ne+RRRFXHnlVVx2+eVcdtnl3HvvvV3r3HXXXftpdnMgZK/Y5ZllOitkaI0IQ3QsdnVSsYuW7ULn+WjfZl/F4kQYZpxdRuyJy+S6M7u8JE9KRLGzy2Z2xW6u8dFMZlfW2UW6rBWglxthITjlOYRrT8K/6Trzsl80Jhk884DfbEChAPiIh2rk/++XBE891UzngbtnP221cTOmN0S45hwKd1+Cljlkc5cRoipLEe0JezxG9OhXEqZtQH0sFIlAoX3R1WFRqKgroB5VRDbHiOguY9T5qvldGmeXWnkIAHL7VnO8WqfdGP24RDAHnjQh+3EZo5omPsUh8Eolzi4RBjazK5Prli1jjMU0pZGtcWRjB3p8MXqNNGKXtMcu6S1jzIpn0o6ZOAwVcsfWVOzS1tklQDZ2mdI7P4+c2IXwA3L3XkbnuCdhagbt/QgwOQkI5NhO9DIPEUSIqQnIe2npIqloJzSpOOUXk+sjog6EGhH15rqh43JdiS5kyhhV7OyiS+wSE2Pd2+ekFUqFLWOMbBljmfZzXkLw0meiy0XEhloiOAvbUEDoEG+r6Y6qly1DBM2Mu8+WMcYiY9wRFfDG7rdCd86WMTqxy+FwHBjs1qdRqVRi3boj+oaoXnXV7/Z4Ug6Hw+FwOBwHM0cedQynnPIYzjnnHJ71zGdywbveydjYGJdfcQWXX3Y5l11+Odu375h7oP1B1tkVO6U822FQ+onLxji7Mg/mYScpY4sftPG8tHwtfpDutNOOft60zK6sEyibHRZnRNWts8uWMcrxUXQuhxpZYsr+BEaEiwdRCjodKA4BEB5hhCsdmP/jCmUcZkJrIxw0G0b8KucQEx1QIXLKCFTeA/fMftqmJqx4lCP/4OUUr/03gkPPRrQnUCPriCDj7Ar7hn3XLryYaO065LbNqYMmsOKGNKH/pgFAmtmlczm0KiAbuxBRMK2MsYIulNHCQ2iFWrHazHXnNmMsi9oI+7ig/TSgHs86u+Lg++mZXXHDABWmjQmymV1x90R7PXWxhC5bUVKBaI0j69uJpo4GpOnGmMcIbkJ3CT5m7LiMUab3SDaLauc2OPJYRBShPfB33IOu+ojmaNJcQU7tgKJH7sEr6BzzpNRVZ8eRu8bwvn0d3sb1cJxvjm3SXC89OAzWZJV0Y4yLbEOT2ZUE1KvQNm/oJ3ZZEUmINGsuCq24KUGK9P1FxtnVbEJpxITUtyEtY4zM+ymfyRED6ChkbYudT3cZI4BacYgtc8zkBvp+ko3WNYepLUbolj7CE0b0cjgcjgOABYtdT3vaU/ncZz9DPp+nXu+232oNxx1/wl6bnMPhcDgcDsfBSBRFXHPNtVxzzbV84hMXk8vlOO20Uznn7LN54YteyPvf/z62bNnKE5547oLGfe5zn8OrX/Uqjj/heBr1Bt/97ne56N3vIYoihoeH+ehHP8yTn/Qkms0mX/nKV3fPsS8yIpPE/Acw7n7X5eyiu9xM2ZK2QhURO7ukl+Ysxc6uICC2Xum4jDEWv+I8IyHMPmOHVpTJ7PJ99OCI+X3CiAG1iy4md+VvTKZR1hSkFaLZRhUKaD9HuOJYszgUxvESi3rKOF9Eq2mOt+LbHKkI765byf3+ikT0mvG0Neom8ylU+Bt+g1AB+fWXwfrLaJxzvjkd7VjssiWXMnU+aSGIDj/Kdq6MUgdNaJ05ed84qoRvM7tMGSN+Dh2ZgHTRnkAXBuzlEaYzoxRWIFOoJcsQQYCYHE/Oq9axQ8zuLw6ojzTai91Y0wPqU6EpaUwQBnZ+mVw3e+0nL/4m0eqT7DYa0ZpANHaiWwWjt7QiUw0bZ3bNVDbp+cmYsQtJ6Ah2mIYB8qEHidYegaxvJaoeglABQrXRUYic3I5m2LgE43sZ0iw5FSDq9rikDzpEThpnlRocTg89FgVNn1EjBPkFpBUyRaeGCBXe1HqmI7LOLitQiTAEFZmGDFJ0vafi+1uMT8KiVUZsEgolZNqNsd02uV71GvHNL2sTyOmZXVohWk3kxBhqxSpkY9w4G2O8TNZaLGa2a4igYc+XQK8bRG99BHSUdTgcfxAsWOy64F3v5CMf+Rif+7d/2xfzcTgcDofD4fiDo5DPs3TpUtYetpYj1x3J+PgEv/vdwtzyAwMD/OVf/AUf+ehHufLKqzjssMP46le+xK7RUS6++JN84l8+TqQiTj3tdIaHh/jyl77Ezp07+fJXvrqg/SSZXRrjNAlbNrBc2RLHWOgg7ZIHEEWIqIWmigzq1g0iTWkamXKxoJMGyHvTStLizK5YIIvLGOOH75oR0dTS5YhW04hTgFq0xHRpFGTCx63zaNKUV6rFK1BL10KkEZFGtieI1KDdT8bZhTlu2hEoRe7m68jdfO2c503UrcDXUXij93W/FpcvxoJIFKEFiGyXv4EhI3SBER1iMSawnQ3zOSNCSN8IPQW7re9DWEBELURzFFVabNevpMcCoCN0sYScGE/8PCJqkwTUJ90YbSlhqNIOitPKGLNuobh8VUSh7TKZyXWLuydWKkmzAdFuIHSErO9A7wD5m81QD6Biyxj7OLvie0f3lDEKW8ZoXEzexgeI1h5hnH/SxMOLYBJZLxgHVLNhssqseGPOdZCe89iJJo1gF4uCsbgKpDlm2jrtQmXKGEMruLUnyN19KbK+mekI4vMo0YU4sysyDQ+kNHPKNH2Q40ZsE+PWYZbDdKsUInVWdmw3xepA8r6SuzalO00C6m022bYtqKUrEXdNoEups8t0AQ26123sRAR1G/gPenWV8BknwsI+UhwOh2OfsGCxa/WaNXzlq+4TzOFwOBwOh2NPOPzwwzjv6edx3nlP54QTjuf3v7+aX/3613z84//CAw+sX/B4U1NTvOjFL0l+v+uuu/iP//wvzj77LL75zf/gmc98Bic/+hTGxsYYGxvjQx/6MO94xz8vWOxCeEaW0MqWVQVJd75YBABAW9Em3kxFaUe6oGHEj77dGFOxS/szZHYl5YzdZY7GvYJxKLWaiFYrmbbO5VIHWrIwQkwZx1V4xCnoUt6IWFjhSa2x42vTfa/ZILaTiXaUzGtep80KcQQKOdUtdIjmGCJsWXGJpIxRZ8oY1eKl6frTA+rBOLmScx9C3seUMebRoSmjk81RdNmIXcTljPYUio7ddystrxNhG5R109mOfiaIXEEo0V7BloV2N1pIHEo6QrRTZ5cRuzJB57F4B8b1FjTxNxnh0JvYgFDABhukbrsxChGYDodZkgwwLyMIRoBxucmdpuOlt/EBM1QpFvokhXsuIVh+LqLdNl0cw3aXsysRYVVo8soARFzGOG7GGxpK5xJnjyVz02i/lJYxYs91vsB0dGw7nKWMsas02GZ2xR0nzZOdwoh8GqGj5LrqgcFU7BpN77/YJRffy2JyDD0whLfzNkQ5vefwc5kyRit2NXelzi5AdKZMyanD4XAcACxY7Lr5pptYt+4Ibrvt9n0xH4fD4XA4HI6Dnquu/A3NZpP/++Wv+MhHP8rvf3810fQcor3A4kWL2LZtOyeeeALbtm1j69atyWvXXX8dRx11FNVqlVqt1rNtPp8nn08f3KvVWOxIs4y0FMYJE3djFH4qDvSUMSoIW+bhOupYQccHv7uMkUwZY5rZNa17n+x2dsWB2bH4oJatMq6ujHBDLHZldRmtYaoOCKJVR0FeIq0DS7TG0owjZR/wW810+07UW743CyIMzDkKVY84lL/nf/F33pkuiGyYfraMcWRJ5vUwFf6ss4u8EWC0fZ18Lj3uoGDKGBujREtMl8/okMPRZT91drVbUPASN5xZKYBmiBzbRXjkceSu/a0NqNfQNs6uvoJfLKCo0Igh8fHHmV1x90TPy5T9CUR7iuKNXwPA25F51tDaXGtPArqnG2Pyu+el94YVu4QO8e67k9y1vyV31a9p/unfkLvyl3TOfYZdNzCdGAPbeVDZMkamlzGGqcAoTcMC0WqYTK6BjNjlTStjjEw3RrJiV9BJyhSzCOx5yQTUiyi07xXj7BLZgPrxXebv2pS5t3yBEGk3RnQEbSt2VQfTKY5uTHeaceEBiKkporVLqdzyH11zSxojQCouN3ZC0DTCWnvKlICOT7s2DofDsZ/o0894dt75zgv4xL98nBe/6IWc/KhHcfTRR3f9cTgcDofD4XDMznXXX8/IyAhnnnE655x9No9+9KMRQsy94QJYunQpL3nJS/jqV7/GopFFjI52d24bHR1DSsnSpUv6bv+G17+O9Q/cl/y59Zab7CvW8RJFxhUUdYwopXR3p73pYlcUIYIWIqgbUSFS5gG+r7PLjhELYSpEPXoJ7ee/0Axtyxt1EsRts4hisWvFKmjUU7cStsyvn7Or04F2QLT0EIQMEweWbE2k63aVMdplNrNrQXQivF0bexbLzhT+tpu7zhVCJGWbGkG49iSS/7pnujGmYlcuM5/IdLkUAu3n0F4hdXaVFgHQfOVr0I9ekpTrxQ6spFQTW8boFfDvuJnw+JPtZD2E1BDazK5+gl829Ly2w3T2q+8ypZJSojPdE9WSZYDNDUOnWVsqQDbHkvNjxC7TkXB6ZldSxuj5aZfKbDfGeo3KJ96NHN3B8MvOw7/1evOa74PvI4IOcnQnctd204FQG8HJnINMB8JE7DIuOqEjaEXowYzYFYt32pT6CqUhVzSOsZigY5yGPaSZXeRtGWMYWfEzLmPMiF31GqJRR0xMQBBBTlhBUdoyRpW8B1R1ANHqIO6fxHvwjnSXeprYVZvoFu9IM/KS82yzvGRjJwLN0HdeagLvdUYkdDgcjv3Mgp1dP/3pT/A8j09/+l97XtNas3zFqr0yMYfD4XA4HI6DlX/4h9cB8OiTT+YpT3ky733Pu1m37giuvPIqfv3rX/OrX1/Ggw8+uNvjVyplvv61r/K5f/s3rr/+etYeemjPOrG4Fk4vCbN84uJP8pnPfi75vVqtcustN6WOokiZLoyhFbua0bTMrvThGDDiQNiCjmlwJFSEll4ms8vmAWWdXbaMER2hj19EsPrp6K98KBHIhBamVCs+pnYL0WqiiyVTxtjOuJTyNuxcp2KXUCFCKUStiVq6ArwOol5D45scrXhVpUGHXUKQyexamIulcP0P8eeT7xXFZWseGkHteZ8nOOcURDFEtMaNuCe6yxjJljHmJAJtQuh934gTYQsRtlDFYVQuj1qzFlpe4uwS7Saa6jRnVwe8PN4dN9E581zU8GK0zKE9zPX3i/3PQbaMMeggJzeaMPOMAAWAlOa8x1dQqy7xzN94FZ2jn2XcQ9o4wUxm17RSuUwZY+KGi9I59JxflSkXzOUhDCl9xTzbqOJSe5vYix+lOVXxva+lcYyhIkQ7QlcyHS79rIilbZB/sbuMsd1GDwz3nre4jDFSibOLMCBuAqHFtDJGYOCfX02w+FR4/suN2GWSyBJnV1LGWB3E23A7xe/+ntz632SmGL9fbWlibdLke2WZJkjL1jgA/tabun4HbURWh8PhOABYsNi1ctXqfTEPh8PhcDgcjj84brzpJm686SY+9vF/YWRkhHOf+ESeeO4Teec738GuXbs4/YyzFjxmsVjka1/9Ktdedx0XX/xJAHbu2sWiRSNd6y1eZBw+O3bs6DtOp9Oh0+n0vpCIXZEtq2qDlIgw7MnsSoQCMIJE1ErK2pKw8jhjyYpuotNOXDGxsyvJ7EIQnP54/NtuNL97JUR7qnt646NEKw4xwlQ2syuft86uzMpaGRGr1kIvWorwQkRtEs0iRGvSCgY6PZagkx5fO+rtCjgHlQ+cnwozs2HLGLXw0PkK0dChULbh7AClcursCs38dD7NVNK+TEW9XNFcp7BtwsSFIDriZOMsUh6E1tHVttclm9kVddB+Hv+Om0EKJv/1P5C/3QqlHLSaxtmle48nFbXCRJhKAuohvQaedXYlrsZuIat03b/hjd1LeMgZRGsOs5ld9LrJst0dE7Gr27HUc36xZZS5HCLoGEchIPL2no9dfYnTzNzvGpGUMaJC6EToygAaaJ75RoLjTs9sp9GRtmJjRkQMOuZ+nI5nr1ukkuwvc94wypaU3U0fALlzG2KghQiULftNyxiFitD2Payrg8hdOyje+JW+5y7J7pqaRJfKNpDe7isW8Kwg7Y3ey+C3XmQcd5bi9/+D1nP+Cu0v6j0uh8Ph2A84n6nD4XA4HA7HfqRSKfPUpz6F17/utbzmNa/mRS98ARs2buSnP710wWMVi0W+/rWvcs+99/COd7wzWX7TTTexdOlSVixfniw75dRT2LBhA62MIDQvREZMiDO7PGEehIUHkUINHIIuDGcEB43QGm/0frxdd6fb+70B9eaBWkMrRPse0apD0cVi0vEteOw5iQimCyPIWppDBiDiDnXNRrdLKZ+3XeqyZYzGSSRqLfTwMORMQLfZfhcijExZmxUOBCAatvtcqBdcxiiiCJHd/0xEoTm3QqCLw2ZZ2YdJ44rT5aoRFrGeqFChBwbRhwyg8xJRsEJYO0IXjetIBHVEw2Q81V/4QVRlGfggw7oJmW/b5gGtjHvNljF6WzdR/txHkJMTqNXLjHOsHqL9QhJW3kU29Dy+rlGUuIcSacvz0UuWp0tsuWhyvsIWhbt/bHO0bKmjpKcbYyIASQ/tT7uf+l2jWKCTng1ez4iyoRW9YvNXtowRbEC/LWNUoTnHlQqdo59N56hnoIZNUwPR6djwfpmIjclxBZ2+AfV4Nrxf0dONUdv7QfQTS1Vo7sectBOXSXmviLsxDgx2lfUmc4mvX1LGOGnWr6TurvicZvPCskIXQPG7X0WufzB1YzocDsd+ZsHOruHhYV7/utdy7HHHUow/hDP88QteuFcm5nA4HA6Hw3Gwcu65T+Rxj3scjzvnHB71qJPYtGkzl19+OZ/6109zxRW/YXR0dMFjxkLXXXff3SV0AUxOTvLf3/se73v/e3nLW85ncHCQt51/Pl/7+jcWPnmbIyWiCC2Fcf94AhGYHKlo6FB0voLQ9aQ0MXaNFG/5ZjpOFHWJE0lWU6uJCAJEqwO+R/0t78G/9SYjqGndJfSo4gh+7e7u6U2kYpfpAGhLwPIFkDZDKUZFRviot9GDA4hGAzk5SsQ6ZHuK0uXvpXHO+9GqmAo1raZxdUFfV9PeQMTd94jQxRF0TqIrObz7x9CHlIwQkenUSKAInnQuamQ1Wvmon6wENDQDdGkIddJiWkf+JcX/+rI57BWLjGjpY9x2WoEVQrozuwKU7dqY/80v6Jz7DKIjn2COuxGAV5hBTMqUK2bErkSoia+B56EWdzu7RJ9GDUJFVqMU4MueddLAez8RY0Vkwvr7uu+y4liuW+wSkXVCxZc2U8Zo5pwzXTJVaFbqKHS5QnD4U+wAdrtYZNLx/Z0Rmjod9PSujQCeb0RVTRpgH4VmLrbjaT+nmlChKWf1hBG7hHUw6sg0UgB0sZRc4y7iaxV3Y5yyYtfAINj3ErGAmBUF+yCCADyJRvQ0YXA4HI6HmwVL75+8+BOceuopXPbryzn77LO45Mc/5rbbb2fNmjV8+CMf2RdzdDgcDofD4Tio+PSn/5U1q1fz9W98gzPOPJvHnn4Gb37LW/nBD364W0IXwPOe91ye9KRzedXf/S07d2zr+rNmzRre9rZ/pNPucN21V/Pzn/2UK664gk9+8lML3o/OdruTJN0YRdgB4REtOs6uSCoU9Os0GUVGnPD9rnVEq0n53e+ADTXIeeiRxUSHHwWAHJ8wjhhb+qiLi3ucXXLCnr9W0zix2qZbHMWi7baXEai0LUVsCXT5/7d35/FxleUewH/vObNla9K0aSvIVqAFCqJsKouIV7iiqHiVylUvegERFXEDBAqURdlllYLKIqD3QlF2ZVEREdQLbaWFttCWNt2TptlnJjNzlvf+8Z5z5kzmTJJJJpmZ8Pt+Pv20Oes7807CycPzPG8EMhqC6NvpjCcFvWeLCgJIZDNfBpIQmSFK5ErBtr1yPKu2GfZn9oKoAcRWNTZZW5ctJ5VqhUdEIkBPAjAljBOOgbZxK0RPCvb0WZAHTYO1zz6w9t5LHd8cU39HNAg7nW3UD+Rmw5kpQM8GZbSd7ZDNDU6wy1TleYEN6rOr9gm3LNEyvYCKF0jSNNhNzV62nZAy+LNimxDSWZRAF/n3dM/RNWfFRvh6xwVdz84eHwqrII13rUz2fQW8wJibASU11QRf2E7PNiezS0bc1UqdHmiZNFSHercE0L8aY1qtkjmYrgOmE9hzyxzdIKHu9OMKfH8M9RkIOcd4qzHaOdlcQZld2Z5dbrCrV33pW70xG+wapkedkVbj1IrOpyAiKrmifxIdddSROPyID6GrqwtXXLEQ99xzLwDglZdfwZe//CX84x//LPkgiYiIiCaTefMOKvk1Fy9+BIsXPzLkMd/81rfHfiM3C8cyAS2kMmF0AWQMSC0Me/p+ar8tsz1/ArNRLEDXs+VaRrY/mN6+FcK0VRZNOKyaqQMQPT3qeE0HIGBHG6HF23Ov62Z2OeV4NQ/eCXOf/WF86FiVGWNZKpAhVHN7SBOy3+mPZJvQenYCs6B6XFlO9o4ts+VeAwnVnB4ILuErBcuE1DXVKL1xFhDVof9pGbTXW2EfsRtkOKyCjlKNSxi2Kknc2Qe5PQkxO47wY88h/fmvQE5pVu+1tCEbm1Tj/QZAdKUhp8UApNX8uFl4g3t26dlyO62jzQmk2MCACeiRbA82H+EPoPh7Xg3+HGg6EI1BJBJAM6CajxUo05NQ9w7p+QEf3+qOXi8z21RZVgFz5GaYSSezK+c1S+fzIX2fcyCgjNHXs6u2VmUzZhKQwin/c3rPSaiglr9BPTKZ7OfeR+pOzzupQUaiEJbtZBDCCeLJ3BVOvffHUsGumCpjlBAqcGibKgDl3Tcg2JXXs0sFu1Kn/Df0tatQ89DdXtN9EXRvPyOjxqmFsu8XEVGZFB3sSqVSMJ0Hl52dnWhpaUFHRwf+8uKLuO22W0o9PiIiIqJJ7eSTP4t58+ahzreim+viixeUYUTD0Hw9kTSh+jppAsLIQEbrIUN1KgAm4fU/CmzKblmApsGc9wHobVuhJeK+fRmnJ5bKrvFKHbv7IFtqnEbkYZXEMjizq1tldrnleJGXnoeMxmAc++9ASgK2DSEtpxRN9eySKSfLxjaht69D2FoCrWcjZKTZC3a5QROtow2Y5vwiX2TPrhHzyhgB2dgCSBtaZydEyBcg0UIqMOOWsIUkRG8S2B5CzVO/dLKuhCpHsw0Iw4Cc0oToa79BKjkDdvsUYFoMoe4VsHv3ygZR/CtOWgagZzOQtI4dKkgYT6hSu1AUIt2XP37pC6C4AS7Tym53A0lOsFPEnbkvmNllQUoNgFCB1bzMLrfEMKQCRu7YQygQPPM1tA9HIPp6c3YLKw0pVaaW12vLPUcLqewu24CAhEhbQDgMu6YBevcW2NosdZ4bWBJhAHbuaoyZTLbpu58ecrKnBBCNea9LSqlWPpUI7NklLEN9v+hO+aDQVJ96aUNIqeY+HA7u2TW4jDGZAGwJc+48yLp64KG7s331hsnsEpkMpCYgNd2r5iQiKpeiyxiXLl2Gww8/DACw/PXlOOOM0wEARxxxBAxjnP7vFhEREdEkdMvNN+Gaq6/GzJkzIITI+1OJjPeqFSKFZTqNt53MLsNX/mWmnawj5xfoAmWMCIVhHvIhhJblVgYI23BW5cvt+yP6+oFoVK2ip4cAG9Di23OPccoYc7J10innHOe+tu8XfKfxPHrTgG1C69mBuhcWQEv3qhIyKZ1glzqn5uc3QizZoc4fpzJGYduAcCpBp7SoPk7JBGQohtDa1Yj99gFfdpEFGLZ633ucpuHudtvp/WQZ0Nq2wm6cCq0uA5hpiPakCkpGNYhM0puj3MyudG5m1852AAKit0/dT48WzsRy//aviuitxugEMd1gV9INsBXqSWUAThkjQlpewEdIFRiVoWxmlzCdVSCHWI1RNagP5feisgwvs8vNThROSa7UI06jePf9ygBCg6ytU59Ft4zRUGWMUjjliP7MLiMNGYnkd7XSdSeb0Mny8rLipHNdGRxwkiqzS4Z1p0F9towRQDajK2h1Vf/KmVDvpZZQnyN76jRvXOo1DBfscssYAwJ5REQTrOjMriuv+jHi/eoH4LXXXYeHH3oI3zz7bEQiYVy84JKSD5CIiIhosvrkJ0/Ep076DNauXVvuoYxYZq/jgLTtZB8JwFbBLmFk1C/vtnQyY6Kww05JV2BfJwvm3vvBbpyK8LJ/5O4z097qi4pUTeHTGchITGWaaGHANqAlOnJO1fwN6l3uSoNhTWVzyWwAxs1s0TZ1ArtIiIRvlTm3jFFmSxY1M6P6UAkxfpldbqaSAGTDdHWfgQRkqBkNV3xHvaR5p2THbziBnZ4+SEx1elw5pX9aGMJMQ2vbAvs9u8Haa1/o2zYj9sjNSBx8q5P5Zfl6pvneNzMNhLI9u4QT7NJ6+yDtekg9XKBMMBtM9AKdlum9196ClJoOxGLATmcOZXCDevX50bJljAFBF2HbThmj27NriOw7X48vGY7m9uyC00x+cBmjex03+Oe+7lQG0BqAqKZKat0gtWk65bJhAKnc1RgzGee1hHJei9TdwJvzK5otYdW/xxfzDQ4GwnJ6doVD6hgB+Fe2FJk0ZF19gZ5duWWMgFPK2DAFsq4eMhTOljEO06CePbuIqJIU/ZNo3bp13r9XrHgDhxx6GObOmYO2tja0tbcPcSYRERER+RmmifZqfX4yDSAKFVQQAjCczBW3fNGOQEYa1bagFfYsC+bsOYCU0NeszN3nNtyWvoBX2oI0LdW4W9OAUBRavDVbhuXQ2rdB62iHtm1z9nrOL/kyrEGkDa+sUvVnUufrr6xCTesvoHVmg2fCsrJljDIblHDLIAOzhkrBsgCobB67oVkFtQbikLW7eIeo+5teVg8goXX3w56iAnPStlXvJy0MYRnQ2rbB2u99Kti1YS30nh2qj1dDo7qfm0U04MvssjMqk8mhdXUAAhA9vWqFSj2c9/4DyGYJ+bK5hK+M0SsucTK7NH9mV4EG9XDLGENagYCPpYKgupvZNWgVRT8n40lGa2Dvshu0l54fdK1MNpPM8mWpAZBhp5TU/TwMZCCFDhHR1WIJGtTnxetX5za69zX+d7Mgw5HcwF0oBGGkYIebVbwqOhWJT9yEkP1X554ysCRY2KYKeOoaIGT2vu5rTzsrbaZTeedmM7t8wa54NuBr7bkPzHnvd74Y+vMuMmqxCslgFxFVgKLLGAcbGBjA68uXM9BFREREVKT7f3U/Fiy4CLFYfrPqSifczC44gaNMtoxRZcZIyIizoluhnl1QZXN5fYjMtBfA8VbqSxkQpq2as4cjkOFa6O1v5o9rIIkp3z8N+taN2W0p55f8sHB6drnZOtnggZbsQnj5a/ljlHZOlox6PW7mUsDrKgXLVKV5QkDWNwHSgjbQDxmqyR4zuIzRNIE+XxmjdPpcCQC2Ab19G+yGKbB2nw29dR3EQEK9hIZGFdRzAxk5qzFmsplMcOZ8cxz6O+8EBkk8/j5QbjDHMvM/B3oIMhKDSLqB0iHKGJ1fW2RQg3r3+rqWbVBvFZ4jN3vM2ns/yHAY+prcz5EwM979hNN3TjirNMpok/raCe6KVMZptK+CXVIIX4aa9DIUc3p2OcEuGYli4KvnwJj3AbVDUyWl0CIABCQ02DXNEP5f2QqtVmlKIKwDcINsgJsS5t4vqEH94J5dAKBv3gC9VSU4pL50FlKnfE3tGElmV4iZXURUGYr+STR37lz89Kc34KADD0Is5vuPnxCQUmLmrF2GOJuIiIiIXA8vfgS/f/pJfOXLX0ZHRwdMM/cX2cMOP6JMIxsB01CN6YXzy7W76psNQFoIbV+BmlfvROITVwSv4uZm/AwErOYHidp/3IaBD30bWm83ZE0dYBiqyTkAu2kXSD2C8PbXRzZW95f8sK56gfl7SrlljAM9+ed5qzEiN0PIK4Mcn361XimfBsi6RpUhFe+H3NXfoF5zAnE2xPYkIiuegbRqs+OyzWygZSAB0dOphh4OQ9+wRgW1bKkyu0zDmyN/GaOwMmrFQqjG51Lo0F7ZgdCK12EecqgKpQRmdjkBJl95pFpl0JlzaOre0ZgKmCbdIExw5pK7QiGEUJ+5wICPDamHIJ0yRuFfBXIw53zzgIMhUgPQN74z6FoZqAZvyK5SmVFN9O0puzhfO4HFVBqADkR0VcaoCefz4qzqaEmITCJ35c60+3mMIPOR4wEjg/DKf6nMtHQSqAeg6RC2KomUuptNJgt8LzmZkACgu++37TWJdzO6xJA9u7LvU819t8FunIq+Ox6Ctfd+3nYxbM+uFKBpaqVQIqIyKzrYdestN2PLli24/PIr0d/fP/wJRERERBRo0aKf4e231+Chhx5CT2/v8CdUEnc1RuFmdqWc1e9UY+zQtqXQuzY4xxbqw5TbEN0vvOFlDMizIfr7IBJx2JFZqhQOgLnLQYAEQttXjGioIuNk1UScEjg3oCItLwghUl3BrxEqSycnWOEFc8ZpcSY7W8aIsKYyvVJxwLcao1pN0lQr7rUnEfvdA0gd8nX1Wmw3SOcLdjm9zCAl9I3vQAAQyTjsKY3QOtq9DCx/GSMsJygTigJmCjKqerCJdH9uwHAQ772SVs4iBe52qakSUFlb59zTuY+7IEDe+2FCQpUxikJN7E0zt2eX12srKDik5s/c/33Q167Kb3hvZpz7IRvscladtBp2zfla2BZgSsioDjHQmS1j9IJ8ElqqO/f6bmZXLAYZjUE2Nauv9ZDK7LKhetIlnONC7kqtwWWewl2RExLC+e0uJyjmZXYFlDF6K2TmXlf09aiApO7PKhtBsEv4Sj2JiMqo6GDXvHkH4AunzEfcXSKYiIiIiEbloAMPxPs/cCi6ugICLRVOrcaIbI+gTBoIQTVvd/d7QaGgUjJnW4Fgl7tynOjvRex/f4nER2+ErdcDWgjW9D0hrDREqm9kg/XKGHWIdMZXZpdtVi8CMru8FQqNlGoC7m6XplMgFhCYKQXTaS4vBGRIg5ZKQjNTkHrYy7KCFsoGtQAnk8gXgLKtbLAr2Q+tRwVc9O1bvACjSMQh6xvUXAU0qPdK9/QIhJmCDDvBqUw8G6wMysTyLQDgBWf8q2AKVYroBruQysC/eudg6nX6soUKljHq2ZUD3fkqlCkGQNbWIbR+TcC1nGwtZN8DYWUgrAzsKW6wqz+73xBARIPIJFT2mVRBKeGUMYqB3GCXG3yyG1WQy3aCXQjpKqhpSxUQjMcB6JDheufEIXqamU7Jb1itxCh85ZvC7dkVmNk1qAG/e46U0Pq6s2MDhi9j9ILKDHYRUfkV3bNr27ZtVdlXgoiIiKjSrFu3DjU1NcMfWIncnl2aE1DJOEErp8cRbDsb3CgUnEBwGaO6nvMLerwPoQ1rIfqTMN57DOy6mZBTmlXp1ggbxHur0ElA9CWdxvRSlXkJ9TispXqCXyOAyNtPI7Lu2ex224LwlYmVnNegHkBYU++R5QQS3OwuTXcCXNkstZySNNuEcMsYE30QfU6wa0N25U+RjHv38wJN/ibmTqDHat4HEiKb2ZWJ+7K3hihRtU1fsCtbMgpNZdjJmlpA6JBajcpMKtQA3TbhrcYoCwV8bBXoyuvZFbw4gvfv3u78/bbhxTH9KxCKVC9sN7PLKWPU+rcBGQAR6QQhVRmjcMsYbQkx6LPlBp1kY5P6e+o0tUMPOYFVUwUzE+reUrhljAXKMr3MLqhgl5S5r9sNQgX27CqcpSh6BmWkDdeg3v3sRKv0ZxoRTSpFB7t+/JOr8ZMfX4Xp06ePx3iIiIiI3jUuungBFt1xO0488UQccMABmDNnTs6fiuaVMTqBDbcvkOn27rJ9K9IVX8YIL9jVnz3ekoAegaxrgrDNYX/5dmVXoZNAX0IFq5xggIw4AZygMkZnjHrX+txSNF9G2HjwStA0tfqg6G33GqJLL9gVUmOQvsCSF2QynOCXKikVqQEIy4K+fg1CK5Zk75PIBrtUqeRAThmhO5eJj1+D9Lz5kBGVYSSM+JBljDkN6v0BT39ml21D1tbBrp+JzOxPqhLVQsFLaUJCB5zwYmDAxzQh/asxOpldImh8vmwvEQ/IDjQz7roLOdlMIt0Pu3aa6sHlBIm0no1A3ABqndCnQG5ALqCM0f1sS19mV+KcBcgceZwKPFoDan6Tzlz0u3MyfBmjjOjO2LOhWDe4JgKCXUMtNKD1DPqeGEmDegA2M7uIqAKMqIzxrdUrvZWfpZRoaKjHySd/Fv39/TCM3P+A7H/AvJIPkoiIiGgyevyxR6HrOj784Q/n7av0hX+E06De/V+nIu0ErYwMgEhOtlBwcKJwg3pAlVEJw4DW7/QykzZgqfIuWd8YvLpfIZlsA3TRG8/JiJLRKc44evLPc69vDbqPkzk1brzMLgHN6oeW7PdW83ODXVLouYEc6Vtl0unlBUuVs7kBxYbLvpNzG62jTZ1a3wDRtRPajrZB48iWvaXf92XElt8PABDpOKymPQAAeveGvOF747KtbCmo5QswCh3CNFUZoxbOZnUVmE9hOWV6KpJUIOBjwfjICTCO+pgzdicwE9hA35fZFc/vQSystFcC6mUqAhBp9Vl0m9UDgN67CUgYQHNYbdCE07NL9XuDKfM+W8IrY5yqhlhTC/MDH3T2SiAKSD0MDDjFsqavZ1fgyqa+BvWRkCqD9PV38z7/QcGuAj27AED0dELr7oTtZp4N16De/RkQZbCLiMpvRMGu0884c7zHQURERPSu855d3lvuIYya1rsVWv9mCJlR5VWpbA8jCSfAVShYhGwArGBmFwD97Tehv/O284UTFBECMhaDsJPDNszO3stWDcylhNYbh5QhL+BhO6V5edk3cFqSJeJ52T9CWpByhIG20TDVaop6z2ZobZ1AyALMAmWMwsng8Qfg3H+7mV0FAoqx396PzHEnwm6ejshfnkHkr8/l7BdO6WT0rSeQnvsZZPY8TmUtmQMQ6ThktB7RNx/Kv7C/jNENkJhGtuTSHXtNnfq3KQHDKrzan1OSKTNuaWBQHy4b9pTG3PfQ2Z7HX8boBlNz9hvZYJeVm9ml/s6eo/VugogbkLW1kKGwU2rpu68tIQZ/ttwG9b5+WDKqVrm35h4ExHRAC0GmVJaaPWU3FfCTdvBnXlrZnl3RsPpb+DK7RrQaY/51I39+GqE3liL5nQXq/Pyzc2QXgogOcyQR0fgbUbDr73//h/fvmpoaDAzkP5Toug5d5zKzRERERMO58EcX4Nrrrh+34yeCluiEntgC46jDoXeshbZjIzAHXikTLGtEZYwFG9QDqL/2wuzhNc2qjBFQfaxso3CPpyDplAoC9PdDhKdk769FACCvr5Kr4aKzIXoHlXPZZmAmTKmIVBKQNmqX3Iz0p08FUplsZlfY6YekhVS/LOkGu3LLGKW0VJDRtgoGu7TebjRc/E3I2joVyBgUGNJ6NqLuTxcjtH0ZjN2Pht20p+rXBaDh6bMhjGRwmaCvjFHbvhk1994K/Z23IMMNzgtUZYx2bZ3K8rJsAKHgzwmQ7QuWNIGa4NUYB2cdCa9BfeGeYgCg9eeXMQorlW3u7wt2ae4KjOlsNpje65QxSgt2y0xE1zwBUztQBe6EpsoYBzWodwO89vQZAa9VqlVDtRCkEVExKyEg2jqAGIKz2gCItAEJQNZEsiWY7n63JNjfj807VxYMIIY2rAU2rEXqtG/DdvqLDcnJ7OJqjERUCYru2fXkE4/h0EMPzdt+6KGH4InHHyvJoIiIiIgms+9//3vjevyEsCxYs3aF+f7DUXfDhV5ARfgb1LtZKIEN6ocuYwzkNeHWAMvI6S81HJFOQSRSqvxS2hBORKDm7zegZukvgoM2ALSujvzeYNIe1zJGrVsF1+ymZshYjeql5Qa7dJU1I7XQoHJKmVM+qBYIcMY6VPbcpvUIvfVG4D4BILx9KQQktGQHpB7ONmZPdkAYieCL+ssYpUT0hT+o99BdBTFcA6lFVTmqEE4ZY4GMLfjKYJO2yiIMygAbHABzF0AIbFA/TM8uN7NLDmpmn1HHar4yRmEkoXW0A9KG3TILWqoLWrxDNeAXOmDZ+Q3qLQtafx/s97wXbq8YkYij4aJvoH7BN51zQxC+7Cz9rbec11PgM29m1FxHo9msNJeb0RVUxginSf0Qwdu6q36Aml//vOB+7zpOME0ys4uIKsCIMrv85syZi1WrVuVtf+ONN7H/AfuXZFBEREREk5kQAgsvu7TcwxiV2IrfIPmeY4CYCiZovT0Iv7kM5oyD1AGGE1hxV6NDgVXc3GDXEIGY/HOcrJ6wltNLaSREJg3R3Q0t2Qkr0pBtPh9vg77qd0VdK6fx+nhIJSHSacimaSrYNZAMLGMUThmjsC0nMytbkib8DeqLCSgWIBIdwPT9cvpVFTzW36A+YHvymItgzdgTIjSgyvxsQJqFg11e8CxhAs3Bxw3+jHlN/oPKTf1zF/D50xI7VKBQILfkMaCMEQCi//wVUp84H/bMXWA3T1f3tm1fZlf+4geiuxPW7ntB6+uFjNVA37Qe+uZWAEDNHT/DwLHfUmNJ7oRdOx2RJ38H/bk2aDvb818PVEBQZAzImlhesMvL7CoQ7IK0hsxU1Nu2Qn/20YL7vfu4PbsY7CKiClB0ZldfXy+am5vztjc1NSEVUN5IRERERLkeevhhTJs+bcR/Hl68uNxD9kRX/RYNT5yhMqQAaO3b1A630bWvjFEAORk9fmIUmV0Czi/smp0NZoxUKoXwm39EbMldOasYjobwNbgfDwKA6OlSmV01tYA/sysUgwRgNe0FkdjhBBVz+y6plRlNVcZYomCXluhQ1x5BsMsNRuUtTOB7z0TKBGL1TuN5qGb6hebUC3a5pYkjeO8HvSdB4wOC+1BF1vxeZWdJ5DazTzkN6tO5Te1ja34PbXsr0ifNh3HIhxD+67MqSCbUyohBJbLuSociGYe2Yzv09Wu8faE3XoVY72SR9W9X27o3IPzG0oIvV9gGkFF96fKyv9zyxQLBLq1/O0Q8OIhWlIxTxsjVGImoAhSd2fXoo4/htltvwXnnn48NG1oBAHvssQeuu+4aPPXU06UeHxEREdGkc+653yv3EMbOWU1Ra9uivnYDGU7zbS/QYVnBZYwj6NkVRKQH1Ep1RQa7an5zF0Rfr1qd0LZHvpJjEGkXLHssFa27UzUwj8ZU9puVBqSEDMdgT50Nu+E9CL/6M2TmnJTt1eX2tpIWALUqoH81xjGNJ+kEu9IjCXb5x+Hf7uuVtX0TrBn7AaYJYQyorKACPdjc91okTUCGIOvq846R9Q2553jBrqCswmFWFYREdPmvkd77tNzAmFPGGBTwC73zFswDDkbN/Xcg+sIfkDrla9DiHRDpuFrdcfA9uneqfyQTqLvlSohk9praQGf23/3bgJkHQe9pHXLMsE3VgD5q5/XsCi95BcI01ec+QMNTZw197RHSjDQgWcZIRJWh6GDXT66+Btdffx1e/ttLMAwDUkpEo1E89dTTuGzh5eMwRCIiIiKqOE7AwMvscgMubrmd2xfJLlDy52b/pIrIOpISWtdGyPopRQerQqtX+K5jjimzC/YYzx8Bf2aXSA04WXJpIFQDY4+PQKTjCG3/FzL7nugrX3QDjAZkuFaVfUq7uPe4AC2xQ41rJJldhbKqfF+HNq+GdfB+gGljym9PRbLpu7D3mB18vZzMLh12U36ViayfMugcNwAYME8j6PUmTMvrOeZtSznBrlT+Co61i65Vq5C6GywLIr4TjYs/H3j9bGZXAlpXR+69B7q9FRUja59BqG05hDHMHFomYBhANP/1aX09iLz0XPB5pZTJAJAsYySiilB0sCuTyeB73/s+Lr30Mszeay8IIdC6cSN6enrGYXhEREREVJFqagEA2vatAJxV3YBsqZQvsyswo6TIMsYpj3wRsE0k3n8brCn1wU3KR8oeukfRsKQ1tsywEdB6OmHuuTdkJOJr/p+C1KMwdjkU4a2vQkhL9WoKKmMEAMNWjfx7u4NuURRRRLBL2MHBLu8zAkDbukFtMwwIMwWtrxsyUeDa7vUS6nqyNj+zy24YHOwq3LMrqHQx7xjTyPvcak454uCeXUHXFQNJiEKvByqYqY7Lb/IvpAUt3Qs71gStbzNCO1cPP147A5FIQtYHNKifKKYBQALhSHnuT0TkU3Swy9Xf34/lK1YMfyARERERTTr29JkAAN0pY5S6+gVXmE7JnBvMMs3A8jS3P9NIS+zcQIO3stxYGsQXyjYr5nw5vmWMoqcL1qxd1RfOeyQGumE3zILdtCciG/7ijMXMz6SSFkJbX0XdC9dD+/3b0LdtHPN4iuvZ5a6EWHh1RX2L06PK6ScVe/TXkNHgjCBhO7260hbCz/0RNY/+YvgxDNWzayRMU/3x0RLtqHvhUoS2Lxv29MgLv0doySsF92vdqlRRJINXtBTJLiDWNHxGl6Pm1TuQaf43ZGaekFfGOFEEAJg2JINdRFQBRh3sIiIiIqJ3MadUStuhGmjDDXYZKnjhZcUUCiyNokE9AIiMUyY5hswqIcfWYF5Ie3xXY0Q2GAIAoXUqs0fvXANjt6Mg9Qg0t4eTb2VIYWXUvFgGBCQi7zxfsvGIVA+0ZCf0/q3Dj713E0I7386uIOkT2rES0VW/hZba5FzXCeSlkoXLLd3gGYDIn/6UV/YXOF5jwGnUX3ieRLrA6oQAwv98EVrnjvztW18d9t7q2inoHW2F9w8T7NIGumCbuxYMGA4Wansd9ttNyHz8BLVaaZkIy2JmFxFVBAa7iIiIiMpk/vxThty/ePEjJb1fJBLBNVf/BCed9CkIIfDY449jwYJLYY6iJDD24CKEX3vZC1ZoXesg0v0Ir/0j0vYXvEb1BRvUu9uKbZ7uBijGUsY4xtUYMcZg2Ui4ZW7azh1ecEfvWofMPv+u/t2tygBhZwNv4U2voC7VM7YSzULjgUTD774MYPgSuVDXWtQ/c27gvvrnfgAAkEKopukj6SfmXxFxhEHG8Ma/Qe/dlFM6OVjkpcLBQK23G9oQmVljpfU4wa4CwV4x0AlhBAfCCtFb3wEAyKYyBpssZnYRUWVgsIuIiIioTL5+5hk5X4fDEey55x6wbRvPPPNsyYNdl16yAHPm7ItjP/oxSGlj0R134OKLLsSVV/246GtpiTi0pX/Pfp2Jo3HxFwAAdTdegtCalWqHVaC/lZuNVOxqjINXexwNy4CwjNGfb1ujL48bIa1P9dkK/99L3ja9c63al+6DSKn9QmZ7dglzAOFtS8ZtTEMFjoq+lpQQXd0QiZ5hj9Xi2xHqWA2zZX+IdH/gMdFnH4P9nt0AKWG8/3AI24Deta7gNRvPPNkroSwHt49aocyuUNtyQCvuVzV3ZVQt1ZMtc51opgUZYbCLiMqPwS4iIiKiMjn+hE/kbQuHw7jiisuxfv36kt5LCIGvfOXLmP/FU9HWpsqrLlu4EE8/9SR+/JOrYZew4Xp4RTbgImzL68+VMx7bgrAsCLPIoJOmq/N7e0Y9vujKRyAj+U3OR0pYBqQ9hmDZCGibW1G76DqEX/2bt03vfketSNm9IdsMXY5/4G281N7/Y4iu/FLBwYRtou7Z78GunwUtHlwaWPPruwAAMhSCjMaGv2axGYUlJkwTtb+4CaE3lgbuj2z4MyIb/lzcNZ3SYpHsQO3L1455jKNiWUAoXJ57ExH5MNhFREREVEEMw8B1112PF//yZ9x99z0lu+7svfZCbW0tXn99ubdt5cpVCIVCmDt3Llavzl3xLRKJIOLL0KivH11wSHR2eCV5fvqqFYg8/0TxF3SCcjX33jqq8QAYUd+poUSXPwDo4/sLvQAQ+fsLudusDEI7ViK0401vW7j1JWhuSWOVib7w5IiPFQD0AoGunONME8IcQRP9ChB56bmSX7PhR2eNez+5oQjDgHHMMej64PArSBLRu1PNfbej5ulF436fsge7Stk7goiIiGgyCIfDmDZtWkmvObW5GYlEAoaRm5HU09ODlpaWvGDX9757Li644Pwx37fu+ou9ZvZ+oQ1rENqwpujr1fzyp4jFaqC3bxvz2EZrrMGysaj74/k572doxxsI7XijbOOhyqJvHfvKm2NRc++NMA46sqxjIKLKpq9fMSH3KXuwq5S9I4iIiIiqycc//m952xrqG3Daaf+FV199raT3kgEBJ0CVN1oB/5Pxlltvw6I77/K+rq+vx5tvLM87bjiihOWRgGocDqff0bvRSFfnIyqH2EsPI/bSw+UeBhFReYNdE9k7goiIiKjSXHdtfl+ddDqFN954E5dfcWVJ79XZuRN1dXUIh8NedpcQAo2NjdjR0ZF3fCaTQSaTKekYiIiIiCZCWYNdpeodERm04of7tX970LaGhoa87UHn+L8OOifoekHjGWpb0DFDGe74cl9vrIZ6n4tRrtdV6LpD3W8kYxnpeEf7uoY7r9BnfLTXHOm1GhoaRnWtoG3ua/D/7T/ef6+gfxf62j/OkZ5TzDVGOtZizx3N10NtG/waSnH9QscXc93xeC+Hu47/vRjt2ArtL+Y1BJ1T7L+LuU4xYxzpONz3cizjLvSeul/X19cjHp/4Pj+HHnb4hN2rtXUjuru7cfDBB2PJEtVA/sAD5wEANm3aNOLrjLZ3FxEREZFrvJ+7xLTpM0q3hnCRDjvsMCx++H8xe+99c7a/seJ1fPucc/HSSy/lbL/g/PNK0juCiIiIaLA5c/dHV1d+I/XJ5EcXnI+jjz4KXz/rbNi2hTsXLcLGjRvxgx+eN+y5u+22G/61bMmwxxERERENZ7yfu8qa2VWq3hEHHnRwWf5vLI0c56o6cJ6qA+epenCuqoM7T++Gkr0bf3oTpjQ24q8vvoBIJII//OEZXHrZZSM6t7tb9cni57my8edO9eBcVQfOU3XgPFWPiXruKmuwq1S9I+LxOD/QVYJzVR04T9WB81Q9OFdUKSzLwoIFl2DBgktGfQ1+nqsD56l6cK6qA+epOnCeyKWV8+b+3hGu0fSOICIiIiIiIiIiAsoc7AKA++77FRZedglmzZqFGTNacPnChXjkkd8inU6Xe2hERERERERERFRlylrGCIytd0Qmk8H119/wruixUe04V9WB81QdOE/Vg3NVHThPI8P3qTpwnqoH56o6cJ6qA+epekzUXJV1NUYiIiIiIiIiIqJSKnsZIxERERERERERUakw2EVERERERERERJMGg11ERERERERERDRpMNhFRERERERERESTRtUGuyKRCH564w14+61VWPP2alx33TUIhcq+uOS70g9+8H3s7GjP+XPuud8BMPw8cR7HT319Pe677x4sW/pazvaxzgnnrPQKzdVQ31sA52oiffrTJ+EPv38ara3rsWrlm7jyisuh6zoAoKmpCXff/Qusf2ctVr65Auef98Occ8e6n4oz1FzdcvNNed9Tnzv5ZO9czlVh/HlSGfjMVbn43FUd+MxVHfjcVR0q/ZmraoNdl16yAHPm7ItjP/oxHPORY7HP3vvg4osuLPew3pVmzpyByy+/AtNbZnp/brvtdgDDzxPncXzMnTsXzz/3DEzDzNs31jnhnJXWUHM11PcWwLmaKA0NDfjqaafhhhtvxNy5++Nz//F5nHDC8TjnnG8DUP8xF0Lg0MOOwEmf/gw+9alP4b+/9lXv/LHup5Ebbq5mzpyB0884M+d76rHHH/fO51wVxp8nlYHPXJWJz13Vgc9c1YHPXdWhGp65xLTpM2RJXu0EEkJg/TtrMf+Lp+K115YAAObNOwBPP/Uk9t5nDmzbLvMI311+dd+9ePyJJ/D440/kbB9unqSUnMdxcsYZp2PL5i2Ix+O4/fZbccihhwMY+5xwzkqv0FwBhb+3AH5/ldu5534HRx75YZxzzrlY+eYKHPz+Q9DW1gYAOPETn8All1yMo47+CKZPnz6m/TR27lydeuqX8MKf/4jzzv8Rli1blncc56owPndVDj5zVSY+d1UHPnNVLz53VYdKe+aqysyu2XvthdraWrz++nJv28qVqxAKhTB37twyjuzdadq0Zlx7zdXYumUT1ry9GrfccjMaGxuHnSfO4/i555578dzzz+dtH+uccM5Kr9BcAYW/t4CxzyWNzbTmZrS378CBB85De3u79x9iAFi6bCn23Xdf1NfXj3k/jZ07VwDQ3NyMXz/4ALZt3YyVb67AFZcvRDQaBQDO1RD486Ry8JmrMvG5qzrwmat68bmrOlTaM1dVBrumNjcjkUjAMIyc7T09PWhpaSnTqN69zvz6WfjYvx2P2Xvvi8+e/B+Ys+++WHTHz4adJ87jxBvrnHDOJlah7y1g7HNJo9fS0oL58+fj/vsfQPPUZnR1defs7+rqhqZpaGmZPub9NDb+uQKAkz79WRz3sY9h9t774qtfOx0nnHA8Lr98IQBwrobAnyeVg89c1YXPXdWDz1yVi89d1aESn7mqMtglZXDlpRAClplfg03jq719B7Zt24Z0Oo3Vq1fjBz88D8cf/3Fomgg83p0nzuPEG+49H+t+Kq1C31tTp07lXJVJXV0tHnzgftz1859j2bJlge+zEOpnn2laY95Pozd4rgBgy5YtaG/fgVQqhSVLlmDhwivwxfmnAAj++ci5UvjzpHLwmau68LmrevCZqzLxuas6VOozV1UuEdHZuRN1dXUIh8NeBF0IgcbGRuzo6Cjz6Gj9+vXQNA07duwYcp4MI8N5nGDDfe8MNyecs/Jyv7caG6eMeS6peLFYDA/cfz+WLF2KW2+9DQCws7MTzc1Tc46b1twMAOjo6BjzfhqdoLkKsn79etTX10PXdc7VEPjcVbn4zFXZ+NxVvfjMVX587qoOlfzMVZWZXa2tG9Hd3Y2DDz7Y23bggfMAAJs2bSrXsMgxZ86+iCcSaGtrH3KeOI8Tb7j3fKz7aXy531vbt7dxriZYLBbDgw/cj7Xr1uKSSy71ti9fvhwtLS2YNXOmt+2QQw/Bpk2bkEqlxryfildoroLsO2cOWjduhGVZnKsh8OdJ5eIzV2Xjc1f14jNXefG5qzpU+jNXVQa7AOC++36FhZddglmzZmHGjBZcvnAhHnnkt0in0+Ue2rtKXV0tLjj/POw9ezYikQjmzTsAt9x8E+69516kUqlh54nzOPHGOiecs4kx1PcW52piuf8hf3vNGlx44cU5+/r6+vC7Rx/FT67+MaZOnYo99tgDP7rgAjzw4K9Lsp+KM9Rc7bHHHjj7G9/A7rvvjkgkgg9+8AhcdeUVuHPRnQA4V8Phz5Py4zNXdeJzV+XjM1dl4XNXdaiGZ66qLGMEgBt/ehOmNDbiry++gEgkgj/84Rlcetll5R7Wu45hmNhnn33w5JOPo6mpCdu2bcevf/Mb3H67aug43DxxHifeWOeEczYxhvveAjhXE+Uzn/k0jjvuozjuuI/i7G+clbPvA4cchh/96ELceMMNWLrkVZimicWLH8Ftt93uHTPW/TRyQ83V8Sd8AsccczS++91z0dBQj9bWVtx22+144MEHvWM4V4Xx50n58ZmrOvG5q/Lxmauy8LmrOlTDM5eYNn1GcEc9IiIiIiIiIiKiKlO1ZYxERERERERERESDMdhFRERERERERESTBoNdREREREREREQ0aTDYRUREREREREREkwaDXURERERERERENGkw2EVERERERERERJMGg11ERERERERERDRpMNhFRERERERERESTBoNdREREREREREQ0aTDYRUREREREREREkwaDXURUsb562n/hjDNOL7j/qCOPxM6OduzsaMeK5f8q+f3/8feXveufcPzxJb8+ERERERERlR6DXURUsY4++uhhj+ns7MT0lpl438EfKPn9P3zk0ZjeMhObNm0q+bWJiIiIiIhofDDYRUQV6e5f/gKf+9zJuO7aa7Czox033nD9iM67/fZbccYZp+OuOxehdcM7WLH8X/jP/zwVH/zgEXjxLy9g86ZW/PH5ZzF37lzvnE9+8kS89NcXsXlTK17/11JcecXl4/SqiIiIiIiIaLyFyj0AIqIgZ379LLS0TMeTTz2Ne+65t6hzL77oQpxzzrn4wQ/Pw5e+9J+44frrsHLlKnzzW9/G5s2bccvNN+Gqq67A/PmnIhaL4Rc/vwvf+vY5ePbZ57Drrrvgvbu+d5xeFREREREREY03ZnYR0aTzz3/+H5559lkkk0nce+99EELgf/7nf7B69WrE43Hcd9+vMG/ePABAOBxGKBRCMplEJpPBhg2t+NvLL5f5FRAREREREdFoMdhFRJPOhtZW79+2bSMej2ND60ZvWyKRQF1dHQCgv78f5373e7hz0R249967cfjhh030cImIiIiIiKiEGOwioknHMs0RbXMtXvwIPnDIYXj1/17Dr+67F1df/ZPxHB4RERERERGNIwa7iKhi2baErusTcq94PI67fv5z/MfnT8FZXz8Tzc3NE3JfIiIiIiIiKi0Gu4ioYm3btg0fPfZY1NTUoKGhYVzu0dTUhC98/vOYNXMmotEoPvyhD6Kvrw/xeHxc7kdERERERETji8EuIqpYN99yK2bMaMGat1fj/PN+OC73sG0bX/zifLzyyt+w/p21OO2rp+H0M85EJpMZl/sRERERERHR+AqVewBERIWsW7cOHz/+34s65zvf+W7etrn7HZDz9evLl2PPPWcDAPr6+nDK/C+OfpBERERERERUUZjZRUREREREREREkwaDXURU1aZNm4adHe1YsfxfJb/2P/7+MnZ2tGP33Xcv+bWJiIiIiIhofIhp02fIcg+CiIiIiIiIiIioFJjZRUREREREREREkwaDXURERERERERENGkw2EVERERERERERJMGg11ERERERERERDRpMNhFRERERERERESTBoNdREREREREREQ0aTDYRUREREREREREkwaDXURERERERERENGkw2EVERERERERERJPG/wN12QRiKxHkKQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(\n", " n_trials, 2, figsize=(12, 6), layout=\"compressed\", sharex=True, sharey=\"col\"\n", ")\n", "\n", "for i, (utrial, ztrial) in enumerate(zip(u, z)):\n", " # Plot spiking data\n", " ax_spike = axs[i, 0]\n", " ax_spike.imshow(\n", " ztrial,\n", " aspect=\"auto\",\n", " cmap=\"gray\",\n", " extent=[0, (n_samp * dt) / ms, *np.arange(n_z + 1)],\n", " interpolation=\"nearest\",\n", " zorder=0,\n", " )\n", " ax_spike.set(ylabel=\"channel #\", yticks=range(n_z))\n", " if i == n_trials - 1:\n", " ax_spike.set(xlabel=\"t [ms]\")\n", "\n", " # Plot input data\n", " ax_input = axs[i, 1]\n", " lines = ax_input.plot(\n", " np.arange(n_samp) * dt / ms,\n", " utrial.T,\n", " alpha=0.8,\n", " lw=1,\n", " )\n", " for i, ln, c in zip(range(n_u), lines, [cu1, cu2]):\n", " ln.set(color=c, label=f\"fiber {i + 1}\")\n", " ax_input.set(ylabel=\"u [mW/mm²]\")\n", " if i == n_trials - 1:\n", " ax_input.set(xlabel=\"t [ms]\")\n", "\n", "axs[0, 1].legend()\n", "axs[0, 0].set(title=\"spikes\")\n", "axs[0, 1].set(title=\"light inputs\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model fitting\n", "\n", "Now we have `u` and `z` in the form we need for `ldsctrlest`'s fitting functions: `n_trial`-length lists of `n` by `n_samp` arrays. We will now fit Gaussian linear dynamical systems using the SSID algorithm. See [the documentation](https://cloctools.github.io/lds-ctrl-est/) for more detailed explanations." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import ldsctrlest as lds\n", "import ldsctrlest.gaussian as glds\n", "\n", "n_x_fit = 3 # latent dimensionality of system\n", "n_h = 100 # size of block Hankel data matrix\n", "u_train = lds.UniformMatrixList(u, free_dim=2)\n", "z_train = lds.UniformMatrixList(z, free_dim=2)\n", "ssid = glds.FitSSID(n_x_fit, n_h, dt / second, u_train, z_train)\n", "fit, sing_vals = ssid.Run(lds.SSIDWt.kMOESP)\n", "fit_sys_ssid = glds.System(fit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we plot the singular values of the data matrix—we should see a drop at or before our chosen model order if we have a decent fit.\n", "We also visualize impulse responses: we should see increases in firing rate for each of the fibers:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_samp_imp = 50\n", "y_imp = fit_sys_ssid.simulate_imp(n_samp_imp)\n", "t_imp = np.arange(n_samp_imp) * dt / ms\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(2 + n_u * 3, 4), layout=\"compressed\")\n", "axs[0].semilogy(sing_vals[: n_x_fit * 3], linewidth=2)\n", "axs[0].set(ylabel=\"singular values\", xlabel=\"singular value index\")\n", "\n", "for i_u in range(n_u):\n", " ax = axs[i_u + 1]\n", " lines = ax.plot(t_imp, y_imp[i_u].T, linewidth=2)\n", " lines[0].set_color(cy1)\n", " lines[1].set_color(cy2)\n", " ax.set(title=f\"Impulse response for $u_{i_u + 1}$\", xlabel=\"time (ms)\")\n", "\n", "\n", "ax.legend(lines, [\"$y_1$\", \"$y_2$\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see a sharp drop in singular values after the first few, which justifies our model order choice.\n", "For the impulse responses, we expect both fibers to cause transitory increases in firing rate for both electrodes.\n", "Since we see that isn't the case for the first, let's try refining our fit with expectation-maximization (EM):" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-output" ] }, "outputs": [], "source": [ "em = glds.FitEM(fit, u_train, z_train)\n", "fit_em = em.Run(\n", " calc_dynamics=True,\n", " calc_Q=True,\n", " calc_init=True,\n", " calc_output=True,\n", " calc_measurement=True,\n", " max_iter=50,\n", " tol=1e-2,\n", ")\n", "fit_sys_em = glds.System(fit_em)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll plot impulse responses again:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_imp = fit_sys_em.simulate_imp(n_samp_imp)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(3 * n_u, 4), layout=\"compressed\")\n", "for i_u in range(n_u):\n", " ax = axs[i_u]\n", " lines = ax.plot(t_imp, y_imp[i_u].T, linewidth=2)\n", " lines[0].set_color(cy1)\n", " lines[1].set_color(cy2)\n", " ax.set(title=f\"Impulse response for $u_{i_u + 1}$\", xlabel=\"time (ms)\")\n", "\n", "ax.legend(lines, [\"$y_1$\", \"$y_2$\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking better.\n", "Since we can't visualize singular values, let's compare the two fits with percent explained variance: " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SSID r²: 0.102694638612446\n", "EM r²: 0.25244417523762247\n" ] } ], "source": [ "z_arr = np.array(z)\n", "\n", "\n", "def pct_exp_var(sys, nstep=1):\n", " x_filt, x_pred, y_pred = sys.nstep_pred_block(u_train, z_train, nstep)\n", " y_pred = np.array(y_pred)\n", " assert y_pred.shape == z_arr[:, :, nstep:].shape, y_pred.shape\n", " corrcoef_mat = np.corrcoef(z_arr[:, :, nstep:].flatten(), y_pred[:, :, :].flatten())\n", " return corrcoef_mat[0, 1] ** 2\n", "\n", "\n", "print(\"SSID r²:\", pct_exp_var(fit_sys_ssid))\n", "print(\"EM r²:\", pct_exp_var(fit_sys_em))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we suspected from the impulse responses, the EM-refined fit is much better." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LQR optimal controller design\n", "\n", "We now use the fit parameters to create the controller system and set additional parameters. The feedback gain, $ K_c $, is especially important, determining how the controller responds to the current \"error\"—the difference between where the system is (estimated to be) now and where we want it to be. The field of optimal control deals with how to design the controller so as to minimize a cost function reflecting what we care about.\n", "\n", "With a linear system (obtained from the fitting procedure above) and quadratic per-timestep cost function $J$ penalizing distance from the reference $x^*$ and the input $u$\n", "\n", "$$ L = \\frac{1}{2} (x - x^*)^T Q (x - x^*) + \\frac{1}{2} u^T R u $$\n", "\n", "we can use the closed-form optimal solution called the Linear Quadratic Regulator (LQR).\n", "\n", "$$ K = (R + B^T P B)^{-1}(B^T P A) \\quad\\quad u = -Kx$$\n", "\n", "The $P$ matrix is obtained by numerically solving the discrete algebraic Riccati equation:\n", "\n", "$$\n", "P=A^{T} P A-\\left(A^{T} P B\\right)\\left(R+B^{T} P B\\right)^{-1}\\left(B^{T} P A\\right)+Q\n", "$$" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# upper and lower bounds on control signal (optic fiber light intensity)\n", "u_lb = 0 # mW/mm2\n", "u_ub = 75 # mW/mm2\n", "controller = glds.Controller(fit_sys_em, u_lb, u_ub)\n", "# careful not to use this anymore since controller made a copy\n", "del fit_sys_em" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " ********** SYSTEM ********** \n", "x: \n", " 0.4597\n", " -0.3707\n", " 0.0107\n", "\n", "P: \n", " 0.2494 0.0093 -0.0009\n", " 0.0093 0.2275 0.0009\n", " -0.0009 0.0009 0.2273\n", "\n", "A: \n", " 0.8591 0.1965 -0.1724\n", " -0.1612 -0.0261 0.6788\n", " -0.0443 -0.8133 -0.3910\n", "\n", "B: \n", " -0.0160 -0.0136\n", " -0.0204 -0.0107\n", " -0.0063 -0.0063\n", "\n", "g: \n", " 1.0000\n", " 1.0000\n", "\n", "m: \n", " 0\n", " 0\n", " 0\n", "\n", "Q: \n", " 0.0646 0.0884 0.0294\n", " 0.0884 0.1297 0.0482\n", " 0.0294 0.0482 0.0460\n", "\n", "Q_m: \n", " 1.0000e-06 0 0\n", " 0 1.0000e-06 0\n", " 0 0 1.0000e-06\n", "\n", "d: \n", " 0.3933\n", " 0.4164\n", "\n", "C: \n", " -0.1250 -0.1215 0.1148\n", " -0.1251 -0.1163 -0.0152\n", "\n", "y: \n", " 0.3821\n", " 0.4018\n", "\n", "R: \n", " 0.1323 -0.0003\n", " -0.0003 0.1310\n", "\n", "g_design : 1.0000\n", " 1.0000\n", "\n", "u_lb : 0\n", "u_ub : 75\n", "\n", "For controlled system dynamics A - BK:\n", "eigvals: [ 0.60642864+0.j -0.1935436 +0.59759058j -0.1935436 -0.59759058j]\n", "magnitude of eigvals: [0.60642864 0.62815095 0.62815095]\n" ] } ], "source": [ "from scipy.linalg import solve_discrete_are\n", "\n", "A, B, C = controller.sys.A, controller.sys.B, controller.sys.C\n", "# cost matrices\n", "# Q reflects how much we care about state error\n", "# we use C'C since we really care about output error, not latent state\n", "Q_cost = C.T @ C\n", "R_cost = 1e-4 * np.eye(n_u) # reflects how much we care about minimizing the stimulus\n", "P = solve_discrete_are(A, B, Q_cost, R_cost)\n", "controller.Kc = np.linalg.inv(R_cost + B.T @ P @ B) @ (B.T @ P @ A)\n", "print(controller)\n", "print(\"For controlled system dynamics A - BK:\")\n", "print(\"eigvals:\", np.linalg.eigvals(A - B @ controller.Kc))\n", "print(\"magnitude of eigvals:\", np.abs(np.linalg.eigvals(A - B @ controller.Kc)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now configure a {class}`~cleo.ioproc.LatencyIOProcessor` to use our controller:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "y_ref = np.mean(z) * 0.75 # target rate per timebin\n", "\n", "\n", "class CtrlLoop(cleo.LatencyIOProcessor):\n", " def __init__(self, sample_period, controller):\n", " super().__init__(sample_period)\n", " self.controller = controller\n", " self.sys = controller.sys\n", " self.do_control = False # allows us to turn on and off control\n", "\n", " # for post hoc visualization/analysis:\n", " self.x_hat = np.empty((n_x_fit, 0))\n", " self.y_hat = np.empty((n_z, 0))\n", " self.z = np.empty((n_z, 0))\n", "\n", " def process(self, state_dict, t_samp):\n", " i, t, z_t = state_dict[\"Probe\"][\"spikes\"]\n", " z_t = z_t[:n_z].reshape((-1, 1)) # just first n_z neurons\n", " self.controller.y_ref = np.ones((n_z, 1)) * y_ref\n", "\n", " u_t = self.controller.ControlOutputReference(z_t, do_control=self.do_control)\n", " out = {fibers.name: u_t.squeeze() * b2.mwatt / b2.mm2}\n", "\n", " # record variables from this timestep\n", " self.y_hat = np.hstack([self.y_hat, self.sys.y])\n", " self.x_hat = np.hstack([self.x_hat, self.sys.x])\n", " self.z = np.hstack((self.z, z_t))\n", "\n", " return out, t_samp + 3 * ms # 3 ms delay\n", "\n", "\n", "ctrl_loop = CtrlLoop(sample_period=dt, controller=controller)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the experiment\n", "\n", "We'll now run the simulation with and without control to compare." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.reset() # only needed when rerunning\n", "sim.set_io_processor(ctrl_loop)\n", "T0 = 200 * ms\n", "sim.run(T0)\n", "\n", "ctrl_loop.do_control = True\n", "T1 = 1000 * ms\n", "sim.run(T1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we plot the results to see how well the controller was able to match the desired firing rate:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def y_ref_fn(t, in_hertz=True):\n", " y_baseline = np.mean(controller.sys.d)\n", " if in_hertz:\n", " yr = y_ref / dt / Hz\n", " y_baseline /= dt * Hz\n", " else:\n", " yr = y_ref\n", " return y_baseline * (t < T0) + yr * (t >= T0) # target rate per timebin\n", "\n", "\n", "def plot_ctrl(loop):\n", " fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n", " ax1.set(ylabel=\"spikes/s\", title=\"real-time estimated firing rates\")\n", " ax1.plot(\n", " loop.t_samp / ms,\n", " loop.y_hat[0] / dt,\n", " c=cy1,\n", " alpha=0.7,\n", " label=\"$\\\\hat{y}_1$\",\n", " )\n", " ax1.plot(\n", " loop.t_samp / ms,\n", " loop.y_hat[1] / dt,\n", " c=cy2,\n", " alpha=0.7,\n", " label=\"$\\\\hat{y}_2$\",\n", " )\n", " ax1.plot(loop.t_samp / ms, y_ref_fn(loop.t_samp), c=\"green\", label=\"reference\")\n", " ax1.axvline(T0 / ms, c=\"xkcd:red\", linestyle=\":\", label=\"ctrl on\")\n", " ax1.legend(loc=\"right\")\n", " ax2.plot(fibers.t / b2.ms, fibers.irradiance_[:, 0], c=cu1, label=\"$u_1$\")\n", " ax2.plot(fibers.t / b2.ms, fibers.irradiance_[:, 1], c=cu2, label=\"$u_2$\")\n", " ax2.legend()\n", " ax2.set(xlabel=\"t (ms)\", ylabel=\"u (mW/mm$^2$)\", title=\"input signal\")\n", "\n", "\n", "plot_ctrl(ctrl_loop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What gives?\n", "Why does the controller keep the input on when it's clearly over the target?\n", "Let's check a Gaussian-smoothed post hoc estimated firing rate to confirm the firing rates are too high:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results (spikes/second):\n", "baseline = [10. 5.] Hz\n", "target = 147.72 Hz\n", "achieved = [222. 249.] Hz\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage import gaussian_filter1d\n", "\n", "\n", "def plot_post_hoc(loop):\n", " i_baseline = loop.t_samp < T0\n", " i_static = (loop.t_samp >= T0) & (loop.t_samp < T0 + T1)\n", " print(\"Results (spikes/second):\")\n", " print(\"baseline =\", np.sum(loop.z[:, i_baseline], axis=1) / T0)\n", " print(\"target =\", y_ref / dt)\n", " print(\n", " \"achieved =\",\n", " (np.sum(loop.z[:, i_static], axis=1) / T1).round(1),\n", " )\n", "\n", " win_len = 25 * ms / dt\n", " smoothed = gaussian_filter1d(loop.z, sigma=win_len, axis=1) / dt\n", " plt.plot(loop.t_samp / ms, y_ref_fn(loop.t_samp), c=\"green\", label=\"reference\")\n", " plt.axvline(T0 / ms, c=\"r\", ls=\":\")\n", " plt.xlabel(\"t (ms)\")\n", " plt.ylabel(\"spikes/s\")\n", " plt.title(\"Gaussian-smoothed firing rate\")\n", " plt.plot(loop.t_samp / ms, smoothed[0], c=cy1)\n", " plt.plot(loop.t_samp / ms, smoothed[1], c=cy2)\n", "\n", "\n", "plot_post_hoc(ctrl_loop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And so they are.\n", "Another possibility is that the steady-state set point calculated by the controller is unattainable.\n", "Let's see:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 66.30858641],\n", " [-58.64187695]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "controller.u_ref" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks to be the case.\n", "The controller kept $u_1$ high since what it was trying to use negative $u_2$ at the same time—unfortunately, we can't exactly use negative light.\n", "Even if the controller didn't fail in this way, its ignorance of the upper limit (75 mW/mm²) poses another problem.\n", "This is a fundamental limitation of LQR; it can't account for constraints.\n", "What's the solution?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accounting for input constraints" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's help out LQR by computing a set point that respects our constraints.\n", "We need to break out convex optimization tools to do so though." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING /home/kyle/miniforge3/envs/cleo/lib/python3.12/site-packages/cvxpy/reductions/solvers/solving_chain_utils.py:30: UserWarning: The problem includes expressions that don't support CPP backend. Defaulting to the SCIPY backend for canonicalization.\n", " warnings.warn(UserWarning(\n", " [py.warnings]\n" ] }, { "data": { "text/plain": [ "(array([13.63429967, 10.11708157]),\n", " array([-2.49125289, -0.00271575, -0.02609246]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import cvxpy as cp\n", "\n", "\n", "def opt_u_x():\n", " \"\"\"\n", " Solve the optimal control problem using CVXPY.\n", " \"\"\"\n", " # Define the optimization variables\n", " u = cp.Variable(n_u)\n", " x = cp.Variable(n_x_fit)\n", " y_r = np.full(n_z, y_ref)\n", "\n", " # Define the cost function\n", " cost = cp.sum_squares(C @ x + controller.sys.d - y_r) + cp.quad_form(u, R_cost)\n", "\n", " # Define the constraints\n", " constraints = [\n", " x == A @ x + B @ u,\n", " u >= u_lb,\n", " u <= u_ub,\n", " ]\n", "\n", " # Define the optimization problem\n", " prob = cp.Problem(cp.Minimize(cost), constraints)\n", " prob.solve()\n", "\n", " return u.value, x.value\n", "\n", "\n", "u_ref, x_ref = opt_u_x()\n", "u_ref, x_ref" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That `u_ref` looks much better!\n", "Let's try again, this time using the `Control` method of the controller, that lets us set the `x` and `u` reference values ourselves, rather than computing the unhelpful values we saw." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class CtrlLoop2(cleo.LatencyIOProcessor):\n", " def __init__(self, sample_period, controller):\n", " super().__init__(sample_period)\n", " self.controller = controller\n", " self.sys = controller.sys\n", " self.do_control = False # allows us to turn on and off control\n", "\n", " # for post hoc visualization/analysis:\n", " self.x_hat = np.empty((n_x_fit, 0))\n", " self.y_hat = np.empty((n_z, 0))\n", " self.z = np.empty((n_z, 0))\n", "\n", " def process(self, state_dict, t_samp):\n", " i, t, z_t = state_dict[\"Probe\"][\"spikes\"]\n", " z_t = z_t[:n_z].reshape((-1, 1)) # just first n_z neurons\n", "\n", " self.controller.u_ref = u_ref\n", " self.controller.x_ref = x_ref\n", " u_t = self.controller.Control(z_t, do_control=self.do_control)\n", " if not self.do_control:\n", " u_t = np.zeros((n_u, 1)) # no control\n", " out = {fibers.name: u_t.squeeze() * b2.mwatt / b2.mm2}\n", "\n", " # record variables from this timestep\n", " self.y_hat = np.hstack([self.y_hat, self.sys.y])\n", " self.x_hat = np.hstack([self.x_hat, self.sys.x])\n", " self.z = np.hstack((self.z, z_t))\n", "\n", " return out, t_samp + 3 * ms # 3 ms delay\n", "\n", "\n", "ctrl_loop2 = CtrlLoop2(sample_period=dt, controller=controller)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.reset()\n", "sim.set_io_processor(ctrl_loop2)\n", "sim.run(T0)\n", "\n", "ctrl_loop2.do_control = True\n", "sim.run(T1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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PP/6I3//+Zv7172e49751Z7a5uHRGlJVXbh2nuYuLi4tLr3Hsscdwz913cdHFlzB16jTS6TQ+n48xY8bw73/9g0f+8lfucwWEy3aI67pycXFx2QE4+aSTmD59el5MUSqVYubMmbS2tlJeXt6Lo3Nx6TlcoePi4uKyAzBr1iwu/8nlnHP22Xz2+eeYhsHAQQM5++yz6N+/P89mil+6uGxvuK4rFxcXlx0ARVG46hc/54QTjqdfv/54PBp1dXV88cWX/OGPf3Sbbrpst7hCx8XFxcXFxWW7xc26cnFxcXFxcdlucYWOi4uLi4uLy3bLDi90wuFwbw/BxcXFxcXFpYfYoYVOOBymZtkSV+z0Il4p+UNbK39oa8W7lfogubi4uLjsOLjp5S69igrsp6edn11cXFxcXLYkrtBx6VV04LpwgfOzi4uLi4vLlsQVOi69iiEEL/sDvT0MFxcXF5ftlF6P0Tn66KN4/bVXqalZyrdz53DzTTeiqrYTo7i4mL/97S8sXbKIuXNm8ctrrs7bd0PrXVxcXFxcXHZsetWiU1BQwLnnnMPd99zD1KnTGDx4ME8+8RhNzc1MmfIgD9x/H6Zlstvue1BcXMTjjz1GY2Mjjz/xJMAG17ts+yhSMsI0AFikalhC9PKIXFxcXFy2J7a5yshXXnkFkyfvzU9/eiVz58xiwi4TWbt2LQCH/+hHXHfdb9hn3/0oLy9f7/qNIZt1NXjIMKLR6Ba7Br/mZ2DJQCSSRQ2Ltthxt0cCUvJ5UwMAe5ZVkHCFjouLi4vLFqTXXVedKSstpa6unnHjxlJXV+eIGIAZX81gxIgRhMPhDa7vDq/XSzgczvvXE/Qp7MOl+1zKyRNO6pHjb09IoE5RqFMUtinF7eLi4uKyXbBNBSNXVFRwyimncOZZZzN40CCam1vy1jc3t6AoChUV5ZSWlK53fXcWmp//7EquvfaXPXoNACkjBYBP8/X4ub7vJIXgkNLy3h6Gi4uLi8t2yjZj0QmFgjz91JP8+ZFH+Oqrr5DdFI8TGbeGYZgbXN8dD0x5kMFDhjn/xu08YQteQQdZoeP3+Hvk+C4uLi4uLi4bxzZh0fH7/Tz15JNMnzGDKVMeBKCxqYnS0pK87cpKSwFoaGjY4PruSKfTpNPpLT38LiSNJAAe1YtAIF2njIuLi4uLS6/Q6xYdv9/P0089yaLFi7juuuud5d988w0VFRVUV1U5yybuNpEVK1aQTCY3uL43yQodcN1XG8IrJfe0t3FPe5vbAsLFxcXFZYvTq0InK3IWLFzIr371m7x17e3tPP/f/3LrbbdQUlLCoEGD+L9rr+Wpp/++Uet7E9MyMS07ZdrncYXO+lCBQ9MpDk2n3BYQLi4uLi5bnF4VOsccczQHHngAl15yMY0NdXn/BgwYwP/9369Ip9LMmP4F77z9Jh9//DEPPviQs/+G1vcmTpyO5sbprA8duDUU5tZQ2G0B4eLi4uKyxdnm6uhsTXqqjk6lWcldh9yFL+TjV5/8iuUty7fYsV1cXFxcXFw2nl6P0dke8UgPwVQQv/S7MTouLi4uLi69yDaRdbW9oQsd07DwIlyhswGElAyw7HIAtYqKdCsju7i4uLhsQVyh0wMYGJi6iYLi1tLZAH7g1ZZmINMConeH4+Li4uKyneEKnR5AFzqmbiJci85G0e5acVxcXFxceghX6PQAWYuOQBBQXYvO+kgIwb5lFb09DBcXFxeX7RQ3GLkHyMboAAQ9oV4ejYuLi4uLy46LK3R6AAMDQ7cLBgbVYC+PxsXFxcXFZcfFdV31BAJ0wy5/F9QCvTyYbRuPlPwuGgHg5nABuhuv4+Li4uKyBXEtOj1E2rCbh/pdobNeNODYVJJjU0lXdbu4uLi4bHHcuaWHyLaACGqu62p96MB9wZDzs4uLi4uLy5bEFTo9RFJ3e11tDIYQPBF0A7ZdXFxcXHoG13XVQ6SNJOAKHRcXFxcXl97Etej0EMmM0Am4lZHXi5CSCstOxW9QFLcFhIuLi4vLFsUVOj1E1nXlcy0668UPvNvSBLgtIFxcXFxctjyu0OkhEqY9ZbstIDaMG4Ts4uLi4tJTuEKnh0jottBRUPCqXtJmupdHtG2SEILdyit7exguLi4uLtspbjByD5GyUkgpEQi3g7mLi4uLi0sv4Vp0eggdu4O5oiqu+8rFxcWllwkEApSWlqK4CQ/fC0zLor6+HsMwvvOxXKHTQxjCwNQthF+4Qmc9eKTkl7EoAHeHwm4LCBcXly2KEILTTj2FyZMn9/ZQXDaRVCrF7XfcSVNT03c6jit0eggdHdMwUXCFzvrQgNOSdjzT/aGwG5js4uKyRTnt1FPYe/LevPTSSyxeshRzC1gIXHoej9fLueeczVlnnsGDD/0BKeVmH2ubEDrhcJiHHprChPHjmbjbJABOO+1U/vDQg91uf/QxxzJt2mdcddUv+M2vf5W37ubf38KDDz7U42PeELrQsXQTIRW3aOB60IGHA0HnZxcXF5ctRTAYYPLkybz00ku8+977vT0cl03k5Vde4cfnnkthYQFtbe2bfZxeD0YeNWoUb7/1Boaer7L//e9nKK+oyvu33/4H0tjYyMyZXwNQVVXJjTfelLfNtiByAIxMjI5A4HctOuvEEIKHQ2EeDoUxNtJt5ZPu/XRxcdkwJSWlACxesrSXR+KyOTQ2NgIQDhd8p+P0utDZd999uOmm3/PEE09ucNufXH4ZTz71NMmkXXW4qrKKlatW9fQQNwtdGJiGhYLiFg3cguyT2pdrIv/HEGNobw/FxcVlGycbeOy6q76fWKZdNf+7BpD3utB59NHHeOvttze4XXV1NUcedSSPPfaYs6ysrJQ7br+NVStXsHDBPB544H6Kiop6crgbTZ5Fx+NaINaJlBRYFgWWBRvhg+1n9kdIQV+z31YYnIuLi4vL951eFzobyyUXX8Srr75KXV29s+zCiy7moIMPYeiwERx73AmMHDGCP/3xD+s8htfrJRwO5/3rKXSRSS9HuBad9RAAPm1u5NPmRgIbsX3WbRWQ7j11cXHZcSgqKuKX11xNVZVbYHVT2SaCkTdEOBTinHPO5tjjjs9bnit65s2bx1VXX8P/PvqAkpISWlpauhzn5z+7kmuv/WWPjxc66ugI6dbR2ZJkhY5fbowscnFxcdk+uO3WWygtLWHnnXfmnHN/3NvD+V7xvbDonH32WcyePYc5c+aud7ulS5eiKApFRYXdrn9gyoMMHjLM+Tdu5wk9MVwADKFjGhbCTS9fLwlgYlkFEzeyoadr0XFxcdnROOSQHxIOhzn9jLNoa2/jpBNP7O0hfa/Y5i06qqpy8cUX8etf/3aD244cOYJoLMaaNWu7XZ9Op0mnt07PKR0j47pS3BYQ60MIugsTVKTCD1L7sURbwkqt1lnuw7XouLi47Fi88867vPPOuwBcccXPenk03z+2eYvOcccei67rXQKWQ6Eg1/7yGoYNHYrX62Xs2DE8cP99PPboY6RSqV4abQeG6AhGdi06m85gczA/SO3PD1OH5C33ZSw5ftei4+Li4uKyEWzzFp3LL7+UR/7y1y5VEXXdYPjw4bz88osUFxezevUa/v6Pf/DQQ+sORt6a6BjoSQOBQpG/e1eaC2hScmU8BsCDwZBTSydrsQlZHQHjqlRRpQpAwLXouLi4uLhsBNuM0Pl06lSnKnIuB//w0G63T6fTXHzJpT09rM1GFzqpaAoFQVmwrLeHs83iAX6ciAPwcDDkuLE0aT+aubE4uYUCXaHj4uKyvTPrm5nc/8AUHn/8CWfZpEm78/x/nmPyPj9g5cqVvTe47xHbvOvq+4qBTiqWAgk+zUeB77tVdtxe0YEnAkGeCATzWkBoeADw4YeMMc+Hj2BxgCF7DMLvCaBI9/F1cXHZfpnx1VfsuusuectuveUW/vzIX1yRswlsMxad7Q1d6EhLko6lEcWCslAZkVSkt4e1zWEIwX2hrvWMPBmLjpACP36SJPFLP4N2H0hRVSHJSAr/Sj9xEd/aQ3Zxcfk+I8GTeZHa2ujosAlFfmdMn8Gpp57q/H7KKSfTr19fpkyZAsCTTzzOPvtM5n8ff8z551+4pYe73eAKnR7CyDhhktEUSpFCeaicmuaa3h3U9wgt54vILwMkRZJCrZDCCtsy5gt58csAcboXOvsMmUxt60pWtKzYKuN1cXH5fuDBw/+1/6ZXzn1n4W222NlIps+YwfXXX0coFERKuO63v+G22+8gFrO/9/7yl7/yz3/+i1NPO6Wnhrxd4Nr+ewoBhjBIRpIIBOWh8t4e0baJlGiZf7ktILRM0DF0xOOMrByJUOzXIV/It85aOoNLB3PihJM4Y+LpPThwFxcXl57lm29mYVkW48eP58orfkpjUxP//Oe/nPWfTp1KNBrtxRF+P3AtOj1INiBZoFAedoVOdwSAz5saANgzp2igJ8+iYwuakdUjnWXekBf/OppGVBXYJdIrCyrxql7S5tapneTi4rLto6NzZ+FtvXbuTSGRSDBv3jyOOuoozj7rTE4//cwuGcguG8YVOj2IgW7HkuChLORmXm0KmuwqdIZWd3Qs9wW9BKzuhU6H9UxQVVBFbWttt9u5uLjsgIhNFxy9yfTpM7jowgt44403+XTq1N4ezvcS13XVgxi4rqsNkQD2KS1nn9LyvBYQWo4GD8gAA4oHEPKFMA3LXu/TKNC6r0+UKyr7FvXpiWG7uLi4bBXmzp2LruvceNNNvT2U7y2u0OlBdKHbwcgohLwh/G4X864IQURRiCgKiI50hGwdHbCFzqjKUSgotK5uxUjZgd7lge6tZLl1i6oLXaHj4uLy/eX444/n0UcfY9mymt4eyvcW13XVg+hCxzIsEskkBGxLw6q2Vb09rO8FnpxH0y8DlASLUaVCe2sMf4EfzadRGiiDbrp95Fp0+hS4QsfFxeX7hRCC8vJyzjzzDIYOHcJZZ5/T7XbP/+c5xo4dQzAYZNY3Mzn/gouYPn36Vh7tto8rdHqQrB+4PdZOOBCmPFzuCp1OaFJyUaYFxF9zWkB0jtEJeUMoqBhJg2g8SqgkSGmgGFrzj+fX/AS9Ied313Xl4uLyfWPy3nvzwgvPs2jRIn583gXrzKw68aSTt/LIvp+4QqcHMYTtYolEIoTLw5S7rSC64AEuy7SAeCK3BUSnGJ2wL4yCgp7SaUkkqaKSomBxl+NlrTnhVBjptcAHIW+IWDrWw1fi4uLismX4dOpUKqvcl7QthSt0epCsRScSi9IHKA9X9O6AtkEM4N/+gPNzFi3PdZW16CgYKYOWeDMARcGuwcjloTKCMkhBcyFaQMUqsuhT2IfFjYt78jJcXFxcXLZRXKHTg2QtOomYnU9UEijpzeFsk+hCcFu4ax8wj8yvjBz2hVGkgp40qE/UA1AQLEQgKA2VUugrpDXRSlmoDL/0k4qm0FMKfcJ9GVIwxBU6Li4uLjsortDpQbIWnazQKQ4U9eZwvlfkWnSCBAh5gyiGbdFZk1wLQEEozOX7Xs6w8mEApI0UixuX4Jc+WqMREJLS/iUcGDqQd3inV67DxcWl9xFugvEOzWZ9+n379kXkpAJXVlZw2aWXcOyxx2yxgW0P6MIWOqm4nRpUEnQtOhtLbjBy2FOA/VWlYKQNViXsrr2BYJBh5cOQ0iJtpPBqPsZUj8En/SSjST5t+xSAUYNHM2ngJE7d9VTuOOp29h+2X29ckss2RolVwlBjWG8PY7tASIGQm9CtcivilR7KzTKCVrDb9dvy2LcU2/v1bYjNEjoPPTiFH/3oRwB4PB5e+O/zHHfccdx804385je/3qID/D5jZCw6etz+v0f1EvR0/8e2oxKQkhmN9cxorCeQ2+sqx6IT8gYRgExLpCVZnVqFtCQKAgXB6/Pe4G+fPQqAKlU8eEhFUrzR+Dr1ixvw4uGMiaez56A98Wo+jt35OI4eezSKcN/ydmROjJ/MGbGzqDQre3so32uEFFwcu4wLYhfDNtidQM18l3ilt+tKCeVWBRVW5TY5diT4Lf93EioBK0C1Wb3OSvI7Apvlutp553FMzZSiPu3UU6mvb+D4E05kxIgRPP+fZ7ntttu36CC/r+iZGB1hKkRTUcK+MCXBEuJt3Xfc3lHxdLPMq3gYsvsgWla2YuommtTQk/b9bFVaSSXS+EM+2uMRPlr8EYZlsKRxCePLdgZgdXwNjWojC75ciOJR8Qz1sCa+lrlr57LfsP04cMSBjO87nq9XfU15uJyAFiChx4nrCeLpuP1zOoEpTaSUSOymoxKc32Xmm7Ex2rhRZQMEAo/q2ejeWwOKB1AfrSdldFMsyOU7U2KVAtDH7Eu9Wt/Lo/n+EpYFVJh2ooUPH6nuilv1IoJMyYpupjuBcBoIKyhYWFt1bBsiKEMUWYVElRgR0d79RhLKrDIsJC1KM3TSRF5sgeeTPhJ59ed3HDZL6KiqimHYVoqLLrqQ63/3OwCWL19OaWnplhvd95ysRccjNVoTLYR9YYoDRW4tnRySwA9LypyfAfsPt6qMqhGVFJSHWTl7NR48GCkDKSx0dNqa2/CHKnlv1nsYlsEYfSzLZ9Uy6YBJGGmDFenlEIRG0cjiT5cwdcXHfBL9hLSZprZlBceNP56yUBkHjzz4O1+DlBa3vH0rLYmWbtf3K+rHiRNOpH9RPzRV42/THuXbum/Xebzxfcdz2OhD6VPYlzlrZvPY549/5zGuDyEFKqoTPJ9FkQqW2IQvfkmXL9ltFU1q+KQPsN/oXdbPcH0EhyUP55XAS6zQluetC8uw87Nf+kmJbVjodHpGVVTn521R6GiZ8Xlld6+DNiqqY63q7hqUjJDrTujtKGzWlU+b9hkP3H8/lmWh62k++uh/AAwaNIimpqYtOsDvM9kYHQ8eWuIt9C8eQLGbeZWHFIJ6Vc1bpqDg8dl/2J4CD5pPQ5Me9JRuvy0KmPX5bKpmV7MkvRSP6uG4xAkotQqrP1pLXaKB1epqAJqUJvqYfUnWp0j7bEvKjJVfMXvNHPYctCd9i/pSF6kjkooQ8AQIegIEvEFCniABbxBV2K0plIyXV4jMF6cQCAT9ivri9wToW9SXlkQLB404EI/iJbUgzRJjCU2BRi7Y6/y8z31U5ShH6JQFy7hg0gUUeMP8dfrfGFE+nCPHHuVs2794gH0fVA9jqscQaYlQ3lLBdO+XXUSIIhTGV48nmo6yuKkjyyzkDbHPkMmsra1neOMI3ve/R6tiizJVqNwy9FYKtDA/X/BzR+yUmmVcHLuUGd7pvON/yznWqX1O5dCBh3Hb17exJJU5h4Sz4uegofFE8LFtSuz4NT8pI+VY37IEZIcLudxy+9BtiDHGWEqsEsbrE7oInZDVUaAzKx63JbJCR0jRRQgoOdEborce3PW8IKiOSPGAhIA3QNgbpinehCXt68i9Bo/0dBGaamZ9d0JvR2GzhM7V11zDddf9lkAgwI/Pu8BZPmbMTjz6WM++fX6fyGZdadJDa6INcAOSNwYND5rH/gOXmiRQFMCDhpE0nD/iiBGloCVOMBik3KpAkfYfc3yFbZpdE8oIHbUR9E6TmQSv7uXjpR9/57GeM+lsdum3KxXhCqoKqjhq7NGEZJA+Q/qyZtVaZhfNojhQQmOska9XzuSHow6hNGRbPQeXDubCvS5gjDIWDY2rfvALLMWekKfVTGPvwXtTHChCVVQOGnEgh43+EX3MPijNKp/Uf8JLjS+yomUFAGOrx3L8uOPY3T8JXei8Wf8G/5n1PG2JNvYZMpkf7XQ41cOrafmqlYaaej72/Y+AJ8AFe1zAziXjABheO5z5ifkcNvowJoUmMVruhLpY8E67LXR2G7AbJ+5yIkEZ5Id9DmZJzWJGVIxgcr/J/FAcQrQxxvPLnyMiIpt1L0frO5EWKZZqS7/rxwLAyIqRXDL5Yhpjjbw69zVmr5ntrAvLjsm53NxyQmfXfrvSkmihprlmix0zl2KrhNH6aL7wft69ta2HJrKsmOlr9u2yLtei45Mb7uc3qHQQY6vG8NaCtzEtc8sNUsJEfTealSZqtBpnca4Q0NBI0+E6zlo77J+VrS8CJJRZ5QgEjUpDl/Nnx65IgSpUSgIlKIpCwOMnlo53jDuDB08X16HzktaN0FsfQU+QlJHClFvwM+olNkno9O/fn5UrV1JXV88VV/ysy/qXXnp5iw1seyBr0fHhY03CdleVBIp7cUTbHpqUnJWpjPz3QBBDCDxSQ/XYj6YhDArKQ1jSJJmKO0KnRWmmr9mXCqsSfzdfrmtVOwW9UWkE7C8TsN84T4+fST+zP6/4X2KW95vvNP6GqH38inCF47ryWX4UTaHfoL4Yqk7MjPLE509Q4C/gh3RUbz55l5Mo8BSQrteJJeOUDSijgUbemv8Wb81/i4n9d8Wn+SkLljGgeCBgV4nWSjT2K92XIepgpnw0hVVtq/jxHudSIAogDn6Pn0nVk/BpPv706cP0yTQ2DYoghbsVMtYYy8cN/+OMiaczunw0ZL7HqoLVJPwJDht9GBVWBcVWETv5R8NUGFY2jDMmno5m2p9LadAWa2ftdiZVvmpKzGJK+hVTtaaKlExx7h7nMGfNXKbVTHPu1aDSQUzoO573Fr6fV6n62HHHMDg4mKIPykiZSe4quAMpNi0y9Mr9rkQRClM+muJYbw4acRBCKFSEKzlvz/N4YdYLjrgN5gidYlmCJrUurrtNpSxUxtmTzqY92caNb27ZTtNloTL2Hbov/WcNpCRZSkzEmO2d5azfe/DehGSIUXN2YrW6mheCzzvrsha92OIEu7TuyovhFzAKdeoidRt9/lBGzFRYlXikx/lus9dtmkXn2HHHMLh0CCvbVjFr9awNbp9LmVrGhNAEPmj7IO8ZOWPi6VRaVRR8XEwrLTxUMMVZlxvIq0q1k+uq9yw6qlDxqT68qYz1Go/zcpxFyXGt9S3vy8WXXsjzz7xA24q2juPkbOPp7OKS+cfoLPTWRcAToDRUSiKdoCm+mV6ajAVKN3UM67v9bX1XNint5MMP3uOlF//L6aefRii05bKHwuEwjz/+KF/N+DJv+VVX/YLGhrq8f1deeYWz3uv1cu89d7Ng/rcsXDCPO++8HU3bdvyQ7cJ+GAutImcSdC06+XiAq+IxrorHnKBkDQ3NqyKRWJgES0JomRidpLAjedaqawCoNquptOysmW+8XzPfM4+pvk9IZwRRU1bomGX4pI8zY+fQ3xiAkILDk0dQYnV8HoVWIaVm2SZlXzTG7OOXh8qoLqgCoH5pA3PfnsfK2atpXNXIU9OfZnX7apKRJCVWCRXBclRFpbqgGg9eFv5vEQs+WkTDF808/9XzvDXftqA0R5szxy6nqqAKTaos/biGxVOXIlsFqlQYVDqIynAlqqJhpSVfvfgNc9+ZT5FVzOCyIQgElQWVeKSG3m5/2Qwo6w/AsIrheNBIxewvvspABeXhjHUj81IYCoVQpMLuA3dDCMVZXhIswa/5KfAX4pUep6N8n0BfRlaOZKeqMRwy6hDAnkAOG30YP//Bzzhy2FHsM3hyx+eveth/+AHsWbUXQ/ccjEd6CchNyw4pChQxuHQwA0sGUpx5kagIVzCqciRFVhF1a+oQQP9i+7rHVo/hwoPOZ/eTd2WXY3YmXBKmzOq+PUuhv5BDRx1C2Trat/Qv7M/wsuEAzudf6C/Cr3UV31UFVRw99mhCOb3YOqMpGsfvfDy79ts1b/mBww/k0KGHcsD++6N6VQplR02uoCfIyRNO4qLxFzFi8AhGGaPznuH9h+3HMaOP5crJV1DpreJX+/8f/3fw/zGoZBBgT2phX5j1kbWACSmoNqud5QOKB7DHyD2oGFaOv8Df7UuHKlXG6GOdOJKKsP33WhHaNEvasPJh3HPgPVy131UcXn64s7wkUMLuAyexz4B96L9zX4IZt6SqqOzed3c0n4Yn5EPRlPz6XN4gReEiPAEPQlXyLD8OEnyWb4NZT+sTSQKRyRzN36Y8XE5luBIt4EEogrJgGQW+juKpPs2H3+9zxnfzLTcybsI4fnvTr/MyRgPeAMGSIIHiAD61Q2gqQqEsWIYvZB8DRaDJdc+PYW/YeW49qifv/53xaT4KfV0LvWYJeoL0K+xH32Bfyn297xreJFUwdtx4jjziCE459WRuveX3vP32O/z7mWf48MOPNnsAo0aN4vHH/sbcuV2DM6uqKrnxxpv4wx//1O2+11/3W0aOHMH+BxyElBZ/+uMf+c2vf8XNv79ls8ezJWlX7Cj5AhmmLWaLnmLXopOHAbzk8zs/gx0oqnpULCxMLBRV2G+RKd2x6KxxhE4f5wt0lbqSr7wz8o7frDQjhcQvA5wUP5W+Zl8SSoIW0UJfsy8nx09lsbaIfmZ/BhmDAUiJFE1KI1Elikd6CMogCkpGeEnI+X9xQxFVZhUtoRbHSuFp89LU0EykIcoKbTlzQnNQpMJhTT+i3CxHqDCkdEhGOEjSmfIDzQtaSAV08EJ/YwBjWsaiFWr0KaymLFSKT/ppqW9AT+oECv0ES0NUFVQRSdquomRbEsuwiDZGCRpBfF4v5eFyKkIV+PHTUttCYGwfikMlBD1B/JofzfLQtqaNyuEVVIQqaMt0SY2tiVEysASPz0OxWkxZsAxVKrStbqdiSDlFwSLHMmUmLeJtCQorC6gOVqOG7C/h4kAxPs3HxP4TbSuRWUmxLGZCYBfezhRwLAuWoUmVAlmAGCyINEQJrQ4TZ+MzE3MrjpeGSmlJtDB5yGQKrAK8tT76rRzAgIr+1Gp2/aUDRxxEdXEfNEtD82rsdPAoxk3buYuFY0DxAC7Y63wqfVVUhap4+qu/553z+J2P40dVh+OVXi5572LKcibuslBZl6SDQ0cdwq79J9KebOOjJf/r9loOGnEgPxj2Ayb0G8/MVTOd5ZXhCoqsIgKFfkbuO4zPp3ZYyioKKiiUhYRkiCGTBhNtiOHF67y59y3sS7VZjb/Iz4Sjx2F4DVawgurCKpa3LOfqA68i4Alw05s3d58RKKFfv/4MGNuP5toWBtYMopZaAM7f83xGe0dTIAswUgbB1ztegAt8BZw04UR29e1KtdWHZ755lleTrzhCrzS08b3/xlaP5YI9z6fEtD/rYcXDoanjXvuln4AM0Hesn7b6dojZbsQf7fQjVE1F8yj4C/wkIynA/nsp9hfjEz5Uj4onIGlv6xAPilAoCZQQUAJ4pZfWRCvNVnPeek3RnPtVXViNlJK1kbVdxl7gL6DQX4iqtNOe7Mic8qgeFKmgBTVkwIMlLDRUIqkIfs1PRbjcsZAdcPjehAvCXHHRz7j5zhs57vhjePJfT1MWKqNQsyvECwShwhCBeICEkSDoDRL0BvFkpnmP30M6liJu5f9tCQRloTICWgCJZGXbSjTF3kdV8uMns5QGS1EVlZSRJmWm8KgepJQYloFP81EaKsUjMzFB24Dna5MsOqlUiv++8AKnnXYGe+09mdmzZ3PTjTcy65uZ/O766xg1atQmD2Dffffhppt+zxNPPNllXVVlFStXdZ+hJITgrLPO5Obf38LatWupq6vndzfcwHnn/RhF2Tbqo0RFFEtYCKmgx+1pvMhf1HtBb9sguhBcX1DI9QWF6NnO5XhQMxYdU9h/JR48doxOxqRQp9hfKCVWCX2tfgDUK11ThA1hOJa1IcYQpJD8M/h3/hN8hqRIUmlWMTm1L4OMwUghMYSBT/roa/ZjpD6KIcZQqsxqKsxKKs0qqs1qqs0+9DX70tfsR2FLMUWyiOpANf2K+uGRHswW0zGrDzAH4JM+9kzvTaVeTTqu45VexlTvBEC83Y4pylqq9krtTcgKc1TyaPR2g5AVZHTVToBApAV60hZF8bYEIcsWOlUZS4LZ2vGNkmxLUigLGV05Gk314DV9tK21v2SLQoWOSNETOol2+9ylgVLKQ+UIwGqR6BkrTb9Af8pCZXjw0L7WniQKQ4WUZ45hRAxSMftzqQhWOMcGqC6oZmTFCABEq/359g11xHmUhcoolsVkwwAG7tKfAtZvXQCoNCuZmN7NjnEIdmR6lgXL8Kge9hy4B1581C2sx0gZeNAYoNruv7A3hIbK4mlLaa+PoHlVTtvnFHxax9tweaicK37wUwZ6BzHQHMhu4d3zzn/6xNPYrc9uBGUQDY3RBWPyrD6lwVIqwhVcd+hv2WvQXvZ9LLKf0/A63oQL/YUcNOIgSq1S+vj65I2nIlRBgbR7uxX1KWJkv47v2qpgJRWZzDFVUxi295A8d9Ko4Gj8+LGw0LwaPnwoCOcNvjRYRsATpLKg+3pCo0tGM2qfEYTLQgzcpT8XHnEBFeEKVKFSFChCRUVKiebTKAt03IPdBuzGhL4TGFQ0hGBJkIlDdnVcntnPCuDkXU7m3Enn5H0vqkLlgOEHOM/27gN3twNyMzqsMtSRKVcRrqDEKkFKiRCCwRMHoaFREixBQcWyLCxTIhRBYUGBYw1RFMU+p7Tnk+zkDraVK+C1LSSKphD05XswykPltqVU8aApGqqioqkaqlBRhEJluJKw136Ovar9IpZrHVEVFUFukkPm50ySg6ZqIAWWKTF1k6kfTeP/Lv81SMnv/u9GXn3pdWecAkgn0pi6iRCC0kCpcw8FAsuwsEwLoQiKCoqc8eTev4AWwJf5TxWqcy+EEChCsS00Rf3wql4EwhFAmqohhKAyXEllxlLnyxzf0iXxlgStydZun6utyWb7eerrG/jjnx7mj396mPHjd+aUk0/mhf8+z5o1qzn4h4du9HEeffQxAPaZPLnLurKyUu64/Tb++IeHiMVivP7Gm9xww420tbUxdMgQgsEgX3/dEWMxd+63aJrGqFGjmDdvXpfjeb1evN6ODzkc3vAX6ndBCklEtFMki1HiCpY0UYRKYaCQtkTbhg+wg+KRdjCylXFdZdFTHcHICSVBm9JKkVXsFMJqWEctlEalkSKrGICvPV+xJpOR9UToUcbp4/HiISZizPLMIiaiVFgVFFnFhGUBBjpRJYqF5bw1CToqqR6SOhRTN/GoGhVhO16otT3CGmUNPryUmeUclPwhE/RdAEhFU3jCHnaqGgNAus0WLl96P2dXfSLFVjGXRX+CX/pJRlOoaAwtGwKA0WoLj/meeUxs242QDNGnoJpI9i0x80Y6xzOLYW1DCJcVML7veACsiCQRsQVNOBSmPGN9SEfTGFE7OLEkVEKZUmZnbkTSpGMpPD6N/uF+lATtOJamOttV51W9DCixhYOMQCpqz0DlgXKMYIdVoLqwin7F/fFLH21L2ynatYjScMdkVxGusF27K1so7l+E6lHpE+zL0tS6A5KLrRLOiZ2HX/ppUpooyZk8S4OlDC8fjt8TwIgYtK5pQ1TZojPos5+TkC+MKjViTXG+WjmTvY/Yi3C4gEElg1jYsBCAcX3GoakefG0+COF8iYP9Bjy4dDAFsoB4S5xgSZD+4X4EQh0ut7JQGX0KqykNlrHP0H2YXjvdERIhrz1p7j14b4aXD+OfM/6FKU0O3+lHlKillJvl6OiUh8pZ1bYKVaj09w9AtRSaVjRTNrCUqqJKsD8K+oX7o6LRuqaNUJ8Q4fIQRRTTQgsCQVXIPu+nCz9lQt8JKCkVf2WAkC9EyNchiCpCFaxpW8Mpu57C4sbFfLniS4oDxZy/9/koqqC9LoK/wEdRsIiRFSOZpdvxNapUSUZSBAr9tpUm89XWp7APBVYBqbYUwaIApQWleSK4NFRKyBti78F7A9B34XuOFWx83/EcM+4YRleO5s9T/0xluAI/PlpWtlIxtDzPGlQZrCQsw7SubqOkXzH+sA+v9BL0BlFRkKZFIpbAMi1UVSXoCRLTY85naZmW7dZSNMf64FE9qFJFmhKhCtROmaHejGjxah5M2RHcq6kamqLh1byoiko0HXUETq6Q0hQNRdrnTiXTqELBE/DawkJRUIQtwkzdIBVPoXk9qB6VNtlOUaDI2Sb7ROoJHV0xCBUHnfNkj2GkDdLJNIGCAIpHIegNkk7Yf6OqotpjlSrSssWgR/XYQitnrEFvECEEIW8oL75OUzQ8igchBELY+3pUL0IKpG7XGtsWyg1sEdPHrFmzue763zFu5/HceefdW+KQAFx40cUcdPAhDB02gmOPO4GRI0bwpz/+AYCS0lJisRi6nh+81draSkVF93Uxfv6zK6lZtsT5N2f2dwtE3RjalEycjuwQN25zz/WjoaJ6NcAiJTomTSNlOCIFOuJ0ACJK+zr/oJpUe0ZIiRQf+N53ljeqjXzof5+3/W/xqe8TIko7lrCoU+tY6FnAV97pzPJ+w1JtCTXaMpZpS1mqLWGJtpjFnkUs9iyiSWkiGUmhZnzfHkMjFUuxWl3FYm0RALuld0eTGm1KK6lYCk16nTdVq83+kqxT6/h78CniSsyJc0hGkqioKCLzJZsRMtO9X9AaaUGRCqWeUoaWDUVBQIstvr72ziTRmsQjPQwrH4oAlDZBOp5GWhJN1RhRZltZzIjlxOhk3VEevCQjKZJR+37aMSgCYQhSsTTphI6Kyojy4bboiyiORac0VJI3mQ0uHUJ5qJygDNG03Db9h7whJxagIliOhkYykqQ+YgvVPqE+63o00KTGSfFTKC8ro7CqwI6ryol7KwuV0jcTfB1viIOE1Yb9nAS8ASdeQkXFSBkslUuJNETwSi+DSgc5x+lf3J+ADNC+JIplSryK17FGlIZK0VQPAT1Ec60de1ddUJ133WXBUicIvG9hn0x8kP35BDOum0MyrqzhFcMJeUPsOWhPgjKIntTR0KgO2c9ISbCEoAxgGhY1jXZqd2lhh7jLbtewppGknkAIQb9wX2dfTXiwTMnHsz/l2defo3lFCwEZIOQN58XmVITLGVExgkkDJ/Gj0YcBsFv/iRR6C4i1xJnxv5m0rGrFi5dSbynBjGCTaftZzV53lqqCKgplEU019udeUpj/bJQEiulb1GHdG5gRzoCzPPv/ilCF/RKxOhMCECp2tu0T6oNA0NbYjoUtWoJKkKAniCJVpARD6ph6xjqseFCzf1MSLMv+G8x103gUj/OMAHlCR1M0u84EoCkePIonb11WJKiK6lh7nP0yqIqKgi0uIul2EskkWNKuaSVUxxojLYmOjpHWSUdTmKZ9DYrIETq2F52UtD8DBVvg2BYru8BpmjR6ykAg8uJ4stYdYQhMwz62X/XnxQBpiuaINa/mzbNM2eu0nON5bJccCpZpoZPe5MSCnmCzLDr7778fixcvYVXGrbTXXnvy05/8hFWrV3H77XduscHV1XW8oc+bN4+rrr6G/330ASUltpmyO4QQmEb3Ed4PTHmQPz38Z+f3cDjc42InPyC5lZJgqRunk0NASt5ptoXIQQNKSCgCU7doCjYiVFilraZOXYtAcF/JfTRaHRkAS71LqUzagZErtOWYwe6dwV/7v6Zfsh+fej8l4t281Od1UaetpTZdC6qkRWkh3ZamJdzCUv8S6tU6BiYGExdRFnkWMV+bR6X+a0zVoFlttt92dJ1EQZK60Boa1SYeDf+Vw5NHUKfWMUFMoEwtoVVpQQJqKkZzYTO14RXMTc5lcGog7d520iGddtlOi9VOa1EbdcE6avVavKpGk9qMT3pJpJKsKVzDcn0FgaCf6j7VNKlNoCtElSiVahnxUBxdNWiz2lgrViMNE0PVKexbSJPaRHu0jZaCFmrTtYTCQYJlQdppo9lqQZc6YTWIXqxDWNKk2J/TgAH9aVKbkHHJWqWOlcZKFJ9CQUUBsUiMQHGAOrWOldZK4ukYiqoQqAhgprv/LI8vPo7dx+6Kx29/2VZMq0Ar0uxrAdQilZA3RJPahCfhoaWghQX+edSpe5EIJPCWeGlSm/FLPw2+ehZ457M8tjP91H6UVpZirrLPGy4LkhIp6hINmEkDrVCluLKIhsYGSipLiCjtrI2vYa1ej0fV0Eo1RCHOdWvFGv6A3xnX6GGjnJ/1YBozbKIHUzQpTRRVFpEKpGhSm5FRWNO0lrKBpZSWlWG2mxSUhWlUm2iJtjHHmkN/tS/p0hRmODNxl3ioU+tYbi0jmmynr78vRRWFmE0mhWUFNKqNNMdaaC1oppUWxqvjqVQqMENm3r3zl/op8RbRpDahB+wxiiKFFrWFpuYWloYW41M8oErC4RCeYg/NahM+00fEiJBWU8gyiRnJ3MOiEO2inSWtS/AIFcOnU9Gn3DkfKvQf0M/5vaSqGLPR3jdQlrl3QajqW0Wbtx2f7qcmVkOhGsYIGaiFCmlLRyvSqFPrWJJegqYoeISHQEkAI2TQprZSIorRlQ63t1AEQgUTA10qdvVzJGggTXteUTQFE5OUlbYFBxJVUzEsA82jYWQiChVNQVoy73dVUZzf/T6/8zMic1zLRFHt45vSJKkmkRL8+JBCIlRAtd3ob894gz/e/yf+9fgzaNKDhoedd92Zvzz5MPvtfwCJliRCCgzVJK7EKaAAiURoAhSJIUwMYZLW0ihSRUVB0RRQcK7JwiJt2S9BEonH6+kYM6B6VKRiX6NQRd71C02goDq/qx4NVOxjSp2ElrDH08u9tkRZeeUmy6333n2b3/z2Oj7//AvKysr4bNqn/P3v/2CnMTsRaY9w0cWXbPJA9pk8mYcemsLE3Satcxuv18vqVbXsPmkPAD7/bBr9BwxyrDpCCFYsX8ZBBx/CokWLNnjOcDhMzbIlDB4yjGg0uslj3hgOTB7EPqkf8KX3C8r3LWW3AbvxypxX+GDxBz1yvu8bASn5vKkBgOG/gUQ37WhcXFxcNodBoUHcOvpW7rj/LmrX1Pb2cDaZpx54kkgswk9++1Nn2Xv/focPpn3ILVNu7cWRbTwiKVAjmxclM6B/f6699pfcddfd1K5cudlj2KyzDxs2jG++sf2zF15wPq+9/gY33fx7KioqmPrpdy/Cti5GjhxBNBZjzZq1pFIpWlpamDBhAtOnTwdg3LixAKxYsaLHxrCpZDOvimQRrYlWwM28yiUJ7HsZoEFSAQy7T7lH0ZBCOgGG2Yj+fIRTIt3K/Le1UVBsM3jW0mvZpuLcN6JcNDQUVXFqvWTfILvbXkVFUVQQHdtKJCZm1/NKkJZ07oOGhqIojtlYmmBhx4gpisg5v72zUBSEINPTyz4Wwg7YdLa1gMznIfKOYY9LVewaJZKOz83BAktadtyAIjAt+23Wo3qcOAkp7GNIKdGtfJd0lmw8QPb4lrRA5Kf3SqT9Fp65tyam7V4QYFiGPU4pkJaFiZm5z/a9MkwDhG2SF1JgWhZK5npNaWJapu12ECpYEktK1Nz7nDn3uhB0PMtZF0e2d5oiFLKPsFDsa8uON3s+QxrOtehmpiCpmh2rCUKgKso695VI5xm0pIUlLce1krWSZz83wzQ6YkEsMKWJEIpzfGffjOtEKML57JzgXimwLNN2o4icZ2Yd96njmjzOWudZyjyXQrHjQQzLwJIST871Z89jWAaKUPDkddKzzyixe+llz59bYzE7vvWt65xMnr/N+msOpqyse12s55zS+e3LWdM5/djTnH1OO+ZU+vXpxwN/nUK/6n48csfDlJdVYBoGd/35Hl5+6+Uux8je8e7Omb8N67yu9bGu7eR6125dNkvoxGIxiouLiUajnHPO2Rx3/InOcq93y5QAD4WC/OTyy3n++f9Su3IlI0YM54H77+OxRx8jlbIflscff4IbfncdF118KZZlcuMNN/Dcc/9x1m8LtOW4rlYnbUVaFCha3y47FFIIlpUDKhQ/XoYaU9ndmMSNx91AVER5v+l9RleOZlXbKu794N5OO8OV0Z9TaBXx1/CfqVM3vgDalmKUPorzQxcy9LDBNCtNxD5MMn/VfP4S/nO3259rncfJx5xIvVJHfXsD0ZcSrNCW81ToiS7bnho/naP3PYpU/yQ+08f8fy3ifd+7TPV9ylBjKFdW/ZyBe/ejRluOudSk7eMob/nf4EvfF1wavZwDDtmf1soWiqwiFjy3mNfFqxw68lD22nlP6pQ60iJN/bNNpFNpRu8/koJ+YZZqSylYVsjy/9WyoGIe5x56DgkRp1Zdifm5Rdv8CFUjKhmyxyBWqMsJ6wUs/NcSPvNN5bLDL8UX8rFYW8S8+vn0Kaym0F9EpVnJ2vfreavpLQ4ddQg77Tya12tf55nFz3DbD2+lT6ovL//nNRZWzefaA39JW6qNM985s8v9UITCc0c8h0/4eO+L9zl4j4NoNppp9DdSbVYhTWjw1mMhCRkhav+5mhp1Ge/43+JPP3wYNaTwyJJHOGzUYVSvrWbOW/O4o/BWzon9mEMO/iGR6jYe+eovBD1BLhx3IcoKlWemPcuBfQ9k1D4j+KjtQ+7++B6uPfha9gnsw8L3l/Bu89tcdNiFGIV2/Jh3jZ+iykKnSahpGaiZ2IyBxkD8+Km36rhh6o384oBfONu0xFsYGxjL6vfq0RNpxh85jjX6Wi5660Iu2PN8jqw4ilVfruGuVXdwxwF3UlRcyG2f30adVcdv9vkNRe3FPPv6c8j+FudOPofatlou+/gyLt77Ig4vO4IVn63kzro7WK2u4jLlJxx5xOHUmDW8U/s2+w8/IOcud0xM935wL6fueiq7FezGmvfreLH5RYZXDOOk/U5kSWQJr6x5hZN3OhnPAi9rF9Yz/oixRFJRTn/nNPYfth+XjLkUfbnBX778K+eMOpt+4/qyRF1CkSzEXCNJ9U2QzMTVZRM1/vDxH4ilY/zfwf+X99mHZQhmK3w5azq7770b/Qb15fFvH2d663Su3/d6SiKl/OfV5znw4P3pW96XR758hEkTJzG6fDSpfglCTWEqmyopLShFCsnPDrrSDpo1wbIkqkcBCTEjjqaoeFUfWJA2UnhUL4oq0C2DtJnGr/mcGJ/c5r7rQqDY7yoCfvv6dTTGGulb0IegEiLRnmSVtRIFhQH+AXj8HhpSDYR8Ifz4qf1wJaN+MZKieBFSwg1X/o5H732c6tY+ePHyh98/zKKZiwiGgzz7wb9Y+sYydENnTWINJcESvNJLsiVJE0148VLiK0ENqrTr7bQkWuhf2A+v9BFpiZIWKcpKyjDQsZAouorwdBS+RUonNslv+ZFSYilWznr7GlWpQhLa4+20qN33/9vabFYw8ksvv8IL//0P77z9Jp988qnjJho7dgwrV24Z86CuGwwfPpyXX36RZUsX88Tjj/PKq69xy623Odvcc+99zJo9h48+fJ/PP5vG2rVrnQaj2wrtmWBk16LTPRJJtnCnMDPBmpod5GhhsarVjgOLpWJddxbwXPBZng8+1ysiB+wSAslICk1qeKSHRFuCVqV1nduvSa/GMiw0PCQzad3NSnO328ZEjGQkiYZKuj0NEloyPaqalWaSbUk8eO03sjb73jVmAq9jIkaiLWGn/qYlRsogokScAocaGsKw09WblWZS0ZRt2UAg2+0v7nlJu7aVKjV76ovY52iJZ/pkoWJE7ZiKNeoa4rGEs31jrJG17fZn4sNHrCXOGmU1DVHbTVkdqqYiVIGCSjKaIiWSrIza3x0BX4Cgp2tB0iJ/EZrQsEzJvLX22PweP6pU8EUDeNq9VJp2hlGiPe7cr5RIY6QMFBQqwxVoUsVIm+gijSEMYkqMaGMUVWoMLhlE/+L+eKWXWHOMRqWB5ogdQ1IdrkYVKtWhalRUEm1x1ihrSLTbQeM+6cff6icQCVCaKUQ5d21HfbCsdcGn+vJedlRFozxcQUAGibfGmZ+YD0CBN0TQE6QsVIaKndmUEEnaIvZ3Sv9wf8rDZagoJCNJkiLBqmimAntBCQJBRbgSBcUOLs+0zW1LtwIQ9AQo9Bd2ussdb98hb4iwL+QE5cZElPaUbaHOZmyp0l6XfSb8Pj9e1Q6219BItCVpF220tbdnnhmFAquAdJ1OH7MfqlSxpMmC+gWAHZBcGa5ElQp9zD5Omrxf+km0J1mjrqE5Zv+99An1oTxUbl9/NElSJEmkM5mF3jBBb8CufCzBQjrtJrLZSB0Wo6wZzb56ITLrpC1hsuuVzHLHUik77peEPLlj5WRiCTIWUnACl7Pi17JMEPZ3XXYb2wqnAIK5X3+LZVmMHz+eK6/4Kc2Nzbzy3KsIBK1NrSyatwgpJfX1DTQ1NVNYWJB3nqwF0RK29dI07HF5NW8mVVzBsiwMDEzMzBgyrSL0jLUz02Iiodv3VkiRSdm3nPR4KaVTUygbiPxdK41vSTbLonPddddz6qmn4Pf7+de//u0s93q8/O6GGzdrIJ9OnZoXn5NOp7n4kkvXu49pmvz2t9fx299et1nn3Bpks64CVoBY3I4DKvK7Fp0smpCc+4X98+umxAJCHvvLTdfTLGtaBsDq9u7rKa1RV+dlYm1tokoUPaYTb0gQ8dmip83Tus7tW0UryVgKr8eD3mYgUGlWui+xHhVR4m0JSmUxyRa7yFe2GWebaCMaiSEQeKQXq9X+kmlUbCEREzHirQmC0ofebr9xtYt26mO2pUGVKslYpsq0soZUbKydkZFJa48rMVbLNehJA9WvokmNeCSGIQyaE/Z4FVSI2l/OTUoj7bEIJRSjodIUa8K0TEZVjkRJKOgJnbXhNayN2eKnIlROWagMRXZMUq1WG+l4Gi2oUVFQwfLm/OaRZcEye9KOpVhr1NnZbgUqGnamm6mblBQXk7CSNLTZ96FFaSZNCiNtC52KcCUqKnpKJypizn2ONEYpo5ih5UMRQrGFTkucRqWRhvYmpJSEvQUMKRuCT/gw0iatyVZaA60k2hKE+tn1dFLRFMlYirJwOQmRYHHjYgYU96csWI4RNVBCCopQqQjlZ4Z6pIZIKqSTKb7yz+C4+DFoQQ8V4QrnPqWiSVIiSUt7CwMZQJ+CPsTNuH1P2u17uCa+Gsu08KqZfYOlKGZGCGm2EI3oEaSUKKhO9l8uYRlGJ20LHW8YTWroKYOYiNGetgVLwOu316ESTydpMOsx0gaqV6E0WEp1YTWaVEm0JYgqUZraM8HiqJgxi2QkiQeNPlYfZsSms7RpGTtVjWFgyQBUxS4gqTarlJaWElNjeKWPZHuSOmUtjZm2K5XBSsr1MhRUUpGULXRS9jWWBkttN62063FJYTo9mwzL4JZ3bqXQU4gVt4gmo5QUlyAUQW20lkJ/IQVaAXpMpyHdQKFSSGFRIWlS1EXrqQpX4bE8mIaJ4hXoQkfTbWFhaAZSSKKpqF2QU9XwSR+pSBp/gQ9FKk5GFRJbfKnYLl+ZL4YEkIgnmDdvPkcddRRnn3Um5512oZ0lpnZkcUkLdpowGlVVWbN6LV6/tyMTLKPAsi5ay7CcOjjBTLVmy7AwhG47vTP1dgA7C0uCR3hIyzSxdMzJXLQMCyklqkdFSIFupkmbabyat+OY63Df9wabJXQsy3IEjs/X4ar6dOrULTOq7YgUKdIijVd6MWP2g1wUKEQRSp7q31HxKJLb7NpXvFspSAKBjEUnZaT5tu5bbn3nVuctblsjlpks5729gKXaEoZaw2gVrevcvkVpId4SJ1wUwmywK6FmrTSdiSoRGpc2sVZbg395wNkf7BpNTWajXZG4uICappW0K+1OQ82YEqW5tgVjeAgrE5dvZwrZhRY1VNIRWwA1qg3E47aQCkg/0WgzzUozMSVKKpYi7A/hxUsy1ky70kZjPFNLR3pIt9uTR7PSTFu8FRiAikZzvJlIKoJHeog1xjGEQZPSxOq4LVgL/UX0K+prWyra7UkqpkRJtCcpChbSJ9Sni9CpDlUjEKSidrZSrCVGUUEhakboGGn7i7XCqqC5pdm5XymRctKEq8KVqJkGsXEl5nyGkYYoFbKMPoV9EYDHsC06TWoj0XSEVCyNWqgyod8EPGQsd6KVuIg7Fh2P1IhG4/iiKYqqCqk2+9DY1sCKlhX0CfQh1hpH8aiofpXKgnyhE5Zh4i0xatVa1qprSUSShIMhhpYNtdOBdUjF0iTCCccqVhmqpN1sQ5EqyUiUJCmiIkayPYmvxMdO1TuhCBVLt9ATOqnCTA0qkcBImahBxakP1JZooyhQRFiG6Gv2JUmS0mAJmupBNTSMlE7MG6Utbb+4qUKlPFyOii2CmpUmUtE0odIgZcEyqgqqUNFItCWIiAiN0Ua7qCAe9IhBKprGQtpVx1tUpznt4NLBmJaFV/poXtlKn+IqUMErvSTakzRqjdTHbbFeHi6n3ChHQSEWTZASSRKZRpfZxrnCEh0WHWk6xQHBjkEyDIOElSCYDtrV2KWFxI7VSqVSJGUSj+ElYAQwhB2fZZgGlm5hGhaaqmFgYqUz2VpCQRc68XQc0zIJeUN2WYZ0CtVUnAKDYLvMcuMKs/V4nPRtC5AwY/oMLrrwAt54402mfTqNqoLqjvRxKSgoCnPXw3fws6t+7qTKZ2PfslOMhWU3gbWkbdXx2C0whBQYpomBHb9lmRaqRwUklimxLAtFtVtnpIyUHaMmVCwzvwN81q0H2dpEEkPZBkoiZ9gs11UwGOSeu+9i2dLFLK/pKOx12KGHcuklm55xtV0jOtxXatI204KgwL/uPiE7EoYKr46x/2X/dgLeTB2ZjBm6Kda0QT94b2GIjv5bfU278m3rOoQL2BPvsi+Ws+jdJWi1HqSwWKV2n00QFVEs0yI93yAd10mKpHMusMXF/PcXsuSt5aRjaWq0ZY7nISpipKIppr75GU1L7DYYURGl2Wi237zRnDTgNtHmtCjxywDJjJBIkSKRcUeZcQtpStpEO1Erip7U8csAqWiSqBIhLdI0xW1xoUmNxmgjX9V+xUfTP6bmyxXUK3VIIWkwGtBThl1NuGonFBTbCiKSpEgRj9gT1fiq8Zw76RzGVo91rrcqaFsfErEEEaWdWHMcBdvalIqmqU3UkhAJFBSUFs25R6YwSaftL2Gf4keVqmOhAIiJKHpCZ+bnX5M0kmhSw0waJBJJWkUrMcUWDyoqE/vvikd6iLfGaVVaSYg4iTb7nB48JCMpFiTno6PjwcOIxlHMWPkVHjw0r2jBTBsoUnX6PRmZ4NuQDBNrSbBAm0+b0kqy3XYljqsciypV0rE0hjQwMGiI2EKnvKA8IyhUEu22+y8moo7w2rXvrqjSdlsZwnCqjCdEEj2lo0gVLTOp1jTbltMSq8QugImHyoy1R7Hskg9RJUpCJjLWMTXTf03DSNkiNhm1n83hpcMJeeweaYmIPaaYFSMVS9vWjWiKaDziWB+rmvqwtnktKSNJcaCEXfpNwIePeEucdHsaj9RQ0gpGyqBRaWB1zLbgFgWKHDeX7bpLEs8KnYJS22WUESAWlhMkD/nWEBMTK+M28qk+p2qxZdqB/46lA/KsIDKzTCBs0ZJx5WhSQ5qStJG23TyGhbQskLZAzFo9pGXlfa9lRYqCLWCklEgBc+bOQdd1brzpJlsYWR37eL1e7n/8Hh6e8me+/HK68/JsB4IDUmIJO7HAzFRDTMfSTtC3guJYX7LXad8YAZYkaWXcVabAZ/mIp+PYhQxNZ1sFBcPUSRkpW1QaEqTE3IYsOpsldG75/c306dOHk085La/dwuLFi7nwwgu22OC2F7IByUVWkdPrpNhf3Isj2nZIa3DJKXDJyZDOzNLZ+IyUvu0Ela+PWMYykC3016qsu+p1m9KKqZvE6uwv5Nme2U5mXmeiIpp33JZOsTzNShPpeBqzwf4Cq1GXdYwps28fM1M8T8SxhEVMRElF7ZgiLZPy2aa00RxtxjIlHt1DOp62m6EKO6AQQEbsL9d2pc22YrQl8Us/8daEUzumybH0eDmw8WB2T02iaYk9xmw3+Xal3XZbSI3iQHHOJJUAAa3trQDs0m8CE/rtwqGZxqBgWzAA2qMR4iJBrCmGgsCDh1QsRWO80RlLoi2RuWe26MyKZgUFzYk5ybiuFPteNS5r4o5372DWotks+2I5zUoTUkjiIk6kMYqKSsATtIVOS4JWpYWESNgtNCR4LXsSXxlfSb1ah57QGR/ZhZbaFp587mkalzVhpAzUTKwQwNKmZagoBGSAeGuchZ4F6EKnNWrfh1Hlo2zXVCaOCQFrMhN92BeisqAKIQXx1rjtuhEJp63I0JIhKKhEGqP2/c2QEklnHFlqmmvwSx8BGSTSEEVBobqgCgUFM2lmnqmYYx1TpIJf89tuwKRBm2hzRPFu/SeiSpVUNIVh6faYMoLQJ322kE410ygbSZPCbDHZKzaZdxe8C9jxKz7pI9GWsFudyDDJ9iRpkSYiIqxNr8UyLDzCw4CSgbbrKiOWYxmhUxwuRpWqUyQQ7Ak/G4MiMq0WpMyImUz8TtAbsEVGpqaMbQnJTurCEUGmmRU/djyLNC0nBkhDo0gvRk1qRBNR0vE0aXQsy97eiUHsZNGxMq61rHjKZlEef/zxPProYyxbVoMlbJdRNsLohjuv54uPv+T5Z/+bOYbVzTHs4zrnMiT1kXrak+0YKQPLMDGEgSUsx7VlZWJ5UlbKFkGmpEgWEUlEaGtpwzIsRwQpKHhNPx7DQ0N7I8lIEkvkX1tvs1muq6OPPordJ+1JW1tbXuG+2pUrqarqvl/KjoxTHdmyA5KLAyV2MOK2EZDeq8jsd63ZkfyYrZqbNJLr2GvbIiailNFR8XV9Fh1d6MSUGCErhBSST7zrLscQU/JrO3V2cTV1Ej7LtA7ralYkhS3bchgR7Zmxxmha3kyfYDWp1XaT1FXqStpT7cz/YIGd5m1JJ0C6vrWeYQzF02gXOGpQ6pFIlny2jHBZiPa6CE1eW1ysiqyyqwjHfAxJDGWgGOR0j89WsW4Tbayeu4aqMZXUeJeRakkTr0+S9NqfdWPEPq+KBqTyKulWBG1x0B5rI02KSKt9jT7pJR1LU2fVERfDiFpRJ84o28U+kbYnYQUFNWOF6LDo2P8PyzDtyXZmzZxNVbIvjZ5sYHeU1XPX0BRrYEnFYvYx9sVYZtHqabXFox5lybRlpLH7DS1oWsBO+mjWrKpDSMEP0vs7999ImwRRnX5XixsXs1vFbggEtW0rnc94VfNKRjHCjgfCJNYUI5Gx5rWa7aTjadSQhmkZzP58LiKhkAwmkULSGmllAP1Q0Vi2dhmhrwvzLIG268rAjx12EJQBiteUUD6mAikl7XURivsW0Sfcxw7cThmkM4HbKZFCTxr4CuznIRuMHFNiRGP255GNpWpY1mQ/h8I+55p5aykTJTTWNNEu2plfPw9fqZdIQ5RJ6T14aNEDTB4ymcpAJcIS9mfYkqB8UAnRdjteCgERESHWEsdXYY+hpb6VeGuCpD9JLG2PwaN47EJ2aTMn9d/KxCbZ3zN5gbrZ6sjCnhL1lIHELl1gScvuMadAXMbx6/5Mzy3hPFOWadEuInaQv2VbQ/zCTywZxWf5MBQd3dLxqT78mp9sSQVL5LiurKwoEwgBJWUlnHHhaQwdOoSzzj4ncw0dVqlddtuFQ478IQsHL2K/w/fFEpLf/uR31K+qw0kblx2Cw45Vsov3KVIhlogRMkPIHGuPZVgk2pNOaYa4Ecfv82PpEkUqBGXQqQIflVGKKbZj+wwvmiyhzWy1SxkIY1vIKnfY7Bidzr0/wK6v09ra+l3HtN2RFToDzYFOGwg38yqDkqkhYXX8VQS8djxKdnLa1smKCrCbc26ot0uL0kzICvGtNpdmtftA5M7Hha4CKjeIuUltIqJ0VH3OWpmyZK1GUSXK6m/Xsvpb28KywDsPQxgkRIL2uo79s5aRhSsWUdBWRLwlji7SfOP5mhHGSFLRFKlMi4jsto3pRma/Pgcj8xatSpVK03Z/ZJuwtitttKxspWVlK48U/oWT4qcwxBrqTMQrG2ppW9vO/NR8BgwbQDDTLiJpJB3R0xxrsSe8tD3haUVe4q1xVrKSDxd/gNVmMY5dqFFrnOvJujQUlEwwskE8JxgZIGTZ7RDKrPLMddlCJy7itvirbeGtprcYHB1GhVlBq6/VXq/EaVzW8VmsTq3m+tevp9Ks5GIuY7AxxAmYzwZFZ2uXNMQaqJ27ElXTmBGbDrbGZ2nTMkpfLufrkq9oV9vYc8VkxyoTFzHqlzQSGOLjz7Mf4ZDlh1FOhW3xAWpX1zJgdX+mRqYx49vpnKSfSlLrEDpJkURPGgRlEAFUp/uw85pdaJ8foTHeTDJunyeoBZ0YnKyFMCVS6CmdQGagGjnxO7H2zD1WWdu4FnMORNSIcw/b6yLOMxbxtvGPz19CUzTONy6kUlYxUB/Eq3Nf47LdLyXemkBakrpF9QhV0LCkkUbVdnVFlHYWf7oEf4WfWxI3c3LjaVRb1SRFkqgezYzBrrFl6kZe7R6Z4/YB7FpIwnJaK0Cmlk8CzIxAsLAtHYlIkla1hUqz0u4NJeyGm4qqYJmSlJKkPl6PYRqUijIUKfBjf5eZmMRTCXyaz8nqsq0tHePJ7Zm12x4T+fPTf2LpoqX8+LwLnIK22ewsgeDrGV+z98h9iTfbIlAXOmWUUVLU0RLFtlh1ZJWZ2HGBCoqTTWXYxcsca5DUM/8XkoSeYFXbKgJWgGKK8Um/U7tMR6c11YpX8WGYOqpUCWUa8m5LbivYTKHz3xde5I7bb+OaX17rLBs3biz333cvzz33ny02uO2Fbz1z2C+1H4ONITRG7UC6YreWDgA+IZl+LwgpOcYnSQqRY9H5friuojkCY32p5Vm+9H6BickH/vfWu50udHSRxiO93R47V+jUqPlNMGOdRFLWopDGfjPXMm9lczxzAPuNO5esmywm7NRrgOm+6SQU2w2RS1YQRDPxIWA3Xc02W5VCOun/hjCcdUVWEb6MWy57/ihR5r23gM/8X1DSv4SwL0xZqIzGWCNhbwgsaIm1gNeePL99dz6KV0FPGkSCET6f8xkA74c/yLNixHMtOqj25JwNRlayliEfmtQozwidxhyhAxC0QiCh2LL/drNB53ERpzTHopdt+1Kv1BNVIoStAgYYdh+nbFC0IlU7ZiYpSM1Ls1TWsCi0wDlGq9JKMpIkloqzVq1DmtIRKzERZeWsVbTMaWZJwRKOdu6hvb7dbGf+Bwv5JvAN3ozVJtv+ACBJEiOl29OdVDGT9sT2v68/ZoW6gh+U7QvYGVJaRhRm71VapDCSHWJNkQqGbhLzxWlqbUJakpSR4sPP/scP5H6OiEx0embaM0HzhmWwWFtMpVnFMGM4L696kQ/iHzG2aRy6SEMKVn5jB7A3+e3PIyLs4PBULE2yMEkgc/0pkrRnLDoi8zmbadO2zJAvEuxtciw6poGUthhqj0YolAVYIuvykc6zg8xkGwI6aUQ7ZFWrjk5at2PB0qTw48eT+TszMJB6knhbAiUkUDUV0+gYG2C7pTIFEb/6fCa7D9iLtmQbbTl/9xYWed2PMgHLWauN6bi/7Gu0LMu5Dntz0/5kpYqauY5sdpRt8XHqk9pWnsz7Z/blzSvtmK6sFagxaX8mYRGmQBZ0XO82lFoOmxmj87vf3UB7eztzZn+DEILaFTW89eYbzJkzl9vv2HK9rrYXWpQWPvV9AsDw9hEoKG6KeQahSPpEoDraYen0eewv54QeX/eO2xC5lpe2jRA6cz1zeDr05EaJotxjd6630y7anS+UZdqyvHWdxUh7VoyJDhEUV2JOXE/u9u1Km3Pc7PlNYfCZdxrQddLKCq5ojqvtdf+rrFYzE5TSmPfFl1tE05mkRMckDhCSQZozwc1loTI7XTgz6UaNiDMOM22iR/Uu9yquxPPcAlmXhiKVjDvGdFxWKVJOoG5Ihhyh06R2uK6yYwrKoCM8s0kGuffOFB3HRcBSbUnevdIzmWHZ+Ji92vbGI72s0laySu0ooZC13pVYJQSkLRiTzj3KCK9MjRlfl3sYc66l8772zwmnrpCWEX0JJcFToSf40P++k0KuotpuvqTu3NsUKfTMvkqmHhHS/izaku3MfmMu/3r734iYyPtMOj+PkZy4tKXaYgCGGcPt5pSr0nZQt7Ygb59s8LKdAGAL18I8sZwkks5alTLj0y1HqOS6fbLBvlmRYEqTRFuClvYWpzp19pnIPkdKJh5HSHuiT+cUyrOElde8Mp3TjDh7LAsTaVrEI3HaW9qRZn4cS9a1lq3xkxtf07FNN9dAh+vJlJZT0McRcrliio4AYo2sKNGzO+RngeWc2xIWes7fsJUjgoAuVuxtKbUcNlPo6LrONb+8lp3GjOWQQw7j6KOPZfROY/nFVVd36SbuYjPV+ynNahNKVKHIKqLIdV0BkNLg0EvgsLOE887p99hfXHHj++e62hjxsknHVnKP3Sn2R8AX3s9Ypi1jSWayyJKbDQYdFp3cY87TvnW+xHMtOk05lqIVWg0A07xTHctHXOmYtCxhOdfcqDTQrrSzQlvOfG0e7/vfwxQm87X5eWPLLaLpy7hAshVys5N4SIZpyhQ3LA2WZorm2RlaWctFZ8HV2dWXSyQrdOw8LYx0h+vKFn/2z2VWuW25Iceio3QIiyJZnLmHEUe85YlE0ZY3ASzJETqGMIjoHe6dIquQvrF+mMLgFf9LeftlP+siWdTRzT7zGeVaoLzSiyfzlu0IISUrzEKOCMgNRk6KDrGioqEnjTwLoCN0ZI5FJ8d1ZSTt73gPHoyUHbdjCYuUSBJvTWAkDQpkJjZMyYrS/L/l9pznsVatRRdpQlaIKquaKstu1DvPMzdPPDRkPg/Iaa1jFeHLWq1Ekkg6krm/ImPR6d51lU29lpmMJEtIZCY+LStCO2JbOsSBmhEHJmaee0bvNLF3N/F3CCZbMuWeI/tzh2utq0jJLHZcTAp2Q1FLWM6zkyuWwM4qyxMvGfGWzQ7Lji13DJ237e6ajE4CTEfP277zvr3NZgmdQw+xMyFisTjfzJrF1998QyQSwe/3c8/dd23RAW4vGMJgjmc26biOV3pc11UGUxXM7QPflitYmfoWPq/9xhxPd1MNeRskNx6mVWzZCPPs5C2FlTc5ZHnf/x7/CD3VUYY9h3jOuHLjd77V5tKutPOl9wtnWa5oyHOJaTXcVXgHH/o+yNm2Y9JqUVqcL3Bd6DwYvp+/B59CCkmNtox7Cu7kQ9/7eePKTuLFVolj0XEm8cz1Bq18i45dNM+uotwRq5I/eea6EDsT0+17oaIg0/aE51he6LjPQ42hgD2RZu9pdjuP9FBhVmSuodXZN98alv8ZLVOXOpN1q9LiTMQqKiVWKUba4EPfB05F6yzZuL4iqxi/IwZtIZNrgSq1Sp19su6pXLGYDTjubNHRkwZ2sUkPekrPuxctmcrJjkUnZTgWQVOYpFK2tSIrdLLPQ3Yi9Es/4Uy8U2wdFp3c+2QKk5qMoB6tj3auaaW6yrH+2YK6428re38qrEqnM3ZKpEhJu3CkkEomRsfsSOHOEQl2wT7ZRcwIFLuFATkBurlWkJx1uZO50envL1fYZK092eMpmQrk9nk7hJxtrenImMLqPnPJynFP5cXg0I2YW4dFx3ZLZoocinUIHToLnY5nyOzsmhL5z9h2YdG5++47+fG55+Qt22XCBD784D2GDh26RQa2PdIu7GwJDY/rusqiZv4oc/6mvFrGdeVadJxjt4q2PFfMxpA7eeVadD73fcaDBffnTa65E1FTp0rNaZHKszYkSTqTd5OSP0Hbb8cd49SF3iX7Ijt5VVgViExAZPZLMp4zSTfG7HGUBUupLrDbLqQiHbWEcsWZLnTS5LsLconq9kStSQ9Gys7EyRVsWSvIGN2u27NS7WhlkybtfLH3y9ZKyhG08Zz73FnoxJU4axU746xFaekQXFJFSdtv5LM9s7qMNytqNalRapbl3SNExzlLLXtdWqSdz8QRizKYYw3qeBs3hUkqk27vxYuRNPKelZiM2UG2qJlgYyPv+YmlO4SfntKdzyw7Pp/0E5a20Omw6HRyXXUS7Ys1u6rlvun97HR5JU5MRGnI9AxrVprynqvsM1SVCXY3hIEhMtlhua61nGBkyBc6MkdIdMThCKetQce6zD5SOO4eUxh5QqDLxC5wnkejG8HknEN0Z9HJiKDuLDrgZIgpndLHs9fR4f7KrM+ximVFkU/6UKTAErKTRSfHKtNJ6KTpeMY6W3Sg4xkzhZlnidsW2Cyhc8SRR3Peeedx3XW/RVEUrr7qF7zwwvM8+eRTnHDiSVt6jNsN7Uo7elJHkyqqohHyhnp7SL2OKixOmQknzZVoGX9z1qIT205jdDbp2JkJeH0p6+siT+isx9oBnVxX68kEAzLpwvZns672Fesjey3Vpu2isISFTibOJjPOQlmQZ9EZUTEcBYX2+qgz1twxR0VkvemsSZnESBt48dgxKSKRH8OTuVeFmUDj5RkLQ/Z6s1aSjqKQHbWSckVidgLOZaHHjjVZq6xxLDo+fBgpu4hfdy43U5jOvaiy7Mk89405u0+2t1fuuuy1FFiF+DMxOrlv4wDRjCvPK715xROz12OkDNt1JTX0pJ5nLcv2nfNID0bScJ6FrEXJL/2O66q7GB1TmF0sPEu0xUhh2e0ERJqp3k9AdAjpRqWzxasVgOqMmyt7/bpIO5ltnYORoUMkdFg7OlLP7eWKE2yctdhkg3Sz1wxkHFcdAqG74NvcMUFGyGSCfbPnyIvREdn4m1yRsj6Lji2Ucy1LMs/9ZYulvIBnOjIiISPGcv5u8tLdO7ufBCQzn7Euur5UpEnRrrRv8Ze9LcFmZV2tWrWKI486mkcf/SuzvplJfX09Pzr8SBYsWLDhnXdg2kW7/fAmJBTYKeax74l7pqfwAPe/BGCxZxkYgMeTFTrrjrnYloiLGHElhiq1dbZz2Fxq1KUkxWTme+Zt8r7ZN3tdpPOybrojVzRsjHhJiARBQl2sPxtDViRka/xkiwXa57bFTdAKOSm1FeEKQCB0QaQh4tTcyZ0so8r6nxX7Td/E4/WSTEXzrDDQNb5nuZrffiIuYhRSSB+zL5BvyVqf6wrgU+8n1Cl1LNOWUqXbE7Nf+tBThj1hr0OgtSlthK2CnPuUXxW7j9mXfmb/zLpcd2JGIFqlHXWEOrn5soLLIz3oST3PzZkQcfSU4fQRM1KGkyUFEE1matXgIZaKOzFMWTEVkAEC0i6KF83sZwnLaYUT6UaUtiqt/D34ND7pY6m2xBEOsz2zGGgMZqb3qy7b29dYlnfuFOlMjSC7AnZuMDLku30saeXVmAFQpOgSo5MN0lVR8GJ/N2UzktIibZcroKvrOCESmKrZsS7nOFmDR561yYmvyc8I60w24FiIblxXncQSnY7R+XjpTrFE63NdgS0wY2jduspzY922NTZa6AQCgbzfTdPkggsu4vrrf0txUTErVqxwtkkkvh8uh61NNtPAjFsoBYLiQBGr2rpvVrmjYGjw3ggQSYGZmS+8HvutKWp8P4SOFJJHQ3+1Wwt09wXwHVilreKegjs3q/hWdvJvV9Zv7QD72TSEgS70bq0SnVmhrqDYKukiCDaGzlav3Ak8LdK0K+0UWoV4ol6ktBDCnniiTTG7nomvq0UnItZvsUpl3vT9GUtK5y/kWKeMrWyGT8f6ju0b1Hq+9cx1fk90DkbuhCUsx6rTnglG9ko/yVT7eu91m2ijH/2d33PvU6PaAHqHhamzCDKFiUd6nTpGnS06MTOGZVp4VE+X+5G16Pilz6k5FPXkCJ1sUT7pyQR1Z4WOPWmWWqV2RpCw8o6bEHG80usEo3cmz4qWoU6t47HwX7vem8wxOrs+daHnBFpngpFFxzRnyYyYEPkWk9zYlWzMT17WkSNQbHdP9nyO0O/u7yvHfdVxHDOvInWX+JlM+ntuRlhnnOrIQmSCjfPHaafQZzqmy/WLl85B0xsSOlLIbkXdts5GC53lNUvzqiBnyTZIO+64Yx2FWVXdd8uNcDsiRcp+u47ZJfjLwxUb3mk7J63BOWeCtlKj6EX7WfJkhM73xXUFHV+8PcJmVhjNTjKd4yG6Qxc6j4cexcwJolwfr/lf4W3/m5sl7JLYRRV9MhMo28na1KQ0UmgVUmqW0pJooTRov7VH19oTbOd4HuhaRboz2bYHQPdCJ8eisVyt6XLPs1YLKSxeDryYZ9bPzUJb1ySepU1vBeygaCNlrNcC2NkFkGu1ybpysvcwd8KyhEWz0kSFWdltjA7YIlFP6vhCPtIJPU/oJUQCPaVTSKG9bzpJ0pNTWVkmMHUTzWMXE8wKzuznkk3Pz1ZFzhITcYoo3qAo3RjaOjXOTWKfO51pUSGw42nsYOTOwbqgqPmButmYkmwMTrY/VJZcARAT0Y4YlE382+zsqsrdPzd1XFp2FePuYl2y7imh2P2ycgWJzInRsaTtKutsNXJ+7hSfk7s+N5Nre2Cjhc7E3Sb15Dh2DIT9dh1rjqMN0RhcMoiPentMvU02GDlTGdmrelEyb/AR47t/Ie7ILNDmM9wzgq88MzZq+7pMP6qNQrD5b3bCtupkrQ3JTm6VRrWBIcZQyq1ymmPNjtCJr03kbZ9rSVlfajnYb9Z6yh6vnuzOopMjdLSuVqrVyip2Zjz/833Emkw7i9x9sxPShgRvnDhG2kDz2mnd64vpWp/lq3MQeLKTxaZBaaDC7GjHkxUCudsvn1FLuDxErClGLNRxL+MinikKKDDSJu0yP2U+RRI9ZeD32NaxzsHI2RYBnUVc9vNaV2+3TSEmYnmFL7NCT0e3a/sA0sRuaZI70WesIZDtZ9U14Bi6BhfLHEH0XdwzpjCdOjedrTUWFqZuYeomRtrs1pqT3S4ZTdkVmQ0LU+0kdKwOsWTRSbBkkgUUqZAm1UXM6EK3awStJ7D/+8hGC52VK7vvsOyyabSLdqKNUUplEYNKB/X2cHqd3F5XYJedzwbiJcz4ZobLu4BtpXg2+O/eHka3tOYJnfxJOGutKLcqaIo3MZwRmKZBrMGeKLsLRt6QlSAt0qyZVwcSGmsa82JSIN91tTyndUSWL71fsNCzoFshkxZp3vS/DnR1BXQmKRIYaRPNa8e+rC9ws7NbK1esNCvNTt+izuvAdq+hd3R+7ywmkyRprm2hudYWI7kWsWyMDtjWr86B7CmRomVlK+WDS4k2xkgo+a4rsN2m7/jfztsvG4TeJVNvcxC2qCzrlJFmCYt0yh6Hkbatk7k2EYm0+4R57NTzrPWysxjqbJkzhAEyX9RuDvmuqk7HEbagSmaqi5vrsKxa2J3TTTNfpAEce8Ix3HzDjRSVFvP4lMd58K4/dru/gtKlqKF9TpN6pW6dIuv7yiYFI1900YX89a9/45qrr1rvdvfce993GtT2TERpI9oUo0KWURwoodBf6HQ03xHxS8lbDwK6zqleSchjZ6IZurnNlRF32XLkWivWKXTMCuZFZwOworGWIqsUU3Rku+RlGinrf8tOixTxljhLptmVoGOBfLdoq9JKTImREHEalPquBxDdZ1RlmeGdvt7zZ0lkXWhhH3pKd9pIdEfnyTavTokwaBUtlEi75kznGJzOWUqdBVhn4RMTnSw6GaGjp/QuIjIlUiyfsYLlM1bY15SxBjUo9axRVxNVorzqf6WLO/FD3wfUaDUs1LZM0kqbaHWa6eYVRMykzhtpgyQJyPRfAltcWLqJpedXPTYxM6LIbmjb+bsnKqLoit7lWd1U8mvedBN/g0TNtm9Yh9jIq72TU83Y4/Fw7713c9sv7+DtF9/B4/V0e4y4iBMg0CVA3RnDJpax+D6wSUJn0CDbArHTmJ3WuU13cTwuHbSLCJZhEW2LQSkMLh3MrNVd62jsMKiSIc0AElEGIdXO1rAMc5srOuWy5cid4Lu4rjKBwEWyiC+XTac0VMb8RQs4luPtiSZjbreERVyJEbRCGwyg7px11jnryhAGfww/2NXUv4VJiASxphih0iCx5vh6XVe5KewpkepiSWhUGynJFNfr6rrqEGuGMLqkCufG7BjCsN0YGSxh0dTQzCB9AG1r2vPaNdhjybcEZF1XhjB4tJvA4SwJJcE85dt1rt9UWtchllsyjaXjLfEuk3lnceFYdISkXqm3RUQ3n7/MCUD+LnSuedPlPFjg1Njpvrpwfu2djlYMFRUVFBQU8MEbH5JOpUmn0t2KlpgSI8a2mR3VU2ySY+C6664H4IILLlrnvwsvvLhHBrq9kP3SyDZKHFSyY7uvUh449nw46WAvKSCgZSw6xrZXdMply5HrAuo8gcREjKRIIKQgkAry3NfPEWlrz2ybP3G95n+VD/zvdcmS6kznyblz01PIpKD3sBUxIeIs+3I5M57/mkhr+3pji9Ii1VENuZtJNtcF1PkeZjOv7HVd39xzl8VFrMvk3hRp4svnvmLlrFXdWnRy6VwTZ2uR/wx1jKm1vZWvXviaJdOWOe1CsshO4mJ9wcE9wfpSve3xdIzvo5nvM3HiRP7x96dZsXwZJ55wAjvttBPPv/IcX6yaxmszXubo044G7G4F77z9JgCfLf+Ud+e85Zzjl9dczdw5s6ipWcoTjz9GRUVHEkx93RqGDR3KKy+/yMra5eyxhx2LO3ny3rz37tvUrqjhfx99yMEHH+Ts89BDUzjvx+dy1513sHDBPOZ9O5fbb78NRemQE3369OGxx/7G0iWLWLpkEQ89NMVZd9RRRzL104+dHpm77rrrd7qnG8N3ioDo378/P9h3XyZP3puqqsoN7+DiVDxNNNhfNDt6nI6pwvSB8FWp3QIioNhZIobhWnO2Z3ILIHZ5UxY4VZuzGTzZwned39AXeObbDXM3MEF1rhcS66XJOXutdnxO2wbHnbX4dOdmaFyP0LEzr5q7XWcvyy222PXtPi7iTtBs5xidNF0zuHqD3MyrXCGYJk06rtud1DvfF7t2MJZmYmkmpmYiNbnV/uVaqbtzXeVniMED99/Hv/79b0aO2om333mHZ5/5F08/+TT7DT+QX1/yW35967Xsscck3n7nHX50+JEA7DZgEj8cdxgAl/zsIvbZZx9+dPiRjBu7M62trfzpj39wzqEoCn/4w0Pcddc9DBs+khkzvmLgwIE8+re/ccuttzFi5GhuueVW/vqXRxyPDsD111/HN7NmMXG3SZx08skcd+yxnHTSiYDtQvvPc8+wetVqdp24O5P22Iu//MW29E2atDu33vJ7rrjy5wwfMYq///0f/PMff6egoGBTP/5NYrMKBpaWlvLkE4+x55570tzcjN/vJxAI8MGHH3L55T+lubl5wwfJIRwO89BDU5gwfnxedtfRRx/FZZdeypixY4jH4vznP//hppt/j2nabyoP3H8fZ511Zt6xLrroEl548cXNuaytQjbjwGi0H+iBxQNQhYopt60maFuNrNTOZF0FNHtCM8zvX60Gl40n19XU3UTcqDTSnwGUm+XgISdNevPcBzp6XvDuhtLRe4psqwJNal1SpLujTWmjyqzuNsg5V+h0t75BqafCrFiH0OnYvnNgNuRntHUuT5ArHnSR7rUGjutyXeWWPOjqupJIzeLbn87p8fF1R9nDlU7iRbc1cjpZnN577z1effU1AE45+WRmzvya5/7zPNVmNbOmz+b1l97k+OOP54svvsw5RgfnXnQ2p51xBrW1dkuT2++4g7lzZlNaWurM088+9xwff/KJs8/ZZ5/F8//9Lx988CEAb7/zDtNnzODIIw7nTw//GYBZs2bzj3/8E4C5c7/ljTfeYJddduHZZ59j//33o6CggN/dcCNWphJ1U5Ndb+jCCy7gTw//mRkz7EzQp//+d37yk8vYf//9nOvsCTZL6Nx99520tLQyYZeJrFljp1oOGjSIW35/M/ffdy/n/vi8jT7WqFGjePyxvzF3br7vtqCggHPPOYe777mHqVOnMXjwYJ584jGampuZMuVBAKqqKjn/ggt5+eVXNucyeoXsl4bSqpDUk/g9fvoW9aW2tXYDe26fqMLiqLngWWHyqZSORUc3XYvO9kxCJJxKud0LHdsVVWHZlmJH6LCZ1gNhx+n48du9njZQKbonSYoEYVmwUaXys4KwO6vJ+lxX0FFUsLtrzbXodJcunSd0OonCXFHVW24r6OS6ynkucrOJulq6etcdbreTsAV3dzE6lrDoWCz5auZMZ92YsTtxxBGH09CYXwbixZde6nIOgOLSYqr7VPPhB/lNdQHKy8sdoTPzq5l568aOGcOhhx7CpZfkh6HMndNRJHPBwvyA8kgkQmmZHS82auRI5s6d64icXMaMGcOJJ57Arbf8Pm95rjutJ9gsobPfD37A3pP3pbGx4w9t+fLl/PwXVzFj+hfr2bMr++67Dzfd9Hui0Si77TbRWR6JRDjp5FOc3xcsWMA///VvJk/eO0foVLFy5fersnBcxDGFiSpVVjasZHjf4Yyp3mmHFToe4JHnANLsWdZh0Ukb21cdB5dOCKhVVzDEHNptfM0q1S5nMcIYSblZTlDasVudYy42hbRI45f+bmNStiYJkSBMwUb1Rcs2texOFCWUBE1qI8VWSbfWoQXafCYqu7PA0zXLKb83VlfrVm4RxGiXGJ2Ov83eFDpREXG+SxOdXFdZugtGFobCmD+MwxCWLQa3JqadeaWhbtB1BZBKdohKIQRPP/13fnHV1VSZVShSoVVpJaF0H3CdLeY7bucJrF277hpZyVS+EBYCbr3tdu6//4F175NY99+hXTh4Xevg0ksv5z/PP7/O/XuCzYrRaW1t6zaGQgixyW6rRx99jLfefnvDGwJlpaXU1XVkE5SWlvL3p59i9apa5s6ZxU033oDP51vn/l6vl3A4nPdvqyM64nRqVtUAML7v+K0/jm0ES5NMHQSflypYgF91hc6OwrPBfzMlfH+3BeRq1VoWeRaiSpXjEyeyR3pPYCMajq6HbJxOb8XnZMkG925Mn7BvPF/zXPDf/M/3Ybfrnwo+ySOhh/OESZY6tY4HCu7lq25S3xN5Qqfrvk6tIiXRJUA710LUm0JHCsmHvveZ6Z2R158t13XVORBbYlcNVgwVDBCG2Lr/EJiZOJ3uAt+tTjE6uSxYsJCJE21jQDZNvdtjZKxWLU0tNDY05hkQNoYFCxay28RN2yeXJUuXsdNOox2hlXfshQuZuInj2RJsltC5/fY7uPHGGygqKnKWVVdXc9utt3DnXXdvscHlUlFRwSmnnMKTTz7lLDvq6GM58KCDGDpsBOf++HwOPfQQbrzxhnUe4+c/u5KaZUucf3Nmf9MjY90Q2cyrutX1SGnRp7AvZaGyXhlLb5P0CE4+D87cM0BKCPxq1nXlCp3tHVOY646VEfCW/w0MYVBlVqNJjSXaYr7ybFy9mu5IOUKnd3uovet/m/f872xUPRlTmCzwLFhnIcKYEqV5M8Rfmo509c6p9vYyW8B01z4kdyy9FYicZZpvKq8FXs2z0KXzxtc1GDlLdxaVrUGr0kqz0txtZfH8rLB8qfPCCy9SUVHB766/Dq1CQRZJ9tx3D0aNGtXpGB3X9be/PspNN97IHntMwufzMWDAAI477tj1ju+pp5/mBz/4ARdffBGFhYUUFxdzyCE/pG/fjWvt9MEHH2CaFtdd91vC4TDFxcXsuece9nj+9ihnnnEGJ514IqFQkPLyco477ljCodBGHXtz2Syhc95553LccceyYP63LFo4n6VLFjHrm5kcfviP+L9rf8m3c+cw79u5zr/vSigU5OmnnuTPjzzCV191dLFduXIldXX1JJNJpk+fzg033MSpp5y8zuM8MOVBBg8Z5vwbt/OE7zy2zSHrW/YnAyxpXALAzn127pWx9DpKtgWE/atPtS1yaVfo7PC0Kq18lLFkrNRqeS74zHcqZpZ1aXRn/dia1Kv1TPNN7d3CbKLDfdWd2MzG/9R3UzwxNxg50cv3sjtyBUSqG4tOlt6q/msJi5TStf0CdIypu9IaLS0tHHf8CYzbeRyfzZjKZ3Oncv311+H1ejodo2Pf++5/gKeefpqH//Qnli1dzBuvv8ouE9Y/7y1duoyTTzmFY445mjmzv+GrGV/yk8sv79ZC0x3JZJKTTzmFsWPHMGfOLGZM/4JTTrbn5WnTPuPSSy/j8ssvZcH8eUyb+gmnnnJyl7T/Lc1mxejcfsedW3oc68Tv9/PUk08yfcYMJzZnXSxdupRwOIyqqk5mVi7pdJp0uvcn0Gy2RJlVxjerZzG8YgTj+47nw8Uf9u7AegGpZn7IZF35NNuik3KFjgswzfcpS7RFNCqN31kYpLcRi862QoNST385gIZuWjLUqDU8Fv5bt/FTBgZSWAip9Krral3kxhB1iekSdAQDb4MVgLMCx8Lqtr/kwoULOeWU07rdt7a2lvKKKkJWiEIK7arJ0uLBBx/iwQcf6naf8oqqbpd/8cWXHHXUMd2uu+KKn3VZdsONN+X9vmxZDaeddka3+7/x5pu88eab3a7rKTZL6OwyYQLTPvucmZmI8EsvuYRf/epaVq1axaWXXc7s2Vsmdc/v9/P0U0+yaPEip1jh+hgxciQ1y5d3K3K2JbL+5DKrjI/WfMCJE05kcOngHbIdhM+yePVhUGJxzvEF8GcsOimj97JiXLYt6tVuWjJsBtnifBuqoryj8O/gPwnIQJfKxwAIWK2uI9FD2OnpARnYJoWOQW6MTteg2WyczrbYzylNGl0Y3RZ53Fiy1pGervL9fWKzXFc//vG5xGK2X3fUqFFcddXPufCii3n1tde57dZbtsjAsiJnwcKF/OpXv+myftCgQVx6ySUMHDgQr9fLnnvuwe9vvomH//TwFjl/T5I1C5eZ5bQl2ljZmskwqRjRm8PqFRQFxtbBTlELBfC6Qselh/jY9z/eDLzBN96ve3so2wRpkd5gt/V17psJSO7tGJ3uyMYQpUU6r+VCFitXCGxjSCFpVBuIfoc6T9vy9fUWm2XR6dOnD8uW2c3xLrv0Ev7yl7/y7rvvMXXqNC695JItMrBjjjmaAw88gAMPPKBLPv+uE3cnFovxgx/sy89+diUFBWFqamp48MGHeOrpp7fI+XuSbOdhv/QTlEEWNiykf3F/RlaMZEbtjN4e3lYl6ZGcdjb4ZwZIrQGf6gUgZblCx2XLElWiTPduWvkLl+6JKBGKrOKNKnq4tclmXa3L2mQH66rbrRAwMtdvdBPsvKOyWUJnzZo17LzzzkSjUY488gj23GsyYFthzM0s9Pbp1Kl5Pslnn32OZ599br37nHnW2Zt1rt7GEAbtoo0iWUyZVc6ihoUcNOKgHdKiY3kEHw+E8BIPvrUCr5a16Hz3BnouLi49w8v+l6i2qlm1LvdWL5IVOJ27v2dJihQqal4a+vaEIQzq1XrMbqxZOyqbJXT+8Ic/8eorLyGE4Lbb73Bq5+wxaRLfzpu3RQe4vdKoNFJkFVNmlTG3aQ6mZVAcKKYiXEFDdCsXsepFZCbrCifryrboJE1X6Li4bKs0q02blda+NViu1vCO/y1qtBq83UxxUSVCVEa26/iV3mrLsa2yWULnqaef5sOPPsLv97Nw4UJn+bz587n88p9uscFtzzSrTQwzhlNulaObOsuaaxhePpyRFSN2KKGjItl/IfibDb6UEq9mC52EK3RcXFw2A0tYfO77DIAB9O9+o+1Y5Lh0ZbOEDsCKFSu6LFu+fPl3GsyOREeKud2deVHDIoaXD2dExUg+XTa1N4e2VfEgeeqfAHH2LAvhUe2aEClX6Li4uLi4bAE2K+vK5buTLf9eatkVkRfW25axERXDUcSO87FYKnzdF2YHVSzAo9lCJ25se9kcLi4uLi7fP3acGXUbIyt0SqwSFKlQ21pLNBUl4AmyU9XoXh7d1iPlgyMvhlNGFJASwrHoJC3XouPi4uLi8t1xhU4vERHt6CKNIhVKrVIsaTG99ksA9hq0Vy+Pbushs0+gaTe8U1W7VHLCtei4uLi4uGwBXKHTWwi7uzDAgamDQcJnNZ8DMKZ6DIX+wt4c3dYjp9eVV/OiZJRP3OzaaNDFxcXFZeN56KEp3LSeRtc7Cq7Q6UXe8b2FKUxG6aPZL70/9dF6ljUtRQiFSQO79jnZHvFZkhcfhb8vjRBWNAQCKSUJ13Xl4uLi0i1vvP4aoVCwt4fxvcEVOr3IKm0Vr/lfAWC/5AGUm+V8tty26uwzZB/8mQaX2zNCkUyqhYlJA7/qRUHBMqzttpiXi4uLy3chHA4zYcL43h7G9wpX6PQys7zfsMhjZ1ztou/K16u+piXeTHGgmJN3OamXR9fzpL1w/qlwRVUYNJ/dbM+00N3y5S4uLjswPp+Pm268gTmzv2HF8mW89+7bjB49mi8+/wyv18vymmU0NtSx2267sc/kybzy8osceOABfP7ZVGpqlqIoG57ejznmaD7+30fUrqhh6qcfc+IJJzjrssc85pijmfrpx9TULOWVl19k+LBhPXfRPYQrdLYBZnq+AmC8PgHTMHlq+tNIabFr/4nsMXCPXh5dz2Jo8NZO8H7Ah6b5UFAwDcvp1+Li4uLSEwSkJCAlSOks0zLLPDnLcrcV3Wzr3chtN5U777yD8ePHc8SRR7PTmLH86te/Yf78+Rz2o8MBGDR4COUVVcyYYfdHHD58BD+5/HLOOOMsRo8eg2Wtv5fXvvvsw/333ctNN9/MqNFjuPbaX3H77bdy0EEHOttMmDCBE44/npNOPpXx43ehrr6eu+++a5Ovpbdxhc42wGJtEXElRtAKMdwYwfLm5bwx700ATpxwAhXhil4eYc8gkWAnWSFMgU/NWHQM16Lj4uLSs3ze1MDnTQ2U5IiQ8xJxPm9q4DfRSN62H2a27ZMjHk5LJvi8qYGbou15277R3MjnTQ0MNTvaMByb2rSYw8LCQk45+SR++ctrWbFiBbFYnC+/nL7efSoqyvnNb69jydKlJJMbPt/5F5zHk08+xbvvvkc8HueTTz/lz4/8hYsuutDZJhgMct31v2P16tW0t7fzyCN/YZddJmzStWwLuEJnG8ASFrM83wC2+wrgvYXvsbhhER7VyzmTzkFV1N4cYs8g7KSrvZfBpESaoGLHJFmG6cbouLi47LAMHTIEXTdYvGTJRu8TjcXyWjJtiJEjRvx/e3cdHsX1NXD8OzNrSTYKJEBxd4rUoFB3d6Pu7a/ub92dQp0aNeoCLW2p01JooWhxd0IgEE/WZub9Y3Znd5MACQlsCOfzPDxkd2dn7k42O2fPPfde5s6dF3ff7Nmz6dqli327rKycdevW2bdLSkpJTU2t8TEaip1eAkLUr9nOWRzoH0TnUGeSjCQq1Ao+nDGGOw6/g33S9+Hknifz9dyvE93M+qWBOwRfvAdQzA3NrXWu9JBBiFBCmyaEaNwOaGJlymNn7BqdlMyHSclVPn0ODW8bmyf5xJPEl56kKmuEH5fVtMq249y1G1iiKIqV8a4Ffw2yOJWPoRt6lftia3t8vsYxn5lkdBqIfC2fzdomFFOlY6gTAMW+Yj6e8TEAQzoOoWfzHolsYr0zVetPeXEzWKZpeLQkAEJ6SBbdE0LsUhWKQoWigBL9sAmF7wsqSrXbmtVsG6jhtrWxavVqPG437du3q/JYpPZGrWOWf/78BfTtG98NtW/fvsyfv6BO+22IJNBpQBY7FgPQJdTVvm9B3gL+WP4HAOf1P4/0pPSEtG2XUMHngsOvh9Mys9CcVko0qEu3lRBi71VQUMC3347n6aefomXLliQnJ3PAAfvjdDrZsmULPp+PY485Grfbjcezc9OQvPTyy1xy8UUceughuN1uDh48mKuvvoqRL75Yz68m8STQaUCWOK1Ap1OoM5oZjdbHzx/P+qL1JLtSuO3Q2+iW3TjWwjK1cGpWBwWFJIeV0QmGJNARQuzdbr7lFtauWcvvv/3CooXzeeThh9E0DZ/PxwMPPsQDD9zPooXz6d69+07tf+7cedx08y088fhjrFyxjOeff5Z7772PadP+redXknhSo9OAbFDXU6qW4jW8tNXbssKxAgDd0Bk9dTRXHHg5zdNacNWgq5i5bibj54+nsKIwsY2ui0iYHR7IkBTuugrogcS0RwghGoiysnJuu/0Obrv9jiqPvfPOaN55Z3TcfV27VS1tuOGGm7Z7jPHjv2P8+O+qfWzylClV9rlo0SKaNsvZUdMbHMnoNCQKLI10XwXjszZby7cyfOILTFo+CTDp36o//3fkPRzf/TjcDncCGlsPNBNPED4eA6OKCkgOjzUPhCTQEUIIUT8k0GlgInU6PUO9SDXiF/YMGSG+nvs1z/8+nOX5y3FoTo7sehT3H30fp/U+jbZZbdGUPWcYuqmCYsLQVXBQMEiSZo26koyOEEKI+tIgAh2v18vo0W8zc0Z836DL5eL5555l8aIFLFm8kKeffhKHw1Hjx/dEKxzL2axtIslI4pzy83CazirbrC9azyt/vcLb/7xNflk+ya4UhnQcwk1Db+KJEx/n2sHXcEy3o+mW3a1hFy9rJgENbjhe4W5vGk5nCiAZHSGEEPUn4VFB165dGf3OW9UOabv/vnvp0qUzhxx6OKZp8Oorr/B/99zNI48+VqPH90SGYvBJ8kdcXnYlzfXmnF1+Ll8lfUGFWnU+g/kb57MwbyFds7uyX5uBdGnWhWRXCp2bdaFzs+ikT7oRosRfSomvmGJfMcX+Ekp8JfhCPoJ6AH8oQEAP4A/5CekhdFPHMA10w/rf/mcYhMwQZngmUft/TPvnWLGPx96O3Kc4QddgbFeFzGke+oUDHb/ur6ezKYQQYm+X8EDn4IMH8/DDj1JaWsqAAf3t+xVFYdiwCzj7nHPZuHEjAA88+CDjv/2Gxx5/AtM0t/v4jtb5aMiK1CI+S/qUYeUX0T7UgSvKruLT5I/ZpG2qsq1hGizMW8jCvIUA5KTm0KlpR9o36cA+6fuQ7W2GpjrISMogIyljN7+S7VvsWsQTPIYaHmHmCndd+UMS6AghhKgfCQ903n77HcBaKTVWh/btSU5OZvbsOfZ98+cvwOFw0LVrVwJ+/3YfX7hw4e55AbvIOsda3kl5k7PKzyHTyOLc8gt4M+X1ajM7sfJK8sgryWPyyikAaIqG1+Ml3ZNOqjuVdE86aZ40UtwpeBxunJoLt8ON2+HCpblwqA5UVUNTVBRFRVNU+7Ya87MSNwHWzs3uF1JCqAYM3KjhCgZxq1Y3nd+QQEcIIUT9SHigsy2ZWVmUlZURDMbPqVJYWEizZs0oLy/f7uPVBToulwuXy2Xf9nq9u6bx9WSTtom3vW9yadkVNNGbcFrFGXycPAZTqfnU4LqpU1RRRFFF0S5safWUcACkKIr9c/gBAA49aijudPjyEx/g47fw/ZLREULUBz2c2XfGfO6LPYcWrrk1dmL191gNNtCpruYDwutzhEI7fLw6N990I3feWXVOgobMp/j4IukzLi+7kg6hjpzkO5nvPOPRlcorrDQ81dXmhB8AoDRUhgmsT1WhDFyaNUzep9duzRYhhKjOpk2b8Pv9XHTRML79djz5+fkY+p5b1rA30RwOjjvuGEKhIFu2bKnTvhpsoLNlSz4pKSk4nU47a6MoCunp6WzavJlgMLDdx6szYuSLvPra6/Ztr9fLvLlzqt22IdmsbeLbpHGcWnE6fQL70sRoyh/uiazSVmIoe+4fbblejs8FJ1+eTfBDgzc81hIQvlDjWEhOCJFYoVCIJ596mmEXnM8lF1+c6OaIWgqFgox64018tVywtLIGG+isWrWagoIC+vbty/Tp0wHo1asnAGvWrMHv92/38eoEAgECgT1z6PJ85zwqlApOLz+TfUKtOD80jHK1nFnOGUx3/UuJWpLoJtZauV4OgBMXQXx2MXKFjLoSQtSTLVu28OJLL5OWlorXm4paywU2RWIYpmmv61VXDTbQARg9+l0efOA+rrzqGgxD56EHH+Tzz7/A7/fX6PHGZoVjOW95R3GQfxDdQz1INlIY7B/CQYHBLHDMZ7ZrFhu1XHzKntH1U25YgY5LcVGOD6dmFSP7dMnoCCHqj2maFBUVU1RUnOimiARo0IHOc88PJy09nT8m/obL5eL773/g/gceqPHjjVGhWsgPSd8zwfyBLqGuHBA4kDahtvQK9qZXsDcAxWoxedpG8tQ8NmubKFQKKVPLKFNKCSoNZ8FMn+7DHYQnv8kjUBzAYeigQYUhgY4QQoj6oTRpml23cuY9mNfrZdXK5bRr35HS0tJEN2entdBbsF9gf9qF2pNmbH8m5KASxK/48CsB/PjxK34Cio8gQQzFQMfAQA//bN0yMNAV6+dIgTFEaorNau+L3q70uBK9t+CgLcwbMJVlT1iPLRr2PcmOptw39n5mO2bV8awIIYQQDTyjI2omV8vlm6RxALhNN9l6DjlGDtl6DtlGNqlGKimmF4fpwGk6cZpOGsLA+r8CfzBLm8qooztSMTPAcZqboC+Ez9wzut6EEEI0fBLoNDJ+xc9axxrWUqkg2wQXblLMZFymG7fpxmW6cOPGbXpwmk40VFQ0NFNFDf+soqKZ9iOVpgYMz5MT+d+M3h87b45S5VnW7TJKCWnwV592ODY5OV5x4i/zN6juNSGEEHs2CXT2FgoE8BNQGk6hdju1HQBO00mrzDaoKPjL/ISofh4kIYQQorYk0BEJ43NUoBjQJt9HL82FYoK/NCAZHSGEEPVGAh2RMH7NhycED703EZjIqgtOC2d0JNARQghRPyTQEQnj06xutNIkq15IQcVfKjU6Qggh6o8EOiJhApqfChc8fvW5HFF6FJ1DyVYxsmR0hBBC1BM10Q0Qe6+AZi3HYWVzrNFY/jKp0RFCCFF/JNARCRPQrIDGZbrRTI2gP4QRMiSjI4QQot5IoCMSJqQFcQfhtB9/odfE1wgUlVCsFu3RK7ILIYRoWCTQEYmjgWpCj8WLaLr8TwJlFWxWNye6VUIIIRoRKUYWCWOqJkEN/jz4SLr7e+ArM9ii5Se6WUIIIRoRyeiIxFEhpMH8voOo6DkMX4VOvrol0a0SQgjRiEigIxJHsxbHcuIEwF/qZ4sqGR0hhBD1R7quRMKYKigGpBUUofk34C+tIF8CHSGEEPVIMjoicTQTTwjO/ug59vnyVEqKN1OmlCa6VUIIIRoRyejsAkaKjr9zw1klvKEyvNYw8oDiQDVVtmhbQElwo4QQQjQqEujsArrXoPxgyUzURAUwvN2NdFjXkTxtdqKbI4QQopGRQGcXUH0KrkWeRDdjj5BSlEK79e0BpD5HCCFEvZNAZxfQihyk/pKW6GbsEZymE9W0SsUk0BFCCFHfJNARCRZgX/09HKaDUTIrshBCiHrWoEddnXvuOeRvzqv230EHHcitt95S5f4bb7wh0c0WteAAuhjT6GBOoVQtTHRzhBBCNDJKk6bZZqIbURs9evTgqy8/Z99+A3j44QdZu2YtL7/y6k7ty+v1smrlctq170hpqRQPJ4LDNLm0ohyA0UnJhBQZdiWEEKL+7HFdV9dfdy3vvf8BPp+PnOwc/v77n0Q3SdRBSFF4Mzkl0c0QQgjRSDXorqvKmjdvzgknnsA777wDQJMmWTz15BOsX7eGJYsXMmLEC6Snp2/z+S6XC6/XG/dPCCGEEI3XHtV19eAD99Msuxn/+9+NAOTkZKNpDrZs2UKHDh14/rlnKSgo4IJhF1b7/DvvuJ0777yjyv3SdZVApkmmab0FCxQFpOtKCCFEPdpjAh1vSgpz5szilFNPY968+dVu061bN/7843e6dutBQUFBlcddLhculyu6T6+XeXPnSKCTQEmmydQt1mirA5o0o0ICHSGEEPVoj6nRufDCYcydO2+bQQ7AihUrUFWV9PS0agOdQCBAIBCocr90YSVOkmmiBHyA9XvQJNARQghRQzVJUuwRgY6maVx11ZXcc8+9292uS5fOlJaVkZu7sUb7jQQ48+bOqXMbRd0tTHQDhBBC7FFq0iOzRwQ6p55yCsFgkB9/+sm+LyUlmeuvu44vv/yKtevW0blzJ0a8MJx33n4Hv79mC2pu3LiRXr377pJuq0i32K7af2Mi56rm5FzVjpyvmpNzVXNyrmpuV5+rRpPRue66axj1xpuYZrScKBgM0alTJ775ZiwZGRls2JDLh2PG8NJLL9dq3xs31iz7s7NKS0vlD6GG5FzVnJyr2pHzVXNyrmpOzlXNJfJc7RGBzhFHHl3lvkAgwFVXX5OA1gghhBBiT7FHzaMjhBBCCFEbEujsIoFAgGeeebbaUV4inpyrmpNzVTtyvmpOzlXNybmquYZwrvaYeXSEEEIIIWpLMjpCCCGEaLQk0BFCCCFEoyWBjhBCCCEaLQl0hBBCCNFoSaAjhBBCiEZLAh0hhBBCNFoS6AghhBCi0ZJARwhRY0899QRjPvwg0c2oVx+N+ZAnn3wioW3I35zHsGEXJLQNQjRWEugIIWps+fIVrFixItHNAODkk0/itVdfqfN+Fi1axNo1a+qhRUKIhmiPWNRTCNEwvPnmW4lugu2Yo6su9rszHnn0sXrZjxCiYZKMjhCixl579RXGjf3Kvn3nHbcz5sMP6Lfvvnz15ResWrmceXPnMHLkCDIyMuztBg8axKpVK2jRogVvv/0mixctYOWKZbz99ps0b97c3q5169bkb85j6NChccfVNI38zXmce+45KIrCTz9O4Jxzzuass84kf3Me+Zvz6NWrZ7Vt7t69Ox+N+ZDFixawatUKJv35B7fdeov9+Pjx3/DSSyPt2ykpyTzz9FPMnz+XTXm59v7zN+fx5Ref1+p1A5x15hl8/dWXLJg/j5UrlvHtt+Po379/rc+9EGLnSKAjhKiTAQP68+KLI3n3vfc4+pjjuO/+Bzjh+ON47LFH4rbzpqTw8Udj+O233znxpFO48qqr6d2rF199+Tkul6vGxzNNk8uvuJLp02fw3Xff06//QPr1H8jixUuqbKsoCl98/imbNm3i9DPO5PjjT+SFF0awfsOGbe7/iSee4MQTT+S2W29nyNBDeX74CwA88MCD3HHnnbV+3R07dWLCjz9ywQXDOOPMs3E6nLz/3mjcbneNX7MQYudJ15UQok6aNm3K5ZdfyeQpUwBYsmQJ3bt358Jhw6ps+9lnnzFmzEcALF26lNzcXP6Y+DvHH38cY8eOq/Ex165di9/vo7y8nLVr125zu6ysLHJychjz0UfMn78AgAULFmx33yefdCIvvvQyE378EYAnn3yK0087jfSMDFasWFnr1/3UU0/H3X7ssccZO/YrOnTowMKFC2v8moUQO0cyOkKIOgkEAvbFPmLVqlVkZzdDVeM/YiZPjt9u/vwFrFmzhv79+u2Stm3ZsoXx47/jrTff4IorLic9PX2Hz9E0jbKysrj7KioqcFfKOtXmdcdau24dAFmZmTV9GUKIOpBARwhRJ1u2bKlyn2magNV1FKu0tLTKtvn5W/B6vds9RuX91Mall13Ogw89zMknnch/c2Yz/PnnyM5uts3tf/rpZy6+6EI6deyI0+nkzDPOoEuXzvwwYULcdjV53Zqmcd211zDhh+9ZvGgBa9esYsrkSTv9WoQQtSeBjhCiTiIX95rIzMqqcl/Tpk0oLCyM21fluKZygW9tmKbJ2LHjOPmU0zjm2OPo0KEDY7/+apvB0+133IlhmPz++68sWjifK6+8gksvvZypU6dV2e+OPPzwQ9x1112MHz+eYRdexBFHHs1551ft0hNC7DpSoyOE2G2GDDmY6dOn27d79epJmzZt+Pdf676ioiIA2rRuE/e8oUOGVNlXIBDEk+Sp1fEXLVrEAw8+yG+//kLTpk3ZvHlzlW0OP+wwHA6N7j16VZuBqo0jDj+MTz79hJdfedW+r13btnXapxCidiTQEULsNuefdx5b8rfw9z//0KrVPjz5xOPMmzefn37+GYCSkhL+/Xc6t9xyExtyN7B61Wp69+7NjTfegN/vj9vX4sWLOf/88xg6dCgbN25k06ZNdmYoIju7GTfddBO//fYbq1evITU1lRtuuJ6VK1eRn59fbRv79++Hz++nXbu2FBUVo+s6mzdvJhgM1vr1Llu2nKFDhnDggQewdWsB++7blwtlBmQhdivpuhJC7Db/u+EGjj76KCb88B1vjHqdOXP+48yzzkbXdXubq6+5lsWLF/PWm2/w008TOOfcs7n6mmtZtWpV3L6GvzCCqVOn8u7otxn/7TjatGld5Xjl5RVkN2vGq6+8zOS//uTTTz5CUzXOPfe8bXY9TZjwIx3ad2Di778xa+Z0/pszi3VrV/Peu6NJSUmu1eu98667WbV6NZ99+gnjvx3Hsccew5VXXcMamYlZiN1GadI0u+Yd7EIIsRMGDxrEuHFfM3C//Vm1anWim7NNp5xyMs89+wxXXnU1U6b8TSAQwO1206NHDz75eAyj3niT4eF5dYQQewbpuhJC7DZ1GT21O5x15plMnz6diRP/sO/z+/3MmjWLwsJCmjZtmsDWCSF2hgQ6QggR9t9//3Hd9ddx0YUX8s/UqeihEG3atuHCC4fRqlUrPvv0s0Q3UQhRSxLoCCFE2HPPD8cwDK655ioeffQRnE4HeXl5TJv2L8cedzxz585LdBOFELUkNTpCCCGEaLRk1JUQQgghGi0JdIQQQgjRaO31gc6O1tgRQgghxJ5rrw50vF4vq1Yul2BHCCGEaKT26kBHCCGEEI2bBDpCCCGEaLQk0BFCCCFEoyWBjhBCCCEaLQl0hBBCCNFoyRIQokHxdz8dPbM9SVOep2Ev/yiEELuWoiikpaXh9XpRG/iCuPXNME22bNmCz+er874k0BENStlhj2KmNMW98Gu0ghWJbo4QQiREkyZNGHbB+XTq1CnRTUmYUCjIqDfeZNGixXXajwQ6okExXSkAGElZEugIIfZKDoeDe+6+i9KyUt597z3y8/MxdCPRzdqtNIeD4447hquvupJ7/u++OmV2Gnygc9JJJ3LtNdfQo2cPysvK+eKLL3j4kUfRdZ0RLwxn2LAL4ra/8sqr+Xrs2MQ0VtSJCeBwWz97MhLZFCGESJjs7GzcbjevvvY6K1bsvV/4fvjhR3p070GTJk1Yv379Tu+nQQc6qampXHzRRTz73HNMmfI37dq1471332HL1q2MHPkiOTnZXHb5FXzzzbeJbqqoD6oTFKs+3nSnJ7gxQgiRGJpqfQ4GA4EEtySx9FAIoM71SQ161FVJSQlnnnU2v/8+Eb/fz+LFi/no40846KADAcjJyWHdup2P8kQDo7nsH01PWgIbIoQQorFo0IFOdZpkZZGXtwmArKwsPvzgfTasX8v8ef/x8EMP4na7t/lcl8uF1+uN+ycaDtMR/d0Z7ozENUQIIUSj0aC7ripr1qwZZ599NhcMuxCAE086hWAwQFFRMb169eKlF0fgcru5557/q/b5N990I3feecfubLKoBVMyOkIIIerZHpPRSUlJ5oP33+P1UaOYOXMmAOvWrSMvbxM+n4/p06fz4IMPc87ZZ21zHyNGvki79h3tf716991dzRc1oUUzOlKjI4QQoj7sEYGOx+Ph/ffeY/qMGYwc+eI2t1uxYgVerxdN06p9PBAIUFpaGvdPNBzxGR0JdIQQYk90+OGHsXrVSpSYIuJu3bqRvzmPrKys3d6eBt915fF4+OD991i6bCn33Xf/drft3KULq1avRtf13dQ6Ua/ianQk0BFCiAgTwJmcmIMHy2s1U33v3r1ZtGgRpmlG7+vVk9zcXLZu3Vr/7duBBh3oRIKcxUuWVAly2rZty3HHHsv3P/zAxo0b6ddvXx595GFeeeWVBLVW1JUZ13UlNTpCCGFzJrP15pUJOXTWiPYQLK/x9r179WL+/Plx9/Xs2ZN54fvee3c0gwcP4s9Jk7jssivqta3VadBdVyeffBKHHXYo11x9Ffmb8+L+ZWVlMWTIwfw44QdWLF/K8889y4svvsTod99LdLPFzorruspIXDuEEELstN69ezF/wYK4+3r16sX8+dZ9b7zxJtdff8Nua0+Dzuh89tnnfPbZ59t8PDL6SjQOpiMm0JGMjhBCRAXLrcxKgo5dU8nJybRr1y4uo6MoCr1792LMmI8AmDxlCoMHDar3Zm5Lgw50xF6mUteViYKCuZ0nCCHE3kGBWgUcidKmTRs0TWPp0mX2fYcffhhNmjSxu652twbddSX2LrGjrlA1e4FPIYQQe4aCgq0YhkG/fvsCMGDAAJ568kkqKipYvnx5QtokGR3RcDjiZ7U2PRkQkCkAhBBiT5GXt4knn3qa1159hdLSUv6aPJlvvv2WoUMOxjASswK7BDqiwYgddQVSpyOEEHuiF14YwQsvjEh0M2wS6IiGI7brCpkdWQghGqMvv/icnj17kJyczH9zZnHZ5Vcyffr0XXY8CXREg1EloyNDzIUQotE548xtL9W0K0gxsmg4KmV0DOm6EkIIUUcS6IgGI3YeHZD1roQQQtSdBDqiwTA1T/xtCXSEEELUkQQ6ouGonNGRYmQhhBB1JIGOaDDsCQODFdZtqdERQghRRxLoiIYjPOpKLdsMgCGjroQQQtSRBDqiwYhkdNRyK9CRjI4QQoi6kkBHNBzhQEcJZ3SkGFkIIURdSaAjGgzTYY26Uss3WbelGFkIIUQdSaAjGo5I11WZFegYktERQghRRxLoiAbDrtEJd13h8mKqskqJEEKInSeBjmg4HNaoK6UsD4wQAEZy00S2SAghRC0dfvhhrF61EkVR7Pu6detG/uY8srKydnt7Gnygc9JJJ/L9d+NZtWoFC+bP45GHH0LTNAAyMjJ46603WLF8KfPn/ccdt9+W4NaKuohkdJSgD7U0DwDD2yKRTRJCCFFLvXv3ZtGiRZimGb2vV09yc3PZunXrbm9Pg+4XSE1N5eKLLuLZ555jypS/adeuHe+9+w5btm5l5MgXGfHCcHRDZ8DA/cnISGf0O++Qn5/P6HffS3TTxc6IBDp6ALV0I0baPhipzWFjgtslhBAJZgJ4khNzcF85yo63svXu1Yv58+fH3dezZ0/mzZ9Py5Ytee3Vl2natCmhkM7zw4fzzTff1m97K2nQgU5JSQlnnnW2fXvx4sV89PEnDBp0EGPGfMRxxx1L3337U1BQQEFBAU8//Qz33fd/EujsoSKjrtD9qKW5gGR0hBACAE8yW6esTMihswa1B195jbfv3bsXb7z5Vtx9vXr1YvacOeh6iHvvu5958+aTnd2MX3/5mV9++ZXy8prvv7YafNdVZU2yssjL20SvXj3Jy8tj48bo1/0ZM2fQuXNnvF5vtc91uVx4vd64f6IBiWR0Qn7puhJCiD1QcnIy7dq1i8voKIpC7969mD9vPnl5m5g3z3ps06bNbNmylYyMjF3apgad0amsWbNmnH322Vww7ELatW3L1q0FcY9v3VqAqqo0a9aU0tLSKs+/+aYbufPOO3ZXc0Ut2Wtd6QHUEiujY3pzEtgiIYRoIHzlVmYlQceuqTZt2qBpGkuXLrPvO/zww2jSpAnzKnVn9e3TB03T2LBhQ701tTr1Fug0z8lh/wP2p3nz5mRlZVFYUEheXh7/Tp/OunXr6rz/lJRkPnj/PV4fNYqZM2fStk2bKttEKrxDIb3afYwY+SKvvva6fdvr9TJv7pw6t03Uk/BaV0ps11WqZHSEEEKBWgUciVJQsBXDMOjXb19++eVXBgwYwFNPPklFRQXLly+3t8vIyOCVV17illt3/SCiOgU6iqJw4bBhXHzxhXTv3p3ly1ewceNGtmzZQsa+fcnOzqZb164sXrKE99//gPfeex/DMGp9HI/Hw/vvvcf0GTMYOfJFAPK3bCErKzNuuybhYWubN2+udj+BQIBAIFDr44vdIy6jU2p1SRre5glskRBCiNrIy9vEk089zWuvvkJpaSl/TZ7MN99+y9AhB9vXf5fLxQfvv8vIF1/i33+n7/I21SnQ+enHHyguLuH110fxy6+/UVBQUGWb1NRUjjziCC677BLOP+9cjjr62Fodw+Px8MH777F02VLuu+9++/45c+bQrFkzmufksDHPqufoP6A/a9aswefz1eVliQQwITqPTkzXldToCCHEnuWFF0bwwgsjtvn4yy+9yKRJf/H551/slvbUKdB56uln+PXX37a7TUlJCV+PHcvXY8dy3HHH1Wr/kSBn8ZIlcUEOQHFxMV9+9RWPP/EYt99+J2lpadx15528/8GHtX4dogEId1sBEPKhBq0UrelOxXSmoATLEtQwIYQQ9eWAA/bn1FNPYf6CBRx3vBUTXHfd/1i4cOEuO2adAp0dBTmV/fDDD7Xa/uSTT+Kwww7lsMMO5Zqrr4p7rF//gdx119089+yzzJg+jVAoxGeffc6LL75Uq2OIhsHutsLK6Ch6AMVfjOlOw/A2RytYvp1nCyGE2BNMnTqN7Jzdm6nfqUDH4/GQkZERN7QboGvXrixevLheGgbw2Wef89lnn293m2uvu77ejicSKNxtRV8oGf4OqbdejFqSi+5Ow0htIYGOEEKInVLreXROOulEpk39m48/HsMfE3+nf//+9mOvvfpyvTZO7D3sjE4nk+CQo9A7dZeCZCGEEHVW64zOrbfewhFHHs3mzZvp26cPL7/8EiNGjOTLr74CpTaTRAsRIxLohN+RRpPsmEBHCpKFEELsnFoHOk6Hwx6+Pee//zjp5FN4/73RtG/fDmIW8BKiNkzNbU0UoVrBstEsB3VrONCRuXSEEELspFp3XeXnb6FHjx727cLCQs4482y6dOkSd78QteJwx4XdVkYnMsRcuq6EEELsnFoHOtdedz35+fET8gWDQa66+hpOPuXU+mqX2MuYmgu0mNtNc1BLpEZHCLH3McK9I5pjj1qlqd6pmhWiGHXsLap1oJObm8umTdXPPDxt2r91aozYi2nuuEDHaCoZHSHE3qmgYCsAnTp2SHBLEqtp06YAlJaW1Gk/9RIupqQkc9lll9GrZ09SUlKqPD7swovq4zCiEauc0TGaZKOUbbJ+TmmGSXitFyGEaOTKyyuYMmUKJ59yMgDLlq9AD4US3Krdy+lycfJJJ7F02VKKixtAoPPKyy/TpUtnvv56LGVlMoOt2AmVa3Sa5qCW51s3NBemOx3FX5SYtgkhxG72yaefAXDKKackuCWJ4/f7efGllzHr2HVVL4HO0KFDGHzwUHJzc+tjd2IvVCWj0zQb9ACKrwjTk46Z3BQk0BFC7CVM0+TjTz5l7LhvyMrKQt3Lpm/RdZ1NmzcTqodMVr0EOkVFRQSDwfrYldhbOeJrdEhKxkzxopTnY3rSMZKbyuzIQoi9TkVFBevXr090M/ZotS5Grs7IkS/y3LPP0L59O5S9LOoU9cOsVIwMYDbJRi23Ct+NlKYJaJUQQog9Xb1kdGbNms0dd9zOP39PibtfURRM0ySnecv6OIxoxEzNVeXdGFunYyY3S0CrhBBC7OnqJdAZOXIEEyf+wfsffEBhodRRiJ1QqUYHrDodJRzoGMmS0dmb6ZkdUUtzUYLliW6KEGIPUy+BTocO7Tnp5FMoKanbEDCx96qu68pomoO6WgKdvV2o+b4UXfgjriXfkTruskQ3Rwixh6mXGp05c+bQooWsRyTqwFFN11WTbNQyq0bHTJGuq71VqElXAAIdjsB0eBLcGiHEnqZeMjrDXxjB22+9yYdjxrB61WpCevxwsF9++bU+DiMasWqLkZtmo5TPBiSjszczk7OsHxwegvvsj2v1n4ltkBBij1Ivgc5zzz4LwFVXXlnlMdM0GfjL/vVxGNGYxQQ6SsEWzMwmccXIEujsvQxPlv1zsO1QCXSEELVSL4HOgIH71cduxF7MdESLkdX1a9Azm1jrXUW6rmTU1V7LTMq0fw62HZrAltQf0+EhlNMHx4bpKKaR6OYI0ajVS42OEHUWk9HR1q8G4kddmZ50awi62OuYSdGMjp7TGyPm9p6qfNDtFJ//Lf4eZyW6KdtkolB+0K0E2h2W6KYIUSd7xKKeXq+Xl14aSd8+feg/IJo9uvXWW/i/e+6O2/aRRx/jxRdfqtPxxO4XO49OJNAxM5uCXg56EDQnRlITtFJZZmRvY8RkdFBUis/4CDMlm5QJN1fbjeXrdymm6iJpxqjd2Mra0bN7Wf836wZYbQ60HUrqt9eg6P6EtSvUpCumKwVn7kxCLQdQcfBdqIVrcL0pWXux52rwi3p27dqV0e+8xfz5C6o8lpOTzUMPPczLr7xar8cUCRAzj46atwF8FeBJwsxpaS0DkdrCGnklgc5eJ5LR0TYvQG/WA71FPwB8A66qEuiYzmTKjngCFBX3/E9RfYW7u7k2I7kZSrCs2rl/jFRrElXDa41WLT/gJszUFgRbD8K16vfd2s4IE4Xic7/CdKWS+VofjIx2VhvT9sFUHShG/a+erWd2INh6MO65H6GYer3vX9QPE9iT1zxo8It6HnzwYB5++FFKS0sZMKB/3GM52Tn8/fc/9X5MsfuZDk/03VhRjpa7Fr19F4yWrVHLN6OntpCC5L1UpKsqacpz+PpfiVqaR6D7qQTbDMZ0eFBCPntbPXUfUKweeSMlJ2GBjuHJoODKqWgFy8l4/6i4x0xAT2tlbefNwVQdmN4cAPSsjpCoQCe5qbV4LqBndUJPa209oGoYqS3RitbU+zHLjniCYPvDUEs34lrxc73vP5apaLslmCobci+KESB58rO7/Fi7g57ViaJzviRp2qsNOku6PfVSo7MrF/V8++13+PGnn6p9rEmTLJ568gnWr1vDksULGTHiBdLT07e5L5fLhdfrjfsnGoiYjI7i96FuWAuA3rK1jLzai5mA6bG6rhy5s0j/5FS8469GLV4PzmSCrQfHbW+kRufzMlOyd2dT4+hNOoMrBT27F6YSP2+C6ckAl9XFb3ibY3ib28GZntlhdzfVFskyARjpbTHSW0dvhwOz7TGhymvdkcjr1dPb1Op5tRVs0Z+tNy6jYr9rq33cJDzFRR0ZKdn4DryRikG3Y7iqXl9CTbpQcvJbhJp2r/OxdpdA20Mwvc0JdD2x2seDrQ6i4oAbMRtwzmePXtTziiuv4vAjjqJDx86ccurpdOncmVdfeXmb2998042sWrnc/jdv7pzd1laxfWZsoOOrsAMdo0XraEGyTBq41zFdqaA5AVArCgArhe5c8QtgTSIYy0jdJ/pzDd4vhjudYKuDMOupvfZ+veGgQVHtLIn9WFpMG73N4wOMrE713JKa09Oi7dAz2sYFN3paK4ykJpQd+hChJl2qfX7J6R9SeNW/1V7gq2NivX7AzmgBmIpK6dHPUT74jp14FdULthkCrmQCHY6q9vGSU0dTcO0cjKQmdTpObMAW6ZaM5et3KYGuJ+Hrd2mdjlNbekZbis4du83Xvz1G+H1hpORU+3jpMc9TPvReQq0OqFMbd6V6CXRmzZrNfvsN5J+/p7Axdz15GzeQt3EDm/Jyydu4oT4OUa28vE1s2LABv9/PwoULufW22znqqCPJzMysdvsRI1+kXfuO9r9evfvusraJWoqdR8fvQ4vN6ISHmEtGZ+9jj7gKlqOEKuz7XSusSUiDHY6KC1JiMzpGDaYkKDvqGYrPG0uw3aH10dzq2+HNqfRYNNDBmYzetJt9M7EZnZgALKMtemxGJ701vr4X4tvvWioOvKnKc03NRbD94Rhp+xBqOaBGxzOTmoDDyqIYMdm3UPN++PteaGVF3Gk7+3LiRIJLI611lcdMFILtD8dMyiRYx4u1kd42+nNq1UBHD8/yXZvfs57eloIr/q5TcOTvdhqh1gfh63dJrZ8bCdqNlOwqXwhMRxJGZnvr8fSq57ahaFSLeq5YsQJVVUlPT6OgoKDK44FAgEAgkICWiR2JnUcHXwVqbjij07I1jvKF1s8S6Ox1InPoqBVb4+53rpkEIR9GRhv0rM44ti4Fap/RCeWERz9l94ZVE6PHVTRQVBRj57rk4wKdSl1osRkdgFCLaO2hkd66St3R7hKbWdIz2sefy7TWmOHuNr2arJOe3hZU6w9Yb9YTVv1Rg+M1j/4c87sKtR4U3W9OH9Q1f9XiVWzjWHag07JKrY6Rtg+ElxbRm3WHpd/v9HHiMzrNqz4ePneR4KAmAh2PxsjsgK/nOXhmjbbvD7boT6DbqST/9TRKsIzyg25Fz2yP9/sbUSqFJNHC8vhgxPBkYKS1wrFp3jaPH8no4EzCdKeh+ItjXk/HaE1cNRmshqJRLerZpUtnSsvKyM3dmNB2iJ2gOnfcdSWTBu51IoXISkX8FxclWI5z7RSC7Q8n2PHImEAnpkZnB4GxiWJ/8OsZ0W/ipuai8LK/UPzFpH9wzE4VsMZ+6FdO+eup2w50wPq279hcdZTprhYb6IRy+tjZFgh3XYXPrZHZscoonNgLd6hZj5odzxvTZRcTDAbbRAOdUE4fnDsZ6ISye6FUbEUr2YCRGu6GUx0YqS3QitfZ28VmV/Qatn1b4uqaKl34DXea3UVnpLWqcUCrNwkHRzHvUYCKwXcQbH842pYluOd9SsWg20B1oE8fVSVw0cO/Hz29ddzvruyY4QS6nEDap2daXx6qe01xv6cc1NhAJ5yhAtCrCewaij12Uc+UlGTuvON2OnbogMvlomfPHox4YTjvvP0Ofn/i5qEQO8fUnHbYHdt1ZWS3QAkUWj8n163/XOx5tpXRAXCunAhAcJ8D7ftqk9ExvDn2xVwPf+MF0DM7Wl03Ob0Jthlc5XmhJl0oOXEUembHbe87tu7GWzmjE1/YqzftGn97N3ZfVfS7nMLLJoUDmWibcSbFtymrE0a4XaY7tcqXDj0m0NGze9bo2PEZHSsAMFUHwX2i3UehnL6YjiTKDn2QYMuBNXtRgL/7GRRd/CslZ35i7T+2LqrS+a9tkKZntKfsiCfQw4FMqFkPfL3OtUbTxWZ0UuMv/Hql2qbY95wJmKrTvh3ocJT9evWsztY2SVlxXXmR35fepIu1L9UR3r6ajFvkPeVMjvvdBcNBtq/X2dW+VhMl7nVULvCPfU3VddU1FHvsop7BYIhOnTrxzTdjycjIYMOGXD4cM4aXXtp2MbJowGIyOvgqULZutufSwWvNiGy6UhPXPrHTjKQm1nwyO9EdEykOrZzRAXBsnAlAqHm01m5HNTqBtkMpOf0DvBNuQY35Vh9XWxFzAQp0P73KXD0VB9xIoPupmMlZpH1W/czG8V1XlWt0rAuU4i/BdEff00rFVsykLDuAMpKbUXTBeJxrpuD98RZ7O9ORhJ7ZHm3zgrisStkhDxBqdSCeGW/gWjQurvsi1LQ7JWd8iHPNZJL/eBS13Kp78/c+F71JFwKdT4gPdMLU4nVW9qHSRUzPbI+e2Y7SE14l5Zd74rMiWZ0xNReKvv0ygdhMgZncFFNRCTXf1x6RBhBq3gdfv0vx7XcdwTZDyHj/yLh9VM4smYpGsMMRlB43wmpL067oaa3izrOR3hrWRacliW27kdEO05lc7dxHEeWDbyfQ40yrm+jbqyk++3PM5KZoxeu3m9GJBCzRY7WH/EWYzhSKz/wYPbMjGe8cjOnwUHLaeyjBMjJf7h4XuBjpbVE3zQ3vv3l4vx3jitj1rPD7JyXHqm0zjbgARU+3puwwHR779xrsdGy1vzMzpak1ItZ+TfHv5VDTmECnsXdd7Y5FPSdPmRI3K3IgEOCqq6+p835Fw2A44oeXK2DPpWM2sT6kJNBJHD2jHWppXlxB8Da39bYA1YFWvBY9vQ2Fl03CuepP0r6+0N7GVJ2E9tkfx9opKJgEWw/G1/9ygi0HoPoKSfvsLNSyTfbQcsVXNaPj2DQfDB0ztQVGSjZKoAzTE51eonJtDFiBCw4P/u6n4140NrptzKR4ekb0W3mg8/GYP98ZdwEIhTMOwbZDCTXfF8fG2XHHMBU1rj6j8rfgSHbBsXFW3NpdzjWTCXQ9CSN8ofL3PBMjox3+1Jak/HI3pieD0qOeItjuMHAm4Zn5Nim//p91DEcSvoHXgKpR2nIUjn0vIe2L8+zfV6DriRhprfD3OodAp2NJ++wsHHlz7K67UIv+dnCmlOVbFzjAsf5fAt7mdrYgQs/sSLDtEIz0Nvj6XhSfAdKc6E27Eeh0HKY7Fce6qbhW/oYSjJ9MNi4DoGqYSU3s+hzHmsmE2gy2alP6Wu8bPbsnhifDnhup/KBb8A24mrRPTsORv5Cywx+3tnXEDxMPto9fwkJPa02o+b5UDLiSlIkPxWfmFJVQ026E2hyM4W2OtnE2rhW/xGUUQ+FMS7D94ZSc/oHdRRpsPSg+oxgZUaY6wNCtKQfizmF7TNVJyamj7RFLoRb9wAhZ58OdRqjVgXEj0vSMtjg2zbWCFE+GdV9WZzu4sfbbCd3bgsLLJ+PIX0jKz3fFn/e01pA706qrCjPdaQTbHlJlLiOjUjdr5b+puIxO+PUG2g5F0QM41zWcOe7qpetqwMD9tvlv4H6ycrmoAWf0g1TxWd/87TqdJtbFznTLvEeJ4O95FoVXTqX0uJE73FbP7EDRZZMouuhnTEcSoRYDwOEh2OnouA/JsiMeo/jcr/CHL2Klx40g0OUETG9z9KbdKDnlHUzNZS//UF3XlRIsR9ti1eaEcvqiV8pImMlNq8ztEcrpbbWzWY/4uVtUze7SiOtS8KQTbB8dwq57m2PEBEIVB9xYpV1mcrO4wMDw5mACgfaHW8Wf4W++jvXT454XqZGIXLT83U6zHtBchLJ74tv3EoKdj7eDCl//y/H1Otd6Xc16WMXAgTIIlBJqfRBlRz1l53RCOeGsVzgY9PW/DMOVancNBtsfZrVZD+LYEG2XVrgKtaTqRLDWjMZWUBJq0R89I9z9EygFoHzIPVQMuhXfgCspPeUtCi/7s0rXU+WuDiOlmd1V6FoyHjU8QWGkywxFJdTK6qYMZfeiYtAdmEmZBLqejOlMwdf/MivICZThWvAFjjWTrSa1Pzz+OGmtKT/4bgI9zqRi4LXRbreAlcXxDbyG8qH34ut/OWXHv0ThpZPs12okN43L+EXaA1YwGZkKIfL69Ix2bL1xKWXHvmAHBUrZJvsclh/6EMF2h0TPa0b7uP37e8ZnDO2i4pgsoZHemlCzaHehntWBUJvB4Eoh1HKg3fbo9m3i9hVt/0lUplf+HXlzMNzp+LudhulMsbJSYWZKNkZyM0rOGEPx2Z9vczh6ItQp0Pn6qy8555yzSUpK2vHGQmyPK+ZbmN/6FhoJdMzscFGpwyMLe9YDE6gYeDWFl0y0ugq2I9SsB6VHPWP9vINhw6bmpuSkN6wajqRM9Mz2can8QMdjAGukh7/nOdZ9HY5ET21pffgaIbxjL0XxFRLaZz/KjnjcHl5eXdcVgCNvttW25n3t0SHq1uXWg5rT/tZrtc9lF08aaftEL/5hkYLkyAVAKc0D4usXQvvsH35sI5gGgS4n4O9+elxAVTngMlKyCXQ5gZIzP6bo/PFWQKIH0MJdENaOfTjW/2s9P7OD9S+mSy7UvJ8dBCT/9gBJk63fSdlRTxNq2g29eR8AnGunkPbVRWDo+Hudi7/vhZhEu/c8/31oHyP2dxPJhKmlG9EKV9j3q0Vr47r4tDyrzcEOR9jdHmZKM3tfruVWRiAYDi4cayajFq3FSGtF8Xnj8Hc7NXpeKhfrprYk2HL/8Ov4G0fef1QWbD0IE4Wyo562R3mFWvSz3seKilq8nqyRHUn97noc4fNrZ83Cq8Trme0I7mP1DgQ7HmV3W7pWhudm6naK1fb1/6JuXYaZ0pTisz/H3/0Mu3BcLVqD4rNGGGv5i639RgKZcLGumdyMQOfjwJmMv/d59nvHtcyaADeU3Qtf7/OtfeTOss5BZoe4QNvfJT74sN+jsV1IikqwQzSY07M62bU3AP7eF8TvIz2+AF8tXm+97k7HWjPUx6ia0cmhYvAdlJ70OsWnfwCqhuIvsbNQwXaHhCd/deHrO4yGok6BzpgxH3HGGaczf95/vPrKyxxyyNAdP0mI6rjD34D9fhTT+h4aLUiOmUyshpORNXSGJwPfvhdX+WDZ1UzNTemJr1N+2CPozbrHXXiq27bk5LfAmQxYF6LtBZrlQ+9FD2dMwKoniJ2LJdDJCnT8vc6xsxKhffazLwDapvm4l36P99urre36XmTPMVNdRgdA22hdDEPN97VrPrTCVXZgFFuQrDfpGveNO9gu/Hll6HZ7ATulnzTVWhw42Pl4KgZeHW6v1Vb3ku9wLfoGgNITX6Poop/tmqBI8WYkUDJScgiFZ3A2wt0XakluXKZELclFK1gBpoGZlEXp0c/Fvc5Qm8FWtwbgWjaBpCnDca783eqG63WOHbQ58ubiXDuZ5EmPA1B+yAMYGW2t7jMjhGux1WY9s0O1c8qoJRvQCldHbxfHBzquJeOt51dTcKz4i3HG1DMp/mJSx15C+ruH4lo0DlQH5UPvxYwMRw4HSpHMTbD1IHAlQ6AULX+R/bsFcC3+1t7G3+cCq/sovPZWqEU/Owh35M6wa5O0/CXhJ1ufGdqm+db2Lfez79ObdLHeE8EKnCt+i74YI4R3/DVkvHckrgVfgOqg7NAH7Hl2nKv/IuXHW3Cu+IXUry60s0EA2sY51kLEqhY3QV8kmHQt/9E6dot+4EpGLViJ578x1n2Z7eIzLeF6pUhQZWd0Ko1wig3ocXkJhv/WILpwrFoYzpCF/yYj+3It+hq1eD2mJ936ohKbjbS7M8NzmaXk2EFiKBx4a1sWo4bf67HZM1/fi6zlTaifWafrok6BzhdffsnZZ5/LoEEHs3DhQh595BHmzJ7J/fffR+fOnXe8AyEinNYFSPFHC1ajc+m0slLy7Fl1OqGm3eP6wWOVD76TsqOewde/al3bjpia20odO8LBQpMu+PpeWKMp2Cv2u5ZA99Ps25FCx0DHYyg7/LG4At5g60EYWR2tD7lAOSgqRlorDFcqFf0uJxQztNRUHXYthVoUnuwxo03cxTTYdgiGy4tv30uiz0vKwt/7PACc4S4T16qJODbMsPYRHpGkbCPQceRZs5vHZXRKcu1i29gRJqGYIMw6oBXAOTbOCbe3rVVfE8lOLP2e5D/DAcNhj+DreTbBcKDjWDcV74+3kDT5GRRfEXpOb8qH3gtEi2wj+8XhrrJUhVq8DrU0Og2GWrIBJeTDPecDq62RLpwFXwLWt200l5VhKVqNgok7fHEMtj/CGg4OdhbEM+1V1JINmO40Kva/AQAtfxGOzQvD56UpoWqCFbUkF7VwlX1bK1obHYpthHAtmxD/BD06z5BasMKqmwrzzHwb1V+MGijF+8ONKBUFGOltCLY9BNOZghkeQRRpc6SL0LFpHgomjo1WlkPxF5P8xyPW4bJ7Un7oQwAkT3oCghWYngz8Pc6wnps7M9r2LYvjmupcNzX8gJPKtMJVODZH2+5a/C1a8TqUUAXeH25GKduM6W1uv3cdG6bjXvIdaV9egFa02m5rZF9qmXXhj+3aAisz6Vg/Le4+98IvrSCXcDavUpcSgDM8x5Oebj22rW4hJRw8V7dkh3P1H+F9WF1XkYyOVrAS7/f/g2AFwU7HUHr8KzHBaKSebHZ4v/ugV1q+QstfYr+XYyfeNL3NKTv8MYou/pXyIfdU297dpV5qdDbm5fHSy68w9JBDueiiS/B4PHwzbiw//zSBK664vD4OIRoxU1HBGa5Ejg10YufSCVhzNO0pdTp6akuKhv1A8Xlj7Q+NWJGCxtgRQzVVHk4dVxx4MwBlx46k7OjnCHSx1qIJth5EoN1h1T43EM7guBZ+bbUzXP9Qdvhj+AZcSeElvxEIp/rtVPvKX9GKVlnbZ7Sj4sCbKD/yCYounUjJiaMwncmEsnuDMxmlYiuucJGvHpvRMXRweCg9aRRGZgcUfzGODdZFKfLhGHsBcC6PL4rcVkbHKkgOYaZkW/VAgFqyPuYbaEygk21NDkilkSWR2hgjo5018khzQciPWpqLZ+qLeP59LXyeX0AP78OxfhpKsJzkKc+T+oVVJ+PvfZ6VWQp/C9YKV6KEC2cj36ojt9WS9VYwFu5OUUus7oOUn+8i6Z9wLVSgjORJT4ZPgPX34Vw7xQ5nnav/ACNkjSxqZl18tHDgp2DiWvqD3S6wAi8lWGZnmuzakJgRRmrJ+mhGxzRQSzbYGR1t6zK0rcvsTAqAe+FX9s9awSq0/EUoZZtRKrbimfGG/ZgS8uGe/7nVnr4XRjMF/mLUgpVx58gR7h5zrp5E0pTheL/7H1rRGtQtS60lNdypONZPw/Pva3b3VCTzFwmQAbQtS4jlyJ0RF5hF3iNW21dY24dHBiaFf+cAihHEPc8aph7JBDlyo8exbscEWEVrokFs+PemhedF0rYuRfUVxgXu7gVfoYYDHSO9TUy9U/T34gzPBB4pmre7rmIDzaK1cfPnKL4i+/0F4AxP4miktcJEsb+EaYWrca6dQuq4y0EPEOh+KmVHPxceWh6uJ9sY6VprH66DKrePbWV0rADLDE8BooUDan+/S9Gze+Hvflqt10GrT3UKdG688Qb69ukTd9+c//7j3nvvo1fvPgwfPoJBgw6qUwPFXqDSZIER2kbrA9Zo1hyC4UDHVT9Twu9qgU7HgTMJI7Vl3BT/YI04ilyYIhmLiv5XUHzGRxjubS9KC1Z9TSSgCbQ7BMPltYOlYNsh1lDVMz6i5Iwx0dWnw/SsTtZx9SBJ/4wArEnIrAJL61uemZJNyekfoqe2tNP0jvX/2t/yjYy20QnuFJVA91OpGHgNoVb729tq4QuXkdnezuhEMgHBDtbwYPesd3FWWqU7UqMC0fR+xLZqdJRQhX0RCYbXvbIyOtYkk3qTLhSd9w3lg263u9VcsUFUsNwuvtXT29rpfLVoDYppoADJEx+2LnSqA1QNtWgNWmm028mZOxPX/M8AK2CMfJtWSzbYKf3IsbzfXImWvxj3gi9RjJB9sdXC38QVTJInPUHap2eS/unpaMVr7YsggGPtFPtn1V+MI5KlUFSUsnzUkuiSO64l34U3tLoiIt/KI9mDSGAYWU7DbnPhStyz3yVpynMouh/nil/RNi/AM/tdFCNkdzUR8uOZ+Zb9XK1gBYruJ/39I0l/97Aqwak7XB8U6HSMXRumlmxADRfn2vsJBzoKJsmTn7bfC861VnExgXK839+AYho4cqOZFIyQHSRFzo8S2z1YuDru/CT9/UL0sYIVKCEfqWMvxTvuCjtTGOH57wP7Z8VfUiWIcsYUcKtFa+O7JQtXk/LrvRAot7v+tIJV1v8bZ6MVLLcCo2CF9btyJYOhx42Acq6dYgWk4aL5SNdVXCapYDlawXL7tmP9NLu7zt5H+AuH4W1uFyVH/rZdK3/FO/5aq76rzwWUH/qgPeWAI3d23Ot1bJxF8p+PoRauwrX0B9SS+El6U379P5SyTajF60n+4xEyRh+yW1aO35Y6BTqDBw9i3LivWbJ4Ie+88xaXXHwR7du3A0DXdX6YMIHLLruiPtopGjFTqz7QUbZshmAANA3FaU0CGTsfRkMW7Hys/XPlxe70pl3tuSn0zA6YmpuKQbcR7HAE/h0U8OlZne0JzvSc3ta38vC3xmDrQQRbDrDqX1SNQOfj457rDwdIztV/ouUvskbIqA6rYBKrKFHLnQUON4Hup9s1IY710+xv+XpGOztIc89+D4BAlxPs7I9z/VS0Imtba8SVG4wQSZOeRN26DOeqP/B+dx3Jk57AsX6q3Ta1ZIOd1QDrG3BsbYhasWWb5yRl4iNVshKR9dF8/a8g1OoAKgbfYQdo7nmfRo9TtDYuiIt0G0ReA1gX3JQJt+JcFr7grq46U2/yn49DoIzQPvvZ510tyY3LGjg2zce1+k8yRg/FFe6KiHzzj33tYGWZIoFJ7MXcGRPoALjCi5ta+/8vrvPSse4fe1ZxiHYRRQLRSBeOK2bJA7VkPQrg/fkukqc8b21WmkvGu4fZyw9EAiVH7gy0TfOsYlSwi5i10o1opfEXPgDHlsVWYKY67AU71ZLcKoGOI7ZIO4Znzgdo+Yvw/ngrWvh3FntutM0Lqkx/4IgJSLTiddH3VMiH578Po4Fm+Jy4Vv6Ge8m3VY6tFa62MyKOjbNQYjIlEJ9JUmMzOlgBpnPtFLJGdiBp+qhwu60MkGfuR4D1HourjSpZjyMyPDtYjlq8Di1cY6NntLWHnDvDI8sAtK3LrYxb5Li5M3Gu/dvaf3k+asUWO9AL7bO/9bepB+Pee+4l40mZcDMAvv2utYMhLX+Rne0C63eUNP11Mt88AK1otZ3RsdpbgWPdP2S+2oeMUf1JmvaKPSVAotQp0DnnnPPo2KkLwy68iHnz5nPyySfzx8TfmTnjX0a8MJzTTj2VJk1kNluxA5orOqOTPybQMU3UvPA3XY+VJt0TanQMdxrBVtFMZuxMr4BdTwFYgUbHI+3RRb7e5293Je1gp6Pjnuvb7/rocZt0trM9AIEu8YFO5DHXkvHWPEXh0Un+rtYoEy1vLp75VhBQsd914a6oArQtS+0Lf3CfA6y2GiHrQmiE0LN72V1ljnVT7cDBHslTsgHH1qVkvj2YtM/PtrIZmNbFIVwI7Fj/b9xFWgGcy38KnzB/XCBTmXPNJNI+O8vK+uhBHPmL7SG8sfPqoDqsotOVv9rDoNWiNWjhDIXpTrMzDbEXHQDF1En95gq84y6z60ViaaUbSYncH57HRS3NtWs1gPhRVmGuFT+j+EtwrJlS5bGIyEUxtq32a48NdGKKdyNtdi0N19TogWj3Scy3frACBC13FpiGXcOzPZH2uJb/jGIauBZ+FX4Nk3fwzGiBt505K90YH+iEfFWyJfZxN80jY/QhuBd9XaUtlX+2X1t4RBR6AKVsk33+HLmzUHQ/yZOfwbFhetXao+raPvkZ1MI1doAfSy3fjHP5z6hbl+HYvCDuwh8JWGMncEz660nSPj0zbl9q4cqYn1dbwXDIh3PNZBTMmIC8nV2j41j3j92FpG5dZv9NR86Hc6WVrYtkuuzC73D3tFq8tkrQ5pn/GZ7w78k6oI5alodaGv09xWbOgLjXq21ZEs6G1qRqcPeoc42OrutMm/Yvw4e/wOlnnEnHTl24/n83EAwGefbZp5k/r+oQQSHiqI5oRqci/huZGu6+Itn6kNgTanSC7Y+wvi2HvwGFWh0QF7xULor1h4eYAhhZnezsiH1fclOKzv2a8kG3W0WpYPffVx7y7Q/PqwLWt7ZIjUqo+b5W140Rsms37C6MyCRtm+dbqXXTsPvarQDERI1kdMJZHm3rMtSyPBzhb4y4Uqwh0nn/Wd8aK9UOVEcNlKKFC0Bju60iXOEMilKWR+DoU9Gb71NlmwjnhulkvD3Y6jIpy7OLkQEIlqOFaxccmxeiGCH7gq4WrUEJ+ewuDju7VSnQAVD0AO4l36H6qu9Gc89+F2d46DBEshXRQKfyxQEgefKzZL7UxV6rq9r9LhqLY90/JP09ospj2pYl9miayhMXQrSGxrFhuj3pYWxXGFhZrbQvLyD9vSPsTMn2JE17hdTPzsIz/XUAUn6+k8wXO6HFdAtti2vFz3GBYuXuPS38+6kptWg1SrmV7YvUfMWKBE1qSa4VXIezJJEuJM+c90kfc8J2M4YRzg3TyXxzP9zh51aW9tUwMt8ejBKqiOu6sovSY9sdKMW5ZlJcIKDF/F60wlVoBSvIeOsgUsOjECNfNvSM9nbXlVa8zs7iODYvtOaVMg0wdBwbZ+NaNZHUL84n5cdbw9tbf4uR4ejb+n0n//WUPeRdKdtkdVnGBe3xa2nFdl058nccLO9u9TIzMoDT6WTo0CEcffRRHHXkkWiaxvjvvuf333/f8ZPFXs3UYmdFrhzohNOqKSoEGnZGx9f7AoLtD7WL/Dyz38fX71KM1JYYaa3s0St6thXoKBUFmEmZ9pwj1lwUDvy9z8cZU5jr638FodaD4lZ1Tpr+OhWDbrVvO1f8atWohLMJkdltfb3Ox3SnWrPmAs6Vv9sXajvNbRdMzkct24xj7d/2qJ9IOyp/IGqbrOyAa+n3hNoOAawLrX0xLV5rT/QW+XCtTsrEh/H3OBP3vI+rPOZcNZHkiQ9jtnRS+tQotJVLSD/rEBTDqGZPVvdW5IKlxnQZuZaMJ3nKcMqOehr3HOsbtGPdP4T22c8OPjxz3qfi4LvsWW5rcsGvTAG8P95CUdPvwdSr1J9UNy8MUOUbdZXXVZ5P+senbPuY319HsPVgnJXqmsCqa0n7+JT4kVQF0cyBUr7FKlAOltXoYg9WYXHsshi1/dbumfYKhicTX7/Lca7+086+AdtdRbvatgBJU0cS6HgMrmU/VHncuWaSlcVbbRWcu+d9inPd39UGsvXJDnRMwy4Q3xEtJqMTef/FBo+ReptghyPsTKVSmod3ws0EW/THse5vFCDlh5tRjKDdXeRaGa3Bcq6ehL/XuXbtjbqN97lihEgdfw0lp71nf+GwA51ghT1Rp/16YzM6NcgK7m51CnSys5tx9NFHc8zRR7P//vsxe84cJv4+kfPOH8bixYt3vAMhIL4YOWbUFYCWF/5DT3VCQcMNdIykJpQd+WTc9POuRV8TajmQUMv+hPY5AK14nbWeT3hYr2vxOPz7XgLhUVmeGW/i2+9a/F1PIfm3+1EDJdaw7T7xE35pm+bhXvilHego5Vtw//eBXYyr+IpImjGK8qH3UjH0/+znOZdOwPvzHdH9VPpmHxka7F7yrR3oREZCqcXrrG+K4bZGhuK6lv5A+ZHWyCDHumhwphWutgOdbWV0AJxr/trm6tQKkPTvq1ScZw3B19t3IXDocbh/+26b+4uIzeh45n6CVriStM+jE/8lT34W17IJdndH0t8voGe2J9Dz7HCbd+5CqJbnkzF6KBghFFOPpvv1QLQbpZ451/+Ls5qMmP14pan4Y4M4dTtB6K6iACl/PkbypCesdZjAKsR1Jm0zGNyepOmj7NqXyrTCVWS93B3CtTuVa2F2FW3zApTyLVaGM9xNusPnhAuUofoAxLXiF8oMPbrsQqAcJVCCY+PsuGxepPu5Oq4FX5DsTqP8sEdAc6JtXbHNbbXCVWSMjs7aHBmtp+UvqlJYHFuTpDXAjE6duq7m/jeHYRdcwEcff0Kfvv0455zzeO31URLkiFqJXbkcX/VdV2aaNbFeQy1G9vc6Gxxu1MJVOJf/jHvWOzhyZ+HYYF38I5Ns6VmdrPlbAqV2F1KEZ/ooq+jPlWxNqkd4ttKUbJSyTaR+fi6ODTNJ+vsF1K3LUMqsQlPH+mlW0WE4M+DYMB3X4nHR4Z8b55D61YWkjb04LsMQW7hIoNT+lutaMh6CFSi+Qnv0iaIH4kas2PUepbl2bYYrZhRVbKCgVqorqS0jJzrTcMXlN223hsk+5tZlKOX5aBtnx41UilB0P84N0+1sioKJd8ItuOd8iGvRuDoFJUrIZ3e/aOEuKUfuLBQjuL2n7TZKqCI6ZHw7Qegub4d97qPZjNjlJ+rtOKGK3V4rovqLyBzVn9Qvzqv5c6rJ6MQ9XrEFx4ZoQKuWbaz161KApFnvkPbxyXj+eRF3eLRgTUTqf6oLqpVgOerWZRAoq1Ir1hDUKaNz8y23csQRh/P8c8+yZMkSfp84kT8m/sHsOTVL1QkBWPUs28joqButi6uZYc0Q2hBnRjYBXx9rsrykqS/Z0+yDVZzLwGsIdDkB4+/h9pBex6b5cYWfavF6tNJcPLNGU3bU0/j6XYpn5tv4970YAM9/Y3Ct+j0umHCu+YtA91Nxrp6E6itE27wAPbuXPUoq7ZNTQVGtOV+qaXdc4eLmhXaxpFq2mfSPTgA9FLfiuFq42h46HTsxXOq3V6FndojrbtMqTTpXF0ZMbY7evS8VV96K858/cMydsc0PejVQSuYb+4FpxhWBbo9ihPD+dFud2lqZI+8/0j4907oINCBqwUqMtFYJyehUJ/WbK9Ez2uEIB9CNQezfTk2oxeutSR6dyVWyrRGuZRPsSQjVaka21ZQzdybOaoq3t8czdwxqWV7c7Nex0seciOlK2WYNWyLVKaPz8cefcMUVV9Grdx+eevppUlNTGTHiBRYumM+bb4zi/PPPo0WLhrt0u2gYTDWmRqdKRseq0TEzrUyO4U7F8GRQccCNGOGVrSsLtDsMf7iodJvHBPTUfapcAk2ImwI9er9iTWeuOjAVzfqnuTAdSQTbHWatOB0oxb3w67jnuVb+jrZlCWZKNsVnfET5IfcD1lo+SlmePYFc5Juse/5nKP5ijKxOlB39nDU6wjTsOUhipfx+HykTbsUTrjtJnvwszpW/20NWnRum49xGkAOEJ4+zPiy1mFlhIRyIVZpZNpLyV8rzUWIKE9Xy/LggB+KLeet6MTVahOelWW0FZhXX3kXxe9/ju+Dq7T5PCZbXaLX1Xc25ZlLcvDsAvtMvZMv0XIIDrS7CUPe++E48u7qn75o2hbNc1RWBR5ieJIpHfEDFxddvc5v6om1dFjdUfm+kYJL+/tGkjz4UZRujDO1RdBA3Cmp3UEI+3EvGo4bX8qpM9RVEZ9FuYOqlGNkwDP75Zyr//DOVxx57nE6dOnHdtdfw2KOPkJKSQk7zljveidh7adFRV/gqZ3TCfzjeFNCsCQN9A66kYtDt6Omt8f50R9z2vj4XUnbMc2DoOF/rY08cV1nFgbdQMeRunKv+IOXHW1GL1xHseDTlQ++z5rkJVqAESlD8xdZ09SnZdtHutrgXfIkSLIu7TwlVkPrVMIou+MGesM6xYSZJ/4ywUvb5iwi1OtCeaVUJluOe+wm+gVfZc+p4Zr5T7QeIWrYZz9wx9m3Xsgk1GiYby7FlCUFvcxx5Oy4CjXRHOTYv2GHK3J6HxghVu/p1bejhrivvk3cR2H8oof4HEtp3f/wnn0fSmKq1Gf4jTwKnC/cPX9bpuLuS/5jTQFXxH3ECzumTKXnydYw2HdDWr8Y5a+qOd1BHSX8Pxz3347gAzARKXv0Mo0kz0i88luD+QwkOPZrgwMF4Pnhtm0Xgov7EjRashla4Ei1/EXrTbqhlO5/R2dvUS6CTkpLMgQceyMGDB3PwwYPp2bMny5Yt56OPP2HSn5Pq4xCiMVOj8+hUGXVVVopSUoyZmgbJ1vDyyBTpwbaHxG3r736GFeQAqBp6ZgcUXxGlx76Ac91Ue3ZT05mCb79rrX20O4TCK6eBqduT+AHgTMJ0JlkBTg0oFQV4ZrxZ7WNa4WpSx15C8ZmfopZtJPXri+xMQ/Kkp/D3Ogf3fx/Z23tmvYNvwBWgqCRNeY6kyc/WqA07I2nSk2ibF+BeuOOgwL34W4Idj8E9650dbqttXohr8TdoW1fUaUZU0+HEbGrNGaItW0TKtEkY3jQKfpmH3rk7oY7dcCxfZG9veFMpfeJ1UBScU35DLUpcGt132jDUvA24pvwWd78J6F16AKB37oGRloHRxircDvYftFsCHQWqZJmMZs0JHmj9TYV69CXULbxkRnIKeoeuOJbVf5Gp/8iT8J9wFt4Hb0QtLqz3/ccy0jJQSot3ecAW7Lsf6DrOebXrGqopz6x3KDvqGXsk2a5mAoGjT8Ux6x+0zXtmcFWnQOfee/+PgwcPpm/fPuTmbmTSX3/x2mujmPTXX2zevP3IVIgIMyajU7nrCqzuKz01DVKsUVeR9VeMjLbo6W3sScDsheP0AGgu9Ix2mK5UAj3PItD5ONzzPkYxQvj6XIDpSUctWIlatik8c7FmzZY6402SZrxpdUu5UzHdaSjBCmv4ZMgHKKAo1v/hkTUYujUh2XZqQZzrp5E5qh9KoCyuKNW57m+c6/6O21YrXEnqlxcAStzQ0F2hNn31WsFy0sdsv0swQjENUr+p/YKllRnNmoOqQsCPUmBl59TSYpyTfyN42HEEjjkVx6tP2dvrXXqBw/pY09t2RP2v/otbayLUoStl9z+PUlJE5qFdUczoe8Novg9mutXtqnfugd4tOq9SaN/9dntbI/Tu0YksQz37EeraO+62tmwhoYGDccybheKr2rUS6twDI6sprqnV13BUp+LKW9E79yBw2PF4xlnBvulwUvLs26hbNuF97PY6vKKo4IBBFI/6kqS3hpP8etUvDqH2nTGa74Pr74l1Oo6Rnknxa5+DrpN1VK8qn2d6yzZUXHUbSW8NR1u3c6O/PLPfwz3vs1p3y4a69UZbtazaz9jtCRx1MqVPjcL123ek3n5ZlceDfQYS6rEvnk/eajATBFZWpxqd9u3a8fHHnzBo8MEMGLgfN998C199/bUEOaJ2Ymt0/FUL+KKTBlqjriJzQAAE2xwMgOlMjq46He6+MTLaoTexVufG5SXUoj+motkrhif9+wppH59Mxmt9yXhtX7Je7k7Kn4+hluWhFa/FsXkBznX/4Mibg1q2yVqJ2V+E6itE9RWgBkqsOhDdX6OCV9VXWOORN66Vv+3yIGdPYLSwCpHVvA1xwYL7x7EA+I85NX4yxpigQQ9nSban4uLr2TphNnrrdnH3663abneCwh2JBA1manrcqDEIB2NhZmo6gaHR2a5DfQZiKom5XMSeu1DPfujdou0M9e6P75zLKH7jK8qvv7vKc01No/jVzyh55VNC7TvX6Him04XeztpWb9fRvj9wyDEEDzkG/+kX1uh3WBOBI04EVSUw9Jiq7QBKXvzIantMsLczQr36gycJUrzo7TpVebziqlvxn3wu5VfVPIAzvKmUPvACwf0Otu+rbZDjP/oUij76hfLr41cR15vvQ2DoMdv99Ar1tSYwDXWvugCxCZQ+/Sbldz5OKKZ9DU2dAp0rrryK9z/4gFWrdu28BF6vl9Gj32bmjPjCOZfLxfPPPcviRQtYsnghTz/9JA5Hvc2BKHaT2LWuKg8vB+siB1iBjisVwxstcA+2sSari6xRpJRvsWci1TPaWcO5I9u2O4RA5+MxMtqglOfjnv95OIW/Ea00d5sFgCJxjJxwoLNxfdz9rj9/gopyjNbt0WM+gPWu0Yuz0bYjO+I7+zLM7BYEDo8unWF40yga8wtFH/2CkV614N1MTsF//BmYnuRt7jcU047KF7xQuNsqwn/s6dF9p6ajd+i6w3ZXx1QUTLdn248nJVd7QYvcF+oWvcgH9zsYo0V0UdhQz374T7Fm8A7uP7TKPkI9+2E2aQaqSvDgI2vUXr19Z3Ba623pbaPnyH9KdEh24NBjqzyvpszkFMzw9SDYy1rnTO/QBVOLr7XTO/fA2Mda0ylQg7Yb3rTw7z+pymOh3v2j++1YaTFfIHCQtVRKaL+DazgWEPxnXIz/1PMp/9+9cfdXXHA1W3+aSyh8nOKRH1L45aRq35eBI08CILj/kLj7Sx9+kZIR7+M/6ZxtHj/U1Zr3y2jRCjMpft965x52IB/7nm9o6rwEBFg1Ojfc8D9Gvf4aH37wfpV/ddG1a1d++vEHQsGq04Lff9+9dOnSmUMOPZwhQw+hU8dO/N89Vb9tiAZOjc6jo/iqy+hEZkfGWrAyZlK+YFvrA0MPL3SpFa6KWxMmLtBpOxTfftYMwZ7Z79Z6+KfYOSbs8EPdTE5BD4+uihUZWq5VCnQUX7kV7GBldSJiL9bVZQNMRSHYsx+mpqG3aGWP6IrLZvTYFzM1DTMjC9+F11bZR/l1d1P62KuUPP7qNl9XqEvPaDvaxWc47GBMt2qXzCxrNuZIkL+t7isTCO67P0Zq9SvcF4/6koIfZlX7zTvY/0C2TlpO6eOvYarRj/3ya+6gYOJiQp17xAWJZhNr6RAlXDcT28Wmd+hiBU1uD75TL8DwphIcdFj0WOGLud6qLXq7TjU8R9bfqd6suf18gMChxxHq1putP86h/KrtD/0PdelJ4NDjMFWV4P5D2PrjfxS/8TWmy40evljjcqO3iQ+Ag4MOj/584KFWO1q0ItSha7XZtfL//Z/1+3/6TUxVpeLi6yl59m3M5BQroxNpT6f4QEfv1B2zmbV0g5HT0q7LqjLyU1EovftJyq+4xToH4YxfqEsPO3ADrGCraTb+U89Hb92e4JCj0Nt3IVjp/WNqmh3g6O06Yzpd9v2h3tZ0FxWX31wlAIy0JTYDWTloDw4+Iub1xb/ehqReAp1XXn6Z8849h2XLljFlypQq/+ri4IMH8/DDj/Luu/ELqSmKwrBhF/DIo4+xceNG8vI28cCDD3LppZegqvXyssTusp15dAC0vPBFLubLhFK+BYLlmCnZ6E27YWSEZ+EtWGHP4aJntEXPil5kQvvsT6jlQKsWZ9a7u+KViEqMpjkU/Dqf0kde2u52xS98QOF3Myh5+s24gCcy4qpyRgei3VeBo0+xsxl6TLdJdYGO/8yLKf5gAuXX3k2oX3Sx1bgur5jui4pzr8DIiC5MbCoK/qNOBiB42HH4T42ftRoixcZVL+J25iT8mHPqH9W+nlAf60JlZGRR9MZXlP/Pmt3af9YlFL/zLYXfTqPi0hsxXdGAX2/XidDAwZgZWRS//DGh9l3i9u07bZjVdXPc6ZTd8ZjdFv9xZ2CmZVB+w7120KfEFJw6p01C2ZRr1UlFaBqh7n2ouPJWyh4YTtk9z8QFJ8H+BxLs1Z/CLyZR+NVkCn6eR8VF11W5oMeeI2OftpgOB4ETzwZNQwsXmIf6DKT0sVcwmzWn4uL/YXjT4s6zkWEthmu63BSP+pKS4e9S9OFPFI/4AFK81ui8488EZ3Sggd65B6HufSl94AX0nJYEYgKdUO8BhDr3oPCLSRR98ScFvy+i/Jo77babikLg8BOs1znkKIo+/o3ymx4gcMSJ+E4+j1DPftHjdOyGCfiPPhW9VVuCBx0a9/qD+x1M2c0PsPXfDWz5ezWFY36yAv5uvfGffRkV191NcMAgQn0GWk9we9DDv1cT7IAtMOhwAjEBR6j3AIwUL4Uf/kjpgyOsbFtaRvgX6kTvYO1D79DV6mYDjDYdCBx9KpUZLdtYA0Eiryn89xUJAAMxAW6oU3cAKi65gYpqviAkUr308wwdOoTBBw8lN7duw0ir8/bb1giPwYMGxd3foX17kpOTmT07Ojnh/PkLcDgcdO3alYULq44QcLlcuFzRN7zX2/Amn9sbxa51hb+6rqvw+8pjEInN1aI1qP4igu0OJdjmYPTIukoFK6KrZ4fXLQJrMi4jzcoOuBd8ucNhnCLKTE7Bd/J5OKdP3uHIG1NRCBx7Oug67p/GEhh0GGZmUwInnk3w03dwzrcWCgz26o/v/KtIfvkJTLeH0H7WfDKBo04mMPgIvA/dhPuXb6Nz6ORtqHIs55TfUEqKMZrvQ6jvfiiBgFWIHAqBw4HepgOmosTV9vjDKXz/aedjTvrZvt9o2xEjxYtaVhpfp5GcQsVlN5Iy/EHAqsGIfCsHKLvjMRxL5uNYMDu6r+wWmOELMFgXh1DnHhS//gWun7/BaG1lH93ffWFnE5SCfFw/f4P/lPMI7mvVRJT/7/8IDRxMqP9BuMeOwXfu5dY5DgcmgUOPI/W2S1Dz8wgcFl2p3sxsQvGoL0m9/VKc/03HdLoIxtSm+M+5HMfC/6zzG25LpLtJXbUMx8L/CBxndadpi+djqhrBw63u4sgIyFDPfviPPc3+nRG+8CmFWzEzsih99m0IB2Jmk2aU3/wgZnJKXCFwbEYHpxOjVTt8J1uL0nrefxXfWZei9+oX7cpLSsZ/0jkkffwmZnIKJc++TfCAQ0j937ngSY4WeEeC1mAAnC7Kr72TWHqXHvjOuIjQfoOtADEcnETaXvLcOxDuojHTMqi46jZMTxLJIx62sn1NsyEYtIKGzt3t/VZceoPdBrACneDQYyh9ahTK5jz7PazmbcDIaYnv9GFWtkTTQNPQu/cluN8QjKzo51bJ469aj0fOWfc+OJYusIr0U6zrl9G+M/4zL4pu03sAwaHHoPfY1/rXsk3c6w916Ylj8bzo+9wwQFWpuOJmXD+NRdGjoyQrd0fp7TrjO+U8yu54nOTXnrbrd8AKnEIdulJ+433W68xdh/uXb2kI6iX1UVRURDC4e6c3z8zKoqysrMpxCwsLadasWbXPufmmG1m1crn9b95cmcG5QYhdvbyajI6yJRyUxJQfaCUb7JWzQ60OQM9sZ91fuAo1UIoSM3+OWrIhbsFDzzbWxdlbmC43vpPPpfSepzGyqv9biQjudzCFn02k/M7HKX3whe1uazTNoeTljyl9/FVKn3gNo2l2XNBQcaW1NpeRnknJ86MJHHsaZXc8RuD4MwBwzJ6GY9Y/kJxC6TNvUX79PXb/v12QHkMJ+HH9/j1gdV9FsjKOWVOtYCcp2bogRF63J5lQOIgwM5viP+7MuP1Fum4iXT+eD14DwDfsGvzHWW0MHG4FFK4fx+KYNgmSkil65xt8Z1xkf+u3u4ACfut2u874T70AM7MJ/rMvDb+e9TimT7aP7Vg0D8d/08EwMFq3p+z2x6LZIlWl9OEXrW/zFeWkPHIrSlEBod79KRzzM3q7TvjDgU7yi4+hLZmP2TSb4je/xnfyuQT3H4KZmoayeSNJb4+wmnbkSfY38FiORXPjgjbH4rnRYdLlZXg+ecs6J2dchBG5gDocdhbGFb6wGTktQddJP+cwkkdaq5VXXHW7/U0/LutVYdXG+Q8/waqr8lXg/uVb3OHfLVjvDQDfWZegN9+Hoje+srJIqkrF5TfbWTbX+M9wf/UBno/eJOWJu6xjhd8Daq71HgoOHEyovzW7cGjf/cHpRF2zAtdPY622h4O/tMtOIuVJax++i66j4rKbCIa7kVwTfyDp9WdQc9eS8uhtEAzYx9GWWdkoo0UrfKcPC7chB72XFVAljbKmwNC79wVNw/n7D7i++9xqW+8BcX8zZna4HjH8uaiHu2aNSl1IsXVdoV7942qNIl8iIqMWo+9za1/usWNQigvR23eh9MERcd119ns5fJ3V23fGd9YlkJxC+W2PWOdu7Uqr29WThO/sS+znlt3zVFw2NJHqJdAZOfJFnnv2Gdq3b4eym0YMmGb1Pb+KoqCHqtbzAIwY+SLt2ne0//XqXbUvW+x+8auX+6s8rm4JzwDqUe13rFqSa63vBARbHRiX0QHiFu7Tti7DvXg8YK3jVHnG313FyGiC4a1+ba5Qt94UPzcavVXbWu83ts7EOk4WwUh6eweCffej4PuZlD00Ev9Zl1Bx2Y0ABA4YStmN98X1wYc6dKX45U/sC5rerQ9Gihcjqxnl195ljdZwWMWkpqpS/Npn0S4MVSXY78C4QuHg0KMJ7j+Esnueti8KwUOOwXdmeJmLT94i7arT8bxrdXNVXH4zevhirOZW7boC7ItT4KhT7BS/Y95M1PXW79+I6b4KDjgorgsjUgjrmGUtehnq2hsjNR0jPAIr6Z2ReD6y5kYqffhFfCeebXdbuH751sqY/PY9uNyU3fssFf/7P0xiuqbCQ5XNZjl2JilCWzIfdfNGlMKt4dvzUEuL8Xz4OgC+868EVUVbYb1XQ/2sC7P7p3F4xo4hfdgxaEsXYjbLoXj4e9ZF1DBwf/MJ6ZeeiOvnb8DpouyBF+yuL9dv3+EKL4ga6jMwGmgEA3a7HIvn4ghn3cAKfFy/jkcpyCfpw9dxzPg77ryq66PrmDn/nojz7+gSJe5vPsGxdAFJ771C8oiHASj/372EuveJZr1CIVzh5/jOsTJWzumTUSrKcf04FsrLcMz6h9Qbz0cpLcFo14nCb6ah99jXunAHg4QGDCJwhPV78Xw2Gu9jt5Py3H24fv3WDjYB3OHh66E+A60sSczrdk35Hdff0a5E5+Rfcc6ehufzd0l+2jp/FdfehS8cfLr+/JHkN54n84SBeL7+EOek6KzOzn8mRoOqyIi6cJZEzV2He/xnUF5m35/88hM4w+c11Lt/tM4spn2eL605wCLBvF5Nob26cT34KjAzsuzzQUx2xvOp1TsS6mz93vUe+1rt/Xcy3gduhFCIwIlnU/bgCIxwtihyvMjvNdh3f/t59rmb9AvayiUA+E+yMnKEQpiZTSn6YALFz79LefhLTqLUS6Aza9Zs9ttvIP/8PYWNuevJ27iBvI0b2JSXS97Gqinn+rBlSz4pKSk4wx9WYAU56enpbNrG8PZAIEBpaWncP9EAxI66ClQNdJTiwugffTiro5ZusFbsDfkxU7IxveFvbQXWwnixq/+qW5biXDuZjLcH4/1u109nD6C3bkfhuH8oen9CXPFnRPn19xA8/HgqLr3J2r5V2xqN+AAov/lBij+YQMUlVpBS8vSbFL/7nVWICZTdeB+ldz9ZpZDS8KZR+uQozKymKCXWNO7BA4Ziqiqlj7+G75IbKPxiEqX3D8fUNGuJBacT59Q/UTessWoz+gyk/Pp7qLjyVkpGvE/B9zMJde9L8OCj0Dt2QykuxPm7tVhpcOBgQp2tEUaOudbMz8Wvf0Hg6FMgFLIyL2Cl+8tKcf35E4quk/LiYyS99rTV6PC5s+u0KnFOm4RSsAUzqyn+cLeHY/FctDVWwBvq2svKjhx1sl0j4ZgTHb2pLV2I8x/rAqd36213e6jr16AWFZD8/P24v/0UHA7KHnnJ+rbvq8A15TfU0hJSb7+U5JceB6Dispsov/1RuyvEOfNvq74FK9gh4LdeV8CP67fvUGLOi3OONd9P8oiHSR7+IBgGSkkxqdedYy99AeD+2loKRFu/mrTrz0YpyLe/3TvmTEPduhmlohzvXVfi/vJ9UFX7W7n7l/FoSxdARTlmWgb+o08J73OMfeF1LPwPx4I5aIvm4vz7d5T8PLS1K8k6oifJrz8Tl+0BSB7+gF1P4/rjR+v3UVIMFeUkvfGcvZ3n/VfDwZeT0sdesYtgtdXL0JbMj54jwBXuUtQ2rCHz2H1Ju+Ys1NISXN+FF6B0OHDM/Jv0S0+y9gngcqNuWIMjZpI+tbTEDjYxDNzjPo5re9J7r9iZItcv3+CY/pedOYlkXQCSPn3byrhomtVGXcf5V/zUD55voyuGO+bNtM8JgJK/iZTHbrO6c3/4EiUUxDnTCmzc332OY+US+30Q6rGv3R2WNPol+/nuL61BPaGuvTBV1f5C4oyZjNI56WccC/+zz4dSUkTS6Betc7FqGa6J1rQbeteemA5H9G9z4Rxcf/6I977rQNfxn3wuheOm4jv7Urvryj3BWtrGbGpNoKotnGMFosEg7u+/wLE03KUd7vJLefRWKCvF2KcNwcOOs4u8E6VeanRGjhzBxIl/8P4HH1BYWFQfu9yhVatWU1BQQN++fZk+3fqQ6NXLilTXrKnbasliN1OddshdbdcVoG7Nt9LhHqDcyugouh/Hxln2IndK+RZUv/X+i1tUMrygorabFlY0gbK7n7JG7qSmERo4GOe06CymZnKKPSdG4OAjrWzIix9htOtkXaAiH97VCHXuge/8qwCrzsQ94St7/oqKS29Eyc/Dd8kNQPhbanhkEuE2Gc33QV2zgrSrz6Bw/HT0jt0IHH2qNfInXHfgP+0ClJIi/OE6jaRRz+I/bRj+lm0IDhhM4FCr3kMpKcJsmk3pIy+ihGcgdn/5AY6Fc6zJ/I49DZKSUUpL8N53HSVPv2V9E01KJvmVJ3D9/gOFX/4Fmob7t+/iJjJLensEoX4HEjzwEJSSIpTIN+BKlFCI5JGPUH7d3Vaa31eBY/Y0q04BKL/mTquW4ZzL7BFEng9fp8KThN61F45Z/+BYbC1/EerWx75AORaGV203TVIeuQV13SoqLrkBkpJxTf4VJdzdogBJo19EKSuh7O6n7N8NWFkbbdUyQuHuB+f0ySS/OZyk0S+hhKyugJTH7yDUewDOiT9E9/fh6zgn/4ri86FtysXzyduU3/UE2orFVvdWmJq/Ce9DN1My0gp+XL9Fu3oUIOXpe9Bbtye0/xCUrfk4Zv2DYhg45s0itN9gQuF1tpyzpuL6e6JV//HvXyimScb51Qfdamkx6qplGO06oZQU45r8G475s9HbdcY5wxp4kn7xcWCaaDF1VQqQ8sSdBPfd3+oieXJU+BwtQFsV/3fp/OuXuONFJL/yFGpRIY7ZU3H+84d1rsaMsrs+XT9/U2XCOvdP4wgecgzasoVoeRtQc9faw+Zdv44n6Z2R6Pu0tWfXTr35QszklCqzGqc8fQ+h/gditGiN479/q8y47Zz8i7XvjCY4Z/5DqHsfu+7J9ccEPOM+xjVxgv0eTH7hYfzLF5H07svWeVi5BMpK7bobpaSIpDefR6kowzFvFtrqZVYwmpyC3raTndFx/fodettOGPu0wfXXLwQryu0ie+ffE62uSkPH+c8faCuXQjCImZZhBR6eJJSSYqvrKXyulNJiym57FKN9Z8rujk7E6ZxkTecQCWRcf/5kBYNuD4rfhxZTu6fkb8L97ae4Jv9GqFtvjJat7S9WiVIvgU6HDu056eRTKCkpqY/d1djo0e/y4AP3ceVV12AYOg89+CCff/4F/mq6P0TDFTePTjWBDoCyZRNEAh2suhsA57qpdqCjFa60t1erCXR2BxMIHHt63CgU/zGnxQU6gQMPjRZqNsvBd/5V9rfy8uvuxvX79ygx3a+mw2FdQP0+a2REpMuqZRvK7nzc3i7Uuz9l90W/iVZceC2uP3/CSPFSfsvD1gUhFMJ73/VoeRtwLJhDqHd/ym+yFhp1//Aljpl/U/bQSHwXXQdY39wcs6dZdSYnnYP/9GGYGVkoRQVknDGEws8mRucLCYXwfPYOim613QwPg9YWz0Vbu4qM84+06lhcbpRw5s7z6dv4zrzYTqtHKIaB977rKXlyFM6Z2x+56fnmE9zffGJ1pwSDaJty0SJZkPCFA03DzGxifRv/9y+UijLKr78Hz+fvRodQt+9McIA16MH+Zgwouk7ym8PxfD2GwGHH4fplfNU2fDYapXArZbc9YnXLGQaOxfPRVi0lFB7a6wxnKiJBDmC19deq+3OsXBrd9xfvWkta/PtXlQu5a9LPJL38BMHBR+AO13nY7Q6FSL3zCspvesAq3A4vfeD871+7bgOsgMyxcgmuP2q2Tppj/iwC7Trh/GMCSsBvvYZN0YEolQOXCLWogNR7rqHkyVF29saxYHbc9tqyRWi51S8MqZYWk/z6M/FtWTgH5x8/EjxgKO5vP6vyHNeEr0hOz8Q5x8rcaEsXYrRojZq7Fm3xPCurFpN92daszmppCd67rqL8jsdIentklceVUIi0S06EFC9qfh6OZTH7DNcaxQZHjpVLcIx8NPp8w8Axf5b9XtEWzUXRdZLeeyX6nMXzCPU7AL1HH3veIW31MlLvvIJQjz44J/0cNxLP+dcvKH5fXAG4tmopeuce+E6/MHqcmDIQ15TfcU47FP9pwyi/+g7MrKZoK5eglpWirVpmj0h0TfrFei+GP69jAx3nPxNRAGXr5irLnyRKvQQ6c+bMoUWLFrs90Hnu+eGkpafzx8TfcLlcfP/9D9z/wAO7tQ2i7mIDHaWarisAdctmdKgS6DjW/QNY3T9quD4HKmV0tkQvGrtSxaU3UnHx9fZQTueU3wgOOpzAESdgPnU3Srj7LXhI/OyssbOVGm074j/pXDxfR1cr9114HeU3xEwWVlGOc/Y0ggcdSnDIUQAom3Ixs1tE6y50ndCAQVRceC2+c6+wRy8lv/io/W3VOfUPQr372wW/rt++x/nnjwQOPY5geKK2pI/eQAGcs8PdTOHRRM5JP6Nu3UzKs/dR+qRVV+L6dbz9LV5du9Iu6owLGiCuezL5uftJHvFI3MU/Qt26mfSrT69yf3UUsLurANQ10aDXNeFra2TWvvvjWDAbtbjQynZNseoOTKyCd7NJM/t8agurDlRQ8/PwfP7uNtvg/mkcrj9/xnf6MJTyMtTCLda36Eg7Yuo4akPRdZLCRcDVSX5nJLxT9eILoBYX4n00vj4itusOvw9tzXJqI/ntEWCaJL/2zA63rcw5828yj+9HcL+D0dt1xvPVB3FD151//bydZ1cv9Y7LMZNTql0rSzHNuHPnnD2N4NCjcf00rtbLFTjnzST94uO3+bi2eSOEqya0RXOt4xcX4pz2V433Hwl0Yv9mIhwL/yPU7wACBxyC0dLKSmmrlqNu3WxnICNdYBiG/f6Oa+Pieeide9h/345q3udKKITn83dxff8F/hPPwRnep7ZyKXr3Pij5m6r8fcQFdv9MrNHr3Z3qJdAZ/sII3n7rTT4cM4bVq1YT0uOLgX/5pe5T2U+eMoX+A+InQtJ1nXvvvY97772vzvsXiRM7m2t1XVdgdV0BMTU61lwfjvX/WmtNqRpaQfTipm1ZAiEfiq/QWqdqFwv12DcajOg6zsm/knr3VRSM/RszuwXBQYfj+mMCpqbZtTjucR9bs8CGX7/rx7EEjjmViqtuwz3hK5SKcowmzSi/zArkHHNnYjTLIentF1DXr4nOyxHwk3rH5RS/Z31z1ObNwrFisTXV/C0PAaCuXYX34ZtwzvzHbrPzn4lUhCclo7wM51SrO8D7+O0UdesNFeW4frK60dRVy1C25tuT20W+pbp+/BrX4ccTGHIUSe9G58pxzpqKv5pApzIFoJogp64cS+ZDRTlKaTEpT98DSnj4bHiumsptSH75CSouvxmjVVuUwq045s2qsl1NKL5ykj56I9qOBdYFQVv4H9qGhtGlbl8MAW3F4rjhxDWhrVpG6gM37PTxFV3H9c8f8E+0+FdbsRi9Q1e7jqRW+wsF7azcjnjGjEJbtQzn5F27vIpj+SK8/3ct6oY11Qbx1T7nv+jvpbq/GdefP+I7/0prriGs7i1la3w9qrYpF+/910MggFrpMbBqgoKDDrf+jivK7eL06qhlpSR9+na0TQtmEzj+DFx/TIjLAgFWLdfShRjZzXFOmVij17s71Uug89yzVmrsqiurLuJnmiYDf9m/yv1C2FwxU6lvM6MTGXkFStlmFN3KjqiBErS8/9Bb9LOCm8j2vkLSPzwOJVi2yxeaM4Gym6xMouv7L/E+coudmXL/NA7fsGvwnXs5zql/EuwzEDOzCUpRAcmvPGFNva6qqCuX4n3wRgp797e6pG57BO9jt1N+3T2Q4sUxdyZplxxvf8CYmoaSvwmzaTbOyb/hnDsD18/fEDjqZJI+fA1txRJrojSHA8/Hb5H80uNVFmJ0/DfD7vd3Tf7VDjLVLZvJOG0Q6Lr9IR3J6gQOP8Eqxg2PUFEA791XgTspbv+OWVOjxcHVfGvc1dTCLWScfaiVWQl3GaQ8d/82t/eM+wjPuI/Qs1ug+H1xtSF14Zw7g9T/nReX2Uk0tagAbeUS9PZdcCxdkOjmAOC980qMfdrg3MWLsCrBAK5wPdSu5p7wVa22jy2kdiyqJqMzbRKOaZPsrI+6ekW1n23u777Y5jFcU/8k68ie1kAFVa1VkOv5/F3Ugi3VdnEqQNrlJ1tF4YVbarzP3aVeAp0BAxO34q7Y85nucL+ybmzzDy92Lp1It1WE96fbCbY/HNfS763hvT37oQT82/0QN11uggcMxTFrqn1RizzXaN0e/BUofp+1JIWmYXqSrGnvPUn25GgRRk5Lq+Yh4Cf5lSfiut/c336K79wrCB4wlMIv/7TnlXD98SNq/iYcc/4l1O8APN98jBLw433oZopf/wL/6RditGxD8MBDAEh+/v64b1GKrpM05nXKr/8/kj62hkB7H7wRffSLOMJp87TLTkLx+7Z5HpRQENcfPxI47nTc338Z/1g1mTXntEkEDj/BCopighrFNKFSEOWcMdkKlIoK4kYN7U7a+tqvwRdba1JfGkqdQizn5N+sQGd63Waury+OFYthxe6Z9qGhUrduJunVpzBTvNX+zShA8kuPU/yBFWhoq3e+9lAxzbih5zV6TjCA+4cvt/l4fX052BWUJk2za7q2WBUnn3wS33xT85kPTzv1VL4eO3ZnD1fvvF4vq1Yup137jjLUPIFKzh1F4M5TwRegyaDW1W7jP/pUSp8aBXngGP8XxlEtSXnqbisFHhbq0pOyu56w5hypKCfzhAGo4XlKYplAycgPrXqMinJcv/8AikKo575x867Uluf9V0kJzxcSK3DAUMoeGG6P9nBO/dNKaxfkE2rfmeAhx+IZM8qu4Sm76X58F//PerJhkPTuSyS//ES1rwNVtYtMd4aR4sVo26nKsOHqmJqG/4SzcE36BbUgf4fbB/cfglJUYI9qEg2H6fYQ6tkPx8y/d3nGU9SvkmfeInDkSSQ/e5/9JUdsX50CnW+/HYeiKLz33vtMmPBjtcXITZs25aijjuTyyy7F5/dz4okn16nB9UkCnYah+KJ3Cd58HJSW02Ro+2q3CQ4cTPEbX6Hk5uOc8w+BY0/EMWsq6ZdH308F4/6xC2ABUm8ahnPKb5TfcC+OebPs6cgrzruS8jseq74xFeVWfYbTien2YHqSUAwdfBUoFeXWEOhqJqtUC/JJfu5+1NLqC/LN5BQqLrgaNW8D7m8/rdLHHbetw0npoy9juj0kj3pWAgUhhM30JBM4+Ahcf/xofzkS21enrquTTjqFs846k4suupCRI15g9erVbNiQS0lJCVlZmeTk5NC6dWtmz57D2++M5pNPPt3xTsVeJzIkUtnOMiJKpEYnWUPvaGVdQv0OQG/RCi13HXp2CyvI0XVrtNOQowj1HmANzb7oemuk0vQpGM1y7OHUyU/fg2PZIoL9DkCpKEfduB7XlN/sOVLqk1JeRvKbw2u2bShI6j1X13sbhBB7PsVX3mDWkNpT1LlG5/PPv+Dzz7+gSZMm7DdwIDk52WRkZlJcVMTGvE3MnDmDvLxN9dFW0Vi5w9PyB7Yd6KjhGh0zPRM9JbqsQuDoU0l67+XoTKtLF+D680cr0OnVHyPNmsuFpGR8519J8ICh4HLj/ONHPJ++YxXZzmgYdQpCCCHqX70UIwNs2bKFCT/+uOMNhajEnuRqexmdyDIQTpe1iGCY/9jT4gIdx9wZOOZaoxdCPfuhtIzW/FRceiNomjVT7+N3SG2CEELsBeplrSsh6iS8XpmynYyOQjSrA9ZcMQSD6F17EWrfJS7Q0ZYvstbzSU2ziotDIWvxwfCMwkmjnkXNz9t1r0cIIUSDIYGOSDjTFem62v7SHbGTY7mm/WmvqOu74CpC4anJnf9NR9H1uFFEjvmzSHrrBcCa7t6znVlmhRBCNC711nUlxE6zMzrbH0FgLwOBNdOs8++JZzE9OwAAEkVJREFUBIcejT+8botSVIAaXgbAMXcGofC6Rc6pf+Ae9xFqQT6OebNqPROsEEKIPVe9BDpnn33Wdh//7LPPt/u42Mu5rECHGgQ6EY5Fc9HWr46bKdQxd4ZddxM7y6hz6p8oELeStxBCiL1DvQQ6V15xedxtp9NFu3ZtMQyDH36YIIGO2C7Tzuhsv+sqsnaLUlKEGp71NvnVpyiOCXQinLP/tea+KSuNu18IIcTepV4CnaOOPrbKfU6nk4cffogVK1ZU8wwhYjitt+GOAh1ls1VArC2aZ2dunP9Nx/XTOAJHnIhrUnTlY3XrZtIvOQHFV4ESClWzNyGEEHuDXVaMHAwGefrpZ7j+umt31SFEYxEOdNjGyuUR7l/H4/rtO5LeGRF3v/e+68g8uo+9xlOEY8l8tDUSaAshxN5slxYjO51OmjRpsisPIRoBMzIvzo66rvLzSL39sir3K6EQSg3WXhJCCLH3qZdA58gjj6hyX6o3lYsuupBp0/6tj0OIxsxpzW9T3YrZQgghRF3US6Dz9FNPVbnP7/cxd+48Hnr4kfo4hGjMHJFApyLBDRFCCNHY1EugM2DgfvWxG7G3igQ6PsnoCCGEqF97/MzIt956C/mb8+L+3XjjDYlulqgNR/htKBkdIYQQ9WyPnxk5Jyebhx56mJdfeTXRTRE7KxzoKL6yBDdECCFEY7PHZ3RysnNYt359opshdpIJ0UBHMjpCCCHq2R4f6DRpksVTTz7B+nVrWLJ4ISNGvEB6enqimyVqSnWCVaKD4itPbFuEEEI0Ont8oHPFlVdx+BFH0aFjZ0459XS6dO7Mq6+8XO22LpcLr9cb908kmOa034VKhXRdCSGEqF97fI1OXt4m++eFCxdy62238+cfv5OZmUlBQUHctjffdCN33nnH7m6i2A4zJqODXzI6Qggh6tcen9GpbMWKFaiqSnp6WpXHRox8kXbtO9r/evXum4AWijiaS7quhBBC7DJ7fEansi5dOlNaVkZu7sYqjwUCAQKBQAJaJbbF1GJqdGRmZCGEEPVsj87opKQkc+cdt9OxQwdcLhc9e/ZgxAvDeeftd/D7t79ukmgg1JganR2sdSWEEELU1h6d0QkGQ3Tq1IlvvhlLRkYGGzbk8uGYMbz0UvXFyKIB0mJrdCTQEUIIUb/26EAnEAhw1dXXJLoZog7M2BodyegIIYSoZ3t015VoBFSH1OgIIYTYZSTQEQllOD3Rd6EEOkIIIeqZBDoisTwp9o/SdSWEEKK+SaAjEsrwJEdvSKAjhBCinkmgIxLLHQ50QgaKaSa2LUIIIRodCXREYnmSrP91I7HtEEII0ShJoCMSynCHA52QBDpCCCHqnwQ6IrE80a4rIYQQor5JoCMSynR7rB9CemIbIoQQolGSQEckVqTrKiiBjhBCiPongY5IqEhGR5GMjhBCiF1AAh2RUKbLbf0QDCW2IUIIIRolCXREYkVqdCTQEUIIsQtIoCMSynRbGR1FAh0hhBC7gAQ6IrHsrqtgYtshhBCiUZJARySU6XJZP0igI4QQYheQQEckVjjQUQKBBDdECCFEYySBjkgoO6MTkIyOEEKI+ieBjkgslxMAJSgZHSGEEPVvjw90XC4Xzz/3LIsXLWDJ4oU8/fSTOByORDdL1JDptAIdpOtKCCHELrDHBzr333cvXbp05pBDD2fI0EPo1LET/3fP3YlulqipcKCjBPwJbogQQojGaI8OdBRFYdiwC3jk0cfYuHEjeXmbeODBB7n00ktQ1T36pe09nOHsm18CHSGEEPVvj+7j6dC+PcnJycyePce+b/78BTgcDrp27crChQvjtne5XLgixa+A1+vdJe3yDT2HsmdH7pJ9Nzqa9Z9kdIQQQuwKe3Sgk5mVRVlZGcFKc7AUFhbSrFmzKoHOzTfdyJ133rHL22WqGjiVXX6cRkM3ccyZlOhWCCGEaIT26EDHNM1q71cUBT1UdUmBESNf5NXXXrdve71e5s2dU2W7unJPHY923op6329jpW5ZjyN/baKbIYQQohHaowOdLVvySUlJwel02lkdRVFIT09n0+bNVbYPBAIEdsPoHrWiGNfif3b5cYQQQgixfXt0xe6qVaspKCigb9++9n29evUEYM2aNYlqlhBCCCEaiD060AEYPfpdHnzgPpo3b052djMeevBBPv/8C/wyikcIIYTY6+3RXVcAzz0/nLT0dP6Y+Bsul4vvv/+B+x94INHNEkIIIUQDoDRpml19Re9ewOv1smrlctq170hpaWmimyOEEEKIerbHZ3Tqw66aT0cIIYQQu05NkhR7daATCXB2xRBzIYQQQuxaNemR2au7rgCaN2++S7qtInP09OrdV7rFdkDOVc3JuaodOV81J+eq5uRc1dyuPleS0amBjRs37tL9l5aWyh9CDcm5qjk5V7Uj56vm5FzVnJyrmkvkudrjh5cLIYQQQmyLBDpCCCGEaLQk0NlFAoEAzzzz7G5ZcmJPJ+eq5uRc1Y6cr5qTc1Vzcq5qriGcq72+GFkIIYQQjZdkdIQQQgjRaEmgI4QQQohGSwIdIYQQQjRaEugIIYQQotGSQGcXcLlcPP/csyxetIAlixfy9NNP4nDsnXMznnTSiXz/3XhWrVrBgvnzeOThh9A0DYCMjAzeeusNVixfyvx5/3HH7bfFPXdHjzdm/7v+OvI359GtWzdAzlV1evbswYcfvM+ypYvJ3bCOyy+/DJBzVZ3OnTvz2WefsHrVSlatWsEnn3xEp44dgR1/XjX2zzOv18vo0W8zc8a/cffX9bw01vO2rfO1vc96SOzfpQQ6u8D9991Lly6dOeTQwxky9BA6dezE/91zd6KbtdulpqZy8UUX8exzz9G1a3dOO/0Mjj76KP73v+sBGPHCcBRFYcDA/TnxpJM54YQTuPSSi+3n7+jxxuqAA/bnkEMOoays3L5PzlW8du3a8vFHYxj/3Xfsf8BBtGrdljFjPgLkXFXnww/eY+XKlfTpuy/9+g1gY+5G3nzrDWDHn1eN+fOsa9eu/PTjD4SCoSqP1fW8NMbztq3ztaPPekjs36UML69niqKwYvlSzj7nXP79dzpgffMc/+03dOzUBcMwEtzCxLrxxhsYNOgg/ve/G5k/7z/67tvfXobjuGOP5b77/o/BBw+ladOm2328sWratClff/Ul518wjEmT/uDYY48nPz9fzlUl7707mrFjx/H12LFx9+/oXOyN50rTNHI3rGPI0ENZvHgxAAceeACfffoJbdt12O7nlWmajfrz7PLLL2Pd2nWUlpby0ksj6T9gP2DHn+M7Oi+N9bxt63xVJ/JZf+655yf871IyOvWsQ/v2JCcnM3t2dEX0+fMX4HA46Nq1awJb1jA0ycoiL28TvXr1JC8vL26tsRkzZ9C5c2e8Xu8OH2+MFEXhtVdf4fHHn2Dt2rX2/XKu4rlcLoYOHUJ5eTl/TPydNatX8u234+jUqZOcq2rous64cd9w+2234vF4SEpK4rprr+WDD8fs8POqsX+evf32O/z4009V7q/reWms521b56s6kc96SPxnmAQ69SwzK4uysjKCwWDc/YWFhTRr1ixBrWoYmjVrxtlnn817771PVmYWW7cWxD2+dWsBqqrSrFnTHT7eGN15x+3Mnz+fCT/+GHe/nKt4bdu2xe12M2zYBZx3/gX06duP5ctX8O7ot+VcbcONN91MMBhk9qwZzJj+L3PnzuW+++7f4efV3vp5Vtfzsreet4jYz3pI/GfYnl8Z1cCYZvU9gYqioIeq9gPvLVJSkvng/fd4fdQoZs6cSds2bapsoygKAKGQXu15jH28sTnkkKEcfPBgTj3tjCqP7ehc7G3nKiMjHUVR+N8NN1JUVATA/fc/wPJlS2jVulWV7ffmcxVx6KGH0r9/Px57/AnatGnDhRcOY978BWzatKna7SOfV3vr59mOXnddH2/MKn/WQ+I/wyTQqWdbtuSTkpKC0+m0o3lFUUhPT2fT5s0Jbl1ieDwe3n/vPabPmMHIkS8CkL9lC1lZmXHbNcnKAmDz5s07fLyxufmmm+jbty9LFi+07/OmpPDD9+PJzc2tkr7dm8+Vz+dD13U7yAEoKSmhvKICTdPkfVVJkyZNeGPUa5xw4kn8999cAH74/gfGjfuac887f7ufV8FgYK/8PNvR5/iOzsveet6q+6yHxH/eS9dVPVu1ajUFBQX07dvXvq9Xr54ArFmzJlHNShiPx8MH77/H0mVLue++++3758yZQ7NmzWiek2Pf139Af9asWYPP59vh443N1ddcw+CDh3LoYUfY/wAuvexyTjzpFDlXMZYuXYZhGPTr18++LycnG29KCh9/9LGcq0ratWuHoih2kAMwa/Zs/H4/mubY7ufV3vp5tqPXXdfHG6NtfdZD4j/vJdDZBUaPfpcHH7iP5s2bk53djIcefJDPP/8Cv9+f6KbtVpE3/uIlS7j77v+Le6y4uJgvv/qKx594jMzMTNq2bctdd97J+x98WKPHG5tNmzazdu3auH8AGzfmsXXrVjlXMXw+H++//wHDhz9HmzZtaNq0KU899SS//PorG/Py5FxVsnjRIvx+P3fffRfp6emkpaVxx+23oSgKc+bM2eHn1d76eVbX87I3nbftfdZD4j/vJdDZBZ57fjj/zZ3HHxN/Y+o/f7Nx40buf+CBRDdrtzv55JM47LBDuebqq8jfnBf3r3Xr1tx1190E/AFmTJ/Gzz9NYNKkSbz44kv283f0+N5EzlW8hx5+hMmTp/DzTxOY/u9UTNPkuuv+B8i5qqy0rIwzzzqHgw48gP/mzGbe3DkMGXIwZ555NsXFxTv8vNpbP8/qel72pvO2o896SOzfpcyjI4QQQohGSzI6QgghhGi0JNARQgghRKMlgY4QQgghGi0JdIQQQgjRaEmgI4QQQohGSwIdIYQQQjRaEugIIYQQotGSQEcIIYQQjZYEOkIIIYRotCTQEUI0SBdfdCGXX37Zdrfp0aMHs2ZOJzU1tV6P3bNnD/6dNrXe9yuE2P0k0BFCNEgHH3zwDrd57NFHGDFiJCUlJfV67PnzFzDl77+5+eab6nW/QojdTwIdIUSD89abb3Daaafy9FNPkr85j+eefabKNu3bt6N//358/sWXAAweNIhvvx3Hueeew+xZM1i9aiWjXn+NZs2aMer111i1agXz5s7hsssutffRPCeHMR9+wIrlS1m2dDFff/UlrVq1AuDjjz/mgvPPQ1GU3fOihRC7hCPRDRBCiMquuPIqmjVryjffjuftt9+pdpvjjj2WP/+cRHl5uX3fvn37smzpMoYechgtW7bkyy8+4/fffuGxx5/g1ttu47DDDuPNN0YxYcKPbNiwgfvuv5cKXwV99+2Pw+Fg0KCDyM3NBWDatH/RNI3999+PqVOn7ZbXLYSof5LREULskQ444ABmzpoVd19SUhKPPvY4xcXFLFq0iJ9/+ZW1a9fxySefUlZWzvjx35Gbm0u3bl3t7U3DpLS0lIKCAr777nt0XQfAMAymT5/O/vvvv9tfmxCi/kigI4TYI+Xk5LBhw4a4+4qKiti6dWv0dmEhq1atitumrKyclJQUAB5++FE6duzApD8nctGFF+JyueK23bgxj+bNm++aFyCE2C0k0BFC7JEyMzMoKSmNuy8UClXZLqRXvS9izZo1HH7EUdz/wIOcfvpp/DHxN5rn5NiP52/ZQpOsrPprtBBit5NARwjRIBmGiaZp23y8qKiYrKzMejnW779P5NTTTqekpJQzzjjdvj8zI4OCwsJ6OYYQIjEk0BFCNEgbNmzg0EMOISkpqdr5bPLy8siJyb7sjFNPPYUuXbrgdrvp3LkzzZvnsGFDrv14dnY2eXl5dTqGECKxJNARQjRIL4wYSXZ2M5YsXsgdt99W5fHpM2aw334D63SMtm3b8sXnn7JyxTK+/uoLPv/iS8aOGweAoigMHDiQ6f9Or9MxhBCJpTRpmm0muhFCCFFbnTp1YuLvv9Kla/e4Ieb1ZcCAAXzy8Ri6de9pj8QSQux5JKMjhNgjLVu2jFmzZnHBBefvkv1fcfllfPzxJxLkCLGHk4yOEGKP1atXTz4a8yGDBg+htLR0x0+ooT59evPu6Hc49LAjKC4urrf9CiF2Pwl0hBBCCNFoSdeVEEIIIRotCXSEEEII0WhJoCOEEEKIRksCHSGEEEI0WhLoCCGEEKLRkkBHCCGEEI2WBDpCCCGEaLQk0BFCCCFEoyWBjhBCCCEaLQl0hBBCCNFo/T8fnLbwLpOGbQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_ctrl(ctrl_loop2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results (spikes/second):\n", "baseline = [0. 0.] Hz\n", "target = 147.72 Hz\n", "achieved = [156. 165.] Hz\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_post_hoc(ctrl_loop2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There we go!\n", "That looks much better." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "As a recap, in this tutorial we've seen how to:\n", "- inject optogenetic stimulation into an existing Brian network\n", "- inject an electrode into an existing Brian network to record spikes\n", "- generate training data and fit a Gaussian linear dynamical system to the spiking output using `ldsctrlest`\n", "- configure an `ldsctrlest` LQR controller based on that linear system and design optimal gains\n", "- use that controller in running a complete simulated feedback control experiment\n", "- work around the limitations of LQR by computing a feasible setpoint using convex optimization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus: model predictive control\n", "The stage is now set for model predictive control (MPC), which, by solving an optimization problem at every timestep, has two important capabilities LQR does not:\n", "\n", "1. It can look ahead, optimizing a time-varying control trajectory over a horizon of specified length.\n", "2. It can account for linear constraints on states and inputs.\n", "\n", "The main downside is the increased computational cost compared to LQR.\n", "\n", "Let's try this experiment again with MPC instead, using the [`lqmpc` package](https://github.com/CLOCTools/lqmpc)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MPC setup" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import lqmpc\n", "\n", "H = 20\n", "mpc = lqmpc.LQMPC(dt / second, A, B, C)\n", "# N, M are prediction and control horizons\n", "mpc.set_control(Q_cost, R_cost, N=H, M=H - 1)\n", "mpc.set_constraints(umin=np.zeros(n_u), umax=np.full(n_u, u_ub))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since MPC runs a quadratic program under the hood every timestep, one advantage we should have is not needing to think about the optimal setpoints like we just did.\n", "However, `lqmpc` only support a state, not output reference, so we'll just use the same reference value for now.\n", "Adding MPC to `ldsctrlest` is planned, including control by output reference; when implemented, this tutorial should be updated." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# lqmpc doesn't support directly optimizing y_ref, so we use the same steady-state x_ref\n", "def xref_fn(t):\n", " return (t >= T0) * x_ref[:, None]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We mentioned a downside of MPC was the increased computational cost.\n", "Let's measure how long the controller takes:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulation Time: 0.20595026 s \n", "Mean Step Time: 0.001373 s \n", "\n" ] } ], "source": [ "mpc.simulate(\n", " t_sim=dt / second,\n", " x0=np.zeros(n_x_fit),\n", " u0=u_ref,\n", " xr=xref_fn(np.arange(200) * dt),\n", " L=150,\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Roughly 3 ms.\n", "Good to know!\n", "Let's increase the latency of our control loop from 3 to 6 ms then.\n", "Unlike `ldsCtrlEst`, `lqmpc` does not have built-in Kalman filtering, so we'll need to add that too:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class MPCLoop(cleo.LatencyIOProcessor):\n", " def __init__(self, sample_period):\n", " super().__init__(sample_period)\n", " # for post hoc visualization/analysis:\n", " self.x_hat = np.empty((n_x_fit, 0))\n", " self.y_hat = np.empty((n_z, 0))\n", " self.z = np.empty((n_z, 0))\n", "\n", " mpc.xi = np.zeros(n_x_fit)\n", " mpc.ui = u_ref\n", " self.P_cov = controller.sys.P # initialize state covariance matrix\n", " self.Q = controller.sys.Q\n", " self.R = controller.sys.R\n", " self.d = controller.sys.d.squeeze()\n", "\n", " def process(self, state_dict, t_samp):\n", " i, t, z_t = state_dict[\"Probe\"][\"spikes\"]\n", " z_t = z_t[:n_z] # just first n_z neurons\n", "\n", " # update state covariance for Kalman filtering\n", " # predict step\n", " P_pred = A @ self.P_cov @ A.T + self.Q\n", " # Kalman gain\n", " S = C @ P_pred @ C.T + self.R\n", " K = P_pred @ C.T @ np.linalg.inv(S)\n", " # Update step\n", " z_err = z_t - (C @ mpc.xi + self.d) # Measurement residual\n", " mpc.xi = mpc.xi + K @ z_err\n", " self.P_cov = (np.eye(len(P_pred)) - K @ C) @ P_pred\n", " x_hat = mpc.xi.copy()\n", "\n", " mpc.step(\n", " dt / second, mpc.xi, mpc.ui, xref_fn(t_samp + np.arange(H) * dt), out=False\n", " )\n", " u_t = mpc.ui\n", "\n", " out = {fibers.name: u_t.squeeze() * b2.mwatt / b2.mm2}\n", "\n", " # record variables from this timestep\n", " y_hat = C @ x_hat + self.d\n", " self.y_hat = np.column_stack([self.y_hat, y_hat])\n", " self.x_hat = np.column_stack([self.x_hat, x_hat])\n", " self.z = np.column_stack((self.z, z_t))\n", "\n", " return out, t_samp + 6 * ms\n", "\n", "\n", "mpc_loop = MPCLoop(sample_period=dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rerunning the experiment" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING /home/kyle/GaTech Dropbox/Kyle Johnsen/projects/cleo/cleo/light/light.py:557: UserWarning: fiber: negative light value clipped to 0\n", " warnings.warn(f\"{self.name}: negative light value clipped to 0\")\n", " [py.warnings]\n" ] } ], "source": [ "sim.reset()\n", "sim.set_io_processor(mpc_loop)\n", "sim.run(T0 + T1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_ctrl(mpc_loop)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results (spikes/second):\n", "baseline = [55. 60.] Hz\n", "target = 147.72 Hz\n", "achieved = [154. 160.] Hz\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_post_hoc(mpc_loop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also looking good.\n", "We don't see much of an advantage over LQR with a constraint-informed setpoint here since the optimization we performed was most of what was needed for a static reference.\n", "This essentially did part of MPC's job for it; the difference being that MPC optimizes an entire trajectory (over a receding horizon), ensuring constraints are met at every step.\n", "We do see less overshoot though, which makes sense since our controller is looking 100 ms ahead.\n", "\n", "This should be revisited with a time-varying reference once `ldsctrlest`'s MPC with output reference control is available." ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }