{ "cells": [ { "cell_type": "markdown", "id": "8bc063d4-2e68-4886-b4ab-ab006d89a444", "metadata": {}, "source": [ "# Example: Linear Graph Dynamics - Part 1/2\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 08/07/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "2e8e9817-0a9f-4ebf-ba35-67bd6e8980cd", "metadata": {}, "source": [ "## Introduction\n", "\n", "In the previous examples, we have explored generic dynamical systems, with or without inputs. Here, we take an initial exploration of the graph case.\n", "\n", "The dynamical systems on graphs that we consider are of the following:\n", "\n", "- Think vortices in fluids or electrical devices in power grids, each vortex/device (i.e., nodes) has some states.\n", "- The interations are \"nearly\" local: The rate of change in states at one node is influenced by only the states of neighboring nodes; distant nodes barely have interactions.\n", "\n", "To learn this type of dynamics from data, intuitively one would want to exclude terms that are associated with non-existent (distant) interactions. This is where the graph comes in: it tells the model where the interaction exists, so that the model only learns what needs to be learnt.\n", "\n", "Using graphs appropriately can be beneficial, including but not limited to: improved accuracy, faster convergence, fewer samples, preserved symmetry, etc." ] }, { "cell_type": "markdown", "id": "a461a1da-0801-4496-9d11-de652d94c373", "metadata": {}, "source": [ "That said, the goal of this example is to show the API of DyMAD to learn graph dynamics by a graph neural network (GNN). So the example itself will be kept simple - and then one shall see that the procedure is nearly identical to the non-graph cases in the previous examples." ] }, { "cell_type": "markdown", "id": "69dbe37f-d302-47fd-a9a7-9909c9ea09c5", "metadata": {}, "source": [ "### Available Graph Models\n", "\n", "In DyMAD, the GNN's are used in two ways: as autoencoder, and as dynamics.\n", "\n", "- As autoencoder:\n", " + GNN first encodes the states and inputs at each node $(x_i,u_i)$ to latent space $z_i$, and the latent states per node $z_i$ are concatenated to produce the full latent states $z$; in this process, $z_i$ can depend on the states and inputs from neighboring nodes.\n", " + An arbitrary dynamics model can be applied to evolve $z_i$ - LDM, KBF, Kernel machine, etc., either continuous-time or discrete-time; here, the evolution is independent of other nodes.\n", " + Lastly, given new latent states $z'$, GNN decodes the latent states per node $z_i'$ to the new states per node $x_i'$; again, $x_i'$ can depend on latent states from neighboring nodes.\n", " + This type of models are denoted `GXXX`, such as `GLDM` is GNN autoencoder paired with `LDM` dynamics.\n", "\n", "- As dynamics:\n", " + An arbitrary autoencoder model encodes $(x_i,u_i)$ to latent space $z_i$; this operation is node-wise and independent of other nodes.\n", " + GNN evolves the latent states $z_i$ per node, and may be impacted (only) by the neighboring nodes.\n", " + The autoencoder model decodes new latent states $z_i'$ to new states $x_i'$, which again is node-wise and independent of other nodes.\n", " + This type of models are denoted `XXXG`, such as `LDMG` is MLP autoencoder paired with GNN dynamics." ] }, { "cell_type": "markdown", "id": "3811921b-25e0-438b-90e1-7e3cb99a44b7", "metadata": {}, "source": [ "### In This Example\n", "\n", "- Part 1 (this page) considers a `GKBF` model, and apply to an extremely simple example (fixed topology). This is to show the procedure of GNN modeling in DyMAD.\n", "- Part 2 will consider a `LDMG` model, and apply to a slightly more complex example with time-varying topologies. This is to illustrate one example where GNN is a natural fit and other methods are inconvenient." ] }, { "cell_type": "markdown", "id": "7db97a97-1348-4a8c-9c60-5e3d25ca177b", "metadata": {}, "source": [ "## Problem Setup\n", "\n", "We will consider the LTI system used before\n", "\n", "$$\n", "\\begin{align*}\n", "\\dot{z} &= \\begin{bmatrix} 0 & 1 \\\\ -1 & -0.1 \\end{bmatrix}z + \\begin{bmatrix} 1 \\\\ 1 \\end{bmatrix}u \\equiv Az+Bu \\\\\n", "x &= z\n", "\\end{align*}\n", "$$\n", "\n", "and concatenate three of the same systems as\n", "\n", "$$\n", "\\begin{align*}\n", "\\dot{z}_i &= Az_i+Bu_i,\\quad i=1,2,3 \\\\\n", "x_i &= z_i\n", "\\end{align*}\n", "$$\n", "\n", "There can be two ways to represent this dynamics:\n", "\n", "- \"Naive\" approach: Take $x=[x_1,x_2,x_3]$ and $u=[u_1,u_2,u_3]$ as distinct features, and learn a generic dynamics $\\dot{x}=f(x,u)$.\n", "- Graph approach: Still take $x$ and $u$ as features, but learn a node-wise dynamics $\\dot{x}_i=f(x_i,u_i)$, so that $f$ is shared among the three sets of states.\n", "\n", "Next we will take the second approach." ] }, { "cell_type": "markdown", "id": "b7c0652c-7c39-49ce-ae5d-a90f0900792d", "metadata": {}, "source": [ "## Preparations\n", "\n", "As usual the imports. The first cell also normalizes the working directory so the notebook can be launched either from `examples/linear_graph` or from the repo root without editing paths." ] }, { "cell_type": "markdown", "id": "558107a8-f6b3-4e60-907b-301424b9173f", "metadata": {}, "source": [ "The imports:" ] }, { "cell_type": "code", "execution_count": 1, "id": "56fd5fdc-8537-44d4-bd5b-7d682c390fd5", "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "from dymad.io import load_model\n", "from dymad.models import GKBF, KBF # G for graph. There are also, e.g., LDM vs GLDM\n", "from dymad.training import WeakFormTrainer # The use of NODETrainer would be the same\n", "from dymad.utils import TrajectorySampler, adj_to_edge, plot_summary, plot_trajectory\n", "\n", "EXAMPLE_DIR = Path.cwd()\n", "DATA_DIR = EXAMPLE_DIR / 'data'\n", "DATA_DIR.mkdir(exist_ok=True)\n", "LTG_DATA_CONFIG = EXAMPLE_DIR / 'ltg_data.yaml'\n", "LTG_KBF_WF_CONFIG = EXAMPLE_DIR / 'ltg_kbf_wf.yaml'" ] }, { "cell_type": "markdown", "id": "fac9a528-0a9f-4e87-8c9c-5241796c3343", "metadata": {}, "source": [ "Prepare the data. The LTI system per node:" ] }, { "cell_type": "code", "execution_count": 2, "id": "dfc9d31d-cbc6-4e65-809c-dd86d906c2c6", "metadata": {}, "outputs": [], "source": [ "B = 128\n", "N = 501\n", "t_grid = np.linspace(0, 5, N)\n", "\n", "A = np.array([\n", " [0., 1.],\n", " [-1., -0.1]])\n", "def f(t, x, u):\n", " return (x @ A.T) + u\n", "g = lambda t, x, u: x\n", "\n", "config_chr = {\n", " 'control': {\n", " 'kind': 'chirp',\n", " 'params': {\n", " 't1': 4.0,\n", " 'freq_range': (0.5, 2.0),\n", " 'amp_range': (0.5, 1.0),\n", " 'phase_range': (0.0, 360.0),\n", " }}}" ] }, { "cell_type": "markdown", "id": "c0a4f3f4-0485-4c17-aa9b-5b9af35283c6", "metadata": {}, "source": [ "A new quantity: adjacency matrix of the graph. This matrix represents the relation among the nodes. The particular choice below assumes equal contributions among the three nodes.\n", "\n", "> Practically, this is the only new information to be added for GNN modeling." ] }, { "cell_type": "code", "execution_count": 3, "id": "84dc7c01-267d-4018-8cba-e315b7265ccb", "metadata": {}, "outputs": [], "source": [ "adj = np.array([\n", " [0, 1, 1],\n", " [1, 0, 1],\n", " [1, 1, 0]\n", "])" ] }, { "cell_type": "markdown", "id": "3617c566-1692-4b9c-a068-9c2de26ad14e", "metadata": {}, "source": [ "Then generate the samples. Since every node is the same, we sample trajectories of one node, and then replicate twice." ] }, { "cell_type": "code", "execution_count": 4, "id": "202ebb06-e742-46bf-8fd9-ed4ca4fb74a1", "metadata": {}, "outputs": [], "source": [ "sampler = TrajectorySampler(f, g, config=LTG_DATA_CONFIG, config_mod=config_chr)\n", "ts, xs, us, ys = sampler.sample(t_grid, batch=B)\n", "# Pretending a 3-node graph\n", "np.savez_compressed(\n", " DATA_DIR / 'ltg.npz',\n", " t=ts, x=np.concatenate([ys, ys, ys], axis=-1), u=np.concatenate([us, us, us], axis=-1),\n", " adj=adj)" ] }, { "cell_type": "markdown", "id": "44cf0244-797b-4205-bf50-3bf2e7127885", "metadata": {}, "source": [ "## Training\n", "\n", "The config file is as follows. The graph-specific option here is `gcl` under `model`, which selects the graph convolution layer.\n", "\n", "The general entry for training in config is `phase`. However, when there is only one phase, one can just use `training`. The `WeakFormTrainer` still accepts that shorthand and normalizes it into one optimizer phase internally." ] }, { "cell_type": "code", "execution_count": null, "id": "40767c99-1f74-48a5-b9fe-ea3c42a6895d", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "data:\n", " path: './data/ltg.npz'\n", " n_samples: 128\n", " n_steps: 501\n", " double_precision: false\n", "\n", "transform_x:\n", " type: \"identity\"\n", "\n", "transform_u:\n", " type: \"identity\"\n", "\n", "split:\n", " train_frac: 0.75\n", "\n", "dataloader:\n", " batch_size: 64\n", "\n", "model:\n", " name: 'ltg_kbf_wf'\n", " encoder_layers: 1\n", " decoder_layers: 1\n", " hidden_dimension: 32\n", " koopman_dimension: 3\n", " const_term: true\n", " autoencoder_type: \"cat\"\n", " gcl: \"sage\"\n", " activation: \"none\"\n", " weight_init: \"xavier_uniform\"\n", " input_order: \"cubic\"\n", "\n", "criterion:\n", " dynamics:\n", " weight: 1.0\n", " recon:\n", " weight: 1.0\n", "\n", "training:\n", " n_epochs: 500\n", " save_interval: 10\n", " load_checkpoint: false\n", " learning_rate: 5e-3\n", " weak_form_params:\n", " N: 13\n", " dN: 2\n", " ordpol: 2\n", " ordint: 2\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "61c3c4c1-d33d-4160-b12b-dd0a281ae518", "metadata": {}, "source": [ "Then the training of graph KBF (GKBF) model. Note it is **identical** to a regular model training." ] }, { "cell_type": "code", "execution_count": 6, "id": "603995fb-d90e-461d-971b-01de15d439e9", "metadata": {}, "outputs": [], "source": [ "config_path = LTG_KBF_WF_CONFIG\n", "trainer = WeakFormTrainer(config_path, GKBF)\n", "trainer.train();" ] }, { "cell_type": "markdown", "id": "291d658a-fcd8-42ef-a3f5-333de92a16ae", "metadata": {}, "source": [ "Maybe not surprising, a regular KBF model can be trained using nearly the same setup - we just modify the model name.\n", "\n", "But we will not show the results here to keep the example compact.\n", "\n", "> The graph specific option `gcl` is ignored in KBF." ] }, { "cell_type": "code", "execution_count": null, "id": "b5597c2e-c9e0-443c-8545-0fade2efcc6d", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "config_mod = {\n", " \"model\" : {\n", " \"name\" : 'ltg_kbf_ng',\n", " }\n", "}\n", "trainer = WeakFormTrainer(config_path, KBF, config_mod=config_mod)\n", "trainer.train()\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "743b1c85-0748-4217-b051-e64aa666d95d", "metadata": {}, "source": [ "## Results\n", "\n", "The convergence plots as a rule of thumb:" ] }, { "cell_type": "code", "execution_count": 8, "id": "aa381a32-1825-40ca-b029-605764a9ef17", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAzLpJREFUeJzs3QWUU/fzNvDBvcXd3d3dHQoUdymuxaVYgUILpVAcSnF3Ke4Ud3d3h+Ka9zzze2/+WU12STb2fM5Jdze5m9xsSnLnznxnQplMJpMQERERERERkd2Ftv9dEhEREREREREw6CYiIiIiIiJyEAbdRERERERERA7CoJuIiIiIiIjIQRh0ExERERERETkIg24iIiIiIiIiB2HQTUREREREROQgDLqJiIiIiIiIHIRBNxEREREREZGDMOgmInJRTZs2leTJkwfrdwcNGiShQoWy+z55mi9fvkjmzJll2LBh4gry588vPXv2dPZuEBERkR0x6CYiCiIEs7ZcduzYId56siBq1KjiDhYsWCC3bt2SDh06iCvo1auXTJgwQe7fv+/sXSEiIiI7CWUymUz2ujMiIm8wd+5cHz/Pnj1bNm/eLHPmzPFxfZkyZSRevHjBfpyPHz9qJjZChAhB/t1Pnz7pJWLEiOKMoHvp0qXy6tUrcXXZs2eXfPnyyZQpU8QV4PVOlCiRtGzZUn7++Wdn7w4RERHZQVh73AkRkTdp2LChj5/379+vQbfv63178+aNRI4c2ebHCRcuXLD3MWzYsHqhgB07dkxOnDghv//+u9VtX79+LVGiRHH4PoUOHVpq1qypJ3IGDx7MJQJEREQegOXlREQOULx4cV0rfOTIESlatKgG23379tXbVq1aJZUqVZKECRNqFjtVqlQyZMgQ+fz5c6Bruq9fv65B2KhRo2Tq1Kn6e/j9PHnyyKFDh6yu6cbPKKNeuXKl7ht+N1OmTLJhwwY/+4/S+Ny5c2umHI+DTLC914kvWbJEcuXKJZEiRZLYsWPrSYs7d+742AZl1s2aNZPEiRPr/iZIkEC+++47/VsYDh8+LOXKldP7wH2lSJFCmjdvbvXx8XcIHz68vj6WjOd59uxZqV+/vsSIEUMKFy6st508eVJfl5QpU+rfJn78+PpYT548Mf8+tsHvr1692nwd/j/AdTlz5vTxWBUqVNBMu+8KiRs3bsjx48dt/lsSERGR62IahIjIQRCIIaiqW7euBpRGqfnMmTN1zXPXrl3167Zt22TAgAHy33//yciRI63e7/z58+Xly5fSunVrDeR+++03qVGjhly9etVqdvzff/+V5cuXS7t27SRatGjy559/yvfffy83b96UWLFimTPA5cuX1wAX2VacDECpc5w4cez0l/nf3wDBNE4YDB8+XB48eCBjx46VPXv26ONHjx5dt8O+nTlzRjp27KgnIB4+fKhVBdhf4+eyZcvqvvXu3Vt/DwE5nqM1e/fu1ZMPAf3NatWqJWnSpJFffvlFjJVYeGz8nbHvCLixbzgBgq+oeMDrgfvEfuzatUuqVq2qv7d7927NYiOzjtf5m2++0VJy7EOrVq18PC5ORAD+Fjly5PjqvzURERE5GdZ0ExFR8LVv3x4RmY/rihUrptdNnjzZz/Zv3rzxc13r1q1NkSNHNr179858XZMmTUzJkiUz/3zt2jW9z1ixYpmePn1qvn7VqlV6/Zo1a8zXDRw40M8+4efw4cObLl++bL7uxIkTev24cePM11WpUkX35c6dO+brLl26ZAobNqyf+/QP9jtKlCgB3v7hwwdT3LhxTZkzZza9ffvWfP3atWv1/gcMGKA/P3v2TH8eOXJkgPe1YsUK3ebQoUOmoEqcOLHp+++/93O98berV6+eTa/dggULdPtdu3aZr6tUqZIpb9685p9r1KihlzBhwpjWr1+v1x09elR/D6+fb3id2rZtG+TnRERERK6H5eVERA6CcmhkRH1DCbQBGevHjx9LkSJFdM33+fPnrd5vnTp1tOTZgN8FZGCtKV26tJaLG7JmzapZV+N3kdXesmWLVKtWTcvfDalTp9asvT2gHBwZamTbLRu9oeQ+ffr08s8//5j/Tij/Rqn7s2fP/L0vIyO+du1abTwX1EoEy7+jb23atAn0tXv37p2+dhjzBUePHvXxmuBnrAU3KgwqVqyojduQ9QZ8RWbcKF23hP3CfRMREZH7Y9BNROQg6EKNoNE3lCJXr15dvv32Ww14URptNGF78eKF1ftNmjSpj5+NwDGgwDSw3zV+3/hdBMNv377VINs3/64LDqxXhnTp0vm5DUG3cTtOWvz666+yfv16Lc3H2muU0luO0ypWrJiWoKMMHmu6sd57xowZ8v79e5v2JbABHlgb7tvTp0+lc+fOuj8IwPHaGdtZvnYIutE9ft++fXLhwgX9u+I6PAfLoDtjxowSM2ZMf/eLTdSIiIg8A4NuIiIHscyKGp4/f66BItb2Yp30mjVrdJ0wgkvAOl9rwoQJ4+/1tkyA/JrfdYYuXbrIxYsXdd03suL9+/eXDBky6LpvQGCK8WQIbtEkDo3Y0NgM66KtjSzDGvbATlT49/rVrl1bpk2bpllwrBvftGmTuRGd5WtnNKHDum4E13HjxpW0adNq4H3w4EE9KYDrjSoF//4/wUkEIiIicn8MuomIQhBKpVHWjEZiyJhWrlxZS74DK3MOSQgOESxevnzZz23+XRccyZIl06/IAPuG64zbDSiH79atmwa4p0+flg8fPvgZ84US72HDhmnp+rx587SaYOHChYHuB7Lq165ds3m/EaBv3bpVG7Yhs45qBXQaRydz31DhkDdvXg2sLYNrfEXAjX1E8zjfndMBJw7wHHFygYiIiNwfg24iohBkZJotM8sIsCZOnCiusn84CYBxWnfv3vURcKPM2x6QBUZwP3nyZB9l4Lj/c+fO6dpuwBp3rJv2HYCj67rxewiEfWfpsW4arJWYFyhQQIN4W0vR/XvtYMyYMf5ujwD7wIEDsn37dnPQjew1gmmjssG/TDfGi0HBggVt2i8iIiJybRwZRkQUghBIIavdpEkT6dSpk5ZHz5kzx6XKuzGnGlnlQoUKSdu2bbW52vjx43UUlq2zo9HUbOjQoX6ux/plNFBD0Ikmcyi1r1evnnlkGMaA/fjjj7otyspLlSqlJd1Y+xw2bFhZsWKFbosxbDBr1iw9YYGsMwJyNKZD+TfWyqNxWWCw/hvz0Xfu3Kljx6zBfRrryvH8sGYff6eAsuUIqJF9v3Xrlo/gGveBued4rpg/7huWG2DtPceFEREReQYG3UREIQjriNFpG+XSP/30kwbgaKKG4LJcuXLiCrAeGlnn7t276xrqJEmS6PpzZKFt6a5uZO/xu74hMEbQ3bRpU4kcObKMGDFCevXqJVGiRNHAGcG40ZEcj4uAHCXdODGBoBsl4YsXL9bmaYCgHWukUUqOYBzN6VDWjfJt/xqh+X6e6N6O+7Ml6DZmpGNm+IQJE/RECX4PfyvLTu+WJ1iQHcfzzJYtm/l6BOAIuv3LcmNd+LJly6RFixZspEZEROQhQmFumLN3goiIXB/GiGGt9KVLl8RTIJhv37693Lx50xzsOxPK+uvXry9XrlyRBAkSOHt3iIiIyA64ppuIiPzA2DBLCLTXrVsnxYsXF0/SoEEDLeVG5toVINOPLuwMuImIiDwHM91EROQHgj6UgKMzN+ZmT5o0SRuOYVRXmjRpnL17RERERG6Da7qJiMiP8uXLy4IFC+T+/fsSIUIE7fT9yy+/MOAmIiIiCiJmuomIiIiIiIgchGu6iYiIiIiIiByEQTcRERERERGRgzDoJiIiIiIiInIQBt1ERF4EHch79eolCRMmlEiRIkm+fPlk8+bNX32/X758kdmzZ0uZMmUkduzYEi5cOIkbN66ULVtWpk6dqo9rKVSoUDoayzc0a8NtzZs31/u8fv26/mx5+eabbyR79uwyfvx4+fz5s4/fx0gz39sbl/Pnz3/18yQiIiIKKnYvJyLyIhgDtnTpUunSpYt2Ip85c6ZUrFhRtm/fLoULFw72TO/q1avLxo0bpWDBgtK9e3eJFy+ePH36VHbu3Cnt2rWTAwcOyPTp0wO9nxEjRki/fv2kSZMm8tdff0no0P93XrhevXq6n/DixQudGd6xY0cdZzZy5Egf95M4cWIZPny4n/vHiQYiIiKikMbu5UREXuLgwYOa2UaQisAY3r17J5kzZ9as9N69e4N1v23atJEpU6bImDFjpHPnzn5uv3TpkmbTEXwbkHlu3769ZqsB+9SzZ09p3LixzJgxwxxwI9OdIkUKH/sM+OjCc7lz545eLDPdjx8/ltOnTwfruRARERHZG8vLiYi8BDLcYcKEkVatWpmvixgxorRo0UL27dsnt27dMl+PwBXl2G/evAn0PvE7yEpjrrd/ATcgo24ZcPs2evRoDbgbNmzoI+AODIJ2ZNPDhmXBFhEREbk2Bt1ERF7i2LFjkjZtWl0TbSlv3rz69fjx4+brkIHOkCGDZscDs379el1XjYA5OMaOHSvdunWT+vXra6l7QAE3gn+cCMDl6tWrMmHCBNmwYYOWovuG/TG2NS6vXr0K1v4RERERfS2mCIiIvMS9e/ckQYIEfq43rrt7926Q79NoToYSdUsfPnyQ//77z0dmOlasWD62Wbt2ra7JxnptNGFDFj4gAwcO1Iultm3byuDBg/3dpzhx4vi4DsE5gnoiIiKikMagm4jIS6DhWYQIEfxcjxJz43bDoEGD9GKNEVhHjRrVx/VodIbmaoYoUaL4yTY/ePBAv2LNdmABN6AkvlatWubH3LZtm0yaNEmfzx9//OFj2+TJk8u0adN8XMcmakREROQsDLqJiLwERoT5Ht1lNFMzbg+qaNGi6VffAXWhQoXMo8jQBG3Pnj1+fhfZZ2TXMSYMY8Z+/PHHAB8H68JLly5t/rlGjRqaPUfzNowXy5Ili48A33JbIiIiImfimm4iIi+BMnKUmPtmXBecbHD69On1q+9u4SjvRuCLi38l7YAmaIsXL5ZixYrpum40UQuKUqVK6dddu3YFeb+JiIiIQgqDbiIiL5E9e3a5ePGij7XWgBnaxu1BVaFCBS0NnzdvXrD2CaXtq1evlhw5ckjLli1lxYoVNv/up0+f9CubpBEREZErY9BNROQlatasqZ29p06dar4O5ebIMGPmdZIkSYI8Mixp0qRa3o0u5sbMbd8wUzsw6KaOTuSpU6fWpmpbt2616fmsWbNGv2bLls2m7YmIiIicgWu6iYi8BAJrNCPr06ePPHz4UIPcWbNmyfXr12X69Ok+tkUAjc7g27dvl+LFiwd6v1hXfe3aNenYsaMsXLhQqlSpInHjxtXAHWu5ERynS5cu0PtAOTrWgGMteLVq1TTwNkaZwdGjR2Xu3Ln6/cuXL/X2ZcuWScGCBaVs2bJf9XchIiIiciQG3UREXgSjufr37y9z5syRZ8+eSdasWXV0V9GiRYN9n5EjR9ZMNe4Tl99++01L2KNHj65Z6IkTJ/o7T9s3ZNo3bdokRYoU0bJ1rNVGUzRYsGCBXoy14Miw9+jRQwYMGBDgbG8iIiIiVxDKZK3uj4iIiIiIiIiChekBIiIiIiIiIgdh0E1ERERERETkIAy6iYiIiIiIiByEQTcRERERERGRgzDoJiIiIiIiInIQBt1EREREREREDuLxc7pv3boljRo1kocPH+psV8ynrVWrls2//+XLF7l7965EixZNQoUK5dB9JSIiIiIKDKb9vnz5UhImTCihQzN/RuQOPH5O97179+TBgweSPXt2uX//vuTKlUsuXrwoUaJEsen3b9++LUmSJHH4fhIRERERBSWxlDhxYmfvBhHZwOMz3QkSJNALxI8fX2LHji1Pnz61OehGhtt4Y/vmm28cuq9ERERERIH577//NCFkHKMSketzetC9a9cuGTlypBw5ckSz0itWrJBq1ar52GbChAm6DTLV2bJlk3HjxknevHmD/Fh4jM+fPwcpc22UlCPgZtBNRERERK6Ayx6J3IfTF4K8fv1aA2kE1v5ZtGiRdO3aVQYOHChHjx7VbcuVK6drtA0oHc+cObOfC9ZiG5Ddbty4sUydOjVEnhcRERERERGRS63pxhk735nufPnySZ48eWT8+PHmxmbIVHfs2FF69+5t0/2+f/9eypQpIy1bttSmata2xcV3Cc+LFy+Y6SYiIiIip8Kx6bfffstjUyI34vRMd2A+fPigJeGlS5c2X4cujfh53759Nt0Hzik0bdpUSpYsaTXghuHDh+sbmXFhEzUiIiIiIiLyyKD78ePHugY7Xrx4Pq7Hz1jfbYs9e/ZoifrKlSu1DB2XU6dOBbh9nz599MyhcUEDNSIiIiIiIiK3bKTmaIULF9aSdFtFiBBBL0REREREREQenenGeK8wYcLonG1L+BnjvzwZMvwutNyeiIiIiIiIPC3oDh8+vOTKlUu2bt1qvg5Za/xcoEAB8WTr1q3TWeIxY8aUggULyogRI4KUsSciIiIiIiLnc3p5+atXr+Ty5cvmn69duybHjx/XYDNp0qQ6LqxJkyaSO3dunc09ZswYHTPWrFkz8WSHDx+Wt2/f6gVN43AZOnSolC1bVrJmzSoNGjSQNGnSOHs3iYiIiIiIyJVHhu3YsUNKlCjh53oE2jNnztTvMS5s5MiR2jwNjdD+/PNPHSXmyWMZMLZs/fr1Mm7cONm/f7+8efPGzzYNGzaUWrVqScWKFSVsWKefPyEiIiIiB+PIMCL34/Sg29W5yhvboUOHpGfPnnLw4EE/AXiyZMl0jFq7du0kZ86cTttHIiIiIvKOY1Mish2Dbjd8Y/v06ZMMGTJE5s2bJ9evX9ema4bIkSNL2rRpZcaMGVoVQERERESewxWPTYnIjRupkf9QSj548GBdC4833L59+5rLy5EFx5r4HDlySOjQoSVGjBjSuXNndkInIiIiIiJyAgbdbg4dzocNGyYfP36UnTt3Sp06dcwBOALt58+f6xp4NGCbMGGC3Llzx9m7TERERERE5DVYXu6BJTwoP//nn3/k1KlT2oTO95xzzD/HGDKMY/vpp580I05ERERErs8dj02JvB2Dbi94Yztx4oSMHj1atm/fLrdu3fJxG9aAt2jRQn7++WeJHj260/aRiIiIiLzj2JTI2zDF6QWyZcsms2bNkps3b8qGDRskQ4YMEj58ePMacIwlw9rv/Pnz63xwnochIiIiIiKyDwbdXqZcuXJy9uxZnQOOMWRZsmQx33bgwAHJkyePpEqVSmrXrq3d0YmIiIiIiCj4WF5uhTeU8KAJ29ChQ2Xu3Lly9epVH7fFjBlTsmbNKgsWLJD48eM7bR+JiIiIyDuOTYk8DTPdJOHChdMRZFeuXJGnT5/KnDlzNNgG/Lxjxw5JmDChFC5cWKZPn66N2oiIiIiIiMg6Zrqt8OaziVOnTtXs9+7du31cHyFCBFm/fr2UKFHCaftGRERE5I28+diUyF0x000BatWqlezatUvf1Dt06GDubo714CVLlpTEiRPL7Nmz5dWrV87eVSIiIiIiIpfEoJuswllUdDh/9uyZNmGrUqWKhAoVSu7cuSNNmjSRaNGi6brvFStWyPPnz529u0RERERERC6DQTcFCcaNrV69Wu7fv6+zvVFqDqdOnZIaNWro6LEECRLIunXrnL2rRERERERETsegm4Ilbty40r9/f2201qlTJx9rihCQV6pUSTJnziyPHj1y6n4SERERERE5E4Nu+iqRI0eWsWPH6rrvz58/y6JFi7S5B5w5c0aDc4wa27p1q7N3lYiIiIiIKMQx6Ca7CR06tNSuXVseP34sbdu21UZr8ODBAyldurQG6Pny5dPmbERERERERN6AQTfZXdiwYWXixIly69YtuXjxoq71hrdv38rBgwelWLFi2nxt1apVzt5VIiIiIiIih2LQTQ6VJk0aWbZsmUyfPl3Sp0+v2W7AmLFq1apJzJgxNTv++vVrZ+8qERERERGR3THophDRvHlzOXfunAbXw4cPl0iRIun1GEO2ZMkSiRo1qqRIkUI2btzo7F0lIiIiIiKyGwbdFOJ69+4t//33n3Ts2FG7nocJE0avv379upQvX17HjtWpU4edz4mIiIiIyO0x6Canrfv+888/tes5xo79/vvvkiRJEr3t+fPnsnjxYu18nihRIunRo4eYTCZn7zIREREREVGQMegmp0O2u2vXrnLlyhXp06ePufQc7t69K6NGjZJw4cJpB3RsQ0RERERE5C4YdJPLQGD9yy+/aJO1gQMHSsSIEXUMGWAGOGZ9p06dWpuvITP+5csXZ+8yERERERFRoEKZWLcbKKw9/vbbb7UMGhlZCnmY6121alV9DQwIxmPFiiWFCxfWmeBlypRx6j4SERERhQQemxK5HwbdVvCNzTW8e/dONmzYoHO/f/31V10HDqFChdL13ihJr169uq4TRzBORERE5Il4bErkfhh0W8E3NteDrubIcCMAtxQ+fHgtQ8+aNatmvvv168fXjIiIiDwKj02J3A/XdJPbiRMnjly4cEFOnDghzZo10xFj8OHDBw26T58+LWPGjJHo0aNLpkyZZNu2bVz/TURERERETsGgm9wWMtp///23PH78WHr27CmZM2fW6z9+/KgBOErO3759KzVq1JDYsWNL7ty5ZebMmQzAiYiIiIgoxLC83AqW8LiXjRs36ozvgwcPasbbUoQIETQgRxO2Ro0aSYcOHSR79uzmDulEREREro7HpkTuh0G3FXxjc9/Ga3379pXly5fL7du3tezc93gyBOHv37+XfPnySZcuXbQRGwNwIiIicmU8NiVyP4wwyCNhxvfo0aPl+vXrWmo+YcIEiRcvnvl2ZLxfv34tFStWlIcPH0qtWrUkQYIEGqgvWrSIJehERERERGQXzHRbwbOJngUN2Pbu3Stdu3aV58+f+8h8hw0bVrJlyyaHDh3SMWRowoZGbShDx+1EREREzsZjUyL3w6DbCr6xeW75OZqqIRt++fJlDbItG7QVLFhQjhw5IlevXtWsd4YMGXRMWbdu3SRu3LhO3XciIiLyXjw2JXI/LC8nry0/b9Omjc76RgC+e/duyZIli9528uRJmTx5shw+fFg7n69bt07HlE2cOFFL1PH9H3/8oQE5ERERERFRYJjptoJnE71Lr169dMY31nz7/qdRuXJlSZMmjWbAEXivXbtWr0dJOrqh//DDDxrMExERETkKj02J3A+Dbiv4xuadXr16JdWqVZMdO3b46XwOUaNG1ZLzmDFjyv379+Xs2bPaDR2N2TATHGvGU6VK5ZR9JyIiIs/FY1Mi98PyciJ/IKjesmWLdj5HB/QzZ85Iq1atJG/evOagHA3XMBcct/Xu3Vv2798v6dKlkwULFkjq1Kn1A7F+/fpy6tQpP1lzIiIiIiLyDsx0W8GzieTbgQMHdE330aNHfTRhQ/fz5s2by4kTJ7T8/O3btxIqVChdI47/j5IlSyZVqlSRjh07StKkSZ39NIiIiMgN8diUyP0w6LaCb2wUmLt372oZOrLe/gkfPrxmzRFkR4oUSbPi+H8KndBz5swp+fLlk9q1a2vATkRERGQNj02J3A+Dbiv4xka2ePTokUyfPl27oefPn182b94sS5cu9bNd1apVdUzZsWPHZOzYsTozHJInTy6dOnWShg0bSqxYsZzwDIiIiMgd8NiUyP0w6LaCb2wUXKdPn5Zly5bpV3Q6x2gyCBMmjK71xvgxjCVDAzbMAkc5+sGDByVcuHCSO3du7YiOC7LlRERERMBjUyL3w6DbCr6xkT2gIRsasc2ePdvfpmoYNTZw4EBp3LixTJgwQVatWiUXLlzQsnNkx+PHjy/16tXTLDoRERF5Lx6bErkfBt1W8I2N7Onhw4fy119/yePHj3UWOLLef/75pzkQR+M1ZLazZs0q/fr1k6dPn8qVK1dkxowZun4ct2XJkkUGDRokxYsX1/XiRERE5D14bErkfhh0W8E3NnI0NFdr0KCBdj0PCGaCo+s5uqXv3r1bg/MjR45o0I0xZlgLjkw4StOJiIjIc/HYlMj9eE3Q/ebNGw1catWqJaNGjbL59/jGRiEF/68tXLhQ53pPnjxZPn36JIkSJZInT56Y14Mb8uTJI+PHj5eZM2fK1q1bNRuOALxYsWISM2ZMadu2rXmmOBEREXkOHpsSuR+vCbpRqossYZIkSRh0k9usA0c5Of4fHDlypAwdOtTf7bAefOPGjXL+/Hm5dOmSzJkzRx48eKC/W7JkSenQoYMULFhQYsSIEeLPgYiIiOyLx6ZE7scrgm4EIr1795YqVapoJ2kG3eSu68Ffv36tGW6sA0cm3LfIkSPL58+fdQRZzZo1Nfg+fvy4dkmPHj26Zr/RrA2l6KFDh3bK8yAiIqLg47Epkftx+lH3rl27NBhOmDChrlNduXKln23QzRlBBDJ6+fLl07FKQdG9e3cZPny4HfeaKOTFjRtXUqRIIb///ru8f/9e/63g30akSJH0dmSysYwCt6Hz+S+//KJl54DGa02bNpXr169Ly5YtdVxZkSJFpHnz5nLo0CEnPzMiIiIiIs8V1tk7gMxdtmzZ9OC/Ro0afm5ftGiRdO3aVde4IuAeM2aMlCtXToMKBCGQPXt2f7N+mzZt0oAibdq0etm7d2+IPCciR0OW+rvvvtPvK1asKDdv3pTChQtrk7U1a9ZoMI514Nu3b9dtkOmOFi2a1K1bV8vNDxw4IDt27JB//vlHO6OjFB3N3KpVq6ZjyYx/W0RERERE5EHl5ch0r1ixQg/8DQi0jaZR8OXLF12XjU7OKBm3pk+fPjJ37lwdzfTq1Ssd09StWzcZMGCAv9sjS4iLZQkPHo8lPOROkPFGCfn+/fv1//179+75++8N879Tp06tpefp06fX+eAXL17UnxF8t27dWueEsxSdiIjINbC8nMj9uHTQjUZSWKO6dOlSH4F4kyZN5Pnz5xogBAU6PVtb040y3MGDB/u5nm9s5M7QaA1ru5csWaKjxvD/Mj60LSVOnFhL1XE9OqC/fPlSg3cE3PgZ5eht2rSR3LlzO+15EBEReTsG3UTux6XTV48fP9amUFh/agk/379/3yGPicw43sSMy61btxzyOEQhCUsyevXqpWXmKDt/9uyZTJw4UUvU0S8Bbt++rU0H0Xzt3Llz+nOWLFk0043SdJzkQtUJvseSD3RJx79RIiIiIiJy4TXdIQmNpKyJECGCXog8lfH/N2Z54wLolYAlHGhoiGZtqDrBzPCdO3fqxRArViztio77QINCdEJHFrxAgQK63KNQoUL6u0RERERE5AZBd+zYsXU9KjJvlvAz1qISkX106dJFL5awzGLKlCmaEUcpG1aiPHnyRK9DnwME27ly5dJ/i5hCgGAcDQ1R8obMevv27SVTpkxOe05ERERERK7ApcvL0VEZB/Vbt241X4dGavgZmTUicpxkyZLp2DH0T0AwjU7nyIIDll2cP39e1q9fr40KMf8b5eaTJk2SjBkz6tSBzJkza3CODDiu972GnIiIiIjIGzi9kRo6il++fFm/z5Ejh4wePVpKlCihWbSkSZPqwTsapyG7hgN7lMEuXrxYD/h9r/V2BDarIPJp9uzZMnLkSG26hpNgaMxmKVy4cDqir2zZsrpeHP9msT4ckwPixIkjpUuX1ukB6dKlYyk6ERFREPHYlMj9OD3oxqxgBNm+IdBGt3HAWlMc5KN5GmZy//nnnzpKLCTwjY0ocEePHtVMNuZ9o/FhQND5/Nq1a/rv+M6dOzqdIEGCBDpnHLPDU6ZMGaL7TURE5I54bErkfpwedLs6vrER2e7KlSsyffp0Wbt2rY7n8+/tBSPIYsSIoV3Rr1+/rply/DtDpUvx4sUlTZo00qxZM4kYMaJTngMREZEr47Epkfth0G0F39iIggdrwZcuXSp16tSRyZMny7///itnz541LycBlJfjLQhl5xhjhu7oT58+1VJ0ZMHr168v7dq1YxaciIjo/+OxKZH7YdBtBd/YiOwLjRBbtGghN27c8Pd2rPVOlCiRrg1HCToy4ZgtjnXiVapU0SA8ceLEIb7fREREroDHpkTuh0G3FXxjI7I/NGDr06ePRI4cWaJGjSqrV6/WjPeePXv0NgOy3WHDhpUoUaJI9OjRtWT9zZs3Og8cZehFixaVevXq6aQDIiIib8BjUyL3w6DbCr6xEYUcdDlHYI0xZPPmzfNxG0rRMfcbYwRTp06tI8pQqo63MGS+e/bsKd99952OKSMiIvJUPDYlcj8Muq3gGxuRcyxYsEB+++03/Xe3b98+XeftHwTh+DeKrPnmzZv1OswKr169urRt21Zix44dwntORETkODw2JXI/DLqt4BsbkfNhbffw4cO1MRvGjqHEHKXnjx498hGMI/BGFhyQBcdtRYoU0RL2Bg0aSM2aNbV7OhERkScfm2KpFj47ichx0H8oTJgwNm3LoNsKBt1Eruf9+/e6jvvixYuSP39+7ZTuG9aCd+zYUdKnT68ZcwTrgBJ1lKJjPBkbshERkacdmyLYxmeeZY8UInIM9ByKHz++LoMMDINuKxh0E7m2T58+mcvKp02bJps2bZLXr1/72CZevHhSunRpPQhBZ/SHDx/K7t27JUKECJIlSxapVauWlqKjYRsREZG7HpvisP7mzZta6ZUwYUJWdxE5CP6tofISx5QIvFGBGRgG3VYw6CZyPzjgwHixkydPBrgNAu5KlSrp6DLMD4ccOXJI3LhxdaRZxYoVebBCRERudWyKYBvLqxBwYxsicqwnT55o4I3RtoGVmvOIkog8TtKkSeXEiRPaDf3u3bvyzz//SNOmTSVatGg+StSXL1+ugTkOTFq3bq2jyI4dOyZVq1bV8vXy5cvL4sWL5fr16059PkRERLb4/PmzfuUoTaKQgX5CEFDDXwMz3VYw003kWZDZRgO22rVrm9d5G2LEiCHt2rXTQP3q1avy9u1bDc4RwKP0HJnwxo0bawCP5hlERESudGz67t07/WxLkSKFRIwY0Wn7SOQt3tn4b45BtxUMuok8OwDHTPALFy7IkSNHzGXmvqEZG7Lg27dv16ZtOJuZLFkyyZw5s7Rs2VJKliwZ4vtORETeiUE3ketg0G0nDLqJvKch28yZM2X//v2yYcMGzXCjIRuy3ZaSJEmi2e69e/fKuXPn5MGDB7qGp1mzZlK0aFEpVqyYbkNEROQIDLqJbIdpNdmzZ5cxY8aII9j6b45ruomI/v+IsR9++EH++usvXQuOEnR0pRw1apSPUvJbt27JsGHDNOuNgDt27NiaCX/8+LEMGjRI15PjYKhUqVKycuVK8/o6IiIiCtiECRMkefLkGrjky5dPDh48GOC22A4jmgK6YBlYQAFYly5dgrxvwf09Cvpr27FjR8mQIUOAjXKR6Fi9erW4GwbdRESB6Natm57FRCk6mqx16tRJ6tevLzlz5tRxEQjOT58+LStWrNCAHGXnyJqjeyzGkMWJE0cDcRwAHDhwwNlPh4iIyOUsWrRIunbtKgMHDpSjR49KtmzZpFy5ctoV2j+HDh2Se/fu6WXZsmV6HZaKGdeNHTs2hJ8B2eu1bdGihZw/f14rCn1DRSKmzGDCjLth0E1EZAVGhyFwRnkSPsjnzZuna8BXrVql878xmgU+fPigwTky5MiWYyxZgQIFdO03zsrmz59fm7XhbPmUKVMC/MAhIiLyJqNHj9YeKViqlTFjRpk8ebJ2hf7777/93R4ntOPHj6+XmDFj6nUIxozr/BuXhpPfO3fu1M9xIyNuTCfB9Xnz5tXPbcxb7t27t55At/Z7ZP/XNnv27JrY8H07Eh0Iups0aaLVif7BskAsAYwaNaq+jr///ruP23/++Wc9JvPvMfv3729+vatVq6aVjriPWLFiSfv27a12J7eGQTcRUTBhtNjmzZvlzp07eqlVq5YG2Sif+vLliwbg69atk/Xr18uzZ8/0A/2PP/7QD4M+ffpIvHjx9GABM8XRIZ0tNoiIyJ7wuYJAxBkXWz/TcMIaJ7JxEtvyZDd+3rdvn93+Fgia8RmNANDIiKMHCz6/kTnNkyePfhZPmjRJpk+fLkOHDg3098hxr22LFi10ZCv+PzLs2LFD1043b948wN/r0aOHniBBUmTTpk36O8iuG/C76MeDSgkDqhgxPhYnBQxYQnjlyhX9OmvWLA32cfka/p8mICKiIEG2Gx8QgLXeOEOLBjc4W/7q1Su9HmuYcMH4MXy4p06dWsvQL168aP5Awpn6GjVq6JomfE9ERBRcqLzCiV5nwGcfPu+sQU8U9D/BiWhL+BllxvaC7DfmlyPLimy4YeLEiRpEjx8/XrPY6NOC0aG9evWSAQMGBPh7rgJ/O5zoN2DNMwJb35lZ9Kf5mm2xHbYPiuC+tvXr19flfUuWLDGvz58xY4YULlxY0qZNG+D/bzhZgqk06KsDCJgTJ05s3gbfo7Qd94XjMON+0QQ3ZcqU5u1QlYj/H/B88f9DpUqVZOvWrXriJbiY6SYisjN8mCCTjXIkYxxZmzZt9AMLcOYWZ1/RtA1f8WG3cOFCLZnCARJKsXAfuXPn1u83btzo44OPiIiI7AOZT2SyEXAbMCYUQRyWirm6IUOG6EkB47JgwQK9HicJjOvSpEmj1+GYwnJbBKlGub5xnbFkDmXgltuOGzcuxJ5T9OjRNQFhlJijYz/W7iMDHhBkppFZR6M2A6oJ06VL52M7BM74G6FfD7afP3++n+x5pkyZfJxgQJn51y4JZKabiMiB8OGFC8rVcEEzNXzdsmWLlpyjFB3lUpalVxAtWjQNxtGABGVQePNHN0+sVUIwHylSJKc9JyIicg8IvIxqK2c8ti0wBQSfcagSs4SfXTGz7GqwFrlfv37mn41gESfxfUNDM8su7Ma2aArrG5IFrVq1Mv9sJA6C4mte2xYtWmjGGhWBKPPG/WAZ39fCkj6s3UcDXJxMwLFWzZo1fWxjObUGcELma5MfzHQTEYUgnIHFuiCcPUfG++rVq9KuXTv9MMGbuvEB+PLlS11jhHJ0rIvD9XjDR7kTmnqgDAofEtu2bXP2UyIiIheFzxWUeDvjYpk5DgwCn1y5cmn5rgGfd/gZGWh7wmP5HuWJE9pYX2y5Bn3Pnj168tsoTfbv91wFjg8QJBoXIzi2vM4IIr9m26CWln/ta1uiRAmdfY3yb1zq1q0b6HKFVKlS6X5aTopBcgNL+CyhCRsqCy3vNyQSGQy6iYicCGvFML8SZ31xphndUpEFR1kVgmvD+/fvtQQOa5FQ8oVO6AjIcRYY2fLOnTvrmvLnz5879fkQEREFFTKw06ZN0zW4+KzDyE2cmLZsbmUPmBWNoAzdx7HeGAEgTnxj5Cd6qWCdMZpwYbwV9skISv37PXLsaxsqVCgt+0Z1IE6KBFZaDuhdgG3QTA0JCYxzxXpw/zL0P/zwg26zYcOGQBuz2RPLy4mIXIBlgI1A2mgCgjVECMKxrnv27NkydepUvRi/gwYwKI1C5hwzxBG8owFbyZIltQkMxmAQERG5sjp16uiJZzQuu3//vn52ISDy3YDra3Xv3l2znBhd9fbtW13ehYAak0YQrGGGNNYBI3j76aefrP4eOfa1bdq0qZ4AwRpry7XaARk5cqQup0AJOSoV0IztxYsXfrbDGveCBQvK06dPbbpfewhl4oyaQGHhPjJReMHQiZiIyFl2796tWXEcHKD83L/GIz179tQGIQi+sZ4LH2q4Hh96WJ+FDyEiIvLMY1M0h0JAiLJcVEERkV8IfxF4o8oBmfivYeu/OZaXExG5iSJFimiXcxxwYf6k5XgLQGl537595dSpU3r2Ft1IASXraLSCgzOcYUamHGVXRERERN7k0aNH2h8HWXd7L18IDMvLiYjcUJkyZXQ8BtaWGVlwZLNRao7yt7Nnz+qZVwMCcJTGIeu9du1azXqjeycanOBDByVcwWmSQkREROQu4saNq13VkYDAPO6QwvJyK1heTkTuAtltzARHQH7ixAmdPTlmzBidQ2lAQxEE28iSV65cWdavX6/BO0a7YM1Ujhw5dJxI0qRJnfpciIjIfywvJ3Idtv6bY9BtBYNuInJnCLiXLFkigwcPlkuXLvm4LVmyZJoVRzMYfH/s2DENwvG+h7O/CL6RPU+XLp3T9p+IiHxi0E3kOmz9Nxes8nK01Ucbd2N2HcbWIKOCgzfLIepERORcmJHZoEEDvWDcCQJvvGcvW7ZMbty4oRfLEnRkvBMlSqTv7xidgvJzBO5ZsmSR+vXrS+vWrXUsBxERERHZJliZbjTzQXDdqFEjXYSOLAjKEnEwhxl3aAnvKZjpJiJPLUXHGDKM1kBHdJSj+xY2bFgNsMuWLStXr16VkydPank6ytKxHgrv9zjZSkREIYeZbiLX4dDu5eh6mzdvXv1+8eLFkjlzZtm7d6/MmzdPZs6cGfy9JiKiEIE5pPXq1ZOWLVvK8ePHZdy4cVKjRg0tJ0+SJIm56zk6ouN9HmvFkfFGldOzZ89k6dKlerIVI8iqV6+uQTtXKxERERHZqbwc3XHRiAe2bNkiVatW1e/Tp08v9+7dC85dEhGRE3Xo0EEvBpSiI5A+fPiwvs8bndDfvn0rW7du1TXfGTJk0DO7yLqUL19ev2JteM2aNaVTp06aDSciIiLydsEqL8+XL5+UKFFCKlWqpGWH+/fvl2zZsulXHGzdvn1bPAXLy4nI23358kXXfqPc/Pvvv5dDhw75uB0l6FgHjuVG6HqOUvTXr19LhQoVdDkSPi/y58/vtP0nIvIkLC8n8pLy8l9//VWmTJkixYsX1/JEBNywevVqc9k5ERF5BqzjxocJys7RhO2ff/7RUnSMHQOsC79w4YIeAJ46dUrLzXv27KkzwcePHy8FChSQSJEiSaFChWTFihXy+fNnZz8lIiJyMegvgmkaCFyQ4MPnTUDQUwTVVv65efOmhAkTRuMS/yB+wXSOoAru71HQXltsh6VsAV2aNm0qXlNejv/pHj9+bB4rY0BzNXS+JSIiz1WxYkW9AA5qmjdvLlGiRNHKp+nTp8vcuXP9/A4y4ch+40Dphx9+0IAcS5NwAIOSdCIi8l6LFi2Srl27yuTJkzUoGzNmjJQrV05P6MaNG9fP9i1atNCTuugpVbBgQR+3ob8Ufsf4nCL3em0PHTpkPjmP1xcVdtjWqOrASXxboA8NJri4imBlurGm7/379+aAG2WH+AMG9McjIiLPhMAZJ2HxOTBt2jRdZoSz1PigCxcunLn/x5UrV/TrsGHDdGY4eoDMmDFDt0XGfPTo0fq7RETkffAZgMaezZo106kYCNCQyPv777/93T579uySM2dOP7dj1SyC7iZNmuiSKN+QJd25c6eMHTvWnDm9fv263obrUbGLz60ECRJI7969taGotd8j+762ceLEkfjx4+sFTV8B8aVxHZZWBJQURm8anMxHTxkE9kYDcCx3w1K4ePHi6fQtHLdYLqH77bffJHXq1PraY5kcjlVcIuj+7rvvZPbs2fo9OtvirMXvv/8u1apVk0mTJtl7H4mIyE3ggAVrm3BiFmeZsdapVKlSehsas+HABdlulKKjBwhKzrFECQ3b8D0+8PCZgs8SlqETEXk+fFZgQkbp0qV9LGvCz/v27Qvw95DtxnQNVFEZduzYoZ9BqMDyD4JmLHlCEIjmz7hg6dSdO3c0M54nTx79rMJnECq3hg4dGujvkWNe2+CaNWuWnvTfs2ePBveIU0uWLCk5cuTQ44wNGzbIgwcPpHbt2ubf6dOnj4wYMUL69+8vZ8+elfnz52tw7hLl5UePHpU//vhDv8fYGOzYsWPHZNmyZTqju23btvbeTyIiclPofo4Ps1GjRumIsZcvX+oHIi6WH8IoQS9atKicO3dOunfvLgMHDtRsRq5cubQ0DWe/iYjIsyDriJOsvgMd/Hz+/PkAf69+/frSrVs3WbJkiXmdLyqoChcuLGnTpvX3d5AlRVCGTCuypoaJEydqEI2SdWSxUY119+5d6dWrl8Y2Af2eK7A86WArnOA2KgGQzceJcnwOW5Zu+3e/WEoWEq9tcKVJk0az1gacNEHA/csvv5ivQ4Ydr/XFixe1ogEnVPC6ozoCUqVKpf8PuUSm+82bN3rgBJs2bdKGOnih0J0WJYZERESWhgwZokuTHj58qB+0OHGLM93Gem6Ud926dUvmzZunS5XwgYgPQBzoYIa4UVqGwB1nqYmIyDYouca435C+BGNAUpCgNwhiEKNMGb2mkABEBjyocLIXmWwE3AZUX6FRqKtPZULZdFAvaGpqwPe4DiXYlrD8y/fvubpcuXL5+BlVC9u3b/fxHHBCxVj2htcdJxyMijxHClamGzXvK1eu1A61GzdulB9//FGvx8EUx2oREVFgEGhjzZXRBRZnwtF8DcG1MW4MgTcuCRMm1LPUxYoV07KvzZs3y08//aTrxXFA1K5dO6lcubKe+CUiIr+QyXRGQymUFuO92hqsv0W3cd8nVPGztawyAmwETJcvX9bgCvdTq1atr953so+veW2Dw3cmHidNqlSpopO3fEOWG8ccISVYQTfKLFDSgWAbdfI4M2RkvXFwREREFJQPZSMIR8MTlIahBP3ff//V8j5c8L0BlVboVosz1OglgrLzhg0balkZSgw5m5aI6P+gjBgBsDMe1xY4IYAM5datW/U93ah+ws9ojBWYEiVK6EhLlJUj6K5bt67VEmg8nu+eIRg/hiw5svNGthtLoPB5kzhx4gB/zxUgsAwqo8kpIImK+/B98toejeK+5rW1BzTbw+uKrL1//z/iuAEl9dgfTFZxKFMw3bt3z3T06FHT58+fzdcdOHDAdO7cOZMnefHiBWpj9CsREYUcvO9u377dVL58eX0f9u8SLVo0U58+fUwdO3Y0hQsXzhQqVChTypQpTf369TO9fPnS2U+BiChEj03fvn1rOnv2rH51JwsXLjRFiBDBNHPmTN3/Vq1amaJHj266f/++1d8dMmSIKUaMGPo32b9/v9XtW7ZsacqTJ4/p2rVrpkePHmksc/v2bVPkyJFN7du311hm5cqVptixY5sGDhwY6O+RY1/b7du36+v67Nkzq9sWK1bM1LlzZx/X3blzxxQnThxTzZo1TQcPHjRdvnzZtGHDBlPTpk1Nnz590m0GDRqk///MmjVLb9+3b5/pr7/+svn52fpvLthBt+HWrVt68VQMuomInO/Jkyf6PrxlyxZTsmTJ/ATfadKk0UuuXLlMuXPnNiVPntwUKVIkU9q0aU3169c3HTlyxNlPgYjILjwx6IZx48aZkiZNagofPrwpb968NgXQgDgkdOjQpkyZMtm0/YULF0z58+fXzwj8HRFEw44dOzSoxuPHjx/f1KtXL9PHjx+t/h457rXd/pVBN1y8eNFUvXp1DfTx2qVPn97UpUsX05cvX/R2nDwZOnSoHlvg5D3285dffrH5udn6by4U/hPU7DjKAtANDmPCjJIGlF+gg2C/fv08am0dmjKgkQ/G23C9OhGRa8DnEMaQoLMsZqfiZ0soF0PDFHxFA7dHjx5pyWGPHj10fRe6onvSZxUReY/Ajk0xphEjs1ByzaU2RI5n67+5YB1xILBGa3XMNMOoMFzQih1NcDAWxtXgD4E1HxjIniVLlmC11iciIteBgBnzVLdt2yaXLl3SniLofI4u52AE2jdv3tRGbWjEljJlSp3pWqRIEV3Pht+fMmWKNhkiIiIicpRgZbrRTRYDx6tWrerj+lWrVmknWQyYdyU42EJmHgdaT58+1bOCtjZ3YKabiMi94LPo+PHjcvToUVm/fr2OrrGEbDdGks2cOVNOnjyp7/HfffedTubo2LGjW4xFISLvxUw3kZdkuhG4GjPOLOE63OZKzpw5o+MKEHBDzJgxbQ64iYjI/SCAHjhwoAbfz58/l3r16un7fqpUqfT2kSNH6vQNBOb43Jo/f75muwcPHqxLpfDBieotVkURERGRPQQr6M6WLZuWl/uG67JmzRqk+9q1a5eur0P2HC36Mf/btwkTJmird5w9yJcvnxw8eNDm+0fZIbIWeAy0jceBFBEReYfIkSNrUI1sN+a4ouoJM0Mx9gXrwDGirFy5cjJ79mzdpmjRojo6Zs6cOTqKDDPFW7VqJVeuXHH2UyEiIiI3FayUL2aoVqpUSbZs2WKe0b1v3z65deuWrFu3Lkj3hUwCgvjmzZtLjRo1/Ny+aNEi6dq1q5azI+AeM2aMHiBduHDBvHYPDXH8W5OHNX64fvfu3ZrRwPbly5fXdXxlypQJzlMnIiI3hp4kjRo10s8WzP8eO3aszmUFBOE4EYwTtNgOWfJJkybJ0qVLZdq0aZIgQQK9Hp9/OBFMRERE5LA13YCDFWSgz58/rz8jM4BsALIIU6dODc5daqZ7xYoV5uHpgEAbQbKRWcdBEdbiYd1d7969rd4nTgYMGjRINm7caC4rNNb0+ef9+/d6sVw3g8fjmm4iIs/z5s0b7UMSPnx4ncCxdu1aH58BgNL06NGjS6xYsSRNmjS6ThyVV4ULF5bOnTtLhQoVnLb/ROR9uKabyHXY+m8u2IubUQ4+bNgwH9edOHFCpk+fHuyg27cPHz7oSJg+ffr46FhbunRpDaZtgYD94cOH8uzZM32DQhajdevWAW4/fPhwXddHRETeUX6OQBqQ0cbnBbLfqJRC1/MbN25oxRS+xwVl5qi2OnfunDZhQ9Y7Xbp0UrJkSa38ql+/PkeRERERkQ8ufWSAAxysu4sXL56P6/Hz/fv3bboPZCiwjhvr9LDeHAdXlStXDnB7BPg4c2hcUDJPRETeAcuQcEL50KFDeuYanzUdOnTQ4BrBNAJwLKPCbU+ePDEvWULTziZNmmjGHEueFi5cqJ9fRERERF7Rxhulf7aW/2F2Ky5EREQIwseNG6ffIwCvW7euZrhRao7GbCg1t4TGa8YJ3Pbt2+t2+B30JkGJOhEREXkfl850x44dW7vMPnjwwMf1+Dl+/PhO2y8iIvI++NzZsWOHjsa8ePGibNu2TXubGKPIAOXoWGoVKVIkHUeGjuhoPhojRgzJkSOHZsCRISciItdQvHhx6dKli7N3gzxckIJudBcP7IK5p/aEMr1cuXLJ1q1bzdehkRp+NrqmExERhTQ0/ixRooS0a9dOM97Xr1/X2eAItgFrvvfu3avXozEbmo3mzp1bu6FjFBky6I0bN9aydCIiCtqIYGyH9+GALk2bNg3RfSf7vbYdO3bUz0z/3Lx5UxOyq1evFo8OutGILLALyupwEBEUr1690nFeuADWyeF7/FEBJXkY1TJr1iw9iGnbtq2OGWvWrFmQHoeIiMhR8PmHSRnoKozScpwYxuQLNGrDkiV8fv31118ahKMZaKFChXSqBnqNoOcIPuv+/fdfZz8NIiKnMEYE4+Tl0aNHdZwwmlaiuaV/0Hfj3r17elm2bJleh3HCxnVoiEnu+dq2aNFCp2PhxLVvM2fO1JPWFStWtLkpt8swOdn27dsxsszPpUmTJuZtxo0bZ0qaNKkpfPjwprx585r2798fYvv34sUL3R98JSIiCqpbt26ZateubQoTJoyPz7n48eObUqVKZUqbNq0pTZo0el2kSJFMJUqU0M+5L1++OHvXicgFBXZs+vbtW9PZs2f1qzvB8X379u3NP3/+/NmUMGFC0/Dhw22OJZ49e2Z121evXpkaNWpkihIlir4Hjxo1ylSsWDFT586d9fbBgwebMmXK5Of3smXLZvrpp5/0e8Qo3333nWnkyJF6HzFjxjS1a9fO9OHDhyA+a+8QnNc2Z86cphYtWvi4Dp+JKVKkMPXq1SvA38NricfC6xkrVixT8eLF9fpTp06Zypcvr6973LhxTQ0bNjQ9evTIxz79+uuv+pmMeDNJkiSmoUOH2vT8bP03F9oV1lFgVLjvC85kGNA5FuvkUKJ34MABLUsgIiJyB4kTJ9Yz/fgc+/777zX7bTRmwwgyrA9HiToy3s2bN9frMWUDmfK8efPKjBkzdGkVEZEnMkYEowoouCOCbdWjRw/ZuXOnrFq1SkdDok8Hsq8GvAejMgmZdMOxY8e0gaZlle327dv1/RtfUY2LuMUydqGve21btGghixcv1upmA14rVETjNQoMXg8sUd6zZ49MnjxZnj9/rmM90Vfl8OHDsmHDBu0PVrt2bfPvoEJtxIgR0r9/fzl79qzMnz/fz/Ssr+X0oJuIiMgbJEqUSGeB4yACB3zFihXTMnMcHOBk865du3TNN9a8lSpVSnuaYGzlDz/8oNvUqVNH9u/fzwCciIIM7zsBXd69e2fztm/fvrVp25AeEWzrktbp06fLqFGj9D02S5YsGqBhFKTlSVKUPuNkpwHf4/06ZcqU5uvQHHP8+PHaMBMnSTFW0rIHFX3da1u/fn1tRLpkyRIfr0PhwoUlbdq0gT4mxkOjgWm6dOn0gtcJATdGSOP1wvd///23njDBSe+XL1/qcgT8DkZ/ojkqHgefvfbEoJuIiCiEVa1aVc/aYx03upn369dPZ34joEZWBZlxNIrBQQmuQ2YAZ+irVaumAXjOnDn1DL7lwSIRUUCiRo0a4AUVOJawZjagbX2P4EVzLP+2c0XITCPzalkxGzNmTA3MLLVs2VIWLFigJyOwPbKevrOrmTJl0oZehgQJEgS4RtnRENQiQPXvYlQQ43tr2+Kzxtq2uC4kRI8eXZt0IzgG9EvB2n1kwK3BCWtLmCiCANvy/08E38b/E6hsQDU1TsQ4EoNuIiIiJ8IBwNChQ3Xm96VLlzQLjgwMGrDhAjjYuXr1qnmE5qNHj7TDK7ItnTt3lnnz5jEAJyK35GojgqtUqaLvvStWrJA1a9bo+2/NmjV9bBMuXDgfP6NjurOqkIYMGaInY/27oFQaF2R/YfTo0QFuizJwLINKmDChbosTu763wWOF1GvbokUL2b17ty6/wolo3E+tWrWsPmaUKFH8VDjgNTUadxsXfN5iWZcxdcTRGHQTERG5iNSpU2sWHOsHkWXBBV1cccY/bNiwug0yDciAowwdBzR3797VLAwOEtENfdy4cSGWjSAi94DAI6CL0f3bgIxtQNvi5KAlTGTwbztXHBGMsmEEy+gPZXj27JmWGFvCey3KjFHOjEvdunVDLDALDqxDRkbev0vGjBn1ggAT0EU8oG3xGmASBz5ToE2bNn62wWOF1GtbokQJSZEihY/XwXdAbQtUhmE8J6oy8BlrecH94YQEXl9HLw/43yc4ERERuSSUPuKgGAc8KEdHUL1y5UrzwS0OelEiiUYxd+7c0VL1YcOG6YEOyuXQjBQHPkTkvYISrDhq28AgGESgmzt3bm0gOWbMGLuPCEZVEbKnaKYWK1YsLaPH+yWW7/iG9bzGrGg05HJlyABblrr7x8jM23tbR762oUKF0hPKyM7j5Mgff/wRrMdv3769jp+uV6+e9OzZUz8vkT1fuHChjvLECexevXrpbfisRK8VVJMhULelnN1WDLqJiIjcAA4GEFijHA4N2bDmrWHDhrom/OnTp3odDlJw9r5t27bambd3797SvXt3Xb/266+/6npMI2NOROQq0CgSgc6AAQO0kid79uzaZdreHaRHjhxpLjeOFi2adOvWTV68eOFnO2Q/CxYsqO+tnJrkvNe2adOmOt8ba+iD+zqgXB4nThBYly1bVtdvI6OPPirGCRdk8PHZiH1Eph9r9JHpt6dQmBtm13v0MFi4/+233+o/yG+++cbZu0NEROTDxo0bNVuD9XiWMHIM2RxkvLEeHAcSuKCLOrIOnTp1Mo8vIyLPODbFkhSMVUJZLjJ4FDwIjxB4t2vXTjO1RAGx9d8c13QTERG5MYy3QWdzHICj/A5BNWDcGJrFYEQOZs5iTR/O8CMbPmjQIC21xKgbZBzevHnj7KdBROQSkJXFmClkZe1Z3k7ejTVmREREHgAZry5duugF48hQXo7rUDZnNDbCunA0ZkOJHZquYe0euqBjbAqyOijlQzd0ZsCJyFthrTeaVE6dOlUnRBDZA8vLrWB5ORERubPHjx9rQ5jbt29Lq1atfGS18blWsWJFXVu3efNmDb6xxg1rxbHuDk1sWKJK5FpYXk7kOlheTkRERJqxKVasmDRo0EDntaKZGprEGAfv6OA6duxYvQ2NZNBdFhlwNBhCxhsdfH///XfOASciIgomZrqtYKabiIg8EWbVopMvRrEgyMa4sdOnT/toxIYO6YAsOQJyZL+xhhxjyDAXnIhCHjPdRK7D1n9zDLqtYNBNRETe4MuXL7q+e8aMGfL27VsftyH4RtCNQByl6h8/ftQMOBq3YRa4PWa5EpH9gu7kyZNLpEiRnLaPRN7i7du3cv36dZaXExERkXVYyz1hwgRd8z1r1iwtSTcy3c+fP9e14ceOHZMSJUroLFMc0Ldu3VpixowpWbJk0RJ1NGojIucxToDx3yJRyDD6pKBiLDDMdFvBTDcREXlz9nvIkCF6Fh+B95o1a+Tz588+tsmXL5+e6T937pzeVqtWLWnfvr0UKFBAs+NEFHLHpjisv3nzplajJEyYUE+mEZH94d8aAu6HDx/qCWqjV0pAGHRbwaCbiIjofy5fvqzrwGfPnq1lrL4lS5ZMKlWqJCtWrNADEawBx/rvxo0b8+CfKISOTZHlRok5TpoRkWMh4I4fP76EChUq0O0YdFvBoJuIiMgndDLHAT1Gi61evVrev3/v4/Y4ceJIxowZ5cGDB3Lx4kWddYtS9Pz582tQzgCcyLHHpvj3yRJzIsdCSbmtPU0YdFvBoJuIiChwT58+1bFiI0aM8JNdQ0OnuHHjysuXL+XChQtacl6wYEHp2bOnji8joqDhsSmR+2HQbQXf2IiIiGyDknOMHcP67+nTp8vixYt9BOFRokTRTPeJEyd0nXj69Om1BL158+ZStGhRp+47kbvgsSmR+2HQbQXf2IiIiIIH3c4xhgxzvm/cuOGjJC9p0qTabG3v3r1y9epVDcgxfmz8+PE6moyI/MdjUyL3w6DbCr6xERERfb09e/ZoQzUE2L717t1b538fPnxYP28RdGfNmlVHk2XOnNkp+0vkqnhsSuR+GHRbwTc2IiIi+0FXZXQ/37Rpk/6MTLdvyHifPXtW7t27p03Y+vbtKy1atNDvibwdj02J3A+Dbiv4xkZEROQ4GEGGpmroaI5DEuOwJGbMmDqCJWrUqJImTRrZvXu3jmbBHPD+/ftrczYib8RjUyL3w6DbCr6xEREROdajR480oH79+rVkyJBB7t+/7+P2aNGi6WdxokSJ5Ny5c/rZjMZr3bp106w41oMTeQsemxK5Hw7KJCIiIqfCXG80V0PgfefOHZk7d66u/y5btqxej3FjaMZ24MABKVGihHZFx7YdOnTQgDxdunQyatQoziUmIiKXxEy3FTybSERE5DzPnj3T5mvr16/XsnLfUqVKJQkSJNCAPHz48PLDDz9IkSJFpHr16lqyTuRpeGxK5H4YdFvBNzYiIiLX0KBBA5k/f75+j4DamAEeJkwYSZ06tTZaCxs2rOzfv1+vz5s3r/To0UOqVavm1P0msicemxK5HwbdVvCNjYiIyHVs3LhR4sWLJ9mzZ5devXppWbkRfBvwuY0AHIE5ytLTpk0r+fPnl0aNGulacCJ3xmNTIvfDoNsKvrERERG5rqdPn8qgQYM0yI4dO7ZMnDhRzp8/b769TJky0r59e/npp5/k9OnT2g0d1/3xxx+SLFkyp+47UXDw2JTI/TDotoJvbERERO7j06dPMmTIEBk9erS8evVKr0PGG2XnDRs21M/ylStXyoMHDyR9+vSSNWtWGThwoKRIkcLZu05kEx6bErkfBt1W8I2NiIjI/aDkvFWrVjJ9+nQ/t2HuN7LdHz9+lOXLl8uTJ08kfvz40qdPH2nRogVHkJFL47Epkfth0G0F39iIiIjc16VLl3QdOMaM7d6928dtoUKF0s7niRMnlrt372r383v37kncuHF1/TfWjKMcnciV8NiUyP0w6LaCb2xERESe4fnz55rVPnXqlEyZMkU2bNjgZ5s8efJo8H306FF59+6dlCxZUvr166djyFCiTuRsPDYlcj8Muq3gGxsREZFnWr16tfz2228aiD98+FCbshnQ8Rwd0h8/fizXr1+XGzdu6Prvjh07SpMmTTgDnJyGx6ZE7odBtxV8YyMiIvKONeCNGzeWZcuWaYbbEoJvHA+gSRtGkKHkHMF3+fLlpXDhwk7bZ/JOPDYlcj88TUtEREReD5nruXPnytu3b7XzeebMmaVcuXISLlw4OX78uFy9elVu3ryppefVqlXTDHjx4sUlUqRIut2uXbuc/RSIiMhFMdNtBc8mEhEReS8E3GPHjtUmbFeuXDFfjxnfmA2eMWNG2bdvn5af582bVwPx+vXrS5YsWZy63+S5eGxK5H4YdFvBNzYiIiKCCxcuSM2aNeX06dM+rq9du7aWmSNLPmPGDDl//rzEjBlTqlatKsOHD9dxZET2wmNTIvfDoNsKvrERERGRpWHDhsnatWu15BwN2CzFiRNHEiVKpKPIDh8+LK9evdIMeLZs2aR///4SO3Zsp+03eQYemxK5HwbdVvCNjYiIiAJy5MgRnQF+4sQJ2bRpkxiHVZgBjgZs+BkN2BCgv3nzRsvS+/btK02bNtX14URBxWNTIvfDoNsKvrERERGRLdatWyfjxo3TpmoIsH0rVaqUNmxDB/S7d+9qNrxNmzbSvn17zgAnm/HYlMj9MOi2gm9sREREFBTobF6vXj159uyZfPjwQbPcr1+/1tsiR44ssWLFkkePHkncuHE1+MahWOXKlWXIkCFswEZW8diUyP1wZBgRERGRHWHd9ubNm3VN98mTJ3Vd95YtWyR58uSaAb9165bOAscIMmS+U6dOrduUKFFCokSJIhUrVpQDBw44+2kQEZGdMOgmIiIicjCUliPjjSB89erVkiNHDr0emXB0Rd+6datEjRpVokePLocOHZL8+fNL4sSJZdq0aZo5JyIi9+UVQfcff/whmTJl0lmanTp1Mjc5ISIiIgopaK6G8vEqVarI0aNHNQhv0aKFBtqAWd8oN0eQnSFDBqlbt64sX75c4sWLJwkTJpRu3brJ8+fPnf00iIgoiDx+TTfWTOFs8ZkzZyRcuHBStGhRGTVqlBQoUMCm3+e6GSIiInK0kSNHypo1a/T7s2fPypMnT/R7BNxIGhw7dkzXhX/+/FmaNGmiM8ArVaqkxzbkXXhsSuR+vCLTjVEdWDv18eNHvaBxCREREZGr6NGjh3Y9xwXjx9BYDR48eCDbt2/XDDeOYSJEiKDrwDFyLGLEiJInTx5ZtGiRfPnyxdlPgYiIXDXoxocLyqxQNoWyq5UrV/rZZsKECdp8BB8u+fLlk4MHD9p8/3HixJHu3btL0qRJ9TFKly4tqVKlsvOzICIiIrKPRIkSadb733//lUKFCmm38zRp0uhtb9++lb///luKFSumy+cQiNevX1/L0fv06aO/Q0RErsXpQTdKpbJly6aBtX9w9rZr164ycOBAXf+EbcuVKycPHz40b5M9e3bJnDmznwvWRWFcx9q1a+X69ety584d2bt3rwb6RERERK4MATeCaKzxvnjxouzevVu7m2NlIJqx/fjjjxItWjQNwrF0bseOHVKkSBEtPUYgjjXjRETkfC61phuZ7hUrVki1atXM1yGzjdKp8ePH688on0qSJIl07NhRevfubfU+lyxZoh9CRlCPNVN4yj179vR3+/fv3+vFct0MHo/rZoiIiMjZ0O28efPmemyDZIJvCMJz5cql68Jx7IIxZOnSpZP+/ftrxpzcH9d0E7kfp2e6rX2wHDlyREvCDVjHhJ/37dtn030gYEZ2G2u60XwEH1L48AnI8OHD9Y3MuOD3iYiIiFxB+PDhZe7cuXL79m2t4hs8eLCECRPGfPvLly/1WAdJCqMSEJlwzA7HPHAkIXA8REREIcelg26UU+GDAZ07LeHn+/fv23Qf6FxesWJFnYeZNWtWXc+Njp8BwXoonDk0Lrdu3frq50FERERkb8mSJZMBAwbIqVOntCcOys+xHtw4hjpw4ID8+eefOjYVI1PR2wbJBWyD4yME72zARkTkeGHFCwwbNkwvtkBXUFyIiIiI3AGaqOECyH6PGDFCO6BjxjeqBvfv368XQFNaBOGvXr3S0WOYE45eOWPGjJGUKVM6+ZkQEXkmlw66UQqFkimMy7CEn+PHj++0/SIiIiJyRWHDhpWffvpJv0dV4KZNm7Ryb8qUKXLmzBldboelexA5cmQtP0cAjopANGkrXLiwlqwbQTwREXl4eTnWLaEZyNatW83XoQwKPxcoUMCp+0ZERETkypCgaNy4sTafPX36tNy4cUMz2zi+gjdv3ugYVnQ5x/ixkiVL6oSXjBkzSoIECWTevHk6ZYaIiNy8eznOrl6+fFm/x1nW0aNHa6fNmDFj6mxtjAxD+RPO0ObNm1fLnxYvXiznz5/3s9bbEdghkoiIiDwJst1Lly6Vv/76S3bu3OnjthgxYkjy5MnNpejIimMNODqmd+/eXa8j5+KxKZH7cXrQjQ6bCLJ9Q6A9c+ZM/R7jwjDqC2VS6MSJpiAYJRYS+MZGREREnmrWrFnSpUsXPd7BuDEc71hOjIkTJ44mOS5cuKDrw5Epb9asmTZiw+0U8nhsSuR+nB50uzq+sREREZE3+PTpkxw/flyWLVsmv/76q1geImJZX7du3bQj+rRp07TsvGDBgtKvXz8pU6aMU/fb2/DYlMj9MOi2gm9sRERE5G2ePn0qs2fP1mV9WAtuwISXRo0a6biyOXPmyMWLFyVdunTSqlUrKVu2rDZmI8fisSmR+2HQbQXf2IiIiMiboZzcWPJnufY7bty4mg1PkSKFvH37VpuwxYoVS2rWrCmDBg3ipBkH4bEpkfth0G0F39iIiIjI2127dk3OnTsnR48e1a7maGhrKVSoUNrxHE3acEGp+vfffy/ZsmXT7ukYT0b2wWNTIvfDoNsKvrERERER/Z/379/L/v37tQT9999/l3379ulIV0soM0e5+cSJE3X7TJkySefOnbURGwJ0Cj4emxK5HwbdVvCNjYiIiChgmPeN5mrr1q3TeeB3794134a13yg33759u1y6dElix44tuXLl0pL1ihUrOnW/3RWPTYncD4NuK/jGRkRERGQ7rOdG93OUmfsWPnx4SZo0qVy5ckUiRYqknc+RDU+YMKFT9tUd8diUyP1wwCIRERER2TXoxkixR48eSd++fSVcuHDm2zDr+/r165I3b16pUqWKdj9PkyaNZM2aVX744Qe5ffu2U/ediMgRmOm2gmcTiYiIiIIPnc0RbB87dkxKly4tnz9/Nt+WJEkSqVevnly4cEE2bdqk2yZOnFiGDx8utWvX1sw4+cRjUyL3w6DbCr6xEREREdnHmTNnZMCAAbJz50558uSJn9tRZo6s9/379+Xy5csalLdr107atGkjYcOGdco+uxoemxK5HwbdVvCNjYiIiMj+pk6dqs3X0HgNZeXPnz/XTDdg3nfOnDnlzp07mgWHBg0aSM+ePbUTujfjsSmR++GabiIiIiIKca1atZKVK1fKwYMHNfAeN26ceZwYsuCbN2+Ws2fPajl6ypQp9bZChQppA7bKlSvLoUOHnP0UiIhswqCbiIiIiJwOM7wxfmzp0qVSokQJiRYtmvk2jBtDcN6hQwdJmzatHD16VJux4fvp06drOToRkatiebkVLOEhIiIicg4E4T169NDA+v379+br0WCta9eu8uXLF9m/f7/s2rVL14M3bNhQ+vXr59HHbDw2JXI/DLqt4BsbERERkXMhkz1y5Ei5du2alp2/evXKx+1ovoZDWsz//vjxozRp0kRKlSolNWvW9LgGbDw2JXI/DLqt4BsbERERkes4d+6c1KhRQ2d8I9NtKUyYMNrpPGLEiDJx4kQdVZYrVy7NliMA9wQ8NiVyPwy6reAbGxEREZFrQtDdq1cvmTdvnmbDjcPacOHCadO1EydO6M8vX76UNGnSSJEiRaRSpUpStWpVcVc8NiVyP2ykRkRERERuKXTo0Fp2ju7njx8/luHDh0vu3Lm1xHzHjh3y7NkzvWC7OnXqyMmTJ6VatWqaCUezNqwHJyJyNGa6reDZRCIiIiL3ggz3v//+q53Q0WTNsgwdWXCUoUeOHFkz4zFjxpRkyZJJt27dpGLFiuLqeGxK5H4YdFvBNzYiIiIi94XxYqVLl9aMt2/Idj969Eiz5A8ePJAIESJI/fr1pWfPnpIuXTpxRTw2JXI/DLqt4BsbERERkWeMH9u3b58cOXJEv65cudLH7ShBR9AdKVIkeffunWbHsS4cGfAKFSqIq+CxKZH7YdBtBd/YiIiIiDwLDn9nzJghz58/lw0bNugYMt8QgKMEHRnyGDFiSJcuXTQzjmZszsRjUyL3w6DbCr6xEREREXm2p0+fysyZM7XR2rp167Tk3Des+75165bO/Ubgje0TJ04c4vvKY1Mi98Pu5URERETk1dBMrWvXrhpIP3z4UA4ePCg5cuSQUKFCSfz48XWbGzduSJQoUTRLfvjwYTl16pSzd5uI3AQz3VbwbCIRERGRd0OQXbJkSZ33bRmoI/ONEvSQxGNTIvcT1tk7QERERETkyjD7G6PHJk+erE3Wtm3bps3VQjrgJiL3xEy3FTybSERERESWcPiMbugoNw9pPDYlcj9c001EREREFARY6+2MgJuI3BODbiIiIiIiIiIHYdBNRERERERE5CAMuomIiIiIiIgchEE3ERERERERkYMw6CYiIiIiIiJyEAbdRERERERERA4S1lF37CmMMeaYiUhERERE5EzGMalxjEpEro9BtxUvX77Ur0mSJHH2rhARERERmY9Rv/32W2fvBhHZIJSJp8kC9eXLF7l7965EixZNQoUKFeJnMhHs37p1S7755psQfWwKWXytvQtfb+/C19t78LX2Ls56vXHojoA7YcKEEjo0V4oSuQNmuq3Am1nixImdug94I+eHt3fga+1d+Hp7F77e3oOvtXdxxuvNDDeRe+HpMSIiIiIiIiIHYdBNRERERERE5CAMul1YhAgRZODAgfqVPBtfa+/C19u78PX2HnytvQtfbyKyFRupERERERERETkIM91EREREREREDsKgm4iIiIiIiMhBGHQTEREREREROQiDbiIiIiIiIiIHYdBNRERERERE5CAMuomIiIiIiIgchEE3ERERERERkYMw6CYiIiIiIiJyEAbdRERERERERA7CoJuIiIiIiIjIQRh0ExERERERETkIg24iIiIiIiIiB2HQTUREREREROQgDLqJiNxM8uTJpWnTpuafd+zYIaFChdKv9oL7GzRokLir69ev63OYOXOm014XIiIiImDQTUQUBAjiEMwZl4gRI0ratGmlQ4cO8uDBA3En69atc9nA+vjx49KwYUNJkiSJRIgQQWLGjCmlS5eWGTNmyOfPnz3u+RIREZHnCuvsHSAickc///yzpEiRQt69eyf//vuvTJo0SYO606dPS+TIkUN0X4oWLSpv376V8OHDB+n3sL8TJkzwNxDF/YUN65yPiL/++kvatGkj8eLFk0aNGkmaNGnk5cuXsnXrVmnRooXcu3dP+vbtG+h9JEuWTJ9DuHDhbHq+9nDhwgUJHZrnsomIiMgnBt1ERMFQoUIFyZ07t37/ww8/SKxYsWT06NGyatUqqVevnr+/8/r1a4kSJYrd9wWBHjLu9mTv+7PV/v37NeAuUKCABsnRokUz39alSxc5fPiwntgIyKdPn+TLly96AiIknoPJZNITL5EiRdKMPBEREZFvPCVPRGQHJUuW1K/Xrl3Tr1jbGzVqVLly5YpUrFhRg8cGDRrobQgKx4wZI5kyZdLAEBnd1q1by7Nnz/wEdEOHDpXEiRNr9rxEiRJy5swZP48d0JruAwcO6GPHiBFDg/2sWbPK2LFjzfuHrC9YlssHtqb72LFjerLhm2++0edWqlQpDZL9K7/fs2ePdO3aVeLEiaOPXb16dXn06JHVv+PgwYP19+fNm+cj4DbgRIexbtpYtz1q1Cj9e6ZKlUoD37Nnz/pZ023t+dr6mmDdduXKlWXjxo26Lwi2p0yZEuCa7qtXr0qtWrW0PB6vYf78+eWff/7x9/VbvHixDBs2TF9v7AP+vpcvX7b6NyMiIiLXxkw3EZEdILgGZLwts67lypWTwoULa2BolJ0jmEMw2KxZM+nUqZMG6uPHj9egFsGqURI9YMAADboROONy9OhRKVu2rHz48MHq/mzevFmDwwQJEkjnzp0lfvz4cu7cOVm7dq3+jH24e/eubjdnzhyr94dgv0iRIhpw9+zZU/cRwWbx4sVl586dki9fPh/bd+zYUYP9gQMHagCMgBbr3hctWhTgY7x580ZLyFEunzRpUrEV1nkj29yqVSvz+m8E0ZasPV9bXxOjjBzVDPidli1bSrp06fzdL6zxL1iwoD4v3Cf+35g1a5ZUrVpVli5dqiciLI0YMUKrFrp37y4vXryQ3377TU/U4OQJERERuTETERHZbMaMGSa8dW7ZssX06NEj061bt0wLFy40xYoVyxQpUiTT7du3dbsmTZrodr179/bx+7t379br582b5+P6DRs2+Lj+4cOHpvDhw5sqVapk+vLli3m7vn376na4f8P27dv1OnyFT58+mVKkSGFKliyZ6dmzZz4ex/K+2rdvr7/nH1w/cOBA88/VqlXT/bly5Yr5urt375qiRYtmKlq0qJ+/T+nSpX081o8//mgKEyaM6fnz5wH+bU+cOKG/27lzZ5Mtrl27ptt/8803+vfy7zbsj7Xna+trAvib4jrc5htus3xdunTpotvi/g0vX77U1yZ58uSmz58/+3j9MmTIYHr//r1527Fjx+r1p06dsunvQURERK6J5eVERMGATtoonUZ37bp162q59YoVKyRRokQ+tmvbtq2Pn5csWSLffvutlClTRh4/fmy+5MqVS+9j+/btut2WLVs0o42MsWUZNNY1W4PsLDK12DZ69Og+brO8L1uhW/imTZukWrVqkjJlSvP1yKLXr19fG8n9999/Pn4HWWfLx0KWHPdz48aNAB/HuA//ysoD8/333+trEVy2viYGNNBDBYM1WJOeN29erXQw4P7wt0H2H2XwlpBlt2yGh7+ZUaJORERE7ovl5UREwYD1wRgVhg7fWP+LEmPfnatxG9bnWrp06ZKWDseNG9ff+3348KF+NYJTdO62hOASZdu2lLpnzpxZ7AFrsVEi7V8ZdYYMGbSU+9atW7oe2uC7PNzYZ99rpC2hdB3QqTwoEAR/DVtfk6A+Hl5D32X3xt/MuN3yNQrO34yIiIhcH4NuIqJgQAbT6F4eEKwv9h2II0BFcIdGYf75moytKwkTJoy/1/+vct1/qVOn1hMVp06dCtJjoZnZ1wjqa/K1j2fPvxkRERG5PgbdREQhCB22UTpeqFChQIM3zJk2srCWJd3IOlvLfOIxAKO1UAYfEFtLzRF0ogkcGoj5dv78eT2xgDL7r4XHQBf4bdu2aebcHvdpy/O19TUJKryGAf3NjNuJiIjI83FNNxFRCKpdu7aubR4yZIif29Dt/Pnz5/o9gmV0zB43bpyPTCe6gFuTM2dOLYHGtsb9GSzvy5gZ7nsb/zKw6JqOGeRYi2zZnXv+/Pm6ZtkoDf9a6HaOfWzUqJG8evXKz+1HjhzRDuDBEdDztfU1CSp0nD948KDs27fPx6z2qVOn6nixjBkzBut+iYiIyL0w001EFIKKFSumo6aGDx8ux48f12AWwTUy2mjohTnaNWvW1OwyRkdhO4z+QgCHBmnr16+X2LFjB/oYyDxPmjRJqlSpItmzZ9cGXWh6hgwrRn9hxjSgURhgnBUagyG4RlM4/2B0GcZtIcBu166dloFjZNj79+91tJW9YMQW1svjMdKnT6/BN9a1Y5035lmvXr1a9yU4Anq+tr4mQdW7d29ZsGCBzjbHY2KUGU4YoMndsmXL/Cw9ICIiIs/EoJuIKIRNnjxZA0AErX379tUAFpnPhg0baomzAcFlxIgRdXt00EZTLnQRr1SpktXHQFCJ3xk8eLD8/vvvum4ZZdSYK22oUaOGdkdfuHChzJ07VzPMAQXdaJK2e/du6dOnjwanuD/sD37Pv2ZhXwMBcJ48eXS/Z8+erSX16PqNDD5mcuPvFByBPV9bX5OgQIO9vXv3Sq9evbRiAbPEs2bNKmvWrLHpNSQiIiLPEApzw5y9E0RERERERESeiLVtRERERERERA7CoJuIiIiIiIjIQRh0ExERERERETkIg24iIiIiIiIiB2HQTUREREREROQgDLqJiIiIiIiIHIRzuq3ALNq7d+9KtGjRJFSoUM7eHSIiIiLyYpj2+/LlS0mYMKGEDs38GZE7YNBtBQLuJEmSOHs3iIiIiIjMbt26JYkTJ3b2bhCRDRh0W4EMt/HG9s033zh7d4iIiIjIi/3333+aEDKOUYnI9THotsIoKUfAzaCbiIiIiFwBlz0SuQ8uBCEiIiIiIiJyEAbdRERERERERA7CoJuIiIiIiIjIQbimm4iIiIj89fnzZ/n48aOzd8OrhAsXTsKECePs3SAiO2LQTURERER+ZkHfv39fnj9/7uxd8UrRo0eX+PHjs1kakYdg0O0h7ty5I1GiRNE3aSIiIqKvYQTccePGlciRIzP4C8GTHW/evJGHDx/qzwkSJHD2LhGRHTDo9gD//POPNGrUSCpUqCDz5s1z9u4QERGRm5eUGwF3rFixnL07XidSpEj6FYE3XgOWmhO5PzZS8wD4QPzvv/9k/vz5smDBAmfvDhEREbkxYw03MtzkHMbfnuvpiTwDg24PkD9/fvnpp5/0+7Zt28qtW7es/s6ECROkY8eO8v79+xDYQyIiInI3LCl3Hv7tiTwLg24P0a9fP8mbN6+8ePFCmjRpIl++fAl0vdCxY8dk/Pjx0qtXrxDdTyIiIiIiIm/CoNuDxkvMnTtXy5G2b98uY8aMCfTsabVq1fT7sWPHytq1a0NwT4mIiIg8V/HixaVLly7O3g0iciEMuj1ImjRp5I8//tDv+/TpIydPnvQ3yw2VK1c2fyA0bdpUu58TERERuTMsn0uePLlEjBhR8uXLJwcPHgxwW2yHRERAFxwfBcfy5ctlyJAhX/EsiMjTMOj2MC1bttSA+sOHD9KwYUN59+6d+bYDBw7o2dcLFy7ozyNGjJAcOXLIkydPdFt0KyUiIiJyR4sWLZKuXbvKwIED5ejRo5ItWzYpV66cefyWb4cOHZJ79+7pZdmyZXodjpGM61ANaMnWpmYxY8aUaNGi2eEZEZGnYNDtYXBm9q+//pI4ceLIqVOnzA3W0DCtefPmsmvXLg22IUKECLJw4UKd771jxw4ZPny4k/eeiIiIKHhGjx6tyYdmzZpJxowZZfLkybrs7u+///Z3exwrxY8fXy8IlAEjuvAzkhbRo0fXQL5YsWKaOcdYViQq6tWrJ4kSJdL7zpIli5/JMb7Ly5FR/+WXX/Q4DMF40qRJZerUqQ7+axCRK2HQ7YHixYsn06dPN38Abdu2TYYNGyZnz57VD5NRo0aZt02bNq1MmjRJv8cHwOvXr52230REROSasDwNxwghfTGWxVmDCr8jR45I6dKlzdeFDh1af963b1+wn3fv3r2lc+fOcu7cOc2aIxjPlSuX/PPPP3L69Glp1aqVNGrUKNAydvj9998ld+7c2si2Xbt2Om3GqDwkIs8X1tk7QI5RpUoV/SBAII0zsk+fPtXr0bEcc70t4cMCt9evX1+z3kRERESW3rx5I1GjRg3xx3316pVNxyaPHz/WZXJIPFjCz+fPnw/24yNjXaNGDR/Xde/e3fw9xq9u3LhRFi9erFNkAlKxYkUNtgGTY9CDB41v06VLF+x9IyL3wUy3B8NZ1VSpUulapk+fPkn16tWlZs2a/m6Ls7gos7LnhzPK3Pfu3SuOgrPfWLNl6xorIiIioqBAdtoSAns0SUNZOUrScSICQffNmzcDvZ+sWbP6WAqIEvaA1poTkedhptuD4YMApVATJ07Un0uVKqVv9NZg9BjWgLdo0SJYgfCSJUukR48e+gGEs9PXrl2za0BvwPPq0KGD1KlTR9emExERkWNg/TKyzs54XFvEjh1bwoQJIw8ePPBxPX5GgBtcvrPsI0eO1AZrGM2KwBu3IxuO8nZro10t4Xjsy5cvwd4vInIvzHR7MLyZIxNs6Nevn9UzsRs2bNBy8/bt2/s7ciwwWKeEZiMIgo3HwXqs3377TewNH/yDBw/W79HkZNWqVXZ/DCIiIvq/IBEBZkhfbEkWQPjw4XWt9datW30cB+HnAgUK2O3vsGfPHvnuu+906gu6o6dMmVIuXrxot/snIs/EoNuDoYEIupXPmjVL1xm9ePFCZ04GdmYVmXGsO0Kmu27dujY1VkN5FNaP48Nu9+7dEilSJG0QUqFCBfPMzPv379v1uY0bN04ePXqkzxGwTgrPz96mTJmiH6popHLmzBm73z8RERHZB8aFTZs2TY970PgMxyI4jkE3c3tJkyaNbN68WZfP4TFat27tJ7tOROQbg24Ph3Kmxo0ba8k4SrTQtAPNOwKCM8ozZ86UBAkS6IeJ5cgL31BKhe7o+ADChxxKyxGoYzQHOqKvX79e7+/t27d2HUf2/Plzc/YcjeKSJUsmd+/elT59+og94QPVyPj/+uuvkjlzZj2xgLIyrsMiIiJyLai0w4SWAQMGSPbs2eX48eNawee7udrXwCjWnDlzapICo8FQul6tWjW73T8ReaZQJltnMXip//77T7799lvNon7zzTfiDq5fvy6zZ8/W7CzKrQwIjJGRxnWHDh3y0dTDN4wZw5gN/O+B9dL4ILOEgPrHH380j7vIlCmTBtpFihTRpm0ZMmTQTqIIkAGPeeXKFUmcOPFXPz98mKKJCWZwli9fXtdVGdl7ZNoLFy781Y+B/UaGG2XyeAzMNMd4EDw3wLoxZPJRil+1alWd30lEROQJMBYL/VhSpEjBzzcXfA3c8diUyNsx0+1hECQjsB44cKCWVVn64YcfNEBEhrpBgwb6hh6QkiVLSt++ffV73B/e+AFBdqVKlbQEHd/jTR+ZZrzx58uXT7cJGzasnDhxQjPCgIAVj4lZ4V8LgbyRqf/555+1xBwBN0raoWXLlloa/7V/Q9wPAm50f8ea8ZUrV8q9e/e0rB2l+uheunbtWj0ZgbPc+Bsh4A+Jc1i3b9/Wv61xQoOIiIiIiFwXM91WuNvZxBkzZkjz5s010EXg63v+I8qi0W0TX5s0aaLBM/4XwAXBq/E9Lsjq/vLLL3L58mXN6GI0BtZn43qspY4ePbp5/jeCXmTH8+fPb34sBPWJEiUyb4NSdzQbSZ48ebCfH7qio3QMJe0HDhzQDDoe8/Tp03r/GB+GTLjRZC04ULKONVo4eYAS8zx58vjZBjM/58yZo2X7ls3pcEbaaEQXN25csTecdMDJjatXr2olAsaUGOvaiYiI7IGZbudjppvIwyDopoC9ePECJyX0q6u7e/euKXr06Lq/I0aMCHC7NWvW6DbBvUSKFMn8/bfffmvq16+f6eHDh/4+Vo8ePXS7WLFi6dfmzZt/1fOLGDGi3k/kyJH1cubMGdP58+dN0aJFM+9TuHDhTKdOnQrWY5w+fdr8GCNHjrS6/efPn03bt283NWvWzMc+pEyZ0nTv3j2TPb17985UpEgRH6/Fb7/9ZtfHICIievv2rens2bP6lVzvNXCnY1Mi+h9muq1wl7OJeBlr1KihZdBo9rV//37N1AYE2eI1a9ZoozPLC7KmAV2HhmjIZgOyuFjTjRJ2/H0CgowsMuplypTRkneshUaWOHXq1EF+jpjJjUw7xnPgfpHtxn1h/5YuXSq1atUyb4vs97///quPZys8P2S10aUcDVLWrVsXpCzymzdvdHQZRrPh7DTWzO/cuVMrAuzx+qL7Kjqy4v9D/N3R3A2v8b59+yR37txf/RhERETATLfzMdNN5Fm8IuiuXr267NixQ0qVKqXBWVC4yxvbkiVLpHbt2hqEHTlyJNAmaV8DpesI6vHVWEdtK6wFRyCL2ZYozQ6KGzduaJCN8nGsIcfPWNfcqVMn8zY4CYCmagasv0agbisEspMnT9YupyjNx1eMAUEDNbz+GDtiXLA2HuXdgNJ2rJc3bkPwja+YJY7GcigBD+rfyrcRI0Zod3acRMDfECcxcJJh2bJlegIDM9KjRo36VY9BREQEDLqdj0E3kYcxeQGU/65evdr0/fffB/l33aGE5+PHj6bkyZPrfg4YMMDkqg4fPqz7GCpUKC2ZCooWLVro7+bIkUO/RokSxfT8+XMf27x//95UtmxZLWHHNlGjRjXduHHDpvtfunSpuWR706ZNet2WLVtMceLE8bfE/pdffjH/7tGjR/3dBuXv+FqlShXThw8fgvR8A9q3iRMnmq9/+vSpKUmSJHp906ZNg33/REREllhe7nwsLyfyLF7RgQlzFKNFiyaeCtntLVu2aMdto+O4q0EDMJSmo/M3iisGDRpk8+9eunRJZ4eD8TqiZN13WTuaqmEeJ0ajFSpUSDPNyF5bK+ZA1hyZaujVq5dmkY1RYeiOnj59eqlfv75u07lzZ/0bFyxY0Pz76HCOsv7Nmzdr47U2bdro9ShNxz6hjB+/a4w1C4rDhw9rYzZAVt+yI32MGDFk3rx5+jj4+2C0GxERERERuRhnR/07d+40Va5c2ZQgQQI9a7dixQo/24wfP96ULFkyU4QIEUx58+Y1HThwIFjZbk/NdLuD4cOH698xc+bM5qztiRMnbPrd+vXr6/YlSpQwhQ4dWr+3linH7Wiohm0XLFgQaJVAoUKFdDv8v2WZkR4yZIhmzd+8eROEZ/q/jHu+fPn0PitUqGAKEyaMfv/jjz+avnz5YvP93Lp1y/zvAveDffVP//79dZtvvvnGdPXq1SDtKxERkW/MdDsfM91EnsXpmW6sfc2WLZs2yPIPZiR37dpVm3AdPXpUt0WTK4y8MmTPnl0yZ87s53L37t0QfCYUGKwBR9YX65+NtdB4Ta3B9gsWLNDvsSYfWV18zZAhQ6C/h/VPGJsG7dq1kydPnvi7HWZ979mzR9dEoQEast4G/Dx9+vQgr8fG81y8eLH0799fG6v9/fffej3mi2Ntti2Qpa9SpYrOBsf/y8hiB9QYDyPSkHnHGi/MX8dIt6+FDD+a1BEREVHgmjZtKtWqVfNRYdmlS5dAfwfjUy370BCRhzO5EP8y3cg+tm/f3seIpoQJE2rm1BGZboxlwplD44JsI88m2keDBg30b1mjRg1zxhrrvANTvXp13a5mzZr68+3bt3VMmDX4/6RcuXLmrDqy5f79P4H15bi9ZcuWWkmRNWtW0+vXr032Nnr0aPO+TJ06NdBtP336ZKpatapuGzduXNO1a9fMt02aNMk0cOBAP7+DbTC+Db/z008/fdW+zp07V8efIUP/77//ftV9ERGR+3HnTHdQqiM7dOhgSp8+vb+3oScMjlVWrVpl9TGbNGli+u6778w/P3nyxPTff/8F+jvYxz/++CPA25npJvIsTs90B+bDhw/aidvIjAIynfgZY5IcYfjw4bpW2LgkSZLEIY/jjZBxBnTf/v77781Z2oDgtV+xYoWOKxs8eLBelyhRIsmYMaPVx8L/J1jvjA7kMH/+fF1zbbnGHFlhnOtBV3SsA3///r12RkeHdHv/f3z//n1p3bq1/ow13+g6HhB0KV+9erVm6rFWHGfDYeLEibqmG3+LTZs26b4ji44sPraZMmWKbjds2DAdVRZUyJRj/Ti6y798+VI+f/4svXv3tromPriwXv3ixYsOuW8iIvI+tlRHWmrRooVWdaEfi2/olYLxqBUrVgzyfsSMGdOjewkRUTCYXDjTfefOHb1u7969Prbr0aOHnr20ValSpUyxY8c2RYoUyZQoUSI/92eJmW7HwXrmbNmy6d+zb9++5rXOAb0eWMeM2xs2bGi6cuVKsB4TZ7iNrHrMmDE1i439QEdxXIcz4fiKbVA9gQy5vXXu3FkfI0uWLObO6uHDh9fu6L5NmzbNnBGfP3+++fpx48aZr+/evbs+h59//ll/Llq0qK4jh2bNmul1iRMn1jPtttq3b58pRYoU5r9Ft27dTBEjRtSf//nnH5O9HTx4UB8H2fm7d+/a/f6JiMj7Mt3BqY7MmTOnTkixhM9YfCb26tVLq8/w2Y0pMfhcTJs2rWnMmDGBZrqLFSumn/2GBw8eaP8i/D7uBxVlzHQTeRevCLq/Bt/Y7GvKlCn690yTJo05QCxdurSf7VDWjNsQmC9cuFC/xwdaUBqRGUaNGmUOWOvVq2caO3asj9FeKOHetm2byVEQVMaLF8882gvLHIyRZocOHTJvh30IGzas3mZZQo4Pd2Nfe/bsaf4bnD59Wpun4XocEOD6ly9f6t/WKOO39vfCwcTQoUPNJ0BwEGCUlCO4x3U4UWLPkxHYpwIFCpifU926de1230RE5J1BN04+47PM9zLFxo0b65KtgEyYMEGXVL169crH5zE+ny5cuKANVjGOFZ/XaFaKgBkjQRctWmRz0I0kAj5LcYIby+oKFiyoiSAG3UTew6WD7uC+gdoT39jsC0EhZl9jjTW6lxsdxtHF3jIowweWsda6du3a+r3vM9G2wv0hG2wEecZj4oLO5Vgn7mj4ADcy7jjxgOoLfI8KjHPnzukHe4wYMcwnBoxg2XIteJ8+ffwE0evXrzff78iRI/U6fKAbzxGPFZCbN2/6+Lsg+H327Jn59sePH5uD+sA6wAfVvHnz9D5xwGHsuzEbnYiInC+wgA/BaUAX39sHtq3vySD+bRMUwU3U4HMPGegZM2aYr2vUqJGpcOHCAf4OsumWfYICC7rx+Y79QoWXAZ/7uI5BN5H3cOmgG/BGiUYXBmTcUCIe1EZqwcU3Nvuz/ABp06aNuUTaCCg3b95sLsHGh5SRhT1+/PhXBftolmIEmGXLltUSd8sRYY6GEWRGsImz3blz59afkyRJYs5O58+f3/z3OXnypHl/+/XrF2DW2sjcoymc0fAFAbjxWP41nluyZIkpevTo5oz7rFmz/L1/o4Q9derUdvlb4SAKpe+4z2HDhplL73H/7pRRISLyZIEFfJaVYr4vFStW9LEtMsIBbYvA1BJOQvveJii+pjoSiYAiRYro9zjew35bBuFozoYydOxjlChR9MR2njx5bAq6V65cqVVsvivG8BnMoJvIezg96EYwdOzYMb3gDQSZPXyPrpGA0mKsu505c6a++bRq1UrfqO7fvx8i+8c3NsfCmnljXTWCbQR+xozrTp06mWdQGx+GXwP/z2BtV8qUKTWLG9IsO6pjTRjWqadLl858cJE0aVI//19PnDhRy9oCKxPHbcbJCxwM4OQEHgsnFnAdOrIbH9oIelExYDwmDhouXboU4H2j+yoqE6xlzW2F54L7wpo27BP+XeE18V1ST0REzuOOQffXVEdu3bpVHw+fh5gwYllujkovZMJRhn706FHdBseiKBc3MOgmIpcPujG2yb83Y7yBWTaRQkCCzCfOVu7fvz/E9o9vbI6DDOyaNWs0uDayvKtXrzZnaK9fv67rrfHz4sWL7fKYKGdzZkb10aNHmunFBzrWTuPkEpq1xIoVSzPbEJz9QxYaJevIdqMZG9y7d88cMONvfOTIEQ32jaw4ytVtyV4ba8oRHPsuBwwKPFejORvWxCGLjvvG90ZlA8rwiIjIudyxvPxrqiONxmmogEPPESxtM+D+SpYs6WN7fN7aGnSfP3/eT3m5cR2DbiLv4fSg29Xxjc0xjLPKCKoRjCHINtY44ys6hs6ZM0e/xwdmSJaBOxqasVgGl3huqPgANDXLnj17sDLxT58+NW3cuNHHdeg8bpzIMpq04e8ZWOM4dHi3zLijoz9OelmuGw8OrBk3sut4jsZ+IettrOHHgUxwmuUREZF3N1L72upILAEzeqtYJnewhAv9TTZs2KCf3T/99JP+bGvQDeXLlzflyJFD7xd9V7BenI3UiLyLS8/pJs9VpEgRSZAggc7OxHzM9u3bm+dnY7Zljx49ZO7cuea51uHChRNPkTt3bkmbNq3557Bhw0rUqFFlyJAh8tNPP8nx48d1PndQxYgRQ8qWLWv++dWrV1KhQgXp3Lmz/vzp0yepXr26nDhxQkqUKOHn9+/cuSN9+/bV2fQ9e/Y0X4954YMGDTLPsX/x4kWQ923Pnj2ycOFC/f7s2bP6HGPHjq1z1zEHFXPSI0aMKFu3bpUFCxYE+f6JiIjq1Kkjo0aNkgEDBkj27Nn1s2bDhg0SL148q7/btGlT/XzLlCmT5MuXz3x969atpUaNGnrfuP7JkyfSrl27IO3XjBkzJGHChFKsWDG9r1atWulnHxF5EWdH/a6OZxMdB2t4jfXaDx8+1PXIlmt7UXo2ffp0nW/pqTCrG2vYMQrMyPzao0kgxppkzJjRNGjQID1Ljr8pKgf8yyKj5A1NZIxMOC5Ya25UF6DsHeV1Rmk61tkHBcr70IDGcvkIzvKjazzKB7GvRpbfWFpglNoTEVHIc9dMtydhppvIs4TCf5wd+Luy//77T7799ls9+/nNN984e3c8CjKryZIlk8+fP8vJkyfl0qVLmun87bffJEqUKOLpPn78qGfU8bwNeO7I8n+tWbNm6Vl7QIYZZ+h9W79+vQwdOlQrDQxFixaVLl26SNWqVSVMmDDy5csXyZMnjxw9elTix48v9+/f19fm6tWrNp+lxxn+5s2ba0Yf2fZevXrp4+JnS+/fv9fMN7IIeGxs17t3b618CK67d+9qRUWoUKGCfR9ERN7m3bt3cu3aNUmRIoVWIZFrvQY8NiVyP0EuL79165bcvn3b/PPBgwf1IH3q1Kn23jfycAiwqlWrpt9PmjRJS64mTJigwRiCPU+HknkExCjfBpTE2SPghiZNmki3bt30ewTf+Hfq27FjxzTgxn40btxYjhw5Ijt37tQSdAS9EDp0aBkxYoSWnCPghtevX8vPP/9s037ggAAl64ByPwT6uD/fATfg7/DLL7/o9zgRg+/TpEmjpef42RYI3E+fPq37iPI//D/WoEEDVPTY9PtERERERHYX1NQ4ykJnz55t7o6MZhLo9IgGWIMHDzZ5GpbwhExDNcyKNv7GKDNGKfPSpUtN3uDEiROmnTt32v1+P336ZKpcubL+fePFi2dq166deY43oFkbSsXv3r1r9b6eP39uat68uY8S8eXLlwe4PUrTUTKPEndjDjfGudiiUaNG5m7mxmNlyZLFtGnTJvM2aDx34MABbZaDpnsYB4NZ58ZMdzS4sdzXZs2a2fTYRETE8nJXwPJyIs8S5KAbXSAx6sDo6FiwYEH9Hl2TMW7B0/CNzbGwxhjrh3HSZt++fRqsobs2/uZYg0xfB3O2MafbCD4LFSr0VfeHbuhGMIyxYzt27PCzDdZq4+ScZdBrGexbgzX8RgfZatWq6XsOvse6c4Ox/tu/C/YLX7/99ltThQoVzNfjpMHHjx+/6vkTEXkDBt3Ox6CbyLP4rfG0YR2qUQ67ZcsWXfsJ6dOnl3v37tk/FU8eDWttV69erWu78f/VkiVLdK031gvXqlXL2bvn9rAeGn/funXrSpw4cbSTOU62BXeNc8WKFWXt2rXaJR33EzNmTB+3b968WerXr69d6I013GXKlJEqVarY/Bh47X/99Vft7or3GJTAY104lrEYMmbMqN1oM2TIoBf8fOXKFRk/frw+Jn5GB3j8f5U8eXJ9b/r777/1/61FixbpWjgiIiIiopAQ5EZqGJeAcUOVKlXSA+/9+/dLtmzZ9GvNmjV9rPf2BGxWEbLQyGv37t06OgsjtMg1Yd03glqsw1+2bJm8efNGm8Jdv35db0+dOrVcvnxZ14ZjRBluCwqs6S9cuLDs27dPvv/+e1m6dKmP2y1PHGAdd6dOncx9JbA9gnSjARtGxuTKlcvcJwABOU4coDkNEREF3MQLJy0jRYrk7N3xSm/fvtXPVDZSI/LSRmrIQE2ZMkWKFy8u9erV04AbkE3LmzevI/aRvAQaeyHgRoYUs7nJdaH7OILe5cuXy6FDh7RJmhFwt2zZ0nyAgNcxqAG30cBt8uTJGrQjqP/nn3983G4E3OhOjvciBNy4btiwYVotYdnxHLNasX/G72FOON6rMDuciIj8QoNNwAlVcg7jb2+8FkTk3oI1MgydhHGWLUaMGObrcMAdOXJkm8cIuQueTQwZz549M5cqo4TZd5BFrgcd0mfPni2lS5fW4HrixInSokULefnypf6M9weMQ4sVK1awHwPd3NHVHdmWM2fO6HuMAUEzqmvQVT169Ogyf/58qVChQoDLYhBoI+uNbZ8/fy7du3eXkSNHBnvfiIg8GZbl4L0Sx3V47+XoxZCBw3IE3A8fPtTPK4y99I3HpkReEHSj3AhrJjHKxxIOrnE2DgfHnoRvbCGnXLlysm3bNg2mWDXh+nCiLW3atBrQYr56yZIl9QAN7w1Y0z127Fgt+/4ar1690nJwjCrs06ePjhHDWxaqbXDfeOzMmTPLihUrtKQ9MChzz507t75/oUpnzpw55tFoRETkE95rcVIT7+sU8hBwx48f39+THTw2JfKCoLtYsWLSvHlzzXJZmjt3rvz111+yY8cO8SR8Yws5OLP75MkTnQlN7qFjx47avAwnSdDXAdnj0aNHa3MzBLn2KItbtWqVznPHsgPMG8cs9+nTp+ttyHRj/XbUqFFtui/MFx84cKBWVSBzjgOaDx8+6Oxw7LtlJp2IiP5X3YgTnBRy8NkZ2ElhHpsSeUHQjX/cR48e9ZNVQtMkZJE87Ywo39iIAvbgwQNJmTKlnjBBv4d+/fppJnnDhg1auWAvmJKwZs0ac0d0nPkfPny49OzZM0glj5Zl5gjksSYdpfBYE473L/Sm8K+Uj4iIyFXw2JTICxqp4QAXazZ9wz98nA0lIu+BsV3GKK9evXppQIzJBvYMuGHcuHGahcb9Y634+vXr9fGCusYQ2YOZM2dq8I7u6wsXLpQGDRrouvPDhw+bA3IiIiIiIqdlujFvF+MjFixYYC59QbBdp04def36tR4MexKeTSQKHKpbkO1GMzwEs6dPn5Z06dLZ/XGQ6UYn8/79+0uqVKm+6r58l5njvaty5cpy/vx57XyOvgJZsmSx274TERHZC49Nibwg6Ma4HcxSRoOHIkWK6HUY84Q3ADTBQlMjT8I3NiLbMtFobGY0O3N1KDPPly+fjqkzyszxbxxl7Hg/S5YsmRw4cEAz+URERK6Ex6ZEXjIyDLNx0TwJjZKQ9c6aNat06NDBPPLJk/CNjcj2yQaYXuAuY2VOnjyp67gRgM+bN0/q168vT58+lfz58+s0BpxcRGNId3k+RETkHXhsSuQlQbc34RsbkecaMmSIDBgwwEc3cwTcWJeOaQwIvImIiFwJj02JPDToRkYIZeOhQ4fW7wODrLcn4RsbkeeyLDP/7rvvdN43Mtto2Ib16URERK6Gx6ZEHhp0I9i+f/++xI0bV7/HQal/v4brPa2DOd/YiDybZZn53LlztZu5JTSGQ4M1zAT/Wsiio4kbmrah+SQREVFQ8diUyEOD7hs3bkjSpEk1qMb3gUEDIk/CNzYi7ykzxzgyNItEmTkg2MYYsXfv3smWLVu+qtwcAX3btm3l1atXOvkB68ULFy5sx2dBRETegMemRB46pxuBtNFMCN8HdiEicje9e/eWnDlz6tiz1q1bmyt50qZNqzPHkQWvXr26XL58Ocj3jSC7adOm0qhRI/0e68dREbR27VoHPBMiIiIi8pju5f/++688fPhQvnz54uM2jA3yJDybSOQdTp06Jbly5dIAG03UWrRoode/efNGihcvLocOHdIgfP/+/ZoRtwUqgxC0X7hwQZfmIJvepUsX2bhxo9SuXdshzwMnDkaNGiWNGzd2yLx0IiJyLh6bEnlB0D1z5kzNBIUPH15ixYrlY5wOvr969ap4Er6xEXmP3377TXr16iVRokTR5mpp0qTR69HTAg3Xbt68KSVKlJANGzboe6A179+/lwIFCugJyvnz54dIN3S8pY8YMULnpU+ZMkVHoRERkefgsSmRh5aXW+rfv79ma/AP/fr16zqb17h4WsBNRN6lW7dumtV+/fq1NlRD1huwxnvNmjUSNWpU2b59u7Rr187fZpJGphndzyFChAiyfPlyOXHihL8B9+PHj6VKlSp6n/aC6qPnz5/rOnQ8B6wjx/dERERE5CZBN0ot69atq6WSRESeBA3OZs+eLdGjR9dycnQatxyHuGjRIn3vw0lG/wLZPXv2SLZs2bQxmyF58uRaFeSfX3/9Vdd216tXT7Ppvn348EE6d+4s1apVk6dPnwa43wj0cSLg5cuX+hyQ5e7Tp49WH02ePFkKFiwoV65cCcZfhIiIiIhCvLy8Z8+e2ggIjYe8AUt4iLzPkiVLdM01Amx0GS9SpIj5tq1bt2rWOly4cObr0BgNJd0DBw7U77GWGuXpkSJFsnoSE2XrGEuGsvXNmzdr0AwI6mvVqmVuuIbAGR3Ufd8nmrOVKVNG15pXrVpVVq1aZb4Na8cbNmyoGXW8j82YMUMbwhERkfvisSmRFwTdOKDEjNm3b99KlixZfBx4wujRo8WT8I2NyDuh4/isWbN0KgPKw/E+ENCc7x9//FG2bdumP6Oke9KkSRItWjSbHgdN1jAnHMEzlu8gu47ydmS3EWRHjBhRy9TxHoTrli5dag7MsWYc78fYDs3ddu3aJZkzZ/Zx/7dv39aZ4Hv37tVtsAwImXwiInJPPDYlcj9BrhEfPny4Zk8ePHig3X6RzTEux48fd8xeEhGFsD///FNSpkypHcjbt2/v53as227Tpo2WkyPgjhw5sjaanDNnjs0BNyArPnXqVP1+6NChuga8QoUKGkijodv69etl9erVGnivXLlSOnbsqOvJ8fgoS8d2WGuO5m6+A25InDixZuu7d++uJxGcEXDjpEWePHn0eRARERF5myBnupEp+eOPPzQL5A14NpHIe+3bt09Ly1HhM2/ePB+dwLF+Gp3Jz5w5o4H3woULJX369MF+LDQ8w/rrsGHDakCN9x0E3HgMWLZsmZab4y0b2XCs0UYQjWB83bp1UrJkySA9HoJ0PK9KlSqJo+HkBdbBA56bkaknIqKg47EpkRdkunGAV6hQIcfsDRGRC0HAi5JvIyjGxAYDstm7d+/WzDTWU39NwA1ofIb12kbAjey5EXDD999/r9l3wAQJBNwIXtHcLagB961bt7QMHqXpeFyj27oj4CQBRrEZ/vnnH4c9FhEREZFHBN3opDtu3DjH7A0RkYvp16+fBr/ILDRq1Eizw5aVP2hMhnXXX+Pu3btSrlw57ZURJ04c+ffffyVnzpx+tuvQoYOPJpZdunSR7777LsiPFzduXA26AQ3gUqdObS5xtzd0UK9Zs6bOP4cxY8Y45HGIiIiIPKa8HAeYyMBgBE6mTJn8NFJD1seTsISHiNB8DCXkaHaGddcIxO0Fa8ZLlSql5eJYf43u6GnTpjV3N8dacUt4y27SpImuHcdtmPGdN2/eID8u7qdTp04yYcIE88xxBOBGcGxvyK6nSJFCT1pgjTdGsBERUdDx2JTICzLdaMJTo0YNKVasmMSOHVv/0VteiIg8DdYkjx8/Xr8fNGiQHDx40C73e+nSJV0zjoAbj4FydQTcCIInTpwoqVKl0qAcMD8c3cmROZ4+fbqULVtWg3Ksycb9BMW5c+e0JB3PCY+F0WiALPrgwYPNQfjXQkk8ZpbjADFJkiT62QFGmTwRERGRNwhyptvb8GwiEQHeKuvWrSuLFy/WcmxMbEDX8OBCA7bSpUvL/fv3dT04upAnSpRIb/v48aMULlxYg3tksVFGjnnb4cOHlyNHjkjGjBm1kRtme+NnZJDR9C1evHiBPiaCdGTqR40apY+BNeRYH45y8xYtWpi3Q6dzrMNGgB9cO3fulOLFi2s1FE4qIOjes2ePnrDFc8HM8K+5fyIib8VjUyL34/FB9/Pnz/XAFo2CcMGa9JYtW9r8+3xjIyLDs2fPtCwas69/+OEHmTZtWrDuBwF7mTJl5MmTJ3p/mzdv1sDXEpq25ciRQ9/DDHhMrL02glWMbixYsKCWv2MNOEaDBTSubO3atTpuzGgGhyZq6M+RPHly+fLliwbDyHgjmw4Yh4bScyMLHlTIpKP0HQ3okLUHfNzgJEOCBAmCdZ9ERMRjUyKvCbqXLl2q2Z6bN2/Khw8ffNx29OhRcSVYP/j+/Xtd+/j69WudY3v48GFdk24LvrERkSUEtggo8daJHhbocxEU6HRevnx5fU/B7GqM7ooZM6a/22KutdEoDePCFixY4GfcFkrLEXg/fvxYS87XrFmjGXED3qdxshEzvgEZZ5R3434tM804KYlxZX/99Ze0atVKnx8ax/399996fVAgcEcQb5nldjQ0aMMJCXw+oRKAiMhT8diUyP0EOYWBg7VmzZppGSOyNSh9RACLTEuFChXE1eAA1WhEhOAbB5IentwnIgdCyXTPnj3NmWd0HvfvZB8yyigZnzRpknTr1k2DXASDWMONAyWUj+P2gAJuqFq1qsydO1cGDhyoX/2bb50mTRodw4X3uU2bNuk+4T0O5eMoI8djIuBG4NyjRw85e/asVKtWzU9ptxFY4/fxWMhwo1kbSup9n1y1BuvCASXrAQXcFy9elEOHDok9PH36VH788Uddq45KJr7HExERkUsxBVG6dOlM8+fP1++jRo1qunLlin7fv39/U/v27YN6d6adO3eaKleubEqQIAGOkkwrVqzws8348eNNyZIlM0WIEMGUN29e04EDB4L0GM+ePTNlzZrVFClSJL2voHjx4oXuF74SEcH79+9NOXPm1PeG4sWLmyZMmGD68ccf9b0sffr0pvDhw+ttAV0qVKhgevXqlV33ad26daYwYcLo/Tdt2tSUOXNm8+MVLlzYdOrUKZvu5+TJk/qcOnToYH4e2N83b97Y/J6O3wkXLpzpxo0b/m4zd+5c3SZfvnxBeo6B+eeff8zPF38LIiJPxWNTIvcT5KAbgev169f1+zhx4piOHz+u31+8eNEUM2bMIO8ADo769etnWr58ub9B98KFC/XA7++//zadOXPG1LJlS1P06NFNDx48MG+TLVs2U6ZMmfxc7ty54+O+7t+/bypYsKB+tRXf2IjIP+fOndP3w4ACa7xvIQBHII6AHIH5pk2bTFevXjV9+fLFIfs0Y8YMH/sQK1Ys0/Tp002fP3+2+T5+//13/V28vy9btsz8HBGI//fff1Z/v3Tp0rp9mzZtAtwG78FGQL9//36TvXTr1k3vE+//Hz9+tNv9EhG5Eh6bEnlB0J0iRQrT0aNH9ftcuXKZJk+erN9v3LjRFCNGjK/bGX+CbmS2LTPoOHhMmDChafjw4cF6jLZt25qWLFkS4O3v3r3TNzHjcuvWLb6xEZG/cFIQ74NVq1Y1de3a1TRp0iTT5s2bTdeuXTN9+vTJKfv022+/aaDcokUL0+PHj4OVxcfJArzv4WTBrl27TNGiRdOf8+fPb3r69Gmgv3/hwgVT48aNA8xyG5o0aaL3Wa9ePVNw4SSA8XkE2Dd8DuF+p02bFuz7JSJyZQy6ibwg6MaB3KBBg/R7lGrj4A6ZDWSfmzdvbtegGwd/KJf0HYjjgA4HubZARsXIzjx//lwzICifDMjAgQP9zVrxjY2I3EVQMtv+wUlUvO+FDRtWK4ywpMcIZrNnz256+PDhV+8jgmXjMW7fvh2s++jevbspdOjQpmHDhpmv++OPP/R+48ePb3r58uVX7ycRkath0E3kfoLcSA3dYfv166fft2/fXjvbZsiQQX7++WdtGGRP6MaLhkS+Z8/iZ4ydscWNGze0cVG2bNn0K0bmZMmSJcDt+/Tpo02OjMutW7e++nkQEYWk4I75MqALOpq4GWMW0WUdXdsx1uz48ePamfzOnTs+fgfbBgXGoeE9Gb9njBQL6pxzdCzHuLPs2bObr2/Xrp2kSpVK9xFzyYmIiIiczaXmdKOb7ooVK7SzLqArcKJEiWTv3r1SoEAB83boHLxz5045cOCAw/eJYxmIyBth1Bc6n6NzufG+fOHCBSlVqpQG3ClTppSNGzdK6tSpdXuMQYsdO7b88ssvkjRpUpseY9myZVKzZk2dgIETnJEiRbLp9/CxhbFtOBGA/cL+WXr58mWA88qJiNwdj02J3E/Qhq/+f8+fP5eDBw/Kw4cPNctgqXHjxvbaNz2Aw4icBw8e+LgeP8ePH99uj0NERD4hW9y9e3cNojG7G8FtunTpZPfu3VK6dGkdE4mToWvXrtXxZAjAMXZs2LBhNj8GxqglS5ZMg2RkrnPnzm3T7y1cuFADbgTpf/zxh5/bGXATERGRWwfda9askQYNGsirV6/07JrlrFd8b8+gO3z48JIrVy7ZunWrOfuNIB8/d+jQwW6PQ0RE/i+3SZw4sc7uNqRIkUL+/fdfqVy5shw9elRKlCghadOm1duaN2+uQbStEKTjMwUBPuaM25rhwdxzwFKn5MmTB7q8CNvgeWTKlMnP7ZcvX9bnFzFiRJv3mYiIiCiogrzwDwc7OLBC0I2M97Nnz8yXp0+fBnkHcD9YI4gLXLt2Tb+/efOm/ty1a1eZNm2azJo1S86dOydt27aV169fS7NmzYL8WEREZLuoUaPqe264cOF8XJ8gQQJd4oOS8rdv38qJEyd0HTmC26BCjw1bA24YNGiQ3Lt3T8vakYkPTK9evWTevHm6JMm3cePGSZo0aeT777/XcnUiIiIilwm6sZavU6dOQTpICszhw4e1oQ4uRpCN7wcMGKA/16lTR0aNGqU/o1kOAvINGzb4aa5GRESO8/79e1m1apWPgHz16tWSMGFCcxXS5MmT/Sw5shUCX2TOrUGJe/To0TVojhAhQqDbDhkyRLPp69at0wopw8qVK7VBHOC2pUuXBmufiYiIiBzSSK1GjRpSt25dqV27tngDNqsgIm+HbDZOhqKR2q5du7TrOKDJZaFChTTLbQTb9evX16kW1gJiS+gyjg7pqGa6dOmSlpsHBu/HeF+2BU4SI0DHSdsjR47oid7ixYvrc0IzOKxNx4mD8+fPcy04EbkFHpsSeUGmu1KlStKjRw8t8UPnWWQ6LC9ERORZ0LAMgSpg7CJGOcLo0aP1K5YczZgxQ7PK8+fP17JzLD+yFSqn0PEc54DHjx+v12EsZED3YWvADaiSwkEpqqSwv1iLjoAb+4iyeAT4mJSBzzQiIiIil8h0Bzb/FY3UjIMxT8GziUREIo8fP9Y10AiEUUbeunVrfX9EFhnZbTRY27Rpk44AQzdyNC5bv369JEmSxKb7x7KhChUqaFMzZKX3798vMWPGlCVLlkjOnDmlYsWK0rdvXw2ag+rXX3+V3r1760kBzAXH/SNjj8w29hH3jUkZKG/PmjVrMP46REQhh8emRO7HpeZ0uyK+sRER/Q8CbJRrY672xYsXNSj2DRllBLFodoaybayZzpYtW4D3iSacy5cvlwULFvhYd21AMIxydowIw3ruU6dO+WnsZg0eA83fsC4d7+dnz541r0UHnChA5VbBggV1JFpgJ5eJiJyNx6ZE7ifIRxZY/0ZERN4HncyRwX7y5Im52aVvRpY6Y8aMWraNgHnz5s1+plagDL1q1araFBMjySwD7jhx4mhQ37BhQ62eQsANmMkd1IAba83btWunATfGUCKjbhlwG/cbJUoUXaOOSRlERERETg26MaYFc1nnzp0r7969s+vOEBGR60J59tixY/X7CRMmyKFDh/zdDuuzMcu7WLFiWmqOzPf06dM1o40mnHHjxpUGDRrojO6PHz/q2LBhw4bpGmt0Jn/06JEG3TNnzvQx93vEiBF6W1BgTvfChQvNXczz58/vZxuUwBtrujFeLDjjL4mIiIjsFnQba94w2it+/Pi6ru/gwYNBvRsiInJDpUqV0swxGpAheA5IjBgxZOPGjVKvXj1dR41sNmZiY402GpnhBG7//v3l9OnTcvLkSV2vjc8WbAcYTzZnzhy5ceOGrvPGiDKsw0aXc2xvi6lTp2qgDn/99Zfuu5H9RlmmJYwQQxYfa9exL0RERET2Euw13TiIQrdyZCJQrpc2bVrtYNuoUSMtDfQUXDdDRBR8CHARxKKZGTLKderU0UAcI8jQfNO327dva5Ybt2MNNzLbv/32mzZQq1Klily5ckVLwRGQV69ePcDHRYM0bI/y9IEDB5oz2Vhz3qpVK0mUKJGsWLHCx+9gPXfRokV1v/bt2yf58uVzwF+EiOjr8NiUyAsbqWGd3MSJE6VPnz7y4cMHXTOH8kEcYKFxjbvjGxsR0ddDBhmN12xtUjZlyhRp06aNZMiQQQNlfLag7BufL8b6759//ll++uknP8H7sWPHdC3569evpUmTJjrOzNgGs8BRzo5g3HLmuKFp06a6rhtBP8rn0cgtpP9OKLFHOTwRkX94bErkfoLdovXw4cNaYojAGrNPu3fvrhkINMxB85zvvvvOvntKRERuK3bs2EHqCo6lS2vXrpVp06ZpwA0I2lFZhVnhgGZuyJwjuDbcvHlTKlWqpNeVLFlSS8wtg3IE8UYJOz63fJ93RlYdQS8C90mTJklIWrlypWbgMSLt4cOHIfrYRERE5EKZbgTYyBpcuHBBm+Pg4AVfLQ+mUB6YPHlyLUF3dzybSETkehCMt2/fXhuxISuNgBXv1YULF9Z14lifjWZuCKB9u3//vs4cRxf1UaNGaRBvBPaAYBsnlfGej8869C9xNOxrmTJlzA1KkY3ftm2bnqwgIrLEY1MiL8h042Ckfv362twGBzlYZ+c7e4HmOuhUS0RE5AgtW7bUMnP0EEFWGg3WKlSooAE3KrDQqdy/gBsQRPfq1cuc7cZa8/Hjx5tvx5rv3Llz64Etbne0M2fO6PpzBNwIvLH/mEdeunRpdlInIiLyAF+9ptvT8WwiEZHrwglgzPs2OpqjyRoaoiH7HRhkyH/55RddO37v3j35888/zWXrCH6PHDmi673xEYmMM0ZlOgIqwwoUKGD+umXLFi2RL168uDx48EBLzXEdusETEQGPTYk8NOi2dTwLYOSLJ+EbGxGRa0OZOLLTGFE2d+5czXjbCsug/vnnH+1abgS2GC+Ged2JEyfWjHP69Ol1hrhlCbo9PHv2TAN7ZLrxGCgxjxUrlt529uxZDbzRvR1Zd/RLCShzT0TehcemRB4adKN8HI1ojE39G/NiQEdYT8I3NiIi9xlPFpRmbQHBKDIsn7KEGePoao5Muj1gVnm5cuU0K58wYULZu3evJEuWzMc2KJVHhh0dzTG+bNOmTfwcIiIemxK5IZuOTq5duyZXr17Vr8uXL5cUKVLomDCso8MF36dKlUqWLVvm+D0mIiLyhz0Cbli6dKnO+a5Ro4Z5ZBg+37AWvGvXrl99/zg53aBBAw24ceCMjuy+A27InDmzlpaja/uBAwekfPny8vLly69+fCIiInLxNd158+aVQYMGacdyS2ha079/f10H50l4NpGIyHthvXehQoX0pDPgsw/l6JaBMZqHYmkVOo7jKzqnR44c2d/7w0du27ZtdS05ytWRvS5WrFig+4CT2xh/9vz5c+3OjhMCUaNGtfMzJSJ3wWNTIvcT5LQA1rch0+0brsMaNCIiIk+BTuJr1qwxZ7wLFixovg2NzrAee/v27TJ27FgdoYkT0wiI06ZNK4MHD/ZRTo7pH8ieI+AGZM0/fPggu3btksuXLwe4D2gKhzXdOMjGum9jDjkRERF5aKYbnVRxZh+NZoymMjhowMEG1p8dPXpUPAnPJhIREUaM/fbbb5rV7ty5szRs2FADcjRYw8loNBw1vqL5GXTq1EmDcSNjjrXbAWnWrJn8/fffge7DwYMHdaQYPpew1nvt2rUBZtSJyHPx2JTIC4JufOhjnih+zehUjoMMNFdDNgBn+T0J39iIiAgd0nPlyiUXL140X4ey8EaNGknNmjX1c8IyA44APF68eFpyDuiqjm0hefLk2hn9/fv35kutWrVkyJAhejuWaeEzByXlvu3bt0/Kli2r+4M53qtXr5ZIkSKFwF+AiFwFj02JvGRON8ra5s2bJ+fPn9efM2TIIPXr17dbV1dXwjc2IiICNDFDk7U5c+ZoSbkhYsSIOiu8cePGGhCHCxfOx++hM3mpUqV0/nfTpk01ox3QFBB0TUcJOhqrnTt3Tu/btz179mjnc3wWo7naihUr/N2OiDwTj02JvCTo9iZ8YyMiIt9u3rypJ58RgCM4NsSJE0fq1q2rWW3M18bJaTQ/e/r0qTZhQ1DtOyi3hEA6Xbp0cufOHRk+fLj07t3b3+2wDhzzyN+8eaNrvHG/YcOGdchzJSLXwmNTIvfDoNsKvrEREVFA8BGKXiYIvhcsWCAPHz4035Y+fXrNjiOAxtKrbdu22VQRhvtC1jxatGhy6dIlLVP3z44dOzSQR5O2kSNHSvfu3cUV4ETArVu39OQBEdkfj02J3I99hpoSERF5IZSJY633mDFjNLjGODFkulHujSw3rkMnc1xv6xIszPBGlhwBO0ZxBqR48eIyfvx4/X7AgAHmsWbOhDXvaLaKEw6oBCAiIiJmuq3i2UQiIgrOZ8eyZcs0C96jRw9JmjRpkH4fo8GKFCkioUOH1jndRuNS3/ARjoZryHpjPfmGDRsCXC/uaAcOHJDKlSvL48eP9Wd8ZqKhXFCfOxEFjsemRO6HmW4iIiI7w4EwxoCNGzcuWEEn1oGjo/mXL190nndA58cRYE+dOlUiRIggmzZtkvnz54u9YK06uq5bCmg/1q1bp8E/Am5k6VFOj8CgSZMm+hyIiIi8WbCDbszmvn37tjaTsbwQERHR1/v11191tBhGkgVWlJYmTRotL4cuXbrIkydPvupx8VgI5FE237x5cx1hBliTjjXkaApnacaMGdq9HWu50VUdnd1RWo5yemTgR48e/VX7Q0RE5HXl5Wjqgg9hjECxhLvBGffPnz+LJ2EJDxEROcunT59s6kqOE+EIkk+fPq3Z5ZkzZwbr8RBQt2zZUpYvX64/o2R91qxZEjNmTA3ucXIdX9esWaNr1X/55Rf56aefdFs0f/vrr7/M3dmnTZsmrVq1kvDhw8uhQ4cCLJEnoqDhsSmRFwTdhQoV0gMAjDFJkCCBn7Vj2bJlE0/CNzYiInIFxsntgOzfv18KFiyo223ZskVngwfFzp07pWHDhlrFhsB5xIgRmjnHunI4efKkVKlSRQPv6NGj65pzBN+AYwIE4Jb7h/2oVq2arF69WrJkySIHDx7kPHEiO+CxKZEXBN0oF0OpGTqTegO+sRERkTPhY3rp0qUaBGPddqxYsQLctmPHjtrRPFWqVNrELFKkSDY9xpAhQ2TgwIH6WMhgY/xZzpw5/WyHkWjfffedBviGP//8Ux/XP9geATe+duvWTUaNGmXT/hBRwHhsSuQFa7ozZsxo7kxKREREjoVGZEOHDtVO6IMHDw5022HDhkmiRInkypUr8vPPP9v8GAjOEXAba7j9C7gBGfAwYcL4abgW0NKyuHHjask5YG031nsTERF5m9DBaezSs2dPbY6CZi0422Z5ISIiIvtBkGs0I5s4caLO/w4Isl4TJkzQ70eOHKkl4QF5/vy5+Xt0SN+6datMnz5dokaN6u/2t27d0pLyPXv2SLRo0XS9NsrJX716ZS5B9w9K0rFOHEE91ptbPi4REZE3CHJ5ufHB6ntdGRupEREROQ46hGMNdaVKlWTt2rWBbouO55gTnidPHtm3b5+P7PTLly+lQ4cOOlcbWW0sG7PmzJkz2pn8zp07kjBhQlm/fr02RkNHc6wjt7ZWG4F5jhw55PLly1K/fn3tbk5EwcNjUyIvCLrRaCUwxYoVE0/CNzYiInIFFy9elEyZMmlHc6ztLlOmTIDb3r17V5eD4bNr7Nix0qlTJz05vmHDBv0ewS9Ooq9YsUKD+cDs3r1bt0GGOkOGDHof/s0eRxk8ytPRjK106dJ+bsc6cMwfx8l5rBmvW7duMP8SRN6Nx6ZEXhB0exu+sRERkatAN3EE0ZkzZ5Zjx44FOk5sypQp0qZNG81kY3wXGqwZ4z6TJEmi2WaUiwc2PgzrwlGujkAfGW1k2jE+zD8ofW/fvr1m1X///Xf54Ycf/GTR0awN94nu52j0hjnkRBQ0PDYl8pKgG2e7se4LzVMAZ95xdhtvAK4oefLk+qaEs/oxYsQIUiMXvrEREZGrQCCcOnVqefbsmZaYo9Q8IMg8I7OM8nIDysARGPfr108/D/3z8eNHDdgRIOPxoE6dOjJjxoxAu6G/e/dO127PnTtXf8YJgbx582oFXPHixaVEiRLm0aOY242RZsjYB7YenIj84rEpkRcE3YcPH9Z1XfjgxYcp4MPz7du3+uEZUMdTZwfdp0+fDrA5TGD4xkZERK5k0aJFOjbMvxJu386ePatZcXzUly9fXv7++29JkCBBgNtv3LhRfvzxR/NJdfwumrgFVspuCY/zxx9/yJgxY7TxmmWwjxP2ESJEkAsXLki2bNnk/fv3ui2y90RkOx6bEnlB0I1SNJxlR6maUdaGsjOUkV29elV27dolroZBNxEReYMTJ05o+TbKu/HZZ1mSHi9ePA2m/ctwoyM65mivW7dOf44dO7bO7sZne2Al7AHBocX169d10gl6wWAd95w5c8y3oxnbvXv3tAFr06ZNpUaNGlq2jt/D/mE9uuHff/81N2nF7cZhC+aJYzwakbfhsSmRGzIFUcSIEU3nzp3zc/2ZM2dMkSJFCurdmXbu3GmqXLmyKUGCBPgUNa1YscLPNuPHjzclS5bMFCFCBFPevHlNBw4cCNJjJE+e3JQzZ05T7ty5TXPnzg3S77548UL3C1+JiIhcyb1790y3b9/Wz+BatWrp5xUuzZs3N2/z7t07U7p06fT6li1b+vj9J0+emDp16mQKGzas3o6vXbt2NT179sxh+/zmzRtTqlSpzPvq+1KlShUf24cPH97f7XD9sGHDTF++fHHYvhK5Ih6bErmfIJ++xhm1mzdvSvr06X1cjzIyzO0MqtevX2uZGdaE40y3f2V0mB86efJkyZcvn5asobwd5Wlx48bVbbJnz67Zdt9Q7o6z6ThLjrPhOKuOcrwsWbLoqBMiIiJ3tXjxYmnRooVmiPEZbGSA0RW8R48e5u1Q0o3qtKJFi+pXdBcvUKCAfq5i3TbWhwM6lGO2NzLIjoTlaeiejqVpJUuW1HFiyKyjuRr4Ln9Ply6drjNHVtwYV4rS9CtXrmiFne8RpkRERG5fXo5RIxgxMmrUKO1kCnv27NEP+O+//16D4mDvTKhQet/VqlUzX4dAG3NG0XXVaAyDrqsdO3aU3r17B/kxsJ9o/IZyNluwhIeIiFwRlk3hpDU+F6F69eoyePBgPbHsn9atW8vUqVMlVapUEj58eB/rtrG22pY14vaGz3yccMfnP5qc2jp2FIcuOCmPdepGsP7o0SM9+W9tZjiRu+OxKZH7CXLLUATb+IBs3LixrhfDBQFszZo15ddff7Xrzn348EGOHDni40AAXU7xs2U3VmuZ9JcvX+r3OJu+bds2DboDgrPneDOzvBAREbkaBMuTJk2SJk2aaNZ4+fLlAQbcgM/o+PHja4YYATeyy/h9jB5zRsBtnCho1qyZBtG1atXSfbMFgnRk9I2AG7/fqFEjrXxDIoCIiMitg26cHUdDFpSjHT9+XC8YKYKz5Chhs6fHjx9r8xQ0f7GEn+/fv2/TfTx48EBHpiAbkD9/fj1ZgMx5QIYPH65nD40LsupERESuqFWrVjJz5kzJnTu31W0RoGLbNGnS6LKtS5cu6Rzv4DRKs6c///xTJ58gU12hQgX97A+q27dvaxM5LD1Dw1dU5eFEOxERkdvO6XYU3+Xld+/e1bXYe/fu1fVnhp49e2o31AMHDth9H5DpxsWATDcCb5bwEBEROQZ6ruDEOHrGYOnali1bAp0J7h8kA9CBHfPEIVmyZLqG3dZxZ0TuguXlRO7HptPbKCfH2XH8w/av2ZkllLfZC0rfwoQJo9lqS/gZJXKOgGy9vTP2REREFDA0T1u/fr0UKlRIT7SjVByN4rCkzFYYNYY55Cg7RwXAjRs3pGzZslq+jgq94DR7JSIisgebPs1wNs3oDmpZeu3fxZ5Qyp4rVy7ZunWr+To0jMHPlplvIiIicm+Yzb1y5Ur97F+2bJmPDuxBgUAbTebQcBXHLljjHS5cOLvvLxERkUPKy7EpxpLEiRMnyGVfAcGaK4wOgRw5csjo0aOlRIkSOgIladKk2p0UTWKmTJkiefPm1e7oOPt9/vx5P2u9HYElPERERCFn/vz50qBBA/0eGWqszw4ujAxFwI1JKPDmzRs5fPiwjk8jclc8NiXy8EZqCLpTp06tDUvsBR9+CLZxATR3wfcDBgzQn+vUqaMd0/EzupKicduGDRtCJOAmIiKikFW/fn1tagpdunTRXi/BhUaqRsANEydO1LFkpUqV0oCciIjI5YJurK1C19MnT57YbQeKFy+uwbzvC9aQGzp06KBrs9DgDM3TLD9AiYiIyLP06tVLO6vjeABB+P79++1yv8+fP9fMN8aHoss5mqxhDTkREZFLjQwbMWKErrPCeikiIiIie8Na7HHjxknlypXl3bt3UqVKFfNStK8xdOhQHZWGRmsYlYYu6WjeVr58eYdMRCEiIgrWyDB0B8WaqE+fPmmzE99ruzGz25Nw3QwREZFzvH79WsvBjxw5osvbkJVGXxl7uHbtmgwbNkwr6z5//izff/+9LF261C73TeRIPDYl8oKge9asWYHejqZnnoRvbERERM5z//59nVhy/fp1neWN0nB7NXOFq1evagb8xx9/lCxZsuh1aBr76NEjyZkzp833g8w8svG//PKLRIkSxW77R+Qbj02JvCDo9jZ8YyMiInIuTCwpWLCgPHv2TKpXry5LliyRMGHCOOzxfvjhB5k+fbr2sfHvkjx5cvMoVcAo09KlS+v3+LpmzRqJGDGiw/aPvBuPTYncT9jg/NKVK1dkxowZ+hXjPOLGjSvr16/XEV+ZMmWy/14SERGR10qfPr2sWrVKA1p0M+/evbv88ccfDnks5CK+fPmizWOx/hsXS1hah2V2RtCP8vTevXubb8c68Vq1aumscWxLREQU5Ez3zp07pUKFCtp4ZNeuXXLu3DlJmTKlNljD+C9PWw/Fs4lERESuYdGiRVK3bl39HoEugluc7I8QIYLdH+vBgwdy5swZc+BtXPBYx44dM2+XOHFiuXPnjn6PQB0QtFerVk0z8mjYRmRPPDYl8oKgG+uq8CGHedrRokWTEydOaNB98OBBqVGjhl1neLsCvrERERG5jpEjR0rPnj3NP2MEGALvHDlymC/ZsmXTYxRHwGGTUVqO9eBp06bVRmzx4sXTQN0Smr9duHDBHIwT2QOPTYncT5A/BU6dOqXrqXxDifnjx4/ttV9EREREfqC0fNKkSVKqVCmdqPLx40c5fvy4Lnvr1KmTzt9GQJIuXTrNiv/666+yefNmu01XMQJuBN8dO3bUgLtEiRJy7949XXaHpmzIfgMaq7Vt21a3xWXHjh26PREReZcgZ7rxQbJ48WJtaGKZ6TbWWOEDx5PwbCIREZFrwiHMzZs3tdwbl6NHj+pXo9zbEsrCMYGlTp06dnlsHPegwg+Z9pMnT+q6c8v9+u2338xrvbt06aInANB9HRlxfF+/fn3JkyePj4ZsRLbgsSmRFwTdCKwPHDig65RQUoUPOJRTNW7cWC8DBw4UT8I3NiIiIvfy8OFDcyCOC3rOoBQcgTdGjiFx8DVevXolGTNm1NFiffv21Xnf/kH2vXnz5vo9AnRkui0z7smSJZMUKVJI9OjRNSOP4ypAEI/sPa5HNh9fccFxCC4M1L0bj02JvCDo/vDhg7Rv3167daJECg1C8BVnbHGdI0d4OAPf2IiIiNwbjlNq1qwpK1eulDhx4sj+/fu1Si+4sKYca8sxOgzN1iJHjhzgthMnTtTjJhg0aJDkzp1b5s+fr/uCLugGVA5mzZpVv0eJev/+/f29P+z/tWvXOAvci/HYlMiL5nTj7C7Wd+NsL5qWYG6lJ+IbGxERkft7/fq1FC1aVCv0MmTIIHv37tXscVCdPn1aj3s+ffqk87grV65s9Xd+//13rRSE0aNHy48//qj7g31A5hvzx1FybuzPnDlz9ILgGqXyb9++9XF/VatW1RFq5J14bErkBY3Ufv75Zz0zmyRJEqlYsaLUrl1bA258IOA2IiIiIleDzDCC5ESJEum4U0xiQRO2oECeAo3REHBjJJgtATd069ZNBg8erN9j+suUKVN0f8qUKaNrzNu0aWMOuO/evav9cRDcoxEbjq9QRfj9999Ls2bNdJvVq1fL9OnTg/w3ICIiN8l0440fHTrRrdzSkydP9DpP68rJs4lERESeA2ulCxcurJnmli1bagBs6xppLKND4ItycgTuSZMmtflxcbjVp08fXbuNx8N9oReOcdvu3btlwoQJsnz5cg3qAU3XWrduLa1atdKTBZal5+HDh9ffyZs3b7D+DuS+eGxK5H7Cfs18SktYixQzZkx77RcRERGR3WXPnl0WLFgg3333nUybNk1HiyETbQ2SCz169NDv0TQ2KAE34Nhp+PDhWi04btw4c9YamWwE21iyZ8BJAawDR/M1BNeW0LjtyJEjuiYc5fJoEpc5c+Yg7QsREblophvdM/GBYZxVswy8kd3G2m6UR+GDw5PwbCIREZHnGTNmjK6txvEMsssoFw8MMs5Tp06VTJkyaUd0jAoLji9fvuh9/fXXXz6uR/b8/7V3J9BR1dcDx29iIBD2RcImyCbIFtnECC4EZBGpLFawWAIUKbIUBD0ih1VQECoIlIJVCyoeQKgspex7QZYgRaACBQXklCUgUllk0cz/3NvO/Gcg65DJTN58P+cMs7yXyZvzyzx+9/1+v3u7du1qwXZcXFy676F9ktKlS8u1a9esb6IzENNL5gZnoW8KODjo1tqWuquWvtD/qPTL7qZXYTWDZ3x8vDgNJzYAAJxH+zQa4M6cOdMCVp2qXb9+/VT31Wzn7j7Oli1b5JFHHrmj362DFd27d5e5c+daXpy+ffva86wkdlu5cqXl1lF16tSxMmMID/RNgTBY071582arb+nvFd7chhMbAADOpGun27ZtK2vWrJGyZcvKzp07pXz58rft06hRI1sLnpiYaGuxs4N2vzQ7uQ5aREZmOa+tGT58uKdGuA6KkFwtPNA3BRwadOuX2/2l1sfpcdqXnxMbAADOpf+/N2nSxOpt63pvHfEuWLCgZ/vUqVNl0KBBtszu8OHDVic7lDRr1kw2bdpkj/WCgF4YgLPRNwUcGnR7ZyzXq7GpJVJzJ1gjezkAAMhNjh8/Lo0bN5bk5GRp166dLF682Po+Wr6rRo0acunSJctyrlnEQ42OxOvo/NmzZ+2YdUSexGrORt8UcGj28g0bNngyk2/cuDHQxwQAAJBjdIr30qVL5fHHH7da3pqlfPLkyVZTWwNuDch79eoloSgqKsoymFepUkVu3LhhSdp0KaC+DgDIhWu69Wrqm2++aeuGbl3z5FRcTQQAIDwsWLBAunTpYo81sZlO19YZfhrU1qtXT0KZTjF/6qmnrP64ZmXXiwZwJvqmQO6TpcwdetV00qRJFnwDAAA4SefOnWXcuHH22J0wbcCAASEfcCsdpf/oo4/s8ZQpU+wGAAgNWU6XmZCQYNOWAAAAnGbYsGHSrVs3e1ymTBl5/fXXJbfo2LGjDB061B7r1PjsyrQOAMjhkmGzZs2SMWPGSNeuXaVBgwZSoEABn+2/+MUvxEmYwgMAQHjRtdF/+tOfrB53XFyc5CYkVnM++qZAGATd6dWSJHs5AABAcJ08edISq928eVNiYmKkRYsWFoiXLFnSBk6817CfOXNG8uTJI3nz5rWb9nVatWol+fPnD+pnQNromwK5T5ZTW6akpATmSAAAAHDH7rnnHlmyZIm0bdtWrl69KsuWLbPXo6OjpWjRohaE6+j39OnTZdu2bbf9vGZrX7NmDQEdAARrpDvccDURAADkRgsXLpQ33nhDjhw5YsG3t1KlStlNlwlqWVhNlqvT6nfu3CkXL160TOhaPg2hh74p4OBEalqru2bNmvZFv5V+6WvVqiVbtmzJ7uMDAACAH375y1/amm6tNa73v//976V169Y25Tw5OVkOHDhgQfbKlSvl0KFDUqlSJUskp3XLvaehAwByaKRbE6Q1a9bMaj+mZtq0abJx40ZZvHixOAlXEwEAgJNcv35dduzYIevWrbNbUlLSbTl5atSoIU2bNrVkcnqvAbnm7kHw0TcFHBx0V6xYUVatWiX3339/qtv1CmnLli3l22+/FSfhxAYAAJxM+zhaDlYD8PXr18tXX3112z5aPk0DcHcQXqdOHcuOjpxH3xRwcNCdL18+m4ZUtWrVVLcfPXrUTsA//vijOAknNgAAEE6+++47S7CmMxhnzJhhWdBvpX2ihx9+2ILw5557zkbCM3L+/HkZNWqUJWkrUaKElC1bVh544AEZOXKkZ59vvvlGihUrZgnfGFlPHX1TwMFBt5aeePvtt6V9+/apbv/ss8/k5ZdftpOlk3BiAwAA4UpHvjWp2rVr12y2Y7ly5Wxq+uXLlz37aD9JR8c1iE6rdvisWbNkxIgRlqTN26OPPmqj7G76/qdOnbKSZfp+OsKuU98TEhJk+PDhNggU7uibAg5OpPbkk0/ayVJPurfS0W29cqknZQAAADhD8+bNrfyY1vA+ePCgjVCfO3dOvvjiC5k6daqt/dbgb/DgwWm+R2JiogwYMMAC7ri4OMv/ozcdRe/bt69PWVr3qLr2Lb/++mvZunWrbN++3bKwa4CpuYU06Kf4DgBHjnSfPXtW6tevb+t3+vfvL9WrV/es5daTpl6F3LNnj8TGxoqTcDURAACEu+XLl0vHjh0tKH7++edlzpw51ifUvl+jRo0sYNZp40888cRtP6uBs86UHDdunLzwwgsZrgXXgPv06dP2cz179rQ+pk419+6yai1yzSX029/+Vho2bBhWU9HpmwIOr9N94sQJefHFF2X16tWeE5+e5Fq1amWBd2bW8+S0w4cPS+fOnX2ez5s3L81p8rfixAYAACA24q1lyHS6+JQpU2TQoEH2+u9+9zuZPn26VKtWzUahdQRcy5K9+uqrnp/VOuH6WmZpoN2kSRMraaYVdD7++GPrf+oxLFu2zGd6e+nSpaVbt27SpUsXWyPu9ACcving8KDb7fvvv7fEafqjeoLVhBe5gZ6gtfakXjwoUKBApn6GExsAAMB/LVy4UD755BOZP3++Z3219pF0BqTOinT3mXSb5vnRNdn+0CBeg/lChQrZevHy5cv7jIT/6le/sgA8tRxEOtiiU9rvu+8+cSL6poCD13R70yBbpxI9+OCDuSbgVnplVNcmZTbgBgAAwP/TkW5dj+0OuHUA5vjx41K8eHF7roGgJkDTkWkdgfaHlp997bXX7PFbb73lE3ArTbKmx6BLHHv16iV58uTxbNN14G+++abUrl1bFi1adAefFACCHHRnpy1btki7du3sBK3TgVK7aqlT13WEWk/wjRs3ll27dvn1uz799FOfqeYAAADIGvf0bQ24NQjXKd2aZC0y8r/dypo1a0qnTp38muat76lLGa9cuWLTy3XNdlp0dP29996zbOdjx46VUqVK2es6+qtrz5999lnLmg4AEu5Bt55UNZOlBtapWbBggWXE1OzomqxD99U15MnJyZ599GSvVzRvvelJ2Hsqzueff25Z2AEAAHBnNKv4X/7yF3uswfe6dessy7ne+zvKrNPWV6xYYe+jAbU7kE9PyZIlrZyYjpDPnj3bBlk0WHcH8K+//jrZzgHkvjXdgaJXRHW6kHeSMx3Z1qnsf/jDH+y5ZsfUjJVaemLo0KGZfm93Ao65c+emu9/169ft5h2s6+9j3QwAAIAvzTCuAbIuOVQ6SKJBrs5g1OnfuiY7s86fP2+1wPVe30NL1fpLu7ejR4+291H9+vWzBG8ZZU7PDVjTDeQ+QR/pTs+NGzesDmSLFi08r+kVT32uV1cDMbV8/PjxdiJz3zTgBgAAwO2aNm3qCbiVDohUrlzZZhtqAJ4VQ4YMsYC7Vq1aPpnP/R3I8e7D6YxKTb7mPbACADklpINuPfFqyYhba3/r8zNnzmT6ffRKoK4D12npGdHEHbq/+3by5Em/jh0AACDcaJIz95LBadOmyZdffpmpn9Ma3x999JEFy++//76Nnt8pHaQpV66czwDMU089JZcuXbrj9wYAxwTd2UVHrLWMRWZO4NHR0TZVx/sGAACAzGndurU888wzNnCia6p1aWBG+X3cCdN0+eBDDz2ULcehSXh1ffndd9/tmS2pzxMSEuTcuXPZ8jsAINcH3ZoYQ9feaMDsTZ/7W4YCAAAAgfXOO+9IwYIFbTngBx98kO6+I0eOtLJjFSpUkDfeeCNbj6NGjRqW00cHYDT41/Jiu3fvtszo+jsBQMI96NaR6QYNGsj69es9r+kJU5/Hx8cH9dgAAACQOp3W7U5ipuuz0xpZTkpKsgBdaXkvDdSzW7169SwjekxMjJUS0ynwR44ckYcfflj279+f5ffTWuD+lq8FEJ6CHnRfvnxZ9u7dazd17Ngxe6xlH5SWC9OSER9++KHVgHTXbuzRo0eQjxwAAABp0anidevWle+//z7VxGgaAPfq1csGVLp27Spt2rQJ2LFogL106VIb0Onfv7/VEj99+rQ8+uijloE9M7T0rNYfr1atmvTp04cyZAByT8mwTZs2SbNmzW57PTExUebMmWOPtVzYpEmTLHma1uTWxBxaSiwnUJYBAADAPxqo6lRu9fe//92ynXtXjBk2bJiUKFHCBlbca68D6ZtvvrHs6hcuXJB27drZ8eXLl8+SrOnzW+m69CVLlsjbb7/tUzlHLxDMmzfP+og5jb4pkPsEPegOdZzYAAAA/PfCCy9YRvLatWvLnj17bF31v/71LxsF1xJeH3/8sTz//PM5flzJycnyxBNPyL59+yyHkE5Bb9mypc8+b731lpVBUzpKrsepszC1rFmw0DcFcp+gTy8HAACAc02YMMGS4x44cMDWb+t08t69e1vAreVcdWp5TtOp7e3bt7eAOy4uzka0dTr8iRMn5NChQ579unXrJmXKlJHhw4fbNk0KF8yAG0DuFBXsAwAAAIBz6fTxiRMnSs+ePWX06NFWJ3vz5s2W2EyTp2lt7pymo+0dOnSwKeNaS7xAgQI2+l6lShUrKaZ1w5UG3JpnKCqKLjMA/zHSDQAAgIDSXD26nvvq1asyduxYe03Lg2kt7WB55ZVXbARbaZJepSPeOm1bj9ONgBvAnSLoBgAAQEBFRkbKzJkzbe20atSokU3nDjYta6bBtwbW7qRoDRs2tFF4AMguBN0AAAAIOE2kptPMdU20VqhxB+DBpFPb9ZiuXbtmWcqVTnnX9ecAkF3IXp4BMkQCAACEB63D/dlnn1lW89WrVwdlvXlG6JsCuQ8j3QAAAICITJo0yUqDrV27Vv72t78F+3AAOARBNwAAACAilStXlpdeeskeDxkyRG7cuBHsQwLgAATdAAAAwP8MGzZMSpUqZSXEZsyYEezDAeAABN0AAADA/+g6aS1npsaMGSPnz58P9iEByOUIugEAAAAvPXr0kAceeMCSlY0aNSrYhwMglyPoBgAAALxoObMpU6bYY0qIAbhTBN0AAADALR5//HHp2LGjpKSkWHI1quwC8BdBNwAAAJBOCbF169ZRQgyA3wi6AQAAgAxKiA0ePJgSYgD8QtANAAAApFNCLDY2Vo4cOUIJMQB+IegGAAAA0kAJMQB3iqAbAAAASEf37t09JcRGjhwZ7MMBkMsQdAMAAAAZlBB755137PG7775LCTEAWULQDQAAAGTgsccek06dOlFCDECWEXQDAAAAmTBx4kRPCbHly5cH+3AA5BIE3QAAAEAWS4gNGTKEEmIAMoWgGwAAAMhCCbEqVapIYmIiU8wBZEpU5nYDAAAAoCXEDh06JFFRdKMBZA4j3QAAAEAWEHADyAqCbgAAAAAAAoSgGwAAAACAACHoBgAAAAAgQAi6AQAAAAAIEIJuAAAAAAAChKAbAAAAAIAAod5BBlwul93/8MMPwT4UAAAAhDl3n9TdRwUQ+gi6M3Dp0iW7v+eee4J9KAAAAICnj1qkSJFgHwaATIhwcZksXSkpKXLq1CkpVKiQRERE5PiVTA32T548KYULF87R342cRVuHF9o7vNDe4YO2Di/Bam/tumvAXbZsWYmMZKUokBsw0p0BPZmVL18+qMegJ3L+8w4PtHV4ob3DC+0dPmjr8BKM9maEG8hduDwGAAAAAECAEHQDAAAAABAgBN0hLDo6WkaNGmX3cDbaOrzQ3uGF9g4ftHV4ob0BZBaJ1AAAAAAACBBGugEAAAAACBCCbgAAAAAAAoSgGwAAAACAACHoDlEzZsyQe++9V/LlyyeNGzeWXbt2BfuQ4IctW7ZIu3btpGzZshIRESFLlizx2a4pFUaOHCllypSR/PnzS4sWLeTIkSM++1y4cEG6du1qNUCLFi0qv/nNb+Ty5cs5/EmQkfHjx0ujRo2kUKFCUqpUKWnfvr0cPnzYZ59r165Jv379pESJElKwYEHp1KmTnD171mefb7/9Vtq2bSsxMTH2Pq+88or89NNPOfxpkJGZM2dK3bp1PfV54+PjZeXKlZ7ttLVzTZgwwc7ngwYN8rxGezvH6NGjrX29bzVq1PBsp60B+IOgOwQtWLBABg8ebBkx9+zZI3FxcdKqVStJTk4O9qEhi65cuWLtpxdRUjNx4kSZNm2azJo1S3bu3CkFChSwttb/1N004P7nP/8pa9euleXLl1sg37t37xz8FMiMzZs3W0dsx44d1lY3b96Uli1b2t+A20svvSR//etfZeHChbb/qVOnpGPHjp7tP//8s3XUbty4IZ9//rl8+OGHMmfOHLswg9BSvnx5C76++OIL2b17tyQkJMjTTz9t31VFWztTUlKSvPvuu3bBxRvt7Sy1atWS06dPe25bt271bKOtAfhFs5cjtDz44IOufv36eZ7//PPPrrJly7rGjx8f1OPCndGv2+LFiz3PU1JSXKVLl3ZNmjTJ89rFixdd0dHRrnnz5tnzr776yn4uKSnJs8/KlStdERERrn//+985/AmQFcnJydZ2mzdv9rRtnjx5XAsXLvTsc/DgQdtn+/bt9nzFihWuyMhI15kzZzz7zJw501W4cGHX9evXg/ApkBXFihVzvf/++7S1Q126dMlVrVo119q1a12PPfaYa+DAgfY67e0so0aNcsXFxaW6jbYG4C9GukOMXhnVkROdZuwWGRlpz7dv3x7UY0P2OnbsmJw5c8anrYsUKWLLCdxtrfc6pbxhw4aefXR//ZvQkXGErv/85z92X7x4cbvX77WOfnu3t05ZrFChgk9716lTR2JjYz376MyHH374wTOCitCjI1vz58+3WQ06zZy2diadyaIjmN7tqmhv59FlXrosrHLlyjbbTKeLK9oagL+i/P5JBMT58+etA+d9slb6/NChQ0E7LmQ/DbhVam3t3qb3uh7MW1RUlAVy7n0QelJSUmy9Z5MmTaR27dr2mrZX3rx57SJKeu2d2t+DextCy/79+y3I1uUgurZz8eLFUrNmTdm7dy9t7TB6UUWXe+n08lvx3XYWvfCt08GrV69uU8vHjBkjjzzyiBw4cIC2BuA3gm4ACMCImHbQvNcBwnm0U64Bts5qWLRokSQmJtoaTzjLyZMnZeDAgZarQZObwtnatGnjeaxr9zUIr1ixonz66aeW8BQA/MH08hBTsmRJueuuu27LhKnPS5cuHbTjQvZzt2d6ba33tybQ0wyomtGcv4fQ1L9/f0t4t3HjRku25abtpctHLl68mG57p/b34N6G0KIjXlWrVpUGDRpY9npNmjh16lTa2mF0SrGeh+vXr28zjfSmF1c0CaY+1lFM2tu5dFT7vvvuk6NHj/LdBuA3gu4Q7MRpB279+vU+U1X1uU5jhHNUqlTJ/gP2bmtd86Vrtd1trff6n7t2+tw2bNhgfxN69R2hQ3PlacCtU4y1jbR9ven3Ok+ePD7trSXFdK2gd3vrlGXvCy06uqYlqXTaMkKbfi+vX79OWztM8+bNra10VoP7pnk2dK2v+zHt7VxaovPrr7+20p58twH4ze8UbAiY+fPnWwbrOXPmWPbq3r17u4oWLeqTCRO5J9vtP/7xD7vp123y5Mn2+MSJE7Z9woQJ1rZLly517du3z/X000+7KlWq5Prxxx8979G6dWtXvXr1XDt37nRt3brVsuc+99xzQfxUSM2LL77oKlKkiGvTpk2u06dPe25Xr1717NOnTx9XhQoVXBs2bHDt3r3bFR8fbze3n376yVW7dm1Xy5YtXXv37nWtWrXKdffdd7tee+21IH0qpGXo0KGWmf7YsWP23dXnWlVgzZo1tp22djbv7OWK9naOIUOG2Hlcv9vbtm1ztWjRwlWyZEmrSKFoawD+IOgOUdOnT7eTet68ea2E2I4dO4J9SPDDxo0bLdi+9ZaYmOgpGzZixAhXbGysXWhp3ry56/Dhwz7v8d1331mQXbBgQSs50qNHDwvmEVpSa2e9zZ4927OPXkzp27evlZaKiYlxdejQwQJzb8ePH3e1adPGlT9/fuvoaQfw5s2bQfhESE/Pnj1dFStWtHO0dqj1u+sOuBVtHV5BN+3tHJ07d3aVKVPGvtvlypWz50ePHvVsp60B+CNC//F/nBwAAAAAAKSFNd0AAAAAAAQIQTcAAAAAAAFC0A0AAAAAQIAQdAMAAAAAECAE3QAAAAAABAhBNwAAAAAAAULQDQAAAABAgBB0AwAAAAAQIATdAICQFRERIUuWLAn2YQAAAPiNoBsAkKru3btb0HvrrXXr1sE+NAAAgFwjKtgHAAAIXRpgz5492+e16OjooB0PAABAbsNINwAgTRpgly5d2udWrFgx26aj3jNnzpQ2bdpI/vz5pXLlyrJo0SKfn9+/f78kJCTY9hIlSkjv3r3l8uXLPvv8+c9/llq1atnvKlOmjPTv399n+/nz56VDhw4SExMj1apVk2XLluXAJwcAAMgeBN0AAL+NGDFCOnXqJF9++aV07dpVunTpIgcPHrRtV65ckVatWlmQnpSUJAsXLpR169b5BNUatPfr18+CcQ3QNaCuWrWqz+8YM2aMPPvss7Jv3z558skn7fdcuHAhxz8rAACAPyJcLpfLr58EADh+TffcuXMlX758Pq8PGzbMbjrS3adPHwuc3R566CGpX7++/PGPf5T33ntPXn31VTl58qQUKFDAtq9YsULatWsnp06dktjYWClXrpz06NFDxo0bl+ox6O8YPny4jB071hPIFyxYUFauXMnacgAAkCuwphsAkKZmzZr5BNWqePHinsfx8fE+2/T53r177bGOeMfFxXkCbtWkSRNJSUmRw4cPW0CtwXfz5s3TPYa6det6Hut7FS5cWJKTk+/4swEAAOQEgm4AQJo0yL11und20XXemZEnTx6f5xqsa+AOAACQG7CmGwDgtx07dtz2/P7777fHeq9rvXVKuNu2bdskMjJSqlevLoUKFZJ7771X1q9fn+PHDQAAkFMY6QYApOn69ety5swZn9eioqKkZMmS9liTozVs2FCaNm0qn3zyiezatUs++OAD26YJz0aNGiWJiYkyevRoOXfunAwYMEB+/etf23pupa/ruvBSpUpZFvRLly5ZYK77AQAAOAFBNwAgTatWrbIyXt50lPrQoUOezOLz58+Xvn372n7z5s2TmjVr2jYt8bV69WoZOHCgNGrUyJ5rpvPJkyd73ksD8mvXrsmUKVPk5ZdftmD+mWeeyeFPCQAAEDhkLwcA+EXXVi9evFjat28f7EMBAAAIWazpBgAAAAAgQAi6AQAAAAAIENZ0AwD8wuokAACAjDHSDQAAAABAgBB0AwAAAAAQIATdAAAAAAAECEE3AAAAAAABQtANAAAAAECAEHQDAAAAABAgBN0AAAAAAAQIQTcAAAAAAAFC0A0AAAAAgATG/wHkiA4NE8t/sgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "npz_files = ['ltg_kbf_wf']\n", "npzs = plot_summary(npz_files, labels=['GKBF'], ifscl=False, ifclose=False)" ] }, { "cell_type": "markdown", "id": "b0fd0cf4-45e2-458d-a17a-5679548f9cb5", "metadata": {}, "source": [ "Comparing the prediction, within 200 epochs, GKBF is already able to capture the dynamics fairly well, and more importantly, the three sets of states are identical with the same inputs.\n", "\n", "> `edge_index` is the only new information to be provided." ] }, { "cell_type": "code", "execution_count": 9, "id": "8cfd13a9-53b9-4230-84b2-04aceb7c4984", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "config_gau = {\n", " 'control': {\n", " 'kind': 'gaussian',\n", " 'params': {\n", " 'mean': 0.5,\n", " 'std': 1.0,\n", " 't1': 4.0,\n", " 'dt': 0.2,\n", " 'mode': 'zoh'}}}\n", "sampler = TrajectorySampler(f, g, config=LTG_DATA_CONFIG, config_mod=config_gau)\n", "edge_index = adj_to_edge(adj)[0]\n", "\n", "ts, xs, us, ys = sampler.sample(t_grid, batch=1)\n", "x_data = np.concatenate([ys[0], ys[0], ys[0]], axis=-1)\n", "t_data = ts[0]\n", "u_data = np.concatenate([us[0], us[0], us[0]], axis=-1)\n", "\n", "_, prd_g = load_model(GKBF, 'ltg_kbf_wf.pt')\n", "\n", "with torch.no_grad():\n", " g_pred = prd_g(x_data, t_data, u=u_data, ei=edge_index)\n", "\n", "plot_trajectory(\n", " np.array([x_data, g_pred]), t_data, 'LTG',\n", " us=u_data, labels=['Truth', 'GKBF'], ifclose=False);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }