{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# All-optical control\n", "\n", "In this tutorial we'll see how to\n", " - configure and inject a microscope for two-photon imaging and stimulation\n", " - inject a calcium indicator for neurons visible to the microscope\n", " - set up two-photon optogenetics by \n", " - injecting an opsin with an extended action spectrum and \n", " - injecting a 2P light source targeting neurons imaged by the microscope" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preamble" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import brian2.only as b2\n", "from brian2 import np\n", "import cleo\n", "from cleo import opto, imaging, light\n", "import matplotlib.pyplot as plt\n", "\n", "# slightly faster than numpy in this case\n", "b2.prefs.codegen.target = \"cython\"\n", "\n", "# for reproducibility\n", "rng = np.random.default_rng(18010630)\n", "cleo.utilities.set_seed(18501224)\n", "\n", "cleo.utilities.style_plots_for_docs()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Brian network setup\n", "All we need are LIF neurons that will spike in response to photostimulation for us to see the resulting fluorescence traces." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ng = b2.NeuronGroup(\n", " 200,\n", " \"\"\"dv/dt = (-(v - E_L) + Rm*Iopto) / tau_m : volt\n", " Iopto : amp\"\"\",\n", " threshold=\"v > -50*mV\",\n", " reset=\"v=E_L\",\n", " namespace={\n", " \"tau_m\": 20 * b2.ms,\n", " \"Rm\": 500 * b2.Mohm,\n", " \"E_L\": -70 * b2.mV,\n", " },\n", ")\n", "ng.v = -70 * b2.mV\n", "cleo.coords.assign_coords_rand_rect_prism(ng, [-0.2, 0.2], [-0.2, 0.2], [0, 0.4])\n", "sim = cleo.CLSimulator(b2.Network(ng))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Microscope configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default a scope selects neurons based on focus depth and assigns them a signal-to-noise ratio (SNR) based on soma size.\n", "(Larger cells' SNR decays more slowly with distance from the focal plane.)\n", "`focus_depth` and `soma_radius` are taken from scope parameters but can be overridden on injection.\n", "\n", "We'll use GCaMP6f as our indicator and leave the default parameters, though those can be changed in the function call {func}`~cleo.imaging.gcamp6f`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "scope = imaging.Scope(\n", " focus_depth=100 * b2.um,\n", " img_width=500 * b2.um,\n", " sensor=imaging.gcamp6f(),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Heterogeneous expression is simulated by providing a `rho_rel_generator` function that takes the number of neurons as an argument and returns a vector of relative expression levels.\n", "This is done on scope injection (as opposed to sensor injection afterward) because the scope needs this information to select ROIs with sufficiently high SNR." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CLSimulator(io_processor=None, devices={Scope(name='Scope', save_history=True, sensor=GECI(name='GCaMP6f', save_history=True, model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1\\n\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n \\nexc_factor = 1 : 1\\n\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', sigma_noise=0.03748181818181818, dFF_1AP=0.09775500000000001, location='cytoplasm', cal_model=DynamicCalcium(on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1', Ca_rest=50. * nmolar, gamma=292.3 * hertz, B_T=200. * umolar, kappa_S=110, dCa_T=7.6 * umolar), bind_act_model=DoubExpCalBindingActivation(model='\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n ', A=7.61251 * khertz, tau_on=1.17164616 * second, tau_off=10.14020867 * msecond, Ca_rest=50. * nmolar), exc_model=NullExcitation(model='exc_factor = 1 : 1'), fluor_model='\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', K_d=290. * nmolar, n_H=2.7, dFF_max=25.2), img_width=0.5 * mmetre, focus_depth=100. * umetre, location=array([0., 0., 0.]) * metre, direction=array([0., 0., 1.]), soma_radius=10. * umetre, snr_cutoff=1)})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "expr_level_gen = lambda n: rng.lognormal(0, 0.2, n)\n", "sim.inject(scope, ng, rho_rel_generator=expr_level_gen) # uses scope's parameters\n", "# optional overrides (we'll use a small soma to intentionally get few targets)\n", "sim.inject(\n", " scope,\n", " ng,\n", " focus_depth=200 * b2.um,\n", " soma_radius=5 * b2.um,\n", " rho_rel_generator=expr_level_gen,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Signal strength (ΔF/F for 1 spike) per ROI is thus defined as {attr}`~cleo.imaging.Sensor.dFF_1AP` ` * rho_rel`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While Cleo adjusts noise levels according to distance from the focal plane automatically, other adjustments can be made manually by calling {meth}`~cleo.imaging.Scope.target_neurons_in_plane` to reflect factors such as cell heterogeneity or indicator expression or increased noise with depth.\n", "\n", "Neurons with SNR (defined as {attr}`~cleo.imaging.Scope.dFF_1AP` / {attr}`~cleo.imaging.Scope.sigma_noise`) below the scope's {attr}`~cleo.imaging.Scope.snr_cutoff` parameter are discarded." ] }, { "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": [ "i_targets, noise_focus_factor, focus_coords = scope.target_neurons_in_plane(\n", " ng, focus_depth=300 * b2.um, soma_radius=5 * b2.um\n", ")\n", "# scale noise std σ randomly to simulate biological variability\n", "std_noise = (\n", " scope.sensor.sigma_noise * noise_focus_factor * rng.normal(1, 0.2, len(i_targets))\n", ")\n", "sim.inject(\n", " scope,\n", " ng,\n", " focus_depth=None,\n", " i_targets=i_targets,\n", " sigma_noise=std_noise,\n", " rho_rel_generator=expr_level_gen,\n", ")\n", "\n", "cleo.viz.plot(ng, colors=[\"#c500cc\"], sim=sim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see targets off the visualized plane, resulting from our injections at 200 and 300 μm depths, resembling a multi-plane imaging experiment.\n", "\n", "When `focus_depth` is set to `None`, corresponding to [sculpted holographic imaging](https://www.sciencedirect.com/science/article/pii/S0959438817301940), the scope will select all neurons in the volume, or the user can specify a list of neurons to select via `i_targets` on injection." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After all targets are specified, the sensor protein must also be injected.\n", "Doing it this way allows for efficiency: the sensor protein is only simulated for the imaged neurons.\n", "Expression levels are as sampled previously on scope injection." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "scope.inject_sensor_for_targets()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2p stimulation configuration\n", "Further research is needed to better quantify the relationship between 2P and the 1P action spectra, but we use a preliminary model computed in `notebooks/1p_2p_ratio.ipynb`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CLSimulator(io_processor=None, devices={Scope(name='Scope', save_history=True, sensor=GECI(name='GCaMP6f', save_history=True, model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1\\n\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n \\nexc_factor = 1 : 1\\n\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', sigma_noise=0.03748181818181818, dFF_1AP=0.09775500000000001, location='cytoplasm', cal_model=DynamicCalcium(on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1', Ca_rest=50. * nmolar, gamma=292.3 * hertz, B_T=200. * umolar, kappa_S=110, dCa_T=7.6 * umolar), bind_act_model=DoubExpCalBindingActivation(model='\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n ', A=7.61251 * khertz, tau_on=1.17164616 * second, tau_off=10.14020867 * msecond, Ca_rest=50. * nmolar), exc_model=NullExcitation(model='exc_factor = 1 : 1'), fluor_model='\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', K_d=290. * nmolar, n_H=2.7, dFF_max=25.2), img_width=0.5 * mmetre, focus_depth=100. * umetre, location=array([0., 0., 0.]) * metre, direction=array([0., 0., 1.]), soma_radius=10. * umetre, snr_cutoff=1), GECI(name='GCaMP6f', save_history=True, model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1\\n\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n \\nexc_factor = 1 : 1\\n\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', sigma_noise=0.03748181818181818, dFF_1AP=0.09775500000000001, location='cytoplasm', cal_model=DynamicCalcium(on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1', Ca_rest=50. * nmolar, gamma=292.3 * hertz, B_T=200. * umolar, kappa_S=110, dCa_T=7.6 * umolar), bind_act_model=DoubExpCalBindingActivation(model='\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n ', A=7.61251 * khertz, tau_on=1.17164616 * second, tau_off=10.14020867 * msecond, Ca_rest=50. * nmolar), exc_model=NullExcitation(model='exc_factor = 1 : 1'), fluor_model='\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', K_d=290. * nmolar, n_H=2.7, dFF_max=25.2), BansalFourStateOpsin(name='vf-Chrimson', save_history=True, on_pre='', spectrum=[(470.0, 0.4123404255319149), (490.0, 0.593265306122449), (510.0, 0.7935294117647058), (530.0, 0.8066037735849055), (550.0, 0.8912727272727272), (570.0, 1.0), (590.0, 0.9661016949152542), (610.0, 0.7475409836065574), (630.0, 0.4342857142857143), (940.0, 7.625137185362367e-07), (980.0, 1.0970860644245853e-06), (1020.0, 1.4674211526847874e-06), (1060.0, 1.4915987002443027e-06), (1100.0, 1.6481713638093412e-06), (1140.0, 1.8492334763262702e-06), (1180.0, 1.7865475957728372e-06), (1220.0, 1.3823778118111134e-06), (1260.0, 8.030956811474087e-07)], extrapolate=False, required_vars=[('Iopto', amp), ('v', volt)], Gd1=0.37 * khertz, Gd2=175. * hertz, Gr0=0.667 * mhertz, g0=17.5 * nsiemens, phim=1.5e+22 * (second ** -1) / (meter ** 2), k1=3. * khertz, k2=200. * hertz, Gf0=20. * hertz, Gb0=3.2 * hertz, kf=10. * hertz, kb=10. * hertz, gamma=0.05, p=1, q=1, E=0. * volt, model='\\n dC1/dt = Gd1*O1 + Gr0*C2 - Ga1*C1 : 1 (clock-driven)\\n dO1/dt = Ga1*C1 + Gb*O2 - (Gd1+Gf)*O1 : 1 (clock-driven)\\n dO2/dt = Ga2*C2 + Gf*O1 - (Gd2+Gb)*O2 : 1 (clock-driven)\\n C2 = 1 - C1 - O1 - O2 : 1\\n\\n Theta = int(phi_pre > 0*phi_pre) : 1\\n Hp = Theta * phi_pre**p/(phi_pre**p + phim**p) : 1\\n Ga1 = k1*Hp : hertz\\n Ga2 = k2*Hp : hertz\\n Hq = Theta * phi_pre**q/(phi_pre**q + phim**q) : 1\\n Gf = kf*Hq + Gf0 : hertz\\n Gb = kb*Hq + Gb0 : hertz\\n\\n fphi = O1 + gamma*O2 : 1\\n\\n IOPTO_VAR_NAME_post = -g0*fphi*(V_VAR_NAME_post-E)*rho_rel : ampere (summed)\\n rho_rel : 1')})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "opsin = opto.vfchrimson_4s()\n", "sim.inject(opsin, ng)" ] }, { "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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9T36aPRuAWydP5vvvvuP2229j2gvTuPnmm7jq6mv444+K19OrZ08mTZrIxInn8uVXX1W87nXran1toVCIzZs3EwwGKSoqqvE+vPDCtGpf33TzLSxaOJ/Bgwbz5VdfsXnzZny+ckpLS6sda7Vaqx2XkJDANddczZ133c1LL02PvDfjJ/zG4kULGD9uLC/PeGWHa/M7//73zZGvr7r6Gk466URGjTqszmC37759efe99yPhft26dXz99TfVyqSltWfcuPEsWbo08v7GxcVx9113cu+995GVtZ3LLv0bVquN8y+4IPJZuvTSy1n+21JOPukk3v/ggz36bCUnJ/Pkf5/iyf9Wvy+xIZxOJw8/8ljk+j7yyKOMPedsunXryimnnkag8v7Qu+6+m08+/oiePXtW63oXkd2nrtg6eDwepk9/sVoXQ2M579xz+f67b9myOZOMjetJSUlp9OeQ6Bo/bhzvvfseVqsVq9XKF19+CcCYHUZhHnLIIWzcmBH5xbu7DjnkEBYuXBgJdVW++PJLXC5XjS7g77//odrXGRszsFgsdOjQIbLt6KOOwuOJ58OPPopsG3XYYYRCIb744stqx8/5+WeG79CdVlJSyt+v+AcXnH8eb7wxk1mzPuXDD/88zyGHHEJ5eTlff1M91DSGqpCSnJLcoONGjBiO0+nk88+/qLY9Pz+fefPnc+hhh1bb/v0P/1ft67KyMrKysujYsWOdz/HKq6/xr2uu4fbbJtOjR/dayxQXF0dCXZXPP/8Cq9XK4EGDARh1+Ci+//77ai19hYWFrFy5kmHDK67Dnn62Pvjgw906bkdz586t9vW2bdv49dclkVAH8PvvWwFqba0Vkd2jFrta9O3bl+kvTWP58hWNfu6rrvonxxx9FNddfwMrVlScv7y8vNGfR6LnsEMPJT29BzfccD033HB9tX0TJoxn5szXAUhNSSE3N3ePny85OZns7JqjO3Nz8wBq/OHw15GgplmxXLTF8uci4mPHncMXX3wZaekDSG2fit1uZ/26NdWOt1qt2O12LBYL4XAYgAULFrBgwQIOPvhgLvnbpdXKp6SmUFhURCgUauhLrWHChPGMG3sOvXv3weOJx2LZvb9VU5Ir3qO/hmOAvNy8GoEtp5b32zRNjJ08//PPv8CiRYu59G+X8OP//cBPs2cz9T8P8OuSJZEyJSUlNY6rul4ejweA9qmpDBs6lFNPPaVaOYfDwdq1FS2fe/rZ2rp1a73LGnUsPl9UVLTLbVWfvbrOISINp2BXi0MPPYQ777wbr9fLsGFDq+1zOBzceecdnHnG6VitVj75ZBa3Tp5c7a/nuqSlpXHRhRdw6KGj8NbyA1xiw8SJE5g9ezZTptxZbfuAgQN47NFH6N2rF+vWr6egoICU1D1vrc3Ly6N9+/Y1trdPTQWgIL+g2vaqX6Z1SUpK4thjjuGCCy+qtr0gP5/S0lJGH1X7CNWqUAdw5hlnMGjQIL7//gem/uc/nHTyKZH9hQUFJCUmYrVa9yjcXXbZpdx5xxQef+JJ7v/PVPLy8gmHw/w8p+EjXXPzKkJQSkpKjVCTmppKfkF+tW0mO38P61IVeNu3b8+NN1zPxx9/yGGjjojcx5iYmIhhGNWuUdW1LSgsACA/v4DFi3/loYcfqXH+4uKK4NRYn60dmaZZawBrl5TUqM8jIntGXbG1ePHFlyL3hvzVfffeQ1r79hxy6CiGjziQjh07cPddd9XrvEcccTi//DKPa6/9F8uXL2Pd2tXcc8/d2GzK17EiMTGRk046kZdffoVflyyp9pg583W2bNnCxIkTAPjll3n0TE+nb9++tZ6r6oZ2t8u10+f85ttvGT58WI3urBNOOB6fz8f8BQsa9BpOH3MahYWFfPvtd9W2z57zM3FxcSQmJrJu3boajypdunRh6tT7ufuee7nkb5ey997duP66ayP75/4yD5fLxZFHHlHvOgUCgRrvw+jRR/Ldd99x//3/4eef57J69eoa984B+P0BXO6dv4fz5y+gsLCQE088odr2lJQURhwwgtmz59S7rvWRk5PDjf++iWAwyJAhgyPb4+LiGDFieLWyJ5xwPMFgkEWLFgMwZ84c+vXrx4YNG2pcg6ys7UDjfbZ2VFRYRLeuXWtsP/RQTZsi0pIo2DWAJz6esWPP4fobbiQ7O5v8/HwefuQxzjjj9F0fDOy3774ceeQRZGdnM2LEgZw25nSOP+44/n75ZU1ab2k+Z511JuXl5Xz62Wc19pmmyZtvvc0555yN1Wrlf19/zS/z5jHj5Zc49phj6N2rF4eMHMnYsecAFTe25+TkcNHFF9K3b1/69+9X63O+/fY7rFmzhtdnvsphhx1G7969OXfSJKbcMYWnnn6G/Pz8Wo+ry9ixY3nvvfertcBBxYCM116byUsvvsA555wdqdNJJ53ImDGnARVdak8/9V+WLl3GCy9Mo6CggGuvvZ5//euayLQWK1eu5IMPPuTxxx9jzJjT6N2rFwccMIILL7ygzjqtWrWak08+ieHDh9O/fz9cLhfr1q1n8OAhHHnkEfTu3ZuTTz6JB6beX637GGD16tUcPmoUo0aNYp999qkxfQmA1+vlP1Mf4LbJkzn/vHPp06cPhx16KK/PfI2sbdt44403G/Qe1uaeu+/itNNOpX//fuy7775cf921uN1uluzQFVtQUMDDDz1U8Xno3Zvx48dxyy03M+OVVyLX8elnniUlJZlXZrzMYYceSq+ePRk6dCgXXXQhvXr2BGi0z9aOvvn2W7p06cLdd93Jvvvuy5DBg3nqv0/idrv3+L0RkcajpqIG6N27N263m3VrV9fY53a7ufIfV3B5HSGtV++KXyiz58zhmWefA2D58hU89/zznHnGGXs0Ak1ajkkTJ/De++/XOXXDG2+8ybX/uoZjjj6aL778krHnjOOmm2/iwQenkpaWRn5+Pq+88ipQ0bV55T+vYsrtt/PN11+xePFiTjl1TI1zmqbJ2eeM4/bbJvPcs8/Qrl0SGzdu5J577mXatBcbVP+ePdMZMWI4199wQ637/3XtdVzx98u56p9X0qNHD8LhMGvWrIl8fq/8xxXsv/9ADht1ROSYL7/6infefZdnnnmKI48cTUlJKVf840r+dc3V3HLLzezVpQvFxcU1BmXsaModd/DE44/x3rvv4C3xcuSRo/nPf6aS1r49L704DdM0WbBwIdddfyMPPTi12rGPPPoYvXr15OXpLxIMBjnr7HNqvX/2hRem4Sv3cemll3D//fdRWFjE/77+H/fcc+9uTfnxV96SEqbcfhudO3fG7w+wfPlyJk46l40bMyJl8vLyuPnmW7j99tvYd9++FBQU8Nxzz/PAAw9GyuTk5HDMsccz+dZbePa5Z0hNSaGoqIi5c3/hyy8rehrC4XCjfLZ29N1333Pr5Nu45OKLueiiC/njj2288uqr/O/rr7n9tsl7/P6ISOMwUtt32L2bRdqAQ0aO5MknH2fosBEADBk8mFmzPmavrnvv1vnuvfceXE4n113/5y/NU045mVtvuZmDDlZ3hkhbduMN1zNx4gQGDR6668IiInVQV2wDrN+wAYvFwv77D9yt45cuXcpBBx1YbVvPnj3ZtJM5ykSk7dDoUBHZUwp2DVBUVMRbb73No488TL9+/XA6nfTu1YvjjzuuXsfPmjULj8fDbbdNJi4ujuHDh3PppX/j9dffaOKai4iISFugYNdAN/77Jn788SfefusNNqxfy9tvv0nPnun1OrakpJSzzh7LsKFDWbN6JS9Oe54nn/hvtclbRURERHaX7rETERERiRFqsRMRERGJEQp2IiIiIjFCwe4vqtZjFBEREWltNEHxDjweDxkb19MjvRderzfa1RERaZlMk4HeYnr4ytndCVp8hkGBzU6BzUa+3U6ezU7QorYGkT2lYCciIvUWHwwyzFtEu2CwXuXDQIHVRoHdTlwoREIoRFw4hNM06Rjw0zHgh7LKcjYb2XYHWQ4nBTYbaF4/kQZTsBMRkV0zTfb2lTPAW4wNCBgGJmA3zZ222lmAZQkJFNrsf24zTRKDQdoFA7QLBkkNBIgPh0gJBkkJBulbVkq5xcI2h4OtDhc5drtCnkg9KdiJiMhOWUyTIcVF7OX3AZBtt7PIk0hSKMiBRYWYUGu4M4HfHc5qoQ4gbBgU2O0U2P/c7g6FaB/w08Hvp0PAjyscpkd5OT3Kyym3WPjd4WSzy0XRX84lItUp2ImISJ2s4TAHFBeSFggQBlbGxbPeHQeGwXarlYUJiQwpLqo2Es+koqVui9PJEk9ivZ6nzGpls9XNZpcbi2mSGvDT2e+ji8+HKxymV3kZvcrLKLDZyHS52eJwEtI9eSI1KNiJiEit7OEwBxUVkBwMEjAM5iUmkWt3VCuz1eliu91BN1857QMBDNOkxGol0+XGa9u9XzFhwyDb4STb4WRZvEkHv5+uvnI6+X20CwZp5y2mv+Flk9PFRrebEqt+lYlU0XeDiIjU4AiHGVmYT2IohM8wmJvYjkJ77d2gQYuFje44Nrobvx6mYZDldJLldOIIh+nqK6d7eRkJoRA9y8tILy8jy+5gfVwcuTbdiyeiYCciItVYzTAHFhWQGApRZrHwc2K73W59a0x+i4UN7jg2uNy0DwToWVZKp4C/4lHoJ89mY507nm0ORyTgWUyTvXzl9CgvIyEYImxAjt1OhitOgzIkJkX/O1VERFoMwzQZUVREcjCIzzCYk9iOkhYQ6qoxDHIcDnIcDuJDQXqVldGtvIyUYJADigspslpZHRdPrs3OwUWFJIWChKmckd+ETn4/Xfx+MpwulnoSFO4kprSw71YREYka02Swt4gOAT9B4JeWGOr+osRqY6kngdVxcaSXVXTNJoZCjCguIsifyyvtOMyi6v/dfeWUW62siYtv3kqLNCENKRIREQD6lpbQzecjDCxITKo2HUlL57NYWRXv4evkVFa74whS0XKxs19yBtCrtBSraTZPJUWagYKdiIjQ2VdO37JSAJZ4EtjucEa5RrsnYLGwOt7DHw4n9Ylrdkw6Vc7PJxILFOxERNq4xGCQIcVFAKx3Vcwl19q5zHC91rENA65QuKmrI9JsFOxERNowezjMiKICbFSsKLEi3hPtKjWKYOWSZ7tiVJYViRUKdiIibZVpMqy4kPhwmBKLhQUJSZgxEnK2OZz1arEDyHI4dl1IpJVQsBMRaaP6lpbQIRAgCMxLbEcghpbo+t3pwl+PVju/YcTU6xZpEZ9mj8fD9Okvsmjh/DrLfPTh++RkZ9V4LJg/L1Jm3ry5NfZ36JDWHC9BRKRVSfP72KdysMRSTwLFLXxak4YKVy6BFqbiProa+6lY09ZpmowoKsCikbESI6L+ndy3b1+mvzSN5ctX7LTcaWPOqLHt7rvuxOH8swm9Y4eO9N23H7m5uY1eTxGRWOEKhRhaXIQBZLhcbImBwRK1ybM7+L92KfQt9dLZ7490zQYw2OSqWON2RHERHQIBBniLWZqQGNX6ijSGqAe7Qw89hDvvvBuv18uwYUPrfVxCQgITJozn2GOPBypa/QwDhToRkZ0wTJPhxUU4TZMCq43f4hOiXaUmVWyzsSCxHc5wmPhQkDAGxTYbocp7CecbiRxUVEgPXznbHU62OVvnNC8iVaLeFfviiy/x5VdfNfi4C84/j7lzf2H9hg0ApKamYrfbWbliOVt/38zcn2dz3rnn7vQcDocDj8dT7SEiEsv2LS0hJRggYBgsSEwiHCODJXbFZ7GQZ3dQYLdHQh1AtsPJenccAIO8RThDoWhVUaRRRL3FbnfYbDb+9rdLuOKKKyPbMjMzGXX4kWRlZREOhxk9+kieeOJx8vLzmDXr01rPc83VV3HjjTc0V7VFRKKqg99Hn8r76n71JFBqtUa5Ri3Dyrh42vv9tAsFGeot4ufEdlo/VlqtqLfY7Y4zzjid3Lw8fpo9u9r2tWvXUlRUhNfr5eOPP2HGyzMYN3Zsned57PEn6JHeK/IYMHBQU1ddRCQqXKFQZBLiDS43fzhdUa5Ry2EaBosSEgkCaYEAPcvLol0lkd3WKoPdFX//O88++9wuy23YsIGkdkl17vf7/Xi93moPEZFYY5gmw3a4ry5WJiFuTF6bjeWV9xvuW1KiLllptVpdsDviiMNJS2vP++9/sMuyffbZh/Xr1jdDrUREWq59S0tIrbyvbmFiYpu5r66hMl0u8mw2bJj0K9Uf+tI6tehgN/O1Vxk/fly1bf+44gpeemk6gUCg2vajjz6KU089hbS0NNxuN2efdSYTxo/jhWnTmrPKIiItyl/vqyuxtspbq5uHYbAsPgET6ObzkRLwR7tGIg3WooNd165dSUlOjnzdr18/DjzwAF6e8UqNsoWFhfz98sv5Ze4cVq1cwXnnn8fESefucn48EZFYteN9dRt1X129FNrtbKp8nwZ4vaCJi6WVMVLbd9CntpLH4yFj43p6pPfS/XYi0qoZpskhhQWkBAMUWG381C5ZXbD15AiHOSo/F7tp8qsngU0xOoGzxKYW3WInIiK7p1+Jd4f56nRfXUP4LRZWxcUDsF+JF6tZ26JkIi2Tgp2ISIzp4iunV+WUHYs9iZTqvroGy3C58VqsOE2T9DJNfyKth4KdiEgMSQgGGVx5X91ad5yWyNpNpmGwJq5iRYreZaXYwmq1k9ZBwU5EJEbYwmFGFBViA7LtdlZWdifK7tnidFFsteIwTU1aLK2Ggp2ISAyomoTYEw5RarGwMCFJy2LtKcNgdWU47lVWil2tdtIKKNiJiMSA/iVeOgb8BIH5CUn4Lfrx3hi2OpwUWa3YTZOelfMBirRk+s4XEWnlepSVRroKFyckUmi3R7lGMWTHVrvyMrXaSYunYCci0hqYJu0CATr4fbQLBCIT56b5fQwsqZh3c0VcvCYhbgJ/OJwUWm3YTJMeutdOWjiNgRcRackqw0TvslLidmgtKrVY2Opw0qO8DAPY5HSxzh0XvXrGMsNgnTuOYd4iepaVst4dp3kBpcVSi52ISEtlmgz0FrN/iRf3X7oA3eEwvcvLsAFZdjtLPAkaLNGEtjqdlFosOE2TbuXl0a6OSJ0U7EREWqjOfh/pvooQ8dfItuPXW5wuTIW6JmUaBuvdf85rpzVkpaVSsBMRaaF6lpWyq1v1w6D7vprJJpcbv2EQHw7R2e+LdnVEaqVgJyLSAlnNMKnB4C5/SFuA1GAQq0ZrNrmQYbDR5QbUaictl4KdiEgLZG1gZtBIuOax0R1HCEgOBkkNBKJdHZEaFOxERFqggGEQqmfZEODXPXbNwm+xsNlVMaWMlhmTlkjBTkSkBTINg80ud73usdvs0uCJ5rTBVTGIopPfhztU3/gt0jwU7EREWqggO/8hbVIR7Na7NH9dc/LabGy32zGAdLXaSQujYCci0tKYJn1LvPSuDA1hKkJc1W13Vf8PAb8ktqPEpjvsmtvGyqlP9i4vw6pBFNKC6KeBiEhLYprsV1pCn8oF55fHxbPZ5Wbv8jK6+cpxhMP4LRa2OF1kutz4Lfr7PBqy7A5KLFbiwyG6lpeT6XZHu0oigIKdiEjLYZr0K/XSu6yipW5ZvCfSMrQuLp51lYvRSwtgGGx0uxlQ4iW9vJRMl0srf0iLoD/1RERaAtOkf8mfoW7pDqFOWqZNThdBwyAxFKK9pj6RFkLBTkQk2ipDXa/Ke+qWxCeQoVDX4gUtFjY5K6Y+SS8vjXJtRCoo2ImIRJNpMmCHUPerJ0H3a7UiGZUrUXTy+3Fp6hNpARTsRESipTLU9dwh1G1yKdS1Jl6bjRxbxdQn3TX1ibQACnYiItFgmgysDHUmCnWtWUZlC2t3XzmGpj6RKFOwExFpbqbJ/iXFpCvUxYQ/HE7KDQuucJhOfl+0qyNtnIKdiEhzMk0GeYvpUV6OCSz2JLBZoa5VMw2DTZXrx/ZQd6xEmYKdiEgzMUyTId4iuvsqQt0iTyJbFOpiQqbLjQmkBQLEB4PRro60YQp2IiLNwDBNhhUX0c3nIwwsTEjk98pWHmn9yqxWsuwOQK12El0KdiIiTcximowoKqSL30cIWJCQxFanQl2sqRpE0c1XjkWDKCRKFOxERJqQLRzm4MICOgX8hIB5iUlsczqjXS1pAtvtDkotFhymSWefBlFIdCjYiYg0EWc4xCGFBaQGAwQMg7lJ7ch2KNTFLMOIjG7WnHYSLQp2IiJNID4U5NCCfJJCQcoNC7OT2pFbeQ+WxK5NThcm0D4YwKNBFBIFCnYiIo0sJeDnsIJ84sNhSiwWfmrXjiKbPdrVkmZQbrWyzVER4NVqJ9GgYCci0oi6lpcxsrAAh2mSb7PxU7tkSq22aFdLmlFmZXdsVw2ikChQsBMRaQSGabJfiZeh3mIswFaHkzlJyfgs1mhXTZrZdruDMosFp2nSWStRSDNTsBMR2UPOcIiDiwroU1YKwFp3HAsSEgkZRpRrJlFhGJFWu+5l6o6V5qVgJyKyB1IDfg4vyKd9IEDQMJifkMjKeA8o1LVpOw6iiA9pEIU0HwU7EZEd1fOeKKtp0t9bzMjCAlzhMEVWKz8kJfOHJh4WKgZRVK1E0b28PMq1kbakRQQ7j8fD9Okvsmjh/J2WmzdvLjnZWdUeHTqkRfYPGNCfTz/9hMyMjcz9eTYnnnhCU1ddRGKALRymZ1kpo/NyOSU3m5NytnNgYQEd/L5ag15KwM/h+Xn0Ki/DADKdLn5sl0KJTYMk5E9Vc9p1Ky/D0CAKaSZR/ynUt29fpr80jeXLV+yybMcOHem7bz9yc3Nr7HM6nbz5xus8++xznH32WIYMHszLL79ERkYmK1bs+twi0ja5QyFGFuYTFw4DYABWIC3gp2PAT6bTxRJPAhgGcaEQ+5V42avyhvgyi4VfPQmadFhqleVwUG5YcJlhOvl9as2VZhH1FrtDDz2EO++8m5dfnrHTch6PB8Og1lAHcNxxx1JSUsJ/n3qa0tJSZs+Zw1tvvc0F55/XFNUWkRhgmCYHFRXgDocxqAh1Vap+OO7tK6dfiZf+3mJG5+eyl9+HSUUr3XftUhTqpE6mYbDJVRHm1B0rzSXqwe7FF1/iy6++2mW51NRU7HY7K1csZ+vvm5n782zOO/fcyP6BAweyaNHiascsXLiIYcOG1nlOh8OBx+Op9hCRtqOj309CKLTTH4QG0Ku8jF7lZViomMrih3YpLElIJGiJ+o9QaeGqgl1awI87FIpybaQtiHpXbH1lZmYy6vAjycrKIhwOM3r0kTzxxOPk5ecxa9anpCQnk5efX+2YvPw80tLS6jgjXHP1Vdx44w1NXXURqWKaxIXDGKZJudUa9elAuvrKCLPrv3ANoNBqY0V8vFropEFKrTay7XbSAgH2Li9jdbwaEKRptZpgB7B27drI/z/++BOGDR3KuLFjmTXrU8xabkw1DIPgTtbqe+zxJ3j6mWcjX3s8Hn5btqRxKy0iWE2T9LJS0svLcFfeyxYCNrvcrHPHUWptnkl8LaaJKxzCHQoTHw6REgjUq9vCBDJdLoU62S2ZLndFsPOVsyYuHlNT4UgTalXB7q82bNjA0Mqu1pzcXLrvvXe1/akpqWRn59R5vN/vx+/3N2kdRdo6azjMyKIC2v3ljywrsHd5GXv5ypmdtHtrqRqmicM0sYfDOMwwjrBZ+W8Yh2niCIdxhcM4Kx8uM7xbr8EAAoa6XWX3bHM48RkG7nCYtICf7foDQZpQqw52ffbZh/Xr1gOweNFixpx2arX9Q4cNZc3aNdGomohUGljiJSkYpLY2CguAaXJQYSH/S0mtaMkwTeymiTscIi4UxhUOVYSycBhnZWhzVgY3+25MIRGkYo6xUosVA5P2gUCtddtRGNheubC7SEOFDYMtThe9ysvoXl6mYCdNqkUHu5mvvcqsTz/ljTfe5OijjyIuLo6ff56L1+vl5JNOZML4cZxy6mkAfP3NN9x9z11c+Y8rePGl6QwZMpgJ48cxdtz4KL8KkbbLEQ5XLIS+kzIWwGWGGVlYgAUTTyjUoMBmAgHDwG9Y8FsMAoYFv8WCz1KxzWexUG6p+teK3zAiq0JYTZNj8nKwm2ad4S5MxSoCAQ2UkD2Q6XLTq7yMjn4/znBIawhLk2nRwa5r166kJCcDUFhYyHXXXstjjz6C1Wpj6bKlTJx0bmT+u1AoxIQJk3jk4Qe58cYbyMnJ4dbJtzFv3s4nPRaRptPJ79tla1iV1GCg2tc+w6DUaqW8MpBVBbSqAOerDHCBHYJaQ4UMg3mJSRxUWICF6oMoqqJloc3Gco2Ylz3ktdnItdlJDQbYu7yctXHx0a6SxCgjtX0HTYddyePxkLFxPT3Se+H1eqNdHZFWr1dpKfuVeus1QMFrsbAiPgGv1UpZM4+Y9QSD9CktYS+/L1LXcsMgwx3Hendc1EfvSmzoVl7GEG8xJRYL3ySnaj1haRItusVORFo3n8VSr1AXBgrsdrY5o3PvkddmY3FiEsvCYeLCIcIYlFitGr0ojWqr08WAEi/x4TDtAwFydN+mNAHdNCIiTabAaqU+XQIWYEsLWG4paLFQZLPjtdkU6qTRhSoHUQB0Ly+Lcm0kVinYiUiT8ASDjCwuxICdhrswUGS1st2u1guJfZmVK1F09vtwhHdv+h2RnVGwE5FGZzVNRhQX4gqHKbJaybJXzFG3468xs/JRZrHwS2I73W8kbUKRzU6+zYYF6Kb1Y6UJ6B47EWl0A73FJIRClFsszElKxm8YdPH7SC8rJaVyTrsyi4WNrjgyXS6tuSptSqbLTbK3mO7lZax3u/VHjTQqBTsRaVTdysvY21eOCSxMSMRfGdq2Ol1sdbqgcs443cMmbdXvDicDDC+ecIjUQIBcDaKQRqQ/k0Wk0XiCQQZ6iwFYHRdPbm33zRmGQp20aSGLhS2VI8A1iEIam4KdiDQO02SItwgbkG23s8YdF+0aibRYmS43oEEU0vgU7ESkUXTzlZMcDBIwDBZ5EnXfkMhOFFYOorCiQRTSuBTsRGSP2cJh+pVUrNayxh2Pz6p1MEV2parVrnt5GTRgfWSRnVGwE5E91re0BKdpUmy1ssHtjnZ1RFqF351OgoaBJxyik9+HJxjEGQ5Fu1rSymlUrIjsEU8wSHrlDeC/xXs0MEKknkKGhRybnU4BPwcUF0W259lsrHfH8UcLWI1FWh+12InIHhlQ4sUC/OFwkO2IzlqvIq1RelkpnQL+GtvbBYOMKC6ib+XtDSINoWAnIrstJeCnQ8BPGFge74l2dURajeRAgIF1BLeqX8x9y0rp5PM1X6UkJijYichu27e0BIBNLhelVt3ZIVJfPctK2dUkJ+HKciINoWAnIrsl1e+nfSBAGFjrjo92dURaD9Oks9+3y1/AFqB9MIBd89xJAyjYiUjDmSZ9K1vrMl1uyjS9iUi9WU2zQb987ZoKRRpAwU5EGqx9IED7YIAQsFYrTIg0SMgwqO+kJibg10hzaQAFOxFpmL+01pWrtU6kYQyDzU5Xve6x22Z3ELToV7XUnz4tItIgKcEAqZWtdevUWieyWzZWfu/U1clqAgawPk7fY9IwCnYi0iC9SytG6W12udRaJ7Kbim02FiQkYUKdLXe/ehLIszuas1oSAxTsRKTePMEgnQJ+TGC9WutE9sg2p5Pv26WQ6XITpOI+uqqQl2O3s9ml5fmk4TTxlIjUW+/KObX+cDgp0bx1InvMa7OxzJPAMk8ChmniCQY5sjCf1EAARziMX/fXSQPpEyMi9eIMhejqKwfUWifSFEzDoNhuJ99mwwKR7zeRhlCwE5F66VlehgXItdnJt9ujXR2RmLXJWdEFu3d5GWgOO2kgBTsR2SVbOEyP8jJAI2FFmtrvTidBIDEUol0wGO3qSCujYCciu7S3rxy7aVJstZLl0Cg9kaYUtFj4w+kCKlvtRBpAwU5Eds40Sa8cNLHBFQeaBV+kyW2qDHZ7+X1Y1R0rDaBgJyI71dHvJz4cxm8YbHG5ol0dkTYh126nxGLBbpp08vuiXR1pRRTsRGSnepZXtNZlutyE1Fon0jwMgy2VrXZdyzU6VupPwU5E6pQQDJIWCBAGMjRZqkizqmohTwv4cYZ3tbKsSAUFOxGpU8/Ke+u2OZyUafkwkWZVYrVF5rTbS3PaST0p2IlIrRzhcGSC1A1utdaJRMNmdcdKAynYiUit9i4vwwoUWG3k2TQhsUg0bHW6CAPtQkE8mtNO6kHBTkRqMEwzMiHxRrdbU5yIRInfYmF75dyR3dQdK/WgYCciNXT0+4kLh/EZBr87NcWJSDRVdcfu5SvXEmOySwp2IlJD+g5TnITVWicSVVkOJwHDIC4cJjUYiHZ1pIVTsBORaqqmODHRFCciLUHYMNjqcAIaHSu7pmAnItWkV95b94fDSbmmOBFpEbZWdsd29vkw1B0rO9Eigp3H42H69BdZtHB+nWXi4+OYPPlWFsyfx5bNmfzw/Xcce8wx1cps/X0zOdlZkceWzZlNXXWRmGILh+laNWhCrXUiLUaO3Y7PMHCaJmkBf7SrIy1Y1INd3759+erLzwkGdj6Me/To0XTs2IGzzj6b3n368vQzz/DSS9Po2rUrAKmpqfgDAdqndYw8unbr3hwvQSRm7O0rxwYUWa3k2jXFiUhLYe4wkEndsbIzUQ92hx56CHfeeTcvvzxjp+U++WQW//zn1WRkZFJeXs5bb73N5s2bGT58GAAdO3Zk6++/N0eVRWKTadKjrKq1Lk5TnIi0MFXBrrPfj1XdsVKHqAe7F198iS+/+qrBxxmGQbt2yWRlZQGQmpJCt27dWLtmFVs2Z/Ldd99w4okn7PQcDocDj8dT7SHSVnUI+PGEQwQMgy0uZ7SrIyJ/kW+zUWqxYDNNOvh90a6OtFBRD3a7a+LECWzfvp1ffpkHwI8//cQxxx7P4CFDGbj/YGa8PINpLzzPkCFD6jzHNVdfRcbG9ZHHb8uWNFf1RVqc9MrWuk1OFyGj1f5oEIldO3THdvUp2EntWuVP74MOOpCb/n0jf7v0MsLhcGT7qlWrKCkpJT8/n5dnvMIXX37J2WefVed5Hnv8CXqk94o8Bgwc1BzVF2lx4kNBOgb8FVOcaF1YkRbrd2dFa3oHvw/bDr//RKrYol2Bhho8aBDTXnieiy6+hDVr1uy07IYNG+nSuXOd+/1+P36/RheJVN1bt93uoMTa6n4siLQZRVYbxVYrCaEQnf0+Nmv0uvxFq2qxGzxoEK+88jKXXfZ35s2re2qUKvv06cO69euboWYirZfVDLN35Si7DWqtE2nZduiO7aLuWKlFiw52M197lfHjxwEVoW7GjOlcetnlzJ4zp0bZs848k6OOGk1ycjIJCQlcdtmlHHTQgbw+8/XmrrZIq9KtvBy7aeK1WMm2O6JdHRHZhapVKNICfuzqjpW/aNF9Ll27diUlORmAKVNuZ6+99mLWJx9XKzN79mxOG3MGXq+XyZNvJT09HTMc5pd58zhtzBlsqxw1KyK1ME16VE1I7HZrihORVsBrs1FktZIYCtFJ3bHyF0Zq+w6aDKeSx+MhY+N6eqT3wuv1Rrs6Ik0uze/n4KICgobBV8mpBC0tuhFfRCr1KS1hv9ISsuwOfklqF+3qSAuin+IibVjPslKgYooThTqR1kPdsVIX/SQXaaPig39OcbJRgyZEWpUSm41Cqw0L0FmTFcsOFOxE2qielffWbXNoihOR1mhr5Zx2Gh0rO1KwE2mD7OEw3SqD3QZXXJRrIyK7oyrYtQ/4cag7Viop2Im0QXuXl2EDCq02cu32aFdHRHZDidVGgbpj5S8U7ETaGMM0Sa9qrdMUJyKtWlWrXefKScZFFOxE2pgufh9x4TC+HWawF5HW6Y9Id2xA3bECKNiJtC2mSe/SiilONrjjCKu1TqRVK7H+OTq2k7pjBQU7kTYlLRAgKRQkCGRotnqRmPBnd6yCnSjYibQpvctKAMh0uQloQmKRmFAV7DRZsYCCnUibkRQMkBYIEKaiG1ZEYoO6Y2VHCnYibUSvynvrtjqdlFmtUa6NiDSmP9QdK5UU7ETagLhQiC6Vf8mvU2udSMypWju2Q8CPTd2xbZqCnUgb0LusBAuw3e6gyKYJiUVijddmo8hqVXesKNiJxDp3KMTe5RWTl66JU2udSKz6o7LVrouCXZumYCcS4/pUttZl2+3k2R3Rro6INJGtlROOp/n9WNUd22Yp2InEsB1b61bHxUe5NiLSlIqtVrxWK1agY8Af7epIlCjYicQYRzhMfCiIPRymd1mpWutE2grDiAyi6KLRsW2WLdoVEJHG0dHvo1dpKe2DAQDMHfatUWudSJvwh9PJPmWldPD7sJomIS0b2OaoxU4kBvQpLeHAokJSKkMdgFH5AEgIBqNSLxFpXoVWGyUWCzaggwZRtEkKdiKtXAe/j/1KK5YKq+sbemCJl+RAoI69IhIzDOPPyYoV7NokBTuRVq5XWSm7Gv9mAullpc1RHRGJsj8cFaNjO/r9WExzF6Ul1ijYibRi9nCYtEBgl9/IFirnttIPeZGYl2+zUWaxYDdN0vwaHdvWKNiJtGL2BgQ1C2BTsBOJfYYRmaxY3bFtj4KdSCvmNwzqG9VCQFAj5ETahKr77Dr5fRj6g65NUbATacWCFgtZdscu77ELA1ucLlCwE2kTcm12fIaBwzRpr8mK2xQFO5FWbl1cHDuLa1V/q290a51YkTZjx9Gxmqy4TVGwE2nl8uwOfouPr7VLNkxFsFuYkEiRTfORi7QlVaNjO2vgVJuin/QiMSA+FMag4p47m2lioeKeui1OFxvccRQr1Im0OTl2O37DwGmapAYC5Dq0rGBboJ/2Iq2cJxikR3kZAAsSksix27FSEex0T51I22UaBtscTvb2ldPZ71OwayPUFSvSyvUr9WIBtjkc5DgcYBgV60Mq1Im0edVWoVB3bJugYCfSirX3++nk9xMGVsR5ol0dEWlhsu0OAoaBOxwmWWtGtwkKdiKtlWnSv8QLQIbLjVf30YnIX4QNg6zKLtjO/vIo10aag4KdSCu1t6+cpFAQv2GwOi4+2tURkRYqsgqFT92xbYGCnUgrZA2H2bekBIA1cfEELPpWFpHabXc4CQLx4TBJIXXHxjr9NhBphfqUleIyw3gtVja63NGujoi0YCHDYLtDkxW3FQp2Iq2MOxSiV1kpACviPZga/Soiu7C1cnRsF3XHxjwFO5FWpl+JFysVk49u07xUIlIPWXYHIcATDpEQCkW7OtKEFOxEWpHkQIC9/D5M4Ld4j+aqE5F6CVksbK/8Q7CLT6NjY1mLCHYej4fp019k0cL5Oy03YEB/Pv30EzIzNjL359mceOIJDdov0qqZJgNKigHY5HRRZLNHuUIi0ppERsf6dZ9dLIt6sOvbty9fffk5wcDOR+o4nU7efON1Pv/sc/br15/rrruBxx97lH79+tVrv0hr19VXTnIwSNAwWBWv6U1EpGGyHE7CQGIohEeTFcesqAe7Qw89hDvvvJuXX56x03LHHXcsJSUl/PeppyktLWX2nDm89dbbXHD+efXaL9KaWU2T/Uorpzdxx+GzWKNcIxFpbQIWC9n2qsmK1WoXq6Ie7F588SW+/OqrXZYbOHAgixYtrrZt4cJFDBs2tF77a+NwOPB4PNUeIi1R79IS3OEwJRYLG9xx0a6OiLRSf+w4OlZiUqtZgyglOZm8/Pxq2/Ly80hLS6vX/tpcc/VV3HjjDY1fWZFG5A6F6L3D9CZhDZgQkd20zeEkTDFJoSBxoSCl1lYTA6Seot5iV19mLfPuGIZBsPI+gV3tr81jjz9Bj/RekceAgYMar8IijWS/qulNbPbIzc8iIrvDb7GQa68YeKVWu9jUaoJdTm4uKcnJ1balpqSSnZ1Tr/218fv9eL3eag+RliQl4Kdr1fQmHk1vIiJ7bqvDBeg+u1jVaoLd4kWLGTJkcLVtQ4cNZc3aNfXaL9LqmCYDSir+2MjU9CYi0ki2OZ2YQHIwiFuTFcecFh3sZr72KuPHjwPg62++wWK1cuU/rsDtdjNy5MFMGD+OV199rV77RVqbbr5y2gWDBAyDVfEa2CMijcOn7tiY1qKDXdeuXSPdq6FQiAkTJnHsscewetUK/vvkE9w6+TbmzZtfr/0irYktHGa/kqrpTeLxW1r0t6qItDJbI5MVaxWKWGOktu+g1YAreTweMjaup0d6L91vJ1HVr8RL77JSvBYr3yWnYOreOhFpRM5wiGPzcjGA/yWnUmbV3JixQs0AIi1MfChIz8rpTX7zeBTqRKTR+SxWcivv29UgitiiYCfSwvT3erEAWXYH2zW9iYg0EU1WHJsU7ERakDS/j04BP2FguQZMiEgTqrrPLiUYwKXRsTFDwU6khTB2mN5ko8uN16YZ4UWk6fis6o6NRQp2Ii1EenkZCaEQPsNgdVx8tKsjIm3AVnXHxhwFO5EWwBkO0be0YnqTFfEegpreRESaQdUyhanqjo0Zu/Xbw+1217q9U6dOtG/ffo8qJNIW7VdSgt00ybfZ2Ox0Rbs6ItJGlO/QHdtF3bExYbeC3QvPP8eoUaNqbD/s0EN48onH9rROIm1Ku0CAvX0Vk4Qui0/QerAi0qz+7I7VZMWxYLeC3bBhw/jtt98AWLlieWT7jz/N5oADDmicmom0BabJwJJiADY5XRTYtR6siDSvrY6KtWNTtHZsTNjNrlgXhYWFxMXFkZqagsdTMS1DYWEhNi1ULlJve/vKSa5cD3ZlvAZMiEjz0+jY2LJbwW79+vUceeQRnHD88RQVFXHcsccCcNRRo9m4cWMjVk8kdtnDYfarnN5kdVw8PouW9BGR6FB3bOzYrYmynnrqGV6Z8TL5+flMmDiJV1+ZwXXX/Ysue+3FP/95VWPXUSQm7VtagtM0KbJa2eiqfUCSiEhz+MPpZGCJN9Idq7VjWy8jtX0Hc3cO9Hg8+Hw+AoEAnTp2ZMQBI1ixfAXrN2xo7Do2G4/HQ8bG9fRI74XX6412dSSGJQYDHF6QjwHMTmxHrsMR7SqJSBs3sjCf9oEAy+M8rI+Li3Z1ZDft9tT2OwafbVlZfPLJrEapkEjMM00Ger0YwO8Op0KdiLQIvztctA8E6OIvV7BrxTQLqkgz6+orJzUYIIih9WBFpMX4w1kxOjY5GCQ+FIx2dWQ3KdiJNCNbOEz/ygETa+LiKNd9LCLSQvgtFrIrp1zSEmOtl4KdSDOqGjBRbLWy3q2uDhFpWX6vXPlmL42ObbUU7ESaSWIwQHp5GVCxwoSpFSZEpIX5w+EkDCSGQiQE1R3bGinYiTQH02R/b3FkwESOBkyISAsUtFjIqvz5pDntWicFO5Fm0M1XTkowqAETItLibY10x/rA3K0Z0SSKFOxEmpg9HKbfDitMaMCEiLRk2xwOgoAnHCJJo2NbHQU7kSbWr8QbWWFig1srTIhIyxYyLGQ5KpYY0yCK1kfBTqQJJQcCdK/8wbjUowETItI6/K7u2FZLwU6kiRiVAyYANjld5Nk1YEJEWoftDgcBw8AdDpMSDES7OtIACnYiTSS9vIykUBC/YbBCAyZEpBUJGwZ/VHbHdlV3bKuiYCfSBFyhEPuWlACwIt6D36JvNRFpXbZUdsd28fkw1B3batiiXQGRWDSwpBgbJrk2O5sqfziKiLQmOXY75RYLrnCY/Uq9FFttlFit5NnsoPuFWywFO5FG1snno7PfT5iKARP6ASgirZHTDBOk4udX77KyyPYSi4WV8Z7IfHfSsqh/SKQRWc0wA0oqBkysd8dRbNPfTiLS+jjDIQ4ryCcuHKqxLy4cZnhxEd13CHvScijYiTSifUtKiAuHKbFYWBMXH+3qiIjslv5eL65wuNaQUNUHsX9JMa5QzeAn0aVgJ9JIkoIBepZX/AW7zJNASF2wItIKOcMhuvh9uwwIJtCjXK12LY2CnUgjMEyTQcXFGMAWh5PtldMEiIi0NqmBQL3CgQXo4Pc3dXWkgRTsRBpBenkZ7SrnrFvuSYh2dUREdpulAVObWNA0KC2Ngp3IHnKHQuxb4gUq5qzzac46EWnFSqz1G/QVBrxWa9NWRhpMQ/ZEGiguFCIuFCJsQKHVxv7eYmxAjuasE5EYkG+zUWy14gmF2NmdwhYg0+VurmpJPSnYidRTSsDPviUltN9h3cQgFd9EIWCJ5qwTkVhgGKyM83BAcSEm1BruwkC+zU621sBucdRnJFIPnXw+RhYW1FgMu+ovo4BhqAtWRGLGNqeTxZ4ETKh2F1248t98m51fEpP0x2wLpBY7kV1whMMMKy7EoPa/XAEcpkm/Ei9LExKbs2oiIk1ms8vNdruD7r5yOvh9WE0Tr9VGpstNjl3LirVUCnYiu7B3eRkW6g51UNH03c1Xzsp4DwG13IlIjPBZrayJi9eE661I1H8DORwOHn7oQVavWsGa1SuZOvV+bLUsw/TRh++Tk51V47Fg/rxImXnz5tbY36FDWnO+HIlBnfy+epWzAu0DmtNJRESiJ+otdrdNvpV99unD4UeMxjTDPP3UU9xy803cdfc91cqdNuaMGsfefdedOJx/3rjZsUNH+u7bj9zc3Cavt7QdNtPcaWvdX8uKiIhES1Rb7AzDYNKkidx19z1s27aNrKzt3D5lChdeeAGWXXRnJSQkMGHCeJ5/7gUAPB4PhoFCnTS6Uos1csNwfcqKiIhES1SDXc/0dOLi4vj11yWRbcuXr8Bms9G3b9+dHnvB+ecxd+4vrN+wAYDU1FTsdjsrVyxn6++bmfvzbM4799ydnsPhcODxeKo9RP5qk8tdrzUTSy0Wcu325qiSiIhIraLaFZuckkJJSQmBQPUpJAoKCkhLS2PlypW1Hmez2fjb3y7hiiuujGzLzMxk1OFHkpWVRTgcZvToI3niicfJy89j1qxPaz3PNVdfxY033tB4L0hiUpbDQVHlZJ11BTwDKm4u1igxERGJoqi22Jl13I9kGAahYLDO484443Ry8/L4afbsatvXrl1LUVERXq+Xjz/+hBkvz2Dc2LF1nuexx5+gR3qvyGPAwEG790IkppmGwdzEdpRULp1T25xOq+Li2aQZ2EVEJMqi2mKXm5tDfHw8drs90mpnGAZJSUlsz86u87gr/v53nnn22V2ef8OGDQwdNrTO/X6/H79foxhl18qtVn5ol8JevnK6l5fhCYUIY5DlcLDR7abIpi5YERGJvqgGu4yMTPLz8xk0aBALFiwAYMCA/gBs2rSp1mOOOOJw0tLa8/77H+zy/H322Yf169Y3XoWlTQsbBptdbjarZU5ERFqoqM9jN336y0y5fTKdOnWiQ4c07pgyhXfeeRefz8fM115l/Phx1cr/44oreOml6TXuyzv66KM49dRTSEtLw+12c/ZZZzJh/DhemDatOV+OiIiISNREfR67hx5+hMSkJH74/lscDgefffY5t91+OwBdu3YlJTk5UrZfv34ceOABXP73K2qcp7CwkOuuvZbHHn0Eq9XG0mVLmTjpXJYvX9Fsr0VEREQkmozU9h00o2olj8dDxsb19EjvhdfrjXZ1RERERBok6l2xIiIiItI4FOxEREREYoSCnYiIiEiMULATERERiREKdiIiIiIxQsFOREREJEYo2ImIiIjECAU7ERERkRihYCciIiISIxTsRERERGKEgp2IiIhIjFCwExEREYkRCnYiIiIiMULBTkRERCRGKNiJiIiIxAgFOxEREZEYoWAnIiIiEiMU7ERERERihIKdiIiISIxQsBMRERGJEQp2IiIiIjFCwU5EREQkRijYiYiIiMQIBTsRERGRGKFgJyIiIhIjFOxEREREYoSCnYiIiEiMULATERERiREKdiIiIiIxQsFOREREJEYo2ImIiIjECAU7ERERkRihYCciIiISIxTsRERERGKEgp2IiIhIjFCwExEREYkRCnYiIiIiMULBTkRERCRGKNiJiIiIxIioBzuHw8HDDz3I6lUrWLN6JVOn3o/NZqu17Lx5c8nJzqr26NAhLbJ/wID+fPrpJ2RmbGTuz7M58cQTmutliIiIiERd1IPdbZNvZZ99+nD4EaM5bNTh9O7Vm1tuvqnWsh07dKTvvv1on9Yx8ti+PRsAp9PJm2+8zueffc5+/fpz3XU38Phjj9KvX7/mfDkiIiIiURPVYGcYBpMmTeSuu+9h27ZtZGVt5/YpU7jwwguwWKpXzePxYBiQm5tb67mOO+5YSkpK+O9TT1NaWsrsOXN46623ueD885rjpYiIiIhEXVSDXc/0dOLi4vj11yWRbcuXr8Bms9G3b99qZVNTU7Hb7axcsZytv29m7s+zOe/ccyP7Bw4cyKJFi6sds3DhIoYNG1rn8zscDjweT7WHiIiISGtV+81szSQ5JYWSkhICgUC17QUFBaSlpbFy5crItszMTEYdfiRZWVmEw2FGjz6SJ554nLz8PGbN+pSU5GTy8vOrnScvP4+0tDTqcs3VV3HjjTc07osSERERiZKottiZplnrdsMwCAWDNbavXbuWoqIivF4vH3/8CTNensG4sWPrPJdhGARrOU+Vxx5/gh7pvSKPAQMH7eYrEREREYm+qAa73Nwc4uPjsdvtkW2GYZCUlMT27OxdHr9hwwaS2iUBkJObS0pycrX9qSmpZGfn1Hm83+/H6/VWe4iIiIi0VlENdhkZmeTn5zNo0J8tZQMG9Adg06ZNuzy+zz77sH7degAWL1rMkCGDq+0fOmwoa9auabwKi4iIiLRgUZ/uZPr0l5ly+2Q6depEhw5p3DFlCu+88y4+n4+Zr73K+PHjADj66KM49dRTSEtLw+12c/ZZZzJh/DhemDYNgK+/+QaL1cqV/7gCt9vNyJEHM2H8OF599bVovjwRERGRZhPVwRMADz38CIlJSfzw/bc4HA4+++xzbrv9dgC6du0a6V4tLCzkumuv5bFHH8FqtbF02VImTjqX5ctXABAKhZgwYRKPPPwgN954Azk5Odw6+TbmzZsftdcmIiIi0pyM1PYdah/B0AZ5PB4yNq6nR3ov3W8nIiIirU7Uu2JFREREpHEo2ImIiIjECAU7ERERkRihYCciIiISIxTsRERERGKEgp2IiIhIjFCwExEREYkRCnYiIiIiMULBTkRERCRGKNiJiIiIxAgFOxEREZEYoWAnIiIiEiMU7ERERERihIKdiIiISIxQsBMRERGJEQp2IiIiIjFCwU5EREQkRijYiYiIiMQIBTsRERGRGKFgJyIiIhIjFOxEREREYoSCnYiIiEiMULATERERiREKdiIiIiIxQsFOREREJEYo2ImIiIjECAU7ERERkRihYCciIiISIxTsRERERGKEgp2IiIhIjFCwExEREYkRCnYiIiIiMULBTkRERCRGKNiJiIiIxAgFOxEREZEYoWAnIiIiEiMU7ERERERihIKdiIiISIxQsBMRERGJEVEPdg6Hg4cfepDVq1awZvVKpk69H5vNVqNcfHwckyffyoL589iyOZMfvv+OY485plqZrb9vJic7K/LYsjmzuV6GiIiISNRFPdjdNvlW9tmnD4cfMZrDRh1O7169ueXmm2qUGz16NB07duCss8+md5++PP3MM7z00jS6du0KQGpqKv5AgPZpHSOPrt26N/fLEREREYkaI7V9BzNqT24YbFi/lnPGjmP+/AUA9O/fj1mffEyv3vsQDod3evzPc35i6gMP8uGHH9GvXz+mvfAcIw85bLfr4/F4yNi4nh7pvfB6vbt9HhEREZFoiGqLXc/0dOLi4vj11yWRbcuXr8Bms9G3b9+dHmsYBu3aJZOVlQVAakoK3bp1Y+2aVWzZnMl3333DiSeesNNzOBwOPB5PtYeIiIhIaxXVYJeckkJJSQmBQKDa9oKCAtLS0nZ67MSJE9i+fTu//DIPgB9/+oljjj2ewUOGMnD/wcx4eQbTXnieIUOG1HmOa66+ioyN6yOP35YtqbOsiIiISEsX1WBnmrX3AhuGQSgYrPO4gw46kJv+fSN/u/Syat21q1atoqSklPz8fF6e8QpffPklZ599Vp3neezxJ+iR3ivyGDBw0O6/GBEREZEoqzn8tBnl5uYQHx+P3W6PtNoZhkFSUhLbs7NrPWbwoEFMe+F5Lrr4EtasWbPT82/YsJEunTvXud/v9+P3+3f/BYiIiIi0IFFtscvIyCQ/P59Bg/5sKRswoD8AmzZtqlF+8KBBvPLKy1x22d+ZN2/+Ls+/T58+rFu/vvEqLCIiItKCRX26k+nTX2bK7ZPp1KkTHTqkcceUKbzzzrv4fD5mvvYq48ePAypC3YwZ07n0ssuZPWdOjfOcdeaZHHXUaJKTk0lISOCyyy7loIMO5PWZrzf3SxIRERGJiqh2xQI89PAjJCYl8cP33+JwOPjss8+57fbbAejatSspyckATJlyO3vttRezPvm42vGzZ8/mtDFn4PV6mTz5VtLT0zHDYX6ZN4/TxpzBtspRsyIiIiKxLqrz2LU0msdOREREWrOod8WKiIiISONQsBMRERGJEQp2IiIiIjFCwU5EREQkRijYiYiIiMQIBTsRERGRGKFgJyIiIhIjFOxEREREYoSCnYiIiEiMULATERERiREKdiIiIiIxQsFOREREJEYo2ImIiIjECAU7ERERkRihYCciIiISIxTsRERERGKEgp2IiIhIjFCwExEREYkRCnYiIiIiMULBTkRERCRGKNiJiIiIxAgFOxEREZEYoWAnIiIiEiMU7ERERERihIKdiIiISIxQsBMRERGJEQp2IiIiIjFCwU5EREQkRijYiYiIiMQIBTsRERGRGKFgJyIiIhIjFOxEREREYoSCnYiIiEiMULATERERiREKdiIiIiIxQsFOREREJEYo2ImIiIjECAU7ERERkRihYCciIiISI6Ie7BwOBw8/9CCrV61gzeqVTJ16PzabrdayAwb059NPPyEzYyNzf57NiSee0KD9IiIiIrEs6sHutsm3ss8+fTj8iNEcNupwevfqzS0331SjnNPp5M03Xufzzz5nv379ue66G3j8sUfp169fvfaLiIiIxLqoBjvDMJg0aSJ33X0P27ZtIytrO7dPmcKFF16AxVK9ascddywlJSX896mnKS0tZfacObz11ttccP559dovIiIiEutq7/NsJj3T04mLi+PXX5dEti1fvgKbzUbfvn1ZuXJlZPvAgQNZtGhxteMXLlzElVdeUa/9tXE4HDgcjsjXHo+n2r8iIiLSeni93mhXIeqiGuySU1IoKSkhEAhU215QUEBaWlq1YJeSnExefn61cnn5eaSlpdVrf22uufoqbrzxhhrbf1u2pJbSIiIi0pLt03c/8vLyol2NqIpqsDNNs9bthmEQCgZ3WdYwDIKV5Xa1vzaPPf4ETz/zbORrj8fDb8uWMGDgIKX+KNO1aDl0LVoWXY+WQ9ei5ai6Fn6/P9pVibqoBrvc3Bzi4+Ox2+2RVjvDMEhKSmJ7dna1sjm5uXTfe+9q21JTUsnOzqnX/tr4/f5aPwRer1ffpC2ErkXLoWvRsuh6tBy6FtKSRHXwREZGJvn5+QwaNCiybcCA/gBs2rSpWtnFixYzZMjgatuGDhvKmrVr6rVfREREJNZFfbqT6dNfZsrtk+nUqRMdOqRxx5QpvPPOu/h8Pma+9irjx48D4OtvvsFitXLlP67A7XYzcuTBTBg/jldffa1e+0VERERiXdSD3UMPP8LSZb/xw/ff8svcn9m2bRu33X47AF27diUlORmAUCjEhAmTOPbYY1i9agX/ffIJbp18G/Pmza/X/vrw+/088MCD6qNvAXQtWg5di5ZF16Pl0LVoOXQt/mSktu9Q+wgGEREREWlVot5iJyIiIiKNQ8FOREREJEYo2ImIiIjECAU7ERERkRjRZoJdnz59ePvtN8nM2EhGxgbefPN1evfqBVSsGfvwQw+yetUK1qxeydSp92Oz/Tl38672S8N07dqVma+9SkbGBlatXM6dd0zBarUCuhbNwePxMH36iyxaWH3E+J6+97o2DVfXtdjVPl2LxlfX+33KKSfz2aezyMjYwIrlv3HXnXdEfl4BtGvXjmnTnmfD+rUs/20pN1x/XbXjd7VfaqrtWhiGwaRJE/n+u2/ZsjmT5cuX8eSTj5OYmBgpo2tRoc0Eu9dencHGjRvZf9BghgwZxrY/tvHCtOcBuG3yreyzTx8OP2I0h406nN69enPLzTdFjt3VfmmY1159ha1btzJ48FCOP+FE9t9/f6bcfhuga9HU+vbty1dffk4wUHOpvT1973VtGmZn12Jn+0DXorHV9X4nJCRw/nnn8eBDD9G3736cfsaZHHvsMVx55T8iZR579BEMw2DY8AM4+ZRTOemkk7jwgvPrvV+qq+tatGvXjr777MPVV19Dr977cNxxJ9CtazfumHJ7pIyuRYU2Md2J1Wrlj61bOGzUEaxevRqAgw46kLffepPuPXqyYf1azhk7jvnzFwDQv38/Zn3yMb1674NpmjvdHw6Ho/a6WqO+ffvyw/ff0r1HT3w+HwCdO3dm7s9z2He/fqxYvkzXogldfPFFbNm8Ba/Xy5NPPs7QYSOAir+G9+T7QNem4eq6Frvat6fXSteipp2933911VX/ZOTIgxk3bgLt27dn+W9LGTR4KNu2bQPghOOPZ/LkWzjk0FG73C81NeRaXHLJxZx80kmMOf0MXYsdtIkWu1AoxEcffcz1112Ly+XC7XZzxd//zquvzaRnejpxcXH8+uuSSPnly1dgs9no27fvLvdLw8S53QSDwcjawABZWVlYLAb77befrkUTe/HFl/jyq69qbN/T7wNdm4ar61rsap+uRePb2fv9V6kpKWRlbQcqlsDMysqKBAWAhYsW0qdPHzwezy73S031uRYej4dDRo7k4osu5NlnnwN0LXbUJoIdwFVXX0MgEODXxQtZuGA+y5YtY/Lk20hOSaGkpKRa0AAoKCggLS1tl/ulYVasXInX6+XGG67HEx9PWloaU/9Tcf+PzWbVtYiSPf0+0LVpProW0ZOWlsY555zDjBmvAJCSnEJeXn61Mnl5+VgsFtLS2u9yvzTcooXzydi4njfffJ3XXpvJF19+Ceha7KjNBLsjjjiCoUOHcM+99/HazJmce+4kjj/+eEyz9p5owzAIBYO73C8N4/P5mHTu+Rx73LGsWrWCD95/ly++/JJwOEw4rGsRLXv6faBr03x0LaIjPj6OV1+ZwbPPPceiRYuA2q+FYRgABIOhXe6Xhhs6bAQ90ntx2pgzOP7443jwgamArsWO2sQwqdTUVJ5/7hlOOvkUli5dBsDnn33ORx99wLjxE4iPj8dut0f+wjUMg6SkJLZnZxMI+He6XxpuwYIFjB59dOTrnj3TCYVCFOTn61pESW5uzh6997o2zWdPr5U0nMvl4pUZM1iwcCGPP/5EZHtObi4pKcnVyqampACQnZ29y/2ye7xeL4sWLeLWybfx6axPuPHfN+la7KBNtNj16NEDwzAioQ5g8a+/4vP5sFpt5OfnM2jQoMi+AQP6A7Bp0yYyMjJ3ul/23MSJE/n++x9Yt369rkWU7Oq93dP90nh0LZqXy+Xi1VdmsHbdWiZPvq3aviVLlpCWlkanjh0j24YOG8qmTZsoLy/f5X7ZM3FxcZimiWmauhY7aBPBbvWqVfh8Pm666d8kJSWRmJjIDddfh2EYLFmyhOnTX2bK7ZPp1KkTHTqkcceUKbzzzruRUZu72i8Nk5iYiM1mo2PHDlx99VVcfNGF3HHnncCu32tdi6azp++9rk3z0bVoHlWhbvWaNdx00y019hcVFfHe++9z7333kJycTPfu3fn3jTfyyquv1Wu/1N+IEcM5fcwYOnXsiNPpZODAAdx155288867gK7FjtpEsPOWlHDW2WM5+KADWbrkV35btoTDDjuUs846h6KiIh56+BGWLvuNH77/ll/m/sy2bdu47fY/58bZ1X5pmPPPO5fNmzKY/dOPjBg+nJNOPoUNGzYCu36vdS2azp6+97o2zUfXonmceuopHHnkEVx+2aXkZGdVe3Tr1g2Af//7Jvw+PwsXzON/X33Bjz/+yBNPPBk5x672S/2UlpYyadJEfvzxBzZuWMfL06fzfz/+yC23To6U0bWo0CbmsRMRERFpC9pEi52IiIhIW6BgJyIiIhIjFOxEREREYoSCnYiIiEiMULATERERiREKdiIiIiIxQsFOREREJEYo2ImIiIjECAU7ERERkRihYCciLdrpY8aw9ffNzJr1McnJydGujohIi6ZgJyIt2iezZtGr9z7k5+Vz/fXX7bSsYRjMmvUxY8ac1iR1iYuLY94vPzNk8OAmOb+IyJ5SsBORFi0YDFJWVsaDDz3E2HPOxuFw1Fn2rLPOxGJY+PDDj5qkLqWlpTz08CPcd9+9TXJ+EZE9pWAnIq3CihUrsdsdHHXUUXWWOf/885jxyiuRrxctnM+hhxzCG2/MJCNjAwsXzGfixAmR/ePGjeXpp/7LVVf9k5UrlrNh/Vruu+9eOnfuzBtvzGRT5kYWLpjPySefFDnmo48+pl+/fvTr169pXqiIyB5QsBORVuHkk08iGAxw5pmn17q/ffv2DB82jC+++LLa9kcffYT/PvkU/foN4K677+ahBx+ge/fukf0nnXQS8fHxDB8xggkTJzFxwgQ++fgjXnppOvvu15/nX3iBJx5/DKfTCYDP5+PHH3/k+OOPa7oXKyKymxTsRKRVuPjii/jP1Ac45uhjiI+Pq7F/xPDhZGZmUlhYWG3722+/zew5cygtLeWjjz5m06ZNDBjQP7I/EPAzdeoDlJSUMnfuLyxcuJBFixbxv/99TWlpKdOmvUhcXBzdunWLHDN37lwOOGBE071YEZHdpGAnIi1e//792KdPH15+eQYrVqzgxBNPrFGmY8cObN36R43tq9esqfZ1cXExCQkJka83b9lCOByOfF1QWMDGjIzI16FQiHKfD098fGTbtm1ZdOrYaU9ekohIk1CwE5EW75KLL+b1198gEAjw4UcfccYZNbtj2yUnU1xcXGN7eVn5Ts8dCgbrtW1HObk5pKam7KLWIiLNT8FORFq0pKQkTj99DNNfngHABx98wGGHHkpKSvVgVVhYSHJK88xzl9wumfz8gmZ5LhGRhlCwE5EWbeKE8cyZ8zObNm0CYPv2bObO/YVxY8+pVi4rK4uOHTs2S506dOxAVlZWszyXiEhDKNiJSIt2wYUX8OJLL1Xb9thjj3P99ddVm7pk0cJF7N2tGx06pDV5nQ488AAWLFjQ5M8jItJQRmr7Dma0KyEi0hi++PwzXn3tNWbOfL3JnsNut7Nm9UpOG3M6S5cua7LnERHZHWqxE5GY8cqrr3LRhRc06XOMHXsO69evV6gTkRZJwU5EYsabb76Fz+fnzDPOaJLzx8XFcd21/+LGf9/cJOcXEdlT6ooVERERiRFqsRMRERGJEQp2IiIiIjFCwU5EREQkRijYiYiIiMQIBTsRERGRGKFgJyIiIhIjFOxEREREYoSCnYiIiEiMULATERERiRH/D8kwKsV10nZrAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cleo.light.plot_spectra(opsin, range=\"2p\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, to target these neurons with 2P laser power, we use {meth}`~cleo.light.tp_light_from_scope` to create a `Light` object with a 2P laser {class}`~cleo.light.GaussianEllipsoid` light profile centered on each of the scope's targets:" ] }, { "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": [ "laser = light.tp_light_from_scope(scope, wavelength=1060 * b2.nmeter, name=\"laser\")\n", "sim.inject(laser, ng)\n", "cleo.viz.plot(ng, colors=[\"#c500cc\"], sim=sim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulating an all-optical experiment\n", "\n", "We'll stimulate each neuron with a different number of laser pulses and see the resulting calcium traces." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'neurongroup', using method 'exact' (took 0.53s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'syn_GCaMP6f_neurongroup', using method 'euler' (took 0.03s, trying other methods took 0.08s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'syn_vf_Chrimson_neurongroup', using method 'euler' (took 0.02s, trying other methods took 0.08s). [brian2.stateupdaters.base.method_choice]\n" ] } ], "source": [ "from cleo.ioproc import LatencyIOProcessor\n", "\n", "# for seeing ground-truth spikes\n", "i_all_targets = scope.i_targets_for_neuron_group(ng)\n", "smon = b2.SpikeMonitor(ng, record=i_all_targets)\n", "sim.network.add(smon)\n", "\n", "amplitude = 5 * b2.mwatt\n", "pulse_width = 2 * b2.ms\n", "t_interpulse = 20 * b2.ms\n", "\n", "num_pulses = np.arange(1, scope.n + 1)\n", "train_ends = t_interpulse * num_pulses\n", "\n", "\n", "class IOProc(LatencyIOProcessor):\n", " def process(self, state_dict, t):\n", " t_in_cycle = t % t_interpulse\n", " on = (\n", " (0 <= t_in_cycle)\n", " & (t_in_cycle < pulse_width)\n", " & (t < (t_interpulse * num_pulses))\n", " )\n", "\n", " return {\"laser\": on * amplitude}, t\n", "\n", "\n", "sim.set_io_processor(IOProc(sample_period=1 * b2.ms))\n", "\n", "sim.reset()\n", "tmax = 1000\n", "sim.run(tmax * b2.ms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll plot the result:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sep = 0.5\n", "n2plot = len(i_all_targets)\n", "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(8, 6), sharex=True)\n", "\n", "spt = np.empty((0,))\n", "spi = np.empty((0,))\n", "for i_target, i_ng in enumerate(i_all_targets):\n", " single_spt = smon.t[smon.i == i_ng]\n", " spt = np.concatenate((spt, single_spt))\n", " spi = np.concatenate((spi, np.full_like(single_spt, i_target)))\n", "ax1.scatter(spt / b2.ms, spi, marker=\"|\", c=\"w\", label=\"spikes\")\n", "t_pulse_ms = np.arange(0, num_pulses.max() * t_interpulse / b2.ms, t_interpulse / b2.ms)\n", "ax1.scatter(\n", " t_pulse_ms, np.full_like(t_pulse_ms, -1), marker=\"|\", color=\"r\", label=\"pulses\"\n", ")\n", "ax1.set(ylabel=\"neuron index\", title=\"ground-truth spikes\", xlim=(0, tmax))\n", "ax1.legend()\n", "\n", "ax2.plot(\n", " scope.t[:] / b2.ms,\n", " np.array(scope.dFF)[:, :n2plot] + sep * np.arange(n2plot),\n", " lw=0.2,\n", " c=\"w\",\n", " rasterized=True,\n", ")\n", "y_scale = 2\n", "y0 = 0\n", "x0 = -20\n", "ax2.set(xlabel=\"time (ms)\", title=\"ΔF/F₀ per ROI\", xlim=(x0, tmax))\n", "ax2.annotate(\n", " \"\", xy=(x0, y0), xytext=(x0, y0 + y_scale), arrowprops=dict(arrowstyle=\"-\")\n", ")\n", "ax2.annotate(\n", " f\"{y_scale * 100}% ΔF/F\", xy=(x0, y0), va=\"bottom\", ha=\"right\", rotation=90\n", ")\n", "ax2.yaxis.set_visible(False)\n", "ax2.spines[\"left\"].set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Results are as expected:\n", "- We see one spike for every pulse, though for longer trains we might start to see missed spikes due to the opsin activation plateauing.\n", "- If neurons were closer together, we'd expect to see some off-target effects; if there are any here, they are apparently subthreshold.\n", "- Signal strength is proportional to the number of spikes, as expected, but varies somewhat due to heterogeneous expression.\n", "- We also see that noise levels vary from ROI to ROI due to varying distances from the focal plane." ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }