{ "cells": [ { "cell_type": "markdown", "id": "6c420360-f564-476e-b66a-893d7fd7436c", "metadata": {}, "source": [ "# Example: 1D Oscillator - Part 1/5\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 07/14/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "code", "execution_count": 18, "id": "2986bb58-03ff-4b3c-a856-0087e04d38fc", "metadata": {}, "outputs": [], "source": [ "# Some basic imports\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "import numpy as np\n", "import torch\n", "# We will import relevant DyMAD components along the way" ] }, { "cell_type": "markdown", "id": "594860ed-1ba6-44f1-afbf-75ca71b57630", "metadata": {}, "source": [ "## Introduction\n", "\n", "This notebook explains the typical workflow of `DyMAD`, including\n", "- Data preparation\n", "- Case definition\n", "- Model training\n", "- Post-processing" ] }, { "cell_type": "markdown", "id": "2d8e8bfd-bd15-4447-b2e4-839d85e95072", "metadata": {}, "source": [ "## Data Preparation\n", "\n", "`DyMAD` currently accept trajectory data containing the following:\n", "\n", "- Time of size $(B,N)$\n", "- Input of size $(B,N,U)$\n", "- Output of size $(B,N,X)$\n", "\n", "where $B$ is batch size, $N$ is trajectory length, $U$ is input dimension, and $X$ is output dimension.\n", "\n", "> Note that we use the convention in autoencoders, so the states are $z$." ] }, { "cell_type": "markdown", "id": "cd096777-db14-4be9-a9a9-244095a8513c", "metadata": {}, "source": [ "While in practice one might already got the dataset from elsewhere, here to make the example self-contained, we generate some data ourselves.\n", "\n", "This uses the following `DyMAD` components:" ] }, { "cell_type": "code", "execution_count": 19, "id": "9cebac26-d722-4d8a-b3c1-a5087ad8a651", "metadata": {}, "outputs": [], "source": [ "from dymad.utils import plot_trajectory, plot_multi_trajs, TrajectorySampler" ] }, { "cell_type": "markdown", "id": "6776040e-1c78-4dd3-9728-49595f1ce747", "metadata": {}, "source": [ "First let's define data specifications and the dynamics. To make the training overhead minimal, let's consider a simple linear oscillator model with damping and inputs.\n", "\n", "$$\n", "\\begin{align*}\n", "\\dot{z} &= \\begin{bmatrix} 0 & 1 \\\\ -1 & -0.1 \\end{bmatrix}z + \\begin{bmatrix} 1 \\\\ 1 \\end{bmatrix}u \\\\\n", "x &= z\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 3, "id": "f2be7dbf-d56a-4b75-bfa6-c7d6ff3ca44c", "metadata": {}, "outputs": [], "source": [ "B = 128 # Number of trajectories\n", "N = 501 # Number of steps\n", "t_grid = np.linspace(0, 5, N)\n", "\n", "A = np.array([\n", " [0., 1.],\n", " [-1., -0.1]])\n", "def f(t, z, u): # Define the dynamics\n", " return (z @ A.T) + u\n", "g = lambda t, z, u: z # Define the observation" ] }, { "cell_type": "markdown", "id": "02c6968a-4802-42dc-8561-0d4f706383c2", "metadata": {}, "source": [ "Next, to sample the trajectories, we need to determine how the initial conditions and the inputs are sampled, and how is the ODE solved.\n", "\n", "The options are supplied through a YAML file with possibly modifications from a Python dictionary.\n", "\n", "> We choose YAML files to be compatible with servers, which usually operate in a file-based manner.\n", "\n", "The YAML file for this example, `lti_data.yaml`, is defined as follows, which should be self-explanatory,\n", "\n", "- dims: Define the dimensions\n", "- x0: Define the sampling for initial conditions - here it is random uniform over a square domain $[-1,1]^2$.\n", "- solver: Define the ODE solver - here it is standard RK45 from SciPy." ] }, { "cell_type": "code", "execution_count": null, "id": "79c87f1f-da8f-4150-81ed-ccd852a0cc9c", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "dims:\n", " states: 2\n", " inputs: 1\n", " observations: 2\n", "\n", "x0:\n", " kind: uniform\n", " params:\n", " bounds:\n", " - -1.0\n", " - 1.0\n", "\n", "solver:\n", " method: RK45\n", " rtol: 1.0e-6\n", " atol: 1.0e-6\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "071b4a97-0c9e-43ab-841e-0074556568d1", "metadata": {}, "source": [ "To illustrate the dictionary-based functionality, we define the control inputs as follows, which are\n", "\n", "- Random chirp inputs\n", "- Ends at 4 (so fixed frequency between 4 and 5 time units)\n", "- Ranges of frequencies, amplitudes, and phases are defined by tuples." ] }, { "cell_type": "code", "execution_count": 5, "id": "9cb7c1c0-a07e-4f58-bd62-de18ca9fa546", "metadata": {}, "outputs": [], "source": [ "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)}}}" ] }, { "cell_type": "markdown", "id": "11b81987-561e-48db-ba3c-263df2393c6e", "metadata": {}, "source": [ "With everything defined, we generate the data." ] }, { "cell_type": "code", "execution_count": 6, "id": "e8bb0f6e-733c-478e-9b4e-92c6893b1620", "metadata": {}, "outputs": [], "source": [ "sampler = TrajectorySampler(f, g, config='lti_data.yaml', config_mod=config_chr)\n", "ts, zs, us, xs = sampler.sample(t_grid, batch=B, save='./data/lti.npz')" ] }, { "cell_type": "markdown", "id": "f3f4ea37-27ce-42c3-8deb-0ac59d4502b4", "metadata": {}, "source": [ "To verify the solution, we can plot one of the trajectories. Here we use a built-in function in `DyMAD`, which will be used later for model comparisons. One could also use another built-in function that plots multiple trajectories." ] }, { "cell_type": "code", "execution_count": 7, "id": "6e39a7e5-c3bb-4ac5-8777-edef625b9ae8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trajectory(\n", " np.array([xs[0]]), ts[0], \"sample\",\n", " us=us[0], labels=['Truth'], ifclose=False);" ] }, { "cell_type": "code", "execution_count": 8, "id": "1f0d4eba-0f8e-4370-bf2d-88c72bc14ffc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_multi_trajs(\n", " np.array([xs[:3]]), ts[0], \"sample\",\n", " us=us[:3], labels=['Truth'], ifclose=False)" ] }, { "cell_type": "markdown", "id": "ede91052-0cea-41d7-b84b-e53d4f73865d", "metadata": {}, "source": [ "## Case Definition\n", "\n", "Next let's define the model. To start with, let's use a standard latent dynamics model,\n", "\n", "$$\n", "\\begin{align*}\n", "z &= h(x, u) \\\\\n", "\\dot{z} &= f(z, u) \\\\\n", "x &= g(z, u)\n", "\\end{align*}\n", "$$\n", "\n", "where $h$ and $g$ are encoder and decoder, respectively, and $f$ is dynamics." ] }, { "cell_type": "markdown", "id": "b55220ed-0313-4e8d-9f67-bbb0b3f27230", "metadata": {}, "source": [ "We use a YAML file, `lti_model.yaml`, to define the model and all other training details.\n", "\n", "Let's break it into three parts and walk them through.\n", "\n", "The first part should be self-explanatory - just note that we are not normalizing data in this very initial example." ] }, { "cell_type": "code", "execution_count": null, "id": "93201246-e27e-446b-9fad-66bd00e2340f", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "data: # With dimensions to cross-check\n", " path: './data/lti.npz'\n", " n_samples: 128\n", " n_steps: 501\n", " double_precision: false\n", "\n", "transform_x: # Use observation data as is\n", " type: \"identity\"\n", "\n", "transform_u: # Use input data as is\n", " type: \"identity\"\n", "\n", "split: # Train-valid-test split; valid:test=1:1\n", " train_frac: 0.75\n", "\n", "dataloader:\n", " batch_size: 64\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "b69cf7d0-7631-4370-af50-7975cf18d516", "metadata": {}, "source": [ "Next, the model. The main thing to note is that the model is significantly simplified since we know the data is from a linear system.\n", "\n", "Meanwhile, cubic interpolation is assumed for the continuous-time model. The input data is provided at discretize time points, and interpolation is needed during the ODE solve." ] }, { "cell_type": "code", "execution_count": null, "id": "0656b50e-4d59-45b8-a1b2-311bd1000dba", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "model:\n", " name: 'lti_ldm_node'\n", " encoder_layers: 0\n", " processor_layers: 1\n", " decoder_layers: 0\n", " hidden_dimension: 32\n", " activation: \"none\"\n", " weight_init: \"xavier_uniform\"\n", " input_order: \"cubic\"\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "9a089d67-c2c1-45ef-9e80-8da47f391b05", "metadata": {}, "source": [ "The last part is the training. In the current config schema, optimizer settings live under `phases`, and this example uses a single optimizer phase. The standard Neural ODE solver is used here, and most of the options should be self-explanatory.\n", "\n", "The only specific options are `sweep_lengths` and `sweep_epoch_step`. This defines a sweeping scheme to accelerate the NODE training. In the given parameters, the optimizer will start with only the first $H=50$ time steps of data to evaluate the loss and train the model. After 100 epochs, $H$ increases to 100, then 200, and so forth." ] }, { "cell_type": "code", "execution_count": null, "id": "d00fee84-d6c4-4dba-a550-33efc339af37", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "phases:\n", " - type: optimizer\n", " name: \"NODE\"\n", " trainer: \"NODE\"\n", " n_epochs: 500\n", " save_interval: 10\n", " load_checkpoint: false\n", " learning_rate: 1e-3\n", " decay_rate: 0.999\n", " # NODE-specific parameters\n", " sweep_lengths: [50, 100, 200, 300, 501]\n", " sweep_epoch_step: 100\n", " ode_method: 'dopri5'\n", " ode_args:\n", " rtol: 1.e-7\n", " atol: 1.e-9\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "82f3f3c8-077f-4a68-9ea1-3c286dea902e", "metadata": {}, "source": [ "## Model Training\n", "\n", "Next, let's import the following:" ] }, { "cell_type": "code", "execution_count": 12, "id": "4e26c531-f160-4468-aa4d-356d9277c4e0", "metadata": {}, "outputs": [], "source": [ "from dymad.models import LDM\n", "from dymad.training import NODETrainer" ] }, { "cell_type": "markdown", "id": "dee6124b-4a2d-41c4-8356-ffc85319c481", "metadata": {}, "source": [ "... and start the training.\n", "\n", "The training process is tracked in the folder `lti_model`, i.e., the same name as the YAML file. It includes at least a subfolder `_c0_f0`, consisting of\n", "\n", "- A log file of model construction, loss history, etc.\n", "- Plots of model predictions that are regularly evaluated on the dataset during the training, to help assess the model performance on the fly.\n", "- Plots of loss history, where the test loss is included as well - but it is not used to select model, and only for monitoring purpose.\n", "- Checkpoints of the intermediate models.\n", "- A file of training histories.\n", "\n", "After the training is done, the checkpoint of the best model is copied to `lti_model`.\n", "\n", "> You might be curious what would be `_c1_f0`, `_c1_f1`, etc. These will be discussed in Part 4 when we have the parametric sweep study.\n", "\n", "The notebook or the command line (if using .py script) will not have any outputs. This design is again to align with usage on servers, where graphic interface might not be available." ] }, { "cell_type": "code", "execution_count": 13, "id": "7e3e88ff-e3d9-4a1e-a88a-9cd5f55c654c", "metadata": {}, "outputs": [], "source": [ "config_path = 'lti_model.yaml'\n", "trainer = NODETrainer(config_path, LDM)\n", "trainer.train();" ] }, { "cell_type": "markdown", "id": "6be6846c-efb4-4ff8-ac28-6d0a1a162876", "metadata": {}, "source": [ "## Post-Processing\n", "\n", "Once the model is trained, we pre-build two ways to assess the training.\n", "\n", "### Training History\n", "\n", "The first plot is the history of losses, which are saved in `lti_ldm_node/lti_ldm_node_summary.npz`. The training loss is the objective to be minimized during training, while prediction criterion is the trajectory error evaluated using the model during training.\n", "\n", "The two losses are usually different. One is that their mathematical definitions are different, e.g., in the weak form optimizer. The other is that the prediction criterion is typically only evaluated for a random trajectory to save computational cost, while the training loss is for the entire (training) dataset.\n", "\n", "Note that in the plot below, the loss has several jumps in the middle. This is due to the sweeping scheme, when the prediction horizon changes. Meanwhile, the prediction criterion is always evaluated over the full trajectory.\n", "\n", "> In this setup, the loss has not reduced too much, so we would not expect the model prediction to be accurate." ] }, { "cell_type": "code", "execution_count": 14, "id": "174006c9-99f7-4d32-9110-7d3c51f56468", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from dymad.utils import plot_summary\n", "npz = ['lti_ldm_node']\n", "plot_summary(npz, labels = ['LDM/NODE'], ifclose=False);" ] }, { "cell_type": "markdown", "id": "7cb19cb6-1bf6-4038-8ba4-ffaa35eb118e", "metadata": {}, "source": [ "### Model Prediction\n", "\n", "The second plot is to make model predictions and compare against truth.\n", "\n", "We make it more interesting using trajectories with entirely different control inputs - random Gaussian in this case." ] }, { "cell_type": "code", "execution_count": 15, "id": "8f30d7df-72b0-4222-95b5-8efd4cb1ef02", "metadata": {}, "outputs": [], "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='lti_data.yaml', config_mod=config_gau)\n", "\n", "ts, xs, us, ys = sampler.sample(t_grid, batch=1, save=None)\n", "x_data = xs[0]\n", "t_data = ts[0]\n", "u_data = us[0]" ] }, { "cell_type": "markdown", "id": "7f99002e-b605-4cf5-bf3e-eb1cb2de9533", "metadata": {}, "source": [ "Next we load the model, which generates a handy function for prediction." ] }, { "cell_type": "code", "execution_count": 16, "id": "0294e521-e1f5-469a-85b3-91146d8bb059", "metadata": {}, "outputs": [], "source": [ "from dymad.io import load_model\n", "mdl_nd, prd_nd = load_model(LDM, 'lti_ldm_node.pt')" ] }, { "cell_type": "markdown", "id": "65a4fd79-e52f-4571-85b4-48ed8be39fce", "metadata": {}, "source": [ "Lastly predict, plot, and compare.\n", "\n", "> As expected, the prediction is far off" ] }, { "cell_type": "code", "execution_count": 17, "id": "a047ebf1-bc6c-40d1-9069-5608cc04d128", "metadata": {}, "outputs": [ { "data": { "image/png": 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vewgodAxCiNhybkLkBeIBURxEZE52akadFYQZ3muI5ECcYG0QiUHx9datW9WGgnZ83bFjh81iCudHpEyDgoJk5cqVp4wExcTEWFJp+GrL/3m6SBZEmpbuw/OhmZtWBWNzEH1C0wBSemaF7xvzQtFkAxRNjgNdT6hj0rqNMEQVM8FqA08w5oVrU3MKT4tC4SJ/sigULAzQQQYRBfsFRE3wPkFkBSIJkRyIBTzHNYGICoqlIZCwQdToC6ZPtzaI6OD9WVVMoWuwNp5UEEla0TY2FPE78rWAFCSeG3z4wvN7MpF66aWXKpsKzTrCTPB9Y14ommyAoskxoHNn8ODB6sQPMD4DRoW17YThCcZ+ivKKpSi/REKjgqweT0vMlqLcYvHy9hJffx/xDfARX39v8QnwEb8AH/HxO3U9Dtfm1EB8QAD98MMPajvZuBh0uCGVh9qgU516IYw0kYTxM4j8GL02iOKgww3Hot+0VCDmQ2oCCRvSb87sbjt+/LhFQCFlifsacI7HLMHbbrtN/Pz8xCzwfWNeKJpsgKLJMVx33XXy3nvvqduYGYbUwqkGqZ4MnmBspzC3WDKO5Ej6kRzJOJwj6Yez1e28tEKJaRUukx4bZPXzPz++Wo5uTT3p/iCiAsP8pd3wJtLr/LZW3zu8OUUCQn0lvyxHmrRo7LCCZ3cBp1TM3tME1Lp16077O4jaaFEcfK3NXEaj3zeIgiHKg1pEs1oA4H+GUe79998vaWlplsdR7P7aa6/VqizAkfCc5n6iiSPmiV28//77FsGET8MwsKyLYCKn59CGJNn++yFJO5gtuWkFJ/25ooKKuW21oaSwVHIK86W40LplvKysXH59Zq2UlVZ8tgoI3SER8aES0SSk4mvTUGmYECbBkQGmvcDWN3gekIbDhlEwSOMtWLBADa1GvRIiPPieJpIQSXKWfUFNwIiyrjP+6gsIEHxYO++889RsQhjpQqwi9YhaJ3jCPf/88zY3oRBiKxRNpM6g8+Xmm2+23MeJCx04pG6UFpeqaFHagWxJPZglPSa3lqDwyg6h/IxCSdyQfNLfDwjxUyIGkaaqtBwQJ1EtGkh5WbmUFJUqkVTxtUyKC0qkMKdYCrKLrP6e+puZhRbBBPBzJ3alq01PULi/jL69p8R1cL22cEeDlBzGCWFDKhsFz3DIJ/aDVCd8teDefssttyjfKPDFF1+oxhTMEsTzzigPMQqKJlLnED5GUGhdOXBNxogEYhsQH6mHsiTtYJak/ieSIJjKdQKlaY8YSegeY7kP0QP8g30lMiFMIpuGqi2iCb6GKeFysmhPx9HN6nSc3j5e0uv8NpKdki9pRzMlP6VY8tKrd2LlZxZJSMNAq8eQDtz91xGJax+pxFSDuGCPj0YFBlo/R8QYYEeAbj9EvpGyg2UDCvMhpD755BP1gQ4pUELshaKJ1Jpjx47J1KlTVUcO6Nevn7z44ovOPiyXAJGer+/5SzKPnd6cEIJKL5qQBrv4peESGhNUb+IjqEGAqnHS12aUFJRKxtFcS00VjjM7OV8dl57ETcmye9kRtal9hftLIwio9pHSqH1DiWoeJt4+jAAQY0A0CREnpOzuu+8+S9kAxBQ6GPHY//73PwpXYhcUTcRm8OkNVgIotNTGISA8/tVXX7mE0Vx9da+l7M+S5L0ZkrwvU0IiA2Xg1E6W76vutYDqhdR4HBEjCImo5g1UVEmLLGl4+3pLWGywOBv/YD+JbROhtlORvCejWjTqwOoTalN4VfzfPSa1lt4XVBafI134yY1/VPyIThxabloe8pIJM/taHcf+1cdl5UfbJKZluES3+m9r2UCJP+IZwK8KQ4Evu+wyNUsQjT+wXcCw6C+//FLefvtt0xSKE9eDoomcFnQWIJL0wgsvWHnRoM0XJyFML/dEUHiKiIuq8dmZLkl7MioiSLp+1LCYICvRBOI6RCrhpMTRfyIJtUiwAnAnIGiS92XJiZ1pcmx7RR1Ucb6uSL1cVDoS0beqlBbV7FlUlbKS6j+HDsKDaUlycF2S5bHQ6ECJ1oRUywbqa2CoY2ayEXMAV3J0MT7xxBOqtkmzWECh+FVXXaW8nfChj5DaQNFETgqiSa+++qqKLunbehFVQg0TagfgTuyJHFhzXP56d4uqTToVKK5G9AnRGY2BV1qLKHcF3k+qnql9pHQ/p6ITLz0xWwnM4zvSJSspTwkmdN7pQXSpYbMwqTBDKa8UWLr76nY5/oZ3tWJ4vyAfKc637gLMSSlQ24E1FVEuv0AfueLdMUwPujlIxWGsE7rprr/+euXoDubOnauGHb/55psqnUeIrVA0kWqgfgXFk8j/62deYc7VNddcox5HR5C7gW6yzKO5yvMoOylfspPzVK0OtgGXd5AWfSu9c4IjAqoJJhRNI2oU3TpcdbDFtA6X8PhQ8fb27OJnDTwPFdG1BtJpXPOT/hyicOc9NaROfyO+c5Rc+e5YyTqRp9KjKdj2Y8tSHYMaMW0iqgmmFXO3SklxmTTu0FDiOkZKaHT91Y4Rx4IhxXBgR0E4apvg2YcaPTSzXHLJJarkgFEnYgsUTcQKDAm95557lJ2ABi4c6IzDMF6YgrpTem3j93tViz8cs7OO5/4XzahO1vE8q/tRLcMlJCpQ1R01alcRTUHa53TO2sTxoE4qvHGI2toMrhitgSgXUqcQURBT0c2t68UQ8drz91EpyiuRXUsOq8fQDYhUKjr/YttGqE5FRqZcu1Ac9gMYZwOrFPhmgXnz5in/LFgXnHvuuc4+TGJyKJqIArOoMCsO3iZ6zjzzTJWec+V2XVwQ0w/nSF5moTTtGm0lBvevOi5ph2qeGaaBFn+9VxHw8fWWS14ZwUiEC0W5ImHN0CRU2g6tbniIVKE+EgVgILp3xTG1AR9/b1UXNfDKjuorcU0wo27+/Pny2WefyfTp05V9CqJOSNNhjt0rr7zCqBM5KRRNHs6JEyfkoYceUiMJ9AND0aL73HPPqaJJVwR1RAfXJ0ni+mQ5ui1VCrKKpEGjYLnoReuJ6Oi8gmhCbUyF31HFhihFWEywaqNHnUxNUDC5D+FxIXLl/41VxfzHt6epmivc1gspFKejHssvyPq0iQL3I1tSJKZ1hErLYhwNMTd476K7Duc3RJ8w7gZASCHa/uGHH8oZZ5zh7MMkJsSlRBMmXqPjAbOc4BWETwsYDktqDzpJUOQ9Z84cld/XSEhIUK25OKG4mosuBtUmbkiSfSuPyeF/U6S02LqzCnUuEE+BDSovat3PaSVdz2opYbFBTL14OOhejO8UpTatMy/lALr/0iV5b6aykcBrDOJbz6H1SbLph32W+/g+6tmQ0oMob9i8gYpMEvOBocTfffedfPrpp2rYL6JO+CA5fvx4ufvuu9W50N+fIpi4qGjCEMnu3bvL1VdfzY4HO8CE8Ntvv1127NhheQzDCh944AF14jjVRHUzknUiV1Z/vlONGKkqlAC6qRp3jJL4zg3Fy8c6OmQG3yNiTuCLVdWPChHMqhFGCKqq4hybJa3nV5HWaz2o8SkL4Ilz0Go2R48erRpdFi5cqB5HpH3JkiUq+tS2rfUQa+K5uJRomjBhgtpsBSM+tDEfQIuooABYn4ryFPbt2yd33XWXJRStnTBwonj00UeV2zNw1nODv1uXtfEL9lWf9stKKuuO4D7dol+ctOwfJ7Ftw62iSJ649s5aG3fDN9Cn2nMw6JpOkrynolMPAir1QJaVeMdtpPCiWzWw+l10a/44e5XqxAyODFTWC9hCLLcDJTDc/7Tdl1wbY4B9yo8//qhqmtBhh2j82rVrpVevXqq77oorrqj1Prk25kVbG7cWTbXlySefVOmnmswaUfjnaumnupKXl6dScfAk0YtIzGt67LHHVPQO4Dlx9osYa4MXck1rU5hdLEfWp6u0SZvRle3/oFGXcEndkyONu0VIfI8IadgqVHVRiRRLSmpKPf4X7snp1sbTCWvjI2FtGkpLaaiaBrKO5kv6gVzJOJgr6QdzJS+1SAJivKzeY7mphZKemKO2k+IlEhDqKwNvbiuhjSrHf+QkFUjm4TwJCPMT/1AfKSjPU2vk48PuTXuZMmWKanyBF93evXslJydHpk2bpj5swiQzLCzM5n3xfWNetLWpLW4tmmbOnCkzZsywijShZic8PFxFVTzhRYz/GW20q1atssrj482PuiUzFTPjRYzjiYmJsawNTjb4FL/tt0Ny4J/j6oKEQtx+53e2ctAedWOEepx1SfW3NuTkxDUWkd6V9/OzisTX31v8AitPucnZGSp1V1NK2UI5PiyUSFzTRlYmoMnrD8iGTw5a/ai372HlLaXZLWCLaBKiLDFI7UCqbv369XLHHXcoI0zw7bffysaNG1X9E+Zt2gLfN+YFawNBXFvcWjTBubqmmWh4EeMF7O4vYrwgzj77bItg8vPzkzvvvFOZU9bm01J9oq0NUm37VhyTrb8eVOkOPRjFcWJ7uiT0rEgngqAGHMLpaDzlfeMIQiKqvz4btW0o0z4Yp0xSc9MLJC+9UPLSKr5q92F7gOYFpPD0z3t+ZnUnerxn4CeGDfV9IDIhVM5/eqjVz+1bVVFrFR4fIuGNQmqchUgq6jzff/99GTdunJphhw+gKHEYOnSoymKg1MGWD51835iXugQN3Fo0eTIomodg+vvvvy1DLH///XdlJWBmMDdszZ87ZdeSI9UctwNC/aT9yKbSblhTZQ9AiDuctGFRgC2qFiMcm/eOlaAG/sp7LD+jUDKTs6Ukt1z5Tenn9iHaVJX13+yWjCO5VnP5KiJTFVYb4Y2D1e3QqMD/UtyeDRzD+/fvrzyc8AEUw39hAAyH8Q8++EAiIxnJ8yQomtx0ZtykSZNk6dKl6n5ERIT89ttvphdMMKFc8dpuKciwFktw2u50RnNpNaCx2w21JaQuIOWmpd2QZkCtFEoOvMRLRacyjuWqkUAQRHrgjF7V3V6by3dkc6rV46Nv7yEt+yPPWEH6kRxZ99UuNUcR3mX+Qb7iE+Cj0o6+fj6W2z7+PtKkc5SV4IJVA2oR/UP8XHKsUMuWLZXlzaxZs1RpA0CNE86pGFpua7qOuD6Giabt27fLWWedpcKXjkw37dmzx3J///79KseMKEqzZrX4mObGFBQUKO8qGLRpIWZYDKADxOzgJNusf5Ts+uW4muPWamBFizY8b8xUe0WImd9DqGvCpne/t1BWLiNv7a5EVdaxPMk4lqPEFcbHVMVPN2Qa5KTky4HVFQOPT8c1n463ur/+692yZeEBZfmBCBaMY+GNBsuPsJjKr/BQM+t7HeUNSMsNGzZMddKlpqbKwYMHZciQIcqeAO7iZj12YkLRVFRUpF5AjgTtnyNHjrTc14q8p06dqsKkng464+BfBZEEULf0yy+/SN++fcWMHNuepqJI+uLYZgOjJTQsVDqMbibB4dXr0Qgh9nlP6aNHWrMF6qYwmw+bilIdy5UQXeE5KMqtXkdVExg3U1U8wF5B/a3S8oph2En5Ilur/27TbtEy/v6+1c4T/iG+SmghuuVsYHuD2ZxI261YsUJZE8D3DpEoTFZAoxFxX2x+Beq70GoiObmi8NCRjBgxok6+Cp4AROuFF15oMWYLCQlRtwcMGCBmoyCnSFZ/hrqlw8qNu/9lHSzfC2zgJz0mN2HRJCH1BAROUHiA2jCc+GS06NtIprw6QgrzSpSAQsoNY2ZQQwVRhA23y9HyV4XIpmHStHuM5GUUKMGEZo6a0HcIavz56kZVt6XVNeqjU/jQhfE1SEPWZ5QHXdgwvoQhMKJM4JtvvlFi6quvvnKJyD5xsGh6+eWXpUePHirdUxN1ad0jxoBPOvjUA2M2EBwcrAbvDh48WMwEBC9GnKz8aLv6ZAu2/Lxf2g1vok6qhBDz4uPnIyFRQRJSh1m2nc9orjbtPFCYWyw5SfmqcD07GZGnPMlJzlcCSA+EmCaYAJpDCnMqjET1wMx26PVdpZmuo7Y+0nUY64V0HbIdGMGC8pSBAwfKSy+9pGbaEQ8WTW3atFHt6rCbrwnUFvXurTMmIfUCOjnQ1YE5fCAwMFCJJ7yRzQROin/P3SqHN1UaTSq/pSntJSKenXCEeFTHYKi/2qJbnTqVBV+2Xhe0+S+lVyGwUOheNZiVn1mkImV6MHB5+2+HKuYAtouQhs0aOKQIfeLEicrT6eKLL5bVq1erqP/NN98sy5cvl7ffftvwv0dcRDTBPRqDck8mmvBGYOqs/gUTChK//vprdR+eVOjowORus1BWWqYKQNd/s8dqYnyLfo1k4NROamQEIYTUBGqYep1nPfettKRMFaVnHMlREaekPZmSlpgtDZtZR6uPbUuV3X8dUZv2IQ0dh407Rkqj9g0lplUDFT0zghYtWigLgnvvvVdlZQBm1m3dulXeeecdy4gq4kGi6fnnn7cawVEVjOLgfJ36o7S0VK666iqZN2+euo9J3JjWPXbsWDEL+KT39/9tkdSD2ZbHghsGyOBpnaV5n0ZOPTZCiGvi4+st4XEhamveu+I8gg/sVWuaUvZVN8U9vClZbWo/ft4S0yZCWvZrJJ3PaGH3ceEcjLQczC8xdgUlK5s2bZLx48er8zRMMonrY3O1bVxcnDRvzgndZgDi9Nprr5VPPvnEkltHESLenGbi+M70SsHkJcpr6YJnhlIwEUIMpaYi8BG3dJNzHhkoA67sKC37xSk7Az0YX3N8e1o1caV5UsHTqi6cf/758s8//0jbthURMtQ6nXnmmfLuu+/WaX/EXDi/f5PUWjDB0l+zWPD19VXdGnD/NhtdxjeXPcsrQuNDrukisW2sizwJIcRRIPWGcw62LuNbqGgUjD2P7UhTYgkf6lB8HtfB2tEbXYHf3r9cpQbjO0dJk67RakPHnq106tRJ1TdhvieacpAZuP7665XPILye2B3sulA0uRB406PA8L333lP3MdEcYV+4fzsb+LrAT6XDqATLYxiee8bdvSUIc7M4SJcQ4uRolDbIuMPIivNUTmq+lU+cVgsFPyl06u3/57jaAH4voUeMJPSMUdYMSBOeCkxiQMnErbfequqawDPPPCN79+6Vjz/+WIKCbBdhxDxQNLmQYILjrNaNgU8qmLaNULAzKS0ulU0/7pNN3+9TYxLgmxLdsrIjBi3KhBBiRkJrOD9hRAw8qY5uTbVyStfMP9HY4hfkI027xsiIW7ufUjzhg+2cOXOkW7ductttt6lMAUopDh8+LN9//700asRSBVeDoslFBBPsHl5//XWLYMInFbS4OvOYjmxOkZUfblcnEo0N8/fK2Bk0diOEuCaIImFD5y+68zCT7/DmFEnanaHmY4Li/FLJPJ5bTTDlpReoyHrVGqubbrpJza/DORsF4qh5gvHwTz/9pFJ5xANEE7woMPutdevWqq6GOE6c6NtY8WacO3eu8mZy1vEkbkyWjd/tVScR/cyrLme2kF7ntXHKcRFCiJGgpCC2baTaep7XRqXrDv+brM5/2JCqq8pPj61WhpyIVLXoGycxbSuj7igGh3cT6k8RaTpw4IAMGjRIWcaMGTOmnv87UldqrXby8vJUmujDDz9U93ft2iWtWrVSjzVp0kTuv//+Oh8MqS5Q9Db9APVMV155Zf0fS1m5HFhzXIklvYUAiG0bIYOv6SxRzWp2iyeEEFcHI1xaD4pXGzrrSv+bp1c1fQe2LjqoNnTsxXYKkw7DvKVJl2hlzYMoE4QTRq5kZmaqWXZvvfWWXHPNNU76z0htqHV17syZM5X3BObuwH1aA0r5iy++qO3uyCmYPXu2PPXUU5b7qGe6+uqrnXIsx3emyR8vb7QSTJEJoWpi+sTZAyiYCCEeA5zFqxaQlxSXStPu0eLtU5maw7ioQ6tS5ddn1smnN/4hS9/6V8pS/GTJ4qXKSVz9XkmJspDBtZVeh24YaUI3AMQR8rH6vG3nzp1VVwAxhkceeUQeffRRy33UM6Fl1Vkgxx/TKlyS92WqYu8ek9tI896xKi1HCCGeDj44jr+vr5qrl7ghSQ6sOSGJm5LVEGOAovLdy46o+ZuXvTlKjb666667LKUX+ICM2XXI4ugDEsTFRVNycnKNlvC5ubn1OmXanYGPB6JMGnhTwWqgPsCokx2LEyVpV4aMuq2H5XGsbf/LO6jvN+kWzbUmhJAaQPddmyFN1FaYVyTblu+TjF0FcmhDsnIlRy2Uf7Cf+lk4iGOu64fPfinHMhPlyy+/lKNHj6rOuoYNGzr7XyFGiCbMoEPFP2qYgHbxRK0NpjuTupOdna08PT766COr8TVoVXU0MHTb/vsh2fzTfhVSBh3HNpPGHRtaRZsIIYTYBlJ4jbtFSPcxsVJWUtFEExxhPVj4xutvkqA1raS82EuOZByQ1QeXyPgRZ8mXP3yuZtoRFxdNTzzxhCpc27Ztm8rFIgqC2ytWrJClS5c65ig9ABQHoiMO4VkNhGtnzJjh0L+LjpCtvx6QrQsPqrCynmPbU61EEyGEkLrh6++jxrlUBUIKggk0iWgh50ZMk7LyMnn7xm9k1GUDZMSF/avVTxEXKgQfMmSIbNy4UQmmrl27yq+//qrSdStXrpTevXs75ijdGNjrP/744zJ48GCLYAoLC1Nz5e677z6H/d38rEJZ88UumXf7Eln/9Z5KweQl0mpAYzn3qcHVposTQggxlsYdGsqgqzpJo3aV41y8vbyldcNOcnBhlnx0/W+qgPwonMrL6zYPjxhHneQrvJk4fNB+EhMT5fLLL5dly5ZZHkOBPZy+YePgKHYuTpSVH21X9UkaKOhuMyReup/TSiLiQx32twkhhFQCW4JOY5urLTs5T/79dY/8891maeBXEeUvLxFVQA6H8kteHqE+2BIXijTBFj4pKana46mpqep7xDZgaAZrfU0wweX7oYcekr/++suhggk0iAuxCCa0x2Je3IXPD5PhN3ajYCKEECcRFhMsgy/rJjd+eK6sKv5Rlu1ZJHlFFd5Px8v3VRNMhzclW334JSaMNJ0sPFhYWCj+/v5GHJNbAwv9O+64Q/7v//7P8lizZs1UOm7o0KGG/z2MAijILrYqPkSdEqZ2R8SHSLezW3I+HCGEmIjg4GB5e96rqqb17tcvk55NB8q+lB2yJX+FMsL08/OT7OR8WfTMWlXv1GZwvLQf2dRq7idxsmh65ZVXLN1y6JQLDQ21qstBxKRDhw6OOUo3Ye3atarYe/fu3ZbHLrroImVaiYnYRgOPkH8+2aFaYM+e3d/KJmD8/X1oG0AIISYFmRtYEjRv3lz5OYH3339fWRJ89dVXsmvpMZFyzMGr6HzGFtWigRJPEFGarQFxkmh68cUXLZEmKF19Kg4RJrRG4nFSHbi8YhTKgw8+qAroQUhIiLz22msydepUw8VL+uFs+efTHXJ4U4rlsf3/HFcF3hoUTIQQYm5wnka0CSPKMD4LM18XLVokw4cPl0/f+krajWiqzDK1FF3qgSxZMXebOv+36t9YCahG7SN5vneGaMJwXjBy5Ej59ttvJTKystKfnJwjR46oF/uff/5p5XX12WefSdu2xnanwV9p3Te7ZccfiZZp3CCmTbiExTAFRwghrsjFF18sjRs3lkmTJklGRoasX79eJlw0WhYuXCgDLh+phNPOxYfVxAYAF/Ldfx1RGxp8Rtzc3dn/gufWNC1evNgxR+KGYOQMhjCmpaWp+1D7sBGYM2eOofVfpcWlsvXXQ7Jx/h5l1a8REhUo/aa0l1YDG/OTBiGEuDDDhg2Tv//+W/kkHjp0SA4cOCCDBg2SH3/8UQaPHiwdRjeT1INZSjztWX7Eci1A/WpNdcm8JtSj5cDhw4flhx9+UAuHcKGeF154QTydvLw8FVJFrZIGwqsff/yxitQZCdpQ/3p3s2Qn5Vse8w3wke6TWknXM1sqQzVCCCGuT6dOnZQn4plnnimbNm2S9PR0GTNmjMpcnHvuuRLVvIEMmtZJ+l3aXvavPi77VhyrZqh5fEe6rPhgm3Qck6BGvfgH0TizNtT62frjjz/knHPOUW3xO3bskC5duijFC/Xaq1cv8XQ2bNigir3x3Gicd9558s4770hUVJThf8/X37tSMHmJtBveVPpc2FaCIznwkRBC3I34+HjVeHXBBRfIb7/9JgUFBXL++efLq6++Krfccov6GXxYbjukidqqgoLx9MRsVfu05vOd0npwvBqZhYHDxAE+TTNnzpS7775bNm/erCYxf/PNN8qkEYVpF154oXhysTeibP3797cIJrSNQizBk8kowaSvVQKxbSNV+q1xp4Zy7uODZdj1XSmYCCHEjWnQoIEsWLBArrjiCnUfQQvMLcX1+VSu4WVl5ZKXUWi5X1xQqmpg59//t/zw8ErZvfyIlBTR9+lUeJXX0pcdIz4wRgWu4CgGX758uXTu3FmFClGkhqiTWcnKypLw8HDZtWuXOn4YShrBsWPHZNq0aWqkjEbPnj1VyNQoG4bighL5d8F+ObolVc6a1V+8vSvz0eic8PH3dvkcNYQnjFMxlseotSHGwLUxL1wbz10bXL7Rlf3kk09aHoOQgi3Qqepm0WW3/Y9Dsmf50WrmmAGhfipj0Xl8cwl1Yw+/srIy2bt3r7Rr104yMzOVELWFWq8iWuW1OiZU8+OPaqSkVLa4ewoQSnD21gsmROKQdzZCMOGTwa4lh+WrGctkw7d75MSudNnz1xGrn0ENk6sLJkIIIbUD5/0nnnhC2ddo1wDUzp599tmSnZ190t+Dn9OQa7rIpa+PVHPvIhNCrYa4b/5pv+SkFNTL/+D2NU2YjYboUseOHVUxGky3kKqDDQG+50msWLFC1XfBDV0TkR9++KGMHTvWsCLvfz7ZLqkHK1/8Xj5ekpdeGV4lhBDi2aCWCbVOqKdFjRNqnVAy89NPP6nr0smAASZm3nUc00xO7ExX9U4oIMc4rUbtIqr5/wVHBKpIlCdTa9GEuh2MAgFoncftL774QnkOeVLn3L59+2Ty5MkWwQQB+cEHH0hMTIzd+848liv/fLZDDq2znvHXvE8jZSEQ3jjE7r9BCCHEfUD33O+//y4TJ05UXXVoSoIlAcww27dvf8rfRZQqrkNDtQ3ILJTc9IJq2Ytlb22WtMPZ0mZwE+l0hucWjtdaNOmHySJV54ku4DAXQ/gzOTlZ3R81apTyZMI8IHvISc2XdV/tVnlmfcE3Qqn9L+8g8Z2M774jhBDiHgwePFh5OY0fP97KywlF4wMHDrRpH0HhAWrTk7Qnw2KcuXNxotriOkRKp3HNpUWfRuLt6zm1dN51EU2pqak1Cgm9oHJXiouLVZfg9u3b1X3ULaE7zl7BBEqLy1S9kiaYMGR32A1dZdJjgyiYCCGEnBaUzqCmtnv3ChdwmCtrH+zrCkRUpzOai1+Qj5Xf05+vbJR5dyyRDfP3SH6mZ5SN1Fo0QbliQG9VkKbCyBB3Bp0KyB0jBAqio6OVgq/rSJmivGKr++FxIcozwz/YV3pd0EYufGGY6mLQd8oRQgghtng5jR49Wt3XvJzqmhnCGK5BUzvJlNdGKfPM8PjKEpG8tEKVIfl8+mJZ+ta/1WxxPDY9BwdwjV9++UW17mtARMH0EkN73RnUbL377rvqNto5odxhXVBbUvZnyob5e9XXi14YJj5+leq936Ud1IuSE6oJIYTUFbTQ//zzz3L11VfLp59+qlrsb7rpJjXR49FHH61Tx7V/kK9KycEME/Y32349KAfXJ4mUi5SVlKvRLV5u/iHfZtGEomeAJ3rq1KlW30NqCoLp+eefF3cFAumee+6x3J87d67KH9cG5IURxkzcUFELBXYvO6JmBmkgJUcIIYTYCz7cf/TRR2qM1zPPPKMee/zxx5VwQgCgrmUlXl5eaqYdtuzkPNn22yHZtfiwdD6judXPlZaUyb8/7pN2w5pIiJt4PtksmqBSQcuWLWXNmjUqNeUp4P+97LLLLE6rDz/8sGrttJXjO9JUZOnIZmsfq+DIAPHhbDhCCCEOAqaaTz/9tDRt2lRuv/12dR2DNc7x48dVPW5oaKVHU10IiwmW/pd2kN7nt1Umy3oOrDmhUnfrv9mjCsZRF4UCclf2Fax199z+/fvFk4C1ADrlMIQXQCzNmjXrtL+HF+axbRBLe9RXPSFRgdL9nFaqXokDdQkhhDia6dOnq1onBABQg4wyG83LKS7OeqhvXfANqH4tg+8TQJ0T/J+wNWwWplJ8rQc1Fr9AX/ctBEc1Poqe9SDsh8gTLOKvv/56i2eRu4AuwQkTJigbfIAX2Pvvv2+TSt788wH5+fHVVoIJxXRDrusiF704XBmKUTARQgipL1AMDuPLiIgK48r169crSwKMFnMEI2/tLj3PayNB4ZUjXdIOZcvy97bI57culn8+3SFZJyoCEm4nmh555BHZunWr5T5cwK+55hoZM2aM3H///fLjjz9azb9xdfLz85Xbt/Zi6tSpk8yfP18CAmyrOWo1IE68fSrEVYO4YBl2Y1e58Plh0mFkgvh4kKcFIYQQ8zB06FDl5ZSQkGDJHkE4rVq1yvC/FRIZKL0vaCuXvDpSRtzSXWLbVLqMo2gc41q+nLFUdvyZKK6CzVdvDOnV2hfBvHnzpH///qqYbMaMGfLKK6/Il19+KY7m9ddfV0XngYGB6u+vXr3a8L+BbkAMPcSYFIDQJboQTmYtcHRbqhxce8LqMQw67HV+W6W0L3humLQb1tSjDMAIIYSYEwQBkD3q2rWrJasCLycEPxyBj6+3tBkcL+c8MlD5DrYd1kR8/Cqvh407NRRXwearOGzZGzVqZLm/dOlSlbrS6Nu3ryQmOlYtYlwLBNrs2bNVWBHmXWeccYYlfWYU6JL75ptv1G0UyUEwNW9u3RUAUg9myaKn18rPj62W5e9vleKCEqvv95jcWloPiqfPEiGEEFOBjrq//vpLRo4cacmuoEv+nXfecejfjWkVLsNv7CaXvDpC+l7STtqPSFAehXq2/nJA/p67VdKPVIxsc0nRBMGkFYEXFRUp0aIf0IuJyka4Yp/OJ+m6666Tq666SillGHUFBwerOiOjePnll+XFF19Ut318fFR3Qc+ePa1+Bi2WS97YJPMf+FsOb6qwD8jPKFT2AYQQQogrAL/FhQsXypQpUyxd8jfccINqdtK6xR1FUIMA6X5Oaxl6XRerx8tKy1Tabvtvh+Sbe/5StcHI5JSZxDTT5tJ1DKRF7RJaF+FZBLGC3KjGv//+WyejR1uBUFu3bp3MnDnTqpUSNVUIM9YECtP1xelZWVnqK14MmoWCHkSX7rzzTst9iLKxY8dafrYgu0g2fb9PdQTAyEvfDQcHb7h517RfYht47k62NsS5cG3MC9fGvLjC2iDYgaYudNZpXoswv0TmCNdARwdDqpJ6KEsKsiunZRzdmqq20OhA6TCmmbQb3kQCwyoLy+1dG4eJJjyJ5513nuogQ8oKPg8wztJAtGfcuHHiKFJSUlStkT5FCHB/x44dNf4OCtPnzJlT7fHMzEyV0oPo0vjnn3/kyiuvtDyJSAPCagA/V1JYKvuXJcvexSekpKDyxe8X7CNtx8RJ88HRKj+bklJpWknq9iLG2mAN9GtDnA/XxrxwbcyLK63N3XffrSJPKH/B8X7wwQdq6C/SdSEh1ukzhxIkMnpWJ0lcnSYH/k6RvJSKwEdOSoGsnbdL1n+9W5r0ipQWQ2IkvGmw3WtTW7zKaym18EcgmpC60oOhgHhcL6SM5OjRoyoHi+Js/bTme++9V9VXQfTYEmlCx8DOnTvVcGHtRYwo2YgRIyxPIMST3lpgzbxdsnlBpT8VDLzgfNr17JYSEMJxJ0aBF3FycrLExMSY/gTjaXBtzAvXxry44tqgoQtTP5DdAX369FEF4rAWqm/g73R4c4ps//WQHN5kbQ7tG+gjU14bUWevJ6wNfBjbt2+vrv0YO2MLtf5r+plzeho2dGz1OxzIIdROnLDuUsP9kxlzwR6gJosAiCG8gLGhTgsF7ZpgQmE5OgL1orDrWS1VfrW0uEzaj2gqPc9vo1opifHo14aYC66NeeHamBdXW5tLLrlEGjduLJMmTVLXxbVr18qQIUNk0aJF0qZNm/o9GG+R5j0bqS3zeK66Du9aeljZFbQb2kQCgq2DNGjGqo2IqoszubcrzdDp3bu3GgysV4q4r4881QYILqQUYScPYGHw6sPvysHV1mm24PAAGXZDVzn/mSEy5NouFEyEEELcFpThLF++XI1eAXv37lVeTqsdYPFjK+iwG3BFR5ny2kgZfE1n6Ty+hdX3C3OKlWHm4tc2yold6Q4rZHcpD3PUGSFsiHBhv3795KWXXpLc3FzVTVdbkKpDhGnPnj3q/ri+E+XGsffK0le2qJRbs56xVqm3VgMaG/q/EEIIIWalS5cuqskK18ktW7aoNOPIkSNV+u6ss85y2nEhktRRN+ReQ4tA7V1xTG1RLRqoMppWAxsbOn3DZSJN4OKLL5bnnntOtUP26NFDGW4iZFi1OPx0FBQUyLnnnisbNmyQjo16yENnviwXtrlJUvdmq+8X5hbL7r9oH0AIIcRzQaQJXk6IPIG8vDyVtnvvvffEbHj5eElgWGWgI/VAlix7e7OKPq3+3LhxLbUuBHdlEF1CTRZsCo5tSZOzu1wqbWI6Wf1MZIsQ6T6ppTTpFu3Sk5hdEaRb4UwbFRXlMvl/VwVtxFWbOU63NugkRTEo18ZccG3Mi7usDRqq0CD1pW7qx8MPP6wCGGa6TpYUlcq+Vcdk2y8HJWV/hcWQBS+Rpt2ipdvZrSS+c5RaG6Qd27Vr59hCcHegW+kouXhkD6vHGrYOlbYTo8UnVKTYK0cOHDCfE6m7o/mZwCjVTG9EdwTPLz5FouOVEEJOBRqqPv/8c9XBrpk/QzQdPnxY3nzzTfH1NYeUQBoOI8vaDm0iyXsyZOsvB2X/P8elrLRcpFxUB16TrtFKNNX5b4gH0iKqneV2ZNNQ6X5uaymJzBZfXx/VGoqic160nSOaSkpK1BuQz79jn2fUJ+CE17Zt21pFnAghngkiZS+88IL6sHXXXXepx5CmO3bsmBpxVq9eTqcB14/YtpFqG3BFoap32v5HouRnFipRZQ8eKZryi3IluGGAjLq6t7ToGyeFRYWyf3+mxMcnKKdz4hwomuoPfDg4cOCAFBcXUzQRQmrVkBUfH2/xcvrpp5/UsN8FCxao84rZCAqvGNfS9exWknE4RwJC7fNWdN0kqx3kd0yUaa9PkJb9G4uXbpiuK+ecCakNFKWEEHu8nBYtWmSpA4IVASwJUCNkVry9vaRhszD79yMeyKXXXGQllgghhBBiOyNHjlReTqhzArDvgXCCGaY745GiiRBCCCH20bVrV+Xl1KlTRRc6OgUxkmzhwoXirlA0EQXqW5CyycjIcPahEEIIcRESEhJUxGno0KHqPgynJ06cKHPnzhV3hKLJRUBruLahcBctoNp9OLbWFggkmIMSQggh9hAZGSm//vqrXHDBBep+aWmpXH311fLYY485bJyJs6BochFycnIsGxT9008/bbmvD4Wi+8zdXqSEEELMTWBgoLIeuO222yyPPfTQQ3LjjTeq65K7QNHkBiBq9Nprr6lZQfDKgJCqGknCnD7kmgHm9gEU7SFS9cQTT1h+7scff1STrCMiImTatGmqJZ0QQgg5HehAx7Xm2WeftTz2zjvvyHnnnadGsLgDHunTZAsYCnz8+PF6+VtxcXF2dxx89tlnKjyKESQYkXEq0B4KUbVixQo1w0+raQKIWmEmH1y5+/fvL59++qkST4QQQsjpwLXl7rvvVl5O2gdvfBgfPXq0+hodHS2uDEXTSYBgOnLEdYb23nvvvepFai+YJRQWFqa28ePHy7p16yiaCCGE1IpLL71UBQQmT56sPoSvWrVKZTfg79SqVStxVSiaTgIW25X+VrNmzQw/FqT62E1HCCGkLowaNUr++usv1ayEcSu7d+9Wwgku4r179xZXhKLpJLiaQVdVN3MIHn0OGS9YPXSEJoQQ4mi6d++uvJwgnLZv3y4nTpyQYcOGqdIPRKFcDRaCuym9evWSjz/+WHUtoCAct/U0atTI1Jb3hBBC3IPmzZsrL6chQ4ao+/hAj+JwFIy7Wrc3RZOb8uqrryp1jy64++67Tw1X1PPoo4+q1lD4azz11FNOO05CCCHuT8OGDeW3335TtU4AYgm1uNdee60a/OsqeJW7msyzg6ysLAkPD5ddu3ZJ69atLSmtgoIC2b9/v7Rs2VJ5TRDngJciImO+vr5MHzqY2r7my8rK1IiE2NhYDrY2GVwb88K1qfk8D9NLNB1pDB8+XL755hvV/V2fa4NsS7t27SQzM9MyfPh0cBUJIYQQUi94eXkp08t58+ZZPrAtXbpUBgwYIDt37hSzQ9FECCGEkHrl4osvliVLlqj6WrBnzx4lnP78808xMxRNhBBCCKl3+vfvL//884907dpV3YfFzRlnnCHvvfeemBWKJkIIIYQ4rbPu77//lrPOOkvdR13rddddp1zFMfjXbFA0EUIIIcRphIWFyffffy933nmn5bHnn39ezj33XNXAZSYomgghhBDiVHx8fOSFF16Qt956S90GmFU3cOBAVe9kFiiaCCGEEGIKbrjhBjWfDh6DYNu2bdK3b181kN4MUDQRQgghxDSMGTNG1qxZI506dbIUiGMMC1J2zraWpGgihBBCiKlo06aNrFq1SiZNmmQxo0Rx+JVXXin5+flOOy6KJhdixIgRKtf777//Wh6DAodZ2IEDByyPYSDi1VdfrfwvgoODpXPnzvLaa69Z7evhhx9WztuhoaHKJb1FixZyxRVXyKZNm6x+Do8HBQWpn9M2V51Oja6MO+64Q+Lj49X/jDlI69atO+XvIDSMFlgUKmIMwDXXXGP5Hpx+L7nkEomJiVHbybo98AbHCUALN9vDnDlz1LrCvfayyy6TnJwcy/e+/PJLNUEca96jRw+7/xYhhDiTsLAw+fbbb5UZpsYnn3yiBv4ePnzYKcdE0eRiYFbczJkzT/p9iKjBgwdLdna2rF69WtnDQzBhMOI999xj9bNnn322uujiZzCnDnbyMBeD4Ziezz//XP2ctp1OaGgUFxeLmcDzgMJC/K9paWkyfvx4Oeecc04a7j169KiMGjVKLrroIiWQjh07Jrfccovl+xCZAQEBcvDgQSU2//jjD3n66aer7QfjAtBWay9z586V//u//5O//vpLDh06JKmpqWp+oAZEHUThgw8+aPffIoQQM+Dt7S2PPPKIfPXVV+oDIVi7dq306dNHVqxYUf8HVO5BZGZm4upYvmvXrvLS0lLL4/n5+eXbtm1TX83M8OHDyx966KHy8PDw8qVLl6rH0tPT1f+0f/9+dX/27Nnl7du3Ly8pKbH63WXLlpV7e3uX79271/JzkyZNqvY3brjhhvK+ffta7jdv3rx8/vz5Nh0fjgHH8v7775e3bt26PDY2tnzx4sXqeF9//fXy+Pj48oiIiPIXX3yxfPv27eX9+vUrDwsLU8eRk5NTXlZWVp6dnV0+bdq08qioqPIGDRqUd+7cuXz16tVq//j+yy+/rP4/7BPPB9bNVqZPn15+3XXXWe4fPnxYHW9ycnKNP3/33XeXT5kypcbv4Xi9vLwszyf44IMP1POlZ+3ateVdunQp/+WXX9Qx6zlx4kT5pZdeWh4XF1feuHHj8ttvv728oKDgpMc/ZMiQ8meffdZyH89LYGBgeV5entXPzZ07t7x79+7lp6K2r3m8X44dO2b1viHmgGtjXrg2xrJp06byFi1aqPM2Nj8/v/J33323TvvCmkALYD/QBrbiW/8yzXXY/NN+2bxw/2l/LrpFuIy72zpl9etz6yTlQOZpf7frhJbS9ayWNh8Togn33Xef3H///TWq7F9++UVFRrSWTY2hQ4eqtNTvv/8u119//Un3f8EFF8g777wjubm5EhISInXhhx9+UJ8E/P39VbQLUS+kDzEgdtmyZSrCg+P4+uuvVZoJkbG3335beXR8/PHHKv2IFlOk0Hbv3q3Sg+DNN99UkRZEizBo9o033pCJEyeqFBr+1lNPPSXLly+XBQsW1HhcSK0hbYkhjc2aNVOus2hnjY6OrvHnMQ8JaS4c344dO1RR4nPPPadcbBGd0jYN5NwRdYKvCP4vzaTt9ddfV9/Tg99DlAv7xvEghYfnHoMsH3300RqPB8/L7NmzLfdxbBi8iwHU3bt3r9NaEUKIq9CtWzdVII5r3OLFi1U2A+dYPPbyyy/bNHzcXpieOwVF+SWSl1Z42q0gq6ja7+IxW34Xf6O2IAWDi/N3331X7XspKSlKHNUEHk9OTj7lvps0aaIu6EjzaaB2BvU42qav66kJXNjxc1ooVavFgbBBVwSEH8ROQkKCEkZnnnmmrF+/Xv2cn5+fElnbt29Xx4GUIX4OQHwgTNu2bVtVj4XUFMQGbPgBhOTJBBNo1aqVEhqoL4IQgziEJ8jJQAoPqclnnnlGpeYwKwkpzfT0dFXbhbw6/lekLJEuw5sWaGZsSIn27NlT/VxVICohCPEzeJ4w3fuBBx6Qzz777KTHg7+jr4vCc4XfxfNFCCGeQHR0tAoO6EsTcC5HYADXRUdD0XQK/IN8JbhhwGm3wAb+1X4Xj9nyu/gbtQUXfFyscZGtWniMFxRqcWoCj6Ng+VQcOXJEFZbrL86ffvqpElHahmjPqUAUp2oxnxYtArjQa0MatftaQTME2tSpU+XGG29U/8u0adOUEASIVl1++eVWAg4CxtaCwJtvvlm9qfA8IEIDkYOapZM9XxBGkydPVtEgCL5bb71VfZJBTZT2vGhF3hCDl156qXruUHeGSBkEGURRTeB/wXMJAan9L4g0oYgfoL1WK7x/4oknLMeD+jMNRLLy8vLU80sIIZ6Cn5+fOn9/8MEHlugSPoj26tVLCSpHwvTcKUDarDapMz1V03VGg2gP3FM//PBDq8fHjh2rCuYgqvQpOqStIA5Gjx59yv0iZQYjsbqm5rTCvbqCCBLEIIqZISCmTJmiolSvvvqqiji99NJLKr1XFzZs2KCiUY0bN1b3IVKQ6kSaE7ergpRX1bSanqZNm8o333xjuY/0IYoT8dzh+cbxI1IGEEZGRAhC8KefflL/S2xsrIpg1cTChQtrDE1v3LjRsoa4jUJ07W8QQognMXXqVHWePv/882Xfvn0qO4APnOgO/9///mfXtehkMNLkokAQPf7445YohAbqggoLC1XEJjExUV2sUZuDCA3Cma1bt65xf8ePH1f7ggirqQOsvkCeGmIAURSID3yKgJAC6FxDJ9rOnTstaTDMK7I1PYX6pY8++kilKCGG5s+fr6JU2oTtqiBXjv0j/YeIHiJHeG7R1g9Q54RoEb6HjkPUIyF9CJBzR7QJ/ws21E8hIoTbSNlBmEI44Y2N40cqElGwmsSSxlVXXSWvvPKKSush4oTnAtEtLYqH40AEDWuO/eE2jpcQQtyVHj16qI5ulHwAnPsQNEApBUSU0VA0uTBQ10gN6UFqCBOjcSGFnxIKkpHqmjFjhopM6UH9D1I++BkUN6OgGqkn+EHpQbRH79MUFxfnsP8J0RkIAaSrUOyNmiet+BnpMaTrzjvvPHXMHTt2tKoBgujDp4yTgSJuCBVEbLB/7Bciqn379pZ0GzytNODjhAgXvJjw8/hZRIm01CUEHn4XYuj2229XhelaFAwpR0SitA1pUaTucBupPohePP9Ih+L/wP+JKd+nmrGEInYIJ6QLsR8ch1ZHBVBEj3VHoT+KxnFb+98IIcRdiYiIUDW+CCRo0SV8AMU1UKuXNQovtNCJh4DIBC5O6DZCxEV7cvGJHJ1duEjXR/U9qRm8FBFhQmQJAoM4jtq+5hGZg1cVUoqOCHmTusO1MS9cm/oHndn4oK/VwqKEARF6ZA701xWsDTqXUd6AyD0+iNsCV5EQQgghbsGYMWNUdKlfv37qPkoUMAQYGQyts9keKJoIIYQQ4jYkJCQoT0B0TGvMmzfPkHQdRRMhhBBC3IqAgADl7Yduci31hppRNARhpFZdK5MomgghhBDillxwwQXKbgYdy6CoqEimT5+uHtf73tkKRZOOU3nyEOJOeFD/ByHEw2nVqpXyzoMljwa67WBe7LbmlmglRLs3fG7Qsq0f82Ev2B86GzTHbNxn91b9w+65+nue4VWF5xjOuoQQ4u74+/sr2x1Y6sC6BtMk6oLLiCaE1C688EKVjzzdGI/aAsGE1mu4M59spAapn4s5on1YD4omx6J5RlUd7EwIIe7MOeeco4IvcBOH919N0yDcQjRhlAbArBlHqVDMTEOko+o8N1I/QDClpqaq4bX0NHEsiDBRMBFCPJFmzZopPyeMXqktLiOa6gL8GfRjJDSPBi2iURO4kPBi4hywJkjNaelSYp4aPvzsqd43xHlwbcwL18a8YF3qUtvp1qLpySeftESo9KBiHi6tvDCbC5xYsDZ4IXNtzAXXxrxwbcwL18b8a+NSogkT5083HHb79u3SoUOHOu1/5syZauaaPtIE0yuMUqGtvTlfxKi1QTE+18ZccG3MC9fGvHBtzL02OTk5riWa7rrrLlXFfrpWQXvMrbBpaKG43Nxc9WTxRWzOFzEGzXJtzAXXxrxwbcwL18bcawMtAGqTpnOqaIL6xlZfZGdnq6+9evWqt79JCCGEEPMCbYAMlFvVNB06dEjS0tLUV3S3oWUQtGnTRkJDQ23aR3x8vGzbtk06deokiYmJNk81JvWDlj7l2pgPro154dqYF66N+dcGmgDawFZcRjTNmjVLPvzwQ8v9nj17qq+LFy9WZlW2gPBokyZN1G28gPkiNidcG/PCtTEvXBvzwrUxL9AEtUmdukySFf5MWougfrNVMBFCCCGE2IPLiCZCCCGEEGficaIJ3XSzZ8+26qoj5oBrY164NuaFa2NeuDbutzZe5Rx3TgghhBByWjwu0kQIIYQQUhcomgghhBBCbICiiRBCCCHEBiiaCCGEEEJsgKKJEEIIIcQGKJoIIYQQQmyAookQQgghxAYomgghhBBCbICiiRBCCCHEBiiaCCGEEEJsgKKJEEIIIcQGKJoIIYQQQmyAookQQgghxAZ8xYMoKyuTo0ePSlhYmHh5eTn7cAghhBDiJMrLyyU7O1vi4+PF29u2GJJHiSYIpoSEBGcfBiGEEEJMQmJiojRt2tSmn/Uo0YQIE1i/fr20bNnSZmVJ6i8SmJycLDExMVwbk8G1MS9cG/PCtTH32uzfv1969epl0Qa24FGiSUvJhYaGSoMGDfgiNuGLuKCggGtjQrg25oVrY164NuZeG2gBUJtyHa4iIYQQQogNUDQRQgghhNiAR6XniDnJSy+QI1tTxcfPW3xjSp19OIQQQkiNUDQRpwml/atPyP5/jsnxneki5RWP+wb6yIDLy6T9yATaQhBCCDEVFE2kXinMLZbfnl9nJZT0lBSUyvL3tsq+lcdl+I1dJSQqyBmHSQghhFSDoskDKMorlrRD2VJaXCbh8SES0jDQaVEc/2Bfyc8sshJM4Y1DpHmfWMk6kScHVp9Qj6UdyhJvP5bcEUIIMQ8UTW5IblqBHNueJid2pcuJnemSlphtJVIue3OUBIUHWLmiGimisL/kPRmy+6+jkpOaL2fc08fyPfydlv3jZP8/x9XXVgMaS2RCqHocLaBblu2Rrd8ckX5T2ktQg8pjJIQQQpwNRZObgEjS9t8PydGtqZJ5LPekPxcWE2QlmMDKj7YrcRXTOlxi20ZIbOsIFf3x8vaqdeptz/Ijsv33RMk4kmN5HMeD/Wn0PK+N9L6wbY1CLbZDA+nwTEvxC7R+aeZnFcqe5Uel8xnNxduHEShCCCH1D0WTC1JWVi7lpWXi4+djeSw/s1CJpqpAlzRsFiaxbSNVkXVAiF+1n4FgSj2QpbYdfyRa0mixbSIkpk2ENGoXIXHtG4pvQOXf05O8L1P97b0rjkppUZnV9/A7SLXpRZOP76lFD36nqqBa+eF22bfymOxdcUyGXd9V/U+EEEJIfULR5CIginP43xRJ3JAkiRuTpf+lHaTdiMpZOY3aRYq3r5eUl4nEtAmX+E5REtexocS2Dhf/4OpCSS/AFNAouhReUV6J+nvYAOwA+l/WQTqNa25Jwe1bdVy2/LxfkvdmVttvo/aR0n5EU2nRL078g+x7maUfzpb9q46p2yn7MuW7B/+WHue2lh7ntBbv0wgwQgghxCgomkxMXmahHFh9XNX/HN+RLuWawBGRQxuSrEQTojNn/a+/RCaE1UqkeHt7yblPDJai/BIlSJL2ZKh6JHxVBdv/gSLysNhgy31EghBd0gsmvyBfaTu0iXQYnSANE4yLBEU2DZOJDw+QZe9slowjuVJWWi7rv94jh9YlyfCbu0tkkworfEIIIcSRUDSZjIyjOXJw7QkV4Tm+PU3Ka2jL9wvyUemzqiDaVFcgtOI7R6lNiyTlpORL0u4MObo1TY5tT5W4Dtb773pmC3WMDZuHqQhU64GNq9UiGQXSixB367/dK//+uE8JyJT9WfLdA39L30vaSeczWtS6BosQQgipDRRN9QCiONlJeWrLSsq33M5OypeRt3aX6Jbhlp9NT8yWNfN2VdtHWGyQNO/dSBJ6xkhch4anrQuyF0SSwmKC1dZ6UHyNP9OsZ6yc9VB/Jabqw8IANVx9L24nLfo2kiVvbJLMo7kqArbq4x1ycF2SDLuhmyp0J4QQQhwBRZMDKCspkyVv/msRRwXZxSf92dzUAivRFBwZaLndIC5YWvZvLK36x6lojtkcshHZadyxYb3/3ZhW4SrqtPaLXbJl4QH12LFtaXJ0a4q0H5FQ78dDCCHEM6BosgO09/+7YJ+Ex4XIwKmdLI+jOPnI5hQpzDm5WNLqkIoLrWetRTQJlVG39ZCI+FCLfxGpjq+/jwy4oqM06xUry97+Vxo2ayDthlfWeBFCCCEeLZqWLVsmzz77rKxbt06OHTsm8+fPl8mTJ9f7cRRkFcmqT7Yr3yCgL9DWQNF0YW6mct/G7QaxQeqr/nZgA/9qogiWADB8tIXS0lLJyMiQ3NxcycvLs3zNz89X+/X29rZ89ff3lx49ekhwcGUxtzuAGqzznhoiZSXVDTqr+kMRQgghHiOaIAq6d+8uV199tZx33nn1/vdRHA2htOrj7VZRpL+WLJfzHhmubuPCja1BYKSU+5RKQJC/Eir6LSIiQqKjo6ttjRo1kiZNmkjDhg2VIEpMTJR9+/bJ3r171Yb7SUlJcuLECbWlpKSoY7IV7Pe6666TW265RRIS3CeNVZOlAmwZfn12rXQ5q6X0vagdrQkIIYR4lmiaMGGC2pwB5qL9/f4WObI51fJYblG2fL3hffl7369SXmX6LCI+dSUwMFBKSkrUZiRpaWny9NNPy3PPPSfnn3++3HHHHTJgwAC3SwHCPXzpm5tU5+HmBfvlxI50GXV7Dwnl8F9CCCGeIppqS2Fhodo0srKy1FdEZzDnzBaQetv22yFVdKx3u15zcJnMW/+2ZBWkS0xMjDRuXJFS0yI/2H9BQYEST9pWXHzqGicN/N6pCAgIUFEpbFFRURIaGiohISGWSFZQUJDlGLDhmA4ePCjffPONOgZEsb788ku19e3bV2677Ta54IILVArPmWjHauvanAz/EF/pPqm1rPl8p/J0gufUgjmrZPwDfaWBzmuK1P/aEOPh2pgXro3516a2eJXX5bdMAKIjp6tpevjhh2XOnDnVHl+9erVKg6HW53Rs/jpRDq6ocMUGqblJ8tnaN+Tfo6ulRYsWcuuttyrBASFzOiBYIJ4yMzNV1Cc1NVXS09Mtt5F6Q63W8ePHxdfXV5o1a6b+RvPmzdXXpk2bSmxsrBJJdYkOYf8fffSRfPjhhyq1pwei74YbbpDLL79cCTBnvYjx3ISHh9u0Nqcj41CurP/ogOSlVZh0Bkb4yYCb2khoTGWHInHO2hDj4NqYF66NudfmyJEj0q9fP7VGDRo0sOn33Fo01RRpQi3Pzp07pVWrVqd9EW/btk2efugFGRxwrvh6+8riXQvkm01zpW2H1nL//ffLhRdeqMSNq4HnZN68efLKK6/Ixo0brb4XGRmphCA21FnV94s4OTlZRe6MOsHkZRTKoifXKCdxEBQRIBMe6KO6E4lz14YYA9fGvHBtzL02qBlu3749RdPJgGiC4t+1a5e0bt26xhcx0nEnkk7Igw8+KB988IF6Yke0OUuOZSWKRBbKY489porQ3eENgKX/66+/5Pnnn5cffvjB6ntI86FofMaMGSriVR/guUY0DNE0I59f1DgtfGKNpB3KVvfRtXjmg/0MHfXi7jhqbYj9cG3MC9fG3GuDBqt27drVSjRxFXVi6d+f9srbN3wrHdt3lPfff9+Sh96dv1Hufny6bNmyRaXi3OXFD+E5bNgw+f7772Xr1q0ydepUS+QMacSXX35Zictp06bJ7t27xVUJahCgRFJUiwYWy4hfnl4rJUXWHlmEEELIqXCp3FJOTo7s2bPHcn///v0qvYRWenuiIblpBTL/iSVScLRcfCVYhjY7U37c8pmyBpg5c6ZMnz7dUlztrnTq1ElF1lAD9sILL8i7776r/J7QwYcaqI8//lguu+wy+d///qeUua2RLCh4fNLChjoqzUsKm1bw7uPjo4Son5+fyi/jU5nRBIb5y5kP9JNFT62R1INZMviazsogkxBCCLEVl0rPLVmyREaOHFntcURIcMGvS3pu3cJt8s9HO8Xfq7I4+Lcd8yW8j8jjjz+uctGeCATOq6++qjYUq2vgObv00kuVeEIuGC8fFK9v2rRJtm/frsKdmrcUOvaKiiqKsG0FHXzo6ps0aZID/iuRorxiNehXG0xMbINpBvPCtTEvXBv3S8+5lGiyF71oahqXIB/P+lG8T1QWBKfnpcjKjJ/lgefukj59+jj1WM30nL322muq7gldfho4AcCuAC+6qp149oIUIQrV4SVVXyDaCPd2UjM8+ZsXro154dqYF4qmWoim+R/9JPt/zJAw30jL9zafWCM9LmkuU6+5gi/uGsjOzraIJ9gjnA7YFrRs2VLi4uKUnxROGujGCwsLs/hJwcQTwDcK29dff602LWUHewREtRzNvz/ukw3z98i4e/o4ZQCxK8CTv3nh2pgXro37iSaXqmkyigPf5UhYQIVgKijOk8PBW2XWl7coo0hSMxA7qO+CFcEbb7yhXMURYcLJAKNtsHXt2lXatm2r7BzweG29pNCVqEWZIKLgGYW6J4zNcRT7Vx+X1Z/vVLd/eWatjLu7N1N3hBBCasQjRZOPd0UB8OHsfTLg6vZy67mznH1ILiWe7rvvPrn77rtV5A6+TkaB6BIiWSjAf+utt1S91DXXXKOE08033yyOIKFHjDTtHiOHNyVLSWGpEk5j7+olTbt5Zi0bIYSQk+OR8cKDaXskOXSv3PXpVBl/7hhnH45LAoFjpGDSQAgbacA777zT8hgGDKOjzxGgg27sjJ7SrFdFx15pcZn8+tw6ObQhySF/jxBCiOvikaJp4E1t5L63bpawBnSFNiNI6yHihHSgxl133SVPPPGEQ/6ej5+PjL6jp7To20jdLyspl99fWC8H155wyN8jhBDimnikaOrWvZuzD4HYIJxg+fDII49YHoNL+6xZs+o0ZPF0+Ph6y6jpPaTVgIrByxj0+/vLG2T/P8cM/1uEEEJcE48UTcR1hNNDDz0kzzzzjOWxRx99VO69916HCCdvX28ZcUs3aTMkXt0vLy2XP1/dJPtWUTgRQgihaCIuwD333KOGC2ugc++2226zjLkxEm8fbxl2YzdpN7yJuh8Q6ieRTZnGJYQQ4qHdc8T1wCibgIAAufHGG1WUCcXi6KpDlx2K0o3E29tLhl7XVQJC/aXN0HiJbMrBvoQQQhhpIi7E9ddfr8blaCZx7733nlx11VVqPp7ReHl7Sf/LOkhUM2vDs6J84/8WIYQQ14CRJuJSXHnllSrihOHBMMDEIGFEnD799FM18NeRlJWVy8InVot/sJ+0GhAnTXvESEgkR68QQoinQNFEXI6LL75YCaeLLrpIiouL5auvvlKDgb/44gv1uKPY9stBSd6bqW4f2Vwxby+qeZg079NIbQ2bhdXaBZ0QQojrwPQccUkmT54s33//vUUk4TYey8/Pd9jfDGkYIMER1qIs9WC2rP9mj8yf+bd8eedSWfXJdjm+I80h3X2EEEKcC0UTcVkmTJggP/30kxr+CxYtWiRnnXWW5OTkOOTvtezfWC55baRMfHiA9Dy3tUS3tK53yk7Kly0/H5C/3t3CiBMhhLghFE3EpRk9erQSS5iJBxYvXizjx49XU6sdATrrGrWLlN4XtpPJjw+WKa+OkEHTOkl8lyjx8qkQSpqzuJ5/Pt0he1ccZSE5IYS4MKxpIi7P0KFD5bffflNiKSMjQ/7++28ZN26cElOOmI+nJyQqSDqNa662wpxiObQxSWJahlv9TNaJPNn8035128fPW5p0i5aW/eLUvLuAEMcWrxNCCDEOiibiFvTv31/+/PNPGTt2rKSmpsrq1atVFApiKioqql6OAUaYbYdUmGLq0Q//xUDgQ+uS1Obt4yXxXSCgGqmvodGBTOsRQoiJoWgibkPPnj1Vem7MmDGSlJQkGzZskJEjR8rvv/8usbGxTjuuTmObScOEMNm/+rgcWHNC8jMKLfPtDm9KVpvWiXfuk0OcdpyEEEJODWuaiFvRtWtXWbJkiTRuXDF4d/PmzTJx4kSHdtXZMpolvnOUDL6qs0x5baScPau/dJnQQkKirD2eQqODqv3uig+2yZp5OyVxU7IU5RXX41ETQgipCiNNxO3o2LGjLF26VEWZjhw5olJ1V199tXz22WdOT3+hkDyuQ0O19b+8g/J9StyYLEm701WKTk9pSZnsXJyoUnqbftgnOPSoluHSuCN+P1Li2jdUKUFCCCH1A0UTcUvatm0rP//8swwaNEhyc3Nl3rx50qlTJ3nooYfELEDAxbaJUFtNpB/OVoJJA9ZPKfsy1aYKy71Epf3iOjaUbme1rDFSRQghxDiYniNuS7du3ayiS7NmzVLu4a5CdItwufSNUTLqth6qLioyIdT6B8pF0g5lK6dyCChCCCGOhZEm4tacc8458vTTT8u9996r7k+dOlVatmwpffr0EVcADuStBjRWGyjILpLjO9KV6/ix7WmSdjBLRZhCo6yjTBlHciQtMdvye4QQQuyHoom4PXfffbds27ZNPvjgA1UQPmnSJFXn1KRJdXsAsxMY5q/MMzUDTRSHZ6dYF7nnZxXKL8+uVQ7lWcfzpPukVk6v5SKEEHeA6Tni9kAwvPXWWzJkSEU7/9GjR5VwysvLE1fHP9hPoppZj3PZvfSIEkxg7Ze7ZNnbm1VROSGEEPugaCIeAQb7fvvtt9KiRQt1f926dSpVV1bmfmKi69ktpe8l7Sz3dy87IoueWqMcywkhhNQdiibiMcTExMiPP/5omVP39ddfy8MPPyzuGFnrfk5rVUCOsS3g2LY0+WH2Ssk6kevswyOEEJeFool4FF26dFH2A97eFS/9Rx99VHXYuSMoAj/rf/0ksIG/up95LFd+mLVSju9Md/ahEUKIS0LRRDyOM888U5577jnLfRhf/vPPP+KOxLaNlEmPDJSIJiHqfkF2sSx8YrXsXXHU2YdGCCHuLZo2bdokjz32mLzxxhuSkpJi9b2srCx18SHEFbjjjjvk2muvVbcLCwtVYXhiYqK4I2GxwTLx4YFqlAuAYWZuWoGzD4sQQtxXNP3666/Sr18/ldqA702HDh3UcFQNtHJ/+OGHjjpOQgyv+3n99ddl+PDh6v6JEyfUjLrs7GxxRwJC/GT8fX2k/cim0mFUgnQ9q6WzD4kQQtxXNKFgFn43W7ZskQMHDiizQBgHLlq0yLFHSIiD8Pf3l2+++UZat25tiaRefPHFUlJSIu6It6+3DLm2iwy6unM136ayUvfrIiSEEKeJpq1bt1rSbzjhQjS9/fbbcsEFF8iCBQsMPzBC6oOoqCj1+o2IqJj/tnDhQrntttukHIPe3BC8dzE0WA8GBn97/3JVKE4IIcQA0QSfm4yMDKvHLr30UnnvvffUp/P58+fbuitCTAVSzXj9+vn5qftvvvmmvPDCC+IJpB7Kkj9f2SAZR3KVJQHGsxBCCLFTNPXo0cOqhknjkksuUcIJn84JcVVGjBihXsca99xzjzLDdHf8g/wkNKZibh3ML39+fLXsXn7E2YdFCCGuLZpuuukmOXKk5pPplClT1FyvYcOGGXlshNQrV155pcyePVvdRnru8ssvVzPq3JmwmCCZOHuANO0Wre6XlZbL0jf+lXVf73bbFCUhhNQVr3IPOjPCFiE8PFx27dqlin81g0NiDjDSJCkpSWJjY522Nng7YLzKxx9/rO7jWFatWiUtW7p3txkKwVd8sE12/FFpu9B6UGMZen1X8fX3McXakJrh2pgXro2512bv3r3Srl07yczMlAYNrGd4ngyXW0W0iWN+WGBgoPTv39/tIwGk/gul3333XYsVAU54Z511lqSnu7eLtrePtwy+urP0v7yDyH914ntXHJOFT6yRgqwiZx8eIYSYApcSTV988YXMmDFDpVDWr18v3bt3lzPOOENd2AgxCjQ9oDC8ffv26v727dvl/PPPl6KiIrcXjF3PbClj7+wlvgE+6rETu9Jl4ZOrpbzMYwLShBDiHuk5RJb69u0rr732miW8lpCQINOnT5f777+/2s/D6RmbPj2Hn9+5c6e0atWK4VKTgfVMTk5Wg3XNsDb79u2TQYMGqWPSap7ef//9ah5H7kjK/kz57fkNUpBZKGPu6iVNukWZam2Ied83pBKujbnXBud4fDiuTXrOV1wEfMpft26dzJw50/IYXoRjxoyRlStX1vg7Tz75pMyZM6fa43iCEJ3ii9h8L2KsDXS8GdYmNDRU5s6dq7zICgoK5KOPPpJGjRqpaKfbEyIyaHobSTuQKwHx5er9Yqa1IeZ935BKuDbmX5va4muPiNm/f78qqPb1dbz2wqy70tJSddHSg/s7duyo8XcgsPQXOC3ShGJwFuaZ80WMKI6ZPpVNmDBBjQeCFxl49tlnpXPnznLFFVeI2xMr0ry99dpER0fLkY2pktAzRryqmGQS52DG9w2pgGtj7rXJycmp9e/VWu3k5eWpdJg2Zw6daEh14bEmTZrUmCZzZm0Ktppdkb35IjYhZlybiy66SA4ePKhc8MG0adPkyy+/lLvuuktGjhzpEek6gP9z+y+JsvqzndJqQGMZdmNFZx1xPmZ835AKuDbmpS7n7lqvIqI3mNG1ZMkS1cGmgTQZCrUdBT7h+vj4qMGqenA/Li7OYX+XEIC5i/Aq0/j5559l9OjR0rt3b/nkk0+kuLhY3J28tEJZ88UudXvfqmPKCDM/q7JmkBBC3J1ai6bvvvtOFWIPGTLESqUhZQHPA0cOV8UF6o8//rAKr+H+wIEDHfZ3CQF4rb/66qvyyiuvSLNmzSyPb9iwQaXq4OOE1F3VUUPuRHDDABl9Rw9LZ13S7gz54aGVkn6k9iFuQgjxCNGETgDUA1UlNzfX4WkK1CfBQwepQbSB45M//u5VV13l0L9LCECkE2lofDj4/PPPpU+fPpbvwS0f6TvUzN15551y4MABcUea9YyVs2f3l+DIirR3dnK+/Dh7pRzZkuLsQyOEEPOJJlwofvrpJ8t9TShhbpejIz4oxn3uuedk1qxZahbexo0bZdGiRdWKwwlxJGh8wMxFGKsuXbpUJk2aZHkfoLDwpZdeUg0SeL2uWbNG3I3oFuEy6dFBEtWiokW3KK9EFj29VnYurnQTJ4QQd6TWPk3Lly9XHUWYy4V5czfccINs27ZNVqxYoS4gSKGZFY5RMTeuPHIArymIJbwn8vPzrb6HmYyoiYKzuKv9X6dam+KCEln82iY5tL7SXLb7Oa2kz0Xt2FlXj7jy+8bd4dqYl3obo4JaJkR4SkpKpGvXrvLrr7+qFwS8kswsmAhxJHjjvfHGG3Lo0CF55JFHrFLYy5Ytk3POOUc6deok77zzTjVR5ar4BfrKmBm9pMuEFpbHUCCOyBMhhLgjLuUIbi+MNJkbd/pUBjPMTz/9VKWTq/qIwbPl1ltvlZtvvll1hbrD2mz95aCs/2a3TJw9QCKahNb78ZWWlKmRL1IuEt2ygfgH+4mn4E7vG3eDa2Ne6i3ShGLYmma9paamqu8RQkTZcVxzzTWydetWWbBggYwYMcKqmQLzE9GFB+G0e/ducXU6n9FcLn5puFMEU9LudPn0xj/k58dWKxuEz6cvlu1/HFIuzIQQYiS1Fk0nOxFhxhtsAQghleDTJWqZFi9erIrCUUCufbhAmu7NN99Us4/OO+88VRfoylSN7iD689sL6w3trCstLpX8TGtvqIimYVJaXGa5X5xfKn//31ZZ+MQayTyWa9jfJoQQmx3B4U8D0CWETjnM5dLAeBPUbXTo0MExR0mIG4DOU1gVYCbiyy+/rOwzYJmBDyLz589XW8+ePZWFxpQpU1wmdVcT+J+Wv7tFDq49IYc2JMmQqztL+5EJdRZKh/9Nkf3/HFdF5816xcqIm7tbvu8f5CutBjZWwglC7eCaCgPco1tT5dv7l0uPSa2l28SW4uPHSDghpJ5qmmDeBzBOomnTplapOESYWrRooQpg+/fvL2aFNU3mxtPy/+np6aowHALq2LFjVt/z8/NTxeMY2TJ+/Ph6me9o5NpA6Pzx8sY6d9bphdLBdUlSnF9ZXO4X5CuXvzXqpCLo8L/Jsvy9rZKTUllwHx4fIkOu6SKNOzYUd8MV3jcFWUVqPbB2YTFB4u1rzuP0xLXxVMrqWNNU60JwzNr69ttvJTIyUlwNiiZz46knGAy/RgTq9ddfr9HXCT5kcB2HgILzvqusTVlZufzzyXbZuuig5bGW/eNk+E3dapxZdyqhpIGLbvPesdLvsg4SHF59rqQG7BDWf7tHtvx8QMrLKk5x/aa0l24TW4m7Ydb3TV5GoVrLfSuPVRTp/8fYu3pJ896V3nq5qfmSvC9TwmKCJSw2yK2K+M26NqQeRZMrQ9FkbniCEdmyZYtyvP/444+rzVkEffv2lauvvlouvfRSm9/kzl4bdNat+mibaGea2LYR6sIZ1MBa9ODC+f3/VtQolFr0aaQEV5OuUbVKs6UezJLl/7dFSovKZPJjg9wywmGm9w0iSvvXVAil49vTLGuu54Jnh1o1DOz+64gsffNfy/2AED8JjQmSBrHBEhobpCJTYbHB6n544xBxJcy0NsSJounw4cPyww8/KE8afErW88ILL4hZoWgyNzzBVIIBwL/88ovMnTtXfvzxx2oDgUNCQlTd0/XXX69qpRw9wsjetUFd0+JXN0pxQam6H9IwUAZc2VFa9qscto1T0Rd3LJWc5HzxD0ZEqW5Cqfqxl0tBZqEER1YOGAc7/jgkcR0bSkR8/Xf8udv7RhX9P79OjmxOtUT29EQ0CZG49g2lMK9Y1aP56MTr+m93y/qv95z2b4RGB8klr1R2oWoRRcxCdPTr35XXhhgrmmpdKIEBuai1aNWqlfKf6dKli5qzhRNer169ars7QkgNoKbp7LPPVltKSop89tlnym0cA4IBCsjRkIENxeNw5kf0KSwsTMw6s+6sWf3l12fXSV56oeSmFcjmBfutRBMufEih4SLYpIt9QkmPt7dXNcGUciBT/n5/q3j5eEm3s1upYnFtEDGxTYjiedWACCrKL7ESTA0aBasC/VYDGktkQuhJhU2TLtHqe9lJeWqWYXZSvkrZVf04j9RdVbCGiCa2H9FU2gxuIoEN2MFNHEutI039+vVTY1TmzJmjTtCbNm1SKvqyyy5TBasYomtWGGkyN/xUdnogmlA8DuPM7OzsatEnCCcIKKPd+Y1am5zUfPn9xQ2Ssi9T3b/oxWHSoFH9p1z+eGmD7F993HIf6aCBV3a0qrVxFerrfYOoDgr79606LhlHcuSC54ZaCaEtiw7IloUHpNWAOCWUMJuwrhGgspIy9VqBgKoQUnlqjTqObmb5mcLcYvns5j8tdhPevl7Sok+ctBveROK7RluJOmfBc5p5qbf0HIQSxqhAdKAYHLPoUJwK8YTBpWae7k7RZG54grEdDAaeN2+evP3227J27dpq3x8wYICqi2rTpo3p1gbRiLTD2VKYXazqm2oqCnc0JYWlsmH+Htn8034pK608BcLOAOIJNTRmJz+rUBXOoysttKWvtO7azLI2iARBMtg7AxDPU+LGCqGEFCtqwzQmPjxAGrWLtErReft41VuqLP1Ijvz17mZJ2pVR7XvBEQHSeki8tB3aRBomOC/6ynOaeam39Bw+zWp1TI0bN1Z/VOvoQRqBEOJ44JN27bXXqm39+vWW6BPEFFi1apUaFAxTTZhnmglcyKOa1V8Re00gFdf3kvbqorrig23K0wkgknJkc4r0mNxaup1tPm8ndKTB+wpRsmPb0io7A6+z7go8tjVVFj21RgJC/SQg1F8CwvxUgXVgmL96LPC/xwJD/aRF3zgrcYUIzrFtqRVCaX2SEk5VCQr3V8eiR1+nVB9ENgmVcx4eqMTTriWHVUE5CtEBjg3pX2yIeE2Y2Vf974TYS61FEz7BIrrUsWNHOfPMM+Wuu+6SzZs3KxsCfI8QUr+glvCtt96SZ599VlkX4OuePXuU99Pw4cPlzz//VMOCSXXQxTXhgb6q2+ufT3aoiy3SPeu+2q0uwuc+MVgNJnYmSFMdWH1CDqw5Lsd3VszXqwoEkJ6CnGJVE1SQXaw2sbYBs+Dj5y3TPqisKwOoO9NbBFj+RqifKsxH6g0F9GZIf2niqf9lHaTPxe0kcUOS7P7rqPqqRRCxnjh2PUiwmLV4nJibWp8N0B2nfZpFXRNuf/HFF9K2bVtTd84R4u4gdY5uOoxkGTNmjEqZw7YAc+/QwNG1a1dnH6IpwcWz9aB4SegRI+u/2aMsEhDBQYqnqmBK3JgsDeKCVZGzoy+6uLBjFIwWBasKanwgYKJbNRD/mMq0GfD191aDiyGeCnOK1GiZmoCYqPp/4H/TRBO+36JvI2k5oLHEd2oo3j7mTTEh0oWoGTZEnPatOia7lx2RFv3jqv2PeF6Rgm09yFwCkLihaELXnD5Vh0+4hBDzgPEriC6NHTtWpe4wIBimtL///rv06NHD2YdnWmCqOOCKjtJueFNZ8cFW6Ti2ebXi5N9fXK8iF+jSQj1Po3YR6isEij2pPAgkdBXCikEDF/qqERI4m6PjsEW/RhLVvKLQWqub0YOCdn1RO+qNCv8TUIg8qa85xaruqSrxXaJU+hImovGdo1zS2wrr02lcc7VVtUBIS8yuEKJbU2Xn4kQJjgxQ4hMCKrpVOCNQxHjRBNfiqKgoq8czMjJUmmDfvn213SUhxGAaNmyoRNIZZ5yh3q+pqakyatQo+e233wzvrHM3GjYLk7Me6l8tDZZyIMvSqYVIBmqLsAEUQEPExLQOl5jWEdK8T+xpna0hlFIPZMl+pN5WH1c2DJe/NdrK+qBFvzjJPJ4rLRFB6ddIIpuG1TkKg8gZttOBOi9s7kLVYvj0xGz1HGu1WhCr6PrDhigbxFOrQfEq7UeI3d1z6AA4fvy46gbQgzRAs2bNpLDQujjQTLB7ztyw08R40BUCi5CVK1eq+3j9//rrr8o6pDZwbUR1qe1efkRO7MyQpN3pUpRXfcyLxqVvjLISKKhLQgooMDxAknaly4E1qFE6YTUfD4y+o2c1w8/TRT64NnW3T9i74pgc3pRs1UGpEdsmQnUI2tOByLXx4O45OIBrwKkYJ1+N0tJSVTOBob2EEPOA9yner2eddZb89ddf6uSAtN2iRYtk4MCBzj48lwKO1D0nV1g4IOWDri0IoBO7MiRpb4ZkHs397+cCq0V0/v1hn2z77ZBA/9T4MdVLJK59pPhVMdhkqsgxoFYNdWzYCnKKlIDdt+KYHN2WaokwIm1XVTAhOkUTVM/GZtE0efJky5t46tSp1dyLIZief/5544+QEGJ3gfjChQuVu/iSJUtUxHXcuHHy888/y9ChQ519eC4JLqbw/8HW4T/DxaK8YjU/r6YIVPLeCjNPvWCCG3l8pyiVdmvep9EpBxATxwH7hQ4jE9SWm14g+1cdUxGo1oPjrX6upKhUPp++WGJahSuxZUsKlniwaEIoC7Rs2VLVSKDYlBDiGqBp46efflIGtKh1Qtcr6p1gFQInf2I/uIBiJEhNNO0eLb6BPlKcX6K63lCkjdEyVQu9iXMJiQyULhNaqq1q5Qo6J1FMD0NRbLBrSOgZY+m8dIZJK3GBQvD9+/c75kgIIQ4lODhYpdnPP/98FXnKz89XcyQx1+6CCy5w9uG5Nb0vbOfsQyC1pGpqFE0ASNFqdWi4r/yzVp8QvyBfZc3QemBj1X1oZmsGYh82rywKSRcsWGD12EcffaQiTyhygz+MmYvACSEiQUFB8t1338mFF16o7hcXF8vFF18s77//vrMPjRBT02ZwvFz80nBVHN5pbDOr4cCIIMITatHTa2XBnH+cepzEJKLpkUceka1bt1ruwwX8mmuuUSZ6999/v/z444/y5JNPOuo4CSEG4e/vr5zDr776akvqHe/ll156ydmHRojpa9ngyzXoqs5y6esjZfz9faTtsCYq0qTRuLO1HY/mDVXLRnXi6uk5DOl99NFHLfcxLLR///7y7rvvqvsJCQkye/Zsefjhhx1zpIQQw/Dx8VHvXbTZamLpzjvvVN11s2bNYtcWIacBKbim3WLUNvhqDDZOVh14SNHpyUstlD8f3yBhsUHSamC8tBncuM5+W8SFRFN6ero0alTpMLt06VLl/6LRt29fSUxMNP4ICSEOAb4xGH0UERFh+bCDrxBO6ISlcCLENlAEDn8tvceWxtGNFSNpspPyZdP3e9UWmRCmTDQhsDDOhbhheg6CSSsCLyoqUuMZ9AN6s7OzlfUAIcR1gDBChPjFF1+0PIbb1157rfJfI4TYR1hckCoO138GgSv52i92yRd3LJUfZq2Urb8cUMOiiRtFms4880xVu/T000+rQlJ04ug9Xv7991/lsk0IcT3uuOMOlaq77rrrVI0TCsPh5/TJJ59IQAD9gwipK406h0vXkW2lIKtY9v9T4QGVtDvD8v2kPRlqO7IlVcbdxRFHbiOaUM+E6enDhw+X0NBQ+fDDD1VBqQZOsjDMI4S4JigMhxHmZZddprrqvv76azWzbv78+epxQkjdgUt85zNaqC07KU/2rqwQUIg6gRZ9KstfQGlxqfz7435p1jtWzUNkutxFZ8+h3gGiCYWketLS0tTjeiFlNjh7ztxwTpM5wIgVeDnl5eWp+z169FDGmFgTro354PvGtdcGnXX7Vh6TLhNaSGBY5fUTheW/PLNW3UYROVzjYaKJcTs+fjTSNP3sOQ39zLmqU9UJIa4PHML//PNPNa8OkSZ0zg4ZMkQ+/fTTaoO6CSH2oY3jqQrm4WmgiHzLzwfUhtl3qJFK6B4jTbvHSFhMUD0fsWfDjyWEkGrATmT58uXSrFnFXDU0gUycOFHWrVvn7EMjxCPodV5rGTStk8R3jrIaHIyhwYfWJcnf72+VL25fIr+9sN6px+lpUDQRQmqkQ4cOsmLFCunSpYu6j6jTqFGj1Ow6QohjCYkKkk7jmsuZD/aTy94aJSNv7S5thzaxciIHDRpVtyzY9MNeObIlRQ0ZJsZS6/QcIcRzaNKkiSxbtkzNqEPkCYN+0Un78ccfq/ErhBDHExjqrwYDYysvK5eUA1lyeGOyJG5KVkOD9aDIfM28Xeq2t6+XxLaNVHVQjdpGSEzbCLUvUncomgghpyQyMtJSHP7LL7+ozropU6aoAtfp06c7+/AI8SiQqotpFa62nue1qfb9o1tTLbfLSsrl+PY0tWmEx4coARXbLlLaDolnUXktYXqOEGLToN/33ntPzagDaLq97bbb5MEHH+RMLUJMBCwKRtzSXdqPbFpj6i7zaK7sWnpE/vlkhxoFoyd5b4akHsiS0pKyejxi18JlIk2PP/64antGJw9sDTIyKs3BCCGOx9fXV95++21p3LixPPbYY+qxJ554Qo4fP64ex/cJIc4lqEGAtBmMGXfx6n5uar6c2J2hDDVP7E6X1P1ZUlZaLrFtIqwKzMHqz3fKsW1p4u3jpUa9wB8qokmoRMSHqK9hscHiXeV3PA2XOcthdMuFF14oAwcOlP/7v/9z9uEQ4pHAYA9GtxirhEgTokwwtk1OTlZDvDEpgBBiroLyVtgGVAwSRnF4yv4sq7EuAO9lRJkARBVua/c1fPy8pUFciPQ6v43VnL2ysnLsoFrkyh1xGdE0Z84c9fWDDz5w9qEQ4vHceuutyrPp8ssvVzVOP/74o5oI8MMPP9CzjRCTDxdGYXhVIJR6nNtGUvdnSurBLMk4mitSJfNeWlymHMxRjK4n7UCWfD9rpYREBSrfqNDoIAmODJTgCH8JCg9Qbuj4GhQRIH6BPi7tbu4yoqkuFBYWqk3vCK4pariBEnOBNeHauM7aXHDBBapIHAXiGNj9999/q3mUCxYskObNmzv1eD0Jvm/MiyutjZe3SJcJle/b4oISyTyWJ5lHc5SAyjiaI5lHciXzRJ6ENw62+p+yknKVkMpJzlfbyf+IyLQPxlpFpHb8kSjHd6aLf5Cv+Af7KlHn7ectPr7eKrLlrb56qdQgUopVDUDLSvAci/r78LBCJE1thWVSqr6WSocxCRLVvNLxG3P+0g5lSVC72tdjurVoevLJJy0RKj2wTEfnD0cOmAu8CbE2OMlwbVxjbbp27apm1GFeXUpKimzbtk0ZY3700Udq/ApxPHzfmBeXX5sQkbC2vhLWNlwSpGIaCCJSRV55kpRUKY6ycrKkQZMgyU8rkuL8k3tD+Yf4SkpqitVjBzcfkyNr0097KE16RUrPy1tYPbbs7c1SUnB6L6qQBF8pDSqw3M/Jy5XU4xkS1qjMtUTT/fffL08//fQpf2b79u3KZK8uzJw5U2bMmGEVaUpISFCjYDinyZwnGIRtY2JiuDYutDZjxoxRJpjwb9qzZ4+qb8Jwbwz1RhSqvkBBOuZfYvMk+L4xL56yNrGjYqXbqHbqdmFuseSmFkh+ZqHkZxZJfkah5P1329evYn6lHu/Swzb9jeCw4Oq/62Nbmi8kKNTqdwPLciXvcKmE1TwVzryi6a677pJp06ad8mdatWpV5/0HBASorSp4EeMF7M4vYleFa+Oaa9O2bVtZtWqVEksww8zPz5eLLrpInnrqKbn33nsdUsOA5hCkBH/++WfVWYsPWBEREfLyyy/LFVdc4dJ1E7WF7xvz4mlrExQWoDZbGXFzdynMKZKi3BIpzCuW0qIyZXmA+imk3rTb6N6r+hz2uaid+hnk/SCgkNrzCfARX39vNaMP9/EVNVb6342ID5Oe54Wogb0uJZqgvrERQlyfqKgo+fXXX+X6669X6Tktmrx792554403lFWIvSCKhWJzCKXffvtN1VLpgRXJ1KlTVcpQs0cghJiXgBA/tdWFTmPrv3bSZaTvoUOHlEcTvpaWlqrb2DDWgRBiDhDZRYer5uMEYBEyfvx4SUurdCWuDUeOHJFXX31VRo4cKXFxcXLttdfKt99+ayWY8CmyY8eOlvvo5uvcubN8+umnNN8khHieaJo1a5b07NlTZs+erYQSbmNbu3atsw+NEFIlHQGncPg2aenxxYsXS9++fWXLli027WPfvn3y7LPPKl+2pk2bKk+oJUuWWHXsILIFy4PPPvtMNXagCP27775THlIgPT1dff/cc89V9U6EEGIvXuUe9DEMheAoAt+1a5e0bt3aY3LMrgIuiLj4sUjffdZm5cqVMmnSJJVWAyEhISp1h9qnqpw4cUIJrU8++eSkH4ZQO4XicgwQ7tevn/j4VJ+blZqaqmbiff7555bH4B312muvySWXXOJ2tU5835gXro251wY1Te3atVMdjg0aVFoSnAquIiHEYSBSBAHUq1cvdT83N1eJHkSOcdJC1Pjjjz9W6bv4+Hi54447qgkm2Bogwvzvv//Kzp07lZUI9luTYNIiUIg+ffPNN5aaSaQGL730Upk4caIcPHiwHv5zQog7wkgTMQ38VOa+a4Nuuuuuu07VGGl0795dFYnn5eVV+3l4PF188cUqIoVPgnUFES64l3/55ZeWxzDqBaNgkPJzh3l5fN+YF66NeWGkiRBiWoKCglRE6bnnnrNcPDZt2mQlmOAi/sADD8jWrVtlw4YNqvPOHsEEEGn64osvVNQJkSyAvwm7E5hwrlu3zs7/jJwKRPi+//57eeihh+T555+XNWvWSElJibMPi5A64/ofswghLgFqiSBWunXrpqJIKNTGGBb4OaFge9CgQQ77NI6I1ejRo1WBOuwPEGBfv369qotC/RMiT2FhYQ75254Eoirw6Vq6dKnaNm/eXO1nUNeGtR42bJgau4M1gKgmxBVgeo6YBoayPWdtUKy9Y8cO1VFnhH9TbYAJJ7yk9Bd0TAp48cUXlbhytUJxZ75vjh07ZhFI2GAwWluw/ngdQERhg6CyNVVidnhOc7/0HEUTMQ08wZgXd1ub4uJieeGFF+Thhx+WgoLKmVSIRsFRHB5PZganbRTFw+QTrugQHhg31bJlS2nRooXamjRpctJi+bqCwn2IIxiLYoPNw8nA6wS2MMOHD1eiCKm6v/76S0Wijh49etLfg2jt1KmTSp8OGDBAfcV6GP2/1Afu9r5xJyiabICiydzwBGNe3HVt4Ad18803yy+//GJ5DBdnFI9DUGEsi1lALRAEEhzRUSd0uhEQKHJv1qyZRUTpN9SPwS3dz+/UTswwEkYaEwIJbu+YMQjBWRN43vr06aNEErbBgwer821VcMnZv3+/RUBhw8zCU4GUHoQXBJS2aTVqZsZd3zfuAEWTDVA0mRueYMyLO68NToEQIXfeeaccOHDAqogc9gaXXXaZBAYGOuXY4HoOQYfjw3w91IEZBSI6cFiHeai2ITqFryiWh1D6448/TurkjtcB6pFGjRqlRBLSanUdlow0nyai4O0Fe4nTFYzjOK+88krVBakZmpoNd37fuDoUTTZA0WRueIIxL56wNrBFQHcfhBJuayAag+J1CAREO7BhZIuj0kVIXUEkYYOTOgYTVwV/G0XUZ599towZM0ZSUlLU+Q1jphDFgfjDhtt43Chw3hw7dqyMGzdOjbVxVCQOog0Rrn/++UdtqENLTEys8WfhOg/xhCaD9u3bi5nwhPeNq0LRZAMUTeaGJxjz4klrA+Fxzz33WHk71ZQu6t27t0VIwbyzVatWdX5uDh8+rIYMY0MKribQ3TdhwgTlho6vcDm3ZW0wxFgTUNpX/D1tw4iZk10GIIpQ5wWhhA3/o7NANEoTUdiWL19ulSpE5Azu8/fee68yPzUDnvS+cTUommyAosnc8ARjXjxxbVDwPHfuXFm9erXq9DvdqRKpKbiXIyoF405suH8yKwOIM00oISVVE+jqg0jCNmLEiBo7De1dGwgPCCe9kEJqDJ1sEIZmNQDFIGcU7b/11ltWw5sBCshRl3bBBRdY5h86A09837gKFE02QNFkbniCMS+evjY4d8AIE+aM2CCkIHpsAdEZCCiIKXSF4fe++uortY+awM/gYj958mTljH46CwRPXxtc8N555x156aWXqnXl4TmBvcQNN9ygaqDqG09fG7OC9/BTTz2l3pNo+KBoOgkUTeaGJxjzwrWRGgcMayIK7ubY9IXktaFLly5KKF144YVKNNUGrk0FqP3CzEH4baGQvGoN2Lnnnis33XSTitjV1/PEtTEPkDpobIBYwleADkwIbYqmk0DRZG54gjEvXBvbwMkXppmaiMKG+/rCcg18ytWEEjyW6grXxhpc0lDv9Nprr6nxObBNqBr5u+qqq2Tq1Kkq/elIuDbmENPz5s1TkUiMZ9ITHR2tmigomk4CRZO54QnGvHBt6g4u2qidwEw9mEHCvmDixIl2z9XT4Nqcuu4Jqbu3335bRQb1IO2JLsBrrrlG1Yw5ovaJa+M8MKwb6/7666+rmj09bdq0kbvvvlvZZODDC0XTSaBoMjc8wZgXro154drYFm2YP3++vP/++8p/quplDzMQEfG79NJLlZWDUc8j16b+QWT3lVdekU8++cTK7R+g0xVi6fzzz1eiuS6F4FxFQgghbg26DjEkGkahsFyYM2eOckbXgGkoIlKod8Lj9913n6qL8qCYgkuTl5cnH374oSVy9N5771kEE8QqRBJStrCqwIBwezzWKJoIIYR4DBghM2vWLBVlQEEwHN+Dg4Mt34eJ5jPPPGOxjIDZaV0L/Ilj2bJli0yfPl0VdE+bNs3KugORoxkzZqgRPbD1wFgfI4ZxUzQRQgjxOBCBwAgYpHGQQvv000/lrLPOsvKlQh3aAw88oAYhDxkyRN58801VOEycW6uEOiUYmELUouAf6TV9J+qrr76qxO/zzz+v1s5IWNNETAPz/+aFa2NeuDbGX5ThowX7gprc2fUjbE5X0M+1MS79hkHVELhIsVadSxgUFKTSr/DkgrGpLRElmlvaAEWTueEJxrxwbcwL18ZxoP7p888/V1EodD7WBC66EE8QUUgBYVahBtem7mhDo7/99lu15eTkVPsZ1C9dd911cvnll9d6DiJFkw1QNJkbnmDMC9fGvHBtHA8ukygMh3hCFx7qZE42Smf48OFqiDJm9cF/C5Erro1tpKWlyYIFC9RzjIhSTf5mcHZHlyNq0SCa6gpFkw1QNJkbnvzNC9fGvHBt6hdcMnfu3Ck//vij2pDCwxrURFxcnIo+IQoFEdWkSZN6P15XEKO//vqrLFy4UJYtW1bNjBTgug0jWESUMBPRiNc5RZMNUDSZG578zQvXxrxwbZxLamqqLFq0SH7++WfVjVfVRFNPx44dlXhCJAoRKVsv1O7EoUOH1DBsCCWk3072fOH1PGnSJDWDcfTo0Yabj1I02QBFk7nhyd+8cG3MC9fGPOByijb433//XW0QB7m5uTX+LArKUbQM8YSv/fv3V2voTpSWlqoORHgkaRu62k4GRtxgRiA2PCf2+Ck5SjRV9lYSQgghpM6gawtt8NjuvPNOZbCItNP69euViFq9erUllQdBgdSevkMP7fEQT3369LHsByk+I/yFHE1hYaHs2LFD1q1bp/5fbBs3bqyxLklfAzZy5Eg1zgZb27ZtTf+/MtJETAM/MZsXro154dq4ztpkZGSo6BPSUhBRqI06HVFRUUo8de7cWV23EI3BBoEF0VHfwujw4cMqWoQoDUSStu3bt++ktV0aMBGFvxLqvJByQzQJbu3OgJEmQgghxMSgLR51OtgABMiqVavUeA9sa9eurRaZQc3UkiVL1FaV6Ohoady4sTRq1EhtiEpBoEEAhIWFKVGlfYVpJ4SbtiGig5l8iIbhb2pfIezwN7HByBNfjx49qoTS8SqDb08HRF6vXr3UeBOYg8JlXW/J4IpQNBFCCCFOAO3z6ArDBoqLi1VN1KZNm9TgWW07mViBqMGGn3EmISEh0r59e1Xo3rNnTyWU8LW23kmuAEUTIYQQYgIQhYHYwKYHXk+7d+9WKTD9dvDgQdV9hrSZI0FUChGtZs2aSUJCgvqKwcbwocIGKwWz1yIZBUUTIYQQYmJiYmLUhjRXVVCWjHpdRKOwQWBlZ2erDS7a2lcUnqOOR7+hnggjSAIDAy1fUfeLOiqk/vBVu+2s2iOzQdFECCGEuCiI8EDoYEOKjDgWtloQQgghhNgARRMhhBBCiA1QNBFCCCGE2ABFEyGEEEKIDXhUIbhmfo5OAnQb0D3XXKCbA50e6ODg2pgLro154dqYF66NudcGWgDUZjCKR4kmvHgBjLcIIYQQQrKzs1X3oS141Ow5KEvM+unUqZOyhLd11gypHxD9g3Ea18Z8cG3MC9fGvHBtzL8227ZtU1YNtkYCPSrShCcFzqUAL2C+iM0J18a8cG3MC9fGvHBtzAs0QW1Sp0yyEkIIIYTYAEUTIYQQQogNeJxoCggIkNmzZ6uvxFxwbcwL18a8cG3MC9fG/dbGowrBCSGEEELqisdFmgghhBBC6gJFEyGEEEKIDVA0EUIIIYTYAEUTIYQQQogNUDQRQgghhNgARRMhhBBCiA1QNBFCCCGE2ABFEyGEEEKIDVA0EUIIIYTYAEUTIYQQQogNUDQRQgghhNgARRMhhBBCiA34igdRVlYmR48elbCwMPHy8nL24RBCCCHESZSXl0t2drbEx8eLt7dtMSSPEk0QTAkJCc4+DEIIIYSYhMTERGnatKlNP+tRogkRJrB+/Xpp2bKlzcqS1F8kMDk5WWJiYrg2JoNrY164NuaFa2Putdm/f7/06tXLog1swaNEk5aSCw0NlQYNGvBFbMIXcUFBAdfGhHBtzAvXxrxwbcy9NtACoDblOlxFQgghhBAboGgihBBCCLEBj0rPEULMQXFpuWxNKpDS8nJD99shOlBC/PlZkBDiGCiaCCH13uZ75beJsietyPB9hwd6y/dTWlA4EUIcAs8shJB6JSm31CGCCWQWlMm25AKH7JsQQhhpIoTUe6RJo0WEnwxvEWL3PjceL5BNxyvEUpmxGT9CCHE90fTkk0/Kt99+Kzt27JCgoCAZNGiQPP3009K+fXtnHxohpBaU6kRNu6gAubV/tN37fHdtmkU0lVI1EUI8PT23dOlSueWWW2TVqlXy22+/SXFxsYwbN05yc3OdfWiEkFqgr/32Nmiakd5mhZKJECKeHmlatGiR1f0PPvhAYmNjZd26dTJs2DCnHRchpHaU6WSNt0EzIH10uyktM2SXhBDiuqKpKpmZmeprw4YNT/ozhYWFatPIysqy1FTADZSYC6wJ18b916ZUp2q8xPj1Li0r86jXEN835oVrY/618QjRhH/2jjvukMGDB0uXLl1OWQc1Z86cGgVXUlISbe1NuK5YG7yQuTbuuzYp2ZUXkMLCAvVetJf83MpuvPQMvL89J23P94154dqYf208QjShtmnLli2yfPnyU/7czJkzZcaMGVaRpoSEBAkPD1epPb6IzfcixgwgDrd077XJ8YXAyVO3g4OCJDY2xu7jCzueISJpFbcbNJDY2IqZUp4A3zfmhWtj7rXJyclxf9F06623yoIFC2TZsmXStGnTU/5sQECA2qqCFzFewHwRmw+ujQesja6OCTVNRqy1j24f5WLMPl0Jvm/MC9fGvNRmUK/LiSaEN6dPny7z58+XJUuWSMuWLZ19SISQOqCv7jCqe06/H3bPEUIcha8rpeQ+++wz+f777yUsLEyOHz+uHkeqDb5NhBDXQF976eUA0WTm7jl4SCXnlRi2P38fL4kIYASDkPrCZUTTm2++qb6OGDHC6vG5c+fKtGnTnHRUhJDaUlZuvOWAfj/lJo01ZRWWymVfJ8rxHONEE5jcIUyuoccvIfWCy4imurQGEkLMh96w29uDIk3/HM4zXDCBH3Zmy9Xt7B9FQwhxI9FECHEPHC2azPrxqkg3P6ZDdIA0beBn1/7WHs2TjIIy9XyWmPWfJsTNoGgihDgtPVeX7pXTpefMOnuuRBcBO69TAzm3Y7hd+7t5wRFZcyS/2r6NWJ/DWcWGDj7G6iSE+xmWjiXEWVA0EUKcN3tOPCfSVKJTIb4GhNj8dPswKiUJwTTt28OyPaVykoJRtGnoLx+fn2DI/06Is2DbBSHEDdJz5o80lRotmnQD94oN+p/3pxc5RDCBPWlFsjvVMfsmpL5gpIkQUq/ou9scYTlgUs1klULzNeDjqn4fRtU06euuWkT4SefYQLv3uS25UImxqvsnxBWhaCJ1ptjAEyCueYzae2Kkyaiappr3b9b0nI8B/7c+WmVUTZP+PT0oIVjuHGT/iJtXV6VYRJORtVeEOAOKJlKnuofbfz4mqw5XzA8zApz+z2oXKjd0NGyXxKToRY1RkSYfnYDQF5p7Sk2TYaJJHw3Tpf+ME3fmXBtCbIU1TaTWbE8uNFQwAZxKF+zKkfQCfhR1dxxRCK6/vJtUM1URTWJoTZNRYkQfadKLMnugaCLuBCNNpNYU6AooYkN8pUkD+15GCN3Db6bqJ13injjCEdxHJ0LMWjaj73AzItLkkPScTtRgRIsRWNVeUTQRF4eiidh10TurXZjc3C/Krv3974/j8suenP/2bffhEZOjX2Kj0nNeulhTucek54wXio6PNBmyS0KcBtNzxOkt4/poA0WT++MIywFXiDRZFYIb0T1nZTlg//4q9qMTdgZFmvT1Zow0EVeHook4vQvIFTqfiLnTc65R0yQOLAQ3vqaJ6TlCqkPRRGqN/rxnxCdmV3BzJmaPNOnMLT0kPefomiam5wipDkUTscvZ2IhIgXV6zpwXPGIc+iU2rqap5v2bCX3a0PDuOQfUNBk17oTdc8SdoGgipoo08Zzq/ji+pskTfZrKTdw9R9FE3AeKJlJr9Bcl1jSR2qKPJuq73ozrnhMXKAQ3Ij2n37cYQnFp5W0/H2P2yZom4k5QNBG7/GaMiBTohRfPqe6Pfok9tXvOmNlzjq1pckx6zpBdEuI0KJqIXZECIz4x64NVFE3ujyPSc9Y1TeWe0T3n4JomOoITUh2KJmLXyd+Isgf9PnhKdX/0osbLMEdwffecmBKXqGlytOWAWReHEBuhaCImiDSZ/4JHTB5p0gvvcvN3nbqE5YBBosl6Rp4huyTEaVA0Eadf9Hxc4IJHHPP6MUgzWdXFmbd7zmjLgZr3bQ+0HCDk1FA0ETsdwe3fH32aPAtHFIK7QqTJKj1nQFrSSowYVdNEywFCTglFE7HTp4mWA8S55qgV+9Ht30Nmzzm6psm4QvDK20zPEVeHoomYYGCvbt/27454YKRJL77M3j0HwWREAbwjapqsUoiG+TQx0kTcB1/xQP46Uix7ynMMOXFFBPpI3yZBhkRcXDFSYIy5JX2aPAlHFIK7QqRJe98YVSvkiALrIod0z1E0EffBI0XTaxsLxWdnkmH7u7J7hEwfEC2eQqnRY1R0++A51f1xhOWA1dBnk76GSowWTY5wBHfIwN7K2xRNxNVhes4ANp0oEE9C351kzMBe81/wiNkjTa7TPedr0P/sa2VuaeaaJloOEPfBIyNN0zr7S2yjKPGy86Tw/N8pqj7D0z49lRlsbsn0nGfhCMsBVxDe2nnCqFS+w8eoMD1HSDU8UjRNaOEvrVuHi7c+L1QHXl6ZIsVl1p/OPG5gr9Hdc3bvjZidcnFs91yZx6TnHCCa/juXYdf0aSKkOkzPGVCI6WkhZ8cO7OVJ1d1xdHrOrK8h7bOVEcaW1QvBDUrP/bcfo1JzgJYDxJ2gaDLgE5SnfXqyGqNiQKSAA3s9C72mMSjQxEiTwQN7jUrNqX0x0kTcCKeJpvT0dPnoo4/ElfFU0VRicPccx6h4Fo63HCj3kJom/b7F0EiTv6GRJl2RvoedK4n74TTRdOjQIbnqqqvEldHC455W01RmsE+Tvu2c51QPsxwwqBTc2txSzN09Z1R6ziE1Tf/t2yBjS0DLAeJOOKwQPCsr65Tfz87OFldHOxnoO048LlJgcKTJw55Kj8Rony9XMbc0Oj1nZTlg0BvH6GPUPhThULEurGkiro7DRFNERMQpjevwadMoYztnoX3S87QTgVX3nME+TR72VHokVjVN4hljVFAHqOkaowSJ/sOG0Y7gRrmBa+B/Li0tZ6SJuDwOE01hYWHy4IMPSv/+/Wv8/u7du+WGG24QV0Y7+XlapEnfPUefJmJPI4FRlgM+Jo806d8zRqXn8KETruCwPTGsENwB3XPa/1xYyvQccX0cJpp69eqlvg4fPvykkSgzfiKsW6TJtf8Puy56Rvs0edZT6ZHogyJGBZv1+zHjaUV/jjAiOquvq4TQMWxgrwO659T+1JvcuOMkxO0KwS+99FIJDAw86ffj4uJk9uzZ4spoJxZ8inR1AVgb9J/kjfhAavbUCjEW/RIbFdDQCxEzds/pRZOR9UJGfnBDZ5v23jY60uTjoR8wifvhsEjTddddd8rvN2rUyPVFU5WWXyM7TsyMvm3Y1+CaJjOmVogj03OeEmkyPj1nLUbs35e+zMARNU2Aoom4OjS3tAP9pzFPqmuyijR5Gzw3zP7dEZcqBPeMmiaHRZoMnEqgpeaMPsaK/f33N5ieIy6OS4mmZcuWycSJEyU+Pl4VQX733XdOPR79icWTvJqMdgRnIbhn4QhzSy+Tp3hLHZ2eM+B/LtIdo9FRc0aaiLvgUgN7c3NzpXv37nL11VfLeeed5+zDccjsJ5BXXCaHs4rFSAJ8vKRZuJ8hNg/Gd89V3uY51f1xRCE40LyASj0oPYfuuar7t9fYEjA9R4gbiKYJEyaozSzoT35GpeeOZBXLZV8fktxi408uZ7ULk4dHNrJ7P/pCW0PMLXX74DnV/Sl3gOUAULsqN2tNky4664ARJUbXNDkuPWfCxSHEXUVTbSksLFRbVZdynLTLyuw/y+iLoItLygzZ59+HchwimMDve3Nk1vAYQ1MNXkY8l7qrnDIBNOB5dBV2pRbKl1uyVHTRKFo19JcruoVLgIEhDayJUe8bq/lj5ca8b7RUcYmUq/2b7TVUpAvP+npVPJ/GesWJLN6XLd52fIpJyi3R7de4Y6wq7sy2No7EyPcNcczamEI0nW6Eip4GDRqIo3jyySdlzpw51R7PzMyUpKQku04woKSowHL7eHKq+BXYf5FKySiy3O4R4yNxIfZ/4lt1rFQyCsuV2++JEyfsTtEVFFYeY1pqihT62be/7KzKk3VefoEha+MqPLo0T3ZlGHtC/WN/roSW58moBD9DTzB43+AkY+/a5OZVfpDJzEiXJDGqgKbiBFhcUqJeQ2YiKaMy91VUmG/c8ZUVW/7z+/9INmafOLcVVrwPjaK8tPI4j504YahXlZkx8n1DHLM2phBNpxuhoh+jUlqqS6QbzMyZM2XGjBlWYi4hIUHCw8MlNjbW7hdxaAhOUhUz9BpEREpsVIDdx+x/OB2nVXX7ip7RMqR5iN37vP6Ho5JxokCdsKJiYu0Ovfv4HhORfHW7UWyMBGuFFXWkYWEeZKe67R8QaMjauApH8w44ZL8F3sESGxtp6AkG79eYmBi71yYwMAXSRt2OathQYqPtf98AH+9cVdDk5e2jXkNmIlkKLO+ZsBCsTbQh++0UlyLb02z/kGor3ZtGSGyscR9ogwKO4lWpbjeMijE0CmpmjHzfEOPXJicnxxyiafHixWIGAgIC1FYVvIjxArb3ReyvK8Ypk4p92kuRLugQ6OdjyD71Betl5fYfpz4u4udj//Poo3seIeyMWBtXAC3eOf8teMeYAHlmXJxd+1t7JF/mLKmIDpQa9Hp0xPumvMraG3WcFfVR5ZbXkJnA+cHI94zG9P7R0iHaXw6nZEloSKh4GVCLFB/mKyNbhBri9q+h/6BWJp7x/jb6fUOMpy5ZF4eIppONTnE3rArBDWrZKdRVdAag+MEA9J0waCs+uU977WtSDB/Y60F1ohkYxvUfMcG+EhdqXzotOri45rohM1sOGLhf7WVeZvpCcOP2G+LvLee0byBJkQUSGxth2guzXjSxGJy4MvVSCJ6RkSH/93//J9u3b1f3O3furGwDkCarDQil7dmzx3J///79snHjRmnYsKE0a9ZMnGluaZRpW6FOfMEmwAj0kSYjxJ0jzS096XyaUVApmiIC7X8i9RdjvS2E2dAvsZGlLdq+ykxvOeAZ9Tx6KJqIu+DwjyVr166V1q1by4svvihpaWlqe+GFF9Rj69evr/W+evbsqTaAeiXcnjVrljgD/VBLoywHCnTjyo3K+xvtXK6ZW3oZ1DJuZW4pnkOmlWjycfv5azWPUTFOQGj70u/f3R3BXXXkFCGuisMjTXfeeaecc8458u6774qvb8WfKykpkWuvvVbuuOMO5fJtKyNGjDCV268jPj2hw83o9JzVCcuAunstimFUJsBqjIp5ltfhpOeXGSqarC9M5n0i9YdmZKRJex2VeZC5pavASBNxFxwumhAd0gsm9Ud9feXee++VPn36iCtjnZ4zqqbJ+PRc1Zome9GiGEYM6/XkMSr69Fy4EZEm3evR1Ok5B4xRMXukyVFjVFwFiibiLjhcNMGH6dChQ9KhQwerxxMTEyUsLEzcpxDcmH0W6q52hqXnjK5p0iJNBp37WdNkVKTJBdNzBg3sdUSkCVHfNUfyrD7I1JVNxyvsBoCneBS5YhSUEKeLposvvliuueYaee6552TQoEHqsb///lvuuecemTJlirgyjpg954hIk9Gf8rSLnlHjIPT/pqeKpsggI2qaXKNuxFGF4EaLpvt/OyZ/HYSHmLEwPefUQyHE3KIJYgleCFdeeaWqZQJ+fn5y0003yVNPPSXuciIwqhBc657Dro06uerTiPqaqbqi/atGzfTUe2WUWV1S3Rvju+f06TnzPo/61KGZ03Prj1ZGh4ykvUFmnq56rnxxZYqE+dv3ekdk9soeEZIQ7m/A0RFiEtEEt+9Vq1bJww8/rEaa7N27Vz2Ozrng4GBxdRxZ04Qok73jTmqqaTIiPaf9r0Z1PnlqpMnw7jm95YCJn8cK+0lHdM8Zn54DMcE+MqVbhCH77BAdIN0a2euU5nrom1rWGSRGs4tK5amxjQ3ZFyGmEE0+Pj4ybtw45c/UsmVL6dq1q7gTVpEmo8wt//sYblTnnCOsESyRJoMiYfrrpolLcVT05s/9ObInrXL2nj3s/W8/WJ5QOz95V+zHy/XMLU2ankOXrjZDuVGor1zR3biRNJ7ImNah8v2OLMkqNC43dyy7cmYlIW6TnuvSpYvs27dPiSZ3wxHeI1qkST+ixWwRMS39YVykSV/ALKZl+aE8eeD3E4bvF51zRkQVrSNN5n0i9YfmZdL0nCaYqtYukrrRKSZQFl7RUrJ00dW6MnneQXWe1BsBE+I2oumxxx6Tu+++Wx599FHp3bu3hISEVOuuc1UcWQgeaGCkyU+X+TGipkkTiEZdS/R+TyYOkMi+9EKH7HdIs2CPKrZ1hUiT/n2iT2+TuoPnMTrE/ktOoI9XhWgyoKuRENOJpjPPPFN9hcGl/tM0wt+4j7onV8URheDaydqozrlqjuAGPN1Gd8/p287NfBrUL/FNfRtK51j7a1NC/LylU6wxhcG+LpOeM7/lgD7drn//EOejShcKred0EuI2omnx4sXirlilvQyI4EBIaiFnI2uajI6IGe7T5CKRJr0Q6RgTIP2bmquZQZ+e80zLAS/DUpOMNJmXAPVCLzUkak6I6UQTapkSEhKq1WxAIMDg0m3MLQ242hc66ETtqNlzhkWaXKR7zmpQsQkNCq0sB0xc0+To9Fy50ZEmiiZToX2gLKBoIk7Auz5EU3JycrXHMbjX1YvDrSM4BhtbGuiApz9OIz6dabswrKbJaoyKeU+E1qMwxHTo18PM6Tn9/EijbDX0/z/+dXtnVOrHDTHSZE7RhPOlmWaREs/A4ad+rXapKjk5ORIY6Np+JUY7bVsN63VQpMmINKJ2Qfa0MSrWERKzR5rE4yJNVjWTBkaaKJrMhf7cyBQdcZv03IwZMywnsoceesjKzBLF3//884/06NFDXBmjfZqsI02OqWky1qfJ+PScmU+B+uiNGa+jrhJpshJNBu7XyiS1TMTbDr9Q/cWYheDmQm/HgpKGAIcXmRBSicNebhs2bLBEmjZv3iz+/pV297jdvXt3ZUXgyhhdYF2gmy8RaGR6zkBxh/V0bHpOTIv+qTNKMBoJPqBgTXCc+lElpu6eM/B51Af/7P33WQhuXvR2LEX4oOl5U2mIO4omrWvuqquukpdfftml/ZhsKwQXQyNNhhaC632a7FQl+l/3tIG9eiFi1usoop+lpeWmniRf7qBIk5X4xv9vxyKxENy86KPwLAYn9Y3DA5tz584Vd8Vop22r9JxJa5ocUY9iNbC33PMiJEbyXze2mNn3r8xhlgM1/426wEiTedGfG+nVRNxONOXm5spTTz0lf/zxhyQlJUkZig10YMSKq2Jk2qtaIbjDapqMrOvxsEiTgwqYjaRiTcpdp6bJAT5N6m/Y+f/ra/8YaTIX+s5ijlIhbiearr32Wlm6dKlcccUV0rhxY0NbjN2te04b1mu4aDJQ3FnX9YjHFoLr3bfNhLYmZvZpcpTlACNNHtg9Z+aQKnFLHC6aFi5cKD/99JMMHjxY3A1fH0em57xN2T1nlaIy6ILnMj5N+giJCX2a9HVm5i4Ed0y0zko02fn/c4yKefHXfaBkpIm4nWiKjIyUhg0bijuiLwTPKSqTw1nFdu3vRE6J49Nz9kaaHFAM7To+TcanJo1GOy4zp+e0p9Hop9BKfNsZs2SkybxgYK9GASNNxN1E06OPPiqzZs2SDz/80MqryR3QfwLdklQo535+0LB9O2xgr50XU33ax+PGqLhE91zFVzN/ANeeRqODdUZGmiiaXKSmiYXgxN1E0/PPPy979+6VRo0aSYsWLcTPz8/q++vXrxdXBaIhNsRXknIrI0RG0aSB9fNkxpomI7vnKsqXTS6aHCAYPTHSpEXsjHZVN7KmiYXg5kUfhWd6jridaJo8ebK4M0+MaSQ/7Mgy9M3brVGg9IgLNGdNkwO657QaIURyXCXS5G3ySFOJp6fn7Pz/GWkyLxyjQtxaNM2ePVvcme5xQWozM4bWNDmgew78Zy9k6u45q5omk6om7bjMXOpRL4Xgdu6LheDmRS9i9c0zhNQH9Ta1Z926dbJ9+3Z1u3PnztKzZ8/6+tMej5HO5foUlZHpFWUWWVZu6kiTvnzCrMGHyu45D0/PsabJbWFNE3Fr0QRDy0suuUSWLFkiERER6rGMjAwZOXKkzJs3T2JiYhx9CB4PLk6ICiG9ZG+kSX8xMvJaou3LzNF2l4g0ac9jmSdGmozrnuMYFdeYPccxKqS+cbjbzPTp0yU7O1u2bt0qaWlpatuyZYtkZWXJbbfd5ug/T/7D/78rlL01TSUOEg6ayaHe+NBsuIQj+H8HVlFUX+5hNU2Vtxlp8pQxKuZ8jRP3xeGRpkWLFsnvv/8uHTt2tDzWqVMnef3112XcuHGO/vNE92k5v6Tc/khTuWMjTSbOKlkVF5vVEVxv74Vok7duWLNZ0KJA3qpn0jjYPed53XMsBCduF2nCrLmqNgMAj1WdQ0ccP/LF3q4qvXAwsiZF25WZT4ElLuQIbua6JnbPEXtgTRNxJg4/9Y8aNUpuv/12OXr0qOWxI0eOyJ133imjR4929J8nVT4tF5m0e87iL2TO67xCS3d5OaCI2RFF/2bNXLha95yW2iYm7J4z8wmDuCUOF02vvfaaql+CsWXr1q3V1rJlS/XYq6++6ug/TwyuadJHL4z8AK5dl0waHLEqrjZrlKlqpMmsXk31UghuYKSJ6TnzjlFhTRNxu5qmhIQE5fqNuqYdO3aox1DfNGbMGEf/aVLDcGFMBU/Nq7uDeXpBmWMsB7T0nInPgZrdglnrmaoajpo3PfdfxM7EjuBMz7lGTRNnzxG39GnCyXHs2LFqI87B77/oCIrBx398wJB9Ghlx0QSYSa/z1pEmE19D9SlTs2YuXGH2HAvBXaOmafOJfLl6fqIh++0QEygzBkVb6j8JqVfR9Oeff8qtt94qq1atkgYNGlh9LzMzUwYNGiRvvfWWDB061FGHQHTEhfrJrtQiQ/fZKMTXo9JzWk2TWT2aXCfSVA+WA3aGLLVIE/bJi6j5PgAi+oc1yi0ul81JhYbsF/vpHBsgZ7Wzvl4RUi+i6aWXXpLrrruummAC4eHhcsMNN8gLL7xA0VRPTO8fJeGB3pJVaEy3SfNwP0NPLpZIk4n757RIk4+rRJrKPM0RXFfTVG5MITijTOYDmYtpPSPlgw3phlsOLD+YR9FEnCOaNm3aJE8//fRJvw+Ppueee85Rf55UoUWkv8wa0UjMiitEmkpdINKkj4rojUg9rXvO3mupdjFm55w5ua53Q7UZARomxn24X7KLymTV4TzZnlxgiIMY0ojNGpjQKI2YUzSdOHGiRn8myx/29ZXk5GRH/XniYriGaKr4aubrqD4wUurB3XP2Ossz0uQ54IPGgIRg+W1vjuQUlcmV3x42bN8T2oTKzZ0N2x0xAQ5rnm7SpIkal3Iy/v33X2ncuLGj/jxxMbQLnkmDI1Zt7C4TaTJpes5h3XMGFsEX/bfW7JzzDEa1DHXIfn/dm2Na6w9iskjTmWeeKQ899JCMHz9eAgMDrb6Xn58vs2fPlrPPPrvW+8X4lWeffVaOHz8u3bt3V15P/fr1M/DIiTNwhTEq2oXYzNdRK0fwcg+LNOluf7QxXRbuzq7zvrIKStVXiibPYHSrELlvSIzsSTOmqHzd0Xw5kFGszhnHcssl3pC9ErcWTf/73//k22+/lXbt2qkuuvbt26vH4dUE4VNaWioPPvhgrfb5xRdfyIwZM1TXXf/+/VWx+RlnnCE7d+6U2NhYB/0npD7Qgg4mDY5Y1zSZ2qfJBQrBHRTm1rzIwOoj+YYPhyXuC6KeF3QON2x/76xNlXfXpavbR3LKpLdheyZum55r1KiRrFixQrp06SIzZ86Uc889V20PPPCAemz58uXqZ2oDuu3QkXfVVVepob8QT8HBwfL+++876t8g9YQmREwdaXIxR3BPsxwY1jxEQvyNWxwc3vi2YYbtj3gOzSP8LbcP55j00wsxn7ll8+bN5eeff5b09HTZs2ePqmVo27atREZG1npfRUVFsm7dOiXANLy9vZWz+MqVK2v8ncLCQrVpYHQLwHFwWLBJI03lFUOeTe3T5GXeY/TxqhRKxaVlhh0n9mPU+8Yyw8/g57F1pJ/8dGkzSc6tu+O9HgiwqGBf0661I9aGGEOzBpWX1sPZxr0PifHvG1M6gkMk9e3b1659pKSkqJRe1egU7mvjWary5JNPypw5c6o9DnPNpKQkJbqIOSgtKbbqvPTxMV+rbsl/RU1lpaXq9WNGCvIrPySkpqVLkm/d63qqnmDwvsFJxt73jRYAKy0pccjzaF1BWXdKi0SScsT0GLk2xBiCdONdNiYVyzNLDhve+EDsA++Xwsxsc4omZ4GoFGqg9JEmzMKDuSZqoHiCMQ8B/kcQG1S3o2Jixd/XfKKpTCquoAH+vqatoWuQmCYiGep2WHiExMYGG3Zhxkk/JibG7vdNefl/z6Ofn2mfR1fCyLUhxtEo5KCcyC2V1EIvmb/XmOgnMZaQUm/3FU3R0dEq+oAohB7cj4uLq/F3AgIC1FYVnGBwcuEJxjxYFVd7mXNtKh3BK14/ZsRXZwleJsYepxHvG3y60z6Do/zKrM+jq8FzmvkY2zpMPvm34gMMMSd1if65jGjy9/eX3r17yx9//CGTJ0+2fMLCfXTnEdfGW1fAbO/cMEeAY9KOynV8msz3POqPiOkK4s7cNiBKxrcJkcNJaRIREUFBazKgH44fSZQl7iqaAFJtU6dOlT59+ihvJlgO5Obmqm464tpYD1sV06Gv4zRzF7rZLQdc5XkkxF7woaBtVICEl/pIbGwQRZMJRdPevNqXgbiUaLr44ovV6JVZs2Ypc8sePXrIokWLam1dQMyH2UWT3ijSzJEms5tb6nUcA02EEFfDpUQTQCqO6Tj3w3pCvfku9vqxHCbWTKafPadfW/2aE0KIK8B4ITEFZo80aXPnzO4IbvbZc3o9bOKnkRBCaoSiiZgCs4smne2K6BrUTIfp03MuErEjhJCaMPHpn3gSPiZPz+mPycyRJrMXgusdeL3UoBJCCHEdKJqIKfAy+cVef0xmjpCYPtIkrvE8EkJITVA0EVOgj96Y71JvLUD0dUNmw1f3jjajTxPTc4QQV8bluueIe6K/gF7x7WHDUmCRQT5y35AY6RUf5BmRJt3zZsaIHQvBCSGuDEUTMQVhAZUhkqxC46726QWl8sm/6XaLJquaJhOrJv2xfb45Q37bm2NI9Oqc9mEysKHdu6LlACHEpaFoIqbgoi4Rsj+9SI5mFqoZg0bUCB/JqhiSmVlgvwhzlUhTsF/lwaXklarNCLYnF8rH40Mk1sD0nImfRkIIqRGKJmIKWkX6y5tnx0tSUpKafG/EyIFB7+6R4jKRAgMMi1ylpqlnXJAMTAiWNUfyDNkfRA42mHvuTC+V1k3t358rWDcQQkhNUDQRtyXQ11uKi8qkQG+y5OaO4L4+XvLKmfGG7e/XPdny4B8n1O0daaVypp37o+UAIcSVoWgibkugr5dkF4khoslVHMGNpmujQMvtLamlcjirWLy96h4iOpFbkTI1u/gkhJCaoGgibh1pEimVQkPSc56ZVooL9ZXoYB9VG7U1tUzO/yLRsH17kPYkhLgJHnT6J55G4H9F0Yak56wiTeIxeHl5Sd8mwQ4TZIQQ4krwrEXcPNIkUlharkSPPVYB1jVNHqSaRGR6/ygJD/CS4xl5EhhYma6zh0ahvnJ5t0hD9kUIIfUFRRNx65omDQinYDtEk7VPk3gUMSG+cufAaEM7GwkhxBXh2Y94hGiy13ZA/+ueVAhOCCGkEoom4vbpOSPqmjw50kQIIaQCnv6Jh0Sayg10BGekiRBCPBGKJuK2BFlFmuxLz3mq5QAhhJBKePonHhFpyi+2N9LkmeaWhBBCKqFoIh5S02RfpIkz0wghhPD0TzzDcsDemiZdIThrmgghxDOhaCJuS4CBlgP6QnBPcgQnhBBSCUUTcVscZzlA1UQIIZ4IRRNxWwy1HNDXNFEzEUKIR0LRRNyWID8DLQd0leCsaSKEEM+Eoom4LYZaDuh+XZf1I4QQ4kHw9E/cFmMtBxhpIoQQT4eiibgtjhqjQp8mQgjxTHj6Jx4imuwdo0JHcEII8XQomojbYqTlACNNhBBCfJ19AIQ4iiBdpGnJgVwZ8O6eOu+rTCeaWNNECCGeCUUTcVsC/bwl2M9L8v7rnNNHi+whItDHmB0RQghxKSiaiNvi6+0l9w+Nla+2ZkqJ3jPADvo0CZIusQGG7IsQQohrQdFE3JoJbcPURgghhNgLS1oJIYQQQmyAookQQgghxAYomgghhBBCbICiiRBCCCHEBjyqELz8P1fnnJwcycrKEm9vakYzUVZWJtnZ2RIYGMi1MRlcG/PCtTEvXBtzrw20gF4b2IJHiSa8eEGvXr2cfSiEEEIIMYk2CA8Pt+lnvcprI7HcQFnu3LlTOnXqJImJidKgQQNnHxLRgehfQkIC18aEcG3MC9fGvHBtzL8227Ztk/bt29scCfSoSBOelCZNmqjbeAHzRWxOuDbmhWtjXrg25oVrY16gCWqTOmWSlRBCCCHEBiiaCCGEEEJswONEU0BAgMyePVt9JeaCa2NeuDbmhWtjXrg27rc2HlUITgghhBBSVzwu0kQIIYQQUhcomgghhBBCbICiiRBCCCHEBiiaCCGEEEJswKNE0+uvvy4tWrRQc4D69+8vq1evdvYhERFZtmyZTJw4UeLj48XLy0u+++47Zx8SEZEnn3xS+vbtK2FhYRIbGyuTJ09WjvrE+bz55pvSrVs3i2niwIEDZeHChc4+LFIDTz31lDqv3XHHHc4+FI/n4YcfVmuh3zp06FCrfXiMaPriiy9kxowZqsVw/fr10r17dznjjDMkKSnJ2Yfm8eTm5qr1gKgl5mHp0qVyyy23yKpVq+S3336T4uJiGTdunFov4lyaNm2qLsbr1q2TtWvXyqhRo2TSpEmydetWZx8a0bFmzRp5++23lcAl5qBz585y7Ngxy7Z8+fJa/b7HWA4gsoRPza+99pplDh3mzkyfPl3uv/9+Zx8e+Q8o//nz56uoBjEXycnJKuIEMTVs2DBnHw6pQsOGDeXZZ5+Va665xtmHQkQkJydHDYd/44035LHHHpMePXrISy+95OzDEk+PNH333XeycePGOu/DIyJNRUVF6hPZmDFjLI9h1gzur1y50qnHRoirkJmZabk4E/NQWloq8+bNUxFApOmIOUCU9qyzzrK67hDns3v3blUK0qpVK7nsssvk0KFDtfp9jxjYm5KSok4sjRo1snoc93fs2OG04yLEVUBkFjUZgwcPli5dujj7cIiIbN68WYmkgoICCQ0NVRHaTp06OfuwiIgSsSgDQXqOmCvj9MEHH0j79u1Vam7OnDkydOhQ2bJli6rdtAWPEE2EEPs/NePEUtv8P3EcOPEjzYAI4Ndffy1Tp05VqVMKJ+eSmJgot99+u6oDRNMRMQ8TJkyw3EadGURU8+bN5csvv7Q5re0Roik6Olp8fHzkxIkTVo/jflxcnNOOixBX4NZbb5UFCxaoLkcUIBNz4O/vL23atFG3e/furaIaL7/8sio8Js4DpSBoMEI9kwYyHXj/oKa2sLBQXY+I84mIiJB27drJnj17bP4db085ueCk8scff1ilG3CfNQCE1Ax6RCCYkPb5888/pWXLls4+JHIKcE7DBZk4l9GjR6vUKaKA2tanTx9VP4PbFEzmKtbfu3evNG7c2Obf8YhIE4DdAMLXePH269dPdTGgcPKqq65y9qF5PHjh6pX+/v371ckFBcfNmjVz6rF5ekrus88+k++//17l+48fP64eDw8Pl6CgIGcfnkczc+ZMlWrA+yM7O1ut05IlS+SXX35x9qF5PHivVK37CwkJkaioKNYDOpm7775beQIiJXf06FFlQQQRO2XKFJv34TGi6eKLL1Yt07NmzVInf7R/Llq0qFpxOKl/4DMzcuRIK4ELIHJRtEecZ6AIRowYYfX43LlzZdq0aU46KgKQ/rnyyitVMStELOozIJjGjh3r7EMjxLQcPnxYCaTU1FSJiYmRIUOGKB863LYVj/FpIoQQQgixB4+oaSKEEEIIsReKJkIIIYQQG6BoIoQQQgixAYomQgghhBAboGgihBBCCLEBiiZCCCGEEBugaCKEEEIIsQGKJkIIIYQQG6BoIoS4HXAsnzx5srMPgxDiZnjMGBVCiHvg5eV1yu9jntTLL7+sBg4TQoiRUDQRQlwKzFvT+OKLL9Q8yZ07d1oeCw0NVRshhBgN03OEEJciLi7OsmFYLSJP+scgmKqm5zB0ePr06XLHHXdIZGSkGtT97rvvSm5urlx11VVqMn2bNm1k4cKFVn9ry5YtMmHCBLVP/M4VV1whKSkpTvivCSFmgKKJEOIRfPjhhxIdHS2rV69WAuqmm26SCy+8UAYNGiTr16+XcePGKVGUl5enfj4jI0NGjRolPXv2lLVr18qiRYvkxIkTctFFFzn7XyGEOAmKJkKIR9C9e3f53//+J23btpWZM2dKYGCgElHXXXedegxpvtTUVPn333/Vz7/22mtKMD3xxBPSoUMHdfv999+XxYsXy65du5z97xBCnABrmgghHkG3bt0st318fCQqKkq6du1qeQzpN5CUlKS+btq0SQmkmuqj9u7dK+3atauX4yaEmAeKJkKIR+Dn52d1H7VQ+se0rryysjL1NScnRyZOnChPP/10tX01btzY4cdLCDEfFE2EEFIDvXr1km+++UZatGghvr48VRJCWNNECCE1csstt0haWppMmTJF1qxZo1Jyv/zyi+q2Ky0tdfbhEUKcAEUTIYTUQHx8vPz9999KIKGzDvVPsCyIiIgQb2+eOgnxRLzKaZtLCCGEEHJa+HGJEEIIIcQGKJoIIYQQQmyAookQQgghxAYomgghhBBCbICiiRBCCCHEBiiaCCGEEEJsgKKJEEIIIcQGKJoIIYQQQmyAookQQgghxAYomgghhBBCbICiiRBCCCFETs//A21Vz0IsLNkgAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with torch.no_grad():\n", " node_pred = prd_nd(x_data, t_data, u=u_data)\n", "\n", "plot_trajectory(\n", " np.array([x_data, node_pred]), t_data, \"LTI\",\n", " us=u_data, labels=['Truth', 'NODE'], ifclose=False);" ] }, { "cell_type": "markdown", "id": "42eb0684-5de3-4e7a-8b5c-3cef26fcb141", "metadata": {}, "source": [ "While we could tune parameters such as the number of epochs to improve the prediction, in the follow part, we will explore and compare different optimizers and models." ] } ], "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 }