From 272abe5d935654c7f4cbed6b0829f8c03d0944df Mon Sep 17 00:00:00 2001 From: e-g-melo <125516370+e-g-melo@users.noreply.github.com> Date: Wed, 22 Nov 2023 18:58:21 -0300 Subject: [PATCH] Inclusion of fabrication constraint in level set notebook. (#325) --- .../AdjointPlugin10YBranchLevelSet.ipynb | 2 +- .../notebooks/img/y_branch_level_set.png | Bin 1135257 -> 1205944 bytes .../notebooks/misc/import_file_mapping.json | 1 + docs/source/notebooks/misc/y_branch_fab.pkl | Bin 0 -> 436238 bytes 4 files changed, 2 insertions(+), 1 deletion(-) create mode 100644 docs/source/notebooks/misc/y_branch_fab.pkl diff --git a/docs/source/notebooks/AdjointPlugin10YBranchLevelSet.ipynb b/docs/source/notebooks/AdjointPlugin10YBranchLevelSet.ipynb index dfd9126d4..d38016f19 100644 --- a/docs/source/notebooks/AdjointPlugin10YBranchLevelSet.ipynb +++ b/docs/source/notebooks/AdjointPlugin10YBranchLevelSet.ipynb @@ -1 +1 @@ -{"cells":[{"attachments":{},"cell_type":"markdown","metadata":{},"source":["# Parameterized level set optimization of a y-branch\n","\n","**Note: the cost of running the entire notebook is higher than 1 FlexCredit.**\n","\n","This notebook demonstrates how to set up and run a simple parameterized level set-based optimization of a Y-branch. In this approach, we use `jax` to generate a level set surface $\\phi(\\rho)$ given a set of design parameters $\\rho$. The permittivity distribution is then obtained from the zero level set isocontour. Details about the level set method can be found [here](). In addition, we show how to tailor the initial level set function to a starting geometry, which is helpful to further optimize a device obtained by conventional design. You can also find some interesting adjoint functionalities for shape optimization in [Inverse design optimization of a waveguide taper](../notebooks/AdjointPlugin5BoundaryGradients.html) and [Adjoint-based shape optimization of a waveguide bend](../notebooks/AdjointPlugin8WaveguideBend.html).\n","\n","\"Y-branch\n","\n","For more integrated photonic examples, please visit our [examples page](https://www.flexcompute.com/tidy3d/examples/). If you are new to the finite-difference time-domain (FDTD) method, we highly recommend going through our [FDTD101](https://www.flexcompute.com/fdtd101/) tutorials. FDTD simulations can diverge due to various reasons. If you run into any simulation divergence issues, please follow the steps outlined in our [troubleshooting guide](https://www.flexcompute.com/tidy3d/examples/notebooks/DivergedFDTDSimulation/) to resolve it."]},{"cell_type":"markdown","metadata":{},"source":["Let's start by importing the Python libraries used throughout this notebook."]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["# Standard python imports.\n","from typing import List\n","import numpy as np\n","import matplotlib.pylab as plt\n","\n","# Import jax to be able to use automatic differentiation.\n","import jax.numpy as jnp\n","from jax import value_and_grad\n","import optax\n","\n","# Import regular tidy3d.\n","import tidy3d as td\n","import tidy3d.web as web\n","\n","# Import the components we need from the adjoint plugin.\n","import tidy3d.plugins.adjoint as tda\n","from tidy3d.plugins.adjoint.web import run"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Y-branch Inverse Design Configuration\n","\n","The y-branch splits the power from an input waveguide into two other output waveguides. Here, we are considering a gap of 0.3 $\\mu m$ between the output waveguides for illustration purposes. However, when considering the design of a practical device, this value can be smaller and s-bends can be added to the outputs. This can increase the computation time slightly but potentially generate better results.\n","\n","Next, you can set the y-branch geometry and the inverse design parameters."]},{"cell_type":"code","execution_count":2,"metadata":{},"outputs":[],"source":["# Geometric parameters.\n","y_width = 1.7 # Y-branch maximum width (um).\n","y_length = 1.5 # Y-branch maximum length (um).\n","w_thick = 0.22 # Waveguide thickness (um).\n","w_width = 0.5 # Waveguide width (um).\n","w_length = 1.0 # Input output waveguide length (um).\n","w_gap = 0.3 # Gap between the output waveguides (um).\n","\n","# Material.\n","nSi = 3.48 # Silicon refractive index.\n","\n","# Inverse design set up parameters.\n","grid_size = 0.02 # Simulation grid size on design region (um).\n","ls_grid_size = 0.005 # Discretization size of the level set function (um).\n","ls_down_sample = 20 # The spacing between the level set control knots is given by ls_grid_size*ls_down_sample.\n","fom_name_1 = \"fom_field1\" # Name of the monitor used to compute the objective function.\n","fom_name_2 = \"fom_field2\" # Name of the monitor used to compute the objective function.\n","\n","# Optimizer parameters.\n","iterations = 50 # Maximum number of iterations in optimization.\n","learning_rate = 3e-2\n","\n","# Simulation wavelength.\n","wl = 1.55 # Central simulation wavelength (um).\n","bw = 0.06 # Simulation bandwidth (um).\n","n_wl = 61 # Number of wavelength points within the bandwidth."]},{"cell_type":"markdown","metadata":{},"source":["From the parameters defined before, a lot of variables are computed and used to set up the optimization."]},{"cell_type":"code","execution_count":3,"metadata":{},"outputs":[],"source":["# Minimum and maximum values for the permittivities.\n","eps_max = nSi ** 2\n","eps_min = 1.0\n","\n","# Material definition.\n","mat_si = td.Medium(permittivity=eps_max) # Waveguide material.\n","\n","# Wavelengths and frequencies.\n","wl_max = wl + bw / 2\n","wl_min = wl - bw / 2\n","wl_range = np.linspace(wl_min, wl_max, n_wl)\n","freq = td.C_0 / wl\n","freqs = td.C_0 / wl_range\n","freqw = 0.5 * (freqs[0] - freqs[-1])\n","run_time = 1e-12\n","\n","# Computational domain size.\n","pml_spacing = 0.6 * wl\n","size_x = 2 * w_length + y_length\n","size_y = y_width + 2 * pml_spacing\n","size_z = w_thick + 2 * pml_spacing\n","eff_inf = 10\n","\n","# Source and monitor positions.\n","mon_w = w_width + 1.9 * w_gap\n","mon_h = 5 * w_thick\n","\n","# Separation between the level set control knots.\n","rho_size = ls_down_sample * ls_grid_size\n","\n","# Number of points on the parameter grid (rho) and level set grid (phi)\n","nx_rho = int(y_length / rho_size) + 1\n","ny_rho = int(y_width / rho_size / 2.0) + 1\n","nx_phi = int(y_length / ls_grid_size) + 1\n","ny_phi = int(y_width / ls_grid_size) + 1\n","npar = nx_rho * ny_rho\n","\n","# Design region size\n","dr_size_x = (nx_phi - 1) * ls_grid_size\n","dr_size_y = (ny_phi - 1) * ls_grid_size\n","dr_center_x = -size_x / 2 + w_length + dr_size_x / 2\n","\n","# xy coordinates of the parameter and level set grids.\n","x_rho = np.linspace(dr_center_x - dr_size_x / 2, dr_center_x + dr_size_x / 2, nx_rho)\n","x_phi = np.linspace(dr_center_x - dr_size_x / 2, dr_center_x + dr_size_x / 2, nx_phi)\n","y_rho = np.linspace(-dr_size_y / 2, dr_size_y / 2, ny_rho)\n","y_phi = np.linspace(-dr_size_y / 2, dr_size_y / 2, ny_phi)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Level Set Functions\n","We are using `jax` to implement a parameterized level set function so the gradients can be back-propagated from the permittivity distribution defined by the zero level set isocontour to the design variables (the control knots of the level set surface). The space between the control knots and the Gaussian function width obtains some control over the minimum feature size. Other types of radial basis functions can also be used in replacement of the Gaussian one employed here, such as [multiquadric splines]() or [b-splines]()."]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[],"source":["class LevelSetInterp(object):\n"," \"\"\"This class implements the level set surface using Gaussian radial basis functions.\"\"\"\n","\n"," def __init__(\n"," self,\n"," x0: np.ndarray = None,\n"," y0: np.ndarray = None,\n"," z0: np.ndarray = None,\n"," sigma: float = None,\n"," ):\n"," # Input data.\n"," x, y = np.meshgrid(y0, x0)\n"," xy0 = np.column_stack((x.reshape(-1), y.reshape(-1)))\n"," self.xy0 = xy0\n"," self.z0 = z0\n"," self.sig = sigma\n"," # Builds the level set interpolation model.\n"," gauss_kernel = self.gaussian(self.xy0, self.xy0)\n"," self.model = jnp.dot(jnp.linalg.inv(gauss_kernel), self.z0)\n","\n"," def gaussian(self, xyi, xyj):\n"," dist = np.sqrt(\n"," (xyi[:, 1].reshape(-1, 1) - xyj[:, 1].reshape(1, -1)) ** 2\n"," + (xyi[:, 0].reshape(-1, 1) - xyj[:, 0].reshape(1, -1)) ** 2\n"," )\n"," return np.exp(-(dist ** 2) / (2 * self.sig ** 2))\n","\n"," def get_ls(self, x1, y1):\n"," xx, yy = np.meshgrid(y1, x1)\n"," xy1 = np.column_stack((xx.reshape(-1), yy.reshape(-1)))\n"," return self.gaussian(self.xy0, xy1).T @ self.model\n","\n","\n","# Function to plot the level set surface.\n","def plot_level_set(x0, y0, rho, x1, y1, phi):\n"," y, x = np.meshgrid(y0, x0)\n"," yy, xx = np.meshgrid(y1, x1)\n"," fig, ax1 = plt.subplots(1, 1, figsize=(6, 6), subplot_kw={\"projection\": \"3d\"})\n"," surf = ax1.plot_surface(xx, yy, phi, cmap=\"RdBu\", alpha=0.5)\n"," ax1.contour3D(xx, yy, phi, 1, cmap=\"binary\")\n"," ax1.scatter(x, y, rho, color=\"black\", linewidth=1.0)\n"," ax1.set_title(\"$\\Phi(\\\\rho)$\")\n"," ax1.set_xlabel(\"x ($\\mu m$)\")\n"," ax1.set_ylabel(\"y ($\\mu m$)\")\n"," fig.colorbar(surf, ax=ax1, shrink=0.3)\n"," plt.tight_layout()\n"," plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["To map the permittivities to the zero-level set contour and obtain continuous derivatives, we use a hyperbolic tangent function as an approximation to a Heaviside function. Other smooth functions, such as sigmoid and arctangent, can also be employed. As discussed [here](https://www.sciencedirect.com/science/article/pii/S0009250917303986), the difference on computed interface using different functions will decrease when reducing the mesh size."]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[],"source":["def get_eps(design_param, plot_levelset=False) -> np.ndarray:\n"," \"\"\"Returns the permittivities defined by the zero level set isocontour\"\"\"\n","\n"," phi_model = LevelSetInterp(x0=x_rho, y0=y_rho, z0=design_param, sigma=rho_size)\n"," phi = phi_model.get_ls(x1=x_phi, y1=y_phi)\n","\n"," # Calculates the permittivities from the level set surface.\n"," sharpness = 10\n"," eps_phi = 0.5 * (jnp.tanh(sharpness * phi) + 1.0001)\n"," eps = eps_min + (eps_max - eps_min) * eps_phi\n","\n"," # Reshapes the design parameters into a 2D matrix.\n"," eps = jnp.reshape(eps, (nx_phi, ny_phi))\n","\n"," # Plots the level set surface.\n"," if plot_levelset:\n"," rho = np.reshape(design_param, (nx_rho, ny_rho))\n"," phi = np.reshape(phi, (nx_phi, ny_phi))\n"," plot_level_set(x0=x_rho, y0=y_rho, rho=rho, x1=x_phi, y1=y_phi, phi=phi)\n","\n"," return eps"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["In the next function, the permittivity values are used to build a [JaxCustomMedium](https://docs.flexcompute.com/projects/tidy3d/en/latest/_autosummary/tidy3d.plugins.adjoint.JaxCustomMedium.html) within the design region."]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["def update_design(eps) -> List[tda.JaxStructure]:\n"," # Reflects the structure about the x-axis.\n"," eps_val = jnp.array(eps).reshape((nx_phi, ny_phi, 1, 1))\n","\n"," # Definition of the coordinates x,y along the design region.\n"," coords_x = [\n"," (dr_center_x - dr_size_x / 2) + ix * ls_grid_size for ix in range(nx_phi)\n"," ]\n"," coords_y = [-dr_size_y / 2 + iy * ls_grid_size for iy in range(ny_phi)]\n"," coords = dict(x=coords_x, y=coords_y, z=[0], f=[freq])\n","\n"," # Creation of a custom medium using the values of the design parameters.\n"," eps_components = {\n"," f\"eps_{dim}{dim}\": tda.JaxDataArray(values=eps_val, coords=coords) for dim in \"xyz\"\n"," }\n"," eps_dataset = tda.JaxPermittivityDataset(**eps_components)\n"," eps_medium = tda.JaxCustomMedium(eps_dataset=eps_dataset)\n"," box = tda.JaxBox(center=(dr_center_x, 0, 0), size=(dr_size_x, dr_size_y, w_thick))\n"," design_structure = tda.JaxStructure(geometry=box, medium=eps_medium)\n"," return [design_structure]"]},{"cell_type":"markdown","metadata":{},"source":["## Initial Structure\n","\n","The initial y-brach structure is a simple polygon connecting the input and output waveguides. We define this structure using a `PolySlab` object and then translate it into a permittivity grid of the same size as the one used to define the level set function."]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["vertices = np.array(\n"," [\n"," (-size_x / 2 + w_length, w_width / 2),\n"," (-size_x / 2 + w_length + dr_size_x, w_gap / 2 + w_width),\n"," (-size_x / 2 + w_length + dr_size_x, -w_gap / 2 - w_width),\n"," (-size_x / 2 + w_length, -w_width / 2),\n"," ]\n",")\n","\n","init_design = td.PolySlab(\n"," vertices=vertices, axis=2, slab_bounds=(-w_thick / 2, w_thick / 2)\n",")\n","init_eps = init_design.inside_meshgrid(x=x_phi, y=y_phi, z=np.zeros((1)))\n","init_eps = np.squeeze(init_eps) * eps_max\n","init_design.plot(z=0)\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["Then an objective function which compares the initial structure and the permittivity distribution generated by the level set zero contour is defined. "]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[],"source":["# Figure of Merit (FOM) calculation.\n","def fom_eps(eps_ref: np.ndarray, eps: np.ndarray) -> float:\n"," \"\"\"Calculate the L2 norm between eps_ref and eps.\"\"\"\n"," return jnp.mean(jnp.abs(eps_ref - eps) ** 2)\n","\n","# Objective function to be passed to the optimization algorithm.\n","def obj_eps(design_param, eps_ref) -> float:\n"," eps = get_eps(design_param)\n"," return fom_eps(eps_ref, eps)\n","\n","# Function to calculate the objective function value and its\n","# gradient with respect to the design parameters.\n","obj_grad_eps = value_and_grad(obj_eps)"]},{"cell_type":"markdown","metadata":{},"source":["So, the initial design parameters are obtained after fitting the initial structure using the level set function. This is accomplished by minimizing the L2 norm between the reference and the level set generated permittivities. The fitting is performed by the Adam optimizer from the [Optax](https://optax.readthedocs.io/en/latest/index.html) library. "]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n"]},{"name":"stdout","output_type":"stream","text":["Step = 1\n","\tobj_eps = 3.6577e+01\n","\tgrad_norm = 5.2321e+01\n","Step = 2\n","\tobj_eps = 6.8107e+00\n","\tgrad_norm = 4.8000e+00\n","Step = 3\n","\tobj_eps = 5.3584e+00\n","\tgrad_norm = 3.5517e+00\n","Step = 4\n","\tobj_eps = 4.0776e+00\n","\tgrad_norm = 3.0787e+00\n","Step = 5\n","\tobj_eps = 3.1785e+00\n","\tgrad_norm = 2.8593e+00\n","Step = 6\n","\tobj_eps = 2.4227e+00\n","\tgrad_norm = 2.2196e+00\n","Step = 7\n","\tobj_eps = 2.2520e+00\n","\tgrad_norm = 2.4428e+00\n","Step = 8\n","\tobj_eps = 2.0383e+00\n","\tgrad_norm = 2.4812e+00\n","Step = 9\n","\tobj_eps = 1.6428e+00\n","\tgrad_norm = 2.2070e+00\n","Step = 10\n","\tobj_eps = 1.3223e+00\n","\tgrad_norm = 1.8035e+00\n","Step = 11\n","\tobj_eps = 1.2391e+00\n","\tgrad_norm = 1.4184e+00\n","Step = 12\n","\tobj_eps = 1.4014e+00\n","\tgrad_norm = 1.7733e+00\n","Step = 13\n","\tobj_eps = 1.4985e+00\n","\tgrad_norm = 1.8336e+00\n","Step = 14\n","\tobj_eps = 1.4508e+00\n","\tgrad_norm = 1.7757e+00\n","Step = 15\n","\tobj_eps = 1.2780e+00\n","\tgrad_norm = 1.5841e+00\n","Step = 16\n","\tobj_eps = 1.0781e+00\n","\tgrad_norm = 1.2339e+00\n","Step = 17\n","\tobj_eps = 9.8677e-01\n","\tgrad_norm = 1.0177e+00\n","Step = 18\n","\tobj_eps = 1.0221e+00\n","\tgrad_norm = 1.1454e+00\n","Step = 19\n","\tobj_eps = 1.0867e+00\n","\tgrad_norm = 1.3518e+00\n","Step = 20\n","\tobj_eps = 1.0831e+00\n","\tgrad_norm = 1.3503e+00\n","Step = 21\n","\tobj_eps = 1.0139e+00\n","\tgrad_norm = 1.2198e+00\n","Step = 22\n","\tobj_eps = 9.2733e-01\n","\tgrad_norm = 9.9701e-01\n","Step = 23\n","\tobj_eps = 8.8130e-01\n","\tgrad_norm = 8.1537e-01\n","Step = 24\n","\tobj_eps = 8.8656e-01\n","\tgrad_norm = 8.8430e-01\n","Step = 25\n","\tobj_eps = 8.9584e-01\n","\tgrad_norm = 9.1104e-01\n","Step = 26\n","\tobj_eps = 8.8977e-01\n","\tgrad_norm = 8.7739e-01\n","Step = 27\n","\tobj_eps = 8.7588e-01\n","\tgrad_norm = 8.6257e-01\n","Step = 28\n","\tobj_eps = 8.5970e-01\n","\tgrad_norm = 8.4097e-01\n","Step = 29\n","\tobj_eps = 8.4482e-01\n","\tgrad_norm = 8.0216e-01\n","Step = 30\n","\tobj_eps = 8.3145e-01\n","\tgrad_norm = 7.5764e-01\n","Step = 31\n","\tobj_eps = 8.1806e-01\n","\tgrad_norm = 6.8736e-01\n","Step = 32\n","\tobj_eps = 8.0774e-01\n","\tgrad_norm = 6.3598e-01\n","Step = 33\n","\tobj_eps = 8.0022e-01\n","\tgrad_norm = 5.8533e-01\n","Step = 34\n","\tobj_eps = 7.9591e-01\n","\tgrad_norm = 5.6185e-01\n","Step = 35\n","\tobj_eps = 7.9312e-01\n","\tgrad_norm = 5.7714e-01\n","Step = 36\n","\tobj_eps = 7.8691e-01\n","\tgrad_norm = 5.5710e-01\n","Step = 37\n","\tobj_eps = 7.7902e-01\n","\tgrad_norm = 4.8590e-01\n","Step = 38\n","\tobj_eps = 7.7696e-01\n","\tgrad_norm = 4.6872e-01\n","Step = 39\n","\tobj_eps = 7.7869e-01\n","\tgrad_norm = 5.1787e-01\n","Step = 40\n","\tobj_eps = 7.7417e-01\n","\tgrad_norm = 5.1543e-01\n","Step = 41\n","\tobj_eps = 7.6231e-01\n","\tgrad_norm = 4.2233e-01\n","Step = 42\n","\tobj_eps = 7.5334e-01\n","\tgrad_norm = 3.1405e-01\n","Step = 43\n","\tobj_eps = 7.5424e-01\n","\tgrad_norm = 3.3176e-01\n","Step = 44\n","\tobj_eps = 7.5896e-01\n","\tgrad_norm = 4.0348e-01\n","Step = 45\n","\tobj_eps = 7.5808e-01\n","\tgrad_norm = 4.0443e-01\n","Step = 46\n","\tobj_eps = 7.5178e-01\n","\tgrad_norm = 3.2962e-01\n","Step = 47\n","\tobj_eps = 7.4728e-01\n","\tgrad_norm = 2.6355e-01\n","Step = 48\n","\tobj_eps = 7.4738e-01\n","\tgrad_norm = 2.8010e-01\n","Step = 49\n","\tobj_eps = 7.4776e-01\n","\tgrad_norm = 3.0615e-01\n","Step = 50\n","\tobj_eps = 7.4496e-01\n","\tgrad_norm = 2.7830e-01\n"]}],"source":["# Initialize adam optimizer with starting parameters.\n","start_par = np.zeros((npar))\n","optimizer = optax.adam(learning_rate=learning_rate*10)\n","opt_state = optimizer.init(start_par)\n","\n","# Store history\n","params_eps = start_par\n","obj_eps = []\n","params_history_eps = [start_par]\n","\n","for i in range(iterations):\n","\n"," # Compute gradient and current objective funciton value.\n"," value, gradient = obj_grad_eps(params_eps, init_eps)\n","\n"," # outputs\n"," print(f\"Step = {i + 1}\")\n"," print(f\"\\tobj_eps = {value:.4e}\")\n"," print(f\"\\tgrad_norm = {np.linalg.norm(gradient):.4e}\")\n","\n"," # Compute and apply updates to the optimizer based on gradient.\n"," updates, opt_state = optimizer.update(gradient, opt_state, params_eps)\n"," params_eps = optax.apply_updates(params_eps, updates)\n","\n"," # Save history.\n"," obj_eps.append(value)\n"," params_history_eps.append(params_eps)\n","\n","# Gets the final parameters and the objective values history.\n","init_rho = params_history_eps[-1]\n","obj_vals_eps = np.array(obj_eps)"]},{"cell_type":"markdown","metadata":{},"source":["The following graph shows the evolution of the objective function along the fitting."]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(1, 1, figsize=(6, 4))\n","ax.plot(obj_vals_eps, \"ro\")\n","ax.set_xlabel(\"iterations\")\n","ax.set_ylabel(\"objective function\")\n","ax.set_title(f\"Level Set Fit: Obj = {obj_vals_eps[-1]:.3f}\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["Here, one can see the initial parameters, which are the control knots that define the level set surface. The geometry of the structure will change as the zero isocontour evolves."]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["eps_fit = get_eps(init_rho, plot_levelset=True)"]},{"cell_type":"markdown","metadata":{},"source":["## Inverse Design Optimization Set Up"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Next, we will write a function to return the `JaxSimulation` object. Note that we are using a `MeshOverrideStructure` to obtain a uniform mesh over the design region.\n","\n","The elements that do not change along the optimization are defined first."]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"text/html":["
[21:45:13] WARNING: Default value for the field monitor           monitor.py:261\n","           'colocate' setting has changed to 'True' in Tidy3D                   \n","           2.4.0. All field components will be colocated to the                 \n","           grid boundaries. Set to 'False' to get the raw fields                \n","           on the Yee grid instead.                                             \n","
\n"],"text/plain":["\u001b[2;36m[21:45:13]\u001b[0m\u001b[2;36m \u001b[0m\u001b[31mWARNING: Default value for the field monitor \u001b[0m \u001b]8;id=924173;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/components/monitor.py\u001b\\\u001b[2mmonitor.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=186538;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/components/monitor.py#261\u001b\\\u001b[2m261\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b[32m'colocate'\u001b[0m\u001b[31m setting has changed to \u001b[0m\u001b[32m'True'\u001b[0m\u001b[31m in Tidy3D \u001b[0m \u001b[2m \u001b[0m\n","\u001b[2;36m \u001b[0m\u001b[1;36m2.4\u001b[0m\u001b[31m.\u001b[0m\u001b[1;36m0\u001b[0m\u001b[31m. All field components will be colocated to the \u001b[0m \u001b[2m \u001b[0m\n","\u001b[2;36m \u001b[0m\u001b[31mgrid boundaries. Set to \u001b[0m\u001b[32m'False'\u001b[0m\u001b[31m to get the raw fields \u001b[0m \u001b[2m \u001b[0m\n","\u001b[2;36m \u001b[0m\u001b[31mon the Yee grid instead. \u001b[0m \u001b[2m \u001b[0m\n"]},"metadata":{},"output_type":"display_data"}],"source":["# Input waveguide.\n","wg_input = td.Structure(\n"," geometry=td.Box.from_bounds(\n"," rmin=(-eff_inf, -w_width / 2, -w_thick / 2),\n"," rmax=(-size_x / 2 + w_length, w_width / 2, w_thick / 2),\n"," ),\n"," medium=mat_si,\n",")\n","\n","# Output waveguide 1.\n","wg_output_1 = td.Structure(\n"," geometry=td.Box.from_bounds(\n"," rmin=(-size_x / 2 + w_length + dr_size_x, w_gap / 2, -w_thick / 2),\n"," rmax=(size_x / 2 + eff_inf, w_gap / 2 + w_width, w_thick / 2),\n"," ),\n"," medium=mat_si,\n",")\n","\n","# Output waveguide 2.\n","wg_output_2 = td.Structure(\n"," geometry=td.Box.from_bounds(\n"," rmin=(-size_x / 2 + w_length + dr_size_x, -w_gap / 2 - w_width, -w_thick / 2),\n"," rmax=(size_x / 2 + eff_inf, -w_gap / 2, w_thick / 2),\n"," ),\n"," medium=mat_si,\n",")\n","\n","# Input mode source.\n","mode_spec = td.ModeSpec(num_modes=1, target_neff=nSi)\n","source = td.ModeSource(\n"," center=(-size_x / 2 + 0.25 * wl, 0, 0),\n"," size=(0, mon_w, mon_h),\n"," source_time=td.GaussianPulse(freq0=freq, fwidth=freqw),\n"," direction=\"+\",\n"," mode_spec=mode_spec,\n"," mode_index=0,\n",")\n","\n","# Monitor where we will compute the objective function from.\n","fom_monitor_1 = td.ModeMonitor(\n"," center=[size_x / 2 - 0.25 * wl, w_gap / 2 + w_width / 2, 0],\n"," size=[0, mon_w, mon_h],\n"," freqs=[freq],\n"," mode_spec=mode_spec,\n"," name=fom_name_1,\n",")\n","\n","# Monitor where we will compute the objective function from.\n","fom_monitor_2 = td.ModeMonitor(\n"," center=[size_x / 2 - 0.25 * wl, -w_gap / 2 - w_width / 2, 0],\n"," size=[0, mon_w, mon_h],\n"," freqs=[freq],\n"," mode_spec=mode_spec,\n"," name=fom_name_2,\n",")\n","\n","### Monitors used only to visualize the initial and final y-branch results.\n","# Field monitors to visualize the final fields.\n","field_xy = td.FieldMonitor(\n"," size=(td.inf, td.inf, 0),\n"," freqs=[freq],\n"," name=\"field_xy\",\n",")\n","\n","# Monitor where we will compute the objective function from.\n","fom_final_1 = td.ModeMonitor(\n"," center=[size_x / 2 - 0.25 * wl, w_gap / 2 + w_width / 2, 0],\n"," size=[0, mon_w, mon_h],\n"," freqs=freqs,\n"," mode_spec=mode_spec,\n"," name=\"out_1\",\n",")\n","\n","# Monitor where we will compute the objective function from.\n","fom_final_2 = td.ModeMonitor(\n"," center=[size_x / 2 - 0.25 * wl, -w_gap / 2 - w_width / 2, 0],\n"," size=[0, mon_w, mon_h],\n"," freqs=freqs,\n"," mode_spec=mode_spec,\n"," name=\"out_2\",\n",")"]},{"cell_type":"markdown","metadata":{},"source":["And then the `JaxSimulation` is built using the design parameters."]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[],"source":["def make_adjoint_sim(design_param) -> tda.JaxSimulation:\n"," # Builds the design region from the design parameters.\n"," eps = get_eps(design_param)\n"," design_structure = update_design(eps)\n","\n"," # Creates a uniform mesh for the design region.\n"," adjoint_dr_mesh = td.MeshOverrideStructure(\n"," geometry=td.Box(\n"," center=(dr_center_x, 0, 0), size=(dr_size_x, dr_size_y, w_thick)\n"," ),\n"," dl=[grid_size, grid_size, grid_size],\n"," enforce=True,\n"," )\n","\n"," return tda.JaxSimulation(\n"," size=[size_x, size_y, size_z],\n"," center=[0, 0, 0],\n"," grid_spec=td.GridSpec.auto(\n"," wavelength=wl_max,\n"," min_steps_per_wvl=15,\n"," override_structures=[adjoint_dr_mesh],\n"," ),\n"," symmetry=(0, 0, 1),\n"," structures=[wg_input, wg_output_1, wg_output_2],\n"," input_structures=design_structure,\n"," sources=[source],\n"," monitors=[],\n"," output_monitors=[fom_monitor_1, fom_monitor_2],\n"," run_time=run_time,\n"," subpixel=True,\n"," )"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Let's visualize the simulation set up and verify if all the elements are in their correct places. One can see that we start from a fully binarized structure."]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["init_design = make_adjoint_sim(init_rho)\n","\n","fig, ax1 = plt.subplots(1, 1, tight_layout=True, figsize=(5, 5))\n","init_design.plot_eps(z=0, ax=ax1)\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["Now, we run this simulation and see how this non-optimized y-branch performs."]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"data":{"text/html":["
[21:45:15] Created task 'initial y-branch' with task_id            webapi.py:188\n","           'fdve-a6005da3-4b4b-481a-bd39-756d6ee9aef9v1'.                       \n","
\n"],"text/plain":["\u001b[2;36m[21:45:15]\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'initial y-branch'\u001b[0m with task_id \u001b]8;id=715414;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=655963;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#188\u001b\\\u001b[2m188\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b[32m'fdve-a6005da3-4b4b-481a-bd39-756d6ee9aef9v1'\u001b[0m. \u001b[2m \u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
           View task using web UI at                               webapi.py:190\n","           'https://tidy3d.simulation.cloud/workbench?taskId=fdve-              \n","           a6005da3-4b4b-481a-bd39-756d6ee9aef9v1'.                             \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at \u001b]8;id=344119;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=64983;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#190\u001b\\\u001b[2m190\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b]8;id=265594;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6005da3-4b4b-481a-bd39-756d6ee9aef9v1\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=910754;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6005da3-4b4b-481a-bd39-756d6ee9aef9v1\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=265594;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6005da3-4b4b-481a-bd39-756d6ee9aef9v1\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=537667;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6005da3-4b4b-481a-bd39-756d6ee9aef9v1\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=265594;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6005da3-4b4b-481a-bd39-756d6ee9aef9v1\u001b\\\u001b[32m-\u001b[0m\u001b]8;;\u001b\\ \u001b[2m \u001b[0m\n","\u001b[2;36m \u001b[0m\u001b]8;id=265594;https://tidy3d.simulation.cloud/workbench?taskId=fdve-a6005da3-4b4b-481a-bd39-756d6ee9aef9v1\u001b\\\u001b[32ma6005da3-4b4b-481a-bd39-756d6ee9aef9v1'\u001b[0m\u001b]8;;\u001b\\. \u001b[2m \u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"54df64a0df1549fd8aa2550e6211b98f","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
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\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
[21:45:24] status = queued                                         webapi.py:361\n","
\n"],"text/plain":["\u001b[2;36m[21:45:24]\u001b[0m\u001b[2;36m \u001b[0mstatus = queued \u001b]8;id=624469;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=826450;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#361\u001b\\\u001b[2m361\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c523a3ce33d8417d8ec70489bf706433","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
[21:45:29] status = preprocess                                     webapi.py:355\n","
\n"],"text/plain":["\u001b[2;36m[21:45:29]\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess \u001b]8;id=832986;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=158731;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#355\u001b\\\u001b[2m355\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
[21:45:35] Maximum FlexCredit cost: 0.025. Use                     webapi.py:341\n","           'web.real_cost(task_id)' to get the billed FlexCredit                \n","           cost after a simulation run.                                         \n","
\n"],"text/plain":["\u001b[2;36m[21:45:35]\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.025\u001b[0m. Use \u001b]8;id=249390;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=620291;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#341\u001b\\\u001b[2m341\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit \u001b[2m \u001b[0m\n","\u001b[2;36m \u001b[0mcost after a simulation run. \u001b[2m \u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
           starting up solver                                      webapi.py:377\n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mstarting up solver \u001b]8;id=715858;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=964529;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#377\u001b\\\u001b[2m377\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
           running solver                                          webapi.py:386\n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mrunning solver \u001b]8;id=755277;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=743166;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#386\u001b\\\u001b[2m386\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
           To cancel the simulation, use 'web.abort(task_id)' or   webapi.py:387\n","           'web.delete(task_id)' or abort/delete the task in the                \n","           web UI. Terminating the Python script will not stop the              \n","           job running on the cloud.                                            \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or \u001b]8;id=494378;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=986885;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#387\u001b\\\u001b[2m387\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the \u001b[2m \u001b[0m\n","\u001b[2;36m \u001b[0mweb UI. Terminating the Python script will not stop the \u001b[2m \u001b[0m\n","\u001b[2;36m \u001b[0mjob running on the cloud. \u001b[2m \u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"73898c8f52af418aabec160deed097c6","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
[21:45:51] early shutoff detected, exiting.                        webapi.py:404\n","
\n"],"text/plain":["\u001b[2;36m[21:45:51]\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected, exiting. \u001b]8;id=169889;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=308890;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#404\u001b\\\u001b[2m404\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n","
\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
           status = postprocess                                    webapi.py:420\n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess \u001b]8;id=748141;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=744914;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#420\u001b\\\u001b[2m420\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"47b8d8ed13884ba4940ad7b84f806050","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
[21:45:57] status = success                                        webapi.py:427\n","
\n"],"text/plain":["\u001b[2;36m[21:45:57]\u001b[0m\u001b[2;36m \u001b[0mstatus = success \u001b]8;id=479525;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=192411;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#427\u001b\\\u001b[2m427\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fc12ac37bb3b4db28710d624bb36eb7e","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n","
\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
[21:46:03] loading SimulationData from simulation_data.hdf5        webapi.py:591\n","
\n"],"text/plain":["\u001b[2;36m[21:46:03]\u001b[0m\u001b[2;36m \u001b[0mloading SimulationData from simulation_data.hdf5 \u001b]8;id=954616;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=438185;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#591\u001b\\\u001b[2m591\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"}],"source":["sim_init = init_design.to_simulation()[0].copy(\n"," update=dict(monitors=(field_xy, fom_final_1, fom_final_2))\n",")\n","sim_data = web.run(sim_init, task_name=\"initial y-branch\")"]},{"cell_type":"markdown","metadata":{},"source":["The coupling efficiencies of the non-optimized y-branch outputs are around -6 dB at 1.55 $\\mu m$, and much of the input power is reflected."]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA9EAAAGGCAYAAAB8JAIVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAADf0ElEQVR4nOzdd5wV1fn48c85M3PLdsrSpIhYEBt2sYHRSAwaTdTEFAUVVMQYxURD4i+2KEZj1ETF5GvBr9HYSyKxoIiKEjX23r5YYSkC22+ZmfP7Y+bO3svuwu5lYWF93nndeO/cMzPnlhd3n3nOeY4yxhiEEEIIIYQQQgixTrq7OyCEEEIIIYQQQmwuJIgWQgghhBBCCCE6SIJoIYQQQgghhBCigySIFkIIIYQQQgghOkiCaCGEEEIIIYQQooMkiBZCCCGEEEIIITpIgmghhBBCCCGEEKKDJIgWQgghhBBCCCE6SIJoIYQQQgghhBCigySIFuIbYty4cYwbNy56/Omnn6KUYvbs2d3Wp45wXZdzzz2XIUOGoLXmqKOOAqChoYHJkyczYMAAlFKcddZZRb+m2bNno5Ti008/7fL+CyGEEMWaP38+Sinmz5/f3V0RQuSRIFqILvDJJ59w6qmnstVWW5FIJKioqGC//fbj2muvpbm5ubu7t8nJ/VHQ3u2uu+6K2t5yyy1ceeWVHHPMMdx2222cffbZAFx22WXMnj2bqVOncvvtt3P88cd318sRQggh1ssNN9ywyV/Ubs+dd97JNddc093dAMD3fa644gqGDx9OIpFg55135h//+EeH91+9ejWnnHIK1dXVlJaWctBBB/Hqq6+22faf//wnu+22G4lEgqFDh3LBBRfgum5XvRSxiVPGGNPdnRBiczZnzhyOPfZY4vE4J5xwAjvuuCOZTIYFCxZw//33M2nSJP72t791dzejLHTuarYxhnQ6jeM4WJa1Ufsyf/58DjroIM4880z23HPPVs8fcMABDBs2DIDjjjuOBQsW8OWXXxa02WeffbBtmwULFkTbin1NnueRzWaJx+MopYp8VUIIIURxdtxxR/r27dsq4+z7PplMhlgshtabZu7r8MMP5+23394kRnPNmDGDyy+/nClTprDnnnvy8MMPM2fOHP7xj39w3HHHrXVf3/c54IADeOONN/jVr35F3759ueGGG/jiiy945ZVX2GabbaK2jz76KBMmTGDcuHH8+Mc/5q233uL666/nlFNOYdasWRv6ZYpNgN3dHRBic7Zo0SKOO+44hg0bxrx58xg4cGD03LRp0/j444+ZM2dON/awfUopEolEt/bhgAMO4Jhjjllrm2XLllFVVdXm9lGjRhVsK/Y1WZa10S8kCCGEKNTY2EhpaWl3d2OTorXu9t/qzcVXX33FVVddxbRp07juuusAmDx5MmPHjuVXv/oVxx577Fp/6++77z5eeOEF7r333uhvkx/+8Idsu+22XHDBBdx5551R21/+8pfsvPPOPPHEE9h2EE5VVFRw2WWX8Ytf/IKRI0duwFcqNgWb5iUtITYTV1xxBQ0NDdx8880FAXTO1ltvzS9+8Yvoseu6XHLJJYwYMYJ4PM6WW27Jb37zG9LpdMF+SikuvPDCVsfbcsstmTRpUvQ4N5f32Wef5dRTT6VPnz5UVFRwwgknsGrVqrX2va35w5MmTaKsrIyvvvqKo446irKyMqqrq/nlL3+J53kF+3/99dccf/zxVFRUUFVVxcSJE3njjTe6bJ51rn9PP/0077zzTjTUOzcUfNGiRcyZMyfa/umnn7Y7J/r999/nhz/8IdXV1SSTSbbbbjt++9vfRs+3Nyf60Ucf5YADDqC0tJTy8nImTJjAO++8U9CmM++Z7/tce+217LTTTiQSCaqrq/nOd77Df//7XwDGjh3LLrvs0ub7sd122zF+/Pgi300hhNi4vvrqK04++WQGDRpEPB5n+PDhTJ06lUwmA7T8u/vMM89w+umn069fPwYPHhztf8MNN7DDDjsQj8cZNGgQ06ZNY/Xq1QXn+Oijjzj66KMZMGAAiUSCwYMHc9xxx1FbWxu1mTt3Lvvvvz9VVVWUlZWx3Xbb8Zvf/Gad/e/Iful0mgsuuICtt96aeDzOkCFDOPfcc1v9pgP8/e9/Z6+99qKkpIRevXpx4IEH8sQTTwDBb/s777zDM888E/2m5Y8ea2tO9L333svuu+9OMpmkb9++/OxnP+Orr74qaNOZ36e2PPzww0yYMCH6DEeMGMEll1xSsO+4ceOYM2cOn332WdT3Lbfcst1jTpo0qd2pXG393dMZDz/8MNlsltNPPz3appRi6tSpfPnllyxcuHCt+993333079+fH/zgB9G26upqfvjDH/Lwww9Hn+u7777Lu+++yymnnBIF0ACnn346xhjuu+++9XodYvMgmWgh1sO//vUvttpqK/bdd98OtZ88eTK33XYbxxxzDOeccw4vvvgiM2fO5L333uPBBx8suh9nnHEGVVVVXHjhhXzwwQfMmjWLzz77LPrx7QzP8xg/fjx77703f/zjH3nyySe56qqrGDFiBFOnTgWCYPCII47gpZdeYurUqYwcOZKHH36YiRMndupc9fX1rFixotX2Pn36UF1dze23386ll15KQ0MDM2fOBGD77bfn9ttv5+yzz2bw4MGcc845QPBDt3z58lbHevPNNznggANwHIdTTjmFLbfckk8++YR//etfXHrppe327fbbb2fixImMHz+eP/zhDzQ1NTFr1iz2339/XnvttYI/EjryngGcfPLJzJ49m8MOO4zJkyfjui7PPfcc//nPf9hjjz04/vjjmTJlCm+//TY77rhjtN/LL7/Mhx9+yPnnn9+p91cIIbrD4sWL2WuvvaL5pSNHjuSrr77ivvvuo6mpiVgsFrU9/fTTqa6u5ne/+x2NjY0AXHjhhVx00UUccsghTJ06Nfpde/nll3n++edxHIdMJsP48eNJp9P8/Oc/Z8CAAXz11Vc88sgjrF69msrKSt555x0OP/xwdt55Zy6++GLi8Tgff/wxzz///Fr735H9fN/ne9/7HgsWLOCUU05h++2356233uLqq6/mww8/5KGHHoraXnTRRVx44YXsu+++XHzxxcRiMV588UXmzZvHoYceyjXXXMPPf/5zysrKogu8/fv3b7d/s2fP5sQTT2TPPfdk5syZLF26lGuvvZbnn3+e1157rWD0Vkd/n9o7T1lZGdOnT6esrIx58+bxu9/9jrq6Oq688koAfvvb31JbW8uXX37J1VdfDUBZWVm7xzz11FM55JBDCrY99thj3HHHHfTr1y/a1tbfBm0pLy8nHo8D8Nprr1FaWsr2229f0GavvfaKnt9///3bPdZrr73Gbrvt1mrY/F577cXf/vY3PvzwQ3baaSdee+01APbYY4+CdoMGDWLw4MHR86KHM0KIotTW1hrAHHnkkR1q//rrrxvATJ48uWD7L3/5SwOYefPmRdsAc8EFF7Q6xrBhw8zEiROjx7feeqsBzO67724ymUy0/YorrjCAefjhh6NtY8eONWPHjo0eL1q0yADm1ltvjbZNnDjRAObiiy8uOO+uu+5qdt999+jx/fffbwBzzTXXRNs8zzPf+ta3Wh2zLU8//bQB2r0tWbKkoN877LBDm+/FhAkTCra19ZoOPPBAU15ebj777LOCtr7vR/dz7+OiRYuMMcbU19ebqqoqM2XKlIJ9ampqTGVlZcH2jr5n8+bNM4A588wzW72WXF9Wr15tEomEOe+88wqeP/PMM01paalpaGhota8QQmxqTjjhBKO1Ni+//HKr53L/3uX+3d1///2N67rR88uWLTOxWMwceuihxvO8aPt1111nAHPLLbcYY4x57bXXDGDuvffedvtx9dVXG8AsX768U/3vyH6333670Vqb5557rmD7jTfeaADz/PPPG2OM+eijj4zW2nz/+98veD3GFP4O7bDDDgW/0Tm538unn37aGGNMJpMx/fr1MzvuuKNpbm6O2j3yyCMGML/73e+ibR39fWpPU1NTq22nnnqqKSkpMalUKto2YcIEM2zYsHUery0fffSRqaysNN/+9rcLvgdr+xsh/5b/ez9hwgSz1VZbtTpHY2OjAcyvf/3rtfaltLTUnHTSSa22z5kzxwDmscceM8YYc+WVVxrAfP75563a7rnnnmafffbp6MsXmzEZzi1Ekerq6oDgKmhH/Pvf/wZg+vTpBdtzmdT1mTt9yimn4DhO9Hjq1KnYth2ds7NOO+20gscHHHAA//d//xc9fuyxx3AchylTpkTbtNZMmzatU+f53e9+x9y5c1vdevfuXVS/17R8+XKeffZZTjrpJIYOHVrw3Noy9HPnzmX16tX8+Mc/ZsWKFdHNsiz23ntvnn766Vb7rOs9u//++1FKccEFF7TaN9eXyspKjjzySP7xj39gwpqPnudx9913c9RRR8lcQSHEJs/3fR566CGOOOKIVpk6aP1v75QpUwrmqT755JNkMhnOOuusgozglClTqKioiH4rKysrAXj88cdpampqsy+5jOzDDz+M7/sdfg0d2e/ee+9l++23Z+TIkQW/E9/61rcAot+Jhx56CN/3+d3vftcqw1lMIcv//ve/LFu2jNNPP71grvSECRMYOXJkm39LrOv3qT3JZDK6nxs5dsABB9DU1MT777/f6b6vqbGxke9///v06tWLf/zjHwXfg7b+Nmjrlj/Nqbm5OcpK58u9T+taLaWj++f+215bWZXlm0GGcwtRpIqKCiD4YemIzz77DK01W2+9dcH2AQMGUFVVxWeffVZ0X/IrRkIwlGrgwIFFVcrMzdXN16tXr4I51p999hkDBw6kpKSkoN2ar21ddtppp1bDurpS7o+E/KHRHfHRRx8BRH8MrSn32ed05D375JNPGDRo0DovEJxwwgncfffdPPfccxx44IE8+eSTLF26VJbwEkJsFpYvX05dXV2H/90dPnx4wePcb+F2221XsD0Wi7HVVltFzw8fPpzp06fzpz/9iTvuuIMDDjiA733ve/zsZz+LAuwf/ehH3HTTTUyePJlf//rXHHzwwfzgBz/gmGOOWWul647s99FHH/Hee++1+rc/Z9myZUDwb7/WulUhzGK19/4AjBw5smDFCujY71N73nnnHc4//3zmzZsXJQ5y8uedF2vKlCl88sknvPDCC/Tp06fguWL+Nkgmk23OR0+lUtHzXbF/7r/ttV3XeUTPIEG0EEWqqKhg0KBBvP32253ab32WUOpIIZD1JVWqiTIPt99+OwMGDGj1fH4hEeja92z8+PH079+fv//97xx44IH8/e9/Z8CAARv0YoMQQnSX9Qk4rrrqKiZNmsTDDz/ME088wZlnnsnMmTP5z3/+w+DBg0kmkzz77LM8/fTTzJkzh8cee4y7776bb33rWzzxxBPt/tvdkf1832ennXbiT3/6U5vHGDJkSNGvqysV+/u0evVqxo4dS0VFBRdffDEjRowgkUjw6quvct5553Uqs9+Wa6+9ln/84x/8/e9/Z/To0a2er6mp6dBxKisro+/QwIEDefrppzHGFPyttWTJEiCYs7w2AwcOjNrmW3P/XCHZJUuWtPqclyxZEs3BFj2bDOcWYj0cfvjhfPLJJ+us+AgwbNgwfN+Pspw5S5cuZfXq1dG6yBBcJV6zCmkmk2nzH3eg1TEbGhpYsmTJWitkro9hw4axZMmSVkPoPv744w1yvmJttdVWAJ2+0DFixAgA+vXrxyGHHNLqlqua2tljLl68mJUrV661nWVZ/OQnP+G+++5j1apVPPTQQ/z4xz+WixtCiM1CdXU1FRUVnf53Nyf3W/jBBx8UbM9kMixatKjgtxKCEU3nn38+zz77LM899xxfffUVN954Y/S81pqDDz6YP/3pT7z77rtceumlzJs3r81pOfnWtd+IESNYuXIlBx98cJu/E7lM8YgRI/B9n3fffXet5+voBfb23p/ctjXfn2LNnz+fr7/+mtmzZ/OLX/yCww8/nEMOOYRevXq1atvZ5MBzzz3HL3/5S8466yx++tOfttlm4MCBHbrdfffd0T6jR4+mqamJ9957r+BYL774YvT82owePZpXX3211QWCF198kZKSErbddtuC4+RW1shZvHgxX3755TrPI3oGCaKFWA/nnnsupaWlTJ48maVLl7Z6/pNPPuHaa68F4Lvf/S4A11xzTUGb3FXsCRMmRNtGjBjBs88+W9Dub3/7W7uZ6L/97W9ks9no8axZs3Bdl8MOO6zzL6oDxo8fTzab5X/+53+ibb7vc/3112+Q8xWrurqaAw88kFtuuYXPP/+84LncnOO2jB8/PlrvMf99zWmrCvi6HH300RhjuOiii1o9t2Zfjj/+eFatWsWpp55KQ0MDP/vZzzp9PiGE6A5aa4466ij+9a9/tQoyYO3/9kIwjDcWi/HnP/+5oO3NN99MbW1t9FtZV1eH67oF++60005oraNhtm1dtMwFOG0Nxc3pyH4//OEP+eqrrwp+B3Oam5ujSuNHHXUUWmsuvvjiVsFZ/usrLS1tdfG8LXvssQf9+vXjxhtvLHgNjz76KO+9917B3xLrI3fhNr+PmUyGG264oVXb0tLSDg/vXrJkCT/84Q/Zf//9owrfbSlmTvSRRx6J4zgFfTTGcOONN7LFFlsUrKSyZMkS3n///YLf+GOOOYalS5fywAMPRNtWrFjBvffeyxFHHBHNgd5hhx0YOXJkq7/LZs2ahVIqWmNa9GwynFuI9TBixAjuvPNOfvSjH7H99ttzwgknsOOOO5LJZHjhhRe49957o3Wdd9llFyZOnMjf/va3aJjUSy+9xG233cZRRx3FQQcdFB138uTJnHbaaRx99NF8+9vf5o033uDxxx+nb9++bfYjk8lw8MEH88Mf/pAPPviAG264gf3335/vfe97G+R1H3XUUey1116cc845fPzxx4wcOZJ//vOf0R8eHb0q/dxzz0VzjfLtvPPO7Lzzzl3S1z//+c/sv//+7LbbbpxyyikMHz6cTz/9lDlz5vD666+3uU9FRQWzZs3i+OOPZ7fdduO4446jurqazz//nDlz5rDffvtx3XXXdaofBx10EMcffzx//vOf+eijj/jOd76D7/s899xzHHTQQZxxxhlR21133ZUdd9wxKlyz2267rc9bIIQQG9Vll13GE088wdixY6Pln5YsWcK9997LggULCpZgWlN1dTUzZszgoosu4jvf+Q7f+973ot+1PffcM7qoOG/ePM444wyOPfZYtt12W1zX5fbbb8eyLI4++mgALr74Yp599lkmTJjAsGHDWLZsGTfccAODBw9e61JHHdnv+OOP55577uG0007j6aefZr/99sPzPN5//33uueceHn/8cfbYYw+23nprfvvb33LJJZdwwAEH8IMf/IB4PM7LL7/MoEGDouUbd999d2bNmsXvf/97tt56a/r169dmXQ7HcfjDH/7AiSeeyNixY/nxj38cLXG15ZZbcvbZZxf7sRXYd9996dWrFxMnTuTMM89EKcXtt9/e5kWQ3Xffnbvvvpvp06ez5557UlZWxhFHHNHmcc8880yWL1/Oueeey1133VXwXP5vfzFTmAYPHsxZZ53FlVdeSTabZc899+Shhx7iueee44477igY0TVjxgxuu+02Fi1aFI3aO+aYY9hnn3048cQTeffdd+nbty833HADnue1ugB+5ZVX8r3vfY9DDz2U4447jrfffpvrrruOyZMnt1piS/RQ3VQVXIge5cMPPzRTpkwxW265pYnFYqa8vNzst99+5i9/+UvBMhDZbNZcdNFFZvjw4cZxHDNkyBAzY8aMgjbGBMtFnXfeeaZv376mpKTEjB8/3nz88cftLnH1zDPPmFNOOcX06tXLlJWVmZ/+9Kfm66+/LjhmR5e4Ki0tbfX6LrjgArPmPxfLly83P/nJT0x5ebmprKw0kyZNMs8//7wBzF133bXW92tdS1zlL++1vktcGWPM22+/bb7//e+bqqoqk0gkzHbbbWf+3//7f9Hzay5xld/P8ePHm8rKSpNIJMyIESPMpEmTzH//+9+i3jPXdc2VV15pRo4caWKxmKmurjaHHXaYeeWVV1rtn1um7LLLLmv1nBBCbOo+++wzc8IJJ5jq6moTj8fNVlttZaZNm2bS6bQxpuXf3baWwTImWNJq5MiRxnEc079/fzN16lSzatWq6Pn/+7//MyeddJIZMWKESSQSpnfv3uaggw4yTz75ZNTmqaeeMkceeaQZNGiQicViZtCgQebHP/6x+fDDD9fa947ul8lkzB/+8Aezww47mHg8bnr16mV23313c9FFF5na2tqCtrfccovZddddo3Zjx441c+fOjZ6vqakxEyZMMOXl5QaIfq/XXOIq5+67746O17t3b/PTn/7UfPnllwVtOvP71Jbnn3/e7LPPPiaZTJpBgwaZc8891zz++OOt+tPQ0GB+8pOfmKqqKgOsdbmrsWPHdui3v1ie55nLLrvMDBs2zMRiMbPDDjuYv//9763a5Zb/WvN3f+XKlebkk082ffr0MSUlJWbs2LHtfkcffPBBM3r0aBOPx83gwYPN+eefX7DcqOjZlDHrGFcjhNhkzZ49mxNPPJGXX365zaVENraHHnqI73//+yxYsID99tuvu7uzWbv22ms5++yz+fTTT1stzyWEEEIIIbqPzIkWQhRlzXUQPc/jL3/5CxUVFTL8eD0ZY7j55psZO3asBNBCCCGEEJsYmRMthCjKz3/+c5qbmxkzZgzpdJoHHniAF154gcsuu0zWSCxSY2Mj//znP3n66ad56623ePjhh7u7S0IIIYQQYg0SRAshivKtb32Lq666ikceeYRUKsXWW2/NX/7yl4ICWaJzli9fzk9+8hOqqqr4zW9+s8EKwwkhhBBCiOL1yDnR119/PVdeeSU1NTXssssu/OUvf5GFz4UQQgghhBBCrLceNyc6V2L/ggsu4NVXX2WXXXZh/PjxLFu2rLu7JoQQQgghhBBiM9fjgug//elPTJkyhRNPPJFRo0Zx4403UlJSwi233NLdXRNCCCGE6DazZs1i5513pqKigoqKCsaMGcOjjz7a3d0SQojNTo+aE53JZHjllVeYMWNGtE1rzSGHHMLChQvb3CedTpNOp6PHvu+zcuVK+vTpg1Jqg/dZCCGE2BCMMdTX1zNo0CC07nHXzEURBg8ezOWXX84222yDMYbbbruNI488ktdee40ddthhnfv7vs/ixYspLy+Xv5GEWA/y7/Pmr0cF0StWrMDzPPr371+wvX///rz//vtt7jNz5kwuuuiijdE9IYQQYqP74osvGDx4cHd3Q2wCjjjiiILHl156KbNmzeI///lPh4LoxYsXM2TIkA3VPSG+cTbmv8+rV69m9OiRnDb1SH593l83yjl7sh4VRBdjxowZTJ8+PXpcW1vL0KFD+eKLL6ioqOjGngkhhBDFq6urY8iQIZSXl3d3V8QmyPM87r33XhobGxkzZkyH9mn5LmlAMtFCFM8A/kb99/nSy6biODYzL7uDk0/6PdXV1Rvt3D1Rjwqi+/bti2VZLF26tGD70qVLGTBgQJv7xONx4vF4q+25+UJCCCHE5kyG3Yp8b731FmPGjCGVSlFWVsaDDz7IqFGj2my75pS3+vr68J5Cgmgh1t/G+vf5888/5/rrHuSZZ//MRRfO5uKLT+Uvf3lgo5y7p+pRg/BjsRi77747Tz31VLTN932eeuqpDl9lFUIIIYToqbbbbjtef/11XnzxRaZOncrEiRN5991322w7c+ZMKisro5sM5RZi8/Tb307mBz84kN1225aZl5/CTTfN4aOPPurubm3Wetw60XfffTcTJ07kr3/9K3vttRfXXHMN99xzD++//36rudJtqauro7KyktraWslECyGE2GzJ75noiEMOOYQRI0bw17+2niO5ZiY6N0UALCQTLcT6MIC3Uf59fu2119hvvzG8/c5shg0LRuZOPe0qvv66jvvvf2aDnrsn61HDuQF+9KMfsXz5cn73u99RU1PD6NGjeeyxxzoUQAshhBBCfJP4vl8QKOdrb8qbEGLzYIzhl7+azOnTjooCaIDfXTCJkdv9jBdeeIF99923G3u4+epxQTTAGWecwRlnnNHd3RBCiG88z/PIZrPd3Y0eyXEcLMvq7m6IzciMGTM47LDDGDp0KPX19dx5553Mnz+fxx9/vLu7JoTYAB5//HFef+1j7rmncCWigQP7MP2cH/HLX53C8wvektoZReiRQbQQQojuZYyhpqaG1atXd3dXerSqqioGDBggfwCJDlm2bBknnHACS5YsobKykp133pnHH3+cb3/7293dNSFEF/M8j1/96nR+e/7xVFWVtXr+nHN+xP/87V88+OCD/OAHP+iGHm7eJIgWQgjR5XIBdL9+/SgpKZEgr4sZY2hqamLZsmUADBw4sJt7JDYHN998c3d3QQixkdx66wyamtJMnXpkm8+XlSW54IJJ/PrXv+CII47AcZyN3MPNmwTRQgghupTneVEA3adPn+7uTo+VTCaBILvYr18/GdothBACgMbGRi644Fauuup0YrH2g+MTT/ouf/7z/cy68Zec+fNrN2IPN389aokrIYQQ3S83B7qkpKSbe9Lz5d5jmXcuhBAi509X/4ItBvflmGPHrbWdbVtcNvMULrn4Nurq6jZO53oICaKFEEJsEDKEe8OT91gIIUS+ZcuWceUV/+CKK6Z26Dfi8MPHMGqHLZl5+ekboXc9hwTRQgghhBBCCNEDXHjhKRx00K4ccMDOHWqvlOKKK6by52vv58svv9zAves5JIgWQgghhBBCiM3cBx98wK23PsrMy0/p1H577LEd3/vevpx//pQN1LOeR4JoIYQQQgghhNjMPfnkkxx44C5st93QTu97+rTv8+ijL26AXvVMUp1bCCGE2IRlMhlisVh3d0MIIcRmIB53wPc7v59jA7LMVUdJJloIIYQAttxyS6655pqCbaNHj+bCCy8Egnljs2bN4rDDDiOZTLLVVltx3333RW0//fRTlFLcdddd7LvvviQSCXbccUeeeeaZgmO+/fbbHHbYYZSVldG/f3+OP/54VqxYET0/btw4zjjjDM466yz69u3L+PHjN9hrFkII0cMYEwTRnb2Zzgfe32QSRAshhNigjDE0NjZ2y80Y06Wv5f/9v//H0UcfzRtvvMFPf/pTjjvuON57772CNr/61a8455xzeO211xgzZgxHHHEEX3/9NQCrV6/mW9/6Frvuuiv//e9/eeyxx1i6dCk//OEPC45x2223EYvFeP7557nxxhu79DUIIYToyYoMov2u/b3s6WQ4txBCiA2qqamJsrKybjl3Q0MDpaWlXXa8Y489lsmTJwNwySWXMHfuXP7yl79www03RG3OOOMMjj76aABmzZrFY489xs0338y5557Lddddx6677spll10Wtb/lllsYMmQIH374Idtuuy0A22yzDVdccUWX9VsIIcQ3hCHIRnd6PwmiO0OCaCGEEKKDxowZ0+rx66+/3m4b27bZY489omz1G2+8wdNPP93mRYVPPvkkCqJ33333Lu65EEIIIbqKBNFCCCE2qJKSEhoaGrrt3B2ltW41/DubzXZpfxoaGjjiiCP4wx/+0Oq5gQMHRve7MnsuhBDiG6aIwmIyJ7pzJIgWQgixQSmlNougsLq6miVLlkSP6+rqWLRoUUGb//znP5xwwgkFj3fddddWbQ488EAAXNfllVde4YwzzgBgt9124/7772fLLbfEtuUnWAghRBfLFRbrLJkT3SlSWEwIIYQAvvWtb3H77bfz3HPP8dZbbzFx4kQsyypoc++993LLLbfw4YcfcsEFF/DSSy9FAXLO9ddfz4MPPsj777/PtGnTWLVqFSeddBIA06ZNY+XKlfz4xz/m5Zdf5pNPPuHxxx/nxBNPxPO8jfZahRBC9FBSnXujkMvgQgghBDBjxgwWLVrE4YcfTmVlJZdcckmrTPRFF13EXXfdxemnn87AgQP5xz/+wahRowraXH755Vx++eW8/vrrbL311vzzn/+kb9++AAwaNIjnn3+e8847j0MPPZR0Os2wYcP4zne+g9ZyXVsIIUQXKCoTLUF0Z0gQLYQQQgAVFRXcddddBdsmTpxY8HjQoEE88cQTaz3O9ttvz4svvtju89tssw0PPPBAu8/Pnz9/3Z0VQggh2iLDuTcKCaKFEEIIIYQQokcwqCKGZiskE90ZEkQLIYQQQgghRE9gkEz0RiBBtBBCCNEBay5/taYtt9xynW2EEEKIDa6YgFiC6E6RKiZCCCGEEEII0RNspOrcs2bNYuedd6aiooKKigrGjBnDo48+Gj0/btw4lFIFt9NOO63gGJ9//jkTJkygpKSEfv368atf/QrXdQvazJ8/n9122414PM7WW2/N7Nmzi35rupJkooUQQgghhBCiJ9hIhcUGDx7M5ZdfzjbbbIMxhttuu40jjzyS1157jR122AGAKVOmcPHFF0f7lJSURPc9z2PChAkMGDCAF154gSVLlnDCCSfgOA6XXXYZAIsWLWLChAmcdtpp3HHHHTz11FNMnjyZgQMHMn78+M6/xi4kQbQQQgghhBBC9BTFrPncyX2OOOKIgseXXnops2bN4j//+U8URJeUlDBgwIA293/iiSd49913efLJJ+nfvz+jR4/mkksu4bzzzuPCCy8kFotx4403Mnz4cK666iogWP1iwYIFXH311d0eRMtwbiGEEEIIIYToCTbScO58nudx11130djYyJgxY6Ltd9xxB3379mXHHXdkxowZNDU1Rc8tXLiQnXbaif79+0fbxo8fT11dHe+8807U5pBDDik41/jx41m4cGHRfe0qkokWQgghhBBCCEFdXV3B43g8Tjweb7PtW2+9xZgxY0ilUpSVlfHggw8yatQoAH7yk58wbNgwBg0axJtvvsl5553HBx98wAMPPABATU1NQQANRI9ramrW2qauro7m5maSyeT6v+AiSRAthBBCCCGEED1FUdW5obGxkcrKyoLNF1xwARdeeGGbu2y33Xa8/vrr1NbWct999zFx4kSeeeYZRo0axSmnnBK122mnnRg4cCAHH3wwn3zyCSNGjOh8/zYxEkQLIYQQoXHjxjF69Giuueaa7u6KEEII0XnFFhYzPqWlpSxevLhgc3tZaIBYLMbWW28NwO67787LL7/Mtddey1//+tdWbffee28APv74Y0aMGMGAAQN46aWXCtosXboUIJpHPWDAgGhbfpuKiopuzUKDzIkWQgghhBBCiJ6jmDnRYeCdW7Iqd1tbEN36tD7pdLrN515//XUABg4cCMCYMWN46623WLZsWdRm7ty5VFRUREPCx4wZw1NPPVVwnLlz5xbMu+4ukokWQgghNkGZTIZYLNbd3RBCCLEZUcagishEq04OAZ8xYwaHHXYYQ4cOpb6+njvvvJP58+fz+OOP88knn3DnnXfy3e9+lz59+vDmm29y9tlnc+CBB7LzzjsDcOihhzJq1CiOP/54rrjiCmpqajj//POZNm1aFLifdtppXHfddZx77rmcdNJJzJs3j3vuuYc5c+Z0+vV1NclECyGEEG1YtWoVJ5xwAr169aKkpITDDjuMjz76CABjDNXV1dx3331R+9GjR0dX2AEWLFhAPB6PqpGuXr2ayZMnU11dTUVFBd/61rd44403ovYXXngho0eP5qabbmL48OEkEomN9EqFEEL0KMZ0/kbnguhly5ZxwgknsN1223HwwQfz8ssv8/jjj/Ptb3+bWCzGk08+yaGHHsrIkSM555xzOProo/nXv/4V7W9ZFo888giWZTFmzBh+9rOfccIJJxSsKz18+HDmzJnD3Llz2WWXXbjqqqu46aabun15K5BMtBBCiI2lsbH95ywL8oPGtbXVGvLnQrXXtrS0c/1bw6RJk/joo4/45z//SUVFBeeddx7f/e53effdd3EchwMPPJD58+dzzDHHsGrVKt577z2SySTvv/8+I0eO5JlnnmHPPfekpKQEgGOPPZZkMsmjjz5KZWUlf/3rXzn44IP58MMP6d27NxDMFbv//vt54IEHsCxrvfovhBDiG6jYOdGd3Ofmm29u97khQ4bwzDPPrPMYw4YN49///vda24wbN47XXnutU33bGCSIFkIIsXGUlbX/3He/C/nDs/r1g7z1JAuMHQvz57c83nJLWLGidTtTRHXSUC54fv7559l3332BYL3LIUOG8NBDD3Hssccybty4qHjKs88+y6677sqAAQOYP38+I0eOZP78+YwdOxYIstIvvfQSy5Yti4ap/fGPf+Shhx7ivvvui6qYZjIZ/vd//5fq6uqi+y6EEOIbrOgguvjfzG8iGc4thBBCrOG9997Dtu2omihAnz592G677XjvvfcAGDt2LO+++y7Lly/nmWeeYdy4cYwbN4758+eTzWZ54YUXGDduHABvvPEGDQ0N9OnTh7Kysui2aNEiPvnkk+gcw4YNkwBaCCHE+vFN52/rceH5m0gy0UIIITaOhob2n1tz6HJetc5W9BrXfz/9tOgurY+ddtqJ3r1788wzz/DMM89w6aWXMmDAAP7whz/w8ssvk81moyx2Q0MDAwcOZH5+Bj1UVVUV3S9dzyHoQgghvuE20nDubzoJooUQQmwcnQkQN1TbDtp+++1xXZcXX3wxCoS//vprPvjgg2jpDaUUBxxwAA8//DDvvPMO+++/PyUlJaTTaf7617+yxx57REHxbrvtRk1NDbZts+WWW3Z5f4UQQohIUetESya6M2Q4txBCCLGGbbbZhiOPPJIpU6awYMEC3njjDX72s5+xxRZbcOSRR0btxo0bxz/+8Q9Gjx5NWVkZWmsOPPBA7rjjjmg+NMAhhxzCmDFjOOqoo3jiiSf49NNPeeGFF/jtb3/Lf//73+54iUIIIXoiQ3HVuSWI7hQJooUQQog23Hrrrey+++4cfvjhjBkzBmMM//73v3EcJ2ozduxYPM+L5j5DEFivuU0pxb///W8OPPBATjzxRLbddluOO+44PvvsM/r3778RX5UQQoieLRzOXcxNdJgyRi475Kurq6OyspLa2loqKiq6uztCCLHZSaVSLFq0SNY63gjW9l7L75noarnvFFiA6u7uCLEZM4DX5f8+X3/99Txxzywe+uNJnd73lfe+YMKv7mTp0qVd1p+eTOZECyGEEEIIIURPYChuuSpJq3aKBNFCCCGEEEII0RNIde6NQuZECyGEEEJ8A8ycOZM999yT8vJy+vXrx1FHHcUHH3zQ3d0SQnQpmRO9MUgQLYQQQgjxDfDMM88wbdo0/vOf/zB37lyy2SyHHnoojY2N3d01IURXyQ3n7uxNhnN3igznFkIIIYT4BnjssccKHs+ePZt+/frxyiuvcOCBB3ZTr4QQXcuAKWadaMlEd4YE0UIIITYIX4aGbXDyHov1UVtbC0Dv3r27uSdCiC5TbGGxYvb5BpMgWgghRJeKxWJorVm8eDHV1dXEYjGUkuVwupIxhkwmw/Lly9FaE4vFurtLYjPj+z5nnXUW++23HzvuuGObbdLpNOl0OnpcV1e3sbonhFgfxVxglVWPO0WCaCGEEF1Ka83w4cNZsmQJixcv7u7u9GglJSUMHToUraXEieicadOm8fbbb7NgwYJ228ycOZOLLrpoI/ZKCLHejJFM9EYgQbQQQoguF4vFGDp0KK7r4nled3enR7IsC9u2JcsvOu2MM87gkUce4dlnn2Xw4MHttpsxYwbTp0+PHtfV1TFkyJCN0UUhRLEMRWaiZXpQZ0gQLYQQYoNQSuE4Do7jdHdXhBAE0wB+/vOf8+CDDzJ//nyGDx++1vbxeJx4PL6ReieE6BqSid4YJIgWQgghhPgGmDZtGnfeeScPP/ww5eXl1NTUAFBZWUkymezm3gkhukxR1bkliO6MHjOJ6tNPP+Xkk09m+PDhJJNJRowYwQUXXEAmk+nurgkhhBBCdLtZs2ZRW1vLuHHjGDhwYHS7++67u7trQoiuYopYI9o3EkR3Uo/JRL///vv4vs9f//pXtt56a95++22mTJlCY2Mjf/zjH7u7e0IIIYQQ3crIH8lC9HyyxNVG0WOC6O985zt85zvfiR5vtdVWfPDBB8yaNUuCaCGEEEIIIYQQXaLHBNFtqa2tpXfv3mttI2sgCiGEEEIIIXoGU1x1bslEd0qPmRO9po8//pi//OUvnHrqqWttN3PmTCorK6ObLN0ghBBCCCGE2CzlhnPLnOgNapMPon/961+jlFrr7f333y/Y56uvvuI73/kOxx57LFOmTFnr8WfMmEFtbW10++KLLzbkyxFCCCGEEEKIDaPYIFoy0Z2yyQ/nPuecc5g0adJa22y11VbR/cWLF3PQQQex77778re//W2dx5c1EIUQQgghhBA9Q5HDuYtZFusbbJMPoqurq6muru5Q26+++oqDDjqI3XffnVtvvRWtN/lEuxBCCCGEEEJ0nWKGZksiulN6TJT51VdfMW7cOIYOHcof//hHli9fTk1NDTU1Nd3dNSGEEEIIIYTY8DbScO5Zs2ax8847U1FRQUVFBWPGjOHRRx+Nnk+lUkybNo0+ffpQVlbG0UcfzdKlSwuO8fnnnzNhwgRKSkro168fv/rVr3Bdt6DN/Pnz2W233YjH42y99dbMnj272HemS23ymeiOmjt3Lh9//DEff/wxgwcPLnhO1kUUQgghhBBC9HimyPnNnYyXBg8ezOWXX84222yDMYbbbruNI488ktdee40ddtiBs88+mzlz5nDvvfdSWVnJGWecwQ9+8AOef/55ADzPY8KECQwYMIAXXniBJUuWcMIJJ+A4DpdddhkAixYtYsKECZx22mnccccdPPXUU0yePJmBAwcyfvz4zr/GLqSMRJgF6urqqKyspLa2loqKiu7ujhBCCFEU+T0TXS33nQILUN3dHSE2Ywbwuvzf5+uvv54nbvkTD519RKf3fWXRUiZcN69VtrgzevfuzZVXXskxxxxDdXU1d955J8cccwwA77//Pttvvz0LFy5kn3324dFHH+Xwww9n8eLF9O/fH4Abb7yR8847j+XLlxOLxTjvvPOYM2cOb7/9dnSO4447jtWrV/PYY48V3c+u0GOGcwshhBBCCCHEN5opcij3etQV8zyPu+66i8bGRsaMGcMrr7xCNpvlkEMOidqMHDmSoUOHsnDhQgAWLlzITjvtFAXQAOPHj6euro533nknapN/jFyb3DG6U48Zzi2EEEIIIYQQ32i5OdGd3i/Yp66urmDz2lYyeuuttxgzZgypVIqysjIefPBBRo0axeuvv04sFqOqqqqgff/+/aN6VTU1NQUBdO753HNra1NXV0dzczPJZLLzr7OLSCZaCCGEEEIIIXqKIguLNTY2UllZWXCbOXNmu6fZbrvteP3113nxxReZOnUqEydO5N13392IL7T7SCZaCCGEEEIIIXoAYwymiEy0MYbS0lIWL15csL29LDRALBZj6623BmD33Xfn5Zdf5tprr+VHP/oRmUyG1atXF2Sjly5dyoABAwAYMGAAL730UsHxcvOx89usOUd76dKlVFRUdGsWGiQTLYQQQgghhBACoiWrcre1BdFr8n2fdDrN7rvvjuM4PPXUU9FzH3zwAZ9//jljxowBYMyYMbz11lssW7YsajN37lwqKioYNWpU1Cb/GLk2uWN0J8lECyGEEEIIIURPUcziS53cZ8aMGRx22GEMHTqU+vp67rzzTubPn8/jjz9OZWUlJ598MtOnT6d3795UVFTw85//nDFjxrDPPvsAcOihhzJq1CiOP/54rrjiCmpqajj//POZNm1aFLifdtppXHfddZx77rmcdNJJzJs3j3vuuYc5c+Z0/vV1MQmihRBCCCGEEKInKLawWCercy9btowTTjiBJUuWUFlZyc4778zjjz/Ot7/9bQCuvvpqtNYcffTRpNNpxo8fzw033BDtb1kWjzzyCFOnTmXMmDGUlpYyceJELr744qjN8OHDmTNnDmeffTbXXnstgwcP5qabbur2NaJBgmghhBBCCCGE6DnWozp3R918881rfT6RSHD99ddz/fXXt9tm2LBh/Pvf/17rccaNG8drr73Wqb5tDBJECyGEEEIIIURPkFsnurOK2ecbTIJoIYQQQgghhOgJih7OLUF0Z0gQLYQQQgghhBA9RLFLXImOkyBaCCGEEEIIIXqCoodzd31XejIJooUQQgghhBCip9gIhcW+6SSIFkIIIYQQQoieQOZEbxQSRAshhBBCCCFEj2CKyypLJrpTJIgWQgghhBBCiJ7AgClifrPE0J0jQbQQQgghhBBC9AQynHuj0N3dASGEEEIIIYQQYnMhmWghhBBCCCGE6ClkiasNToJoIYQQQgghhOgBTJFzopHR3J0iQbQQQgghhBBC9AhG5kRvBBJECyGEEEIIIURPYChuaLbE0J0iQbQQQgghhBBC9AQGTBFZ5WL2+SaTIFoIIYQQQggheopiMtFSWKxTJIgWQgghhBBCCEChitrPbCrjoQ0yNHsjkCBaCCGEEEIIIXoIGc694UkQLYQQQgghhBA9QbGFxWQ4d6dIEC2EEEIIIYQQPUQx60QbSUR3igTRQgghhBBCCNETSCZ6o5AgWgghhBBCCNGjFFsgbH3OtykUFzNGMtEbg+7uDgghhBBCiA3v2Wef5YgjjmDQoEEopXjooYe6u0tCiA3BL/ImOkyCaCGEEEKIb4DGxkZ22WUXrr/++u7uihBCbNZkOLcQQgghxDfAYYcdxmGHHdbd3RBCbEimyKHZMpy7UySIFkIIIYQQQmx2OjTvWXV2bnRnBurmjYHehCYVy5zoDU+GcwshhBBCiFbS6TR1dXUFNyHEJi5XnXsDz4meOXMme+65J+Xl5fTr14+jjjqKDz74oKDNuHHjUEoV3E477bSCNp9//jkTJkygpKSEfv368atf/QrXdQvazJ8/n9122414PM7WW2/N7NmzO9fZDUCCaCGEEEII0crMmTOprKyMbkOGDOnuLgkh1sEQZKKLuXXGM888w7Rp0/jPf/7D3LlzyWazHHrooTQ2Nha0mzJlCkuWLIluV1xxRfSc53lMmDCBTCbDCy+8wG233cbs2bP53e9+F7VZtGgREyZM4KCDDuL111/nrLPOYvLkyTz++OPr8zatNxnOLYQQQgghWpkxYwbTp0+PHtfV1UkgLbpNu0O32xyu3XaesOuXvbJalrVS/qYxJrrIOdGd3eWxxx4reDx79mz69evHK6+8woEHHhhtLykpYcCAAW0e44knnuDdd9/lySefpH///owePZpLLrmE8847jwsvvJBYLMaNN97I8OHDueqqqwDYfvvtWbBgAVdffTXjx4/vZK+7jmSihRBCCCFEK/F4nIqKioKbEGIz4KvibtBqCkc6ne7QKWtrawHo3bt3wfY77riDvn37suOOOzJjxgyampqi5xYuXMhOO+1E//79o23jx4+nrq6Od955J2pzyCGHFBxz/PjxLFy4sPPvSxeSTLQQQgghxDdAQ0MDH3/8cfR40aJFvP766/Tu3ZuhQ4d2Y8+EEF3GFFlYzA+WwausrCzYfsEFF3DhhReudV/f9znrrLPYb7/92HHHHaPtP/nJTxg2bBiDBg3izTff5LzzzuODDz7ggQceAKCmpqYggAaixzU1NWttU1dXR3NzM8lksvMvtgtIEC2EEEII8Q3w3//+l4MOOih6nBuqPXHixE2iUI8Qa2pz+HWr4dstA2sL2qu2Btx2xSDcwghVhRGryTu/6cb1ogxgTDHD1hWlpaUsXry4YGs8Hl/nntOmTePtt99mwYIFBdtPOeWU6P5OO+3EwIEDOfjgg/nkk08YMWJEEX3cdEgQLYQQQgjxDTBu3DjMpjBnU4i16NjcZ926bUHQnBdYF2y31qNnXnRsk5/qzXXBmLw23Wg9MtFAp6dtnHHGGTzyyCM8++yzDB48eK1t9957bwA+/vhjRowYwYABA3jppZcK2ixduhQgmkc9YMCAaFt+m4qKim7LQoPMiRZCCCGEEEKIHmNjVOc2xnDGGWfw4IMPMm/ePIYPH77OfV5//XUABg4cCMCYMWN46623WLZsWdRm7ty5VFRUMGrUqKjNU089VXCcuXPnMmbMmM51uItJJloIIYQQQoiiSGa/44oYYtxG9jk4Urh9jexzS9a5JeOcn4lWbeQP85837USSBj86vzE+SuWO77W7T3cxRhU1nNt08vOZNm0ad955Jw8//DDl5eXRHObKykqSySSffPIJd955J9/97nfp06cPb775JmeffTYHHnggO++8MwCHHnooo0aN4vjjj+eKK66gpqaG888/n2nTpkXDyE877TSuu+46zj33XE466STmzZvHPffcw5w5czr9GruSBNFCCCGEEEKIblc4PLswgG576HZh4Jy7rwq2B+2CQ659EG7+KfODY4UfPVZKh0F1bimpXLtNYCh3yPhFBNGdvBYwa9YsIJgmku/WW29l0qRJxGIxnnzySa655hoaGxsZMmQIRx99NOeff37U1rIsHnnkEaZOncqYMWMoLS1l4sSJXHzxxVGb4cOHM2fOHM4++2yuvfZaBg8ezE033dSty1uBBNFCCCGEEEJ8Q3QkuNr42fW1Bc/R8+sInLWyyQ+W2wuo1xZI5wfOBffzgmhjfFQYOPu40Tkx6hs1LmFd9RWGDBnCM888s87jDBs2jH//+99rbTNu3Dhee+21TvVvQ5MgWgghhBBCiB6lmOrMbe274cLCdVfe1gXDtpXKhS2FgXNuu1I6DKTDIDoKqPPat8pQFzLGx6clWDYmyC7nB9G+caP7GvBywbbSRO9ddxbwM0We/pt0BaALSBAthBBCCCFEt1qfoHdDikpPd/FR13i9UfCs15jvnJ9ZdoIWeYGzVjZa5+47WLnt2kaF86KD9uH9ddRU9mkJnH3jYsIh2r7v4hk36IvR+L4btgelgvubUuH7ouZEF7Us1jeXBNFCCCGEEEJscJtzkKLoikC6M8O2g0C5JRDWOhbdt3L3tYMd3rdUHCsMtG0VR+eCbjSaXADe9hJXfl7G2SMbbstG9z3t4vnp4L6fxgsDZ9drxoSBu7+JLHpkjCpuTrQE0Z1SVBC9aNEinnvuOT777DOampqorq5m1113ZcyYMSQSia7uoxBCCCGEEJuhnhSYrE8grdoIoNuqtm23mXG2dCwKnG0dx9JB5WZHJ3F0SbCdOLYKt5s4DsF929hYYcij2wkU/fB1ebhkVCa4r7JkVDMArkm13NdpXL+pZd9chlppjNHREbtTMVnxTSmTvjnoVBB9xx13cO211/Lf//6X/v37M2jQIJLJJCtXruSTTz4hkUjw05/+lPPOO49hw4ZtqD4LIYQQQgjRpdqco7sG0+EgclMOnjuSMW0vCOxMIN3ekO2gD23Nd1bKieY167zA2dFJbCsJQEyXEVPB/bgqJ2aC+0lTQtwP2sdxcMKMtqMsrPDclmr9ufgYvDCCzPo+2XCOc8ZkSYcBdbNqJqUbAUibetKqJYRyvebwXttZ7u4gw7k3vA4H0bvuuiuxWIxJkyZx//33M2TIkILn0+k0Cxcu5K677mKPPfbghhtu4Nhjj+3yDndEOp1m77335o033uC1115j9OjR3dIPIYQQQgix6etIAJ3frv1gelMMRNpYG3kd/TQF+6wZULc3T3ptx8yb3xwO2e5s4JxQFQCUUEmJKQvu+0lKwsx1iWWTtINzJCxFzFLhcYJbroc67KYfdt8zkA1foutDygueaHbjNHnBMO8mv5QGvxSABp2Mhoob7ZMJg+t1LZ+1sRgDvgzn3uA6HERffvnla12PKx6PM27cOMaNG8ell17Kp59+2hX9K8q5557LoEGDeOONN7qtD0IIIYQQYtPW0eC5vf0Kg+lNJQhZR9DcRja2Vfu8l9USULcXTK+9H0HQnPuvHRUJay9wdqwgWI3rMhK6EoBSU0WFHwTR5SpBuRMEseWOpswJ+lFmK8rsoONJG0qsoL8xbXDCF6RVSxDthi8naxSZMOhMeYpGN7hf79rUZ4Pscl3GoS4bnLPOTbBKBf012idt1QGQzuq870X3kuHcG16Hg+jOLGjdp08f+vTpU1SH1tejjz7KE088wf3338+jjz7aLX0QQgghhBDfBN0ZOK8989l24NxS7XptTBQw+1FA3X4w3bo/SgVnV9rCshwSiSTbbjsC0GgdD9duzhUNs6I5zpZ2sMM5zjGdJKaCgLrElJPwg6x0QsVIhhW541oRt8Jh25aKAmRPQWPYnZbZy0HWOZeBdsP/Zj1DNowgM54h7QWvL+W7NBMUE0vpFH44tDtmGqnyU0G/XIdqtzo4tlcCUYGytfM8jzfeeGUdrYpjUEUO594AnenB1rs6tzGGp59+mubmZvbdd1969erVFf0qytKlS5kyZQoPPfQQJSUlHdonnU6TTqejx3V1dRuqe0IIIYQQYhNRbBa6+7Qd+HZkveVgk2bNILqtfQ0GpQjXQvajgFrhh5FW67m/uX2U0ljaIhaPU1JSRkVFBaWlpdi2ExUMa4vJW5vZJyjU5Rk3qo6dpjnqs298PC/IBGd8TbOXC8ZVm0l237TMefaNTyac8+yGy1dlVTYqJpZRzWQJAmRXpciasCK3l8L1wvsmi+/nKnin8b1U2Hev3de3URmZE70xdCqIXr16Nb/4xS949dVX2Weffbjqqqv47ne/ywsvvABAv379eOKJJ9h55503SGfXxhjDpEmTOO2009hjjz06PJx85syZXHTRRRu2c0IIIYQQQhSlMHhuf43l1u3XDJxblpBSYTa4dWBuwiDTKB+MhwlT0cb4oPy8Nj4Kg9IQi8UpLS2lrKyC0pISnFgcy4qhlBVkpcNq3Irg3FpbeWs9W9HSVJaVaKmwreI4Klj1xzEJHBO0iRMjlisapi10rmgYhOcJXnFLLr3lPXNpCX5MGFh7RmPlltLCioaZK2w0ufWgbXRuPWj86C02ng8qCKiVcbt9GDcEWXBfgugNrlNB9C9/+UsWLlzIxIkT+de//sV3vvMdjDEsXLgQrTXnnnsuv/3tb/nXv/7VZR389a9/zR/+8Ie1tnnvvfd44oknqK+vZ8aMGZ06/owZM5g+fXr0uK6urlXRNCGEEEII0TO0m4Fub65wt41zbSd4biPLHGzWrbbnB84KK3qstFUQRKuwvcFvCaLxMb6HwYQBNBg8jPFQyiWZjNO3T2/Ky8uxbRuldbAOs8oN1bZaBc9KBW2UttDklq9yojWgbRWPKm/bKoFtgoA6ZmI4YXtbaexwKLitVBREaxWcac13JgiiTbQ1Fzyb8BjGGPww5LaJ5b1+L7pogPGjBLzydbSuNIBvMuHxMpvGmGhZJ3qj6FQQ/eijj3LnnXcyduxYJk2axJAhQ5g3bx577703AH/4wx/43ve+16UdPOecc5g0adJa22y11VbMmzePhQsXEo/HC57bY489+OlPf8ptt93W5r7xeLzVPkIIIYQQYtOnUJ1YdmptB1pLAJF7rssCpDWzv2vOMV5X8LzmvOZ2hmiHGWet7Chw1spGY6N1LuOqUMoKF5zSuCYDGCzl4GPIuo24JoVGoy2LkjKHvn3LScQdlM5/P3LBusoLoK3CzDMawiBaKxtLh9lnlYgy0Y6KY4fZ55gpIWFymWgHR7UE0ZbOBc4KOxdE571tBd+LvIDSYDC5hn4uWLbwjZO/c2tao3LBsnZww2HmCoWngmHePilg0xjSLYXFNrxOBdFLly5l2223BWCLLbYgkUgUZG2HDh3K8uXLu7SD1dXVVFdXr7Pdn//8Z37/+99HjxcvXsz48eO5++67oyBfCCGEEEL0HAbTgWWn1qIDlaoL2hYdaaytkFf7zxUG0Hotw7OD1sH/64KMcy5wtrSDUha2imGrRJQJVmgSlKGxaFBf0+yvwjNZSu0+lFT1o6KvQzzhgPLxvAy+yWCMGxXRyvVvzeA5GsqNjjLfWtlBEK1j2ASBq60T2IRDuEngmFwQHYuGcMewo3Wfg0y0Cu+rKHi2KJwTncusKp1Xbdy0JJejHX3A2C3P0xKgW+F75KosXjic2zcudjjM28XBzc2b9hs2nXnRYoPrVBDt+z6W1VJMwLJywzQCqjP/EHWxoUOHFjwuKwvWjxsxYgSDBw/uji4JIYQQQoiNpCNZ6faXelpbkNteNeqOyBtu3c4w8rb63Fb2WYVrK7c1r1mFQ6VRLdtaMs5OFDhbxIiRJGFKsbHJkqFBr2a1/yVaWVSWVDNsi4EkS+I44RrNrt+M66fxTCY8l7VG3/KHbVvRkO1gWLdCY0fbtLLDQD6BE859tlWCWJRxjkeBs4MdZZ8dpbGjedCF2efc/fw1oKMNBNW4/dwFhrwh38rklr1SWH5wbG0UrgmHihsbV+WKnHn4KgiQXbyo+FlGO2St5uC+WoUKM9TdmdSVOdEbR6erc990001RgOq6LrNnz6Zv374A1NfXd23vhBBCCCGE2GDWHuQGAW7e7NpODe1uowL2mgknY9oNrtfMPkeBKVY0rziX3Q0C59ycYxulbCysKHB2SOAQxzYOvnKpUyto9JehHUN1dR+2qBqIYyeIOeVBQI4VzAPOe29Urg8EQ6BbuqlbZZzzg3utg/5ogiy0rWJRMA9B0bCYCdeJNg6xaO6ziuY+W1oRU3kZYp3LRBPdV3lvb/4lEZ+Wj8s3wfJXAFYYNNq+wQ1T1ZZR+GFj17dww2y5Z3z88P3wMXjhsO2MjpPS9eH7sN6LHnWNoqtzb4C+9GCd+rSHDh3K//zP/0SPBwwYwO23396qzaZgyy23jAoHCCGEEEKIHqqzc5bzs7sFAW7rbLQyfl6mOL/m87rkHXuNucyFJ8g7Xn7/2wiglXLCodAOlopF85ot5YSVpHXL0G0VI2YSOCaGpSx8fFJ2E432UuIlWfpUxhngVAXzoXUcrYNgF4iGMEMQMEZdCoNkbXLDyVUUMAf9W6NQWRhEW4RBvbKxiKGVTdwkccKiYXETLygaFssLnKOMswI7CpwVVi4Q1ip6V4PCYlFnC+WCaFS0TrSX26bBDedNe5jcVGlcraOAOlhf2kTvSS7GSPkO9bosPKWzAebPd16xmWi/vYs5ok2dCqI7umyUEEIIIYQQG5VS0dzXNYdIrzm3ONq2RnGu1scMAulWx2x3fnT+sfPOlTeXuYVPUC3aj87VEqTnDd9WwZBsre0gs6wdHJ3EUjFsEmhlYxsnWJ4JCweHhIlTYiVwYjHcSh+7ykXFyvEoJ+M14PmZ8JQWlhXH1uENp+U9MUHONVonWmksYmtkvK0gMx5VAG95jToaVm6FWWgb28SwTYyYiRHPZZ9Vy3xnR+tOBc62apnarFVL7Nze4HwfoiA69+n5vsKNpke3BNmub6KPOD+49jHRzpaniVMa9svB3SSmRCtZJ3oj2ETGHQghhBBCiJ6syyppt5K/mFHLudbWj+COzhuCa7XTOi+INC5mzaHdBYG0Lgiec4Fzq6rZESsojKZa1l1ueS25IDoIoC0dw7GSODqJo0pwVAmWsfGUG8zPtWzKKKdXrJKq0nLKysspKSlBOzYplaFB15GijpQfHDe3RJOlneD4KhZmjIOg3sfHw4s+r2BoNmHwHLS3VSwKkINguvXnq1BYxsYiCPSDm42DTTzMODvaws4LkNsKnHXe/WAId257yydn6ZYgWuUF1PkMLR9ZLhNtVEtNbd/kZ6jzs9aKcKp0sCRW3stMuCXBObWV9/l1XzRtKG4Wv4zf7ZwOB9F//vOfO3zQM888s6jOCCGEEEKIniU/eGx/3nHxx1YqF90oTFSG2W+JlvKL4GJFmdYgy+uE21uC3Xy+ccmFJIYgkA7u5wfurbPPwbFz6yWrNo9vTDCA1uCjlAkzv3lzpJWFpRwsK07MKiWmSrFUDI8MDX4NKI94rJTKkj70KR9Av8QW9I31oiwWx1IaH3CNR9ZYxE0So3yUtvB0KeAXZIitsDq1p1w8srgmFYSBpmXdaK1sbBXH1okgkDdxbGJYxkKZlgrpRvnRMHCNQhsrmJ9tbGwsbKWJawsn/FzyA2cLhR0FyIWBc1SFOy9wtnVLMTErPxO9lqTqmploz+RlpQ14YQTq5bX1DG0OCfeNJpaNhZ//2orTbURFz4mWTHRndDiIvvrqqwseL1++nKamJqqqqgBYvXo1JSUl9OvXT4JoIYQQQgix1oxwe206G1TnsskGvzDIzZ/uHAWmLYGzVjZahwHQGkORW7LPNn449NmnJdjKnYeCStWFwfOaBcDaOocxfvBf38u7ABBeHNBBYTDbSmDrGBm/gazfgBPzKSsrobysF6WlVZQlqqlw+lJmSrGMjVEqGLaMwSNXM9siThKHoAq2ZSxsbGxjR9Wqs7hkdJqUasLDRZsMft57Y6s4MV1KnDISfmk0l9kKLw4YY/Dwg0xtXhCtCAqE2Uphh8O1baWwrZbAOQqEdct9DXkZ6pb7wTDv4L6tyMtWF86J1m18j3xUXjAcHtu0BMu+ygvK8wJqrQoD7Vx7W4MVXUTZNILooudESxDdKR0OohctWhTdv/POO7nhhhu4+eab2W677QD44IMPmDJlCqeeemrX91IIIYQQQnwj5AfVHQmodbhUklE+xrTM5y0Y3h0G2kFxriBwtnQMKwyitXbQeUGQH+7r+Wm8XObaz+CbXMCYm8vsrVE9O1yXWdtR0a9o7rCywqBSY/DDAlUeYPCNi+dnW1XZ1trBssCOZ6kqj5NMluLYGqUdbCtJzC4jZsXRSgcZSAzZMMPtG0OYV0ahcEwM29jEsIlpi3hu/rECzzdkfEOj74AGlzRubji6Aa1i2LqEBBWUmnJKSZKwgmyyUioMoMNz+i3F2BQKS+moSFhuXef8odpBgbLc/ZZAeM35zrng1tYtgbOVt10rsFTuvG0rGHCeCxrzGhuTNyScvGrfpuXbpGg5Z9D3sDp4GyMZukdxc6JlPHfnFDUn+v/9v//HfffdFwXQANtttx1XX301xxxzDD/96U+7rINCCCGEEGIztuayTm1pp5rxOod/K4VjB9WRPT+DCYcl5zK8OToMorWOYetwTWIriaVzaxXH0WGG2uDhhZlmz0+T9YN1gF2vOSrIZYwdnMNkC5adylXOtq04lnKiJaYsFQuqZxsLCxsPF195KBOE1c3U0swqDD4lTi/KElWU9Y5RWp7AdjSun8Lz0/gmG74eB8cqIW5XEtcVxEwJVjjHOmtcfAyucqN5zRYWjnEoUQ6ltkOprUnaLUOnMx40ugaVBddLkrKasEwzPh4ocFSchCqj1C+nkhLKbJu4pXHCaNbzDa6BrO/jKRXNCLYAK1ySKshEB8O02/tKdDQMXdc3yqzRJveNMXlrRue+HfnzoD1TOIQ7us8ac6lz930TfR+NKWYm8obhFxEQbzq93zwUFUQvWbIE13Vbbfc8j6VLl653p4QQQgghxOarrWrY7fPbDrQ7FFhrkk5vIAh4XT8dHNG4UVCTy+pCEDjbOlifOGFV4oRrFccpwQrXBPbx8HTwd25a15M2DQBkdCMZrzE8fjYowGUyKHRQmEs72DqOo0qwVYK4KSFmEsSJEQuDextN0rLJ+j4r/QZW6xW4pEnGShlQXU1FZSmJWBkxncDHwzUZXJMOMrTKwuCH86QTJHQ5CVVB0i8jbuLYuSAal6zKklVpPFwUmrhJkiRBiWVTGbOodKDMgZg2+ChSHtgZhW8sUn4M2wQXAXx8NJqYLqPMr6SSEioch7KYJmm1ZGSzviLjB9WqXd1SyTqXdba1CjLLeZnm/CA2d98zLV8F14CdK1yu1wh62/xm0GZ2GVO4b05HAudomLcf9CcndzzXBMPgg9NsGmGokTnRG0VRQfTBBx/Mqaeeyk033cRuu+0GwCuvvMLUqVM55JBDurSDQgghhBBic6XbzCbnM+0F2WotQYnJVY226OUMAyBjmnBNEES7Jh0OlQ7YYcY5rspIUglAqamk1IQBtYph0VIcKxtGgY2kaND1wX17FSmrruD4rt+MhYOtYjiqhIQppcSUkDRxYkoTtzVVcYu4hoasoTbrkfV9tG1R1b+Cvn0SaG2CJayiYcEqyAATzLO1cfC1HQ5jdoKscDisusRPENMWllYYA2njkTUuWZUmRQM+LhobW8WwCPpT4UDvuKHS8Yhrg2cUTV4wdDvjaxpdi4SfIBNm7DU2paaCsjCArooHx0iE08E9AxkftBf0WHnB2ssqXKLKDucw23nT1H1D3pJRQUY3tz3H0ioKS20fciP1fb9lfrSvwMsbzt1eRe78YmJRkNxOAbGWomF5lbrzKnLnV/hOez5ZlQ23F04h6E7FrPlsZJ3oTikqiL7llluYOHEie+yxB44TXLVzXZfx48dz0003dWkHhRBCCCHE5imoWL32PzdVfuBRMCTWan9OdJTottnSGwFAmizNKgVAVmfwwgyhQhML1yQu8UsoV0FwWOk4lDlBZFbqtMzRNQZSYfzd6CZZnSkHoNbrQ4MKMtFpncLgkzariZs4cRMjYWxKbJvecYtSR9HsGhpdQ9Y39E1YlFdVUlXZCxULMsq5Zaf8VnnVlosKlrIxaGxlY+OQoIwyv4JynaDUsUiGQ6qDPhsaXUXWtfHxccMq27aK4eNjAUlLU+5A75hH71iWhOXh+oo61yHrOzTYioTWOJ5DzCRAQcyUUOaXRQF07ziU2Ya4Dj6btK9QrsLzwVVgtMI3JqquHbfAyVuWyjeQyQtWs56Jsrx+3ugDZUy0ZrSnwDW5pa8g29ac6DXexdw3qdWyVrl1oPMKjOWCeC8vcDbtrA3tExRRA8j4hqwKLtwYf5NYJLrg9XZqP5kT3SlFBdHV1dX8+9//5qOPPuK9994DYOTIkWy77bZd2jkhhBBCCLEZyo3JVTY6zAKvqXAOaRiAqMLtqr3MXtjG0qXs0qsUCALf5jAyyngGLy8qiIURcpmj6RUL7veOG3o7wXHKHZeYDouJGUWjG6RZV2U1K9JB/79OxVidCc6V8Q3GGOqJURbTlNpBUNjowsqMT9pYVFeU0bdXP0rKyqhK2CilqEt7pH1DxnexfIu4SoaZzGBtZl95+OE8Zt+4GDyUiuGoBEm/jApTRi8nRlXcojIGSSvI8Lo+1GcVK9MWGc+hnlhwTBOuc63AVhZxC8psn14xlz7JFHHHxXU1OmVodoOh5o6liWVtHBNHYwcXHqw4VXGL3nHoE/Mptz1sbXB9hfY0rrFIR9noluWpYhbENDhhMTAvL5ubC2IzfnChAdYIogE3/B5ppdBh0L62omQFX5E2ssjBUPDwXH7e87Tczw+i879DJv9+eIyM8UlbzeG+3iYSiSqpzr0RFBVE52yzzTZss802XdUXIYQQQgjRI+TWYm6pht3WOskt/FbbTRvbIuHf+zG7jMMHNQHQ4FpR8JvyNGk/OJ9WhkQYgFXF0vRPBNnqfhWNVPUJAqB4Lx+dDIdzZw2Z1cHx65YnqFkdZKIXN5WwIhP86dzoarJG8VFDMAh7cbOizoBdlaC8bxm9nd5Ux5MkLU3cUsStXOVpi7RnyPiaEs8m4ydwjYcbLg/l4pFRGTIqg0cGT7lYxibhl1JhyugTi1Od1FQnoG/MpcwKgtmUr/k6baOVJu051GUSNOoYmuC12ljEtKLUhkrHpyqeoqIshRP3cDMa12iS2RhxHQa9SuMYB8c4lKoYFY5Fr1gQQPeNZSm1XbQypDw7GA6uglJe+Z+SVkEG2gmPmZP1g0JmqXA8dbPnk/GC6NvLG3mgIag6TlCcTPu5JbGC4DnXpr0x3PmBcWGQnAvYg60+LcG7H9ZNz91vOVzbwbGrXLImeI/zpw98E8ycOZMHHniA999/n2Qyyb777ssf/vCHgsLTqVSKc845h7vuuot0Os348eO54YYb6N+/f9Tm888/Z+rUqTz99NOUlZUxceJEZs6ciW23hKnz589n+vTpvPPOOwwZMoTzzz+fSZMmbcyX20qHg+jLL7+cX/ziFySTyXW2ffHFF1mxYgUTJkxYr84JIYQQQohNyy67jMayrLW2yQU5SsXQ2gm3Fq6T3FltFW6qSAxlaf+tAFiWVmTCOKbEgn6JIPDZIplmQGkQLJeXplDhklipVF++bAqGdq9cGaM+G7wmHyixgn0rertUDgiG6/az3Shb5xnNs0ursD9MU1JWSVyn6OVkcFScUr+UKjtBmWNR5kAizMRCcD/rK7JGkfF0OAfXxvXBNYa055Py4jT7WdIqg0sWZTQlJkmF7dA7rhmQNAxOZOhX0kxFSQqtoTllU95UAiRo9jT1bglNlONpFwsbx8SI20ExsHLbpTyZJlmZRSfBavRJprMktB9Vz7aUJmYcLDSltkNlXNErZugby9InkabEyeIZjc5As2eFS2oFN9c30XrPdhhA5wqYeR5kc0PPs8Hn2eRlyYRD7728oe0ajWVyazCrlvWY1Zql5Yg+t5Yq3C1rVRuCCxTRfZUL2L1om9EtgbNPWxd3Wr63Gh3NX88NmQ+Os2nMhzZsnDnRzzzzDNOmTWPPPffEdV1+85vfcOihh/Luu+9SWhqM2Dj77LOZM2cO9957L5WVlZxxxhn84Ac/4PnnnweCotQTJkxgwIABvPDCCyxZsoQTTjgBx3G47LLLgGCZ5QkTJnDaaadxxx138NRTTzF58mQGDhzI+PHjO/06u0qHg+h3332XoUOHcuyxx3LEEUewxx57UF1dDQTzod99910WLFjA3//+dxYvXsz//u//brBOCyGEEEKITVg0rNWLhs0qpTC0Dr6VaiskCp/Le9xWAK6VxaKGYP8lTWmyYXax0omhlBXet8l6wb6uq3HDbPXyxhIWNQZB9BdNmq/TftT1XrGgzaASiyFhhrpPIo0KA7OV6ThxC7YZPoxVaRiQyeIan7iyKEtYVDhB8a0SOwggNbmMZzC3N7+Alm+CDG7WVzR7msasRX3WptG1SfnBGs+lOkaZY9ErDv3iLluUNdK3fyOxvoCjKG/IkFzs4hpNo5egNuNQn6rA00F17oSJk7Q0ZbZPWSxLSVkWu0qhEhqlPGL1Hrb2sZQJsr5KBcO/lUWpral0gsx330SKXmXN2DEPN2MFw7kzsWh4djZc6kqHc6JjGhKWwVGGjAmGyqdcaMh61HvBxYkm1YyrgiA6P4DND1ZzS4HltufL3yeXMfa0l7fdj+bHG2Va7pu8ILr9et/B+bFazq9sdPg99nCjZc82laJimI0zJ/qxxx4reDx79mz69evHK6+8woEHHkhtbS0333wzd955J9/61rcAuPXWW9l+++35z3/+wz777MMTTzzBu+++y5NPPkn//v0ZPXo0l1xyCeeddx4XXnghsViMG2+8keHDh3PVVVcBsP3227NgwQKuvvrqzSOI/t///V/eeOMNrrvuOn7yk59QV1eHZVnE43GamoJhNLvuuiuTJ09m0qRJJBKJDdZpIYQQQgixeWjJSuf/2dl+sJw/PnfNIeBrsrAZFiS9iFtxMmEcU2pDv3huCLdLaTyooByLu8RiQcDUx1e4YabT0Q594mEm2kBpmImuTmTpFQ+CpITtRhk+J2vo5biATdyCyngwZD2ug3OXWoaE5eNoE2VpPRReuPyQpQy2MjjaRPN7M35QJXtVRrM6a7EqrWl0bXxjSFia8pii0vGpjqfp3beJxHAHPagSYjbUN1EZr2OLbD2rMzZfx23qs0k8vxJlFGVWjFKHMIhO45T76MoYyrEw2TSW7aHzhiwrBTaKuKUpdYLz9o2n6V3RTGmvDMqGbKMhlXGxCCp8Zz1I+wbXN9hKo1X4foTvA64O55sbVrtpVutaANKqsc2h0ErlB65tj3zIzR+HICiOgmhcckGtZ9yWLLHv52Wo1x0454J4lMYKwyaFHd33cKO1uzcVQQXyIuZEh/+tq6sr2B6Px4nH265rkK+2Nvg8e/cOlpx75ZVXyGazBSs3jRw5kqFDh7Jw4UL22WcfFi5cyE477VQwvHv8+PFMnTqVd955h1133ZWFCxe2Wv1p/PjxnHXWWZ1+jV2pU3Oid9llF/7nf/6Hv/71r7z55pt89tlnNDc307dvX0aPHk3fvn03VD+FEEIIIcTmRqm84HnN4dxtB8v5mel1Df9WSrN9RZDMGZBwSIfzZmMaKpwg49g7kSIeBtF2zKCtMFttN0fb+6biNLtBP31fYYfDe+O2Rzw8jlKGrBv0p8R26WMUJZYhEwvy0442JLRHwvKJWx6o4FgZX5NyLdJG4xuFwieufUpsj1InS8LJYlsG11M0ZOJ8nYqzLOUQU4rVWZu0Z0hYwXzmctunKpki0d+gh/WGwf0xyQSqrgHbWkJV/Ur6NyZZmi6jNmPjpkowylDqaMrsYCh3aUkWq0qjy+KgFbo5G70nJq86ta018bCad6+YR1UyRWnvDHZfHRTxUj5OXbCf60PaDwq6GWMwYUXupOVT5bjErWB96y+bNXUZl5X6a5pYFe6by+QGn3cu0xx89m19/n40R97DjYrMBUOxg88K4+ObXMbZzwu087PW+QXs8r9/ubn0VnRfYZMLMxV+tPyaMX7r+frdThW1XJVB0djYSGVlZcH2Cy64gAsvvHCt+/q+z1lnncV+++3HjjvuCEBNTQ2xWIyqqqqCtv3796empiZqkx9A557PPbe2NnV1dTQ3N3doqvGGUFRhMa01o0ePZvTo0V3cHSGEEEIIsdmLAmEdBiAAqs1guSBQbieYbp9m2+ErAPAyGjcT7O/7LftqbbDsINDRto8VDpaM9YKkHQRavcL/AuCCCefres3gNgXHzDRb+GGxsoTj4lgefRQ42iMezxKLezhJDx0kpfHTilSDTX1jgvq0A1kHVylsDGWxLFWJFJWVqaCoWYkGY3Brm+izIkbZ6gocncBJaxrdYH5xqQWllkcymcXqHYfq3vgDB0I8jqlKo12X2LIG+i5ppk9Tgq9jNhnPwcdQZmvKbEO54xIvy2KVJ6Ak7KgdDDY3YVVn3xiMCeZGxy1FqQVVTpaKihROfwvdKwkYrEwTtu1HQ7kzXjCnO/exxS2oinn0K2mmsiRFKmPzTl1fvjb11JklZE1z9Pnnht4rLEwu65w/vNgUZpBbhmL7+H44FNx4URBtjImCa4MfVdZuK+BVShd8F5W2wrZ2lAHXGrywjWVa1jb3N5Uh3Hny18Lu1H4GSktLWbx4ccH2jmShp02bxttvv82CBQs6f+IN7NVXX+Xee+/l3HPPpVevXpx//vn8/ve/X+/jrld1biGEEEIIIdqjtYMVRpW54ATan+tcEGR3KJvmE//Nka03p9Po9z8MWrz/FZnPw0ArrbDCxJW9XW/MrjsAYHr3avPozkcf4//3o6DNey6ZsDp3eUmaksoM8SE2enhfGDoIf+AAcMIiapks+osvKHn/M0rercP6sgTXBBnppO3RO5miz5Am4jtUwjZD8fv3g3iceH0DiS++pM9bXzDk7Vr+b3kvlqRiNHuKUtunzMkSL3VRvcox1X0hF+DE4/hbj0DXNdKr5ku2aExS75ailcY30CsGAxNZqisaiA/UqP4VUFkKzWmU1YjvBRXNm7yg6JdrfBIqWLqrb9xlYGU9pVtrrG37QUUZpFJYWR/7ywweimYX6l2PBj9NTNnY2qHK8RlW3sDgnRux9x6Ov/OWnB69s3sXvtGZIButX34V8/oiAJreamLxZ0FWdFFtBZ82Ba/1iybNkqYgeF2RyrLcrwegVq+MstsZ0xwNs/bxscNicjGVJK6CauvlfvCZV5gyquzg+aqYTZ9E8L3rFYPesSAaza2rDVDhZKiIBf31jM3Lq4Nq1LM/HcwLTXeGH/+yNr9PLTbgUlimyOHc4T4VFRWd2u+MM87gkUce4dlnn2Xw4MHR9gEDBpDJZFi9enVBNnrp0qUMGDAgavPSSy8VHG/p0qXRc7n/5rblt6moqOhQFvqUU07h+9//Pt///vd5+OGHmTdvXqdeX3skiBZCCCGEEF1MR//NBc8678/O9oLlwkx18ZW8icfxd9kpOO/KevTi5QC4TQrC5a7oU9Fu8Jzjb7M1+v+CzJyyajFhoGE7Hk5vhR7aGzNq29bHiTn4I7ZCN6dwljYQW+qhaAmdbNvDqtIwoDf+lsMgrHZuevfCVFWhPZ+Kus/o19gUVr+2iCnTMgK+rZHOjgOlSaxSRdJ2SVo+ScvCN0G18aTlEYt7qKQNcSdonw0yun44Pzzrg+ebcPknja0IhqcnXHRVEqrKMeVlKNtCxVehdRpjFFkDGc8jo7LYJqjWHdeG0kQaqzLWEuy3QX31JerN94N+vLOYpg+CCx5Lvqzki/pwebFUjBXp4MXXZQzNbrg8lnGjattB/e/cd01jcstj5b1RwWrcQfu0SoXHcHC8cL+MwjfB/bSnaAqH79dmFSvSwfZyO0aJ3bKm+KdNwfZaXYsxeSMauomh85W2KWIfYww///nPefDBB5k/fz7Dhw8veH733XfHcRyeeuopjj76aAA++OADPv/8c8aMGQPAmDFjuPTSS1m2bBn9+vUDYO7cuVRUVDBq1Kiozb///e+CY8+dOzc6xrokEgl++9vfcuihh3LyyScXrPe9PiSIFkIIIYQQG0RQ1bhljmm0vZ1gudUc6PYCadMyJ3Wd+vVCOUEQXVC/qqJ83fsCVJaE/VwdVTC2bIOudII5yWsJxM3ggeiPvsJxclnRYP60ZRl0mYPp2zsKoCNa4W+3DfbyWnrV1LIqlSDtt1xq8D0VBL9eG6/dsVExRdzyiGtDwgqG9sYtnxLbxUl6qJIEJGJg26CDYMj4Olx6CzLhuspKKWwNCe0TK/FQFUlMeRmUlwcHTTgoHcwUdn1wMbi4+ATF0mLa4MQ8VGkCtEJ99SVmizBTuWoV+v+CjDMffYn74dcANP4fLFsaZEIXN5SxNBWMYvg6o6kL63c1uiZaYzprPDzVOnBVykLlfTfyK3rn5kJ7BAfMqDRNYeCsvZb1oT1jkQmH7zd7UG+FQ/ktRSL8zDwDNc1B+wa1OpqH3d2KHc7dGdOmTePOO+/k4Ycfpry8PJrDXFlZSTKZpLKykpNPPpnp06fTu3dvKioq+PnPf86YMWPYZ599ADj00EMZNWoUxx9/PFdccQU1NTWcf/75TJs2LRpGftppp3Hddddx7rnnctJJJzFv3jzuuece5syZ06F+5rLVe+65J4cddhhTp07t3AtthwTRQgghhBDfINdffz1XXnklNTU17LLLLvzlL39hr7322iDnUkqjw8JiWudlotcSLHdoGLfKrem87iDaVPdB6XB9Z68lH2zKy9Z9HoDy0uhubq61tg26IhEMw17buat6oSsSaCsdzh0O5h0rZVCJGKZX77Z3LC2Bof1IfLSKipUZ6l0b11f4vsJ3waS9aAh0IQWWRuug+retDL5SxLXBsTysOKi4HWShHTt4330TZqIVrpfLRAfvkVbgaB+rFCiJQ3k5pqwMMhmUbYEKgq9g6S4PT3tRps/WBjtmgurhWqPqG1BvvwONTbBiNebLlQC4nzfS8Hnw+a9YUcbSxuCixfJ0jJXhHPf6bFDVGyDl+aT9lrWe/bDIl6/8glHSup15y354JSUXfGfIRNW2tVHkinabcM1rgIynaQyvdSSsoHAdBEH0qnSY2TYNsI6K3xvDxspEz5o1C4Bx48YVbL/11luZNGkSAFdffTVaa44++mjS6TTjx4/nhhtuiNpalsUjjzzC1KlTGTNmDKWlpUycOJGLL744ajN8+HDmzJnD2WefzbXXXsvgwYO56aabOry81e9//3tc18W2bU4++WT69OnTqdfZnk4H0dlslmQyyeuvvx5VXxNCCCGEEJu+u+++m+nTp3PjjTey9957c8011zB+/Hg++OCDaDhlV8gFwkqplvvoNjPLBcO521hHem1MR4Loql7k1pHyPU1u4WpTUrq23VqUBe2CeDN8LdoEQWVZBwLx0iSWvTos2pULokElHExpSfv97t8fq88ikrEsTpOPpyx8FJ5rQdZDpdPtzqxVKnjJtgIIltJytB8UPXPsMAutghvBW+KZoECYZ3y88H21wiBaxxWUJjHJkiBzHouBY6GUwYRLd7m0FPbSCmxlsBwf7PAzTaVh6QpYXoe/tIHs4uAiQGONzapVwfuwoinJinSQfV6Vsah3g/41uoZmNxfQGrJh/4JztlEsDB0tYbXmutK570xuWLdHlqwK52SjUCZXnA783HrQxhAL1xpPaYWTF0TXZ4OMdpamdj6Nja+YTHRn9+nIsOhEIsH111/P9ddf326bYcOGtRquvaZx48bx2muvda6Dob33Lpx/f9RRRxV1nDV1Ooh2HIehQ4fied1/pUUIIYQQYnMzceJETj75ZA488MCNfu4//elPTJkyhRNPPBGAG2+8kTlz5nDLLbfw61//eoOcM8pAK91mljk/cNYdzIblhtzSkeHcMSf6i9f38o6fWHfVYQCTiOWdNxdEAwmnQ/uTjAdBN0HQlVtCKqiKvZbz9g6y2LFYc66ANr5ReK7CpD1Uuo31if2Wv8+VCnKLSplgXWrLR9kqCGptC3KF3nzwfY1rgmA4WG056KQiqG6uYirIXseC12xiMZSlo2siBvCUh4eLCWtXW5hgwIClgqje86C2CX95I9nFGZqWBeevr0tQmwo+i7qsQ6MbbG/2FE1hEJ3xDNkwyssaHy83nF/5na6QnQuuc8F0sDBWEPxb2GSjZbKIFk82BtwwaHSMjtYjNwaawgJmHu4msdyVCS/UdHq/DdCX7vbss88Wtd+WW27J0KFD19qmqOHcv/3tb/nNb37D7bffHi2oLYQQQggh1q22tpZDDjmEYcOGceKJJzJx4kS22GKLDX7eTCbDK6+8wowZM6JtWmsOOeQQFi5cuEHOWViFu+2Mc0cD53zF7ANhoJCLFtaci9weuyVYzhUWQxFkczu0v43SwXBZY/KOoTtQOC3hYNmNWMoHrCiTbVwP3Dbm3/qmYHJrLpC2MMHSU1Yw3Js1lg8zRgU3wDcGn2C952BfP9jHyXu9ll1wDGNaAu/8cwcF0HRL35oy+PVZsg2Qagre16aMQ1O4Rnezp0mFQ+bTfkvgmjVBNjg4V8tFFH8toV9u2Sxj2k785YZ1+ypv3Wnl4uWKkxlFNvysNICfO56PFb52HxMF3e2dpzsUExD3xCB64sSJnd5HKcVZZ53FmWeeudZ2RQXR1113HR9//DGDBg1i2LBhlJYWDod59dVXizmsEEIIIUSP99BDD7F8+XJuv/12brvtNi644AIOOeQQTj75ZI488kgcp4MZzk5asWIFnufRv3//gu39+/fn/fffb9U+nU6TTqejx3V1devdh04N115z6Pd6ZPly8Z4pIkPXbnGzjhYPt1tec8Er0B3oi20FmeC8TcaEE5Fzk5E7chzCoDb/ODq8rJEXdLc3RFfpNfobpLghPGZuKLBRawbShccxvsG4BuOqaH6552u8cAi1l5dFzb28XL9yXVtb4LwuQfZ57R9cWwG6D7jh90+plks4njFRJrwjUwvExrVo0aINduyiguiuGksuhBBCCPFNVF1dzfTp05k+fTqvvvoqt956K8cffzxlZWX87Gc/4/TTT2ebbbbp1j7OnDmTiy66qEuPmRtK26FguguHxuYCsDUDyY7t3E4/Oto9tyVDWRC+dWQSalj0K7+lUiYMYFWHA2hofQFB+dGbknfsto9n/DX6awgD+TBTm0vQmzUz3IXHUVqhbIWyfXQ4xN3SfphpB0sZdPgZKaVajqtU1M1iRyFAGwXt2pA7fv55NGCHF1M0quU51TLnuiPH3hiC0QTFrxMtOqaoIPqCCy7o6n4IIYQQQnzjLFmyhLlz5zJ37lwsy+K73/0ub731FqNGjeKKK67g7LPP7rJz9e3bF8uyWLp0acH2pUuXMmDAgFbtZ8yYwfTp06PHdXV1DBkypFPnzM/OBSWowixjXhVjfz3mRHc2oFLR/xHM0e3IkG63Ze5xFIQb2h5O3eb+LsYHFQ6pjo7hdyAKb07juS2ZWh0GmcrWbQ8n12qNYdZBttgLh5IHk579VtGtUiYa+q2VQhuFUkHw7qGDfbJ5r9dz1xg2rlhzvrsxKrjQkHudWkFJDF1q45RlSDQF72tJxqY5G7yWpGuTCIPruAY7fC2OMtEQaqXaDnTXtK7h1bkl17TRUQBsGRvLBH2xsHDCNo6ysMOI3tE6V6cOYxROGE4p1bmieBtSMZefeuJwboB77rmHo446ilgsqG3w5ZdfMmjQIHQ4zaCpqSlaQqszir5ksnr1am666SZmzJjBypVBifpXX32Vr776qthDCiGEEEL0eNlslvvvv5/DDz+cYcOGce+993LWWWexePFibrvtNp588knuueeegmVeukIsFmP33Xfnqaeeirb5vs9TTz3FmDFjWrWPx+NUVFQU3Irh+y6+74Lxw5JVa/7Pi24+pkO3SHtDrfNlsuACLmgrb99Uut1d8qlUBpXKVW82aEyQmU21UdirLc1pTDh02VJRofBgceW1nXf1KvzaFJmMHTW1lMGyDSpuQbyNYf+6JZBrmeOs8IzC9TTGNUFm3PVaipBp0NoPqmkrsFB5FzuCZb1MxkA6HbyXgMpkwPOjJL0CLGNhYaNQ+BAE7h5B4G5McMGisgTdvwxnUIySfh4l/TzKK1JUJtJUJtJUOFlKbY9S2yNpGUrs4BazwNEquCmNFd6U0eT+11HB2uVWmE8Obnb0PwsHGwebuLJJaCu4WZoSy6LEskhamlI7uCVtTYlyKFEOlrKDod4d+U5uQMEgAVXUrSf68Y9/zOrVq6PHo0aN4tNPP40e19fXF9SJ6KiiMtFvvvkmhxxyCJWVlXz66adMmTKF3r1788ADD/D555/zv//7v8UcVgghhBCixxs4cCC+7/PjH/+Yl156idGjR7dqc9BBB1FVVdXl554+fToTJ05kjz32YK+99uKaa66hsbExqtbdVXJFpvILThn8aGh0/tBXA1EwbHA7tk50SLHu+eNq9aqoJLa2/CiFpJoa17rEVKShMeibTzTU2PgKmtLQ0LDuZa4am/FcFWWRtQrm95pUNlgzuZ0+qCVL8VZmac4kyBqNMUE227I9cOKYePvVxY1pWbIKIOsrsr7GzxBklF03KBQWDtHWumVJLEtprGiOMsF+aQPNaVRTA8aqCNaoznoYo4I+KbCx0GFoEawbrfCyOgzY/aCy9xYDoKoC3Ws1sbIgCacTjSjdGO4XBPwArtFkwmJeKU+TCmP+lKdwwuWmgnO2DlrzR0D4+AVtct89HY6AsHBwTJCljJsYyXBd84S2SVhB26StiYVXP9ZcJ7rRDb6DjtuB79JGUkwmuqfO6F5znn9HlubqiKKC6OnTpzNp0iSuuOIKysvLo+3f/e53+clPftIlHRNCCCGE6Imuvvpqjj32WBKJRLttqqqqNkhRnB/96EcsX76c3/3ud9TU1DB69Ggee+yxVsXGuooxPr4JhgErP3/urS68nxdcF/yJ215WL2yvO5D1U8u/xoTBopWXiVb1DZjq6nW/iPrG6G5uHq/vKvy6FHrpMvy1BNFq9SpMXQrfCwYe21EQrTCpLGrVyrYD+cYm+HwZzUsV9WmHVLi/1gZtg4pbmFis9X4Ew7V9X+Ga4OYbSPuKrGfhpcGkXVQ2GwwHD64MoLWPow22BZZW0dxm30DG13iNhBcNGoNsa3MqCI5Ny9RsW1lYxoougri+ws0oyITVqysrMFsMDt6XlV+jFn0GgFP5JeXxr4P316qHcLaBZzRZP7hQkPJVFEQ3u5p4mHFv8ix0bqj7GsH0upa+yg3bjpkY8TCILlExklawvdS2KA0XhC6xoMTOBdGGhJXrI9GSXHGvDDq5zvmGEIw+KGK/njqeewMpKoh++eWX+etf/9pq+xZbbEFNTc16d0oIIYQQoqc6/vjju/X8Z5xxBmecccZGOVcwTDsIZvy8Oar5pbJUXuGu9oLr9nRo6OyyVYRL+VIwbbWuft37AtQ2AcEQ2dx0Y89V+LVZ9JdLUb16YXr3art/Xy7BW5Uimw2ylZpg3rHnKfyGLPaKlZiBAwvnZvsG/dHHuItWU7u6hNpsjJSnievwwoFlwLGCZafWlHUxGUPas0iHgadvIO1pmlwbN6UxTdlgeLrjgB/OZw6HczsKYkqRJsjYuT6kfU2mySJR1xRceABoboZUNojBCZa8tlHY2GiC9aYzviKbsTCNGZRvogAawPTug+ndJ3iPBvTDrgyqw5eXLMZywirwXxJlpdN+nHSYfW52Fc1ucN/xgyHkazLGW2PePeH7D5YKPgvLBP+NmTglKgjWSy2HMif4LCpiigonOH+5Yyi3g6OU2z4l4X3PKJq94DhljVXoMIvdvYtdKUwnRnPkFLPPN1lRQXQ8Hm9zmYMPP/yQ6o5c0RNCCCGEED2YH/3XhHNv/byYT5nWw2uD+20H1+1qL/GXTqPf/zA4b00tflgTS1umpWtf16FWrgJoNwjWH32MvzIczu21FAVzsxbZlR7685Vo60PYcovCYDiTRX/xBXy+FHelTyZrYWipaea6Ft7qNHbNSnT5Z/gDBkDMQTU2oD77Ev+dr6j/zGZpUymrsxYpPyj0Fb09Pq3H32azwdDxRkOza9PsaZrDILrJUzR7FumUTWmzC+ksJLJBcTWCDLetfBwdZKJzGX7XhEOpmx3KVqexVtcHVb1TKUzaxfcVKhd8WxYx10GHBcnSvqIxFafXqkbsdPvzz80WgzHV/YJ+VLxKaTIYgTHIqoXPwvfLV2TCrHSzp2kMg+ika9MQDvlWSkeBs4+PZ1oKodm5ImLoaBh33AQjQZLEKQ2zzxUxi17x4FPqE4feseBN7h3zqHKCKzFVsQwV8WCOvGcUTW5vACr9SpQqKrTqUvlLg3VGMftsLh5//HEqKyuBljoQb7/9NkDBfOnOKOqT/t73vsfFF1/MPffcAwRXsD7//HPOO+88jj766KI6IoQQQgghehZjTJSB1nlBX/56wkrlZaLbCa6DdnnzqE1LblEvfDm4a9tR4StqG/G/DjLI7go3mAscnCBKbpuvG1EffBxs7tcHU5IMnvA81NdBcM2XK/C+Dnb2/ZaIPZu1aKqN4btZ4nVLsWpq0b0+hYrSIN2ZymJW1ON91UjzKou0axeshZx2bTK1Guuremz1JXrFqiCdW9eM9/kqGj/2+errKmpSDqsyGh+w0bhG43sqmNecThW+P3V1UNdEtkHTmLVpdBXNbjDkOKahwdU0p2L4DRmsxlRQmMz1MMagrTCbrIKK2FYYCGf9IGhtSsfwVqawVjaEY7xdTHO2ZZi6DjLYjrKxUHi+IeVp6lIxUjWNlC6qgZ13BN+gHpjLV88pahqCYfCrMjb14ZDoercPDW6QoW50oTH8sBpLPBrjwWfb2LuJJh2MInBNA6V+cJEjYXxcLxG+xxaYYJi8wW/5LimNpYLjWHpVuKmJZhW0dVWSBoJ+LTclJEwQuCeUTSK8QBK3NDHdUnhtaVVwgcDa5VN2bhoefldasu5t8TyPN954Za1t1kdxWeWem4meOHFiweNTTz214HF7S7utTVFB9FVXXcUxxxxDv379aG5uZuzYsdTU1DBmzBguvfTSYg4phBBCCCF6GGPcaKkhz/gtgbDxWv5wzQuc2wuugyfbPkfz04uD42c0biY4lu8rckGB1jZWOPzWivv4YVLUW56GVeE0RDtvOqILJhsO120GtykMfl0dVTBOuxaNaQfdmMBZ4RH/NEs8sQon+TU6nKrspRSpBpv6xgTN2aDCtotC+YrGrI1Tm4DPUsTrVqFLasEY3HpD/bIYS1ZX8nlTkqVpTaMbzDlOaEXKtcimrGBIdl0Dpnca4nFIp1HLluMva6ChNs7qrE1dFuoyPj4GS1nUuxYNmRjZerAbMqhkJij4FaYgbeUT00FAnKuwnfGh0dXUpmP0WamxljeiXR98H7/Rw3MdNAZHB8Fl3LPIJcxTPqzMxChdVkblghSpeXN56PO+/LfWosZ8RNY0B58zOloeSmFFS0+tyQ+zzMZ4mHDtbYMfVH4nmC7g0/ayY7kLOcbP4lGYFVdK05RbPguN0rmstd2yDJa20eHwb8u1sVQs7JNP2qsFoCmzDON3sGL7BlTsnOieWljM78hSckUoKoiurKxk7ty5LFiwgDfffJOGhgZ22203DjnkkK7unxBCCCGE2NzkqhQpHxMFNrqgelHLkjpem8F1UI16XXOefT5c1BeAVRmHdFi8LKahwgnO2zuRorIsDNgsoDnoQ6ZWkWoO/hRuSsVpdsPK0r7CDtPmcdsjHh5HKYMX/j2eyto0ZB2aPYtMeE5bGxLaI2l5xCwfVHCsjK9JuRZpo/GNwkUFVah9TSrrkKjNYlsG11M0ZWJ8nYpTk4qxLK1YnYGMZ4hZiqQFjZ5Fc7ND+dcp7OUr0XEHk0yg6hrgy+VkFmdY0dibVRmb2oyhLpvFYLC1osHV1Gdt0g0OsfoMdjIVROdurqhbrnp4MPfbN4a0Z2j0FLVZh7q6BLGlTdheE0qB12Dw/FzBNIhZirilo+rHaQ9qsxbxpiSr0wnqsjYK6KPKaVIDaSLIBLsmN0wg+LxzBcKC70T+HICWzzw3EsHDhfBiS7D8WfhdyytoZ8Kl1XL3c/IreBdMKVC5Nbmt6L5SdjT3WoVLWQHoTXQItAzn3vCKCqJTqRSJRIL999+f/fffv6v7JIQQQgghegJjMLnq3MrOC1x0q3Ytd/OreK/9L3tjfN6rC4bi1qSCzClAqQ2DEi0ZzUQYCGvLjzLfDQ1xljaVhvs61GaD9r6B0rCKd3UiS994kLkscbL4YSSX8iy+ztisytrUZ4kqR8e0Q6kd7J+0fZzckliESz4ZMEbTrDQNroWTcbB1LujUNHma2qxmZQZWpQ2NrocxkPSDNYnrXc3q5gQVNSlKKlaisx4qZkN9E+6ndaxekmRpc4LlaVidcamlCWUUsawdBNGuTWOTQ8nqLLokjXIs/JQfLRmt8taxdn2ftOdTn7VYlbFY2ZQkudKl1GRQNmQbNdnwPbM1xHUQSLvB9QOyJhgKvjpr43iGRlcHFzdiNr1TfdA6CEPSujEarZBPqZZK33rNye9hH328vAC55b6HSy636hm35Xtn/GidcbOO8l8KC507kdIFQXTuvqfcbl8Xek0GKRKWM3z48KKGap911lmceeaZa21TVBBdVVXFXnvtxdixYznooIMYM2YMyWSymEMJIYQQQogerGVdVpeWSmB5lbqV6lBw3RYPl8/CFaiWNKXJhpnGSicWFZOqcGwq0+FQXMvDDeffft2c5IumYFjuF02ar9N+dMpe4ULAWeNghUGXViYqfJb2NKuyNitShq9TUJd1cY1HTNuUOpoKR1MZs0haENMGi1wgHayF7K7xsoL1mKHJg8asoT7r0+hmSYfBpW9ixDOKWkezPB2nbEUJ2m4gVrsCFVN49T4NSxwW15WxNG2zMm2o9VI06FqU0sS9GI1hIN2QiVNVn8KqzaISHqbZx3OdgsDLGHAxpD2fxmwusI+RrEtifLBjHm7GIu1ZeCgsZbAtRdxTKBRaBRcjUj7Ynsb2DVmjsBSU2ooqOw5uUOipScVwVTgkOy87rI2OglhldF5A3f5SVlEQrbyW7coPg2ow2rTczw3xxnQooI7Or+woqNe4pDaBYmIFpLBYZPbs2UXtt+WWW66zTVGf+pNPPsmzzz7L/Pnzufrqq3Fdlz322IOxY8cybtw4vv3tbxdzWCGEEEIIsYl7443XWVcRopZhsHG0DoozBXNfi8vamXYqdfcqbeSIwVsAUNLcspawbStUSRgUl6bwyxuCJyqaCFctoqopxuCGIIvtpBL0zoTDuYEyO1eVOUt5IijgZTlZ/DBLXmkUX3xRzeeOS7K0nMVWCtdO45g4palSmtwkGd+mzAnmMofLDeMayHhBltb1g8eeb8Ig2pDxfJo9j5RxSak0rs4GxdZ8iGUVq9I2JbZNTJWSXaypWJ1Ca0inbZY3lvBFU5xlKVidyVKva2mmHgublCqn2UuEQbRDU4ODvTqNTnp4jZDJWGR9jRdmy31jcE1QdKzR1dRmLVZkbOI6gUGRsF0MimbXxjdBeOkocLTCNwalFL4fXBhIeYqYJijvpSBhQ5lj4YVFuyxPkwlHK3h5wWxQRzv8HoV5YQiX5Mr7DuS+UT4t0+aNb/IyzgYvDKgNBk95BecyGEzBkPD871rrizs6bw6/j0tzuDxWqwtA3cRQ3PzmnjgneuzYsRvs2EUF0blh3L/5zW9wXTdaN/qKK67g8ssvx/O6d3U0IYQQQgjRnXIBj4MOizCtGUAXBsZ+q+2mjW1rasosZ8fKYL7zlqUWjWGWucnTZMO5yp81xVmaCvpQVVtB/zAo7lfRyLbDVwCwUy8fnQznYmcNmdXB8euWJ6hZXQ7Ap/W9WBEG2k2eIq7Br11Gfe1ympuhwYDdO062TwZtFDGdDOY9W4q4FQyVTrlBsJz2DWnXJ+MHwaoHuMbDxSOjMmR0Bo8MRpkoA2q5GietsbTGM3EaPYuypiS2NqR8zddpm5qUZmXKp95P0azrcf0mjIqRVRnSrk+zp6nN2tQ3x3FqfZyUh5vRNGccUr7G9YMA2jM+GYIiWbarqE1rkpYiroOMfqltoZUh5dlk/CA/r1Vws3TQY5/gQkFGQe6iSy7YTliKrN3yHXHCNaC9vOpxGqKltiyl0OGwXIuWasq65dCF8lYy840puO+Foxt8kwucwQ/TsPlBtJ/XF0PbaVpXudgqEb62TSOIFhtH0eMPPvzwQ+bPnx/d0uk0hx9+OOPGjevC7gkhhBBCiM1Pbmh0Fj+XuVsjDikMjL12treTHwvbZNwGHlkcZJNTHjSH46QzXhAI5sTCib5lTpxesSDo6b2ikt5fBG3KHY+Yzs2hVVEwviqrWZEO+v91ylAXVu1OhRXG6j2fUkdT5UAV0LCqmfrlTXjOCqgoI9m7HyWlpVQmHCwFqzMeac+Q8V1SxqVZpXCVi4+Lr4IQzlMuBoMfVjZXWBgdRoWZYGh32rOoz9okLRtbB8FqQxa+TgfFxJp0Ex6ZoDI3BMG5b2h0CeZVpxPYDYZ42sV1NQ1ph2ZXk/aDeeVZ45NVWTzloX1NLGsTz9g4WgMOKd/C0T6ur0j5Cs9vCWoVLRWis6ZlabPcEG+tIGZBMi+ja4dBcX7AaxEEz8G+Cq1b2ubmbednpdec+pqbCWAIsv2EfcoF6rmiza2D7Nx+LQF3cLyWzHZOxtg4Ogyi26kqvvGpgroCHVbMPt9gRQXRW2yxBc3NzYwbN45x48Zx3nnnsfPOOxc1cVsIIYQQQvQwefOg173CTP4C0oWN28sA5nh+I2+sCiZFp8nSrIIsc1ZlormvCk0sG2SiS5pLKA8zh5WOQ0U49zlpO1FgZkxLobD6rE9dNigsVuulaVDhucLzZNxVOJkYCeIklE2pZdErblHqQENDPUtW1eFoGFRq4ScrSVf2xsQ0Bp8m3UATq6Olm1pedDAX2I8G5np4xsVVabIqTTpbQaOXYHXGImlpHEthTHDhoN71aDZZfOUCuqDCtGs80p5Dg6tZlbFRJEhkPFxfUec61LsWzR5kPZ8MLlmVJqNS+NrH9iyctArnmWvSviIeRrVpX5Hxg0A+N6TaGIOHIuOFQbUBKwyCfUNU0RsgpluyzH5e0KoUWOQqnwcZbsL9wrtYefehcEB17psU9Cdo5BmiYDE3L92nJcj2DAVBdBRoY6KLQD4tAbXtG+ImqAulldUSya9jLv+GJMO5N46igujq6mref/99ampqqKmpYenSpTQ3N1NSUtLV/RNCCCGEEJspg0GZttfuzW/TtrX8WZ/LChqXT61PAMiYJlwTBLyuny6o+GyH87LjuowkQUGr0mwlpZkgAEqoWBSwGUxUoKyRFA26PrivV5EydQXHd00zFg62iuGoEhJeKaWNpSSIEVOapKUptS3qMj71DSupX7wC1/goy8Lrp7D6ptDaoJUTFdGyVAxf2YAfVJY2Lj6GDJBWjTTreuoopTRbTkkmQUxb2EoHS1IZjyxBAG3jBBlcbDQaD2j2fOqzmpi28AzEtY0hWP6qzlU0uZDygyx0RqVwTQoflwZtYbsW/7+9+w6Qqrz3P/4+Z9r23uhSpEgUjV4RKygRjbEk/oyFGCzRmKCJJUaMRixRbDGWS9TECCZXTbPGxK5YIiqSYEUQBFbKsrCF7VPOeX5/zOzszLILu+t2Py/v3MycNs8clmU/+32KN2gBNhHXioXfaOiMVq9bxni7JjqzurEtcMCxo6EjaSxz7IXPY2HHK8UtR3hi14docI71/sZjtQTwxBBtW+327I5PmpX4vHm5MifhfZ2ESbnc2Pjw6HOTdI34Cm6Oiy8SG/Nv95dKtCYW6w1dCtErVqygurqa119/nddee41f/OIXfPLJJ+y7777MmDGDG2+8sbvbKSIiIiIDjovpwFrPbepANc8Yh6rwBgAcN0jEjYboaFfo2PrHlo0dm0G5yZNKvV0BQJ0nG58VDdEB0vDgi7XGwbGjwT9oagma6KRkIaeekFMfu34YY1xcE8LCxmP58dg+GuwAtVYaPisNv0nBH0lhWySANzabsxebNK+XUMShalMdO7ZU4tBEIJBGTkEqmdnppPg9+C1frKrrEiGM64Zw3OgY5SbLg8eTQoOdSYqdRaqbQcCNvofBYGPjMz6wMnCIRNtnPDjGpSniUhOOznQdcr34bYNLdEK2mjDUh12a3Oi47IhpImyC2ISptz14jQ9v2AJ8RIxNqicaXA2xsc9utBoeMS0V3IgxeC0Lr7HwurFx063+DG2IJ2HbtBRzbRLCst3y3Gu3LMPlSViSK+naiWk6aXx0y+bYMOyk4Jz0POF4102eUT1+PWx8YV/sLRPXte67+aEMO42ckB7Q5THROTk5nHDCCRxyyCEcfPDBPPXUUzz66KO88847gyJEr3v/ffJLSvClpxNIS8Pv9xMIBPB4+s9vmURERET6o+bqsmUAqwMdRTvR/TWxcm3h0hiuBMBxQ/E1qY1xkyYmaw7REbcJr90Ye96IJ1ah9loBbMsXu76D48Zmi3aDhN3Y8U4jjhuKXT8a0o0Jg2UToQnb8mDbPjxWHV5PAI/lw2ul4MGPx/JjY2MbDx7Hi8EQsUN4jBc/OdQ3VVK54QsMLmm+XDJT8kjP9ZOe5cfrs4m4TThuENdEg7Qd8RH21BPyNhK2m0i1skk1qfiNDw82KSYFL16c2DrKHjxEcGh0Itghi4hr0+BYeGPhNeRAfSS6LnWTCRGyG3HcMI4J4xBdYqrO9mK5FoTTcI2XoMfGa0fHJTuuIWIg7LrR2cZj993jQsSy8NhWNEzb0fHN7Y0A9SRs91rEx0HbrSrOnnYq0R4r8Wuj5Ul81m5DfK3v2PLceBK6cNsJIdpOCN+OJ3ocNHcJjz4PW+BrXj+6v0wsZpIr+h3ltlnHl/Z0KUQ//vjj8QnFPvnkE/Ly8jj00EP59a9/3aNTifem0YcfTlbseQQIAbXACbbN8pQUAoEA33VdftzYSMS2iXg8RLxeHK+XiM+H6/Px7KRJbCspISUlhTG1tey9eTNWSgpWaipWWhp2WhqejAw86ek0TZiAZ8gQ0tLSSAPSHYdATg4pubmkZWeTmpamAC8iIiIDz5cYH7q7MdEYQzhSFzs2FmppnpwsYXbvWIh2TQQ3HpBDeOzoWGnb9iWtP9w8Q7PjBuPBOVoNDsWOcGIh2omNObYxlicaOmNVXNvy4rF82JYXy/JgWR48sYq0wY2P/zXGwTVhHDeMhU19qIKGcBV2nTcayj3gDTikZ3pJS/Pi9dhYti8a5HGxvRYejw+/8WMRXR/bAlzjJUK0e7exDBErQoOBSNjQ6HgIhO3ohF5WtAt2yDXUuyGa7EYiJohDdMIzjEvIBezoGGsMRCKppLgefJYVXefbmFjl1hBx3ZZfomDhsWw8JhaiXQvbNu1ODua2Ualu44+83Tmw4t2sW+1PDNR2/OvRarVzV28abVv8ZbxCbsVnT+/q8m3drauVaFWvO6dLIfqCCy7g8MMP5/zzz+eII45g77337u529Sve2CON6G/YGhoaaGhoIA3YZxfnLfjiC16OPT8PuGIXx34beDL2/HTgkYR9EaAeaACabJvrc3J4Mz+ftLQ09nccztq6lUgggBMI4Kam4qamYtLSsNLTKZs8meDYsWRkZJADFFZU4M/LI5CXR2phIamFhWQUFJCWnq6J4URERKTP7TY4t+LGxkEb40JzJXqnqcBjs4VbbnxNYGMiuLHjLddOqiQ2V7GNcXGbQ7SJxEN68/sQC9JYFo6xsSwvxorgGg8WHhzLg2V74mtkt36P5oq5cZ1WFXYLy/bgtVLwuikYx8/2uibCpgKf35CRkUpGRjYZ6TZeK52U2BTYFhY+KzYxmWWwTHTd5jBhIlaYoBWkHvAYD17Hi9d442Oxw0QI2UGarAYiJhy9Z7H2uSYUnYnbtjCWS8REaHIC+PDiiYXHaJCOBujm5aFsLCxj4TUevFh4bRuvGw3UbU4UljCwOWIgtlw3lp3c6T+h4NwqzLT8LGu38XXkJpSlE7t4J413JuF54mRiCdvjxxsT/3Nrbxm2vtCV8c19OBfagNSlEF1eXt7d7eh/ysshJQXT1ES4vp5QbS3hujoeKyoiaNsEg0Hczz/n01WrcOrrcRoacBoacBsbcRsaMA0NnDllCsekpdHU1ETJypW8+/77WMEgnlAo+giH8UYi+CIRCkeM4GteL42NjRRXVEB1dbwpXiAr9sB1qams5LPKaNel8cBhu/gYZ//rXyyOPT8GeLaNYxyiVfZf+P38PTeXjIwM9vV4+Fl5OaGUFCIpKbipqTjp6ZCRgZWRQcXkyYQmTSIrK4tsn4+CmhpSi4pIKy4mY8gQMnJzVTkXERH5ijO0rHO8q2O+1HskBtr4tdyksmS89mhaArKLg3Gbw6fdZiUxcWy1MeGdQnq0/mqDMVix+AhejHGxLCe6wJRjtXv9lm7nJt7++P0yHozlRKvBpOO3Mki183CcEPXVDdTvqKPab8hOg2CmFzvVT0rAj+XzxGa7tmj+SSxihQnSSIjG6KzllouNB9vyRivmJhoJHCuCY8LxycwS2xiJ3VbXdojYYYImgBc/HuOJttmK3hdjuUkh2jbRCrzXePE60UnQArYHb/NkXnZLt3LXaZlAzCQWd1xoXhHLAzTPGWfslgqxJ2FiMTthbeqd/0xj58ZeOy0Tb0eXwEqacKzlmMTw3bw94oLT/AuXfjK/tWbn7h1dHhPtOA5PPvkkK1euBGCvvfbixBNPHDzBKRCAzEyszEz8hYX4Y5tzE4+ZOBG++c12L3FgJ97ud603GAPBIG59PcHqahorKghWVRGsquKXhYVcHAjQ0NAAa9bw7rvv4tbXQ10dpr4eGhuxGxqwm5rYY8wYTkxPp76+ngmbNrFpzRpSHIdU16V5LnUP0YDeGAqxdetWtm7dyljgoF2095JnnuHO2PODgKWt9jcCdUCdx8Pi/Hz+NXIkWVlZjPb5OGPdOpyMDMjMhKwsPLm5ePPz8eXn45kwgcCee5KdnU12VhZZ2dmD52tKRETkK+7LBuY2rxefhdttu5yWuNav5cSrmIaWWcMNnnb6szotFUYTSQ7pcc0hyo6F9Ojs2GDHwnR09eSWXsR2S2U8qYrZvA2i8dNERzQ7JloR90Tw2an4rQwCdhYe48UJR2ioiRCsLaOBIDX+KrLSM8jIzCQtPQ3b68WxHEIECVJHk1tHxG3ANQ4WFrbtxbZ80YnR8GLF2tzcnZ1Y9Tw6iVqEMC6OGyFihQhb/ngQt6xokG7952th4cGLBy9eyxednMx4iTheArF1lX3GE19iymNbOM2zlNMSqB3Lio9J9lrgNm93if+iwGO3xGZrFzN1m8RgHHsd/wpKGB+dWKFODNomYabuoOMSsmLj5PtRDO1KVVmV6M7pUohes2YN3/zmN9m0aRMTJkwAYMGCBYwYMYJ//vOfjB07tlsb+ZVkWZCSgp2SQmp+Pqnt3dOjj4Yf/7jdy/zPrt7DcXDr6miqqKChvJxfpqTwU9umtraWyPr1vLd0Kc6OHTg7dmDq6rDq6rDr6/E0NFAwfDiz0tOpra1lz7IyKtavJ811SY1dOjX2KHQcasvLeS/We2EqcOQumnQ9MD/2fCKwAqi0LOpsm3qfj6ZAgGBKCuG0ND4dP571++5LTk4OBampTCgtxV9UREpxMenDhpExfDjZI0aQoq7qIiIifaa7g/POdg4vbYW51vss4yYE6fYCkNsq8Cauad36c8VmIk+qSsfCNBAf7ZsY+mndDbj5ectMz25zM3BxXQfHE8ZrBfBYfrwmBS9+LNeinjoaGhvwNfpI2R4gzZOKN+DF5ICdFcEORIiYBkJOHa4bG09t+bBtH147EH1YgWjIpznGW7Hg6cZ/YeESwbGCROLh2RPtEt6qu7odq77beKLLbFlevPjxWn78xo9roiWqiGvwxd7Th90ysZdlOhSom2fZtt2ESnT7f5pJVWcA101eM7qlymxaAjdtrxnd6Lg0WQ3RP0fXoT/Uc6NfpZ3/udd04ZzXX3+d2267jeXLl7NlyxaeeOIJTjrppPj+s846i4ceeijpnFmzZvHcc8/FX1dWVnLRRRfxj3/8A9u2Ofnkk7nrrrvIyMiIH/PBBx8wd+5cli1bRmFhIRdddBE///nPO93e7tSlEP2Tn/yEsWPH8vbbb5OXlwdARUUF3/ve9/jJT37CP//5z25tpPQQjwc7O5u07GzSxoyhIHHfIYfA7NntntpuOA+HCW7fTn1ZGfVlZTSVl3NqejpHpaZSU1ODu24d/16yBGpqsOrq8NTX42tsJNDYSEooRCgriyKgpqaGrKYmAkChMRQ6DjgONDXBjh0AvL5uHbc8/zwAE4BP22nSDuD3aWk8MGIEOTk5jMjIYO7nn+NkZmKysrDy8vAUFOArKiJlyBAC48eTMXEiubm5ZGVlKYCLiIgMBAnjU3fa1cZs4dHKcctiRbQ1MVRSF/Hk92pbNDhH18eGWPyK7Wsr2rUTyi039jLWndyKjZ+2HBwTImIFsW1PrIrsxYqtBW1bXmy8eCw/ficFX70fT4MHZ0uEJk89YW8tgfQwGVl+fD5wLQ+2CbR0iffY2AnjpC08WLE6bbRCHcHE2hmdECwanG3LEx3zHbuHFnY0VJtoJdqyotVohzBhK4hLKk7sugETwIl1J48YG3+sQu2xrTYDtddq6cLt2ha203xMO0tcQZtdsRPXgI7Eu3AnL8/VPPlbdOkrE7uGid+DJhMhaEeXPWtegqzPmd6rRNfX1zNlyhTOOeccvvOd77R5zDHHHMOiRYvirwOBQNL+2bNns2XLFl588UXC4TBnn302559/Po88Ep0hqqamhqOPPpqZM2dy33338eGHH3LOOeeQk5PD+eef3/lGd5MuhejXXnstKUAD5Ofnc/PNN3PIIYd0W+O64p///CfXX389H3zwASkpKRxxxBE8+eSTfdqmrxSfj8CQIQSGDCGvvWN+8Yt2T/9V7AEQqquj4rPPqN+8mYayMoJbtxLato1wRQVuZSUjioq4ODub6upqMjZu5ON33yU1FCI9HCbDcUiPXScbqG9oYNWqVQBUA9N38RHuAX4Se15kWawAan0+Gvx+GlNTCWVkRAN4bi7VEydSN20a+fn55GVnU9zYSNYee5AzahS+Vt8kREREpAd09qf/+Fjp5DWsrTYmhkoO0B2tMraE9Oh1m7c7O08b3V7bjYkHacuKBj8bcHBwHQfXCmMZTyzAemNjrq34mtjR0OqJL7HlMyn4IqmkhrOINIXZXlFFg1uBx2coKi4gK8uHa0XAdmPjsD2xeGzFP3XzBGiucZKq59HwHAvUzZOoxSdSs3DtaMh3jBfbCuHFH6tmx2ZJtxz8saq0z/jiYdVrLJyEQB0PwhYtk5IZE39umYQ1phNuq5twm11j4uE5/r9udG1rSA7OEdclQnOIbuni7mLivwAI2cH4OuKGcL/oE92bY6KPPfZYjj322F0eEwgEKCkpaXPfypUree6551i2bBkHHHAAAPfccw/f/OY3uf322xk6dCgPP/wwoVCIBx98EL/fz+TJk1mxYgV33HHHwAvRgUCA2tranbbX1dXh9/vbOKN3PPbYY5x33nncdNNNHHnkkUQiET766KM+a498Of6MDPL324/8/fZrc/+huznfBIPUbdxI3caNnOI4TPd4qK6upnHDBt588UVMZSX2jh146+rw19eT0tREejBITUoKKeEwTU1N5BrDEGBIKAShENTVwbZt8fe4+7XX+On99wNQBGyNbXeBSmCH10tdLHx/uMceLD/wQPLz88nPzubra9cSGDqUtOHDyRg1iuwxY8gZMQJbY8BFRER6SUuVuP1u57vqwr27a7dc18Jq8/y23jd+bKwCDTYuLhZeolOiOUkTlllEAzRWyzYbL7Zdj2358Fr+aKC2/PhJJdsUkW8NJeQ0UbO5mvJNW/DYfrLScikclk1Kqh/bk9rcwOiEYbi4seW4jHGIjyQ2nlivPRvL9cSCvCdaibYsbMfBssLRdbQtL44VwmulYKzo+Y4VwSUl+pwAjomu1+0zXnyx++FzbUxzl2+75Y/E2NHJyCB5LenmDvPQamxzq0pz8/82j8kOGYdI7BcEERwiCUHfjbU3QvNkbxCigbAbrUTHq/kDXE1NTdLrQCCwU/W4M5YsWUJRURG5ubkceeSR/OpXvyI/Px+ApUuXkpOTEw/QADNnzsS2bd555x2+/e1vs3TpUg4//PCkjDlr1ixuueUWqqqqyM3N3ek9e0OXQvS3vvUtzj//fP7whz9w4IHR6bPeeecdLrjgAk444YRubWBHRSIRfvrTn3Lbbbdx7rnnxrfvtddefdIe6XtWIEDm2LFkjh3LkNY7f/KTtk4B4KrYo6mpiaotW1j73ns0bNpE05YthMvLcbZtg1gAJyeHWZmZVFZWkrl1K3WlpWQQ/W1xHpAXiUAkAg0NvF1Rwb3LlwPJgTtRGNhmWfwjJ4cHJ06koKCAotxczli5EgoK8BQV4R86lNQRI6LBe+xYckePxtuHv7wSERHpDzoy9jp59uuE0mWPjWXtSEjfWVL3c0ju3o0N8fWprZZqumnugp0QrE00uEbw4rEbsSwPQctPo5WCHYsBFjY51nBs46GuvoLtn24EIN2bT1pmgKwCH4EUX0uXcuNEA2N8bHcEY1lYlgdDdIx0dP3saLg2OFi2B9fY2JaDbXkwtomHTtduCaWOFcGxooHaNf6EtbS9mPjN8MT7bXtdq6XsbKykO5y4PFVLt+yWwBxOqDiHE4JzyIp2yw5bISJEn0escHRWc6Iztjc/j7gNhJzmEO30+Oj/jurqElf19fVkZ2cnbZ8/fz7XXnttl9pxzDHH8J3vfIfRo0ezdu1afvGLX3DssceydOlSPB4PZWVlFBUVJZ3j9XrJy8ujrKwMgLKyMkaPHp10THFxcXzfgArRd999N3PmzGHatGn4fNHfEUUiEU444QTuuuuubm1gR/3nP/9h06ZN2LbNfvvtR1lZGfvuuy+33XYbX/va1/qkTTKwpaSkMGT0aGj1FzfRIbR0/W7mNDSwY/16ajdsoK60lMaNGwmVlVGSns412dlUVFRgvviCFW+8QVpTE5mhEDmOQyrgA4qNoaGqiqVLo3OeFwEP7KKd/wdclJNDQUEBxXl53LZhA6HsbJzcXKyCAjzFxfiHDSNtxAgyJk0id/JkcnJyNNZbREQGvLZmhO6UhGWwOnxslySG9NZjo1sH+MS1pE2bVenm4wzE135qWUIrNhO4ZYNjxbp7W0QSAnW0Qu0FouE3SLT6GDHRmaY9lo8GZwc7ttfzxbam6Hhrj4e0DB8FBZmkBHxYiX2mjR1rowM0h2kXy0SDvo0b/f+xEG0bB2PHQqlr4l27Xaulm3fLOjKAAStWl7ZM83WjvLEB0sZqmRor8evCdZNDdGJ4Bggbl1AsFIetcHy27TBNhGmK3ZcwTuzeGBOJh2vHaSISaYpt7/tJxSA2A3kXz0tPT2fz5s1J279MFfq0006LP997773ZZ599GDt2LEuWLOGoo47q8nX7gy6F6JycHJ566inWrFkTX+Jq0qRJjBs3rlsb1xmff/45ANdeey133HEHe+yxB7/+9a+ZPn06q1evThq/nSgYDBIMBuOvW3dhEOksT1oaeXvtRV4ne0GEqqupWrOG2vXrmRqJ8JjfT0VFBfUbNvD6s8/ira4mUFtLakMDmcEg2ZEIWcB2oLq6murqamqBaQBb26pzRwP3mUR/y1eSl8dLNTXUp6TQmJlJOCcHk5eHVVSEb9gwvHvtRdpBB1FQUEBBQUH8F2YiIiL9RbfN/J1UlW5jX7faXdhKnoisrap0tFnNgbr18bHnsWq1a5xo12rHg2tF4hXqxLWrrfi5LdduHgNtMDjGBQeaKh0qKsqBCKmpPgry88jMzMTr9WLZ0Zm4DdFbaeKTuNm4roF4l3MXY7uY2ILMxnZxbX/S+8calcSOV9q92LHgbNvE51e3E45JjJHRcdDNXbdpeU7z/zqEY9XnkBWKB+cwTUSIZoSI2xQPzq4bit5TIOIGcWPhuj/MzN2sK5Xo5tZnZWV1a1sSjRkzhoKCAtasWcNRRx1FSUkJ5bEVfJpFIhEqKyvj46hLSkrY2urn2ubX7Y217g2dCtGu63Lbbbfx9NNPEwqFOOqoo5g/fz6pqam7P7mL5s2bxy233LLLY1auXIkb+23SVVddxcknnwzAokWLGD58OH/729/44Q9/2Oa5CxYs4LrrruveRot0gT8nh+IDDqD4gAPY6ddRv/pVW6cQaWhgdnk5sxob2b59O9Wlpbz57LM4W7diVVTEg3daQwNZwSDlHg+EQkQiESLl5UyA6Izn1dXwxRdJ124O3BCtkG+xLHZ4vdSmptKQnk4oOxs3Px+rqIjI5MmYww+nsLCQoqIiCnJy8KelISIi0t8kjVFO2tFfOuM2202YBhInK2uphCYHaxNbrMrgYBkrXqFODNGJTHxJLxeM0/Za1salvj5IQ/1GLBv8fj/p6elkZGSRnpaGzx/A4/HHunSbeJjGRAO5jRvvnm1cF09z21tNC2PHJhYLYWM3V9xNwkJargdP7IXHtMzanXgHEicTixi3ZcxzLAiHicQnCosQIhIL1BETjlfmI4Rx3dhzNxgP0Y4TbBkL3U++fqJLknXhvF5o/saNG6moqGDIkOhAy2nTplFdXc3y5cvZf//9AXjllVdwXZepU6fGj7nqqqsIh8Pxgs6LL77IhAkT+qwrN3QyRN94441ce+21zJw5k9TUVO666y7Ky8t58MEHe6p9XHbZZZx11lm7PGbMmDFs2bIFSB4DHQgEGDNmDKWlpe2ee+WVV3LppZfGX9fU1DBixIgv12iRXuJNS6Nwjz0oTNy4i6XJLgV+3NRERUUFFRs38p9XXiG4cSPhLVsw5eXYlZX4d+wgta6O8pQUCo2hoqKCAtcl3xjyw2EIh6GmBmJ/5wD++MQTzIk99wONQJVlUeX1UpOaSmN6OqGcHNz8fOomTaL+yCPjgbvYtskbNw6vZjMXERFpQ9thupm1U/hpHaztWKHdThpPbYgG0tZah2aTuAxYq6RliA6NbmwM0tQUpLKyGo/twR8IkJaWQVZWFunp6Xi9PjweO9rN2/LguiYariEasJtTcbQ3eHQzNlbshYWF3TxrmNuq3W70GGNZWG30TEisRLsJIdppnm3bcnFik4a5loMbC8XGROJh2ZhIfAkr1zi4sefRGbmd+L3oL7pSE+9K++vq6lizZk389bp161ixYgV5eXnk5eVx3XXXcfLJJ1NSUsLatWv5+c9/zrhx45g1axYQ7cl8zDHHcN5553HfffcRDoe58MILOe200xg6dCgAZ5xxBtdddx3nnnsuV1xxBR999BF33XUXv/nNb7rQ4u7TqRD9xz/+kd/+9rfxqu5LL73EcccdxwMPPIBtt7es+ZdTWFhIYWHhbo/bf//9CQQCrFq1ikMPjc7bHA6HWb9+PaNGjWr3vC8745zIQJOSksKwYcMYNmwYxH7L15Z9iIZux3GoKi/n82XLqF23jsbSUsKbN+Nu3Yq1fTu+6moqU1PZOxCgvLwc/7Zt2K5LrjHkthG6//jmm8z5/e+BaOAOEv03c5tlUe33U5uaGu9eXjFhAtuOOoqioiKKiooY1thI7vjxZI8YgdVD33NEROSrIWmSsQGh7bHTbc7u3Ua1uvV46ui5bWsrOLe8T9sRzRg7upa06xJxIjQ21FNZuR2Px0dKSip1dbWAjcdOjS2LFY0htuXFE+vO7fOk4vNkABCwM0ixol2L00wWGW5m9LkVIMOOViRTPDaBWCk6xWvhb55wzCJeofbSEngcE61YA4RjH8N2DFas/7NxfEQidmy/j/rYOOwG26IhVqFuMkGanB3R55EdNIUqAIg4NQmBeneRtOcitzFd7M7dhXPee+89ZsyYEX/dXJicM2cO9957Lx988AEPPfQQ1dXVDB06lKOPPpobbrghKXs9/PDDXHjhhRx11FHYts3JJ5/M3XffHd+fnZ3NCy+8wNy5c9l///0pKCjgmmuu6dPlrQAsYzpevA8EAqxZsyapUpuSksKaNWsYPnx4jzSwMy6++GL+/ve/8+CDDzJq1Chuu+02/vGPf/Dpp592uNxfU1NDdnY2O3bs6NExASKDlRuJsOPzz6lavZq6detoWL8+GrrLyrC2b+fDtDT+lprKtm3bsMvK+LCyst1rPQScFXsegNgopej/Vng87AgEqE9Loyk7m83jxlGaELj3qK4me9w48idOJJCZ2aOfWaQ/0r9n0t2av6aipcKBFD7b92VDdNIY3n5zT3b+JXPS5+zkJGq7C8+7a4eFRfT/bLC8sQDti01sBrbtbwnRdio+TzoQC9F2dKbodJNDlhv9PpZppZAZ69ab6bPJ8EU/T4bXIsMbbWuqF9I80fb6bYMv9luFxGWwIrGPEzYWoVg/8CbHoj4SfV4XsagJR8+rCRlqwtEKdU0kRLUVXeq30tpCVXhd9PimLThOdLtrwru5NwZwuv3788KFC/nfK+5h9rAzOn3upqbNPN70xE7jj6VtnapERyIRUlJSkrb5fD7C4d19ofSO2267Da/Xy5lnnkljYyNTp07llVde6dP+8iJfNbbXS+748eSOH9/m/sOBuQmvnWCQqs8+o2r1aurXraMxFrrN1q00paZyUkYG5eXlmM2bqVu/ngwgBRjmOAxraICGBti+ncVr1/Lz55+H2P7GhPdI7FrekJnJhjFjWHXkkdHu5MXFjC0vJ2vMGPImTSJ7+HBVuUVEviLaHR/dwfNab+0fQXrninVSe83uK/DJn29X4TnxuNbXdFuOMHa0PG7C0aWorAgmFqIdNxSfWCxiNRF2o/+Ch+16mjzRCX8b7Cpq7VhVmmzSwtFqdVoolTQrGqjTPF5SvbGqtMfC72lZV9pnt7Qw3iu8ee1o01KVjrjQFBtA3RhxaHCileUGN0Kdibarzq6lnqrY9grCTmPsc7rdN9Hdl2Do+hJX0nGdCtHGGM4666ykEnxTUxMXXHAB6enp8W2PP/5497WwE3w+H7fffju33357n7y/iHSeJxCg4Gtfo6CNpeiOAFpPCdhUWUnlqlVUx0J3sLQUZ8sW3JQUvhcL3M6mTWxduZJ818ULO3UtX7VpE9e98Qawc+BuArY3V7nT0/lsjz14f/p0iouLKSoqYtLmzWSMHk3uxInk7bknvh6cWFFERHpHR7t2d7ybbn8I0812E6o7dE6idjuBt3qdeA/c5KOMgeYu45aN40bDqmX54hN1OXYITyxQR+xGQp46ABrtKuqs5i7fmfhN9N/hVCeNQCQaxgP48MUmTfNZHjyx6runjSq8S8uY6bDrEo61NWTCBGPLXTVajTTZ0fWgg6aWoIm2JeTW4bjNS1/1l9m5LUwXvv66cs5XWadC9Jw5c3ba9r3vfa/bGiMisjspeXkMnTaNodOmJW0/Ajin1bFuJELV+vVUrVpFzWef0bhhA+FNm/D4/fwwFrgjGzdS+t//khuJkEk0VA93HIbHqtwfbdvGbcuWAZAKNCRen+Sx3B+PHMm7hx8e71K+T2kp6XvsQda4ceTvtRcZRUVan1tEpJ/q3ipifwzTzb5M2OvMPWpVpU4sdVpuy96EQG0sF5OwhJfrxtaMtiNE3NhyU3YjoVigbbJr8FrR4l6dlYbXjj73mQA+os+9xovHxLqOt/Pn0dwah0h8nWjHChOyYiHeNBFqDvQmSMSN/jQQdpriE5ERm+G7r3W1Et2Vc77KOhWiFy1a1FPtEBHpdrbXS+64ceS2WsP+cOD7bRzfVFlJxcqV1KxZQ93nnxMsLSXF6+XijAy2bdtGsLSUz5YtIzcYJM8YbKDQGAqDQQgG+W91Nf/7wQcApAH1ra5fB1R4vdQEAvx32DBeO/TQeOA+4PPPSRs1iowxY8iZMIH8PffE6/d3/00REZFetKvuzgPNl0lZJtbZPXYPktbldqOzhgOWicTHmbs4kDRTdqxC7Ybw2NFAHbYb8ca6gnusOjyxrt225YuHa9uysWne3moNreYWxCcEc3Ga14M2YZzY2GbHRHBiId5xgzixtkScxnjlPHEJsD7VxYnFlKE7p1MhWkRkMEvJy2PYIYcw7JBDkra3NT2HGw6zffVqqj79lPr162lcv54s2+YXsQp3sLSUT/79b7KCQfIjEVKBDCAjEoFIhHdWr+bB1asBSCcasBNFgK2xKvc7JSX8c+rUaOAuLOSwtWsJDBtGWqzKnTdpElklJapyi4j0a+3FlIHwvbt7IlbSGPRWlenofhsrvk51BBICtXGbq9XeeKC2XS9OLFDbVhOe+GRl3vjyWLblxYqFZ7uNSdcSubiYWKB2TQQTqy67biQenF0TbqmQJ4T7fhGgiS071sXzpOMUokVEusD2+SiYPJmCyZOTtp/S1sHGUL91K5WxKnf9559TYFncmJHB1q1baSotZcWSJWQ2NpIbCpFnDF6g2BiKg0Fe37CBv27YAEQD9y/beIs6ojOWL8nP589f/zpFRUUUFhRw7OrVeIcMIWXkSNJHj47OWD5hAmk5Od16P0REpKu6O750ZyjvmWi10xj05kDdqpu3RUu4buYYF8uKVX8tL26sq7ZlhXBiIdpy7ehs4IBlebBi46Nt7PjzNttlXFxaupObhAp185hn10Tiz03Cc/lqUYgWEelplkV6SQnpJSWQsJ7iSe0c7jQ1UblqFTvWrKFu7VqGOw53pqVRXl5OQ2kpy154gfT6+p2r3I5DsLyc5557DmLb2ptmsQp4JjOTeyZOpLCwkKLCQmavXo1VWIhv6FACw4fHQ3fe+PGkK3SLiAwQuwq+HQnYvVOTTByDvvtu3m6sMh3d3rx8VmKgti0vbuyY6DJazUtsJQfn3YXoNp8nhOjEbtvRKnRsLLRx6S9TXGtMdM9TiBYR6Wc8KSkUTplC4ZQpAOwLHNvewcbQUF4enTxtzRomhEIsSkmhvLycug0bWPqvf5FSW0tGfT3ZoRB5zTOWA421tSyLTZqWCexq1otHPR7mDRtGYWEhhQUFXP7557i5uVBQgHfIEPzDh5M2YgRZY8eSs+ee5AwZgq2lwkRE+pn+mZTa7OZtWcDO3bwTw/XOgbo5dLeuODdXpTv+71JyhdndKVQ3HxMP1/3k3prYf105UzpOIVpEZCCzLNKKi0krLmbY4YcziehM5e0xjkPtF19QtXo1B9TV8ZTXS3l5ObWlpbz51FP4qqtJqa0lvbExHro9QI3jUFpaSmlpKVnAkbt4j8eAUz0e8vPzKSwo4PdlZYQyMohkZ+Pm5WEXFUW7mA8bRuqECWTusw8FBQVkZGRoXLeIDDD6ntWdkrp5t1OVBloCtZUYdlsCtcETz4RJVWizc4hO3N9e12xD2xXqaBW6/3XnViW65ylEi4h8hVgeD5l77EHmHnswEvh64s7rr9/peOM41JaWcvT27Sx1HLZv3051aSlvPPkk1vbteKuqSKmtJa2xkaxgkDzHYRvgOE50grXycqYBVFa22Z6/0zKO3O/z8bHr0uD305CaSlNmJpGsLExeHlZBAZE99yRyyCHk5+dHHxkZ5BQX4/G0PduqiIgMcG1MPgYJY6SN0xK6dwrUzRJCMm38e9Hh8NiyhFV/HwetOnTPU4gWEZF2WR4PmaNHkzl6NKMTd/z4x22fYAxn19dzQk0N27dvp+KLL3jnmWeIlJVhtm3DrqrCt2MHqXV1pDc1sd3nIyUSoampidRwmHEAjY3RR6vg/Tfgu83tAsJAE1BlWdT4fNQHAjSlpRHMzGTryJGsPvRQcnNzycvLY+zWraQPGULGyJFkjhpF7pAh+LWEmIhIv9PmWGlos5t39Pg2AjUuxCrMrbtlf3mtrtFmcO87pqtLXClFd4pCtIiIdB/LIpCRwdCMDIYOHQr77APHHdfu4RfEHg0NDWzfvJnVr79O48aNBDdtIrJ1K2zfjl1Vhbemhh3p6fxPVhYVFRVEtm/HU1NDOpBuDIRC0UdtLWzdyl/XrOH6V16JNolo4E6sPzQCmy2LWo+Hd7OzeWDyZHJzc8nNzeU7a9bgzczEU1CAt6CAQEkJKUOGkDFiBBkjRpBTUkJaWpq6nsuAcuONN/LPf/6TFStW4Pf7qa6u7usmiexWu5OPJUqqUDezwTi0ZvVA0E1sY78ZF60Q3eMUokVEpM+lpaUxctw4GDeu3WMOAH7Q/MIYwhUV1KxbR+369TRs3EjTpk2Ey8pwt2/HTUvjx0OGUFlZSWN5ORv//W8ywmFyYmO8U4FUYyAS4f2KCl5//XUgGrj/AO2uJPoCMAvwer1kZ2fzVEMDts9HU0oK4bQ0IhkZmMxMyM4mOHw4VQcdRHZ2NtnZ2RQ0NpJeWEjG0KFk5eeTnp6uIC69JhQKccoppzBt2jT+8Ic/9HVzRKSHGLpWE+8fdfSBQyFaREQGHsvCV1BAfkEB+f/zPzvtngac1tZ5rotTVUVtaSm1paU0bNzISOAvhYVUVVVRs20by/7+dzy1tfjr6gg0NZEWDJIRDpPluuywojPHRiIRKisqOAjwNDZCTc1Ob/UicPIDD8RfVxKdFR2gAdgK1No2DR4Pn2RkcPeECWRmZpKZmclp69eT4vdDVhZWVhae7Gw8OTn48vLwFhdjT5xIRkZG/JGenk5aWppmRJd2XXfddQAsXry4bxsiIj3K0MXu3N3eksFNIVpERL46bBtPfj45+fnk7LdffPNBicdcfXXb57ou/y8Uos5xqK6uprqigtXPPUewvJzItm24lZWYHTuwd+zAU1dHdXo6x40cyY4dO9hRXY3344/j/eXSYo8S1wXXpbyqirfffjv+Vg/QErhbexeYmvB6DRAANgMNlkWjx0OT18s/tLa3iAwibXWVTloSK0lCV+6EHj8dC4qd+WVkQv22v/SHNurO3RsUokVERDrCtrFSUqLjsNPTGTZsWHTMdzu+TsvM43GRCGbHDprKy6nfsoXGsjIay8rIs22eHD2a2tpaamtr+ezRR/HU1GDX1+NtbMQbDOIPBgmEw9QEAowrLKS2tpa6ujpy6uvJAXIg+lNQJAKRCM+WlfXMfZCvjGAwSDAYjL+uaaPHhYj0L+rO3TsUokVERHqL14uVn09qfj6pkyYl7do/8cWPftTuJYYDnyW8dr/4gobt22mqqKBp+3aClZWEqqo4LC0NLr20O1sv/cy8efO45ZZbdnnMypUrmThxYpeuv2DBgng3cBEZOFSJ7nkK0SIiIgOYPWIEaSNGkNZq+5CaGoXoQe6yyy7jrLPO2uUxY8aM6fL1r7zySi5N+BqqqalhxIgRXb6eSHfb1WzY7c7mvVs7z+o90HSlqqwM3TkK0SIiIiIDUGFhIYWFhT12/UAgQCAQ6LHri0j3M4DpQlnZGANaMKLDFKJFREREBrnS0lIqKyspLS3FcRxWrFgBwLhx48jIyOjbxomIDDAK0SIiIiKD3DXXXMNDDz0Uf71fbHb6V199lenTp/dRq0SkJ3RliSvXoEp0J2hBSREREZFBbvHixRhjdnooQMtgZbr435d5v/7AdPEhnaNKtIiIiIiIyGBguliJ7v6WDGoK0SIiIiIiIoOA4Ut055YOU4gWEREREREZJLrWtVwpujMUokVERERERAYBVaJ7hyYWExERERERofcnJOt2BkwXH531+uuvc/zxxzN06FAsy+LJJ59MbooxXHPNNQwZMoTU1FRmzpzJZ599lnRMZWUls2fPJisri5ycHM4991zq6uqSjvnggw847LDDSElJYcSIEdx6662db2w3U4gWEREREREZBAwGtwuPrvwioL6+nilTprBw4cI29996663cfffd3Hfffbzzzjukp6cza9Ysmpqa4sfMnj2bjz/+mBdffJFnnnmG119/nfPPPz++v6amhqOPPppRo0axfPlybrvtNq699lp+97vfdf7mdCN15xYRERERERkkulJV7so5xx57LMcee2w71zPceeedXH311Zx44okA/PGPf6S4uJgnn3yS0047jZUrV/Lcc8+xbNkyDjjgAADuuecevvnNb3L77bczdOhQHn74YUKhEA8++CB+v5/JkyezYsUK7rjjjqSw3dtUiRYRERERERkEDNHlqrrygGjlN/ERDAa71I5169ZRVlbGzJkz49uys7OZOnUqS5cuBWDp0qXk5OTEAzTAzJkzsW2bd955J37M4Ycfjt/vjx8za9YsVq1aRVVVVZfa1h0UokVERERERAYJY0znH0S7Z2dnZyc9FixY0KU2lJWVAVBcXJy0vbi4OL6vrKyMoqKipP1er5e8vLykY9q6RuJ79AV15xYRERERERkEjOnaTNvGQHp6Ops3b07aHggEuqllg4sq0SIiIiIiIkJWVlbSo6shuqSkBICtW7cmbd+6dWt8X0lJCeXl5Un7I5EIlZWVSce0dY3E9+gLCtEiIiIiIiKDRFdm53a7eZmu0aNHU1JSwssvvxzfVlNTwzvvvMO0adMAmDZtGtXV1Sxfvjx+zCuvvILrukydOjV+zOuvv044HI4f8+KLLzJhwgRyc3O7tc2doRAtIiIiIiIyCBh6b53ouro6VqxYwYoVK4DoZGIrVqygtLQUy7K4+OKL+dWvfsXTTz/Nhx9+yPe//32GDh3KSSedBMCkSZM45phjOO+883j33Xf597//zYUXXshpp53G0KFDATjjjDPw+/2ce+65fPzxx/zlL3/hrrvu4tJLL+2eG9ZFGhMtIiIiIiIyKHStqtyVdaLfe+89ZsyYEX/dHGznzJnD4sWL+fnPf059fT3nn38+1dXVHHrooTz33HOkpKTEz3n44Ye58MILOeqoo7Btm5NPPpm77747vj87O5sXXniBuXPnsv/++1NQUMA111zTp8tbAVjGdOX3DoNXTU0N2dnZ7Nixg6ysrL5ujoiISJfo3zPpbs1fU+ABrL5ujsgAZgCn278/L1y4kF9dchcHZny30+dWR7bwaeozO40/lrapEi0iIiIiIjIIRNeJ7nyNtLvHRA92CtEiIiIiIiKDQHSJqy5051bn5E5RiBYRERERERkUTJfGNytCd45CtIiIiIiIyCAQ7c7deV0556tMIVpERERERGSQ6K3Zub/KFKJFREREREQGgeg60QrRPU0hWkREREREZJDQ7Nw9TyFaRERERERkEDAYdefuBXZfN0BERERERERkoFAlWkREREREZJAwXZhrW5XozlGIFhERERERGQS62p1bY6I7RyFaRERERERkkNCY6J6nEC0iIiIiIjIIRCvRne/OrUp05yhEi4iIiIiIDBLG6sqY6M6f81WmEC0iIiIiIjIIaImr3jGolrhavXo1J554IgUFBWRlZXHooYfy6quv9nWzREREREREeoXbpf8UojtjUIXob33rW0QiEV555RWWL1/OlClT+Na3vkVZWVlfN01ERERERKRHmXgtuvMP6bhBE6K3b9/OZ599xrx589hnn33Yc889ufnmm2loaOCjjz7q6+aJiIiIiIj0LAtcy+30oyvjqL/KBk2Izs/PZ8KECfzxj3+kvr6eSCTC/fffT1FREfvvv39fN09ERERERKRHNc/Ore7cPWvQTCxmWRYvvfQSJ510EpmZmdi2TVFREc899xy5ubntnhcMBgkGg/HXNTU1vdFcERERERGRbtXVJa7Unbtz+n0let68eViWtcvHp59+ijGGuXPnUlRUxBtvvMG7777LSSedxPHHH8+WLVvavf6CBQvIzs6OP0aMGNGLn05ERERERKT7dG1MtCrRnWEZY/r1Hdu2bRsVFRW7PGbMmDG88cYbHH300VRVVZGVlRXft+eee3Luuecyb968Ns9tqxI9YsQIduzYkXQdERGRgaSmpobs7Gz9eybdpvlrCjyA1dfNERnADOB0+/fnhQsXMu+SmxmZMb3T5zZGKqhPXc7WrVu7rT2DWb/vzl1YWEhhYeFuj2toaADAtpOL67Zt47rtd08IBAIEAoEv10gRERERERH5Suj33bk7atq0aeTm5jJnzhzef/99Vq9ezeWXX866des47rjj+rp5IiIiIiIiPayrS1z1687J/c6gCdEFBQU899xz1NXVceSRR3LAAQfw5ptv8tRTTzFlypS+bp6IiIhIn1m/fj3nnnsuo0ePJjU1lbFjxzJ//nxCoVBfN01EupmWuOp5/b47d2cccMABPP/8833dDBEREZF+5dNPP8V1Xe6//37GjRvHRx99xHnnnUd9fT233357XzdPRLpJtA7tdPq8rszo/VU2aCrRIiIiItK2Y445hkWLFnH00UczZswYTjjhBH72s5/x+OOP93XTRKRbdbU7d+dC9LXXXrvTikkTJ06M729qamLu3Lnk5+eTkZHBySefvNOkZaWlpRx33HGkpaVRVFTE5ZdfTiQS6Za70NMGVSVaRERERDpmx44d5OXl9XUzRKQbGQyu6Xwl2pjOV6InT57MSy+9FH/t9bZEy0suuYR//vOf/O1vfyM7O5sLL7yQ73znO/z73/8GwHEcjjvuOEpKSnjrrbfYsmUL3//+9/H5fNx0002dbktvU4gWERER+YpZs2YN99xzzy67cre1DKiI9H+drSp39Ryv10tJSclO23fs2MEf/vAHHnnkEY488kgAFi1axKRJk3j77bc56KCDeOGFF/jkk0946aWXKC4uZt999+WGG27giiuu4Nprr8Xv93e6Pb1J3blFREREBqh58+bt1KWy9ePTTz9NOmfTpk0cc8wxnHLKKZx33nntXnvBggVkZ2fHHyNGjOjpjyMiX5LBYHC68IiG6JqamqRH4i/SWvvss88YOnQoY8aMYfbs2ZSWlgKwfPlywuEwM2fOjB87ceJERo4cydKlSwFYunQpe++9N8XFxfFjZs2aRU1NDR9//HFP3JpupUq0iIiIyAB12WWXcdZZZ+3ymDFjxsSfb968mRkzZnDwwQfzu9/9bpfnXXnllVx66aXx1zU1NQrSIv2e6dIkYQaX+vp6srOzk7bPnz+fa6+9dqfjp06dyuLFi5kwYQJbtmzhuuuu47DDDuOjjz6irKwMv99PTk5O0jnFxcWUlZUBUFZWlhSgm/c37+vvFKJFREREBqjCwkIKCws7dOymTZuYMWMG+++/P4sWLcK2d90hMRAIEAgEuqOZItJLTGxisc6f55Kens7mzZuTtrf3PeDYY4+NP99nn32YOnUqo0aN4q9//Supqamdfv+BRt25RURERAa5TZs2MX36dEaOHMntt9/Otm3bKCsrGxAVHxHpBGMwxunCIxq8s7Kykh4d/UVaTk4O48ePZ82aNZSUlBAKhaiurk46ZuvWrfEx1CUlJTvN1t38uq1x1v2NQrSIiIjIIPfiiy+yZs0aXn75ZYYPH86QIUPiDxEZXNwu/vdl1NXVsXbtWoYMGcL++++Pz+fj5Zdfju9ftWoVpaWlTJs2DYBp06bx4YcfUl5eHj/mxRdfJCsri7322utLtaU3KESLiIiIDHJnnXUWxpg2HyIyeHR1YjE6GaJ/9rOf8dprr7F+/Xreeustvv3tb+PxeDj99NPJzs7m3HPP5dJLL+XVV19l+fLlnH322UybNo2DDjoIgKOPPpq99tqLM888k/fff5/nn3+eq6++mrlz5w6IYSQaEy0iIiIiIiIdtnHjRk4//XQqKiooLCzk0EMP5e23347P0fCb3/wG27Y5+eSTCQaDzJo1i9/+9rfx8z0eD8888ww/+tGPmDZtGunp6cyZM4frr7++rz5SpyhEi4iIiIiIDAomPr65c2d17pw///nPu9yfkpLCwoULWbhwYbvHjBo1in/961+det/+QiFaRERERERkEDDQpfHNLgZP9zdn0FKIFhERERERGRSis3N3+qwunPNVphAtIiIiIiIyKHRtnehoDVs6SiFaRERERERkEDDQtTHRXTjnq0whWkREREREZFAwsSWrOnuWQnRnKESLiIiIiIgMBqaLs3OrEt0pCtEiIiIiIiKDgOnqEldGY6I7QyFaRERERERkkOjKElfqzt05CtEiIiIiIiKDQhcr0QrRnaIQLSIiIiIiMggY09V1ohWiO0MhWkREREREZJDoSlVZlejOsfu6ASIiIiIiIiIDhSrRIiIiIiIig0LXxkSj2bk7RSFaRERERERkEOj6Elfqzt0ZCtEiIiIiIiKDRNfGRKsS3RkK0SIiIiIiIoOBUSW6NyhEi4iIiIiIDAKGrgXiaPVac053lEK0iIiIiIjIoGCgS8tVqTt3ZyhEi4iIiIiIDApdnZ3bBTzd3prBSiFaRERERERkkNDEYj1PIVpERERERGQQMJpYrFcoRIuIiIiIiAwKBnC6cJ5CdGcoRIuIiIiIiAwSqkT3PIVoERERERGRQaGrs3MrRHeGQrSIiIiIiMigYGIzbXf2NE0s1hlaUVtEREREREQ6beHCheyxxx6kpKQwdepU3n333b5uUq9QiBYRERERERkkTBf/66y//OUvXHrppcyfP5///Oc/TJkyhVmzZlFeXt4Dn6p/UYgWEREREREZFJrHRHfl0Tl33HEH5513HmeffTZ77bUX9913H2lpaTz44IPd8kn6M4VoERERERGRwcKYzj86KRQKsXz5cmbOnBnfZts2M2fOZOnSpd35afolTSwmIiIiIiIySHSlazYYysvLqampSdoaCAQIBAI7Hb19+3Ycx6G4uDhpe3FxMZ9++mkX3n9gUSVaRERERERkgDviiCOIdufuSoiOdufOzs5OeixYsKA7mzhoqBItIiIiIiIywH3ta18DLKKB2NOJM6PBe+XKlQwdOjRpT1tVaICCggI8Hg9bt25N2r5161ZKSko60+wBSZVoERERERGRQWDjxi/ofDXaBSwmTpxIVlZW0qO9EO33+9l///15+eWXW67iurz88stMmzbty3yEAUGVaBERERERkUFg2LBhRKvRDtFqtLWbM1zAUFFR0en3uvTSS5kzZw4HHHAABx54IHfeeSf19fWcffbZnb7WQKMQLSIiIiIiMkjU1OwgKyuLaDV6VyG6eTksm7y8vE6/z6mnnsq2bdu45pprKCsrY9999+W5557babKxwUjduUVERERERAaJzMxMFi5cSHOVuX3RfY2N9V1+rwsvvJANGzYQDAZ55513mDp1apevNZAoRIuIiIiIiAwi5513XuxZeyE6WoV++OGHSUlJ6aVWDR4K0SIiIiJfASeccAIjR44kJSWFIUOGcOaZZ7J58+a+bpaI9ACfz8cTTzxB+9Xo6LbTTjutN5s1aChEi4iIiHwFzJgxg7/+9a+sWrWKxx57jLVr1/L//t//6+tmiUgPOfHEE2PP3FZ7olXoV155BdtWHOyKAXPXbrzxRg4++GDS0tLIyclp85jS0lKOO+440tLSKCoq4vLLLycSifRuQ0VERET6oUsuuYSDDjqIUaNGcfDBBzNv3jzefvttwuFwXzdNRHqAZVksXbqUnZe8ii5pNWPGjL5p2CAwYGbnDoVCnHLKKUybNo0//OEPO+13HIfjjjuOkpIS3nrrLbZs2cL3v/99fD4fN910Ux+0WERERKR/qqys5OGHH+bggw/G5/P1dXNEpIccdNBBRGfodokueRUN1B9//HGftmugGzCV6Ouuu45LLrmEvffeu839L7zwAp988gn/93//x7777suxxx7LDTfcwMKFCwmFQr3cWhEREZH+54orriA9PZ38/HxKS0t56qmn2j02GAxSU1OT9BCRgWfNms9oqUZHq9B77bVX3zZqgBswIXp3li5dyt577520LtmsWbOoqanRb1pERERkUJo3bx6WZe3y8emnn8aPv/zyy/nvf//LCy+8gMfj4fvf/z7GtD1774IFC8jOzo4/RowY0VsfS0S60dixY4lWox3AsHnzpj5u0cA3YLpz705ZWdlOC3s3vy4rK2v3vGAwSDAYjL/esWMHgH7bKiIiA1rzv2PtBSQZHC677DLOOuusXR4zZsyY+POCggIKCgoYP348kyZNYsSIEbz99ttMmzZtp/OuvPJKLr300vjrHTt2MHLkSHa97qyI7F7071Bvfn/etq2cwsJCwGLIkCG99r6DVZ+G6Hnz5nHLLbfs8piVK1cyceLEHmvDggULuO6663bart+2iojIYFBRUUF2dnZfN0N6SGFhYewH485z3eiMvYnFhESBQIBAIBB/3VJgaD3Tr4h0RW1tba99fy4oKNAvVbtRn4bozv72dFdKSkp49913k7Zt3bo1vq89rX/LWl1dzahRoygtLdUPHW2oqalhxIgRfPHFF2RlZfV1c/ol3aPd0z3aNd2f3dM92r3mqmFeXl5fN0X6gXfeeYdly5Zx6KGHkpuby9q1a/nlL3/J2LFj26xCt2Xo0KF88cUXZGZmYllWfPtg+fuoz9G/DObPYYyhtraWoUOH9nHrpKv6NER/md+etjZt2jRuvPFGysvLKSoqAuDFF18kKytrlwPnW/+WtVl2dvaA/gvb07KysnR/dkP3aPd0j3ZN92f3dI92T2uACkBaWhqPP/448+fPp76+niFDhnDMMcdw9dVXt/lzUFts22b48OHt7h8sfx/1OfqXwfo5VKwb2AbMmOjS0lIqKyspLS3FcRxWrFgBwLhx48jIyODoo49mr7324swzz+TWW2+lrKyMq6++mrlz53b4HwcRERGRwWjvvffmlVde6etmiIgMCgMmRF9zzTU89NBD8df77bcfAK+++irTp0/H4/HwzDPP8KMf/Yhp06aRnp7OnDlzuP766/uqySIiIiIiIjLIDJgQvXjxYhYvXrzLY0aNGsW//vWvL/U+gUCA+fPnq3rdDt2f3dM92j3do13T/dk93aPd0z2S3jJYvtb0OfoXfQ7pzyyjadpEREREREREOkSzjYiIiIiIiIh0kEK0iIiIiIiISAcpRIuIiIiIiIh00KAO0a+//jrHH388Q4cOxbIsnnzyyV0ev2TJEizL2ulRVlYWP2bBggX8z//8D5mZmRQVFXHSSSexatWqHv4kPaMn7s+9997LPvvsE18Lb9q0aTz77LM9/El6Tk/co0Q333wzlmVx8cUXd3/je0lP3KNrr712p/0TJ07s4U/SM3rqa2jTpk1873vfIz8/n9TUVPbee2/ee++9HvwkPacn7tEee+zR5jFz587t4U/TM3riHjmOwy9/+UtGjx5NamoqY8eO5YYbbkBTpUhXrV+/nnPPPTfpa2r+/PmEQqG+blqn3XjjjRx88MGkpaWRk5PT183psIULF7LHHnuQkpLC1KlTeffdd/u6SZ3W2e93/dFgygvStkEdouvr65kyZQoLFy7s1HmrVq1iy5Yt8UdRUVF832uvvcbcuXN5++23efHFFwmHwxx99NHU19d3d/N7XE/cn+HDh3PzzTezfPly3nvvPY488khOPPFEPv744+5ufq/oiXvUbNmyZdx///3ss88+3dXcPtFT92jy5MlJ+998883ubHav6Yn7U1VVxSGHHILP5+PZZ5/lk08+4de//jW5ubnd3fxe0RP3aNmyZUn7XnzxRQBOOeWUbm17b+mJe3TLLbdw77338r//+7+sXLmSW265hVtvvZV77rmnu5svXxGffvopruty//338/HHH/Ob3/yG++67j1/84hd93bROC4VCnHLKKfzoRz/q66Z02F/+8hcuvfRS5s+fz3/+8x+mTJnCrFmzKC8v7+umdUpXv9/1J4MpL0g7zFcEYJ544oldHvPqq68awFRVVXX4uuXl5QYwr7322pdrYB/rqftjjDG5ubnmgQce6Hrj+onuvEe1tbVmzz33NC+++KI54ogjzE9/+tNua2df6q57NH/+fDNlypRubVt/0F3354orrjCHHnpo9zaun+ip70U//elPzdixY43rul+ugf1Ad92j4447zpxzzjlJ277zne+Y2bNnd0MrRaJuvfVWM3r06L5uRpctWrTIZGdn93UzOuTAAw80c+fOjb92HMcMHTrULFiwoA9b9eV05PvdQDBY8oK0GNSV6K7ad999GTJkCN/4xjf497//vctjd+zYAUBeXl5vNK1f6Oj9cRyHP//5z9TX1zNt2rRebGHf2909mjt3LscddxwzZ87sg9b1D7u7R5999hlDhw5lzJgxzJ49m9LS0j5oZd/Z1f15+umnOeCAAzjllFMoKipiv/324/e//30ftbTvdPR7USgU4v/+7/8455xzsCyrF1vY93Z1jw4++GBefvllVq9eDcD777/Pm2++ybHHHtsXTZVBaseOHV+pn5H6SigUYvny5Uk/V9i2zcyZM1m6dGkftkzgq5kXBjuF6ARDhgzhvvvu47HHHuOxxx5jxIgRTJ8+nf/85z9tHu+6LhdffDGHHHIIX/va13q5tb2vo/fnww8/JCMjg0AgwAUXXMATTzzBXnvt1Uet7l0duUd//vOf+c9//sOCBQv6sKV9pyP3aOrUqSxevJjnnnuOe++9l3Xr1nHYYYdRW1vbhy3vHR25P59//jn33nsve+65J88//zw/+tGP+MlPfsJDDz3Uhy3vPZ39Xv3kk09SXV3NWWed1bsN7UMduUfz5s3jtNNOY+LEifh8Pvbbbz8uvvhiZs+e3Yctl8FkzZo13HPPPfzwhz/s66YMetu3b8dxHIqLi5O2FxcXtzsvi/SOr1pe+Mro61J4b6GL3UEOP/xw873vfa/NfRdccIEZNWqU+eKLL75k6/ped96fYDBoPvvsM/Pee++ZefPmmYKCAvPxxx93U0v7Tnfco9LSUlNUVGTef//9+P6vWnfutuzq75kxxlRVVZmsrKwBPyygu+6Pz+cz06ZNSzrmoosuMgcddNCXbWKf64mvoaOPPtp861vf+pIt6z+66x49+uijZvjw4ebRRx81H3zwgfnjH/9o8vLyzOLFi7uxtTIYXHHFFQbY5WPlypVJ52zcuNGMHTvWnHvuuX3U6p115XMMlO7cmzZtMoB56623krZffvnl5sADD+yjVn15Xf1+158MprwgLby9ltYHqAMPPLDNCY0uvPBCnnnmGV5//XWGDx/eBy3rH9q6P36/n3HjxgGw//77s2zZMu666y7uv//+vmhin0u8R8uXL6e8vJyvf/3r8f2O4/D666/zv//7vwSDQTweT181tc+09/esWU5ODuPHj2fNmjW92Kr+o/X9GTJkyE69OyZNmsRjjz3W203rN9r7GtqwYQMvvfQSjz/+eB+0qn9pfY8uv/zyeDUaYO+992bDhg0sWLCAOXPm9FUzpR+67LLLdtuTY8yYMfHnmzdvZsaMGRx88MH87ne/6+HWdVxnP8dAUlBQgMfjYevWrUnbt27dSklJSR+1SpQXBi+F6N1YsWIFQ4YMib82xnDRRRfxxBNPsGTJEkaPHt2Hret7re9PW1zXJRgM9lKL+p/Ee3TUUUfx4YcfJu0/++yzmThxIldcccVXMkDD7r+O6urqWLt2LWeeeWYvtqr/aH1/DjnkkJ2Wyli9ejWjRo3q7ab1G+19DS1atIiioiKOO+64PmhV/9L6HjU0NGDbyaO6PB4Pruv2dtOknyssLKSwsLBDx27atIkZM2aw//77s2jRop2+xvpSZz7HQOP3+9l///15+eWXOemkk4Doz18vv/wyF154Yd827itIeWHwG9Qhuq6uLqlytW7dOlasWEFeXh4jR47kyiuvZNOmTfzxj38E4M4772T06NFMnjyZpqYmHnjgAV555RVeeOGF+DXmzp3LI488wlNPPUVmZmZ8nEl2djapqam9+wG/pJ64P1deeSXHHnssI0eOpLa2lkceeYQlS5bw/PPP9/rn6w7dfY8yMzN3Gg+Tnp5Ofn7+gB0n0xNfRz/72c84/vjjGTVqFJs3b2b+/Pl4PB5OP/30Xv98X1ZP3J9LLrmEgw8+mJtuuonvfve7vPvuu/zud7/rVxWfzuiJewTRHyAXLVrEnDlz8HoH9j93PXGPjj/+eG688UZGjhzJ5MmT+e9//8sdd9zBOeec0+ufTwaHTZs2MX36dEaNGsXtt9/Otm3b4vsGWjW0tLSUyspKSktLcRyHFStWADBu3DgyMjL6tnHtuPTSS5kzZw4HHHAABx54IHfeeSf19fWcffbZfd20Ttnd97uBYDDlBWlHX/cn70nNS3y0fsyZM8cYY8ycOXPMEUccET/+lltuMWPHjjUpKSkmLy/PTJ8+3bzyyitJ12zreoBZtGhR732wbtIT9+ecc84xo0aNMn6/3xQWFpqjjjrKvPDCC734qbpXT9yj1gb6mOieuEennnqqGTJkiPH7/WbYsGHm1FNPNWvWrOnFT9V9eupr6B//+If52te+ZgKBgJk4caL53e9+10ufqPv11D16/vnnDWBWrVrVS5+k5/TEPaqpqTE//elPzciRI01KSooZM2aMueqqq0wwGOzFTyaDyaJFi9r9OWmgmTNnTpuf49VXX+3rpu3SPffcY0aOHGn8fr858MADzdtvv93XTeq03X2/GwgGU16QtlnGGPPlo7iIiIiIiIjI4Nd/BqqIiIiIiIiI9HMK0SIiIiIiIiIdpBAtIiIiIiIi0kEK0SIiIiIiIiIdpBAtIiIiIiIi0kEK0SIiIiIiIiIdpBAtIiIiIiIi0kEK0SIiIiIiIiIdpBAtIrt17bXXsu+++/Z1M+Isy+LJJ5/s9HmrVq2ipKSE2tra7m9Ugu3bt1NUVMTGjRt79H1EREREpPcpRIv0E/fddx+ZmZlEIpH4trq6Onw+H9OnT086dsmSJViWxdq1a3u5lb2ru8P7lVdeyUUXXURmZma3XbMtBQUFfP/732f+/Pk9+j4iIiIi0vsUokX6iRkzZlBXV8d7770X3/bGG29QUlLCO++8Q1NTU3z7q6++ysiRIxk7dmxfNHVAKi0t5ZlnnuGss87qlfc7++yzefjhh6msrOyV9xMRERGR3qEQLdJPTJgwgSFDhrBkyZL4tiVLlnDiiScyevRo3n777aTtM2bMAOBPf/oTBxxwAJmZmZSUlHDGGWdQXl4OgOu6DB8+nHvvvTfpvf773/9i2zYbNmwAoLq6mh/84AcUFhaSlZXFkUceyfvvv7/L9j7wwANMmjSJlJQUJk6cyG9/+9v4vvXr12NZFo8//jgzZswgLS2NKVOmsHTp0qRr/P73v2fEiBGkpaXx7W9/mzvuuIOcnBwAFi9ezHXXXcf777+PZVlYlsXixYvj527fvp1vf/vbpKWlseeee/L000/vsr1//etfmTJlCsOGDYtva6vSfeedd7LHHnvEX5911lmcdNJJ3HTTTRQXF5OTk8P1119PJBLh8ssvJy8vj+HDh7No0aKk60yePJmhQ4fyxBNP7LJdIiIiX9a2bdsoKSnhpptuim9766238Pv9vPzyy33YMpHBSSFapB+ZMWMGr776avz1q6++yvTp0zniiCPi2xsbG3nnnXfiITocDnPDDTfw/vvv8+STT7J+/fp4tdW2bU4//XQeeeSRpPd5+OGHOeSQQxg1ahQAp5xyCuXl5Tz77LMsX76cr3/96xx11FHtVlEffvhhrrnmGm688UZWrlzJTTfdxC9/+UseeuihpOOuuuoqfvazn7FixQrGjx/P6aefHu+u/u9//5sLLriAn/70p6xYsYJvfOMb3HjjjfFzTz31VC677DImT57Mli1b2LJlC6eeemp8/3XXXcd3v/tdPvjgA775zW8ye/bsXVZ933jjDQ444IBd3v/2vPLKK2zevJnXX3+dO+64g/nz5/Otb32L3Nxc3nnnHS644AJ++MMf7jQG+sADD+SNN97o0nuKiIh0VGFhIQ8++CDXXnst7733HrW1tZx55plceOGFHHXUUX3dPJHBx4hIv/H73//epKenm3A4bGpqaozX6zXl5eXmkUceMYcffrgxxpiXX37ZAGbDhg1tXmPZsmUGMLW1tcYYY/773/8ay7LixzuOY4YNG2buvfdeY4wxb7zxhsnKyjJNTU1J1xk7dqy5//77jTHGzJ8/30yZMiVp3yOPPJJ0/A033GCmTZtmjDFm3bp1BjAPPPBAfP/HH39sALNy5UpjjDGnnnqqOe6445KuMXv2bJOdnR1/3fp9mwHm6quvjr+uq6szgHn22WfbvCfGGDNlyhRz/fXXJ21r6/q/+c1vzKhRo+Kv58yZY0aNGmUcx4lvmzBhgjnssMPiryORiElPTzePPvpo0rUuueQSM3369HbbJCIi0p1+/OMfm/Hjx5szzjjD7L333jv92y4i3UOVaJF+ZPr06dTX17Ns2TLeeOMNxo8fT2FhIUcccUR8XPSSJUsYM2YMI0eOBGD58uUcf/zxjBw5kszMTI444gggOgYYYN9992XSpEnxavRrr71GeXk5p5xyCgDvv/8+dXV15Ofnk5GREX+sW7euzYnL6uvrWbt2Leeee27S8b/61a92On6fffaJPx8yZAhAvKv5qlWrOPDAA5OOb/16VxKvnZ6eTlZWVvzabWlsbCQlJaXD1080efJkbLvl22VxcTF77713/LXH4yE/P3+n909NTaWhoaFL7ykiItJZt99+O5FIhL/97W88/PDDBAKBvm6SyKDk7esGiEiLcePGMXz4cF599VWqqqrigXjo0KGMGDGCt956i1dffZUjjzwSiAbaWbNmMWvWLB5++GEKCwspLS1l1qxZhEKh+HVnz57NI488wrx583jkkUc45phjyM/PB6IzgLcei92seXxyorq6OiA6nnnq1KlJ+zweT9Jrn88Xf25ZFhAdp90dEq/dfP1dXbugoICqqqqkbbZtY4xJ2hYOhzv0Xh15/8rKSgoLC9v/ECIiIt1o7dq1bN68Gdd1Wb9+fdIvfEWk+yhEi/QzM2bMYMmSJVRVVXH55ZfHtx9++OE8++yzvPvuu/zoRz8C4NNPP6WiooKbb76ZESNGACTN7t3sjDPO4Oqrr2b58uX8/e9/57777ovv+/rXv05ZWRlerzdpQq32FBcXM3ToUD7//HNmz57d5c85YcIEli1blrSt9Wu/34/jOF1+j0T77bcfn3zySdK2wsJCysrKMMbEQ/6KFSu65f0APvroo52WJxMREekJoVCI733ve5x66qlMmDCBH/zgB3z44YcUFRX1ddNEBh115xbpZ2bMmMGbb77JihUr4pVogCOOOIL777+fUCgUn1Rs5MiR+P1+7rnnHj7//HOefvppbrjhhp2uuccee3DwwQdz7rnn4jgOJ5xwQnzfzJkzmTZtGieddBIvvPAC69ev56233uKqq65qM5BDdFKvBQsWcPfdd7N69Wo+/PBDFi1axB133NHhz3nRRRfxr3/9izvuuIPPPvuM+++/n2effTYeZpvbvW7dOlasWMH27dsJBoMdvn5rs2bNYunSpUmhfPr06Wzbto1bb72VtWvXsnDhQp599tkuv0eihoYGli9fztFHH90t1xMREdmVq666ih07dnD33XdzxRVXMH78eM4555y+bpbIoKQQLdLPzJgxg8bGRsaNG0dxcXF8+xFHHEFtbW18KSyIVlIXL17M3/72N/baay9uvvlmbr/99javO3v2bN5//32+/e1vk5qaGt9uWRb/+te/OPzwwzn77LMZP348p512Ghs2bEh6/0Q/+MEPeOCBB1i0aBF77703RxxxBIsXL2b06NEd/pyHHHII9913H3fccQdTpkzhueee45JLLkkat3zyySdzzDHHMGPGDAoLC3n00Uc7fP3Wjj32WLxeLy+99FJ826RJk/jtb3/LwoULmTJlCu+++y4/+9nPuvweiZ566ilGjhzJYYcd1i3XExERac+SJUu48847+dOf/kRWVha2bfOnP/2JN954Y6dlLkXky7NM6wGBIiJ95LzzzuPTTz/tsWWhFi5cyNNPP83zzz/fI9dPdNBBB/GTn/yEM844o8ffS0RERER6j8ZEi0ifuf322/nGN75Beno6zz77LA899BC//e1ve+z9fvjDH1JdXU1tbS2ZmZk99j7bt2/nO9/5DqeffnqPvYeIiIiI9A1VokWkz3z3u99lyZIl1NbWMmbMGC666CIuuOCCvm6WiIiIiEi7FKJFREREREREOkgTi4mIiIiIiIh0kEK0iIiIiIiISAcpRIuIiIiIiIh0kEK0iIiIiIiISAcpRIuIiIiIiIh0kEK0iIiIiIiISAcpRIuIiIiIiIh0kEK0iIiIiIiISAcpRIuIiIiIiIh00P8H89mVA3Fupt8AAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["coeffs_f = sim_data[\"out_1\"].amps.sel(direction=\"+\")\n","power_1 = np.abs(coeffs_f.sel(mode_index=0)) ** 2\n","power_1_db = 10 * np.log10(power_1)\n","\n","coeffs_f = sim_data[\"out_2\"].amps.sel(direction=\"+\")\n","power_2 = np.abs(coeffs_f.sel(mode_index=0)) ** 2\n","power_2_db = 10 * np.log10(power_2)\n","\n","f, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4), tight_layout=True)\n","ax1.plot(wl_range, power_1_db, \"-k\", label=\"upper\")\n","ax1.plot(wl_range, power_2_db, \"--r\", label=\"lower\")\n","ax1.set_xlabel(\"Wavelength (um)\")\n","ax1.set_ylabel(\"Power (dB)\")\n","ax1.set_ylim(-10, 0)\n","ax1.legend()\n","ax1.set_xlim(wl - bw / 2, wl + bw / 2)\n","ax1.set_title(\"Coupling Efficiency\")\n","sim_data.plot_field(\"field_xy\", \"E\", \"abs^2\", z=0, ax=ax2)\n","plt.show()"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Running the Optimization\n","\n","The figure-of-merit used in the y-branch optimization is the coupling efficiencies ($\\eta_{1,2}$) of the incident power into the fundamental transverse electric mode of the output waveguides. As we are using a minimization strategy, the figure-of-merits are arranged within the objective function as $(0.5 - \\eta_{1})^{2} + (0.5 - \\eta_{2})^{2}$. This way, we enforce equal power flowing into the upper and lower output waveguides. However, this behavior can be changed if an inbalance is desired in the outputs. "]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[],"source":["# Figure of Merit (FOM) calculation.\n","def fom(sim_data: tda.JaxSimulationData) -> float:\n"," \"\"\"Return the power at the mode index of interest.\"\"\"\n"," output_amps1 = sim_data.output_data[0].amps\n"," amp1 = output_amps1.sel(direction=\"+\", f=freq, mode_index=0)\n","\n"," output_amps2 = sim_data.output_data[1].amps\n"," amp2 = output_amps2.sel(direction=\"+\", f=freq, mode_index=0)\n","\n"," eta1 = jnp.sum(jnp.abs(amp1)) ** 2\n"," eta2 = jnp.sum(jnp.abs(amp2)) ** 2\n"," return (0.5 - eta1) ** 2 + (0.5 - eta2) ** 2\n","\n","\n","# Objective function to be passed to the optimization algorithm.\n","def obj(design_param, verbose: bool = False) -> float:\n"," sim = make_adjoint_sim(design_param)\n"," sim_data = run(sim, task_name=\"inv_des_ybranch\", verbose=verbose)\n"," fom_val = fom(sim_data)\n"," return fom_val\n","\n","# Function to calculate the objective function value and its\n","# gradient with respect to the design parameters.\n","obj_grad = value_and_grad(obj)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Optimizer initialization"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[],"source":["# Initialize adam optimizer with starting parameters.\n","optimizer = optax.adam(learning_rate=learning_rate)\n","opt_state = optimizer.init(init_rho)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Now, we are ready to run the optimization!"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Step = 1\n","\tobj_val = 1.2900e-01\n","\tgrad_norm = 8.9869e-02\n"]},{"data":{"text/html":["
[21:49:35] WARNING: No connection: Retrying for 180 seconds.        webapi.py:56\n","
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7\n","\tobj_val = 7.3673e-02\n","\tgrad_norm = 5.5000e-02\n","Step = 8\n","\tobj_val = 6.6834e-02\n","\tgrad_norm = 4.8889e-02\n","Step = 9\n","\tobj_val = 6.0747e-02\n","\tgrad_norm = 4.3337e-02\n","Step = 10\n","\tobj_val = 5.5325e-02\n","\tgrad_norm = 3.8404e-02\n","Step = 11\n","\tobj_val = 5.0455e-02\n","\tgrad_norm = 3.4074e-02\n","Step = 12\n","\tobj_val = 4.6012e-02\n","\tgrad_norm = 3.0294e-02\n","Step = 13\n","\tobj_val = 4.1903e-02\n","\tgrad_norm = 2.7014e-02\n","Step = 14\n","\tobj_val = 3.8118e-02\n","\tgrad_norm = 2.4181e-02\n","Step = 15\n","\tobj_val = 3.4718e-02\n","\tgrad_norm = 2.1733e-02\n","Step = 16\n","\tobj_val = 3.1724e-02\n","\tgrad_norm = 1.9606e-02\n","Step = 17\n","\tobj_val = 2.9064e-02\n","\tgrad_norm = 1.7746e-02\n","Step = 18\n","\tobj_val = 2.6653e-02\n","\tgrad_norm = 1.6110e-02\n","Step = 19\n","\tobj_val = 2.4426e-02\n","\tgrad_norm = 1.4653e-02\n","Step = 20\n","\tobj_val = 2.2351e-02\n","\tgrad_norm = 1.3362e-02\n","Step = 21\n","\tobj_val = 2.0431e-02\n","\tgrad_norm = 1.2232e-02\n","Step = 22\n","\tobj_val = 1.8659e-02\n","\tgrad_norm = 1.1256e-02\n","Step = 23\n","\tobj_val = 1.7035e-02\n","\tgrad_norm = 1.0421e-02\n","Step = 24\n","\tobj_val = 1.5578e-02\n","\tgrad_norm = 9.6684e-03\n","Step = 25\n","\tobj_val = 1.4304e-02\n","\tgrad_norm = 8.9324e-03\n","Step = 26\n","\tobj_val = 1.3218e-02\n","\tgrad_norm = 8.1969e-03\n","Step = 27\n","\tobj_val = 1.2305e-02\n","\tgrad_norm = 7.4919e-03\n","Step = 28\n","\tobj_val = 1.1516e-02\n","\tgrad_norm = 6.8635e-03\n","Step = 29\n","\tobj_val = 1.0795e-02\n","\tgrad_norm = 6.3384e-03\n","Step = 30\n","\tobj_val = 1.0115e-02\n","\tgrad_norm = 5.8992e-03\n","Step = 31\n","\tobj_val = 9.4777e-03\n","\tgrad_norm = 5.4963e-03\n","Step = 32\n","\tobj_val = 8.9036e-03\n","\tgrad_norm = 5.0832e-03\n","Step = 33\n","\tobj_val = 8.4064e-03\n","\tgrad_norm = 4.6520e-03\n","Step = 34\n","\tobj_val = 7.9835e-03\n","\tgrad_norm = 4.2589e-03\n","Step = 35\n","\tobj_val = 7.6180e-03\n","\tgrad_norm = 3.9762e-03\n","Step = 36\n","\tobj_val = 7.2897e-03\n","\tgrad_norm = 3.8054e-03\n","Step = 37\n","\tobj_val = 6.9867e-03\n","\tgrad_norm = 3.6916e-03\n","Step = 38\n","\tobj_val = 6.7057e-03\n","\tgrad_norm = 3.5902e-03\n","Step = 39\n","\tobj_val = 6.4468e-03\n","\tgrad_norm = 3.4862e-03\n","Step = 40\n","\tobj_val = 6.2095e-03\n","\tgrad_norm = 3.3820e-03\n","Step = 41\n","\tobj_val = 5.9919e-03\n","\tgrad_norm = 3.2882e-03\n","Step = 42\n","\tobj_val = 5.7911e-03\n","\tgrad_norm = 3.2146e-03\n","Step = 43\n","\tobj_val = 5.6034e-03\n","\tgrad_norm = 3.1553e-03\n","Step = 44\n","\tobj_val = 5.4244e-03\n","\tgrad_norm = 3.0825e-03\n","Step = 45\n","\tobj_val = 5.2513e-03\n","\tgrad_norm = 2.9679e-03\n","Step = 46\n","\tobj_val = 5.0840e-03\n","\tgrad_norm = 2.8165e-03\n","Step = 47\n","\tobj_val = 4.9243e-03\n","\tgrad_norm = 2.6727e-03\n","Step = 48\n","\tobj_val = 4.7741e-03\n","\tgrad_norm = 2.5724e-03\n","Step = 49\n","\tobj_val = 4.6331e-03\n","\tgrad_norm = 2.4937e-03\n","Step = 50\n","\tobj_val = 4.5003e-03\n","\tgrad_norm = 2.3844e-03\n"]}],"source":["# Store history\n","params = init_rho\n","obj_val = []\n","params_history = [init_rho]\n","\n","for i in range(iterations):\n","\n"," # Compute gradient and current objective funciton value.\n"," value, gradient = obj_grad(params)\n","\n"," # outputs\n"," print(f\"Step = {i + 1}\")\n"," print(f\"\\tobj_val = {value:.4e}\")\n"," print(f\"\\tgrad_norm = {np.linalg.norm(gradient):.4e}\")\n","\n"," # Compute and apply updates to the optimizer based on gradient.\n"," updates, opt_state = optimizer.update(gradient, opt_state, params)\n"," params = optax.apply_updates(params, updates)\n","\n"," # Save history.\n"," obj_val.append(value)\n"," params_history.append(params)\n","\n","# Gets the final parameters and the objective values history.\n","final_par = params_history[-1]\n","obj_vals = np.array(obj_val)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["### Optimization Results\n","\n","After 50 iterations, the objective function converged to $4.55\\times10^{-3}$."]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(1, 1, figsize=(6, 4))\n","ax.plot(obj_vals, \"ro\")\n","ax.set_xlabel(\"iterations\")\n","ax.set_ylabel(\"objective function\")\n","ax.set_title(f\"Final Objective Function Value: {obj_vals[-1]:.3f}\")\n","plt.show()"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["A smooth and well-defined geometry was obtained after the optimization. "]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["final_par = params_history[-1]\n","fig, ax = plt.subplots(1, figsize=(4, 4))\n","sim_final = make_adjoint_sim(final_par)\n","sim_final = sim_final.to_simulation()[0]\n","sim_final.plot_eps(z=0, source_alpha=0, monitor_alpha=0, ax=ax)\n","plt.show()"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Once the inverse design is complete, we can visualize the field distributions and the wavelength dependent coupling efficiencies."]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"data":{"text/html":["
[22:54:26] Created task 'inv_des_final' with task_id               webapi.py:188\n","           'fdve-1bf67029-1702-4c9d-903d-fcc58e292d43v1'.                       \n","
\n"],"text/plain":["\u001b[2;36m[22:54:26]\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'inv_des_final'\u001b[0m with task_id \u001b]8;id=777117;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=345228;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#188\u001b\\\u001b[2m188\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b[32m'fdve-1bf67029-1702-4c9d-903d-fcc58e292d43v1'\u001b[0m. \u001b[2m \u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
           View task using web UI at                               webapi.py:190\n","           'https://tidy3d.simulation.cloud/workbench?taskId=fdve-              \n","           1bf67029-1702-4c9d-903d-fcc58e292d43v1'.                             \n","
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[22:54:30] status = queued                                         webapi.py:361\n","
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[22:54:37] Maximum FlexCredit cost: 0.025. Use                     webapi.py:341\n","           'web.real_cost(task_id)' to get the billed FlexCredit                \n","           cost after a simulation run.                                         \n","
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           starting up solver                                      webapi.py:377\n","
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           running solver                                          webapi.py:386\n","
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           To cancel the simulation, use 'web.abort(task_id)' or   webapi.py:387\n","           'web.delete(task_id)' or abort/delete the task in the                \n","           web UI. Terminating the Python script will not stop the              \n","           job running on the cloud.                                            \n","
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[22:54:55] early shutoff detected, exiting.                        webapi.py:404\n","
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           status = postprocess                                    webapi.py:420\n","
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[22:55:07] status = success                                        webapi.py:427\n","
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[22:55:11] loading SimulationData from simulation_data.hdf5        webapi.py:591\n","
\n"],"text/plain":["\u001b[2;36m[22:55:11]\u001b[0m\u001b[2;36m \u001b[0mloading SimulationData from simulation_data.hdf5 \u001b]8;id=889802;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=343466;file:///home/emerson/miniconda3/envs/tidy3d_2.4.0/lib/python3.11/site-packages/tidy3d/web/webapi.py#591\u001b\\\u001b[2m591\u001b[0m\u001b]8;;\u001b\\\n"]},"metadata":{},"output_type":"display_data"}],"source":["sim_final = sim_final.copy(update=dict(monitors=(field_xy, fom_final_1, fom_final_2)))\n","sim_data_final = web.run(sim_final, task_name=\"inv_des_final\")"]},{"cell_type":"markdown","metadata":{},"source":["The resulting structure shows good performance, presenting equal coupling efficiencies about -3.5 dB for both output waveguides. This result can be improved by reducing the gap between the output waveguides and increasing the number of iterations."]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAw4AAAJOCAYAAAAebVCVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hTZd8H8G9Gk3S3dJdCCxXZQ6YUCkX6CIhKrUx5ZCkoUhlFlKJspagIZQmCShEtIMhQFBTZCoKMskQELFAKLbTQCU2a5H7/yHvO0zRJm3HStM3vc125oCcnJ/fJyTjfcy8RY4yBEEIIIYQQQiohdnQBCCGEEEIIITUfBQdCCCGEEEJIlSg4EEIIIYQQQqpEwYEQQgghhBBSJQoOhBBCCCGEkCpRcCCEEEIIIYRUiYIDIYQQQgghpEoUHAghhBBCCCFVouBACCGEEEIIqRIFh2p2/fp1iEQipKam2vV5IiIiMGrUKMG3y5V/0aJFVa47Z84ciEQiwctgDpFIhDlz5jjkuWubmJgYxMTEOLoYgqDjTkjddPDgQYhEIhw8eNDRRSHEqVFwEFhqaipEIpHR2/Tp0x1dPKNKSkowf/58tGnTBm5ubvD29kZ0dDS++uorMMYcXTyTfvrppxp3kmjq2AcHBzu0XH/99RfmzJmD69evO7QcnIkTJ0IkEuHq1asm13n33XchEolw7ty5aiyZ8LKysjB48GD4+PjAy8sLAwYMwL///mv2448ePYru3bvDzc0NwcHBmDhxIoqLiw3WUyqVeOeddxAaGgpXV1d06dIFe/fuNVgvJibG6Hu0b9++Nu0nIUL49NNP7X5hzV7S0tKQkpLi6GIAALRaLT766CM0atQICoUCbdq0wcaNG81+fH5+PsaNG4eAgAC4u7ujV69eOH36tNF1v//+e7Rv3x4KhQINGzbE7NmzoVarhdoVUsNIHV2AumrevHlo1KiR3rJWrVohPDwcjx49gouLi4NKpi8nJwe9e/fGpUuXMHToUCQkJKC0tBTfffcdRo4ciZ9++gnffPMNJBKJxdt+77337BqWfvrpJ6xcudJoeHj06BGkUse8vf/zn/9gxIgRestcXV0dUhbOX3/9hblz5yImJgYRERF69/3yyy/VXp7hw4dj+fLlSEtLw6xZs4yus3HjRrRu3Rpt2rSp5tIJp7i4GL169UJBQQFmzJgBFxcXLFmyBD179kR6ejr8/PwqfXx6ejp69+6N5s2bY/Hixbh16xYWLVqEK1euYPfu3Xrrjho1Clu3bsXkyZPRpEkTpKam4plnnsGBAwfQvXt3vXXDwsKQnJystyw0NFSYnSbEBp9++in8/f0Nasx79OiBR48eQSaTOaZgZkhLS8OFCxcwefJkRxcF7777LhYuXIixY8eiU6dO2LlzJ1566SWIRCIMHTq00sdqtVr0798fZ8+exbRp0+Dv749PP/0UMTExOHXqFJo0acKvu3v3bsTFxSEmJgbLly/H+fPn8f777+Pu3btYtWqVvXeTOAIjglq3bh0DwP7880+HliM8PJyNHDmyyvX69OnDxGIx27lzp8F9b731FgPAFi5cyC/LyMhgANjHH38sZHGtMmHCBFbT3sIA2IQJExxdDANbtmxhANiBAwccXRTeY489xpo1a2b0vqNHjxq898wBgM2ePVuA0gnjww8/ZADYiRMn+GWXLl1iEomEJSUlVfn4fv36sZCQEFZQUMAvW7t2LQPAfv75Z37Z8ePHDT6Xjx49YpGRkaxr16562+zZsydr2bKlLbtF7Ky4uNjRRXCYli1bsp49ezq6GFbp378/Cw8Pd3Qx2K1bt5iLi4veb5FWq2XR0dEsLCyMqdXqSh+/efNmBoBt2bKFX3b37l3m4+PDhg0bprduixYtWNu2bVlZWRm/7N1332UikYhdunRJoD0iNUnNOuuqA6oKDtyJ97p16/hlI0eOZO7u7uzWrVtswIABzN3dnfn7+7OpU6cafMA//vhj1rVrV1avXj2mUChY+/bt9T7cHHOCw7FjxxgANmbMGKP3l5WVsSZNmjBfX1/28OFDvfJ//PHHbPHixaxhw4ZMoVCwHj16sPPnz+s9fvbs2UZP7Dds2MDat2/PFAoF8/X1ZUOGDGE3b940WO+PP/5g/fr1Yz4+PszNzY21bt2apaSk8K8ZAIMbp/wJJHfSfPDgQYPnWL16NQOgV/ZLly6xF198kfn6+jK5XM46dOhgNFgZU1VwGDlypNEfFmOvFbet7du3s5YtWzKZTMZatGjBdu/ebfD4W7dusTFjxrCQkBAmk8lYREQEe/3115lSqeTfkxVvXIjo2bOnwQ91Tk4OGzNmDAsMDGRyuZy1adOGpaam6q1T/r3w2WefscaNGzOZTMY6duyod6JsCrfPp06dMrgvISGBiUQiduPGDaZUKtnMmTNZ+/btmZeXF3Nzc2Pdu3dn+/fvN3hcxeBgyevNmHnvzZKSEnbp0iV27969KvexU6dOrFOnTgbLn376aRYZGVnpYwsKCphUKmXTpk3TW65UKpmHhwd75ZVX+GXTpk1jEolEL2AwxtiCBQsYAL194IJDWVkZKyoqqnIfiG0q+2wy9r/fjIMHD7Lx48ezgIAA5uPjwz9+5cqVrEWLFkwmk7GQkBD2xhtvsAcPHug9xz///MPi4+NZUFAQk8vlrH79+mzIkCEsPz+fX+eXX35h3bp1Y97e3szd3Z09/vjjZoVXcx5XWlrKZs2axSIjI5lMJmNhYWFs2rRprLS01GB7GzZsYJ06dWKurq7Mx8eHRUdH8yE4PDzc4HuK+246cOCA0Ysf3377Lf+Z9fPzY8OHD2e3bt3SW8eS31hjduzYwZ555hn+GDZu3JjNmzdP77E9e/Y0KHtlIcLUb5gQFz9WrlzJALCLFy/qLU9LS2MA2JEjRyp9/KBBg1hQUBDTaDR6y8eNG8fc3Nz443rx4kUGgK1cuVJvvaysLAaAzZ8/36b9IDUTNVWyk4KCAuTm5uot8/f3N7m+RqNBnz590KVLFyxatAi//vorPvnkE0RGRmL8+PH8ekuXLsXzzz+P4cOHQ6VSYdOmTRg0aBB27dqF/v37W1TGH374AQAMmtVwpFIpXnrpJcydOxe///47YmNj+fu++uorFBUVYcKECSgtLcXSpUvx1FNP4fz58wgKCjL5nB988AFmzpyJwYMH49VXX8W9e/ewfPly9OjRA2fOnIGPjw8AYO/evXj22WcREhKCSZMmITg4GJcuXcKuXbswadIkvPbaa7h9+zb27t2LDRs2VLqf/fv3h4eHB7799lv07NlT777NmzejZcuWaNWqFQDg4sWL6NatG+rXr4/p06fD3d0d3377LeLi4vDdd9/hhRdeqPJ1LS0tNTj2np6ekMvlVT62ot9++w3btm3DG2+8AU9PTyxbtgwvvvgibt68yTdzuX37Njp37sy3SW3WrBmysrKwdetWPHz4ED169MDEiROxbNkyzJgxA82bNwcA/t+KHj16hJiYGFy9ehUJCQlo1KgRtmzZglGjRiE/Px+TJk3SWz8tLQ1FRUV47bXXIBKJ8NFHHyE+Ph7//vtvpU3yhg8fjrlz5yItLQ3t27fnl2s0Gnz77beIjo5Gw4YNkZubi88//xzDhg3D2LFjUVRUhC+++AJ9+vTBiRMn0K5dO4tfV2PMfW+eOHECvXr1wuzZsyvtY6PVanHu3DmMGTPG4L7OnTvjl19+QVFRETw9PY0+/vz581Cr1ejYsaPecplMhnbt2uHMmTP8sjNnzuDxxx+Hl5eXwfMAuiZPDRo04Jf/888/cHd3h0qlQlBQEMaOHYtZs2bVmCaUdUVVn83yzW7eeOMNBAQEYNasWSgpKQGgG2Bi7ty5iI2Nxfjx43H58mWsWrUKf/75J37//Xe4uLhApVKhT58+UCqVePPNNxEcHIysrCzs2rUL+fn58Pb2xsWLF/Hss8+iTZs2mDdvHuRyOa5evYrff/+90vKb8zitVovnn38ev/32G8aNG4fmzZvj/PnzWLJkCf755x/s2LGDX3fu3LmYM2cOoqKiMG/ePMhkMhw/fhz79+/H008/jZSUFLz55pvw8PDAu+++CwCV/p6kpqZi9OjR6NSpE5KTk5GTk4OlS5fi999/1/vMAub/xpp6Hg8PDyQmJsLDwwP79+/HrFmzUFhYiI8//hiArmlQQUEBbt26hSVLlgAAPDw8TG7ztdde0/tNBYA9e/bgm2++QWBgIL+s4m+JKeV/Y86cOQN3d3eD73ju++DMmTMGzRfLO3PmDNq3bw+xWL8bbOfOnbFmzRr8888/aN26Nf8dVPE7KjQ0FGFhYXrfUaQOcXRyqWtMXd3lXmpTNQ4A2Lx58/S29cQTT7AOHTroLeOu/HNUKhVr1aoVe+qpp/SWm1PjEBcXxwAYXL0qb9u2bQwAW7ZsmV75XV1d9a7qcE0lpkyZwi+reFX3+vXrTCKRsA8++EDvOc6fP8+kUim/XK1Ws0aNGrHw8HCDsmm1Wv7/lTVVQoWrNsOGDWOBgYF6V4ju3LnDxGKx3uveu3dv1rp1a70rZVqtlkVFRbEmTZqYfJ3KP6+xG3e8La1xkMlk7OrVq/yys2fPMgBs+fLl/LIRI0YwsVhstJaLe70qa6pUscYhJSWFAWBff/01v0ylUrGuXbsyDw8PVlhYyBj733vBz8+P3b9/n193586dDAD74YcfTL9Q/69Tp04sLCxM78rWnj17GAD22WefMcZ07wfu6iznwYMHLCgoyKC2rOJxN/f1Nve9ydj/rnxWdVXw3r17Rj/XjP3viuDff/9t8vHcMTt8+LDBfYMGDWLBwcH83y1btjT4DmDsf1cEV69ezS8bM2YMmzNnDvvuu+/YV199xZ5//nkGgA0ePLjS/SGWM+ezyf1mdO/eXe/76e7du0wmk7Gnn35a7/OxYsUKBoB9+eWXjDHGzpw5Y9CspKIlS5YwAGbVkln6uA0bNjCxWGxwFZurzf39998ZY4xduXKFicVi9sILLxhcyS7/vW6qqVLFGgeVSsUCAwNZq1at2KNHj/j1du3axQCwWbNm8css+Y01puLvLmOMvfbaa3pX3xmzranSlStXmLe3N/vPf/6j9z4w9Zti6jeGK0fjxo0NnqOkpIQBYNOnT6+0LO7u7kZbIvz4448MANuzZw9jTNcCAhVqNDmdOnViTz75pLm7T2oRGlXJTlauXIm9e/fq3ary+uuv6/0dHR1tMPpK+U62Dx48QEFBAaKjo02OdlCZoqIiADB5xbP8fYWFhXrL4+LiUL9+ff7vzp07o0uXLvjpp59Mbmvbtm3QarUYPHgwcnNz+VtwcDCaNGmCAwcOANBd7cjIyMDkyZP1rhgBsHp41yFDhuDu3bt6Q/lt3boVWq0WQ4YMAQDcv38f+/fvx+DBg1FUVMSXLy8vD3369MGVK1eQlZVV5XMNGDDA4Nj36dPHqnLHxsYiMjKS/7tNmzbw8vLi3xdarRY7duzAc889Z3DVB7Du9frpp58QHByMYcOG8ctcXFz40XwOHTqkt/6QIUPg6+vL/x0dHQ0AZo0c9N///he3bt3C4cOH+WVpaWmQyWQYNGgQAEAikfBXZrVaLe7fv89fibfmfW+Mue9NQDcqEWOsyhG9Hj16BABGa5oUCoXeOtY8vvxjHz16ZPbzfPHFF5g9ezbi4+Px8ssvY+fOnRg7diy+/fZb/PHHH5XuEzGfpZ/NsWPH6g1C8euvv0KlUmHy5Ml6V37Hjh0LLy8v/PjjjwAAb29vAMDPP/+Mhw8fGi0L9z26c+dOaLVas/fBnMdt2bIFzZs3R7NmzfQ+O0899RQA8J+dHTt2QKvVYtasWQZXsq35njp58iTu3r2LN954g3+fA7oa5mbNmvGvT3nm/MYaU/53l/ttiI6OxsOHD/H3339bXPaKSkpK8MILL8DX1xcbN27Uex9U/C0xdSv/G2PJ94Ex5j7eku8oUndQUyU76dy5s9EfC1MUCgUCAgL0lvn6+uLBgwd6y3bt2oX3338f6enpUCqV/HJrvni5UFBUVGRwgs4xFS7Kj6rAefzxx/Htt9+afL4rV66AMWb0sQD4ZhLXrl0DAL75kBD69u0Lb29vbN68Gb179waga6bUrl07PP744wCAq1evgjGGmTNnYubMmUa3c/fuXb3AZExYWJhBFbS1GjZsaLCs/Pvi3r17KCwsFPS1unHjBpo0aWLw485Ve9+4caPSMnIhouJ715ihQ4ciMTERaWlpiImJQWlpKbZv345+/frphZH169fjk08+wd9//42ysjJ+ecWRy6xl7nvTEtzJRvnPKae0tFRvHWseX/6xrq6uVj8PAEydOhVr167Fr7/+iieffLLSdYl5LP1sVnwvc5+zpk2b6i2XyWRo3Lgxf3+jRo2QmJiIxYsX45tvvkF0dDSef/55/Pe//+VDxZAhQ/D555/j1VdfxfTp09G7d2/Ex8dj4MCBBp/z8sx53JUrV3Dp0iWD3y/O3bt3Aei+18ViMVq0aGHW61EVU68PADRr1gy//fab3jJzf2ONuXjxIt577z3s37/f4CJaQUGBpUU3MHbsWFy7dg1Hjx41GGnNmt8SW78PzH28Jd9RpO6g4FBDmDPc6ZEjR/D888+jR48e+PTTTxESEgIXFxesW7cOaWlpFj9n8+bNsWPHDpw7dw49evQwug43hr4QX/ZarRYikQi7d+82ur+VtQe1lVwuR1xcHLZv345PP/0UOTk5+P3337FgwQK98gHAW2+9ZbKG4LHHHrOpHKYCnkajMbrc1PuC1aD5NWwpY2BgIP7zn//gu+++w8qVK/HDDz+gqKgIw4cP59f5+uuvMWrUKMTFxWHatGkIDAyERCJBcnIyHzJNMff1tsd7s169epDL5bhz547BfdyyyoZADQkJ0Vu34uPLPzYkJMRobZg5zwOA7/9w//79Stcj9mPLSdYnn3yCUaNGYefOnfjll18wceJEJCcn448//kBYWBhcXV1x+PBhHDhwAD/++CP27NmDzZs346mnnsIvv/xi8jNszuO0Wi1at26NxYsXG91G+b41jmTNkOKAbj6Dnj17wsvLC/PmzUNkZCQUCgVOnz6Nd955x6IaHGOWLl2KjRs34uuvvzbaXys7O9us7Xh7e/PvoZCQEBw4cACMMb3vQHO/D0JCQsz63ir/HVXxON+5c4fvU0HqFgoOtch3330HhUKBn3/+Wa9qcN26dVZt79lnn0VycjK++uoro8FBo9EgLS0Nvr6+6Natm959V65cMVj/n3/+MZgjoLzIyEgwxtCoUSP+Kr+p9QDgwoULlV5tsbSWZciQIVi/fj327duHS5cugTHGN1MCgMaNGwPQXV0WqsagIl9fX+Tn5xssr3gV31wBAQHw8vLChQsXKl3PktcqPDwc586dg1ar1bsayVXJh4eHW1VWU4YPH449e/Zg9+7dSEtLg5eXF5577jn+/q1bt6Jx48bYtm2b3n7Mnj27ym2b+3qb+960hFgsRuvWrXHy5EmD+44fP47GjRtX2kywVatWkEqlOHnyJAYPHswvV6lUSE9P11vWrl07HDhwAIWFhXodpI8fP87fXxmuuYapq8bEcuZ+Nk3hPmeXL1/mv5sA3fHPyMgw+I5q3bo1Wrdujffeew9Hjx5Ft27dsHr1arz//vsAdO/H3r17o3fv3li8eDEWLFiAd999FwcOHKj0+66qx0VGRuLs2bPo3bt3pd8zkZGR0Gq1+Ouvvyp9P5r7XVX+9eGaRXEuX74s2PfUwYMHkZeXh23btun9TmZkZBisa+lv0pEjR/DWW29h8uTJehdLyuNOzquybt06fu6Ldu3a4fPPP8elS5f0LvqZ+33Qrl07HDlyxOA34Pjx43Bzc+O/I7ntnDx5Ui8k3L59G7du3cK4cePMKjupXaiPQy0ikUggEon0rpZev35db9QKS0RFRSE2Nhbr1q3Drl27DO5/99138c8//+Dtt982uBq2Y8cOvSucJ06cwPHjx9GvXz+TzxcfHw+JRIK5c+caXI1mjCEvLw8A0L59ezRq1AgpKSkGJ33lH+fu7g4ARk8MjYmNjUW9evWwefNmbN68GZ07d9ZrHhAYGIiYmBh89tlnRq+23Lt3z6znqUxkZCQKCgr0ZkO+c+cOtm/fbtX2xGIx4uLi8MMPPxg9QeVeL0teq2eeeQbZ2dnYvHkzv0ytVmP58uXw8PAwGJnKVnFxcXBzc8Onn36K3bt3Iz4+Xq/NMnelsPyxP378OI4dO1blts19vc19bwLg2zWbM9rJwIED8eeff+odm8uXL2P//v18Hw7O33//jZs3b/J/e3t7IzY2Fl9//TXfZBAANmzYgOLiYr3HDxw4EBqNBmvWrOGXKZVKrFu3Dl26dOGvBhYWFho0K2CM8SeX1vbFIYbM/WyaEhsbC5lMhmXLlumt+8UXX6CgoIAfRa+wsNBglt7WrVtDLBbzx9pYTRJ30mesmQnHnMcNHjwYWVlZWLt2rcG6jx494keIiouLg1gsxrx58wyu0lf8Xjfne6pjx44IDAzE6tWr9fZh9+7duHTpksWjDJpi7PtHpVLh008/NVjX3d3d7KZLd+7cweDBg9G9e3d+ZCZjrOnjMGDAALi4uOiVkTGG1atXo379+oiKitIrR8UmoAMHDkROTg62bdvGL8vNzcWWLVvw3HPP8RcuW7ZsiWbNmmHNmjV65yWrVq2CSCTCwIEDzXotSC1TjR2xnYIt8zhUVHHkl3379jEALDo6mq1atYrNnTuXBQYGsjZt2hiMyGPuBHC3b99mzZs3Z2KxmP33v/9ln332GVu2bBmLiYlhANiQIUP0Rnjgyt+6dWsWERHBPvzwQzZv3jxWr1495ufnx27fvm2y/IwxlpyczACwqKgo9tFHH7FVq1axt99+mzVp0kRv8qo9e/YwFxcXFh4ezubMmcM+++wzNmXKFPb000/z63z77bcMAHv55ZfZ119/zTZu3MjfBxOj3rz66qvMw8ODiUQi9sknnxjcf/HiRebr68v8/PzY9OnT2Zo1a9j8+fPZM888w9q0aVPl64kq5nHIzc1l7u7urHHjxiwlJYUtWLCANWjQgLVv397oqErGtlXx2N66dYsFBwczNzc3NnnyZPbZZ5+xOXPmsJYtW/KjUt25c4dJJBL25JNPstTUVLZx40aWk5PDGDMcVenhw4esefPmTCaTsalTp7Lly5fzY5Rz82gwVvlkgKZef1NeeuklfnSQvXv36t335ZdfMgDs+eefZ5999hmbPn068/HxYS1btjQYwaTi81ryepv73jR3VCXGGCssLGSRkZEsMDCQffTRR2zJkiWsQYMGLDQ0lN29e9eg7BVHkzl16hSTy+XsiSeeYKtWrWLvvvsuUygUep8DzqBBg/h5Hz777DMWFRXFpFIpO3TokF7Zg4OD2ZQpU9jKlSvZokWLWLdu3RgANm7cuCr3h1jGnM9mZb8Z3Hfo008/zVasWMHefPNNJpFIWKdOnZhKpWKMMbZ9+3ZWv359NnnyZPbpp5+yZcuWsU6dOjEXFxd27NgxxhhjkyZNYk888QR777332Nq1a9kHH3zA6tevz8LCwvTmeqjInMdpNBr2zDPPMJFIxIYOHcqWL1/OUlJS2Ouvv87q1aunt18zZ87kP2OLFi1iy5cvZyNGjNAb5eeNN95gIpGIzZ8/n23cuJHt27ePMWZ8HgfutevSpQtLSUlhSUlJzM3NjUVEROiNyGfub6wxubm5zNfXl4WHh7NPPvmELV68mD3xxBOsbdu2BuX56KOP+NEF09LS2Pfff29yuwMHDmQSiYQtXryYbdiwQe929uzZSstkjmnTpvGf67Vr17L+/fszAOybb77RW48bcSojI4Nfplar2ZNPPsk8PDzY3Llz2cqVK1nLli2Zp6enwUhwP/zwAxOJROypp55ia9asYRMnTmRisZiNHTvW5n0gNRMFB4HZMzgwxtgXX3zBmjRpwuRyOWvWrBlbt26d0fXMDQ6MMVZUVMT/mLm6ujJPT0/WrVs3lpqaqjdMXvnyf/zxx+yTTz5hDRo0YHK5nEVHRxt82Zn6Uv7uu+9Y9+7dmbu7O3N3d2fNmjVjEyZMYJcvX9Zb77fffmP/+c9/mKenJ3N3d2dt2rTRG4ZUrVazN998kwUEBDCRSKT3XKZO7Pbu3csAMJFIxDIzM42+HteuXWMjRoxgwcHBzMXFhdWvX589++yzbOvWrVW+llUFB8Z0Eyq1atWKyWQy1rRpU/b1119XOgFcRcaO7Y0bN9iIESNYQEAAk8vlrHHjxmzChAl6w5iuXbuWNW7cmEkkEr0fPFMTwI0ePZr5+/szmUzGWrdurfeeZUzY4MAN8xcSEmJ0qMYFCxaw8PBw/iR6165dRodaNfa85r7ejJn33rQkODDGWGZmJhs4cCDz8vJiHh4e7Nlnn2VXrlwxWM9YcGCMsSNHjrCoqCimUChYQEAAmzBhAj8kbnmPHj1ib731FgsODmZyuZx16tSJHzaR8++//7JBgwaxiIgIplAomJubG+vQoQNbvXq1wWedCKOqz2ZVvxkrVqxgzZo1Yy4uLiwoKIiNHz9e76T433//ZWPGjGGRkZFMoVCwevXqsV69erFff/2VX2ffvn1swIABLDQ0lMlkMhYaGsqGDRvG/vnnn0rLbu7jVCoV+/DDD1nLli2ZXC5nvr6+rEOHDmzu3LkGkxJ++eWX7IknnuDX69mzp97FguzsbNa/f3/m6emp95kwNQHc5s2b+e3Vq1ev0gngKjInODDG2O+//86efPJJ5urqykJDQ9nbb7/Nfv75Z4PyFBcXs5deeon5+PgwoPIJ4IxNGMfdbJ0AjjFdoOO+N2UyGWvZsqXeENscY8GBMcbu37/PXnnlFebn58fc3NxYz549Tb5Ht2/fztq1a8fkcjkLCwtj7733Hh9sSd0jYqwG9bIkdcrMmTORnJxsUI1OCCGEEEJqH+rjQOzmzp07lc6WTQghhBBCag8aVYkI7t9//8X27duxZcsWPPvss44uDiGEEEIIEQDVOBDBHT58GHPnzkXPnj1Nju1NCCGEEEJqF+rjQAghhBBCCKkS1TgQQggh1WjVqlVo06YNvLy84OXlha5du2L37t2OLhYhhFSJggMhhBBSjcLCwrBw4UKcOnUKJ0+exFNPPYUBAwbg4sWLji4aIQ5z+PBhPPfccwgNDYVIJNKb3LasrAzvvPMOWrduDXd3d4SGhmLEiBG4ffu24wrspKipkhFarRa3b9+Gp6enxVPIE0KIM2KMoaioCKGhoRCL6ZqUperVq4ePP/4Yr7zySpXr0m8UEYqtn9vS0lKoVCqT98tkMigUCrO2tXv3bvz+++/o0KED4uPjsX37dsTFxQEACgoKMHDgQIwdOxZt27bFgwcPMGnSJGg0GqMzsxP7oVGVjLh9+zYaNGjg6GIQQkitk5mZibCwMEcXo9bQaDTYsmULSkpK0LVrV7Mec/v2bSxfvhxSqe4nXCKRGGzTGMYYHjx4AHtcL5RKpXx5AECpVNrleSojEokgl8v5v9VqtUPmEZLJZPxJuFarrfTEWmgikQi+vr6QSCR6oVKr1Zo8HgsWLLDqc1taWgpXV9dK1wkODkZGRoZZ4aFfv37o16+f0fu8vb2xd+9evWUrVqxA586dcfPmTTRs2ND8ghObUHAwwtPTE4DuB9DLy8vBpSGEkJqvsLAQDRo04L8/SeXOnz+Prl27orS0FB4eHti+fTtatGhhdF2lUgmlUsn/zRiDVCqFm5sbxGIxNBoNHxYkEolBkCj/uIiICJP320Kr1SIvLw+A7sTZ29tb8OcwR0FBAX+i7ufn55DaL5VKhYKCAgC6E16ZTFZtz63RaJCbmwvGmF5oMnWCr9VqAcCqz605gSg7Oxu5ubl651JyuVwv4FmroKAAIpEIPj4+Nm+LmI+CgxFcSuc6rhFCCDEPNZ0xT9OmTZGeno6CggJs3boVI0eOxKFDh4yGh+TkZMydO1dv2YwZMyAWiyESiaDVavnXXavVGlz955ZrtVrI5XLBT2S50ODi4gK5XI7S0lJoNJpqD5FFRUXQarXw8PCAUqnEo0ePqj08qFQq5Ofn8yfqDx8+hJubW7WFB+5kXqPRQCQS8e8P7thXVFZWBsC2zy33PBUxxsAYM2jBMXv2bMyZM8fq5wN0tR3vvPMOhg0bRudp1YwaohJCCCHVTCaT4bHHHkOHDh2QnJyMtm3bYunSpUbXTUpKQkFBAX/LzMwE8L9mMCKRCAqFAgqFAiKRCCqVqtqa6HChoaysDP7+/vDz84OXlxcKCwtRVFRULWUAdKGhsLAQXl5e8PPzg7+/P8rKypCXl8dfVbc3lUqF3NxcuLi4wN/fH/7+/nBxcUFubm61NVfSarXQaDRgjEEmk8HV1RVSqRRqtVqv1kpIXHAwdgN0rTfKv3+TkpJser6ysjIMHjwYjDGsWrVKiF0gFqAaB0IIIcTBtFqtyRM7Y007RCIR1Go1xGIx5HI5f1VdLpdDqVTyJ6oVax6ELnP50MBdVedqGgoLC/X+tpfyoYF7LplMBn9/f+Tm5iIvL8/uNQ/lQ0P55/Lz80NeXh5yc3P1XiN70Gq1yM/P50MDd+y59w4XJoVoJlQeV/NVEWMMWq1W0NYbXGi4ceMG9u/fT7UNDkDBQUgaDXDkCHDnDhASAkRHA3ZoS0oIIaT2SkpKQr9+/dCwYUMUFRUhLS0NBw8exM8//2z2NsoHhfInxFyQsHd4MBUaONUVHoyFBk51hQdToQHQHY/qCA/c8VCr1ZBKpQb9WOwZHkw1VRIaFxquXLmCAwcOwM/Pz+7PSQxRcBDKtm3ApEnArVv/WxYWBixdCsTHO65chBBCapS7d+9ixIgRuHPnDry9vdGmTRv8/PPP+M9//mPRdlxcXIyeCBsLD0KeMFcVGjj2Dg+VhQaOvcNDZaGBY+/wUP54+Pr6Ijc31+h69goPQgWH4uJiXL16lf87IyMD6enpqFevHkJCQjBw4ECcPn0au3btgkajQXZ2NgDdUMbV2QHd2VFwEMK2bcDAgUDFoc6ysnTLt26l8EAIIQQA8MUXX9i8Da7zqykVw4OLi4sgJ3fmhgaOvcKDOaGBY6/wYE5o4NgrPFQ8HlWpGB6EeB2ECg4nT55Er169+L8TExMBACNHjsScOXPw/fffAwDatWun97gDBw4gJibG5ucn5qHgYCuNRlfTYGx8ZMYAkQiYPBkYMICaLRFCCKk2xsKDLSwNDRyhw4MloYEjdHiwJDRwhA4Pxo6HOZ2wy4eHmhQcYmJiKp37g+YrrhloVCVbHTmi3zypIsaAzEzdeoQQQkg14sID15maG37TUtaGBo6np6cgoy1ZExo4XHiwdbQla0IDhwsPto62ZOvxkMvlkEqlgow4JRaLTd5I3UNH1VZ37gi7HiGEECKg8uHhwYMHFp+s2nqSyrE1PNgSGji2hgdbQgPH1vAg1PGo2LHeWlUNx0rqFgoOtgoJEXY9QgghRGAikQgSiQRSqdSik1WhTlI51oYHIUIDx9rwIERo4FgbHoQ+HkKMuEXBwblQcLBVdLRu9CRTHxCRCGjQQLceIYQQ4iBisRg+Pj5mn6wKfZLKsTQ8CBkaOJaGByFDA8fS8GCv42ErCg7OhYKDrSQS3ZCrgGF44P5OSaGO0YQQQhzO3JNVe5+kmhse7BEaOOaGB3uEBk5NOR62oODgXCg4CCE+Xjfkav36+svDwmgoVkIIITVKVSer1XWSWlV4sGdo4FQVHuwZGjg15XhYizpHOxc6qkKJjweuXwcOHADS0nT/ZmRQaCCEEFLjmDpZre6TVFPhoTpCA8dUeKiO0MCpKcfDGlTj4FxoHgchSSQATUJCCCGkFqg4r4Cfnx8KCwur/SS14jwP3P+rIzRwKs7z4OXlhby8vGoJDZyacjysYSwk0LwLdRPVOBBCCCFOijtZLT/akiNOUsvXPFR3aOBw4YGraZBKpdUWGjg15XhYgmocnAvVOBBCCCGEEKuYCgkUHOomh9c4rFy5EhEREVAoFOjSpQtOnDhhct2LFy/ixRdfREREBEQiEVJSUgzWSU5ORqdOneDp6YnAwEDExcXh8uXLdtwDQgghpHbi2tCr1Wr+yrYtMxpbq3yfBiFmmLYGV9PA1Tyo1WqbZpi2Rk05HpagztHOxaFHdfPmzUhMTMTs2bNx+vRptG3bFn369MHdu3eNrv/w4UM0btwYCxcuRHBwsNF1Dh06hAkTJuCPP/7A3r17UVZWhqeffholJSX23BVCCCGkVqnY8VYul9s0o7G1KnaEtnWGaWtU7Agtl8ttmmHaGjXleFiKmio5F4cGh8WLF2Ps2LEYPXo0WrRogdWrV8PNzQ1ffvml0fU7deqEjz/+GEOHDoVcLje6zp49ezBq1Ci0bNkSbdu2RWpqKm7evIlTp07Zc1cIIYSQWsPUaD3WzmhsLVOjJ1VneDA1epK1M0xbo6YcD2tQcHAuDgsOKpUKp06dQmxs7P8KIxYjNjYWx44dE+x5CgoKAAD16tUTbJsW02iAgweBjRt1/2o0jisLIYQQp1bVEJ/VdbJa1ZCr1REeqhpytTrCQ005Htai4OBcHBYccnNzodFoEBQUpLc8KCgI2dnZgjyHVqvF5MmT0a1bN7Rq1crkekqlkh/JgbsJZts2ICIC6NULeOkl3b8REbrlhBBCSDUyd14Ae5+smjtPgz3Dg7nzNNgzPNSU42ELCg7OpU73XJkwYQIuXLiATZs2VbpecnIyvL29+VuDBg2EKcC2bcDAgcCtW/rLs7J0yyk8EEIIqSZarRb5+flmzwtgr5NVSyd3s0d4sHRyN3uEB0snd6up4YE6RzsXhx1Vf39/SCQS5OTk6C3Pyckx2fHZEgkJCdi1axcOHDiAsLCwStdNSkpCQUEBf8vMzLT5+aHRAJMmAcYmQOGWTZ5MzZYIIYTYHWMMGo1Gb7Qecwh9smrtjNBChgdrZ4QWMjxYOyO00MdDrVbb9HiAahycjcOCg0wmQ4cOHbBv3z5+mVarxb59+9C1a1ert8sYQ0JCArZv3479+/ejUaNGVT5GLpfzQ8BxN5sdOWJY06BfUCAzU7ceIYQQYidarRZKpRKMMfj6+lo8mZhQJ6vWhgaOEOHB2tDAESI8WBsaOEIdD6VSKUjNCQUH5+LQeqTExESsXbsW69evx6VLlzB+/HiUlJRg9OjRAIARI0YgKSmJX1+lUiE9PR3p6elQqVTIyspCeno6rl69yq8zYcIEfP3110hLS4Onpyeys7ORnZ2NR48eVe/O3bkj7HqEEEKIhcqHBqlUChcXF6u2Y+vJqq2hgWNLeLA1NHBsCQ+2hgaOrcdDqVRCrVYL0pyIgoNzcejM0UOGDMG9e/cwa9YsZGdno127dtizZw/fYfrmzZt6b+rbt2/jiSee4P9etGgRFi1ahJ49e+LgwYMAgFWrVgEAYmJi9J5r3bp1GDVqlF33R09IiLDrEUIIIRYoHxpkMpnNJ3LcyWpeXh5yc3PNPvEVKjRwuG1wA5mYs02hQgOHCw+5ubnIy8sza5tChQaOseNhDi40SKVSQYID9WdwLg4NDoCuL0JCQoLR+7gwwImIiAAz1megnKrurzbR0UBYmK4jtLEyiUS6+6Ojq79shBBCajWJRFLp713F0CAWiwVplmJpeBA6NHAsCQ9ChwaOJeFB6NDAqXg8vL29K12/fGiQy+UoKyuzuQymaheoxqFuoohoLxIJsHSp7v8VPzzc3ykpuvUIIYQQC5WVlRkNAxVDg1Qq7DVCc5vJ2Cs0cMxptmSv0MAxp9mSvUIDp/zxePDggcmAWDE0CIWaKjkXCg72FB8PbN0K1K+vvzwsTLc8Pt4x5SKEEFKrcSeHFTu42js0cKoKD/YODZzKwoO9QwOnsvBg79DA4Y6HVCqFWq2GpsKIjfYKDRwKDc6DgoO9xccD168DBw4AaWm6fzMyKDQQQoiTSk5ORqdOneDp6YnAwEDExcXh8uXLFm2D6+zMGOPDQ3WFBo6p8FBdoYFjLDxUV2jgGAsP1RUaOGKxGD4+PhCJRFCpVPxQq44IDRQe6i6H93FwChIJUKGzNiGEEOd06NAhTJgwAZ06dYJarcaMGTPw9NNP46+//oK7u7vZ2xGLxZBIJFCpVCgtLeWXV0doKF+G8m3s5XI5SktLqy00cMr3eVCpVFAqldUWGjjl+zzk5uYCgMXzZtiKe08wxqBSqfjmbPYKDdxzGnuNa0yfUyIoCg6EEEJINdqzZ4/e36mpqQgMDMSpU6fQo0cPi7bFBQSlUglANy9RdYUGDhce7ty5g9LSUigUimoNDRxPT0+9EFWdoYEjk8ng5+fHB4fqDA0csVjMBzjGGP+3vVDnaOdCTZUIIYQQByooKAAA1KtXz+LHarVavZFxTHWYtreSkhL+/0ql0uYZja3B1TQYK1N10Wq1/EhPgK4GxBHHo/x7gjEmyAzRplBTJedCwYEQQghxEK1Wi8mTJ6Nbt25o1aqV0XWUSiUKCwv1bgD4/g2MMcjlcsjlcr0+D9WlfJ+GkJAQm2c0tkb5Pg0hISE2zzBtjfJ9GgICAhAQEGDTDNPW4jpHS6VSuLq6GvR5EJpQweHw4cN47rnnEBoaCpFIhB07dujdzxjDrFmzEBISAldXV8TGxuLKlSsC7gkxBwUHR9NogIMHgY0bdf9WGAmBEEJI3TVhwgRcuHABmzZtMrlOcnIyvL29+VuDBg0A6K4ql+8ILZVKIZPJqjU8VOwIbeuMxtYw1hHalhmmrWGsI7QtM0xbq6SkBFqtFhKJBHK5nG+mZM/wIFRwKCkpQdu2bbFy5Uqj93/00UdYtmwZVq9ejePHj8Pd3R19+vTR699D7I+CgyNt2wZERAC9egEvvaT7NyJCt5wQQkidlpCQgF27duHAgQMICwszuV5SUhIKCgr4W2ZmJiT/PwdQxY7Q1RkeTI2eVJ3hobLRk6orPFQ2elJ1hoeioiIUFxdDLBbrlcHe4YHrHG3sZol+/frh/fffxwsvvGBwH2MMKSkpeO+99zBgwAC0adMGX331FW7fvm1QM0Hsi4KDo2zbBgwcCNy6pb88K0u3nMIDIYTUSYwxJCQkYPv27di/fz8aNWpU6fpyuRxeXl56NwB8LUNF1REeqhpytTrCgzlDrto7PJgz5Gp1hAfueHh4eBh9T9gzPFRHH4eMjAxkZ2cjNjaWX+bt7Y0uXbrg2LFjgj0PqRoFB0fQaIBJkwBjQ5VxyyZPpmZLhBBSB02YMAFff/010tLS4OnpiezsbGRnZ+PRo0dmb0Or1VZ6RbdieBByaExz52mwZ3iwZJ4Ge4UHS+ZpsGd4KH88KhvO117hoargULF/TvkO7ObKzs4GAAQFBektDwoK4u8j1YOCgyMcOWJY01AeY0Bmpm49QgghdcqqVatQUFCAmJgYhISE8LfNmzebvQ1zgoA9ah4sndzNHuHBmsndhA4P1kzuZo/wYM3xKB8ehChDVcGhQYMGen10kpOTbX5O4jg0j4Mj3Lkj7HqEEEJqjeqcGKv8PA8ajcamE0VrZ4SuOEmcLXMb2DIjdPlJ4sr/bSlbZoQuP0lcXl6eTXNN2HI85HI5P6O0raqaxyEzM5NvXgfAqjklgoODAQA5OTkICQnhl+fk5KBdu3YWb49Yj4KDI5R70wuyHiGEEKfDGDMrCIjFYri4uKCsrAz379+Hn5+fVSPeFBcXw8PDA3K53KqaAy8vLzx48AB3796Fr68vXFxcLHp8WVkZHjx4AKlUCi8vL6tOeuVyOdzc3JCfnw+1Wm3RTN2A7jV/8OAB1Go1fH19AcCq18Lb21vvtRDqeHAjbZnzvnBxcbGq2VBFVc0cXb5fjrUaNWqE4OBg7Nu3jw8KhYWFOH78OMaPH2/TtollKDg4QnQ0EBam6wht7MqTSKS7Pzq6+stGCCGkxuNOyiypQZBIJBCJRCgsLIRMJjP7ZFWtVqOsrAzu7u6QSCQ2DX/p6uoKlUqFkpISyGQys6+2a7VaqFQqyOVyyGQym054JRIJ3N3doVKpwBgze6ZtxhhUKhXEYjE8PDyg0WigsaEvooeHB1QqlaDHQ61WQ6vVmr0tIWYZF2rm6OLiYly9epX/OyMjA+np6ahXrx4aNmyIyZMn4/3330eTJk3QqFEjzJw5E6GhoYiLi7N1F4gFKDg4gkQCLF2qGz1JJNIPD9wHLSVFtx4hhBBSQX5+PsLDw6FQKMxav6ysDEqlEs888wy8vb3tXDriKAUFBfjpp58gl8vNqtERYg4EoYLDyZMn0atXL/7vxMREAMDIkSORmpqKt99+GyUlJRg3bhzy8/PRvXt37Nmzx+zPABGGVcFh37592LdvH+7evWtwtePLL78UpGB1Xnw8sHWrbnSl8h2lw8J0oSE+3mFFI4QQUrNptVq+87O5NBoNvL29Ua9ePTuWjDiaVCqFi4uLWe8NIUdWslVMTEyl/X9EIhHmzZuHefPm2fxcxHoWB4e5c+di3rx56NixI0JCQgQdp9fpxMcDAwboRk+6c0fXpyE6mmoaCCGEEFIrCFXjQGoHi4PD6tWrkZqaipdfftke5XE+EgkQE+PoUhBCCCGEWMxU52hrR4siNZvFwUGlUiEqKsoeZSGEEEIIIbUI1Tg4F4vj4Kuvvoq0tDTBCrBy5UpERERAoVCgS5cuOHHihMl1L168iBdffBEREREQiURISUmxeZuEEEIIIcQ6VU0AR+oWi2scSktLsWbNGvz6669o06aNQa/9xYsXm72tzZs3IzExEatXr0aXLl2QkpKCPn364PLlywgMDDRY/+HDh2jcuDEGDRqEKVOmCLJNQgghhBBiHapxcC4W1zicO3cO7dq1g1gsxoULF3DmzBn+lp6ebtG2Fi9ejLFjx2L06NFo0aIFVq9eDTc3N5MjM3Xq1Akff/wxhg4danLmQUu3WWNpNMDBg8DGjbp/bRgrmhBCCCHEHrg+DsZupO6xuMbhwIEDgjyxSqXCqVOnkJSUxC8Ti8WIjY3FsWPHasw2HWLbNuPDtC5dSsO0EkIIIaTGoBoH52JTHLx16xZulT+5tUBubi40Gg2CgoL0lgcFBSE7O7tat6lUKlFYWKh3c5ht23QTw1V8XbOydMu3bXNMuQghhBBCKqA+Ds7F4uCg1Woxb948eHt7Izw8HOHh4fDx8cH8+fMNJoOrLZKTk+Ht7c3fGjRo4JiCaDS6mgZjE6BwyyZPpmZLhBBCCKkRKDg4F4uDw7vvvosVK1Zg4cKFfN+GBQsWYPny5Zg5c6bZ2/H394dEIkFOTo7e8pycHAQHB1taLJu2mZSUhIKCAv6WmZlp1fPb7MgRw5qG8hgDMjN16xFCCCGEOBgFB+dicXBYv349Pv/8c4wfPx5t2rRBmzZt8MYbb2Dt2rVITU01ezsymQwdOnTAvn37+GVarRb79u1D165dLS2WTduUy+Xw8vLSuznEnTvCrkcIIYQQYkfUOdq5WNw5+v79+2jWrJnB8mbNmuH+/fsWbSsxMREjR45Ex44d0blzZ6SkpKCkpASjR48GAIwYMQL169dHcnIyAF3n57/++ov/f1ZWFtLT0+Hh4YHHHnvMrG3WaCEhwq5HCCGE/D+1Wu3oIpAaRoj3BHWOdi4WB4e2bdtixYoVWLZsmd7yFStWoG3bthZta8iQIbh37x5mzZqF7OxstGvXDnv27OE7N9+8eVMvsd6+fRtPPPEE//eiRYuwaNEi9OzZEwcPHjRrmzVadLRu9KSsLOP9HEQi3f3R0dVfNkIIIbVWSUkJysrKHF0MUoOoVCoUFBTYvB0KDs7F4uDw0UcfoX///vj111/55j/Hjh1DZmYmfvrpJ4sLkJCQgISEBKP3cWGAExERAWbshNqCbdZoEoluyNWBA3Uhofy+ch/AlBTdeoQQQogZioqKUFxcDHd3d0cXhdQQKpUKubm5kAhwPkHBwblY3ACtZ8+e+Oeff/DCCy8gPz8f+fn5iI+Px+XLlxFNV8JtFx8PbN0K1K+vvzwsTLec5nEghBBipqKiIhQWFsLDwwNSqcXXCkkdxIUGFxcXwfp0Usdo52HVt0hoaCg++OADoctCOPHxwIAButGT7tzR9WmIjqaaBkIIIQBgVgjgQoOXlxfkcjlKS0uroWSkJisfGvz8/AR5T5jqCE2do+sms4LDuXPn0KpVK4jFYpw7d67Sddu0aSNIwZyeRALExDi6FIQQQmogqVSKhw8fws3Nzej95UODp6cnVCpVNZeQOIqpJt0VQ4NQJ/bUVMm5mBUc2rVrh+zsbAQGBqJdu3YQiURG35gikQgampyMEEIIsSu1Wo2SkhLI5XJ4enrq3VcxNBDnolKpoFAoDJbZIzQAFBycjVnBISMjAwEBAfz/CSGEEOI4arUa7u7uKCwsBAA+IFBoIIwxPHjwAIGBgRCLxXYNDQAFB2djVnAIDw/n/3/jxg1ERUUZtK9Uq9U4evSo3rrEDjQa6vtACCEEbm5ukMvlfHgAQKGBQCaTobi4GHl5efDy8kJeXp7dQgNAwcHZWPwO6tWrl9GJ3goKCtCrVy9BCkVM2LYNiIgAevUCXnpJ929EhG45IYSQWuHw4cN47rnnEBoaCpFIhB07dli9LU9PT3h5eaGwsJBCAwGg65Ts6+vL1zRIpVK7hQbu+WjmaOdh8VFljBlNkXl5eTRGtD1t26ab3+HWLf3lWVm65RQeCCGkVigpKUHbtm2xcuVKRxeFEJsZG4qVhmStu8wejjX+/+cPEIlEGDVqFORyOX+fRqPBuXPnEBUVJXwJia550qRJxmeTZkw3OdzkybohXKnZEiGE1Gj9+vVDv379BNlW+T4NAAz6PBDno9VqUVhYCLlczjdVysvLo6ZKRBBmBwdvb28AuhoHT09PuLq68vfJZDI8+eSTGDt2rPAlJLo+DRVrGspjDMjM1K1HQ7gSQkidolQqoVQq+b+5cPDw4UMolUqD5kkUHpybSqXSa57k7++P3Nxcu4UHCg7OxezgsG7dOgBAREQEpk2bZnLsaGIHd+4Iux4hhJBaIzk5GXPnztVbNmHCBJSUlKBevXp6AYH7P4UH5yUSieDr68sHBJlMZtfwQMHBuVj8zhkxYgSysrIMll+5cgXXr18XokykopAQYdcjhBBSayQlJaGgoIC/ZWZmQiqVwt3d3WgwKN9huqioyAElJo4kk8kMTtq58FBWVoa8vDxotVrBno86RzsXi4/qqFGjcPToUYPlx48fx6hRo4QoE6koOhoIC9P1ZTBGJAIaNNCtRwghpE7h2qqXv6nV6kpr/ik8OC9TV/rtFR6oc7RzsTg4nDlzBt26dTNY/uSTTyI9PV2IMpGKJBJg6VLd/yt+ELm/U1KoYzQhhDgJtVpd5Trlw0NJSUk1lIrUdPYID0IEB41Gg5kzZ6JRo0ZwdXVFZGQk5s+fD2ZsUBjiUGb3ceCIRCKjVy8KCgqg0WgEKRQxIj4e2LpVN7pS+Y7SYWG60PD/o14RQgip2YqLi3H16lX+74yMDKSnp6NevXpo2LChoM/FNWXKz8+nIdMJAP0+D2VlZTZvT4g+Dh9++CFWrVqF9evXo2XLljh58iRGjx4Nb29vTJw40eYyEuFYHBx69OiB5ORkbNy4EZL/v8Kt0WiQnJyM7t27C15AUk58vG7IVZo5mhBCaq2TJ0/qTZiamJgIABg5ciRSU1MFfz5PT0+o1WqoVCrBt01qJy485OTk2LwtkUhktD+DJcHh6NGjGDBgAPr37w9ANxDPxo0bceLECZvLR4RlcXD48MMP0aNHDzRt2hTR/9+m/siRIygsLMT+/fsFLyCpQCKhIVcJIaQWi4mJqfYmGO7u7tTsg+iRyWT8UPu2EKLGISoqCmvWrME///yDxx9/HGfPnsVvv/2GxYsX21w+IiyLg0OLFi1w7tw5rFixAmfPnoWrqytGjBiBhIQE1KtXzx5lJIQQQoiNpFKLf/JJHSfEe6Kq4MANDcyRy+V6kwgDwPTp01FYWIhmzZpBIpFAo9Hggw8+wPDhw20uHxGWVe+Y0NBQLFiwQOiyEFtoNNSEiRBCCCHVqqrg0KBBA73ls2fPxpw5c/SWffvtt/jmm2+QlpaGli1bIj09HZMnT0ZoaChGjhxpt7ITy1kVHPLz83HixAncvXvXoEf+iBEjBCkYscC2bcY7TS9dSp2mCSGEEGI3VQWHzMxMeHl58csr1jYAwLRp0zB9+nQMHToUANC6dWvcuHEDycnJFBxqGIuHY/3hhx/QsGFD9O3bFwkJCZg0aRJ/mzx5ssUFWLlyJSIiIqBQKNClS5cqO8Js2bIFzZo1g0KhQOvWrfHTTz/p3V9cXIyEhASEhYXB1dUVLVq0wOrVqy0uV62xbRswcKB+aACArCzd8m3bHFMuQgghpA6hPiLGVTUBXMU5SIwFh4cPHxp0sJZIJIJOVEeEYXFwmDp1KsaMGYPi4mLk5+fjwYMH/O3+/fsWbWvz5s1ITEzE7Nmzcfr0abRt2xZ9+vTB3bt3ja5/9OhRDBs2DK+88grOnDmDuLg4xMXF4cKFC/w6iYmJ2LNnD77++mtcunQJkydPRkJCAr7//ntLd7Xm02h0NQ3Gvsy4ZZMn69YjhBBCiMXUajXOnj2Ll19+GStXrnR0cWocIeZxeO655/DBBx/gxx9/xPXr17F9+3YsXrwYL7zwgh1LTqxhcXDIysrCxIkTK52x0lyLFy/G2LFjMXr0aL5mwM3NDV9++aXR9ZcuXYq+ffti2rRpaN68OebPn4/27dtjxYoV/DpHjx7FyJEjERMTg4iICIwbNw5t27atm0N6HTliWNNQHmNAZqZuPUIIIYSYRavV4t69e3Bzc4OLiwvatWuHb775BgkJCQgODjZ5gdMZCREcli9fjoEDB+KNN95A8+bN8dZbb+G1117D/Pnz7VhyYg2L+zj06dMHJ0+eROPGjW16YpVKhVOnTiEpKYlfJhaLERsbi2PHjhl9zLFjx/jxrsuXZ8eOHfzfUVFR+P777zFmzBiEhobi4MGD+Oeff7BkyRKbylsj3bkj7HqEEEKIk1OpVJgyZQrS0tLw6NEjg/tzcnIwcOBAHD58mF9myUmyPfn6+mLw4MF49OiRWZO7ubi42PycQgzH6unpiZSUFKSkpNhcHmJfFgeH/v37Y9q0afjrr7/QunVrgzfd888/b9Z2cnNzodFoEBQUpLc8KCgIf//9t9HHZGdnG10/Ozub/3v58uUYN24cwsLCIJVKIRaLsXbtWvTo0cNkWZRKJZRKJf93xaHDaqyQEGHXI4QQQpyMRqPByZMn8frrryM9Pd2sxxw5cgQ5OTkG5yTOSIjgQGoPi4PD2LFjAQDz5s0zuE8kEkHj4Pb0y5cvxx9//IHvv/8e4eHhOHz4MCZMmIDQ0FDExsYafUxycjLmzp1bzSUVQHS0bvSkrCzj/RxEIt39/z9RHyGEEEJ0GGPIy8tDw4YNjdYsVKV9+/b4999/jXb2dSblO0JXXE7qHouDg1A93P39/SGRSAymO8/JyUFwcLDRxwQHB1e6/qNHjzBjxgxs376dn7a8TZs2SE9Px6JFi0wGh6SkJL0mUIWFhQbjDtdIEoluyNWBA3UhoXx44JJ+SgrN50AIIaROY4zh4cOH+Pzzz3Hp0iVkZGRApVKhrKwMYrEYEokEKpUKeXl5uHbtGtRqtc3Pefv2bSgUCodfMHU0qnFwLg6bRlImk6FDhw7Yt28f4uLiAOhCyb59+5CQkGD0MV27dsW+ffv0hn3du3cvunbtCgAoKyvjvyTKq2pIL2OzGNYa8fHA1q3G53FISaF5HAghhNRpjDGcOHEC48aNw8WLF8EY44dOrY4hVL/66iu7P0dNRsHBuVgcHIw1USpv1qxZZm8rMTERI0eORMeOHdG5c2ekpKSgpKQEo0ePBqCbTK5+/fpITk4GAEyaNAk9e/bEJ598gv79+2PTpk04efIk1qxZA0A3VnDPnj0xbdo0uLq6Ijw8HIcOHcJXX32FxYsXW7qrtUd8PDBgAM0cTQghxOlcv34dffv2RX5+vkOe//XXX3fI89YUFByci8XBYfv27Xp/l5WVISMjA1KpFJGRkRYFhyFDhuDevXuYNWsWsrOz0a5dO+zZs4fvbHTz5k292oOoqCikpaXhvffew4wZM9CkSRPs2LEDrVq14tfZtGkTkpKSMHz4cNy/fx/h4eH44IMP6v4HWyIBYmIcXQpCCCGkWjVp0sShzYXKD67ijCg4OBeLg8OZM2cMlhUWFmLUqFFWTdSRkJBgsmnSwYMHDZYNGjQIgwYNMrm94OBgrFu3zuJy1FkaDdVEEEIIqbOz8Dp7HwNbCHFyLxKJjHaEpuBQNwnS5d3Lywtz587FzJkzhdgcEcq2bUBEBNCrF/DSS7p/IyJ0ywkhhDiNsrIyqFQqRxdDcPfu3XN0EWotkUgEX19fQbZj6wRwpPYQbKysgoICFBQUCLU5Yqtt23SjLVWcWTorS7ecwgMhhDgFlUqFBw8e1MkTuaZNmzq6CLWSSCTiR7cUYlsUHJyHxU2Vli1bpvc3Ywx37tzBhg0b0K9fP8EKRmyg0ehGWTI2mgRjuqFaJ0/WdaimZkuEEFJnqVQq5ObmQiqVQiaTObo4PMaYzSeWcrm8Ttai2BsXGqRSKR48eCDI9qiPg/OwODgsWbJE72+xWIyAgACMHDkSSUlJghWM2ODIEcOahvIYAzIzdetRh2pCCKl1zDkp40KDi4sLvLy8alQn3mnTpmHRokVVrpednY0jR45AoVDgueee07uPQoPlyoeG3NxcwbZJwcF5mBUczp07h1atWkEsFiMjI8PeZSK2unNH2PUIIYTUKHK5vNJJzMqHBj8/P0EmPBPS4sWLKw0O9+/fR6dOnfDvv//yy1q3bo3ff/8dnp6e1DTaChVDQ1lZGVxcXGzeLs0c7VzMOqpPPPEEn0wbN26MvLw8uxaK2CgkRNj1CCGE1CharRYFBQVGr7pXDA018QSOMWa0BiQ3NxcymQx+fn56oQEAzp8/Dy8vL8jlcvj4+FRTSWsfqdTwmrCx0CAU6uPgXMyqcfDx8UFGRgYCAwNx/fr1OjukW50RHa2bOTory3g/B5FId390dPWXjRBCiM1UKhXu3LmDnJwcvRNBFxcX+Pv7Q61WIzc3l5852cXFBa6urkhKShKkXbsQZs+ejYULF+otq1+/fpUntdREqXJSqRTu7u78hHj2DA3c9qmpkvMw6zLEiy++iJ49e6JRo0YQiUTo2LEjGjdubPRGagCJBFi6VPf/ih9c7u+UFOoYTQghtdiDBw+gVqvh7+8PFxcXk6Ghpvrwww/Rvn175OfnY9euXfDw8KBQIAC1Wg0PDw94enraPTQAVOPgbMyqcVizZg3i4+Nx9epVTJw4EWPHjoWnp6e9y0ZsER8PbN2qG12pfEfpsDBdaIiPd1jRCCGE2I4xhtzcXPj7+yMwMBDA/5op1fTQwDlz5gyCgoJQVlZWa8pc06nVahQXF8PLywteXl7QarV2Cw0A9XFwNmaPqtS3b18AwKlTpzBp0iQKDrVBfLxuyFVTM0fTrNKEEFKrMcZQWFgIf39/AEBhYWGtOwGvC7UMNeU1v3//PrZs2QK5XM73TVUoFOjYsaPR9R8+fIivvvrKpuesTU2VtFotUlNTMWbMGEcXpdayOA6uW7eOQkNtIpHohlwdNkz3LxcMaFZpQghxqJUrVyIiIgIKhQJdunTBiRMnLN6Gi4sL6tWrh7KyMpSVlaFevXqCjJRDai/GGD/hn0KhQGlpKYqKiuz2fLWpqZJYLMZnn33m6GLUalSP5IxoVmlCCMHIkSNx+PBhhzz35s2bkZiYiNmzZ+P06dNo27Yt+vTpg7t375q9DalUyvdpuHfvHu7du6fX54E4J5VKxb8P/Pz84OXlhcLCQruFh9oUHACgY8eOWLFihaOLUWtRcHA2Vc0qDehmldZoqrVYhBBS3QoKChAbG4smTZpgwYIFyMrKqrbnXrx4McaOHYvRo0ejRYsWWL16Ndzc3PDll1+a9XiRSARfX1+9jtBcnwcKD86NMQZfX19+pnBPT0+7hofaFhxu3bqFxYsXIyIiAi+99BKSk5Oxa9cuRxer1qDg4GwsmVWaEELqsB07diArKwvjx4/H5s2bERERgX79+mHr1q1260gK6K4Inzp1CrGxsfwysViM2NhYHDt2zGB9pVKJwsJCvZtcLodGozHoCE3hgchkMoPjbs/wwHWONnariXbu3Il///0XFy5cwKRJkxAQEIBff/3V0cWqNWrmUSX2Q7NKE0IILyAgAImJiTh79iyOHz+Oxx57DC+//DJCQ0MxZcoUXLlyRfDnzM3NhUajQVBQkN7yoKAgZGdnG6yfnJwMb29v/tagQQNotVo8ePDAaKdcCg/OzdQJuz3DQ02ubYiNjcXu3bsNlru5uaFLly549dVXkZKSUv0Fq6WsCg4bNmxAt27dEBoaihs3bgAAUlJSsHPnTkELR+yAZpUmhBADd+7cwd69e7F3715IJBI888wzOH/+PFq0aIElS5Y4tGxJSUkoKCjgb5mZmVCpVJWO5FMxPBibTZg4H3uEh5reVOnkyZOIiIgAAP6cFQA+//xzvPzyyw4qVe1lcXBYtWoVEhMT8cwzzyA/Px+a/28L7+PjQ4mtNuBmlTb1gRaJgAYNaFZpQkidV1ZWhu+++w7PPvsswsPDsWXLFkyePBm3b9/G+vXr8euvv+Lbb7/FvHnzBH1ef39/SCQS5OTk6C3PyclBcHCwwfpyuZwfk5+7maN8ePD19a0xJ3LEscqHh4cPH9q8vZoeHFQqFT8aaOvWrfHvv/8CAKKiorBv3z5HFq1Wsjg4LF++HGvXrsW7774LSbkx/zt27Ijz588LWjhiBzSrNCGEAABCQkIwduxYhIeH48SJEzh58iRef/11vRPzXr16wcfHR9Dnlclk6NChg95Ji1arxb59+9C1a1dBn4sLDxqNBnK5XNBtk9qLCw8lJSU2b6umB4cmTZrgxIkTKCgoQElJCQoKCgDoXoP79+87uHS1j8XBISMjA0888YTBcrlcLsgbkFQDblbp+vX1l4eF6ZbTrNKEECewZMkS3L59GytXrkS7du2MruPj44OMjAzBnzsxMRFr167F+vXrcenSJYwfPx4lJSUYPXq04M/Fjeuv1WoF3zapvTw9PeHu7m7zdmp65+g333wTY8eOxVNPPYU2bdrgiy++AAAcOXLEoJ8RqZrFjR4bNWqE9PR0hIeH6y3fs2cPmjdvLljBiJ1VNqs0zShNCHECjmzfPGTIENy7dw+zZs1CdnY22rVrhz179tjtRIYxVidmaK6pasrVdV9fXwwePBiPHj0ya2QwITrO1/SZo1999VXUq1cP//zzD8aOHYuhQ4eicePGuHPnDhISEhxdvFrH4jiYmJiICRMmYPPmzWCM4cSJE/jggw+QlJSEt99+2+ICWDpz5pYtW9CsWTMoFAq0bt0aP/30k8E6ly5dwvPPPw9vb2+4u7ujU6dOuHnzpsVlq/OMzSpNM0oTQki1SEhIwI0bN6BUKnH8+HF06dLF0UVyCOq4XbsJ1VQpKysL//3vf+Hn5wdXV1e0bt0aJ0+eFKSM8fHxmD59Ovz8/LB79258+OGH+Pzzz7Fw4UJBtu9MLP60vvrqq3B1dcV7772Hhw8f4qWXXkJoaCiWLl2KoUOHWrQtbubM1atXo0uXLkhJSUGfPn1w+fJlBAYGGqx/9OhRDBs2DMnJyXj22WeRlpaGuLg4nD59Gq1atQIAXLt2Dd27d8crr7yCuXPnwsvLCxcvXoRCobB0V50PN6N0xZE6uBmlqRkTIYQQgchkMuTk5PB9SP79919ERkY6tlDEYkLUODx48ADdunVDr169sHv3bgQEBODKlSvw9fUVsqgAdEF10KBBgm/XWYhYZeO5VeHhw4coLi42epJvji5duqBTp0781N9arRYNGjTAm2++ienTpxusP2TIEJSUlOjN8Pfkk0+iXbt2WL16NQBg6NChcHFxwYYNG6wqEwAUFhbC29sbBQUFZo9eUetpNLqaBVOTw4lEuj4QGRnUbIkQYsApvzcdpLCwEG+//bbZzVEAXZMUV1dXfPvtt3jw4IGdS2ied955x+CKr1Qq5UdrJJazpqnSV199ZdXnlvvMz5071+jF2dLSUsyePdusbU+fPh2///47jtDkszWexTUO77//PoYPH45GjRrBzc0Nbm5uVj0xN3NmUlISv6yymTMB4NixY0hMTNRb1qdPH+zYsQOALnj8+OOPePvtt9GnTx+cOXMGjRo1QlJSEuLi4qwqp9OwZEbpmJhqKxYhhBDjevToYfZvsEqlQmlpKRYsWIB69erZuWRVE4lERpuJqNVqKJVKk60E5HI5duzYgf/+97/Iy8uzdzGJGUx1hLakc/T333+PPn36YNCgQTh06BDq16+PN954A2PHjhWyqEQAFvdx2LJlCx577DFERUXh008/RW5urlVPbOnMmQCQnZ1d6fp3795FcXExFi5ciL59++KXX37BCy+8gPj4eBw6dMhkWZRKJQoLC/VuTodmlCaEEFJNKmvGIpfLUVRUhKioKL3lLVu2RHZ2Nvr27YurV6/au4jETFX1cah4fqVUKg228e+//2LVqlVo0qQJfv75Z4wfPx4TJ07E+vXrq3t3SBUsDg5nz57FuXPnEBMTg0WLFiE0NBT9+/dHWlqaIBOJ2IIbam7AgAGYMmUK2rVrh+nTp+PZZ5/lmzIZk5ycDG9vb/7WoEGD6ipyzUEzShNCCKkmVTVH8vDwwO+//w7GGH+7cOEC3x/Cx8eH+i7WEFUFhwYNGuidYyUnJxtsQ6vVon379liwYAGeeOIJjBs3DmPHjq303I04hlWD7LZs2RILFizAv//+iwMHDiAiIgKTJ082OuOlKZbOnAkAwcHBla7v7+8PqVSKFi1a6K3TvHnzSkdVSkpKQkFBAX/LzMw0ez/qDJpRmhBCSDURYqjOO1QDXiNUFRwyMzP1zrHKN1HnhISEWHzuRhzD5tk53N3d4erqCplMZnYnLcC6mTO7du1qMD343r17+fVlMhk6deqEy5cv663zzz//GMw7UZ5cLoeXl5fezemYM6P0J5/o+jhs3AgcPKjrUE0IIYQ4gI+PD/z9/R1dDKdXVXCoeH5lbAbzbt26WXzuRhzDqsGTMzIykJaWhrS0NFy+fBk9e/bE3LlzMXDgQIu2k5iYiJEjR6Jjx47o3LkzUlJS9GbOHDFiBOrXr89Xa02aNAk9e/bEJ598gv79+2PTpk04efIk1qxZw29z2rRpGDJkCHr06IFevXphz549+OGHH3Dw4EFrdtW5cDNKT5qk31E6LAwYOhRITDRcvnQpDdFKCCHEIe7du1djJhpzVkJ0jp4yZQqioqKwYMECDB48GCdOnMCaNWv0zu9IzWBxcHjyySfx559/ok2bNhg9ejSGDRuG+vXrW/XkVc2cefPmTb03XlRUFNLS0vDee+9hxowZaNKkCXbs2MHP4QAAL7zwAlavXo3k5GRMnDgRTZs2xXfffYfu3btbVUanY2xG6dxcYPBgmt+BEEIIIQZsDW+dOnXC9u3bkZSUhHnz5qFRo0ZISUnB8OHDBSohEYrFwaF379748ssvDdqiWSshIcHklN/GagkGDRpU5cQdY8aMwZgxY4QonnPiZpQG/je/g7HpPhjTNWOaPFkXNmh+B0IIIdUsOjqaxv93ICEmgAOAZ599Fs8++6xQxSJ2YnEfhw8++ECw0EBqAUvmdyCEEEKq2YYNG+wyw7C5nH10p6r6OJC6xawah8TERMyfPx/u7u4GE7BVtHjxYkEKRmoImt+BEELqBGas5rgOCA8PR15eHh49eoTU1FRcvHgRV69ehVKpRFlZGUQiEaRSKZRKJe7fv49///0XarVasOcvKSmBxIlr3IXo40BqD7OCw5kzZ/gRk86cOWPXApEahuZ3IISQWo8xBpVK5ehi2I1IJIKbmxvGjx8PjUbD76uLi4vBiW1paSn+/fdfPPnkkyguLrbpeTt16lSrT5Dd3d1t3oZQTZVI7WBWcDhw4IDR/xMnwM3vkJVlvJ+DSATUr6/rC7Fxoy5AREdTfwdCCKkhtFotHjx4UKtPcM3F1S5IpaZPb1xdXdGyZUsUFRUBANRqNU6cOIHx48fj3LlzZj9XdnY2P5hLbeTp6QkPDw+bt0PBwblY/C0yZswY/sNWXklJCXVIrouqmt+BMeDRIyA2FnjpJaBXL11n6m3bqr2ohBBC9Gm1WuTl5UGtVkMmkzm6ODWSVCpFVFQU0tPT8fHHHyMyMrLKx4jF4lofGry8vGyucQGoj4OzsTg4rF+/Ho8ePTJY/ujRI3z11VeCFIrUMNz8DhWH3a1XT/dvXp7+cm6YVgoPhBDiMFxoKCsrg6+vr1PUONhCJBLhrbfewqVLl/Dmm29W2uE6Nja2GksmLC40FBYWoqSkxObtUXBwLmYPx1pYWAjGGBhjKCoq0htFQKPR4KeffkJgYKBdCklqgIrzOwQGAqNGGV+XhmklhBC7kslk0Gq1Ju8vHxq42ZU1Gk11Fa9Wc3FxwbJly7Bs2TL8/fffGD16NE6fPo2ysjKIxWJcvnzZoFaipnQ8v3//PrZs2QKFQmG0hqmoqAiFhYXw8vKCp6cnHj58aPNFX+oc7VzMDg4+Pj58gnz88ccN7heJRJg7d66ghSM1TPn5HQ4eNH+YVu4xhBBCBCEWi1FYWAg3NzeDE7SKoUEmk9XpjtH21KxZMxw5cgQXL17E0qVL0aNHD7OaMjmSqUBZMTQIhfo4OBezg8OBAwfAGMNTTz2F7777DvW4ZirQXfkIDw9HaGioXQpJaiAappUQQhxGqVRCo9EgLy8Pfn5+fHgwFhqIbaRSKdq2bYsvv/zS0UUxi0qlgouLi96xt1doACg4OBuzg0PPnj0BABkZGWjYsCG9IZwdDdNKCCEOwxiDt7c3iouL+fAAgEIDgUgkwoMHD/jwYM/QwD0fBQfnYXEDtP3792Pr1q0Gy7ds2YL169cLUihSC3DDtJr6YhCJdPdzw7QePKj7PyGEEEFIpVL4+/ujrKwMubm5yM3NpdBAIJPJIJVKkZubi7y8PLuGBoA6Rzsbi4NDcnIy39GqvMDAQCxYsECQQpFagIZpJYQQh5PJZPDz80NZWRnKysrg5+dHocHJiUQi+Pr6gjGG0tJSKBQKu4UG4H+do43dSN1j8VG9efMmGjVqZLA8PDwcN2/eFKRQpJagYVoJIcShtFotCgsL+b8LCwsrHW2JOIeHDx/y/1cqlXbtHE81Ds7F4uAQGBhodGbFs2fP8m0siROJjweuXwcOHADS0oBffwVcXY2vyw1XN3kyNVsihBAble8IHRAQgICAAJSVlSEvL4/CgxNTq9UoLi6Gl5cXQkJC4OLigtzc3GoPD6Rusjg4DBs2DBMnTsSBAweg0Wig0Wiwf/9+TJo0CUOHDrVHGUlNxw3TOmyY7v/mDtNKCCFO6IMPPkBUVBTc3Nzg4+Nj9XYKCwv1+jTIZDK+zwOFB+dVVlYGDw8PeHp6QiwWw8/Pz67hgWocnIvFwWH+/Pno0qULevfuDVdXV7i6uuLpp5/GU089RX0cCA3TSgghVVCpVBg0aBDGjx9v9TZkMhk0Go1BR2gKD8TFxQXu7u783/YODxQcnIvZw7FyZDIZNm/ejPnz5+Ps2bNwdXVF69atER4ebo/ykdqGhmklhJBKcZOlpqamWr0NsVgMb29vox2hufDAjapDzYidi1RqeGrHhYe8vDzk5uYKOvIWzRztXCwODpyIiAgwxhAZGWn0TUqcFDdMa1bW//o0lMcN0xoVpRui9c4dXYiIjtY1cyKEEKJHqVRCqVTyfxcWFkKpVFb621sxPHh5eVVHUUkNZiw8CIHmcXAuFsfBhw8f4pVXXoGbmxtatmzJj6T05ptvYuHChYIXkNQyVQ3TCgBDhwKRkbohWmmoVkIIqVRycjK8vb35W4MGDcCMXZipoHyzpQcPHpj1GFK3VWy2pFarbd4mNVVyLhYHh6SkJJw9exYHDx6EQqHgl8fGxmLz5s2CFo7UUqaGaQ0LA956C1i0yLADNQ3VSgipxaZPn17pCZRIJMLff/9t1baTkpJQUFDA3zIzM81+LBce1Gq1XUfVIbVH+fBQUFBg8/YoODgXi4PDjh07sGLFCnTv3l3vTdGyZUtcu3bNqkKsXLkSERERUCgU6NKlC06cOFHp+lu2bEGzZs2gUCjQunVr/PTTTybXff311yESiZCSkmJV2YiVKg7TeuAAcPWqbhZpY1e9aKhWQkgtNnXqVFy6dKnSW+PGja3atlwuh5eXl97NEjKZjJ8QjBDgf+FBIkATYQoOzsXizgn37t1DYGCgwfKSkhKr3iSbN29GYmIiVq9ejS5duiAlJQV9+vTB5cuXjT7P0aNHMWzYMCQnJ+PZZ59FWloa4uLicPr0abRq1Upv3e3bt+OPP/5AaGioxeUiAuCGaeUcPGj+UK3lH0cIITUcN49CTeXi4kIzShM9YrFYkL4v1DnauVh8VDt27Igff/yR/5sLC59//jm6du1qcQEWL16MsWPHYvTo0WjRogVWr14NNzc3fPnll0bXX7p0Kfr27Ytp06ahefPmmD9/Ptq3b48VK1borZeVlYU333wT33zzDVxcXCwuF7EDGqqVEEJw8+ZNpKen4+bNm9BoNEhPT0d6ejqKi4vt+rx0IkcqEuI9QTUOzsXiGocFCxagX79++Ouvv6BWq7F06VL89ddfOHr0KA4dOmTRtlQqFU6dOoWkpCR+mVgsRmxsLI4dO2b0MceOHUNiYqLesj59+mDHjh3831qtFi+//DKmTZuGli1bWlQmYkfmDsGak6Nr0kSjLRFC6qBZs2Zh/fr1/N9PPPEEAODAgQOIodpWUsvQqErOxeKo2b17d6Snp0OtVqN169b45ZdfEBgYiGPHjqFDhw4WbSs3NxcajQZBQUF6y4OCgpCdnW30MdnZ2VWu/+GHH0IqlWLixIlmlUOpVKKwsFDvRuyAG6q1si8TiQSYMoVGWyKE1FmpqalgjBncKDSQ2ohqHJyLVRMwREZGYu3atUKXRRCnTp3C0qVLcfr0abPftMnJyfyEPMSOuKFaBw7UhQdjHfUqdozmRlvaulXX4ZoQQgghNQb1cXAuZh3V8lfgK16Zr3izZExgf39/SCQS5OTk6C3PyclBcHCw0ccEBwdXuv6RI0dw9+5dNGzYEFKpFFKpFDdu3MDUqVMRERFhdJu2DHVHLGRqqFZTzZFotCVCCCGkxqIaB+diVnDw9fXF3bt3AQA+Pj7w9fU1eVMoFGjevDkOHDhQ5XZlMhk6dOiAffv28cu0Wi327dtnsqN1165d9dYHgL179/Lrv/zyyzh37hzf2Sw9PR2hoaGYNm0afv75Z6PbtHWoO2KhikO1LllSeSgoP9oSIYQQQmoMCg7OxaymSvv370e9evUAoMpAoFQqsWPHDowfP96syW4SExMxcuRIdOzYEZ07d0ZKSgpKSkowevRoAMCIESNQv359JCcnAwAmTZqEnj174pNPPkH//v2xadMmnDx5EmvWrAEA+Pn5wc/PT+85XFxcEBwcjKZNm5qzu6Q6lB+qdeNG8x6zb59uxCXqNE0IIYTUCPboHL1w4UIkJSVh0qRJNA9XDWNWcOjZs6fR/5vSrl27Kidx4wwZMgT37t3DrFmzkJ2djXbt2mHPnj18B+ibN2/qtZOLiopCWloa3nvvPcyYMQNNmjTBjh07DOZwILWIuaMtvf/+//4fFqbrL0H9HgghhBCHErJ24c8//8Rnn32GNm3aCLZNIhyrOkdrNBps374dly5dAgC0aNECAwYMgFSq21xgYCBOnjxp9vYSEhKQkJBg9L6DBw8aLBs0aBAGDRpk9vavX79u9rrEAbjRlrKyjHeYNoY6TRNCCCEOJ2Tn6OLiYgwfPhxr167F++UvFpIaw+KjevHiRTz++OMYOXIktm/fju3bt2PkyJFo0qQJLly4YI8ykrqOG20JqHyo1vKo0zQhhBDicFX1cag4iI5SqTS5rQkTJqB///6IjY2truITC1kcHF599VW0bNkSt27dwunTp3H69GlkZmaiTZs2GDdunD3KSJyBqdGWKsN1ml6+XNdP4uBBChGEEEJINaoqODRo0ADe3t78jeuzWtGmTZtw+vRpk/eTmsHipkrp6ek4efIkfH19+WW+vr744IMP0KlTJ0ELR5xMfDwwYIBu9KQ7d4C//tLv12DKlCn/+z/1fSCEEEKqTVWdozMzM/VGq5TL5QbrZmZmYtKkSdi7dy8UCoX9CktsZnGNw+OPP24wjwIA3L17F4899pgghSJOjBttadgwoHdvyx/P9X2g2aYJIYQQu6uqxqHicPfGgsOpU6dw9+5dtG/fnp+D69ChQ1i2bBmkUik01JqgxjCrxqH8BHDJycmYOHEi5syZgyeffBIA8Mcff2DevHn48MMP7VNK4pys6TTNmK6fxOTJutoLGrKVEEIAwKIJWolzEOI9IUTn6N69e+P8+fN6y0aPHo1mzZrhnXfegYR+y2sMs4KDj4+PXjUUYwyDBw/ml7H/P6l77rnnKBUS4XCdpgcO1IUBS8IDN2EcN1cEIYQ4sZKSEpSVlTm6GKQGUalUKCgosHk7Qszj4OnpaTCsvru7O/z8/Gi4/RrGrOBgzizQhNgF12l60iTg1i3LHksTxhFCCIqKilBcXAx3d3dHF4XUECqVCrm5uYJcybfHBHCk5rJ4AjhCql3FTtM5Ofodok2hCeMIIU6uqKgIhYWF8PDwoOYeBMD/QoOLiwtcXV1t3p69goOxebyI41k1AVx+fj6++OILfgK4li1bYsyYMfD29ha0cITwuE7TgG7I1U8+oQnjCCFOi5twtTJcaOA6pJaWllZDyUhNVj40+Pn5CfKeoBoH52LxqEonT55EZGQklixZgvv37+P+/ftYvHgxIiMjcfr0aXuUkRB9tk4Yp1Lp5nyguR8IIbWUVCrFw4cPTd5fPjR4enpWY8mIozETF9QqhgZrZnY2huscbexG6h6LaxymTJmC559/HmvXruWveKjVarz66quYPHkyDh8+LHghCTFgTd8HrtN0WBhw797/llMzJkJILaNWq1FSUgK5XG4QDCg0ODeVSmUwF4K9QgNANQ7Oxqoah3feeUevmlQqleLtt9/GyZMnBS0cIZWKjweuXwcOHADS0oD33jPvceVDA0BzPxBCah21Wg13d3cUFhaiqKiIX06hgTDG8ODBA2i1WgD2DQ1A1fM4kLrF4nePl5cXbt68abA8MzOTvqRI9bN1wjhAvxkTNVsihNQSbm5u8PLy4sMDhQYCADKZDGq1Gnl5eVAqlXYNDQAFB2djcVOlIUOG4JVXXsGiRYsQFRUFAPj9998xbdo0DBs2TPACEmI2ayaM43DNmJYvB4KCaAhXQkiNJhaLoVaroVAo4Obmhvz8fACAh4cH5HI5VCqV3vplZWVQq9WCjNtPaq6CggJotVp4enqisLAQpaWlkEql8PLyMjrZm1CTAlJIcB4WB4dFixZBJBJhxIgR/BvOxcUF48ePx8KFCwUvICFms3bCuPLKD/NKfR8IITWUj48P8vLy+ABRvllKYWGhwfparRaMMfz0009mjchkKa1WC6VSCUAXamQyWbWfTDLGoFKp+NdCLpc7pIOuWq3mJ9tzcXGxy+td2XNzIZKbkFckEkGpVBo9HtxrZQshZo4mtYfF72aZTIalS5ciOTkZ165dAwBERkbCzc1N8MIRYjFTnaYDAgz7NlSFhnAlhNRQ3EmgWq2GRqPh52jgThZlMpnBYxhjkMvlcHFxEbQsZWVlKCwshFQqhYeHB/Lz86HRaODr61tt4YFr169Wq+Hj44Pi4mIUFxfD19dX8P2tTElJCUpKSuDh4QEAKC4uhoeHR7VNvscFFrVaDZFIBBcXF6hUKpSVlUEmkxmczAsRHKhztHOxOga7ubmhdevWQpaFEGFUnDAuJASIigIiIy1rxsSYruZi0iTA2xu4e5eaMBFCagyNRgOtVgupVAq5XA4AUCqV/BVvbhlHq9XCxcXFaKiwlkqlQkFBAeRyOd+GXiaTITc3F4WFhXZrV1+eVqtFXl4etFotAgMDIZPJ4Obmhry8PBQUFMDf31/QfTalqKgIDx8+hI+PD9/HRCqV8qGqOvqdlJWVQaPRQCQSQaFQQCwWQyQS8eGhYi2MECf3FBycC9UjkbqpfKfpmBhAJrN87gdAFx5u3QJiY4GXXgJ69QIiImgEJkKIVa5fv45XXnkFjRo1gqurKyIjIzF79myDPglVEYvFBqEB0DXPkUqlUKvVfNMhezE1Wo9MJoO/vz/Kysr4E3p74UJDWVmZXkAQi8Xw8/ODi4sLcnNzLX59LWWqY7qnp6deB3Z7UqlUePDgAUQikV5AkEqlkMlkYIxBqVQKfjyoc7RzoeBAnAfXjKl+fdu2Q8O3EkKs9Pfff0Or1eKzzz7DxYsXsWTJEqxevRozZsywaDsikQhisdigVgGonvBQ1RCf1REeTIUGTnWFh6pGs6qO8MAdD6lUColEYnDSbs/wQBPAOZfq67FDSE1QsRlTTo5+h2hzUBMmQoiV+vbti759+/J/N27cGJcvX8aqVauwaNEis7fDGKu00y0XKMoPYiIUc+cF4MJDbm4u8vLyBG22VFVo4HDhIS8vD7m5uYI3WzJ3CFzuPq7jupDNlsofD09PT5NhkXu/qFQqKJVKo6HTGtRUybnUiDi4cuVKREREQKFQoEuXLjhx4kSl62/ZsgXNmjWDQqFA69at8dNPP/H3lZWV4Z133kHr1q3h7u6O0NBQjBgxArdv37b3bpDaonwzpjff1I2eZOkXHDVhIoQIpKCgAPXq1bPoMeZcMS5f8yDU1XZLJxOzR82DuaGBY6+aB0vnzbBHzYOlx6NizQOzZvTBCqipknNxeHDYvHkzEhMTMXv2bJw+fRpt27ZFnz59cPfuXaPrHz16FMOGDcMrr7yCM2fOIC4uDnFxcbhw4QIA4OHDhzh9+jRmzpyJ06dPY9u2bbh8+TKef/756twtUltwQ7gCloeHiqgJEyHEQlevXsXy5cvx2muvmVxHqVSisLBQ72YuLjxoNBqbx+y3dgZiIcODpaGBI3R4sHayPSHDg7XHo3x44EZhsgUFB+fi8OCwePFijB07FqNHj0aLFi2wevVquLm54csvvzS6/tKlS9G3b19MmzYNzZs3x/z589G+fXusWLECAODt7Y29e/di8ODBaNq0KZ588kmsWLECp06dMjrjNSGC9X3grtxMmgTs2wds3AgcPEizURPiBKZPn17pCZRIJMLff/+t95isrCz07dsXgwYNwtixY01uOzk5Gd7e3vytQYMGFpVNLpdDIpFAq9WipKTEqv2z9iSVI0R4sDY0cIQKD7bO0C1EeLD1eHDhQQgUHJyLQ4ODSqXCqVOnEBsbyy8Ti8WIjY3FsWPHjD7m2LFjeusDQJ8+fUyuD+iqgUUiEXx8fAQpN6mD4uOB69eBAweAtDTg11+pCRMhxGxTp07FpUuXKr01btyYX//27dvo1asXoqKisGbNmkq3nZSUhIKCAv6WmZlpcfm4MfyLi4stPlm19SS1fBmsDQ+2hgaOreHB1tDAsSU8CHU8pFKpIJPTUedo5+LQztG5ubnQaDQICgrSWx4UFGRwZYaTnZ1tdP3s7Gyj65eWluKdd97BsGHD4OXlZXQdpVKp15nIkmpgUodwfR84ts5CzSk/kVzF+SWoQzUhdUJAQAACAgLMWjcrKwu9evVChw4dsG7duipPsORyuSAdWbkJ2izpoCvUSSrHmg7TQoUGjrUdpoUKDRxrOkwLfTyEOLmnztHOpU7HwbKyMgwePBiMMaxatcrkerZWA5M6SugmTOPG6WofevWi2ghCnFRWVhZiYmLQsGFDLFq0CPfu3UN2drbJi19Cc3d3N/tKt9AnqRxLah6EDg0cS2sehA4NHEtqHux1PGxFTZWci0NrHPz9/SGRSJCTk6O3PCcnB8HBwUYfExwcbNb6XGi4ceMG9u/fb7K2AdBVAycmJvJ/FxYWUnggOhWHbw0MBEaNsmwGakC3bl6e4XKuNmLzZiAggGoiCKnj9u7di6tXr+Lq1asICwvTu0+IEW7MYc6VbnufpJpT82Cv0MAxt+bBXqGBUxOOhy2oxsG5OPSdJ5PJ0KFDB+zbt49fptVqsW/fPnTt2tXoY7p27aq3PqD7Ii6/Phcarly5gl9//RV+fn6VlkMul8PLy0vvRgiv/PCtvXsLNwoToAsUjOm2TTURhNR5o0aNAmPM6K06VXalu7pOUiurebB3aOBUVfNg79DAqQnHw1pU4+BcHP7uS0xMxNq1a7F+/XpcunQJ48ePR0lJCUaPHg0AGDFiBJKSkvj1J02ahD179uCTTz7B33//jTlz5uDkyZNISEgAoAsNAwcOxMmTJ/HNN99Ao9Hw1cD2nnKeOAmhmjCVV3HkJa4mYssW3chMNEITIURgxk5Wq/sk1Vh4qK7QwDEVHqorNHBqwvGwBjeLecUbBYe6yeEzRw8ZMgT37t3DrFmzkJ2djXbt2mHPnj18B+ibN2/qfVCioqKQlpaG9957DzNmzECTJk2wY8cOtGrVCoCu/ej3338PAGjXrp3ecx04cAAx5Tu/EmItoZowmcJtY9gw/bAQFqar8YiPt/05CCFOr3wzGW5G4eo+SS3fbCk3NxeAbsbr6ggNnIrNluRyOUpLS6stNHBqwvGwFDVVci4ODw4AkJCQwNcYVHTw4EGDZYMGDcKgQYOMrh8REVHtVb7ESdlrFKbyTNVEUJ8IQohAPD09oVKpUFpaCgAOOUmVyWTw8/Pjg0N1hgYOFx7u3LmD0tJSKBSKag0NnJpwPCxBwcG51Nx3IiG1jakmTGFhgJ8f9YkghNRI3JVtjrWTxNlCq9XqDYVeWFho0wzT1iq/70ql0iFNnGvC8bAE9XFwLjWixoGQOqNiEyauNmDnTmFrI6gmghAigIpt6EtKSiyaV0AI5fs0cHNhWDLPg1DK92lwd3e3eJ4HIdSE42EpqnFwLhQcCBFaxSZMwP9qIyZN0s0sXX5dITo8V9UngiaeI4RUYKzjrTWTktnCVEdoSyeJs5WxjtDWTBJni5pwPKxhapbomty8iliPggMh1cVYbURuLjB4sO5+e9VEvPiirqlU+Xkkyney1mgoVBDiZCobrae6TlYrGz3JmhmmrWVq9CRrZ5i2Rk04HtaiGgfnQnGQkOpUfk6ImBhd8yJj/SKEOnHnwkjFyee4pk1vv216NmuNhoaCJaQOMmeIT0tmNLaGOUOuWjLDtLWqGnLV0hmmrVETjocthOjjkJycjE6dOsHT0xOBgYGIi4vD5cuX7VhqYi2qcSDE0aqjJqIibpsff2x4X1W1FNTsiZBaq6ysDAUFBWYN8WmvK92WzNNgz5oHc+dpsGfNgyXzNNTUmgchahwOHTqECRMmoFOnTlCr1ZgxYwaefvpp/PXXX3B3dxeyuMRGFBwIqQmM9YuwZ5+IylRWS0GBgpBaS6vV4sGDB5DL5WafgAt9smrN5G72CA+WTu5mj/BgzeRuQh8PIYavFyI47NmzR+/v1NRUBAYG4tSpU+jRo4fNZSTCoeBASE3liJqIytgjUFD/CkKqhUajgVqthqurq8Un3kKdrNoyI7SQ4cHaGaGFDA+2zAgt5PEoKyuz6rHlVdU5uvwwuwAgl8shl8sr3WZBQQEAoF69ejaXjwiLggMhNVlNqokwxdpAARjuR1Vhg4IGIRZTq9VQqVQQi8Xw8fGx6oTb1pNVW0IDR4jwYG1o4AgRHmwJDRwhjkf5uSJsUVWNQ4MGDfSWz549G3PmzKm0bJMnT0a3bt3QqlUrQcpIhEPBgZDapqbVRJhSVaAwprKwMWyYrqM2BQ1CzMaFBpFIBIlEYlMTH2tPVoUIDRxbwoOtoYFjS3gQIjRwbDkeSqUSjDFIpbafBlYVHDIzM+Hl5cUvr6q2YcKECbhw4QJ+++03m8tGhEfBgZDayNyaCO4EXKiJ54RQWTlMhY1btyzvyF1Z0KhsGFpLlxPiAOa0Hy8fGmQymSDt2S09WRUyNHCsCQ9ChQaONeFByNDAqXg8qjopLx8ahHpPVBUcvLy89IJDZRISErBr1y4cPnwYYWFhNpeNCI+CAyF1RWWzVlcMFA0aAEOHAosW6f6uKaHCUtYEjYEDgbfeMh4qTIUNoWs7KJwQG4nF4kqHJy0fGriTSSFOEgHzw4M9QgPHkvAgdGjgWBIe7BEaOOWPh5ubm8n1KoYGqVQqSB8HkUhkdH8s6RzNGMObb76J7du34+DBg2jUqJHN5SL2QcGBkLrE1KzVpk5un3yydtRSCKWyYWhNhQ2hazsA4307hAwn1oQWUuuo1WpIJBKD5iYVQ0NVIcMaVYUHe4YGjjnhwV6hgWNOeLBnaOBw+5afnw+1Wm1QBmOhQShCjKo0YcIEpKWlYefOnfD09ER2djYAwNvbG66uroKVldhOxIS6BFGHFBYWwtvbGwUFBWZXrxFSaxk7kTRWS1GXA0V1sOZ14x5jSTixJrQIMJwufW9Wn8LCQnz44YeQyWR8MyTuRNBYaAB0J45arRYhISGCnsQbOzGvjtBQnqkTc3uHhvJM7XN1hIbyHjx4gNzcXIjFYigUCr5spkJDWVkZZsyYYdXnlvvM37hxw+hjCwsLER4ebta2TYWMdevWYdSoURaVi9gX1TgQ4uwsqaWgQGE9a14bS5tiVVU7YkxVo1/Fx1teblItXFxcoNFo9GYzNhYa7KlizYO7u3u1hgbAeM1DSUlJtYUGwHjNA4BqDQ2A7vW/f/8+NBoNlEolXFxc7FbTwBGixoGuYdceFBwIIcbZK1CU/5vCRvWwpkM61x9k61YKDzUUFxCUSiU/tKZYLK620MApHx4KCwshEomqLTRwyoeHO3fuAEC1hQZO+fBw7949vlzVFRo45Wuf1Gq1Qa2U0IQIDqT2qL53MiGkbuACxbBhun8lEt2J5fXrwIEDQFqa7t+cHOC774D69fUfHxamW27sPj8/3b/0g+N4XKCYPNlxc4SQKonFYri4uPB/u7i4VOtJKsfd3Z3/v1wur9bQwJHJZHqjCpUvU3URi8V6zXK8vLwccjzKvydEIpHdQgPwvwngjN1I3UM1DoQQYVjaMRuwfBSoim33qZmUfTEGZGbqjlHFY0tqhPJ9GgDwzZbseaJYEde+n6sBKS0tRVFRUbVe7Qd0fRpKS0uhUCigVCptnmHaGiqVCnl5efyJe15eXrXXvmi1Wr6mQSQS8X0cqhqq1VpU4+BcKDgQQuzLWKCo7L7KwkZysm1Bo64MQ1vd/r/pB6lZtFotNBqN3pCrSqWyWsODsU7BXKdkwPIZja1VsSM01ym5OsNDxY7QAGyaYdoa3HuCMQa5XA6pVAqlUgm1Wg2g6nkerEHBwblQcCCE1DymwoYQQcPUMLRVhQ1baztqc9+OkBBHl4BUIBKJoFarDfo0cH0eqiM8mBpJyNoZja1lbPQkW2aYtoap0ZOsnWHaGlqtFvn5+QYdobmwYK/wQMHBudSIBmgrV65EREQEFAoFunTpghMnTlS6/pYtW9CsWTMoFAq0bt0aP/30k979jDHMmjULISEhcHV1RWxsLK5cuWLPXSCEOJKxfheVLTfWJyMjA/joI/OXm+rD0aABMG2ari9HeZX17TD1GKH6fJR/vCXbEol0ZYuOtu35ieDKB4XyJ8RckBCJRFCpVPzJotCqGnLV09MTXl5eKCwsRFFRkV3KAFQ+5CoXHsrKypCXlyf4XBacyoZc5TpMu7i4IDc3V28ELCFxx0OtVkMqlUJSYShlrvZBrVbzHemFwgUHYzdS9zg8OGzevBmJiYmYPXs2Tp8+jbZt26JPnz64e/eu0fWPHj2KYcOG4ZVXXsGZM2cQFxeHuLg4XLhwgV/no48+wrJly7B69WocP34c7u7u6NOnD0pLS6trtwghNZ2lYcPcTuGVBZD4eMseY2k4sSa0mAon3N8pKTRBnMCef/55NGzYEAqFAiEhIXj55Zdx+/Zti7djqiO0vcODufM02Ds8mDNPg73DgznzNNg7PJQ/Hr6+viZrVuwVHqhztHNx+ARwXbp0QadOnbBixQoAug9AgwYN8Oabb2L69OkG6w8ZMgQlJSXYtWsXv+zJJ59Eu3btsHr1ajDGEBoaiqlTp+Ktt94CABQUFCAoKAipqakYOnRolWWiiYwIITWKpTNEWzpztKl+IikpZg/FSt+b5luyZAm6du2KkJAQZGVl8b9VR48eNevx3ARwHh4eeqPnVFR+4i8XFxeIRCKbJ4CzZnI3e0zEZuk27TERm6XbtMfEeBW3CQB37typ9MSd6/MglUohFottngAuNzfX5ARw/v7+9J1Qxzi0j4NKpcKpU6eQlJTELxOLxYiNjcWxY8eMPubYsWNITEzUW9anTx/s2LEDAJCRkYHs7GzExsby93t7e6NLly44duyYWcGBEEJqFEv6fFS23NR9VY1+RQQ1ZcoU/v/h4eGYPn064uLiUFZWVmkQsBRX88D1ebB129ae+Ard58GaICJ0nwdrgoixSeKEDnHm1GaU7/MgRICiPg7OxaHBITc3FxqNBkFBQXrLg4KC8Pfffxt9THZ2ttH1s7Oz+fu5ZabWqaj85DnA/77cCCHEaVQWNojd3L9/H9988w2ioqIEDQ0cLjyUlpZCrVajrKzMqpNVW6+WCxUebKm9ECo82FJ7IVR4sPV4VOwwbQsKDs6FGqABSE5Ohre3N39r0KCBo4tECCGkDnvnnXfg7u4OPz8/3Lx5Ezt37jS5rlKp5Gdl5m6WKN/n4cGDBxa3sReqiY2tfR6EaPJka58HIZo82drnQajjIdQM49Q52rk4tMbB398fEokEOTk5estzcnIQHBxs9DHBwcGVrs/9m5OTg5ByQwjm5OSgXbt2RreZlJSk1/ypoKAADRs2pJoHQggxE/d96eBucw4zffp0fPjhh5Wuc+nSJTRr1gwAMG3aNLzyyiu4ceMG5s6dixEjRmDXrl1GT7aSk5Mxd+5cvWUzZsyAVqtFWVmZWeVjjEEsFkMkEiEnJwfe3t5mDdWq1WpRWFgIjUYDb29vqNVqm65SSyQSyOVy3L9/H0qlEm5ubmY97uHDhygpKYG7uzskEgkePnxodRkAwMPDAwUFBcjOzjZ7dme1Wo2CggJIJBK4urraPOCKq6srysrKBD0eGo0GWq0WjDFozJjxndtvWz63xcXFRl+/4uJiq7dJaq4a0Tm6c+fOWL58OQDdh6Jhw4ZISEgw2Tn64cOH+OGHH/hlUVFRaNOmjV7n6LfeegtTp04FoPtBCwwMNLtz9K1bt6jWgRBCrJCZmYmwiqM6OYF79+4hLy+v0nUaN25s9Oow95tz9OhRdO3a1eD+is1ps7Ky0KJFC9sLTcj/s+ZzW1paikaNGplsBg7oLuZmZGRAoVDYWkRSQzh8ArjExESMHDkSHTt2ROfOnZGSkoKSkhKMHj0aADBixAjUr18fycnJAIBJkyahZ8+e+OSTT9C/f39s2rQJJ0+exJo1awDoqswmT56M999/H02aNEGjRo0wc+ZMhIaGIi4uzqwyhYaGIjMzE56enhZXtRUWFqJBgwbIzMx0qlEEaL9pv50B7bfp/WaMoaioCKGhodVcupohICAAAQEBVj2Way5jaohMuVyuN2mXh4eH3m+Us74vq0Kvi6GKr4ktn1uFQoGMjIxKm1rJZDIKDXWMw4PDkCFDcO/ePcyaNQvZ2dlo164d9uzZw3duvnnzpl4VWFRUFNLS0vDee+9hxowZaNKkCXbs2IFWrVrx67z99tsoKSnBuHHjkJ+fj+7du2PPnj1mv3nFYrHNV8y8vLyc8ouK9tu50H47l6r229vbuxpLUzsdP34cf/75J7p37w5fX19cu3YNM2fORGRkpNHaBmNM/UY56/uyKvS6GCr/mtjyuVUoFBQMnIzDmyrVNc46ljntN+23M6D9dq79tofz589j0qRJOHv2LEpKShASEoK+ffvivffeQ/2Kk/OZiY6PcfS6GKLXhNjK4TUOhBBCiLNo3bo19u/f7+hiEEKIVWg4VoHJ5XLMnj1brz2qM6D9pv12BrTfzrXftQUdH+PodTFErwmxFTVVIoQQQgghhFSJahwIIYQQQgghVaLgQAghhBBCCKkSBQdCCCGEEEJIlSg4EEIIIYQQQqpEwUFgK1euREREBBQKBbp06YITJ044ukiCOnz4MJ577jmEhoZCJBJhx44devczxjBr1iyEhITA1dUVsbGxuHLlimMKK5Dk5GR06tQJnp6eCAwMRFxcHC5fvqy3TmlpKSZMmAA/Pz94eHjgxRdfRE5OjoNKLIxVq1ahTZs2/ERBXbt2xe7du/n76+I+G7Nw4UJ+RnpOXdz3OXPmQCQS6d2aNWvG318X97muuX79Ol555RU0atQIrq6uiIyMxOzZsyud2beuquu/xZYy53eMEHNQcBDQ5s2bkZiYiNmzZ+P06dNo27Yt+vTpg7t37zq6aIIpKSlB27ZtsXLlSqP3f/TRR1i2bBlWr16N48ePw93dHX369EFpaWk1l1Q4hw4dwoQJE/DHH39g7969KCsrw9NPP42SkhJ+nSlTpuCHH37Ali1bcOjQIdy+fRvx8fEOLLXtwsLCsHDhQpw6dQonT57EU089hQEDBuDixYsA6uY+V/Tnn3/is88+Q5s2bfSW19V9b9myJe7cucPffvvtN/6+urrPdcnff/8NrVaLzz77DBcvXsSSJUuwevVqzJgxw9FFq1bO8FtsKXN+xwgxCyOC6dy5M5swYQL/t0ajYaGhoSw5OdmBpbIfAGz79u3831qtlgUHB7OPP/6YX5afn8/kcjnbuHGjA0poH3fv3mUA2KFDhxhjun10cXFhW7Zs4de5dOkSA8COHTvmqGLaha+vL/v888+dYp+LiopYkyZN2N69e1nPnj3ZpEmTGGN193jPnj2btW3b1uh9dXWfncFHH33EGjVq5OhiVCtn+y22RsXfMULMRTUOAlGpVDh16hRiY2P5ZWKxGLGxsTh27JgDS1Z9MjIykJ2drfcaeHt7o0uXLnXqNSgoKAAA1KtXDwBw6tQplJWV6e13s2bN0LBhwzqz3xqNBps2bUJJSQm6du3qFPs8YcIE9O/fX28fgbp9vK9cuYLQ0FA0btwYw4cPx82bNwHU7X2u6woKCvjvKmdAv8Xmqfg7Roi5pI4uQF2Rm5sLjUaDoKAgveVBQUH4+++/HVSq6pWdnQ0ARl8D7r7aTqvVYvLkyejWrRtatWoFQLffMpkMPj4+euvWhf0+f/48unbtitLSUnh4eGD79u1o0aIF0tPT6+w+A8CmTZtw+vRp/Pnnnwb31dXj3aVLF6SmpqJp06a4c+cO5s6di+joaFy4cKHO7nNdd/XqVSxfvhyLFi1ydFGqDf0WV83Y7xgh5qLgQIgFJkyYgAsXLui1/a7LmjZtivT0dBQUFGDr1q0YOXIkDh065Ohi2VVmZiYmTZqEvXv3QqFQOLo41aZfv378/9u0aYMuXbogPDwc3377LVxdXR1YMjJ9+nR8+OGHla5z6dIlvc7sWVlZ6Nu3LwYNGoSxY8fau4ikFnG23zEiLAoOAvH394dEIjEYZSQnJwfBwcEOKlX14vYzJycHISEh/PKcnBy0a9fOQaUSTkJCAnbt2oXDhw8jLCyMXx4cHAyVSoX8/Hy9K7J14djLZDI89thjAIAOHTrgzz//xNKlSzFkyJA6u8+nTp3C3bt30b59e36ZRqPB4cOHsWLFCvz88891dt/L8/HxweOPP46rV6/iP//5j1Psc001depUjBo1qtJ1GjduzP//9u3b6NWrF6KiorBmzRo7l65mod/iypn6HSPEXNTHQSAymQwdOnTAvn37+GVarRb79u1D165dHViy6tOoUSMEBwfrvQaFhYU4fvx4rX4NGGNISEjA9u3bsX//fjRq1Ejv/g4dOsDFxUVvvy9fvoybN2/W6v02RqvVQqlU1ul97t27N86fP4/09HT+1rFjRwwfPpz/f13d9/KKi4tx7do1hISE1OnjXRsEBASgWbNmld5kMhkAXU1DTEwMOnTogHXr1kEsdq6fefotNq6q3zFCzObo3tl1yaZNm5hcLmepqansr7/+YuPGjWM+Pj4sOzvb0UUTTFFRETtz5gw7c+YMA8AWL17Mzpw5w27cuMEYY2zhwoXMx8eH7dy5k507d44NGDCANWrUiD169MjBJbfe+PHjmbe3Nzt48CC7c+cOf3v48CG/zuuvv84aNmzI9u/fz06ePMm6du3Kunbt6sBS22769Ons0KFDLCMjg507d45Nnz6diUQi9ssvvzDG6uY+m1J+VCXG6ua+T506lR08eJBlZGSw33//ncXGxjJ/f3929+5dxljd3Oe65tatW+yxxx5jvXv3Zrdu3dL7vnImzvBbbClzfscIMQcFB4EtX76cNWzYkMlkMta5c2f2xx9/OLpIgjpw4AADYHAbOXIkY0w3JOvMmTNZUFAQk8vlrHfv3uzy5cuOLbSNjO0vALZu3Tp+nUePHrE33niD+fr6Mjc3N/bCCy/U+h/rMWPGsPDwcCaTyVhAQADr3bs3HxoYq5v7bErF4FAX933IkCEsJCSEyWQyVr9+fTZkyBB29epV/v66uM91zbp160x+Xzmbuv5bbClzfscIMYeIMcaqr36DEEIIIYQQUhs5V+NHQgghhBBCiFUoOBBCCCGEEEKqRMGBEEIIIYQQUiUKDoQQQgghhJAqUXAghBBCCCGEVImCAyGEEEIIIaRKFBwIIYQQQgghVaLgQAghhBBCCKkSBQdCLBQTE4PJkyc7uhh6RCIRduzY4ehiEEIIIaQOo5mjCbHQ/fv34eLiAk9PT0RERGDy5MnVFiTmzJmDHTt2ID09XW95dnY2fH19IZfLq6UchBBCCHE+UkcXgJDapl69eoJvU6VSQSaTWf344OBgAUtDCCGEEGKImioRYiGuqVJMTAxu3LiBKVOmQCQSQSQS8ev89ttviI6OhqurKxo0aICJEyeipKSEvz8iIgLz58/HiBEj4OXlhXHjxgEA3nnnHTz++ONwc3ND48aNMXPmTJSVlQEAUlNTMXfuXJw9e5Z/vtTUVACGTZXOnz+Pp556Cq6urvDz88O4ceNQXFzM3z9q1CjExcVh0aJFCAkJgZ+fHyZMmMA/FwB8+umnaNKkCRQKBYKCgjBw4EB7vJyEECKYe/fuITg4GAsWLOCXHT16FDKZDPv27XNgyQipGyg4EGKlbdu2ISwsDPPmzcOdO3dw584dAMC1a9fQt29fvPjiizh37hw2b96M3377DQkJCXqPX7RoEdq2bYszZ85g5syZAABPT0+kpqbir7/+wtKlS7F27VosWbIEADBkyBBMnToVLVu25J9vyJAhBuUqKSlBnz594Ovriz///BNbtmzBr7/+avD8Bw4cwLVr13DgwAGsX78eqampfBA5efIkJk6ciHnz5uHy5cvYs2cPevToIfRLSAghggoICMCXX36JOXPm4OTJkygqKsLLL7+MhIQE9O7d29HFI6TWo6ZKhFipXr16kEgk8PT01GsqlJycjOHDh/P9Hpo0aYJly5ahZ8+eWLVqFRQKBQDgqaeewtSpU/W2+d577/H/j4iIwFtvvYVNmzbh7bffhqurKzw8PCCVSittmpSWlobS0lJ89dVXcHd3BwCsWLECzz33HD788EMEBQUBAHx9fbFixQpIJBI0a9YM/fv3x759+zB27FjcvHkT7u7uePbZZ+Hp6Ynw8HA88cQTgrxuhBBiT8888wzGjh2L4cOHo2PHjnB3d0dycrKji0VInUDBgRCBnT17FufOncM333zDL2OMQavVIiMjA82bNwcAdOzY0eCxmzdvxrJly3Dt2jUUFxdDrVbDy8vLoue/dOkS2rZty4cGAOjWrRu0Wi0uX77MB4eWLVtCIpHw64SEhOD8+fMAgP/85z8IDw9H48aN0bdvX/Tt2xcvvPAC3NzcLCoLIYQ4wqJFi9CqVSts2bIFp06dooEjCBEINVUiRGDFxcV47bXXkJ6ezt/Onj2LK1euIDIykl+v/Ik9ABw7dgzDhw/HM888g127duHMmTN49913oVKp7FJOFxcXvb9FIhG0Wi0AXZOp06dPY+PGjQgJCcGsWbPQtm1b5Ofn26UshBAipGvXruH27dvQarW4fv26o4tDSJ1BNQ6E2EAmk0Gj0egta9++Pf766y889thjFm3r6NGjCA8Px7vvvssvu3HjRpXPV1Hz5s2RmpqKkpISPpz8/vvvEIvFaNq0qdnlkUqliI2NRWxsLGbPng0fHx/s378f8fHxFuwVIYRUL5VKhf/+978YMmQImjZtildffRXnz59HYGCgo4tGSK1HNQ6E2CAiIgKHDx9GVlYWcnNzAehGRjp69CgSEhKQnp6OK1euYOfOnQadkytq0qQJbt68iU2bNuHatWtYtmwZtm/fbvB8GRkZSE9PR25uLpRKpcF2hg8fDoVCgZEjR+LChQs4cOAA3nzzTbz88st8M6Wq7Nq1C8uWLUN6ejpu3LiBr776Clqt1qLgQQghjvDuu++ioKAAy5Yt40eqGzNmjKOLRUidQMGBEBvMmzcP169fR2RkJAICAgAAbdq0waFDh/DPP/8gOjoaTzzxBGbNmoXQ0NBKt/X8889jypQpSEhIQLt27XD06FF+tCXOiy++iL59+6JXr14ICAjAxo0bDbbj5uaGn3/+Gffv30enTp0wcOBA9O7dGytWrDB7v3x8fLBt2zY89dRTaN68OVavXo2NGzeiZcuWZm+DEEKq28GDB5GSkoINGzbAy8sLYrEYGzZswJEjR7Bq1SpHF4+QWo9mjiaEEEIIIYRUiWocCCGEEEIIIVWi4EAIIYQQQgipEgUHQgghhBBCSJUoOBBCCCGEEEKqRMGBEEIIIYQQUiUKDoQQQgghhJAqUXAghBBCCCGEVImCAyGEEEIIIaRKFBwIIYQQQgghVaLgQAghhBBCCKkSBQdCCCGEEEJIlSg4EEIIIYQQQqpEwYEQQgghhBBSJQoOhBBCCCGEkCpRcCCEEEIIIYRUiYIDIYQQQgghpEoUHAgxQ0xMDGJiYvi/r1+/DpFIhNTUVIeVyRxqtRpvv/02GjRoALFYjLi4OABAcXExXn31VQQHB0MkEmHy5MlW71NqaipEIhGuX78uePkJIaQmO3jwIEQiEQ4ePOjoohBSLSg4EIe7du0aXnvtNTRu3BgKhQJeXl7o1q0bli5dikePHjm6eDUO90Nl6rZp0yZ+3S+//BIff/wxBg4ciPXr12PKlCkAgAULFiA1NRXjx4/Hhg0b8PLLLztqdwghpMb79NNPa/yFIlPS0tKQkpLi6GIAALRaLT766CM0atQICoUCbdq0wcaNG81+fH5+PsaNG4eAgAC4u7ujV69eOH36tNF1v//+e7Rv3x4KhQINGzbE7NmzoVarhdoVpyVijDFHF4I4rx9//BGDBg2CXC7HiBEj0KpVK6hUKvz222/47rvvMGrUKKxZs8bRxeRrG7irSowxKJVKuLi4QCKRVGtZDh48iF69emHixIno1KmTwf3R0dEIDw8HAAwdOhS//fYbbt26pbfOk08+CalUit9++41fZu0+aTQalJWVQS6XQyQSWblXhBBSc7Vq1Qr+/v4GNQtarRYqlQoymQxicc28Fvvss8/iwoULNaJWOCkpCQsXLsTYsWPRqVMn7Ny5Ez/++CM2btyIoUOHVvpYrVaL6OhonD17FtOmTYO/vz8+/fRTZGZm4tSpU2jSpAm/7u7du9G/f3/ExMRg2LBhOH/+PFauXIlx48Zh1apV9t7NOk3q6AIQ55WRkYGhQ4ciPDwc+/fvR0hICH/fhAkTcPXqVfz4448OLKFpIpEICoXCoWWIjo7GwIEDK13n7t278PHxMbq8RYsWesus3SeJRFLt4YkQUv1KSkrg7u7u6GLUKGKx2OG/BbVFVlYWPvnkE0yYMAErVqwAALz66qvo2bMnpk2bhkGDBlX6W7J161YcPXoUW7Zs4X/7Bg8ejMcffxyzZ89GWloav+5bb72FNm3a4JdffoFUqjvV9fLywoIFCzBp0iQ0a9bMjntat9XMeEycwkcffYTi4mJ88cUXeqGB89hjj2HSpEn832q1GvPnz0dkZCTkcjkiIiIwY8YMKJVKvceJRCLMmTPHYHsREREYNWoU/zfXNv/w4cN47bXX4OfnBy8vL4wYMQIPHjyotOzG+gOMGjUKHh4eyMrKQlxcHDw8PBAQEIC33noLGo1G7/F5eXl4+eWX4eXlBR8fH4wcORJnz54VrN8EV74DBw7g4sWLfDMmrplTRkYGfvzxR3759evXTfZx+PvvvzF48GAEBATA1dUVTZs2xbvvvsvfb6qPw+7duxEdHQ13d3d4enqif//+uHjxot46lrxmWq0WS5cuRevWraFQKBAQEIC+ffvi5MmTAICePXuibdu2Rl+Ppk2bok+fPla+moTUPVlZWXjllVcQGhoKuVyORo0aYfz48VCpVAD+97k+dOgQ3njjDQQGBiIsLIx//KeffoqWLVtCLpcjNDQUEyZMQH5+vt5zXLlyBS+++CKCg4OhUCgQFhaGoUOHoqCggF9n79696N69O3x8fODh4YGmTZtixowZVZbfnMcplUrMnj0bjz32GORyORo0aIC3337b4DcDAL7++mt07twZbm5u8PX1RY8ePfDLL78A0P12XLx4EYcOHeK/M8vXQhvr47BlyxZ06NABrq6u8Pf3x3//+19kZWXprWPJ958xO3fuRP/+/fljGBkZifnz5+s9NiYmBj/++CNu3LjBlz0iIsLkNkeNGmWyGayx31VL7Ny5E2VlZXjjjTf4ZSKRCOPHj8etW7dw7NixSh+/detWBAUFIT4+nl8WEBCAwYMHY+fOnfxx/euvv/DXX39h3LhxfGgAgDfeeAOMMWzdutWm/XB2VONAHOaHH35A48aNERUVZdb6r776KtavX4+BAwdi6tSpOH78OJKTk3Hp0iVs377d6nIkJCTAx8cHc+bMweXLl7Fq1SrcuHGD/0GwhEajQZ8+fdClSxcsWrQIv/76Kz755BNERkZi/PjxAHQnwM899xxOnDiB8ePHo1mzZti5cydGjhxp0XMVFRUhNzfXYLmfnx8CAgKwYcMGfPDBByguLkZycjIAoHnz5tiwYQOmTJmCsLAwTJ06FYDuy/fevXsG2zp37hyio6Ph4uKCcePGISIiAteuXcMPP/yADz74wGTZNmzYgJEjR6JPnz748MMP8fDhQ6xatQrdu3fHmTNn9H64zHnNAOCVV15Bamoq+vXrh1dffRVqtRpHjhzBH3/8gY4dO+Lll1/G2LFjceHCBbRq1Yp/3J9//vl/7N13nBTl/cDxz/PMbLtOOZp0LKCiIDaUCCgRS1QSNYkVFLEEYxQTFWNETRS7sZdYMEZji6KRqBARsKBiwVgAxR9F6e363e7OzPP7Y3b3brkOdxys37evcW9nnp15Zu/Yne885cs333zDNddc06z3V4hMtXr1ag4++OBUf/H+/fuzatUqXnzxRSoqKggGg6myv/nNbygsLOTaa6+lvLwcgOuuu47rr7+eUaNGcdFFF6U+NxcsWMB7771HIBAgFosxevRootEov/3tb+nSpQurVq3itddeo6ioiPz8fL766it+9rOfsd9++3HDDTcQCoVYunQp7733XoP1b8rrPM/jxBNP5N133+X8889nwIABfPHFF9x111188803TJ8+PVX2+uuv57rrruOwww7jhhtuIBgM8uGHHzJ79myOPvpo/vrXv/Lb3/6WnJyc1E2Tzp0711u/adOmcc4553DQQQcxdepU1q1bx9133817773HZ599ltYK3NTPv/qOk5OTw6RJk8jJyWH27Nlce+21lJSUcNtttwHwxz/+keLiYn744QfuuusuAHJycurd5wUXXMCoUaPS1r3xxhs8/fTTdOrUKbWuru+euuTm5hIKhQD47LPPyM7OZsCAAWllDj744NT2YcOG1buvzz77jAMOOKBWl7CDDz6YRx55hG+++YaBAwfy2WefAXDggQemlevWrRvdu3dPbRfbyAjRBoqLiw1gTjrppCaVX7hwoQHMeeedl7b+97//vQHM7NmzU+sAM2XKlFr76NWrlxk7dmzq+RNPPGEAM2TIEBOLxVLrb731VgOYV155JbVu+PDhZvjw4anny5YtM4B54oknUuvGjh1rAHPDDTekHXfw4MFmyJAhqef/+te/DGD++te/pta5rmuOPPLIWvusy9tvv22Aepc1a9ak1Xufffap8704/vjj09bVdU5HHHGEyc3NNStWrEgr63le6ufk+7hs2TJjjDGlpaWmoKDATJgwIe01a9euNfn5+Wnrm/qezZ492wDmkksuqXUuyboUFRWZcDhsrrzyyrTtl1xyicnOzjZlZWW1XivEj9HZZ59ttNZmwYIFtbYl/z0l/10PGzbMOI6T2r5+/XoTDAbN0UcfbVzXTa2/7777DGAef/xxY4wxn332mQHMCy+8UG897rrrLgOYDRs2NKv+TXndU089ZbTW5p133klb/9BDDxnAvPfee8YYY7799lujtTY///nP087HmPTPuX322SftOyAp+Xn89ttvG2OMicViplOnTmbfffc1lZWVqXKvvfaaAcy1116bWtfUz7/6VFRU1Fp3wQUXmKysLFNVVZVad/zxx5tevXo1ur+6fPvttyY/P9/89Kc/Tfs7aOg7qOZS8/vk+OOPN3379q11jPLycgOYq666qsG6ZGdnm3PPPbfW+hkzZhjAvPHGG8YYY2677TYDmJUrV9Yqe9BBB5lDDz20qacv6iBdlUSbKCkpAfy7EU3xn//8B4BJkyalrU/eMd+esRDnn38+gUAg9fyiiy7Ctu3UMZvrwgsvTHv+k5/8hP/7v/9LPX/jjTcIBAJMmDAhtU5rzcSJE5t1nGuvvZZZs2bVWtq3b79N9d7ahg0bmDdvHueeey49e/ZM29ZQS8ysWbMoKiritNNOY+PGjanFsiwOOeQQ3n777Vqvaew9+9e//oVSiilTptR6bbIu+fn5nHTSSfzzn//EJOZ8cF2X5557jjFjxkjfbCHw78RPnz6dE044odYdWaj9b3vChAlp/c7/+9//EovFuPTSS9Pu/E6YMIG8vLzUZ3F+fj4Ab775JhUVFXXWJXnn/ZVXXsHzvCafQ1Ne98ILLzBgwAD69++f9jl05JFHAqQ+h6ZPn47neVx77bW17mRvy2QPH3/8MevXr+c3v/lN2tiH448/nv79+9f5XdXY5199IpFI6udkC/RPfvITKioqWLx4cbPrvrXy8nJ+/vOf065dO/75z3+m/R3U9d1T11Kzi2hlZWWq9aGm5PvU2CyKTX198rG+sjJb4/aRrkqiTeTl5QH+h11TrFixAq01u+++e9r6Ll26UFBQwIoVK7a5LjVnYgC/Gbdr167bNANFsu99Te3atUsbM7FixQq6du1KVlZWWrmtz60xAwcOrNWk3JKSX1w1u/00xbfffguQ+oLeWvJ3n9SU9+y7776jW7dujQZFZ599Ns899xzvvPMORxxxBP/9739Zt26dTDcrRMKGDRsoKSlp8r/rPn36pD1PftbutddeaeuDwSB9+/ZNbe/Tpw+TJk3izjvv5Omnn+YnP/kJJ554ImeeeWYqqPjVr37Fo48+ynnnncdVV13FUUcdxS9+8QtOOeWUBmcoasrrvv32WxYtWlTrsyVp/fr1gP/ZorWuNVnEtqrv/QHo379/2kx20LTPv/p89dVXXHPNNcyePTt1My6p5jiSbTVhwgS+++473n//fTp06JC2bVu+eyKRSJ3jS6qqqlLbW+L1ycf6yjZ2HNEwCRxEm8jLy6Nbt258+eWXzXrd9kz32ZTBZttLZhcidQfwqaeeokuXLrW21xysBi37no0ePZrOnTvzj3/8gyOOOIJ//OMfdOnSpVUDLCEy2fZcZN1xxx2MGzeOV155hZkzZ3LJJZcwdepUPvjgA7p3704kEmHevHm8/fbbzJgxgzfeeIPnnnuOI488kpkzZ9b72dCU13mex8CBA7nzzjvr3EePHj22+bxa0rZ+/hUVFTF8+HDy8vK44YYb6NevH+FwmE8//ZQrr7yyWS04dbn77rv55z//yT/+8Q8GDRpUa/vatWubtJ/8/PzU31DXrl15++23McakfZevWbMG8McgNKRr166psjVt/frkZCtr1qyp9Xtes2ZNakyF2DbSVUm0mZ/97Gd89913jc6kANCrVy88z0vdzU5at24dRUVFqbwF4N+t2Xp2j1gsVucHDlBrn2VlZaxZs6bBmSe2R69evVizZk2t5vulS5e2yvG2Vd++fQGaHdz169cPgE6dOjFq1KhaS80M3M3Z5+rVq9m8eXOD5SzL4vTTT+fFF19ky5YtTJ8+ndNOO00COiESCgsLycvLa/a/66TkZ+2SJUvS1sdiMZYtW5b2WQx+y+g111zDvHnzeOedd1i1ahUPPfRQarvWmqOOOoo777yTr7/+mhtvvJHZs2fX2aWxpsZe169fPzZv3sxRRx1V5+dQskWgX79+eJ7H119/3eDxmnrTqr73J7lu6/dnW82ZM4dNmzYxbdo0fve73/Gzn/2MUaNG0a5du1plm3vD7Z133uH3v/89l156KWeccUadZbp27dqk5bnnnku9ZtCgQVRUVLBo0aK0fX344Yep7Q0ZNGgQn376aa2g6MMPPyQrK4s999wzbT/JGfeSVq9ezQ8//NDocUTDJHAQbeaKK64gOzub8847j3Xr1tXa/t1333H33XcDcNxxxwHUyn6ZvJt0/PHHp9b169ePefPmpZV75JFH6m1xeOSRR4jH46nnDz74II7jcOyxxzb/pJpg9OjRxONx/va3v6XWeZ7H/fff3yrH21aFhYUcccQRPP7446xcuTJtm2kgb+To0aNT82XXfF+T6pq9qTEnn3wyxhiuv/76Wtu2rstZZ53Fli1buOCCCygrK+PMM89s9vGEyFRaa8aMGcO///3vWhdW0PC/bfC7qASDQe655560so899hjFxcWpz+KSkpJaWXoHDhyI1jrVhaSuGwHJi7q6upkkNeV1v/zlL1m1alXa52xSZWVlaoaoMWPGoLXmhhtuqHVBWvP8srOza92QqsuBBx5Ip06deOihh9LO4fXXX2fRokVp31XbI3kzpGYdY7EYDzzwQK2y2dnZTe66tGbNGn75y18ybNiw1MxMddmWMQ4nnXQSgUAgrY7GGB566CF22223tBkW16xZw+LFi9O+Q0455RTWrVvHSy+9lFq3ceNGXnjhBU444YTUmIZ99tmH/v371/ref/DBB1FKNZr/SDRMuiqJNtOvXz+eeeYZfvWrXzFgwIC0zNHJJC/JvAv7778/Y8eO5ZFHHkk10X700Uc8+eSTjBkzhpEjR6b2e95553HhhRdy8skn89Of/pTPP/+cN998k44dO9ZZj1gsxlFHHcUvf/lLlixZwgMPPMCwYcM48cQTW+W8x4wZw8EHH8zll1/O0qVL6d+/P6+++mrqy7Cpd4feeeedVN/Omvbbbz/222+/FqnrPffcw7BhwzjggAM4//zz6dOnD8uXL2fGjBksXLiwztfk5eXx4IMPctZZZ3HAAQfw61//msLCQlauXMmMGTM4/PDDU8l/mmrkyJGcddZZ3HPPPXz77bccc8wxeJ7HO++8w8iRI7n44otTZQcPHsy+++6bGhx5wAEHbM9bIETGuemmm5g5cybDhw9PTVW6Zs0aXnjhBd599906k0YmFRYWMnnyZK6//nqOOeYYTjzxxNTn5kEHHZQK1GfPns3FF1/Mqaeeyp577onjODz11FNYlsXJJ58MwA033MC8efM4/vjj6dWrF+vXr+eBBx6ge/fuDU7L2ZTXnXXWWTz//PNceOGFvP322xx++OG4rsvixYt5/vnnefPNNznwwAPZfffd+eMf/8if//xnfvKTn/CLX/yCUCjEggUL6NatW2oq6yFDhvDggw/yl7/8hd13351OnTrVOY4rEAhwyy23cM455zB8+HBOO+201HSsvXv35rLLLtvWX1uaww47jHbt2jF27FguueQSlFI89dRTdQZ+Q4YM4bnnnmPSpEkcdNBB5OTkcMIJJ9S530suuYQNGzZwxRVX8Oyzz6Ztq/ndsi3dP7t3786ll17KbbfdRjwe56CDDmL69Om88847PP3002ktw5MnT+bJJ59k2bJlqdb/U045hUMPPZRzzjmHr7/+OpU52nXdWjeVbrvtNk488USOPvpofv3rX/Pll19y3333cd5559WaDlY0UxvN5iREyjfffGMmTJhgevfubYLBoMnNzTWHH364uffee9OmlIvH4+b66683ffr0MYFAwPTo0cNMnjw5rYwx/tSmV155penYsaPJysoyo0ePNkuXLq13Ota5c+ea888/37Rr187k5OSYM844w2zatCltn02djjU7O7vW+U2ZMsVs/U9tw4YN5vTTTze5ubkmPz/fjBs3zrz33nsGMM8++2yD71dj07HWnIp2e6djNcaYL7/80vz85z83BQUFJhwOm7322sv86U9/Sm3fejrWmvUcPXq0yc/PN+Fw2PTr18+MGzfOfPzxx9v0njmOY2677TbTv39/EwwGTWFhoTn22GPNJ598Uuv1ySl1b7rpplrbhBDGrFixwpx99tmmsLDQhEIh07dvXzNx4kQTjUaNMdX/ruuastUYf/rV/v37m0AgYDp37mwuuugis2XLltT2//u//zPnnnuu6devnwmHw6Z9+/Zm5MiR5r///W+qzFtvvWVOOukk061bNxMMBk23bt3MaaedZr755psG697U18ViMXPLLbeYffbZx4RCIdOuXTszZMgQc/3115vi4uK0so8//rgZPHhwqtzw4cPNrFmzUtvXrl1rjj/+eJObm2uA1PfB1tOxJj333HOp/bVv396cccYZ5ocffkgr05zPv7q899575tBDDzWRSMR069bNXHHFFebNN9+sVZ+ysjJz+umnm4KCAgM0ODXr8OHDm/Tdsq1c1zU33XST6dWrlwkGg2afffYx//jHP2qVS05Vu/X3yubNm8348eNNhw4dTFZWlhk+fHi9f6Mvv/yyGTRokAmFQqZ79+7mmmuuSZt6XWwbZUwj7ZJCZKhkkp4FCxbUOS3hjjZ9+nR+/vOf8+6773L44Ye3dXV2aXfffTeXXXYZy5cvrzWVrBBCCCG2jYxxEKINbD2PtOu63HvvveTl5UnXmu1kjOGxxx5j+PDhEjQIIYQQLUjGOAjRBn77299SWVnJ0KFDiUajvPTSS7z//vvcdNNNMsf0NiovL+fVV1/l7bff5osvvuCVV15p6yoJIYQQGUUCByHawJFHHskdd9zBa6+9RlVVFbvvvjv33ntv2iBf0TwbNmzg9NNPp6CggKuvvrrVBrcLIYQQP1YZO8bh/vvv57bbbmPt2rXsv//+3HvvvZL0QwghhBBCiG2UkWMcktOOTZkyhU8//ZT999+f0aNHp1LMCyGEEEIIIZonIwOHO++8kwkTJnDOOeew995789BDD5GVlcXjjz/e1lUTQgghdkoPPvgg++23H3l5eeTl5TF06FBef/31tq6WEGInknGBQywW45NPPklLTqK1ZtSoUcyfP78NayaEEELsvLp3787NN9/MJ598wscff8yRRx7JSSedxFdffdXWVRNC7CQybnD0xo0bcV2Xzp07p63v3LkzixcvrvM10Wg0LTW853ls3ryZDh06NDmLrxBC/JgZYygtLaVbt25onXH3pH4Uts4mfOONN/Lggw/ywQcfsM8++zT6es/zWL16Nbm5ufLdKbZLa32ezHvnXjZvLmXMSVe32D5/bDIucNgWU6dOrZWuXAghRPN9//33dO/eva2rIbaT67q88MILlJeXM3To0DrLbH3TbdWqVey99947qoriR6AlP08qKio4/bQb2LixmG++OVPy/GyjjAscOnbsiGVZrFu3Lm39unXr6NKlS52vmTx5MpMmTUo9Ly4upmfPnnz//ffk5eW1an2FECITlJSU0KNHD3Jzc9u6KmI7fPHFFwwdOpSqqipycnJ4+eWX6w0G6r/ppgFpcRDbwwBei36e3HnXJXTt1pEjjtifa66ZwN///maL7fvHJCOnYz3kkEM4+OCDuffeewG/+bRnz55cfPHFXHXVVY2+vqSkhPz8fIqLiyVwEEKIJpDPzcwQi8VYuXIlxcXFvPjiizz66KPMnTu3zuBh6xaHZPAIFhI4iO1jALfFPk/Wr1/P7rv3YforN9K7dxf23Wcc77//AYMGDdruff/YZFyLA8CkSZMYO3YsBx54IAcffDB//etfKS8v55xzzmnrqgkhhBA7rWAwyO677w7AkCFDWLBgAXfffTcPP/xwrbKhUIhQKLSjqyhEs11//QUMHz6I4cMHAXDRb8bw+9+fx6xZC2Q8TjNlZODwq1/9ig0bNnDttdeydu1aBg0axBtvvFFrwLQQQggh6ud5XlqrghC7mm+++YbHH/8PCz5+JLVu8uQz2HOPM5g5cyajR49uw9rtejKyq9L2kiZ3IYRoHvnc3PVNnjyZY489lp49e1JaWsozzzzDLbfcwptvvslPf/rTRl+f/BuQrkpi+7VcV6Vf/OIICgsLeODBSWnr//rXF3hy2ht89tk3WJa1Xcf4McnIFgchxI+T67rE4/G2rkZGCgQC8uWa4davX8/ZZ5/NmjVryM/PZ7/99mty0CDEzui9995j1qyPWbzkH7W2XXTRSdx/38tMm3Y148ff0ga12zVJi0Md5M6ZELsWYwxr166lqKiorauS0QoKCujSpUudfYLlc1NIi4NoOdvf4mCM4bDDBzJ69EH86U9j6yzz/HOz+f3vH+Tbb1eQlZW1HfX98ZAWByHELi8ZNHTq1ImsrCwZ7NbCjDFUVFSwfv16ALp27drGNRJCiIa99NJLLF+2hssu+2W9ZU795UjuvOsF7rzrEq7546M7sHa7LgkchBC7NNd1U0FDhw4d2ro6GSsSiQB+d5ZOnTpJtyUhxE7t3vv+wh+uOI2cnEi9ZZRSTJkyjgnn3SqBQxNJ4CCE2KUlxzRIM3PrS77H8XhcAgchxE4tFo3QrUt78LwGy+3WtT3RqPTabyoJHIQQGUG6J7U+eY+FELsUYxoNHJChvs0igYMQQgghhMg8ngeu23CZxraLNBI4CCGEEEKIzON50uLQwiRwEEIIkSYWixEMBtu6GkIIsX2a0lWpse0ijW7rCgghxI9V7969+etf/5q2btCgQVx33XWAP6bgwQcf5NhjjyUSidC3b19efPHFVNnly5ejlOLZZ5/lsMMOIxwOs++++zJ37ty0fX755Zcce+yx5OTk0LlzZ8466yw2btyY2j5ixAguvvhiLr30Ujp27Mjo0aNb7ZyFEGKHcV1wnIYX6arULBI4CCEyjjGG8vLyNllaOqfmn/70J04++WQ+//xzzjjjDH7961+zaNGitDJ/+MMfuPzyy/nss88YOnQoJ5xwAps2bQKgqKiII488ksGDB/Pxxx/zxhtvsG7dOn75y/S5zZ988kmCwSDvvfceDz30UIuegxBCtIlki0Nji2gy6aokhMg4FRUV5OTktMmxy8rKyM7ObrH9nXrqqZx33nkA/PnPf2bWrFnce++9PPDAA6kyF198MSeffDIADz74IG+88QaPPfYYV1xxBffddx+DBw/mpptuSpV//PHH6dGjB9988w177rknAHvssQe33npri9VbCCHanDEo03Bg0Nh2kU4CByGE2IkNHTq01vOFCxfWW8a2bQ488MBUq8Tnn3/O22+/XWcg9d1336UChyFDhrRwzYUQoo15HjiNzaokgUNzSOAghMg4WVlZlJWVtdmxm0prXatrUzKhXUspKyvjhBNO4JZbbqm1rWvXrqmfW7KVRAghdgpN6YokXZWaRQIHIUTGUUrtEhfChYWFrFmzJvW8pKSEZcuWpZX54IMPOPvss9OeDx48uFaZI444AgDHcfjkk0+4+OKLATjggAP417/+Re/evbFt+cgXQvyISAK4FieDo4UQoo0ceeSRPPXUU7zzzjt88cUXjB07Fsuy0sq88MILPP7443zzzTdMmTKFjz76KBUUJN1///28/PLLLF68mIkTJ7JlyxbOPfdcACZOnMjmzZs57bTTWLBgAd999x1vvvkm55xzDq7MJiKEyGTGgPEaX0STye0nIYRoI5MnT2bZsmX87Gc/Iz8/nz//+c+1Whyuv/56nn32WX7zm9/QtWtX/vnPf7L33nunlbn55pu5+eabWbhwIbvvvjuvvvoqHTt2BKBbt2689957XHnllRx99NFEo1F69erFMcccg9Zy70gIkcGaMsbBkcChOSRwEEKINpKXl8ezzz6btm7s2LFpz7t168bMmTMb3M+AAQP48MMP692+xx578NJLL9W7fc6cOY1XVgghdjVNyhwtgUNzSOAghBBCCCEyj2SObnESOAghhBBCiIyjPA/VyFguJYFDs0jgIIQQO6nGslD37t27xTNVCyFExpAWhxYngYMQQgghhMg8TcrjIDdfmkMCByGEEEIIkXmalDlapqVuDgkchBBCCCFE5vEkAVxLk8BBCCGEEEJkINN4YCCBQ7NkXPafG2+8kcMOO4ysrCwKCgraujpCCCGEEKItuImuSo0toskyLnCIxWKceuqpXHTRRW1dFSGEEGKXMXXqVA466CByc3Pp1KkTY8aMYcmSJW1dLSG2XXJWpYYWaXFolowLHK6//nouu+wyBg4c2NZVEUKIBo0YMYJLL720rashBABz585l4sSJfPDBB8yaNYt4PM7RRx9NeXl5W1dNiG3jNSFwkOlYm0XGOADRaJRoNJp6XlJS0oa1EUIIIXa8N954I+35tGnT6NSpE5988glHHHFEG9VKiO3geY3PmiSBQ7NkXIvDtpg6dSr5+fmppUePHm1dJSGE2KFisVhbV0HsZIqLiwFo3759nduj0SglJSVpixA7FWMSrQ6NLKLJdonA4aqrrkIp1eCyePHibd7/5MmTKS4uTi3ff/99C9ZeCCEat2XLFs4++2zatWtHVlYWxx57LN9++y3gZ5AuLCzkxRdfTJUfNGgQXbt2TT1/9913CYVCVFRUAFBUVMR5551HYWEheXl5HHnkkXz++eep8tdddx2DBg3i0UcfpU+fPoTD4R10pmJX4Hkel156KYcffjj77rtvnWXkppvY6TVljIO0ODTLLtFV6fLLL2fcuHENlunbt+827z8UChEKhbb59UKInVRDfbMtC2peLDdUVmuIRBovm53dvPrVMG7cOL799lteffVV8vLyuPLKKznuuOP4+uuvCQQCHHHEEcyZM4dTTjmFLVu2sGjRIiKRCIsXL6Z///7MnTuXgw46iKysLABOPfVUIpEIr7/+Ovn5+Tz88MMcddRRfPPNN6k7yEuXLuVf//oXL730EpZlbXPdReaZOHEiX375Je+++269ZSZPnsykSZNSz0tKSiR4EDsXtykJ4CRwaI5dInAoLCyksLCwrashhNjV5OTUv+2442DGjOrnnTpB4m59LcOHw5w51c9794aNG2uX28bZOZIBw3vvvcdhhx0GwNNPP02PHj2YPn06p556KiNGjODhhx8GYN68eQwePJguXbowZ84c+vfvz5w5cxg+fDjgtz589NFHrF+/PnVT5Pbbb2f69Om8+OKLnH/++YDfPenvf/+7fL6KNBdffDGvvfYa8+bNo3v37vWWk5tuYqdnmtAVSWZVapZdoqtSc6xcuZKFCxeycuVKXNdl4cKFLFy4kLKysraumhBC1GnRokXYts0hhxySWtehQwf22msvFi1aBMDw4cP5+uuv2bBhA3PnzmXEiBGMGDGCOXPmEI/Hef/99xkxYgQAn3/+OWVlZXTo0IGcnJzUsmzZMr777rvUMXr16iVBg0gxxnDxxRfz8ssvM3v2bPr06dPWVRJi+xgDxmt8EU22S7Q4NMe1117Lk08+mXo+ePBgAN5+++3Ul6oQ4keioRsGW3fNWb++/rJ6q3ssy5dvc5W21cCBA2nfvj1z585l7ty53HjjjXTp0oVbbrmFBQsWEI/HU60VZWVldO3alTk1W0kSaibGzN6OrlUi80ycOJFnnnmGV155hdzcXNauXQtAfn4+kZpd9YTYVXgeOI0EBo60ODRHxgUO06ZNY9q0aW1dDSHEzqA5F8atVbYJBgwYgOM4fPjhh6mL/02bNrFkyRL23ntvAJRS/OQnP+GVV17hq6++YtiwYWRlZRGNRnn44Yc58MADU4HAAQccwNq1a7Ftm969e7doXUXmevDBBwFq3WR74oknGh1nKMROKZnHoSHS4tAsGddVSQghdjV77LEHJ510EhMmTODdd9/l888/58wzz2S33XbjpJNOSpUbMWIE//znPxk0aBA5OTlorTniiCN4+umnU+MbAEaNGsXQoUMZM2YMM2fOZPny5bz//vv88Y9/5OOPP26LUxS7AGNMnYsEDWKXJdOxtjgJHIQQYifwxBNPMGTIEH72s58xdOhQjDH85z//IRAIpMoMHz4c13XT7giPGDGi1jqlFP/5z3844ogjOOecc9hzzz359a9/zYoVK+jcufMOPCshhGhDyVmVGlqaOavSgw8+yH777UdeXh55eXkMHTqU119/PbW9qqqKiRMnpsaYnXzyyaxbty5tHytXruT4448nKyuLTp068Yc//AHHcdLKzJkzhwMOOIBQKMTuu+++0/SmUcbIcPKtlZSUkJ+fT3FxMXl5eW1dHSFEA6qqqli2bJnkItgBGnqv5XNTJP8GwAJUW1dH7NIM4G7X58lhhx3G7w7pwC+H7tVguf+t2MDIqf9m8+bNTdrvv//9byzLYo899sAYw5NPPsltt93GZ599xj777MNFF13EjBkzmDZtGvn5+Vx88cVorXnvvfcAcF2XQYMG0aVLF2677TbWrFnD2WefzYQJE7jpppsAWLZsGfvuuy8XXngh5513Hm+99RaXXnopM2bMYPTo0dv0frSUjBvjIIQQQgghRJO6IjWzq9IJJ5yQ9vzGG2/kwQcf5IMPPqB79+489thjPPPMMxx55JGA35o8YMAAPvjgAw499FBmzpzJ119/zX//+186d+7MoEGD+POf/8yVV17JddddRzAY5KGHHqJPnz7ccccdgD8O7t133+Wuu+5q88BBuioJIYQQQojM4zWlq5KfIK6kpCRtiUajje7edV2effZZysvLGTp0KJ988gnxeJxRo0alyvTv35+ePXsyf/58AObPn8/AgQPTuo2OHj2akpISvvrqq1SZmvtIlknuoy1J4CCEEEIIITJPUwZGe1BZWUl+fn7aMnXq1Hp3+8UXX5CTk0MoFOLCCy/k5ZdfZu+992bt2rUEg8G0aa8BOnfunJreeO3atbXGmiWfN1ampKSEysrK7X1Xtot0VRJCCCGEEJnH0KTM0ZFIpNYA5oayou+1114sXLiQ4uJiXnzxRcaOHcvcuXNboMI7PwkchBBCCCFExjGuh2kkAZxJzKrUnEHYwWCQ3XffHYAhQ4awYMEC7r77bn71q18Ri8UoKipKa3VYt24dXbp0AaBLly589NFHaftLBi01y2wdyKxbt468vLw2T8YoXZWEEBlBJohrffIeCyF2OcY0vmwnz/OIRqMMGTKEQCDAW2+9ldq2ZMkSVq5cydChQwEYOnQoX3zxBevXr0+VmTVrFnl5eamEn0OHDk3bR7JMch9tSVochBC7tGSeg4qKija/E5PpKioqANJySwghxE6rSbMqNW+XkydP5thjj6Vnz56UlpbyzDPPMGfOHN58803y8/MZP348kyZNon379uTl5fHb3/6WoUOHcuihhwJw9NFHs/fee3PWWWdx6623snbtWq655homTpyY6h514YUXct9993HFFVdw7rnnMnv2bJ5//nlmzJixLe9Ci5LAQQixS7Msi4KCgtTdm6ysLJSSOeRbkjGGiooK1q9fT0FBAZZltXWVhBCicZ6BRroqNTcB3Pr16zn77LNZs2YN+fn57Lfffrz55pv89Kc/BeCuu+5Ca83JJ59MNBpl9OjRPPDAA6nXW5bFa6+9xkUXXcTQoUPJzs5m7Nix3HDDDakyffr0YcaMGVx22WXcfffddO/enUcffbTNp2IFSQBXJ0lkJMSuxRjD2rVrKSoqauuqZLSCggK6dOlSZ2Amn5tCEsCJltMyCeAu2SuLXx7Qr8Fy/1u1iSMfmd3kBHA/dtLiIITY5Sml6Nq1K506dSIej7d1dTJSIBCQlgYhxK7FGEwjXZXk/nnzSOAghMgYlmXJxa0QQgif24SuSo4EDs0hgYMQQgghhMg8pgmDo6XFoVkkcBBCCCGEEJnH0HhgIIFDs0jgIIQQQgghMo7xDKaRrkjGlcChOSRwEEIIIYQQmcejCXkcJHBoDgkchBBCCCFExjEGTCNjoxvbLtJJ4CCEEEIIITKPaxqfNcndMVXJFBI4CCGEEEKIzNOEPA7SVal5JHAQQgghhBCZx+CPc2isjGgyCRyEEEIIIUTGMV7jsybJrErNI4GDEEIIIYTIPB7S4tDCdFtXoCUtX76c8ePH06dPHyKRCP369WPKlCnEYrG2rpoQQgixU5s3bx4nnHAC3bp1QynF9OnT27pKQmyX5KxKjS2i6TKqxWHx4sV4nsfDDz/M7rvvzpdffsmECRMoLy/n9ttvb+vqCSGEEDut8vJy9t9/f84991x+8YtftHV1hNh+Lhin4SJGZlVqlowKHI455hiOOeaY1PO+ffuyZMkSHnzwQQkchBBCiAYce+yxHHvssW1dDSFaTlMGR0uLQ7NkVOBQl+LiYtq3b99gmWg0SjQaTT0vKSlp7WoJIYQQQohWZIy/NFZGNF2rBg7Lli3jnXfeYcWKFVRUVFBYWMjgwYMZOnQo4XC4NQ8NwNKlS7n33nsbbW2YOnUq119/favXRwghhMgUctOt7ShU2nPThiN8t67L1tqybsZrvKuSJIBrnlYZHP30009z8MEH069fP6688kqmT5/OO++8w6OPPsoxxxxD586d+c1vfsOKFSuatL+rrroKpVSDy+LFi9Nes2rVKo455hhOPfVUJkyY0OD+J0+eTHFxcWr5/vvvt/nchRBCiB+DqVOnkp+fn1p69OjR1lUSIl0TBkbL4OjmafEWh8GDBxMMBhk3bhz/+te/an2QRKNR5s+fz7PPPsuBBx7IAw88wKmnntrgPi+//HLGjRvXYJm+ffumfl69ejUjR47ksMMO45FHHmm0zqFQiFAo1Gg5IYQQQvgmT57MpEmTUs9LSkokeGgFjd3R37pMS9/hb8rxm/P6HdkCYZCuSi2txQOHm2++mdGjR9e7PRQKMWLECEaMGMGNN97I8uXLG91nYWEhhYWFTTr+qlWrGDlyJEOGDOGJJ55A64yacVYIIYTYKchNN7GzMy4Yp5GuVO72BUY/Ni0eODQUNGytQ4cOdOjQocWOvWrVKkaMGEGvXr24/fbb2bBhQ2pbly5dWuw4QgghRKYpKytj6dKlqefLli1j4cKFtG/fnp49e7ZhzXZt23vHvvYOG9ifManjbc+d/Xrr3NCxG1Ljtr5C7cBWB4UxjQQOjWwX6XbYrErGGN5++20qKys57LDDaNeuXYsfY9asWSxdupSlS5fSvXv3WscXQgghRN0+/vhjRo4cmXqe7IY0duxYpk2b1ka12nW1bsBQT28K5aUu0rflAr1WnWsFCtvSi8Or3s8OvhZryhgGuTxsnlYJHIqKivjd737Hp59+yqGHHsodd9zBcccdx/vvvw9Ap06dmDlzJvvtt1+LHnfcuHGNjoUQQgghRG0jRoyQm2wtcid8++/418kYkhfuqp59mxr/98s1HjzUGeDUE6Q0Nxjyj518fSKA2IF/Y8ZTeI10RZIEcM3TKgMAfv/73zN//nx+/etf88UXX3DMMcfgui7z58/nww8/ZMCAAfzxj39sjUMLIYQQQrQBBS3dygD4l2r+olRi0QGUDqF0CG1FEj8HUMpGYZG6vFPKL1/Xf4l9oVSNxQJloUgsKoBSyccASgcTS6SRJVEu+brEPkFve3enbWCMHzw0uEhXpWZplRaH119/nWeeeYbhw4czbtw4evTowezZsznkkEMAuOWWWzjxxBNb49BCCCGEEDtYawUMyb2r1Dr/gt/21ynL364MGA+jDJ4XQ+ElbuwnA4it++uk3zdOa0lQOrVdKQ1YiUdQaevrZowH2Bi8RAODB7j+80S9/HaQ1m95kARwLa9VAod169ax5557ArDbbrsRDofTpmjr2bNn2sBlIYQQQohdT1MChtoX2U3q8qPSgwXQaB1AYWFbYbSyCVgR/AHALq4Xx8Mh7lRgcPG8OEqpxIV7cpdb18VKrVc1jpNq2UCjtZ3Y5gcQumZAs9X+jPHw8DDGwxg/WPA8p/rROLheOWYH9Q/yuyo13Lmmse0iXasEDp7nYVlW6rllWagaTVNqBzZTCSGEEEK0vOYFDel39Rt7bc07+8kLeQtLBVHaImhlY+sQEd0e2wSJU4VjVREzlQB4XhwHhVZ2A4FD9TFqBg5a2Ylj2YmgwUpbp7Bq7CH9otvDw+DiGgdjXDzj4Jk4rnH8OnlVeMbBqPgOudXflDwOonlabValRx99lJycHAAcx2HatGl07NgRgNLS0tY6rBBCCCFEK2nqjc9k155E+RqtB/5TXc/zmq/RgMJSAZT2g4agnUuAEFmqPWVmHVbBBqyARflGTR93XzSaTYEtxFQllV4RRms846SOkWw50Gi0CqQeLQJYiceACWFhEzBBAiZAEJsANpbSWChspVOnoxN19TAY4z/GjYeLR1w5RHWMOHGiqoqoqqDS20JRdCUV0SjGRJv75jefkelYW1qrBA49e/bkb3/7W+p5ly5deOqpp2qVEUIIIYTY+TXn4rKuoKF2C0KqTCJA8J9Xl9PKAqWwVRitLSwdJku1I0CYYv1/dN2tHVlZ/g3anJw4K374HwPdA8mhkLjnYVR31tilOIkLdEslg4IAFja2sQkQwPL8wCCgLAJoQtoiaGkCShG0/CWgIKDB1mAphU6eWuKMDeAZcIwh7kHcg6hrEotHletR6TlsoYRYsJLK2Dqg9QMHz1O4jcyq5MqsSs3SKoFDU7JBCyGEEELs/LYxaEjcllfKTm1LBQzKSpRKdhNSqRmOkussFUApTVBnY6kgAZWFAsrVOnbfs2di9343pFAowG49Q3y3YiXH5/YhpC0+3ezQqX8MTYCAFSGkcwnqHEImm6AJEjRBbCxsZWGjsJRGK4WlQCeCA0splAIrGdhs9Vb4rQzgGYMxBsuAMgZtDJbnEcQQMS4OLo5yyFcB8tw+lFZZuG5Vve+i67p8/vknzXjf6+YPjm7k9yctDs2ywxLACSGEEELsOpofMAA1ggMbSLYcJAMKC60slPbHDVgqgFY2WgexsNDYfguDssk2ebi4WLZFVkeLnA5h7IDB9TrgmliNWvr7Dtma7AGaw6LF9Dusgq+f6kyFU4VlhbAJASS6IAUImiABbIJKYysrPWCocequMWDAwX/08BPqJm/Se8bgGoNnPFzANR7GH5qNi4tRBle5/hxKysNTO/b2vmlK5uhWmRErc7V44HDPPfc0uewll1zS0ocXQgghhNhB6kuOlpgFKZUXITHwODFDka1DaGVj6xAWQYI6B9sEUSjyTAEYiKs4+VkFdOpfAMojbqLEvXI/8EgEAjUHNpNoufjvhhz6/fJwdn/1S74ItsPSIUI6hwj5RLwcIiZMUNmEtEVAKSytsLWfuUEr0KruSWyMMbiJ6U3dZKo5QyJwsBJBRDKY8HATE64aYxJjIAxaWZTr7BqtMK3L76rU8KxJjW0X6Vr8N3fXXXelPd+wYQMVFRUUFBQAflbprKwsOnXqJIGDEEIIIXZCW184NyF7cmIsg1J2YoxCsHqsAqC0HzBYOoDCRuO3OCgsoqaUqDJEgll07N+ZLLsdQSIoNHEVxTVRLGWDzkYnjmFhoxMX4H4HJwttLLxeebx2dZyzHurNtKnZ/gW78Qc1ByxNUCsCWhOyFLaCoAWWAluRaHUgbQxDclIiz6jUWAYvcRffM+Am13ngJAq7huqgwVTPblTphom5MYrVShRlrZ/JQfI4tLgWDxyWLVuW+vmZZ57hgQce4LHHHmOvvfYCYMmSJUyYMIELLrigpQ8thBBCCAHUfYHftKRjtYOGpk2lWnN6UwtLBzDGIxS2ycnJJSuSTU5WO2wrhNb+NKmOW4VHHDvgoS0b2wqjtMYkuvkY3Bo5DzQBFUJjEybHDzw8K3WuGo02mjwVwQ3Y0D6bvfIUZXFDLDEjq63A1oqA9gc7BxQErOqgwVaglfGTSNd67xJjGowiOcGrZ6qDBL+1ocZCsqtQ9esDjkVOeU4qmGptnlGpIKc+0lWpeVq1rehPf/oTL774YipoANhrr7246667OOWUUzjjjDNa8/BCCCGEyEAqkXu4rvXpK2o8N6bW9uQ+kutr7jGVr0BVJ0mrncytZkbm6qzOlgqgLZf+A/oRsHOwdACt/UHKStnYBABwcVKBgVZBLBUgrPOwTQAMuMrBYFBYBJRNjldA2ITJt8J+NyOlUoOT/X0o8oMWOQH47laX3XMg6imqPI2TqGqyRcFSBhsIaOP/rExqvVL+mSpV/Y4kxwr4x6tucUgGDckgwa3RMmFqvNYAZY5iczQL240Q9dNKb/0rbFGeUbheI12VPAkcmqNVA4c1a9bgOE6t9a7rsm7dutY8tBBCCCEyWMNdhhpYX+NitVZLgjGkWhi26nqUKq80JJKqma0CCZVIuqa0Ra/eXbHtUOq1JpFRGRw8ZaNJTLWqNLYKY6kAtgkSNP74hViN6UoVCtsEyDZZZOsgBUGbgPZnPPIMxF2Dh99qELEhbEFAa5TyiFgeYSs5PiE5O5LBUmBhsLXfymApg4VJ/Fz/22hMze5L/j5dVKJFQiUGUPuBRHrwAGAR1nqHtTg0JY+DzKrUPK0aOBx11FFccMEFPProoxxwwAEAfPLJJ1x00UWMGjWqNQ8thBBCiExVz4VnevK0Ohiv7smSUvkV/MABQOsAqQRsialStfIHNyeDAD87suv/jOd3GFIWGENebju/RokrcOO5xEwFSikC2sPSIXJ0eyIml/amgBAWVmJwQdzzKDLlRIkSpwqLIBEToWMwTF7QokvYH5uAgZgHpY4inmhRiFgQ0pBtu2RZhqB2CWg/IABqdd3Ryu+sozBo7YdCWhlQoP12hPS3sMYb6KH82ZaS3ZdMcixEstVBpcob47d0ZAVsdHQHDY4mvU2ovjKi6Vr1N/f4448zduxYDjzwQAIBv1nOcRxGjx7No48+2pqHFkIIIUQG8nMe1HfHujpXAmxdxgVF4q5/jf0pjVZ+y0Aqy3IiAEhmbNbKnz5VKQulrET3IoPjRvFw8Lx4ar9KWf5zPBJzFaWO5Xnx1P6V0ljYBE2QHMsmbPtJ1zyT6F4UC2EweMojaIKETJBsW5NrQ65tCFoenlHYniLmVXe1qpmjWiu/RSGoXWxdHQDUHKfAVuVrBgxKpXdXInGU5F18nejspZWqEUT4GaT96VtrBA6JblBaUX9g18Ka1lVJZlVqjlYNHAoLC/nPf/7Dt99+y6JFiwDo378/e+65Z2seVgghhBAZTOtInQEAVF+UJ0omHhNdi+pocVBKE7BzCFrZxJ1yPPzgIZljITllqlZ+joVki4NnHGKqAsdU4VCFh4MxHlrZGF2Z2rfSVuLYBuPFAYPnxfFUAGUUtrGJ2BbZtiJo+bMTBTyLcsfGeH63pYAJEFY2EUuRZUOO7bciOMbvTmVrhWv8WY2SXYxUjQDA1gZLealtfuCgYOuYINN67TSlq5Jolh3SVrTHHnuwxx577IhDCSGEECKTKYucUFe8GvfMdWpgsvbv8idzG9RQPcYg+dxFYWHpEP0YQpWuJEKc9WoTBoPG8scVECGERVBbRCw/uzJA3PWodD0qiLMpsDExbWqMzdEl7DuwLwoL2woTttuhUbg4xFQZrhdNBB7+oOgANvkBRW7Q72bkGahyIeoGCDiagGtha022bZEb9Fsbcm2/BaHK07gGbKVxEkM0FP7sSJDoSoQfKGilEpmeFZ6nUtOqbt0ZSaUeq7s3pTZsFWjU1S0pOQYiOf4hNR4CRaWribkGY2qPf20NXqIeDZaR6VibpcXbZ26++WYqKyubVPbDDz9kxowZLV0FIYQQQmQopSzygt3Jr7HkBbuTH+hOvt2DfLs77exeFNg9aG/3Ti3t7F60C/Qi3+6eWPyy+VY3NJplsQ/YpIrpRiFdTEe60oFuVgE9IxF65oTokxugb65m91zFgHzokWOzZ36Q3XOy6EFXuni70dn0ZN+Be/lBgx0maOeSbXUgx+pEjtWJiF1A0M5B60AikZtGo7C0Py4hrA1ZliFsQdhShLUmqCwCWhPQOjFtqkElZj4yNcYQKAWW9gdI12w58Iwi7mlirr9EHYsq16LKtal0LSodiypnq0dX+9tcu3pxqn8ud/ylwrGpcPzWkQrX8n92LcodiwrXpty1/PWuRaWrqXI1cc/Uai1qLZ5RuEY3uHimeZfCU6dO5aCDDiI3N5dOnToxZswYlixZklamqqqKiRMn0qFDB3Jycjj55JNrTQq0cuVKjj/++FRusz/84Q+1JhSaM2cOBxxwAKFQiN13351p06Zt0/vQklq8xeHrr7+mZ8+enHrqqZxwwgkceOCBFBYWAv74hq+//pp3332Xf/zjH6xevZq///3vLV0FIYQQQmQo28rnuOxDcb3kFKR+pmOrRi4CS/vXzjrVNScxbahHahCxm8h6HPegLO6yxETI22sTx5W2x8MmqD3C2qF7bhm5+VVkdfG4d2ZvAj17UhTZRNxU4XgVmGiQsdEYjqd5eVUu5aHOaGXRLtibArcj3XQutuXfid/s9aDUqmCzvRoPl7DJIqgtghpCliFieWhl0EqTHdAYNB4GSynClkolaHOMxnMNVa4i6vrdlMA//5AFEe1hKf/CucrzgwDHKBwPHKNwjUrkXUifhjbV2lBrXIOvZgsCVN/RT41voOE7+GVxKInHcb34jsm81goJ4ObOncvEiRM56KCDcByHq6++mqOPPpqvv/6a7OxsAC677DJmzJjBCy+8QH5+PhdffDG/+MUveO+99wB/dtHjjz+eLl268P7777NmzRrOPvtsAoEAN910E+DnRTv++OO58MILefrpp3nrrbc477zz6Nq1K6NHj272W9FSWjxw+Pvf/87nn3/Offfdx+mnn05JSQmWZREKhaioqABg8ODBnHfeeYwbN45wONzSVRBCCCHETq7e6VQbEQrk89Mucdzk1KIk8xDgz1aUnFpUpc8k5BiN4yliicGwUU9R5WoqXM3SMpuC4h7YViVBbdi/5zqCWS5WDgT27gCdujHn9gqCu/cGIMcrIK7iOFYOdiTAing7ugTKOWD/PVjoLUGj6OR2pZ0domu2RdifaImIHaY4auO5HjEVI2LCBCyNrf0LsmQuBVsln4OlFHYiMEryxzYoop4mZqoDB60gqPwxDYrkFKyamId/t98oHE/h1EjcVvv3Uvu3Y2o8bj3FanW3pMTPW72u5n4qHaj04qlxJK3No/EEcI1t39obb7yR9nzatGl06tSJTz75hCOOOILi4mIee+wxnnnmGY488kgAnnjiCQYMGMAHH3zAoYceysyZM/n666/573//S+fOnRk0aBB//vOfufLKK7nuuusIBoM89NBD9OnThzvuuAOAAQMG8O6773LXXXdlVuAAsP/++/O3v/2Nhx9+mP/973+sWLGCyspKOnbsyKBBg+jYsWNrHFYIIYQQbWz//QdhWa03T3/n3CGoLt1xXE25648HcBNTfYY15NiQbXuEtZe4Ow+ViQChwoGqxJVtcnpQW0FhHE6JdqLUiZPdaTM5NxycOp55+D989N5PCPRT7Ov5+6twPBzXEEsOKuio2YDCMoYBZgABreiVb9EpZNgjr4yI7WCMYm1lhA1VAb4p7Uh53B+snGVrcm1DxPbzLQDEjT8bkh8MKWytElmd/XOtdP2xDSWOptKFmEuqfFAbQtrgGkWV548rKHMUZQ5UORD3DI6XzOxcO6dFXR13kmVNIkDwkq9LZohO3Lava6y1UtWjTao8jyK9JTW7VGszqNQ4j/o0tr0xxcXFALRv3x7w0w7E4/G0tAP9+/enZ8+ezJ8/n0MPPZT58+czcOBAOnfunCozevRoLrroIr766isGDx7M/Pnza6UuGD16NJdeeul21Xd7tergaK01gwYNYtCgQa15GCGEEEL8iHQMOVS5mmxXE00M9PUDB0O27RHRLmHbReFnMo662u97b/l36EmsB3/MQNhS5NgWMWPRJaszlufhav9yN986jL3yXCpcTamj/a5Nice0bMz4LQHZAU3Ygu5ZLl3Ccbp3KCEQTgyE3uAR1hGKnTAltp/NOWJBxDKEtUdAeTiJvNhJySELWldf1LsG4p6iKhE4xROBQM1WibipDhqKYlAeN1S6Ho5nEt2U6si8nZyRKZVJOxEQJIIFY4w/RWyivJ/0LdGqU6POOjXuwt+TTuwzalyqdBme5zbjt73tPK/xzNDJFoeSkpK09aFQiFAo1Mj+PS699FIOP/xw9t13XwDWrl1LMBikoKAgrWznzp1Zu3ZtqkzNoCG5PbmtoTIlJSVUVlYSiUQarNunn37KCy+8wBVXXEG7du245ppr+Mtf/tLga5pix2TgEEIIIYRoAS4OHcNRHFcR8yxc4wcOlvLzFQRtj5DlEtAuKANGEXUt4q4/KDjq+pffjtGpbMdVtp/9WGE4aLcNBPc8nG+WLScnJ4fduv9AZJ2hKBpiSzRElasocywc/Iv3ZJ/+ZBceBURsQ/dIlM655eT08tDZ/uVWoS4jsNFlYyxAWFtUeRDUkGV5RCx/ilXj6rS7/jqRxVmr6mRtnlGJwMDv/uMawPgtDq6pDizKE0FDccxQ7rjEXJe48XD9MCDtYh+qL/iTktv9sh5GmbRWiuS6rVW3Xmi00Ykh4Mrv3kWUujtJtTxTI49E/WWgsrKS/Pz8tPVTpkzhuuuua/C1EydO5Msvv+Tdd9/dzpq2vPPPP5+f//zn/PznP+eVV15h9uzZLbJfCRyEEEIIsVOreenneJX03XMLygIVVBBQKFujtJ8YGtfDuJDq+O8nNEglmzbJm91xg1tpcKvAqdIoBYEsj/CQ9rBpM4P22w+iVegjNxNZX0yXjUVEVxniUU08ZuF5Gs/TGANRxybuahxPo5UhHHDo0r2U4G4B9L69IBIGzyOr3RqC35fS/yuLoqoQZY5NQHnkh+IEtItWsLkqjEp0v/LzMigSp0lIG0KWIZoYFF0a9wd2xzxDWGtyjCbb1rhG0T+vnCGRKkqiIZaWZLMpZlMSt6lw/K5WMdcj5hlixiVuXFw8YiqOi4unXBxcwMNNjEeoGSCo1PgSnfjPxjIWFha2sbGxsNDYSmFrPyO2BcRNmCpTSJH1PY6rWn2AdHL8RYNlDEQikVqzHjXW2nDxxRfz2muvMW/ePLp3755a36VLF2KxGEVFRWmtDuvWraNLly6pMh999FHa/pLHr1lm6zqtW7eOvLy8RlsbAMLhMH/84x85+uijGT9+fKplaHtlXOBw4oknsnDhQtavX0+7du0YNWoUt9xyC926dWvrqgkhhBA7vfvvv5/bbruNtWvXsv/++3Pvvfdy8MEHN/7CJtr6/m9zc5A5XpTAbmFUJAA5YcgKQSjgBwgxByqroCKKiTr+lbetUeEAhAMQtKv74zgudnkUU1qFVxIFS6MjQejWEdO+wL/FH4nAbl1QoSB2TgnKKiZU5WGc6q42xgWnDNyoxolbeJ4iEHQIdLHRhTlQkIeJhMHxUPnF6JIqcrOiGKOwtYetDTnBKLZl8DyFpZLJ6tLfFD8DtMFWhnjiHKKuocr1qPJcPGNhOYqo5+dssLVH1/1W0dUYen5Wwqrv8llRksvqyhDropotMaiMQUnMpSzuUubFqFCVVKpKqlS5P2sUUTxTPR5BKQsLG00AgIAKEzQRIiaLkAkSVkEiyiZsaUKW9qeUtRTaAq0VyjOUFUVZ5KygqHxJA/kcWuYiNzkda0OS2/Py8pq0T2MMv/3tb3n55ZeZM2cOffr0Sds+ZMgQAoEAb731FieffDIAS5YsYeXKlQwdOhSAoUOHcuONN7J+/Xo6deoEwKxZs8jLy2PvvfdOlfnPf/6Ttu9Zs2al9tGYZHBx0EEHceyxx3LRRRc16XWNybjAYeTIkVx99dV07dqVVatW8fvf/55TTjmF999/v62rJoQQQuzUnnvuOSZNmsRDDz3EIYccwl//+ldGjx7NkiVLUhc4La25Q1Oj8RLU4H6Ywg6YgnZ173P9etSWYojHIRTEdOiAaV93WeJx9Lp1KM9gQgG8zl3SNns9e0DnTqjiYqxum/05XUNBCNiYQBDlugS3FEFpBZRU4JVGUVYI1bUA2ufhte8AARviDio3C90+SnbHLQSCDvlxC215BLP8QMSp0hRVhrEUOPitDgo/aAhpyLI9gsojnui3X+64FLmVlOkSIl42TjSL9qEQClhUnMN3f8tnQzTA6qrOrK+CTVUeJXGHUjdGmaqgTBVTRRkxU0bUlOG4lcTdSlwvhmccjHHSci74Gbk1WvuXj1rZWDqErYP+I4nFDWF7YQIx/3nQBLGwcXHYoFZSHt1Qo+mn9RjT8gngJk6cyDPPPMMrr7xCbm5uakxCfn4+kUiE/Px8xo8fz6RJk2jfvj15eXn89re/ZejQoRx66KEAHH300ey9996cddZZ3Hrrraxdu5ZrrrmGiRMnplo6LrzwQu677z6uuOIKzj33XGbPns3zzz/f5Pxnf/nLX3AcB9u2GT9+PB06dGjeidZDmZZqu9hKPB4nEomwcOHC1ICRtvDqq68yZswYotEogUCgSa8pKSkhPz+f4uLiJkegQgjxYyafmy1n7NixjB8/niOOOGKHH/uQQw7hoIMO4r777gP8wZ89evTgt7/9LVdddVWDr03+Dey//5AGZ1XavjlsQOkQH3x4Z+MFKytR0SpMdg408fu/UfF4/fvyDGrLZtSqNf6o3OwsTFYWpmMHUBqqqtDLV8CGLThLtuBWJPJQBEFFNLgGt8yw8rt8Vldm8b+iAGVxg6UVeTa0Dxn6ZEcJaI8NVUHWRW0WbKxindpIqdlASOfS3u3Evrl55AUhbMHiz9ayrtJjfVWcIreSEl1KhSolakqJmjLiXqUfLHiJYMGL4XoxjImDcRLjGWpOsOqPVUD5d+mVslEqgFY2StloZaO1H0xYykarAEpptAqg0Xh4VDlFlFetwXNL08ZLpDOAu12fJ4cddhhHbezEiI4DGiz3f+XrufL7l9m8eXOT9qtU3X/BTzzxBOPGjQP8BHCXX345//znP4lGo4wePZoHHngg1Q0JYMWKFVx00UXMmTOH7Oxsxo4dy80334xtV9/TnzNnDpdddhlff/013bt3509/+lPqGG2l1VocAoEAPXv2xHV3zMj5umzevJmnn36aww47rMlBgxBCCNGWiouLGTVqFL169eKcc85h7Nix7Lbbbq1+3FgsxieffMLkyZNT67TWjBo1ivnz57f68Zuq/u4tW4lEMFq3XNAADe9LK0y79qiycqiKQtBvlQDAeCjjVfc/shQq4Gd/ViGNjlgYx0NFXbSuntrUM2BRc3A0aEwqsZ0LOCpO3ItimQCOcvD8quAZKIkbSuIexW6UEl1KmSoiasqIeWWJYCHaeNCQdn/ZxajaYxNc46GVh1GeP+TaeHjKRqkYlrJRKpporQDXi/rH2AG8RN6KhjjNzOPQlPvt4XCY+++/n/vvv7/eMr169arVFWlrI0aM4LPPPmtW/QDmzZvX7NcA9O7dm549ezZYplW7Kv3xj3/k6quv5qmnnkrNb7sjXHnlldx3331UVFRw6KGH8tprrzVYPhqNEo1GU8+3npJLCCGE2FGmT5/Ohg0beOqpp3jyySeZMmUKo0aNYvz48Zx00kmtdiNs48aNuK5b5xSQixcvrlV+W747t7e1AWheF5dGBri2OK0wOdmJ1NUaLMtvfQC/i5NJJD5IDNZWtkKFNSrot9DogJea2nWr3aIBW/ljIlKBg/EHL7umCteEcKl+bzwDFY6h3HGoUJWJloYy4qYCx0RxvSiOF8XzHH8xDuBWBw3GrbNFQBlAJZNhKAwOKhGoaPzTNYkgQimNUS5KWf7PxsP1YiQmd225970eicmmfnTGjh3b7Ncopbj00ku55JJLGizXqoHDfffdx9KlS+nWrRu9evVKpeJO+vTTT5u0n6uuuopbbrmlwTKLFi2if//+APzhD39g/PjxrFixguuvv56zzz6b1157rd7mpalTp3L99dc3qS5CCCFEayssLGTSpElMmjSJTz/9lCeeeIKzzjqLnJwczjzzTH7zm9+wxx57tGkd2+y7s57v8jolEzzsSK6Lcj2Mnbj819q/mq43s5qpvotdz1WuV2Pz1h2HwJ/daGta+VPUapS/pKZFtfw1qp5Bw0r7wZlS/my2dSSJq/NlqnqfyZ/9xQ8aNBpPJeva8IDlluKPcWjZzNG7gmXLlrXavls1cBgzZkyL7Ofyyy9vtE9X3759Uz937NiRjh07sueeezJgwAB69OjBBx98UO9I9MmTJzNp0qTU85KSEnr06NEidRdCCCG21Zo1a5g1axazZs3CsiyOO+44vvjiC/bee29uvfVWLrvsshY7VseOHbEsq84pIGv2zU7alu/OZJ6D7aFUsGkFW2OMg+v6rQh1SY5xWL8RHAeVnYVJBi2WjdE2KpnFLW7wqgAM2nFRrklND+u4Co9E0rfEy01iata4l8hBkYgebKUImQhVOpugziHkhvy7/saPVwrDGs8EUFX5hNwgJTqbCl1KVJUS1WVYOlRjjIOd6q4EcfxWATfx+0qGK9s/xgEg5pSgqGr1VgcPlUr0Vx/3x9gksR1aNXCYMmVKi+ynsLCQwsLCbXqtl2girNmcurWmZAcUQgghdoR4PM6rr77KE088wcyZM9lvv/249NJLOf3001MDRV9++WXOPffcFg0cgsEgQ4YM4a233krd+PM8j7feeouLL764Vvm2+u7UOoAqLsZslbArjWdQpaUQi/l3/1tiRploFFVWBoDJy0sPRsrKUEVFqOJS2FScrCgqYGM8z++6pJV/NQ8Yx+BGwbgKyzFY+Lkn3GgiaZnxG1aSPSX88Q5+f32FTl3G28oiYEKEVDYhEyGAnYrMbGXoHPYwaCCAFVUEHJuAClKhQmgVwNIBYiqAcjWOCuAkWgOMsRNdl/wAwh9pAZBsRfDPXaHROpgWMNg6iFYB7OQxVCA1havBw7PiVNTX2tHCPNJbaOqSqXHD888/z5gxYwgG/UD7hx9+oFu3bujE32BFRUVq1qbmaPXpWIuKinjxxRf57rvv+MMf/kD79u359NNP6dy5c4sP9vrwww9ZsGABw4YNo127dnz33Xf86U9/ol+/fk2e91YIIYRoS127dsXzPE477TQ++ugjBg0aVKvMyJEj05JLtZRJkyYxduxYDjzwQA4++GD++te/Ul5ezjnnnNPix9pWtpWD+mIxKi8b074AU1Dg51sAKK9AFxVBUbE/ParrQjCAWrMOU5AHOdmYgB/sKCcOZeWoomLYUuJfqYcDmH6906d5jUZRmzejNhfB+i0Qc1DJkcq2BY6LKarEVMRwy128SoMOKuw+VVAYR+Xm+tO2eg5Eo1ARJ7pFU1lmE40GsCxDJBIDZXAdi5irMfgJ07Sqbm2IelDuWgSMSbU8RCxNvpOLbWzCJkS+HSSk/S5KhSGXw/quprQyxPelOXxfGWR1ZTabotkUxzpSEnMp9WKUU0VZoJQqVZYaOJ0cA+EaB89Lz+OglMZS/uWjpUPYKkRAZ/nTrqosgiZCyIQJmRAhEyCERUBZ2FrheIYVViEV9kYq3ZLWTwDXCtOx7ipOO+001qxZk5pGee+992bhwoWpHjqlpaVMnjx55woc/ve//zFq1Cjy8/NZvnw5EyZMoH379rz00kusXLmSv//97y16vKysLF566SWmTJlCeXk5Xbt25ZhjjuGaa66RFgUhhBC7hLvuuotTTz2VcDhcb5mCgoJW6cf8q1/9ig0bNnDttdeydu1aBg0axBtvvFFrwHRLam4COFuHMKuLUFvKURuKUDkRPwEcQNytOwFccQVqUzEE7erxjo4L5VFMWTSRe0GhIgFUVgSUTrVo6HXrYfMW2FSMt7oEr8qDeHWtjWdwSvwcDE7cxhiwAy7ZORVYloXqVA7huN+/qDKGVxEjWmFTXhWiLBbA1gZjQGs/AZxjNF4if4OmOp+D31WpugUCIGBpwp4FXoSwZRG2NUELAhq6ZlWy2xE2eA69PvueH/6vgOUluayuCrIhqtkS0xTFApTEwpQ7uZS7ccpUBZW6khiVRK2KOhPAKTQ2/jVVMgFcyISJmHB1Ajg7PQFcsk4xF5ziTqy0c6mMahpvD9g+fgK4H98YB6g9+9MukTl60qRJjBs3jltvvZXc3NzU+uOOO47TTz+9xY83cOBAZs+e3eL7FUIIIXaUs846q02Pf/HFF9fZNamlNHb50tj2oJXL5k88jBfFEAVK/Ytsy6C1QenkI/7VtwHPBc/VuK7Gdf0LRcexcFyNa2yibgiNIWi7dC/+FntEEC8vD6UU3jtfEl8bI1qk2VKUTdSxqHBsHE/jeAoXRdzzL1Ad49/tz7Zc+lUWkbd2C2HjobJCYMD9biPR1YblmwrZErMpdzRBbSiMBQhbDlr54xgM1b2bMH7MEXOh0tW4xuAZsBXkBhSWsnGMRUgrsgOKvIAhog1LirP572uD2FRlKI07VLoOsZCDE3ZwcfGUi4cBbCLYRAjRkZy099qr0dnHIzHVqjI1tm89w5VB4+Hg4RpFJRqNTXJYtkMcx1vPHlWFuE6o3t+167p8/vknjfwlNM6fVanhwKCx7SJdqwYOCxYs4OGHH661frfddktl2hNCCCGEaCqtLDaUZOO4iphn4Rrl5ztQENQuQdsjZLkEtAvK4HmauKeJOjZVrpW6a+8Y/wLdGEXUU7iJfRR8V0lwTAHffvEl7dq3o+OyOJs3ZFEWDbEpGqLK1ZQ5GtcoYp4/kDnZ3SWZ6TnLtsguzsHzNB1XlKKzKwCIrjYUbYywIRqgKGZR5UFQQ9gyuAYC2uB6iTEO+C0Oxhg8pfycDQasxERRljaELJW6qx5KZJcOKkNAe7iuJscGJ6gwWGilCLiauLFx8XBN7bv9equLaI9kTgnjBw7KnwHKq9FSUN8AZ380hj+Y2jL+GImYsrBUsM5ZoFpDMhdGQzK1q1JradXAIRQK1Tmv8zfffLPNg52FEEII8eNlYbO4OJsqV1PuQpXrX7BrBWENOTZk2x5h7edEcIx/p77M0VS6/lgB8Pu/a+XfuS93YHOVS6kT5/vVhn2X+93A1q1bx7olX/BZ+XHEEnf+HQ8qHUPcM8Q8/4572NZYKBxjqHQ9gkqxKZpNp7Is9igvJ2L7SevWVGSxoSrAN6WK8rhfkeyAxlYWeQFFtuWvc2tcwLuJq1/HVThGEcQQ0AatDPkBi7Dlt0Zo5WeLthLTsGbbfs6HHFuTF9CUO5qoaxP3DI4H7lYX/MmpVuudNRa/S5WfiqJ6flh/RtnqpHXp+0w8Kj9UqPIixEwVW9TyZvzGt12TuiplcIvDm2++SX6iy11yooMvv/wS8Mcgb4tWDRxOPPFEbrjhBp5//nnA/8NZuXIlV155JSeffHJrHloIIYQQbeDzzxfSQqne6tStIIdAZTsc1yLgaLwarQUhyyNsu4Qsv9XB1omBxK7GdSw8x8KkWhz8/Rlgfbli3pYNtB9k6LQ6zr6xjuDEISsLLj0G66KP+SF/EFopjDFUui4OhqiJo1EU6gi2hrhn2OCWYhkLuzKHmKcJ6CzCiYBgbZXNlhisr4xT5TkEtYVSNlWuJmIpHK1QyQt0/IvyZCuGU2Ogr60MFn5LBajUmAgS5V3jt2SEtEnMwaQJakWVC1HPL+8alX6ln9hBfWkvvET5mi0skEpFkWi9qdGNqUYKjeS4EstRhGNZaFXPlLYt7Mc8OBpqJ4K74IIL0p7Xl9+sIa0aONxxxx2ccsopdOrUicrKSoYPH87atWsZOnQoN954Y2seWgghhBA7sYaSiTWkNLaGWGJWoSzbIxuDpQy2goD2sJT/HEhcUBvClkdAG3Jsl2jitTFPU+kqqly/y9JGvQZVVUlBoBPlf3mDYK6Hlauw9+7EoIl5lN7xCV92GICFJqpiOCpOVFViEaRLUTEFqoxobl82qVUoZWFX9STmhrGVRdDSGAMbo1AcddhgionpGLlebqL7kD9ewvFAK/8uuev59feMwUOlOgcp/C5NAGHP7ygU81QqS7I/1sJvmbCVP9ZDKY+AUoQsfzyGlwguanblSV3kN/DeJ8snr7VNjX34P1fXs46YBFtpwtEQSu+YwKEp07G27vDstpNMR9DSWjVwyM/PZ9asWbz77rv873//o6ysjAMOOIBRo0a15mGFEEIIsZPb1uRfFdF13PltWaLPvYdKZET2cyL7GQP8rjE61e3Gv4A0uMat0W/fH+6bfN0mdyne2jAfVPXg/Y3dCVkQ1IqO8zxy7ApybZeRZZ/yeVEun23xiActVNShT7bFeg3fxmFj1WeU7LkcgPLwJrLdDqwv2g0bC4Nhi95MBcVUeVv8JGq6LyE3QJVrE7UUtuePMqj0/NaBSscQdT1cpdCJ0d5aQUh5WInZmJSrqXQs4omuVBWuwkMT1i4hyxDGLwvgJgZzO8YfG7F1EKDqCB5qtkDUzGCdfI3fjckfl5HsFrR1gJFU5mg2VoWw3CYm8dtOTUkAl6mzKrWWVg0cqqqqCIfDDBs2jGHDhrXmoYQQQgjxI2BMlO/1En+GH+OitIWqETooNFYiQZlOJC5Lzv7jmjhmq3vMtgrRyd0N1ziENu3GCmIYY7C1JqA1G6s0EcsiZNtk2/40pAd3UGyJGZyATWnc8H8VcSpMHAcXy42icIk6xWCDtmwsbDxcKtxNxLxy4l4llgriaccfbGwg5kEw0Y0q6iqint/1Ke4ZPA22MamB4EoZf4B0YtEKjFfdTckxKnXRbmlDUHtYysPTKnExrRMX+v7g8LpaB1Si1Wbrrks1u/YkX+uhUq0dyZaHZFmT9lpFyNLSVamV9enTZ5u6IV166aVccsklDZZp1cChoKCAgw8+mOHDhzNy5EiGDh1KJJmkRQghhBCimYyJs678i1rrldKoRGbj5PP013lpj0mWDlIe2sT+9tH8n/cZG8xyALRnY5kgITcHmwABEyJIAAuNh8HBoVJVEFUVVJkiHBPDGJfYl+Xs1b8L2irH8+I4ViUKhWdcHK8Sz3NRSqMtG4OHg0uF41+gxxOBQaULxTGXcidOlXGwPQsIUOH4+RFinoUxXmp8QfIC3Uvke7A8UjMzWcoQslws5aFUjS5FyVaHrd5HDejklKsKdB0tQ2kDig3V+0n8bBKBRPJnqK5PxLbRyiZVmVaU7L71YzNt2rRtel3v3r0bLdOqgcN///tf5s2bx5w5c7jrrrtwHIcDDzyQ4cOHM2LECH7605+25uF/tIwxOI5DPB5Pe9z657oW13VTy9bPk4vnuniOg+c4OErheZ7fl66yEhWPYzwP47rVj64LxlCane3fWfE8wmVl2LEYGOOXS0zVkBxYVZSfj0kMQssuLycYjdZ7vkX5+XiJFOqRigpCsZgfaSeibaW1/7NSlOXkgO0nAArGYgQdB2VZoBTKslJllWXhhsMoy0Jr/56VAv+5baO1TlusZLkmPDa02LZd6+e6HpNLMnW8EEL8aBiD61XVCgBSAUON4IG0zkq1gwYA16uimJV8aW0i7pTj4c+AZKkAWtnEdYWfi0DZ2CqMQvvdnIxDzFTgeFU4bhUeDsZ4aGWzaNEy9h+0v/997EVRie8zz3MBg1YWWlkYZXDxqHINlvIHeXseVHlQ6bpUGYeoiuGZAAHXnxWpyoUqV+FqTdxLdDsCf0wEdV+Le0ZhbX0DOhkU1Oiqo5VJrVeY6q5LKn2n2lQHAyh/XIZHYvB0YlyG/65XBxEoP4jRCr+b1g6QGgTeADcDI4vhw4e32r5bNXBIdlG6+uqrcRwnldfh1ltv5eabb8Z1t04csmvyPI/KyspaS1VVVeoxuZiNG3FKS3HKy3ErKnArKvAqKvCqqqgwhm8KCohGo0SjUQ5ctoxQRQUqHvcXx0HH42jHYRPwSHY28XicWCzGlSUldHVdLM/DNgYbCCSWDcCZNer7D2AgYAGRxKOdWLYA+9Uo+zpwJP5Hr5VYkv/cyyEtVcxrwPENvE81/+k+D5zaQNlsoCLx8+PAOQ2U7YR/jgD3ARMbKNsHWJ74+VbgsgbK7gt8lfj5WuD6GttcqgddecBwYEFi22+AKYn1bo2yyZ/PBj5MlD0ZuBKIk8gOWuPRBa4DPkqUHQZcmNju1CynNZ7WPB8MsigUIhAIsJcxHBeLYSwLY1l4loWxbYxtg2Xxdbt2bMjLIxAI0N7z2LO8HBUIQCCACgbTlqp27XBzcggGgwS1JqIUdiSCFQ4TCIX89U1YQjXK1vzZsnZMk7UQIjMYDK5bVue21IDr+i5M6wgcABy3lEo/awIkAg+l/FtGlgqknidbNfxuUn5XKc+4/s94fjcpHUDh5yrwyzhg/PpYVgilFLYKYVsRXBzKdBnrqwIEtUVA+12IHONRZMqJ6igxVYltAjgmm41Rm5ix0NgEE6cY9aDM8cc3YPzpZYHUWIaY64cBVW71Z22yFUDhT+uqUj8nuiYpQCl0IgBIxg2pLkgNtDi4prqNYusWByfRolLf76Gl1Rz8XZ9MHRzdWlo1cAA/Z8OcOXNSSzQa5Wc/+xkjRoxo7UNvt8ePO45ILAYVFajKSnQ0ih2NshR4IhikoqKCiooK/hWLkQ+E8S/EI0DHxPOPgONq7HM9UF8GiwXAFTWe34x/oVuXRcAfN25MPT8G/0K3LisTj7Zt+xeV0Sj71TPaPkdr9hkwIHVnu+O335JVWlpnWVtrjjvmmNTd9M4ffADr1tVZ1gPOGTvWv6uvFD3nzCG+fHniLoSq1ZR4wbnnEg/6g6f2mDOHqiVL6jk7OG/sWMoSXeD2fucdol9+6X9MGZP+CJz+61+zMScHYwz7ffABfFG7uTvpuOOOY2BeHp7nsc8XX8CiRaltySAq6aCDDiI3NxfP89h3+XI6LV9e73737NmTzaEQruuy95YtHLRlS71lH9Dav/0E7A6cUVchzwPP413H4f0KP9waDlxV7179QCyZY/04/AClPhcD9yd+PgKYW2ObA8RqLNcDDyS2DQCewg8Ai4BojXJR4EXgJcCyLLoHg1zqebi2jWvbeIEAnm3jBYOYQIDvCwpY2bEj4XCYHNumf3k5KhxGZ2WhIxF0VhZWVhZ2Tg5WTg7B7GzC4XCdSyQSqfO5BDBC7Erq/g5L9MoH49+YTAYS6QOx63itMYCbGiFsjEYpG6W0n+/AqK1aMkgFC2BSF8J+gjQLywrhGcfvkpOkdCoIsXQQhYVrosSUokQFCHgBAp6NQuHiEdVR4lTh4oCCKFEqHQ9LKYotTSDRsO4YqHKqzyqUHOfgKRyl0FrjJG6rmxp331UiYLAwWNr/WSdmpEoGFNTVT96kDyg2iQHIyQHS1bMsVX+3J8dARD1F3DW1xpm0Fn/8ReNlRNO1auCw2267UVlZyYgRIxgxYgRXXnkl++233zYN2GgL5773Hnl1rJ8F1JxMdhhQUM8+ukYiDO7fP3WRot5/n3gshmNZOJaFa1k4to1n20Q6d+YvZ5xBKBQiFApR9fzzrKiogEAAQqHUHWCCQbI6deLD8eMJBoMEAgE6vPIKm8vL0cEgOhTCCof9x2CQ3QoK8H7xi+r3/YMPoKwMEnefse3UzwXBIF/uWyMEWb0aYjHQ2i9b4zFkWcxo1666bKLrEcmuQTW6CGn8loOmurMZZW9qRtk6JwE2ibbhrR5vDYX8cwCorPSXxEV62uK63N+lC4T8QXNs3Ahr16a2pR4Ty98HDoREQhZWrIAvv6ze7jjVj47Dv0eNgu7d8TwP93//I/bGG3iOg4nF8OJxTDyOF4thYjHuOOEE/tyvH47jEPj0Uza8+CImFoN4HOJxjOOkfh53wgkcvffexONxOnzxBRuffRYdj6NcF+04/qPrYrkuPxk+HKt/f+LxOLsvWwZvvJF665ItVVmJ53v27MngDh2IxWLsXVzMkB9+qPd38TV+4OC6LnmVlVwKUE+XtFuAvyV+7oPfalaf+4HzEz93BL4AqmosZcDGxM+vA/ckymbZNrdojWvbOIEAbjCICYXwQiFMOMymggK+79aNrKwsIpEIfcrLsXNzsXJyCOTnE8jLI5SbS1Z2NllZWWlL9lbrJEgRYjsZU2tWpurpXat7M5ia1xt19OFJ7iN5iWtIjub1gw//5pb/79UPGrZuyah5WapRGFzi4MJXX37FXv13JxjIwdL+gGDbCqGUjU5cflV4RWA8SljtT+GqwoR1HlZiu4uDa6L+SAjlsN6zKImGKXfCBJTCUv6dfseYxNgEhTEWHhDWfvenUkdT5Wm/RSLBTmSetgFb+9O22qkB134XJU16FyWTaFXYevCzV2NmpZqDrZPjLkyNmZZKHUWp4+B68Vq/i9bQlARwjW0X6ZQxdfWGaxmDBg1i8eLFHHDAAangYdiwYWRlZTX+4jZUUlJCfn4+/+vdm5zsbEwkAllZqKwsVG4uTt++lP7qV6mLgPxZs/wL+Lw8rJwcCIf9JRKB3Fzo3r16555XfTEqxK7G86Cqyg8S4/H0x1gMOneGZFb4LVv8IDUarS4TjWKiUdzKSqKDBlG1//5Eo1Gc5cvJeeQRvKoqTGUlpqoKkzxONMrygw9m8dChRKNRQqtWceL996MdB8txsOJxbMchkGiZ+feee/Jo//5UVVWRV1TECx99VO/pPIzf/QugHbC5gVN/huoWHxu/e9nWXPwWlun4XdKS/ovfOlORWKq0Jh4I4ASDrMjO5q2uXVMBxhGlpdiRCDonBysvDzs/Hzs/n0BBAcF27cguKCAnJ4ecnByys7NTPyeft9W4l+TnZnFxMXl5dd1yEZku+TdAalRY22gsP0TTp4FNjplQNe681//vKxlYaB3wJ3jVAQIhQ/+9+mNZYSwdIGhnobDRKoDBxXErcU0cz4ujtIWtQmTZHbBVmIAK4+EmZoLyg6EQOQQIk+1lY2NhJVpAjDEopbCA/ECQvKDmp/nvUBY4hGXlQUrjfsuEUonuydqfjSmo/SDC1iax3m9p8IOGrd63ZIBQoyUhGSi4JAMIlQomYKucD/hdqpYUV/F5/G0qq1bV+5twXZfPP/9kuz5PDjvsMPZc2Z3B+fX1x/CtrlrL37Y8y+bNDX0DiKRWDRzAT2k9b9485s6dy9y5c/n6668ZNGgQI0eO3GmTwMkXoBC7IM/zAw3wA3fwny9e7Ac7dSxunz5UHXAAlZWVRDduJHLnnXjl5f64o4oKqKjwW5qqqvh+zz35YORIKisrcYqKuOTuu7HjcYKOk+oHnPRmu3Zc1qULFRUVVJWXs7ZGt8KtzQB+VuN5OdUtOFubh98NrebzCH4rSnKpsixiwSCrsrKYvttu5ObmkpOTw0/Ky4lEIui8PKyCAuz27Qm1b0+oY0ey2rcnNy+P3Nxc8mo85uTkNDkQkc9NsbMEDkl1BRCNBw2J0b5pdPq+6u01kRwbYfutB9r/HAqGLHJycsnKyiE3qx2WFcDS/nSxjluFa2LYAQ9tWdhWhKxAR8I6h6DK9sskWhySOSc0NmFy0NhYxkqdq0ajjSZPRcixbcZM1bz/Z0V53BBLtDZYCgJaEdD4i/KDiEAikLCV311JqfR3oTpQqM4eDcnBx+nJ5FyvuouQ3+JQ/fryuOG7ilIWx+YQja1v9cBhj5XdGdSEwOExCRyarNUDh6RNmzYxZ84cXnnlFf75z3/6XS920sHR8gUohGgyY/wWlWSQUVHhBy677eZvd114+WVMRQXxoiJixcU4xcU4JSW4paWUdOvGdz/9KeXl5ZSXlfHTP/8Zq7ISKzGmKhCLEYrHsYxhQceOXD5gAGVlZZSXl/PJt9+SU89H+LvAT2o8/wHYrZ5TWAgMrvH8n0AHoBSotG2ioRDxcBgnEqE0L4+P9tqLvLw88vPz6RuPk5Wbi5uTw0XXXiufmz9iO1vgsG1q/nuq6xzqDqSrB2UrlLKBRK4CZaXGNaAUlgomuixlYREgpPwWhFxTQBAbB5cSvYU8qz299tuNsMqmihK/q5KJEzfRVOuDwkrlQ0h2bVLKJjvejokFn7JpU4Qnwz2wVYigiRAyIcImRFjbhLTG1oqA1gQ1WNrvUmwnexlTHR8lP2KSgUFaiwLJYMHPReFi/F68JjH6w5jqIMJApefwg1rOuoovcZyiVg8c+q3szv55jQcO04okcGiqVh3j8NJLL6UGRX/99de0b9+eYcOGcccdd7TqVFFCCLHDKAWJsUcUFNTebllwyikoIJhYauoM7FFzxdixtfdhDMRiHBSPMy+nxlxmc+dCWRmmtNQPSjZvJrZ5M05xMV0LCnhj1CjKy8spLS3FufVW1m3Zgl1VRSAaJRiLEXYS007m5LBv796UlpZSWlrKsM2bSXWwTIy3obwc8Gcam/z116kqfAnsA2wCLmrqeybELquurAd+S4ZCJcZeJPJUK40yLi6gTGJgtQbPaIwxuNrCaIc4QRwd83NeG4s8rx2e57H002XkZOfSaa98UP54B8/E8IyTmlbWb+HQOGhQGmUUXX7wiNx6DPPO+IKS7quxdIiQziGs83C8HBwvjGMCBD0LRxvi2h8rYSvld2VKxUA1BkAnktQlWxASoz9SQYJrTKK7kkkklvNwE+07xhi8RJ7uSlVF1JRjcHbIoOSaQU59dszt88zRqoHDhRdeyBFHHMH555/P8OHDGThwYGseTgghMpNS/uD75AD8pMQNmLqCkk5Av5pl6wpIPA/KyxkYj/NF+/ap1WbGDGLr1xPdsIHYpk3EN2/G3bIFt7gYIhEeOPZYSkpKKCkpIfvRR6ncssWfPjm+YwY8CrFj1NVtaWvVgYRJjokwLiiF58X8YMG4iUfwjN8a46oYylXEdLnfyUjZiVmbFFt0EFAEyWJzuc36T/MwysNTLnldFLn5YZT2qNlhJHmRX1EW57R2Xfjud+/y7kYb1XEVWgeotHIIBwqo0rmEdR5BEyFoggQcP6GdhUYnJjJRKJRS6K3O3cMkWhBMja5Kfh4Kg//oKhcXF0+5iWDBwUvU3cMlZiqpjG/G20GDozGNBwYSODRPqwYO69evb83dCyGE2B5a+xM4bEUdf3ydrSNJ+9R8khirll9UBDVnWRMiIzQleEjy8FOnGT/vgfJzPShlJ1oIqgdbe4n9KtcPKjziqe5MfsI4jav8R0dXYREkQBYlawzr166h957tEl2JvFQ14zGH0lXZfJaXRVBDnuXw0Vdr0CpA0MomYlUQ1vlETAUhEyZkQgSwCSgLG4WlNAGlAlRFOAAAK1hJREFUsZTC0n7COI3C0okxFIm3Qav0u/huojXCNQbXQNzzcI0h7nnE8YgbP5iIqhhlqph1zjKKKr7Fdcsbed+3n4s/KLyxMqLpWj2Pg+u6TJ8+nUWJOfD33ntvTjrpJJmOUAghMonMFicyVmPjHmpK5HNAJ3IIKUwiEzWASSSC2zqzdc38EOlJ7BRRVYLSFpYKErRzCaoIGxbblJl1ZLd3sW2L0k2avu5ACjHM3LyWmKqkypSQFeiIZ/zjV3klRL0yStRadGIgt0UApSy/mxQBAoSxPJuAFyJgggRMgKA/fxMBZWGh0IlpYGu9S8ZPXOdicI1HHD/rdVzFiaoqoqqCSm8LUafET4q3AxgaD0GkwaF5WjVwWLp0KccddxyrVq1ir732AmDq1Kn06NGDGTNm0K9fv0b2IIQQQgixs2hqC8RWrQ9JKhFYmJrloOag69SmxLgIFwOuwlP+xbanYyhLk6M6E9tSQRSHbqY3xZRRqcooM+txvCgxt7xGa0fi8CrZ6lGdCVunZoPSaBVAqwCWsrEIoHUAiwC2CqGxsIyNxkIlAiBdo94ent+lChdXO7jEcYyfwM4xVThulLhbTswpw5gdc5/fNGGMQ2PbRbpWDRwuueQS+vXrxwcffED7RP/ZTZs2ceaZZ3LJJZcwY8aM1jy8EEIIIUQLa37wAKQGT/tP0gdZ17y49+nq1xsv0Z3J4LiVqRYER1cR1gUETRYb1GocqoiZSqJOMZ4Xx/Gi6HoCh+pjVA+wTmbG1onpZK1E5mw/mPDXpYIMrMQe0gMH/91xcT0HY1w84+CZOK5xEnWqwvWqaDyfc8toSgI4TxLANUurBg5z585NCxoAOnTowM0338zhhx/emocWQgghhGglTe2+VHPwNKRaFhodkZscu5DIuqwUoPFUHO1ZOG4VWlmU6fUoNMa4GOPhGRfPxDDGwRgHr6G61RNEQHWm7GQwQY1WCf+Ma3StSiWhSwYOXuq5v85/NHgYE8d4sR02Ijk5hWxDpMWheVo1cAiFQpSWltZaX1ZWRjBY37A7IYQQQohdRXMHUDdVjdaK1GBrBw8PhcEYBSY5XtSA8Wc38rwYyYv16uCgjhaNtO5Crj8ew5B4jcaYRFBg0gOJ5M/1qSuAALc6iNiBowpkjEPLa9XA4Wc/+xnnn38+jz32GAcffDAAH374IRdeeCEnnnhiax5aCCGEEGIHSV5+tmS3l61aK4xOBAwuRjnUTkbnJfJImOrX1ntnv/YYAwP+1M+pgCIRPJBs9ajdQtGUupMKJJKZ5NwdFjwkc0w0VkY0XasGDvfccw9jx45l6NChBAKJ9OqOw4knnsjdd9/dmocWQgghhGim7b/wVy0aPFCdwjmx9+pjbH3BqzAKFAYSszolNXShnlbf1BgMRdoMUeDno0iVbVrLSfpxd8y4hrTjN2Vw9I6pSsZo1cChoKCAV155haVLl6amYx0wYAC77757ax5WCCGEEM1w4403MmPGDBYuXEgwGKSoqKitq7TLShsM3SI7bOBivhavyQFDXWVSda7jmA0ftyE1Wx927N196arU8lpl4m3P87jllls4/PDDOeigg3j00UcZNWoUJ5xwwg4LGqLRKIMGDUIpxcKFC3fIMYUQQohdUSwW49RTT+Wiiy5q66pkDINp2S45pmYaZK/upZlBQ61DbF3n5DFTx67nuA0uW9d9x/EMuF7DiydNDs3SKoHDjTfeyNVXX01OTg677bYbd999NxMnTmyNQ9XriiuuoFu3bjv0mEIIIcSu6Prrr+eyyy5j4MCBbV2VjGO287/aOzT1L7RMwFLv8Rs6diP1qrnvHaWpoY5oulYJHP7+97/zwAMP8OabbzJ9+nT+/e9/8/TTT+PtoLDu9ddfZ+bMmdx+++075HhCCCGEEK2hKcFEg4FGKxy/OcdrbvmW5JnGFxkb3TytMsZh5cqVHHfccanno0aNQinF6tWr6d69e2scMmXdunVMmDCB6dOnk5WV1aTXRKNRotFo6nlJSUlrVU8IIYTICPLdKXZ2HuA2Ehg0tl2ka5UWB8dxCIfDaesCgQDxeLw1DpdijGHcuHFceOGFHHjggU1+3dSpU8nPz08tPXr0aMVaCiGEEK3vqquuQinV4LJ48eJt3r98d4qdXvN7UolGtEqLQ/ICPhQKpdZVVVVx4YUXkp2dnVr30ksvNWl/V111FbfcckuDZRYtWsTMmTMpLS1l8uTJzarv5MmTmTRpUup5SUmJfAAKIYTYpV1++eWMGzeuwTJ9+/bd5v3Ld2fb2dFdfhqyM9Vla00Zw7Dz1n7n1CqBw9ixY2utO/PMM7d5f0398Js9ezbz589PC1gADjzwQM444wyefPLJOl8bCoVqvUYIIYTYlRUWFlJYWNhq+5fvTrGz84zBbSSRQ2MJ4kS6VgkcnnjiiRbdX1M//O655x7+8pe/pJ6vXr2a0aNH89xzz3HIIYe0aJ2EEEKITLFy5Uo2b97MypUrcV03NY357rvvTk5OTttWTojtIHkcWlarJoDb0Xr27Jn2PPlh169fv1YflC2EEELsqq699tq0VvnBgwcD8PbbbzNixIg2qpUQ2yc5c1JDpMGheVplcLQQQgghdh3Tpk3DGFNrkaBB7MqM8bsiNbw0f7/z5s3jhBNOoFu3biilmD59+lbHNVx77bV07dqVSCTCqFGj+Pbbb9PKbN68mTPOOIO8vDwKCgoYP348ZWVlaWX+97//8ZOf/IRwOEyPHj249dZbm1/ZFpbRgUPv3r0xxjBo0KC2rooQQgghhNiBPFonj0N5eTn7778/999/f53bb731Vu655x4eeughPvzwQ7Kzsxk9ejRVVVWpMmeccQZfffUVs2bN4rXXXmPevHmcf/75qe0lJSUcffTR9OrVi08++YTbbruN6667jkceeaT5FW5BGdVVSQghhBBCCCA1HWsjRZrt2GOP5dhjj617f8bw17/+lWuuuYaTTjoJ8BMjd+7cmenTp/PrX/+aRYsW8cYbb7BgwYJU+oB7772X4447jttvv51u3brx9NNPE4vFePzxxwkGg+yzzz4sXLiQO++8My3A2NEyusVBCCGEEEL8OHmNdlMyqVmVSkpK0paayQ2bY9myZaxdu5ZRo0al1uXn53PIIYcwf/58AObPn09BQUFazrFRo0ahtebDDz9MlTniiCMIBoOpMqNHj2bJkiVs2bJlm+rWEiRwEEIIIYQQGcdrwmKAysrKtGSG+fn5TJ06dZuOuXbtWgA6d+6ctr5z586pbWvXrqVTp05p223bpn379mll6tpHzWO0BemqJIQQQgghMpA/yL/BEsYQiURYt25d2nrJUVI3CRyEEEIIIUTGcQ04jQQOrjGgIC8vr0WO2aVLFwDWrVtH165dU+vXrVuXmqynS5curF+/Pu11juOwefPm1Ou7dOlSK5hJPk+WaQvSVUkIIYQQQmQcY5q2tKQ+ffrQpUsX3nrrrdS6kpISPvzwQ4YOHQrA0KFDKSoq4pNPPkmVmT17Np7npRIWDx06lHnz5hGPx1NlZs2axV577UW7du1attLNIIGDEEIIIYTIOAaD14SlucrKyli4cGEqw/qyZctYuHAhK1euRCnFpZdeyl/+8hdeffVVvvjiC84++2y6devGmDFjABgwYADHHHMMEyZM4KOPPuK9997j4osv5te//jXdunUD4PTTTycYDDJ+/Hi++uornnvuOe6++24mTZrUUm/PNpGuSkIIIYQQIuN4VM+aVG+ZbWhx+Pjjjxk5cmTqefJifuzYsUybNo0rrriC8vJyzj//fIqKihg2bBhvvPEG4XA49Zqnn36aiy++mKOOOgqtNSeffDL33HNPant+fj4zZ85k4sSJDBkyhI4dO3Lttde26VSsAMo0NmrkR6ikpIT8/HyKi4tbrM+bEEJkMvncFMm/AbAA1dbVEbs0A7jb9Xly2GGHUfV5Z7oGBzRYrsRdz1f2S2zevHmbjvNjIy0OQgghhBAi45jEf42VEU0ngYMQQgghhMg4LgankcDAlcChWSRwEEIIIYQQmcfQpDwOoukkcBBCCCGEEBmnKbMmSVel5pHAQQghhBBCZBwPDxe3wTIu3g6qTWaQwEEIIYQQQmQcIy0OLU4CByGEEEIIkXEMNBo4bEsCuB8zCRyEEEIIIUTG8ZSLq5wGy7iq4a5MIp0EDkIIIYQQIuPI4OiWJ4GDEEIIIYTIOP4Yh4YHP0tXpeaRwEEIIYQQQmScpnRV8mh4u0gngYMQQgghhMg40uLQ8iRwEEIIIYQQGcdrUuAgeRyaQwIHIYQQQgiRcfz0b/FGykhXpebQbV0BIYQQQrSt5cuXM378ePr06UMkEqFfv35MmTKFWCzW1lUTYjsk51VqeBFNl3GBQ+/evVFKpS0333xzW1dLCCGE2GktXrwYz/N4+OGH+eqrr7jrrrt46KGHuPrqq9u6akJsMw+Dp7xGFhnj0BwZ2VXphhtuYMKECannubm5bVgbIYQQYud2zDHHcMwxx6Se9+3blyVLlvDggw9y++23t2HNhNh20lWp5WVk4JCbm0uXLl3auhpCCCHELqu4uJj27dvXuz0ajRKNRlPPS0pKdkS1hGgyg4dnGs4M3dh2kS7juioB3HzzzXTo0IHBgwdz22234TgNR5PRaJSSkpK0RQghhPixWrp0Kffeey8XXHBBvWWmTp1Kfn5+aunRo8cOrKEQjWva+AYZ49AcGRc4XHLJJTz77LO8/fbbXHDBBdx0001cccUVDb5GPvyEEEJkoquuuqrWuL+tl8WLF6e9ZtWqVRxzzDGceuqpad1+tzZ58mSKi4tTy/fff9/apyNEM3kY3EYWCRyaQxljdvpRIVdddRW33HJLg2UWLVpE//79a61//PHHueCCCygrKyMUCtX52rqaW3v06EFxcTF5eXnbV3khhPgRKCkpIT8/Xz43dzIbNmxg06ZNDZbp27cvwWAQgNWrVzNixAgOPfRQpk2bhtZNv7+Y/BsAC1DbUWshDOBu1+fJYYcdxjf/qyAr2HDX9ZhTSsxexObNm7fpOD82u8QYh8svv5xx48Y1WKZv3751rj/kkENwHIfly5ez11571VkmFArVG1QIIYQQu6rCwkIKCwubVHbVqlWMHDmSIUOG8MQTTzQraBBiZ2SMh2lkDINBxjg0xy4RODTng29rCxcuRGtNp06dWrhWQgghRGZYtWoVI0aMoFevXtx+++1s2LAhtU0mGxG7Kj9vdMNdkQw7fcebncouETg01fz58/nwww8ZOXIkubm5zJ8/n8suu4wzzzyTdu3atXX1hBBCiJ3SrFmzWLp0KUuXLqV79+5p23aBHs1C1MkzLp5pZDpWI9OxNkdGtUOGQiGeffZZhg8fzj777MONN97IZZddxiOPPNLWVRNCCCF2WuPGjcMYU+cixK7KpNoc6v9PBkc3T0a1OBxwwAF88MEHbV0NIYQQQgjRxgxNGOMgeRyaJaMCByGEEEIIIcAPChrriuQZN7O637QyCRyEEEIIIUTGMYk8Do2VEU0ngYMQQgghhMg8xmBMI7MqNbJdpJPAQQghhBBCZBwPF7exrkqSx6FZJHAQQgghhBAZx0iLQ4uTwEEIIYQQQmScJmWOlsChWSRwEEIIIYQQGcfQ+KxKRhLANYsEDkIIIYQQIuM0rauSJDlsDgkchBBCCCFEBmo8M7RMx9o8EjgIIYQQQoiM4xkP5TWeAE40nQQOQgghhBAiA3mJpbEyoqkkcBBCCCGEEJmnCWMckDEOzSKBgxBCCCGEyDiecaFJsypZO6ZCGUACByGEEEIIkYE8aDQztIcEDk0ngYMQQgghhMhAkjm6pem2roAQQgghhBAtLtlVqcFl22ZVuv/+++nduzfhcJhDDjmEjz76qIUrv3OSwEEIIYQQQmQcA5gm/Ndczz33HJMmTWLKlCl8+umn7L///owePZr169e3/EnsZCRwEEIIIYQQGchr4tI8d955JxMmTOCcc85h77335qGHHiIrK4vHH3+85aq+k5LAQQghhBBCZCB/jENDC4kWh5KSkrQlGo3WucdYLMYnn3zCqFGjUuu01owaNYr58+fviJNqUxI4CCGEEEKIjDJ//gfQpG5Ihi1btpCfn5+2TJ06tc7SGzduxHVdOnfunLa+c+fOrF27dvsrvpOTWZWEEEIIIURGWbFiOb169cIPHlQ9pQzg8dZbb3HggQembQmFQq1cw12TBA5CCCGEECKj9OzZEz9g8PA72NQVPHiA4sgjj2zyfjt27IhlWaxbty5t/bp16+jSpcu2V3gXIV2VhBBCCCFExikq2kJybqXa/PWLFy9q1j6DwSBDhgzhrbfeSq3zPL/VYujQodtT3V2CBA5CCCGE4MQTT6Rnz56Ew2G6du3KWWedxerVq9u6WkJss/z8fPxL3epB0NX81oa99tqr2fudNGkSf/vb33jyySdZtGgRF110EeXl5ZxzzjnbX+mdXEYGDjNmzOCQQw4hEonQrl07xowZ09ZVEkIIIXZqI0eO5Pnnn2fJkiX861//4rvvvuOUU05p62oJsV2i0crETzUDB7+1Ye3aNdu0z1/96lfcfvvtXHvttQwaNIiFCxfyxhtv1BownYmUMab5mS92Yv/617+YMGECN910E0ceeSSO4/Dll1/yy1/+ssn7KCkpIT8/n+LiYvLy8lqxtkIIkRnkczPzvPrqq4wZM4ZoNEogEGi0fPJvACzqH4wqRFMYwG2xz5MXXnghcR1oJda4gMZsY9boH7OMGhztOA6/+93vuO222xg/fnxq/d57792GtRJCCCF2LZs3b+bpp5/msMMOqzdoiEajaXPdl5SU7KjqCdEs1S1n1ffKy8tL26Yyu7iM6qr06aefsmrVKrTWDB48mK5du3Lsscfy5ZdftnXVhBBCiJ3elVdeSXZ2Nh06dGDlypW88sor9ZadOnVq2rz3PXr02IE1FaLplFK88847JDNFP/bYY2RlZbV1tXZJGdVV6dlnn+W0006jZ8+e3HnnnfTu3Zs77riDmTNn8s0339C+ffs6X7f1XZPi4mJ69uzJ999/L03uQgjRBCUlJfTo0YOioqJEdxWxM7jqqqu45ZZbGiyzaNEi+vfvD/jJrTZv3syKFSu4/vrryc/P57XXXkOp2l2P6vvurH/qSyGays+v0NKfJ0ppwOA4DpZlNVpe1LZLBA5N/eD79NNPOeOMM3j44Yc5//zzAf+DrXv37vzlL3/hggsuqPO11113Hddff32L11sIIX5svvvuO/r27dvW1RAJGzZsYNOmTQ2W6du3L8FgsNb6H374gR49evD+++83aZrJZHkhWsr3339P9+7d27oaooZdYozD5Zdfzrhx4xos07dvX9as8UfH1xzTEAqF6Nu3LytXrqz3tZMnT2bSpEmp50VFRfTq1YuVK1dm5J2z5J3BTGxRyeRzAzm/XVkmnxtU322ur2VXtI3CwkIKCwu36bWe5wGktSo0pFu3bnz//ffk5uailMr4v/ltJe9LbVu/J8YYSktL6datW1tXTWxllwgcmvrBN2TIEEKhEEuWLGHYsGEAxONxli9Pph2vWygUqjO1eH5+fkb/o87Ly8vY88vkcwM5v11ZJp8bgNYZNXTuR+PDDz9kwYIFDBs2jHbt2vHdd9/xpz/9iX79+jU5qZXWus67w5n+N7+t5H2preZ7kok3bjNBRn3C5+XlceGFFzJlyhRmzpzJkiVLuOiiiwA49dRT27h2QgghxM4pKyuLl156iaOOOoq99tqL8ePHs99++zF37tw6b6wJIX6cdokWh+a47bbbsG2bs846i8rKSg455BBmz55Nu3bt2rpqQgghxE5p4MCBzJ49u62rIYTYyWVc4BAIBLj99tu5/fbbt3kfoVCIKVOmZOxdlkw+v0w+N5Dz25Vl8rlB5p+faD75m6ibvC+1yXuy69glZlUSQgghhBBCtK2MGuMghBBCCCGEaB0SOAghhBBCCCEaJYGDEEIIIYQQolEZHzjMmzePE044gW7duqGUYvr06Q2WnzNnDkqpWsvatWtTZaZOncpBBx1Ebm4unTp1YsyYMSxZsqSVz6RurXF+Dz74IPvtt19qPuWhQ4fy+uuvt/KZ1K01zq+mm2++GaUUl156actXvhGtcW7XXXddre39+/dv5TOpW2v97latWsWZZ55Jhw4diEQiDBw4kI8//rgVz6S21ji33r1711lm4sSJrXw2tbXG+bmuy5/+9Cf69OlDJBKhX79+/PnPf0aG2WW+5cuXM378+LTf/ZQpU4jFYm1dtR3u/vvvp3fv3oTDYQ455BA++uijtq5Sm9qZrqdE02R84FBeXs7+++/P/fff36zXLVmyhDVr1qSWTp06pbbNnTuXiRMn8sEHHzBr1izi8ThHH3005eXlLV39RrXG+XXv3p2bb76ZTz75hI8//pgjjzySk046ia+++qqlq9+o1ji/pAULFvDwww+z3377tVR1m6W1zm2fffZJ2/7uu++2ZLWbrDXOb8uWLRx++OEEAgFef/11vv76a+64444dPt1ya5zbggUL0rbNmjULaJscNK1xfrfccgsPPvgg9913H4sWLeKWW27h1ltv5d57723p6oudzOLFi/E8j4cffpivvvqKu+66i4ceeoirr766rau2Qz333HNMmjSJKVOm8Omnn7L//vszevRo1q9f39ZVazM70/WUaCLzIwKYl19+ucEyb7/9tgHMli1bmrzf9evXG8DMnTt3+yq4nVrr/Iwxpl27dubRRx/d9sq1gJY8v9LSUrPHHnuYWbNmmeHDh5vf/e53LVbPbdFS5zZlyhSz//77t2jdWkJLnd+VV15phg0b1rKV206t9e/ud7/7nenXr5/xPG/7KridWur8jj/+eHPuueemrfvFL35hzjjjjBaopdjV3HrrraZPnz5tXY0d6uCDDzYTJ05MPXdd13Tr1s1MnTq1DWu1c9lZrqdE/TK+xWFbDRo0iK5du/LT/2/v3qNizv8/gD+ny4gUW003NaOii7S5dKI6akaIxS67h1Rsij2y5LI4ONnN5St2T6dtWSo6O2ErZ61b60iONCtySZTWuqbLKqQVplCq9+8PP59tkhpdZorX45zO6fP+fOb9fr1Mms/r83m/P40dizNnzrR47JMnTwAABgYGqgitQyibX319Pfbu3Yvq6mq4ubmpMML2aS2/BQsWYOLEiRgzZowaomuf1nK7desWzM3NYW1tjYCAAJSUlKghyrZrKb+UlBS4uLhg2rRpMDY2xtChQ7Fz5041RfrulP1/V1tbi19//RXBwcHg8XgqjLB9WsrP3d0d6enpuHnzJgAgLy8Pp0+fxoQJE9QRKlGzJ0+edKvPzPaqra1FTk6OwmeOhoYGxowZg7Nnz6oxsq6lO55PfWiocGjCzMwMsbGx2L9/P/bv3w9LS0uIxWJcunSp2eMbGhqwZMkSeHh4YPDgwSqO9t0pm19+fj569+6NHj16ICQkBAcPHsSgQYPUFLXylMlv7969uHTpEjZt2qTGSN+dMrmNGDECCQkJOHbsGGJiYlBYWIhRo0ZBLperMXLlKJPfnTt3EBMTg4EDByItLQ3z58/HokWLsGvXLjVG3rp3/b1y6NAhPH78GLNnz1ZtoG2kTH6rVq3CjBkzYG9vD21tbQwdOhRLlixBQECAGiMn6nD79m1s3boV8+bNU3coKlNRUYH6+nqYmJgotJuYmLx1Dd6HprudT32w1H3LQ5WgxC335nh6erKZM2c2uy8kJISJRCL2zz//tDO69uvI/GpqatitW7fYxYsX2apVq5iRkRG7evVqB0XaNh2RX0lJCTM2NmZ5eXnc/u4yVak5Lf1sMsZYZWUl09fX7xbTzJrTND9tbW3m5uamcExoaCgbOXJke0Nss85478aNG8cmTZrUzsg6Rkfll5yczCwsLFhycjK7cuUK2717NzMwMGAJCQkdGC1RpZUrVzIALX5du3ZN4TV3795lNjY2bM6cOWqKWj1KS0sZAJaVlaXQvmLFCubq6qqmqLqWrnQ+Rd5OS/WlSvfj6ura7ALThQsX4siRIzh16hQsLCzUEFnHaC4/Pp+PAQMGAACGDx+O7Oxs/PTTT4iLi1NHiO3SOL+cnByUl5dj2LBh3P76+nqcOnUKP//8M2pqaqCpqamuUN/Z2342X+vbty9sbW1x+/ZtFUbVcZrmZ2Zm9sadLwcHB+zfv1/VobXb29674uJinDhxAgcOHFBDVB2naX4rVqzg7joAgJOTE4qLi7Fp0yYEBgaqK0zSDsuWLWv1rpi1tTX3fVlZGSQSCdzd3bFjx45Ojq5rMTIygqamJh48eKDQ/uDBA5iamqopqq7jfTmf+hBQ4aCE3NxcmJmZcduMMYSGhuLgwYOQyWSwsrJSY3Tt1zS/5jQ0NKCmpkZFEXWsxvl5e3sjPz9fYX9QUBDs7e2xcuXKblU0AK2/d1VVVSgoKMCsWbNUGFXHaZqfh4fHG4/qu3nzJkQikapDa7e3vXdSqRTGxsaYOHGiGqLqOE3ze/bsGTQ0FGfHampqoqGhQdWhkQ4iEAggEAiUOra0tBQSiQTDhw+HVCp942fhfcfn8zF8+HCkp6djypQpAF59rqanp2PhwoXqDU6N3rfzqQ/Be184VFVVKVxtLSwsRG5uLgwMDCAUCrF69WqUlpZi9+7dAIDo6GhYWVnB0dERL168QHx8PE6ePInjx49zfSxYsABJSUk4fPgw9PT0uPmJffr0Qc+ePbt9fqtXr8aECRMgFAohl8uRlJQEmUyGtLQ0lebWGfnp6em9MXdSV1cXhoaGKp9T2Rnv3fLlyzF58mSIRCKUlZUhPDwcmpqa8PPzU2lunZXf0qVL4e7ujoiICEyfPh0XLlzAjh07VH71sjNyA16dSEilUgQGBkJLS32/njsjv8mTJ2Pjxo0QCoVwdHTE5cuXERUVheDgYJXnR1SrtLQUYrEYIpEIkZGRePjwIbfvQ7ra/s033yAwMBAuLi5wdXVFdHQ0qqurERQUpO7Q1KYrnU8RJal7rlRne/2YwKZfgYGBjDHGAgMDmZeXF3f8999/z2xsbJiOjg4zMDBgYrGYnTx5UqHP5voDwKRSqeoS+3+dkV9wcDATiUSMz+czgUDAvL292fHjx1WY1X86I7+m1LXGoTNy8/X1ZWZmZozP57N+/foxX19fdvv2bRVm9Z/Oeu/++OMPNnjwYNajRw9mb2/PduzYoaKM/tNZuaWlpTEA7MaNGyrKpHmdkd/Tp0/Z4sWLmVAoZDo6Osza2pqFhYWxmpoaFWZG1EEqlb71c/NDs3XrViYUChmfz2eurq7s3Llz6g5JrbrS+RRRDo8x+rOdhBBCCCGEkJZ9WJMMCSGEEEIIIW1ChQMhhBBCCCGkVVQ4EEIIIYQQQlpFhQMhhBBCCCGkVVQ4EEIIIYQQQlpFhQMhhBBCCCGkVVQ4EEIIIYQQQlpFhQMhhBBCCCGkVVQ4ENKJ1q5diyFDhqg7DA6Px8OhQ4fe+XU3btyAqakp5HJ5xwfVSEVFBYyNjXH37t1OHYcQQggh744KB9LtxcbGQk9PD3V1dVxbVVUVtLW1IRaLFY6VyWTg8XgoKChQcZSq1dEFy+rVqxEaGgo9Pb0O67M5RkZG+PLLLxEeHt6p4xBCCCHk3VHhQLo9iUSCqqoqXLx4kWvLzMyEqakpzp8/jxcvXnDtGRkZEAqFsLGxUUeo3VJJSQmOHDmC2bNnq2S8oKAgJCYm4tGjRyoZjxBCCCHKocKBdHt2dnYwMzODTCbj2mQyGT777DNYWVnh3LlzCu0SiQQAsGfPHri4uEBPTw+mpqbw9/dHeXk5AKChoQEWFhaIiYlRGOvy5cvQ0NBAcXExAODx48eYO3cuBAIB9PX1MXr0aOTl5bUYb3x8PBwcHKCjowN7e3ts376d21dUVAQej4cDBw5AIpGgV69ecHZ2xtmzZxX62LlzJywtLdGrVy9MnToVUVFR6Nu3LwAgISEB69atQ15eHng8Hng8HhISErjXVlRUYOrUqejVqxcGDhyIlJSUFuP97bff4OzsjH79+nFtzd3RiI6ORv/+/bnt2bNnY8qUKYiIiICJiQn69u2L9evXo66uDitWrICBgQEsLCwglUoV+nF0dIS5uTkOHjzYYlyEENJdPHz4EKampoiIiODasrKywOfzkZ6ersbICHk3VDiQ94JEIkFGRga3nZGRAbFYDC8vL679+fPnOH/+PFc4vHz5Ehs2bEBeXh4OHTqEoqIi7qq6hoYG/Pz8kJSUpDBOYmIiPDw8IBKJAADTpk1DeXk5UlNTkZOTg2HDhsHb2/utV8sTExPx3XffYePGjbh27RoiIiLw7bffYteuXQrHhYWFYfny5cjNzYWtrS38/Py4qVhnzpxBSEgIFi9ejNzcXIwdOxYbN27kXuvr64tly5bB0dER9+7dw7179+Dr68vtX7duHaZPn44rV67gk08+QUBAQItX9zMzM+Hi4tLiv//bnDx5EmVlZTh16hSioqIQHh6OSZMm4aOPPsL58+cREhKCefPmvbGmwdXVFZmZmW0akxBCuhqBQIBffvkFa9euxcWLFyGXyzFr1iwsXLgQ3t7e6g6PEOUxQt4DO3fuZLq6uuzly5fs6dOnTEtLi5WXl7OkpCTm6enJGGMsPT2dAWDFxcXN9pGdnc0AMLlczhhj7PLly4zH43HH19fXs379+rGYmBjGGGOZmZlMX1+fvXjxQqEfGxsbFhcXxxhjLDw8nDk7OyvsS0pKUjh+w4YNzM3NjTHGWGFhIQPA4uPjuf1Xr15lANi1a9cYY4z5+vqyiRMnKvQREBDA+vTpw203Hfc1AGzNmjXcdlVVFQPAUlNTm/03YYwxZ2dntn79eoW25vr/8ccfmUgk4rYDAwOZSCRi9fX1XJudnR0bNWoUt11XV8d0dXVZcnKyQl9Lly5lYrH4rTERQkh39PXXXzNbW1vm7+/PnJyc3vj8IKSrozsO5L0gFotRXV2N7OxsZGZmwtbWFgKBAF5eXtw6B5lMBmtrawiFQgBATk4OJk+eDKFQCD09PXh5eQF4NacfAIYMGQIHBwfursOff/6J8vJyTJs2DQCQl5eHqqoqGBoaonfv3txXYWFhs4uvq6urUVBQgDlz5igc/7///e+N4z/++GPuezMzMwDgplHduHEDrq6uCsc33W5J4751dXWhr6/P9d2c58+fQ0dHR+n+G3N0dISGxn+/ZkxMTODk5MRta2pqwtDQ8I3xe/bsiWfPnrVpTEII6aoiIyNRV1eHffv2ITExET169FB3SIS8Ey11B0BIRxgwYAAsLCyQkZGByspKrggwNzeHpaUlsrKykJGRgdGjRwN4dRLv4+MDHx8fJCYmQiAQoKSkBD4+PqitreX6DQgIQFJSElatWoWkpCSMHz8ehoaGAF49uanp2orXXq83aKyqqgrAq/UJI0aMUNinqampsK2trc19z+PxALxad9ERGvf9uv+W+jYyMkJlZaVCm4aGBhhjCm0vX75Uaixlxn/06BEEAsHbkyCEkG6ooKAAZWVlaGhoQFFRkcKFFEK6AyocyHtDIpFAJpOhsrISK1as4No9PT2RmpqKCxcuYP78+QCA69ev499//8XmzZthaWkJAApPZXrN398fa9asQU5ODn7//XfExsZy+4YNG4b79+9DS0tLYVHw25iYmMDc3Bx37txBQEBAm/O0s7NDdna2QlvTbT6fj/r6+jaP0djQoUPx999/K7QJBALcv38fjDGusMnNze2Q8QDgr7/+euNRuoQQ0p3V1tZi5syZ8PX1hZ2dHebOnYv8/HwYGxurOzRClEZTlch7QyKR4PTp08jNzeXuOACAl5cX4uLiUFtbyy2MFgqF4PP52Lp1K+7cuYOUlBRs2LDhjT779+8Pd3d3zJkzB/X19fj000+5fWPGjIGbmxumTJmC48ePo6ioCFlZWQgLC2u2CAFeLUzetGkTtmzZgps3byI/Px9SqRRRUVFK5xkaGoqjR48iKioKt27dQlxcHFJTU7kT+NdxFxYWIjc3FxUVFaipqVG6/6Z8fHxw9uxZhUJELBbj4cOH+OGHH1BQUIBt27YhNTW1zWM09uzZM+Tk5GDcuHEd0h8hhHQFYWFhePLkCbZs2YKVK1fC1tYWwcHB6g6LkHdChQN5b0gkEjx//hwDBgyAiYkJ1+7l5QW5XM49thV4dcU8ISEB+/btw6BBg7B582ZERkY2229AQADy8vIwdepU9OzZk2vn8Xg4evQoPD09ERQUBFtbW8yYMQPFxcUK4zc2d+5cxMfHQyqVwsnJCV5eXkhISICVlZXSeXp4eCA2NhZRUVFwdnbGsWPHsHTpUoV1CF988QXGjx8PiUQCgUCA5ORkpftvasKECdDS0sKJEye4NgcHB2zfvh3btm2Ds7MzLly4gOXLl7d5jMYOHz4MoVCIUaNGdUh/hBCibjKZDNHR0dizZw/09fWhoaGBPXv2IDMz843HfhPSlfFY04nKhJBu56uvvsL169c77RGm27ZtQ0pKCtLS0jql/8ZGjhyJRYsWwd/fv9PHIoQQQojyaI0DId1QZGQkxo4dC11dXaSmpmLXrl0Kf0iuo82bNw+PHz+GXC6Hnp5ep41TUVGBzz//HH5+fp02BiGEEELahu44ENINTZ8+HTKZDHK5HNbW1ggNDUVISIi6wyKEEELIe4wKB0IIIYQQQkiraHE0IYQQQgghpFVUOBBCCCGEEEJaRYUDIYQQQgghpFVUOBBCCCGEEEJaRYUDIYQQQgghpFVUOBBCCCGEEEJaRYUDIYQQQgghpFVUOBBCCCGEEEJaRYUDIYQQQgghpFX/B1vNGoGj51KJAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["mode_amps = sim_data_final[\"out_1\"]\n","coeffs_f = mode_amps.amps.sel(direction=\"+\")\n","power_1 = np.abs(coeffs_f.sel(mode_index=0)) ** 2\n","power_1_db = 10 * np.log10(power_1)\n","\n","mode_amps = sim_data_final[\"out_2\"]\n","coeffs_f = mode_amps.amps.sel(direction=\"+\")\n","power_2 = np.abs(coeffs_f.sel(mode_index=0)) ** 2\n","power_2_db = 10 * np.log10(power_2)\n","\n","f, ax = plt.subplots(2, 2, figsize=(8, 6), tight_layout=True)\n","sim_final.plot_eps(z=0, source_alpha=0, monitor_alpha=0, ax=ax[0, 1])\n","ax[1, 0].plot(wl_range, power_1_db, \"-k\", label=\"upper\")\n","ax[1, 0].plot(wl_range, power_2_db, \"--r\", label=\"lower\")\n","ax[1, 0].set_xlabel(\"Wavelength (um)\")\n","ax[1, 0].set_ylabel(\"Power (dB)\")\n","ax[1, 0].set_ylim(-6, 0)\n","ax[1, 0].legend()\n","ax[1, 0].set_xlim(wl - bw / 2, wl + bw / 2)\n","ax[1, 0].set_title(\"Coupling Efficiency\")\n","sim_data_final.plot_field(\"field_xy\", \"E\", \"abs^2\", z=0, ax=ax[1, 1])\n","ax[0, 0].plot(obj_vals, \"ro\")\n","ax[0, 0].set_xlabel(\"iterations\")\n","ax[0, 0].set_ylabel(\"objective function\")\n","ax[0, 0].set_title(f\"Final Objective Function Value: {obj_vals[-1]:.3f}\")\n","plt.show()"]}],"metadata":{"description":"This notebook demonstrates how to set up and run a simple parameterized level set-based optimization of a Y-branch. In this approach, we use jax to generate a level set surface given a set of design parameters. The permittivity distribution is then obtained from the zero level set isocontour. In addition, we show how to tailor the level set function to a starting geometry, which is helpful to further optimize a device obtained by conventional design.","feature_image":"","kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"keywords":"inverse design, level set, y-branch, photonic integrated circuits, design optimization, shape optimization, adjoint, Tidy3D, FDTD","language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.5"},"title":"How to perform the inverse design of a y-branch using level set and the adjoint plugin in Tidy3D FDTD"},"nbformat":4,"nbformat_minor":2} +{"cells":[{"attachments":{},"cell_type":"markdown","metadata":{},"source":["# Parameterized level set optimization of a y-branch\n","\n","> **Note: the cost of running the entire notebook is higher than 1 FlexCredit.**\n","\n","This notebook demonstrates how to set up and run a parameterized level set-based optimization of a Y-branch. In this approach, we use `jax` to generate a level set surface $\\phi(\\rho)$ given a set of control knots $\\rho$. The permittivity distribution is then obtained implicitly from the zero level set isocontour. Details about the level set method can be found [here](https://doi.org/10.1016/S0045-7825(02)00559-5). Minimum gap and curvature penalty terms are introduced in the optimization to control the minimum feature size, hence improving device fabrication. In addition, we show how to tailor the initial level set function to a starting geometry, which is helpful to further optimize a device obtained by conventional design.\n","\n","You can also find some interesting adjoint functionalities for shape optimization in [Inverse design optimization of a waveguide taper](https://www.flexcompute.com/tidy3d/examples/notebooks/AdjointPlugin5BoundaryGradients/) and [Adjoint-based shape optimization of a waveguide bend](https://www.flexcompute.com/tidy3d/examples/notebooks/AdjointPlugin8WaveguideBend/). If you are new to the finite-difference time-domain (FDTD) method, we highly recommend going through our [FDTD101](https://www.flexcompute.com/tidy3d/learning-center/fdtd101/) tutorials. FDTD simulations can diverge due to various reasons. If you run into any simulation divergence issues, please follow the steps outlined in our [troubleshooting guide](https://www.flexcompute.com/tidy3d/examples/notebooks/DivergedFDTDSimulation/) to resolve it.\n","\n","\"Y-branch"]},{"cell_type":"markdown","metadata":{},"source":["Let's start by importing the Python libraries used throughout this notebook."]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["# Standard python imports.\n","from typing import List\n","import numpy as np\n","import matplotlib.pylab as plt\n","\n","# Import jax to be able to use automatic differentiation.\n","import jax.numpy as jnp\n","from jax import value_and_grad\n","import optax\n","import pickle\n","import gdstk\n","\n","# Import regular tidy3d.\n","import tidy3d as td\n","import tidy3d.web as web\n","\n","# Import the components we need from the adjoint plugin.\n","import tidy3d.plugins.adjoint as tda\n","from tidy3d.plugins.adjoint.web import run\n","\n","plt.rcParams['font.size'] = '12'"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Y-branch Inverse Design Configuration\n","\n","The y-branch splits the power from an input waveguide into two other output waveguides. Here, we are considering a gap of 0.3 $\\mu m$ between the output waveguides for illustration purposes. However, when considering the design of a practical device, this value can be smaller. S-bends are included to keep the output waveguides apart from each other to prevent mode coupling.\n","\n","Next, you can set the y-branch geometry and the inverse design parameters."]},{"cell_type":"code","execution_count":2,"metadata":{},"outputs":[],"source":["# Geometric parameters.\n","y_width = 1.7 # Y-branch maximum width (um).\n","y_length = 1.7 # Y-branch maximum length (um).\n","w_thick = 0.22 # Waveguide thickness (um).\n","w_width = 0.5 # Waveguide width (um).\n","w_length = 1.0 # Input output waveguide length (um).\n","w_gap = 0.3 # Gap between the output waveguides (um).\n","bend_length = 3 # Output waveguide bend length (um).\n","bend_offset = 0.5 # Offset between output bends (um).\n","\n","# Material.\n","nSi = 3.48 # Silicon refractive index.\n","\n","# Inverse design set up parameters.\n","grid_size = 0.016 # Simulation grid size on design region (um).\n","ls_grid_size = 0.004 # Discretization size of the level set function (um).\n","ls_down_sample = 20 # The spacing between the level set control knots is given by ls_grid_size*ls_down_sample.\n","fom_name_1 = \"fom_field1\" # Name of the monitor used to compute the objective function.\n","min_feature_size = 0.14 # Minimum fabrication feature size (um).\n","gap_par = 1.0 # Parameter to minimum gap fabrication constraint.\n","curve_par = 1.5 # Parameter of minimum curvature fabrication constraint.\n","\n","# Optimizer parameters.\n","iterations = 100 # Maximum number of iterations in optimization.\n","learning_rate = 0.03\n","\n","# Simulation wavelength.\n","wl = 1.55 # Central simulation wavelength (um).\n","bw = 0.06 # Simulation bandwidth (um).\n","n_wl = 61 # Number of wavelength points within the bandwidth."]},{"cell_type":"markdown","metadata":{},"source":["From the parameters defined before, a lot of variables are computed and used to set up the optimization."]},{"cell_type":"code","execution_count":3,"metadata":{},"outputs":[],"source":["# Minimum and maximum values for the permittivities.\n","eps_max = nSi ** 2\n","eps_min = 1.0\n","\n","# Material definition.\n","mat_si = td.Medium(permittivity=eps_max) # Waveguide material.\n","\n","# Wavelengths and frequencies.\n","wl_max = wl + bw / 2\n","wl_min = wl - bw / 2\n","wl_range = np.linspace(wl_min, wl_max, n_wl)\n","freq = td.C_0 / wl\n","freqs = td.C_0 / wl_range\n","freqw = 0.5 * (freqs[0] - freqs[-1])\n","run_time = 5e-13\n","\n","# Computational domain size.\n","pml_spacing = 0.6 * wl\n","size_x = 2 * w_length + y_length + bend_length\n","size_y = w_gap + 2 * (bend_offset + w_width + pml_spacing)\n","size_z = w_thick + 2 * pml_spacing\n","eff_inf = 10\n","\n","# Source and monitor positions.\n","mon_w = 3 * w_width\n","mon_h = 5 * w_thick\n","\n","# Separation between the level set control knots.\n","rho_size = ls_down_sample * ls_grid_size\n","\n","# Number of points on the parameter grid (rho) and level set grid (phi)\n","nx_rho = int(y_length / rho_size) + 1\n","ny_rho = int(y_width / rho_size / 2) + 1\n","nx_phi = int(y_length / ls_grid_size) + 1\n","ny_phi = int(y_width / ls_grid_size / 2) + 1\n","npar = nx_rho * ny_rho\n","ny_rho *= 2\n","ny_phi *= 2\n","\n","# Design region size\n","dr_size_x = (nx_phi - 1) * ls_grid_size\n","dr_size_y = (ny_phi - 1) * ls_grid_size\n","dr_center_x = -size_x / 2 + w_length + dr_size_x / 2\n","\n","# xy coordinates of the parameter and level set grids.\n","x_rho = np.linspace(dr_center_x - dr_size_x / 2, dr_center_x + dr_size_x / 2, nx_rho)\n","x_phi = np.linspace(dr_center_x - dr_size_x / 2, dr_center_x + dr_size_x / 2, nx_phi)\n","y_rho = np.linspace(-dr_size_y / 2, dr_size_y / 2, ny_rho)\n","y_phi = np.linspace(-dr_size_y / 2, dr_size_y / 2, ny_phi)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Level Set Functions\n","\n","A level set function is a continuous function over space, which defines a shape where the function crosses a threshold value, usually equal to zero. We are using `jax` to implement a parameterized level set function so the gradients can back-propagate from the permittivity distribution defined by the zero level set isocontour to the control knots given by the optimization algorithm. The level set surface is generated by globally supported Gaussian radial basis functions. Other types of radial basis functions can also be used in replacement of the Gaussian one employed here, such as [multiquadric splines](https://onlinelibrary.wiley.com/doi/10.1002/nme.1536) or [b-splines](https://opg.optica.org/oe/fulltext.cfm?uri=oe-28-5-7060&id=427821)."]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[],"source":["class LevelSetInterp(object):\n"," \"\"\"This class implements the level set surface using Gaussian radial basis functions.\"\"\"\n"," def __init__(\n"," self,\n"," x0: jnp.ndarray = None,\n"," y0: jnp.ndarray = None,\n"," z0: jnp.ndarray = None,\n"," sigma: float = None,\n"," ):\n"," # Input data.\n"," x, y = jnp.meshgrid(y0, x0)\n"," xy0 = jnp.column_stack((x.reshape(-1), y.reshape(-1)))\n"," self.xy0 = xy0\n"," self.z0 = z0\n"," self.sig = sigma\n"," # Builds the level set interpolation model.\n"," gauss_kernel = self.gaussian(self.xy0, self.xy0)\n"," self.model = jnp.dot(jnp.linalg.inv(gauss_kernel), self.z0)\n","\n"," def gaussian(self, xyi, xyj):\n"," dist = jnp.sqrt(\n"," (xyi[:, 1].reshape(-1, 1) - xyj[:, 1].reshape(1, -1)) ** 2\n"," + (xyi[:, 0].reshape(-1, 1) - xyj[:, 0].reshape(1, -1)) ** 2\n"," )\n"," return jnp.exp(-(dist ** 2) / (2 * self.sig ** 2))\n","\n"," def get_ls(self, x1, y1):\n"," xx, yy = jnp.meshgrid(y1, x1)\n"," xy1 = jnp.column_stack((xx.reshape(-1), yy.reshape(-1)))\n"," ls = self.gaussian(self.xy0, xy1).T @ self.model\n"," return ls\n","\n","\n","# Function to plot the level set surface.\n","def plot_level_set(x0, y0, rho, x1, y1, phi):\n"," y, x = np.meshgrid(y0, x0)\n"," yy, xx = np.meshgrid(y1, x1)\n"," \n"," fig = plt.figure(figsize=(12, 6), tight_layout=True)\n"," ax1 = fig.add_subplot(1, 2, 1, projection='3d')\n"," ax1.view_init(elev=45, azim=-45, roll=0)\n"," ax1.plot_surface(xx, yy, phi, cmap=\"RdBu\", alpha=0.8)\n"," ax1.contourf(xx, yy, phi, levels=[np.amin(phi), 0],\n"," zdir ='z',\n"," offset = 0,\n"," colors=[\"k\",\"w\"], alpha=0.5)\n"," ax1.contour3D(xx, yy, phi, 1, cmap=\"binary\", linewidths=[2])\n"," ax1.scatter(x, y, rho, color=\"black\", linewidth=1.0)\n"," ax1.set_title(\"Level set surface\")\n"," ax1.set_xlabel(\"x ($\\mu m$)\")\n"," ax1.set_ylabel(\"y ($\\mu m$)\")\n"," ax1.xaxis.pane.fill = False\n"," ax1.yaxis.pane.fill = False\n"," ax1.zaxis.pane.fill = False\n"," ax1.xaxis.pane.set_edgecolor('w')\n"," ax1.yaxis.pane.set_edgecolor('w')\n"," ax1.zaxis.pane.set_edgecolor('w')\n"," \n"," ax2 = fig.add_subplot(1, 2, 2) \n"," ax2.contourf(xx, yy, phi, levels=[0, np.amax(phi)], colors=[[0,0,0]])\n"," ax2.set_title(\"Zero level set contour\")\n"," ax2.set_xlabel(\"x ($\\mu m$)\")\n"," ax2.set_ylabel(\"y ($\\mu m$)\")\n"," ax2.set_aspect(\"equal\")\n"," plt.show() \n"]},{"cell_type":"markdown","metadata":{},"source":["To map the permittivities to the zero-level set contour and obtain continuous derivatives, we use a hyperbolic tangent function as an approximation to a Heaviside function. Other smooth functions, such as sigmoid and arctangent, can also be employed. As discussed [here](https://www.sciencedirect.com/science/article/pii/S0009250917303986), the difference on computed interface using different functions will decrease when reducing the mesh size."]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[],"source":["def mirror_param(design_param):\n"," param = jnp.array(design_param).reshape((nx_rho, int(ny_rho / 2)))\n"," return jnp.concatenate((jnp.fliplr(jnp.copy(param)), param), axis=1).flatten()\n","\n","def get_eps(design_param, sharpness = 10, plot_levelset=False) -> np.ndarray:\n"," \"\"\"Returns the permittivities defined by the zero level set isocontour\"\"\"\n"," phi_model = LevelSetInterp(x0=x_rho, y0=y_rho, z0=design_param, sigma=rho_size)\n"," phi = phi_model.get_ls(x1=x_phi, y1=y_phi)\n","\n"," # Calculates the permittivities from the level set surface.\n"," eps_phi = 0.5 * (jnp.tanh(sharpness * phi) + 1)\n"," eps = eps_min + (eps_max - eps_min) * eps_phi\n"," eps = jnp.maximum(eps, eps_min)\n"," eps = jnp.minimum(eps, eps_max)\n","\n"," # Reshapes the design parameters into a 2D matrix.\n"," eps = jnp.reshape(eps, (nx_phi, ny_phi))\n","\n"," # Plots the level set surface.\n"," if plot_levelset:\n"," rho = np.reshape(design_param, (nx_rho, ny_rho))\n"," phi = np.reshape(phi, (nx_phi, ny_phi))\n"," plot_level_set(x0=x_rho, y0=y_rho, rho=rho, x1=x_phi, y1=y_phi, phi=phi)\n","\n"," return eps"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["In the next function, the permittivity values are used to build a [JaxCustomMedium](https://docs.flexcompute.com/projects/tidy3d/en/latest/_autosummary/tidy3d.plugins.adjoint.JaxCustomMedium.html) within the design region."]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["def update_design(eps, unfold=False) -> List[tda.JaxStructure]:\n"," # Reflects the structure about the x-axis.\n"," eps_val = jnp.array(eps).reshape((nx_phi, ny_phi, 1, 1))\n"," coords_x = [(dr_center_x - dr_size_x / 2) + ix * ls_grid_size for ix in range(nx_phi)]\n","\n"," if unfold == False:\n"," # Creation of a JaxCustomMedium using the values of the design parameters.\n"," coords_yp = [0 + iy * ls_grid_size for iy in range(int(ny_phi / 2))]\n"," coords = dict(x=coords_x, y=coords_yp, z=[0], f=[freq])\n"," eps_jax = {\n"," f\"eps_{dim}{dim}\": tda.JaxDataArray(values=eps_val[:,int(ny_phi / 2):, :, :], coords=coords)\n"," for dim in \"xyz\"\n"," }\n"," eps_dataset = tda.JaxPermittivityDataset(**eps_jax)\n"," eps_medium = tda.JaxCustomMedium(eps_dataset=eps_dataset, interp_method=\"linear\")\n"," box = tda.JaxBox(center=(dr_center_x, dr_size_y / 4, 0), size=(dr_size_x, dr_size_y / 2, w_thick))\n"," structure = [tda.JaxStructure(geometry=box, medium=eps_medium)]\n","\n"," else:\n"," # Creation of a CustomMedium using the values of the design parameters.\n"," coords_y = [-dr_size_y / 2 + iy * ls_grid_size for iy in range(ny_phi)]\n"," coords = dict(x=coords_x, y=coords_y, z=[0], f=[freq])\n"," eps_jax = {\n"," f\"eps_{dim}{dim}\": tda.JaxDataArray(values=eps_val, coords=coords)\n"," for dim in \"xyz\"\n"," }\n"," eps_dataset = tda.JaxPermittivityDataset(**eps_jax)\n"," eps_medium = tda.JaxCustomMedium(\n"," eps_dataset=eps_dataset, interp_method=\"linear\"\n"," )\n"," box = tda.JaxBox(\n"," center=(dr_center_x, 0, 0), size=(dr_size_x, dr_size_y, w_thick)\n"," )\n"," structure = [tda.JaxStructure(geometry=box, medium=eps_medium)]\n"," return structure"]},{"cell_type":"markdown","metadata":{},"source":["## Initial Structure\n","\n","We built an initial y-brach structure containing some holes and different gap sizes to demonstrate how the design evolves under fabrication constraints. We define this structure using a `PolySlab` object and then translate it into a permittivity grid of the same size as the one used to define the level set function. The holes are introduced in the polygon using the [ClipOperation](https://docs.flexcompute.com/projects/tidy3d/en/latest/_autosummary/tidy3d.ClipOperation.html) object."]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["vertices = np.array(\n"," [\n"," (-size_x / 2 + w_length, w_width / 2),\n"," (-size_x / 2 + w_length + 0.5, w_width / 2),\n"," (-size_x / 2 + w_length + 0.75, w_gap / 2 + w_width), \n"," (-size_x / 2 + w_length + dr_size_x, w_gap / 2 + w_width),\n"," (-size_x / 2 + w_length + dr_size_x, w_gap / 2),\n"," (-size_x / 2 + w_length + 2.5*dr_size_x / 3, w_gap / 2), \n"," (-size_x / 2 + w_length + 2.3*dr_size_x / 3, w_gap / 6), \n"," (-size_x / 2 + w_length + 1.8*dr_size_x / 3, w_gap / 6), \n"," (-size_x / 2 + w_length + 1.8*dr_size_x / 3, -w_gap / 6), \n"," (-size_x / 2 + w_length + 2.3*dr_size_x / 3, -w_gap / 6), \n"," (-size_x / 2 + w_length + 2.5*dr_size_x / 3, -w_gap / 2), \n"," (-size_x / 2 + w_length + dr_size_x, -w_gap / 2), \n"," (-size_x / 2 + w_length + dr_size_x, -w_gap / 2 - w_width),\n"," (-size_x / 2 + w_length + 0.75, -w_gap / 2 - w_width), \n"," (-size_x / 2 + w_length + 0.5, -w_width / 2), \n"," (-size_x / 2 + w_length, -w_width / 2),\n"," ]\n",")\n","\n","y_poly = td.PolySlab(\n"," vertices=vertices, axis=2, slab_bounds=(-w_thick / 2, w_thick / 2)\n",")\n","y_hole1 = td.Cylinder(center=(-size_x / 2 + w_length + 1.7*dr_size_x / 3, w_gap / 2 + w_width / 1.75, 0), \n"," radius=min_feature_size/3, length=w_thick, axis=2)\n","y_hole2 = td.Cylinder(center=(-size_x / 2 + w_length + 1.7*dr_size_x / 3, -w_gap / 2 - w_width / 1.75, 0), \n"," radius=min_feature_size/3, length=w_thick, axis=2)\n","y_hole3 = td.Cylinder(center=(-size_x / 2 + w_length + 2.3*dr_size_x / 3, w_gap / 2 + w_width / 1.75, 0), \n"," radius=min_feature_size/1.5, length=w_thick, axis=2)\n","y_hole4 = td.Cylinder(center=(-size_x / 2 + w_length + 2.3*dr_size_x / 3, -w_gap / 2 - w_width / 1.75, 0), \n"," radius=min_feature_size/1.5, length=w_thick, axis=2)\n","init_design = td.ClipOperation(operation=\"difference\", geometry_a=y_poly, geometry_b=y_hole1)\n","init_design = td.ClipOperation(operation=\"difference\", geometry_a=init_design, geometry_b=y_hole2)\n","init_design = td.ClipOperation(operation=\"difference\", geometry_a=init_design, geometry_b=y_hole3)\n","init_design = td.ClipOperation(operation=\"difference\", geometry_a=init_design, geometry_b=y_hole4)\n","\n","init_eps = init_design.inside_meshgrid(x=x_phi, y=y_phi, z=np.zeros((1)))\n","init_eps = np.squeeze(init_eps) * eps_max\n","\n","init_design.plot(z=0)\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["Then an objective function which compares the initial structure and the permittivity distribution generated by the level set zero contour is defined. "]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[],"source":["# Figure of Merit (FOM) calculation.\n","def fom_eps(eps_ref: jnp.ndarray, eps: jnp.ndarray) -> float:\n"," \"\"\"Calculate the L2 norm between eps_ref and eps.\"\"\"\n"," return jnp.mean(jnp.abs(eps_ref - eps) ** 2)\n","\n","# Objective function to be passed to the optimization algorithm.\n","def obj_eps(design_param, eps_ref) -> float:\n"," param = mirror_param(design_param)\n"," eps = get_eps(param)\n"," return fom_eps(eps_ref, eps)\n","\n","# Function to calculate the objective function value and its\n","# gradient with respect to the design parameters.\n","obj_grad_eps = value_and_grad(obj_eps)"]},{"cell_type":"markdown","metadata":{},"source":["So, the initial control knots are obtained after fitting the initial structure using the level set function. This is accomplished by minimizing the L2 norm between the reference and the level set generated permittivities. The fitting is performed by the Adam optimizer from the [Optax](https://optax.readthedocs.io/en/latest/index.html) library. "]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["WARNING:jax._src.xla_bridge:An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"]},{"name":"stdout","output_type":"stream","text":["Step = 1\n","\tobj_eps = 3.6687e+01\n","\tgrad_norm = 4.2700e+01\n","Step = 2\n","\tobj_eps = 3.6697e+00\n","\tgrad_norm = 3.2333e+00\n","Step = 3\n","\tobj_eps = 2.4378e+00\n","\tgrad_norm = 1.8882e+00\n","Step = 4\n","\tobj_eps = 2.1341e+00\n","\tgrad_norm = 1.6315e+00\n","Step = 5\n","\tobj_eps = 1.9714e+00\n","\tgrad_norm = 1.3847e+00\n","Step = 6\n","\tobj_eps = 1.7556e+00\n","\tgrad_norm = 1.1197e+00\n","Step = 7\n","\tobj_eps = 1.5511e+00\n","\tgrad_norm = 8.4940e-01\n","Step = 8\n","\tobj_eps = 1.4104e+00\n","\tgrad_norm = 7.0775e-01\n","Step = 9\n","\tobj_eps = 1.3275e+00\n","\tgrad_norm = 6.5512e-01\n","Step = 10\n","\tobj_eps = 1.2859e+00\n","\tgrad_norm = 6.4978e-01\n","Step = 11\n","\tobj_eps = 1.2632e+00\n","\tgrad_norm = 6.6684e-01\n","Step = 12\n","\tobj_eps = 1.2370e+00\n","\tgrad_norm = 6.5305e-01\n","Step = 13\n","\tobj_eps = 1.2016e+00\n","\tgrad_norm = 6.0398e-01\n","Step = 14\n","\tobj_eps = 1.1636e+00\n","\tgrad_norm = 5.5132e-01\n","Step = 15\n","\tobj_eps = 1.1264e+00\n","\tgrad_norm = 5.0319e-01\n","Step = 16\n","\tobj_eps = 1.0915e+00\n","\tgrad_norm = 4.5089e-01\n","Step = 17\n","\tobj_eps = 1.0631e+00\n","\tgrad_norm = 4.0192e-01\n","Step = 18\n","\tobj_eps = 1.0442e+00\n","\tgrad_norm = 3.7285e-01\n","Step = 19\n","\tobj_eps = 1.0339e+00\n","\tgrad_norm = 3.7258e-01\n","Step = 20\n","\tobj_eps = 1.0277e+00\n","\tgrad_norm = 3.7846e-01\n","Step = 21\n","\tobj_eps = 1.0218e+00\n","\tgrad_norm = 3.7785e-01\n","Step = 22\n","\tobj_eps = 1.0135e+00\n","\tgrad_norm = 3.6398e-01\n","Step = 23\n","\tobj_eps = 1.0019e+00\n","\tgrad_norm = 3.2941e-01\n","Step = 24\n","\tobj_eps = 9.8984e-01\n","\tgrad_norm = 2.8871e-01\n","Step = 25\n","\tobj_eps = 9.8045e-01\n","\tgrad_norm = 2.7301e-01\n","Step = 26\n","\tobj_eps = 9.7357e-01\n","\tgrad_norm = 2.7771e-01\n","Step = 27\n","\tobj_eps = 9.6689e-01\n","\tgrad_norm = 2.7823e-01\n","Step = 28\n","\tobj_eps = 9.5920e-01\n","\tgrad_norm = 2.6414e-01\n","Step = 29\n","\tobj_eps = 9.5129e-01\n","\tgrad_norm = 2.3818e-01\n","Step = 30\n","\tobj_eps = 9.4490e-01\n","\tgrad_norm = 2.1175e-01\n","Step = 31\n","\tobj_eps = 9.4123e-01\n","\tgrad_norm = 1.9891e-01\n","Step = 32\n","\tobj_eps = 9.3983e-01\n","\tgrad_norm = 2.0254e-01\n","Step = 33\n","\tobj_eps = 9.3895e-01\n","\tgrad_norm = 2.1227e-01\n","Step = 34\n","\tobj_eps = 9.3670e-01\n","\tgrad_norm = 2.1269e-01\n","Step = 35\n","\tobj_eps = 9.3249e-01\n","\tgrad_norm = 1.9599e-01\n","Step = 36\n","\tobj_eps = 9.2750e-01\n","\tgrad_norm = 1.6543e-01\n","Step = 37\n","\tobj_eps = 9.2375e-01\n","\tgrad_norm = 1.3975e-01\n","Step = 38\n","\tobj_eps = 9.2225e-01\n","\tgrad_norm = 1.4069e-01\n","Step = 39\n","\tobj_eps = 9.2201e-01\n","\tgrad_norm = 1.5765e-01\n","Step = 40\n","\tobj_eps = 9.2120e-01\n","\tgrad_norm = 1.6748e-01\n","Step = 41\n","\tobj_eps = 9.1871e-01\n","\tgrad_norm = 1.5993e-01\n","Step = 42\n","\tobj_eps = 9.1492e-01\n","\tgrad_norm = 1.3628e-01\n","Step = 43\n","\tobj_eps = 9.1127e-01\n","\tgrad_norm = 1.0882e-01\n","Step = 44\n","\tobj_eps = 9.0900e-01\n","\tgrad_norm = 9.8597e-02\n","Step = 45\n","\tobj_eps = 9.0808e-01\n","\tgrad_norm = 1.0754e-01\n","Step = 46\n","\tobj_eps = 9.0756e-01\n","\tgrad_norm = 1.1597e-01\n","Step = 47\n","\tobj_eps = 9.0665e-01\n","\tgrad_norm = 1.1322e-01\n","Step = 48\n","\tobj_eps = 9.0525e-01\n","\tgrad_norm = 1.0168e-01\n","Step = 49\n","\tobj_eps = 9.0381e-01\n","\tgrad_norm = 9.0192e-02\n","Step = 50\n","\tobj_eps = 9.0269e-01\n","\tgrad_norm = 8.7089e-02\n"]}],"source":["# Initialize adam optimizer with starting parameters.\n","start_par = np.zeros((npar))\n","optimizer = optax.adam(learning_rate=learning_rate*10)\n","opt_state = optimizer.init(start_par)\n","\n","# Store history\n","params_eps = start_par\n","obj_eps = []\n","params_history_eps = [start_par]\n","\n","for i in range(50):\n","\n"," # Compute gradient and current objective funciton value.\n"," value, gradient = obj_grad_eps(params_eps, init_eps)\n","\n"," # outputs\n"," print(f\"Step = {i + 1}\")\n"," print(f\"\\tobj_eps = {value:.4e}\")\n"," print(f\"\\tgrad_norm = {np.linalg.norm(gradient):.4e}\")\n","\n"," # Compute and apply updates to the optimizer based on gradient.\n"," updates, opt_state = optimizer.update(gradient, opt_state, params_eps)\n"," params_eps = optax.apply_updates(params_eps, updates)\n","\n"," # Save history.\n"," obj_eps.append(value)\n"," params_history_eps.append(params_eps)\n","\n","# Gets the final parameters and the objective values history.\n","init_rho = params_history_eps[-1]\n","obj_vals_eps = np.array(obj_eps)"]},{"cell_type":"markdown","metadata":{},"source":["The following graph shows the evolution of the objective function along the initial structure fitting."]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(1, 1, figsize=(6, 4))\n","ax.plot(obj_vals_eps, \"ro\")\n","ax.set_xlabel(\"iterations\")\n","ax.set_ylabel(\"objective function\")\n","ax.set_title(f\"Level Set Fit: Obj = {obj_vals_eps[-1]:.3f}\")\n","ax.set_yscale(\"log\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["Here, one can see the initial parameters, which are the control knots defining the level set surface. The geometry of the structure will change as the zero isocontour evolves. The width of the Gaussian radial basis functions and the spacing of the control knots impact the accuracy and the smoothness of the initial zero-level set contour."]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["eps_fit = get_eps(mirror_param(init_rho), plot_levelset=True)"]},{"cell_type":"markdown","metadata":{},"source":["## Inverse Design Optimization Set Up"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Next, we will write a function to return the `JaxSimulation` object. Note that we are using a `MeshOverrideStructure` to obtain a uniform mesh over the design region.\n","\n","The elements that do not change along the optimization are defined first."]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["# Input waveguide.\n","wg_input = td.Structure(\n"," geometry=td.Box.from_bounds(\n"," rmin=(-eff_inf, -w_width / 2, -w_thick / 2),\n"," rmax=(-size_x / 2 + w_length + grid_size, w_width / 2, w_thick / 2),\n"," ),\n"," medium=mat_si,\n",")\n","\n","# Output bends.\n","x_start = -size_x / 2 + w_length + dr_size_x - grid_size # x-coordinate of the starting point of the waveguide bends.\n","x = np.linspace(\n"," x_start, x_start + bend_length, 100\n",") # x-coordinates of the top edge vertices.\n","y = (\n"," (x - x_start) * bend_offset / bend_length\n"," - bend_offset * np.sin(2 * np.pi * (x - x_start) / bend_length) / (np.pi * 2)\n"," + (w_gap + w_width) / 2\n",") # y coordinates of the top edge vertices\n","\n","# adding the last point to include the straight waveguide at the output\n","x = np.append(x, eff_inf)\n","y = np.append(y, y[-1])\n","\n","# add path to the cell\n","cell = gdstk.Cell(\"bend\")\n","cell.add(gdstk.FlexPath(x + 1j * y, w_width, layer=1, datatype=0)) # Top waveguide bend.\n","cell.add(gdstk.FlexPath(x - 1j * y, w_width, layer=1, datatype=0)) # Bottom waveguide bend.\n","\n","# Define top waveguide bend structure.\n","wg_bend_top = td.Structure(\n"," geometry=td.PolySlab.from_gds(\n"," cell,\n"," gds_layer=1,\n"," axis=2,\n"," slab_bounds=(-w_thick/2, w_thick/2),\n"," )[1],\n"," medium=mat_si\n",")\n","\n","# Define bottom waveguide bend structure.\n","wg_bend_bot = td.Structure(\n"," geometry=td.PolySlab.from_gds(\n"," cell,\n"," gds_layer=1,\n"," axis=2,\n"," slab_bounds=(-w_thick/2, w_thick/2),\n"," )[0],\n"," medium=mat_si\n",")"]},{"cell_type":"markdown","metadata":{},"source":["Monitors used to get simulation data."]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[],"source":["# Input mode source.\n","mode_spec = td.ModeSpec(num_modes=1, target_neff=nSi)\n","source = td.ModeSource(\n"," center=(-size_x / 2 + 0.15 * wl, 0, 0),\n"," size=(0, mon_w, mon_h),\n"," source_time=td.GaussianPulse(freq0=freq, fwidth=freqw),\n"," direction=\"+\",\n"," mode_spec=mode_spec,\n"," mode_index=0,\n",")\n","\n","# Monitor where we will compute the objective function from.\n","fom_monitor_1 = td.ModeMonitor(\n"," center=[size_x / 2 - 0.25 * wl, (w_gap + w_width) / 2 + bend_offset, 0],\n"," size=[0, mon_w, mon_h],\n"," freqs=[freq],\n"," mode_spec=mode_spec,\n"," name=fom_name_1,\n",")\n","\n","### Monitors used only to visualize the initial and final y-branch results.\n","# Field monitors to visualize the final fields.\n","field_xy = td.FieldMonitor(\n"," size=(td.inf, td.inf, 0),\n"," freqs=[freq],\n"," name=\"field_xy\",\n",")\n","\n","# Monitor where we will compute the objective function from.\n","fom_final_1 = td.ModeMonitor(\n"," center=[size_x / 2 - 0.25 * wl, (w_gap + w_width) / 2 + bend_offset, 0],\n"," size=[0, mon_w, mon_h],\n"," freqs=freqs,\n"," mode_spec=mode_spec,\n"," name=\"out_1\",\n",")"]},{"cell_type":"markdown","metadata":{},"source":["And then the `JaxSimulation` is built."]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[],"source":["def make_adjoint_sim(design_param, unfold=False) -> tda.JaxSimulation:\n"," # Builds the design region from the design parameters.\n"," eps = get_eps(design_param)\n"," design_structure = update_design(eps, unfold=unfold)\n","\n"," # Creates a uniform mesh for the design region.\n"," adjoint_dr_mesh = td.MeshOverrideStructure(\n"," geometry=td.Box(\n"," center=(dr_center_x, 0, 0), size=(dr_size_x, dr_size_y, w_thick)\n"," ),\n"," dl=[grid_size, grid_size, grid_size],\n"," enforce=True,\n"," )\n","\n"," return tda.JaxSimulation(\n"," size=[size_x, size_y, size_z],\n"," center=[0, 0, 0],\n"," grid_spec=td.GridSpec.auto(\n"," wavelength=wl_max,\n"," min_steps_per_wvl=15,\n"," override_structures=[adjoint_dr_mesh],\n"," ),\n"," symmetry=(0, -1, 1),\n"," structures=[wg_input, wg_bend_top, wg_bend_bot],\n"," input_structures=design_structure,\n"," sources=[source],\n"," monitors=[],\n"," output_monitors=[fom_monitor_1],\n"," run_time=run_time,\n"," subpixel=True,\n"," )"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Let's visualize the simulation setup and verify if all the elements are in their correct places. Differently from the density-based methods, we will start from a fully binarized structure."]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["init_design = make_adjoint_sim(mirror_param(init_rho), unfold=True)\n","\n","fig, ax1 = plt.subplots(1, 1, tight_layout=True, figsize=(8, 5))\n","init_design.plot_eps(z=0, ax=ax1)\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["Now, we will run a simulation to see how this non-optimized y-branch performs."]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"data":{"text/html":["
09:51:39 -03 Created task 'initial y-branch' with task_id                       \n","             'fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8' and task_type 'FDTD'.  \n","
\n"],"text/plain":["\u001b[2;36m09:51:39 -03\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'initial y-branch'\u001b[0m with task_id \n","\u001b[2;36m \u001b[0m\u001b[32m'fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             View task using web UI at                                          \n","             'https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da4\n","             7-465a-98cf-ea2532dc3ca8'.                                         \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at \n","\u001b[2;36m \u001b[0m\u001b]8;id=553919;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=11259;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=553919;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=328475;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=553919;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[32m-16c3d2c7-da4\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b]8;id=553919;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[32m7-465a-98cf-ea2532dc3ca8'\u001b[0m\u001b]8;;\u001b\\. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cdda3b3424364983a4156e4b73114c66","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n","
\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:51:44 -03 status = queued                                                    \n","
\n"],"text/plain":["\u001b[2;36m09:51:44 -03\u001b[0m\u001b[2;36m \u001b[0mstatus = queued \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"726807a14d6c4bc4b0bd36a34152c152","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:51:55 -03 status = preprocess                                                \n","
\n"],"text/plain":["\u001b[2;36m09:51:55 -03\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:52:02 -03 Maximum FlexCredit cost: 0.025. Use 'web.real_cost(task_id)' to get\n","             the billed FlexCredit cost after a simulation run.                 \n","
\n"],"text/plain":["\u001b[2;36m09:52:02 -03\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.025\u001b[0m. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get\n","\u001b[2;36m \u001b[0mthe billed FlexCredit cost after a simulation run. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             starting up solver                                                 \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mstarting up solver \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:52:03 -03 running solver                                                     \n","
\n"],"text/plain":["\u001b[2;36m09:52:03 -03\u001b[0m\u001b[2;36m \u001b[0mrunning solver \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             To cancel the simulation, use 'web.abort(task_id)' or              \n","             'web.delete(task_id)' or abort/delete the task in the web UI.      \n","             Terminating the Python script will not stop the job running on the \n","             cloud.                                                             \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or \n","\u001b[2;36m \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI. \n","\u001b[2;36m \u001b[0mTerminating the Python script will not stop the job running on the \n","\u001b[2;36m \u001b[0mcloud. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"73e121e150f8489b9c2d0ff5c50cf6e1","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:52:17 -03 early shutoff detected at 88%, exiting.                            \n","
\n"],"text/plain":["\u001b[2;36m09:52:17 -03\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m88\u001b[0m%, exiting. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n","
\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             status = postprocess                                               \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"733b21323d5a4ffda0d2cdb97606b85f","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:52:21 -03 status = success                                                   \n","
\n"],"text/plain":["\u001b[2;36m09:52:21 -03\u001b[0m\u001b[2;36m \u001b[0mstatus = success \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:52:22 -03 View simulation result at                                          \n","             'https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da4\n","             7-465a-98cf-ea2532dc3ca8'.                                         \n","
\n"],"text/plain":["\u001b[2;36m09:52:22 -03\u001b[0m\u001b[2;36m \u001b[0mView simulation result at \n","\u001b[2;36m \u001b[0m\u001b]8;id=884260;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=260515;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=884260;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=816849;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=884260;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[4;34m-16c3d2c7-da4\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b]8;id=884260;https://tidy3d.simulation.cloud/workbench?taskId=fdve-16c3d2c7-da47-465a-98cf-ea2532dc3ca8\u001b\\\u001b[4;34m7-465a-98cf-ea2532dc3ca8'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6cd9520fa6fd474f8e925709c622186a","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n","
\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:52:25 -03 loading simulation from simulation_data.hdf5                       \n","
\n"],"text/plain":["\u001b[2;36m09:52:25 -03\u001b[0m\u001b[2;36m \u001b[0mloading simulation from simulation_data.hdf5 \n"]},"metadata":{},"output_type":"display_data"}],"source":["sim_init = init_design.to_simulation()[0].copy(\n"," update=dict(monitors=(field_xy, fom_final_1))\n",")\n","sim_data = web.run(sim_init, task_name=\"initial y-branch\")"]},{"cell_type":"markdown","metadata":{},"source":["We will use the insertion loss (IL) to compare the device response before and after the optimization. Since we will use symmetry about the `y`-axis, the insertion loss is calculated as $IL = -10 log(2P_{1}/P_{in})$, where $P_{1}$ is the power coupled into the upper s-bend and $P_{in}$ is the unit input power. The insertion loss of the non-optimized y-branch is above 3 dB at 1.55 $\\mu m$. From the field distribution image, we can realize that it happens because much of the input power is reflected."]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["coeffs_f = sim_data[\"out_1\"].amps.sel(direction=\"+\")\n","power_1 = np.abs(coeffs_f.sel(mode_index=0)) ** 2\n","power_1_db = -10 * np.log10(2 * power_1)\n","\n","f, (ax1, ax2) = plt.subplots(1, 2, figsize=(9, 4), tight_layout=True)\n","ax1.plot(wl_range, power_1_db, \"-k\")\n","ax1.set_xlabel(\"Wavelength (um)\")\n","ax1.set_ylabel(\"Power (dB)\")\n","ax1.set_ylim(0, 4)\n","ax1.set_xlim(wl - bw / 2, wl + bw / 2)\n","ax1.set_title(\"Insertion Loss\")\n","sim_data.plot_field(\"field_xy\", \"E\", \"abs^2\", z=0, ax=ax2)\n","plt.show()"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["## Fabrication Constraints\n","\n","Fabrication constraints are introduced in the optimization as penalty terms to control the minimum gap ($f_{g}$) and radius of curvature ($f_{c}$) in the final design. Below, we use `jax` to define the penalty terms following the formulation presented in `D. Vercruysse, N. V. Sapra, L. Su, R. Trivedi, and J. Vučković, \"Analytical level set fabrication constraints for inverse design,\" Scientific Reports 9, 8999 (2019).` [DOI: 10.1038/s41598-019-45026-0](https://doi.org/10.1038/s41598-019-45026-0). The gap penalty function controls the minimum feature size by limiting the second derivative based on the value of the function at that point. The curvature constraint is only relevant at the device boundary, where $\\phi = 0$, so we apply the smoothed Heaviside function to the level set surface before calculating the derivatives."]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[],"source":["# Auxiliary function to calculate first and second order partial derivatives.\n","def ls_derivatives(phi, d_size):\n"," SC = 1e-12\n"," phi_1 = jnp.gradient(phi, d_size)\n"," phi_x = phi_1[0] + SC\n"," phi_y = phi_1[1] + SC\n"," phi_2x = jnp.gradient(phi_x, d_size)\n"," phi_2y = jnp.gradient(phi_y, d_size)\n"," phi_xx = phi_2x[0]\n"," phi_xy = phi_2x[1]\n"," phi_yy = phi_2y[1]\n"," return phi_x, phi_y, phi_xx, phi_xy, phi_yy \n","\n","# Minimum gap size fabrication constraint integrand calculation. \n","# The \"beta\" parameter relax the constraint near the zero plane.\n","def fab_penalty_ls_gap(params, \n"," beta=1, \n"," min_feature_size=min_feature_size, \n"," grid_size=ls_grid_size):\n"," \n"," # Get the level set surface.\n"," phi_model = LevelSetInterp(x0=x_rho, y0=y_rho, z0=params, sigma=rho_size)\n"," phi = phi_model.get_ls(x1=x_phi, y1=y_phi)\n"," phi = jnp.reshape(phi, (nx_phi, ny_phi))\n"," \n"," # Calculates their derivatives.\n"," phi_x, phi_y, phi_xx, phi_xy, phi_yy = ls_derivatives(phi, grid_size) \n","\n"," # Calculates the gap penalty over the level set grid.\n"," pi_d = np.pi / (1.3 * min_feature_size)\n"," phi_v = jnp.maximum(jnp.power(phi_x ** 2 + phi_y ** 2, 0.5), jnp.power(1e-32, 1/4))\n"," phi_vv = (phi_x ** 2 * phi_xx + 2 * phi_x * phi_y * phi_xy + phi_y ** 2 * phi_yy) / phi_v ** 2 \n"," return jnp.maximum((jnp.abs(phi_vv) / \n"," (pi_d * jnp.abs(phi) + beta * phi_v) - pi_d) , 0) * grid_size ** 2\n","\n","# Minimum radius of curvature fabrication constraint integrand calculation.\n","# The \"alpha\" parameter controls its relative weight to the gap penalty.\n","# The \"sharpness\" parameter controls the smoothness of the surface near the zero-contour.\n","def fab_penalty_ls_curve(params, \n"," alpha=1,\n"," sharpness = 1, \n"," min_feature_size=min_feature_size, \n"," grid_size=ls_grid_size):\n"," \n"," # Get the permittivity surface and calculates their derivatives.\n"," eps = get_eps(params, sharpness = sharpness)\n"," eps_x, eps_y, eps_xx, eps_xy, eps_yy = ls_derivatives(eps, grid_size) \n","\n"," # Calculates the curvature penalty over the permittivity grid. \n"," pi_d = np.pi / (1.1 * min_feature_size)\n"," eps_v = jnp.maximum(jnp.sqrt(eps_x ** 2 + eps_y ** 2), jnp.power(1e-32, 1/6))\n"," k = (eps_x**2 * eps_yy - 2 * eps_x * eps_y * eps_xy + eps_y**2 * eps_xx) / eps_v**3\n"," curve_const = jnp.abs(k * jnp.arctan(eps_v / eps)) - pi_d\n"," return alpha * jnp.maximum(curve_const , 0) * grid_size ** 2\n","\n","# Gap and curvature fabrication constraints calculation.\n","# Penalty values are normalized by \"norm_gap\" and \"norm_curve\".\n","def fab_penalty_ls(params, \n"," beta=gap_par, \n"," alpha=curve_par,\n"," sharpness = 4,\n"," min_feature_size=min_feature_size, \n"," grid_size=ls_grid_size,\n"," norm_gap=1,\n"," norm_curve=1):\n"," \n"," # Get the gap penalty fabrication constraint value.\n"," gap_penalty_int = fab_penalty_ls_gap(params=params, \n"," beta=beta, \n"," min_feature_size=min_feature_size, \n"," grid_size=grid_size)\n"," gap_penalty = jnp.nansum(gap_penalty_int) / norm_gap\n","\n"," # Get the curvature penalty fabrication constraint value.\n"," curve_penalty_int = fab_penalty_ls_curve(params=params, \n"," alpha=alpha,\n"," sharpness=sharpness, \n"," min_feature_size=min_feature_size, \n"," grid_size=grid_size)\n"," curve_penalty = jnp.nansum(curve_penalty_int) / norm_curve\n"," \n"," return gap_penalty, curve_penalty"]},{"cell_type":"markdown","metadata":{},"source":["Now, we will calculate the initial penalty function values and observe the regions of the initial design that violate the constraints. The gap and curvature penalty functions are normalized by their initial values along the optimization to better balance the weights of device response and fabrication penalty within the objective function."]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Initial values of gap and curvature fabrication constraints.\n","init_fab_gap, init_fab_curve = fab_penalty_ls(mirror_param(init_rho))\n","\n","# Visualization of gap and curvature fabrication constraints values.\n","gap_penalty_int = fab_penalty_ls_gap(mirror_param(init_rho), beta=gap_par)\n","curve_penalty_int = fab_penalty_ls_curve(mirror_param(init_rho), alpha=curve_par, sharpness=4)\n","\n","fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 8), tight_layout=True)\n","yy, xx = np.meshgrid(y_phi, x_phi) \n","\n","im = ax1.imshow(np.flipud(gap_penalty_int.T), extent=[x_phi[0], x_phi[-1], y_phi[0], y_phi[-1]], interpolation='none', cmap='gnuplot2_r')\n","ax1.contour(xx, yy, eps_fit, [(eps_min + eps_max) / 2], colors='k', linewidths=0.5)\n","ax1.set_title(f\"Gap Penalty = {init_fab_gap:.3f}\") \n","ax1.set_xlabel(\"x ($\\mu m$)\")\n","ax1.set_ylabel(\"y ($\\mu m$)\")\n","fig.colorbar(im, ax = ax1, shrink = 0.3) \n","\n","im = ax2.imshow(jnp.flipud(curve_penalty_int.T), extent=[x_phi[0], x_phi[-1], y_phi[0], y_phi[-1]], interpolation='none', cmap='gnuplot2_r')\n","ax2.contour(xx, yy, eps_fit, [(eps_min + eps_max) / 2], colors='k', linewidths=0.5)\n","ax2.set_title(f\"Curve Penalty = {init_fab_curve:.3f}\") \n","ax2.set_xlabel(\"x ($\\mu m$)\")\n","ax2.set_ylabel(\"y ($\\mu m$)\")\n","fig.colorbar(im, ax = ax2, shrink = 0.3)\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{},"source":["## Running the Optimization\n","\n","The figure-of-merit used in the y-branch optimization is the power ($P_{1, 2}$) coupled into the fundamental transverse electric mode of the output waveguides. We will set mirror symmetry about the `y`-axis in the optimization, so we must include only $P_{1}$ in the figure-of-merit. As we are using a minimization strategy, the coupled power and fabrication constraints are arranged within the objective function as $|0.5 - P_{1}| + w_{f} \\times (f_{g} + f_{c})$, where $w_{f}$ is the fabrication constraint weight, whereas $f_{g}$ and $f_{c}$ are the gap and curvature penalty values."]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[],"source":["# Figure of Merit (FOM) calculation.\n","def fom(sim_data: tda.JaxSimulationData) -> float:\n"," \"\"\"Return the power at the mode index of interest.\"\"\"\n"," output_amps1 = sim_data.output_data[0].amps\n"," amp1 = output_amps1.sel(direction=\"+\", f=freq, mode_index=0)\n"," eta1 = jnp.sum(jnp.abs(amp1)) ** 2\n"," return jnp.abs(0.5 - eta1), eta1\n","\n","# Objective function to be passed to the optimization algorithm.\n","def obj(design_param, fab_const: float = 0.0, norm_gap=1.0, norm_curve=1.0, verbose: bool = False) -> float:\n"," param = mirror_param(design_param)\n"," sim = make_adjoint_sim(param)\n"," sim_data = run(sim, task_name=\"inv_des_ybranch\", verbose=verbose)\n"," fom_val, eta1 = fom(sim_data)\n"," fab_gap, fab_curve = fab_penalty_ls(param, norm_gap=norm_gap, norm_curve=norm_curve) \n"," J = fom_val + fab_const * (fab_gap + fab_curve) \n"," return J, [sim_data, eta1, fab_gap, fab_curve]\n","\n","# Function to calculate the objective function value and its\n","# gradient with respect to the design parameters.\n","obj_grad = value_and_grad(obj, has_aux=True)"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Optimizer initialization"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[],"source":["# where to store history\n","history_fname = \"./misc/y_branch_fab.pkl\"\n","\n","def save_history(history_dict: dict) -> None:\n"," \"\"\"Convenience function to save the history to file.\"\"\"\n"," with open(history_fname, \"wb\") as file:\n"," pickle.dump(history_dict, file)\n","\n","\n","def load_history() -> dict:\n"," \"\"\"Convenience method to load the history from file.\"\"\"\n"," with open(history_fname, \"rb\") as file:\n"," history_dict = pickle.load(file)\n"," return history_dict"]},{"cell_type":"markdown","metadata":{},"source":["Before starting, we will look for data from a previous optimization."]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Loaded optimization checkpoint from file.\n","Found 100 iterations previously completed out of 100 total.\n","Optimization completed, will return results.\n"]}],"source":["# Initialize adam optimizer with starting parameters.\n","optimizer = optax.adam(learning_rate=learning_rate*8)\n","\n","try:\n"," history_dict = load_history()\n"," opt_state = history_dict[\"opt_states\"][-1]\n"," params = history_dict[\"params\"][-1]\n"," num_iters_completed = len(history_dict[\"params\"])\n"," print(\"Loaded optimization checkpoint from file.\")\n"," print(\n"," f\"Found {num_iters_completed} iterations previously completed out of {iterations} total.\"\n"," )\n"," if num_iters_completed < iterations:\n"," print(f\"Will resume optimization.\")\n"," else:\n"," print(\"Optimization completed, will return results.\")\n","\n","except FileNotFoundError:\n"," params = np.array(init_rho)\n"," opt_state = optimizer.init(params)\n"," history_dict = dict(\n"," values=[],\n"," eta1=[],\n"," penalty_gap=[],\n"," penalty_curve=[],\n"," params=[],\n"," gradients=[],\n"," opt_states=[opt_state],\n"," data=[],\n"," )"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Now, we are ready to run the optimization!"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[],"source":["td.config.logging_level = \"ERROR\"\n","\n","iter_done = len(history_dict[\"values\"])\n","\n","if iter_done < iterations:\n"," for i in range(iter_done, iterations):\n","\n"," # Compute gradient and current objective function value.\n"," (value, data), gradient = obj_grad(params, fab_const=0.05, norm_gap=init_fab_gap, norm_curve=init_fab_curve)\n"," sim_data_i, eta1, penalty_gap, penalty_curve = data\n"," \n"," # outputs\n"," print(f\"Step = {i + 1}\")\n"," print(f\"\\tobj_val = {value:.4e}\")\n"," print(f\"\\tgrad_norm = {np.linalg.norm(gradient):.4e}\")\n"," print(f\"\\teta1 = {eta1:.3f}\")\n"," print(f\"\\tpenalty gap = {penalty_gap:.3f}\")\n"," print(f\"\\tpenalty curve = {penalty_curve:.3f}\")\n","\n"," # Compute and apply updates to the optimizer based on gradient.\n"," updates, opt_state = optimizer.update(gradient, opt_state, params)\n"," params = optax.apply_updates(params, updates)\n","\n"," # Save history.\n"," history_dict[\"values\"].append(value)\n"," history_dict[\"eta1\"].append(eta1)\n"," history_dict[\"penalty_gap\"].append(penalty_gap)\n"," history_dict[\"penalty_curve\"].append(penalty_curve) \n"," history_dict[\"params\"].append(params)\n"," history_dict[\"gradients\"].append(gradient)\n"," history_dict[\"opt_states\"].append(opt_state)\n"," # history_dict[\"data\"].append(sim_data_i) # Uncomment to store data, can create large files.\n"," save_history(history_dict)"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[],"source":["obj_vals = np.array(history_dict[\"values\"])\n","eta1_vals = np.array(history_dict[\"eta1\"])\n","pen_gap_vals = np.array(history_dict[\"penalty_gap\"])\n","pen_curve_vals = np.array(history_dict[\"penalty_curve\"])\n","final_par = history_dict[\"params\"][-1]"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["### Optimization Results\n","\n","Below, we can see how the device response and fabrication penalty have evolved throughout the optimization. The coupling into the output waveguide improves quickly in the beginning at the expense of higher penalty values. Then, the penalty values decrease linearly after the device response achieves a near-optimal condition. This trend results from the small weight factor we have chosen for the fabrication penalty terms. "]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(1, 1, figsize=(6, 4))\n","ax.plot(obj_vals, \"ko\", label=\"objective\")\n","ax.plot(eta1_vals, \"bo\", label=\"p_1\")\n","ax.plot(pen_gap_vals, \"ro\", label=\"gap\")\n","ax.plot(pen_curve_vals, \"gs\", label=\"curvature\")\n","ax.set_xlabel(\"iterations\")\n","ax.set_ylabel(\"objective function\")\n","ax.legend()\n","ax.set_yscale(\"log\")\n","ax.set_title(f\"Final Objective Function Value: {obj_vals[-1]:.3f}\")\n","plt.show()"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["The optimization process obtained a smooth and well-defined geometry. "]},{"cell_type":"code","execution_count":26,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["eps_final = get_eps(mirror_param(final_par), plot_levelset=True)"]},{"cell_type":"markdown","metadata":{},"source":["We can also see a significant reduction in violations to the minimum feature size after the optimization, which results in a smoother structure. The optimized device has not matched the minimum feature size exactly. The minimum radius of curvature and gap size are about 30% higher and 20% lower than the reference feature size, respectively. This deviation is expected, as reported in the previous paper. In this regard, running the simulation longer, adjusting the penalty weight or compensating for the reference feature size could improve the results."]},{"cell_type":"code","execution_count":27,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Initial values of gap and curvature fabrication constraints.\n","final_fab_gap, final_fab_curve = fab_penalty_ls(mirror_param(final_par))\n","\n","# Visualization of gap and curvature fabrication constraints values.\n","gap_penalty_int = fab_penalty_ls_gap(mirror_param(final_par), beta=gap_par)\n","curve_penalty_int = fab_penalty_ls_curve(mirror_param(final_par), alpha=curve_par, sharpness=4)\n","\n","fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 8), tight_layout=True)\n","yy, xx = np.meshgrid(y_phi, x_phi) \n","\n","im = ax1.imshow(np.flipud(gap_penalty_int.T), extent=[x_phi[0], x_phi[-1], y_phi[0], y_phi[-1]], interpolation='none', cmap='gnuplot2_r')\n","ax1.contour(xx, yy, eps_final, [(eps_min + eps_max) / 2], colors='k', linewidths=0.5)\n","ax1.set_title(f\"Gap Penalty = {final_fab_gap:.3f}\") \n","ax1.set_xlabel(\"x ($\\mu m$)\")\n","ax1.set_ylabel(\"y ($\\mu m$)\")\n","fig.colorbar(im, ax = ax1, shrink = 0.3) \n","\n","im = ax2.imshow(jnp.flipud(curve_penalty_int.T), extent=[x_phi[0], x_phi[-1], y_phi[0], y_phi[-1]], interpolation='none', cmap='gnuplot2_r')\n","ax2.contour(xx, yy, eps_final, [(eps_min + eps_max) / 2], colors='k', linewidths=0.5)\n","ax2.set_title(f\"Curve Penalty = {final_fab_curve:.3f}\") \n","ax2.set_xlabel(\"x ($\\mu m$)\")\n","ax2.set_ylabel(\"y ($\\mu m$)\")\n","fig.colorbar(im, ax = ax2, shrink = 0.3)\n","plt.show()"]},{"attachments":{},"cell_type":"markdown","metadata":{},"source":["Once the inverse design is complete, we can visualize the field distributions and the wavelength dependent insertion loss."]},{"cell_type":"code","execution_count":28,"metadata":{},"outputs":[{"data":{"text/html":["
09:53:18 -03 Created task 'inv_des_final' with task_id                          \n","             'fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a' and task_type 'FDTD'.  \n","
\n"],"text/plain":["\u001b[2;36m09:53:18 -03\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'inv_des_final'\u001b[0m with task_id \n","\u001b[2;36m \u001b[0m\u001b[32m'fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             View task using web UI at                                          \n","             'https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80e\n","             a-46ba-a4ca-55ca76aa040a'.                                         \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at \n","\u001b[2;36m \u001b[0m\u001b]8;id=401492;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=236085;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=401492;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=78755;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=401492;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[32m-3586e38c-80e\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b]8;id=401492;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[32ma-46ba-a4ca-55ca76aa040a'\u001b[0m\u001b]8;;\u001b\\. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c3e376515c8c4d419436c59a03672d6c","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n","
\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:53:22 -03 status = queued                                                    \n","
\n"],"text/plain":["\u001b[2;36m09:53:22 -03\u001b[0m\u001b[2;36m \u001b[0mstatus = queued \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ac27f52208b8437f8ba874ad4e237035","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:53:31 -03 status = preprocess                                                \n","
\n"],"text/plain":["\u001b[2;36m09:53:31 -03\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:53:38 -03 Maximum FlexCredit cost: 0.025. Use 'web.real_cost(task_id)' to get\n","             the billed FlexCredit cost after a simulation run.                 \n","
\n"],"text/plain":["\u001b[2;36m09:53:38 -03\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.025\u001b[0m. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get\n","\u001b[2;36m \u001b[0mthe billed FlexCredit cost after a simulation run. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             starting up solver                                                 \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mstarting up solver \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             running solver                                                     \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mrunning solver \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             To cancel the simulation, use 'web.abort(task_id)' or              \n","             'web.delete(task_id)' or abort/delete the task in the web UI.      \n","             Terminating the Python script will not stop the job running on the \n","             cloud.                                                             \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or \n","\u001b[2;36m \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI. \n","\u001b[2;36m \u001b[0mTerminating the Python script will not stop the job running on the \n","\u001b[2;36m \u001b[0mcloud. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7ac0893e747b45339bbed82c48d0e98d","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:53:52 -03 early shutoff detected at 96%, exiting.                            \n","
\n"],"text/plain":["\u001b[2;36m09:53:52 -03\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m96\u001b[0m%, exiting. \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n","
\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             status = postprocess                                               \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"33232df0ba734ba594d868749fb874b9","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:53:57 -03 status = success                                                   \n","
\n"],"text/plain":["\u001b[2;36m09:53:57 -03\u001b[0m\u001b[2;36m \u001b[0mstatus = success \n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
             View simulation result at                                          \n","             'https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80e\n","             a-46ba-a4ca-55ca76aa040a'.                                         \n","
\n"],"text/plain":["\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mView simulation result at \n","\u001b[2;36m \u001b[0m\u001b]8;id=204458;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=895194;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=204458;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=652214;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=204458;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[4;34m-3586e38c-80e\u001b[0m\u001b]8;;\u001b\\\n","\u001b[2;36m \u001b[0m\u001b]8;id=204458;https://tidy3d.simulation.cloud/workbench?taskId=fdve-3586e38c-80ea-46ba-a4ca-55ca76aa040a\u001b\\\u001b[4;34ma-46ba-a4ca-55ca76aa040a'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m \n"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"831a82a404d7418996164d9728ee08b9","version_major":2,"version_minor":0},"text/plain":["Output()"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n"],"text/plain":[]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
\n","
\n"],"text/plain":["\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
09:54:01 -03 loading simulation from simulation_data.hdf5                       \n","
\n"],"text/plain":["\u001b[2;36m09:54:01 -03\u001b[0m\u001b[2;36m \u001b[0mloading simulation from simulation_data.hdf5 \n"]},"metadata":{},"output_type":"display_data"}],"source":["sim_final = make_adjoint_sim(mirror_param(final_par), unfold=True)\n","sim_final = sim_final.to_simulation()[0].copy(update=dict(monitors=(field_xy, fom_final_1)))\n","sim_data_final = web.run(sim_final, task_name=\"inv_des_final\")"]},{"cell_type":"markdown","metadata":{},"source":["The resulting structure shows good performance, presenting insertion loss of only 0.1 dB near the central wavelength."]},{"cell_type":"code","execution_count":29,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["mode_amps = sim_data_final[\"out_1\"]\n","coeffs_f = mode_amps.amps.sel(direction=\"+\")\n","power_1 = np.abs(coeffs_f.sel(mode_index=0)) ** 2\n","power_1_db = -10 * np.log10(2 * power_1)\n","\n","f, ax = plt.subplots(2, 2, figsize=(12, 10), tight_layout=True)\n","sim_final.plot_eps(z=0, source_alpha=0, monitor_alpha=0, ax=ax[0, 1])\n","ax[1, 0].plot(wl_range, power_1_db, \"-k\")\n","ax[1, 0].set_xlabel(\"Wavelength (um)\")\n","ax[1, 0].set_ylabel(\"Power (dB)\")\n","ax[1, 0].set_ylim(0, 4)\n","ax[1, 0].set_xlim(wl - bw / 2, wl + bw / 2)\n","ax[1, 0].set_title(\"Insertion Loss\")\n","sim_data_final.plot_field(\"field_xy\", \"E\", \"abs^2\", z=0, ax=ax[1, 1])\n","ax[0, 0].plot(obj_vals, \"ko\", label=\"objective\")\n","ax[0, 0].plot(eta1_vals, \"bo\", label=\"p_1\")\n","ax[0, 0].plot(pen_gap_vals, \"ro\", label=\"gap\")\n","ax[0, 0].plot(pen_curve_vals, \"gs\", label=\"curvature\")\n","ax[0, 0].set_xlabel(\"iterations\")\n","ax[0, 0].set_ylabel(\"objective function\")\n","ax[0, 0].legend()\n","ax[0, 0].set_yscale(\"log\")\n","ax[0, 0].set_title(f\"Final Objective Function Value: {obj_vals[-1]:.3f}\")\n","plt.show()"]}],"metadata":{"description":"This notebook demonstrates how to set up and run a simple parameterized level set-based optimization of a Y-branch. In this approach, we use jax to generate a level set surface given a set of design parameters. The permittivity distribution is then obtained from the zero level set isocontour. In addition, we show how to tailor the level set function to a starting geometry, which is helpful to further optimize a device obtained by conventional design.","feature_image":"","kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"keywords":"inverse design, level set, y-branch, photonic integrated circuits, design optimization, shape optimization, adjoint, Tidy3D, FDTD","language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.5"},"title":"How to perform the inverse design of a y-branch using level set and the adjoint plugin in Tidy3D FDTD"},"nbformat":4,"nbformat_minor":2} diff --git a/docs/source/notebooks/img/y_branch_level_set.png b/docs/source/notebooks/img/y_branch_level_set.png index ac7d1e4b83be590df13a74f81021b480b605980a..39021ba7b4e4086fdc5fa99c6566f3a5c7cb34fc 100644 GIT binary patch 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