{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyze Path-Integrating Recurrent Neural Networks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set Up + Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory: /home/facosta/neurometry/neurometry\n", "Directory added to path: /home/facosta/neurometry\n", "Directory added to path: /home/facosta/neurometry/neurometry\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-05-16 01:17:27.122166: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-05-16 01:17:27.799932: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", "INFO: Note: detected 128 virtual cores but NumExpr set to maximum of 64, check \"NUMEXPR_MAX_THREADS\" environment variable.\n", "INFO: Note: NumExpr detected 128 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n", "INFO: NumExpr defaulting to 8 threads.\n" ] } ], "source": [ "import setup\n", "\n", "setup.main()\n", "%load_ext autoreload\n", "%autoreload 2\n", "# %load_ext jupyter_black\n", "\n", "import neurometry.datasets.synthetic as synthetic\n", "from neurometry.datasets.load_rnn_grid_cells import plot_rate_map\n", "from neurometry.datasets.rnn_grid_cells.scores import GridScorer\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "import os\n", "\n", "os.environ[\"GEOMSTATS_BACKEND\"] = \"pytorch\"\n", "import geomstats.backend as gs\n", "import torch\n", "\n", "from tqdm import tqdm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single-Agent RNN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load activations across training epochs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import sys\n", "\n", "path = os.path.join(os.getcwd(), \"datasets/rnn_grid_cells\")\n", "sys.path.append(path)\n", "from neurometry.datasets.load_rnn_grid_cells import load_activations" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "import argparse\n", "\n", "import torch\n", "\n", "\n", "class Config:\n", " save_dir = \"models/\" # directory to save trained models\n", " n_epochs = 1 # number of training epochs\n", " n_steps = 1 # batches per epoch\n", " batch_size = 1000 # number of trajectories per batch\n", " sequence_length = 20 # number of steps in trajectory\n", " learning_rate = 1e-4 # gradient descent learning rate\n", " Np = 512 # number of place cells\n", " Ng = 4096 # number of grid cells\n", " place_cell_rf = 0.12 # width of place cell center tuning curve (m)\n", " DoG = True # use difference of gaussians tuning curves\n", " surround_scale = 2 # if DoG, ratio of sigma2^2 to sigma1^2\n", " RNN_type = \"RNN\" # RNN or LSTM\n", " activation = \"relu\" # recurrent nonlinearity\n", " weight_decay = 1e-6 # strength of weight decay on recurrent weights\n", " periodic = False # trajectories with periodic boundary conditions\n", " box_width = 2.2 # width of training environment\n", " box_height = 2.2 # height of training environment\n", " # device = (\n", " # \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", " # ) # device to use for training\n", " device = torch.device(\"cuda:7\")\n", " n_avg = 50 # number of trajectories to average over for rate maps\n", "\n", "\n", "# If you need to access the configuration as a dictionary\n", "config = Config.__dict__\n", "\n", "\n", "def create_parser(config):\n", " parser = argparse.ArgumentParser()\n", "\n", " for attr, value in config.items():\n", " if not attr.startswith(\"__\"):\n", " parser.add_argument(\n", " f\"--{attr}\", type=type(value), default=value, help=f\"default: {value}\"\n", " )\n", "\n", " return parser\n", "\n", "\n", "parser = create_parser(config)\n", "options, unknown = parser.parse_known_args()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating trajectory generator...\n", "Loading single agent model...\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from neurometry.datasets.rnn_grid_cells.model import RNN\n", "from neurometry.datasets.rnn_grid_cells.place_cells import PlaceCells\n", "from neurometry.datasets.rnn_grid_cells.scores import GridScorer\n", "from neurometry.datasets.rnn_grid_cells.trajectory_generator import TrajectoryGenerator\n", "from neurometry.datasets.rnn_grid_cells.utils import generate_run_ID\n", "\n", "\n", "options.run_ID = generate_run_ID(options)\n", "\n", "place_cells = PlaceCells(options)\n", "if options.RNN_type == \"RNN\":\n", " model = RNN(options, place_cells)\n", "elif options.RNN_type == \"LSTM\":\n", " raise NotImplementedError\n", "\n", "print(\"Creating trajectory generator...\")\n", "\n", "trajectory_generator = TrajectoryGenerator(options, place_cells)\n", "\n", "print(\"Loading single agent model...\")\n", "\n", "model_single_agent = model.to(options.device)\n", "\n", "file_path = \"datasets/rnn_grid_cells/Single agent path integration high res/Seed 0/steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06\"\n", "epoch = 10\n", "\n", "model_name = \"final_model.pth\" if epoch == \"final\" else f\"epoch_{epoch}.pth\"\n", "model_path = os.path.join(file_path, model_name)\n", "saved_model_single_agent = torch.load(model_path)\n", "model_single_agent.load_state_dict(saved_model_single_agent)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing ratemaps and activations...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing: 0%| | 0/50 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# rm = activations_single_agent.mean(axis=-1)\n", "plt.imshow(rm[0]);" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rm_10 = activations_single_agent.mean(axis=-1)\n", "plt.imshow(rm_10[2653]);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "file_path = \"datasets/rnn_grid_cells/Single agent path integration high res/Seed 0/steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06\"\n", "epochs = [\"final\"]\n", "(activations, rate_maps, state_points) = load_activations(\n", " epochs, file_path, version=\"single\", verbose=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "single_agent_positions has shape (batch_size $\\times$ sequence_length $\\times$ n_avg, 2)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "box_width = 2.2\n", "res = 20\n", "\n", "\n", "def downsample_positions(positions, box_width, res):\n", " bin_edges = np.linspace(-box_width / 2, box_width / 2, res + 1)\n", " bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2\n", " bin_indices_x = np.digitize(positions[:, 0], bins=bin_edges, right=True) - 1\n", " bin_indices_y = np.digitize(positions[:, 1], bins=bin_edges, right=True) - 1\n", " bin_indices_x = np.clip(bin_indices_x, 0, res - 1)\n", " bin_indices_y = np.clip(bin_indices_y, 0, res - 1)\n", " assigned_positions = np.zeros_like(positions)\n", " assigned_positions[:, 0] = bin_centers[bin_indices_x]\n", " assigned_positions[:, 1] = bin_centers[bin_indices_y]\n", " return assigned_positions\n", "\n", "\n", "new_positions = downsample_positions(single_agent_positions[0], box_width, res)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(400, 4096)\n", "(400, 2)\n" ] } ], "source": [ "final_representation = single_agent_rate_maps[0].T\n", "\n", "print(final_representation.shape)\n", "\n", "\n", "box_width = 2.2\n", "res = 20\n", "\n", "bin_edges = np.linspace(-box_width / 2, box_width / 2, res + 1)\n", "bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2\n", "\n", "x_centers, y_centers = np.meshgrid(bin_centers, bin_centers[::-1])\n", "\n", "positions_array = np.stack([x_centers, y_centers], axis=-1)\n", "\n", "# Flatten the coordinate array to shape (400, 2)\n", "positions = positions_array.reshape(-1, 2)\n", "\n", "\n", "print(positions.shape)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from neurometry.dimension.dimension import evaluate_pls_with_different_K\n", "from neurometry.dimension.dimension import evaluate_PCA_with_different_K" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "X = final_representation\n", "Y = positions\n", "\n", "N = 200\n", "\n", "K_values = [i for i in range(1, N + 1, 20)]\n", "\n", "pls_r2_scores, pls_transformed_X = evaluate_pls_with_different_K(X, Y, K_values)\n", "\n", "pca_r2_scores, pca_transformed_X = evaluate_PCA_with_different_K(X, Y, K_values)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(K_values, pls_r2_scores, marker=\"o\", label=\"PLS $R^2$ Score\")\n", "\n", "plt.plot(K_values, pca_r2_scores, marker=\"o\", label=\"PCA $R^2$ Score\")\n", "\n", "plt.xlabel(\"Number of Components\")\n", "\n", "plt.ylabel(\"$R^2$ Score\")\n", "\n", "plt.title(\"PLS vs PCA for Dimensionality Reduction\")\n", "\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot scatter of single_agent_positions\n", "plt.rcParams[\"text.usetex\"] = False\n", "\n", "x = single_agent_positions[0][:, 0]\n", "y = single_agent_positions[0][:, 1]\n", "\n", "plt.scatter(x, y)\n", "plt.title(\"Single Agent training positions\")\n", "plt.xlabel(\"x in meters\")\n", "plt.ylabel(\"y in meters\");" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(400, 2)\n" ] } ], "source": [ "res = 20\n", "pos = np.zeros((res * res, 2))\n", "print(pos.shape)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch final found.\n", "Loaded epochs ['final'] of dual agent model.\n", "activations has shape (4096, 20, 20, 5). There are 4096 grid cells with 20 x 20 environment resolution, averaged over 5 trajectories.\n", "state_points has shape (4096, 2000). There are 2000 data points in the 4096-dimensional state space.\n", "rate_maps has shape (4096, 400). There are 400 data points averaged over 5 trajectories in the 4096-dimensional state space.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# epochs = list(range(0, 100, 5))\n", "# epochs.append(\"final\")\n", "\n", "# file path for 'SA'\n", "sa_file_path = \"datasets/rnn_grid_cells/Single agent path integration/Seed 1 weight decay 1e-06/steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06\"\n", "\n", "# file path for 'SA high res'\n", "sa_hr_file_path = \"datasets/rnn_grid_cells/Single agent path integration high res/Seed 0/steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06\"\n", "\n", "# file_path for 'DA'\n", "da_file_path = \"datasets/rnn_grid_cells/Dual agent path integration disjoint PCs/Seed 1 weight decay 1e-06/steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06\"\n", "\n", "# file_path for 'DA high res'\n", "da_hr_file_path = \"datasets/rnn_grid_cells/Dual agent path integration high res/Seed 0/steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06\"\n", "\n", "file_path = da_hr_file_path\n", "\n", "epochs = [\"final\"]\n", "(\n", " single_agent_activations,\n", " single_agent_rate_maps,\n", " single_agent_state_points,\n", ") = load_activations(epochs, file_path, version=\"dual\", verbose=True)\n", "\n", "plot_rate_map(\n", " None, 40, single_agent_activations[-1], title=\"40 Randomly Selected Neurons\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot final activations" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_rate_map(\n", " None, 40, single_agent_activations[-1], title=\"40 Randomly Selected Neurons\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Training Loss" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_folder = \"Single agent path integration/Seed 1 weight decay 1e-06/\"\n", "model_parameters = \"steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06/\"\n", "\n", "loss_path = (\n", " \"/scratch/facosta/rnn_grid_cells/\" + model_folder + model_parameters + \"loss.npy\"\n", ")\n", "\n", "loss = np.load(loss_path)\n", "\n", "loss_aggregated = np.mean(loss.reshape(-1, 1000), axis=1)\n", "\n", "loss_normalized = (loss_aggregated - np.min(loss_aggregated)) / (\n", " np.max(loss_aggregated) - np.min(loss_aggregated)\n", ")\n", "\n", "plt.plot(np.linspace(0, 100, 100), loss_normalized)\n", "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Normalized trainingloss\")\n", "plt.title(\"Training loss over epochs\")\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extract representations from epoch = 0 to epoch = 100 (final)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "representations = []\n", "\n", "for rep in single_agent_rate_maps:\n", " points = rep.T\n", " norm_points = points / np.linalg.norm(points, axis=1)[:, None]\n", " representations.append(norm_points)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 400 points in 4096-dimensional space\n" ] } ], "source": [ "print(\n", " f\"There are {representations[0].shape[0]} points in {representations[0].shape[1]}-dimensional space\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute Persistent Homology using $\\texttt{giotto-tda}$" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'gtda'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[52], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mgtda\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mhomology\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m WeakAlphaPersistence, VietorisRipsPersistence\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mgtda\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdiagrams\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m PairwiseDistance\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mgtda\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mplotting\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m plot_diagram, plot_heatmap\n", "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'gtda'" ] } ], "source": [ "from gtda.homology import WeakAlphaPersistence, VietorisRipsPersistence\n", "from gtda.diagrams import PairwiseDistance\n", "from gtda.plotting import plot_diagram, plot_heatmap\n", "import neurometry.datasets.synthetic as synthetic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load synthetic 1-sphere, 2-sphere, and 2-torus neural manifolds" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING! Poisson spikes not generated: mean must be non-negative\n", "WARNING! Poisson spikes not generated: mean must be non-negative\n", "WARNING! Poisson spikes not generated: mean must be non-negative\n", "WARNING! Poisson spikes not generated: mean must be non-negative\n", "WARNING! Poisson spikes not generated: mean must be non-negative\n" ] } ], "source": [ "num_points = representations[0].shape[0]\n", "embedding_dim = representations[0].shape[1]\n", "\n", "task_points_circle = synthetic.hypersphere(intrinsic_dim=1, num_points=num_points)\n", "\n", "_, circle_points = synthetic.synthetic_neural_manifold(\n", " points=task_points_circle,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"linear\",\n", ")\n", "\n", "norm_circle_points = circle_points / np.linalg.norm(circle_points, axis=1)[:, None]\n", "\n", "task_points_sphere = synthetic.hypersphere(intrinsic_dim=2, num_points=num_points)\n", "\n", "_, sphere_points = synthetic.synthetic_neural_manifold(\n", " points=task_points_sphere,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"linear\",\n", ")\n", "\n", "norm_sphere_points = sphere_points / np.linalg.norm(sphere_points, axis=1)[:, None]\n", "\n", "task_points_sphere3 = synthetic.hypersphere(intrinsic_dim=3, num_points=num_points)\n", "\n", "_, sphere3_points = synthetic.synthetic_neural_manifold(\n", " points=task_points_sphere3,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"linear\",\n", ")\n", "\n", "norm_sphere3_points = sphere3_points / np.linalg.norm(sphere3_points, axis=1)[:, None]\n", "\n", "\n", "torus_task_points = synthetic.hypertorus(intrinsic_dim=2, num_points=num_points)\n", "\n", "_, torus_points = synthetic.synthetic_neural_manifold(\n", " points=torus_task_points,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"linear\",\n", ")\n", "\n", "norm_torus_points = torus_points / np.linalg.norm(torus_points, axis=1)[:, None]\n", "\n", "\n", "torus3_task_points = synthetic.hypertorus(intrinsic_dim=3, num_points=num_points)\n", "\n", "_, torus3_points = synthetic.synthetic_neural_manifold(\n", " points=torus3_task_points,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"linear\",\n", ")\n", "\n", "norm_torus3_points = torus3_points / np.linalg.norm(torus3_points, axis=1)[:, None]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "noise level: 7.07%\n", "There are 100 points in 10-dimensional space\n" ] } ], "source": [ "num_points = 100\n", "\n", "embedding_dim = 10\n", "\n", "task_points_circle = synthetic.hypersphere(intrinsic_dim=1, num_points=num_points)\n", "\n", "noisy_circle_points, circle_points = synthetic.synthetic_neural_manifold(\n", " points=task_points_circle,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"tanh\",\n", " poisson_multiplier=1,\n", " scales=torch.ones(embedding_dim),\n", ")\n", "\n", "print(\n", " f\"There are {circle_points.shape[0]} points in {circle_points.shape[1]}-dimensional space\"\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "noise level: 7.07%\n", "There are 100 points in 10-dimensional space\n" ] } ], "source": [ "num_points = 100\n", "\n", "embedding_dim = 10\n", "\n", "task_points_sphere2 = synthetic.hypersphere(intrinsic_dim=2, num_points=num_points)\n", "\n", "noisy_sphere2_points, sphere2_points = synthetic.synthetic_neural_manifold(\n", " points=task_points_sphere2,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"tanh\",\n", " poisson_multiplier=1,\n", " scales=torch.ones(embedding_dim),\n", ")\n", "\n", "print(\n", " f\"There are {sphere2_points.shape[0]} points in {sphere2_points.shape[1]}-dimensional space\"\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "num_points = 100\n", "\n", "embedding_dim = 10\n", "\n", "task_points_torus2 = synthetic.hypertorus(intrinsic_dim=2, num_points=num_points)\n", "\n", "noisy_torus2_points, torus2_points = synthetic.synthetic_neural_manifold(\n", " points=task_points_torus2,\n", " encoding_dim=embedding_dim,\n", " nonlinearity=\"tanh\",\n", " poisson_multiplier=1,\n", " scales=torch.ones(embedding_dim),\n", ")\n", "\n", "print(\n", " f\"There are {torus2_points.shape[0]} points in {sphere2_points.shape[1]}-dimensional space\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load or Compute Vietoris-Rips persistence diagrams" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "homology_dimensions = (\n", " 0,\n", " 1,\n", " 2,\n", " 3,\n", ")\n", "VR = VietorisRipsPersistence(homology_dimensions=homology_dimensions)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading Vietoris-Rips persistence diagrams\n", "There are 25 persistence diagrams. Each diagram has 1635 features (points).\n" ] } ], "source": [ "try:\n", " print(\"Loading Vietoris-Rips persistence diagrams\")\n", " vr_diagrams = np.load(\"datasets/rnn_grid_cells/single_agent_vr_pers_diagrams.npy\")\n", "\n", "except:\n", " print(\"Computing Vietoris-Rips persistence diagrams\")\n", " vr_diagrams = VR.fit_transform(\n", " representations\n", " + [norm_circle_points]\n", " + [norm_sphere_points]\n", " + [norm_torus_points]\n", " + [norm_sphere3_points]\n", " + [norm_torus3_points]\n", " )\n", " np.save(\"datasets/rnn_grid_cells/single_agent_vr_pers_diagrams.npy\", vr_diagrams)\n", "\n", "\n", "print(\n", " f\"There are {vr_diagrams.shape[0]} persistence diagrams. Each diagram has {vr_diagrams.shape[1]} features (points).\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each feature is a triple $[b, d, q]$, where $q$ is the dimension, $b$ is the birth time, $d$ is the death time" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "none", "line": { "color": "black", "dash": "dash", "width": 1 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ -0.02723900556564331, 1.3891892838478088 ], "y": [ -0.02723900556564331, 1.3891892838478088 ] }, { "hoverinfo": "text", "hovertext": [ "(0.0, 0.03958228975534439)", "(0.0, 0.04719429090619087)", "(0.0, 0.059678804129362106)", "(0.0, 0.07671821862459183)", "(0.0, 0.08510016649961472)", "(0.0, 0.09792882949113846)", "(0.0, 0.10603269189596176)", "(0.0, 0.10880918055772781)", "(0.0, 0.1094881147146225)", "(0.0, 0.11570806801319122)", "(0.0, 0.11588972061872482)", "(0.0, 0.1182498186826706)", "(0.0, 0.11945786327123642)", "(0.0, 0.1296509951353073)", "(0.0, 0.12985903024673462)", "(0.0, 0.13083447515964508)", "(0.0, 0.1332370787858963)", "(0.0, 0.13374461233615875)", "(0.0, 0.13477177917957306)", "(0.0, 0.14126178622245789)", "(0.0, 0.1427878439426422)", "(0.0, 0.14330855011940002)", "(0.0, 0.14857983589172363)", "(0.0, 0.15043611824512482)", "(0.0, 0.15305158495903015)", "(0.0, 0.1546575129032135)", "(0.0, 0.15556369721889496)", "(0.0, 0.15815763175487518)", "(0.0, 0.16512344777584076)", "(0.0, 0.16526399552822113)", "(0.0, 0.1654033660888672)", "(0.0, 0.1655912697315216)", "(0.0, 0.168157160282135)", "(0.0, 0.1731836050748825)", "(0.0, 0.1753489077091217)", "(0.0, 0.17568857967853546)", "(0.0, 0.18111474812030792)", "(0.0, 0.18155266344547272)", "(0.0, 0.1839621365070343)", "(0.0, 0.1847207099199295)", "(0.0, 0.18507303297519684)", "(0.0, 0.18547897040843964)", "(0.0, 0.18624792993068695)", "(0.0, 0.1886167675256729)", "(0.0, 0.19100859761238098)", "(0.0, 0.19220106303691864)", "(0.0, 0.19230516254901886)", "(0.0, 0.19289837777614594)", "(0.0, 0.19704239070415497)", "(0.0, 0.19941799342632294)", "(0.0, 0.19990219175815582)", "(0.0, 0.20006437599658966)", "(0.0, 0.20152784883975983)", "(0.0, 0.20182178914546967)", "(0.0, 0.20193246006965637)", "(0.0, 0.20233315229415894)", "(0.0, 0.20323437452316284)", "(0.0, 0.20326657593250275)", "(0.0, 0.20437616109848022)", "(0.0, 0.20485636591911316)", "(0.0, 0.20597706735134125)", "(0.0, 0.20620930194854736)", "(0.0, 0.2079082876443863)", "(0.0, 0.21119678020477295)", "(0.0, 0.21158745884895325)", "(0.0, 0.21188421547412872)", "(0.0, 0.2119060456752777)", "(0.0, 0.21653278172016144)", "(0.0, 0.21685364842414856)", "(0.0, 0.21811054646968842)", "(0.0, 0.22042715549468994)", "(0.0, 0.2238347977399826)", "(0.0, 0.22429288923740387)", "(0.0, 0.2248193770647049)", "(0.0, 0.22644087672233582)", "(0.0, 0.22680088877677917)", "(0.0, 0.22797907888889313)", "(0.0, 0.22836637496948242)", "(0.0, 0.22839753329753876)", "(0.0, 0.2284419983625412)", "(0.0, 0.22923976182937622)", "(0.0, 0.22970986366271973)", "(0.0, 0.23003190755844116)", "(0.0, 0.23016005754470825)", "(0.0, 0.2306559532880783)", "(0.0, 0.23322613537311554)", "(0.0, 0.233363538980484)", "(0.0, 0.23429107666015625)", "(0.0, 0.23483024537563324)", "(0.0, 0.2355661243200302)", "(0.0, 0.23567387461662292)", "(0.0, 0.2362632304430008)", "(0.0, 0.23738253116607666)", "(0.0, 0.23763680458068848)", "(0.0, 0.23838801681995392)", "(0.0, 0.24090802669525146)", "(0.0, 0.24154098331928253)", "(0.0, 0.24200579524040222)", "(0.0, 0.2425011247396469)", "(0.0, 0.24464377760887146)", "(0.0, 0.245017409324646)", "(0.0, 0.24580474197864532)", "(0.0, 0.24596084654331207)", "(0.0, 0.24659954011440277)", "(0.0, 0.2471841424703598)", "(0.0, 0.24795496463775635)", "(0.0, 0.24805136024951935)", "(0.0, 0.24859951436519623)", "(0.0, 0.24915431439876556)", "(0.0, 0.24978552758693695)", "(0.0, 0.25029662251472473)", "(0.0, 0.2516726553440094)", "(0.0, 0.25278520584106445)", "(0.0, 0.25352126359939575)", "(0.0, 0.254370778799057)", "(0.0, 0.25446030497550964)", "(0.0, 0.2557438910007477)", "(0.0, 0.25672194361686707)", "(0.0, 0.2603098452091217)", "(0.0, 0.26123708486557007)", "(0.0, 0.26170262694358826)", "(0.0, 0.26225295662879944)", "(0.0, 0.26261717081069946)", "(0.0, 0.2635350525379181)", "(0.0, 0.2642922103404999)", "(0.0, 0.265062153339386)", "(0.0, 0.26511844992637634)", "(0.0, 0.2656027376651764)", "(0.0, 0.2659344971179962)", "(0.0, 0.2671978771686554)", "(0.0, 0.27112919092178345)", "(0.0, 0.2718926966190338)", "(0.0, 0.2721557915210724)", "(0.0, 0.2736964523792267)", "(0.0, 0.27536579966545105)", "(0.0, 0.2753852307796478)", "(0.0, 0.27545884251594543)", "(0.0, 0.2762828767299652)", "(0.0, 0.2769105136394501)", "(0.0, 0.27820566296577454)", "(0.0, 0.2790115773677826)", "(0.0, 0.2790789008140564)", "(0.0, 0.28189021348953247)", "(0.0, 0.28220370411872864)", "(0.0, 0.28266873955726624)", "(0.0, 0.2826964855194092)", "(0.0, 0.2831811010837555)", "(0.0, 0.28378933668136597)", "(0.0, 0.2838156819343567)", "(0.0, 0.2839258015155792)", "(0.0, 0.2841077148914337)", "(0.0, 0.28497833013534546)", "(0.0, 0.28609344363212585)", "(0.0, 0.286363422870636)", "(0.0, 0.2863726019859314)", "(0.0, 0.28638696670532227)", "(0.0, 0.28771355748176575)", "(0.0, 0.28885871171951294)", "(0.0, 0.2889915406703949)", "(0.0, 0.2896047830581665)", "(0.0, 0.29034295678138733)", "(0.0, 0.2907504141330719)", "(0.0, 0.2930331528186798)", "(0.0, 0.2934345006942749)", "(0.0, 0.2937276065349579)", "(0.0, 0.29422658681869507)", "(0.0, 0.29453739523887634)", "(0.0, 0.2946538031101227)", "(0.0, 0.29487332701683044)", "(0.0, 0.2960321009159088)", "(0.0, 0.2966114580631256)", "(0.0, 0.29698556661605835)", "(0.0, 0.2972658574581146)", "(0.0, 0.2976338267326355)", "(0.0, 0.2979160249233246)", "(0.0, 0.2981366217136383)", "(0.0, 0.2982499897480011)", "(0.0, 0.2987265884876251)", "(0.0, 0.2996982932090759)", "(0.0, 0.301085501909256)", "(0.0, 0.301264226436615)", "(0.0, 0.30249398946762085)", "(0.0, 0.3026253581047058)", "(0.0, 0.3039354979991913)", "(0.0, 0.30442604422569275)", "(0.0, 0.30560821294784546)", "(0.0, 0.3075626790523529)", "(0.0, 0.30882635712623596)", "(0.0, 0.30938395857810974)", "(0.0, 0.31196653842926025)", "(0.0, 0.31207549571990967)", "(0.0, 0.3125703036785126)", "(0.0, 0.31392160058021545)", "(0.0, 0.3142429292201996)", "(0.0, 0.31431102752685547)", "(0.0, 0.31509751081466675)", "(0.0, 0.3159017264842987)", "(0.0, 0.3160170018672943)", "(0.0, 0.31703051924705505)", "(0.0, 0.3173336982727051)", "(0.0, 0.317872554063797)", "(0.0, 0.3182632625102997)", "(0.0, 0.31958717107772827)", "(0.0, 0.32073545455932617)", "(0.0, 0.3207706809043884)", "(0.0, 0.3213965892791748)", "(0.0, 0.32314610481262207)", "(0.0, 0.32318195700645447)", "(0.0, 0.32327795028686523)", "(0.0, 0.3234122395515442)", "(0.0, 0.3234131932258606)", "(0.0, 0.32348138093948364)", "(0.0, 0.3242313861846924)", "(0.0, 0.32437410950660706)", "(0.0, 0.324697345495224)", "(0.0, 0.3246991038322449)", "(0.0, 0.32485857605934143)", "(0.0, 0.32515332102775574)", "(0.0, 0.3253878355026245)", "(0.0, 0.3254343569278717)", "(0.0, 0.32604533433914185)", "(0.0, 0.32627514004707336)", "(0.0, 0.3265596926212311)", "(0.0, 0.32741621136665344)", "(0.0, 0.32951420545578003)", "(0.0, 0.3310674726963043)", "(0.0, 0.33209535479545593)", "(0.0, 0.33229440450668335)", "(0.0, 0.33264783024787903)", "(0.0, 0.3342694044113159)", "(0.0, 0.3347090482711792)", "(0.0, 0.3355475068092346)", "(0.0, 0.33577993512153625)", "(0.0, 0.3359508812427521)", "(0.0, 0.33638110756874084)", "(0.0, 0.3369905948638916)", "(0.0, 0.33916905522346497)", "(0.0, 0.3401017189025879)", "(0.0, 0.34077292680740356)", "(0.0, 0.3413129150867462)", "(0.0, 0.34229061007499695)", "(0.0, 0.344161719083786)", "(0.0, 0.3452012538909912)", "(0.0, 0.34533509612083435)", "(0.0, 0.3456811010837555)", "(0.0, 0.346561998128891)", "(0.0, 0.34716859459877014)", "(0.0, 0.34718045592308044)", "(0.0, 0.34758004546165466)", "(0.0, 0.34787997603416443)", "(0.0, 0.3481477200984955)", "(0.0, 0.34848588705062866)", "(0.0, 0.3489800989627838)", "(0.0, 0.3499973714351654)", "(0.0, 0.35011520981788635)", "(0.0, 0.3501226603984833)", "(0.0, 0.35056978464126587)", "(0.0, 0.35123515129089355)", "(0.0, 0.35147541761398315)", "(0.0, 0.3525146543979645)", "(0.0, 0.3533327877521515)", "(0.0, 0.35510700941085815)", "(0.0, 0.35629352927207947)", "(0.0, 0.3580199182033539)", "(0.0, 0.3587239384651184)", "(0.0, 0.35920315980911255)", "(0.0, 0.35932478308677673)", "(0.0, 0.3615465760231018)", "(0.0, 0.3627600073814392)", "(0.0, 0.3640328049659729)", "(0.0, 0.3648310601711273)", "(0.0, 0.3658522665500641)", "(0.0, 0.36588171124458313)", "(0.0, 0.3663066327571869)", "(0.0, 0.36689087748527527)", "(0.0, 0.3669673204421997)", "(0.0, 0.3680559992790222)", "(0.0, 0.3681028187274933)", "(0.0, 0.36839091777801514)", "(0.0, 0.3692934811115265)", "(0.0, 0.37041276693344116)", "(0.0, 0.37126877903938293)", "(0.0, 0.3724842667579651)", "(0.0, 0.3726539611816406)", "(0.0, 0.37335383892059326)", "(0.0, 0.37393173575401306)", "(0.0, 0.3747851848602295)", "(0.0, 0.3749105632305145)", "(0.0, 0.3754819333553314)", "(0.0, 0.37557774782180786)", "(0.0, 0.3756401538848877)", "(0.0, 0.37573134899139404)", "(0.0, 0.3758886456489563)", "(0.0, 0.37618288397789)", "(0.0, 0.3767094612121582)", "(0.0, 0.37815186381340027)", "(0.0, 0.37941402196884155)", "(0.0, 0.3802199065685272)", "(0.0, 0.38042232394218445)", "(0.0, 0.38063329458236694)", "(0.0, 0.3807356357574463)", "(0.0, 0.381404846906662)", "(0.0, 0.3814697861671448)", "(0.0, 0.38156914710998535)", "(0.0, 0.3821927011013031)", "(0.0, 0.38233497738838196)", "(0.0, 0.38358110189437866)", "(0.0, 0.3837911784648895)", "(0.0, 0.3864762783050537)", "(0.0, 0.3889387249946594)", "(0.0, 0.3890911042690277)", "(0.0, 0.38936710357666016)", "(0.0, 0.3895885944366455)", "(0.0, 0.3896300792694092)", "(0.0, 0.39022189378738403)", "(0.0, 0.39059582352638245)", "(0.0, 0.3914493918418884)", "(0.0, 0.3927779793739319)", "(0.0, 0.392915815114975)", "(0.0, 0.3944360613822937)", "(0.0, 0.3947983682155609)", "(0.0, 0.39668595790863037)", "(0.0, 0.39785003662109375)", "(0.0, 0.39860889315605164)", "(0.0, 0.39917507767677307)", "(0.0, 0.39938682317733765)", "(0.0, 0.3995044529438019)", "(0.0, 0.39996758103370667)", "(0.0, 0.40085071325302124)", "(0.0, 0.4012547433376312)", "(0.0, 0.402070015668869)", "(0.0, 0.40363582968711853)", "(0.0, 0.4038641154766083)", "(0.0, 0.4038659632205963)", "(0.0, 0.4052817225456238)", "(0.0, 0.40624725818634033)", "(0.0, 0.40661677718162537)", "(0.0, 0.407925546169281)", "(0.0, 0.40829163789749146)", "(0.0, 0.40853551030158997)", "(0.0, 0.40987628698349)", "(0.0, 0.41134339570999146)", "(0.0, 0.4125724732875824)", "(0.0, 0.4128081798553467)", "(0.0, 0.4131263494491577)", "(0.0, 0.41368231177330017)", "(0.0, 0.4185517132282257)", "(0.0, 0.4206915497779846)", "(0.0, 0.4208323061466217)", "(0.0, 0.4208347499370575)", "(0.0, 0.42118942737579346)", "(0.0, 0.42268460988998413)", "(0.0, 0.4229612350463867)", "(0.0, 0.4236488938331604)", "(0.0, 0.42382726073265076)", "(0.0, 0.42409005761146545)", "(0.0, 0.4242228865623474)", "(0.0, 0.4269135594367981)", "(0.0, 0.42750421166419983)", "(0.0, 0.4300636947154999)", "(0.0, 0.43153971433639526)", "(0.0, 0.43506601452827454)", "(0.0, 0.43566980957984924)", "(0.0, 0.43596190214157104)", "(0.0, 0.43654972314834595)", "(0.0, 0.43664440512657166)", "(0.0, 0.43710845708847046)", "(0.0, 0.4385642111301422)", "(0.0, 0.4402279555797577)", "(0.0, 0.44056040048599243)", "(0.0, 0.44440391659736633)", "(0.0, 0.446393758058548)", "(0.0, 0.4474550485610962)", "(0.0, 0.4497672915458679)", "(0.0, 0.45184126496315)", "(0.0, 0.4523410201072693)", "(0.0, 0.45253416895866394)", "(0.0, 0.4532683491706848)", "(0.0, 0.45436856150627136)", "(0.0, 0.46242132782936096)", "(0.0, 0.4632897973060608)", "(0.0, 0.4640261232852936)", "(0.0, 0.4665726125240326)", "(0.0, 0.4707227051258087)", "(0.0, 0.4719604253768921)", "(0.0, 0.4786987900733948)", "(0.0, 0.4788060784339905)", "(0.0, 0.47947263717651367)", "(0.0, 0.48080798983573914)", "(0.0, 0.48356643319129944)", "(0.0, 0.4905930757522583)", "(0.0, 0.49528226256370544)", "(0.0, 0.4981897175312042)", "(0.0, 0.5070462822914124)", "(0.0, 0.5084429979324341)", "(0.0, 0.5087885856628418)", "(0.0, 0.5120725035667419)", "(0.0, 0.5394183993339539)", "(0.0, 0.5601711869239807)" ], "mode": "markers", "name": "H0", "type": "scatter", "x": [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], "y": [ 0.03958228975534439, 0.04719429090619087, 0.059678804129362106, 0.07671821862459183, 0.08510016649961472, 0.09792882949113846, 0.10603269189596176, 0.10880918055772781, 0.1094881147146225, 0.11570806801319122, 0.11588972061872482, 0.1182498186826706, 0.11945786327123642, 0.1296509951353073, 0.12985903024673462, 0.13083447515964508, 0.1332370787858963, 0.13374461233615875, 0.13477177917957306, 0.14126178622245789, 0.1427878439426422, 0.14330855011940002, 0.14857983589172363, 0.15043611824512482, 0.15305158495903015, 0.1546575129032135, 0.15556369721889496, 0.15815763175487518, 0.16512344777584076, 0.16526399552822113, 0.1654033660888672, 0.1655912697315216, 0.168157160282135, 0.1731836050748825, 0.1753489077091217, 0.17568857967853546, 0.18111474812030792, 0.18155266344547272, 0.1839621365070343, 0.1847207099199295, 0.18507303297519684, 0.18547897040843964, 0.18624792993068695, 0.1886167675256729, 0.19100859761238098, 0.19220106303691864, 0.19230516254901886, 0.19289837777614594, 0.19704239070415497, 0.19941799342632294, 0.19990219175815582, 0.20006437599658966, 0.20152784883975983, 0.20182178914546967, 0.20193246006965637, 0.20233315229415894, 0.20323437452316284, 0.20326657593250275, 0.20437616109848022, 0.20485636591911316, 0.20597706735134125, 0.20620930194854736, 0.2079082876443863, 0.21119678020477295, 0.21158745884895325, 0.21188421547412872, 0.2119060456752777, 0.21653278172016144, 0.21685364842414856, 0.21811054646968842, 0.22042715549468994, 0.2238347977399826, 0.22429288923740387, 0.2248193770647049, 0.22644087672233582, 0.22680088877677917, 0.22797907888889313, 0.22836637496948242, 0.22839753329753876, 0.2284419983625412, 0.22923976182937622, 0.22970986366271973, 0.23003190755844116, 0.23016005754470825, 0.2306559532880783, 0.23322613537311554, 0.233363538980484, 0.23429107666015625, 0.23483024537563324, 0.2355661243200302, 0.23567387461662292, 0.2362632304430008, 0.23738253116607666, 0.23763680458068848, 0.23838801681995392, 0.24090802669525146, 0.24154098331928253, 0.24200579524040222, 0.2425011247396469, 0.24464377760887146, 0.245017409324646, 0.24580474197864532, 0.24596084654331207, 0.24659954011440277, 0.2471841424703598, 0.24795496463775635, 0.24805136024951935, 0.24859951436519623, 0.24915431439876556, 0.24978552758693695, 0.25029662251472473, 0.2516726553440094, 0.25278520584106445, 0.25352126359939575, 0.254370778799057, 0.25446030497550964, 0.2557438910007477, 0.25672194361686707, 0.2603098452091217, 0.26123708486557007, 0.26170262694358826, 0.26225295662879944, 0.26261717081069946, 0.2635350525379181, 0.2642922103404999, 0.265062153339386, 0.26511844992637634, 0.2656027376651764, 0.2659344971179962, 0.2671978771686554, 0.27112919092178345, 0.2718926966190338, 0.2721557915210724, 0.2736964523792267, 0.27536579966545105, 0.2753852307796478, 0.27545884251594543, 0.2762828767299652, 0.2769105136394501, 0.27820566296577454, 0.2790115773677826, 0.2790789008140564, 0.28189021348953247, 0.28220370411872864, 0.28266873955726624, 0.2826964855194092, 0.2831811010837555, 0.28378933668136597, 0.2838156819343567, 0.2839258015155792, 0.2841077148914337, 0.28497833013534546, 0.28609344363212585, 0.286363422870636, 0.2863726019859314, 0.28638696670532227, 0.28771355748176575, 0.28885871171951294, 0.2889915406703949, 0.2896047830581665, 0.29034295678138733, 0.2907504141330719, 0.2930331528186798, 0.2934345006942749, 0.2937276065349579, 0.29422658681869507, 0.29453739523887634, 0.2946538031101227, 0.29487332701683044, 0.2960321009159088, 0.2966114580631256, 0.29698556661605835, 0.2972658574581146, 0.2976338267326355, 0.2979160249233246, 0.2981366217136383, 0.2982499897480011, 0.2987265884876251, 0.2996982932090759, 0.301085501909256, 0.301264226436615, 0.30249398946762085, 0.3026253581047058, 0.3039354979991913, 0.30442604422569275, 0.30560821294784546, 0.3075626790523529, 0.30882635712623596, 0.30938395857810974, 0.31196653842926025, 0.31207549571990967, 0.3125703036785126, 0.31392160058021545, 0.3142429292201996, 0.31431102752685547, 0.31509751081466675, 0.3159017264842987, 0.3160170018672943, 0.31703051924705505, 0.3173336982727051, 0.317872554063797, 0.3182632625102997, 0.31958717107772827, 0.32073545455932617, 0.3207706809043884, 0.3213965892791748, 0.32314610481262207, 0.32318195700645447, 0.32327795028686523, 0.3234122395515442, 0.3234131932258606, 0.32348138093948364, 0.3242313861846924, 0.32437410950660706, 0.324697345495224, 0.3246991038322449, 0.32485857605934143, 0.32515332102775574, 0.3253878355026245, 0.3254343569278717, 0.32604533433914185, 0.32627514004707336, 0.3265596926212311, 0.32741621136665344, 0.32951420545578003, 0.3310674726963043, 0.33209535479545593, 0.33229440450668335, 0.33264783024787903, 0.3342694044113159, 0.3347090482711792, 0.3355475068092346, 0.33577993512153625, 0.3359508812427521, 0.33638110756874084, 0.3369905948638916, 0.33916905522346497, 0.3401017189025879, 0.34077292680740356, 0.3413129150867462, 0.34229061007499695, 0.344161719083786, 0.3452012538909912, 0.34533509612083435, 0.3456811010837555, 0.346561998128891, 0.34716859459877014, 0.34718045592308044, 0.34758004546165466, 0.34787997603416443, 0.3481477200984955, 0.34848588705062866, 0.3489800989627838, 0.3499973714351654, 0.35011520981788635, 0.3501226603984833, 0.35056978464126587, 0.35123515129089355, 0.35147541761398315, 0.3525146543979645, 0.3533327877521515, 0.35510700941085815, 0.35629352927207947, 0.3580199182033539, 0.3587239384651184, 0.35920315980911255, 0.35932478308677673, 0.3615465760231018, 0.3627600073814392, 0.3640328049659729, 0.3648310601711273, 0.3658522665500641, 0.36588171124458313, 0.3663066327571869, 0.36689087748527527, 0.3669673204421997, 0.3680559992790222, 0.3681028187274933, 0.36839091777801514, 0.3692934811115265, 0.37041276693344116, 0.37126877903938293, 0.3724842667579651, 0.3726539611816406, 0.37335383892059326, 0.37393173575401306, 0.3747851848602295, 0.3749105632305145, 0.3754819333553314, 0.37557774782180786, 0.3756401538848877, 0.37573134899139404, 0.3758886456489563, 0.37618288397789, 0.3767094612121582, 0.37815186381340027, 0.37941402196884155, 0.3802199065685272, 0.38042232394218445, 0.38063329458236694, 0.3807356357574463, 0.381404846906662, 0.3814697861671448, 0.38156914710998535, 0.3821927011013031, 0.38233497738838196, 0.38358110189437866, 0.3837911784648895, 0.3864762783050537, 0.3889387249946594, 0.3890911042690277, 0.38936710357666016, 0.3895885944366455, 0.3896300792694092, 0.39022189378738403, 0.39059582352638245, 0.3914493918418884, 0.3927779793739319, 0.392915815114975, 0.3944360613822937, 0.3947983682155609, 0.39668595790863037, 0.39785003662109375, 0.39860889315605164, 0.39917507767677307, 0.39938682317733765, 0.3995044529438019, 0.39996758103370667, 0.40085071325302124, 0.4012547433376312, 0.402070015668869, 0.40363582968711853, 0.4038641154766083, 0.4038659632205963, 0.4052817225456238, 0.40624725818634033, 0.40661677718162537, 0.407925546169281, 0.40829163789749146, 0.40853551030158997, 0.40987628698349, 0.41134339570999146, 0.4125724732875824, 0.4128081798553467, 0.4131263494491577, 0.41368231177330017, 0.4185517132282257, 0.4206915497779846, 0.4208323061466217, 0.4208347499370575, 0.42118942737579346, 0.42268460988998413, 0.4229612350463867, 0.4236488938331604, 0.42382726073265076, 0.42409005761146545, 0.4242228865623474, 0.4269135594367981, 0.42750421166419983, 0.4300636947154999, 0.43153971433639526, 0.43506601452827454, 0.43566980957984924, 0.43596190214157104, 0.43654972314834595, 0.43664440512657166, 0.43710845708847046, 0.4385642111301422, 0.4402279555797577, 0.44056040048599243, 0.44440391659736633, 0.446393758058548, 0.4474550485610962, 0.4497672915458679, 0.45184126496315, 0.4523410201072693, 0.45253416895866394, 0.4532683491706848, 0.45436856150627136, 0.46242132782936096, 0.4632897973060608, 0.4640261232852936, 0.4665726125240326, 0.4707227051258087, 0.4719604253768921, 0.4786987900733948, 0.4788060784339905, 0.47947263717651367, 0.48080798983573914, 0.48356643319129944, 0.4905930757522583, 0.49528226256370544, 0.4981897175312042, 0.5070462822914124, 0.5084429979324341, 0.5087885856628418, 0.5120725035667419, 0.5394183993339539, 0.5601711869239807 ] }, { "hoverinfo": "text", "hovertext": [ "(0.8240844011306763, 0.8352056741714478)", "(0.7274632453918457, 0.7431023716926575)", "(0.7058101296424866, 0.734818696975708)", "(0.703606367111206, 0.7129111289978027)", "(0.6894562840461731, 0.6979140639305115)", "(0.6894198060035706, 0.6950350999832153)", "(0.6874573230743408, 0.7044407725334167)", "(0.687111496925354, 0.7142112851142883)", "(0.685244619846344, 0.6861197352409363)", "(0.6842530369758606, 0.704251229763031)", "(0.6837924122810364, 0.7456287741661072)", "(0.6821811199188232, 0.6862158179283142)", "(0.6753021478652954, 0.7053134441375732)", "(0.669933021068573, 0.7600312232971191)", "(0.6693935394287109, 0.6746041774749756)", "(0.668116569519043, 0.670840322971344)", "(0.6651820540428162, 0.6904482245445251)", "(0.6645622849464417, 0.6689246296882629)", "(0.6640042066574097, 0.7365138530731201)", "(0.6631887555122375, 0.6632652878761292)", "(0.660870373249054, 0.6748733520507812)", "(0.660780131816864, 0.6909513473510742)", "(0.6559931039810181, 0.7056884765625)", "(0.6559601426124573, 0.7520233392715454)", "(0.6550183892250061, 0.7331997752189636)", "(0.6543231010437012, 0.6749529838562012)", "(0.6527835130691528, 0.6877688765525818)", "(0.6493222713470459, 0.739945650100708)", "(0.646449625492096, 0.6654866337776184)", "(0.6452856063842773, 0.683702826499939)", "(0.6431270241737366, 0.7330306768417358)", "(0.6415467858314514, 0.6420078873634338)", "(0.6410232186317444, 0.6877688765525818)", "(0.640228271484375, 0.7706291675567627)", "(0.6377583146095276, 0.7479914426803589)", "(0.6369470953941345, 0.6635818481445312)", "(0.6367894411087036, 0.7993374466896057)", "(0.6343438625335693, 0.7333498001098633)", "(0.6263723373413086, 0.6733800172805786)", "(0.6257277131080627, 0.6756139993667603)", "(0.6244437098503113, 0.7239241600036621)", "(0.6228457689285278, 0.6885550022125244)", "(0.6211683750152588, 0.6520479321479797)", "(0.6208378672599792, 0.7109007239341736)", "(0.6204517483711243, 0.7013359069824219)", "(0.6200001239776611, 0.6497060060501099)", "(0.6156487464904785, 0.6320107579231262)", "(0.6121077537536621, 0.6478540897369385)", "(0.6118501424789429, 0.6433847546577454)", "(0.6103094816207886, 0.6142541766166687)", "(0.610273540019989, 0.6218775510787964)", "(0.6101457476615906, 0.6790118217468262)", "(0.6082352995872498, 0.6812260150909424)", "(0.6081552505493164, 0.6497843861579895)", "(0.6079246997833252, 0.6342611312866211)", "(0.6075559854507446, 0.6424915194511414)", "(0.6063126921653748, 0.6745477318763733)", "(0.6010414958000183, 0.6230524182319641)", "(0.5985839366912842, 0.605894148349762)", "(0.5981247425079346, 0.7533453106880188)", "(0.5942544341087341, 0.6075277328491211)", "(0.5941641330718994, 0.6081231236457825)", "(0.5936042666435242, 0.7032286524772644)", "(0.589976966381073, 0.6046377420425415)", "(0.5890665054321289, 0.6358153820037842)", "(0.5878215432167053, 0.6153879761695862)", "(0.585884153842926, 0.726967453956604)", "(0.5853797793388367, 0.6161882877349854)", "(0.5845940709114075, 0.6240653991699219)", "(0.5843824148178101, 0.6251799464225769)", "(0.5790919065475464, 0.6562075614929199)", "(0.577599048614502, 0.672762393951416)", "(0.5771856307983398, 0.6731212139129639)", "(0.5739884972572327, 0.574200451374054)", "(0.5729696154594421, 0.6831596493721008)", "(0.5729003548622131, 0.5987235307693481)", "(0.572726309299469, 0.7320607304573059)", "(0.5715271234512329, 0.7766327261924744)", "(0.5683116912841797, 0.603579044342041)", "(0.568293035030365, 0.6904630661010742)", "(0.5663129091262817, 0.6254718899726868)", "(0.5655263066291809, 0.7216843962669373)", "(0.5654122233390808, 0.6599758267402649)", "(0.5640536546707153, 0.6902234554290771)", "(0.5639799237251282, 0.7779245972633362)", "(0.5637696981430054, 0.599381685256958)", "(0.563129186630249, 0.6015014052391052)", "(0.5618489384651184, 0.640691339969635)", "(0.561094343662262, 0.5919213891029358)", "(0.5605849623680115, 0.7256436944007874)", "(0.5585362911224365, 0.7594764232635498)", "(0.5583490133285522, 0.5818331837654114)", "(0.5577991008758545, 0.5667350888252258)", "(0.5568991303443909, 0.6848799586296082)", "(0.5536333918571472, 0.8024545907974243)", "(0.5527519583702087, 0.6055870652198792)", "(0.5524499416351318, 0.6187547445297241)", "(0.5516976118087769, 0.6443712115287781)", "(0.5498238801956177, 0.7574702501296997)", "(0.5487314462661743, 0.5922179222106934)", "(0.5481879115104675, 0.6721336841583252)", "(0.5430392026901245, 0.6568094491958618)", "(0.542935311794281, 0.5477463603019714)", "(0.5400169491767883, 0.7518195509910583)", "(0.539794921875, 0.5398561358451843)", "(0.5376267433166504, 0.5727247595787048)", "(0.536716103553772, 0.6355714201927185)", "(0.5352728366851807, 0.6176981329917908)", "(0.5352296233177185, 0.5508755445480347)", "(0.5350309610366821, 0.5922436118125916)", "(0.5344873666763306, 0.5935370922088623)", "(0.5342039465904236, 0.5527549386024475)", "(0.5338250398635864, 0.6329415440559387)", "(0.5328357815742493, 0.5638296008110046)", "(0.5305905938148499, 0.5312473177909851)", "(0.5305574536323547, 0.6422841548919678)", "(0.530161440372467, 0.5454509258270264)", "(0.529979407787323, 0.5572317838668823)", "(0.5291845202445984, 0.7431013584136963)", "(0.5248984098434448, 0.7719648480415344)", "(0.5248093008995056, 0.7010095715522766)", "(0.5243299603462219, 0.5845401287078857)", "(0.5237213373184204, 0.5742902755737305)", "(0.5234532356262207, 0.5657304525375366)", "(0.5232527256011963, 0.5577622652053833)", "(0.5230532884597778, 0.7353532314300537)", "(0.5229249000549316, 0.7346202731132507)", "(0.5220471024513245, 0.5669324398040771)", "(0.5220025777816772, 0.6064634919166565)", "(0.5204476118087769, 0.6904630661010742)", "(0.5184640288352966, 0.5524939298629761)", "(0.5181040167808533, 0.5657041668891907)", "(0.517325758934021, 0.6102149486541748)", "(0.5164613127708435, 0.7974954843521118)", "(0.5160927772521973, 0.6787400841712952)", "(0.5158252120018005, 0.6745445132255554)", "(0.5155987739562988, 0.689269483089447)", "(0.5153035521507263, 0.5480671525001526)", "(0.5128934979438782, 0.7040949463844299)", "(0.5113796591758728, 0.5117568969726562)", "(0.5106935501098633, 0.7253517508506775)", "(0.509909987449646, 0.7607935667037964)", "(0.5084572434425354, 0.5119674205780029)", "(0.5084021091461182, 0.6755172610282898)", "(0.5083869695663452, 0.7536206245422363)", "(0.5076374411582947, 0.6202014088630676)", "(0.5064024329185486, 0.778731644153595)", "(0.5036516785621643, 0.6072493195533752)", "(0.502666711807251, 0.7376302480697632)", "(0.5004065632820129, 0.7021442651748657)", "(0.49970579147338867, 0.5183711051940918)", "(0.4992646872997284, 0.6818947196006775)", "(0.49860677123069763, 0.6275002360343933)", "(0.4982837736606598, 0.6842774152755737)", "(0.4971471130847931, 0.5206244587898254)", "(0.49656885862350464, 0.6725496649742126)", "(0.4963586628437042, 0.5168764591217041)", "(0.4960930645465851, 0.7038615942001343)", "(0.4957038462162018, 0.6646540760993958)", "(0.4938276708126068, 0.7606955766677856)", "(0.49324512481689453, 0.6680542826652527)", "(0.49240002036094666, 0.7382256388664246)", "(0.4910256862640381, 0.6289399862289429)", "(0.48967796564102173, 0.6482571959495544)", "(0.488770455121994, 0.685651957988739)", "(0.48735857009887695, 0.7257082462310791)", "(0.48495668172836304, 0.6958081722259521)", "(0.4839293956756592, 0.7751362323760986)", "(0.4836493134498596, 0.6621056795120239)", "(0.48309165239334106, 0.7357912659645081)", "(0.4819464385509491, 0.5168764591217041)", "(0.48159757256507874, 0.5545807480812073)", "(0.48113253712654114, 0.7162227034568787)", "(0.48093125224113464, 0.7607489824295044)", "(0.48054400086402893, 0.48842713236808777)", "(0.47858595848083496, 0.6461209058761597)", "(0.47844865918159485, 0.49495747685432434)", "(0.47685757279396057, 0.7635766863822937)", "(0.47279930114746094, 0.7673388719558716)", "(0.4720609486103058, 0.5314382314682007)", "(0.47152337431907654, 0.6088986992835999)", "(0.47029194235801697, 0.6030977964401245)", "(0.4681037664413452, 0.752625584602356)", "(0.46742746233940125, 0.6883339285850525)", "(0.4664607048034668, 0.4822171926498413)", "(0.4654417634010315, 0.5181013941764832)", "(0.4653359353542328, 0.6407142877578735)", "(0.4652925133705139, 0.7123239636421204)", "(0.4652377665042877, 0.769477903842926)", "(0.46502885222435, 0.486644983291626)", "(0.4642569422721863, 0.7445018291473389)", "(0.46325933933258057, 0.5316250324249268)", "(0.4613620638847351, 0.6883427500724792)", "(0.46068084239959717, 0.770236074924469)", "(0.45979493856430054, 0.7475982904434204)", "(0.45959335565567017, 0.7884125113487244)", "(0.45949628949165344, 0.7305630445480347)", "(0.4579481780529022, 0.5266373753547668)", "(0.4566110670566559, 0.4617222249507904)", "(0.45518019795417786, 0.48842713236808777)", "(0.45442160964012146, 0.5913665294647217)", "(0.4542502462863922, 0.6598455309867859)", "(0.45393994450569153, 0.5364968776702881)", "(0.45259156823158264, 0.48447880148887634)", "(0.4511756896972656, 0.48610541224479675)", "(0.4510346055030823, 0.47877734899520874)", "(0.4486267566680908, 0.4588888883590698)", "(0.4461669921875, 0.5995548367500305)", "(0.4446937143802643, 1.015339970588684)", "(0.4426279366016388, 1.0256633758544922)", "(0.4423321485519409, 0.7483509182929993)", "(0.44162487983703613, 0.469549298286438)", "(0.4375476539134979, 1.0300697088241577)", "(0.4373757839202881, 0.5245576500892639)", "(0.43706387281417847, 0.45700517296791077)", "(0.43689417839050293, 0.507698655128479)", "(0.43677181005477905, 0.6622126698493958)", "(0.43608400225639343, 0.4399247169494629)", "(0.43573713302612305, 0.4830256700515747)", "(0.4277939200401306, 0.6997963190078735)", "(0.42493805289268494, 0.45487457513809204)", "(0.4240350127220154, 0.5320438146591187)", "(0.42128539085388184, 0.4578412175178528)", "(0.41932129859924316, 0.7371879816055298)", "(0.41918444633483887, 0.43507081270217896)", "(0.4106745719909668, 0.49423253536224365)", "(0.4070129990577698, 0.4407106935977936)", "(0.4046434760093689, 0.5068609714508057)", "(0.4035157263278961, 0.5610360503196716)", "(0.3984818160533905, 0.4588888883590698)", "(0.39715081453323364, 0.4102000892162323)", "(0.391389399766922, 0.4449377655982971)", "(0.38411185145378113, 0.4054766893386841)", "(0.37906742095947266, 0.40877923369407654)", "(0.37559011578559875, 0.4296926259994507)", "(0.3704603612422943, 0.40865764021873474)", "(0.3671119809150696, 0.36894842982292175)", "(0.3554176390171051, 0.48400169610977173)", "(0.3415217101573944, 0.3479800224304199)", "(0.33580756187438965, 0.3728867173194885)", "(0.3278380036354065, 0.3346012234687805)", "(0.32189711928367615, 0.3275129497051239)", "(0.26400965452194214, 0.2688886821269989)" ], "mode": "markers", "name": "H1", "type": "scatter", "x": [ 0.8240844011306763, 0.7274632453918457, 0.7058101296424866, 0.703606367111206, 0.6894562840461731, 0.6894198060035706, 0.6874573230743408, 0.687111496925354, 0.685244619846344, 0.6842530369758606, 0.6837924122810364, 0.6821811199188232, 0.6753021478652954, 0.669933021068573, 0.6693935394287109, 0.668116569519043, 0.6651820540428162, 0.6645622849464417, 0.6640042066574097, 0.6631887555122375, 0.660870373249054, 0.660780131816864, 0.6559931039810181, 0.6559601426124573, 0.6550183892250061, 0.6543231010437012, 0.6527835130691528, 0.6493222713470459, 0.646449625492096, 0.6452856063842773, 0.6431270241737366, 0.6415467858314514, 0.6410232186317444, 0.640228271484375, 0.6377583146095276, 0.6369470953941345, 0.6367894411087036, 0.6343438625335693, 0.6263723373413086, 0.6257277131080627, 0.6244437098503113, 0.6228457689285278, 0.6211683750152588, 0.6208378672599792, 0.6204517483711243, 0.6200001239776611, 0.6156487464904785, 0.6121077537536621, 0.6118501424789429, 0.6103094816207886, 0.610273540019989, 0.6101457476615906, 0.6082352995872498, 0.6081552505493164, 0.6079246997833252, 0.6075559854507446, 0.6063126921653748, 0.6010414958000183, 0.5985839366912842, 0.5981247425079346, 0.5942544341087341, 0.5941641330718994, 0.5936042666435242, 0.589976966381073, 0.5890665054321289, 0.5878215432167053, 0.585884153842926, 0.5853797793388367, 0.5845940709114075, 0.5843824148178101, 0.5790919065475464, 0.577599048614502, 0.5771856307983398, 0.5739884972572327, 0.5729696154594421, 0.5729003548622131, 0.572726309299469, 0.5715271234512329, 0.5683116912841797, 0.568293035030365, 0.5663129091262817, 0.5655263066291809, 0.5654122233390808, 0.5640536546707153, 0.5639799237251282, 0.5637696981430054, 0.563129186630249, 0.5618489384651184, 0.561094343662262, 0.5605849623680115, 0.5585362911224365, 0.5583490133285522, 0.5577991008758545, 0.5568991303443909, 0.5536333918571472, 0.5527519583702087, 0.5524499416351318, 0.5516976118087769, 0.5498238801956177, 0.5487314462661743, 0.5481879115104675, 0.5430392026901245, 0.542935311794281, 0.5400169491767883, 0.539794921875, 0.5376267433166504, 0.536716103553772, 0.5352728366851807, 0.5352296233177185, 0.5350309610366821, 0.5344873666763306, 0.5342039465904236, 0.5338250398635864, 0.5328357815742493, 0.5305905938148499, 0.5305574536323547, 0.530161440372467, 0.529979407787323, 0.5291845202445984, 0.5248984098434448, 0.5248093008995056, 0.5243299603462219, 0.5237213373184204, 0.5234532356262207, 0.5232527256011963, 0.5230532884597778, 0.5229249000549316, 0.5220471024513245, 0.5220025777816772, 0.5204476118087769, 0.5184640288352966, 0.5181040167808533, 0.517325758934021, 0.5164613127708435, 0.5160927772521973, 0.5158252120018005, 0.5155987739562988, 0.5153035521507263, 0.5128934979438782, 0.5113796591758728, 0.5106935501098633, 0.509909987449646, 0.5084572434425354, 0.5084021091461182, 0.5083869695663452, 0.5076374411582947, 0.5064024329185486, 0.5036516785621643, 0.502666711807251, 0.5004065632820129, 0.49970579147338867, 0.4992646872997284, 0.49860677123069763, 0.4982837736606598, 0.4971471130847931, 0.49656885862350464, 0.4963586628437042, 0.4960930645465851, 0.4957038462162018, 0.4938276708126068, 0.49324512481689453, 0.49240002036094666, 0.4910256862640381, 0.48967796564102173, 0.488770455121994, 0.48735857009887695, 0.48495668172836304, 0.4839293956756592, 0.4836493134498596, 0.48309165239334106, 0.4819464385509491, 0.48159757256507874, 0.48113253712654114, 0.48093125224113464, 0.48054400086402893, 0.47858595848083496, 0.47844865918159485, 0.47685757279396057, 0.47279930114746094, 0.4720609486103058, 0.47152337431907654, 0.47029194235801697, 0.4681037664413452, 0.46742746233940125, 0.4664607048034668, 0.4654417634010315, 0.4653359353542328, 0.4652925133705139, 0.4652377665042877, 0.46502885222435, 0.4642569422721863, 0.46325933933258057, 0.4613620638847351, 0.46068084239959717, 0.45979493856430054, 0.45959335565567017, 0.45949628949165344, 0.4579481780529022, 0.4566110670566559, 0.45518019795417786, 0.45442160964012146, 0.4542502462863922, 0.45393994450569153, 0.45259156823158264, 0.4511756896972656, 0.4510346055030823, 0.4486267566680908, 0.4461669921875, 0.4446937143802643, 0.4426279366016388, 0.4423321485519409, 0.44162487983703613, 0.4375476539134979, 0.4373757839202881, 0.43706387281417847, 0.43689417839050293, 0.43677181005477905, 0.43608400225639343, 0.43573713302612305, 0.4277939200401306, 0.42493805289268494, 0.4240350127220154, 0.42128539085388184, 0.41932129859924316, 0.41918444633483887, 0.4106745719909668, 0.4070129990577698, 0.4046434760093689, 0.4035157263278961, 0.3984818160533905, 0.39715081453323364, 0.391389399766922, 0.38411185145378113, 0.37906742095947266, 0.37559011578559875, 0.3704603612422943, 0.3671119809150696, 0.3554176390171051, 0.3415217101573944, 0.33580756187438965, 0.3278380036354065, 0.32189711928367615, 0.26400965452194214 ], "y": [ 0.8352056741714478, 0.7431023716926575, 0.734818696975708, 0.7129111289978027, 0.6979140639305115, 0.6950350999832153, 0.7044407725334167, 0.7142112851142883, 0.6861197352409363, 0.704251229763031, 0.7456287741661072, 0.6862158179283142, 0.7053134441375732, 0.7600312232971191, 0.6746041774749756, 0.670840322971344, 0.6904482245445251, 0.6689246296882629, 0.7365138530731201, 0.6632652878761292, 0.6748733520507812, 0.6909513473510742, 0.7056884765625, 0.7520233392715454, 0.7331997752189636, 0.6749529838562012, 0.6877688765525818, 0.739945650100708, 0.6654866337776184, 0.683702826499939, 0.7330306768417358, 0.6420078873634338, 0.6877688765525818, 0.7706291675567627, 0.7479914426803589, 0.6635818481445312, 0.7993374466896057, 0.7333498001098633, 0.6733800172805786, 0.6756139993667603, 0.7239241600036621, 0.6885550022125244, 0.6520479321479797, 0.7109007239341736, 0.7013359069824219, 0.6497060060501099, 0.6320107579231262, 0.6478540897369385, 0.6433847546577454, 0.6142541766166687, 0.6218775510787964, 0.6790118217468262, 0.6812260150909424, 0.6497843861579895, 0.6342611312866211, 0.6424915194511414, 0.6745477318763733, 0.6230524182319641, 0.605894148349762, 0.7533453106880188, 0.6075277328491211, 0.6081231236457825, 0.7032286524772644, 0.6046377420425415, 0.6358153820037842, 0.6153879761695862, 0.726967453956604, 0.6161882877349854, 0.6240653991699219, 0.6251799464225769, 0.6562075614929199, 0.672762393951416, 0.6731212139129639, 0.574200451374054, 0.6831596493721008, 0.5987235307693481, 0.7320607304573059, 0.7766327261924744, 0.603579044342041, 0.6904630661010742, 0.6254718899726868, 0.7216843962669373, 0.6599758267402649, 0.6902234554290771, 0.7779245972633362, 0.599381685256958, 0.6015014052391052, 0.640691339969635, 0.5919213891029358, 0.7256436944007874, 0.7594764232635498, 0.5818331837654114, 0.5667350888252258, 0.6848799586296082, 0.8024545907974243, 0.6055870652198792, 0.6187547445297241, 0.6443712115287781, 0.7574702501296997, 0.5922179222106934, 0.6721336841583252, 0.6568094491958618, 0.5477463603019714, 0.7518195509910583, 0.5398561358451843, 0.5727247595787048, 0.6355714201927185, 0.6176981329917908, 0.5508755445480347, 0.5922436118125916, 0.5935370922088623, 0.5527549386024475, 0.6329415440559387, 0.5638296008110046, 0.5312473177909851, 0.6422841548919678, 0.5454509258270264, 0.5572317838668823, 0.7431013584136963, 0.7719648480415344, 0.7010095715522766, 0.5845401287078857, 0.5742902755737305, 0.5657304525375366, 0.5577622652053833, 0.7353532314300537, 0.7346202731132507, 0.5669324398040771, 0.6064634919166565, 0.6904630661010742, 0.5524939298629761, 0.5657041668891907, 0.6102149486541748, 0.7974954843521118, 0.6787400841712952, 0.6745445132255554, 0.689269483089447, 0.5480671525001526, 0.7040949463844299, 0.5117568969726562, 0.7253517508506775, 0.7607935667037964, 0.5119674205780029, 0.6755172610282898, 0.7536206245422363, 0.6202014088630676, 0.778731644153595, 0.6072493195533752, 0.7376302480697632, 0.7021442651748657, 0.5183711051940918, 0.6818947196006775, 0.6275002360343933, 0.6842774152755737, 0.5206244587898254, 0.6725496649742126, 0.5168764591217041, 0.7038615942001343, 0.6646540760993958, 0.7606955766677856, 0.6680542826652527, 0.7382256388664246, 0.6289399862289429, 0.6482571959495544, 0.685651957988739, 0.7257082462310791, 0.6958081722259521, 0.7751362323760986, 0.6621056795120239, 0.7357912659645081, 0.5168764591217041, 0.5545807480812073, 0.7162227034568787, 0.7607489824295044, 0.48842713236808777, 0.6461209058761597, 0.49495747685432434, 0.7635766863822937, 0.7673388719558716, 0.5314382314682007, 0.6088986992835999, 0.6030977964401245, 0.752625584602356, 0.6883339285850525, 0.4822171926498413, 0.5181013941764832, 0.6407142877578735, 0.7123239636421204, 0.769477903842926, 0.486644983291626, 0.7445018291473389, 0.5316250324249268, 0.6883427500724792, 0.770236074924469, 0.7475982904434204, 0.7884125113487244, 0.7305630445480347, 0.5266373753547668, 0.4617222249507904, 0.48842713236808777, 0.5913665294647217, 0.6598455309867859, 0.5364968776702881, 0.48447880148887634, 0.48610541224479675, 0.47877734899520874, 0.4588888883590698, 0.5995548367500305, 1.015339970588684, 1.0256633758544922, 0.7483509182929993, 0.469549298286438, 1.0300697088241577, 0.5245576500892639, 0.45700517296791077, 0.507698655128479, 0.6622126698493958, 0.4399247169494629, 0.4830256700515747, 0.6997963190078735, 0.45487457513809204, 0.5320438146591187, 0.4578412175178528, 0.7371879816055298, 0.43507081270217896, 0.49423253536224365, 0.4407106935977936, 0.5068609714508057, 0.5610360503196716, 0.4588888883590698, 0.4102000892162323, 0.4449377655982971, 0.4054766893386841, 0.40877923369407654, 0.4296926259994507, 0.40865764021873474, 0.36894842982292175, 0.48400169610977173, 0.3479800224304199, 0.3728867173194885, 0.3346012234687805, 0.3275129497051239, 0.2688886821269989 ] }, { "hoverinfo": "text", "hovertext": [ "(1.1452462673187256, 1.15889310836792)", "(1.1444810628890991, 1.1578402519226074)", "(1.1369236707687378, 1.1518715620040894)", "(1.1350376605987549, 1.1369417905807495)", "(1.1322234869003296, 1.1332619190216064)", "(1.1312568187713623, 1.1316187381744385)", "(1.1275800466537476, 1.1334658861160278)", "(1.1236748695373535, 1.1308408975601196)", "(1.1232545375823975, 1.1397976875305176)", "(1.1205543279647827, 1.1294801235198975)", "(1.1203851699829102, 1.1458574533462524)", "(1.1197186708450317, 1.1362807750701904)", "(1.1163227558135986, 1.1341557502746582)", "(1.1161500215530396, 1.1247594356536865)", "(1.1160629987716675, 1.1220413446426392)", "(1.1150213479995728, 1.1248358488082886)", "(1.1146806478500366, 1.1313142776489258)", "(1.1146234273910522, 1.1211600303649902)", "(1.1143240928649902, 1.1228467226028442)", "(1.1134757995605469, 1.1583346128463745)", "(1.1132489442825317, 1.122916340827942)", "(1.1094813346862793, 1.1353957653045654)", "(1.1094366312026978, 1.1160471439361572)", "(1.1087859869003296, 1.1219608783721924)", "(1.1073106527328491, 1.1115432977676392)", "(1.1071807146072388, 1.1204543113708496)", "(1.1069663763046265, 1.112549901008606)", "(1.1053905487060547, 1.1188281774520874)", "(1.1020164489746094, 1.1159934997558594)", "(1.1018297672271729, 1.123062014579773)", "(1.1011708974838257, 1.1160058975219727)", "(1.100771427154541, 1.1130465269088745)", "(1.1007477045059204, 1.1223552227020264)", "(1.0993499755859375, 1.1093087196350098)", "(1.0993242263793945, 1.124241828918457)", "(1.0991240739822388, 1.0994746685028076)", "(1.0979942083358765, 1.1084579229354858)", "(1.097560167312622, 1.0999078750610352)", "(1.097434401512146, 1.1231790781021118)", "(1.0971851348876953, 1.1319024562835693)", "(1.0968754291534424, 1.1061023473739624)", "(1.0963841676712036, 1.1057876348495483)", "(1.0956608057022095, 1.1244360208511353)", "(1.09430730342865, 1.1090893745422363)", "(1.0942096710205078, 1.107252597808838)", "(1.0940855741500854, 1.098945140838623)", "(1.0940495729446411, 1.0958890914916992)", "(1.0938317775726318, 1.1240955591201782)", "(1.0930887460708618, 1.0954476594924927)", "(1.092079520225525, 1.0973029136657715)", "(1.0919955968856812, 1.1312365531921387)", "(1.0915205478668213, 1.0922962427139282)", "(1.0903874635696411, 1.0905531644821167)", "(1.0900118350982666, 1.091351866722107)", "(1.089998722076416, 1.115090012550354)", "(1.0895822048187256, 1.103510856628418)", "(1.0886105298995972, 1.1209627389907837)", "(1.088355541229248, 1.1004157066345215)", "(1.0880824327468872, 1.1195534467697144)", "(1.087897777557373, 1.1206547021865845)", "(1.0876213312149048, 1.1222244501113892)", "(1.0868911743164062, 1.1254732608795166)", "(1.0868425369262695, 1.135257601737976)", "(1.0861282348632812, 1.0878734588623047)", "(1.0858838558197021, 1.1220924854278564)", "(1.0853326320648193, 1.0870275497436523)", "(1.0847808122634888, 1.1330068111419678)", "(1.084566593170166, 1.111884355545044)", "(1.084290862083435, 1.0950132608413696)", "(1.0842053890228271, 1.0999280214309692)", "(1.0841811895370483, 1.1077945232391357)", "(1.0840429067611694, 1.1254128217697144)", "(1.0837125778198242, 1.0935343503952026)", "(1.0835965871810913, 1.0875638723373413)", "(1.0833936929702759, 1.099092721939087)", "(1.0830830335617065, 1.0918632745742798)", "(1.082572340965271, 1.124869465827942)", "(1.0823849439620972, 1.0991774797439575)", "(1.0822511911392212, 1.109529733657837)", "(1.0818921327590942, 1.1409459114074707)", "(1.0818328857421875, 1.1336712837219238)", "(1.0810925960540771, 1.0958120822906494)", "(1.0810269117355347, 1.0982576608657837)", "(1.0808813571929932, 1.0975379943847656)", "(1.080306053161621, 1.122633695602417)", "(1.0798571109771729, 1.1047251224517822)", "(1.0796446800231934, 1.1203083992004395)", "(1.079535961151123, 1.1240955591201782)", "(1.0794286727905273, 1.1134682893753052)", "(1.0786247253417969, 1.0958149433135986)", "(1.0785562992095947, 1.1313647031784058)", "(1.077856421470642, 1.0829311609268188)", "(1.0777078866958618, 1.106182336807251)", "(1.0759435892105103, 1.1047731637954712)", "(1.0754272937774658, 1.1367183923721313)", "(1.0750521421432495, 1.1057876348495483)", "(1.0745861530303955, 1.089341402053833)", "(1.074549913406372, 1.1206547021865845)", "(1.0738227367401123, 1.0886993408203125)", "(1.0733709335327148, 1.1225764751434326)", "(1.0726584196090698, 1.0817164182662964)", "(1.0722018480300903, 1.0928149223327637)", "(1.0708067417144775, 1.0867801904678345)", "(1.0706989765167236, 1.1146316528320312)", "(1.070662260055542, 1.1330068111419678)", "(1.0702836513519287, 1.0818674564361572)", "(1.0697134733200073, 1.118406891822815)", "(1.069329023361206, 1.0959008932113647)", "(1.0685663223266602, 1.1178487539291382)", "(1.068031668663025, 1.1235450506210327)", "(1.0679508447647095, 1.0958890914916992)", "(1.0675219297409058, 1.1068294048309326)", "(1.066788911819458, 1.1106303930282593)", "(1.0664700269699097, 1.1087065935134888)", "(1.066269874572754, 1.1011841297149658)", "(1.0662494897842407, 1.1027435064315796)", "(1.0661181211471558, 1.1077945232391357)", "(1.0659215450286865, 1.1159934997558594)", "(1.0655431747436523, 1.0965536832809448)", "(1.0654985904693604, 1.121584177017212)", "(1.0645197629928589, 1.094167709350586)", "(1.0642800331115723, 1.1036487817764282)", "(1.0641666650772095, 1.1115938425064087)", "(1.0624741315841675, 1.1065731048583984)", "(1.0623115301132202, 1.0931800603866577)", "(1.0611516237258911, 1.1076569557189941)", "(1.0605672597885132, 1.1017894744873047)", "(1.0604817867279053, 1.0677438974380493)", "(1.0599855184555054, 1.0864536762237549)", "(1.0599547624588013, 1.0682399272918701)", "(1.0593175888061523, 1.1278918981552124)", "(1.0589523315429688, 1.0732901096343994)", "(1.0588387250900269, 1.0695563554763794)", "(1.05679452419281, 1.1283743381500244)", "(1.0564980506896973, 1.0582656860351562)", "(1.056228518486023, 1.092568039894104)", "(1.0554919242858887, 1.0940086841583252)", "(1.0549590587615967, 1.1074943542480469)", "(1.0548150539398193, 1.07988440990448)", "(1.0543400049209595, 1.121253490447998)", "(1.053639531135559, 1.103510856628418)", "(1.0536099672317505, 1.0651558637619019)", "(1.0535577535629272, 1.1254732608795166)", "(1.0532985925674438, 1.114466905593872)", "(1.0531944036483765, 1.1134696006774902)", "(1.051701545715332, 1.1104375123977661)", "(1.0511512756347656, 1.0992704629898071)", "(1.0508952140808105, 1.1023890972137451)", "(1.0507850646972656, 1.0677717924118042)", "(1.0499541759490967, 1.0566340684890747)", "(1.0498589277267456, 1.0677717924118042)", "(1.0497854948043823, 1.096590518951416)", "(1.0497384071350098, 1.057222604751587)", "(1.047853708267212, 1.1018755435943604)", "(1.0473520755767822, 1.115387201309204)", "(1.0462629795074463, 1.1164630651474)", "(1.046186923980713, 1.1092805862426758)", "(1.0453118085861206, 1.1051734685897827)", "(1.0448048114776611, 1.104300856590271)", "(1.0443943738937378, 1.0868901014328003)", "(1.0439156293869019, 1.1202954053878784)", "(1.0436875820159912, 1.0847777128219604)", "(1.0431207418441772, 1.117727518081665)", "(1.042693018913269, 1.1141172647476196)", "(1.0424195528030396, 1.1147485971450806)", "(1.04194974899292, 1.111485481262207)", "(1.0408835411071777, 1.106462001800537)", "(1.039318561553955, 1.0570690631866455)", "(1.038583517074585, 1.1121646165847778)", "(1.0384862422943115, 1.1089361906051636)", "(1.0383037328720093, 1.103927493095398)", "(1.037386178970337, 1.0677664279937744)", "(1.03572416305542, 1.1081119775772095)", "(1.034773826599121, 1.0898462533950806)", "(1.0321258306503296, 1.1096982955932617)", "(1.028420329093933, 1.1325000524520874)", "(1.0278204679489136, 1.0828007459640503)", "(1.0250229835510254, 1.1147711277008057)", "(0.9412397742271423, 0.9766991138458252)", "(0.939069926738739, 0.9555448889732361)", "(0.9302782416343689, 0.9404183030128479)", "(0.9262857437133789, 0.9769010543823242)", "(0.9206287860870361, 0.9757835268974304)", "(0.9160670042037964, 0.9643904566764832)", "(0.9104175567626953, 0.9160947203636169)", "(0.9071202874183655, 0.9110822677612305)", "(0.9016494154930115, 1.0153104066848755)", "(0.8875550627708435, 1.0064682960510254)", "(0.8840426206588745, 0.8878000378608704)", "(0.8776861429214478, 0.9073590636253357)", "(0.8763813972473145, 0.8833692669868469)", "(0.8756458163261414, 0.8931618332862854)", "(0.8711131811141968, 0.9644815325737)", "(0.8664688467979431, 0.9535280466079712)", "(0.8651217222213745, 0.961795449256897)", "(0.8640267848968506, 0.9098529815673828)", "(0.8600326776504517, 1.005547046661377)", "(0.8593904376029968, 0.8709939122200012)", "(0.8580210208892822, 0.8906740546226501)", "(0.8572019934654236, 0.9095516800880432)", "(0.8528439402580261, 0.9342567324638367)", "(0.852033257484436, 0.8894341588020325)", "(0.8506752848625183, 0.9227391481399536)", "(0.8506752848625183, 0.8603909611701965)", "(0.8469286561012268, 0.8609352111816406)", "(0.8469196557998657, 1.0298912525177002)", "(0.846008837223053, 0.9909688234329224)", "(0.8409374356269836, 0.8436169624328613)", "(0.8406733870506287, 0.9166213870048523)", "(0.8387957215309143, 0.9352338910102844)", "(0.8363257646560669, 0.8947069048881531)", "(0.8361252546310425, 0.8972041606903076)", "(0.8357216119766235, 0.990978479385376)", "(0.8340764045715332, 1.006727933883667)", "(0.8291264772415161, 0.8401486873626709)", "(0.8250434398651123, 0.8438633680343628)", "(0.8243308067321777, 0.8516021370887756)", "(0.8193483352661133, 0.8296722173690796)", "(0.8151278495788574, 0.9676385521888733)", "(0.8147827386856079, 0.8210771083831787)", "(0.8097330331802368, 0.8391706347465515)", "(0.8092833161354065, 0.9433839917182922)", "(0.8068525195121765, 1.1202770471572876)", "(0.8047797679901123, 1.1206707954406738)", "(0.8031478524208069, 0.8120673298835754)", "(0.802539050579071, 0.867438018321991)", "(0.7941235303878784, 0.860451340675354)", "(0.7936177849769592, 0.860876202583313)", "(0.790407121181488, 0.7937110066413879)", "(0.7890103459358215, 0.841181218624115)", "(0.7885273694992065, 1.0146619081497192)", "(0.7878992557525635, 0.8050860166549683)", "(0.7874104380607605, 0.7942078113555908)", "(0.7870348691940308, 0.8320512771606445)", "(0.7836349606513977, 0.7971795797348022)", "(0.7821277379989624, 0.8857653737068176)", "(0.7753087282180786, 0.8617546558380127)", "(0.774823784828186, 0.8477997779846191)", "(0.7741073369979858, 0.7944533824920654)", "(0.7737279534339905, 1.113267421722412)", "(0.7614787817001343, 0.7989193201065063)", "(0.7600966095924377, 0.9599440693855286)", "(0.7572318911552429, 0.8557718992233276)", "(0.7571176290512085, 0.7642157673835754)", "(0.7520068287849426, 0.77143794298172)", "(0.7512593865394592, 0.7939401865005493)", "(0.7409273386001587, 0.8993722796440125)", "(0.7365780472755432, 0.7565475702285767)", "(0.7355644106864929, 0.7863919734954834)", "(0.7292043566703796, 0.7299340963363647)", "(0.7284000515937805, 0.8577033877372742)", "(0.7260587811470032, 0.7302144169807434)", "(0.7139359712600708, 0.7508431077003479)", "(0.7077871561050415, 0.7258074283599854)", "(0.6981282234191895, 0.728308916091919)", "(0.6954194903373718, 0.7032237648963928)", "(0.6876205801963806, 0.7088542580604553)", "(0.6417494416236877, 0.6699463725090027)", "(0.5723843574523926, 0.5845094323158264)" ], "mode": "markers", "name": "H2", "type": "scatter", "x": [ 1.1452462673187256, 1.1444810628890991, 1.1369236707687378, 1.1350376605987549, 1.1322234869003296, 1.1312568187713623, 1.1275800466537476, 1.1236748695373535, 1.1232545375823975, 1.1205543279647827, 1.1203851699829102, 1.1197186708450317, 1.1163227558135986, 1.1161500215530396, 1.1160629987716675, 1.1150213479995728, 1.1146806478500366, 1.1146234273910522, 1.1143240928649902, 1.1134757995605469, 1.1132489442825317, 1.1094813346862793, 1.1094366312026978, 1.1087859869003296, 1.1073106527328491, 1.1071807146072388, 1.1069663763046265, 1.1053905487060547, 1.1020164489746094, 1.1018297672271729, 1.1011708974838257, 1.100771427154541, 1.1007477045059204, 1.0993499755859375, 1.0993242263793945, 1.0991240739822388, 1.0979942083358765, 1.097560167312622, 1.097434401512146, 1.0971851348876953, 1.0968754291534424, 1.0963841676712036, 1.0956608057022095, 1.09430730342865, 1.0942096710205078, 1.0940855741500854, 1.0940495729446411, 1.0938317775726318, 1.0930887460708618, 1.092079520225525, 1.0919955968856812, 1.0915205478668213, 1.0903874635696411, 1.0900118350982666, 1.089998722076416, 1.0895822048187256, 1.0886105298995972, 1.088355541229248, 1.0880824327468872, 1.087897777557373, 1.0876213312149048, 1.0868911743164062, 1.0868425369262695, 1.0861282348632812, 1.0858838558197021, 1.0853326320648193, 1.0847808122634888, 1.084566593170166, 1.084290862083435, 1.0842053890228271, 1.0841811895370483, 1.0840429067611694, 1.0837125778198242, 1.0835965871810913, 1.0833936929702759, 1.0830830335617065, 1.082572340965271, 1.0823849439620972, 1.0822511911392212, 1.0818921327590942, 1.0818328857421875, 1.0810925960540771, 1.0810269117355347, 1.0808813571929932, 1.080306053161621, 1.0798571109771729, 1.0796446800231934, 1.079535961151123, 1.0794286727905273, 1.0786247253417969, 1.0785562992095947, 1.077856421470642, 1.0777078866958618, 1.0759435892105103, 1.0754272937774658, 1.0750521421432495, 1.0745861530303955, 1.074549913406372, 1.0738227367401123, 1.0733709335327148, 1.0726584196090698, 1.0722018480300903, 1.0708067417144775, 1.0706989765167236, 1.070662260055542, 1.0702836513519287, 1.0697134733200073, 1.069329023361206, 1.0685663223266602, 1.068031668663025, 1.0679508447647095, 1.0675219297409058, 1.066788911819458, 1.0664700269699097, 1.066269874572754, 1.0662494897842407, 1.0661181211471558, 1.0659215450286865, 1.0655431747436523, 1.0654985904693604, 1.0645197629928589, 1.0642800331115723, 1.0641666650772095, 1.0624741315841675, 1.0623115301132202, 1.0611516237258911, 1.0605672597885132, 1.0604817867279053, 1.0599855184555054, 1.0599547624588013, 1.0593175888061523, 1.0589523315429688, 1.0588387250900269, 1.05679452419281, 1.0564980506896973, 1.056228518486023, 1.0554919242858887, 1.0549590587615967, 1.0548150539398193, 1.0543400049209595, 1.053639531135559, 1.0536099672317505, 1.0535577535629272, 1.0532985925674438, 1.0531944036483765, 1.051701545715332, 1.0511512756347656, 1.0508952140808105, 1.0507850646972656, 1.0499541759490967, 1.0498589277267456, 1.0497854948043823, 1.0497384071350098, 1.047853708267212, 1.0473520755767822, 1.0462629795074463, 1.046186923980713, 1.0453118085861206, 1.0448048114776611, 1.0443943738937378, 1.0439156293869019, 1.0436875820159912, 1.0431207418441772, 1.042693018913269, 1.0424195528030396, 1.04194974899292, 1.0408835411071777, 1.039318561553955, 1.038583517074585, 1.0384862422943115, 1.0383037328720093, 1.037386178970337, 1.03572416305542, 1.034773826599121, 1.0321258306503296, 1.028420329093933, 1.0278204679489136, 1.0250229835510254, 0.9412397742271423, 0.939069926738739, 0.9302782416343689, 0.9262857437133789, 0.9206287860870361, 0.9160670042037964, 0.9104175567626953, 0.9071202874183655, 0.9016494154930115, 0.8875550627708435, 0.8840426206588745, 0.8776861429214478, 0.8763813972473145, 0.8756458163261414, 0.8711131811141968, 0.8664688467979431, 0.8651217222213745, 0.8640267848968506, 0.8600326776504517, 0.8593904376029968, 0.8580210208892822, 0.8572019934654236, 0.8528439402580261, 0.852033257484436, 0.8506752848625183, 0.8506752848625183, 0.8469286561012268, 0.8469196557998657, 0.846008837223053, 0.8409374356269836, 0.8406733870506287, 0.8387957215309143, 0.8363257646560669, 0.8361252546310425, 0.8357216119766235, 0.8340764045715332, 0.8291264772415161, 0.8250434398651123, 0.8243308067321777, 0.8193483352661133, 0.8151278495788574, 0.8147827386856079, 0.8097330331802368, 0.8092833161354065, 0.8068525195121765, 0.8047797679901123, 0.8031478524208069, 0.802539050579071, 0.7941235303878784, 0.7936177849769592, 0.790407121181488, 0.7890103459358215, 0.7885273694992065, 0.7878992557525635, 0.7874104380607605, 0.7870348691940308, 0.7836349606513977, 0.7821277379989624, 0.7753087282180786, 0.774823784828186, 0.7741073369979858, 0.7737279534339905, 0.7614787817001343, 0.7600966095924377, 0.7572318911552429, 0.7571176290512085, 0.7520068287849426, 0.7512593865394592, 0.7409273386001587, 0.7365780472755432, 0.7355644106864929, 0.7292043566703796, 0.7284000515937805, 0.7260587811470032, 0.7139359712600708, 0.7077871561050415, 0.6981282234191895, 0.6954194903373718, 0.6876205801963806, 0.6417494416236877, 0.5723843574523926 ], "y": [ 1.15889310836792, 1.1578402519226074, 1.1518715620040894, 1.1369417905807495, 1.1332619190216064, 1.1316187381744385, 1.1334658861160278, 1.1308408975601196, 1.1397976875305176, 1.1294801235198975, 1.1458574533462524, 1.1362807750701904, 1.1341557502746582, 1.1247594356536865, 1.1220413446426392, 1.1248358488082886, 1.1313142776489258, 1.1211600303649902, 1.1228467226028442, 1.1583346128463745, 1.122916340827942, 1.1353957653045654, 1.1160471439361572, 1.1219608783721924, 1.1115432977676392, 1.1204543113708496, 1.112549901008606, 1.1188281774520874, 1.1159934997558594, 1.123062014579773, 1.1160058975219727, 1.1130465269088745, 1.1223552227020264, 1.1093087196350098, 1.124241828918457, 1.0994746685028076, 1.1084579229354858, 1.0999078750610352, 1.1231790781021118, 1.1319024562835693, 1.1061023473739624, 1.1057876348495483, 1.1244360208511353, 1.1090893745422363, 1.107252597808838, 1.098945140838623, 1.0958890914916992, 1.1240955591201782, 1.0954476594924927, 1.0973029136657715, 1.1312365531921387, 1.0922962427139282, 1.0905531644821167, 1.091351866722107, 1.115090012550354, 1.103510856628418, 1.1209627389907837, 1.1004157066345215, 1.1195534467697144, 1.1206547021865845, 1.1222244501113892, 1.1254732608795166, 1.135257601737976, 1.0878734588623047, 1.1220924854278564, 1.0870275497436523, 1.1330068111419678, 1.111884355545044, 1.0950132608413696, 1.0999280214309692, 1.1077945232391357, 1.1254128217697144, 1.0935343503952026, 1.0875638723373413, 1.099092721939087, 1.0918632745742798, 1.124869465827942, 1.0991774797439575, 1.109529733657837, 1.1409459114074707, 1.1336712837219238, 1.0958120822906494, 1.0982576608657837, 1.0975379943847656, 1.122633695602417, 1.1047251224517822, 1.1203083992004395, 1.1240955591201782, 1.1134682893753052, 1.0958149433135986, 1.1313647031784058, 1.0829311609268188, 1.106182336807251, 1.1047731637954712, 1.1367183923721313, 1.1057876348495483, 1.089341402053833, 1.1206547021865845, 1.0886993408203125, 1.1225764751434326, 1.0817164182662964, 1.0928149223327637, 1.0867801904678345, 1.1146316528320312, 1.1330068111419678, 1.0818674564361572, 1.118406891822815, 1.0959008932113647, 1.1178487539291382, 1.1235450506210327, 1.0958890914916992, 1.1068294048309326, 1.1106303930282593, 1.1087065935134888, 1.1011841297149658, 1.1027435064315796, 1.1077945232391357, 1.1159934997558594, 1.0965536832809448, 1.121584177017212, 1.094167709350586, 1.1036487817764282, 1.1115938425064087, 1.1065731048583984, 1.0931800603866577, 1.1076569557189941, 1.1017894744873047, 1.0677438974380493, 1.0864536762237549, 1.0682399272918701, 1.1278918981552124, 1.0732901096343994, 1.0695563554763794, 1.1283743381500244, 1.0582656860351562, 1.092568039894104, 1.0940086841583252, 1.1074943542480469, 1.07988440990448, 1.121253490447998, 1.103510856628418, 1.0651558637619019, 1.1254732608795166, 1.114466905593872, 1.1134696006774902, 1.1104375123977661, 1.0992704629898071, 1.1023890972137451, 1.0677717924118042, 1.0566340684890747, 1.0677717924118042, 1.096590518951416, 1.057222604751587, 1.1018755435943604, 1.115387201309204, 1.1164630651474, 1.1092805862426758, 1.1051734685897827, 1.104300856590271, 1.0868901014328003, 1.1202954053878784, 1.0847777128219604, 1.117727518081665, 1.1141172647476196, 1.1147485971450806, 1.111485481262207, 1.106462001800537, 1.0570690631866455, 1.1121646165847778, 1.1089361906051636, 1.103927493095398, 1.0677664279937744, 1.1081119775772095, 1.0898462533950806, 1.1096982955932617, 1.1325000524520874, 1.0828007459640503, 1.1147711277008057, 0.9766991138458252, 0.9555448889732361, 0.9404183030128479, 0.9769010543823242, 0.9757835268974304, 0.9643904566764832, 0.9160947203636169, 0.9110822677612305, 1.0153104066848755, 1.0064682960510254, 0.8878000378608704, 0.9073590636253357, 0.8833692669868469, 0.8931618332862854, 0.9644815325737, 0.9535280466079712, 0.961795449256897, 0.9098529815673828, 1.005547046661377, 0.8709939122200012, 0.8906740546226501, 0.9095516800880432, 0.9342567324638367, 0.8894341588020325, 0.9227391481399536, 0.8603909611701965, 0.8609352111816406, 1.0298912525177002, 0.9909688234329224, 0.8436169624328613, 0.9166213870048523, 0.9352338910102844, 0.8947069048881531, 0.8972041606903076, 0.990978479385376, 1.006727933883667, 0.8401486873626709, 0.8438633680343628, 0.8516021370887756, 0.8296722173690796, 0.9676385521888733, 0.8210771083831787, 0.8391706347465515, 0.9433839917182922, 1.1202770471572876, 1.1206707954406738, 0.8120673298835754, 0.867438018321991, 0.860451340675354, 0.860876202583313, 0.7937110066413879, 0.841181218624115, 1.0146619081497192, 0.8050860166549683, 0.7942078113555908, 0.8320512771606445, 0.7971795797348022, 0.8857653737068176, 0.8617546558380127, 0.8477997779846191, 0.7944533824920654, 1.113267421722412, 0.7989193201065063, 0.9599440693855286, 0.8557718992233276, 0.7642157673835754, 0.77143794298172, 0.7939401865005493, 0.8993722796440125, 0.7565475702285767, 0.7863919734954834, 0.7299340963363647, 0.8577033877372742, 0.7302144169807434, 0.7508431077003479, 0.7258074283599854, 0.728308916091919, 0.7032237648963928, 0.7088542580604553, 0.6699463725090027, 0.5845094323158264 ] }, { "hoverinfo": "text", "hovertext": [ "(1.207100510597229, 1.2184168100357056)", "(1.200316071510315, 1.2005208730697632)", "(1.1939377784729004, 1.204609990119934)", "(1.1898685693740845, 1.1911383867263794)", "(1.189131259918213, 1.1895785331726074)", "(1.1889714002609253, 1.193477988243103)", "(1.1863218545913696, 1.1874274015426636)", "(1.1859705448150635, 1.187827229499817)", "(1.185871958732605, 1.1869210004806519)", "(1.1856883764266968, 1.1872258186340332)", "(1.1853067874908447, 1.198466181755066)", "(1.185234546661377, 1.1897709369659424)", "(1.184512972831726, 1.1847021579742432)", "(1.182795763015747, 1.2076287269592285)", "(1.182629942893982, 1.1838481426239014)", "(1.181044340133667, 1.1857572793960571)", "(1.181044340133667, 1.184696078300476)", "(1.180393934249878, 1.1847021579742432)", "(1.1784451007843018, 1.183153510093689)", "(1.1777737140655518, 1.1852257251739502)", "(1.1760895252227783, 1.1922005414962769)", "(1.1753596067428589, 1.1883822679519653)", "(1.1749248504638672, 1.1848769187927246)", "(1.1738532781600952, 1.1756815910339355)", "(1.1734205484390259, 1.1734662055969238)", "(1.1718899011611938, 1.172352910041809)", "(1.171051263809204, 1.1837105751037598)", "(1.170898675918579, 1.193477988243103)", "(1.170788288116455, 1.1722763776779175)", "(1.1704787015914917, 1.1838114261627197)", "(1.1704787015914917, 1.172210693359375)", "(1.1700561046600342, 1.1859034299850464)", "(1.1690207719802856, 1.1712548732757568)", "(1.1687849760055542, 1.189308762550354)", "(1.168591856956482, 1.1852257251739502)", "(1.1677396297454834, 1.1784451007843018)", "(1.167697548866272, 1.1705032587051392)", "(1.1676239967346191, 1.185956358909607)", "(1.1675877571105957, 1.179892659187317)", "(1.1675777435302734, 1.1693434715270996)", "(1.1675032377243042, 1.178241491317749)", "(1.1672347784042358, 1.1838810443878174)", "(1.1672347784042358, 1.1708109378814697)", "(1.1671055555343628, 1.193885326385498)", "(1.166975975036621, 1.1762607097625732)", "(1.166358470916748, 1.1730215549468994)", "(1.166358470916748, 1.1708109378814697)", "(1.165915608406067, 1.1862717866897583)", "(1.1659140586853027, 1.174436092376709)", "(1.165732502937317, 1.1765273809432983)", "(1.165575385093689, 1.1668391227722168)", "(1.1654943227767944, 1.1763685941696167)", "(1.1654894351959229, 1.1863354444503784)", "(1.1654894351959229, 1.1838810443878174)", "(1.1652636528015137, 1.1979341506958008)", "(1.1637157201766968, 1.18587327003479)", "(1.1634081602096558, 1.1738979816436768)", "(1.1633532047271729, 1.1689796447753906)", "(1.1629953384399414, 1.1644351482391357)", "(1.1625652313232422, 1.164148211479187)", "(1.1624785661697388, 1.1824443340301514), multiplicity: 2", "(1.1624785661697388, 1.1824443340301514), multiplicity: 2", "(1.1624785661697388, 1.1676863431930542)", "(1.1621357202529907, 1.1690305471420288)", "(1.1613459587097168, 1.1720335483551025)", "(1.1612482070922852, 1.1670507192611694)", "(1.161218523979187, 1.1813437938690186)", "(1.161218523979187, 1.1726199388504028)", "(1.1611368656158447, 1.1941558122634888)", "(1.1609476804733276, 1.171393871307373)", "(1.160913109779358, 1.161569595336914)", "(1.160808801651001, 1.185871958732605)", "(1.1607904434204102, 1.1680614948272705)", "(1.160517692565918, 1.1633532047271729)", "(1.1604137420654297, 1.1998376846313477)", "(1.1592813730239868, 1.1666131019592285)", "(1.159266710281372, 1.1693387031555176)", "(1.1588510274887085, 1.1850535869598389)", "(1.1587375402450562, 1.1811716556549072)", "(1.1587375402450562, 1.1602957248687744)", "(1.1587375402450562, 1.1597784757614136)", "(1.1585382223129272, 1.172352910041809)", "(1.1579548120498657, 1.1587995290756226)", "(1.1578218936920166, 1.1648703813552856)", "(1.157712697982788, 1.1735968589782715)", "(1.1575030088424683, 1.166054606437683)", "(1.1575019359588623, 1.1657946109771729)", "(1.1575019359588623, 1.1657859086990356)", "(1.1574777364730835, 1.1670507192611694)", "(1.1572844982147217, 1.1609514951705933)", "(1.1571736335754395, 1.1607986688613892)", "(1.1566059589385986, 1.1585705280303955)", "(1.1563305854797363, 1.190633773803711)", "(1.156005620956421, 1.1642639636993408)", "(1.155900239944458, 1.1881695985794067)", "(1.1557904481887817, 1.1861202716827393)", "(1.1555852890014648, 1.1588444709777832)", "(1.1554608345031738, 1.1644912958145142)", "(1.1549906730651855, 1.166987657546997)", "(1.1548207998275757, 1.157605528831482)", "(1.1547613143920898, 1.1663274765014648)", "(1.1544867753982544, 1.1974921226501465)", "(1.1544867753982544, 1.159685730934143)", "(1.1538881063461304, 1.1580318212509155)", "(1.1538556814193726, 1.1599739789962769)", "(1.153813362121582, 1.1610761880874634)", "(1.1537623405456543, 1.1618802547454834)", "(1.1536563634872437, 1.1563661098480225)", "(1.1534475088119507, 1.1606377363204956)", "(1.1534137725830078, 1.1578524112701416)", "(1.153318166732788, 1.1790319681167603)", "(1.15325927734375, 1.1910358667373657)", "(1.1531723737716675, 1.1570184230804443)", "(1.1530535221099854, 1.1657859086990356)", "(1.1529333591461182, 1.159830093383789)", "(1.1526105403900146, 1.155358910560608)", "(1.1524653434753418, 1.1619354486465454)", "(1.1524555683135986, 1.1645845174789429)", "(1.152381420135498, 1.1736518144607544)", "(1.1521990299224854, 1.1815587282180786)", "(1.1521990299224854, 1.175827145576477)", "(1.1521013975143433, 1.16011643409729)", "(1.1520956754684448, 1.1849243640899658)", "(1.1518553495407104, 1.167941689491272)", "(1.151615023612976, 1.1527358293533325)", "(1.15129554271698, 1.176149845123291)", "(1.15127694606781, 1.1676244735717773)", "(1.1504905223846436, 1.1517982482910156)", "(1.149839997291565, 1.2020477056503296)", "(1.149767279624939, 1.1514078378677368)", "(1.1497578620910645, 1.1633532047271729)", "(1.1497485637664795, 1.1644912958145142)", "(1.1494730710983276, 1.1518102884292603)", "(1.149462103843689, 1.1520339250564575)", "(1.1492290496826172, 1.1692441701889038)", "(1.1492290496826172, 1.1585988998413086)", "(1.149196982383728, 1.1624646186828613)", "(1.1489593982696533, 1.1608688831329346)", "(1.148858904838562, 1.1595251560211182)", "(1.148841381072998, 1.1620991230010986)", "(1.1488165855407715, 1.1860841512680054)", "(1.1488165855407715, 1.1661466360092163)", "(1.1479862928390503, 1.1533342599868774)", "(1.1475104093551636, 1.1553153991699219)", "(1.1475104093551636, 1.1487184762954712)", "(1.1474180221557617, 1.1559956073760986)", "(1.14737069606781, 1.1541097164154053)", "(1.14737069606781, 1.1503304243087769)", "(1.1469569206237793, 1.1921579837799072)", "(1.1469416618347168, 1.1689671277999878)", "(1.1469244956970215, 1.153822660446167)", "(1.1467572450637817, 1.1693434715270996)", "(1.1465824842453003, 1.1916979551315308)", "(1.1460597515106201, 1.1496758460998535)", "(1.1460597515106201, 1.1470036506652832)", "(1.1459118127822876, 1.1527358293533325)", "(1.1458967924118042, 1.1604117155075073)", "(1.145763874053955, 1.192518949508667)", "(1.145595908164978, 1.1587995290756226)", "(1.1455382108688354, 1.1520339250564575)", "(1.1455382108688354, 1.1509666442871094)", "(1.1454720497131348, 1.168074369430542)", "(1.1454236507415771, 1.1836442947387695)", "(1.1454002857208252, 1.1851065158843994)", "(1.1453661918640137, 1.1546355485916138)", "(1.1453287601470947, 1.1613752841949463)", "(1.1453287601470947, 1.1476482152938843)", "(1.1452573537826538, 1.1607986688613892)", "(1.1451756954193115, 1.1543148756027222)", "(1.1451154947280884, 1.1634479761123657)", "(1.1448378562927246, 1.1579207181930542)", "(1.1448103189468384, 1.1665048599243164)", "(1.1447603702545166, 1.169058918952942)", "(1.1447603702545166, 1.1588444709777832)", "(1.1447603702545166, 1.1504015922546387)", "(1.1446465253829956, 1.202414870262146)", "(1.1441932916641235, 1.1727218627929688)", "(1.1441453695297241, 1.1512088775634766)", "(1.1440576314926147, 1.1483590602874756)", "(1.1435941457748413, 1.1515260934829712)", "(1.143552541732788, 1.1581170558929443)", "(1.1434996128082275, 1.1996086835861206)", "(1.1434520483016968, 1.1588444709777832)", "(1.1431300640106201, 1.151245355606079)", "(1.1430598497390747, 1.149360179901123)", "(1.1430598497390747, 1.145100712776184)", "(1.1430052518844604, 1.163157343864441)", "(1.142930030822754, 1.1433390378952026), multiplicity: 2", "(1.142930030822754, 1.1433390378952026), multiplicity: 2", "(1.142831563949585, 1.1452330350875854)", "(1.1428186893463135, 1.159825325012207)", "(1.142465353012085, 1.1693283319473267)", "(1.1424005031585693, 1.1436781883239746)", "(1.1421566009521484, 1.1464569568634033)", "(1.1420912742614746, 1.1470892429351807)", "(1.1420872211456299, 1.1583305597305298)", "(1.1420868635177612, 1.168055534362793)", "(1.1419329643249512, 1.175843358039856)", "(1.141774296760559, 1.1417880058288574)", "(1.1417092084884644, 1.1633168458938599)", "(1.1417022943496704, 1.1685184240341187)", "(1.1416337490081787, 1.16529381275177)", "(1.1416337490081787, 1.1490906476974487)", "(1.141550064086914, 1.2076287269592285)", "(1.1413350105285645, 1.1643812656402588)", "(1.1410961151123047, 1.1579198837280273)", "(1.1410911083221436, 1.1449437141418457)", "(1.1409074068069458, 1.1515628099441528)", "(1.1407105922698975, 1.1499696969985962)", "(1.1404204368591309, 1.156907081604004)", "(1.140241026878357, 1.1453368663787842)", "(1.140123963356018, 1.1490906476974487)", "(1.1399887800216675, 1.1428167819976807)", "(1.1399633884429932, 1.1447862386703491)", "(1.1398866176605225, 1.143797516822815)", "(1.139281153678894, 1.1751338243484497)", "(1.139281153678894, 1.1454201936721802)", "(1.1389065980911255, 1.1752480268478394)", "(1.1388800144195557, 1.1389979124069214)", "(1.1386091709136963, 1.1469992399215698)", "(1.1384968757629395, 1.1436511278152466)", "(1.1384339332580566, 1.1690831184387207)", "(1.1383459568023682, 1.1727303266525269)", "(1.1382101774215698, 1.161643624305725)", "(1.1382101774215698, 1.1532384157180786)", "(1.1381487846374512, 1.3619502782821655)", "(1.1377711296081543, 1.1564152240753174)", "(1.1374906301498413, 1.1592813730239868)", "(1.137459635734558, 1.1917906999588013)", "(1.1373441219329834, 1.159281849861145)", "(1.1373388767242432, 1.1681983470916748)", "(1.1372246742248535, 1.145729660987854)", "(1.1372246742248535, 1.143797516822815)", "(1.1371031999588013, 1.144714593887329)", "(1.1371031999588013, 1.1390514373779297)", "(1.1370769739151, 1.1426925659179688)", "(1.1369417905807495, 1.1455812454223633)", "(1.1368772983551025, 1.1583855152130127)", "(1.1367183923721313, 1.151056170463562)", "(1.1367137432098389, 1.1389633417129517)", "(1.1366544961929321, 1.1675747632980347)", "(1.1361165046691895, 1.1438143253326416)", "(1.1355663537979126, 1.1537423133850098), multiplicity: 2", "(1.1355663537979126, 1.1537423133850098), multiplicity: 2", "(1.1354669332504272, 1.1793047189712524)", "(1.1354451179504395, 1.148858904838562)", "(1.135428786277771, 1.1473207473754883)", "(1.1347306966781616, 1.1642940044403076)", "(1.1347004175186157, 1.1470892429351807)", "(1.1344796419143677, 1.1417289972305298)", "(1.1343231201171875, 1.1357914209365845)", "(1.1341394186019897, 1.1446071863174438)", "(1.1341161727905273, 1.1453680992126465)", "(1.1341075897216797, 1.1771870851516724)", "(1.1338980197906494, 1.2098482847213745)", "(1.1338980197906494, 1.1473232507705688)", "(1.133846402168274, 1.1627589464187622)", "(1.1336950063705444, 1.1748875379562378)", "(1.133486032485962, 1.1496464014053345)", "(1.133481502532959, 1.1630196571350098)", "(1.1328097581863403, 1.2159024477005005)", "(1.1328097581863403, 1.1618802547454834)", "(1.1325711011886597, 1.1431422233581543)", "(1.1325000524520874, 1.137826919555664)", "(1.1324775218963623, 1.1422404050827026)", "(1.1323446035385132, 1.1855101585388184)", "(1.1321816444396973, 1.1736924648284912)", "(1.1319619417190552, 1.1531903743743896)", "(1.131954312324524, 1.14518141746521)", "(1.1316187381744385, 1.1607471704483032)", "(1.1316187381744385, 1.1503304243087769)", "(1.1316123008728027, 1.1526105403900146)", "(1.1316123008728027, 1.136904239654541)", "(1.131478190422058, 1.1486953496932983)", "(1.1314629316329956, 1.149935007095337)", "(1.130771517753601, 1.1785855293273926)", "(1.1305447816848755, 1.1382346153259277)", "(1.1305447816848755, 1.136527180671692)", "(1.1303319931030273, 1.15102219581604)", "(1.1301794052124023, 1.1309759616851807)", "(1.1301352977752686, 1.1687510013580322)", "(1.1298364400863647, 1.1393274068832397)", "(1.1296743154525757, 1.1347347497940063)", "(1.1296098232269287, 1.1419274806976318)", "(1.1296098232269287, 1.135176181793213)", "(1.1294801235198975, 1.1938748359680176)", "(1.1293715238571167, 1.1505988836288452)", "(1.129355788230896, 1.1583305597305298)", "(1.1293318271636963, 1.17141854763031)", "(1.1292660236358643, 1.1502057313919067)", "(1.1291546821594238, 1.136904239654541)", "(1.1291022300720215, 1.1655634641647339)", "(1.1290289163589478, 1.1583354473114014)", "(1.1288760900497437, 1.1910568475723267)", "(1.1283769607543945, 1.1636195182800293)", "(1.1282804012298584, 1.1488423347473145)", "(1.1281366348266602, 1.1353397369384766)", "(1.128000020980835, 1.1304923295974731)", "(1.127501368522644, 1.1382088661193848)", "(1.127239465713501, 1.1570314168930054)", "(1.1271953582763672, 1.1569011211395264)", "(1.126658320426941, 1.1414223909378052)", "(1.1265504360198975, 1.137658953666687)", "(1.126489281654358, 1.1545873880386353)", "(1.1259922981262207, 1.1701922416687012)", "(1.1259548664093018, 1.1881643533706665)", "(1.1258190870285034, 1.1687841415405273)", "(1.1255356073379517, 1.1998376846313477)", "(1.1253823041915894, 1.1257884502410889)", "(1.1252652406692505, 1.1490148305892944)", "(1.1251609325408936, 1.1506519317626953)", "(1.1251296997070312, 1.1343458890914917)", "(1.125054955482483, 1.147474765777588)", "(1.125054955482483, 1.127370834350586)", "(1.124995470046997, 1.146369218826294)", "(1.124995470046997, 1.1422911882400513)", "(1.124995470046997, 1.1296780109405518)", "(1.124398112297058, 1.1479862928390503)", "(1.124398112297058, 1.1306755542755127)", "(1.1236979961395264, 1.174147605895996)", "(1.1235606670379639, 1.1520624160766602)", "(1.123213529586792, 1.2047696113586426)", "(1.1231790781021118, 1.1790727376937866)", "(1.1228467226028442, 1.1504743099212646)", "(1.122633695602417, 1.3532480001449585)", "(1.1221719980239868, 1.1422051191329956)", "(1.1221719980239868, 1.1420438289642334)", "(1.1210774183273315, 1.1436127424240112)", "(1.120781660079956, 1.1537303924560547)", "(1.1207239627838135, 1.1409133672714233)", "(1.1202770471572876, 1.21061110496521)", "(1.1200299263000488, 1.1290278434753418)", "(1.1195099353790283, 1.1488423347473145)", "(1.1191123723983765, 1.1486340761184692)", "(1.1189976930618286, 1.137658953666687)", "(1.1188572645187378, 1.1707253456115723)", "(1.1188572645187378, 1.1244360208511353)", "(1.1182724237442017, 1.3485162258148193)", "(1.1178004741668701, 1.1378415822982788)", "(1.1172441244125366, 1.1727205514907837)", "(1.1168429851531982, 1.1449437141418457)", "(1.1168382167816162, 1.1566118001937866)", "(1.1167858839035034, 1.1439127922058105)", "(1.1164751052856445, 1.1526343822479248)", "(1.1164751052856445, 1.1441577672958374)", "(1.1164404153823853, 1.1187210083007812)", "(1.116135597229004, 1.117948055267334)", "(1.1159850358963013, 1.1600666046142578)", "(1.1151320934295654, 1.1390258073806763)", "(1.1149532794952393, 1.1328867673873901)", "(1.114846110343933, 1.1502057313919067)", "(1.1148343086242676, 1.139248251914978)", "(1.1145766973495483, 1.142602801322937)", "(1.1122527122497559, 1.1298902034759521)", "(1.1118603944778442, 1.1826280355453491)", "(1.111629843711853, 1.166656732559204)", "(1.1101469993591309, 1.1581170558929443)", "(1.1101469993591309, 1.139170527458191)", "(1.1079950332641602, 1.1166754961013794)", "(1.106669545173645, 1.1351838111877441)", "(1.105979561805725, 1.122951626777649)", "(1.100632667541504, 1.1053683757781982)", "(1.0976272821426392, 1.1732324361801147)", "(1.0343132019042969, 1.2049205303192139)", "(1.0192843675613403, 1.0304725170135498)", "(0.9444754719734192, 0.9626138806343079)", "(0.9265432357788086, 0.929395854473114)" ], "mode": "markers", "name": "H3", "type": "scatter", "x": [ 1.207100510597229, 1.200316071510315, 1.1939377784729004, 1.1898685693740845, 1.189131259918213, 1.1889714002609253, 1.1863218545913696, 1.1859705448150635, 1.185871958732605, 1.1856883764266968, 1.1853067874908447, 1.185234546661377, 1.184512972831726, 1.182795763015747, 1.182629942893982, 1.181044340133667, 1.181044340133667, 1.180393934249878, 1.1784451007843018, 1.1777737140655518, 1.1760895252227783, 1.1753596067428589, 1.1749248504638672, 1.1738532781600952, 1.1734205484390259, 1.1718899011611938, 1.171051263809204, 1.170898675918579, 1.170788288116455, 1.1704787015914917, 1.1704787015914917, 1.1700561046600342, 1.1690207719802856, 1.1687849760055542, 1.168591856956482, 1.1677396297454834, 1.167697548866272, 1.1676239967346191, 1.1675877571105957, 1.1675777435302734, 1.1675032377243042, 1.1672347784042358, 1.1672347784042358, 1.1671055555343628, 1.166975975036621, 1.166358470916748, 1.166358470916748, 1.165915608406067, 1.1659140586853027, 1.165732502937317, 1.165575385093689, 1.1654943227767944, 1.1654894351959229, 1.1654894351959229, 1.1652636528015137, 1.1637157201766968, 1.1634081602096558, 1.1633532047271729, 1.1629953384399414, 1.1625652313232422, 1.1624785661697388, 1.1624785661697388, 1.1624785661697388, 1.1621357202529907, 1.1613459587097168, 1.1612482070922852, 1.161218523979187, 1.161218523979187, 1.1611368656158447, 1.1609476804733276, 1.160913109779358, 1.160808801651001, 1.1607904434204102, 1.160517692565918, 1.1604137420654297, 1.1592813730239868, 1.159266710281372, 1.1588510274887085, 1.1587375402450562, 1.1587375402450562, 1.1587375402450562, 1.1585382223129272, 1.1579548120498657, 1.1578218936920166, 1.157712697982788, 1.1575030088424683, 1.1575019359588623, 1.1575019359588623, 1.1574777364730835, 1.1572844982147217, 1.1571736335754395, 1.1566059589385986, 1.1563305854797363, 1.156005620956421, 1.155900239944458, 1.1557904481887817, 1.1555852890014648, 1.1554608345031738, 1.1549906730651855, 1.1548207998275757, 1.1547613143920898, 1.1544867753982544, 1.1544867753982544, 1.1538881063461304, 1.1538556814193726, 1.153813362121582, 1.1537623405456543, 1.1536563634872437, 1.1534475088119507, 1.1534137725830078, 1.153318166732788, 1.15325927734375, 1.1531723737716675, 1.1530535221099854, 1.1529333591461182, 1.1526105403900146, 1.1524653434753418, 1.1524555683135986, 1.152381420135498, 1.1521990299224854, 1.1521990299224854, 1.1521013975143433, 1.1520956754684448, 1.1518553495407104, 1.151615023612976, 1.15129554271698, 1.15127694606781, 1.1504905223846436, 1.149839997291565, 1.149767279624939, 1.1497578620910645, 1.1497485637664795, 1.1494730710983276, 1.149462103843689, 1.1492290496826172, 1.1492290496826172, 1.149196982383728, 1.1489593982696533, 1.148858904838562, 1.148841381072998, 1.1488165855407715, 1.1488165855407715, 1.1479862928390503, 1.1475104093551636, 1.1475104093551636, 1.1474180221557617, 1.14737069606781, 1.14737069606781, 1.1469569206237793, 1.1469416618347168, 1.1469244956970215, 1.1467572450637817, 1.1465824842453003, 1.1460597515106201, 1.1460597515106201, 1.1459118127822876, 1.1458967924118042, 1.145763874053955, 1.145595908164978, 1.1455382108688354, 1.1455382108688354, 1.1454720497131348, 1.1454236507415771, 1.1454002857208252, 1.1453661918640137, 1.1453287601470947, 1.1453287601470947, 1.1452573537826538, 1.1451756954193115, 1.1451154947280884, 1.1448378562927246, 1.1448103189468384, 1.1447603702545166, 1.1447603702545166, 1.1447603702545166, 1.1446465253829956, 1.1441932916641235, 1.1441453695297241, 1.1440576314926147, 1.1435941457748413, 1.143552541732788, 1.1434996128082275, 1.1434520483016968, 1.1431300640106201, 1.1430598497390747, 1.1430598497390747, 1.1430052518844604, 1.142930030822754, 1.142930030822754, 1.142831563949585, 1.1428186893463135, 1.142465353012085, 1.1424005031585693, 1.1421566009521484, 1.1420912742614746, 1.1420872211456299, 1.1420868635177612, 1.1419329643249512, 1.141774296760559, 1.1417092084884644, 1.1417022943496704, 1.1416337490081787, 1.1416337490081787, 1.141550064086914, 1.1413350105285645, 1.1410961151123047, 1.1410911083221436, 1.1409074068069458, 1.1407105922698975, 1.1404204368591309, 1.140241026878357, 1.140123963356018, 1.1399887800216675, 1.1399633884429932, 1.1398866176605225, 1.139281153678894, 1.139281153678894, 1.1389065980911255, 1.1388800144195557, 1.1386091709136963, 1.1384968757629395, 1.1384339332580566, 1.1383459568023682, 1.1382101774215698, 1.1382101774215698, 1.1381487846374512, 1.1377711296081543, 1.1374906301498413, 1.137459635734558, 1.1373441219329834, 1.1373388767242432, 1.1372246742248535, 1.1372246742248535, 1.1371031999588013, 1.1371031999588013, 1.1370769739151, 1.1369417905807495, 1.1368772983551025, 1.1367183923721313, 1.1367137432098389, 1.1366544961929321, 1.1361165046691895, 1.1355663537979126, 1.1355663537979126, 1.1354669332504272, 1.1354451179504395, 1.135428786277771, 1.1347306966781616, 1.1347004175186157, 1.1344796419143677, 1.1343231201171875, 1.1341394186019897, 1.1341161727905273, 1.1341075897216797, 1.1338980197906494, 1.1338980197906494, 1.133846402168274, 1.1336950063705444, 1.133486032485962, 1.133481502532959, 1.1328097581863403, 1.1328097581863403, 1.1325711011886597, 1.1325000524520874, 1.1324775218963623, 1.1323446035385132, 1.1321816444396973, 1.1319619417190552, 1.131954312324524, 1.1316187381744385, 1.1316187381744385, 1.1316123008728027, 1.1316123008728027, 1.131478190422058, 1.1314629316329956, 1.130771517753601, 1.1305447816848755, 1.1305447816848755, 1.1303319931030273, 1.1301794052124023, 1.1301352977752686, 1.1298364400863647, 1.1296743154525757, 1.1296098232269287, 1.1296098232269287, 1.1294801235198975, 1.1293715238571167, 1.129355788230896, 1.1293318271636963, 1.1292660236358643, 1.1291546821594238, 1.1291022300720215, 1.1290289163589478, 1.1288760900497437, 1.1283769607543945, 1.1282804012298584, 1.1281366348266602, 1.128000020980835, 1.127501368522644, 1.127239465713501, 1.1271953582763672, 1.126658320426941, 1.1265504360198975, 1.126489281654358, 1.1259922981262207, 1.1259548664093018, 1.1258190870285034, 1.1255356073379517, 1.1253823041915894, 1.1252652406692505, 1.1251609325408936, 1.1251296997070312, 1.125054955482483, 1.125054955482483, 1.124995470046997, 1.124995470046997, 1.124995470046997, 1.124398112297058, 1.124398112297058, 1.1236979961395264, 1.1235606670379639, 1.123213529586792, 1.1231790781021118, 1.1228467226028442, 1.122633695602417, 1.1221719980239868, 1.1221719980239868, 1.1210774183273315, 1.120781660079956, 1.1207239627838135, 1.1202770471572876, 1.1200299263000488, 1.1195099353790283, 1.1191123723983765, 1.1189976930618286, 1.1188572645187378, 1.1188572645187378, 1.1182724237442017, 1.1178004741668701, 1.1172441244125366, 1.1168429851531982, 1.1168382167816162, 1.1167858839035034, 1.1164751052856445, 1.1164751052856445, 1.1164404153823853, 1.116135597229004, 1.1159850358963013, 1.1151320934295654, 1.1149532794952393, 1.114846110343933, 1.1148343086242676, 1.1145766973495483, 1.1122527122497559, 1.1118603944778442, 1.111629843711853, 1.1101469993591309, 1.1101469993591309, 1.1079950332641602, 1.106669545173645, 1.105979561805725, 1.100632667541504, 1.0976272821426392, 1.0343132019042969, 1.0192843675613403, 0.9444754719734192, 0.9265432357788086 ], "y": [ 1.2184168100357056, 1.2005208730697632, 1.204609990119934, 1.1911383867263794, 1.1895785331726074, 1.193477988243103, 1.1874274015426636, 1.187827229499817, 1.1869210004806519, 1.1872258186340332, 1.198466181755066, 1.1897709369659424, 1.1847021579742432, 1.2076287269592285, 1.1838481426239014, 1.1857572793960571, 1.184696078300476, 1.1847021579742432, 1.183153510093689, 1.1852257251739502, 1.1922005414962769, 1.1883822679519653, 1.1848769187927246, 1.1756815910339355, 1.1734662055969238, 1.172352910041809, 1.1837105751037598, 1.193477988243103, 1.1722763776779175, 1.1838114261627197, 1.172210693359375, 1.1859034299850464, 1.1712548732757568, 1.189308762550354, 1.1852257251739502, 1.1784451007843018, 1.1705032587051392, 1.185956358909607, 1.179892659187317, 1.1693434715270996, 1.178241491317749, 1.1838810443878174, 1.1708109378814697, 1.193885326385498, 1.1762607097625732, 1.1730215549468994, 1.1708109378814697, 1.1862717866897583, 1.174436092376709, 1.1765273809432983, 1.1668391227722168, 1.1763685941696167, 1.1863354444503784, 1.1838810443878174, 1.1979341506958008, 1.18587327003479, 1.1738979816436768, 1.1689796447753906, 1.1644351482391357, 1.164148211479187, 1.1824443340301514, 1.1824443340301514, 1.1676863431930542, 1.1690305471420288, 1.1720335483551025, 1.1670507192611694, 1.1813437938690186, 1.1726199388504028, 1.1941558122634888, 1.171393871307373, 1.161569595336914, 1.185871958732605, 1.1680614948272705, 1.1633532047271729, 1.1998376846313477, 1.1666131019592285, 1.1693387031555176, 1.1850535869598389, 1.1811716556549072, 1.1602957248687744, 1.1597784757614136, 1.172352910041809, 1.1587995290756226, 1.1648703813552856, 1.1735968589782715, 1.166054606437683, 1.1657946109771729, 1.1657859086990356, 1.1670507192611694, 1.1609514951705933, 1.1607986688613892, 1.1585705280303955, 1.190633773803711, 1.1642639636993408, 1.1881695985794067, 1.1861202716827393, 1.1588444709777832, 1.1644912958145142, 1.166987657546997, 1.157605528831482, 1.1663274765014648, 1.1974921226501465, 1.159685730934143, 1.1580318212509155, 1.1599739789962769, 1.1610761880874634, 1.1618802547454834, 1.1563661098480225, 1.1606377363204956, 1.1578524112701416, 1.1790319681167603, 1.1910358667373657, 1.1570184230804443, 1.1657859086990356, 1.159830093383789, 1.155358910560608, 1.1619354486465454, 1.1645845174789429, 1.1736518144607544, 1.1815587282180786, 1.175827145576477, 1.16011643409729, 1.1849243640899658, 1.167941689491272, 1.1527358293533325, 1.176149845123291, 1.1676244735717773, 1.1517982482910156, 1.2020477056503296, 1.1514078378677368, 1.1633532047271729, 1.1644912958145142, 1.1518102884292603, 1.1520339250564575, 1.1692441701889038, 1.1585988998413086, 1.1624646186828613, 1.1608688831329346, 1.1595251560211182, 1.1620991230010986, 1.1860841512680054, 1.1661466360092163, 1.1533342599868774, 1.1553153991699219, 1.1487184762954712, 1.1559956073760986, 1.1541097164154053, 1.1503304243087769, 1.1921579837799072, 1.1689671277999878, 1.153822660446167, 1.1693434715270996, 1.1916979551315308, 1.1496758460998535, 1.1470036506652832, 1.1527358293533325, 1.1604117155075073, 1.192518949508667, 1.1587995290756226, 1.1520339250564575, 1.1509666442871094, 1.168074369430542, 1.1836442947387695, 1.1851065158843994, 1.1546355485916138, 1.1613752841949463, 1.1476482152938843, 1.1607986688613892, 1.1543148756027222, 1.1634479761123657, 1.1579207181930542, 1.1665048599243164, 1.169058918952942, 1.1588444709777832, 1.1504015922546387, 1.202414870262146, 1.1727218627929688, 1.1512088775634766, 1.1483590602874756, 1.1515260934829712, 1.1581170558929443, 1.1996086835861206, 1.1588444709777832, 1.151245355606079, 1.149360179901123, 1.145100712776184, 1.163157343864441, 1.1433390378952026, 1.1433390378952026, 1.1452330350875854, 1.159825325012207, 1.1693283319473267, 1.1436781883239746, 1.1464569568634033, 1.1470892429351807, 1.1583305597305298, 1.168055534362793, 1.175843358039856, 1.1417880058288574, 1.1633168458938599, 1.1685184240341187, 1.16529381275177, 1.1490906476974487, 1.2076287269592285, 1.1643812656402588, 1.1579198837280273, 1.1449437141418457, 1.1515628099441528, 1.1499696969985962, 1.156907081604004, 1.1453368663787842, 1.1490906476974487, 1.1428167819976807, 1.1447862386703491, 1.143797516822815, 1.1751338243484497, 1.1454201936721802, 1.1752480268478394, 1.1389979124069214, 1.1469992399215698, 1.1436511278152466, 1.1690831184387207, 1.1727303266525269, 1.161643624305725, 1.1532384157180786, 1.3619502782821655, 1.1564152240753174, 1.1592813730239868, 1.1917906999588013, 1.159281849861145, 1.1681983470916748, 1.145729660987854, 1.143797516822815, 1.144714593887329, 1.1390514373779297, 1.1426925659179688, 1.1455812454223633, 1.1583855152130127, 1.151056170463562, 1.1389633417129517, 1.1675747632980347, 1.1438143253326416, 1.1537423133850098, 1.1537423133850098, 1.1793047189712524, 1.148858904838562, 1.1473207473754883, 1.1642940044403076, 1.1470892429351807, 1.1417289972305298, 1.1357914209365845, 1.1446071863174438, 1.1453680992126465, 1.1771870851516724, 1.2098482847213745, 1.1473232507705688, 1.1627589464187622, 1.1748875379562378, 1.1496464014053345, 1.1630196571350098, 1.2159024477005005, 1.1618802547454834, 1.1431422233581543, 1.137826919555664, 1.1422404050827026, 1.1855101585388184, 1.1736924648284912, 1.1531903743743896, 1.14518141746521, 1.1607471704483032, 1.1503304243087769, 1.1526105403900146, 1.136904239654541, 1.1486953496932983, 1.149935007095337, 1.1785855293273926, 1.1382346153259277, 1.136527180671692, 1.15102219581604, 1.1309759616851807, 1.1687510013580322, 1.1393274068832397, 1.1347347497940063, 1.1419274806976318, 1.135176181793213, 1.1938748359680176, 1.1505988836288452, 1.1583305597305298, 1.17141854763031, 1.1502057313919067, 1.136904239654541, 1.1655634641647339, 1.1583354473114014, 1.1910568475723267, 1.1636195182800293, 1.1488423347473145, 1.1353397369384766, 1.1304923295974731, 1.1382088661193848, 1.1570314168930054, 1.1569011211395264, 1.1414223909378052, 1.137658953666687, 1.1545873880386353, 1.1701922416687012, 1.1881643533706665, 1.1687841415405273, 1.1998376846313477, 1.1257884502410889, 1.1490148305892944, 1.1506519317626953, 1.1343458890914917, 1.147474765777588, 1.127370834350586, 1.146369218826294, 1.1422911882400513, 1.1296780109405518, 1.1479862928390503, 1.1306755542755127, 1.174147605895996, 1.1520624160766602, 1.2047696113586426, 1.1790727376937866, 1.1504743099212646, 1.3532480001449585, 1.1422051191329956, 1.1420438289642334, 1.1436127424240112, 1.1537303924560547, 1.1409133672714233, 1.21061110496521, 1.1290278434753418, 1.1488423347473145, 1.1486340761184692, 1.137658953666687, 1.1707253456115723, 1.1244360208511353, 1.3485162258148193, 1.1378415822982788, 1.1727205514907837, 1.1449437141418457, 1.1566118001937866, 1.1439127922058105, 1.1526343822479248, 1.1441577672958374, 1.1187210083007812, 1.117948055267334, 1.1600666046142578, 1.1390258073806763, 1.1328867673873901, 1.1502057313919067, 1.139248251914978, 1.142602801322937, 1.1298902034759521, 1.1826280355453491, 1.166656732559204, 1.1581170558929443, 1.139170527458191, 1.1166754961013794, 1.1351838111877441, 1.122951626777649, 1.1053683757781982, 1.1732324361801147, 1.2049205303192139, 1.0304725170135498, 0.9626138806343079, 0.929395854473114 ] } ], "layout": { "height": 500, "plot_bgcolor": "white", "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Vietoris-Rips Persistence Diagram, 3-torus" }, "width": 500, "xaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.02723900556564331, 1.3891892838478088 ], "showexponent": "all", "showline": true, "side": "bottom", "ticks": "outside", "title": { "text": "Birth" }, "type": "linear", "zeroline": true }, "yaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.02723900556564331, 1.3891892838478088 ], "scaleanchor": "x", "scaleratio": 1, "showexponent": "all", "showline": true, "side": "left", "ticks": "outside", "title": { "text": "Death" }, "type": "linear", "zeroline": true } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_torus3 = plot_diagram(\n", " vr_diagrams[-1],\n", " plotly_params={\"title\": \"Vietoris-Rips Persistence Diagram, 3-torus\"},\n", ")\n", "fig_torus3.update_layout(title=\"Vietoris-Rips Persistence Diagram, 3-torus\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: the Poincaré polynomial of a surface is the generating function of its Betti numbers. \n", "\n", "the Poincaré polynomial of an $n$-torus is $(1+x)^n$, by the Künneth theorem. The Betti numbers are therefore the binomial coefficients.\n", "\n", "Thus for the $3$-torus, the non-zero Betti numbers are $(1,3,3,1)$." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "none", "line": { "color": "black", "dash": "dash", "width": 1 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ -0.03222816944122314, 1.6436366415023804 ], "y": [ -0.03222816944122314, 1.6436366415023804 ] }, { "hoverinfo": "text", "hovertext": [ "(0.0, 0.01484458614140749)", "(0.0, 0.022478165104985237)", "(0.0, 0.03633468598127365)", "(0.0, 0.041187215596437454)", "(0.0, 0.042717572301626205)", "(0.0, 0.06520596146583557)", "(0.0, 0.07462788373231888)", "(0.0, 0.07970786839723587)", "(0.0, 0.08317466080188751)", "(0.0, 0.08518078178167343)", "(0.0, 0.09147115796804428)", "(0.0, 0.09230775386095047)", "(0.0, 0.09304869920015335)", "(0.0, 0.0953618660569191)", "(0.0, 0.10613597184419632)", "(0.0, 0.10864347964525223)", "(0.0, 0.10936331003904343)", "(0.0, 0.11166753619909286)", "(0.0, 0.11255108565092087)", "(0.0, 0.11275914311408997)", "(0.0, 0.11488396674394608)", "(0.0, 0.11632797867059708)", "(0.0, 0.11738931387662888)", "(0.0, 0.11827505379915237)", "(0.0, 0.11902669072151184)", "(0.0, 0.11931587755680084)", "(0.0, 0.11980532109737396)", "(0.0, 0.1225464940071106)", "(0.0, 0.12403102964162827)", "(0.0, 0.1254219263792038)", "(0.0, 0.12706540524959564)", "(0.0, 0.12772008776664734)", "(0.0, 0.12773443758487701)", "(0.0, 0.12862838804721832)", "(0.0, 0.12925037741661072)", "(0.0, 0.12932652235031128)", "(0.0, 0.13120748102664948)", "(0.0, 0.13303242623806)", "(0.0, 0.13391819596290588)", "(0.0, 0.13428543508052826)", "(0.0, 0.13501577079296112)", "(0.0, 0.1363682746887207)", "(0.0, 0.13684643805027008)", "(0.0, 0.13776713609695435)", "(0.0, 0.13888558745384216)", "(0.0, 0.13923266530036926)", "(0.0, 0.1392335742712021)", "(0.0, 0.13924342393875122)", "(0.0, 0.1392679363489151)", "(0.0, 0.1410345882177353)", "(0.0, 0.14216828346252441)", "(0.0, 0.14352914690971375)", "(0.0, 0.14356599748134613)", "(0.0, 0.14595526456832886)", "(0.0, 0.14700591564178467)", "(0.0, 0.14722923934459686)", "(0.0, 0.14842543005943298)", "(0.0, 0.14867092669010162)", "(0.0, 0.14881250262260437)", "(0.0, 0.1505022495985031)", "(0.0, 0.15105430781841278)", "(0.0, 0.15203751623630524)", "(0.0, 0.1531028002500534)", "(0.0, 0.15312308073043823)", "(0.0, 0.1546676754951477)", "(0.0, 0.1553947925567627)", "(0.0, 0.15549954771995544)", "(0.0, 0.1558629870414734)", "(0.0, 0.1577305793762207)", "(0.0, 0.1581966131925583)", "(0.0, 0.15822181105613708)", "(0.0, 0.15919865667819977)", "(0.0, 0.16034966707229614)", "(0.0, 0.16085085272789001)", "(0.0, 0.16089986264705658)", "(0.0, 0.16131280362606049)", "(0.0, 0.16136983036994934)", "(0.0, 0.162230983376503)", "(0.0, 0.16297757625579834)", "(0.0, 0.16351504623889923)", "(0.0, 0.16567043960094452)", "(0.0, 0.16573771834373474)", "(0.0, 0.1661626398563385)", "(0.0, 0.1662723273038864)", "(0.0, 0.1673024445772171)", "(0.0, 0.16774630546569824)", "(0.0, 0.16781792044639587)", "(0.0, 0.16898246109485626)", "(0.0, 0.1706165075302124)", "(0.0, 0.17491768300533295)", "(0.0, 0.17582689225673676)", "(0.0, 0.17612391710281372)", "(0.0, 0.17656870186328888)", "(0.0, 0.17711539566516876)", "(0.0, 0.17717260122299194)", "(0.0, 0.17744749784469604)", "(0.0, 0.17847561836242676)", "(0.0, 0.17855072021484375)", "(0.0, 0.17911049723625183)", "(0.0, 0.1801607459783554)", "(0.0, 0.18069452047348022)", "(0.0, 0.18117184937000275)", "(0.0, 0.1835935413837433)", "(0.0, 0.1844959855079651)", "(0.0, 0.1848747432231903)", "(0.0, 0.18494881689548492)", "(0.0, 0.18549832701683044)", "(0.0, 0.18580563366413116)", "(0.0, 0.18716782331466675)", "(0.0, 0.18946458399295807)", "(0.0, 0.19037625193595886)", "(0.0, 0.19224853813648224)", "(0.0, 0.1931106299161911)", "(0.0, 0.19365520775318146)", "(0.0, 0.19430504739284515)", "(0.0, 0.19500552117824554)", "(0.0, 0.195292666554451)", "(0.0, 0.19567260146141052)", "(0.0, 0.19574899971485138)", "(0.0, 0.19616654515266418)", "(0.0, 0.19679656624794006)", "(0.0, 0.1976376175880432)", "(0.0, 0.1976737529039383)", "(0.0, 0.1977979838848114)", "(0.0, 0.19812093675136566)", "(0.0, 0.19851869344711304)", "(0.0, 0.19866099953651428)", "(0.0, 0.19968298077583313)", "(0.0, 0.1999535709619522)", "(0.0, 0.2001248598098755)", "(0.0, 0.20035426318645477)", "(0.0, 0.20067663490772247)", "(0.0, 0.20168909430503845)", "(0.0, 0.20286035537719727)", "(0.0, 0.2030213475227356)", "(0.0, 0.20323055982589722)", "(0.0, 0.20361162722110748)", "(0.0, 0.20389865338802338)", "(0.0, 0.20395700633525848)", "(0.0, 0.2040247768163681)", "(0.0, 0.2040642499923706)", "(0.0, 0.2041151076555252)", "(0.0, 0.20479102432727814)", "(0.0, 0.20490019023418427)", "(0.0, 0.2051658034324646)", "(0.0, 0.20631667971611023)", "(0.0, 0.20642688870429993)", "(0.0, 0.20758327841758728)", "(0.0, 0.20766249299049377)", "(0.0, 0.20776233077049255)", "(0.0, 0.20989806950092316)", "(0.0, 0.21093378961086273)", "(0.0, 0.21302297711372375)", "(0.0, 0.214241161942482)", "(0.0, 0.214580699801445)", "(0.0, 0.21480941772460938)", "(0.0, 0.21508704125881195)", "(0.0, 0.21523930132389069)", "(0.0, 0.21535523235797882)", "(0.0, 0.2155911773443222)", "(0.0, 0.21576343476772308)", "(0.0, 0.21660587191581726)", "(0.0, 0.21688377857208252)", "(0.0, 0.2169056236743927)", "(0.0, 0.2169204205274582)", "(0.0, 0.21771472692489624)", "(0.0, 0.2179509699344635)", "(0.0, 0.2183348685503006)", "(0.0, 0.2199387401342392)", "(0.0, 0.22037801146507263)", "(0.0, 0.22044578194618225)", "(0.0, 0.22163376212120056)", "(0.0, 0.22183294594287872)", "(0.0, 0.22353433072566986)", "(0.0, 0.22361645102500916)", "(0.0, 0.22376573085784912)", "(0.0, 0.22395558655261993)", "(0.0, 0.22633449733257294)", "(0.0, 0.2266269475221634)", "(0.0, 0.2266780138015747)", "(0.0, 0.22738675773143768)", "(0.0, 0.2274436354637146)", "(0.0, 0.2279786765575409)", "(0.0, 0.22800034284591675)", "(0.0, 0.22805877029895782)", "(0.0, 0.2282320111989975)", "(0.0, 0.2289676070213318)", "(0.0, 0.22910836338996887)", "(0.0, 0.22939731180667877)", "(0.0, 0.2307053655385971)", "(0.0, 0.23187996447086334)", "(0.0, 0.2320168912410736)", "(0.0, 0.2322283685207367)", "(0.0, 0.23226626217365265)", "(0.0, 0.23265615105628967)", "(0.0, 0.23285996913909912)", "(0.0, 0.23291151225566864)", "(0.0, 0.2335500568151474)", "(0.0, 0.23491396009922028)", "(0.0, 0.23512400686740875)", "(0.0, 0.2357441484928131)", "(0.0, 0.23606541752815247)", "(0.0, 0.23644162714481354)", "(0.0, 0.23656177520751953)", "(0.0, 0.23668569326400757)", "(0.0, 0.23688381910324097)", "(0.0, 0.23724594712257385)", "(0.0, 0.23869042098522186)", "(0.0, 0.2398345172405243)", "(0.0, 0.23986349999904633)", "(0.0, 0.23994892835617065)", "(0.0, 0.24000689387321472)", "(0.0, 0.24006488919258118)", "(0.0, 0.24015812575817108)", "(0.0, 0.24070973694324493)", "(0.0, 0.24087435007095337)", "(0.0, 0.24134062230587006)", "(0.0, 0.24135194718837738)", "(0.0, 0.2414124459028244)", "(0.0, 0.24176613986492157)", "(0.0, 0.2420213520526886)", "(0.0, 0.24320627748966217)", "(0.0, 0.24377954006195068)", "(0.0, 0.24478305876255035)", "(0.0, 0.2454601377248764)", "(0.0, 0.2456960827112198)", "(0.0, 0.24576812982559204)", "(0.0, 0.24633453786373138)", "(0.0, 0.24698781967163086)", "(0.0, 0.24750801920890808)", "(0.0, 0.2479671835899353)", "(0.0, 0.24808335304260254)", "(0.0, 0.24905194342136383)", "(0.0, 0.24914516508579254)", "(0.0, 0.24940958619117737)", "(0.0, 0.2494291365146637)", "(0.0, 0.2495502084493637)", "(0.0, 0.24972881376743317)", "(0.0, 0.2508943974971771)", "(0.0, 0.2515440881252289)", "(0.0, 0.25205233693122864)", "(0.0, 0.25218743085861206)", "(0.0, 0.25313568115234375)", "(0.0, 0.25357621908187866)", "(0.0, 0.25371986627578735)", "(0.0, 0.25474584102630615)", "(0.0, 0.256245881319046)", "(0.0, 0.2563587427139282)", "(0.0, 0.25706103444099426)", "(0.0, 0.25963613390922546)", "(0.0, 0.26034510135650635)", "(0.0, 0.26055023074150085)", "(0.0, 0.2615887522697449)", "(0.0, 0.2617827355861664)", "(0.0, 0.26376497745513916)", "(0.0, 0.2637902796268463)", "(0.0, 0.2649560570716858)", "(0.0, 0.26567384600639343)", "(0.0, 0.26627403497695923)", "(0.0, 0.26792579889297485)", "(0.0, 0.2679915130138397)", "(0.0, 0.26826027035713196)", "(0.0, 0.26873838901519775)", "(0.0, 0.26949989795684814)", "(0.0, 0.26969993114471436)", "(0.0, 0.27032527327537537)", "(0.0, 0.27058058977127075)", "(0.0, 0.2708187997341156)", "(0.0, 0.2709544599056244)", "(0.0, 0.2711644470691681)", "(0.0, 0.2717081904411316)", "(0.0, 0.2717333734035492)", "(0.0, 0.27191659808158875)", "(0.0, 0.27307865023612976)", "(0.0, 0.2731599509716034)", "(0.0, 0.27361467480659485)", "(0.0, 0.27405813336372375)", "(0.0, 0.27460089325904846)", "(0.0, 0.27483752369880676)", "(0.0, 0.27506718039512634)", "(0.0, 0.2756938636302948)", "(0.0, 0.27625027298927307)", "(0.0, 0.2764659523963928)", "(0.0, 0.2772451937198639)", "(0.0, 0.27728304266929626)", "(0.0, 0.27788686752319336)", "(0.0, 0.2780117094516754)", "(0.0, 0.27865761518478394)", "(0.0, 0.2796807587146759)", "(0.0, 0.2799783945083618)", "(0.0, 0.28013938665390015)", "(0.0, 0.28153836727142334)", "(0.0, 0.2815774977207184)", "(0.0, 0.282753050327301)", "(0.0, 0.28360575437545776)", "(0.0, 0.2846076786518097)", "(0.0, 0.28699991106987)", "(0.0, 0.28708314895629883)", "(0.0, 0.2872104048728943)", "(0.0, 0.28757956624031067)", "(0.0, 0.2876822352409363)", "(0.0, 0.28776097297668457)", "(0.0, 0.28805625438690186)", "(0.0, 0.29021069407463074)", "(0.0, 0.2915813624858856)", "(0.0, 0.29502010345458984)", "(0.0, 0.2950447201728821)", "(0.0, 0.29525843262672424)", "(0.0, 0.2957060635089874)", "(0.0, 0.2958367168903351)", "(0.0, 0.2960156202316284)", "(0.0, 0.29603129625320435)", "(0.0, 0.29636484384536743)", "(0.0, 0.29770755767822266)", "(0.0, 0.298126757144928)", "(0.0, 0.29823362827301025)", "(0.0, 0.29911908507347107)", "(0.0, 0.2991563081741333)", "(0.0, 0.29937028884887695)", "(0.0, 0.29962393641471863)", "(0.0, 0.30207881331443787)", "(0.0, 0.30237719416618347)", "(0.0, 0.3030586838722229)", "(0.0, 0.30316224694252014)", "(0.0, 0.3034508526325226)", "(0.0, 0.3039606213569641)", "(0.0, 0.3040504455566406)", "(0.0, 0.3042517602443695)", "(0.0, 0.30440059304237366)", "(0.0, 0.3051021695137024)", "(0.0, 0.3057344853878021)", "(0.0, 0.305850088596344)", "(0.0, 0.3063012361526489)", "(0.0, 0.30802810192108154)", "(0.0, 0.3094577193260193)", "(0.0, 0.30977094173431396)", "(0.0, 0.3105197846889496)", "(0.0, 0.31094810366630554)", "(0.0, 0.31172093749046326)", "(0.0, 0.3125729560852051)", "(0.0, 0.312947154045105)", "(0.0, 0.31306061148643494)", "(0.0, 0.31321895122528076)", "(0.0, 0.31381750106811523)", "(0.0, 0.31669336557388306)", "(0.0, 0.31856802105903625)", "(0.0, 0.31875818967819214)", "(0.0, 0.3193502426147461)", "(0.0, 0.32104700803756714)", "(0.0, 0.32144516706466675)", "(0.0, 0.32155027985572815)", "(0.0, 0.3217446804046631)", "(0.0, 0.3223765790462494)", "(0.0, 0.3231923282146454)", "(0.0, 0.32436856627464294)", "(0.0, 0.3244195878505707)", "(0.0, 0.3246879279613495)", "(0.0, 0.32544079422950745)", "(0.0, 0.325617253780365)", "(0.0, 0.32761475443840027)", "(0.0, 0.3276205062866211)", "(0.0, 0.3282390236854553)", "(0.0, 0.32872602343559265)", "(0.0, 0.33017390966415405)", "(0.0, 0.3308872878551483)", "(0.0, 0.3322412073612213)", "(0.0, 0.332287073135376)", "(0.0, 0.33264556527137756)", "(0.0, 0.332946240901947)", "(0.0, 0.333037793636322)", "(0.0, 0.3355698585510254)", "(0.0, 0.33641529083251953)", "(0.0, 0.33683890104293823)", "(0.0, 0.3380246162414551)", "(0.0, 0.3396283686161041)", "(0.0, 0.34056738018989563)", "(0.0, 0.3447319567203522)", "(0.0, 0.34633511304855347)", "(0.0, 0.34648722410202026)", "(0.0, 0.3469136953353882)", "(0.0, 0.3485827147960663)", "(0.0, 0.34943854808807373)", "(0.0, 0.34988802671432495)", "(0.0, 0.35143065452575684)", "(0.0, 0.35146060585975647)", "(0.0, 0.35579410195350647)", "(0.0, 0.3559412658214569)", "(0.0, 0.35682961344718933)", "(0.0, 0.35690930485725403)", "(0.0, 0.3611719608306885)", "(0.0, 0.3617653548717499)", "(0.0, 0.3660805821418762)", "(0.0, 0.38083916902542114)", "(0.0, 0.3883129954338074)", "(0.0, 0.39445173740386963)", "(0.0, 0.4020182490348816)", "(0.0, 0.41679060459136963)", "(0.0, 0.4222621023654938)", "(0.0, 0.4393221437931061)" ], "mode": "markers", "name": "H0", "type": "scatter", "x": [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], "y": [ 0.01484458614140749, 0.022478165104985237, 0.03633468598127365, 0.041187215596437454, 0.042717572301626205, 0.06520596146583557, 0.07462788373231888, 0.07970786839723587, 0.08317466080188751, 0.08518078178167343, 0.09147115796804428, 0.09230775386095047, 0.09304869920015335, 0.0953618660569191, 0.10613597184419632, 0.10864347964525223, 0.10936331003904343, 0.11166753619909286, 0.11255108565092087, 0.11275914311408997, 0.11488396674394608, 0.11632797867059708, 0.11738931387662888, 0.11827505379915237, 0.11902669072151184, 0.11931587755680084, 0.11980532109737396, 0.1225464940071106, 0.12403102964162827, 0.1254219263792038, 0.12706540524959564, 0.12772008776664734, 0.12773443758487701, 0.12862838804721832, 0.12925037741661072, 0.12932652235031128, 0.13120748102664948, 0.13303242623806, 0.13391819596290588, 0.13428543508052826, 0.13501577079296112, 0.1363682746887207, 0.13684643805027008, 0.13776713609695435, 0.13888558745384216, 0.13923266530036926, 0.1392335742712021, 0.13924342393875122, 0.1392679363489151, 0.1410345882177353, 0.14216828346252441, 0.14352914690971375, 0.14356599748134613, 0.14595526456832886, 0.14700591564178467, 0.14722923934459686, 0.14842543005943298, 0.14867092669010162, 0.14881250262260437, 0.1505022495985031, 0.15105430781841278, 0.15203751623630524, 0.1531028002500534, 0.15312308073043823, 0.1546676754951477, 0.1553947925567627, 0.15549954771995544, 0.1558629870414734, 0.1577305793762207, 0.1581966131925583, 0.15822181105613708, 0.15919865667819977, 0.16034966707229614, 0.16085085272789001, 0.16089986264705658, 0.16131280362606049, 0.16136983036994934, 0.162230983376503, 0.16297757625579834, 0.16351504623889923, 0.16567043960094452, 0.16573771834373474, 0.1661626398563385, 0.1662723273038864, 0.1673024445772171, 0.16774630546569824, 0.16781792044639587, 0.16898246109485626, 0.1706165075302124, 0.17491768300533295, 0.17582689225673676, 0.17612391710281372, 0.17656870186328888, 0.17711539566516876, 0.17717260122299194, 0.17744749784469604, 0.17847561836242676, 0.17855072021484375, 0.17911049723625183, 0.1801607459783554, 0.18069452047348022, 0.18117184937000275, 0.1835935413837433, 0.1844959855079651, 0.1848747432231903, 0.18494881689548492, 0.18549832701683044, 0.18580563366413116, 0.18716782331466675, 0.18946458399295807, 0.19037625193595886, 0.19224853813648224, 0.1931106299161911, 0.19365520775318146, 0.19430504739284515, 0.19500552117824554, 0.195292666554451, 0.19567260146141052, 0.19574899971485138, 0.19616654515266418, 0.19679656624794006, 0.1976376175880432, 0.1976737529039383, 0.1977979838848114, 0.19812093675136566, 0.19851869344711304, 0.19866099953651428, 0.19968298077583313, 0.1999535709619522, 0.2001248598098755, 0.20035426318645477, 0.20067663490772247, 0.20168909430503845, 0.20286035537719727, 0.2030213475227356, 0.20323055982589722, 0.20361162722110748, 0.20389865338802338, 0.20395700633525848, 0.2040247768163681, 0.2040642499923706, 0.2041151076555252, 0.20479102432727814, 0.20490019023418427, 0.2051658034324646, 0.20631667971611023, 0.20642688870429993, 0.20758327841758728, 0.20766249299049377, 0.20776233077049255, 0.20989806950092316, 0.21093378961086273, 0.21302297711372375, 0.214241161942482, 0.214580699801445, 0.21480941772460938, 0.21508704125881195, 0.21523930132389069, 0.21535523235797882, 0.2155911773443222, 0.21576343476772308, 0.21660587191581726, 0.21688377857208252, 0.2169056236743927, 0.2169204205274582, 0.21771472692489624, 0.2179509699344635, 0.2183348685503006, 0.2199387401342392, 0.22037801146507263, 0.22044578194618225, 0.22163376212120056, 0.22183294594287872, 0.22353433072566986, 0.22361645102500916, 0.22376573085784912, 0.22395558655261993, 0.22633449733257294, 0.2266269475221634, 0.2266780138015747, 0.22738675773143768, 0.2274436354637146, 0.2279786765575409, 0.22800034284591675, 0.22805877029895782, 0.2282320111989975, 0.2289676070213318, 0.22910836338996887, 0.22939731180667877, 0.2307053655385971, 0.23187996447086334, 0.2320168912410736, 0.2322283685207367, 0.23226626217365265, 0.23265615105628967, 0.23285996913909912, 0.23291151225566864, 0.2335500568151474, 0.23491396009922028, 0.23512400686740875, 0.2357441484928131, 0.23606541752815247, 0.23644162714481354, 0.23656177520751953, 0.23668569326400757, 0.23688381910324097, 0.23724594712257385, 0.23869042098522186, 0.2398345172405243, 0.23986349999904633, 0.23994892835617065, 0.24000689387321472, 0.24006488919258118, 0.24015812575817108, 0.24070973694324493, 0.24087435007095337, 0.24134062230587006, 0.24135194718837738, 0.2414124459028244, 0.24176613986492157, 0.2420213520526886, 0.24320627748966217, 0.24377954006195068, 0.24478305876255035, 0.2454601377248764, 0.2456960827112198, 0.24576812982559204, 0.24633453786373138, 0.24698781967163086, 0.24750801920890808, 0.2479671835899353, 0.24808335304260254, 0.24905194342136383, 0.24914516508579254, 0.24940958619117737, 0.2494291365146637, 0.2495502084493637, 0.24972881376743317, 0.2508943974971771, 0.2515440881252289, 0.25205233693122864, 0.25218743085861206, 0.25313568115234375, 0.25357621908187866, 0.25371986627578735, 0.25474584102630615, 0.256245881319046, 0.2563587427139282, 0.25706103444099426, 0.25963613390922546, 0.26034510135650635, 0.26055023074150085, 0.2615887522697449, 0.2617827355861664, 0.26376497745513916, 0.2637902796268463, 0.2649560570716858, 0.26567384600639343, 0.26627403497695923, 0.26792579889297485, 0.2679915130138397, 0.26826027035713196, 0.26873838901519775, 0.26949989795684814, 0.26969993114471436, 0.27032527327537537, 0.27058058977127075, 0.2708187997341156, 0.2709544599056244, 0.2711644470691681, 0.2717081904411316, 0.2717333734035492, 0.27191659808158875, 0.27307865023612976, 0.2731599509716034, 0.27361467480659485, 0.27405813336372375, 0.27460089325904846, 0.27483752369880676, 0.27506718039512634, 0.2756938636302948, 0.27625027298927307, 0.2764659523963928, 0.2772451937198639, 0.27728304266929626, 0.27788686752319336, 0.2780117094516754, 0.27865761518478394, 0.2796807587146759, 0.2799783945083618, 0.28013938665390015, 0.28153836727142334, 0.2815774977207184, 0.282753050327301, 0.28360575437545776, 0.2846076786518097, 0.28699991106987, 0.28708314895629883, 0.2872104048728943, 0.28757956624031067, 0.2876822352409363, 0.28776097297668457, 0.28805625438690186, 0.29021069407463074, 0.2915813624858856, 0.29502010345458984, 0.2950447201728821, 0.29525843262672424, 0.2957060635089874, 0.2958367168903351, 0.2960156202316284, 0.29603129625320435, 0.29636484384536743, 0.29770755767822266, 0.298126757144928, 0.29823362827301025, 0.29911908507347107, 0.2991563081741333, 0.29937028884887695, 0.29962393641471863, 0.30207881331443787, 0.30237719416618347, 0.3030586838722229, 0.30316224694252014, 0.3034508526325226, 0.3039606213569641, 0.3040504455566406, 0.3042517602443695, 0.30440059304237366, 0.3051021695137024, 0.3057344853878021, 0.305850088596344, 0.3063012361526489, 0.30802810192108154, 0.3094577193260193, 0.30977094173431396, 0.3105197846889496, 0.31094810366630554, 0.31172093749046326, 0.3125729560852051, 0.312947154045105, 0.31306061148643494, 0.31321895122528076, 0.31381750106811523, 0.31669336557388306, 0.31856802105903625, 0.31875818967819214, 0.3193502426147461, 0.32104700803756714, 0.32144516706466675, 0.32155027985572815, 0.3217446804046631, 0.3223765790462494, 0.3231923282146454, 0.32436856627464294, 0.3244195878505707, 0.3246879279613495, 0.32544079422950745, 0.325617253780365, 0.32761475443840027, 0.3276205062866211, 0.3282390236854553, 0.32872602343559265, 0.33017390966415405, 0.3308872878551483, 0.3322412073612213, 0.332287073135376, 0.33264556527137756, 0.332946240901947, 0.333037793636322, 0.3355698585510254, 0.33641529083251953, 0.33683890104293823, 0.3380246162414551, 0.3396283686161041, 0.34056738018989563, 0.3447319567203522, 0.34633511304855347, 0.34648722410202026, 0.3469136953353882, 0.3485827147960663, 0.34943854808807373, 0.34988802671432495, 0.35143065452575684, 0.35146060585975647, 0.35579410195350647, 0.3559412658214569, 0.35682961344718933, 0.35690930485725403, 0.3611719608306885, 0.3617653548717499, 0.3660805821418762, 0.38083916902542114, 0.3883129954338074, 0.39445173740386963, 0.4020182490348816, 0.41679060459136963, 0.4222621023654938, 0.4393221437931061 ] }, { "hoverinfo": "text", "hovertext": [ "(0.6616185307502747, 0.6695672273635864)", "(0.65851229429245, 0.6840375661849976)", "(0.646112859249115, 0.6526681184768677)", "(0.592035174369812, 0.5933664441108704)", "(0.580435037612915, 0.6738121509552002)", "(0.5753607749938965, 0.6215622425079346)", "(0.5684171915054321, 0.6307034492492676)", "(0.5673094987869263, 0.5789013504981995)", "(0.5667295455932617, 0.5973438024520874)", "(0.5597608089447021, 0.6250723004341125)", "(0.5577828884124756, 0.5744457840919495)", "(0.5532283782958984, 0.562505304813385)", "(0.5527708530426025, 0.576411783695221)", "(0.5502838492393494, 0.5737727880477905)", "(0.5442364811897278, 0.5632913112640381)", "(0.5422536730766296, 0.546822726726532)", "(0.5401589274406433, 0.6077294945716858)", "(0.5363191962242126, 0.5740526914596558)", "(0.5343804359436035, 0.5457946062088013)", "(0.5334944128990173, 0.581086277961731)", "(0.532784640789032, 0.5364776849746704)", "(0.5280015468597412, 0.5978090167045593)", "(0.5274364352226257, 0.534129798412323)", "(0.524052083492279, 0.5631884336471558)", "(0.5185970664024353, 0.5526682138442993)", "(0.5183276534080505, 0.5297015905380249)", "(0.5135281085968018, 0.522142767906189)", "(0.5126144289970398, 0.6004188060760498)", "(0.510757327079773, 0.6169050931930542)", "(0.50773024559021, 0.5451480150222778)", "(0.5064235329627991, 0.5227015018463135)", "(0.5056960582733154, 0.5277813076972961)", "(0.5052674412727356, 0.5701257586479187)", "(0.49521926045417786, 0.5265299081802368)", "(0.4930076599121094, 0.5676897168159485)", "(0.49232473969459534, 0.5420956015586853)", "(0.4920070171356201, 0.5474691390991211)", "(0.4897598922252655, 0.5294116139411926)", "(0.48317232728004456, 0.5602489709854126)", "(0.4782159626483917, 0.497618168592453)", "(0.47655561566352844, 0.5698989033699036)", "(0.47572287917137146, 0.4794600009918213)", "(0.47436755895614624, 0.5528862476348877)", "(0.4735003709793091, 0.5889024138450623)", "(0.4690128564834595, 0.493489146232605)", "(0.46628502011299133, 0.47032278776168823)", "(0.4653167128562927, 0.5155386924743652)", "(0.4613051414489746, 0.512971043586731)", "(0.46017032861709595, 0.537401556968689)", "(0.46006688475608826, 0.5001412630081177)", "(0.45718252658843994, 0.46515610814094543)", "(0.456691712141037, 0.4663010835647583)", "(0.456167995929718, 0.5660263895988464)", "(0.45296424627304077, 0.46589863300323486)", "(0.44940200448036194, 0.4681292474269867)", "(0.44928258657455444, 0.48659002780914307)", "(0.4464050531387329, 0.4570598304271698)", "(0.4454207420349121, 0.5449400544166565)", "(0.44472724199295044, 0.47836756706237793)", "(0.44394493103027344, 0.45851433277130127)", "(0.4406968355178833, 0.4911288022994995)", "(0.43978825211524963, 0.47885575890541077)", "(0.43687424063682556, 0.4647654891014099)", "(0.4359644651412964, 0.49552401900291443)", "(0.4350387752056122, 0.43780091404914856)", "(0.43456050753593445, 0.4546198844909668)", "(0.4340912103652954, 0.49286454916000366)", "(0.4326338469982147, 0.4781418740749359)", "(0.432486891746521, 0.47617408633232117)", "(0.4318709373474121, 0.5748964548110962)", "(0.4316449463367462, 0.45761653780937195)", "(0.4305489957332611, 0.4749075770378113)", "(0.43014222383499146, 0.4356943368911743)", "(0.42717546224594116, 0.5850397944450378)", "(0.4261043965816498, 0.4896679222583771)", "(0.4260405898094177, 0.5450007319450378)", "(0.4235573410987854, 0.44771265983581543)", "(0.4212091565132141, 0.481536865234375)", "(0.4189354479312897, 0.499624639749527)", "(0.41883426904678345, 0.5008747577667236)", "(0.41877543926239014, 0.5510204434394836)", "(0.41857147216796875, 0.44903507828712463)", "(0.4184352159500122, 0.5900649428367615)", "(0.4172888398170471, 0.5342784523963928)", "(0.4168967306613922, 0.41942402720451355)", "(0.4153978228569031, 0.4595150649547577)", "(0.41523870825767517, 0.4300827085971832)", "(0.41521283984184265, 0.5509400367736816)", "(0.4148426949977875, 0.4328448176383972)", "(0.414664626121521, 0.43497234582901)", "(0.41391226649284363, 0.5131629109382629)", "(0.4131370186805725, 0.4225732386112213)", "(0.4118238687515259, 0.4324200749397278)", "(0.4115654528141022, 0.4651031792163849)", "(0.41103219985961914, 0.4559611976146698)", "(0.41026079654693604, 0.49920228123664856)", "(0.409805566072464, 0.4744529724121094)", "(0.4092755913734436, 0.5672312378883362)", "(0.408913254737854, 0.4260019063949585)", "(0.4085298478603363, 0.5308436751365662)", "(0.40777769684791565, 0.4139612019062042)", "(0.40717098116874695, 0.4226369559764862)", "(0.40696412324905396, 0.512914776802063)", "(0.4068099856376648, 0.45085740089416504)", "(0.40632930397987366, 0.4207104742527008)", "(0.4054671823978424, 0.5462207794189453)", "(0.40213051438331604, 0.4068179130554199)", "(0.40145865082740784, 0.5876606106758118)", "(0.40123263001441956, 0.46420952677726746)", "(0.4008883237838745, 0.4450308680534363)", "(0.3988896906375885, 0.44637835025787354)", "(0.39864081144332886, 0.45722419023513794)", "(0.3979581892490387, 0.4265967309474945)", "(0.3968532383441925, 0.48438048362731934)", "(0.3963310420513153, 0.5721732378005981)", "(0.3952903747558594, 0.3980626165866852)", "(0.39366674423217773, 0.5621662139892578)", "(0.3920859694480896, 0.419601172208786)", "(0.3910546898841858, 0.40102311968803406)", "(0.39018577337265015, 0.5220540165901184)", "(0.3899352550506592, 0.3963395059108734)", "(0.38960182666778564, 0.3933922052383423)", "(0.3879307806491852, 0.4088689088821411)", "(0.3875868022441864, 0.44729214906692505)", "(0.38692495226860046, 0.5869417190551758)", "(0.3855345547199249, 0.3965076804161072)", "(0.385265052318573, 0.4567340612411499)", "(0.38517963886260986, 0.41321051120758057)", "(0.38508355617523193, 0.38666215538978577)", "(0.3844265639781952, 0.45737767219543457)", "(0.3815496265888214, 0.565197229385376)", "(0.3812319338321686, 0.4228072166442871)", "(0.38090187311172485, 0.3928869962692261)", "(0.3808213174343109, 0.41253989934921265)", "(0.3796924352645874, 0.3827706575393677)", "(0.37813830375671387, 0.4651756286621094)", "(0.37751755118370056, 0.548054039478302)", "(0.37613341212272644, 0.4212198853492737)", "(0.3756326735019684, 0.4331190884113312)", "(0.3751189112663269, 0.44076699018478394)", "(0.37510767579078674, 0.5277073383331299)", "(0.3744996190071106, 0.4024818539619446)", "(0.3744787573814392, 0.5553044080734253)", "(0.37352901697158813, 0.4028788208961487)", "(0.3729635179042816, 0.4153810143470764)", "(0.3723539412021637, 0.45041564106941223)", "(0.3721325993537903, 0.4742867052555084)", "(0.37073031067848206, 0.5652053356170654)", "(0.36936530470848083, 0.4950515627861023)", "(0.3687514662742615, 0.39732953906059265)", "(0.36771607398986816, 0.3766818046569824)", "(0.3674629330635071, 0.5856635570526123)", "(0.36660903692245483, 0.38382038474082947)", "(0.36654362082481384, 0.422935426235199)", "(0.3658023476600647, 0.5379495620727539)", "(0.36512112617492676, 0.5925666093826294)", "(0.3647952973842621, 0.517967164516449)", "(0.36427098512649536, 0.4581447243690491)", "(0.36315494775772095, 0.5924447178840637)", "(0.3622301518917084, 0.47223445773124695)", "(0.3619084358215332, 0.5085759162902832)", "(0.3593258857727051, 0.5676864385604858)", "(0.3593056797981262, 0.538520872592926)", "(0.3585846424102783, 0.362441748380661)", "(0.35828226804733276, 0.5859673619270325)", "(0.35783857107162476, 0.5012056231498718)", "(0.3576065003871918, 0.37951934337615967)", "(0.35759538412094116, 0.6000701785087585)", "(0.3560362458229065, 0.5947597026824951)", "(0.35581400990486145, 0.35865870118141174)", "(0.35558679699897766, 0.4189702868461609)", "(0.35469362139701843, 0.5953920483589172)", "(0.3533056676387787, 0.3595043420791626)", "(0.3530034124851227, 0.38021036982536316)", "(0.3526853919029236, 0.4399765133857727)", "(0.3517182767391205, 0.616635262966156)", "(0.3514927625656128, 0.4337770342826843)", "(0.3504185974597931, 0.6028960943222046)", "(0.3503340780735016, 0.39105308055877686)", "(0.3495221436023712, 0.4704110026359558)", "(0.34864500164985657, 0.40436267852783203)", "(0.34715205430984497, 0.6240259408950806)", "(0.34712883830070496, 0.42174243927001953)", "(0.34301653504371643, 0.5166664719581604)", "(0.3413243293762207, 0.4341173768043518)", "(0.3383994698524475, 0.3766818046569824)", "(0.33812934160232544, 0.34196075797080994)", "(0.3377789556980133, 0.47832101583480835)", "(0.3368779122829437, 0.34469524025917053)", "(0.33575209975242615, 0.42326605319976807)", "(0.335035115480423, 0.5058658123016357)", "(0.33419468998908997, 0.5934953689575195)", "(0.33379581570625305, 0.39737775921821594)", "(0.3328205943107605, 0.3392619490623474)", "(0.3326154053211212, 0.33982619643211365)", "(0.33233246207237244, 0.3703251779079437)", "(0.3289612829685211, 0.3377443850040436)", "(0.3286823332309723, 0.43519407510757446)", "(0.32620733976364136, 0.341210275888443)", "(0.3253995478153229, 0.3628638684749603)", "(0.3235313594341278, 0.4182091951370239)", "(0.3222082257270813, 0.3984268605709076)", "(0.32216745615005493, 0.347150057554245)", "(0.3213914632797241, 0.615453839302063)", "(0.32070913910865784, 0.46532389521598816)", "(0.3169470727443695, 0.3518593907356262)", "(0.31632864475250244, 0.326813668012619)", "(0.3141148090362549, 0.40094298124313354)", "(0.3131633996963501, 0.35294196009635925)", "(0.3113841116428375, 0.3126317262649536)", "(0.31033918261528015, 0.3482522964477539)", "(0.30709439516067505, 0.32446882128715515)", "(0.30652138590812683, 0.5175865888595581)", "(0.2975575625896454, 0.31513750553131104)", "(0.2883540689945221, 0.3060535192489624)", "(0.2866712808609009, 0.33205464482307434)", "(0.2745928168296814, 0.28024810552597046)", "(0.2690688371658325, 0.327712744474411)", "(0.26648759841918945, 0.30182233452796936)", "(0.25793614983558655, 0.271107017993927)", "(0.25575730204582214, 0.3093114495277405)", "(0.24020259082317352, 0.24639788269996643)", "(0.24012045562267303, 0.281358003616333)", "(0.2256358563899994, 0.22659485042095184)", "(0.21960864961147308, 0.24263949692249298)" ], "mode": "markers", "name": "H1", "type": "scatter", "x": [ 0.6616185307502747, 0.65851229429245, 0.646112859249115, 0.592035174369812, 0.580435037612915, 0.5753607749938965, 0.5684171915054321, 0.5673094987869263, 0.5667295455932617, 0.5597608089447021, 0.5577828884124756, 0.5532283782958984, 0.5527708530426025, 0.5502838492393494, 0.5442364811897278, 0.5422536730766296, 0.5401589274406433, 0.5363191962242126, 0.5343804359436035, 0.5334944128990173, 0.532784640789032, 0.5280015468597412, 0.5274364352226257, 0.524052083492279, 0.5185970664024353, 0.5183276534080505, 0.5135281085968018, 0.5126144289970398, 0.510757327079773, 0.50773024559021, 0.5064235329627991, 0.5056960582733154, 0.5052674412727356, 0.49521926045417786, 0.4930076599121094, 0.49232473969459534, 0.4920070171356201, 0.4897598922252655, 0.48317232728004456, 0.4782159626483917, 0.47655561566352844, 0.47572287917137146, 0.47436755895614624, 0.4735003709793091, 0.4690128564834595, 0.46628502011299133, 0.4653167128562927, 0.4613051414489746, 0.46017032861709595, 0.46006688475608826, 0.45718252658843994, 0.456691712141037, 0.456167995929718, 0.45296424627304077, 0.44940200448036194, 0.44928258657455444, 0.4464050531387329, 0.4454207420349121, 0.44472724199295044, 0.44394493103027344, 0.4406968355178833, 0.43978825211524963, 0.43687424063682556, 0.4359644651412964, 0.4350387752056122, 0.43456050753593445, 0.4340912103652954, 0.4326338469982147, 0.432486891746521, 0.4318709373474121, 0.4316449463367462, 0.4305489957332611, 0.43014222383499146, 0.42717546224594116, 0.4261043965816498, 0.4260405898094177, 0.4235573410987854, 0.4212091565132141, 0.4189354479312897, 0.41883426904678345, 0.41877543926239014, 0.41857147216796875, 0.4184352159500122, 0.4172888398170471, 0.4168967306613922, 0.4153978228569031, 0.41523870825767517, 0.41521283984184265, 0.4148426949977875, 0.414664626121521, 0.41391226649284363, 0.4131370186805725, 0.4118238687515259, 0.4115654528141022, 0.41103219985961914, 0.41026079654693604, 0.409805566072464, 0.4092755913734436, 0.408913254737854, 0.4085298478603363, 0.40777769684791565, 0.40717098116874695, 0.40696412324905396, 0.4068099856376648, 0.40632930397987366, 0.4054671823978424, 0.40213051438331604, 0.40145865082740784, 0.40123263001441956, 0.4008883237838745, 0.3988896906375885, 0.39864081144332886, 0.3979581892490387, 0.3968532383441925, 0.3963310420513153, 0.3952903747558594, 0.39366674423217773, 0.3920859694480896, 0.3910546898841858, 0.39018577337265015, 0.3899352550506592, 0.38960182666778564, 0.3879307806491852, 0.3875868022441864, 0.38692495226860046, 0.3855345547199249, 0.385265052318573, 0.38517963886260986, 0.38508355617523193, 0.3844265639781952, 0.3815496265888214, 0.3812319338321686, 0.38090187311172485, 0.3808213174343109, 0.3796924352645874, 0.37813830375671387, 0.37751755118370056, 0.37613341212272644, 0.3756326735019684, 0.3751189112663269, 0.37510767579078674, 0.3744996190071106, 0.3744787573814392, 0.37352901697158813, 0.3729635179042816, 0.3723539412021637, 0.3721325993537903, 0.37073031067848206, 0.36936530470848083, 0.3687514662742615, 0.36771607398986816, 0.3674629330635071, 0.36660903692245483, 0.36654362082481384, 0.3658023476600647, 0.36512112617492676, 0.3647952973842621, 0.36427098512649536, 0.36315494775772095, 0.3622301518917084, 0.3619084358215332, 0.3593258857727051, 0.3593056797981262, 0.3585846424102783, 0.35828226804733276, 0.35783857107162476, 0.3576065003871918, 0.35759538412094116, 0.3560362458229065, 0.35581400990486145, 0.35558679699897766, 0.35469362139701843, 0.3533056676387787, 0.3530034124851227, 0.3526853919029236, 0.3517182767391205, 0.3514927625656128, 0.3504185974597931, 0.3503340780735016, 0.3495221436023712, 0.34864500164985657, 0.34715205430984497, 0.34712883830070496, 0.34301653504371643, 0.3413243293762207, 0.3383994698524475, 0.33812934160232544, 0.3377789556980133, 0.3368779122829437, 0.33575209975242615, 0.335035115480423, 0.33419468998908997, 0.33379581570625305, 0.3328205943107605, 0.3326154053211212, 0.33233246207237244, 0.3289612829685211, 0.3286823332309723, 0.32620733976364136, 0.3253995478153229, 0.3235313594341278, 0.3222082257270813, 0.32216745615005493, 0.3213914632797241, 0.32070913910865784, 0.3169470727443695, 0.31632864475250244, 0.3141148090362549, 0.3131633996963501, 0.3113841116428375, 0.31033918261528015, 0.30709439516067505, 0.30652138590812683, 0.2975575625896454, 0.2883540689945221, 0.2866712808609009, 0.2745928168296814, 0.2690688371658325, 0.26648759841918945, 0.25793614983558655, 0.25575730204582214, 0.24020259082317352, 0.24012045562267303, 0.2256358563899994, 0.21960864961147308 ], "y": [ 0.6695672273635864, 0.6840375661849976, 0.6526681184768677, 0.5933664441108704, 0.6738121509552002, 0.6215622425079346, 0.6307034492492676, 0.5789013504981995, 0.5973438024520874, 0.6250723004341125, 0.5744457840919495, 0.562505304813385, 0.576411783695221, 0.5737727880477905, 0.5632913112640381, 0.546822726726532, 0.6077294945716858, 0.5740526914596558, 0.5457946062088013, 0.581086277961731, 0.5364776849746704, 0.5978090167045593, 0.534129798412323, 0.5631884336471558, 0.5526682138442993, 0.5297015905380249, 0.522142767906189, 0.6004188060760498, 0.6169050931930542, 0.5451480150222778, 0.5227015018463135, 0.5277813076972961, 0.5701257586479187, 0.5265299081802368, 0.5676897168159485, 0.5420956015586853, 0.5474691390991211, 0.5294116139411926, 0.5602489709854126, 0.497618168592453, 0.5698989033699036, 0.4794600009918213, 0.5528862476348877, 0.5889024138450623, 0.493489146232605, 0.47032278776168823, 0.5155386924743652, 0.512971043586731, 0.537401556968689, 0.5001412630081177, 0.46515610814094543, 0.4663010835647583, 0.5660263895988464, 0.46589863300323486, 0.4681292474269867, 0.48659002780914307, 0.4570598304271698, 0.5449400544166565, 0.47836756706237793, 0.45851433277130127, 0.4911288022994995, 0.47885575890541077, 0.4647654891014099, 0.49552401900291443, 0.43780091404914856, 0.4546198844909668, 0.49286454916000366, 0.4781418740749359, 0.47617408633232117, 0.5748964548110962, 0.45761653780937195, 0.4749075770378113, 0.4356943368911743, 0.5850397944450378, 0.4896679222583771, 0.5450007319450378, 0.44771265983581543, 0.481536865234375, 0.499624639749527, 0.5008747577667236, 0.5510204434394836, 0.44903507828712463, 0.5900649428367615, 0.5342784523963928, 0.41942402720451355, 0.4595150649547577, 0.4300827085971832, 0.5509400367736816, 0.4328448176383972, 0.43497234582901, 0.5131629109382629, 0.4225732386112213, 0.4324200749397278, 0.4651031792163849, 0.4559611976146698, 0.49920228123664856, 0.4744529724121094, 0.5672312378883362, 0.4260019063949585, 0.5308436751365662, 0.4139612019062042, 0.4226369559764862, 0.512914776802063, 0.45085740089416504, 0.4207104742527008, 0.5462207794189453, 0.4068179130554199, 0.5876606106758118, 0.46420952677726746, 0.4450308680534363, 0.44637835025787354, 0.45722419023513794, 0.4265967309474945, 0.48438048362731934, 0.5721732378005981, 0.3980626165866852, 0.5621662139892578, 0.419601172208786, 0.40102311968803406, 0.5220540165901184, 0.3963395059108734, 0.3933922052383423, 0.4088689088821411, 0.44729214906692505, 0.5869417190551758, 0.3965076804161072, 0.4567340612411499, 0.41321051120758057, 0.38666215538978577, 0.45737767219543457, 0.565197229385376, 0.4228072166442871, 0.3928869962692261, 0.41253989934921265, 0.3827706575393677, 0.4651756286621094, 0.548054039478302, 0.4212198853492737, 0.4331190884113312, 0.44076699018478394, 0.5277073383331299, 0.4024818539619446, 0.5553044080734253, 0.4028788208961487, 0.4153810143470764, 0.45041564106941223, 0.4742867052555084, 0.5652053356170654, 0.4950515627861023, 0.39732953906059265, 0.3766818046569824, 0.5856635570526123, 0.38382038474082947, 0.422935426235199, 0.5379495620727539, 0.5925666093826294, 0.517967164516449, 0.4581447243690491, 0.5924447178840637, 0.47223445773124695, 0.5085759162902832, 0.5676864385604858, 0.538520872592926, 0.362441748380661, 0.5859673619270325, 0.5012056231498718, 0.37951934337615967, 0.6000701785087585, 0.5947597026824951, 0.35865870118141174, 0.4189702868461609, 0.5953920483589172, 0.3595043420791626, 0.38021036982536316, 0.4399765133857727, 0.616635262966156, 0.4337770342826843, 0.6028960943222046, 0.39105308055877686, 0.4704110026359558, 0.40436267852783203, 0.6240259408950806, 0.42174243927001953, 0.5166664719581604, 0.4341173768043518, 0.3766818046569824, 0.34196075797080994, 0.47832101583480835, 0.34469524025917053, 0.42326605319976807, 0.5058658123016357, 0.5934953689575195, 0.39737775921821594, 0.3392619490623474, 0.33982619643211365, 0.3703251779079437, 0.3377443850040436, 0.43519407510757446, 0.341210275888443, 0.3628638684749603, 0.4182091951370239, 0.3984268605709076, 0.347150057554245, 0.615453839302063, 0.46532389521598816, 0.3518593907356262, 0.326813668012619, 0.40094298124313354, 0.35294196009635925, 0.3126317262649536, 0.3482522964477539, 0.32446882128715515, 0.5175865888595581, 0.31513750553131104, 0.3060535192489624, 0.33205464482307434, 0.28024810552597046, 0.327712744474411, 0.30182233452796936, 0.271107017993927, 0.3093114495277405, 0.24639788269996643, 0.281358003616333, 0.22659485042095184, 0.24263949692249298 ] }, { "hoverinfo": "text", "hovertext": [ "(0.7414780259132385, 0.7656334638595581)", "(0.7194300293922424, 0.7952068448066711)", "(0.7194300293922424, 0.7358710169792175)", "(0.7157719135284424, 0.748120129108429)", "(0.7145828008651733, 0.7405369281768799)", "(0.7121081352233887, 0.7138307094573975)", "(0.7068804502487183, 0.8049976229667664)", "(0.702619194984436, 0.731184720993042)", "(0.6964316964149475, 0.7019667029380798)", "(0.6958414912223816, 0.6976155638694763)", "(0.6947411894798279, 0.7172799706459045)", "(0.6912998557090759, 0.7562541365623474)", "(0.6890937685966492, 0.733000636100769)", "(0.68659907579422, 0.717578649520874)", "(0.6860288977622986, 0.7912071347236633)", "(0.6830280423164368, 0.7229236960411072)", "(0.6798774003982544, 0.6845725774765015)", "(0.6746547222137451, 0.6962575912475586)", "(0.668016254901886, 0.7014642953872681)", "(0.6668291091918945, 0.8097334504127502)", "(0.6645393967628479, 0.7017029523849487)", "(0.6641625761985779, 0.7522162795066833)", "(0.6611807346343994, 0.780643105506897)", "(0.6568819284439087, 0.7620512843132019)", "(0.6551253795623779, 0.6805146932601929)", "(0.6550272107124329, 0.6935062408447266)", "(0.6529764533042908, 0.6682014465332031)", "(0.6506129503250122, 0.6756010055541992)", "(0.6498323082923889, 0.6502217650413513)", "(0.6458092331886292, 0.7044734358787537)", "(0.6457954049110413, 0.7783775925636292)", "(0.6435964703559875, 0.7638762593269348)", "(0.6421220302581787, 0.7957730293273926)", "(0.6394365429878235, 0.6999833583831787)", "(0.6391665935516357, 0.8456645011901855)", "(0.6362168788909912, 0.67579185962677)", "(0.6348915100097656, 0.7725779414176941)", "(0.6328585743904114, 0.6433303952217102)", "(0.6280850172042847, 0.8611408472061157)", "(0.6262336373329163, 0.6546882390975952)", "(0.6248499155044556, 0.6312518119812012)", "(0.6214324831962585, 0.7237454056739807)", "(0.6208517551422119, 0.6516900062561035)", "(0.6203939318656921, 0.6422121524810791)", "(0.6200438737869263, 0.6305453777313232)", "(0.6191655397415161, 0.6257903575897217)", "(0.6165054440498352, 0.673615038394928)", "(0.6165054440498352, 0.6369473338127136)", "(0.6131821870803833, 0.6449004411697388)", "(0.6121791005134583, 0.6747251152992249)", "(0.6100854277610779, 0.6637749075889587)", "(0.6076834797859192, 0.6121106743812561)", "(0.598902702331543, 0.6935234665870667)", "(0.5988069772720337, 0.6829443573951721)", "(0.5925666093826294, 0.747390866279602)", "(0.5858035683631897, 0.6461273431777954)", "(0.5835118293762207, 0.5860356092453003)", "(0.5827719569206238, 0.594144880771637)", "(0.5671064853668213, 0.5745862722396851)", "(0.5604742169380188, 0.5810014009475708)", "(0.5421785116195679, 0.5657358169555664)", "(0.537401556968689, 0.5378335118293762)", "(0.5346081256866455, 0.5387439727783203)", "(0.5334624648094177, 0.5390614867210388)", "(0.5334624648094177, 0.5385400056838989)", "(0.5222064852714539, 0.5436050295829773)", "(0.5156799554824829, 0.5257536172866821)", "(0.5010286569595337, 0.5081242918968201)", "(0.48876217007637024, 0.543380081653595)", "(0.4735543131828308, 0.4991655945777893)", "(0.47231969237327576, 0.49390748143196106)", "(0.4425171911716461, 0.4427606165409088)", "(0.4290238320827484, 0.4471506178379059)", "(0.3514877259731293, 0.35299330949783325)" ], "mode": "markers", "name": "H2", "type": "scatter", "x": [ 0.7414780259132385, 0.7194300293922424, 0.7194300293922424, 0.7157719135284424, 0.7145828008651733, 0.7121081352233887, 0.7068804502487183, 0.702619194984436, 0.6964316964149475, 0.6958414912223816, 0.6947411894798279, 0.6912998557090759, 0.6890937685966492, 0.68659907579422, 0.6860288977622986, 0.6830280423164368, 0.6798774003982544, 0.6746547222137451, 0.668016254901886, 0.6668291091918945, 0.6645393967628479, 0.6641625761985779, 0.6611807346343994, 0.6568819284439087, 0.6551253795623779, 0.6550272107124329, 0.6529764533042908, 0.6506129503250122, 0.6498323082923889, 0.6458092331886292, 0.6457954049110413, 0.6435964703559875, 0.6421220302581787, 0.6394365429878235, 0.6391665935516357, 0.6362168788909912, 0.6348915100097656, 0.6328585743904114, 0.6280850172042847, 0.6262336373329163, 0.6248499155044556, 0.6214324831962585, 0.6208517551422119, 0.6203939318656921, 0.6200438737869263, 0.6191655397415161, 0.6165054440498352, 0.6165054440498352, 0.6131821870803833, 0.6121791005134583, 0.6100854277610779, 0.6076834797859192, 0.598902702331543, 0.5988069772720337, 0.5925666093826294, 0.5858035683631897, 0.5835118293762207, 0.5827719569206238, 0.5671064853668213, 0.5604742169380188, 0.5421785116195679, 0.537401556968689, 0.5346081256866455, 0.5334624648094177, 0.5334624648094177, 0.5222064852714539, 0.5156799554824829, 0.5010286569595337, 0.48876217007637024, 0.4735543131828308, 0.47231969237327576, 0.4425171911716461, 0.4290238320827484, 0.3514877259731293 ], "y": [ 0.7656334638595581, 0.7952068448066711, 0.7358710169792175, 0.748120129108429, 0.7405369281768799, 0.7138307094573975, 0.8049976229667664, 0.731184720993042, 0.7019667029380798, 0.6976155638694763, 0.7172799706459045, 0.7562541365623474, 0.733000636100769, 0.717578649520874, 0.7912071347236633, 0.7229236960411072, 0.6845725774765015, 0.6962575912475586, 0.7014642953872681, 0.8097334504127502, 0.7017029523849487, 0.7522162795066833, 0.780643105506897, 0.7620512843132019, 0.6805146932601929, 0.6935062408447266, 0.6682014465332031, 0.6756010055541992, 0.6502217650413513, 0.7044734358787537, 0.7783775925636292, 0.7638762593269348, 0.7957730293273926, 0.6999833583831787, 0.8456645011901855, 0.67579185962677, 0.7725779414176941, 0.6433303952217102, 0.8611408472061157, 0.6546882390975952, 0.6312518119812012, 0.7237454056739807, 0.6516900062561035, 0.6422121524810791, 0.6305453777313232, 0.6257903575897217, 0.673615038394928, 0.6369473338127136, 0.6449004411697388, 0.6747251152992249, 0.6637749075889587, 0.6121106743812561, 0.6935234665870667, 0.6829443573951721, 0.747390866279602, 0.6461273431777954, 0.5860356092453003, 0.594144880771637, 0.5745862722396851, 0.5810014009475708, 0.5657358169555664, 0.5378335118293762, 0.5387439727783203, 0.5390614867210388, 0.5385400056838989, 0.5436050295829773, 0.5257536172866821, 0.5081242918968201, 0.543380081653595, 0.4991655945777893, 0.49390748143196106, 0.4427606165409088, 0.4471506178379059, 0.35299330949783325 ] }, { "hoverinfo": "text", "hovertext": [ "(0.9024394154548645, 1.6114084720611572)", "(0.8391405344009399, 0.8447403907775879)", "(0.6803473830223083, 0.6978368759155273)", "(0.6732701063156128, 0.6766988635063171)" ], "mode": "markers", "name": "H3", "type": "scatter", "x": [ 0.9024394154548645, 0.8391405344009399, 0.6803473830223083, 0.6732701063156128 ], "y": [ 1.6114084720611572, 0.8447403907775879, 0.6978368759155273, 0.6766988635063171 ] } ], "layout": { "height": 500, "plot_bgcolor": "white", "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Vietoris-Rips Persistence Diagram, 3-sphere" }, "width": 500, "xaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.03222816944122314, 1.6436366415023804 ], "showexponent": "all", "showline": true, "side": "bottom", "ticks": "outside", "title": { "text": "Birth" }, "type": "linear", "zeroline": true }, "yaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.03222816944122314, 1.6436366415023804 ], "scaleanchor": "x", "scaleratio": 1, "showexponent": "all", "showline": true, "side": "left", "ticks": "outside", "title": { "text": "Death" }, "type": "linear", "zeroline": true } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_sphere3 = plot_diagram(\n", " vr_diagrams[-2],\n", " plotly_params={\"title\": \"Vietoris-Rips Persistence Diagram, 3-sphere\"},\n", ")\n", "fig_sphere3.update_layout(title=\"Vietoris-Rips Persistence Diagram, 3-sphere\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "none", "line": { "color": "black", "dash": "dash", "width": 1 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ -0.023639044761657714, 1.2055912828445434 ], "y": [ -0.023639044761657714, 1.2055912828445434 ] }, { "hoverinfo": "text", "hovertext": [ "(0.0, 0.356639564037323)", "(0.0, 0.3585464060306549)", "(0.0, 0.3809834420681)", "(0.0, 0.3852927088737488)", "(0.0, 0.39709150791168213)", "(0.0, 0.39929521083831787)", "(0.0, 0.40310636162757874)", "(0.0, 0.40481293201446533)", "(0.0, 0.4050920605659485)", "(0.0, 0.40871182084083557)", "(0.0, 0.4126952588558197)", "(0.0, 0.4127349853515625)", "(0.0, 0.41638481616973877)", "(0.0, 0.41722264885902405)", "(0.0, 0.4191974699497223)", "(0.0, 0.41963210701942444)", "(0.0, 0.4212195575237274)", "(0.0, 0.42217859625816345)", "(0.0, 0.4232025742530823)", "(0.0, 0.42352405190467834)", "(0.0, 0.4253571629524231)", "(0.0, 0.4255927503108978)", "(0.0, 0.42606058716773987)", "(0.0, 0.42811864614486694)", "(0.0, 0.42854905128479004)", "(0.0, 0.42973536252975464)", "(0.0, 0.4298173785209656)", "(0.0, 0.4301337003707886)", "(0.0, 0.43106865882873535)", "(0.0, 0.43347036838531494)", "(0.0, 0.4345162808895111)", "(0.0, 0.43453434109687805)", "(0.0, 0.4359503984451294)", "(0.0, 0.4371177554130554)", "(0.0, 0.4381748139858246)", "(0.0, 0.43843984603881836)", "(0.0, 0.4389118552207947)", "(0.0, 0.4390077292919159)", "(0.0, 0.43911924958229065)", "(0.0, 0.4392467141151428)", "(0.0, 0.4397434890270233)", "(0.0, 0.4409736096858978)", "(0.0, 0.4414619207382202)", "(0.0, 0.44148480892181396)", "(0.0, 0.4421800971031189)", "(0.0, 0.44228726625442505)", "(0.0, 0.44234445691108704)", "(0.0, 0.4429948031902313)", "(0.0, 0.44306859374046326)", "(0.0, 0.44326579570770264)", "(0.0, 0.44341596961021423)", "(0.0, 0.44425636529922485)", "(0.0, 0.4445204436779022)", "(0.0, 0.44522470235824585)", "(0.0, 0.4454323947429657)", "(0.0, 0.44623300433158875)", "(0.0, 0.4469105005264282)", "(0.0, 0.446919322013855)", "(0.0, 0.4477972388267517)", "(0.0, 0.44794028997421265)", "(0.0, 0.44808512926101685)", "(0.0, 0.4482346773147583)", "(0.0, 0.4490662217140198)", "(0.0, 0.4493582844734192)", "(0.0, 0.45079493522644043)", "(0.0, 0.4510980248451233)", "(0.0, 0.45139920711517334)", "(0.0, 0.45142504572868347)", "(0.0, 0.4515153467655182)", "(0.0, 0.45177745819091797)", "(0.0, 0.4518378973007202)", "(0.0, 0.4518612325191498)", "(0.0, 0.4523947834968567)", "(0.0, 0.45240652561187744)", "(0.0, 0.45323777198791504)", "(0.0, 0.4532601535320282)", "(0.0, 0.4544733166694641)", "(0.0, 0.45582085847854614)", "(0.0, 0.45631545782089233)", "(0.0, 0.4569326639175415)", "(0.0, 0.4576621651649475)", "(0.0, 0.45784792304039)", "(0.0, 0.45784810185432434)", "(0.0, 0.45828261971473694)", "(0.0, 0.4587063491344452)", "(0.0, 0.4590141475200653)", "(0.0, 0.45990458130836487)", "(0.0, 0.4602079391479492)", "(0.0, 0.460285484790802)", "(0.0, 0.46033093333244324)", "(0.0, 0.4605843424797058)", "(0.0, 0.4608992040157318)", "(0.0, 0.46169164776802063)", "(0.0, 0.46174874901771545)", "(0.0, 0.46190714836120605)", "(0.0, 0.46194377541542053)", "(0.0, 0.4619770348072052)", "(0.0, 0.4628661274909973)", "(0.0, 0.4630008041858673)", "(0.0, 0.46360230445861816)", "(0.0, 0.4637010395526886)", "(0.0, 0.4637216329574585)", "(0.0, 0.4639661908149719)", "(0.0, 0.4644347131252289)", "(0.0, 0.46516427397727966)", "(0.0, 0.4653575122356415)", "(0.0, 0.46545374393463135)", "(0.0, 0.46609532833099365)", "(0.0, 0.4663327634334564)", "(0.0, 0.4664376378059387)", "(0.0, 0.4665042459964752)", "(0.0, 0.466533899307251)", "(0.0, 0.467574805021286)", "(0.0, 0.4676041901111603)", "(0.0, 0.467634379863739)", "(0.0, 0.4682465195655823)", "(0.0, 0.46826809644699097)", "(0.0, 0.46928131580352783)", "(0.0, 0.46955156326293945)", "(0.0, 0.46962305903434753)", "(0.0, 0.46998468041419983)", "(0.0, 0.4703109860420227)", "(0.0, 0.47050049901008606)", "(0.0, 0.4705796241760254)", "(0.0, 0.47090744972229004)", "(0.0, 0.4709238111972809)", "(0.0, 0.4713871479034424)", "(0.0, 0.4714818298816681)", "(0.0, 0.47152331471443176)", "(0.0, 0.4719175398349762)", "(0.0, 0.4726099669933319)", "(0.0, 0.4728800356388092)", "(0.0, 0.4734797477722168)", "(0.0, 0.4737544655799866)", "(0.0, 0.47375980019569397)", "(0.0, 0.47392737865448)", "(0.0, 0.47435876727104187)", "(0.0, 0.4748672544956207)", "(0.0, 0.47564002871513367)", "(0.0, 0.4756990671157837)", "(0.0, 0.4757891893386841)", "(0.0, 0.4759989380836487)", "(0.0, 0.4767405390739441)", "(0.0, 0.47759339213371277)", "(0.0, 0.47772541642189026)", "(0.0, 0.47779491543769836)", "(0.0, 0.4783480167388916)", "(0.0, 0.47865140438079834)", "(0.0, 0.47929444909095764)", "(0.0, 0.47932377457618713)", "(0.0, 0.4795389473438263)", "(0.0, 0.47970351576805115)", "(0.0, 0.4814094007015228)", "(0.0, 0.4815227687358856)", "(0.0, 0.4821922183036804)", "(0.0, 0.48241880536079407)", "(0.0, 0.483028382062912)", "(0.0, 0.48305919766426086)", "(0.0, 0.48306795954704285)", "(0.0, 0.4833281636238098)", "(0.0, 0.4836902916431427)", "(0.0, 0.4838605225086212)", "(0.0, 0.48436933755874634)", "(0.0, 0.484574556350708)", "(0.0, 0.48486602306365967)", "(0.0, 0.4852927029132843)", "(0.0, 0.48534131050109863)", "(0.0, 0.4857473075389862)", "(0.0, 0.4869459271430969)", "(0.0, 0.4871956408023834)", "(0.0, 0.48789939284324646)", "(0.0, 0.48829755187034607)", "(0.0, 0.4883441627025604)", "(0.0, 0.48843181133270264)", "(0.0, 0.4891910254955292)", "(0.0, 0.48947978019714355)", "(0.0, 0.4901764690876007)", "(0.0, 0.49057111144065857)", "(0.0, 0.4905773401260376)", "(0.0, 0.49077287316322327)", "(0.0, 0.49120479822158813)", "(0.0, 0.491289347410202)", "(0.0, 0.4917801320552826)", "(0.0, 0.49206387996673584)", "(0.0, 0.49214285612106323)", "(0.0, 0.49224618077278137)", "(0.0, 0.49271196126937866)", "(0.0, 0.4927476644515991)", "(0.0, 0.492828905582428)", "(0.0, 0.49323707818984985)", "(0.0, 0.49464595317840576)", "(0.0, 0.4946781396865845)", "(0.0, 0.49471515417099)", "(0.0, 0.4952253997325897)", "(0.0, 0.49530500173568726)", "(0.0, 0.4955466687679291)", "(0.0, 0.4958327114582062)", "(0.0, 0.4958672821521759)", "(0.0, 0.4963062107563019)", "(0.0, 0.4963895380496979)", "(0.0, 0.49644574522972107)", "(0.0, 0.496843546628952)", "(0.0, 0.4971546530723572)", "(0.0, 0.49746471643447876)", "(0.0, 0.4975292980670929)", "(0.0, 0.4975322484970093)", "(0.0, 0.49757835268974304)", "(0.0, 0.49783623218536377)", "(0.0, 0.49826526641845703)", "(0.0, 0.49866828322410583)", "(0.0, 0.4987155795097351)", "(0.0, 0.49877241253852844)", "(0.0, 0.49926602840423584)", "(0.0, 0.4997052550315857)", "(0.0, 0.5000853538513184)", "(0.0, 0.5002442598342896)", "(0.0, 0.5002961754798889)", "(0.0, 0.5003698468208313)", "(0.0, 0.5009621977806091)", "(0.0, 0.5009947419166565)", "(0.0, 0.501003623008728)", "(0.0, 0.501329243183136)", "(0.0, 0.5019166469573975)", "(0.0, 0.502174437046051)", "(0.0, 0.5022122263908386)", "(0.0, 0.5028542876243591)", "(0.0, 0.503332257270813)", "(0.0, 0.5034171342849731)", "(0.0, 0.5034946799278259)", "(0.0, 0.5038076639175415)", "(0.0, 0.5038616061210632)", "(0.0, 0.5038771033287048)", "(0.0, 0.5042293667793274)", "(0.0, 0.5042925477027893)", "(0.0, 0.5050561428070068)", "(0.0, 0.505161464214325)", "(0.0, 0.5053371787071228)", "(0.0, 0.505410373210907)", "(0.0, 0.5055305361747742)", "(0.0, 0.5057616829872131)", "(0.0, 0.505956768989563)", "(0.0, 0.5059679746627808)", "(0.0, 0.5063043832778931)", "(0.0, 0.5064102411270142)", "(0.0, 0.5064519643783569)", "(0.0, 0.5065084099769592)", "(0.0, 0.5070006847381592)", "(0.0, 0.5071234703063965)", "(0.0, 0.5074001550674438)", "(0.0, 0.5075070261955261)", "(0.0, 0.5075235962867737)", "(0.0, 0.5076481103897095)", "(0.0, 0.5077416300773621)", "(0.0, 0.508231520652771)", "(0.0, 0.5084235668182373)", "(0.0, 0.5088615417480469)", "(0.0, 0.5092265605926514)", "(0.0, 0.5093873739242554)", "(0.0, 0.5093876123428345)", "(0.0, 0.5094742178916931)", "(0.0, 0.510102391242981)", "(0.0, 0.5102262496948242)", "(0.0, 0.5104880928993225)", "(0.0, 0.5105656981468201)", "(0.0, 0.5106074213981628)", "(0.0, 0.5109955072402954)", "(0.0, 0.5111704468727112)", "(0.0, 0.5114138722419739)", "(0.0, 0.5116497874259949)", "(0.0, 0.512102484703064)", "(0.0, 0.5122506022453308)", "(0.0, 0.512536346912384)", "(0.0, 0.5127346515655518)", "(0.0, 0.5128758549690247)", "(0.0, 0.512965738773346)", "(0.0, 0.5129953026771545)", "(0.0, 0.5133087635040283)", "(0.0, 0.5135347247123718)", "(0.0, 0.5140471458435059)", "(0.0, 0.514774739742279)", "(0.0, 0.5152661204338074)", "(0.0, 0.5155295133590698)", "(0.0, 0.5161499977111816)", "(0.0, 0.5164279937744141)", "(0.0, 0.5169340372085571)", "(0.0, 0.5174407362937927)", "(0.0, 0.5183133482933044)", "(0.0, 0.51834636926651)", "(0.0, 0.5184633135795593)", "(0.0, 0.5185118913650513)", "(0.0, 0.5189448595046997)", "(0.0, 0.5194804668426514)", "(0.0, 0.5195984840393066)", "(0.0, 0.519788384437561)", "(0.0, 0.5199483633041382)", "(0.0, 0.5199729204177856)", "(0.0, 0.5200474262237549)", "(0.0, 0.5200527310371399)", "(0.0, 0.5210753083229065)", "(0.0, 0.5216856598854065)", "(0.0, 0.5216864943504333)", "(0.0, 0.5218862295150757)", "(0.0, 0.5219560265541077)", "(0.0, 0.5222116708755493)", "(0.0, 0.5222566723823547)", "(0.0, 0.5224596261978149)", "(0.0, 0.5225197672843933)", "(0.0, 0.522932231426239)", "(0.0, 0.5231284499168396)", "(0.0, 0.5231745839118958)", "(0.0, 0.5234745144844055)", "(0.0, 0.5244187712669373)", "(0.0, 0.5244975090026855)", "(0.0, 0.5250499248504639)", "(0.0, 0.5260045528411865)", "(0.0, 0.5261339545249939)", "(0.0, 0.5261812806129456)", "(0.0, 0.5261837840080261)", "(0.0, 0.5274044275283813)", "(0.0, 0.527916431427002)", "(0.0, 0.5291639566421509)", "(0.0, 0.5291901230812073)", "(0.0, 0.5301209092140198)", "(0.0, 0.530235230922699)", "(0.0, 0.5302503705024719)", "(0.0, 0.5306078791618347)", "(0.0, 0.5315360426902771)", "(0.0, 0.5316629409790039)", "(0.0, 0.5316833257675171)", "(0.0, 0.5324123501777649)", "(0.0, 0.5330175757408142)", "(0.0, 0.533035933971405)", "(0.0, 0.533456027507782)", "(0.0, 0.5337332487106323)", "(0.0, 0.5342773199081421)", "(0.0, 0.5343289971351624)", "(0.0, 0.5347113609313965)", "(0.0, 0.5352640748023987)", "(0.0, 0.5352990627288818)", "(0.0, 0.5356036424636841)", "(0.0, 0.5356429815292358)", "(0.0, 0.5362157225608826)", "(0.0, 0.5366759896278381)", "(0.0, 0.537440836429596)", "(0.0, 0.5379618406295776)", "(0.0, 0.5384640097618103)", "(0.0, 0.538603663444519)", "(0.0, 0.5388762950897217)", "(0.0, 0.539465069770813)", "(0.0, 0.5399481654167175)", "(0.0, 0.5399518609046936)", "(0.0, 0.5410888195037842)", "(0.0, 0.5411678552627563)", "(0.0, 0.541456937789917)", "(0.0, 0.5421129465103149)", "(0.0, 0.5421708226203918)", "(0.0, 0.5428445935249329)", "(0.0, 0.5439956188201904)", "(0.0, 0.5451289415359497)", "(0.0, 0.5451327562332153)", "(0.0, 0.5453304052352905)", "(0.0, 0.5453664064407349)", "(0.0, 0.5453951954841614)", "(0.0, 0.5456240177154541)", "(0.0, 0.5457217693328857)", "(0.0, 0.5458090305328369)", "(0.0, 0.5465667247772217)", "(0.0, 0.5471606850624084)", "(0.0, 0.5482261180877686)", "(0.0, 0.5504311323165894)", "(0.0, 0.5510876774787903)", "(0.0, 0.5513204336166382)", "(0.0, 0.5519087314605713)", "(0.0, 0.5559189915657043)", "(0.0, 0.5573089718818665)", "(0.0, 0.5577957630157471)", "(0.0, 0.5577965378761292)", "(0.0, 0.5590745806694031)", "(0.0, 0.5594918727874756)", "(0.0, 0.5606020092964172)", "(0.0, 0.5608071684837341)", "(0.0, 0.5619112849235535)", "(0.0, 0.5631802082061768)", "(0.0, 0.5632033944129944)", "(0.0, 0.5641056895256042)", "(0.0, 0.565854012966156)", "(0.0, 0.5660476088523865)", "(0.0, 0.5661369562149048)", "(0.0, 0.5662044286727905)", "(0.0, 0.5675544142723083)", "(0.0, 0.5692407488822937)", "(0.0, 0.570649266242981)", "(0.0, 0.5730644464492798)", "(0.0, 0.5731373429298401)", "(0.0, 0.579092264175415)", "(0.0, 0.5826470851898193)", "(0.0, 0.5884439945220947)", "(0.0, 0.5955309271812439)", "(0.0, 0.5976778864860535)" ], "mode": "markers", "name": "H0", "type": "scatter", "x": [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], "y": [ 0.356639564037323, 0.3585464060306549, 0.3809834420681, 0.3852927088737488, 0.39709150791168213, 0.39929521083831787, 0.40310636162757874, 0.40481293201446533, 0.4050920605659485, 0.40871182084083557, 0.4126952588558197, 0.4127349853515625, 0.41638481616973877, 0.41722264885902405, 0.4191974699497223, 0.41963210701942444, 0.4212195575237274, 0.42217859625816345, 0.4232025742530823, 0.42352405190467834, 0.4253571629524231, 0.4255927503108978, 0.42606058716773987, 0.42811864614486694, 0.42854905128479004, 0.42973536252975464, 0.4298173785209656, 0.4301337003707886, 0.43106865882873535, 0.43347036838531494, 0.4345162808895111, 0.43453434109687805, 0.4359503984451294, 0.4371177554130554, 0.4381748139858246, 0.43843984603881836, 0.4389118552207947, 0.4390077292919159, 0.43911924958229065, 0.4392467141151428, 0.4397434890270233, 0.4409736096858978, 0.4414619207382202, 0.44148480892181396, 0.4421800971031189, 0.44228726625442505, 0.44234445691108704, 0.4429948031902313, 0.44306859374046326, 0.44326579570770264, 0.44341596961021423, 0.44425636529922485, 0.4445204436779022, 0.44522470235824585, 0.4454323947429657, 0.44623300433158875, 0.4469105005264282, 0.446919322013855, 0.4477972388267517, 0.44794028997421265, 0.44808512926101685, 0.4482346773147583, 0.4490662217140198, 0.4493582844734192, 0.45079493522644043, 0.4510980248451233, 0.45139920711517334, 0.45142504572868347, 0.4515153467655182, 0.45177745819091797, 0.4518378973007202, 0.4518612325191498, 0.4523947834968567, 0.45240652561187744, 0.45323777198791504, 0.4532601535320282, 0.4544733166694641, 0.45582085847854614, 0.45631545782089233, 0.4569326639175415, 0.4576621651649475, 0.45784792304039, 0.45784810185432434, 0.45828261971473694, 0.4587063491344452, 0.4590141475200653, 0.45990458130836487, 0.4602079391479492, 0.460285484790802, 0.46033093333244324, 0.4605843424797058, 0.4608992040157318, 0.46169164776802063, 0.46174874901771545, 0.46190714836120605, 0.46194377541542053, 0.4619770348072052, 0.4628661274909973, 0.4630008041858673, 0.46360230445861816, 0.4637010395526886, 0.4637216329574585, 0.4639661908149719, 0.4644347131252289, 0.46516427397727966, 0.4653575122356415, 0.46545374393463135, 0.46609532833099365, 0.4663327634334564, 0.4664376378059387, 0.4665042459964752, 0.466533899307251, 0.467574805021286, 0.4676041901111603, 0.467634379863739, 0.4682465195655823, 0.46826809644699097, 0.46928131580352783, 0.46955156326293945, 0.46962305903434753, 0.46998468041419983, 0.4703109860420227, 0.47050049901008606, 0.4705796241760254, 0.47090744972229004, 0.4709238111972809, 0.4713871479034424, 0.4714818298816681, 0.47152331471443176, 0.4719175398349762, 0.4726099669933319, 0.4728800356388092, 0.4734797477722168, 0.4737544655799866, 0.47375980019569397, 0.47392737865448, 0.47435876727104187, 0.4748672544956207, 0.47564002871513367, 0.4756990671157837, 0.4757891893386841, 0.4759989380836487, 0.4767405390739441, 0.47759339213371277, 0.47772541642189026, 0.47779491543769836, 0.4783480167388916, 0.47865140438079834, 0.47929444909095764, 0.47932377457618713, 0.4795389473438263, 0.47970351576805115, 0.4814094007015228, 0.4815227687358856, 0.4821922183036804, 0.48241880536079407, 0.483028382062912, 0.48305919766426086, 0.48306795954704285, 0.4833281636238098, 0.4836902916431427, 0.4838605225086212, 0.48436933755874634, 0.484574556350708, 0.48486602306365967, 0.4852927029132843, 0.48534131050109863, 0.4857473075389862, 0.4869459271430969, 0.4871956408023834, 0.48789939284324646, 0.48829755187034607, 0.4883441627025604, 0.48843181133270264, 0.4891910254955292, 0.48947978019714355, 0.4901764690876007, 0.49057111144065857, 0.4905773401260376, 0.49077287316322327, 0.49120479822158813, 0.491289347410202, 0.4917801320552826, 0.49206387996673584, 0.49214285612106323, 0.49224618077278137, 0.49271196126937866, 0.4927476644515991, 0.492828905582428, 0.49323707818984985, 0.49464595317840576, 0.4946781396865845, 0.49471515417099, 0.4952253997325897, 0.49530500173568726, 0.4955466687679291, 0.4958327114582062, 0.4958672821521759, 0.4963062107563019, 0.4963895380496979, 0.49644574522972107, 0.496843546628952, 0.4971546530723572, 0.49746471643447876, 0.4975292980670929, 0.4975322484970093, 0.49757835268974304, 0.49783623218536377, 0.49826526641845703, 0.49866828322410583, 0.4987155795097351, 0.49877241253852844, 0.49926602840423584, 0.4997052550315857, 0.5000853538513184, 0.5002442598342896, 0.5002961754798889, 0.5003698468208313, 0.5009621977806091, 0.5009947419166565, 0.501003623008728, 0.501329243183136, 0.5019166469573975, 0.502174437046051, 0.5022122263908386, 0.5028542876243591, 0.503332257270813, 0.5034171342849731, 0.5034946799278259, 0.5038076639175415, 0.5038616061210632, 0.5038771033287048, 0.5042293667793274, 0.5042925477027893, 0.5050561428070068, 0.505161464214325, 0.5053371787071228, 0.505410373210907, 0.5055305361747742, 0.5057616829872131, 0.505956768989563, 0.5059679746627808, 0.5063043832778931, 0.5064102411270142, 0.5064519643783569, 0.5065084099769592, 0.5070006847381592, 0.5071234703063965, 0.5074001550674438, 0.5075070261955261, 0.5075235962867737, 0.5076481103897095, 0.5077416300773621, 0.508231520652771, 0.5084235668182373, 0.5088615417480469, 0.5092265605926514, 0.5093873739242554, 0.5093876123428345, 0.5094742178916931, 0.510102391242981, 0.5102262496948242, 0.5104880928993225, 0.5105656981468201, 0.5106074213981628, 0.5109955072402954, 0.5111704468727112, 0.5114138722419739, 0.5116497874259949, 0.512102484703064, 0.5122506022453308, 0.512536346912384, 0.5127346515655518, 0.5128758549690247, 0.512965738773346, 0.5129953026771545, 0.5133087635040283, 0.5135347247123718, 0.5140471458435059, 0.514774739742279, 0.5152661204338074, 0.5155295133590698, 0.5161499977111816, 0.5164279937744141, 0.5169340372085571, 0.5174407362937927, 0.5183133482933044, 0.51834636926651, 0.5184633135795593, 0.5185118913650513, 0.5189448595046997, 0.5194804668426514, 0.5195984840393066, 0.519788384437561, 0.5199483633041382, 0.5199729204177856, 0.5200474262237549, 0.5200527310371399, 0.5210753083229065, 0.5216856598854065, 0.5216864943504333, 0.5218862295150757, 0.5219560265541077, 0.5222116708755493, 0.5222566723823547, 0.5224596261978149, 0.5225197672843933, 0.522932231426239, 0.5231284499168396, 0.5231745839118958, 0.5234745144844055, 0.5244187712669373, 0.5244975090026855, 0.5250499248504639, 0.5260045528411865, 0.5261339545249939, 0.5261812806129456, 0.5261837840080261, 0.5274044275283813, 0.527916431427002, 0.5291639566421509, 0.5291901230812073, 0.5301209092140198, 0.530235230922699, 0.5302503705024719, 0.5306078791618347, 0.5315360426902771, 0.5316629409790039, 0.5316833257675171, 0.5324123501777649, 0.5330175757408142, 0.533035933971405, 0.533456027507782, 0.5337332487106323, 0.5342773199081421, 0.5343289971351624, 0.5347113609313965, 0.5352640748023987, 0.5352990627288818, 0.5356036424636841, 0.5356429815292358, 0.5362157225608826, 0.5366759896278381, 0.537440836429596, 0.5379618406295776, 0.5384640097618103, 0.538603663444519, 0.5388762950897217, 0.539465069770813, 0.5399481654167175, 0.5399518609046936, 0.5410888195037842, 0.5411678552627563, 0.541456937789917, 0.5421129465103149, 0.5421708226203918, 0.5428445935249329, 0.5439956188201904, 0.5451289415359497, 0.5451327562332153, 0.5453304052352905, 0.5453664064407349, 0.5453951954841614, 0.5456240177154541, 0.5457217693328857, 0.5458090305328369, 0.5465667247772217, 0.5471606850624084, 0.5482261180877686, 0.5504311323165894, 0.5510876774787903, 0.5513204336166382, 0.5519087314605713, 0.5559189915657043, 0.5573089718818665, 0.5577957630157471, 0.5577965378761292, 0.5590745806694031, 0.5594918727874756, 0.5606020092964172, 0.5608071684837341, 0.5619112849235535, 0.5631802082061768, 0.5632033944129944, 0.5641056895256042, 0.565854012966156, 0.5660476088523865, 0.5661369562149048, 0.5662044286727905, 0.5675544142723083, 0.5692407488822937, 0.570649266242981, 0.5730644464492798, 0.5731373429298401, 0.579092264175415, 0.5826470851898193, 0.5884439945220947, 0.5955309271812439, 0.5976778864860535 ] }, { "hoverinfo": "text", "hovertext": [ "(0.9104105234146118, 0.9140486717224121)", "(0.8882825374603271, 0.8976659178733826)", "(0.859032154083252, 0.8718553185462952)", "(0.8588865995407104, 0.8732336163520813)", "(0.8487412929534912, 0.892000675201416)", "(0.8435518145561218, 0.8476214408874512)", "(0.841099202632904, 0.8416031002998352)", "(0.8387534022331238, 0.8447481989860535)", "(0.8315678834915161, 0.8411709666252136)", "(0.8149257898330688, 0.8245300054550171)", "(0.7998318672180176, 0.8219515681266785)", "(0.7994268536567688, 0.8459316492080688)", "(0.7934889793395996, 0.7991082668304443)", "(0.7933905720710754, 0.7971962094306946)", "(0.7879587411880493, 0.796794593334198)", "(0.7853233218193054, 0.7963419556617737)", "(0.7833842635154724, 0.7911868095397949)", "(0.783280611038208, 0.7843603491783142)", "(0.7822003960609436, 0.8434656858444214)", "(0.7774383425712585, 0.8083021640777588)", "(0.7755550146102905, 0.7904033064842224)", "(0.7744401693344116, 0.8049561381340027)", "(0.7697207927703857, 0.7807002067565918)", "(0.7688350677490234, 0.7778956294059753)", "(0.7665286064147949, 0.767544150352478)", "(0.7615678906440735, 0.764737069606781)", "(0.7612147927284241, 0.7770459055900574)", "(0.7595661282539368, 0.7690152525901794)", "(0.758868932723999, 0.7689059376716614)", "(0.7579033374786377, 0.7826849818229675)", "(0.7570723295211792, 0.7781838774681091)", "(0.7568281292915344, 0.7580830454826355)", "(0.7524824738502502, 0.7529460191726685)", "(0.752190113067627, 0.7636691331863403)", "(0.751835286617279, 0.7531858086585999)", "(0.7510951161384583, 0.7725684642791748)", "(0.7502716183662415, 0.7729277610778809)", "(0.7501694560050964, 0.7565672397613525)", "(0.748415470123291, 0.7679509520530701)", "(0.7476449608802795, 0.781267523765564)", "(0.74689781665802, 0.7570064067840576)", "(0.7468701601028442, 0.7759600281715393)", "(0.7467859983444214, 0.7630714774131775)", "(0.746150553226471, 0.7600033283233643)", "(0.7458334565162659, 0.7790323495864868)", "(0.7457834482192993, 0.7478443384170532)", "(0.745428204536438, 0.7478764057159424)", "(0.7440895438194275, 0.762568473815918)", "(0.7426546812057495, 0.7855361104011536)", "(0.7420154809951782, 0.7475917339324951)", "(0.7419869303703308, 0.7654260396957397)", "(0.7419606447219849, 0.7706146836280823)", "(0.7414985299110413, 0.7658429145812988)", "(0.7393144965171814, 0.789360761642456)", "(0.7374014854431152, 0.7699282765388489)", "(0.7373784184455872, 0.7704834342002869)", "(0.7372031211853027, 0.7649466395378113)", "(0.7351725697517395, 0.7547756433486938)", "(0.7349354028701782, 0.8180087208747864)", "(0.7347739934921265, 0.7486530542373657)", "(0.7341504693031311, 0.7955203056335449)", "(0.7337771058082581, 0.7428293824195862)", "(0.7332916259765625, 0.774852454662323)", "(0.7319335341453552, 0.7597175240516663)", "(0.7305830121040344, 0.8051850199699402)", "(0.7294049263000488, 0.7477773427963257)", "(0.7293552160263062, 0.7356656789779663)", "(0.7289520502090454, 0.7435192465782166)", "(0.7288969159126282, 0.7561467885971069)", "(0.7280252575874329, 0.7578823566436768)", "(0.7263556122779846, 0.7347241044044495)", "(0.725123941898346, 0.7322368621826172)", "(0.7243496179580688, 0.745955765247345)", "(0.72413170337677, 0.7649598717689514)", "(0.7240322828292847, 0.7359657883644104)", "(0.7238545417785645, 0.7868657112121582)", "(0.7223333716392517, 0.7225094437599182)", "(0.721136212348938, 0.7564477324485779)", "(0.7178921103477478, 0.7682888507843018)", "(0.7173745632171631, 0.7440013289451599)", "(0.716894268989563, 0.8155834674835205)", "(0.71632981300354, 0.7621155977249146)", "(0.716187596321106, 0.7633868455886841)", "(0.7157061100006104, 0.7264569401741028)", "(0.7157056927680969, 0.7429897785186768)", "(0.7152209877967834, 0.7654420137405396)", "(0.7148018479347229, 0.7328229546546936)", "(0.7140858769416809, 0.8184100985527039)", "(0.7131664156913757, 0.7363128662109375)", "(0.7128835320472717, 0.763687789440155)", "(0.7124919891357422, 0.7502769231796265)", "(0.712045431137085, 0.7227378487586975)", "(0.7087234258651733, 0.7553591132164001)", "(0.7084888815879822, 0.7359322309494019)", "(0.706496000289917, 0.7418031692504883)", "(0.7062325477600098, 0.7310522794723511)", "(0.7059457302093506, 0.7398857474327087)", "(0.7051458954811096, 0.7692865133285522)", "(0.7046961784362793, 0.7443872690200806)", "(0.7045388221740723, 0.7046992182731628)", "(0.7041918635368347, 0.7451669573783875)", "(0.7031357288360596, 0.7043972015380859)", "(0.7030346393585205, 0.713316798210144)", "(0.7024298310279846, 0.7233043909072876)", "(0.7024176120758057, 0.7276538610458374)", "(0.7022939920425415, 0.7592018842697144)", "(0.7016851305961609, 0.7272692322731018)", "(0.7013565897941589, 0.7336344122886658)", "(0.7013428807258606, 0.7847905158996582)", "(0.7003347873687744, 0.7332284450531006)", "(0.6984943151473999, 0.7348572015762329)", "(0.6983505487442017, 0.7522438764572144)", "(0.6979538798332214, 0.7444314956665039)", "(0.6978355050086975, 0.7601001262664795)", "(0.6974073052406311, 0.7196768522262573)", "(0.6969487071037292, 0.7590895295143127)", "(0.6968795657157898, 0.7136937975883484)", "(0.6965633034706116, 0.720899224281311)", "(0.6956382393836975, 0.7107699513435364)", "(0.695105254650116, 0.734139621257782)", "(0.6943510174751282, 0.7149069309234619)", "(0.6940824389457703, 0.7402737140655518)", "(0.6918375492095947, 0.7250109314918518)", "(0.6915730237960815, 0.7167762517929077)", "(0.6915578246116638, 0.7604683637619019)", "(0.6914263367652893, 0.7059870958328247)", "(0.6913581490516663, 0.76401287317276)", "(0.6901132464408875, 0.6950327754020691)", "(0.6892659664154053, 0.7231223583221436)", "(0.6886904239654541, 0.7027693390846252)", "(0.6882826685905457, 0.7610347867012024)", "(0.6872667670249939, 0.7864062190055847)", "(0.6867366433143616, 0.7330668568611145)", "(0.6861589550971985, 0.6904188394546509)", "(0.685096800327301, 0.6984683275222778)", "(0.6840305328369141, 0.7034278512001038)", "(0.6840173602104187, 0.7086074948310852)", "(0.6832025051116943, 0.7368384599685669)", "(0.6828113794326782, 0.6930320262908936)", "(0.6816522479057312, 0.7152567505836487)", "(0.6816126704216003, 0.7136937975883484)", "(0.6814956665039062, 0.7471377849578857)", "(0.6811760663986206, 0.7145801186561584)", "(0.6808704733848572, 0.7044072151184082)", "(0.6808376312255859, 0.7156742811203003)", "(0.6800476908683777, 0.7229507565498352)", "(0.6797438859939575, 0.6869534254074097)", "(0.6795147061347961, 0.7130033373832703)", "(0.6782703399658203, 0.7115150094032288)", "(0.6778971552848816, 0.7028586864471436)", "(0.6776252388954163, 0.7543438673019409)", "(0.6775660514831543, 0.7467933297157288)", "(0.677170991897583, 0.7165936231613159)", "(0.677025556564331, 0.7009797692298889)", "(0.6766407489776611, 0.6963456273078918)", "(0.6765584349632263, 0.71364825963974)", "(0.6765308976173401, 0.7094930410385132)", "(0.6760061979293823, 0.7361515760421753)", "(0.6754462718963623, 0.7251031398773193)", "(0.6748059988021851, 0.6879925727844238)", "(0.6744568943977356, 0.7459633350372314)", "(0.6737212538719177, 0.7569600343704224)", "(0.6735572814941406, 0.717512309551239)", "(0.6733835935592651, 0.7337409257888794)", "(0.6722591519355774, 0.6975815296173096)", "(0.6717630624771118, 0.7425147294998169)", "(0.6717196106910706, 0.686141312122345)", "(0.671497106552124, 0.7264906764030457)", "(0.671459972858429, 0.6801479458808899)", "(0.670830488204956, 0.7382481694221497)", "(0.670825183391571, 0.6772321462631226)", "(0.6698095202445984, 0.710795521736145)", "(0.6696109771728516, 0.7337117195129395)", "(0.66899573802948, 0.7178043127059937)", "(0.6681690216064453, 0.7104066610336304)", "(0.6678451299667358, 0.6820366382598877)", "(0.6678003668785095, 0.7417212128639221)", "(0.6670008897781372, 0.7351638078689575)", "(0.666863203048706, 0.6690310835838318)", "(0.6664358377456665, 0.7432529330253601)", "(0.6663722991943359, 0.7190122008323669)", "(0.6659871935844421, 0.676396906375885)", "(0.6648386716842651, 0.6993290185928345)", "(0.6647896766662598, 0.7270801663398743)", "(0.6646856069564819, 0.7564695477485657)", "(0.66404128074646, 0.7260689735412598)", "(0.6627951860427856, 0.6674380302429199)", "(0.6619297862052917, 0.6983836889266968)", "(0.6617826223373413, 0.6853131651878357)", "(0.6617528200149536, 0.7187878489494324)", "(0.6613808274269104, 0.686899721622467)", "(0.6605875492095947, 0.6885722279548645)", "(0.6605206727981567, 0.7201328873634338)", "(0.6602579355239868, 0.6942163705825806)", "(0.6599764823913574, 0.6898906826972961)", "(0.6595463156700134, 0.7112878561019897)", "(0.659427285194397, 0.7564764618873596)", "(0.6589515209197998, 0.7357847690582275)", "(0.6581680774688721, 0.6973928213119507)", "(0.6580076217651367, 0.7239992022514343)", "(0.6577491164207458, 0.7217065691947937)", "(0.6569089293479919, 0.7326927781105042)", "(0.6567678451538086, 0.7221270799636841)", "(0.6553859710693359, 0.7351593971252441)", "(0.6553739309310913, 0.6588003635406494)", "(0.654209315776825, 0.7180072069168091)", "(0.6533587574958801, 0.7672753930091858)", "(0.6530535817146301, 0.6614845991134644)", "(0.6522877812385559, 0.7318064570426941)", "(0.6518310308456421, 0.6853635311126709)", "(0.6511281728744507, 0.6605892181396484)", "(0.6511120796203613, 0.7354958057403564)", "(0.6510562896728516, 0.738882839679718)", "(0.6507776975631714, 0.7576242685317993)", "(0.6500694751739502, 0.7558531165122986)", "(0.6483867168426514, 0.6493035554885864)", "(0.6482645273208618, 0.665073037147522)", "(0.6482276916503906, 0.7124947905540466)", "(0.6462267637252808, 0.6928150653839111)", "(0.6452330946922302, 0.667778730392456)", "(0.6450144648551941, 0.6804459691047668)", "(0.644690215587616, 0.7391444444656372)", "(0.6442282795906067, 0.691292405128479)", "(0.6435033679008484, 0.6826035976409912)", "(0.6425598859786987, 0.7227752804756165)", "(0.6419618725776672, 0.7149149775505066)", "(0.6419414281845093, 0.7222526669502258)", "(0.6410437226295471, 0.7295136451721191)", "(0.6404142379760742, 0.6505221128463745)", "(0.6402158141136169, 0.7086336016654968)", "(0.6398771405220032, 0.6872922778129578)", "(0.6391255259513855, 0.670644998550415)", "(0.6381058096885681, 0.6799588203430176)", "(0.6374287605285645, 0.6904284954071045)", "(0.6373273730278015, 0.693383514881134)", "(0.6352821588516235, 0.6979402899742126)", "(0.635255753993988, 0.7482531070709229)", "(0.6351733207702637, 0.6936613917350769)", "(0.6346309185028076, 0.730144739151001)", "(0.6339223980903625, 0.6562039852142334)", "(0.632529079914093, 0.673979640007019)", "(0.6324868202209473, 0.6622013449668884)", "(0.6322787404060364, 0.7012370228767395)", "(0.6318841576576233, 0.7660989761352539)", "(0.6303125023841858, 0.721929132938385)", "(0.6301151514053345, 0.7173767685890198)", "(0.6294832825660706, 0.670290470123291)", "(0.6291106939315796, 0.7024865746498108)", "(0.6289710402488708, 0.693051815032959)", "(0.6280118227005005, 0.6882149577140808)", "(0.6279334425926208, 0.727263867855072)", "(0.6277784705162048, 0.7081447839736938)", "(0.6270598769187927, 0.6753841638565063)", "(0.6253843307495117, 0.6631250381469727)", "(0.6250610947608948, 0.6814321279525757)", "(0.6249538660049438, 0.7680888772010803)", "(0.6247145533561707, 0.7093275189399719)", "(0.6246335506439209, 0.7011476159095764)", "(0.62452232837677, 0.6724596619606018)", "(0.6239914894104004, 0.6932023763656616)", "(0.6224715709686279, 0.7354351282119751)", "(0.6219301223754883, 0.7135728597640991)", "(0.6216914057731628, 0.7129768133163452)", "(0.6214058995246887, 0.680739164352417)", "(0.6213627457618713, 0.7727485299110413)", "(0.6201452016830444, 0.7045779228210449)", "(0.61986243724823, 0.7430945634841919)", "(0.6198217272758484, 0.6873591542243958)", "(0.6196292042732239, 0.7170732617378235)", "(0.618816077709198, 0.6743913888931274)", "(0.617490291595459, 0.6893572807312012)", "(0.6146535277366638, 0.6423107385635376)", "(0.6141748428344727, 0.6979138255119324)", "(0.6136707663536072, 0.6359537839889526)", "(0.6127598881721497, 0.7190001010894775)", "(0.6123192310333252, 0.7275359034538269)", "(0.6122838854789734, 0.6685970425605774)", "(0.6072427034378052, 0.7434258460998535)", "(0.6066380739212036, 0.7264359593391418)", "(0.6065506339073181, 0.8953353762626648)", "(0.604988157749176, 0.7259155511856079)", "(0.604406476020813, 0.7302585244178772)", "(0.6038407683372498, 0.6709150671958923)", "(0.6030032634735107, 0.6913472414016724)", "(0.6025410890579224, 0.7358707785606384)", "(0.6015785336494446, 0.6461422443389893)", "(0.6015267372131348, 0.6704959869384766)", "(0.6014544367790222, 0.6883962154388428)", "(0.6012930870056152, 0.7437519431114197)", "(0.6005735993385315, 0.6864087581634521)", "(0.6001441478729248, 0.6767199039459229)", "(0.5993461608886719, 0.7212610840797424)", "(0.5992723703384399, 0.624325156211853)", "(0.5989252924919128, 0.7245328426361084)", "(0.5984756350517273, 0.708775520324707)", "(0.5973779559135437, 0.6759397983551025)", "(0.5963532328605652, 0.6857364177703857)", "(0.5955419540405273, 0.6746864914894104)", "(0.5952280163764954, 0.7123035788536072)", "(0.5950469374656677, 0.6737990975379944)", "(0.5949227809906006, 0.7219916582107544)", "(0.5938270092010498, 0.6600790023803711)", "(0.5931265950202942, 0.6741445064544678)", "(0.592848539352417, 0.7283900380134583)", "(0.5926864743232727, 0.6592191457748413)", "(0.5924601554870605, 0.6473072171211243)", "(0.5923073291778564, 0.6588088870048523)", "(0.5920729637145996, 0.708076000213623)", "(0.5916067957878113, 0.6637566089630127)", "(0.5893031358718872, 0.6578672528266907)", "(0.5891971588134766, 0.6559893488883972)", "(0.5890597701072693, 0.6932646036148071)", "(0.5890360474586487, 0.6594882011413574)", "(0.5888953804969788, 0.6644853949546814)", "(0.5888850688934326, 0.6667270660400391)", "(0.588866651058197, 0.676257848739624)", "(0.5887171626091003, 0.6748046875)", "(0.5881497859954834, 0.6257076263427734)", "(0.5877033472061157, 0.6523314118385315)", "(0.5876261591911316, 0.6364094614982605)", "(0.5869160890579224, 0.6757814288139343)", "(0.585816502571106, 0.6445299983024597)", "(0.585500180721283, 0.6783180832862854)", "(0.5854834914207458, 0.6898588538169861)", "(0.5851798057556152, 0.7364835143089294)", "(0.584998369216919, 0.6914193034172058)", "(0.584870457649231, 0.698601484298706)", "(0.5848501324653625, 0.9388240575790405)", "(0.5847187638282776, 0.6661414504051208)", "(0.5846228003501892, 0.5951340794563293)", "(0.5842885375022888, 0.6898309588432312)", "(0.5842515826225281, 0.6903226375579834)", "(0.583763062953949, 0.7370522022247314)", "(0.5832281112670898, 0.6909062266349792)", "(0.5816910266876221, 0.6574702858924866)", "(0.5816785097122192, 0.6106523871421814)", "(0.5815874338150024, 0.6686860918998718)", "(0.5813881158828735, 0.692366898059845)", "(0.5808776617050171, 0.6899018883705139)", "(0.580825924873352, 0.7113295197486877)", "(0.5804747343063354, 0.6343966722488403)", "(0.5804237127304077, 0.7140136957168579)", "(0.580132782459259, 0.6776453256607056)", "(0.5796884894371033, 0.6193297505378723)", "(0.5791473388671875, 0.6209747195243835)", "(0.579115092754364, 0.6904580593109131)", "(0.5790620446205139, 0.7228432893753052)", "(0.5790046453475952, 0.7417069673538208)", "(0.5786018967628479, 0.665188193321228)", "(0.5781707763671875, 0.6592907905578613)", "(0.5778110027313232, 0.7196974754333496)", "(0.5778079628944397, 0.6634220480918884)", "(0.5774683356285095, 0.6227694153785706)", "(0.5773208141326904, 0.6717902421951294)", "(0.5768647789955139, 0.6942946314811707)", "(0.5767987370491028, 0.6856018304824829)", "(0.576751708984375, 0.6776740550994873)", "(0.5762476921081543, 0.6901400089263916)", "(0.575982928276062, 0.6350352764129639)", "(0.5759737491607666, 0.6177067160606384)", "(0.5759137868881226, 0.6733998656272888)", "(0.5758964419364929, 0.6136091947555542)", "(0.5754848122596741, 0.6192299127578735)", "(0.5749437808990479, 0.6941033601760864)", "(0.5746610164642334, 0.6918557286262512)", "(0.5741898417472839, 0.6389374732971191)", "(0.5740228891372681, 0.742821455001831)", "(0.5727406740188599, 0.6723878979682922)", "(0.5724741220474243, 0.6993362307548523)", "(0.5718814730644226, 0.6196750402450562)", "(0.5716473460197449, 0.6573234796524048)", "(0.5716447234153748, 0.6913986802101135)", "(0.571590781211853, 0.6859628558158875)", "(0.5714328289031982, 0.6829561591148376)", "(0.5713726878166199, 0.6362854242324829)", "(0.5712756514549255, 0.6392360925674438)", "(0.5711736679077148, 0.6885568499565125)", "(0.5710018873214722, 0.6813045740127563)", "(0.5707188248634338, 0.7066209316253662)", "(0.5706427693367004, 0.6211404800415039)", "(0.5704993009567261, 0.7198699116706848)", "(0.5703762769699097, 0.6657392978668213)", "(0.5702721476554871, 0.6385371088981628)", "(0.5702592730522156, 0.6283126473426819)", "(0.5701771378517151, 0.6927706599235535)", "(0.5695956349372864, 0.6976531147956848)", "(0.5692840814590454, 0.687067449092865)", "(0.5691584348678589, 0.7410253882408142)", "(0.5690109729766846, 0.6710473299026489)", "(0.5689605474472046, 0.6596123576164246)", "(0.5687190890312195, 0.6435238122940063)", "(0.5683919787406921, 0.747706949710846)", "(0.5678299069404602, 0.7069403529167175)", "(0.5676496624946594, 0.6584210991859436)", "(0.5674173831939697, 0.6809946894645691)", "(0.5670005679130554, 0.722785234451294)", "(0.5669692754745483, 0.6991179585456848)", "(0.5669386386871338, 0.6655502319335938)", "(0.5666506290435791, 0.6852149367332458)", "(0.5664106011390686, 0.6852458715438843)", "(0.5662158727645874, 0.7208011150360107)", "(0.5661125183105469, 0.6758013963699341)", "(0.5659109354019165, 0.635310709476471)", "(0.5656653642654419, 0.7443034052848816)", "(0.565644383430481, 0.6401323080062866)", "(0.565538227558136, 0.7118192911148071)", "(0.5655291676521301, 0.7157344222068787)", "(0.5653850436210632, 0.5994174480438232)", "(0.5652172565460205, 0.6578116416931152)", "(0.5646747946739197, 0.7043959498405457)", "(0.5645055174827576, 0.6589776277542114)", "(0.5635498762130737, 0.6984685659408569)", "(0.5632305145263672, 0.6296400427818298)", "(0.5630045533180237, 0.6766996383666992)", "(0.562771201133728, 0.6401203870773315)", "(0.5626301765441895, 0.6600717306137085)", "(0.5625481009483337, 0.7163213491439819)", "(0.5624020099639893, 0.6684291958808899)", "(0.5622908473014832, 0.6938315033912659)", "(0.5617940425872803, 0.6496008038520813)", "(0.5615763664245605, 0.6631378531455994)", "(0.5615369081497192, 0.647266685962677)", "(0.5614941716194153, 0.6781159043312073)", "(0.5604217648506165, 0.700736403465271)", "(0.5602275729179382, 0.6764580607414246)", "(0.5601562261581421, 0.6313109397888184)", "(0.5599920153617859, 0.6826722025871277)", "(0.5598894357681274, 0.7122553586959839)", "(0.5598599314689636, 0.7074491381645203)", "(0.5598477125167847, 0.6478903293609619)", "(0.559661328792572, 0.6602910161018372)", "(0.5592417120933533, 0.6386305093765259)", "(0.5591877698898315, 0.6691796779632568)", "(0.5591447949409485, 0.6455106139183044)", "(0.5590799450874329, 0.6496046185493469)", "(0.5588078498840332, 0.6343563795089722)", "(0.558596670627594, 0.598311722278595)", "(0.5585269927978516, 0.6750098466873169)", "(0.5583600401878357, 0.6102188229560852)", "(0.5577079653739929, 0.6226498484611511)", "(0.5576217174530029, 0.6492384076118469)", "(0.5571690201759338, 0.6954342722892761)", "(0.5571675300598145, 0.5841917395591736)", "(0.5565161108970642, 0.6677815914154053)", "(0.555800199508667, 0.7221888899803162)", "(0.5557729601860046, 0.6241337060928345)", "(0.5553267002105713, 0.6539342403411865)", "(0.5549494624137878, 0.65683913230896)", "(0.5548580884933472, 0.6352059841156006)", "(0.5542287230491638, 0.7168982625007629)", "(0.5541073679924011, 0.6604098677635193)", "(0.553946316242218, 0.6705678105354309)", "(0.5535102486610413, 0.6305661797523499)", "(0.553377628326416, 0.7320773005485535)", "(0.5530714988708496, 0.6424493193626404)", "(0.5530068874359131, 0.6683867573738098)", "(0.5528699159622192, 0.65578293800354)", "(0.5528428554534912, 0.6951578855514526)", "(0.5527635216712952, 0.5921372175216675)", "(0.5526492595672607, 0.678314745426178)", "(0.5521687269210815, 0.7273608446121216)", "(0.5520334243774414, 0.6585416793823242)", "(0.5516334176063538, 0.6420429348945618)", "(0.5506865978240967, 0.6725909113883972)", "(0.5503681898117065, 0.625572919845581)", "(0.5503243207931519, 0.7559034824371338)", "(0.5501835942268372, 0.5978925824165344)", "(0.5501207113265991, 0.6775073409080505)", "(0.5500043034553528, 0.6266274452209473)", "(0.5499746799468994, 0.6448920369148254)", "(0.549963116645813, 0.6844485998153687)", "(0.5494325757026672, 0.6364098787307739)", "(0.5488603711128235, 0.6439378261566162)", "(0.5485796332359314, 0.6990912556648254)", "(0.547828733921051, 0.6321066617965698)", "(0.5478100180625916, 0.6707268357276917)", "(0.5472844839096069, 0.6529152393341064)", "(0.5472651720046997, 0.6567929983139038)", "(0.5471580028533936, 0.6605654358863831)", "(0.546964704990387, 0.6436058282852173)", "(0.546825110912323, 0.6356143951416016)", "(0.5465847253799438, 0.6645113229751587)", "(0.5463939309120178, 0.6000609397888184)", "(0.5463383793830872, 0.6360958218574524)", "(0.5452560782432556, 0.5951135754585266)", "(0.5451676845550537, 0.6444618105888367)", "(0.5449171662330627, 0.6415773034095764)", "(0.5448880195617676, 0.6128631830215454)", "(0.5443003177642822, 0.6554259061813354)", "(0.5440654754638672, 0.6317823529243469)", "(0.5439482927322388, 0.6277135014533997)", "(0.5438594222068787, 0.6076016426086426)", "(0.5436564087867737, 0.6025997400283813)", "(0.5430253148078918, 0.5981660485267639)", "(0.5427688360214233, 0.6419180631637573)", "(0.5426481366157532, 0.5977646112442017)", "(0.5423092246055603, 0.6679654717445374)", "(0.5421639084815979, 0.6353146433830261)", "(0.5419917702674866, 0.6849750280380249)", "(0.5415531992912292, 0.6491119861602783)", "(0.5415256023406982, 0.6253650188446045)", "(0.5402311086654663, 0.650705099105835)", "(0.5399737358093262, 0.6347703337669373)", "(0.5396518111228943, 0.6473979949951172)", "(0.5395891070365906, 0.6368570327758789)", "(0.5395593047142029, 0.7093346118927002)", "(0.5391409993171692, 0.595994234085083)", "(0.539107084274292, 0.6259366869926453)", "(0.5390022397041321, 0.631955087184906)", "(0.5389981269836426, 0.6296536326408386)", "(0.5385521054267883, 0.5522279143333435)", "(0.5384529829025269, 0.6385008692741394)", "(0.5381510853767395, 0.6320748925209045)", "(0.5380332469940186, 0.6349011659622192)", "(0.5378917455673218, 0.6946683526039124)", "(0.5377315878868103, 0.6590207815170288)", "(0.5376049280166626, 0.6283473968505859)", "(0.5375957489013672, 0.6592246890068054)", "(0.5373849272727966, 0.6790936589241028)", "(0.5368067026138306, 0.6656140685081482)", "(0.5365777611732483, 0.686996579170227)", "(0.5360660552978516, 0.6261299252510071)", "(0.5360592603683472, 0.5977583527565002)", "(0.5357083082199097, 0.5905231833457947)", "(0.5356119275093079, 0.6740481853485107)", "(0.5355862975120544, 0.6359634399414062)", "(0.5355443954467773, 0.625113844871521)", "(0.5355228185653687, 0.6401888132095337)", "(0.535302996635437, 0.6489978432655334)", "(0.535070538520813, 0.6595358848571777)", "(0.5349285006523132, 0.644108235836029)", "(0.5349242687225342, 0.6712610721588135)", "(0.5346176624298096, 0.5903307795524597)", "(0.5338311791419983, 0.6766801476478577)", "(0.5336048007011414, 0.6728466749191284)", "(0.533194899559021, 0.6288481950759888)", "(0.5327984094619751, 0.6250128746032715)", "(0.5326636433601379, 0.7157493233680725)", "(0.5319778919219971, 0.6929997205734253)", "(0.5318365693092346, 0.6406441330909729)", "(0.5316178202629089, 0.6359390020370483)", "(0.5307006239891052, 0.6708840131759644)", "(0.530591607093811, 0.6514698266983032)", "(0.5304394960403442, 0.6607835292816162)", "(0.5289293527603149, 0.6593897342681885)", "(0.5286728143692017, 0.5968012809753418)", "(0.5284627676010132, 0.6228011846542358)", "(0.5283735990524292, 0.6322973966598511)", "(0.5277295112609863, 0.6496061086654663)", "(0.527671754360199, 0.6378794312477112)", "(0.5275099873542786, 0.6463742256164551)", "(0.5271499156951904, 0.6347588896751404)", "(0.5269805192947388, 0.6180981397628784)", "(0.5258122086524963, 0.5889907479286194)", "(0.5251769423484802, 0.544520378112793)", "(0.5239760279655457, 0.6655933856964111)", "(0.523514986038208, 0.6468189358711243)", "(0.5232354402542114, 0.573049008846283)", "(0.5231338143348694, 0.6882699131965637)", "(0.5230299830436707, 0.6909319758415222)", "(0.5229836702346802, 0.6368683576583862)", "(0.5220096707344055, 0.6907699108123779)", "(0.521926999092102, 0.6922628283500671)", "(0.5213362574577332, 0.5295830965042114)", "(0.5210961699485779, 0.6383436322212219)", "(0.521090030670166, 0.630383312702179)", "(0.5207976698875427, 0.6529141664505005)", "(0.5200304388999939, 0.6319789290428162)", "(0.5187129378318787, 0.6233683228492737)", "(0.5184681415557861, 0.6199590563774109)", "(0.518196702003479, 0.6909167170524597)", "(0.5179526209831238, 0.6328051686286926)", "(0.5177657008171082, 0.6189862489700317)", "(0.5173825025558472, 0.6690734624862671)", "(0.5160592794418335, 0.6617431044578552)", "(0.5156431198120117, 0.6593538522720337)", "(0.5155953764915466, 0.5215787887573242)", "(0.5150747299194336, 0.6305431127548218)", "(0.5144982933998108, 0.6631824374198914)", "(0.5142309069633484, 0.6103885173797607)", "(0.5137621164321899, 0.58903568983078)", "(0.5135625004768372, 0.7208545207977295)", "(0.5129261016845703, 0.6607578992843628)", "(0.5123527646064758, 0.6231607794761658)", "(0.5119286179542542, 0.6226077079772949)", "(0.5111987590789795, 0.6367163062095642)", "(0.5106731057167053, 0.5755994319915771)", "(0.5106270909309387, 0.6190405488014221)", "(0.5104274153709412, 0.6278735995292664)", "(0.5101933479309082, 0.6480469703674316)", "(0.5070958733558655, 0.6117015480995178)", "(0.5060791969299316, 0.6258309483528137)", "(0.5051863193511963, 0.6024432182312012)", "(0.5024164915084839, 0.5749256610870361)", "(0.502254843711853, 0.6300116181373596)", "(0.5017446875572205, 0.5948993563652039)", "(0.4999259412288666, 0.5865479707717896)", "(0.49976518750190735, 0.6137693524360657)", "(0.4985317289829254, 0.5996094942092896)", "(0.498375803232193, 0.5975767374038696)", "(0.49770036339759827, 0.5512233376502991)", "(0.4898386299610138, 0.5780197381973267)", "(0.4796913266181946, 0.5432817339897156)", "(0.47968921065330505, 0.5894673466682434)", "(0.470738023519516, 0.591166079044342)", "(0.4556210935115814, 0.5254519581794739)", "(0.4525272250175476, 0.4921245574951172)", "(0.44275933504104614, 0.5148229002952576)", "(0.4351371228694916, 0.4889928996562958)", "(0.43421420454978943, 0.505700945854187)" ], "mode": "markers", "name": "H1", "type": "scatter", "x": [ 0.9104105234146118, 0.8882825374603271, 0.859032154083252, 0.8588865995407104, 0.8487412929534912, 0.8435518145561218, 0.841099202632904, 0.8387534022331238, 0.8315678834915161, 0.8149257898330688, 0.7998318672180176, 0.7994268536567688, 0.7934889793395996, 0.7933905720710754, 0.7879587411880493, 0.7853233218193054, 0.7833842635154724, 0.783280611038208, 0.7822003960609436, 0.7774383425712585, 0.7755550146102905, 0.7744401693344116, 0.7697207927703857, 0.7688350677490234, 0.7665286064147949, 0.7615678906440735, 0.7612147927284241, 0.7595661282539368, 0.758868932723999, 0.7579033374786377, 0.7570723295211792, 0.7568281292915344, 0.7524824738502502, 0.752190113067627, 0.751835286617279, 0.7510951161384583, 0.7502716183662415, 0.7501694560050964, 0.748415470123291, 0.7476449608802795, 0.74689781665802, 0.7468701601028442, 0.7467859983444214, 0.746150553226471, 0.7458334565162659, 0.7457834482192993, 0.745428204536438, 0.7440895438194275, 0.7426546812057495, 0.7420154809951782, 0.7419869303703308, 0.7419606447219849, 0.7414985299110413, 0.7393144965171814, 0.7374014854431152, 0.7373784184455872, 0.7372031211853027, 0.7351725697517395, 0.7349354028701782, 0.7347739934921265, 0.7341504693031311, 0.7337771058082581, 0.7332916259765625, 0.7319335341453552, 0.7305830121040344, 0.7294049263000488, 0.7293552160263062, 0.7289520502090454, 0.7288969159126282, 0.7280252575874329, 0.7263556122779846, 0.725123941898346, 0.7243496179580688, 0.72413170337677, 0.7240322828292847, 0.7238545417785645, 0.7223333716392517, 0.721136212348938, 0.7178921103477478, 0.7173745632171631, 0.716894268989563, 0.71632981300354, 0.716187596321106, 0.7157061100006104, 0.7157056927680969, 0.7152209877967834, 0.7148018479347229, 0.7140858769416809, 0.7131664156913757, 0.7128835320472717, 0.7124919891357422, 0.712045431137085, 0.7087234258651733, 0.7084888815879822, 0.706496000289917, 0.7062325477600098, 0.7059457302093506, 0.7051458954811096, 0.7046961784362793, 0.7045388221740723, 0.7041918635368347, 0.7031357288360596, 0.7030346393585205, 0.7024298310279846, 0.7024176120758057, 0.7022939920425415, 0.7016851305961609, 0.7013565897941589, 0.7013428807258606, 0.7003347873687744, 0.6984943151473999, 0.6983505487442017, 0.6979538798332214, 0.6978355050086975, 0.6974073052406311, 0.6969487071037292, 0.6968795657157898, 0.6965633034706116, 0.6956382393836975, 0.695105254650116, 0.6943510174751282, 0.6940824389457703, 0.6918375492095947, 0.6915730237960815, 0.6915578246116638, 0.6914263367652893, 0.6913581490516663, 0.6901132464408875, 0.6892659664154053, 0.6886904239654541, 0.6882826685905457, 0.6872667670249939, 0.6867366433143616, 0.6861589550971985, 0.685096800327301, 0.6840305328369141, 0.6840173602104187, 0.6832025051116943, 0.6828113794326782, 0.6816522479057312, 0.6816126704216003, 0.6814956665039062, 0.6811760663986206, 0.6808704733848572, 0.6808376312255859, 0.6800476908683777, 0.6797438859939575, 0.6795147061347961, 0.6782703399658203, 0.6778971552848816, 0.6776252388954163, 0.6775660514831543, 0.677170991897583, 0.677025556564331, 0.6766407489776611, 0.6765584349632263, 0.6765308976173401, 0.6760061979293823, 0.6754462718963623, 0.6748059988021851, 0.6744568943977356, 0.6737212538719177, 0.6735572814941406, 0.6733835935592651, 0.6722591519355774, 0.6717630624771118, 0.6717196106910706, 0.671497106552124, 0.671459972858429, 0.670830488204956, 0.670825183391571, 0.6698095202445984, 0.6696109771728516, 0.66899573802948, 0.6681690216064453, 0.6678451299667358, 0.6678003668785095, 0.6670008897781372, 0.666863203048706, 0.6664358377456665, 0.6663722991943359, 0.6659871935844421, 0.6648386716842651, 0.6647896766662598, 0.6646856069564819, 0.66404128074646, 0.6627951860427856, 0.6619297862052917, 0.6617826223373413, 0.6617528200149536, 0.6613808274269104, 0.6605875492095947, 0.6605206727981567, 0.6602579355239868, 0.6599764823913574, 0.6595463156700134, 0.659427285194397, 0.6589515209197998, 0.6581680774688721, 0.6580076217651367, 0.6577491164207458, 0.6569089293479919, 0.6567678451538086, 0.6553859710693359, 0.6553739309310913, 0.654209315776825, 0.6533587574958801, 0.6530535817146301, 0.6522877812385559, 0.6518310308456421, 0.6511281728744507, 0.6511120796203613, 0.6510562896728516, 0.6507776975631714, 0.6500694751739502, 0.6483867168426514, 0.6482645273208618, 0.6482276916503906, 0.6462267637252808, 0.6452330946922302, 0.6450144648551941, 0.644690215587616, 0.6442282795906067, 0.6435033679008484, 0.6425598859786987, 0.6419618725776672, 0.6419414281845093, 0.6410437226295471, 0.6404142379760742, 0.6402158141136169, 0.6398771405220032, 0.6391255259513855, 0.6381058096885681, 0.6374287605285645, 0.6373273730278015, 0.6352821588516235, 0.635255753993988, 0.6351733207702637, 0.6346309185028076, 0.6339223980903625, 0.632529079914093, 0.6324868202209473, 0.6322787404060364, 0.6318841576576233, 0.6303125023841858, 0.6301151514053345, 0.6294832825660706, 0.6291106939315796, 0.6289710402488708, 0.6280118227005005, 0.6279334425926208, 0.6277784705162048, 0.6270598769187927, 0.6253843307495117, 0.6250610947608948, 0.6249538660049438, 0.6247145533561707, 0.6246335506439209, 0.62452232837677, 0.6239914894104004, 0.6224715709686279, 0.6219301223754883, 0.6216914057731628, 0.6214058995246887, 0.6213627457618713, 0.6201452016830444, 0.61986243724823, 0.6198217272758484, 0.6196292042732239, 0.618816077709198, 0.617490291595459, 0.6146535277366638, 0.6141748428344727, 0.6136707663536072, 0.6127598881721497, 0.6123192310333252, 0.6122838854789734, 0.6072427034378052, 0.6066380739212036, 0.6065506339073181, 0.604988157749176, 0.604406476020813, 0.6038407683372498, 0.6030032634735107, 0.6025410890579224, 0.6015785336494446, 0.6015267372131348, 0.6014544367790222, 0.6012930870056152, 0.6005735993385315, 0.6001441478729248, 0.5993461608886719, 0.5992723703384399, 0.5989252924919128, 0.5984756350517273, 0.5973779559135437, 0.5963532328605652, 0.5955419540405273, 0.5952280163764954, 0.5950469374656677, 0.5949227809906006, 0.5938270092010498, 0.5931265950202942, 0.592848539352417, 0.5926864743232727, 0.5924601554870605, 0.5923073291778564, 0.5920729637145996, 0.5916067957878113, 0.5893031358718872, 0.5891971588134766, 0.5890597701072693, 0.5890360474586487, 0.5888953804969788, 0.5888850688934326, 0.588866651058197, 0.5887171626091003, 0.5881497859954834, 0.5877033472061157, 0.5876261591911316, 0.5869160890579224, 0.585816502571106, 0.585500180721283, 0.5854834914207458, 0.5851798057556152, 0.584998369216919, 0.584870457649231, 0.5848501324653625, 0.5847187638282776, 0.5846228003501892, 0.5842885375022888, 0.5842515826225281, 0.583763062953949, 0.5832281112670898, 0.5816910266876221, 0.5816785097122192, 0.5815874338150024, 0.5813881158828735, 0.5808776617050171, 0.580825924873352, 0.5804747343063354, 0.5804237127304077, 0.580132782459259, 0.5796884894371033, 0.5791473388671875, 0.579115092754364, 0.5790620446205139, 0.5790046453475952, 0.5786018967628479, 0.5781707763671875, 0.5778110027313232, 0.5778079628944397, 0.5774683356285095, 0.5773208141326904, 0.5768647789955139, 0.5767987370491028, 0.576751708984375, 0.5762476921081543, 0.575982928276062, 0.5759737491607666, 0.5759137868881226, 0.5758964419364929, 0.5754848122596741, 0.5749437808990479, 0.5746610164642334, 0.5741898417472839, 0.5740228891372681, 0.5727406740188599, 0.5724741220474243, 0.5718814730644226, 0.5716473460197449, 0.5716447234153748, 0.571590781211853, 0.5714328289031982, 0.5713726878166199, 0.5712756514549255, 0.5711736679077148, 0.5710018873214722, 0.5707188248634338, 0.5706427693367004, 0.5704993009567261, 0.5703762769699097, 0.5702721476554871, 0.5702592730522156, 0.5701771378517151, 0.5695956349372864, 0.5692840814590454, 0.5691584348678589, 0.5690109729766846, 0.5689605474472046, 0.5687190890312195, 0.5683919787406921, 0.5678299069404602, 0.5676496624946594, 0.5674173831939697, 0.5670005679130554, 0.5669692754745483, 0.5669386386871338, 0.5666506290435791, 0.5664106011390686, 0.5662158727645874, 0.5661125183105469, 0.5659109354019165, 0.5656653642654419, 0.565644383430481, 0.565538227558136, 0.5655291676521301, 0.5653850436210632, 0.5652172565460205, 0.5646747946739197, 0.5645055174827576, 0.5635498762130737, 0.5632305145263672, 0.5630045533180237, 0.562771201133728, 0.5626301765441895, 0.5625481009483337, 0.5624020099639893, 0.5622908473014832, 0.5617940425872803, 0.5615763664245605, 0.5615369081497192, 0.5614941716194153, 0.5604217648506165, 0.5602275729179382, 0.5601562261581421, 0.5599920153617859, 0.5598894357681274, 0.5598599314689636, 0.5598477125167847, 0.559661328792572, 0.5592417120933533, 0.5591877698898315, 0.5591447949409485, 0.5590799450874329, 0.5588078498840332, 0.558596670627594, 0.5585269927978516, 0.5583600401878357, 0.5577079653739929, 0.5576217174530029, 0.5571690201759338, 0.5571675300598145, 0.5565161108970642, 0.555800199508667, 0.5557729601860046, 0.5553267002105713, 0.5549494624137878, 0.5548580884933472, 0.5542287230491638, 0.5541073679924011, 0.553946316242218, 0.5535102486610413, 0.553377628326416, 0.5530714988708496, 0.5530068874359131, 0.5528699159622192, 0.5528428554534912, 0.5527635216712952, 0.5526492595672607, 0.5521687269210815, 0.5520334243774414, 0.5516334176063538, 0.5506865978240967, 0.5503681898117065, 0.5503243207931519, 0.5501835942268372, 0.5501207113265991, 0.5500043034553528, 0.5499746799468994, 0.549963116645813, 0.5494325757026672, 0.5488603711128235, 0.5485796332359314, 0.547828733921051, 0.5478100180625916, 0.5472844839096069, 0.5472651720046997, 0.5471580028533936, 0.546964704990387, 0.546825110912323, 0.5465847253799438, 0.5463939309120178, 0.5463383793830872, 0.5452560782432556, 0.5451676845550537, 0.5449171662330627, 0.5448880195617676, 0.5443003177642822, 0.5440654754638672, 0.5439482927322388, 0.5438594222068787, 0.5436564087867737, 0.5430253148078918, 0.5427688360214233, 0.5426481366157532, 0.5423092246055603, 0.5421639084815979, 0.5419917702674866, 0.5415531992912292, 0.5415256023406982, 0.5402311086654663, 0.5399737358093262, 0.5396518111228943, 0.5395891070365906, 0.5395593047142029, 0.5391409993171692, 0.539107084274292, 0.5390022397041321, 0.5389981269836426, 0.5385521054267883, 0.5384529829025269, 0.5381510853767395, 0.5380332469940186, 0.5378917455673218, 0.5377315878868103, 0.5376049280166626, 0.5375957489013672, 0.5373849272727966, 0.5368067026138306, 0.5365777611732483, 0.5360660552978516, 0.5360592603683472, 0.5357083082199097, 0.5356119275093079, 0.5355862975120544, 0.5355443954467773, 0.5355228185653687, 0.535302996635437, 0.535070538520813, 0.5349285006523132, 0.5349242687225342, 0.5346176624298096, 0.5338311791419983, 0.5336048007011414, 0.533194899559021, 0.5327984094619751, 0.5326636433601379, 0.5319778919219971, 0.5318365693092346, 0.5316178202629089, 0.5307006239891052, 0.530591607093811, 0.5304394960403442, 0.5289293527603149, 0.5286728143692017, 0.5284627676010132, 0.5283735990524292, 0.5277295112609863, 0.527671754360199, 0.5275099873542786, 0.5271499156951904, 0.5269805192947388, 0.5258122086524963, 0.5251769423484802, 0.5239760279655457, 0.523514986038208, 0.5232354402542114, 0.5231338143348694, 0.5230299830436707, 0.5229836702346802, 0.5220096707344055, 0.521926999092102, 0.5213362574577332, 0.5210961699485779, 0.521090030670166, 0.5207976698875427, 0.5200304388999939, 0.5187129378318787, 0.5184681415557861, 0.518196702003479, 0.5179526209831238, 0.5177657008171082, 0.5173825025558472, 0.5160592794418335, 0.5156431198120117, 0.5155953764915466, 0.5150747299194336, 0.5144982933998108, 0.5142309069633484, 0.5137621164321899, 0.5135625004768372, 0.5129261016845703, 0.5123527646064758, 0.5119286179542542, 0.5111987590789795, 0.5106731057167053, 0.5106270909309387, 0.5104274153709412, 0.5101933479309082, 0.5070958733558655, 0.5060791969299316, 0.5051863193511963, 0.5024164915084839, 0.502254843711853, 0.5017446875572205, 0.4999259412288666, 0.49976518750190735, 0.4985317289829254, 0.498375803232193, 0.49770036339759827, 0.4898386299610138, 0.4796913266181946, 0.47968921065330505, 0.470738023519516, 0.4556210935115814, 0.4525272250175476, 0.44275933504104614, 0.4351371228694916, 0.43421420454978943 ], "y": [ 0.9140486717224121, 0.8976659178733826, 0.8718553185462952, 0.8732336163520813, 0.892000675201416, 0.8476214408874512, 0.8416031002998352, 0.8447481989860535, 0.8411709666252136, 0.8245300054550171, 0.8219515681266785, 0.8459316492080688, 0.7991082668304443, 0.7971962094306946, 0.796794593334198, 0.7963419556617737, 0.7911868095397949, 0.7843603491783142, 0.8434656858444214, 0.8083021640777588, 0.7904033064842224, 0.8049561381340027, 0.7807002067565918, 0.7778956294059753, 0.767544150352478, 0.764737069606781, 0.7770459055900574, 0.7690152525901794, 0.7689059376716614, 0.7826849818229675, 0.7781838774681091, 0.7580830454826355, 0.7529460191726685, 0.7636691331863403, 0.7531858086585999, 0.7725684642791748, 0.7729277610778809, 0.7565672397613525, 0.7679509520530701, 0.781267523765564, 0.7570064067840576, 0.7759600281715393, 0.7630714774131775, 0.7600033283233643, 0.7790323495864868, 0.7478443384170532, 0.7478764057159424, 0.762568473815918, 0.7855361104011536, 0.7475917339324951, 0.7654260396957397, 0.7706146836280823, 0.7658429145812988, 0.789360761642456, 0.7699282765388489, 0.7704834342002869, 0.7649466395378113, 0.7547756433486938, 0.8180087208747864, 0.7486530542373657, 0.7955203056335449, 0.7428293824195862, 0.774852454662323, 0.7597175240516663, 0.8051850199699402, 0.7477773427963257, 0.7356656789779663, 0.7435192465782166, 0.7561467885971069, 0.7578823566436768, 0.7347241044044495, 0.7322368621826172, 0.745955765247345, 0.7649598717689514, 0.7359657883644104, 0.7868657112121582, 0.7225094437599182, 0.7564477324485779, 0.7682888507843018, 0.7440013289451599, 0.8155834674835205, 0.7621155977249146, 0.7633868455886841, 0.7264569401741028, 0.7429897785186768, 0.7654420137405396, 0.7328229546546936, 0.8184100985527039, 0.7363128662109375, 0.763687789440155, 0.7502769231796265, 0.7227378487586975, 0.7553591132164001, 0.7359322309494019, 0.7418031692504883, 0.7310522794723511, 0.7398857474327087, 0.7692865133285522, 0.7443872690200806, 0.7046992182731628, 0.7451669573783875, 0.7043972015380859, 0.713316798210144, 0.7233043909072876, 0.7276538610458374, 0.7592018842697144, 0.7272692322731018, 0.7336344122886658, 0.7847905158996582, 0.7332284450531006, 0.7348572015762329, 0.7522438764572144, 0.7444314956665039, 0.7601001262664795, 0.7196768522262573, 0.7590895295143127, 0.7136937975883484, 0.720899224281311, 0.7107699513435364, 0.734139621257782, 0.7149069309234619, 0.7402737140655518, 0.7250109314918518, 0.7167762517929077, 0.7604683637619019, 0.7059870958328247, 0.76401287317276, 0.6950327754020691, 0.7231223583221436, 0.7027693390846252, 0.7610347867012024, 0.7864062190055847, 0.7330668568611145, 0.6904188394546509, 0.6984683275222778, 0.7034278512001038, 0.7086074948310852, 0.7368384599685669, 0.6930320262908936, 0.7152567505836487, 0.7136937975883484, 0.7471377849578857, 0.7145801186561584, 0.7044072151184082, 0.7156742811203003, 0.7229507565498352, 0.6869534254074097, 0.7130033373832703, 0.7115150094032288, 0.7028586864471436, 0.7543438673019409, 0.7467933297157288, 0.7165936231613159, 0.7009797692298889, 0.6963456273078918, 0.71364825963974, 0.7094930410385132, 0.7361515760421753, 0.7251031398773193, 0.6879925727844238, 0.7459633350372314, 0.7569600343704224, 0.717512309551239, 0.7337409257888794, 0.6975815296173096, 0.7425147294998169, 0.686141312122345, 0.7264906764030457, 0.6801479458808899, 0.7382481694221497, 0.6772321462631226, 0.710795521736145, 0.7337117195129395, 0.7178043127059937, 0.7104066610336304, 0.6820366382598877, 0.7417212128639221, 0.7351638078689575, 0.6690310835838318, 0.7432529330253601, 0.7190122008323669, 0.676396906375885, 0.6993290185928345, 0.7270801663398743, 0.7564695477485657, 0.7260689735412598, 0.6674380302429199, 0.6983836889266968, 0.6853131651878357, 0.7187878489494324, 0.686899721622467, 0.6885722279548645, 0.7201328873634338, 0.6942163705825806, 0.6898906826972961, 0.7112878561019897, 0.7564764618873596, 0.7357847690582275, 0.6973928213119507, 0.7239992022514343, 0.7217065691947937, 0.7326927781105042, 0.7221270799636841, 0.7351593971252441, 0.6588003635406494, 0.7180072069168091, 0.7672753930091858, 0.6614845991134644, 0.7318064570426941, 0.6853635311126709, 0.6605892181396484, 0.7354958057403564, 0.738882839679718, 0.7576242685317993, 0.7558531165122986, 0.6493035554885864, 0.665073037147522, 0.7124947905540466, 0.6928150653839111, 0.667778730392456, 0.6804459691047668, 0.7391444444656372, 0.691292405128479, 0.6826035976409912, 0.7227752804756165, 0.7149149775505066, 0.7222526669502258, 0.7295136451721191, 0.6505221128463745, 0.7086336016654968, 0.6872922778129578, 0.670644998550415, 0.6799588203430176, 0.6904284954071045, 0.693383514881134, 0.6979402899742126, 0.7482531070709229, 0.6936613917350769, 0.730144739151001, 0.6562039852142334, 0.673979640007019, 0.6622013449668884, 0.7012370228767395, 0.7660989761352539, 0.721929132938385, 0.7173767685890198, 0.670290470123291, 0.7024865746498108, 0.693051815032959, 0.6882149577140808, 0.727263867855072, 0.7081447839736938, 0.6753841638565063, 0.6631250381469727, 0.6814321279525757, 0.7680888772010803, 0.7093275189399719, 0.7011476159095764, 0.6724596619606018, 0.6932023763656616, 0.7354351282119751, 0.7135728597640991, 0.7129768133163452, 0.680739164352417, 0.7727485299110413, 0.7045779228210449, 0.7430945634841919, 0.6873591542243958, 0.7170732617378235, 0.6743913888931274, 0.6893572807312012, 0.6423107385635376, 0.6979138255119324, 0.6359537839889526, 0.7190001010894775, 0.7275359034538269, 0.6685970425605774, 0.7434258460998535, 0.7264359593391418, 0.8953353762626648, 0.7259155511856079, 0.7302585244178772, 0.6709150671958923, 0.6913472414016724, 0.7358707785606384, 0.6461422443389893, 0.6704959869384766, 0.6883962154388428, 0.7437519431114197, 0.6864087581634521, 0.6767199039459229, 0.7212610840797424, 0.624325156211853, 0.7245328426361084, 0.708775520324707, 0.6759397983551025, 0.6857364177703857, 0.6746864914894104, 0.7123035788536072, 0.6737990975379944, 0.7219916582107544, 0.6600790023803711, 0.6741445064544678, 0.7283900380134583, 0.6592191457748413, 0.6473072171211243, 0.6588088870048523, 0.708076000213623, 0.6637566089630127, 0.6578672528266907, 0.6559893488883972, 0.6932646036148071, 0.6594882011413574, 0.6644853949546814, 0.6667270660400391, 0.676257848739624, 0.6748046875, 0.6257076263427734, 0.6523314118385315, 0.6364094614982605, 0.6757814288139343, 0.6445299983024597, 0.6783180832862854, 0.6898588538169861, 0.7364835143089294, 0.6914193034172058, 0.698601484298706, 0.9388240575790405, 0.6661414504051208, 0.5951340794563293, 0.6898309588432312, 0.6903226375579834, 0.7370522022247314, 0.6909062266349792, 0.6574702858924866, 0.6106523871421814, 0.6686860918998718, 0.692366898059845, 0.6899018883705139, 0.7113295197486877, 0.6343966722488403, 0.7140136957168579, 0.6776453256607056, 0.6193297505378723, 0.6209747195243835, 0.6904580593109131, 0.7228432893753052, 0.7417069673538208, 0.665188193321228, 0.6592907905578613, 0.7196974754333496, 0.6634220480918884, 0.6227694153785706, 0.6717902421951294, 0.6942946314811707, 0.6856018304824829, 0.6776740550994873, 0.6901400089263916, 0.6350352764129639, 0.6177067160606384, 0.6733998656272888, 0.6136091947555542, 0.6192299127578735, 0.6941033601760864, 0.6918557286262512, 0.6389374732971191, 0.742821455001831, 0.6723878979682922, 0.6993362307548523, 0.6196750402450562, 0.6573234796524048, 0.6913986802101135, 0.6859628558158875, 0.6829561591148376, 0.6362854242324829, 0.6392360925674438, 0.6885568499565125, 0.6813045740127563, 0.7066209316253662, 0.6211404800415039, 0.7198699116706848, 0.6657392978668213, 0.6385371088981628, 0.6283126473426819, 0.6927706599235535, 0.6976531147956848, 0.687067449092865, 0.7410253882408142, 0.6710473299026489, 0.6596123576164246, 0.6435238122940063, 0.747706949710846, 0.7069403529167175, 0.6584210991859436, 0.6809946894645691, 0.722785234451294, 0.6991179585456848, 0.6655502319335938, 0.6852149367332458, 0.6852458715438843, 0.7208011150360107, 0.6758013963699341, 0.635310709476471, 0.7443034052848816, 0.6401323080062866, 0.7118192911148071, 0.7157344222068787, 0.5994174480438232, 0.6578116416931152, 0.7043959498405457, 0.6589776277542114, 0.6984685659408569, 0.6296400427818298, 0.6766996383666992, 0.6401203870773315, 0.6600717306137085, 0.7163213491439819, 0.6684291958808899, 0.6938315033912659, 0.6496008038520813, 0.6631378531455994, 0.647266685962677, 0.6781159043312073, 0.700736403465271, 0.6764580607414246, 0.6313109397888184, 0.6826722025871277, 0.7122553586959839, 0.7074491381645203, 0.6478903293609619, 0.6602910161018372, 0.6386305093765259, 0.6691796779632568, 0.6455106139183044, 0.6496046185493469, 0.6343563795089722, 0.598311722278595, 0.6750098466873169, 0.6102188229560852, 0.6226498484611511, 0.6492384076118469, 0.6954342722892761, 0.5841917395591736, 0.6677815914154053, 0.7221888899803162, 0.6241337060928345, 0.6539342403411865, 0.65683913230896, 0.6352059841156006, 0.7168982625007629, 0.6604098677635193, 0.6705678105354309, 0.6305661797523499, 0.7320773005485535, 0.6424493193626404, 0.6683867573738098, 0.65578293800354, 0.6951578855514526, 0.5921372175216675, 0.678314745426178, 0.7273608446121216, 0.6585416793823242, 0.6420429348945618, 0.6725909113883972, 0.625572919845581, 0.7559034824371338, 0.5978925824165344, 0.6775073409080505, 0.6266274452209473, 0.6448920369148254, 0.6844485998153687, 0.6364098787307739, 0.6439378261566162, 0.6990912556648254, 0.6321066617965698, 0.6707268357276917, 0.6529152393341064, 0.6567929983139038, 0.6605654358863831, 0.6436058282852173, 0.6356143951416016, 0.6645113229751587, 0.6000609397888184, 0.6360958218574524, 0.5951135754585266, 0.6444618105888367, 0.6415773034095764, 0.6128631830215454, 0.6554259061813354, 0.6317823529243469, 0.6277135014533997, 0.6076016426086426, 0.6025997400283813, 0.5981660485267639, 0.6419180631637573, 0.5977646112442017, 0.6679654717445374, 0.6353146433830261, 0.6849750280380249, 0.6491119861602783, 0.6253650188446045, 0.650705099105835, 0.6347703337669373, 0.6473979949951172, 0.6368570327758789, 0.7093346118927002, 0.595994234085083, 0.6259366869926453, 0.631955087184906, 0.6296536326408386, 0.5522279143333435, 0.6385008692741394, 0.6320748925209045, 0.6349011659622192, 0.6946683526039124, 0.6590207815170288, 0.6283473968505859, 0.6592246890068054, 0.6790936589241028, 0.6656140685081482, 0.686996579170227, 0.6261299252510071, 0.5977583527565002, 0.5905231833457947, 0.6740481853485107, 0.6359634399414062, 0.625113844871521, 0.6401888132095337, 0.6489978432655334, 0.6595358848571777, 0.644108235836029, 0.6712610721588135, 0.5903307795524597, 0.6766801476478577, 0.6728466749191284, 0.6288481950759888, 0.6250128746032715, 0.7157493233680725, 0.6929997205734253, 0.6406441330909729, 0.6359390020370483, 0.6708840131759644, 0.6514698266983032, 0.6607835292816162, 0.6593897342681885, 0.5968012809753418, 0.6228011846542358, 0.6322973966598511, 0.6496061086654663, 0.6378794312477112, 0.6463742256164551, 0.6347588896751404, 0.6180981397628784, 0.5889907479286194, 0.544520378112793, 0.6655933856964111, 0.6468189358711243, 0.573049008846283, 0.6882699131965637, 0.6909319758415222, 0.6368683576583862, 0.6907699108123779, 0.6922628283500671, 0.5295830965042114, 0.6383436322212219, 0.630383312702179, 0.6529141664505005, 0.6319789290428162, 0.6233683228492737, 0.6199590563774109, 0.6909167170524597, 0.6328051686286926, 0.6189862489700317, 0.6690734624862671, 0.6617431044578552, 0.6593538522720337, 0.5215787887573242, 0.6305431127548218, 0.6631824374198914, 0.6103885173797607, 0.58903568983078, 0.7208545207977295, 0.6607578992843628, 0.6231607794761658, 0.6226077079772949, 0.6367163062095642, 0.5755994319915771, 0.6190405488014221, 0.6278735995292664, 0.6480469703674316, 0.6117015480995178, 0.6258309483528137, 0.6024432182312012, 0.5749256610870361, 0.6300116181373596, 0.5948993563652039, 0.5865479707717896, 0.6137693524360657, 0.5996094942092896, 0.5975767374038696, 0.5512233376502991, 0.5780197381973267, 0.5432817339897156, 0.5894673466682434, 0.591166079044342, 0.5254519581794739, 0.4921245574951172, 0.5148229002952576, 0.4889928996562958, 0.505700945854187 ] }, { "hoverinfo": "text", "hovertext": [ "(1.1300410032272339, 1.1398545503616333)", "(1.1213592290878296, 1.1495511531829834)", "(1.1122936010360718, 1.120883584022522)", "(1.097617506980896, 1.1026383638381958)", "(1.0937985181808472, 1.100101113319397)", "(1.090124249458313, 1.1221598386764526)", "(1.074648141860962, 1.0821164846420288)", "(1.071020245552063, 1.082432746887207)", "(1.066346526145935, 1.0884535312652588)", "(1.0636769533157349, 1.0658937692642212)", "(1.062788486480713, 1.0813205242156982)", "(1.052240014076233, 1.0670405626296997)", "(1.0518492460250854, 1.0662565231323242)", "(1.051391363143921, 1.0534793138504028)", "(1.0460736751556396, 1.0512685775756836)", "(1.0390535593032837, 1.0397781133651733)", "(1.038278579711914, 1.046347737312317)", "(1.0348631143569946, 1.0528236627578735)", "(1.032907247543335, 1.035799264907837)", "(1.0325533151626587, 1.0402209758758545)", "(1.0300004482269287, 1.0359885692596436)", "(1.0292222499847412, 1.0369948148727417)", "(1.021438717842102, 1.0805543661117554)", "(1.0138822793960571, 1.0261199474334717)", "(1.0134130716323853, 1.0384196043014526)", "(1.0127346515655518, 1.0171656608581543)", "(1.01204514503479, 1.0282100439071655)", "(0.9918125867843628, 0.9919297695159912)", "(0.9840300679206848, 0.9885125756263733)", "(0.9663546681404114, 0.9824002981185913)", "(0.9549972414970398, 0.9824002981185913)", "(0.9500348567962646, 0.9522528648376465)", "(0.9490561485290527, 0.9831452369689941)", "(0.9488721489906311, 0.9548163414001465)", "(0.9420515298843384, 0.9561391472816467)", "(0.9403825998306274, 0.9437015652656555)", "(0.9359340071678162, 0.9477912187576294)", "(0.9348443150520325, 0.9353674650192261)", "(0.9282017946243286, 1.002000093460083)", "(0.9236897826194763, 0.9319160580635071)", "(0.9222438335418701, 0.9305680394172668)", "(0.9197560548782349, 0.972639262676239)", "(0.9195298552513123, 0.9665306210517883)", "(0.9155327677726746, 0.9352570176124573)", "(0.9093663096427917, 0.919433057308197)", "(0.9072896838188171, 0.9372785687446594)", "(0.9039949178695679, 0.9107900857925415)", "(0.9039129018783569, 0.9305680394172668)", "(0.902487576007843, 0.911851167678833)", "(0.9000702500343323, 0.9728356599807739)", "(0.8897855877876282, 0.892011821269989)", "(0.878258466720581, 0.9000870585441589)", "(0.8727832436561584, 0.89543217420578)", "(0.8700548410415649, 0.8837409615516663)", "(0.8667095899581909, 0.8684147596359253)", "(0.8657848238945007, 0.8734197616577148)", "(0.8633957505226135, 0.8732627630233765)", "(0.8628774285316467, 0.8657863140106201)", "(0.8575951457023621, 0.8645119071006775)", "(0.856911838054657, 0.8777445554733276)", "(0.8564443588256836, 0.8691133856773376)", "(0.8538071513175964, 0.866762101650238)", "(0.8537557125091553, 0.8579154014587402)", "(0.8531759977340698, 0.876008152961731)", "(0.8468701839447021, 0.8940072059631348)", "(0.8447481989860535, 0.8645119071006775)", "(0.841227114200592, 0.8449200987815857)", "(0.8403356075286865, 0.8626434206962585)", "(0.8374959230422974, 0.843726634979248)", "(0.8374916315078735, 0.8833937644958496)", "(0.8349403738975525, 0.8406593203544617)", "(0.8328425288200378, 0.8539173603057861)", "(0.8323524594306946, 1.0230978727340698)", "(0.8317562341690063, 0.8386569023132324)", "(0.8303332924842834, 0.8347062468528748)", "(0.8292097449302673, 0.9009516835212708)", "(0.823581874370575, 0.8417347073554993)", "(0.8235327005386353, 0.8397042155265808)", "(0.8228217959403992, 0.8233368396759033)", "(0.8226858973503113, 0.8340523838996887)", "(0.8218558430671692, 0.856695830821991)", "(0.8199576139450073, 0.8212619423866272)", "(0.8186036348342896, 0.8209049701690674)", "(0.8160099983215332, 0.843315839767456)", "(0.8114237785339355, 0.8137536644935608)", "(0.8108103275299072, 0.8129281401634216)", "(0.8104678392410278, 0.8278856873512268)", "(0.8086026906967163, 0.8379771113395691)", "(0.8077992796897888, 0.8421241641044617)", "(0.8058772087097168, 0.8497995734214783)", "(0.8057981729507446, 0.8231207728385925)", "(0.8051850199699402, 0.8137725591659546)", "(0.805081844329834, 0.8234243988990784)", "(0.8041328191757202, 0.8445735573768616)", "(0.8040467500686646, 0.8320651650428772)", "(0.8039039373397827, 0.8221583366394043)", "(0.8037769794464111, 0.8433958292007446)", "(0.8033497929573059, 0.8140295743942261)", "(0.8032225966453552, 0.8436307907104492)", "(0.8029553890228271, 0.844372570514679)", "(0.8020565509796143, 0.802086353302002)", "(0.8020496368408203, 0.8301199078559875)", "(0.7998899817466736, 0.8564872145652771)", "(0.7981599569320679, 0.8361887335777283)", "(0.7972571849822998, 0.8284239768981934)", "(0.7972047328948975, 0.8198108077049255)", "(0.7971962094306946, 0.8477180004119873)", "(0.7965240478515625, 0.8477123975753784)", "(0.7959598898887634, 0.8027465343475342)", "(0.7929214239120483, 0.8231207728385925)", "(0.7927730083465576, 0.8181650042533875)", "(0.7924950122833252, 0.7944345474243164)", "(0.7910776734352112, 0.7972664833068848)", "(0.7904024124145508, 0.8328329920768738)", "(0.790367603302002, 0.8637745976448059)", "(0.7898646593093872, 0.8061821460723877)", "(0.7887426018714905, 0.8056191205978394)", "(0.7887020707130432, 0.8147608041763306)", "(0.7875896692276001, 0.7954601049423218)", "(0.787018358707428, 0.806420087814331)", "(0.7868236899375916, 0.8229483962059021)", "(0.786401629447937, 0.7893049120903015)", "(0.7862936854362488, 0.8238267302513123)", "(0.7854490280151367, 0.8290513753890991)", "(0.7850341796875, 0.786014974117279)", "(0.7848705649375916, 0.8252273201942444)", "(0.7820374369621277, 0.846229612827301)", "(0.7817009687423706, 0.8353790640830994)", "(0.7815451622009277, 0.8253260254859924)", "(0.7813447713851929, 0.8121033906936646)", "(0.78061443567276, 0.8603548407554626)", "(0.7805137038230896, 0.8174796104431152)", "(0.7804181575775146, 0.7894960045814514)", "(0.7801184058189392, 0.7816093564033508)", "(0.7799592018127441, 0.7819560170173645)", "(0.779386043548584, 0.8016446828842163)", "(0.7787532210350037, 0.8310288190841675)", "(0.7782644629478455, 0.8067808151245117)", "(0.7765839099884033, 0.7910135984420776)", "(0.7756153345108032, 0.8438284397125244)", "(0.7749454975128174, 0.8169329762458801)", "(0.7749349474906921, 0.8088463544845581)", "(0.7747254371643066, 0.7797421813011169)", "(0.7743103504180908, 0.8157221078872681)", "(0.7732182145118713, 0.8080191016197205)", "(0.7730533480644226, 0.7993122935295105)", "(0.7717238664627075, 0.7749678492546082)", "(0.7712303400039673, 0.8009549975395203)", "(0.7706076502799988, 0.7921320199966431)", "(0.7698919773101807, 0.7792917490005493)", "(0.7694024443626404, 0.798215389251709)", "(0.7692190408706665, 0.7728015780448914)", "(0.7692097425460815, 0.7768628597259521)", "(0.7690445780754089, 0.7732082009315491)", "(0.7683123350143433, 0.7689574956893921)", "(0.7679774761199951, 0.7836369872093201)", "(0.7679066061973572, 0.8370497822761536)", "(0.7677044868469238, 0.7694825530052185)", "(0.767440140247345, 0.7771092057228088)", "(0.7666922211647034, 0.8096933960914612)", "(0.7658035159111023, 0.7973901629447937)", "(0.76578688621521, 0.781590461730957)", "(0.7650243043899536, 0.7921320199966431)", "(0.7649165987968445, 1.1243456602096558)", "(0.764737069606781, 0.7710579633712769)", "(0.7642403244972229, 0.7896232604980469)", "(0.7638659477233887, 0.7788174152374268)", "(0.7636142373085022, 0.8034924268722534)", "(0.7614136934280396, 0.8037731051445007)", "(0.7611654996871948, 0.7617979049682617)", "(0.7589481472969055, 0.8035972118377686)", "(0.758626401424408, 0.7799579501152039)", "(0.7580066323280334, 0.809532105922699)", "(0.7579024434089661, 0.7800734639167786)", "(0.7561213970184326, 0.7636687159538269)", "(0.7529211640357971, 0.7618745565414429)", "(0.7509995102882385, 0.796497106552124)", "(0.7506875395774841, 0.7698948979377747)", "(0.7504411935806274, 0.7981055974960327)", "(0.7503737211227417, 0.7952239513397217)", "(0.750223696231842, 0.7593339681625366)", "(0.7499070763587952, 0.7742981314659119)", "(0.7492942810058594, 0.782088041305542)", "(0.7488658428192139, 0.8014056086540222)", "(0.7482109665870667, 0.7572492957115173)", "(0.7478926777839661, 0.7821158766746521)", "(0.7475917339324951, 0.7947242856025696)", "(0.7459885478019714, 0.7717359066009521)", "(0.7455793619155884, 0.7731700539588928)", "(0.745076596736908, 0.76884526014328)", "(0.7446238398551941, 0.8110010027885437)", "(0.7435804009437561, 0.7589309811592102)", "(0.7429751753807068, 0.7470512390136719)", "(0.7427306175231934, 0.7582915425300598)", "(0.741999089717865, 0.8056473135948181)", "(0.7414781451225281, 0.7481809854507446)", "(0.7397400736808777, 0.7859956622123718)", "(0.7377445697784424, 0.8160152435302734)", "(0.7366170883178711, 0.7602854371070862)", "(0.7360510230064392, 0.8050186634063721)", "(0.7359427213668823, 0.7400537729263306)", "(0.7351298332214355, 0.7751531600952148)", "(0.7326071262359619, 0.7670696973800659)", "(0.7315695285797119, 0.7509781718254089)", "(0.7277002334594727, 0.7853220105171204)", "(0.7275928854942322, 0.7626252770423889)", "(0.7275141477584839, 0.7357504367828369)", "(0.7270775437355042, 0.763322114944458)", "(0.7270361185073853, 0.7282597422599792)", "(0.7265205979347229, 0.755042552947998)", "(0.7263225317001343, 0.7269423007965088)", "(0.7231115698814392, 0.7550780773162842)", "(0.721563458442688, 0.7750048041343689)", "(0.7209018468856812, 0.7432917952537537)", "(0.7196479439735413, 0.7259958386421204)", "(0.7183678150177002, 0.7721100449562073)", "(0.7181189060211182, 0.7194170951843262)", "(0.7150876522064209, 0.7388222813606262)", "(0.7130221128463745, 0.7448892593383789)", "(0.7113200426101685, 0.757975697517395)", "(0.7073945999145508, 0.741344690322876)", "(0.7051007747650146, 0.7258405685424805)", "(0.7048511505126953, 0.7383606433868408)", "(0.7027352452278137, 0.7228668332099915)", "(0.7018023729324341, 0.742135226726532)", "(0.7015952467918396, 0.7217757105827332)", "(0.6963395476341248, 0.7486839294433594)", "(0.6939184069633484, 0.7131738662719727)", "(0.6829976439476013, 0.6903668642044067)", "(0.6656274199485779, 0.6818438768386841)" ], "mode": "markers", "name": "H2", "type": "scatter", "x": [ 1.1300410032272339, 1.1213592290878296, 1.1122936010360718, 1.097617506980896, 1.0937985181808472, 1.090124249458313, 1.074648141860962, 1.071020245552063, 1.066346526145935, 1.0636769533157349, 1.062788486480713, 1.052240014076233, 1.0518492460250854, 1.051391363143921, 1.0460736751556396, 1.0390535593032837, 1.038278579711914, 1.0348631143569946, 1.032907247543335, 1.0325533151626587, 1.0300004482269287, 1.0292222499847412, 1.021438717842102, 1.0138822793960571, 1.0134130716323853, 1.0127346515655518, 1.01204514503479, 0.9918125867843628, 0.9840300679206848, 0.9663546681404114, 0.9549972414970398, 0.9500348567962646, 0.9490561485290527, 0.9488721489906311, 0.9420515298843384, 0.9403825998306274, 0.9359340071678162, 0.9348443150520325, 0.9282017946243286, 0.9236897826194763, 0.9222438335418701, 0.9197560548782349, 0.9195298552513123, 0.9155327677726746, 0.9093663096427917, 0.9072896838188171, 0.9039949178695679, 0.9039129018783569, 0.902487576007843, 0.9000702500343323, 0.8897855877876282, 0.878258466720581, 0.8727832436561584, 0.8700548410415649, 0.8667095899581909, 0.8657848238945007, 0.8633957505226135, 0.8628774285316467, 0.8575951457023621, 0.856911838054657, 0.8564443588256836, 0.8538071513175964, 0.8537557125091553, 0.8531759977340698, 0.8468701839447021, 0.8447481989860535, 0.841227114200592, 0.8403356075286865, 0.8374959230422974, 0.8374916315078735, 0.8349403738975525, 0.8328425288200378, 0.8323524594306946, 0.8317562341690063, 0.8303332924842834, 0.8292097449302673, 0.823581874370575, 0.8235327005386353, 0.8228217959403992, 0.8226858973503113, 0.8218558430671692, 0.8199576139450073, 0.8186036348342896, 0.8160099983215332, 0.8114237785339355, 0.8108103275299072, 0.8104678392410278, 0.8086026906967163, 0.8077992796897888, 0.8058772087097168, 0.8057981729507446, 0.8051850199699402, 0.805081844329834, 0.8041328191757202, 0.8040467500686646, 0.8039039373397827, 0.8037769794464111, 0.8033497929573059, 0.8032225966453552, 0.8029553890228271, 0.8020565509796143, 0.8020496368408203, 0.7998899817466736, 0.7981599569320679, 0.7972571849822998, 0.7972047328948975, 0.7971962094306946, 0.7965240478515625, 0.7959598898887634, 0.7929214239120483, 0.7927730083465576, 0.7924950122833252, 0.7910776734352112, 0.7904024124145508, 0.790367603302002, 0.7898646593093872, 0.7887426018714905, 0.7887020707130432, 0.7875896692276001, 0.787018358707428, 0.7868236899375916, 0.786401629447937, 0.7862936854362488, 0.7854490280151367, 0.7850341796875, 0.7848705649375916, 0.7820374369621277, 0.7817009687423706, 0.7815451622009277, 0.7813447713851929, 0.78061443567276, 0.7805137038230896, 0.7804181575775146, 0.7801184058189392, 0.7799592018127441, 0.779386043548584, 0.7787532210350037, 0.7782644629478455, 0.7765839099884033, 0.7756153345108032, 0.7749454975128174, 0.7749349474906921, 0.7747254371643066, 0.7743103504180908, 0.7732182145118713, 0.7730533480644226, 0.7717238664627075, 0.7712303400039673, 0.7706076502799988, 0.7698919773101807, 0.7694024443626404, 0.7692190408706665, 0.7692097425460815, 0.7690445780754089, 0.7683123350143433, 0.7679774761199951, 0.7679066061973572, 0.7677044868469238, 0.767440140247345, 0.7666922211647034, 0.7658035159111023, 0.76578688621521, 0.7650243043899536, 0.7649165987968445, 0.764737069606781, 0.7642403244972229, 0.7638659477233887, 0.7636142373085022, 0.7614136934280396, 0.7611654996871948, 0.7589481472969055, 0.758626401424408, 0.7580066323280334, 0.7579024434089661, 0.7561213970184326, 0.7529211640357971, 0.7509995102882385, 0.7506875395774841, 0.7504411935806274, 0.7503737211227417, 0.750223696231842, 0.7499070763587952, 0.7492942810058594, 0.7488658428192139, 0.7482109665870667, 0.7478926777839661, 0.7475917339324951, 0.7459885478019714, 0.7455793619155884, 0.745076596736908, 0.7446238398551941, 0.7435804009437561, 0.7429751753807068, 0.7427306175231934, 0.741999089717865, 0.7414781451225281, 0.7397400736808777, 0.7377445697784424, 0.7366170883178711, 0.7360510230064392, 0.7359427213668823, 0.7351298332214355, 0.7326071262359619, 0.7315695285797119, 0.7277002334594727, 0.7275928854942322, 0.7275141477584839, 0.7270775437355042, 0.7270361185073853, 0.7265205979347229, 0.7263225317001343, 0.7231115698814392, 0.721563458442688, 0.7209018468856812, 0.7196479439735413, 0.7183678150177002, 0.7181189060211182, 0.7150876522064209, 0.7130221128463745, 0.7113200426101685, 0.7073945999145508, 0.7051007747650146, 0.7048511505126953, 0.7027352452278137, 0.7018023729324341, 0.7015952467918396, 0.6963395476341248, 0.6939184069633484, 0.6829976439476013, 0.6656274199485779 ], "y": [ 1.1398545503616333, 1.1495511531829834, 1.120883584022522, 1.1026383638381958, 1.100101113319397, 1.1221598386764526, 1.0821164846420288, 1.082432746887207, 1.0884535312652588, 1.0658937692642212, 1.0813205242156982, 1.0670405626296997, 1.0662565231323242, 1.0534793138504028, 1.0512685775756836, 1.0397781133651733, 1.046347737312317, 1.0528236627578735, 1.035799264907837, 1.0402209758758545, 1.0359885692596436, 1.0369948148727417, 1.0805543661117554, 1.0261199474334717, 1.0384196043014526, 1.0171656608581543, 1.0282100439071655, 0.9919297695159912, 0.9885125756263733, 0.9824002981185913, 0.9824002981185913, 0.9522528648376465, 0.9831452369689941, 0.9548163414001465, 0.9561391472816467, 0.9437015652656555, 0.9477912187576294, 0.9353674650192261, 1.002000093460083, 0.9319160580635071, 0.9305680394172668, 0.972639262676239, 0.9665306210517883, 0.9352570176124573, 0.919433057308197, 0.9372785687446594, 0.9107900857925415, 0.9305680394172668, 0.911851167678833, 0.9728356599807739, 0.892011821269989, 0.9000870585441589, 0.89543217420578, 0.8837409615516663, 0.8684147596359253, 0.8734197616577148, 0.8732627630233765, 0.8657863140106201, 0.8645119071006775, 0.8777445554733276, 0.8691133856773376, 0.866762101650238, 0.8579154014587402, 0.876008152961731, 0.8940072059631348, 0.8645119071006775, 0.8449200987815857, 0.8626434206962585, 0.843726634979248, 0.8833937644958496, 0.8406593203544617, 0.8539173603057861, 1.0230978727340698, 0.8386569023132324, 0.8347062468528748, 0.9009516835212708, 0.8417347073554993, 0.8397042155265808, 0.8233368396759033, 0.8340523838996887, 0.856695830821991, 0.8212619423866272, 0.8209049701690674, 0.843315839767456, 0.8137536644935608, 0.8129281401634216, 0.8278856873512268, 0.8379771113395691, 0.8421241641044617, 0.8497995734214783, 0.8231207728385925, 0.8137725591659546, 0.8234243988990784, 0.8445735573768616, 0.8320651650428772, 0.8221583366394043, 0.8433958292007446, 0.8140295743942261, 0.8436307907104492, 0.844372570514679, 0.802086353302002, 0.8301199078559875, 0.8564872145652771, 0.8361887335777283, 0.8284239768981934, 0.8198108077049255, 0.8477180004119873, 0.8477123975753784, 0.8027465343475342, 0.8231207728385925, 0.8181650042533875, 0.7944345474243164, 0.7972664833068848, 0.8328329920768738, 0.8637745976448059, 0.8061821460723877, 0.8056191205978394, 0.8147608041763306, 0.7954601049423218, 0.806420087814331, 0.8229483962059021, 0.7893049120903015, 0.8238267302513123, 0.8290513753890991, 0.786014974117279, 0.8252273201942444, 0.846229612827301, 0.8353790640830994, 0.8253260254859924, 0.8121033906936646, 0.8603548407554626, 0.8174796104431152, 0.7894960045814514, 0.7816093564033508, 0.7819560170173645, 0.8016446828842163, 0.8310288190841675, 0.8067808151245117, 0.7910135984420776, 0.8438284397125244, 0.8169329762458801, 0.8088463544845581, 0.7797421813011169, 0.8157221078872681, 0.8080191016197205, 0.7993122935295105, 0.7749678492546082, 0.8009549975395203, 0.7921320199966431, 0.7792917490005493, 0.798215389251709, 0.7728015780448914, 0.7768628597259521, 0.7732082009315491, 0.7689574956893921, 0.7836369872093201, 0.8370497822761536, 0.7694825530052185, 0.7771092057228088, 0.8096933960914612, 0.7973901629447937, 0.781590461730957, 0.7921320199966431, 1.1243456602096558, 0.7710579633712769, 0.7896232604980469, 0.7788174152374268, 0.8034924268722534, 0.8037731051445007, 0.7617979049682617, 0.8035972118377686, 0.7799579501152039, 0.809532105922699, 0.7800734639167786, 0.7636687159538269, 0.7618745565414429, 0.796497106552124, 0.7698948979377747, 0.7981055974960327, 0.7952239513397217, 0.7593339681625366, 0.7742981314659119, 0.782088041305542, 0.8014056086540222, 0.7572492957115173, 0.7821158766746521, 0.7947242856025696, 0.7717359066009521, 0.7731700539588928, 0.76884526014328, 0.8110010027885437, 0.7589309811592102, 0.7470512390136719, 0.7582915425300598, 0.8056473135948181, 0.7481809854507446, 0.7859956622123718, 0.8160152435302734, 0.7602854371070862, 0.8050186634063721, 0.7400537729263306, 0.7751531600952148, 0.7670696973800659, 0.7509781718254089, 0.7853220105171204, 0.7626252770423889, 0.7357504367828369, 0.763322114944458, 0.7282597422599792, 0.755042552947998, 0.7269423007965088, 0.7550780773162842, 0.7750048041343689, 0.7432917952537537, 0.7259958386421204, 0.7721100449562073, 0.7194170951843262, 0.7388222813606262, 0.7448892593383789, 0.757975697517395, 0.741344690322876, 0.7258405685424805, 0.7383606433868408, 0.7228668332099915, 0.742135226726532, 0.7217757105827332, 0.7486839294433594, 0.7131738662719727, 0.6903668642044067, 0.6818438768386841 ] }, { "hoverinfo": "text", "hovertext": [ "(1.178681492805481, 1.1809449195861816)", "(1.1779088973999023, 1.1819522380828857)", "(1.1690385341644287, 1.169978141784668)", "(1.1673718690872192, 1.1743981838226318)", "(1.157760739326477, 1.1584793329238892)", "(1.1534667015075684, 1.1641979217529297)", "(1.1530883312225342, 1.164443016052246)", "(1.1467427015304565, 1.1500869989395142)", "(1.1450035572052002, 1.164443016052246)", "(1.1376371383666992, 1.147153615951538)", "(1.1352397203445435, 1.1392663717269897)", "(1.1346527338027954, 1.1376725435256958)", "(1.1325236558914185, 1.1461888551712036)", "(1.1289116144180298, 1.1342285871505737)", "(1.127137303352356, 1.1319910287857056)", "(1.1252609491348267, 1.1448990106582642)", "(1.1236982345581055, 1.1259701251983643)", "(1.1205341815948486, 1.1234562397003174)", "(1.117256999015808, 1.1293141841888428)", "(1.1142977476119995, 1.1164414882659912)", "(1.1142977476119995, 1.1163126230239868)", "(1.1116327047348022, 1.118028998374939)", "(1.103198528289795, 1.104454755783081)", "(1.100101113319397, 1.1186505556106567)", "(1.0969336032867432, 1.1087416410446167)", "(1.0917952060699463, 1.0937379598617554)", "(1.091322898864746, 1.099510908126831)", "(1.0899814367294312, 1.0970652103424072)", "(1.0889472961425781, 1.0954475402832031)", "(1.0874501466751099, 1.0950390100479126)", "(1.086808204650879, 1.091799020767212)", "(1.0855458974838257, 1.086808204650879)", "(1.0839464664459229, 1.0876309871673584)", "(1.082432746887207, 1.086808204650879)", "(1.0730959177017212, 1.0804989337921143)", "(1.073053002357483, 1.0795230865478516)", "(1.069391131401062, 1.0773742198944092)", "(1.0552124977111816, 1.0597132444381714)", "(1.0547993183135986, 1.0595673322677612)", "(1.0466053485870361, 1.0501127243041992)", "(1.02785325050354, 1.031196117401123)", "(1.0274691581726074, 1.0480921268463135)", "(1.0121302604675293, 1.0201431512832642)", "(0.9961504340171814, 1.002393126487732)", "(0.9948680400848389, 1.013482689857483)", "(0.9909092783927917, 0.9938891530036926)", "(0.9798605442047119, 0.9910584688186646)", "(0.9512031078338623, 0.9655037522315979)", "(0.9238026142120361, 0.936320960521698)", "(0.9161489009857178, 0.9215409755706787)", "(0.9038110971450806, 0.9059453010559082)", "(0.885871946811676, 0.9011061787605286)", "(0.885871946811676, 0.8878598213195801)", "(0.8416445255279541, 0.8420220017433167)", "(0.8385274410247803, 0.8409730195999146)", "(0.8344836831092834, 0.8358853459358215)", "(0.8337116241455078, 0.8413768410682678)", "(0.8291555047035217, 0.836725115776062)", "(0.8269469141960144, 0.8301652073860168)", "(0.8243327140808105, 0.8421038389205933)" ], "mode": "markers", "name": "H3", "type": "scatter", "x": [ 1.178681492805481, 1.1779088973999023, 1.1690385341644287, 1.1673718690872192, 1.157760739326477, 1.1534667015075684, 1.1530883312225342, 1.1467427015304565, 1.1450035572052002, 1.1376371383666992, 1.1352397203445435, 1.1346527338027954, 1.1325236558914185, 1.1289116144180298, 1.127137303352356, 1.1252609491348267, 1.1236982345581055, 1.1205341815948486, 1.117256999015808, 1.1142977476119995, 1.1142977476119995, 1.1116327047348022, 1.103198528289795, 1.100101113319397, 1.0969336032867432, 1.0917952060699463, 1.091322898864746, 1.0899814367294312, 1.0889472961425781, 1.0874501466751099, 1.086808204650879, 1.0855458974838257, 1.0839464664459229, 1.082432746887207, 1.0730959177017212, 1.073053002357483, 1.069391131401062, 1.0552124977111816, 1.0547993183135986, 1.0466053485870361, 1.02785325050354, 1.0274691581726074, 1.0121302604675293, 0.9961504340171814, 0.9948680400848389, 0.9909092783927917, 0.9798605442047119, 0.9512031078338623, 0.9238026142120361, 0.9161489009857178, 0.9038110971450806, 0.885871946811676, 0.885871946811676, 0.8416445255279541, 0.8385274410247803, 0.8344836831092834, 0.8337116241455078, 0.8291555047035217, 0.8269469141960144, 0.8243327140808105 ], "y": [ 1.1809449195861816, 1.1819522380828857, 1.169978141784668, 1.1743981838226318, 1.1584793329238892, 1.1641979217529297, 1.164443016052246, 1.1500869989395142, 1.164443016052246, 1.147153615951538, 1.1392663717269897, 1.1376725435256958, 1.1461888551712036, 1.1342285871505737, 1.1319910287857056, 1.1448990106582642, 1.1259701251983643, 1.1234562397003174, 1.1293141841888428, 1.1164414882659912, 1.1163126230239868, 1.118028998374939, 1.104454755783081, 1.1186505556106567, 1.1087416410446167, 1.0937379598617554, 1.099510908126831, 1.0970652103424072, 1.0954475402832031, 1.0950390100479126, 1.091799020767212, 1.086808204650879, 1.0876309871673584, 1.086808204650879, 1.0804989337921143, 1.0795230865478516, 1.0773742198944092, 1.0597132444381714, 1.0595673322677612, 1.0501127243041992, 1.031196117401123, 1.0480921268463135, 1.0201431512832642, 1.002393126487732, 1.013482689857483, 0.9938891530036926, 0.9910584688186646, 0.9655037522315979, 0.936320960521698, 0.9215409755706787, 0.9059453010559082, 0.9011061787605286, 0.8878598213195801, 0.8420220017433167, 0.8409730195999146, 0.8358853459358215, 0.8413768410682678, 0.836725115776062, 0.8301652073860168, 0.8421038389205933 ] } ], "layout": { "height": 500, "plot_bgcolor": "white", "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Vietoris-Rips Persistence Diagram, final representation" }, "width": 500, "xaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.023639044761657714, 1.2055912828445434 ], "showexponent": "all", "showline": true, "side": "bottom", "ticks": "outside", "title": { "text": "Birth" }, "type": "linear", "zeroline": true }, "yaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.023639044761657714, 1.2055912828445434 ], "scaleanchor": "x", "scaleratio": 1, "showexponent": "all", "showline": true, "side": "left", "ticks": "outside", "title": { "text": "Death" }, "type": "linear", "zeroline": true } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_rep_final = plot_diagram(\n", " vr_diagrams[-6],\n", " plotly_params={\"title\": \"Vietoris-Rips Persistence Diagram, final representation\"},\n", ")\n", "fig_rep_final.update_layout(\n", " title=\"Vietoris-Rips Persistence Diagram, final representation\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute pairwise topological distance (\"landscape\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "landscape_PD = PairwiseDistance(metric=\"landscape\", n_jobs=-1)\n", "\n", "landscape_distance = landscape_PD.fit_transform(vr_diagrams)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "landscape_distance_to_circle = landscape_distance[-5, :-5]\n", "landscape_distance_to_sphere = landscape_distance[-4, :-5]\n", "landscape_distance_to_torus = landscape_distance[-3, :-5]\n", "landscape_distance_to_sphere3 = landscape_distance[-2, :-5]\n", "landscape_distance_to_torus3 = landscape_distance[-1, :-5]\n", "plt.plot(epochs[:-1], landscape_distance_to_circle, \"o-\", label=\"1-sphere\")\n", "plt.plot(epochs[:-1], landscape_distance_to_sphere, \"o-\", label=\"2-sphere\")\n", "plt.plot(epochs[:-1], landscape_distance_to_sphere3, \"o-\", label=\"3-sphere\")\n", "plt.plot(epochs[:-1], landscape_distance_to_torus, \"o-\", label=\"2-torus\")\n", "plt.plot(epochs[:-1], landscape_distance_to_torus3, \"o-\", label=\"3-torus\")\n", "plt.xlabel(\"Training Epoch\")\n", "plt.ylabel(\"Landscape Distance\")\n", "plt.title(\"Topological Distance of RNN Representation to reference topologies\")\n", "plt.grid()\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "norm_landscape_distance_to_circle = (\n", " landscape_distance_to_circle - np.min(landscape_distance_to_circle)\n", ") / (np.max(landscape_distance_to_circle) - np.min(landscape_distance_to_circle))\n", "\n", "norm_landscape_distance_to_sphere = (\n", " landscape_distance_to_sphere - np.min(landscape_distance_to_sphere)\n", ") / (np.max(landscape_distance_to_sphere) - np.min(landscape_distance_to_sphere))\n", "\n", "norm_landscape_distance_to_sphere3 = (\n", " landscape_distance_to_sphere3 - np.min(landscape_distance_to_sphere3)\n", ") / (np.max(landscape_distance_to_sphere3) - np.min(landscape_distance_to_sphere3))\n", "\n", "norm_landscape_distance_to_torus = (\n", " landscape_distance_to_torus - np.min(landscape_distance_to_torus)\n", ") / (np.max(landscape_distance_to_torus) - np.min(landscape_distance_to_torus))\n", "\n", "norm_landscape_distance_to_torus3 = (\n", " landscape_distance_to_torus3 - np.min(landscape_distance_to_torus3)\n", ") / (np.max(landscape_distance_to_torus3) - np.min(landscape_distance_to_torus3))\n", "\n", "plt.plot(epochs, norm_landscape_distance_to_circle, \"o-\", label=\"1-sphere\")\n", "plt.plot(epochs, norm_landscape_distance_to_sphere, \"o-\", label=\"2-sphere\")\n", "plt.plot(epochs, norm_landscape_distance_to_sphere3, \"o-\", label=\"3-sphere\")\n", "plt.plot(epochs, norm_landscape_distance_to_torus, \"o-\", label=\"2-torus\")\n", "plt.plot(epochs, norm_landscape_distance_to_torus3, \"o-\", label=\"3-torus\")\n", "plt.xlabel(\"Training Epoch\")\n", "plt.ylabel(\"Normalized Landscape Distance\")\n", "plt.title(\"Topological Distance of RNN Representation to reference topologies\")\n", "plt.grid()\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "landscape_distance_to_torus_diff = (\n", " np.diff(landscape_distance_to_torus) / landscape_distance_to_torus[:-1]\n", ")\n", "landscape_distance_to_torus3_diff = (\n", " np.diff(landscape_distance_to_torus3) / landscape_distance_to_torus3[:-1]\n", ")\n", "landscape_distance_to_sphere_diff = (\n", " np.diff(landscape_distance_to_sphere) / landscape_distance_to_sphere[:-1]\n", ")\n", "landscape_distance_to_sphere3_diff = (\n", " np.diff(landscape_distance_to_sphere3) / landscape_distance_to_sphere3[:-1]\n", ")\n", "landscape_distance_to_circle_diff = (\n", " np.diff(landscape_distance_to_circle) / landscape_distance_to_circle[:-1]\n", ")\n", "\n", "loss_diff = np.diff(loss_normalized) / loss_aggregated[:-1]\n", "\n", "plt.plot(epochs[1:], landscape_distance_to_torus_diff, \"o-\", label=\"2-torus\")\n", "plt.plot(epochs[1:], landscape_distance_to_torus3_diff, \"o-\", label=\"3-torus\")\n", "plt.plot(epochs[1:], landscape_distance_to_sphere_diff, \"o-\", label=\"2-sphere\")\n", "plt.plot(epochs[1:], landscape_distance_to_sphere3_diff, \"o-\", label=\"3-sphere\")\n", "plt.plot(epochs[1:], landscape_distance_to_circle_diff, \"o-\", label=\"1-sphere\")\n", "plt.plot(np.linspace(0, 99, 99), 10 * loss_diff, \"o-\", label=\"Training Loss\", alpha=0.5)\n", "plt.xlabel(\"Training Epoch\")\n", "plt.ylabel(\"Time Derivative of Landscape Distance /Loss\")\n", "plt.legend()\n", "plt.title(\"Time Derivative of Landscape Distance / Loss\")\n", "plt.grid();" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "error_normalized = (error - np.min(error)) / (np.max(error) - np.min(error))\n", "loss_normalized = (loss_aggregated - np.min(loss_aggregated)) / (\n", " np.max(loss_aggregated) - np.min(loss_aggregated)\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(epochs, error_normalized, \"o-\", label=\"Topological Distance\")\n", "plt.plot(np.linspace(0, 100, 100), loss_normalized, \"o-\", alpha=0.5, label=\"Loss\")\n", "plt.xlabel(\"Training Epoch\")\n", "plt.ylabel(\"Topological Distance of Representation to 2-torus\")\n", "plt.title(\"Topological Distance of RNN Representation to 2-Torus\")\n", "plt.grid()\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "none", "line": { "color": "black", "dash": "dash", "width": 1 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ -0.02608691692352295, 1.3304327630996704 ], "y": [ -0.02608691692352295, 1.3304327630996704 ] }, { "hoverinfo": "text", "hovertext": [ "(0.0, 0.23536206781864166)", "(0.0, 0.2683974802494049)", "(0.0, 0.27463242411613464)", "(0.0, 0.2776990234851837)", "(0.0, 0.2803710699081421)", "(0.0, 0.28998228907585144)", "(0.0, 0.3063465356826782)", "(0.0, 0.3085470497608185)", "(0.0, 0.3175886571407318)", "(0.0, 0.32006651163101196)", "(0.0, 0.3308650553226471)", "(0.0, 0.33090630173683167)", "(0.0, 0.33524638414382935)", "(0.0, 0.33772745728492737)", "(0.0, 0.3377986550331116)", "(0.0, 0.33988887071609497)", "(0.0, 0.34047964215278625)", "(0.0, 0.3414938747882843)", "(0.0, 0.34303125739097595)", "(0.0, 0.343318909406662)", "(0.0, 0.34363922476768494)", "(0.0, 0.34698814153671265)", "(0.0, 0.34782275557518005)", "(0.0, 0.3484884798526764)", "(0.0, 0.349278062582016)", "(0.0, 0.35061392188072205)", "(0.0, 0.3528852164745331)", "(0.0, 0.3543679416179657)", "(0.0, 0.35468947887420654)", "(0.0, 0.3604896068572998)", "(0.0, 0.3642992079257965)", "(0.0, 0.3644491732120514)", "(0.0, 0.36478981375694275)", "(0.0, 0.3657658100128174)", "(0.0, 0.36627545952796936)", "(0.0, 0.36651986837387085)", "(0.0, 0.36750951409339905)", "(0.0, 0.3694174289703369)", "(0.0, 0.37032002210617065)", "(0.0, 0.37284231185913086)", "(0.0, 0.37439027428627014)", "(0.0, 0.37519627809524536)", "(0.0, 0.37533295154571533)", "(0.0, 0.3755972385406494)", "(0.0, 0.37592989206314087)", "(0.0, 0.37699735164642334)", "(0.0, 0.3771766424179077)", "(0.0, 0.3773331046104431)", "(0.0, 0.37799933552742004)", "(0.0, 0.3788948357105255)", "(0.0, 0.37985971570014954)", "(0.0, 0.3799697160720825)", "(0.0, 0.38023391366004944)", "(0.0, 0.3811575770378113)", "(0.0, 0.38155993819236755)", "(0.0, 0.3817782402038574)", "(0.0, 0.3832227289676666)", "(0.0, 0.38473567366600037)", "(0.0, 0.385062038898468)", "(0.0, 0.3865812122821808)", "(0.0, 0.386873722076416)", "(0.0, 0.38687771558761597)", "(0.0, 0.38787052035331726)", "(0.0, 0.3878852427005768)", "(0.0, 0.38827401399612427)", "(0.0, 0.38864317536354065)", "(0.0, 0.38921719789505005)", "(0.0, 0.3898763954639435)", "(0.0, 0.3899964988231659)", "(0.0, 0.3907006084918976)", "(0.0, 0.39078518748283386)", "(0.0, 0.3913848102092743)", "(0.0, 0.3925315737724304)", "(0.0, 0.39265647530555725)", "(0.0, 0.3927061855792999)", "(0.0, 0.3943800926208496)", "(0.0, 0.3958716094493866)", "(0.0, 0.39619550108909607)", "(0.0, 0.39676252007484436)", "(0.0, 0.397052139043808)", "(0.0, 0.39884674549102783)", "(0.0, 0.39938676357269287)", "(0.0, 0.3995351791381836)", "(0.0, 0.40064266324043274)", "(0.0, 0.40087461471557617)", "(0.0, 0.40137022733688354)", "(0.0, 0.4015120565891266)", "(0.0, 0.40183502435684204)", "(0.0, 0.4020732641220093)", "(0.0, 0.40216702222824097)", "(0.0, 0.40347713232040405)", "(0.0, 0.4041094481945038)", "(0.0, 0.40440672636032104)", "(0.0, 0.4056793451309204)", "(0.0, 0.40570908784866333)", "(0.0, 0.4063345193862915)", "(0.0, 0.4068363606929779)", "(0.0, 0.40713387727737427)", "(0.0, 0.40772560238838196)", "(0.0, 0.4078438878059387)", "(0.0, 0.408005028963089)", "(0.0, 0.40918615460395813)", "(0.0, 0.40939944982528687)", "(0.0, 0.41045281291007996)", "(0.0, 0.4104914367198944)", "(0.0, 0.4122806787490845)", "(0.0, 0.4129384756088257)", "(0.0, 0.41328781843185425)", "(0.0, 0.4134681522846222)", "(0.0, 0.41367778182029724)", "(0.0, 0.4136820435523987)", "(0.0, 0.41375869512557983)", "(0.0, 0.41419756412506104)", "(0.0, 0.4160369634628296)", "(0.0, 0.41685783863067627)", "(0.0, 0.4169304072856903)", "(0.0, 0.4169718623161316)", "(0.0, 0.41720113158226013)", "(0.0, 0.41720327734947205)", "(0.0, 0.41762399673461914)", "(0.0, 0.417683482170105)", "(0.0, 0.4181532561779022)", "(0.0, 0.41827285289764404)", "(0.0, 0.41831111907958984)", "(0.0, 0.42060184478759766)", "(0.0, 0.4206138849258423)", "(0.0, 0.420894980430603)", "(0.0, 0.42169615626335144)", "(0.0, 0.4220989942550659)", "(0.0, 0.42222657799720764)", "(0.0, 0.4222416579723358)", "(0.0, 0.42243313789367676)", "(0.0, 0.42255425453186035)", "(0.0, 0.4232656955718994)", "(0.0, 0.42374446988105774)", "(0.0, 0.4237685203552246)", "(0.0, 0.4246405065059662)", "(0.0, 0.4250630736351013)", "(0.0, 0.42508646845817566)", "(0.0, 0.42554864287376404)", "(0.0, 0.4256582260131836)", "(0.0, 0.4261746406555176)", "(0.0, 0.42651206254959106)", "(0.0, 0.4271620213985443)", "(0.0, 0.4272080361843109)", "(0.0, 0.42766696214675903)", "(0.0, 0.4279172718524933)", "(0.0, 0.4282401502132416)", "(0.0, 0.4283774793148041)", "(0.0, 0.428386926651001)", "(0.0, 0.4291384816169739)", "(0.0, 0.4294072985649109)", "(0.0, 0.4294762909412384)", "(0.0, 0.43019387125968933)", "(0.0, 0.43033090233802795)", "(0.0, 0.4304749369621277)", "(0.0, 0.43198955059051514)", "(0.0, 0.4321187138557434)", "(0.0, 0.4321366250514984)", "(0.0, 0.4322371184825897)", "(0.0, 0.4326392114162445)", "(0.0, 0.43275323510169983)", "(0.0, 0.4332038164138794)", "(0.0, 0.4336807429790497)", "(0.0, 0.43386346101760864)", "(0.0, 0.43408074975013733)", "(0.0, 0.43457910418510437)", "(0.0, 0.4346756637096405)", "(0.0, 0.4348519444465637)", "(0.0, 0.4351694583892822)", "(0.0, 0.4352390170097351)", "(0.0, 0.43552514910697937)", "(0.0, 0.4360467493534088)", "(0.0, 0.43607771396636963)", "(0.0, 0.4362678527832031)", "(0.0, 0.4368026852607727)", "(0.0, 0.4368693232536316)", "(0.0, 0.43789392709732056)", "(0.0, 0.4384961426258087)", "(0.0, 0.438977986574173)", "(0.0, 0.4393218457698822)", "(0.0, 0.43963027000427246)", "(0.0, 0.4398266673088074)", "(0.0, 0.44018328189849854)", "(0.0, 0.44134530425071716)", "(0.0, 0.44184809923171997)", "(0.0, 0.44222429394721985)", "(0.0, 0.442659854888916)", "(0.0, 0.44295239448547363)", "(0.0, 0.44310417771339417)", "(0.0, 0.44323495030403137)", "(0.0, 0.4440697431564331)", "(0.0, 0.4446827471256256)", "(0.0, 0.44494807720184326)", "(0.0, 0.44722476601600647)", "(0.0, 0.44769352674484253)", "(0.0, 0.4477214217185974)", "(0.0, 0.4477756917476654)", "(0.0, 0.4477764368057251)", "(0.0, 0.44823771715164185)", "(0.0, 0.44882065057754517)", "(0.0, 0.4497222900390625)", "(0.0, 0.44986405968666077)", "(0.0, 0.4503435492515564)", "(0.0, 0.4508688449859619)", "(0.0, 0.45096203684806824)", "(0.0, 0.4519043564796448)", "(0.0, 0.4522094428539276)", "(0.0, 0.4528353810310364)", "(0.0, 0.4539736211299896)", "(0.0, 0.4547290802001953)", "(0.0, 0.45554861426353455)", "(0.0, 0.4557272791862488)", "(0.0, 0.455727756023407)", "(0.0, 0.45605266094207764)", "(0.0, 0.45640403032302856)", "(0.0, 0.457099586725235)", "(0.0, 0.45753756165504456)", "(0.0, 0.45767149329185486)", "(0.0, 0.4583631753921509)", "(0.0, 0.4583641588687897)", "(0.0, 0.45839983224868774)", "(0.0, 0.45860955119132996)", "(0.0, 0.4593474864959717)", "(0.0, 0.4599941074848175)", "(0.0, 0.460269033908844)", "(0.0, 0.4605651795864105)", "(0.0, 0.4606174826622009)", "(0.0, 0.460645467042923)", "(0.0, 0.46072500944137573)", "(0.0, 0.46174633502960205)", "(0.0, 0.4617672860622406)", "(0.0, 0.46262308955192566)", "(0.0, 0.4627380073070526)", "(0.0, 0.4629400372505188)", "(0.0, 0.46315938234329224)", "(0.0, 0.46349120140075684)", "(0.0, 0.4640398323535919)", "(0.0, 0.4640856683254242)", "(0.0, 0.46409285068511963)", "(0.0, 0.46412393450737)", "(0.0, 0.4649105668067932)", "(0.0, 0.464987576007843)", "(0.0, 0.46536052227020264)", "(0.0, 0.46585825085639954)", "(0.0, 0.4659046232700348)", "(0.0, 0.46746399998664856)", "(0.0, 0.4676089882850647)", "(0.0, 0.46771490573883057)", "(0.0, 0.4678153395652771)", "(0.0, 0.46938347816467285)", "(0.0, 0.46949267387390137)", "(0.0, 0.47010552883148193)", "(0.0, 0.47030481696128845)", "(0.0, 0.4705296456813812)", "(0.0, 0.4705743193626404)", "(0.0, 0.4715038537979126)", "(0.0, 0.47157391905784607)", "(0.0, 0.47252553701400757)", "(0.0, 0.4728499948978424)", "(0.0, 0.47386834025382996)", "(0.0, 0.4748367667198181)", "(0.0, 0.4749809801578522)", "(0.0, 0.4757708013057709)", "(0.0, 0.4757930040359497)", "(0.0, 0.4761253595352173)", "(0.0, 0.4762499928474426)", "(0.0, 0.4763578176498413)", "(0.0, 0.47803249955177307)", "(0.0, 0.47830647230148315)", "(0.0, 0.4784564673900604)", "(0.0, 0.47936296463012695)", "(0.0, 0.47989779710769653)", "(0.0, 0.4801865816116333)", "(0.0, 0.48023390769958496)", "(0.0, 0.48090454936027527)", "(0.0, 0.4834078252315521)", "(0.0, 0.4847092032432556)", "(0.0, 0.48476266860961914)", "(0.0, 0.48665472865104675)", "(0.0, 0.4868766665458679)", "(0.0, 0.4870418906211853)", "(0.0, 0.4889064133167267)", "(0.0, 0.4898529648780823)", "(0.0, 0.49091973900794983)", "(0.0, 0.4922514259815216)", "(0.0, 0.49233391880989075)", "(0.0, 0.49270591139793396)", "(0.0, 0.4932861626148224)", "(0.0, 0.4937865734100342)", "(0.0, 0.4946288466453552)", "(0.0, 0.49690544605255127)", "(0.0, 0.4970005750656128)", "(0.0, 0.49802911281585693)", "(0.0, 0.49819281697273254)", "(0.0, 0.4982737600803375)", "(0.0, 0.5000072717666626)", "(0.0, 0.5000278949737549)", "(0.0, 0.501244843006134)", "(0.0, 0.5014119744300842)", "(0.0, 0.5014296174049377)", "(0.0, 0.5035579204559326)", "(0.0, 0.5037595629692078)", "(0.0, 0.5039900541305542)", "(0.0, 0.5043324828147888)", "(0.0, 0.5045620203018188)", "(0.0, 0.5046887397766113)", "(0.0, 0.5051784515380859)", "(0.0, 0.5058016777038574)", "(0.0, 0.50602787733078)", "(0.0, 0.5069609880447388)", "(0.0, 0.5070547461509705)", "(0.0, 0.5074565410614014)", "(0.0, 0.507484495639801)", "(0.0, 0.507941722869873)", "(0.0, 0.5085532069206238)", "(0.0, 0.5091787576675415)", "(0.0, 0.5100325345993042)", "(0.0, 0.5102866888046265)", "(0.0, 0.5110929012298584)", "(0.0, 0.5112889409065247)", "(0.0, 0.5123660564422607)", "(0.0, 0.5128977298736572)", "(0.0, 0.5129676461219788)", "(0.0, 0.5145285129547119)", "(0.0, 0.5157772898674011)", "(0.0, 0.5172126889228821)", "(0.0, 0.5174061059951782)", "(0.0, 0.5195195078849792)", "(0.0, 0.519705593585968)", "(0.0, 0.5198250412940979)", "(0.0, 0.5201500058174133)", "(0.0, 0.5209786891937256)", "(0.0, 0.5216379761695862)", "(0.0, 0.5218259692192078)", "(0.0, 0.5220018625259399)", "(0.0, 0.5229445099830627)", "(0.0, 0.5229576230049133)", "(0.0, 0.5233806371688843)", "(0.0, 0.5240318179130554)", "(0.0, 0.5246372222900391)", "(0.0, 0.5246597528457642)", "(0.0, 0.5259119868278503)", "(0.0, 0.5259849429130554)", "(0.0, 0.5271744728088379)", "(0.0, 0.527185320854187)", "(0.0, 0.5299976468086243)", "(0.0, 0.5307174324989319)", "(0.0, 0.5308553576469421)", "(0.0, 0.531702995300293)", "(0.0, 0.5334659218788147)", "(0.0, 0.5357807278633118)", "(0.0, 0.5380893349647522)", "(0.0, 0.5383383631706238)", "(0.0, 0.5390202403068542)", "(0.0, 0.5410803556442261)", "(0.0, 0.5419284701347351)", "(0.0, 0.5420481562614441)", "(0.0, 0.543109655380249)", "(0.0, 0.5436893701553345)", "(0.0, 0.5452234148979187)", "(0.0, 0.5452636480331421)", "(0.0, 0.5461746454238892)", "(0.0, 0.5462577939033508)", "(0.0, 0.5491909980773926)", "(0.0, 0.5499889254570007)", "(0.0, 0.5500218272209167)", "(0.0, 0.5519444346427917)", "(0.0, 0.5531582832336426)", "(0.0, 0.5555852055549622)", "(0.0, 0.5597134232521057)", "(0.0, 0.5613341331481934)", "(0.0, 0.5615297555923462)", "(0.0, 0.5626055598258972)", "(0.0, 0.5636042356491089)", "(0.0, 0.5643802285194397)", "(0.0, 0.5649690628051758)", "(0.0, 0.5672030448913574)", "(0.0, 0.567584753036499)", "(0.0, 0.5701072216033936)", "(0.0, 0.5702424645423889)", "(0.0, 0.5736060738563538)", "(0.0, 0.5737968683242798)", "(0.0, 0.5756731033325195)", "(0.0, 0.5759657025337219)", "(0.0, 0.5805898904800415)", "(0.0, 0.586757481098175)", "(0.0, 0.5872756242752075)", "(0.0, 0.5878530740737915)", "(0.0, 0.5892360806465149)", "(0.0, 0.592735230922699)", "(0.0, 0.5952036380767822)", "(0.0, 0.5972844958305359)", "(0.0, 0.5974360704421997)", "(0.0, 0.599533200263977)", "(0.0, 0.6004992127418518)", "(0.0, 0.6063603758811951)", "(0.0, 0.620191752910614)", "(0.0, 0.6225823760032654)" ], "mode": "markers", "name": "H0", "type": "scatter", "x": [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], "y": [ 0.23536206781864166, 0.2683974802494049, 0.27463242411613464, 0.2776990234851837, 0.2803710699081421, 0.28998228907585144, 0.3063465356826782, 0.3085470497608185, 0.3175886571407318, 0.32006651163101196, 0.3308650553226471, 0.33090630173683167, 0.33524638414382935, 0.33772745728492737, 0.3377986550331116, 0.33988887071609497, 0.34047964215278625, 0.3414938747882843, 0.34303125739097595, 0.343318909406662, 0.34363922476768494, 0.34698814153671265, 0.34782275557518005, 0.3484884798526764, 0.349278062582016, 0.35061392188072205, 0.3528852164745331, 0.3543679416179657, 0.35468947887420654, 0.3604896068572998, 0.3642992079257965, 0.3644491732120514, 0.36478981375694275, 0.3657658100128174, 0.36627545952796936, 0.36651986837387085, 0.36750951409339905, 0.3694174289703369, 0.37032002210617065, 0.37284231185913086, 0.37439027428627014, 0.37519627809524536, 0.37533295154571533, 0.3755972385406494, 0.37592989206314087, 0.37699735164642334, 0.3771766424179077, 0.3773331046104431, 0.37799933552742004, 0.3788948357105255, 0.37985971570014954, 0.3799697160720825, 0.38023391366004944, 0.3811575770378113, 0.38155993819236755, 0.3817782402038574, 0.3832227289676666, 0.38473567366600037, 0.385062038898468, 0.3865812122821808, 0.386873722076416, 0.38687771558761597, 0.38787052035331726, 0.3878852427005768, 0.38827401399612427, 0.38864317536354065, 0.38921719789505005, 0.3898763954639435, 0.3899964988231659, 0.3907006084918976, 0.39078518748283386, 0.3913848102092743, 0.3925315737724304, 0.39265647530555725, 0.3927061855792999, 0.3943800926208496, 0.3958716094493866, 0.39619550108909607, 0.39676252007484436, 0.397052139043808, 0.39884674549102783, 0.39938676357269287, 0.3995351791381836, 0.40064266324043274, 0.40087461471557617, 0.40137022733688354, 0.4015120565891266, 0.40183502435684204, 0.4020732641220093, 0.40216702222824097, 0.40347713232040405, 0.4041094481945038, 0.40440672636032104, 0.4056793451309204, 0.40570908784866333, 0.4063345193862915, 0.4068363606929779, 0.40713387727737427, 0.40772560238838196, 0.4078438878059387, 0.408005028963089, 0.40918615460395813, 0.40939944982528687, 0.41045281291007996, 0.4104914367198944, 0.4122806787490845, 0.4129384756088257, 0.41328781843185425, 0.4134681522846222, 0.41367778182029724, 0.4136820435523987, 0.41375869512557983, 0.41419756412506104, 0.4160369634628296, 0.41685783863067627, 0.4169304072856903, 0.4169718623161316, 0.41720113158226013, 0.41720327734947205, 0.41762399673461914, 0.417683482170105, 0.4181532561779022, 0.41827285289764404, 0.41831111907958984, 0.42060184478759766, 0.4206138849258423, 0.420894980430603, 0.42169615626335144, 0.4220989942550659, 0.42222657799720764, 0.4222416579723358, 0.42243313789367676, 0.42255425453186035, 0.4232656955718994, 0.42374446988105774, 0.4237685203552246, 0.4246405065059662, 0.4250630736351013, 0.42508646845817566, 0.42554864287376404, 0.4256582260131836, 0.4261746406555176, 0.42651206254959106, 0.4271620213985443, 0.4272080361843109, 0.42766696214675903, 0.4279172718524933, 0.4282401502132416, 0.4283774793148041, 0.428386926651001, 0.4291384816169739, 0.4294072985649109, 0.4294762909412384, 0.43019387125968933, 0.43033090233802795, 0.4304749369621277, 0.43198955059051514, 0.4321187138557434, 0.4321366250514984, 0.4322371184825897, 0.4326392114162445, 0.43275323510169983, 0.4332038164138794, 0.4336807429790497, 0.43386346101760864, 0.43408074975013733, 0.43457910418510437, 0.4346756637096405, 0.4348519444465637, 0.4351694583892822, 0.4352390170097351, 0.43552514910697937, 0.4360467493534088, 0.43607771396636963, 0.4362678527832031, 0.4368026852607727, 0.4368693232536316, 0.43789392709732056, 0.4384961426258087, 0.438977986574173, 0.4393218457698822, 0.43963027000427246, 0.4398266673088074, 0.44018328189849854, 0.44134530425071716, 0.44184809923171997, 0.44222429394721985, 0.442659854888916, 0.44295239448547363, 0.44310417771339417, 0.44323495030403137, 0.4440697431564331, 0.4446827471256256, 0.44494807720184326, 0.44722476601600647, 0.44769352674484253, 0.4477214217185974, 0.4477756917476654, 0.4477764368057251, 0.44823771715164185, 0.44882065057754517, 0.4497222900390625, 0.44986405968666077, 0.4503435492515564, 0.4508688449859619, 0.45096203684806824, 0.4519043564796448, 0.4522094428539276, 0.4528353810310364, 0.4539736211299896, 0.4547290802001953, 0.45554861426353455, 0.4557272791862488, 0.455727756023407, 0.45605266094207764, 0.45640403032302856, 0.457099586725235, 0.45753756165504456, 0.45767149329185486, 0.4583631753921509, 0.4583641588687897, 0.45839983224868774, 0.45860955119132996, 0.4593474864959717, 0.4599941074848175, 0.460269033908844, 0.4605651795864105, 0.4606174826622009, 0.460645467042923, 0.46072500944137573, 0.46174633502960205, 0.4617672860622406, 0.46262308955192566, 0.4627380073070526, 0.4629400372505188, 0.46315938234329224, 0.46349120140075684, 0.4640398323535919, 0.4640856683254242, 0.46409285068511963, 0.46412393450737, 0.4649105668067932, 0.464987576007843, 0.46536052227020264, 0.46585825085639954, 0.4659046232700348, 0.46746399998664856, 0.4676089882850647, 0.46771490573883057, 0.4678153395652771, 0.46938347816467285, 0.46949267387390137, 0.47010552883148193, 0.47030481696128845, 0.4705296456813812, 0.4705743193626404, 0.4715038537979126, 0.47157391905784607, 0.47252553701400757, 0.4728499948978424, 0.47386834025382996, 0.4748367667198181, 0.4749809801578522, 0.4757708013057709, 0.4757930040359497, 0.4761253595352173, 0.4762499928474426, 0.4763578176498413, 0.47803249955177307, 0.47830647230148315, 0.4784564673900604, 0.47936296463012695, 0.47989779710769653, 0.4801865816116333, 0.48023390769958496, 0.48090454936027527, 0.4834078252315521, 0.4847092032432556, 0.48476266860961914, 0.48665472865104675, 0.4868766665458679, 0.4870418906211853, 0.4889064133167267, 0.4898529648780823, 0.49091973900794983, 0.4922514259815216, 0.49233391880989075, 0.49270591139793396, 0.4932861626148224, 0.4937865734100342, 0.4946288466453552, 0.49690544605255127, 0.4970005750656128, 0.49802911281585693, 0.49819281697273254, 0.4982737600803375, 0.5000072717666626, 0.5000278949737549, 0.501244843006134, 0.5014119744300842, 0.5014296174049377, 0.5035579204559326, 0.5037595629692078, 0.5039900541305542, 0.5043324828147888, 0.5045620203018188, 0.5046887397766113, 0.5051784515380859, 0.5058016777038574, 0.50602787733078, 0.5069609880447388, 0.5070547461509705, 0.5074565410614014, 0.507484495639801, 0.507941722869873, 0.5085532069206238, 0.5091787576675415, 0.5100325345993042, 0.5102866888046265, 0.5110929012298584, 0.5112889409065247, 0.5123660564422607, 0.5128977298736572, 0.5129676461219788, 0.5145285129547119, 0.5157772898674011, 0.5172126889228821, 0.5174061059951782, 0.5195195078849792, 0.519705593585968, 0.5198250412940979, 0.5201500058174133, 0.5209786891937256, 0.5216379761695862, 0.5218259692192078, 0.5220018625259399, 0.5229445099830627, 0.5229576230049133, 0.5233806371688843, 0.5240318179130554, 0.5246372222900391, 0.5246597528457642, 0.5259119868278503, 0.5259849429130554, 0.5271744728088379, 0.527185320854187, 0.5299976468086243, 0.5307174324989319, 0.5308553576469421, 0.531702995300293, 0.5334659218788147, 0.5357807278633118, 0.5380893349647522, 0.5383383631706238, 0.5390202403068542, 0.5410803556442261, 0.5419284701347351, 0.5420481562614441, 0.543109655380249, 0.5436893701553345, 0.5452234148979187, 0.5452636480331421, 0.5461746454238892, 0.5462577939033508, 0.5491909980773926, 0.5499889254570007, 0.5500218272209167, 0.5519444346427917, 0.5531582832336426, 0.5555852055549622, 0.5597134232521057, 0.5613341331481934, 0.5615297555923462, 0.5626055598258972, 0.5636042356491089, 0.5643802285194397, 0.5649690628051758, 0.5672030448913574, 0.567584753036499, 0.5701072216033936, 0.5702424645423889, 0.5736060738563538, 0.5737968683242798, 0.5756731033325195, 0.5759657025337219, 0.5805898904800415, 0.586757481098175, 0.5872756242752075, 0.5878530740737915, 0.5892360806465149, 0.592735230922699, 0.5952036380767822, 0.5972844958305359, 0.5974360704421997, 0.599533200263977, 0.6004992127418518, 0.6063603758811951, 0.620191752910614, 0.6225823760032654 ] }, { "hoverinfo": "text", "hovertext": [ "(1.0323184728622437, 1.0341242551803589)", "(1.0205825567245483, 1.0244510173797607)", "(1.0191401243209839, 1.0431970357894897)", "(1.0130385160446167, 1.0397568941116333)", "(1.0049041509628296, 1.0285080671310425)", "(1.001837968826294, 1.0240752696990967)", "(0.9889329075813293, 0.9973627924919128)", "(0.9808433651924133, 1.0010193586349487)", "(0.9799019694328308, 0.9833948612213135)", "(0.9781095385551453, 0.9964055418968201)", "(0.9695573449134827, 0.972175657749176)", "(0.9676517844200134, 0.9790573120117188)", "(0.9650541543960571, 0.9738739728927612)", "(0.9577839970588684, 0.9759895205497742)", "(0.9550010561943054, 0.9879286885261536)", "(0.9531212449073792, 0.9839199185371399)", "(0.9499543905258179, 0.952735185623169)", "(0.948508620262146, 0.9596750736236572)", "(0.9440838098526001, 0.9548670649528503)", "(0.9397138357162476, 0.9589827656745911)", "(0.9366120100021362, 0.9502362608909607)", "(0.9353329539299011, 0.9372840523719788)", "(0.9347135424613953, 0.9501175880432129)", "(0.9326105117797852, 0.9750468730926514)", "(0.9295327067375183, 0.966584324836731)", "(0.929237425327301, 0.9463368654251099)", "(0.9274162650108337, 0.934943675994873)", "(0.9156309962272644, 0.9543722867965698)", "(0.9140104055404663, 0.9164646863937378)", "(0.9108080267906189, 0.9468865394592285)", "(0.9099406003952026, 0.9531673192977905)", "(0.9067421555519104, 0.9431329369544983)", "(0.9011830687522888, 0.9339544177055359)", "(0.8995420932769775, 0.9045407176017761)", "(0.8987827301025391, 0.9232790470123291)", "(0.8962939381599426, 0.9044418334960938)", "(0.8950183987617493, 0.9234825968742371)", "(0.8907221555709839, 0.9003840088844299)", "(0.8860065937042236, 0.9255504012107849)", "(0.8857569694519043, 0.8873781561851501)", "(0.8815397024154663, 0.903007984161377)", "(0.8811441659927368, 0.8967379927635193)", "(0.8790046572685242, 0.8960497379302979)", "(0.8789582848548889, 0.8903830647468567)", "(0.8778859376907349, 0.8963786363601685)", "(0.8729846477508545, 0.9032760262489319)", "(0.872932493686676, 0.9166947603225708)", "(0.871832013130188, 0.8735230565071106)", "(0.8680981397628784, 0.9105677604675293)", "(0.867477536201477, 0.8752909898757935)", "(0.865082323551178, 0.9105677604675293)", "(0.8641242384910583, 0.8714281916618347)", "(0.860870897769928, 0.8746774196624756)", "(0.8601506352424622, 0.9047034978866577)", "(0.8595733642578125, 0.9030671119689941)", "(0.854889452457428, 0.8594505786895752)", "(0.8515766263008118, 0.8622869253158569)", "(0.851331353187561, 0.8705732226371765)", "(0.8486008048057556, 0.8972769975662231)", "(0.846668004989624, 0.8792909979820251)", "(0.8454409837722778, 0.8501302003860474)", "(0.8434634804725647, 0.8508833646774292)", "(0.8423854112625122, 0.8443896174430847)", "(0.8418511152267456, 0.8501805067062378)", "(0.8406035900115967, 0.8820235133171082)", "(0.8404523134231567, 0.9013692140579224)", "(0.8401591777801514, 0.8924266695976257)", "(0.8385194540023804, 0.8571845293045044)", "(0.8382818698883057, 0.8525277972221375)", "(0.827519416809082, 0.8467614650726318)", "(0.8266040086746216, 0.8442030549049377)", "(0.8219019770622253, 0.8898218274116516)", "(0.8168866634368896, 0.8327392935752869)", "(0.8168033361434937, 0.8445347547531128)", "(0.8141188025474548, 0.8218710422515869)", "(0.8098161816596985, 0.8501885533332825)", "(0.8075099587440491, 0.8494048118591309)", "(0.8059099912643433, 0.8222987055778503)", "(0.8030416965484619, 0.8046305179595947)", "(0.802975058555603, 0.8126130104064941)", "(0.8010684251785278, 0.8018713593482971)", "(0.8002917170524597, 0.8510860800743103)", "(0.7964856028556824, 0.8073602914810181)", "(0.7952620983123779, 0.830217719078064)", "(0.7940874695777893, 0.8100768327713013)", "(0.7919804453849792, 0.8365985155105591)", "(0.7908331751823425, 0.8208954930305481)", "(0.7857077121734619, 0.7988392114639282)", "(0.7854551076889038, 0.8192650079727173)", "(0.7845244407653809, 0.8071680068969727)", "(0.7845209836959839, 0.8534736633300781)", "(0.7775309085845947, 0.812762975692749)", "(0.7763540744781494, 0.7902251482009888)", "(0.776271402835846, 0.7845251560211182)", "(0.7735353708267212, 0.7971929311752319)", "(0.7719401717185974, 0.773560106754303)", "(0.7708241939544678, 0.7715640664100647)", "(0.7700847387313843, 0.800636887550354)", "(0.7672175765037537, 0.777144730091095)", "(0.7652915716171265, 0.9039427638053894)", "(0.7632120251655579, 0.800456166267395)", "(0.7549845576286316, 0.8120718598365784)", "(0.7543678283691406, 0.8699172139167786)", "(0.7543560266494751, 0.7561503052711487)", "(0.7533395886421204, 0.7892841100692749)", "(0.7531040906906128, 0.757789134979248)", "(0.7525619864463806, 0.7589595317840576)", "(0.7497267723083496, 0.7583593726158142)", "(0.7484840750694275, 0.8029754757881165)", "(0.7434137463569641, 0.8131024241447449)", "(0.7429856061935425, 0.7541576623916626)", "(0.742781937122345, 0.7879599332809448)", "(0.7416029572486877, 0.7955979704856873)", "(0.7396522164344788, 0.8547253608703613)", "(0.7355590462684631, 0.7464641332626343)", "(0.7348408699035645, 0.8616019487380981)", "(0.7289744019508362, 0.7350050806999207)", "(0.7283711433410645, 0.7302303314208984)", "(0.7255561947822571, 0.7727419137954712)", "(0.7249749302864075, 0.747739851474762)", "(0.7239140868186951, 0.8290266990661621)", "(0.720645546913147, 0.7522487044334412)", "(0.7200109958648682, 0.8289039134979248)", "(0.7190742492675781, 0.7466098666191101)", "(0.7183404564857483, 0.8522714972496033)", "(0.7170320153236389, 0.7280688285827637)", "(0.716585636138916, 0.8227534890174866)", "(0.7154830098152161, 0.8428367376327515)", "(0.7113955616950989, 0.7636862993240356)", "(0.7101028561592102, 0.7271356582641602)", "(0.7090704441070557, 0.7436941862106323)", "(0.7079852223396301, 0.7268895506858826)", "(0.7074390053749084, 0.7791861295700073)", "(0.7068185806274414, 0.8283278942108154)", "(0.7018774151802063, 0.7563771605491638)", "(0.7016697525978088, 0.7287095785140991)", "(0.7013911008834839, 0.7096734046936035)", "(0.7012632489204407, 0.7206558585166931)", "(0.6991228461265564, 0.8037048578262329)", "(0.6977651119232178, 0.7816426753997803)", "(0.6973053812980652, 0.9051415324211121)", "(0.6947826743125916, 0.7268073558807373)", "(0.6916322708129883, 0.7853021621704102)", "(0.690841555595398, 0.7373062968254089)", "(0.6903731226921082, 0.9397364258766174)", "(0.6885114908218384, 0.7585352063179016)", "(0.6874338388442993, 0.8071773648262024)", "(0.6865162253379822, 0.8226039409637451)", "(0.685468316078186, 0.7315483093261719)", "(0.6853854656219482, 0.694774866104126)", "(0.6850025057792664, 0.8319321870803833)", "(0.6825578212738037, 0.7470341920852661)", "(0.6810514330863953, 0.7007684707641602)", "(0.6799303293228149, 0.8228569626808167)", "(0.6797706484794617, 0.7047462463378906)", "(0.6793984174728394, 0.7281172871589661)", "(0.67678302526474, 0.7404152154922485)", "(0.676002562046051, 0.7010418176651001)", "(0.6753996014595032, 0.6929239630699158)", "(0.6731008887290955, 0.8810853362083435)", "(0.6701573729515076, 0.8151246905326843)", "(0.667701244354248, 0.7914878726005554)", "(0.6625379920005798, 0.7703002691268921)", "(0.6559524536132812, 0.7046148180961609)", "(0.6550368666648865, 0.6553800702095032)", "(0.6527947783470154, 0.7300080060958862)", "(0.6498474478721619, 0.7204148173332214)", "(0.6492952704429626, 0.7727317810058594)", "(0.6483417749404907, 0.7781224250793457)", "(0.647964596748352, 0.7898969650268555)", "(0.6454578638076782, 0.6524975895881653)", "(0.644804060459137, 0.6449739336967468)", "(0.6446599364280701, 0.7439187169075012)", "(0.6432680487632751, 0.8457303643226624)", "(0.6432009935379028, 0.7646986246109009)", "(0.6420992016792297, 0.829264760017395)", "(0.6418602466583252, 0.6696417331695557)", "(0.6406939029693604, 0.8545066714286804)", "(0.6395053267478943, 0.6797870397567749)", "(0.6384923458099365, 0.6918871402740479)", "(0.6367276310920715, 0.6839257478713989)", "(0.6352306604385376, 0.8717352747917175)", "(0.6343045234680176, 0.6875066161155701)", "(0.6319594979286194, 0.7888495922088623)", "(0.6316853761672974, 0.6658192873001099)", "(0.6313028335571289, 0.6384117007255554)", "(0.6300332546234131, 0.718688428401947)", "(0.6284992098808289, 0.7256518006324768)", "(0.6276461482048035, 0.7224363684654236)", "(0.6250070929527283, 0.7082780599594116)", "(0.6236202120780945, 0.7437285780906677)", "(0.6233234405517578, 0.7455213665962219)", "(0.6219857931137085, 0.6669977307319641)", "(0.6215671896934509, 0.6528551578521729)", "(0.6211038827896118, 0.7131161093711853)", "(0.6202605962753296, 0.6953446865081787)", "(0.6202348470687866, 0.7611574530601501)", "(0.6185389757156372, 0.6784136891365051)", "(0.617695689201355, 0.6222419142723083)", "(0.6171313524246216, 0.7223111987113953)", "(0.6162700653076172, 0.7126445174217224)", "(0.6161396503448486, 0.7483687400817871)", "(0.6160395741462708, 0.7157726883888245)", "(0.6159896850585938, 0.6533392667770386)", "(0.6157971024513245, 0.7346398830413818)", "(0.6153632402420044, 0.6984202861785889)", "(0.612617015838623, 0.7612733840942383)", "(0.6103794574737549, 0.6434650421142578)", "(0.6098343133926392, 0.6130132675170898)", "(0.6086395978927612, 0.7724717259407043)", "(0.607202410697937, 0.6223716735839844)", "(0.6060358285903931, 0.7179492712020874)", "(0.6057465672492981, 0.7567825317382812)", "(0.6052666306495667, 0.7116323113441467)", "(0.604667603969574, 0.7244630455970764)", "(0.604556143283844, 0.7104554176330566)", "(0.6032299399375916, 0.8324633240699768)", "(0.6029210686683655, 0.6949957609176636)", "(0.6026259064674377, 0.6922844052314758)", "(0.6012686491012573, 0.71849524974823)", "(0.6011316180229187, 0.6825512051582336)", "(0.6009612083435059, 0.6261081099510193)", "(0.59935462474823, 0.6266320943832397)", "(0.599143922328949, 0.7332646250724792)", "(0.5987664461135864, 0.7007285356521606)", "(0.5981358289718628, 0.6184040307998657)", "(0.5968971848487854, 0.687584400177002)", "(0.596071720123291, 0.7266317009925842)", "(0.5952218770980835, 0.7116093039512634)", "(0.5947790145874023, 0.6834765672683716)", "(0.5947296619415283, 0.6678640842437744)", "(0.5943054556846619, 0.6361883282661438)", "(0.5942453145980835, 0.708403468132019)", "(0.5933815836906433, 0.6808397173881531)", "(0.5923848748207092, 0.7132393717765808)", "(0.5918529629707336, 0.6911479234695435)", "(0.5914703011512756, 0.6427720785140991)", "(0.5914093255996704, 0.6702823042869568)", "(0.5913780331611633, 0.731238842010498)", "(0.5911677479743958, 0.6040084958076477)", "(0.5909290313720703, 0.6570670008659363)", "(0.590631902217865, 0.6644428968429565)", "(0.5886589288711548, 0.666641891002655)", "(0.5884009003639221, 0.6693726181983948)", "(0.5877268314361572, 0.594997763633728)", "(0.5873624086380005, 0.6472855806350708)", "(0.5873550772666931, 0.6608784794807434)", "(0.586933970451355, 0.6153436899185181)", "(0.586921751499176, 0.690344512462616)", "(0.5868192315101624, 0.6316385865211487)", "(0.585159182548523, 0.6826026439666748)", "(0.5849938988685608, 0.6122628450393677)", "(0.5842977166175842, 0.7074865698814392)", "(0.5840715765953064, 0.6491867303848267)", "(0.5836240649223328, 0.6250072717666626)", "(0.5833931565284729, 0.9004443883895874)", "(0.5833368897438049, 0.6371996402740479)", "(0.5825077295303345, 0.7194909453392029)", "(0.581531286239624, 0.5833127498626709)", "(0.581218421459198, 0.6811783909797668)", "(0.5806336402893066, 0.6409661769866943)", "(0.5805530548095703, 0.7153286337852478)", "(0.5787925720214844, 0.6587123870849609)", "(0.5780219435691833, 0.642023503780365)", "(0.576310932636261, 0.6330065727233887)", "(0.5759097933769226, 0.7206796407699585)", "(0.5758703947067261, 0.619486927986145)", "(0.5755481719970703, 0.634209930896759)", "(0.5747854709625244, 0.6481029391288757)", "(0.5744725465774536, 0.7216722369194031)", "(0.5743154287338257, 0.7072296738624573)", "(0.5733124017715454, 0.7069024443626404)", "(0.5729519724845886, 0.6909123063087463)", "(0.5728644728660583, 0.7134929895401001)", "(0.5727488398551941, 0.6058506369590759)", "(0.5722602605819702, 0.6470412015914917)", "(0.5719909071922302, 0.6576551795005798)", "(0.5718382596969604, 0.7476701736450195)", "(0.5718289017677307, 0.6837832927703857)", "(0.5709771513938904, 0.6276675462722778)", "(0.5702899098396301, 0.6155151128768921)", "(0.5700635313987732, 0.6820777058601379)", "(0.5689507722854614, 0.7296832203865051)", "(0.5686854720115662, 0.6888371109962463)", "(0.5673201084136963, 0.6892572641372681)", "(0.5663525462150574, 0.6106706857681274)", "(0.5661444664001465, 0.6875045895576477)", "(0.5629227757453918, 0.6299189329147339)", "(0.5627648830413818, 0.6002358198165894)", "(0.5611822605133057, 0.6876727938652039)", "(0.5611734986305237, 0.6513717174530029)", "(0.560161828994751, 0.6978181600570679)", "(0.5598946213722229, 0.7162629961967468)", "(0.5595605969429016, 0.6632481217384338)", "(0.5589060187339783, 0.6665101647377014)", "(0.5580661296844482, 0.6973655819892883)", "(0.5575274229049683, 0.6179722547531128)", "(0.5563143491744995, 0.5891368985176086)", "(0.5550317764282227, 0.6464351415634155)", "(0.555029571056366, 0.6471761465072632)", "(0.5549272298812866, 0.6504309773445129)", "(0.5549023151397705, 0.612760603427887)", "(0.554823100566864, 0.7270009517669678)", "(0.5541676878929138, 0.5644311308860779)", "(0.5534534454345703, 0.6077274680137634)", "(0.5534473061561584, 0.7186328172683716)", "(0.5526612401008606, 0.6893656253814697)", "(0.5515426397323608, 0.6640328764915466)", "(0.550385057926178, 0.623333215713501)", "(0.550015389919281, 0.600836992263794)", "(0.5493270754814148, 0.6244052648544312)", "(0.5484928488731384, 0.6393020153045654)", "(0.5482417345046997, 0.6253202557563782)", "(0.5480235815048218, 0.6979069709777832)", "(0.5474233627319336, 0.6542278528213501)", "(0.5466691255569458, 0.6666522026062012)", "(0.5453048348426819, 0.5669289231300354)", "(0.5448973774909973, 0.5760190486907959)", "(0.5448171496391296, 0.6156732439994812)", "(0.5443975925445557, 0.6548709869384766)", "(0.5434895157814026, 0.5711571574211121)", "(0.5434623956680298, 0.6917192339897156)", "(0.5416808128356934, 0.5594624876976013)", "(0.5411485433578491, 0.6523122787475586)", "(0.5410175323486328, 0.654532790184021)", "(0.5410138964653015, 0.6257812976837158)", "(0.5402881503105164, 0.6568230390548706)", "(0.539837121963501, 0.5677245259284973)", "(0.5388599634170532, 0.6174400448799133)", "(0.5381661653518677, 0.6068115830421448)", "(0.5379138588905334, 0.7630873322486877)", "(0.5377643704414368, 0.5548543930053711)", "(0.5371461510658264, 0.5536595582962036)", "(0.5368252396583557, 0.5879965424537659)", "(0.5367678999900818, 0.591911792755127)", "(0.5363417267799377, 0.6039344072341919)", "(0.536211371421814, 0.5686413645744324)", "(0.5357877612113953, 0.6508367657661438)", "(0.5349280834197998, 0.5414711236953735)", "(0.5348371863365173, 0.611772894859314)", "(0.5344013571739197, 0.6732980608940125)", "(0.5342745184898376, 0.5426220893859863)", "(0.5341607332229614, 0.6834754943847656)", "(0.5340501070022583, 0.5354491472244263)", "(0.5338682532310486, 0.6894132494926453)", "(0.533690333366394, 0.694093644618988)", "(0.5330920815467834, 0.6093789935112)", "(0.5327696800231934, 0.5958303213119507)", "(0.532747209072113, 0.7459651231765747)", "(0.5321133732795715, 0.5448229312896729)", "(0.5314733386039734, 0.6558787226676941)", "(0.5312175750732422, 0.6167082786560059)", "(0.5309639573097229, 0.5530140399932861)", "(0.5306739211082458, 0.6392558813095093)", "(0.5302917957305908, 0.5932369232177734)", "(0.5301230549812317, 0.7095978260040283)", "(0.5297235250473022, 0.5594090223312378)", "(0.5293501615524292, 0.5680491328239441)", "(0.5290700793266296, 0.6299755573272705)", "(0.5282725095748901, 0.540274441242218)", "(0.5282119512557983, 0.6036245822906494)", "(0.5281461477279663, 0.5613299012184143)", "(0.5279044508934021, 0.6386392116546631)", "(0.5277365446090698, 0.5789929032325745)", "(0.5274254679679871, 0.5617536306381226)", "(0.527188241481781, 0.5577071309089661)", "(0.5263678431510925, 0.5711145401000977)", "(0.5252419114112854, 0.6206859350204468)", "(0.5252379179000854, 0.6747403740882874)", "(0.5248687863349915, 0.6032771468162537)", "(0.5247769355773926, 0.6248477101325989)", "(0.5243736505508423, 0.5821167826652527)", "(0.5239807963371277, 0.5732787251472473)", "(0.5234408378601074, 0.544338583946228)", "(0.5234397053718567, 0.6055111885070801)", "(0.5224509835243225, 0.6180647015571594)", "(0.5220014452934265, 0.6745122075080872)", "(0.5214297771453857, 0.5936046838760376)", "(0.5199979543685913, 0.6597239375114441)", "(0.5198356509208679, 0.6152580380439758)", "(0.5189877152442932, 0.6143583655357361)", "(0.5186054706573486, 0.5440329313278198)", "(0.5184662938117981, 0.57246994972229)", "(0.5170013904571533, 0.5993521809577942)", "(0.5165746808052063, 0.6153834462165833)", "(0.515187680721283, 0.5660203695297241)", "(0.5123687982559204, 0.5928499102592468)", "(0.5123577117919922, 0.5962490439414978)", "(0.5115654468536377, 0.5346934199333191)", "(0.5106267333030701, 0.5647054314613342)", "(0.5106120109558105, 0.6007774472236633)", "(0.5100342035293579, 0.6240934729576111)", "(0.50801020860672, 0.5809406042098999)", "(0.5078222751617432, 0.7737671732902527)", "(0.5074144005775452, 0.5409911274909973)", "(0.5064119100570679, 0.546648383140564)", "(0.5043652057647705, 0.5471599698066711)", "(0.5041620135307312, 0.5764629244804382)", "(0.5025056004524231, 0.503241240978241)", "(0.5020679831504822, 0.6221444010734558)", "(0.5017388463020325, 0.6206147074699402)", "(0.5010858774185181, 0.6254367232322693)", "(0.5010725855827332, 0.5732986330986023)", "(0.5009366273880005, 0.5825676321983337)", "(0.5006000995635986, 0.5258365273475647)", "(0.5003750324249268, 0.5451189875602722)", "(0.4997009038925171, 0.589900553226471)", "(0.4995235502719879, 0.6252820491790771)", "(0.49948716163635254, 0.6080929636955261)", "(0.498911589384079, 0.6101216077804565)", "(0.49827033281326294, 0.6197638511657715)", "(0.49628597497940063, 0.5191517472267151)", "(0.495997816324234, 0.5345988869667053)", "(0.4957730174064636, 0.5893321633338928)", "(0.4948461055755615, 0.648300290107727)", "(0.4945725202560425, 0.602074146270752)", "(0.4943571090698242, 0.5259587168693542)", "(0.49186375737190247, 0.6239382028579712)", "(0.4905395209789276, 0.6074302792549133)", "(0.488482803106308, 0.5897796750068665)", "(0.4879715144634247, 0.618539571762085)", "(0.4876534044742584, 0.6009992957115173)", "(0.4870392382144928, 0.5855855345726013)", "(0.48658037185668945, 0.5945598483085632)", "(0.48585477471351624, 0.5725626945495605)", "(0.48564067482948303, 0.5860804915428162)", "(0.4853426516056061, 0.6326761245727539)", "(0.48515695333480835, 0.5809314846992493)", "(0.48486053943634033, 0.5391563177108765)", "(0.48396697640419006, 0.5232180953025818)", "(0.4837111830711365, 0.5104960799217224)", "(0.4817426800727844, 0.6206026673316956)", "(0.4815872311592102, 0.5111028552055359)", "(0.4806384742259979, 0.5631557703018188)", "(0.4791913628578186, 0.5727253556251526)", "(0.4787788689136505, 0.5742231607437134)", "(0.4787342846393585, 0.5575669407844543)", "(0.47796154022216797, 0.4990329146385193)", "(0.4769050180912018, 0.5753615498542786)", "(0.4759313464164734, 0.5511251091957092)", "(0.4752790331840515, 0.5747682452201843)", "(0.47510671615600586, 0.6018732786178589)", "(0.4750135838985443, 0.5951480865478516)", "(0.4742075502872467, 0.5855770111083984)", "(0.4706513583660126, 0.4848725199699402)", "(0.4690313935279846, 0.598855197429657)", "(0.4677416980266571, 0.5899258852005005)", "(0.46528926491737366, 0.5450536608695984)", "(0.464691698551178, 0.5357825756072998)", "(0.46446892619132996, 0.613316535949707)", "(0.46386197209358215, 0.6193690896034241)", "(0.4636152982711792, 0.4896380305290222)", "(0.46341297030448914, 0.6238844990730286)", "(0.46269965171813965, 0.4981421232223511)", "(0.4604254364967346, 0.5684173107147217)", "(0.45885181427001953, 0.5756818652153015)", "(0.4570545256137848, 0.5574653744697571)", "(0.456881046295166, 0.5263433456420898)", "(0.45579293370246887, 0.5073435306549072)", "(0.45314571261405945, 0.5668540596961975)", "(0.4515092670917511, 0.5404254198074341)", "(0.4503878355026245, 0.5300066471099854)", "(0.44924864172935486, 0.5445646643638611)", "(0.44843095541000366, 0.5610300302505493)", "(0.44709938764572144, 0.5928918719291687)", "(0.44648122787475586, 0.5907207131385803)", "(0.4449599087238312, 0.454620361328125)", "(0.4441779851913452, 0.5169112682342529)", "(0.4409957826137543, 0.4814068675041199)", "(0.4393937289714813, 0.49116334319114685)", "(0.4368954300880432, 0.47048383951187134)", "(0.43650108575820923, 0.4541893005371094)", "(0.43219655752182007, 0.5378264784812927)", "(0.42691770195961, 0.5348733067512512)", "(0.41965338587760925, 0.5325825214385986)", "(0.4176739752292633, 0.49858665466308594)", "(0.41665059328079224, 0.4854988157749176)", "(0.4074547290802002, 0.46335428953170776)", "(0.40448370575904846, 0.4768083095550537)", "(0.3900388181209564, 0.4465588331222534)", "(0.37689194083213806, 0.43551933765411377)" ], "mode": "markers", "name": "H1", "type": "scatter", "x": [ 1.0323184728622437, 1.0205825567245483, 1.0191401243209839, 1.0130385160446167, 1.0049041509628296, 1.001837968826294, 0.9889329075813293, 0.9808433651924133, 0.9799019694328308, 0.9781095385551453, 0.9695573449134827, 0.9676517844200134, 0.9650541543960571, 0.9577839970588684, 0.9550010561943054, 0.9531212449073792, 0.9499543905258179, 0.948508620262146, 0.9440838098526001, 0.9397138357162476, 0.9366120100021362, 0.9353329539299011, 0.9347135424613953, 0.9326105117797852, 0.9295327067375183, 0.929237425327301, 0.9274162650108337, 0.9156309962272644, 0.9140104055404663, 0.9108080267906189, 0.9099406003952026, 0.9067421555519104, 0.9011830687522888, 0.8995420932769775, 0.8987827301025391, 0.8962939381599426, 0.8950183987617493, 0.8907221555709839, 0.8860065937042236, 0.8857569694519043, 0.8815397024154663, 0.8811441659927368, 0.8790046572685242, 0.8789582848548889, 0.8778859376907349, 0.8729846477508545, 0.872932493686676, 0.871832013130188, 0.8680981397628784, 0.867477536201477, 0.865082323551178, 0.8641242384910583, 0.860870897769928, 0.8601506352424622, 0.8595733642578125, 0.854889452457428, 0.8515766263008118, 0.851331353187561, 0.8486008048057556, 0.846668004989624, 0.8454409837722778, 0.8434634804725647, 0.8423854112625122, 0.8418511152267456, 0.8406035900115967, 0.8404523134231567, 0.8401591777801514, 0.8385194540023804, 0.8382818698883057, 0.827519416809082, 0.8266040086746216, 0.8219019770622253, 0.8168866634368896, 0.8168033361434937, 0.8141188025474548, 0.8098161816596985, 0.8075099587440491, 0.8059099912643433, 0.8030416965484619, 0.802975058555603, 0.8010684251785278, 0.8002917170524597, 0.7964856028556824, 0.7952620983123779, 0.7940874695777893, 0.7919804453849792, 0.7908331751823425, 0.7857077121734619, 0.7854551076889038, 0.7845244407653809, 0.7845209836959839, 0.7775309085845947, 0.7763540744781494, 0.776271402835846, 0.7735353708267212, 0.7719401717185974, 0.7708241939544678, 0.7700847387313843, 0.7672175765037537, 0.7652915716171265, 0.7632120251655579, 0.7549845576286316, 0.7543678283691406, 0.7543560266494751, 0.7533395886421204, 0.7531040906906128, 0.7525619864463806, 0.7497267723083496, 0.7484840750694275, 0.7434137463569641, 0.7429856061935425, 0.742781937122345, 0.7416029572486877, 0.7396522164344788, 0.7355590462684631, 0.7348408699035645, 0.7289744019508362, 0.7283711433410645, 0.7255561947822571, 0.7249749302864075, 0.7239140868186951, 0.720645546913147, 0.7200109958648682, 0.7190742492675781, 0.7183404564857483, 0.7170320153236389, 0.716585636138916, 0.7154830098152161, 0.7113955616950989, 0.7101028561592102, 0.7090704441070557, 0.7079852223396301, 0.7074390053749084, 0.7068185806274414, 0.7018774151802063, 0.7016697525978088, 0.7013911008834839, 0.7012632489204407, 0.6991228461265564, 0.6977651119232178, 0.6973053812980652, 0.6947826743125916, 0.6916322708129883, 0.690841555595398, 0.6903731226921082, 0.6885114908218384, 0.6874338388442993, 0.6865162253379822, 0.685468316078186, 0.6853854656219482, 0.6850025057792664, 0.6825578212738037, 0.6810514330863953, 0.6799303293228149, 0.6797706484794617, 0.6793984174728394, 0.67678302526474, 0.676002562046051, 0.6753996014595032, 0.6731008887290955, 0.6701573729515076, 0.667701244354248, 0.6625379920005798, 0.6559524536132812, 0.6550368666648865, 0.6527947783470154, 0.6498474478721619, 0.6492952704429626, 0.6483417749404907, 0.647964596748352, 0.6454578638076782, 0.644804060459137, 0.6446599364280701, 0.6432680487632751, 0.6432009935379028, 0.6420992016792297, 0.6418602466583252, 0.6406939029693604, 0.6395053267478943, 0.6384923458099365, 0.6367276310920715, 0.6352306604385376, 0.6343045234680176, 0.6319594979286194, 0.6316853761672974, 0.6313028335571289, 0.6300332546234131, 0.6284992098808289, 0.6276461482048035, 0.6250070929527283, 0.6236202120780945, 0.6233234405517578, 0.6219857931137085, 0.6215671896934509, 0.6211038827896118, 0.6202605962753296, 0.6202348470687866, 0.6185389757156372, 0.617695689201355, 0.6171313524246216, 0.6162700653076172, 0.6161396503448486, 0.6160395741462708, 0.6159896850585938, 0.6157971024513245, 0.6153632402420044, 0.612617015838623, 0.6103794574737549, 0.6098343133926392, 0.6086395978927612, 0.607202410697937, 0.6060358285903931, 0.6057465672492981, 0.6052666306495667, 0.604667603969574, 0.604556143283844, 0.6032299399375916, 0.6029210686683655, 0.6026259064674377, 0.6012686491012573, 0.6011316180229187, 0.6009612083435059, 0.59935462474823, 0.599143922328949, 0.5987664461135864, 0.5981358289718628, 0.5968971848487854, 0.596071720123291, 0.5952218770980835, 0.5947790145874023, 0.5947296619415283, 0.5943054556846619, 0.5942453145980835, 0.5933815836906433, 0.5923848748207092, 0.5918529629707336, 0.5914703011512756, 0.5914093255996704, 0.5913780331611633, 0.5911677479743958, 0.5909290313720703, 0.590631902217865, 0.5886589288711548, 0.5884009003639221, 0.5877268314361572, 0.5873624086380005, 0.5873550772666931, 0.586933970451355, 0.586921751499176, 0.5868192315101624, 0.585159182548523, 0.5849938988685608, 0.5842977166175842, 0.5840715765953064, 0.5836240649223328, 0.5833931565284729, 0.5833368897438049, 0.5825077295303345, 0.581531286239624, 0.581218421459198, 0.5806336402893066, 0.5805530548095703, 0.5787925720214844, 0.5780219435691833, 0.576310932636261, 0.5759097933769226, 0.5758703947067261, 0.5755481719970703, 0.5747854709625244, 0.5744725465774536, 0.5743154287338257, 0.5733124017715454, 0.5729519724845886, 0.5728644728660583, 0.5727488398551941, 0.5722602605819702, 0.5719909071922302, 0.5718382596969604, 0.5718289017677307, 0.5709771513938904, 0.5702899098396301, 0.5700635313987732, 0.5689507722854614, 0.5686854720115662, 0.5673201084136963, 0.5663525462150574, 0.5661444664001465, 0.5629227757453918, 0.5627648830413818, 0.5611822605133057, 0.5611734986305237, 0.560161828994751, 0.5598946213722229, 0.5595605969429016, 0.5589060187339783, 0.5580661296844482, 0.5575274229049683, 0.5563143491744995, 0.5550317764282227, 0.555029571056366, 0.5549272298812866, 0.5549023151397705, 0.554823100566864, 0.5541676878929138, 0.5534534454345703, 0.5534473061561584, 0.5526612401008606, 0.5515426397323608, 0.550385057926178, 0.550015389919281, 0.5493270754814148, 0.5484928488731384, 0.5482417345046997, 0.5480235815048218, 0.5474233627319336, 0.5466691255569458, 0.5453048348426819, 0.5448973774909973, 0.5448171496391296, 0.5443975925445557, 0.5434895157814026, 0.5434623956680298, 0.5416808128356934, 0.5411485433578491, 0.5410175323486328, 0.5410138964653015, 0.5402881503105164, 0.539837121963501, 0.5388599634170532, 0.5381661653518677, 0.5379138588905334, 0.5377643704414368, 0.5371461510658264, 0.5368252396583557, 0.5367678999900818, 0.5363417267799377, 0.536211371421814, 0.5357877612113953, 0.5349280834197998, 0.5348371863365173, 0.5344013571739197, 0.5342745184898376, 0.5341607332229614, 0.5340501070022583, 0.5338682532310486, 0.533690333366394, 0.5330920815467834, 0.5327696800231934, 0.532747209072113, 0.5321133732795715, 0.5314733386039734, 0.5312175750732422, 0.5309639573097229, 0.5306739211082458, 0.5302917957305908, 0.5301230549812317, 0.5297235250473022, 0.5293501615524292, 0.5290700793266296, 0.5282725095748901, 0.5282119512557983, 0.5281461477279663, 0.5279044508934021, 0.5277365446090698, 0.5274254679679871, 0.527188241481781, 0.5263678431510925, 0.5252419114112854, 0.5252379179000854, 0.5248687863349915, 0.5247769355773926, 0.5243736505508423, 0.5239807963371277, 0.5234408378601074, 0.5234397053718567, 0.5224509835243225, 0.5220014452934265, 0.5214297771453857, 0.5199979543685913, 0.5198356509208679, 0.5189877152442932, 0.5186054706573486, 0.5184662938117981, 0.5170013904571533, 0.5165746808052063, 0.515187680721283, 0.5123687982559204, 0.5123577117919922, 0.5115654468536377, 0.5106267333030701, 0.5106120109558105, 0.5100342035293579, 0.50801020860672, 0.5078222751617432, 0.5074144005775452, 0.5064119100570679, 0.5043652057647705, 0.5041620135307312, 0.5025056004524231, 0.5020679831504822, 0.5017388463020325, 0.5010858774185181, 0.5010725855827332, 0.5009366273880005, 0.5006000995635986, 0.5003750324249268, 0.4997009038925171, 0.4995235502719879, 0.49948716163635254, 0.498911589384079, 0.49827033281326294, 0.49628597497940063, 0.495997816324234, 0.4957730174064636, 0.4948461055755615, 0.4945725202560425, 0.4943571090698242, 0.49186375737190247, 0.4905395209789276, 0.488482803106308, 0.4879715144634247, 0.4876534044742584, 0.4870392382144928, 0.48658037185668945, 0.48585477471351624, 0.48564067482948303, 0.4853426516056061, 0.48515695333480835, 0.48486053943634033, 0.48396697640419006, 0.4837111830711365, 0.4817426800727844, 0.4815872311592102, 0.4806384742259979, 0.4791913628578186, 0.4787788689136505, 0.4787342846393585, 0.47796154022216797, 0.4769050180912018, 0.4759313464164734, 0.4752790331840515, 0.47510671615600586, 0.4750135838985443, 0.4742075502872467, 0.4706513583660126, 0.4690313935279846, 0.4677416980266571, 0.46528926491737366, 0.464691698551178, 0.46446892619132996, 0.46386197209358215, 0.4636152982711792, 0.46341297030448914, 0.46269965171813965, 0.4604254364967346, 0.45885181427001953, 0.4570545256137848, 0.456881046295166, 0.45579293370246887, 0.45314571261405945, 0.4515092670917511, 0.4503878355026245, 0.44924864172935486, 0.44843095541000366, 0.44709938764572144, 0.44648122787475586, 0.4449599087238312, 0.4441779851913452, 0.4409957826137543, 0.4393937289714813, 0.4368954300880432, 0.43650108575820923, 0.43219655752182007, 0.42691770195961, 0.41965338587760925, 0.4176739752292633, 0.41665059328079224, 0.4074547290802002, 0.40448370575904846, 0.3900388181209564, 0.37689194083213806 ], "y": [ 1.0341242551803589, 1.0244510173797607, 1.0431970357894897, 1.0397568941116333, 1.0285080671310425, 1.0240752696990967, 0.9973627924919128, 1.0010193586349487, 0.9833948612213135, 0.9964055418968201, 0.972175657749176, 0.9790573120117188, 0.9738739728927612, 0.9759895205497742, 0.9879286885261536, 0.9839199185371399, 0.952735185623169, 0.9596750736236572, 0.9548670649528503, 0.9589827656745911, 0.9502362608909607, 0.9372840523719788, 0.9501175880432129, 0.9750468730926514, 0.966584324836731, 0.9463368654251099, 0.934943675994873, 0.9543722867965698, 0.9164646863937378, 0.9468865394592285, 0.9531673192977905, 0.9431329369544983, 0.9339544177055359, 0.9045407176017761, 0.9232790470123291, 0.9044418334960938, 0.9234825968742371, 0.9003840088844299, 0.9255504012107849, 0.8873781561851501, 0.903007984161377, 0.8967379927635193, 0.8960497379302979, 0.8903830647468567, 0.8963786363601685, 0.9032760262489319, 0.9166947603225708, 0.8735230565071106, 0.9105677604675293, 0.8752909898757935, 0.9105677604675293, 0.8714281916618347, 0.8746774196624756, 0.9047034978866577, 0.9030671119689941, 0.8594505786895752, 0.8622869253158569, 0.8705732226371765, 0.8972769975662231, 0.8792909979820251, 0.8501302003860474, 0.8508833646774292, 0.8443896174430847, 0.8501805067062378, 0.8820235133171082, 0.9013692140579224, 0.8924266695976257, 0.8571845293045044, 0.8525277972221375, 0.8467614650726318, 0.8442030549049377, 0.8898218274116516, 0.8327392935752869, 0.8445347547531128, 0.8218710422515869, 0.8501885533332825, 0.8494048118591309, 0.8222987055778503, 0.8046305179595947, 0.8126130104064941, 0.8018713593482971, 0.8510860800743103, 0.8073602914810181, 0.830217719078064, 0.8100768327713013, 0.8365985155105591, 0.8208954930305481, 0.7988392114639282, 0.8192650079727173, 0.8071680068969727, 0.8534736633300781, 0.812762975692749, 0.7902251482009888, 0.7845251560211182, 0.7971929311752319, 0.773560106754303, 0.7715640664100647, 0.800636887550354, 0.777144730091095, 0.9039427638053894, 0.800456166267395, 0.8120718598365784, 0.8699172139167786, 0.7561503052711487, 0.7892841100692749, 0.757789134979248, 0.7589595317840576, 0.7583593726158142, 0.8029754757881165, 0.8131024241447449, 0.7541576623916626, 0.7879599332809448, 0.7955979704856873, 0.8547253608703613, 0.7464641332626343, 0.8616019487380981, 0.7350050806999207, 0.7302303314208984, 0.7727419137954712, 0.747739851474762, 0.8290266990661621, 0.7522487044334412, 0.8289039134979248, 0.7466098666191101, 0.8522714972496033, 0.7280688285827637, 0.8227534890174866, 0.8428367376327515, 0.7636862993240356, 0.7271356582641602, 0.7436941862106323, 0.7268895506858826, 0.7791861295700073, 0.8283278942108154, 0.7563771605491638, 0.7287095785140991, 0.7096734046936035, 0.7206558585166931, 0.8037048578262329, 0.7816426753997803, 0.9051415324211121, 0.7268073558807373, 0.7853021621704102, 0.7373062968254089, 0.9397364258766174, 0.7585352063179016, 0.8071773648262024, 0.8226039409637451, 0.7315483093261719, 0.694774866104126, 0.8319321870803833, 0.7470341920852661, 0.7007684707641602, 0.8228569626808167, 0.7047462463378906, 0.7281172871589661, 0.7404152154922485, 0.7010418176651001, 0.6929239630699158, 0.8810853362083435, 0.8151246905326843, 0.7914878726005554, 0.7703002691268921, 0.7046148180961609, 0.6553800702095032, 0.7300080060958862, 0.7204148173332214, 0.7727317810058594, 0.7781224250793457, 0.7898969650268555, 0.6524975895881653, 0.6449739336967468, 0.7439187169075012, 0.8457303643226624, 0.7646986246109009, 0.829264760017395, 0.6696417331695557, 0.8545066714286804, 0.6797870397567749, 0.6918871402740479, 0.6839257478713989, 0.8717352747917175, 0.6875066161155701, 0.7888495922088623, 0.6658192873001099, 0.6384117007255554, 0.718688428401947, 0.7256518006324768, 0.7224363684654236, 0.7082780599594116, 0.7437285780906677, 0.7455213665962219, 0.6669977307319641, 0.6528551578521729, 0.7131161093711853, 0.6953446865081787, 0.7611574530601501, 0.6784136891365051, 0.6222419142723083, 0.7223111987113953, 0.7126445174217224, 0.7483687400817871, 0.7157726883888245, 0.6533392667770386, 0.7346398830413818, 0.6984202861785889, 0.7612733840942383, 0.6434650421142578, 0.6130132675170898, 0.7724717259407043, 0.6223716735839844, 0.7179492712020874, 0.7567825317382812, 0.7116323113441467, 0.7244630455970764, 0.7104554176330566, 0.8324633240699768, 0.6949957609176636, 0.6922844052314758, 0.71849524974823, 0.6825512051582336, 0.6261081099510193, 0.6266320943832397, 0.7332646250724792, 0.7007285356521606, 0.6184040307998657, 0.687584400177002, 0.7266317009925842, 0.7116093039512634, 0.6834765672683716, 0.6678640842437744, 0.6361883282661438, 0.708403468132019, 0.6808397173881531, 0.7132393717765808, 0.6911479234695435, 0.6427720785140991, 0.6702823042869568, 0.731238842010498, 0.6040084958076477, 0.6570670008659363, 0.6644428968429565, 0.666641891002655, 0.6693726181983948, 0.594997763633728, 0.6472855806350708, 0.6608784794807434, 0.6153436899185181, 0.690344512462616, 0.6316385865211487, 0.6826026439666748, 0.6122628450393677, 0.7074865698814392, 0.6491867303848267, 0.6250072717666626, 0.9004443883895874, 0.6371996402740479, 0.7194909453392029, 0.5833127498626709, 0.6811783909797668, 0.6409661769866943, 0.7153286337852478, 0.6587123870849609, 0.642023503780365, 0.6330065727233887, 0.7206796407699585, 0.619486927986145, 0.634209930896759, 0.6481029391288757, 0.7216722369194031, 0.7072296738624573, 0.7069024443626404, 0.6909123063087463, 0.7134929895401001, 0.6058506369590759, 0.6470412015914917, 0.6576551795005798, 0.7476701736450195, 0.6837832927703857, 0.6276675462722778, 0.6155151128768921, 0.6820777058601379, 0.7296832203865051, 0.6888371109962463, 0.6892572641372681, 0.6106706857681274, 0.6875045895576477, 0.6299189329147339, 0.6002358198165894, 0.6876727938652039, 0.6513717174530029, 0.6978181600570679, 0.7162629961967468, 0.6632481217384338, 0.6665101647377014, 0.6973655819892883, 0.6179722547531128, 0.5891368985176086, 0.6464351415634155, 0.6471761465072632, 0.6504309773445129, 0.612760603427887, 0.7270009517669678, 0.5644311308860779, 0.6077274680137634, 0.7186328172683716, 0.6893656253814697, 0.6640328764915466, 0.623333215713501, 0.600836992263794, 0.6244052648544312, 0.6393020153045654, 0.6253202557563782, 0.6979069709777832, 0.6542278528213501, 0.6666522026062012, 0.5669289231300354, 0.5760190486907959, 0.6156732439994812, 0.6548709869384766, 0.5711571574211121, 0.6917192339897156, 0.5594624876976013, 0.6523122787475586, 0.654532790184021, 0.6257812976837158, 0.6568230390548706, 0.5677245259284973, 0.6174400448799133, 0.6068115830421448, 0.7630873322486877, 0.5548543930053711, 0.5536595582962036, 0.5879965424537659, 0.591911792755127, 0.6039344072341919, 0.5686413645744324, 0.6508367657661438, 0.5414711236953735, 0.611772894859314, 0.6732980608940125, 0.5426220893859863, 0.6834754943847656, 0.5354491472244263, 0.6894132494926453, 0.694093644618988, 0.6093789935112, 0.5958303213119507, 0.7459651231765747, 0.5448229312896729, 0.6558787226676941, 0.6167082786560059, 0.5530140399932861, 0.6392558813095093, 0.5932369232177734, 0.7095978260040283, 0.5594090223312378, 0.5680491328239441, 0.6299755573272705, 0.540274441242218, 0.6036245822906494, 0.5613299012184143, 0.6386392116546631, 0.5789929032325745, 0.5617536306381226, 0.5577071309089661, 0.5711145401000977, 0.6206859350204468, 0.6747403740882874, 0.6032771468162537, 0.6248477101325989, 0.5821167826652527, 0.5732787251472473, 0.544338583946228, 0.6055111885070801, 0.6180647015571594, 0.6745122075080872, 0.5936046838760376, 0.6597239375114441, 0.6152580380439758, 0.6143583655357361, 0.5440329313278198, 0.57246994972229, 0.5993521809577942, 0.6153834462165833, 0.5660203695297241, 0.5928499102592468, 0.5962490439414978, 0.5346934199333191, 0.5647054314613342, 0.6007774472236633, 0.6240934729576111, 0.5809406042098999, 0.7737671732902527, 0.5409911274909973, 0.546648383140564, 0.5471599698066711, 0.5764629244804382, 0.503241240978241, 0.6221444010734558, 0.6206147074699402, 0.6254367232322693, 0.5732986330986023, 0.5825676321983337, 0.5258365273475647, 0.5451189875602722, 0.589900553226471, 0.6252820491790771, 0.6080929636955261, 0.6101216077804565, 0.6197638511657715, 0.5191517472267151, 0.5345988869667053, 0.5893321633338928, 0.648300290107727, 0.602074146270752, 0.5259587168693542, 0.6239382028579712, 0.6074302792549133, 0.5897796750068665, 0.618539571762085, 0.6009992957115173, 0.5855855345726013, 0.5945598483085632, 0.5725626945495605, 0.5860804915428162, 0.6326761245727539, 0.5809314846992493, 0.5391563177108765, 0.5232180953025818, 0.5104960799217224, 0.6206026673316956, 0.5111028552055359, 0.5631557703018188, 0.5727253556251526, 0.5742231607437134, 0.5575669407844543, 0.4990329146385193, 0.5753615498542786, 0.5511251091957092, 0.5747682452201843, 0.6018732786178589, 0.5951480865478516, 0.5855770111083984, 0.4848725199699402, 0.598855197429657, 0.5899258852005005, 0.5450536608695984, 0.5357825756072998, 0.613316535949707, 0.6193690896034241, 0.4896380305290222, 0.6238844990730286, 0.4981421232223511, 0.5684173107147217, 0.5756818652153015, 0.5574653744697571, 0.5263433456420898, 0.5073435306549072, 0.5668540596961975, 0.5404254198074341, 0.5300066471099854, 0.5445646643638611, 0.5610300302505493, 0.5928918719291687, 0.5907207131385803, 0.454620361328125, 0.5169112682342529, 0.4814068675041199, 0.49116334319114685, 0.47048383951187134, 0.4541893005371094, 0.5378264784812927, 0.5348733067512512, 0.5325825214385986, 0.49858665466308594, 0.4854988157749176, 0.46335428953170776, 0.4768083095550537, 0.4465588331222534, 0.43551933765411377 ] }, { "hoverinfo": "text", "hovertext": [ "(1.2666454315185547, 1.2695832252502441)", "(1.2534947395324707, 1.2556284666061401)", "(1.2514317035675049, 1.255262851715088)", "(1.2506403923034668, 1.2645734548568726)", "(1.2388299703598022, 1.2440353631973267)", "(1.2308223247528076, 1.231022596359253)", "(1.229533076286316, 1.2353812456130981)", "(1.224101185798645, 1.230442762374878)", "(1.21803879737854, 1.2208410501480103)", "(1.216806173324585, 1.2403193712234497)", "(1.207341194152832, 1.214452862739563)", "(1.206524133682251, 1.2208410501480103)", "(1.205876350402832, 1.2095998525619507)", "(1.2044169902801514, 1.2211912870407104)", "(1.203991174697876, 1.234617829322815)", "(1.2036939859390259, 1.2300753593444824)", "(1.1947964429855347, 1.2117958068847656)", "(1.1928865909576416, 1.2024636268615723)", "(1.1911062002182007, 1.2272788286209106)", "(1.1888548135757446, 1.1932259798049927)", "(1.18813955783844, 1.1937435865402222)", "(1.1810872554779053, 1.1953608989715576)", "(1.1769038438796997, 1.1822385787963867)", "(1.1754860877990723, 1.186767578125)", "(1.1753733158111572, 1.1892263889312744)", "(1.1737169027328491, 1.1853649616241455)", "(1.1638538837432861, 1.1920559406280518)", "(1.1614948511123657, 1.1989232301712036)", "(1.157723069190979, 1.1849603652954102)", "(1.1433025598526, 1.1483876705169678)", "(1.1396090984344482, 1.1431905031204224)", "(1.1368653774261475, 1.139806866645813)", "(1.1243414878845215, 1.1318165063858032)", "(1.1223459243774414, 1.1307233572006226)", "(1.1150301694869995, 1.1207375526428223)", "(1.1096071004867554, 1.1123948097229004)", "(1.0947754383087158, 1.1237692832946777)", "(1.0905425548553467, 1.203078031539917)", "(1.086865782737732, 1.1037458181381226)", "(1.079032063484192, 1.0870214700698853)", "(1.0769745111465454, 1.0891836881637573)", "(1.0759586095809937, 1.084145426750183)", "(1.071707844734192, 1.104466438293457)", "(1.070945382118225, 1.085383415222168)", "(1.0673213005065918, 1.0786892175674438)", "(1.06636643409729, 1.0716484785079956)", "(1.0662952661514282, 1.0814281702041626)", "(1.0579427480697632, 1.0790899991989136)", "(1.053125262260437, 1.0895144939422607)", "(1.051976203918457, 1.0897561311721802)", "(1.0473480224609375, 1.1555125713348389)", "(1.0431751012802124, 1.0433679819107056)", "(1.0428481101989746, 1.0899792909622192)", "(1.0388014316558838, 1.0401517152786255)", "(1.035711646080017, 1.0431078672409058)", "(1.0352979898452759, 1.039577603340149)", "(1.0352650880813599, 1.0571049451828003)", "(1.0316487550735474, 1.062825083732605)", "(1.0313656330108643, 1.037367343902588)", "(1.0297707319259644, 1.0779728889465332)", "(1.0232555866241455, 1.0293235778808594)", "(1.0222668647766113, 1.0334903001785278)", "(1.0201572179794312, 1.0315427780151367)", "(1.01889967918396, 1.0300403833389282)", "(1.0138964653015137, 1.0176324844360352)", "(1.011972427368164, 1.0407276153564453)", "(1.0073375701904297, 1.0508965253829956)", "(1.005590558052063, 1.0385353565216064)", "(1.00230872631073, 1.0347306728363037)", "(1.0019882917404175, 1.0379616022109985)", "(1.0015438795089722, 1.0092679262161255)", "(1.000861644744873, 1.0207979679107666)", "(0.9998011589050293, 1.0027638673782349)", "(0.996119499206543, 1.0025250911712646)", "(0.9928252100944519, 1.0110357999801636)", "(0.9923058748245239, 1.003455638885498)", "(0.9913779497146606, 1.0047223567962646)", "(0.9893664121627808, 1.0241262912750244)", "(0.9870883226394653, 0.996340274810791)", "(0.9834941029548645, 1.007796287536621)", "(0.9834420084953308, 0.9980966448783875)", "(0.982752799987793, 0.9920341968536377)", "(0.9779386520385742, 1.024203896522522)", "(0.9771318435668945, 0.9804032444953918)", "(0.9767699837684631, 0.9974690079689026)", "(0.9746506214141846, 1.0157744884490967)", "(0.9715740084648132, 1.087207555770874)", "(0.9713868498802185, 0.9719181656837463)", "(0.9708265066146851, 1.0189093351364136)", "(0.9707542657852173, 1.0027216672897339)", "(0.970691978931427, 0.9945559501647949)", "(0.9705258011817932, 1.19900643825531)", "(0.9648383259773254, 1.0473756790161133)", "(0.9596675038337708, 0.983941376209259)", "(0.9592163562774658, 0.9705770015716553)", "(0.9585806727409363, 0.9731290340423584)", "(0.955426812171936, 0.9801530838012695)", "(0.9515456557273865, 0.9996899366378784)", "(0.948868453502655, 0.9686697125434875)", "(0.9470058679580688, 1.1759486198425293)", "(0.9444196224212646, 0.9674332737922668)", "(0.9425305724143982, 0.9595445394515991)", "(0.9423916935920715, 0.9684092998504639)", "(0.9423916935920715, 0.9542878866195679)", "(0.9347929358482361, 0.9559411406517029)", "(0.932503879070282, 0.9420465230941772)", "(0.930537760257721, 0.9340667128562927)", "(0.9292734861373901, 0.9366668462753296)", "(0.9288172125816345, 0.9430925846099854)", "(0.9274698495864868, 0.9464074969291687)", "(0.9256442189216614, 0.9364639520645142)", "(0.9248085618019104, 0.9416338801383972)", "(0.9198852777481079, 0.9460218548774719)", "(0.9197556972503662, 0.9388521313667297)", "(0.9159913063049316, 0.9293915629386902)", "(0.9130385518074036, 0.9191956520080566)", "(0.9113067984580994, 0.9194462299346924)", "(0.9104511141777039, 0.931472659111023)", "(0.9084101319313049, 0.9348758459091187)", "(0.9016354084014893, 0.9252544045448303)", "(0.8956281542778015, 0.9160476922988892)", "(0.8952616453170776, 0.907016932964325)", "(0.895054817199707, 0.9304583072662354)", "(0.8801435828208923, 0.8865817189216614)", "(0.8694224953651428, 0.8933692574501038)", "(0.8661701083183289, 0.9017108678817749)", "(0.8659953474998474, 0.9022353887557983)", "(0.8616645336151123, 0.9061925411224365)", "(0.8583481907844543, 0.889009952545166)", "(0.839494526386261, 0.8574201464653015)", "(0.8375872373580933, 0.8415267467498779)", "(0.8341792225837708, 0.8389350771903992)", "(0.8340802788734436, 0.8416170477867126)", "(0.8332036137580872, 0.8858447670936584)", "(0.8331621885299683, 0.8663259744644165)", "(0.8281369805335999, 0.8338865637779236)", "(0.8269234299659729, 0.8607340455055237)", "(0.8229889869689941, 0.8397141695022583)", "(0.8159255385398865, 0.8339426517486572)", "(0.8118992447853088, 0.8250332474708557)", "(0.8041080236434937, 0.837700366973877)", "(0.7983418703079224, 0.8061068654060364)", "(0.7899895906448364, 0.8101334571838379)", "(0.7834002375602722, 0.8024454712867737)", "(0.7705693244934082, 0.7747660279273987)", "(0.7681056261062622, 0.7735341191291809)", "(0.7613977193832397, 0.802200973033905)", "(0.7555353045463562, 0.7723444700241089)", "(0.7427672743797302, 0.7483648061752319)" ], "mode": "markers", "name": "H2", "type": "scatter", "x": [ 1.2666454315185547, 1.2534947395324707, 1.2514317035675049, 1.2506403923034668, 1.2388299703598022, 1.2308223247528076, 1.229533076286316, 1.224101185798645, 1.21803879737854, 1.216806173324585, 1.207341194152832, 1.206524133682251, 1.205876350402832, 1.2044169902801514, 1.203991174697876, 1.2036939859390259, 1.1947964429855347, 1.1928865909576416, 1.1911062002182007, 1.1888548135757446, 1.18813955783844, 1.1810872554779053, 1.1769038438796997, 1.1754860877990723, 1.1753733158111572, 1.1737169027328491, 1.1638538837432861, 1.1614948511123657, 1.157723069190979, 1.1433025598526, 1.1396090984344482, 1.1368653774261475, 1.1243414878845215, 1.1223459243774414, 1.1150301694869995, 1.1096071004867554, 1.0947754383087158, 1.0905425548553467, 1.086865782737732, 1.079032063484192, 1.0769745111465454, 1.0759586095809937, 1.071707844734192, 1.070945382118225, 1.0673213005065918, 1.06636643409729, 1.0662952661514282, 1.0579427480697632, 1.053125262260437, 1.051976203918457, 1.0473480224609375, 1.0431751012802124, 1.0428481101989746, 1.0388014316558838, 1.035711646080017, 1.0352979898452759, 1.0352650880813599, 1.0316487550735474, 1.0313656330108643, 1.0297707319259644, 1.0232555866241455, 1.0222668647766113, 1.0201572179794312, 1.01889967918396, 1.0138964653015137, 1.011972427368164, 1.0073375701904297, 1.005590558052063, 1.00230872631073, 1.0019882917404175, 1.0015438795089722, 1.000861644744873, 0.9998011589050293, 0.996119499206543, 0.9928252100944519, 0.9923058748245239, 0.9913779497146606, 0.9893664121627808, 0.9870883226394653, 0.9834941029548645, 0.9834420084953308, 0.982752799987793, 0.9779386520385742, 0.9771318435668945, 0.9767699837684631, 0.9746506214141846, 0.9715740084648132, 0.9713868498802185, 0.9708265066146851, 0.9707542657852173, 0.970691978931427, 0.9705258011817932, 0.9648383259773254, 0.9596675038337708, 0.9592163562774658, 0.9585806727409363, 0.955426812171936, 0.9515456557273865, 0.948868453502655, 0.9470058679580688, 0.9444196224212646, 0.9425305724143982, 0.9423916935920715, 0.9423916935920715, 0.9347929358482361, 0.932503879070282, 0.930537760257721, 0.9292734861373901, 0.9288172125816345, 0.9274698495864868, 0.9256442189216614, 0.9248085618019104, 0.9198852777481079, 0.9197556972503662, 0.9159913063049316, 0.9130385518074036, 0.9113067984580994, 0.9104511141777039, 0.9084101319313049, 0.9016354084014893, 0.8956281542778015, 0.8952616453170776, 0.895054817199707, 0.8801435828208923, 0.8694224953651428, 0.8661701083183289, 0.8659953474998474, 0.8616645336151123, 0.8583481907844543, 0.839494526386261, 0.8375872373580933, 0.8341792225837708, 0.8340802788734436, 0.8332036137580872, 0.8331621885299683, 0.8281369805335999, 0.8269234299659729, 0.8229889869689941, 0.8159255385398865, 0.8118992447853088, 0.8041080236434937, 0.7983418703079224, 0.7899895906448364, 0.7834002375602722, 0.7705693244934082, 0.7681056261062622, 0.7613977193832397, 0.7555353045463562, 0.7427672743797302 ], "y": [ 1.2695832252502441, 1.2556284666061401, 1.255262851715088, 1.2645734548568726, 1.2440353631973267, 1.231022596359253, 1.2353812456130981, 1.230442762374878, 1.2208410501480103, 1.2403193712234497, 1.214452862739563, 1.2208410501480103, 1.2095998525619507, 1.2211912870407104, 1.234617829322815, 1.2300753593444824, 1.2117958068847656, 1.2024636268615723, 1.2272788286209106, 1.1932259798049927, 1.1937435865402222, 1.1953608989715576, 1.1822385787963867, 1.186767578125, 1.1892263889312744, 1.1853649616241455, 1.1920559406280518, 1.1989232301712036, 1.1849603652954102, 1.1483876705169678, 1.1431905031204224, 1.139806866645813, 1.1318165063858032, 1.1307233572006226, 1.1207375526428223, 1.1123948097229004, 1.1237692832946777, 1.203078031539917, 1.1037458181381226, 1.0870214700698853, 1.0891836881637573, 1.084145426750183, 1.104466438293457, 1.085383415222168, 1.0786892175674438, 1.0716484785079956, 1.0814281702041626, 1.0790899991989136, 1.0895144939422607, 1.0897561311721802, 1.1555125713348389, 1.0433679819107056, 1.0899792909622192, 1.0401517152786255, 1.0431078672409058, 1.039577603340149, 1.0571049451828003, 1.062825083732605, 1.037367343902588, 1.0779728889465332, 1.0293235778808594, 1.0334903001785278, 1.0315427780151367, 1.0300403833389282, 1.0176324844360352, 1.0407276153564453, 1.0508965253829956, 1.0385353565216064, 1.0347306728363037, 1.0379616022109985, 1.0092679262161255, 1.0207979679107666, 1.0027638673782349, 1.0025250911712646, 1.0110357999801636, 1.003455638885498, 1.0047223567962646, 1.0241262912750244, 0.996340274810791, 1.007796287536621, 0.9980966448783875, 0.9920341968536377, 1.024203896522522, 0.9804032444953918, 0.9974690079689026, 1.0157744884490967, 1.087207555770874, 0.9719181656837463, 1.0189093351364136, 1.0027216672897339, 0.9945559501647949, 1.19900643825531, 1.0473756790161133, 0.983941376209259, 0.9705770015716553, 0.9731290340423584, 0.9801530838012695, 0.9996899366378784, 0.9686697125434875, 1.1759486198425293, 0.9674332737922668, 0.9595445394515991, 0.9684092998504639, 0.9542878866195679, 0.9559411406517029, 0.9420465230941772, 0.9340667128562927, 0.9366668462753296, 0.9430925846099854, 0.9464074969291687, 0.9364639520645142, 0.9416338801383972, 0.9460218548774719, 0.9388521313667297, 0.9293915629386902, 0.9191956520080566, 0.9194462299346924, 0.931472659111023, 0.9348758459091187, 0.9252544045448303, 0.9160476922988892, 0.907016932964325, 0.9304583072662354, 0.8865817189216614, 0.8933692574501038, 0.9017108678817749, 0.9022353887557983, 0.9061925411224365, 0.889009952545166, 0.8574201464653015, 0.8415267467498779, 0.8389350771903992, 0.8416170477867126, 0.8858447670936584, 0.8663259744644165, 0.8338865637779236, 0.8607340455055237, 0.8397141695022583, 0.8339426517486572, 0.8250332474708557, 0.837700366973877, 0.8061068654060364, 0.8101334571838379, 0.8024454712867737, 0.7747660279273987, 0.7735341191291809, 0.802200973033905, 0.7723444700241089, 0.7483648061752319 ] } ], "layout": { "height": 500, "plot_bgcolor": "white", "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Vietoris-Rips PD, single-agent RNN, epoch=0" }, "width": 500, "xaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.02608691692352295, 1.3304327630996704 ], "showexponent": "all", "showline": true, "side": "bottom", "ticks": "outside", "title": { "text": "Birth" }, "type": "linear", "zeroline": true }, "yaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.02608691692352295, 1.3304327630996704 ], "scaleanchor": "x", "scaleratio": 1, "showexponent": "all", "showline": true, "side": "left", "ticks": "outside", "title": { "text": "Death" }, "type": "linear", "zeroline": true } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_epoch_0 = plot_diagram(\n", " vr_diagrams[1],\n", " homology_dimensions=(0, 1, 2),\n", " plotly_params={\"title\": \"Vietoris-Rips PD, single-agent RNN, epoch=0\"},\n", ")\n", "fig_epoch_0.update_layout(title=\"Vietoris-Rips PD, single-agent RNN, epoch=0\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "none", "line": { "color": "black", "dash": "dash", "width": 1 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ -0.02723900556564331, 1.3891892838478088 ], "y": [ -0.02723900556564331, 1.3891892838478088 ] }, { "hoverinfo": "text", "hovertext": [ "(0.0, 0.03958228975534439)", "(0.0, 0.04719429090619087)", "(0.0, 0.059678804129362106)", "(0.0, 0.07671821862459183)", "(0.0, 0.08510016649961472)", "(0.0, 0.09792882949113846)", "(0.0, 0.10603269189596176)", "(0.0, 0.10880918055772781)", "(0.0, 0.1094881147146225)", "(0.0, 0.11570806801319122)", "(0.0, 0.11588972061872482)", "(0.0, 0.1182498186826706)", "(0.0, 0.11945786327123642)", "(0.0, 0.1296509951353073)", "(0.0, 0.12985903024673462)", "(0.0, 0.13083447515964508)", "(0.0, 0.1332370787858963)", "(0.0, 0.13374461233615875)", "(0.0, 0.13477177917957306)", "(0.0, 0.14126178622245789)", "(0.0, 0.1427878439426422)", "(0.0, 0.14330855011940002)", "(0.0, 0.14857983589172363)", "(0.0, 0.15043611824512482)", "(0.0, 0.15305158495903015)", "(0.0, 0.1546575129032135)", "(0.0, 0.15556369721889496)", "(0.0, 0.15815763175487518)", "(0.0, 0.16512344777584076)", "(0.0, 0.16526399552822113)", "(0.0, 0.1654033660888672)", "(0.0, 0.1655912697315216)", "(0.0, 0.168157160282135)", "(0.0, 0.1731836050748825)", "(0.0, 0.1753489077091217)", "(0.0, 0.17568857967853546)", "(0.0, 0.18111474812030792)", "(0.0, 0.18155266344547272)", "(0.0, 0.1839621365070343)", "(0.0, 0.1847207099199295)", "(0.0, 0.18507303297519684)", "(0.0, 0.18547897040843964)", "(0.0, 0.18624792993068695)", "(0.0, 0.1886167675256729)", "(0.0, 0.19100859761238098)", "(0.0, 0.19220106303691864)", "(0.0, 0.19230516254901886)", "(0.0, 0.19289837777614594)", "(0.0, 0.19704239070415497)", "(0.0, 0.19941799342632294)", "(0.0, 0.19990219175815582)", "(0.0, 0.20006437599658966)", "(0.0, 0.20152784883975983)", "(0.0, 0.20182178914546967)", "(0.0, 0.20193246006965637)", "(0.0, 0.20233315229415894)", "(0.0, 0.20323437452316284)", "(0.0, 0.20326657593250275)", "(0.0, 0.20437616109848022)", "(0.0, 0.20485636591911316)", "(0.0, 0.20597706735134125)", "(0.0, 0.20620930194854736)", "(0.0, 0.2079082876443863)", "(0.0, 0.21119678020477295)", "(0.0, 0.21158745884895325)", "(0.0, 0.21188421547412872)", "(0.0, 0.2119060456752777)", "(0.0, 0.21653278172016144)", "(0.0, 0.21685364842414856)", "(0.0, 0.21811054646968842)", "(0.0, 0.22042715549468994)", "(0.0, 0.2238347977399826)", "(0.0, 0.22429288923740387)", "(0.0, 0.2248193770647049)", "(0.0, 0.22644087672233582)", "(0.0, 0.22680088877677917)", "(0.0, 0.22797907888889313)", "(0.0, 0.22836637496948242)", "(0.0, 0.22839753329753876)", "(0.0, 0.2284419983625412)", "(0.0, 0.22923976182937622)", "(0.0, 0.22970986366271973)", "(0.0, 0.23003190755844116)", "(0.0, 0.23016005754470825)", "(0.0, 0.2306559532880783)", "(0.0, 0.23322613537311554)", "(0.0, 0.233363538980484)", "(0.0, 0.23429107666015625)", "(0.0, 0.23483024537563324)", "(0.0, 0.2355661243200302)", "(0.0, 0.23567387461662292)", "(0.0, 0.2362632304430008)", "(0.0, 0.23738253116607666)", "(0.0, 0.23763680458068848)", "(0.0, 0.23838801681995392)", "(0.0, 0.24090802669525146)", "(0.0, 0.24154098331928253)", "(0.0, 0.24200579524040222)", "(0.0, 0.2425011247396469)", "(0.0, 0.24464377760887146)", "(0.0, 0.245017409324646)", "(0.0, 0.24580474197864532)", "(0.0, 0.24596084654331207)", "(0.0, 0.24659954011440277)", "(0.0, 0.2471841424703598)", "(0.0, 0.24795496463775635)", "(0.0, 0.24805136024951935)", "(0.0, 0.24859951436519623)", "(0.0, 0.24915431439876556)", "(0.0, 0.24978552758693695)", "(0.0, 0.25029662251472473)", "(0.0, 0.2516726553440094)", "(0.0, 0.25278520584106445)", "(0.0, 0.25352126359939575)", "(0.0, 0.254370778799057)", "(0.0, 0.25446030497550964)", "(0.0, 0.2557438910007477)", "(0.0, 0.25672194361686707)", "(0.0, 0.2603098452091217)", "(0.0, 0.26123708486557007)", "(0.0, 0.26170262694358826)", "(0.0, 0.26225295662879944)", "(0.0, 0.26261717081069946)", "(0.0, 0.2635350525379181)", "(0.0, 0.2642922103404999)", "(0.0, 0.265062153339386)", "(0.0, 0.26511844992637634)", "(0.0, 0.2656027376651764)", "(0.0, 0.2659344971179962)", "(0.0, 0.2671978771686554)", "(0.0, 0.27112919092178345)", "(0.0, 0.2718926966190338)", "(0.0, 0.2721557915210724)", "(0.0, 0.2736964523792267)", "(0.0, 0.27536579966545105)", "(0.0, 0.2753852307796478)", "(0.0, 0.27545884251594543)", "(0.0, 0.2762828767299652)", "(0.0, 0.2769105136394501)", "(0.0, 0.27820566296577454)", "(0.0, 0.2790115773677826)", "(0.0, 0.2790789008140564)", "(0.0, 0.28189021348953247)", "(0.0, 0.28220370411872864)", "(0.0, 0.28266873955726624)", "(0.0, 0.2826964855194092)", "(0.0, 0.2831811010837555)", "(0.0, 0.28378933668136597)", "(0.0, 0.2838156819343567)", "(0.0, 0.2839258015155792)", "(0.0, 0.2841077148914337)", "(0.0, 0.28497833013534546)", "(0.0, 0.28609344363212585)", "(0.0, 0.286363422870636)", "(0.0, 0.2863726019859314)", "(0.0, 0.28638696670532227)", "(0.0, 0.28771355748176575)", "(0.0, 0.28885871171951294)", "(0.0, 0.2889915406703949)", "(0.0, 0.2896047830581665)", "(0.0, 0.29034295678138733)", "(0.0, 0.2907504141330719)", "(0.0, 0.2930331528186798)", "(0.0, 0.2934345006942749)", "(0.0, 0.2937276065349579)", "(0.0, 0.29422658681869507)", "(0.0, 0.29453739523887634)", "(0.0, 0.2946538031101227)", "(0.0, 0.29487332701683044)", "(0.0, 0.2960321009159088)", "(0.0, 0.2966114580631256)", "(0.0, 0.29698556661605835)", "(0.0, 0.2972658574581146)", "(0.0, 0.2976338267326355)", "(0.0, 0.2979160249233246)", "(0.0, 0.2981366217136383)", "(0.0, 0.2982499897480011)", "(0.0, 0.2987265884876251)", "(0.0, 0.2996982932090759)", "(0.0, 0.301085501909256)", "(0.0, 0.301264226436615)", "(0.0, 0.30249398946762085)", "(0.0, 0.3026253581047058)", "(0.0, 0.3039354979991913)", "(0.0, 0.30442604422569275)", "(0.0, 0.30560821294784546)", "(0.0, 0.3075626790523529)", "(0.0, 0.30882635712623596)", "(0.0, 0.30938395857810974)", "(0.0, 0.31196653842926025)", "(0.0, 0.31207549571990967)", "(0.0, 0.3125703036785126)", "(0.0, 0.31392160058021545)", "(0.0, 0.3142429292201996)", "(0.0, 0.31431102752685547)", "(0.0, 0.31509751081466675)", "(0.0, 0.3159017264842987)", "(0.0, 0.3160170018672943)", "(0.0, 0.31703051924705505)", "(0.0, 0.3173336982727051)", "(0.0, 0.317872554063797)", "(0.0, 0.3182632625102997)", "(0.0, 0.31958717107772827)", "(0.0, 0.32073545455932617)", "(0.0, 0.3207706809043884)", "(0.0, 0.3213965892791748)", "(0.0, 0.32314610481262207)", "(0.0, 0.32318195700645447)", "(0.0, 0.32327795028686523)", "(0.0, 0.3234122395515442)", "(0.0, 0.3234131932258606)", "(0.0, 0.32348138093948364)", "(0.0, 0.3242313861846924)", "(0.0, 0.32437410950660706)", "(0.0, 0.324697345495224)", "(0.0, 0.3246991038322449)", "(0.0, 0.32485857605934143)", "(0.0, 0.32515332102775574)", "(0.0, 0.3253878355026245)", "(0.0, 0.3254343569278717)", "(0.0, 0.32604533433914185)", "(0.0, 0.32627514004707336)", "(0.0, 0.3265596926212311)", "(0.0, 0.32741621136665344)", "(0.0, 0.32951420545578003)", "(0.0, 0.3310674726963043)", "(0.0, 0.33209535479545593)", "(0.0, 0.33229440450668335)", "(0.0, 0.33264783024787903)", "(0.0, 0.3342694044113159)", "(0.0, 0.3347090482711792)", "(0.0, 0.3355475068092346)", "(0.0, 0.33577993512153625)", "(0.0, 0.3359508812427521)", "(0.0, 0.33638110756874084)", "(0.0, 0.3369905948638916)", "(0.0, 0.33916905522346497)", "(0.0, 0.3401017189025879)", "(0.0, 0.34077292680740356)", "(0.0, 0.3413129150867462)", "(0.0, 0.34229061007499695)", "(0.0, 0.344161719083786)", "(0.0, 0.3452012538909912)", "(0.0, 0.34533509612083435)", "(0.0, 0.3456811010837555)", "(0.0, 0.346561998128891)", "(0.0, 0.34716859459877014)", "(0.0, 0.34718045592308044)", "(0.0, 0.34758004546165466)", "(0.0, 0.34787997603416443)", "(0.0, 0.3481477200984955)", "(0.0, 0.34848588705062866)", "(0.0, 0.3489800989627838)", "(0.0, 0.3499973714351654)", "(0.0, 0.35011520981788635)", "(0.0, 0.3501226603984833)", "(0.0, 0.35056978464126587)", "(0.0, 0.35123515129089355)", "(0.0, 0.35147541761398315)", "(0.0, 0.3525146543979645)", "(0.0, 0.3533327877521515)", "(0.0, 0.35510700941085815)", "(0.0, 0.35629352927207947)", "(0.0, 0.3580199182033539)", "(0.0, 0.3587239384651184)", "(0.0, 0.35920315980911255)", "(0.0, 0.35932478308677673)", "(0.0, 0.3615465760231018)", "(0.0, 0.3627600073814392)", "(0.0, 0.3640328049659729)", "(0.0, 0.3648310601711273)", "(0.0, 0.3658522665500641)", "(0.0, 0.36588171124458313)", "(0.0, 0.3663066327571869)", "(0.0, 0.36689087748527527)", "(0.0, 0.3669673204421997)", "(0.0, 0.3680559992790222)", "(0.0, 0.3681028187274933)", "(0.0, 0.36839091777801514)", "(0.0, 0.3692934811115265)", "(0.0, 0.37041276693344116)", "(0.0, 0.37126877903938293)", "(0.0, 0.3724842667579651)", "(0.0, 0.3726539611816406)", "(0.0, 0.37335383892059326)", "(0.0, 0.37393173575401306)", "(0.0, 0.3747851848602295)", "(0.0, 0.3749105632305145)", "(0.0, 0.3754819333553314)", "(0.0, 0.37557774782180786)", "(0.0, 0.3756401538848877)", "(0.0, 0.37573134899139404)", "(0.0, 0.3758886456489563)", "(0.0, 0.37618288397789)", "(0.0, 0.3767094612121582)", "(0.0, 0.37815186381340027)", "(0.0, 0.37941402196884155)", "(0.0, 0.3802199065685272)", "(0.0, 0.38042232394218445)", "(0.0, 0.38063329458236694)", "(0.0, 0.3807356357574463)", "(0.0, 0.381404846906662)", "(0.0, 0.3814697861671448)", "(0.0, 0.38156914710998535)", "(0.0, 0.3821927011013031)", "(0.0, 0.38233497738838196)", "(0.0, 0.38358110189437866)", "(0.0, 0.3837911784648895)", "(0.0, 0.3864762783050537)", "(0.0, 0.3889387249946594)", "(0.0, 0.3890911042690277)", "(0.0, 0.38936710357666016)", "(0.0, 0.3895885944366455)", "(0.0, 0.3896300792694092)", "(0.0, 0.39022189378738403)", "(0.0, 0.39059582352638245)", "(0.0, 0.3914493918418884)", "(0.0, 0.3927779793739319)", "(0.0, 0.392915815114975)", "(0.0, 0.3944360613822937)", "(0.0, 0.3947983682155609)", "(0.0, 0.39668595790863037)", "(0.0, 0.39785003662109375)", "(0.0, 0.39860889315605164)", "(0.0, 0.39917507767677307)", "(0.0, 0.39938682317733765)", "(0.0, 0.3995044529438019)", "(0.0, 0.39996758103370667)", "(0.0, 0.40085071325302124)", "(0.0, 0.4012547433376312)", "(0.0, 0.402070015668869)", "(0.0, 0.40363582968711853)", "(0.0, 0.4038641154766083)", "(0.0, 0.4038659632205963)", "(0.0, 0.4052817225456238)", "(0.0, 0.40624725818634033)", "(0.0, 0.40661677718162537)", "(0.0, 0.407925546169281)", "(0.0, 0.40829163789749146)", "(0.0, 0.40853551030158997)", "(0.0, 0.40987628698349)", "(0.0, 0.41134339570999146)", "(0.0, 0.4125724732875824)", "(0.0, 0.4128081798553467)", "(0.0, 0.4131263494491577)", "(0.0, 0.41368231177330017)", "(0.0, 0.4185517132282257)", "(0.0, 0.4206915497779846)", "(0.0, 0.4208323061466217)", "(0.0, 0.4208347499370575)", "(0.0, 0.42118942737579346)", "(0.0, 0.42268460988998413)", "(0.0, 0.4229612350463867)", "(0.0, 0.4236488938331604)", "(0.0, 0.42382726073265076)", "(0.0, 0.42409005761146545)", "(0.0, 0.4242228865623474)", "(0.0, 0.4269135594367981)", "(0.0, 0.42750421166419983)", "(0.0, 0.4300636947154999)", "(0.0, 0.43153971433639526)", "(0.0, 0.43506601452827454)", "(0.0, 0.43566980957984924)", "(0.0, 0.43596190214157104)", "(0.0, 0.43654972314834595)", "(0.0, 0.43664440512657166)", "(0.0, 0.43710845708847046)", "(0.0, 0.4385642111301422)", "(0.0, 0.4402279555797577)", "(0.0, 0.44056040048599243)", "(0.0, 0.44440391659736633)", "(0.0, 0.446393758058548)", "(0.0, 0.4474550485610962)", "(0.0, 0.4497672915458679)", "(0.0, 0.45184126496315)", "(0.0, 0.4523410201072693)", "(0.0, 0.45253416895866394)", "(0.0, 0.4532683491706848)", "(0.0, 0.45436856150627136)", "(0.0, 0.46242132782936096)", "(0.0, 0.4632897973060608)", "(0.0, 0.4640261232852936)", "(0.0, 0.4665726125240326)", "(0.0, 0.4707227051258087)", "(0.0, 0.4719604253768921)", "(0.0, 0.4786987900733948)", "(0.0, 0.4788060784339905)", "(0.0, 0.47947263717651367)", "(0.0, 0.48080798983573914)", "(0.0, 0.48356643319129944)", "(0.0, 0.4905930757522583)", "(0.0, 0.49528226256370544)", "(0.0, 0.4981897175312042)", "(0.0, 0.5070462822914124)", "(0.0, 0.5084429979324341)", "(0.0, 0.5087885856628418)", "(0.0, 0.5120725035667419)", "(0.0, 0.5394183993339539)", "(0.0, 0.5601711869239807)" ], "mode": "markers", "name": "H0", "type": "scatter", "x": [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], "y": [ 0.03958228975534439, 0.04719429090619087, 0.059678804129362106, 0.07671821862459183, 0.08510016649961472, 0.09792882949113846, 0.10603269189596176, 0.10880918055772781, 0.1094881147146225, 0.11570806801319122, 0.11588972061872482, 0.1182498186826706, 0.11945786327123642, 0.1296509951353073, 0.12985903024673462, 0.13083447515964508, 0.1332370787858963, 0.13374461233615875, 0.13477177917957306, 0.14126178622245789, 0.1427878439426422, 0.14330855011940002, 0.14857983589172363, 0.15043611824512482, 0.15305158495903015, 0.1546575129032135, 0.15556369721889496, 0.15815763175487518, 0.16512344777584076, 0.16526399552822113, 0.1654033660888672, 0.1655912697315216, 0.168157160282135, 0.1731836050748825, 0.1753489077091217, 0.17568857967853546, 0.18111474812030792, 0.18155266344547272, 0.1839621365070343, 0.1847207099199295, 0.18507303297519684, 0.18547897040843964, 0.18624792993068695, 0.1886167675256729, 0.19100859761238098, 0.19220106303691864, 0.19230516254901886, 0.19289837777614594, 0.19704239070415497, 0.19941799342632294, 0.19990219175815582, 0.20006437599658966, 0.20152784883975983, 0.20182178914546967, 0.20193246006965637, 0.20233315229415894, 0.20323437452316284, 0.20326657593250275, 0.20437616109848022, 0.20485636591911316, 0.20597706735134125, 0.20620930194854736, 0.2079082876443863, 0.21119678020477295, 0.21158745884895325, 0.21188421547412872, 0.2119060456752777, 0.21653278172016144, 0.21685364842414856, 0.21811054646968842, 0.22042715549468994, 0.2238347977399826, 0.22429288923740387, 0.2248193770647049, 0.22644087672233582, 0.22680088877677917, 0.22797907888889313, 0.22836637496948242, 0.22839753329753876, 0.2284419983625412, 0.22923976182937622, 0.22970986366271973, 0.23003190755844116, 0.23016005754470825, 0.2306559532880783, 0.23322613537311554, 0.233363538980484, 0.23429107666015625, 0.23483024537563324, 0.2355661243200302, 0.23567387461662292, 0.2362632304430008, 0.23738253116607666, 0.23763680458068848, 0.23838801681995392, 0.24090802669525146, 0.24154098331928253, 0.24200579524040222, 0.2425011247396469, 0.24464377760887146, 0.245017409324646, 0.24580474197864532, 0.24596084654331207, 0.24659954011440277, 0.2471841424703598, 0.24795496463775635, 0.24805136024951935, 0.24859951436519623, 0.24915431439876556, 0.24978552758693695, 0.25029662251472473, 0.2516726553440094, 0.25278520584106445, 0.25352126359939575, 0.254370778799057, 0.25446030497550964, 0.2557438910007477, 0.25672194361686707, 0.2603098452091217, 0.26123708486557007, 0.26170262694358826, 0.26225295662879944, 0.26261717081069946, 0.2635350525379181, 0.2642922103404999, 0.265062153339386, 0.26511844992637634, 0.2656027376651764, 0.2659344971179962, 0.2671978771686554, 0.27112919092178345, 0.2718926966190338, 0.2721557915210724, 0.2736964523792267, 0.27536579966545105, 0.2753852307796478, 0.27545884251594543, 0.2762828767299652, 0.2769105136394501, 0.27820566296577454, 0.2790115773677826, 0.2790789008140564, 0.28189021348953247, 0.28220370411872864, 0.28266873955726624, 0.2826964855194092, 0.2831811010837555, 0.28378933668136597, 0.2838156819343567, 0.2839258015155792, 0.2841077148914337, 0.28497833013534546, 0.28609344363212585, 0.286363422870636, 0.2863726019859314, 0.28638696670532227, 0.28771355748176575, 0.28885871171951294, 0.2889915406703949, 0.2896047830581665, 0.29034295678138733, 0.2907504141330719, 0.2930331528186798, 0.2934345006942749, 0.2937276065349579, 0.29422658681869507, 0.29453739523887634, 0.2946538031101227, 0.29487332701683044, 0.2960321009159088, 0.2966114580631256, 0.29698556661605835, 0.2972658574581146, 0.2976338267326355, 0.2979160249233246, 0.2981366217136383, 0.2982499897480011, 0.2987265884876251, 0.2996982932090759, 0.301085501909256, 0.301264226436615, 0.30249398946762085, 0.3026253581047058, 0.3039354979991913, 0.30442604422569275, 0.30560821294784546, 0.3075626790523529, 0.30882635712623596, 0.30938395857810974, 0.31196653842926025, 0.31207549571990967, 0.3125703036785126, 0.31392160058021545, 0.3142429292201996, 0.31431102752685547, 0.31509751081466675, 0.3159017264842987, 0.3160170018672943, 0.31703051924705505, 0.3173336982727051, 0.317872554063797, 0.3182632625102997, 0.31958717107772827, 0.32073545455932617, 0.3207706809043884, 0.3213965892791748, 0.32314610481262207, 0.32318195700645447, 0.32327795028686523, 0.3234122395515442, 0.3234131932258606, 0.32348138093948364, 0.3242313861846924, 0.32437410950660706, 0.324697345495224, 0.3246991038322449, 0.32485857605934143, 0.32515332102775574, 0.3253878355026245, 0.3254343569278717, 0.32604533433914185, 0.32627514004707336, 0.3265596926212311, 0.32741621136665344, 0.32951420545578003, 0.3310674726963043, 0.33209535479545593, 0.33229440450668335, 0.33264783024787903, 0.3342694044113159, 0.3347090482711792, 0.3355475068092346, 0.33577993512153625, 0.3359508812427521, 0.33638110756874084, 0.3369905948638916, 0.33916905522346497, 0.3401017189025879, 0.34077292680740356, 0.3413129150867462, 0.34229061007499695, 0.344161719083786, 0.3452012538909912, 0.34533509612083435, 0.3456811010837555, 0.346561998128891, 0.34716859459877014, 0.34718045592308044, 0.34758004546165466, 0.34787997603416443, 0.3481477200984955, 0.34848588705062866, 0.3489800989627838, 0.3499973714351654, 0.35011520981788635, 0.3501226603984833, 0.35056978464126587, 0.35123515129089355, 0.35147541761398315, 0.3525146543979645, 0.3533327877521515, 0.35510700941085815, 0.35629352927207947, 0.3580199182033539, 0.3587239384651184, 0.35920315980911255, 0.35932478308677673, 0.3615465760231018, 0.3627600073814392, 0.3640328049659729, 0.3648310601711273, 0.3658522665500641, 0.36588171124458313, 0.3663066327571869, 0.36689087748527527, 0.3669673204421997, 0.3680559992790222, 0.3681028187274933, 0.36839091777801514, 0.3692934811115265, 0.37041276693344116, 0.37126877903938293, 0.3724842667579651, 0.3726539611816406, 0.37335383892059326, 0.37393173575401306, 0.3747851848602295, 0.3749105632305145, 0.3754819333553314, 0.37557774782180786, 0.3756401538848877, 0.37573134899139404, 0.3758886456489563, 0.37618288397789, 0.3767094612121582, 0.37815186381340027, 0.37941402196884155, 0.3802199065685272, 0.38042232394218445, 0.38063329458236694, 0.3807356357574463, 0.381404846906662, 0.3814697861671448, 0.38156914710998535, 0.3821927011013031, 0.38233497738838196, 0.38358110189437866, 0.3837911784648895, 0.3864762783050537, 0.3889387249946594, 0.3890911042690277, 0.38936710357666016, 0.3895885944366455, 0.3896300792694092, 0.39022189378738403, 0.39059582352638245, 0.3914493918418884, 0.3927779793739319, 0.392915815114975, 0.3944360613822937, 0.3947983682155609, 0.39668595790863037, 0.39785003662109375, 0.39860889315605164, 0.39917507767677307, 0.39938682317733765, 0.3995044529438019, 0.39996758103370667, 0.40085071325302124, 0.4012547433376312, 0.402070015668869, 0.40363582968711853, 0.4038641154766083, 0.4038659632205963, 0.4052817225456238, 0.40624725818634033, 0.40661677718162537, 0.407925546169281, 0.40829163789749146, 0.40853551030158997, 0.40987628698349, 0.41134339570999146, 0.4125724732875824, 0.4128081798553467, 0.4131263494491577, 0.41368231177330017, 0.4185517132282257, 0.4206915497779846, 0.4208323061466217, 0.4208347499370575, 0.42118942737579346, 0.42268460988998413, 0.4229612350463867, 0.4236488938331604, 0.42382726073265076, 0.42409005761146545, 0.4242228865623474, 0.4269135594367981, 0.42750421166419983, 0.4300636947154999, 0.43153971433639526, 0.43506601452827454, 0.43566980957984924, 0.43596190214157104, 0.43654972314834595, 0.43664440512657166, 0.43710845708847046, 0.4385642111301422, 0.4402279555797577, 0.44056040048599243, 0.44440391659736633, 0.446393758058548, 0.4474550485610962, 0.4497672915458679, 0.45184126496315, 0.4523410201072693, 0.45253416895866394, 0.4532683491706848, 0.45436856150627136, 0.46242132782936096, 0.4632897973060608, 0.4640261232852936, 0.4665726125240326, 0.4707227051258087, 0.4719604253768921, 0.4786987900733948, 0.4788060784339905, 0.47947263717651367, 0.48080798983573914, 0.48356643319129944, 0.4905930757522583, 0.49528226256370544, 0.4981897175312042, 0.5070462822914124, 0.5084429979324341, 0.5087885856628418, 0.5120725035667419, 0.5394183993339539, 0.5601711869239807 ] }, { "hoverinfo": "text", "hovertext": [ "(0.8240844011306763, 0.8352056741714478)", "(0.7274632453918457, 0.7431023716926575)", "(0.7058101296424866, 0.734818696975708)", "(0.703606367111206, 0.7129111289978027)", "(0.6894562840461731, 0.6979140639305115)", "(0.6894198060035706, 0.6950350999832153)", "(0.6874573230743408, 0.7044407725334167)", "(0.687111496925354, 0.7142112851142883)", "(0.685244619846344, 0.6861197352409363)", "(0.6842530369758606, 0.704251229763031)", "(0.6837924122810364, 0.7456287741661072)", "(0.6821811199188232, 0.6862158179283142)", "(0.6753021478652954, 0.7053134441375732)", "(0.669933021068573, 0.7600312232971191)", "(0.6693935394287109, 0.6746041774749756)", "(0.668116569519043, 0.670840322971344)", "(0.6651820540428162, 0.6904482245445251)", "(0.6645622849464417, 0.6689246296882629)", "(0.6640042066574097, 0.7365138530731201)", "(0.6631887555122375, 0.6632652878761292)", "(0.660870373249054, 0.6748733520507812)", "(0.660780131816864, 0.6909513473510742)", "(0.6559931039810181, 0.7056884765625)", "(0.6559601426124573, 0.7520233392715454)", "(0.6550183892250061, 0.7331997752189636)", "(0.6543231010437012, 0.6749529838562012)", "(0.6527835130691528, 0.6877688765525818)", "(0.6493222713470459, 0.739945650100708)", "(0.646449625492096, 0.6654866337776184)", "(0.6452856063842773, 0.683702826499939)", "(0.6431270241737366, 0.7330306768417358)", "(0.6415467858314514, 0.6420078873634338)", "(0.6410232186317444, 0.6877688765525818)", "(0.640228271484375, 0.7706291675567627)", "(0.6377583146095276, 0.7479914426803589)", "(0.6369470953941345, 0.6635818481445312)", "(0.6367894411087036, 0.7993374466896057)", "(0.6343438625335693, 0.7333498001098633)", "(0.6263723373413086, 0.6733800172805786)", "(0.6257277131080627, 0.6756139993667603)", "(0.6244437098503113, 0.7239241600036621)", "(0.6228457689285278, 0.6885550022125244)", "(0.6211683750152588, 0.6520479321479797)", "(0.6208378672599792, 0.7109007239341736)", "(0.6204517483711243, 0.7013359069824219)", "(0.6200001239776611, 0.6497060060501099)", "(0.6156487464904785, 0.6320107579231262)", "(0.6121077537536621, 0.6478540897369385)", "(0.6118501424789429, 0.6433847546577454)", "(0.6103094816207886, 0.6142541766166687)", "(0.610273540019989, 0.6218775510787964)", "(0.6101457476615906, 0.6790118217468262)", "(0.6082352995872498, 0.6812260150909424)", "(0.6081552505493164, 0.6497843861579895)", "(0.6079246997833252, 0.6342611312866211)", "(0.6075559854507446, 0.6424915194511414)", "(0.6063126921653748, 0.6745477318763733)", "(0.6010414958000183, 0.6230524182319641)", "(0.5985839366912842, 0.605894148349762)", "(0.5981247425079346, 0.7533453106880188)", "(0.5942544341087341, 0.6075277328491211)", "(0.5941641330718994, 0.6081231236457825)", "(0.5936042666435242, 0.7032286524772644)", "(0.589976966381073, 0.6046377420425415)", "(0.5890665054321289, 0.6358153820037842)", "(0.5878215432167053, 0.6153879761695862)", "(0.585884153842926, 0.726967453956604)", "(0.5853797793388367, 0.6161882877349854)", "(0.5845940709114075, 0.6240653991699219)", "(0.5843824148178101, 0.6251799464225769)", "(0.5790919065475464, 0.6562075614929199)", "(0.577599048614502, 0.672762393951416)", "(0.5771856307983398, 0.6731212139129639)", "(0.5739884972572327, 0.574200451374054)", "(0.5729696154594421, 0.6831596493721008)", "(0.5729003548622131, 0.5987235307693481)", "(0.572726309299469, 0.7320607304573059)", "(0.5715271234512329, 0.7766327261924744)", "(0.5683116912841797, 0.603579044342041)", "(0.568293035030365, 0.6904630661010742)", "(0.5663129091262817, 0.6254718899726868)", "(0.5655263066291809, 0.7216843962669373)", "(0.5654122233390808, 0.6599758267402649)", "(0.5640536546707153, 0.6902234554290771)", "(0.5639799237251282, 0.7779245972633362)", "(0.5637696981430054, 0.599381685256958)", "(0.563129186630249, 0.6015014052391052)", "(0.5618489384651184, 0.640691339969635)", "(0.561094343662262, 0.5919213891029358)", "(0.5605849623680115, 0.7256436944007874)", "(0.5585362911224365, 0.7594764232635498)", "(0.5583490133285522, 0.5818331837654114)", "(0.5577991008758545, 0.5667350888252258)", "(0.5568991303443909, 0.6848799586296082)", "(0.5536333918571472, 0.8024545907974243)", "(0.5527519583702087, 0.6055870652198792)", "(0.5524499416351318, 0.6187547445297241)", "(0.5516976118087769, 0.6443712115287781)", "(0.5498238801956177, 0.7574702501296997)", "(0.5487314462661743, 0.5922179222106934)", "(0.5481879115104675, 0.6721336841583252)", "(0.5430392026901245, 0.6568094491958618)", "(0.542935311794281, 0.5477463603019714)", "(0.5400169491767883, 0.7518195509910583)", "(0.539794921875, 0.5398561358451843)", "(0.5376267433166504, 0.5727247595787048)", "(0.536716103553772, 0.6355714201927185)", "(0.5352728366851807, 0.6176981329917908)", "(0.5352296233177185, 0.5508755445480347)", "(0.5350309610366821, 0.5922436118125916)", "(0.5344873666763306, 0.5935370922088623)", "(0.5342039465904236, 0.5527549386024475)", "(0.5338250398635864, 0.6329415440559387)", "(0.5328357815742493, 0.5638296008110046)", "(0.5305905938148499, 0.5312473177909851)", "(0.5305574536323547, 0.6422841548919678)", "(0.530161440372467, 0.5454509258270264)", "(0.529979407787323, 0.5572317838668823)", "(0.5291845202445984, 0.7431013584136963)", "(0.5248984098434448, 0.7719648480415344)", "(0.5248093008995056, 0.7010095715522766)", "(0.5243299603462219, 0.5845401287078857)", "(0.5237213373184204, 0.5742902755737305)", "(0.5234532356262207, 0.5657304525375366)", "(0.5232527256011963, 0.5577622652053833)", "(0.5230532884597778, 0.7353532314300537)", "(0.5229249000549316, 0.7346202731132507)", "(0.5220471024513245, 0.5669324398040771)", "(0.5220025777816772, 0.6064634919166565)", "(0.5204476118087769, 0.6904630661010742)", "(0.5184640288352966, 0.5524939298629761)", "(0.5181040167808533, 0.5657041668891907)", "(0.517325758934021, 0.6102149486541748)", "(0.5164613127708435, 0.7974954843521118)", "(0.5160927772521973, 0.6787400841712952)", "(0.5158252120018005, 0.6745445132255554)", "(0.5155987739562988, 0.689269483089447)", "(0.5153035521507263, 0.5480671525001526)", "(0.5128934979438782, 0.7040949463844299)", "(0.5113796591758728, 0.5117568969726562)", "(0.5106935501098633, 0.7253517508506775)", "(0.509909987449646, 0.7607935667037964)", "(0.5084572434425354, 0.5119674205780029)", "(0.5084021091461182, 0.6755172610282898)", "(0.5083869695663452, 0.7536206245422363)", "(0.5076374411582947, 0.6202014088630676)", "(0.5064024329185486, 0.778731644153595)", "(0.5036516785621643, 0.6072493195533752)", "(0.502666711807251, 0.7376302480697632)", "(0.5004065632820129, 0.7021442651748657)", "(0.49970579147338867, 0.5183711051940918)", "(0.4992646872997284, 0.6818947196006775)", "(0.49860677123069763, 0.6275002360343933)", "(0.4982837736606598, 0.6842774152755737)", "(0.4971471130847931, 0.5206244587898254)", "(0.49656885862350464, 0.6725496649742126)", "(0.4963586628437042, 0.5168764591217041)", "(0.4960930645465851, 0.7038615942001343)", "(0.4957038462162018, 0.6646540760993958)", "(0.4938276708126068, 0.7606955766677856)", "(0.49324512481689453, 0.6680542826652527)", "(0.49240002036094666, 0.7382256388664246)", "(0.4910256862640381, 0.6289399862289429)", "(0.48967796564102173, 0.6482571959495544)", "(0.488770455121994, 0.685651957988739)", "(0.48735857009887695, 0.7257082462310791)", "(0.48495668172836304, 0.6958081722259521)", "(0.4839293956756592, 0.7751362323760986)", "(0.4836493134498596, 0.6621056795120239)", "(0.48309165239334106, 0.7357912659645081)", "(0.4819464385509491, 0.5168764591217041)", "(0.48159757256507874, 0.5545807480812073)", "(0.48113253712654114, 0.7162227034568787)", "(0.48093125224113464, 0.7607489824295044)", "(0.48054400086402893, 0.48842713236808777)", "(0.47858595848083496, 0.6461209058761597)", "(0.47844865918159485, 0.49495747685432434)", "(0.47685757279396057, 0.7635766863822937)", "(0.47279930114746094, 0.7673388719558716)", "(0.4720609486103058, 0.5314382314682007)", "(0.47152337431907654, 0.6088986992835999)", "(0.47029194235801697, 0.6030977964401245)", "(0.4681037664413452, 0.752625584602356)", "(0.46742746233940125, 0.6883339285850525)", "(0.4664607048034668, 0.4822171926498413)", "(0.4654417634010315, 0.5181013941764832)", "(0.4653359353542328, 0.6407142877578735)", "(0.4652925133705139, 0.7123239636421204)", "(0.4652377665042877, 0.769477903842926)", "(0.46502885222435, 0.486644983291626)", "(0.4642569422721863, 0.7445018291473389)", "(0.46325933933258057, 0.5316250324249268)", "(0.4613620638847351, 0.6883427500724792)", "(0.46068084239959717, 0.770236074924469)", "(0.45979493856430054, 0.7475982904434204)", "(0.45959335565567017, 0.7884125113487244)", "(0.45949628949165344, 0.7305630445480347)", "(0.4579481780529022, 0.5266373753547668)", "(0.4566110670566559, 0.4617222249507904)", "(0.45518019795417786, 0.48842713236808777)", "(0.45442160964012146, 0.5913665294647217)", "(0.4542502462863922, 0.6598455309867859)", "(0.45393994450569153, 0.5364968776702881)", "(0.45259156823158264, 0.48447880148887634)", "(0.4511756896972656, 0.48610541224479675)", "(0.4510346055030823, 0.47877734899520874)", "(0.4486267566680908, 0.4588888883590698)", "(0.4461669921875, 0.5995548367500305)", "(0.4446937143802643, 1.015339970588684)", "(0.4426279366016388, 1.0256633758544922)", "(0.4423321485519409, 0.7483509182929993)", "(0.44162487983703613, 0.469549298286438)", "(0.4375476539134979, 1.0300697088241577)", "(0.4373757839202881, 0.5245576500892639)", "(0.43706387281417847, 0.45700517296791077)", "(0.43689417839050293, 0.507698655128479)", "(0.43677181005477905, 0.6622126698493958)", "(0.43608400225639343, 0.4399247169494629)", "(0.43573713302612305, 0.4830256700515747)", "(0.4277939200401306, 0.6997963190078735)", "(0.42493805289268494, 0.45487457513809204)", "(0.4240350127220154, 0.5320438146591187)", "(0.42128539085388184, 0.4578412175178528)", "(0.41932129859924316, 0.7371879816055298)", "(0.41918444633483887, 0.43507081270217896)", "(0.4106745719909668, 0.49423253536224365)", "(0.4070129990577698, 0.4407106935977936)", "(0.4046434760093689, 0.5068609714508057)", "(0.4035157263278961, 0.5610360503196716)", "(0.3984818160533905, 0.4588888883590698)", "(0.39715081453323364, 0.4102000892162323)", "(0.391389399766922, 0.4449377655982971)", "(0.38411185145378113, 0.4054766893386841)", "(0.37906742095947266, 0.40877923369407654)", "(0.37559011578559875, 0.4296926259994507)", "(0.3704603612422943, 0.40865764021873474)", "(0.3671119809150696, 0.36894842982292175)", "(0.3554176390171051, 0.48400169610977173)", "(0.3415217101573944, 0.3479800224304199)", "(0.33580756187438965, 0.3728867173194885)", "(0.3278380036354065, 0.3346012234687805)", "(0.32189711928367615, 0.3275129497051239)", "(0.26400965452194214, 0.2688886821269989)" ], "mode": "markers", "name": "H1", "type": "scatter", "x": [ 0.8240844011306763, 0.7274632453918457, 0.7058101296424866, 0.703606367111206, 0.6894562840461731, 0.6894198060035706, 0.6874573230743408, 0.687111496925354, 0.685244619846344, 0.6842530369758606, 0.6837924122810364, 0.6821811199188232, 0.6753021478652954, 0.669933021068573, 0.6693935394287109, 0.668116569519043, 0.6651820540428162, 0.6645622849464417, 0.6640042066574097, 0.6631887555122375, 0.660870373249054, 0.660780131816864, 0.6559931039810181, 0.6559601426124573, 0.6550183892250061, 0.6543231010437012, 0.6527835130691528, 0.6493222713470459, 0.646449625492096, 0.6452856063842773, 0.6431270241737366, 0.6415467858314514, 0.6410232186317444, 0.640228271484375, 0.6377583146095276, 0.6369470953941345, 0.6367894411087036, 0.6343438625335693, 0.6263723373413086, 0.6257277131080627, 0.6244437098503113, 0.6228457689285278, 0.6211683750152588, 0.6208378672599792, 0.6204517483711243, 0.6200001239776611, 0.6156487464904785, 0.6121077537536621, 0.6118501424789429, 0.6103094816207886, 0.610273540019989, 0.6101457476615906, 0.6082352995872498, 0.6081552505493164, 0.6079246997833252, 0.6075559854507446, 0.6063126921653748, 0.6010414958000183, 0.5985839366912842, 0.5981247425079346, 0.5942544341087341, 0.5941641330718994, 0.5936042666435242, 0.589976966381073, 0.5890665054321289, 0.5878215432167053, 0.585884153842926, 0.5853797793388367, 0.5845940709114075, 0.5843824148178101, 0.5790919065475464, 0.577599048614502, 0.5771856307983398, 0.5739884972572327, 0.5729696154594421, 0.5729003548622131, 0.572726309299469, 0.5715271234512329, 0.5683116912841797, 0.568293035030365, 0.5663129091262817, 0.5655263066291809, 0.5654122233390808, 0.5640536546707153, 0.5639799237251282, 0.5637696981430054, 0.563129186630249, 0.5618489384651184, 0.561094343662262, 0.5605849623680115, 0.5585362911224365, 0.5583490133285522, 0.5577991008758545, 0.5568991303443909, 0.5536333918571472, 0.5527519583702087, 0.5524499416351318, 0.5516976118087769, 0.5498238801956177, 0.5487314462661743, 0.5481879115104675, 0.5430392026901245, 0.542935311794281, 0.5400169491767883, 0.539794921875, 0.5376267433166504, 0.536716103553772, 0.5352728366851807, 0.5352296233177185, 0.5350309610366821, 0.5344873666763306, 0.5342039465904236, 0.5338250398635864, 0.5328357815742493, 0.5305905938148499, 0.5305574536323547, 0.530161440372467, 0.529979407787323, 0.5291845202445984, 0.5248984098434448, 0.5248093008995056, 0.5243299603462219, 0.5237213373184204, 0.5234532356262207, 0.5232527256011963, 0.5230532884597778, 0.5229249000549316, 0.5220471024513245, 0.5220025777816772, 0.5204476118087769, 0.5184640288352966, 0.5181040167808533, 0.517325758934021, 0.5164613127708435, 0.5160927772521973, 0.5158252120018005, 0.5155987739562988, 0.5153035521507263, 0.5128934979438782, 0.5113796591758728, 0.5106935501098633, 0.509909987449646, 0.5084572434425354, 0.5084021091461182, 0.5083869695663452, 0.5076374411582947, 0.5064024329185486, 0.5036516785621643, 0.502666711807251, 0.5004065632820129, 0.49970579147338867, 0.4992646872997284, 0.49860677123069763, 0.4982837736606598, 0.4971471130847931, 0.49656885862350464, 0.4963586628437042, 0.4960930645465851, 0.4957038462162018, 0.4938276708126068, 0.49324512481689453, 0.49240002036094666, 0.4910256862640381, 0.48967796564102173, 0.488770455121994, 0.48735857009887695, 0.48495668172836304, 0.4839293956756592, 0.4836493134498596, 0.48309165239334106, 0.4819464385509491, 0.48159757256507874, 0.48113253712654114, 0.48093125224113464, 0.48054400086402893, 0.47858595848083496, 0.47844865918159485, 0.47685757279396057, 0.47279930114746094, 0.4720609486103058, 0.47152337431907654, 0.47029194235801697, 0.4681037664413452, 0.46742746233940125, 0.4664607048034668, 0.4654417634010315, 0.4653359353542328, 0.4652925133705139, 0.4652377665042877, 0.46502885222435, 0.4642569422721863, 0.46325933933258057, 0.4613620638847351, 0.46068084239959717, 0.45979493856430054, 0.45959335565567017, 0.45949628949165344, 0.4579481780529022, 0.4566110670566559, 0.45518019795417786, 0.45442160964012146, 0.4542502462863922, 0.45393994450569153, 0.45259156823158264, 0.4511756896972656, 0.4510346055030823, 0.4486267566680908, 0.4461669921875, 0.4446937143802643, 0.4426279366016388, 0.4423321485519409, 0.44162487983703613, 0.4375476539134979, 0.4373757839202881, 0.43706387281417847, 0.43689417839050293, 0.43677181005477905, 0.43608400225639343, 0.43573713302612305, 0.4277939200401306, 0.42493805289268494, 0.4240350127220154, 0.42128539085388184, 0.41932129859924316, 0.41918444633483887, 0.4106745719909668, 0.4070129990577698, 0.4046434760093689, 0.4035157263278961, 0.3984818160533905, 0.39715081453323364, 0.391389399766922, 0.38411185145378113, 0.37906742095947266, 0.37559011578559875, 0.3704603612422943, 0.3671119809150696, 0.3554176390171051, 0.3415217101573944, 0.33580756187438965, 0.3278380036354065, 0.32189711928367615, 0.26400965452194214 ], "y": [ 0.8352056741714478, 0.7431023716926575, 0.734818696975708, 0.7129111289978027, 0.6979140639305115, 0.6950350999832153, 0.7044407725334167, 0.7142112851142883, 0.6861197352409363, 0.704251229763031, 0.7456287741661072, 0.6862158179283142, 0.7053134441375732, 0.7600312232971191, 0.6746041774749756, 0.670840322971344, 0.6904482245445251, 0.6689246296882629, 0.7365138530731201, 0.6632652878761292, 0.6748733520507812, 0.6909513473510742, 0.7056884765625, 0.7520233392715454, 0.7331997752189636, 0.6749529838562012, 0.6877688765525818, 0.739945650100708, 0.6654866337776184, 0.683702826499939, 0.7330306768417358, 0.6420078873634338, 0.6877688765525818, 0.7706291675567627, 0.7479914426803589, 0.6635818481445312, 0.7993374466896057, 0.7333498001098633, 0.6733800172805786, 0.6756139993667603, 0.7239241600036621, 0.6885550022125244, 0.6520479321479797, 0.7109007239341736, 0.7013359069824219, 0.6497060060501099, 0.6320107579231262, 0.6478540897369385, 0.6433847546577454, 0.6142541766166687, 0.6218775510787964, 0.6790118217468262, 0.6812260150909424, 0.6497843861579895, 0.6342611312866211, 0.6424915194511414, 0.6745477318763733, 0.6230524182319641, 0.605894148349762, 0.7533453106880188, 0.6075277328491211, 0.6081231236457825, 0.7032286524772644, 0.6046377420425415, 0.6358153820037842, 0.6153879761695862, 0.726967453956604, 0.6161882877349854, 0.6240653991699219, 0.6251799464225769, 0.6562075614929199, 0.672762393951416, 0.6731212139129639, 0.574200451374054, 0.6831596493721008, 0.5987235307693481, 0.7320607304573059, 0.7766327261924744, 0.603579044342041, 0.6904630661010742, 0.6254718899726868, 0.7216843962669373, 0.6599758267402649, 0.6902234554290771, 0.7779245972633362, 0.599381685256958, 0.6015014052391052, 0.640691339969635, 0.5919213891029358, 0.7256436944007874, 0.7594764232635498, 0.5818331837654114, 0.5667350888252258, 0.6848799586296082, 0.8024545907974243, 0.6055870652198792, 0.6187547445297241, 0.6443712115287781, 0.7574702501296997, 0.5922179222106934, 0.6721336841583252, 0.6568094491958618, 0.5477463603019714, 0.7518195509910583, 0.5398561358451843, 0.5727247595787048, 0.6355714201927185, 0.6176981329917908, 0.5508755445480347, 0.5922436118125916, 0.5935370922088623, 0.5527549386024475, 0.6329415440559387, 0.5638296008110046, 0.5312473177909851, 0.6422841548919678, 0.5454509258270264, 0.5572317838668823, 0.7431013584136963, 0.7719648480415344, 0.7010095715522766, 0.5845401287078857, 0.5742902755737305, 0.5657304525375366, 0.5577622652053833, 0.7353532314300537, 0.7346202731132507, 0.5669324398040771, 0.6064634919166565, 0.6904630661010742, 0.5524939298629761, 0.5657041668891907, 0.6102149486541748, 0.7974954843521118, 0.6787400841712952, 0.6745445132255554, 0.689269483089447, 0.5480671525001526, 0.7040949463844299, 0.5117568969726562, 0.7253517508506775, 0.7607935667037964, 0.5119674205780029, 0.6755172610282898, 0.7536206245422363, 0.6202014088630676, 0.778731644153595, 0.6072493195533752, 0.7376302480697632, 0.7021442651748657, 0.5183711051940918, 0.6818947196006775, 0.6275002360343933, 0.6842774152755737, 0.5206244587898254, 0.6725496649742126, 0.5168764591217041, 0.7038615942001343, 0.6646540760993958, 0.7606955766677856, 0.6680542826652527, 0.7382256388664246, 0.6289399862289429, 0.6482571959495544, 0.685651957988739, 0.7257082462310791, 0.6958081722259521, 0.7751362323760986, 0.6621056795120239, 0.7357912659645081, 0.5168764591217041, 0.5545807480812073, 0.7162227034568787, 0.7607489824295044, 0.48842713236808777, 0.6461209058761597, 0.49495747685432434, 0.7635766863822937, 0.7673388719558716, 0.5314382314682007, 0.6088986992835999, 0.6030977964401245, 0.752625584602356, 0.6883339285850525, 0.4822171926498413, 0.5181013941764832, 0.6407142877578735, 0.7123239636421204, 0.769477903842926, 0.486644983291626, 0.7445018291473389, 0.5316250324249268, 0.6883427500724792, 0.770236074924469, 0.7475982904434204, 0.7884125113487244, 0.7305630445480347, 0.5266373753547668, 0.4617222249507904, 0.48842713236808777, 0.5913665294647217, 0.6598455309867859, 0.5364968776702881, 0.48447880148887634, 0.48610541224479675, 0.47877734899520874, 0.4588888883590698, 0.5995548367500305, 1.015339970588684, 1.0256633758544922, 0.7483509182929993, 0.469549298286438, 1.0300697088241577, 0.5245576500892639, 0.45700517296791077, 0.507698655128479, 0.6622126698493958, 0.4399247169494629, 0.4830256700515747, 0.6997963190078735, 0.45487457513809204, 0.5320438146591187, 0.4578412175178528, 0.7371879816055298, 0.43507081270217896, 0.49423253536224365, 0.4407106935977936, 0.5068609714508057, 0.5610360503196716, 0.4588888883590698, 0.4102000892162323, 0.4449377655982971, 0.4054766893386841, 0.40877923369407654, 0.4296926259994507, 0.40865764021873474, 0.36894842982292175, 0.48400169610977173, 0.3479800224304199, 0.3728867173194885, 0.3346012234687805, 0.3275129497051239, 0.2688886821269989 ] }, { "hoverinfo": "text", "hovertext": [ "(1.1452462673187256, 1.15889310836792)", "(1.1444810628890991, 1.1578402519226074)", "(1.1369236707687378, 1.1518715620040894)", "(1.1350376605987549, 1.1369417905807495)", "(1.1322234869003296, 1.1332619190216064)", "(1.1312568187713623, 1.1316187381744385)", "(1.1275800466537476, 1.1334658861160278)", "(1.1236748695373535, 1.1308408975601196)", "(1.1232545375823975, 1.1397976875305176)", "(1.1205543279647827, 1.1294801235198975)", "(1.1203851699829102, 1.1458574533462524)", "(1.1197186708450317, 1.1362807750701904)", "(1.1163227558135986, 1.1341557502746582)", "(1.1161500215530396, 1.1247594356536865)", "(1.1160629987716675, 1.1220413446426392)", "(1.1150213479995728, 1.1248358488082886)", "(1.1146806478500366, 1.1313142776489258)", "(1.1146234273910522, 1.1211600303649902)", "(1.1143240928649902, 1.1228467226028442)", "(1.1134757995605469, 1.1583346128463745)", "(1.1132489442825317, 1.122916340827942)", "(1.1094813346862793, 1.1353957653045654)", "(1.1094366312026978, 1.1160471439361572)", "(1.1087859869003296, 1.1219608783721924)", "(1.1073106527328491, 1.1115432977676392)", "(1.1071807146072388, 1.1204543113708496)", "(1.1069663763046265, 1.112549901008606)", "(1.1053905487060547, 1.1188281774520874)", "(1.1020164489746094, 1.1159934997558594)", "(1.1018297672271729, 1.123062014579773)", "(1.1011708974838257, 1.1160058975219727)", "(1.100771427154541, 1.1130465269088745)", "(1.1007477045059204, 1.1223552227020264)", "(1.0993499755859375, 1.1093087196350098)", "(1.0993242263793945, 1.124241828918457)", "(1.0991240739822388, 1.0994746685028076)", "(1.0979942083358765, 1.1084579229354858)", "(1.097560167312622, 1.0999078750610352)", "(1.097434401512146, 1.1231790781021118)", "(1.0971851348876953, 1.1319024562835693)", "(1.0968754291534424, 1.1061023473739624)", "(1.0963841676712036, 1.1057876348495483)", "(1.0956608057022095, 1.1244360208511353)", "(1.09430730342865, 1.1090893745422363)", "(1.0942096710205078, 1.107252597808838)", "(1.0940855741500854, 1.098945140838623)", "(1.0940495729446411, 1.0958890914916992)", "(1.0938317775726318, 1.1240955591201782)", "(1.0930887460708618, 1.0954476594924927)", "(1.092079520225525, 1.0973029136657715)", "(1.0919955968856812, 1.1312365531921387)", "(1.0915205478668213, 1.0922962427139282)", "(1.0903874635696411, 1.0905531644821167)", "(1.0900118350982666, 1.091351866722107)", "(1.089998722076416, 1.115090012550354)", "(1.0895822048187256, 1.103510856628418)", "(1.0886105298995972, 1.1209627389907837)", "(1.088355541229248, 1.1004157066345215)", "(1.0880824327468872, 1.1195534467697144)", "(1.087897777557373, 1.1206547021865845)", "(1.0876213312149048, 1.1222244501113892)", "(1.0868911743164062, 1.1254732608795166)", "(1.0868425369262695, 1.135257601737976)", "(1.0861282348632812, 1.0878734588623047)", "(1.0858838558197021, 1.1220924854278564)", "(1.0853326320648193, 1.0870275497436523)", "(1.0847808122634888, 1.1330068111419678)", "(1.084566593170166, 1.111884355545044)", "(1.084290862083435, 1.0950132608413696)", "(1.0842053890228271, 1.0999280214309692)", "(1.0841811895370483, 1.1077945232391357)", "(1.0840429067611694, 1.1254128217697144)", "(1.0837125778198242, 1.0935343503952026)", "(1.0835965871810913, 1.0875638723373413)", "(1.0833936929702759, 1.099092721939087)", "(1.0830830335617065, 1.0918632745742798)", "(1.082572340965271, 1.124869465827942)", "(1.0823849439620972, 1.0991774797439575)", "(1.0822511911392212, 1.109529733657837)", "(1.0818921327590942, 1.1409459114074707)", "(1.0818328857421875, 1.1336712837219238)", "(1.0810925960540771, 1.0958120822906494)", "(1.0810269117355347, 1.0982576608657837)", "(1.0808813571929932, 1.0975379943847656)", "(1.080306053161621, 1.122633695602417)", "(1.0798571109771729, 1.1047251224517822)", "(1.0796446800231934, 1.1203083992004395)", "(1.079535961151123, 1.1240955591201782)", "(1.0794286727905273, 1.1134682893753052)", "(1.0786247253417969, 1.0958149433135986)", "(1.0785562992095947, 1.1313647031784058)", "(1.077856421470642, 1.0829311609268188)", "(1.0777078866958618, 1.106182336807251)", "(1.0759435892105103, 1.1047731637954712)", "(1.0754272937774658, 1.1367183923721313)", "(1.0750521421432495, 1.1057876348495483)", "(1.0745861530303955, 1.089341402053833)", "(1.074549913406372, 1.1206547021865845)", "(1.0738227367401123, 1.0886993408203125)", "(1.0733709335327148, 1.1225764751434326)", "(1.0726584196090698, 1.0817164182662964)", "(1.0722018480300903, 1.0928149223327637)", "(1.0708067417144775, 1.0867801904678345)", "(1.0706989765167236, 1.1146316528320312)", "(1.070662260055542, 1.1330068111419678)", "(1.0702836513519287, 1.0818674564361572)", "(1.0697134733200073, 1.118406891822815)", "(1.069329023361206, 1.0959008932113647)", "(1.0685663223266602, 1.1178487539291382)", "(1.068031668663025, 1.1235450506210327)", "(1.0679508447647095, 1.0958890914916992)", "(1.0675219297409058, 1.1068294048309326)", "(1.066788911819458, 1.1106303930282593)", "(1.0664700269699097, 1.1087065935134888)", "(1.066269874572754, 1.1011841297149658)", "(1.0662494897842407, 1.1027435064315796)", "(1.0661181211471558, 1.1077945232391357)", "(1.0659215450286865, 1.1159934997558594)", "(1.0655431747436523, 1.0965536832809448)", "(1.0654985904693604, 1.121584177017212)", "(1.0645197629928589, 1.094167709350586)", "(1.0642800331115723, 1.1036487817764282)", "(1.0641666650772095, 1.1115938425064087)", "(1.0624741315841675, 1.1065731048583984)", "(1.0623115301132202, 1.0931800603866577)", "(1.0611516237258911, 1.1076569557189941)", "(1.0605672597885132, 1.1017894744873047)", "(1.0604817867279053, 1.0677438974380493)", "(1.0599855184555054, 1.0864536762237549)", "(1.0599547624588013, 1.0682399272918701)", "(1.0593175888061523, 1.1278918981552124)", "(1.0589523315429688, 1.0732901096343994)", "(1.0588387250900269, 1.0695563554763794)", "(1.05679452419281, 1.1283743381500244)", "(1.0564980506896973, 1.0582656860351562)", "(1.056228518486023, 1.092568039894104)", "(1.0554919242858887, 1.0940086841583252)", "(1.0549590587615967, 1.1074943542480469)", "(1.0548150539398193, 1.07988440990448)", "(1.0543400049209595, 1.121253490447998)", "(1.053639531135559, 1.103510856628418)", "(1.0536099672317505, 1.0651558637619019)", "(1.0535577535629272, 1.1254732608795166)", "(1.0532985925674438, 1.114466905593872)", "(1.0531944036483765, 1.1134696006774902)", "(1.051701545715332, 1.1104375123977661)", "(1.0511512756347656, 1.0992704629898071)", "(1.0508952140808105, 1.1023890972137451)", "(1.0507850646972656, 1.0677717924118042)", "(1.0499541759490967, 1.0566340684890747)", "(1.0498589277267456, 1.0677717924118042)", "(1.0497854948043823, 1.096590518951416)", "(1.0497384071350098, 1.057222604751587)", "(1.047853708267212, 1.1018755435943604)", "(1.0473520755767822, 1.115387201309204)", "(1.0462629795074463, 1.1164630651474)", "(1.046186923980713, 1.1092805862426758)", "(1.0453118085861206, 1.1051734685897827)", "(1.0448048114776611, 1.104300856590271)", "(1.0443943738937378, 1.0868901014328003)", "(1.0439156293869019, 1.1202954053878784)", "(1.0436875820159912, 1.0847777128219604)", "(1.0431207418441772, 1.117727518081665)", "(1.042693018913269, 1.1141172647476196)", "(1.0424195528030396, 1.1147485971450806)", "(1.04194974899292, 1.111485481262207)", "(1.0408835411071777, 1.106462001800537)", "(1.039318561553955, 1.0570690631866455)", "(1.038583517074585, 1.1121646165847778)", "(1.0384862422943115, 1.1089361906051636)", "(1.0383037328720093, 1.103927493095398)", "(1.037386178970337, 1.0677664279937744)", "(1.03572416305542, 1.1081119775772095)", "(1.034773826599121, 1.0898462533950806)", "(1.0321258306503296, 1.1096982955932617)", "(1.028420329093933, 1.1325000524520874)", "(1.0278204679489136, 1.0828007459640503)", "(1.0250229835510254, 1.1147711277008057)", "(0.9412397742271423, 0.9766991138458252)", "(0.939069926738739, 0.9555448889732361)", "(0.9302782416343689, 0.9404183030128479)", "(0.9262857437133789, 0.9769010543823242)", "(0.9206287860870361, 0.9757835268974304)", "(0.9160670042037964, 0.9643904566764832)", "(0.9104175567626953, 0.9160947203636169)", "(0.9071202874183655, 0.9110822677612305)", "(0.9016494154930115, 1.0153104066848755)", "(0.8875550627708435, 1.0064682960510254)", "(0.8840426206588745, 0.8878000378608704)", "(0.8776861429214478, 0.9073590636253357)", "(0.8763813972473145, 0.8833692669868469)", "(0.8756458163261414, 0.8931618332862854)", "(0.8711131811141968, 0.9644815325737)", "(0.8664688467979431, 0.9535280466079712)", "(0.8651217222213745, 0.961795449256897)", "(0.8640267848968506, 0.9098529815673828)", "(0.8600326776504517, 1.005547046661377)", "(0.8593904376029968, 0.8709939122200012)", "(0.8580210208892822, 0.8906740546226501)", "(0.8572019934654236, 0.9095516800880432)", "(0.8528439402580261, 0.9342567324638367)", "(0.852033257484436, 0.8894341588020325)", "(0.8506752848625183, 0.9227391481399536)", "(0.8506752848625183, 0.8603909611701965)", "(0.8469286561012268, 0.8609352111816406)", "(0.8469196557998657, 1.0298912525177002)", "(0.846008837223053, 0.9909688234329224)", "(0.8409374356269836, 0.8436169624328613)", "(0.8406733870506287, 0.9166213870048523)", "(0.8387957215309143, 0.9352338910102844)", "(0.8363257646560669, 0.8947069048881531)", "(0.8361252546310425, 0.8972041606903076)", "(0.8357216119766235, 0.990978479385376)", "(0.8340764045715332, 1.006727933883667)", "(0.8291264772415161, 0.8401486873626709)", "(0.8250434398651123, 0.8438633680343628)", "(0.8243308067321777, 0.8516021370887756)", "(0.8193483352661133, 0.8296722173690796)", "(0.8151278495788574, 0.9676385521888733)", "(0.8147827386856079, 0.8210771083831787)", "(0.8097330331802368, 0.8391706347465515)", "(0.8092833161354065, 0.9433839917182922)", "(0.8068525195121765, 1.1202770471572876)", "(0.8047797679901123, 1.1206707954406738)", "(0.8031478524208069, 0.8120673298835754)", "(0.802539050579071, 0.867438018321991)", "(0.7941235303878784, 0.860451340675354)", "(0.7936177849769592, 0.860876202583313)", "(0.790407121181488, 0.7937110066413879)", "(0.7890103459358215, 0.841181218624115)", "(0.7885273694992065, 1.0146619081497192)", "(0.7878992557525635, 0.8050860166549683)", "(0.7874104380607605, 0.7942078113555908)", "(0.7870348691940308, 0.8320512771606445)", "(0.7836349606513977, 0.7971795797348022)", "(0.7821277379989624, 0.8857653737068176)", "(0.7753087282180786, 0.8617546558380127)", "(0.774823784828186, 0.8477997779846191)", "(0.7741073369979858, 0.7944533824920654)", "(0.7737279534339905, 1.113267421722412)", "(0.7614787817001343, 0.7989193201065063)", "(0.7600966095924377, 0.9599440693855286)", "(0.7572318911552429, 0.8557718992233276)", "(0.7571176290512085, 0.7642157673835754)", "(0.7520068287849426, 0.77143794298172)", "(0.7512593865394592, 0.7939401865005493)", "(0.7409273386001587, 0.8993722796440125)", "(0.7365780472755432, 0.7565475702285767)", "(0.7355644106864929, 0.7863919734954834)", "(0.7292043566703796, 0.7299340963363647)", "(0.7284000515937805, 0.8577033877372742)", "(0.7260587811470032, 0.7302144169807434)", "(0.7139359712600708, 0.7508431077003479)", "(0.7077871561050415, 0.7258074283599854)", "(0.6981282234191895, 0.728308916091919)", "(0.6954194903373718, 0.7032237648963928)", "(0.6876205801963806, 0.7088542580604553)", "(0.6417494416236877, 0.6699463725090027)", "(0.5723843574523926, 0.5845094323158264)" ], "mode": "markers", "name": "H2", "type": "scatter", "x": [ 1.1452462673187256, 1.1444810628890991, 1.1369236707687378, 1.1350376605987549, 1.1322234869003296, 1.1312568187713623, 1.1275800466537476, 1.1236748695373535, 1.1232545375823975, 1.1205543279647827, 1.1203851699829102, 1.1197186708450317, 1.1163227558135986, 1.1161500215530396, 1.1160629987716675, 1.1150213479995728, 1.1146806478500366, 1.1146234273910522, 1.1143240928649902, 1.1134757995605469, 1.1132489442825317, 1.1094813346862793, 1.1094366312026978, 1.1087859869003296, 1.1073106527328491, 1.1071807146072388, 1.1069663763046265, 1.1053905487060547, 1.1020164489746094, 1.1018297672271729, 1.1011708974838257, 1.100771427154541, 1.1007477045059204, 1.0993499755859375, 1.0993242263793945, 1.0991240739822388, 1.0979942083358765, 1.097560167312622, 1.097434401512146, 1.0971851348876953, 1.0968754291534424, 1.0963841676712036, 1.0956608057022095, 1.09430730342865, 1.0942096710205078, 1.0940855741500854, 1.0940495729446411, 1.0938317775726318, 1.0930887460708618, 1.092079520225525, 1.0919955968856812, 1.0915205478668213, 1.0903874635696411, 1.0900118350982666, 1.089998722076416, 1.0895822048187256, 1.0886105298995972, 1.088355541229248, 1.0880824327468872, 1.087897777557373, 1.0876213312149048, 1.0868911743164062, 1.0868425369262695, 1.0861282348632812, 1.0858838558197021, 1.0853326320648193, 1.0847808122634888, 1.084566593170166, 1.084290862083435, 1.0842053890228271, 1.0841811895370483, 1.0840429067611694, 1.0837125778198242, 1.0835965871810913, 1.0833936929702759, 1.0830830335617065, 1.082572340965271, 1.0823849439620972, 1.0822511911392212, 1.0818921327590942, 1.0818328857421875, 1.0810925960540771, 1.0810269117355347, 1.0808813571929932, 1.080306053161621, 1.0798571109771729, 1.0796446800231934, 1.079535961151123, 1.0794286727905273, 1.0786247253417969, 1.0785562992095947, 1.077856421470642, 1.0777078866958618, 1.0759435892105103, 1.0754272937774658, 1.0750521421432495, 1.0745861530303955, 1.074549913406372, 1.0738227367401123, 1.0733709335327148, 1.0726584196090698, 1.0722018480300903, 1.0708067417144775, 1.0706989765167236, 1.070662260055542, 1.0702836513519287, 1.0697134733200073, 1.069329023361206, 1.0685663223266602, 1.068031668663025, 1.0679508447647095, 1.0675219297409058, 1.066788911819458, 1.0664700269699097, 1.066269874572754, 1.0662494897842407, 1.0661181211471558, 1.0659215450286865, 1.0655431747436523, 1.0654985904693604, 1.0645197629928589, 1.0642800331115723, 1.0641666650772095, 1.0624741315841675, 1.0623115301132202, 1.0611516237258911, 1.0605672597885132, 1.0604817867279053, 1.0599855184555054, 1.0599547624588013, 1.0593175888061523, 1.0589523315429688, 1.0588387250900269, 1.05679452419281, 1.0564980506896973, 1.056228518486023, 1.0554919242858887, 1.0549590587615967, 1.0548150539398193, 1.0543400049209595, 1.053639531135559, 1.0536099672317505, 1.0535577535629272, 1.0532985925674438, 1.0531944036483765, 1.051701545715332, 1.0511512756347656, 1.0508952140808105, 1.0507850646972656, 1.0499541759490967, 1.0498589277267456, 1.0497854948043823, 1.0497384071350098, 1.047853708267212, 1.0473520755767822, 1.0462629795074463, 1.046186923980713, 1.0453118085861206, 1.0448048114776611, 1.0443943738937378, 1.0439156293869019, 1.0436875820159912, 1.0431207418441772, 1.042693018913269, 1.0424195528030396, 1.04194974899292, 1.0408835411071777, 1.039318561553955, 1.038583517074585, 1.0384862422943115, 1.0383037328720093, 1.037386178970337, 1.03572416305542, 1.034773826599121, 1.0321258306503296, 1.028420329093933, 1.0278204679489136, 1.0250229835510254, 0.9412397742271423, 0.939069926738739, 0.9302782416343689, 0.9262857437133789, 0.9206287860870361, 0.9160670042037964, 0.9104175567626953, 0.9071202874183655, 0.9016494154930115, 0.8875550627708435, 0.8840426206588745, 0.8776861429214478, 0.8763813972473145, 0.8756458163261414, 0.8711131811141968, 0.8664688467979431, 0.8651217222213745, 0.8640267848968506, 0.8600326776504517, 0.8593904376029968, 0.8580210208892822, 0.8572019934654236, 0.8528439402580261, 0.852033257484436, 0.8506752848625183, 0.8506752848625183, 0.8469286561012268, 0.8469196557998657, 0.846008837223053, 0.8409374356269836, 0.8406733870506287, 0.8387957215309143, 0.8363257646560669, 0.8361252546310425, 0.8357216119766235, 0.8340764045715332, 0.8291264772415161, 0.8250434398651123, 0.8243308067321777, 0.8193483352661133, 0.8151278495788574, 0.8147827386856079, 0.8097330331802368, 0.8092833161354065, 0.8068525195121765, 0.8047797679901123, 0.8031478524208069, 0.802539050579071, 0.7941235303878784, 0.7936177849769592, 0.790407121181488, 0.7890103459358215, 0.7885273694992065, 0.7878992557525635, 0.7874104380607605, 0.7870348691940308, 0.7836349606513977, 0.7821277379989624, 0.7753087282180786, 0.774823784828186, 0.7741073369979858, 0.7737279534339905, 0.7614787817001343, 0.7600966095924377, 0.7572318911552429, 0.7571176290512085, 0.7520068287849426, 0.7512593865394592, 0.7409273386001587, 0.7365780472755432, 0.7355644106864929, 0.7292043566703796, 0.7284000515937805, 0.7260587811470032, 0.7139359712600708, 0.7077871561050415, 0.6981282234191895, 0.6954194903373718, 0.6876205801963806, 0.6417494416236877, 0.5723843574523926 ], "y": [ 1.15889310836792, 1.1578402519226074, 1.1518715620040894, 1.1369417905807495, 1.1332619190216064, 1.1316187381744385, 1.1334658861160278, 1.1308408975601196, 1.1397976875305176, 1.1294801235198975, 1.1458574533462524, 1.1362807750701904, 1.1341557502746582, 1.1247594356536865, 1.1220413446426392, 1.1248358488082886, 1.1313142776489258, 1.1211600303649902, 1.1228467226028442, 1.1583346128463745, 1.122916340827942, 1.1353957653045654, 1.1160471439361572, 1.1219608783721924, 1.1115432977676392, 1.1204543113708496, 1.112549901008606, 1.1188281774520874, 1.1159934997558594, 1.123062014579773, 1.1160058975219727, 1.1130465269088745, 1.1223552227020264, 1.1093087196350098, 1.124241828918457, 1.0994746685028076, 1.1084579229354858, 1.0999078750610352, 1.1231790781021118, 1.1319024562835693, 1.1061023473739624, 1.1057876348495483, 1.1244360208511353, 1.1090893745422363, 1.107252597808838, 1.098945140838623, 1.0958890914916992, 1.1240955591201782, 1.0954476594924927, 1.0973029136657715, 1.1312365531921387, 1.0922962427139282, 1.0905531644821167, 1.091351866722107, 1.115090012550354, 1.103510856628418, 1.1209627389907837, 1.1004157066345215, 1.1195534467697144, 1.1206547021865845, 1.1222244501113892, 1.1254732608795166, 1.135257601737976, 1.0878734588623047, 1.1220924854278564, 1.0870275497436523, 1.1330068111419678, 1.111884355545044, 1.0950132608413696, 1.0999280214309692, 1.1077945232391357, 1.1254128217697144, 1.0935343503952026, 1.0875638723373413, 1.099092721939087, 1.0918632745742798, 1.124869465827942, 1.0991774797439575, 1.109529733657837, 1.1409459114074707, 1.1336712837219238, 1.0958120822906494, 1.0982576608657837, 1.0975379943847656, 1.122633695602417, 1.1047251224517822, 1.1203083992004395, 1.1240955591201782, 1.1134682893753052, 1.0958149433135986, 1.1313647031784058, 1.0829311609268188, 1.106182336807251, 1.1047731637954712, 1.1367183923721313, 1.1057876348495483, 1.089341402053833, 1.1206547021865845, 1.0886993408203125, 1.1225764751434326, 1.0817164182662964, 1.0928149223327637, 1.0867801904678345, 1.1146316528320312, 1.1330068111419678, 1.0818674564361572, 1.118406891822815, 1.0959008932113647, 1.1178487539291382, 1.1235450506210327, 1.0958890914916992, 1.1068294048309326, 1.1106303930282593, 1.1087065935134888, 1.1011841297149658, 1.1027435064315796, 1.1077945232391357, 1.1159934997558594, 1.0965536832809448, 1.121584177017212, 1.094167709350586, 1.1036487817764282, 1.1115938425064087, 1.1065731048583984, 1.0931800603866577, 1.1076569557189941, 1.1017894744873047, 1.0677438974380493, 1.0864536762237549, 1.0682399272918701, 1.1278918981552124, 1.0732901096343994, 1.0695563554763794, 1.1283743381500244, 1.0582656860351562, 1.092568039894104, 1.0940086841583252, 1.1074943542480469, 1.07988440990448, 1.121253490447998, 1.103510856628418, 1.0651558637619019, 1.1254732608795166, 1.114466905593872, 1.1134696006774902, 1.1104375123977661, 1.0992704629898071, 1.1023890972137451, 1.0677717924118042, 1.0566340684890747, 1.0677717924118042, 1.096590518951416, 1.057222604751587, 1.1018755435943604, 1.115387201309204, 1.1164630651474, 1.1092805862426758, 1.1051734685897827, 1.104300856590271, 1.0868901014328003, 1.1202954053878784, 1.0847777128219604, 1.117727518081665, 1.1141172647476196, 1.1147485971450806, 1.111485481262207, 1.106462001800537, 1.0570690631866455, 1.1121646165847778, 1.1089361906051636, 1.103927493095398, 1.0677664279937744, 1.1081119775772095, 1.0898462533950806, 1.1096982955932617, 1.1325000524520874, 1.0828007459640503, 1.1147711277008057, 0.9766991138458252, 0.9555448889732361, 0.9404183030128479, 0.9769010543823242, 0.9757835268974304, 0.9643904566764832, 0.9160947203636169, 0.9110822677612305, 1.0153104066848755, 1.0064682960510254, 0.8878000378608704, 0.9073590636253357, 0.8833692669868469, 0.8931618332862854, 0.9644815325737, 0.9535280466079712, 0.961795449256897, 0.9098529815673828, 1.005547046661377, 0.8709939122200012, 0.8906740546226501, 0.9095516800880432, 0.9342567324638367, 0.8894341588020325, 0.9227391481399536, 0.8603909611701965, 0.8609352111816406, 1.0298912525177002, 0.9909688234329224, 0.8436169624328613, 0.9166213870048523, 0.9352338910102844, 0.8947069048881531, 0.8972041606903076, 0.990978479385376, 1.006727933883667, 0.8401486873626709, 0.8438633680343628, 0.8516021370887756, 0.8296722173690796, 0.9676385521888733, 0.8210771083831787, 0.8391706347465515, 0.9433839917182922, 1.1202770471572876, 1.1206707954406738, 0.8120673298835754, 0.867438018321991, 0.860451340675354, 0.860876202583313, 0.7937110066413879, 0.841181218624115, 1.0146619081497192, 0.8050860166549683, 0.7942078113555908, 0.8320512771606445, 0.7971795797348022, 0.8857653737068176, 0.8617546558380127, 0.8477997779846191, 0.7944533824920654, 1.113267421722412, 0.7989193201065063, 0.9599440693855286, 0.8557718992233276, 0.7642157673835754, 0.77143794298172, 0.7939401865005493, 0.8993722796440125, 0.7565475702285767, 0.7863919734954834, 0.7299340963363647, 0.8577033877372742, 0.7302144169807434, 0.7508431077003479, 0.7258074283599854, 0.728308916091919, 0.7032237648963928, 0.7088542580604553, 0.6699463725090027, 0.5845094323158264 ] } ], "layout": { "height": 500, "plot_bgcolor": "white", "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Vietoris-Rips PD, single-agent RNN, epoch=95" }, "width": 500, "xaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.02723900556564331, 1.3891892838478088 ], "showexponent": "all", "showline": true, "side": "bottom", "ticks": "outside", "title": { "text": "Birth" }, "type": "linear", "zeroline": true }, "yaxis": { "autorange": false, "exponentformat": "e", "linecolor": "black", "linewidth": 1, "mirror": false, "range": [ -0.02723900556564331, 1.3891892838478088 ], "scaleanchor": "x", "scaleratio": 1, "showexponent": "all", "showline": true, "side": "left", "ticks": "outside", "title": { "text": "Death" }, "type": "linear", "zeroline": true } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_epoch_95 = plot_diagram(\n", " vr_diagrams[-1],\n", " homology_dimensions=(0, 1, 2),\n", " plotly_params={\"title\": \"Vietoris-Rips PD, single-agent RNN, epoch=95\"},\n", ")\n", "fig_epoch_95.update_layout(title=\"Vietoris-Rips PD, single-agent RNN, epoch=95\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGwCAYAAABVdURTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAACv8UlEQVR4nOzdd3hUZfbA8e+dnt4bkISEIiC9F7GhSBHs3UXXrmtl7Q2xoas/Fyt2saCiuCo2BEEQBKQjkFATCCUJ6WWSzGTK74+bBEISMpPMZFLO53nmyeTOnXtPIrtz8r7nPa/idDqdCCGEEEK0ExpfByCEEEII4UmS3AghhBCiXZHkRgghhBDtiiQ3QgghhGhXJLkRQgghRLsiyY0QQggh2hVJboQQQgjRruh8HUBLczgcHDlyhKCgIBRF8XU4QgghhHCB0+mkpKSETp06odGcfGymwyU3R44cIT4+3tdhCCGEEKIJDh48SJcuXU56TodLboKCggD1lxMcHOzjaIQQQgjhiuLiYuLj42s+x0+mwyU31VNRwcHBktwIIYQQbYwrJSVSUCyEEEKIdkWSGyGEEEK0K5LcCCGEEKJd6XA1N0IIIURDHA4HVqvV12F0WAaDodFl3q6Q5EYIIYQArFYr6enpOBwOX4fSYWk0GpKSkjAYDM26jiQ3QgghOjyn00lmZiZarZb4+HiPjB4I91Q32c3MzCQhIaFZjXYluRFCCNHh2Ww2ysrK6NSpE/7+/r4Op8OKioriyJEj2Gw29Hp9k68jqakQQogOz263AzR7OkQ0T/Xvv/q/R1NJciOEEEJUkT0HfctTv3+ZlvKQSrudRTtTOVJcSKfgUCb06o1eq23+hR12OLAaSrMhMAYSR4PGA9cVQggh2imfjtz88ccfTJkyhU6dOqEoCt99912j71mxYgVDhgzBZDKRnJzM22+/7f1AG/Hx+r8Y+eZjPPDbf/jvhrd44Lf/MPLNx/h4/V/Nu3DKQpjdFz4+H765Uf06u696XAghhBD18mlyYzabGTBgAG+88YZL56enpzNp0iTGjh3L5s2befTRR7n77rv55ptvvBxpwz5e/xfPr3oPs3IAh90fhyUSh90fs3KA51e91/QEJ2UhfDUNio/UPl6cqR6XBEcIIVodu8PJmn15fL/lMGv25WF3OH0dUofk02mpiRMnMnHiRJfPf/vtt0lISGD27NkA9O7dmw0bNvDyyy9zySWXeCnKhlXa7by25lsUnRmHJRoUJ4rGhtNhwmExojEe5bU133L14KHuTVE57LDoIaC+/1E4AQUWPQy9JssUlRBCtBKLtmcy84cUMosqao7FhZiYMaUPE/rGefx+jdWnXHfddcydO9fj920L2lRB8Zo1axg/fnytY+eddx4bNmygsrKy3vdYLBaKi4trPTxl0c5UzM4jOCpDUDSVaP32ozFVj7QoOCpDMDuPsGhnqnsXPrC67ohNLU4oPqyeJ4QQwucWbc/k9s821UpsALKKKrj9s00s2p7p8XtmZmbWPGbPnk1wcHCtY6+++qpb12voc7QtalPJTVZWFjExMbWOxcTEYLPZyM3Nrfc9s2bNIiQkpOYRHx/vsXiOFBeCxgYOA05H9Xp8ByhVS9gcBtDY1PPcUZrt2fOEEEK4xel0Uma1ufQoqahkxsIdDY61Azy1MIWSikqXrud0ujaVFRsbW/MICQlBUZRaxz7//HO6deuGwWDglFNO4dNPP631fkVRePvtt7ngggsICAjg2WefZe7cuYSGhtY677vvvqs1SrR161bOOussgoKCCA4OZsiQIWzYsMGN3673tbnVUicOw1X/I2hoeO6RRx5h+vTpNd8XFxd7LMHpFBwKDh1orOAwgVMPSiWKxorT7ld1XKee547AmMbPcec8IYQQbimvtNPnyV89ci0nkFVcQb+nFrt0fsrT5+FvaN7H87fffss999zD7NmzOeecc/jxxx/55z//SZcuXTjrrLNqzpsxYwazZs3iv//9L1qtlt9//73Ra19zzTUMGjSIOXPmoNVq2bJlS7Ma7nlDm0puYmNjycrKqnXs6NGj6HQ6IiIi6n2P0WjEaDR6JZ4JvXrz1NJOmPUHcFiMOB0GFG0lKFbAhEZfRIAzkQm9ert34cTRENxJLR6u928BRX09cbQHfgohhBDtzcsvv8z111/PHXfcAcD06dNZu3YtL7/8cq3k5uqrr+aGG25w69oZGRk88MAD9OrVC4AePXp4LnAPaVPJzahRo/jhhx9qHVu8eDFDhw71Sdao12q5e9RFPL/qPTTGo+B0Ak4UbSmKtgKnLYC7T7vI/X43Gi1MeFFdFYVC3QTHCRNekGJiIYTwEj+9lpSnz3Pp3HXp+Vz/0fpGz5v7z2EMTwp36d7NlZqayi233FLr2JgxY+rU4QwdOtTta0+fPp2bbrqJTz/9lHPOOYfLLruMbt26NSteT/NpzU1paSlbtmxhy5YtgLrUe8uWLWRkZADqlNK0adNqzr/ttts4cOAA06dPJzU1lQ8//JAPPviA+++/3xfhA3DdsBE8etrNBDgTQWNH0Zah6MoIcCby6Gk3c92wEU27cJ+pcPkn4F/PiFT8CPV1IYQQXqEoCv4GnUuPsT2iiAsx0dDaJQV11dTYHlEuXc9TXXrrK+M48VhAQECt7zUaTZ2anxMLjZ966il27NjB5MmTWbZsGX369OHbb7/1SMye4tPkZsOGDQwaNIhBgwYBajY4aNAgnnzySUCtBK9OdACSkpL4+eefWb58OQMHDuSZZ57htdde88ky8ONdN2wEa//1HAODLsNelkS3oH6suePZpic21fpMhXOeUp9H94Epr6nPD22AwoPNu7YQQgiP0GoUZkzpA1Anwan+fsaUPmg1Lbe1Q+/evVm1alWtY6tXr6Z375OXSURFRVFSUoLZbK45Vj0AcbyePXty3333sXjxYi6++GI++ugjj8TtKT6dljrzzDNPWhVe3/r8M844g02bNnkxqqbRa7WM7NyfTTlrMGiMVDotGDzx681PU78mjoYh18G2r2H/Slj3Lox/pvnXF0II0WwT+sYx59rBdfrcxHqxz83JPPDAA1x++eUMHjyYcePG8cMPP/C///2P33777aTvGzFiBP7+/jz66KPcddddrFu3rtZncXl5OQ888ACXXnopSUlJHDp0iPXr1/t8kOFEbarmprWLCfbHafejrNJGfkU+AfqAxt/UmPx96tfwqvnMUf9Sk5uNH8MZD4ExsPn3EEII0WwT+sZxbp9Y1qXnc7SkguggE8OTwlt0xKbahRdeyKuvvspLL73E3XffTVJSEh999BFnnnnmSd8XHh7OZ599xgMPPMC7777LOeecw1NPPVVTv6PVasnLy2PatGlkZ2cTGRnJxRdfzMyZM1vgp3Kd4nR1QX07UVxcTEhICEVFRQQHB3v02ktSsrn9uw+IiyzmzYuupn9U/+ZfdM4YyN4OV38NPceDwwFvDFWTnokvwYhbGr+GEEKIk6qoqCA9PZ2kpCRMJpOvw+mwTvbfwZ3P7zbVxK+1iwoy4rQFUGZVR26azeE4Ni0VUTVyo9HAyNvV53/NUbdqEEIIIUQNSW48KCrIiNMeSJnVTn65B5KbkkyoLAONDkITjh0fcBWYQtTEZ/ei5t9HCCGEaEckufGgiAADTlsAdoeTzNI8l1toN6i63iY0EbTH9fExBsKQf6rP17zVvHsIIYQQ7YwkNx5k0msJ1AcDCgXlpZTbypt3wby96teI7nVfG36LOqJzYBVkbm3efYQQQoh2RJIbD4sOUldMmS128irymnexvKqRm4h6Oj+GdIY+F6rPZfRGCCGEqCHJjYcdX3dTUFHQvIudLLkBGKXuGcL2b6Akq/5zhBBCiA5GkhsPiwxUV0yZrbbmJzcn9rg5UechED8SHJWw7r3m3UsIIYRoJyS58TB15CaAMou9ecvBHXbIT1ef11dzU6169GbDB2Ata/r9hBBCiHZCkhsPU3vdBGKu6nXT5BVThRnqiIzOBMGdGz6v1/nqMvHyAvj7y6bdSwghRIe1f/9+FEWpdw+ptkqSGw+LCjTitPtTbrVjsVuavmKqekoqLElt3NcQjRZGVDX1WztHbfwnhBDCNxx2SF8J2xaoX1ug0erRo0e59dZbSUhIwGg0Ehsby3nnnceaNWu8fu/WSvaW8rDIICOgpbzCCEB+RT7+en/3L9RYMfHxBl0Lvz8Pubth31Loca779xNCCNE8KQth0UNQfOTYseBOMOFF6DPVa7e95JJLqKys5OOPPyY5OZns7GyWLl1Kfr4Hmsk2g9VqxWAw+OTeMnLjYVGBalJjLlf3xGhy3Y07yY0pGAZPU5+vebNp9xNCCNF0KQvhq2m1ExuA4kz1eMpCr9y2sLCQVatW8eKLL3LWWWeRmJjI8OHDeeSRR5g8eTIAiqIwZ84cJk6ciJ+fH0lJSXz99dd1rpWWlsZZZ52Fv78/AwYMqDPys3r1ak4//XT8/PyIj4/n7rvvxmw217zetWtXnn32Wa6//npCQkK4+eabXXqfN0hy42HRQWpyU2w24nA6m75i6mQN/Ooz4lZQNJD2O2SnNO2eQgghVE4nWM2uPSqK4ZcHgfpqLKuOLXpIPc+V67lRqxkYGEhgYCDfffcdFoulwfOeeOIJLrnkErZu3cq1117LVVddRWpqaq1zHnvsMe6//362bNlCz549ueqqq7DZbABs27aN8847j4svvpi///6b+fPns2rVKu68885a13jppZfo27cvGzdu5IknnnD5fZ4mu4J7mM3uoMfjv6AYMrl9kpkI/yBO63IaAfoA4gLi0Cgu5pOvDoCC/XD9z9B1jGvvmf8PSF2oTlNdICM4Qgjhqjq7UVvN8Hwn3wTz6BEwBLh8+jfffMPNN99MeXk5gwcP5owzzuDKK6+kf//+gDpyc9tttzFnzpya94wcOZLBgwfz1ltvsX//fpKSknj//fe58cYbAUhJSeHUU08lNTWVXr16MW3aNPz8/HjnnXdqrrFq1SrOOOMMzGYzJpOJrl27MmjQIL799tuac1x53/FkV/BWSqfVEO5vAE05G7M380v6L7y99W3e3PwmH2z7gLTCtMYvYrOqq6XA9ZEbgFH/Ur/+/TWU5rgfvBBCiDbnkksu4ciRIyxcuJDzzjuP5cuXM3jwYObOnVtzzqhRo2q9Z9SoUXVGbqqTIYC4uDhALVYG2LhxI3Pnzq0ZKQoMDOS8887D4XCQnp5e876hQ4fWuqar7/M0KSj2gtCQAkrtm8mryCU6IIQuAV2wOW2k5qeSZc7imt7XkBya3PAFCvaD0wGGQAiMdv3G8SPUxn6HN6p9b858uNk/ixBCdEh6f3UExRUHVsO8Sxs/75oFkDjatXu7yWQyce6553Luuefy5JNPctNNNzFjxgyuv/76Bt+jKErt2+r1dV5zVK3AdTgc3Hrrrdx99911rpOQkFDzPCCg9oiTq+/zNEluPMzhdKAJ3I5iLsdfE4FBq8HqsBJsDKabvhv7ivaxNGMpXUO6NjxFVVNv0w1O+Md3UooCI++Ab26E9e/DmHtBb2r0bUIIIU6gKK5PDXU7W10VVZxJ/XU3ivp6t7PV9h0toE+fPnz33Xc1369du5Zp06bV+n7QoEEuX2/w4MHs2LGD7t3dmE1oxvuaS6alPCzTnAn6ozgqQ8ChLoGr7nWjKAqx/rGkF6Wr5zWksW0XTqbPBWrTP3MObF/g/vuFEEK4R6NVl3sDcOIfpFXfT3jBK4lNXl4eZ599Np999hl///036enpfP311/znP//hggsuqDnv66+/5sMPP2T37t3MmDGDdevWuVXU+9BDD7FmzRr+9a9/sWXLFvbs2cPChQu56667vPK+5pLkxsPMlWb0Ojs4DNjt6sCYxX6sgt1P54fFbsFceZJlcO6ulDqeVg/Db1Gfr3nLrap7IYQQTdRnKlz+CQTH1T4e3Ek97qU+N4GBgYwYMYL//ve/nH766fTt25cnnniCm2++mTfeeKPmvJkzZ/Lll1/Sv39/Pv74Y+bNm0efPn1cvk///v1ZsWIFe/bsYezYsQwaNIgnnniipjbH0+9rLpmW8rAAfQABehNorFhsau5oc9pqXi+3lWPUGgnQn2S4050eN/UZch2seBGO7oD0FZB8ZtOuI4QQwnV9pkKvyWoNTmk2BMaoNTZenIoyGo3MmjWLWbNmnfS8Tp06sXjx4npf69q1a52tgkJDQ+scGzZsWIPXAHUbh/o09j5vkJEbD4sLiKNLYFc0+iIqbOo/DHtV+22n00lWWRZJIUnEBZwka82vWlHVlGkpAL8wGHiN+lya+gkhRMvRaCFpLPS7VP3aQjU2ojZJbjxMo2gYHXcmTlsAZbYcrHYrVruVUmsp+4r2EWYMY1zCuIaLia1lUHxYfd7UkRuAkbcDCuxZDDm7m34dIYQQoo2R5MYL+sf0pLJgDJXlMVTYKsgpz6HQUkjv8N6NLwOvHrXxCwP/8KYHEdENTpmoPv9rzsnPFUII0W45nU4uvPBCX4fRoqTmxguigow4rNGUHB3NkOEZGLUGrux9pWsdiptTTHyikXfArp9hyxdw9hPNS5aEEEKINkJGbrwg1E+PTqPgdOrREUCwMZjOgZ1d23qhOcvAT9T1NIjtB7Zy2PhR868nhBBCtAGS3HiBRqMQEWgAhx6z1Ualo7KmqLhRNSulPDByoygwsmpLhnXvqds6CCGEEO2cJDdeEhVkBKeOMqu6DNzqcDGxqEluTlKX446+l6jLEUsyYce3jZ8vhBBCtHGS3HhJVKAR0FBhVbtTWmwNb0VfiydrbgB0Bhh+s/p87ZvS1E8IIUS7J8mNl0QFGQGwVKo9Do7vUtyg8kIoy1Wfh3to5AZgyA2gM0HmVrW5lBBCCNGOSXLjJZGBanJTXjVyY7W7MC1VXUwcGAPGIM8FExABA65Un699y3PXFUIIIVohSW68pHrkpqxCTW4q7BWNvymvqseNp6akjjfyDvXrzp+O9dIRQgjhUQ6ng8Olh9ldsJvDpYdxOB1evd/111/f4XrYuEL63HhJdXJTWtGEkRtPTknVBHQKdD8H9v4Gf70DE19s/D1CCCFcllaYxtKMpaQXpWOxWzBqjSSFJDEuYdzJm7cKj5ORGy+pnpYqLVe/d6nmxtPFxCeqHr3Z/Jla3yOEEMIj0grTmJc6j9T8VEKNoXQN7kqoMZTU/FTmpc4jrbDlR8xXrFjB8OHDMRqNxMXF8fDDD2OzHdvIecGCBfTr1w8/Pz8iIiI455xzMJvNACxfvpzhw4cTEBBAaGgoY8aM4cCBAy3+MzSVJDdeUj1yU1ymfu/atFQzdwNvTLezIao3WEth0yfeuYcQQrQDTqeTSnulSw+LzcLi/YvJK8+ja1BX/HR+APjp/Oga1JW88jyWHFiCxWZx6Xon7sbdFIcPH2bSpEkMGzaMrVu3MmfOHD744AOeffZZADIzM7nqqqu44YYbSE1NZfny5Vx88cU4nU5sNhsXXnghZ5xxBn///Tdr1qzhlltuQVGUZsfVUmRayktqam6sGmx2R+PTUk6nZxv41UdRYNQdsPAuWPeuOpKjlX8CQghxIpvDxnvb3nPp3GJrMesz12PSmSiyFtV53Wq3cnD/QQosBQQbghu93s39bkav1bsd8/Heeust4uPjeeONN1AUhV69enHkyBEeeughnnzySTIzM7HZbFx88cUkJiYC0K9fPwDy8/MpKiri/PPPp1s39Y/t3r17NyueliYjN14SZNRh1GlwOnSYrfbGp6XK8sBSBCgQluS9wPpdDv6RUHQQUhd67z5CCNFBVNorsTlt6DT1/7Go0+iwOW1U2itbLKbU1FRGjRpVa7RlzJgxlJaWcujQIQYMGMC4cePo168fl112Ge+99x4FBQUAhIeHc/3113PeeecxZcoUXn31VTIzM1ssdk+QP9u9RFEUIgONZJbrKLOWNZ7cVNfbhMSD3uS9wPQmGHYjrHhRXRbe92Lv3UsIIdoonUbHzf1uduncI6VHMFeaCTGGEKgPrPN6qbWUImsR0/pMo1NgJ5fu3VxOp7PONFL1dJeiKGi1WpYsWcLq1atZvHgxr7/+Oo899hh//fUXSUlJfPTRR9x9990sWrSI+fPn8/jjj7NkyRJGjhzZ7NhagozceFFUkBGnU4/Z4sLIjae3XTiZYTeB1gCH1qt7Tm1bAOkrwdX9r4QQop1TFAW9Vu/SIz44nm6h3cgpz0GjaNBqtDUPjaIhpyKHbqHdiA+Od+l6nqht6dOnD6tXr65Vv7N69WqCgoLo3Llzzc84ZswYZs6cyebNmzEYDHz77bFtegYNGsQjjzzC6tWr6du3L59//nmz42opMnLjRVFBRsjUU2a1NV5z4+2VUscLjIb4EbB/Jfx8/7HjwZ1gwovQZ6r3YxBCiHZCo2gYlzCOLHMW+4r2Eesfi5/Oj3JbOVllWYQZwxiXMA6N4p3xhKKiIrZs2VLr2C233MLs2bO56667uPPOO9m1axczZsxg+vTpaDQa/vrrL5YuXcr48eOJjo7mr7/+Iicnh969e5Oens67777L1KlT6dSpE7t27WL37t1MmzbNK/F7gyQ3XnRs80wXRm5qetx4aaXU8VIWqonNiYoz4atpcPknkuAIIYQbkkOTuab3NTV9brLLsjFqjfQO7+31PjfLly9n0KBBtY5dd911/PzzzzzwwAMMGDCA8PBwbrzxRh5//HEAgoOD+eOPP5g9ezbFxcUkJibyf//3f0ycOJHs7Gx27tzJxx9/TF5eHnFxcdx5553ceuutXvsZPE2SGy+KDDTidOowW2xY7JZ650BreHsZeDWHHRY91MCLTkCBRQ9Dr8mg0Xo3FiGEaEeSQ5PpGtKVTHMm5kozAfoA4gLivDZiAzB37lzmzp3b4Ovr1q2r93jv3r1ZtGhRva/FxMTUmp5qiyS58aKoICM49JRZ7WrPBEclBq2h7okOx7EtEbw9LXVgNRQfOckJTig+rJ6XNNa7sQghRDujUTR0Duzs6zA6PCko9qKoQCOgocyq7i3S4NRUSSZUloGihdAE7wZVmu3Z84QQQohWRpIbL4oKMgAKZRZ1KqrB5Ka63iasKzSzcVOjAmM8e54QQgjRykhy40VRgWq/GnOFgtPpbDi5aal6G4DE0eqqKBpaaqhAcGf1PCGEEKINkuTGiyKD1PqaSpsWq91xkuSmBZeBa7Tqcm+g/gTHCRNekGJiIUSH5Il9nUTTeer3L8mNF/kbdAQadTgdesosdiy2hqalqoqJw1uggR+oy7wv/wSC4+q+FpoIvc5vmTiEEKKV0GrVP+is1kZ6kgmvqv79V//3aCpZLeVlkYEGDlkb6XXTkiM31fpMVZd7H1itFg/rTPDtbVB4AP7+EgZe3XKxCCGEj+l0Ovz9/cnJyUGv16PRyN/+Lc3hcJCTk4O/vz86XfPSE0luvCwqyMjBXD3mhroUO+yQn64+b4mam+NptLWXe+c/AEuehKVPQ58LwBDQsvEIIYSPKIpCXFwc6enpHDhwwNfhdFgajYaEhIRmb0EhyY2XRQUZ4aiOMksFFfaKuicUZoCjErRGCO7S8gEeb/itsP4DdfRm9etw5sO+jUcIIVqQwWCgR48eMjXlQwaDwSOjZpLceFlUoLp5ZpnVXv/ITc22C8ng62FQvQnOnQlfXw9/vgqDp1WtrBJCiI5Bo9FgMpl8HYZoJplU9LLIQHV/KXNDNTctuQzcFX0uhPiRalPBpc/4OhohhBDCbZLceJm6BYOOMqutbSQ3igLnPa8+3/o5HNns23iEEEIIN0ly42VRQeq0VMMjN1UrpVpiN3BXdRkC/S5Xn//6OEjfByGEEG2IJDdeFhWkTkuVNbRaqrrmpiWXgbti3JPq8vADq2DnT76ORgghhHCZz5Obt956i6SkJEwmE0OGDGHlypUnPX/evHkMGDAAf39/4uLi+Oc//0leXl4LReu+yEAjToeOcqud8soTVkvZrOpqKWg901LVQuNh1J3q8yVPqLEKIYQQbYBPk5v58+dz77338thjj7F582bGjh3LxIkTycjIqPf8VatWMW3aNG688UZ27NjB119/zfr167nppptaOHLXRQQawKnH7nBitlqxOWzHXizYD04HGAJb50aVp92nxpWfBuvf83U0QgghhEt8mty88sor3Hjjjdx000307t2b2bNnEx8fz5w5c+o9f+3atXTt2pW7776bpKQkTjvtNG699VY2bNjQ4D0sFgvFxcW1Hi3JqNMS4ucHKHWnpo5fBt7MhkVeYQyEsx9Xn694EcryfRuPEEII4QKfJTdWq5WNGzcyfvz4WsfHjx/P6tWr633P6NGjOXToED///DNOp5Ps7GwWLFjA5MmTG7zPrFmzCAkJqXnEx8d79OdwRVSgqaru5oSiYl9su+CugddATF+oKFITHCGEEKKV81lyk5ubi91uJyam9nRMTEwMWVlZ9b5n9OjRzJs3jyuuuAKDwUBsbCyhoaG8/vrrDd7nkUceoaioqOZx8OBBj/4croiqqrsxn7gcvLUtA6+PRgvjn1Wfr38fcvf4Nh4hhBCiET4vKD5x/win09ngnhIpKSncfffdPPnkk2zcuJFFixaRnp7Obbfd1uD1jUYjwcHBtR4tTV0xVbUzeH0jN61pGXh9up0FPSeAwwaLn/B1NEIIIcRJ+Wz7hcjISLRabZ1RmqNHj9YZzak2a9YsxowZwwMPPABA//79CQgIYOzYsTz77LPExcV5Pe6mUHvd1DNyk5+mfm3N01LVzn0G9v4Gu3+BtOWQfKavIxJCCCHq5bORG4PBwJAhQ1iyZEmt40uWLGH06NH1vqesrKzOhlparRZQR3xaq8jA6i7Fdiy2quTGWgbFh9XnrXlaqlpUTxh6o/r818fV3cyFEEKIVsin01LTp0/n/fff58MPPyQ1NZX77ruPjIyMmmmmRx55hGnTptWcP2XKFP73v/8xZ84c0tLS+PPPP7n77rsZPnw4nTq13g0ej3UpPm7kpnrUxi8M/MN9F5w7znwYTCGQvQ22fO7raIQQQoh6+XRX8CuuuIK8vDyefvppMjMz6du3Lz///DOJiYkAZGZm1up5c/3111NSUsIbb7zBv//9b0JDQzn77LN58cXWvYqnpkux5bidwdtKvc3x/MPh9Adh8WOw7Bk49SJ1ubgQQgjRiijO1jyf4wXFxcWEhIRQVFTUYsXFKUeKmfLexwSFHeCVCydxdsLZsPL/YOnT0P9KuPidFonDI2wWeHMEFKTD6Q8c64MjhBBCeJE7n98+Xy3VEUQGGXA69ZRX2qiorrlpC8vA66MzwrlPq89Xvw5Fh3wbjxBCCHECSW5aQESAEQU9TifklZnVg201uQHoPQUSx4CtQh19EkIIIVoRSW5agFajEGLyByDPXJXc1Gy90AaTG0WB855Tn/89Hw5v9G08QgghxHEkuWkhEf4BABRWlKlbGZhzql5og8kNQKdBMOAq9fmvj0HHKt0SQgjRikly00IiA9SRm8Ly8mNTUoExYAzyYVTNdPYToPODjDWQ8r2voxFCCCEASW5aTFSgumS6qKIMR24bXAZen5DOMOZu9fmSJ9WVVEIIIYSPuZ3cbNq0iW3bttV8//3333PhhRfy6KOPYrVaPRpcexITpCY3ZRY71rzd6sG2OiV1vDH3QGAsFB6Av9rQknYhhBDtltvJza233sru3eqHc1paGldeeSX+/v58/fXXPPjggx4PsL2ICfIHp5Yyqw1LftXITXtIbgwBMO5J9fkfL4E517fxCCGE6PDcTm52797NwIEDAfj66685/fTT+fzzz5k7dy7ffPONp+NrN45tnmnH0pY2zHTFgKsgtj9YimH5LF9HI4QQooNzO7lxOp04HA4AfvvtNyZNmgRAfHw8ubnyV3tDogKN4NSrIzeFB9SDbb3mpppGc2xp+IaP4OhO38YjhBCiQ3M7uRk6dCjPPvssn376KStWrGDy5MkApKenExMT4/EA24uoICNOhw6HxYy1shRQIDzJ12F5TtLpcMpkcNphyRO+jkYIIUQH5vbGmbNnz+aaa67hu+++47HHHqN7d3VqZcGCBYwePdrjAbYXkVUjN372YioUBUK6gN7P12F51vhnYM+vsGcx7F6s/nyl2eqS98TRoNH6OkIhhBAdgNvJTf/+/Wutlqr20ksvodXKh1dDQvz0aBU9YUopVkVpH8XEJ4roBsNvgbVvwZdXgcN27LXgTjDhRegz1XfxCSGE6BDcnpY6ePAghw4d2yxx3bp13HvvvXzyySfo9XqPBteeaDQKwUY/QinBoijtp97mRLH91K/HJzYAxZnw1TRIWdjyMQkhhOhQ3E5urr76an7//XcAsrKyOPfcc1m3bh2PPvooTz8tmyieTKifP6E1IzftZKXU8Rx2WPZMAy9Wbc+w6GH1PCGEEMJL3E5utm/fzvDhwwH46quv6Nu3L6tXr65ZDi4aFubnTxhmteamPU5LHVgNxUdOcoITig+r5wkhhBBe4nZyU1lZidFoBNSl4FOnqjUUvXr1IjMz07PRtTMRfgGEKqXtd1qqNNuz5wkhhBBN4HZyc+qpp/L222+zcuVKlixZwoQJEwA4cuQIERERHg+wPYnXV1CucXBAp+ewXo/D6fB1SJ4V6GIrAFfPE0IIIZrA7dVSL774IhdddBEvvfQS1113HQMGDABg4cKFNdNVoq60wjSOWJeQaTJhV/Qc+fsdkkKSGJcwjuTQZF+H5xmJo9VVUcWZ1NTYnCi4s3qeEEII4SVuJzdnnnkmubm5FBcXExYWVnP8lltuwd/f36PBtRdphWnMS51Hsf0wJoeDSkVPqDGU1PxUssxZXNP7mvaR4Gi06nLvr6YBCvUmOElnSL8bIYQQXuX2tBSAVqvFZrOxatUq/vzzT3JycujatSvR0dGejq/NczgdLM1YSoGlgB4ODQagDCMB+gC6hXSjwFLA0oyl7WeKqs9UuPwTCI6rfdwYrH7d+jmsf7/l4xJCCNFhuD1yYzabueuuu/jkk09q9pjSarVMmzaN119/XUZvTpBpziS9KJ1Y/1i0jo0AmJ1qvY1WoyXWP5b0onQyzZl0Duzs42g9pM9U6DVZXRVV3aE4YZS6TPzP2fDTv0HvDwOv9nWkQggh2iG3R26mT5/OihUr+OGHHygsLKSwsJDvv/+eFStW8O9//9sbMbZp5kozFrsFP50fRkshAOVOAxW2SgD8dH5Y7BbMlWYfRukFGi0kjYV+l6pftTo45ykYcZv6+vf/gu2yi7wQQgjPc3vk5ptvvmHBggWceeaZNccmTZqEn58fl19+OXPmzPFkfG1egD4Ao9ZIeaWZgPIitEY95U4DpZZKAgwmym3lGLXqNFW7pygw4QWoLIdNH8M3N4PWCL3P93VkQggh2hG3R27Kysrq3f07OjqasrIyjwTVnsQFxJEUkkRWUTo4HeBUqESH2WrF6XSSVZZFUkgScQFxjV+sPVAUOP+/0P8KdQfxBf+EPb/5OiohhBDtiNvJzahRo5gxYwYVFRU1x8rLy5k5cyajRo3yaHDtgUbRMC5hHGEO2KfXUaYx4gTyywrZV7SPMGMY4xLGoVGaVNvdNmm0cMFb0OcCsFth/jWQvtLXUQkhhGgn3J6WevXVV5kwYQJdunRhwIABKIrCli1bMBqNLF682BsxtnnJoclc49+VpVYraYZQFMoosBQxKnFE++pz4w6tDi5+H2wW2L0IPr8Cpn0H8dIrSQghRPO4ndz07duXPXv28Nlnn7Fz506cTidXXnkl11xzDX5+ft6IsV1ILi2ga1EJBwMGkVoWQ1Kn8dzY79KONWJzIp0BLvsYvrgC0pbDZ5fAdQuh0yBfRyaEEKINczu5AfDz8+Pmm2+udWzfvn3cfPPNLFu2zCOBtTv5+9AAAaYuOIuNlFcYO3ZiU01vgis/h88uhYzV8OlFcP1PEHOqryMTQgjRRnns07W0tJQVK1Z46nLtT95eALRBnQAoKCv3ZTStiyEArvkKOg+F8gL45ALI3ePrqIQQQrRRMnTQEmxWKMwAwBAaD0hyU4cxCK5dALH9wJwDH0+F/HRfRyWEEKINkuSmJRTsV5eBGwIJCY0FoLBckps6/MLgH99BVC8oOQKfTIWiQ76OSgghRBsjyU1LyN+nfg1PJiJA3Z6iqKICp7OBnbM7soBImPY9hCero10fT4GSLF9HJYQQog1xuaB40KBBKIrS4OvSwO8kquptiOhGVKDaidjmrKTEYiPYpPdhYK1UUCxc9wN8OBHy09QanOt/UhMfIYQQohEuJzcXXHDBSZMbcRJ5VSM3Ed0JNJgw6jSUW+3klFgkuWlISBd1WfhHEyFnJ3x6oZrwGINrb8iZOFptCiiEEEJUcTm5uf/++wkMDPRmLO1X9chNeDd0Gh3+Bh3l5TZySix0i5LfaYPCk2DaQpg7CbK2wXvjoLIMSjKPnRPcCSa8qO5ELoQQQuBGzU1kZCQTJ05kzpw5HDlyxJsxtT/5aerXiG7otXr8jVoURR25EY2I6qnW4BgC1Nql4xMbgOJM+GoapCz0TXxCCCFaHZeTm127djFp0iS++eYbkpKSGDZsGM888wx///23N+Nr+6xlUHxYfR7RHb1Gj79eB4qd3FJJblwS1Qv0/g28WFWUvehhcNhbLCQhhBCtl8vJTWJiInfddRe//fYbR48eZfr06ezYsYPTTz+dpKQk7rnnHpYtW4bdLh8wtVSP2phCwT8cvUZPgFELyMiNyw6sVnvfNMipJpAHVrdYSEIIIVqvJi0FDwkJ4aqrruLLL78kNzeXd955B4fDwT//+U+ioqKYN2+ep+Nsu/KPFRMDGLQG/A06mZZyR2m2Z88TQgjRrjVpb6laF9DpGD9+POPHj+f1119n8+bN2Gw2T8TWPhy3DBxQR24MWtDYyJFpKdcExnj2PCGEEO1ak0ZuVq5cybXXXsuoUaM4fFitJ/n0009ZtWoVgwYNYtiwYR4Nsk3Lqy4mVkdu9Bq1oBgc5JRKl2KXJI5WV0XRUCsCBYI7q+cJIYTo8NxObr755hvOO+88/Pz82Lx5MxaLOvpQUlLC888/7/EA27yaZeDJQFVyY1AHzHJKzL6Kqm3RaNXl3kCDCc6EF6TfjRBCCKAJyc2zzz7L22+/zXvvvYdef6wB3ejRo9m0aZNHg2sXTqi50Wq0BBkNAOSVleNwyBYMLukzFS7/BILj6r526kXS50YIIUQNt2tudu3axemnn17neHBwMIWFhZ6Iqf2oKDq2yqeq5gYgxM8EgMNpo7C8kvAAgy+ia3v6TIVek491KM7ZBX/8B/YsAXOubM8ghBACaMLITVxcHHv37q1zfNWqVSQnJ3skqHajetuFwBgwBtUcNumMmPRakBVT7tNoIWks9LsUznwEYvuDtQRWvuLryIQQQrQSbic3t956K/fccw9//fUXiqJw5MgR5s2bx/33388dd9zhjRjbrurkJrxbrcM1vW4UmyQ3zaHRwDkz1Ofr34PCg76NRwghRKvg9rTUgw8+SFFREWeddRYVFRWcfvrpGI1G7r//fu68805vxNh21dTb1B7Rqi4qVhQ7OaUVPgisHek2DrqOhf0rYfkLcOGbvo5ICCGEjzVpKfhzzz1Hbm4u69atY+3ateTk5PDMM894Ora2r6bHTfdah/VaPf4GdVoqt8Tqg8DaEUWBcVWjN1s/h6M7fRuPEEIIn3M7uSkqKiI/Px9/f3+GDh3K8OHDCQwMJD8/n+LiYm/E2HadbFrKoO4vJY38PCB+GPQ6H5wOWCZJthBCdHRuJzdXXnklX375ZZ3jX331FVdeeaVHgmoXnM5jyc2JIzeaYyM3UnPjIWc/DooGdv4Ihzb4OhohhBA+5HZy89dff3HWWWfVOX7mmWfy119/eSSodqEsDyxF6vPwpFovGbQGAow6FCko9pzo3jDgKvX5b0+pyaUQQogOye3kxmKx1Lt3VGVlJeXlsp1AjepRm5B40PvVekmn0R2ruZFpKc8582HQGtTi4n3LfB2NEEIIH3E7uRk2bBjvvvtuneNvv/02Q4YM8UhQ7cIJ2y4cr2YLBhm58azQBBh2k/p86UxwOHwbjxBCCJ9weyn4c889xznnnMPWrVsZN24cAEuXLmX9+vUsXrzY4wG2Wfn119vAsT43imIh32zFZneg0zZp4Zo40dh/w6ZPIHMrpHwHfS/2dURCCCFamNufqGPGjGHNmjXEx8fz1Vdf8cMPP9C9e3f+/vtvxo4d640Y26aaZeDd6ryk1+ox6bVoNA6cTsg3y3JwjwmIhNF3qc+XPQv2St/GI4QQosU1abhg4MCBzJs3jx07drBhwwY+/PBDevTo0aQA3nrrLZKSkjCZTAwZMoSVK1ee9HyLxcJjjz1GYmIiRqORbt268eGHHzbp3l6Vl6Z+bWDkRqMoBKpbTHFUpqY8a9S/wD9CHT3b/JmvoxFCCNHC3J6WAnA4HOzdu5ejR4/iOKGuob5NNRsyf/587r33Xt566y3GjBnDO++8w8SJE0lJSSEhIaHe91x++eVkZ2fzwQcf0L17d44ePVpvgbNPOZ3HpqXC647cGDTqRpmBJoV8kF43nmYMgtMfgEUPw4oXYcCVdYq6hRBCtF9uJzdr167l6quv5sCBAzhPWG6rKAp2u93la73yyivceOON3HSTWgQ6e/Zsfv31V+bMmcOsWbPqnL9o0SJWrFhBWloa4eHhAHTt2vWk97BYLFgsx5KHFmk0WJIJlWWgaCEssc7Leq0eUJMbQIqKvWHoDbDmTSg6COvehTH3+DoiIYQQLcTtaanbbruNoUOHsn37dvLz8ykoKKh55Ofnu3wdq9XKxo0bGT9+fK3j48ePZ/Xq1fW+Z+HChQwdOpT//Oc/dO7cmZ49e3L//fefdAn6rFmzCAkJqXnEx8e7HGOTVdfbhCVCVSJzPL1GPeZvVJNDWQ7uBTojnPWo+nzlK1Be6NNwhBBCtBy3R2727NnDggUL6N69bi2JO3Jzc7Hb7cTExNQ6HhMTQ1ZWVr3vSUtLY9WqVZhMJr799ltyc3O54447yM/Pb7Du5pFHHmH69Ok13xcXF3s/wWlg24Vq1cmNnzo7JSM33tL/CvjzVcjZCatfg3FP+joiIYQQLcDtkZsRI0awd+9ejwWgKEqt751OZ51j1RwOB4qiMG/ePIYPH86kSZN45ZVXmDt3boOjN0ajkeDg4FoPr2tgw8xq1cmNyQDglOTGWzTaYwnN2jlQUn/SLIQQon1xe+Tmrrvu4t///jdZWVn069cPvb72tEv//v1duk5kZCRarbbOKM3Ro0frjOZUi4uLo3PnzoSEhNQc6927N06nk0OHDjV5xZbH5VevlGpg5KZqqsrfoAEcktx40ymToMswOLQe/ngJJv+fryMSQgjhZW6P3FxyySWkpqZyww03MGzYMAYOHMigQYNqvrrKYDAwZMgQlixZUuv4kiVLGD16dL3vGTNmDEeOHKG0tLTm2O7du9FoNHTp0sXdH8V7ajbMPPm0lGzB0AIUBc55Sn2+ce6xxFMIIUS75fbITXp6usduPn36dP7xj38wdOhQRo0axbvvvktGRga33XYboNbLHD58mE8++QSAq6++mmeeeYZ//vOfzJw5k9zcXB544AFuuOEG/PxayVJfhx0Kqn5HDdTcaBQNOo2OAKPsDN4iup4G3c+Bvb/B78/DJe/7OiIhhBBe5HZyk5hYd2lzU11xxRXk5eXx9NNPk5mZSd++ffn5559r7pGZmUlGRkbN+YGBgSxZsoS77rqLoUOHEhERweWXX86zzz7rsZiaregg2K2gNUJIw6NJ1ftLKYqN4gobFZV2THptCwbawYx7Uk1utn0No++GONemT4UQQrQ9TWriB5CSkkJGRgZWa+2tA6ZOnerWde644w7uuOOOel+bO3dunWO9evWqM5XVqtRsmJmkFrQ2QK/RY9Rp0OucWO3qcvAuYf4tFGQHFDcA+l4C27+BZc/ANV/7OiIhhBBe4nZyk5aWxkUXXcS2bdtQFKWmkV/1Cid3mvi1S9XbLjQwJVVNr9GjKArhARqyLJBbapXkxtvOegxSvoc9i2H/n9B1jK8jEkII4QVuFxTfc889JCUlkZ2djb+/Pzt27OCPP/5g6NChLF++3AshtjEn2TDzeNUrpsIC1f8EUnfTAiK6weBp6vOlM9VtMoQQQrQ7bic3a9as4emnnyYqKgqNRoNGo+G0005j1qxZ3H333d6IsW3JP/lKqWrVK6ZCAyS5aVGnPwg6Pzj4F+xe5OtohBBCeIHbyY3dbicwMBBQe9UcOXIEUAuNd+3a5dno2qJGGvhVqx65CfVX/xPIcvAWEhwHI9XVeCx9Wl3dJoQQol1xO7np27cvf//9N6B2K/7Pf/7Dn3/+ydNPP01ycrLHA2xTbFYorFrd5ULNDUCQn2ye2eLG3AOmEDiaoq6eEkII0a64ndw8/vjjOBwOAJ599lkOHDjA2LFj+fnnn3n11Vc9HmCbUrAfnA7QB0BQ7ElPleTGh/zC4LT71Oe/Pwc2+d0LIUR74vZqqfPOO6/meXJyMikpKeTn5xMWFtbgnlAdRk29TbLaGfckapIbY1VyI9NSLWv4rbD2bXWkbeNcGHGrryMSQgjhIW6P3Nxwww2UlJTUOhYeHk5ZWRk33HCDxwJrcxx2dYkxqFMejdRyVCc3ASY1uZGamxZm8IczH1Kfr/gPWEpOfr4QQog2w+3k5uOPP653B+7y8vKabRI6nJSFMLsvbPhQ/X7/KvX7lIUNvsWgNQDgb1S/l2kpHxj0DwhPhrJcdddwIYQQ7YLLyU1xcTFFRUU4nU5KSkooLi6ueRQUFPDzzz8THR3tzVhbp5SF8NU0KD5S+3hxpnq8gQSneuTGT81xKLPaMVts3oxUnEirh7MfV5//+RqY83wbjxBCCI9wueYmNDQURVFQFIWePXvWeV1RFGbOnOnR4Fo9hx0WPQTU1wzOCSiw6GHoNbnOVgzVyY2iseFv8KPMqm6gGWBs8o4Yoin6XASxsyHrb1j5MpwyCUqzITAGEkefdAsNIYQQrZPLn6S///47TqeTs88+m2+++Ybw8PCa1wwGA4mJiXTq1MkrQbZaB1bXHbGpxQnFh9XzksbWeqW6z02lo5LIwFAy8svILbXQNTLAiwGLOjQaGDcD5l0Ca99SH9WCO8GEF6GPe/ulCSGE8C2Xk5szzjgDgPT0dBISEmRlFKh/4TfxvOqRm0pHJVFBRjLyy6TuxlcqzfUfr55avPwTSXCEEKINcbugODU1lT///LPm+zfffJOBAwdy9dVXU1BQ4NHgWr3AmCafV53c2Bw2ogLVqmJZDu4DDrs6dVivqunGRQ9LJ2MhhGhD3E5uHnjgAYqLiwHYtm0b06dPZ9KkSaSlpTF9+nSPB9iqJY5Wpy5oaBRLgeDO6nknqF4tVT1yA7JiyifcmVoUQgjRJrid3KSnp9OnTx8AvvnmG6ZMmcLzzz/PW2+9xS+//OLxAFs1jVatyQDqJjhV3094od6i1JppKXslEQFqoiO9bnzA1anFjDWyi7gQQrQRbic3BoOBsrIyAH777TfGjx8PqI38qkd0OpQ+U9WajOC42seDO520VqM6uXHiJCJITX5k5MYHXJ1a/P05eGMoLH8B8vZ5NyYhhBDN4va649NOO43p06czZswY1q1bx/z58wHYvXs3Xbp08XiAbUKfqepy7wOrXV5GrNPoUFBw4iQsQJIbn6meWizOpP4l/YDeDxxOdcf35bPUR+ch0O9y6HsxBHbA/k5CCNGKuT1y88Ybb6DT6ViwYAFz5syhc+fOAPzyyy9MmDDB4wG2GRqtuty736Xq10b6oyiKgk6j5pahAep/htxSq9fDFCdodGpRgYvehQf3wkXvQLdxoGjg8Ea1x9H/9YJPL4atXza8hYPDDukrYdsC9asUJwshhFcpTmfHKiQoLi4mJCSEoqIigoODfRrL3O1zKbOVcVrMFKa++jcGrYZdz06QZfa+kLJQTVaOLy4O7qzWTJ04tVh6FLb/D7Z9pSY51XR+0GsS9LtMTYJ0hgauK/1zhBDCXe58frs0LVVcXFxzocbqanydMLQleq0ebBDspyYzVruD4nIbIf56H0fWAbkztRgYDSNvUx95+9QRmW1fqdNW279RH37h0Gkg7FtW9/3SP0cIIbzKpeQmLCyMzMxMoqOja7ZhOJHT6URRFOx2GXJ3VXVRsUbjINiko7jCRk5phSQ3vlI9teiOiG7q7uJnPAhHNsO2r9XkpjS7/sQGaGxrDiGEEM3jUnKzbNmymu0Wfv/9d68G1JFUJzdWu5XIIKOa3JRY6S71qW2PokDnwepj/LOw5k1Y8sRJ3tDw1hxCCCGax6XkpnrrhROfi+Y5fn+pqEAjaTlm6VLcHmi0Vc0dXeBqnx0hhBAuc3sp+J49e/j+++/Zv38/iqKQnJzMBRdcQHJysjfia9dO3F8KZDl4u9GMrTmEEEI0j1vJzaxZs3jyySdxOBxER0fjdDrJycnhoYce4vnnn+f+++/3VpztUu3kxgRIctNuuNI/p4GtOYQQQjSPy31ufv/9dx5//HEee+wxcnNzyczMJCsri5ycHB5++GEefvhh/vjjD2/G2u4cv79UZNXmmbIFQztx0v45VSbMkmJiIYTwApeTm7fffpubbrqJp556irCwsJrj4eHhPP3009xwww3MmTPHK0G2V8fvLyXTUu1QQ1tzVGuo6Z8QQohmcXlaat26dXz66acNvv6Pf/yDadOmeSSojqJmtZTDKslNe1Vf/5zDG+C3p2Dx49BzAgRE+jpKIYRoV1xObrKzs+natWuDryclJZGVleWJmDqM42tuulRNS8lqqXboxP45CSNh2zeQvQ1+fRQuftd3sQkhRDvk8rRURUUFBoOhwdf1ej1Wq+yN5I6apeDHTUvlm63YHR1qR4yOR6uHKa8CCvw9/yTN/oQQQjSFW6ul3n//fQIDA+t9raRE6gfcZdCoyaLNYSM8wICigN3hpKDMWlNgLNqpLkNg+C2w7h34cTrcsUbdfVwIIUSzuZzcJCQk8N577zV6jnDd8dNSeq2GcH8DeWYrOSUWSW46grMfh9QfoCAdVvwHzpnh64iEEKJdcDm52b9/vxfD6JiO71AMEBVkJM9sleXgHYUpGCa9BPOvgdWvQb9LIeZUX0clhBBtnss1N8LzdBo1t7Ta1Vql6tEaWTHVgfQ+H3qdDw4b/HAvOBy+jkgIIdo8SW586PhpKUCWg3dUE/8DhkA4tA42fuTraIQQos2T5MaHqpMbm8OGw+mQ5KajCukMZ1ftIP7bTCiRlgpCCNEcktz4UPX2C6AmOJGB6vdSc9MBDb8ZOg0GSxH88pCvoxFCiDZNkhsf0ipaFEXdd6jWzuCS3HQ8Gq3a+0bRQsp3sPtXX0ckhBBtlkurpYqLi12+YHBwcJOD6WgURUGv0WO1W9VGfoGyM3iHFtcfRt0Bq1+Hn/4NiWPAWH9fKSGEEA1zKbkJDQ2tGWFoiNPpRFEU7Ha7RwLrKKqTG3V/KbWJmyQ3HdiZj8CO76EoA5bPgvOe83VEQgjR5riU3Pz+++/ejqPDOn7FVGRgCAAFZZVU2h3otTJr2OEYAuD8V2DepbD2Leh3GXQa6OuohBCiTXEpuTnjjDO8HUeHdfz+UnFBBrQaBbvDSV6pldgQk4+jEz7R41w49WLY8T/44R64aSlo3dopRQghOrQm/z9mWVkZGRkZdTbL7N+/f7OD6kiq95eqdFSi0ShEBhrILraQU2KR5KYjm/AC7FsKmVtg3btqLY4QQgiXuJ3c5OTk8M9//pNffvml3tel5sY99TXyyy62kFNaAYT4MDLhU0ExcM5M+PFeWPYs9J4CofG+jkoIIdoEt4s67r33XgoKCli7di1+fn4sWrSIjz/+mB49erBw4UJvxNiuaTVaiq3FpBWmcbj0MBGBarKTW2Jt5J2i3Rt8HcSPhEoz/PwAOJ2+jkgIIdoEt0duli1bxvfff8+wYcPQaDQkJiZy7rnnEhwczKxZs5g8ebI34myX0grTWH5wObvzd7Mrfxerj6ymxGhCY4iXXjcCNBqYMhveHgu7f1F3EO8z1ddRCSFEq+f2yI3ZbCY6OhqA8PBwcnJyAOjXrx+bNm3ybHTtWFphGvNS53Gk9AgmnYlo/2hCjaFYNAfRh/3JvsI0X4coWoPo3jDmHvX5Lw9CRVHL3Ndhh/SVsG2B+tUh081CiLbD7eTmlFNOYdeuXQAMHDiQd955h8OHD/P2228TFxfn8QDbI4fTwdKMpRRYCugc0LlmG4ZAQyBxfokoOjN7StfgcMoO0QI4/X4IT4aSTFj6jPfvl7IQZveFj8+Hb25Uv87uqx4XQog2oEk1N5mZmQDMmDGDRYsWkZCQwGuvvcbzzz/v8QDbo0xzJulF6cT6x6KrWuJrr/rLOMCox1EZQn7lITLNmb4MU7QWej84/7/q8/Xvw8H13rtXykL4ahoUH6l9vDhTPS4JjhCiDXC75uaaa66peT5o0CD279/Pzp07SUhIIDIy0qPBtVfmSjMWuwU/nR/ltnIA7M7q5EYLDgMVlYWYK82+DFO0JslnwoCrYOsXau+bW1dAVY8kj3HYYdFDQH2Fy05AgUUPQ6/J6l5YQgjRSjW7Ba6/vz+DBw+WxMYNAfoAjFoj5bZydBo1v6xeCu5v0IHGirVSQ4A+wJdhitZm/HPgFw5Hd8CaNzx//QOr647Y1OKE4sPqeUII0Yq5ndxceumlvPDCC3WOv/TSS1x22WUeCaq9iwuIIykkiayyLLSK+hewzWEDwE+vQaMvoqIskjBDtC/DFK1NQMSxvaaWvwj56Z65buFBWPce/PKQa+eXZnvmvkII4SVuJzcrVqyod7n3hAkT+OOPPzwSVHunUTSMSxhHmDGMQ6WH1I0z7VZKraUcNu9HcQRiLz2VvNJKX4cqWpsBV0HXsWArh5+mN633jcMBhzaoxclzxqjFwj/fr44IuSIwxv17CiFEC3K75qa0tBSDwVDnuF6vp7i42CNBdQTJoclc0/saFu1fxNIDSymtLKWgooDeEb1ZXRlAljWEnFIL8eH+vg5VtCaKAufPhjmjYd8y+PsrCO6kjqYExkDi6PrrYaxm2Pe72i9n92IwHz3umhqIHwE9xsPaOWDOof66G0W9V+JoL/1wQgjhGW4nN3379mX+/Pk8+eSTtY5/+eWX9OnTx2OBdQTJocnc0v8WSqwlWO1Wrup1Fcmhyfy0cg1ZFJJTIo38RD0iu6vLw39/Dr67DY5vGRDcCSa8qDb7KzoMuxepj7QVYD/u35MhCLqPg1MmQvdz1SkvgIju6qooFOpNcCa8IMXEQohWz+3k5oknnuCSSy5h3759nH322QAsXbqUL774gq+//trtAN566y1eeuklMjMzOfXUU5k9ezZjx45t9H1//vknZ5xxBn379mXLli1u37e10Gl0RPlHUWGrIMwUhkbREBloBCDXy12K7Q4n69LzOVpSQXSQieFJ4Wg1ilfvKTwkorv69cReSMVH4Kt/QGgiFB6o/VpooprM9JwAiWNAV3cElj5T4fJP1FVTxxcXG4PhgjelQ7IQok1wO7mZOnUq3333Hc8//zwLFizAz8+P/v3789tvv3HGGWe4da358+dz77338tZbbzFmzBjeeecdJk6cSEpKCgkJCQ2+r6ioiGnTpjFu3Diys9t+caNJa6LCVkGFvQJQN88EvDpys2h7JjN/SCGzqKLmWFyIiRlT+jChrzRjbNUcdlj82MnPqU5s4keoycwpEyGqlzqt1Zg+U9Xl3gdWq0vPt8yDToMlsRFCtBluJzcAkydP9sgeUq+88go33ngjN910EwCzZ8/m119/Zc6cOcyaNavB9916661cffXVaLVavvvuu2bH4Wt+Oj8KLYVU2FomuVm0PZPbP9tUZ9Ihq6iC2z/bxJxrB0uC05o1umS7yhXzoPf5TbuHRgtJY8E/Qk1uDq0He6Xne+sIIYQXNLvPTVNZrVY2btzI+PHjax0fP348q1c33Efjo48+Yt++fcyYMcOl+1gsFoqLi2s9Whs/nR9ATUM/byY3doeTmT+kNNimDWDmDynYHbIDdavl6lJsW0Xj5zQmqheYQtWdyTP/bv71hBCiBbiU3ISHh5ObmwtAWFgY4eHhDT5clZubi91uJyam9rLSmJgYsrKy6n3Pnj17ePjhh5k3bx46nWuDTrNmzSIkJKTmER8f73KMLcWkMwHHJTeBai2EN2pu1qXn15qKOpETyCyqYF16vsfvLTzE1aXYnliyrdEcWx114M/mX08IIVqASxnCf//7X4KCggB16siTlBNqAJxOZ51jAHa7nauvvpqZM2fSs2dPl6//yCOPMH369Jrvi4uLW12CU53c1JmW8kJyc7TEtb/mXT1P+EDiaHVVVHEmLbJkO3E07PpZnQ4bc7dnrimEEF7kUnJz3XXX1fu8OSIjI9FqtXVGaY4ePVpnNAegpKSEDRs2sHnzZu68804AHA4HTqcTnU7H4sWLa1ZvHc9oNGI0Gj0Ss7eYtFXJTXVBcaD6fU6JpcFkr6mig0wePU/4gEarLveud8l21b8VTy7Zrk6SMtaoDQA1PpvNFkIIl7j9/1In1q9UP0pKSrBarS5fx2AwMGTIEJYsWVLr+JIlSxg9uu5fnMHBwWzbto0tW7bUPG677TZOOeUUtmzZwogRI9z9UVqN6pqb6pGbyCB1Wqqi0oHZavfovYYnhRMX0nji8sPfhyn38L2FB1Uv2Q4+ofA7uJN63JMrm2IHgD4AKgohJ9Vz1xVCCC9xe7VUaGjoSUcSunTpwvXXX8+MGTPQNPIX3vTp0/nHP/7B0KFDGTVqFO+++y4ZGRncdtttgDqldPjwYT755BM0Gg19+/at9f7o6GhMJlOd423NiTU3/gYdAQYtZqudnBILgcYmLWqrl1ajMG1UV15ctLPOa8ePAXz+10HWpuXz6hWD6NclxGP3Fx50/JLtxjoUN4dWBwkj1I7IB1ZDzKmevb4QQniY25+ac+fO5bHHHuP6669n+PDhOJ1O1q9fz8cff8zjjz9OTk4OL7/8MkajkUcfffSk17riiivIy8vj6aefJjMzk759+/Lzzz+TmJgIQGZmJhkZGU37ydqQmmmp41a3RAUZMeeVkVNiISnSc7uDO51Olu1UV9v46bWUVx4bnYmt6nMTaNTz76+3kJZj5qK3/uS+c3ty2xndpMFfa1S9ZNvbEqq2ezjwJwy/2fv3E0KIZlCcTvd23hs3bhy33norl19+ea3jX331Fe+88w5Lly7l008/5bnnnmPnzrqjA75WXFxMSEgIRUVFBAcH+zocAIosRcxLnYdOo+OW/rcAcNnbq1m/v4A3rx7M5P6e6znzy7ZMbp+3CZNew9LpZ5KRX1Zvh+LCMiuPfruNn7epNVHDuobxyuUDfb7XlXRV9pH9f8LcSero0L93udYMUAghPMidz2+3R27WrFnD22+/Xef4oEGDWLNmDQCnnXZahxhx8RR/nZow2Bw2Ku2V6LV6r2zBYLU5eKFqOuqWscl0DvOjc5hfveeG+ht48+rB/G/TYWYs3MH6/QVMfHUlT19wKhcN6uzRImdXSVdlH+o8BLQGdforPw0iuvk6IiGEaJDbBcVdunThgw8+qHP8gw8+qFlinZeXR1hYWPOj6yB0Gh1aRa2TKLd7r5HfJ2v2cyCvjKggI7ee0fiHk6IoXDKkC7/cM5ahiWGUWmxM/2ord36xmcIy14vHPaG6q/KJPXqquyov2p7ZovF0OHoTdB6qPpd+N0KIVs7tkZuXX36Zyy67jF9++YVhw4ahKArr169n586dLFiwAID169dzxRVXeDzY9kpRFEw6E+ZKMxW2CoINwUQFeja5KTBbeW3pHgDuH9+TADeKlOPD/fnylpG8vWIfs3/bw09/Z7JxfwH/d/kAxnSP9Eh8J9NYV2UFtavyuX1iZYrKmxJHQ8ZqOLAGBk/zdTRCCNEgt0dupk6dyq5du5g4cSL5+fnk5uYyceJEdu7cyfnnq/vY3H777bzyyiseD7Y9O3E5uKcb+b22bA/FFTZ6xQZx6RD3mxjqtBruPLsH39w+muTIALKKK7jm/b949scUKiq9u2Rcuiq3EtKpWAjRRjRpjXHXrl154YUXPB1Lh3bicnBP1tyk5ZTy6Rp1l+jHJ/dp1ujGgPhQfrz7NJ77KZV5f2Xw/qp0Vu3NZfaVA+kV69kC7dxSCxv2FzB/vWv1W9JV2cvih4OiVXccLzoEIV18HZEQQtSrSclNYWEhH3zwAampqSiKQp8+fbjhhhsICZF+KE1Vp0uxB2tuXvhlJzaHk7NOieK0Hs2fRvI36Hjuon6c3SuaBxf8zc6sEqa+/icPTjiFG8YkodEobq9qcjqdpOWa2bi/gPX789lwoID0XLNbcUlXZS8zBkFcfziyWZ2a6n+ZryMSQoh6uZ3cbNiwgfPOOw8/P7+aPjevvPIKzz33HIsXL2bw4MHeiLPda2h/qdxSCw6HE00TR1vWpuWxOCUbrUbh0Um9PRNslXG9Y1h07+k8/M3fLN15lGd/SmXZzqNMGRDHa0v3nnRVk9XmYPuRoppkZuOBAvLMdYuUT4kJYnBiKD9vy6KovLLeOBTUHj3Dk1zfuFU0UeKYquTmT0luhBCtltvJzX333cfUqVN57733anbmttls3HTTTdx777388ccfHg+yIzix5iaiamfwSruTovJKwgIMbl/T4XDy3E9qu/yrhsfTIybIQ9EeExVk5P3rhvLFuoM882MKq/flsXpfXp3zsooquO2zTUzsG0u+2cqWg4VYbI5a5xh0GgZ2CWVo1zCGdg1jSEI4If56AM7oGcXtn20C6m4V6QRmTGnedJtwUeJoWPOG2qlYCCFaqSaN3Byf2ADodDoefPBBhg4d6tHgOpLq5Ka65sao0xLip6eovJLcUkuTkpvvthxm2+EiAo067j3H9Z3U3aUoClePSGBY1zAmvbaSSnvddU3VR37Zfmyj1DB/PUMSwxlWlcz07RyCUVf/1gET+sYx59rBdfrcAAxOCJU+Ny0lYZT6NXcXmHMhwPur5YQQwl1uJzfBwcFkZGTQq1evWscPHjxIUJDnRwY6iuqam+rkBtRRkaLySnJKLG6PupRb7bz06y4A7jirW02BsjflllrrTWxOdPPYJK4YlkC3qAC3mgFO6BvHuX1ia2p5KirtPPzNNjZlFPJXWh4jkiOaE75whX84RPeBoynqLuG9p/g6IiGEqMPtpeBXXHEFN954I/Pnz+fgwYMcOnSIL7/8kptuuomrrrrKGzF2CDU1N/bj9pcKbPpy8A9WpZFZVEHnUD9uGJPkmSAb4epqpb6dQ+geHdikLsdajcKobhFcMLAzVwxL4OoRCYDa58bucGsnEdFUNUvCZWpKCNE6NamJn6IoTJs2DZvNBoBer+f222+X5eHNcGJBMUBkE1dMHS2p4K3l+wB4cMIpmPQe3iW6Aa6uVvLkqqbp5/Zk4dYjpGQW8/WGg1w5PMFj1xYNSBgF69+XfjdCiFbL7ZEbg8HAq6++SkFBAVu2bGHz5s3k5+fz3//+F6PR+1Mf7VVNQbG9guq9TJs6cvPfJbsps9oZEB/K1AGdPBvoSQxPCicuxERD4zEK6qopT65qigg0cs+4HgC8vHgXJRX1r6gSHlQ9cpO1DSqKfBuLEELUw+3kppq/vz/9+vWjf//++Pv7dqfo9qC65sbpdGKxq8lMU3rd7MwqZv76gwA8Mbl3i25wqdUozJjSB6BOglP9vTdWNU0b1ZXkqAByS628sWyvR68t6hHcCcKSwOmAg+t8HY0QQtTh0rTUxRdf7PIF//e//zU5mI5Mq9Fi0Bqw2q1U2Cow6UxNSm6e+ykVhxMm9YtlaNeW7/vS0KqmWC/u3m3QaXhich/+OXc9H/6ZzpXDE0iKDPD4fcRxEsdAQbo6NdXjXF9HI4QQtbiU3Ejn4ZZh0prU5KaqqDiyqtdNbqlrO3Av33WUlXty0WsVHprQq/E3eMmJq5pc6VDcXGf1iuaMnlGs2J3Dcz+l8v510pbAqxJHw5bP1E7FQgjRyriU3Hz00UfejkOgFhUXW4trloO7M3Jjszt4/me1Yd/1o7uSGOHbkYvqVU0t6Ynze7Nqdi6/pWazck8OY3tEtej9O5TqupvDG6GyHPR+vo1HCCGO0+Sam5ycHFatWsWff/5JTk6OJ2PqsE5s5Fed3OSbLY0uc56/4SC7s0sJ9ddz51k9vBtoK9U9OohpoxIBeObHFGx2RyPvEE0W1hWC4sBRCYc2+DoaIYSoxe3kxmw2c8MNNxAXF8fpp5/O2LFj6dSpEzfeeCNlZWXeiLHDOHE5eESAEY0CDifkmRsevSmpqOS/S3YDcM+4HjVbFnRE947rSZi/nt3ZpXy+zrXdxEUTKIr0uxFCtFpuJzfTp09nxYoV/PDDDxQWFlJYWMj333/PihUr+Pe//+2NGDsMP23t/aW0GoXwqm0Xcksarrt5e8U+ckutJEcGcO3IRO8H2oqF+OuZfq661cQrS3ZTWOZavZJogprkRvrdCCFaF7eTm2+++YYPPviAiRMnEhwcTHBwMJMmTeK9995jwYIF3oixw6geuSm3H9uCIbKRXjeHC8t5f2U6AA9P7IVe2+SZxnbjquEJnBITRGFZJbN/2+PrcNqvxDHq10PrwS79hYQQrYfbn4RlZWXExMTUOR4dHS3TUs1UX5fixoqKX1q0E4vNwYikcM7tU/e/S0ek02p4sqrfzqdrD7Anu8THEbVTkaeAXzhUlkHmVl9HI4QQNdxObkaNGsWMGTOoqDj2AVxeXs7MmTMZNWqUR4PraNxNbrYeLOS7LUdQFHji/D4t2rCvtRvTPZJz+8Rgdzh55qfUmq7PwoM0GpmaEkK0Sm4nN6+++iqrV6+mS5cujBs3jnPOOYf4+HhWr17Nq6++6o0YO4yampt6Ns/MPWFayul08uxPKQBcNKgzfTtLL6ITPTapN3qtwh+7c/h911Ffh9M+SVGxEKIVcju56du3L3v27GHWrFkMHDiQ/v3788ILL7Bnzx5OPfVUb8TYYdTU3NiO1dw0NHLz644s1u8vwKTX8MB5p7RckG1I18gAbjhN3RH92R9TsdpkabjHJVSN1h5YAw67b2MRQogqbu8KDuDn58fNN9/s6Vg6vOo+N1a7FbvDjlajrTe5sdoczPplJwC3jE0mLkQaqDXkzrO6883Gw6TlmvlkzX5uGpvs65Dal9j+YAgESxEcTYHYfr6OSAghmtbEb9euXdx5550101J33nknO3fu9HRsHY5Ra0Sp2mLy2BYMdaelPlmznwN5ZUQFGbn1jG4tH2gbEmTS88B56tLwV5fuIc/NHdZFI7Q6iB+hPpepKSFEK+F2crNgwQL69u3Lxo0bGTBgAP3792fTpk3069ePr7/+2hsxdhiKotSZmqoZuan6UC4ss/J61c7X/z63JwHGJg2+dSiXDonn1E7BlFTY+L+qZofCg6TuRgjRyrid3Dz44IM88sgjrFmzhldeeYVXXnmF1atX8+ijj/LQQw95I8YO5cQVU9UFxYVllVhsdl5bupei8kp6xQZx2dB4n8XZlmg1CjOmqPVgX67LIOVIsY8jameq+90cWA2yKk0I0Qq4ndxkZWUxbdq0OsevvfZasrKyPBJUR2bS1k5uAo06qvvyfbrmAB+vVhv2PTa5t1d32W5vhieFM7l/HA4nPP3jDlka7kmdB4PWCOajkLfP19EIIYT7yc2ZZ57JypUr6xxftWoVY8eO9UhQHVl1UXGFvYJF2zM5/aXfqd7/8dmfUrE74dROwbLjdRM8MrEXRp2GtWn5/LpDEnGP0Rmhy1D1ufS7EUK0Am4XbEydOpWHHnqIjRs3MnLkSADWrl3L119/zcyZM1m4cGGtc4V7qqelVuw5zMvfH6C+8YUdR4pZtD2TCX3jWja4Nq5LmD+3nJ7M68v28tzPqZx5SjQmvdbXYbUPiaPVxObAahhyna+jEUJ0cIrTzfF5jca1wR5FUbDbW1/fi+LiYkJCQigqKiI4ONjX4dSxNnMtG7I28vHvDnKO1r9sWQFiQ0yseuhsmZpyU5nVxtkvryCruIIHzjuFf53V3dchtQ/7lsGnF0FIAty3zdfRCCHaIXc+v92elnI4HC49WmNi0xaYtCYOF5RTUG5u8BwnkFlUwbr0/JYLrJ3wN+h4aKLa9PDN3/dytLiikXcIl3QZDooWijKg8KCvoxFCdHCyhXQr46fzw2y1gcba6LlHS+SDuSkuGNCZgfGhlFnt/OfXXb4Op30wBkKngerzjDU+DUUIIZqU3KxYsYIpU6bQvXt3evTowdSpU+stMhbu89P5EWDQoSiVjZ4bHWRqgYjaH41GYUbVruELNh5i68FC3wbUXsgmmkKIVsLt5Oazzz7jnHPOwd/fn7vvvps777wTPz8/xo0bx+eff+6NGDsUg9ZAcEAlgYFFaPT5QN39kBQgLsTE8KTwFo+vvRiUEMbFgzoD8PSPKbI03BOO73cjhBA+5HZBce/evbnlllu47777ah1/5ZVXeO+990hNTfVogJ7WmguK0wrT+Cn9J5ZnLKeowsKhrHAc1ihsJX1xWKMBqC4fnnPtYFkt1UxZRRWc9fJyyivtvHrlQC4Y2NnXIbVtZfnwH3WjUu7fC4HSrkAI4TleLShOS0tjypQpdY5PnTqV9PR0dy8nqqQVpjEvdR77CvZh0pnoHBzBmT0S8Q/MQh/2JxrDUUBdJSWJjWfEhpi440x1b64XftlJuVWK4JvFPxyi1U7QZMjojRDCd9zucxMfH8/SpUvp3r32EtqlS5cSHy/bATSFw+lgacZSCiwFdA/tTrG1GCdOTokO59TYGDYc2UmEPp9Lup3PyORIWf7tQTefnsyX6w9yuLCct5bvZXS3SI6WVBAdpE77ddTftd3hZF16vvu/i8TRcHSHOjXV5wLvByqEEPVwObm54YYbePXVV/n3v//N3XffzZYtWxg9ejSKorBq1Srmzp3Lq6++6s1Y261McybpRenE+sei0WjQa/RYHVasditGg5FToxMotOTRNdbaYT9svcWk1/LopN786/NNvL5sb82mpKDWNc2Y0qfDjZIt2p7JzB9SyCw6thrP5d9F4mhY/57U3QghfMrlaamPP/6Y8vJybr/9dr788ku2bdvGvffeyz333MP27duZP38+t956qzdjbbfMlWYsdkvN1gv+ev+a46CuoLLYLTXfC89qKF/MKqrg9s82sWh7ZssG5EOLtmdy+2ebaiU24MbvonrFVNY2qCjyUpRCCHFyLic3x9cdX3TRRaxatYq8vDzy8vJYtWoVF1wgQ9BNFaAPwKg1Um4rByDQEAhAqbUUgHJbOUatkQB9gM9ibK/sDidP/5hS72vV/+Jn/pCC3dH+V1PZHU5m/pBS75YfLv8ugmIhvJv6joy/vBClEEI0zq2CYkWRKRFviAuIIykkiayyLJxOJ4F6NbkpqSzB4XCQVZZFUkgScQEda3qkJaxLz68zSnG86m7Qc1enU2qxNekedoeTNfvy+H7LYdbsy2u1iZKrv4tGO2MnjlK/Sr8bIYSPuFVQ3LNnz0YTnPx82RLAXRpFw7iEcWSZs9hXtI9ov2icTidllWXsKthFtH804xLGoVGkobSnudrl+ZkfU3n2p1S6RQXSv3MI/bqE0L9LCH3iQvAzNLz5ZrPqV1qYq7+LRs9LHAObP5O6GyGEz7iV3MycOZOQkBBvxdKhJYcmc03va1iasZT0onQq7BVU2iuJC4zjylOuJDm0/k00RfO42uU5IkBPnrmSvUdL2Xu0lP9tPgyAVqPQIzqQ/l1C6NcllP6dQ+gVF4RRp62pXzlxnKa6fqU1Lenfl1PKd1U/U2Ma/Z1V190c2QTWMjD4NzM6IYRwj1vJzZVXXkl0dLS3YunwkkOT6RrSlUxzJqsPr2Zf0T6Gxw6XxMaLhieFExdiIquoot5ak+N3YM83W9l2uJC/DxWx7VARWw8VkVtqYWdWCTuzSvhqwyEA9FqFnjGBpOeWNVi/oqDWr5zbJ9anK+A2ZxTw9op9LE7JxpV2ni51xg5NhODOUHwYDm+ApNM9E6wQQrjI5eRG6m1ahkbR0DmwM0Nih5BTnkN2WbavQ2rXtFX7TN3+2SYUqJWMVP+LnzGlD1qNQlSQkbN7xXB2rxhALbLPLrbw9yE14fn7cBHbDhVSUFbJjiMlJ73v8fUro7pFeONHa/jeTifLd+Xw9op9/HVc/cw5vaMZGB/K/y3eXRPjiZ6Y3KfxZExR1NGbbV+rU1OS3AghWpjLyY3svdOyYv1jASioKKDCVoFJJ5tkesuEvnHMuXZwndqY2EZqYxRFITbERGxILONPVf97OZ1ODhWU8+Gf6Xz05/5G7704JYtTOwcTbNJ75Gc5mUq7gx//PsI7K9LYmaUmX3qtwgUDO3Pr6cn0iAkCoHt0YJ3fRXXil1FQ5trNapIbKSoWQrQ8t/eWauta895SJ5qXOo8iSxGTkibRNaSrr8Np95rclbcea/blcdV7a106V6dRGJIYxtm9ojmrVzQ9ogM9OlJqttiYv/4gH6xK53Ch2m4gwKDl6hEJ3HBaEnEhfnXec+Lv4kCemYf/tw2DVsP3d46hd1wj/9s5uhPeGgE6P3g4A3QGj/08DXLY1ZGi0mwIjFETLE3Dxd5CiLbFnc9vt7dfEC0nLiCOIksRWWVZkty0AK1G8dgUUWO1PKAmGNHBRtJzy/grPZ+/0vOZ9ctOOof6cVavKM46JZpR3SLwNzT8P9OTJWR5pRY+Xr2fT9YeoLCsEoDIQAP/HJPEtSMSCfFveLToxN/FyORwfks9ym+p2dw3fwvf3zkGo+4kiUPUKeAfAWV5kLkF4oc3fK4npCyERQ9B8ZFjx4I7wYQXoc9U795bCNHqyMhNK5aSl8Lyg8uJC4jjoh4X+Toc4abq1VJQfy1P9WqpA3lmlu/KYdnOo6xJy8Nqc9Sca9BpGJkcwVmnRHF2r2gSIwJqXb++ZeZ3nNmdPUdL+GrDQSoq1Wt1jfDn5tOTuWRwF0z6po1m5JZaOO+/f5BntnLbGd14eGKvk7/hy2tg549wzlNw2n1NuqdLUhbCV9OoWyVU9Zu+/BNJcIRoB9z5/JbkphUrqCjgi51foFW03NTvJrQyxN7muNvnptxqZ01aLr/vVJOd6mmkasmRAZx5SjSBJi2vL93b4KhQtf5dQrjtjG6cd6pnVmX9uiOLWz/diKLAV7eOYljXk6ycWvMW/PoI9BgP13zd7HvXy2GH2X1rj9jUoqgjOPdukykqIdo4mZZqJ0KNoZh0JipsFeSU5xAbEOvrkISbJvSN49w+sS7X8vgZtDUrsp52Otl7tJTfdx3l9505rN+fT1qumbTc9Ebva9Rp+OC6oYzpHunR+p3zTo3l0iFdWLDxENO/2sIv95xOoLGB/xup7neT8ZeahHgjuTiw+iSJDYBTXZJ+YDUkjfX8/YUQrZIkN62YoijE+seyv3g/WeYsSW7aqKbW8iiKQo+YIHrEBHHL6d0oqahk1Z5c5q/PYPnu3JO+12JzoNVovNLCYcaUPqzZl8fB/HKe+ymFWRf3r//E2H5gCAJLEWTvgLgGzmuOUhdbJbh6nhCiXZB+/q1cbEAsTqeTlLwUdhfs5nDpYRxOR+NvFO1OkEnPxH5xXDS4i0vnu7qdQlPiePmyASgKfLHuIEtTG0gcNFpIGKk+99ZWDIExnj1PCNEu+Dy5eeutt0hKSsJkMjFkyBBWrlzZ4Ln/+9//OPfcc4mKiiI4OJhRo0bx66+/tmC0La/SXsnmo5v5bu93vL31bd7c/CYfbPuAtMI0X4cmfMTVLSNcPa8pRnWL4MYxSQA89M028kot9Z/o7U00E0erq7JORmuAyFO8c38hRKvk0+Rm/vz53HvvvTz22GNs3ryZsWPHMnHiRDIyMuo9/48//uDcc8/l559/ZuPGjZx11llMmTKFzZs3t3DkLSOtMI1F+xeRW56LXqMnzj+OUGMoqfmpzEudJwlOB1W9zLyhCScFF7dJaKb7zzuFHtGB5JZaeOzb7fU3+kwco349sBqX9ndw16H1UHHybtDYrfDheMjZ7fn7CyFaJZ8mN6+88go33ngjN910E71792b27NnEx8czZ86ces+fPXs2Dz74IMOGDaNHjx48//zz9OjRgx9++KGFI/c+h9PB0oylFFmL6BLYBYPWQLm9nEBDIN1CulFgKWBpxlKZouqAqreMAOokOCduGeFNJr2W/14xEJ1GYdGOLL6tb+PNToNAZ4KyXMjd49kAMv+GeZeDwwqx/SGoU+3XgzvDebMgNAEK0uGDcyBtuWdjEEK0Sj5LbqxWKxs3bmT8+PG1jo8fP57Vq12bn3c4HJSUlBAe3vBfqBaLheLi4lqPtiDTnEl6UTqx/rEEGdS2+KXWUuBYoXF6UTqZ5kxfhil8pHrLiNiQ2lNPsSGmFt1tvG/nEO49pwcAM77fUWfpOjojdBmmPs/wYN1N7l747GK1WDl+JNzwK9y3Ha77ES75QP167zYYdQfctAziR0BFEXx6MWz4yHNxCCFaJZ+tlsrNzcVutxMTU7vQLyYmhqysLJeu8X//93+YzWYuv/zyBs+ZNWsWM2fObFasvmCuNGOxW/DT+VFpqIQyKLQU4nA60Cga/HR+ZJdlY640+zpU4SPuLjP3ltvO6MbSnUfZnFHIA19v5bMbR6A5PobE0bB/pTo1NeT65t+w6BB8eiGYc9QVWVfPB4O/+lp9y70Do2DaQlh4F2z7Cn68F/L2wrlPS+8bIdopnxcUn7hU1el0urR89YsvvuCpp55i/vz5REdHN3jeI488QlFRUc3j4MGDzY65JQToAzBqjZTbygkxhqDX6Kl0VJJfoe7iXG4rx6g1EqAPaORKoj2rXmZ+wcDOjOoW0eKJDYBOq+GVywfip9eyel8ec1fvr31Cdb8bT6yYMufCJxdC0UGI6A7Xfgt+oY2/T2+Ci9+Fsx5Tv1/zhtpB2VLa/JiEEK2Oz5KbyMhItFptnVGao0eP1hnNOdH8+fO58cYb+eqrrzjnnHNOeq7RaCQ4OLjWoy2IC4gjKSSJrLIsFBSi/dUELtucjcPhIKssi6SQJOICWmb6QYiTSYoM4NHJvQF4cdFO9h49rsi3yzDQ6NSEpLD+xQIuqShSp6Ly9kBwF/jHd+qojKsUBc54EC79UK0D2v0LfDhBHQkSQrQrPktuDAYDQ4YMYcmSJbWOL1myhNGjRzf4vi+++ILrr7+ezz//nMmTJ3s7TJ/RKBrGJYwjzBjGvqJ9+On8cDqdFFoKSclPIcwYxriEcWgUnw++CQHAtSMSOKNnFBabg/vmb6XSXlXsbgiAuIHq86aO3ljL4PMrIXMr+EfCtO8gNL5p1+p7CVz/EwREQfY2eO9sOLyxadcSQrRKPv1knD59Ou+//z4ffvghqamp3HfffWRkZHDbbbcB6pTStGnTas7/4osvmDZtGv/3f//HyJEjycrKIisri6KiIl/9CF6VHJrMNb2voXd4b8yVZuxOOxW2CgL0AVzT+xqSQ5N9HaIQNRRF4T+X9ifET8+2w0W8vmzvsRdrpqaa0O/GZoWvr1MLko3B8I//QWSP5gXbZSjcvAyiT1W7F380CXZ81+DpdoeTNfvy+H7LYdbsy8Pu6FBb8gnR5vh0+4UrrriCvLw8nn76aTIzM+nbty8///wziYmJAGRmZtbqefPOO+9gs9n417/+xb/+9a+a49dddx1z585t6fBbRHJoMl1DupJpzuRwyWGWHVxGsD6YSP9IX4cmRB0xwSaevbAvd32xmTd/38vZvaIZGB+q9rtZ/RocWOPeBR12+O422LMYdH5q8XDcAM8EG5oANyyCb25Ur//1dZD3BIz9tzqFVcXdzU+FEL4nu4K3Md/v/Z5DJYeID46nV3gvAvQBxAXEyfSUaFXu/mIzC7ceITkygJ/uHoufvRheTAKccP8eCGx4EUANpxN+vA82fqTW7Fz1JfQ41/PBOuyw+HFY+5b6ff8rYeproDOyaHsmt3+2qc7u69WpT0suuxeio3Pn81s+EduYMFMYm49u5tMdnzJnyxzZjkG0Ss9c0JeYYCNpuWZe+CUV/MIgpq/6oqt1N789pSY2KOpKp0YSmyZPHWm0MGEWTH4FFC38/SV8cgH20lxm/pBSJ7EBao7N/CFFpqiEaIUkuWlD0grTWH5wOYWWQgxaA0GGINmOQbRKIf56XrpUnT76eM0BVu7JOW6fKReSm1X/hT9nq8+nzFaLgE9i0fZMTntxGVe9t5Z7vtzCVe+t5bQXl7Fou+tNLgtP/Qe7z/0Iqy4IMtaQ88oY/Iv3AaDBwUhNClM1qxmpSUGDAyeQWVTBl+sysNqkU7gQrYlMS7URDqeDD7Z9QGp+KoG6QA6WHsSkNdE3Uv1reF/RPnqH9+bGfjfKFJVoNZ78fjufrDlAbLCJpRMKCFh4I8T0g9tXNfymDR+q01GgNtobc89J7+HO1JHD4eRwYTl7c0rZd7SUfTnmqq+l5JmtAHRXDvGh/iUSNDkUO/350DaBy3XL6aTk11z7iDOcmZXT+NUxHACDTkO/ziEMjA9lUEIogxLC6BRiarRnl93h9HkTRiHaCnc+vyW5aSMOlx7mzc1vEmoMxU/nx9acrdiddrqHdifMFEaptZRCSyH/GvQvOgd29nW4QgBQbrUz+bWVpOWaubavkWf3XgIo8FC6OlV1om0L4JubACecNh3OmXHS69sdTk57cVmtYt8TBRp1nNEzkrTcMtJySrGcZJSlU4iJbtGB9Aut5Mr0R0ko3Vqz3+fxeUr1TNTtlfeySjcKs9Ve51pRQUYGxYcyMCGUQfFh9O8SQoDx2BoOKVQWwj2S3JxEW01udhfs5p2t79A1uCtajZZDJYfINGdi1Bo5NfJUcML+4v3cOuBWeob19HW4QtTYnFHApW+vwe5wsj3yUQJL98NV8+GUCbVP3L0YvrwKHDYYeiNM/r/aGUU91uzL46r31roVj0GroWukP92iAukeHUi3KPWRHBVQK/mwV5ixvtAVP6z1XsfhhKNKBJGP7eJgkZXNGQVszihky8FCUjOLsZ1Qi6NRoGdMEIMSwtBpFD5de6DONaVQWYiGufP57dOl4MJ1x2/HEGgIJC4gjtzyXCx2C1nmLEIMIbIdg2iVBiWE8a8zu/Hasr38WtqNS9jP4b+XsqG837GpmIzV8NU/1MSm76Uw6eV6Exub3cGu7BK2Hixi68FC/tid41IMUwd0YuqATnSPDqRLmB86beNTt9rMTQ0mNqAmK7HkwaG1JCWNJSkygIsHdwGgotLO9sNFNcnO5owCjhRVsDOrhJ1ZJQ1e04ma4Mz8IYVz+8TKFJUQTSTJTRtRvR1Dan4q3fTd0Gq0xAfFk1aURmZpJsWGYvpH9pftGESrdNe4HizbdZRVmT25xLAU87YfWbrZwFFCMfkH8R7PoLdVQI/z4KK3QaPB6XRyqKCcLQcL2XqwkK2HCtl2uIiKSveLd68ansCobhHuvak0u8nnmfRahnYNZ2jX8Jpj2cUVbM4o5KdtR/hha8OFztWFyuvS892PWQgBSHLTZlRvx5BlzmJf0T5i/WMJMagbamabs9EoGvpG9mVv4V7pfSNaHb1Ww8WDurA30wJAT80RXjO8AYC9UkGrOMmJGMrOQf/H5uX7axKa6iLf4wUZdfSPV4t3+3UK4cmFO8gpsdS7ZFsBYkPU0SG3BZ58jzt3z4sJNjGhbywWm/2kyU21oyUN1xEJIU5Okps2pHo7hqUZS0kvSsditxBoCMRcaabcVs6XO79Ep9Fh1BpJCkliXMI42aJBtAp2h5Pdyz/nef2HOJ21Z5y0ihOnE57LHMZ3n/xd6316rULvuGAGdAllQHwoA+NDSY4MQHP8dI0Ct3+2CQVqJTjVZ8yY0qdp0zuJoyG4ExRnnnDl4wR3Pra1hIuig0wePU8IUZckN23M8dsxmCvN5JXn8fGOj8kszcSoMzIgcgAWu4XU/FSyzFmyB5VoFdbty+HuyveB+muEncCD+q/4y3AWw7upWzYMiA+lT1wwJr32pNee0DeOOdcOrrPyKLa5K480WpjwInw1DeqkTlUSRqnnuWF4UjhxISayiioaSpmIa+pokxACkOSmTdIoGjoHdsbhdLDi4AqMWiNR/lHYnXbyKvKIDYilm74b+4r2sTRjKV1DusoUlfAp+/4/a/WJOZFGgU7k8dLwMk47d5Db15/QN45z+8R6vmdMn6lw+Sew6CEoPnLsuCkEKopg+wKIHw4jbnX5klqNwowpfeodbTr288RIMbEQzSCfeG1YpjmT9KJ0Ogd2pkuQukrjUMkhSqwlKIpCrH8s6UXpZJpd79IqhDdEK4UePa8+Wo3CqG4RXDCwM6O6RXguOegzFe7dDtf9CJd8oH59MB3OfER9/ZcHYcsXbl2yerQpNqT21FOQSf1783+bjnC0WGpuhGgqGblpw8yVZix2C346PwL0ARRZiii0FLKnYA+9w3tjc9jILc8lvShdCoyFT3VL7gYnaUpc67zWSKOFpLG1j53xkDp6s/Yt+P4OMAZC7ykuX7K+0aZBCaFc+vZqth8u5tFvt/PetCGNdjkWQtQln3Zt2PG9bxRFITkkmQB9AKWVpSw7uIzVR1azv2g/C3YvkM01hU9pu46h3C+WhvaYdDih3C8WbdcxLRtYcygKjH8OBl4LTgcsuAH2/e7WJU4cbTLptbx06QD0WoXfUrNZuPVI4xcRQtQhyU0bVt37JqssC6fTiVajJdIUSW55LsXWYoqtxXQK7EScf5xsril8S6PFb8pLKIrCiV1qHICiKPhNecnt4lyf02hgyqvQeyrYrfDlNXBwXbMu2TsumLvO7gHAjKpl7kII90hy04ZV974JM4axr2gfJZYSMkoy0Gv04AStRotBayDQEEi3kG4UWApYmrEUh1N2MBY+0GcqyuWfoAR3qnVYCe6Mcvknam1LW6TVwSXvQ7ezodIM8y6FrO3NuuTtZ3ajT1wwhWWVPP7dNjrYLjlCNJvsLdUOpBWmsTRjKTtyd5CSl4JJZyLEGILNYcOkMxFuCicpJAmz1UymOZNLT7mUpJAkqcMRvuGww4HVamffwBi1T0xbG7Gpj9UMn14MB9dCQDTcsAgiml5DlHKkmKlvrMLmcPL6VYOYMqBT428Soh2TjTNPoj0mNwAOp4PVR1bzyY5PSAxJJNQQSqGlkL2FewHQa/RUOio5XHKYriFdifSLlEZ/QnhaeSF8fD5kbYOQeDXBCenS5Mv9d8luXl26h/AAA4vvO53IQKPnYhWijXHn81v+bG8nNIqGpJAkIv0i0St6FEUhzBRGj9AeVNgq2Fu4l7TCNIw6o5r8GEOlDkcIT/MLhWu/hYjuUHQQPrkQSl3b3LM+/zqrO71ig8g3W5nx/Q6Phdla2R1O1uzL4/sth1mzLw97QxXorYnDDukrYdsC9avD7uuIBLIUvF05cXNNRVEIMYagVbRUOipxOpwoKATqA9Fr9CTrktmRv4P5u+ZzbZ9r6RzYWaaphGiuwCiY9j18OAHy9sBnF6m9cfxC3b6UQafh5csGcMGbf/LTtkwm/Z3J5P7tc3PcRdsz63SZjmtul2lvS1lYt8FjcCe1s7Unasja6xRuC5BpqXYmrTCNeanzKLAUEOsfi81hY23mWix2CzaHjSj/KMJN4UT4RZBZmsnRsqNU2CroE9mHUyNOlWkqITwldy98NAHMORA/Ev7xLRj8m3Sp/1u8i9eX7SWianoqop1NTy3ansntn22q0625usPPnGsHt74EJ2Vh1dYcDUTd3CJ5bydObZBMS3Vg1Ztr9g7vTaGlkP3F+6mwVdApsBOjOo0i2BBMfkU+fx7+k8OlhwnQBWDSmfDT+sk0lRCeFNldTWiMIWqR8fxrwVZ3l3NX3Hl2d06JCSLPbOWpH1I8HKhv2R1OZv6QUu82FNXHZv6Q0rqmqBx2NfFoMGon/Hif2hbgaCoU7IfSo2ApAbut8etXJ07FJ/Q5Ks5Uj6csbP7P0M7JyE075XA6arZnWLB7AXH+cQQZg7DYLPx+6HcKKgowaU0YtAaMWiPD44YTpA9iX9E+eof35sZ+N8oUlRCekPEXfHohVJZBnwvg0o+aNLXw96FCLnprNXaHk7db40hGE63Zl8dV761t9Lwvbh7JqG4RLRCRC9JXqoXjTaU1gN4P9P4nfPUDnR+krwBbQ9tvKOoIzr3bOtwUlYzciJrNNUd3Gs2pEaeSXZ6N0+nE4rCgU3SEm8JRUCi2FGO1W9GgQVEUYvxi2JG7g9VHVnO49LD0xBGiuRJGwJXz1A+0lO/hh7uhCX9T9u8Syq2nq1PGj3+3nQJz00aBWhOb3cHyXUddOvdoSSvaa6s027Xz/MLBP0JNXjhuGw27Vd26oyQT8tMgezscWg/pf8CeX0+S2AA4ofiwWosjGiQFxe1cdaO/LHMW+4r2YdQYsTlsBOgDsDlsOHAQaAgkNT+VYEMwxdZiDpcc5pMdn8hycSE8pdvZ6qabX18Hmz9Tp6rOe07dwsEN95zTgyUp2ew5WspTP+zg1Svd30G9NdiTXcKCjYf43+bDLndgjg4yNX5SSwmMce28yz85tieZ0wk2izqCV1le9Sir+zV9JWya2/i1XU2wOihJbjqA6jqc6kZ/FVV/FcQGxJIQlECRtYgjpUc4UHwAu8NOkCGIxJBE9Iqe1PxUMkszObfruUT4RRCgD5Dmf0I0RZ+pMPUNdZPNtW+qq6fG/tut1TBGnZaXLhvAxW/9yfdbjjC5XxzjT41tuZ+hWhNW8RSVVbLw7yMs2HiIrQcLa46H+eux2ByUWRteQq1RoNLWikaRE0erU0Mn1sTUqJo6Shx93CEF9Cb1cTKBMa4lN64mWB2U1Nx0IA6ng8Olh/ks5TMySjI4NfxUNBoNDoeDP4+oBcYOh4MgYxDDY4cT7R9NQUUBG7I3oNfoiQ+Ox6Q1yWiOEM2xdg4selh9bgwBS9Gx11xcDfPCLzt5e8U+ooKMLLnvdEL9DV4M+ARurOKxO5ys2pvL1xsOsjglG2tVgqLVKJx1SjSXDunC2b2iWbYzm9s/2wTUX6ILam5wx5nduO+cnui0reCPq18fhTVv1vNCM1dLOewwu69aPNzQbyO4s9TcSIfi2jpyclOtoeXilY5KHE4HYaYw/HR+OBwOiqxFWB1WdIqOEZ1GoFf0ZJVlEWYM45re10iCI0RTfP1P2PG/el5w7YOxotLO5NdWsi/HzMWDOvPKFQO9EmYdVat4nDiPryBB7aBFTdz7ckrVaadNh8guPjbtdEpMEJcN7cIFAzsTFVR7Ofui7Zk8s3Ab8aVbiaaQo4RyMHAAD046lbVp+XyxLgOAoYlhvHrVIDqH+nn/522IpQTeGKbWzBiD1O+rBXeGCS80fxn4V9OqvqnnI/qCt2DQNU2/fhslyc1JSHKjqt6PKr0ondzyXPYX7adzUGe6hXRTt2koPczBkoOU2coI1AWiKAojO40k0i8Sh8PBjvwdJAQlSPM/IdxV85d5I1MajfxlvimjgEvnrMbhhA+uG8q43l6epqiK21l8hPoqhZwolJliuC7oPTYcPPZhH+qv54IBnbhsaDyndgpGaajOKGUhzkUPoRz3e3EGd0KpGhH6YesRHv3fNkosNkL89Pzn0v6c54spOYBfH4M1b0BYEtz2JxzZ5PlGe/WNkGl04LBBz4lw1Rdu12y1dZLcnIQkN8c0tFwcoLCikJWHV2Kzq0XHNoeNnuE9ifGPIcucVaf531nxZ+Gn98NcaZa6HCFOxtVlxNf9eKwYtQHP/5zKu3+kERNsZPG9ZxDir/dQkPVwMe7XKi9kKz1Jju/M6f26MbxPMsbAcNCZGv4wdrEhXkZeGXd9sYmth9SpvOtGJfLIpN6Y9C04PZOdAm+fBk47XLMAepzrvXudWNtkCIQPx6urrSb+B0bc6r17t0LufH5LQXEHVr1cPC4gjtS8VFLzUwk0qKM0dqcdg9ZAhCmC7LJs/HR+FFuK2Ve4D42iIdwYDoCf1o/12etZlrGMSL/Imr45UpcjRANcXeXiwnnTz+3JbynZpOWaeeanFF6+bEAzg2uYoyTLpd4hd+u/U59kVT2WVL2gNYAp5IRHqDqts/0bGm6Ip6g1Sr0mkxDhz9e3jeblxbt49480Pl5zgPX7C3jj6kEkRwU2+2dslNMJP9+vJja9zvduYgPqCNCJCe74Z+GXB2Hx45AwCuL6ezeGNkr+tBY1y8XDjGHsK9pHqbUUraLF6XRSYCkg3BTO8NjhWO1WKh2VKCjkW/KpdFRS6aikqKKIo2VHKbQUkhikbsqZkpfCu3+/y7KMZdIvR4jjubrKxYXzTHotL13WH0WBBRsP8buLPWOaYkexa0uxS8P6QNwACOsKfmFQPYJrt6pbUeTthcMbYd8yte5o08dgLT3JFWv3dTHoNDw6qTcf/XMY4QEGUjKLOf/1Vfxv06Hm/YCu+Hs+HPhT7Vsz4QXv368+w2+BUyapv88FN4DV7Js4WjmZlhI1jq/DqbBVkFGSgc1hY2jMUHRaHesz16NRNJTZyii2FOOv8wcFrA4rQfogNIqGkZ1GYnfYSStMI6Mkg0B9IL0iepEckixTV0KAV1bDPPNjCh+sSic22MTi6acTbPLc9NSBPDNfrj/I52vS+YMbCFHK6j3P4YQsIlh/4XIuGJRw3AsONXmpKKr/cWA1pH7feCCXfAD9Lq11KLu4gnu/3MKatDwALh7cmWcu6EuA0QuTEuWF8MZQNUEbNwPGTvf8PVxVlg9zxkDJERh0LVxQ36qt9kempUSTJIcm0zWkK5nmTMyVZvLK81h8YDH5lnyMGiOVjkoC9AFqh2O/cIL1wWSUZKDT6Ci3lVNhr2BL9hbKbGU4cRJqDMXusKPX6Ouduuoa3JV+Uf2kf47oWDRaddn0V9NQa0rqSXD6XOBWUer9409haWo2+/PKeO7HVF68tHlTFVabgyUp2XyxLoNVe3MBGKzsJsCg9shyOmuXz1Rv+zSz8h9cHxxQ+2IaDZiC1QfxdW8Wc6pryU09I1kxwSY+u2kEb/6+l9m/7eZ/mw6zJaOQ168exKmdQlz5UV33+/NqYhPRA0bd6dlru8s/HC55D+aerzaFTD6rTuLX0cnIjTip6tGcHbk7SMlLwaQzEeUfRXJIMg6ng/VZ6zFqjZRWlmK2mjHoDFjsFkxaE0atEbvTTp+IPhwqOURueS6dAjsxLGYY2WXZ7Mjbgc1ho3NQZyJMEVKnIzqW+lbDVC8r1gfAzcsgupfLl1uXns8V767B6YSPbxjOGT2j3A5pf66ZL9ZnsGDDIfKqtndQFJicrOPlvDsxVRxlg70nnTS5dFLya953xBnB05X/YGvQ6ax66Gy0GjdW8XhoJGtdej73fLmZzKIKDDoNj0/uzT9GJja8OssdmVvh3TPB6YBp30Pymc2/picsew7++A8YguC2lRCe5OuIvEpWS52EJDfua6j5X7G1mPWZanJjtqlTTYUVhTicDhw4sDvsVNorMerUfhahxlAcTgc9w3uSVpRGeWU5dqedaP9oeoX1Irs8m1BDqHRDFh3Hiath4kfAvEvVjRMje6oJTtUKRlc8tXAHc1fvJy7ExOL7TifIhekpi83O4h3qKM3qfXk1x6ODjFwxLJ7LB8cR/+PVsH8lpUHJjMx5jHKMDNPsrOlHs97RCwca5jR1Q8/G+rr0u1wdqWhEgdnKAwu28luqWns0vk8M/7m0P6H+BuwOJ+vS8zlaUkF0kInhSeGuJWEOh7pC6dB6OPViuOwjN34wL7Pb1BVsGWug8xC44VfQenHFnI9JcnMSktw03YnN/0xaE+uz13Ok9AgRpggSQxLZXbC7ZjrqaNlRFEWhwlaBTqNDo2iwOWwEGYOotFcSZgzDgQOr3crwuOHY7LY63ZBl6kp0OKU58M7paj3FqRepu4i7OPpQZrUxYfZKMvLLuGJYPBcO7Nzgh3laTilfrj/Igo2HyD9ulObMnlFcNTyBs3tFq52Af3sKVv1XHU265XcWZQcz84cUMouObe4YF2JixpQ+zdupvL6RLFMoVBQCStWy63MavYzT6eSjP/cz65dUKu1OOof6cdXweOb9ldG0mDd9AgvvUpdh37le7UHUmhQeVJemVxTCmHvh3Jm+jshrJLk5CUlumuf4omOL3YLVbiW3PJcgYxCxfrFsz9uOVtFidVgxaU3EB8WTkpeCTtFhtpmx2C0oKBi0BrQadUWW1W4lMTiRksoSLHZLTTfkMmtZvVNX9RUmAzW1QpIEiTbv4Dr4aKLasG3CizDyNpffujYtjyvfXVvneFyIiUcn9cKJwhd/ZdQU4QLEBBu5Ymg8lw+Lp0uY/7E37fwJvrxafX7ph9D3EoCmj4I0pr49q368T11RZQqBm3+HiG4uXWrboSLu+mIT+/PqL4Cujvako01l+fD6ECjPh/HPwWgf19o0JPUHmH+t+vwf36obtbZDktychCQ3zVfd/K86kSivLOf3g7+TVpjGzvydmG1mugR2oVtoN7Qabc3UVUllCRo0lFaWYtKaakZtKu2VNbU6/lp/nDg5JfwUjpYdpdxWe+pqX/E+SiwltQqTQ4wh4IQiaxEWu0X67Ij2Ye3b6kiGRgfX/wwJI1x626LtmdxWtU/TySgKnHVKNFcNT+CsU6Lq7teUt0+tM7EUw4jbYaKPlj7bLGrh7KF1ENUbbvoNjK71tCkqr2TE879RUVl/KwoFiA0xNVwn9MO9sPEj9b63rWzdUz4/TocNH0BANNz+JwRG+zoij5PVUsKrqpv/HS85NJlMcya78nfx6/5fsdqt6DV6TFoT/nr/mqmrbmHd2J2/G5POhF6jJ78iH5OfiSJLESaNCZvTRqW9ktT8VHXqyhSGQWugyFJEobWQoooicstz0Wl0NYXJyw8uB2Bw9GC6Bnel3FZOSl4K+wr3Mb7reE4JP0VGckTbM+JWOPiX2gvm6+vg1pUQePIiYbvDycwfUk56jkaBf53VnSuHJzS8P5O1TK2BsRRD/EgY/0xTf4rm0xnVDsXvngE5qequ6pd97NJUXcqR4gYTG1CrezKLKliblseY7pG1Xzy8ETbOVZ9P/r/WndgAnPecWntzNAW+vU2dxtN03P/Pk+RGeER1wtM5sDNdg7vWmroKNYbW1NqEGkIJMYaQXZaNVtHip/MjITiB3QW7CTYEk1uei5/Oj1JrKTqNTl1W7nRSYaugrLIMm9NGoD6QQksh+RX5ZJoz0WvU/9PJKsuiU2AnKh2VFFuKySjJYFf+rgb77MT4x5Bdli1TWaJ1UhSY+jpk74DcXbDgn/CP70Db8P9tr0vPr1VXUh+HE0Z3i2w4sXE61amg7O0QEKUW0Pr6gz04Di7/FOZOhpTv1RogF/rMHC05+e+i2o0fr+e07pGMTI5gRFIEfWID0P44HXBC/yuh65gG3+u1KTp36f3UqcN3z4J9S2HtmzD6rpaPo5WQ5EZ43In9co6fukovSkev1aOgoFE0dAvtRqA+EKfTSX5FPsGGYBKCE9iVvwuTzoTVbsVcacaJE3OlGYPWQJmtjAp7BVtztpJfkY9eo0ej0XCg6ABaRUteRR42u+2kfXasdmvNFNbxW0a4kgCB1PeIFmIMhCs+VT+w9q+E35+Dc2Y0eLqrH+YnPW/Dh/D3l2pn4Us/aj0FtAkjYNJ/1MRr6dMQ27/RAuPoINe6KldUOvgt9WjNKqsbTct4gi1YtYHs7Xs/Pe2OutN2qFOAXimubqro3jBhFvx4L/w2ExLHQOfBLR9HKyDJjfCKk01dVTcI3Jazjf3F+8ktz8WgNWBz2OgX2Q+dVodeo0ev0eOv88fhdBBqDKXEWoK/zh+Lw4LD6UCr0eLAgaIo6uiOvYK9BXupdFYSpA9Cq1ELm8sqy2pNZ3UP6c7Woq0UWYoIMYYwMHpgzcqvxhIgV+t7TqxLkgRINFnUKXDB62qr/VWvQJdh0GtSvae6+mHe4HmHNqr7OIHahbeRjTtb3NAb4MgWtcD4mxsaLTAenhROXIiJrKKKejvoVNfcvHXNYNbvz+evtHz2pO/nbufnoMBzFZfw8Ye7CTSmMaxrGCOSIxiZHEHfTsH8lprN7Z9tqnPdrKIKbv9sU9OXxTfXkOshbTmkfKf+m7n1j6oGih2LFBQLnzk+AajuhlxkKSLGL4ZdBbtqTV0lhyazO393TU+dSL9Iuod2Z33WevQaPQ6ng2JrMVaHFS1aNBpNrT47NqeNAF0ADqeDIEMQ5bZywoxhFFoLifSLJCk4iW2522oaDXYP6c7W3NoJkMVmYdNRtVBzcPRgYgNiKbeVk2nOxKg11tT3HD9KJQXOwmN+eRj+mgPGELh1OYTX/bdkdzg57cVljX6Y11tAa85Tl6AXH/r/9s49vKryyv+fvc/9nCSHXCAXIFyKyv0iqKNYpR0LLbbK2F+tjFodWy1eoToKrW11Wq10Ora2vyl4Gcdnqhaxj9YfWusIXqgWihUJIKCABBFICOR2kpzr3vv9/bHJhpMckpOQEAjr8zx5yH7P2nu/ZyUn+8ta612vvSnkN5/Jegn6CaWLBcavfVjFzYcLrI/2ybFWS1kv3YJe8SyHcs7iB0W/Ye3uRpriRto1gx4dQ9mdnDPRaaFylnQ75RVrgEc/D4177B5BVzx+cv4su4isluoAETcnL0cvM6+N17KvaR9u3c3YwrGUBEvSeupMGjSJAb4BbKjZQE3UDiWHPCGiqSh5vjwSZoJDsUP2snQz6fTZaTFa0NDwu/x4XV6UUpjKxO/2Ezfi+FyHt5lwh4iZtgBqTjVTFChCQ+Ng7CAAA4MDOXvQ2TQkGtL20RqcO5jaWC25vlxGhUcRcAeIGTGqo9XtGhRmk/KSuiDBwUjaDds+WwclE+DbK+06izZ09WEO2Euwn/k67HoLCj4HN71lL70+WYlU2QXGzQfsrSo6KTDOOn2052/w37Ps77+9Eoaei2kptlVF+NuuWtZV1rFuVy2RNmLnWNz3tbF8cfQgBuX6CXiz306jS3M+FnvW2e0ElAlzlsLkf+7S/U9GRNx0gIibk5u20ZzW1FXbnjqtwqG6pdqJppyVfxZ7mva067PzUd1HBN1BYmaMSCKCqUwC7oCTzjpa8LQVQC7dhWmZJM0kuqYTcAfsZoTKYER4BLWxWnspu8uLYRp43V4OxQ45Aizfnw9AXawurUFhykx1mvI6nrogEUD9lMh++3/k0UMdbpjY5Qdjaxt/dwBufMPe7+lkZ886u8DYSmW1kWWnURDTsAXTgQ9hyrVw+X8e8zqPrv6EX/zvx12abq7fzaBcH4Ny/RTn+RiU57eP8/wU5x45DvncjkBt+3DOqjfP0fzlF/DmA3YDxu/+BYpGdWnOJxsibjpAxM2pxbF66hyd8mkVBQ2Jhg777LQYLeR6cokaUXwuH7qmEzNswaNQhL1hDGXQnGrGUpZd73N4G4mWVAtgR4cAYkYMr+516nsCngAtyRbQIOQO0ZxqJteby5n5Z6KhsbNhJ82pZlyai9GFo9lZv7PDlJfP5aPiYEW7uqCdjTvT+vxIYfRpyK634el/svc5uuz/wtnfymiWdUpj+//C76+0v7/iCZh4Ze/Nvad5/7/tAuMudDA+Jn9batcb+QfA7eshVHRM07Wf1DL3ifaNEttSnOcjEjOIpcyspxHyuogbFqaV+dHcpZSXZcLvLreL0Usm2im8w9vhnIqIuOkAETenPpmKdYF2fXZKQ6XttoiYOHAiuyO7ORg9yADfABqSDY7g8bv8aQIo4A7gdXmJG3Eak42gIOAOYCmL5lQzhmWga7oT3YkbcdBwiqANy6Asp4y6eB1xI07YGyZpJcnx5hA34uT78okkIxQGCtNSXq0psEOxQ84cs60LylYAHaswWkTRKcI7D9srhlw++PbrUDa5e9ep323X2cQb4Zzv2P1cTjVW3NGtDsZpNFXDf55j9/X56q/swuUO6Eptk65BU8KgJpKgpinu/HsgkqCmKcGBSJyDh/+NJrMXQctu/AfO/1xh54aRKnh0OkRr4R9usVdTnaKIuOkAETf9n462iBgVHkXciB+JinjDTBo4iZ2NOzsUQIX+dAHSWt+T681Nq+8xlemIiJgRozRU6qTKgHbbT7SmvAB8Lh9okDASaNqRuqBWodR6r1yP/W/QG6Qp0dRlAXSswujuiqJM+39B5wJIVpQdB5Zlb4uw/c8woBxuWg3Bgq5dIxWDJ2dC9SYYPA3+5dVT83/1x9HB2OGFG2Hz81B2tn1+B7uPt9Kt2qZOaE4YLFu3hwdf3dap7a+vmszlkwd3agekR+f++Xk4c1aX5nWyIOKmA0TcnB50ls5q++DuTABNHjSZhJnosL5nQtEERxSFPCESZoJR+aP4qPYj/G4/dfE6dE13CpfR7E3+2qa8jj7OVBfk0T0kjAS6rhP0BPHoHlJWiqRhR4WOKYASDe2iREcXRm86uKnLoqi6pbrd/l/ZCKBM6cVsRVLbsdO25ihWb2+PUL8bzpgFc5/rWkfa/3cbbHgagoV2PUZ4SG/NtPfpYoFxGpXv2IXaaPYu7F3oC9MbfW6yTXn905QyfjpnAjm+LDu6tK62CxbCTX+B+sr0PbyyEHR9jYibDhBxc/rSVvC0fSh2JoA6q+/J9+dTH693REJpTilj8sewrnodpjLJ8eQ4S9pbt5+IG3GaUk0A5Hjs/202p5oBCLqCuFwuEkaCSDJCykrhc/mwlJWWAjtWYXRrBMjn8tk9fw6/H13THRtTmZyZfyY10Rqnj5BhGYS8IVpSLc5y+baRq4HBgXaUqHYzsdSR/b9Kg6VsOLgBOLYA8urejIXh2Yikniy6hn4gkqo2wZNfAiMOX/whXHR3due17nSNdnijxS/06jRPCF0sMAbATNk7ah/8CKZ9G776yy7ftqc7FHeW8jqawpCXBZecwVXnluPJ0GQwDSMB/3WJHalzeeFwxBiwGzV++ecw9rJuz/tEIOKmA0TcCB3RmQDqqL6nddn30ekdj+5hT9MeDMtgWvE08v35bKjZ0GHKK1PNzdGF0I3JRry6XQvkcdnNDg3LLoQ2LRO/y96jK6MAahMliptxivxF1MXrMi6Xd+tuLGWRMlNomuasMkuZKYKeIAkzQdgbRqFIGAlC3hCRZATUYQEUHsGHtR86AmhgYCCGZVDVUuWsKAPYdGhTViKpp4que1MkdVc4dTtN98HTsOI2shYq+yvsdJSZ6JogOhV4/ym7O2+2BcZ//Q2s/JEdzbjt/a6n9nqJzlJeN100kte3HqDykP15HlkUYuFXRjNzbDFaRxGrdY/DnzP9vA+fc+XvTmqBI+KmA0TcCD1J2/qeTA/FoxsUlgRLOk15TRk0Bb/L3+W6oKMLo5tSTfhdfmJGjIA74PTvad3KorXoOW7GKQuVURmpJOAKOB2dLawORVHb5fJtI0eA00AxZdkrytAgbsRRKHwuHzEj5tyjJdVCjifHEVIBjy0UlVIUBgoZVziO7Q3baYg3AMdXdN2TK9N6KrrUtu1Bl8XVH2+iZdtLhHxhir/9Jgc87sxiq2k/oT/cQGndHjhjFlVfe5gWM3Zc0a22Nn1eX5VtgXHjPruIONViL6mfck3vzKebdJbySpkWy97bw69X7aC2xY7CnDM8n+/PHsPZ5fntL2iZ8Mh4u51ARjQ7grNg80mbohJx0wEiboSeJps/3JmKnLsaTeiNwuiBwYGMGjCK96vfz7hc3q27SZgJJxoT8ARQStGUbMJSFiFPyI7amAliqZgTKYJjCKCjRJKlrHYF1plEkmEZDAwO5GD0oBNdao0k+d12dMmwDEcUxY04AXcAwzIIeoJON+pIMkJRwF7eezB2EKUUBf4CdE2nLl7XIx2ruxNdSlpJp2HluMJx3SvwjteS2LmSZKKRRGAAvqHn43X7020SDSQq38bXVE3YkwMT/g+NZqLbv4/ZFpj3dn1VOxvvAA787qu0HNhMKH8kpTfYBcbtPqN/+Bd7i4Kh58G/vIalnXyrALNJeTXFUzy2ehf/9e4uZwf0SyeUcs+Xz2JYYeiIoVNb1AnXvXLybbtxGBE3HSDiRugrupLy6m5dUFcLo6cMmtKu+3M2oijPm+csl/foHuoT9WmRI7AfeJZlkefLQ2Hv7N6cakbXdEKeEF7dS328HjQo8BWgUCStJM1Ju89Qntc+r7VDdHVLtV2ITedF18dqxni0mIL01Wtu3Y1SCsMyCLgDxM0jIingDhA1ouR4cmhONRP2hdHQaEw0olAU+gs5q+AsttVtoz5ej2VZhH1hXLqLSDLidLp2apUOC6fSUCkel4eaaI2z1cjEgRMBulzg7TMTVOz4E40ahH0DmPy5WSQaPuODxu2guTjblUvJvo1Ue7x8UFQObt8xBVg20a1sCsx7u77qmDYKvLvfxZeKER4wHM74croAS5lMeO8pCi1FaO5yYgPKT6wA6wWblpiLZ9+N8MKGveBuwONOMmfSSO655HwKQl6q1v83Lf+7iJCyKDZMDrhdtGg6IWVRathL0KvcLlpm/pTQ2DknZRsIETcdIOJGONXpycLoox8KXRFFkwdO5kD0QNr+X62rxVq3w8gkgFpF0qHYIUKeEM3JZtAg15vbTiQF3PbWAnEjzpjCMWyt3YrP5cNUphNJCnlCuHU3KSvlRJPyvHmkrFRaM0aFwlJWu/RaNBVFoY5bJLWNLkHmZf+t0aSkmSToDpK07HSC3+1HRyeSjJDjyUHXdCe1eHSaLs+bR3OqmQJfAZqmUZeos1N3/kI0TaM+speChr00unQKlQ5WihqXCwuNfMtkbCLFx6VjqHe70ZRGUbB9ei+bGrBsCsx7u76qUwEWKCWx/c984PNCIJ+zy2dQYhhUN+1ly8FNGMpkcKgUb/H4vhFgvWRT15Jk7e7PqGluBsuNhxAThw5gqL+GVOVbJDVIaDo+pfAqhU8pwqYtbhpdLhIjPk/SH+7VNhDd5ZQSN0uWLOEXv/gFVVVVjBs3jkceeYTPf/7YIbHVq1dz5513smXLFsrKyrjnnnuYN29e1vcTcSOcDnQnStRVUdR2/6/SUGnaQymTAGoblSgJleB1edMiF21F0sDgQKYMnELFwQpnrKOi60zNGD26x0mvaWjkee3Pfqu4ahVJcSNOJBnBUpbTdLE51YxSijxvHpqmYSmLxkQjgBNdihpRBgUGUROrIceTg6YdjuooWzg5na7bCqc2Eai2wqk7EShXrB7TiJEE0DS8lgINDDQGmgYHgwW4vSGnMFxDw+f2OYXpCTNxpHgcjZgRQ8M+dukuUlaKaCoKYO/PhiJpJDPWV1nKwu/yEzWihDwh5z23FqEnzSRBT9DxcVGwiAmFE9hSt4W6WB0ojk+ANVVzsOET+/dI6YyIx9js8xLTNUw0BoZHYoQK+k6A9aJNKpHH6l3baWIHAD5jJF9jHR+6TRp1F2HLZHIiSQKND/x2RPRsy4Vv/DeoOLSpx9pA9OSmwV15fme5QL53WL58OQsWLGDJkiVMnz6dxx57jK985Sts3bqV8vLydvaVlZXMnj2bG2+8kWeeeYa//vWv3HLLLQwcOJCvf/3rffAOBOHkRNd0BuekN/hqe5xpbOSAkV0SRUcXwu6O7Mbn8jFj6AznD5zH5UFDQ9d0Pjfgc+R584gZMcL+MLqmU+AvIGkl02zCvjDFwWL2Ne8DoDhYjEKljZWESvC7/NQn6tnbvJewN8wZA85IqzkaXTA6Lb0WNaIUB4vTH4ptHpxJK8nAwECiRhSvy95eoyxUltaxOmkm7SUshyNOYDdgHJU/ipSVwu+203LqsKjI9eY6na7dCbs+KOwNEzfjGJbhLNf3urxomkZDvAGFYoBvACkrhaUsp74JwNSPNH48WtwoFC5NBzOJrsA8XJuhAy6lsDTQFahkM/rheaesFAAe5SFpJVHKrp8CnMaTMSMGgKZpaJaWZtMapUqqJKlUyi5iN2Np9VWt1MXrHAEWSUWcKFldos5JZX7a+CnRVDQtAlZfX+/4KGklMSzDKSz3u/1oaFQ2VIJm/xxq47WkrBS7GnbZPxtvAFJxKnU44PeR0jUKTAtQ1DZ8gmVGyQvkUxuvZc2+NQBEzSi5nlx0TaequYr6eD2mMlGWYkfDDixlsbNhpzO2vX47YKdLC3wFNBvNfFT7kbMISSlFZWMluqY7qysjyQi7G3ajNOWkRPc173NEX3GwmMZkI9vrtqPrOh7d43z2NGwhPCRnCA2JBnY37kZDc2yqo9VMGVjKeAN21edwqCVOXNXzhlZCobafIYZBg0tnt8eNBnhQKGBHzjBymz47cu1k5msH3AF2Nu7EUpYzXxS8/dnbgC2AhucNJ2bE2Fa3jeqWaq4ec3WPCJxs6dPIzXnnncfZZ5/N0qVLnbExY8YwZ84cHnqofYvohQsXsmLFCrZtO9K9cd68eWzcuJG1a9dmdU+J3AhCz9LRdhjZrgTKZNOdNEB3ao66szItU1qmO9Glo9N0+f58O72WaALN7nuUaTuQpJl0bFrFlXOOpfAc/Ii4ptGka+ho5JkmmqYR1zTGJBJs8/nwFp6J5Q3a6T3s/dDcLjcpM+X0WQq4AyhskaKhEfAE8OpeDMtwojmtUarWFGDYG8bEJGEkaEm1oGt2o0mvy0tjvBEL28bCImEkiBpRJ7oFtpAqDBRyMHbQETwZ66uyaXzZOhaPgGXSomtogN9SuLD1aVTTULpOKFRqz6kbBe6QOQXZYXStmzat0Tawha1LsyNpTv8qt9/plF6eU86epj14XB4spahtaaYlaRC0LIq1CBoWUQ1Aw610askloesU5thRWufaxpFIXutY0BO0t5TxhbGURdJMEvAEaEo2OSscJxRNIMebg1KKTxo/YUzBGL494dvHlaI6JSI3yWSS9evXs2jRorTxmTNnsmbNmoznrF27lpkzZ6aNzZo1iyeffJJUKoXH42l3TiKRIJFIOMeRSKQHZi8IQiuZokRwVFQoH84rPa/jPPwxbKDrBZxt02uDcwZTFChyegS1jS41JhvTbCKpCAN8A+wtL3x21KU8t5y6eJ0TJRqeN5yEmWB/i72strvRpc8NsJcpNxvN1MXrMtaqtI1ANaeanYhTuwhUwy4GAHFdo8Q00YCDLjsCM9A0KTEtqi2TmlQz6BqlodK0GqiYEWNwzuC0a5fnlh+xcYdoSDa0syn0FxI1onhcHoK63QhyRHiEc55P99mr6DScrtr11FMUKOqwvkop5Tz4Q+6QLe6sJG7djYbm1FO5NJezaa3X5SVlpXDpLrRUnFAqidJsoWegEVQKQ4OkZosdXVm4rBQ5gXyaEk1omka+L99ZBWgqE6WU3WRTs+u0WgWbE01LmE7tFoClW6SsFEopWxRpkDSTKBQe3Y6T6JqOpSznMwQ4x27NXhXocrmcObTatEbbvC4vFpZzHUtZdkG8MoibcQ7GDtpRtNZOOXoKNIOo5qOSArxaCqUlUWgYKoAdZkoQTR2ZI4ChDFDgVV5MZadWW4wW53fbEYDxIwJwT2QPuqZzXul5aJpGSbCEysZKqlqqMv6t6A36TNwcOnQI0zQpLi5OGy8uLqa6ujrjOdXV1RntDcPg0KFDlJa2b3f90EMP8W//9m89N3FBELrMsQRQNjbZjB1veq0nRFKmtFxnwsmjewi4A4wKj2JL7Ra7RuVw92pTmVmLK0dINe1lr9tN2DIZnjJIoLHfZf+ZLzZMFFCcMtmnKbBSGQXYMa/dgc3Q3KHt6qsc4ZZq5kD0QMb6qlbhdnR9VUnQrudoHWtNJR6KHSLgDpAwE44oaxVXZTlljk2OJ4eoEaUsVIbWcpCDh9NzA02TqKYTsCw8QK3LRalp4EFRF9QIuAKYbhM0nOaYSSuZlpYEW3iU55bTkmxxUpCWZaWlIJNmEh09LbrmwpVmkzDsiKOG5tgEXIF21/FoHqcuzFKWLdoOR818bh+GadhCEEXAFcDCwmN4KMspI2Wl7IgPGrGURYuVRFleQCeBF013AxrKOrynmNLw6T7C3rBTQ+VxeVDqSG8spRSmMh1hmTAT9nsFR3SaynTGwI4Ctn62ThR9WnMDtOumqJTqsMNiJvtM4618//vf5847j7ThjkQiDB06tLvTFQThFKC7NUc9IZK6KpwORA/gc/mYPWJ2h/1hsopA5Z9BUf1efEaSRt1eETMjahf/Nrpc7PZ48Ln9zBj+ZUDLKMCyiW5lsjmR9VVZCzBLY//hgtqhKYMDbhcHXC5cQFBZjEmlQMGmww/f7gqwtrVbHUbXDtu0GC0MCg7q0CbTdcpCR4Rc0B2kyWxqd53SnFLGFY4jZaWOiMTAYGrrG9HcTSjTh+aOYiXtvk+auwk0hUoVUBzMI2VFCGkhms1mSoIladcuCZW0WwVZHCxuF4E7q/As53MUM2L4XD4nsnUi6DNxU1RUhMvlahelqampaRedaaWkpCSjvdvtprAw89bvPp8Pn+8U3OlWEIQ+p7siKdNYZ8Ip05LZbkWgSr7IgZduPNzDxDyqh4nbHpv9Y0onX9v+vB7ovZKpwPyc4nOOWV+VKdqVTQQsawGWM4gZhg7JFhpdOh5LobnswurPJVPkmRYxfy7hvCHoyaa+EWC9YJNpjuMGDuGTKj9J1YLuqUdZAVvc6ClcnnoAfHoB4wcOZ9OhjV2K0mUSgLkeOxqllKI6Ws2YgjHO78uJoM8LiqdOncqSJUucsbFjx3L55Zcfs6D45ZdfZuvWrc7YzTffTEVFhRQUC4IgtLJ1Bby2ML3Vft5g+PLiXt87KJuO3Z0Vofdo87tP/w5/uN5uUKdp1Lp0Nvu87PZ4SWgavmEXMKL8ol4pcO9rm7Zjn9Y1sn7PQTTNQOEG5QbLjTKCKA3OPyNAUa5+3G0gpgyaQmmolJgRozpaTb4vv0dWS50yfW6WL1/Otddey6OPPsr555/P448/zhNPPMGWLVsYNmwY3//+99m3bx+/+93vAHsp+Pjx4/nud7/LjTfeyNq1a5k3bx7Lli3Leim4iBtBEE4LLBM+XQPNByCnGIZdcNLuGdTrtBF7FlA1YDAtFy4gNPrSvhdgvWjTduz9XS38+vUaaqI1aLpdg1McLOHHXx3LpBF0K0rXkQDsqz43J0UTv3//93+nqqqK8ePH86tf/YqLLroIgOuvv57du3fz9ttvO/arV6/me9/7ntPEb+HChdLETxAEQegYEXsO2exZlQ3ZCsDTskPxiUbEjSAIgiCcenTl+d23W54KgiAIgiD0MCJuBEEQBEHoV4i4EQRBEAShXyHiRhAEQRCEfoWIG0EQBEEQ+hUibgRBEARB6FeIuBEEQRAEoV8h4kYQBEEQhH6FiBtBEARBEPoVfbYreF/R2pA5Eon08UwEQRAEQciW1ud2NhsrnHbipqmpCYChQ4f28UwEQRAEQegqTU1NhMPhDm1Ou72lLMti//795Obmomld3yisIyKRCEOHDuWzzz6Tfat6EfHziUH8fGIQP584xNcnht7ys1KKpqYmysrK0PWOq2pOu8iNrusMGTKkV++Rl5cnH5wTgPj5xCB+PjGIn08c4usTQ2/4ubOITStSUCwIgiAIQr9CxI0gCIIgCP0KETc9iM/n47777sPn8/X1VPo14ucTg/j5xCB+PnGIr08MJ4OfT7uCYkEQBEEQ+jcSuREEQRAEoV8h4kYQBEEQhH6FiBtBEARBEPoVIm4EQRAEQehXiLjpIZYsWcKIESPw+/1MnTqVd955p6+ndErz0EMPcc4555Cbm8ugQYOYM2cOH3/8cZqNUor777+fsrIyAoEAM2bMYMuWLX004/7BQw89hKZpLFiwwBkTP/cc+/bt45prrqGwsJBgMMjkyZNZv36987r4+vgxDIMf/vCHjBgxgkAgwMiRI/nJT36CZVmOjfi56/zlL3/ha1/7GmVlZWiaxksvvZT2ejY+TSQS3H777RQVFREKhbjsssvYu3dv70xYCcfNc889pzwej3riiSfU1q1b1fz581UoFFKffvppX0/tlGXWrFnqqaeeUh9++KGqqKhQl156qSovL1fNzc2OzeLFi1Vubq564YUX1ObNm9U3v/lNVVpaqiKRSB/O/NTlvffeU8OHD1cTJ05U8+fPd8bFzz1DXV2dGjZsmLr++uvVunXrVGVlpVq1apXauXOnYyO+Pn4eeOABVVhYqF555RVVWVmp/vCHP6icnBz1yCOPODbi567z6quvqnvvvVe98MILClB//OMf017Pxqfz5s1TgwcPVitXrlQffPCB+sIXvqAmTZqkDMPo8fmKuOkBzj33XDVv3ry0sdGjR6tFixb10Yz6HzU1NQpQq1evVkopZVmWKikpUYsXL3Zs4vG4CofD6tFHH+2raZ6yNDU1qTPOOEOtXLlSXXzxxY64ET/3HAsXLlQXXnjhMV8XX/cMl156qbrhhhvSxq644gp1zTXXKKXEzz1BW3GTjU8bGhqUx+NRzz33nGOzb98+peu6eu2113p8jpKWOk6SySTr169n5syZaeMzZ85kzZo1fTSr/kdjYyMABQUFAFRWVlJdXZ3md5/Px8UXXyx+7wa33norl156KZdccknauPi551ixYgXTpk3jG9/4BoMGDWLKlCk88cQTzuvi657hwgsv5I033mD79u0AbNy4kXfffZfZs2cD4ufeIBufrl+/nlQqlWZTVlbG+PHje8Xvp93GmT3NoUOHME2T4uLitPHi4mKqq6v7aFb9C6UUd955JxdeeCHjx48HcHybye+ffvrpCZ/jqcxzzz3HBx98wN///vd2r4mfe45du3axdOlS7rzzTn7wgx/w3nvvcccdd+Dz+fjWt74lvu4hFi5cSGNjI6NHj8blcmGaJg8++CBz584F5He6N8jGp9XV1Xi9XvLz89vZ9MazUsRND6FpWtqxUqrdmNA9brvtNjZt2sS7777b7jXx+/Hx2WefMX/+fF5//XX8fv8x7cTPx49lWUybNo2f/exnAEyZMoUtW7awdOlSvvWtbzl24uvjY/ny5TzzzDP8/ve/Z9y4cVRUVLBgwQLKysq47rrrHDvxc8/THZ/2lt8lLXWcFBUV4XK52inPmpqadipW6Dq33347K1as4K233mLIkCHOeElJCYD4/ThZv349NTU1TJ06FbfbjdvtZvXq1fzmN7/B7XY7vhQ/Hz+lpaWMHTs2bWzMmDHs2bMHkN/pnuLuu+9m0aJFXHXVVUyYMIFrr72W733vezz00EOA+Lk3yManJSUlJJNJ6uvrj2nTk4i4OU68Xi9Tp05l5cqVaeMrV67kggsu6KNZnfoopbjtttt48cUXefPNNxkxYkTa6yNGjKCkpCTN78lkktWrV4vfu8A//uM/snnzZioqKpyvadOmcfXVV1NRUcHIkSPFzz3E9OnT27Uz2L59O8OGDQPkd7qniEaj6Hr6o83lcjlLwcXPPU82Pp06dSoejyfNpqqqig8//LB3/N7jJcqnIa1LwZ988km1detWtWDBAhUKhdTu3bv7emqnLDfffLMKh8Pq7bffVlVVVc5XNBp1bBYvXqzC4bB68cUX1ebNm9XcuXNlOWcPcPRqKaXEzz3Fe++9p9xut3rwwQfVjh071LPPPquCwaB65plnHBvx9fFz3XXXqcGDBztLwV988UVVVFSk7rnnHsdG/Nx1mpqa1IYNG9SGDRsUoH75y1+qDRs2OC1PsvHpvHnz1JAhQ9SqVavUBx98oL74xS/KUvCTnd/+9rdq2LBhyuv1qrPPPttZsix0DyDj11NPPeXYWJal7rvvPlVSUqJ8Pp+66KKL1ObNm/tu0v2EtuJG/NxzvPzyy2r8+PHK5/Op0aNHq8cffzztdfH18ROJRNT8+fNVeXm58vv9auTIkeree+9ViUTCsRE/d5233nor49/k6667TimVnU9jsZi67bbbVEFBgQoEAuqrX/2q2rNnT6/MV1NKqZ6PBwmCIAiCIPQNUnMjCIIgCEK/QsSNIAiCIAj9ChE3giAIgiD0K0TcCIIgCILQrxBxIwiCIAhCv0LEjSAIgiAI/QoRN4IgCIIg9CtE3AiCIAiC0K8QcSMIQq8xY8YMFixYkLX97t270TSNioqKXpvTycT999/P5MmT+3oagtDvEHEjCAKapnX4df3113frui+++CI//elPs7YfOnQoVVVVjB8/vlv3y5ZWEZXp629/+1uv3lsQhN7H3dcTEASh76mqqnK+X758OT/+8Y/TdrAOBAJp9qlUCo/H0+l1CwoKujQPl8tFSUlJl845HlatWsW4cePSxgoLC0/Y/QVB6B0kciMIAiUlJc5XOBxG0zTnOB6PM2DAAJ5//nlmzJiB3+/nmWeeoba2lrlz5zJkyBCCwSATJkxg2bJladdtm5YaPnw4P/vZz7jhhhvIzc2lvLycxx9/3Hm9bVrq7bffRtM03njjDaZNm0YwGOSCCy5IE14ADzzwAIMGDSI3N5fvfOc7LFq0KKt0T2FhYdp7LykpcURba8roscceY+jQoQSDQb7xjW/Q0NDgnG9ZFj/5yU8YMmQIPp+PyZMn89prr6XdY+/evVx11VUUFBQQCoWYNm0a69atS7N5+umnGT58OOFwmKuuuoqmpqZO5y4IwrERcSMIQlYsXLiQO+64g23btjFr1izi8ThTp07llVde4cMPP+Smm27i2muvbffgbsvDDz/MtGnT2LBhA7fccgs333wzH330UYfn3HvvvTz88MO8//77uN1ubrjhBue1Z599lgcffJCf//znrF+/nvLycpYuXdoj73nnzp08//zzvPzyy7z22mtUVFRw6623Oq//+te/5uGHH+Y//uM/2LRpE7NmzeKyyy5jx44dADQ3N3PxxRezf/9+VqxYwcaNG7nnnnuwLMu5xieffMJLL73EK6+8wiuvvMLq1atZvHhxj8xfEE5bemWvcUEQTlmeeuopFQ6HnePKykoFqEceeaTTc2fPnq3uuusu5/jiiy9W8+fPd46HDRumrrnmGufYsiw1aNAgtXTp0rR7bdiwQSml1FtvvaUAtWrVKuecP/3pTwpQsVhMKaXUeeedp2699da0eUyfPl1NmjTpmPNsvU8gEFChUCjtyzAMpZRS9913n3K5XOqzzz5zzvvzn/+sdF1XVVVVSimlysrK1IMPPph27XPOOUfdcsstSimlHnvsMZWbm6tqa2szzuO+++5TwWBQRSIRZ+zuu+9W55133jHnLghC50jNjSAIWTFt2rS0Y9M0Wbx4McuXL2ffvn0kEgkSiQShUKjD60ycONH5vjX9VVNTk/U5paWlANTU1FBeXs7HH3/MLbfckmZ/7rnn8uabb3b6npYvX86YMWPSxlwul/N9eXk5Q4YMcY7PP/98LMvi448/JhgMsn//fqZPn552/vTp09m4cSMAFRUVTJkypcPao+HDh5Obm5v2/jrzhyAIHSPiRhCErGgrWh5++GF+9atf8cgjjzBhwgRCoRALFiwgmUx2eJ22hciapqWlaTo7R9M0gLRzWsdaUUp1eL1Whg4dyqhRo7KyPfo+R98v071bx9oWYmeiO/4QBKFjpOZGEIRu8c4773D55ZdzzTXXMGnSJEaOHOnUmpxIzjrrLN577720sffff79Hrr1nzx7279/vHK9duxZd1znzzDPJy8ujrKyMd999N+2cNWvWONGgiRMnUlFRQV1dXY/MRxCE7BBxIwhCtxg1ahQrV65kzZo1bNu2je9+97tUV1ef8HncfvvtPPnkk/zP//wPO3bs4IEHHmDTpk3tIiqZqK2tpbq6Ou0rHo87r/v9fq677jo2btzIO++8wx133MGVV17pLFe/++67+fnPf87y5cv5+OOPWbRoERUVFcyfPx+AuXPnUlJSwpw5c/jrX//Krl27eOGFF1i7dm3vOEMQBEDSUoIgdJMf/ehHVFZWMmvWLILBIDfddBNz5syhsbHxhM7j6quvZteuXfzrv/4r8XicK6+8kuuvv75dNCcTl1xySbuxZcuWcdVVVwG2gLviiiuYPXs2dXV1zJ49myVLlji2d9xxB5FIhLvuuouamhrGjh3LihUrOOOMMwDwer28/vrr3HXXXcyePRvDMBg7diy//e1ve+jdC4KQCU1lm5wWBEE4RfjSl75ESUkJTz/9dLevcf/99/PSSy+dNltBCEJ/QiI3giCc0kSjUR599FFmzZqFy+Vi2bJlrFq1ipUrV/b11ARB6CNE3AiCcEqjaRqvvvoqDzzwAIlEgrPOOosXXnghY8pJEITTA0lLCYIgCILQr5DVUoIgCIIg9CtE3AiCIAiC0K8QcSMIgiAIQr9CxI0gCIIgCP0KETeCIAiCIPQrRNwIgiAIgtCvEHEjCIIgCEK/QsSNIAiCIAj9iv8PeT8RQHMsmAkAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sphere_error_normalized = (sphere_error - np.min(sphere_error)) / (\n", " np.max(sphere_error) - np.min(sphere_error)\n", ")\n", "\n", "plt.plot(epochs, error_normalized, \"o-\", label=\"Torus\")\n", "plt.plot(epochs, sphere_error_normalized, \"o-\", label=\"Sphere\")\n", "plt.plot(np.linspace(0, 100, 100), loss_normalized, \"o-\", alpha=0.5, label=\"Loss\")\n", "plt.xlabel(\"Training Epoch\")\n", "plt.ylabel(\"Topological Distance/Loss\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimate rank of connectivity matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get final model (epoch $=100$)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare run-times of $\\texttt{giotto-tda}, \\texttt{ripser}, \\texttt{giotto-ph}$" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time to compute Vietoris-Rips persistence diagrams in giotto-tda: 4.770987272262573\n", "Time to compute Vietoris-Rips persistence diagrams in ripser: 15.016701698303223\n", "Time to compute Vietoris-Rips persistence diagrams in giotto-ph: 3.094177722930908\n" ] } ], "source": [ "from gtda.homology import WeakAlphaPersistence, VietorisRipsPersistence\n", "from ripser import ripser\n", "from persim import plot_diagrams\n", "from gph import ripser_parallel\n", "\n", "import time\n", "\n", "\n", "final_representation = representations[-1]\n", "\n", "\n", "homology_dimensions = (\n", " 0,\n", " 1,\n", " 2,\n", ")\n", "VR = VietorisRipsPersistence(homology_dimensions=homology_dimensions)\n", "\n", "\n", "gtda_start = time.time()\n", "gtda_vr_diagrams = VR.fit_transform([final_representation])\n", "gtda_end = time.time()\n", "print(\n", " f\"Time to compute Vietoris-Rips persistence diagrams in giotto-tda: {gtda_end - gtda_start:.2f}\"\n", ")\n", "\n", "\n", "ripser_start = time.time()\n", "diagrams = ripser(representations[-1], maxdim=2)[\"dgms\"]\n", "ripser_end = time.time()\n", "print(\n", " f\"Time to compute Vietoris-Rips persistence diagrams in ripser: {ripser_end - ripser_start:.2f}\"\n", ")\n", "\n", "\n", "gph_start = time.time()\n", "gph_vr_diagrams = ripser_parallel(final_representation, maxdim=2, n_threads=-1)\n", "gph_end = time.time()\n", "print(\n", " f\"Time to compute Vietoris-Rips persistence diagrams in giotto-ph: {gph_end - gph_start:.2f} sec\"\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_diagrams(gph_vr_diagrams[\"dgms\"])" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diags = ripser_parallel(\n", " representations[-1], maxdim=2, coeff=2, metric=\"manhattan\", n_threads=-1\n", ")[\"dgms\"]\n", "\n", "plot_diagrams(diags)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "gph_diagrams = {}\n", "\n", "for i in range(len(epochs)):\n", " gph_diagrams[epochs[i]] = ripser_parallel(\n", " representations[i], maxdim=2, coeff=2, metric=\"euclidean\", n_threads=-1\n", " )[\"dgms\"]\n", "\n", "plot_diagrams(gph_diagrams[\"final\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Isolate Grid Cells (cells with high grid score)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "grid_scores_all_epochs = []\n", "band_scores_all_epochs = []\n", "border_scores_all_epochs = []\n", "for epoch in epochs:\n", " scores_dir = (\n", " \"/scratch/facosta/rnn_grid_cells/\" + model_folder + model_parameters + \"scores/\"\n", " )\n", " grid_scores_all_epochs.append(\n", " np.load(scores_dir + f\"score_60_single_agent_epoch_{epoch}.npy\")\n", " )\n", " band_scores_all_epochs.append(\n", " np.load(scores_dir + f\"band_scores_single_agent_epoch_{epoch}.npy\")\n", " )\n", " border_scores_all_epochs.append(\n", " np.load(scores_dir + f\"border_scores_single_agent_epoch_{epoch}.npy\")\n", " )" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "final_epoch_grid_score_sort = np.argsort(grid_scores_all_epochs[-1])\n", "final_epoch_band_score_sort = np.argsort(band_scores_all_epochs[-1])\n", "final_epoch_border_score_sort = np.argsort(border_scores_all_epochs[-1])\n", "\n", "sorted_grid_scores_all_epochs = []\n", "sorted_band_scores_all_epochs = []\n", "sorted_border_scores_all_epochs = []\n", "\n", "for grid_scores in grid_scores_all_epochs:\n", " sorted_grid_scores_all_epochs.append(grid_scores[final_epoch_grid_score_sort])\n", "\n", "for band_scores in band_scores_all_epochs:\n", " sorted_band_scores_all_epochs.append(band_scores[final_epoch_band_score_sort])\n", "\n", "for border_scores in border_scores_all_epochs:\n", " sorted_border_scores_all_epochs.append(border_scores[final_epoch_border_score_sort])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "see 40 units with highest grid scores:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_rate_map(\n", " final_epoch_grid_score_sort[-40:],\n", " None,\n", " single_agent_activations[-1],\n", " title=\"Top 40 grid scores\",\n", ")\n", "\n", "plot_rate_map(\n", " final_epoch_grid_score_sort[:40],\n", " None,\n", " single_agent_activations[-1],\n", " title=\"Bottom 40 grid scores\",\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(15, 5), sharey=True)\n", "\n", "ax[0].hist(\n", " grid_scores_all_epochs[-1],\n", " bins=20,\n", " alpha=0.5,\n", " label=\"Last epoch\",\n", " edgecolor=\"black\",\n", ")\n", "ax[0].hist(\n", " grid_scores_all_epochs[0],\n", " bins=20,\n", " alpha=0.5,\n", " label=\"First epoch\",\n", " edgecolor=\"black\",\n", ")\n", "ax[0].set_xlabel(\"Grid scores\")\n", "ax[0].set_ylabel(\"Frequency\")\n", "ax[0].set_title(\"Grid scores at last epoch\")\n", "ax[0].legend()\n", "\n", "ax[1].hist(\n", " band_scores_all_epochs[-1],\n", " bins=20,\n", " alpha=0.5,\n", " label=\"Last epoch\",\n", " edgecolor=\"black\",\n", ")\n", "ax[1].hist(\n", " band_scores_all_epochs[0],\n", " bins=20,\n", " alpha=0.5,\n", " label=\"First epoch\",\n", " edgecolor=\"black\",\n", ")\n", "ax[1].set_xlabel(\"Band scores\")\n", "ax[1].set_ylabel(\"Frequency\")\n", "ax[1].set_title(\"Band scores at last epoch\")\n", "ax[1].legend()\n", "\n", "\n", "ax[2].hist(\n", " border_scores_all_epochs[-1],\n", " bins=20,\n", " alpha=0.5,\n", " label=\"Last epoch\",\n", " edgecolor=\"black\",\n", ")\n", "ax[2].hist(\n", " border_scores_all_epochs[0],\n", " bins=20,\n", " alpha=0.5,\n", " label=\"First epoch\",\n", " edgecolor=\"black\",\n", ")\n", "ax[2].set_xlabel(\"Border scores\")\n", "ax[2].set_ylabel(\"Frequency\")\n", "ax[2].set_title(\"Border scores at last epoch\")\n", "ax[2].legend()\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "num_top_bottom = 40\n", "\n", "lowest_grid_scores_over_time = [\n", " np.mean(sorted_grid_scores_all_epochs[i][:num_top_bottom])\n", " for i in range(len(epochs))\n", "]\n", "\n", "top_grid_scores_over_time = [\n", " np.mean(sorted_grid_scores_all_epochs[i][-num_top_bottom:])\n", " for i in range(len(epochs))\n", "]\n", "\n", "average_grid_scores_over_time = [\n", " np.mean(sorted_grid_scores_all_epochs[i]) for i in range(len(epochs))\n", "]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "ax.plot(\n", " epochs[:-1] + [100],\n", " lowest_grid_scores_over_time,\n", " \"o-\",\n", " label=f\"Mean: bottom {num_top_bottom} grid scores\",\n", ")\n", "ax.plot(\n", " epochs[:-1] + [100],\n", " average_grid_scores_over_time,\n", " \"o-\",\n", " label=\"Mean: all grid scores\",\n", ")\n", "ax.plot(\n", " epochs[:-1] + [100],\n", " top_grid_scores_over_time,\n", " \"o-\",\n", " label=f\"Mean: top {num_top_bottom} grid scores\",\n", ")\n", "\n", "ax.set_xlabel(\"Training Epoch\", fontsize=12)\n", "ax.set_ylabel(\"Grid Scores\", fontsize=12)\n", "ax.set_title(\"Grid Scores over Training\", fontsize=14)\n", "ax.tick_params(axis=\"both\", which=\"major\", labelsize=10)\n", "\n", "\n", "ax.grid(True, which=\"both\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", "ax.legend()\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selected_indices = final_epoch_band_score_sort[-500:]\n", "r = representations[-1][:, selected_indices]\n", "\n", "diagrams = ripser(r, maxdim=2)[\"dgms\"]\n", "\n", "plot_diagrams(diagrams)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect Band Cells (cells with high band score)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_rate_map(\n", " final_epoch_band_score_sort[-40:],\n", " None,\n", " single_agent_activations[-1],\n", " title=\"Top 40 band scores\",\n", ")\n", "\n", "plot_rate_map(\n", " final_epoch_band_score_sort[:40],\n", " None,\n", " single_agent_activations[-1],\n", " title=\"Bottom 40 band scores\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "^ why are do these cells have \"low\" band score ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Isolate Border cells (cells with high border score)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_rate_map(\n", " final_epoch_border_score_sort[-40:],\n", " None,\n", " single_agent_activations[-1],\n", " title=\"Top 40 border scores\",\n", ")\n", "\n", "plot_rate_map(\n", " final_epoch_border_score_sort[:40],\n", " None,\n", " single_agent_activations[-1],\n", " title=\"Bottom 40 border scores\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute Spatial Autocorrelation + UMAP" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def compute_spatial_autocorrelation(res, rate_map_single_agent, scorer):\n", " print(\"Computing spatial auto-correlation...\")\n", " _, _, _, _, spatial_autocorrelation, _ = zip(\n", " *[scorer.get_scores(rm.reshape(res, res)) for rm in tqdm(rate_map_single_agent)]\n", " )\n", "\n", " spatial_autocorrelation = np.array(spatial_autocorrelation)\n", "\n", " return spatial_autocorrelation" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing spatial auto-correlation...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 3%|▎ | 143/4096 [00:01<00:30, 128.83it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 4096/4096 [00:31<00:00, 129.28it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(4096, 39, 39)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "starts = [0.2] * 10\n", "ends = np.linspace(0.4, 1.0, num=10)\n", "\n", "box_width = 2.2\n", "box_height = 2.2\n", "\n", "res = 20\n", "\n", "coord_range = ((-box_width / 2, box_width / 2), (-box_height / 2, box_height / 2))\n", "\n", "masks_parameters = zip(starts, ends.tolist())\n", "scorer = GridScorer(res, coord_range, masks_parameters)\n", "\n", "\n", "# spatial_autocorrelations = []\n", "\n", "# for _, epoch in enumerate(epochs):\n", "\n", "spatial_autocorrelation = compute_spatial_autocorrelation(\n", " res, single_agent_rate_maps[-1], scorer\n", ")\n", "\n", "print(spatial_autocorrelation.shape)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def z_standardize(matrix):\n", " return (matrix - np.mean(matrix, axis=0)) / np.std(matrix, axis=0)\n", "\n", "\n", "def vectorized_spatial_autocorrelation_matrix(spatial_autocorrelation):\n", " num_cells = spatial_autocorrelation.shape[0]\n", " num_bins = spatial_autocorrelation.shape[1] * spatial_autocorrelation.shape[2]\n", "\n", " spatial_autocorrelation_matrix = np.zeros((num_bins, num_cells))\n", "\n", " for i in range(num_cells):\n", " vector = spatial_autocorrelation[i].flatten()\n", "\n", " spatial_autocorrelation_matrix[:, i] = vector\n", "\n", " return z_standardize(spatial_autocorrelation_matrix)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1521, 4096)\n" ] } ], "source": [ "spatial_autocorrelation_matrix = vectorized_spatial_autocorrelation_matrix(\n", " spatial_autocorrelation\n", ")\n", "\n", "print(spatial_autocorrelation_matrix.shape)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4096, 2)\n" ] } ], "source": [ "import umap\n", "\n", "umap_reducer_2d = umap.UMAP(n_components=2, random_state=42)\n", "\n", "umap_embedding = umap_reducer_2d.fit_transform(spatial_autocorrelation_matrix.T)\n", "\n", "print(umap_embedding.shape)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne_reducer_2d = TSNE(n_components=2, random_state=42)\n", "\n", "tsne_embedding = tsne_reducer_2d.fit_transform(spatial_autocorrelation_matrix.T)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABdgAAAHqCAYAAAAXsiy9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd5yUxf3H3/M8W+/2Oncc9SgKKCAgCigqFhQBe0ExUezGhokxJsZEY2KJ0UT82UksqICKDRWVIiiIlV6k93a93/bnmd8fz+3e7d3uceBRDuftaz322XnmmXnaZ+Y73/mOkFJKFAqFQqFQKBQKhUKhUCgUCoVCoVDsE9qhLoBCoVAoFAqFQqFQKBQKhUKhUCgUrRFlYFcoFAqFQqFQKBQKhUKhUCgUCoViP1AGdoVCoVAoFAqFQqFQKBQKhUKhUCj2A2VgVygUCoVCoVAoFAqFQqFQKBQKhWI/UAZ2hUKhUCgUCoVCoVAoFAqFQqFQKPYDZWBXKBQKhUKhUCgUCoVCoVAoFAqFYj9QBnaFQqFQKBQKhUKhUCgUCoVCoVAo9gNlYFcoFAqFQqFQKBQKhUKhUCgUCoViP1AGdoVCoVAoFAqFQqFQKBQKhUKhUCj2A2Vg3wfC4TD33nsvnTp1QtM0LrrookNdpH1i69atCCF47bXX9nnf1157DSEEW7dubfFyKWI5EOf651z7I42//e1vCCEOyrFOP/10+vTpc1CO1VJ8+eWXCCH48ssv95r29NNP5/TTTz/gZVIo9gWl1UqrDwZKqw8sSqsPDuqeUxxMlD4rfT4YKH0+sCh9PnAIIfjb3/52qIuh+Bnsk4E98jAVFxfH/b1Pnz4xxpbIi0gIwcMPPxx3n1/96lcIIfB4PAmPO2jQIIQQvPDCC3F/j7xEIx+Xy0WPHj244447KCgoaH4F98Irr7zCE088wWWXXcakSZP43e9+lzCtaZq8/vrrDB48mMzMTFJSUujRowfXXHMN3333XYuVKR5TpkxhwoQJB/QYzeHee+9FCMEVV1zxs/M6XOp0uHMknqfKykoeeugh+vXrh8fjwe1206dPH/74xz+ye/fuQ128w4ZAIMAzzzzDKaecQkZGBg6Hg/bt23PBBRcwdepUDMM4ZGULBoM8/fTTDBgwgNTUVNLT0+nduzc333wza9euPWTlOlJRWq20el9QWn3wORLPk9LqvVP//SeEIDk5mWOPPZaHH34Yr9d7qIu3V7Zu3cp1111H9+7dcblc5Obmctppp/Hggw8e6qK1GpQ+K33eF5Q+H3yOxPOk9HnvtHZ93h+qq6t58MEH6dOnD8nJyWRlZdG/f3/uuusudV/8DGwH4yAul4upU6fyl7/8JWZ7TU0N06dPx+VyJdx3w4YN/Pjjj3Tp0oXJkydz6623Jkz797//na5du+L3+/n666954YUX+PTTT1m1ahVJSUk/ux5z586lQ4cOPPXUU3tNO378eJ577jkuvPBCfvWrX2Gz2Vi3bh2fffYZ3bp1Y8iQIT+7PImYMmUKq1at4re//W3M9ry8PHw+H3a7/YAdO4KUkqlTp9KlSxc+/vhjqqqqSElJ2e/8EtVJEcvhcO1bks2bNzN8+HC2b9/O5Zdfzs0334zD4WDFihW8/PLLfPDBB6xfv/5QF/OQU1RUxMiRI1m8eDEjRozgL3/5C5mZmeTn5zNnzhyuuuoqNm7cyF//+te95nXaaafh8/lwOBwtVr5LL72Uzz77jLFjx3LTTTcRCoVYu3Ytn3zyCSeffDK9evVqsWMp9h+l1UqrlVYfHA6Ha9+SKK1uPmeffTbXXHMNYHVuFyxYwF//+leWL1/OtGnTDnHpErNx40ZOPPFE3G43119/PV26dGHPnj0sWbKExx9/nIceeuhQF/GIRumz0melzweHw+HatyRKn5tPa9Xn/SEUCnHaaaexdu1axo0bx5133kl1dTWrV69mypQpXHzxxbRv3/5QF7NVclAM7KNGjeL9999n+fLl9OvXL7p9+vTpBINBzj33XObOnRt33zfffJOcnBz+/e9/c9lll7F161a6dOkSN+3IkSM54YQTALjxxhvJysriP//5D9OnT2fs2LE/ux6FhYWkp6fvNV1BQQHPP/88N910ExMnToz5bcKECRQVFf3ssuwPEY+Eg8GXX37Jzp07mTt3LiNGjOD9999n3LhxB+XYhwIpJX6/H7fb3eg3v9+Pw+FA0w5dRKaDee1binA4zCWXXEJBQQFffvklp5xySszvjzzyCI8//vghKp1FU9f9YHL11VezdOlS3nvvPS655JKY3+677z4WLVrEunXrmsyj/n3akvfKjz/+yCeffMIjjzzCn//855jfnn32WcrLy1vsWHvjcHgWD2eUVtehtPrIRGl1y6O0et/o0aMHv/71r6Pff/Ob3xAMBnn//ffx+/2H7fV/6qmnqK6uZtmyZeTl5cX8VlhYeFDLUlNTQ3Jy8kE95qFG6XMdSp+PTJQ+tzxKn/eNg6HPB1O/mnpuPvzwQ5YuXcrkyZO56qqrGu0XDAYPShnhyNP0g/KWOumkk+jatStTpkyJ2T558mTOPfdcMjMzE+47ZcoULrvsMs477zzS0tIa5dEUZ555JgBbtmxpMl1NTQ2///3v6dSpE06nk549e/Lkk08ipQTqpufNmzeP1atXR6eOJIpRvGXLFqSUDB06tNFvQghycnKi3yNT8ubPn88tt9xCVlYWqampXHPNNZSVlcXsO336dEaPHk379u1xOp10796df/zjHzGhH04//XRmzJjBtm3bouWMNKLixQ5bsWIF1157Ld26dYtO97z++uspKSlp8pztjcmTJ3PsscdyxhlnMHz4cCZPntwoTaL4aA1jQDdVJ7AaazfccANt27bF5XLRr18/Jk2a1Oh4pmny9NNP07dvX1wuF9nZ2Zx77rksWrQomiYcDvOPf/yD7t2743Q66dKlC3/+858JBAIxeXXp0oXzzjuPmTNncsIJJ+B2u3nppZeiZX/rrbf4y1/+QocOHUhKSqKyshKA77//nnPPPZe0tDSSkpIYNmwYCxcu3Ov5PBDXHixPklNPPZXk5GTS09O58MILWbNmTUyayHTWjRs3cu2115Kenk5aWhrXXXddoylTs2fP5pRTTiE9PR2Px0PPnj0bGVW3b9/erLAg7733HsuXL+f+++9v1CAASE1N5ZFHHonZNm3aNAYOHIjb7aZNmzb8+te/ZteuXXs91s+97ntj8eLFnHzyybjdbrp27cqLL74Y/a26uprk5GTuuuuuRvvt3LkTXdd57LHHEub97bffMnPmTG6++eZGxvUIJ5xwAr/61a+i35u6TxPFYJ84cSLdu3fH7XYzaNAgFixYsNd6A2zatAkg7vtQ13WysrJitu3atYsbbrgheq937dqVW2+9NUboN2/ezOWXX05mZiZJSUkMGTKEGTNmxORzoJ7FIxml1XUora5DabXS6qZQWt08rW6K3NxchBDYbHV+TwsWLODyyy+nc+fOOJ1OOnXqxO9+9zt8Pl/Mvtdeey0ej4ddu3Zx0UUX4fF4yM7O5p577mkUGq68vJxrr72WtLQ00tPTGTduXLMHuTdt2kTHjh0bGdeBmHdlhM8++4xhw4aRkpJCamoqJ554YiNdaM59EKnfpk2bGDVqFCkpKdH2jGmaTJgwgd69e+NyuWjbti233HJLo3fykYDS5zqUPteh9Fnpc1MofT4w+gw/X78CgQC/+93vyM7OJiUlhQsuuICdO3fGLcOuXbu4/vrradu2LU6nk969e/PKK6/EpNnbc9OQpvrnLpeL1NTUmG1r165lzJgxZGdn43a76dmzJ/fff39MmqVLlzJy5EhSU1PxeDycddZZjcJ5Rd5ZX331Fbfddhs5OTl07Ngx+vtnn30WfZ5SUlIYPXo0q1evjluHw5WD4sEOMHbsWN58803++c9/RmPPzZo1izfeeIPPP/887j7ff/89Gzdu5NVXX8XhcHDJJZcwefLkRi+ZRERunIYGnPpIKbnggguYN28eN9xwA/3792fmzJn84Q9/YNeuXTz11FNkZ2fzxhtv8Mgjj1BdXR19QI855pi4eUYan9OmTePyyy9v1pS6O+64g/T0dP72t7+xbt06XnjhBbZt2xZ9WMC6IT0eD3fffTcej4e5c+fywAMPUFlZyRNPPAHA/fffT0VFBTt37oxOv2sqJt/s2bPZvHkz1113Hbm5uaxevZqJEyeyevVqvvvuu/1awCIQCPDee+/x+9//HrCu/XXXXUd+fj65ubn7nF9TdfL5fJx++uls3LiRO+64g65duzJt2jSuvfZaysvLY160N9xwA6+99hojR47kxhtvJBwOs2DBAr777rsYb41JkyZx2WWX8fvf/57vv/+exx57jDVr1vDBBx/ElGvdunWMHTuWW265hZtuuomePXtGf/vHP/6Bw+HgnnvuIRAI4HA4mDt3LiNHjmTgwIE8+OCDaJrGq6++yplnnsmCBQsYNGhQwnNwIK79nDlzGDlyJN26deNvf/sbPp+PZ555hqFDh7JkyZJG3i1jxoyha9euPPbYYyxZsoT//e9/5OTkREe+V69ezXnnncdxxx3H3//+d5xOJxs3bmzU6Lnmmmv46quvoo3uRHz00UeA5Z3dHF577TWuu+46TjzxRB577DEKCgp4+umnWbhwIUuXLm3SY6alrns8ysrKGDVqFGPGjGHs2LG888473HrrrTgcDq6//no8Hg8XX3wxb7/9Nv/5z3/QdT2679SpU5FSxhjHG/Lxxx8DxIy4N5d492k8Xn75ZW655RZOPvlkfvvb37J582YuuOACMjMz6dSpU5PHiLwPJ0+ezNChQxs1UOqze/duBg0aRHl5OTfffDO9evVi165dvPvuu3i9XhwOBwUFBZx88sl4vV7Gjx9PVlYWkyZN4oILLuDdd9/l4osv3msdf86zeKSjtLpplFYnRmm10urm8EvV6gh+vz8af7umpoaFCxcyadIkrrrqqhh9nDZtGl6vl1tvvZWsrCx++OEHnnnmGXbu3NloqrphGIwYMYLBgwfz5JNPMmfOHP7973/TvXv3aDgQKSUXXnghX3/9Nb/5zW845phj+OCDD5rtEZuXl8ecOXOYO3du1OiaiNdee43rr7+e3r17c99995Gens7SpUv5/PPPo55y+3IfhMNhRowYwSmnnMKTTz4ZfVffcsst0XzGjx/Pli1bePbZZ1m6dCkLFy5sdaEc9obS56ZR+pwYpc9Kn5uD0ufm6XNL6NeNN97Im2++yVVXXcXJJ5/M3LlzGT16dKMyFRQUMGTIEIQQ3HHHHWRnZ/PZZ59xww03UFlZ2SiUUXP79pF37Ouvv85f/vKXJt9TK1as4NRTT8Vut3PzzTfTpUsXNm3axMcffxwdoFm9ejWnnnoqqamp3Hvvvdjtdl566SVOP/10vvrqKwYPHhyT52233UZ2djYPPPAANTU1ALzxxhuMGzeOESNG8Pjjj+P1ennhhRc45ZRTWLp0acKZV4cdch948MEHJSCLiori/t67d285bNiw6PctW7ZIQD7xxBNy1apVEpALFiyQUkr53HPPSY/HI2tqauS4ceNkcnJyo/zuuOMO2alTJ2mappRSylmzZklALl26NCbdq6++KgE5Z84cWVRUJHfs2CHfeustmZWVJd1ut9y5c2fCOn344YcSkA8//HDM9ssuu0wKIeTGjRuj24YNGyZ79+7d5DmKcM0110hAZmRkyIsvvlg++eSTcs2aNY3SRco+cOBAGQwGo9v/9a9/SUBOnz49us3r9Tba/5ZbbpFJSUnS7/dHt40ePVrm5eU1Shu5Hq+++mqTeU6dOlUCcv78+Y3KuWXLlr1VXb777rsSkBs2bJBSSllZWSldLpd86qmnYtIlynPevHkSkPPmzdtrnSZMmCAB+eabb0a3BYNBedJJJ0mPxyMrKyullFLOnTtXAnL8+PGN8ojcX8uWLZOAvPHGG2N+v+eeeyQg586dG92Wl5cnAfn555/HLXu3bt1izq1pmvLoo4+WI0aMiB5PSuv8d+3aVZ599tlNnpcDce379+8vc3JyZElJSXTb8uXLpaZp8pprroluizz3119/fUyeF198sczKyop+f+qpp5p8P0QYNmyYbM6rZ8CAATItLW2v6aS0rnlOTo7s06eP9Pl80e2ffPKJBOQDDzzQqD4RWuK6JyJS13//+9/RbYFAIHruI8/8zJkzJSA/++yzmP2PO+64mHdqPC6++GIJyPLy8pjtPp9PFhUVRT9lZWXR3xLdp/V/izx/kXPbv39/GQgEoukmTpwogb2WzzTN6Hlo27atHDt2rHzuuefktm3bGqW95pprpKZp8scff4ybj5RS/va3v43REimlrKqqkl27dpVdunSRhmE0Wcd9eRZbK0qrlVYrrbZQWq20ujkcDK2WUkog7ueiiy6KuT+kjH8vPfbYY1IIEaOf48aNk4D8+9//HpN2wIABcuDAgdHvkXfov/71r+i2cDgsTz311Eb3XDxWrVol3W63BGT//v3lXXfdJT/88ENZU1MTk668vFympKTIwYMHx1xjKeue4X25DyL1+9Of/hST14IFCyQgJ0+eHLP9888/j7v9cEHps9Jnpc8WSp+VPjeHw02fW0K/Iufrtttui9l+1VVXSUA++OCD0W033HCDbNeunSwuLo5Je+WVV8q0tLTofd1U3z4eXq9X9uzZUwIyLy9PXnvttfLll1+WBQUFjdKedtppMiUlpVHfvf5zeNFFF0mHwyE3bdoU3bZ7926ZkpIiTzvttOi2yLN5yimnyHA4HN1eVVUl09PT5U033RRzjPz8fJmWltZo++HMQQtk1bt3b4477jimTp0KWNPVLrzwwoQj0uFwmLfffpsrrrgiOqJy5plnkpOTE3eKFMDw4cPJzs6mU6dOXHnllXg8Hj744AM6dOiQsFyffvopuq4zfvz4mO2///3vkVLy2Wef7U91efXVV3n22Wfp2rUrH3zwAffccw/HHHMMZ511VtxpNjfffHOMp8Wtt96KzWbj008/jW6rH5uqqqqK4uJiTj31VLxeb7OmCcWjfp6RUbvIojFLlizZrzwnT57MCSecwFFHHQUQnd6R6Lr9HD799FNyc3Nj4gLa7XbGjx9PdXU1X331FWBNkRJC8OCDDzbKI3J/Rc713XffHfN7xHugYQiKrl27MmLEiLjlGjduXMy5XbZsGRs2bOCqq66ipKSE4uJiiouLqamp4ayzzmL+/PmYppmwni197ffs2cOyZcu49tprY6aVHnfccZx99tkx912E3/zmNzHfTz31VEpKSqJTjyKjtdOnT2+yLl9++eVeR9zBWvG8uYv5LFq0iMLCQm677baY+GijR4+mV69eja5dfVryusfDZrNxyy23RL87HA5uueUWCgsLWbx4MWC9u9q3bx/zjKxatYoVK1bs1TM9cv4beli8+OKLZGdnRz/xpgY2vE/jETm3v/nNb2JGwSPTzPeGEIKZM2fy8MMPk5GRwdSpU7n99tvJy8vjiiuuiE5PN02TDz/8kPPPPz/qBdMwH7Cu16BBg2Lq4/F4uPnmm9m6dSs//fRTk3X8uc/ikY7SaqXVSquVVoPS6pbW6ggXXnghs2fPZvbs2UyfPp377rsv6tld/3zXv5dqamooLi7m5JNPRkrJ0qVLG+Ub77pv3rw5+v3TTz/FZrPFLHCp6zp33nlns8rdu3dvli1bxq9//Wu2bt3K008/zUUXXUTbtm3573//G003e/Zsqqqq+NOf/tQoXm3kGd6f+6DhwpzTpk0jLS2Ns88+O/qcFhcXM3DgQDweD/PmzWtWvVoTSp+VPit9VvoMSp8PpT63hH5FzlfDd2ZDb3QpJe+99x7nn38+UsoYrRsxYgQVFRWN3jHN6duD9Tx8//33/OEPfwAsr/wbbriBdu3aceedd0ZD+xQVFTF//nyuv/56OnfuHJNH5Lk3DINZs2Zx0UUX0a1bt+jv7dq146qrruLrr79uFKrmpptuiplpMHv2bMrLyxk7dmxMPXVdZ/Dgwa1K01vcwN7U9IKrrrqKadOmsXHjRr755ptGAfXrM2vWLIqKihg0aBAbN25k48aNbNmyhTPOOIOpU6fGfek899xzzJ49m3nz5vHTTz+xefPmvT6827Zto3379o1ePpEpa9u2bWty/0Romsbtt9/O4sWLKS4uZvr06YwcOZK5c+dy5ZVXNkp/9NFHx3z3eDy0a9cuJqba6tWrufjii0lLSyM1NZXs7OzoC6OiomK/yllaWspdd91F27ZtcbvdZGdn07Vr1/3Os7y8nE8//ZRhw4ZFr9vGjRsZOnQoixYtavFVqrdt28bRRx/daPGGhtdv06ZNtG/fvskYhdu2bUPTtGhjJkJubi7p6emN7oXIeYpHw982bNgAWC+9+kbP7Oxs/ve//xEIBJo83y197SN1iTcl65hjjok2WOrT8KWakZEBEI1veMUVVzB06FBuvPFG2rZty5VXXsk777yz38bK1NRUqqqqmpW2qfr06tWryee4Ja97PNq3b99o4Y4ePXoARJ9vTdP41a9+xYcffhiNxTd58mRcLheXX355k/lH3l3V1dUx2y+99NJoI+G4446Lu29z6hKpf8N3lN1ujxHRpnA6ndx///2sWbOG3bt3M3XqVIYMGcI777zDHXfcAVgCXllZSZ8+ffZankT3bf3yRmjpZ/FIQWm1hdJqpdX1UVq97yitbp5WR+jYsSPDhw9n+PDhXHDBBTz66KM8/PDDvP/++3zyySfRdNu3b48abiJx1YcNGwY0vpcisZDrk5GRERN/etu2bbRr167RYPzepubXp0ePHrzxxhsUFxezYsUKHn30UWw2GzfffDNz5swB6kKKNKXl+3of2Gy2mBitYD2rFRUV5OTkNHpWq6urD/rCqy2J0mcLpc9Kn+uj9HnfUfrc8vrcEvoVOV/du3eP2d4wz6KiIsrLy5k4cWKje/66664DGi8yvi/nNi0tjX/9619s3bqVrVu38vLLL9OzZ0+effZZ/vGPfwBEB+qb0vSioiK8Xm/CZ8E0TXbs2NFkOSPP95lnntmorrNmzWpVmr5PMdgjozQNF9iJ4PV6m1xdd+zYsdx3333cdNNNZGVlcc455yRMGxl9GjNmTNzfv/rqK84444yYbYMGDYrr+XioycrK4oILLuCCCy6IxiHatm1b3IWCElFeXs6wYcNITU3l73//O927d8flcrFkyRL++Mc/7veLd8yYMXzzzTf84Q9/oH///ng8HkzT5Nxzz92vPKdNm0YgEODf//43//73vxv9PnnyZB566CEgcQOy4aJMB5vmxspranSw4W+Rc/nEE0/Qv3//uPskivF2oK79vlJ/lLE+kRFdt9vN/PnzmTdvHjNmzODzzz/n7bff5swzz2TWrFkJ909Er169WLp0KTt27NhrnO+WoCWu+8/hmmuu4YknnuDDDz9k7NixTJkyJbogVVP06tULsEbp6y9U0qlTp+h5y8jIiMaUq8+hWLG9Xbt2XHnllVx66aX07t2bd955p9GCQS1JSz6LrQWl1fuH0uo6lFYrrW4uSqubp9VNcdZZZwEwf/58zj//fAzD4Oyzz6a0tJQ//vGP9OrVi+TkZHbt2sW1117b6F7a12v2c9F1nb59+9K3b19OOukkzjjjDCZPnszw4cMPyPGcTmcj459pmk16YjcccDhcUPq8fyh9rkPps9Ln5qL0ueX1eV+Jp1/NJXJf/vrXv064XkpDJ7r9Pbd5eXlcf/31XHzxxXTr1o3Jkyfz8MMP71dezSHR8/3GG2/EXWeiqTXcDjf2qaQREVu3bl2jh9Tr9bJjx44mhb5z584MHTqUL7/8MjptKx41NTVMnz6dK664gssuu6zR7+PHj2fy5MmNGgX7Q2TRnqqqqpiR98hUoX0R7uZwwgkn8NVXX7Fnz56YvDds2BBTn+rqavbs2cOoUaMAaypQSUkJ77//Pqeddlo0XbxV3Zv7cisrK+OLL77goYce4oEHHogpy/4yefJk+vTpE3f62EsvvcSUKVOijYLIqG0kRESEeCOkieqUl5fHihUrME0z5uXV8Pp1796dmTNnUlpamnDkPS8vD9M02bBhQ8yiOwUFBZSXl/+seyEyQpmamrrPHZADce3rP8sNWbt2LW3atGk0UtwcNE3jrLPO4qyzzuI///kPjz76KPfffz/z5s3b53qff/75TJ06lTfffJP77ruvybT169Nw8a1169Y1ee0O5HUHa+HOmpqamPMZ8T6pv1hHnz59GDBgAJMnT6Zjx45s376dZ555Zq/5n3feefzzn/+MLiLa0kTqv2HDhphzGwqF2LJlC/369duvfO12O8cddxwbNmyguLiYnJwcUlNTWbVq1V7Lk+i+rV/eRPycZ7G1oLT656O0Wmm10urmobS6eVrdFOFwGKibibZy5UrWr1/PpEmTuOaaa6LpZs+evd/HyMvL44svvqC6ujrGCBXv3toXIsbYPXv2AHXP0KpVqxp5M9YvS+TY+3ofROjevTtz5sxh6NChh8RZYH9R+vzzUfqs9Fnpc/NQ+tzy+twS+hU5X5s2bYrx+m54L2VnZ5OSkoJhGAetz5qRkUH37t2j/fHIbPWm+ufZ2dkkJSUlfBY0TdvrAE/k+c7JyWn1/fN9Gk4566yzcDgcvPDCC41G+iZOnEg4HGbkyJFN5vHwww/z4IMPNhnz74MPPqCmpobbb7+dyy67rNHnvPPO47333ovGBvo5jBo1CsMwePbZZ2O2P/XUUwgh9lqfeOTn5zeKAwwQDAb54osv4k6hmThxIqFQKPr9hRdeiDmfkRHL+vG2gsEgzz//fKPjJCcnN2uqU7w8ASZMmLDXfeOxY8cO5s+fz5gxY+Jet+uuu46NGzfy/fffA3UP0vz586N5GIbBxIkTm12nUaNGkZ+fz9tvvx3dFg6HeeaZZ/B4PNHptJdeeilSymiDpD6R+kcaYA3r/5///Acg7srOzWXgwIF0796dJ598slEoD7Cm1iTiQFz7du3a0b9/fyZNmhTTKFu1ahWzZs2Knot9obS0tNG2iIfB/jyrl112GX379uWRRx7h22+/bfR7VVUV999/P2A1tnNycnjxxRdjjvXZZ5+xZs2aJq/dgbzuYN2PL730UvR7MBjkpZdeIjs7m4EDB8akvfrqq5k1axYTJkwgKyurWe+foUOHcvbZZzNx4kSmT58eN01z4vQl4oQTTiA7O5sXX3yRYDAY3f7aa681atDHY8OGDWzfvr3R9vLycr799lsyMjLIzs5G0zQuuugiPv74YxYtWpSwDqNGjeKHH36IuSdqamqYOHEiXbp04dhjj22yPD/nWWwtKK1uHkqrlVY3RGm10uoILa3VTfHxxx8DRAes491LUkqefvrp/T7GqFGjCIfDvPDCC9FthmE02/iwYMGCmHdfhEgs2YiR4JxzziElJYXHHnsMv98fkzZSn59zH0QYM2YMhmFEp7HXJxwON6t9cihQ+tw8lD4rfW6I0melzxEOpT63hH5FyvR///d/Mdsbnj9d17n00kt577334hq4f06fdfny5XFnt2/bto2ffvopqunZ2dmcdtppvPLKK43685HnSdd1zjnnHKZPnx4TkqugoIApU6ZwyimnkJqa2mR5RowYQWpqKo8++mjctkZr6p/vkwd7Tk4ODzzwAH/5y1847bTTuOCCC0hKSuKbb75h6tSpnHPOOXudOjFs2LDoizoRkydPJisri5NPPjnu7xdccAH//e9/mTFjBpdccsm+VKER559/PmeccQb3338/W7dupV+/fsyaNYvp06fz29/+tlFspOawc+dOBg0axJlnnslZZ51Fbm4uhYWFTJ06leXLl/Pb3/6WNm3axOwTDAY566yzGDNmDOvWreP555/nlFNO4YILLgDg5JNPJiMjg3HjxjF+/HiEELzxxhtxDWcDBw7k7bff5u677+bEE0/E4/HEvS6pqamcdtpp/Otf/yIUCtGhQwdmzZoVdzS3OUyZMgUpZbTMDRk1ahQ2m43JkyczePBgevfuzZAhQ7jvvvuio+FvvfVWdKSwOXW6+eabeemll7j22mtZvHgxXbp04d1332XhwoVMmDAh6klxxhlncPXVV/N///d/bNiwITptb8GCBZxxxhnccccd9OvXj3HjxjFx4sToVLIffviBSZMmcdFFF/0sLw9N0/jf//7HyJEj6d27N9dddx0dOnRg165dzJs3j9TU1OgLvCEH4tqDNcVu5MiRnHTSSdxwww34fD6eeeYZ0tLS+Nvf/rbPdfz73//O/PnzGT16NHl5eRQWFvL888/TsWPHmAUpI1M792b0tdvtvP/++wwfPpzTTjuNMWPGMHToUOx2O6tXr2bKlClkZGTwyCOPYLfbefzxx7nuuusYNmwYY8eOpaCggKeffpouXbrwu9/9LuFxDuR1Bytu3OOPP87WrVvp0aMHb7/9NsuWLWPixIkxizGBFVvz3nvv5YMPPuDWW29t9Hsi3nzzTc4991wuuugiRo4cyfDhw8nIyCA/P585c+Ywf/78/W5g2O12Hn74YW655RbOPPNMrrjiCrZs2cKrr77arBjsy5cv56qrrmLkyJGceuqpZGZmsmvXLiZNmsTu3buZMGFCtOH76KOPMmvWLIYNG8bNN9/MMcccw549e5g2bRpff/016enp/OlPf2Lq1KmMHDmS8ePHk5mZyaRJk9iyZQvvvffeXqfh/ZxnsbWgtLp5KK1WWt0QpdVKqw+kVoPldffmm28Clsfyd999x6RJkzjqqKO4+uqrAWtaf/fu3bnnnnvYtWsXqampvPfeezEx1feV888/n6FDh/KnP/2JrVu3cuyxx/L+++83O/bw448/zuLFi7nkkkuiU9KXLFnC66+/TmZmZnRxttTUVJ566iluvPFGTjzxRK666ioyMjJYvnw5Xq+XSZMm/az7IMKwYcO45ZZbeOyxx1i2bBnnnHMOdrudDRs2MG3aNJ5++um4ntuHGqXPzUPps9Lnhih9Vvp8OOhzS+hX//79GTt2LM8//zwVFRWcfPLJfPHFF2zcuLFR2n/+85/MmzePwYMHc9NNN3HsscdSWlrKkiVLmDNnTtxBmeYwe/ZsHnzwQS644AKGDBmCx+Nh8+bNvPLKKwQCgZj79//+7/845ZRTOP7447n55pvp2rUrW7duZcaMGSxbtgywBn5nz57NKaecwm233YbNZuOll14iEAjwr3/9a6/lSU1N5YUXXuDqq6/m+OOP58orryQ7O5vt27czY8YMhg4d2mgQ97BF7gdvvvmmHDJkiExOTpZOp1P26tVLPvTQQ9Lv98ek27JliwTkE0880WR+48aNk8nJyVJKKQsKCqTNZpNXX311wvRer1cmJSXJiy++WEop5auvvioB+eOPP+5PdWRVVZX83e9+J9u3by/tdrs8+uij5RNPPCFN04xJN2zYMNm7d++95ldZWSmffvppOWLECNmxY0dpt9tlSkqKPOmkk+R///vfmHwjZf/qq6/kzTffLDMyMqTH45G/+tWvZElJSUy+CxculEOGDJFut1u2b99e3nvvvXLmzJkSkPPmzYumq66ulldddZVMT0+XgMzLy5NS1l2PV199NZp2586d8uKLL5bp6ekyLS1NXn755XL37t0SkA8++GCjcm7ZsiVhvfv27Ss7d+7c5Lk5/fTTZU5OjgyFQlJKKTdt2iSHDx8unU6nbNu2rfzzn/8sZ8+e3ew6SWndM9ddd51s06aNdDgcsm/fvjF1jBAOh+UTTzwhe/XqJR0Oh8zOzpYjR46UixcvjqYJhULyoYcekl27dpV2u1126tRJ3nfffY3u7by8PDl69OhGx5g3b54E5LRp0+LWf+nSpfKSSy6RWVlZ0ul0yry8PDlmzBj5xRdfRNPEO9cH4tpLKeWcOXPk0KFDpdvtlqmpqfL888+XP/30U0yaBx98UAKyqKgoZnvDcn7xxRfywgsvlO3bt5cOh0O2b99ejh07Vq5fvz5mv4EDB8rc3Ny45yceZWVl8oEHHpB9+/aVSUlJ0uVyyT59+sj77rtP7tmzJybt22+/LQcMGCCdTqfMzMyUv/rVr+TOnTvj1qc+P/e6JyLyzli0aJE86aSTpMvlknl5efLZZ59NuM+oUaMkIL/55ptmH0dKKX0+n5wwYYI86aSTZGpqqrTZbDI3N1eed955cvLkyTIcDkfTNnWfRn6rf19JKeXzzz8vu3btKp1OpzzhhBPk/Pnz5bBhw+SwYcOaLFdBQYH85z//KYcNGybbtWsnbTabzMjIkGeeeaZ89913G6Xftm2bvOaaa2R2drZ0Op2yW7du8vbbb5eBQCCaZtOmTfKyyy6T6enp0uVyyUGDBslPPvkkbj1+zrPY2lFa3TRKqxOjtFpptdLqltdqIOaj67rs2LGjvPnmm2VBQUFM2p9++kkOHz5cejwe2aZNG3nTTTfJ5cuXN7o/6r+X6xPv/JWUlMirr75apqamyrS0NHn11VfLpUuXxr3nGrJw4UJ5++23yz59+si0tDRpt9tl586d5bXXXis3bdrUKP1HH30kTz755Og9O2jQIDl16tSYNM25DxLVL8LEiRPlwIEDpdvtlikpKbJv377y3nvvlbt3726yPocapc9No/Q5MUqflT4rfT60+izlz9cvn88nx48fL7OysmRycrI8//zz5Y4dOxq9N6S0ns/bb79ddurUSdrtdpmbmyvPOussOXHixGiavT03Ddm8ebN84IEH5JAhQ2ROTo602WwyOztbjh49Ws6dO7dR+lWrVkXfcy6XS/bs2VP+9a9/jUmzZMkSOWLECOnxeGRSUpI844wzGl2DvWnNvHnz5IgRI2RaWpp0uVyye/fu8tprr5WLFi1qVr0OB4SUPyN2gOJn89prr3Hdddfx448/HpaLyigULUlVVRWZmZlMmDCB22+//VAX57Dk4osvZuXKlXFHsRUKxaFBabXil4TS6r2jtFqhODxQ+qz4JaH0ee8ofVYcSvZvSVuFQqHYD+bPn0+HDh246aabDnVRDkv27NnDjBkzotPQFAqFQqE42Citbhql1QqFQqE4FCh9bhqlz4pDjTKwKxSKg8bo0aPZunUrDofjUBflsGLLli28+eabjB07Frvdzi233HKoi6RQKBSKXyhKq+OjtFqhUCgUhxKlz/FR+qw4XFAGdoVCoTjEfPXVV1x99dVs2bKFSZMmkZube6iLpFAoFAqFoh5KqxUKhUKhOPxQ+qw4XFAx2BUKhUKhUCgUCoVCoVAoFAqFQqHYD5QHu0KhUCgUCoVCoVAoFAqFQqFQKBT7gTKwKxQKhUKhUCgUCoVCoVAoFAqFQrEf2A51AQ5nTNNk9+7dpKSkIIQ41MVRKBSKg4qUkqqqKtq3b4+mtcx4rN/vJxgMtkheERwOBy6Xq0XzVLRelHYrFIpfMkq7Fa0Rpd0KheKXjNLuIwNlYG+C3bt306lTp0NdDIVCoTik7Nixg44dO/7sfPx+P13zPOQXGi1Qqjpyc3PZsmWLEnsFoLRboVAoQGm3onWhtFuhUCiUdrd2lIG9CVJSUgDrJk9NTT3EpVEoFIqDS2VlJZ06dYq+C38uwWCQ/EKDbYu7kJrSMiPzlVUmeQO3EgwGldArAKXdCoXil43SbkVrRGm3QqH4JaO0+8hAGdibIDI9LTU1VQm9QqH4xdLSU3U9KQJPSsvkaaKmEStiUdqtUCgUSrsVrQul3QqFQqG0u7WjDOwKhUKhOKgY0sSQLZeXQqFQKBSKA4vSboVCoVAoWhdKuw8uLTNXQKFQKBQKhUKhUCgUCoVCoVAoFIpfGMqDXaFQKBQHFROJScsMpbdUPgqFQqFQKBKjtFuhUCgUitaF0u6Di/JgVygUCoVCoVAoFAqFQqFQKBQKhWI/aLUG9vnz53P++efTvn17hBB8+OGHCdP+5je/QQjBhAkTDlr5FAqFQhEfs4X/U7QelHYrFApF60Rp9y8Xpd0KhULROlHafXBptQb2mpoa+vXrx3PPPddkug8++IDvvvuO9u3bH6SSKRQKhaIpDClb9KNoPSjtVigUitaJ0u5fLkq7FQqFonWitPvg0mpjsI8cOZKRI0c2mWbXrl3ceeedzJw5k9GjRx+kkikUCoVCoYiH0m6FQqFQKFoXSrsVCoVCodg7rdbAvjdM0+Tqq6/mD3/4A7179z7UxVEoFApFLWqxFUUilHYrFArF4YnSbkUilHYrFArF4YnS7oPLEWtgf/zxx7HZbIwfP77Z+wQCAQKBQPR7ZWXlgSiaQqFQ/KIxkRhK6BVxUNqtUCgUhydKuxWJUNqtUCgUhydKuw8urTYGe1MsXryYp59+mtdeew0hRLP3e+yxx0hLS4t+OnXqdABLqVAoFAqFIoLSboVCoVAoWhdKuxUKhUKhsDgiDewLFiygsLCQzp07Y7PZsNlsbNu2jd///vd06dIl4X733XcfFRUV0c+OHTsOXqFbCaFgmIKdpZQWViLVIgcKhWI/iExVa6mP4shAafeBIxAOs6OiguKamkNdFIVC0UpR2q2Ih9LuA0cwECJ/VxnlpdWHuigKhaKVorT74HJEhoi5+uqrGT58eMy2ESNGcPXVV3Pdddcl3M/pdOJ0Og908Volfm+Aqc9+wadTvqW60gdAt2Pac+XtZ3HqqH6HuHQKhUKhaO0o7W55qgIBnvn2O95euZLqYBCAvm3bcseQIQw/qvshLp1CoVAoWjtKu1ueqkofb74wj5kfLsbvCwFwzHEd+dUtZ3DC0KMPcekUCoWi+Tz33HM88cQT5Ofn069fP5555hkGDRqUMH15eTn3338/77//PqWlpeTl5TFhwgRGjRp1EEu9/7RaA3t1dTUbN26Mft+yZQvLli0jMzOTzp07k5WVFZPebreTm5tLz549D3ZRWz1+X5A//eolNqzcgWnWjVptWbuHR+94g5v+XM4lNw474OUwZIid1fMpDaxHFw5y3SezcqOdmUvXUeULkJedwdD+XVhYuYUvdm0gaBgcn92Ba3qcwIA2HQAIm1WEjDLsegY2LeWAl1mhUDTGkBKjhWbAtFQ+ioOD0u6DR3UwyNi332FdcTFmvedkdWEht0yfzj+Gn8VV/Q78AHkwGGbB1+vZsrkIp9PGoMHd2FZZyRdLNlLjD9AlN5PBx+fxZdEW5m7fjGGaDGrXkWt6H89x2bkAVPkDlHt9ZCS58biUQUahOBQo7f7lorT74FFV6ePucf9l1/YSTKPuOVm3ahd/uf0Nfv/3izn7ggEHvBwBX4AF733Ptp924kp2Mnj08Wz/aSdff/gD/mo/XXp3ovdVJzKrejfzt2/FlJIhHTpxTd8B9G6TA0B1eQ1VpdWk56Ti9rgPeJkVCkVjDqV2v/3229x99928+OKLDB48mAkTJjBixAjWrVtHTk5Oo/TBYJCzzz6bnJwc3n33XTp06MC2bdtIT09vkfIfDFqtgX3RokWcccYZ0e933303AOPGjeO11147RKU6Mvnota9ZX2tc93Vw4+3iIZRqR5gSZ4Gf55+fydCRfWnbIfOAlaHAu4Sv8u8nYJQhsAEmy/kv20pyWLBmKF6/g6/ztzDR9y0IrA+wq6aC6VtX8+f+PRjaZj7F3s8BE9DIShpOXvpvSXb0OGDlVigUjTFrPy2Vl6L1oLT74PHfH3+0jOumxFkGrhLQ/YCQBNLg7598wTlHHUWb5OQDVoYfF23hkUemU1npx2bTME3Jq68tIJQk8OU6MDWYv2srz5b+GKPdO6sqeXf9am49ZhA7t1cwb81mTCnRhOCc3kdz5/CT6Jp94NocCoWiMUq7f7ko7T54TP3vV+zaXoJhSvw5Dry5TowkHWGCsyTIv5/8hCGn9yIl9cAZrL/9eBGPj3uGmnIvNruOaUpe++tbAAgBUsKXRTvY3bnA+q5Z4r2jspx31qzkdzl9KXp9Kd/PWIKUEt2mc/oVJzPuoSto163tASu3QqFozKHU7v/85z/cdNNN0dlML774IjNmzOCVV17hT3/6U6P0r7zyCqWlpXzzzTfY7XaAJkONHY4IqQJpJ6SyspK0tDQqKipITU091MU5ZFx98j8oyq+gvH8G/g5JlqpGFrExJQg4r21HHv7rmANy/PLAZmbsuBZThmn4WJumIL8wgzenn0VNv4C1qkCD9XU6JpXylz4zcOkGQtTfX0cTDo7LnUKKs+8BKbtC0Zpp6XdgJL+1a9qSktIyS4BUVZn0OqbgF/+eVtShtBtMKRn0/AuU+fx4toOj0toekcdIw++cUcfwyJiRB6QM69fnc8edr2MYJg1bmhIIuwVVeTbK+5oxxvUIWgCcBToaWsyaL7omcNntTL75CnrktjkgZVcoWjNKuxWtEaXdEAqFueL0x6nxBqjo6SGYXusLWb/fDfy637Hcfdu5B6QMq79Zx93DHkCajbU7QrCNk21/7Vfb744Vb9emKjo8swbdBFlv5rtu00hKcfP0N4/QqWeHA1J2haI105q0e8eOHTFljBfyKxgMkpSUxLvvvstFF10U3T5u3DjKy8uZPn16o/xHjRpFZmYmSUlJTJ8+nezsbK666ir++Mc/out6i9ThQHNELnKqaDlCwTDF+RX4Oibhb187Ul5fSGtHrD8t2EVplfeAlGF12ZtIaRBvzEzTJO1zS+nUe3dc4zrA9d0X4tDDDYzrAAamDLC++E9qwVaF4iBiIFv0o1AoYqkKBCjz+3GVWMb1hvbryL+/mLmWqhr/ASnD5CnfYpoybgddAHafxHTEN64jwVGig6SRPhumxBcM8cCHsw9IuRUKRXyUdisUB5aKUi/emgDedk7LuC5E4363gLdXrcMXCB2QMrz5j3cBEhrXAWr6Zlj/aGBcx5S0fX0TwpAxxnUAI2xSU+njmTtebsniKhSKvXAgtLtTp06kpaVFP4899lij4xYXF2MYBm3bxs5aadu2Lfn5+XHLunnzZt59910Mw+DTTz/lr3/9K//+9795+OGHW/7EHCBabYgYxcFBt2nY7Do1XT2JEwmBCXz47SquP6duwQIprY61psWxejdBIBzm07Xr+XrrdvIrKzln4Ew0zUiY3jAEvbruYO2urEa/dUgqo3tKEVLC4tI8Zu7pzabqbADykks4p91qhmSt44cVMwnUdCOvUxZ5nRrno1AoWg5DWp+WykuhUMTistkQ0goLkwgBmIbk02/WcMXZdfFcpZRIQGvYcd4L/kCIWT+u44c12ykorWLT11toyoYmAWeFCaKxr4cWBC0krEQSRL0mgNTA0CQrduTz1pLlZKQk0aNNG7pmZOxTeRUKxb6htFuhOLC43HYk4Mt1JU4kBCFpMnPROi4a2ie6eX/73d5giBlL1/LD5h3sKS2lYOayve6jecOgNz6Oe2MljpKAJd3ZGdAhG5KTkEio8SF3FrD0i5V89tEiPDlpdO+STfvc9H0qr0Kh2DcOhHbH82BvCUzTJCcnh4kTJ6LrOgMHDmTXrl088cQTPPjggy1yjAONMrArmkTTNE46pw/vUNxkOgGs3l5AVYWPH5Zs4tPv1/Ldhp2EwiZ57TK44uwBXDSsLzZb/KkdoZBBUUEF2yoq+P3cWRR6LW94DZNzT0xsXAcQQuK0heP+1s5VgZTw9vYT+XxPX6zeutUg2FydzYsbzmBuyTF0XfweqxdYq7L3PbYDf7jrXGVoP4KQUrJ+1U7Ki6vJaptG92PaIfbReKRQKBStBafNxml5XVi1amuT6TQh+GlLPhWhGhYWrGf69lUsLNhGWJoclZLN1UcN4rIuA9DjGMEBgmaYIn8ZW3eX8eAzcyivtrzhpSFJa0ZjXsSXbkStcV0YIGR95QZMECYYDvjrZ19g1rbph3TqxGMjzqZzK1oISdE0pmmybtl2KstqyGmfQddj2h/qIikUCsUBw5Pq5tgT8/jKVtlkOl0TrN6Wz5mDuvD1uvV89tV6flyyB9OUHNUpmyvPHsB5Q3snNLYHQmHyy6vYmF/C/e/OpMofBEBU+WnXjHJqgfiRmB0FfmtcvUdnaJuFlBIhBAKBTElGHtMN0+/jn//8EJmdBsCJA7pw7+0jaJv9ywwLdCRiSoNi/2qCRiUee3vSnd0OdZEULUxqaupew9i0adMGXdcpKCiI2V5QUEBubm7cfdq1a4fdbo8JB3PMMceQn59PMBjE4XD8/MIfYJSBXbFXxvzmDN55/p1oOJh4CCHYsHInV0x4ODolzJ1sQ3ZMYptZypP/m807ny7mpQeuZO2eYrYWlpHstDOkR2c+fXsRH7+7iKpKHwBOjyClp5OqPBum0KiqcuPx+KKz0AxTsLsoi2DIRmZaFWnJXsrL4nvY+w07Kys61BrXId4k+fWlbQn0KcExrQCtQrJ+Wwm3Lt/Ofyf9hg7tlUdca+K7HzfxzgeLWLl6JwjBwH6d6ds5my/e/oE9O0qj6fKOyuHWv1xAv8HdD2Fpf7mohdIUigPPrYMHcfuMrU2mEQJWVm7m0q/nWB5mQHqyjj9oJ8RaXt6wli/2fMF/TrydRYX5bK0uI9XuZGhuZz7eM59Pdn9DjWEZ1c0zbDhWpRLckozQwLRLywu9FikgkCaQusBeY6L7wbSJBtbzWjQsA3utkb6hcktAD4LUIWtFCFsQNnq2MGbNG7x/9zja/0Lj97ZGpJR8sXYTk75byvKde9CEYGj3PAYFPcyd+DWFu8qiabsd057b/nEpvU9QnfVDgdJuheLAc/m4U/hq8qd7TbesYg1Xf/ehJYr9IK2Ni8AaD742u3h5zTK+zO/MI+ffxIpvt5G/q4yUNDd9Tu7O618v5d1vV+KtDTEjBaADGki3HalrCKPuCZU2QaBjCtKmYS/0YqsMIsKm5crawIvddOqQkwltLSe1+s5MEe0WLjdCM9EX/IQIhVm2ZCM3fb+B16beRWb6gVt0XdGySCnZXj2XNeVvUxJYg0CnQ/LJpNu7srHqY7zhwmjaLOcxDM65lyzXMYewxL9cDpV2OxwOBg4cyBdffBGNwW6aJl988QV33HFH3H2GDh3KlClTME0TTbOce9avX0+7du1ahXEd1CKnTaIWW6njmkffZMWuwiaN7BlrqnDtrovlGrmxzCQH2K1RqLBTo7q9nWC2HWlIMtb6cFQZMdPII33tsp4OKo9ycFa7nxg8bBVCwOK1R7FweW+8/rqpc13a5VNe4iG/m94oDrtdhOmZVsBPle2QCZcckKS6fGTPrUb/QEaPn3NMe179/A/Rh1txePPKm18zaco3aJrArB3k0WuC2EpqCKVZcQwd5WG02rlNmq7xyP+up/8QZWRPxIFabGXJT23xtNBiK9VVJscfqxZKU9ShtLuOKx6YxObtJfGWJ4mSdHoJep6vboOUSASFFR58Qcs9PN3pRcekuCYVkHTMLsfpCFNfvCPrn/uWpVK9zYNuC5G6VIAUVHXWqeqiYzpENLGzxET3CyriLXJqQvIWHaRIWHYJmA5J0h6D1J0mUlgG+dx+bZjy+PVqllIrQErJv2Yt4NVvF6MJgVnbJUneVEPWwhLCHh3CBrbyABoC4XRgs+k8/tbtHDuw6yEu/eGL0m5Fa0Rpdx0X3vcyO8oqGsc4r0fOGfk429fUbaid7bVpew41XmvdtDZJVbT9vgY5x4mhQcmQDEIptpjobZF+r6mDvTJMm482QmEpUkDlaR2oGNoB6a71yTQl7nVlpC7YwY57jrXKV882oNWE6fZWNTLZnVCDJdbguti4E31HYVS7jx7Rn+c+/bPS7laAlJIfCv/F+soPEGjIemZX2eCv1bzT0ISNcztOJMvV62AXt9VwJGr322+/zbhx43jppZcYNGgQEyZM4J133mHt2rW0bduWa665hg4dOkRjuO/YsYPevXszbtw47rzzTjZs2MD111/P+PHjuf/++1ukDgcaZTlUNIvxl5+e0LguAC1g4Mz3N9oOoPmC0ZVS9IBJ+pYArvwg7sIQ9spY43r9/TLWBUnaY7D0hx4UF6Tz9bLezP5+YIxxHWDrnraUBzy41tmj8VojhAwb66vaNmFct47oD9uRp8cev2DNbt59cW4T+ykOF5at3M6kKd8AWIvqAYYNatrCrtFtKBiWSeGpGewc3YbS4zyYGpiGyQsPf6QWuFUoFEcsv73stMTGdQHCE0br5Guw3dojK6WGiKCWB9yUBJJJc9eQ5vHhsIdoKN6RPrG7fyVm1wBVx5mE06H8KJ2KHrY643pt4kCWhi9XI3mz1ki7wfreVDdbYIWQ8bW19D3i7Z6/vJiPZixtYk/F4cL8DVt59dvFAJZxXQJBiaPcoODcjhSe056C8zuRf2lXKnulY1ZWE/YFeOnvHx7ScisUCsWBZPyY0xIa14WQ2NOCONrVNPjB+tOpXQkRQS32eljdty2h08NUd3ET9OiNpDZyFGGAqygM7bLB6aB0VFfKz+pcZ1wH0AS+HukUj+lFzpTadVbqBXc2nRrSk9i4Hj2mKTE7trH+Xbv7hpnLmPPm/Cb3UxwebK+ex/rKDwDiGtcFsT6PJiaGDLO4+JmDWUzFYcAVV1zBk08+yQMPPED//v1ZtmwZn3/+eXTh0+3bt7Nnz55o+k6dOjFz5kx+/PFHjjvuOMaPH89dd93Fn/70p0NVhX1GGdgVzeKEozvy4FVnowkRXfgsKsgBg8wlFYg4c0YElnCKkBH9LoGUHUHc+cEmjykFJO0KEw7ZeHfyGXy9vHeClFauUtOw79KxFWpoVQLhA3uRRjiwt0hIEiEkpDT+5cOXv8Iw1ETWw533P1qCrgvLK8IuCCdpVHXWqO6ahBbUsNeAzQu6X+Dt4KbglAykgO2bCtn40+5DXfxfHKZs2Y9CoYjPScd15Z5fn4EQVsxWqOuzi6QwSWcXxVtjFCHApkvcjlBkCwA1YQdpyd4mjylNSMr1IR2Qf55JdV78tVcQAqlLpE0jbZWOZ4OGvVigecFZXNfpTnic2nIZDtFo+1vTflCDp62AN79fii5qwwQZIELgLDOp6Ouh8hiTql4G1UcbVBwHBaPTKRrVGdPrY93iLezYWLDX/BUti9JuheLgcNaAoxl/8SkI6rQ70v/Wk0O0OWNPXPu7EOB0GCQnBSJbANg2IJ2azu4mPeKFlBhuELqN0IlHUT2kXfz0uoaR6iDcrR15b1XQ7gsvyRv82PN9pH5bFHWqaxIhwGmP2SSBd56Yvvd9FYecteVvIxqYEesb12nwb8tSY5LvW0x1aA+Kg8uh1u477riDbdu2EQgE+P777xk8eHD0ty+//JLXXnstJv1JJ53Ed999h9/vZ9OmTfz5z3+Oicl+uKNisCsaUR0IUhnwk+F247bXid/FJ/XhhG4d+OfEz1i+YRfVKSCFJOeb8rjG9QgSYp5GgaW9Nr9s2jtNgt1rEMwEn90eP05rNLEAAwJZtf/WNGxV4NqoE5Rhgu3CTTYqkp1BqGiQJVBWWEnBjlLad2nTREmbZsNPu5g9fSlFBRWkZSRz1nn96XN8npoC14KsXrsbw5BIm8B0aIQ8EPZo6A0dMwEMgemyU9ndTdpGH8X5FRzdu8OhKLZCoVC0GFW+ANW+ABmeJFyOuubdmOEDOKFPJx7/aCYrt+7BG5IYbcJkDyxCNNFelRLsukHda1RgSIHdtpdBZwGaJwzVgN+2Fzd0QSgZ7OUCm1dg9wKGRA9Jgh4wXJLEQWLAtEn0YANPeiA/v4LS0hqysuKvz7I3pJSs3pzPpwt+oqi8mqy0ZEadcix9j1ILZLcky3flY0gJJmimtehtsI3A27nBPSYgnAqlp7hwbUsndU0VxfnldDqq7aEpuEKhULQQlT4/Nf4gmZ4knPY67b72nBM5qXceD3/8Bau358OGclK8JaTdK5vUbgCnI0SNNzLjWxA07bice9lJAoEQSEl1N7fVd08UGlYT1PTw4KkI4whJ2mzUEIXl2BZvh555yKy0JrVSaoA31tFOAFtX7aCm0ktyalLTZU2Ur5Ss/mYdc17/irLCCrLaZzLi2tPpeeJR+5WfIj7FgTUxnusR4l3xyDZroqLAGy7CY2/OUroKRetEGdgVURas3sTTC79jeXkhErDrGucf04vxQ4fQMS2NUDDMC/e8w5ZvNiKPduHtmU72IqNJ43qUuMPsNJ4SXo+IN7IWNNH8JqQ03VEXCIQpkLVjAmGPpOZog+TtNoLtDOJb6C3v9RSXD+3zBIXZy0h8yAyxzbsDQ5p0crcnyWY1CgzD5P/+MZ2ZHyxB1zUMw0TXNT5/fzGDTu3B/U9eidNlbzJvRWPyd5Tw0+KtCAF9TuxGdvsM7Da9Nh6vdX0DqQLdZ13vhle8dr4DNXnJpG30qWtwCDAQGE1a3fYtL4Xil8ycNRuY+Nn3bNhShAQcNp3RJx7Db0YOoW1GCn4jxD+2vM+KjtvxpTvwlrhx6nvvoAOYMvb5EjTd545ghHS0aoFWoBO207SRXQOhEW1LSB0MXWD3gekUVnzWBrvI2sKYdkjZGb8RIptqYAD+UJh1u4swpaRHbhuSXdbiSeGwwUMTZzLru7XomsAwJbom+GDeCs484Wj+ftso7LbW40lzuLC1rIxle/agCY0hnTqS4/Fg13UrFFDtJRRhia9b5EuDDIRllCk6tw2pK8vxpLoPavkVSrsVipbksx/X8r8vf2BdYQkALruNCwYey23nDKFNSjI1oSD3LPuU1Z4CUrflk/neTvTj7Ag9c695G0asd7EQsm6hlERIiajyQQDCUgOaXlBQ2mrjr9e2E2R2GuG+edi2FCKy0hL0umv/6gJtZ3HCcjSFr8bPlhXbkBK69cvDnWwNJAQDIR69agILP/gB3aZhhE10m87HL8xk+K9P455XbkNX2r3PVAS3UuJfgxA2ct3H47ZloWHDpOlIBPWJ3AsScGrpB6ikikQo7T64KAO7gpKSau77z4fM81gLjUR6ziHDZPrqNczbtJlpvx7LBxPmsnThBgDKjksmaQ+Ydg3DqaMFmn7cpD1W0CQgc8D02S2xN6VlSK+XjwCCHo3UDVVUdXXiz276dpVIZP3DCEE4DS499TiqND8f+FY26nBrQpKbVo5eIhGzG+YHNqeNtp3iN2RMafLhrhl8lj8Hr2FNmbcLG6dmn8xVnS/n3YnfMPODJQDRMDORvz8u3MBzj33C3Q9d3GSd4hEIhvji2/Ws3ZSPzaZzUv+uDOzTGW1vFo9WTnlJNRPufYvv566OttCEEJw6qh8n9svjo7krow1H0wZ6uIlpkAjQBWG3Rnl5TcJ0igODEnqF4uezu6aS2z78gC3fl9TGK7eehWDY4KPvVzN/1WbeuGcsHxa8xYqybUgE/ionwhAEQ3ZCQR2b3Wiyv+0NxHawpSEo3ZhBuMSFGdTQXQbJ7atJbleD0GuDtgjw73GTNddBTTtBeG9OxhLqO0JF6jHmouMoyvfy+bqNjU3lAsJuic0vSSqINbBLwOG2kZkR33s9ZBi8MPs7Ji9cRk3A6iC67DYuGdSH3408hf+9/y2zv18LgFE7+y7yd97iDTw99SvuufrMvVSqMb5AiJk/rmPdjiIcdp1T+3ZlYI+OR7xHfGF1NX+cOZP5W7dFt2lCcH6vXgw9qjOfLFsb3R72mMimmnoCgtkaoRSdcjPURELFgUBpt0Lx89lVUM7dz05ntc8yrEdE2B8K894PK5m/dgtT77ySx1Z9xKrSPUgJ6bMLATBXhzBLDESmllA7TFNQVdNgANKwQsBgQMTsLSNBsiPZ6BqutYXInZXoXbuC9NDU6LgwZKyjnBDIDm248qIT2b6ngm/WFMYd5jYcGlT70HY3NrAnpbhJSuC9HgyEmPTXt/j4xVn4qq1131zJTkbffDbXPzKWF38/iW+m/2gdI1zb7w5bIWrnTJ5Pmw6Z3PDYrxLWJxE1/iCfLVnL+t3FuOw2Tu/bnQFd2x/x2l0TKmBhwd8p8C2ObhPodEsdRbukIeyomUf9G2Bva+ZEUoalr4mUigOB0u6DizKw/8KprvZz1/jXWXSUD6mJRiPbhpRU+gPc/X/vUTN1XVSHg1l2UndaBk5/WzfJ26vjjlSH3BrhFDtC17F5TesFK8BIskFQ1K6AYbmnmW4d06lhqwqBBMMtSN4ZRBiQtDtEZY/E3koSiZEs61YVCIO9QkPzCt5bv4rMShvndujKngElrPdZwV3djiApzgDaChP9FYmIE1Y2kOwibJiNRryllLy06VW+Lvkutr4yzJeFX7O5aitr3ko8Ai9NyZyPlnLtncPJbGMFf/cGgny6ZC3Ltu5BE4LBR3fi7H5H47DVPaaLV23nz//5iKqaADZds2LNzlhM985tePKPF9O2zc9fcfpwxO8N8IcrnmV7URXh9plIm4YIm+iVPhbMXE7e5lyw13lrCNO6J5oKLQAQduvMnbGCM0f3P8A1UCgUipaj1O/lkk/ewLs4YK1z0uBdZ5iS8hofM398gHeFhiQJKcEM6QgTBBpl+ankdC6LfwAp8QUc2HSTYLhW+UMC+xYXvlDkaAKzWqN8fQY1uz1kH1+A0CUBv52k+S5rwbQSiTe3ieV+pLU+RnRgPSxxlhvYfCaf/28J9kwXp/TvyI5wDVsKy6y2gs0KDeMqlaRvCKMZjbOtccTXX9OU/GHyp3yxKtZo7w+Feeub5azeUcC2pfkJHeikhA/nreCmi08izWO1SaoCAT5cu4blBfnoQnBqXhfO6X4UjnrxIheu2sqf/juDGn/Q0m4Jb8xezDGdc3j6jotok5ac+By1YqoCAS5/6y12l1fGGGJMIflozRp65+TUxsq37imp03Q4QLDCCmU5ef+bnzixf/cDWn6FQqFoSYrLqrnpwSnsSPLX9YHrYZiSospqHvnmBWaUBJDYEAEDe3Gtt7ABof/V4Pxj/P6eP2SjsCQ1ZvaZFgTPRhvCIDojTBI7awwpsedXYd9ZCUDy8iKqhjQRxkNK3EX1Qr3WhvpCwltfrcNTUc3A7jnstrvYvbscKQRSF0gNREEZ+k/bEHGCOQf8wbiGa8MwePCif7F49nJkvf38NQHef3oGG5ZsZtXXa2N+iy0vfPDMZ1x1/yW4a7W7uryG2a9/xfrFm7DZbQwadTwnX3BCTJ9/7oqN/PnNz/EFQ1HtnjRvMf26tOPpGy8kw3NkzqTyG+V8tuNGfEbsIIjEYFPlJ2Q5j6VhGIK9SjcQrBasq3iXk133t3SRFYrDBmVg/4Xz8cdL2eqvIpyceBqYDJiUfl2EO1zPS8yUCFOQ3LGadtfswlwvKJ2UgQwK0MHvsVPZK5lgRl2+Nq9ByrYgesDyHoZ6874jYqpZxndTmHhz7WSsqfUM95okbwtQ09nRqDEiLdc9QplWL1urEbh26dH3flhKCj0hCsv3kPqqwY0jTiYpL8w7b3+HucOBvqYCzNjpSwIwk52Y6UmEQgbOBguxrK3a0Mi4Hj01mGz1bccckALzEneaTVOy5NuNDD9/AIs27mT8K9Op9geji9l8+MNq/vPxAl64+WKyUpL5duVW/vXcTIza1drD9RZf3bqzhPH/mMab/772iJi67vcFmTNjOV98upzyMq8Vly8Qhkg8XSGQukY4OwUj6GbLunzOunIQMzfssn424wWHaYzpsrH4u02YpommqTWfDxamFI1CT/ycvBSKXxqvrVlMab6XpFDiZlxGcgUDjp7OM2vre2xJa2EqE2qKkyhBktGx3JLV2hnkdpuBroPD5ic92Y8/pFNcmUJwSwqERIN3a+2Mt2o75eszcHeppmxJJhkBa7vdB65iE39W4wH82oCcOKz+PPZqg+Td4Xp9NoNQZQ3rtm2iqrOdGy88Eb/d5K1ZS3CUSzz54Zj+XUS7w25BMEnUvtdj9XDh+q3MWbUx7vkypWT59j04bBJ7E87RobDJop92cNagHizYtpXbZnyMNxSKLkA37afVtPOk8PrFl5LqcDL/py3889U5mLKxdq/fWcRtT7/P1L/8Cv0I0KCqQIAPVv3ER6vXUua3PAx3VVTGLH4mIXqvrSooZGTfo5i7bBMAzrIw/vZ7b8OEsj0sWLb5gNRBkRil3QrFz2PKJ4soDvmReuL735Hsoyp9HaGiXtYGXdQZL1M9mJvbEvpAYju/BnTAgMoaJwWVqfgNq98tXAbSBEI6SdtsiDAg6tS7Li621Z+376og7dN10e2OndW4fyrB1yuzcUw4KREGJO+p1TJTRmehCSDssFOencH3ZQH0xSv59e9GU6bpfPLSLLTCCrRgYoGVZvyQb998+COLZi5LsI9kxVc/JcwzQsAbYOWCtQwaOYBvP17EI2OfIugLITSBEILPX5lL++5t+efMv6LlJPPFmo08MeXL6ILp9bV71fZ87vzvh7zx2yuPCE/2oFHFxspP2Fo1i6BZjZQmPqMoQWpJSWA1HZNOYaf36307kIAdVV9BW2VgP5go7T64KAP7LwjTlASDYZxOW1QMPpuxnGCyaDIuW/JuS1Dqj0x6NvtxdzPodtFGy06eC0kn+ij9PIuirW0obeNuNIwZdmuU9XLh2RnGVZlghFkITIeOP8OG3Wti6kS90zJW+xBhSXVXZ23MN6vM0g7BtgbSCSJE1LgebUbUDa9T2UXn3Y+W8bffncflxzt5e8P3hDq3Qav0oVX5wJRIh41wqhuZ5EDXNQL+EB6PK6aYXxZ+jYaGGWeBj8jJcg7z4m/CwA4QChrsLKngtv9+QLB2GptRb/S9pKyGsY+9SdgGjjITWzj+6LBhSnbkl/Pl9xs4e2ivJo95uFNcWMk9N7/Knp1liNrLHHbbwa7H3qO1/5YOG+E2qaxeshFHbgrBmjAiBNKe2INdItF9Jkayi3CNz/J4aP22jVbDoZyqNn/+fJ544gkWL17Mnj17+OCDD7jooosSpn///fd54YUXWLZsGYFAgN69e/O3v/2NESNG/MySKxTNw5QmATOMS7NHtfut9SsQ/qZn6gzvtwKbqHPvFgLsSSHCfgfCsPapKvZQXZqEI82PcBl0bF/aqCngtBl0yCynMMmBz5to4TFBTX4yJXYbbg0Mh0QPWhmlbrM6475sYrRbhMFVAloYtKBJ8q5wbU6xSAkp20O88dkinrr9QrTBJu/NWoY3x4bNa2LzmQjTWrMllKwRdgocdhtVviAZKbHeZe/+sDIaVz0RYbc1MNAUobDBptJSbvp4OiHDQGLN+ItQVFrFhc++TlhIHCWgm4m1e+OuYr5euYVh/Vq3N/bOigqumjKNPZVVQCROfl3YoAh1hh3rf6uLC3HoOkHDIHOJj4reTSxMKyWOohChthlII0H7S3HAUNPMFYrmYxgGoUAYp9sR1e6Pv1xFWK8NrZKg392+exGiXv9S2jW8vT0k7RRo3TpZeX8lMH50EuoHpalJVPSKxM6sl5EA4TDAriF88QcuBQLCJmkz1qEFjfq7kv3OekpHd6X6+LaWY1ytdtu8kL7RwBagznO9/qEj9dI1jIE9mPzwe/xrxn0YG3sza9JXCc+XBPTsVKpq/KQkx/a7Z/x3DpquYf7M934oEGLjsi08dOmTmIaBlCCNOu3eXlXBuU89T2WPVNx7BLY4MwTB0u6V2/L5YcMOBvfo/LPKdKipDG5n1s7b8BklNLk4XgPWlVTgcjrQRLDJUIPUy9WeDIZsfux2RcugtPvgogzsvwB27S5j6rTvmTX3J4LBMB6Pk/PP7ccVlw2itLQGkdHEoidSYq+pFTObhgxbYV5S13npOLbQEu9aw2TV+jSKlrejsqNeG9OtQZ611tKadjacVaFIvyv2cFi7OqpB6hqB9snYSwLYvGEEkLHOT+rmAP5sG6FUnYpeNvwd64yjtnIt1rje8PhIfG103nn/R554ZAwffLyYoDeMmZGMmdHAGC4lMmQy/qZXcbtsCATHD+rGBZeeQGGgMLFxHasSetbeGwFHHdOOt75eRsgwot5tkWO7Cg2CaRohh+Xtb/PvZZ04IZj3/fpWb2B/5L5pFOypAKx2mxRW4zLhPSoEpsdJya4yCk51k74MNAkEZXTR0xikRAiBo0qCrpGS41GL3vyCqKmpoV+/flx//fVccskle00/f/58zj77bB599FHS09N59dVXOf/88/n+++8ZMGDAQSix4pfK1uoiXt00n5l7VhA0DdLsbi7tPIhrup1Cib8mOtspHhLomFVCyNAJBXRsDivWut0ZwjCcQJ1OGjaoMZ10bVNgRWyLL91k9Sph59du4iqRtELGaYaGv5NJfgeTzEU67t0aQkLqDolnjySQKgi7rGPqAREd13SWmbVlaozAOr673OCNuUv417WjmD53OWEglKITSmn8/g6ZJtc9NIVUr0DTBIMGdOGi0QPYUVLRpHEdwGyGHPTIy+HlpUswTDO2OyolSbssL/qQzQQp0H1Na7euCb5YsqFVG9illNz6/scUVFXXOx+yyYpHvNl3VFWS7NPADrYApK43qOyhxx9pAdwFDoRNP2LD6igUitbNllXbefvxD/nqnW8IhwzSc9I4/zfncOFdo6j2BhBNjCEiJcmpPhx2k2RngJqAAxBUDWuPZ4GVJGKs96a6qDJdVHWpNVjG0W4k+LqE8KzQ4veNpdUXCmcl49hTGbu/Icn6aDPpX+zAd3Q60qahpaZjc6YiIu2PBGtSRwuga9Apm/eensGdz93I7KlfI4Nx4rrV5lHdJZubbn2R5EVb0e06g0cdz/m3nsPujfk/27iOsBZFnfTA24BsFAoulOFgx129MZMs85gVvi6xiOmaxpzlG1q1gV1Kk7m778FvlLEvxnUAb3grMzcM4JLjvqc20lvTC9vW/t9t39vCPApF60YZ2I9wNm4uZPwfphAIhKKhRaqrA0x99wfe+PxHfN1sUKNZ07vqddZ1n8RZCrZqkGhUdhP4U1JIX1aBqQu0Di52vNqNcI0NW3KYtD5llH/bBsNueaonRAikDYIegbPKKo+pQ017HW9bDdMhEIbEVWySVCTRA5JQlhNhSPSAJch6SCKkwNfOhb3SJBgwMGsHum3VGsIEZ7mBo9pa0jSUIgikaVb9hCCYAuvWFTDwg2cIjTXRqwVpayRpq2u95WVEAsCbaWNdegjTHkYYkjVfL+ODDxdxwiM6wi4aLZpaH8OvITQRNx6cpmt069GWo4/twKx3P2vU4XcXGmCC3SvRKqW1EM1epuSYUuL1te5R4Q1rd/PT8h0x26TehHE9ghCg2wgD/gyBFrQW73H4TIKpjcMS2KtMNFMgBRTaJHf85S1uGDuUAb07tWyFFHEx0DBaaMpA/GZ6YkaOHMnIkSObnX7ChAkx3x999FGmT5/Oxx9/rAzsigPGyvId3PL9K4RMA0NancqKkI9XNn7Fy8u/wbE7mZAuG3mwG3YIJ4Fph9X5HVm4vgem1w3HVGOEBMFid0x6KSSmS+J0BHG7Ek/bFgJsLgNXph9/aa1XeG2IF6gzgtvKdcJOa6HK0kEGbeaDs9R61rUwCAPCSbVtjmCtQxxWeBgEBJM0DJfVS7P5TWxeGV37xVZlsnjjToa+MBGjmzVjzVlufYSs14nTIJgiWe+oQLqs4676oZR3PltCmyE50QGDuEgrL02I2EHvWnRNcNzR7enWIYvPP1kf47UOkLwLtIClQVoYpLb3tUBMU+INtO4FOxfv2s2awkTTyRMjsM4RPondB952DrJ+CBL2JOFtX3tuJaBZ1ztrcQhXoSCYpVFQXs1tT0zjNxcP5bij2rdofRTxOZTarVC0BlbM/4k/nfswZtiILrRZXljBG3+fxuRH3sXjdODr3obA8E4xfRvHtnKSf9yFc1sF4XyNfJ8gq20+NSflIcKg62nsPkfHtAt0v0nSrhDBLCeGR2K6mzCMCjDdYHgktuqIUVxi80nLcUta7QCjaw5mmQ/N31iL9JoQnmXW+910lBA++VhwR2aTW8fwpwrCbuu7o0Zir66Lz25kpfLjnBWc9u6bGI8MwlbsJ3XhHtK+LUAYMmqUDRydg69nG9Y5TDi1E5ovxOq5S5j24ue0b5dVL8ZYYjRNYMbpd+s2jePP7ke7rm35+oMfotemPuWn5ZI+Px9beZBwip3wsV2aPhitX7v3eH+gKrR9v/Z1OwKkuL2EpYZef8ZFvTQNJlQgkFSHtvHFrt/SP+s3ZLlat1Nga0Fp98FFGdiPYKSU/P2xj/D7QzFiE0qC8qN0ghmRB82GMK2OOprAXilJ2mMZvn3tQNp1MCXe3GTCyRpJJTrSF1l6HMJVdkq+yUYzwXQ04+GVEtNuqaRhg5K+dgwXdSE/dIEvR8OfBekbDOxeSTjNjl5YG0LFIajoaXXwhdRI3iwIZpkEM01sVSaZ6wyrY1t7uKRiMOwG5d1tGEla1E4dMk3QwUiG0oGCmi7QfoaJFrKm3Vd1dWG4ausjBFITeNvY8WXYWPF2CWm/TqzyUkJxQToOjw2tOhxz/jVdw5Pi4o//vByAQCgcu7MhcZYYhFJ0/G0l/jaWbT1jDWihxKPpuibo2qnN3s//YcyKRVsTNo72hnTouAsEprOuAekuk9irJOEkgeG0DC9WHEIIeSwjj90rWbFmF3c9+A6P3nshpww6qmUrpTgoVFbGet44nU6cTmeLH8c0TaqqqsjMzGzxvBUKsELC/Gnp2wSNMPX9o8NBDW9JEuGADdIABFXdJe5CE0eVRtgFoRSioVc+LxyIphnYTQ0jlIzXbUcasfohaxcDtdub12S2uWr1qoFxPfJXr9bQvU4CeUGkXVLdw8T5naWjhg18bWpTa4JwsrX4mh4C0yGoybLVTUMHQqk6IiRJKgyhh6zjScAwrYNJG/jbQCjZMmwLaS2A6s+mLr6tANMBNTngywDf6iJkdtMGbyEFuk0Dw4zVbk2QluLmgZvPBSBgxJ4zEZYk7QbDYZUrUCvHSbutKfSJtFtogq65rft98v32nehCNBpwaB6ytm0DwXQXyTsqSNkASTsF/iywV/px7wqSsiGAZtReZ7ugqkcai9fu5ObH32HCXRcxpE+XFq6VQqFQNJ9wKMzDV/wHIxiO248xDQneAO6Vu3BsKqTirK4EerQhaVk+aV9sjhqay6ZY/VMnxWRtd+A9Po+gh2g/2XBreDs40QNgOpv3zjWdEqotr3RnRUSTLIQEo0MWvjapuL9YjagJJBwW1oJh7AtXY3TJxczLJpTioLqjbjmC1RLIFGhBSer2MHpIIDUNQ5pRfQhnOSm9oAveYzLIfWUtMjWJwLHt8R7bpt7Cr9bsZO+ADvh7ZGN+uHLvDtYCdLsOYTPG213TNTLbZfC7l24BrDAxDZEatJm+PWrEl0BJXntkU2vUSejWtnVrd75vCQIduR9mU9PUOK37WiQaYUCXtY2zSGg4Ehvb93h/IN+3mOEd/o+2buWspDiyUFGHj2BWrt7F9p2lscZ1NxQNsBFMt15zWsAgZXUl6YvLSFlTheYzSNpjGZj9OVYH1kooQBPoODAdOg0nAAlZuwCL0QyhFyKarrKLHmNcr59G6lDZVUcKgemy1cask3jbxYqdMAXOIp3UVTYy1xiWAZXISGlt8UOQsSGMCJnofok/U1oLw9QeC00QyIKy4wRaWOLNdVjG9Ybz5WtXQS+oziBc5ELGma0mTQgHdfJ3Z1F4dgZX3HAa6ZnWVObkFBcXjh3Mc+/cRqcu2QD06pCNXu8Y7mIDf65O/mlQ0RMCWRDMEtR0aPrcGqbkwrP6NpnmcCdeDYVhNuFuGNlR4m3viM1A0/BlamgmVkPSBM2wFrKJXlMBoWRheYJKySPPfk6w4YCHosWRtYuttMRH1o6YderUibS0tOjnscceOyBlf/LJJ6murmbMmDEHJH+F4rviTezxlTcyrlfuSSEciAiXBJuJTDbxdjHwZxqEUiSYEmeZ5SkOYJo6AoHfdCLD9VWxNpfaVqBhNK85aIa06OFplFutEdkEx247aODPlQTTw5h2SSCtoc6D6YSwW+LLttW1SOu9o6UNvG3tmAJCSQLTUe+gtekMt6Xf0iYIplsaTcOqCoFpB28G2Azii01kmwH2bCe/HnUCabXrr6QmO7nq3IG8+Y+raZ+dBkCvNm2iC5sCJO+AYJqgtC94O1iDHaFU8O+l/y2l5OJTW7l2R6YiNPphL/shsVXU7Wg6NSqOScFd4EcLCXIWVJI7p4r0NQH0cLTfjghJUleXo1UEME2Th16eGbMAneLAcCC0W6E4Uvj248WUFVQ07SRk0yEnEy09ncyFBSQt2k3qF9aCzTFPhAHSgFC7bERYNuqLCtP6LprZZRG1NmV7daxxPYomkE4b/kHdo4bRUIYb0964bSBCBrYNu9AWraUqYlyP6HZtOU07VHa2YQqJDAfwHZUWU36EwH90GsW3D8I3oi/+XvWN67HlMpPtlJ/SrS4sTSIkpOekccldo0mpDfua1iaFMX+4kOcXPU52xywA8np3bJSXqD0nolbKNCBpRb412y4BQsCFg3s3XabDnv0ZFLd2qwk56u2vYaITmdIg6rURG7c8QWJiSoNv8v+BjGdMUbQoSrsPLsqD/QjDNCXrVu+issLLqnV76qZCmyZaaTVVA91Izbrs6YvKyPy2xDJ2R0Zs7YLqXllU90pH2mMfIN0vcVQ1dXSBHgQtKDHtJA7rIa3QL5anWeLwHyIkcRaHIGggpE7RSam0WVpNODl+gFRXqREVyMYlAwxwl0iCKTo1HTUaTXLRBJW9IXMJBNNticsvBIbTxp5JOaRcW0J6m5qo/VcI8NU42bS8I+GgDXeKg3F3DGfM9afyxacr+Pardaxfn8+01xcy6pIT6NI9hytP6c+367dHz40IQ+GQ2sENIXCWSjJWGzhLrKn10UGP2vIJIZBScvMVQ+nSISt+mVsJfQfkNWqYCgkiZCaOwy4lmi9ETR9no7j+gQxBKEnDWSnj71v7gIRdAr1aUlXtZ8EPGzmrlcexP9w5EIut7Nixg9TU1Oj2A+G9PmXKFB566CGmT59OTk5Oi+ev+OViSoNC/xoCRhVrK3ZHQ5RIA2S+A6/PZQ0KC8BugqNeh0SAv5uJXqLjKrI10kHDLq2B7ASx0wF8fgehkI7NZjQRkUsiQ7VTwptYXFULgbPAwFFt4u8oqOhmR3T1oa93IX16o710vzVLK9HaKVKXhD0avhwdI54zmYBgqsBeSe2AfYLiC0HYA0mbDcJtdaJ9wdo8kEQ9qZPcDm4fcyrXnjeIT+f/xMLFm1izdg9vBn/k4uHH0bl9Jtf0G8CSPZ9Gz6O9GsqOpdZIAJofHOWg+4VlgDBjz1nkGt992TDaZ6XSmjmhU4c4se3ruQLGvfUk0gaO6tgfw8k2Qmngzg/iKgrEPV7EAJS0vYbKPg6KK2r4duVWTu3frQVqo0iEWihNoYglbJos272HqkCApSs2ott1jFACb+BOudAu2zKQAwhBak0YstKhpLxR8lB7D+G2CdaasDLAVqkhgiDtJNQ+EQR7mUAgrdlgiQgZiEAI021H84UwTjqWsjwbGVOXYy/3N0peM6B9rfU0vnabdkkwVaPquLaYofga580RuIqpndmeAE0j1DUTb9d0XFvKEU0YvT3pydzy5DX86i+XMvO1efzw2VJWf7MWM2ww+pazad89l4vvHMV/bnqxiRNhkbR0N4GuGYRzPDFhdCPa/efLzqRNauteCyTH3Z/VZW/s416W3ajEm0pGsi868h0NCiTlXiO7WphUh3dT4FtKbtLAfSyDYl9Q2n1wUQb2I4gvZ6/muZdnsS29GtMpsJdJ3JUgkNjX77JCvlzcEzRB2pIy2nxdXLdzfa+glcWEUjQCWakxomnzNRESRdQuLAkkFZtUt9OIrDbeED0A/iwd3WfGF2VTkrGyhtT1Psv7uBat0kbZsR4cNWbcDpujwtzrI+8qNQkn62jVNuxlklBG7Kip6RQE07UYIY1fYUnYtLHty3aUyCDurj4Mj6C6IomaCmsROF0IRvXuyY6txfzx1kmUFFVFBzx+WrGD6W//wA13Dufya4ZyyeA+vP/9Kmw+aYXlqTWuu4okbb8xI1qGzWtiOgWGQ4vW/6jObbj6okEMP7n1G4V79u5Aj2Pbs2ldPkY9bzTdFyKsOcAm6u6r2r8iZBByh/HnJOEuiM3PtFsGEymaiIIrBNJuxSC0aRo7dpcdsPopDhypqakxBvaW5q233uLGG29k2rRpDB8+/IAdR/HLY33F58xe+zrrlzkJB22k5lRz3lHVfL3jaIq+7oBpCsJH1b4P7SY443v7GG0MZI1EVNqoL5CGK/GxRUggnZagFhSn0bFdaSLpxq2HOHrwNjYs7oy/ME6n0pSkrQvg2Rm7iLk/06SkxoWZJhG+xrvpgQTG9Xr4M3QMt4YeBCNohX2pj7SB4SShgaE+hgOcFRJDtzzopWbNwouUWROCcwf2ZNP2Iu78xzQqKn1RO/zKdbt4Z8ZifnvtGVx67gDmbtnMR+vW4qi0psVHjOu6D5yFtTsJ6xpoIYEWqjOy9+qcww2jBnFG/9Yflmxwp44c3SaLzSWlsWFi6rfVIv+u/Ss1a9ajFmp80Wx+iaMskMg2D7XbHeVBRMhEOHW2FyjtVigUB4+3lq3k6fdmE1y8GxEyCLZNwhzXk6yPtuAobCB2nXKhfU4jcRW6Dkd1RtgNZH6sF1uwvSdhX9q0gx4EpMC13YbvqMSu7J71NuxV1PZ547xRDRPn0q3YNhch6r2/Hd9vICXQBSPNia3c32hPf4+svfaXa9rqGG4B7iQr3np9HzkhMJ1g2prnRR1uk0xFnof0uTvi/i40welXDGXdok3cN+JhqstrrNlVwOqF63j3Px/z25du4ZxrT+e7GYv5dvqi6O9x8wubZLy/mpoTOuA7LhfpsgPQJy+Xm84exGm9W/+AbvukIXjsHagJ5ScIE9PAC6H2LthQlMvuygyOzonteEfGW5rS7oZUhraTizKwK44clIH9COHTj5fw5+8+perC2l6LBHQNEZDkzDSwbdQJewRoAhE2yfyuNGFeEkhfXIxMdqKHLK/pmvb2va2xGX0FO2okyfkm3hzNEtKIeEmrMaAHAARGvVjZjmqwV1qLjCZvrsJV2Dj+m7MiTPaiCqq6JMUVdLGXGUYCoqFpJBLnHr2RgR3qptY3iSlxlIbI3RlGC0qk3UYw14aRZ0PmgC4EDpvO2AF9+fN1r1NWWm0dt/ZUmLXlePmZOSx1zGX08KH06nQqE16cT1lknU0pyVpSZ1yP1EEPSLSAARr0PCqXif+6phkFbj385fEx3HPzqxTlV9TNDJASW00QqYFp161V6Q0TrTpA2GOy/cIM0MFdSMxsN0ndfSGBcDJIvTburz9W/KWwZoAkJ7W857MiFkNqGLJ5ISn2nleLZNMkU6dO5frrr+ett95i9OjRB/6Ail8Mywre5z/Pf8XWpf1rw45KpKnhcAcZdPkKvktJoaAmMrVaxnqu16e27+PLNRGOIMIOwivQC+1NzgAWBljBM6GyKoldQpKbXY6uy2i/3gwLkpxBHJqBQOJp48VfmIxEYjgtgzVC0vYbP8m7G/u2OMtM2i7wUzDaBtgbl2GvcVUFpi16BtB9jQ3szcqnNoNgisBw1Q5ky1otCEjQBZoQuJ12LjzxWG7761tUVvtjTl/ES/up1+bxzrLVXDl8AMeelM0z7y4gkEb0Ojhq/ReiAwfCKrNptwz5A4/qwKt3HDlhpoQQvHDJBVw1+R2KvN46o4WsPSHh2lOjWZqsBa1mnLNCQ9oENPSqlES9FKUAI9mO1ARa0ED3N4h9b5iYpkayO3GsXEXL0Nq0W6E4ULz45TdMGj8Jz6pS6zUnBMKUGMk2ii7pTubn23EU1RrZbXrUc70RwgqxKnPbI/LXxf7UxENi2sGsfZ86i6wQa768MPWidCBCkuQNdty7dGR9gQwZ2LYVYdteggiEEcEwwh9qHPKttBLXwrXU9G+Hc1tFozJI217eBUIgbZZRXyLRgmC446RrxrtAtxl0P7mQTmdU4/ynJFwBBR/p7J6iEyoRaLpGcloSw644mTsH30dNpTfGeB6Jyf6fm17k409WctH159DzhKN49S9Tm65C2MTz3Q6Sf9iJmexg8Nn9eGzClXsvcCtBEzpntHuSWbtuI2BUQHSx0oYm8khcdcm20iymLB2Kx+Hn9KPWxM1X1Nun4daG2LXWPQugNaC0++CiDOxHAAF/iAcWf05VH2GJd733l3RAwfk6WnUbXEutFcCTtnrRg4mt0ZYR1yRjWRW4rLjWGat8lB3jQgo9fic24o1kWi9kZ5WJo9oklCwwbQJbVQh3QYDy3nUepjavxF4pcRfXGUH1mjDuwgRTgiVoIYmzPESg2iCcFOtpbrgEWr1VyxsiAREGd36YQIYOlbFDrAJI9zs4po2HZXgJJ1J8Q5K+php7VTi6HwGJZ3uIpN0h9pzqIalDCs+PuZDty/ZQmN+4UVK/Uite8bP+o48J2FIxRVq0oeYqktjjePtFj2nC+vX5bNtRQl6n1h0apj5t26Xz4tRbmfnRUl564jOrsqZEC4atRmGD9P4cBzisBqq/jcRdVG8aX8harDeQAb629dYUwDLSJO8Gmw9rOltt2IPTBrd+b8LDHROB2UJLgJjNaZnXo7q6mo0bN0a/b9myhWXLlpGZmUnnzp2577772LVrF6+//jpghYUZN24cTz/9NIMHDyY/Px8At9tNWlpa3GMoFM0haHr597ML2baiAyCsAcXakeygz87CN46n7+VrKFhWG5/bliDOdQQB0gmhriE0zUob6hlAX1drTY7Xt0egezUMtwl2qChPprIiCY/Hh91mYN9tQ252kTnWemakFNiSQojUII7OPmzuMNIEc50Tz+74z6KQ1sCwZ61JVWcDAlqMx7ppqwvNEg8JhJMgmAq2Gittg2qTrjnplp3CynBJ4neCxJp9llJvyFqA4ZYYboGtSpKW7ObZWy5i5ZpdlFZ4E51pJLB1fSH3+2bj1HQMPXrp0H2gmYnm6lvpFm3exe7SStpntu7QMPXpkpHOpzdcw9vLVvLEvK+t02uCHhSIcOPrK8ICTVrnQ9qIiSVsuASGTcPIchPMSYJ6hhzNG8K1qwrdb1gD43YdXdM4rX/3g1PRXzCHUrsVisOFUq+XN297jeR11qwZUastAJo3TNvJ6yk+vwttPtlqGckz0+Ib12sRAC4X0uVE+Ov6wM4t5YkLIax1PuxV0lqLbI+Oo0AjlGkibZLknSFS1prUdKmdwiYhnCQRNQEcu6qQ7iRkNydicwFaZfzOppAg/UFslSHMFAdadTDGBmAr8TYKnxKDaZK0ogB7QQUVZ+URyoqdTqchyJJOurdLZk1lacI3gt0R4tQLl5KaVWOVSwPdBZ2uN8i9xGDFtXbcwXQe/fR+Fn2+jKqy6oRGewms+XE1P6SFSNlc3GxDmDAlelWAxR/+SFlhBRk5R077P93ZlQvyprK27B1Wlr0c3a5FjOr17UpSo8yXgmlqVPiT+WF7NwZ13hxNY3WlJZqo82av21fWmu/rh9tx0CHppANUM0UEpd0HF7XI6RHAR18upaxnUzGmoXSYE9GxHR0+r8SzMYHVtuGupqxb7MOErNV+wk7ZxGMlEd4wjmIfek0IW02YpN0B0n6qxLO5Gr0mRPrKcty7vIiwRA9DUlGtcb226M5Sf5OPrZDgKg6StbQSW41Re1TLI92Xpe3N9gCaFeomeU8YPRB7JAn84+yRTHztZm46f0jCfJJ3+rBXhRst2iEkaGFo+30NN59+Iid07sCS7zah6008ZlIQLnNQs9xN1R7L09BVZIApsdU0da7r2L27vBmpDn/Wb8jn3xM+57bxr/PgPz7ElurCLU20Kj9aTQARauwZKYSgX7t22GtnhgfaSPxZdSvY2QKWcd3bIda4DtaU/cquEHZKtJD1MjzvrL60bXPkGDwUjVm0aBEDBgxgwIABANx9990MGDCABx54AIA9e/awffv2aPqJEycSDoe5/fbbadeuXfRz1113HZLyK44cFvz0OduW5xJ/epi1rXBpNs6TS7E7Qpa3eTNEQUI0VAkaGMf60UNmwn2FKUjaoZG2WsedL3AWaJirPIglyeA20YeVs7s6lYqACxNBVdhBav8yXBl+7O4w9qQwaduDSC1x4QTg2Wggj/WCy4yWUyIJu/Y6bkAw3fIAD2ZYg6YN6/vPS87lrQeu5vpTmphmLCMD8A3Uu7btFPYIbh99En3ycvlhxTa0Jqa+C8DmBYQkaBhIXWCvkdF1VJqj3rtKmxh8b0Us37mHP0+fxZj/TeX3784g0+HC5cOamei12kUNz6QuBP0752Irt0ZLTDsYtrqzFkzRCGe5rBAJDbwkTbcNb7cMwk6dQI4LoQvGnNWfzNSkA19ZhULxi+e1d+fhXlsW1+Es4qyTtKGCHfeeQPmwjkhb/LXDGu3bIJ2tPIBrbUnihTaFxFUUJG2tF3dhCHdBmIzFIXJWe9G7+6m8MUhoeCVGDz/YTJwVJnbDjszJgLRkZEYK2LQmZ6gLwLG1mNLLemOk1s3wlUDS8vymQ8RoGkkrC3CvLaXtf1dgK4odtJZI/n35eUz+5ziuGNY/YTZ9Tt5ISlYNQrOM69Gy6WBLg17/CnPTE1fTvV8XFs1avtf2hF5YSTDTRrCiBrm3kLANkKakcFvRPu1zOCKlpMS/lCWFf+WrXb9mSeGfSXe0QRcSXYAe8dlscHo0IRjUoR0d00sAmL32OL7f1h2j1qnAREOzAibENUtZl6/ufj42/SocesqBqaRCcYhQHuxHAF+WWquPJ1QUTRDoAGGPht0LjqpmikkDw7AE3Lt9eDsl4aihUSxszWfgKA+gCYEWqnVJDxloISPqKC6qw9iqw9irwtR0T40tt7CmYu0NyyNKkv1jFbvOTMV0WSu/hdwCZxm4KhOE/aznqS4luIstg21ksZI/HX8G53U5BoDrRw5ie1E5M75bE1tPCe78xnHocEvIMBE+gb1MY9J7C7l+4Am1ccTjN4wkddPrNKFFBxpSllVReXQ6ZnyHw0YkJ7fukCZSSl6dtIA3pnyLrgsMw1ocZfHSbTjbpyO2l0IgfmxBKSU1GXaylvusGOo+A5tXIgxJdQcb3jY2jER9bgEg8eZCUqHkuP6dufsmFVv7YHAoF1s5/fTTm4y5+Nprr8V8//LLL/ejVArF3vn22z0IzUSa8QdhpdTI35CD55RCqjNC6NUmYbH3jrqob+iujdChtfMjdrsIOzUaBsO2VVkzfwQCe7U1v1zrW4Pe04s0AQ0Cho2AYaPMl4Qt1RrcjnSehABRLepmFidADwIOiexXQ3hdMprPcvs2XLJe+LjG2u3PsDyaIxtDqVYcc1FbgL+efTpnHm3FQh1/1slsL61g1k8bYrU76jMf+76QWm1MWBM0Q/DinO+57OTjMAyThK8JU6KFaz27jNqZdNJa0NSfTbNdVzyu1q/dj8+az2vfLUHXBIZpDWAs3Lwdl8tG2B/GTHBPGFJiFvvIWl6DqUMo3YHh0DCcGsFMO2E7GM4EThNCgCYJtEsm0MbOKX26Mn7MaQewpooIaqE0hQJWz1iO1ETCxTaFCUlrSim+9GgqzuyEllRKatle7ncpIdh4BdL0GZsoTncRbuehoXYn7Q6TujloGcGrDCSSmpEGlYNNMKgNFxPGbBNGs9vxLKiNz6LVibcIhPYaXk34QxgZboqvO57siT+iey0nM9faIrwD2hHO9iBFvUW8TQmawLNwG/aSWqN60CBzxmb23NEHUbsu1iNnn83QvM4A/O6SU9lRXM7C1Vuj+2NK7O4wnXoWoDXQ1aDXhr/KicMdwnNMkA//9jbDrzoNI2wk1u4IhokIGkiH3iynhYYkp7XuwVwpTZYXP8q2qncR6LWx1zWKfN/g0d14DZnQS1li4LQXcuPgzfjDlhnRaTNiUiS606MmI6zTnuc5i/5ZN7dgzRSJUNp9cFEG9iMA6RLQDKd00wn4BDLFjVlSQTjFBprAVhmMdhahVmvsNnDExkoVgMMrkXtCSLtmfYS0PN0NiVbhrzVeS6vjGzbRaldSr2dDByCQ7arr/Navi33vPVNp9WUx3IJAllavM6tRcpyNjl8FkXqsh5oZ8eYTdV1sPQinGB3of1weY446jk6e9Gh6XdP4+7gRiByd9xasRAtKHGVh3CUyZuFV0k24wA/Hh4nYPeR2DeMnQX51NT37dGT2jOWx5QeMJDumU6+rf4oDzR+y4sGaOrkfl1AwMhNTI/Z4DfKxe2wc06vdXs/ZwWRPQQWfzlzBtu0luN0OTht6NENO7J7Qk/+LeWt4Y8q3ABiRGPm1t2PINJHZHuw7yxvZLKQAw63xbXo1KeWStE0BRD0nzfRNQRAGvk4OEg5VCEE4Bcq7wjFDOmG3N8/LRPHzaNlYcGqqmqJ1EvI3L2a0z+dAuEDzGFClIXSrc23d+vXfbRKhyUYdUQSQatI9bzshr52y4hRCIRsOR5jMnEp8lXZqdrdFUmu47hxA72l1iuu8xazjSGENNDf0TJIp0tLiJozshqv2/RwSSKHVG/wUeNtLPNtrZ7TVPtKmw5qBFKrv3CQAm2Bwp46c2Lkjl/frQ7vUugR2XWfCFaO5f/LnfLRiLaYmkW4TW0cfxhZPNJ1pkwTTTYzkurA7mh92FVVR6Q1w7FHtmPf9+gaVlNiqDfRAXQcy9zsDb65GVScbQgo8WyTVnSWOpjogEpJdDnq2b5M4zSFgW2UZb61bwebKMlLsDkZ37cWwjl3REoQ2mLZkFa99twSoi00f9UA3jGh84EZ7S2v72j0VJOc6Cac6YgYl7D5ZG3u4KbdKgeFxYPPDiV07YGtqpqCixVDarVDQaB2IeAgJImgi7TplgzLxfFaF6bRZ44MhGWvUlhIqquIa2PWgQTjFbs0Qi4Qei7waOwURq+vM7oGBJv7BkZir1KWV4FjliGp8faTLgRQkNLJLwHTbrZnVxV40b53DkyYh/ZN1lP1qIIZmQm0fylZYjWfRblwbS2LOh2tbFWe4s+l3/NGM6dOHHE+dJjvsNp657SLumvwx85ZuQhgSW7VJWno1ul5XuJoSN+vmdaVgfZuo51xGp3KSHTsI+oMcM/hoFs9aHo25Hg8hIfulHwh0z4xZ1LU5pGal0P6o3H3a50BTGdzGpsqPqA7txK6lkJdyNrnuExEi/rt6c+VUtlW9C1BvYdPamYUygENIfKY96sQQIXKqKkObkAic9obPgYiGlUmEqL0fJZK27uMTllHRsijtPrgoA3srZXdpJdO+XcHanYUUOHwQG9YMEZSkLPOTtDkIEnx5dvRKJ4au4c/UqR6Qh+muvfxhk+RNlaQvLUHUep7L9MTTdTTTisNKsMEDlpaEWVSFrum106TrPNfrI4Fwij3u3KFAlgtXgT/hsSVQ09GNdGh4c/VGU9OkZi0ghikx7Y2ngDek+Mc1jLr01Bjjet0uggfOPYt8WcNP/7cER8CB4a73yKSbcE8NeCQxToUdTVI7VfBd6XJGnHsCL//fbPy+YMQBnrDHYQ0kiNjySZedpIIQvtxkMhaU4CwM4O2ZRXJp40XhwDqv+T0N3lq/gquPHZDwnB1Mpn3wI8//dx5CCKSUaEIwc84qunXJ5olHLicr0xOTXkrJ1Le/q3MybIBpSrDrmMl2RE1tw7O2IRhO0tlzdiYiLEndEogadupfadMhiHsTNjyOS7Bo9XY4W8WBUygUB47tpeW8tWQF6wtL8FdqlpbWw7RJvHkmwRxLMFzFUIkTUakhBDiSwlFjpJRghjWMUF2j2e5M3PGXAlIzfKRmxI7Ie1L9eE92EVqehs0r0XvUxBv/BmTCMLKhAQaOH+NrlbUn+LMc6LtNQsJGI09yIUCHYIokkFlrqNUTv7jXrNzDX4YOizGuRxBC8NCV51BR5mNm1VacXXxotnBdN9Im8bUz6sLoRLY7wdfRZM6OjYw+vTcT3/6aYK2TAFJirzDQwrHeWUJC0h4TR0WQkmPspO6wwqL4M612WOORCOuY3pogH/+whguH9E5Yx4PJs8u+5cnFC6Iz+jQhmLZhFce1yeX1EZeT4YpdmU5Kyf++WRT1RGuIKWWd0bx+AmEZ1+2VIExJKMNpGTganqe9T2asdeSQLFm+nbEXD9qH2ioUCsW+sXP9bj55aTbb1+wklF/eqNNiuHWqBmfh6+4BE9wbq0AXOItD2Ksk1V2TEHptZ9GU2CvDOMtCYEqEacK23QmPrQcNwoh6A5HW+7KGZOxnVpO8QCBDBt6Tjbh9HuEX6GXxHYjMDlnou0vi/hY5ks2ZTNIOH45l2xt1p7SwiR4C90+FuJfsQJgSLZi4HZL/p5nc/+3pMcb16LGE4F9XjOLG8Ptsf2sDoVQHGHVHrC528+1rAzCC9RY9Acp2plFmpvH9ym2MvPEspjzynjV7qgk7oDAkzvUlmHYNETKb7ZNbWVLFgve+Z9jlh76/KKVkRelLrC57tdYT3USgsbnqY9q4juP0dk/h0Bv2uw02lk9qIlcTXVjx18165zgi0dZpre/EGM/K0zQRI3u+bzE90y/da3qForWhho1aIS/P+oGRD7/My3N+ZOHarWxYVWIJUK3YO3eE6PZoMW3frSJlaYCUZQFyPqzGsb0UKQzsQY207RJXsWHtY9OoOTqNglGdCXXIxOiYjXTG7yjXD2vS+EeJke6m9Nhkyo/2WJ7tiSqRoJduJNkIZDnjvp6txawE1V3cVHVLoqZDg+nVUuKorp22HTlGvABi9QhvDnD/yucpCVTE/d2maYwobYNnj4nUBdImMHVrQU3O9zc2rlPn8ffGjo/Q3YJ7H7sYoVtTmqVds6akJYiXLyQkFYWpOaYNSbuD2EorKe9V57Uf+WtqUNJPUNNF8L+Vi5oMeXGwWLBwPc9NnGcZfUyJlHVebdu2F/Pnv70fU85AKMzEL3/gu7Qydg+2k3+inYquOuGGlxXwd07F2yMDX9c0arp6KDg1nR0XZRNOtZGyIxx3ATUA3U+z4uw4KmDNyl2UViZe1E7RcliLrbTcR6FoDTw9dyFnP/cqL3+zmAUbt7IoUBHzfgq0MdlzYZjyE028nSXePEnpCZJw2Ia+2Y1jZTKOpUnotet1CAGazcRmN9BqNOymjA0PE4PEYYvf6ZUSsjtUoAdMqo8Ko6UbTclmXMxOJqE+4bixxyXWYGdNOzu2jW5Eib1RAj1U928ZCQDaBP/P3nvHSXJVZ//feyt0nhx3dzYHrVarVc4CJRQAkTM2wQGb4JcXGRswrw04gG0w8DNgMBhhjMlCoAQCoZzzrrSrzXE2TJ7u6Vzh3t8f1d0zPdPdMwoICfr5fHZnprvqhurqOvc895zn5ITPB/75xyTTtdP3LNNg3Wn9qAhIQyEiPlgBa+u0zyXXYfrvTz10O+Goxcfed1m5jA2yqDG82msaQUCqxw/7FDoFdgbCw3paM3/mP0B4YGj439sfazjH5wvX7tnGZx+9O8iu07ryE2Db+DB/dutPq47PeQ6ff/wudieGKawqUFxRwOty0eaMz15rjJwmMqqIHVVEhhX2VFDY3k4GgRpGOUij5npoAQPXGukoHtt8gHSmfmBGE88dmra7id9HfO3D3+bdx32Qn3zhRh6+eTOHNx+q4hFzx7Ww719OYuSty0if1kn6jE5G/nAFbrei84kMPQ+nad05hT1WCAyuFLitJrkOgd53CLbsgHyxZt/aEPiJenJimpxp4h8aJL1cozqp/exssGGpO1tQ3a31aVHTRLa20L4lRXgwW32uAK+zROCaBkbBa0iuAxQyRf7q4k+RreNvhS2Tl2Q7CE1plClIjiZwi0Fw21O/Wo3vGOjZkbglIvhfrr6Vtt42PnD1nwWBa/OwXAKQrsKPTa9J5vOmpSG59os3znPU84O9Uz9j2+S3gHIkuq5EpI8XtnLf8N9WHZ/NO3zz2lv4wqfP5V8//nb+/R/fyG0/P4V0anoDXWsYd6PsKvSyNbeYXfleJr0onirfRiIg2AOipcao5n+ul2VijmTuxVULqwvYxLND03Y/v2gS7C8y3PTgdv6/m++lkhkuBEJL7INBRLiR8lnyjSQyX9pf1FQKlaI0oQMTCMdH+hAdUcSO+RVj7yVMsmtbUC1h/LiNmuXgVsj1egVBhADLxHAE0qv/5ROAkXVrhywD2eVxCn2ROUVXnFaLsTPaUWEDTanA2Kz+44NB6ppQ1CwKU/WKrzC8AkXf4efH7q05Ft9X/Oi/7goi8v2A0fBaQ4iwrpKFmTNHAQVV5LbhR/he+Ofoq6bgTAc/atSddwXSIDKmyK3uJLsmRvI4weDLBRObBKl1MH6KYPCVgvTqgOg/OJUkWfztO5f/+8P756STleErzc7dQ2x5chCAnOPyzv++hi/ecV+grSuCzYtcj2Rsk4UTr941N4pgeBIhTExCRFJmJZ0xMuTVfdTHB73GkXAarDSEJ0E7cOPd257BzJtoookmGuP7D2/hP+59KPijFPyjLcHUQLAM86KKsQv8oBizIFidlUlgEwprigGB6QrMgyGMg4G8jBAgTI2UGj0axj8YReVnGyZNS6iAWYd8FwKicYfUGo07T41nreuYMAGFNzo453iBpvkMOK0GExujaFvWsd3BcxjALIjaBd1mpdMLV5POFbnhzq01x+n4Pv/12KMAKF8iJJiL8mipAmmaekZDQMopcMOeHXz58YeZWi4ptoJRrKdIOj286KhCocn2CLQtkD5IF4Rfkkop/R1kAcLuI2MU3dr1RZ4vaK358ub7614OX2seHDrMltFjAKTdIm/61f/yle33gVlaXBrgt/o4A0WUHUwuOqRJHNZY2WDzxCxAeFITSulKSn6t4qeVcc2n1qY1wtMYjkZlPG69c/szmX4TTTTRREP88F+v4yefr0+oFrtDHPmLtWi7lJk8Y4PYjwgOvTaGHwLhaaJHc4SHSoSiEKiWcCCR5dSpMyUht6ELHar3QBQ4IkTmvBX4nbG6Y9RRjUqo2sW3hcA7eTVqac/cd6MRjCWLgsh7DbK1eoEgNBSPD+RS3KXtQSba7L5rjCc5muKW/7mz5lgLBZfrr3kECMhv5Un2Pr6EXDLE+P6OueT6jHmMJ7Pc9sguPhfZzeG/W0/6rM5KYFo9aMDMunhxi+LilsZFWwHlK3Y8uPu3HtimtWLb5H/Xfx/F0dx9pJygTt9UJs97/t/3+NaPtzGVjKGVJJ8N88g96/nWv7+S8ZEWlBZszg7wSHYlw24rKT/KqJfgqfxitucXz5IYqX2dFkq+BkHsBQYzte+DJpp4MaNJsL/I8Llrbq/p3VrjJqFdNm33FZBFXbuyOQQaauOZwDnRmnBSY+anD871mJWDVdSqVNcuE/pedH5VISujEFLgRYy6Ri08XGgYWZ5fHGPi5A7GNyWY2Jhg5Jx2xk9vCwjq0lwMp3RwyeOPDvnEjpV1QjTCDaIBtIBCm2RqmcnUKovUCpN8l0Qm04jVoNDcPbqZsWSG2x7exa0P7WJkIvD2jx4aJzWZAyEw006wEElYuEsMtCdReVmXLzeFwd1jW9iTGUT3+vCGPLq7Zt79NERpVzhkEC4oit2RYBEWDgj15AZJZoVAW9Vt1NNIfb6QTOXYuXu44YLDMCT3P7QXgC/ffj9PHBkq3Vczxi6DiIPJtebsrPKqn1ZG07YzWJDKBsEShgsdT83VNAQqEYWxIxW+i5/d9kT9xpp4zqCQ+M/RP9U0Y028CPC5X99T08vL9xgkV0nS60vFNmvdziUSs7DUxWtRQUHnIRuRnT5YJEoOui9QR8PoYvBesH+u6UmkG45PawilgtRfr2DUsWvBE7ieudESCpd5HHx5lMnjwiTXhhk7OUZyQxQVktNTKQfqlToxM9Oku1AaK13qXIMsgpkOCHhzCmQeRBHMYnD6bQ/vYngiza2P7OK2R3Yxlgoi7HaNjZFxgkWCkwoFvMeiArrHCViBmSHls2AKyfVPbWfv6ARuCHL9pXozDa6fICDR7Uwg7eNGg7WHICDUpR/8nJNe/1u23UcyU+xNTTQkIAwhuG0wsN3/+vjt7EiOTAd5lFHaFHL7XELjurJhMtt2Cx+MwgKICSHqk+yl+8YolFx5Ddf/7NH522ziWaNpu5v4fYLWmv/51I9qvld+piUv7g185VrErBT4YcHkMh+mMmilCI8WkMVpx8Vd3Rv0NbtvCX7cInXh0nnHqaIWFCXKFXU3wJ1NTo03yu8L/NWLIBZF9vUg+3owlg1gLupHmGbpEIGIRqrGWljfi7ukLXjNNnH7AwLej5hMvXSAYx88jaN/cw5HrzqD5MuW4yWm687cc+2DDB8c5c4f38/d1z5IcjTIJN+94xjFYrCeCSU9EIKdDy/nwJZ+zIiLEfFqXK0AUgh+8sQTHEwnyS+NMvwnK1ARY17bDWBkXKxkAdXVMm8Uu5iHhH8+MOUeIOsNNTxGIDmSDQIIv/jfd3Dw6MSc2j1aSwoFm+u+fz678r2MeC2Vs2f+TPkR9hcWUjdGBDIyjeR5ZogL7E7V/n418dyiabufXzQ12F9EODI0ybhfrOvdmkmDxGNOY80xwJgq4PW0lCRHNKFJHy8a7LwruyTfVhLF9kMGRt7Dixp4CQvDbWBUSk9Tq6Dxo5piT4TYwUzNQ62JInbcxOmJVBddKbXhGxo3IUGGa55fNe+MInHQJ35set9UaEFxY4HI3QWSp3UGWtxlSIGTkDindNCx08b8a5+nlgteaX29cumkEFx0xhredsGm6dNchUw7uB02xVgC/b3W4PW4S3hDmvD6NDNrdXjKZ/M1B9EPxOF4D851EGEdkNB1GYrAOddSIguwJjvCVtlbd+4SwbqOLlpD81+n3yRct3FKIAT3nuP4FFyPHz76ZKDRWvNAgbJ0QDTVOwSITGqmchqnRWIU/LoFejp3+yxb2sLmeKpU/DaALELiUJDaX8aRkRT7joyzcnHnvPNp4pmjWWylid8nbDsyTMZz6obrFjsk7lLdMORBE0QJe3ENPthDBsaoiR9zAhmTijxHEBekJi1kbxHlC2KGi23UT+XRCgrDYcIjkny/pjASITZQ23ZrHRxfKrVSMWVaAwqyT7YSHpc4HQ1CkMvnWBp7ShMal9OXRggS+1wmN9gBEa+r3TzD0aCgbVcBI6fY4Rzlyg9/Y9p2S8HlZx7Hyy89odKdXzAopiy0rXFaAxJ/5piDLKfpD8fTigd2HyplTZWk2QwalvMo+6yGFxDtXgSMBpl8Ugg2Lu/DMn+7hbUdtQDbLQRF3yfjFvnxvifrP3MFYGhCybmF9GYeIr0gq01LwG+QTGALlvd2cmD/aPWaSYGZ8yub6wI4sG+MY8eS9Pe3zTufJp45mra7id8nPH7bkzj5BsQ0kD25Y15Js8xKk/Zrj4CUiL5u7Ikwhf5o4O8kAv9tZgvaFGTOaSd56RJEo2LoGqQTyMhIDwpTISIdtTOanRMc5DEDe6811+/WCnNwHLOvt24mclVbfVGKJyzCW9Y9/WyWAiNbxI9ZjL5jI35rqLLpoMMm2VP7yW3opvs7W7HG82y5cxt/sOJ9lTYN0+Bl73wpL3n3xZXXzKzCmnJpP3OS6PoMG88OMtYK4yGGH+5l4smOqiunlGL7l+9hYGSCzCntpC7qRkUMjNzCfFSRdcisaSE2Uv84aUhOuvCEBV2n3yR8XSd4rAoCXzskp3Lcct+OoK5ZDWglGZ9o5VCxs0EQoGDUa2GpmsCUjYukaCxa7KVMOXvnjSkcL24n740RMV9YRd9/19C03c8vmgT7iwj7D9YvQlKG8BtHWQGV9GtBEMhlzfCjq84XAm0ZZDttMGWgd+mWiMx6GuK+qgSHOW02RjZEeKxY5ZiWT/dDBl5UYeSYJlI1SE+jpKjvdZXmEEp69DxQCORgABU1K8Y8v9Eld7HEy9hBsdPZ4y21n1wdJzTuo0wD4fqEh7KYk0H63r2HUuzfP0K0JUxuKliwKBvceLXMi8qY5B5sxxsJEb9grNoPvN+CCQPulXCvjTzPwT/aYLFEyfkvEe3mLggf51Bw7ZrXQ6H5801Bca9ctsiOp47gOj6ZYxNsueMpCrkiS9ct4rI/OI/uxR0N+302aG+P0doSITVVX0vN8xVrVvUwOJkkW2y8YLUyqi5hXoYGwklFeqlFdLj+4kn5mr+98hL+4Vu/ZC9ZtBFEUJrZ2rfYk7uPNgn2Jppo4jnDnuGx+Q+a54FX1gIHgmKgi32siRk0ZtXpApU18XI+CEHKjaLaUkhTVW0CV46WkH6yHcMJ5FkKqTBm1CXcVaxBokumdrcgLE10aRppaIQrcEfCxLRLbyLNmOisuzmq0XjtPmpZsOFQVGCnw4hCMLDQqEvsqEt2kYkfkXOf0UKA1EysDxEZ0eiQCIqW9mjclqDTnxx6it3fGSPSYpD3g2Lr2akIhGtErcsSg+8H1618LWU2uLZaBx9NvssgMdjYSVfGtOar9EFJHUjD1LA0SmveeclpAOS8PHsy+3GVz6Gk5p6jgxR8j/Xt3bxp9Yn0ROcWg3uusCjWQtyyybj1bbKnFBs6e9g7NU7RbyxpYyUFUs1PPEgPfFtg5evf976Gj73vMv7249cwMZkLMgJUoG1fq4enth9tEuxNNNHEc4YDWwfnPUZZ8zzvhEDZJcOgFProMEbEhP4gMl3MkodRpuDgV09Ax8xgM30HgK7jd4OZEyAC8RdnLIQR8gnF3Tm2WwMjGw3iQtByAIThQ04gXU2uS2CsbcXalatvuwVMbUgw+sdnBXKxOghSKm90hh8fxEgVGH/dOvxWe25EvxTokMHEq9fQc/UToMFvMZl6STf51TFQ8MMd29j3iWMYRhjfVwg0q84/SMtZqapxhTqKLLv8ENGeHIdvXULFIiiNvXMU4Xi0/3KItluHyW5sxRpv7HPOnCOOi4oYyLxf084oX/HGD78KgFS+wNbDw7jKZyKT5+H9gziez/pFPbzu1A10xKIL6veZIGENYAgbX9efm8anI7SOfQfG8f3GpHhsSaamxE81BFN+hE6ZoRHbpFGc1/cP3DL4Z3g0zp4ExXjxKZaYL5nnuCaaePGgSbC/iNCWiCAdjbKYtpolZ4NShJXbbmNmvbq+ugZ0pLrAmOEE+uJaQni82oEUMG0khUBLEWiRlwnmUqQ7InDMK/2KIIo8vySG2xoiNJrHzHloKXDbQhS7w6iQgbO4SNddAjcm8aIG0tdIF/A0TksQiVdzUSEFsWMu5U1UDQhH4UcN3Lgkv0qAL3DicUQ9Z08I/BBklhkIJ0//z8cQ7vSFsyYKTOxPsuKidRx47ChuRFLoi0zPu/oq4eyP4SzLEVqZQyUl6r4IpK2gHIQK5iLvFfitukYbTF/TSgV2gS5KLli/g1ueOGF651GUJwzvP+ks1vltvOeP/ov9O4fA9ZCHhhFFt9SFQIhH+d6/3sB7/+VtXPknF9a+Fs8SpiF5zStP5jvfv79mZLoQEInYXPTS9Qxla0dGzjpjQf1KDcVOyapzl7L33kMIISoyNeXfX/+WM9l0yjLsLylC8wcxIF8AqX+/61DPYYpZY2XkJpr47aM7Fg+ipGfc8rMlsERRos0aGiLl42tww26bxiq/lqlezglERaNEacngQ30MnD6EtEtlqkQQiS4kTD7cQX4wFuizClAhyB5M4CbDhLrzmBEPrQTOZIjiaATlGuiwj4uBuy8KgyF6Vkyy7OSjFDMW47s75qQhV42735u+FgKKiz3Ce21E1EWbHsoEFaoXAx0M3otCdqmm0KPwEtVvO+2Ke9UQp1uLeDw1HET3h2dG+FeaqbykFRXVGCMH2gTtB1F+Gsj1SRKH/UpxrqrPptyGAW5Ulq69JrcokCCrLJdmnPP+V55DbyTEX1z7Lwx3H8DRkh2H+4LN9FJ04S8O7uQLm+/lM2dfxpvWnFjvajwrhE2Tt67bxDe3PVLTdkshaAuFuWzZWvak5t8oEo19+BntgmfA8Wv7eWrXscpSstyn0pp3v+YsNqzqD+R1vPmf80bTdv/G0bTdTfw+oWtJjWAbwwDbAs8H1yV8KEduXUv9KHZfEz5YXXhEHByC05aAEFj7R6vek55Gh0uZTQZI7aOYkek0wwe00tMFwgUQGZVkQ1GcnEs44WBYPloLnKxFIRNC+xKtBG5CEDEKmMOC1AqLyQ0hrJRBy65czUyt8jc1uSGGtqa//04LhCc05miWyPYx/LhFYW1HfR1zQ+L2x5h4xSLSZ7XhLp4uromG3Emt/CLvc+FTCQYfmyKyPkPr2anpCZYvQen37lPGSO5qIzOYQGuNeWQC1RJGjmcCW+RqYk8mA+K8hu2eDaFB+pojHziOgS/uQJeys0W5U635s8+9AzMW4jX/94vsjqo5pLQQ8Mutu/n3X9/HP7/hcl5+4rp5en1msGSUlYkr2TP1U3TNYmOSqNFFf/RsJszGUjIAok6NntnQpXuxK7SeseJ2pm/IoE9QnNL557TZK4PPaQHNiqbkyG8cTdv9/KJJsL+IcNy6ftrzBuOWj/A1ViaIxC0/2pUB+YEE0cHalbkhONZrn1sIxU4qnDY5JxJ4po+sAadFEBkLSAAtRWVbXPiq8oitRIwrguKpLRZeqz2rXY3X6UPIRxAUrBRKIxyNkfcJZV2stCS1NkIVya40SEH8QAF7anqsAkApih1htBCE7jPx2sJ4DSILtNBkBhRCeaz6zzGEN3c/VivNgdt2su7cdTwyNVmdEz/n4moKWxLwaBi1JxyMqj0Ys5FzMXIuQmmMtiz+ZIxKeBxUwhOFp5BFP4hil5rI0gKJUIFz+vfy8BNrcePBRsgZi5bwsZdcwO67D/P+L3wL6asg6m5wBIrTaWNa60oXX/mr79Iz0MmZl/1mHPW3velMHttykK1PHanSXjMMgRCCT3zsVYTDFkvtNha3tXA0OVX3Ee1FBUIKdJ10Nggu38b1S3j/a8/n1IFF/PrmJ7nm+w+wb0+Q27dydQ9vfNtZXHRpkMo3figJ/TWiKmbh1PUDT2/iTTxt+Frgz65i/CzaaqKJFzJOXbmYiDLICz9w9Gb+o2RWUiY6Xj8SSQhQ/uyIMFCeCAqcpqo3zrWY4U1qyBVsjv54GfF1U0SWZpCmpjgaIr2jDXc8hEbjtFEi2DWyKHFSNm4qVN1u6X8RKdXA0BpMxeITjnFsopXDE204Az7RQ2apmKUonRGcWVzhohIznEEJbrePPQh4JpkBk+yJRcg0tt3FHoUf1lVE/exr86h/jI29fTyROdpQ3yUYpgYlgh9RKEZ98MFKScy0QJuSzCKD2NEgi6+KrpfgWwKnRaJNgUaj7CDjLdsPoaTGcAJt3LPWDnDVq17CY/ft4eMPfB57VR4E7DjYR8G1Kq1qKG0Waz5y3y9YEm/lnP5lda/Js8GHTjmXB4cG2To2XOU4GUJgSsl/XPRqbMNgbVs33eEYo4Vs3bbKWQSNIIDTjl/Gn7/uHE5Y3seNd27lez9/lP1HgizNtct7+INXns4lZ63D83wmJur3V2lTwIknNm33bxpN293E7xNOu3QThmngez7YFmJRL7QlKvIgOpuj7YEUueNb6zdiCFrvrNYcEZ6PcXQSv7sFa/dw5XUN+O3mNFnva6yRJMLowouAXzLH0gUzX4oe15oyvxoegUKXwMXGzc/KltZgJcEqPU7VsI1neUyuMUk8OETigWP4eYnR01Pamy/NsTSU4fNbcTpmrDMEuDFNdBh0S5Tsy9ZjHZlo6GNpqSksccmvXjTXny67+WGDuzZleUmxG/fcQ2gfRB0lNe1Dy6oU6cMJMCTeim68Fd2IvIP95CD2nhFwIHtaH/FH5ieZtYTioijFpTGG37OR7l+OIkeTaKU582Un8iefeAO3//h+3vnVH+AsbaHWoiKgRTTK1/z1j37BorYEJy1dNG/fzwSbOt/LSGEzU87+KpJdYCCFxXn9n0YKg3Ure0nEQqSzxbpt5YcXFm2/Ln4qZ/W8g47QWnalruOp5A+YcoNMj+7w8ZzQ/naWxl+KqzK4er7odQBJd/g3w0s0MY2m7X5+0STYXyTwfMVdm/eyfKCLqUNDmK6YsxsrfBBmiOzyFmIHpubKsgBeRxQVmytRYjia9l0OpjPtHGnADwXa7LrUQq5LYuYVVlYj/WpHqvyXEzOm+/YoFW6bNqRaaopLPbLHu7Q9KEpj1+BrQpMOZiFI6Q6nfKwtWXK9FsU2s7Rb7xMdcrGyNXZrNSBKSwINFCRYcw8rI9+j8KPQdXc2INdr+IVBW5r1a3s5MGlwNNUg+toDa5eJ8o3qRYMU+PGA2DUzDobyEa15/PFpfTp0IIkiih5GrkSQK0HnRUmEhBNWHOJNax5g8+6TOW3J/+WKk09myxOD/MeXf43ha4TUhK0psPM4hdorESkFP/z8Tb8xgj0Usvjcp9/Mz254jJ/e8DhDwyks0+Cl563lzW84gzWreivjeM/5p/OJG26t2Y4hBCeu6OfgvkHsidpJaMG9CVecsZ7Tli4G4GVXnMjLrjiRfC6QHohEqu9zy5BYGR83MevzqTSq6Y1GWdTdYKHcRBNNNPE04Ho+d27Zy/pQB1tHRyl2UkWulyGKEjFpoNt9ZrLBZR9U+0x7uhVotC/Qw2Hw5cxX0VF/OrBIg5GT+I4k9UQbU0+0z2omeM4WunQl0t5LKIycQDozHO3SZrcWAsssbXBbirb+KbYfXcR4urR53wrptR6hcYmZCc72W3zcPg8Vm2todVmmBYHhaKwJQa6BkprTrlChGdewlpEQgQzLuauXcnRfkrFifZJWAPhiLglvgNuh0FJgpQwySwzMAlhpVYnU1pJSXRdBobNchF3glDLVTAfCExDpsvnY2y7mFScex0MP7+Pb995M21vzaAXj43EKObvuilwKwVe3PvAbI9hjls2PXvFW/nvbY3x7+2Mcy6axpcGrVq3nzzaewdr2QBvVlJI/O/4s/vGx+rb7zCVL2auO1bzHgcr9eOXp69m4oh+AKy/YyJUXbCRXcBAIIuHphZuUEilFXe3YMvp6W+no+M1J6TTRRBO/X3CKLvdf/wgDxy3iwK4hxLqVYMhq7e1ohHghQssDk0yd1U6VEfE1GIKuawcJH54b+CaTOUJbBpGFGVraAqYu7g5+VxpZ1LT+/DDZ82Ogwli5WQ9VrYMgrrwPpoFE0LYD0ks1zkx5ch/CY4LoUYGRccC20QbkuiW9391BeE+q0qRfOIxoa8Ff3A6GILcoRGp9FKe9hoES5U1mgZ+w8frnBvBVXdMeD22XrlG9YDUpcNGc9N4N7Hcfp45LG7SXtjn2YP+c13XYonjGKrRtYm8/ihIO6QtWEL9zf8NIdqEgdV4PCEF2ZRjvTUvpz6ziU2++jPPPXsvd1z7IN6+9E+c1ayu2rHwdarYn4Jt3P8KX3v6q+pN4FrCNBJcu+QY7kz9kd+on5P0xDBFiefwy1rf/AS12sGawLZO3vOI0vvGje2u2I6Xg7PWrCJv3Meq11JR/EWjajSyndF5MZ/g4ANa1vZa1ra/B0zkEBuaMunligRRji7UU22iZ/8AmmngRoUmwvwhwZDTFBz7/EwZHkhhSBIWz9NwiUmVfuri0DbfFJnpoCjsZRMTpsInbGcdvCdc0atEhj5k10DSB4+hFpp124Wla9zoYk1nssZImedjCb4mio4FGeGaxiZOQhFJglGq6CR+Up/HaFLkNLl63QpsgXIhvDSLQjLwfLBIKM9KxCIj/xKBD/KBT9fpslDcDnFhwkJkHK09QEK6yApiGLPqBAywEid35xvK3Gh64ZSudV6zhSCpTdwxWTgXkRJ1Fgx+1kHkXKUH+eYrIze3k7yr3oZGuCiLXhQYt6Lp8gti6PAJN3CgQCxc5d+NDxK1P4an/5cfXPowlXTa8Zg9rLh4klAgWaeNbwzz1rU6O3VOdN6+U5qmH9nLw0AiP7h0iWyiyrL+DczauwDQkSmsOTE3iKp+liTYiplV17vh4Gq2hqytRV0YlZJu8+fVn8ObXn4HnKwwpahaCedOpGxmcSPFf9z6CIQW+0pW08DW9XfzVxefzrm0/pDWnMQolyZfpjyNYGC63OTIxNaftSLQ2M3PGWau5955dZEyBH51Roa/0UzqKd7721JrnNvHcolyJ/Llpq5mq1sQLEweGJnj/F69laCIdPOfqkOtlSTU5aSG1Qnd7eH5peaZLkes1I0YETFjgVpPrGBod9yvna1+QXu2TW6wqerHWFISHBHYqWEkYBU3bDkiuB7eNICo7rvGUQjggixJZ/s5qjUhJ6AfR5ZBLSsbTkaqJqRDkFymk7SFMXb/QlQKZk7gl4t3Mg+OFMKIevjd3iWpmfXIDpWd3PRJ3xuW5bXAvXaEoY4U6RTegNrk+A16rxsxoJILJdQY94zaFpIMWgea6F5uOXBdAsV0HGwA6yDKUCtxRh5/c8DgXr1vFD3/yEKETsww92cXkgTaUaxAH/KjC6fbxE9XPNF9r7jl6gINTSe46sp+s57C2rYuXLl6BISVKaQ6NTuIpxZLONsL29HVTSjM6kUYg6OqI17XdEdPivZvO5L2bzsRVPqaQNW33Hx13OoOZJN/e9SiGkPhaYQiBrzUbO/r44LJz+aB/DdpkLvlQ+ttEcHQkNaftaHiu7ZZScNppK3j44X1VmXGz8Qd/cE79N5t4ztC03U38PmD/kwf52BX/xPjRSQxTIpYumkuuQ/C31vQ9LJG5oyQv6YOSLGl4X4aOXx0jviVZs4/Qk4NVfryW4CwOk7oiINhDw9B9s0/k7EXEX3qE0HEE2WjHoqS2t1EYjSA8RfzXOzGmCuTPW43fnUB6gtZ9Am/Qx+0E4QmsKYnwQORdwk8ewTl1BW7UwNo3RHhvqtr0uS56dJzRSzrJbeisL32jNUZWYx5JghB4XfEgur/ooUNzbbe1f5zc6ngQWDbfV18Ibj+2nw19YQoNNLyP3rcI5Rpzo+ZLn5Nz4gDmvhGk1hx7eyeLN3Zjf2crRjLY8KiYJhG43mOvHsDti5Qy8wOpuqNhj6/v3sKZp6/kx/92PdmTexGORvii6nxlArM2A3yluWPHPoaOTvLQfXsoFj1WrOrhlDNWIqXA9xVHDo2jlGbRQAf2DNvt+z7jRyaQhqRzUUfdoqqWjHFCxx9xQscfobSHwKh57DteewbHRlPcePvWab+7tHm9ce0i3vfupTw0cYQHMmFyqmyLp423LVxOjB0h5x6edakFlpi7sWLKMN3hkxgtbKHRB76x40/rvtfEc4em7X5+0STYX+BwXI/3fu7HDE8EBsb3NUadollAELUlwO+KMrkkBkoTPeZiuI39UKSoFD/VArJ9klyfiZZBpLBvCfrvyBDZnyx3E5yWczByDm5nDGdRC9IVSBeKLQKjoLEyCjcOhV4DEIhhE2PKR3W79NzqY+RB2y7uWh97R/1taiEIxuf5CK8kUWObIGVlPJPHWeSWTBMAoSQwQ+q1DCOvMBwFRulcf/4Hhed4JGpVhytDa8z8PAVmtUZFTE4/cxmrswN879EHsLo9wm0Z/FGJMxTk/oUWOXS/fJz28wLyWCMYsCdKjSimiju46f6/4/EtfVx01UN0rkyWLwMA7esLnP9vR3jss73suWZWpCLw5o99G2UbgXFXmo7WCC951TpuHt/NYCZweqOmxZvXnsiHTjqPW3+5jR9d8xBDw8F7Pd0J3vi603nda05rqFduGvWvlxCCD196PleeeBw/enQrB8YnaY2EuHzDWi5at4rJbA5tCJKrTCLjivCEj3QDYr3QJil0GWALWqPhun3Mxpveehb33LWDyKiDH5Y4cRNtBjUFQjmfDjvEy19+0oLba+KZQ2mJeo6qmdfSDW6iid828kWX937+J4xPBZHTHhovSkNDLJTAkorW9ixaw8h4As836pykCUmPTstlpNhWfgnDFWBojGMWwgHhSfIDLiDwZ8idOu1BhJud96HFJXTQInLQoGMbFNsgs0TjdgQReNoGP67wXYWRk4THJMKy0I6AYZukbdadl/IkpuUFfLgIJMt0RSeHQCLGkLgD5WrlYKWgu5gjSXVUk5VRQVHMp6G17SifnmRojuM74zI23Bgvw49pLlq0ijXxdr5z06OIuIETC5xy6QXnKhuKbbpKEz5UMt1Ka57ce4y//Or1bNs2SDrUTTFnM/PCyZwgctCisNjDa6/O0tPAS6/5enBcidDujcR4XeJ4bn94L0OTwRoxFrJ5w7kbec9lZ3LTr5/kh9c/ysh48F5/TytvffVpvPbyk+o66wCWbLQWE3zy9Et5w6oT+eGezRxMJ2kPRbhy+fFcuGgVx0amKtmLyFKEf/kRrYIIQS00LfGF2+43v+lMHnpoX53xQGdnnIsv3rDg9pp45mja7iZ+15FJZvmrS/6e9ESQsewjEC2J+s9MXyG0xvYlVtxFK83ij+7EHizWDd4y4hojAc6x4G9tCNyVPWQvXETiSRMzBfakIHFSisir01UyKfGlGRLLMxzd1s3I0ThifSuJx4tE79iJs7iN/EndOGfbsMRBlOKkvHED8ymTlp/tRCBwHYUbF0R3jNTlPlseGCK3sQujEEjSBEF3zJBlE3Rc+xTRUvS7NgTO2j5Ef4jMmf1VNjW8awJrcJSUTMztqBYEOL6Hc5+FPlMjapD8viOZ3NVeJ/hgeoz+sm4uuPwE+obi3PCVn0HUIntCO6EjWazJIHivuDTGxKWLyJ7UUTnVKJQy9zQ8dGCQv/7cd9n22F78M06vIteDg0rXiFLW/sxxKs073vDlIB5ABIR2d28L5567lntu2cb4aMl2x8Nc+ebTeesfnc/PvvQLfvrvP2fi2CQAi9f086a/ejVX/PFFDW23FPVpPUNKPvZnl/KaS07khtu2cmw0RVtLlMvOW8+Zm5aTcXcTSnqcE9/NQaeLwWIHRW1iC58Be4KloTFC0scyFp7lfXz7O7jz2FX1RkvM7GcgfsGC22vimaNpu59fNAn2Fzhue3Q3R8eqo3RrPVq9EDgJ8MPBu8LR2DlACgpdJrEhb05xrnLAlpuQeBGJcDV2VjF8qoG2q7+EZsqdQ67P/N0az+K3hAkRIpRWCMdHFnwmjw/jtMngSF9jZ8A8KhB7LNRqD3V5FtHjIQ1ARvH2hhAeGAW/emHi+cipPMJXlXFrgjQwFQuTXWySWzxTG05QbNNYUxorBX5EVPTOwxM+zgwbn19sY096dYtzGYYk2t3Ckw8egE6rZpEzdG2JmRqN8bpLzuB/7v0cl3/+KFbYR/lwdLIdT0uEBCOmSuuSYKarQ0PEjWndNCk1ZtstrDzvDLpWBhIyM1H2jU++apgjd8bJj86IRA8Z+KUCNX5pQ2WwPcM3Dj5S1UbOc/n29se48YltRH+ar1SJBxgZTfOV/7yNnbuH+Ju/fmVDYz8f1vV187evuHDO690tcU5ZsYjNB46R7xbku+c6/EJrLtu0dsF9rT9+MR/5+Kv47GduxHA05phTKYTa1h7jXz//tjmyMk000UQTzwQ3P7SDkeS0pJiqw5MLD6RD5Rkrp0oyIwLaWnKMjSeYG14d/P2na+/mvJ7d7Bzr4x9+9UbMHMggHr1ypG+pwDOeEzVfivCKSExbUFzvUjjOxfQUVkagsIHyeSXjZgVSL4QLRPMKb2sUt2AiOkFagKlRtq7a1ZYCDEMh5cykIY1SIvhXMMCbeUIQQZ9MhaCgp6PdtCY2pHBm+nbzpGcbQhDLmey7exh5DkGB+Nn+hWrQwAxIW/D6jcfzl1+/ER0Nrp9QmnwPKFsHPn75spc+rujQdAG68ssPPnmQ4koDnZt7QwQFVTWhIwZeQlWv0Eu6rhCQ6wBTewp8f3RzVRvZosN3bn+MG+7dhrM3W9XD0EiKz3/jVvYcGOWv/vxlz8p2n9DRxwlnXD7n9SV9baxd0cPuAyNBEd0a6yohBBecuWbBfZ188jKuuupyvvjFXwJBVH45+ayzM87nPvfWqsi/Jppooolnil99+w6mxtKlGhiAbdd8VupUGj00Brk8AFaoFWhHSMHEOxbT9+l9wRN7hm9YtuQrP6XouEgzvsfmri1raNmaQJhmsCFb2pQ1F+WJvDogX2dqkJd9vv7jR0l5EZIvW0Ty4n6WmEkWHx1k3wlFaA1spxSKqO0QXurCAFgbOtHHbIRbwM1aJC8YQLgeZrJIbOsYsjDt7BkOJPZ7YJql7CyBFuAkNE6rIHHvUSIzpGWEr7G3H8M6lkD1d5JbFioF7mlabz1Abt3CNL4hsN32rim2/PN+ll1jI6NzSXY3Y1ayBepCaWR7lItP28Tf/tu1FN99BpgGWvuMLnGD9YopUZHpjEEEmFmBmEnca7hl+CjxMweoSNHOQJmTEKWNiJlZW2ZOlex3sPZBa8YOT3Ld9x6oaiObKfDDb93Dz797L6mHtk3ff8CRPcf4wnu+xqGnBvnzz79rQdewFoQQHL+6n+NXz5XVSdhriFnLyLqHWB0eYXV4ZO75WPRF5/rs9bA4di6ndl3Fo2NfQCDR+JQLocbMXi5e/KWGmwJNNPFiRfOufoHjzs17K9IZ9eBGoNBR/Zq2BEpqhAIVkmT7TMLjfrXGugHFmIGKyApBPHncXHIdoPWpTCmNvfYYfEviWj5eXGDkfcIpj3yPGZDrQiAdTXQoGA+GJnrpGNayQuCASYKo/LdO4Q/aOD/twHMtzKyHkfUQno+cnNZPFTN/Flykr5g6v7O29M1oUBFcFjV+NCBTzWKQ+lXWx5s8NUHbE/ULw/q+Yl86hxm28U0wfB0Y9fLF0AIRVoHO/HzGPlfgh7/8Z1a88liFCJcG9LdNklFhkplYZRoJWWBlaIR+e24qdTjqcNxLDjTkBTSw4soUT13dVfm7sKKj6jp5EU1uae0PVWnNqJGnfQ207Zj7/q9ve4oLX7qec85a3XjOzxAfuPxc/uRr11QWLjMhBLz+jI0s7lj4TjrAJZduZNNJy7jh+sd48NF9eCjWbxrgT992Pq0tC1/8NfHs0ExVa+J3HXds3lshAaEO0eiAWax+vvlJG1WQiJAiZPt0daZJpqJ4M+RSTMPnfWtv59yeffhKcHC8F7Mgan6jvETj70fIdFicmCQRK2AYirQXYmwygT9ZLm4643wF4WEDChbpisOtCU0IfFPjxXSQDBdVqIhGGAp7RuHWsukRItgo1p5A501qGTKRtINo59L+gFEMrpVIMoOpZy5hPvNaas3Rh8axfEHHgwYTp/uoCJWCcMiSQzwjoL4eHMvnqp/eFKyaK/MQREY1Tiu48ekrZeQhMgqhWQpmojR0bUG9Dssku5WUuF3BQHVF63X6HCMHodHak1daM1HIE4oJ7OyMNV/p5/W3PMHF5x3HqRuXNp70M8Sfv/U8/vIz19a03QBvvOJkutqfnl76K19xEqedtoLrb3ich544gJKaE05Zyp++4VwSTyOTrYlnh6btbuJ3Hff89MEqchPfn3OMHp1AH64umhndnEKmXFSLSeGEBEN/s5LO/z6CfXg6QMrvtVj/0QKdF2mUhuHWDiIjrQhz7ncqflKqYYFPz5fE+tOECnk29A5yeu9BtkwuoTgeZEZZhkdnLNhkVa5g/OEe3GSYMous0fgb+lBS40dg8vIVtP/yAImHh3B740y94viK0S5TykJDaEoQmvBpv/3oXKJZCuSSRXQ+mSN+oEC204dsAXOyQGS3mrbd88DXmrEvPExoHI78ucuif7cxO8uF3jXSAKUqtHb9hoSg0N/Kx2+4F/e43kr2mxAGiSOQ7wan1Zs+3Avq1RjurDalwGsPk9/YW3f8ldH4BBJpAGjig7OK12sC/qEGtNKk8grd1gKTqepzgJ988SZe+uZzWf80NqgXCiEE6zv+L48Mf6juMavb3o39NCLYAda1vZlFsXPZOf4TDh19HC8v6FCnc/6Z7yJkNf3u5wtN2/38okmwv8BRcLxqcl2AVirYTRfBbnKFXJ9VjduPCMxssFuqQpLcIol0FNILHFYtQKppBiCzRFBsn/HlU5rImCY8rggVQrh9AnMihyxOGyOA7PIEmbVt09alxSbfa+PGywS0JjockOsCCJ89iTkQaLiXd+LLP+ViB+uSFO7NHXhxC5TGGqrWSpsJAQjXp/v+KY5e0Vn1npWdjgrUpkAoKkbT8CB+GDJLNYU+m+GLWum9LVXRYas0ruGkyzby0KFxhNZEJj0yiww4PkumGEaJIEKgtTNL5DEJT4Xrp6sJgTmWYeuX22jZMEHL6ulFl2FCiypgGz7uI2FOeckuwqZXdx2igUhr/WrgZSRWFCuPQa8jQn51R2DYZTCeQp+qFLWrM2im1uiaBLuUgutueLxCsN+z9yD/88BjPDZ4FCkE565axrvOOoVNS+bulC8Ep69awhffdSV/+8NfkcoVAq1ZrRAI3njWRj7ymgueUbsPHj7C1Ye3k0wE9+CD+57iJ5/by1++4nzecObGZ9RmE0000cRMFBy3SjNaehqjEEiuIQSogDSe6x4K8rtbiG1MojWEbJ/e7jSua+D5Aik17xq4j9NbD6KUwFeSW5/YhJxJ4OtSVLwDsijwU4JClwrI5RkHrekbZl3/EDPdVK3h4KHu6Yamh4U9biALsxzu0k/pgZkX+FEwcgZa+FidwVqhlh0TAgxb4dXYmDazAqHK7VOy3cF7hgPRo5Dr1wgp0Kpkz2r42ZfEVvBUdhAlNGYeuu41SK2BYntwrPAgdgTcVk2xm/p2UARrplSPRzxb7XwLBKEk2JO6orcu5/IxFQRk/gIi5gulDQR0sInvBZsBygIMsMdlJaqwHtx4NcFehiEFP7t5M6duXIrWmtsP7eNbWx/j8eFjGFJy0dKV/PHGUzmhu3fecdbCWSet4O8/+Er+5eu3kMkVMQyJUgopBG+84hTe/4cveUbt3jVyiK/mtzG1NFj73DkyyXev3sn/u/ACXrvh+GfUZhNNNNHETBSzs3yrooPOFyAcCrJeHXcOuQ4Bsdrxv8cYe/9S0JrCCQmOfHYd9oE8xoSL32px2kuO0tmaR2nwfcnoTYuxJ2obnswTrbhjIWIbpzDbp1OhtIaxXIzxfBQkyKhmc3qAx9MDmEKVt77pjGYpm5vkk524yfKm+SwbroJi5iosmHzlSmTBw11RIpLrybEZkuJpy4netav69bZWhJRowHryIG1T01l81rhD7LEk2ZPaAl33GhxdeS1y+XAb+4cdFFDcqdn1hwbFd62j4NgoXyKlQuQFphCIWlnl5WslwE+E0B4Qqn5PYBAd1sR3+7ikya/vQDSSgvUU2m5QcbXSaZBtJjSExzyihx20FxShFVIG7VB/zAKgqwM9k2AvwTAlN37tV6w/cw1aaw5n72JX6oeMF7YjhcXi2Pkc1/YW2kPPjIDvj13MSd3/xNaxT+PpLAIDjUJgsKrtXaxrf98zave2r2/l6o8/Sm4qX3rldr7W/Sh/8eU/4aVvPPsZtdlEEy9kNAn2FzjWDnRzzxOl4k6+JrE7jeFqMmtaQGvc2IyQsFlQFngxgZHTaCP4W0clQmuMvMbKQdnCOQlBcUYUvFHUdG7zMQulI0I2nm3hdcUxh9PYI0HaWm5JjMxx7dMnloahS/0jApK/4nDaCmt9do6sSeV0CcZxedy7fcgaeFETu+iBACUDvezZM9WAnfLpuzeL02qQGbBwWg1kOTJQBBH9ANrQFcPWvl3jluY9cXqCQo9N50NTRA8Gi6tFa/t470dexaO7h3j0yASep5GOIrNUotxIZeGhEEyOJ8j1+fTt1uAyh2TXaES2gCy4CAMO/qyDjR8+NmfukVaXcdlOxKrexJgJ5QsO7e1GDYA0Gu0iCnIdbRRWdaClgd/XSmRcI/DRQuMv9/CXUarMUm9TAPzYdPG2qnEozYGDowB86Y77+cqdD1SKnQH8avtubt62i3981ct4/cknNBhnfVy4YRW3/917uH3bXg6OJYmFbC7euJre1qcX/VbGLzbv5KM/uHnO6+lCkU/+5NcIIXj9Gc9srE0sHArwG+kmPs22mmjihYZ1Az08uutwYLuVJpTyMYqC5LogY0y60wTybLijYbJbWwmvmcKTBgXXRCmBJT3ObtvHidGg3aJr8aVfvILRZNt0Qz7YaSpfDMOVmFlNeNQkt8in0Bc8n1d0j7F+0TRJUD5daYHjlWXFpj1X4YGZEXUJXUGQqeaHQUuNURBIsxSBrYIOZi9TBJCY8AntlngxyC4BtyXYGJhNHqsZq9WObeDFwGkNnFg9y1tdF+/kb8+/iPt+vYcd4jAKjRuFyQ2itC4pzc6CzLKgP7Sus9lctrHBG067JjIydyJCBKRGQ3IdpjXJ53v8eRIj6RGadAmP2sSOBinrWmoyS8CJ1v8sgjEJlFl7feArzd5DY2it+ecH7+I/tzxcZbuv37Od6/Zs5wsXvpxXr1k/z0Br4+Jz1nHeaau46+E9HB1OEY+FuODMNXS2zS2GthBc8+RWPvbLW+a8niwU+PAvbsaQkletP+4Ztd3EwtG03U38rmP1KSvZ/Vh1UWV9bAS5MtiQ1OOTdc9N3D0JAibevgiZC2MNmQg3igj7LF96jMXRKbQGPyvZ+t/r8MfDdTd23aEI7nCYzGNttF4wRvykgHCdyEcZz08/R9UMO+CVBMAjtlOqewJezqAwVL8AjCDQD1chAE3ywqWE3PB00lQdAlv7bnVQGiBCdhD9n83DDHK9jN6rD3D4o+twlkRKdrAU5FfqZ0Osl4+ffzF3feQ69pfn1B4h+aoN6JxZWUQoX4IdPENCmdomVQPKFFVrGG3NOkgKVFuUyNgEhUbkuq8I755ELeqsf0x5DD4YRZfEthSxzcOIiVI9NUOQPq2LUFs34YlGjQiwa8uV+p7iwNZDaK15ZPRz7J66piS9EsjQHEj/ggPpX3Be36efsbb5QOJK+mOXMJS9jZx3BNtooz92CSGjY/6Ta+C6r9zMl//im3NeT41O8Y9v+TyW/dec8+rTn1HbTSwcTdv9/KJJsL/AcclZ6/ivGx8MHNE9aeykiwBi+9LklsVRVuMvizJBxUtuWCk1S2vwEhIV0kRGNdIDW2iyQiJ8sKY0bXt9jFJWU6WHUsS825tAFj2MVJ7s6taaKV8zqQOzqNFCI7TA7CvWTXernCtBLiqgdkTRQpNd24bTVSK0PUVoOEfkcAbpVn/FQ1MaO+2RGPSYWmaS67fp7xln5cpj+FKw89AAo5Nt+CGBUQwc4d4HNNlFmsyAoNgXYviybuKHNJEhzW7DYNIUtLXFUCW98rGTjMBBr6HAVgwZTLy0SMdjwLg1HREoID0gmNgQoe2Jdvp+Ocn4Y7WdTKVBn+wwmVxEe9swMO2tK1/gFA3skMc9N53MwDlHGThxuC7JLg3NrsMDTJ3WhzWlCCdVJTpAS4E4bGH2apyBeT4Pt37x1mjU5oH9h/jKnYGWnD9jRVrWeP/bG37NKUsXs6KzvWYb88EyDS59Glrr9eArxeduuqvhMV/4+d286pT1WOYCohSaeMZQSNRzlKr2XLXTRBPPJS46dQ3/++vHEDog16ULIVfTulcxtVyWJGPqM63OeJhCl4KYqhxX9CxuHV3PE2MDHD8xwaM71lJUFkQCUtuLaCLHguj4avJVBFlPRw38sI/X7rOuf24EHoAUmsqW6ox0LlmYh9ClFM0tHEREUfBMvPFQ4BSX2pJxF6PFmV4DqEByLTwJOhlklU2tgHxXacozssmULXAjYOaDaPneByC7CDID4IfBKED0mEZryZibwjnOpb0lWkn1T62hilyfMWiUJbDHg0Kmfmzm56KJxgsk2nPkpsKkx2NBodpa0OBb0GLaFIpuxf6VW9Ml46tspon8uvvagsUbjlHAojASnybXBRRbBbKosXxQZuMI9np1ZQDiUZtbD+7jP7c8DMyy3aXfr7r955zWt5jFiZaabcyHkG3ysnOfPent+j7/fNfdDY/55zvv4hXr1mLIpj34TeK3bbu/8pWv8NnPfpahoSE2bdrEl770Jc4444y6xyeTST7+8Y9z7bXXMjExwbJly/jiF7/Iy1/+8mcz9CZ+h3Hea8/g59/4dfWLqQzq4BHEkn7IN84ejj2Yxusz8ToDklQgICc4fP9SUps7WFIYIflgC45pw4BA5B2Mg6N4K3rANqv8aV0ixJJ3dGO2O9hL84zn5pfVCM3Y6S2Oh5lvR1cAFi4qCsoLUSwT7gJQgd01czOWBEqD482VjVU6iPYfGq7Zj5H1GfiHHaTP7iB1fhd+u40x4dD68BhmxzKSxXHEap+27taKClzqirXokDErS78UNGdrnAjYpcDomX53rgeyiyE8GtRDEaq2ZBlo7MvCtA5DBlFlu4PdkOAKtd59mMx5Fm5/omGh9cipE6iMBdtzM8h1KBwXQwgXcyyPlpHGn4iqvVMvhCDaEuVg5hZ2T11TGv20oQ80zgX3Dv0/Xr38OiJm4w2BejBlhCWJVzyjc2eimC9y9ce/V/d9AfznX/0PZ7/qtGdVE6aJ+fHbtt2/b2gS7C9w7EiPkR1QtO5UhCanU8SsKZeWrZN4JyVwo3Z92znTwZopgErgbBbbBNGxIH06MqQxc0H0ujlDMkwZkF0kyPZJlC0C6ZgV7bQ+Dipc/xaSjsZYlcc0gXQpN2uB30nTVXiuIt9tgbCmx25KiotiuJ1hWp4YQ1mQPD5Oek0UbUmsjCJxwGXxVIo3vO8O1i0/Oq2BK2DzrhV865rL4bAR7AtoiB+B+BFd2SgQBRe3LYRvaD75rZsxQibFfhO0otDdaAKCtBXGWjtBRrZhTwXXLt8DKlRaJJ0cR3ia5U9MFw/RGsZ2dXBkcw9ewcTvVNy4qYv3dHeRd59g7HCCB69dz/Z7luG7BtJUuJZNKh1l4MThio79TCglGBtr5eChPjDAaZcYXpDC7oen0/6i+10iB/NIV1PsMkmvD6HNGTeT0sQP1ZmtEFx8wfF858HNVdFvc68K/ODhLXzs8gs4vGeYa//zVu782aPks0X6lnVx5btewiveeT52eHZoQQDP87n/3t0cPDBKOGxzzvlrWbTo6ZP1mw8eZTg1N6JiJpK5Ag/sOcT5x6142u030UQTTZSxd2wcPxQU9p5Z6DI8oQlN+kwtlUHx7Tq2Wy0rQLRswKtt96iKc5fThlWKNPdtRbFLY02BMaNgqBaBJI0foiSjorHHJImeDLZZz4GDnrYkGT+M50uK+drP5XpYumYEGfPYsX1gmlwvDUalLVTexOrNgRLoCZu8tsifFOiWR0c1sUGNFoFEzDTNHfyS6zZoGfQDU60CQj5+eDraPd8t8SwDNwIfvP4mRFjirNKIosZrlPQkwWkVtPgFzN4CnmsghCYccSsb2LHWAmhB9tiMzXGtsZMe4XEP4Wu8iMTpN1je38HeI+N4ViBH48VLF1ZpzLzAyJVk+qjx8QtNqL1AtCdPlDz60jRT+R6yuRDJNaKylrDHIDoMoIO2DKoJCK0xc3VssoBLzlvPt7Y+2tB2a+D725/gw2ecx77BMb530yPc9uAuikWPgf52Xn/pSbzm4hPrbkg7nsetO/ayf2ySWMjmZetXs6jt6ZP19x06xGQ+3/CY4UyGR44c4cyBeSIGmnjR4oc//CFXXXUVX/va1zjzzDP54he/yGWXXcbOnTvp6emZc7zjOLzsZS+jp6eHa665hsWLF3Pw4EHa2tqe/8E38aLB4d3Har8xkUInpwic2vpIX7Qavz1avflZejanczEODC2ixclhOB72jmOY2w7iLemE0LSt1QJ8u1yYO4jyHru7l/gVIw3JLa1BHwpDjwO97nRjC0DL2hTahMmnOlFyRuCcBC8arCNCk2AkC0SePEp4+9wimHpkDIZHG/YjHUXrnWO03jlW2XjOXbYSUTQpxgTv//Z1EJY4f3Ya9uEp/M4GWU9CoCKabMzH7TAwC4Hf7bRO66AXeoP1QmTmsJTGGpzEPjCB8BTmpGbR630KI8exf2ISmVOEk2BlS5+i66G7O4g9coTkq46royWvMTodzC4X3eGiPxjBGUtQaLeZeFM/qjX4fNse8Gl/kCDuwFMIV1WvA7Su1l+v6kFzwZvPYWfyB9OR6zWOUnjsm7qBDR3vYvfBEb570yPc8fBuHNdn2eIO3nTpyVx5wUZMo/a95BQc7vnpQxzZfYx4W4zzX38mXYufPln/0M8fnyELU2OkGo7uGWLXo/tYd9qqp91+E028UNEk2F+geGrfEN+6/kHufnwvrVoSGi3MccaEhviBPLklodqNlPQ760Y4CYEX1SgjONbKBnbYLE7LqCgDxjYaQdRWxdgK8n0G+cu7iIwEhcdqwVqcx1yVBWzEnqAIlT9q1SSEZ0MdsSh0mFQE5GaNW9kGyRPaSJ4QCqL4S4RxsU1SPCVMT+coyxcNlw+vYOPqA/zlH13DP//nmzEnqETpB4PTWBM5vLiFHxb4oSCV33M9kIJi28J2B5KJFnwbih01rrsQTJ6W4ITwIABO1uT+/zyZyQNtCKlKmwECboH/uGIJ0UgLg9/sR3myEsmgPIn0PNJbQtzxtVM5/48fxwz5pYIvYBiakZE2brjhnKAtAWhNvssgPKkRWoOviO5NYU8WKgXehAL/ZsHRV7eQWRvcUwJB616Yve8vpSAeD/OKl2/iK9/4Tl0HPbismkcHj7L1wT38v7d8Gc/18f1gUXDs4Cjf+NS13H3j43z6h39BOFqdFvfow/v49D9cRyqZC3RcteZrX/k1F12ygb/8yCsIhRZO/kxkGjvo08fVL3jbxHMDX0t8/RwVW3mO2mmiiecCj44c5stP3M8dR/ahT4OOhwR6Usyx3dFRTXpZ7XtXWwo6vPob5wJ0j4fer/ANQbEreP5aGVEhm7UAN1GSJCm3IwRIKO5uYWpxlJb22s+6jvYM2oF81q4Q7CrUSI6sMnIirXm2bV9Wslc1wsU98EbCGFNmoFUqgzF5cc1UQiILGitNxXSVzgoUXCzB1IBBdMTHKky3qixBsUXi2RKnFbxE6QTfB0PgtS5g7ALEIgc75BEKz5VoEwJirXmcA0H0oHQU7duyWFlVIQkAOFQkX1ozZfuoXsNIUSEqrEnAKm0OlCeqBaGOAr2nD0+/JjXxV4xyePtAkKrvQ/wg2FNiZoB/UDctrNFGKX9QC8LZuc63IQWtLVGuuGgDn/zBPQ1tt9KaR4eP8PDWg/zlv/wUpVQluu/QsQm+8N+3cedDu/n8R1+HbVW7E7ft3MvHfvorUvkCpgxs9z/ffCevO3kDn3jlRdjzkFQzMZFbmO0eX+BxTTxz/DZt9+c//3n+9E//lHe/+90AfO1rX+Omm27i6quv5qMf/eic46+++momJia47777sKzgObZ8+fJnPe4mfjex5Y5tfP8z1/LoLU/UP0hpcNy6b/stIdxl7TXI1xKEIN8bIn4wj5jMYB0YDKRM+tpAKZAysN0xqm2HELhFk8mf9yPOyaJba6cn6YNhOBKiaIUJ9wbPQ7tt/npdCI2RcBnb3DMt3VL1frCJKyZStP94Oyg1N3odoIE9qQWvM8TEy1dgWa0oQ+AmZKAp52sImzjL2hC6caYWQuB0CLyWQGKuFvI9ECrJsshskcRNT2FO5tEisJ5iL2R/Ok7iD0IkcgbSjJWbDmCZOBsWI6bytNy6n6mLVlDRzimFzBudDuGSjI+QgW0v/F0PY4UEIJBF6LpVEDli4UdKmeGljXcj4yC90meqFEwk58xBmpKuRR1c+LbzuG7o7+qQ62Voxgpbuffxffz1F64DrSu2+8Dhcf7l6l9z92N7+dcPvRpz1gb5Xdfcz+ff8zWyyRyGaaCU4qtX/Tev/PNLed8X3oVpLdx2J0en5j8ISI7U3lBo4rlD0+9+ftEk2F+AuHfLPv7qi9eD1hVbJVXwIC9LlZVhT3qExhyKHdbclKX5jBIEJHtYzygoVn381DJZIdelA2YmKMyGFihb47SAHK0RmG5ojHXZYBjLHfTDChwBWRNvfwRzRb4mya590Ads/IyF7mmwSw+kTghP7+6XUfp9+/hifrLlLLoOFXj83jXkcyE6e1OcddF2Tjl3N6ds2sODW9cjPI10FfaEQ/xQGgHkl0TxQ9URg5VOFwDfNhpn4wlQFwQR9A9+cxPJQ8GKQKvq+R6+ySTsB+T67AgEQbAGGb63jZ89cSFdrx6nY1EKzzfYv38RR492UjUIEbAVvq0xHUF0zyRWMlh0iRmp+LKgWfKjFAff2U5+sQVFyfAZgp57PSK5YHy+r+jqSvCZv38D7W0xjAapcmWYCv7pT/4Lx/GConRl6GARsvOx/XzvCz/njz7+mspbO7Yf5W/++ocopSr9lnH7bU/hOB6f/Mc3zNt3GX2tiUqfqOlURy2oStfva0ssuM0mnhkUAjXfs+lptNVEEy8E/OLgTt5/x3WV1GYoSYIIjdbV1tXMBbVQ/DBzndm4P19Gd7AeaPFxQrLy90wb5UWmyXUtShrmZROj4PH71/CSK7bM6dpTkgkncC5DEYfMVCTQnbUEXkRh5OtIxQhNS2+aXDGM6zbY+PQERra0eV4jwk+FwCutR/xSirrwwSyALIIfEqSXmciixnCD61ou2u3bJXJ9VtNzLk4dGJauy4tA4DRHTBetDdqeymGWCGxRbdLIPzlG/hUtdQIEAqLCbQukbvyQpqM9g2Epon1ZQu3FOZnwZkjR0pplKhknvh+sTI0pEsjkeGGNVBA/7GF54IQEpmUEBLyv6Otp5bMffx2JWBi5kGKrCv7mCzfg+aoitwPTPMpj2w/zvzc8zB+9brpQ2SMHD/OB79+AKh3kqWnbfe3mbXhK8S+vu3zevsvoT0zbbukEesEQRHcG36/ycc+sNksTC8dvy3Y7jsOjjz7Kxz72scprUkouueQS7r///prnXH/99Zx99tm8//3v57rrrqO7u5u3ve1tfOQjH8EwmjKATUzj1/97F//6zi8jFuDPNILb31KfXC9DCty4iblrHCjzs6JynldWdBEC6WqMQiDlCiU7fm+U4hWZOQZAOwKOBEYzdzhGy9okSI3V4mK3F3CSodrR7EJj9+Vx0iG0V/97YWRdOq7dAX79b67Volj7J3kWv7yIGdWk9xjs+36EIzfbVX1rIH1GL+OvXQlA2y6NWw5im3n9pAzI9nmg7HkIv1JUu53WJG56CiMZbD6ImRsCLqS+vR351jOmye+ZkALdEkGt6Cd+RJNZKjAX5xGWxuwtYLRWb8wLCSIKtu/hOBbdNwtCo+UpzjTy4CdsxFQRckX0gUGk56MBwzIC+TnPZ/Hqfv7ppo8RiYUbRK9PN+oUTT7xpRtQvqpa/ZR/v3/Lfn70q8d528tPq7z36C1b+Mc3f6Fi631vOtPxxq/+CrTm/3zlTxv0W42egSDqXVqaZZfm6Dm5iPYFR+8Pc+SuMLq01isf18RvDk2/+/lFk2B/gaFQdPm7//g5SqlKYVM0pJeFGd8YRYUlwlXEDhdJ7M1jFhRdj6QZOy1BscsOdtdhof5kBeWCpMHvQbEuJSHXExh9Iwd2crppAOkIQg4oWyOcWRF6vUVE+e4yQF2cRv6qBe1rCne3E+1wkW2BMSrXOEEDUxL1sxaUJWunYClNZLiAF1KoUH1nSiO5cdtpLLktByXiOp+1+fHeXh67dw1nv34rD25dj5ZBEZTo4WAzwA8buHGzZt9WhjpF0Kp7XghkO0wcaGF8T/2iIcLzUcn6ix0B4Gu8gsn2zcvw9szjMGiNsgTGpIOdrB3RUL5tuu7MMvjaDkCgbUH2khhvFsdhIjlx4wBnn7kKtOaW6zfTc/sUkeEsyoTsEpv0yhB+dPoiSSFYkzR4ZCxdd2hKaW76zj0sP2sNubxDX28r1/zoQXxVWzRPK809d+1k755hVq3ubTzvEk4Y6GVxWwvHhqeqvh7lmnPagt72OKetXLKg9ppoookmykg7RT50941oNEqDKAhkVpBvk+ROEWhLIDxNZEQTO6YwXEgM+qSXGPjRYKOxDF0zNGwutAiKfZaNrxcFe7JEqJeIR2UEz7aqFDgpKGqLJx9bwYmn7q9qc6IYmX42SmjtyJAcjwMap9snfNQELzhCzHiShqIOAycOMTzWNquzEhREjwUb9Pm+xjvQfqTya2WebgKETRDdLgNNdmUJjML0JrGbqN219Eo+eqNutcYK149MLB2CgUYmfexMHYkdINtjBnJ69aeINoOAAtnm0b1prGG/SkEk5pA7AnamdruiNMBQShMd8QN+Rgo6rRAXXb4BwzA45YQBzjx5BUopfvGTh1n14zS5kRzKFqTWhUhuDOHFZVWbS9Ix9uUON7gmmh/96nF6NrSTdhwGWlv56q0PVMj1ucfDdVu2896XnsnyBdZlOWNgCd12lKljuUCLvnTPmQWBkhqvFZZ1tXNSf/+C2mvihYWpqeoox1AoRChUnZk7NjaG7/v09lav93p7e9mxY0fNdvft28dtt93G29/+dn7+85+zZ88e3ve+9+G6Lp/4xCee20k08aJFamyKf/uTrwYbyX4gUUbYJhAif3pUkpinLloZWivITmeQGZMZ/IFOdMk2IARGQWPldbXp9iA8KuCBEMWzZ/lx49Mb28o1GH+0m65TR9AC2k8eY+y+PvxC2U+ctt1GzCO+Pkn2SCIwprMDujxNx+Y0sUeH0U6DKt5o7DbFqnfnMUr+v3WKR9fpaQ5favPwXyYCaTgJXkuIycuWAhBKghMrRxBW960lCH+ea+r6qNA8BDuAAdbhSczJ+plO3kA7olGKvRSoRAijADLqEd5Q36+FYEqW6SP3W4RnF0cvo0SCeG4RY8ee0lglHf1tXPDGczAsg5MvOZFTX3YinuNx43/ewg1fXsbkoSKhVsXq12Q57g/SRDpnEu6aPU8eR7E4XpeV0Bq+/4tH6eyOkyk4LO1p55t/892qtWj18Zobv3YLb/noa+kZ6Go47zJOvXQTKy60OPPT+4l0KvzSEmvDu9Ok9pv8+j09dLevZsXGZQtqr4kmXixoEuwvMNz60C5SroOygx1rw4Ncr0BZ0+SptiSZZWGyi0P03J/CTvt035fCSQjyfRbalJgpl/CRPMOvWNR4N11rzCK4M2qmeGGBmirtohsC4c0l12f+LhBzjbKtqm1lt4d6TRKxM4Q6ECLz827sTWlCS/IQUZCRqMcj6EciUJCIWC1WVRM7lMWa8sieGAk2ExpEG/iWxA0bWCUdUl1Kadm3vZ+2e4IQMDPt0rIrjXQU2hTklyQqi5vZkL4gPK4pdFHbUdcQHlfke0SdA8oXTDA2GsMbjAeyMKq2MReersUVVB9DQE6bGYUXX0BEjgZrPN+wXaEhtt/BKGpUKNBnTXlFFl3cxxvWnwCA63p88kPf55F79yCEQOrgfm3ZWyRxoMjweXGcNhMpBCHTpDcnMSwD3527ONOAao+T7G7hn/7p+tKLGjFP1IKQgttvfWrBBHsqVyCdmtYVmD1/4cIHLz+3WSTteUAzVa2J3zX8bN9TFPM+oiCxkgbCFaiwDojWMlFsCnL9UOg26NjmYxYgcdAnu1hQ7Aie31potGcEkVUNbTeItIQZe7ROqyZ6TKBEcG7FWYeaxntoqJNFI2N09Uw7iZ5fbUfskE9nT5p81qZQsCgOKOyswJgw0S7YUZeuFZN0Lk1iWAopa0RVaUiUIq8L3dTePJ81tlqvaRv8SEnTXgVkfXkvQqjqaOaq07VAuDrYaKhnuyc18z36hQCVMYiMu2hB7RR5wG2V865PAlk2jT3cKAptul+0wE5SkQCqd6CaobKmlGYqlWfTmsVc8JKg2Gix4PK37/s2Tzy8HyHA0GA4ms7HCrRtLXLodQmcTgMpBDHLoq1gYxoSz587Tg3k+mF4cZ7/84uflzoFO9WYEBECfrF1F+996Znzzh1gPJ3FHXUru+Iz5y8UWEnBX73mvGaRtOcBvwnbPTBLN/8Tn/gEn/zkJ591+0openp6+PrXv45hGJx66qkcOXKEz372s02CvYkKfvmt23GjIVRnK0IIxPAE5IvPKEbTPLYASQylsaaqN3PNA6M4GwbQhgQhEV5ArkNtvzu8y8Zb4eL3zXguO6IquK44FmHo7kXEl6WJ9OboPGOY9J5W3OEwnmNgxD3Cy7KEF+cQpkZIPTegSWl670wSHnNR+QKNIcgeMlF5gZEIGpKl5cTiSx0m35Fnz39Hya9qZez1q1BRE6MIiX2KzNI6/qsoUQv1MvK1xvRyIObPXmo5aZzQPSMBaV/H7KrWaEWqp/40BXgu1uHGNb2mhyiI7RVooRH19PCFgI7EtDyvr5g4luSUl53Ima84FYB8tsBHXvb3bH9wd0k2T+JmJFu+2sKOH8R5+feGaV3hIZDYMsHYsW6knKgu2loeE8F66Yib5WNX/wIAmS7S/uj+OcdWjxPu+vH9vOGqKxc09yKjXPgfg6jSBTdmJDcmBjwu/59hzpB/t6C2mnh2+G373U+3QHkZP/jBD3jrW9/Kq1/9an72s589g9H+dtBkJl5AODA6yeduu4d8t6DYIcn3SDJLxHR0eVXalECbgvFTEmgd6GqHhrLEBx2sgolqT1BY04U94dXXRNMaM6uRjkJ4evo4ISi0GxXn0SxtstddbGhdMYDlv43RGv5zTKFPyaNel0S9LkVhlaLwo07y/7EI96vdqHtiUAhuSaMw1/qZGQ97yqtEai0EtRxgrSVP3LuSts0TtD+ZRPgapytCblkr2pINg9BjR8BKlRsCM6sJTSiMvCY8punaIoiMMJ1JMBtKY2R8zB9r0vkIel76fH6okEEoU9Ksa3RdhMBwS8T1PE0LgiK1ZUghuOvQgcrfP/rWPTx6316AqrRxoUH40P1ANrgnTZP/fNtraIlF6o5NdcTx+9qgTrGVelBak5pauF76d+98nGzBqcvfSOBYgyj7Jppooola2DUyxpd+9QDWqIWZNsEQqBDUZnsFyoTk6kC2Q4Wh0CmwpxTxQZ/EIUXrU2BMGA1tt8wIhCcRHtM2y4DMUjVNSM+356o1e7ctRqvKnzjJuSy1YSrirQW6etN0LZ6iZW0KWlyED8tPOUL3ygkMK2ikvT0z53w7BXY5o/1pZNbNgQh0xmVGYRQ1QqmSzFuptkiDts18ECwABMVGsxp7UiOLOpC+Sxt441blWsyG1uAXJE7eRqjGfQmfBZnvtp1F2h7yKebN+Uw36alI0O58EKKqb8OQPPTwvsrf3/3qbWx99ABQfXuJEtG+5OcZhNbELItvv/wNxMJ23almF0FmqQBjRocL+Hy1hsmnoZf+rTsfpeB6NQkWgUBqGBpp2u4XKwYHB0mlUpV/M2Vgyujq6sIwDIaHh6teHx4epq+vr2a7/f39rF27tkoOZv369QwNDeE4Ts1zmvj9wq7dQ3znjp34p69Hn7ACtWE5/ktPQq1a9LRMlR8P4XXGEDmfcHKy/u6r1lgpD90Kqs2YrqPh+oQe3F15KBvFenHE5WY04QfktK+pNOaRHLNVQ/ycRWp7B0N3LGH47sXkjsWITHi07/Zp2zBOeGkWYZay0DrzzDZcsUNFIqNuaToL80mFrD3ylX9U5PCHTmb43ceDZdO6JUvXvRmMomrou+qZoaC+jzGZxzyaQuQcZE8O8ZoCRsilrvHRIDxwhyNYscYbJ8JXLGSeoYf3ELvpICov57XdjmsiGgyvAimrbbdp8Mgvt1T+/uZHv8vOh/fCLFdfK0ExKbn9L7rQWmDJOBcu+ndsK1Q3kMEPiUAKd8b7wplbe2Y2tIB0MjvvcWVsnfwW2nBqSgJLE2J9PtET5iH1m3jRo1yg/BOf+ASPPfYYmzZt4rLLLmNkZG6h5Jk4cOAAH/7whzn//POfp5E+d3jREux33XUXV155JYsWLUIIMWdX45Of/CTHHXccsViM9vZ2LrnkEh588MHfzmAXgKFkmrf/xw8Yzc0iDGcT6zMhBV7CxGkRkMuTPrGHidM6yayMkO+zyC4LoU0DWV5HziDA0TrYOR70sbIae6rac1O2oBgzkEWNdBrTwIgg5Ssy5hOe8GnZk6PtbgeRZo6xn+4A5DGJMR4sfMOLCqx83QFO/OA2TnjfdhafM0TIdaqsSGjCqdin6LDXODpMa4xcQHzXgutY5JcmyA0kcLsTYNtYeY2VCuZAjWgtCCLhEvuhdbti0Z0uA7d6LLrHZ+ktHr0Peghf074zSOObQ7IrjT2pWPazLMXDHTi/DGNMuYgaUd2wAE05AmOnQwZSCSLjfv17ReuAiHA0KmzMa+iVJfBmyLxorfFK8/Fcn599/8EqYn0mhAazoHlT92p+/cE/4ozlSzj94g34Xo0IOCnwu2tXpZl3cavBjy/8Efbdux5vvGAFbn5s54Lba+KZw0c+p/+aePHgd812H5pM8tbv/IhUpjq6a7pwZY2ThMCLC9IDguQaSXRYU2iH8U2S8U2SsVMk/pEwMi1n6KeVGwsizUJdBczzJrFmPVe9BGSWK0Cj5TybqUIwNRXj8a+cyJPfPJ4H/+dEDtyxFO2KRtw+Ts6kICwEguEj7ewf6WLroUU8dbiPVCFMe8dU1cRDE9N/mTnq26lyB41gCNr2O4QnPEIpCE9pQmmNndLEjqj6thuBmYW27Zq+ezX992l6H9EsukvT+YTCcKC4swV8MYdk1xr8tEnmsQ6UFIxvjDB2UpRCR+0djOhQY6mZIENLETvmY2fBvyNW33QryGctctlQadNmHvizyH+t8UvZYE7R5cYfPYiqEwAgNNgpxR/Hj+eut/4pp/Qu4pyTVlbVPylDmZBdXKMRWS13VHNOaAxr4c/tHz3QoOggwXR/8UTTdj8f+E3Y7paWlqp/s+VhAGzb5tRTT+XWW2+tvKaU4tZbb+Xss8+eczzAueeey549eyp1fAB27dpFf38/tm3XPKeJ+vhds90HD43xwQ9/j4w363llSPSKftS6gdonzoDb10L6FSeQfsMpZK48kak3nYoeByNdpIoJLf9UoMImqQ2tFF/TWWWfzWNJordsBU8hG9Q4BxBCYB2TdL9zJ13v20PbVYfp+MJuhNuIrA5sQzYUCtq+A4z/bxzjQ0MYfzOMfXcSO5ZlpgFJ7M1PbwJEI3ObnAmpaTvBpVQftHq8EmLdPu2GpuvGoyz53KN0/OAJorc8SeQXj9FyxyGo4wsjAp80fstuOr/9GJ3/+zgdP9lG19WP0HLTHowhh3hfnR38UiBc2y6NfCRCuvME8mevwe+uXWvLODw5L7cgCh7yaBJ7NI/5s6n6yxlf4zoSzzfwWmj8gWoNRad6X0ZMa6Dn0nluvvo2VJ31jfYFk7ts2vf+Aa9adi0d4eM456QVNW33tIRg9YBUzK4p0V/dj8boDzc+aAb2T93U+AABhzK3Nj6miecEv02/e2aB8uOPP56vfe1rRKNRrr766vrj9X3e/va386lPfYqVK1c+2+k/73jRMhPZbJZNmzbxla98peb7a9eu5ctf/jJPPvkk99xzD8uXL+fSSy9ldHT0eR7pwnD1nY+QLhSffnCX1jgJSXZdB9ll4Tm6n9oWCAWhMR8zFxCsZl4TO6po2+thlOyZlQcjpyrkOwCmwE4REOgLGowADU6HjRs2iF5X2nau4axqAea9QVTzwJlHOOPDj7PoJUO0rk7Tti7Fqjce4Lz/8witiXTlJOn40+lxIx72pFc/UlwIWve5DaPuQ0kPO6swih7C8UEFGwlmVhEd8Wo66hqwCpr23T72rExAoYLIezOr6bsfokNUja9js8OyGwqYrhFEa+tAk9fMesh8jUwDQ6At2fDaewmrYiTDSUV4zKvMr+onYBQ0QgiczkhDQ68FJE+IVEelASf1BlFCI0MpppKNI8cNUzLghemMBdpDx52ynONPX4mcFaWu4uHaqXilKLyG952ADecuaziOMg5PpMjUiV6fiYlMru7GQRPPHZQWz+m/Jl48+F2z3V+77yFyjlObR6dB1LbW5HsNrDQk1wrcWfuMTkJQGI8QOSqQQiPQSKGxLY9IyA2CnWxFbHkaWdRl7h0AFQGntRSJNd/jTINfNMi4Np4fRFB52+PlIc4ecuCgj8bQJhT6PYZCUYZTLaQLEVK5KPtGupkyLOJtuUoHMzfpzVwpO6rec7ZSlKU+0iss0itMplYI0osFbsmkhZLQcoDaJLvWRMYgflhjztgLEYCVg8QhH5IG2Yc68EZCVSa0uCdG9rEOKMpgHoag0GUyelqc1Kq5ZKCZ04RH/YZz7BrJIUretLwzhHtHYCsr2QSln17WZOjhXkBQrF+ypTJYO1utGewrzfHrFwFw+MA4uUzt+itlGIZkRTpCezggU07dMMCaZd1zipkX2qkr56Ps+Un2M1YtrNbJvqPj5N35I+tGMwtL12/i2eG3abuvuuoqvvGNb/Dtb3+b7du38973vpdsNsu73/1uAN7xjndURb+/973vZWJigg9+8IPs2rWLm266iU9/+tO8//3vf06vye8Lftds97f/917celG7QqAHetCR+hsx7pI2spcej98ZrzrP72sFZRA6lCxpceggqMzRGE7psVk0KCaW4m0MB4FSpdONZI7w5sGFTUApjLRPWzxPX1cSe6VB6637a9tQpRFFHzyFH9Kw/zD21/Yhb84gtxYRjxQw/m2c7n/bRtgvZwNprOy03y0ScTAbKAsrwZo/qp+ZVChasD9DcWmC8TesJ/mylbg9MYTrE33sCO3X7ahtu5Um+vhRojtGkdnpzWuhwXo4S/xDg9iTBVqXJbHiDuWrqdGExxUdT2msTFD8G2HgL+4gf/EGnOPm1uwwUnnMwYmG3ELoycMV8izy7WHM64O0dl2WNS39VEJQGAuOzBzXOOsNQByp/p74rs/6s9YCcGDbIMV846wbaUiyW5diG8HmwTknrWBZf/sc263q1KDXYQtnRWddkl0DOizY+OoTG0+khInCUyjmCTYA8t4L8/nwu4bflu0uFyi/5JJLKq/NV6Ac4O///u/p6enhj//4j5/VvH9beNFqsF9xxRVcccUVdd9/29veVvX35z//eb75zW/yxBNPcPHFF/+mh/e0oLXmp49sq6mTtaDzLZN8T0lEffZWqhAIrQknFeZQQ3lTwpMKzwUnJktF0QJv2oso7GKDXHOtMYoaJx7I1oDEaYljZjwiP8hSvMhFzcjg9FyDdCaMtdLguGiStVcG6UGi1EU5lciMeZz69q3c/5lTcMIWyhQVfTIB9N2b5eiFCbyyfrwQFd3T+H6X+AFvDklcHq/QYOTV9PxLBL4yBJgS6QisjMJtEdOLFV8RGXMxHVHqrrptQWCApKMwpUHXk6CeAj+ksIcLhNJ6epyzrr1R9NGGQNslHV4CKRctRXA9ZtX6FIC2JPGOOOnstMMcmVDYGZdiqwzSvxTYGZ98t4mKCFxDYwqD/LIWogem5mixawFui8H4WYmqvmzD4I0l/XVZ65rOgu8r5AziXAjB3179Hj7+li+xb9sRpCFRvkJYtQvKBh0J8Ofq0Jf/nthkccaqhRHsWw4dK8kY1d9b0MBEJs8Hr76ef/3DVxC2X7SPxyaaeMHid8l2u77P9Vt34DdKby7/N/vBU7JX+Z7Se7OfgTLwunWvTzjk1XxECgEirAgLHydt4Ud1kE6twUsEUdLSbRBHoTWGpxk738WfEdAl04LoUwnsZTlEfDqqzMuZ5I/FUY6Bjir8WNkZFlU/Xd9A2pqVqw5z4EgvyjTRxWnbHRvUZAYE2pphE0t2IDwaEPK5xbWf1ALILpaV8/yIxumQREY0kWGNmYPQJBQ7mTbKWiMLmsTBGTZ/VpsoiIz4ZG2TwtY22KEQlkIXJEqWSmHPkukDmFoVJjTpE57wKjbaD0uiI0Gx1qDwavX9ERmDrgMRcrrM9Av8mxOoLWGMM/KIHg8KAvepMEOhToQShDxNsV2TWwSxo8zVYtc6qJczNU1QCAHhsMXLLj4+GPJCbLdSiBkOuRCCz/31a/k//3QNB49OIKUIIuDt8mdWo40ISDdY284cY3nMOiE4pX/RvGMB2LL3KNIrkQJ1HX/NYT/FB+68js+f90psYwH1aJp40eHNb34zo6Oj/N3f/R1DQ0OcdNJJ3HzzzZXCp4cOHapadw4MDPDLX/6SD33oQ5x44oksXryYD37wg3zkIx/5bU3hRY3fJdudLzjcdc/Oxn63Bt3fidh3rNZbFDYurmu7BQZ+WwKzUMe/0QLSFvm/WE7ooVGs61KIEQ8tQRfzeJbCKm/o1oLSxO0JzrghR2xFeQ55hna4PHa1ZGJRP377dMR5aDBFy637cfviFJe1Edp2FKAiO1aJnB716Pz2DnJ/t5LiljaUMcPvFgLR3oYerVeUWzO51WTJFXOJ4LGxFq77xbkUl5f8KiHwuqLkN/URv/sgiQePED6YIrJjjPz67sC+qkD+LXYwT+zOg7WXUQrIKsLfGkP9TT8ti9MoX6A8SWEoTMu+YAO8ylaW7Jtz0jKMsTTGWGY6Sh+I3LeH3EvXlTZKZkjGCAhtGaT1aJL8jOPD/zGG/+s07uUJ1GIbkfGRmwtMvacPo0sQch2KLRapU6HtUVHTdpPJIw5Py2VIKYi1xXjpm4LsHGMBEqrKVxjmtO0zpOSLH3kDH/jMjzkynEQKERQfbxChnztrGdbRFBS9qmj6sv9cfP9i1vXUSl2bi/HC5vLZNPK8i+5uto5+jOO7/gEpmn73iwm/qQLl99xzD9/85jfZvHnzczre5xO/F3ey4zh8/etfp7W1lU2bNtU9rlgsUixOk5Wzb5zfFFzfJ+fMv8tXD5ZvEzng4EUEmSU2fnjWg7gkB6NL2ebaEpUiH+XIsvLjz8oqrKyqGJvx8xUosJ6Q4M8yUqW2ITDOs/VevZiBRwuhnziIXkFuBeRjJvgKr1sRycHSC46g/OlCKDMhDQi1uvSvGubQgT7Sy8N0Pjmt/SU9yaI7cmQXW2QXGSgrIMUTBz3Ck6o0vFmLG60rEfUzZ1L+XfoaJTTaDDRx/bCBNjRmxiNxIIsyJX5r/fQoQXBdVYnolz7ILJjFMrtb28gExLyPbxv4EY0K+4QPKaQQYJtoFRD85Q9KGRJhCCIhi2zeqUr5NhwdROArjVDT+vjFdgNlS3TeR2JS7I1jTeQrEjVaQmpDhNGzE/iRkha+EAgh+PLlV9IeCRZrPX2txDqiZCZyDTIEILK4uuhMW1eCf7/5Izz0663cdf1jZNN5dCLKfTvmLl6DiynAAFSJZC9N0Y0LUieYnH/RerpjNXIRazYl0BbIBsF7onQN7npqP//4k1v5x7detqC2m3j6UM+htIt68SZiNTEPXui2O+u4OP5ChLFrQAMIpCcgp/EjzM0pFBo75yPGJX6rphiVKC2RUmFZfsBLKzDbXNT+EGYuIBs1GmeVjxtW2Ees0sZibdudX+WiZwXpqbgmEwNzXwvS1oTTCmvUwFhbxC+YSNtHWaqB3yQoehZ7D/QhiwZ+VGDPkO20CtC2R+O0QrFVoGUQVR6eVJj5EnnRo1HW3MaDyzbj9dLv+R6BUdDYKYiMghcNZEyED9IHewpq1V+dHnEQyR4UQxXgSbQrp6O5GsivpZfZAcFuCpw2C6fNRghB4pDGi2icVoEyguKsoUmN6UIoYlNIFatstz5m4dxo47SYeGGJNgRWG3gRjZURhMZ0UF8tHKzpppWDNFZGYadUxU5KKTAMyd//3WuJRgOHZ2B5F6FEiEK6gQ6thsSKtqqXejoS/O+/vIO7Ht3L7Q/uIldwyHVqfpk+WLsNCW4LGDkCffxSb9oAFdO89qTjaQ0vLM1cIDAKVBVvrXWM26646eBOOsJR/v7Mly2o7SaePn7btvsDH/gAH/jAB2q+d8cdd8x57eyzz+aBBx542v008ezwQrfdmXShIp1VHxpt1w73FUDiF9twe1vIn7cKlQjPOcCYKiAcDz8RhpAd+Mmy5CsLAUKjx0K4r2/DfX0bOAqtJamHepGupm2Pqr2HqTUIzRkfOUi0rXoOPWsyvOyTe7n7qjSZQ5KpC5dSWNlC5/7DWON5rPE84d3jdU23UCAGPTJ7HEL4+IkwVjpb6lajk6kG10uw938irP3jPKGO6XF5nuSGX56F45jVdrREGmfOX4Y1liO8d5LWW/Yi8y5uTxw7o4knLRiZCOqe1OtVgXV/BjHlo1sMpKER0icyaICgfmFRpXHW9hEZ21PNB7g+0V8/hd+TwF3WBbaBSBew945g5F0iPa0UsoXALy9PZVcReVBBXxe0JlCRViL3mhQ2+dhxH2PSIN8SQW/wSexlOovO9xFHxxD7j5b034NIdMs2+dRP/xo7HBi+FScuwwpZuMXGXFHXQGfV3/3dLfzgX9/FHQ/v5o6Hd1NwPBypuG/3oZoB9SoRJvXaE4k+cAD74ESlGKy/LETuD7t53ZsuIWouRKsOQGCg57EXgoh0OJa5jpDRxZqOv1xg2008XfwmbPdvokB5Op3mD//wD/nGN75BV1fXs2rrt4nfaYL9xhtv5C1veQu5XI7+/n5uueWWhh/WZz7zGT71qU89jyMMYBkGiXCIdKFx6u4caE1owscsBo9JI69p2VsktTqECpWLhWqsKY0flSiDOUUtUBo7HRQMm4kK4eyCCkFurUt0l1VJfRJMp6AZBR08hGtEz6M1+X6bqZUi2DV1ID4oaX/cJzrq0fbmBvplgPKh7aQMOzMmTqvESRhY6RKhYUikgsSgR2Jwbpqf1hqUAKmrUuYaxXBpQPgKYQhQArOoEZ4idjBbYsFl/YjrmVOflQ0mZ2v8zT4eQCuG/6SANqH3vwVVsQtSVO1CiNJg16/t484H9iAcH2OqgJEPjK+yDPyYDSEToSE87hEa98gtsoiMuhgFhRAmqiMeaLppgur1YQMrCyqkET7Ejnh85s2v4JIVq6aHIiW5pSHERG2ZGC3Aj0o2p8d566z3DNPg7Ms3cfblwYLbcTze8Pp/J5utfe9rISh2C4bOsTAzGm1o3LigP5rgUy9deETMqcsXIwxQRkC2zFxczv5klNbc+Mh2PnDFOfS11dbpa+LZQemAKHyu2mridwsvFtsdD9mETZOCN7+ERRU0MF2LFKHAzIIXo0Kyx454dDzpYmfCpI4TTJwlUf7MyGJFLF7EtjxmhhpViHQFGOD2eFgjZimaODiibAu9Thdt1/DgS3/rhE/8MbvS/EDPGK0tksNb+6F9/knKDh/jqMCJGdjJYD0hShlkQkN4EsKTtW2jldIUusrzaRQBVe5Ok+8WhFIa6YGVLdmicDAh6czNhpoNQVA/xZ/Bqehy2H3dkwSFTpPkcYnAmfer4/mtPFizasFoYP0pS7nvxq3gK4TrV5xrP2GiLBMVCey9mQuI6mKrxswJDG86ML/QDl4EtCEIJ4PNGjOn0RLynYLPfOhVnHbKikq/hmmQWR7BfLKevQW31eTR1BhXznrPNA0uOnMtF50ZpKxnHIc7v/61uve+lhovDkgqhdW1hKWtrfy/8y5ocEGrceq6JUg32BxXdhAwUCHsS5GAbruPigbX+Hu7NvN/N51LRzjaqNkmniGatruJRnix2O5EIoJpSrwataEqEAIxD6FpjkwR//lW0leeiI4GZKi1b4zwY4cwMkXcVb24GwaqHA1d2iTVFtUSqrYM/hbB5vLUgKRlUJWSyWfUQlOa097yBNH2/NzgeQMIadb+ZZ6bN58BZvAdS101QPy6o0R/MIl0GsyZYKjdXzpE4YIETnsUeywfnOM44Da+HtqDo7fYLH9jESEDH37P/sXkCw02VJUmc/piwnsnEb6m5c6DEA7BSesCY1d0po1eHQgFctTDb5kRwT1u1CfXAaRA1akBJgBzJI05q3i2Bja+5Hju/NF91a8LAfEotMSgJY5AE70XovcbpF7t4U2EMQoSN2wwsV7RdvN+QgdSiEJxzuaBRvDJ6z/KxvPXV16zbLPxBShh2z07eMnrz6p6zTINXnb2cbzs7OMASGbyXPbRr+PW0XNXrSHSf7gC1nZgjHqoqED1W6xu6eYD6y6peU4t9EROR6BKH93MVRGU13QRUcQqsfiHpr7DirY/w5TxGq018Wzxm7Ddg4ODtLRMf4dq1U95ugXK9+7dy4EDB7jyyulVaLmOimma7Ny5k1WrVs0574WG3+nVzYUXXsjmzZu57777uPzyy3nTm97UsGLtxz72sapK9oODC9RBe5YQQvD600+Yo5M1B2V99JJzbE0pWvfN0CMjMDKRkeA1I68JTSqkHxCLcyLbSyc5rQZeiDlpzADRg2BNatqe9EgcyWGnHQQqiBRLa8JjCqlmkfbVk0P6AjnDJgtPEx3xEXJenjpweH2X1oMehgujp8YpdFvzFuKoXI+iiyh64HgIx0N4unHFb2ZwFSIwAdaUOy0tsgByHeaaQVHHkFXBF/R8xyLx4PxFSMt9bNlzlK6QhX1sCiPrIEpR67LoYU/kMNKFoKCJJdEhSWRCgZBBJDsEczENsAyEFMQHFUtudVj14wIrry3Q86DLNz55c6VQiqd87hncwnCrT3ZxsJgsfxa69M8PSSZOiDOSmr/SuG2bfOAv6kSbaY3QGicSFGh12gTaEHRvcbnyaDedkYU70L2tcS7ftA5C4NfaVhQET8MyN6U192w/sOD2m2iiiecOLxbbbUrJ6048HqOBTShTgcGP0k+lK6nZwTHBUeWC5PGDHn33O1gZTeo4wcgFBipc3YfWgkw6TC5j46erH2oCgcwIRBGMrEQbweYkQmNmNJExTSTpo1pnsPw1Bu63aFRoRoS1qTk62QaNJONmjhGQK3KIUCBt4kVYkG0ra8loCVpodFhByGt8rhD4EYGSpfMIItjL7c3OsKs75lqr4nnGLHxI7MsRGncrQQgN+wDuy43Q0hpG5l2EpyqbDtaUR2JfhtBIAS8M2UUwtQaKvYLsABTbKdl0cFsF2haBJnynwcQGi5HTbUZPtUkuN/n4HbdXaoo4rscv79/OSL9BbnHgBM203QBe1GD8pJYF2e64bfPxl7y07gSFFpV7XJvBdTVdyUt7l9MSWniRtIGeNl66aSXhXLA5o2duftiaYr+H0ze9q+Fpxd1HDyy4/SaaaOK5w4vFdofDFhe+dP28frcYHg9+qWM/hAZRcCuSK/bOYWJ37UaWyfWTVoA1y+nQGjOnMYeziNCs4ugSrM4CVtojcaiAkc4jXBetPORICvOpwyzTD9O/cbyuKyoNWLx6ikhs2vGWWZfIjycbznX6YIEXDxH99XaE45Jd1YYXs+oWEJ+Ngz8NM/awyeQ2g8O/buXR61aUpFbq9+cuaUHLwMfTAP1dpSj/ko+6gHWDSpSMd4kmWZBO9DOoubXrWJZ4Z3XwldAaxlOIJ/fA0dEgc66okFlNx/cMem4vEBt0QWms4SyRp4aRuULNyHzt+3zhw9+t2O6i63HD7U/gFucJ5BAwfmxi3vG3xSN84DXn1WlDY5iKvlOHMNsE/uoQoQHBurZx/mBlB7EFR69Da2g1vZHTMRGYeMysKGegSIg8MTG92a90kYn8C7cochNz8ZsoUH7cccfx5JNPsnnz5sq/V73qVRXbMjtq/oWK3+kI9lgsxurVq1m9ejVnnXUWa9as4Zvf/GZVEZyZqKUd9Fxi565j3HXPLvIFl2UDnVx80fHEY0F/737pqfx8yw7GM7m5mnA60BUt61AKH+yMIjzqI1VAnqtSMVNZ1IRSiuwiRSg13Y5f0cusHWXuxQ3MvFfS/Z5+u+ORIO04SLOCKB7gUeyyUJas3+4slCPhUZrosIcs+AityRyOEFuUr+iuz4GA3BaJMZYhOtxKepnF+ElxzLRH1xMN0pwJnMfkxhDZJZLoYYfWJ/MYcmGSIloEqesARtabjuh3/EBvt4HUS5msLUdXWeN5fEsj/fp6ehrAEBgZQfxhiTYkSnjIOgsETRC1NjmRJbw/SbnbMmZGOih7Wq+2/KYKSZQpMHN+w2sIkJ4qcO/dOznYf4QfHf0VReGgQ0uYWhMh32sTPVrEzCq0KSj0WOS7bQxL0tO2sF3oSy/diGUZfOPrtzM8PCM91NcYOZeOrZqOrdNGWAjwOp5mxCjwiddczOGJFE8cHJqjaT/7IggBztONSm1iwfARzH/nLbytJn638EKy3VprthwZ4tc79lDwPNb2dPHyDeuIh4INxj875wx+sX03U4XCXC12rbGTwca3b+tAImRCUWwROB0l8rhkW9El3WpD0/14UDRVSxg7q4Fx1FDIh0CZGHGFmRWUxTLNCbOS3isQlaKT0dGgZkpuuV5QYLgKa4yCQNo+adNC7Alj5EA4BGRnw+hujUIgOx30UJh8Pzh5TcuBebrVYKfAzAca5oVuEF5JB32eAWuCcwTlVPzgdadFEKujRlY+T9nTBTpF6foarsYPUb9fpQmPBZv3oTEHO+mSXRKuRA7WPMWC0bEp5JEUs1su/65Mn0zZjyjZbm1CoQvcWJDx0GjtJYCJySz3HDzA1oeP8P2bHsFxfNQiwfjJcdLLw8QPFLAyPtoS5PpD5HtDge1uXdg66e0nbiJiWnz2vnsYnllkVBEU89MSZgTLG0JQWEDB0tn45Lsv473/dg1PZofJr3YRHtObJjWmX/Sbtvs3habtbqIRXmi2e+s9O3jghkdwii6rTlrBBW8+h3BJMutdf3ge9z+4h1yuWmazjMj6CYwYqDET2SUJX2GTu7aA8ysPP2bitYeQeR9zvIC9e4TCpiVEHjoQnGxI3BOW1hxXOStLOoLoR3fiX5yg+J5OdDRg8RO7HeIPOJW1gSYomK12HoB8kdiFDtoDUadYJQRmIRYpkC+GEKYi+stRWKCanVCaqQuWEDowRXjvMO4JA+RWtSI7LMKDR+b51goGY6vZd2Mr9qEk4d1jFM/zoXUBgWkCimu7iGwfhfaWadvW2QYHjjY8z18bQvdYlSVCcTCCaTpobc+pl1aB0hjHkvOOqwrRCCODk/jj6TlvVWK0Uzlo94MMiNJrRjFQGAhNengjoxWZ3noY2bqf7VsP86uHt/Oje7fhKIW9oYPculbMSYfYtgmssXxVG4Yh6ehrX9A0/vCSU4mFbb56w32MT01no7f2pll//j7indUZ6hIDRWF2M/PizN5/4s6jf07e3UVU5FGlu1+gay5dlH6aSg5NLBi/Tdt91VVX8c53vpPTTjuNM844gy9+8YtzCpQvXryYz3zmM4TDYU444YSq89va2gDmvP5Cxu80wT4bSqkqrbfnC9lskU/+08945NEDGIZEiKAI5H98/Tb++qoruPjC4+lKxPju+97CJ6/9NffuOjhj0JpQiv+fvfeOt+uozv6/M7udfntTr5Ys27JlY3AD29gU0xI6gRAIaaRAQt6Q/EjeJKSQnhBCQggJeQ2E3ovpBvde5C5ZXVfS7fX0XWZ+f8yp955zrwy2KTmPP7J099l79sycffeaWetZz8Kb182Ps9aUUxa5NRZB2lDBhQarpEiOhdjFOhNbSVYsaoEQaAu0KxC+kXtREmQQ4RYqb+9KW9VW3LmAcp9bkYZZPRFCW6bP/ff7JE7VC6CMfWeQ7b94rPU1CpQvmPpuCjuXIzadJLvRrCjCtE1xMCQ+2frXvOqAnj/LRbmCcp/N3LkJtnymtGIsoLrE0hLS2zLkjhUQ1aNRhPBDLBui7uXs6erWP3JM1F0ohTtZoDAIk5ek2fi1gkmRb3Ffc52ZR6GFKe7pWGg/Yql2bo1tlrKxF8q165f1R4A/UNkot9CsxTKOdqu8MitBaM2ff/qTWM/PolIwe9cQKrAATZCxWciY1LXI1RWnkZEcuuScTSu224grr9zF5Zefyb59p/jj3/442dlCW809IQVr1veedttVpGIeH/nV1/DFex7hPZ+5fsVztYYz1gw84Xt0cHropJl38ETwo7Ld88USv/npr3DP8ZNY0gRIQ6X4q2/dyN+//IU8b+c2RjJpPvvm1/FH132HO4+fqF0rIl0pvNn8fjZBWIU6q4zbU0ZITVS2KUzHIWuTPBUhKjIg+fViGXO9CQLDrLM1SkDgaOx5k4qzVG+8akdyw5rMyxG6XwABAABJREFUqEAsr0PW+hYmgQt7fYnJW9ZU0h4FzrSFP9Jux16RY7M0SglEVwDjhrUcxSV+WuFm29ityt8yAlkCqwTetCC7Wa7sW9ca6Zt1T3pjkuliEYLK8cA46/2UwM3pZc1U71nsN2spLTXK0njz4M6bgqy0qqFSEchNj/r1NkNNbLJMcU287X1KXZA+Uq4RF5YicgVTF7a33VH89Fh3QsHb/vGLxGYMcSK3zrD80ZrSoENp0KynpA9WxScdKc1lOzadVvsAr9i1i5/ZuZP7xk7xK5/+Evmy3zYtXwMbe7pPu+0qupIxrn3X6/j0HQ/wx4e/28Rib4Uzewef8D06OD10bHcHTwQ/Kts9N7nAn7zsb9h310Es2zLEnCDi39/x//ijT76DZ16zhzUj3fzre3+ef/znb/HQIw22OxaRfs4cyUvnEaK+19NKY3ndjG0aIRxIITBZUnKhQO83j+Eenq6xvKORHsO8bgch0F0JSMSxv51F7vfJ/t4WxAGHrjuMXRWN+24hEJvXo/cfIZgXiNPIyCr7DmhN340HSXxzbgkJvHWwWgtQcZv82X0Udvaw9p8fgLNNpFf1JIiGu7AmFlraLQ3omE3p7BGwJMW+JKUzB4k9cILSGSvs2ZTGni4gLAv7hTuY35Sma7IaVBZEyThy/QBydKq9TX2jkSESi4LY9S7W4TkSd0xQfMl5lezkFrYbcB4fb9+vFrBGhlAzK7DEHRs2mSKgrQLn3myEDJxmaaBWiBRv/bUPUFqfIcp45DYJol07zPMlBPPPN99J3xcPk7nLZIhEoeKZLzr/tMfyisvO4WUXn8X9h0b5z/1/h5NZJNnd2omuUfS5I6fddhUxu4+r132Mg/Mf4/jCP2GtkoqQcnc84Xt0cHr4UdruJ1qg/KcBP7EO9lwux8GDB2s/HzlyhL1799Lb20tfXx/vec97eNnLXsbIyAjT09P827/9GydPnuTVr371097Xd//ll7hvr3EiRw0pVr4f8p6//So9PUnOP28ja3oyfOiXXsHozDwf/uodfOOGR5FF3XoD5ggKQ8I4zit2UmsIk5LFzS5WTtXN52kGmnRl/1plU8tie76YjCA25RMkJUFyBa0XrZGBYvj7ebQjiS02b1JPPDJE7MEi63dPoiNqiwYdmvEc/KsBopw5aC0UQcdq12c3uHhzpUoRrYZbVvo8dYGDciufSFHbDKMqf7fps7KN5vcvP/Ms7r/pCKfGClizeUQYmZT36QCtNKpniZNdCMopC+UKZCkidWieIGMxfkUPCDh1RZw1NxRrcjm1uQa0K2sFX6DiZJcCbUVGTqCyYa071x20Y5n08tYzT5Rym8apbAgSlgkAVNLoEcYR5C5EeHMBstFforXRhg0V4nbg9jTzz0wSpJzaeBsGjxUI0IowBWFK8447vkHBC/m5Xbvb9LAZUgp27VrLK1/7LD76799va4ZVpHnhz57+IqIRrm3x2ot2c9e+43zv4YPLs0UAKQQb+ru5YMvpVUrvoIMOTh8/KbZba82vf+rLPHDC0J6jhhTnUhDw9s9+jU+8+TXsWb+GDT3dfOznX83R2Tn+4yu3c/0t+7CyrW236omQL5kn46kaAVknAxJ9RXITSaI5r2YcovhpdrZi6LUE7RmndP34knG5ksWNmth0RSC13UZdg5UX2AsC2ROwOJMEWQ/3Jlwf4UWUfZfmlYIZtKwUYQUqutl1FAcFTkFXCqc33dLMkUPNvggqe2ENWlYc922snjerKfULXn3FLr770GGOHp8lPg12uSoZIwg9anVrau3bmrmzNeUBDaHCnrWwy5rYrPk8OaHJDzVYbCFq64ieR0u4i6qpPbugEIFCO3LJrECpW6AdgTcXtHw+AHIb3SanQC0zLtIkJhWJcWUK19tQ6pMUBqQpzFrtQ2SKvTp546Qx68WqHj3L1j7KM+dV7f/v/c91/MVrX8BLLziT04ElJReuXccvnL+HD91+N2qFTfQrd591Wm0uhevYvPHZF/Dd8iFuGTu6PFsEw5Df2TPIOX3LdT076KCDHw4/KbY7iiL+8Jr3cOShyr47rG9sitkSf/Izf8v77/grtp+/hY0b+vmXf3oDx4/P8PH7ruP+wn3YGwoIZ/n7JTub5NDjG6HHZJQLBCLU4CWYft1OUvdOE5fGNmjPOa3sbh1zkItF5NEy3keLeLbdft/teegztzJ54yF2vKvcltumI1jYZ5H8pwPEBmwSexegoc3zXzPF5MkkJ25N1DPooFKAVTL5xp1gS7QtKW1KN/XFP28T8esfRodRk/2q2qjcFdvqe1kpwJLEH51i8YpNaIvWbHIpSN4/TvHKXfzcCy7kKxv2kf/eOFZgmb2x1kS7N2LbAuvoZBPhT3sW2RdsIShnsL+pSd8bIRbzeA8bqaHYzfspXXaGqZ9WJRpW9n3eHQeNX6HVHC79DoRArh1BOA660PoaAPp7Kqebq4sDkoUzHEo9FnYBnJwAnUKeP0D80QniD08gW0i/6Er/3Dvg5DvOJXLjpkdW85c+88qt2PM+icfnAfjjl/417/r4b/OcVy2X3mgF25JceMZGxpLP4Lbpb7b1+wskF/Q+57TaXApLxtjR+ysslm5kobzXZGQsa9+iyzuPlPvjr63dwQ+GJ1qgvBHXXnvtk9+hpxg/seGCe+65hz179rBnzx7ApB/s2bOHP/mTP8GyLPbt28crX/lKzjjjDF760pcyMzPDzTffzFln/WCL+x8U+/aPcc99R1umn4F5CX/s47c2HVvf182W7h7cUmt2kwaKAw071iV/awuihKh/u6cpMVbVyxSADDTSV80GRmmjaV7yIYgQSuNmI+ITbahwlcVFcrRIbC4iPhkgSmHNuPlpi+zGOA99dQsH/mqA7KMeUUEQLEimvpPi4d9aw/zdDU5s3fzqV55kerdHqd+qpb8DBBkYu8wlu2VJ/EgIAquMNTlPo5Z90xRFirkzJVFM8pHv3UuuF7am4lBZoAnMtDqzedwj09hTWazFMjLrE1maKCZxZ0ukD84jNSzsitXuXe63OPbSJDPnuvhdFWeILVFxG+209nLMXyHIXghBSqBsQRS38HtcVKx+fltHtFs/J4hLSr02Ycxotmq78nxIgXYk5T6b7Oa4kfypfHeyVNGGrbaRtCinXNpFbDQad67+mdKaP7zh29x24nibHrbGy19/EZu3DSHbZF288a1XsHZjX8vPThfvesWVDHWll+kvWlIQdx3+9o0vap9W2MEPjYh6utoP/6eDnyT8pNjuu46d4L7RUy0dedXN1wdvuavp+KbeHrbEu/Dyoo3t1ugXLiBdY8tqql2Vv1NDedSOAFV5ddurS2FXGq6/q8J4NYDc+LEmiimiuELZGm0J/C6L2Mk2HItK35MHLAQCPecYZ3NFX9weLJE8Z4FUuoisFVk1f4SlsNwQaTVMQESTvVWuYHEj+GmabHdVW1xbze9eWWEQKLfavcadfcXpHmj8JJT7Nf+67w7EoGarymBVyJMm1iyIEpJylyRMCEo9gsV1gvFLBYWNQCiw5y2EEHjz9VvYJUiParw5o53rLESkRgOGbsuTHFu+OTZrKGVS1y1T9yNIQmGgwiBv/sqWwe+ya9+BNhOACDV9D4dkjijsIsiKDEtiTNH7WFgvVB9pEhPg5Orrx8jD3LctEaK5sGukNH/0qW+yd4W0/Fb45YsuYFNvz7KaBNWffu/KyxjO/HCFw//qohfSH0suu4clBCnH458ve8kP1X4HK6Nju//34ifFdt/zrQc4eP8RohYFTHUlWvvpv/9y0/ENG/pYvydGbFuppXNdKzhyx/pKcXJRC/JW/20XJdkL+lB25XixvKpz3ZxX3z+7+yewS837bh2G6LkF9Ow8ulgCyyawBzh2rdNSPry6TT70Xgf3ZJ54xblexe6Xz/Azf3ucZ/51jqlXbcNfm0K5kijpkH3WCKfefh7ljZWihUoT9iWa98rpOMXnnkU00t209wz7kyy+ZBf+5mamuvZschevRXmV7LDGq6qO7n1TiFiK0roE/3bznXR7Mfq7M/WgsTCO5fCcTZSfdx7hORtRm0cIz93CwmsuIBjpJ/6opOs+ZdYKY9M1qVt7fIHE1/biPnICOZVFTmdx9o+RuG4vzvGZlt+JIRlKorQHMQ/R14O1ZSMyVZVOW+F7jddZEbPnOJx8foLcWht3QWIXJFoKsAQq45F/1gZmX3euIcMtuX/1DqWtGYLhRHsVAqWZv7JOBgvDiPf83D9zcO+R9n1sgauGXkm3O4Bc5hY0933Z2jeTsrueUJtLcdbAe7BlF2IJq0NgYcsuzhr4qx+q/Q5WRsd2P734iWWwX3HFFbUCEK3whS984WnsTXvcdMt+LEs2MdcboZRm74OjZLMl0ul64addW4dbsmsBIrdhA7o0zKq12XyFmtA1G0OhWJm1rU3BNRk0s7oaP5f5MqLQrHmuLUmUiePOmvTjUr/b4OwXiEiTHC3gzdULrWhA+CHKs8mvMTp4yrOZuT7J7M0r635qrbHzEWGq/tjKCKxSaCLAwrRfGHQorGvhsI403lgOfAXzi5Q39mIXTVHQyJP43TaRoykMWHiVDLATx6bwHz3V0pwKpZGLJRBlVCZBbCIiMbrYpImWX+s2GUblCeZ3uZT7LIbvXF0nVEnB+Lku6Zik57HlAZco6SKLrdupba4dQVCtrN4UjGkYlRBoS5Nf65E+UkIGEbXCrhWU+ldmZAgEVgAipJbCLYXgg/ffxSXrWmsRtkI84fEPH/5FPvqB7/HNL91HqWien5F1Pbz+Vy7n+S/bc9pttUN/Jskn3/F6PnLDPXz29ofIFst4js1LLtjJL155IRsGun/oe3TQQQfL8ZNiu7/92EEsKdrbYa258eARymGIZ9dt0s6tQ23tvd4QIBPm3appfpXqSOBPeTg+zJ7l0vtYQOKExsprogRtbDcm1bi62q1GgGsfa8K0Iko1v8yFD7FxC28MpAelIYWqGlAhECGkHrPxphvsqDK66OVeTWx7Fq3BthTS0khr5eW2nLURATUHOYBQAievcPIaZKX4eEwQest5H1pU2PzSOPljs+BnDOPOLkF8KkIWIT8iyK8xfTl4cpruMav1VlgKQk+gbSh3g72osReturSJ1sZB3XiJgtgC2LmQ+MTqkgfKEZS7hQlaLwl4AJT7HNzF1hJ31UBG1bkOkDkaGUb60nMx2v2ZwyFzZzp4i9QkhqowxWVXYFMKwKKJzSiF4CM33st5m9asOtYqMrEYn/6F1/JPN9zKFx56hHKFmLCpt4ffevZFvPSsnafdVjusTWX42kvezIceuZNPHXiQbFAmZtm8aus5vPXsZ7Eu9cM5ATrooIPW+Emx3bd8/g6kLVEtHOxgpDRu+cKdKKWaZAm2JDcS6da2bPZEFzqQ5v24xESJckhs3zSpnE8wGMc6kccanwc/BMdq/d5VGjmfR2ZNupkAZL5uV7RS6JMTMD3X5OAmGYdMiv3/EacYj7P9dTlsabLhpIRgHh79sxizd9jLbYXUPO+dJ9Ea+tJ58ucPkj9/BTktKUAoRNFHJxp08pVG+HXbpQF/ez/Buu5lTWgg+6y1IMGayuOdyFLe1IO2Jc5knuR9Y1jTBUrP3kFhwLS47+AEXQth63mLuUSbBo1SCpCciHDyfn1vrDXMN+/DZSnAfeQk7iMn24+1AcFwiok3nUH3wZDuR4vL9t0ilUDPtiEWVjId82stZnebOYvNioo8bPOeGwEq6bL4vO30fPGR2nw1jrqwq9fIwlht+LBSUN6SQXkWslzZtwv4/Hu/xh985G2nNV6ApJ3ht7a/h2+MfYL75m4i0savMBxbx/OGXsM53ReddlvtkHA2ctHaL3B04cOcyn6eSBewRII16VeyqestxOxO5lkHPz34iXWw/6SgWAxQK1XPrqBU8psc7OeftYF1w92cnFhoWtBoAWFC1DZ/GsP4ilyT9uwt6AZKs0A7ulJwShN5Yvkmq9L20o2eBsNyDjVWroQo+suMdRiXFEZcgl7PbMqVxiornPkydknhzi9PgRaVxrUNUdxs3lXMxu+P4U6XVooL4xQiBm+ZJ+j1iFwzJifXEO2v+BC6DgTMXBBbZpwTx0tYJYWyJQvnDxrW+NKosNJkRo2cirI13vH8imXVRGUORaRMNfkGyfoo6RCbFdi+ptRjnOtVlHql0blf6dEQsDjooRUUh6D30eWnhF0ezkyhpn7TCFkIoCtGmDApdlq03ujX7ydQnmHYWQW17DSjo7/C9dVmGgqIRlpz8+hRQqWwn4C+VjIV49d//0X84tuuZvzkHI5rs2Z975PKKu9Jxfmdlzyb337xZZQC4yRrx5rv4MlFR8e1gx93FPzWhc8aoTW1d0cVF+/ZwkBvium5XNO+WEnwE4LoOwMQSrAV9voizpYCwZxL8WDGOMsF0APjl9ikRkP6bw2YeJ5sYbsrfxet5o2brn8WdCtUYrlx0A4U10cU1wPCxi6FrMkssrCvCytr4U7JZTraAqPTbbkhVtI4IWxL41ghQdSm2mSlP+l7XJxFhXI0yhFIX+MUG66obJZFSRMuL29CkAIskL6m7xFdcSA3fzcaSJ9S5LeAdsGeEKvabhFWMveEYZVV7aQMjM0W2gQVrIYYdhS3VjWDQgr8YadWyEy3WGnn18ZIHyuh1fK24mMB2a2x2iJPRJr41HLt+MaxOAWwcwon10JA5wcwa5HS3PTYE2PBAXTFY/zZNVfx+1c9m5Pzi8Qcm/XdXU+q7R6IJ/mjZzyXP7zgSkpRiGfZyE7G2dOCju3u4McdxVwJ1SbIXUUURIRBhNsQ0L2w93zSx1Lkgjy6YfMazVoUv5Zh+HABGZmMpMKIQ369Q+yhcbq+fwxCZfaTynC0hdK4e4/gP3P7ctutjJF2Hjja1CflOQhbQKDg6EmYX1zWb7/bJnvxAP6m7UwGcM8nFL1r59j8wD6CIxHTN1nosPW7cHhXgcyIISyt655lffcUo3P97Yl3pYiuG09CdIKoL4WOOYiCjzWXX2ZSvEcnKJ63XFZTOYAEuVhm4OMPG8f8kmWVFhC/ZR8Tz9mNkBbx8VW2mkKYgLDCMP41NdvtuwHh7iGEH+EdmcMqBO1aad20azH5m+cQOoL8Op+eR5bLwcjubqLZ+ZbX6/lFZH8P8zsdE4hQAju3xLne1JggWNtF2BvHni0u33c7p/eO1LaoFRSPQsXtX7nntK5rRMru4tXrf52XrnkTc/4UnozR4w4+qbY7Zg+xs+8P2dH7LpQuIUWsky3+NKFju59edBzsTzG6MnG0WoE5hElb7upq3lVKKXjjNRfw1x/+bn2T5Uf4/Y4xJpXmquwlu6Sxi7p2rKFxkBUne0kRec2FwkSkcRcj7JKuNagB5Uq0tHBnysji8kit3+WyeHZvMyteCqKYRPXFiO1fbKsvqqGWGlZFbmcPvbeNo1XrTaSKO1gIhBC4c3Vnv0nlEpVosDlq+ZVN7RISu503ToHymiTabcMqqGi1C20Y/U5hZQdL06AqC7owblNcn0a7FolJDZOQAYoDmoWtVGRZBNlNFpnDrRlsUgo2XTjCoZgpXhJkoDAI8aklLHZLUl6bwTu5WHPmVAMvohRAGBE5dn2sq9kxrSlnbLyZ5Qw9JxutXCwXI0WglhQg08A/v/9b3H37YaJIcc4563j5zz6D3bvXr9IZiMVdNm0bavt5qCLunDnIdDlLn5viWf3bcOQTe60JYWRhOnj6EGlJ9CQZ6CernQ46aEQmFltVXc2SgnTMazpmW5LXvuwC3n/tjeaANEUtVUzAYoPEVigJjybwx2JEdkP0ssG+59bbpI5rhr8dMn2RJGwk50ZgzdrYeWkY3jEjoWIVTVPK0ahkmxHUjESlK8rm1HwPolvQe3y5c70KjbGvjUglysxlE7TbEicO2MhAomxFGDM1SohDmNA4eYVdarD5bbqrHPNZfGI5O7txSNKH5ElBbqPGKp7ee0FGhsGuPJOJ53dB0CUJMpXOrIPYDKROmnWBtgRB2sbJhq37IQRbn7meSTlv1hJU0vaXBLdVTDJzbpq+B7JNTnYNxMcDrLwiTJl1jZNvreffCA142QjRwpsvT8fH0BCYqSKIFP/3i9/mlkPH0Fpz4aZ1/PxFezhv/erFzpKuyxmD/W0/96OIm48fZbpQYDiV4tL1G59QEB4qttvu2O6nEx3b3cGPO+IDXS1JR1VowE3Hcb3md4cjHa48+Ry+3HUd2KC0RfbhDP6n0zh+XfbNCiE1GpB4cBJrf4ME5pJ9rTU6gwOEZ29oZoDniwQ6T/7qtUg/IvHoDN7BOYJtAwR9LrHDcy2d68Xtvcy/dEkRyEgye7yXBbWH/tseRobtM6NV1Dwjbzj/Zv7u+z9riASNgu6VgEDvdUch0vjb+inuXkPUnzLjmsoRf+Ak7uGZmlmz8q0Z3eZXXJC6b7ylcx3MntZa8MncN83CJUPYK0icNyEIkWPT4LqUMxaLZ3WhEglQXSAgqyH+wBjpm48u04tvZ7s3v3IPxyq678Vhh1KfjTcbNl0vXAe5dgR1aqzJZmqAhUVUFFEcNAQ+WVzBud4A9fIh+PDRZcfdU3mQKxftllkfWWj+3n0/4I/u+xK3TR0C4KL+zbxhy7M4u2f12mIxK8FIfGPbz/2Szz3ffoCFqUUG1vez56qzsazTqLrbACEEljjdIkMdPBno2O6nFx0H+1OM2iunXXqu1uhIMz2dZc2anobDmq985m7iM+WKNErI4taEcRq30Les6m+2fI1XnOxWUSOLoWFNS2qyMI3XVI2IsgDXgjBcrkIDZHd0NzvXG+6lHSisTZA+2l5AVoTNcxJ2ecxeNETmwRmcXH03qGxJeV0Gb6aMrpippfZZRNqwDSyj8aZsaPW7X5WWKQ+vLEVjqs6ZuEQUd1b3SQOispGOPIvCpkxDAKR+dXzKzPl8JUt6dpfELiiS47o2x1qYgqZ79mzkF3/3uXz7Kx+tXT/9DBi8HWJzNKUMqoRDaX0X9nwZq2QKsIqSj7BtYuN5CsPNDqDVEMVaM/Ri0wHSVyhHtHyWNdo4JWTTQZyc5lvXP0hUSXu/5ZYD3Hjjfn7pLc/hDW+45An1rRHfOvUA/7Tva8z59eesy0nwOztfxIvXLi+CqpTmoQOnmM8WGOrLsGPTkxuZ76CDDn56YLVLyW1ApDQz+QIDqbpN0Vrz2RsfIExAqReKwxCbFkh/+UZLa0EkJW23fEKQ2+DgLmjSMz6FQU2w6CEWbJwZ0dSeXZQoS9ec51FCrUwDW8pqR6BdyG1UZA623yzpoHleXFvRnSqymI2jGttUkLJ9vMMZIgdUwmq2WzaUuy2ivMLLqmWqZY2QgfksNr16wDsxBvm1ksg7jXgykBiPSMwY/fap8+z6RQ22odSn0VKQOW7uX+p3EZHCKdSLyVf/ftZl23nN267g1vd+snZ9U8C/YQ7KfQ7T53eROlHGXjTrniBtsbAtVnF4mHNX0mtvHE2wNsI7unxZ7+TNs1jLH28xESaFvRlKaL70wKM1maRvPvI41z20nz944eW8+ZIfrNA4wGcffZi/uuVG5sul2rH+eII/vfy5vGT7jmXnR0rx4OOnWMyVGBnIsH3DQMd2d9BBBy1hrR9Y9d1fHuolly+RStYzx6Mo4ou/8Q3m7CzlV2xkIRqk++EyVnk58UtojTwytjLTWgqiDS4kZ/COp9ETUxQ2xpm/YgREZc2gNfk9gzjjeeLzDsK2cfcuLlPCVo5k4ZrtrffdCKKeONlL1tP1vfZZR4XZZttw5tBJfvfyr/ChO57HYqm+hhFakb7pFKn7JslfvInyOWuaggdRX5Lc1TuI3X+C5N0mwKBirQOdohJcjj86vWqQOHXfDIVzhisZX6tHlO1HjiNOTOMPp5i78mwQlRVRlQgmoHjeCFiSzPcPVy+rNyGMz6P693NedREveM+ruf4zn6tcLzh1VYa1317Am4+a1AREKgmZLlhYMG1ZgvLOYYq7h9GNpIvTNFPrLllk8sMt5mTvNLMv3miY7G2khjK3jzfPrYDcZoevnniQqCLKf93Jh/nqiQf5k3Nfwms2PeP0OtUCX/33b/HhP/wE+YVC7Vjfmh7e/m+/wiU/c+Gy88NIcf+Rk2SLZdb3d7N9pH3QvYMOfprQcbA/xYgihaUFkdCt5Vkq6b/FQnP098jhKY4cnkL6ChlERK4kyLRh6ii9stRI9XaWwFLgZwTx6brOXKv3v1NUBCkLZcPSrXbQ66G9FaKVQuD3OKgTAhkuN5JCa4RSeFM+5T7HOMa1Bs8lf94IMudjlUK0JQgzHlgSqbK42XBZf2t74cr0agkL25zKhlRTL0QDxQ0e8d4Ec1XG+2pQEPR4KFcilhZ8rUCDkZpRmijj4ffHsYPKcalMwRspTPE2C7xFcLKaIA1IQXajQ+RpvPkIGWiULbEGY7zh1y+nx05waWY9t02Pol3D4ht/NsQnoftRjE681shQIbQgysTQcQdnKgdORX8vjHAWfPwetxY4WDm3XZDbIJjf1Y0INanjPl0HykaKR0PPw3lmzkuZyW5gs2sMe7LUu/z77jqoas51oKZP/OH/vokzz1zD+edvWv27WILvjD3IHz/46WXHF4ICf/bQ55BCcM2aPbXj371jP+//xI1MzGRrxzav7eP33nwVF+xanUnfwZMLjaD1b9QP1lYHHTzZ0GikEKgVNGcB8mW/ycH+yOFxTkwtUBgWlAYMq9ry23mOOY2sIMitc1BxB9cvELNCmGkdNDWFygXI1kHmVSGhNACpIxoZte5XiMQ/6WEPlZG2MQXFEynUnAeuAgeIBJQEOZKopMaujr/R7laD60mJXdZYviaImWONZkoIgZfXKNtBRuWVzRcCEWpEKPDTxuaKqLXJ04AWiviMJogL/Iyk54A5HqQ0pT5TGFRjgsalXsOgt8uAFCxuiyPLivh0gKxI8NnrUvzc71xJTzzO7jVDPHhiHGRlFRJVBqXMekVEJvNQKklhJI5aF6PcKyprF2EcE6GR+QuSAmUZtv1KY08ctLAK5qTIEUYWUBrmZXwKioM0r0Orj7ZqzXJXNiYDs4Kqo/1vv3kj564bZs+G09dnr+Kzjz7M71//rWXHp4sF3vbNr2EJwTXbzqgd//otj/Jvn76Z6fl6IH37hgH+4M1Xcc72J37/Dn44dGx3Bz/2iHuwYz3sH21JECOTRK8bpFQMmhzsD974KDOn5shetomSP4xdULXM8GXIFRD+yqlBQmmUlSRI9BOu87G6h5i/dGmRZ9O7YCiB6obkSYgcvTThidKO/vZOVgApKJ49SOamY4hWxV0FzPkZHrprmJ17JnAcjdKC746exayMQSwymWvCkARmr1mDiARqy5pa+433AijtWYd7fA5nIotKVvwTShkxeCrLmwgs20L4K9dpEYAsRthFCGJQU7Rtca4G5PQC1qkZcs8YZvHyjWhXVvwplWCxBlEMsOdLBCMporSLzPuAoPSsbWBbOEenoBSgEy7Jczbwc3//Rty0w46+PvZPzYCEKGFx/GU9JEd9em+fxZ0qoX0fPb8IQYAGwsEUiy87GwCrpBGhxs5pwpQkiokaca49NHP/mK04MqqzUZnqUsTApw4y+fNnmLmtEj8q/iPvWJauG8eWTVD+JX015zpQ+/efP/A1dvesY2fXE9c7/8oHvsX7f+u/lh2fGZvj3a/4e/7iq/8fz3pRPfD++Tse4v1fv5XZXD0lYdf6Qf7kVVeza337zPQOnhp0bPfTi46D/SnG+vV96FAZ36YlGvKAtdloRRrHlgwNdzVdNzubM+nFgTFKYaL9bnm1qHAV5S5JccBs4Oxi64JZUDmmQYTaOI+XIEzY7Rn5tUYEkSeRYYNR1RodKUSosMrQ/YiPsgWFtXGKa5NYlbWKSrmopVW1bYlucJgvhQZQChWzmD3XRdvG0FYjzpeu38jvX/ocFs4Y4w/+7atECaetY6NpOoUgf0YvqUemlxl7DSjPwh9Ig2ejYza6EkEXUNO+99NQ7q4vjBLjmqgQQsnGCoyDQVuC2FSAuxAi5nP89q9/hHKPjZ+26LYlhQ0av0ehLUFxQFO8XND1SIgMLZQjsQua+IQitW+h8lzVDWvsRJagt7/6FVTG1XrcYczI0Ziip4LFrR7ZzR4jN2aJzUR48yH99yyyuDOGn6nKHWjKPYrEuhwbu4ooLZiZT1MoecSmNOnDrR9QIeHzX7jnCTvYI634531fX/Gc9+37Bs8b3o0tLb5562O8+wPLzz96aoa3/83n+Nd3vZo9Z657Qn3o4IdDJ1Wtgx93bOnrQa3Cooo5NkOZVNOxqfkcyoZShaizkjzHaZpuLN8UkNaLSXSgaacuXrWPGrOxVWCcp2VAC1SsYsRWWhtLiDyQdYJSzTZEcRBSUH6wB9+JcDYViLojynOVVF9fwpJMceUA5RXWC1oTJEwwPkgZuRuhqE3Opbs38Rsvv4xHclP85YNfr2QCtGlKaKPXLsz98msgNbo8rqwxBVcjS1LqE5WMvnow3smZP/l1Gr+7fvHcLkFiQmMVBFiCKC7xe20ihwrrLuK17/0E7rzCyUNcgJ82znchTYC7GmwPM1CWYJXAyoPyTMdk1LzKCRwBFuRHJKkT7QL9ZrxWvn6t5VeCFkmJtgVOEeQpjZ+q23gwuvZ2DuxKlkAQA2yBkiyT2atCCsHH79z7hB3sfhTx17feuOI577nlRl6wdTtSCL70/Qf56//+7rJzDo1O8+t/9Vn+4/++hrO2ri5X08GTh47t7uDHHevX9aLWD6I9F3lkDLLGmGnHQq8dQG8aIZmO093dLM06OzZPlPEo7R4BIbAbMpSWIVzZYQzGzkRElLoFdHv4abf93lkIolhF6i3uggArpuk9J0BYcCQdMyxyq73x1q5FlHKx5+uZQVpA7plryT9jDTru8P67zyfzcJ6rdu/F6S9xz/gWaprmtasM6a20ey3uom5PAlCK0lnDOBNZnIkcXV94kOI5I4QjGdCaqy7cya+98tncc+IU/3btA8gTK0jHSvDXxCuedkGpRxKbXT7/GhP4dSbmmfn53ZTXJOpnCGOzIkuTuuMUmRuP1bPyPYtwOE1w7lZ0ygRVgu4U7ryPkw8Jxkr80i99kIVtLoURB1kNcmP6U1jrkX/tMN3fPUn67hmsKDTkud4M2Wt2khwtEZ8o18iO7ozF2PNMMCXIgLPQxn+hNd6BaYLH/IZUteZRJx+ZZeQDDzN/1TqKO7tBCGRRkbnhBIljRcq7RhBhhD06h50tU3xGP6WLlgZyKlOkBZ84fCd/vudnWn8RbVAqlPmvd/1P6w8r3f3QOz/KM6/ZgxCC/7npPv7uS8tt/b4TU7z5Xz/Dx97+OnasHXhCfejgh0PHdj+96DjYn2I8+zk7SL0vRj5fQofabIQqEIBlCa587i5SqVjTdb29qaYotFiBoa7l6sRkhKDcBVFMgNJtneu1NgEZavzuGO5EvnZMxR2i5OlJjlSLXYrKtSKIkEo3ORVkqEkeK+DOBvh9HjLSKNcizLhNixCrGK2oY1a9x/GXJgjT5hdf22AJwbp0Fx/52VchhWD2qhTcYsH4Km1VDLUIIcx4ZHcPEjuRxZkxRUi0JSgPJiiuTzHQnWLxZL6enrakT27WONkbpVGtrFNbaDmLIeljfu0aMHr5yTGfUq/N/Lmy1imhzYxaWUFus1dP2xMwv9NiUMTpebBZmsdd8EkcnKewtYvGhchSyV/lQnGE5sWfNAy+8ctSbPjaAjICv0cwe7YFkaLnEUGsp8juS44T6/LrOvAbx5k7mWLmO2sQy5IdDbSC+/cea/s9tMMDc0eZKi/XJ2zErJ/j3tnDnN+9hX/66Pda318bdt57/+f7fPQ9b3zC/eiggw5+evGis3bwnm/dSKnCUmoyXMLYllecdxZxpzmzbKA7Rbmr+dx2MMW5VjkHAZGuOWhFmwJmVWgMs0nmBE4ocBZEbeMWdEcEPau79Y3tNhtCBYTJigO48T6BhX8ghYprHDRCGWd6mKDZdvvNPy+/mSByoNhrGRICZk0jpWDzcC/vffvPmjo1+TjhJovY3vaODaEF+Q0a7WhEURCmILtJE5sBJ1uxcxL8bih3w4ZsnPlicVnMoWoekychaLTdFhTWCpw5iM0bR3kUa7gIiFxNcUgSZJdG5DXaMizyqCpZ3wB3VuDkm9cQMjDO9ygJ2Q0Su6SJT+t6anv1tkIYUkHD1dUxOAWFnxIgJbGZkL4HigQJyfglKayyJjEFVlTvjrcIQVyTHxJtvzelNbcdeuK2+9bRY8yVSiueczK7yP3jp9jVM8g/f7y1M15pDZHifZ+4kQ/98euecD866KCDn1487+qz+dB/3UAw0I0a6AY/MHsl1xCrpBS8+MXnYtvNEcTekW5KOwbreyOxgmmOrb4PFkDQF0Nbhtim3VVYn9oU+Q6393LBiw+y7Q0FZByOjg9x9K4MTK3OGhVBVLMPSsD8i8+gvKOv6V2+WEzwxTsvwU2VSB6fRRYjgoEYpS3p+nlCYJVYOcNOSsL+OsHAmcjhTBzAsiXbL9jK33305QAkfcV/uNaKZEChYOGyIcK0JjZtmN/FfoGbjbDK9X15kBBEQYn0lZspD7SwURXDl3/GMOnbTtSY86Ic4ZzKontnCM5ci73oE5ss1S5BgzsbMnhXyOT5CUqDDo3fvjMX0PuZx/DGcuhaBphGzC7Sffsp7Fiq6VlJjYb03V9kZk+ccrdCBBKnUF9XoUzgwh7Lkv7+IZp14KrWu9Y7YqM5hq/dR9iXJPfic9DCQm/aQH6bNG0J4KLNyGyZ4ovLbR9cJTS3jR9u/0W0wV1fv49itr3t1lpz/LGTHHrgKIM7Rvjnr93S+v5aE0QR/3zdzfz7r77iCfejgw5+UtAJQTzFyBfKXPOScwFToLO6kROYDWRvX4pf+dUrl123ecsA3Q2FT+1cuKyASg1CoK1l+7UaNGZTGaRE7UBrFlTFsSzqUWKrGvkHyiMZyuu72zpM6+1ooriitMZGeRbKMk5aUen/0nsLwM0GpA4ukDi8QGrfLJm9k9hzDS9zKVZl+4VxQdBTXzBJIch4Hh964c8gKwbxQ/tuY2pPRLlSSb1RU003/KneU1WCF1HSIb+jl/mL1jB/4TDzzxyhuLmb7Gab6cVC275Vx+rmGiIkDQsYEWrSx5ud69V/50cEc3tkwwNTuaYsjfRMpY/IyiJDCiav6CK7pTlYAxAfK9B1/xTC8SEWod0InYhQnkJbUOiH3HpqDo4mSIHyJOOXxTnyqgQnrkmgXFBxkEMFtr/8MF7arw2tOrzukRzr3niclVZVpXL7gjztMFPOndZ5s36O2/ceYTHXflGgtObxo5McPjH9hPvRwQ8OpcWT+ueJ4KabbuKlL30pa9asQQjBl770pVWvueGGGzj//PPxPI9t27Zx7bXX/mAD7+AnBsWCz2vPPAswtqTReFtCsLY7w9suv3jZdWdtGSaZcWuGJPRAt7EQVakQ2sjQ6Mp/q+lNL7VdygYhBM58xaBLwAKrINtuvKoNyTLk1yn8Hk0U04RJbQq0Nr7c6yNAFiWJKUiNQeY4dB0CO98wHiHajr8GC3DqbUsh6E7F+Ye3vrQ29n+57zYWBkKKfbrZTlOfp9xaTbnPOMSVrSprEUF+nWB+B8xvh4UzoDgksIowN92+mlp10+3NLT0IQQ9Etl7mXK+OV4TU7XLljxZQHDJZALVrGjz7fq9hLy7tg1MCdx6sMixslsyeIfEzgqCi8R95lQBAi2dEYJ4xbyYgfTBH8kQRNDh5ReaIT2qiLjvTGGSwi5Cc0G2fS4CF8vJC6KthulBY/aTKeTfdd5BiuX36h9KaBx4/xcnJ+Sfcjw5+cPwobXcHHZwOyosFXnjRFqDyWnQdiLk15/q6db38/OuX13/affku3IFU7b0XdFntLVfcg3Si3adm35hy8Td0r9zZSONN+cQmfGRJIULNFW/cx45fKqBci8/ddClfvO1ipsuplQPVSuOMZYk2DaP60qiER+GCNZR39re02yDwc3F6bphm6JOHWfcvj7LhPQ8QO9RAXlrNQ6Q1Ioya1idCCnqGe/ijT/5O7di17/4M1qG55Xvshn/PXT5EaUvaBBhixp4rV1Dqs8mPWOSGLfLDFn6XRWzvSU4mVtg7CoG2JYWz6wzpag+dh0eR2VKzc73hnPyIQ3nQpVrhxthQTd9nHsUdN3tPoXWt7hpKIx4fhXyzbRNC0Le3zPqvZYmNlvB7FMU+hRYKmS3hHpml+9uP0fPFh5FBKwZl3SJrAVoKtARrJo/KzZnssup+vWGtEWU87P2JFdMjZxbb18drh7mJhdOqezI3scC39x4gWCHDI1Ka2/YdY2rx9PbyHTw56NjupxcdBvtThHI54F8+8F2+9e2HjG6lBSKqqxa5rs3znn82b/7FZ9Pbm1p2vRCCK5+3iy994k6UJVAxG3chwu+2WhrZwBO4hXqxzCqq79jCoKhHoqXZ9NeiwlRY8I3a5BUJm/hECQH4/cmabIvUAqtU2Vy23NQJymf4WJ6FXTTXOJO5tkQ9LSG3waOw1kULTWzCJ32gSPLxOfI7ewm7PPyMQ7zQ3qBqTBFTWQQrbjGYSvKizWdwyZqNSCXQ2jgpPn34fpBQ3hpB3jGMsUY7IKhvKrVhdVtl82+NWTwoaSGAwiAUBzV9j7Cq4ZF+C2unNd582DbgMXeOVYty16BAqBXupTXTF2dIH17uVLaKIcnJWeZ+1WsKkKtZm+BEZsX+o0xmgd7gY2uF1Jrhz/mMXDqD5aimAvRVCAmxjSUSO/IU9i1/xjWGAXjg6CTbN61cJb0RQ7Gu1U8CBr0ujswuGHmmVfw7k7M5tqzrFF95uhAhiZ6k+O4TbSefz3Puuefylre8hVe8YnUGxZEjR3jxi1/MW9/6Vj7+8Y9z/fXX88u//MuMjIzwghe84Aftdgc/piiUfP7mf67nm3fuQylNLAZ+t4aKPnjMsXnluWfxW5dfTG8ivux6IQRXnbudTz/+SI0JFyTBybdOEbbKGp1WKC3QDWmXVad0k7QczbwmXf1Ho3e0coJVFDXWVxUyMjIiUaKN0RHgTkvCbsXCemMY40ct7MV26c0Y1l2Mmka48CF9HLIbNWFCECQ1nr/80sZG1q6fZPTUEK6QDHenufoZ23nGzvWEWtVs9+cefxgEFNZBfKa5hSgG2c2QX18ff5RSWFmrEsCgVgsFAXYOrKIpZL4arFY+eG2Y+rKqq77kM+k3MNUqUF6Dc30pKl+mnwG7RTxYhoaF7+XMAJRjsgUiRyNyasWgiRaawnaBP+lgFzWRK9C2Q7UmS5vHAKdoHO1hCx+SRhNYmsNzc2zp6Wl/8yUYTi1fB7Q+L82D+0aRUqDaEUsqmJzLsXaw+7T70MEPhx+l7e6gg5WQX8jz3l/7D2767B1orZG9GdSWEegy75143OFF15zLm9542bKscQDLsrj4inP4xpFR7KkcsUcmUCSQqXTrPd6mtVj7H0dFoBtqllRt7sLzt9X3bxqj2VZ95JWm++E8XY/lsSr7Qy1Br5eMvGkKIeG795zHiZk+85klTeA8bPHOrtTESt1+Aj3QT3nHLgAKw5K2kjSRJnGqjBweRJQ9yBdwZrKs/bfHOPHbZ1HemMLPmMLi7bLHhQAZKIrr4yTnI4aHe7nszc/hzJ/dQyFt1whsN3zSsJlbtRIMeMxdvYbshX2IcoR2JbmNivRRiVWuLKEqAWoBJO4+jndifpmM7DIoTTCUXH5cgHcqC5bXynSbAuNL5sw7uoA71topXV1jqalprOSGZZ/HpiL6H7NYjKxav3TSwyrM4T4+t+z8JliaxAvijIo+rIWAsNsh++xeYrMJ3Glafi8CgTXpEM5b6J4WTm4F/oxkfD7LcHdrGZlW6F/b20RIbIeBdX3cPXoCS0pC1V56QQNTi3kGMqe3Jujgh0fHdj+96DjYnwIopfnjP/si99x3tP5CkgItBUJCT1eSD7z/FxgcWNmp+fNvuZwvfvk+goSRE3FzGuUowpRV8xhWNb+RAj8JdlkjGwywcqAwIAiTDS9iIcivscgcMS9fbRkPpFWMEJVilNqR4AhKG3vwjs8TdsebDI67qCgLaZhttb4AAko7A4L1IeJg/fESQdTSuPpdFidf2GPGVNlIZc9IMH1RFyPfmiV+bJHsOf0E3S7eTAkZ6mWE6OqPYcIlcdJCSAj6Qj42updr9f0AbOjp5u3PuYh8ZKIK2lOECUEYN6ntIoDYvDZBB9VgNG3ID5uNsTcHVtGw4sp9muKaSgqZaMivboc2Dnir0NoARR6UBiR2TuDMS6OhK6Dcq1HeCpoCQuD32QRJiZNvblsosCcbdtQC8MGZ0kQLEUFarpgO2NWVY/vW4zw0th57ryA+qklcVECsUO9WR5A8b7Glgx0gikluu/fwE3Kwn9O9gbXxXk4VZ1tOuwAGY13s6d3EQtfBVZ3rAL2Z9kyUDn66cM0113DNNdec9vkf/OAH2bx5M//4j/8IwJlnnsktt9zCe9/73o6D/acMYaT47X/+Ig8cOlVz7NklsMdB2DDQm+Kj/9/r6e9qsXFrwG8/91I+U3GwayDoMmbCKUHVWEihUVpy7o7DXPSMR/juvXt4fHQdtTB8hbXUtI4VGOmyqP6z1ePjjRSwUiE6EgTTHv5Y3NQtCYUxPQ2vdXdG4uuIKMUyu+VNSJysJOytb8xkWbTeYFeoaAKBlqbItQKIgZ03xbizm4zEijdHm42+xrYjRrZMcTg/RKQV89Ln/914Lx++4R4ANg/28BsvuoRyVCneucRJXU5rZncL7IIgccJMlrI0YVqhUcjAMgVflbGBzgI1ndQVLGnTnLcefJsrNQhl1mEy0DV5Pz+zyg0FqBhoqZcH0YVAW7rxVIg0TjFCBBpti7ZrDIDIlizssfDmBU4WvHltgiFtrzBddXImSNJ83PQjcuGGI4fZ0nPBCq0045J1GxhKJpnM59va7s3dPeweHOJk1+yqznWAvszKv4sddNDBTz8CP+APnv8XHLjvSG3fLWYXsWYXETGXke3D/MsNf0ZXz8oOvd980/O46Zp3k7jvZMWpK9BnbISeLtAKhEBKjVKSZ/7MMS685BG+8/frePyGrppnPRhJk71sI8Ha+h5fYAKvRmpN03fHAt6CYv6cLoK0jYw08VMlEqN5bvn/zmLPnx9kX+N6ACPV5ixEGMH0ulQYkabru4eIHZ6jNFIvHqkcWtoFZ8HU0rKCytu8O4Po6UKEA0THT9L3teOc+s1dlHs1sRnRstioEAoUFLcmGH/p2UglmI2S3LYwiv7SKABn9PfxtoueRRS0ZjMXNyaZu3qE7hsnGPrkEQD8fo/5K4Yp7xgmFlT8An6EVQzIfHMf9lwR5Zyec6+xFlkNukIEaLFvDZOSKC5JPDRF8t4x7Jki2pFECbc+163uo0Ev5tFKIWRz3wRG8rUGKRDlkKhFfbtWfS0/Cl4sy+QvbCfqlWBp3AOybdADTFDdOukQLnWwV/ovxlxu2XeUV110zup9qODCa/aQ7k2RnW3NOhdSsO28TWw6az1987NNBVbboTfV2Xd38NOLjoP9KcC99x/l7nuPtPxMKZhbKPCNbz3Em37+0hXbeXj/KeNcB6r63vE5RZRTBEkjExLGjZPdvGuF2QwpjYg08emIxR02UXz5izg/ZOHNK9w5jQwUVrm5mIguK2QZwoRFMJBqcrwqCUFaoryqI8DcU6Uj8s/y0XENIcRGGwyNXF6WTdmCE9f0EMVl7ZwqtA1j1/Sx4bOTiGJIlHY4dVWakRuz2EXdVAtESwjTMfIjDrKkKQ1CKSw1LSxG5+b5vS9/E/pddJ+PiGl0MkIsCojACurMsdpV2migeovgl0v03jKHN1tn0ReHXGYu7kaEVj1FqwUERr5mGTRNuuyNiOy6s6OWXu8pJCbNZzWvQBRb7mDXgKraMx+SN1jE77Mqxd1KRC4sbnFY3OosH4sUbLlwnJ5kiedsO8Aj/7kVkMjEykZUWGAlQkTBR4YKpCCMOWBLwoR5hvcdmeCeyRN84sD9HFqcocuN8dJNu3jpxjOJ2c7yNoXgnbteyu/e+9HKuJY4HhC8c9fLkEJyyZ7NJOMu+WJrCqUQsHGkl+0bO8VWnk48mSlmT3Wq2u23387VV1/ddOwFL3gBv/M7v/OU3reDpx83P3CI+w+cbPmZDjVTU1m+cftjvPGFz1ixnXtOnKxvZir/83shDDROQeOKiPO3HOLcMw8zMjgLwOuvvpFc0WN8vpsP330lVs5qXXvFAhRorYltzRFbVzD7/gpZzUqGeOsK5B/sIVp0mmyFiDTuIiTGLKKECRSrSkFwKyeRkXGWh+n6O9XIzy1hsS3J8xaIJsMZpsDNgixrtDS2NapK1jZEPKWluPyq+7jx0bOILLBy1DTRqzg6Occ7r70Od0Tg92qCNAQpjZ3VCC1ACry5CumguiSJwJk3hcVN8BxkQwKckkZn3O8Cd6E1E6z63fkteBArbbbR2hQurcbdhcn2U7Xa8Cu/r1qad91ALIg08aky7nxQL+AmIUw7hEl7me0WWlDKSLQrKA1AYrw+ttUgQnDnIuwyKMvU8dGuIEyYtcu+E5Pc3X2Cz975EMem5+hOxHnJnp28YPd2XHv54saSknc/5yp+4xtfaUyiq/THBIPefflzEULwnAu24jkW5TbOGSkEZ2waZMPI6TPoO/jh8ZNkuzv434MbP3M7++8+1PIzXfI59fBxbvrUrbz011cmRTz8tftJ3GfWAOb9qhH7j0IqAYM9eN2C839mjAuueJzhDYaB/Av/fZDFSZsTh7r5jy+8nPzaWEuyklUy7013NkDFXWbOTNSylCOtCTIpcluTqDtmeORLG9Fd9TbsmSI91x0h/vg8wXCK0hl9RCkHmfNJ33UKWQrRjo0aqLOSRWWd0GgTZFkxcPciIqwEIaD+uWVhbVxH4sARrHmfKONSGILEpIkt1NoFtBbY+Yh8T4G+r8yRu2Atc06xadwHpmd429e+Tv/5g6Tum1w2H/FjeeIfPthkB5zpMgOfO4a/JUtpWx+pO45jLTbLkUVxuzJvtREshyWJHWzNEBflAO0uZ7ArAb2f30f84FzdxgcKuUL2fK1NzFy3YsXriqSrKAUkbztG7PGpOpmx/QhACaJjJVK6ROIP7+XI+89HS2nWPStBgygL7MM2siDRriZcF6JjGrE/AUXJ/rkJ7pmJ89WTd3GyOEO3m+SFI+dz+eDZOHK57XY9h99831v4mzf+y/KxS4GUkl9/7y8C8Pxzz+Bvv3QDYasAB8Z2n79l7RNi0Hfww6Nju59edBzsTwG+9Z2HsKQw0jAtoJTmum8+sKqD/VOfu6tliqwVgDVvXlyFfquZnQ4gwM0qpDYFNoutpFykYHanQ/9en/isql7W2AQasAsRQar+mGgB5d4KI6yxTQFWzsY9pijvCEg9ZCH9+udRykMWm43U4rYYUUK2dkxXimvO704Sm1XMbxNECYejP9tD6phPYtzHLoLQlqm4LgWpSSh3KUoIlmqW1GZw2oWugNhoQM9NM8QPhQhAOZLyUILycLK2QKj2yslpMg+VcGeb+x+b9Fn75Un8DX1EXV5Lhp7GOCiCpd9RZYxhrLVxDRNWzbmu1viokQBcY7ztCFTWRS02F2GpTzZYxdbPXvEZNoTQ/QkH+5RoMtSWD937Auy8Yna3Vx+L1qTTRfr669p8HiEBLtGshdUftSXP6QjUSXDni7XvwFosEXS5qC5TFObOI8f51LcfxRKSSCsEgpvHjvCBh2/jE1e/npFkBqU0dz94jDv3HiGKFGduG+bvdv887z/4DY4V6vrpaxN9/O7OF3PZ4E4AYq7Db7zu2fz9/7t+Wd+qXX77G644LW25Dn68sbjYXPjW8zw87/QKMq+E8fFxhoaGmo4NDQ2xuLhIsVgkHm+n+9DBTxq+duujSCFMEcUW0Bq+dPNDqzrY/+POu5e3I4zkWNkVlLHZeMZYzbleRSpe5vB0H8qSCNtIiy1z/grQDri9JWLrjO5n1dzVXmOWJnn2HIt3DphdI8a57s3UM7TsgmF9Vzd4oWekVvzBqIk1H3QrrEJrtlXLt2ZFkyuqyKslJgxjXBRBWxplmaC4ciCyLL59wzMNW7oSOFj6Kq7OYGzcwu8KiU8o3LmQ+LT5xJ0XiMAmt6EeTKjNmQKnYBzFTV1U4BYE+bUR7oJcHkCAmgZs0MLBLhANm+nm6+ySYchpoSms1RSHNboaJ1ZAKCBokxUQ0SxZ1wCrDChN6lgBq6ya12sK3IUAESqC7vo7TwN+mvoYhPkjKrr4q7j6cRepzTNokmOQH4GF7Wbddst9R7ju1n219a4UcMvjR/nP79/Ff//qq+hPJ4mU4vYHj3L3w8dRSnH29jX82wtewt/ccTPHFxZqd9va08OfPOdKnr1hEwCpuMevvepS/uWTNy3rWTUr4+0/95wVR9BBBx3878C3rv3+qpJS3/jw91Z0sGut+fTffam1rGSuALkCZWDn/9nP8IZs08eZwZB7HzqHKBlDBqDc5ftBgZEni02FFDZV2E5Vh3TlXGXD9IW9xG8tw4vMR/ZsieEPPoQsm/2qO57DHV8uuxqcuRYaGNRuTlPqbe5DcrSECFu/+4UQxoHb242VDcD1UDFBbh04eRMgQFXsuCeg38YqJShvtNGWtSyoUJ3CmZdtIfHQdBut8eW+BwD38Cze4dZZynY+QC6WUN1t1t6Rxp4t4B2eb3kvvZBDpJLLvh/76BT2qHHKC73kmtZ3gupnnoOwljPrBVAacBHlkO4vPIw1X1zWdktUnsHquRJAKSMVZGlktLL1to87WIesWue9vR5BFwRxY7u/Pv8gX7/vO7V9t0Rw+/R+tqfX8C8X/AoZJ0EUKu68/QB77z2GRnP27vW86xO/w4ff9XEmj03V7rXprPX81vt/iXOefSYAPak4v3r1s/jAt25fPixh6g/+9osvW7H/HXTwk46Og/0pwPRMrq1zvXbOdJZcvkwq2doB5PshDz58YsU2NKZYlXKMUa4WubAXI+JTAQhB6qSiOOC2Ts8WAiev2kZQq0ZFhqAcc32QlMud69R/9g462AVF+t7mYmph0sWeK0JY3xjmNq7i/JKC3OY4heGIqJqmbAlyWzywHdInNaqh7wLwFqBnv2Zup25ZsFMAydsjhr5eqP0MIAJF7EQOZ75Mbmdv00JBaCivSeGdbF5QiUr6vzO2gEr0G1mdJoeKKUpSGGgRRNAaOxfhTpQhkssY8IUhB60V0RlldF+z6J6wQHb5CDcimo7R9KGG+JTGLjbv0rWEqBuKz7KI7ZXYJ1tv8AWQHo3Ir1eUe0y/PTvgGRfsbxpCbH0Zf9wl9/0UXa9aaLtKEBbkv5dommsAZ8EHkae4LkU2WyZ2SlAaMZ6fKiN9NDfPr934ef7jGa/gnX/9BY6MzmBZEgF87hv3k0nF+Kt3vhrvXMFUaZF+L82urnXLnOWvvPo8pBB84FM3ky3UmRD9PSne+YtXccl5m1t3voOnDAqJepI03KrtrF+/vun4n/7pn/Lud7/7SblHB/87MDmXa+tcr+LE5DzFckDcW55dA7BYKvHo5HK2ViMEirsf3E5sUrFu5wTS0VhSc8vYVh4srWVg+zSFqTjBkaqOy3JelLeu0FZeVQgQrsYZLBGMx2sb+6pzvbkvBlYZyt0av795Exx0KbxJC8IGJ/RpSKJFjiY9Wt8gCozzOHIhqkrLifpnVCVL2ixIhIaehyL6Hmi2h1ZZ03UoIDYbMX3ecuZgmDBO9qVj1hq8OYviGkX8VHMhVoFAubC4uVXQ3DDnooSGkkCoxnnR2EVzTvYMhd+zZCwStKON+Ht5SZq3BifHcrustckwKIM3FyxzrtfmD3DyEWFCoVxjJ6MYzJ7VvP4I4yYzTzR/BcsgEMhg+b2SY4BQLG60yE+WcNAEKbN+qS57j07P8bsfv473vPx5vOPvv8joxDxWxfnwme/spSeT4F/f8TLClGCqkGcklebsgcFltvv111yAZUk+9PnbmrLQBnvT/OFbnscFZza/8zt46vFU2O4OOvhhMXNyFUkpDUcfOY5f8nFjrfW7Z07NcmL/qRXvIyzNbf89SFCSbLlkEcsFS2rumNjK946dhV4L9kq1nLXG72lNyAJAClTcIuvU5TO6rj9unOtL/NPVqzVQOHcYsaWZCOIsRJQzVlMR7Pi4v2JgVQgBmTTacesELAlBCiKnmglWt1I6ZqNjFpYviCxaGhTtSIKRJN7x7PIP2/Vjyd9NUJqebxxm/md3EsUa3iGVMVrzJfo+/Vj7cc7Ow/AA2pI1m6O1RozPtF3arEbBCjcOspQTr4EwISn1OSTuGV3mXG+FKnNeWxIRNn/h7qkipe0pykOK2Kn2MjFCm7otwmyoa3AWgFBTHlZMRSV6J1z0oG9ECConHsqO82cPfYq3976MP/q9TzIxtmBst4AvffZu+vpT/Pk3/i/BbJaFqUUGN/az9dxNy2z3rz3/WbiOxYe+fScFv16sfG1vF3/22udx7qaRlSeigycdHdv99KLjYH8KMDiQwbIkUZv0mGp29d988Fv85f95GQDH9o/xhf+4nlu+eh9+KWDNtiFT9XwVyNAUo9IYxpQsR8hQE3kCu6xxc9CzL2Buh9Fxr20+lemFVV6NxYSJdpd9VMo1UicrsH2Fhvh+B2HUWA0rzgqJjZWaDYvQaGfltgCUI4hizY4Mq6hJn2xIb2tsFlOYKz6pKYwsb9sJYOibOZYW96o5GXIB3lie8toGnT4h0J5tKnZHzdZRezbFzT2opMn/FoqaJp4sR0hbg658j1XHjRC48yGZx3NYi2W0JYl6EzXWoBaCMCnR3SG6v3VqmhAgEhEqHqGLlV9jDVZJ0/2QMeKWJY0sTKQIRwRzv+qiY4L4fStrv2kgc8Anu9klPhkhLQEXSGiQOu157gLZu9Pkv58icVEBZ23QUtMu950E4bEWMi+AM1+msC6B0Bb9t9sU1ipmn1lnT0Za89DUOL/2J59gftasWBt/p3L5Mv/nPZ/n2n/4BXatWbfimF5+1bm8+DlncedDx5hfLDDUn+GCXeuxZMdI/CgQaUH0JKWYVdsZHR0lk6nTTZ8M9jrA8PAwExMTTccmJibIZDId9vpPGYZ60zw+Otk+QK4hijT/8NHv8ce/Yphwj81M8l8P3cM3jx7Aj0K2ZHpXvY9WgtFHh/jWZ/qwYiEjzx3j8NY0o3O9dHUViaV9kkNFfKkpHErT7HU2Dlo7tXLaslZgd/mEY/Ga43e13zgZYRjWroYIvHGL+JjAKkOQwMjTVPVtV2utBe1LWRXnOrRk960EJ4LuB82YWzHAvDlF6kRomOwNH2q7tc9eBpA+HmGFZu0UegJlC4KUJr9BU+7SyEBWAukNkjkStKvwh0CWI2LjFrryvAht5rDcaySB2s6LDYRANQ6uTX+civ/BqqzTIqURIXhZc5k7t2K1WEOICEJKAy7lbgGRqf3TiFK/kb3Tklr5GLGkDYEhHbQqAiuA5CmIbMOiy5yIKHULcmut2ncaKc29h07wK3/xaRazpkpso+1eyBZ5+99+nk/89ZvYs6X9RlsIwetecD4/e+U53PnQMRZyJdYMZDh/53rkCvViOnjq8FTY7g46+GExsL6PkwfGVnSyB+WQD73zY/zW+38JgMeOTvDxb97LTXsPEUYRm9Or13PQkWD/9T3sv74HJ6nY9DLNoU07Gc8m6dmaZW42Q5gy0mSy8rquW27TNxVfRX9bacIhhzV9M4yfSpN8aKa1XFwDot44whNYPoj5PO7eI8jZPLGeGLM/u5OoL1GTj111jK6FTjb7H4QCq82SQyBM9llIPVurAd58GfcJONdXg4jFSDi9JL+3SBgT5NZ7BBmLMCEJMhYyW0aW26SCAUQKfegYYutGdJV1HoYQhKuuQ5ZCA7oniRjqRSyElX23RkWaIGMxf6aR2I0/PLGic10DUcolHE5R2t5PKh/HuvNRRLnunO7+/iTjO9IU10W4MxJZbs68q2biyUC3td1OHvIbyhAIynf3Ym0q4J63WFuOKRR3nNjPkT/+CPlFo5vbaLvnZvP8we98gg9//K2cdcmOtuMRQvCW517I6y49j9v3HyNbKrOur4sLtqztZIz/iNCx3U8vOg72pwAvfP45fOf6R5oPNjhXASJHcMMdjzM+tcjYvlP86Rs+gIpU7UU2um8MsXMEvYqTXVW+QQGGSSUE3nSR1IvWsnDrFFZJk5hWOHmf/IhFucc4XWNzEckTwUpNN9xE4U1mKcW6QbZm7TX3yYwxSAhCy6fnkUJFi1RAxemL1sRyAaXBFnrftYY0VhHCNE3R/sSEXrU4WWJSU2ixb0scyK+6UPEmC5TXLEkf07pWhLXWPdcif+YAVA20EBW9WowjQkicfEj3Y0VUDIKkVUnlDrFKClkw8y8jhZjOoWMOyrNr1DI15DdXnV8CrUGmAqKijQgNcz15XHHmhZt42/+9iIfvPowQgt0XbeND+hZunjwAaKz5NunpFQggPq2ILQZooDhic+quYba96KgZdyAISzbejjKlgzEm/m6QnlfNk7w0j6g8HmFOkv9Kktw3V16wOvNldL9hasRPCtKPS7I7619Q8pTFzHTr6u1Ka8Iw4rPX3cf/+ZWrW57TCNexefb5W1c9r4OfTGQymSYH+5OFiy++mK9//etNx77zne9w8cUXP+n36uBHi5dddhY33H+w6Vj1rV9jVCn4xq2P8huvuYy98+P82ne+hEYTVWz8gbkZhBAr62QKU2gSICrZnPj6euxLiiR7BIPl9cy7R5FehDtQwkoGlCfihAtmLSBzAmfu9MYjFBDpqjLIKqgUSA+NDnviqEVivCqfYjZm2jKa7drCeJPbaoMZ7XXTav3ekUt75t4qcCdXZt4BpEaDZgd7tQNLIEJNfK5enFxocEqGdODmTEy83A/KUhAJM4+CSvYeteCB8qCwPsLOCayCqMi7CIrDamVxVQ3aVojIgsgw170ZeNal63nLec9k79FTWFLyrO0b+OAnbub+xZNotCmausL4BSbbcHGLiSp40xpvAUoD9fsGKciuBXdR4GZNsdMmJrvQZuO+iuyst6CRFWeNN68JY4pSf91x5JYEcwutqZxKa0p+yOe+s5e3nYbMS8x1uPyCbaue10EHHfzvxAvfchX3ffehVc/7+n99lzf9+Wu56+Ap/vCD15lMn8re7uBsllTMQZZOb28c5CUHPgn+mQVS4SzeG/YgMNIt2jGMbhlQI2ZpFaIjH2mt7sj3uso8/xn38ZnPXYhYrdizFMjFMuF6gXNiHu+WfbX3uT1XYuD/7cXf2EV5XQatYhU3bGtLorUmyDj1NK+KrZbByiatek7UwkWQuGscKUUtEP1DwXORWzfW+mWXNN0HjCNYA9ktHvM7u8ifO0j67rH27RRK6EcOQG8XIpNCq9WLclbvUQuYuDbRpkGioW4u/tmdvOrC89j/8EksS3L+xVv5y2/ezNyxcYgUsrj6MxWOpJl/yQ5EpEk96qM2DGEdqCsZpO6aYyB+lMLZXSyc1UVy1MGdbtBk1wrLF21l5qojcOYkWpkFWnQ0QdQdYG8u1s5w7nfILhRbrp2U0hTyZb72pXv5hV+6fNUxJTyHq3Z3bHcH//vQcbA/Bdhz7gbO3LWGRx85iYhMxLhK5tISsCXKlaDhjnsO8T9v/x/CMGoyPlpr7MlFgvV9LTej1TOV2/CZEGjHFABZ/M5xpp/VRXIsIjER4hQ1XYdDwrgwrHUFftomCqJVWez5dQ6FCwaJjZVPY3MsiDxBqcukmw/e0izFUrtWCNIP+8xvXWGhIQWJaY2Y1CxsqdPh7NLKRlpgdOpb9dWZ9eu50W2uFYFCRLpWmAStsedKy6LP/nDaONfb5OgrV6DKAruosBc17qKxetUAQ6NcjtAgikHNCHtTHsEe1da5XrkFUit69oLwNe68jzvnM765xEf2PsqrrtrNxbs2orVm3V/egzWoCNcLlFeZnzbQDX/7XbCwDcJjfazPn+DE9WuZv78LmQMnHyI8QxGc+0Q/C5/rRm4KWNjiMtUVZ8s3Wlcbrw8ARKSxy3VGZOqAJHtGfdyxkyu7VCKl+e6t+07Lwd7Bjw9+lMVWcrkcBw/WnahHjhxh79699Pb2smHDBt71rndx8uRJPvpRU0T3rW99K//6r//K7//+7/OWt7yF733ve3zmM5/huuuue1L638GPDy7dvZkz1g2w/8QUYcLIi2jL2AurZJzMdgkiNLc9epR3PvZtIq2a9iFKaIQHstSG5a2M5EfiVPMuSNwWI/WGPMfGXay5HryRAu5QESsREd+YI5z0CA4m0XmL0IUoayFT7etfCAnhvGPqmajVg9JCQGykgD3iUxxNkhg3L+HqGASG8SwjUFKb+ikrNBakjQ5tYqxhvWLxAznXAazCKgW1qawNIm2yzaCS1bV83E5eLctia2wnfRyymyGMAVYloFBpzzTacIGEMKMJM2aUsTlJtES5rdVNRATJE0AITkHjFGD08UU+W3iQ11x6Ls/avp5IafqkC4EC20jOrUQQ0MJk/VWfV7tkulvuMenhRu5P4Kc1QUaQjyA5YRzkkQ3FEYU/oBi6cfXMLqHAXax3Jj6jKPXV10NWYeV1mlKa79yx/7Qc7B38+KBTKK2DH0c8+5XPYt0ZI5x4fAWnKobFfuf3H+ZPvnEHWmkaX6dKQPnMYWL3jz4hJrOz7xQLv7yHiUQOd0oa+2AB0thA52Senm8cwp3Io4GZN+0h6o61t4VSsJjL8J3/vpitA1OsGk/XmihtU+yFxLeW910A3rEFvGMLkIwjNm9o25QQAn8wRfIk5NdS3yurlbPWROWcVnDG80+Ocx2QQwMgREsWtADSh8tkN3rE982s3phSMD2Hnj5NxkLlHqorgX/xTpAC6/gU9qPHefyC9XzJeZxXXX0ee3auIwxC1v75SR51y0TdcSP50kbVoNqw8kwmvPSh3GXhrOtDHpuA3ozR1s8X6bpxmu4bp4mSFpNv3Mjchb04kyHpO2dI371A+bm7Vh9DGaypaiREExxMYm0q1h5H+bDT0rlenzbNDd999LQc7B38+KBju59edBzsTzKiSHH77QexlUb6zS/TqgESvkIGEuUK9t92gHy22LItayZHlIqhelNNxVuq770g2VrbO+xySD2Wo/vhHHO7U+SHJLIMyYmQ2IxCKvPyLvXZRJ4kdap12nE1IJBb76AtyG+JE5vWWP4KTvbKxlG5gszB1uOqwp2P6NlbYO68RLMzvGLQY9Mab9bMW/8DmlKfKRa6GrMKzEaz1YAiR+AnJXZRIcP2FkRXddnMkIidaE5v00DQl1jZWaA1YcyCIMBtIGErR+B3uSQX289P5mCe3HOrOn1tm8fOKzKPZY1WqobFLXHmZrNMzOe44YFDvPTiXZwdJfjep+6nD0V5Z0QwLJCHnLYMSwEoyyylZs+R5NcBSnLnteebgfcB/QIRKNInyjj5CO3Z5DOC41dnwBLIsl7VGYAGIWRT4MLyBXYOwioROVzNLQSLuRIf/9TtvOJnLiAeX11WqYMfPbSWKL26E+d023oiuOeee7jyyitrP//u7/4uAG9605u49tprGRsb4/jx47XPN2/ezHXXXcc73vEO3ve+97Fu3Tr+67/+ixe8oH2xrA5+8hBEEdfvO0Q4KCmWaX7tCEEU00QxiE+DXYZbZo5TjsKW+xDtaSO1EtJc7FRphIbBe3zk0nejgMQpxZxUREpSOpGifDSBDIyTWCMQUtQY1MHRJLFzFpfe2txfgw4EwXTc2EJLEHkaq7zC21QLrE0lrESEXQpROG031DICCso42RtsdzVFOYhrlGOCzIsJjbtgNMS1rJ/TthstPtdoVEoR5k1wuF2qtYZ6ULpyzjI9XK2xSyuTCjSQHIXcOkFUl8LFzkPqKMyf2/7awhplGGSrMNitEiRPaYiMJHupR3BqdpGJ+SzfffAgr710N2v8GDffegDikFsvcWcc4pNB22aFhvxakxXozWlkGWwNmYPUOlO176V+iDzIrxGUejWlTSFYJjC02nckMMXfZVT/2QqoFPdrmMRVMDWb5VOfu5OXv/R8vDY1DTr48cKP0nZ30EErBH7AzZ+/E/c01/+3HT5FGOmWr6jyWWuwJ7I4p+YRp8u61prMndMsnDVI0G3jzkt0iClKffsJUnvHsIoVeTMgcf8pslduad2WMgQ4iU1uziI3t5H4QAFrerG9xIiGwln9RAmBvyaFM5Fvb3ryRdT0LLK/1+iO1/awxmAFGyzClI23YDKryj3GTpjsrVUIdi0+MsXCbbRrI4KoLbnttCAldKVXlRjp3l/Eyq4sp/aDQgMiV8S9+VEolhFKU7x8B6emFpmYyfLdOx/nDS+6gPje49z7uTvpsQSlbf34a9K4JxbafodCQ2lnPwiBDBV+UmAVLPSFu5oJisUyev8xZK7A8AcPk31mjtQ9k0gFKuFSbt18/T4I7AkHakVSBTpngy/Aq5DdTmPqTo7O8IWP3MpLfu5ZuG7HlfiTgI7tfnrR+a14ErGwUOAP3vkpDhyYANpU6ca8oJ1sSLnXIZzNY9mSKFzuiRSAe2yaaKFI/wWbGJvOoS1hdMk90bKIJxjncJTxSB4vo1yHsMs1DoKEQz6usQqKMG1+OYK0pNhrE58Nl6q8GsmZhSxW0SFK2MRmNN5cpaBVKya7ybCubeOs0uqMs74HCoQpj3KfwO+ppHzlNemjEenRiDAuCVM2MoLEZOUmLQq1NfdDE8QxjP7KEkoL0A5MXpEx/Y40mceL9N+dw8nWmYQaCDNu09yKXBl7cYnZkqIuDdO2H9CfcNh2xlpuOnWCyBMECU1yUiCQRK5E+qppzrVj2vSmfOL7HIrPWPkWZCWWH6IlZDfE8HtcZKBRwrDsvnrbI9x/zwKEETKKiN2v0Fae7Dm9BF0SEQmSJ0PDdKv0AWHGN3uWIL9RkjwiiU1WvDoNE69tweKmGJnDRZxChLdYL2yrPMHCmQ5djwYtFxTV+0Sp9jrZlhB4vS7WbLSCJrJZjP73tTfz/Rv38b5/eD3JNoWDO+gA4IorrkCvsMi/9tprW15z//33P4W96uBHiclsjrd85PMcnJo1khmyhXuxkvlU7IXUGCxYJaQQNWmY5nMhSipEAGu8DKfmc8gSJMci0kcinFbsXgEiL3Ajw3pzF8Eqiyb7ELmaKG5ODsdi+JkAd2MRrQxjHSrOdQ3ziwmkpRGRYT4HGbCm28VsNWJjCZGpZFktWivbWCGQkcaaL1EYdrFL5mzlQbkvxO/V2FmJnbPQlqBc0SOXZXBbxwQqvdBELtgBdd1zBdJRFHviFHsEKI03FxKfCLAaguRaYBjU1UkA3DmwguXrlNPh3pzhd5GwMzx89wkEEDgQmwOJYLGkUR5NCyZZCcr4PWAvAquUZ7BKFbKAgFK36b+T02ipIQafvuUB+k9BOSXIrxWU+2DyQpe+BzRhQmIFmsSpsJYBpgX4XZLioI03YxjxoQvaXs48FBHEJ6AwIlAORK6oBSZUDIprID6mWwbhqxl4K2XBWVKQTDsE88GKtptQ8x//fRM33vI4//Q3ryV+GnWHOuiggw6qmDw+xe8/7y84eWBl5noNAmarm9VWsCT5q3biHppkw6kc08enlsmDLm9TIAs+vdedYu6F61F2NZgtKF68nuIz15K46yTp2w27PP7gBMFAitI5Q6ZtKeqOZ0HNLohyhLsQYvf1o6ezNbm2Rmggf/6QYcQDznRhVRkxPT6F2BEh492oEyawKddFuFcXyVxURt4WsfhALzIyhAKAIAml/pUC43XJWvOzJjYV0vNIkST9sKMfrRR6bgE9OQ3hijomrWFZq+t3C9g22I+3ZxOH7j+6apNaCHTKM+uCXAlWY5oD0UAX9vg82rEoPnMThAp33xgq7sK6Hj7+5bvo/uK9pjuRJrZ/auWAvgB/bQZ/XQaraGqbJCZ8nLxaPt6YC+dshb2PQ7FM4rH5GllDFnyssXmioa5lxd7NjbQhXISy7SLIEpLkWg9/TrWtI4jWqEDxn3//dW7/3mO850Nvwu0EyDvooAkdB/uTiHf/6Rc4dHhy1QitwJyyqbeLvp6VtdgEYM/lmP/uw8QELFy+tfWLswGyHGJny8yf1U2UqBeeMg2aApqNP5cGHcKUxJsLsUpm9+mnJInHppHlkJHrxpi4op/CSAw3C8myoOBokzatG9zyupmx3C4A0AgtoOdxI9tS1TcVUf3d7xQVylEor7HPlQBAKye/Ugg/RHUpgl6FCGXFa15tvHK+JVjcESe3KcbGz0/jLkS15VZhXdJoqVec8ttfchL3ojzjH+lClaQJNSsgUqs62acXi0wfHsPVEooQX5CIUgihj98XJzZmUgbDnhhBdxzsasEVhS4Ghj3ROlEBNOR7baZ32yBdrEhg+3XinAaEH1LOlirPnKK41mXshb2Eadss7ARMn++QPhwycH9QyViwmN9lURoSyBLEJtvo9VUdToMuzjFzj65HQhbOskEKpp6TIHl0Ebugm5zs1f6V++KUM7LWWSProwhThvWZdDze/foX8u53f61+caSw80YMMIrbKFdWmJmafVMzvOFPPsbGjf2cs2WEl116FsePT3N0dJZ43OGSZ2ylpytBBz96RAiiJ5SEu3JbHXTwg0JrzW984iscmZkDjXFWtztZCLBgy45+upLxynuxHSUJrK6A6dQYXgaG/r191pDpCJQjB+UJYjPNdrDS3JKOCfz9aaIpD2d9EZkJ0JEgnPDIdkuUkIiNPt6DLhJJlBIEGyTWyahSrKxhQ7+liLWnLuklnMpGbKWljIbJS6XxBlTH1WAOw4xC+ALLrx9UrpGJMbJ5S1jqFc9/cW1o4te+QJYhNmZBVBU/B6Sg3GvjZyy6DpawAl1TbikMOdhFU1zOzps5RFbWKlVpOFG3QSth/MQC4sQCVYuRAIIY+HFBclSQ3aZBgzcp8KYlssIIU7Ymv1Y1OUyWzhsagrigMGD6Glsw65ma7RZGnqZgmzZKfaahKC6YvChRb3sPZA759D9YptRnMXdGnORJIw1j1i+tR1n9at15KA2auZFZgUqb+Zk/R+NNm2Jpjc9s9XEod0tyGyTKNqz1+KQiNqNQjrHdXfEYf/TKK/nj99VltLSoMCEFWD7ISKCFJkLzyNFx3vx7H2XD+j7O2bGGF11xFvvHpjk6OUc65nL52VvpSsZW+cY6eDrQsd0d/LhAKcUfvuivGDsysfrJFZx9yU4SqRhCiPZECymQvb1M6zT0D8A9j7Q+rwqtKffbzL5oHYkxEzhtsm+WRFb2W9UAb+b6Q8QOzVDYPUzYn0D4EbGDMxTOXQeWoJyKSNx1EOdkEbF9E9GVZ8IdB7AKQd02S0HuGcMsXLWpPieejRbts7zM+CD9l4CYh8AYRNHAS+q9dJryeJzyRD1KbOdBZDTKXR6w1ZHCyvrolATXZFAlTgWM3NQsEyqkhN5uRDqFOnT0iTvZo2gJ674FNBy/6VHk0fEVm9JSEOxcS7h1GCoMbFEoI+ZyePcchnD520kL0AkPf/dGVNwm6kkQv+cIIlR12+1YhGu7UUFdErZVb6tfjwDKm3vIXrUNJ2eyA62Sws23cW4LYZj864YQB45jZ33CpI2VNwVavXuPUnj+2WBbzb6iqgLC/CLhUE+tEzLSSC8CVyMRdDtJ3v7zL+Jv3/mV5murznZLGtlBoYnCiAe/fR9vfeZ+1m7sY/flZ/G8Nz2bSe8Ac/44cZnijMyFxKzUit9FB08POrb76UXHwf4kYf/+MR58YPS0zxfA7m0jXPCMLXz5v25Y4cz6pktocMazBMPp9k52IYiNFyj1e8ud6w3nLEWYsAgTzZXN4wcFogwi0PQ8HqKOFOFZXbzvF17Ob/zfT6GkIqpWQ2/BCvO7XbyZ9glLGuMkRRhz3UpORAN2McL3moMCyjJOVezKpllpnLEFnLEFZBCRBDJ32cw8u4uFXd0tnBOANHrkE8/JsO6rcyAgu6MLf6C+kdt6yTHWnDWJOBt6n1dg8a4Y4byF0x8yPWsxfs9wi4Yb2o85xufQMOfasxCWQBSLBGkHlfRQKbf5e7ElQY+Ln9c4yQBh6aY6uVoJwqINliS3zaL7gGgy2IZhpkFLysMJ4uMFigMOJ14+UCs+V3uGBGS32vhdksIGZYx3Bd7MamwBQZCyUJZZGPTd5ZPdbqNcTZiWHH1jhsEbCmT2NzDZLUkYdwi63KY+RK5G25IRK83Ld53NG3dcwHAizehrZvnwp28lNpY37IxKOxrwe1zGrsoQm3WQEYwuLDL6UJZbHz7Cv3/5NtyFCCcwc2dZkle8aA+/8eYrsFfLPuiggw7+V+CeYyd5+FR9g77qslHDOWev5fz1a/n0/kpRtajizBWGMVw12E7S5NpqF0rbFLGDsr2TXcOCk8AqLneu19DgZ672Npr1iGabs3b0OSXwNDqhCS/LI+cshud6+IvXvJg3ff7zuOWIdLqAsDVijY+INxtfua5MNNreoakB5VWuEaLtDjJKqiYHO8LUZnEKYBcrqxsNMhRYFadEz6MOYVxRXB/iTTqVtcWSGwiBtiG/xiV9zOje5EdcZGThzVVOqci0iAh0hGGGVxwPkVORmmk7wvrGuPEcu2Q2pJEncGfAyUrsbHMAWoRg+RJV0uiYqnuzK+NHgyhLsAXKheSUXvoxWhontNYgrAr5oNFhIup2c3GbS7nbITkOidl6P5QNK9XMEZjvoFpIPXbKorA9BAlREiau1HQ/JJqY7MoBPy0p9Yta/R/lavLrJMURixEvycufcTY/d/G59KeT7H/RBB/7+j2Uu01x1UYZQOmDCAVCW6A1o5MLjE4tcNv9h/ngp26h1CVQMYHW4FiSN1xxPm9/6aVYsmO7O+igA7jnWw9w7NETq5/YgLOfvZPhczbz7Tv3AxWnaeX9KiqvaxFqvJlKio5jQ3ca5rNt20TA9NX9OFmWO9crkHmfRmMgAO/oPN7R+abzSjuH0QkXbIfCVbso6IAzHp7lt/7hzfzu+76MnJpHByWUa1Ha3otKNjOHi2f2ET84t+Ic2LttkwluC2iRNKQVpM+Zb3KwCyA+CbkNZp40QBCRufUkqfvGkSUjgVMeTrDwnDUMHqra7iVTJQTasREjg+jR08w6qEIp9MIidGdak74AtEacmF6xGS0E5Ut2oAa7mvfmcRed6KOUiuPdvh+RL1fkYg1JTHUn8S86A2Iu7pFpONIwLkDZgvJIHPCxPAtZbu+GrD4JYX+S4mVnYId1u+Zkw7aOeXOxgIFu9MHjCA25i9bSdcNxiDRWtkTy2w9TOm8D0dqe2vjkTA73oVGKO/uaGla2AFsybPXy0s0X8PJ1F9PlJHjsFSf5yufvQZQCRFAfh1n7WfhehHvoCESK0YkpRh86yp3X3cuH/+SjnPk+n96LzPrOOuVwaf8ruXzwdQjRsd0d/O9Bx8H+JOHOOw5hWYIoWiWVrALLknRnElxw5ZmMbB5g7Pis+aBRh1wpo8fWcF3s6CzhQBKNXO5k1xo7G2DnQ/IbV2DGG/o3aFMUzCqqyqbTsNurzHPp1yOwVs5HjWTggQLfuX8/L3jOmXz7psdWzJwLMw5h3MIqtogEAwgIk85KdTwRgAyW3ERrZKBwCgotFcoC9/Ak1kKx6T7ObMjIl2fwTkVMXTWwvGEAS1DY4JHflKK0JlmTaAGw3JANe8bqpPeYpuc5dd30+OIpJu/uR2l72XehgXIXFIYs4jOa+HTD9ygE2pZIJP5AEmk1BzZq9y8DWhAUHISlkZZxaKhIoqPK1l9DapS6ZqrW2DmFm4tqAQvtePgjMHOeYxaSrYIzQlAesFjzLZ+JZ1tEKdMnGYpmB0EriIpcUaRxFiM2fizLzLOTZLdLwoxk7EVJCusjeu8u4syUEKUIq1DE1QFhLENUXSAKga0F558c5p1vuKLW/C+++mIe/PID7J+aar4tYGcDkuOWcSY0LpS0+Z+fkci5CBmZ+gif+9q9FEsBf/CbHf3sHyWUfvKKpDxJtZM6+F+Kmw4cwZKSSK2cFlyFZQm6knGu3riNNbE0U+MF8Oubai01UUohups1NLIXR3hHJYStpTeKeyKiJMTn2987iqma9qG2jcMTjBNZBlWzrtF29ZdCo7RA9oaM905x76kjPH/7Nq4/th9rR/saIGJtGTJhRSpmuW1DQHEkagrGLm8ElNf8y6kx0iqFPo0saewcxKYEMmxmtFtFQfpxt6IfX7+vtqhluqEFqtsiiDlYym7OmNPNDL6lAfwoJrEC1XITa2y3oNgric8pvPm67TbrEZBakDooUC0KvQqEYehrASUJErRVcapEol4sTkNiooG1jmF4R56o22itjVxAraNtbHc/uDmNXdDI6rN1Gq/X6rxoCXZeknnQobQ2xO/XREmYuVATOynxJiVhTBAmRH1uaxEIcyPhCnZuHeZtz7+k1v5vvvYybhg/xmOT0839EQJtKdInqQdQGpa+GlN4tdgH2IIgUlx7/T0EYcTvv/KK1QfWwVOGju3u4McFd339PizbIjpNJrS0JOmeFFc/8wz++XM3MhWUUHZDEDLS2CWIzy0p9LVhBBZzbR/YaPMQJDyc+RV+LxyHlTdShlWtq3rWtW7ZHDh7kKMPHeeiczZx2+PHKA60v0/hzD4yN49izZfbmoDY6+PGud4GQkJsbXPxEo2RmYsSAhWBKCkGP/Uo3olsk611JwoMfuYgYmgAMdgHQBgXLG6LkdvoomyBsxjRddBlzfMnmfvwE2Ox6/Fp6Olq6bwH0JMziHDlQm3Rhv5lznUz8MoaritB6QXnIScWsGayaClQg12o3pQ5p9y8ttMS5p63joVnj6DiFTZ8oEjdO8XA5w63110H7Ok8mSP7yJ65Ex2Y9YQ8nSmR0vyJFOWtPcwMJun75KNmjZItkbj5cZRnkz9/gPmL+yhfGENevRVnHqxI1/f2gAgtzhjfxS9edXWt+V//7efzwE37OXF4+b5b5Ep49x812QSN86AhKmkefZvDBV/yia2FSAfcNPUpFBHPHXrjaQysg6cKHdv99KITTnqSEIYV+hq0ZQw1IooUF1+ynfmpLMViWGGBNTgIASyLMB1rMslWKSR17wms7BJmuNJ4UyXio3m0LbDLYet+VDZGIoTEeEh8OsLJm42Zt6BIngqx8xHOdLG5SGsDE+prn7yX337Lczl3o9GPa/t7JgS5bRmCjDE4WlT+ANoWzJ2bIUo8wRiP1ohI4+RNsRShwJnMYS9xrkPd+PbePU/sVKl+sPFPpZ8TV6RQbvOvQ+/6BSy7vdPFywQMiseR8/mm40YLVlAYNkGQ4oBsuSAK0q7R+23TfvI4ld9QgY4kkW8T+Ta6mi6vQRQFdknWnBPufIS7GDU5EwQQxlzym72V5YWUpjzksOnzJayCaSDy9PIORgp7poA9lUf4US3ggVIQabwFzdD1ZbZcG7DlI2W2fSDL8Ndm8MZyCD9EaI1QGme6QNe94zizxYamNXc9cpw3vPnfecc7P87de4+wb+9x9t91hFYoD8fR1goSNkDQ4ATRGr72nQcZPbUyw6ODpxaqUmzlyfrTQQc/KPxINW8SWHkbHCnNFTs3M5XNE0xphL/k/aPAXrQQ+ebnMuqFmVeHBP3NrStHs3hxxNxlGs7KEw21LmKp0RS3m/TwIAVh0jjYlQNRDII0RLYm6lY1p3QNFZPxn2M38zcveD5n28OEZautmp2QYF8+j4ovnxMjI1Zx7j+RgmUVhmAUNzZFxcwr2moITtTuX/m56sjVwsjLaKs+FgRoVxB0O6glcnSrvRG0JYhaSIZqAaVeSbGvYrv7LMrdy78Nb1ERJUTb8TuLpn8CgVACGUhkIBFK1Jzrdp4Ka7/CZIsLophottFCELlUbNnK68ooBqV+UEuKvDaNT2pUd4jqDtGWrrE3hW8CB1ZZkDzk0HOnTfcdNsPfFAzdHND3YImB+0tkjgTISJssjSX3iJTm+v2HeNU7/5u3/fVnuXffKHccHuWxqemWXXezoq2TpHpsaa2CT9x4PxNzKzBJO3jK0bHdHfy4IPRXdqQuhYoUz3rx+UzM58h5ahkxBwlhUhjZrMZHMxmHXdsg3pzVpS2J3rwGOTLMhm+UiU9ErfciWiP6+laUbdFAeVt/XSaUagzT+AY+cNsD/PVbX8yOyEKELfZlVTgWU284a0UjKPtP4/dONfsjtAXFQfODtiB1//gy5zrUA9t6Ygpd9in3WIy+sIv5nTHCpIXyJOU+m8mL0xzbugO9ZE+6qsa675MdhCDVvMjRYYQ6NYGemGpzYR3B1qFVz0EI1HA3wVnrCc9ch+pLm2dFaeyj9XtoYOIN25l73rqacx1AO5Li9q6VpXoqsG5eoHvjUaj4G1QLaTctTfaYn5bGxocRKIW/JkXYn6C8uZvylu76Og2IUpLEA5MMfewA3TdMoG1JaYNLfpMiitU7FinN1+/bx+t+58O84y8+x0P7T3F3C+d6DbML5plu9ZkWqADGPt38/dw6+Xny4cLqk9HBU4aO7X560WGwP0k4Y8dI+4IQS2BZgm3bhzln93r+7Y8+y+Jcftk5VSNjlZazv61CQOr+U0Rr+4hiFkKDnQ8anKqCxLEiQdyus4MrzmgZgIi0YThH1bPr0EBsViEWS/W+YKpTVzqGVvC9G/ex1onxyKkixXWJtkywKCGZubALZyEkNuUjlCZI2xSHPJAggwin2H6RpKkU4AIjA7Pg482UQErCtAcCrNnsiulUWkDX/fOU1g4vH3Dl32ECcms1iUlhUpeBgd4YkRYIdG3PWy7bzM2m0UBvb47uPUWyf3uEyZdvR2XiYAmCBMsc2cU+QWxW1yPTQoDVfoMJ4M0JEqOawro2kwvYC/WXnPQNq7/lHNjNAZzWJxkHjdAWffeUmXxOnHKfNo5+DShNYt8U8f3TyKq+nBQEIxlEsgtRSYfTgPADhC2wp/JIP6wFaKqfIwVhVwyZLZN+ZIa5i9Y0ZQ+cODXH5P5p/uiWwyRcgbQkqsXvV7l3FV3WqoOiEUrzn//+Lf78L1638rUddNDBTz3OXjNIWGWvC7N5bMcgsqTg/I1rOXvdML//lW+SKy2XQKs5h2dcdF8Z4dQ3MuGgZvr1IfakwJkzBSb99RrtVF7xGvxzS8gFiZWrUrc1Vklj+SH9t2rmNwOyYvGW0IeiBIT9jfZUIKs7PAGRUHx/fB9bsilO3B1HXNaskdrQFOWyw+JGgV0AJ2f6FsXBTwMSEpOacr9YwfCCLIn6v8umsKcModSvwQJvemWbpNGgjJRKdQwNQzN/RVAYAivQeHMgtKA3k2BmrtB0ibIMQxzAKoFyJFJrcn0VuyQhXOrgBoo9Eq8haC2oPB9iaYfqsEpg5SFKtDilEjRw5hsOWaYweMs5WIFp2IjIEXgLmnI3xGdBhvUMBy004dYy0cYyVAMLETDhwkKM2HzlqY0UMjJrxNQJH7uoa2O2Qk3XoYDM0YD5M1wKw5ZxBDQuvgQcnZpl7NAs9919DHbGsaRoWejUya/seRBUsvga50JrPvDFW/mzt7zwtOakgw46+OnF9gu2cN1/ffe0zpWW5BkvOJeNu9bzu//vq5SCFhphQqDRBEkHRdAcp04n0OeeAcUSlMpG47orbYpiAmhN1+GAmYSoSacaMpmxLQu7YsRukBCqdts5ypt7G/pCk83xgTseO86ag7Mcfniexas3tR6o0nhHF1pKrlYR3OFjbTNSpa2gIygeT9T6ZjKrwF0UlLtNh9K3j61GyEfNzTP+qkFjwxrtauXfc+U0wet303XDKNbJOYTW9KzpZmYmB36IaEOTldOLzD9zA92ffxjLx5C78oXTDvjrVOw09sN6+TlKQxBiH6xL2xTP6CJ/Xn/rfq7g26jdRhhnvPz+IvFrshQf7sLPWHizYe3z7AaHwrBdWwuISJM4tEjatZh/3mZzLyck/4a12N8OsO7OG6LHjG/WK4WIvq+coPf6SWZefyaLZ3oU1yiSR+qShRo4OjnH6PE57rr/KIOLAVIKVIvvQGdbrxvr8ySY+b5k8+/WF9JKK75x/5d41YVvWnVOOujgpwEdB/uThIsv3kZfX4q5ubx5IVULajWgemjjpgH+8q9eTRhEfPczd7Z0HDZCt6pqHfewyhGW3+ZaAbHJEvnNjtmglw1bSmMkV9o5EGoOUM9DkzX6c46FkBYiiNCOWTgcOjJJMu2RyEaUyiHas5slQjEaoFXdzaDbIeheThkrd0kSM7QtLCcAPx2ROlRARg3FMqMIZ7aAdi1EuTXjr9aGBm/ab7HR1SROKboORcTmTMN+QhCscfiZt/TzuDzO8UIfoImJgKmjPRx9bARZkoZRF9esG5zAG8lTXr9ysVoAPyNq90FrCBUgVgwO9N8BM+dDfsuSSVFAyWpKi7cLrVPewRRSI9LGqd8OApw5w5DseqTM5GUxtCPIr1ekjklS95wgdnS+2cehNM7JBXAKiIFecIzuvxQCOV+AKsOkYaEiAK00Vs6ntK0fZ3wRbyJPaV26fk5D4KE0lW9f1V2y+kJpGTS3futB8r/3MpKdoqc/EigEy7cZP3hbHXTwg+L5Z27nPfEbWCyVUVqDrNR/btjcVm33rjWDvO8NLyHv+3ztkf1EK2zoBMCCDf3Bss/CQU042OYiBeGmAOtho02dmAhw8oZtXLCs9sXDK84BWbRQXQqRk0br2xHoTIiIGeHUfQsTpBIe7gMJilsCnJHy0mYoL7osnsiAMEz5sIV5SxxVZDdL4wRfJldn/nKnpCmO1vA+t/OCZN60aZWWs9ebp6NSW2QpWaYinSJ9kArcHARJ8DdbXDO0jdsfOGoc1hW9ET8Nfld1gk0H3QXom7YIV6u/JcBPCrysrg0tslnRbgsEiVOa4iCEmea2UIa93ui9iVzRekOPcZSvpKVeRZAEb96MMzZr5lwGmsiFYHcBNRw2d9gCPeLjJCPkaAInXyFgAO5ciF1czlAzTnjoOhDgLghy6yT+Eoa/aJiXxULZMP1bYQVyQa2tFr9e373lMf6/1z+XeKyFeHAHTzk6truDHxc89/WX8R/v/BilfAndxhkrpEArza6Lz+APP/7bzOeLfO+hQ8bWtzofY0fLfTaJqSUOUktCOgGZFgaxskiIT0XkNlhGUiUF2gU0xB6bbulcN/c0jlTvyBz+ph68w7NYswWwLfxNvajuOAJ4/MQU6Z4k3V95jNKZ/fhrkjS9RQXEH5um55uHV5y30pfLxH4ujhYasVTetDIt2buSlFMYO1WxPXYRrCJEMY0z176+WhWRCImWyqhpTfK+STK3jeFOmCB41J9GXHkGF77wAm7Zd5xSGBmm+OgssQdPIBfLEHNMoc2ST2zfJGr7INb0D5bNZHwZ7d1fGm32nI21uoRALBbw7jyALNXXdIvPHDT9alHXK+ryVi84q6F49gixozPEdxgHu3IkpR6b2FzI7E4X//9n773jbbvKcv/vGLOtvns5vZeck94pCSFAQq/SbFhA5f7wesV7Fa+iXK96sSOioiCKiIhSpQYIEEghIT0nySk5ve1eVl+zjPH7Y8zV9l5rnYMEDLKefE723mvNOeaYY8013jHe93mfd6i9np62BKXtOUpvvgJygsyuReyRmjnkXtOPDlwEKPsMf+wJMtfvZf4STZjROIXV9huguFTB6qYDch6BDBWseK4UfPW2b/OyS38cx+ksi9vH9xZ92/39RZ/j/yTBsiTv+J1X4ro2Vn0D3DIhZrMJbnzOXn7391/Ne//2ZxgezlBYLFGrrt58t0FAlEuuft1zem64hAa3GILQWH68SSNmX4U9ZF3iY3Bt9EAaMkm052IXfBLTZdzZMkJrXNfmuufuJYoUucMlgpRJUVauiXTX0iZlvVcfNZooKSisMfS9tjT0+O/5PTZaaqTSq1PRqOvEn4sFB8qTq6LtQ49FTNwb4i0233DKmvQTPp/729MUalW0MlcqlRKoR5OM3h8xsi9k9JGQ4YciZh8dZ+bmTT2vX4dqtSlCEKVsIq+3oREKRu+BNQ9byLxE5iXWggUFC6EEURKClDYLgrD7pyoVZE6q3sJZAlw/QTCaxJ/Ikjlqjg0zCnshT3KFc73lNEQQGGaHlCb7QmvoEfgQmOwFWQ4I1gxgVVoiPlpjl5t/aym7Pq92Ieh9T1ojV46LEFCq8dWP3tX9vD6+p4i0eFL/9dHHfxSeY/Pu170E25JY9c2mhaEfSBjMJHnppRfwtz/1Cj7yC69nMJVkrlhust67QUBKdBPT7PHMSojGTJGrxFyIHTN9hYbqqNVzcyMQiKKFdSSBddZDLtgw7aEPZVDHkqAEnmVz47U7iZTG+WqW/GKSamDjhxZ+aFEou+RPDhgj3A1a4xYU67/gx8VEW/pUd67PSyNf1sGRKhA4pVZXbJfLxP+1GQCtkTVTcLSVpWeXwDui+MJjByjVglgrXhi7qw173q6a86yaIMhIymvPb6OnWw4TQC0n44BGdwgtSE0LBpZsZBVkzGq3CyCVIEpA5Mbrnh6BYqHBKa4mbKw4Cq8gCLMSuyIIE/HI2eBv9FFrwo5DLQSQixAjfrPoq9I4xd7F2axQI31N5rSRF2xAaZPtUD821F37HSV6EyA1dJTxiaoRX7/9YI8z+/heom+7+3iqIJlJ8vZ/fSuWbWHZq90ZQxMD3PSGG/iDL/8Wf3rb75AeSDO9VOzqXG9FcX0H21CPtneBEAJv0Uh3hCnQTuMNko8t9Lye0OAenWPkH+4l9+WDpO4/Teqe4wx99AEyXz4AYYTn2Fz/6qejlGb0Xx7DLpo5VkQaEYG1HDD8708gzlELTk8rir9egAB0y7E6AhSUP5AhWPbanOutQ2BXTR2xntcQEKat9v2Z1ox88glGP3kYZ6ap8S7nC/DVA9z+T7dT9QNjM6QgWjNIePVu9LUXwmW74co9cNkuRCpF9rGpntfvBevkfM99o0CgbAtneoYgKOLrMuHSLPa9B5HFZna/BoLRREfnOkCUdSjtGepq5+qvp+8/jfVEFf2rU9inFtFAZcxmaZuLP2x3fuakAM8msaGEU3euFyKsLxe6Zi8IDdZiCbFUYuRB2p8TpdsyxpTdY32T7J05LixN7mK14jXIn5Hc9Y0DPc/t43uHvu3+/qLPYH8SodcKtvz3SR744jHc/RIZCDJjSV7/qmt5xcuvxPPadwupbKIRXe/eKISDCfzxNIkjc0brGjg39wdwFaypIQ967UefTxaVEGgpWLkFlrUIZ7bM06/exqWXbGTPJRvYv+8Ubl4RJQWRJ4ympwbha5Pa3VELXpsNnYLFiySLF7pkT0SkphUiMjqoYsijkouwytIwtrsh6aFLqzXYW1Hcnm37OzGnGHzCOD86RXq9Y4L539mMluBuqRAsuaii3VaczqrBwFFFYZ08L4ZZPcihI41TDrGq5vpB1um8cIsXgUu7LKpDFvZy84OzEUSeJkpqCps0Q/tFmxOgEwYPRlQmhEmTb2UtxH3PHTHBGADtWgzvF4zdF2JXI+TJxZ6MPQBdKCEG43FW545vasAq+0Rpl2AkReSCCDSJpRDZKv+fsJG1zoGo5JkylfU9sgeEwK6sfnjc2TzH958+Rw/76KOPHwa4rsXl29byrSdONua5oUySn7vuan70qotx7falUi7hnbtRDZlklXQiYK6cRnwHdAYtME7s/Ap9+PPxB2uM/AfQNmMXbNSJJDc8eycXD61j56ZxDp+cJTySQQ0FiCEf4SiIJNJRqJrVccLXaHRCc/LlHs68hbMIUUqjXJOGJmuSzJJFWNWGIbeyHy1QjmFZd2OxCwRhSrXZXRGBFay6u0Yb3rJAWRodO8DDlJGYWbkGsgLI2xHOOTgOCNGw3ZFl1ibKEUhVJwV06H/8EFWHQDmRKShWh20y2oUSlNZA9ngcQOixhkgsEEvPrbjp+DpOocmSE5EmzEoKu0KCUYWb8rHOsTwJtgYkDhtGuAxWkxlWQgO2r/A9SeaEIsxAdVjgFGmz3d6yJsh1fvBrOYGX750BEnZgvycrguOn5nt3sI8++vihQCLlsefanTz8jccarw1PDvKjv/FKXvRzz8NewVQeSJ9DVjJGZVIwe4XFyCMh0j9/Z5K1XMU+XaN28WDbXC2Dc++JRKCob3ZFSxDAPWocws96x0+xeWyAD//uOk4dOkvuRIQ/IKnlBNrWCGFT2zWO9/j0Oa8VfCtg6TVLJF7uYV/lIAQED0ZEB9cTngyxtodA9yyh2rYRvIOz3Qt4aqhcMNz2WuqxBTL3zzbebz0WwHv4BMmKBQmPIGcjkCBkuy57KgEXbEEdOvkdcWjrlxOAfXiKcMu4kflZyeCPfxY3wPKuNYadLgSQoXD1OLmvnyB7V3PvaBVjkleX+mYLL9pI6sAyRKrtnjvupx8PyDy2n+WbtlPdM46yz+Vb0ASzCRIbTbBCHvZNUfRzjIO1UCQcSDF0bwlVKFDdMYwtEm39C7MeTqlzY3J4ELXcPXtAR4I1r28hyWlQNcnigyOc2Htujfw++vivgD6D/UnCbVMH+PFvvo/bw8PknxMw9//VmPkfVY7++DK3rN/fMZSRSHlce9NFq1K0WiHAOB+H0lQu2kh1xyS1LWOEGbc3+0dqwu0aa2t1tTJKL5kQaMiXyA7mSwCWr5DVECklv/PuH+OSK7dgBQq7qvHymsSSKXTpFkwKeKPN+j9AhOY96UP2qNEfXd5pc/Y6lzM3uCzusQmritQ02L7TbX9ukPK6ssm0wDDFh7NtbWSPRr0JeoBQGqEF/pEkesFucVo0xwIgc1oh/e5MrXqDbl5DpEgs1LAqkQlCaHCKTRa2ro9VjPxGSXWknvLV/A8MC09Wwc0r7JIiGulSdCSGVdNM3Fskfdxvi95bNRjcr8iebL0501KUsgwD8BwyPObgdu3f84EWAiEEUkkiRxNmWoq41GFbqBUSRI2+VyPSRwp1nmOz3fr7FYXlx3/F4+ocnkb4IcnM+S20+3jy0S+20sdTBV/Yf5DXfuijfOvUKSIXVNL8m1MVvnHiWMeiW0OpJM/YsvEcMVXB4GgR6+EUiS9lce9J4dyfxDrr9A4YKxCLNjJcPZ87xXMw09BxULxLrlHRRpUklpS863+/igt3rEWEgmjRJTqSJTwwQPhEFgpWo4+65T8A7Wp0SoEN4XAEWmCXLNxFB3fBwc5bqJIJKCfmVU9nbejqOHtt9UEmw01R3tGulSv9czOfRYvknF3WyBVO9Pp7MtIo0cN2a21Y2SVN6EBpjUWYaNrg1v/rxv8MallQ9TiMaPkH8cpbo2woj5uswl4Pkww0iTltZN5aHRMRuMvgVFpeiy+SOGMhAhBS935OBaj0iqro54G6g8AKTXbc2EMRuaNR21g6JbDKncdXuYLycMvYtbQL4KcgquvSx+cnF0wWXjLRgdrex/cFfdvdx1MFX/7H2/iVG36bfXfub7wmBCxML3H/rY903FtPDma5dPOac05zKqcYf/4sk79zgqE3TjPwE7O4F5TpadC0RizkSRycWTWP+mvT9HrcWx3AKyE0eMcWELMFHNfhD7/y2+y4bCuyEuAtKXInFQNHzU+9YyPRuuEOrXS45pyi8v4KhZ/Pk/+5PJUPhISzFtpz8fad7Xlu+bK1YImO+2gtobYuydxzR9ocz9m7zvbcdwPohUUE4ORD7LzfqPfVHIw4m2vbOlTK6dpeJ5vSML8Vn8Q3HkNUYkaZat9BltZAlIyPtkzBc6QAIcg/exOlvaOoXBLhWKQfW+rqXAcIxpLkr99EsHbg3NzG+ICBWw8jKsE5MyZAoCotrIvzVV4RZg1jCY/MXScY++CDZG99wgQTYkQZhzBpde5zKomY6Kw7D7Dxv4UMXBavF+OlzZGPbiCsShLJvrTbfxb6tvv7iz6D/UlAKazxv+77NyKtVk1GGs3988f5h8N38vM7n7Xq3B/75edz91f2oZTZGGvAn0hT2ZAjypr8YRlp7LJCSIEaMHIxKlRYZ4tdWcVCCWrPUB038soRWLUuEdQYVrk7rUsDH/2H23lw3yn2PXISK2lzxYZJvn12pm2CF4Bb0gSBNnqo0pwsfd2+Aa4ZBlbQolU6mc1QpgRC4A/aFDYnyR2trGaLSY01BNk3RCy+20b4qmFwhYYw47L0jHXIyEKEpmq8QOAt9d74xwTC+PdYJz0CLZobYSUNA0+EkFhSlMfiXPRWgxhbl/SUQgYapxCwUntUKHAKIcoWKFeiHQsRaSIHk8Lew8A6BcHY/QoZakIroHAJhBOAELinJMmDJpNCa6MplzgB6ceLREmBP2DhT6Sxy6Jr5XYtYekKSapik97fe20pZMuEKwU6Xgh1670AVNpt/F6/z9qgxcxVadx8QPZYgFOBcCCBfXYJpNXWV3/QobQ5ZRiFYf0z0wilSZwpI1yveXwtxD0yg31mkQi4/hVXdb+ZPr6nUAjUk5Ri1teC6+M/isVKhf/5mS+itW7PZI5/3n70OB+670F+5uorVp37S896OncdOxFvzARCKK7dcpBn79rH2sEFIiV5/NgGvpa/nEIkYdbMj7JgEU2G3Q2wAOuU29GLnD4TUtjUYxel6dJoE39z+z3sHhrloeNncdY5XBpMcv/iVNtpAoEVQpAJjKGL+6q8qG3VqF3jcBd+09W8YWiAqcKysd3DVot02Yob1hohBEFGYVcFIojtKyC0IEprChf5RsNWxSwyIdrWDp3QbrtBI7BL4MeSP63DpLVAuxpZ7dA9aMidLW+04rTr1aGL+rqt9Q9tQdRL2z3Whk+dAW0LKiMmC0DbZu1mVYxzWmgzJpUxiDxpgsVxB+yyCWL05B6UFOFAbP+7k+CQteabyomzEHsEgQQQJWTb32DOiRyoDQgSy9oEWWYV1TFJlFyxNlIQJcy9O8VmerpyjJxekG1pP4LkYoRb1CjgWU/f2eOu+/heom+7+3gqYP7sIn/yxr9Ca41ukYGsz/13fvrbfOH9X+XFP/+8Vef+4ouewc/+5ccaU74Qiu27TrN773EGBkuESrLgp1lSKWrawdtjIpj2WMDc/i51m+oXPjsHgwOr3i5cNUn2zu5O6/P5Jnz4nZ9icv0IB779BOnBFLu15vEgBLcl4CglwZXbkQsPIir+eX/DhBRsvGAdJ5Wxe87gKOljZUpb0qtZ1HGduWiNg1wIESVliHvaENOqG9Oc/YWdaE8gp2qotAOWxD1bOnd2VKXaGA8NyHJAFEuyARCGEESGeLVmBOvotPELdGCHBzvXol0bd9+JVdeRy2USX3wANTlINJwh3DKOTriEHl2zrkzjmvxN2xFHIuRiieTRMwzcMU+wNks44BAljHQrAqzlGhMfOoQezJF/8R5k2UcuVhj4wuNdZXwEJss99eBZKntHCUeSPRz4GuE2DbXa4aETAlHtnRmmRmNnixSNcbNOzmFVI8KLthCmbbAExY1ZMvumsGyv3UdgSfSmtTCUhbOzkC+ZMR9Ksennqmz80abWTG3O5dgn1jP37WFA84wbdncf2z6+p+jb7u8v+g72JwGfO/Uwlai7Q1qh+cjRu3njjuuwVuSJb9u7ntf81sv459/9d/AjiheM4q/NtBk0JcEfsHAKCjtm42pbEowkceYrbdFZLTVCCcovU0SbgVLUwSktiBISq9qhKKbWiFrU08EO8MC9R3ngwJlGhWkhBGk0lVEH5TVTy03NOIHsUQ9FA26+3cH+6zc8i39Zuo/HT84QaU15fZJwjYVdjnBPhHgLAUJqkleXGfyRJWROYW/TnHzXJDoK0FLgj6Xwx42lyzyRZ3lbPce6zuI/Zzy5gfrRQkGQhNJai9qwaETTrbIpmhamWlhrmA1weioisaTRWjfZ1B3at0KNFUb4WYHQgtrw+UUIrXJAMKmYeyVG8y92Mle3KwpPg+F/t3Gn4g2za0MpwK5orGqIzslzruxkICk8O03m8d6Vw3Um1WxKCFMnoOp3PhZQCRuVdMzvDo3nXSAQIZTWOJTWOYx9u4w7F6Jn5kEItOcSpV2WnrmecMBtLD6UCyjjXE8eXSL9rRMoz4GUC5FC5o2MkLQkl92whx2XbTmP0e2jjz7+q+KTjzxGEEU9NTL/8b4H+emrLl8VhLx03Rp+6QUX8BdfeYQokLzxGV/mik1HUQqkBFsqLtpyjIu2HOMfP34zjx3aDIAsWrgPJ/D3ViEU4GpjlkzNa6wDCWTJIkyu9nDaVRg8ELK022lLS66zr3oVDK3f0TceP8ZdwfGGDq0AHCEI6w5e6usOhU5CT7q9BuVpU0Q7xq/fdD3v/vc7ODKzAKHGroCQEcKXhJ42cz0CdH1zJ/AHIsJxhZUXICAYVoQDxpNuC0XueEhxnYNyzm2zVx5Rt92WD2HSFF9vSK1oDcpkcUWOXlUEXDlmrSCCdpb4StTP0nHTYYLeDAYh0DZURzRRShjnc0tLYUrjD0JiRlAbjm0bQBSPmTLM8Z4QIH2B7Ub0zm0D51iLg0YI/KyNuxx2PEtj2OfaMenrrWUGBOAVNOUJyGclqWlFbViQmtVoaYrjKQvCZHwfwsgKRvWCtAhSZwJSFUFiOSJyJEIZ6ToBSCl4xtXb2LyxO3uujz76+K+PL/7dV3vKqwoEn3rP5zs62K/avoFXPu9iPvbVh5BKc8NN97N+45w5T4BrRUzYecbJc7Q8RjEy2a7Oep/cK+ZY+vQo2gYZ1OfjOPB54DiiUsM9vXqvFI4lWXzBZoa/cKy98OV3sBW9/V/vRFoSFRnbKBAkbIvaM3ajB1LNPVS5hqx03nt1HKt4ov/53389f/HurzF9dgldqZH69jT2gz4q6VLdO0GwfgAiTeLADOm7jiOCiGiPx/L1Y7A/QNuS0kWDVLdmEEowcVuF5JcPMP0ze4kGPaPbXutWl6bemfbArQaEH6HDAI5PwcJy0/k+mGbpBdvJ3H0aZ66p6a5THsHeDag1w1j7T3W/FGBNLWFNLaE8m2jbpCl63kuWRQhQAd7t+/FHPOZftTtmt5sisHZNoAoaPxex7j2PYi/UUDmf8rWbUBkvtpnn+MClwKqGRLnEOffn7mTLwiQhCV82gP2vSx0DGVqAGh9EZxJmr7xYahsLZhexFyexKy6VcZdKLiR78ATKthCplJHj3TBpWP1CwGAOBnNG4U4aCb0TX1VMP1wjMVojrFiUTqTMWk8Ibrz5QtasHep9Q3308V8EfQf7k4ADy1PYQhLq7hvR+VqJxVqZ0cRqWtPrf+I6PnL7oxRm8wTDsWxF6+QeO3GDrMRaiKVFAoWsRmjLio2NRjuacLuidqMi2mBO1SmF3ujDCbdt861ciZYCqxZB1DKHC4GdP3d1cCzRcK4DZrNuC7zlCD8Xb5hkc9PUC/XJWfrgWTZvvOoKXrxrF6mbLd76vs80TvdtB3/AoXyhIJGusuPZR/BGmoGAxEaf3M6Q8qEMtQEbW2m8J0okT5eRkcZb9KiOGzZeeVziFLoX8upGBAw9WLzANlq49c9ICKIURClIzkByPkIsK1N4JhSIeNNe189XFhT2QP5CQTgAsgaZAzDwkMYuYYyvFD3TCU0nNeP3lFFJxexraDoNWll4Lsy/ImTy7yxkxXwmOmFDNWZQnod2vHY1pYtTVLd4eMdqnRkIUkKuXeceN676HoQNX0Pjp2vhbxhqstYHVrAytWbwkQq5w0WCrIXI18xtaQ3VGla1xsDXj1C8dJLapkHzrCmNd6qAHQr8jUOgIX3vSVgMDPMx/h5ddsMefuNDbznH4PbxvYTmyatmfi7nUR99dMPj07NIIYh6yHudXs5TDgLS7urU1p+5+Ebuqn6BSf8Ml288CpipsA7LMsz4H3vFl/ndd/8klapnNtfTLt6cAwi01KjxgCgbYU27yKKZC5Ur8NMCp9T+hGfORNgVTWGTRW0o3uhIUDETW/TUPjMss9YibwqNSmq0Z2qmyJpEKHF+lDptss/cBY3n2rzpeVfznJ3bqdwY8Pb3f6Gl4KVpzK4Z+1fL6Jb0fYFdtvHTNYLJqBEgtqTGcpRZ/qQ0uWMh/pCkMiCxar2718l2at3iqG5cWoDUVEchMQN6SFCzTRacjJpjWWdza0xxzsgzLPW6c96u0s6gO3ecA6tsgvFRMu5Q2zkCbWkqkyvsswQdk/nPvbICbN24XuzPbocCfIFzuF1yJchZyEDhlNUq261sQXU4HkghkH77ulcDiQVNddiQBOpSR0KBjH0gTlnjpwXK0431rQggNRcaMoLUSC2QoWpcB+BpV27lN37lRee66z6+h+jb7j6eCnjiwaPoHnZba83xR08RRRGWtTrr65ef8ww+cvxhdo0fYf3GuVVzo4gnvc2pOR4rrEUhKeUTnE4MsnSjIW6JUJM+4ZO7dw7r6DSibNjX7nQZ73ie2vpMWwHMwjPWEowmGfjmaRLH8gDIjRbOKxPU/qoE57H1VlHTGCmhKV+Qxk/ME631SMxbWL5AVs8VfY0DpWM5dDZJwnP4mf92M1fdfCmvLQS86y0fgBkTcKhbhsTheaMJDs15GbD31Uj+giJ8cYZK0cMtSHIP1cjdZwhmuqRY+xcPUr5kjOrGLKn9C70zoVfuIwHyZTh01DiF68cBLJcY+PIR5l6/l4mzNXIblsCTLC+PoQrGlyJ8MxbakoRbJwi2jKNTLqIWYh+fxXliCuGHiFiKRp9jP4zSjH7kMSJbsPTinfUUiJZOmftOnlHIgpFWtfI1vP3T1HaNo53z0HHRGuXZCCVMEVrJaha70kgU3mR75D/4ySHEKR/7jnIjkNOw4bkUwWVb404K7KPthWK1gMXdy+SfP4Yz75O83TyjhBE6X4B8AQolWD8BQ7k42KCIbIV2HdyiGcParEdt1mtboFx34wX88q+/5Nz33sf3DH3b/f1F38H+JMC1OutDr4ToErh1bItdgeLujNvZ4VlnCWkIEwJnOcSdr9IqNSIQ6FBgHReodNPpHBQdShMOg1OiwQJqNGtBmLRwiu0dUykHq9g9+i2AqMVIKCmIklbDoW5XFVZNICKFzAcsXpqkMi6Ikia921sEb8FsYCPXaJBqV2BVNSEh7/363fz9p+4mPQsMivYrxwNdLXscvmszF7zoUGO4dASJi0pU9yVIHasgq+264VqCsxSRztvUchZaRkbvdsX9NRLaXRB7KojREB0I9AGP/FgSbddHobVr5t5rA5qhO2uN4gYakwIepm0zudlw9mWC2prmeZEDy5dpCnsFaz+uzSZUgl3q7fz25iKEtli6HjOYnRzysdO9eJEmd48JsaiUY16uhliFgCjrdL2O0ILyiABLcPaXJ1n/u9M4M9X2gxwbNT6MSlvmGWswMwQkPZTnoAgRoUZbkmggQZRLNoroBmlBkFn5zMeMtVDjLoZQC1Z9x+zlGoO3HUfZJ9EJG1ENecFbbuYTczOIICTcPEx+3QD2sQUyNcVNz7iAF//49ey8fEujjTMzy3xr33HCMOKCrRNcuG1NV7mcPvro478WXNtqzN3/ETjSwWM7V4ze0fH9Ws1h/4GNlCse29ad5pHDW1BO2xYRoQRyykFOxfOwwNh8BZVRB7vqtwfBAW9RYVcUZ653iOqFIAWgQNa6Fw2FZrFtgCipqK2JjAxLPAQRCncWJm9XTN0okRUL6ZtAQJTVhFkFFth5GHjMwq7U65+E/N3f38lff/JOVEqQbCPxNfsjInBLELTsozWaxGEbgcLfFqBHonaTpA0rfGmPTaQV2WPxUmnFvbV+ivVinRrDWg8zLePU1jXjSalOQJBRTZk7DcLXOEWz6dYC/BzNQrMCsIyDPEoYLXQZ1a/d4TqtlwwMoz5IdelTS7/q6fgIc22BcbIry8gHdi0QqwUqErGyjkblLciq5iAJoCSR+5KgRbvDXghqI46R7ylHWDWNloIwZRElWxiGvpGnW3VtFa9JqRc9bT9GRpDIaxPvEeZzevWzLuZLn3qIUBhWqAghQpPKeDz3xj285PmXsGPrRKON4zOL3H3wBJHSXLJlDXs2TNBHH338cMDxbISU6Kg7sU0I0dUJn7EcLn2oygVvPt7x/SAPs9+wCQsCe22JmfUTHHpwE1o3WUzaFhQ3u1SGRph83xlikVAEMPLxQ0y96SIjj9LiHK3uGiS6JMPWC0/gOBEirjOhTyr8T1ZW1frqhvKuLFNv3Eo07DYZ9FqRva/A2OcOEqwfwt8+jhpIImohztE53MMziFARjWTxr9hm6pdpTQC869ZH+H+P7oO5WUZi5zq0m6ZWx3odWkD0kYDoQpvcgoN3wlplkYKhBOlDy7Bc7S0RY1mQS6MWlqDmGymSXBZOnm5zrjf6poEgYt0dj3LdxwpYtumfVoc4+9gYj3x6F+FACu1YVG7Yi84l4xMF2rYIdq8j3DJO4muPoobSpgs1Ta+K9Mn9i4jcIIVrJhptrYIU6KRDbdcoqX0zAGRuOwIaarvH8dfkcKbyPQvElvca/XoZCaxiQDDoNNepQuAuhQw9ukT16ZjMw3qXbYH/mxOE91ewPlzGOh2iPYdowyhqzRD1T9Q6MoWcWlrRbxBhhPbAnwR3skOgplyBg8dM4Mi2IIh45f9+FV/4ykEiIRrDoZQmnU3w3BdczAtffjlbto03mjh2ep77Hj2JRnPxznXs3Dy++jp99PEDjr6D/UnA9RM7+acj3+p+gNK4JzSffM83eOOvvbDtLa01t33iHh772N2oV1/ePllrjQibOpsaQErCrI1VsVdVeBYaKAtSf5ugcolDxbLwLYElYeECSM1C+kysVaZB+gorWG20opRjIuBhe6yrwWDyrEZU3hQRbRVej50GgJaCuWsTlDbJ5m5YQzkJlXHIHoPKKE3HcMu91wbNvYv65nIltKA8n6I4nSY72UxzkpZGuxbaS6GrAdZSGaEhN5Tir579Yv7Pn/87sxcYa7Rwgcvwfr/zgmZTgPW6JZO+X2eMXVUhuCvd4eBm/1VC4A9KEkuqMQ6EGicfIEeTzF0eUVvJSgOQAuVqpl4kyHzLjK+fkaZvcvXx3qImNS+pjbrUNpfOWa64shucYy5OMcIuR0b7PGljVULjYI+LudlzRazlKgJNmE1Q3pqhlrRgCchq8s8fZ+TWKlRiEX/PQXsuOumgkjaV8YjMyWZquRaCwrYEM09LYtUE2eOK9HyEDgTKhVrOMs71VfQR8AdsCltTpE5VkWo1e7QxdKGCookevf5nb+SN4zk+e8djPHb0LLZl8bT/tplnX7Ed12lOd8VKjd9735f46rcP1T86tIadG8f43be8iE1rzq9IUB//MSj9JGrBPUnt9PHDhxu3b+VfH9rX/QBtGMr/+JX7ePMLn9b+ltZ84shD3HFintdfU1jxHtx222V87bbLCQKbuvV0BARCo9z2Z9Y4IzVRLiTYEGJPSZxZmyglKGxw8ZZCvGXVMML5rZKlXZapbdIC5WlTc0OtdLyaE2XQDIAqT1Pd0OK5bzncH9UsXGLjzlkNiTmN0eq2FyXBcMjwg81CqK1XcpdAL+t2h23bvRp5kzDUaLt5hKxKQOI95hCNBIS7q2DBRCLL/3rrzfzaZ75EYBtbWFqvSZ82jubWdus/7RVyLkJg5NO6obFuaSl1JkyQ3R+EwaJN1QrjzLUON4QJGFgV01Rk05D8WXm8VTaFV8EQC3oTgcxn5uYhyBhnvo4fpzAJbrHe4xWO+vpNTMd2c3sFa86B/Q560CwoRd5C5yV2TRB4GtLgLdFmu0vrLfJbLewypE8ZZrpQJkgiY+d6p+5XRjW1YYW7bEgFXZ8Fbf5JIXjDjzyNN732mXzxloc5eGgax7G49pptPPPpO7Dt5hozX67yG//0Rb7x6NHGLWtg74YJ/vCnXsj60cFeA9rHd4m+7e7jqYBrX3wlX/tI58B2HVprPvFnn+M1/+tlq17/7N98iaVbHyTzS+1kMq3gib/0OPYBF+XXZxdFODiP+/IhalsG2y8iBdGgx/yPXczAI0WsEzNYpxdxFmqsfc+D5J+5jsK1a4w8itKMblpkbNMitlM3EAbuG1IEd9TQM+qcTvbqphSn37qz6biXzfm/cHkWt3QJFkkaenVaE41mqO1ZQ+quIwRXtZzbsmdPntV4t546v+yoOoQgsByWNqyDTYL0WMDYAzWEgrXrh3jxn/4v/uD/fhj3luO9neu2BSND6INH2/wFTM81+tfx8hqCJyIqxyCzPX5NwuQFc+Qmitz/3mtYdm10Ntlx3609h9o123G0DfM1kmcU1dGkIUKs8MekphSpaga1PUNtvD1w0gnVbUMNB7tQmuzXD5O67xTBeKaZVWZJGBmCjPEt6GKRyhBUtqSRNXCLmuyRCu5SntqoazLE5gPs5ZCZZ2Sp7HcZXLeMNdF8jjUCf2SE4FlbkFXifX/sk1gsYh+ZQp5dXL2UiUBZaeyzNuFYSHV3uvuzECmIFLZj8YZfegE//j9exC2feYAjh6ZxXZtrr9vF067biWU3nROL+TLveM/nueeR46bNeN998c61/M5/fxETI7lOV+rjSULfdn9/0XewPwm4ZnQLW71RjpRnV2l4AiAF2a+GfOzANykMu/z4q65lMJvgUx+5m09/5G5mp5YRu7atOk2E7TqbjY2PJaiuSSLOlLHL7ZZYANZiRPI+SbbYjBZHnqAy7uAtNwtaRrYw/e1gdILhJFbRx6oEjTa0hOpogtqQQ3IhxPI1kRdvfDo4wUsbJKVNK96Pf2gbClvAKtGZMVzXZ+3xHdZo5o8NNh3sEvxTica1tGcTDaawF8u87CefwV/+9mdY3tvcZQdZyczlHom5CK+gECG4eQ3rA6yfWDSb0JilBhCWe+3Qm70KUxKWmjt/gTEiezaO8MWLz9K1epgUhINQ3iqxCuaidlkTpuMGYmPuFDSpGZpjeq6Ms5j5pm2BP+SgbYGbD0FKhAS7EKCEInlgGloYCtZCGff0IqXxCcpbU5AMEURoxwHHMfclTOqdTjgm6r4+wfwlRioIAZUJmzBtDKzyNP61NS679BAn7lnH9P7Rjrn0Ou5zbdihNuqwvCvDwOMF0stJEz3vdItCcM0LLmHNFhMJ/9GbLu86HJFSvPWPP8kjTzQLDtWJAYdPzfFz//ej/NPv/QRjQ72q1PXx3eDJrELer2bex38UN2zbwrpcjtPL+a50aKcIf/PFb1GMfH7m2VeR8Vw+eOf9/PPdDzGTLyJEGn11uwn86teu4NavXtnSmGi06ZTBl+3OZXOEQOYtVKDxkzb+hnjjG0JyxkYo1YijVsZFrGW+AhLCjJGKsfzmdaXSOKMVGAqJnkhB2cYfiTo6gAHsZQutZfx2fQMeHxhpvGkbrTWyw8kCem+kzTAYTXS7ee+twyTnbewDCcI9VX5i8zX83w99FT/TbDRMCZa3aty8caaLCKwqoIwMTUtTpsvnY7rBODZa7akAJFyyey3fOnCye6aDMGsalYidxhhne5Sizbssq+bzP2/3Rfz5iNA4v/0Qwmx8Pc8Ea4wMz4rFkqibVgEzHqzxIRJQthDlpqygjMAKBWioZBWVcTOWSIGfa0rqBBnIb9IEaUnmdIRX6OxY15i1Rn4HaFtTndAkzwrsMqsyKBtdFfCca3c17O1rX31N1+EIooif/6uPc+D0bNs1AfafnuGn3v2v/Nuv/gRDmeR5DG4f/xH0bXcfTwVc96preO+vDLK4koW7Au9/24cpLBZ59a+8FCfh8LE/+Qyf+etbWJxeRqZXz+cH/9Tj2N+7rIw8W8s+4//4ONM/eyH++hUyJkJQG5LIqQWss0uNM61SSOKJArUL1sQkKEE2VcWyVu8B5ZAk/bdDVP+6SHhLreFkd7MRV71xjvVXlfnSb6xl8ajH/MvXmYmzg4M3dVIiiaVm63p19T1xyqV83Q7smui475aFSs/s9U4QSpvxiPtSWmcjIhh7sMaLX3817/jmNxm9Z3plElMTtoWYHAcp0SdON1//DpMKS0dFw8EOhmyXHqnwov+e5p/+rIerSwrUSBY5VcGKZWKGH6kyd2kSowFnxjAxp0hPqeZC71xTlxBoa/VBVqGGVaiZ28ulYdumNl1BMZQj4Qi8xYjasIWqCoTQuIXQ7Nsx2XSFrR7FbUlETVH7soctHdhqMjKjORdqsdSgrVH5PN4t+3uuOjSgPYtgdAznuMQ54eJvtSlfkSP1QL6z20IKnveGG8iNmO/D697wzK7t1/yQt/zuv3H89HzjevXP+NEnzvIL7/goH/qDnyST8rq20cd3h77t/v6i72B/EiCF5NVzF/Inxa8SrhEQtecuD346JPm4mZ0+/al7+cpdB9mJx+MPnmykrwkhsPMhYc42TGgvItgWEo6bCd+Ztkgctg3Lqy5HMprAOlFqnzS12fjYhXZ5FKumSZ/00Y5EJU0quow0qlNAwNwUUc5DRLGWePxyYjFAaE1pMkHqrG+cBB0MtQbym+vM9Q7XiDek2jGbx44NnAeKC6aiu1agA0Hx/pYIqBDohMPVN1/I6IYRioUqUSLX1h9tCSoTNpU428tbUAxftVg/vb3LHRZFHW9Mrj5OAA+cOEXwtHNsrBWotDIO9kjj5RXegqA2LAjT5rlKzkFr4VprURJOdJGIidu05ptV2IOsjVWJsAIzyLIa4p6cgajDpjnUrPvYFMfeuJ4gYVO+robMCRIHNITgrwcWHayChZ+xcYsCtwjKtqiMacKUMKl9cbCoWkxz25cuYXgkjzXgEy27bU72+n0pSzQdHQKW9+aQ1YjkI2fAD9p0YQHWbB3nV/76TZ1vXykeuHUfX/vonRQWSwSTOR7KFzoeGylNvlTlX7/0AP/fa6/r9Un10UcfP+CwpOTlm3byVw/c22AGt8JdMgx2gA/ddj+ff+AAY2MZHjsz09Ax19rmwJm17FhzFktqpk4N8c1PXUyiak6MEhZB2gJLNOYspwL+ij26FlAbE1CyaV1AaAvKayVIGDhqbEvmpKYy2WXCl6CSmoFDRlpOKqMVKw8kCHZVCS7NEzyUI8p20FjBdNBe6r54FohY852excvPhYZkXodAukBgzTk8f3gn2cU0FT9YzR63BP4Q+EPmT6cA2ePxemrltc7HdHftKNxx/MQ5gwZomsXrtMYtgT2tqQ0J/AFACOxynW/eDJ5op0OHW9qUQfNtt9jCYsdI3+j4oequbKYNk33OaRhNDWhHI6XCnhc4FU0qVgWIXChsgOoIEJoxzR7X2DXQKPyMYaXXMytbrgLA3KUCXZdB0lBZq5GhIH3afOattlsAm9aN8Gs/89yOPVdK860Hj3Lr7fsplGsEHjx2cqbjsZHSzOfL/OsdD/HzN1/bbTD66KOP/wJwXIfrX3Utn/7LL/Y8TmvNR//w09z6z7eTHUxzbN+JRv0wVRIsPSzJ7VVIC+aOpHj08a0EL8shlMY5uUhi/wyyGsZyY5qBW08w+4a9bdcQtYiJv38Ue7bcXosDSB5eQH3zBIVnbQZg8fAgmbUlOkEMSpK/lqX4QA191syQQUlyx59NcPUvzPKjHzvCB1+3g/JFA50nfAWpU5KuEnFSohNGVqejTexRNLYTtIAo7VC+YKjlJgTFjTY/uvtCltZK/AMRVsHv7twNIyiV0ZVqtyPOC1aXmOrjx+9Hs7fzm3VojXIlVhChowixVEEuW6gBtxFUT02ptqWKVdGmfko3w6s0zkznzxlAuA7s3GJ+XzE6MoSJu8qcvjFNlBCk37yI/LaFetwy9nubZmF0gKHPHyN7zzQyLhwbpVwql64junASrRXessJdjpA6Q/jcyxHTi1hHpxDFdqJafQuev2kHIs4W01rjHnZZ+Ikt2LMHcE9UTbC/ZZ2z7cqtvPnPfqrj/UVRxN2fu59v/NtdlAsVKmuHOLLYfd89PZ/n37/6CD/64is7HtNHHz9o6DvYnyRklcvknwdUdkkqF0m0YzZX6Xsi7OXmcUpryqeWeWx2tTFJzNYo5myCiYDyVbUGewogHFVU9gRkb/dwz9ad8JYxCn5nh26n10SgUK4Gu65zqdGOaKtqXv99aSsMPSZwSu1tekshUSKgNuzgljsbZOXS1IbtBm2cB3RysEtibc7ubQgN8mGLY1/ZivAjZKWGEFVTIVsIRCxxM1+s8e07DmHZEllTRInOQQEAf0Qjtvod33ZzPtKJUEEPyrjQuOWIjp/AefnnNemzAdlHQ8rjHsqNo+dLAr0EsqawonbaoXvYJVzTmdkNgASvtYiZ1oQpC2vZFB9NUiMMdUcHgoj7PXRvnpkXDyESgtI1ULqmuYHOfNjDz8m2MZUhpM4aHfnyhGhnSmrB4nwOnYCx4TzlY1m0ajItIovVwQKtKezKkjw7gkbBcgHtBwjHZutVO3jXx34RL7k68l0uVPitV/wxj9y+H8uWRKGifO0WWDfUNb1PKc1nv/Fo38H+PUQ/Va2Ppwpyjkd6BoK44KTGzF92qT1WqjTMVkpMn169afrKw5exe90ZHrtnE5967/XYSjWciNIPcQoh1REHlTDsYRGBiDS6JcAdpolZ6Su9zebv8qQkOaNwS+DlYeCQYnmHSTtvzGWxFuvIfT5OxTFp6TTbdA4kUEMKvbli6NYdIAKQ0blstybymmzxVW+vvov2a2Bsvww0REaTW9vGuStyEXJdFZlQLNbmuWtWIaVAKKPZ3a3h0NOdYtuAKUJKpDtnGLb2u4tpj4TCPidlzbDW7YrGLelGAME5q9FnIbQ1wXB7G3YFgu7qZ+aYlsdNA3YZghygNWllExB14zDELDEByzYEss0Oi1CQOskqmUDpw8Bhkx3g5DVuob1Nt2gWCn5GmPuM1w21YVjaJaiOifYTNFTGNE7BSN45FSMzoyXs2b2G9/3Ka9rk2+rIF6v8z9/7OI8eOoslBZHSVEckeHRdvymt+fTdj/Yd7N9D9G13H08VZIbSCGkk0XpBK83cyTlmT86tCqIffZ/HZX9R4cjja7nrKxfBxTTqiQVrc1QuX0/u84/jTBUQGpJHlpFFH5VpTtzZb53FWeFch6apSt93hsreccLRFJXZFHOPDTO6ZwEdakScyaZDY7urv5dHn22erZX5ec97xxjbXeXpb5nhgS7zn10GGZ7bdmsb6EBU1+mEqY11vo52DSjNwDfPULhmksRYwOjkMo4bsjjhcnx22dTBTDvIpe7ReLW0fO4A9jmQ27NaV0dIcNzzcNwLgT49TThXYP5l2wmHcsaZrARagbsYtakJACQXFMX1XVxodaf8w9Od3wa8PRvx43ojq7oDEELmREDlQok9rOBmhbzZ1NfTvmb0TQfxjhfazpdln8ydR7GWyrBtI1ZNNZUApERPDBNODGHdfwi50DTs/rocpWs3EKwfaOmDkZ+z5hOc/b87GPjnMqlHZ7GKPlHW5cJXXMm7/+hN2B1s99LsMm+7+Xc5/OCxxr678uw9MJrtuu/WGj53276+g/17iL7t/v6i72B/krDjwvUQQfIxRfKxzrs8LSBK2HgnSx03oE45wi2UWX6pbndIgnE4aig8s8bg5yVWKdZAP8eGcVUfMBt+ZZvFgXI0U9dIsicVyZjBVBkV5LdKaoNQ3JRi86dKbYXRNODN+9S2O6iqQqouu7vz6k2XA4XRGLXLXYp4xUXgkrMmp1s7ksh1EYUq1tllyCXRcST2iUdPc2ifST1Ln/ZZGlgd6k6erpI7UMQLfaLndemShNzWZZYOdNPn1jDqY3cO0mIvghda1Oywx30LNj/vLJG7ndJc+3MkwDDDVqwj7GkL95CDvyMwTvz6Hj7+PfGwi73UrpOvHNFYZw4lJLM9FjdCQ+ZgiTlrYNV71mnbaPJ3Og+BF2vHBtn2+9Ux7W6+muXqH3mMA3dspjRtFsudGxOEGZsw62BJBwazWJbk+S+9jDe/9WZcr/NU9sdvfC+P3nUQgCiWv1GufU7tvKVCj4BFH981FE9eNfMnq50+fjixc/04WhsnrN1lL6aJ5bBiO7zykdt/egMf+syNnPzkOrRqWqxGTFEb3czKpGza7BVzbtBIV+/OiKpMSNwjZh7LHVFkjlRZ2u1SmTDl1VJnIob2B3jzCuWElDam2jO20DiPe0QvKiBmPfR3U9D53PHzrjIiEAcThABLo2yB8DVuRSGuX0anzD3uU0fQWY19QQLrWIYwLVY1ZpdMgdFunx0YG5ZYhOpor/7qrllgQoGDJOgVJRdga5iwk+RVue3jFZiErGDFKdIHWQGVpH3A4t+dfLNwar0dGQJKk57V5IZdFuhuq0T9vsqrb8wpauyVHWrpQmrWdHjlZ1h33DsVzfwuizCtCIYhSnZfy6lkLNPjmmL3tiV57dMv5ldecj2O3Xn98I53fZbHD08BhuEGoCS9qPoAzC51Zw328d2jb7v7eKpg894N53Su19FN3Wvmqw73/3Gax72L4g1yPQIZO7hti/wLL2Dow/cja2YjbJXDNgd75t6pnlnXWkBy3zSFGwxjefmuFIn3HcV7RQLrEgciCL/l4/9bBXWoE+MMhNTc94ERXv+vx3C+4RNYHSKz36WTGsci2jiGdWzmvL6ZArDLIYNfOsHQ/acZeX8aMWaE447rh2FMs2nnEAuXjzH4tVOrncmjg7B2zOzxHz74H+62cDXO4OrXtYZUooAlTHy9GzRQeOY6simHyKPN6AlAe6tHw13WuBmFP7giUz8mOQx86TB2vnNQwXIsnLFhgsXezv/U2RCetTpwEH2hgnes0NE2AyQfmybIDMFgZoUfSYCG6OJtiNseovSs7ZR3DKDTnaP8AmGy6Us21QsnqF44gWtZ/Ph1l/Hfn/8M7A4SOFpr3vHKP+bovhOmr/V9t3fufffUfL7n+318d+jb7u8v+g72JwmHT86jHAsRRF03lVHGBSGQYfeZvrYjZj93oyQJqG4PST9kJsROVb3PxRxrtTTL2y2qY4LqROdHIchAfqvD4MHmTkwQs54iCN0It2Kt6q+sxSlUCbpviIToLA8TI0wLrKpeXUhNmxzn7PFa02DH11DZBAqFrNUQVjKuIt88L302oLjBRQiJWzBOeu9sicwxE/TAAipAl3Sz9NoiKpDkjww0O1Vvf8QnseQjVzDcIwfyW2zyW2yiQgiDosuHpMnYNSwZcmapy1pJrHZcCASJhz3seYvaDp9o2AyYPSvxDrg4Uys+23j8hCUY3JFk+uGpc8u4Rxons3o3bh926RUo0WjcZUGQ7fSuQCk4fWqUUhBr56+86RXNXvMjh9gwucCmod/l6c+6kMGh7kVnTx+e4o5P37vqdVmqtbM+V3Vao5TmE5+9n1e+uLuWex999PGDj0Nzc8Zxrro7hFVdtaWHcd1/+2aSOuwYEBaYadcuhgQDJptopYShkVvr0VEpCL3mBGmXQqySIjXTeZNmBRq7GBJmm9lLAoFYthCBQEaKyLJWXVM7oC2N6MViFwJZay/S1gkrQwb1v8PW1Oq67XYFOhRYd2URz1lGSBolR8WaKomaoLiYNuy7+FRvMc7uQne0ja3wlkBLTW2IVWsSjY4d/itOUmAXwSkKIicCp8tnpDXSB12DYqHS0ZkjIlgpmScwGv8qMGNSl36RNfO6tZJlqDXusmbkYMTAWIYjTuU8yAwd7CrgLaue42XqvtCx4J4AtILEoqaSEFQdcBeMnI1yTGHYlcEKZZuMkP/zmudx44XbGEx310k/fHyWux88tvq6oYZ6YKZLn8NyyBe+uo8X3Hhh1/b76KOPH3yc3H/mSWnn8IlNsE23aWE3IAXasajuHif10BlDlMu0ZAQrjZ0/h265Bmu56WxN33uGaJ9P5dvnr3eulWDq4RRawcSjU5zau2FVRlaYNprbPVnsQpgClV1mfn/PepLHZ74jZ70AyAuWf6vC8N/U92SmgdG1i/ivGSL6toNVbNZ0Y/NaWDOG1hoRqfa99HcCodnwugCx4qOrFl2OfGsDR+5YS6Q0WnQWztFoVEajhwRzsnMgJnJFh303ZE5H1EqK6rA0AWal8Y4skr73DN6pzs5iaQlSl69nuVzr6YATmMB+bmI1Yy/6VLnHmSagY52eIxrsUEdMCHBt9IZx9FAa7dk4y8pIBjuCIC1W7Y2dMw5WBL/7+pt51oVbySU7Zz8C7L/nCR69Y/+q12WxSpRN9tx3l8s+33hgP9dftrvn/fXxg4m//Mu/5I/+6I+Ymprikksu4S/+4i+4+uqrOx77vve9j3/8x39k3759AFxxxRX8/u//ftfjn4roO9ifJNx33zGikRT2bBEdO7Dr9kIA2rWIMgnqW8Zu5q+8Y/Xk1gYJwdoQHnSQ1QgR6HabJOmpN6oB3dJ+YaNsv56qs+ebr+W32Azu99v12aQxJplDBYKJHNqRKzY9muxxxdKuLpQwZTakVlmgnc7OTrukCFMSGcQbTY3ZYC5GpGYD7GqzPxqoDdvUBm20bTZushKRnPXxFkMz3kIgtGbocIR2Y7JCJSB1zDCeTPBBIL4p0c9RXYuHZjflKaQEetEDP6atDRpt+oFb2k8KPThznddk3pVscDRkVMvDYX6KsiQ6OMj+cAjhKixtitNJR6ECGWv3iHgBtdrJ7px2cE7ZaKURWiNWrjgaBwvsqkJrmLl8FqckkSe7aPJhLltb42IlV0dDRGGlMO6K9xGrnQTtB3DqxDiyJnD0iu9M/K/evESRkRW+/L6LqeQ/w9/nvsyNL7mUV77hGUysHVrV9L23PBQHWNpXTO7RefytYz06BTLUvPdDt/HyF16K7LTo7uO7Qj9VrY+nCr51+ARhwsh11KeKtnnIios9nkPiy1uMekuaAVZV4Q8YxraRI9ErvNA9nmWt2zLJrErYdnRDi7v+N+AUTDFrq6oQylw3TFloBapurzssSIIBhbsgO/ZHx32WAV1l3MKExq61tE8zUKHc9sw7DfgD4Gd1XFDMRe4fJrmmhDdknBJCgLW2Cssp41TQGqsCiVgrXmAc38rRbZrlK5FYhNrgytsyEilqBYlLRODOxeupmAwghJHUazjK45/Sh/RZ40AOW+1Ny2citCnEGiVWO9mtGsiahtAc16l4bH0gvMUQAs0JpwLIrmVuzJ3ppiFdSYLoMU71a50rbz+xoIgSksScMOn01GuoaEobNLV6xoAyQZvQhd/83JcZ/No3efmle3nD0y9nIrfaCXDn/UeQUjS0kutwypoo1dseu3nFX7z/qzz/2Xs7FvLr47tD33b38VTBfV956ElpJ9g41Nm53nrMhkH0w2eo7B5GJeyWvTJoWyI6kN0aEKASzb1h4sBcu1b7CtvdCyqC5L/NYW1eQ5S2253sQlNZp0kdo+Pcp7VGxaesst2xIQkSIanzdXQLgRwaRAzkEJYFZVj6XwGp11RxrwrqhzA+sciMZyEKpn4WAxnEmrH4fQG2BSODMLd0nheOuwy4w4LNP91O/iotJPnG311JrRzX+BL1o1fbbm9NlbFXnEG6isJMipn9o5QXEyZArMzaQtuC2oDAW26XUxNAYknjLYZYDzyBnF46p5CcUpojF+TIzkis2airidUConFFJreaBa/PdCZyNvqlQZd6sOOVQq8dwykLBg9HcX0Bcz9KQnnSIsjFKglCY+UtUJq3f/gWhtJJXnbNXn78hssZza0muN39ufsasjCtcI7MEq3rlv0P9cXSn/3TLX0H+/cI/5m2+6Mf/Shvfetbee9738s111zDu971Lm6++WYOHDjA+Pj4quO//vWv8/rXv56nP/3pJBIJ/uAP/oCbbrqJRx99lHXr1j0p9/C9Rt/B/iRBKbM5DMayyLKPLBuHtLYlUcptFBZFCKKUjVUOO0+Q5+HLqz/XMowj6cpouYYpG7sW4ix2LygigMhpGnrlCISvGH6wzNBDZZyiQtmQ35lg/soM/oiNckXDud5wPChN+mTJFMs8uYQ/libKeo1NnIg0fkJjlRRRxmrqn8bsaVmNWP9PJ/E3T1DYlTBpVvWUPDTK1oRjAm/BMMuUa1hYg/t9kvPtxkUDpXUuYardya8SktLGJJFXIz1lvLz+SMIEA+J7cRarq/wL8nOS6GIFY7Q52et2eW4mi0Iixv1GB9yTkuztDrKs402mwdylrin02brYWXKhrCAVgtRYVYG1YGEtW40Fjz3gM7prntyGAsICFQgKhwZYemSYSFsmbXwlCSHe2HvLIUE2rti3cpGlNSLSWBXFxpcOcGRHnsCxcb/aPZVAaFDrUqsYAgDa1ehKFxkf4r19L3q8Bu0L3FJTska0/BRxAoOQisGlAt/80oUobdThCktl/v3Dd/GFf/s2P/+rL+T6l1xCoBS5VALbkgR+aPQZV+QGFi5IE3naSAp0GB+0+W6Vifip17yHn/vFm5h1Qm7fdxQ/jNi9YZxXPuNC1gzn6OM/hv4mvY+nCiJlmLphKnY6hph5SZjsozqrWGBYu12Z7Oe7KbWgdk0JyrYJ0CYVteEIXfJg2e46lyIEiVbZMAXKguJGl+I6F+VJRKRJTQVkj9ewKxqrpqAQNfovIo1dC1Ffc1m+RMZR5nr7LbeiNMLXaLfpNG2E8iVURxRaClJz4JRa7EykcUoRiSlNZdJCS9nYy4ZePJZtkjVQmSBOy26x3aGkdDKH8kskJ8poDYXTucZngRC4eRp9qyNyzdytVzgr6h9Nca02GrONKITGLkFiHsqTUBtpjoOzZJzrjYKkgAwERGbcRcxad4sKu9zshbIgSItm9p7S2BWjXe4WNVVHNO9jRf+wQISr2XL1vkpfY5c0k5eMsRTlTQHxHmtGgcAuKsJMh1Tu2IHQFd00FVa0YQXNthtjFUH2mGF71IbBKtMofKqBxXKFDz96F58+8S3e9twbuWHdhQShIpdMYEtJEEaxg6i9D6Fn1qvaER1tt6yZwvAlXeU1v/lBfvG11zM3X+TOR44SKcWeLZO8/PqLGBvqwOzr47zQt919PFWw0on3H8a5HkMhYrshcXKj5I74KFtglxXSF0QbRo2sSpcpU2io7mzqkwk/QrkW1QvXUts9gU66EER4h2ZIPHIGq9hJWsRYhc/+4gY4E7Hh9x5j9nUbKV0y2CCo2Qs+6a+dxnbHCNcPNTN147lcln3S3zjAwqt2kKg4uMu07dmdfI1UIcRfk8OeyveOrwqBtXYNJLw2Z76asim+O0vy9WWSL6yiI03+VwrYC6o51JOjq7OIN66F5SIEnfeidbJVo1YcwMgA4QVrmT98nDXDM4h4r3nvxy+kVnaazhJoX1cFAYkdVdJ78yS3lxs2VGRDoi01SiOmzh0ROMsCd1FSmpQ45QjLX7GvrhPaSrU2YkbH/gMDP34FZ9YnKCYCUjM95N00JP1TgLu6xbSAavcPRwM4PTbeQqBdGynsRsca+24FmTMRRQF+VsSZd/E5GuaLZf7ujnv55wcf5jdfeSM3bt1KGEZk0wksSxLUwo4RfxsX4UcdyJg0B0cLpk+F/PxP/g1vfusNsPEAx0v3obViTeoCLhx8AWl7qPt99dET/5m2+0//9E9505vexE//9E8D8N73vpfPfe5zfOADH+Btb3vbquM//OEPt/39/ve/n49//OPceuut/ORP/uR/vOPfR/Qd7E8S9u5dx513HAIJKuOhMu0FFzXEKeACf8glWe5sRLwTmnCA7ix2Bc5MzEiTgjDXpF2JKGR5s8NwMUB2KFqpgSgpyW+1SRQ17hIkFhUTX1nEmwsbk5wMYeDxKrmDVU68fAi72r7lr//ulCKwLUQY4U0V0bMllGvFDvQQuSNH9oEqqZMllq4cwp/wkDVFdt8yA/ctYZUj3LmTLFy+nTChmxliLTqbtWG40B3h8JkFlGxn52lpIstBRq5yrpuOmr+rEx7ecogMWaUXLqurAx2iLLDeaaNeptDPUMa+AbWKw+JMjnI+ifQVEw+HKEdjL0usomlFJUyhLRFqgqQpTNeRXuZL8E3DzgxtOvaJTJmNN5xGWLqxYJCOJrd7icz6AsV3jaCXLKrDLsGg01hAyZrCXQ6xAo0MAmpDjgkQNGiZAhFqvDkfB0H4tCpRScEmi+rrXBL/4qNbMiDqxW7DkQz2Yorkt0MqV4VNnXcF0SYf+XD3dDHQ+NleE7HAm4/QwuoeFNKahPLxHgzQOn4W6/ekNGVH8zuf+hrVO+4AIUh5Dq982oVce8FaVNS+AA+GXOZfsJ7MKXALuqkDHLcpIrD8ZoDk1Pwyv/RPn0M5TfHlOx49ygduuYff+rHn8bKnnaM6fR999PGUxmWb1nL34ZMotGExr5SjbKTSGOe7dugIPytJLHRXJtRAOADVG4voIUVrdW91OIU7LwlSmEm3U+BPQWVYYNU0bhl0SjJzUZIw3RKctgSlNQ7lCYfR+0vYKxRE6r+nHrPIpTX5HTJ2srYvFkQkCVKaKBthlyUiqAchNGHK/F6d0Iw8EmH7Gm3JmNXenDtTUxFrrxjjien5tmBwPeiqbBPUWKl52trTynQad6CGiiRRxWk7zqqt2DQDSEGQ0lh+O0M7TEFpDQQDAlnV5I6aS0i/qXGePWlY6H7W9DLyVjulBYACSxmbm5zTbbY79DS1gbpDvs6EEGbcEgK3aJztkRvbnth2C8x6BglKmL6bwWrabhlo3KIi2pZkMaOJFus2EFMUvmUY62SAepFSgSbIiMYbGm2e18Uez6ugUai1EwTgpzt79+sBmdQpgZ/VOIWmQ9wdqpLdsYSdjPALDr/5uS9RW/gGIMh6Hq+54kIuWT9GtMJ2Rzb4g5LEbIRAUxuQTfam1jh5TWquyQg8dnqet/7Zp9ru746HjvJ3/343v/Nzz+ema/osuT76+EHGRc/czcF7D69a53+nsKcLBOsGe+y7Nc5CFbF7K17o4j3WdICffE6Spe0TrP3zOQhUx323TnvYIklYVqiUJJrMULxuByqTaF7TsajtnsDfNkb2c/uwF1fKgJjjjnzd6G06cz5r3/ME4aCDP55A1iK8E2XQoOwForVD+DsnUbkEohbiHp3FfWIGgoiRjz6O2LvdBIwtGQdvY1sgBO7EOjbtWM+x2/eDWjG2AxnIZRCWDZbTgSkf2+5/SeJe7RMeqBEdWWFn0h2kQjwHLt4JJ84aJvuKAK8AtOeid20yhL1UAjwHBez74C4OfnILw7uWCIqKxYWBjh8j8f3h2Aw9ZwY717y3xcUUB09Pxo78uG8WBEMKLWps/P3HsMqKaMda1PqxxriJ6UWsJ04ji4Yx3uIrbmQlaFsSbBoleflmpi7IokoVaiM2+c0uuWN+u+2u3+upKbhvkWhzDvvlqUZBXK3Ael6S6F9LXQPkAogmerDFhUDpzifX/TDJmYggbcf3YHoXJDW1EdC2Jliu8n//5LP84aI5J5tJ8LKbL2HTRRuIghULh2QCOTmKXYwIBmXzQm0D1nxpNjjKLcGncaaaa+SjxXv41uyHedH6/8327DO631sfTzn4vs99993Hr//6rzdek1Ly3Oc+l7vuuuu82iiXywRBwPBwryyIpxb6DvYnCc9/wcX8w99/kyAIO+tvAkEiZk5HGhGn7taLOtazzTIPQOmSHg5JCZl9FrJ1btQaLWDqWg+koDqWZeKuIm5BtU3y1VGb6WtSqISRhfFkwOaHFGouXF39XAMRrPv8Mv6azlqZQgOOjVbKpMxhJFeENswmbzYke/8izpJP5lCxcxuBInG8QHDJYGcCoICTssht//tNfPSW+/nwwW+hRUSUsBoGzs+dQ0Fca6rDDl5erWK8ITpHnEVJYP2zhf6YJFwnOP6KEaIg/rqE4CxKqo5rtpG2RoqWhZUQaEdQHe3AsuoA5YKMs7lkNWTD0860OdcbfZIg0xGpVy5Tfv8wiTkfb84nSknyW5PolIVdjrACjRVokjM+kSdQjkRow1q3akbrzlqbImu3BIFeIrG2gv6MRj2KWR1slKhnCy4YmWVy5360hjMnR3mkvIaybSFqkHg0IAg9w1LvxJZXmlquubFvv3GNU1QMHvTJ7+quxyoQeI/UGmPU+gWrDTnMXzbQGHeAci3gn297kI/7EZmkjVVpGun8laOgjcPFCo0UjJZxdsZKDWatWd6aRDV0d5sMPK0U7/inL7F+NMfl29f3U9G/Q/RZcH08VfAjV13E3379HnSku9qgug61DAAfonRrXM7MbdVRm+RCLz0sTfHFPmqoeRWtQdckmccNc911BOXJ2InfktIjIoFVgSgF+W02ylYM+wOEYQe2kDTOzYWLUow+UO3Kphp8XJHfKhCmciTaru8GjdRKFGuCR6kuuzgLgiFwz4iOFcQEUDtS4PN/+3N88Jv38Y+33NeYe03g12jG9oamtpCI9epXWGqxmsFev/8oAZGnURaUNjTlX2RVkT2uSc6Y8yNHoLymnZahkZEJvdjx3wtCoByjlw4QuJrakGhjvbcei9SESYFTAbsGuoaxkYGJV9cGtcnUk6a/IgKhRGNdoVxJdVgwmvbIJj1YjF+3DXPfCmh8DkIDvkIGwgS4NbhLCuUJqkMaLSE/oHGL5p5XOYWECQDYXR5njdFaj5IC2Y21icAKIHkGdByscIeqDF40D0BtwWPx8ZEmNREo1Gr8/V3341gSzzPjVB/JeoBAuYL0VERiURF5wujN1nTbmlgTLxM6EOUipfjNv/k868YG2LNlsm+7v0P0bXcfTxW8+Bdu4uPv+tx3fJ6QsXRkPHcl9k0RbBjqfHC830hFKUSyxXZjAn7l3RrwOPW2Xaz5q8M4c36jGLrQEK0ZpHr1Nixhk54DUSjBDXtQSWu1k1lKtCMoPnsnA594sCexXrs2OptCak3yiSKiRU5LarBOLOCeWOh4rr1UQ0wVEANZCFdHUYUl8XODfOTU3/DRv/kKn/o/H4WEB7u3GMe20siFYrts7KpGoHabR3ioaOx962VWOu3rcB3YvtHosy8X4eDxxltR0iXcu55o/RACsCoRdrnpuPfzLlPfHsd3NQx22G+u6FywkMDOmSBGbd7i4MnJznVwhCDMOcy9dC2THzqG9dgJ5GMnYCSH2rMVkc0ipNXScmxnRrNEY1nCdcOo0QxoGCv7kPBYKBnmen6bybzPnPJx8grQBJ6mkgzI3TsLQPhnecIPF5E/miV6xjCRLylvGSLjHETUutT8syV6ssvzrDQsFbBmloj2bOoyOmY9YVW08RcBYVJTjZU8ErOa4cdaMhKAQrHKhz9xD1bagqyLVfQb6woxNoTWGitQhPWvnW6/XuN3K+Kq//4IdjJc8RFqIh3w2VO/y49t+StGvc192/0d4nthu/P59loDnufhee2L57m5OaIoYmJiou31iYkJ9u9frdffCb/2a7/G2rVree5zn/td9Pr7i76D/UnCwECK337HK/jt3/o4Wmui+oYz3nwrC6xqSGK2YrTTgVrGYvPTN1CrBJx9aAYhJLIkSd+nKV3RwhSGxu/Zu2yc+RbWUGz8l3ZYhs0jBEHO4tRNORJzId58BEJTmbDxh9qpd7XI5viGkPUPdGYqCQ1OWWGdDoxG2qoDjDGqbh5Cu/H7SmMvVrDnSoDGXepdxEULSJ4sU7hksOsxy7UaU5Uy/+3V1/PRz9xHlGwJdQqBss/hyBaCKCHRhdVGPcx5uJXu8igEgsJAquFct0qQmDGbXlO4U+BnoTJmkT0RYtd04756M7dbuhcqwAJLMRbOYa3pzsYQFth7aoiBCJYN61uUFakpn9J6j+I6hx3OGbZce4bkUJXKkseJO9cy+8gQaJN6rgXMZBWvSO/k4eVjODJiyKugL4NCboDFh4eIqnGKXAHs7Aybxk4zMlJg3e5ZLgsO8sD7n86hO1IIoZGjyyznskSO3ca4s2qKC5M59j26wNxFHtBc0CIFTlEx8a0KVlWTr0sIdbvvTtpJAhb3ZrCLIUILwpRsyP8oralYAnX1erIPT5vPbrmKP5owz+yQYcSJEMKUKeyiLMNmdIrG8S9ChUp0rq4epKE2rHj1F/8VIQQXj0/ys5dezot27Oob/T76+AHCxECGP3rdC/mfHzEb9ai+aaw76EKz2RAhDSeeDGDPzgmK5RonzizglBTeoqY2YOEtR6sYSaApPDckGm53rgM4DyQR8X9WAJmTECVM0cswaeYk0WjQtCpCwZIIQXYRlJGCKCnwh2285c6F0J0iuNNWYwOl0eiERiVMfZBuTP0GlKYyIkif6b7JXlgsUc7X+OUXXs8Hvnl/fPH4ZoQJxPf0IiAIaxbSi1b514MMeJ39B+Z+hNF2rzvXk1OK4UdV28bO8jW6DH7OMptraNjI7wRhUpPfoknO9dJrEShHo6vmNhpLmNj54C5DeVITJYzTWCij2d7IQogfmIXFMi991oUcPDNLZMfrEK1JzisyJyKslvosQVJQHrcNWz6WaEmMOCzZPiCYvRxGHtY4FeNUB4wtHRCs2zPOmYfmcBbbF4cC41yvjNmGOR/1/gilErFvRZPZtkz8K0sHhrEq5vfIbdp/pTW1MKK2VZI7rkyh2aoJhiDMeis1AygTHFCWQLnCKA6EGiJtCs51+W5ELgRJeO3f/AtCCC7dtIY3XHcFz9m7rW+7++jjBwhrt03yq//wFv7gDX+BlOKckjEa8Ndl2PbSSyhM51n44uNY5RBZLFDbEOCddNqCtnW5z+yxipEGaWlHS5h6TlM/rrYlzbE/uIjUo3mST5RJnbCIxgchl2qbh3QmQaWhC94BUqCGUoQTWZzp1QUu6wiuu9A4pAGCEOvoFOLwWZMA3iHg3TYOAiiVjYO9y0BNnVlCC8Ebf/UlfOr3PgYXbgeneb+il3M9biM6baGrGr2SvLSwDGubkrKrYFlQasqnBFvHqF69ra2RMGXhDyiSsyZjP74k4YBzXsS2elv+cTh8x1p0L2KjJShcO8rYv50w6gGAns8jT82gN00SXbyd6NRJ/K2jqKSDLNZwpgr4l26Ks940BBGLX97HC9/0dD4wfz86MpJz1REb+8g01iNnkLUQB+OYa1vuzCjUu5YpL2ylMJpEo6m+di/Dnz6AvVxrO1ZIwaZd6zh25Azhthataq1NnYF8CfvBw6A10QUbe46VjIzrSaOpxsRhoTRDj5v6fwJMPZ04UKS1JiiG1F64h+Q3DiPDCHuujEgkEELgFAJqIx5IQ0aoDhq5PKsG3qLGLWjG1iziZVcXrQWY+ZrN0Q96fP6BX0Uguei6C3j1r7yEa150Ra9Puo/vITZs2ND292//9m/zjne840m9xjvf+U7+5V/+ha9//eskEr0UE55a6DvYn0Rc+7Tt/O37f5ZPfeJevv71/eSXyohIIashdtiMtIZJyfzFKfwhhxmWsYUiNe7gLitkpMjeb2HPu1R2hwSTZkPoTFskH7fwzqycdTShp6mOrqzQJaiOOVTHYgPcaQ4VgmDQobglSe6JzlpgGkyF79jBroHyBklpswUCEmcVTis5XQrC4STKtaiMn4NZ3ujHuQ+pcwvXDw1wcm5uBdP4XCdrI3ui1CpmWTiYwJ0royO9qhv1RdTSxXHRVN84102f24/Wlqaw0WbgcGCupQ27oasgWx1KM/zYaWqvyWCPB2D7PYuWgWGyW5Mh4bIZXwEkFgIqG2ye8/L72LRtGhUJpKVRkWDj1dNMPTLM3e+5mACL/JYEUUISnE6SjhJ4aeOlWN4/xMKDsU5gy/XPnB3lo/92Iz/6ulsZGipiu4orf/4u/PW7Gb92Hm8wQGs4+9AYJ25fS+lYEqeq+PBH3sJHP3gHJ/99lsRUieJGBz8nkRGkpkKSU015HhlqVA8Hu1WJN/m6KSUUZB1GHixhBc2gRnXMMWx+W5gaBeuHWV4/Ym6pFmJFvmFS2IKl7eAtGxZi/TONbFMEyF6s4M7UyBYsauNJ/JHmYrA2pKlMNIMFWmsenpniF2/5HPeePc1vX39jf6N+DvRZcH08lXDThTv42C/+OB++8wG+vO8Qy6VaLBdFW2FRjWF1I+Gxo9MkBytsunaO5FiFSAlKjwyx/GAOe0Fj18xmP0xIausF/pp2R6WqWOgTCdz5dt11gXEoaiu+VofHu17UszEZdoLWBCmB1/RpEqYkQcpordkV1VbkTCCgClJJvDmobDyXYT1PaJBSsG44y+nFwvltfltOFlJjuasZAH4OvCWMXvyKQdJx2p4fJzc5y5rhfe2Mq9b+ufmI2pDV6JsViM5ZV23nacoTinBMEQxrnBnZmVHfCiHQUjcJDcJ8zigorcMUQ4/XDFqD8gwT31syQX3pmy4lRyWetMinQkCQPRGRO7nauWRXNNmTAYWNjsnEAuSJCLkOtCOIUoKZazTuosbNm4cpGrO47Zd+nj//129yIreInxA4JYUMDPM9TEqiRCup4RzOnHgZaKcDnLTJ8KzePUjmCdEIWBl7rqmM0HC0a1uQ3xavcUKNVSbWnBeUxi2SS+1EC7QmSkj8DPgZ84Zdi8csPixINZnw5iPUPHj8LPcf+wxvvOEqfvkFz+x5L330bXcfTy0858euY9Oe9Xzizz/HnZ/+NqXlldIqBv54ivlX7iBYk2YajZNMkX3BxSSmqogwwC35lHdHONMOdl6iBYTDEcIJ4HQ7Cas6YjF3lUN1knaDIgXliwZwxJCpF9Hp+RYCGcXBwW5BbK2JRtINB7sWEE0OEo2Zuk/WbL7d0jg20Y51iISLfPT4eY/duaA1eEmPoUu2sejYbfbwXFtbBAhPYa2Tq03E1LzRYZerJVS11ogogmmzLw3HslSv2Ra3uXLfLaiMOaTO+o1r1nIWbrF337SE4wcnSD0aUptLEaxRhlXfIz6uHUkwmsA6Va5fCk7NoDZPUtycJLpgd1NXXin8neOIQGH7AlmukfzGAWTFZ0PgYUcQ+WYEc984Rvq+syuHbhWEEGQ/9RiLb77U+BYm0xT3XEbq8SWSR4qGBLJxiFv+7lf50ze8hxOfvAf7zAJq3Sg6nYAwQk4vIubzzfbPscaprxmUFxMutGbs3oDkbNimhR8lJGHGRktBdVASpJP4r7rI9LvkkzlRJrmgkQicfI2Zq5LNovIx8SB0FNaJGZILx9n/xwkmnhswdFnU6N7Bv/B44r0Jk56hQKN45JuP89DXH+UN/+e1/Pjbf6T7h9cH8L2x3SdPniSXa9ajW8leBxgdHcWyLKanp9ten56eZnJysud1/viP/5h3vvOdfOUrX+Hiiy9+Enr+/UPfwf4kY9OmUX7pl5/PL/7STfzMS/6cqTOLbcYlcgXT12RNKjCQPBPgljWRIwiyksRciFMNcfaBe9ZtMHLrUB4opXAKIU45InCgOunFGjPC6JJGTecwsdYp3XzdSlPc2t3BDjRm+yArOPVyj9qYbKaEX2lS18fu0HiLTeezynrgSGqjHu5crauxExrKm7vniWs0liP4sY9/lFLgY48osnlITjeNkF3RJtW8m6EQgshVnLneY2yf2aw1liaWpLppEO/EMiJUTeaaNsblzIsGCQbM18RZqJPvOi+atGV0QROLisXdFlFKxgaXzhZTa7LVKtGbPWwRxJcV5+V/0EH7QULBtc98lI1bzAQmLd32c3zvArvffJivf/NSZMxk/+tb7uHKsRHy180RVS0WHhrpfC0tCQKbO+/ay4teeDegmVNJ1t881Xr7rLlklrWXznLmlnFetfsXmVgzyNjkAFpp7FAzeKhzNoMpJtjZLWGeY42stjtYtCWxa/Uj4j5oSMwEOIWIpV2ZmMHWsiD0bCxtkZoSlNcZpl7k0naMN1Nl+J55RNjcvKePFQmyDotXjVIbtKiM11n6zf6oeMP+wYcf5JkbN/PcLds63msfBhrorv77nbfVRx/fLXZOjvJ/Xvk83v6y5/CC33g/c+VS2/uadlb32O5ZnFxAyfdQS4LRdYsM3XCKiatsDn9qG8WlFqaFD943HVRKUZtQBLbEnpW4lWbbUSK21UqjXG2kS3QPd219h9srSzt+L3IExXUOypMN52Jt2CY5qylPmHUFmLlQ+CImBsSv92DaJWe7Mwa1hOpmyYs/+08U8cEDJyWxKs15Wfoxw7zrTQqEpanMJWnkFdf15m0orYXUGZpF2BsZUlBaqxuFNXNHIxOc7WBcBTG5q2bY48S1XqwqRIkuG1CtUZ6isrPFLp1HgXriW1jZgfJELJ1T71DLT+WZfriLhp2mpeZPjt3KrnCEZTvCqmmyHZzrjSYUJOZDypOGnZkfj8elxTntD4E/bF579wtexGg6zeSQYTdqW+APdFlAat11k64xdYB0XX7HM30M7hpAH0q2DZcAnIJhshXX6VXsc20LwqxGBGa96dQwRQdbjvEzgtKkaHuWwoxA+trI/iQ0Qb3Ya2tRvvj78P6vf5un7djItds3dr7XPoC+7e7jqYftl23hV//hLfi1gNetfROFxXbbHQ55TP/shWjHAq3JHfaxy6AciT+aIDFrMXarJsyGnHmVojLQ/nyf3uZgL2m8J2wIbKwjc9RGh4xNCRWph5axlwJ0wsa20qRPuSjPMuzeDtCYeiV1B2ZHxLryKpugcv1udCbRkFYJLlhrCopXVKNmFkKgN44TLixjnV0yL3VpWmgQmR77bgH+piQvffc/UssHWBcMkJoNcQsxEU0ItGdDbXUNswaUQNdKVG+pNQLGjWP9AB4/Aru3oC2LenaesVcK/dgRRGiCGrWL1puMro5MA1OHLUxK7KqiuN5FexLlq7bAatu9AZURkGddqjiGp9BSI6YXZNBuZ0UQUh6zzLoBmpI/Ms4KtAXy2Bzp2w4ZW2hJ/vJDt7OhsMjxi0exFiurnOvdoCScfd22hp2uX6+8Z4jy3iHcouCvX/1SsukEExtHkZZAV32sw2c6tqdXBEza39T4WbMmFcoUbkdrxr/tkznZLktj1koKEQYs7kyg2oLvoNIuhQtcwjM1Bo5VWbzAba99BqQenWf4U08gAsW8BQu4HP2gx9AVIVe8u8zcXZZxroMpUlNvO/6OfPC3P8rlz7uYPdfuPK+x/GHF98J253K5Ngd7J7iuyxVXXMGtt97Ky1/+csD4MW+99Vbe8pa3dD3vD//wD/m93/s9brnlFq688sonpd/fT5zvlqCP7xBSSt741ptXrSALmzzjXBcCu6SojdoUNjqUJx0Km11mr0hRWuugFXjzfmMzvKJxwz5rGFiNVTVOZ28B7BI4VXAr4BYNy8sp0LkghhQdi3nVIQBtWSgbTrzaozZSd0yLBtMo8mD6WcoUP4uhgeSiYvnykVVf5yjtUtk5RuniNZT3TBCMZTuutDWaKK3wUxFLTo0gralMwswzBDNPjwMIgFOK0747jJVGEzma+UtcwpzFwi5jnHSL6KhK2JS3D1HcnmH5Ao/KhGR5h8fR141RGfWM1vhZ1VZxvRuqo5KZqxwqEzHzKmazNwYFGs6AxLwiuTcOtcf3Uo3sjh95K1RBEB1vpz44qYBdl5/smFYFxt7vuOgUqYTPyNpFrnn+w9z8uruwn2XS9gvHOn8GdWgtOfTEeqo1h7JyqWjPKAS1DEf997U3z7D72SY8/bwXXtxzE6WA8qRDejoicyokNRVilxToes6CKb5T2NGMimpBZ8kiYmNfUaSmugR1hMDLG0ajVW1ftNnLPiPfmosDMPEiNO68XQwYvHeW6ljvFFRLCP7xoQd6HtNHH308dWFbkl9+5XWrXq8zcbUAa6TG6dOjHNu/hrNHRjn8yDruuWUvZ46M4qRCtr70CJ3EqUVZEvo22reIkmBVjAxMaS1UR8Ef1PjDgjAjUY7JromsLlPzudbJQuAumqBxYYPbCOq3TtwiEqSmQLSx9DX+qCAxJ1ZfQ4EIjBNe1gR2ofPsHrlw+jlw9irNslsj8jRRRlNdF1GdjBoZaVajrsbqNnT8X20xgQ6tpoZrS2p65GkKmzR+VmNVNbKmsSsab1Ez+ARkj2i8KUVytrNzvRVW0B4Md4smAGA6o9t+ikBT2RJ3KD4+zPW2DRrjjBYrDlMWBDl6EgT8AbPe8rOK/A5FdDTJgZyJziSne19XYAp6ozRBzuj4r/pcGwUFYNugyQV/6TP2NuWSOkChqQ5rKuOC0oRxWoSJeCkWf6DlcbPOQWtUTaJmHaJD6Y7OEoEZb3e5240ItAto1abNDkYzv7Qmfl7rz3d8T8oxTvvyOt3oVydYUvCROx/s+n4fffTx1IbrOfzs//uxVa8vX7fekNWkwJ3XVMY9CptcSmsclrd5TF+ToTxhYxdhzadVx71kOCAIE47Jktk+ggwge+ccW/7HQ6x971HG71RMPpBk7D5NarpG+kSZxGy1u075OfZ5zqkltGtTuXEPOlUvIiIbzlskBCnZJmemgeCSLZ0Dnpkk0c71RBduJrhwEyqd6NiJyBHMXpFhfpNLsRYQeoLaqM3iniTLW93mNjbl9bgNja7VqHxkGb2ACWxAe18LZfR9jxMuzVMZsSivlRQ22RS2pik9ZzeVp22n9LStRJMDvbPCtMYftFne5hFkzXWCjDBkhZb+1X/WBmlkFtTbdZc6rHXabwd73seZrra9HGU8glwPR7UQ1DYNoaWkunWIhddcRHDsBIsnDTs/+ejMecvR5a+ZoLott/pa8Z9+RrNpjbHdN//MjT3lkrQn8F8+QfUVRSqvz1N9YZFoU9BYowA4SyH+gKlbJyNIzCqyJzprvgtMFrpXWF0TqP5XZa1HccKmNmK31R7wji0z8rGDiCB2/UagI/P+4gMWX3telgf/Z+9iPZYt+cxf39LzmD7+c/HWt76V973vfXzwgx/k8ccf581vfjOlUomf/umfBuAnf/In24qg/sEf/AFvf/vb+cAHPsDmzZuZmppiamqKYrFzPcenIvoM9u8hnvmcPbztna/mr975OfJLJq2otM4UIhVRnH5Tn4xaWEvFTS4y0qSmQ6yKIko1nYkaU4BMRoY1JIQg+/ACUXICTbNIVuss2Ni4RHHKdOv8pzROvrMGuQZTSNSS5HdZBAOisyGJM8AK2zVDD9cNl9k8z1+RI3GmSm7fAgqoXjCBv3nIpPqGGruqGHs4QlkRpQ2SwgYZM/dApVSTed8SsQWoTMDChTDysNEJ8+YjqiPWKiMZOVDcFI+JBn9AsrRN45Y0qSltWMyeprAZ8ts8kscU6/9+mmQIcqnM9EvWAZKxu0ss7TlHRTYhCBPCFEeLzLgIIQzbX2ECIkWNXdOkzyicnE+QbV+eKC0phQ5pO+hqs2tfSUPUfFMDQ3uXsezVBlVFgrOPjjF9YAStBFvHzrD9puNUcKlo15zjQ1g491SgtaRc9vDTcYW6LisSieS+hS+yIXUBWgquvn4nd3/9wOq+CQhGPCwkMtallQE4FUWQgOIaC5UQyECQmZbUhly8RR8t63SIztcXQGLOp7K2s1aXRuMt09DcrSN7qAC6810JDW4+JHWySmF394KskdY8NDPV9f0+DPpp5n08lfHCqy8gjBR/8vHbyJfjKpaxXY08CPyYdq1N1hGA1oIj+9ZjOxETGxcZ2LLM8uHBRpsaU7tB22Zbp11Bfqs2geqGGeiweZJmrpRh+7u9UrTr7GEZGV14IzXT2amJArcAtaH6a4YlXR3SJKY01Uljw0QkkcoUULWq4C4LCptdSgEk5xTecoSMs+dmrgF/cPXaBiBKa/xhhbdgirU7BeMgtQJjIxGgXEHoYuy/MDcrI8g+oamOC2rDZv6XPqTOatJnzRytLGNzNYYNnfQhMR32GKl617T5LFu6LAAvb9ZbYcJkUgllCmoGg9o4e1vH3IVwSGEvyi4OZIGsrZCp0yYY0ZklT1zo1PxZnlDUxsAuCqxqcy1m+boxRt3vz7RVl8zpBksIPrLvYX7n2c/BQfL0nRu58+CJVccpoamNgHaasjiRo4lSAqti5FzK6w0JInNS4C5qfOHgP54hprV37YObB3+oy5tao22Bpl3SrzrUEjxadfMCGQpEebVEYCsipXn4ZN92nwt9293HUxkv+rnnoZTm7379w5SWy2gJpYvHwJLIcjOrqV5DzECzvCOBDCsk5yOSx6GyuaVRpUkcExDG57iSzX9+DE5Po4VA7N4KyURbEFcAdjEkGSgqa5Kr5ibdjdemNe5cFasa4u+YQHtdNMWFmfSVI1r04TV4DsUXXEj6y48hggglBHrvZvSaESOTGmpsPzI+CK2RWscya2ZaXtyTIkzJ+B7a59XqqIVdtcmcCcGxiHJJ5Nk5ouUCBL4Z40wWHAc1PWN6JEB7DsUbd+EeOIt3dBEBqKxL8fI1lC6bJByG2roQLEieVOQe99CZBNHSHNY5bLcWsQ2t+YhIopMuphYdRIEJhmvbZMpVh01b3mK7JbBqAmcRgkG6bABh5LOnVq2/gm1jnfuEyUiLPBDYzL1+D9F4joEvPUFy3wz+BmOIrULvGnWtyD99sueizxKCf3n4YX79hmfhTgyw92VX8uin7111nBqyKL5zPWqdgxGCBz2sqG0LsQ45eJ/xcJcDIhtSJxOoeBudORuaTIIe64zEbEhlvHPdMpSiMu6s2rvnvnEKut2WEkSdFZ/aEIWKx7918NwH/pDjP9N2v/a1r2V2dpbf+q3fYmpqiksvvZQvfvGLjcKnJ06cQMrmpPjXf/3X+L7Pj/xIu/TP90Lj/XuFH1gH+ze+8Q3+6I/+iPvuu4+zZ8/yyU9+spF6EAQBv/mbv8nnP/95jhw5wsDAAM997nN55zvfydq1a7+v/bzh+RfxzOfs4d47DzE7led/P3iniWir7g5CgOJ6h8R0iFWLiFJWY14Nk7C8VZI+bTakGijuiatPWKKrFEw9MmhVIWr1D0pBKmZA6RXHK88iGkwhNOR3Wr139BJKGzVDD9NoSwaQOyZQG8aouVnCKCBYY9KO7arGKalGkzKCgcOKgWOKyoiFCAVaCioTUNykCTMrb0hQ3KIZeoy4UKUJBDQmb61jY2CCGdoBWYPkHMjQxs9q8lsjwnSE8gTuXMD455YZunu5oY+aOVgguGeedS/egz8/R2nJMVrcKyu/16E0ViCwZ+M/beNQiZLGgTJwNDIR4Higw81ReyHbGEu1JBJNyjF6pfXMA2FB7Yse/m3tgyEAf2T1B1+YTvPN915BaT6FiMVOtZLM3D3Oxp84RmpTBVsorChCPehCJ2ZbGzTJhE9JZ3oeqFBMV47xh3/6Bb54yyNopZApG1kJ24xzOOA0nNwrfDDYVUgsKUrrLHRonFgq67E86ZE+0V5wqBNk2D11XSCQkSJaMfslT1d6Lh60gOwTFQq7kj3HybXOs/bADzH6m/QfXvyg2O6XPm0vz79yF3c8eozppSL/71NfQwvjcO3l2j6+f5LRtYtkNxRYPjzYsHFRwkiBiKjFH1oPFvaaUOK3tKSN/VzfEK/0rdZbchc1S9sdZNT7+2EcAU0HO1rjLkNyXpA+E8F+zcxFlpEwEeAtCLwl0XCsajTVUYvaqEW0uYK/PjR1LHyLqGahlVx1wWBQ4S5KhDZ6tG65vryIHfgV48T3c8ahahc1ueNGG909qhGHaLDBRTw2Onau1yGBC3eu5ehtR/BtibZX6702oI18XyNLQdNo2wrMWqZ1cKsp3dF2V9dHJCKBkxer2NLKMUGJVYPfyeYoEyAQuvm2QJKYNjroQohYnUW3ZQ52g8aMT285HhMgfnx2lt959+f50u2PozQ4CUGQoFnIDKgNm+Jkpl/tTpgwGRd4VxqrBkhIzZoCZlHSQ/aYrwXtNQ9WHyDizJDmd0ZjCt72Wk/r1uhJD7j2D+yW6PuGvu3+4cUPiu1+yS/cxE1veBb3fP4Bzp5d4O2LBxpFkbs6q7WmsMnDWyyTOq6obLYamtrJE4rJfw85e12iGRCfnjOnjgyucq43mgXsmsIuhYQZp+31OsO6jS0vBKISkr77GEyOEW6dOOe9tjrYhdLYx+dwj00htTaFX3esR08Og9bIqsKqNYuwm5lUgCuYuUlQ2iHQ+FjzFtaUg6yttN2C0qRD+mxoipweO4VaWG6+H4Cqzpvbiq8RTQxQfdp2RNKlev0A+ZsVkavRjkQlIRiJCAebVVArGxReUXJDch1fO57H1XSVe6kj8dBpEo8YR20wlqFy+XqCzcPGqT4hYglZc6y71LmN7DGLwtaIYIBVNjl3b4GBO+bahwJQI6sj1pED1fE44zFuJ9iVM3rss0UTnzm1jCj6qOT525tgNNHd94Cx3Qdm53jbX3+Wr9x7EDFk4125Ce+R08ha06iW3rYGNem0B5jijznaHlB7uiZ8IAEChDKSbHjg5nXP/bGA3vtyKVEqNM6Y+pLBj0gcXj5HCOX84HjdChr0Ucd/tu1+y1ve0lUS5utf/3rb38eOHfsP9OqphR9YiZhSqcQll1zCX/7lX656r1wuc//99/P2t7+d+++/n0984hMcOHCAl770pf8JPQXbsbj2Wbt5yWuvZmIgE7Nkez+cypUEWUnkmMJMfg6WN0uWdkm0K6kNmp1g5ECYMxFb1TKhd4NVa/lDaxKzCikTlLcNE4ykiLIe4WCC6sYBausHsAs1VMImSsuekzu0LBiIDasncX3BzvVjqFzCONeFYXE5pc4Fx3QEiZkIGRpndfo0TNwpSMysvp62BLVh41wPM/HOuJERYHReZQgDT2hGvlUlfUojQ/O+VRUM3uez67ePsPtth9n2xycYvrPpXK/3bejuBcJ/PklYDcg8Ueg9Bis2yyIEb9k4L8Bo7rUtpnzRZdUgWKilmS5nKAYuwUM2wWcdCm/LUP3CENrw7RqXKk+4TJWH25oOKhZf/4urKC+a8LNWsuHoCMs2xz6wFX/RQQiwHnJwn+j94Aih2Lx5imTSj6/eG1OnKsa5Hju5lWsRZh2UbQInyhGoRLOo3OoRgMSSRkQKlZDMXJugNiJ55auuIsg5DV3XbujKDsFstpVHuwNE6+6pnM0Tkedw7KM1N2zc0vuYPvr4IcYPku12HZtnX7qd191wKYPpZJuN6wxBreJRyicNozlhgqyltVDcANgr5nxBT8dgK1rntPr8r22zBtAWhokkzd/KNvrTqTmzSTrXNdpkS4TAWwSnKti1YRxvyRSxQgjsInhL9aBo+0+FRpz2jKNbguVFuDkfaa8uUIoE5bXPpc0ga6zRrsEpCdxlRe6oxqo7uaXRXRWWABvDSLRW3qNxgB/ed4YoiLArq1OXm4eafoTpdqOhrXafbOvvshspXkJ1S0hpR0AwqggzmmDASP8k53Wja3XTI0KwV5a/0bF0Tv2Y1kvFrPZGppUNxfWyd2CYuLCnFKvkaVZCAKdPLvLl2/c3NHPtqsbNa8Kkxk+bFHvdw1EvEFiBwFkSOCVJaVIQDFm85vpLsPL1HvXob69didZxgKrl4uf5HdJOb4kYNFy/u2+7++ijG36QbLeX9LjuVdfyqv/2fFKu0ztwByAEYUoSeQJ3AbzTivRBxZp/81n30cCQwoqmlkfi0BKExq6JkaGezWrAKYSN3wEi2wRJRahbjDmmmPNCGTG9GLPj6T23CdEeN5QS6/gM9nKZ7RdtAs9Frx8z+2HfONdhNaFJRzD0DY22NLiaaDLEv7iCyq623doRhEkBp6ah1bneCgn2Bon1y2up3rTbsMqJs9QSULw8onRhQGV7QDik2m2JhspkjYPv/HfClE11uPvt18fTPdjMPLLniuRu2Y/3qHltpT0xf6+2A0IJsk9Y5PZbJGYE3rwgeUYydkuRib/bb5j4NP+pbeux7ETb56Okya5vXLPFeGtLMP3Te4mSNkKDd2KZyu7xnra7rX9Bb+MtheDAsRm+et8hcz0hqF60lvzLLkYlbMOq3+oRXZg069COF4Hwioj8Lo/8jiT+EMiE5FUXbUWWar3tJ6zKCm+D0tjLtTYfSkMW5knAtS/5wdPo7uO/Nn5g6RoveMELeMELXtDxvYGBAb785S+3vfae97yHq6++mhMnTrBx4/eviNHSfJFbPnU/9931BCpS7B1xmAkVypLnnFi0JSivtShs6cCIFRiWdhC0v3YuIlydDR1o0lOK9Jk4NcyzCSZamNFaG8ZxoLCXKjjLKWqjdA/JxKne9XOVLXCWfMbCFNrxqXk0DJFdaTLXO94WxpGp4irsGs3IQ4Kzz9LNytP1y0rwsy3M9VUNms24E9ikDtUobLCJYiaBO1M6Z8qT8COqyxWEbeGdKZM6UqC8NdusFg6N33OPLFG4cAirorBqCuWYBZtbFESuJnR1WxaAddghUJWuWQdBZJGfS+J9yKK6PoM7P4U3d5Zw51qwLcKEpLrGJsoKxIjiZH6I9blFpIDj315HNd+lQp0WqECycNcoky88S+nODFagSE4HVCZWpyMKoZFS8/Rr96EiQdqqsRykuuq9o+HgbSnjXG9tJ4xvXpoA0jmdPto4H4Ks+S7kNztUUdjlzjpwLZenNtwlrTKGvy5ClMBaitP5hSDM2NjFHkV7BARZp5VSuOLC5o1x5xxSQn38p0fS+/jPww+K7Z5dLvLJO/dxz4GTaK3ZOjrE/JkexcBbEEUWC0Ga4sZzGeTzRKujF92+8Y4d67p5ACCIEpryuMAuaeOA7zIfamjaVa2xKwKtNcltGc4MwemhZrE2Z5kGc311FwU6AGvaJlob1kmBOJmA2tLqSt/N/nbPNBIhVCahslYzcq9x+kOT2d1NV13EYeCaH+HYElkMkU5oGGOt14vnbKsSoC3HSNe1kJ11zBSvS8zV4c5J2NF9w6uSmpodYc1ZOGVhirKHAn/AONWtAGQs56otEH6z8GhdD7/z+ihmxivAMhr02hYUNgoyJ/RqkxQ3VBk2WZB2EYKBLmul+PjKkTIrSfFBzqS7I1qYeb2eXwFCipjlL6gMgO+CVYkIs92ZZhpj77u3K/DyKv4odCMQI8LezzhAlFHImhXLIaw4rm67U6kOZ/bRir7t/uHFD4ztPjXP59/3FR6+7TEQcOWmDHeMQ9fNVgu0JUg/EZA50H1jmD7RolvhOj3rewhAtOhhR47JZmq812pGlMYqN2VD5HKZKNUjazoOODZ+XyqhBrPknruX2U1ZltalSMUsdKsadd93a2Mb0oegtDs+SIK/q4p3f8oE6dsuq+HsbNd7RkF0UjGya4nh0SLHP7OdKDCa7f6w6pj91ewM1IYsqiLCXqhS2ZXCKTX9C42gQPyzlqyRa2Fo1/fz6TuOUNsyhBhs1u8Ck2Hlrcwka1xa4BQ0iWMVrFDiBjZLm9LMv2onyf3zWMUI6XrI3CDCsnGOTGOlR4iGkyClsV3d/DBSoJI2xSvGGbj9DOFEhmggQWXXKIkDcx1td+NeBaQfmqd45VjXZ0FpTel0BXfFY+sdmEbExWjDi5NGsrZL8V0A4WhEJkIXTLX3akpj+4r0/Cn8oe4BaA1Uh3t8v6Qg9fAUtXELf20GLIlK2kRJG6tyruhXd9RNyOia3oGuPvq2+/uNH1gH+3eK5eVlhBAMDg5+36750D1H+K1f/Cd8P0S3sGOHB23mr+xddRdA1hSl9d7qN5TGWwihFmCXikAc4m3PnF2F+qYkedowkhL51RuyBoTAzptCkbISktuvKe7o8YWSkH3C7KhFLSI5XQMNJWqUWSSRs6muSRrHfXBu34IMDcsY4k2l0qRPQWFr6zgYhpufO0drWqMSEioW2ZMBS7usRqEY5UqKewYpXpBDbI1w1lSRaQW+xr3HJ/n5CkIpdNrFKlQYfGABb65GcXuWYMgFDd50hcyhPCrpMrSvhFtorpjChKCw0SOSkrXfOkN5fKKxCRRliXOHILhOd1n1gP1ND/X/s/ff8ZZddf0//lxrl9PP7XfunZ6ZzGTSGyQkhBJ6CwIfBBEQUcLno6LywY8KShMFfoqUj4ogCh++KiAgxdAiJQVCek8mmUyvt/dTd1vr98fap91TZpCQILlvHmHu2WeXtfbeZ73Xer1f79d7II1TFURbx9ALhxHHpgjO2ojlhaQWArxnVFGjcPPSNl6UfpCs7XHs3pOkFmrB8v19jL1okmDG0NGyxz2E0pTH3BYnnk5UeMHzb2dgqMCxh9fxyK2b2f7KI8hEhFw1SVIRBMUEcx2uv7oC+ynZqsnC1/Y8zNC+YzA4BKlE24K6DiiMJDoCN1poVErjj0WgIpJ7EsiKmZSVtmXpu3+pZ1uKO7I4BdGmnV9jTDorgoPTCz95P9dszdasoz0evvvHuw/ztk9dQxgpVFOgUDhA8qShcdxEwPRUf6evTppl1vmMGu1owv4ItMBe7KFMKuJFuzCAbnJB4Sd7FzL384DWOEVTeDVKSuYWSoiFMjpT000B2zv5pFouGoAd0wS0Nmz2yGuabipInwB/iJ6gqNF7F0RpzfxFmrGbWyIN9X/8PvDzpigsCtwSuMsaqwRen0O2GOIUfKIgIkrZRi4GkH6EVQ6pDjpYXmsKtBagLEMWsLa4qEMN4MPyBNayIOrr7rvTRyxSkzLWhhd1MKU6GkvOKLCrBlR3KuDHt+dkTEuBaNRcjTXq58+RKFuRP9xaRDVKQGnUIkpKlA0678cvcaeJosaKBNkFgVr1kp50jnUK9vW9j7BwuUXfQY1dWsVCpwkwyXdrnkZ6BmjRFoioJsMjSC5pKkO92xgORkQ5RfKw0zIfF/Fv0vZh/8T8T9nLNftZ28c//nE+9KEPMTU1xfnnn8/f/u3fcskll3Tc97Of/Wy9iFrNEokE1Wq14/5r9uja4+G7b/rabbz/Vz6KUhoVNQbDwR1DLL30jN4Ha41VUQaEXGXKNllOyWmf5FITlzcI0I7dHWTXpt6YIkRoiXJ6kIukwD3QAK6dAzNEG3pQuIXACgyrXlR8LDsBG9axMuUhJj3SCTeWltNG0qVX1yUkj2pKu+K2CUwQdyjEnm0KimqN70S4YYfMtGazwL87IvsGm41PO8iR685sdLMQ0vfDWXI3z2MvBYhIIwKNSlkULhtk8fnr0JYgvWeRytlDFDdqEkuQWIiz8AX4WagOQd93T3TpECQfmkCcfQaFoOG7ta1xDi8QbB5sB6vjtC17JUSk04RJi8ysZmXbIJWdgyQKmELqCxXy39qDLHvkpmdZfum56KRDmBYnDTyXzxmm76YJoqxRHlh57unopE3qgemWZ6RtCUqBkPhbBiCdiSdUdHLd2KEgWdKsXmUn9s405jWnqllRO3/8nn577jjP+/Qkd39shOJExhQFar286dtwu8Y6YNjrM0XcI4sMf6nEzG+cQ9ifAAnFJ4+R/9HxU2byr76utgRSa/bfe/gnP8GardnP0J4QAHu1WuWP//iPec1rXkM+3x3Y9jwPz2toqKysrPyXrzk/WzDguhe2MXndpRCrHBGlujharXFWIkobjJTG6u+yRwPs2RKiWEZocOYqBINJZBTLxHQxoTUKTXZKNRZhnQZDrZFehF00TkkA6cmIvt2S5bM7HKM1qROQf1hhl8OOQKpVOYkzPgVzlwT1ZZjSpCYFp1SCOz5EAFg2yckK1Q0ZvPUZFi/pJ8papHesYOXjbAAhICXwr0jgX54g+wWJfchCpV1E2Sd9rET6WKllCapdi8hKI/zWvltVzcDeKnbV4bJnX0J+Yz9f+88HTPaBENg3JFDpkOjiMKYSYpygAuumFPKASUEzerAWwQXbsRbLZI6XzfVnIf1hiXeOpvgql2+cOI8z8tP4VYfent5Ixez56Bn4TgIGQHoR6amA9LSPn7fRlsCqKuxixI0/vphDr8iQPa4Y2KNYmctx3m88RKIvQMWFf6Slqc4nue8fzyKodNArasIiDJv95I8tTLf2oRpFeJsypA7MwsggZNPxKxAXDrQF3mgK2xcEDkYntvb7E4Iwrymd5xsiiwXVMz22TPQzf6xKeXOG1Iky7ry/OmMRASw8qY8wbxvN4CVQiZoeMyRnBMk5EFowk1w+ad+e6LYWSV+zU7HHw3dPzC/ztk9dQxBFrHLddWAU0S1jStM/XODA/RtQ0SpnrIGocVgNfD5Vi1KK1AnbAL+J+IRtvnvVv0IQOZhi6alGQcrmXcK0YXU5ywK7WUIu3k+eeh2uriYtRX0GoCE5AzrXi8a2ygToBJSHNek50XCTAsrjgqhWz1oIs7DPafysIC0FQc7Cqtok50PsaoQdM/lqZuT4nDZ3hTZgt7I1zz5nB4lNmm/98KE6gzz3iKCyReON0Xqshsx+SWqikaUoQzNVkQEkFxr67AKzXUuNWxCmWBsnJyAIDbIMmZLxvWFWsLRDsHy6JjWrESEEOYHXD7IqkDFgpNebrES9mIizGZvSsWxN9liIXl2cBFM8tk4MUKcw7arNZZqs7AcIJVjeAblDRj6vVoy3JnUQJcFdEfj9Nd8dn0wI7DL1jEuEadPwaJb56RLuMvgZiJKtv4na+x6sC9EOaEdTPsPHXpJYJQkK8vs0yXmFVDDTtxYcP5k9nr77i1/8Im9729v45Cc/yaWXXsrHPvYxnv/85/PII48wOjra8Zh8Ps8jjzxS/9yLbbxmj549Hr776J4T/MWrP0oURW3jefLAAqISoJN2Z9+tNInFEJUIEcXWrzRQHnPpe7hM9kgVEgm064AfoOeWEJtT7eermRAoK2L2SXZclwxEoNvfQ6WxJ5exJ5bqm6zJJexDs4Rbh+vnMg0ynZOzRex908iRIUSmqQ21JU+goQNHr6t18IE6q6CG+WuNVVLI+cLqI9tPVWuDBclzFMkfLlINB0jur7Luqw9jFeMgPI01llWO6Lt+lvxN83gb8yw/Z3tcpFTgDcR1YurRZXCPF8je051Jb08tceVlOygcKnLt8SNxIEKTOFpAZVNEw2mTga61AduVxqmAyGfrJDyhIX9I1/82lqLygguwD8/i3HOI/q/eR/WsMUobNtLTewuBSjvIM7Yz/sNltC0oj7mULt1C8dJNJI4sIUJFOJQmGM2QOLJM/4xDuN5BDSVILGq8/qabFt9AEULymEZ14LCJakPlwH642pO9DpiaZ8XWOcBSNWKp1MfFf7CbB/9pJ/O7BwAdQ0ECbQnCnE1mXlEasdAOLetu99gS+e/uM5kSKz7rPnEf6//wdI6NCsrP60ccmoETftucoWsbm/6WMZYweWCtQPnJbG3d/djaLzzAHgQBr3rVq9Ba84lPfKLnvh/84Af5sz/7s0flutd+5U4Cvx1cB7Mw7N9dYv7iHG2L5DjS3H/fMjJSrOxImIE+Pk/qhMfwdyfrgwpA/sF55p+2HkJijdfOoLnlaQb3+ahknPItgFCZ4qBNjtsq+iRmym0RxcG7wVmB5bMwhUAAq6zpvzdk8B4FUnRlKduBxiqFRGkL5XBSFrvqoOXVrJ1mFyFzWBDZBhjuKTkiBXbJiKZqwK4YRkF5a4ooAe5YGSsftB9umXtZ+uWA/Eckui8DlgXFKkLruo9T2QTeaBa33J4RUNsnczzggldu5/Lnn8t/XHMvYdoybU6lkbeC2B2hdvoIEWBNKZjIIaqtfar9FQ2ksYISMmgELdwHIVeEwm/ZPLC0gVw+C1Lg5U1KouXFRUoadxMVSKL5BgtcJSxUwsIp+CQXYxqdqaSG1pA7GOANWIiYBf7w908jPVIhZQXoQLK4r5+FR/qNk9Sq/XmIOkEAGZlMB93luWnA6xcdNd1UwkZoDTPz6IUl/LM3opMu2pZ1XXepwC1otK3rQSctFYvPDVpPZkHpQJlEVYIWlHaNEB0vkJwo1t9lb8Rh+Zw8pS2pRoAAgeUZJqPwFekZ803kwN6JOZ75/k+xcbiPK8/cxisuPoeBTI8J+BPQtBboR8lBP1rnWbOfL3u8fPeXf3Q/oVIdwW8JOEUDXrYFmoXGEgqxzyUoubBNNXy3EAjPFKjUoom7u4qN1El+RWOOQ0m0BBkJRMXIg5VjjLkAAQAASURBVNCsvBIzcWvFOett1mCXNGGo8PpFPaVcWxpv0CzYrJLoyk63grjtLkSujguOdf/Nqf4uwfTaeivUBOsjtHCxC+YGdDubQKAsVT++vB7cFbB8QIE3EIPrbb7GeN7yuIVdgpUdaaKUR3rSQ9aKzArwczaVUVO4rpvvtj24fPtmnjS2nu9d84ApulrVsAD5Y5IgoylvBG8QIluQ2yexQtF2LjB+WNu6dZGrNdIkJmB7YCctAh0hyyb9Xzk1eZYmcEWJOGBt/rULGrsoqIxBaUO8nzJa7s6KQEsIB2L93VBAMoDIbEeCSETgKvSEjdLt76CMQMXzSlEDzwV0fHC1QFKn56kNE3RlhyEf9D8EGhNYqEm8yAgS86bfKibbW1VNekG3nWxppVQ/NrFkip0G6ab7K6C6IUDlmualFoRDinBIkX9QkInr+/hpuHdmime9/1NsWNfPs8/czssuPJv+dJI1a9jj6bs/8pGPcPXVV9dZ6Z/85Cf51re+xWc+8xne/va3dzxGCMHY2NhP3dY1O3V7vHz3NR+/FoMKt38nlKb/2v0s/tKuBqBaM22cZ+GCgMrZNpv+2Y8LSZv9AjcgMRPFmTeYcWpsHerocZhfhJFBdCrRBpprAdVhwbGXpBGeyWRa3g59D1YRTtO4ohTO/lnStx9uGTcFkLj9AHKpRLBzHJ0xaLnwQpzjSzgHZkw/uqwvhAKtdBzENQByV1+roLqxy7c1KbWFKv3XPEz5ki1EKasncU4oUNuSgEYryA0sUVrop+/re7FKYVs/m4/DUzgzZYTWWFWJcpsKdMfMhMw9Mwx+8xCiQ7ZBzew5j2ds3MrOwRR3fPR7VC/eSqJkE5y7CVtp5HKEcgRyoYA1XUCftt74t+bU7JrPW91WIQi3jqBci9St+0jfdYz8RYMUNqWR5bj/q3230rgFwLFj6SBN5oRHetJn7qIc1V0j5nYL01+lfSojSWTF+C+7bAq+K9fU9kGYOYUMYqqCWvVeAzrpICpm3Ws9XEUeqKK2JDrqsGsN0YlUG0MdwAsc3GzIRW99iOJkirveNkIlOUo0kEHHWRmWD7kTEWFSECXMPXDmK6S++3DLuaQfcaiQ4RVX3UBfrkz0QnjoH7Ls/7c0/srJSRerWxeM57lzucKvvOyjbBwf5KnP3MXzXnw+meya7262tXX3Y2u/0AB7zckfOXKE6667rmcUHeAd73gHb3vb2+qfV1ZW2LRp03/p2nfctBfVIyUruRwyfFeB5TOz8UApYlZ2lfwjRZyScVyZIwGVcYf+hyvkHylheQoSKbSjEEEIYYiz7DP0owlWzh3GH0oiQx1XzW4syNwVRe5ogAhBlCNTFFQIQleQPbBsovqArAR1tlPNNKBck5Ke36fpuz9CWwEEIU5cWbq2GPXGbQrn2kRp4whyDyqcmJCQnq5S3JwmTEkSXYD42pWV22GAH9AIqck9GJHfC7an0ZZAVH2Kp3d5tlojfUViqkI0aPQ1tW0ZJiKavr0BnFnpnrUvBToJwdkRiftsdC6FziYhMIxz7Vj4/Q6JpR4TDYyjSeTT9PenGdrQx2S5VctXFG2su40+rCiF0CuNUGvCrIu72DiHQOAeFrh/61LdkmbeElQvE0RNcgZ2STGwNyK5YEANE7BoBojMxCXIuriLVZOu1jQhW3d7BffsCqN/OIvTH6Jri2wFizcPGXBdN4fWW005EtnE8HcKIX6/05BFFI3yqVESSus7O1qr0KBUijAikiFRfzYuftbUHUxkv5FyLxi4vsTyJSlUWoAQpA8KwkiCG7NTEZS35Zi4KoVORKjAQtkWVtUw6FYXeYmSmvxx022vj/r9nimVmCmWuPvIBJ+87jb+4Y0v56ItGzr2Z83WbM1a7fH03T968FBP322FoIsQZkQTuK1xCpBcFKjQxcakM/tZjdTayHPEY4PWGqIaQBqvXUXTmKyaWeZGWzpKARgWV3LOfJ+cNz6xvqDS7QsPlMaqxuywQFPYCNpRUAMvY5BUpTRWILFiyRKxCiRNLEJ1BLx+TXqm87is0SalfF1rEFMIiAILEYBUppH2iQQE5uK9puk1iZiwJnBnQXUQshPg5Q3TuaufFKYv2jF+oLQpSWlDwsytNIQpiUaQLHR/1sI0gnzoMDaaZyiZZLnYJC+hwS0K3D3mY3FUIk6y8JB+7XnWrmH2r+Yi/AHITETkDxlQu2aRC+VRGaegmwByq68zYFByRlDeoHGKpiCtqEW1lYBFizBMg64p1Mf/9gWQMyesbI3I7G3XSHdXNNXBxhWlT2s9nGa3r2q+tN10U1JHlDT3QQS0BdLN+0pc2NYw/quDJnOsFkASkUbOKpICvLwBYZyyAeuVNKn8MgS9IKmmVWuyhIbkMYv+ByKUFBQ32lRGTRsmqyUmD5e488gJPnHDbfzTG17BuRvXANrH23zf56677uId73hHfZuUkuc85znccsstXY8rFots2bIFpRQXXXQRH/jABzj77LMfiyY/Ie3x9N23fusuorDz2hIgeXCRoS89SOHyzfibDUtMC000GBGsD9GuIMTCywa4y4LFJ1ssXeoQ5Q1Q58wpBm8OyD8QIjJp5OaNqOlZ9N5DeM/YQXLZbkwJBBS2S6af4aJdgbYjrIKNdmBlW8Cm//sw0XDGMNenVpBed20wd+8Uzt4p2LYBBvsQoUbgIk7bhNaaalJTWe+ibIFdUaSnIyzfrN2kH6ESFlHSwi53voYWoFJQXq2gI0EuSqyKJr17ltSJMv5TdqGHHJaetY7Bb090lPbQEvyxFKX8OH1MABhi38oStqdhwxhMTBtAuIMJwC74JA4v4W0fxPKNz6n5DxGCO985W775HJanGDnss+np2+lP9rNUiiEvIcASSB1n6GVziKqASNGme1o7WaegjRCoDYOUX3AeqZkQZ8Eh57f67tCF8pgmSgmQgr4DXksgxsy1NIMPFpl+Sh9hRhClTDA7uGSUghA4yyomyMUkQV/gFGMQPp7HRa7G6kCS8HaOkrz/RB2nyXxgkuJfbUIPWPWARY0rohYdwoOda4hls415T3a8Qn5ghqIaQ7utmZoCcKoap7a7aMCMNT7JyjNPo2wn+OI3n8nzn34np22a5vQ3BRxM7KJ8KItz3yHsY4snzeQLhpJUnno6+Qkz11uYKDA/UeD+u47wuU//iL/6+OvZtuMkcrlrtmY/I/uFBdhrTn7fvn1cf/31DA0NnfSYRCJBIvGT5FN1t7CHk6+ZW4jIHY9QQiHKPqmpcgszHWDgEZ+he8vYK17rwUKgXQchJfg+zrLP6K1T/K+/ex1/97fXU9URQdYUqXBKGstvnFcoQGn8rERgE2VtnCW/42CmgSjjgCXN4Kg0diVAVIOW/bWA6Ze4rFzkNPTrhGDhckn/7YqhHypkoMkeKbOyPUuQ0jgVXR9wa9cCo3PXmuYbR98txWlfKOMurEoRWqkQZh2q4+lGBDeOuItQ03f/AkIaJyAgThGMWHerD0lFMdt9gQ2Ygi3rNdzXuPe4Tv18djmivM4lyDtoyxRodRcDEktBffIhpGBxoUikNAVUO/uRxrm1a/d2LEKgEh20gLQmd7BEkILlS3NtE4IwLZi9wGb4npDkYpc+x6CEciR2U+ERASROqzL+O5P1hWq9yKkFA1fMI2zNzDfWm4h/EKEdq6Wf2pEQqDqLXQQhyb2LRGmbcCSHdixEpPAGoLA91VEfzyqFJI+15m+6RxeprOvvdcfiG6AY/k6Roe8WWXxjmnVnlDlxZEv9OsoFrRUr54WEOUBY5h6WDJCuEmYyVkuRVy6kj5vJZKXfgGimYGrTTQNKfsD//OzX+O7/+c01JntsCsGjVT/+0atDv2Y/D/a4++7o5L7bCo08po6MnnRqUbctNPv2R6xsl1SH2xds2gYiXQ8KusLiXVc9iz+58fuEka6zsrRFCzCo4wWV5WlsH0IPVKKLL9Gm1opU8TC2DlTaMNFbnTck5gVWKNC2jguLYwKfkflPhoLkjKa6DrycJlEQq+RmDJveP7/SMqvUNbbzvI1TlQZI1doE0C0QpyA/Uy+wJsDxBHYFKsNxMOJkcg+aOJAcmxQEuaYGhgqnEGF5hvWoLQO8R0nRcu65xSJBGOEFvQXSrbAVRG7rCzSK0rW0U5OZtshMRqTn2r+WPmSPKwqbJJErOqZSC0x2QmK+liFYu29GOjDM0GCeNzup5RhQHwyI8ppqPySXWs/trhhtdG3HLPYI3MWYoZci1vmle4HWOMi0ukh9eQyyR+g+H6odLqEyKiiPxjIxgSYzresBkOSyIpKwfLoBsASgXQERuDMW7pwkGFAox9QAchYt0hOGvVgetamMtD7vWgcKVY+r//mrfP9tv0k2+eiML//d7Wfhu1fLgnQaz+fm5oiiiHXrWgGTdevWsWfPno7nP+OMM/jMZz7Deeedx/LyMn/913/N5Zdfzu7du9m4ceOj0oc1a9jj7bujk+mCA+6JAkNf3k2YcVh68RjLLxluq33q+bPMvmiYynnZlnVIMCSYfmkCf0gwfL2PyKRJnXEaV//ZC/n9hZuQBUVqygzOlXGLMNv0O3FAW4rI1rA5TXW9Q3rffGuR09jM+kIaQp0w8VFrwxjk88Z/1LKOJcyfn6Ey7jbAamGxcppD/lBA7lhogFUvorjRJnfEAO8t6+44CD31ilUZwwpkRdB3L2SPFxAygx5Nk1xU4IQce/F6EsfKZO9fQsdBeY05cZRzmPxfO+iPHZWQsMQAiePLiF3b0VWvK7hevwdS4EyW8LYbDfrVvtPb2g8/PNLzHABzx+bxA0Vp20jPa6r+TG/5qC4gOwhK2zN46yKsyGoB18Fk2+WOQWGzJnPUIznbPocQgF1RWJUQb7hJwkgIrIqRTWvsK+rHWPH8SbkmUOTsnyXYPtLiy7yzxnH3zSIrvskg822Cax2ip6ZwRj2wFbpiEZ1IoaYStOu/afoHigwMtsoCrX95wMTngo6s+cahGvxGf1XapfjULZTPGwYhKFeSfO0/r6AvW0QedIiqNqQEwfmnYc0WwQs6BnAAwpzLyvNOZ2gvtYTF+n0BWFku847f/Vf++eu/RyLZvbD6E8nW1t2Prf23BdiLxSL79++vfz506BD33nsvg4ODjI+P88pXvpK7776bb37zm0RRxNSU0WcaHBzEdd1up33U7OwLN3Ngz2RHiRioscLjQluRwFrx2sB1ABEonNXgOjQcgWOTSEgue845/PZfvJKJ6RWCIDIS00tdgAIBTtrBi9O9y5uyZP0V7HJYd7y1f6O0jTeaxgogSghCCe5U0PbTmn2Oy8qF8eu0SuNr6VILqwwDdypQJr3JG7QIPIVVjYF2AUFWIiIT5W32ZVpCcQMM313GWah3wXwX39/cI8skZqtU1qcJszYi0iRnqqQmyohAEeVtoz0qQPqC1GTMbgpPcZDoNW8TAn/AaUx6XKiucwnyNtmjFTPxUJq+/jQP752gWPZ6AwNdHXmTdfleC1g6L915wRoz1Jd2WozeEfYsyqOtdlCo/6WLht3YKcAvoP/SBRZ+OEQ47yB9hVbEBX0a+0VJI3NgL/vYx2chUlgr4E6t1LuVBpReR2lnX0ubAAauby+GYs+XkUslyHaOvNeOd+ZKZrIZaYb/X4nwqowprhNpU5/AlQQDEDYTbgSQjsCT6ABUwnRGlg2QUR2D8pZa58Audi7gVvYCvnrXg/zm05/cvY1PIFvTgnvi2s+7775w+3qOzi719t01JhUYiY0Ou3qDgupIB7S1Nu5aglzk8Pxdp/PHL7uSh+dmibQBqnWHMbZmdsZCxKnZiWXD6K5rXtaE3YVA+pBcMIvpIGPAzDZwHXAXBFa5tmgTLd9rm7okiFACu2LYVVWhsXyMVArgj0XobVVUQjdY+ZjjgoUkli8bwHOt/5KOkjirbhZoRWLKMovr0KRcN4MMP43J0MiP1M8UgVNUWB74fVb9Gv25FPc9eJxqD5YhcHK/3dVMwCI9Rwv40fg29o3TitJ49wK3Go1VoS39O4wzIDofGIPs+QC5ZOH1GT30xLIJzgAIbeZpfl4a0LpgGmT7QKl27fhaad2agRi/DEF/e4qF3w9qQneeVDT1KaoXj9OUNgj6HzE6+rUiryI0OvSquQCxMOC/9EGEAnfevICyqpChorTBQrlmzipC3QhmNTcdWK54/Md9D/PaSy/o2sYnkv0sfPdqxvJ73vMe3vve9/7U57/sssu47LLL6p8vv/xyzjzzTP7hH/6BP//zP/+pz/9Es593333OFbu48Uu3tBQx7mZWOUBWozZwHcA7PUvl/HznNRSw+FSXdXsDnnfhOfzP976CWxdOoL4HKicp5LqPZXZGoiIzdk1dfTob//ph3CmTYiZ0I1BZOsesfTIPLuNtyhEOpcnpgbY128I5aSpjMXi4CuRc2eZi+ZrUdESUFCyd7bJ0pk3mkMfA/SWkcNCORXmrZPHZiigTH18DKj3I3eqSmfbq43PNV9vFCCyHyd/aQfaeRfp+OIMzXUVlLFYuHWblqSOotI2XKnPX8Y1EvkQmPPJbs3BQIKQ8uavUurteuBCgTq2uW344x+0PHCY42TvxU8wnRKiRXQrgmfmQJn9A0b+73NN3O6UQU4S8vhF32Zyl23HSB2VpUg/OkPnRQbylCtVz1qNjUFklbRb/x9nkrzuAqAbM/Pq5hnU+IQgmMvXrAEh0a1WcmA13yWUPt92ekSsj+r4yzZIc6HpfAKyjs/VLSD/E2xKT/+oa7VCeypCqNJ6PTrlUn3MuzoPHsI/OdSzQaxd8hr7wILgOemwERgZbfx8aFhdK3Pj93TzvJRf0bOMTxdbW3Y+t/bcF2O+8806uvPLK+udaitkb3vAG3vve93LNNdcAcMEFF7Qcd/311/PMZz7zZ96+Cy8/na9//taug6IAwmw84ZACa7kMonUCogXIakiYFChXYJdUW3RUWpKLrjybP/67XwPAmjPsXi0NuKnjWpMyNKyfGuPHC0JIxg7BkhRP78NZ9nDnPWSgUI7EH0oS9LvYpQgvoUkcXySzEBr2do2VLKE8niBIp8ncLVBZhbchRK1ihS8+RdJ3j8IbdIkco5uq8xYyNPqwdsVoh2qpSSyDXSUG3QV+TpOYi0id6BCAEAKVtJHVkMSCR2KhPRgBoFKuAVd1Q4u8MmxhlxVySqJGV6UQN5sFzr5uafGG8dbCuI//jlKS6ohLasbHcS0uf8Yudu+b7HKR5k7Re6Guddd0wvJ6F5XqRaEThFlBkBO4xe67rW6AzEakz6502bdh+XOXWb52wLANQoUIa7nsus7UWNqRJjezCFF7DLTW9cGbZiifljOsd8wC2l3W7BwZZuJoCdXEMhVA+rbDlJ+6A510O7LnCBXuVByB1wKtNNGPQwb1InYMVkWu5PjLs3F+eXPngZSCJEYWJwJn1sYbXXWbJIR5E0ByF1unRBq45u6H+bWnXoRj9Xg+a7Zmv+D28+67LzprI1+/ZXfX7wVNTFzRKFjZYkpTGZUmmyvOClo9MFlC8IwLt/MXv/QC8zlOTZae0ZOWvvGvQc5oSyMxvjuM6nXLhIbkvMmwCVOgLVPg0q5oo/ctoLwOiATJJQgGm9qqDHM9MSsMa90yUiQtgIM2ILv2NSohcJcjUjMRIsKArcr4kdJmQVRIYEUhwjGU+cizUGUbd1F0lHxDxkz+sBfIrkEJ6uVCLQj6wSqBrNJbCxzq4GvnUxvQuNOhMgC7rAgzFqmkw1Mv2MZtdx7scqKGWb4m7KBt2tQb0+cOZlc7t6VmAgNoW4FGOb1mlquuKbpfs+XIOQfnhJnb+X3g5002XtivqG5SKBtSByVuyXSks+/W2GXwm2qsy9AA8pt2DnKgsmiCSE0HLe0y0oO1YqctbUejpSBI1/Y3AaTyOovKkGgEvH1tGtVWFwFTENilvqhPVHSHrJK4NoGK79Wqzl1zz0O8+knnYXcgHqzZT2/Hjh1rkRLpxGgeHh7Gsiymp6dbtk9PT5+yxrrjOFx44YUtIPGanbr9vPvuc556Jjf8282ntK/QYFl9bdutpYDyOVnkcmjkVvttsFt/95YQXPj+K3jrJS8EwF403ycOl+j74SzOVBWVtihcMkjxooH68b4KqY3yUd7h6DvPIXf7PPlb5rAKAcFIguWnjVI6r5/xfzxA8YIRnJky2RMhrG9cX0mojCcIsw7uskDZcSZRi+/WrGxxSE5HFDdZuEcLpB9ZgFCzsC2D6wnIpQFB+i6FvzUkzCuz1pq0cI/bOMuhkYxdNS47ZUjMaLxhQfHiQYoXD3a4w5qyIxGRZeYUZ6aZOxuWD1uMfUNiObaRWu3xfKrbuoC3SpM4dvJCq7nBLBc951y+f9u+k+57UuuJz4ue3wsE2BbaEabwbLdLrHIvIqzJpPU2d7JE/oZDCCD5wASJ3ZOEQxmKT16Pf/oQiBQrLzkHPx2hEx3kZ2NWhHJNYKX2rQjBKWq2Dg5QZQXdlDonbbj0w5Pc8Bfr8aJcO4tdKfACrKMzjUuEisw901Qv2FwP3itp5j6riQU65eI/eTv+BVsRFR8RhKSuM/Pyln39AI5OQKWK3ry+LQj1n1+9k2e/8FystXX3mj3G9t8WYH/mM5/ZlWEG9PzusbDb7zqMzrpQ9EE3KobXBoYg76KSsea2H6cou636XytnZ1k4V1LZHMuRBJr+BzxGbipjx9E+FSmO7GtUTz7ttBGcvgRlHbUw2iJHQkJjlyKTJuQKRFgPUJrU6YEkwUBrUQgNVPKK4ZtnzPrFsYmyLsq10RJKG5OEWQt73jgRvSxJHHeobPfxtjalBqUEpa2SwoakSb9uej5+TpCe1mQnNOVhQWWEhgNQGrcgyB3162lobWZZIMJGX1o6YAp0WssVov4U2A32V2pBs7TNIXm3i/+i6uoj4+uDnBXYhzovrATgDxi0RVmmgFcdnFUCNeyQnPV57W88nWwuycbx/s7XaW6yBY6QRJ0K7cUb7GLn3PrwFGt6RL3IJEIgvdZIjpU5BbaAAjvRmt0g4u00FU5LTVVxp4s9g09EmtHr5/A25ogSNlHSQgjB697xcr79kW9z/4/2YNnS6C1KgVQavTSPt3OcxEoN04+ZnOWA1MH5lqKwKIE146MzDZai9BXSrzEIOrROYCaKWhhwnVW71V7ZFOiiJjljwAUtIUjDvsk5nv1nn+KvXvcinrJzC09kWyu28sS1n3ff/eMTxwj6wFluncjX/g4TMQgXM7utQKBkg+0LGF1XS+IUG35fuTHYF/uHSGv2zs7Xjzl7ZIT8ooWcVXVmt0bjlgSRoyluNEz15AI4ZZN9pmwQUmBXTVC62TSape2CvsOmDX6/JjkFdtUsBu1SY1EoAB3F+uDJuJ21LzCsuuEHqiQXVT2DWGjj86oDDkP3S5a3m4By3f9FkJ4CEQm8wQ4ZVUCYNoXTOzLZtSngZVUFYa7BVgaIMmZslUFTW1dbrD3eKQW/ZomlKH42gjAp60C0CHQsG6P5n698KsmEw6aNnUCEVrOrGp0VKNUedql9jlZnK9eeQdiZvd5mIdAl41nQvkjvlQ3R3AY57zTkeACEKVTmDzbucZiPSM50l7CrPUOnqGO5PPNeCq1596XP4MMP38o9U5NYQjSAdgtKGzWpaYEMWt8D5cQ6+81rYyEIMuAUGndLOaAt0Z2FWAvCKJM92enr2n0QVU16XmH55v32+gX3B5M8933/yF+/4cVcvO2JLS3ys/Dd+Xz+pFrdruty8cUX84Mf/ICXvexlACil+MEPfsBb3vKWU7peFEU88MADvOhFL/qp2v1EtZ93333/jbsR0hBoeo2lGiCXJjufZGmlNWt19B+OIIsRyYNlAFRKsnLlMAsvG0OnzdgRac2+5dn6MReMjDH2xWPkvjtVZ6FrAdl7lvDWJznxf3YR5R36dnu484YtvrzLJcxbrFwxwsoVI60NVJrymcOMfm6v+bwhi7Yl2pIoW1DYkiTMWLEUWBwQrphAfL2+hxBEKUE1H5H+3n4GjxWN1CoglEYlbMpX7CAa78dekdj3uy1zHdC4xQjdhF8028htPsdfnOjstLSm//tTJAplll6xDtXv1OcFwdaIyRekWD8xgjzYmXCmAX9znnBdh6zk+B1L3zvV/t0qe9MHX4vjOmwe7wLUN1ucidjxFdad3yYdHxe54JROfgnlyNZ1aJMJBJV1rY6919ylsY8m+chcS7FXoTTObMygi5955IBK9ybfISB93xR2KUQN5lBDOVCa52Teyu3W3zBdPYBAolHoSOBkNFufPMO+G1MGz2rWll8s4txzENHUXwGkdk/j7xpvyOwqM5fr6lEcC+2kkIdnWs7TZrMLMNAH2XR9kxZw/w8f4vXbfod3f/kP2HXJju79fwLY2rr7sbX/tgD7z7vt3n2cyLEQuQRybgUSLgiBci3CnGs0tGNmbeLwfD3aPPuMIZKzAZYfsfBkuyUqqh3B4gUJitscTvuXZexy7GiyjRXmjbfsNeA6NAa7+r8Qpi2Er0DLevHHOHjZxgTTaMKkYOC2eUMkyybwN/Q32OtCkFrShJWIyrAVO6gYRD3golKaYF1UOxnLp2Ua8l4tDltTHhNkJzTpOY3ng58DLMPmcwoKq9qjiKglUekE0gugWftea7Ng0hpZ8pAVn2CsDxyr1iQykxGFzSky10d4VwYGDJbU/9UlC+fbSSBq060TGsrrXKKkReSY59PCoJIalZJsfP42XvPGKwDYMD7AeWdt4ME9Ex0L6QkhWDea561veg7v/ouvtWj5a224D/ZiBbm6n0KAF2CXT+0nbQWCTiF3DaAVYlXxmHDFRkcgegWBJYQL7St/88xF/QKJOa+rrlqzuQs+TuQh8AiTEj9rsXF8kL/85h9x740Pc90Xb2FmYoEHHp7AExrdn8GZK2At+ThFQAisso9VDtBao/0A7fugTSBLJBIQOOCYiYEAEguK4klm5iIGqHqSLl1MG2Jzyib4cXxXmTd85Sv84/94GU/fue3kN+EX1NZS1dbs59XuOT6Jn4HQNkUVa1lj2orB9TgrDF1bVGmCjIizdkALhTdgtSyOBAZslGGshR0rZ2UTjUjnd+/ci5yNNUvjwaX2rwwgM2GKpmaa1pWWD8rWRAlafKpG4w0Icica+6an4pYIMIUuDXsoSjY2gwFEA2nAfHMyzeA+D3clblszATmC1FxAxXLp3yuJDmuULWIpLtPupZ3df5/aNgx9u7RqManBqoJVMcdaVfCGm5jY2oDz7qIBkI1ETnyj43+1MHrtTZvq/TH3I0T6EKYlUUq2+G7tQOhKnrRrI69+wUUAbNsyws7t69h/aKaj75ZSsHX9IG/4jSt4xye/1SJTUPsrTNKa9h43THqtz6CndfPB8XyHZn9LfF9PAbkXUYcdtEYohbsAQd4Uwz1ZGzVG8k9bEKUFytWkZjWbBvv58i+/hh8dOcw39u5hcqXAfQ+fwJpRIER9TuVnNdoWBjSPn6tdMgBSjWEeuTCwJ2DpDNdkR9Te/ZOiaqvmaB3665Q0qbnGs0staoIErOSKvPmvv8w//O9X8qQd/7UijL8I9nj67re97W284Q1v4ElPehKXXHIJH/vYxyiVSrzxjW8E4Nd+7dfYsGEDH/zgBwF43/vex1Oe8hROP/10lpaW+NCHPsSRI0d405ve9Ki0f81+vuyhW/bWx11vU5bE8RJC6xbXAEAygT57GwjY+NFZOD5JdWfa1HjaV2mRoZYVRd+1M6QeWOHEu3ai0xYSQdZprLuv+8cbyH3XOOaaH6v5SXeqyvjH97H88u2Mf69cz0Qb/VGFhYsSTD8j3cr+1SDLguGvHDQNHh1Eb17Xsp7PH/Xxs5LixkR9LgHgFsGzmjLslMa5+wDOdDluWxMI64dkrt9D8cXnofIp3JUQpxghlCZyJX6fZTTgu1h6VrPxWo+pp7stWvPCixj4z0kGvz1hANs7V5h8/w6iAafev2gsZPny9QwUfZiZ73j+xedsrfehfn8i4yv6v7kPe7lztnrNnvKSi3nR1c8B4KztY2wZH+Do1FLHIJCUgl2nrePVL7iI9/3dt40Pq9d+0fV2iJY5lrHCBtE9+32VdWOva60J0oKgr9W596rn0mi8wCq03wtlC1TKwZkqEAxniNxTaKTSyEKF9B2TCA3hSJZwrJ/h1BCv3/B/OVi8kz0rP2RxcY5bv3GUg/t2UjmejIl0GuuRY4ggQiwVkYUK2pZ4Z4zibxtGuzZysUzikWly1zxI8cVno1NunRSgVY8pitY4+04eUGF2oQVglxp0MsHs4RO89Yp38bGb/vwJDbKvrbsfW1sD2H9GZtsxiGtLVMrBnl1BZRJE6QxaK2QpwlqpYC9WjNMTAncpRLuS8rhDMBIPhqvHRCkI8pKZp6dZf20JBDzjxRfUv/7cV25DCNGZSSCESbHOddHwrC1MibH2UEMYYpUjVMrB3zjQOA+NwdDyNKnZkMpoI4Kp0SSO2HWAXZQlulN17tr5tKYyINBOXBU73q5sTZi1SMxK7HKPiuGWRKUdKHtIP5YeaQYCAK009nyRcKyvvs2paPw+Sf+dLs5eG/+CADWsIBD4y2n0VIJyP6goJDnnY8RooTwuqQ47OCu2AeKdxuSnpV/AfbOz3H9wkk19OT778R9w4MYDqKFEfJNFy+5SCt7xey9kabkcg+u6hWVIqBBh1LpIVBp8HxFGpI+GyGqE6pQGBqA1dkmTnA1RSas1XB9XCimP2CTmWh2erkhKd2bIPKnUHWRXULyrQQWpRfe1bdqi4+uLk6vv1dtTf8eqinQp5M/e+nmkFJz35G289HdfyGe/fCvBRAFnahn3geWOp9FKoQtFk7JWs0ihg9CkKPbnEXE0vf8+n/mn9C64JHzRAJ867mBYJKvvvlXV9B2ApV2aN//nNVy//jcZz+Z634M1W7M1e0zNjv2USoA/AIlZwIqZx6IBHEu/9htvIKORowlyrXqlNTM+yICpKmXGxxefdQZgFlj/7z/vaAUBWo4V2B4k59sBThkzn1WyCWO2BWEarOkGrlhva/OQrwx4XWe9xde3PAjjMc5dUiSWO/veWnudlRB/vSERyJo+ujCyMjLoXcJE24Z5lz6h43aaY1qCsMpkFPi1mnmiAb5aPujQsPm1NAF1Fcu0hFmwi03zGUzAPrEYYfsGSIhStard7b77roePs+/ILP25FJ/63E3sPT5bB3Can4MQYFmSP/79F7CvuER5UGOVzTsCBvAIUiawLZpB4Ji9JSPDotel7gC2xgRDgqwwxc06BBREC8get03HgZ8O0ifmxKY/lt+6LbmgcQsKedA4fGVrSptOxXfHL1sN87bAGxD8ynVfQloWV2zYwpsufhIf/sKNJE5ohNf6SwmyEKbM/EZEkJyjXtxOADrU2FWBN2iTOxywvNOt38uTrmg03cF1zHdRsv022R4IrahKwVs/9nX+4wO/wVBfj5ova/YzsVe/+tXMzs7y7ne/m6mpKS644AKuvfbaeuHTo0ePIpvWGYuLi1x99dVMTU0xMDDAxRdfzM0338xZZ531eHVhzX6GZjmNxUnUn0CdtgOxVERMzqLLHjg2enQARgfBMkFV4bjIckT6XiM5oqGNACQUuCeqDHxjmoVXr0ehedHmMwGTRfGlD/1H1zYJBakDJdJfXUA4yZYC1YN3e2hbMPO0dH3cdqaq5G9dxqqE6IE87Nzcst6rjU1OUZE94VHc1Ehb1mAkuuIhMbF/AXeq3Lld2qzTkw+cwNq4oWWMlX6EW4xOWog0NaXZ9DWP6tJRoj4bWYnI7F5G1oB5DdZiwMC/TDD3e1vqF9BZRWlDgsHNYzDYj55fhKpnMviXCwhg9F8eZP7lOwnX9yOi0MjCHFwke9ckzkznPjXbrd+6i2OPnMBJOHzmTz/P3PfvRz99l7lGU0BDCHAsyR+/6bkU0nfy4rfcwL47NzN9aBAhYXz7LOt3THPHt89iaWKwfv/DFJTXGblVEWlSnZtRuw0gwBt0SE979ayA2r+KEPZPAgOtx9mG1GF5nV13TQHBPbLQ9pVQMPQVI6miXIuVKzZRvGx9236tB4H0ovr7b80WseZLvP6fvoZlSS7ftYXXPO03+NjVH+ah0nqCbRloqjlgeT5yYgGhIcomKL7wLFSNACoE0UCK4PQR3D1TpG46QPm58W/IMQXie5lcOblELZVq+31KuIjN40SHT/D25/8F/3zg78gPrq271+xnb2sA+8/InnLZ6TwSFznV+TTMFbAqAdbxpY77a8wCq65t2SvYKAXLZycYvb6E41o8/5WmcGKhWGXfwZkeB5rrSN3i44HGOk0Jc+3U8RJ+zsFKJSjtGMCpjW0dFieCWBvU00b+hRgQKFiIwCywnAmrd7VpIYjSTSds2g6wdGaK9HR3zTUNBCmb5GL3QVgAwgshiOos9to1wrQksQCp6xJoYOlMi8h2kdosFqvDDtVBm5WdkUknFGbhPnifILLpyYrSwG989Ev0FRT2vgKiokhMRQR9LiptU9PxrfYLVrbCW793LfoHi2ZhvPpktiQYSiOPLBh9c00MWhuTCoZvWWbmysH2NsUL6cEHfaxAISOjta+lee9kGEGksTOwcnqK/r2VlrX64n8MkjqngkyqFpC9dpm5a0ZQZauB3zjSMEFWARc6aaOSLqLq92bDpRsTRwFgSWamlxEarvvmvXz3P+4m7DPOu1egX5fKreB6s3keulhC9PeBFLhLiuEfVZl7eqr9/ikjZyAqEHQDK2rt7YAoCQRuAeyyxktHvO/G6/nEi1/ao+W/uPZ4p6p9/OMf50Mf+hBTU1Ocf/75/O3f/i2XXHJJ1/0/9rGP8YlPfIKjR48yPDzMK1/5Sj74wQ+STJ6iJtOa/bexK3du48D8AkprlBP7jQhkF9dSlybTusGw7uILzOIVVEKTlDa/dI5ZYMwsFTkyvdi7YVobGYxVELzALE4CyzB/7bJhyVuBoNqnSaw079neHqFARbVzN/qLBi0gNRetxmzbzuFUVFvAuPZ3ahaCvt5dc4pgB91/x4J4kRm1sroEECQ0ti/qWqVh0rS7vhDOAQqGH/Cxy7pG4EfbsiFX18N3v/GdnyMhJWElRGkNThzU0I15kwaqOuKPPvkNDiXKIAWqwxoussBZou7bW4AcIQjTAqfcDmrUtpTWSayqAXyjekAhBuilAUby+6osnZtt6ZeRD9D16zRObPaxy8ro8GO00LPTGqukWoJEMhRkDkF1pMYI7f68Wph3QhAlBVPzRaIUfOmRB/ji7vtJHde4WrKa7uGuQJA3c5LEgnnmLVPC+FOQl1i+xqooopSsB7AMQ3T13Cd+dzRthUxbG667+G4zx5WhplIN+Luv/Ij3/MYLuvb/F9keb9/9lre8paskzA033NDy+aMf/Sgf/ehH/ytNW7P/hnbZS57ENZ/8T1SoSO9eQD19Mwzk0ANdADWNIdsI8Db3kziy1N3PKchfN8fCL4+RdhO8JAbYJ/ZPMXN07qRtE8tlGG6dLwpg8K4qcxcnUQmJrAhG/7/DZA6umDF/81hX/yTABEA9ZQhV8TYZUPfd2Xume/tuDc7RefT4hlVjbOOP3kXIIYzKZB9c6t5vBZlbllj49Q2ofBPkJAVe3iapkoj0OADq6ETj60Ax8qU9RCnb1PMK2mt29TQNb37uB7FSLv6RKYQfkPrBbvxzNhGt76dG7JPHFrEePMafMM8Vf3QL2SHFRS94uO10z3vTrfy/Lz2bIEiYDKumujLaElSHNKkOZPya744s4NAJohMFxGA/2nFARajFFYKcTXXXIGFOYRetFsk8vx9SMzqeb7T77tw9B408TD3YHgP3TcER6UfkrztM+ZxhVNbp+D6ZRmqSextgvQBQmpn9U0TDGb5yywP8+4/uIzs7h+Wm2w/fNoZ9YgENFJ9zBiqTaL1WHPz0d41hLVaQhSoql0RbgsjWWJ1k8rRGzqycNNgDGLngVSaEQA/0wcQMpeUy//zeL/GWv/nNk5/rF9Aeb9/9RLO1ij0/I3vxSy4gkbCRUoAQqL4MHYuhNVllQxp3GSzVAQFfZdoWVNbb8DubyPWbgS6KTnLQKZgpdGbSdcM+Ewb316VNFLIH80dDXRe+xZRhTyUnfrpXTSUtlnYl69dafW3lSsLEqf3ga5pgGgjSIk5HtgnjSUphq2TxLJswpY1MTn+EvyHA3xDirjRW7mEW/Lw2GqctQKzGqkZGxzwGv5XSzA3CzIVZwqREhprEvEfyeAl3okRissTCLknkCgoPryCj7pMipMTf0B8D4427Ufvr2Rs3c8ZDCqvaeqesimb0Dp/0jAFDhAbLV9jVCNuLkJFpa3IporzeZfGsNFGy8dzCOYfDf7uJ5YlsC/E9WHbYf+NGFm4fJUxYRjInaZn2dXpnhCAa7Wtpc7NpMOC6vdpZampM+FAIcG3sqsLCQufTHTMkdBRBeJLQeLmCbgLgR272WHdtOY42xfdOCXKHBMM3y1j6pcdvWUOic9YjGm2qwgv43qH9LFROzsRYs0fXvvjFL/K2t72N97znPdx9992cf/75PP/5z2dmpnNw8vOf/zxvf/vbec973sPDDz/Mpz/9ab74xS/yJ3/yJ49xy9fssbBfveg8HCsuqymMFEkvzy1ErIUewanMOWtg8YXVwbpETNQtAPgTmLahMqYJcroerA4z8QV7tEvTOSBYM8s7xYyjLrvJQJOc67KPNgGHxAInnR8JaBQs1SB884c3BH7GHBu6GNBcGN+tbE3kaqKkpjjeHBUGVMx0X5X2rUX8X3zNKFKUwwDfiVsoBMoxEiZRnHGnHEGYEhzV5UZju3QiyDeKzdf6XPv3mU/dibsh2aabrhwobDGZYEbTHOwAHC8GfiNTDM3yIXuoyuA9hQaLEBN4zxwLSMy2+kIZgFsN0eeWiLaWsZMByXKAXepceFYicJcN8N7peWlicH21DjwauyhwliJGvlvk9E8ssukbS4zcvED2cNHIFsZm+ZCYV8jA9KnrqysE3oBVl0o0NwqEp1reWSvO/rCLDbmnXpZY6fxb1JgitgK49rZHKFZ6SxSs2Zqt2WNrv/SWFyCFMAlUSiOmF3v6FSEF2quy8sxtqKzbnQAWm1WKkMWI84fHSNomxSsKT2FQobt/kxHk9gfkb5ole/cC6UNxRNx1TBHSk6y73ZUO11caEUYkDi+fHJRW2mQ+dTq/iAlk0JYVr7VGhT7W3omTznuEAmfKqzdaFKQpYrouiReD7npqFuYW2+6SrIRtkqWnauFyAX+gH33mNrBtrKUyqZseIfP1u0h/+14yX7uT1M17qW5MI5+3jGWprrfbdjQveebtaCJTa612P2Lg94VPP4vBpQjRAYdRDqTuPop7YA6qHnpiGn3kOPrYJBRL2JPLCM8nSmqCXOviX7lQ2qAJM613Rq5Uuej8eznvU4uMv0uQf64gsZ0Wwl3L/kD/9w7VAwttpjW52yawKq1zBC0gcWgRa6FM5juPMPT3t5I8uIj9yAmc3ceg2qjCqoZyBDvGCcfyqMFM99+T1lTPGUfONXRUI7eRNVlvs1K4eyZI3PwIqi910tx3MdijjkcuC8B//r/r8dZ895o9BrbGYP8Z2eBglg/+1av5k7d/iWrFJ+pLIwvVuo52s2lAuxZSpHGXNdUUPRfENZt8bY5LtjcKLh1cWDQL/V4FIzBOs/uXZkAtbc4Y9jaYxvQ6prZXC9ir0Qm4atvZ7P76CZYKZbyTsNhOZsWtSbQlyR2sGsYcpq1+v0tlXRJZ7FKotK2hDaZeaYNlNN5DiFIWM0+2qY4ZkTxnXYXKBRh923i1rTVITxJVLASS5R0RAw/GPyOlSU9USU37pvI6ECUk5fEEldFYg9+B5V0phu4txfcMrNBMvbJHArwBF8vrXaAHQLs2/qZB7EIVUaqipcJbb7H5Bdv45SuezZ2v/xSn3Qrl9S5RSmKXItyCRCednpNIA/5opK8obHYpbHFwVyJkoAlTEuVaTN40RCLtM1guQ0FwYiRDZRi2CIWwRQzYqJ590Nkk4YYhlLeCP+QgPEXqWBUZgc6m0P3Z9mMlsCuEfQkTgGp6jjqVgKQL8ystE5zQlT3Z7aYxGoKgDuhrAWgLUTRiy0lpcc2rX8+f/s03uPPSBVPwTQN0LswnIkh1SyQR1DUaI605srzMYKqdCfCLbvpR1IL7SSPpH/nIR7j66qvruq2f/OQn+da3vsVnPvMZ3v72t7ftf/PNN/PUpz6VX/3VXwVg69atvOY1r+G222776Ru/Zj93tr4vzydf9Uv81peuwYtCoxFe7sCsIfbd0gRanRJtqeXdbHA/nPussfrnozNLJz9ICGSPILq2wRvUhClILsSMtlNdl+rWP4UFV114Jjc9cIgoEdBb5MUUg+w22AuEYbFnzGKxzvKPILFkJECCtAk6nNSapiR2WROmMbJ3/aAtDVbsf1IRgW3FRanN/is7LaIUDO4OjTanUGBrUOYYZcdta5JeE7F8S6NYvAG2TRtaOxxkJVqezHMDlsDrN/2VPiBMQOS888e56qJzuPaR/bDBMNVFZLISvD4D4qfmemL3aNfCG7ApbUjEdX7i77yI3CGP7FGPICNZOjuHStgmYOFItO+SOGxq/lhe53e93nzfEAjCpETVXviYQBclDZgg2/TcBe6cYuyGFVPQLD5MKkjMeLiLPstn9Zk2A4llgbsSESVkb6a8LVqCQ0JrMlMRmYmQMCFIph3+4W9/nd/9p2s4LJcbgYtOrNCYvZ5c6gHIxV8FYcTU/Aqnbxzpuu8vqj2evnvN1qyXbdy5nvd85Q953y9/mDAIEUemYLjfZPqsGkdqwcDyJRupjLvYNx466fk1YKUF5wyO17fto4JKWIZQ1cNEl2xHDWT2FEjfeBiVtBtzCOvUSGnNTGUNCAdefs4Z3P2BbxOGJ5+Q6ITbsYgpUM9mW9nikjlaxYp/rzqMjHb67Dzhlj7s+ZMThVSNrCVAzjim7oqG6lgS6677jWa3EIQjGey5Ur1fAtBSGIZ/NTrlORZgGNNCmBp4W9fD/qPmnH6I8A2QrIGVp2/inPx+lBZYPS4wvmGF075wF3NbximfN4LKuNihxTM2beYl2Y3cd/Rm+gQEWRttCyxPURpLEOUskrsne/ruzL2zWEsbcLwE0hNGXhXQQhMOaFbGNLKqGP/HQ2SWijzrvcfovyjkB+8cZ/k7JydlAqT2zJP/wWEKV2wCKRv+UED29gnyNx5tb5uG9D0TZO44DpGq33+hwTowhTyxgPeMsyFlyCLhWZvQJ6ZM1ngPWWCdS8JCuWUblgncaAXZpMOn3/1q/vBXPsLRl10ESpP9xr3osMs74Ngw2N+98zHuUS15LEwuMb5tXe+b9Qtoa777sbU1gP1naOedt5nP/9vv8J/X3s+ddxzk/jsPoo7MI0JVj/gKDSppU941bNJcNbiLkvLGXqOlWc0oqXntzgvrW//vtT/GG5AkZ7szcITSEOkO7ODYkdnCpDe7AuHpOouvVoCql0V24wcnELz6ygv44yuu5NvF+/nLv/kOxQ3xareLNnhbinkHq4y4eEMOsmpYSsqWaEeYoi59Cfp29wYVtBRmEgMU11tUhiR9B2sHCPoORKwTi1iXVzlaHqDu4mvPS4BMKJAaueCy7ocKZUV4fZK+vSWcQtTiRKWnyB2uIH3Fyo4USIE/4BCmV2nKS3CXI1Ms5iQsippNvAKiTBKVSCKlwJUW//Dcl7P3G/vMhElrMicawqpaQOhaHdOoVptTUvj9FgiB3986TAgBfslh0spSOstkAAzd24i6C+gsb9Nkfk4w+8w81dH+xi3wFH0PK/oOGS1Z4UfY5aAxgVTArN1oREubYmX3vgwsNKSEOrEJuprWaCnQFiyelUAgsFcUf/Hkp+G6DnePLxmyQu3Std9DrX1SIH3o21srIttuQguCJiZCxukl5v6La5rOJIr/6rkAVlZWWrYnEgkSiVY9fd/3ueuuu3jHO95R3yal5DnPeQ633HJLx/Nffvnl/Ou//iu33347l1xyCQcPHuTb3/42r3/96x+dDqzZz5099bQt3PCW3+Qr9+/mxwePcl9wAr0YxaxjY3EcDn8A7HjIsT0IM70C2BqrCoSaX3ruefXNf/O1m3o3KP6xiKDz1wKoDmuQEGVAL5jgn7ZOzXc3M44F8BvPejK/+/Ir+MLoPfz19HWkp7pcGHM/vD77pL5bBPFl/Bhc9gALShvMSVLT3Y+tBTJUPPxbRY3lQ7mBcyBDjV3QeIOCwF2lIxP/W9pkESVg9JGA6mtK6P0p9J4kyhGxdIhoOU67AhVoZC2gK3XH+6mEAcBP1UqbQwPmS7CkIGk7vO8lz+OGu/ZjSUGkarr45pxWrfzLSSlcgoWL8nWpvpppV7J4fg7lSHIHK0glTcxECqyiRi7bTQBU70KmyhZECYluTpEXmsp4iLfe+Ft7UZI8YSPDRhA8u7/SAq7XmwwQaDKHS6yc0WCgiYhWvfouZnkCu6IJk+aY5GxoiAKh5g9/74UoR3C0vFKfxmlN4znXNOul0f3PH426stwFEDU941RTgeInkv0sfPeardmjZU95ycV87vDf8+1/+gH3Xvcg9x2ZIty8vrXcFGYc8wZtggygNNUdQ2Tumex6Xi2hcm6OKCn5le1m3a215i9/fDOFp6wj/8OJjuNzHYfqMl4IIHfzJDrQyKDJz3qBKep5EqA9SjS+F8DvXvlk3viKK/i3Yz6f/pPPn/xHNjbU+3shqA7ZVNblkOWIxPEVqHpEY334W7ZC6JHcO9f1OhoIR12CDSbAICcc5IpFYlnXA9fB+j6ssI9wXR+JW/a2DTBCaWQlIhxM4iycIpEOQMREAyHQg30GhA1aGdoqZRMOpwlD+5QkaCpPPge36uCesJCWJJN2eccfPZvv/ftdWLYkChVuoXGN3LEKhVx40rWoiDT9t5eo7KoVDaWu+pKYs0BHkA648nX72PaCElYCbvjtQZZvODVwHSAczuBvHcIKm+ZHfkj2tuNk75roepyomv60h82Bqo97/2H8J++oN1gNZk9pcE/ef5yqbRGO9wHaFIGVElEs896rn0dVCI7uHI2l3QSl555N+oY9iLJfJ4oKrY3O+vbNiC7YhhACXW5oPCazT0xpzzXf/djaGsD+M7Z8PsUvv+pSfvlVl/LZr9zCp/7txzgLFVP1WUDYlyTsTxKmBEFGILTAqmjSRwX+oG6keNcsXhwIK2LdLWW2PsekvUwurnDXoRMwILDK4BiCdCsWKECFPtmjVQo7+1uA3DpW2OmNECb9uaZfutpqx4YZWU+DC3LwiYm7Wfi3FbK3F5Ah5I5GFLba7ewhrWNd2pO4N40BM4VApSzUqqoiKmNROD1Dbm+pq6P0h1JURyxKYzZRUtB3KKrrywutSYqQ7AsKnFjMN8D19tuB5WquPDjCgcI0kYwQftgGrjcfnZnwiGxFaYupGB9krVaAXTcW6F5ekpkM64ECLWg8q3hBqBOQnILyVnORM/pG+OAlL+bMgVEOuYc6piMKDVbRIxo4OWPaFN7t/J22NYED1XVm8mIXNfmj7atm3eUUQRpOPMtuFLONTSUkixdIVEox+JBh4wWOxFnyEFqBCyxYXYEcIQS4DtFAGhFE6ITNBU8+jfu/cBLwSoC2bcO614LSBof8IxUSi4pBJ437vDR/+c0fIJZCRE7UdZCHbiuRngwobTIgbmrCR0Yu/limY8c1RtPZ7zeft/T1s2PwJJPbNTtl27RpU8vn97znPbz3ve9t2TY3N0cURfWiaDVbt24de/bs6XjeX/3VX2Vubo4rrrgCrTVhGPK//tf/WpOI+QW3wUyaqy97Mldf9mQ+/L2b+Kcf34GsGlkNLQwbW7kxgF0bqyWgNNoywbQWi2e2ySVNMusyOmR0YQ9NLbDnWO/aKQgBoSJMgVNePSUw44rXPJTUVmZCEKa1YYt1OG2L34/9svQ1n/vSbaxMFlkpV1CupLTeITsRtDGbNUaSxRvoPZVUdlzwNJbdUgnzX82CtEL6gsRiZ2kSgfEb0gOnYq5bHm8+h0a54KUlkaMbB3U4UXWdxdhVLoerRbRTQe9PtoPrND5rR6B8o00uhEAL3RXolgEoV2OXzTsRuTS0WrUmsaSwQo3UitIGQZQSnD20jg89/QVs7x/kZtvuKDUqNNingCtoTJC4LUgf92V5V9oQE2KmuIg0VtR+s7rh2sqGyohs+1JoQWrCARHirY8IBxSljE9mr2syKjXkDle73jcBOMsBRBHatdAWXHbuNm7ZfaR3h5VGhpCaVvhZSC4otG1R7Zfk1+fw0oL/379fh/ZVvNoxwfvs4QCnovD6zBzGXVbYnkB3KQ5fD/DE8rU7No6wfrhHOvqardmaPW42sK6f1/7p/+C1f/o/+PA/fZevfP8+ZFUjA7MoiRIS5Qrso/OE/ZJg+wA6nyY4bcTIdVT9lvPp+P+WXj5KLswy5Jp19+7pGQ4tLiKes4nEkQKJwybSXl93S9COhbc+Q+rEJGLLpha2uNYawrAF/KuZUAo9swDrhjqSrjSABD/fqG/mPjLN5//x/7L4m7uZPzF/chTMthDrhrt+rTH+S9nCFOPM2FTOGGzZR52nqDyjj9QNneVoBLD0S2OIJRs552AvS1Jzul4zBa2JNg+jshncmx6mm8SJAJzFKht2jDF5YBp1KprcSyvo2UUY7je+O5WEoNiyi7aNDzhwfIzzTj/EzJ4+It8it7FEdsw43UgJjhxbx8TREQq5NK7QyAjO2jHOO37n+axf14/jWm0yOmAk8rJHTk0KVISqbf5T++wuSM7beYSdZxhwZ/YehxPX9Sqt2mrBUJr5V53THrBxbYpP24pQui3AVJsH9EJmBCAnF7EOT6NTCWSxwmXPPYfrV5Z6tkdUfKy5EpkfHaD8jJ1YJR+xUkFUPUa2D7PcZ/PPn/gWrFQhZwBxNZCm9JILsU8sYs0VzG95NI+jEzilzlKwWmtTQLdUQUjBmZfuYCCWqF2zNftZ2hrA/hha1Q+xHYtgOE0w3AA5gxRUB4QpXlU2bCnnoAUHIchoCtsU/oCuL5oHb14mdaQMIskrP/6vpIayDKfTcaRcUNxg4a5okosKyzcAgJ8TVPsF2SMgAoWz5BEMtmqahylRjyivtiAlQUXY1cYCWAPKMlWwvYwpaCkiTXEreAOAgC/O72fT/bM4UY70rIUVGC3UMBtHHyNNak4x7rkc2NRUxny1acxCrVsxMmUKzC2d10dyLsJdqLbNLfyRNKXTc2hbkJ5VZhG8ah+5KURpKHimUppcspDLFihQGYUaDsECex72PzhljlEGQO9lGsjvr5A+UmL+sqF6xDlMSqojLmHaIkpbWBWFu6KwPNWyGNXCZAjUtNlFCMM/Foib4SnP2sG7/+hluK75OT/5GWfQTSNVBFF7gGP1PoCf681yD1ONc2ePt8vBaCnqMjmrbfEsy4DrXZj6yzsFuUMap2K+j1I2dtVHXOGhbzh5cECN5Ilci6teeD6/91vP5tfv2Mvs/pnuk4RUChnfD6k0ucM+2aM+xdMyHN3s8s7PfRe0ZmBOkz1cYmWnS+BGjN5iJjrZw01ZAtInyrlEGScutFf7rRh26fLpjRv1vy+9vOv7/ItuZhr56PS9Vvro2LFj5PMN0GM1e/2/ajfccAMf+MAH+Pu//3suvfRS9u/fz+///u/z53/+57zrXe96VK6xZj/f5kUhliUJUypmFhurLXKjBBT7VgWJI1P3opkR6y5rpKcJS2Wuft0/kE265EYz2MWIMNtjzNWx35UGrLbC2vXNvGBpF/X5Qa1Aac38LFgV6oyoWrtVnFBWl2xR4FQV0jf7ffNHu3ErGjEmqQ7bKEeQng6w49oeSoI3ZJM8O080W0b6ncFxjaYy3t3naK1RCaiMa+yK0RjX8ZE1H1gd0PV7W8nEwPqq00VJgQh1vchlalaTnNegNX5eUh4z2VZ2MuBgddYclNfojIZqj7GoVrxW0aKUoywIEwZ8MDQ9heML0jMx4z22MKkJUpr8kcBoigtB/qBGSMHTnruLP/31q7DjjMKnnXkaH/qPGzu3Q3YHvmsmEI3n2XkHCjvShhEPiNBo1Tc/N23R0LpfZV4upoF3eZbJExb+SIR2QLvgjYYkJ2ycxeCk7HsBWJHCy9q85mkX8Acvezov+ON/ZKFY7nw9rbGqGrccIUJIxLiJFoLIEUyGZd75L/8JWuP44JQ1QVZjFyJyJwy6k1xoPFAtILAdk6YuRMtvBYEB44VAa3jzSy9b892P0rnWbM1+luZrkI5NJFWL0Jmzb4rEXYfRl24lt1zCqWoYGIWBUXSpjDo+DZWKCZjbEm9rElWwkJ87zG+873+TFw7ZXYO4GwX+phyTbzqb3B3T5G+Zwl7w0AlJ8cIRVi4fp+/GE6QOraBLZUQ2A8TAnwY12SO4fmQS+nNG/rIp60YHoWH0bkiCUthzJZIPTuIeNMWfvvNP30dYjXV6t19Z/5ljLCQsRNg9a6k81r0oprIVjAas/PY4ziGJc2SxjkPUJGO9s9djReNk7zaFyKW/+loC1Z/BKgZYsytoKSifMYh3Wh9aCBLHC6R2zyFDBRpO7Jvqfr862cFjMLuAPmMrpgo2kE4ihgchlcTWiuzBCpVHklz7b09BeY152NCuJYauWuDmvWdTqSaQAtQ4VIXgpefu4s9f9TysWAbl0qedwT9//LqOTZBu4pRI5sG6bPcvNYyqUv3joWvSCEuj2+TYOlvhis0GXO+y7i48dQuph2bqUkc/CUNZAIkHjoAQ/PIfvJQ3fuA1PPf3PkGh4nW+ntYk9s4SXLoTNdaPJQQk06ihPrwByd4+wdu/cC0oTbJaIPeD3QQ7xvB3jYOQRBsHiTY2Aj0qUljHysigNUChtTZB+0PHzWelef17XvUT9OwXy9Z892NrawD7Y2hjw3nCVWlCGqj2m/RUt9h+jF0SDDwgKW3UKBtyeypkd5eYedFGlCtB+TC3yGG9CA5mARgJ/D6B37e60pTGqprrOyt+A2CPF4q6SeJFhoYZBGYhHWYF1UGLwT0hWmrK45LCJqueDm8XFfnDIYnliJXLNHY6njxULWYuyTL+4xCEjbusGVoOiWwT3bdiZlj/oB2z2GmdEdT+VppMZPG6Z1/MP/3gDqQQKKXq6b1OMcQbNpTo0ul9RLNp7JUqKE2YtvDG06ikDUpjV0yaftvwIAT2rjJKCfAkziNJZLXBypdzwDGXcLtH8oRqWZj2mqAQd0G7Ns5KmcE7F7GUQ2XUpbwx1cQcBEubFKnIFdjNxeU0WIFJT68t8uJHyq3X7eev9Ld457t+CYCR8X6e+ZLzufFb97VF+YU26V462Z7Sr6QJshiWda+0RPO+mgessSvND6rRYd34s+Uahc0dGHbNpqG4WTDwSJytkLApPb1KZvTU8uCcQoXXveYyfv13n4cQgqHXXsz0h76HLIftz8hxEPlcew8VZA+UsMoRSxf0gxB4ww5RIsvg/UWEUijaq0QLpcnvnqc6lqGyMQuWQElTiK+8ThtwTkH/Ps36K06dffCLZj+Laub5fL4FYO9kw8PDWJbF9HSrHsX09DRjY2Mdj3nXu97F61//et70pjcBcO6551IqlXjzm9/Mn/7pnyK76Qyu2S+Mre/Lo1YX+YJ6pk7Q6bWTmigD1iLYFSOLYlcissc9hIIlfJYAfXSefqC8zqE83iUoJAx6bgp3UgfY/X4obAW/iZDjLIlYz1yjLAO6+lmNWwIdgT8IlZEG+1tWIbkI7oI2WWrKgI1aQmCB9DRRSuL3Wfj9NjJQoGK5DCkYHE5xaKhI/24JUXMA3vzt94O1yebXNl/IZ2+92/jumjRHfJ0aTao6bIISdsVk86E0Qd5kDemYpa4d2p23iLW4hSm2PnxPaJju8X6ZiYj+fTB3noU8w0crEDLmEnhWb9S6+ZlL4xuCpCBMy0awWmtkJNqKkwIxcYK6VniN5aaV5kfffZj/a7n8wf95EQBbRwd41rnbueHBg23vW/1eqc61P2osa90rNi5B5RXWnKwHfevZDrVTWaatqzPQtICoRsLoYe68hTdmmADBiMJa1CROUarN0RZXP+sy3vTSpwCwva+fhULZNLBZ1kUIRACp2ahNjk5oSCwqRKipjJp5jnI1gRQ4BY1dpbPv1oZFH6UM2QGEAd2TgiBt3kEBYAn6ck/MFHP42fjuNVuzn5WNDefRq9nOXoh7zxHIZ0n7aUz0ueldTKeQO7dS0QW8QRsiyP/wEBs+vBcELGtYBtg/wYYIFp63meVnbaRw2TiFy8ZZbfaKb8bnQhGyGaMzXS6j5hYMuzY2kRe45xp/FDwUoRYi9H17YfMYjA7AzCKcmEV6JkLavnJpmIo0ev0IYmK2Y+YZtiR1+RkshiUG9lTbAvAC8AYsUpsyXPWkM/jSzQ/UfXf9fEllBlJXUvql7dj7qjiHF7AWSliLJYQfktg9gXNglmBnDJCuZlBLgfQVwg8IhlLM/eqZRH1JI48DlC8YZek5Wxn+0sMkjhX4ic11oFCCA8egWEGsH0WMjZh6eLHvHtjjGbneVRW75vf2MfOxAfzLbEg11ECV1nz9/ofJZZO84yXPBGD7rnEuesp27r3jIGoVuUwkXPPcS6XOMkKAP54hHOlNIJtYGgQOoBSU5my0OrXxM0o5+FsHevtuS1DdOUz6gXht5Aiqp4+SfGSmRee/6zXOWc8b3/MqXveKpwKwI0pxj/bMb6+23o//tk8soYcHUc2BI8xcNbGoEaGmOmyBFFTPHkXlXPq/+jD2TIHqFWe04QfakpQ2ZXAXfRILnslWCCP0/BJ6dh78ACEFYucWspueeHVTarbmux9bW0MGHkN79uVn4KzSPg/jgqY1cL1t3Rj/f+aEJDUpyD2wwOzzNxhwXTYtdmoHWnR/qgrSk55hChU8/DR4aQgyEm2BVYlwVgLcpRB3RWF72oC8lqa0XlHYqTnyEsnE0ywWd9mmwFitHxnBwjkOky+UiP4QKxFipUKcAR99kaK8PUmYseqLPysE28fIbVQ85u+ZYHsmZ5hGSyGD9xTY+K05Nn1jlrHrF8ke8njLVVfwey++gv94+xt4/TMu4syt65BSYReqKOHXgfDqkATXproxR+HsASpbcwZcB5CCKCFMQbK47ZENpXWChTMsju8bY+LGjbgPJRHV2t1v/A8F9v5EHDVuBZR7mQaUYzT2E/M+2hUGXIf6MxTx31pCab3bUpm99mdH56w111/3EIcOzda3/d6fv4KLrthh7rUljaxNPLGxClUIFWgDwHg5wez5NkdenOT485NMPCuJ30cj1b5Db+yyYvT2Kqf/KKLvkSpiNVtdGP1fI2mjzYQSI6mAdfKBuZklihSslAaYmR6Grm2q3wz05BJf+vB3+PLHvw+AyieZe/kugi2DpvaAEODYiL48YmigZ4Gf9GQVdzGo9ynM23hDDkILhNM5PikUJCdKpI8UsSrmPmuhSc5D/17N+h9q+o4JPv35k0jXrNmjbq7rcvHFF/ODH/ygvk0pxQ9+8AMuu+yyjseUy+U2EN2Ktf46pYSu2S+eXXXerq6lQ+KBu33xEn8OcgZkFUqTO2rA9RZAMP43PW18b8eLaB0vgE2BzJknaaaeopk/H/w82EVwFiC3T5A7IkisQGIFMiciBu8vM3pnkb6HingDIaUNBqiumUoYuZWgz2SUoTVCxSx5qVF2a6hUORKVkCZl3IKDxxbYMNLH8oWa4iZNYaNmcZdm8UxYOFNT2K55xxVX8vbnP4Nv/Nbr+bVLL+Ss4RFsP273UqMtUUqDLQhyJmjg9zcAY4EJQssKdUBYhOAsQ3Ia3EVwlyB3QNULpgpNHYAVEYzcG2E1lWowj+gUfsM63lkaGZEwXSvYJhr/CgEC/KxoOWPt9QjT7ci31vDtb9/HxInF+rb3v+YFXLRtA2D02UX8L4A3ZOSANLV3Ivav8XWkAqdIHADv3A+JJrEUMVCWWCXdXr9WCKKEJsxoomQ8q9I6DoScxHcLEM3qChJwBJXx1vlMJ1O2wLPgU1+5mS9+7x5zuAa3aJjqRLpeeNYpKlJz7eB6UzNIFDRWjaQgBMoRaMdI0UVdskUEZh6sav+TysgnxYEILUFIwae+cWvvzqzZmq3Zz4W96OlntWXzOkfmzFiyeT1A2xqg9tnJ9FHdMUzm7hMtxR3rFo+dg989SmrPIm2mNbIYkNq7BEDgaIJDRwgPHkIdnwTPQ5/pwtOSZN6XYfSbOQb+OsPAhzL0fSCFfZZEhBHi4Am49UE4eAI8v/063WzjKPqc7ZBpBAQ1wECO4NIzOTRRZGR9P0vnpymPOVQHHCqjCarrEpTWJyitd/mDVz2LP33Vc/jyH72O1zztArZtHiLKaryBCG+g4TyC0310fxadsLGnl8FvzGVENcC9/xipHz5iil9i5MaqfVAYFyxtt1g6O8PsG84lysSTE0ua/4RAJyzmXnMWYf9/ISs1GR+zuILszyPGDMBae8ZC9GD1KoEMNfmDnTPUP3fLvUwvN5iR7/irV3HGORtN8y0zR5Lxerd45WlE2XY/WPPdickSw//8AIlDS127UpqAOz/Qz81v3cLkrQMdpy7aFkRjDqq/4eNUpnsWQmMnTZRtTAxFoKlevIXis3f1nCEZbMNi+YJNfOxbt/H1Hz1g+u9r8gerJPfPI1eqiGqANVMgc8M+EhNlRNLtSLQzvttkOgCmbt3WAYJNfdiTS9hH5zs3xBL4wwn8gYQJzlSqEIYw2AfbN6IvPQfGBvn8v/y4931YszV7lGyNwf4YWi6T5M2vfiof/9wP6ywcFafjdiusBPECQkP+/jmCQZco0+Ox1RZCapXLsDT5A0VEZMBO6fkM/Ogo5W0DRANpUnMhVtAYRpUlCLM2xY2ShXPjjRJEKNC1IEFLQbD47xUXciGkGx0SUrPyAo+Br6TQtm1YbjpmY0kByTTJ2RJD9ywjd2ap/PCIISzFzXGXQoaWCnznAz/gFU86m9NGB3nKhVv4+8N3oLcKjDg3uPOGbRdkBZUh0aCodQA+tKWJEuZ+rZxmtywew4pt6FrSZJS1giECrTWB4yCaVqZR0saqdGBI148zUidOfBmd7tK2Wvukxs9ZJFailnPUFrurj5NS8B//fgdv/UPDhEumXN73qTey+67DXH/NvawslUlnXb77pdtNG8sl5i/pp7AlgUpTZxDWTFsQ5oCSxvLa79/YTSUSVY0QISpSqGJElHNQKcdMKr3IsBLiQ5RtUg0Lm+2T57lDHSAh7m/qYAGdsAidALti1SdeLVYDOwfy6IUV/vWj3+FFr38qZ2wY4ccPH6Z6xjCJwG1lcmhNddghzFpYVUVy2m+T5kkfK+MPuvVrVMZcUjM+2rURQZdcekzwSNsmkJQ9YbbJQCADjULz0COTzMwVGB3uxUP5xTSlRbtG9U9xrp/E3va2t/GGN7yBJz3pSVxyySV87GMfo1Qq8cY3vhGAX/u1X2PDhg188IMfBOCqq67iIx/5CBdeeGFdIuZd73oXV111VR1oX7NfbBvKpLn6aU/mkzfe3shcEnSmwjabMKBelNSkp0NTuLHLrhpIzfitRaXjwsuGGW6A1ShlJGm0NKBy5rjA8ttXbe5SQOaYGUgFUFpvUd7UYe4QH1raKEguCNwmkphQkChpKn0KIWQr0xlM0UpHMDqfJhrQTFaK8SlFvI9GViWf/eotvPxtZ7JjdJjLxzbx5X+/m8ZSWeCXNGHaBGBDV8cSJu1BCxPk1gjf+MDEomlIfbajDPMpyEj6D4ctBc9r/jOx20HsajqppSDsrL1tDhSGwRU/Z5WRaNq1Umv7IkA5TRqz8XblSjQd6rRIwVe/dTdvefOzAcgkXT7926/kjv3H+c49e1guV0mnXb5w7EG0A2EGMkcEshqz+Vk1FYtMDZ4g1apzD+YGZHeDG2l0JSSpFEpDlDbtU5amtCOisiWqn9teFOQfkiRP9JizNJ2/dpy5WWAXFE5BU1mfwl0Ius6T5p6cpLgN+vZq/v7LN/HSp5/DGaet4/69E4iqyTxsPk4GcbBBCoQyn1ezNN0VRWUkHqO1JkwILF8T5GycYudJt9Ca5HyIdswDTyya/SrDJriulOb2PcdYLlXpyzzxmOyPp+9eszX7SW3dUJ7/8fwL+fdr72loSpc8yGUQrtP1OCEETkUz/PW9WAUDanf13QL6fniCyq6Bpo0atGDw2iMmOCggGu/Du3gAd88k9rYKXJ1HjBufXAK8KCIvq4TfqrLywQrNhOqf9JciAO7Zg37KuejBM9EVzxT4TLrohIsVu9etQQqdDClRRCWayFwK0vOaf/vwtTzvs9vZuX6Esy4Y4+NLt0N/7SoSO5RISxFtClH3F0jce7StvXX+39QyzoEZKmevozIc1/KI/YmpZ2MhlGgiLtQuI9C2pPikcfq/f7ixPZcx7PRe1t8HK/G8JJ9G1ZjrbTcs3ra6wKqGzITP4pmpdua01nzpx/fxuy8yrO1cPsWH/99vcu9tB7nxuw9SKnjY/S7/snKAMGvhjO5k6D/248xV6/OR5jO6EwWG/u0hFn9pJ5WzWrXxhQL//bPs83KARkWtuv0qLan86hDe8/sgJgBYj1RIfWEB66FTCMpIgSw3Ji3KFfiDCmvFxT9zHGupgjW1XJf+qbcLEEFE5sa9lK7cyd98+Ue86ClnsuOMcQ4dmEEeLZK6aV/jngHVF1+EXCggqgE66aCGci3zCo0JrFcH422RonL2CO6xZZwDU4RbO9cN0ABRiKgGCGlDf7/pSzaBsm1UpLnl5n1UKj6p1BOvSPma735sbQ1gf4zttS99Mt/53v0cnFo060fVG1xvNhFpqptSxll3YwHHC7y69QfIDRUYjCheDuWCReYWRe4aH7sckT9UIKjYjWObruUsB1TPt0E0UqiFJ9s0O1tNo5YcrHRzpwzQWLmsSubHabBaGV7YkjDtMHdwHmuy0JKqZo42tnh8id/7zU/z6X/7bf7mtltMGlBtsFcGxJBV0ELg9Vm4hR7tFILIlQRjEi1XLxoFLd5vNTkbAWULJaM6GzFK2VjVsGNhT00MtsbPTAG+WpWS2MHCtGwB2Gv3olM0WUWKb33+ZvZ/7wHe+Kcv5eJnnIkQgnOedBrnPOk0AL7/tTv57pduJ0xLjl81QpSSaJc2cL1+ISBMx5p5tcFUa9LHfJySijXldH13uxAQYFh0Impd7IoQsscDwpSgtNHqqKFbNynIHq1VDdTIhRIDpQBRZxGH5p46FtgS4u113VTXRufSBIUyP/7Ofbziuefw6e/dTmUsSf6hlfr7VRlzmb00T5hvDINWJWLwrgK5g2byIrTZ1uiIASLqBfC6dKP2TrTJ8LhmAV/TuC2VPXoneq7Zo22vfvWrmZ2d5d3vfjdTU1NccMEFXHvttfXCp0ePHm1hrL/zne9ECME73/lOTpw4wcjICFdddRXvf//7H68urNnjYG995lP56uHdTB8vGuaaNr/l3uJgxrQDTqm3TIYAnLKqp9EGKcPgjpLmWxFoEkvgDYJEkFgSpA51GYG0xl0I6+cFWN7h1M/d0ZSmNCZwCw0PI7SpDSPXh+hy64KkdpZIwYm5ZZaj0AQnV6X8AhxwS7z5g//Kv7zvN/jkNa2+WwPJKUHxNOM8tQ066A0oyFCQqlhEavVkwXyIUlAatchOrfKfGlJHwZsV6EENFsi+EDXvdgaPa1I2cSBFA2Gk6vq2HU1rIke0EBZqbatJzDSb0pp/vukubrCm+cNnP41Lt5pCeJfs2MQlO0zh5s89cB9MPYj0IL/P+FdtiRaAon4ZTGDDrgh8h0YASGsS8worgMh40Pr+VlkT2YrFK0LCvtZJTNinWXhqRN89GntBxlmX3fvvD8b3XEHuYUH/gViTPpEgGE8QRAp7sYpdA600LJyXYOFCEw0ordeIEwE33XuQlz3rPL74nbvbJj5KaLxBqz6nAiDSuEXVIq0nw6aDYuKCYbN3bT4Igaz4KKcVPE/PhShHEMTzhWLFe0IC7Gu2Zv/d7H+/7pl89/69LE+VQGHIMT3A9Waryar2MqEheWil7kNkFZwVjdSC0tNOp3L+JtL3TKA3jiKyCdSvb0Q8c76t3FmoJQteGq6JQeNTxAa6tiuI0IcmYPtGSDfGKgGgQYWa6RPLeOWKAU5bfLexw37EH/7mJ/jYv/weH77nppahWPiKYBISY9rUN5md6r5Ijc0+ME3wrA1m4rCKpCeIb2FEey0RKaicNdQKsOdzUCy3geJ1S6egKdPYLLt7++5OVgvgttTYAbTS/Ou//IgDX32Eq3/vuZx93iaklFx02elcdNnpAHzmlrtQ3z+CPVNi9HMPI72oI7gO5j3SQP+391M9fQDtNoLD2dtPYJWCjq+ETkkKH9pEtMltwYai05MU37uB9N9O4x5dwt/Y13P+l9xr2OFaQuHKzSSXbUTWwb9wq2lfNcC9+zDu4bnGIxam3c7RRRIPTrJy3gZu3X2Eq152Ed/5xr0wMgBHm4qnSkHiugeRlQbor1IuwXlbUOsbuuotdWAsicoYcpxc6V7tXQCVUYfUVGvwwSp6BoNJOGgN1WrwhATY1+yxtTWJmMfB/uDNz8XxwK4qEkuqo25nRztFHUuA/vsLZCtLyHOL0G9GKq0hsGzmL8hw5H+vZ+GyddhbRqinNzdZ7dPIXSHN3tIw8HotfYXRNG0zjb8xQnepdKWlxE7YVMt+z7OfeGiCW+8/xB0TJ1BaY5Whbw+M3Qyjd0P/IUjP1lKDTwJ8WALP6sHIioHnji3WEKStxvdC4A8k686rsXwFbUv8gST2Sswm1BDmTm1y1+GyHbdpgCDi4EMneNdrP8GPv3MfYMCAW+4+yFevvYcHD8+gpWDukjxRSpLqryIS6qS3Kar5Ia3JHvIZur+94n2tHVY1agPXoXGJ/n0+ybl45066blqTO6hwSuZvUQ1xymF7Cicggwj8kMiRBDmHsD9BkHNQroVOJ5GWZGmugBNo0lXQjmT5rDwCKI86TD57oK2wYJSUzF7Rz8oOo1GjBUSJph+o1simCXenW2dS5iRhX6L9gcXgi8akEI4MPTHB9ZrqxaP1309qb3nLWzhy5Aie53Hbbbdx6aWX1r+74YYb+OxnP1v/bNs273nPe9i/fz+VSoWjR4/y8Y9/nP6YHbFmTxz7s+c8G39jgDceEAwHbWBpV4ug56qz2QKNn1FUxgxT3ZjG7vexziuRGymSr1bpn7ToVbKovL51AeH3dS9wBYAUhJn2zVpoLKXb0uxrJjSojMCLop7A6x1qnjvuPsgjR2dMYVPLFGD1BkElBekJgbNktLV7mcCwcMKwh+8Sguqg7ChLIhSkvphEVDEZamdUWyVVmgcVjWlPTREGTip10tW0bs2OwhRKjSxBmBTsnpzh1//1K9y4/xAAQRRxw0MH+beb72PPkRm0gsxxMwcL0zFI3FXezGxvgPya5KwiO9H9ha1ujdrAdaDe9+ULFHY1iicc7e+CRuOti9BxHZ3kFAw8JNt/I5YkHE5THUtS2pxi4cIBomyOvkcs3EVBZZ255vxSEdu2CGOmY+2+K2nYdW3zZgl+n0XYBIKoZveudV0Hv6tpDZFClP26lEGjf5CaD02gwrEYynf4sTwB7PH23Wu2Zj+pSSn5w9c/m8qQoDogKJ0zDOEpotdh9yzVZhNCs/3a++i7aYbEMsi4+KRAs/XMOS774wWe8aZ7OeslD5F5+nJ8TNtZzEDz232n1raTmAbE1Hx34FhDJDTRarC72ZTm7hOL3PLgXg4uL5gssKNlxv9+P6f/zl1s/d0HWfe6R8j/0xTWwUrPYtYCsJcrhLp7oF9AncDQ1h9b1vulAUplxGmboFMmaTYDWzfB4nJjW/q/VvdKC1BOM8NaoyxtMtWqmj0PnuD//M//j/vuOgyA7wXc/B93cM3f/yfHrt8DQcTgtw4ivQg1nG8por3aDCNckXzISL5qrcn9+Dj56492bhtQedVAG7gOmM9aU/6tUTL3Hu856GbuOIFVCUztnS2DiKHxtrmYTth4l+/A27mOYMc6ii+7kMJrL6P4gnMINg2SfGgSlGZ+uUTSEsjJGUi4sLmpLoHSiEoro15UfNzb9iFPLDSu1fxIlcIqGPxEd3lvNEbutzzuolbdBw3IkrlmOu2Szz0x65+t+e7H1tYY7I+DnXXGet72W8/mE5+5kUo1wArNomG1NmuzaTTubJkwKyie2d351hbB85elcS+II+pSoEKBdyKDqtrUPFdhl0Pux91ThwQm1Tg5q6mOisbGnj8sbYQzO31jg84pxEoHZ+jajA7nOXxgtrfjiTTfvf4BkEa/dei+1vsmNLgrMTDqdnfipqWnAMJ3IgcSp39bguknW7grmtxRhQwk1ZEklqdMITggSlhoWyBCjb1UiQuFSarrEia9vselVzMnGhHjBojfYLAJouEc2BJrvsDf/NEXCPtT/PU/fZ/FpbhIGAL9pCGK2xz6x1cY3brAw/dt7d1/MKw7T5M75NG3r9rz+dQKvnWbrGkB+UMhqcNVCme4+CNNmm+RJr9fM7A7nuyFEe5swUgTdAMSQoWyRaNwjhREGQdhC8SC4DtfvIPPfuS79AHuugSFM/tYuLCP0ka7I/uv1v75i/NkD1aQEVQ2pFq+T0/59Xu/+g2qbS9v6zdFgoVGWzQkiOIME2nBs5+2i2zmv6Ap+Atga8VW1uy/o10+spk/O+fZ/OUDN1JKhEYOQ+n677rNYjDSrhoNbne5+6LeBOYE3gB4IzV/K5BORP60JZy0yZBCg5Yu/iM9FglCoJIWUVJix37kVMDFrvsIDQkNq+TCNJowLRgYSDO3XOkRrBYE/RY3XLcbMJJhfq0wrGjs45R07LvpfD+b2moG394BgyghsKvNqLaGSCMXJYX7+hA7fRKjHtaoj5h2GkU/wcjC1HD2eKxXLkSO0Tjv1bwW5nR8XemrOvjgZyWVQRuVrGVfaawlTZiDd3/z+7zjyqfzF1+7jqVyg62VDgXOCnhDpkht/tDJ5i4amQ0R26qk9oM7neiZeVg8/STRIg3VzQqWNcqWhpVe+0povLGI6nrzAskKDN9u5nldW5lIUB6ViFhy0KpA7oikMqrQSvHvX7mTj3/iOpKYe64SZh6raquWLr7bz0msmCXo52TL97avzGLbj9rnKfGKUVZ8dMZtWUDGXAssX2NH8JLLzybpPjGXT2u+e83+O9oVOzbztisv5ePX344/kiISodE3tzvL/GmtIQig1JlQ1GYJl1L2TPwdterhgv5cgde++DpGB5eJYsD9iDfE0flOVdGpH8eZCdhkw7FTA/e7mQAII3QYtTC5AeOTphbIbh1kcaXcsz16IMNN194FQ5Das8KGj+1FqEbAWHqK9HcW0LY4+araFgih0D2YhTUme8uJlMaeKaMtSfmK07HmSziH5rAtC848HbFSRFeqIAUin4NUEipVdA1gTychk+rdvtr6tfk2CSiPO+Y+oIkymqBPmexvYGrEovqQZuj+kI++/5u87hXn8fHf/wzFxVL9WutdifQV4Y5xok0jJK67v9cdAksgKyW8dT4D3z5G7qbp7m2W4L2wv7eqgdSoCywShxbxtg+1fu9HZO88TvpOo2PqDyeoPP30eI7Txceeu8lIqMW/HTWYpfqMM0jce4zksQJffe+3+NTxRaRMwHwBNdhn3r8Dx7pmfGvAeeAI3npTFy3INu0pJandMwBEI7mu6+7SBk3YB3OXJcke8kmdiOq+W4QKjebFV12IZT8xucVrvvuxtSfmDPFxsrmFIp/98i18+/rd+HEBkPHRHNuTLvfIJdxCO2AHBni0iwHeORuQUtC3N6QyKvH7RAfmuUAJDUmzUDWp2FA9lkX7sr4XQGLh1Oh3drnhcJSjkV5vFrvIdZ4USKHbcya0RkSasC9J5J6innFFk8pbZPZEHYMSIj6vFYh2DdLaZTFa9Vp0l5GxlzzSR0uIQBMMuFQ2ZutOzPI0pXGojAkq45LlMyyINAN7FNljElXLxtMaWfJJTBVAm7TumacPEiUFycUu/YvBA7dJHqbOQ5NNMQ65ajJgSaLBLCqTYH6xwDv/+pqmIIKZ+JT7bJxUyPjpc/GhJ5sOaewKpOYhOd/5fQnSkso6l8gVWJEgNRu0pGmvOh2ZQxXc40uM/BCq6128IQvpRaQPe5BIgpQIz0eWfER/j4lordvLFaLRmAleK1xTDZDCYmZyqb5fatojOT1DeUOSpXOGOpyJ+jlMEdokTkHhjcQvkda4yyHuvAnrV0ZT2FmJO1tBhgotwB9MEqzLIRB1kEUEZpIWJqi/P9lskjf/2tNP2rc1W7M1e/xtZrbA//e5H/Pd63YTBBGjAoa29iNOT/Lg4kIs49LBtAEOK+ugvM6hNC7JHg1MgcZVuwpMsDg7HeGN1sS1NX3bF7ESxhfEsVSiRZuotouiq7a7cgTEGG32WMjSGU7PoHNyvhNtDMIhBfOrN2vCFHiDGtUlqL7aRKCwLUExqxudbtlBIGq+u1sGrwYiM6Z2h4uNVQYlblHhruh6AFh6Ics7bMqDNsw7lOYzsAlyCpJz1BnXdZ9rgY7lXYqbQHqC9Ey3C5ujrCbeQs3DWhVz4uqARWXEafHdQgucoqk9Mh0V+T+f+3ZbhyzPZDSUxzk16QAN2tWEQhLOuXS6nZELfl6ibKO1HlgROtH9WZbWg5UwWjkiNHPDxDJoS6MKYO+3sIuCxAztEjmrTQpSSxHV4RoQb55m7jC4Jc2MaFSjtQKTou9ntIlOd7M40BW5cZ2dZPyGaG0AgwAQ4MyVERWNTjqNeZQfmjovg+nGs4knW82zpMFcmv951VN6923N1mzNfi5s8tA0//JnX+b6L9xEGEQMWJLBC7fgvOBcJn+wH7FpvO0YrTXROqicXcH/421ggb2nSvKaJZx7O4PRuhLA8SnYsdkEi+2AN77su+QyZn/LMmPK5P1JuN5IVXKmCxcnOvvkEeunBtibOtT6WWmYW8R++DCcveGUjk8s+MgBGP/HgyZLedUphQKC3oJ5WkAw1o8OadGXbzlPZGq7yACUY4LaJmVZkL1zCu/s9YQbBwk3D+FduBkiTfpEBdeykAN9cXM1LK2gj0+avtsWnL7F3OdOmdPxMavbruM1+8pW4z2DfkXY3wi8g8m+W7jQpjIm0Z8/yF9+/camVbfJZi6fMUj6WIXwzE1QPQU9dKWxFyr0XX+C/A9ne2YFYEHiW0t4z8mjh7tkxmsoP22U8PBQ/XOUVvhjEXgVZEFS2bYRb3OKcDzP0B0n8bEJB2tuhWg0Xp/H768c7CdzpMS8aPxGZKgQK1Wipd5a+QLDZBfzBbzNeaJEw3cn9s3jnDDFgQrnD0PWkD+FNu+U16dZOTsiypq+eetc5p+aIDETsfFrJdwlM/caGcnzK6+9rGc71mzNHi1bA9gfI5tbKHL1H/0rC0sloqYBfnKhwOQC2BmNn7VxYrJxfYAONG5JIbREu2bAccsa94iiMgjFjZYBBGkCXoWAsoX2BSKhiYoO2m8MmDLQjNzpk549NYC9vkjBLNjwTCS3HZg2ALrIr87xNv21I4VYFlgFH7sUxIO8HWtoCw5OL+FGUasDrBWzjPuoExbbt67jWQrurhzo2maBKXwV6faCJjWW/9IZmiAnkJ7CKQjsagzOBoqhH06RPlaqpyULbdjoc08bIxpImcUugvQJqI7ExcQsweLZFss7NIk5TfawR2Z/mcRSgJNyWNjgsrIrQ5i1QWsC3ziJ5sWbjsH1RCWiGBekSywq0IrFsy369mkSi7qF9dfacaMzFm4YaGHoa6A0JvEzMDBuIvpSQq6vTGE5Dd2mRUKQPa5IrAC2bI0aC1jamaKyPtF4ZgKKGx0ykwG5Ix3kfrTRc69u6keEIe58hdQJr5GGWWpUZKcLs2S1yZUyulhC51LooZyZnMwZZ65XTaYEtKaedTOtqYwnWDw/iYwEItKkpnzysTZ7lLYJ+xyifhdvPBu/4nFxvk7YkQa7agApaUn+7v2/8oQsblqztUj6mv13scnpZX77rf/Cykql7ru1htlDy+hDy9hn2mhEo65EbdiNDKhHDNACeIMW3pBN5ojPwF6/Zfda0e/s8ZDFM2xUQpDor2InmwKtvsC7qx+14IJbG2jMotGu0ibHIaLG+Ne3L2D5dMf4hdUL+hiATE+v2owGC/xNIc5xsKo1+TVNmBQUNwIIDi4sYldEffxTttGOry+OtSY5F7Ht/FHOzwX8+Pix7jdcxHTxDrFfjfF94aDGt0FWNc5Kw3fXmEy1a1YHJdVhCxFoBgtlMmcuY2/xcPIWTiHF/GwfQWCDBYVtBkB3liGxbP6VWpB0bRZzId7Q/5+9P4+z7ajq/vF31R7O1Oecnrtv952Tm/FmICMJgZgwD8qkIIggKqJf1Efw0Z8+DviIiuKEiI/I84gIMijIIFMgJAaSkBAyJzfJnXPnnrvP6TPtqer3R+0z9Rn6goGQ2Ov16tu3z967dlXtfWrV+qy1Pss4LKIE+LU4U66li6ZvGuEISltNZxIrYJUhSAtQAl02xTIb42wdNgZUcIu0Oxc02BUDDnuj8SAtCFLG+d0rQEAgqGoXNetiJSPSWrU2SWXSIsjJBvjinpC4J2z8qRB/unt6neVBakYRDAiilCDIQXLJFO9OH2/ZY6r6A+wtGo03KihvUdglcFcEMmzWKliLCQkM8KJOw2qJEoIgLWPufI3lgVMxQRXeAORnPSSg41R1DYSjGVPTBbpmRmjAsiX/+Duv+29LDwMbuntDnjpyfN9JfvWq36G8WkGFZl1RkWL+nsNw7+OE41mcY6cQUxMISxqQVQi8cyJKr1OgU2CbdzS4NENw5QDJf10k/ZHFjnsJIPnwKYrPmkYnbC486zD5gXJjKanMW9zwtklm70uCLMZ7BGDKgj8chZ1rwNGV06eE7SUawHUMhcr8MqJQMvjCQApx+CQAc3fsJzE6bChMNaikTTCSJMy6jb2FnCuy6yWXcM2xIjOF3hxudQ7x+nx09EUbru5Nf30n3vZBSpdN4W8fNCcocKqmJl3ddhVVUFITJjTpY1X09mmCfMrcp56BZAkqW9NUNynsoo99cgV5dBarUCWRS+GnMjA5ajj3G/wWa3V37LAvltClqjmQGwAE4fIC1o5p/KG8Ade7DU7EgXZbQwYPNA8rRzL7M+cjIoVrVQztWNJFDWUQy+Xe2eAaBh4sMvBgsccZLRJA6mOLpP5lkeobR6m9ZrjrafZcjdRNBwnH0ng7R0A4hAMK8gkKzxtvnJeYPb012R9OEGZNMIHlgV0OSJ2I7e61ulsIBL1IBttFBz5RwtjcWinSD8yQve2o2dIJ8M8cASHws/FeXGjKZ0WNjILWzHRvVHLk9QPs+NAqSWXxvg/8DPl8+rTG93SUDd39g5UNgP0HJO//8C0d4DrQSLlxywJsRW1QGuoQBWhN9mTUUTis/v/UEgSZZqVl1R6gjlpxkRMe4apDQ51ozcSdHomV9Zc6jTGSq6Mt95YQDSisclzxS+k4qlqA1IjpKlh6TSvgWBGJ+20G9hWRgWostO6yh5aCIOfizJdM1m5rJ6I4RN2yEEKwfHaau4qz1OZ7F7poG0NaIapWk/tdmzEUdmqCXDxvCfCSGlXQuAXB6M0nSc40i1zWJRhJY9lJZMk4F2wPrFlNas4Y5/6gOU+5guqUoDKVhKuTppCaEGQWbSJPoYVG2+DlzNxZVZAqdpIEId6wpLzNQcbvRhFIaEnieAhjIYmhKt7jfYprCYHUgqhlB6EtA7YIJUhlvMbrNL5pJQbYu6EZGqdoDH6AMGMbECh+JMWdSaqbYq22BrApT7nIQDNwsn0zJoRAJRykZfhxK9N55GqN9N4FRBC296JHpEGHlKvIahUxu4x+3EJvaq8wrgVUp1JUNqdQCYswfRqKQQjKW9PIUKOEZvyeEran0Y6Fn7cpbU7gD2m8yZBgyLy07gLk90mSc53t14E0GWiuedYZ7NjavQr6fxfZqGa+IU8V+du//zqFYhXVxVkHkHs8ZO5yib0qTQFvgaEXEfG3vovuLm9zSaxEpOdM6LmyZNMw0JCejShttUkM1hpMFlpB7dtD6NUuAK2AMBUDsZoYMNdYlaaRblc1U9+ocurZSVOsq6FsBTLSDD1cp4iJwepY+ZWuqSHmHDKzGqmaRpJb0bglWDobLD92TsfXysBEoUeuJsiavtaGLW5JLbCkvXXzpgR0qKT6ncMBbah5AJUEL6VRy+AURXujLbQ92TOLDF08b3SXBSkikhmfsYkijx+cYLVojC7tgD8K/oiJZs8f1IRhiN5poS2F9DXS13g5QZgQOKtxtLoALwe1SdCORsYr/iqQUBaqoFjFxV3WONX+Y7c8056sO2sNbm9Y01p84d4I2MfpGuygMe9DPYOvOi7JH1TNAt/jkiBbjx6oPzsjiZMO2tEEE2vC5CXkHoHUTISSUBu28IYl1TFNenYNYHEaGdgCQXkT1EY1jJtgkuGH2s/RgLYFyhYN6qDTWe3DtARhnE5aaoQAP2v65ZShcPEQQUoQ5izQ4C4HJFfALXUBtVq8YNe/eDdT4/nT6MHTVzZ094Y8VeRv/r//S7lYQa2pX2aAYI2oelS2Z0g9sg8xkAHbJswoSq8di+3OlvczBtprrx3BfqSGe3dnRK6IFInDy9TOGWP3mY83fe0efP6npyk8XldcLRfNRPD2Ofh/kyZqXWs4EsLhTiB7Pb3ZTXQ2jbhrD8IPTMCYbiaSi1QKhyQsNak/RTnALgf4Qwm8qQGQAkckeOjYKvLbBbO/6WOaCSDMJbCLXpMvW+m2YAI0JB5fIXl4hcL1Oyhfsgmn0gwQaNVndlWTWgasJHowPqLMucpqBgtoRxKMJPFHJvGfNUltzIC6275RQ1ciQ/MmJSKK0H5grrPN86hmfOyHjmCv+MY21Rp9ah4n4aC9gNFPFZn9qR3UNo32pmIBVq4ZwSoGFC8fJ8qa7KhoIIUINOqIFQcTQnj2NM6d+76n59ltvuvvU/qfF1CDFv4L1ugoS5D+3CzOozU0kP3Pw1R3TxDmtlE9I2p7sXpl/a+VYCRBlIQwY8Dwwdn2fZ1WCl0qo0plUBEEp5eNEQ4lEAoS8wHZz9yPVWteJzQMf+kQYmIUOzI18KpjknBMUpvssumI6wqtXOTy5rMuZeS/cVAbbOjuH7RsAOw/ACmsVvnPb+3tBNfrEhe8SBQgUVSGSkKAXYrMl6EXnzWQWlBUx7pbMyKqr5jN61PziuTy6YHrAvCzNlIJVCNl1mjXaCBi8L4aMhB4YzaV7RbaUchQYjm6wcMutCDhhiQORgx+ViHitOG1ILo7V+r8vN4XbQCL4tkZapNJbnvsMNaK7pryvFaqF3koG5xTNgQCX9rURozR1pwo8yvIQ/rxKqlTnZx7YdaldOF4fLpouVSYIiSHYPn8Lsqpsb/QVNMBKqvRtia3X5A+JRDxswmTmsooKNdCubJxTeP+liZ9jsULnn87ez+5nZmjyfZNWv3clsfU1o0IMvOaRFFDIFAKqqHDqnbInbFM4NmEqy5ByYVIAAJ3RTP0WIvxLgW18RTJmSqRLShvTvR8NwFK0y6ZUwGtvg0ThiYaH7iFCD+fpLx7nMyDs4ioxahXCq0ikFbvTYjWUK01N3xhhDg+hx4eQlgWkStZvHqEIO9SR6q01ogQdL8Ct9rMGcKkmlcnE6QWIgo7E0QpiTcRUt0WxRFy5hJvHOYmFfmHBPm9nd9JgYnOuPraM/ncfY/w+fsfYaFUYXowx49fupvrztmJJf97csNtyIb8MMrC4ip33HWwZ0EfgYm6skJFdasmeVKQmjNFK8MYWO4qSlPa7pJa6Z4u3KCXisFBgGgugS72SAGOnbHKMcCsqCPy0vyq9zWxqNj6hQrzl6eojVlYmRDXDbAthTxTwHEbvWyBBeHWgMp5IaEUDH7FaTF+W/oZgFMVKKtTL4Lpi1UzjnohBTccOICz3H0I/UQLTZTWzSyB5o0ACIZMwXOpOuc7MVRj/OJ5M48t2UsitvS3nzHLow9tIQxbtsO6aexrrUkeDsgtBiQXFJUJBz9vN9b9MAG1EUWQp/FZM4QAQkuRGnPwSiFipcv7oLWp1xFfomywq+1ZiaLeYa1NpF8JEsumj0KZ+dExf7xAmMCIsZZb2ILlcyyGH4mIrLjgbR/d7Z5wCMaiJhKjwF2C5EwMxitILRjQws9LKps0ycUmNY62BJFl9F3XPV08znpBU9NHWLoQJm4FxzOO8TAlmxQuQhidLOlJD9T6NTXwiuFu1xY4qyAVBElNONrcDwB4oy7euCBzzCc934V/R5h7XvLCXXzphgf42k17KBSrTG8a5GUvvpgrL9+J7FdAeEM2ZEN+oHLy4Az33/xwz+NCg13wWN05QuWKLWRuPUzysXn85w2bNanX9znS1F4+2BVg14DwzPqRdP1GEwdvGGDlYA+LVQFlDZ8vwc/nQMCArFFOgq7pFsPp9MHYus4QgFgsNKPKWxdIKZFTkw38oS71/7vLHlHaRmgLy9fcfOPD+KWV9vi5HlJ46TlYlQD38WWs5SqJoysd/a/3JXfzYbwdw0i7E9kVocapx9K1PI+6XpQRhhK3w+Ctz4NgZZNFakagwwBr/3HkzFLTJs1m0FMjOHtOYAXmubU6Y6IwIpNPUylWCIe7FBGNjGNf+kbHhMMp5n5qlwkOa+gtIBREaRsJ+DlBbfsw6plXYC1XST80R+rhBWQQ9aeCYX0HiwZSn1jEf16uOV+Rxt5TxX601jo1pB6eZSSIWHztGXhTISou6RPkNZGrsLzu2JPGOKqjJI3jWsLKuRlSxytYvkKHIdGJU6ddILjRbtolnDB910mHaFMe63BLtsj0BInhCbSnEfG+IT2rSH9eMfsci+K5XdLTBaxcmOCya87hi/9wIzd/4laKiyU2n7WJl/7C87nsBRd1sBxsyIY8EbIBsP8A5OTMSm9wvS51YFSDU62D0JJ2k6Fd6sZ9YzFfc1QLbWqcuhFR2TzqzInotLymIopQUpAoKLb+R0R5m6A8LdFCkzruMfRgDXclVkg27P+lEbQlURUJyzZOJUQlQY6EDHzTIXGPRgSqoRhVykK5lkltL3ahElkjkQ2lHSbKLIoAe31lo1xNMKbAgmjUJ1hOoGp9rtKQOrLa1UNf3ZaPNXrntXWQPTkPlc1rPo+fnxaaIGf468fulFgebZ5Eq6ZxqoJqtrvhGynNcllz6OgYViKkTtJjGtcdr4nQYK+GhFm7bQNleRDsT1FKSypBgvosWokIy62SGK6RqGlsX+P+Y4nwzKk2UDzK2FSnUigR9eXyBWPU+1mJW1T1QElUwmqLmNOAU4qojSaJhlLYBQ+0JhxIEE7mQQoSM+WOZ11P5dQrxbZ8NBEfo1KF7ADLlwwRZOtkxc37pmYjKlOyzcg2DZsTpN9+v/Imm+qoKYIXppUB16G9pkD8/8IFmuS8JrHUOT/Kgr//z7s4sriCFMZxdXBukW/sO0w+tPnp8y7k1S96BpNj63PPP5XliaxCvlHNfEO+X3LsxPK675cG3FWojUN6TiA9CAbqR3qskVLg52TXMwQQJs3qGHk2eiBACIhOJvu3KQTKMXQYQRrCUYvS5gzpmZDUbIhQEAxYVKYcVEKazKSCjQ5tQgGhBj2ksZ5Zxp2uUq068EiazEELK4h1yJrJCLKimcHWQ6wqDWBchy16q+d8dnqJw4w2KcC9LtUGoMXrPGdw50rPaauD7CNjq8yeGmoekAbABpC+YnCPR2QLCmckjXO+pW+WFwPksrvDNtKaUugjpMBdozNFqNv42oG46L0mStABfthlSM6D20Itp2nuV7whUHZdidE27tqYZOFCSM2tv2DKUCBLEjVgnDTuPIx+w2o85/p9kysRKiGoDUBpCgaOm/2gcgxXvax2lpKv/718Hu2AhTCZduWtMLgfwqRsXtiiu+s+lF7tatF+wC7rRkHWyBGEA11oYOLnUt7i4pZq2NXOOVIWfOiv/5OZk4WGr+PxowvcfucBEkNJXv7jl/Dj11/M+NDTO0puQ3dvyFNBjj12Yt1zNGAvVwk3ZXFjEDg4P9U3ShlLEJ7XvcC4AFQ2gUYztzTIxMgylqXZ94UsDcLobqKAGyvw4wPsHjjBjsuWydxc5chnkhz9ZprVkzbFY/1DylTCJhpwkX5kqOEqfqNPXe86kDH6pU8AX2Kmih4w2dKhJYgmhrD2HO3ZBw2oXIJoJE00KvC3DpL/3J7+Ue8C3IUa0YTboT8tr1N/tFxm7EAl2mg/BRDEDF52SeGuCHTo49zxGIRhWz/0ahn2lrHizOy1oiJFuWD4xGUtasNanBVBYrY9ICqx6BCmNd5I3OP6eCwob7HRtjT6R2sQNio1QGFqgNLVWxj8xixWKoNzz/4Y5Og+5n4iAGsuRB72UdtcsAX2gxUG3n2q6z4ztXeB5MFpnMUU+ccrqKRASZswIRq0ht10rJen/VkJgXagtD1Fbm+J6NRsX3C9l+4uP3N7E1dQimB6ELcOsOcGEJsnzO1anS3x85z4ZkR1kyQYXOtsEeAFvPe1f8380fkGXnPk0ePc/tm7sJ8xzY/+yWv4iasvYiz79KZ+29DdP1jZANh/AJJKnU6sdSxP4FurjidJzElsDcIXhsds9vR43cTe4zhCoM6YBtticK9m8LEI5XtUJx1Wd2UNL/XJGslZj8RchD8kGLuzSm6f3zBo/KwkzCSw46DwKGFRm8qgE02N6G3SOAsVEjPdOckEYPkKZyVEatBCELkWYQJsr7fSqZ4XtEWs6SAO8eo5aJBBj0Keo+m+gLJA4C7rBsBeBwmEAlkzxn9kQ26/6ADX69d7axVDFzl8dILLLz7Iidum4hs1wfW1V8sQ7NWIIGejLVBx1L4XuviNAmSi+VsAQqMGIsoPZsgdPka0WMM7exI1MmDOkpr8GfMkJ8sMjudYOD5Ipdh9swnGs61tgZLSGPxdeGdFZEAMfyxjAHZpnAwqZYBxb3IAd7GCaH02SqFWilDuLDgkALwawaZBvIlOKp3kgsItaZyyYnVrS0FaMOmTvpm7ZoOCyG1GR3rjYVvkeocoWD1Tkbir3ZuugdJ2i8JSwZwWf9frT6JgBfzjnffw71+6lz/9rVdyxcXbe9zgqS9G0T8xUQMbin5Dvl+SSvaIGF8jygYUJurndKXLe6sxeqKWk1gl8A9kcHSEzISoU/0Q5haJDA1GbQyQktUzXFbPcBGhQuUjVMKA7daKhVU0OlFZmtq4IsgBKg3H0gilSQaSbLke7tXZYbeoUY6iOtrdMVyvhaK1jtd/GoXFexvOwsxnq9/TWWfoPVEEyIxXGtFOXS8VkB2oMEsMsGvjFEgsamSocRd90FCddDvA9Xp//cHu4HpzACZjKswI3LjMiIg0tt8d+xeqXtTU0PbI2N5OLdCh7xvXKvPcwwRo10RshykadDpoA1pXx0FGxinQL2IuMSuxj2pSxyTuYqcTRWCKj4pQY1UEyYqJEJdVjVUwZ0RuXOy05T5RApbPhcp0N4+HKeKaP0gHyKWByDEgPHqNjq6f0/EetNxbCMIknU71ttM1lTGb3NF2egYN4FrMzxTrp7UcgNpyjY998k4+/vX7+JtfeyWXnr2le/tPA9nQ3RvyVJDkQB8azVgEoB2JqAZYlfg7H9Oz9l3Pu5iJGtBJl2BqgOSi4ltfupChl1bITa1y5PAoUndmRrfJYgSvPcnBnOKabyxjj2lG31rl0rcu89k3TPUE2KNsgtIzt+GfMdIsNlmNSN91lOSeU73vV1xF2TZyeKgryG5sM0Vgg3IslCXQaQc1PYI8sdjTVi9fsaVt7pzZUn9KGW0o5aIufZDdS4G097HsE+VM9LvG0IhR80icrJE7BiKRxn70WAe4Xr8e6Po818rAvUuULjX85vaqIDnbvZiXVQEX8Ic1qTlNomDQAG+wZY+05neUdShcN83YbYWe4Pp3I+LRkOR3Srh3lLAPeD3P00Dq0XkS+TGcssbLScpbTXaXUrRl1oGx52t5iFLdn0p1c4rcA4vgn0Yh19Z+pF3KV24n2D7SOoomxRDA5EgjsK6rCBh8JGL+6jWwZqSZ/oeDLJ2sxtuBeEBx0Gtw3wk+8u7P8OHn3Mf//blXcdG2zqLHTxfZ0N0/WNkA2H8Asm16mM2TgxyfWelzlkbZgjAlcIstfGV9lLzGLHgybBbF0mhkBKlZcGoCTQKENvXQFCgpkH2i4tEawghLCHQqiSzVwLHRlqQ85VLcNdQWOlXZksYuBkgvZNu/r+KUVJsSc4oR7mrV7FlcSXVbtgsSLAjG0mhLkoorRXeTkYfLDQ4zZUF5MkGUcbB9k5LdagCWtmqqOyLassdOY10JBp0eSQPrXywjgawqVEogNLgLArcoGv1SUpE+qXtyYOkuAPTaPni+w9CuAvkdRYpHsqYae4/emc80YVqgLRNypYXGPyvoMx5BoGxCYZYGK9Skj5fQiz4ypRl+SZHh564gUgpBgTMvPcbc0SEevX0nUdi54ahujhCzFnZpnfnToFIOKp+BMCKYjKPAhEAlbWpTWYQfIUOFfXgGsdT7PTGjEPgTyY6NsvQ1iZJ5wIlVjbsnorBTEqaMZS66pLRrNFbYhEGirO4NrgNIw4+7ViIX/IwApbDitMcoQdNxIwTVQU1qPuK3/+xz/Nv/eQsjQ09vj/qGbMgPs+w6Y4LRkQEWFku9TxImoicx31w57BpEvf2OoE2kuamNEX+EARCXzk+SKNeznyS1e4cQcRFS4y3vDQ6KmGM7siGx1Iwm9sdDovF2RDIcVsiKIHnQobLZ1AVpA7WFoDqtcYuQe7z7nkEAyUUNSlGd6F09WtsYag8LPMdEFdsV00K77taEoxH4EuE1dWe/LUv9eM/i1aeh94USiMCA0VZVM/GtgEShHmsvUC74eav33K9XODu+LEwbPSB9Q6fSLzoPheGljTFisx/sPR6Bee80EDoGoHdXadxEubG+sUBZpiivCMx5HU1qTf5+hV2RiH7RnBhHgVMxex4lmyn9AtCWIJQxkK9h+VxNZZre8wgIRxjLZI3u1oImtZ8A5Riqt8Z8tf2n5QOpTTFB6o6afkEWgjDTqdy1ABRESiF8c1Pt2g3dLTDRkpVcyNv/5nN88c/fQi6zPsC3IRuyId8fOe+qs8iPZiks9LYVtCWonJ0nHGgqGOe+CuEz0r31Rqhx7m2nh9GATiUIrjmfwcOghcInxef+7jp0ShGOnSR9vNpRhLxNFERpm7lrRvnAvdNkNwVsTy0S/FOZE3d2twOiAZflH78QnWiuRQAqKSk9ZztISD3UG2TXS8sowBrpXhgToDKdbq6ZSqOfsQM3UlgzyzF7jWigbXrrJsJtI21rt7YkjQW4h8hCFaZzDfv+uxG5UkFHIWoog5KK1G37Gdm71BxjwgEvOJ1tQF8ZuH8Z51SVYCyJu2DRrfYJGNszuaAYfSjCCozuUBITQNcTHBaEA4IoGVdvGc2jpscgnYQgNLQ2pxYQ0fqeAC0hISMSX1lBLKwP1rtLPv5Wh8iJqI67gHl22oIozoIT2hQHVy20MN3GQMKC2vr18QRQuuYMhBSoTJMWZu1J9nzLd3cg0xcPExqSM50bxeTjZZyjZQJbEEyb75EzW2nSMALp75xg/vIpfumfPsuNv/3zZBLfRVDshmxID9kg/P0BiBCCn3vds3qfoDVBWrC61aI6JilPSsI4WK1uWHVtl9iQbuVU15A5ZQyt+jkNQFdAbcxt5x/vIrJQhokRyA+YRTMyRsXAkQrJ+bg4iBCNBTEcsLE8F3sNuF4fO4DUGm80GXeoW+SSIBxJGdqYtdMDxpPZCpRGkFr2qOzwOfUSn5lXBMy82KdwQUh1WBPZgqCQQFWthqdNJNa4Y7vcqLq9OzWHvVTpW3RTY4CM1JzZbKSPtIPrYKIb+xWYsHz6ugWFUOSyFYSAi37hEXLbCr0D97SpwF2dcJsFx4RAZzUk+6MVWoPIh0TbJ2DLJGTTCMdBhw6LXxjh0O9tJ5hxG1GBY5uX2X3tflrnVqOJsiHLzxOc+CnN/POiOHW9xz2lQCDRA0mi4QF0ak26oBDohE2UcYkSds9MS+JeTOyaYGJL56bRXVVtb4AA0nPaOEfWgOsaTeSYIn3esKY6pgnT+rSiHda+ZhqwJxMkFxRD+xSDh83P8F5FekY13y1pouyCIOKLNz3U0ezTRerVzJ+onw3ZkO+HWJbkZ97QW3droDoMdsFBepLqiAE37QrNSLhuIgTOqsbLNWMc/Bws7k6a6G2MoVbXHxoDjup+4CAGMPVzMee5MhzpdkWTPmJhFeqFVGksdCqlqZzlo23dqUhiJ3rh7JYC6t3uCSSXTVHVzvnRZt1fQ6UVDoA/BLURjT9m1tcwHfOIRxBM+6hM1Ig2ahT87COd0ctGqgupBg991+s0lJeT2CXB4COaLV/1W8B1I8rtYxyfTv8aCLmJ0I4cbRhlup0aR4k1rqNl27S+n9pEv1cNfaCITFS5iMxnbgHzXtb9FnbMpdrWiMZdDsmc8Ekse9irft99iY4LlhtnjgHa27opTCSatoTZe/Zbr5XmrNwIoyOdNCu6Drq3tmu1zEurcwhTRH51KxTOgMJ2gZdb30/TuLj1TwHpwST2YonkwXmSR5bMz4F57LnVhu4WGoSvqPoBX7h9z+nc6SkpG7p7Q54K4rgOr/+dV/c8roHq9gy5G/cy8qm9JtMXSNxYgJqCqMdqYUHy88tty0Q0niW8ZjdYxn4VMSgJQFViTUyD1T+eMdjsMvvBsyj+9AQnMiM8tjrJDbPnc/P1l+HtTne9Rrl2B7huOmD+Lj1rO8rp7/3VS8voLnQeGgjT9ho7DHQUolMO2jJgMFKgRnN4P3IB3kVTDO6N6WPjtdrfOdx3yQdIPjrbFVzX1vprtr1QJHnPEWoZn9y/3k1q31L7CacBrp+OXhCRZvN7HyNxrIblt9v2DVFglzS5Y5EJiMC8B1FSdD6jjk5ovDEXddGZqIt3wUgeMknIZ1BnbyF65vnGWdBPLLCuS5L/CUj+2yj2/8zBOpf442mqYw6lbUm0uybLX9AIjFgviECjOWfXJPmh7u/qWnHmV/HPGCXclG+fG6lxt5XIXjdH6h0a8YfD8MwE6xneGjoRTQ1T+wKWX7yVo++8jBNvv5ATb7+Qo++8jKUXbTGBh4BVDZGLFQpVjy/d/9hp9f+pKBu6+wcrGwD7D0ie/+xz+dWfvQ7Lqld00k0FlBFUxptRrGFGUNpqUxsSpuAp7UB7/XfkCLAl6TnFyH0eiAghFZbfww4TAgT4sVG/VqloMMpIxrzd9R/i9jQMP7CKXVqjjKVAuxb+UO+VXAuIsu2gqY4/17EjAa0JhjqjfgSxF7rlWj8PR37KoXR2zM0K6ARUdiqKlwcMnIgYuRfkkQT+QpKg4Bp+1ojuQHk8wXbVZnX3cMf8pI4UeirI+nlhCkQkSC5JZNRFAa/zbUss94lOBLSWnLXT8Ao6mZDdP7Ov14mIUBFkLaMYv4cCHplHFVYiDsFsTQHQgqhkcfx9U83ieRJGporkRk2Up0aDDcEZfuOdq+yEuRerZnpWvatAkBT4WYFTCtscN70k3DRENJ6jeul2KteeTeXqXfg7xtDxRlIA173+Gl78oktBCKyqIrEc4hQjRKhNRftAIz3zk1hSJBbrIW66MYYgqwlzoB2NSkmilKFdkKt234AMiWBoqeW7IIzhHc54MZjfckhDckmTO9IE2TWGPuaeB4/0nYcN2ZAN+f7Ly150EW9583MaRQxbdXF1VFA4w0IlTDHFIAuVacPB3qDzaCU+jH+7yxrbE/iDFnNX2Kz8QoXKK32wehhu8Tra0F1rAU9tonTrmWzm/LruNgo2vc9B1DqjhEhAz8plwqRvr42802t+wNDFdF4uCNcG38UXqTiqHTB1UtKm0HjipMXAHhtLBvjbPYLxAJzIXNQN6I3bc8qt89w8vHJwsCdFjI6vXTmRRypB7kjYyAJoG0eX4qmt0q3eRnsDJsMNjLFaG+t+mpZQnqBRvPR7MWEETUqZFs3d2MM5JZrzIwxw3XDCa+MoyR3yGtdIT2EXg46515jMDW+YRtBF3whNIHUC7JIgdUySOSRJPy5xlkRTn0rBq888n+dffx4IgZImW1FZhntd+pr0jE/+QJXB/VUGjnkN6rjG/ljC6nZNeYsgHNBEKUGQ06xuxxS47xfEAOQ82faBteoRPjKDvVBGtOwdhdbYyxXcE8tt753WcPdjx/pPxIZsyIZ83+WVv/oS3vB7P244m+uOvrpz0YLUwRKpvaukDpawV0Oz3pUU2XeeAN/YCo3vdmT+Tr9/DueRGmIgg3fN2Rx7924W3roLbXWvRCIw+qN65Y6uAXNaGMfk3J/uRLuiGcBG3OeEZPF3thGOdAL0zlIFa6mTJtPcWCCrATJoN1aULfE3ZfAn0w2AUZc6C7YKwBtvB0tloULqxoewHp9rRlNHCrlQxL17P4XBCitbFKl5n+GHq2Qf99Djw+si2NZSBfdgzLXdsj5HiT7VXbR5HvaBeZzZItlbH8fyOguFPpEwoF0ImPzQoe4H44yz5IqCDifzabYfCPRo7F1vyWw20eEu0YVn9p5KCYxKnLdlzSWWwHppCud/5XtdAYB31vj64D9gVRSpR+YZ/sRDjH/gbkY+8gDpe04ivDAeouCVl53PtW9+jrkgnYShHAx0B9zdvXM4BxfMH3UntavIv3CG7HOWcKZqiDMduDqJfPco4o2r6D4bDCEg3NG0u2UEqaOCmeksy9dNoVLN749K2axcP83sG89qOn80SCG46+DxdediQzbkdGSDIuYHKK952aU8/9nn8pWbH+bmm/ZweN8Mi2c6RCmrfQGOAc3aqIVdjQhTMRdZZIqWamkUciM9VUNiJWLi21AZt3umLtXbDjIWbiE0hVBiMd4/gVxYRWRSXUHZOKCNgaM1Vs4baD+oNLUxl+RS0HEd0BaBrmlGOzXuE6fAR3az8Fu9MIpO2OC2v6ozL7RNCn6XtCKV0JTOCZn6smLwMYE/7KAHE1iPFyAsUTkzawq+5QTFbZIoLUEZ/q78w6uUtqYQ542QPFHEKZjxWCUfa2GVaDTbltZdn8EgC9oWuEIii6qrEtSWMJFrQXd96xbBX9WmQF7H/Gu2b51h00TTO+9mA6xkSFRrzk1lExTOFVQ32QzeZ2OX17xaJQmegMQ6RubdYc/0dZQgWHApPZghe7HZmCkFEzuWKCwOEI2FhNMBuvUeErxpqE0bI9uMyEhps02UFuAoCASiX7QcoIbTRGPbmgVnEppg1wThthESdx3CzaX55OceJIwUwynRKBoMJhJTJUyBXdHS6MBxhVvUVMckYcoUMtVOywanPjHxf+Sqhcp38skIwJKST77tTey97AR//Vc3oEONkhrVg8NAAHYVEisab5BGvYK1zoink3QzNP4rbW3Ihnw/5ade80xe9LzdfOXGh/jaHXs5OLvI8hZBlBE9dDdkD2syp0zBrTAFCEMLY5e1SR2Oz3dWLBZWcwzM9mMmJ47Y1diVegHM+HOtkT5oZZzMvbjQtda4sxbetnYHudYY6pketJmtBZ9Nn+s/Td2NBhHEYIQQjT1IkNHtEdItX/yOXgoDevhDkJmxSSxIxoshbiXCk4LamCRKGGAzyEBl0jg10JA6CYkVqA5pUvMhtVGn0X5lMcX8w8OM7V5CKxpge91BfOLhScKaQ8qxsavdeXJloLFqiighus6vu2LA5ijTZWCa2LHf/Ei5dBR+C5NQGzZ7I6fcZX7qc7eeLVxvt5ufhhi4D2njZle2ocZJzQVkjvuGN73lGitQRKFu6MT6e7BytkWUMBkbghagvouYfZ8kNdN8PzSaxILAXRFUNkfkSzYf/MjthJFGp2nnYVeaxEKIW4waQ7M9TfaYT23Ewss7aKC0yVDxmM636/AoZXCzxEpnMIMAXNviY3/+Ru69eS9//8dfgEAROhrpdy/YJgCrEmAVa4SDKbOnpT+I/1SXDd29IU8VEULwpv/9Wl76C8/jhn++ha//50McWljBefQUIlDtqls330f7kRqDP3cY7wU5gssH0A7Yj9ZIfnkF63hs40pBclWQfyiN5Z3Gt2J0kJXnbyd7xwnskmlDJSxKl0ygdoSQkN2BTinQNlReMEzuE3Nth7SAxJFlKqPdKWREpanUtS1YuW4rpcsnjE0NyEpA9o5T5B8uIWJ+67rqqE1mCPOJlptpEnfsg6gdxG70uFRj8qOPAhCMpqg8fwflXUOkvjGHOzVENDkIlkQUKthH5luAWfPjlDT2Nw9Se8Y0Kms2DUorWCnD4EBbgdG64yN5+z6kF5DOp+GRpb6PYD3V2bcQa4vYxRpECqymskscXCJz90mcmVWCay+EZDvFiF3R7f3v0UGrqtvabRMpIJ+BXAaKaxwiKYH1khT2T2cQQ007U0iBdX2K8GNl9IE1+z4gHE0S5Zy2oK+uEkbkv/oozuxqY55kyceZK5O59xSLP7mbdD7F3/3519G1EPeisxGplo2f58PRU7C40uwbkPnmAYJjy9TOmyQazjDwnEWsYfPdqFPTNSjqLtCIQhX9pXQHVYwQkEy6fPR3fpGvPLqP9/3rN7ErEEQ1ihf14GqUgsr5w5R3D5PeVyAcTpl4jw3dfdptbUh/2QDYf8AylE/z+ldewetfeQWfveMhfv/fv977ZK0JkwK7qs3G3emyOGuN9IzlJgONXYvTmfuJAKREizUQXqgQTv9XQmhIzvlwXpeDLXqhYYjrulFnFIyWgsgVnZHVQqAcqE2lEL6HDBR6GNw5G+x2YNIbFdSm+lhyUlDZrilttpHaIpdL85Lrzue2zz7IwlKZ7NFGrBNDjyiK222ohozcNYcMNSvnD7B4xjDoIexigIg0YdZBOxLpaZyS4S0FQwsTpolTnzUXb9vE3Qd6V6/3c4LkYvfK6EJr8vtC/CFY3eI0jNnhdIrrL0yQ2Hxz25RJW7PpqlmO3zIFWrByPixeJhuKXHSJohdaYO9PEJ5f626Aa4F9pDm+nmJpKnvTDYBdaBDjNWqXV/oW/yyfpUmdMDcOk4LSZocgay5Y+P9Ckvsh+zUbEaiuBeV0a9Rjq4cf0I6Nd9lOxEoIYRQD1+0zbYqwRSYYJdGMeBdAoqhxSxF6foFTr5roCqTUL5A1iUpHzfQ7AaARQvOCMxYYy9j88Se+DaGJTI9SVgN86iXJZfNlkQqkFFx8/tO5UNoTl2K2kaq2IT8IGRke4A2vvYo3vPYqPnLHvfzx177R22LTBgSv82C7vWhghYluSyxJIl9ir4eeClNYUgaAjPVI7OcLMvRdXwQCZ1nibVtnoHFxq3qEeZRo2Uy30I01GzaKPlHURAmFtkHZmvK01QRx24fQd3zhAFRHNSohcLJ5Xn7Oudzyr3tYWak0+pECcoehNGWW1WTBtFsZhdq4qaPSurdZPjRMZTnF0I4CqdEqWgvKi2mWjg3il13QcPnmKQ7pvb26RWohoLQ50X0d14bzvpLEpFLHh8fTGc4dGuPWA0fadbEUeEOaxFIcKZgDf9A4QQTdncwC86x1S/ttx0WM4a+TsaYxzzdymp8k50OGHqn1BBg0YHkRoWNegCALy+da+IPmXsrRhsceUzC3Wy0TPycazpb6XDTmJNQMHLawSopAi8Z709aGgMq0IbBPLkdtx5OLEVoKqqM2Qb6PnhXG2eUW4z1pK38wMG6nyLgO//4PtyCCiNqQiw4Cekx5c25WqlSnMmbfJeAZZ23ucfZTXzZ094Y81WR0eoQ3/K9X84b/9Wo+9p7P8U+//bGua13dSahtgShEpD61TOpTy13bFAMZpAK3EIK2ege10Vy7S8+conTFJuzFKkJpguEk9oqHOL/UUdS5TSxB9YpsB8Bep3CtixaGZk0oY8uptNsInpv7qXPxtufbudrTDoXrtxBMLjN2exEhBdqWVM6baIv4BZBzRWS5t2EYm/ssvHwL3pl5RkYHedNlF3PzASiOhMapqoHNI4TnbUEsFdFhSOrbBxGRRharuI/Oknx0FpVPoi2JVaghIkU0lsXfNYkaNUC7fWIZ58AsctVw4V507fnc8R/f6T1/9F+/yxeNg2ORfmAWGWdEjW4eYes5U9z79XaqTulFJPcuUDtnDKRg4NYjDNx9ognQdwHIpYLUgqI61qMYvIbkwSLC6le4B9AaPZxFtADs8kdTOL+WQ/Sg/tWhxnpeivBA+yZUAPZijeULAhJLkswxC70m860uqe8cNXRoNJ0Q9XOsosfIv+4hvPZCdDU034dkor0B14Fd28zYF5rfJwG4hxdxDy/CBaOIN7s9edaFFOgrqnBjCu0b55nZL4GKFIOFZZKWxSf/7R7sVYHz+ALlc2IOvF7frUhTfOYEOpMGW6K15pId093PfRrIhu7+wcoGwP4kyt1HTvY/QQj8PNg13cOoMyudXYk9kxoTld4PyNPa0GTE7bd+LheLZnFbj+e1W5aOAHs1RAuBStjgWE3jJYyQXohd9PCHE2i7BwIrBFiC2pZBrAgGnz9D+CG3EflleD4F1cnT+GILgUpFyFXJcq3Gv3/0TqSvG2Bqq+QfDylN2BQuHGNg3xL+sNOYwzDf7olWCYHnakTM2b32nj9z7aXcve94T091lBTUhjTJgjbRdLp5rVWNSCwHpJYgdyggyJg2XvDj5/Hr113Pv9wVctS9gcRAc5OTP7fI8Ts2UcvA4mWxIyK+d5TRWDU6Nn7WvgRqMEJtDtrc+gIQJU32BgfoHrHVJms2qBXlrlv8szYiWNnpELnC8NKt4ffzzteEmwLy/yyIbLftXdbQFXRvti/QKYeorLA8k1/fa9MraxHK7dzsCKUJBxP9N7sAQpA+6KISPpnJIvnJGmfk57l8/HHyiRpfePxO5MjF6CNTBuyx+n+vBIaDPxMXabGk5Meed2H/PmzIhmzIkyL3nFhfd3tDmvRM98O67f/aFNh0NbrLet08sUnVIgBaKURON5ykC9WJEKAjgaxB5rggsWiMcy003oihvAlT2mTW9ClwJYCBU6YOy+zVMeha72HMB68tA2CsB7JL3ziv5/0yn/rodxoR0q3XaSB7UlMZEfgDwkRdC9kzUsxbTnFqOYm2RYNWrvWer7viIv7on/b27JtbUmROepQnXfQadCbIQm3c7Al0ZBylIoKXT57Fr7/s2fzajV/m648eakTNazSlKY1TBC1FA6iuG5fKoStILSOIBF35UJXmeyZ9dEqdqfVrpTYEy7tNQfBwYE3P4oejbfAHBIlCexCBBvyumXn1ywWImArGARl2+RbE11YmHBIrnf1NLEf4GQ1iHdJZaRxf0jPZFZFr9LO2NIdFiev+9P8xGFVISEHh7BzDd832fV8FIIIIP28mP+HYvPya3f37sCEbsiFPiuz5xiN99aVQsdnRrxFLIgZzZo0LtclI6kPppTF0J4CpszQWp9hozcB3Zihf1FlzoqONLgCqUJpwJEPkalPHJIvphAJ7VZNctIkm89QmXLydgz0GbCJ5KwuS1IIC12oH18MIUfaw5grrRnkLIP3ICrUz8pxIBXz6w9+JbdDmGg/GltejeZQFtcs1iX2z2HHRVAFYhfZCmdb8Kqn57lEKQgqe//PPXRdgbw36Q4pG5l3l4gmKz9sJUrD67K1YyzW0LbjuNc/i1699Fv/7FX/Od264r+2dyXznBN4ZIzinigzcbQLqGsBzqYYezHTousxJRZgSBNnm543uLFXJ3XIULjq77xi6vbfyTKcnuN6QfA+9G0+4N6YJ0yH5R21kSDsLgh+S2Dfb87kLDfZKjWiugFvWJnJ9rZ6vY0Hbp0wUe7co8a01oH9xUZEUaP8QnMiisxlAowslmF/iZBjxuulfoHDNLsRwmtTtB1i45uJ1HVfBpjSr2TxCQMZ1+bFLzu3bhw3ZkNOVDYD9SRSl1q+WqFzB6mZB7tga4DxeoBJLAVI1lYddVSZato/Ylfb7CgEDjkW4skqYSIBj9/QiagHeSHsFbR2HqadmfVQmEWtT0WzctlC2hbtYozqeWtcBoC0BgaJ8zxCZi1YJHkzi5RMEWQekwB+MWK8qOYBVVmSO1/CGHFNAtIdoILkSUdqSYiUzbBbkvhaViA1sc5LE+AB+68d+hB2pLKmZGtXJZG+QPS1Z2BmROabJH4zMZqgWNapag1FaTkkTZG2++M09fO3be/HLAYirGJwq4iRCyktpKksJZEqzcp7qABaqU4rEYudXXGiB8+006lhA8mJBbtgh66QQDyiWvlJAl7XhJeu3yYwE6V0t6fQCTs0N9S+oooBI4ufXvJ9aIYUyjp8ERMPgXRqRuiMgyNhNBdn6XvUSrU26u7/+udJXjSj2evMgkHb/709dsrce4aqz9nLVGxY7jtnC4/m/9G1ueN9VHH9wMt60949gb2R7CMG7/uePMtal0NvTRjZy1TbkKSxKrWeBx87UYU0yZvVqBRsbH8ROQOVqwrTCKfbfkq3NLBJANpOgXPEJIo2pnNlDd6OJ0ooO5DMCqygYfETEoG68EmpBYkGTWBIEaYntRX11t2lfYFU1g3th7lINHiQXhYkY1gI/qw3/+DpzZ1cMh72fM7ym3aRunLqrmuq4pDJoQOl+adgCYTLp6ro7joL63y97HqPDWSoTpqZNL2MyUVToyKM6aVMdt0Aavn3lrr2H4Tr/19se4JOnHqA46MMYMQUaaMu8PwUhScx3Zjf5WUjXOu8vACs0YM7AcJKM65IfSFKq+hxfLDQ45fvNr4BGId26pOfX2U8J8AcltbE1CH6kjfMjAGwBOg5CyBtOfCv20yuH0yry5qchUV3PuQ1+ziJRiFo/wgr1+qnusSSWA7QQJtuhrRXwiZi7Os/gnoop4OdYaMK+4JlKmHmxhODP3/ZjDGbXiUR8KsuG7t6Qp7CoMFpP/ZgI8E3j6FNznQelRG7fgogLmipbEiUkVtCHHxqaddZaPhstRKQfWSI44FAddXqDgaHG3deuCOuR6dVzhihv1Y39hOkjhDkoZyB11XYqI1F/ihKlKW9zSS15iEhjVUIiqXD3HDd0Li31odaT9IFV0n/9MMs/uhPb7l5spAEsKwi3jyLcBIlbH1n3ubS1EY/lNz/8y2R3jBONZg3Fbc8LoPCq3cjFEqLio1MO1XNGiPJNKhPtWATjGaIUfOje+/j6738e685OTm5Z8XEOz5Lau9LhdJBH54iGdnbeXkP+QIQ3qBi9zMKL8gxnUng37qP8lccgUERBCP1YBKRArJTaPrKes46uEcBs57upAW9T0gSbZWyiDHhjiuScxEKj45ox9mK5jU64m2jAefQE4pwz+vRDgG0bXvalQpfj6+NhAKgITsx2PRTUAjI3PYJ/1gQojayEMNwfb1JJF1HTOBa8/2dezsDa6Punk2zo7h+obADsT6JctG2KL97bp2Kx1kQO1DYJco/7WJ5EudLwX3kKuxIi62uSgKVzbXAk7pJCRl0qcsfntXoPVUJTuySgcq7FYriZ4Y/Pk+8TnCc0rFwn8KdqOPsTyKoxx3P7qqi0a/rTw3upUq5Jm4/6WX8CpEbZgmAhgfWyBQpzwyinGW3szkuzyPaJ1hKBJn0qdkIsB4RJu8nltfZcDJenCBXBUGpdAxXA1YIB6ZBMuVy8c4qksPnQF7/NX1dq6FxstHXb0GgNkWIsSrPl0mGc0jIzh5fRCEMDpEFEqmFv+3kbrTReOa6ErgUrJ/KNtuyaSc32RkXHfPjDmuqkIjlTh45bnDMCwlWXpf2CL779FxlKp3jJH70HHQPT2rEQfg9rVWrsfMjAxaUGp+3CJ3JsHxthz45VenKHS3BOtiw5SjNwIiA9GyBD4M4EwaSicnVE9ZKIgdtthrfmOairyFCTEBKK61vQots72E16cK25C+Fp8OVpssdXuOzvlroerjvsn/kTD/OpByewPGUyO/q0Z4oKw0uv3801l5+5fv+fyvJEViHfSFXbkB+wXLR5Ezc+dqD3HlPHzugxgV3W2N4aYD3+XXdOO0WBW5RECYXlyU4gW2tE2A6wK1tT3RpRG9ZYe4FA9F33BILQlcgFBzUcGH2hIXnIIXWyHVxvvUYrA0dr0S8JPnYUOJrimTD8EAgUA8ftmMM9NtZ6gOVt7UTgVM00uUWIJFg9bC8B2D5opUDKNp7zrqI1rrZwbZt00uWyrdMkqoJ/+NhtrFY8ogGb9JzfdQugAW9IktqR55yxIQ7mSpxcXsWqmeh+ZcV0OpY52SlB5GpKg0Gzs26sHSNwT9mIQBC5nfMepiFIN+er1R8igNCFghPwxXf9PEnH4YpffG8z6rIPjYyGmAKhpTENk+eMsXD/HLpbAXjMvq8y0dRfItTkD0RkjyqseHhBSlAdsQiyFriCwZ15jpYKWD4kbRu800C/T6PYGtDgOl8rbuE0jHRtotcLu3pEA8TKe3VnErcItU1pnJX+nHneWIrUYsBPPvcZXLV7+/p9eCrLhu7ekKewnHfV2dx700M91zotQaRSyNFhdCaNXlpBV6ogBCKXRQznEbapdaZdwfL1IUIqst+xTMFm2pdejanJUp0Qxs6hrvcFXhDgpCwG7hFUn9Xnu2ALBr6y3NZHbQtOvnUn/lRshK29XICWmsJuF+HTf22VgiCp4eQcYnqCxGwZ/dghRMXrzrfeR+pc9kNfOET1BTnIdAcsG1CExlC/NGD33uIkbNykSzqX4oLnXUDlgkne9dAeSt+5F/msbeT/Y0+DNqRVNFC+ZBLn6km2jw0x/9As5VsOMPLJPYhI409lKV8yibc1D8LocWem3BVcjzIOp966m3A4Sf6bxzuc8fLUImpyCD0+GA9UNPoggEufsZ9nvuwQP3XmVwhripe97Q3NLeHxOfT2Td33cUpDuQotALsGplcmODU838fuFoRf6/TWCyB5qsaZv3YflV0DLL10itr2PMkFi2c9t4Qc2k+15BLdB4e/0r3pttucDj6utaGLWfsxwMM+cj16uwjUcdk/UU+Dc8Rw72XvmWdxc/f6BHUZwOOiC47xxmc9i8u3P32p3YAN3f0Dlu8xoXRDngh52aXnkO6y2NRFC0zKF7B0gYNTCkku+CQXfdxSE1yPHIGXt0jPQ3JWEyUF/ohoe/81MV94RlDZ7LJypsvKmQ6FqwW1qwIq+Rqp4SrzbxqlssWNr9FtfQFYudKicqZEpxX+uTWEChm9r0R2LkTq7vxigNmcSMnU0DpRuVojIvOjhaZ6KtNB5WH5gtQR2VsXa83g/crw1MZjX1tJvetlmOgyoeiv57UmedQnd1sB64ZZHvj4w3zljkdZKlWJlEa5tomk083z6z/po1Wmvr7AJ17zav7gymezMlcxBWDrRWCF8aJrR1LZlEA7vcdp+YYyQBBH7q0VAatnR5TOVKiWPY6INJFrogOjEE4VV+Pxtzxvx2pQ+bTfXiNTis2/egJhQTBrcepvh1j6XI5zVkdicKjr5GLNWDjLEulrUJrhR2tkTgSNTSeAPSvIf8Yh8YjF9jPH+Oe/+Tm++f5f5it/84t8/R9+hfxAskvjrWMWSP80PeFdKJc0GpVOkpqNGpXNOyTSpA6scuZlqziZ3i+KEDA0tcrw5iLSV4hQdQf1Wz7TGl78I+efXv83ZEM25EmRV118Pm6/TBcRg5xAbSI2iCVmxxVHmmkM5Zk3KEAJtBJIT2Ir0b6GKkP15ZaaS5YWGm9CUdmuKA4ErFwcIKTGqTsgW9eUuDE/p1FJIBDIBQe5LEk95pJYtbDCznodzaGYI6M9Cqk17wNoQWVCUJ6C5LxsA9cBZCSwS/TR3ZBcaI8IU4nT2cjHRqy1fmCNKETY+3yq969y+1f2cePtj7FSqhEpDbbF6mbXRFzTDPjRAoo7LGaudvjQO1/PL77uGgqLVUM1ogRCG/DELQvsMqTmzFiDkahrh+wlCxHUZ7bL+ISgOgbeUPM9qo8vdA2taBBEzK8tdgbGydDYe7SPA2E47hu3NKTtjD1zE8oVPeeuMuGQWrBwVg3F4OSdIfmDTXAdTL2T3PGQxHLE7m2TfP7X38R3fv9t3PLOt/KNP/hFMol1qFviIr6nI63ZfvXxRa4gHHCwyrrv+yV9KO50+qNFQhClLUNhMJkmSttd7UktAClIFTXpEzVe8IILTqv/G7IhG/LkyEve8lxkr0KSGPtPjgwbmzWVRE5PYu3agXXmduT4SAyuA+Uq0ZGTTP7OHsbf+RB69hDeLs8UII8lcqCwC+auEPgjmtpYRG00Ihww3tDiaJKZnzkf6+5TOA/GC0yr+RJHDuc+Oot7wGQMa6C2Pc3Rd56Hd/EwOtGHc00K/BGLoZFc/0lRGtsKcUeX0YVVxNFZRNlblzasl9S74xzuHmm89jwNqNHcuro78EJq5Rrzxxb52m17+PKBIxQqRncH0zkKLzsHla7jF3HbQhDu2oSzdRv/8aaf4h3jZ2O/71tk7jmFXfCwSj7JA4uMfnIP2duO4ucACdm757oW7V780R2EQwlDSdrlPRIa7PsOYu07AV5TQWoVMT10gKmpU1SKIV5U6DAH5aFTsBhHd9cP1vEDP8B68GDboxbA5oPTqLLVoJ9r3C++vHpXHn94U/PzLvOaOlhi+r37yNy3wGVnbebPX/F7/MmPfJA/f+lf8de//n7cZH/dLQAdnAatrBCw5jwtwNuWpzS1Cb0navDArxWtIHw0TZQb6vueCEDWDP1t9jvz2MteW52ChkSKXKrCz77s61x92R4u2XTN+v3fkP+S/N3f/R3bt28nmUxy5ZVXctddd/U9/1Of+hTnnHMOyWSSCy64gC9/+cvf9z4eOHCAr371q1Sr8Xr7Xyh6uxHB/iTKQDLBX7/pR/nlD32eUEXNxTZ2dYoIkjPGM6gcydwVSQb3eqYYYixBWuIP1StCCaTG8F8WFWFCmNRlTWzYtyzNst2YErFNn0gGVHamkJGDjDycpQihoLZZULjCpnxOC9jtarztMJscIH/AY+DU+iD2ZVun+NLCvp7HtQDbj3ALCoWi8kh3QD7/sIVKarxN2mxIJI2o4+xezcgdzQVVQJwW3luUBCywbIn0FFGapsu5rYMG1B44HhDFmx+xEjBwWFHcmUKEGqdi0vCDhMCu+CQXTNpdcs7HCTUXX3kGN37iW3zqlr2Ea0HceG6FEMhaO4XJ2n7IoNm99Cko5Ol0mQmoblZUN0UMPqTIPwLV0QQgSC6bd+DNf/wJto8OYm9y8Y9WENqA/TphE9nKOCfiYp0iCBF+wOz7BlG+IDhpm3R7CTcdPYnjJdDbPaKRCBFocg9A7kGNvRpHXI5BmLIROsJZVZ1BF7EVm7lJ8vK3P4NP/99bEAIuvPIMLrhiJz/58sv54Mdu7f4shUZ42gDsVrzp7OMRV86ayYodHCrjkjsMoe0RjCaax+IvqLPiM/HFE6ReFjYi+PtJOuexjCmG5GdttNtsy1SmM++tlIJzzpjkwnOfvkVW6lLfMz5RbW3IhvwgZTid4r2vfim/8qkvEinVXI9inaGciGAyNBQioSDMSQYOSmyvuR6FaQyXdYue0Q74KJyicaACDSdqQ9ZisrFPs7o1YvhugV2NqI7LBrCuEhBkNVGqfrmAENxFB6si0MHpfYEuuWAbX7/lkb7fN39AkD5u4Q9o3KXOyGyA1DxULNp1bPzbXTYAe3OoAmX3vmE9IlsIsGxBoLVx2HZb9mPOVaeCAdOBKFDGMI3BZW2BylqspBMIFNo2lGOVCQuSkudv2cknv34fH3ngfqI1E1EfqxU1i5SqbpSiEVgl2ZwbSXf+3rgGj5czRUMtD5LL5n1wymbsP/6ejzBx0RCprEu56DdfjXgOtGX2VFpqlGOi5RE069rEE3/DwYOkz0kxcNQjsRS/t1mHIGujLIG2BCLS5PZCmI1wC51Rgo29yEzIa9+4m4/9251YluCyi7dz/jlT/NRzLuH/fv3b3d+feqFRFyLbFGHtqbk1TUdSy739nI22JHbBOCCaBXlpoApCgV0jDlxY/703xesFK5eOk3twAbfgN77rAohSNtJNIh2LC56xjV3nTK3b5lNdNnT3hjyVZXR6hN/+6K/yJz/1NyYKPbbj6sVBGbdQR4/HBrGLGBlCDA+20abquQX07EJzva3BwM1L8J9LzLzpTGpnDyN0XHi8NXI8zhprLG6WQGUcildPYz+kiXQKmSsSbjae4sSeMgNfWCR5f9ORKoDUoQpb//BR5l6/g/JF3WlYWuWqXVv58kP7UL2+cAJSt8+Tf7ODGFph7q2l04pW7ydCg1wq9Tze6IkU2EFENDWENV9Yt90oNMrL2j9PMm1TvmYHShpdG541hLflEjJ7l3HnamBbRJsGEQmX516whY//3if50gdvRK0BXOvsJLlvHae6I0PlghGsgt+BRodZh8rukcYzrZw7RPY7sx3sJkJrrEOnEIdOUbtiO1E2SeaWfSxt3cLt944ibcVXvD9i81CKZCZBLS4eK7TGeuAAenwINT0G6SQEIfLUIuLkAiJs6j0N4Np87d4F9LFJ0tcu4e6oQFERfqZM9MUqelmZ6utbR035Hdk9GE/EzIHjH3+cl7/pDXzoP+7EsiRXXbCd83cO8aO/9EI+8zdf6pr1oSXopIuo1qBShW4c7I2HF8Fycc1cQfnyaYLpHNl/W4R3eJA1BWhazG7UvIN/2yC2OI00SOJtshcx9X/2MPPGs/G3DjSD5qQgUyjx+uffSdJRbM1czVBi22m1+1SWJ1N3/+u//ivveMc7+MAHPsCVV17Je9/7Xl74wheyd+9exsfHO87/1re+xete9zre/e5387KXvYyPf/zjvOIVr+Dee+9l9+4nvsbN4uIir33ta7n55psRQrB//3527tzJz/3czzE0NMRf/uVfftdtbgDsT7JcffY2/v3X38DHbrufrz2wj1oQMpZNc2qmgApoKHUZaGQgKJyZZCETsfnrZTQCf6izmEa94JjtaQKbLkVFNc5AgLAivOGw9TIcN6K6VZE55jDzYk04rPtG+qihEGveoTpmnxbAbtmS1IBNpRw0wNRGr4QGW+NvUUhPQiTQvt09wEsJhu6y8Yc14YhPmDSc5blHNInZTuPPjLqH3Q34eYuhXJrnXLSTL97xCF6ojSe79aIYXB99oNYAP4gPJ5YjBo56uKXmvTUQZAQD8wEyUJRGXfTmDDfPnyC57ygyke45TxpwyqEpwNWFWiRKQHXEFBwTETgFEHWgp+Nx14Fhh9q4jD3vzb77YcQeZhEX+kwcabm4hT9fhxHO3Goc5S3wHm9GCQigvD2HSkhEAIkDSdivGHmogl3WjftYgSZzMkBbASpV/7TLEwkj7EKVv/1fn8aKIwQ+9rdfZ8fZm/ilv3g1m88Z5dhjC53XZRTWcBk5Y6GVQluy5zNXrVEfMR2DCBXaMVGFVjViy4cOUrxoiOIzhgizDlYpJPvgCunDq2hLUpp31gXXASqFtOmHhkQxRFkC5caOlFATZC20FJyxbYw/++1X9Kx/8HSSjWrmG/JUl+vPPoPP/cJP8ZG77uPGRw9QCyMmchkOyHmilGquw7YmHI0o5BTOCZvUojDFHFPxe7s2JElDkANrQSPXFCXVgLZNrdIg27LDlVCbUIRJi8SqZnlUGwC7p/IWhCkaxUNPRzL5BHbSxq928lHXgW67rHDKyhTo7pa2jnGipk8ZwD9KG2oVGUBi2YCf7e3qRsp5r36GWcHEUJZLtkxx07378WxNWFetgpZIMEgt0WYMC4AIIlujHdGiEyQoSW0akJr0iYjJZZsHb9vLtyctomHR24isc7UoQ+uzdqKcJYm7YiLetYQwaRwrXccYp7snl1vogVpeG70QcvSeeZQlaU3EF/G9RAiRpQmyGAXUChLFd4ySYFdNBHjxzBTCUySLuhHyLoidPFVzVfrxTsd4o01hwOv3vO8Go7u15p8+/i3O3jXJr771udyY28vhwkrnYIWA0PQvzIBb6P3MU/MBMtJN61sIRDUgSiXNvjcAvWr2SMqlwZFreSBr8Z56vXoosSRKIaFjoRIWK5dPYBd93CXzkvqDCdKFEGcl5Kxzp/ndP3vNuu09HWRDd2/IU12ufc3VbD57is+890vc8cV7CIKAke0jnNxzAr0Q0khX8Xz0yVl0cRWxbQs646CLZcSssT/alrAYvJr854M8/gcDBMNrqFG0NkFFEejWKtVSUH7GOENfOkIwvZPRv3wcq9SnaFj9Mk+ReWDltAD2rWVwahGeLTp53iONvVwj/dACS3+uGPxV3Yic/y+LXGettQVbJ4c468Ac33n4aAfDWz+9L4DUwzMsP3cL4WALTpCXBPlhRg+CrIVYR+YZmitw+2fvbHO29pKxL5/g6LnDqIzTcX6Ycxn75D6c+SpR2qa2MwcImlVd1vRdCtzHZrCLNUglEQljN6tQ4skU+/fOocvt9GNCg5hdRs4u9+xjvUvh7u1oR6BKktKXx5FUSN7wKJQD0w4gqj7O3pMm8MMWRnd2ETWcoXzd2fzvD3+9obs/+Nk7uHDXFL/yi8/lG7c8yMJ9RxtzIuL6NcFYCu/8TWRvPgRHTsI5O3s/82MzsKb2oLIF/vZBAHwrRfSJQZzdZezzypBSqFWL4OEM4aMZgwmtE01vJhFULo0oVrBXfKbf9xDe1oH4eWmSh4pc+/ZTZGSNydRFXL/pd9dv82kgT6bu/qu/+ive8pa38OY3vxmAD3zgA3zpS1/iQx/6EL/1W7/Vcf7f/M3f8KIXvYjf+I3fAOBd73oXN954I+9///v5wAc+8F8fwBp5+9vfjm3bHD16lHPPbRa6fe1rX8s73vGODYD9qSo7xof53Vddz+++6nrCSPHS3/9HRCTa1qdGdFRNY3mmUGll0/qFlKRvIoLqMrhjhYmLZ0kOmUU9UoKlWppT5TyRlggBtSmFn9eoVH9w3aCmZrH2By1UHHnUS7TWfO3wQQpXFrHudbGX7bhYqDG6hQarJKDktACwOraQut1ekFiAwQdDk6rcs/ia4TK3gjV4efw7SgiCEYe/eetLSTg2n71jD2EyLgSmTSShU1YkFyMyJwJsr7uCSqxE0OLMEJhCX97mHOVtCTziQqS5HNINSaz0LrYjAKEliaNL1M4ab6TqaaA6KvAHW3h6tSbMWCROCLypqDOVWQkGH5BIX5hiNVKDaG7wtAB/R4BOwsoVisG7JFrohgNECw0JSXVnhsSJGrLWBFhUyqK6OUswnGzbiOQPeNirCqGU6WNMgVMHNKwS3Qv6KIW1XGmAIlFLpMGRAzO84/V/z5GfGME+V5CeiblvbTj3oimqFx/nVFRDHUpRzrqsbncYeTjAKbd0TGuEF2CvRqiUQ5RNoC1p+qlpvkPCOLUG715i8O4llCNZumaclavHWb7OpNudWqyR329z2ZmHulPmKfC8zfz9+36bX/8f/8KJ48sm0lKBiDQr2y0q2xyiGIfafWaOY+VVhvL9qRg2ZEM25IdDdo2P8q6XPZ93vez5eFHIVZ/+O7Sv2424eG3QriYaVKii3dAtXRVAvKYHaUGiJQDMHwA/T+ycE+hAYC1FRINxPRLLUMA5FQ1JTf8iJTTSn5Xd35AFoyO+es9eFjdr0sfiKOCW4QmlsSsKJ6Z/Sc9D5ESUJx0DXHfcXmBVTYFS0S9ambozWHfX3S5EeYs//9mXUfMCbrh/L/6QJshorJrAqgqswPTXrnTnCa0DyG16UwASho5A7vGQqBYREJIAquN1np9eXRZEKUjMR0QZiT/ZCBcnfdgiMWc1A/cjcIN4HN3oxrSJ6O9dpF0QJgFh3hen0rnHkZHAXVaEGYFKtBi+UhjOeBtocWw4VaARUV8P/RYNrCFMWlilzmAKDYbOL5ZW3b3/4Cxv+82PESUkqYTJdNC2mfcrd2xm3+oy88UyItQNupe1Y9ZogrSmerZFOg/ZIwFOWSH9sO3ZmW+HwPYAj4ajwdQYiNsSAmXpzszOxs00U9ksH/2L1/DW9/wbJwomojPKu1TzLpEDOFCbTiCA8y8Y58RqiVy+d9DEhmzIhvzwyBkXbec3/ultAFTLNX5y+heM57qbeVeqoFdW0IOTMLfYW3Vj1qn8bbMs/thW86HW5B/zGbnXw101a6KyBas7E6ycm0bbAp20SR1YoHLZNOJ0alXEkn50BREok5HTSyLFt/74K4zMF5h/zVkEE5m2SF73xCqj/7YXGSqiOVj83fXB/dMVkTTroQGg2zQKCLBcybt+5aUsPXSMb9/wAGJsBJ10YWUVXSq3RWx3bT/SOKcKhEMjLR9ClBJ4ySLD/7GXqBbQiP8/Db+BXC6RPxBSumSM3J0zbceSJ8roU+VGxHfycJFowMaqdFKKCjDUO8VYuTprgGGt0au9I/wbMpiDmmd+6pfm0kRnb0aP5tvG5H7jcSgFXbPLtAarB3ahMglKLzgPYtrDVt398IFT/Pyf/Rv+j0zjbEmRenAWu1BDpR0uffUVfGNXwFJQI333CWShhNh7GHZshkRL+l4YwbFTMLvYcW+dap0XDb4kuDdLcG+2kVWoJQYvsMDfNY5YKOCc6O2A2LxrE3/45d/hN57/hywenkNKQep4meQxM9+WLfj223NIe5Bnv2oHF/zuIjt2b9jd34sUi+0ZCYlEgkSi3bno+z733HMPv/3bv934TErJ8573PO64446u7d5xxx284x3vaPvshS98IZ/73OeemI6vka997Wt89atfZfPmdh7+Xbt2ceTIke+pzQ2A/YdMbttzmLmV3ouuQIAy3JB+zqKyCZSrkT6kFkCGouVcY1AaOnDFyOXzbLlgti21w5Ka0VSZAddj3/I4kZIk7JDaC30s30b1ALcBUGAXTBSutgWr21zyB3soZ62RVZ/qchF/MITrQ+SSxJ63wRekHnUgJAZ1W8agY4BXx5Fn9VRiS8QGHfhOQDJyzTlrbxtPRHXCHE+sRDhlE4GlLfDyFv6gzWuuu4jLzt7CgydnqO2UBHUvqwCnFDHxnc4iIZ3PplN/awtWNttoHTWB5vrJpyFBzkXUQqK0jQzBz4I/WG+j/bcIJIP3gBpQ1EaN8egsSzJHBZa3JtpiOcLPSrO5S2l0yvS8cAXUNiuyDwoSMxptQXU7rO5WZB6RaJlDo4kcgbYlOmk17m/5EAiBUwxIHykjQtVm0OqkjXbtlsDxTi+3qAaNqL21oiKNtRoxsK9GYXcab6h51m16hlfLXZxSCyy/QbM8b7jaK1MWyYWIkXtrpGZ9CKIG7CRXPeySRzCcQSXsBuCkAe1aqJSLqPrkz/A58qozKVo5dEt/g+EEn3/gmZTCFD9yzp62oSgFSkv+5dZzKebuZtHziVyTZh/ZmoUrk4SpJk2TBr558HFuPXSEv/+JH+PaM3b0eiWeHqIFXUltv9e2NmRDnmS54eg+lrxq7xMERPkIjUS7AjUUoh2N8AVyxUa0Fv8WAuXGug5NdQLCdDuthdACq2gha5Jg0nB9aiGojArcpEfVN1RgXUWD9Gg4aaOk4XnvdrYGvEFYWSoTbLUp7JTYVbDLho4lczKEqPNaGUDmVEBhh02QFw0HvLNqDD3L10Q22HTPNKpD6soBb1BiVxSWT0N3+xlBmBa8+drLuHDHJu4+dZzV3ZqwXsQ7p3GXNNm966cZdRu3DDTpfR5hvc7Juq20i1MBvyywlgXRoCYxK0nMWW33q/+2fOMEUK4B29FNp4CApq9kzQZDOTQc1WHW0AHZFRCBaTxKYKiBtCDMaERgIrkNz2xzbxclwEUgPWUcNC19M9kJGqTJ7tKOQMmow1mh7TX7ktZ+1sGHQONogVNrDuThuWNc+9xz+GJpH9SM/19LTZQQoEALRZiThC6NAIbigGR1h8PUfxZJ1DTBSKLR18jCUOAIEEELZVBb0WCwQpNJoq01+5D4O7Z0ZJWP3XE/s0kPP4yDRxQIt/1RaOAbew5x66OP8/dvfSWX79rSMf6nlWzo7g15msl/fuJ2KsU+uhtgbhG2TWA7JYZ+EuxB8E/Byo2gWlgrhILUodXY4wgTt9UYetRrW7plqMntq5FYDJl9dg6CCFGLGP63B9FpB13oHXylBQSjSeyCj1WNyH/jFCvPneoZYKYSMDO/hLvgM/l/HsDblsPbkkVoTeJwgcTJLnU86veatlDPG0APWYiFCPn1Mno+QtsSiYXwutv7JnpbYiczpI6U8EeTRBm70UctwS54vPXF13D29gnumythX3AWkdKm0OVQHrVcgMdP9OxbY767RGTbS1WyH99DGHa3Jfs3CANHQwo/kqa6a4jk/uV227kJDQBgVUKipIVVjfpz1hdXCSOFNTmOcGwDmKsuHv81oqfTRC+aRM+UEd8BNT4E2WZwpYg0uBJ5ahlrvtiznX7z4J27yYDrXQrhKh1n4gVQ2zVCbVfTmfE1qjx3chdfPLWPlatHGbnhBHplFXHfo5AfANeFMISV1ba9a2NsAqrnmgwMEWrc5YDagDKsC4UyOptAO3b7uy0F3jVnw92HsA/OdR3XsX2n+LfvPMSh159D9GCe5N5FRBCRPFlCBooopkVUoeLWz9zJnV+4m/d8/fc576qz+8zS00C+D7p7y5b2/c473/lO/uAP/qDts4WFBaIoYmJiou3ziYkJHnvssa7Nz8zMdD1/Zmam6/n/VSmXy6TTnQESS0tLHQ6D05UNgP2HTB45OostJWGvhVdrRKCZvzTB8oWiieoKKO6E7BFN5kQz4l2jsahSviZg8y5TcKQLowxJK2Rbdom05ZOfMp5SpWGulGX/0hi1sAuZqIT83ZA8UWPxggSlzTYy0Awc9dsVjRCIWoCo+DiFZuS0Glb4wz6p+1wTYdTtiy8EApOy1kjtDhTeuKZwlkUwIMkeGSY5FzK4t9a5hktY3ZZsRFZVJyS1UGGXDbd85JhowedfdhbVIODnP/05ojVIvZ+XjTTjXiIA1WWDUxuyDHC75liQkSSXe3vnNRAlBWHSQYYe5SkbdyUG13ulXwmBFQrShyXZw812umkgGUByWVEblh2FXLwp8Kaa5qNlGaDc2y0hsrCWm5XkWpuWEdgrIaP3rCDWbmy0RlYDlAadsA243hoxXm+jFpiMg5EEQd68c86Kj7vkNdrLHahS2N2+EArg3kMrXH7RLr74yHLcMXOFXYrIHO/cPNe9+s5SGW8ih3Zlc76kJNo5xAtf+21OnDnF/Q/lOpMA477ftOdCto7Mc8b4XOPQzMoQX7r7MpYeGeEz++9C+hEyMi2snO0QdFmvI60RWvMb/3EDt/3KW3DtjeV5QzbkqSIPL86so7sNaBtsDVBTYeMzBERbfKwTLtZ8M5pHWJpgQFPcJrArsUZf65BEgA/Wko2sCUpb48W8kmxEYfcKtUstGDDWz2lTmE230JC0iJ8zP5bfBFDDNIRpQfZI2BYZvOYWWCHohMYbjtfismZwb0DmuKlLsnBpltBuRsS3O6kNKC9ikN3PW2htONGRBnyVETz/0l0UPY83f+kz9ZqdDQkz7dFzvUR1WWqTC2FLJHdTEgVFbbQPaK+1iZZHm7ouKzZaRiROWj37IjAAruWDu/bA2r/77EOUC369ARVzmYfm+QYDJuNLhqIje0y5oIQis9QOrtdFKlDohgGubGGKlbcO2xImMtwRjfmUMcDd2KZGugnE14ckBCcPLnLZzs3cfeB4/B6YvW2YgSDXSqZe75BJyz91bZatX1zBG03E0fUgpEAEGrdsbMAoSZfvTfw7MhRFbfuYwDiBsAUfvvVe03ErPi/qnu0RKY3Wit/66Ff46jt/HrtPEcUNeWpJGIbccsstHDx4kNe//vVks1lOnjxJLpdjYGDgye7ehjwBsv+eg1iORRT0iZgOQ6ZfeozxFxqloCMQNmz5/8HxP4fFz5rT6jZEahZy+xVDj8b82muaE0BiMWToGzMk7jtu9GUlRHfwiq25TsP8a3cSDbhMvf9hhr90DJW0KF4zSUelsTj7q7ZzAHdhCQEkjxRJHukNxLZK9LND6KuNrVVbdYhqGTI3LmCXQsR5O9CFVTh6srOPlkRsnUZYFnY1xD5WMrrZNpnqxvmgec6157KyXOYP3vEJoxlbYwxSydMJOMff1Bl5nPvWKYT6HsB1gIEMshaQmUngXX4WUh3CPTjfsy2hwK5Ep9VXymWiI8ewtm/pWzxRJR3C7aNEAwn0BS76Eo21L8I62A6u1+8vlssk7+hd2249CXaOgtY4hxawFssgIJgaJNqUB2ECwawabQV8AaQQLM6UuHB4jMI3v9OuGwv9o/M1oB1J+RmToDWZ4x5WBM5iFQ4dJ5zIEY1s6g5YAd6lO5ALq1iFTtu+ctVm/vk/v0P21qPk9i4iWmrwrZ11FSoCFfKnP/23fHjf+5ByQ3d/N3Ls2DFyuWYR5e8VjH6y5dnPfjYf+chHeNe73gWYfalSive85z1cd91131ObGwjOD5k4ltWpJAG0JrEUkVyOWN0uWLqo5SVuCYda3WEW3Mwpk+1W3qbxN0umsv0XO0soJtOrbZ9JAeMDqwynKnz7xLZ2kF1D6jCkYyB38DGfxYsSFHe6OLMV0ksKLQUojfQCY1gJsJcBnzYr0jnidAfXW+5VB9qlH7GyEwrnOkYhrBqD0R92WLjUIjUX4BTMJsnPW1THHGSoG7xjyaWQxHLYxuuqbYG/WOVLtX0sVauNmyZzHsmsh0bjXSRw75fIeLKFrchdUiS1rYoKBat7spSOZlm7jfJzVqeCAPysNOBBj/R4AVRHLayyje0HICXecJzO3UeUbL47/RR+A1wuK1PsM4JWWkAASypsu2XDOarwnh8iT9nYd6dQUhhQvdocw+D+MiLoXQBN1AK0YyHqRXbXOAvClEXxvBFU0mqk3FU3Z5DVkPzDy9jVCOl1AlgaOLy8zO8NvYLP+59rOzb0UKWng6Q+D8IP0GkT9W4Km2nOfvYCD91+PvcsbUMn6f6g4nt/6NbnMjWySMb1KJTSLC4MgdKMHw7QUuPnYi+8UpSm7K6RAvW2Vqo1vrb3IC87/+nrTd8olLYhTzdxpNV90VWQPGmRPGURTAf4ZwTNYy26O9rigwJr0UFLhdpepaQTyNXWEztFC5BV2d4eptCmrq/rrZdrw3HtxFsCpwRBztCaeEOGgk6GBnQOBjAUL0obHRHpNnA2udibjzu+FakZRXla4hQ0k7fXSC4bJ2p1wkE5AoQgsEzRbhmrG2XTpJyLP4tc2ulmYidq0fe4a98eVn2/cVMRNLP5akOQWNYN3a2lpjZsisyiwC0awLgTSO8eRZicjyhus9F2b0d3ciEiTBogWwhw5+0+NC9xt0X/KLO2ccfvmQzp6nCXfpyhEF8gA41bsgiTGumZguPaEqYIa3ypW9FdswAbr6iKswmFgJb9U12UZfY1Dd5dIEpKk8ZfUl3pecBksu1/fJ4/fuPLufvA8bY2wxTdEW0AKVAJweIzcrgVs5/yBwClSc+bSPzS1u77r/YBxsVflcaqGr57DfgJRaIQ1wXQ5v0LsqJne0prFoplbnv0MD+y+4z+93wKy38n3X3kyBFe9KIXcfToUTzP4/nPfz7ZbJY/+7M/w/O87wsX7Ib84MV27f4GE7DpbTD+4uVm4nAdh0vC1t+HqAIrXzUfqfwQQ3cWcWu960AB6KUVMg/Ptt26bpuuva5+zuqV44ZLWsHc689k6oOPMfbpx6ltTeHtMECXFrqp90NNOPTdg15agry1QvScDJWlBPLdi+Tujyk+xobBksiRQXQ2g15YhnLF2Om5AfRQHsKwOS5bIlqdukIgLcFqqcYdt+7FqwXxuqKhWEKXjVGp00mo1LrOnwa8qQzhaCdVbnrPYkfh0dOWsWGsQzNk9SDemWP4502RODjf95JGYNbprGdhiFpaQQ4Pdj3sn7MJ76KtcdSehpqALwr0UBIlq4Q5sCKwDQ5uHDUPHu2gqPluRC5XSH9zH9ILDW6jIfHIKaLBNOXnngOZRFf7WWnNg0dm+NvpZ/JHlf6OobUigNUrN6MGXNzlkNz+CloprHv3obyA4Ooze9rJpgFB9YUXIpdKCC/EWlzFfeQkKmERXpllt/MQ2T8F4diUbouY/ZPeL4RSilOHZnnglj084/oLvqtxPJXk+6G7c7lcG8DeTUZHR7Esi9nZ2bbPZ2dnmZyc7HrN5OTkd3X+f1Xe85738NznPpe7774b3/f5zd/8Tfbs2cPS0hK3337799TmBsD+QybXnL+d//PFb7V/qDWZkyHOqkJJWD63v4dtdYvhuA7TAlmxSe6zWdq/CbYl2XrpSWy3s5SIG1u2a20HKcC2Is4anOfBhWnzWQ0GHoT8PaIRjeWWNU5JE2QgNed1RDfFtyFK2jiHJcFZfmP3sI7DnkYxK62J7IjCucnG53alXmBEoFxJeXMC2imUjNe1pEnPBziliDBtXnsRaSwvglDzu7/9KaZfvRMAOxkwvmsBJxWilem3eA3oayX6oxkGxmpsfssx7IxChaZ7Yy9YpHI0xeP/uINwtRmFuDY63PRH42ehOuniriiyRyOSC8oUDYnHUhm18IYsRg6XcYshYgdUcpJyRxmYdvHzkvTi6e0sBMYrLSJwTtoE02EjFV1KheNE7bZ7/DuaDPGvr+DNmOgdWdMMnITkvG6LNO953yBCuxZi1UPnjAUtpCCUsHrBUDPCrUW5qoTFykXDDN2zgD/Ye9laqa0JwVSa5HxnUb61YnkhgdQNp1BmoczBI5vQEoJLrHWuNnJiJU6d02ZhTc8qdEIafCiexDAtu3PPt4gtJQcWOrnqnlZStyCeqLY2ZEOeZPmR6Z38n4fX8AlqGNhr4yxLwx+5Peh+cXxuuCkgTCjUkAIpEQToLESrEmvB7SwMDn1ox2KLL6Kx0xMhJBchOd883QohDDXKFkQpERdHXSNS4JY1UinDQV6nJVtH1Qhi0FzB0J6I5HLQ+NwbbOHelAKVoEO7KUejEhoZCgNorxl/JBS/+A+f4YwLx4yejsAuSYSKdamG2rggyGkGjmuCASiegeF1Nx5eqlMCp6BInxToFg7xtWPTQG0UVs8QhNmAMCWxSxLpibbCmalZUyS0NGEhPcjiEEpFw1PQQ3QcIX1aEj9aocGqQJRuKuo6DUznBUbfy1Dgxlm2kQ3eMERJTWK5yyvU0UnTVORKrMBE7UkBoQA/2xIK3lpMVRrg3S10SQdokWK1vdOmYOo6/VEab0jilCMCVyCUZOCUQgbx9evoWoifszQDUTFVHkKTiTGVegs6bB9XN7Gk4ODM4tMaYP/vpLv/x//4H1x22WU88MADjIw0qRFe+cpX8pa3vOVJ7NmGPJFyxYufwef+9is9j1t5GP/pnv5UtILJn4XlGGDP3H0MwFBjDuVhcgyxJjJWhxH6VJxVvrZN4q+ZbOqhKOuwct0UhWvjqF4LqucO4Y8msUo+3vY02unyhbIl7owJHOsH9neIAqoKFQmqX4XJ+5s2icg2o8aF6yCmxjv7b0n8tMQpKaKsQxgXDZWewin5RJHmN9/6YbbsHDXYcKWKPnQMAhN1pomdDXXV2jp38e/kyTLjH3qYhdedg0o17UIRtitvDUTjWYIdY+ikg6j4uIfmsRbbAw/F1Dgin0WdmCU5u4A7kSVIrG//idMF1+v9WSkgxkdhIAOlJkVPsH0U7xnbmie26C+1nKbyjAylbeYzu6zJH1SkTnjI+cL3FK1fL1SaufnRRmFb0QLUy0KFzNf2sPpjF6OSvXGn8sJpcMmvES3BWqlhH18m+3gInkYdPApBAEkHnNOAJ4VAjWYBUAMJ3EdO4rwqx+WvPYgQIGIswZ0+jX2AFDz+8LGnNcD+ZOlu13W59NJLuemmm3jFK14BGKfGTTfdxC//8i93veaqq67ipptu4td+7dcan914441cddVV/4VO95bdu3ezb98+3v/+95PNZimVSrzqVa/ibW97G5s2bfqe2twA2H/I5NytE1y2azP3HTxBFC90Tkk1iqN44yIuctZDNCQXpInOauOVFCw9PkTxZA7bDRFSk5ssMXbWIplcra/dIAWMZ1eZ/lBEVLFxlkGoTkPfLUQkZnysLuC62SwIvLEkzj5BNBShxiNQEOUUYr4J1ndebNqTnmLpPNt4avt5Nrs1oRQyEoQ5t82FF6Ut7HKI8BQnvnEM+UzB5DlzSNvMt2jVKaMK9dZVpidnsOLjsuUblJqusuMXD7H/L84y6QMCpK9RjjF+NZrquOFKrbu8gwFJeYtF6mTA+B0e/qhLbdQhTAsSiwFOMURKwRWVASbHRvlw6RBRqncUVZQUXHzJVu6/9+hpzYvAOBqSj1kkFmukD4VYq5rCqyzUiOi5obQzEYEboXwLlYDiToHw1uGgq4tS4GksL0DPB+ikg3YsKmdlDbje7aZSoB2JN56icF6XaAyl2TKQY8fQ0GmNu2NMocYtxhGLXgB+vBVVNGoMfFeiNOl60EPLePpmasQSRYr7bn6U++1RLrp6lwFvNmRDNuSHWi4f38yFI5PsWZolinWMuyBxl42BFoyEHVlCraIBJYHhNUCkAJ1VoDyGb5YIBN6gpDohCVO9wPX6x8ZhOHDQGOpra3HU7ysDCDI9IrJjDs7kktmdB2lBGDMjhEmBXemdiq0FBAOCRAFSi367gX8ay5oWUJlUZE5JhBbte3ptDMQIzeP7FmEC7FXZ2PjXaUbAONmL2wT+kG7S5ohmJ4Is1CYUo3cHrO5wQQqCtMQtxvVaJMw8S1DeJs3+QwBaEeY11qogOSNxVyG1GGFXIUiZfZolBVeOTpNKONw0t7//YKXgGWdPcf/eE6dnu8RGvVsEXxg6FpQBXnpFwwtMcVEdGPBChpCeMxRAp6NlGtGVrsRzBJavkUpTHTSVurvu4WL0ode+VQM7No8wNZLvPLBuh0wgSWmzyQrLHA+RQTwWTdfo/m5ttN1Ta5xK56HT2dtESnPbQ4d5xvYpnnHG9IbuforLrbfeyre+9S1ct50ic/v27Zw4sT4/9IY8NeTSF1zEtvO3cGzvCVTY6TXOPwdEH2efDuHoH3cByrVGL60QqZDw8rNACqxKgF30YbHYd40TgLIkx3/lPHAl/kS6a3BObUeWYMJBu102F0pjFQMyD6002oTTBNol6K0uleUUudtPtoH9CLH+2iYFhbPTpBeF6Vvd7h4AfzhBcr6KqIQcP7IIvo/ef6TJSb42k8qW6JaaXq3Hko8XGfvYY8z+3PmNtT4YS+OeWDX6Sgqqzz6LcPOwab9eRP6sSexDc6TuPIgYyiPGhiGVNNH4no9lS55jJzh57Tb2feEBZL/isxrOu/psHrlj7+npLaVQSiGHBtFKm6h/28K7eKqnzhIIkktQ2WR0aZiGxQskY0sBXQh8T0vqcQFE3fdwQoO16uEeWaR2yViXcWh2T48xtnmk89h6oiHMSEoXDFK6WLLpAw+TDOIAjDA6Pd29pj1rEM74lTLCMkF7dZGZ9dvRSvOtz9/F2ZefwbnPPGtDdz/B8o53vIM3velNXHbZZVxxxRW8973vpVwu8+Y3vxmAN77xjUxPT/Pud78bMM7ta6+9lr/8y7/kpS99KZ/85Ce5++67+eAHP/iE9y0IAl70ohfxgQ98gN/5nd95wtrdIBv6IZT3/PzL2DVdX8w0ieUmv1e0TkSPVQG70guAFYS+RW01Sa2QYm7fKHu+eDa1grtu2oiQkNYh7qLoANfroixN/rFS3Oum1NOnVs/Jg2Wiy5J3pnHvTWItSvydQW9wHcxYhKa8SVLe3E6vESXW6bjWCC8is6zbi3CJ5hyFAw6RI9FzPrnBEtJRbcC6rgqiuwbwPz6K/2/j7P34Llb2Dpro9tZuWpDaVCN3fgElYPlMB2+omaLsDdMAJhoGfnysOmkzc02S0laXMC1IzvoM7Vk1myylefjeI9z85QfJHu5TbFVpco7Ln//PV5Idtemn6TXmXfIGBESa7IEKE5/1yD4QkZxVqNEeFnpzWrEyQXM+gdXt4vSAAaWRZTMOoRSyVMVaKKJR6yrUypY0lc3d6gEI8o9UOXd0lDOHh5tdl4Ioba3bL+1asVGukZ4ici38nE2Ytsgc8/um3wmECaxUGqussSqa5HKMRHRJ3beq/fO0tIBTn3+M3/7Jv+M3Xv0+SoVKz3OfqqK1eEJ/nk5y66238oY3vIGrrrqqYcR/9KMf5bbbbnuSe7Yh/UQIwf+7/sc5I9fMZEnMNCnftL2erqIfMko4qAkmNU4VMqcUow+EWN5phKTUqby6gOt1sTzdKK7ZtjbFtTIG9xvnqdAwtD8ieyTCqkJ1rP8WUmgob5LYqyD8djoZZ3WdcG2twVWk51qiylt+zDnmx69EWFURG+YthpWvGTgaMXZfyPj9IePfiUjNdVl/pcAblqiEqSFTG4biGVajpYVnCMpbRePc1oLl0YAGJyJ7XBlwPS2ojpg+R0pzx6NHuOm+/SYSr9dQgaGBFO97+6vISLu/fsBwjXt5Q38TpsApmULmVlzQs++KqOMIfpqRkk6h3wUtl4pmH7SAyBYoy+wJ1+O5j9zuHROAn9BctG0TU8O5NhBFBPR/vYVAhOZZiFDjlpr9A7BL/XWtIC4UqzXCj7nzw+axtnMjE4zQd7Os4cGDJ/m5v/oUv/i+f6dcW4cX6Cko/510t1KKKOpcp44fP042m30SerQh3w+RUvInX/5fTO4wkdhrv+FWls70qhZZvgEqD/Zpf6WEWCqiXYswn6C2OYuO+mSz1a8LFCrv4k9lema+Vs7OsnrJkLFRWtemSCECxaYPHujIxooGU6h1snuEAvXMJO6/LJDaX2hvo1LtyyGutcbLSpJFiXbq9HUtdreA2niKyLUIaiF6bqmj4GeYdSlct4WZ/+9iTv3yM1j4yXOonjHY8WyENrzyiSOrSF+TO6TQWyYaDtHaZTsIp4fMHzLOvouzCcIdY3g/cgFi6xSkkrCwjD52ysxRqLjzS/fyrQPHqFy4qbfuFjC6c5z33Ph7uIn1Uq6aok7OoKs15OZNiFwWRnLolLOuDezWdXV8XuGc7xVebxYf73dHDVjHFtvp+eoiBck7j3Hx9bsZmsh3Hu8jQmOojiyJvVTDPVIkHErjbx4kyqeQMyunRXtj9iEasbJK/uUSYdMGrgMkzxFYp+EDePCbj/I/nvW7/N7L/4xapUtBoqe4PJm6+7WvfS1/8Rd/we///u9z8cUXc//993PDDTc0CpkePXqUU6dONc6/+uqr+fjHP84HP/hBLrroIj796U/zuc99jt27dz+hcwLgOA4PPthnAf8eZQNg/yGUoYEUf/rmFyPzPs7mKlbUNEydUv8FxylKunK416X1SxFbfPMHTs/7qGq9XxcBDD5aMcWwLGGoNuJbeKMJVi4cJmjhgRPKcK9nv5ome4uL8BWdBFExMCE0S+dYlLbZpvstp/g5c/N+Yx44HsbRbD2iq7QmShmLMz3WDmbqRZvgo2NEdw7Akg0li9qRDAf/9QwOfXpHB8iuI8hfVEDq2HCThptUC42fp7cmkwJv3EJWPTKHVxl8eAVR9qDqmZQ5rYmCiOxhn/TJeGPWqnyURkTwytw2UgmHsOZjl7unZCsJtRFJbcQizAhUQlI4L8fcs0YIsjb6NPW1kO1zrpKS2qjT3x4GRNWPQWkBto12HRM54KyTiicEYdpqB4HiOcg/XKb07QU+8i/f4p3Pux4hjLlvVzTRQLJ3hCWAFJSn0xS3JiiP2RTOzrCyO8vqrgzFcweQUczP2FXZazSa/IGQzTcHbP6m+cke7c7fK4DMyT6OBKXJHCpjLRrD/NF7H+dPfunD/eflqSr6Cfp5Gsm///u/88IXvpBUKsV9992H55lNXqFQ4E/+5E+e5N5tyHoynhrgvVf8GPa8DYHAqjSBxwZPeg9Rao1y6zgBSmfGmVWYU1Nzp0kH1uc005Yw4GFr6JjSJBc0Iw+FJIqtoLuJZs8fjEisgHJEx1ex/v/iNolbFKY4pN3ugE3N+Z2AflvHBMmtFWTUHbxtfBKPTQbt59klzfi9IdljCqdqCogml2D8HsXIg6rzvkpT3ixJLUTIQFEdk5SmJZEDhbN6BS2YjpS3QnGzoLjZojYoDZ+8rxGhRinV8VTXzpUAXnzFOSRdh6gUYvXwoysbKpugOiHw8xDkwBsTVCfMczhdad0GivifqEcJgbXXKQu0A9qVqKQgGLDWtySEQEsMZUK9rfqYJBxYXuKfb76H//Wq69rCLJ0yvfdMGoggvz9k9KGAwf0xxZ0lGj/JQj0isnNkGo2yNE5Bk30csschtUjfor1OuU9UnQZUEye6e99xfu+fb+g3K09d+W+iu1/wghfw3ve+t/G3EIJSqcQ73/lOXvKSlzx5HduQJ1zGt4zyq1/+TVYvn2StJvaOmQCqXrL4GfoHJAHy6Jz5IwaYw1zytPql+lGUaE3+jnm2/OmjDH/5FLIUU70Giuwdi2z9kz2kDjXpOzQQjmQovfxilt94Bf5Ubi3rWjOY72UD2L87T/or8510aQsr8e27f4mFEBTOSyGE7L5exp/5+djYXG738HrTA8y87WKK12wmHE0T5RPUzhxk4Q3nsfySHZ36VELmoQVyh00h73DrCMHWEaKkQ3DGeB/dLfAn0xSGK5S8GfyoinfBFrwLNhOO5/B9wyNfvmIz/rZBc681TmaddLj2f7+KRCpB4H8XPOSlMnphkejwEfCDBmaynrTRyAmBP5nCm0h/35ZTARCG7fZvZF6IgduOcuzT9/KFv/8av/y3P3caaRHtkj9uMX2Lz+idZVZfeRHFV19M6UXnUXzlRfjj6TgCoMvItEF8VrfAwkWweJFk5tWTiFfkuzvxbcHoz69P9aPicX3ny/fy3l/8h+9uME8VeRJ19y//8i9z5MgRPM/j29/+NldeeWXj2C233MKHP/zhtvN/4id+gr179+J5Hg8//PD3Vee+4Q1v4B//8R+f0DY3KGJ+SKXqh6R3L5G43UOVRsA2RRITy+AUDZdoN5oUkx7bZ5XrsOEFi0cH2XnZ8Z6XaA2VpQT+gtu9Za0hVNgVBbZDbXOGOiWKIAbbrTUWmBDIQEFEzNeu0ZEgSsjGAjk1towk4uH8mCnuKUyUVtjKM2eZlKn0yeb9Gn0SguR8gF3VJsqsj5LVjrneJmqcphUEXxiCmux0TADLjwwx860Km65pKcQgwUqYjIPEiqayCbQNoctpGaGlbTaD9y4hi37jMQkwc5jNIBybkfsqpE8FrG5zCXIWMtSkTwbkjvrs/IVB0w1LmOhwXzUKyYF59LVh2Yhgq2/2AJQrWbxkiMG9qwg/QvejIgKUv0ZhacHKeRkmb13p4Mwzx40DRcRGdj0Fq/7MrHJoCq722mgoTfJkBWcxYPWcLMoWuAVF7vGQ5ILAyth8+lPf5rOvu4oP//ir+cObbub44gIq7RIMRugooHhmmuomF4TAXQrIHqwgZRJs854GXfjdhRZkTkF1HFMUrk4RIARWRTP0aEhiSTcer8ZE9nlDJrpPRhq3pBv0DMkVUEcVpS31iY8fshSkjlUZv2mhOeRIcd+teznw8HHO3L2muMCGPO3kj/7oj/jABz7AG9/4Rj75yU82Pn/Ws57FH/3RHz2JPduQ05WK5xNZQBivs7FBZC1LRFWgk90WR2K93GfNlRA1qU/NWrKgWN3e23DQmOKhIqzDuN1vqW1ILwgWL4mMnlIaLIE/ZiLmnWrzGgF4GRO1rC0IshKrprGrqrG3CAaguF0iQolQZo2vjTo4paZ1aAWawX0VVs5Or6F9M311psvoQDT+7iaN7YwyNDYNCh6lGXk07ABL6//PnAAvryltb2+3DlKnZiNWdzosne/gbOtP7QOAhNo4DBwznPOtulvJONNONnUwes02TMKWsUHzXyGQSqNCbd6fuu4WUJmgXXfHoi3DD2+vNqPYe4rodLgIDWFG4BZ119lugAmOaOi+tX3ol9KtASwDzrfOj4oPJlfgn2+4i5vf80u8/+dfwZ999haOzq9g1cAugbY0yUUaEepB2kTv256g4efvEpFp+aYWSnUs/i7WjXVhnD5OEaygZby6DryLRmF0Ua/Dgyl4qqUiyNSP1+chPqcF/FBa858PHOTx2SW2Twx3nZcN+eGWv/iLv+BFL3oR5513HrVajde//vXs37+f0dFRPvGJTzzZ3duQJ1gqUUji5ArlN4+R+vQiIqZmLX4LggWwh2mnDY3FP0lf0EkAotKSzSIEamoYDpzqeY0W4G3Pt3GLt0mkST+yTPLQKiqTwD9jmvSMRJ/SCGkjcqOozArQ9NYKIBzLosIInbEovuhcUg+eJPXQKaTXBIfDn8ljfWYVPN3dOR8E6CMnENum0bFNV++z0LB8roMQVrtN3jEpgihjowCtm0GEypYsvO5cE3DVagvGGEL58k24J8sM3D/XPKYgebxKbUfcFyHwrjoTMVdYn05WSopXbSJzahOqJhp2KhdsQZRqiEijbcnKj51Lct8CqQdnsAo1dMKids4Yld2TbNo1GQ/J4AjflQQh0ZFjRoGfne8bwS6AaG1NVw2rz5xg5POHv7v7fhfizJYZuPM4tTOH0bbEObVK5v4Z3BmjkD/x7s/wyRMf5J2f/p/8w//8CDOHm8+mtjXDyvWTVM414HdqX5HBm2dIHSphr3iEuQGqZw13fH9UPkkQarNntA3FkEnwFES2oLgdgsEmfoHS+I+GnPq/AdES2JsEgz8mSe42dEaDPy4JlzSL/0+1YfbdZlspzc0fu42f/aPXMb61CzXOhjztJAxDPvShD/H1r3+dSy+99P/P3nvHWXJU59/fqk43zZ0cNiftarXSapWRUEbkHEwUJhrzMxgwGIx5MQYMGGywjA0YsEHYGDBR5CiEUBbKWbvanCenmztUvX9U3zRz78wKy9JK7NFnNTN9uyt0961T5znnPId0Ot30+WWXXfaw2zwGsB+lUghzpD5TQhyAqLtEFBdyEED/7RGHLrDmc5ErjbZiy22hKJs54hc9Du3sY+m68XmXVW2mB0eXIJZKMod0TYlWi4ihNFbJp9Ln4mdttGNoYOySrnm7vFlFRUDkxWCvio2YDtC2hVXW8cZFIwLNh/58GauXfY7r9x3H3Tc/qzYeq4Lhl6/yqAJhGvIrTZEuu2CcDE4uJH2wjDfiE/TPrzLe8tYIQZh3sDM+QoLe68HMwl+R0ZsHGDpnpB7doKA8aiITasVCRINRvIh03z6LN+ZXL6uL0jCTRyc9BJrUXpvU8PwUw3MvPgG/ErA8lWL/+Ahaa/z+JGGHSV2LHJChRgkxf0xCgNQUl6dxt5epnBC0dAro+JmG+TnpcAKCLofpTZ1kH8phBc2Re0JptIoQ0mqp1JKHSwQ9C1S7l4LkvjwykyE7Uml+x4VAK0GQr3DzzTu46KIT+MXrX8tPbryff7rrZ+RXp5hdE4foxd+Z8qBLeYlHajjCybcGLqp/2yVNdrsGSxNkBEILvKkoNvgl2lVo31jhsytt/C6r9uWJNAQZiV3UpMYUQkNqVJEY0/gdGh1WkL4is6NAYmx+Srm0JL+78t4nFMD+SKaHH+1p5g9Htm3bxgUXXDDveGdnJ9PT04/+gI7Jw5bRSsFwpgvwexWJw4Y3XSBIPOhROiU2eOdgk+YXWu/448/knMhmpwzutKLSNT/Ku2rohRmNnwVvlrrTu6GjyDE86ZEH3rgk6NCoWGUqB8bOAnEjJEfNFcU+EVPDCBITCm/GZE8pwElYPPVVW/jSgbuxypAariuQ0oBL+mAFGdT5PhMTIb135yks8aj02qYopRLIENSOFLpr8aqfAhAVQ+2hZOxYn9RYi7BzZHdr8quaQWF31jw3We1WCMp9DV6SBcQp1AHWJlBfaayywO8wTgsRNbTfMImLTl5HyQ/oXZJl79QMWoCsItBA5Jp2ooThUZ97vRYQdIIutObap97UvGKqWkClU+BnID1inuecOAyjH9uBFVosGEBQDUQTiiYWpJpLRUN4sMJt2/Zx/olrOO+E1Xzr+rv5+HevJjmhcfLN57s58HIQJA0AFFWj91vobqeokQcjyr3SvF/a7IHqz5jmqCxbmsjMuACctgSEGhlqU3+maP6udMv681a05GiXQnDtPbtY/bQnDsD+h6S7V6xYwd133823vvUt7r77bvL5PG984xu59NJLSSaPzK44Jo8fmdhxkMKHl6D6HeR4QOKn0wZgjmDfh2Htp0FHNEWzKw1WL/hjC6pumEMforMpooEurNHp1ucD/sbl2PmGul2Cmt3vDhcZ+slOul5m4Z2k6FmynYnSAOP7u9AKVMJm6oUb6fn2/bgHZmvLXGLrMN7WYYIlWcLBDqzpIqISkkh7nP+Kc7nyy79B/jSPmF0kO25qFl3xYaAHsh1o18Lvssmt9igOWmQON86kjQhBmLJRvUmc0SICKJ3Yi0ovQLWiNLlzljQD7EA0MAecFgI11LVw/7Fk9jXr/Go7Ku3hTWn8tAHuK8f1Ud7YDLhaUnL+pjWU8iV6l3QzdmCChy1aw/AY9r5OwhW9LfWsxmSw+dn5n3gH5hcZrb4uC20pj1RkqOi4aT8dN+1v2c/06CzbbtnBeS96Ek9+wZl8959/wn+857+ZObef0UvXxF8Ss0HIn9JD/vRe+r6zl45pm3JP/GWaO2dh9jl+UoMFUpsgOOWAtgXJKRBo/G4QfsTQV7aS25EzwRARYGlmvq/wNkHv6yw6zpf0vdHCWSY4/I8OorgA3W48s5t/cgfPf8sz/pd37+iRPyTd/XDlvvvu47TTTgPgoYceavrs9+XjPwawH2Wye+thfvzV67n6J3cgcjZCKKzpIspzwLHQCYfEpGDZbyMmTpKUB+sPPjmi6dgdUhp6+Jxcu+5eTtfyaVKe8WJrLRBCEynJfbuXMzrTBedqcoc02V0RTl7jzGpkMSRyYerkTmOINIifhcREhBXjwE5eETkmZaypAFlKoC2FNxPhTYYIDf/wod0I8Qa6189iLwsJbfOqCgTuDARZbYzMWH8rD/xOxcANeZLjzdajqEToxYp4KU1kQ+FQB11LjYJUh1wM10u7KwVB3qUy45Lo8ZkuJtk10cew3YN4lkDmQVaMsWorTaUdv26DpPeUWhfTqvhQKiEmGzY9CQ8GeiHhodH0ZFz2bT3IB/70KxzeP1nzQVgH8kQph6A7iSsETBrg2+8QlPrt5gKeQhCkJek7XIJlISqrmwznKhBUGU0xL7cQExEWdHtMnOXiTvlYxQhtCfweB3e8TGZ3DtqkYLuTFbyREpWBRG0stU6FYJl7iGJom2j+Fgue1hK04mtf+A0//O8bGR2ZpbsnTTLrMrq6yiPQcF38e3HIwhtVWItEkCZmNUJpkpMwd+OoHYmOFMVBid/ZwDnY8DNMQqlbkJo0Wx67FCErmo67F96QKa25e/chXh4p7LmZIMfkCSVDQ0Ps2LGD1atXNx2//vrrWbt27WMzqGNyRPLA8Cj/feud/OShbdjKQiU05R6FNSORocbyBfaUReqOBJV1PlG3WZO0BooWomShswunGKd3zf/+pw9HlIaseeA7gEoYPTm7HtxpTWLM8K3LwOiiIAWlgapeMrrOmZXovCbojkzEsobJzdB7p6DSLYkS9TWy3G9h+RFOQRN1WERC8JPv3cMgAr8DgoRCxHyn2hZMnpSm+8EidlnV1IdTUHTsKaPtFFGqcUsq0HnL7FLbxguYddgpaqyKRMX+WXe2HgjQSgQmKl/6Zu8gArDKgkqHzehpNpFHbYmXgTgCeB3sXOtYvTAtqHTTpGdFAE6uGs2tGezqYOu+Ef7xm79luJADh9g5q7FLGjenScZguxZQ7hbkl8smXtSqMR2mTZABcxniqvNpA75HLmBJZtIap2AyC7U074hTFIYmaKHCY7r2v3m6W+s6oN3qagEoNP/yw+v59DU3M5bL09+RJmnZ6Hww77rq704pnusCRci1EAQdwjhcWp0mY9CsaUBzAHsLUALhx072tKG8mecomSNKa+7ZehB1yenII6QAOCZHhwRBwMaNG/nJT37CpZdeyqWXXvpYD+mY/B/Jtlt38P3P/JzfXnMrmZTGf3KG4IQEiV/ES5iG2ethx5thyZ9D5hRzndZwaLqLkTOTZLe2j0YHiFb2zT920hrkjfcjyn6sD4UpjOpaFM89DjWQJbsT/E6o9Bonq3soR8fNowx4Eyz5roOIdVWGIn3WHlaf7HD/NcdRnE2C1uTOX0nv/9yHaZ3aT/fwLO7h2dpYyoUKV375N2gpEBPRkQGzxTLB7ATjzxwg6kvVDgsgdBRtct5rN0+EmsqAQ6V7iO6f7AKgsjJrKEja2TpSEA6kUa6F9Ov16ZzdY9gHpwhX9hKu7o+jnlk0c1xjdFNLGjpt9ggp35wJELqaSqeI90aa1TMhW6+6j395y5eYPDy1cGeLiHfnXqL+DnTCbbJVq6ZpbjXz9W+oSd0/OW/01f0AlkQrdURFulvJYu+BACJP8g/X/ozZ/PWMlQss2ZRGrcsy+qo1ZryN2FD8+/hLV2FdG6Lc9g9IC4HOmOJAqsW+IzEliDxNzw92ktgZv8tVnRz/rDwAh/4qwuqMGPxri5mbM7CuH+7dsei877tjD89ryNA4Jk9cufrqqx/xNo8B7EeR/OA/r+OLf/dDqkuaENJEPAHuyAwAyrGIejN4OsHS6xV+V0R+0CExHpEeDo3R3GERplpwn7VZYDWaMKtIByHX/W4zA4NT2E5IIXI4PNVFVKuIJSguheIyh97by/TvqxA5gtkNnXFEuelPBgqrrNFCU+6WJMcVUhljxM1pIk8bqo3GyLGZACfXXARNa8HEQ530HQwYOcuqGahSCdxpE12nHBM1nBhRLL9ypmU6mwgijK+zXVSXRlYitCfxRzzKh5N4Q6VWZ7YUAWwdHuTB0bgCeJdRvAwqpKhw/NJhMimf7VuXMDuTbj0KDc6kjzc+PypdVyrowvxCl7pcgf2HESuWEGVcZrYf4O/e9jWk69TGBRBlXMKuJKIhL0pgnoVTCphd6TQZ/1qArAg6fpSifKpP5fiAapnyqGQRTHqoyvwIA3cSrLBumPo9HjQEbpWXZRDKJ7OrdWihADoemsXOBxRXpE3leQAFKVHhz97zM74y+Wwm2u1j4wKl+3aOI+NHMDE6y9T6BIgFisdoTZAVWDNt2gWs8mKZIaaye6nXanuOtgTlftC2uffSsgkTmnRMI9NWlObq0UO87b9+yN9ccj4d2STZ7nT78x8P0hgx+Ei09QSRN73pTbzjHe/g8ssvRwjBoUOHuOmmm3j3u9/NBz7wgcd6eMekjXzhxlu47Lc31KwRgcAKBGBR6YuPBeBNaewZSeqOJEEqIuyA0JVm/RUakhHEOq1JlKHKSO9q/sDUOIEoFYGya3QW2ood0FXbRYDfBX43JA8LkmMCZRvaKxMCbk4SEYjQtOtMWPgDhjImzMLU8RK7JGIauuoANMoR8/S50S9gl6DcUwdlo6TF+KkZ3OkQb8Y4E4QPxRWJluum8DG71DbArtBglww9l1WBqBLTeB2paLAKYJclaE2YMT+NDjR7DKkFoiLQbovnErdhz4Jdnv+h3wGVXtGQohBfYpvIK3dKoFzN6Gyed33+x0jq+hMM57eXa046F9pw4Dv5iKkTrGYHOYA0z9ouglWu+05QBoyWLfZIUULUaXCEMBSEDZP1XUO3Yvm65S0QVKfY7NUQEaAjhJCIsL2hriTkl0nuyY0h8mavNjKbxyto42tocx1aE3kCawGgO6omxS3kGJC0dfyDqSsUehrpC+yKxsmFhElnIQKEmtx4/Xb+tvBD/vSNF9KZTtKZOjLu5aNW/kB0t+M4lMuLRTkek8e7/OfffpOvf/R7tb9twN5Wnve91hJyd0H+9SBPsin99SAToot8PoU4U5H81RTOWHk+X7kAnUmils6vdSZDjepK4598AtahKQgjwt4k/uoeAxBj1iRvWuPNCJK/24O3dRhntWDp111oKOhYzHsUckmEVJxw/g7u+uUmotAiWJal+NxT8R44hLVrZNH1SqgjJzkZeeV6gjV9LSOuKz2C1HhryrFaX1oTpW3yawZI3T+Ot3u2zZmtpN62BqyZkvk5lsN94BClizYhMgmiBkrPVi1oybyMLgAijVTzlyjLh9S4ptgPcrJA/jv38cHLb35EHKiyFJD65X34Jy0jWNNfo0bxOwXFQQgz8/vo/s0BrHJrBSgAIoXKJBH5I8c05rWxgERZm8MfXMe+pXnEVAENjJJDvHr5wut7pJldZ5EaXuCc2v61jU2NxhtXZO6aWNSBEM3AofdFpC9KUBlK4N3XPgAjbpzf/vYhrL+5gle//RI60gmymWO6u6mtJ6gcOGAos5cv/9+xBhwD2I8SuefmHTG4DtUlrVpARABYFkQRIohwhmcIO8qoUzWlRD9O3kTnVCO2uh+qMLvapdLVGuxrArHjb8lA3xQHD/VTqdjs2ztY+0x7Gtx6FLMIBYPXFujaYYzj8oBXA9dFqEkN+9jFOlCuBQRJCXGxE6FiI02B1iH2TAUZgjeXz7thrHZBk9kfklvjNBwXWIFRdkLDqZnd9L1ilrBoc/jmXgrDyXgOIITEyfmEmfj6ObyhItJY5ZirHEHpmm6sVTayP1gget207mQDxkXSgOuNbVdTzIDtIwNsWXWQ1WtH2Xr/Cnx/TkhevFD1Xz89f1OnNbo4H1yv3hutNWF+mqCrG0daCNuuVQYH0FIQds6JCG+4ntBkGZQG7dr9kHEQpfQFqd+5JG63idISGQgqacH0BmEA9ypooOHiodXc8cBeKl2aSo8BOYQCdxq8SbOBUVITpRYOJxBA8lAJuxAys9aitL4LDbhxNqDSDdxAc68NzG6obuybn36mTaGd2oUG5FhIrPl+j3lttI2yFBBmqsCPIMxAQUjsgqbcq5C5DN135Foqe43hxi+uSHPttt28/Nt307GzyOaz1vLqtz+Nk5+0bpGBHa1SQ/UeobaeGPLXf/3XKKW45JJLKBaLXHDBBXiex7vf/W7e9ra3PdbDOyYt5Lc7dhlwHWqvooizlWpfaQ3a0ZT7TbptlAB3TGIVBNasAcmxBYx76G6fOFy5Jt4w9N5kIcP6u15tu9IJwpdoqZt5vqu/VC9RkD4A3ow54HdQ+xqKCJx84zpnaGSsQFJaHodCWybaW0ujky3f1JVwSrTdZ8jQAL1hoz9QCPxuB7/LRoSgPIXfqYzjfEpg+dU5aCo9mjAN3qQxo5tqrBDTwRVAWzEQMQVRymRnZRYIKNTEVHPE4DoNcxCiZrTLALQDzqyF3xM2UdNVGxIRdOyYT3umBVS663Nuvjmmh/KgQkYaawQsbaK4a6dEGjfXUNR2zr21fEgNKwrLrdqcaiIhTGuUBW5e1HDvKvjTeO65W1bzm317sMoxIB/TuEQeRAnzvMGkpy9Eu2OAfA2BxqpERFkbESqCjKEyWkhK/XUnTXVsWtPszGnZaUyXs4CDWi0Q3V4beLvgEwFBGpQbf5nT4AuJVRIm+0AyP1OgdrHZ51plzTU3befnO3fid0rOXr+Stz7jHE5ZvXThcR218oeju9/61rfyD//wD3zpS1/Cto+Zy080ueY7NzWB68BcHyEQLw8K/HMzKFdQfFEP9r0B3b/dR/kFawl7XPa/eyNDl+8i/WAzSKz6uwhPWdMckR3rL+vBvVTW9qHTHuHxS2t9SWWyX6p6QwSK5PXbcfebCOknJ2j/AAEAAElEQVTOV5rC0kIKigWPbfesZHqyo9a8ZUWk+8oUh9NmeUs5BFtWozIJ3Hv2YqUUdlJTmWhvdy8kWkAwkMTORyR/uxeVdCht6iPq9OI5aMKsZnqDpvuhFvXRajdVmBpstkVleQeJ3bN4e2YonDbYvnOlcUaLSL++RxJzflL2SV63ldIztyBDQysy10mv0TU7VURzZqzr3POtdK/W4M5ovHuGITQnNtrd/xuR5YDEbXvw7tiL9hxEECJO7Cb/wjWAU6sBJkLNM9NDPHj1zVTWD+CvH0RlPGQ5xNk1ivvQKLJadNW2jpgqprCxF7oSpG8+eETjHfuzFQRDXpPuVmjCpemF8RNL4PfoBQH2xVhIDA4kH1Z0funmYQ797RL6pnrpuGOidY0BANeBTJrf/OwefnrHdqKsw5NOWc2fvPRcNh03dOQdHlXyh6O7H64opfjoRz/KP/3TP5HPG8qljo4O/vIv/5L3v//9SPnw2QOO7RiOEvnap39FtTIy5QpUKjVFpF0XPBchTPoYWmPlyqgxj0Q6wi6GhsOceMOvoWunT+QKCoM25T6LMCFj46i+zFbB9Sitye3vgmU5Q7MRi0BgVQSy0hC5FekauA7gd5uCkSLSZPaVkXOilIQGp6jQlibIWCbaqBSR2T6NXYnAsojSHtpbGASdC7A3DJKzT36QMzbtQEdmZ7Tp0r3sv7afu75wHEo4SCERhQjpa8K0jar2pYwhKMvGIWAFGmc6IjEN0UQHERohdWxAtRibBlUW3HvnaujRLb34IAgjm8l8ir5sgRNO2sfIcBdjw11EkVVrxwAwYn5aux8s6CkUgD1ZRCoBiWRTwRmAKLUAl118vTerKPXXx1816qtniKxGbizBrSkS0zB4i6bSrQmTYCnBhStX8+YLL+B5u/+7iStQA6VBTWF5RDUMrTDm0XVfe2tbA9iSSr/FzJZ0zDUrmMLjoYdWMLh6kpnRDpSas9jFjpLWT0C3jYBskmqx0d9Db2gMqKMafCfGiWSiP3WTT8X8EibBLkkmntxJal8ZbzxoevY6Hsv4ef0mrU5rZo9Lk9lZ5P7bdvPXr/l33vfpSzn/WSc//AEfk6NOoijihhtu4K1vfSvvec972LFjB/l8nk2bNpHJZB7r4R2TNvKZ394U62rRvFZXnX21NUWghSbyJFpG2L6orTeJSUOpFiUEYsJDWwpsZUDUfdC5qzmqrGp4lPol6YOCSlezjhIIUHUdD4ACd6a+boapeFwKvGnm6ZkqHRtCUh5UiLhYampE480YR6yW5t9CcbxOSROmW3wuBMVlEX5v3LfQFJdqvAlI7RMUVujaZ2Fa402YOhYCoyfdvMYuxbcwAhFHV1s5wzMZ2czbj9TnZu5NclQQptpEx1fvtQahBO6ETZSKiJK6FvHszEicaVnjLG9sJWyTrNZ0h4OYWkbNv94uLmw1CiA5riks03WnQNPmy9D8WRVN5IG2BZFFHFVupnzJ6et51cWnct0/7qk51gVmDxJpA7BX5xG50L1rgQlVQaNAYQWKKNJoRxqQ3gJ3Zv4cwQD3QYa2+vmIgIEFohQXldjxIJq3PUanZ2lZmyVKmPutnNjpoOa8Q/G9SExGNfzem1b4nZJbduzn1p37+dfXPZ8LNh2j/Tqa5dZbb+Wqq67iV7/6FZs3b55X+OyKK654jEZ2TB4J+a8PfguAKGMz9YxBZi/sI8o6yGJI9voJun4+jDMV1NZWe2eF8rmddP7NYWQxRIaKlQ/cz8QfrWHmrG4OvnMjzuESmXtzuDMSmcziajcGmGPRGjTYd+9BjE2hT14OstHuBtsH7VMzBkUpqoHrAJmLLYQtKJcc7rhxA2HQDOVEkcVsPoVwTUCbkgKrUCarR9j8jzOseGaFm9/VyaHfWHGl6YcnQoM9Vqbnx7uopgt3XrWX/BlDTD99NX6vqeMSdhp8IbMHEvHwlVUPshOYLDdvX4HO6wygm3pggumn+6iU09qmlgKvaON0pfCni631uwaRL2MNTxMt6TaOcgtwFEpJVBzsUByEzp0gZ+bkIi1yTwRgVzTWaI4oKZEltbiOepgilEaUjEc7c/cE6fsmKZ7QTdDtYZVCXnzmFi568Rbe8YydRL2xfSAEyrUJl3RhjeYQozmjFnOlIxqfBqQfkTxCcD0YcimdOo8UPh7LETSgzJ6ysZh761G1+UxpEmMVxKrlCMtC+z56chqK7aP1VVmw4pMPcOAdJ5DYnceZrMwH6KUwbcZOA2faJ8w63HLPXm67dx+X/X8v4YyTVh7BBI/J40Xe//738+Uvf5lPfOITnHvuuYChZv3Qhz5EuVzmYx/72MNu8xjAfpTIA7fvMRHruTyoOau774Pvo9Npkw4WG1Ni3MWydA1crx4v9Apmj3NRCdHssXVMiqtVMQualqAtgYgElcglmswgmrcCQGw8xwuQCDSlfs8YY3EqNYA3FS5ozIpIM7FZUumxkGVBZ2eK3ruLYNlEKadl2nLj9VZFx2OIDZkYMD1h9X5OP2GHCSC266vk8vPGmDmQYcev1tTbCBTWtF91nBuA3JFNSjw1FqGcmkVVK8ila0fqy70INRQkpb5F/f3MlpL0ZQvYjmLZikmWLp/kwetWU5ZODWSZPqmD7NY50epz34U2Ei7rBu0giwH51R4zG5L4nRZCQXJMkzkYYbfBtYUGq6RM4a8QnHzdWNRCQ2cEpxUREuStRpGnZwXRlOKsLSv56NufxxfuupWwigHGt0NbCpVoDgPw+21mTnDpfHB+KFzt6VmS6c0uqkNw+sBOVvaNgYa9BwY45Snb2XrzmvmTUK3BdTAR+uXeBZY6rXGnIxJjEeUBJ37Aza1FDlil1kCMkpBbIQ0tk44NfaXRtkAEOqZ/aNFvvDHVUrLvVYP0XZej8/4cVsXwExdXpJg9sbNe+FUIoowpBKgiU3Dtn9/3Hc68cCOJ1MOvu/CYSuxUesTaegKIZVk8/elP58EHH6Srq4tNmzY91kM6JouI1pr7RkeZB643nRT/FHXgO/IE5QGFOyGQCIQGbwaCWU3UYbJWCCRKQakXIqFIjStDhxKZoo5RUiK0yV6z85owNZ+wounvSCNDhVUxul+GgsgW2EVqzoC5IhB40wJvqhrGrE1UcRhTtFkCawHaeAFQK5gZjy/W3ZVuhV+lj2novNILkaONszZuJEpBMaWM4asBCX13Ns/PCsyYAIQQlAZsUsNhzVhu1N1+SuB3WoTphaNSNLGjVILQArtgY+c1fjokOWbHtCeCMKmx56g0dQSFzQUCOx8hkGhMpJ1yDRgQpAXhrCQxpdpmUMkI7JzCqhiqHr9T1vlOtXlWdsVMWieEKSRvQaQ0F21ex0df/Uw+9/3r5z3DIAPFapBW3FyUFlQyCi/HfD3YQIFj5yOUJyn1mehvhNGRTq41PU2YaNFe9bPkwlHzGkOF5KcFTkmbAJQ5bclQx9mJLRuIi+7W38uqs0wohbbaBH7U9qDG8eDNaCKHmiPc8Oar2n2tgmZobfz4Gt7/zV/ym7/9Uxz7CF6Uo0n+gHR3V1cXL3nJSx7rYRyT/wPxyz77tx4k7HTY/4GNhN1ube1UKZvpSwaYPaeHFX+/Dfdw2dhJwwG+PUB0apaOaw1nuJ0LGfzKdjpvHKR0zhqcYhqh0+guCBOCglS4JYGdDxCVCHl4CnvPCKJYAUD4Ya2ocqMIiL9rGlE2i2BVf6mCxuoW7N0xRBjYbQoOCrQL5U4oD0rsos2aExIsPd7n0Ggf++9JY6kjow2p9qurDlpAViO2GyK3M7cNU9qQobyiTodT6TX/iDRCg5aapdcYYL06z67rh42OVQYr6P/6g4y+ZhPas+uO07i4a3JEkRyOCNqA67UxC7BGZ4mWdNec8BJFfolmdrlEW+aelwbqWX1N934REQjGXreGzl8dJHXfLJUNA5ROHCTqSiL8iMRDYyTuPYxVWKTa+hGIjLMfsltniMKIi17+ZP7isjfwqW9cbcD1hnfH2T1O8oYd8X4zlugIOfUB93Ce4uYhwsEOA2BvHcU5NNvy2vLx7alKhaNM0GO7XrXJOLRLiqDDahkEJ7TZO7R8u31F932zJoAzmzHnpBPI7k7U5DT6YPvQeHvKJ/3gDPv/6kRW/vt+nD0ThvdfCOjKIgb7EJ6xuw3+ZF56pQzm9Xef/Rnf/7c/xfo9opofU/kD0t0PV/7rv/6LL33pSzz/+c+vHTv55JNZtmwZb3nLW/6wAPZrr72WT37yk9x+++0cPnyY73//+7zwhS+sfX7FFVfwhS98gdtvv53JyUnuvPNOTjnllMdsvIuJ1hpK5YUB1WIRnU7VvGpCCOxAmFUoftkL/ZLcWgeVjJek6sqkTRStXQoonxRC2iwYImchR1xEycLPe+jUvF5r4k4rsnsh7E4aGF6DXQYVadyZcFFll9kfUemxUAnJ1Mkpiss9eu/VOMUIvQBACkaxWyWTqquFUc7nPekeTty0p+b8j5Tgvv0ruWvvaibzGYbuK5OY5y6ob1w0ICKFlnUDR0QxUN+QLq4tXYtyqq4pshjVU4SPQOZQsCIEZNwKfsUxUc9aU17qMb05Q9e9+boyPFJeNwFTGxJE6SSFlV4tokoDhaWawlJJ99aQ1NicgSiN9CN6ttctbC0gTFooTyIQRCcaIldxaplXrr2QycMlMmmPS87byInrlxAoxX/ffVeTFtToeeA6GDCgsMohMapw44K25nwzV+1YzJzgkltn89z1d/KkZbtqm0exUiMCzRnPeoDbfr4JIVQ942KB25Q66DOzzqttqFpJdpePNxNhlSOKS71aARuEgEjjjpZM4RnmgFZAYUgSJuvvC/FcwHznZFnXv49zRRhO4ygpmd3cRW5jZ/xeibbPvsqlrzWUChWu+/k9PO0lZ7S/AUejHFP0LeWkk05i165drFnTwon0BJEnku6uvcaLvYPVE6vLhBIEWaPTZOxTFYEmWEL9ey8wYGgCSksEYcqkhVcBR8sHp2iitFNjgtyq9t0nxjTd21RcVNNI731Q6BdEGTlvTWsaum4A7qUg6DARvEqCN7swxyqYCOUwDVbFFLsk0pSXKILOhrlqsPMCOy8QIVT6WoR0Q52TUxkAuHNX/SOhzb/qNcoV5JfZuHmFXVAIZY6FCWH2Eb8vrikETlng9yi8UeNUVS6EnuGBJx5C29TjOZKYUoYSbb2Ltk2IQ5iGKKkpDUGuIul+SOHNzBlGqLAKIUturr98oSeYWe9QWG5qjriz5rNkaPHSi09jPFegM53k2acfz4krhyhVAr5/7X1N7WppIvtqE4lFBqZWiV0x9EBNhUxjsfMRdkUzdqKgsKz5ns2u1WR3UeO1rTW9wHcnyIA3W/dbN40zHmAlA1iCKAnelELqevsaTHG0GKiaq1NllVO+CuJQ/6mFmE9v1EK0MAEgiQlVZf5p+X3Qc36fLpb5zf07ecaWDQt3cLTJH5Du/spXvvJYD+GokieU7o7XrdHXrGwC12tiCVTKZvjNa1j5oQfrhycCKicO4e2exNs3DUDYmSDcvAo3Z86prv9OUaOlYHJzBR1B5GmE6iR9P3RdPYo7XMbeP47f3yYKGLD2j+PevqvWLsC+l/hkX2UxvKG3DbgezxETNKVcCFMON+3dyJ7pQXIPdpFNbEWK0hHRa1R7CM9MIR+qIOPMHABtSUqbByltHiLKeuTXtNHdcc1RFORXQte2+kfOeLFJX7rDBZZ89k4Kpw1SPKEX7UickSKe04VbAHFEylUw1/BWkUXGLlOZTFLuB7Sm0i0od2u8qbptZ4a/8M5Go3HLRdL35Zh5zibCpdnYdhZECYvS8qVY5wzR870H8fY9HG75ZvFSHi986zOZHJmmsy/LJa8+n+NOWUOuUOan1z/YZNOKckDypp3m94apHyGKgADyF67DX9tT29hWThggcddBMjfsfVhR+tINicpW63ch1iHJYeMFsMqKyDW/V+mEtKUprgnwDtroSCPngC2d2/LYpWYKverzE92d6IoP45Ntx5e9aYzZC/uJTh7ASfchYgfOYgVNtdaMTxW4+a49nHva4ywD7Q9Idz9cmZycZOPGjfOOb9y4kcnJ9u/RQvKoAew/+9nPuOKKK+jp6eENb3hD00SmpqZ4yUtewm9+85sjbq9QKLBlyxbe8IY38OIXv7jl5+eddx4ve9nLeNOb3vSIzOH/Ujq7U0xOTC18ktYQRWDb1WUEHSmitESEGlnRFJfZREkxH0gUoDsDypsrtQgwAO2GRH0hco+HGHdNgTOLeQuik1PNxmzsHhUYapWWRUIau9emGFlNpKDSa5FfpejcobGC9g1ooNRnY1UMICGUJp2ucPLmPbVzwkjyg9vOZO94f22EzuTCiqURaDcd6dabjTjCrra+62rV8XgTNakJusWCnXUkK/OORQiEFibCyhIgYfTiHvweh+7bZ3HyETgumoU99bgObsEUnw075PwI7Njqm9poo9yIzMF4c6J0y+IoQmncGZ/IEYTrNKwy4XMazcCTXP5sxUVN5++dnmam0jw/Xc0mqNqsoWboqiJd9wc1hSssy3inFWBDeKYiPDdA9kUM+j7H9xzkzgePY9ue5fihzUD3NFuO38n65+7h8HQP0zs6KIwZ61ehkW2qfVshdN9fYnJzktrTrkZECOjaViExY+6Dl4twthUJ0xKtFSLS+F0WMxuTqITxstsFTXJC4ZQhtMHPtvi+Ndx76YNK0Pb9EAq67zNAlN8lY1qcFqI03pjftBG1bYt9O0fbXHBMHm/y0Y9+lHe/+9185CMf4fTTT5+Xkp7NtjfE/q/kmO5uL1IIui2PKTV/fa9Kg4+7fiwGuitd2tQRCTSlATGf4ztuQFaEMfgiakUtQ8vQdHkzhn7DKhkwfu713qSm54H5fKUAqXFFPr0w0jwPfBfCFBfXBmi3/fY7bY3hIQ9TpjZHlNAgdb2gJhiKmjGJ9Ov9qQUrWwIyphVp7KiVJWeZSHW/s0rHppE+tYg2EWiU02KOtbm3phFVFkRJqPQrEiMmC87Pauyi4ZwXGuwCVHrmX1sfs8Yqg3Ysgg4Tia0cTXkgLlAb39YoCaNnSbofUGTizG0RKZzZ+fRxVkXTe59PYiyiOOhglYxuCsKIdT3d/MULzm86f9ehCUp+c3h8Ize/mawmcyCmEareFUENvNBAkFaEKRA9UOmS5AcldtnoPqFj3ZYVjJ2i6dhn2qpFd8fZkC2L0FmCQr8mPdYMslenHaQxtQsw0e6hJ7DKpi6AydA0460Vq1MabcX7uTb7hdoshcAu05ZCqAbEu2ZuXl7Pex61eVTH2tCOLSW7Rn4/w+2YPLoyNjbGtm0GETz++OPp7+9f5IqjQ47p7vbiJT2cFR0UTu1qH8hkCSqr05RXpUjsNZ5wma/g5WZIPyND6hdjzOy3KT31JKSWrVQ3+eWK8hI7XsDM5n66z2P6wn6W/PsuMndPIDYsRae9JqoYAOvgJO6tO+ePS8Hk9wTqvUcQ4VVbkwxkfGimGy8F5RMG8PbNLHBhLBLsV6dxXpoyWb5vqGdZK0cy/aITCQfrFCVRso2Hsdae0ZX1RjS4su4RjcUqhmSvP0j2eqP0tGPhP/N087vroRNOHNnfPhAp6uuYd9yPLOySIDGmTbBAEmbWQ/oQpA5rZBTvwxbA8LXQBAOK4rkdFO5YQbgki3IE5d7GoDtBlJAM/8mJ9H53O5l7xhe4Ke2lUqyw/vS1XPiyJzcdf2jfGEHYbL87O8cWzOaePw8onNpJaWMHWgq8/WX8JRmSdx3C3TOFiBTBQIbypkEmX9VN9zfvqlH7ALijpba6W1ggrQgV2s1bsxjk7dwKTtHoYhmBKCqiJBSPj1AJjd8BOpSUu43ytmcUyRHz7KxcgDfTPnVSCIHs70G1AdgF4BR8lq0bw56wELtchNX6u6SBMNNslEsp2Htw8vEHsB+TtrJlyxY++9nP8q//+q9Nxz/72c+yZcuW36vNRwVg/8Y3vsFrXvManvnMZ7Jt2zY+85nP8KUvfYlLL70UAN/3ueaaax5Wm8961rN41rOe1fbzP/7jPwZgz549v/e4H0057+kn8qMdR8B7FSmI1yupJW4uwEcyvSGBn5FE6dZgn/YiWBGDAI3rSDXze3UFq2BhFy3CJGgHQBslIwXpQ+a8lgt3NcV7AY+WFsYYn3tdfrmkY49CWaIlh7bGGEnFQbvGk6kB1202Cm/btY594/1NI6xGqCU6K/Ssn0YAEzs6KU8nam03SaRxZn2iZHKBieg4pbgunQ/A1CkCK2/A7SiliLLVTYZGCk1vR76pGVWW5MqmH5PmH6cYC8H0yVmmT+rAnYlAa/quskk9sIBy7ukyG5sFC4iaZzSzzsYuBiSmNDJ2atQjyTSiEiICE50gyuDcBdEhm/IrIsQqwYxfmNeybGV8yua7u/RnRbI7GjjGqzi3NlHe+t1l0mv9WrahAH41eTLjdw8S7k6AEIxnurh721qefOr9ZI6bZffN3Ui/iDOcwy2H6P5u8Jw2hrpFakQTpAWRZwoNepMhmQMBTrF5JyUBNx9BEDF+aga/u2GZFIIwDbm0RXJUmcKCi3i8q2BOS+Bca6ySiTIRi/HRSUH2oTnvkVak0t6C/R+VogWLVrB5OG09QeTZz342AM9//vObwJ8qGBRFi3gyH2E5prsXlwvWruaH27YteE4T/qvByRljPLI1xSUGmBNBa6BXhMRc43OcuDFNRaUTkuMmmnt2lSmoXOOEF5Dd3bpQJhjdU029ftgiBJGn23KdV3V3udfwnCuv9SCc2RiIbU6BMl0E9VTyMNWwhmrmRIhr3BlNuX9hKrDGgpQCQ1tS6a731/hhTYPJ5jZECFGnOTFKAVIbrvqqUR4vbQJT5NvvbjMWIDEBWghKQw5aYMD1OkNd0/2Y2iSwi5rEFFhF46FpBeggBKnRiPSoiQorDrqQtJjOzacDkC2eu2pkG9Oa7F5zn9q9ITNrNX6PVacKkDYi1Fizhh5NC1PIziqLmqNFuSbaPzmh8fLg5yDooKXei1KQWw5uPnZeRAawjzwDwM+ZUI0j36o5bOo/NSAijbJBliOQ1oL6W2jzbleph5pEU9vP+FlBNNr+ewBQ7m52ZCmtSXkL18g5KuUPSHcXCgXe9ra38dWvfhUVZxdblsVrXvMaPvOZz5BKLZDy+xjLMd29uGx89Rk8IHOLnldZncLbawKdMjfvg5uh//QS539mjIpI8D9fbe2krnRpZjY1BPVUxRKg4PCb1rLmb+7Fu/YB/LM3oHo7zF4vVt/OvXvNpS3atiqRKbBpLwKyt1iQ/LSgfFwvqdsOYk8WWxZ1rYGo78tiPT2BEAK1uxnULJyzknCgmaKkuuDZExUSe/JoKSgf10HUEa91uiEgT2uc8jQbXj/Fjr9vPw8tQC2r084gBGptP9YDrTETLUB7DtHSRuWrSXWUGNFpEKb+VXZbBZ2wiBLCFGyfBRHfjMpQZMDXOTdQx4q3uDkABOUTBtFWA7jedLrZSEy8ZD3OZBnvQLP9diQiBMyMz39HW+lua7qwKBZTm4eA/e/bQGVDR61QK7bEmglIbYugrwfCCO/gFIl7hymet5rSJcvwUjl0j0V4SRrd7yDHhKHDa/GSWjkLq2iyy7Rrghu8CUgNg11uvqDq0EZoKmkJIfVGBYSdmlxnRMdWSO3zF82cFLYNCc/UNGwx96jXNXvwUyOcX4AuaLMfbjwv/ul3N9vYSmlSiWO6+4kk//iP/8hznvMcfv3rX3POOecAcNNNN7F//35+9rOf/V5tPioA+yc/+Ukuu+wy3v72twPw7W9/mze84Q2Uy2Xe+MY3PhpDOCKpVCpUGiJxZ2d//7SehyvPfNU5/OjffrX4ifE7rTPJmlHs5BT9dxQZOStF1NHmkfYETdfPEw1q0Mfak8QugQ7AXxqQvcfCLoJbXPjLFCYt7GLUtnmhIb98/iZEuQLtCMK0hVWMkGFdMwhMpNjUCQmUKxuKcAkK+SRRJCiOJpg9mOb+B1ahu2iKjPPXaM558n2seNIwVRYYreDArQPc+V8n4BeNp0JWQoiUqdwuBMKP0E4L7s1qEa9y3bIPXfA9h+RuSbWgnIuFsjXl1QE6pVm/ZBSrAXDWGiYe6kLHg7WE4PRVy7h1+BBRNaVNCoJus+HIb+kjNRzA1CxNKW+WhL4eRCpB5AkT2dhKsWpjlBpAQjO70sKbDMyxxmdUDhChajJIAeSYIPV5m+I7An4d7eOqe77N8mwnL9+0mVOHlrC6q4uBdJrRQgP4LqvWpyAxEtK5vTWJrNCYSPqrLFjbjPNISzNwwTDT+5YSTbokpiH0FDdFJ3LBuXcTrbTpvm4GvxwiUh5R9eY2cPRXlbDyJEIZI508dG4vNr1rrSS3JmnA9XnZIKb90oDEnTxCwHOBrjp2B6SHFfmVHt60oNIdO4eqzzqeRPedsyRHm/n8VKQ59xknHdkYjiKJazU/Ym09UeTqq69+rIfQJMd09+LyiidtWRRgbxQZNKytIbhTAr9zPn96Vaz2wfG1tShIgZczBbuiDEwep/CmJem9Fdx8e0NAYIpa+9kFioy3MtgaaDQqXeDOGg7yRpxaOTC72jg0VWLO9Rqssom6d6aEceg3dG/nBW4OnJygnratCbKa4pABULUWzC4XJMc0Xg6sgkZ0xdHfbXS3bFiuI1sTdAikFlRjsUX8uzGixZzi1HG7DYrTEoIzz1jF/b/ah65iDw3nuzMglKLSLWo1NxCGBic5GlPsWaAdQZTS852wCmQFRMxlOrtakZhQSL9NUbV43tV7Jn1N5kCF/AqPq+7cwfVb97JioIsXnXcSJ64e4rhlfXSmE8wUWhdosYvUaA9a9aXReLMCv4cm5a0tQaUP7DwItKFci8AuSpSj6J+00SVFGEZoR5CcAuUZ0HyuDhfK3J9Kt3GGODMsSmtQdb7Md0CIGm2CnQ9Q2f8d/7n0zfc56BDMrrLI7o2wwvlfl+KgNJmlDaK15qmbj/tf9f9YyB+S7n7Xu97FNddcw49//OOmwmdvf/vb+cu//Es+//nPP8YjbC/HdPfi8qL/90yuuPo7i54ngvnBX8N3Jvjey5dz1qdC2hnW+VVx3ZBW2LE09tr0BQP0f/8Aid/eTzSQZeIlx9P16/1YByeRxfb83UJpUveMUTx1oK3uFggie86XrKrXbMnUS06k8xcP4e2badLdUdbDnq0gT3Gwn1EPOBPLzHpZWZ7EH0qQO3sAq9w8e+9wQM+Pd5G+d7pOASoFs2f3MfbyVWhHkhzBRCXf8hDLzx5j9UvK7P+vLJXDzIsc1wBCEq0Zqh2TuQL2/lHqT6UOt2oA26Jy3vFzMgIEsi+A0JxnScHZFx3PHVfuhEYdF4856lYE/ZrkQzZCVavTCVRKkzvLJ+xRiJwAxyZMzAfXNRrlxg5zpZl62gqGvvIgD1e0hqu+fi3XXXEzKzYs5dlveirHnbqGE1YPkko4FMuNtvXD4AQX0HHrtAHYG5w0UYfD4dcPMvQrgV0WROuXIsZnSf/uIQpnLCO1PkPhRSmEjiiOZFCHkzBUBqchOq5Kt5LXIKSp81OE7q1qQd2t0Sgl43eghd2NprBGkzqkj9iR0HLqGqZPWUK4s4Oe46aovLmM9+8JdK7abr3v8pI4e71BpBScf+Yx3f1EkgsvvJBt27bxb//2b2zduhWAF7/4xbzlLW9h6dKlv1ebjwrAvn37dp73vOfV/n7Zy15Gf38/z3/+8wmCgBe96EWPxjAWlY9//ON8+MMffkz6HlzVb5TBYkUtLRuVSUKq7lETmJc9u9tnrF0EVyZqtwcwIkFno5oSef+zL+KfrvotEEeeFRf+NoUpA7C3ShfSGAOj3Nti8a96s4UgSttESiMDcw+UJSj3WKaYW9TsVVezgl//zZMoHTDKv5eILrfA1CaXmeMdpNQ87fW3Mdg1TQPFOkLCsjNGyQyVuPpjZ6B8aZx6rkXgSCr9hn9b+nFBFt28sbLzqmakawnT691axFcjQCJCSO2yWXHxftJeBR0XZxMWTG/Lcmiy7o2PtOaN55zBi8sl3vuzX9WCD6s3r7DKRfdkEdkMFGOeftuCZKLGxx+kWz93EVFLva+OUruC6bXQu82M09xQhQxbv3tCC3Skca60uPVJU4RqGksc4NsP3McfnXAin3jK0/mT087g76+7pnoBIhWifTOmzgeDWgGblu0rgb7DRodUMyhrz0oDydNmKfy6DzBgU8cBxb1b1/DRD72aswaWcN2P7uDLn/sNuVwZ7Yfme2RJwrREWRK/xyFIW81PaBHtoIWgsGyBwqHxfT8iJ67WcdrgnJOVxskrOvaFyAicXESQtUlMGK7GKI74TO0r0rG9zjdXFSkF5zztRFYeN8gxeWLIhRde+FgPoUmO6e7FZW13t9FPi2F12hQZbwR5q4CfXRTNkcMN0q54eL0RQeTWudD/v5c+hU999cd03pQ3/KjrFuIpAXdGEaRl6xoVCy2TVUUlBX6XIAh1LWo4csDPgvIEkdfMyWoVBZn94BQaAFkBQYehvAFBakTEOHaDTkXgzELGF+RXKGQFtNRECQjL4A9WvejUN0Xx/YHYsaHr/ZX7DQ+7qA2trnSFpk5T09CO9JXhbo0l0po/ffJZHOpfzye+dtW8TGghTSEvbxqCtNEDMtBxRoJpW5YNR1qY1E33SVbAnp375C0mNwgGb6OZlq8twGKG706F3LdvGAXcsf0AV1x3Ly+7cAvvfeXFvOqpp/GFH95YzdzGLoLfZa73ppv3XfPbFyQmMfz/TY4I05jywPKrEzJ6TQaCT/zVC9m4ZpCrrtvGZ759LWHZJ31YE6Q1fkaghcYKNMmJiHK3NFkGDXz9i8lC35laQVNEe6dSLFprVKvsDo1xfsT9RIF516ePs3BnNW7evEOhI/A7RY3WqTY+IXjuaRtZ1tO5+GSOyWMm3/ve9/jud7/LRRddVDv27Gc/m2Qyycte9rKjGmA/prsXl3V2FlmKUMkFlHekSd4/M++wVgIVwAPfykKbLXilh4UxT0sYeg7MUvTuT17Kf3z/vyntnSXyFwdLO687QHFzv6HJmqe6Y3C3VTNVPZh0mH7RiVgTRdwDM6AhGMzg7Z0m87v92M9NokONiNevckeSff+4iUp/NXNDIQJF4pCFO2kh/Iiln38Aa7rczAGuNNmbxnDGywz/yQZS+4F8BZ1OMB0M8qt/XUnlZImb34Y1U8QEfgtTb8q1Cc5Yj87EXvpKgH3jNnTYGE3foHVti9LFm1Cd6fgTM5DOVTMcCLprp0ZK8yfPPYf7l63gc//52zk1vTSJPRbjL6pQ2hjgHrYQgSDqUAQDcRqcAm97CUgbar4GiVxFlGpWVLnTsyh7PUP/tRPpH2GBllgevPkhtIZ7r32AH3/hV7z0L5/Hm/7xj3npJafw1Z/damCXSENfF2LXkVGGCgXZGycYv3RF8wex3V1YB50Pmvuhezrwz9qAu2M///CP72XFmSu48vDdfPi+20BFcDgJ6RDSIUJFeLvydPxmkuLqQUobuk0wICyqu7U0GZkLaW+VEBSXWXQv4qvQWqEr/vwEDgHlVR0UTu6DGYmfL+At8Sm/r4R1l4XcaiEiCMdSBBkXPSdDRAh4wSUn09u1SHGWY/K4k2XLlv1exUzbyaMCsGezWUZGRpoKt1188cX85Cc/4bnPfS4HDhx4NIaxqLzvfe/jXe96V+3v2dlZVqxYscAVj5zMjOfB86C0QFVv24ZsCtJzw8HMcpQcCxEVTWIiIrOvgjttdv+lQYeJtUfmbtIWvOrJW/jaj26DadOylosXMkOaomdWoJuKxWgBuZUWEye1oO5QmsTEHN5zKVBefbPjd1YX5voIrLKi+4EixSjZNCbLh767fKSvWfKsUZb0TrceqgVdK3MMPGeCh+5YjaUMWG4iwA3IoFzqkd+hxi5EBnSvRu4BpW5pzmvFP4aJ2Jr6wRD2uklEJsIv2xyOuin59erUGvijLSdy0bo1CCHoTab4k2983zg1ABkJpG8xsyFF99YiZJpTUmu3TjhIX6OchrEoGnhtm8XvcZk4SdF3V8UADMHCVcaFEjj3WESnArYBFtCaH/zuHnpLNu98+oXsmJzg2/ffh0hGZlNnUgKwynpxozgSUBaQaT5RSHA3FGoAu8A859zBLGcsW0Y64bH+nOPIfeJn9XkqBUqRW5kiSjoxkNEM8IcJC6fQPuNCWxrlLb7BVUmJOx3iZ63WNAtakxgJSUxCfqVdN7SVJn0wpOd+v1Z40JkJCbKmvoJdMf8AMht7cXaXQCgsy0JpjYoUT7pkE+/+5CsWHeNRKVU055Fq6wkk09PTfPnLX+bBB80O8sQTT+QNb3gDnZ2PPhhzTHcvLuNTBRLjitJgm/VCG0DVndX4Pa11hQwgTCi8aUV2j8KbMpE0pX5JYWhuGHVrUS5c+sLT+fLXfkX3tSYkSyvV0undKDKCjj0+xSU2YSMf+2Lgum4elbYFYcOOsmp0NkZ2WSXoeoh5UWpCgztrjisXRNQ6nl9g0oizOwSpYY2lIHIhTJtiowIgwnBtxwpWKFPgtK67NUHaRNW1pOSJnR5W2VCRVOt1BN0hqqsOxWvgtZtP5ZylKxDLVpJNJ3jv5T9B28aRIpRA2VAZUKQOWCZ7qvF+xQ1pV8Yge8MY/Dq4PneMYUYwfrLHwJ0NqQ0LPGOBoTzLx+dEyuju7155J1nb4Y0vPJvdhyf4xS3bEDLOLCgTU6m1bLK5/epaPrd7Ye5f1elilLeAALZsXI5rW6xd10ex7NfHWQC3oLFno3qdm0hR6a2/WNoCFooXUUfybYEobWPnfKK001Z3e8N5pJ+guLRh/6pNYIJVqb4H8bvi1p1NVQdFf3eGmYkCkdJYUqK1JlKaZ56ygb/9o6cewSiPQvkD0t3FYpHBwfno6cDAAMViscUVR48c092Ly/SeCbp+OcLkC5a0Xj+VJnv9OE4bvmetBFM3B/CyiFDJOtXjwxmEBtWV4s8/8zxu/+0/k/+Bx5FGIjtTFZK7ZgyI2dSkRjutqa0EGqtkfqtK1Jui1BvbllrT9XOTkSeWWzVwvVhx2HGoH93fPDttQ2lVhLag65cjWJPl1rpbQ+qhHCs+dg/2TIAAgrUDjCc3QE5DUlB5yknI8VmskRmEUuhsGr20C12NvBIaa+8oImiRJhTPjlChcrOES9IIBclshbzrcED11HyqWsMbn3Imm1cOsXnlEP1L4DP/cwXje7tBQ/eyWdadu4+rJ4+j1AOVVXMylasBc8VuRMlHd9dT8JSt6+D6nBtR2NzN8GvWsfRL21sNvq1UffxRqNACvvW1n5M8oZM3vvpZ7D08yW/v2Inta9RAJ6ojicgfWfFa2SYoEgmF5ZrOKogtBbovi7NVcOKTj0cIwZLSICW/Gm0oIO9A3qH32zvI3DWKUCCnBKUTGoIJvbrebCWRx/xiw3MlVJSHJEFaYhdbR8RrILfCJbnVOGqq2erKFuTPGGTyWati0F9THE/hdfjgQnRWRHSWmdPyf/DZLwdQQmBJYexupXn2hSfyztddvPAYj1b5A9LdD1e+8pWvkMlkeOlLX9p0/Dvf+Q7FYpHXvva1D7vNRwVgP+uss/j5z3/O2Wef3XT8wgsv5Mc//jHPfe5zH41hLCqe5+F5jw2f8YO7hsFzDThYaZETbluQSaNla8UbepLcqgQ991XI7C832TuZvT7+fYLcmbKt3tYadMXi0ktOYcctI4xMN1iDMdfqQgsjgFMMTDqviNBSgFIMn5ektKSFARNrjM4dgbHAmzjczIIfWhHaMnyejUZc+kBlHr1Jo3Q/EHDyG/ei1LyaMU1dbDhjPw/dudqsOZbZlNR4j2uFTeMUu0iTKAYI10ZpTZgUFJbaNa7VliIERdeh+HOz+fEE9IQVyv0Rs+s8ZMLmheuP58PPfhpCCK646i6+/D/XsexAgAYqvZBfJlGWRW5tgtRohDtVaVIo2hKEnUlwbTp2R8xsqH+l5UKsQDIu/pYVeLNHAIBjNkiyooksyG6t0Ht7EW864hp+zW3Z63nOK87mfRc9mX+48zdoQLoKVbEIskew3fQ0JFsPQjjNxzXg5DTP/5evYnVaDI9OsbzFdVZZGz5W6k4R4r8qPQ5uoT29i9Ci9cZjjihH0LnNZ2pTouYUqe3gALugyO72EVLStdXH7zYZE+6MwmrI7BOAjFo7soaDEstfuY7/N7SB4b2TpDIe5z/rZNYcv2TBsR2Tx5/cdtttPOMZzyCZTHLWWWcBcNlll/Gxj32MX/3qV5x22mmP6niO6e7F5a7Dh0lMmgKVlZ76dx8AIbALkDmgDU1IC1G2xu9UdO5Q9DxgDKjqGp85oFCWoty3AIULBsx+1fPO4uo9D6GvGa+tISLSWLMVoqzX+vp4rE5e0bXdJ0wIwqRES8ivcEC3gKCrdCsBpph1C92tLBM9JwJjUIWx/Zk6RAyAtp6Lk4cgs7A7X6ORSqKdCF2BMNm8VtccqtqMRwTG8a9TEqWN8VvpEQsCsSJW7FVwOKlsKgdNwUu/S2M7kpdt2MyHznsKQgj++4bb+I9f/g4QiEgQ9EaEHQp33Ka4TOGNyvk882DSqDEOGOmLmmFuF1uD6+agoNJrU8kGeLNHFgknYgezlhpvOiIxEWAFmis+ey1XfvUWXvCiM1j94ifz+R/daII1RqA4ZJwXi0k7/tV4As2iDT3Li/7mcixHcnh0trUR0rCvcmc17rTC7xTxXhSchbDNI0S3gqxFx/2TFDb2ot2G71eVCjDnkzxcBs/FLohahso8aj0EdkGZoruNNDnAcD7PcSt7ePnJmzk0OUtHwuOZp2xg7WADn/AxOWrlnHPO4YMf/CBf/epXSSSMx7BUKvHhD3+4xtN6tMox3b243L17hJ4fHiLsdpi9sN/UOJNGN2AJUnfP0Pe1fW2vD/rTzF5yHJZt4eab9+8a8MahtIT2eLnS2GGS13zlzfQNfIhr//jIgyg0oBM2lVWdtSAdBMhCBX9QomWrhVkjpaKXMgWRqkdsQ02HZm7ch8z5KM8mChykMoFOhye60FrMbzP+s7w0IvnAyKJjdmaM4aNtSXDSyuZGhED1d6L6OxFC0TmUI5WeYuyhflQE3YMzqNsPUtYL7xG8nRMUz1gGQNcvDyGmCvgrOymePIibTfOyszbzjmedi9aaL113K1+87VYmV/bCCkjMaDqTAT2rp0hdCeGMQ7AqaKKfFUVB4v4EVlEioggrFLWYgSjZhp8MQAoKp/RQGUriDS8QTNnm3gXP68T/oy70gMPnuJlv3HAvL33Ok1mf3MRXf3QXwrIIzj4e5+ZtiFxpwaA5DYTdrWuWAS3o6hTRUDd/vO6tSCnZKyvwJ5vmXedMlGrBbMltU3i7pqms7gQpKPcIModb2/ka2ma5N4kQJMYjRp6cZslv80018aotV7otwvwMsxcsZfr8ZXgHC6A1leUZdKJxYoJw1EOvMu94TSLN6I372LzJ4vy//SOGx2fpzCR52rkbWbGk2Zl1TJ4Y8vGPf5wvfvGL844PDAzwp3/6p0cvwP7Od76TG2+8seVnF110ET/+8Y/56le/+mgM5aiUex88yEc/+0uctGMKRnouVHwDtgsBrgO2behA3PmPLHIF08ensAohmf2GS7PJANDQcZsmd4amJSIcR6It3Zvl+t9tZVzFSHrDeUHKFOLUc6LWqkrZm6jUeS81iFBBocySH0xy6CXLKA+5cRGsuH8l6NwRkdqZQyccwq5kLY1IBBH2SI7kRB6tBvCH0igZF9+KNN5UuKANpQV0WqW24DoY4D3VUaqlQ2khiBIm4koG9ehhMyBBlLE5Z9MqPvjhl7B1eJyXffF/jMG8WMqTZYx/4UcExRAXcGZ9Onb6qKTNjdfdxbdkFwfzOX763Ttr4IoAEuOQHFNMbQQlJXge/qBrOOOVRlsS7ZoiXQLIDCsKSxRhh4mUEqodjBGL0pT6bbwZf1EgGTDPwBP03VKk79ZiEyZfmC3znS9dQ/lXAus5HiplIselFzF7ik3fTQsQCUuNPNdHtMjS1AqiyflhGEJpRiZziElB5AlCB+w5NO8yULViQWYwQKgRgUa5knKXTWI6nJ/WD8yudrDzkYnobFMAUGCeVbnfoe+uIqUBh+KQExdwU6QOBaSGQ8KMjVU2UZSJidY7CAX4HZbxNcWUjhrzzmtLsH9yhi/efANiR46u3gzCtekb6qSj8+gtsrWgPMbFVj73uc/xyU9+kuHhYbZs2cJnPvOZGqDdSqanp3n/+9/PFVdcweTkJKtWreLTn/50rSjpIyXvfOc7ef7zn89//Md/YNtmrQ/DkD/5kz/hL/7iL7j22msf0f6OZDzHdHd7uWnPPv7m6qvo8CA1ovGmNZVOgXJMZLg7qwz/JHHx0TmiLE2lV5EcMeA6NOsUoSE1EhmAfQGHX+cGi/8ZuwV1fY6BOZ95IwWKadcYiC3AcKtQ16d2WWOVI4K0RXJMU+on/q42enXBm4zQSLSHoXWJ10gRgVNQWCXjnE5MKLStGT9NIsKYk3xB8HzxCEARxw2HCRNpXju70YNaO1mgXXjWlg28/x3P5p4HD/Kn//Y/aMtGqgV6EfX2hA+hH2EhkBXDmR8l4IrD93F8po+tew7z82u31ej10GBPWjiTNqU1Pu6kQEaittdoUjjC/M8KoGN3yOSpFkQgg0XWNK0pDli4s2242OeeLs2/5GhAcjJs0t252TJf/+r1VLIWeoWL0AKpIH3I7IcW3GuBeUdanaSZl6lQleHxnLnFog1Fsahy3pqmu3ZE5JYJgg6JtgSRDVZY58U1/Zn32cmZzDlD/9Nm9MLUPSit7aLjrhH8gRT+UAblSGQ5JHEojztZJurvpNzrILSOefBbiFK4sxHJCU251yLICII0Zj8rYcfYJJ/7xU1UCgH92TQ2kldekKEj+TgsTg6Pue5+NOVf/uVfeMYznsHy5cvZsmULAHfffTeJRIJf/vKXj/HoFpZjunthueHuXXz657eSTnsMfGUvnVeNMnt+H2GPizUbkr1xgsT2fNv1L+xJMfXik7BCcKfMitrseIOOPVBqR9+rQQhB9/FJbkp/k5Fv55BWFtVunWm8NNZPU89eW+PPFgCRJnP7KKl7Rjj43pNRlkNjwXO0IFEIOGHqbobtFRwMlqFiw8uaLpP+3X6S28YByF+wDj/n0SNHCEKLfGl+5nyjCD9C5iuL6O66BGsGwRYMLJ/ETQTMTqaZnaxvkrSWTB/u5E8/luZ569/MLb+4iy9/8QOMRi4LQVcCEL7JOEjddgD90CgOYI8XSN1+CH3SGn52X4mN2R5+Xt7Lzw/sNAoo3huVu+BB0c/od86ld3CGys4M7h6XqDdCWxpZlMgZSbXovEq6JO+fJHhSDxo1H5ieK5Emf0oP3i9aF2htJRoo/3k/4XM668XEgSm/wH/svBLrcAFZ6oNMEhIuwYUnIXeP4Nzf3jmEgJmL+lt/pkzB13liSUb2jAFgWwLCyAR/Nk4vaddxDA0DX9/K1FNXUFmRRXkWlQ4PN9cQDEHD1m08hywnUIkFsjYtQdfdIePPVBx6Sgcdu3wyByrIQBOmLHKrPUK/yOqpg2x/xino0Ka8ro3jSincw4LwRz3IZT5yRQX6fKwbioiiZvttO3ng679itj/FUFcHotPm5T1bSHlHEHlwNMofkO5+uLJv376mbK+qrFq1in37FvgeLSCPCsB+4YUXLsgte/HFF3PxxRc/rDbz+Tw7duyo/b17927uuusuenp6WLlyJZOTk+zbt49Dhw4BsC0uQjY0NMTQ0FDLNh8r+fI3rkdrTTCQwdszDZaFSCWbztGAdqx5ixlAccDFmwpJ72/vsXQnoe8HmvEXxchdbNFIBApNxy0euckKlazAKbQwTCxBpVPj5Jv5LUWgcKd9nEJDCl1sjItCCStULP/GfopbBpg6KYOWprCXN2WMSHsyj4g0zgGB9mwDRlfCmn2b2TrJ5GAKdzZCWYowabcFtTXGK65dSWU8geoutgXZlYJiLokMFUFSMbvWQSXqc7YLmvQhcBqczM966Zk4js0JSwc4a/VybnvowMLUOVojI8XkeRFRWmMVLDruUyT2GMPRKoWEluQ/vvxbdNW5MAdcAVMYZGp99aAgSjhoO46kmnMvUqOaIBdSXGIdWSBX4EMYoR2rtilpORUBs8c5OLMRfbcaxGien0Zp3D2axIgi6NEmOk9A2CvIH5egY0d53v3SAkSnxnp2m2I+Asp3Zecdjrx6er+swPhZHQzemGu6H96kT2Ug3hRGmsRkiJurp5QpS1DqdZB+hJszSEClx6I4YNO5o0LpFCfelM4HtjQakYwQgTH4K90udskUG5ahNpkPSYtKn2sK5loRsk2aaeQKiks8U8i3mnUQjzFM1vsb7oFBpZkcy/E/X7yaX//wDi772pvp7Z9/f452qW6+Hqm2Ho5861vf4l3vehdf+MIXeNKTnsSnP/1pnvGMZ7Bt2zYGBubCk+D7Pk972tMYGBjgu9/9LsuWLWPv3r10dXU9MhNokNtuu60JXAewbZu/+qu/4owzznjE+1tMjunuheWfrrkBhKA4KMjuM1le6dH5GTdBmmb6rlj8jEGTO3c0R643ilPSdOwOya2xm7FZgeGIXldhHAjHbAbyqgkcBuNoTO6aIndiF1bQoBcU2KWwqdhz9bcoZRmH4JhmdrWmY7/x+loVwy8dxgUbhQ9uTptIdl2P7tVA+rDGLmqENNzpBqxtEy2FicIPk4aze54jf+7JcS/aphlkbZxEw6HnPGcLtm1x0salnNKznJtzI0SJBbS3xtTIyGGAVREn2sVGtVWGSMInf/hb7Jlqd/W2qr8nd7v4g/VUMg3G0THHiSCA9HBE6aCgNHRk9ABB1kbbISJcONNKA+Uu4+RNToZzb405R4MzEyEHNMoVNWDbCgVBUjftgxrbjTwotisBImjK0qpKY5FftOFpF3OyI5UrDN0g9cfdcVjDcFyfR0CQhFKfZe6n1ggFdkmRGjN0d5WBNsV9tUZZwuj/ARtZ7sOdKpC9cwQRKbRtoToSBMu6wZK4BU25XX0EX5McN3Q2aEiNKMQIhB5MbgBc41WZVT6OgpHpPJ//2U385NYH+c93vIyejsefg/yx1N2Ptpx00kls376dr3/967XCZ6985Su59NJLSSaTi1z92Mox3d1etNZ87lvXIaSgsmUFqRt2kNhXIvH1/UfcRv7c5bgnFXAfcEA4LQEnd1bSdZ9i+iQd2911YFELjZMOGR+P2FDZwcSoSz0iqGGsgOpIInOl2ifBQIrZi1dRPq67fqLSiFCRuX0YWQhY/vE7Ofipk9AjKYOvR0ZfW/fl2fsjiVAH6HUOEWUTiFBhzZRruls7En9VD2onhMc7+JkFrEml6fnRYbp/MXxE3OLVr/z6p05y5uvupaO7no50YGc/1/7wNKZG6zbNevlCpJSccslJBF86l7K+zyiRNl1pATqdoOfGMey8hDXLYGwKkTdBYeK+3eh0ko9/50oOn1pNS2poIH5GEytsUgfNd1xEAnvEMlSqtmgKuhJAYvs4QY9N8fgWURTzBqhRiYdRjBSITkoYcL1hfLXmgPDsNO7NZVNNXgoQArV2CP3QQUQwP1NbA/6SBDNPm2/vmD4gs2vOGIVA5OsbARlpeq/YxcRLjmuidSls6SO9dap+XqDo/fne2t/Klfire6mcuc5k1WGojIKUIOrP0nvFHsZetarNjdB4k5CYgWXDBUa2hIwPJpkZdwxt20yZ9PgIJ148Qu/5Gn/HONt2LqPVPs8uaDp3mT2KxkWPOUR3ZqDHx7lytHafojsPoJ66nkOTs/zrj27gp7c8yOXvfBnZ1MIOp6NR/pB098OVgYEB7rnnHlavXt10/O6776a39/fLOHxUAPb/C7ntttuaNgdVDrfXvva1/Od//ic/+tGPeP3rX1/7/BWvMFzFH/zgB/nQhz70qI51IZmaLnDHPbF3pMOjsjyLd3C2Ocsc0EmHKJvCmlOIUgFOURs+6XB+pfNGyTygsSc1M+c5+EuMJeyOWCS2OyhfML1B4E7TOsodc1w7GMoUDXYpInmoiKx6VBuoMcTkLCKs8nOBnA1JDcebi9h4dmcrpjAHmAihcrM1VgWh7ekKHbvzWGXFVLUgTKvhOXFEN7D7xmUMHD/Z9l4IAQ/dvRJlw/QJ8w2xMAUz66BzZx1k786muPrBnfzt965kdiSPJWjii2/VSfmEANWNiWaKNPmTbZI7FYPfixAhyHKI35FoCZbX5iXAm1YoC2Y2CGbXmkIfaE3qMHRuVSRifda5w2ySRhIeYcoyqe4LiDNZwTo4A56DTnpgzZ+PFgYEnjg1Sc9dxbZAUFW6bwnIbXSbgOmZLR4itEgeLGHFRWw14He56GeFuFmNjlMRoR4wGexJULl//qbFzzZucARB1qXcbZGYNO+ctgWzaxMoyziBOg6FhkO/oQ0RgVs0XG2jZ9u1Y0uvySN9zeBtBcZPSeF3NN8TAch0hLNlBmtS4P4wg99jo2xBud/DqiiCDkEQb0qdgsabAKsYNaWzgckKKCxL1NPP58zTnYGSZ0Cqxk2ZUpqxkVn+5cM/4O8++5r2D+OYzJPLLruMN73pTTX98IUvfIGf/vSnXH755fz1X//1vPMvv/xyJicnufHGG3Ecs1bMVcKPlGSzWfbt28fGjRubju/fv5+Ojo7/kz4fbXmi6O6DM7PcfXgYANUpyC+F9CHdFB0sMMBykJ6/DisUOmlOSowvvKamJhSIgNm1brw2GnA52lBEIVCTCbAVYUZCi3ZmN3qMXOAgKxq7DM60pu+OsGbgNEql20HbBmS1lMnm8rsFVkXj5GMg3ZKG6zyeo5jjOzTgrPk9sqHvfpha1wIMjyVMQRSD9tUssrYiMGCCNg510Q6Nb9go9GTTXHn7Q3zsa79mplRBOmJeYbK5fTgFUXcYaGpp+DrOvDcZbDrWh20cB0IjfIGWJjLO76pntdl5SEzVs+XGTvEIMyYCu919ahqiFuRXJrBKCm86wC7Pf/Aa4xgo9Tkkx/2FAwKA5IhPYUWi6bwgaWhgnAJIXW838iC/FBOx13hBdTsYzXkvanREzX1GjoBI194XoeNsuWph9Kr6bXAiSKXxigIxqfDTcXCC0qRGIkAgtcadDPC755g4QhjndwKSY6aweOpwHrQmHOokzHpErkA5pk2ronByEX5GxkVvG/YdkSY12sAFLOpPzC5rerdGjG8RaEs0YW9Kaw6MT/OJ717NP77+Oa0fxDE5aiSVSvGmN73psR7GUSFPFN2959AkOw9MABCu6adU8kneceRRilHGxnoVWN0F+G3/gtGcmf2CxBiUlimKQ2Z9S0xrypsD5JSFszuBuz4kO+DHFCzNEq4fMlQq5QBZquB32cxuaiiwWK2HEip6v/UgVt4oT3smovczexHKJur0yG8ZIOr06LlyDyK22WWgkBPNfFsCYzPJXAXHd8h/dwj3WRNt59f/9X10/mbsyAK64va7j/d5yjv3NeEcAEtXj/OSt1zFdz93CdNjBmTv7kzxk1se4BPfuZrZ5Um809bWOOJbtq/ByXSDlUB0JdFKIwZ60eNTiJ37jb7eP8rkUztaBk81ylSYwqmEJO86iPfgMNKP0AL8tb2UTl1O1GOegz1TIXvzMP6S4wg6WVjJWgJ3pHyEN8vsFYJnd0KoTTHbVhJporMDrNubD6u+LPLw1LzhCGD27B5T3FfpeQXEU/sFycONQQsalMbaP14/BCR3TmPlqhSEIPMBHbcM1z5vNVrpKxIPjREMpiltMTSnulr3DovyiSvp+vUo0xf316M1tAZb4sxA5zbJ1MY0MpLY93qkQkl6dY4Vqw6iryoSjfrkrgCGBaueepg9ewepBHbz/qGi6dqu66wLZhDmjwmHyvoNJPfcg1AaWagH/2mt2T0yyWXfv5YPXfr01s/imDwu5ZWvfCVvf/vb6ejo4IILLgDgmmuu4R3veEdNjz1cedwC7BdddBF67urcIK973et43ete9+gN6PeUXL6ZOiPqTuIjsQq+AaiFQKXcGjVMJM0CVV13sARO4cjShAGcKcjc0RyOI0shsytMiJZy27Skdezpw1DVCKhkbcI1CbrvHEfHKTPCD6BQRqgGR4AgnkvclAStQJcWsqLr8ry193P9PYZPrefeGcJsEm01R2hrYQD2quy/fQnrL95L14pZ5BzMWCnB1FgHO+5fQW5VtWr4nHkLc4cLSw3I3tmZ4Kfbt3HFV24ivc9nMAYXptZ7lJa68wxijUZ1RajeqN527OUtrRGMP91i4GcRhAbhWAhcEdoUhxt9ik2pQ9XbE4LikKY4JBm4WZE+pJGBQgPd23yGn5SIefPbvx3pHcbaFZWAcg/kTu+k+84Au0H/F5daTGxOEHZI3Klw4bECif2K7HiJ2cEkVTVbXq6o7E9S6U8YSgIFUdIyz2wHRKFL+tRp3F6jzFTRonxHB+XbO024GnWFXeoT86NBhSC/vhO9t4Q3Wmbi9Cx+lw0a0ofUPHC9OlaAjv0RxUFJlLRIHfZr54oIBm4v4qcluVUukSexKwrHrVC+uGJq3y3VVLottGOiBoKEJr9SNu0sgg5BccDC7/BIDQd40/Xiqn6nHQM285+RABNlWjS8xFapORJBRYpbrt3GyKEpBpd2t38oR6NoWgKBv3dbRyi+73P77bfzvve9r3ZMSslTn/pUbrrpppbX/OhHP+Kcc87hrW99Kz/84Q/p7+/nVa96Fe9973uxWjik/jfy8pe/nDe+8Y186lOf4slPfjIAN9xwA+95z3t45Stf+Yj29VjJE0V3T88pSF7pEdh5w9stlAF9lWMANqsCCAjT1NaGqOH3xRS4Jo4Grr1uwji5D9qEgUPUIRBaMHuCx8C1hXnXTpyeNpFTniCQIALJxMmSrp0hVsXo6siThEmruUg5JuOsNCAAQWGZRWJMkRyNs6oXuUflHolbBBFAz1bw0zHo3HClkjSB3doCQlpHsTeAmVroGFxvPwoNDHSlueK6e/jatXeZtmNmDlEBXd0K1cDhGHioGE70Vo+nBvqGBnRfyIkttED4gsJKQdjIVy8EYUaTzxheertSpRDSuHnDWa+tNiB7PEY3Z35GKYuygNSI30SvU71Vs8sdtGMcJAs9LwG4ecVsXIisqm9lJAjThn9ehqZhZQNSmAwFDWFSE6VEfH80IhBxpmN102fm7k1oZPPWEKEgt1qQHNd4U4AyBnclK7F9bb5P8wYbO6/zmiChwTJjofrOCIEVQmIsJEoIlG2+L1pCpdfQ6mlHx/V8zH0JtaIyB5BXrkWQsUiO+vidNkHGqvedi+r9tRifDCAxYWiW5tIRRUpz5V3bGZ8t0JdNt2rh6JXHSHc/FvLxj3+cwcFB3vCGNzQdv/zyyxkbG+O9733vYzSyx0aeKLp7Jt8McAYbl5C4Y98R2dFCaMKXdGL1HJn9CqaAd8eB5uC4CWWhZhMoR7N/vJ+nvmgPV/3rsqZztBAE65eaNSfpQsknc9V20r8OKZw6SGVlFhQk9kyTumsUq1T3aGogfe907e/sDQcJepPIwpGNO32giOrrNLbY9wbwLg6pZGnSt86hEl2/GTvi+1CV8z5uAPt5tTUtjUPEOc+8l5/997ks60zxtW9dw3/t3WkAWBfCLT24e3pJPhi30TBfANHXBZ2ZWj01UQWPe7vADxD7h2FiBr9LLLh3QAgC16f/hw8gZupFQ4UGd9cE7p5JZp+1CdWRwB7JYY3m6PqNg/+iFURZ0VoxKG0Cvm5vcFikk5BJw9ikSa2vSiYFeeP8UCvd9uA6gCVQJ0jsH42jlvfX7ku0agDr8FTLS/quOIQ7WmHqWYMEy0ykvpVXdOy0yOyWdd0d72Wdu3Y1RcMLDJ9+lNDYEwW0tBj6r61Ysz6zZw9hT1VIPjTVFi/IXL+H8oY+dMqtBZghQKccwlVL6bi3TOQFRBmJch28WUn6kNlTCAUFJ4FVkggtUD/zmbpymhotnYDZazXWvwWc8O5d3F/eYGqkxJIa1e2pCIVAZ5NEy3uw9k0Y50GDRErz01se5F0vuuDxF8X+B6S7H6585CMfYc+ePVxyySW1DHKlFK95zWv4+7//+9+rzcctwP5Ekd6eNJYliaL6wqo9i0gm2kRpW0S2xE9qrD4Xb1wT5WOlagl01N6I0hh+rLnHZCWitCQJUhAmTTHOeXZrAwisiQ0sTLqPyJeaUoda9m03g44ICLuPbHHKdvvkV2dAgp0LcCcrqGyyCdKuUqxURYWSaz59Jqe96n5WnjHcFBm9Z9sSbvzxSTi7S/TtCBBKUxpymd2YIsw0VjIxhmXkaQ6kSvzoX64nMxE1TaNrewUnr8ivdmvOCS000dKAaEnQegWXgvzJ0HMNWIUWn7eQ2fWCcraFT1iahzV2piT9vQpYMPZsQff1iv67SkyckoBKg7Ks3gQh6Lonh5Q2qtOlvDTFwed7RBnJxGkuycMKGZnI9d47JH6vBKVRnlw0gl27kNgU4kZ5imWXsu+gO8FfU8Hd7RFl5vCraU1lewpu8ZhYpSivsimHkvQwZB1JVDFKPfIMYBO0SVfUUlBanqQ0mMDvroeEJyfaFzM191DTNekzsSxJcmw+jYtbUPQ+UN+Qa6lJ7gN7xIBBlc4ipWUpgoxFpS92fc3bOWoKKyR+pxdHgsZR/NJsEBba2DsFEzma2RsQeTay0lCDQMOOBw89DgF2sWDUz8NuC5idbSYNbFU8a3x8nCiKGBxs5jUYHByspYDPlV27dvGb3/yGSy+9lJ/97Gfs2LGDt7zlLQRBwAc/+MFHZg6xfOpTn0IIwWte8xrC0LyLjuPwZ3/2Z3ziE594RPs6Jv87GeroqDu6IQbQjWE19xstMEC1VTZgZNqxmRqs73ZLA5A6vPC66nfOTyu2DjuU1sTGXCQIMxYTT0rRd3M9Ki3osgizZj0UIXiTBmxUriDM2C254RtFW82GaLlfIpQivXA9M8DsE2pfcw12ydDANCbJqblU1MKs9dKniUqlBrhHGqdoaowQLyPVqPL5g4fDswX++7q7Yg76WhfYZVCR6avmuNACq2TG2ao5EY+jij4vWOQc42gP0oaTf96ZcXRaaQisIiDBW5kjeV0aX2pKA0bnztPdGIo9NNhFhV2IsMqmOJ8Wuh4VKIxOVEkLtDaBDW1uU615K84mcA3IbgXUjFYtq/NomIIGdxo6tymE1tiWQBc1paUSf7mDH+fxywp4M7rJcd8kEgrLBChNYjp2uGizP1pMSzglTZARNUdR0/gQcZ/mpigJ5X7zrdUSQxFTCRBaUFwdZwjNA100fpdrKBgtUwTYOAZk2/osVUmOKYKUjVWdt6A2IaU12w6OPQ4B9kdedx+t8sUvfpFvfOMb846feOKJvOIVr/iDA9ifKDLUOycbUErCZV3Yh6YXpT5IdSYJX5ghIl7Cl/pwyF3wXbZaUKf07w45vMRcc90DJ/KSJ9/AeW8Y5vovD1FdJHQ2CQmz6IrpAt61D4DSSCB73YEFxylgHgjmTBxZYU0NCKs5C7nzbovR85Q5Fq972RsmDHXakdXaRnk24vw+rnpgLfoBwaoVI5x88k7S6XqgobQ0a044RCJdYfQX2/jP7hLabdiDCMHU8zcQDB0ic+thrLwJyoqyLnZ3Hwz21sD1pvshBHqwDw4a+o9W2XvNN0HT9et9WLPleZH2QoNWmo7fPEQw0IFOSMb/agW9/3yAgf/xGX7jOkMlI5rbAxj82q46lU7CgzUrkI6NGuiFYslkxQHsO1zvrxA1R5q3kqKifFw/wjL18mQIuj9LuKIXa/9ECyc1pB8oYhVmkKXDpPNFouEQdfxSOG4pVUtYTMxiP3QIa7wVKbuZV3lVkqWf34pyLIb/8nSUI1j597cu+l1KbB2jdNoy9PytLTqdQJJAloEyiFDjzpjgPASgBJUusKbydPxye3NARtxvlIPcJyfIPjMkytiE8b4iOb7IvkJr/LWDWNkE5ZOXIELdFAgXRIqdhyc4dd2yhVo5+uQPSHc/XHFdl29961t89KMf5a677iKZTLJ582ZWrVr1e7d5DGB/jCWd8rj43OO5+vqtRHHaVuRZ2EHY0hgyILlg9OwE2has+FWpViBKOxYiasOjHSvKMDufDqU06NUXOAnlXpOyrqvB0nMGoRq9jZ5N0OVhT7cubhKmbXIbs+Q3dIFljDanYHjco7RDlLCR5dZFS7UrKJ/Xx1f2rYW1miqHnaxEdGybRScc3LyujXuuBGWH311+Cnd/r0zfumkQmn35firDDtmtUzUONwEkhwN67i4wckGW3PpmXsxyN7i5qCVQK4DM4YD04YCxU5OUB2xUZ4RetkiUgBSUVgvS2wyXmRairTJSAgqrZPvNgBBoW1NcLghWCsrLTNTz8B9BmCpjjTjICccAEhi+sygRMbMpxYYnr6W8Nc/YWI4VP9EUl2vKfQaxSI5A4jDkVwmsisDJQXR8BrG9fcFSLaF4isSSEZbUdDplOjHWpT4HVG8SdX8aSvFLpDSWr7FLGn+5pnB6SNQTIBQUTwCKFpUdLrJgGaCnbcdxdJ0QVLobPERx5sWCoqAnlWPwzMPM3NfLYia9iMA+ENvKASTKFRJjFYYv7gbqEW7NFxmjPsgCswLlmaXXm9bNz13pGieylgIsA04kJiJwHII+F0KFO1lExlQ7tvPIRlE/XmXFihVNfz9SaclKKQYGBvj3f/93LMvi9NNP5+DBg3zyk598xAF213X5l3/5Fz7+8Y+zc+dOANatW0cq9fjj6n2iS286xVOOW8tvd+4mio2nIGvW3ta620TNJMYhIsBfWf/iz6y3SB9q7QjUmMaKAy3qr6wNgdgAR4AvGTs3ReQK+m4umsLkDbrRzok46tbojMiNqU5a9Bs5UOkWlHvmf1buFSRHdY3uba4oQDvgFRpuhDSGqVWJa0tUHfat6EhFDLwragaV9EGWNU6pfndFvC0gMuOduw/ws2CVRMtwe4EBkGUQ70dc05azQD3u6nVKg7bNXkhEegGKGJMZ0L4xU4wzyIK7LI+0InQgyJ2kUVJhFw3gXwXZlQ1h0qz7W7asoPSrUaaCQoOtI2ogrgaKQxbK0abwbF8CUSi2GoUZK1DqM1VNtWOi6MOGD0UENNTfQWmcAnizGn8QcidHRFltqIMEJIUieaPAqlgLAjBaUqNfsQJtjOB4LmKBaNnGgSuL9tHkDSI0tQwKAZSWJCgPJUgfiB/6Arq73OuQHAvw4ii+IDPnuSqNiGLUxhIgTeaKkzfva9UZZ6L/zSXOI5wB9YcgD7dAeVW++c1v8spXvpIXvOAF/OAHPziivoaHh1myZMm84/39/Rw+fLjFFcfk8SBDfVnOPHEltz+4HxXb3f6Jy7APTi/ohNRAvlDGT8v6OVtKcLB1weKq7m7l/DvzzK386MCZAOTLSb505TN40//3cxLZiGu/uAS/aBkbIBb3/v2gF85CeiREJxz8szeiO5trDHiTgv5rYeo0CGOKdHv6yKP4/eVd5J6xESzBZMzGc2DfADfefBLPf/71rF93qHaukJBJznJ4YyfalfMfiBTkz15G/qyluMMVohQ4gaTv3ja1vKrtWhKVTaE9h+SIorDMaokdgMnsT98zjlatdZDQIIoB3p5Jxt+zAtXlgJLMPH0t7oQgyIKKKQABrHxI988PkrlzklOeeyq7bt5BbiKPvn87qiuLSCWMI3w2X4tcr0r61oDZzQvUfIg08rYA5TmGk70B2fPPX4/7QAr3wcPIitHoKiEonzBE8YyVbNhwiGdeeD+93TmiikA6DxCWsnzzHScydcNMneq3hYQdDmF3/O5rGHn9JrRnYeWDxfn4BchCmdCjVemB1pdUAy60sZ292RC2Hao2N18UqFnw7t5P5fTVWH7rTpSMAy2E2Q9agUANZAmXZZFCYBXNOWFS13AI+5jufkLK+vXrWb9+PWEYUi4fIZVTG3nUAPY9e/Zw5ZVX4vs+F154ISeddNKj1fVRL2969fnceuce8oWyAdktQZSysIqmWFPNyBCCMCkYO82t0aHouGAWAFbMQe6bBbEhcCyOuFFNFairohyB9GODVkCUhNKgqSJtl8zip6qOr1pj9esL63vovPXwvI1JaXmK0UuGjIEiq+CuJsiYCCynKChs6qfjjvnXagFTZy0hysRWr6h7g5UrmTmxEy18wpRtOK5nFMmx1puP8kyCA3cMobVGqIjsyNQ8Y6wamdZ/Y45Kl43f79RGFKQF3fcFC0d/Ccjs9ykP2W0V9lypGnqbj1/K/TtHiML5VD8aE1GmF1vLNZT6JaXNCulD7kSIOsxtU8sC1JIApmyYcOPxWVR6NDfoMTLH2SwveeRny6T3Q3p//TGXemHqJBO1jhScNLCMnm0WB3aNo6JmBSqkQFua4oUWCVo4IwRYx5eQ60swY2Ndk8DeaqMdSXmlZvrpfkNb5mcpFcHmEtyRgajN/de6KeJQ2zQZyotGWEiwUhH9S6extwimD/S0987GXHTz3h1VV9DtRaBsjbJMBKZdwUQGxkCCVVZz0uG1UfxWfKyBasjvS+OO5knYFiedtnqhTo9O+T9IVdu/fz/ZbL040tzodYC+vj4sy2JkpDn8dmRkpG0RriVLluA4ThMdzAknnMDw8DC+7+O6j1xF+ZmZGaIooqenh82bN9eOT05OYtt20/weLTmmu9vLX118PrfsP0DRD4i0RrlQ7jPUEI18qkb/mqhpUT2idC1yutwvGD9F0nuXsSAas8UQUBiYr1e00IRdCjETc0kKYZyovsXkGSmmTk2SOuAjfB3rfdFMGSYE5W5Ij+h5us3vgPzy+nlzRduCoEPjtQhqUujmdOY5l0sFaE3kiBjwbHt7QcYAvNakD0dECYOUz1t/MYZR6DZtFUyUmrWw9VYdg4hooOBZWLxZhfI0p5y+mrvuOYDSal7WgkbXKWgWELO90VhdPqIkKPVXAWcIs5qwQyOi+D5JM+NyUnNt+QBdZ1qsuNahWOUJFXXdXekU5FaaQt1+t2DzmuUE0Rgjh6eJoubFV8TR78VlbUwCYfSqjoFsb8oUu5UR+P2K6Sc3AC3xPSzpEM6BrqurofMt3iOME6T6WU1Px6D2EdndErQliBISy29Pl6hpLo5urhVorQk63QWpfjSaMGWh7BBtCVQM+lT35rIcIYPmvpWEwHXmvRcyNM83nXTZvProKfx4xPJ/oLuPVB5ugfKq7Nmzh3e/+92cf/75D6u/FStWcMMNN7BmzZqm4zfccANLly59eIN/DOSY7m4vf/GqC/mTv/smlSBEKU00kKV03nqSN+6ogapzVwQB6JAmPmyx0kc/KQ+/y9SVSbx2aSmYWSfxppsLPjtuwPOfcTM//vLpxISU3LxtI5O5DM95/m28/013sPvmLMOjnXz/thPQJYUcmfk/B9eVFARPPgGdaZ1dnpi2WPG9Cn6vcQonJlvXfJkrUdol98yNMQ4wR09G8IOfnssrX/VrlvVO1dREeM80pbPXLtywEIR9poaVmDgysF8g0AmPp3ev4AfykKE8mqubtMYZKddqxLUTDaiMRfnsTuwDFfJnDqGSNkII3BzonCZ17whdV+7DKoa1gIA7f3Inma4UXsqlXKjA1Ax6aqZtP2eoldyfgHE/R6SbjVmJQJcU9q2acEOLuUiBf9Jy/BOWImdK+FuK+Fts5M40m7wDvPIFv6mpZzth5uukZnnVv93MF8/YSNuYTQHTFw7VKAXLazrRCRNgpjxr0Ux3EKiEjXYwTvm52XpNnZkgvFZ2t7unPQ0NxHUKd4/hb1qKNVXAGs8Trhk0deeEoNIpCFM03Tfpa9wZjWioqyIUOEXw05qujhQbYyqex5U8hrr7aJUf//jHTExMNFGbfexjH+MjH/kIYRjylKc8hW9961t0d3c/7LYfXinj31OuvvpqTjzxRN785jfztre9jdNOO42vfe1rj0bXjwtZMtjJFz55KU86bW3tO64dSZSSiCBC+BHCD5k8wWb4HJcoKc2qoaCwxG42UB0LnXTANqBozQMeGwJ2vq6ENLEhJwXuLE16T7lQ6YPCclPIqrhUUKm+X3PWwKA/RW7LgDFWMAtvkLENuC7r4Lq51vxe6TYRZ2FnguKWQXS6ObJerk8QdCdQrcLbhAAh8MYM72dhuc3M+oUtWRM9qLFn/ZaRTvmVLgee382u1w3gDzj1exZoIhuc/MI890KDU4zdq5Uj23R4ByNkMWD39Tt55bNOwXJkbf2r/bOgtOkIrHRhOH2TewQDPxbkT5jzuS9hyq0Z6Ob/5j4W3IgDp0vOOe+4WoSV3wXjp0hGzokjx+NneMfYYXrevJENm5cDYFkSyzbPqLM7zV9/8dVsWreChURIEN0hVjkuVKcVuSfF7+Xcxx3vx9TxRXNHGiPatK5FrjuFOdc0OKXK3QtE/wMoQeYU8wXoOHd2YYteCMObX73UERSXJiisTiFC0bqyvTYUAIlxyBwSeAWJFQhkhRqgbpfmgutxdwrswNReaBqDgCjj8bxXnE26zWb4qJZ5L/r/8h+mQGjjv1YAu+u6nH766Vx11VW1Y0oprrrqKs4555yWQz333HPZsWMHqoEf8aGHHmLJkiWPKLgOpijYN7/5zXnHv/3tb//ehVb+N3JMdy8sa3t7+M5rXsmTV6+sfXejFBRifRmmIUhrU1y0hFnCpNGR3gRN68XscZIDT7PIrRFUslDpguKgJL/MIUpKrIbsbo0m6ooQNmi32ZkptED6FkQWxaEkhRUpUmMijv5pXmHCtKDYJ+I2Y4euszC4XhuDJcAVxqHZIFEctdXyyvigUzS/a8twfC/Ihao17mzVcJxvgkUO+BnwuwQqJYg845QMbVMkem5AQMsxifi5HOGO2JuOyBxU7P/FPt547qlYljSAesN/WGD3Lg6JCA3Ci3B32KR/kqTcO19baYtmcCLWATOpiANPdznzSWtBa5QFQUYwvc5h+njXXBPf29/tOciGF6xnzVoDRFqWxIqp9Xp60vztx1/KhtWD8/qed6+kAYuENs6U3Jag/tnccwXkTzbgf2P53+q7FiWo7yuZ42wRopZVsNBwgpRECPA75KKPudJIs6Q0MuZ410K07kdrnFxI+nBAx0EfidkLKVeazAQhsErhPHAdjO5OTgZYxWbeWjDOnEsvPJWkOz+j9KiX/wPdfaTSWKB806ZNfOELXyCVSnH55Ze3vSaKIi699FI+/OEPs3btIoDdHHnTm97EX/zFX/CVr3yFvXv3snfvXi6//HLe+c53HvWFT4/p7oXluBX9/McHXsFpG5fXjoWr+yg8dROqMznv+6y6LPwz0gSnppA3FQ3IHos4tQgvmYTjy9AdQn9IZY1i8kRJmBEUBxs9t5qLn3U3HR0VulPNFZ8fOrScf/7RC3nLl/+cyx68lP8cewHi+AqiEiwKrj/cr5No9ERX21jZj+5ILqiPw06X5LAmu03jOt2LgKhmVOXTlsZArGj4RBMt8ak8OU/lKXn+c/hsPvfQhdwyvpL9u3vJTZaJUs6iultLox9bUejNG43W6GIZuXeY7f/wU/4isQ4ZZzrX1ySNCGHJrblF2wMIlrukrp6i51N7KZw80IR3JHdO0/eDXdiFeu2y6l0ozpbwki6nXrK5ZbuNctv37+DpNy9nVaoPAEtI7DgKrT/RyT+sewVr+gYW3kdZEtWTJtiQAFci3IjnPvVmYD7zjJAgHc3T/3kEpGzSy9XfC5u6mHpqPbuntL6uyLVnUdrQvWDwhFCa0qY+pDBF4BckShWCxER9sxy5kF8qya2S5E7rJ0rMj4zQAsI1gwSXbCF4xum4oY1dEdijedz7D6CBcvd8cB0MLlbuFUSNjMFgbHkfXvvU03Hsx2EE+2Oou49WueyyyygU6gDSjTfeyN/+7d/ygQ98gG9/+9vs37+fj3zkI79X249KBPsHPvABnva0p/H5z3+eRCLB3/zN3/BXf/VXvPrVr340un9cyLIl3XziAy9mfCLPgeEpZmZLfOCjP0BbYBUD/A5JYZljoqwaqL3zy2wyB8Pm6F4p0J5dByALfi3KS0T1qCBlQ5gwVyUPB0SOTdDdgqgzTu2udIE7FSuiOQtSZWnGRNUO57ALAfl16SbjrkmqlbEzJqLP70lROieJlfeRfoTybAbWlbFyiki1y98S+H0eS34yxuSTuikud8ittMjumx85rat9RqEhXY1F2YKgJ0l5KEnkWXjToBLaRFTFCIHtK3Qk0Q7oNqn01T6UGysKXyAmJKpHtXZhRRrvkCIxYlaowA/57hd/y8teex7XXX0/4yOzRALKAw7TaxPoCjgzMb1IOwUqBO4k9F4rDQd8EtyDPtkbiziTIZFwyK/LUlyVrk8iXiQ1UBAha5+xihPPWcXfbLumzSwNb+j3DzzE7/7rzRx6cJRbr9lGEERsOGkZG05dybe+eiPjPx1D/LlAd7bwZFT7LQrkHrP8hH0QdS+wWgugQ6E7I8SUhVC6FnHoxLzGTXZ5CNqrHykssUlM+YbyqMVgkit8Bjda9CZWc97Ki8n9TQef/ruf1rquDlkAhBFEppBscWWSwsoU1S+XUwK7bPhgq8UMRWAKt9Uj6GMwy4KwQ2KVNNJXbWlsqt/bKC0JLIE3E5mNmgZtS35743Z+/sz7WbGqj+e9+HQuvuTEmsPjmLSWd73rXbz2ta/ljDPO4KyzzuLTn/40hUKB17/+9QC85jWvYdmyZXz84x8H4M/+7M/47Gc/yzve8Q7e9ra3sX37dv7+7/+et7/97Y/42H73u99x2WWXzTt+0UUX8f73v/8R728xOaa7F5d1vT1c/vIXc3g2x/7pGcZm8rznaz8nSmB0XCmOWq1SQ8RreGJcUOlTTfo06BSMn2aZjXwZuh4Q9chaZYxSgSDKKoJBE1qkNSjLRBM3ItvV67K7TTptubN+faMEHYIgFVO3BZpKFRReBPS2fIgETJxjxiErEKU0HQ9ayMkFzCVBzN1t6MiqRTF1YxHQajdokKaORpi06kZqqHFyAXYMXgZJSbnfMbQdAhMVpcEpKMKUXDgDTJvVXdumvzBJEy3LvHmXNVYc1eUHId/+xi286vVn8MO92xktFNBKYwUKb0wgdwDH0fTcW92P5AFFemvScKhbGhEJrLIwqYNCE3k6zsyKL4mM01YAM0mfE191PBtOX84/3X7LAtPU/PCBbVzzb3/Kzq3D3HrLLqJIccKmpazeNMSXrryFXXvH4yKw859Fdf4iMjQ/AGGPJlqIw19A2K/RCYUoS5RjdGHkQNBh/jX2o5x622DAc8tX87ak8QgRKYvOvhTLejt5yfknUxop8m//fnW16/p5QCUrTI2E+N2VDWwCWkI1VbMGGEWKxESAVWnem8hA482E+GkLreuUbi2mjtbQubNMpdumsNStIxlC88Nb7udb19/NuqFeXn7+Fp5+ygbkIpzuf8jy+xQoB/i7v/s7BgYGeOMb38h11133sPp8z3vew8TEBG95y1vwffPCJBIJ3vve9zaN42iUY7p7cVm/sp/P/fVLOTw+y+HxGUa2HuKfXvyp5kyUjKT4/wbwL+ioReuKIMKTUdMyKfpDuCiH1hAWbXL392GigzQ6AVIqlJKcc/EDPPsl8TrdFaDLep59EGlJFEk6TptEdlfwt3W3XANJCchKmFFQ0kRpG7vQJuR4jrQqVhutHGB+AbY510lBpceFKMQTSUR/N3psar6D0dLYniKsSPwN9axg5WjKvRq/X6EdgYwcbD/AchXTQZJfDW8iNVEmeHEEloZw4X0I2tQGUVISehKr0joYTmsNU7MI3xhb5UKFn77tf3jXu5/Lr39wM7MHJgldi2AojbdvFpkPUEkHUWrv3BAAyqLnswfRAlRCQipE9AbgKIRfonxiCu/+Yq0N5VpEfUZpTo0XeOqrL+C4U1fznU/9eIFpaq761FV8851f5J78fm6d3IHWms1dq1iT6+IbH/keh666D154GritYb3/n733DpfkqO7+P1WdJt0c9m6O2l1pVzkhCQkQAkQw8acXg/BLsrGxMTbwYvM6YBswNibZxubFGETG2GCCwbIklFDOaVdabc67N4fJ06Hq90f1pHtn5q6wJSF7z/NIe2emu7qqurtOne8553s0Gt2l0L3mYVvXO053pj1lnJRwyhXTPPDSLRzbrWF6DlmO8Jckmbt0CblzB2vvA1oTZZym52b28hUkd8+aPee8R00D6pQButcPsaq/lzdecDpHxmb5/M33Nj9/8d+JiQi3YLCr7FpJYZmsN7RiLdOvXEP/tQfovnfUzHHCIbxwM7qrOfhM93cRDnZjbT+ILhSIlrfJCBYCLaA0aChmE9NVgN3Q7f3ghw/xnX+5j1NWDfGGl57FC84/5aTufo7K448/3mRzf+973+MlL3lJzd5OJBL8zu/8Tku7fDF5RgD27du3c9ddd9W47D75yU/yD//wD0xNTTEwMPBMdOE5I4MDGQYHzOJ79f96Ht/613sJexNU0oZ/NH08Ij0aYfmayBVk11ocvdxh6W2BoZxoiNxFaWTJb1IOkSeJXBN5qy0RG0yaRA5S95fIr5RkT0k08V0LBUJrZGAKLgapBmM40tgV85sAdG8XlUHw+9uA67VGBVHCpPwoCUhB1O2ZTCFbsz8pCXqUKWwxKVtzZ1mS0vp+knMWiaxGC0mQArvYXIg0TAlmNjogHJbcUsECooRNYX2vURBCYPvGM5mYg+IQ5NaY8YVpgVWA4hKH7n2L8LttMZOwsruH8T2a8plldGIeyKw0VgmWfL8BUdUa/IAffP6npuK5bWG5DqkjisSYz9TZ3STmYPK8NvOpdFxoLG5OwMAP5+i+P1+jR9GiQve2PKXlSY69ehnYBsRpNEK/fNcDvPMF5xkPe1nRs6tCcjREC0FxhU12g4d2BJUo4vHJCS4+ezWnnr0agInxLO995zXMzORRkca9zqPyy+WFzpr4c/IBm8xLp5HpiLJjk7OS+NEiy1FCoR0bb8pEGAhYGD2hTep62ZW15y9KSGY2uvTs9bGCuuNVAFoIfuetV/GSs7fUmvCvDPn4V27GnfGxC2YTHXnSZD9EZvNWXJ6gsKahOJmo/+PmzR8i0njThu9ugVT7lhQ4+c6p8AJDfxCkoWxbJMdC7KLZRI+PGY6GJx4/whPbj3DddQ/yF3/1Kzi/6Lzs/5Ue8KfYzhvf+EYmJib48Ic/zOjoKGeddRbXXXddrfDpoUOHkLLupFi5ciXXX38973vf+zjjjDNYvnw5v/M7v/O0FDirVCq14qaNEgQBpdKJFaj6r5STuvvEZWl3F0u7TfG0xy4+zrfufASnZIBnVQVHFdQeWEcjuwJUIY5irRrZ0oCn3XsawHU0UUYbQLMnMnpFgygLunZZhGlBkNYIy2SfocGbhdQo2AXj/JVljbJBhjHIrg1Qa/SAieTRAsIELYuENYkWyFAzd1pI0NvwAkYQpASRa353Z6mB0fNOZ+qMOhDevStCaIHfQ1M4lU4ponUVZtZr0ncnDWd6OSI1WmnSX9KPSMxFFIdsCsvrPDHaBjevqfTS0TldvT8rR3rZrWfJHALCec6IGFxOTjY46TEUJ9/86UP4vRIcM6bQk0RLITlGrS+t59H8kzguAVOLxS5IhJY1Z4gGLF+ibE2Q1qTGBN503YGi0Xwtdx9XXXQmUghUpA0VUGjGpJz4mRBQ9AP2jE1xxpmrOP3MVQAcmZzlLX/9HbJFQ1Fo+YZKZQHQEn/2Zo0TAiGIbIGoCLTXeRFWKaMLZzfEBUxFC/dFC8BH24JKj8TLqlowAGYoBCn4yz94NS84c0Pt+NlSmY/dcRvp4wpvNg5gSEOQtuICxAJZMWNcIDEfPhFYZYWTi7ArC/tU7bdbiAgdsajuBvBmQixfM7fOQ7nm27FZE7360L6jPLTvKD+693E+967XYlu/4A7yp0F3P10Fyu+44w6+/OUv88gjj/xc3RNC8IlPfII//uM/ZseOHSSTSU455ZSW2XG/aHJSd5+4LB3sZulgN3rTCp54x4u47hrjpNOeIP/Hy7AfK9HzrgOIbIQatMm9dgkzm4boXTtrQOCq2S0hLDjM7uqj9vZL2LDiOGdsPsz5l+5k6fIZlIb9s4Mckr2wVtGtylgTLkHeAalxl5RJrstjdQWEeZvsag93VS/O4Vlj86yx4W3dcEnS2LChhttK6O+V4MnFAXYhxQJucZV0CDOOKSiqTVBAy3VNwPQWG207EGncMzaSvvcwyW3HmyhVhk8r87JPHsMvSL5w83kQmGy+3FoFsoofCKJIEJUd7IyP22UW5uJAEtUL4miIHltIs1Xvi4ido3BKdx8TI4rMkTJEzXQiWmuo+HDgaNN3URjxg7/8UXVYOAQ404Z3OepNEZ4ygnf/vpaX1gKiZf04U3V6NrGyhFiua6qzcm6KyoVrSdyfpe8zxyidswr/lGGorvGR4ou3PMTL1yzHsiWhJYlWDaN606AU1tgs8tg0Qmly03mO7h7lvK3rOW9gPQCHnjzKb1/yfynlSuhQkXj4EOULF2bpVLPHVM80XV+dRuQUIuOTP80is6Q9xzpAz0qfyePL2P/W1YQpCbZYWA9NCNzxApVVTg1091d0Mfa/T2XoX3ZhFUPDpqDrdXs+84Xf4qwX1aP3xydzfOOrd1HuEwRxgJpd1CSnItyc6X9udQyu17xa8cm2YPrV65DlkNSsRbRpRczdP6+f8d4y2rIK5c92LBwrABkKgozJDEyNxUEsWjAxbXT3g08c5sEnDnPZhRv4i/e++hcfZH8W7e5fVMnlck368I477uCqq66qfd6yZQvHjh1rdeqi8owA7NlslsHBwdrnVCpFMplkbm7upKLvIO/635cy1J/h61/5GaOVMsMPR9gl81QLQJQ0fp+mPCw48AaXFdeWSYwbAFCEqgYGNkppiVfjbzcNCZx8hBAClXZIZAXFgiZyNd5MhDsXom1BecjBzkuUpUgdroDQhEkbnXRr/an+K0PoOq7J2Zoo2X7BcRybt772XL787/eiHAg9qIxEVJYqRKTJ7Fd4MxplC/w+C2emQdFqHZNrGSBRaBCBif7yeyzChKDSazjrg6462F8ecrGKIcV1PTVwvbHvAKkJk9pfGjbfRgkoLHNJHw2w/BbeWGGKmax4ScjvLn8ZmwcHeeMnvkXikSThsoBgJDRgSknT/XBIzz0hdjUzMIygUKxVDq8aa1qUEd0pJDa9O4sEAym6n9RkNzWMHwy9zxwMPgTCEhBoVLlI9xPmAtXIiGqfvWMlvAmfykhzCqQApvMlvnrbQySP+Sz/ad4Y6LF07fMZvK/EkVd0URmyFzxX/++z1zMzU0DFGyz7CRv+xaPyCh8yDRNWgiWFEulfmkLHej0loF/MMJrv5ki2p+FONIvSAjxNdh01WgI7pl6pUghYRY03E1Lui1GmamRoRjJ5hoc7p3AKCjencX1YvWqQy1/YzKfjOjYDa3sZS2QRCMPG5EDyCLgzPkJICqvTdBInZwrARQk6R4RoHdM4ddZWIv6/csAqhw3fVdsx/zx6/2E+9v+u4c/e+4udvvxsy3ve8x7e8573tPzt1ltvXfDdRRddxD333PM09wouuOACvvjFL/K5z32u6fsvfOELnHvuuU/79efLSd3988mHXv1ClvZ28cUb7qVQiENyq0Z4/GdpQ4BwNdL1cfc4EEnD8zhnCko3GZUCShsDA0g3fOcds5FInILGKUjCROysswQi0oQO6LRm7owQmZdYBQsZgpZ1WLBJ/2lw8qbuRyc+8rTj8IZf28L/O3AfVk5izViIUKAdqPRqdDoCV4ESJI5IMgfro9GYehXaqRtJMgS7EjtHVyrK6yJ0SqHTRoGFaQj6FfK4JDXWDK43jiE1ERKmLCr9JoPPz0hSExGVbqtu1DdKvI/oXZ7mQy95ASNLurjqu/9MfjW4sybKXobGEeHkFW5WGQ55TPZfYblVo5WRFY1VEWgh8LtBW5rScHy/I1rTn8UTohIC5jS5NZbh0Rf1+1/7N4Cu/SKuNyIamhFMHy3wg5seQ1S0cfA2iOWDLppo8fn1SQA+/r2ba+A6mHsBcdHYxkcwMnpNuaK2/9BKkn7Aw18Z4q9sh8iAigTlARqobhpiQWL96GTBKooYsKrfK+UISv3SUKhF2uwVeyw2rV3Cpaevb7pOT8KjdzDNRFfRnB9qU5tHmb/dnDLcyR0jNDVWRWP5UUfwXAOygS6ukwgMDZyy4zNbXP+uHQf5P1/+CX/9rlefUJv/neTpKFCey+X4lV/5Ff7xH/+xSYf9PJLJZDj//PM5ePAge/fuZfPmzU1O+F9EOam7n7oIIXjfF3+DpWuX8M+f/BHTFzqkPzmKnAprOkcc8in6PfizHhPbhkn0lHFSAVoL/JmEAckbFnfPCvnAW39I0jFBVTrG9L71xMUIJFQ0YcLmvCt3YNshczNdTM9mmKt42Gmfke5Z7P6QqdevxN7fS9IpkX6HhbBFPYLYFvDCFPaFCfjtAA60B9kzvWmu+JUX8KPPX0dpXR/FM5YiutLGKauojTO0TL0UGbBQd1drrMS1L7IvXE3+whWcIbZz5vo9DG4uM3xaPRWpf2+Wsf0D5NbqFtlc5u8w7yKdCDsRGYBcCvSwjzxuAXIhEKo12JqRnm5+75UvoB+P337sX8mvTODOhri5ABFqCEIYn4LRKYg6g8lNzWcShGuGoRzgbjvcrAs1RMM9VC5Yj/fQfpjKk33zMCwzFdlrw4vnqXx2F3NXn2Emr3EcluSAhh+OTxAs78c/Y219bjSoFYNwWgX3rieR+fKCwIfPvusLFLOlWj00d/cYaE353NXg1OE9bYckH9yJ981crY5KFvjKT9Zz8QcnOPfXZtrOQ7aUQABrf1isccgXl1pMn+lRXCLBknTfNUbfDcc49rvnNOnu8im9HP7980g9OY0zViK9bRJvqszWSzZz5gub60EM9mfoCy3yRwIT9GBBcbi6RVPISkh+eaqjLT1z5RoSD2iUs8jarEH1p9sr91iqO7AoUc0QbR188rN79/BHX/8PPv62V3Ru8KT8wsny5cvZsWMHq1atIp/P8+ijj/LZz3629vvU1BSpVOrnavsZK3J6/fXX09PTU/tc5b3dvn177btXv/p/3saykxw7PM0PvvgzSsfnsJd7C4o8KAeKy42xoIHjL/RY8908sqIXRCcLoLg0gXJkvWgqxmh0aqC9QIbQsycgMVbEzUV12E8bw8oqVRFbKK7qImoBHgpzOOnjiuzaFl7EuFOXn7aegb4UYTLOHvNCKss16UOKkZtCYxiawC6EjigOh5SGk/UqznF0kaxEeONF7Hw9lSvssikNpgm6HVOwImf6nV+XwJuN0B0ifDUm8q80FI/NMlF9YxenGHqwhJtVtYKvAvC7JcGLQ164ZhOvPe00/CCkK+mRK1VwDrk4h1y6d+ZJHS03g/NKQb7O/dQMmGrIFhC9XYggYna9xO+VuJMqjgDTeJMh3TsDvFmJTrmgNEpqvCNzbcdWWZ7EH1nIL1iVyVyB3n1hLUK8UayKZuVPchz7lQG2Di9BKU257FMsVrjztp0LIiLs7Q7WEzbR+oioF0TJou/UWVIXmbQ0Me8WLO3KEijJWH5h2paKILQFYh6uHTmayPbRgSI1KZGBgR66D4Rk19oLwG2/10IisCZD1q4b5i///P+r8dA2ytwKBceNktcIpIKwL4FbEVQyVn2D2UYEAmXpOLqiw7Fx9GTLiLoG0aZRrFJUA3haHyi45ydHue9N93DB0PM6N/psihZ0rm74FNv6byIf+9jHuOKKK3j00Ud58YtfDMBNN93E/fffzw033PCs9Omk7n7qsnd0im/e+BCFnI8dF6JvfEq1q4kGVO37aFlI172eWXe1qB1cjWIurI9QdmwAx7rHO2LjTMcO5jjSWShBlMYYsToGyhEk9ztYoTBRwELXI+rnvTqmHUODEqXEQiUQy5VbN9LVn8S+18IdkwilqQwJdCpCDTdzqZUGwF8h6b/HRkTmh1K1HmGkscqC/Or6PsEJJSoTQFIhygJrxqzP/qqAzB4bWlJ9VecLkuOBAdiFQDkm088pQZDEOA0asvxEBMJXvOL0Tbzy7M0Ug4CkbVMipDJo6tD0b4tIHW92rCsb8ivi6tPVAp0NnXCzUOk1EdF2PqYIEqaQvJYxzUr8XERJgQ41kQWlwfbgr10242g38PHpPFaDE2f+704OnGGHjSODREpRroTMFErc9eTBBe5dGWJqiqCRPti+yTRU1ZIT88bsHXbQriYYmQdgaCCEYp+10GFT7asPqXFt5gnQKo5KbIC3tTDc+soVhB5sXb2Ev33Xa1tGjKUO+LAUkmOmmDhCYJUV3nRE5An8vkXMnlgni3ZF1auHNYyhk1RHURqw64BYG7ll+15u27aPy05/alzhz6g8Dbr76ShQvnfvXg4cOMAv/dIv1b6r1lGxbZudO3eyfv36BecBXHPNNczOzvL+97+/9t273vUuvvzlLwOwadMmrr/++gWOgV80Oam7n7rse/Qg3//baylmS9h7FXI6bFr7w14Pf7V5VrUSlKZTlCfNb6LR3oj/fsd5t+BaIUEksaQiVBZfePhy7jl2StyioFx22bFzJYXJNOWSR3XVmNGK0WIJf0kKlmlYmqRn6zh4Cw00IUEnBPr9fYj3TrQcmxZwxVsuo6svzdwVGwgGkiSOlVBuxujVBttCxP9Tjm4C2cv9seNTmkwm3RsfrC122hu59AX7Ge6tMJtLc2h0CCHg7C27+LeZi2Jwvd3Ma8K8i50ogWWo49LXj5O5NsvU6zcR9SfjYu2YwLKDc6hhzeuedwFXbtlItlDGsSUBUBl0qQy6JG/fhX1oajEctc1cacq9AnXZSuRZQyR2jCNzZbQnCVf14oiUoQ/zQ1RCUnjlQFvdbY05GJ6gFj8KOF7xcc5fj+03PD815eriX7yZ4Uf3s2LjUqO7/ZCJ/eNsv2Nh5o67Zxxn3wSVs4coXjFAuM6m6xsHcbcbTnnRoKI1gjs/MUxqMOLU1zVnEWkNU9kMR44PkRBRbe8pgOQRn+W7suSHI+T4HMk9OQQw8KO9TL12PUSqHqUvBcWtg3TnjuNMlNjy/M386Q8+uACo1lrBrqPo1cOUBqQpSK4FaJ/kWKlWsL2tCEHU7eJnKlgRi9jddWdSpzardrc3Wd2rtz/4p7fu4FUv3MrFa1Z16OSzLCft7gVy1VVX8bu/+7v8wR/8Addeey0jIyM873l17OSBBx5g06ZNP1fbzxjA/ta3vnXBd7/+679e+1sIQfQUvIv/3aVSDvj9d3+NqckcWoCbW7gORC5Ni0iYkez75S7AGHZOTtG7wyezz6ewOkm518XLm+gcGcVVmecZCDJUdO3NNUXbATG1SR3gV44kyrQv8CcwhbDsook+a3XAWy4+i227j2P5msyRkCOvhsSYYtl1Yf36DQo/OaGwSiVyaxLIALzpEJQmdTQfV6Cui5OPGLltjvzqFE6lHnGtgcrSzKKpQXYZw+XtxGe5ggjJ6PNTuDMRiekILaAyYOP3WHjSZ8fnx+HvTAT0Gy89ky/dUOdDDdPWQmMs5oKL8RLwXHBjJRJGUK6gyz4TL+7F74kN2lCw7CeTpPfkm50tSZdgWS8ahfTbv0fZU3s6jl1rTW5tgt6d5YXzok117QtHu/nKP97Gf1y/jXI5wHEsIkci/WjB8ySUwN5tYwGV5YL087KIDs7lpZks4/ku9LynPcq6iNCqP5BKM3B/lt5H8lhBHE0nTOHPYKgLJw89e0NKgxZBrwBX0O16rLO6OW/1Ei75jQ2cc/aalgZ6oCKOqBy9SYH0TeE0EagaLUGnyM6mscOiChytiTyBW1AdPfPKhvxyQeaIWrQ6uyrYfOeBH3LBy5/H3HSBG3/4IIf2jJNIuVx8xRbOuHDd4hQQT7MI3XkMT7Wt/y5yySWXcPfdd/PJT36Sf/mXfyGZTHLGGWfw5S9/mVNOOWXxBp4GOam7n5oUyj7v+rt/ZTZfWqCXqqKc+WlQEPZFuONW7TMY/VPpxlDE5SR2USArAmfaqoHVtSYsCBv5sKuAda4elVwDhDuswQJTEDVSui0gePX5Z/LTnbtJHRKkjiumzpToRIRaUk+XbpSoXzF3TkDP/SYEPzGhiRxB5Erz/jasR5EtEPuTuH6Ee0zWjBqNRkSL0LQBTkk16bgwJeIi5CaqvMrHLkKzD4pcyfGHxuHlkHIc3rj1dL76yMO1NoOMYD59SaVX1udSmQK2Va5u5RhOe6ssEGGVX1cglcadWph6r3KaMFXlJmm/LtvFxdVJu9+qQQ9b+4f57Hdu5Sd3PUHFD3Edy7hUXBbsCaoQunY0Oh+iuu22OkqjcQ87BEsaUOm4s2LcrUXyVb8XUQOALQSlYY2dMlynWprgERkKLAVSCzJpj2XLejlt4wiXn3kK529Y0VKHFQoVKrsKpKPYoSSEqYMyHa9PJxp0XHU+ddAtGvOsOm042MHsSQojAoFLedBa4PBfcE3gr39wG5edvo6puQI/uesJDo5Nk064vPjcjZy5Ydl/S91dLUzeSRoLlL/2ta8F6oBxq2y0zZs3s23btqbv/uiP/ohcLsff/M3fdATHv/jFLzbpuOuuu46vfOUrfP3rX+fUU0/lPe95D3/2Z3/Gl770pRMc6bMjJ3X3U5PsdI7fu+IjFLImCMjeV1lwTNTT7PyxS5rUqCYxCyiIPE1pSFBJRwz8ZB83P7mW6ddmSHRXOFbo5bbDmykE87ihI8Hk4b6mvCSAKCEIM3H0pCXwUiFusn10urAEbPVgpQ2Hm4+r6o5XvfulfPeORyGK6PvnbRRed24TuD5/ddEClAVWqBG5PKldY0QXLaWwuav5BAEzKsWnb/0lNlpjHNq/rGbHSaGIVoR0Np4EKpC1JVJUND3fHkMGmiX/8DCV1T0EyzIQaRL7Z7Eni/gruhiffRhecSnd6QSvuOQ0fvSzuvNI9SQXXcdbiRaQe/5qVJwxGPV6TL1hhMpws+2cOhixZGoJwVLQXnvlYh90aVX/puGKRAmB3aoWlxSQ9Fjzpov5yA9u5icPP4kfRiQsC+sFa0jffxSr2HyiUJrEg+MkHhyn9L+HSd6RbdFw9WDNfX83wObXZuf7hvjhNy8xurP6vVLoY+MwOQNak9nT3FTXA+M44yWylywlXJImeThHn7ZZm+rmrPWnctltb2fLJZtb6rCZsTnK2w9SOn2QyLURWmAVQ7r3mnexlvG4iGhHwGJLmgZvrExlafvIZA2IUDH4cBmwCDN22w2WAOwKfPand3Dxr72Z8WyeHz78BAenZulKuLz89E2csWLkv6Xufq7Lhz/8YY4ePcp73/teRkZG+OY3v4ll1depf/qnf2py0j8VeUYA9mrUwEk5cbntxseZiPmVtS1bvtfakoYmRWL+DU3hzuoiHnRJJi5IMHluguSoOdbLKdxc1Haht3IL06+rFbYbv4vcxVFGjQFkaYyEi1fuN5+xlXNWL+dT/3QLPXvKVPo1UcphyW1mZWzVO6FN/8PJyEQmaXCnii1BDK3Nd5lDJfzhTHPEVUOE4OKiEV4EpWpuvsDvt/H7669OYiKga6/PtuMBr77oo5z//I0878rTzD2Jr1Ma8ejeXWgutOkHseNfQk+X8fhWDXnXgVQCXSpRGXRqc7fk+jFSh0sLui9KPu6BSSrrhtCWRESt37mwy2kLrpuGBFGqw721BIcfmeLgI1OoOJogCCJwJMqR2IWg7cLrnlleELU+XxxLkXYr5CqJai1cwrKNztvU2E61ZuSn03Ttbp4Hoc3zK/2I8tp+EzWYMFytCM2UrjAVTFBxLV6z+twmcF1rTckPcWzJrWO7SKQrWH5d+brZeoqobMHL2kqEBhmBEh2MajC0QzVnzjzRpqDrzGmSoEufsNN4TozzrWtu5DufuYUoVGasAv7tG3ex+cyV/Nk/vI3uvs40Nyfl2ZGzzjqLb33rW892N4CTuvvnkZ/cv4OpXJyl0276tKhZvPa0pOtBlyoXOlDjzNQOhElwp2yE1jg50VZ3h8n4jyZFbYpG/jzbeqFM8dT5ffr1889ny9IlfOjr12KVILdaoG2B6gsXXr/WGPhLNVFS4U0J7CKUBk3Ry/lrowJQggALt6kJ0X4+W4iumveyrvtFRLPxpQVOEe574jAvfOfnuPScdZx/3mpowAIKywU9u+OtS3yan5E18DYxpZv6ZZU1Tg7KoQH3zXUMZZiIFhrZIgacg4xV38+1kFZZZU9FhNY8/sQxHtdHa3QwfhAhMaB/mGrjeBcCpxQRdbc3FwQC4YMsCFQ6nigFYspBVBoc49pQDizYYwpBmIFCAtw501fpgwjMfczNlXlybpREZPG/X3huk6GqtaZcDnAdm5/u38vE81zSo/U9nlOoZ4pwYvX/EJEJIpF+64J5VSkvscinoHfHwuO0MO9kZSBRy2I5Edl/fIZ//Mk9fOnf7m7wEwn+6caHOWfjCj79nlfTlUos1sx/S3kqBcoTiQRbtzbTEPT29gIs+H6+7N69m/POO6/2+Uc/+hGvec1ruPrqqwH4+Mc/XrvmL6qc1N1PXa6/5hbyc4VaNm4rh6bwUjU71p3T9O5pto+tCmSOaNLlCqltU5S2ab6fOZ3ShnRbO6Cewdqwrgm9wCZwEye4gK2y0UfDml7SMUbwtr94M6s2L+eWv/8+6R1zBOeuB8eq0YG2Vt0CLJB7R3G2HUKjmb5yOTWumwZRWqOUxZOVpSQa2lNaogILEou5iKsngLc9QsTBUwJIHJwjcXCu6TDvcI67v3Y7r/7BA1zymvPZ+rrz+IGs77v89cO4246cwITNu7xrEfUb+0+jKawPCLsWjre4UnLkl9Os+O5ShI9xVLcQUWq/b4uPQMn2dmXowk12Fv3gEzXdXY4iOGcppU0DDH57G1a+dfCBfVvrIuE10YK5gy4ze1361vsIAYWKxw8feB7ZBzI4cXEgrTV632HIFdq1BEDiUI7EoVzTd/uA7itO56oPvnqh7i5WcD2HWx7bR+6N56IyXq2vqbFKPDsmaLJjVHp1vCWzH9MW7Y+XAkplqtXPFuhuTADG4LYiVkVT6T+xqLpHJkb5wk338He3GjpREevur9/1MM8/ZTWf/eVXkfbaB6aelGdekskkX//619v+fsstt/zcbT9jEeydRCnFtddey6te9apnuyu/MHLPbTsRQrSs9N0o3jRU+qkZDs28rbFhbIHfo3HypohYcqpNY1pjFfyFC3GLLgjVuV+mL9R4qCPXNGQXNK9Zt54/euNLePSB/Uz+YA9OBJU+iQg06YOtI/4au5KYClAJG0KFrHR2VQqlkZUQlTA7FWVRjzzrcI0oQY2rTFrtN6rdu8r0PVE2mL0QVMohd970BHfc+ATp1UmKSz20ZUD02c1d9D6Ra0x8NlPb01VX3POKiolkEm8yoDLokDhWJn24dY64AHSksCfzREO9yEpozi9VoFK/p1YQdo6iAqxK+/EGPUl01CLaOkbDw4SNU2q9CQwG9GKXBkD50oDqGlRocgplJKjOWvKYT/fu9vNAJcSaKTF9cXfMv4+5j77Z/D65Y5RX//nXeN7GVfzqFefzxJFxvn37IxyfNWluqj/AKTlNEQd2oV44VyjjOGoFDgHU6gPE/IXKpvWcx44rp6Ah0igPhJqn7BVUBiDoNqhLechC7Oq0ydbYfSHBcck3P3Fj7duoofjQru1H+dN3f41P/9O7nz2PuuYpR5V0bOs5LmEYEkVRU2r82NgYX/jCFygUCrz61a/m+c9//rPYw9ZyUncvlFu37V08aCoSyBmJ6lFkHnFj2pP6u1j92yqCa4PfLbDK7VvV1AtZNspi1FMdu5hUaCkMIAqIQHP12i184MpL+dnu/ewuzsAqU4xTSw3JRQAdBf4yRWLKIvQgzHRy9JpIpMjTpnh7LGHSwp1rr/M1ECZlrfAZEtpFjonQcMxqACEoVwJuvGcnP717J6kRKA+aOVWOYOZUSf8TDYaqBJQmOaVbUtaYfYqmYIN2hblWBAuPrAfYCQV2zmQNaGGure2GU2Q7czC+5nzQev51IohYeI9EfK5VhqhVQJfWCyL424kcd9Bd2tDLFE32QZNTuFMElTDjjTxNcopaKrtu+P2RPUd57Qe+zCVnruVXXn4eO+89wL997wGmJnMIKciNSNylXjyh8TtUroPfYVLU2ms5V1rXnovINQB7K3BCY0CrwgpBbrWFDARdB6JapogGissEsxtd0kdMX0QIeB3ukNZxuKjmH354V+1ro7pNrx/Zc5Tf/38/4fMf+P/at/N0y7Oou59qgfKfV0qlUlNE/V133cU73/nO2ud169YxOjr6n77OsykndfdCufNH9zVRXbZ6W+1I4k0rKj2Cnr0scBbW7AQvQbhxKc6RGRI5aFuivprRM+9qxm5o7oRSJ7Zfn3jpSrzKDKndc0YnDni88fUv5Orfex033/4k+d1FxJY1BhBeRG+YPmqoBAil8Zen8Zd1CM4RRmcqx2Sxg3E6u9OCoKvjRZBOhFAaEWiSPyvW7MpOIoBStsRN376dm751O/LFGwhWD2JVQKU9SuevIXX/gUWzvxpFViKsqSLRQIqgOyLsqV5p/oGCoAdmz3FR4xp/0PCvW3aElLoeEe5qdLFDBLteyCZQnxUoLJGo2F6cf32Vdpi7fC39/7Zz4bmWJOxyTQLZImvt9++8gN6piLlimp3Hl6OUYE2+waExl1sUXG91fX/TUoKNI9yRcrnjg1/lBeeu581XnsNj37uXH/+/65kZm0NYksrKPvQl65r2a+5snfZ36/P3k01spFj2aHkvtMab0dhl45yKLNHe7i5WCBIgKiGyEKB6EjVKm+o0pcYDrLLBo6xSRNDdKgIubhJNmDSUNn97y92NP9RavGvPIT70vev43NXPIiXXSbv7GZVnFWDfs2cP11xzDV/96leZmJggCFrlx/zPFN8Pa+C6iFTLhUKGkDoq8HsWUR3CpI5HriZMCXr2tT/2RBWQVQwRoULbHTazWtOzu0j6sGUUgQUXv3gzH33fazi0f4I/fO+3atFktWJiJ3DtqiJqF6Xd1IWG47QE7Ri+2JrjogXAKIDiiPnLnQFydlycqlm8qZC+J8pNfYqHDUDmYImgy65FhAf9HrNbBenDJdy5AKQFTly8pRXQKYxW7N5TYWLQof++mY6bBAFYs0XUYC8kzDV1KmmoaKZn8V/oIF4UQYf7j9Jk9rUOt1KWRHsdlgwhTIVxKZocMBrIrrcoex6rFrnBWkOhmCAK23uMu3cUFqVJCRNRDZRGg12giXsO4J5dh7hn1yFj2Df0lWkbma19MkPT9d9VwiIxHVEcjj0w85wi6CpdgKEmsMoNxU5rDZqLOjlNpUdQWe2Y2gJaY5c1sqJJTiscX1NYVk8tLw9KKt0CN9duQyboeuEMc//aPt1aRYodDx/i8QcPsPW8te0n8aQ8Y/Jrv/ZruK7LP/zDPwCmQNv5559PuVxm6dKlfPazn+VHP/oRr3jFL0YRnZO6u71UgrC+nsg2UXAK3KMuqhggg8762M1BmDTFkNsaaHX/Y/PXrdaI6ia701qsND27BGFa42YjRAhXvOg0Pvy2K9kxOs5vfeffGs4XdC4M0XDpasp14sR2GsoBGgB2v9siOQG04ccWQHHYBgsKGwNTMHZPC52l6l1uwn9jGzY9ClESVHxv/B6L6c2CzNEINxev75q2fPBVe9bLacoDAjevOzr2BXFBuQi0Mgam5ZuAgDAD3qzGndNEyc7gYdvbqjsHLghiAH4efZyO0ZfCqmQNLGl/bY0OrVh3thYZLv7oCUWtoJim9cF3PrqfOx/ZT/p4GSdnUG2tNOnjEdpShJn6/qGmu4W5j2CAn/n9qL4qyeMldNoFSxCmLOxi1GRLCsx7Xel1SI5p+reBjCTKFWhbEyRh8lxJcaWk/+H6/ZIhBi1vV5dFGEqhTq+SUpr7dhxix4ExTl2zpP2B/43lqRYob5SvfvWrJ3SN1atX8+CDD7J69WomJyd5/PHHueSSS2q/j46ONnGbP5fkpO5uL36peS5a6u6KT89eFRek7ryWhZuW46b76DoOM+e0A1fbOE1bfFXMJlBKIDtEO5ONGPjEXipL0/hLknhHirz+RRfy23/1Vh7fcYyP/eWPTWCNeAoZYVqDHduxgyeWPaNtIDAZv3bZBBsVV8SBay2nQmBnAkQhov8vD+EcO3HHLoCOjAO666Y9TP9KN0G3CVbxL1hGMJQg9cARnHFTAfxEwPbk46PkL1uHsuIowQ70bTPn2gipanhGFFpIqXC9AHnEQ1Xszuxkol5Tbr5ECVCdHLNSUtnQT5Rxm6LYNZA/fynBYIrktvanA2gp2BmsRTftlXSTna0nZzo3Mr9NS1J88WmogQbeQiG47cG9/OyBvaRuexJrzAD4OlI4B6eQW0ZQqfq6Wr22kwlY+8rjeDMVrr37XNDQuKMRQmFbET27Y4e4BukrlCtZYHcXyrj37IThFJm7DiFDZRwBy7oI+5MUzxghGkyRGqvPpV2MDN5ltcZqBILSIFil2Ene4nYprblpx172jk+xfvhkken/CfKMl0EvlUp8/etf57LLLmPTpk3cddddfPjDH+bIkaeexvPfWdZvHKlRWAgNohQsUDZ2UWGXwBtncUUUG+BRQlBYLmrp3o2ioS0FxYJNBuBNtPXJg9Y4uRCpwClGVHoluQ0Jbj98hAOHp/jeN+9CRfXIIjer8MbCONK9s+hW0d6djo+LwCrbAJhCCGRQ1Rp1JV6dk1KfSclKjoNdEVgFC+RC11/XvsqilB3J8WYOv6DXZXZLN5Pn9ZHd2g9ee68omIU7dTyASONNB4tuCownPAZ9q/Pj2KiVvRTfmsIZ8LEy/oKxAIZnvxjRvbc1wK4Xq8wdS3HQoTRgo+LDc2ssyv2Swa8JwjEH3SYAUSuYKaSohAvnRLuqdn+cbNgRXBdAfnWidl+lT43vdUEkmjZR9Y3TIagWWTNHayBMSPN+2GZeLV+TGguxyg2bQG2KA6bGwhofr8YAJ3bRRJOK0PyX2pdn4M4JRKlEecCqFe5FCMKkxO+RzK2xCZKCyGu4l0Iw9jyvFolXA/LinwtLLErDEn935xfJsiR33/h4x2NOyjMnd955J294wxtqn7/+9a8TRRG7d+/m0Ucf5f3vfz+f/OQnn8UentTdJyqnrhzGquooKWoge6PIAGRJ4B1w0IuQGVYpRJCm0GRL3d0mMkVZrXX3fGfjfHGKhvvayUvKAzZzGxxuHDvIoclZvnjH/THwGu9PlEaUoEVw9IILW3HmsIgW2a9UT5nfphTkV3gL5rT6d26Nxey5muy5FaJeRXlF1HJ+ZdQ+AKc6X95s8/d+n2R2o8PsepswIbAW0vMuaMcqAcoEDyy6X9HmmEY3iojAndOkxuMAhKg16FAFotte4QRxijCl8TMKVSPkFSi7Wuy71ZNXbV8TebSm2J0XAd9xFkTMld/i+4UnagojXqyr48M09b0dpp3IFbXMBqQAKYic5r1ude8buQI7X0FUItAa7UiCbpsoIeOoTAHlAGu2hDdZIX1c15wBCIG2JFYgGb4vDhrx6+CZANxi9WLN+wYAu6iR5faRjFWxpODWR/Z0Puik/KfkrW99K7/1W7/FRz/6Ua666io2b97MueeeW/v9rrvuWpRm5hdJTuruE5NTzl2H1Rg01pVasBaJ0RncnKLr0CIKTwi0Y/b23qwifWihDW+Oa72y1gqaN4hWktmxrs7m/jdzyKIiuTdHalcW0Qt37tnGaHGGb3znrlrfAISvEJWg08peO17kjV0oyyfI2R+vc3Y5toMiQfcuYfYJTcrbfEiOzTH4xYMsfdcuEk+WsLLlznSmrboZt5d4vLkQsr+2n/wrtlJ56TkEW1cvakcLwN03jaiEKEt1Lk4t6nu9RkWllMDPusgDCZRDy32gOV8jPFWzGedL5IoTwHcEM29cQf6SXoNzAIWzl6BdSd9/7OkYuKwlFE4fQCfnBSIIQWGpXdeT/lNzxPlbV6D6M81YBAaPQUDx4lMMPW71chpkoQIxtZUGgpSFBobOmUHYmhXDU7z6+fcxMjjd0E3NmqXjvOFFd9M/UHegyAiskkIG2lDzRZpIasKUJBjpxj04iwxj+rhI4R2eI/XYKAPfeQxrumjOq14DSI6W6/uvebrbefwI1uiM0fWdfCFCcPOOvU9pHk/Kc1eesQj2+++/ny996Ut85zvfYf369Vx99dXcddddfP7zn+e00057prrxnJGXv+5c/vmrd9Q+W3mfSAp0wqlFswIkpkIKS0/sNmoJRJqZjWalzzR4iLXAVHteliB1rNy8yW+I8G1cO5zpMtoSVIZi8tcGt7AzXTacWZZE2QKnJHD3h0DIW3/9y1ihxhKxhydSiHyZkWsrZM/I0PtEZyNDxUCvdqQBJqPO0VkqERenaFDW1YKd2ooB+zhFy89AmDb9bTxYuCG63Dz33tTiQG81uqoamSxCU8xEWxJ/SYroeFzxuoMIDd60bypqLybzlFn1OxE4WAd9ojXQtWmOwv4ugunmVCtvuszQvx/H0i6kEihbECUdhAa7ErbX0PPE77EIuhxyqz0qfQqnGLHkngAQzH5zkP73jAK6iY9dR6AKkrHbBmE9zSEGGrSjkGVz36Ok1T6CXWjEVo1aalGNEu8EhIg4BdHJKtyi8diHCYGfllhlw98epCBIOwxui1ANc2sFkJqIDOhlGTCkGn0WNgR5VIciAo07UyF1tICdD4gcQWF1myIrcfZCcdjCrmiiJLX7GqUkRy9PkD4SkTkSIgNNkJGU+xyCboE42E83xfaDxnSoXHr2IpcEbe7fz9nWc12OHj3aVMT0pptu4g1veEMtSu6tb30rX/nKV56Vvp3U3U9NrrrkDL5168O1z8qOU6V187JmF6mtUYtJ+mCJwuokyhVI30SeNRrFApCBiGmr6ucpN9btuvk9EQqI4j1BrVdxewpkud53DTh5KOLzyo9/xdB4JADLgII9eyKUAxNLLHRPm9BybdpNHTBruJM366GhQGnzBsfFQ+dLlLTIrkvizYY4OcMzGyYEc2cIsmfGA6iKhMqQJjEumnT3YmnxAurX1iAC4xSxy6AtEa9fnfcdtXbKOjbM2o+1XXBDFZqNbI0VmvkOEyZSurktcw8bn69aGyf2iAEQZLQpCh5BYlxj+aIGYEeecSrMv0Y1yl2WA8BtLqKuNDLUKLf6fLXuY3UIIjTzXHsaWwLrDQNDk1udMrpEady5EHsuoNJnoxxtwHVh0XU0NOOoPgNSGPof3fBSVikVJSQPzRH0Jwl6E2BLlCuRhQB3xtR40VIQJlrvu0X8rPdt0wQZYkO96owyGSnKhcgxgxaR4YmXoaFS1IvEMQghKFdOkIv5aZD/Cbr7937v9ygWi3z/+99nZGSE7373u02/33nnnbzpTW96lnp34nJSdz81+aV3v5Rr/7FOrchAr1kf8sX6uhVFyN1HsM5YbYqVL+Y4HZ9G9/UwcleJsYuT5Fc5NK7Ilq3oGywyN9WFblACImw4rOESM6PdSEvRM5Q3a2Y1Kwbgmzn4ngEZo3OS+O/oR5/iMQq84c6/RKx0sPalEJM2Yi6P/dBurIxH6cVb4vG1GIvWECnsw4ZbNrF3DlkMUakOuIMymbsial4r3Lyg/zEoD2sqfWatc/KC3huO0H3n0ebLAuGyXpwjM51md4EIDc5o7MmPFN6+aay5AHtgEBwLvWoYvfMIIliEXjZSOMezOIkAf2WqA8je3lWvHIi8CKtiEaTjYujzlm457ONePIu4LQO7E8aejPWnrWKaYLF4cFvxwm4KL8swXVQ4jzuk7p+m59aDHc/RAK5L4bIV8efmmjtzmzzSx2M2Bdtqyibs2K4U+Kcsae8gEQIci3DVAM7+idrX3pNj+Kv68fs1fp+Ftj2W3FPETkdmW2fByMAsr37+/RTKHhXfIZWokHCNLeskI1OHUOl6dmGoUS6EaRttC0Re4OyfbJ15qIFQkbnnCNHIMkSpvsezAk36iGElCFPG8SBzZZyH9yHnimTsYWZXdY5Ml0JQDk7q7v8p8owA7GeccQbZbJY3v/nN3HXXXWzZsgWAD33oQ8/E5Z+TsmRpL7/9f1/F3/z5j80XroU1WTCErLFCV44kSKTwJjWlpSfwuNsGCMSHmc0WbqRxjweIUCO0IrvSoTyYxJv2DW9lTbmLGudoo3EkAHeihD1TJuzxDP1KqHHmKojArG5hX4qwy12ggyILoj4PZ66M7wrKm/sM3UwhIEwa47aJdiW+nkpYTXzlYVcCZ7Z1JL0GorQLbTgZBcRFz3Tt+HZ0LRKNiAKiyEK7VY9125muXyPUOIHGnYqQCiox72y1+EVlOElytNJ2sdKYtHijXCyIOvPPkvRa/yY19pMW0ZoIYWkyG7KoiiTImntjpwLS1+ZxcyGRo/FX9xL1JGvnVwBRjpBt8JPadQSEaVMATqNxZyXd+/3a/QuPeEx9ZimZK+ZInFNAWKB9QemeFIUbuumf0wQXSwprNVHKGJ/ulMQbtYgcKC2F7MYUXXsX3nNxpsJ+R4joB/dxn/KoB1qckEKJErLGUy61wCloSkMijizX+D0WuZUO6WMLlaOM+dab5sGqe7KrNnxm9wzYFoU1GbQtCeeBYQsHJAgyAmcmotLXfKC2Bfk1Nvk1BgGzcybbAjT5sTQZu4QM2w9cRYo1G0cWm5aT8gxJIpGgVKo/0/fcc09TxHoikSCfzz/j/Tqpu5+6rFnSzwdf/wL+6vs/A8y7qkOFDGLjSoO2Df2JkqLzJkxrrFJEz7YCXQfLjF7ai/IkXh4CywDgKuYbF6EGu6obqf3rd4GbZYHuFqFGCVFfq+LCq0Jrgi7QBVpzpoZg50G5iv7HjYNPaBi6FSauBD2fIjMu3NnzoFWjwxFA5pgit7o9FZibbW8MaFtQHnQoxwXANRq/b34F07i7aUXoSJNB1PZq89qP/7NCkIW4H3HT1TYiJ86O6tBG6Jk/nPLi9C6qXdJRHB1uxRR6Ttk4gpVlgG0RgXKFiSBvEVRp9hAab46OTnotNUF3fW9THtEkRkGGscFtGcexFVCj6NGYzEDlaIRyGLw3R35NAr/HQgaazMEKXbvLlJc4jF+cQUsd11NpFhHU93zV+r/mh45TZq7vVHW8oLzEQ0cGWFfxVihMC8q9ErvcAgwTYsE1rLLhAXYnizgTBQPGS4nqTRAMJAxVUwfdCmYcqeOQWx0hdHMaicBks1XrI4hA12oBGPpCOoJ2YaRYv/xkivnTKVJKPvKRj/CRj3yk5e/zAfdfRDmpu5+6bDhrLe/48zdzzR9+23wxOUNwySbmVkYURySgSe4t0HPjEcShBGxY2r4xpRGzBTh4DD0xgzhlNUtvLxHO7mV2Y5rKsiS2CtiwZYyu0y3uv+9UgsCueVoFAqusjTO7ibpLMHWol9wej2V7D2ClgMkIbizClFEA4UUp/A8vpJDSKwPCX57D/koC+6dPmqzl6ZDEz3ZQef6pJlCocbGKA/C8B/bVqFZlqOn76WGmXrO27dDdrGlHtIi8tgJB+qggXcXTtcYbbx3sU1k/gD+cIPnYWC3aeDExdj94h2bJ3LALWQkJzl5fB6oFqKX9yEMTHdVL1JNCK033HZMUzu3rfNF2lD0aoh6NNQ5IQZiGMKpnPWkLkqeUkUmFuqhAmPfQ+fqOMAIY8akXlWlzGVuju+PI76TEPyei/5/H2h5fFTEyiF6+hKFHNYffUIGyjQ4kSI3qiiitDpgqRAzcI6C/BwodWAsa+5NwDFbVSZQm6kth728IOpnIE8g8lcEeQFNY7pBd61Ia85oC8gDSiQrpRDPiX5xOGuzBMkVjtQVBShJlJKFrdH1q12RTPMmCOdGQ2DVJfstKuo6EC35zsyFuNqal23UAZgtoIUgcKUGkalzurSRUig1LTuruXzQJgoArr7ySL3zhC02Bbv9ZeUYA9p07d/LGN76RF73oRSe95k9BXvG6c7l/+yFuv347sqCQjm0UbbwaWeWQ1MEcdtaluCyN30fnlKoq4GfHEWqFyChzSwCS7uOazFhEeWkab7yEnQ9rC59yJX6vi1UMcbJBzR4PMhZRwiIxVV6Qzq21ifzVooVfPI4crgwkya2Ko42FAOUw2wvduwq4BV0rwqglhJ5tOMsbRKUciklIjpWMcdmwcAbdLioVV6TWNEewtZme+Uaujn+RE64BOzToEIiU8TTreh/nSzUioGsWwhhkbaL7AErDHsnRStuoLgHkV3ksv3ACbhIQyloK1YJ+SoluA7AbAKb5K+kpvKE4VDHUEEfWl7cuR7eIztKeRFdUnDGwsLcaqPTIGt2JwIDslT6HxExdEUbjLnPfHmLunwcRCYUuSZOqGN+37j0hVinR1K6WICzwpjXlwQSlYZfEhF/n49+isN9fH2DPshzZ49218zva6VUbu+G+KE8YOpjqAUButYufFnQd000Rb/PnQAsDVhBH65ksCSit6UZ58S5BiKYo905iVcDOa8I0tfem2gZaI8tgVaovt3G8FVYlyewrth63AMe1ufzVZ59YB54O0aJ1yObP29ZzXM466yy+8Y1v8Bd/8RfcfvvtjI2Ncfnll9d+37t3L8uWLXvG+3VSd/98cvULz+HBhw5w684DxtEY+0aqT6oOwJsDP23oyNqCv0KQPFpCAk4uom97ntktXSgfSJq060a+ass3GTe6wXmnLIhssH3qTmGtEQFYqjk7pnpNbZlo5urnpi7FV3PnqKU1CyAxBcv/VTB9ARTX6RpdiJWD7scskkebdXdySuOnFZUBQfPoNU4WnLmOUzyvT4IoNd+LD8m9Ds6shfJMFLVQBpB2y+3X8NrpLnglSaTrhS4bj7bnygjLa9uGAIrLwJ0F4ZtCb5G38JpVndGZHq/ZIhS6Hgmna43UP8/vkVMQRLaJwmqtuzWlYerPR3y5oFvjTTccLzFjaJzqeB610GgpWXZT/cYpCcoSyNCibyeUeiHoi7ldq1HdQZzNEUuUMM/qCQVaVcPzG7oYJTHgetM+y8LOKUSoYw7gFvdMa2Q5wqpSIMR0e0prKmv66xGMQhiv+iL8ywLoeThLaXWGKO2Yvfl83V0KwTJ7LaE1yYmQIC3xe62WfRRAKuHy0vM3ncjsPD1yUnc/J+Sk7v755E3/93U8dNNjPHLzdgrrExx/pWtevNi29pckmLt4gOF/PYYTqfY1tKTA2RmjyMUS+tg4DPYh983Qv68elT0H5LpgxVnbGNu6luKS3lp79lxI113jlNakqazvMSeEiq5tWfpvPo51bKGS1Bb4vzNY60NznwAb1MWz8P16dK49nkNe+zD+GauIVg7UgtJEvoD76GHs483X6b5jFOVZzLxkRWy369r65k1EWL5jCoyfCKuoEMhsMy2pSlhMvmEjlQ19pu2XrSRxKIc9Xab7pkNIP2q/9gqobHDp/48nUZHR3XpJX1OgnVq9BOvQRLsWAHCtFHODSbqvmyO5fY7Sad0t8JXqet5pfPM+W4ZyrXq+jgS6JAmuG4DywgmToy7WkoiItuT1REv9Zt0tNPkrB/C+eLTl8TUZ7EM4NviQORIxd3YDtqAALbCfnEBvn0X39RhKWz9YPGhNnYD2FsJQtzR8lb9ghPKGnqb3afKcJOUjyzg1ux83E7QM5lcKJvb3U8glkJjnrjgsKYxIvDlRnzYhEJWg2Y5u1TUd15xrYEio1USMKYd14CNmc/HxGmsyS+qxcYpnto7cFwJ6kglefOqGxefm6ZKTurulOI7DY4899l/e7jMCsO/bt4+vfvWrvPvd76ZUKvGmN72Jq6++ui0weVKMlMs+tz15kMLyBD1PlOMM42ZDWADejM+SexzGLnHxexdpVAAWJCa14cKaZ8ZIZbhhVVcKP6UQoWL0xYLCUgu7KHCnBd6ExipDmJIm6lwKhK/oezRLcrJeGCJKWGDLDorQgAOW31D0LOasnTstQ/fjc6SOllBSEKzubYq+aux5aVmC7PoEyXETea8cSXnYRTmS1FiIm40XcYXxNLcxrgCC5LzvRdWhYTZRQhgDHS2YPS3N0H35lgZtbVZ7PaPkq8Zvw4FagE5Y5NamyBwo1vjIhAYdKSRQWOqgNytGNk8z94IMpZs98CMIo+ZrOTa6K90+Wj8SRMs6KD1bIEehsmrAgOttinApT2IV5107Hr/fJSgNNbuZBQK/pw2lSyTQBauhBXOfnGwIyyGyDYVAlZLATxNHQAqOv2yIodum8aZDtC1IvD4uNhsPP9lbpms4R248Y4DyjgV0RRNvK0CYpKVDpjJg0zVm6HK0NN5xZcU86wVVo4ixS1Dpq58nQwy43tDeCaVqaZMB0btLEKRDUqMhiThKpdIvKYzY2EWL4jIRg/rm+cyvzeBN+oavvqE5aQm0hvf/5VWku04Q4X86pAEQ+i9p6zkuH/7wh3n5y1/Ov/zLv3D8+HHe9ra3sXRpPTrqBz/4QVORtWdKTurun0/yhTL3PnYQ7Wm8uOhj44xV/3YLmuwaQWImjmidV5ApdbhAYso4J4WGzOEKUVeKSt/CyG8BCAVe3ugWJcEpgajE9oTQyEBjVYz+lrFqUxKKg5Io1YhSdo7EAUEU14ewG0B2qywYug2C+wVhtySyYXqLxJmsEtromuMVwAsVYtoy1BiW6b9VjlN8LdANGVPtHKVVJ2bQr5q+TO1ysHKyNpcIs2ZrS1PpFSTmdMs1vtpPmbBQujU7bfJgnr5HZqgMpSiv7m1WhBqQpuhVmITUmKEjcecUQUYQpqhfU2uULYy+afdOCdExek9gCthHrnHGtgLQq9GEUSKmuWkE6xFUBqA0P6FJQJQCPd0ClG/T1fKQS8/uEsVhh+zmFEG3jbYM+G4Xwe81QQayog3NkTaOh8ZeKyfODohplTpdr9XXUauCcEIQdkmcfNxkpLACMydaCCInBogsSX5Nmq6dsxBfvrJuyIDr83hkxSKKRyuNO5HDnsxTPHUIXMdw8WMyTyhXSO+aInvectO+BrsUYZcjwpQ0wR6NlHSx0f6RX305iUVq9zytclJ3PyfkpO7++WR2Yo7Hbn0Cf8jj+Ds3NIHrQA1IHn/DMkbuMDRaRpHq+vovwNl2CPtYHUhncgY9sxAQB1A54PYyg7fvIOxxCZakyf7SqejARqQy9D4wh3vLDDKRwNIOViQQAyOo/iHUgaOIfN1DGZ2Xgr4O0I4EdXoCPWIjRutBSbIckLhvL/qh/aikS7TUpvh/BknckzcBTqp+vlAw+MhRuu8fI791kKjbwcoFZB6ZRESQffF6Kuv7TSSxpWs1sBYOXCMLFeyxemVsDUy8+VT85V31+XZtyjHYHgwmGfrGE63tbmECwboP+c3r1Ly9jO5OEZ66EnvH4aZ2ao70nm6C1T1UVqSonNLP0s/tYfKNK8leOlgP8lPabMramMtgGpOlTu+bQChFcEcPlNpFqQu8MQt/o08454HQdT8tgmjERy2dlwEgBYVLehlYDGBvoCtJHtLMnS1wDgak784h85pgOEXunHVoaxLH7UXbFt59u7FzvqGxKfuIFln1shwgp/Oo3nT7oE8psI9ON32VvWhk4UZPCApLE9xzy+lc9ksPUZ51GL9/AH/Owev3GT5/CuFq7rvjVGY22vj9VceOIDlGjOHUG1QZtyO4DqAcC9e3qPQL3D3jyCMTteh93ZUmWrOEYHkPniXNXjnucveth/BX9RD2JZrGbUlTWeeTV70C126ftfm0y0nd3Vbe8pa38OUvf5m//Mu//C9r8xkB2JcvX84f/uEf8od/+IfcfPPNXHPNNVxyySWEYchXv/pVfvVXf5WNGzc+E115zkgYKf7vP17LbFqTPOwvGi3jTVZYcrfNzGmC/GoDQtZk/okCtCUIuiSJ2Q5pV7aksFJSWGEaCLvAnZZECYFKNDeqHcH0uT0M3juDN2sW7aDnxAA8GcScrk0NavLr0qQOFRBaMLPOQicE7qwmOW3S7SNPUByRVHolbk5QWpZsOh8NxRGb0hCkjwY4hZAoaQPzjOp4sbVKEdKXqGSDAdrB6A3TFrnVHl0H6xHojWuOTtjoYgSBgpQNUhig1dG1Qh9ECqekIOGYNmKDXruSQp/F1NYEK9eMohV0valAsM8mPGCDY9WobYQl0BmHdmSrWmhIgL9VtXyGtAbhA7ODhMOdDTctBJEnsUsmciNKCMNZ3iOJvDaAjDBOk86F9Ro6rkCEmkShoQkMrdDceo2WArssyW8ZpIb136dJHCvQd94UdiZECFi6dRxnX8jsvh6snGwN0AiNcBVyZl5mRAduYC0FflpQ6Z033j6Jm1W4WY22Gp4fFdcUmNdeNdq005xYXoj0LZy5gO4DQdMYvGlFYtrH77KpDLiECUFyPDJ0NwnJ1Pn9ZPYXSI77CGU2cmedu5Y3v/tFnH7+uk4XPinPsLzgBS/gwQcf5IYbbmBkZISrrrqq6fezzjqLCy644Bnv10nd/dQliCJ+5xs/YXYEvNi+7mB/kZjR5FcIenZVcGc12pLYpRBvvII9r6CYUGAXIiJPGiquNiK1AVtr9SeUxssanucF2wEF6XFFfkTW9LpdwQDBi0jk1gH2qmgMiCs0yCSQiqi8Lo+7x8He46JLAroUaksZUgKxvRu73Hy+lobyRChdA9+9OdDz9kFVPR0mgQCIo6utnMDOtTFkhOEwDx2wA9NGFfSv+tOdXIQ3HeH3CIrDVi2bSQMi0vRsn0VJQdTlmbU9BmqrFDvWdJHceWmSowaG9TOSxJzCzWucgq5x5YsAygOi7b3UmDmQbbhPq86FuU3Qvbc1uF47Vgi0gNxqjV0xjhflgN8fZzG0nKu2zbU41kTmTZ7TjT9g9hFWxfRICUFpyEyuoUqqU7fphEBFMd1OrCf9bo1dMM9ROyo+85xQLzJa/b5dhDoYXv9ilZ6l+twabtzI1cYwV3XHi8p4aK+FmWTRio2ouW+Rj4w0/tIuLOlAUN93WoEG2yPqT2PNlAiHUgilau9T1+EK5R7L0C5qQ4NzwYXr+dVXP4/T1z/zmUwn5bknJ3X3Uxe/7PPh13wCpRRzly7BLFitHXZoTX6NoO8JjRydNhk8toXMFrH3j5uCjY2idVNgVDuxcwHhCscEBQlBsKybnuPgONGCLGQhLOT6VQSjR7HHTDStXmrPo5RpLXrEhtGFlJciVFi5MjrjUOxNsuGbSfwfVShdFxBlwVku6HmDhcprJv86pOeu0QVt9P77TqKMi7+iC+U6BFtWGg7vxj4pg/Z524422c/l9b34K7tbd1oKKqu7KZw5RPrRiQV2t9Agygq2zdXY0gRArgSZRF0vBBFyshnUrx3rOsihQfJrUqA0s1euY/Cb2xn+5iEGvn+U8oYMWgoSBwpM/a/l5C/qa83PHtvVMttOgWljG97S07kWDSCUIlUJ8C/IExxLEZQttAPRUADJ1kinbmePN0rCrY1blCKG/vowmfumqabrCQVBb4LyFWegNLizAc7yFcgqra7W6Nks+vjYgmfb3X6U8mWtM600Gh0GyMk67aW2BOFA642IlnBk3xA3fvxC2GNqCAqp0Uqw8xvrCNZKst0ZyAQoy0EgsErx3mDevJY3DpG693DbKdECymetQCqN/cQh5P7xZidMvoC1bR8qWkk00IU1Plf7zSqFDH3tMbLPX0V5yzDashAWXLZ1Lb95+fPYsnwhbdNJ+cWQMAy55ppruPHGGzn33HNJp9NNv3/mM595ym0+Y0VOq3L55Zdz+eWXMzc3x7e+9S2uueYaPvWpT7F169anJUT/uSr/+JN7uG3bfgDcucWLEcqyiVR15zQnUhBDAGFSECQFdkkvNLqFCfieacgslCVwcu1BVLQmtyGD+8CsAUTTdltqskbRrexgIVBJmzBlYfuapfcXGTs/SW6dQ2G9MMWpqhJpnJwxjmVoiqvU0qeF4Q31e8EtCOxSROTKJoUmAo1dDJGhpv+JiNwql+JyG2WZFPi2RqsU5NcnyByuGA7N2GuqLWEA8DjDQAYamQsIuhyckqLi1mlCMscquHNGMYnqPMaSnFF4VHAz8f1PapJ/UKB8r0d0nYMat5AZRfLSEskXzpL/ah/Ffcl4txC3E4cp5t8comyB1LqVb4GCcvCqkXWL0OhEnsTJm+KeQUpSHmidzlw7J9LtjVGt0Wj8tZry6YZ33drrYc8tnPcwZebczcVgy7yelY+mGZtIsOQVR7HTIULC0IZpBtbMML2zj9zO3nmRhgKRCkn0l9CjrciGm/tpl0xkenGovTPB77EQRCbtvawJTcBBS3Bf6LhoXbql28MACyM+8kkXL14Dmhz78b9uLsTWiuS4hTshEGEIUYi2JXZFotKJ2vHbj01zZCzL6Z1H+/TLSU/6Ajn11FM59dRTW/72rne96xnuzUI5qbtPTP76uju594DZwFvlxTFKJ48BfVF07SksjmkKA5xLvwrUivk/m8jgBvtehguLazUdDyRmFcUlhi/aLuoTAtirhtb89tDGiIoGFcmVJYK8jXd+EX1BCdXwwsoA2NFlilw7BlTX1V1pZMYQJkG7Zv33ZgydSHXEdknjzUbYFU3vHpg9C0rLILXHbhmdXu+kIOiGxKGodl0Z1CP8q+CvO6exSyHZNTZaCKSGxJipb1Fc10fYm6i113ilqCdJ/yMhfl/MES8FxUGJVdG4WY0V06pGngAlSPaWKc1Wowya4+nCBKZ+zjznSHUW80sxumyxYunx/60yFFao2hrcdn+jzT0QWrR9iDXUqQCE2fPpxMI2TVFcgay0oH8RZg8YJeL3JQbZwwyEKY1VMg6f+WNRdkzjU6CzKI2bVXizhkNQtdHdtm/aS+yfQVd8hOeZGj6tnqOYRkm0eP6r268gLYjSHuFwd+2cxvMBgpEeCCtYFRW/zxa+pbF8TSIbF3eJj91/8wHGTt/47APsJ3X3c05O6u4Tk8+/76s8ee8eAIqn9nQobEmcpaTpB0S+hPPkkf90AUEhBUpA/pz6O+5NB7jZ1ot7VdcGZ65G3vIEMlCInFoUXAfMcW1ES9AbPDKZgDH62Pzr44hfTzRlPoWzmsm/j9Bt6O2svI8bZJG7A9SBWcpnryRYNVCnypIGxS1dvJ7yWSvwHjuCNZ1n7iVrOutuSzL7inVkYoA97Laxs50LR1oHxoi2ro4Hp7Ef2o2IAfYFV/EDoqPHCJ/fGxfDtph55QaSu6ZJPjlF6vEcKu1QPHOEKDmAM1okWJpY6DzQAvegS4cc/tjePoGHRkr0zojkZRV0ShMGNmHYnjIGDfa439LurB2SSVI4JUV+jckgHPjmXjKH87VnqnqrdX83Ugu8yQreTKVpyRZCQG83Ip1E7T7QVCPOOTKNfnA/5XPWVMENqv+PXIF1aLy5b0ovdAwpTWIaElOa1KgPU3WwSMe1XHQE9h5NcmVA7lyFpgQzSayKqAVPNF2mO0Hp7GWkHj62cE4EaNeivGmAzO457P3jtT7XxhxPgPPEYcobBph93hr85Rm0Y+OO+Vi+IBrpNrVqfDOebduPcvz07LMPsJ/U3W1l+/btnHPOOQDs2rWr6befN+vrGQfYq9LT08Nv/uZv8pu/+Zs88sgjXHPNNc9WV37hpFQJ+PaND9U+axEbnR1pLoykd+WYPqOnI+BJpLFKBkgtLLdJHwtxirqOtgqB69kcPC+kMlhvx52TLResmkhBZdBBOQIZapQjEYsUFlPSAP3tRAiBjtNhl9xfYvWrllFel+CegwbAkJEms7dM+rBPfn03Tnneex8Do1paRJZGKo1VUVDSxjhSuskJIAPo3esT9ClKg06d27p9Bwm6HbRj4RRbR4gLTOSdVY7Q0sYqKcKkSZOuRvu3PAfo2R5RfgkczvYyWugmVBacAs6mkGVdWZZ0zcW3WrPh9w8weWM/Ezf1E0y5CFsRnK7wXxiS73EJyxLPiXDtqEZBFipJJbCJIklxqyLxeMc7bGzuhAEGzjtrDTsPjnOE9psbjSkyJ+TC6EO0Rjua2deF+GvjcZck1kNOyx4EGSDUuHN1Rd18MYHyLeYe7WPg4jq/nrQ1g1umcVYVKRzsIso5CKmxl5SxhysEPxlccC27DGFS1xxHiRnzbJjxi44bwEqXxJtTiMiA7MptHo3wI6xKhAg0mdmIyoBNboWLdupHSR+SMxHkbZxc0HmjBPRsh6AndhxZFggbQgU0U8SUij6f/qt/x0s4XH7FljYtPv0i9IntK0+0rZPyzMlJ3d1ecuUK/3T3Iw2xsfOiozpIYYXL0AOd0UJlCaKEjQCSk5rSQFzMseEiSdehMhs01USxKrrjGiKIo84jw1HtlKDcKQpOa2RogPh2IrTA3+KbJTQTcYbeiujL8+jsAXNAJAjGEwQpEL4wUdSNzUmIkgY4tnKmPkp5COycYmB7gAjBahxjWTB4jzHeCssEQXMASosOCsKkIHIgNdkewJA+JKYVpUHL4ALliDBhE/a1CfuOdYZTFqg8BN1V57ABdguRxinUHQWWF7Lpir2M7xpgfPcgQclBSEUkDLWMcgTZVZCYrhYqNdMUpKE8aAB4GRiufRm2197VaHcRCl7YvZon944y1l/p+GA6OVE/ed5xmnhfWsWrFVgtCphCDLBHMZ3CwqZqXyinXvwTMFlyaVMPwK4YR5EW8R7EhVQLGl3pg3Jj/aw0XUdCrHhfGGY6v4WyorGyFbM3KS+cG2WZPoaeoDAsScxp0seipij6ICOY3WAhi5CYSXcGi7TGki4iX3/wBWIBPRJAoVDhLz7+Y5JJl0suefYij0/q7ueunNTd7WV2Yo7rvnxzjWtZCWqAcqfMIIDCll56dxxp+/uJ7gES3UmOvngtUX/du50c91tTbFbb1JAaD8ltGSLzyBjWPUXwFbhtguGURhwPEXv91r+DiVx+lXEMFnBZuvM8EufMsr9gnA9RYDE6OsDcyz26f7Sn7Xj1rKGHsbJl0j/bTTAyRuGKU5lfXFqlPMrPW0+ll3qh7Q6iXYvKugFUb4rkQ+2jkasiD0+glvSih3oQs/mm6PWWUiojR2fpfqJE+pExpB8Xj+12yb54DYWzl4AQyFyFlX+6k9mXDzN3+RBRr4PwFTJvY0/ZOPkOtmJMMxYm41o2nTAbpbCOlLDmQp6X3spjB8cZW15ufzwgjxowutW+L0rbHP2dzVRGHBDgHS6QOJRf0AZAtHwA4Su8uI7agkAxIdCOgxjqR482K2R35yhz5w2ie7uwAuK6fab4+7LvNmc+CA3JJ6cpbeoDS5pMwb2GzhCl8abbP68AqbEyKmkgTS19mGmuR6csjbLBOzCHt6s1/340mKH4vPUIy8XaN9bxvdMC/EGb7EV1zvXKiiRWCZITzYEJuWKFD17zE/7+3a/n4lNXdxzH0ynPFd09PT3Nb//2b/PjH/8YKSVveMMb+Ju/+RsymUzb4//kT/6EG264gUOHDjE0NMRrX/taPvrRj9LT03NC17zlllv+K4cAPIsAe6OcddZZ/O3f/u2z3Y1fGNm2/zjFSkCY0FT6YG5DFwiBnY/o2VGmd0dzQVENKM8GDYl9M3RtE+S2moIc7kyEk1NEnqA8ZKLTMrtLaCtNmDZRTMqySB31SY8aBN+zJZ/96tt5yXVfbe5YmwgpuxCRGg1wcirmFXdR5QDtCCLBghTyRqn0y7aKRfjKcGOn6ori6M2H+Pc/+QNmiiXyFZ8bvv8gX7vjDqKkjRUsBIdrhbQiCNMmGh6lsQtBS1646ufBh0IOv8xm0S1RpPEHkzi5zlkGApAVhUhqvJwZjF2OFgU93BmwZ9aw155rOjJQNgfn+igGDhv6J0hZAZajWfLKKZa8cgodwe7sIOPlbrAgzFpoISgHknJgN9T4iNuU4C/TeE90XjUF4HdLrLLg93735Qwv6eaa6+7jc/9+18KNhNY4hYihXQW2XLmJbTfuQ/oabcfspQqiAUn3tSZNLRiJ8IepexfmiRYG+OkoWlA80EXfBZNIW1e7YYxrR+BtqAJYcXTg42nILlwG7WIcOYkpUCiDuFuSxaNDpEC5AiswG9WRoW6Oj2WR5ZDU/hzudKUeo2hJ7IJHcjzE75JoW2CVNdqWJhqwYiH9sONTKAAZqnqNgurBliBK2tjFhQ6QL//DLbzw8tOQJxDpclJOSjs5qbub5cH9R6mEESgDBvp9Al8IRKhxirop+hoArQniDJbKoEV+lUP6sCkiVS0gLgOFM2fe4dzaBCoBUV8EGrxpSZgQhCkJAtKOw5fefRW/8rFvN3esg5GgGgKh3JwmSBkKi8SMMtlJrUQI0qNBy3WpeqnKqQHhyvqm4ZGpo9x75e8z6xcohhW+detjfO2Jh2vRyAuUYfVvG6ySxssLlA2JsbBlUdjqZ+nruKbGImub1pQGLZKT4aJ62JtRlAaloa5JWAZcXyRCHiHoX9fF0VKu+ThpQARla9ycpm/zDJajWLplgpHTJtAa9jy0gqljfbXAL+0ISksMzYqIDFBe10MaEULQBd5Mh2AFqFHBfOa1r6Q3leSv77qTzz1y78K512bPlJAW52xaxn17jtT3nLHXSAIijixXkraZWuYUjQwXC1YwgH1jRGSNud8RBPOKwDpZvYAeBkzWg3LNuakJVcsi6UgdU+2CEER9SZypIkSK5cPdHFSKyDGZa0FaNLShKQ5KikMSN6dBmeKqftXRnXGJulTna8Z1kFrOmYxrEcw7/Ev/eCsXX3zKSS7tp0ne//73n/CxP0/a+C+KnNTdzfLIzduJwojCqd1MX7mUYFW8WGrQSsc0rQ3vXGSiazUwd3oG7+FuEvuzJvU7k0R7LsIPIFdEAOXVGZzpEv6aJCLSOHuLRBkPd8oApV39Gf707o/wls9/r6lfItSt7aFCETU1A6UyCInYkAHbQigH+zuzhP+7v8VJxmnuXDPdVncLwH9NN9HpSbM8RXDP7uP8+5s+QS6Yw1c+X/i3R7j/tm3IVAU11I2cyLZW3VPNurWyecQsYvPsjqrJ586Bn9GdMwe0RgSa0mUbSd69ryMIWmtfa+wHdqPWDEOoTuicDTuzTB2YbDrOyvr0Xr8Pa6ZM9kWrST86jiwr+n8wSt8PRsGCyVdvorJpoA5mNvio588PmIAA53gB1d+Jr1zi7BmHXSk+/ftvwn2Zw189dCPXHLhngdLVGkRZIvsG2XTVeez63gNoIQj7zfNsFyJUUrDqzx9GA6WNXUQpu5lnv1EcC3eRIC8hBPT3NQHsGoi6XcpruurjivdMPTcewCosxEx6bjtKaXM/aE36mK7pbrsYLXq/LB+SxzSllRKSEauW9XB89xyRoykPxnsfAcUVPRRWb2bg3w+R2jVX66sA/E1L0b0phAI5V+h4TaHBO5xfwO8fJaA8AMnJ+nfV9v/+J3c+qwD7c0Wuvvpqjh8/zk9/+lOCIODtb38773rXu/j2t7/d8vhjx45x7NgxPvWpT3Haaadx8OBBfuM3foNjx47xve99r+U57WTPnj3s3buXyy67jGQyidb6FzuC/fLLL1/0GCEEN9100zPQm198CUOFn9H1olPxzQ3TkqnzUhSXOiy9NW+UvdYQaSoDHgKNKFQY+bdRhLboPQCJyfqKGaQE+RGNd3COw7+WaIo8QoR07a8glSAC8odynDO0jEcmjtdSulWzQxCA5PGA7oPNHnZtW+iMDZFGuxYRCtkCZK/0S/zu9vxkqeNlSBneNCUhTNsEQvPIk0fYuHaYv/rBnVz/4E70KV11Y1dpnCr31jxRCWkKhAoI0w5ONohTuYwChlgJSgFK4E2FKHueVZeIoC8GLOcs3OMmAaxVqvx8EfEFhAA3r5vS7TrJoZksDLV6wQUTxS6GU3mGegq1KQjLFof/YwkzsxkcG2b7HViloVbETiys8aExzwFxsbQWAIbGgM5BCvoTLkPD3QgheOfLL+S+H2/jofw0QbfJNhChInWsTGZfAVvD7vuOEAwm0FGDwak1MlBxVgTYYxJnVOBnIip9xmFUBbYB3Kwi6MA7XBMlUCUL2RXW5mR2PINOK0SVnQdDBVB6PMP80jIa8/zomGfVKS0eeTJfqlh35Cn2bhwjOWHT8+g0IpxnTEcKK1syHnrtNpyviJIW4gQB8JZPkhBoR7Q01MfG5tj55DFOPW35UxrXf5k0hvb+V7R1Up4WOam7n5oEUWQct1WfVrzWacsUgQ4dU9hUS1NgUYamwLKOEcvjL+piyW0FSiNJwu56PQyrFGFny0xf5OAsLdZ1dwjWMQfnSQ+pBWU/wA9CNiwfZO+xyXpx7RY4ubKoOTtrBnEZnJLZU3hZAUJR7hULFsj08TCm3GgtlVMiSpeaCGBREtjHbEI/YPvOY6xZNcCnvnUzNz+6B4Ora2yqOp46RUzD9cKEMLzhoSbodkhO+zGHK7W1rVbXRAi8mWhBjQwt6uuyUHW+9fm8tq1ERsSKwRRVT40G7dHkBjmezYE776D4mYhSAqEiBs+arOtuJdm3b4SJ6T5IgDujUV2N4LyIqejmiQC/B9wshtZl3s8a4mh46HUS9KWTCCF4//Ofz09372VndrL+jCijd2VZ4AvN9qlxQ1FT3RM02MrVjyLOTtPznOONz1XkncCENT1nxrARvjIFPxt+1GisSku/AFIZWkCraOoO1ODwEzSStGUmIkzY7OrRyCLkV1gxDU4zjCRD8w75PaJ2fRFUwXyIEpZJFe94wRbfxc+yVnr+lHDo0BQHDkyydu3QCY3nv1z+m+vuhx9+uOnzQw89RBiGbNpk+IR37dqFZVmce+65z0b3TlhO6u6nJoEfMnvZEONvWVurb1UTCbIU0vXANPZMQNRlkz+7n55bp9AjI6iEYPzqjYx8+wDWwDB0NfCrFcuURY6J1w0il/s18FiUIsRxyfI/2o4MNbnpPOlixMqBHo5MzdVejTBpxYtKvclofALGpprs7tQTFRAS+rpwvjUBQhD+cq9BeSLAFlDUuJ+fwLqjfaac/6IMlV8fMvZDScJxh6kkPLFvlBXDPfzF39/EXQ/tJwGgHcovPA2RLZG4excyuzACqu6OhOSDh8it6DMBZrkQdy5AaE2YtKn0u2AJ7JKp99YozngB72AWjaCyphtpGTo1ma+ccCSt0BrrwChaC8Oiu8h50/sn2zrxu+47RnlND+kHjtd0kE7YTL98HaWtAwBYUzlwMjWd0Un7WLMlU7Mt5S0E2bXGPjCJNZmnxx0hYRk78UPnvYQbdu7niBgHN94DRUDWQc24VIjYd3iU/AUrKZ2+FJ0wGytRDkluO449fQShNMndubjOhyQcTkOksCfr4LKYLSATrSOHm+amyrHfYGsWNw/EGwUzJulD6qhP5rGpBU4OLcA7VqTn8RLZTQm8mfqczbdf20m1Vo0sSya3zRB1CQor4ss3TKu/PM3xd53KyFd3kt4+U3PwJB44QLB6ACEF2upI7mP2VE6LzZgwGYvK0siGjD6t4fFDYxydnGP5YM8Jjee/XJ4DunvHjh1cd9113H///Zx33nkAfO5zn+MVr3gFn/rUp1i2bCFF3tatW/nXf/3X2uf169fz53/+57zlLW8hDENse3Goe2pqiv/1v/4Xt9xyC0IIdu/ezbp163jnO99JX18fn/70p5/yWJ4RgP3WW29l9erVvPKVr8RxOhdRPCmwZKiLUpWqqWk/L8js9xl6sGQKhsQLl3YEVqDwUyZCXWAzcl9U4wSvilNQ9O0TVGyvuXCUhLktHkGPxcofl0z0XCXkA+deyluu++fa4hP0KhKj9RPtXET3QZO207hQmsQnSI75FFckiFyJcrQBF2OucmULIkcwP+i2amm6cyHp0dBEXQ+6BL3VIp6a3/jIP2P1u5R0WH/HRb2hIAVOwRhajXOnZZwmH0cNKUdiF4Na5FWtH0qDLUiNKrSIKC63wYpgcwkGwqaDwwkLdXsSnT1BCLZqnFqm8NeiZ1kLNxvNotn7xFL84/14XT7BjEXxzgTWnKYK10YvTkCvD16HyAAN3iGBk1fMrRUkp0zkdt04hUoXlAbN/f/ll5xdi36eHJvj8K37GNCa4lKHKGnhZEMSkybyOgIKYWQKxc3jIVWOREuwS1EtAtvNK/LLNUFGQmT64c1qModDpk+b5/BoMxjpxil9ZZvJnf3kR7vAUlipkNRAkYGeWaI7ExxfJvDmDDAho9iJkIiBHss8q03P9olu5hQoNLmLfaJuRd/UHCJqUeuAGBTIl4k8p8HTD1ZZEaYsgoyNnG0dLRofivLaRJpqjXKESUGcJ7kWm+FnTJ4Div6knNTdT1WWdGdqgG3T+yoEIjCO2MirOzojF5wi9DypmD7HkFlnN3YtOD9MSqJkGqsQNutuG6KVATqh8B5OIhAEkeK3XncJ7/u7H9UOizxTa6X22aG21jRDhmatD1PS8JvPadycIEgZzmkZgV0wa4opCNmoI7ShhVkbkn+ZKczuPZDA2eUitOHDfNf9/4QYcSk1pMPVsswUODnwuzFFJBs6VQXdBaZAqd8lSUyHtfUTGpzk0hg+QVrgFI3fWNux7qseI4ThePcxNVMWWUR0o4FmSSqD7uI0tyKOzG/bqCa/TLM7P4BbiqhUbKaP9KIrDlTp2F0RU55Ap82Cts21yn3GMSKbosBN9FYQ28i/dtn5tYicQzOz7D02jYVoOqF6T5TSFGb9hdl+VTUlaHoGsEDPi3RHGWqb4sgJ7JEadW0IiZkIpwRKmnoDfkZQ6ZcIJSis0HizJupRKnNrw6QxbrUDKjFPd5+okV7yUQLmLluNloLSiGwBrtd1twipcdDXjlCgLU1xiSBzpHWEuhmvbr+n0BraPJondffTJ42p4p/5zGfo6uria1/7Gn19fQDMzMzw9re/nUsvvfTZ6uIJyUnd/dSka8sw429eYz402kkCem8aZfBfD5to8phDfOi7BxEa/LVFeN4pOBULuXaNiXhsaFenPDw8EnPgr2oA3JIWei1MvH8Nw3+1HwEElYD3vvISPvj1a2vHFZd5dB2q04EElTxybMp0bZ5torVCjE4hMim8b0/j/GiO6PlpdLeFGA+QdxYJlnQjbQmRqgfFxdHL4QsyVD6wBK0E3J+BfQmIdffbH/sWKWkT+A3Ra9UAgkyC0gtPI/nTbchSayoPAVi5Mu7eSZJRArsU1V5/D5/00SK5NWlQFmIsIrvBw5or0//93SQO5Zps9GBpD8XLTkF79glFo1cluQ7Spyom/30e4rqgs2LBfWwULSC1Y4rsi9ZhlQKCbo/C1t6mwqKVtRnsvT64bvvIdCGwKgo12EXq+u1ULlhHuKKvrmvCCPfJUbxHD4EreNurXlU7defEJIeOFEAnscsaqSASgihl+hBpzei6flRfukl36YRN8bwVhANpev7jyTqQHihyl28g6k0iCj7pB4+Q2D6Ks38cfXqborONc6JUE7gugO77jpN+bIKwL4Fa2k+waSnlfpvii7fi7jyGs28cEUQozybYvIJoeR9u4NL/ZPPdaQlkt5Cg1+zruu/3UEBlgAXgOlB7h8evWs+aJx40AReAKAfYo3MEy3rxV/fh7Rxr/2wJKG5pkSUSS5gEtwXrzlyxzHJOAuzt5O6776a3t7cGrgNcccUVSCm59957ed3rXndC7czNzdHd3X1C4DrA+973PhzH4dChQ0210N74xjfy/ve//xcXYP/EJz7BV77yFb773e9y9dVX8453vIOtW7c+E5d+TsrtRw42G9GxpI4ELLm3VI/aafCMOlkTJhMOpLGtRLzZn7eqxAC1F3h0P1Ehe1pDSLoUFFc55NYFdO8LWXPKEpYs6+XvX/Qafu+O/yAf+AgbyiMRyVEbjSY5FixUblojQoXQJkrPzgaE3S5aCnAM8K4F+F1Q6TUrnwyBGHy3CxGp8YDEpAG+S8MeQbfdAKAbQ7+o2lVsM2OMXJAtKMqaFm1XQKH+vW74Q4Sa1HGF8hRSBeRfVYJEROphSD5ioprCfiieqym8NI/1/TROoUOVMQGXvmAz00stbn9kX5wSb5Ea92vRX/NFA4WNoBMtfmxoOLMkw4cueDM/+/Fj/OzaR3EtQYQ2Xlil2ZLr5h43jyfLBoSYH8mljJGYelwiI8M3W1xiURo0xcU0Ju1JxwBFJgc7+rJc9k9fJFCK1VYXE2clyK1LEXbVkRFnNmTovjzenK55zxd2X6CtGAQOdG3cyYmIIGNSrctDmjChGRiH5KRRxu1Eo4l6FAdGB5ATNsFksp6AHQminIt1b0S0rweEJnO2T26NS7nPFNDzsqbYme0DMxDNw62FxkS3tDC4TQfMcyxD8IcUUb9CljTpJ8P2HIrxmEUlQCcbotjRVHokZGzcbNAMZNSOiYeWaAOw166wUEaW9nY456SclJO6+6nKvTsPt3zbRFAt1CgWvI5Vh7A3o5EVE1o1X3cbp7XGG7fwRyxEd6ORC2o4Qg1GONMO65b2M9Cd5qPvvJK/+OZNFCsB2AYkd4sahal7Ys2jmBahxiqadSqKdXWwPsTZ5+HFHNFKGr1d7pcURiySkxGJmQihIBpSlM8IqWyMQELitiT2gXo9DYHhOy/rznVH7LJxcDbJvLUzyEgS0/XzVI9C9SkoC+SoxE9LoqRGC4Hla7TUhL2KoFuBBcIHZ0ai8wI/I/AWoWS98sVbOeAVuHuf4dnNr0nQdShqrU/j7vrdojOdmBAss/v4w7Nfx78+9jjX7d2HJYzulggUmlWr+ji8d6Zl9qC5TnxfHDMRKgEVqRFRvK+q/hZH7HnS4onjY7zsr64hjBTL+rtMxPs8QKkWnR61zgasHlf7t3p/qvNRBW7ir6UPdl6j50fzNw1GI8vg5GI6pXLdaSIjkEpQ6Y6dImhUJCgPaMr9kJg0hc+dUkwjNxUn5DV2V7Go7pZFHytXIX/mCNq1DIWS2+b4xilQ1DIAqruYMAO5NZL0sail7q5NcvtEkLayZORZMtD/h8mnP/1pbrjhhhq4DtDX18fHPvYxXvrSl/KBD3zgWexdZzmpu5+a3BZNtvRndd8xwfA/H6p/Mc9R5+6fxD04Qt/RRJNzsipV3d33CBw/VdSoK+MfKZ/XReXUNJm9FVZsXMbm3jT5is8nvn8r5SBEpSxyqxN0HSyjBIS5WZw2oLLAAJ1ioIcLXn6Uu384gP0fOdPthE3h3BUUzl+BlauQeuQ4id1TiDBCrXcIXt1D+PyMcT7/rBuONnp1BShNxW9jd0sBjk1wygjeY4daHxPPbXLHGNbKFbX+Rq5EuSaYKrOvgD/g4RQVdjYkccsT4EfMXjJM/twBooSNO1qk585x0v+xnfK5q3D3Tba9HkLwql9/CZUrjzBub8ddrgnnYOp6gW5DI2eysDo4RTFzv8FO8Y5PvIN/enQbt+zbjyUFkdJIIVBas6l3kN2rJkmOt2lJa1CYGnFpDzXQRfK2neikS9SfRkQaayKLiClt7JcO88CPxvnOn30epTT9q3voykckJ2nIktL4qYjCQIhyBaq/TeS5EPjr+vHX9uPtq2+kEo+PUbhkDdiC0mlLUJYg/ehxgulZhGxf9V6jya+UzF58Cv3XjRqHSPwyyUqIezzPzOn9zJ1hGYreigPeaoKtq+KsbvPWSDC1BsMI1WDTRglJ5Jhsz5ZYiYDKMPiDgswjDkIJIlcv3EfOmwPV5VA8tZf04zP1tsKQMAnFM5fi7Rpv6WjRAlTCIndehyyyFh2VQjDS1zFi8jkn2Wzz5tnzPDyvzYb1BGR0dJTh4eGm72zbpr+/n9HR0TZnNcvk5CQf/ehHede73nXC173hhhu4/vrrWbFiRdP3p5xyCgcPHjzhdhrlGQHYP/jBD/LBD36Qu+++m2uuuYZLLrmETZs28Y53vIM3v/nNdHcv7h37nyRPjk8YQ6uRx0NrBh4rt81KroLses0wTFTaNx4D0EtvLpFf76K8htaUZm6Ly4uXrmPJsl4AXrFmI0cfnuTv776bIGm4PhPHS1QGXBKzDbxYWiP8EBFE9ahcIHU8pGAL8ssdw4sphCn6lYkNEmWKkNpFGHyggDcXmWg/jJEf9CyMvIhcUTfk2oxRORpdbpgrrZG+bjqmeh0NZoPQaAxrUwxVe6CHA6QVMfgPGmeCmlPBGYPUE5riFk1hS4AzI7EqCwudVoH7e+U0O3NzeAMSNyvQQpNb7dG9v9Iy1Vm5gtnnxeH17YYKrOnv5/nnbOD552zgwhds4m//7npKEwWUI6gMuBQ8xVA+w5StcLp8swlsMKJlCP0/tJC+RFmQORoSOeD32wRW88F2KWJsq+L7x56szdeYn0ecmVmw4Qt6LI5d0cPIvUHn+4XxUFtBVBuTVdFUhiPCHlVzNhXXCfq2RYiKRHliwUYWNFJqLrxoG0dyA+ydWdZk7AsF/Y+VyRyJPS9a0L+9RHnQxqpI3NzCabaqz0xD323fRLnPH1ON6iaOFA2WGsPayqrW3HbzRESqtrkXQHnQMZFxlkVuTZKuA6UWqAEEXc4CHrj67wIRNZ8kpWDzqctYtXphcddnSp4rxVaeCenr6zthjrfp6emnuTfNclJ3PzXZdWyiaW0FQFdBwTbLuDAFOQcnJXMdaDQMJRxwMInekjdpzlVREK4IeNnqUxnoNlbFyy/czBMTE3zjpw8a3u4eSegqLKWbwXWt8SZ9nGw9IlwQF1TdqJg7x0aO2WgEkUctui+yIL/cJr/MpudwmdxVlepwkFMS58DCbKMw2Vl3CwwYS6phGrTh1W6cL23Fe4TBiMpLK6g1DRHxswL7/gQIF9AoR1NaE1Jj4BJAAqKeCHtGIANJkDQR/u10993jR5ncN4vTKwliWrvSoCQ5aUKCGnWRxoDa5f7O77QUgg2Dg1y+/BQuX34K31u2nb+85TZmK2W01lgBjFfy9GqbmWJoim5XHTQ6vpIw0ekirvehHGrR5pGl688MZtr9csS1j+6q9fZ4MQfzi8tW54hFntu4C01BFkJAZKiP6lHvZj/mzUKlz0SiL9Dd8QtjVUzNHrsY34v4MCUgt0og4odeILCL4NuC5ITGzS7so5MLDRgmq+eAXVamXkEr3a0h+eQ4WBJ/aQa0NkEFi6zNuva/+tQFGfNHlBJMniMZfFgtqGEkoGUdoPoBC+E+KQVnnbWaJUuePYD9f5LuzmazTEwsLIg3MTFBLpd7Fnp04nJSdz812TE9bgLBGiXSDP7wSOc1EFixrUDgtY+EEhjqE+eQJFwbNS8pkSZ/eT+vuXA9mV6ju193wVZ27x/nn29/DC2gsDxJkJbYhZDUY/nO4C/A4TGWvRNGTh9ix/Yh47ieLpF6YpzU9jGilEvptGEm33o2iSBCvHbWnCuAcRuOLgTIhFpEF0hBuGaoI8AuAGKMIExYFJcnidJ1G19WIhJjZQSQfuAYgSs58sGthH2x8hYCf1mS/PlDdN82SuZIQDjUhTWZW7CW6Hg8dz68kz35BGe9uYelYharW7D6Q5oDH60WDmnW3WFfElnwsSrtA+akJTllw1JeuGU9LzhtHf/0+MN85s7byRYDlK0RPQETPSHdhwLyfQm8GUG1QlytcK42FL5CmetXzl+PqATYEzlEyTddi/d4/uYMKruU26+vR5yPzuXJJC3ml693Cxo3Jym5JYIRp72TX2lKW5bUAHahwRrLkrl5D4ldE3XqPSmwtx8kOnUd0vEW7pFiXn+dTJCIHPzn9xNNFXD2TSDKAdqWlPslcy+KgUspyK2EvlpNooWWvHJl86iEoDycIHW0tOAZ1MJgSeMvtuPACQuz72t7+5rmIBiov7caqKztM/6kvhTZl2+m+/qd6LDZhlZJm+O/eioq3eYiIt7HNoglBZduXUd/V3tHxdMtT4fuXrlyZdP3f/Inf8Kf/umfLjj+Qx/6EJ/4xCc6trljx47/dL+y2SyvfOUrOe2001r2o50UCgVSqYX3Znp6+ud2GDyjRU4vuugiLrroIv7mb/6G7373u/z93/89/+f//B+OHTt2Utk3iGfbBnBpsNKdnMLNLo7S9fdmmO0EsFdFCbqf9Jk9szmKPeyRvOiys1FKI6XgSz+8hy/96F48LfCqFr0jEaFqNioqgYlcr36uXUeTPpSnONSF3+3g95soq9oqqSFwIExpZBAZkNGxTPRct2OMHAnlQSguMTzwyeNgFRehV2k0TmrGW2NlWA1hrOra0KYIIRCVkNKmiP6vCOyJumJs/Df5OEQ9Ffy+btzZAKtcv44AlCPIrnXxZ3OkZy1UJqJ8fgnGXYJum0qfR/eBgMS0Oc+M3WJyq4eqBED76tlaa8JrR3kwepy+U0f4k+/fQnlIoAfrnmvfD2EH9IRQXO8SrlJIRyF9TXKnpucOjU44Tc6W7qOKaKxCcUgSJWScvh8xcbEwVC8NVCaiKBvmfOE9CNJW5+KkMX0PAEpBscT4ixOEPTRtDqK0YPIiQe+jIYlRC7+nel3zPxHBEmYZKpZ43oX3cGx9P/9y02VUAvMcJSYVyYlmZ4bla5bcWSC3sc6VV41CF5FxPiiJoTiqZozomFPWAV11QACRB05BG17WmjseVPLEwNPGzX3oCaJEHUELUxYzm9J4cyFO3mz8grTEXxWR2idbK824uqsIm61/x7H47d992Qn16aQ8/fLXf/3Xtb+npqb42Mc+xste9jIuuugiwKTMXX/99fzxH//xs9TDk7r7RMVzbOR857g6sU1tTzrNXNgip7RBNCBCUDkb0dMQTSZBpDUvO2NzrSjPp39yO1+75UGzy4t3esqVVBxN1+F6h7yJCk4uWqC7RaTJ3C4onyPx0/GaX+UurSHxph1nVhDtTmGdUkRrcPa5hjKmkS4ETogHu+mI+Dy7MRtNa2RFoQYiSm8twjwbR/doeEkJd6+F2pugtD4G1xsbjv8OezWVEY0VWiTHI5yCbjpEOZBbaTEd5mC1jVXSdB2ICNJGrwdJ4kjr6vig3Cvwe0Wc8TV/QHVRWjNWyHPP/sP0JDw++uOb8cMIu+GEQhRQSINdAGdOoJJxUVoNli+QpYigR84D+DVKGj2EMM+LCGO6GtHkt4gdxQv7KOIDOgLA1QOrU6a0cS5XEfdGAFsAtsCdMZHdUXJesIMSWEVAair9FmFKkRpXNfq+8qAAKWusKWAu4U3r5uwDrbFLCquscGcqaCkIM25Nd0sFdlERebKmuzVmj5ncMY7MlgmGGlLqT9QYbThc2brpmaz0S45dJkgf13gzpsFyr6B7v2p63pqkVjyheZo8z+G3fuuKE+zUSfnPyute9zre/va38+lPf5oLLrgAgHvvvZcPfvCDvP71r3+We3diclJ3n5gkbLsWfVyV5L48dnaxIgowULQYPQEMxi4KAiUQVsOLbQlYluTSMy+q6e6/+PZNfP+2bQ2J7IKwK0F+uaJTUG5VtFL88CP9+Jc4hKel6PvhDtzjudrSLHM+zlierkeOUnrBVgpzLsluQ+vG/phbKwI3G+LMBchQUxry0O2oKKvidP5dA8LzCBMWuQ1dC5SLciXFVWkSx0tY2SxH/u/phN1283FxMFH2shGcHx8heMlmUrfvwT080xSgZBrUTN93kIF74cD3LPadOcDg6yF9oSD9+5rsNypYx4xxqi1JuGaIyVetpuuOQ6QfGm27b1ORYuSlu5gsPcKR0iAf330t0aBqwrJzUQl9BugjIUXbxi5To+rUEhKHy9gVt64mpUXlstMoFwtYu45g5QNIuJS2DpLJG4+taFALYaLubG6SuH5HONChaCoYvKfXFD6NkhbZ8/rJbJ/F3ZVvDgir1gF5cj96+Qj09Zg+C0AL0kvKrH/dMY7tHGb0sWFCT1AezBANdZmaeI8eYu4FS2Jnt4jvsyC7UjP4ZMN1ggjr6CRkC6guSbSkF93XW9PdUdKisCJJYsrHLkW1eSiMWEw+X+IPgTve8MZ0IBSoHwSyGNba8lf1NWXbByv7mP6V8/B2juOMmgi8YEkXheUSf2mbN1GbgIfGoBAhIOW5vO81v9i0Yj+PHD58uEmPtAOjP/CBD/C2t72tY1vr1q1jZGSE8fHxpu/DMGR6epqRkZE2ZxrJ5XJceeWVdHV18YMf/OApUaNdeumlfP3rX+ejH/0oYPA/pRR/9Vd/xYte9KITbqdRnlGAvSoPPfQQP/vZz9ixYwdbt249yQ83T168YT3feuTRpu+aoq/biBAwE1csX1w03lQ0/yuUFvz5x3/Ml79yG+/+3ZfwpR/dXW+84UIqYVHulyQnFSJSTeB6U59Ms2QOlcmtd+qpzvOseW3B6AvSrPxJjvFzkqQmI6QvUBZMnwFBNzVDMMhgjLGOw9NNDgq7oJpTnYXALoV1BdQSHAbLV9jbHbzx9pssAaQf1Pi9PloI/C6LyBMoVxAm40KuDXzroiBxDrroc4oERYvCdJLZ01yG79J4WaOEIk+CFIgJBz0cgK0XbEZAY1mKyVOO8Qe//jcMvP5CSkHQ3ii0PFb+y0wtollGoFyLykiahRa2wIoEvbsr2DkD8GfXOoggCaEBWrSjEUrUuNNbT07MM1xaJAZEA0GEc3CSqYtT+EP2ws1B/HH2TMHKAyHurHFEYBlvsVXWFESG2751Hvc+tJFTfmkfL7nwQf7jrouIQk1iPGx2ssQSdjUsg0rXCrxWoxclQGTAdC3iDY3WWL6gNGicQ0jzrPr9kmKgSY5qrDkLWQlI7YGgT2LPtH5HalPg1dfBSr+zMNLTElT6HfNbLMUNJZwZjVPL8hO16RSALEdN18yMZPjUx97IhlM6K6qnXRorDv5XtPUclre+9a21v9/whjfwkY98hPe85z2179773vfyd3/3d9x44428733veza6WJOTuruzvHDrOv7t/ieavjuhiBEhmJzNwyK1pASYBaliAQ0Au4YogA986cesHu7ld19/mQHXWzUgBGHCUHBYvsLNtbZEarr7gM/01tQCnV0PMdbMrXfw9ipKQRfWkA9FaU7WDVg8sbPP6/y+ahEfHZ/v5liguxMzEZVXVQyQOT95J24+tSZPbsxFLRIwFAwqrN2CMCMJujBOfiGIkoIgLZrW4CgBxSFBehJEoGoG88TpJquqGp1tlRrueyvVF49tz8FJ3v6V77F+ST9+GLVW3QLCtMabEVjZ+hCVDcH/z957B1h2VHf+n6obXu7u13G6JyfNjHJCQoggghESkolrcMKRZX8O7DqxtvFis9jGNg4Yg80a2AVsYRsDNlEiCFAyymGk0Wg0OXYO7/WLN1T9/qj7Ur/QIwwzAs2BVvfcd2/dqrr31anzPed8T1/kXG3eniGMgRwdU45GuwbUFtIYnlYpspB7PQphgAARdOh/8zgwzzU+rwkdYfZ4bXzl0b8tU+9ElQ24r6V5to26BUaP+klBaUjSt6AJtMZLS2SHybErTbquqogvRTVytEYlTd2eOjd/tAcTCpyyIrAithhlxqHWDeON9EPZqz8fq6pNfUG7fUwt0yCpRyiqDk4L7QgKGwSFDY1jVlXQdzhABhEPe5ODv5ZaXwestGZwMM2fve/H2XS2ipvW5Dmkuz/84Q/zm7/5m/zET/wEvm9sANu2+YVf+AXe9773neXePTM5p7t7y49s2MZXDj/dcqwGvq0m84enITuw6nlhXLdmt2G+7lUp+L2b3sumC9fxlr/9BT535+Nt15qYHUl1Io07Wei5rxCACjXqRIX+ySMGHKShk+rfusUqsXsPUHjBZpJ3aYIrQ6rLEuEr0kfLddxBYALUAld2Xwe1RpS8nlHuAhDZfkrjifpepPUEY1tV1sSp/tgFBP09ICqlyb1ghLEvzxCOZihuGMQ9OIs9lW8ZY23MViVE3rdE7j44eekoi6/eCj8vyD5WRFmg0q6pCRazKF45QfLxGfBVe2S8hOpEkn9OpXCO/BJfPPUGglC170Oi4YjxMtbjGVDGOS4Q2AVNoux2SBwTiGSa3Gt2UlpjjsRnFOGcBsvU0krMhquDx9Jke+lemeNaIysB3lic47+1g8FbJ7Fzflu2tWg6X5+YZMO1x8m+IEFYFfRvKjF8wRIa2PyyUzz6wBYe+8p5uLmAcNAlQKO1TzCSaLt9YrFJd08v4TywH0LDpWYLgdg9TZBNUH3hTlTSRM6HcYvi2gSFNRoV04QJaWoaaYGcUujQBH5qy+yPGrq7yzwFmtSehXo/KldsaLO7dcymcvEElYsblw188XGqm/oIhuOt8xvtG+ILzba4ZnQiw0d+/o1sHM126cgZku+D7u7r6zstR+3IyAgjI6vvXa655hqWlpZ46KGH6oXEv/nNb6KU4uqrr+56XT6f5/rrrycWi/GFL3yBeLwnt3Kb/Nmf/Rkvf/nLefDBB/E8j3e84x3s2bOHhYUF7rnnnmfUVk3OGMB+6tQpPv7xj/Pxj3+cfD7PT/3UT3Hfffdx/vnnn6ku/MDICzdtZNfICE/PzdUj4YKU7Km4ANBQtsGNSexK2NMgQOl64bBmsQsWQUwxOZnjt//439ArvceRWB4UNrgkZysmmr2HCA2xed9ELXXrkxRUhywqIxbaESztiBFbgvKYwq9RVkWXeoOaeDdeM8yCZlZtjVXUyKpu6L5oPkU1RPjKRA+sElWXOhyuOveyCu68ZxQbht5m6byEAYBXiNACFlx0oYydCoknq/R9K0YiLwzJiDI0I4NPhRTXSEp2ArWtDPFo9Y4mw7FCRtJFZEai3pPgqTsXqROB1s4KNE7RAAFaaMprk6SONDZn/mCcDj7wuoRpF6vsM31NksImF+Hr+kZCeibVumZYdpPKsCCe6zF5WiN9hXNiAeGHLD0v1XuylSa/VTCwF9xiE5IA9UW/urePb/VdTLAp5MUX93PsgycJurynyqmBQQZcr0kdP4J6cd7KINieRlkmq6IOuNOkUG0orRMMPKEY/WpoUsOVDXTefGog6I/hDceQldC8v4FxWulVIkKSj7tYeUUn3lstBWHaJgw1lazAT0tee9OVZx9ch/pG5HvW1g+JfPWrX+2YRveqV72K3/7t3z4LPTqnu5+JXHfBVjaOZDkxv0RYT7E9vWtVRSHiAmV3X021MJkyYiXaKEAv2WgJR2YWefvHPt9drynwBgTOlMYuBL0NYg3uUgiyh+4WAj8j6DsQUhqzCU8kCYoKd0XBKzCO1iDdfUI0EMSMYWRFTlO5wmkovBBLBFS3rRJeLcFaWwXt9LT4tQNSaZyoqHdoC8qjsqkYbetYgxSoJY3UgkDC0nZJ0C9b1t8gbWrAWM1++ebwOg0y+swqwYHp+TaHsvQ0bs44QrQwkdHNhcKDWA0t6fZczF7I79PoGC3rZJDWiIpG+qInPZVyiYpzdz9HqCgyW/XmK69JrXi45Xc+T4YQWILqoOD8Hev4Vu44WgvcDkEVNTBABJr4YlAbdksfhDJzV8kK7Coo2zyATrQy2rXBtU0kftRGfFFTHhHtDm+gFuXveCajTcU00jPf0dWsq+RklcThHCodJ8jEwDb8tFahipWvIAOFtiVBNom2LV772ivPPrgOzyndnUwm+du//Vve9773cfDgQQC2bt1KKnU6ccRnX87p7tOXGzfv4M8fupup4nLd7vZHTw+kUQvLaM8D1+m6VoaupjzRwR8soDKQIehzOLr3OL/7vz4O2yfopLSkD4WrJxj6t6fbPlspQmP4yYXoCsYLwJ7KkXg4ROQkic9L9Bg4hQrSa6VMc/M+QV93p4wWoKpFwoyDtey3XFvfYyQT6L4kQaaHc6cWsZxxTUR9t+2CFARDMeyDUziL1Xq20yo+YwBSj87gDyWpXDJOcWuqJRhPeqAycebffCHZf38KO+9F2cUmI6+8NcPkf9uGLlj83aMvZcktttL1AdoT6CUXXTU0NFbSRxRcc3+tSU6FQHfdmz4BpRFwCoC0qIw0+lecsElMBsRzvcfqFHVU5667xJ6e4eR/306YsOi/e64nlakG4sMhl//BErDU8lntLpc+7xCHyqOcODHCK4Y38u2jR0is6RzhUNv/iFwJ576nqfPeR7Y4gJUr4969l9wbL8YKpMkoXGuCF9u+Z6EgxKIyCGF0S8uDwKFLkIMGK+Dkr51H3/1L2HKAsD+x+ksElF6yDZWIIUJTE7C2pxOh+fEGBH4I4aCHTof8j2tedPbBdfiB0N27du3iVa96FW9961v58Ic/jO/7/Mqv/ApvfvObmZiYAODkyZO8/OUv55Of/CRXXXUV+XyeV77ylZRKJf7xH/+RfD5f54YfGRnBslbJvAEuvPBCnn76aT74wQ+SyWQoFAq8/vWv55d/+ZcZHx//rsZyRgD2G2+8kW9961u88pWv5H3vex+vfvWrT7uy63NRpBB87I2v4+f+9XPsm5vDEgKdtCittUme6l4sMZ50yaVtU5jiaLFrAS4RVQ9f3tbEkaoNSOwsQSUrSU+FqEipdFpt7CKmqMV2h+wTq6fQ+QNW73QlMJxgaxySkz65PovKgKYy0n575UJlVJOYafCaNQ0DbQnKo1BaK0mdUqRO6TrLipamkKqshm2GWEcRPYp8tZ9aF+lrBp8sMX9xiiDZ/uXWaJh3EGmP7P1WUwRyq6SnFMqR2OMhseEi1cA2qcK2T8yucfkJ9BjENpepHmyEQNpFRXyhwWseqSwq6/uQZR+rFKBdu6cu0QImX5mkVIualu0lfJoa7yiVQQFPh+b5txmoZldkLVeRFR8t6R21EIkfD0B0d01rNH37BVMbLL6Zn+bSzUlKjy4Z8CrQK56V8Zo3oujaRWDoYsIULG8DFLhLXVwTURRGeY1kYH/tJhY67iIq5kXUTXPmZ+N4a1LYOQ9nqYpUmsSMOacyEqO4IYW2O+wytQZfAMIA/REG0OJvwETPVbMWCMHrr7mo43ydk2eHDA0N8fnPf76teNrnP/95hoaGznh/zunuZya2Jfn7/+/1/LcPf47DM4tY0nw3laW76hEhIB13qRQruMuaSramddvXFj9lLhDp1uh1ShKWbEJXY1fMQqBFZ2BUhBAkhSnsPLv6LjlIW6vrSW04L2MLiuqgxO/iI7UCcAoKP92JB9vo5zAhGnpXinrdCS0hcIG4RBX0qkYQGqQbGgR9FYmyqgGzzqcmFYW1EuV0vomfADcQ5HaYsZpGWs9RCQNyyBqFTI3RLIqYrp0uFMhQoJqWeHdJk5xuRA82nKbR+2ELdJe+Ncav0XaIdpup1Jo+jkcO4h7bN+0AFdFCzdL40PySFY0VBY6vtserFw3t8fg0ka614c65EwwOJZmrlNEl2va0NeeVs9wErq+Qmu72M5L8VgtZ1Qw/HnS+f6RE7YoiTJh9m1MB5jXlwdpep+EpEUHkpNAGWBfFyBk0pfEGoDxG58jGQOMum+w/K1fBzrXXV9Jg0uot42J61Q0Xtzd0Ts6IpFIpLr74B2v+z+nuZyZx2+afbvwxfurWf+XYcs7UQZtIUt6cIn6k2LmoqBRkBtPk55ax9h5DXbKta8DR4hUmClk2Oce1Bu1LdFWSv3qEwa+fwre7c83YFSjvHCJ/zVr6vnNydUC5CazsJe7BAt66DFYxxF3wsDsE7luews75EWVL6101EMYFSy8ZhhcN0X/XSTL3TWIVI/oNx0TFU/VMQdNVRKORp1v8OaJSh9W3BM2iRvsagHKzQ1ZrCMAfS3P8dy/FPb5I/EgRbQuKFw5Q3dhwrk0VB3BFFcttdFYtOOjZ5lR9TYhACp+++2YI1gxgqUTPzsoQkkd9wr4G93yzlMdthAh7Bq65RY3v+CaTS66Yc6WQRQ9lVfFH41hLHrJDdvdKSW+3UAHILstIqASXbDvMsekRvpE7SnYgRmHrELLot/GVq2ho9tOngM7FS4UCZ7FCWFwkf+mw2Teozi6sWma51w9WYM6QAVglTVivM6OjwAMgrtCOxF7KoNf1E4YCKwRZNg75rsECSmOpGFIIdAiEHXAoodEJTZgNcSS8fvO54tLPRG655RZ+5Vd+hZe//OVIKXnDG97ABz7wgfrnvu+zb98+SiUTdfHwww9z3333AbBt27aWtg4fPsymTZtO6779/f28853v/N4MgjMEsN92222Mj49z7Ngx3v3ud/Pud7+743kPP/zwmejOD4SMptN84Wd+iruOHOHr+w9S9n0mdib4jz+/l3LJQzUVLhTSLCznX7ed6UPHCVO2KUI6V0OVdd1wEKFCK0VprU15jVXHz+0CJE5YCB0VmBAh2jb80wLaNhcCSMzA8gYHe9mh70BvFPq0nF1CsLzBZfw7ZZY9s1B2U0KVMY1yFIkZUTcQNZogYbyHWKaXxbUWxQmJVQWtNU4hZM39JuJX26KrE6K5435Sslocg6a1rzU7LHWiSu68LjnqSiAXBe7x7l9DDSSnFfaaIo4TkHC7pCxqgbuxUAfYZbUVXG/+raUgTLkEGRdrlQzIMIYB13tEyQFoFXGUa7AqDf6x0DXvXGKyTHU4horbjQ1fjRfVU8gotRAFwte9wQMNMuj9RgkM3ysY5Xf0+gXWljyKR1LYQeu7GlvwKI3HsdTqG7T4HJTW0BLp3rkDguqIQxAX2JWor7aFTsXRoUKj8AdihH0xtGPhzpSwl72W+wsN8ZkqTiFg8YKB1loBtUwMIfBTEnfZFEhdma0mIAIGBBOxFBODzw7OzedSobRnIu9+97v5xV/8Rb797W/X0+Huu+8+brvtNj7ykY+c8f6c093PXMazfXz2HW/hricP8+09h/CCgJF0kn/7xuNU/aAe2Q7GmQ5w8dZxHpg7jO0ZWoowIaGpqJgWBlwPExpSISLWVAMlZyGOmsibWlaaKZwVoZgrFjWBcaZXs4LKoMDJ01NOJ6NUC0F+s8XQvoD5PtlzfXSXjU7w06KRcCWMQeMnRR2QDFIQJGuAtImQlsoMaHnMWUm93i4CKFmmYGqv0zwTMNB8mdYQW1KUR7pHvgQJ8DO99JQmdA3vroC2Ipf10zDgbA3Mt4ua1HTrola/izIR1cXxlqOd2xUaPyt6nqYcQ4FSL4aqqIMOOnp3QjfSd7rxygnTcWQATrVpf7fafgpjSveCWEQ0zsheZmm+hE6a4vb2ivJCYQxiiwqnola5rya+EFIekfVaN907YOq5NI/FKYFd0vhJjbLNs6/T4ynT61bdbfYfVhkKm2gF2bUmc0QhlSDIJnHmi53BdSDsMynoE8MZBodW4Y86Q/Jc0t3FYpE/+ZM/4fbbb2dmZgalWt+dQ4cOnaWerS7ndPczl419Wb75X36Brx89wDePH8IPQ9b9yS7u+LlP4VeDFrtbWhIhBNsv28xDX9+NnF2iUpnG6h819mYEuoWuZvEKTWG7NplnomEC6YpFmDMFQrwo0tc5sYQIFcFwGjXQqryEhlhOkH/pBqx8leSeuZ7j0VLUi1X2EveJk3gj54MIsXxdp9NaKfH5Kn6g8AYcdMSFrgVUslAaF1GdFkHupevJvXgdVr4KWuOeKjL6L09DGJIoTlFgdTtE+nSPXo/Eyns4C6dRc26F+BMZgrF0dycrGhlo/H7wB7MUL8l2bkhrQs+qA+y6YKFnV6IF5i4qblG4ZJA1nzqEd+2unv0LbY3qay8o2nzf8pAkllN1B7yfMk4OtNFVzqllsrcfJHfDDoLRtHHWgnlG2id27Bj564ZMcETcWj1wW0Bqnd8VXAewpGZ8cBGiWgYLQRUrGyNxeJHi+dkWB3xpRJA54mNNLfQEiLSA1BMLFC8ZjvYgPTLqhNlT6qAxFssXSN/obW0JwoHABA4I6Nsjic21RsMbh7yhvw3jK/YzWmNXNVJDckpTXGeKEq2sgQOgsoZr9o1rKvTH2ilyzob8oOjuwcFBPvWpT3X9fNOmTYb+KJLrrruu5d+nK7t37z7tc78bB/sZAdh///d//0zc5odOLCm5bssWrtuypX7s1CWX8LEPfI17vv0UOlowt+0cZzllcde+EwZYFlAdS6AtSJwsU4+BiopVeAM2ixf0EZ80y4JVFFheHX5FOYLcllh9MaxF0sig9UtlVzT9B0KChNUaZrVCtMCc0yvdC9NNKSwKVw/w85u286n8AeaodD3XG9J4g5rRb5URVpz8Fosw1WHhFYIwbi7yLBB+SBi3qY4miM1VzWLao1vFCYfYvIdTDDsuKvXIrTbeUYjPB+Sains0PhPQH2AtSBNp2AXFEIDtgSwLRKbjKeY8CSKu6srHXVb16ztJZRC8PoHlQ2JGtxmuNakOtI+rYycFCB8S88boNtOkcRGIQBDGBYmZCqEjCePmfQnjFipuoxKWSX2PmurbXSJ3abJr8VksQerQaiXtG9FtGsF8Kc38iyTiasG620qkphq0PzLaUK4W6SEAu2QcCKfLY6ZcAZWmdoUA20JgoZIu2rGQlQBnuTMiJQCrFJKYKlNem2wFMKJmw5jA09LQ5TTdSltQzkqCuMBZVizMLbP/2CzbN5xLM3+2ys/+7M+ya9cuPvCBD/C5z30OMClzd999d0/+ue+XnNPd353YluSlF23lpRdtrR973dUX8TefvYs7dx+qLzUXbF5Drlrmnv3HsC0QISSWoCQVlWED9GlhinsjzVoqlwXieMy898s2wosMXXQ92ltqIGzob7Uy2UeBVlCccMkc6R7CrMGA/austQII05LS81P8/NhO/m33XjTVrhHFbknjlDTlbQETl09z6sgwlVIHJFwQgfACEWqsssYfUOQuCcgWJVaiM/dprfPqWBy5KYx4wTufkzoqIodEax+dIpSHOwDGQmB52kSu9wKUhQCbnvo9GhmEut5WfEF3nW6hNdKHxCz4aY2X6R7JruI9NmU1kdFPYFLja2n2tY9qgQMqRgv4LsvUa5XUaVowoIhyus9JnUZtdRy+3qjGFCcN41F9lCYHvZYQj6j5ejcjcPIhVtmqF3/tNTU1B8LKoIkaTU1FGr596P61EAisisZd1HhDol7kLT6jyT5lvC0q6eIrhb1Uad1/SEHYl0DHbPBDZnYf5+ThWdaeo4g5o/KLv/iL3HHHHfz0T/804+PjPemUnm1yTnd/d+JIixs37+DGzTvqx96480I++ju3cP+tj9Tf2V3P38785CIP397gS0/efZyl66sUr1uLVRaomKK8FrQrwJPoZYlyFVoLtCchbCgvO2dsgPi+Gdhnivz5a/oovmQbKtMAbaUHTl5Q2ZYl1QNg1wKq20aJHZhZFWS3qj5DDx7iut97I7f/88NUK37HBVoAbs7Hyfl4uTmWXzBBcX0s0jUrGxWEWdNvP9J/E5cU+cl/eJy/+rsxFnJ9PZWAVYnoWiIwtE2UZuCOqZ60Jt3EH0sbvm+r8+ah7nBebX0SApYVJDRYArUQpWd16rAQOHMVQkthHZkhHM9CrHOYQJASq+4ttBNRkWkojktjQ0c6pJqVWKk42d2Q/fRugjUZvAnj1Chen6R6eZzqy8fxyjZUQcctShf2k3wy13U+hYbhq4NVdXdYS8UTAuVqquMhbOzDmfbRcSdS6KY2mztXbgD/3USDVVaGpvU09wzth4QJJgyibbEEd14Qn+v+/IUCFWDA+GjQ0o/sfyC+BBvWT3LC7We52rR3tTXhYMC2sSluWPsEn//My5i6bJk12R4AzpmS55DuPh259NJLEULUi0vXpAbWNx8Lw9OksmiScwD7D5hMrB/kf73vzeQWi8xO58n0J/jqvfv4+3+6B60NCK4izilvOIE/EMNdqGJVQlMkMSkpbEkgtSS22OEGwhSZkitXMmHalV7N+DCW2MX9Qxy76xCVNRaJWdUeiSMM52V+ZxKrjJ7MGgABAABJREFUgknV6WLoCh/wNBUREt/cz4c238ybvv7p3qu51mSOVtEJQWFDgnBlGO8KkSEIL8RbEwcB/oBLbK7aWSVqTRA3BV0XL0wz/HC+pehLfX0R9FDU1Pm7G0PVkFAwGCDmnFWNPQA5JdHDtHG91SUElZNRdITGLnd2GlT7YP4S2VDgUS9TJzRDe3Sbcu3E099JrDLEF1uN7dp/tSVYPD/F0O6CiVb3I/BfgZcwNwgzDW/90D3L5C9KGGW60nBWmviREukDAcF491RKLTTlFtosAVqiHcHxG5P0HfQZvd/DKiuqAw7aEnUah65vjzagwsj9UBnRlMdEb5e/1liV7g+2Nlf2cu/CQACJmQrlicgLrhrvYNQtgoRAuRIRRgWRpUDZBvCI+Rhefyn4/Dd385s/+/IedzonZ1uuvvpqbrnllrPdDeCc7v5eyubxQf7yV17DQr7E7FKB/nSCz96zm//71QdQWuOnBG7egKvJBYjnDB2IiglkSeBLk9IqhAXlDrU9EMiq7riQyKABstdWpAu3jHHo3imWt9n0HQg6pLka3V1Y18SF2qFtjQHBlYRC6JPdMcB7Lrye3/+jL/SeEAFly2Hv7DhOUINze6yCykSaly+vgoRl7dIvTJXLTsxj3vEEeJLEUUlpq9/gyqx1WkBsFvr2dwGDOy3dEcBtVcHLrN5lqK3z3a1SDVHENKAVdqlLk00FuKWvieXN1ZWsMbBbdKXWBrQ/DdG6kXFG23A0IjRZB6Fj+OdBoG0QkU9Y2QI7equsqgnQ6MxXrgkSIoqY79EfWFFKRtT+j58x8+/mDCVRfD5EhubN7VknQGvcvM/aWwv4g3FUOtZzn1hzLHQV1fjd6xUQQHxeEMYVThEyRwOSk017M61BKRQKXBscC21Z9dorIlDIfBkLuO1f7uMXfvumHp06J99rufXWW/nyl7/Mtddee7a78ozlnO7+3snmizbyR1/6XRanl5g/tUj/SB+f/csv8m9/c2s90K0mA1+dIX3vAssvGsIfizGwT1NNupR2DRsQNuiQFSUg/cBs22F7Ok/fFx4n97pL0MlGUcwrJkY4/sH/oLotQexAue06LUAnHKqXrkOgcffP9Iw41UpTnM2zRUq2vfNG/uZdq+hupXAOzeDdmCBMjrU5qNuG5xsF98a/O4KTULz+dXfxsU+8mm6uZGtuGT2Wof8ALJ1Hq+6OHJWpJxbJfmOydz+7SEfKzQ5il009lV5GYexkGT1soxWmCF4HiR/MMfyZ/YbPHeDkMghBsHUM/6KNbbpbh9oMerW9RdVneVOsEWTQDAj2uSy86SJGPrMfZ6mCM3USbUGwdZTqFcbxYVmKMIIB52+eIPlkztDGrXhXtAAx0EfhiGd0X5fEPqUEB0+tqPElzPn+mEB4Ie5kgEo79O2vIpRGx1yo9kh5FKD6k8SnzbMIkqy+geglUXZnfLKd2mVlQzFCqqFtCsN7Ctm0d9HAif2jXHT1QYY25+jvK5BNFxgZyOGIkLTj8c+3Xke+kOLz9+7hbTc8f5WOnZMzLYcPH67//cgjj/Cbv/mb/NZv/RbXXHMNAN/5znf4i7/4C/7sz/7su2r/NMtvnZNnm/RnU2zbOc7omn4+d9ujDY8LUWpVxPOpbUl1JMH4CzbxkX/4Ja7YtZEaV1WbaA0hnaOtooVbRQurKyQ/99LL+fAHf463/MaPcOx1aaafn2gpDKYx9CpTL+wjSEqsMg2+z9rttYncEiG4iwYkUFrzhUf2sqk/S3yW7h5Opckc8LHLmtJoDKe0ijZSmtRxz0RARUC8ciXVIbcxH82/vQBnsYJVUYRxyczV/SxvSRAkJKEjCGPSpMnZ3TlqlWX4d+tzIjTYGi4pgoL0XRJ7OcQqB4ajrstzEXvs7uA6gAX216CwXkfR+u3ip2DmKklQy1YSov5TXCeYvbRxg1qak952Gul3GtyCARI6zkJEx1NeEwNbmk2mbRRlzdkdZmKECRstIDYbsOETc1jFyIoNdf0dcBcFa/5xGnu50oj6a+uOeb758xr9q6Vxm7mS5Le7HPjJNJXxON5gDGUZZ0rPN0iYdrQFbo7eilxpEpM+ltf9pPKIRXFMolG97xvRFTsFUztB0KTkhfGwa0cQxiVBSuINSFMoUEcbpVAjNIRKc3RyodedzpzoRv/+sz8/6J70WjGW2t+9fs7JD74M9iXZsWGU4f4U/3rnblS0hmlL4PWZyFiNcQYn5uCK+Chf+PWfYdvlIyB0fW1uFo2h+pAdDN3akZpDz3Et3nrT1fzzL7yZn/3RK5m+HpavDyGtW9oLh2D+4oQpKFUDgKFFd2u04UZPNT76/J69bFo/hJfu/tXUQLUftC2IH7ewlqze32Otccpg1fohIQgt8qUYOuLbrKtuBdUTSSrH0iAMB3rqaYfYtIWoggjAzsPAI4KhB2RXcECt1LfaOKCTEW994Jg9i7NkKHc69j80xVN7icDo5tQJ3QhgaOtMewHu2k98EdInmzzjEbjdv7/aOzgB02fpNdps75tBtp2iZnB/yODeEKdg9GttuCqiEtSYSHOnqFvekXrBsip4mdqiTcf5qh0KnaZ/N3dMClODZ1gwvLtM5qhnaqoEq1DECIEs+oZztdibF68O8PdoL74YkjrpI/3e2Y8i0DhLASMPhay5NyDVBK7LXAn3wBTOqUWsQhlrcRk5m0NUDVWcqPpYCwVk2UMpxakjvekgzpg8h3R3NptlcHDwbHfjnDxLJDs2wLbLNtM/nOErH729hTKmWexcQPZL01z3ZJwv/cE7WH/pjsh+6GzfpR+eIz7ZDpQLDaLiE3/8FACua/FLb3wBH3vHT3Lz797E5Lu3sfzKdahYA9jVQHVzlvyNF6ISLuUrNxGMZuqf1X6v7IkAvvmpu9i2c4IgJrtSLmit0bMLqJggyIxglWVnu7UmSpPcMw8IbFcjLThv2wl++se/ihU00dgCBCGxR4+RuGs/wguwi5rsk5CcimqZ+BCbrDD28f2Mf/Tp06K/aeu/JRETY6SmIT6rsMqd7UiUJjG9Wsi0wB30Gfnfh7EnO4PE7vFlxj7+JFaUpVzX3VpjH5jCebQB8tV0d2zP5GnVrFMxEQU+dIqqkKiUQ/XKDdibNmBt3oA94JLs97GEicaVjjIvmdZUtqY5+avbUVHNOG2JesR4adcgwUWbOPLZBEFZoDoE89ZglccObjb/Rrc6yi2Bjmu8dZL1f/oQQ3fOmKKgQ9ne49RQvmgMJKRPrPK8tQlW6A6Za5LHJJk9Fu5Sh0Kpzefa4AtN6pETuAWF1QSu+0kojgu8IYuHDpzH177zPL74rRdQWEqTsaocOryWD/7Ta3jkqe0g4NjMYu9+nyl5Dunu05GNGzfWf/74j/+YD3zgA7ztbW/j4osv5uKLL+Ztb3sb73//+3nPe97zXbV/RiLYs9lsx9S6/v5+zjvvPH7zN3+TH/mRHzkTXfmhk1LZY3ah1YITGENUR4ugkFCt+Pzvv7uVeMZmYy7OMbtsFuemdFurrKM/uyw6QmC5gvf/0mt4/oWbkJECSL5oBP0tweLlLpWhOLGFEBlogoRk7O4c2SdLzF2ZAQucnCluESYANG4uxC5owoTTAuwXKh4jQxl2TWV4IrGMn270s9bn2HzImjtLlNYm0a7EzUFl0EQ2dYp8Fgr695v8HhE2YAotBTJfQdjSVAvXIIIGHczw/UssXpzBy7oUNsYpbDS8mIn9i/RPya6GmBZQ2iEgqdEVbYD1cQ82VCCuiT9qYS9H6f3KeEhVCCrWBNhrjayEiCdc2FdFbw/agXYNfN1B7ouz9lSZ4gaHIG4M2jApUbYZU3FCd44Kj+a1vMaAHrEc6JSmck0ZzvexDsYIK80hBM231shQIP3VXO2CyqCNk/dZuMhleaNtKGCUJjELmaOC0o5hUk/MQKBIHPPY/ueTLO+IUx13UY4FTga7LKlcsRH3oWlik8tU1/YZp0X9PubX/PPAa64J6a+YNGHundtikZwEgXlvghrfbNNodfR3NWn4/WVVk1gSJOagPEp7tF7kMMo+0ZneSANBSlIZtkBKwoRE59tnN3Ql5fEk3qBbf++lpxuRqJI6tU7z8wgyEIyaAmxuHmJL5qZSCDLJ1aoJnCH5XiroH3BFn81mmZycZHR0lIGBgY7rby2F7btJU/vP9u2c7v7+yFKhTK7UukZoS+CnRR2Y1Fk4eUGBX3n8cyRHXPq2OeQO+4Y6punFFwqsou6quwXGKf6hX3o9z9u6rn7e0PkZxP2CmV0u7gsXsE5JhCfQ2ZDwlhHiC4bvW6Ah4kTV0bptVQ1venVItCxe+UqVjUNZ3F1pwscKLQBurcdBAoprJHYZZNVcH8boHIUcWW41oFr4oCMnsV90WH60DzvrIeMhOhD4CzGTei/NfayKRgYCd0bizkSRwaEmdbIzOELUT+UYMF7bZu/gFCCWN2u7lwFsafYIgcZZNinPQYYmxaGJLYFdNRQrK6lTdHSOtgwdjXYE6ZOaGt6v3GiuteFUjfwKHZ9tPAflEU0YF1hlRXZvmeQpn+VtNl6/7KzztRmfDFcDEaA6IIkthVQGzJitqHasVkAo8NIQW9ZobRxD7rJG2cqAGaHGKSlT4LYMy+PS1FARoq0oN0TvQZNh3pZFF3HkFtbaZI74po1Ag6UatHJN+yeEIJQaf0MGqxIQW/Swij5h2m3T3fX3MyY7m96RbreLxinueZrApu2dtYo+6QM5YtOlOu1O2Bcj7EuhYw5WvoQzudiiurQAfzhJ0O+AVNi+worqxUgpSWbO6e4zLe95z3t417vexSc+8QmSyVWKOTzL5Jzu/v7J3MkFyoUu9KWRJJ9nE/t1n49U/paXvCSBeliyfz5azJre++Tji4zecrBrO0LDwJEFPvS5/8nFWxo0RZmf3oHYfZyFnxyCwXGs6SIi0IQDCWaudXFzgtQp0I5F4ZXn4xxdILZ/GlH0CLIOwguJTZbq99EalheLbFk3hNzWh967VM+CaqFRKBTRJ6dZ/NHtiMAypolQJiq8g90tqyGZB6YBqOQlyUGzpo3KKZKffoRgYgCVjiGrAfaJRUS05qVv3UPxxdthKEXqpCZ10jRpzSgyD833nPtuogF/5wS4rtFjHtgLGj8B1SwtesOugL0kKI/qVr1ea0lDpuiROpVG7NrE2P/JM3N9lSAO6UdmsecrqIRF7Oiy0Rsd1joB2IdnCHZMoFNxRKmKs/so1qlFCpePEPbFOutupUmcqlAZ6p2JBVAajzHOAtt/7Dhrnr+IkBCogzydG+OB2U3ohCCo2IRKUrpogEN/finphxdxJytoIalsHiYcTuIsK8afTHPPWytc83+XceON/ZMGlJJ8+d4rWVzORGMThIkV9oow2W+55w+TPWYhHGEA9nwBCkU6ycKrN5C72CUxqYjlIHUKims772cgCjDtNCVaY1UFsfkocCDsnD+hMiH+BRXUhCFyr96YxjqyTGxPErls4aUEXrbVqaSBcjXGLbe/lFu+/lJDp6xqzhRBKt492/6MynNIdz9Tefzxx9m8eXPb8c2bN/Pkk09+V22eEYD9/e9/f8fjS0tLPPTQQ9x000185jOf4eabbz4T3fmhEsexmjHnNtHSROOcms2hZxuLyWg6RqlcpRyGiFATm1OEKRuvr3tRLzBRsO/94y+wdcMIL7hmO07c4Y4Th4kVBNW0prJOgWUjfYEsB8hAk5j2WXvrAqX1Mbx+G6E0iUmP+IxxCRY2xlm60K3fQwrBpuEsUgrecvPV/PlHv0FpjaI4AWFC4BQU/U9WyRwM0Gv78PvtumduYG9AfptFkLYa0QLCRBKtubuAU1CR8dwwVa1yYAzXoHMksV1RjNyfw0tKqqKECELck8vY+SqMDsLYcDuHEyZ1uvR8DevyjRT7aEV3DkvSdzX41+pRhiGmyKcrImNOY5cC0ILgc1m4rox1WRERN2PTOYH6RAadT0DGKPHMUYWXsSiPtT7LWE4ifc3y5g5GK4DW5K4NSCcrhGvCujWfWLtM4dCAGWMzhQAaBAT9IUxaPb3BAEFScPyGhAGIa5sGKSiPaCpD0KcVwbo0mTsryJKJMkuc0gjh4o2lIIpUVKkYy5eOMbBvGVHxCAbiqJgmSGm8LBS20lQ1HDP3QXvfktOQmBE4FXCOhSgLqv0SP2GKqdWLvVngxw2IoC1Rn5fYkpmD6mDrfEpPkJgMcIodKJMAJOTPS9Yru5fXxElMt0Y/hDFJfke/uV/tvaoV3wmBQBOkZdNxU1C2OEHEGQcgqA5Dwdf0HwCnpHnF83dwTp5d8s1vfrMeJfetb33rLPemVc7p7u+fxNwexa0FVLb7+BMhBSropQigTsDgpUnKh8CrKEQgsJcFTmV1kNQPFe/46JfYsXaEF124BceWfPvUQeyKxI/D5NIAa9blcOwQPW+htMSuavoPBfgZabLTlMYtaOySWfsL6yTV4cY9pBBsHsxiS8nPveRK3le5k/i8Jj5v6OtC1xRXrQ4Iktoh9IIIaDbrqdcfraXNhbAVJOcMcKuFRiWaHAsl4/gNFrsYMBLCpMCe0SbKXur6mlrJCuKL7UaWxoC82oK+k7qeRlw7z49Dtb9xRU3vSc9E2akEkTFnapJghoCyWJHlZSjErABTwDUQpgC5a8D1ZgnjlnHsLqoudWA02b1V7KKHuxjW77HmjhLHbk7TcZAKrEIUUNB59qIBCrTULK+PUtbr+sjMJ9JkXRe2auInBXZJI5TGDgQyCE0x0KgpuwKpUwpv0EKHkd/YauxTzd6gyXaLjrcOVpOYDknMKZMRFx0TvoJQoB3ZGJAC6YeEacucG+lcu+QbHthE63dQOeCnpHkWK6asHolfbsyvU1QEqdY2rILH4L3TCNUAVQRg5atYy1XKGwdx5/It7Qdpl+KFo4ZzPdq3euMCUQ1J71uAUsCLX31Jr6d0Tr4P8hd/8RccPHiQsbExNm3ahOO0ciY/mwuEntPd3z+JJXsAZhKG3uWSvtFhQc2yUDb6Y8NOzU4GuefT/RSwsPM+2W+cIHFo9czE6nKF97zg99h++Vae96pLsRyLh07tw13jUx1zWHqpT/89aaySxE9prIKPDkJyW1zcooWsSqrDwyy8dNhQbChF9hsnWgB2aUvW75zAdWze/KNX8dHqPbiTJdylKgZp9FFzC6jQw3vjhXhbM/VI1tSeRUrb+1Bp13CbA1gSWfIZ/Ye9WEUf6WrSo43soWMPpBAonJOdo3utXJnMF3cTrOmjcu15pnaVEohUCn/rGM7B6Y4AKU5kAPlB/fPa73DDEP6utfVT6+t42ej8IBk5FAJTb0t4IeMfP8HyBS65a4fRcaOMrGrI6COa2Ekb0MjARq+PM/aVKcTBky2Nnw5HvHv3U+DYyMVCvU/ZLzzN/JsvMPuVZgpapbGWKvR/4Ulmf/ay3g0LwfD6Ja79H48jbF0PzrOlZufANJsz83zm29dQ3R8jtxVUHLSQFC4ZxtomkdVGlLefkcxcP4G4Jcctf30xG15TZVN2Aang1HyWPYc3UvZi9cAP5WpUbMVmRYO9LKhcsp7JK8xaahdD0utiJB+ZhLkFCKJ3JJlAjgxRuXjU7BFsM6XpkxolFeVR0XCoR8ECdqW2f2TFfsc4RGK5xn4NC1iRzKYGQqovKbTSIUpBsAnCDSWc22yCeKLFMd+8V6lFQdRq1lgehEpx/RXncU6e3bJr1y7e+9738tGPfhTXNRtwz/N473vfy65dvYsSd5MzArD/zM/8TM/PL730Ut773veeU/TfhbiOzfMv3cx9jx1BrUyXEtQjgerR2tHvQsnDi2vmriUyYiXp/QJ3YRVjS2tySxUeKp/kwQOn6odHtMbLKOYvEZTXhyRPaPr2hQTDqfp1idmA9JFiS1qXBhM13iRKaTYNDvDOT92GEIJLrt7I7u8cpX9SoDwTHa9EjMyFw8yEHlqZ9GANBGmbtbctUR53KI85IE2ke/po1RjomIKrQdJoGqt7fbc2cYshTmChpxfAMxfqmQWEH8DYMDh2fUx+xqYy4uLeIwgnfNRGDx1TyGVB4nEb94jsCkjLQBE6prCHrPqmvYGYiVb+Th/h/RlENjDPe8FG2RI9IAhjop5aTa3gyQrvtl2CzBHIb6Xjgw7TEIyFrQHZQhCmFVZRQEgd6NWuRkcKNIxpRLkHxK41pXHdCq7XB2xS0ZZVnMrLFbnrHFL/kcCet9BRITO0xs77OMsBQmuChEVxXQKnqPAcgdCSMKkorVVRdkT0IAIJvmgbbN8BRXZfK9mCCCG+oAiSgtJok4atOwOiOYpR56mLLRnFrmIGJBChAYJUwmbxojTpI2XcfMOL7w3YLG+JE2QaS291yMHrs3HyQb2XxfWpVnC93snoudqiJTVQSU1xbRMY0fz8bMidJ7hsMcuLr9jKs0LOedLr8pKXvASAIAi44447+Pmf/3nWrVt3lntl5Jzu/v5JJhHj8m1refTgqTpNTE28iQB/3KwbK3X3kleGLCR2x6kV46olf60Gsy8WK9x74Dj3HjhePxbHxc6EVDbD8WCQRCXEOh5D74iUidLEcprkTGgKRNb6o2mpLQIQasXEYB+/8dVbsaTkivPW8cDBE3hrLMKIqkoLmEinWTxWQEXgrpYabwBSJzVB3Bh6YDi97TKRIW+oQGJTBkD1Rk6/uplUBuyuDDUA/MqgcYLHFzUiGpcW5pzlDRItIbaoSZ8Q2FWNsgWVQVNUulvUmFUGbWtiOYjNm2dWGa4VaositjVorVAZRWGHQghN5oAmfVChsSiPdQZvlAuVAUlisdO4BXZZE1tsjRjTUuIsS8K4bhR6VYbSxqo0irt2BCrqN9aNwqDd9JGA4saQ0npY/5kK8Wll6PfGkiBUVHvFvMGyLE3NkJg0fVGGEsZkHjb13Y6e1YpbZg4H9B0L2pd9y3gyRBMAvnJMYdyq626r4OEnLbysAbW1LYzOBbRluN7r4IjWiEBjVRSyafqdoqJaVaaYeTQ3fXsWWsD1+lSZZoifXEJ6jeekHIvixWOGbhBa9kfalRR2DXGp73DFi58lzvHnkO5+7Wtfe7a78F3LOd39/ZOh8SzbL9/CgUcPt3Gw9/20Q+qGaH8vo0Co6EUv60V27Zhl+q29o987SW52mQe/+igPfvXR+rE1lqB4VZaFnxtn4QZN5psFMl+ZInvSRAMrW1C4YpSF69ej0k3OISGMQ7JJAkvg3LiT//npW7GlZMdla9krTxGsT6OWK8iSh966kbHzxjgglqOsIeN8LVycYf0fPURp1xDVTaaYZuxIntSe+Xq2eCwVcPjuDNLSrLuydFpFrgXgTOWxvvoElRfsQPclQCm8SzaiUnHcfSehGjTGlEkjh4YMlVihQKDKaDQqHUdtGEWNdC6sqgGnYGqE2GWjx/ECUl99Apkvk3gChv/tON5oHC003mVbKWzJkB+FcDBEpQIy984z9I2TrY2ejgiwOmRDuFMFRj7xGMtXr6V8/gjYEln0ST42RfqBUwgvxM5V8IcT3aPYleIl1+9G2Iaap1mk0MSEzysGH+Q7T1xL/9OCpU22yai2BX4GCDWJp+eIH84jtKa6PkPumlH0pOLhE5t5+NQWpCeQZdGgJ5QQJpQJhFjh1HfnJU5eoq0GVVqQlCxdlMIfWM/AE4OI0HjehRVlG0avaXWIesH4zEltcImUmT8R0mCe0416Q7UDVgXcvGjdv8qW7QsajXdFqVH4vfkRSbM39F6sEY82JrLtEYvWv8MYXDExzuVb16488+zIc0h3P1P58Ic/zM0338y6deu4+OKLAdi9ezdCCL74xS9+V22eEYB9Nbnpppv4wz/8w7PdjR9Y+enXXcV9jx5pScHWRGBbF8tJKY1dMuky1WFACkobFLGFHhHsWmMXFSreFCEUKtwlD3vZJ6Vh4HEor7FxyisKdAiBjtkEroW9WKmD7EJDeU0jXEtosJXg8/c/iRUZGqHS9O1KsaYapzBfJubaDA6mOHBsDnyFDYSWpjoosKoaHIfUCZ/UCb+lC6ElKGxJUh12GwpJa7xUDHeygNXLXq9x3Ns2TKyBahVdriCEoHjeIMF4HzIwqeTKlXVDTWiwT7rIwzaxvDJcoT0ixgSAhqUfK+HMCuJPC0TOhpKoR9ERCvScY/jwHRMZV+2TdaVQLzTasQq8wCmalPMab27Lpws2jIFW1L3d3mKMvn3GUFdR54UWBClBYVuIikF1TOMc6T59YQyCTI8dlQBlCcThOHpLhcK1FfpvTSECEBVF+lgRq6rq77eLDxLKw079HY/PSOIzEmUbXuDcZqiM0AboO8ua7D7dmO/mucdEejtF8Ff0tw4mCYGX1sSWoyC+gI7UBn7GZvGiDLJqAAYvKRGxDkn+QrBwaR8De5aJz/sEriToc9vPazofzHOuAep+H62FgFacryVc9orN2HbvDJVzcvbEtm3e97738Za3vOVsd+W05Zzu/s/JW191Nf/fBz/Xckyj8dZ354lWaEiB6lNY+UjPytUjpaKklvp6aZzb5lqrYpHcKwkTClGRKJqWEimoDoCXthk4FNSNFAFUhprqdkiNiAv+Ze/jyFpWjdYMjMQZ1QlyhSoJx2bUTbHv+AxBtMQpoSmPGyNIIHDKQHmFbaY0TlFheZp4lPmlhaa0SVFKKYTsUaBE63pGUmLGOIPDGARxQXGtYHmjSQdHQRinhXarOmgGmn1a42V6g+uC6B6TEVe8Zbg6a+B6bQ+hJVTWhqiUxl3QrL01xIrs66XtdkfHuLmBIIxDaGOi3ldIecgyoL5oGJvLG12EArss0aVGOLVo8siI5o1jp3Fp0dtzIwTY0PekJH9ByInXxtj6sTKWp4ifKqBjTsve1CZkoOST3xAnSEURgb75qXWrWstkWHFfJ6/oOxbUut7aBwCLNnBbA8pugNd+xsHJm72hsmqUa63vj7YEoWX2nkJDbC7A6lLfIDUVUB6xCZICq+DhLnUv2CbAAFtNE+JNpA29Qpdnrh3BZW+8EtnrHT8n3xf5YS4Uek53/+fkp971Rn7/tSuK31nQ9xNOV6o2LTTxSyzcXRJv7+k7iFdKmHYpXrWeyg4DvMYf0zinphj4t8MtC6MMNJkHpknsX+Lkr1zUANmlILm3ETle3p4l97pdfOrgAaO7hSBUiqFdKQZ1jHyxQtJ2GBMJDuyfoS+ijqlkFQtXhiT25ZG+Jr17jvTu9loRAigvOvzrf9tspslV7LphqbHgryKyUCHxtcdQo/2EIxnKO4ZJWgmsdesRnmd0puu27ANkJoMaH2Hp0gFiSyraX3QWgdGpoa0hqiOX3H0SmS/XKb5EoIhNlpl704X4E2lUUuNtq5ogRq3JfH2qt6O6m2i6XmcvVsjedpCB2w4aB3LYWvMj9fBJlq7f3rXp8bUL9A21c/vXRFqw5tISqcJhCn1bGDgSsLDDRQSQOFRi8N/2Yuer9SDIzP3TiH7BwrXj9TaUqw39XU3nWro1Arx2rwo4efN8Wr4f0d/F9TES0x6JuSYHs4BqtMdUjqC4VpM+oZFKYAegg/a9kogix2uv1sDeKtXhWPsEC4FyjCMdDXogRA90/04KAfSFkAqhuMKO7mh3m18vuWxrd9rlc/KskauuuopDhw5xyy238NRTTwHwpje9iZ/4iZ8glWoDy05LnhUAe7VarYfkn5NnLpfsWsfv//cb+aMP3YYfhEhhIoKDXmXDMcrenRdUh6OUngSU14TEpzpEV2sNCuxCiMAUPRPKpAJrhOHaDMzi5BZlZOF1iHbCbA7sfNV4BPttE0EEpFwXrxzUo/nCpsiAfLnCk6pCXwV0oczUfB6rHOKWDVd6ZcAC5RCfC9C2RCUcpBegI4WkBCxdmCFMrihIKgRhApYuy5J9eLEWcNA+9pZhCHQ8jkjEwbYIxvvBkvUCsN2u1xIqY5CYZlXvX+zBOMGGkNJ2SDxoo2JQGZFUBwRIQWxekZw1kQF1cD0y4ldbyjUaN0cHgB2cUzZhvh+5uQwjHoQQfziOjCgIZA2ZAeyipm+vRe7CkCCjcRcD8yybAYJo7LIa0LX0eHPfChaUBXLRpjKkkQUYOlBEVs271Qq6QGLGx50YYKFUrdP0yIgOJn1SUxk1I7bziuzjJZInfIjFwXHpthXSgJsL8TOy/m+9wqvtp40id4p0TNlvFhWT5scxe4+O93Qki5f2Y5VC3IXTSKvQ2rzUNYA9s8r5Ar559DC/y3Wrt30GpF4o5XvU1g+LvOxlL+OOO+5g06ZNZ7srpyXndPd/Tp6/ayPv/qlX8p5/+gah0kgRgbwrU2tXijLUXFY+WgAay3LbqlY7rrRGxyBImUKqYGhNrKrJugFhCpaJDq0IgbY1xTGLzMnQ6J1+CNKR4RV3yUvP3AMDrNdkqVJhSVdIlAWLRTgV5onnNOkFQ3dSGoWKEsTnhYlQqkXlU4v61cSWldlzNOluoQXJwxKnX5HbAKJTFXCtcZabnM6YqHgZGMqyGvgd9KJXjqLug6TZV62mX52iqjt1lTS1bZLTAfElA9Yu7YRSCkSoWXtbiFU1bYaOIEysoiN1xLNeaH8/Chsdqtk0mcMVErMByoLS2qbghR61YtxFhV+jvVmhu528Rrurg7uxWYFVFsSnBYWtSey8IpYLTVF50bqjFCH0Ha0Qu3yYqUq5TsMj6nsL8OKABulrYosauwTxOb83iKENBZAIapGjmOhyq3GF32e4193lYPUieTLKjIxLrFLnc6WC1HRA6Ai03x1cb5UGwu6NpLo6bWpy92OHeeubXniabX9/5Zzu/uGQc7r7Pycv+NHn8fa/fSsfevvH0EojpMTZJrCyvb/LOtTEn2c9I4BdA+FEFu+8NajBFNq1CGONoCsRhAx88SjQ/p0SCuylKtmvH2f+dVtM0dG9i7izxqsb2znG5Gu31oNbw6bC1PPFMvOUsaVgxq9wJFwiM7tA/NASQivKVyQR3hD93541EcFdhrRyzQ49yZ4vZEkO+pSWbOhSaLxlHIA1k4NiidIr1zG4O290WqwLXY+gtoFAnGamenwJvBQEMbDmi3hjKZZfOEFp1xDYEmvJR1g22qIBrgtwpqq4U9XTu0mHbp7WOWH7Yhl7cpbYlkGq26JCzCtqj4yFi1399fW2JWRiMyyrjXj9rnF0q4Chf92DLJuJa2EdWFYMfesUA8/bxoGRasPer92j6WE702X675whfqhA4fkb8df1d++M0hQ2xEjMGQe6FpDf6hDGG3uP/FbButQCS/sGo4y47gOrfQ/SO4tU57q9I6ZoOkrDxGnq7sQKgH2VB3jH3sP8/Eufd3ptf5/lnO7uLL7vs3PnTr70pS/xX//rf/2etfusANg/9rGPcemll57tbvxAyyuu3clVl2zitjue5OCxWUKl+PI9vYn5BYIGhGiktEmhLU3yhFUHbGUAVkURWwxMNJNsWkOlQCdsfEfizhaRXojwPFTMJkzFwI7C6GtR20KgXZOm6/XZ5K8a4IaLz+PHr72Urz/6NP98z2Odq5dHPKCVhCa+qIjPVJFBg+IjVQpJTXoEKcvcx5KoRFTESkNlyG4H15vaDtI25YkEqZPlNt42OvyNAL8/jlMKcJYD/H6npxaTnmbmhaCFIDnVfWWqgbn2SRvnlIPGpK0tb4mAj+gebl5HxiMtxuPpSqeNkLtoeGBZclCPRDx2yhjD2hKwojq3QCA9TWxO4A0q0scDqiVFecQ2Ri3GOE5OeyihyO9YHWAXCpxHUhDWgG4Pq9p511Z7RoNCcPgiSD1tCsrVJLVYJvFkkSUnzdrb8uYd1FBZm0A5PRQzUTRd04Eg1vjM/CHwMqZwnVWh9w6m1pDE8M72GH+YtFjul6RmepxE0/1q0ai1zWQPKVS/uw3gOTlzcsMNN/Dbv/3bPP7441xxxRVtnvMf/dEfPUs96yzndPd/Xn70mgt40UVb+OK9T3Joap6qE/BpHul5jQkyWxkihFG1NV2rDce31ho/KfGzoBKiRZmpGIRxszAq11wvPbBKpvilUBgdEN3U6wc1aa5NSIc3DZ7HG191Gf/y9BN85sk9dFypo3t5tim6PPikj11tLIuxJRg4APmNtgHX64axOceqmMKSnYOEBG4OYgUTYV4z9mqArVWB2EJjwBqNtqG4LUTmHKQX6dAea6e7pMlvlARxsHtx3WsTDeUWQUSkAPElhVVpdQ4Xtpjf6cOG/mblPK0mzUF/tZGVRwTKEVSHHKqDtnGa+GZugwSEiRVWdgPfRQSa9KSmWoXyoDA1PDDXJ2YVdhlKjYC1riKUYOROq8E73vij/VwABROhw6l4GVFt9AetsX1M4W+tSZ1qXGNVVwkgqNHX1ZqyBNUBx3xfdOOc4voEeUcTnw9W0d3mJawOWMRK3bNKwOx1ZBcQvq1ZS0JgqGy0tbrzolA6p7vPhoRhyF/91V/x6U9/mmPHjuF5rSDMwsLCWerZf17O6e7/vNz8317JC193FV/7xB2c2HcSvTHgKXrz8gsE4hkkkmqgesVmgm1jBgiUxhFpVwzwWVgHipBTbzuf2HxAfEZjlUPsySXsY/NRIBxkHpxl4dUbieVg7XSG6373v/Da113J/93/FEefeLqdYtZ0FoBAaeyFMkP/ugc779V10OCxebJfPkmYtHpm0HVaYbUWlBYc4v0BlZxFa4Wv7nNROW8ILEl1xCU253UF+oSG6rBLbFGvqH3SuV0dBRa4JaO9l157AZURYwPXbWzHNplug2EdXAcQXWzUlfcQPf5dO1be2Ud5q4mYSu7LEz+w3D3yXsPAl/ZRvHItpcvGDQc+YJUUmcMl3C3+aVHxhEUojZWojhl+1cSjM8iS3/m+SqCqmp13zpEP55m/foKwP3LUaU38UBFnroIIQ0b/6QgIY9fnX+b21rVS4Gesuu6uDkhmXhB52aMNi7A0Oy84xmPTCSqVBCszz1pEa2ypGLl2lvnPD/WeAAl60QZW98QooRGn9bYaWS49czqoc3JmxXEcKpXv/XM6IwD7r//6r3c8nsvlePjhh3n66ae58847z0RXfqilLx3nx159OWAoYO5/8hizi4XuF2hgyMISuhFxJiA1GZA5FBAkLaNYajzProUV8Wg2Ly2y5ONOLdePm0KdHlbBIxhMopKuAQGVrhvqP/4br+TaV13A2sE+kjGzOP/OP9yKfTRH/xOzuFNFEILK+gzFi0bwRw3QFCQE8X3VeoRSi8LSYJcVWjYtfZFntTrYWpyofS40lTVxCuskmSMe8YUQbUmCKKXOXvaQXoiWEKZcgkwMWQ2BgNhc1QDsnVzFkYEW9CmUpQkdqPaBu9zZAygwHPGiCUCt9mkTUZ226sav5VGPelt5395+XSNBvHGW9DTpoyA8gXab2hKRM0Vqs/lQmDS7Ff2OzQriCwoJJOZD4vMhoQPCD7GrGqENf630dB147yQi0Aw+VqE0HkNFxcfi80HP8Qhg8okZ1KY+iuMCu6jI7MmTOJrHKgcIIUilQmhWh0p3flZNogVgKUJbECREY6UMDSWMCMD2MEXp4uadrwNDHUQ1p8x1ubdGoy1ToFVZdAWVzLlNDoAIFOsJFClNyn9W+FPPSQ/5pV/6JQD+8i//su0zIQRhGLYd/37KOd19ZiSbTvCWV1wBgK9Cvv75p1j0uqf2agHxkm0icJp0t7JNxHd8UZGYU1FkOlSGNIvjdv28mihHG/C16biKEWUkgVWNDvrRui8Eb33bdbzo0i2Mj/YTjxmF9Atf+TfcyZC+wyGxRaMvymOC/FYLr7+W4mvAdava1g1Q4BQNdUt9pY5+2dXeoKUG0ocVC7sk2gHtKnA0wUAABQirFhQk2tZUJxSV9QFy2UbmwC6DFzkW2q1dE1wgPU0wBOnjIV6/3aB8WSlCEFtqKpSudd1BblV1HYDw+8y9kid0C52L9LWJUuvlMBeN6Gwwz7s0JqhGdGYy0CTmTLp77az4kuE4L63ppH+14aAH4gua2IJG2bqu3wSRLoyAna6itKnPohqOH6vcG3QQwOEnphDnJ+oc+zIq+CoAu6zr1Dmi6aLT2d8oG8pjFnNXWPhZCVoTm4e+wyBLgmrWAq0pJCxied0SvNDaSYGywBsQeHmBU+gM8NcB/YRr9p89IuO1ADWYQU4vGQdSwSNwra7zqwE7do7a7WzIu9/9bj760Y/yG7/xG/ze7/0e73znOzly5Aj//u//zrve9a6z3b2eck53nxnJjg3wpne8BgBPefz6o2+nonqANRYET4KUojOovUKCjcMGXIeWNaKaheVNYCKHXMIBF2+9ZllD30GNu2kYcekGEt/ai5UrI33FH158Lc+/cDvj4wPEIt39jc9/CWfvHNmHJnGmimgpqGzPUnjeBMFoKjI2NMP/sgdZNA6mFhvQV9hL6ruiR9FAOWez8OpNpB+dJRZxx/eSMGXwgvz2FKOznaOOtTCZw95AnPjJIs5Tk/gXbYCY03GdFUAQp6EDJAQbfWypCCsOOhRRgJbBE1SmdR/uj5oaac26udM9mucoGHSZf904g1+ewpmq4o/FOfXfzsNfk4gKxQoWblqHe7zIxIefxlnoPFahIf3ASVIPniTMxJD9fTipAQQwuziACgTS7t6vku9w8PkbEJOqPv7Ygfmu5wOgBE/dsRdx7Tr67y+iEiWcyWWSj83VKdLqY63tbzxlcKYedrdQ4PULypcJ9IurrMmU0RqqJYfCfJLzK3P8xxcuAzQ2Zr4NNWpn3T2ydoGluQzYCoJuBrrZu1gzDr5fhh5QkdbgD2jc2Zobf5UNidIkqs/0W3FOzob88i//Mn/6p3/KRz/6UWz7e4OVnBHE5ZFHOkdj9fX18SM/8iN87nOfY/PmzWeiK88ZkVLwphsu50OfurMjG4mUgmxfko/93Ov544e+xd2njprjVU3/AQgdCbasp4oByFC3rSXCD3GnG+B6/TiRYbBQwnNtwpRFkDCpVUKBzjisH+on7jZWs+COQwzdd7LF6EwcWiJxcImll6ynvGMIUMguSkwQgfgdFKhyRM+FHSEIYoL81gT5nQnG7guwKw1lEGZiTVQhBtS28kaR2JWQ5IkSpXXJBtVqbd40xBYC/ExAJeugLZh8Gaz9usIuts6VAPy4IHRNI3YhwFn2SUf16LSA0rhN7rx4vaBmp3EgdCOKcaVok6be/5QmrNGcLNc2GLqFU7feuSbAI0yY6EZR/1ggfRh4SrVcYvtmskS5BHEXGUJ2j8/8ZV1SUrUm+4RHajIgOR2wcFGaIG0hmjjnwjjkdtpUByXSh8zBgMSJEJmrsPYfc1jlEBWzKG/IMP/iCZKH50jMKSyv1ddsFz28VPfUWC004fke4QabYDZGiwaNKoRbYdP0RF+TRgRH9N40RVNq20SdhLZJKZfhio2GNgCGnzSNVgc0iS57nNp7KIRAR1y/sSUIetHESEGwr9TjhDMsLR6C70FbPySi1HfPy/n9kHO6+8yLIy1+5rzn8ddPdNbdlhCMJ/v42595I3/5+bt48MAJoLEuJGYUydnW96gwIWlzxMp2cL3+twYvq4nNauLzkFhQxolng6MFa9cM4NaKemuN80iZ/gNBi+5OndSkTgbMXW5RXGshA92SYcSKW9qlCABeobhWiz4TmPodWGbNDTZWzc5WgNcP3lpT98TKSYQvEL5E5GuANNgFCNImAUCZAZl2A0idVJTWw+j9AUJDYtEnt9lB1QzWOoG5Adfdktkj+RmB19eoxYLSuDlFciZEBKCddke10BBfDKgM2V0dsAhBfqPA9kxdjSAR9UFF2WKzjX1BcwvSh9QpKKzXjT5FTvP4XKMjArACQzugLQO0CyC2pKlm6dgvMMXThQTtCnRAlIrcVMgsBsubbPyMRAaa1PEQJ6/I7xLkLvLRMRBVSExJYpMSEQpsr30cYcxC+t0jyTVQWG8zd6WFijdNsBBUBzWzw4L4KUFsMRqLBX4CnHKTQmrS3aGlKU0IkJDfaDG4N2hkdDSuaAnoCIbSOLPLXfun0wl0Mo5ak0XO54lNLhMMd+coEsB88CyKYH8O6e5bbrmFj3zkI7z61a/mD/7gD/jxH/9xtm7dysUXX8y9997L29/+9rPdxa5yTnefeXGly3WjL+OrU7c25dE0RCIZi6/hN/76Z/n73/wHnrj7qVXb9M9b0+bgDBI1cJ3WNTnSR/mtguweTbwCYucWRK4Cnk+qIFm7NovTpLvjX36a1CPTLbo7+cQsyT1zLLx2B5Xtg8iChyx4nbPIdOSE/S6+ywLwB+MsXzPB8lVrWP8nD2KVu6/vAqiuNYZOdTTG4kUZBh5fRkqBVo0ZV65k4bIssaM5kt96ytjTi0XKL9llQPZormqZbkFMRBiBxtpZxN5RJOGa1rSCykyS4tE02pCktm1IdNJi+YVZMncudIzkr1mQJ39tO7gCFbeobkyabIQQhv/1JCd+bRdhOoLkmrKavIkkJ379fDa+Z3edKrXj3Giw81Uoz6IuVsh8P/6yw5GvjLH5pqmuwd4PzG+k+NJBCATOYyGibCG8RqHw9IjPpW+YZ2hThcqyxRNfGuT43gzlS9dSuXBd/flX1gzhbxxi8F/3dnyG8X3z+GOprps5jaa0HqxXhMQTjUhyISCe9IgnPabvHKwdNQF905rSGlEvJtysu2VVM3Vw2ARsxDSOMnuSRgpgdI2KguYQ2PtiBBd217V+YBEOKKrbq7jHXES1fb/aIlIQPLnU44QzLM8h3f1M5YEHHuD222/na1/7GhdddFFb9vjnPve5Lld2lzMCsH/rW986E7c5JyvkTTdcwRP7J7nzrr3E5ypYOWOxhGkHsS7DH/7qqznw0CT9dyiev5SlfzjJtolhbtUPN3ivmpV3B0PXylcMntjh/gJDreYNWITpRoS3Bv7+c9/ha/ft40O/9yYG+5M89M0ncO4zFbibDc9agZGBO4/jjaWwA7u3pzwCt/VKzk9fg9PDe6o1Ts5j24emTIGr/gT+mv7I4pQoWxC6smWTU16bRM1VcPMebllz+cgY267dzC3/9B8ITyM9w1EvvJCTrzTOBaQgSMOxmyWZw5rUUY3lR3y2CYvkpOHVcxY93OWgZQ0TGpKTAe5Skfx5CWKLGhkIwhX0YrWNUts8RcBBbMnw2dorCoRYFUMFFDYXsW2WaBOlHEOhYqZb4xRUPSqx9XyBXCqgAwVxl8E7BZWBIYqbGtQ9tajvgb0+Q49FGzgFA0+XmLssTZC0cBcD8jttpl7mGgdHtMdYvNQhcazKuk8uYpdN5KAIFOm9CySO5Jl9+VpihQVsr3VTYi1XEYPJzoXFhDaA+YVlgkMj7fMQ/TtMGtBC1pq2zFxYFW0Kwkhtvi++QiXMJooApITqkMDNKSyPZlTHUBxE75efMVFwscX2adWSenFTAegQrAK4C+AN0gqkRc88MQ361GkSEZ4BOccF94Mh53T32ZG37XwBj86f5I7Dh7AWHEQhInNLKZJjFn995Ws5cM8JMntKXLIYY3Asw9Blo3z60T0kZtuNMD/T7mBWTgdwvSYCRKAZOKiJ5Zt0iQcf/si3uf32J/nLP/wx+jIJ7rlnP8kDUeHJDrp7+OGQSlbWac266W63qPAzpkh1s/bWkjZ6smbRRE7Psum4nrQJJiJkWIK1IIkdcZF+U5tCo6M1Op2Da4c2MnHpKJ/4+oPISpQhFkJxHEYfCOsgv+XBwH6falZSHLdQtnE6uMuK2JIZfDUr6vU76iIF3oAkTAjipwLKG6AyIkgfal28klM+ftoyOr0lK83MXLXfcIp77or5EOCU6EGlY+bQyYOXrTWqsYtNOmzF+V6fccpI3wRe1BwRK8Uum5+acassE0GvHIn0QvJbbOYud+r7B4DceQ6gUP1BfQ+gLShuUZTHFf27bUSxfSxhXOKUDOix8jMdddzrs1CJ+qgbEunWyrjGKej6+6Digqqtied1ffMkSwHOyUVK2/qIL8SQVY1VhWq/hbMcYEURjVqaHxk07hYOJEFp7Pn27FGdjqP6DJiuEzHCtcPgBdiLVYJsrEV3174rgQvF8HS53b//8lzS3VNTU1x00UUApNNpcrkcYAqE/q//9b/OZtdWlXO6++zIayZey5HiYR46eoTpfcPkZlIIoH+8wJbzy/zstrfxH0/MM/NjF+DcsInxeILtp6rc/hdfaWvLZLu0L7qlkeiPLpG7wlekj5Zw86ZeiojFIObywT+9la9/eTfv/bu3kErH+dY/3U3qkWlz2UrdrTWDn9/H1C9dSexUZ4dhy/nQkYe9l87XQDiUMnXJkJQvGSe5/5SJBM+pjtcNfvlp8i/ZhL9pEGFbPP8NlzKeSfNPtz3A8pYEXtZB2RInr+n7zgGIMudFvkzy1sfwt4xQuXgd2rVRjiBwBTIEgca+Moe1qdLqs5AQHythpz1K38yg4w6yKFF9rQNdePMEib0F7FmvZQ6ax+8seORfPNQCoOdfPEwYcwgznaPrsQTBoEv+6mEG7lyNOxTDcvLHMZRXhj2SPdYY8lvLbHp5EaUwLoXoYT84t5EnFicipgIIzqvgPJYiGE5iL5S45menuf53Txj9HI3pBb84w5596/nYly5D+JiMNW3wA51Os/C6nQx/6om2Z5faPU3hqgl03G4bpyayu4c94okOtDa1+nIvWkafdKFkDGCnCpljCq9P4KeM7haBoRWU20vQHyIHfLCg+FAWN1RYZQGeRCRCpBuip536ftPeFwMbgh1NHIZmeASBJAiibMwBRaW/gixK7BMOsiDrGZ5mQEaPp49VUQu9qeXOpDyXdPczlYGBAd7whjd8T9s8xxnwQyy2Jbl+x0Ye++i9htc8+kJYi1VYqPI7v/oPFNJO3ek3NZVj70MnkM7qnJA1sbrxdEVSXZsmTNVS01vPPD65yLs/9BX++nffyOf/7usIS6A7FPKo2WWpp+aR/YNtn7edG2iCjMSp6LqzMr4YUEz2KOgjBPFJk5IvNYh8FWd5FgBvMEF5S7b9GktQXZNExx2cUsgTjx7niudvw8mrJmeCQLs2E9+CU6+I0sMBbQvyWwX5rbVeQ/9e86fwFO5yQOOTpm5qE+lXmghxl6TxaCcjnvsmahctdbRJitrQGlnVuAVVr7Ad2qLFoBOAborI6zbBuomqTCCILXamrdBoCA11DBVjII5/YZqZV4zjVEOCpMAuazKHfNymom0CQ/XjLIeUxl209Jl8hVsfW3Ot1PJalxM/NcKmj0y3zJdVDhi+awri7c9caIidyFFd24d2TVFWaWmUErgxn+rNJewJH3kiQHldlkgNYQxkxOJgVRSpUyEybI1qUxaURyyCZGQ0h8br7pTALim0Y3iOK4O0FFEFkyrnpzVOwQAnWppNjFxREEhEzyExrbHK4PcpgowV9QvSJzTJKRgd6es8lnNy1qVcLnP77bdz0003AfA7v/M7VJs48y3L4j3veQ/xePxsdfGcnEFxLYsb0xfynYOTLU5WmZNUluC/f/VfcA9V6rp7ejJH4ehJYtnu69VKUVGUdzcZ2Gc40+lw2sEjs/zpB27jj975Oj77uQdN9HIXoFZryBwL63Qf3URoSMwE5DfbLRztYVxgF7vv5gXgRYB2kIQwtBGnTJSa9BSJOdkeTagNx3x8XuGUNI/fe4wLdq7FKZjPkAIlNYk5i+JaSeaYX3cqSwWVIUFlpDYxgsS8UbShTTu4Xu+ocYY7Cxbl9SH57YKhB2lxHkgF/QcqlEcdKoM22o6iyaXAy1LnyWelyhUminw1cQtNALsQxBe66O56hyQqcuBbVY1d1AQZUQdSjD5qHSPCODCClI3XD3NXNungphdJIxBFG51pDblXcU15Y0B8vsO7LA2nurvkm0zI6Dqhzb6kPOpiVwTCU+gedHReVhOfMZ9bFU1qWiEV9fdEIJHJFIkZH09Ga65W2IemcR87jti1mXAgQdDnmLo1zca1EIRDacL+BFa+gghC48x3HIS1gupFCETMIbassZRPdcCu72+0hCBuirCtH+rvOpZz8v2TdevWMTk5yYYNG9i6dStf+9rXuPzyy3nggQeIdSuueE6e0+JIl7Wzr+QTt30bITQ6WkxnD8aYPQD/5Yufw2taBk7KZXbvnmSgU2NRwNhK29nQjHVf30YerOAsm3W1cZb5a/+Tp/jge7/M//yjN/DZ938ZEUV/rxQBaKVJ7p7GmS72tPPBrL/hgIsz50V2JCZiuIcIwFvbj9AKZ3sJXuFSiW8EwP6nRdyPL7ZZo7LgM/Dl/Vgb1iL6Mzx67ADZd7+U6XK2MVdaUx2VzL7lQoZv2YO9HFHbBCHFLWkq6xtgtl3E6OBhD3tz502KEGCnAvq/c4Sl67ZjzVkEa4LmaUX1OZz83zsY+MI0mW/OYZXbaXMGvjlD/qUjrY1LQfGyQToXsKlNLixfdZoAe0KAA8KVcLW5+LHjG3nyfyww8s4Ycdun4MfYlxujGDStYRL0QIhOhJQvXsOV257mhnedaHze9M7u2n6Cn77pdj767zc2T4EZQ3+mxZleb74SMPzPe5j/L7tQmRgohZaNjIDK+gAlJUoJLKvDeyOEiRc7rwKPRtHFSmMpSM5r9HxNdxtKVtXnIzYZG0opELuK5JVNZq+Fu6OIPeyh9iRp5oQRCJw9cexDLsF6Hx1XiIpkeUPYvp8QoNIKb0cVa9bGPdrYUNtFRea4R3LGZ2znRI+HdU6eLfL//t//+563eQ5g/yGWyeML/Pk7Pt2mPHUt3exEHrkuUy+MESoNluhcZBTq0cNCa0PdEWi0a5v2gnZvs5aC6kii60YgVJr7nzjKkZPzPHnf/o7gek0MKFpEpXsXq9BAGBMsnp9AVkLiOQN2V/ssw2vdIfJJCsHW8SF+4sXP5//87r+im1KbNVCdiLg32qKdzb+9Phu7FBIozUc+ekfLZ3XAtwLjt2uO/ShRKnu9kcZ8RPU87MLqvOOVcZjPaAYfFLjLqh5tVo9+EqYPzoJPLBeCLVuiAoWmzonefC8tO4yzUwfARMCVFe5yu5GuBSyvt3Fkir6nG7x6djlk5K45rESq7fwwbqGFwPJDhK+xS4ryGpeZF8broEebWILypjjlDTGSxxqApACcXJXQirWkPtZEBor40SVUxqZ/p8+aC5YY2zjHwIWLfHr+eaDBHaxSmeqyRIpGFLn0NekTDWS9uZcihPhcSGG9ACGwfI1dMcXV7LImtAV+WmJVOkTTA9oyhQUBCDXJUus5KopmFxpEIIjlIXMUpDCbu1pknRDwmusv6TyWsyU/ZB7w/4x84hOf4Mtf/nIdYP/gBz/IBRdcQCJhig499dRTTExM8Gu/9mtns5vn5AzJgZl53vX5b7R9RZRSIOHUNsWAFAjbrDHJEwq3IPA7RBhDK8WHrJpIbFk1Eclhov186WnSJ7vrIKU0d997gMmpJZ566lRHcL0mAojN6Qh47v6l15jMoKVdEJvVONFaVx4T9B80fNztgU2CHdvGeNFN5/NHd95J6NbuaBqMLdT020qnZGSEDwjskqZohXzo1u/UGm2cg8nYWl7v0H/IBBOEDhQnWtfrGvDtp1ud1p3E8iXp/YLC1oDJl0kmblfmkpr+UJCa8hFVRX6zawrJS9OP+oTWHRqNaP/TodKpR9ZpjbNM3YHSLBpTNFULgdtEiSukQNvGObzyfMNLDyIwgLsWJk1//nynK3+7QEAg0EHYaolIQWWNRlYD4wBf2T9bUh1ykVWFloowaeh4qn2S5JyZDTcvqA53n4ggoo+RniY91Vl3q1QsKhxsnqf79DSxh4+iL9iMzmawvADnRAktBMFwqu022BbhYKqeRWaVW/dJJvrd7AVFqHGKIeWhRs2CuuIG3vjCi7oM5izJc0R3v+51r+P222/n6quv5ld/9Vf5qZ/6KT72sY9x7Nixc7r4nHSUPcenee/nvg1QB9cBdGAyfUNLk56oEB+sokJJbiqNP96Z31EAciaPGukDAdZUDrlQILMoKO/K4k20rztWWZE+6neNMFVK8+3bHucX/vsr2P/woY7geqPT4J4qEPZ3tqPqpwmork9x4p07Gf+nZdzjy4AmHEgRe+I4lNuLkQopuOAFO7j8v76MD4XfRI54DbUZaOx/z3W0g2v/VpPTyL40c1n48F0PRB+Klt/BQJy5N+1i7KOPGd2ddqnsGmnRRzpabu3NJZMZ1S2+MNQkH55HLikWbz4P54iDv9lviUdTSYuFn1zLwo+vYe3/3Id7sjW1O3a8zPCnjjH3ExsQKHQtqqrZQdtJpCBMniZcV9bwUBWubATjyPU2Sz8/weG51vdMeGBPmwK1QVah+jQ6qQjGM7zkv8yilMm6buuO1Fy24yBjgwtMLzSCHgUGPwpG+3Cm2zcXzlyJsf/zMOXzBik8f4Lq2gza0oRpjUqYifQ8m0SiS7a1AIZq6fO6JVOgxe5WIB+OozdVQUC54lLRNiPflsSnBf6+JNVsGuUInA7vtChLnKdjkcNdobeuyILPC+yiQLkaf1ATjgb03VUleSLCx5oy2l79+is6j+VsyXNEd3+3Mjs7y759+wDYsWMHIyMjq1zRXc4B7D/E8uV/vrclcktZUJ5IUh1NmIgabWhMrIpC1jYCUnTkjgMTdS3KCqvkR9E+oGMOYdwFP8RaLrcUdwqTdu+CXZhF6KEnj2OtjOxZeW9MMSg9NQ8ygXadjsakwBQ0lZ7Gy1p4Q02vuDKpzM3pvBrN885bz5++9SYev/vpKCKqyXBOOqjEKgVSpSCIS1NQru58UPXPlC0RUuCUIH0cCpuae9uQ0gT0P01XjvmV4/QGYerlmsSkxl3QCF/Wo+GCpEa7PkMPV1CuxPJC0BrlWoQJBxWzTFpc1RSWq0UcyMAUYu1OpWPmEaVxCiGp6XZFqAWELixtt5DrBsg83Rr9YHkKEo3m/H4Hr99t2fTISogWoKXGG14F8A81+QuSLQB7TYKEINYlu1oAVsHnpl+8h8FNJp37K7MXNj6XvTee2jJjjS2ZL0O399EKAKUJEhAvgLOssMqR0R1orKWQ2FJIdcAxBVU7ORK0JnUqBG2hLcM5HKSoF70FzPtd0sSVoKXrWmNpwWteeXH38ZyTsyq33HIL73jHO1qOfepTn2LLli0A/OM//iMf+tCHzhn1zxG55b5HG/TegKiGZE54ZI4GyMDo8vxOycKlFkG/AKXpe0qTONwZ6U6dVHh9NvF5o/804CAQs4IgoSmu1yYzKRI3192YbpbH9pxAdrLAmqTm6KtkLRIzytTn6CLFcYlVhjAFYd1ZIJi/SNK/XxFfam33BVds5vd/42a+fuhgG1Wa9NqzfVpECLQFfhL8tDRR10nwU4AwFGDOMli+QMUMeO4WNNWsbFujy8OC1ElTzHu1Wi9aaJy8ZOAxB29QMfXikPQhRfKUMoZuQlIZtqn2W/X0axGCkzMR+trFAL8icqRHgQlhTNe5RDuJxjgHUAZczxxvf1dqYHlx1GTyNQPsGuPwJWj8O0hEgQFNYxa+JpaD0AJ/YLV3w+xbtL2iL0Kg4gFCdTZRtBCEcYvcdrteuDU+25QF1zMaUOMWjGM8luuuuxFGj2qhUULjPnYMvXENZE0mmHZtQtdQFtZr7nRykgtBkDCR8ihQtiRMWOjmTFGlsSohXn9rsVMN2K7ktS+4sK3dc/L9lz/5kz+p//2mN72JDRs28J3vfIft27dz8803n8WenZNnq3zqrkeQUpiANUCWQ/oOVUnMRdQhjiZ5bZHkFcvYgyFKwezBQbx/c7GW240V96lTeK5N/J6nkcUqWoC7Bwa/dpzy1j5mfvI8VKphCMRnw1V1t1KaJx893tLPbuIUFeGOUbDnwO+svIWG5eePIMsSPZzFG26AruWxfmL3HcCeaQCuWsCLXnc17/jEr/DVhUex9raOWz5SRi6tUo/ID1Czc+ReutXUOMmDu2wyt8MYVAYEKiYIxlJUN/UTP5KjurG/TXcrF+wqiHTYHVynsbTHDy0y9rcPUN41THlnhsquGP46GyTEDhaJHS1ReMUYhSs34L3BREfFjuZIPThJ7GSB7NdmiB0rU/3/RlkcMLrEckI8P/JSd5JQ4051L3oPDf0slIZ/WEY0AexojZUFaqxlISQfcYnvsxFNeyRvTUAlKxjpzzG2rp3irFmUEly8/TBfv6+VVUAgKF82jnNbB+89mMKfTy+wcPMmVNxcEaYbNCrNTqlOUhnWODFdz9jrZneLOYfCI33IbWUK1RgDj0pi0+Zsp6pxpgx9UmXQivZTHYIANLgPH0NeO4JOWljLgr5HHNzFxosSJjSFHT7po0ErNZDWxHTIy254ljnHz0lHKRaL/Oqv/iqf/OQn67XQLMviLW95C3/zN39DMtm9Tk43OQew/xDLY/cdQkXGl3IkufMHULGmyCth0k+Va+EUVJ3eQjvdTDRwin5rtE+tLVsS9iexFldPJWsRYRaiq66/hNv/+R7CoLtSFV6Ac3jWpANn+2DNcOuiKCA71kegfOyTIfNpu+6dBkxl8BT1ohZgDJ6ZfQtkkjG+/I//0VbZXZ0OXY7Whm80DLEqYQv/uVYaO1DGqHIkA3ugsLHzDKkY5LdBbG71W8ZPKUobLbCgvA7K61bkjSvNmq95CKWwKo3sAlkNsaohfsohTLsmzbus8QYk2jKgQpjsBRBAbCkkOROwvEEyN2Yz8HQYFQmLot+GJbnthtfMz7r4AzbuUlD/XMWciNYEqoMuQcZpU24qJg3P6Sqbv5qEmRjB2ADCC5C5EiJaIKvDLnZoYxUqLdEQwlLoUPCSt+9hcFMBpeFUdYC9hXHzuYBgeZXlUWv8pMBZ7swVWD8NcAuKwiYbL6sZeqz9fAEM7g2Yu9hp4kZuRENaJVCWBY5AiwgEWikSgrSgMiAMnyxAqLF8hb3ocejpaS69YlPvMZ0p0XzvPOk/BB75AwcO1LleAeLxeAtwedVVV/HLv/zLZ6Nr5+QsyH2HjtcNX6usGH2gjFXVdcNZhtD/pCKzX3H89TbekCS/E5QVEn+43VntFDXJqRplWj3mOWof0kcEy1t0G03VaqI1XHXVZu6+ez9h2F13+0mJ9AX5zQ7xRUV8NqzfqrbMDY/3Ua6UsfdBblsjQwgM7/jiBRZWWeMuR3FFFhzPLZNMuPzjI48hhUA1Zd/1BFmbJEhIggSU1kQOy0hRhHGTiu8uaWKLgsqghVMI6GT/qZigOCGwqjXlv8ouSGuEEsTmLMCimsVkGESfaUG9GGlddwcQy4Of1EZHR0q0uiZA26ATguye7oEKAgPUuwsmc2F5vSA1qZvqqRhgwktL4ouCyjAoW0d7JSN+GmTkfPFTUeT+irFqGypZgVNYfWEWgD0viOckQUpTXqsbTuMwxF3y8LKuySps4iYHKK4VBlzXJruhmSInSPTIARSC1AlFYtpHCLmq7rZ8qI5ZLPz4JWQmFY7XeoUACFQ9aKV2j5ruFn5APOdjhaBsQTCwkkDfNBImbdy8wk+ZTA8tTTRcqR/2z8xzyfrx3pN5puQ5rLuvueYarrnmmrPdjXPyLJb7DzTp7mLAyMNFRNDIisYXlO5MUX4wwdA7ZrHHAka3LbD0e2nK/3OhrT17Koc180R9bWkGz+OH86z56F5O/cpFjWC2VWhZ6iIEl//IJTz0tcdQXXS3AGw3RXpKwSU74NQMenKm0YcoCGBkwzClwwqy7fpHJ10qLz0fkS9jLRTQUqClYObkAvFkjM8+9h9tjCJiqTN12UoJl5ZQcYv+Qw09JTC6IL6oKY0Y+s3iVeuJHcmZcOyVxd4tU4Tb8WTvCHZLEG6PIQ9Ukb4itXuG1O5WyhYNzPzyeVj7E1R2JepgfnnnEOULRuj72iEyD06RfGqZvnfleektIbFxOLo4xF37d3YfqCXov2vFvUTjXdBSULpgiKVXbsZaqjD86X3GLq3R1QnodyvMk0ZrQfqeGO5Rq80Z70xb2LOC2IWr1+tSClLTc6TuPkSYTVLdPlzPOFu+aJDYsQliT55qz5DXMPdfthP2mQhxHdfoWOPp23aPIrcCyoFD4YqAkTvtVXW3POySFwmEpXBPhR3t7lg+pNrfSrNbK36rlYfaOsHo19368ZUiy9D/qIufUrh5vz7OwCui9xzj1P5JNl+4oUdPz6A8h3X3avLrv/7r3HHHHXzxi1/k2muvBeDuu+/m7W9/O7/xG7/B3/3d3z3jNp+hOfXskTvvvJObb76ZiYkJhBD8+7//e8vnWmve9a53MT4+TiKR4BWveAX79+8/O509S9K8mBQ3plBup6KO5t9BUtYXQhEVIl0pVjnsGe2DFOioQrfG8GCvBpBqDXv3nOKCV13cAmx3GougaXOxmIe5xfpw3IRDkLSZVX79lrGIHqZNpDEMlQOxZc3UbJ5HnzzBkX2TbX2Q3mkoeiEQoYqixBv9bf4tA4UINdKTDN1vkzos61HMdl4xcneZzf+QZ+TuHMryED3ACg2kD9PlQZgTnGVFX63wXHNXo99O0UdUG0VU3VyI8DR2wRQtNUVIV8ydNrQtsXzE725BYa3F1DUuU89zmbncZfKFcRYuiplCqRrsCgQRB78GE9Hfn0K5ljE2+9zOYEQUuecuqXrEXFeR4FRs1ECKcLQff9s4YX/KgP1rk4T9MYJsiqDPRdkCKxGy+dpp3vDX93LBjScIlOSx5fV8ZuoKFGaTpRct/CW38/tTPyTAWh3IEVDf/CkHZi938DLtY7YrmuHHPFKnTCqpCDSyCs6ixilSd4cGMagViRUBptCMj/GvaKgMC5a2WixttchttiiNWWgBS4vFtnueLakVW/le/fygy9LSUgvn+uzsLJs2bar/WynV8vkPspzT3atL85I48FSlBVyvn6ONQ3TNNyIdJQWFHYLC+va9b42jvJPrXCCwPIFTq2OmweujI5C8Uh578jhXXL2FUHVeBDXG2PAGrLpDvjJoURptGOJO3KHaJzkpKvU1zF6m49obJgTlUUllRBDLC44cnWfvwSkOzM+3gOvQCtD3Eq2hPEYjgn+F8vYGwE+Z6PTyiB3R60RgRwh2Adx58BMCLy3q2WDdbibCVgN/5ee1SLTmrjT/7ZQEwtfG2NPgztnIkiBxCrPf6jBv0dlYfoSJSEFlUFIekpSzkkpWUh6WJoLaEkgfEjOmSL253jxHv88UZA8t41ToqrslKEfUo+u7zwckJyF1VNC/R7LmGxaJE+a65EkDsMenynUdqyR4/ZDfIvAGRD0aPzFTx3pQUptAik66W2mskiZ1whQtPR0jsZaVqfri5M5LEsQ6R7oR1NI6taFMrPjYS2WcvIcVZSUGGdfQ59gCPy7wkgI/KQgjqr54TjH4ZImhPWWGdpcYfrSI8BULhdMg2D9D8lzS3fPz8/W/jx8/zrve9S5+67d+i7vuuuss9ursyTndfTrSWB+yT5VbwfWaKIEuSXKfNF5VISD7koD0i+2Odp1Q7frfHIfYqSLJvREwrzWVYeu0sK+Hv3Af19x8RVdwHQDbguxAZH8LxMQYbFpb/zgW1biaP7lA4olphBcSup2BSN2XINg0QrhhGOfYAvvufZqjTx7nWHG27Ww9dHrKW9mCzHHdoMKMjtd+J2c1zrImGMuQf+Pl6IF0XZdYpZD+/WVG719m6PFlnFsd5Hx33a01FF862nPN8tal8PuHzD6rOVI+Kmqaf+UWqmtSaCHw84In3mIx/TWb0nuWSO5e7IyXaE36/jmSe3P1Q2HS5tTbr2Dq5y9i+mcv5NSvXcnCa89DJR38NWlmfuZCVF1lmPcv4QQMp4rYc4LYUbvzXlALRAi5kxn8oPczsG3Nwl0+8SenSd11iMFPPoh7cA6N0dGVyzdSfNlOsA22pFxJ4dIRJn/pEkoXDpvMsLQiGIweXqiJzXm4tupsdmtTaLTiOfgDHb5THaQWnS9CwfxFNkGHElYyAERIeVQTJDRhTOMNKcJEiF11wG1kh2hMTaDSkKCwRlAcFfhpgRIaLxsDP0B4AaFQFHb2oyQszeTab3qW5Lmku5+pfPazn+VjH/sYN9xwA319ffT19XHjjTfykY98hM985jPfVZs/sAB7sVjkkksu4UMf+lDHz//sz/6MD3zgA3z4wx/mvvvuI5VKcf3111OprFJp64dILnvBNhOR7Qi8wVhn6gnApEqLhkGqNaKqkOWwYaRo3cYhuVK0AJW0CWMCv9/BH0pjlbuA3FGbMtR88869vPPwbSz88lDESxl93ONeAmB+iTf+zAt44esvo5iyCBM2odKGU05BYqHJ4OlwbxGCmzcL9d4DUyRS7UWLZDlAlvyeY0BpA4D04EA1xm1IEDeLfnxaMrDbZmC3z7b/l2P4gQqJ2ZD4vCIx6SPLHvjtyHKtF4kZQWbfioNgOPKBidu8xjx16Y8IAqpZY2gvb7Dw+gR2APF5TWzRzE9dQo2b1ySmTfS1tkyEmknBFwQZC2/Aqqdrm3ubAp7FHSa1RsUt/HVD4Jj0aK+vC4Bdvx7cksBdEN1fhug5Zg5jdqlRkbVwPEtlYxaVdAzg4dqUN/SxdOUYcxdO8Ljcye32Lv7p5PP40LHr+Mb8+fjaNry2gSD8Rj+Dj3umF5p2z2/tWWtDqdPrXdUC/FpWQNS/3Jb2zYuyQLsW8UVNYlaTmtQkFsAOhIneixxf2jLvkIzAqPqmUhnAvXnroRyTUTB/YYKh4c48j+fk7Mu6det44oknun6+e/du1q1bdwZ79P2Tc7p7dXnB1o1YUmCVFYkeKd9CQ3xOE5sxVqPWMHe1Ir+tVY/66c41Hmqi0biLAhGAVQKnIKkO9FrXzMJz6117eMcTX2buxQotNDrqaH3JlLC80akDxjXxBix+/FdfzOU37CCXhSBlEWptIshCiC/QU3dLLzoH2HtwiqTTTuOmnGhN7ToEo7vDeC0Su/tQvQGztiIFypH0H9A4Cxp33syXDE3RVC1McVTVCWAAtBBUhiW12mIrzxKitg/TXfujMcWstWWcAsqF9BFJfE42TXxTy7UC9xECIQNDBecUjR7RjtkjNu8PTbS7RkXFxrQF5VGj970BE8neM1JSCIKkwCqvrrsTc8IY9ghQMPCYJPuwxo4y4u2Kwo4yAyvDguIa4wxKTGnSJyC+2ADXtTR0PdnHDFBQe8Y14MIuw/hdqqUw62p2Yljb00jjOCiNduCFF5g6N15A7NgSsRNLuPNlpKKhuyWEMYsgLk1Ai42peSRN3SA/Jerc9bU51LbF8GMVRjNdiiuck++LPP7442zatInR0VF27tzJo48+yvOe9zz+6q/+ir//+7/npS99aRu4/FyQc7p7dbnmvA1YUmAXQ9x8e9RsXZTAPxAjmIwCkBQUf3YdxcvHTG0GTi9IVAtIPTqHCMBdgswJiZ+xuzrINRpyeW798Ff5wC99tHvDtgXnbUZYrTCRGBnkrZ/5LS57+UX4nrFRVagQhSrZz+0h1H533a00YrmMfdIo730PHCRuue2nXZJADa3uKBD9mbrTuPNYzT5B+qBTMfxNI8QWNMmTHmP3F0id8HCKCqeoSBwMSf5VDOvRDlH4CrQvKawZp3ClySRqmV8BWIKFH9/au8OhInf9VqrbR6juWsPC1Rfw5L+Mk7tTMPF/9jP4lZPIQiN63Mp7DH7pBGs+frBljIUr1qDSLv7aDN76PlSyaf8jBUE2xvxSVK9uNiQlq0gBa9LL9B0R9X1aJxGAWnS45/AOwi4Ue0pBccFi39cGjPMHIFBkvvE0YilnsikEhBNZwqG0CTLzFO5UgcpmiT/o4a/xCfvDOrhuFQLG/uYQ6g6Tnl2L8au9RmEomV+M+Pu0RgnVtV5gfbrrgLrRs4X17ZBneRRmXgDLO0MWX1xl4boqwUhIbF5gKtc1vovVQUl5RBImMPsmF6oDgtIaibKNAx3ALoUM7q2gd25geF3vuoHn5NkhpVKJsbGxtuOjo6OUSt9dgMMPLMB+ww038Id/+Ie87nWva/tMa8373/9+fu/3fo/XvOY1XHzxxXzyk5/k1KlTz6lN0Y1vuhopJWHC7mlcAyZyqmYEC4GQYFdC7JwPQWi4O3Vvr6FAUB1yePpXh5h+eRK74JE8VsAqhfV71H9rjfAVVlFRvKSMvzWg8oIUs+9fS/FH+/DXdeZYb7mf0jx1/wG+eeeT6EIZkSu1gNJWBfqOhMZjvWK1FgGkT6o6nYtjW7zkpsuQK5wQQmuSB+dJ7p8n9cQ0yf1z2IvlRltC4BRCZNjJpG6eGwOGBLFGJKH0FOPfLCDCVm+giGxrqxpA1G5dmUvwBhwWL5IsbxHgYTjRI8PaKoI1g4lqXqU/TiGEqkdpVOClIbGo65/FljXpk4rUyZDUqZDMCUV8qfH8lS1IzGjk6plkVIdTBH0xZl86TnltpPGEQLurLz9CG/DAKtG+24yM5tHvNNLca22jNbo/hayGSF+jLPAyVhRdAX4+ztF/3M6xe9dTLUfpXz7opxKEnx1CL7qoiI5FSzP/WhPxz7fOrd8hGn3lGErjTWiXFpSHJap5H6e1oW/CUBbUxqFqRdbqjTXabPpnS/SGDBpzJTDGvTdgcSjszal3RkV/j3+eoXzoQx9i06ZNxONxrr76au6///7Tuu6f//mfEULw2te+9pnftIfceOONvOtd7+poiJbLZd797nfz6le/+nt6z7Ml53T36vITV1+C1qxKP1WT2FzTl0DC4iVw/EZY3AnFcbFqNLdA4BQFA/skg0/A2L0B8VmNWGnl1P8NCs3ChT7VtZriDs2pNynyF2mqQ+CnBKUxi6XzXIJkh3VewKOHJrnz0UOERMWaGx9hlyF9lIbubgJJZRUG9lGPRHNsi1fv3IG1co+jNUJpkjMhycmQxGyIXW4dj12GIEPvNUQYEFvWHM7Rumx0TuueqBZ3rmXkDG2K5dPCcJbbZVNktl5vNPpREnI7PcKY7rlfEwjsKthFULa5R2K2oQNETU+F2vyoqPBo1BOramiB7NLqC6d2JYU1UJig4TwXgjAuVs1wEEBs0exF2kMUzYH+/dBaqMw0mjom65coW1Dts/DjEMSNU6EybOhsapOvBfgZKE6Yor2JGc26r2rGv6UZflDTd0Azcq9i3VcVTpMaPJ0x1LI/CE0ghZ+SLdcpC0LXFGi385X6ddq1WnS3ltIUla8Xq212uhtAwk9KlBT1NgTgFjULB9qpI86anGXdfSbkHe94BxdddBF33nkn1113HTfddBOvfvWryeVyLC4u8ra3va2Fn/25Iud09+ryky+6DKU1duH0aE78E42sbyelyL18K9Nvu5ziJaMEA/HVQWYNzlJIclqQGKrgvHGG6q8XUGtUpH8iJ2n0PzWiCE+eIhAd4sxtCzIpWD8OF+5AJNsroAsFu+95mkduf7wt+t1eKDF4y0M4jx+DMAquU8r8AKJQIfHtvfWsINu1ednYxVgreVkUhC9O1eelm6ixgZ4gqwCcSpOukwKrqhh4usxKH7YJmBLEP+0gZoTZb9Tqm5Qt8o8OED8lYetGStftIlibRSVdVCZO+eIJDv/BRQSpZMfI8LpYEpV2CIZTFK/eiD+SJv7ktLH5lWboyyfZ8tuPsOHdu9n47sfY/DuPMPSVU22TULpopHvAZCSF2QxH7sji/dcF1H9EAXcC4p5CrKL4ZAifefQaZgt9bSB7GIAOBZ/9H1sI/cZzq52VeuAEViXKuNCacCRD9YK1qLhD7FSZDe95gv47p5AVg9XIcsjAN6bZ8O4ncU4WCU7Gyf3HMIX/GKL0eB+lxTgLS0lm5jOENaNZQBjmeo4BoDRSA8c12oLimlZ2Bl2usnCB+Z6KmKrPUepg+4bZy5gaOPWTar+joIjyiCS0I3wn+twlxvTMObv7B0GuueYafv/3f7/FBq/Z3t8tLdwPJQf74cOHmZqa4hWveEX9WH9/P1dffTXf+c53ePOb39zxumq12pKGn893KdLwAyJja7P87vt/gj9456ef2YWRYaqB8qhDmDKGghuTiHJ3g18Lk1oOEJ9TII1hlzpaNIUssy7KkYhA4+Y87GWf6miC6oUNNDgcsVl+UxZ/k0v2/auTkU/uPYG7fxIRedK1ADXSj79lDbg2TkHTdzjE6zM8q9oCq6qJLehGIUgNC0tF5ixNsGEAZgvIYiNq3SoHyHJgjKaSj7NYwe+LUdo6hFMOsaunSfYKLUoxMV1pA2tXzmc5C6X1MeyyRlY0rifJbxXktzct8BHoC6bQmVMRBAmBu7QKyK412ceXye5ZZnlTChlv3UwJogKdjWkijAucijZ0QI7EqjSA4c43EabIalUxcvcscy8YJVF7rKcxbUKA0IL+vTb/P3vvHSbZUd39f6pu6Dg57exsXu1qJa0CQlkIRBDC5GBMENE2vJhgsOwfJtgGgw34teGFF8OLjY3BGEwwImOBkBBCCOW0Sqvd1eadHDp331D1+6Nup+kwi5CRQPN9ntmd6a5bt6pud50653zPOaVxRXlURXlyNYkpzeAuTWKm/YW2B4npgMIah/JIfauT1XQqFYm6tQdu7TEV3ZSZtbIgu1UQJmJ1BVkIsECHDYaW6HVtCZRjnA2N660Ab0CQ3STxesDJaXOtMKrz/Cku6aMB8ZkAEWq0bQ7aYWNe22XFV7Q2DE9N+2crGtotb/CfN9zJC554cqel/rXikQwx+2X7+epXv8rll1/OZz7zGc4991w+/vGPc+mll7J7925GR0c7XnfgwAH+7M/+jIsuuuhXHHEr3vOe9/C1r32NE088kbe+9a1s374dgN27d/OP//iPBEHAe97znkf8vo81rMpug83Dg/z97/4Of/FP3z2u9nr5SU5Bar+FXZRRTQfRedOApsOy5Zk/BGa/M/Qj6nuhMobd/ISkuK2+6QW9sHSexp6B+J5WVtry++2fWjBFnRs2LREa47MxLELsTvCGwItqTjh5bQq1Vscr4UgmS3GpSGJBUEqaot0i0Azer3Dz9WlrD5yiwk9AaVBgV0QUHtx9qDU0tAsTVSNo68XVV0LHGN+tsnFIBAMCq2wcBNDGhq418UnbyLeVHNca0pOgp0zKFrlMlrZ03fCiVOCUjJxZiTChVcTu18s+PqLdXZphcuIbY7ffG9UNscw83UVIHwG3je4pEKi4jXIkhYk4lZGGEG1LAIYMUhmEykDDB1cIpK8ZuD/EUmZ4dtn8JOZMUdMmIgNmDWRgZPpy2Y0FXsqk8us5UCaWqUeShLZA2wI/YVEetEnPmGhPWfTr/VjLokaUrrPh26F6xlj2XdbAt79xKxddfFLna3+NeDRl968Lt9xyC9dccw2nnXYap59+Ov/8z//Mm9/85lpdlLe97W2cd955j/IoH1tYld0GJ06M8IGXPZMP/eP3j6u9cOry1is5CC9k4NsPEjuWM3m2V7heCwj7DXFJ9gZGZ0pB6S0e9u0Wzs0WIgu6V+OfE1LaCcUtm1nzrw+19j3QBxvW1gyEbe+nNQ/96I7O89EQv38SvXcGf9MwwVgPYdzGmssSv2cKGdVZEwmX/YGidI2DyCQRW0vooRCyIbF3T2Lt9ZryjLefuzAkgBUIhI3vxhf8ltea2ilIfLiMf2IObQvKJMht20xsXtfS6KmxPipjffVxAKlZXa+j0g1Kk75hP6kbD+Bt7kd6zcJbhJpYQ0FTDQRrHJyp+qFAxbub7kz0uKYykuTIn5xM7PsP4D7ZnMmsdBDpu53XTLqSvJfkgz/8PZ57yq085YR7SboeKoQHr+njun8c59iu1kJgQkNiX4bEMR9CG6E13s51RjbmK4hDc9gZn5GvHmH4q0fQtqilUArTLouvOAPV62DPR06heRsOJFAbA1jToHhbAnvvFHJLAmXHm56l1hqrrAjiitRhQXFE4Y04EBm/Z08q07c7JD7p4RdmCPp2mFW2dL2kYE40ne00EZGu0+csqmdYPRc2DIbvfu0mznrS9o5r/evE40F2P1x84hOf4NJLL2XdunWcfvrpANx1113E43F++MMfPqw+fysN7FNTUwAtdP+xsbHae+3w4Q9/mL/+67/+Hx3brxvnP/1k/mXrW3nFX/8Hnu5u0ZR+3ZgoPU1lwCZM1tm0Xr+NU2qtcl6F0JA90XyklE1NaReAm/FxMw0CwhJURpKEIyG6NTMLwboVFPQI8/cebhmDnMkQWyzgn7IRlXYRnsBPSvxes0H6PVAe1MSWNMkZjQT+44qbsKREDSVRAwmsTInEvoXa+KvbZvV/O1shvWeBcMR4FLQUyBXyjapqXtII7lJ3LVpo6JkLKJ0Uw0tqhK9xjgVktnW7SOD3QWHCJjnZhUFRzRMKoKD3oQLlNRAMtjIWls2C2LTx8OmYxMnHqcS6WG6Uxs765rlUFIljRcCNcqEGhEnz8DVG2TVFyzAOhVCTHkxSFB5CQfKoReKoRNkat+zTs181VUBvO00hjHG9QTAGMbAry55VQz+5DaIeWrZcoEaktCqzUoTg5EwYeWnY5PyTAfhJmD3DIkwJ8E0Y+/L+wjhkttoEMUHqcIfPwrKlFVp3Z0hUL9GtDuYHp+fbNX/c4WMf+xhveMMbeP3rXw/AZz7zGb7//e/zuc99jne9611trwnDkMsuu4y//uu/5mc/+xlLS0uP6JjGxsa44YYb+KM/+iPe9a531Vg5QgguueQSPv3pT7cNX/ttw6rsruPZp57I1ncP8vZX/BPK6yy7tYTC+ipzBrQSJI9InFzdCNzO4dYEY7es/974q6apfnbgQnajTdgfGoPpMqjEyidvoWBqKbfsRYG2NEHcRJ8JBNjabM1S1GSb36OJZcDOa1RC8q//fTOWlDhaY82Blzb1V6pM5RbZXYLknDbGfaLimMNdBqtBBDRFa4UOKyr1rrKILSlCZdKIQXVeHdYEgZ2FyniIVRSd93ldT98mNMSXTFqa5Ub25QgSgtKImY9TFth53fUzoTGEBDPP+jOVnjah/lEAbLunLTT0pGMsVsoILXAz4GTM/XoOBAhhrbh+xbWuMa43tLOLEKQaP6ANv2tN394Qq9zmPapnC4WMHNQmhZLGnfUorYvhlMy4lTRrhTRRhj0Hyi3p/2SgIdB4abvJ4d50x2XfOS1ZkXXYFEna0OfevdPdr1vFI4qFhQXWrFkDQDqdJpVKMTBQt54NDAyQy+U6Xf64xKrsruOF55zCCe8b4M9e9s/obnqho3BPrHpcYf5gP73X7MedNJ+t4zFiCQ3lU6I1b5QBLgTnhQTn1Tcor2IxN9lPUiyaWiDLUSp3Na4DcPAYs3NtImoEWMNgj0HlHoyDdEc/la2D0b43SO7CdSRvnyQxE6BOXs8Xv3EzUgqETiBvjqNOLOP+ZA/yIe+45i8X84SbRjq+3+hYrsLJBd01KCFw3B7kdyYNQ39tSG4rxDLdZLepA1JcY/T0jrI7VMQfipRBpYntW2zfblnnatiFqoFdgL1QopJqn0cdIsa2bYhw/kiMxcF++ghQGUV8PEPx7r6oXSSXom5ECEJp7HEX8Cl4cb56x5P4+p0XkLRKDHz6AcShyopOn9isgniD40MI/I1DOAfrpEmBIUKAcRJlnncyqjcevdd8h8RBBxXTBAMKQo0zU2EiucBp75riW1+6GHfGpEwVniI+X0EGGs8NmHligjDl1gsAA+X1ScobYM2/7CYcrNuZmo4Sy2qrKVujrS5EQjBs/eW2LCHYs+to9+tW8ZjAzp072bNnD1/60pd44IEHAHjFK17BZZddRiKxkl2sPX5jU8T8T+Dd7343mUym9nP48OGVL/oNwPpNw/zRy7qwLrVGevWQHuEpUNoUvGrYdfxeCz8p2ypUGshtkhTXmvb5jbYx8gkIkjZer4vf46IiL6LfF4uYce236mDCwdseq+WRbXe/Kpb3IADhB7h7p3CPZsltsmrG9RqkoDIgyE9IQh3Zm0NVK3Kqkm7bvhvvIfNlEwYX9dctakYD5SGnZb4rCirHpi+VwJImDKnSDyq+0lXG0aHt7lE8wm82wLuzxTpLsV17qIUbCkxOtd6HKt1nIQW9uwu1a1IHC1hLJez5IrHZIvZCmdDWFNZIimssygOC8pAkP2GKr61dP4DVlBtWYAUSq2ivbFzXGm1pUweg8XWbjnnT/bg2CnzHInTmQKK1Ybz3HFam0KkQICXTZ9lMnWkxdb5NmDTOglgb43rj34UJizDVEGpXzR1LJOSVwiorYgsmR//DhbPSAeHXCf0I/2CYT40/7YqCep7Hbbfd1sSyklLyjGc8g1/84hcdh/uBD3yA0dFR/uAP/uBXm3cXbN68mSuvvJLZ2VluvPFGbrzxRmZnZ7nyyivZsmXL/9h9fxvw2yq7T5wY4dWve3LH9zWwdIpEJYwRXYdAIIjPyPbKVyfh3fC6nzRXamEYvOU+SaVXEkZ0jOKYBZJantjlUGlFmAxpV+jMNGhgErcIb0PZU65x0hfXCIJ0G9ndb0JyqxlkGmV3LKNrebnbQUBU4NK0dzPGgN5NWCZnVpbVy9GTdEknYljSMOXFMgZ1+7GZaCgTcNCmcTWqzmt8Sa8s6wE/AdVi9EESvL7uMxKYlDa1v0PN6E0F1l2dY+K6PLFZz8hBQRRpVf3f5OJfP9KHFM2yW2iTRrBrIdhoToUJF7XM2Cy9KAKgzTnFyWljJO/cKcoWNaNLpc8iMe0hNTi5kPy4RW5U4qel+WxrTWLWa1tbp/p3Yt6rG6qEQNkN52M/RGtNkLQpjcYpjT88JQ3Ajh1nxd5fB/4HZPdjEcsNjSsaHlfxsPDbKrt3bl3LS199YZcWmtTT8sjIIT29ZxhvTpK8Z/a4DOvVJsXT1xCMmhoN4UwMIYGiwLrFxflRHPu6GGLenP2X5tJ05dnli+hypWPaFV0oQjvjejSgcA7ST7MZ/X9xFl55KpWtA006r47ZFM5bR/bijWhAad0ku63bFNZtpSbjZjfYh+YgCNvKgyqOxxm+HANj/STScaQtsRbL2MXjkN1a1Nj5nWW3IHWrcTZV3dYrPWqhIRiwm/gPPbfPdCVaCQRhMrpCQ+bUIbJvzrD07EWKfzSJnFxAC2MQVjFh6tW4hlgW2prBLT1NsltpST5IsbRzfMWDkLYkzrFFZK453WU43k84mGqbls3bOEA4mOxoD9JoYsdsUBpZCln7mX2c9X8LJHt8Tn/2A8yeLlnYCu582USDhyHz20PClNNkXAdqf89cthW3MVKg4TNXXqvQKsTaP03sqruIX72r+6QjLP+MaK2xnd9uvfu3Cclkkje84Q189KMf5aMf/Sh/+Id/+LCN6/BbymCvMg+mp6cZHx+vvT49Pc0ZZ5zR8bpYLEYs1oZO/VuAV156JrMLOb78o9ubhZEQCJ9ablJZMcY85YrWzU4ICutixOd93MWgxpjSQHaLxcyTLKq7rzdkUVjnIgOnaUMO0g6iFKCjTcealxDQ9pO49MYhhv9iCiqqaeOqbtBV3a4jCkWKTxgl6FTgLWKzBykTjt4IK7+yl1YAouyjUzGTmsaRSF81EZeqw/ZTktJIMyvf73Nwsn7H+1iWZOeZmzh5wwRX/ehODs0tURhwIEy2Co1lCOOSo5ckmbiqaNiH1bWqGm4rQS0PXhUy1MiCj0q3Rg9ojNHDLkOYcJBBiPAV8bmQ5DGf4lqblqehNYmjZVIH6gUirEpIfGeeiohTzCYJhKAQGWzMwBo83j2wf2mJsE1ldS8liTkmaqAtc09rZKDoPeQDFby0RW5zgjBuPgteD7i5KHd7QxoYv0eY3HsdCwKbH7toWJQiFLXXY1ngiCazSdTaWcVoVbqEloGmuMYmNaPQlsmvWy2KKgLD5A9TgvJAxBiUhsHY6YAlaI3+08C5J6xvP4ZHA4+kgI76Wb++eX7ve9/7eP/739/02tzcHGEYtmVZVb3Wy3H99dfzr//6r9x5552P0IC7Y3BwkHPOOefXcq/HGlZldyte8bqLmJ3L8oMrbm9SToSG3AmC2Qsts4WFAhTYBdGSY1NQ0+9oFFDCVxGztq4EKFdQ7hX4Pc1GvUqvhQgVfloiNFgFaRhzy/UHAZXtHok741TrlNSgdT2vercwdMvk2NY2HWW3ioMuR8bxBki/e62YaIjIwBRCRUP6AOS2NLwJtX3FydKShszyIbA7z8GSkrO2rmPzlmH++67dHJlZgmVng3bQaFNI8wSf5F4H3RixVDWul5tTwlQNf1q0NwJojLOilj80ei10oxQpXivjrirvVfUoIAQiUAgPFre7BGlMMXlZbS3qE4tk2uRsFtXG8BG4mnigTHh/m3OMBrxeYc5tgPDBKVKrTROfh/KAQCXqhgyBwM3q7usbpWCppBVaKOysb8LzLUlsKUALqAw5tbOSrCisSueUiNXvlJsLUZYpqhr2xEyNHgA/oDKRQlsWQoNdgVCHhDFh0sd0GKO1LOWgBs580grF836d+B+Q3Y9FvO51r6vJlHK5zJve9CZSKZMWoZ3z/vGOVdndite95WnMz+W4+nt31Q2kUXqO+PlF0i/IEniSyd0jTO8ZJja51KKXdYKOO+TOWUv59LW1fS+cdxE/ixO73jV6nwQ0OD9xKZ1YRO3Q0CeobEp3Tr+y/zDs2Nqyl2pAzy2arb7TEDVkrgjhfesIe2O03Y2FwOsTxDIKe9nXSMzmVpSRTQgV7o178C44sYmwVzvqWJGMb4CftpALnfd1y5Kcdt5mnP/vTH58493M7p6EYhFNoqtRG4wcqoyFxKYtNA1yVWnQMPjtB3HmSw3tDTo9Cy3B25Ygf8EOSlt8knceI3H3FIldM8RPHaa0pa+N7NaohEZVv1JSELo2/r0h5ROHCYaTaCtExBoPk3W9W8UsCofKqIHWAZVOGWbgJ8fQXoAIWxVvDYhQkbh5PwDBmj7K525FJ12QguLFO0j8fA/2dLbGnBchVLYNdT0TCgR2XqB9QWg5+K8YpuDk6LdK7NxsHHL3fXmLYbFrCAoZ8qet62wnkQKVcgj6Y8i8j0o7aF+CqxACiht9er95hGCsF+8p20Ep7GxoziQdbQOibVaCc57ULeXArxmPE9n9cDA/P8/QkClIe/jwYT772c9SKpV43vOex5Of3Jnk1A2/lQb2zZs3s2bNGq6++uqaYM9ms9x000380R/90aM7uEcJQgje8cqLedHTTucbV93BAw9OkrAtnnTGFtxkjH/44jXYR0pt2TpNkILyiEt5yEF6GicfkN3goByIT4E3qFBxTIE05UZakWEDSU8h/UiwlUK0hDCwiD3gUDnZb1HUw3GH0gVbid0/izWVQWht8s2N9UGgsOZWCNHUmsL6FQ5uWlPpF7iFaLdQGjvvYeU7p8JZ1oGZWzkwRvlQoRIOOmYMztoWFEccKv12y8ZcGouTPFLs6CgIQ8Xd19zDrd+9BSklcQHOPkVyj8Xh16zBG3baXEXNiFJaY7P/d9P0PejT+6CHmwkhVAhfmbx1baDsqge+2c6gLSgNQv+DZrDKscCSWOWA1CGf0qhlQptrF2niUxVGr5lrODhoxDbB/MAoXsFFjCjKCdmSZ7w+D8GcrrBhMM3kQhTvr4xRXIRQXmO0f1lWxDJBLXdwtQif9OoMfScfMnB/gYVTUig3MrL3CuPtliHC0ZTWa/y4RC7ZKx7wkjNgN35EolvHMjQckAVWqcPcliFMSKyCR9DnYpU1oWOYjNqG0pp6mqbq/LRj2HzLmR41E0OjTSu69E9/55HPHf5YwuHDh+nt7a39/Ugobblcjle/+tV89rOfZXi4Wx6JVTwSWJXdrZBS8I53PpcXvfRcvv2tW9l9cIpY2uXcZ5yIP2LxN1deQ6k3oMr+7gTjYI22KgWJ+QqZzQ7aEVhelL4kBLTA77VrCk+1tkqQomaIFwFYFYE1bxEOhy33VXFNfEkRxCRhvH4GsMrmSLBc6W0eqOksjK9wgtcmzZas5vFWGjcfRqnuVmYNNeoaThn69kFpCLw+s1iyYvb5+HzrstqlaoqZ9uaAUCl+NLmfysxepBCIPgiUcRonZpbV8WicesQ8C9Oa3E4Pd87CnZNYZVHPT99hWZQDwqv2U5+bllAcFq3KpgDhhyTmFJV+G203OHWVojwkm2SOcuHQ8xImR7yC5NGISd9JdhdLrBlIM5U1D8gqKXoOVYjPhbXxhXGJ1+8amUzdGVDpr/epbSKHOLUcookF006JgDBhIVSU6uc40LM3h+XXBaeyJSoVI74YECatOvmjfHwFhi1fUxq2SSyEBL1xZNFHVgK8NWkQVtOZ2qqYGkB+WqOdZb1rjQiaI+40gCN4w2uecnyTW8Ujgte+9rVNf7/qVa9qafOa17zm1zWc3wisyu5WWLbFOz/4Yn731Rfwnf+6hYf2z5DoifPkF2yn/6QZbp36BP/29afj+w6/hFkZ76QJjr1ivSHklAVO3sju2GJI/I6Gc28lgENTMDVP8gbFFqC8KcX8cybInzFA+q7FVh2iXKG8JoaTC7GL9b06SNsIAqwVxHIwpZnfP9J9Plrj9UrsWXNzZUFlAJzZX8IoJQRisA97dARrtoKftAiSVlT7AoKYMKlql8mnyqBDbMHvaMgPleKL7kMUdoMcFIjzRwi0pliAwV0ay+s8L79HEyahtD7Azkrc6QBnwSd2MEPq9insTHvHXDDuYB/za84LjRlcOGiz9LpNiEkL1SvJP3kz3kQfff+9m76fTqL7evD6ZS2tmAg0QmoqfQ1GhVDjzIbM/MFZ6IRj0tRkaKkZVltWYOFYnvGxHibLeZACJxsysKtE6piP2LbVRM1l8+jpWShXmq5thDWdIfnjeyk861RwbYg5lJ52MnKxgDxwkNLGFKWtafTgEO7iyt8A4VloW3B04wRfuG2Cjf1zXLL9XnZuPsz09DieNjYBX5dWJCESKvzRBMPfPsLMZZvBk2AbwknvtXlKF20zxXmjM6/ta6wl84zVctmtNHYxxF2ssz201lgCLnvzM1jFYxe7du3iec97HocPH2bbtm185Stf4VnPehaFQgEpJf/n//wf/uu//osXvvCFv3Tfv7EG9nw+z969e2t/79+/nzvvvJPBwUE2bNjAO97xDv7mb/6Gbdu2sXnzZv7yL/+StWvXPqxF+m3CxjUDXP7qpzW9prUmX6zwT/9+HTpSPISvI4ZSfSNp2lKkQMUFpbiNdgRCCJws2FkB0uTZNBdFinUpaDXeK7ArIanrLIKRkHBU1W+kQc5LhBXH27keTppA+CE6Muw6Dxxr1iI7wO9x2iuAtUmJiMWmcOZKxGYKCKUprLVZ6cijAXupjM5UmtR5WfAQBQ+VclE42CVFZVA0e2i1RrmS8pok8clii0HbMKgq+KUKaJqqtbu5kA2fn2LfH0+g3eXV17UpPKolOIIwIVk6PcbYiYPozx7ovliA12NRGRXEFzSWZ5TzSr8gcBT9D3gIGtIGSagM2syfEY9YiU0LizcUI3N6HwN3ZAAIYxb50VFU0YxZKdk9HUu0TpW8j6xolGMY9ND8XFRMUBp1iM/62GXjQJB+2GSIEACBJjHtUVgfr19rQfbsEGLmQCLyrMxSCCPme+Mwq/fQzazL4w11FArDlst4+D0Obl5TSUN5uXG9+ntk8JDlOktCR9Q7L61rOYxFNPm3P/tCNg4PHN9gfg34nyi20tvb22Rgb4fh4WEsy2J6ujmn7fT0dI2B1Yh9+/Zx4MABnve859VeU8o8VNu22b17N1u3PobYhb8BWJXdDw8bN4/wx3/yO02vaa1ZXCjzf39xIyragJWtCHsCdEIjAoFctJoY7dU9oTRsGSOfjEKDY4CGWBQBLiLjemkEY1RtdNpZxuBuH3XRyTKqGo4cyWRnwRQRtSsanY2ibiL576W676/RxBryf3eAMPmy0Zr4nE8ySufhJy2C3u41XDTGIK0bbMiWB6lJUzzUS5l6KTJy2jax0bQpVu1mNF5/eyN72CvwrdAYkbWuy0YHSmOQPNbmbBHNuepY0C74E4pt44NM/zTTdT7VMVb6JU7B1AFREoKkwOvTBMlWWeQuhQzfY84XyWm/VoDTitIFWp5NdrNZR2WD39c8TctbSXaDLitCV+MuaYbvLkaRVwYCY8ROTJUpjcYIExZeD1T6RHMe8ujXMFaX/2AiFbRjm9eEMFGXKx0IA0PyaIQIFFa2TNibaEp7tHIcRNROgB+x7eOLIf5YD6LooRJOSw/VETp5hdcrwGpIKSME0gtrUSpCm2iSN733dxgZ7Tuusfw68HgolPZv//Zvj/YQHpNYld0PD1u2r+Ed73le02taa+ZvLrBt141kDiWNI3TQQvckwXVM6pNMvmUP0cDCU0aMQ1QKglQUnRRq+ncHdWnkB3DXg1BqjsaOHSww8akHmXnpBtzJEu6U2VRrTs+RHlTCoZJwqCiNUNrsi1IQizkrFh6VafDL3TzoBipKa5bbKMivM3t+/5GQ1tKZbXDmyQinbr4SgcbNBrjZAG2bFF+VXkll2G3Ru8O4RWiDFTQzx4XUaC2YvjBGoZ+67I4QJmHhVBi+rU2OdaVRqkIQtwCJtkENaU4pxln62G0rTqd4YR962CH5o0WsGR/Va1F6Wj/5i4YQ+3pNqZtoDt7WQUpnbURtWUNyHhKLOipkH5GuMDVMC1FAr/QFluxBVxnrUTHwlaRbzxHFQj6LHkyx9pqckd3VtRICetOInhRq30Eoldv2ITRQqODsm8E/aW19ufqSHHvLdvMZtgSxOQ2LnUekMaSy5fVJDi0N8rW7zuYVT7iJoFSPuJTF4yBICoGshPT9bBYtBXMvWo/GJrYYIHqivP4NkZ1VvdvJCSq9GmxRJ/MVffp/fAid7DOOHyEQQcDb/+oFDAz3rDyWXxMeD7L7l8U73/lOTj31VL70pS/xxS9+kec+97k85znP4bOf/SxgCpp/5CMfeXwZ2G+99Vae+tSn1v6+/PLLAcM8+PznP8873/lOCoUCb3zjG1laWuJJT3oSV155JfF4vFOXj0torfn0F37KV751C1IKtBQoC7zBOpMnalijfAkweUU9Ta6R5URk1PM0bgObSPqqax5Lq6Dp+WYc76SQysk+qlchygJ3d4OQtmRTkYlwTR/O4RWKNibiWL4miHUOPTKpREz+8di0yROjBUw9s5+xqxSpg5X2oVtmEcwm3WZeGhBFD+HaxJcCrJKiMuTgRWH3dkkRW/Bx98+hsyVEKoGORXnpg8AU98x67XPhKbBzIX13F1g6q2HzDjUy0Kz/RgYtBYdfNGAqZwv4i5f9Dp+/+r84sn+ubZ8a0I4kVrKQMwovFeIlNNLXpB4skThaRmgI+xKEfYnaema3RIYM0cYsLQTZk3roeSCHXQkJT0kaw39Ng6S7gh4hV6oQzyr8uGjPdhcmr2p5yKHnwXy7unu12yVm6wZ2jSboV+iYRgjN5tQcJ6+d4qcLZ1DxOrhXtCa20CpcGlvaJfDciP1pGyN4V2ORELhLgTFqlBWyXEHFJMURp/Z+u2tqqW20cT6EcfBTgIzS+ZRgqDfB+57/dJ654zEUpvYownVdnvjEJ3L11VfXBKZSiquvvpq3vvWtLe137NjBrl3N+ff+4i/+glwuxyc+8YmWtDSrWBmrsvuRgdaa9191DV+6424sERUyjYU4o2UqmxqMiB44e2M4R8xebUmBVQjJrl92/BPGCNvIrvZ7Wo3r1bZgnJux++KEwwH+aICOaaPQLdlNTRuNu5anTaquzhOLak/QtohqvZ3pNzHjkZz1qy/hp6O8Lx1cpRqTGkVbre/XDKBFqPSZehzKMUqV7TVs+qEmNRWSnILysIXXG7Gcior4CSnmnErbtLAaIErX4jQyrqPzVWxBMXC7xeJZIVIKLCF437Mu5QP3XMn0fLa9+VhrRADpeUUQV2ROkARJU7Ml6A0J0+bQZi9J7Ex9Qfv2+bXzHLq18HfPwYD8OscwxaO88NUFE4rjkN2abLFMZR0M7WotFNq43u6Sx/S2OFgdHrgwz6xmYI+iGZGghUBLKA0IYktApyhMrXGXyu3HoDWy4iP9GEpGZ1pHRKlfOhsjBOCnDOnA77HwUxK7pHGzskuUgpmzVYEwUY8SQYDfa5swdB3St6GX9/3+s3jK9tX6G6t4bGBVdj8yUErxsb+8gh9/5y6kTCKVKaKYKNhw+vZ6Q89HH5xETBuvt7Qk/kgvpU3J5g4FOCWNU2zYww9PtxjXgRpDeuSKw+z/4Gn03LFI7/Uz2Es+qs8hf+4oNfd0ZBOoItgwhH2ki94toec5FpYTEPrdzUsihMwWQWHCOGqFF9J/3WTXFDEaEMMDTcb1hiUw7wcKHEk8q7DLZby0RZiQxvGf8UksFXFfVYBhTXhdHL3HpAWzT6wQnjxEzrLb68jCkAoqgxBvTEOvNHgBqWseYO3eGMfevA1pSWwp+Yv/9Xv87WfuYXEm09X32/f1ObwT4sz/yQbCcQetBCr64Ywy7gEXZ9Kp3S/YOobUmHXTzTVZAHoOQHHcEBsSDwUgYjWy5IpZCiJkc2XW/vv9qO0bEU6s5TQlIr1brl+LevChrn01GdiVpjSiDLlDCAjAS0JC0JwSbxkqw60D10hylQS7JteRGiuTO5wEBE5G40wV8UcTXQuLp+42D7L/pzP03jBH4bR+1Ia1kIq1vU5Eerc7WyZIW4hKQOL+WRL3zCArAbqnAKkUI8NJ/vTTr+UJT93ZdV1W8ejjlltu4ZprruG0007j9NNP55//+Z9585vfjIycK29729s477zzHlbfv7EG9osvvrhjIQ4wX4QPfOADfOADH/g1juo3A34YcmhhCQ0c2jPHV751CwBKaZQF5X6rjSYUKQFKIzWMDvZwQl8fV80fael/OVNqOWOoHayyxr3PQR508ZMCx7U4+6xN3LZnX1sDt+pLEg6nkXPtPfxCCERPmvSBEks7051vLASxxQArWyZ3Qhq/1zE5MrXF1DMH2fifM9g5oyk18qPChI3fHyM+H7Q9EFSVVvwQXBunonCOVQhjdQa4tX8akSmYttk8kK+NP1codS2qJAQM3pgjd0qKMCFx5gPWXJ0nebCCDM1hYOjGPKnnrOdvLn4GF6zfSM8HXsS7X/svBKFRlnXMrh1IRKCorEmDEDglTfJgCXe+NebazpTQlkT1xAkdgde/TCFW5uAEhuUIUNySZNOmKQ6Wx6DUMCdN93znEeJIAhF2TiVTXW9LEKYtrHwHzZbIeNSgnJe3+sRDn5dvvJ2JNQuoUDB4YYn/uu5CQiXR1Sq72vxjFSE53d11m5wmYjYaQ4rVYBRoGb/W2CUzrkqfjZs1hnZZUXg9HWoH1CZt6BfJaYVyJcqB8gCUB0HH4IO/8wx+9wk7H5vFuSJn3SPW1y+Byy+/nNe+9rWcddZZnHPOOXz84x+nUCjw+te/HjCh3xMTE3z4wx8mHo+zc2fzIam/vx+g5fVVHB9WZffDh++HHJ1cBAR3LE3xpTvuBiKmlRtirSu2CiMX/JMrYIN7wGViuI+JIYef6NnWG+jmX/0UK2pj2hY4UzbJPRK7GGL32Zx87kbu2XWw7aXSN3m/VbviY9UaIaExpgbJLs5xYQzaTj5g8US3xiK2i5LYko4Mp7Wmtakp2xT87FRotSq7qznalSuoDGrsyep7GncpMOlaAOdoAEfra3ZkWwndrpJXQ//K1UbcS4GS2kQQxKE8LLGLED+mmTh5gA+f/yzOHlvHe177DN7xf76JjqJnajI2kmNu1rxglUFYivLG1vsGAwoRCKyCNEWzs83nskqvoDJg8oXH50PsgiYxHeD12lQGm9dJR5EDKxnZY7aNnfdJzHU+AwrA9jRuVuMNdOmsequowLhKGAU/iGM0GS3Ir5P0HFZNafc0ILRGlgKchQ5MO4CKj5MLqcTNwSV0JUHCwsm3P+NpTIobP21BqM35RAr8lCC+FHb92giMo8nO+zi5AGULvH4Hr98BYfGBy5/HM888cVV2r+IxhVXZ/fDhVXyO7Z1CWpJddx/hx9+5AzB6t7YkYU+blIaODds2GDLXsTk27JjAf8GpHGKppaloVHuUhqm5ro5BrTQ9dyyy9NQxKuuSuMeKpElw+rkncd8NU22vDccHCAdTyMVCW71cJqH/5Tajx+aZfHCUthUtAYTAKocs7pAR+Uhj5zyKJ/aSumcRZUljKNfNstsfTWBtHK353TuR9qr1ZmwP7PkAu6rLCo11eRGxNURIkK+oF1/TWnP/vSO09YxX5wd4TpG4HwPHJiQksCv4Axb5V5xkUsHcnWPdU7fwd096FqePruUdn/lfvO/F/9usX9LBW99r9OzpPPZiXR65e8vYdxUpDw+1TMjb7CEqAnvBNsVUkQ2T16THC6TGC6AESwd6KS/FSEyGuPdMEW5c11xoVraLuWtFzLVQto3ldHaOCSEgHoNEvDOLHZDlKORbKbRSZLdHqQYrpl6QFprCuCJ1TDZFC1ZrrAQ9mspw++eigXumJnj60/Zx7xdMNLEYGWToB0eY+v3tba9BaXpumqF42jjOfInEA3NIX5G+Y4HsiSesaJNw5spYR/Pkzl9HGB9Fo0jdOQ2VMu//xju44Omnr8ru3xAsLCzUotfT6TSpVIqBgfpBdGBggFxuhXTUHfAba2BfxS+PQCn+5ee38vkbb2Mx2gwdLYiNSxKTJt+kl5TdmcVS8L+efz4ve8YTuOOBI1z1xVYDu7IbQq/0ytW3AbTQLJxsEyarzFzNj44cINUH8aU2wkAIKqduwL3vKNZ0pv4yoGMO3o4J4nMV0g+VyG1JGg92y6apsT2NVQiYffJI0zvJacNeyp42RvxYgfhUAeGFKNfCW5OmuC6Jn7bQlpmnnQtIHygQn25mDAjdXE9cOJJKUqJLZdKZZZVVG+aw8oKBm1Vs+5SpBi58tey+MHxzntc9ZRNPWm+07VPP3sKff/Iy3v/e/4KY3fSMNaBidm1tpd/eSK0xRnYvHWuOcFD1nODV+UrffA6Sl/qMPznD/o81sxYF4OY1Xg9djCiC5zzhRL7703tXZsxFaXdMdZ/2ULaIQrqhtNEHqXlR/z2Mjy6aMVua9aPzvPaZ13DL7m3smx1jaG2GRLICJUHpnl4KsgfCzgzM2ALEFjSVgXpldqtQzbna8GkQArsE8XlNGJOEI5LKgE3qWMWMc6UcckSflYjFID1j3I8tQXYzfGf/A7z0zFNX7ONRwaMo6F/2spcxOzvLX/3VXzE1NcUZZ5zBlVdeWSt8eujQoZr3ehWreCzA90O+9LUb+fq3biVfMDkvRVzSs1aQW2eYQHK4AqLzNhlsq/Bn5z6Nl55/OtfduZeffO+HLW2alC9Bdwa5uQK0ZujuMna5Kut89t/9AKx30VhtlWAnp/HTwhTiaigyjTKGdW2bCJwgjol3XjYpjYk8QyuOXZxs1hiFoFDR2AVTiNrNGUa8towROXDB9gTSrw/IFHptnVp90ALhCCpxhfQ0yS4RyHqFrUNHDP34osbr0RTXi6Yzl+dq0A6vHn8i54yZCJnzd27iL1/zDP7m//2oVuyzhjBai2gJgk58Ag1Bf4gs1FPfAAQJwewZrnGW156FS3wmJH04RGhNfvmcpDnnyaC7kf2FZ5/MF265tfuCUI0aUJ0N7BoT0aA1biaAUFGKu4QJQaO1xU9LMpsF8XlFLGvmogXga5P/tpus0GAXQoJ0SBg3Yf5h0nReNbJXIYAwJimOuCZKTWkThCABS6yYRqEKq6SM7PY18VkPJxtQWJ/gJ9fu5tIn7li5g0cDq0r6KlZx3PDKHv/xwf/i25+6kmLWFLi0Yi56oA8G+xFCEFZzOreJzgVg8wRvec8LedbrLubbd9zP9T//Sct9gqRoSg/TrghlEyQk9mbpu3Yad7Zi9kkNB7+2G/GsU9GpVFu9u3zBicRveBCrWherscthsMZgbXqa2f2DBOXW2mOgsUuK7BZDBKruAcFgjKk/PBF7voIMbHpvnCJ1+wxWKSDoj5E7ew2FU4axA1lLeedmQtJHfOKLnXU+AKFCwoUlxM4Qua29wVhXw4i6QKFRTkDqil2UThoi89ztIOpzLPbHQAj+cN1ZPGHUMLYveMHZvPmTf8CHvv0TSjtHmwpcuweW6L9yb63mWzDaIbWdBn+dbwzsDY81PlBm2/P3kRorohW189/Cg30c+gcH645Zpt+2obkvKQidqJZZl7m+4Kmn8e2v3NF1PaoQ8Ri6g4FdAyrhmjzlRxbJj3ooawRRqR8uBYIwDfkNmtiiwMlFYRYSwpjGa1NwteHuFP0YExdNc+yGERb39sJAH+k9C4x89SHmXrzJ6NIqOqtYgp5b54hPakpPWEtJQOGJa+n/zgP44ym0LY/LBlPaPgS2JBhOkLlkM8WThxn+yn1cdfMDXPiMM45r3X7tWJXdbbHcGfJIOUdWDeyPEyitefvXvsuPl4Xy+ELjrxF4cUnPAYWKddHQASkEjmuTTsS48PQtjHwzyWxuGWtOgJcWuHmzSR6Pt7QyIAkT1evrrYvjEqeksCq1rgGjYAtL4u1cj9w6hpzLIZRCpeOoQcPEDsoaJ+8xclOOhSek8QbqhdvQmp7xPH2DeWbK47SDDMHrs0D2UllXz+0cuBjFrhrOJExo79Jp/SQPFuh9sM6q1w2GOpGQZNcaw3biaL5FCdNA8YResmcMUhk3RoPYdAkRhPi9DkJrUgeK9N6TxSqG+P0JpLSxltoLNoDP//1/c8LOdTzxohMBuP7GvRBvnx/PLgb4SWMQsXLti7EIiAqlhkiPGlVAVqhtuE3PWsPsoUEKC0eI91coziWaWlgljUgItN1eUe/NwJPP3sa3f3S3cQp0gRZ0zXmuBSxtt8mcqEzaAxc2HKuw5cKppnblgsORm8dRocUp5+9HKxAStIK+DXm88x2OfX0jYa7NOipNnxQ8b2In5Q2Sbz+0m1y/h2MJrJzG9gXV1AZ2WZk1bGQX2JDfEAdtCg8G9vIFbZyQxi7pWqRAtZlVgeSk5ubUEYq+T9JZOR/i4w1vfetb26aEAbj22mu7Xvv5z3/+kR/QKlbRAWGoeNf7v8Gtdxxoel2VFT0PgZ0XLJ4sEMmwuw9SgLtRkIy7POPsHfRddS2ZcrnZ0So1Xn/EMi8TbardxxefD7HKunqLGpJHPYprY2ghm96rngecskZ7EEbbkwx1LUd3KE2j+LwpfqbrWV/QGMa3Fzdyt+XGmBRZnm3C2ysNRlu7qIkVms8kWhtZrzW1vdSsRcN1CHKjRoPtOahbzjQaKI1K8hMWVtkQBoQSWOV6+HaQMI5dJNgFTWhr8uvbEBqi3z/045+yc+0YZ62fQGvN9bc8ZMLCl0NCkJRYRYV2odRaSqK2RtoxMiZ0jTFGOTB1XqyWf71xHOVhiZ8WpI4Zg7xymyddGtOkjoqOTPYUNmfuWM8Xrl/ZwC4wzu/O0KSO+fQe8JCBpjDuGGfQMtEmfE18PiSW0SZ/avWMZksqEz34wwGJg1lk2GYhBfT1xHn2uTvw+h2uunk3RTy0FISOxPZULeLOT0i8fgttN5zvojQ/ytKEcYEsdtZANYDWtejOuuxWxGcr3HTnATw/wG2TCmEVq1jFbwYCP+Cdl3yQe3/+QNPrYcWDqVmoVCCVhIFOm7aBFoLklnHiyRgvPHcnH7rpegpBcyEoZRsZFJ9XCGtlI6HQkLprqa63VbcrDYmfPEDpmaeh3WV1JFQk5yvLilBV53sASrcrEmf6rL3/Xo6lTyAYSzfp3e66ImK0QmWxP7pxdUDml2DQhVCw9NR1ZJ5aT8FolcCp+kija7w+i4V+m54DFXoOt45JCJCeT7B7HwD2eX3oQCMaZI3WkJ1Os3i0DyfyJIcJRZjUdedt5OAVQGl7ksIlw2SesK1Vdkf6/l9/62pOmRjjlIkxlNJc6RYpnTbWIie9Db3MvWInw/9xNzopKJ/SwTsuQKUVylGIaJpOyufkV96PkzDeddFwXhk4IUPsTy0eepVCRvXgmu7bI0gstD/HCCDe57IzluDbYXfHRe26FZw5IghJfes2ZCWg+Jy1oGVryhkf3CVTy08gjI1HCawSpA5KgrimsDU0Nc6a707M9hGM8Pt/u5kHvzXOj761m/K2TfTtnSL1V7eRP3OYYDiGKIYkDhQonrWe0hPr6XXDgQSzf3AmYRKSU0av7naYFhWPYGww+sO089f2kLtoA9fe+SChUlirJK3fGLzuda8jFjMRROVymTe96U2kUqYaRKXS3hZ2PFg9vT1O8MN7HmwxrtcgBN6AQB+sMHBvES3B63cojSxjKZum3Ht0mgfn5tg2NMSfPP/JvOfLV5o3tSaW0cSXlEnFYRtjonK6F9UQQGnUaruhaVuwtFXSty/EabAji8gTJzTouEu4bmiZpNCotEOowRIOozfl8ePgD5jKKvGMR+8H55n8+Vo6uwAMO0o59aKWSkbG9epi1FpGHuyNKWILHrE5z7wfKWAKTWHYpJ+RgWhJm6OBhSevIfeEoZoSpywobIkM0sLMqbwmzsLZA4z/YAYr1YdcLNXWsB20gE985DtceOx8rvnp/czd1yYtALXusTyFs1hckX2ltTGG2DltHCO6feY0gSAMLG76yhn0p5sZ+6EDQSIyMOhoFarFQQNNPBvwljc+hR/e9AAW0qS26ZImBgSho1AyUvqLJcPicByIuwRJwcLpTk0pF2XJCenZmgEdIDef5IefvhAmfEZeNGnaVeuMRv87fT7jLzrMkX/fTNPKa41zaJ7xviTvedOlAIx+weHff3IbRAzz0DGpEWRAzTkDtTMutVz2GmJ5U8CowwMAovQzy72vQCwjyHuKg5klThoeab3+UcZqsZVVrOL4cOVVu1qM61DfeZIzmuKYwJMpkBrREyD6fITd/MWQSHZNHuPcxDyb1wzyjkufxF9/52rAGK2DHo3fq+pKpYLYtEkZ0i3CKDkVtN37pYLU0QpL22PYFQmhMVrXCmWFmPzWy/J5V0WB1qYQmVOAIK5rET1CQ3kMrCIdjbuGqWSMyaLK7vZ1Le/5Mj6A+V8Zeall9FNbB02AYbVoSUtubQ0sbbMprrVq47GL4OTr/WvA9cDNQqUPnJygtKZqXG+/tAB/9f0f88y1W7j6lgeZf3CpfSNh7qAcwdITdSsTvw1UTFIelFT6pUmJ124NpSBMCvy0Jj4LxYn6W1YR3Ixo739RGksr/vz1T+H7N9+PJSWBK0zx1A7j0QL8hCQ+F+IUNEFcEMYFftLUMbFKmt4DlRpT38kGKDvedHSzypqBB320FujYsuLg0f/KtSit7yF5INtiWNAa1vQnufxdzzVtHbjqq3eYN0JAQmnMNc6IRlZmoEykoi3NZ1uB1ydxip2jAEHjLLXJjwy42YBCr8fMXI514wMt1z/aWJXdq1jF8eE7/++HLcb1Jixm0dk8zC2Y+hMj/TA2ZFLDNEBKwa6DR9iWW8um9BB/fNH5fPgn15k3tSZ9SJE+orACaaK14xb2QA9iMddZvKia6GiBLPsk//tOKqeuQ40PoeMOVAKcAzPYe6aQHQzsWLD0E4vZb0uC/y4yzN34Yyn80TQiVDiLWdS/jjF5eISOercQYBv5W017IwJaSHa1tkBuU4zYYoiTV02NlIZwZh4GUshcCXpFi3F98oERcjM9EKUmCZKKsLeBGVj9X4IlA/pGCxRfsA6OtIym3i/wl9/8IZce1Fx1624eOHukg4yVqJ4YxTPWUHqKu2JqEoSRM3rAY2znFE4iaDKs15pJSJ0Y0vskKNw1Rf689VHfmtiaEsktOWyhKN/Qj5pqSE0kwE8I3vfap/GjD3wLiiV0ECLszqGMOlSQN4edMGFR3tKHtgWxowWcOVPzRDQUHU3szZm0MA2pYGQZevYbexHVcx7N/1tlSB6QFE5oNeanesscKp7Pn572Fi59ByyW/5kr1x4AOYhK9OHsrRDemSZY10N2ZwNzPoxIoJY5r4YhVHrBLnd4DlqD0mTPGGx9TwoKTxijMl9hIV9kpLdLauJHCauyuxWvfe1rm/5+1ate1dLmNa95zcPqe9XA/jjBp3/8i87KKIDSFMdteg8aKWZNVYjPVMhuSxOk6h+TMFR8Z99uvv7F3Wzq7+cd51/An7/wKXz0uz/DmfGJLzWnREEIVNxC+h3yWArwU4LKYJdYdAnlQUnsoJG2GpoFka4biBsVVhWzoagQXgBK4+YUsVxd6fF+kKBUTrYZVeMANcqmZmAPXbqvo9YU1ieJzUVeYwn5cYvMtli9sJvWeNYgI3M57EgJK21KG+N6NDctjIJXM66DuWckgyafM8b4zz2ccoeDTvUSDTO7p/mnn9xM+pBPN0K0AKxQd2XEQ6SMxiSl9YJYVlNyGk8h7RG4gvxcChml//GTgiAVMcyiFCfV3I7S8mFTmcJmxfvu+CmqbCPOF/Qc0LiFDtYDrfGTkC5oxPwSYi5jGGURVCpG7qIJ4rOS8ohhQMqywIqpppFf9x9PpJRzWXPBdJPhvWmdJMRGKiQ2FigdTNfWRCiNe2Ceh06AXLHMgYPzfPWKW7Dd6Hm6UdoXERlvQnNjZVH/PEeOCwmMJpK8+JIz+ehV12MJUa9oH/0fW9BI1X7NBSbVQqxT0bhHG6uhaqtYxXHhi1++oavM0UDqmDL5m9HoiotecJHri4h4XRkJteK7197PlV/cx6Y1A7z5+RfwJ5dcyP+9+gZK/SFBSjdv4RK8oRB33jJ7aZs0LbFFRWyhW9iQCePObjVnCDejiC82N5EhKKkNMym6Rxg36VxkELHaNQ05Zk0RK2Q7627zvavOTIhSz9DFGU1kZJemdgYIpEct13q1TaXPwskorGjapRFpjOuY8UsP3GXR87XrNcQXzT3CeJfBRNg7t8D+Iwukj6iushsh0ElBYWIFxpkyzmslBUvbXcNK7wat8XsgOQVevyny5i4JYkuRghw9r2pxMivpYW0pIsZ9Pvz5qxDzDi6CypBDarJ9Xh0NVHpteg8piuOS7Car6XwnPI2SkN0cI33Ewy5pxHKHvtb0PeRDADouujpeVMJBJWysUlC7v+lM8NDeacplnzsPHONrd9xLP6ZwvKwEiCAk4XsESZvKcAx7oUTyoUWcKI9uGLcpbeyjuG2A0Yl+fu+Sk/i3f78eKQVKVc3qJmWilfc7F0GNiA6u+xhVz1Zl9ypWcVz4yke+tXKjUCFCz3wVCiU4OgunngDJeEMTxX/O3sLnrrmZ7b2j/PGOp/G2C87jUzfcSN/ukMT0MuelEITb1mLfvLu9zJNEKbe6jMsPid1+EMHB45lqdFvNcDzPg08+lYXtMQZ+sJ/E3gzOdJ1cVf7vIv62FaJqNSaqOYwMsJUVNEylya91GHiwYgzQQJCyjIN2YpNpEyj8B5dInZHFimrEZqfTkXEdQKBcRdjbbKSv31QTComUCm+xXeX3Ztw3NceemWliKQuUqrHbWyCgfPZaCqd317sJQFQE7o4cpANGNs231U9row01/c+RLL33GOUTBgmGk/TszJA6IVfTbVPPmyVcslBZh8LhNPlSgjAu+MgL/jfujGEj6JlZxNrOERZ6dh4tYP75m8ieN1YjFQLEH8rSu0/hTuaxH5pGFj1EsOxDpyF9UBh9OCJltvW7IHAKAquk6tkONEipGerP8YsDc/hnhdzyg9u57q+uQv3HZnTawltI4scGCE+IGd3ag/icT/qIhxs5ZIKYoLDWJb/ZYf36QZ5/7gl8/rs3I4VAVfVuZWq3lYdES0RAbSquRTiYxLVXZfdvCv7t3/7tf6zvx+inYBWPNA4uLpnNqxOkqBUJg2h/U9C7t8DCqb1NCk+QNDvg4ZlF/vKfvscTU2Nc2rueGx7cV7+2AdqW+GkbpxBQTRlTbVceECztiHc2WINRHhvYeEI2ez+bbxZ1LIxyrl0L4Ycox8IuNBsC/KvicNEKGu6yCZmCLN3H6vc50O+AbVE5LcnCWENu06hNZW2cqZduYfyrD2GVQ7KnDzYV/FTVb2ZbamBUFGTCIn6cZx/lCMKkwm6tW7qsoQk3t6PcoK3zA7UxwdSrQvp/FDdKf0DN69wWQtTy6CrbFPAMUnWDRL3rSFkPHfyhCkEoUa4CQnRJkt0sSE5rkjOtt5Cepu9YBfvgXFvWhihUGLj6IMgtxGdd8hs1fhrmJ/tr5565w33MHx5AJgLcse5hQTqE5Ka6gV05kLrtEMIPyG8f4E/+5TsszRbQSYH2NZU+y6xR9DkwuVrbe4G1BdoWfOrdv8umtUOce8J6/uMXd3LTvkMsLRSQ8z5gY4XdP7uj6RSb+h97DLhVrGIVx4/puVxXmSMw+crrfwFKo44kkFsL9Us1WNNGsOyfXeCPr/geJ+9YwxPPWs+1U+2j27QLfn+Iu2BRE96RfNUCRm4vrxiKLiOFyi5oEovt2wiFMY46pvvQJcrzLUzQ0rJ90smAv+LW1qypmaihzqg66f2UuW9KWfheSKPpQmAcpYX1Dj2HfYSCwkSduQ5gFzsbA2qPwhbHrZ+oWPO1naBDIMBEILRVUCGet9Ee6BT4vRItupAFIJLZ5qzV+5CmPAiW38wsM80ix0jJAVcQTCXBcbB7DWs/SDqUhjTxBb+ZGQiURmxkIMmtt/AGRKsjxzHrlV/vUFjnMHBvGTcTRpEPpo2T18aBIliZBag1QdqpGdhVzEJ4Ci0FhRGHP/3nb3Mgl0XYgnKvoG9PAaEMccQtgbvgkdy7gMyVmp6hLAekds8Tz5T5px/+PuvG+jnrjI1c8e3buXPXYTJLBVQxQJbD9ilqGjAx1s/I4GOPAbeKVazi+LE4vbRim+V2XO0HcO9DcNZJ9b1QaconmA1vT3aaP77ly5w5tJ5nbh1h10+Pte1XD/USPGEr9q796KBOVxcakmdB8eaVx38c2nHzPQPBlvMzXHDRT/g8TyO4exCxJ9PURn45C+/75fpdSXZX7Rc6Si0nhl28uGzWu22JVxwg/F6K/hdNIRzN4pE+GqV1kFJdLPkCraBcXskrXUfu3BH0nrCzcR1ACAIpEUWFblsrzpx/Ugct4rkQthhDvJ0Kut5bWAJ7QGP5isGv30P5NetIRuzvRsO81R8i+0L61pfxvt9L7GcZnNm6oUDPLaKkhRgbjl6onxn03DxqZo7pV2+neMpgy9jLG3vwxjXD9/QQnLAG98Y9yIoX8Qaj81LenCk0dKyJWxsLGjsrCBPmLGoVYdPJpiDvwmSSy7/wPQ5dcx/haA/yiiILp29GB9VDgvlJHa0wsNtrkt1WRdO7v0KyqPnCO1/CWH8P5+3cxNd/fAd3PXiUzHQGv1ymuK0H7XYf5PbxYfoanGOrePxi1cD+OIH2NVjdmdfSbz70C4BQE1vwqAzHQGti8z72sKBvryY5Z+jie5lin6Sz59ELcRbLyGIAjoW2BCpmURpyWNouSR2uRDk+BYUJFxVfJoyUxqoW5Yq04HZFCGo6W8QWqhby0raF12shvbBWDNRs5hLhK7TdqtQ19bucadSNwQ64fT5P/twRLuh7LW/6lzuiTpa1F4Kg1yFz9jADP5vGW5NszsXdQUluRHlQohMOlDqz2LWAymDM5K21pZlMF91OWTD/5AHGr5o3bLeGtlIK1mwY4owPncWn991Qfz1iILYyHInC1TWiSl4TJv9bozOhdcwaDscJT/CgJzRjDoF5l+KYRISansMaLQVCa2wfBoeT5PdmkYvtqz0LAD8k+cAchTPX0nNAkNi7wHRPmqW5FL2DBWYPDoLQiOMgfWsgTGnKA6ZgjDNXBh0yddnJaNfipgNHTaNxCxFqrHKVJCcaFkdHIfYN61ANZQeu27WfTWuH2LluDR956bMAqJR9vvqln/OP193e9fOhpOZNF5+HfCxWMofVULVVrOI4oQNlnHNdGOyq5SQnIBTonI3ojXJ0HnPRgaQ0oimPmC/NbQuTkNNR6q3WvoUHdlYa9lTk2LbK0HPUJ7selk6RqBjYBUjvU9htSFhhzCi68cXWnJ8NowVlasVoS0QMcjMuEVYbiJr8tyvgK10z9ndCi+w+DqyJp/lfzz2Pv/3y1fWxNY1VoFwoD1jE50O8dPOzkV7XrRkwzgm7DF6szQ2q0PX/w5hxonTrV1vgzlh4a6px9fX3pBCc0DfEJWtP4POzt1GjGogOjDEdOc61NnVCME4QJy9QbvdoivIDffi9GoZN/9LX9BwEcCkPG8O25WmULfCGHcZEgsXpPN5gJ4Zf9cRm/l/cGad/l4dVUARxs/ZOQXc71rQg6HHRtkS5FnbWR6VC5p/Yi4pJrjt02PTlAIOS0Aa78ZmGIeRaU/NVf7enCtz533ez7nVP5pSTJjjlJJNbp1Ty+M9/+xlf+fzPu45NS3jdq570iBXaeqSxKrtXsYqVEfjBw2J5CoCKh17IwlCfee3gFNZkGisIUSfF0cBdS4dIXp/AFlat6GcT1viIl4BeMw7XFmG/jy67ePYYI8+epXAEhLDAC2BhyexrvwqkJrU2ZN1TymgEl5x2B9d+9Ykm3Y1fNwY7iz7C090NlQJEY3Rug0O24yWFMiOHj/KKv381H/72jdGLrXp3OO9SuqeHxBlZKoV6YRGNRi+rM9IOXtkhMeCjCp1jyjQaFTNGYL/Pxil0t71YeY/RTx5k+s82G/tCA2FNIjhpcIyLKpv55oHbqD4lT1nERdDSrVKCfD6ODiA4agzl0lckdpTQoYtoQ4YTwjDeRwtH0ddnWvZlPTOHXlhE9PeZ5xkEkMnR0xtnanMPxVOH2s/NMoXsC+OCnsMK77xt6FwJ4YG2IuJFUdL5ZLhsnBrceYGTFdgFgdxWRBRsDt2yjngguXbyIfR4DF55KgqF9kTdziDAzoUM7Paqf9b7jf53pj3u+vlDPPM5p3Pmies488R1ABSyRf7l/32ff8oe6Ty4KIXCWy45f8V5PFpYld2/Xqxm4X+cYLi8cqHD9JH2hlonHxiltqBIHi4x8dMyqVmT1sOY2JsdxY0QlZD4sTxWMUAC0g+xygF2pkJ6f4GJqwr031emd1+F/vvKTPw4S9/9peYOpSA+Vw3b6m4Mr0phJxfUDZpSgCUpj6dQlkA5FiodJ+yNtzUI1LsyfVmepqq+ye4ZWZACLjp1I39+8me5b1+8+1ClIHfaoEllswKjqQVRPtiwNw6i89lDaChsSSMQeL1W101RCyistaiMxTj63BHyWxK1Qm89/Ule+san8vFvvI2Xn3YuIhYp2oBTbD48aAwDMeip/gi8IQz7LVMBVFeWmdACK7csP60ERjxwNYVxo7Q7RUWsAgPpBJv7ehGZXNczmADiB5ZqYVLasYktBvzk6+cQeDZVhmZYsAjyVsfPNIC0oJSJoaUxkicemGP2eVubaxZUbelSECTaMRZF+yiMCF+75s6W12Jxh9f8wcU8/ZztHY3nGs3OJ0xw2Wmnd57Aow39CP+sYhW/pUh1iwOOUBpp10ZD0UKHEM646CmX0njduF7dX3VVkC+DrEB8ysIqCyQCoUAqgXI082cKiidq5s+RLJ4qmb1Asv9VNgtPkE1fRwEUR22kb/Kpr6RCCQWlEepyvvqjBWiNmzG5ZhPzChE2CojlUzfKjqzo2v4Qut23CiHgqWedwA8+9Iccnct0H6sQVAYslPPwFQ2n6gvuKLyp2ZUrA90kBVHqGrDKktgxG5mvHwqG4kneevr5fOM5l/HKc05HN+6Zy++tDaMsMQOJOUjMC9ycqZdi56q5errIbkR0Rqqf05QNmc2m8KwMBKUxh/yGGJV1MYZHe1mfSFMZFJ0PkVDrS0f/ewOS1KSPXawaRxrm062fhr5URPbQYcDcOX0ot3oPah8rv8dm7uy+ZmZduX2qm4ZF4Lufu7bl5UTC5fff/HTOvuAEZCdyAXDmk7fxrItP6X6PRxOrsnsVq1gRlm1huw8vRaMWQDYPQUg4OQXHZuj7ygzq5AQIUXO+iQztjevrPKxXzCM2epCQ8DtpePMA/HGK+OaQ2c+OI8bXwNgwbBiH03eY3xvwy7n3NFZMc/GnTdoSKTWbRufoT5fgxE1NDG7VmyAx20Vp1Rhyl6dre7lyoJsLVQDPOfcU/mP/p9hbbq1tsbz/0i/SqKU2557jnLQzXvV2dx6T32P6D9LdZSYakrumSd6ZY+1f7CF5c6ZmDxiJp3j7zifzn099Db/79DNQeUN2AJgu9TZ1oxTs2bOWq3/8BH523Wlcf8Np3BycxeIzNlDaNoQ+Ld7WuF6buiXgZLfzeSYI0XML6MkZxOIS4+sHGVrTT+GJo9CtyKkUlEapneXCkRSJKVGr9aMbb7iSPBACOxPiZAQSTWI8z+SN4zWWuo7uB+YsYpWaP2c9h/yuLHkh4Dv/1RrakepN8vY/fylnbZrA6lKP6JKTTuDpp52wwiQeRazK7l8rVhnsjxO8/OzT+Ph9t6KcNpu90lgVTfpQe8VBBho3q7HzIRLw09UqkStII62JTeYRXoihRMk6E08IkA2VzhsUvr69FbQtyG4zYTaJOYVTatN/GwhtUpDIZXm+hAIVtwiGkthlIwy0JbAqRvGuGovrDOPIeJxVpk2fhpKF9DVhonOKGktK3nLJpVjC5vBihmo17I5LZEvoT5M8VCR/Yk/d8KzoyCqsji++qMCS+Gt6caayhlhffTu6NHtiL96IWccgJclth/SDbQlrKAdKw5LUoYrJqXZWH7MX9CNCzV+cfxEvv+SJ3HDN/XzvazezbTcUwhxBwoHBGH7CsPoQgjAOOkbzBiwFXq+GdRLLW/kU0yIEq8aGlI87FyM/biFDGE4lefMrn8rN37sX/JUZGEJpZDlEJSxiRYldUUxle7jiM09l285DVL0VuVsG6L94rv3YNCgtKG5SJHf5iGmLwjnrOxdgrRqyGgruHY9wmlzIUfEDHlyY59/uuJ2f7t9PqDVnrZ3g5ZfsZG4pz117jpnie9WHr+FJZ27l79/8/McsA24Vq1jF8ePZl+zkaz/ehZGhzd9pjWE3l8baGNg1iAWL2J40gWtSjZj0bjQLgOphufE1BfaiZfKEAyLUETNbEAxq/OGqQlVXlBAwf7aF8GHgHvN+ccIhTEqsyvGdxv00NUNnbXjCZBhzFzWxvOnHj5u9VEvqNJFG4RcZ12OZEL/HGFL9RJSHvb0/Ade2efvLn4JtSY7OZVZmzUnBwRdB/JimsdqncowjvtvuK7SJ/ErMYJTPxvWv/q7qLwVx8JLgFNvLbm2D12vOM7IikGUbPWsmevmLnsTLTjuVa256kCuuuouxSUkhCKj0QWlQoGN1JdTNgLWcKR+liQmSD1OeRCniCqPQc1iRnDZOj6GhNO+87Cn84Lt3o0rH0beAKn0vPRlgVTSVpRChJUG8fhoTQXM+/5bFQqMsi8RsEeErMicmo9QC7bxMgqDHpjTqkpyOzsdB99B8NBzeM43Wml37p/jyNbdz0/2H0Fpz5vZ1vPi155JdKrL7vmMmKkTVZfeTLzmZ937wJSuvxSpWsYrHNIQQPO2VF/Gjz1/7y1+sgfkMTM4RDsWwgOLLhloif3XcGCgbjexaKnhuBk/ZIEBqhS2V2YaviSOud+vks8Yi0OvH0WEIc4u1l1byVTbilDfkGDixeW9MDZUpzA2iB3phfgkAlY6ROgZ+j/kxN2uYt4a+B41I9fqNvh26GlmBTtHjcdfh7a+8BMuyODq91F29EgKtHZY+v574Bp/yoAPSkJ2EB3qF9OqOGyATiviOLOUHemvOfDN8c2evP2LDY2qtBHGFXRKtY1cKK+uRvHMKgNiBEmOfOGiKrDuSd332zTxl+/l8f8+DfGnXXWTPdfH2DhEfKnFsQDMSz5O0jVy6886tTB4bahq8cm2yT5ogdy6sCw6bqKxO0Br8NisnNGufXKbyzCHuz05QDhzWWUn+8DUv4ptv/g+CXg1WdxKIcoCKj445+GlJfAm0C6U1miCtETPmet3N7qE0Ml+h74pdLLx8J8FAnOK9IyYxQ5sLREQKUaE5HwG4uQ6pbxuW4OBDswDcsfsIX/nRHdx2/2EAzj55PW98yll8tPxzdk/N1b4f1WPiC59wMn/7kmd2XYdVPL6wamB/nODlzz2b7167i/1DFYIEdckpBE5eMXpzAavd5oopFiqAMG0TFGxUzGoVFJqmeAjhhcQPZZC+ahB2YZRn1Wqpkr4cfbvLJLMeJ22d4N69s+BU3Z0reIMxxoCW18o+whZY5bqnVUQKrJvThDEMyzgKW5IVcEoaGRgHg5qoUD6jQnExAcdckpOyVpQTzGbuWJK/uexS7v7ZPj5/y1XcY2fAXeGEEs2n796MMbBHf8ugnnu17TUa0kejoq9JF2/9AFa2jCx4oDWVYZfClh78ASPlNZpgOGTuLJMGpvf+Zhnm9QpkocLaHxXqZx0B+c0x5s9M88kvXceV/3Ijc/vmakW7bMAqesQWPKxykuK4g9eLUdjNoix7CAJv2MUqCqxKhxz60VjDwbqxXGugIkEJcDTukqmkrmyYVxX+/N//m7MSgwhnZbaIFoKeYwGhG2IFZkw9B8scOT/FzIMnkY4rrDJkbxwkvqFIfEuxOvTGpedooQ/tgH9pHvc/+wji9UZaaPxBhT+kUK5GBOAsWMSmJTLo/tlthBSC7+7ezZ9f9UNkQ5HTnx7YzzX7H+JtF5/Ha559Nv/5/VuZWcgx1JPksueew0VnbX3sG9cfSQ/4qid9Fb/FeMXrLuKaH93DPFE6swbZ7adg8WTbFE9eDiGwc5ZJ7VEGz6orfU1QwqSPqyIEqyBRCZq+W2EcrKLCH+juyJw/S5LOxThx+zg/zxnFUdmtNvyW4QJhvI2ipE26t6pxHTCFTzHpWEzNioYLwihnqxbEMopYRlMccigPC3IDIekDomaorapmrmPxgbf8DldO7eEXtx/i4Pw8K1nYNZr4lI2blVT6qU0wSEIs0+ki06iausYuQeooeD2Yc5mgnke2fiNEKCiNgF7QuLnmdQwSplB8LNtgZAHCmMBPw1/9+Gq+9tVbmDmUrRXtsoDEPMQXNdn1EKRNVJjdydAtBH6P+SytVHA3bDy3hJpYxjwPJbUJlTfTIz9d4L1/8y1O3rLGyOKVoCC2gCmUHq1PetInL1yUYwqVWRWT6jCUkVcmGnttcNHdhdRURuLEjhUpjjkNRcaNc0T65nxois1rCuOxuoH9OGSrG7P5xs928eEvX42UgjBKW/izux/i2jv38baXXcjL4hdyxVduYmEuz+Bwmpe/9kLOPv+EVdm9ilX8luC17/89rv/GTRRzx8kQiyCgFikTmy2jkpLgxERLO3+7j3OwLvzUYIj/kiy4dl1ZwcILNfHAx/lprLPepTVsWIs4YYTtJ03wwJd+hvCOZ2M2Ix4+tTW8O6dddL5YM64DCC9AaEH/bk1p1DiYwzigIL5gCmrbJYH0FP17AqxySGHcJVynKAtTyL0RCdfhH175O/zgtge4fd9RHpqcW9E5IG1FTzmPc7fN5FOdmkyzipKgvxMb28idRMo8F3vEI5laxD8WJ1g04XGBJfFTDees6ExQHtGk9lYQVqxeBFRrYg8t0fejfchK85lKKBAVxd+9/lN85Ngu9se8hoKbksJ8kuJCgjvnHE44YRJyFpPHmiMQ6pMV6BiEu0LEmRLRqRafBm5qCOkXApFKgmVx9N5e9r54B6JPoBEcEIJXX/sdnr4+gZ3LGAZ7FyO7lfNJfP92grX9+BdsJBxKEZ8VuIvaOFEcHclcEZHrlslupRF+SO+Vu7FKPv3fe5C5V5+GXZK1w5DwQpJ3T5PYNY1V8AlTDsXTxiicMUbQb2wDylr5HOrGHL585W18/D9/itUgu6+9bS9X37KHyy+7mL6npPiPG+5goVBirDfNm556LuedsKFLr48RrMruXyuE1r+Mj/LxhWw2S19fH5lMht7e3pUveIxjaibDBz72PW4/PGnyYBNVU95farvhaAAJ+Y0Rs1prZCXE0rL9d6tmmdUkHlqs5Ttf3qeWEhIdqjBLgd/rEKTNocEq+jgzBXTcwR9O1jdxERXFqP6pQFRZ50t+g0NcI0IF2TzBxCBWMWxylpfGXJRT9yy3bL5aY1UU3mke5SFB7N4YVt7cO3RN8VA0uAWFm1HYgUYWPCwF5R7J9HkJnIIJuxbaeHK9HlAxs57ukmL820cQfkhxY5KZp49GzAJjlFCuoEmhjdhOg/cEpKbbr2+lX1Jc4zS8pkFC4fQKKqaJTQsGfuEgfUVpQFAegjU/y2IXWr27GiiP2OC6xGfah95FhEG8gQSLJzmUR2RnJVRrCAVuNnpuLX2Z+RWfUEbHNbpkofN2RGmPnk4IiRlBLFO3ejuzJQbvz8Lh2fb3ja5Ww72oDWPmc6FBlnxkqCmusZk9MwlaM/CgiZhQjiLxpin6k0VcK0RrQc6PsVBO4jckPbZ/kCYn4+YgIzXFrQGqkSla/dWH3rsdrIr5zLQtcCoiA4UNG0b7ud9dMvnt2yA2F3LaLovFmXyNxS6l4NkvOJM/uvxZOMfhcFgJj/QeWO3vpDd/CCv2yBSCCStl7v/0e35r9ulV/Or4bZPdRw/P85H3foP790yhXAuhNeVhycxZHQqEa0BBYra6BWmUDYVNunbINsZS4xDUiTqt28rJSJdsdaIrV6H62xvYZRnS+yF5BOyiMLI8Jan0CoI4pGY1dsTAru5zQlHL8a0lZDc3sLyiOVgliGcVTk43ye7MFmmYUZ1kd6gZu6VMpd8i6JUUzvHwRxV44B6xsecthC+QRcvcKi7IbwoIk2DlBD37LPwU+EnTseWbtC5WVKczjIp/CiCINbDxtMlJ75RoinSrp5kTNef+cni94PUve46YYl5CmR/L01ge+GlNKMEtyLb9abRJi2NrUpPt76cxDorcWpPaxRST6yK7FXXjQbuaKwJKQ4AFiRlN+ohGNtaN0xoR6prsqxrkw7ggP9FFXmlj/HcK1AxHPYcqOCWFl7YojTqgNPHFEBmVbNHx9ueQxldik0WmLkxH51tToFaoeruq5BVKM3TbIpanoOwhcoWWfpUt8dak0QmHDVtHuTfm11LaLIedD9mYsViaL9Rkt2VJnv+Ss/hfb30Glt2dEXg8WJXdq/hNxG+b7D54/xE+9MqP89BdBx/W9RrAgbkrdoDSOHcUiF2fQ5YUwbiLtDcgsxa4Gu/VWWiQ5Y292HdbJL/enrUVJCF7qqCwRaJiAntJknxIkvzZYZw9U90zp0hNcjTkhddMI6MtXGmYzfXypc9fzOjX98PMQn0kAvIvfiI67jTI7mWEK62RFY276OFSRr66ABtDlCcpHklRWYgjhCY9UqRvQxZVsJn8xRq8XAyronHzitJaRWVNiLbAyUoSByV2QYLQjJwyg/8tB12R5Da6zJ6VisamCXoVKsWyA4WROX2DeWLJ1rznAPmFBMWlBidIo9oWanpvnGXkm4fwJnrRg704D05hZyvdVpb5Z69n6ekT7VOqarAqGEfF5gBPO+3bRQ8klV9k+NLIO7+8XaihpOFVU5BViP4+5OAAQhoioRAmzenU03rIbYvV+7xzgYFrp5l8087Ok1Ca/muOMvijw1ERcknm+acQjvbUzgzVsx6AKHkkdh2lfPIawt6YIWs+OEvi7kmsXH29Zi87lWDcHLpk0WfoP3dhLRoHQaPsDoYSTP/BTlTKIXXYZ+jucutZKQhgIYPwAzadPMFd/Zb5fLabjgPJtUkWC6Wa7HYsyauffCZ//OwLsboVtD1OrMru3w6sMtgfR1gz2senP3IZ+w7McN+Dk1hSouZyfPJ934R0siVKGQHF8Ybim0Kg4jYyF0C1MGgb25+dqyD99l7gqnLdDqErKU0su1/Mwh9M4E7lkQtF1HAaLSCIC8N2q+aiCzVWSRFb9JvmIBAUxuPEKkVEyaeRZi8ANxNQHq57sJcb12UAQVJSLqaIHVDIoH6t7QHVPHFRQVAlQKVcxFwRR9r0HDThe9W11WVwc1Dp01T6IH3AQ0apTVIHi2z48iFyJ/ZQHosb40MpwBu0KY8njPd8RtFzMEBqCy3ryiBAPOFQHJIUU7qe10wDFhR3eKiEeS1+yDJ50YYtKr2C1NESdr7VWF+dZ2I2QMU7++GqDmfLC9GO253hJQRY5kBnFxs/PpHSbUF5R6VuXM81CrmoXwmlcdO+5/486TumsQt+vf82PkND5JCoscGoJyOCVdxG5D2SUwHrf5ilsM7F65FoKbDsgEyYIJNrZY7UEIIeDbCOQRjTlNeGxrjeuARVe5ED+e0BfXfbxOZ8grSFcutGgCDRYKQB9hWWcArGABGkaOrTXQqZuLbEYvT8q35SpTTf/9btFIsV3vXXL+487kcZgu4sgl+2r1Ws4rcZE+uH+OS/v5G9D0zy4H1HsR2LjA74wE9/RnmYuhO2uvVpiC/WvxsCYdKmRalLjEyK2MRaIAoClYjymrczrptOOn7Z3AUY/Wm9RknVqG+XQqyKpDAmKQ0Kkp6mtEZQGqZWyMsqaZJTmjC2zLgujIwgBKvcvKcbuaQpTMj2shvoORKYyDIfFi8qE1b3Vhe8LQHelsDI7bIgeXMSUYGe3RbFcUVlWJNfpyMHvnF4h3FjAHcXDUNduYIoOhu7YgzvQbzqGDc146QnjANDGpkXJMHNgpOnni4MSMVdiukQL9FQhLzq8ChFzlhhzjlIQXFM4/cIkpPG+NspRNquaJyFznukAEQYOQNk9zzvxvGvcbNmHVrkrIBKv6gZ13sP6ca3atC2hEDhpQWlEVlPCaSjf1qiI41xw66SQKOip/l1MXr3lXDzIU4xxOuxULZhwMlAo44jhaGKWdhFRZCSWOVWx4do+CW7LU3/vVl0TwJZKkNQJ2uUNvRR3D5UM9Q/oH1k2Tg31LJ0NVYxpHd/maXqES1axzBUfOvrN1Op+PzJnz+n+9gfRTzasvtTn/oUf//3f8/U1BSnn346n/zkJznnnHPatr3iiiv40Ic+xN69e/F9n23btvGnf/qnvPrVr/7VBr6KVRwnNp60js/c/vc8eOs+9t6xHzfusjC5yL+8+0vHdb0AtA/ymEfvPxzD2VNGW4ACV4C2Mni/swN1suhgXDe9iEr71KalcTj2IstEgUW6t9+rKG1SeKPr6P+Gxt0zDbRj/xqn9/kfWaoZ16tpM35y26nk19sMhRUaXadCQ+yOQ5QvqOeqXj4mEYKb8UhkC+h3FaEvck67ivSWHOktOUAj0UhbIdMV1l1wgKl/6iG/fZTs2X49AlyAPxhS3BySvt+i54igvy/DTGUUgJ6DHokZn+zmOJUBC3EUZBhQGpeUJiyz1hjHeLinh3BrDrunLrzTdpz5WYfikt0iu2t/WILem2aRlZCEH0d7CVjBuK5sQfZJazobzaMziZ8UhJ4LnSLewej7Mg1/cxDeO0i1kGqNX1vUiD+fqxnXreF60dJqRJVV0kx8P8uR5/ci5rIMf/swdsZHA8l75imePNjWcG/lPPp+Pmn60qBDRe+P97D00tPBaah1JjFyfqlA8q5JkndNdpyOBtzJPMEac6jr++FerKVyW9ltL5QY/PZe5l56Ita+afCSaMeup1admoMj06BNPbX9x2boQVA5dYLKaeuaZHcYpeKrFMxhpLp+fqj43E9uxQ9D3vmCi7s8iEcXj7bsPl4sLCzwtre9je9+97tIKXnJS17CJz7xCdLp9IrXaq159rOfzZVXXsk3v/lNXvjCF/4PjrQ7Vg3sj0Ns3TTK1k1GuHzub7+FU6wQlH3CNX0IBFoIgrSN3+saZWg5GnKOtfuWWZlK1zAcoVqzkmugvDYyrjcqRtWiVmvSxA4vosIQf8AxofKNhTUlBCnLhABJoxBbnkJJQZCW+KeOkDhWwl0WqWeXFbEFn8qAE51kdI11JANQKPyEpPdBHytSppUDQUKaMVTHKI2BwBRN1QQJm/J4zBjARaOhwyCWgVhGYy8zHFhlRf9dGSDTtDZqqAfVn6q95vVZZp4lDxlo+noT/O7zz+LC557CK37wFZYmS4Ysnlb4w6HJk6vBWRDYGUlxRKBiAqG0KSrbBRqTL3alNiJQCF+35Als294xxmTpUXNa2AtlMk83p0atgCUbUX0eTSc0c8PyUMjEz480M8Etaaq9qOZ11ak44cYxiDUY7KMchFpphNBIJD0HPbweSeaEGOUtDitu5wJQAjenKSYhGOxATYzahr2aWKZMejJE2YLcxjhhwiJ0NX6vaI5WiLq3KpjQ90ARJAR+r2TgPq/GQG1ZW6255of38LLXPInNW0dXmsGjg4hF+4j1tYpVPA5wwo5xTtgxDsDHPnc1/ZOC0pIiPy5QMQ3ayCC71Ox8rUIG9TRoy5Vaq2SxUkBjuz5FAKPXtbKfq7+5OUXoQm6NZPFk0ZIfO4xDcY2g90BI3z6zd/spiddnoWyjdVmFwKSJa7gultMwqSiMino6EAAN6SMBiaMB5RGH0pgkdoeR78FIQLDeR/VEE5GgE5pgTYBz1EED8SlJaJtw4qY1in71Bsx5o3oeaFwbp9j8mhaayhD4VYKPBlXUlIei/jUMpRNcdvFZPHPLVi77p6+yWCkbeRqata06sNEaFReUe3Wtxold6uAMqQ1AH5fstjyNH6Xn6Sq5tZl3fN44hFUUse9kAxZPdoySHCrSR6kFnTXbGoyMU7agsFa29F1zEjVcJH1wcqL5syfM5yizNUHvoTJ2lG9fCwgdiXaOV/3TpI5UyGxLRJ/fDhACv9/FH4hjBRCuHcKaXAA/oLy2h+JJIw1tG/4LwPY1IghRriCMWySn/Y4yS2v4wbfv4GWXnc/adYPHOYdfMx5F2f3Vr36Vyy+/nM985jOce+65fPzjH+fSSy9l9+7djI62nnUGBwd573vfy44dO3Bdl+9973u8/vWvZ3R0lEsvvfQRmsQqVtEdQghOPPsETjzbGJX/4fc/jbQEqk0607bXo+n/y0PIOaMsVVOMmUi0gPh37iH38i10M6GpoVbjehiDyRc2G9eBGg8ttzPEnp9AnTVC//cexMp7y76zgjAR47af7yT/iyGUEgyvW2QhHeeh3Ci2Bsp+iz3AfWgWLEn5zI0mZUqjSSHQWBmf0AqZuqiP4BdDCKmJjxfp2ZLF6fVr91YIAi1xbAVpGFw3y+zmHlTMbr5hNJ/8ySFbzpnEnm4WinZJM3hfqx587NI42ZOMzqjjGjXlUNjdB6MVZCpkOJnm1SdfyJPO3MKLv/Gf5P1KcxFxhGF637tEPGsjdmxFpBKg1Ipbnz+SQCVWMNHpiHwV6rr8bNtOI0sB/LQE907Cc9JwiguhpjIdJ/7ZSShotCUJt47hOxZ2IcAu1dcpEues+VEGcc/+Jl/C2Jf2MP+cjWTPG6unwAHi+zKMfn2fOb81tBe5MoM/n2bpnDHCpFHu7aEKyZMyOHNL8L0VFgdqaRGtbJnYvsXOareGxO5FRj+3i9hkAe26iBM3QTwG0/NweKppPc0YNfG7jyAqAcG6AVQ6hupNECSrjdrf7Us/u5PXXnwWY30rG4IfFfyG6N2XXXYZk5OTXHXVVfi+z+tf/3re+MY38uUvf3nFaz/+8Y8/ZtLsrRrYH+ewLGN5FZ6P8iqUTxjuuEkbgpFGO7LzB1gbRne3j7fQGh2qJmN6kLbbG/Mb+vWH0hQ3CaycaKNUmr9VvG6J9Z2ocIkybDpdLiOXQiPcHBvSpiK7U1TYxQpBQuL3WJQHbcIYJGZDRAg9R1XTlip9cH2FnxKoWH3MoSuMwVwIgoEYYbLL1ytiZYUJp6szojoz7Tb3ZRV83Pl6OFSh4POFT/6Yr/zLT/nfn/g9Prv5Tq6beqjWXgrBczecxJO2beWmvkNU/JCTJkbQD2T4jv+zLnf/5TyVsSVFebRbqLc5QImo8IiKCxMZFkIy6zF0XcDCOWnkvItQ9TsrqQnjuqmgnopJSpuSpPY3WDWEAMsCG/qG0szHYuiE+QljAm2B9DVW9YymtTHKl3yIC0rDNjPnpsykPVAViXBVZ1K+BHnYwcprSmtpqkPQaf5Bj/l+WIGmb18JL20xf0a8xbhemxICFIz9ooLlG5ZgbDHsWqzFsiTX/HAXf/Dmp68woFWsYhW/ibCidGluHnqOapP2rZNYRqOSJk9mt9oXohN7vYpAgI85OUbNUoeoFUBt3y+4WYXaEjmllzWLLWiG7/Sb2MOWp0gsKkqDRh4XJlyk1ijLKMNu1rSNZUwBdi9t5In0IZbVWNmQwgaXIC0jRp0x3NozNvaMTWVnmXC4rjz64z7OUQeBQMUBq4vci5RaGXRTtQwEol5A3bxAkNAE6boVdlKX+Luf/4xP3XwTn3jZs/niNbdz077DtUtsKXnuE3aw88Rxbjh8CC8MOW1sjMVDBb6x9+4ud49ucJyakHIME78jtDaRBMqIKacoaq/H5kPyWQsrEKQmMY6LaqpZRS1nvhmS+aRYZU2YaI4orBLYh1MpFicLpgZO2GWFLchtiNO/t4QWDecxLVZ29AuBVQpJ5RSlNTFzblgBfo+NtRSCYxOuH4FiheL2vi6y28ypb18RocBPSmQFRJdxSSm45qp7edXrL1pxPI83fOxjH+MNb3gDr3/96wH4zGc+w/e//30+97nP8a53vaul/cUXX9z099vf/na+8IUvcP31168a2FfxqMGyJUJI6sVAOksSYWlSG0PyD3XeM7QwaTLUQGcac7hJofoVIiNqRVFzJwmUS2fDrILCDuj/0jRW3mvROYLxfirnbefovKjttdnFNAKIr4HyMGSeuZXE/XNox8JeKOIczSIAd880zv5Z/A2DhGuH0MN9WJ4mcAWlNRJvMNLDtECHgtLRFKWjKYbOmSE+Us0VrvGVxJEKYQmKTx9ElbqZtTRHVA/j6zJd2tRRGWpW6IJBn3CsKvgtjpZKfPD2H9PnxPnHZ7+Qf7zpZm6ZPFprb0vJ7+04hXMnBtjVf4AwVOw4ZYKD1+/iqjvu63pvsQLZoTofELh5KCW6OdohfZuJQmBOwRfqOVr9CzbgeILKaeOUnrgOHauvnztfofeBbM3QLgCnLAhcF+HVGQYi1Ax/5wBDVx8ledEmZicXiB0t4Mw15HRfPr9ihf77csyf2Ye7oUTvBVF61xEXnRRQ7D5/b2M/AM5kfkUbhQBix6L6chUP7n4Q3ZeGXLHrdbHdU8R2GwO8P9qDf8kW1Giq6zVX3rmb1z7liSuMaBWdcP/993PllVdyyy23cNZZZwHwyU9+kmc/+9n8wz/8A2vXru147Z133slHP/pRbr31VsbHx39dQ+6IVQP74xxnPmUHX/nElQC4M3nKW4fQbcKtwWxSfkoiVYOBsqWRQMcddDHouOlpAM9Hp0xhEKEhTNgdlZRqvyrpIMrVkSzvsN14I0aWBmcyS/L+mRp7XgLatlBrhyBtcm/bxYDcepswYVhW0tc45VZWl8CwhJ28puKImqNAN7DowpjsruBFeda1axEMJbHni23XSwPYFjrKWV8Yh6XTJN4goBOkDoQM3hEQnzH0rnLJ58Nv+Qpf/vH/x4JV4c75Y1hCcO7oRgbcBN+4617uK82zf36R6xcO8+yTtpPa3Ethf7b9OKMxaAlSdTkEAoW1LsUxBxFoE1a37Fm6GUVyUhHLm7+VDcVhSXFMgAS7pBgdy7M0O8TyhyqUyesbJHUTm73q/W436MxcHn1CD36/S+hogoSgPOKALXFyIfG5gNKopDycRAuIzYeUR9yoirkZe2UySWJTvv09FIhpGzlnttH4vCbXcRUbBtZsbzGGo9gKRwRhcuGnjgW4S+Y5aLo7sjKL3Q8PjyZE9L1/pPpaxSoebzjntE189Qe3A4bJ7PXSNgQcjCz0N/jg2+C33zMbc4V3MpYLLbCWLMKhsHoR8Rm62nEFxvCtYrSID+m1GtdpaJZYCCkNC/IbJYhqOhiJrGj6HlLEsoDSuPmoOGXE9C6tsQnSsmbMbRy/1prYPXGKFxbAMTfTTn3wtSLwHc8ixpivLfND2F4qajTKqRf9FJ7GqghkILAWTQ2XME6tQGve83jLD77HLW96EzOZPPcemcaWkrO3rqcn5nLFz+/h2G3zHJ5d4gH3KM86ewe9SZdc0Wtz92gMwjglRIcxVtc6dCBIR1EIbdo6uZDEfIhTMuukJARJCz9lDBCVfovUNDjlNh+CaL1YxhBvdKA3jVnDbK6A65kUfVVSphYNTpxQ45QUVsXcz+u1sbwq/cy0koFuytG//CayFNZSGfbuK5Hdfjyss4a+hCAYTKJjKxjmpcBP27jZALto7qeRHc+GUgoyS48v2Z3NNp8/Y7EYsVizsdDzPG677Tbe/e53116TUvKMZzyDX/ziFyveS2vNNddcw+7du/m7v/u7X33wq1jFw8RZl57BD/7l6trfwgKtNO3yp+pQsPO9Je75cJL83g6yW4O8v4Ja2yVFp9SUX1wm8flELY1Lcf0KeocEb1iRvH+h5Tuv4g6V87a3RJ1Xf0tNabQW+BP9BBMDNZkqM2X6rtqDM5VDK4U1k0VvnEBEe3kgypFxfbmeL0ApFm4dZs0lR5F2pAc1GKJzIg6BNils268UC8U01vqAxElFSrsTJq/rMmgB5RFJJSKL2YuC+LRJI8ZBG38wxFtbr7WV8cq89edXcOtL3sGhTIZ7ZqdxLYsL1m0gYTl87ca7uWEoz9GFLKkDCzz3eTuw//tWgsnOerc9U0LmfFRP+1zgZjoCe6oI6RQi1IbVvWw6iXvn6bvuCLHJ1rohQoN7KEP5Cesonbmu5X1vwGX+7CGGb57DKtdDyITVvg6fKPiUrtxD0pGowTTBiIMoeVj5uudeuzZ67QiMDYFlkZ4uEf+9Oah+jGIC/btp+GKufYS2gPLWQcK+KJf4CtHyHZHpoNd3gD2bY/Cru1h4+akEI+2N7FIKlgq/XEHjXyd+E/TuX/ziF/T399eM6wDPeMYzkFJy00038aIXvajtdcVikVe+8pV86lOfYs2aNf8zg/slsWpgf5xj53knsHXnOvbffwwVKkKpkMgmf3r19yAGytb4SYmV6VRpG/z+OPZC501GoJm5MEVxs8vI9R6J6RVimBvGIf1fjlFtLtTouIOI0obUrg9C5KEZ9FAfVqmMCBQj+6AymqCwYwC7vIxdrrXJdxoYpp8G4nMKv9cmjC0LYdZNV3ZFefMgqbwHlWanhI4GG471gRAsnCZYOKfRcC/InizInmIzfqVH333met8P+dTf/YB3f/ilbOoZRGnFL2b28P7vXsfB6XzNFpKveHzj7nsR58cYLTrEp9t7TQSavhctkP1Gh5BlqVG2RNs2MtDGEJ4A7VBL1RJf0PQeaP7MyABSU8ZIsrhF8rw33swXdj8jKnbSvHYiMihbFUGYrO/sTqaTpwdwHaxSgNMQnqZ2C/KbEhQ2xPF6XMqjupYD1u+xsPxmxoI/HUfGAmLjZcPEk5jxSRCLFs5VRikXAi49+USusPdSDLqMSQjcJQs/LbHKIaJqBDgOKKu6FnVjg+4QLaK1Zmy87/g6fjTwGxKqtopVPFZx7umb2Lh2kCNTi4RK422u4ByIRXtCs7HcW+cRDIaQF7DUxSAoqLHbOr3vZCRuVuAPhwS90Zdvpe+gpK0ilDoWdiz4We02MReS31Td/ExL5cLidkn6iCZIRsz4yOkdn1V4vcvmqE3UlAyoye7ULxKUT64QDilkeXno0fHJ7tAFu0zNYFEft46coqYrWdI4JdnkvLAqGqsCfrrufCgHAR+5+jo++DvPYPPIIEprrn5wHx/78rVMz9Tdt7lShSuuvxshRE2et4WQ+ElFrIPnVwNCmWKkXr/A6xM4WbCCaA4I4gsh6emg6R5CgZMPsSomykA5VpQer90YzI10ZOiv3buL9lE95zWletE6SucGSMOAt2oEUBHJxIbb+qatdkTdYVLN1+8pYnPmjCoEPPspp3DF7BG8oMtZVGssXxO6EhkoExl5PHXEta6Fs1eflQgVWra/OAw1Y2seX7J7/fr1TS+/733v4/3vf3/Ta3Nzc4RhyNjYWNPrY2NjPPDAAx1vkclkmJiYoFKpYFkWn/70p7nkkksekeGvYhUPB+c//yzGNo4we2QeFSpO/2CBu96XAqXRUcSOsMzvO/6kyODZARteUuG+v0t27NP9fpbgGd2KDQrUwRSlURe7VMHNHN+XWBZCrFLrvhhsHqWaZrMdNJr4ElQGItlald09MRZedAr20Rnypw+hUqYGWnxekz6kKA8tY+ErTXLXNMnbJ3EWSiYN2I9SiN9PIE51a8cKrTSqxHGJbg2sef0Mhz64jrBgNRnZtTDni8lL46AhcVgSn7GaZLc7beFOWxR3eARD5gBTCD0+dvt1vPvsp7FtcIgwDLnuu7fytzfewqSu64SZUpmv3HgX1mWn0v+lu7An2xt6hRakpyTZdAdnv9K4RwoMfvU+ll55JvE5h8qgGXs1sXnvz48x8KODbbfr6mvWUpncs09uv1DSpGLLb0rT90DdGaCDoH372nUSe7reXrmWiZ4s+cYmMNxfS9fqbiuCpZszA7+mB30sgB+XDKEujHReDf54D5ln1fP3v+DFF/DzH+whDDrbpOBh2I2WX6+BUNFz3QEWX3JK2zZhqBgfeAwX/PwfkN3H4xz/ZTA1NdWS7s22bQYHB5mamupwFfzJn/wJF1xwAS94wQse9r0fafzq5W5X8RsNIQTv+8KbWLPRFLUIUxZeryCMGZaSFoZp7KWECeeVsqYsdIJ2ZNsQ2Op3O7cpxuJpCSr9DkJItCtrhT479okmjPPwPrFCEA4kW8gBAhC2hcwVIdqcBRCbLTF43THs+YbQI60RvkL6dQayYUlBfCHALqh6ITatcbLeyp7VKE2Mdm3yp43jre1F2VXDCOh0nGDdMDruUhzDGNdhWa488/vkpS7eQP31m67bDcBD+Wl+72cf549+8HUOTudqfVcRKo0SMPPkXoTburhagPW0ChufN83ws+aje1Z7ME/U7gnofV4OhMApGOeDUwTL8em7P0P/HVl699dDzBohMIXsBveWuKu0mVB1fsACYRR0ZdbOmfeIH+mg1TsODPa15AyWStP7UJHUQXOdu9TAvGgo/Nd418qhHvK7+vFn4wQZBw472FelsK/ohZJxRl103jbe97bn8JoTz+wsyBXEJ8HyJWHCwhuM4fc5WCVdOxB1nrzALtXbiJq7vz201lzynNO797mKVaziNxZSCj767hczOmQKPflrQkpnlvAnfFRcoVxFOBRS2lnC3+ib7cLproRoodsbDSPhLcsmB7dVFvTfZTP0cxuZl3RTXzTgRznDlyO2uLJSFF9sy5XCKYDfK+rjFQI/LchttkxEUK1gqja1PnyaZLeVF6RvTuAetrGP2rWxLs+t3nZC1foXEvyosGldKmr8FBQmjOFceOCUZHTfRqaf+d3JU88UAPz37gcBuG96hqf98+d4x799l6mZVgt5qDRKaYQQ7Y8aWqOlpjIg8NL1oVf/1xgDcRAHqUzRWCT4/YBWKMd8HlLTQW3N6mOPzj++RgYaqeke0l5loUfrE7rGOdG2qQ92O5uDEKYwW9Sf19OQXqbNvQUmQsIqGUc2oUYWA9yZEvFjhdrZ4GnPPo0/fe8LeNGTdnb+FGuNXVDGqe1IwqRDELfMeXAlCIH0Gth/0U8nmS+l4OmXnrpyv79FOHz4MJlMpvbTyFL/VdHT08Odd97JLbfcwt/+7d9y+eWXc+211z5i/a9iFb8sbMfmIz/8CwbG+sDSrHuhz8XfybLpsgrJ9SGJtSHjz/K48MtZTnhDBWFBcl13WekcLjPuZlpe11X1YncM9sZRMcmRl1nsf4NFeay2G7WHBi2tdsR6wpHerjquQLSVpdoSlMcF2fPHjHEdQAjKg4K5Myz8fqcuu5Wm/3u76f3xQzXSntAg7y6g3z6H/mEJp6HISOye/AqWVE3KLWNLjTsasOGvDtNzTr4mF5UFS6fYHHhlCm/IwlkSxGes2nxqc9NGmCUfcBFerWu+/ZBJ+/LAzXt49Za38Oef/C8mw9ZFCJUmkLD4wh0Iq43eDfg7N5A+KkhMVwdXty+YdG0w8sM5pBcSf2AGqSA+B30/nyF1JKTn/iL9PzoYjb0VAgjTDoXzN3Q3ukpBaTyBmbJGlcrgdzewi0rz+8ILkSXfpLoNQsSBegFTsSaISHUN7S2BeM8A4v8OwyVJON2lsrWPhRfuYP6lp5g0NqHi904/ife86lk8/VVP7pp27ZGyKQsNsUMZZK59Lj3HtnjWGdsfobv9ZmD9+vX09fXVfj784Q+3bfeud73LEEK6/HRzlHfDd77zHa655ho+/vGP/wozeeSxymBfBSNrB/h/V7+Xn333dt73wxsoSQgTgjDRprHWiEAZllyH0Fun4HPiqes56YwN/OKa+5g+vGDek4L8lhhHn5lGBpL4UU180ST0tMsKr6pwdMhDXVxjKnnHFn51b6QZT2sIOdQZbs6hecLepCmupowSasbSOC6DWDYkcGVE9VfEj+UpD8cMe6pTiLIfecSjvPbZ04fQqp/kgRzJg3l0PAr3C0KyJ1k15nQLImbW4mkOYz/1EECp6HFkcZ433f5Zsn6JykzngllKa5Qj8Hb24ty+VB+ihKVTHDa+YA4NrH3FDH1n55i/pp/y4ThWIqTv7Bz9F2YIfJtj90yYVAV9oKVGbSsRu6GEMxMj6FZrU2usisPe762Dk2guaLp8qgiSR0HFBAM/W+jMfOxNRe3bo+dAkeL6OAJpUtrYtDDgmtao6FA+YA6DvXtDtBcx8IQ5MGZ8D8exuPyMi9izOMfVx/bVn1cUzOBkYOiW5s+DciVom/h8SHnQan9gjT4r8flWJ5SUEq1aD96X/f6TGR17DLPgYJV5vopV/IpYO9rHlz76On58w27eOfldvHiIv8nH39QaRaM1EIraftQKjWUJzpgY5/ThNVx53x6mitV8XsYRKqsp2lRUPDMUJqxHhC0s7ioEUBqViKC+Z/6qsMpVNvRy2rKRhUHcGK4Fpp1sY5uoSv74PS6hK2pGBKtE3fjZwYlpletGUiHA7zHXKysq/GlT2/utUj2SoN0YNBq7QlRACzLFMocXM1z2lf+iWKmQzHWRS9E4065D3mt45lojfEw+eaA8KPBT4ORMej8twU8J/KTGCiSJxZDYkqKw1sjDniOK7EZJ7P9n773DJDvKe/9P1Qmde3LYnc15VytplQMKICEhRDTBBBswBowD+GJjG/zzta+NMcLGAUy2sU2wTI4SQRKSQCjnsKvV5rwzO3k69wlVvz+q40z3zOKLMbru7/Ps9kyfOnXq1DlTb73p+84tnV0YnQkJHUWQWiKcW4CXABlKyl202ReBXVh87o2hXqAqQSCtnm1DU1BU6GM0zmTJOBVSjnHMOJJs2cOyLd71yis4ODrNQ3uOLYh4t8qa+GTYPCZLgJZYxZAwKtvu80SgsfMtZLdYYFcA4M1vfy49vYvzvP6342csu9PpNOn04pF//f39WJbFqVOnmr4/derUoinhUko2bDARjzt27GD37t3ccMMNC/jZO+jg54kVm5bzb898hDv+4272lv6WxOqQM95b5Iz3Lsz+1lpQzlq1KN4FkND7CptLRoaIyu1849BeZpWJLA09C707ivtQBGsiQxDMoOLLqEmVsJIR3UZ468Ahf0YPiadnFhY5X4xKrQ38NK2pu6RZb/0UyCkznNjOU0T3LdTzquPQH5pBXNSL7pWoQyGxT08j/mYAHWmzHgNrEpPm3BCshKY8FiNMSzLnCWYuloShjfIBNJExa3HZrTXuKZvySmNQnijmOXlgjD96/vso+j6FV2xo64RQWqOSLmL7EPqJusFZS0GwfphwncnU6XlGkxjT5JcZilQRQPyUJnZKI/p7gVHcQ9MUd4wgix5dtx2gfJmLdWK6njLVAhrAtlHDfUvvySyBPzGGZbnofHv6suqlWgXSmWw5ZX6enDVGescGv/XFhRBwZgRxpomGjrz4JGEiirYlWkqiY1koJrB+VfKOj76F4wdGefone2p/I43b3J+JvagBTs6jnFoYpf3ul1xBOhb9GV/tZ4yfsew+duxYk+xuF73+7ne/m1/7tV9btK9169YxPDzM+Ph40/dBEDA9Pd1Wzt9xxx0cOHCA7u7upu9f+cpXcvnll/+3OdQ7BvYOAHCjDle/+iL2RUL+5bsP1hS3BRCC2NEsOhVv4qoGQGt6uxN89sY3052Ok5kr8O0fPEnYE6+tdlPnxbDzEjcjcTINlaU1RCfKFJdFEWGD0K4IcG84oDhgIz2IzNBWmW8JrbFmirWNiQa8FSncWR/htVYgqwLBns4SDHUjA9XeLlFpK0OFKAe4UwVEqEntnSV3Ri8I0Tyf2ghJE5FsHBZuNkR4FpEj09hlhQg1cq6ANWeEWXGof/HofSkorJS1sSAF3x59mOyJMkzauONQ7qZ9H0oz0WeRXp8mdAKym6AwYhHGJVsifm2PkNhQJLFh4QZQVmlRqnPc55sCZJe59Ny8+DIjhABtnCynk6FglwSiAOUzRyjNhERPNIe7aUsi3CV4VzRET5UpjsRqhh9tgWgU9krjZsHOm5sKIwI/CaEUUOHpB2OYv+/QMZ73R5+ElRKn12ZtKc3Y5BxB3ERxxI8IEidYSL8gBCpqkT7gUe6KmQh62fw3BdC9e2GBIYBtZ47w9JPHavagnr4kv/Lmy3nJK89f2LiDDjr4fw7RiMOLn7ednU+M8W97HyBsI7uFADFnGaPefGGmYXk6zXff+AbS0SjjmRxfvuUJ3IbjppKaMc7KRvu9FJTTkkhGNcnl6iUK/YJyj8TyILCbr13qlUQn2xtxtTDG4foXmuT+MkHaRbfIuKrdqNaEDti+OI1ipAIZVqLQpRl5dArKg6ZIek12a/OfLAvcDCA0VlETn1SU05LciKhnzKu69VSG7TntzdUFoiESWnrw+Ucfw5sqEclq7IKRPW0NGVpTnPMQ0tTysIvUeNS9hlooYRTC6ELVV1WEdtVoEZkx2ml02lDYLAZROU8HS2ttGtC2IHQEkUCgPG3S2Rv7CzWyDTd7vZFx8CAq2QvKOLllWB+DsiC/TJp3R4A7q0mMKsKhKH6PW48CzPnc85PdvPK6D1A6M461Ik73+gRTR3JYninq6mYDnEILKjZh0uejkx75kai5Q7FQdidOllo+/W1nrmTnU8drv/cPpHjjW6/ghS85Z4mZ/J8J13U577zzuP3223n5y18OgFKK22+/nXe84x2n3Y9SinJ5iRe7gw5+DoglY7zoN64hNvY0O2e/h6a1LJRSc/D4ehCjVIuRQ91WNrJ1BZ/6+AeIJWMcm5vjb75zBKTJStdK0P+UJvL4YZyDp8idNy/wRlAxslPXPSrBQe6+Ml7KZfaaFSSenqWx7pM1nkENtHeKaeZnKWkSa7MUw6TxjLaCMJp36ILtCRKPjrZu13AR/6YSclBS+lgemdcMfvIo4+9aa2R3dYYqtKqJ+2YofmKCQ+cJ7Ct6mMqsgr1jTL4hjupxEY6F7YQQNc/BLjiLym4AK9OQSeVLvvq336FcLBMkHJyxHN6KRSL9Q8Vc3MLZNozqTSFDYebUsQ0VbaVZZBYiswuzq3XMNTK4Qm0W2Ttpsq0OnkJ4waI82QKw5kpIRZu3rnmcIltCqwK2bdEqfn3xPVblWIMdRXs+ODZ6TwR5Sd2moHMKbi2gnyibTs90YYVN5sI1FHcsg9BsVHLLUnxVFLnjLz4NaUn89RtwLnIp3bUfTmjkydJ/WRDX9q2reGR2pvb7sp4U77zuUl5yfhuqnf+HcTrOcYCBgQEGBgaWbHfJJZcwOzvLI488wnnnmWKxd9xxB0opLrroopbnvPe97+Wtb31r03dnnnkm//AP/8BLXvKS07iL/xp0DOwdNOGXn7uDr//4KebyRUI1b3VSGivvEzuRRzsl/P44QXfMCI8gxJku8t4/eAndaROKdcctOw0vlqh7x0UgcCsCSUWahazlKaKZAsUtFvKEA6FA6BA94hFcGMBYNyoCmbWQOooxjFbOrXlIW92UEEQPmSh6DeTPHqa8sov+Ww8uOhdCaMMZhlE4lxIeshQQnSkShppEKsqffuwN9K3t40u3Pcqt9+1hLleEQGN5qs4lX4leLwxJgrjE6zVeayvvEzs8h0r7+IOyHlG32Bh0fT4iAwm++pePEJs0kVBxfEIHMmts8svbePeVRlgW+XWS7HpdM3b7cy6+kMze103mySQ6FMTXFel77gyRAWNp8fKGr76qMOuoGUxpk40/KJBLpt1r4sfKTJ2bWNSLIb26ISDUmuwVq4jfdhg1Wfeqa9c5LedLrSha9TWUoKQ2BVVLkDihmzhjnZwxvFQ507UQxihjCUoDIZNrKqGGRUwU/rCk+xlN154lvAZaI0PB4IN5Js9JmMyRyg24c4r0QY/I7MJYt8GhNH/3yV9jejLLsaNTRKMOm7Ysx7J/8Zm/ng3FVjro4NmEN228kK8efJxcUF5oZNdASSKyNpYwa5gpRI3Jzgrg715wHemoib759iMm1bnRIagFtbVSzds5aldSGBAgFZEZs4b6SSgMWXhJgRUag7NVNIbeqsDOL7PoOhC2LRQqNGRXVy6mNYN3Z4mf8A0/6lKokbMuLbu1BsuRBErRk4jx4be/jHRXlM8+8hjf3b2XTLEEvsYpCqxiPTJaO4IwKrE96D5s+gsiUBg0F7VKFZm4yJJcoyWrfAxnXb77qQfpbwgUU9IUEg2SrTvSaIK0xC7o5iKlytCkxEc9IjMhaPC6LArLHRN1rXXNAeHHzVmWZ8buZjTaOo3FVWusvIKe9uqEhqbC50ppYgWJHwFPN9CnLEHtWr1erX31VFF5PzV4acHEuVZTbZPioCCzQdK1T+FW5jV2JEtkssTUeTEOPtc2mwvlQRQ4WxA/AkMPLU7LACBDQXy0TKnPrXDpm3u0CyGx8TJ2sbkPIWBkVR9//6k3MTGe4fixaeJxl42bl2G1oAv4RcN/p+z+/d//fd70pjdx/vnnc+GFF/LhD3+YfD7Pm9/8ZgDe+MY3MjIyUktTv+GGGzj//PNZv3495XKZ733ve3zhC1/gk5/85M/mBjro4GeA83pfzZ7M7fiqhJ6X16IUjB/r5WR2FfL6fiK7TuIcmUIojY67eJuGee+X300saVLOv7pzJ1KIJrpN++A4zkGT+eFMzlPGpMAZK9I1kSV3Rhc4gm6Rp+/BCXI/1Bx529mUVyUZfetmhv59P1YhQFsC+/A4/taRhYF2FQhMlpSBpv+SU1h9HuOPL22M046AssaZWqJgpALv8wUsYYGv6R3q4hOfei+sT/Nvex7iB0efIZsv4hwt0HXbBMl7ZxAaCo9oeHgaq7eMnMmz/H+b7srrYsy+xujgzkQZ5cZZMpSvIUp8xSMlbv6nBwGwMx79X95FmHTIXLmG4rYWxkUhUHGX4paVpqaIV+8ujIE962MfGUdOmGwE3ZciWD0IMeMkFkUPLQT+oOGAs7Jlk3F1fArVk1jS6I1lqEf9NvsKM8cK98AUomLYDkOF7domhqCBCka7NsI7DQEuKw5y22S86UMO+oQNwwHsKqP/eAoa6FC5u5IueEXlvZH1QMIgAcejBfA0eAL6kvCKHfRMnaL7Q4vbd2oQQDwOi0Tm15pKwYYda/nEn/4aJ6bnODY5RyrmsnVkCPmfLbb6c8SzQe/eunUr1113HW9729v41Kc+he/7vOMd7+C1r30ty5cvB+DEiRNcffXVfP7zn+fCCy9keHi4ZXT7qlWrWLt27X/NQE8DHQN7B03oTcf5zB/9Mn/0qZvZf2ISKQznpdYaZ6ZM104joIQXEjmZxT1pjIpCQywRYceF62t9jZ6YwbIEQUN0k1UShK6J6AqjknK3hTsb1oSAPaVJ3x2g8Wvp0+K4oOfJCBt/bQ03TR4mSMDMFnAzRmEXEgILkidpGUEXOTCJO2Y4TP1lScpre0wxGZYQPhJi6wqcDs0mQLIrzvOeewZbz1nFFdefRTRmrM1/8KtXsaa7m480VI2vQktBOSUXbFLCuE3ujH6K28vEdk6Q2Jknc1HapCW3gtIkKjznKmqTDRViqrmt5UPPvgARWuRWzfvTl4LSgMDr1liBNvlzgDslmHpkkJkn+1FFSZUANb8vzsQtfax880l6Lpnj1OODzRsqv+JUEYLM8wTdty4y01ojiwFOSdO9u8jsGS0K+VSKxjrziq5rQL10C8EPjxkefcfC64sTb1ExfT6CiEDZzUVGVQSsgiZxnJbF97TSRMfK2FmzE/K6Xea2uOTXNbwkDScVBqFrz5JDQfghzlSRyFSMMG6hJUQmPdLH2hdMfdvvXI2Ugv7BNP2Dv8CFVVpB87OLLugY2DvogGXxNF+86o28496vczA7ZWS3rhhw8xZyNFKhJDM841XDrkDQHYuyY8XyWl/HpuYqmUUNf1wNdFfaEYSOrhejBMp9gnKfXcs6q7aNOQ6XLFvBT3YfQoYg8pWMIWmuPbPJpnd30CSPqz/Prrco9RuFKnmoTPqQh1qiBgw0OD/Lp2Mghv5IlMsu2siODSNce+4mIo6Rj++79mpWyxQf+e49LJAGCiJz5lqNR6wypI8BShO4gnJfxci+yLCrMihxTKP3FhZszIWC2HRISWv8+VQsQpDZCMrRuLMQPwlWaKK4IzMh3fuKNUexACKzIamjHjNboxQHbSIzqkbjA5g6MJXi2aJsdmHt505DqLFCjZ0NDU3MPGNL9eywoWCp1kaW9hHjlF8wz1sbJ3bbPU7D/aIUMoAa/a4QKNfsU8fPsypURPPHockvl+hTAjsXEkQlxTMijF+drDdqmFoVO42ofAFe2sbrksRO+YhQoyyB9BVuvrWxQWt42+9egxCCwaGuX3wqt/n4b5Tdr3nNa5iYmODP/uzPGBsbY8eOHfzgBz+oFT49evQoUtaNRfl8nt/+7d/m+PHjxGIxtmzZwr//+7/zmte85md0Ax108H+PLnc5r1z1d3zvxF8y559EICvyWXN87xD3ffdsQKB6EhQv20jxORvMQiIlAz1JNq2vG5eOzs42/1lpjbvnZE2mukeKOMeK+CPRihNac9Z542zpH0eFIC3QCtgO7hviTEwM8L09ExS39nD4L84j+eQ07mgB7Vr4fUWSU7FKhFk1+l2BlJSToFzzXWJtlthIgdA/narQJgPL1BARiPmBfvPQO9DNJS8+n7Ou3MZlr7wYt1I884aLrmfzzRlu/MDXF6wz1WA0OZ1vEsvuoSKDNxw28/SOJDODBYpjCVqS0FcQdBkhFH24iP1PCzmkZc6n57v7QGmK2+dxpUpB/MkxrPuO420YIlwzDI5FcRCYnSN5295axLYA9GQGa99J/PM3oIZ7sI5MILSmdMYyAFTMrsluOZNfbMthisUu70WGYBUUYUwsdJQoI9/jj9YzrbTShEGIvG4Tk3GNLAUEPVGcvKDnG7sWuWL9fNIJiFTTGwThjd3I6yfgPVPGWD4/PkRIkvtz2N1ltG3hJwT5IUmQErU+Gj+LEy7dS46k0rcGfcZqQldCOcA+MoEYn17YsHKJt37wVwAY6e1ipLcju/8rcOONN/KOd7yDq6++Giklr3zlK/nHf/zH2nHf99mzZw+FwtJOkf9OdAzsHSzA6qEevvRnv8oTB07y5MFRbCm5aNsq/uMvv8v9arrJv26isM26/NI3XVYzKgMkU1GU1mgJ5S4bZQuUI2spV04mNH2pikKtdcMyKeqfGsJSyPEb9/P2P76Yzz35OKUgwOsCumBzXx9Hd0+SWy5w82DnzZhUBLw0qJxF/BlzjeK63lq6mDcQx50stPfEhYLuF+cZ2LSHk59bSflYZNF0sUzR4/6DY7zi7c9tmgelNF/4zoMEEWN0ln49yiyIitYRAJXfo7tc0nfmCeMFMhen68aLRigTMdi1K0RHbPxu1xiH22wKug6F5JdZJkoAasZrMIaTwAZ3wsYbCEgeBPWwMNaQxv6U2Zgd+9fliJRi9JFhvASEFfotOWWj1ptuvRGF3xdiT8sFY6qmHNpzpuhoz5OGXmd2Wxxt19taJU36QIByZJOBQWnNqXyRnnSilhFglRVB3MYqBO2floTyYNS8Q42NBDj51sZ1WQxI7Z1D+rXEQyITZZKH4VgsRX7tQlqaICnQQrd9FuaagrkNccLtiQoPoflb8PpdcgoSJ/0mTrlkKspvv+tanvv81pXMO+igg/+Z2NQ1yC3X/SYPThzlqemT2NLiiuH1vP+mH3O/PkrYsCtulGVvvvg8XKu+rqbjlaqk2tDBaA26we9p5xRuJsTNmjb5YWmM61CXT5UPLwh4anqcNz7nHL74wJN4QViLVN46PMDoM2P4KQvLUzWqFG0JVETWZYDWdD9TMiw1oSYy6VHuddqmXguMEd9LC1OE02tTM8Z0TmnvNAdPPM3bPn5+zbgOEIQhn7vjkTpZtqjfl1OgZXR8VQ4hjGHdKhnjbyuPfi16XUFsHNJH2hcDB4jMKvyErN23RhNG6lkB5T4IktC1F5RU9DxTXCDLRGV4PU+XCN0YkVnIDZsCsQDlHkHyRKWxVY8MX+BsrvQlfTM5kWkfoTR+2m56LlqCX1HeG/daSmumpwuIWN0fE8SF4WBvExXZyI3vZOdXRhPkVoqWxnVZhviYQCrjVPfTNn5XGi2pOAYWXspL057zuHpJBCLQRCcC8/56Chsjv0Pb0NY0yu50d5x3vud6Lr5ic/tOO1gU73jHO9pSwsznWn3/+9/P+9///p/DqDro4P8Og9GNvGnd5zheeJzx0l4s4bImeSF/+LWfoINRmixaNS4yeMP152M1OJW6olHjXC/4xJ+ZxZorY8+Uase9FWliOyX2jIl4X7XtJFv6DeexrGwBRKW70C2xZs3dvDH2y/zHk0/h25A7tx+AMwcGmfrfd+BOeITrhgiGu0EK5GQW58AYbOgluHgVaE1q4xwAthsSTZQp5RfxOAuBUwDpS8pruokcmll0DZ4enWXnPc/wK3/6qppxHcALPH7w2C10v9VB+5riPSHevsb9T4tLN9h27RdGSRfnKI4mW7Q0sldbpuYY0y5D/7qzdZ+YPrvuOERxSz9UM4yVxj02hzNhHMyRJ4+hD09SvPIMiumQkc/sgVAvlN1K4zy0n/JzNmEdnyR/wSrCfpOpXt7QT+KhY0331yqQsBpaEWwwhvlIRuPpSh2YBtlpzRZJ3bEPe7Y5k0ArTfmewxR/99yazuqXFelUFJltTYmmAWxpavitWdZ8MC/RHwqhtJCKTacThOdsBMfCzQFCEZmD+HjI5Nk2XvfC6PtgKL50ACXA5nXongR+j2vsCkJQXteN++BBnEMTTef3DHbxrk+/nXOff9ZSvXbwf4ne3l7+4z/+o+3xNWvWoJdgdVjq+M8DHQN7By0hhGDHhhF2bBipfff7f/3L/OmvZ9j96BGkFCilkZZEhYrLrz+bN7zr2qY+rrh6G5++6V7yIxG0JSovvFmyYqd8ep42qT+Ni1i7RVEpTWauyPZskvt/5ze59/ARCr7Phv4+dn1vL//0wBHGLk1Q7hKUexp60Jr81h7sgiS5c4KwK1pT/orre3Arwm3Boi5ADkPsvBBhhQy/+jhH/2F9jfuzqW3DzxMTWf7gD7/I5z77G0SjDvuPT/KHH/0OJ/2C4e0GiJlCYk5OLc6tWuk86E0TOzDFss+PMfqGYfNlNcpLaUSoWfHNPFu2rOPh4hSJMbW4YNEQH1fkRyQ1i0GjAi2MUcKZsUgeKVfSsNtvHY58fg3OXA53wMFPJNCOQPgSecxFrTKR3rPXlum+LYIzaaFrBILm4TvjBaxy3bDQvatI4oSisCKKsk3Rsyr/nEBRGNCU+utLl1aa4oBN4kjBGNW1ptzjmhpkuvX7lVkXpzRQMUxUUXG8RFo4rwkVqT2ziKA6jgb4sPLrWQ6+uQuvrzlCQ7mQX2EiE+c7Z0JHk10P+TWaMGpogyLjFpFxiQhN29KAQ7nLIjYZEgkEv/3GK3npy8/DdZ/dS/ezIVWtgw6ejRBCcNHgai4aXF377u9+6YW85cZvsGtsHFmpCWJJQag0rzh7G2+7tLlmwwvP2sTnb3kEt5KdqwCvYmCPToakjjYbggvLZGvnL4bKayKX54zVw/zkqku4/8BRSn7ApuF+7r5zD58rj6EkhrIk1iy7k0dDoicKTJ8dx52uc4qm9xWZuNhpfc3qeiAAaRTg2ARt2poilJFZn7G5Wd7725/jn7/2DhzHZvexcd71me8wl6sbJ+oKeD2du81DQFMpBCuN0z9IUBdAVTsx4PiSc/oG2bd/FHspamhtarf4CSNNlAuF5TQFcIURyI1A79NBS0dx9boa6DkaMHG2SylteOAFAuUKCgMQnzDvUhCVpj7KwsAyZFnVaFoE4M4GlLssgrgxpiu7wpNe3egFNBXKq1Chm4KlDiAFVqAQgVj4vKq/K0VkVtcp3hqmtdi/UNkWIcTHaBinqFP2aE3yoEVmS2joXRqgooL8cm1qpyx8DCbS36p2I/BtgfAUbi4wzgTMPSkBsRDe/nsv4PpXnI9tn14U5y8qOrK7gw7+ayCEYGXiHFYmzql998F3voTf+euvcfDE1ALZ/cqrzuY115zT1Mf1Gzfy3b+5ma47TyAD3bRm588ZJnP1OsOpXQmS2rzuZNtapQrFrD/O689J8r8uejv3HjuGF4ZsGxjga0/t4j9esoahT+/C2XUU96mjTefGHy4gSj6FC1bgpP1a//0rZji+p01R4lBjZwIszxjKiztGiBycWXLeju89yR9f934+/cTfYlkWB3P7+cS+fyT95wod2CCg97ddCveHTPzvMirTvq/qNIQPeMSukfSeN8H0I/0VoVkX3tJR2Fs8NgTDjP/Nj7Ez7bONBSDKIdGDM5Q29BpanvE8PTftbbom2SLWgeMkylYTB/v8vjQaa2LcOKZtCX4IjoXqilHaNEBk70TjlgCYZ1sR4F2yCV2h8xVAJKNI/PiAKfhuS+yZAvapXNs9jjVXpuvWw8xduxYA5UqyV66l6+bdC2wq1d+VELBtLaTrTouaE/vk5EI5G3EIz9sElqzJ1CpkAAOPB4xe4qAizWcGPVGKm7qJ7ZtdXMbsO4R0XSIDvVirByiNGG+/d8E6gvWDRB87hjPUxTv/+OVc95rnYHVkd1NfHSyOZ7eVpoOfKxLpGB/60m/z4J27uf2bjzA7mWVoRS8veM1FnHnhugURYj8+eJTcqroFUwiBUCC9kJ7dRmmt/ZHq1sKkEVIKHn/4EC98+blcu2lj7ft/uesm7GzI8I+zZNZHya90TXR2qHEK4OTAX9HFzEi6SbkLemNkdwyRenLcpC1VBiA0+N0uA+8tIirrqTvokT5nhswjPbQklxGAME6HiYksd975NBdcsp7f/OBXyBbL1QmoNdcW+Kn2lc4boZImGr7rkSyxIyVmn9NFYWMMFCSeKdBz3xy/+fuv4NSGNA/e9ACCpbX07t05eh8s4SdsMpviFFdEm6MBheGadXJLlD/RAiujieYC3OkS6X1Z/C4HLQR21mf6RRHyl9ioKEy/uIx7ShI5bEFJEqY0pU0ey/7VRxfr74J2LXBd4uOt+U/jEyF+UtY4ZO2SInKqiJ8QlLsi2KUQZ9rD63KwvRCrXO9H24KZzXFyq2OIskZK0I7JAHByEBtVWP7CPIXIVHnRDQ8Keh8pMXZtYsHxmS2a2EmwKlGbshRilQIigSY2BrkTkpkdFuUBSXFlSHkgJPW0g/QFaLPZKacU1rE8//ynX2P3nbt53TuuYcMZIwuu9azBsyRVrYMO/l9ATzzGl3/9tdyx9yA3PbWb6UKRVT3dvOqc7Zy3cvkC2X3vE4ex63ZlE1AcgAwUqaNh0zqoJASpxbmjLSm578gxXnzGFq45oy67P/jAd43shWrot1GkAoUzU7IDq+IAAQAASURBVMKdKiGUpmtfEd0QpRed9Ol5IsfMWUmaLL+VaCpd9R1TMdxW0tabKG+EiT5OH8gjlDEmjB6f4Z47n2HT+at460e/SqHs14fWgNNVLqr7Dcsz86eiFf76SmaAVRb8f695HqPHZzkSjJ1Wn15Kk11TMfNX7rNpfMI4FdzM4nyoAogWNeVBaQq5uhgnMzC3WaJtRWIUkAI/Jo2zQJnCpGFU4sUE3QeaHS1ej4XXuwgXuw008MxqCWFUY/lmjpRtitq6M+b3+ROvpEIIgZcyeyi7VIkQl6BUWNHkm5VgJ0vF0bBQegtM4EdkSlJcvnC/MX22IDahazVkvJSk3CUN9YE213ezCss3QQ86ahH4GitU+AkbVSnEqzzFP37ydp54+iS/8obnsG794IJrPWvQkd0ddPBzQ19Xgi+871e58+F93PrAHjK5EquGe3j5c89k+/plC9o/9Ym76LmtTulRXfX8/jiZq4wxlEqth0jUJ9W1OM+5xOJg7im2Lr+I6zduqn3/w/0HKK5McuJ/nUXXj0+SfGyylt1bCdsivvMUsV2n4FeHoJKNluotMLR2klOH+uZdSRA5lsXNO+i0MbAHwym8Vd1Ejs4uOsYwUBx5+jgPff9x1j5/hL/f+9f4qiK7GzKhY+dLhj4cYfQt5cXXHgH6hJFt6c1zRIcLZPd1UZ6IIixNbCRPan2Gd535Kzz1f57keydLtNZW69CAe6qI6g+xZorEHzqKLDbLaKHBOjlNYs5ePHNKQ2LGxw81yfsOk3joKEGf8eDbk3nCtI2VrRepE4B2JV5fnKA/Qf6cZSRykSYHvHVkAvvoFAvzsNvPUWlDD5FphdCmEHv27C6QW0ndeQgrW99A6oiNjrjIwQGwHFTJQ8UdVFRSHBIU0mWG7l0YGKhGBmrG9RaXhxCSJ0Iy6xbuOSZ/aR3LP/YUVt7wGOrl/YSrBiERNQ6mUzNYR04h8iU4Noo9NYsT3UxoK+z9p7Bm8/gJyew6hz98+kHuvCnPb11+Eev7e093hn7x0JHdP1d0DOwd/FSwbItLrtnOJddsX7Rdoezxie/du+B7GUB8NGiZcrwUlNKMnpxd8L3vVSp+lzS9u4qkD/sUhqL43Qu5SnVFR68phMtTTPfHiRzPYGc9tBQU1ibQOyQb1jfwqVmYQmy+MgbgWp/1vhsuw9337ONwIUe2WEa14pAT1ciuJSAw3OIVuJM+g9+eXNBs83lrGc9MgV5KzFeE+GyAnQ1x5kISJ8rkRyKcurLXRMZXd0cVfr6lnpMAfu3d1/HPN9yMUODOmI1NcchmanUaPa6xYqGJJowJMuuMVcDtKWG5MPVym6HPBjUe1rBSwKWd80EDkemQwjJz3CqGzG1LUQ9ZF8hySHpPDsoKrztCGHcq0XgClTDRAVIKZNbQt8iyJnnKnKvEwhR1Z2Zxp4XQkN7jtTSwq7hAiyI6sHHzhsJGY2gQgphNZFKw7BbN9LkhmTMsVBQKawKSe5zK/ApU3Ca3uYv8+jQ/eWAvD96xm/f961s55zkbF1yvgw466GA+HMviBVs38oKti68Zc/kSn/nuAwu+t4sQmWshX05DkIeh4vip2QXfe36DgVZXCm16Pj17m0PMhKZm/K2uy8ljZWKnPPIro/gpy/BfOxalAbeJzsaknCsi0z6howniNkJrnEyAO+c3KbJSCu770TM8lJui6PnG8NzqdoVAOcYw3A6N6eYAUoFsQRm5fc0wo8dnCe3T25AHcY12aAgLM2JfVOU2mP3KaeyxLCH43Usu4R/uvdc0ruxJZFngx2zmVmvcvDFihw4EUXPvTt7cT365S/JouSGCvE1WQRXaGMapcOwKDYlTdYO7wHDHl/rAT2liEyZIQqiKEd0xmV9CGkobP6mRniK9J4eTCygMJEzgQkOwgL0ETadA4MxCcfnCY2FcMLVVkj6oCOKSIGlRpaGLTAdIX6EcSehIrMDcRZC28SJWfR60RrkSPwE/vnsP992zj7/5+9ex/cyVSzydDjrooANwbItrL97CtRdvWbTd1OgMX/27m1oeK+wYXnxtboMwCDl5YAzmrY9eaGS3PxBj8lXrKVy6hp57Jok81FxcUmhQ95SRz4nUjN29wxnSvXlmJ1J4RQcpFbHvnYJ7PTIvb7At/BRjtWyLe771IPu2RwlUgG5hARS2ILrdInaxpHjfIrqyBhL1a7tdPn3nL9S7NybXsFM8RdDlIhtoeFpBACoZBccm7E+QfdEZOMfmiD81jjWbR2aMoLLnPPzI0sYBR0he8Ucv40t//S0TkHDK1JkrbE5z4h2bsXIBiZ2zyHKINxSjsKULEMSPSSxPUIxq4uMKrQ19nn3w9Bz81ekpXrGJZCGFyFdDDjWhC9kN3eTXb6frR0eJ75xEBAopbejtgUQMKU0Gv531KQqFe+9xug7karbfpsj3wZ5F3wEBxMYVmXULj4U9UU686yxGvvA09I2g+7vMgVwJOTaF8ALUUA9iKoucy0GhiHv/HkSuWIuql4B7NEP6x8e59dc8fvjMAb7wpldx5vI2GRgddNCAX/yS9R08K/Gjpw5SalFRWobgzoULFb9qMdVF+tTA0/vGuPW2nU3fbzlzBVbFI+8nbcqDMaPMlnVzxFpDT438TNq1KK3rIXv2ELmzBiltjLH5oiO1dV1rUCVJ/vFURbnGKHBS0MiFV+tPQ7kc8P37drc2rjc2VO3GaCC0IBj2a46B+ZCWZNWW5Wy/dBMXbFiJPeODFy7aJ4CV9yr9m9/jJ8r0PZY1RegCag8ijMgln8myjf2UL+rhee+8jHRP3bIxem0abQkQkrDkEBYcVNmmuuz4mQhag7dMUh6xqYpW7SwslNY0JxhnCpiiaF6fW6fMqZynXMnc1hTeyhQ66iKVQIbg5DXpowE9B/wKv51pH50FXTnX8KXPD507DUfDvGB/WQRnSuCOg8wryn1147qXdigNxQiSNmHMIkjapPe59DxiruL3arTbcM3Ke6YtwdSOXnyt+Zt33UjgL5Fh8AuKaqraz+pfBx108LPB7Y/uIwgXKp/SAye7cB0UIdh5tYTM0TzxyDFuf3Bv07fbNy/HqhhDvYSg1GtRGnQpDkYWyp1K/43fW54mfaBI7+M5uvYU8LsdVLT5HOFrotMKqSA24ZE6UiB5tEhk1l+wdiil8b2A7z68m3AR2a2BIHKaQTxt5sWSgm2rh9i2aojzt62klAQvscQeSEJxaF6UQNUnHgqoym4B5S5rSdk9smGAfjfOq7dtJx2J1A64M5XuLYGXNlHbQVyaLAAgMPS9BHFJqd9FVeq5BLElsvIaRKvQYJebbsN8hhAb03QfhEjGBGVIZT6dIrh5ahmPQkP6mSx2zuw1u58pLeDlbxe9Pr9NI5w5TeKoJn5U485ovLQkSMgKbVGJ3qcLxMc8olMB8TGP+IkSVq7ibakWBxYNexJhHlIxbeMHIX/1vm8TtvgbezagI7s76OAXEz/+8r1tuYe9kVRt/a6iXHLI5yKLim5hw+0feJwHvvtI0/c7lg1jVda4xAlF90HQQ32Eg10L5E7wpTxImsZmuyH9I7MsWzPOYPwUzi2z5J63oXZco5G5Mu6x2aVvHNO3X/Z5cPo+1CLx5DrQJK61l5TdImratoJEckZ6Ayvjw5z9vO1kt/fiDcYW7VM5Ft6ankoHFR14RZriZevxnncm5cvPQCUiCA1BT6ytzg9mH7Bmy0qWnb2ea996DfG0EchawKk3rAMhCLtcMs8ZZPaqZRTO6DY6soTyoJkbhY+18yByJm/uN1M87aBH/6w10NNdW7+r50kPunfmGf6Xx0k8Po7wTXS7LpXg8Ak4dLxm0NdKE3ngENGDuVofC65/GgXt5bxH7c4EJI6WiZ30cCaKhGuGjHFda6ydh3Du24U8PIY4OYU8OIqYy9V1/5zJ5mi8LwFYOY++LzxNuezxB9/4/i8Ev/d/Bh3Z/fNFx8DewX8aYaB46IED3Pq9J3j4gQOEDZHW09kCso2iVY1WanesFartlSP59KfvbFJOXvzqCwhVxXDZGzXKlxA4BY1d1PXIt0pPW9cN4VS4tHSjn1tq4tvmOOeaZ0h2m4VWh+biEzcOo31ZG8xia4uUgg0bBuvUMO1QLfolWqt/Go03HDD9Sym8lS5azIuIsyTJrjh/8rnfQgjB+RtWMBCPYxUqil47xX62uKAyuwBS+/KIyjMUAabgXFi75da3ADzuZLjhX77PF44+w+7XdnPFnz2XX/nbl1EechZZYQQ6lChf0nOzwMpa6KiDirntX4LavIDwQ3ruO0UQb9NYCBJjAdJvFtzVTyevSY4GhJVatLbX3KamcFcdDfHFN2RaQGnAvFOyBMk9Fl27HZJHbBLHHbIbu0A5KMBPOYSJhoKADU6a+DFBao9RxoNEiytKgXYkxeEos1M5Hrj96UVG9QsM/TP+10EHHZw2vDDkR/sP8Y0nd3HvoaOEqi5PZ7JFpFy4cFfXxfl/bgKjYLePWjZFvd0M/OMX72pyOv/S9ecQKo0WUK4Wq5KS2e1pcusShue62o0tWH/paixHgmj+01cRyeSFXfgp0cSvDdC9z6/JWS3FkrJ77cYhciVvkVaVPYy1iKjSZpNglw39WI1svHodIehOxrjhzdcDcPFZa0ilouRWVPclrZFZL5uKf1cHoy3qO5nQ/MuudhbtSwD3OzO872u3852f7ELkNW86awd/cP6lyGAxI7lx9IbSBDEEcUm5L0KpP9L+nCq0iVAvDhp++lZXEVobeiLdWnaLEKyiKXweG/Vw8vWAjchMSP9DxmBQ3feFkYa5aTkkTRAzx52MZtntihW3agYf0Aw9oOk6oirFfDWJE2WiU0FtPI3/nHxQL6ze6nJCgCXwXcHEeIZHHj609Hz9IqIjuzvo4L8Nnh9w15MHuem+XTy851iTPJ2dmENabZSusOWixP7dK9peS4fgjcPMHYJ/+qMvNBkW33jOOYSVGibpw5XvpcC/cCPhxuXoBr7q8IBi7aOrkMIy+rPSNeO1nlBkPmkx8/KzUV3GO67RCKVJ/XDfaRvytNasOXMlZbWE3m2BTC6pZuL9Ux49GpqxNty3QNDjpvlfm94EwHNefgGRwRQzL1hd25e0QuHi1dCCw9tPVIILuxN4l52BjjjE9kyzGOeMUPD0E8f5yP/6HD+86XHs1St51f/3al7xhV8n6I20Lf6OgDAOoR2SvOsgYi5D5O5dqGPH68VXl4CKRwjXDramXNOayH17kVlTL6cms6uTkskRzE4y/jyb8fOKUCovToWTKcyz3zRDC/AqxdndmYCRWzOsvDXH8H1Flv+kwMj9IU45CVojnzmGGJ2ujUdUnfSVcS8GocGeLRN5ZprD07M8cvTEou1/YdGR3T9XdChiOvhP4Y5bd/LJf7yV2Zl6/m1Pb4Lf+b0XcOVV2xjuSbVMrwbwumzc2daRt5q6AV40fAcQxh0QgpmZPF+58V62bV7O+jOWs3xlD7/57uv42Cdua/J4Vg0CoQthzHQkAng8MwFpjeMJdMUWbRcU6bkSg2fPEInUlevCwTiz3++jtD9eG0vogLVI4LBSmuJohm7XJV8st40OEMD521by2hecx1/8yy1k8iVsSxqDg1YEy0OKZ5XBkpx8zzJSd2VJ/yhLdFrR3Zvk+a97Di97+9X0LTNecSEEb3v5pXz88ZtgziNMOjXeu8rAsGaKWJnWqWwy0LgzPuWBCBqNk1UE3S5hwiZ+srjgmQig1OMQnZV0HwwIIxZ6Z5lv9T3FxW88o/0ENcDeGaOYtCieAbKk6N5fMhtBi7YGG6E17niecld7Y7wsK5xiewkggNiUYm69xs0uZNUXGgiNAAcoD8SITrRPARQashuiiBKk9tgLotmFFnjdDrlVYHvto/wEgtQ+yG3Qiwowry9KaqzE4b2jPOe6M9s37KCDDjpowNef2MVf33EXs8X6ejacSvJ/XnAVV29az1Bvssng3oggJmsFqRsRH1P4qZDCMqtWLBowRmUFyeNmjRybzPClWx5l85pBNq8ZZN2qfn7jVy/n49+4u1kplILcmjiFFfEar2t5ULN/ywziwhjdTwW4Jw3tWKnHpZiKIlzZIKAMb3bPHg83V1HkgTBq1x3QLaDQHBjx6D4ZZaIS2dUKQsDl29fx8h3b+MC/3Equ6DXIbl3j9haYLKvQhdAV2I6kNx3npZecwWuvPJu+tKEUs6Tk1194IX99x0+Y2QTpI2FTwVNlw9x6SW5le8UZYeSMRiMCCJIWM1uj9OwutZTdc2tc/LhNbNK0Z9Tja8cf5wWXLk5DUEW5F4ojxmBgFRS9u01AQ5CgrXzTAvwuFi3mKhTIxZRuwPI1WgicWW+B7O7ZWcKdDpnZHqW4zMFLgZtrbzwQCKx8CTtjsewOEyk//3qROYVQmtiEv6hhxs4HhPF6Nt4CVOhipKc5cniSCy9av0hvHXTQQQd1fPXHT/Cxb99DtlBfQJf1pfmT11/NpWesYWBlPypoLbujB2fIDSYWGF8PPrOc3r4sK9eNo0KQ1cLNIYR5eOadFsqHo7tP8O2v3svq7avZsnaAc4aH+Z2LLuTfvn3/vMgviX15H32/q4n151Flycl8L9+LKcShYfrSBVy3jFaQH4+QmUoRudg2tTKoOEODMt3f2IMz0V4GL4AQnEzFies0BdG+iqnQkudceiGbv3A2H/mtf6KYK2E5FipU9XowgJ7VFN42g/PyGM5LotjLXHqiXTx/6BJeuOxK0o4p1Gk7Nq990/P5yBOPMv6GrfR95yD2bP35qIhN/qLVlLcNtRyztqrOegGuTbB+GOfpY7V6qrUioMz7eXauNu2ZUxN87eBxzv/4y09rqoorQgrvMtkC9lRA4mQEK1Mmsn9ySYdGuKKPBUK3AjmZQWYXp8phYprZM5Yz/PGZpvtpBXF8Aj3cnvNcaMgPSpy5gJE7cgv1bsvC9hTMFhHHJ9rK7ja309xGCqIHZilu62PvxBTnr27vmOqgA+gY2Dv4T+COW3dyw198a8H3M9N53v+n38D3Qq64eiupWKRlFHep3yFxogzBvEVNGKVUgzGUV4SdciyUa9U2Bhr42zvuxntI4Pe6oDTxozlWr0swkatH0pW6BYXhhjRdramGtwkEXhSImuN+ykL6Eca/tZyJm4exkj6qLGFGNCmm2oLCkE1sTpu0+BZwMiVu+9qDFHsj6HXJ9som8JqrdnDFOev5/j/8Bj969ACHR6eIRVw2bxngn0/cy11j+811I5LoS0b4jfdcyWvXnduyP4AXXr+DL3z4h2Rmi4jZsqkwbgnwAmS2uKjiWhtUZX4QgiBqQcImF7GITJexs0bBDKIW5b4IQdIGBaVBuxahZ/uCu7/xDJx7GuldZdNGWSAsRX6ZRbRSNKUlX2CFVsfKFtEDqbaS0S62LEXbBKFNJHtjenj1GTel5ylQrk1udYLkkXxL50+5P0JkWpE8IBEhrVPShcBPO9jTi6eGy1AQGQc72370WpgokEjMXbSvX1j8LD3gHU96Bx2cFr76+E7+5Hu3Lfh+LJvlt772HT72qhdz1Y4N3ODeQdFbaIj2k5LIXGiW5obvBZDeFxKZUuRW2QQxw6/tZiAyUzdaauBDP7gDSlatZoYdCAZXdHGikK2t9yLQyOrlpQQ0kUmB85Akc7bP1EUONJTjck4onGlpSpBojVXW9D/tmcKcDQjjNlaooBw2p9JVtgeTF8f490O7sCxNBNGWWkRreP0V53DJltU8Z8dafvTwfo6NzZCIRdi4sp/P3/QgD+08WpubkWSK33j1c3jRFe0dz6+7dAcfu/t+8mmfqe0CJ6exyhDENIVhTjvCTCBwMyEISX6Fg5+UpI4aOhM0lLstcqtcSv020jMc59VpiE/DHbc/A6mlZbeuJmEF5hn7MYGTVwQJq63sNnVHDJ9/2/GrpRXe6nMRYZ2ySEtBkHYJki5SCvp2aawH8lhZj8KGJIXlkeZxVX52p31KfVEG7wuQfvtC5tHpYEnjg9AgfAXu4s9Ka00k8ixVvzqyu4MOfu744h2P8aGv/GjB92NTc/zux77Jx3/3ZTz3NZfyyd/7N/zyQnrW+JOnyF2wHMT8AB/Bw3dv4sThPjan9pJYExIWYOoHglNflfgT9bZ/99HvEZ8zwVgaEFGbzZv7GROlWjTS0GVjjFx9Eh2CqIiCbpFjdXmMew5s4NRMCkhVL41ICEoRTWnQrJ32VJGRf9yFVVroyK+p8fO+1FrjXbCer/94F32FOEOXZxDtlmCpef6mF7HpkrVc+vILuPvrDzB68BTJ7gRrtq/gxr/6Bk/+uJIZnNf03Zvkzde/jqsuv6xNh/Cmay7hU7uepLSphxO/fy6RIxns2TICB9WbRlinU3ANkBC9Mk64D0SVcazhfheVP/kCd37iNvi1FoTk86Bd86zsHMRPuVhlTWHHMiL7J1vK3ibDfqSxAMy84U9llzSaW/kQ95SHlV9anjKXpdAviU+qBXq3AIqJAOfAJEP7NCIaR7Sxtcjx2UVFzdK7nUq7ik0q5nRkd0d2L41n6VvSwX8XwkDxqY8uVNAb8bc33MTFl23kva9+Hn/y+R8sWIqVLZjZEqd7T6FG4QGVv1chDJ+nUmhXQqS5prUGZjbblPobpKcUFFYl2S0geUISndH4cSgsmydha4pVRTn0m8dVWGYRnwhxpcu5mzcyMzbH/hlT+MO2JZdeuYXzn7+ZVHeMzSsHue/ufXz5S/czOjZnhlEOsHJlZNkU7IxMlij1RwjSTvOGprJDiGRCPn3D9zn7X0fo7klw7UWbm4Z74drVjBbmOJidImG7nNm7HKvtrsHAcWx+789ezvv+4EvGfhAow8sa6rbG9dAVFIddtAXlXjPf8VOK+LjGi5kdTRizKIzEF57caGlpuMfIjED6pihZi5PA0gih0RFJsV+gIgKzHBlDffpAQOrYPC75Sv9yNo9QGqvYJsf8p4BQusYfq2kYb+PzkhotoTSSIIxbxI8XcLJmAxvGLAorYpy6LEoYg/R+uSjf63xqnnZwpyQybN+PO+ehlOaS559epkAHHXTwPxteEPDXd9zV5qixNv/Bd7/LA+/8bX7/1VfwVzfeznxFSltVORlUsr9EU8aZUJLIDMQmwJrHsqIxRTK1b0GVXkUIAltzMput1DQxRtP5xUOra6osa9JP2sxe6DfRj/lDAfaMRdxxuXRkhNzjUxwJJwBwHIvLr9jMRZdsIJmMsnHDED+5ZSdfvfFeJkdNFFhxmcX09gjFZUb+qLRRPq2SbrmeC+ADX72DG9/9OtLxKNddurXp+AXbV3NyYo7jp2ZJxFy2rh1GtkvbriDq2LzvpdfwB1/7nkm1Twn8FChLt92piwCsCp2KsgGp6dofkj6imDhbElrgdVtMdccWnlyh7qneTxVWEUjSUrZWZaS2zT4uMg2WD9qWlPtMn7KkK/K8WXaLELxuk92gfhaah9aoiETnQFuC8nCyUqS9MnBbEHZFUEmH+JiHXVQUhhwTFABYRUV0wiO/PIJQGjezRJ2Vn0ahXISHXvqmo4sv7RQo76CDDpZGoeTxsW/d0/KYrniHP/DlL/LN//OHvOWDv8Knfu9zC/RuWfDo+e4eZn5pS02tElQynrSg9Nlp9hRdmFUwvtC4LVcsJzFVXwQFoEsBuSfGsJfFCVMRurfOMHL1SXO8YlOuLoUx1+OSdQe445mtTSPTEQ2BJhlxuTw9QPFLD3O8Ylx3ow5X/vKlnP+CHSS7E2w4dy23//tdfO3D32X6hKH7CIe78DYvRw2kQWumHusnvWWW2ECpyche9a0ePTTE7z36E778phGSiSjXvPHKpvs89/lnM3rwlDG69yTYcM7alpR5jUhGIvz5dVfzx9+9FSEF5bVdlDGyObqwNqqZl6KHcyoHCoQVB9dm+AUn6LtgisNfgXBq0Uu2RPzJaYS/Bu20GK/WxE76uLMhyrZwCy5utnFvlyD/3E0k7tqPDlXtEQkNYTKCnS1Xxl1eRL6drkKu8ZZFie7LL6h/Um9h3s9iWhHELGITCqdSey2IQjmhSH3tCZJKIM/a3Na4DsBp1jtZ1LGvNOUVKWwpuWLD2tPqr4P/2egY2Dv4qfD4o4eZmTZpW0pCGBFmYVMCGShkoAkDxT986Pv80tsvpZwGJ0dzlLAN+RGL/PIE6QMeXQeMNq0liKlZ7JlcbZFTMZdwuBedNsbdwqCscV03QZpNRm5E4GQVpb42UVRQX0ElTTxn2hK88y+u58UXbMN1zZ/G+Kk58vkyg4NpEsl69bSnnjzGrTc/zqlj08hygJ0pLViYhYb03gz5dV2Uu+0afY0INZHpgMhMwJT0+ep/3M/bfufqlvO9LN7FsnhXy2PtcOnztnDDJ97IZz9+O888ddxc07ZI9iQoZAqoChefsmDikjSZrXFTjBSM7bugiVY2UlagCd3FI6mt+cES2vCrpvdoZrfPO9dSyHhgNl8h+Al7gaMDIcist/G6BP1PNBxUJnpdp+MEnoefsCpK78LnHMSWKmtm+lNS4ffYRKd0Xemf/84IswlFKLxlLn5vtFKcFrQtyKzWhPHKMPQic4UpjOfHjPFpfnRlI+xZaWhyFnRirhsfLXL59WcxsnZgqbv8hcTPskhKp9hKBx0sjR8fOEymZJSkKo2IVTZrlnJBuYJSUXPDQ7fyyjPPwL1wBn9nGl2oL0Syz8c5Z44gEsLDcfTTMbMOWjC3TlIaFrX12s5B4gS4WfN76Gi03SIqvBqWpk0+tAjaKzoCgVUSuJMSb7BBeNvwgV9/Adev24xrm4X81NgchaJnZHeizg9+/8GjfH7uAE+fC8pKE3TphZylEsp9msSJ1oq1Bo5PznHjjx7jt66/pGWb5QNdLB/46WT3i87cTCrq8pHb72XX6DgAlhLEbIdC6BNWLSMKYqfAnas7HzSgpSJ11MxLdFKRH1m86Kg7PwNfaywFbkbjdTXfu3LA6zL7NxFC/CQLUrIRAhUxjhC7pFHVSLmiwipqymkbCorYeIjQrYuZqzaib/44EeD3RIhMlfH6483G9YbxaEtS7nJxch49s0GN9k1LwezGGNoVlayz9lAWBN0WQVnj5BSW317ohJE2xphqhl9Zcc0LzmRwML3UXf5CoiO7O+jg54sfP3mwllFm2SGun4eDeZQvCQaThL0Jjo3FuWffZ1n2+ueROzxM7AsTWNP1BTrYGqP0W93Yy2cJjsQIx6OAJlYK6No2TeQlLkIYfUI/VSb8pyw8ZbzkorcbkYgv1HExcic6ViAfdxi6bAytaBk9LgWkomUGUxnGsw1yUcInX/JSrlq1Htey0G9+LWOHxynlywyvGSCWrDuH73/sEDcfn+bEBRvQ5ylTj2RedLj2Jfu+vZ6+F5xi2YopLMssMqWSy9GDg4ye6EOKab702JO89eLzW873snVDLFvXgtJlEbzy7DPoikX58I/vZe9ExaoehVjcoVwKalz5ohyQuPsQkf0TDdQvAvucJD3bPUCQfIHF3JfDWg2004VVCum55STTLxppkoXx4z7Dt2WJzCqULclu6zFBhg0PVAB6qJfMq85FnpjEGc+hLYm3ugdvRYqBzzwMgH1simDbqpYCU/WnEM8sPU6/2yVzZT9dP2rvRRCYLO3em/Yx/apteN1WjdXAnszT+5VdyECDay9qXA8jguKmLkh5RI5msQoLsztgcf+5FqBdi+KZ/bzuvDPpS7QINnwWoCO7f77oGNg7+KkwM5PHjwtmNzgUlttGaipNZFqTHDXKh5Pxue+evSSvGEDEBKEXkjgc4M6alCBlQ26FTX6Fw9zWKD2zAj/j4ew/CaEyC6uoKOpFD/vQGMHqQVR3kvzyxQznZiylPom/CA8oQI3bbN7X45NZDu0fx+mLcNueA8wUiox0p3nxcIpEpc3jjx3hPb//H7XCJ1aLdLzaZRyb2IRHdMqvRUpLrx4ppZTmKzfex+M/3s31r76QK687k7vv2MXk6Awb1g1xwVVnYLUojLIUzrloHedctI6xkzNkZ4sMDKfxSwF/+LpPMH5yFoXm5HU9FEbmFUQREMY1k2cK+p80afqhWzHIzJstjUa5oB1d94RrbSK0NKSOArZmdhPmWQiFTNbnSszZ4LdJwxeC0oBNqS8kXommMAYEKHdZ5M5cVtvd1aIwGvpRrjAp64U2xfe0xsp7qEgC5QqKfRDJtHmvMNcQvkD0zJF8RmPNgbIEhUEHvT5S21FqoRcY2avjRmIKlEbN9e2CJjqtm6qga6qRiJU+GvmMK5uLrienufCSTfz+37ym5VifFeikqnXQwc8VU/kCGt2wFoGKgp3TRKeMwbHUBz84+jQDfZrIGo+we4bcsSSeY4GtsaQiKSxisQBxRR7f7yKYDJnbUlnjhDBOaw1BAuY2QXo/uHPG2NpK5oI5T2jDXy6XCDbSQuNMzzOwA6NzGfafmCQacfjhU/vJFEqs6Ovm+qFUrc1P9h3m7Td+i6pTNoy3X/Od3EK50gilNf/0vft55K4DvOyas3nuJRu586G9TM/k2bpyiPN3rMFqV3BuEVyxcS1XbFzLselZMqUyy7vSZIMyr/nKlxnPF9BakzxmIs0bxyYAEQpyy2ySJwPi4yGFYYm2WtO1iBDs/LzvKuLZzWEcyhWqGGVDubeeq+BkaG+UFgIVFVjZkEjOPKNq9kJsIqD7gAcayl2K8oC7cD8nQQmQqs2z0Rrha3REoKI2pYEYOrqIKlMpIj5xTtzQDQkzdiev8OMSIQRatqaU0wLywxblnqqjwow3OhmQPlRqcpJrIEjImpxuencqe0V3LuDyyzfxrt9/Yfvx/qKjI7s76ODniqlMnq6+HBvPO8Sy9VMIC1QZxm8SHPu0TV50kbtqI8+M3cN4eYjg2h5mr0qh85pYLMS2FIXQoYyDbSvcjQWCUpz4eJHu609VMooFulTh59rmYv1DH+o9U6hHPaye7kV0I7O8ucUSieWLcH8BSsFQOttsYAcm/QmOF6P4QZRbju8h65VZm+7lJZG6kfuuB/bxJx/6trmiEGinfZXxQspm5pkRDu5fRizmoZSgWIhQPUFpzd/efRe3lZ7kdWvP46rejdx102NkMkU2n7uWc85ft2TGWSs8f9N6rt64jqMzc+S8MiNdXczMFXjrP3yF2VwJ5Yekb9qFPZWfR/2iCR/PMvq7guWfdOl6rU3mmyF68elsid7vn0A7kpnnGx05etJn1dcztWDC8lDMOCZaPE8BWMKmdMYyijvqsss9nq23KfvYzxwn2LZygewOe5OoVAyRLbZ1WGtAxyTlDQmyF3aTenC27b0IwD45x8A3DsDULKJkAu6aMsGD0NS7mXc/yobJHTFyq9yKDt0PoSLx+AR9Nx9CemrBtRrHWP3d7JclE6/ZwovPO4M/vrY54+FZhY7s/rmiY2Dv4KdCIaIYfU4MbVE3/ElBuQ+8HkHPbo22XPRcmZlMkfjxkOTBMl7awRuoR4DHZkKSx4pMnB/luS/fwR0fugVCZaKTB7rQVa91yUNOzmEdm8QfiBMkWguGGgQovwTiNDyMLbq58dM/5gvOXcxucgjjdcP2B2/5MX94zeW86ZJz+cjffh9VrSyuNfgBBBVtU86LGKuklgkNltd+RTqwZ4yP/uV3+MgHbzapzlJAqIj/+dd459ufz/VvumLp+2mB4eU9DC/vqf3+8Zt/j1u/+hAf+faPKKyMtj5JCIK4pjgIiTHIbgiInbSxi8a4Ye5HEMZh9swAAQz+2DJG6FDXFl4tIXUQEsegsEyT3xoah3z1tcks4ThQmvxyi/h4WFvLvaQkt9qtjbPKncv8yHGtccdyEI8aHvpq+8qGQJQDAisgjJkxBHGILMJ5XkXsERtr1jORlEqTPOkR/5bHsRclKfdaeF3gztYVa42J7jTWj/lzDAVHkBgznPO6Mjdeyow3JCSSCbAHEgilWe5EOK+3l1/6nVex+exVS461gw466KCKUhjUeLPrtF4QJCEXh8RJTeyUoLCixJxXIHM4ScZzkMt8LLvuGM34EbLHYgyMzPHSTRu4MboHbYE7J4iOg1Opex5EoDQA2dXQdUCDlEtmFcmFtO8L0UZJ+PAP7uFjmfuQoagoYOZqf/PNH/GeVzyXV19yFn920w9rdV5qyU9BRXxYNK3Ror3fvAYlYffBU+z+1K28/99uJTciQArEvZrez1j871ddzbVXbz+Nm1qIlb3dtZ97iPH9N7yRL+/cyUdvuQe7XQHvinHbT0rcnCI+qigsk+a513gBTJZAdMpEZlcdGvNTtd2sqVESxCC7ourNNhPk5BaP+EZr/LjALuvaowod6N5fiYgEonMhUnmU+pz6ewmgwCqGhiKQ+phrynyIMWJXnNp+TwS7vLi2JzDvpZeuOORt8NLSHAlBSIGXFk00MRrIrLYJ4vP2nEJQ6rcJYnH6dhVqnPHagvyyCChwCiFB2iKlbNAwnE5w1vplvOKl57Fx0/CiY+2ggw46aES0Z4rLXv0oAlWjXpERGHy5pvd5Pk+8YQ75nafQbx6lGBQQBPS6RbYtGyPu1oXqdCHO46dG8G2L51+2hsdn70ZLBXcWCb+ch72VtutsxC8nEH/QhffuAo7TkuuzCXbudIQ3iBahr5/4wF18bMBncouNipj6LdoSvO+hW3n/RS/k5au286FP31YRYUamBDFDUyZDQ8XSKI+Ui5GFoUU+14IeDVA+PDl9gsenjxN9MsfABw4jAo22JPFNK3j3x9/Clc/ddlr31Hx/gtUNsrs7FuVrf/omvv6TJ/nXD38TezLfWnYqKD2uyd+pSF5jYY+Av/+nvjxCQ/+3j9F95xi5c3tJTcdB1QPZvP7oojYUDVjlCnVqZc/gHJ1uMjrbe08ivAB/ywhE63XAVNqDIFzUuJ4/O1WrJ1PcliL54OyiewkBiOPjzZ00QimYzaC70zUju5YwenmSco/VHEBoSfLnDBIMxBj+zC5EWHesV/Xv6etX0/v9I0RiEXAtui5Zw8ZXn8/rrruEzUP9i4y0gw6a0TGwd/BT4WOPP9xsXK+iEgWUWWvR93SIcm3EhE/isE+5b2EhRuVKVG+EwUfK/HjXU8jZPGqgi3B5X10RBIg4qJF+dCKGc3wOcX7UXL8dNMh8GXvGJuh2FhUkTQql1lhFRWQmQEVsBh/1mDw7gl81dirNB2+5i9x0gWPHTFqTKHpY0zmE3xDGJADXgUqa+sKKLK3GrGtU5sJXONNF/P44WJJCb5K/+Zc7UGHIi3/9eUv3tQQSqRgXvOgsxg493D4Pv4L8kCAyqyishsLqAHda4MyaE/wejdeja+f7aU103IQu+ilBdpWgOGx42JPHNfETmsyluvl6YfsicgBIQRAVdQU9IikNVDZ6TQqv+TB7L1MYTgaCMCqIjOfQMYcwUfFiBwor7yFLAacu71rQx1IQel7UoDZGoeU/LHDo1Um8tCa138cuKpQjKQ26rfnwKvegHI2XFLg5TWEIMmsAqYlOCkTB3P+GyZD/+OK7Tm+AzxIIrRGn87dxmn110EEH7aG15jP3P0SjkbQGAUgo9UN8VJP6LmRX2mTLDtaQt0CECVtDOmTmeDe33LuP8lmC2BjEx5p1H6sMyeNQ6oXcMkn8VPto8FrfgSk6rWwWbRumGoS3AjsLsVHj6FeAXRA1+R4oxV997Q4mcnlG50wklhbGIGp59bVZC42KanRFxCy6z6hdu+5QtsoQm9IUBwTaEkx1hbzn6z9AKM0115x5Gp0tju5ojCvWruajs3dVYqPbzI/WeCmJXVRgSWLjEEZMtpkZp0Z6FZEnK/QnEY2yBarmZBDI0GRZWSUI52UELqCGmQ8hUFbduF4YksTH6sb1KtxsiJMNCaMSLUEWjTM96HYRRQW2QNnCCFoF0g9N0fHoTx9dqOW8OROCKr0RIZR6LWSl+K1UJuI+SLSX3UFCUux3iI37+CmLUo+DQKJcEJkQywvpOqefb7znTT/1WH+R0ZHdHXTw84PSij3WvyOlWkC9Im2wu2D9ewOefqfgtq+vYu1bffqcHGcPnlwgu7tjBa5cvZ97j2/kttGnWDHoE34qg/5Svjm77FCA/uAcvCLO9A2rSNywNFeJ9gTerMDp0m3VbiFgttAQ/KYxa2/MJvm0ZHg/jL8gJKioZp4O+aMHvsvY0Tlm5ozn3ksaqljVQF0qPU1sUtec+zKgfaZ77SSNqkio0vYEc68epPuLpxChorD7KH/5qr9DfP0PueLKLUve+1LoScY47/wVfO7gaIM1t9WYIPPtAGetOC3juoq7eBsHUekYBCHOkWnsk8ZgbWd8uu+exF67ptZeQz3gbBGIEGOXEOCnBalMoWncArAPj2MdGUf1JMG2ELkS/nIIhgXOYRZQiFR/nX3psvp31mlQuZ4G9MlxE6AZhgjXIXtWH+W+NuZNKSivSpPf3kfiyUmzB6jcExpyO3oJ+qJc8UzIx+6/4Wcwul8cdGT3zxc/ff5qB/9j8Y8/uZfD+cxC43oVQhAkBH5cECQsHrljL356XqWThrYAQcIhPDwHqZgxrs9vW0nv1T1JhGURG/NrKbgtIQW2ipA8VGwvXBt4TGu/a+h5poCyNKU+i1KPRXq/12Qg12g+88hjZjEueVin5sCft/HQQNk3Ue2A9ILFhbzWTR5fAVh5v16UQwh0Os4nPvx9SsVy+35+CpyYmKt4+BdpJARhBIIUtehrr0+TX6/Ir1d4vXVjefIgJI4rLE9jeRCd1gw+plh+V4gINZl1gsnzxcLVxtbotjsNQBljeehK/LiFdiR+og2nrKj/U7bhhS+OpPF6HayCjzOZxxnP4UwVkOWA2a1Jisvc2rMPndPIeNIaO7cwrFFocLOK/geKrPviLL1P5UjtL9C9O4cz6y/pZCkOCk5cATNnCMKEIIxCfqWmtAy8XodjY9PsOTGx1OieXdA/438ddNBBW/zVvXcwVsq3l0UCwpjh2S4NJvjxA8cR/V5LHbX6ux8PmRxSuDPGuF7pprFLAKLTJsJMOWLxP1UhiK/NYkmPdsJJow0/+nBFPlboaLqetHEa6E6C2LxlQWv+/fZHqFLDtTSea7CKElEJxAuSSzgEtMZpSOEWgJuhvj8RAq/L4q9vvB3PO41w+NPA0ewclreEY7pSKD6sUNIJwC6biHQ3a+p/VM8OHSj2gp8w8l7boG2Btkx0vp8UFPsWZg1qa4llV5soxFKvILNa4iclkVnVctQCsEsKu6CwQnDKCne8hFSmpo9VUtiFELsUIkONDJWpGVPNIKT6uchwhKnL0vLiwhSzdbMQJi3CuMRPWRQG7CX7za2MkF0TozQYBcdMiuVDGBO4c3Dg+CTHTs4s2sezDh3Z3UEHPzfcc/yD+PZcS15zMEb2nss0kUGF970yu2Z3s61vrKXslsJEkG/uPUkykSV3H+gvGcHZZBCt/Ky/USB2IE9+lbUgSbgRAjj7sl3k7hRt/6a1hkBJTsz0NF1DFCWlSBF5ZAJ73zj93/XqfVRoXz978AGEMMb13IhEzQuoVw7klwn8iu0+MrOEcR0NXQ0R91KQva4P3SAzxXSGj/zJFwlOs0DmUjiSm8Ge8hfnrlYQjIG3f+mFsbxlmOwrzqV85gr81X346wcoPH8r+evPREUqxuV5/PTVIL4lIcBPQLkXlKOJHpxtOW6hwZrOYY3PIQtlIvvLWOMe3mqTHa+t+l5BO4LJN45Q2pCsrf2FzV2LvlenDc+HY6Nwchx9+ATZIbW4nUhrsucPmXgTmn0ePbcep7Clm117jjJ+rE2F2mcrOrL754pOBHsHSyJUit/65nf44ZED2KfhkwldjZvTjEsfa7Hq20KgKjyaOta3uMdZa1QqRvqQR2G507pthUM0OquI753D67YorEsu5LEWlUi5irrnzgSkjpTJr4hS7nXqSpUQuHMaLw1IE1FXUiF+UhA7kTNN2t2b54NtoUOFEqagV1MKmwXlbpswJhGBwp3xiEx7lQhpkJ5CxSRKQm6F4OSlg2z7p48Ts21evGkzbzvvfDb09i3yFNojHY+AraiLlhbQGstfOlItOg79D5ifaz1Vps8uwNCDipNXWASxSsZAw+ug0gFycpHUQymITiqU20AtsJQwFnVR6aclExd14U4HxE6VcfLKFPWzbZKTEPtJkcx6h8KgjQjMJk3OL7hauyeNO+0hw9ZSRStF3+Ol+r6weo+RxYvMISq0OvbCiPwgBUEJgi6HWx/by+aRZ2dB0w466OC/B4FSvPlHX+TeQ0cRRJZsH0ZAhIJTIwWcRSK4hQDhalRUET9hLZoMpYHInKHncH1atxUaGQ+wBjyCXUlkRBtlt0nOm9U1e0ad6sadFCT3WpSTFsFQtb25QBAHu1gxHAhBwQ/QLrUI9fmDqNbykCVBaGvCqEbZCunPMzArjV0GEYBd1ihpZJugonB6EJr6cVgFzbSjueR3Pkos4vDCi7bwhmvPY9VQzyJPoT26IlHDHaoXkStaIwO9ZBEqZWPoT9pA28LQsQi9YL/lp8CdXaRzYYwd2mmYu6U92LWfpBQ4GR9tS5QjCSPGSO+lrBp9nlNQxlmgMI4W2Xr/qIFyt6wVmZ8Pu6CI5JrHDhUnzBKyW1kaGnj2a2+qK1Guwilo7rh3D2961cVL3XwHHXTQQQ1Kezw99npOlg4Dy1lM+RES+i8LyT4M1w7dx9Ggv+3SJQUMJnM8OboC/fU5IhX51RIWRL8/w9SLekh8qTUhuJCK3hU5BodGeeIvR3D6LZKXCVAgKmuuUqARPHhoHaGWZlEOwD4VMPzZ/cQOZWurv/M0LD+QYuxda1ApU+dtOuYzEHXIDy0SsKdN9ph9RONkNHZOE8zLvNKWgnSAjihIBIYerSKidMLCX+biHi2j4pLci/sYuy7k7JvfR8KO8NKVZ/Fr6y9lReI/KbvdKCrhoGf99k9SgjUAYomtmr+yh9KFa+d9a3oNexMUnreZxA92IYKFCrw7WaI8HGsr2wRQHIAwjmkTqJ+qoOXsy5cxd3UvsZ05YruyRA6XcI8XsfKKgc+foPvmcSZfs4r8OV3oeITcjj6Sj0/9TItmBl1u+0BQMAGE3ZGWASHphyYonNFHeXmCu7/+AK9414t+dgPr4H8UOgb2DpbE399xD7edOHDaqTyRKY/YWAD9Dn7P0kq9tsRC7vL5EAJcm8hcmf5HC0yeE6dJY6vwinbt9UjsmQag/75pCqMlMptSeL0uQmuiY2VSR3zssiZ0JZankL5m8pwUQbyBq7vWLzh58JPUVmAdhiZVeQkoFIVVcUafF6PvqZDUIXOOn5LkVkYbtDEo90fIl0O6dmewS0ZbVxImzpPGwF9BMQj4xu6n+c6eZ/jcL72SC0dWLDmO+cilyjBShvHW3HRVxE9pnBmQZVBtHmPX05gNShvvtpOH2LimOCyhJCCqa0Z23RXCnI32WRiRpzXujCI6o5uOWCVNGGNx40IIWmmcvCYxphFaIgMXW4foBrYiK4DuPT7pAwF+BPIro4iAGh961VQvADsbEJ0sE0YthK+aDe1aQ9i6SJosq2YHz/zhok1R0zbwujRB2iX7M8pe+EVBp5p5Bx381+MvHr6FeycOgTy9QtlBHFRE4OQFOrVEEBhgaZDtil1WIDD0KdoxctTJmXVPVA9qgYwHpLbN4H2/z6y3RVCBJnTMRTQVeVKAnkcsVEQiywLpCTKrRY3+ZH6xzCBuCnmK2li0KaDedqwmAk94itRRTXp/SHHQqvB1G+N5NVJeVIz52hFopZudswrcOeOsqO5TimWfb9+9k+8/8Ayfever2L72p+filodKpA95ZNcsLrudrNnXLCZ7ggjtgxrqE4bQAqugmwrCeinzHAlaPHsNKI2OiaaDQVxgF3Tbd0VoMx6NOV9okEFIqcuiNDyvGKol8ZOCsgVCKbqfKRqKn2S03q7y6ScF5W6BLGsTod9oaNcaJ9va6SMUps7OInuNtoYprQkiAqcM+UJHdi/WVwcddLAQ+yffS857BEv0sHRkEZz/vgyuDMmHDmJRl3cFZUnkaKH9GgYQgnWwTGGdzegLIwz/oAwV2S2ERitJ9/I8F7z0MW5+5whoOPZuRfeLBT2/LImsM1znUw+5PB3bSNaL1WKgrELIio88jT1r1sfG0Ub3ZFn+V/s48b7NlVocEKZ0LcK8JYRAORC4Ie6pIum9UXJrbbxus8jodIAe9CqNjexWytT5kFaF1kaBSllM/tUaguWRmlM2H5T5yuFHuOnYk3zusjezpeunl93BuMJbO4Rz4lD7RgrSL7GJnicREdBtREf5zBXtZbsUhINpwoEk9kQOlS8g4rEaP3lkvIDXFzHUpS2CFHUQ4KcbFH5b4vfHsCfbFy6tnW6Be7DA2i+NGn7zivOmcZl3pn2GP3UAbzhJ8YqNTL5yPXbGJ3YgU2/fcJ4/GEVFbZzpEta8DPJ2b7md9Qi7Iu2N7EpjZbyWh7SE9D2jSEuSr9AS/b+Cjuz++aJjYO9gUWRKJf7l0UcgbhRkXVw8bVoEmtiEWQTtosI/DWevCFQlvXaJtC6lwQ9IjEH09izTZ8TxU1bFkKtwcpA4lDF9Vk5xZ0Lik4JowXwrPRcdEegwxC4pRKgpDjgEyTYGiApPp/SMkVlrhZ1tvTDPxzkv3sL39AQqKpm4yGL6TE3qYIDQDUU6GwarHMnc1jQ9T86iXIvMOmGM6/PmJNQarRS/892buOctv4FrnZ7xpIrPHbgPOxmi5gJ0eV5lN6C6+fASEjutSB4UZLa2WE0VxEYX38ZpYQz1xWHQRQfpeCYlTAASwpVl5LgDOav+XmmNnTVF2Ob3HZkNKcQXL7hjFTVuXtXSv1Aaq2ScGwuUaEAGGhtwysb4oisbQF2V3kqDFhRWp2rjswoBkYkSlq/IDzkkTrTeCcVPlikPLe5k8tNtJJUwxXrKKZtV/d2L9tFBBx100IjJUp4vHXzMGEljIe3VkQoUtYwlUZKno9NDJcv6NNR50EaGlh1IJwtmfbY0keVFIisKFL/fVzO4C0w0fWGZqHOthsbBahcEdkljBeB11QuaLUBNrhraDq0VxEMW5Je3wPMH1rLntv0IIDkaEk6EeGmJtmUtIn6+I145ZoxhpGLUrzke6u1CpSn7AX/0yZu46YNvWTzDrwW+/u/3EZ0NKBRCwlgbBVlqZrcIUkcEdlGZwIH5FC9UItQXgxF7FQo0QbHqHBeABYVlEJmsZAk0XN8qako9YkGuY2HIoetQG6W28imqjuuK7A5dQWm4Ij9bRC0KBaIc4h48hVYanYwQ9CbRjoXwAggC9MZeEqdMTrPGcKuXuyXaEdh5jWwjfp2iphxZ/PnYpXayW6BtjZXXrFj2n4t47KCDDv5nohycZKrwLQQwaGUquVXt1muNRONUhLfi9GR3yXeIuXJJ2Z1I+PRHs0yekyK/weaaPc9g5SRONGTDJSdZf9EYX3nj6opPU0AIJ/f2sPPhNYQHDFWILGucrCZpGQrMcg+k7h/Hnim3Dc6KHCuRvH+G7BV94IfEtxconFw6a/virUM8fnQ/IOk6pAhdyG0OKQ1WNis1z34dKhTYWQ/nZJnZ31neZFyvItSKQuDx7oe+ys1Xv6NmsD5dfOG2RyhvGSS6cwxrrriQo1yAPxDnaGI1y/JTJF85S/aLDXQ51bFGbcL+5OIXU4pgZa8xsE9OYa0cMc9ZCGSgST0zS2F1kiDt1uVqEOLsH8dfmYZ52Y7Zi5fRc/PBlpdqytpWkHxgtua0qX3OO0docEdzBEdnYMcyRt+yjdiBDMlHJ7ByPkGPS/bcAcK0TTBY4f1RmvjOafpuOow945E/q5vkk7Mtx5R8ZJzyylT7+RGmTctDCiLHcgilGdnYKUjewX8eHQN7B4viJ/uP4IuwpkGriEaWW0QcA2hN134PWVHS7UIIYVUpa91eBBqrGKK1IHQXMRRrjcwUEZNz6K4EuXW9uHlJJNcsfZyZupfV74qQ2z5QOz866eHkq2VNhPHg2pLCcGRJ4770IXQVAw9kiE6cXkTSxo0rSR/MkMM4HMK4wOtyicy2mQ8pUK6kMBJHWoLcCtF2TEprpopFfnjwANdv3LTgeKAUdx0/xKG5GVJuhGtWb6AnGkNrzV2n9qOFxl5eJBiPovM2jSJQxEKsmE9QiJNJWmgk1lxI2FUxWgtFNO4TjfgUf0UjT1k4T7lYp1osJ7ouZAkF9iGHYCRAJyrPzQLd7+NmNfa4MbJbZUzKd4tbd/IadzbE6252yFS53O2iws3runEd48AJIgKpQPoLt6kCw3UODdNd9X0Ehgcet0HRFoIwblNYmYSgTH653dbAHp30cGc8vBYFdzUmoq4xQ6EVLEfy4gu3Lt7o2QbNz47DreNJ76CDBbj9xD5UtdCIBNIBZJrX+kZYDXJdZmzCsAxtRLLWgC+QBUnoGiNrO2gMJ3r1PKE1iXNncKL1LDCtIDwSo0rI6SUht0rUOrAKpnCZBkLX8Ll7qfaZVY1QjskkCjeUUF3A0aUN7OevX8WR6BFKJZPObQWmcLZqRxsiTLR2EDUbJavU3mihlObUTI57dx7m8rPWLTjuq5AfHTvIkews3ZEY16zaQFckShgonnj4EGjo3psnuzqG123Xx6M1zlyAwGduS4zSoEnFj58wPPgaQ03ndUGQNBQx0jdUbnIJingZQHQSvB5q2QLagnKvxjmhcWdNxLnlU3OkzKefKfVZuBmL2FTYZNSpOrSLAxbxk+Z9rR4r9js1Wr/aPM9D+slJsz8EyJWxckYWewNJSpsGkEH9fAHYJbDHFcVugb3IVs4qmeJ5ymlxXa0RoelrMbiuzfMv+78vkvcLhY7s7qCD/1JMF26j+scRkSGrnCmO+H20liqCpCzWlqi4XCoATOP7klwpinNOL5EThbZ/h0Jqtr14ljfsuJUv7ryA6f+d5wVff4x4b112+0XB0fvrBt/8GX1MvmazEfZKE5sAp1iNewfmIHYKUveOL/r3rwUkfzJN9jk9rIxNoxIROLnErQHPPWcTu36wj3IlwtvyIOypCLiWQtl8GXs0h05YFK/obksnptAczk/x0NRhLuxfu+C474fc++hBxsbn6E7HueyC9STiEfIlj6cOj4FtMfeyM0jeeQD36ExjEjvlNb1krtlAMGEzPdEDI5qu7QdIPDVultyYQ2nLEN6aXkLHGKll2CaSWIOuOu89j/D4SazBAYiaDZP0FYlnpgkKWULbPCdrIoMIFGF8LdBsnM6dN0Tk4Czxp6dpzFiv8qerVYPII+Z5Vo+piI1KuAgvrMnk+Zg7y/CxCykpbeymtLG70q82e8/GGihSUDijl9LaFKlHxvD73bYG9sTjk2QuWYY/EF/4LJXGOVUg8WT7umZCaRLRCJe94qK2bZ6V6Mjunys6BvYOFkXB9xBVDYiKQquN4jEfyWM+3c/UF1KhITpZpjQUXdhxxTjqzngm3awUEMbd1sb4SiFKayZnBNJcHsI02NbCdhV7ggYK6yqRQ0IQmfKw883Km5EUoNzF6WlEpe/UoRLJw+V69NoiBbCULdgZ5Pmjl13Fux6+rfa9m21xf/Pg9USwPbUwwkybyDi7krWk44InRkcXGNh/dOwQf3TX9xkv5JFCoLTGlpK3bD+fPzz/MkJVmQcJznAJHQhU0cyljITgaMjatfVTBpB+TJE85mGVNaQU5XNDvPNC9CCEfYrwTB/n3gjuAwuftZc2WQAiAOHbOIdtZBAitUKGAntWItTCOVGWQGmFkw+RSqGFQEUsYuMau6gpd0vCqBHyQRzKPZqe3brm4Alsw8MeulbNACJLiviEj5sNCV1BEDcRHEHCavneWdXXuRXnn9R4PVGCeHu6IKGh99EMc1uTFJdFmvoRQG6FbmvEQoOdg7dfczHdicUpAZ5t6KSqddDBfy0KvkeVVxyAbt/Ix5zD/N2x9EB6DWuTEshRF7ViobJeqxFesBBIQldjl6jRnze1rXwGFf1boAniLQarqGlrGhO5bk4QWAUjO8z5DZZSjJF4SX4aoVFDPkG1MKqjwBetT6woIAePTfKWN1/OJz55R+1rFWnv8DZtNNoSDZHrjQc1MjAOWwDhSJ4+fGqBgf2Ww/v443tuYapUqMluV1r81tkX8dtnXFSbexlC18EioSvwk2Yb7+QCpKfJra5v60WokaHGyZkC5GEEVEzgOQJtV7jm4wI7Y+h3FkyfNmPXAqSqFKwth+Z9Ccx+ptX6G5nRhK42RmplHm0YgcwaFy8dEj/lYxdMCnlhSJJZZxOZhMRJE2VYTkmKy1yCmGV4cnX1XTL7RqsYYhdChB8SOVVY+N5JQWm9qeszP9JQYBw6kTlNGF183xed0ZTTgjDaEIChNc6Mjx00ZN3Nh9YQwtt/9XLiMbd1m2cpOrK7gw7+axHqHEYZNjJrS+QkgZacCHor9C/1iPaULDYZ1S2h6bHyzIStopzNH9yyYAZCTeayQXp+OIoshS0jqp2Y5ozXZZBoXr/1Qb7CygWGtaBcDz7SEqavX1vT72MTuuZ8n79SWrlgcdGtwZoL6LHyuP0arctIN0R51TSq+bemsbIex25+ije94Ur+6ZbHK2PS+EMtNieNUBodgL8i0lwPC8BXxO7P4jxTAAn+WUl2bjmxwMB++z3P8Hf/9EMyuRJSCpTSuK7Nm199CS+59qz6MGMu2eu3IjMlnLEMIPCXpQlTkXp9GEB4IWFPlCDtYuV8VMRGR2zC7hhIgdaaUBo5LOfT/EiBNdNQ9b1cJjx2HH9ZGicbIsIQXSwZh/O8U2OPHieyKUHiqQms2TIq6ZA/e4CpV22i9PgEqQdGccYLJtBsWQ/B2kGsAKwjJiI8jDt4mwbx1vajesxmz5rIEXv0KM6JOYLeBGFfgjAmKa9dGF1WLWRvJmHes7AEKu4wc9UIkeOZhc+xevuBYvgzu5h8xXqKW3sbZDc4kyWGPrPTON5bQAsQnuI3P/MW3GhHdi/WVweLo2Ng72BRrO3rMdHbVaVYgIppVMQo5dUcYqusGHi0tECGuZkATYlyfyXlqhp1rMCd9bA8XfOIOnNF/K5YvV0VGpzjU0iv7oWOHcmQ3zpglNZqOyFQcRtZCAgTDipRiUoOtREqbe7RKivCWHvlWaNRFnTtKdSug2ObQqZtkN3aw7HpDC+99Cy+fWIvd548UtHs2p5S71voeqp0BbIMiRMmiq5qMBGzcNN3nuKX1m5ly8pBAB4aO85bbvk6qjJ/1c9AKT795IMEKmRb9zKenh2lFstva6xUPYRNa9CFisHd0wzdW8DJ1Z0TekoQ+6FN5GGL3Fs9dMXZ7V9aRk5a2AecyryZE3IjxrhtFUQlhd0Yc9zZxRXUxGiZ2LTfwIeusTyFZQmEdnFziuktkuzaSkqkgMnzJbFRTWxcGF7/6rk1r7ogtzKCLCtTgNRMEnaLoI+WhpJ5z8opQG6VTbnHwp1duEmt9pPem6c4EEGEGtvTyNDMRW4VdSqapvs3H2sLSX7zRZcsNooOOuiggwVYl+5DKZDVXZ4A+nwTyZ63IQRtaYSlsA8tdOCJCQehQY14CNmQMKRATzmIXMUzKAVeShvnsZ4n4gSU+kDborKGC2QAxbkotptHVMue2CDSPjpjE8QaaGEUiHaFp6Ee3bxYTY6SJlzfkB4+WIYTlSqkTT2bG7QLcGRylg+88zruvnsfTz51rHLu4o7xWl/zFnQRmnogomFuhKf42jcf4fk7NrJ+VT8APzlxmN+841uG95u67PZUyEceu5dQaVat6efYkcmaPLM8jTVd34dooNRfkd1lzcCjqsnAIYqQPqyJn9JMnSlQFU7bIG0UdatGUVsVmJX7llSithWWbwzt7aABbQmiczTIbrA9CG0o9VqU+m3K6RA3L4hNQPoYaK3JrI1S7JdNlH0i0Dh5E21vlRXJo0WcQsWi4LUuGOf3JQz/6iKF3GQlwbIaP9IyNlRpotMKd7KEsjUEIdFTBWRJkTl3qC2PLcCqoR5e+5Lz209UBx100EELxJz1aEP2Apil7KzYcdaFE5wMuvG0TVR49Mg8x8L+Bed3WWbRnwvjlV7MSixDjTMqmD7ZhdCSMC058b+2svxjz2DnAnT1ggpEQnD9v46SGDYBRBrY9voMh+9NsvmFc1iVfUU0HZIY8MlP2JTWdqNSxigpfN3SaVuFSrqIUvuCn1oCEvq682ghEQK6Ns8w81Q/C2R3ZXPS9cPDnFzh8bsffSs/2X2c3UcmTD9LiW6N4XefZ3R19hbo/cBRrLnQFL0GxM3T3PyFz3LtbetYsWk5AHc/tJ//8/c31y6jVEV2ewGfvvEnaK1Z1ptidDpbv/90lHK6OSCteg2ZKdN/406sbLkmm6zZIvH7DxPZO07mxdvREfMAlAPCayhqrrUpAn54qvH28PuiKFvj5PKLmiFEyWfoszub+NATT0xQWptm4nVbyJ83ROqAT/LhUeyDp7BPTNf60wKsgk/s8RPEHj9B0J+geOEagsEUuWu2IjNldMrcs98uZmypZ2UJhJIUN6bwe13sGa+l3i2LAQPfPsKcTlIYttEoiDpILKSuma6aoCv/Db/hQq7/1SuXGEgHHSyOn44AsoP/cThv5Qhru3sqxvSGAxJUtGJsj0L/o+W266KbCUgcLRAdL+PO+LgzPtHpAEsJdMTCH0jgJ10INc50AStTRGuFkhqlA+yjE8hCc2S8M1WqFYdsHFZ52Fh7dQPdjFVsb1wHiE8ESyrPTkHjzjX0Y1ngLkw111Iwd2YvpdUpUnGTjvWpV/wSbz7nXBxZibheRLxJIdg60se1W1fTL02VaxFC4nhzFF/VMF0uBfzGR77GxFyOU8enefc3vk0Ytr/Cv+16lJeuOKtmXF8w/moK0Yy5t96nSjh5VbVf16+vBXJOEP9Gwxwo8M83z6nae7nLwp0TWFlTkE45Am0tTYMbnfKJTfqV69H8GWpk0WP8PElmvTDpZBVYRYhOSXSr4ia63otyjYHbzga4Mx5WPliQkTC/OEsrCIyjaercJIiF7au/z25PoiOg4uYy0jf0MF17jOGg1ljXT0oegQ/9yv+jFcz1z/hfBx100ITLhteyLN6FVvOWNkdDt4/u9RHdAfZk68VYILAmXdRoBL9go7I2cl+EyAMJYvsjxMbq8RnaEpS7wIubtV3Zhuu6MFCJ/K71aQybmdG0WS8bxuWelQOaZYNs78M2x4PFo8oRAqeoUSnqAiQVwkgJ7HkLhzAZYk4g6IpFEULwoRt+mZe+eAe2JU30+SJZa1LAmauGePHmjaRiFe4aZaLHq2tUoxwtFj3e+RdfYS5b5Oj4LL93680o1V52f+qpB7j21ee2HYIxbENmnZnAnt0Ku8Q82W3+2UXo2t+QeaU1QaL+M0BkDuyyMZTYBY2dN7IudKmlhreCckDb9es1fsoAnKwGFdB9QJM8pmvPOIwIsqttgkSzWqItQ6OmpSK9v4BdqLzQyhhVtG0tmDMVtZeUC9W5aLWPbJwHGRhjCLEYbl4gtY1QiuSuSYRfGUvTP3CyPn/+ux3Z3ZHdHXTw06MndjWW6DXlnxq+T1plNkVOcUbkBOvdCWZ0ay5uIaDbLrItepwNkTG680UOfX8ld37oUm79wqXcefulDN0DyUOa8qoEhz9wDqd+dS3FTWlKa5LMXTXI1TfPMHROXe+WNow8p8Ajn+2jsXSIkHDuG6cRAsKG4phOe+YZAMpbFue3FgqGXhmgY/U6YfHhAj3bJ5Fuc8i2JKDnm3tI7J8m2Z1ASsHHbvgVXnTVmVhKIPMsOhhhCXasWsc1z3sOicoGRE769P35EWS2Ur8rpFajJn8yyx9c9efkMwWO7D7OX33oO9QKdLfA5752P6+67Kz2zoTKZ5V+reemfVhZw08/X3ZbMwXi9x1qOFkTWvWfAZInyoiuOs2LwBicVdyuO1GWwHwe9cjhDL3f3E/PTyZJf+Mp7KePQ6lZR58/AdZknuT3n8Yey4AGlYwYOppTGSIHpnFP5BbuqZYysEPF/iE49atrzGVbnCMEWEND9O0ssOLODLFJsLIhYdxm4vXbTEZA5dzqJ5Zg7lVb+dMbfm3pQTwb0ZHdP1d0Itg7WBRCCP76Zdfx+n/7EqW4QlcoYurQ9D7hkzzaniaj2o9VUoioZTpoKhAm0HGHQAr8iCazOVGPLgbEthhdT06TOFj3/gq0qZbtmtRnjVmXvcE49kwRAoVVCM01FfhxC+mrlhzc7pzCnQkMr3eLaCSnoEicDBbEu2FZEJWgjCVWCygti1GsFMN84QWGe9OxLP70iufxzgsv5uPfv5dvfP/JtvOktObaK7fz+hecx7Zdu3jP7bfizlWjqRdKEaU1+ZLHP954B3fd9iBHX2Y4zQhlk9yqFxCFUlHyitU7+MaRx5GIurG9+nE8BoHEKirio+3T+IQSOAcs5FSA6tPG6bI8NI4RR+InJaEriY/C3LoKTUBlUFoI2pKeaE103Fs435UhTu1wmD7TQbv1o1ppCCF+wvDOzp+rWvJA5R7dWZ/k4SJ2ub5RC11JYUUMP12JwD8NQQ/GAFDudzh5VRd9j+eJTtazAYKUxdzmBKUB1xiUpKY8KClrXZPssVFDmxDEzW5KeuBkwCkLBpKt+BSe/eikqnXQwX8tLCn5u0tewq/+8Ea0pRYYtAUaa8xBZNvXPtFCE8ZB5i1iB2wT2da4tjZkZQklTJR2g3HVzRn6rvlc6V7BZWJ/HwMbpmqR8c72HMGRKMxGCR1tDJ9x41i2C+afmLcoiwAIAEu3lN2EgsBpoVGmQkgWoGBBIEBqREFgzURRaF54zmbAcGj/3u++gF9/0+V88j9+wrfu2dV6nir/vew52/mlq87mS3c8xoe++KNaRHgrUaKUZi5X4sP//iO+ue8ZCoMhrpT4KYW2jMzXFjUKsVApytujPPfa7fzo1p0IIWrR7tVpGbsshooIrKImtkiUucBEocuyrlHfKBe01thlYxypRrR7ybpDGmEc5ULPz0mvz4Ny2jg9tCk+blcc9vX24CcsSj3VdIZ551bo+PykcXIIpSCo90FvFwQhOptH+Eb2ikCdlqKuBWYfKXSNP77xZqrp9yIw9YLCnhhhVxRr1sGeytH14Em8wTh+TwwtwM55uKM5RMqlry/R5qrPbnRkdwcd/NdCCodNA3/PrlO/jqWVWQKrBys/nPC7yKkW9KsVCDQx6ZMbS/DdT19JGMompUZoUwhbKI0YnaT/m0exCkaPjx3Mce+TScSflVn3wjrViBAw+nicW/9sOde+7yRKgWXDBW+Z5NCPk+wNPeIjWaIDRaSl0TlJeDCOOhiDsHlB9tb34+4dx57Ito5A7gbRQkmMLysQGypQnokSli0sOyBy9yTimTkU8LzXPgeAaMTh//ud6/jNX7mcv77/dr6RebK1TVBphILXb9zBC/7oMoafvosP77uDxPemEGVVryHWeEqomBqd4ZO/9298+6HdFC9cC0ri5sziqFyTdS4r91z2AoYjca48az0/evIAUhj/cCOCOMbJP5FflP5EaIjsn6Rw0Wp0rFKkVBrnrpMJiE56WMUQhgfQ03OAeWWsQkBsz8zpiMW2143vnkbsbr+xmN+3wOwp4vceJPPyHbiHpog9cgRZMBuj9G3gDcWYfPn6Ol2MrlxsqZEKKGzv5vi7NjPw9WNEjzakS8SjyGVD6HSc7OoouZUuYdTUbdOWoLguxfH3nEfysQmiB2YRoaa8OkX23EGceJT+jt59Wn11sDg6BvYOlsSOFcv4rf7N/OvDj5FbFzVeVgGRUx5Dt08TyWh0Twrdgu9Saw2WqChSbRSoync65pBdZ5tCYo19uBaz55tipYmDWbSAcn8cu6Cwy8bFry3De66lILell+h0YCKdqCzTwnCtKwfsYjOVhwC695fJLbMpLHPrRTGUJjYRkDxSNjyijgX+vGh4IYyhvdJPuT+KJQVDPakFhSm7ozH++GVXkZ8sc8tDe+bdZEV5DTQf+eJdjE5kOHX/MXrLZcrpxSu5+bGQLzo7Ub8cR2hlIhYFoCo+b42JmlcgpWSuXOL957+USwfW8fn9D7A7M2aKzM1K1KQLJXM/TRH7i8A6JoyB3dwI/laFjAXIkoWacg2fbwChA9o2hvjQEpS6ITrbor9SiNWGH238YpfZbfbCd0gA1ZS2yvsmKtyt86PonBmPrr155kN6iuTBPLm1CfwuB2U3pMy3gMbwyoau2Qx4fQ6jV3fjToe4cyHKNanuWoha6l9tFKJimRIClMDJg5Nvvic/Ajf8zc187CNvbD+IDv5T+PjHP86HPvQhxsbGOPvss/noRz/KhRde2LLtP//zP/P5z3+enTt3AnDeeefxgQ98oG37Djr4RcHFQ6v5dXEu3/TvZsqKIipsWr3RPBcsP0w21sXD45vbnK0JuhVYGvdkC+N6FdWlLNCVtFvR2AVOHnyMkV1juGPtLAQTScaeieP0lUlszGDFQ8rbfDKnYpXCkpUubPDTRgGNTuqm/gVgFTVWAF53g5Fda0QoEJ4GWyDmJDo9z+gqgEQ9MMA6aWT3yr5uXnB2c12Trq44f/Ab1zBdKnHXIwfmzVK9vw9+9nZOTma4b/Q4YcREay8mQwNL882duw2lyklTDyRqSZOejaGDC1Ka8mCIjEpmvRLv+ctXcP6lG/jWlx7g8AFTAC3XKxg/38XrqcrupbUfAbhZTSlSn7PIHEYrkPU2VShLQMVG48VM4boFDvB2Be0BNxNilfSCRyB9iMyFCC9EIggiUOy3miPZKw6AMKqxMi3y7ywJ3Sn0bBbhB9hTecpre9vfvNbmfmqh9YIwAlZJY1XS7av887I8L5VNCsKeOGF3jMjhKSJjeSJj8/YT0yX+8t9u4WO//6r2Y+iggw46aIOe2JU8MfdeRqIfZTCaNUuVhrK2mVYJCiyuF8aliT6/+4c7CEOJbhO6nDwKsZuPI/zmILnipMUPf3eIaz4+xtprC6gADt9mDI9PfLGXXd/sZsUFeS546wTJ/pCB63z27uginszXRUBXiH1OFr2miH9nDwQNY7AkuWu3kLj/CM7hiVp9kirULMx8MIC1Hqx3muSKkBDta6gwfX8JaUvWbFvJJS9tpuXq7U7wl9e8iPG7c9x96mAzg1toFMSBjx/lb+/7CON/fpJHvv0wifOKxO7OtDSuV1EeSfG5aIbwxeuNPHE1Xp9CJSv9KxM81bVH4BQluXyZv/2NF/Od+3bxpR89zqGxaQgUaipLaU2qpiO6J3PtL1q9f62xJ/P4K93afXQ9PGEczK6DiEUhFkXbNgTNQXLVWf7PGNr/s+dYmRLRR48S23lygex2xoss+8wuRn/jDMqr0xDStsgsUDGSUzPCF7d2cfR/dzF42xw9jxYRtoOIuISOYPzC1IJ9hCxrZPn/Z++/4ySr6vx//HnODZWrc5icGGDIOYqoIJhFMa4uimn3u4uuuusu+3HX8HFd4881fMy7umtacxaJCoICAhKEYRgmMbFnOnflG875/XFupa6q7gGRMNSLR9PdVfeecKvnvM95vd/v11sQZCxyZ4ySO6M5k6KiFR/6wa/5+KUveASz7aKLOroEexcHhZc9/3Su+Oi1hNdrVExilUOkX18q9VwBkUm2pPuIQIGvIWZDsg0x2gCtNQN35nCmSwRxSWF1ivyaVG2xnT2un+SOHDrmoEb7jLeY6HwfgFXReGlwCgrEPCqg1q8mjEnssmrsGKE0PdvLpHeWCbKOKfBSVLWCmQAq7mD5YcfIam0JsG3WDPTxqbe9hGSbAhlSCv7tjc9lpDfN16663eSVR8VZZVjXUfvutXeR2lmkv6SYPMZBxdpHGaqYIn9cpS72pEF71WtF/ZsGJAQqpE+5fP5z13HFFXdTKnoMWTaFYUl+uY1KRGSw1gt+Vs2TMt8cEZCxKzgvqW8QghmH3K396EQcPeJDvB4tX+qXhA/ZpHYJ8xww/epYe12ASo9g5ugO2jIRwV4e0ST3RU4FG2OsG3iVUCp0NmTHxWmULYhNhfRu8kjtCmqPKbmnxEzWQktJpceQDu0+b4ByH7UIu+rzUnGLii1rZFRtX9vi3o/uk6BDWpxTAPfdt5tdOydZsXKg/byfrHg0U8weZjvf+c53eOc738kXvvAFTj/9dD75yU9y4YUX8sADDzA8PNxy/fXXX8+rX/1qzjrrLOLxOB/5yEe44IILuO+++1i2bNmjNIkuuvjz4C+edgr3fftKlp2/yWi3Wj6OZexf/5oy+YrLpj+uMg7Zhoj0zOo55JIyM9MprFmnPbkeQQuNt95DrfQQRYG928Xe5SC0cXbaRfBcEKHAbUjXFkiCPQlm9yTwejVhzEjOtbCwmPXc64HYTGPHGqdkSHwRCvxqVrSKRhutqdZeh6CnQltooCIQMxbrlwzy2TdeRMxp3RrbluTf3/ZCPvH1X/GDa+9pfFTGjx2N82s/v41yL6i4WPBEqiwo9zdeI2o78rpT2Dgj7IJNYXVAT8Xm8/9xFVf94i7KJR9hCcpZm3KvjeXJ2jM56JNwdYsQmEzAwqr6jbKiSYwbqR8vC7q6ndHgZSXJ/Zr4TH3PogE/aYLpWrrxNXa5/UItoiG7RRN1aRchMR1QHJLkl9azCt1JH+Xa5Fcn0VJglUPcmQpWMTC2U2vIJNFTpnAcCjOYDhrpQkU7uYYNnfRNNGPt+fu6yUlfH3QUmbiyn9jmA8g2uj233PcQ+6bmWNLfWsjtSY3H0XZ30cVTCecsewGf+eNvuGDFfVhCoZBUXZQxERAKj4puPRNJNEoJCpU4WzcvWzgdV0D5/euRx5cQe3zsH89h/XwOEQoQmls+NMCqZxXZ+/s4t3+67rQMypIdN2bYcWMGBVQ+twydlPOT0w16A+zjcwR39NTf1BohLCYuWYkcTzD6mYdax6aBr8/B+1t15qMm8EsWuZEBznx6ln/71j9gt7HdrmXxpXNeyfu//32+v/9egtEYhJrkHbP0/HSc+BYT/fy1930PgJ47WVBKxR9KMvHKo4xjF+P4rSyPinbVnLZQWgLlYc3wbxXxIOQzf/OfXPv1G6iUPHqjQqVaw+x5ayiesgRCddCZ09Uzs/PQFKmbd0CuXFtOdSKOWLmEdgtsu+Y1UNmQJH7/AqL5fwocm8RUgNiwDiEFFMroiSnIF03Wo9L0/3wH+/7mWOyyxp6B8hAdbXdyjyJ3RPO5OzltI1Kp2vxmDk8QJFtrpIgoldOZCvF7jEzxvAu47p4HmcwVGcgcYpHsXdv9mKJLsHdxUFiycoBzX3wyN/zg91heq1tXhBpd9MC26qRxqGqHLxl6qJ6FPe4CagbLKiuym3LEx8pMnjlgopJdi9KSJAwPMD+WrvpzLK8h6BBpByZS3qJe4KJ62AoMky4RpiBqG7JTOBYq5SILdfmS2hpjCfyRDLE5TbBpDl1ujgZ4aMcEP/ze7/nN9ffjeQHB8iSOFoTV/ud3pjWVXgenVMEuKjy3TTEtoLIsMCnk0VvK78DmRoO1S5orPnILc7OlWiEWQk1yX0hiPGT8eJcgKY16iaRtIZCmYQpNsFrhyIC+eKnlfavHp/eC/eQm+8iXG9IZBZBUeEd6oGyW/LoMEnLHwNRZkp5NJj27EXPrbZNX105fPWqz0qdJ7GvIpGgo2uPHNfk1Gi3dWhtBUlBY6ZDd7DF6Y8l42z2F9BVej8RPmwcXm20eOgJKg4IwDs6sia5sJCBq5Hr1hk6bpmicTlGjLU0Yo0a8S99E923dsv/QI9hZ+O/qz4lPfOITvPnNb+bSSy8F4Atf+AK/+MUv+MpXvsLll1/ecv03v/nNpt//8z//kx/84Adcd911XHJJN7ugiyc2Vq8cZK11Bkp+l5jVSjInVxRY1reb4v4UQdnGckKSo0WsmLFhSeFzgPZarzUIEH605iU0/voK4WBA7M6EiTjXIDywy7QQlmaF1bgzUBxdgJQWECZAz2mEElGUutETD+NGG1yE7R3Dcs7B2q4JV3s1Z3NdV07gbDLjnCwUCVTz/mbrznG+/fM7uOG2LQR+iEzaSEvU7ef8MyBmTJ4bFSDrUCzbS0Vzjcar5/nF69MWaKXJbrX48c9uoJAvo6Ii6DrUuNM+zpyPVAli05Jyf/0ctdBZXQuoZAUiBOk37WYAowdbWAZqfpE4AWFckFsJgQOJGfN2uQe8jCC1v7Vfu6QWHE+7vVxyXBHEBOVBCzuvSMxIvP547XkFtiDIODjTFeIHSsbm2zbhUA/akUhlOPYmxj+6V4ZmurqsCeL1XptMtTbF5js+QyHAtvDXDGFP5JBzpdqeMEzaKFuwZc/EoUew8/jZ7i66eCrhuMElSM5FsZGaVlgEU3taYxM2lEM1rwkBATbTufTC5Lq5oZa1rJfY+P9fP+EpCdz37UeEgtxuh53XJ7jmstG2bTWu66JD5LGQINeU4Z4M+FHFdA2l1QGlNSFL/ney81nzxjJ8cQbeYurJCEvUeFXft9gzNkDwfIu7sz14qeZn9MBDB/jm1Xdw413bCMKQnqvvZ+XOSZPcrfSC69hC0etzZy83Z0hpssy80XnkehVGsZTSSImvXPpZyoUyYWAa1qp+9u+9bjvJ+w5QPH4E5VqL225L4g9lcLdPkr72gdYLSmX0A9sXaKEZM68ZJX9uH8v/+v4F5/2IkEoi1q0EKWrncu04yL4sev8Eeu8BhIb4rjx9t+chkcCuSISC0kiz7RYB9GyF2LQgcaDC9HEWfk+kIBA0BNI5guJSdwGuQIBjM/y1jRSP6yd3ehTFrk07SsG2sclDj2Cna7sfSxzSRU5zuRxvf/vbWbVqFYlEgrPOOovbbrvt8R7Wkxbv/Mgr2XDauvZvWhIhBCJUCD9EBKpZhkXTKjrWBiKoy7oIIq3sB+sR0YMnrqElOr0BWi9AwNY6MVIyVSeADkKCtIPX6+JnXLTd+Z+FjjmUVqapDMcJ4zYq4RAMJKks60G7FgKYnS3xgQ//tHbPHbdt46/f+J9cecVd5HJlKpWAmUoFpXVn7lUIwoTF7Oo4Xo+N9MGZCw3535BK543UT+9a0eY03NgmDN2smsn1IAQvQCiFCKDvAVPVXWpBz7awJrfS9lkIjX+sQqU1GbdSHfb8aQCwpHe2dWWPJu+tDnGKIdoNmTpXol3B3LGiZS83v/hZW1i0rGpagkKTX62jyvQNDUc/z613mNlQzzgQoUbZArSg0ifJrRSUBwSVPkFxSDC3UhjyXQicIqT2QHqXJrnPFISbJ3a8MLQpeOqUoJH/So2ZqHo31vWDHgzm5uaaviqVVjLR8zzuuOMOzj///NprUkrOP/98br755oPqp1gs4vs+/f0LSBB08Seha7sfXfzLZRdjbTKSRvPls0uBi3Q06eV5eg+bIbMqVyPXAay4WnxXrkG7DYSzANUXEqyqa2ytTmRMQHGb26sW3e0sPVprWzmYQlllExmvbUBhpD0WKAVj7XeI3ZbA2u0gpiVi2sLaGsO5O4moGO2ciVyRd3/7qto9N92+ldf/0ze48jcbyRcqlL2AXMnY7k7GW1Av5qkx4/XS4KWoyd9pjLOgRq6DsVsdTbeg794yhVydXFcWhLYh6UUIibEKdgnSu2Fgo14wWkkDxWETbCB9EO0y1oRolfxpnKQQeP0CLEEQF3g9EqQgSLR2Kw5i79dujMkDIYSK5AFd67NxfAB+Xww/25AtmE6g00lEqLFCjQwMWSIiLXUZUC8ep03NE6uikZ5ufmQHkwgQSSCqgQwqUxcMLq7JghC4baIpu+jiUEbXdj+6+MTTLmHLzLOA1iO0wpy7LaFrX41LZDJdWdx2KyAVbQoi0lidmiB8Yd0x+MAXjusY0i0AJDg/mm37fu06C0RPYM6NvYriEWWS+z1GfhmQnE0h3NaM7yr0d/JwyX7y210KeZd8Ps6+fb3sfGiYILBBCvbmc1x+Y912X3vbZi75wDe5+tZN5EvGdpf3TKNV5Dg9CJPkrYiTO6eP/Jm9hBljvJUtKR8+UAsGVHFtgqs6eo81vd/eQilfJ9dTIwE9qzysWH0z5o4V6L1qG/0/e3Bhch0oHzUCUpD67TbTxeJT6Yjy4UnmLhpG9TkUz+g56CKoBwUpEetWNJHrQO1nMTIIvfVirOkdFZIHFCLUZHfA4B8gswPSu6DnAc3QH6IMRiHIbqyw5mPbWfGh+1j6mQew987VatIEKbk4D6Q04UCSgZ9sI337/mhgJhsSaJvF2EUXDweH9F/Qm970Ju69916+/vWvs3TpUr7xjW9w/vnns3Hjxm5q/yOAG7P5xA/exhXf/B3f/I8rmdpvDKrtWPQv7+fAgVzNKzsfApBFH5VyWg9ytYsEMl9puS/1UIHc4WmQAneR1V+IajzcIh7gMICKIsi6hGmniRANkzayHOLk/FZVDzBe62QCv4NzU2vNA5vH2PzgGCuW9fO+f/0BQRA2c66q49m3BuUIQtcitS/AKdWv1oT4aUFh2GoOalgkUsHOaZJjhmwWxQrWVB4ZVQHXAlQmgQjS2HmHIC0pLLWwiwpLhxDWn2n1e7BMU7ggwJqROJnObm/jLFakYh6FyrwsBgGkNH4GZk+wao1PniOJ7w2J7Tfa+sox2mmLQkVfje0Dfg+YTMrOz2j6GJfe+z0EpqhblShRLmhL4M0PRNMaQhCV6PDuGc12JaHyCLlXuwRhTBObUSTHAmIxm+NPWPXIGnsiQ89zQvypbQErVqxoevm9730v73vf+5pem5iYIAxDRkZGml4fGRlh06ZNB9XdP/3TP7F06dImkr6LRxdd2/3oIhZz+L+vupzrt13NjZPfw4tPAGAJh/5YP4ViMbKarRCWJj5apLw3taBRVcOt0l7+Ch97h4tAENoL2zyBwC4tviaISiQJo6LaXphh2WVwyhDENH6K9vuMssTa62J12IMorblt22627p9kKJXkXz/5c1Q4T/N7Efk0jSG8CaE8KEyB0IZ7nRzEp+a1schZ0C6EuDmFAvyEpNLnoOJWddA4uYDYtI/0lKn9EZv3LKOHZBTwBZVemFlrVN6FFh3n05SJ1fomYdwQ/V6q/lwqWUPayyDakkhMQMPDzCkWgO0Zp4uAzs9ca7z+GO6cceboKADDqijCpAl6mB+VpzGKSCrKZBAYHqpaXPaRQPWlkPkS5dEkpVUZUnGX49cufWSNPZHxZ7DdXRw66NruRxcpx+Xdp3yMW/d/l21zX0WKAwBIESNhD1IIOhedjCV8lq3fz+7Nowtk4oBYV255Obgoi/1j4/HOz4qOZ3uIbPFtrRnMLW3Gi8yeE2PkmpDsb3R0ZNUwOohYMoQ+MIneta/tvV5gM6aGYG/7thWaX+/cxq7cLInQ4l+/dAVa6abjoLZki9Z8O/gjLuN/s5LKEQ2FqgNF5ropen843kTe6s5+AQBi2wvEdpdQwJpn5zn5simGjjK2yisINn0/y22f6sdrKDbfjr+ovuYv7aF09BLi9+xFltrLqT4c5C4cgECDLZh6wzLc7SXsMQ8VdyHuIOeKsFAm10Lo7zEkewfbrbVGDA+gZ3Lm95hTyyIPYxLLFyT3t9yEKAfo6UnCwiyJA9Hnmagg1keZlgcThS9ARHu7vqt2kj9xCKsisUrQm0qwYUWrXOiTHl3b/ZjikCXYS6USP/jBD/jJT37C05/+dADe97738bOf/YzPf/7z/Nu//dvjPMInL573mrN43mvOYv/uKUr5MkPL+rn9ps186B++0/kmrbFyZVTCjiK1RMv7MldBBq0ro+VrrIoCSzC2ZRySC5D0BwOtmV0XJ5YHO0prn9+eikkCZeMUmnVKNBAkLdxOUmVaI8shshzw9tf/J1bCplTwwW4+xDrFkIrb+WBbjWpO7w1apFIE4OQ1vUqRK4FuU2m9HWLT5rvMlbD2N0cbCA2VVMj08ZrCSo2WikqPRAuLvs0aQo0MtPEQCwhtiV+x0b/MINeVYMVioYfgWB02NgKCXoE3LGobF+0K9r3AJnO3C4EVZR1okAtYTg3utKBdfkOQ1O13LbUxCPysRRg3RfOChHHkiNCkjGmb+v1ReqMIIkI9JYw9D42OrVXRJPYrSqN2dG31b6xz35ZXTxdM7w5I7QuQAi566SmkUgtLK3VhsGvXLrLZuhckFnv0n9uHP/xhvv3tb3P99dcTj8cXv6GLh42u7f7z4RlrL+DcNc9mxj+Apyr0OkNcf+BuPrH52x3v0QrcmE8ZOq6hapkHsTYZSjENjiEyd5Vmcf7UpEltiPRaEco2w7EqJtguaOMAlwrCToc9oQmSEKQ0L/jO14n5EpkOiE019yGUubbzHkSjpMDraxP0JwR+RmPFLXRFdUypn49qwXYvbVEejjUfbqSgPGCTX+4QxkxEu0xJYtPK1KlpiNYGgRKa8gCoTGikdioH8Zl0sp1CoBwdFaUVtfGU+jROpf6asiTZXY8s97yNqlHrGGIWSkCYlOiYQIamaLm2MPVrIvK/WmQ3TAj8ZH2/EYYayzca7FY+MEEXDS6nzuSUMLJEYIr2HT1IcWUKhOAvn30ycfeQPWJ10UULurb7z4fTR17BacMvpxDsIdQVUvZSNs9ewS3jn6ST81IpQeKwPHoLTbWoGiFOLCAS89ZmKdBLHbQrIBZnfKawqOVeNEspr4jflyR9Z0Bib3TeiWxSbWBD/eAHMDbe3DZQXpWiIxQ4swJnTvDSD/w3TiDxhGpJMvNX9+M+sH/B6PUwIdn7/sNQmXlrty3JPXsAuSSJ9hUiimBfjMyN7SqhgWNeM8PT3zeBajgGuylN/EUu/rHL2J4bRmtIbMzRc+U4ifvztblXoQEpbfp+eA/Cm0cMPEJ4axOGnwBUj82BfzyCzC0SiSEWrP2zJK6//5E1nl5YYkUIAakkSoC3NAHZGFKB9DRKavP3Vw1o0BotNKU1PsU1HuFrlwJLcbcW6f3pfhIPVCiPOKT2+zi5EFlRqNgCf7VCENs+bQj9gk/6njnC0V4E8IbzT8Gx2te966KLg8Uhu/sLgoAwDFtIkEQiwU033fQ4jerQwsjyepjuWecdxfI1g+zdOYUKmy1O9WwmvBB3LIffn0QnGgqzKIU1W8aabfWi19oQ0Ht/HlkGlexQ6BKiqGLdPuU5el9UQtyyhbWQfYokWuxi0FTEC6Dcb+EW21hVpbGny8go2jv0FUHRx8JEQKtEvcirkwuo9ESsbRtngxYCq6RMOnO74QEUFT13W8ycHsnEyGqCcwcCwcI86wNz9TYizBybYuy5/WazYFVJbpg+zkZLRf/9ChWPSGdfYZUDUkVNcqwCZR/O7fwoqwhUZ2O356UOVkXXNNatnCB9V9xo7kXPxy4J3Enw+ttMURsyPD7e/jPX1YsW9cMLRBiS2Fcmv9oUTLF80KGJ1NMSUIYQF/ObkxAmBNJXJA8o7LJPadDCT4O2OztSRGDI+urvbtk0e96zj+ENb3rGIuN9cqKRIHs02gLIZrNNBHs7DA4OYlkW+/c3h0Xs37+f0dHRDncZfPzjH+fDH/4w1157Lccdd9yfNOYuOqNru/+8EELQ59YzOM4dPolv7rya8fIMat5pUSsgFHjbUjglCGKRs7H6vqUJl3uGYO8ArTTF1SFWQWDndFsHKBg6Uxles/0yrQ0B6pYi6ZJO88NkAgVx3VQ8G8zBLUy03qmlpjSia3Mri5CyE8LREJuAvk0NhH5A50LgkQPaT0W2ot0eRAjKriY+q+pFuBY23YbwkFAedFv69RPgZ6ym15WjKY1YKCckPt2QmyBMW9kdgswOTWlAUFzeoc+mMXd+K78UrFL9eYgQLK/5Mwrjgkpa4OYfXiSckmAfTOZahImTEjhFi57tPkJh9lC+JnSl+cwEeH3S/J01QpoxWgWFk/OxvJAg5aAdgfQ79K91i46v6k2AEFx8zrG86bmnP4yZPnnw57DdXRwa6NruPy+EEKSd+oJ9WPY53DP1dUrhNJrmACalwAss7juwgtJaQWqPKQheQ0whTsgjju4Qea40OtQER69EHphBzBY6/nvVAtTKOIS6dn6c35b9kzn0g5q4k1kg1kjAyCB6/0TNZte6DNt3LnxI7bQQUTB3BUVFh5AWSM8Uza72VzlqCe6DB9ALRGTPvnDIkOvt5iEFs8clcTdqqAACrKKICmq3b087guRgwNP+xWQNygbe9tf7DucXu45HolBRUFfxxB6Kp/TSe02Bvu/vhHwZLIla2k+4bgk6kyBUGvnQfpx7d3aYxUHiyLVIVd872OOS7K3NgUnhcJZgtAdrbPagbbcGVMqmfGwf6V0LZwxUZV0m/mIZsbIgu9nYBbus0L4mdM3eJ3Q102d7hAMaRH0T6q1JcOAda4jfp3HHE/h9Ack9ZTLby8we2VFmgNiDU9gzde99LBdQGoXXnnsilzzz5IOc6ZMLXdv92OKQ1WDPZDKceeaZfOADH2Dv3r2EYcg3vvENbr75Zvbta5+CVKlUWnR8uzg4OK7Nh//rDaw+zKTVWJbEirTMpS1NwVNABAr3QB5nzywUKwQyxN01gz1b7nSmJuhx6HugSHy/hz3nGRJWqfYpKkLgTBbrainVa6rFRH2FUBCbVYsvEEIQxC2zeYhemlsTo5KVtOOK7blKLZqp2n1tTqEh9quQIaT2VWqpy5YUWFUyQJlil7G50Mw/LqhkLSpZCz8p61FxAlI7QEYGXggQTmd3emlYIwplQ+o2vO712ow9J3KWNG4qoh9njnEpZ0PsuQr2XAWr5NeiFQQgHrTBh4VSwEMlKJRbI4qrVdR1TBCk6xH9iU1uFHHR/FeRfkgSO0BL1IBVgsw2k1LW3AGgBLYVLpz1oDXOTIiVD0BpEmMVsBqCz5Uh2u2KIW8E0VjbacJmLcK4IRN6dgSk9gaETn041S8wJIy2Gv5OhODMU9by+S+/gcvf/aLav6FDDvpR/jpIuK7LySefzHXXXVd7TSnFddddx5lnntnxvo9+9KN84AMf4Morr+SUU045+A67eNjo2u7HFnHL5aPH/y3Lk0MAWEJiCXMKlL7F7HXDqIKDUKZOhFMAWQGVDPFPy6OWex0JcWvWorRW4/dqgpSJptZKt7XdAtEs8aXnfUeT3GsyhBZ3k0aRzw3rg6xg7EObvsuDEbneGPIWfa8MQG5lc9uy6k/Qutl2a1Ngy0TPCyMh5psvwvpYBMZRIQNq9nih4mKVHgsvY0fjq89eWUSFuGlriyr9Fl5KoO3oy6rbLIEgMYkhLjoRJx2Fg6hlcmkpjIyaMPOzvPocG8dTHLWp9LTWdOnUvgaChCSIi0Vtt/BCDpydprjMpTgiTX0cuyrzpnGKIW4uIEhGkj0dbLc34BDGJVZFEZuqYM14nedfdYw04NxTD+M7//qXvPs15yMX04B9suJxst1dPPHRtd2PLVwrxXNXfIaMswQAgYWIdEMrpTj/e8M55MsJwrhgbp1k5jCB78/iTG9HvnoceUyp/dIaaqy7PMLTjkAP9RCuGDZrfYdxCA06tRSx3a/dDxjpEcC6Po/zjSliu6YXt922ReFpa/GH6uSoN5oguSUH84L30JDYY8h1QUP2cs3RDGHDsVNlExTO2wCOKSQqG3iKKnIXDIIWWGM27oMx3M0x7H1OdMY1c1V9QW39Ekpgz8iOD6d4dA9HXJxr2SPtzPfxi13Hm3E1UnHRGXzm2SkKFx2D98LT8J53CsEJa9HVOh9SoFYO/2nLZyqBTCZIbZG1uaRvd82caLaN5bOPIFgz1KJCu1D/089ehvIXTj/TWqMrZfa9Yx2lY7KUVmpUTKKiM7EMNU5J4RZCZk9UhIOYoInGP9rIzpaPFoQpqAy4TB+XZXZ9gsCtO2kazY1yQJSbHUvPPvd4fvTPl/Culz6jo6TNkx5d2/2Y4pCNYAf4+te/zhve8AaWLVuGZVmcdNJJvPrVr+aOO+5oe/2HPvQh3v/+9z/Gozx0MDjSw2d/cBl337qN227cjO+HHH7MMk446zDe8pJPUjyQr5HaYcqmtDIFWhPut7EKQcdI7cISQXZbBWULdNwmdqBkDqhSEKRswlTEXgqBNVPGznlUBuOEKcscxgONVVJYlRARKsqDceTBLqBSoB2L0IbZNTbasUnMQCUriM80HPQDhfQW0CEH8BU6pmvGwfI02T0VBg8bYMNpq9FoHtwyxv2TU9U7qAzYTYZZuYIgKXFyIXZFk3ZiDNyimDvSo7JEISwNOkQHkdFU1EiDngc0stwatj9zYrr2/NpCaWaOdkntK7U6JaTGWhIQc30qunP44f7ZDLWnpYGyhLJEAiqmIK5qFdetvMCea5+eJRCk91gkxzRej0ZbYJUFdqm6saLeR/RdKJA9gak+H3Q4rAtB/10lZNVxUN0gStDVOrLVNkXHaUZ9aio9ErtsHCT5lRba0QS2MIRK9GeibAzhgUbNGqdLXybBBy9/CbbdTU/7c+Gd73wnr3vd6zjllFM47bTT+OQnP0mhUODSSy8F4JJLLmHZsmV86EMfAuAjH/kI73nPe/jWt77F6tWrGRsbAyCdTpNOpx+3eRzK6Nruxxaj8QG+eMo/cef0Zm6f3oTSiiOzqzjSXserfvIN8tqrrZtagoqDKEooSUio9qEaAoK8jderSG0LGbhdYwWRozNUBK4mvyqGsiWCan1ugZ3XqEjbu1b4UwHKENe+bzS+F4U2a6oGhC/AgkqvkTpTNk3R3mohtScBxaWQ2VUnwYU28nIrlvdx1OFLQAju3baPLVNTNXsr5o2xqsuubfMME9k47v1FcoMSPyONKDhEmWjNcPOaIN5qE4I20fjzn4GfEdhtnBIaCN0o2j9Nq03TGiGMpEzNZkb21OiU16PUtS1M8XWt2xdFBSMdM+JQHtQkx4z0ncZEqDd2Xf05dAVBSuL1GMe2CHT7g68QzB5mURk0f4TVLATlWqBCpKoWmxX4ScmCGvpaU+53SO+tmDNkwl6YELIl2lNIAYNDWT749hcfusR6F10cBLq2+7FFj7uCl67+JnsKt7K3eAcaxUjiWGLl4/mvyW+YxTpak+L3j9P3wy0oCfpVy9Gjdk0epAat0VLg7xrGHnSRO8exN+0CWo8+tbV67VLI9BJ7zybUBk1wXhp6LcReH+vqHHpnwNjbVtF3pyKZX3xOlXV9zJ41QuKe/fRcuZX8yYMUN/SS2JSjtCFbm49VBru8wHorBGFMY1XqYw6W9pB/1SlsqGg2xBMIKbj3pk3s3TIWOYld4nfHaUwIkDMW9m4Hb30F1ROSyjqE28B3QdsaZ1KihSbsbRM4oGKkTrZaCMnf7j/MRK53inMNNfnDFf2/b3NmVRoxles47XbHUy0gWNZLMJQBpXFlHAFk7oHZM0HOCaxCh7HYkspp6/COW4GzaxYRmog++4870KoerGiKokPh+H5mnz7KyNe2QDhotO/b2FwhBHtflqG43hjtamaZdmStXQ14PQJ/dBFJHAX+kgBrm2vu6TNF3FXcBFeIiAsJY2a/Mnf2Unqv34PlK5atX8L//ceXH7rEehePCw5pgn3dunXccMMNFAoF5ubmWLJkCa985StZu3Zt2+v/+Z//mXe+85213+fm5loK53WxMIQQnHDGOk44Y13T6//z87/no//0HW7/9Sa0htLyiJiSksL6PlKbp7GLQYtT7MCFCabPiBP7chmnYNKPa0ug0tg5H1kOCZIWzmwFq2AKk2or0uWMAVpj22CXAiqDcXAkSmOisBdZUKsHahlAYkrj9UQHvUATWhorjAy9rxbkXKm+F+qmDY0ONZdd8gzOPucIvnbV7fz0tvtNxW2t8XpaI9bMTRo/Y2GpkCVLe5kqz5C+P0bvrRUsHSIq0hALMvLeC20IaG2hHNlizotL3YUrbktBcalNGDeHcV0tDKahPCTgtT5pDTHLpxLa1SEiBChPUPxNFgoxOEmDLxDjMUQga7FxFgLtKNSQB45ClBY3ciIUuDOildiZR6wbbzwIqYkNliiPJ+obJyFqkjS995bpvb9SayJI27VnLUKNVdGGWLKkiTBY8IMWhFFhuzAeVTQHEKZgags0BCmI5eCfX3v+U4JcF2rhiM2H29bDwStf+UrGx8d5z3vew9jYGCeccAJXXnllrfDpzp07kbL+h/X5z38ez/N42cte1tROuyKqXTw66Nruxx5SSE7uP5KT+49sev3HH34D7/7yFdy6aZdZG+OYdVUInI0J/KNKkFJ1Zy7mffvBGNY+h1RYoXdzlXWuksgCOxD0PlBm+ogYYdyqreVCRBraISaC2jKkqfQhSAmKribdodBZE6JlVGhARg5NQKVDZMUyUi/CrNGLGW9tG9kXt+FMq5XmHX/5TE4/fjVf/PnN/PgPG41DHmqSX+1IbRGAcGDFkj727iiTmNOk9lUI4xI/IY1uqKAusRJFCwVJ2dJe6LLwHkYY6ZOqYaz+X0RUiZ8yRb0g0qwX1Iy3CCC106c0YuNnNURZXELXo9BldXg2qJjAKnQeSu0ZWMLs16IirIGlkb6xs0Ibx0qQNFlgJtIcCks0qb2i5pxuJHqKw1AZiJ6B0jiF6mlfE8YEOjSRcpVBp339n6bnJQgjKTxtCbA6EA61yUT7OQXv+IfnPiXI9cfTdnfxxEfXdj/2kMJiRfosVqTPqr+YgSvf8Ube+f1f8Pu9eyHU9F31kIncVuBePob34VH0csdEmkcmWmtBeHMWNRvHvX8Hzpaxlv5qx6xsErVuGXqgBwDhKeybitg31Q1BZVWcsQ8cTtjvoFZC8psHUWQ00j8vHTuMLPrkThskzLiIcgJZBBXJsVsFU1ejk+xc9HDQUjetNaEledv/fQUnHr6cL/3j19m71cxRJRzcB+Jts6e11rgPxvCPK7O2b4AHxQy2p8isncKdm0P+aBZ9ZwWtwFuehiWDuKTQAvzXZ9EcaGpve36wM7kOYAm8jAeBC3Yk44Iw/MDELM4dWxaUyWtE0J+i8Mwj0OmYyf5HUJECqxiQeajE6LcU02cvTgfquEu4YgAZfYRefwZrx34Yn0QECm80wdzTRsmfOGDGGSjUtp3Iw1Yakj0aWZWInzzDorC+6hE3OvrRwyZ0BFJpKinB9LE2OP7C524JYcp8yMqtO9q1DWGbqWlHUtrQT/beKf7uc29+SpDrXdv92OKQJtirSKVSpFIppqenueqqq/joRz/a9rpYLPZnKYzXBWR6knzgC5dyYO801113L5/+5e9r72lHkj+qH3vWw5kuI0KNStiMP92hcIRAFhVO0Sx+jUtg9WfpK6yKwCr6USScIEhYyIKHtiU6ZhNkbEqyIYUsDJGzZVRPsj25rDWi6CHyPiRiCCA2FeJlTSGxMO7iRddJX2PPCRJBiFNafPMAYFmCMNS86a+eSbI/yf/52E+4+sFt9bmFtCfXiV7TGi8uuSc3SZiWJls7sHEmZE1/3uiYNTwpCcFAEmeiOYTAENELOxu0BVvfGKf/Dp/eu32cGYUIFPGtmuJ/x3jgqB7SvoXWAqvXR6ZCVMmisisBoSQ1XiF9t8++Z6RQVvWzbOjPF8j9LiwpYS0UkVAdM+0zlEQnzfo5C7nCJ7GkAA/Z6CmH0BHEJwN6N5ZJ7qlnUAigsCKOVVKkd3m4M2HtPWXB9IYEyl1gY6Truqz6IIvY9WaT/PvrL+Bpx7U/hBxyeDRTzB5BO5dddhmXXXZZ2/euv/76pt937Njx8Dvo4lFB13Y//ujLJPncO1/GnolZfvb7jXz2V7fU3hO+xLk7ie4LUf0+WCay3drjICsS/JDeLdEa2EaSA9siu73C9NEmHVwbP3Dt37QQJjLaZBEZslXZAmXpZmd7AzSmDV216xFL7c6BXdaIA9UDnbHdfgrm1oHfs/BaXV1mLClQSvN3r38mOiZ42xd/zE13ba9dpyxa63NUp10dXwAPbN6P3WNsNz2ynh1Wk3CJGhEYBwG01o05mLVPmwOnVVbYxQDpKeyCj6yExDMOfsqhWn/cy0rCmDCFuidM+H98VlMccSgPgq6Nbd68Ao1VNM+Xg5A1ayqIJwVhTJho/DZ7McvTVHoFuVXg5E2Bd6GMQ6A8JOoSOVFbqb0hyoZK2kLF6k4dqxAgQquphkDrs9L1sR3kebt/KMM//+MLOOnkNQd3w5Mdj7Pt7uLJga7tfvwxnEnzjUtfyUNTM/zih7/lR4Wba+/JAwGxN+9GnZEkPDMJrkBs8/AKS1C9SUSuiN2GXG+KXs8VUT1pc36seCjfQ/cnEOUAq+ijBex79zpUxoQmBylVkxLrZLubZdoE+dOWgi2wcyAwcqRySpPebWxZpQdUYrGgJGNLpRSg4fJLzmPO8Xnjf3+bh/7jZzXbWzp2JDp7t4m2RqC1Ro7ZbHxwAsuy0Aj8n/jEr96HsKJzO5DYMgtbZmHpCGLpMDt/tYSTz9nS1J51EAyl8ALcazailvQbeZhQIcemkXPFRe+tQqVc8hceXbfLDcFDYcJibm2Snsw02SIEHMS/w8Y1OxkjOGol+56+ykivzUNlWZLkfdPojVvwTlwKfVlEAJVRwczxNuUlDXsFCeltRh4miFtop95e3+0FJleAji907q4//5bi8m2v1wyuH+GDn3orx56z4SBuOATQtd2PKQ5pgv2qq65Ca80RRxzBli1beNe73sWRRx5ZkwLo4rHH8NI+1p+0CiKCXfgKWTYn5SDrEvSaBV6j0W4IKPr/oDsa5CosL0TFHKxiBUVI7+921oymn41RXtOLSsaxIk04WfBwtx2gfOwKcKxmgxppvLsPjkE2jU7E0ALyK2JNqeVmAgLlgN9joRJJknvLuLPt89e1AK/H5oS1SznyiCU874UncuVv7+et7/kOOibQ6bpVkIE5zHacsxCoGARJs2EQgSY5oWrvdYJOuAS9CayZUq3t9LYypeWxzg9YadyCQs6GDP26aIiNhjNoaltAckeeuaP6CNMOwVxrmHZ50EUj0Y1OjsbpICAEa1MSuyAW3IRBw0as4feF9ivWbofgyDLCAtb49N9VJnNbc9ZB1V6UlsYIkjZ9G0stJI4IITYZUBp1Oj5nLUDHQ7TUkQ7wIpkSQvCui8/lacc+Rcj1LrpYBF3b/cTDssEejlw1XPu9vr8WiGkbe7q+naxGcKfHohPPAuuf5UeRTq6MtMsb1uRooW+8WwYmit4pUq0p2jKmoFHyRWtic5gI6carpUDFBHZJM3yHZupoTWmkwziV4X6P27CMo9eN8uLzj+N/f3c3//7ZG1oUXfQiZ30BEbkfjTeaY2vh1nkGzhLosHkvZHkQ2AtLnkgfZDEg9VC+xabaOR8776OSMbAk9nhrgEB8KmDiWAepOjivo/FpBwJbYpUX4aZVZBcbxqgXyAqzC1DpMc+10isojoo6Sd74hyIEyT0hVkFT6rdaAhTCpBVl33V+XlqAcgwJJEJ9ULb77e94zlOHXO+ii0XQtd1PPKzq72VDupcfRb/7fS7eSBzpKeI357F+Wyds/acNQS/E79y1aEa21iD2ThIcNkyxD7y3nFpzkjo7Z8j8bifx+wsUT+sFIHZAmEjmoDXjuxYVb0vcnKKUkEbGLClN1njD1cqFuXUO6Z0BfVsCcivB6+lgeJXG8QXHbVjGseuWcNG5x/K5P9zG975/LdnbD9DfUDy1vLZvwecoEFgTNiIw7m9rqkjm6m1RdnqbG/buR2dS7N80wO57B1m6YRJpmf429O5jcizdOYpdaVKbPESosHZPLDiujpCSytkbDLneLpBQmEz//e4gqggpoReuTaeaMwE0UBqiLbkOMHfGMH3X7EEHIc7tuxi7bA2FU3prfZtGjI1NPyCw5wR+uvV56GwSd79HZXnYvvgsgID4fSXQMWRwEN5xIbj8I5dy7OqVi1/bRRePAIdoBT2D2dlZ/vZv/5YjjzySSy65hKc97WlcddVVOI7zeA/tKY2RgQzCVyR25MhsnCG9LUd6q/k5tr9koogQBDHQviS+e2FXmcCQq8rS6FIJa67SZCTsuQrpu/djTxWbbpKVgPjdO7HHZuvFU5TCGp8jfs8uZNFU69JAudcmbIiGah6AMJphEkpL4yin9RoNVIZdznzFcXz6s6/jb952AdvHpvjGj4yjIVStc1zMRGgJxREI4ho3pxa/J+rCW9lP2GOKpUhLMnB/Celr41houce8NvrbgGVXBE3kem2ckRxLemuudv38NqyyorBsEX+eFlHEmUl9X2guuqrNS8PGTDb/XrsWjfAE7q3xyIMrmH6JxdSLLYL++nVhXDJ3eJqZozNkdnptIyQFEJ8I6lH/bfrSjmbuTI/xC0PQmviEav9so/ay8RgXbFi/wGwPPVSrmT9aX10cWuja7icmlvRljcyKNJHauvolI8didJ3wI33UwiJRWkKAbSHKAUGa5oLPjWj8Ny4AS+CnjGanbrhEOeCnqR/CNNhForW8A6nqCLSE/o0gK+3sl9F5vfD5x/KF97+Kt17yDO7eNcb/3nAXUK/n1jTUgzjf6WoR7YcRMK2c+oWWFMS9eUawqYMomMDHaKa2cVhXyXFZ9ubfbZoQUByOUrsXSaGukuRqkX+ibq5BD15rCDWxffmmMdffNvJsmS2GkRdaY5WNpmrjtdKDzPaQ3i0KP9tKrpubRf3DafsxG23+8VMc9j7DBFUIX7Xf00TN9fUmOf3UdW3fP1TRtd1dLISu7X5iYmTVIP5AjD2XHcmOD57A3r/bwO53Hc32D53IzLkjtSUxd5TN1Mk+cmpu0SBVAYSVPLNrbLyl6SYS11/ew9TLj0EETvMN0pyXG5dhTeProhZoayTQ2tjuaG3Pr7QJEoLMrsDUAJkPrYnn4NXnnMCXLn8lb3350/nNnp1874/3mnW9OC/l2ZaL2jmZ8+n55WacfTmSd48tbrgPTACCqz9xBrv/OBQ9Bouzhx9CiOpM5yEisnseSsGS4db3DxY9GbzB+IISsJqoILwUeJmFJ2P5ddutMXuYwmibg3c0LeHE8C5eWnt59LPbGfjOHqzphiBEX5B40CL7R0mQrOkENncsBYnt9czDFoQae3+Fwf/aROaqTchSiFWmo+2WQrAsm+GMVU8tKaqu7X5scUhHsL/iFa/gFa94xeM9jC7mwRWS7LYcuhw22SYZamJjJYQfUlyTojIAKIEIJO3dw82QcyVjmOa9Xj3DJrdMUDhhuYlcS8XQlkT6Ie72cZzt40ZvM1RN94f9KYKMTaVvMXJYoxyJPefjJy3c2aBJxiTIWGROHeWfXvZMlNbctPUhPviTXxG4GjeniZXBLSj8pMRLG7Jed4gYA3MYlJWQ1T+cMZHxIxm0dZDa3VLgrRkgm3S5+MwjKebLlAZjfDZ3PxXdEHEYGbKRW3xiMxpwopC5VtJEaLCLAVYhIEzP20gLQWwmRDmLbF4EtQkrBwJoinQTmnoV8/m8QnSvsg2ZUiUTtNCEcVBxRXwmhrrVIlhdwe/VjB9lceBwcKYhtsfGKplMBlmuOyzawfY1PQ+WmTk8bjaJkaURWqBjmvIxZXDAG9VMn6FI3xNS6TVFcBrnbzgAwQdf8Gxi9iG9FLdC646bn0fUVheHFLq2+4mJmGskNuZHjpt1EKNdGhrCU2hdKyy1ILTG73faRHDTZEOrIW9VLXUhBWECwnjDv/9qIVZABEYz3MikLdy/sgVoTWo3FJdAmKgPQPpweHKAdz3n6YRK8dt7d/DxH1xP6NQJ70AZ02hVTI1SpReYtwYRmplpafqVB6tnKQTKhWUDWV5wxlGUKj6hC1+7+S6CsFp0RNTWRLtg9HYrw3Hi4xXscus+ykTfaRNk0KA5rqP/za1t8GIsMK7qNdo2zcmg1krtMObkmzXSrdkK8X15pBdiFX1Ky1MEvSb9QAsIHdCWJj4jSe1VlHslYUJjlQVWCUSoic1qnGie2u4cTWfmKtCKqJCs0e+tvm6iIgELikstJk5w6b/XRztui86vEOaQfvk7n4e9mE77oYau7e5iAXRt9xMT1upedv3LcaY+VGNmT9Zl/FWrCTI22d9PMHd6ClkJsPKLFJWMkD91iXGuzidxpQAFyukHbaqMlpcaZ7xQAu0YXfH6Ga5uu0vDkiABtNkTNEFpCqOS+Iwp2hLEJVZZRBJtArsER/cM8ObXPI0wCLn5Z7fzlf/4Nku3TuGMl5DzSHlnX45gINEko9Lcn8Ldmye+aYLEpomWKPy2yJnAPq/kcMVHzubk81z+8l29HKbLfDA2zL/8/iGCxsO+Nnuo0Z8pnDnQS4dhchq8g6ns3gwxMrCoTKmgbp/9FKAFbq5uowWYrLOch3Tc6hDxsoLisESGAndSE6S1qXmH2XvF93j0/u4A5WdlmX5DH9kbd5PYMkvfFQfouXqc0toMc+cso7Iqa6L4rXDBsVoli+wdMXLHlNAJWY9ssCXOWIXRD29D+hp3xzSp326HU5eSWx83YcQNf5vGxyP48PMuRD4FdNeb0LXdjymeYqxOF483/CDksrd+tYVcr0IAsUmPiTNiICX2rKA05JCY6GxcNCaizi5UOhq76iHSni4SDKTAkvhLe3B2Tdd53bB+ytVAsKS3LlljsQg5LJCVgMyOKEpeVj3wArEuy8WvOJ2/PP9kJopFXvW177B7zzQDGwPchihpocDJK5xZD+2V8Zf01NpunY8gsaeIFUXcBeUQlVzc+96IWE+Sv3j7hdx+5w6+94s7GL4zJMRo0pb7FXZFk90a4FQD/7VGxR2sfKVjm1Y5JEjb5jAaLcDxyQC7rLAqERnSMZ2dmoYaGPJC2dFBvVZgLXozirjXCdm0w9HSfPlpavk5w9JlXcXlriCPLktKwkGVag8Srw+8fo0zHZLaatee6UKwiwo78Mgfp7FmLfNZ94aEA2E9L0hA6TCFKsSxKoJQm+j2miasD2eMLGNZIrNof1100UUXjyfKfsBr/uu7reR6IyRYxehM40PoSuyFzulaE4oQFXcXtt00O1PDGFgV3Tayukqu216dJF7QKgpBEAevRyIUpPaYbLhKryaTjvOGk07idWeexL7JHK/53E/YPT2HnwEaosmJCoprpUjtDSisaHyzdULSr0flCc3BHdQbkErGeNPFZ3HTH7fxnV/fhcwpbHSkYW/SvK1Kg73UmspgDHv3AtqtShkJtyiCEAGTx7pU+i3sQhunSiPmmUztmMJiIjT7AKdg5owQeCmNM+uT3TSNciSVoSQqboNSxPcVmVgeq5Hko26KZb7D5sIUUhlpGJOiHtlRS1MZkIRxTWJC1+q7LAQBeEkoD5lxaQF+RuNnadiMCebWOySmHFPkvKyQDTIFMtSccswKBnqSi/bXRRdddPF4oljyeN3/fJewR3bULZh+7jJKR6fAEmRungIWt0lBTwx/eU/nC6RAhhZyTqJ6FCohyG3QZDZSI8EboYHpDS5BSi5ut6MB5ldJpk6tvqAQHiR3S5bOxLjkglN42fNOZNd9u3jvRR9lYs8UAnBp3VcIIHnXGKXjRheYjyR51766mVhsfG0uqkyMcFT/pdz0499z+2evZNUNG1FSU1mXpvC0ISwnRfZejd1oqgf7Ye/+jl00mt/a2FYvRyQTSN/I73WURcNkI5qbBH7GEO12yeyjMjdsw9k5ifDNPq2yrp+Z56zBmiyS/s1+7KkyKm5TPnIQb1kvwhIQalbvrLB82OLGGRuVtontLdT6k4EmuWWO1OY5cicPM/X8tfWaOQvAmbRY+p6HqKy3qaxNIkJN8u45EnfnmmRrE/cfIHH/AbKDcaYvWEnx6IEayZ6YgfMHljOi4x376aKLRwNdgr2LxxRX3/oAsw9MLKhNpAUk9lXIbUggK4LSkCTcIpG+ajFo9ei21sj1du2KSv20768YQBZ97Ml87YBb+x5z8FcNmguFQCgW1lbVGuk1h6EJwPY0sU2z9O8q4fkBf/m17zFdLNH7YNBWgsSeKuDuMHprlRmP0oYhEw4nG7cDAneihDtVJ7qtUoBKHnwKpmUJDl8xyBvf+CUemJ6tzxOBm9e4BYldaCDXo/f1YtFaqoKVV1SGXYQS9DwYYAWawrBF6MqFdyQCrFLra9WUcyvAPAshsIshPQ/mmT08hdfvIHxNfKKCnQ/RFpSHXIpLbLAE4sYpdgQasT5FYX2IatxdUf/Z79WUl4Qkt7EoBOAPa4KhkGB4gewKC3RCIQsWdhl0UWB7GqEEUsE9k3t43X3f5oNveC4XnnLE4h0fIng0U8y6qWpddPHnx/fuuZfpqdLCdlabw5qFISHDpIU97Rv7Nf+AFzlgS0NWx8NfQ7NNCJLGGWsFUTuN92sTTX6wpLWm1baLEBKTEivUJKRNvujxlk98j1ypTJCqXtR8T3LMp/d+Ey5veYq5w+LNtjsap/RANpgMLR7eGmZJweoVA7zkvf/NQ/uma0MRCFOgUwujNz+vzTC2sO0uDlko1yIxHuBnJOMnxwiTlslGCFlYUFI0O8errxmt9Gg81delwO9zya/vQyVdtNZGXx6NN5AgPmN0XbWE0gOzbCspdI9DcVC0BjpEPwdJ8DICu3hwDzJIVx3rna/RDgQJcIqCMCHRniI24dVs192/385lv9/Oez54MWc9vWu7H2lbXXTRxZ8XP7j6TsaylUXX8PJhPYDGGSubaxfJrAr7EgtfQJRtXTYEO8DkOeDMQGIPLefuSq8kt8quZ0OxsA3XAlSseRHRjqawVqF+sI3kzlXMjk3zrvPeTylfrk5z/rRrfTkTRTI37CB37mpQqh7JHtnx1O93E9s5u+icm9CTrf0opWBJb4xL1l/Gvq11wlwCifvnSNw/B8tHEaNDzW3EWuuaNSIYTCP9EB1zEKkkdiqLcB38tIPlm+ysThCY4IAmSBHtcwT23imEb4y7KHsk7htDzhaJ7Z5r+vySmybw++LMvPRYdMwm/6vNbB/wseKHMXDtLmQxaFrvq1ru6TsOEPTHUX0LODYaYM9WiF0/B9dPLXqtO1Fm+FubCUZ78M48HMs3gW13W9t4yw3b+ff3XcxpT6H6KV3b/djiKZbb2MXjjR9ef3dLWlYLNDiRRIfR2hbMrYnV0od0wxdAmLB51ouPW7xzTe2wqzE/lzeMUjhjLZUNSwn6UpRWJMmfMIK/YZnRcY0OcHZ5kdQaIYhPt4+yryjNf3/qGi56w38wWSgicgqn2GroZaFSI9cFEN+XI3PHXpyJgjH2WiP9gOT2OZIP5Zul43IVswlYcIwNP5cDbr3y3iZyvXEuAEHKNqR4FQeRXpTeUaH3vgIj109jFQrk1ps079l1DsLTWIU2bUTtyrKRFmgLrbGKIU4uIL29QO/mPF6fg9fvEJuoMHTLFNnNBZL7yqR2lxn8wxwjv5sltatkCrT6Gu1qwhSdd2wCKsMKPysJXbFgVrwWixMWre0LE3QXiJokQKg0Smv+9b+vZHw2//Da66KLLrp4jPDtu+45KCd2rRaGMPYzt8yqr/lVGxL9HsiA51900kH0Xl+NraKiZ5vPwH0evQ9USO4LkGUFkVy2UFXCObrTWljhpN0BU2DW//KMx0euv5EXvuc/mSuUCUQ1m635enc6qJHrAkiN+fT/sUhsOqjZZRGAVdJY3rzbO9QO6TRWJeHKOzezc9900zzNBdH+xhJ1ObVqNx32XRoIY4KpYxPMHBVj39NTeBlBciwwmWNlc5Hw2wyy+lmqBSagmwujIQQiwJDrgpoGPlJAFGiXGNfEJhVWIMCWJpttnrTBfHhZgfR0qyj+owEh0Jax29WDZRgqwlDxwff8iLm5+ZEBXXTRRRdPDPz41/cYr/diqJrpuLl47oS+mh1pWfqBi9707EWbFAh0VNhT5gXuTpfcSILJw10K/ZowqIBSFAcEk8fFzBrfYNgWtt2CMDHvikgibfuFA3z+XV/j0iPfTilfRneog1VvyyB1x176vn8f7kOzJqtdKZw9c/T+ZBOZm3YuOt8WjAzUhiXm8lzzHz9uItdbsHsMnZ+XaRa2D+Kq8iD2RB45W8KayBGkHYL+BMoSBBkHWVEECY2e9ySrvwcx0HYHuxooRKXed/Wq2O65pt+r353pMgP/cwfJW3diFXyCfZC9aS/OTGVBQjZ7816mjpKoRY7UouIjF8igb3sPhh9xi4ZcBwhDTRgq3vvBH1MsdSIduujiT0M3gr2LxxRjk3ORBtsCFwkIEmalDbKK5HZwipq5NXFkoIlP+FieNgf4KI/s6iX7GB5Mk5tYmKQM+hINhVWilF/bIuxPEvYnmV1jEbqangc9EtMeyhaECRu7pPATFrXU5EZE5K8700qwF5dIpk+0ya9OghQI3yMeyBZNTwB7f7PRArBny6T/aA7uChB9GcT8kzPm0Bfbl6eyJG3kaYRoigwwGxaBJQVaa4axOZCIPoSOki2aIGlhefXrZHmBfH9BfWwaBm6vMH0ClEaSIMApgTMOlT7wenXNqIsQZDkqRteuXaWJTfn0b2zedBSWxXBmPXrvy9efW4MRd6dDemMFdEoiChZ+j1o0JEI7kNxfxstIEpOdNzWlIQdrxo5YhwUQgCjWGZROm4xQaX7y2/t40/NOX7i9QwWNHrJHo60uuujiz4qxfH6x5ROor3GmjobG75HMORCbUjj50BQktyG30qG0JMWtO3aTsV1y/nzmuQGR1kviQEjf5iiaKnorPq2ITysKS228jFWLoici25UNVth+6a9Gr6s2O2GrYvTCU2PmSm2BTgtjiOelM6d3ek1jAojNhsRmzViVgOnjO0iBCUNAiLA5Xb1pvMJErmsByd44s3Pto/HqE9Nmn1U1YULgTrc/SApg5sikKfAWvTC3Pk5mRwU7usXyjI0O4xid1epBuEo4d0rn1xpZmfee1li+eSY10mfezQLjiNbR5iWI05qp0HSDkY+p9EnssiZILfxX6uRb+5wP6Zk0+eqY2xbRA3w/4Jor7uHiV3Vt9yNqq4suuvizYmo8D0dyEMbbfMud0kd6yxyD/5qkzwlxb5hh/zegst9kIRcPSzP93OXc+7PbSZy+hJLovDZrNGEmwN5rE9/qRt0IVEpSStiUlifp3ZTHyXvIik3Y65hI24DaGbm97TZBU7pN4nZin6bvfoE+83h8MDroew7AxMxBZbXFds4S2znbZI8fNgSwZiUiEUdG0muxsf0UFiH6ATgwCWkjPyaEQE21H3fLa0oT++Mu/KM1DJso+PxamF2vSe6F+AGQgblLuWbf0xK93tBWYuMBkxX3MCADReqOPeYXH2ITxQWz9ARg5QMGv7uZyrHLIJbu2Hbs7t0P+7PQAnSydZJaQ6nkc+2vN/Ki553wMFt9kuJJYrunpqZ461vfys9+9jOklFx88cV86lOfIp3u/LcBcPPNN/Pud7+bW2+9FcuyOOGEE7jqqqtIJBbPtPlzoEuwd/GYor8nxa6hGLH9C+ila5g7ylhN6QlUXDK7PlaLesutdomPh/Q85NcKX+rvTTIbmHNfW2OsNUIp4n/cS+mklTXCud6pAKUYuqOIXVa1tcMCnFkfv9c1KXQ9pshbLSJPCJw5o70+v8/ZIy3GznebI+cdKK1WTFgweGszyW7NLpx+X/UndILlhcR3zVEZSRD2xAzRYAuOP2wpxbkKGjj5+FUcu3aEj1z+PYKRxIIRYQhRk2epRrkFozFSuwJzoJaiFhXQrhkB9N1dofjCQayKSa0OMgIrgPi4RoYaq2wO716PJnTaNBJFv2W3N1eqU7YgSNv0/rHVKdHYvzUmCF5UwboyiVUKDZuyiIV2Z0LiUyGhK5AqIlQann15yKE04mAVBNa0JOxR7XOBNFgHnCaHiOzAx2utuXPrnoUHdgihm6rWRRdPLgykkux0K0YypMM1gnphaquiSEwGpMeMjTbrp0VhmWR2nR0VQdOMbZsx6+dwZ0evCARuTrWQ69WflYgIWzDFpKv21qJWUNTyzBgaD83KiQp7zTNgdlETm9PNe4kQ4rMaGRoJk9o9WhOfbF9Tpj6Hhd7EFF4XESkeXa9sOHX1MmZmS0ghOOOYVaxbOcR7v3l1LUq/Ixo3C9poiFvlegxbrQ6qgJmjkuRXx1vuz62M0SuM40No0FG9MFE2xL3wQSqBcnW9KGzTnM3Ddgqtz0Jo6rI8HYy3ALy0JJZbbLJ1KMdkiQlPoRv3E7UoAwO7AFYBwmSH/rXR4hcND8wptHe4Kw33/nHXU4Zg79ruLrp4cqEvlWRsf47SMJ11C4QAywRTHXbSNC94yXbibkioBHK9Rr9JcOuutVy79Rg0AgLF1m9txykUKJ1/WPs2tSZ9624Gvj7JzCuOr/dTReQ03nN+xqzF0blaA7ggK7pGCNdeB4TWqLgm6Gm1DT33hwzdoQypW+0rk4QNa2DPAfS2PQdN0j4iYh3AtjjhL57JVCHAsi1OO+swRlMWn3rT3Qd3fz7SKxdQGpJ48SzZ35oAMyEFOsrS6jQ+e9NerKNXcmCFojIgsHMCLwOVtEZYijClUAlIjoN1oA0NqDSiEpD+/e6HO/PWcYUcFBmb3DhFcuMU5ROX4x29LOJkdG2fGLt7F+6msYc/Fg3h8qGO7993/96nDMH+ZLHdr3nNa9i3bx/XXHMNvu9z6aWX8pa3vIVvfetbHe+5+eabec5znsM///M/85nPfAbbtrn77ruRnQoWPwboEuxdPKZ44dOO5hMP7sOd8CBs1U3XQGmpTWmZhSwK4jutWsp5o2EuD1kgoXebjwgU8XEFcReVTSHmCq3ruW1BKSBY3ttKrkdwZ3ysstlgNL6rAXfGQ0tIhNXimwI0yJJPek+5pS0/JRg7LxI+k/MPelBcAYX9kN7R2NEiKWwawrhCelbHDAChNEFCUh6wayfo409ayV+/4pzaNVf99M7mPg+iMGqQlOSXx9AWlJYlSe4pkYqDeDDKGOgUvSCgHIYIJZoeqoii9pRrCHZ3VuCnFWFKohvOsXYppHdjEaeoWtqtRrYvNHotQEwL9IAivd1n+pQ2eZKhiVbTNojQpKYjJBMnJQhdQWIixCpppC+o9Fjg1BfsxL1xiieVUMmqw4Wah0fOWNj76h4KEXYm2AEOzHQlYrrooosnJi4+9mg+PnGTWStpHw0uldEXt0qK5IF6tlPjZjy1TyF0wMzhDlbFZDYB6AlNub+1Yatk1vHkeKttrqKw1DaF0Yii3qoXRUSu1oIwFkmVKBPZLoshfl/rFlgEGneu9QBb/dnNG81vvxpM0yl6e969ViEkXKAQuRACP2WixKsP+NTT1vCWZ5xWu+Y7N9z1sA/9dlGRHPPQCQfl2vgJRTJmM94vKC5zTQG0DoP2iqGRM5sXi1CLPK+YIAi0RidEzckBhoB389Tk0BqhYXGBSm1S17WMZGraPbdqRFa0HxDKGOBY3qTEK1egLAjjUQhd1IZAkN2mmV0fReRXMxOjA338AKSq3ILWyIrCKnaotSJgTz63yGS66KKLLh4fPP9Zx7D3ypspD9Udq03QYPnGUXpY734uPuwPtbcsWbWFmjNWbAXgmq3HknxgDneiAhMHUI5F/mmramRodZ1N/mEvqVt2kXvmOtPxPLJLoymOUnfQzqulomKGTBdhJNmpNbIU0nNvjv0vas0Ic2c0Q3dE+4TG43S13WXDMJODqbmH8fQeAWyLs55/Ii95eYPt/uhPkJZEhYsI20NtvIWlFgfOiKPtNcw8cymZP44zvCsguGPfgrcrV7L/aEHFEjR+2EIItJIIX0AypDgECSvAHbdRDY4M50COniu2YOUeBfmUg9gf0TDK+J27cTeOEawaQCdcRMnD2TGJ9BbInu/cNXqoBz3U2/H9feOzD7vdLv58uP/++7nyyiu57bbbOOWUUwD4zGc+w/Oe9zw+/vGPs3Tp0rb3veMd7+Btb3sbl19+ee21I454fGvjdDXYu3hM8YKzj2bpigHyx/QQJswprWoHNeCsyLDysiNBCNzxaspyu/BoQXnQJogLRFCPOCcZQw/3obNJSMXR6QR6sAc9kDVR2L3to7aFr7BL7aPQqpypkzNkrvTBKWkSe4qkdxTaap/PHm11HnuEuXlOf5V0F9b9luAdpjqS6xpzIK0MxWrEufQ1D+6caLoulTbpUnZpEYOlNSLUFIcdCkvNPVZF4+YUQjrMOsLMb4E5FlckqAStxWkBEyHvmih5Abh5wVl9S/nP/+9iXnXSsSQmFJkdPk6hdcLS11jlRaIGq91UBHpVgCzT5E2XFcjeJxm91mL01zaj11gM3SjRjqQyYBGkLbQrKS51yK1zmVvvoOLmb7IaCyh9Qfp3cVJ3OTgTEmtOYI1LnAdiOFtjJnpdm78Zq9R5o6GBmWKro+aQRaMW86Px1UUXXfxZ8arjj2Vpb4awl7rOOvXv2d44pw4uASA+Y2xLJ3uaHDMR1W6u3oabg8xOiE+COwuxKUjvgsR4ZB/m2tuRICbw0x0KpUYvqag4ppbGkWpXFI5nIuTmrx92aeH1RAPubMM1UuAn5aJBWrHZoLMjGqK6HjQQxrB573jTdelEzFwrFw4K02iCuCZI+NglnyAJhSWSfWe7jJ+UYt8Km/yaeGdyHZAB+EFnUlnb1CLu7UDwjFVr+PKbX8pFJx2F7YMdRbq3vXeBsdfmUP3sbIFViSRaqp+VMpJy7izE5szn4eYwGu6BIVekBruicYua2KyqjyVqw/Jg8C5N30ZFbBqcnCY+Af33aHo31/d9+KEpbtphnELDvswiUnGHErq2u4sunlR46XNPYMROMXIHWFWlzeo/PQUrc0mOXj2EAJ61YpMxQe2P3Zy2fBspt0z2lvHaGp26cx9DX7qdzK+3k/zDXtI37mDwv24nc9NDCMBf0dtCroOxdx2ziKLXQqf6s2FqB366lfQV9+OMlczZuwHZzaql9kgTlIYlnaOZHzWsWsK2Lc0666me5KI68BAFpa3pZfd5SQ6cmUBLYZRIkw5zr+rjwInJRduYO2sJFVu3SNmBcS7LckSyC6gMCs6+YC1ffMtLuWj9evp2hvT8fhJr7tE5j3qjacK02/Fzmf9EBGBVAmKb9xO/exexzftr5PrDtRbhmlGCEw7rHNQAzJS75+4/xXbPzc01fVUqD08jfz5uvvlment7a+Q6wPnnn4+UkltvvbXtPQcOHODWW29leHiYs846i5GREc4991xuuummP2ksfyq6BHsXjymScZcvXf5KTjhxDbPH9jB7VJbC6hT5NSnWvupYvv7dt/HVF76C959yHnZBMl+nvAlaUxqwWjfpUkAyjs4kIZ0w0etSdi7kAVjlcMHF2xDrGhFExVeBYCDOeS87meHhLPWca4PKkOzMpkYN+r3mIFwNwvKHMwsSsAD5F7vMXSRqh+zqexrQlmD2qB50pKUqPaPruifX7K0/+Yx1xBMOdt6Pbmwz8wYJHMuHxGRAcsJIp7h5hQTcucVJheKy+MIXaF3TgBPAuSet5/T1K7n0glORIfi9jtGUn/cslCNwJ4xG/iIdoEcVaMHE6THwIsK7DIO/tUjtFMiwHtVmeZLSkiSVXqdl86Yt8Pqg0gNBykQbnnfUWtwiJHfa9PwuRt+v4/TfEiO7SRLPC2QIROn0tQN7ywgN1MPePjx5UU1Ve7S+uuiiiz8veuJx/vcvXsmJq5bh94KXhSBlvs44cSVXveNSvvT3L+fvXnw2dqU1O20+EuNhpLNah9CGaI9PG+JUhiYrS4RVK9cKLyMXJuoEdRuijfyLRHDh849hhUyYCxrut/xFTXdNBqd60MivaCMEW70k+i5DgRtpstdT4SNXrTB2pTHyXqAZ298cXXXOMWtwbOugCqMWVsHMBpvdF8TY+YI4B0510ZaNEBIvu3jyamNqfvuJaSOXF03nGcev48z1q7j0GaeYuqdu6xiNIyGSnjuIdbt6KA+TwmQVKCDUuDndJFUkEEaCLg5azC/nZv6OYjMKdybEKWicvOJZ69YQn9Vk98DIbZolv9OM3AWpfRphgZ+RVHoE+RUWssNYtYAgISiOHkwFwUMDXdvdRRdPLvT1pPj8B1/NcUOjjP4WBm+D3k3Qfy+8vLiWX/7tG/nu817Le087ntHUXDtetgYhNBuG9mJNe03/fmUlIHnPGJnf7iR15z6swuJOxyDNwnYgypbSaKySZuSWEpn0KBf83XM5/DfRubbhnBafVAuvKVIYuZgGPKpLkGPD4augN8vYlmY5k7NefArCOoiQMCGYedYylCOx8+DmBLYVwuoSQkLpyMVtTf7UkQUdDRqNKJkLlNZcuPpwzjpiFa89/xTwNOHqYROQ0HiPgDDhEDqLn/ubxnLuWmZeuAEds2tcRdN027zWCSL63ykXHmfkfxrmKKt/tA1B+95RyxAdJEI0pmD8QrzQoYY/h+1esWIFPT09ta8PfehDf9IYx8bGGB4ebnrNtm36+/sZG2svEbRt2zYA3ve+9/HmN7+ZK6+8kpNOOonzzjuPBx988E8az5+CrkRMF485BntSfO5dL2P73knu3LwHIeCkI1awarSvds35yw7jY/xm4YY0dR3PqtSJ1lHl7ypBDEiJcgU737yO/o0Btq9bPJoHW8ijdg4XoBG8/NJzeNPfXcinPnc1t/7sHnS14nY1UnpBb7o5GFaP2kJptCURoWq6VUtz7dzrkqh+Sekc8A7TJG/RJB6wCErg97iUh+JoRyIrukmjdadqlh5JJGO88tJz+J/P/Yr4/iLlkSQ1E1d9hkKgUMRmvfqzEsIUQqumWVuSw09byebbdrbd1GhAxRfZDAiBlhopBelkjOefcxQAS4d7OO/0w/n1bQ9SWJEktauI0pBfFSO/KkaYqGY3aLLbyh1kVDUIUKcE8OUEhZOiKEdPk73fkCQtBWOj+Uu/Stq0tqydKKoC+MdLz+Npx67hf6+4gx17pwBYs2yQ177gFFatHuDjP72R27fuNgRPZJSqrTY+MmHBquG++V110UUXXTxhsDSb4dt/8QoeGJ/gD3v2Gm3wlStY1ddbu+acY9bw34s1JExWTxiLDnsIhK+IzYY4uQChIHQFXo/JUlv66zyF5XEsT7TYmpq++yLnJLuosLz62vvGl5zNX73yHD74neu44b7tqAb918WaE1qT3hXiZQ1ZXBy2iU+ExCebI/erQw0yDkiBm1dYZYWfkuiMjWdpQjeKXJf1G8xBUjC1tZlgzybj/OWzTuIrV98W6cvX+2h+DJrUDghT1QFgyIXIdltScsRAP/ePT7SNcuNgyM8oI8CSgt50gueediQA60YHOGfDGn73wA6ClMIuGF686uhACEJboMsKGeq6Tm5j943SdUqjXAupID4DoU01mLFlPGiNl5HYxdbsNgFYARAVK/3Xdzyfa2/YyPd+cge7904DcNiaIV598WkMLe/lP75/A3dv3YfXazF5jEv/veaPp2rDwdSlGT8zwRnD/Ys8rC666KKLxw9LR3r50odfy+Zt+9m4ZQxbSk45biWjwz21a56/aiU/27VwO1oLErZH2OMejNlFS4EOAjRuS8CcPpgQTwHDvy+S2hdGNk7w1+95Fa9XIe/7ydVcU9pOEHlAq5ldC46p8azvAg0qKE3n7nr3Te8DWIkYyrGhr8eQ6kpBzIGeTM1ujd25panb/tE+Xvw3z+HHn7miczyAFBQvWIo7MYkz6aBiAn+9hb/arZ+7V6dYdswKdt+3q+O5O8y6Cz0Bs98KBZYQjCQzPGf14QAccdgoJxyzgns27sY/dT3ObQ+ipKBw8lJKx4+ikqbdnp9tIr51qsO5u74XCXvjBCNGS2/ytSfS9/0/Ys20Rowf5Bau1sH7f/RP/PyL1/CjT1/B2PYDABx+yjpe8Y8X0TuU5Yv/8DUeuG0LolgiSKexPN3ajwCdsli1bOBgeu2iA3bt2kU2m639Hou1r5p7+eWX85GPfGTBtu6///5HNAalTODrX/3VX3HppZcCcOKJJ3Ldddfxla985U8m/R8pugR7F48b1iwdYM3S9ovbQCaFa1t4nVKUAQRYZY0s+yZKXWkImougaQ2ECoUESzJzpMPAvSFinva4cha39JrI29lgBX597xa+8o2bCQMFy5PY5RDhK9xp0f7gWusQkntr0zBR1V5oDKYQJgrdD0FA2BOneH6c8un19rS0CJwYQy9azeY7xxChxs2HWGUTla5iEi9tEyYE004FLwhw7fo/91e/4ens2zPN1T+5k8TuPGHCQvgK6YVoKSiNxigviVMaTJLdnMcpKlTCQSmFtiwsKTj1pDW87c3P5K0v/3+UipXoFF3/bIQGV1iUtWpxaNQnohEB9KTifPofLyabijNXLhMozf958wXM5ErcsXEXuRUpysOCSn8zYZ9bGye920N6qmUjJBD4zw7QuxwCv8Ex4AsSY23I9drYzTbQKYCfbX8JwHA2zUAqxYufeRwvesax5IsVhDCOgiq++rcvZ/fkLNfc+SCf+vGNdZI92hjpyNuugZefc1znzg41tAtl+FPa6qKLLh4zHDE0yBFDg23fGxrMYFmScCGtUQ1BXKCkWaetsiK1p9JEnFoVTeKAb4jkQJPaVcbvj6PnHdMtrx3bOg9K18j1Kq763X186vpbCav2SQBaEyRE7UDWfuyGYXVKRipOoyn3S2aPjOPt90nu9bGLxsNd6bUIEzZWUHcMaNtkQB053Mdd/iQi1DjFelS8ciFIGImW/N5iS/d/88Kz2DM+y1V/2GwCDLSuk77ayN5YUQaB2Gd+tjxlJOaygsqIwzNOW89fX3AGr/rC/1IOgtaoMgEWggXz+qIC5P2ZFJ9/+8XEXZvcXAkVKj742gt565d/wt079hEk6wVmmz4S22QLIOcFPGgdfRQaKx/gJxpsvo403TvtJ8zACWPCyP90wNLRXlJJl4uedyIvfu4J5AsVpBSkGm33P76KnQdm+MV9D/CJW35HadgiszPAma3ukSwKy2y0JXj1iV3b/Yjb6qKLLh4zHL52hMPXjrR9L+2MslhMsSU104Uk9nTu4CQ6labn2q3MvKx1jZQHIfEtK5rUWIPDVMD3b7yHL3//ZpTW9CPwek2xbeVYoDtLsaE0TM7Uf59fsD3moCu+KTo+1GPszfis4QsA3Z8hOGIZKy2LXYEFFQ8OTMFcVMk7X4KhPvB8prbtaen+rz5+Cfu2H+CWn93eOjbLgiWDpPZlSO8DtW0XwhLIdIawz6VwUoLCqQ7PO/Vo3vDVY3j70/4V3wuas/eEQEqBVCY6uyOiPcxoMsM3LnwFrrSYmyuhNbz/H1/Iu97/AzYrTe6i4yn3WqiM2/RM5561Fne8iMyVm0j+arBDkHQhbjF35pL60IIQa6Z9MBwcJLkuYO2xq3DjLi/9u+fzkrc9j/xMAcu2SGbqldb/360fYvfmvVxx/X3893X3oByN5UeZkAJCW6Acs+e76Pyu7X7EbQHZbLaJYO+Ev//7v+f1r3/9gtesXbuW0dFRDhw40PR6EARMTU0xOjra9r4lS8zf2VFHHdX0+oYNG9i5c+eiY/tzoUuwd/GERNyxeeFJG/jx7fcRdoou15DePIsshahY/ZrGhbr6s11S9N1TZPq4FHNrND3bVD3qHQjjRtJFdzirayBMWnXSXGu8rOBLX/+tiSKTUB4QhDEbEYCf0RCGUcRWm8YEZDc3vxz0p3DG8ybCqzeFv7SHqsa5vQXSOzQ6rcAXyIJx1XvFaZQTkt3tN0W/aS/EyYVMH+Xg2DFsq5mYVqHm9nt2odMxyJdxJ8r1e4HM1oD0ziKzh6UJeuKQoClLIBQQT7ksWTnAp7/7t3z5o1dw2w0PmMgzYNVhI7zir57Jv3z1SljWOX0eITgu28cXP/AafrVlG//0pWvYOGYW1yXZDJc880Re84JTeM+XrmC2x2vZOKXGwRtI4eQqWIV6yqJ2LPysi9omkXeHyEgnXyiwyqIzuV77jDRWWZjPsZ1mv4DXnnFCLS1NCEEm1V4OZ/lAD68/72Qe3D3OFbdvakndEwKedtQaLjjp8IXH1EUXXXTxBEc6HecZ5x7J9TfcTxi22m4NICF0pIlUtzSZfc3kOjT8HGjCpI0IFHbOI8jETPHqqGk3H1IcttFiPvVe7VAbPfBa/xrpa/7juptNBJ02RLkINMoRFJZrnIIhuFtai+xbcx0UgZvT+FlJadSlNOyagpuNdkNpZBBF2EUpyTPaJzmu0VFl0OrV0ge7AE5JkUy0RqKFoeLOO3cSK4LvKHQtNdpY7zAhCV1NbDrAnQuxgnrUljWuSY5XGF4lWD88wHf++tV85Mrf8LstD9XOXRuWDPPG00/iX7/0S0jS1v5V+ztp+RI+/46L+e21G/nIO77Nji3Gdo8u6+Olf3EGbz7/NP7Pf/6Sgue1NBPLa6yyRsUEoVu3syI0zhWhQUkL3Sjhs0jNF4CqdI2udD60v/xFJ9c+HyEEmXR7271yuJe/GjqNe6f2c83mrUxvaP48BPCcI9bzzMPWLjymLrrooosnOBJ2PytSZ7O78Ds0rQ5yrcGrWBT/fpLEzoMsgGnbODMVUjdto/C0tbWMNQA7B5UB6Bi/rDQ9WxrOdQKKoxZf/N7vjAO5EuA8NEm85BGmYgSrBsASaNXJdmtoqGvSuI8ACFcOEa5fClYDOx2EiLKHti2Iu2gJuw6H8BubscZmmwnuXAF27wchSA23ko5exeePv9nY3ocRhube/ZPo5aNYK5fVHM22EmRvD+m5XbGsLFn/jrV8+ncf5Ivv+hp3/ereWhNHnLKOF777Jbzzd7/F62n/SAEQgmcMrOSzL30xv75mI+//7g/YuXMSgGXL+nj5y06l7xVn8q7vX4kK/RabKxyX6ZceQ+qO3cTvP1CTzvWXZCmevBwds+n5/j3YUyWCNebsbU93JterWDSKXcNL/u75DdMQZPrSbS9dfvhS3rBulPsn5vj9PQ8RWq170ec8/ShOPmblIqPq4tHA0NAQQ0OL1z8488wzmZmZ4Y477uDkk08G4Fe/+hVKKU4//fS296xevZqlS5fywAMPNL2+efNmnvvc5/7pg3+E6BLsXTxhcdmFZ3Ljpu1M5ovNJHtE9Pbem8MuRRHrXghuZzkSAWS3lqgMJgljkrllmlheYBcj0tWDIGFjF4OWRV4D2hJ41bSryKD6MYjnoDgMc6swZLqqGmyBNWsT9gRgmdcbc88Gfw+xqYZehEA7Vq1ve7aIv7S3ybCJQCBmGgrDSs30pil6bGkKocybrwb6Nvocdcp65DwDecstWxgfzyG8oKXYae1KX9P7QJ7S8owpUNMoFQNcf9MDHPnD3/Pql53O+z//OqYOzLF/7wzpbJzla4a49aYHSYwHlIZso8c6/2CsNU5Rc/LKUf7r1jv49PU3N12yby7HR6/9DecdsY5cT6txFKE2mntSEPTECbIxiDzUtQ1SEagonFLA4f+VR2jwkwIVd/F63AWzDJL7fMoDLlitZv+c9at53dkndby3ZaxC8IFLLmT9skG+/qs7mMqVAMgmY7zq3BN484WnY3XQijsU8Wjqr3Z1XLvo4omFN77hXO64Ywe5XKnJdldX0vyIbQ7ZwmRuyYUS1YRA2RbTR6exiiHCD5FI3LyJyi6v0vjLK9h7Yk2Hd9OhqUPiFHStfxAErrnXyUNstv7e9NGaIA0zR0Hv/YbsBt20xoh5h3cRvVZzQAtabZ0UDZrkGmXD3plZrBAjEtdo56NxB3HBGSe2Ere/vn0LM7mS0Q+15tmMajsS/KxFfLI5o6/6/Zpf3MOGw0Z58UUn85+veyn75/LsnZmjL5Vg9UAfV9+0EadoNM1bIsyj8VmB4MSVS/jWF6/nO/99U5NDYWzvNJ//2C955nOOJfDafLhKY5dNpLqJuKe2kM9fz+25kPi0GbuyoNJj4WVl65gaICtGi1eL+l9DVf3u3LMO56LnntDx3pa2hOCTFz2fL958G/9z+53MlEwwQl8iwetPPZG3nHlqy/7qUEbXdnfRxaGL04b+lv2lu/FVoYlk19GPd7w7g3Ww5DqYhfvEDSQKRaw7xvFW9uBlbbQNakmITClU0aWFXlUad07Rd5/pKzpW42Vc0Bp3415id+8CpdFS4j3naLQtKYy4JPd75sytG2rBKA33b0eU6kUYhaZJJsbaPUF4xLLm8dsWOp2ojcFzAmbH5hgem2kfkBfVZTnrhafMf4df/+9vKcy2ZqU1wQ9g9xj6sNUIKeuO4KinX3z1Fo5ct4xnv/gkPnbtezmwa4KJ3ZP0DvewdN0oP77qLtxZ8DORBE+bAD+7BKf2L+XLn7+eH/34jiZTumfPNJ/81NU897nHUSZsY/uj55ZwKTxtLYUzVyOLPtq10LE6pRgOpcncvI/MLfsQGsL0wrI1REPVUhi53Abnh5ACrTTn/+XTueB15y7aThW2JfnIu17Mf//wVn5w1Z3kCuaz7+9N8urnn8KrX3BKW4m6QxVPBtu9YcMGnvOc5/DmN7+ZL3zhC/i+z2WXXcarXvUqli5dCsCePXs477zz+NrXvsZpp52GEIJ3vetdvPe97+X444/nhBNO4H/+53/YtGkT3//+9/88Az0IdAn2Lp6wGMqm+dZbX83/7xe/4ep7Hqwd1O18SM8DeZJ7GrS8JE0R6e0gQ7BLIdqyENiU+0APapyCJj4FUtsEwhQ8FWH90B0kLfyMUy8JrMGdrlDuTVAcgLm1DX1KE4EFQAjWlI2OaZxSiPQhNg3p7WBVWg+shAoiQyJCjTM2a0j2efPS0YHfniiaquTSMYtdpG9ahcB46Af2tkYibNq4F8uSUPQ7eo0FmNT6YtDROH77B7fx8otOwbYt+oez9Ede+5npAv/+z99Dak3fpgpza1z8bGOqtyY2HZJ5yGPu+ICvX39z7TE0PRbg2ge2YoL+mkdpNNQbByxgXsESHWnbi7C+0bKLGooVrIJPaWkKpECWfNzxIlbeVLgLemNIXzB8s8/sEQkqgxZSCtaPDPKaM47nohOPxp5PbiwCS0ouffapvPZZJ/HQgWnQsHKoF9d5Ci7DSrcUkf2T2uqiiy6eMBgd6eFz/+8SPv/FX3PTbzfXMptCV1AasvAabIFTVItGLsnQFBkPkxYImyAG+WXGyaqyIdpWlNdXcPY72HO1wizYJbALuhYtpiUURwROQRq7P1vvw+sFP2tGESRh4gRNfBLSO40DXkQBcO0S0pRT7aCBZG+zLBl7BMkD2hRTDUE5NEVwAxEbDDLVahvu3boP25KUbdV5zyMEyhUEaeOIaIf//dbNvPBFJyGlYCSbZiRrIsHGJ3N87GNXIFKC+LTAy9YLllbnaFXAzWnK+wv84uu3Ri83BkGYb7+68o94J/W2PLP52QGi4Z7GfqTXXE9GhBCfCrGLiuKoDUIgfI1TVEjffDhBTODMBVgKKlkHCVhCsH7NMC99/klc8IyjzN7nYcCxLC572hm85cxTeWhqGoDV/X04VuegjkMWXdvdRReHLHrcFbxw5Ze4bfyz7Cz8lurCPLPZ5p7/yLD3hvbZPh3hB+YrlSQGxLeX0UJTGnJQGYswLQgyZVTZAd+spyLU9Gz26buvUnO+qxiMnZ0guc/G3bSP+J116YdgeS9qIB1dJ8gvj+EUQmLbp03w3VwB9k8i5knOaoAeBzEenYNLHtaWfSaKfR601gg/IHPtfWRL3qJ7FjvWars33fogli2NpOwiz0wUS5BOtbwlBHz7y9dz/otORAjB8IpBhlcYub69e6f53IevQK6Lk9wjKA2Davy4NDg5iE9Cbsc0v/zJH6O5tQ7hiqvuITy2VU9bzN8DWRKVmXed1gSDUUZ+1LbML/7MtADtSESlXlzGsiWHn7yOi976XJ7xqrORDzMQzXVs3vLKs3n9S09n174ZpBSsWNL3sM/vhwSeJLb7m9/8JpdddhnnnXceUkouvvhiPv3pT9fe932fBx54gGKx7qx6+9vfTrlc5h3veAdTU1Mcf/zxXHPNNaxbt+7PNs7F8BRkdrp4MmG0N8PHXvN8/s9FJT77H7/gNz+5CznrH5xeVxuEDihbIENwc4r4TPXwLQjiFiJukeuBwhCk9vlkdnhYZaOFrqVABgqrGBrvuxTkV9B0yBWq2Q8vEIiKwJmCgXsXNqqiWKF02BCxh6awKgHORB6hFN5IDzj1g5wseDib92BF3lgdc1Ej/eieVEu0mdCw6a66Fly+VOGXN23k53/cTG7IIjvWWgysERqwSn5Hgn1mtsjW7eMcsb5ZG+uXP7qDSsED18IC+jZXCOICP22kbdycQlaM9u33N21CDlttEhKj+QoRRZ81L+iLqbxU598UxUD9s7EqCnemAkFIfOdc7T0NWAVDtMtskp6tNlMJSSLm8IO/eU29WvkjhGNZHLakvX5xF1100cWhgNHRXt7/3pcwPV3gw9+8juvu24Jvs6ATfCEo29huERpNbxkIQGBNWjBpIRB4aU1+hULYIbIkcWYlTsxERIWuwE8bktbJCdxCs60uDWIODdX13RKUh80FfQ8sfJhQEmITIV6fhbbNPRoi29Ngj5WJwi4NmcOd9DSxWeMICBLzSXa4a8ve2q9z+TJXXH8fN960GV0M0X2LHBC1xk91JtjHx3Ps3j3FypXNdXB+/Mu7YH8RZ9DF73GIzwiUpVGR0pv0QIZm33TNt2/DioIC2kFKEUWSLzzUhdDOdttljTur0I7AzdUdNBpwfY1K2shCAGhm1jn0JOJ8+d8ueeSDiOBaFus71B7ooosuujgU0OOu4PxlH6YYTPKF9/w/fvfde5jdZuztI8LOvYhYDAZ7Ka5IMbcuZqKrA3B2goND4o/7iW3cR/5pA8ydMkxhuYPA1OjyeiW55RZCCJK7FbF7miuxeqsHm223FPgZG5KaxN3bFxy1tTpGmIzD3iL4Idam3eAFhmR36xSZnJjDuWcHomTC3Rd7EvfetKn289xkjiu/8itu+cUdi5PrEXSugGhDsGsNex6aZHxsluElvU3v/fAHtyGmSri9Em/QJb1X1IuoR5HrMtCISsAvv/wbxEhfx4KrsrqJeSQfuRCm8GvjS4vcoqP/iUpz1l3faB+fvvnfH8EgmuE6NutWdm33kwH9/f1861vf6vj+6tWrW/ggMIVUL7/88j/n0B4WugR7F08K9KUSvOblZ/Pbr93W/gKlW6KXG6EB5Qr8tGX0X22T/q11PTC9ilgU1TZ3WIzCCpclN+Vx8nUZFS1gdp2D3yuavcNNvTWPpTwgqPSCO9PG0CiN8HzcOQ9cCJf04rkCrUKUIwn6LBAWVt4jcedOZH6ellnFw9o5RrhsCD2QbemgWmxu+55J/vbD32NqrmiMqisPznYu4qj02xSi/dUvjWdceCHaMr3YZbDL0bVVmZ24JEiIjuQ6gNIaaQlE0DyUMG4cJtJfwHgLgWyXoo65x50oYc2VW16vDtGaKzK7IUXoCvLa59Wf/V9efdbxPP+EI5+a0WuPFqJo0EetrS666OIJib6+FK994WlcuXlr2/e9rEVqf9D2Pajb7jBmIsO1LWqROMaC1Vd/Jw8gKA/Zxsa7oPoartGa5FiA5UmkarYayqatZFh5ALyMifxqF70exiBxwMPJayp9FsUlLvllAu0aiRXL0zhzGrsoIvK93opyoDQoiE8ZjXY1r1xJ1XY/uOMAf/d/v8dcvtzxQNwWizgzfL/VNl579R+RoSY+4REkbbQDMhR1GZ9oALEpHxHqjuQ6gFaaRD6klLWaxq0c45SQi3ANYoH33VyIjorTz5fAQUCQsvEyEqsM+VKZSz/+HV5x7vFccPLhTyk5tkcdXdvdRRdPCSTtAZ717Iv55YfvXfzihTAxY77v2Y8So+jDVoOQTQa1dOwIaBj43jayv5pgz98dw/TRjZHRhmy398+2nOl03Glru/01g7ib9mHNFFskLbSAsC/JkR+skOzz2X3bKA99vw9PVlApm8pqGyuQxLZMk71xB6JYaWl/IYTRufiB27bwTxd+gOJcaUFb2YJFDH3QxnZf/8t7EFqT3llgJmujXInlCVNkvKHN1I1bYXTJgl1opUmXoZBoXqb1wfDuShPbOdO+3ej7/Ps7tTexe5K/f+Z7edHfPIdzLj79YUewd9GAru1+TNH9S+3iSYM1Ryzhwpef2v7MqDFabPNe9lOSSr9FGBPkVifBErWV3E8JygOtjQkgPmskSMKYYOKEenVqLcDPCCZPjFFpows+X6+13qhg8liL4qhoGaOYLeBu2otwXSMfXgqxKxpvOIU/nEK7NtoRxO/f10quU4/cknsnwA8R+RI6lycIy5QHJKnDe/npLfdx2ce+z3SuVDeqQhAkrEXXSRXrTCS7jsXqNl7hYhRdLwBRCiBQzRsGpRHlwEjqVPVrF4BwK8ioIF39RUFxtLOTQGvjqZdtCu1VISOJnLZ9YvoTpahamoD79uzn3d+9mr/+yo+p+J1JoS4WhqCuB/cnfz3ek+miiy4WxDErR7jwpMPb2m4/JfDjrXYxiAn8pCGliyO2OUA3MqltDtQCgZsXyACQRuqlBq2xi5rM7gCnTVS3XaZ92qsUTB0tKA/OO2hiiPfSELh5kyUVmw5J7/LQdtS3BWECQ67Pk3AzAza/l/sEwtNYZYWdD7HzIVagGUgn+fkN9/L2D3yfXKHSZCZFqBe1m1a5M0OdSDgsW9bX8nqlUDH7iVCT3lnEnfGbnotVDEntKuEUwtpheyHI8Taas0LgpzofP7TWpp5Nh/cFJqOwdcdXb19LYfYXkY24Z/s+/s9Xf8k7vvBT/HAB0f8uFkTXdnfRxVMHxz/jaM544cmIg8zc1YCOu+hUwhQGnYfkXWOkb9ndeqMQlI4bQaVcnKkygz/a0dCmWeeVDUq3nrtkrtwSMQ2AJSk8+2j85f0ttttf1Yf9V8tID3tIR7PizH2s+8sJKkeNUD58AB2zCVKS9G+2wgLkepMFsi1IxFErBoidvo6fXn8P//jiD1PKlZvI9YPiOROdpXjS2QRDS3paXvdK5jxr+Zq+e2eJH6iYumQRnFmf3vvmcMdLpqjqIvsH+8Fc6ySFycLraHu1JvbAAWTJb/t2Ndzh4fCzf7zxfv7tlZ/gg6/+JGHXdj9idG33Y4tuBHsXTyq89f0voacvxQ+/emOzB1crVBAibAekpLDEZuqEJJWhKCRMa2RZ4OQ0MoyWBiHwMhCf1i2RVBrzemGppDzk4KckVkUxu95h8vgYKiZoZz7cKY3fIXVbW4KZIyTkc/TePg1CIHIlpB/CsuHadQKjA+/kQ7z+aIPih1iTuYUPnEJgPzSG0BAkbeYOH8UfjnNXeZq7vnm1eQYxkyamLRNdl1udoPf+fPvxRt+DlNP2fSkF5z3rKG7YuYOZcpnl2Sxnr1mFLSXLVvQzsW+2NjbhhWgvrFnWWpS4gNiMptIj0LbpUYQgGnLKhVCsXDnBspFJbr7xaFRYf680KJEVTeqAnr8HADT23CJRB8HCEjkA8QMV8odnTItRJ7/fuovPXXsL73ju0xa5u4suuujiqQ0hBB/8y+cwnE3zrRvvqkVmg7GLs4c59G7xscuacq8kv9whSEe2LyJbm3S7RXWFbxdVrrHz4PWBdkALjfQhuT8gsytAhoZ4Vonmw39yr6K4pL0zWduCmSMg3qexfMMq+0nT98jN9QwogYmsTu9WzGyI9gEh7cn1hrm4syGxXIjQJrLbz1igBRsfHGPjg2O1VDupItsdqzokOrSptZFim2t/GJVScMFzjuPX924lV6qwfLCX049YgSUlS0f72BpJpslQkzhQIT5eMZloqr5XChI2OBaaEB2zQICshMiggUgQUBm0KQ5CfNx8OtVNgJ8USA+cSsv5PXpunY/gGgx5voj1tjwIoix7FRnvm+7bzlevuo23PO+MBe/toosuuniqQwjBv37nnXzxH77Gz794DSrs7LTVAz2wagmkoqA0pdHj07BjL8IzJ2YBJO/YS+HUZWhnnr3VUF4/QOrOfaTvmmDiJasJ0xFNFTGzhcNiZH7dfJu7ZT/+YcO0RcymdO7hVPZNRyS8JhjNElsKJ73gnoZ5wtITD7D9vqVMYTzzMldBloIFrUzje2HKpXDOYajBNLeGFW792rVwwZG4m/aTuP0hvCUpcmcvxxkvkr1+Z2eWWQqIaqK09CcFF77kJH7z3Zsp5kosP3wJxz/jaKSUjCzpYedkwTThazLbC6R3FFCORIS6FmwWKoU4MI1OxGv2WjkSGnXJtcbdPkHPzj3MXLgebBkdgIXZC1ST0ec9C2uyQOqm7Qs8sdbnthiqzokbv38LPzp9PS975wsfxt1ddPH4oEuwd/GkgmVbXPoPz+Vlb3o6//DST7HrwTF0ECKUwsIs9oWjeth3fn/zjcLIuVRiEJtoINkBPymI5edZOkFTevL4iXEKq2WtkjmhRscE1lyISsja4Tm7U+HNaHJrrCZtdgCUxi5pUhMSazIH0oJsCkbTxvPdAA04OR8/66AtkGV/4arNUiJcBzQoVzL5rBWo+Lx/3kKgHE0QKsKEMBEDy+LEpn2SY5UmsqLalYrZIGXLXIQQ9Ayl+Fb5QYo/rWvNDaVSfPA55/OXf/UM7v59s5EVjQ1jSIcgaVEegDBFs8UNdK2IqRCaw9btIZMu85wX3cJvvnIanmURuiaiIXQsioMau6iQEZkRxM3h3Rzq26NtBfg2aPfcldZ8+5a7+ZvzzyD2VCxS+qdCLx59+bDa6qKLLp7QcCyLf3jpubz+2afwF1/5DrumZwls0I4AbPIrLRJjqib7UYMwkcjKNfrfjTIgnUKharZbQHqXT3ZniGiIILN9ReAZDe+qXYvNaFI7FYWVrfYOpbELkNmumDnKRnqazK6A9EM+1jxPuwZSuwNyq1zChCnQupBUizunyOwNTVSbAK/XbjVMQqAtTWhB4Ioo97QqexP9r9pHtB7Gp1VLTZjq4+wdyfDNrfdTefC+2usjvWne95oLeM0lZ/P+3z/UfI8GER3Eq3sgLQV+xkW5sqlvqxQSmywbckXC3NoYYQIKSzSJCaPJ7uQUsamAMGYROJFUTPTxKAsIBY6/CMF+MFr+bZrQGr59/V1ceuGpXZm3R4Ku7e6ii6cU3LjLW//fm3jV5S/h7ef8C+M7J1trYo0OwPqVzf+mpYChPuhNo+98ABFl/Upf4e6cpbJu3jlda7QbFTpVkN6YZ/b0XkOMa2Ps80enCbIu1pxXr6c1nsd5MCLZ59sFpZFTBWIb91F48QZiSZ+VR+1nxTH7cOLNDmgVwvK148xsXoVyNPZM5aCJYJVyyT/v6FangZR4G0bxl/eQO8J45cvrenF3zhHfOmPmOr8x20YIYbKwm87dMNiX4Ifv+QZBub7xGFk9xLu++re88nXn8LF3faepKaHB8lT0eDX4Pvg+lrARM+WmM792LYJ0JMsThoi948S9gOGdt1M6cohgKIlIpogVJLNHJFCOMEXIdSQiYIFVKCMX0JlvFxRxsNBa88NP/YKXvv35XamYR4Ku7X5M0f0L7eJJiUxvik/97O95zitPx7bqy7WMSaYuHDGWqCUd23z52XmNtftXoKPCINX+dmtWfWuc/t/Pkt1YoO+OOVZ/dS8rv7sP4elaCrXwNMl9muzmEKtR2ltpkmOa4dtDhBODdStgzVIY6Gkh12vDVYY0Fr5G282DDNMxKuuGKB8+gre0FyKSVwCF9X2GXG+X0icEKmGR3Fup/T5zTIbpYzL4GbueuiYF2rERCGLjJaxCAKGReRGh4thnrOa+9WWKNG9QJgoF/vqHP2WuX3D8aWsWTAPzelymjrUojYhWixul1gs0Jx+1hUzaPMxYLGRk1STxcXN4F1EMm7YFftai0mfh9ViomCRIWwtK4AgBYdJeNFWtMthaSR0gX/bYPj69yN1dtMOjlqam2ztAuuiiiycmBjMpfvDXr+FFpx2FFavbNcuWyITT2XYT6aQfBJq0zKWF8AKEFyJ8hfBCZN4jvr8YnSp1rY/sNk3vxhDZmPgUalJ7NSO3h8RysOLqIsuuL9GzpZVcr3UZaLLbwJ01EfRNUwmMo90uGUmY5P6gdugMEpEubRvyWFT/U+Z9AVAlpqvzUBqrrElMKawA/IzRYa1JuViCY85dy4N9FSrzUuoPzOa57PM/IjmY5PCTViwonRa6Fn6k8dpcmFUQJixKowmUDRMnJQmT0WfsCLSt0EKR3u3hFpWZgxQoW6Ac86WliIrItw/w05gtW+gsnmau3PZH+el8ib2Tc4vc3UU7dG13F108NTG0fIAv/OFjPONVZyMbop3tpIs8fKX5Zb7tkgIcx0S2N0D47SVdrJlS7de+LbD8cw/S+5sx0ndO0PvrMVZ+6G7sOSMqXl0+wmwMuXcSe9t+aCCeCULczftJX3Mf7v5Zzv/rWzjnkjtYe8ruFnI9GhVuyiO5X2MX28ijJuOIJcOIZSPQl20aQ/nYZWgnCkhraVags0nc2eh5WJLJVxzJzPPWEgwkWiVjPB+19SH09Cw6DA3R7vscc8QQYzfd3USuAxzYOcHlF/4bK/oTrN6wZIEzr0AfmEQcthKRTTc70QHhhdizJZQIUdsfQniRQ8QLSd0zRs9vdpLdq4nPKWOEJcZWOyZbEAneun6CnnjbwuZ/CrlexfiuSabGZv7EVp6a6Nruxxbd0MsunrSIp2L8/9m77zgpyvuB459nZrZdL1yh9yIdFBCQoqAgNqzYWyxJJMZoTEzsGqP+YtTEGE3RqFFjidHYoiJ2xQaiohTp9Y5yHNe3zDy/P2Zv75bbvUNY7jj4vn+v/XE3MzvzzJjb7853nuf7XH7XWZz/6xNYMn8VWsO6XIdr3pmb/E0KHB9oQ6Mc90beCMUH+voeWnW50VBga6YM6Utl3Uq++2Atzk5Dl3s+VUL51EJqLYvaIk/sC0agROOpsrFqNd4adxIzjdvD2jFVs7XBwR06rwBPnWZ4ZiZLAl4Ihakb3AW7KCua1NcYNSF82xuy+TU9sxIn1+s5Gm0aeHdECOW47a3t6Ke2o5/sxdX4t4TjA6+j8VSG8FQ2LHu7bgM6wc2r25lOc8db73Px8YP5uGQT/rV1TbaLZHuo7OUllJNs2Lz7j6dKs+y//YiM9dF73Dq0hkiBQyiL2Dk6Fm5ZmSb7cOvuZ66qxqpzUIaDdhRauwn9YAcfWntJX544Se4+aICqnmkJ1wMYu9KLTgghREymz8edM6bxi8kT+HJjCUrBptIKbv/P28nfpHBv6Gj0Wb9TCNXR+mPh6OhqFdEcO+IgNtWsYc3KzXGx2wxq0jfV4HTJoNKjifhNUAorBHnfalS0Rqm3mobYrdxXSzcXjkdhOJC5Fgb2KeILezNagacGzEaTdRshHZekt/07Jax3onF7e9vRHvYNo8IUvnIbM6Tj328q7DQTm4ZEwftbNyX8fhCtKsO9/32fGacNZ8GOEjJWRGcQb3S+jtckkm41eegfoxTaMghn+8n/NoIZVlT2cJ94+MtsaBSrjYiDYyQ4Z6WIBAys2mgv/J3aUNHdxPYqMtcn7ilX/x0unJb8Wpq7WFNYCCGEKzM3g18/8VN++PtzWfrZCgzTYM32Ov72t3eSv8lQUJSHXrkBFX2wG8kPxG+jNSpo419e5v7qsTh21li++fsbbHhpfZPSNIahMDtmsXlMZ0LdcxqWVwZJ+2o9/pXb3clNI9Gn0AqcIBiJ+0u5lCZU6cVwIH2bpk/XLqzPWopRHcbo1RWVme72AtcaVVWD3l4RC4+h3gXN33dr8FZDOFO7I+dMg+qRxVSPLKbD44vwrd7pgW8ojN60Gb1pM+A+S1+4bFXiXTsax3Z4+NonmXjheL6ObCPru5AbN20nFl91yRbsfA+W15ewvJoCsDWVXQ2qJh1E7v9WkflpScMGGemxHvWeSse9f9/5nE2D7ScNJPc/32LtqKs/9diAw1QwJHaLdkB6sIt2Lysvg9FHDmHMUUPY6gQxW0p6qugwZK1RYe1ObhalAW1pyvtqHL9Ga834Dp256bqZ3Pavy5hw7Mgmk72MGNKTbF82vrr4G0VtKUI5bi8vIxI7NLZfEc72tNj7KpLmwTAUQw7qzG8fuBB/TjZ1Q7pgF7r1wDGUWxpmp+FYzU1KWv8+22eQtqFp4tsOtPyRYFgGdWbzQ8AWb9nCzc++yfZePjaPy6Kyl5/aYi/hXC+1ndMI5/io7Jaki1ojddF69ivndWfeU8P47tPu7ChLp7ag4TpHAskDt/YYVPTNoPu5Gyg+bBv5w3cQSTep7p5OOMdHJMdHsDg91u7G54CCrWPzcPyJr2deeoCehbnNn4BITKf4JYRod/LT0jiiTy8O792LbRU1WGYL8SdWFkY3GaKqcUc1VRe5D7HRcERxD67/yQx+9/cLGDtpQHweV8GIQ3pidPBjeHbuiQ3aY2KGVSx2g5s4b3FicAXBbAvDUBw6uDv3/vhEMreBJ5qob3wajed+cR/o7lrZE5Ug/DqWQrfw3cfjMXFIHrsdrfly1SZuee1tNo/0sXZGOmWDvFR3tnB8JpF0D9prYqfVF+RLrj5u5nwXJu+rEOkbHTzVmrTNDT0HrVon+QMFQxFJM9g62KC6q6KuUFGbp9g61KK20CSU7f4OCWI30e8OSa5ncW4mnfKym22/SKKNY/f9999Pjx498Pv9jBkzhk8//TTptn/729+YMGECubm55ObmMnXq1Ga3F0LsmrziXMYedwhjZoxk2/YazJZit2GA13LLoBVnEClIb1jnaFRtmJyXlriTdwOHnTWRK392NHe/ezOHTBsed5OnlGLEaYey49wRRHrE34M5GV6qxncl2C2r0b2x26lq2yuQYI7UGK0Vm74uxDQUk0b15Xe/OInIsO4YvbtBRlrs2MowINKoB7xpwM6lYRLtH/AkmPIskp/WYjbOn+aLGzWwM8d2WPDm19w+5002TUxj5awsto30U12scEq3YC9bgbNtO07P/GYf4gNkrg2Bodh+TC9qeyeOk+mbQknjq5PtZ9u5w7H7d0Xl56Ay0xNu930pBV36dyK3KCcl+zvgyH13q5Ie7GK/kuXzxSazapZ2b8L9lQ03m7Zfs32YTV1nHQt2WcrPaYcNwzQN0jMDXPPn8/nBdSew6JMVaEczYGQPHl/wDdvfX4jtJD5uXZ6BRmM5io5p6ZwwbRgvvruIHZ9vhIiOq4Hm+C0iaRZYprs87DB5bD8ysgJcdMep3PnEu0327/jiJyE1ayPY6Z7kQdTRmHU2VlXTIXK1RV4y1iafGNQwDbqN7sxKq8rtRdeM2kIvpq2w/YqqHu6M6EZY461wMELaHb7dXJxXDSUBNFC5MZPyMvfhQvagCqrWZ4FWbm1d2wGz/qY/ulPlgDYYMHYVfSZsiO123n3DKN0W7ZWuFHVds4hk+fCWVmNWuz32wjl+gqNzqUveeZ1zJ4yUGq5CCJECWX4fTpIYGie6jVnnPgxHKRxLU1MUndAy+vGf4/Nz+qQRGIYiMyvADb8/ndKN5XyzcC1aawaN6MZD//uMqve3Nj1uNHZG0gxCmRqloEdaNkecMIg3nv+Kiq+3oh3iYndtgUVtocd9SK3B1DB5VF9yc9L50WmH8YcXPmhyKrpReTtVf24tJdmTrI74FJ7a5NfPNBQ9+xVSUbmViJM8yQ4QzsbtRZ6hKB/odvmzqjWZa218W5pJisfaqNyHHLjXJrDNxoyYgEl5b5PcZQ31c93YbcSNTKj/eUdvRVUPqJ/ePWtFo7IvSlHT0SCcqfFvc9zJ2xWEsxR+y4NjJT/Hc6ceLL3g2qGnn36aK6+8kgcffJAxY8Zw7733Mm3aNJYuXUphYdNJDt955x3OOOMMxo0bh9/v58477+Soo47im2++oXPnzm1wBkLsfzIydjF2R5PSFSd0doeBaYVZXkfWG8vxrq+Iff7nFmVz/JnjUUqRU5DNbS//ik0rS/nmo6UopRgy8SB+984n1Hz1XdP7/WhsqprQjUPGLMeK2FDSmyMvOZT/3Pse9hHbMTNARe8tHUexYn0R363rSHVtAPpAoFIxdnJvivKzOPeCqTz7p3eanou30X237UAoAt7mU2oKMBKUlaseWkDG/JKmK6IM06DH4K4s/2IVTuJ5y2NCndLBVISzTbYdHICDA3jGBsh+vxQrUkdayGh2BJ4CzDodO6+K8Z0JrNgRbWhNrC68Z1MNAW+Y2r7Z8d9boj9nrQriScuEbpkowFm8HOpCzTce8Aa8hOtCCUt8aw2n/fz4uLr0QuyrJMEu9itH9unDzW++lTz5q0FF3B+8VWA4BuEMjYpEqJymCHri31epg/zo/ee5Y8wMZvUZBkBBp1wOP/EQwJ2N+/k/L0qaXHcptzY4ihXU8e7G9fz1jrOZ98ly7rntRYwKN+JGMr1NJiY1tOL+v7wFWrO5qqbJcG0AHfAQyfRhVroTsqSt3EHlkA7Jm2Mo/KVBtNU0SNl+g5oiD2mlTb8FGKYiPcPHpNNGMPfj9xpWOJrAVk3aZgczBLYXagoNnARB0PEo6vJNd5i9o+snJU9Mx/f4iz01VYrQN9l4u9QQWGASiPaIi6Qrgjket46tAbndduAdUsEyTwaLlo4k11/DwLxSsnNqKS2LP2gk20ck200kGIZi5MAuXHv5DC7867Os3lqOUm5wNw2F7WiOG3EQF046JPk1Fs1SWqNSNElKqvYjhGg7Rw7ty+9ffi/5BhrQGjPklg4zbXdRMA+CfU3sne48y4N1XPTiC9wzfQbHDxgAQFGnHIo65QAQDEX434eLm43dWinCmYpwtmIRVWRu2MTDvz+fOR9/y31/eB3fFndy0opePoK5jR62KtCG4pZn5+IYsGFHZcL5WB0LbMuNc+6NrUMkzUg4fDu6W+wkz3QdSxH2gRVsGlINQ5GdFWDyxP4seGlzo/PThHI0oVwHbbk3/54ytyb6ziLpiu0HWQTyNFkrdbPPxt2d61ibVST6ea8UGVugNs9AWyaRTDcLb4TdSc3rp3QJ5kIwW2HWKXK+dUepBTs4WLZBZKea7+FMRTi6H1MpJvbvybVHT+bie//Nxm0VTWL3yeOHMGvS8JZaL5Joy9h99913c/HFF3PBBRcA8OCDD/LKK6/w8MMPc8011zTZ/oknnoj7/e9//zvPPfccc+fO5dxzz939hgshYiYfMZBH//F+8g20hh1VRLqYVP64C84AhQpvp9fWLUSuKidUbcfFxvItFVwz/Tfc+O+fM37maAA69iqiY68iACprg8z56rvmY7ehMCbncvCw5SjjcwJpPu5/7R5eeucj5mx4gpzu1TiO4sMv+1OyrVEveAXBbLjy7deJ+BTb1m53O9zt/Lw2PQA+LwTdh8W+7zYTHNgx+cNnFd1FgtXh4nRqe+cQiE562phpGeQW5zLuhFEs/XxFbLnjMagaUUD1iALsDA9WWZCMz0qxMzxN9hEuCrD1lB5YGSE6/6cGqzx5mTutwM6INtI0CPbKduc7c4BQGMrK3dI45RVkLgJv33xqRnQkXOx2fvNtDpG9vAarKppDMBTaMjH8XpxmEuymZTDptHGcc+NpXH3ETWzdWBZtkLvOjjicfMUxTL/wiKT7EM2T++7WJQl2sV8pyEjn3JEjeGT+gqYjWKLJ3PSN4KtoiHKGYZA+NZut3vImT011dC83fvY6R3frT5bXH7d+87ZKaoJJZjprTKnY3fXny9dzxG8ewJ+ncfqloaodPJU2VihBQjraoPv/+jZm5wBaJ85H1/XuQPqXG9Fak7ZiBzW9crDTEkx0qjVWlYP2+6kLJOjhpRQqEsGw7Sa1UQcN68YVNxxPh045/N+Cj6kKhVARTf43Nt7qhl5nZh34KhwiPqjsbCbtkWfWguNPuCrGW55khdJkzAfvFjt2PTzVGk91CK004VzNxukGdXaH6E27oirsZ21lPodOysFaVkvI69Z5tb3u+40IWHUaHdacO3MMRdkZPHfFOby6cAkvf7GEHbV19OiQy6ljhjCmd1d5ir4nHJp+Yd2TfQkh2rVOeVmcNGYw//l0UdPeS9EF/m0aT6PKZqahyBuQxRpd2STe1/9+7dw5TO3dmzRP/I3nxs3lhCMtdAfDnd+jfl/zlq9h8vUPYHk126d7MKpMfJsVRtBskhSvj92/feYtMuuMxA+TlSKUbeLf5iYYrFoHO2CglW6yPw2E06E2H/zb4svLEN11KNMAS2PV6Lgb6BGDu/KLHx9FVlaAP702j2A4gmNqqnrZOL6GHTheiGRoiGjM6iSJ/hYGntXbeW6b+i8IGghne9ykRTSGOl6F4wUdHRbgmAbeivrDKYyQxrfDZFCfIhZuKSViasywQkX/82mzYaK1H0w4hE752fz7unN59bPFvPb5UiprgvTqmMdJ44dycN/OErv3xF6I3RUV8fWHfT4fPl98seRQKMT8+fP51a9+FVtmGAZTp05l3rx5u3S4mpoawuEweXl5e9ZuIURM1275TJk6iLfmfuvWKG9E444I33GRRbhnr9hyy6sI/CtAWe32pvfdjnuj+/uLHmD0jBF4vPGxe836LS10agPDcKisTUcZ7nbrKz/k/k+P599/H0tVn2EEcuqws23KnLQmSfH62H3NG2/QcUkQn5ModCvo2hG9fA0AvkUbCfYrAqvpnCIaiPjc+J0wsW0a0XhI/FN4BSOnDuVnf/0hXr+Hx256hohjE8n0UHLxYCL5fnd7QxHJ9VPXNwcMTbJEgdZQNVLhX5P82ikNlX0aXe/YpPPR96xa37h5+L/bhv+7bW54D/gxu3WGRt8ctK0x7AiDpo3iq2feTtgzvf4anXLlcXTp25G/f3MPb/7zPd599iNqKmrpOaQbx156FIPG9U/abrEL5L67VUmCXex3rpk8EUdr/vnFQjQapZUbMJ365Hr89rZyWBvY0WzJk5Bj8+Lqbzm730j3PRGHRx54ixee/gSGB1qcVNSqimA4EMmwwFRQrajqWQOTIpgVitoObhc2a7OB/ysvntXxN+xKQd2OOpLd2jqZfqqHdSJt5TaMijry31pH+bguhPIblYpxNL4dDv6tNkqBFTYh4rhtrx91nV1H+ggv5/edzEEjuhEK24SCEbr2LKBrj4Ze8TdMncwvXn2DnBUOnuroe4n/1wy69VZrihN8zGgwgu7L8SY4Le0mNgJbYr/GMWs1vi3JL3npsYqIE/+Aob7P3ccV5Rx3xmDembsqeqDoTb5HE/IaHNqnKwcP7gaA32Nx0qjBnDRqcPKDCSGE2GPXnnQEhlL8+5OvY/HPcRzQ4C+LT64DRJRmDZXNxu7qcJj/fbeMkwcOAiActvnr39/mvy99AfnNTypaP2rKCGocD2AoQgFIWxIhr8xm21io7aSBMGaFgWeThVUe38Vca021jhBfBKWB4zOo6wD+CgcV0nh2RKjLtzAaTQaqFQSz3J7dAHX54N9Sv949dyOiKcjJ4PRTRjK8V0eClWGC4Qi9uxXQuWNO7HhXzpzI7c++RU2XaHK9cZNiwRscv4NZ17S7fDCbJGcSd9JY1XbDJTQa3qBN3O9AiSjDTeA7xH//if78zfJSjhrdhzmLlse3wQbLhsn9ejGyu1v6I+DzcPJhQzn5sKHNtVTsA7p27Rr3+4033shNN90Ut2zr1q3Ytk1RUVHc8qKiIpYsWbJLx/nlL39Jp06dmDp16h61VwgR76pfHoNhGsx5/Ws3+Wy4yVXtg8qjQ4R7xm+vy8Jse3dDk4R8wwZQWVbFvBc/Z+IpYwEI1YV48KpHefmJ9+DCEc3Gbh3WGJtq2PqNh5w+YSwfFA2upnfZV6x9qSuRgV1JqzbJJEhtB4OK3iZ1BfHxznYcyjopOn5HwprTKisD+vZAbSyF6lrS31xM5dGD4ib01ArCAYhEy406Cve+W0H98KqcN1bRPeTh+NvPZsiEAVSV1xAOhuk9vAfFPRpKX11425n89Rf/ZMusfkRy/dHkd3Rl9F7XiADBxJ3XnKBFzWBF8DONd0PTZL9bHx+qiqNvdjSeLTWxuvjNUUphdipufEvtLo/++83CdYw7fQIf/ivxSIdJp46j70j3AUx6VhonXDadEy6b3uJxhdhXSYJd7HdMw+D6KYdz8ehDeG3Zd2yprOaNt7+lam11k/plSsGIkd14XS9vdp+WYbC6siz2++9v/S9v/e8rtAb/1jB1BQlqnmtNxqoa0ldXY4bdAOWYUNM5jco+6Rhh0Bk2TkbDWyOdHKq61OFbaJH2UcNM31oDEQ2WStqLXWf5mXbNsZw2eTDzF67kX//9go2rKrD9bk1Yq7ZRrzbl1i7P2Bghkm64PcS2R9BZDrNuO4JZA8Y1ez1OGjKIYHWYBz6ak3QbhcJbBbVhB+0xdloH3XJzWFteTiQT7ABxBViNIARKwGj038uxiF0o745I0pv82m4QySHJWlBBxTsfr4oOKogfbg7w8fJ1zF24nKkj+ia/AGKPyFA1IcTOPKbJDadM5eIpo5nz9XK2VVTz2puLqC6tZeey4UrBqNE9eEWvaXaflmGwprwccJPdv/ntf/ngw+/QWmPWKWw/CWJ39BiAt8p9aQXhTE0wGyoGa2r7R+NpNLTZ2Q52bgjPOgvfuoYeYFqDE+2ghtYJkwLaZ3DKOWM4bvRBLPh6LX9a+DklVVWY0cFxET/xD/FNCGeBGXSHwttejRFRXHrcoZx4xLBmr8esicOoJsQtS95JvpEC7QVd17QnveNTFPTOYuvKHUkmutIYtXbcnG2O34ydt+1TSa+De+xkBXLcds1ZtLz+x8aLAXjnqxV8uHg14w/qkfzcxB7ZG7F73bp1ZGVlxZbv3Hs9Fe644w6eeuop3nnnHfz+FoZOCiG+F6/X4pe/Po5zL5jAB+8tZVtFFf+p+ZyyHjXYZtPurofrnnzdwn23aRlsXO7WJncch5tO+h2fv/El2tF415QT6pbTtHOb7ZDx8XrSFm5idchmNR3xZDocdHYlQy/ZgW9wHpanC+YOJzaSKW2zQ3qpQ9lAzY6+jdJiGuryzWYndDSy0jnrqgsYP7YXX330HfeuWcbWYB2G7X5ncDzExToF+JZvx6gN49lWS9pXWzBrwlz4+OVMOXNCs9fj1J8fz450gzt3fJd8I6XcMri20+RBto4YFPvy2HxOGTn/c0j/itiE6dqA6sGw7ZA0qDBijc38eFOzbYodNjMDZTWTUgyFkybXAd7+1wcce+mRDJ04cJeOJ74/ue9uXS3MWyxE+1Wcmcn5B4/k6skT+PfV5zJ1VP+4ia18Xoszph3MzT9o+SmpozWZHvdL/7JvNzL31a9iQ50yNoTcINX4A0drchZVkPldVSy5Dm7COH1tDXlfbIfObne8uPvM6F9kcHiEcI+G7LIGMBTB3MZ91ohbr0yD0NodLFtWytHHjaKsvBbDVm7plJ2GjIP79NpTpclcFya9NIIVAs9Wgw7Ld+3mozDc8nYK8O6I/3LltUwumjKK5648m4n9e+KpVKRtU3i2g2c7+La6yXXfjkYTVhugG8VuZZO0C11dZ2K1XBPxbLLQWif9zmQoxZNvfdHiuYk9oFP8EkLsNzrmZnHuxJH87NgJ/Oumc5l4SB+MRoHS7/Nw9vGj+fl5U1rcl6M1mdGE3Vdfr+P9D5bFes156yf6jovdcf/EKA2eCvBv1dT2jXYvb/wNOvpzuGuESHbjAOTGXiNCrMdaHA2WMqhYX8HKtVs55qihlISq0R5FJM19NS31BrbPndTVDgCmwvEpPDneFq8HQEbhLsR4FT1QI37L4vJxY3n85nMZMair29s8dg2iPemDDp6ahpq6jkdh+xt6Burmur4rml6fRmyrSZPimIbiiXcXNHMAscf2QuzOysqKeyVKsHfo0AHTNCktLY1bXlpaSnFxcbNNvuuuu7jjjjt44403GDpURjQIsbd07JjDqbPG8MOLp/D4pT/isE59427V0kwvP+x7OLMP3oX7bluTnu12/f789S/57LWFbvkYIPOjddGn140CgqPJeWkp6Z+uxwg1xOBwpcFXD2Yx54cdWbWkH0BcmbD6e+O8byP4yuLvV7WpKBvqxssm990KVLpJ6adL2Li8hKnnHMYW253fzPYpd0LunR8k2w5WRZi8V1aQ+fFGzBr3Kbo/fdceKvpGd2mxRJtCYVXEl64NWB5+MfYwnp92CcM6daPsRJOSn5tsOcNgy+kGG64y2DrZj1Phi13TtK+2kP7F5kSHaHrMtEDy0QiAvb282feblsEL9/1vl44ldpPcd7cq6cEuDgjZGQFu/fExXHHmZJasKcU0DAb36UhGwA1qYwq78dmWdU1nJI+ytebY7u6T1TmvLMQ0DWzbDcRWnUPeN9WU9w1gB0zQGu/2MGkb6xLuSwHe7RHSPjOpGZdsxjKoGxrCu7rhTzSUqYikGWhD461wJxSFhiFo1IV5739f8/bLX/LXe17HbjrXyS55/unPOPbYkS1vuItPMDPW1JG5IoKdaXHBZVM5ecoIsgLuF5YHLpjJJyvW8d/537KlopoMnxerWvPu58tj56at6LDyRl9UHG/98RN81Wjh24dZ0fxzRUdrvl69a0/thRBC7D15Oen89qrj2VJWybLVW/BYBoP7dSLN7yaThxQW8c3m0qQlIbXWHN3HHY30+htfx8VuI6Lxb4sQzLHcB7iNYkqiMKIAT63Ct8kg2CXJER0Id4xg7YjGdqUwQ447Gkvr6EisWONQNhiVEea+vZg33vyGDh0y0N2+3zWq98/3v+DYkQe1uF3yx8vxAiVuWz0OXH7yRE45ZEjsYcUfbjqNz75czevvfUtZeQ0ZAS9Uhfnww2XuMUxFxG/i+OLL8ChHo5vrpd5cuxuVmknEdjQLJXbvl7xeLwcffDBz585l5syZgNurde7cucyePTvp+/7v//6P2267jddff51DDpGJ6YVoLYX+LP446mxKanewrKIEr2ExLK8rAdOL1pquAzqzfunGpIlZZSjGn+hOcvrGo29jmAZONHZ7SqvI/c+37JjWFyfLB1rjW1GGf9X2xI3RitJPPKiB29H5iedg0AqyVkbYkhd9UK3czlwVvX1E/AY5S+vwRTuMORZUdPfCtq28+dg3vP7wWxT2K4YTeiXcd9xxEpSU/c89rzD+hNEtv1dr93q1MI9I0T++Q3sVTlEas397DjNHDSfd657XYxMu4IPS5by8/ivKetSQaQSo22zw7uKVYDp4SmrI/GQTaYu2Jp0M9fvStbXNrrcjDos+3LVSX0K0B5JgFweU/Jx0xuc0DYBXDJ3AWW8+2WSOEQADxTHdB9A7Ox+AbVuqYjfo9TzVDh0WVhPONImkGfg21bhPt5sJTunznOQJdgMihdEkgKEwvSaV2fW1wiGSprB9moi/4Sl5xpc1sXbt2F6NyvVjWAZOM5PBGAnWrVm5mVf+9THHnHFo8sYDgw/q3PCL1qiwxgg5KK3RpsL2mWhTUVfox3AURqZm7opF1GZUU7w1jbL1VWRk+plw5CBunxXfm+H/Pnqfh9/7jMDq+vlVGtWPAezeNmwm4UQb/g2w4+BmGq5oMux9Z2ZzNfXFntN6lx/Q7NK+hBD7tYK8TAryMpssv3LcOC584fmEsVsBpw0aTJfsbAC2bq1sErvNsCawJexOtGkpwgEDx2MkjRAajX+tRbBLKPEGBtiZ7jFMQ+FRBlZY46BRDtEH4zo2oZkCVNChvlllZdX4iizC/vjOeTtL9N3i2zUlvPr+t8yY0Pww61HFXRqfULITJbBNU91ZEQFenr+EqoogBSEv28uqyc4McPiEAdzw02Pi3nbLG2/z7ze/IOs794TiI3e0F3qyq6tpfj6bXWAaMjB3r2rD2H3llVdy3nnnccghhzB69GjuvfdeqqurueCCCwA499xz6dy5M7fffjsAd955JzfccANPPvkkPXr0oKTELTeRkZFBRkZGas5BCNGs4kA2xYHsuGVKKS687QxuPvmuhO9RCk64bDp5xe7EI1vWbYsl1+v51ldQ8NB8Qt2yieQGCKwsQxka7SQrPwZ6YxkkSbArTawHu6kUHsMkot3RWHU5UNY1glGsCRdnuBN1m4pOf9yKHZ0sfcuKzXgruhDKamYkmaHwbqpssvir977l3Wc+YtJpzZdnHdW1Syy5rsIOaV9vJW3JdlTYJtQxg8pRhTjpHnwbqzFCDsbKKj684jnsY1YTyAxQXlpOdkEWk08fz6RDTonb9+9feoDXH3k7Nkrg+9A1tRjZWck32IWJxU1LYvdeJffdrUoS7EIAhxZ1488TT+Tqea9QGQ5iKQMH90nx8T0GcsehM2Lb5uWnx/WCq6cAb6WNt9LGDOpmP38UYJU1/wEVG7aWm85PrjiSnz/5Kv4NQXzbndg6N/Arqjsqtg+wUFgESmwy1kVQVSH3yX4i0capyM7D1TXK1vz55hcYffgACopzkravqCAL5TNwam08lWEMp+EmWkU0ZtAhnG6iO5g4h1Ti9Aix3ChjeXAl+MG/zcT/pMk//jSXI48bzk+vPw6Px/1IOn/YCJ769iuqrCCeLRpfJeAojPQIvr5V+HpWobP9qFfTm9Ri968BawdEMnXCm/VIno21LflHn2koxkoN171K6eYfPn3ffQkhDkyTevTk3qNn8Os351AdDmMZBk60l9dpgwZz8xENZWTy8zIwTYW906RdCjBDGjOkcTKsZvt3KxRmdfNtqv9MKsrJ5OrjJnLDPS+5z4gbByuNG29DgFI4plvX0nY03k0Rgj2SxKhY7ZWdl2tUBH779zcYO6wHuVlpSdvXKyePwBaoza9vT9PHE95yMELuSzuwbM0Wlq3ZAlqTVg6BbQ5/efQ9jj96GD+9dCqW6d4c/2DMwbywaDHl3iD+jTb+cvd62D6oLVDU5rk17X073DbH3Xhr3ehLRNPYbdjuPDbJmIZigsTuvaotY/esWbPYsmULN9xwAyUlJQwfPpzXXnstNvHp2rVrMRo9YHnggQcIhUKcckp8IinRJKpCiNZ12IljuOqhH/OnnzxEsDaIaZlo20FrOP7H07j0rnNj2+Z3zovrwV5PAb61O/Ct3YFpGdjJkuvgxpbaYPONit4zds3O5ufjDuPKJ18k5+WVpH+1FRVNPDuWQdXIgugkoA09s7XtEPhkHaEjeyfet6NRYZvAt1sSrv7dBfdzyPThpDcTuwcUdsC3ugI7zaL4kW+xykOx7xaBZeVkv7uemkH5GKFoT/uIw3fzV/Ld/JXu6RkKrTV//9UTnHj5DC6969zYZ+asX5zAO09/SLA2iE42JLD+XIm/73YqqzAKOoBpxJXfqafS0yAUSpq8Ny2DMUfvwsh5sdvkvrt1SYJdiKhpXfszqWMvXlu3lBUV20i3fBzdrT/dM3Pjtpt6zDBe+vfnSfdjmIrCjtlsXr+92SfBTiB5W5SGbsF8fvqLI5k4vh+maTD8kSxWlMXXnwyla8oGGYRyDMB9al4+UGFVOXR+s4Y8v5eyulD8jWw0uW6EnKb9yJTCqHV75r3x7Gec9ZMjkzcSKOyWw7b5pbGJUnben6faJtKrFrtHKL5erQfqxtlEchzSHrd48+UvMS2Dn91wgrvf9AyeOel0fvS/F1nuL6MOTf6aajILatxZWRb5YLGXmnwTX4UTq3OvgXCmSWChRdWYILr++YJyeyTYWnPUwf1YuKGEqtpQwpJAtqM5Z6oEeiGEaA+O6z+AKb1687/vlrGmvJxMn4+j+/SN9Vyvd9RRQ3h9zqKk+zEMRUFeBiU7qpI+INdoHE/yuK409LY6cOX5kzhiWB/Q0KVjLqs3lsUFSK01ZtjdXkeTxloZ4Gh82zVZ3QJsMGoTxG53ErNEsdtTo7Edh1ff/5azjmm+HEb/NekszKtutKP4PYZyoaKXwqzdaY1S1ORoIqYivUTz0mtf4rFMLr/EfZDROTuLJ846lcuff5nV6eVUak1gvYM2FY4H/GUQ2BrBqtKEck13BF703LwVNt4dEaq7+tFG9BZeuYlz29EcO2oAc5esoDYUSRi5/xzlAABauElEQVS7tYazJ0vs3p/Nnj07aUmYd955J+731atX7/0GCSF22/QLDmfiKYfy3rPz2LSylMy8DCadNo6CLvlx2x117mTe//fHSfejDEVOUQ7bNpQ1f0BPM09oFXQeWMCvj5vElN69sYNhDv7POkoWb4lLKGqvIrCkDKsy3GQXaV+Wkjm6B+uzTXcIWn0nL9vtPZz3wlKMcOLsdbAuxNzH3+f4H09L3kSl6PX6BirLqzEr3Hv1WNui/6Yv2pb0/bER7Vrznz+8gi/g5cLbzgSgS79O3PXWTdw6625KV29J9NwdrRS6cwFq83YIhWPLKMwlku3Dqgy5yffod5b6hyIzLprKm3/8L6FguGleJHqJZl4+AyH2F5JgF6IRv+VhZs/BzW7Tf1BnJh05iPfe/KbJTbhhKrKy0jj5vPH8+Zb/Jt2HVlAz0mzSgaueUorbjzmFwTluGZZ331vCiqUNyXVVF8GsCuLbYJO1DGyvonyQj20jAzimOzHa+ulpdPvc5KpfnsTv/u9lyquDsR7qhq2blEnRWkPEhtowWilWfxefzE/k0D5d+d+nJcnPE433C5PaRCVbDIgM1ti9NGql5vUXFnDWxZMo7JgDQJ+8fN4483w+3biBhaWbePP9eZTPa8jS13awqC3yUFsEZlCjHI3tNdCWQoU1mZ+kMezQAjblV1Onw/TJKuDM3gdzeMc+fNutlB/96T9U1QZj/w1NQ+FozbVnTGFkny4JGixSRoaqCSFSKM3j4eSBg5rdZviwbhw6pjeffLqySd1X01Tk5WYw8+iDufdf7zazF0Wwc6RpF67or4ah+OO0mfTPKQTglfe+cZPrUY4JtkehLYMwgKOxaqMTkUd3oj2K7lV+fnHJFG564nXKdcgtJ+OAVk1jN1pjhMCsc4+/Yv3WZq8DwKCJ3VlYvTj5BhqC+Zr09YkugSKUpfCXO6g6eOGVLzjntEPJzUkH4KCiAt649Hw+XrOOr0tK+e8Dn1C5vaGnn1ljY9Y5+LdHcHwKrcAIaYxo3sGzso6+k3qyxQ4SjNj07dKBUyYPY+zA7py0aiOX/eV5akKR2H9D01BoDbeceRQDuxa1eO5iD0jsFkKkUFpmgOkXHtHsNqOOHs7wIwbz1Tvf4jg7lXmzDAq6dmDGxVP5x7X/Sj7ZpgLVMRetNDvPtq0UmKbJ7644ic5d3BIy/3vkHTYv3hhLYFcNzmX7UZ0JdnfLS5mVIbLfLyVn7kaM6GhwpWHQ0kp+es+Z3PrgC1T6DVTEwb9sGxnzN2FtTzw3G4BlmaxetLbZ6wAwYlgfPnrxsxa3a5GGf9/9MqddfQIZ0djdf1QfHlv+Jxa8+TUrFq7myd8+R01Fo176vTpB50J0r87o6lr3IUKaDyzLnWPGazGsUw7lNREiYZveB3Xi2DPHMmxMLyZOPYgbTriTUF1DT3bDNFCG4tdP/JQeg7ru+TmJ5CR2typJsAvxPSmluPrmE8nLz+Dl5z4nHG6YrfygwV34+U0zKSjM4tV/fcyq5aVNhtJoBY5XsaMwC2XXgKljN+pGtMfWb4afFEuuA7z6vy8xDIXjaIyaUJMgbYY0eQvrSF8bZu3MbByvwvZBaFg648f2Ze2MkTzyxzdi2zvpXrTXcoemW4pIwMDxupORhfJ9+LbX4fG1/PHgDepEeYaGa4XC3GyiqhU6I8EHsg2hQ2ysle6xP3hrMSedNTbuWvfJyuPLbzewrkgTzPdjVTsENkeoybPqN8L275zpUBCBWf1HMX30gCaHHdSjmJdvuZAX533Le1+vJByxGdKzI6dMGEq3wpwWz1sIIUT7opTiphtO5P4H5vK/174kEmm4UR8yuCu//MUxZGen8dzbX7KupLzJ+zXuRJtO2ATHbhiVpcBQCgPFveNOiCXXAf779lco5Q7Lti2w/Ub8zYmhiKS53wl85Y7b80trfH4PRw3qy9IRG/nPg/Pc45tQ0c0imNdo4tDoU3rHBzVFGn81eD0tx+5wRxOWET+yLO5igZMWTejrBBFea4JZBladg+1o3v94OcdPHxZ3rftm5bF43jpqq4IN+QzHLR9X/6sZbPq9QIU150wZybgJ/ZusG9GrM69c/wNe+GQRHy5eTcRxGN6zE6eMG0qX/Owm2wshhGjfTNPklv/+kvsvf5g3//kudqPYPWLKEK566McEMvy8/Jc5bF6/BeyddwBmoSL36iBbn9LoMNTfuRqGwjQNbrylIbkO8Mrf3oz9XD6pmK0n9YibGMXO9FI2vQs1fbPo/MASVLT0nMdjMWN4f1ZY+bz4x9d3+Rxt28Hrb6Z+e5TlbaYX/vcUDob55JUFTDlrQmyZYRh0O6gzX737DcGahrlmtFLQsUPDd4+MnUrZKIXt83L6r47n4IN7NjnWyClD+OfK+/nf3+cyf86XaEczZMJBHHPJVAq7FaTsnITYF0iCXYjd4PGY/PCq6Zx18SQWfr6KcDBCr37F9OjdcGN9+6MXc8UP/krp4s2xm0ul3RImW8bnYGsLvrI4/qiulKtaIo7D0NwunNL9EDqnxZelKSnd4Q7tcnQsub7zLa87QYtN3oJath7qBr4txe663A4ZYBjguDe2ZmUd2oFIlodQ5+jEcdGgqT0GdYVpfBusJRy28TQzpG59dRkYGpqrewcJJyMFwAQnx/3RMBQ1VfH18b5dX8olDzxHVV0Ix9JgGdg+RTDfQoXd+rDJjmyZBl+v2pQwwQ6Qlebn7CkjOXuKDClvbcohVlYoFfsSQohd4fVa/Oyn07jw/Al8sXAtkYhNv37FdOvaMCT9gV+fxg9+8y9KN1c2lAQHHAuCOWDUmvi/9jPtqN5sVdXY2mFUQTdm9R5Ox7T4ib5KtlaitUYrsH31XwSaPhB2LE0kzS3zAlAbnTgtt1MWO/paZK2MYNiQuTaCVWdS28HE8cXvR5tQm6X5qmoLEduJ1UVPZP3W8l27YIlmj23UZojG7pr42L1oyQauuvnf1AXD7neX+v2YikjAxFOzcwakgWkaLP52Y8IEO0BuRoALpozigimjdu0cRMpI7BZCtIVAup+fP/RjfvDbM/nq3W+xIzb9R/ehc5+OsW3ufudmfnbCdWz5qqzh4bED3n4GBXf6sIrr8PdeRf+lx7BtaR1aa4YN78aM40aQnx8/8fGWddvQGsJ5PrbO7O4u3HleL0NR1zuLHROKyHnHHc0dDrqlUwq65Mc6xu0K7WhWfLkKx3Hi5pLYWcnqxDXcd4uCmoqauEVfvvMN1x7zW8KhSFzNe6U1ev1m6N5x573EmKbBksUbEybYAXILsznz1ydx5q9PSk37xS6T2N26JMEuxB7IzAow4YiBCdfl5Gfwl2cv56w7H2P9VxujQ6491BV4qE8LnzpsKLeMbb7OObgTna5fvx0jehObtMe4htxv69g6OgCGwo7+hffoU+Qm2JVCOw4q7KAtRXCn5Hrjn1ds3MZz//uC049PXst1deZ2VAvJdSfNSdx7HcAGnzdM/1+vJdA5yEr/Kv63cQ2HdjiadCOPy/72gptcb9zjL/YgwJ18TUUS71prMJv5kiLakAxVE0K0oezsNCZPSvzwtSA3g6d+ex6zfvc46zeWgwbbC44H6qPvuWNH8ssjJrd4nLzsNLaUVcZicXPCfoVVo2M93gH6FOUTzDbZMszAV+5g+w23F703QbI++vOXG0p47rOvmXXosJ0PEbN1TQVkJV3tlqSJkPzhuNY4Fmw7yCTihz+uWMDGt0KcdchwsrxefnHrc9TVhXeK3e4/dpqJEXEwQ8k/u81mHg6INiSxWwjRhnKLcph02riE64q6F/C3z+7m189cy6aPt6CVxj/SxDvIiJWFOb7vDE48vOUEb3ZBFhXbKqk4tOXe1eUTimMJ9voSNj0Gd9vl5Hq9hW9/w9wn3ufIcyYl3WbLupZLwDVHA5H8AGUn9CGc5+f/yley6q2POGPUMPwRzfXH35G4VjpgrN6Ek5EGSUaLaa0xJHbvmyR2tyr5KxBiL/J5LB69+myOP/8wgkOzqSv0glLkZ6Txi2kTuen4qbu0n2lHDUFrjUoyOUpjZlBj1mlMpRiQ3wGA/oM707NPIcpQqGAEbShCxdGn9YmKwON+fv771QUJ69mVb6vigznfsKVyO45XJ+zgBm4N9vDIcPJPGhP6Dikho08NVoZN0Krgw60v8cdlV/DUp++zrbIm4WRm9Q2s70GXiO04jBvUI+l6IYQQIpE0n5cnrzqLk6YOw8ix3IS2UhRmp/PrmYfzi+OT3wA3duxEty683rnn286UArNhUs/e3d2b+tG9utI1LxvLVjg+w707diBxt/IGT370ZcLlW3ZUMeeLZVSuqnX308xuPOWqab33Ru2tyzcIZ7g147fV1fL3jz7n2L88xj9f+pTK6mCzsTsSSD4yzrYdDhndK3nDhBBCiATSPencNus3HHPVVPLPS8M32EQpRb4vj3O7n8/MzrvWe3r6BYejDEWoOJC8Vxu4Zd46+NGGWw++1xC3t/uoo4eT3ym3mTcmoOC/f3ot4aot67fx7rPzKN9S8f322fQQlJ3Qh1DHDHTAw5a6Oh5871OOu/8xnrz/VeqqgwmT6xCdemZ98vnZHEczapTEbiGkB7sQe1m6z8uvZ0zmp1PGsXrbdkzDoE9BfrPDt3d2xOEDee75z1mzoOUJUAC0BY7WjAt05He/eZEtmyvIKMjEWbYJJ9uPneEjktXyn3/JlgreeHkhR0wfgsdjUVcT4v7bX2buywtxbAcv4FgGdoYXrVSs3nx9aLb9BuFhtnsjv/Ppak2Or4Z8X3Vcjl/jEHZC/OfruZhGB+xkPQCUAjPhXHOYhqJHUR6jB3Rr8RxFG9C0lB/6fvsSQogUywz4uP6kKVw5YwKrtpThtSx6F+V9r5FRx0wczLNvfMHKsvKWN9ba7S2vNf0OKua6x15jc3kVHb0ZbNleDiYYQajp6HbGa+6ef3npNubMW8Lho/piWSZVtUFue/otXp+/1E18m5C+VlHd3T1mLD5HP0+NWvBsdx+SJ5pU1fGAtlTcA3pba6qDIf755ufND41XCu1RiWO3adC7bxGDhshE4/skid1CiH1chpXBeT0u4NQus9gcLMVjeOjo74ShvkfsvmQqLz34BqVh7d7DNlf6POKA43bs6j64K3ec80fKSsop7lHIto3bd73hGpbNX8H7//mEcSccgmmaVJRVcu+lf+GD/3yafALXXd89tQflNZSGjXK0prIuyL//8x6qmQ9mBegdVbG5XxozDMWQIV3p00cmGt8nSexuVdKDXYhWku7zMqhTEQOKC75Xch3curG//78zGHhIj2ZvqrWC6s4Wjtegf00Gj133BnNf/5ovPl/NlwvXYmf4cTJ8aI8RrSXXQq86rfn9TS9w5YUPUbG9hutnP8bcl76Iq8tmRBzMyiDYNk404R1JV2wf6GHjeB+1C3Nwtu6UzHegwKhiWM6GhB3oNQ4RJ0TyvvHxzGjvQCO6s+K8LP7wk5kYLfUaFG1CaZ3S1/d1//3306NHD/x+P2PGjOHTTz9tdvtnn32WAQMG4Pf7GTJkCK+++urunroQop1J93sZ3LWYfh07fO+yYwG/hz9fP4uBXQuTjhYDQGvM6Jwihd2zuf3Fd/nf50v4dNk6vlixwe3ZHoRIJjieXYndcP39r3LZb59lR1UtP/zTcw3J9ShPlUHmcoWnHHdSOA1mLWSsUuQuUlihxJObOpYb4xM1wdaaulBklxMB9aVgVDRWd+qcy813nOpO9ir2OW0du4UQYlelWWn0SO9J50CX75VcB0jPTuee925hoJ3uji5LxtZkfFmGAop6FPCn2Q/x9lMf8sXcr/lm3tLv3WbtaG455S5+ffRtVJRV8vPDb+LDFz7b4+Q6QPXwQrad2C/hOltrakKhFu+66++z62N3/X129x4duOGmE/e4jWLvkNjduiTBLkQ7kZUV4J77z6Pf0C6xm9HGdPT/WRMLma66YL+4BQXY0ZnNNaB9pjs5mUe5s6E3m63XmDURFLB8ySZuvOIJvv58dcJeaYatsSpCVHRTrD06jY0TA1R296C9BjWZJtvX5eJ9yEfg3yYZz3n467DzGVq8EctM/iHdobgKp5mKOAroXZzP09edzUkThjCiT2fGDerBzecfxbM3nkun/OYKzIoD1dNPP82VV17JjTfeyIIFCxg2bBjTpk1j8+bNCbf/6KOPOOOMM/jBD37AF198wcyZM5k5cyaLFi1q5ZYLIdqj/Ox0/nHjWfTplJ84cRy9WemSnsGQUd1YHa4CaBi95WjMsBvz6nLAMXXzoRu3TBzA199t4uf3v8iiNaUJS7aYQYP09QZ5XxgUfGKQ95VBYLPCcBSeKvCXgVGnUWHwOQZ/vfQkIpnNd5+3s4xmS3QaSjGwb0f+/PcLmX7MMIYM68qYsX245oYTePCRi+jQITP5m4UQQohW0KFzPv987Nf0SM9KnDBz3LrWg1Y7DD5sAFvWbnMX13dC24M85BdvLeLWU37PqkVr4zq17Q5/uo8b593M9uP6QDMd/MI9EtdWr2eYBsMmDeK+P5/HkUcNZsjQrhw6tg/X3zCTBx68gJyctD1qpxD7CykRI0Q7opTiN3+5gN9c/jhffbbKfYKs3GDu8VhcdMOxTDlqKLOOuxeiI78jaQa2z8AIa8zohKDajA7trg/+O98sR5d7yt1JVR1Hs3jhmmaHfWsFWStCaMvE9ilqii10dEhd4Wc1BNZp6sfYFXhbTn536r6VpZ/3o7aOhIkBDZw3+WD6dS3gV2dOaXF/Yh/ShpOt3H333Vx88cVccMEFADz44IO88sorPPzww1xzzTVNtv/DH/7A9OnTufrqqwG49dZbmTNnDn/605948MEH97z9Qoj9nmEo/nLlKVzx5xf5euUmTMNAKYjYDj6vh1+ffjiHDevFkdf9rUmJdTPU8LPjc+u565C7TZLQjacqur3WzF+1EcOjktdEd7Q7d0uI2ASqOvogwPa53zuUAxHHoTCv5dhdl2+QUwJ2yEl4TEdrZp1wCP0GdKTfgI4t7k/sQ2SiNCHEAcQyDJ6edQYXvvQ832zZjKXc++6I45Dm9XLnuCMYc1pHzu7x49gEp6mgHc3Cd79BoXZ5NHcywZoghT0KW9yuZlghee9twAlFEtZhd2yHU648loEDOzNwYOc9apNoZRK7W5Uk2IVoZzKzA9zxyEUs+XIdH875hrraEN16F3LEccPJyArw2ccrCAYjhAMG1V180YnRNL5yG6PMdm/IozfmunER1J0+Lx1DY4ac2LB2rZMnurXPwvFbKCBztY02IG9JmGCWwrctjKem4UuHz+ehQ1YBhdu6sDm4oemBo5QV4dqzh3L7P5dQHQzFjm0aCtvRnD5+GCeMGrgHV1IcaEKhEPPnz+dXv/pVbJlhGEydOpV58+YlfM+8efO48sor45ZNmzaNF154YW82VQixn8nNTOORX8zii+UbePfLldSFIvTtnM/RYw4i3e9l7sLviNhOLCQqonOMNA6R0VqwkTSwaog9SG+g0QZYjZLyWunE90Na463Q+Cocd+5UrxvnPTs0oXRFKKu+lJwrM+CjR34OnbOz2LijIuktv600F18yiX/87X2CoUjsobxpKmxbc+aJozl8fP/vde2EEEKItlCYnsFLs85m3vp1vLV6JUE7wqCCQo7vdxBpHg9vPv7eHvcyT0izx8l1gNziHHp1yCM/PY1t1TVJt4v4LS76x6X848K/EglFYudkWgZ2xOHcG09jzDEH73F7hNjfSYJdiHZIKcVBw7tx0PCmk3hGIjYRv0FlT39D8lwpHKthqjIjonEMdz+6fuKLnRLtVd1MfNtMvBXRLw0K90n6Tnfq2mviBDwEs0xqCz3YgejwM0fj2x5B2ZHYtoapOOr44Xi8FhMKTuS59fclPD8DgxxvITP6T+LQa8bw7LyvmPPld9SGwvTvVMDphw1jTN9uUqe1vdK4iaJU7QuoqKiIW+zz+fD5fHHLtm7dim3bFBXFT8JTVFTEkiVLEu6+pKQk4fYlJSV72HAhxIFGKcXIvl0Y2bfpJJ7hiNPkebPC7VVez1sJwVwNhiKSDioCRrR+ujbBscC/dacdO6DMpo+yvZUaf4VDbZ6iuqOBHYjGU1sT2Koxa3VsmWkoTho/GNMw+MG4Q7jlf28lPD9TKXp1yOP0I0YydXg//vval7w7bxnBUIT+fYo4acZIRgzuusvXS+xj9kLsFkKIfZ1SinFduzGua4L77lAkwTtSdWD26LPSMA2OufhILNPgwnEH87s57yfczjQUgzsVcfJpE5lw6EBeeuB1PvrvZ4SDEQYc2ocTLjuaweMH7H5DRNuS2N2qJMEuxH6mT79iags9blBulIAOpxvujboDRsjB8ZqgdUOSWjf843igplDj6+Yhb5FbJgbDQO/0hF4Djt9Dbb5FTSdv/LAhQxHMswhnpJP7VSWGrcnIDHD6hRMBGJE7mc3Bdby/5QUMDBwc6r9JZFg5nNfzOgxl0iErnR9NG8uPpo1N/cUSbSKVk6TU76dr1/ikzY033shNN92UkmMIIcTeNrB7w4O8xo+OHQ+YdW689ZVDMAfcYWgK7QHbE91Qa5TtJuG1ASoarq0whD3Ec9ye69XFiqouZnzsNhW1he4xPRUapSEvM53zphwCwJkHD2XFlm088fmXsRFl9TmA4qxM/nL6TJRSFORnctFZh3HRWYel7iKJNrU3YrcQQrRn/Uf13js73sPkOkBhtw6c+NMZAFww7mBWbCnjPwu/aYjdyg3/XXNz+OOs41BKUdS9gIvuOJuL7jh7z89B7BMkdrcuSbALsZ/xZ/gIZyX40zYUtQUWgdIIaDCrbew0s1GtGEApbB+UDVJubzhPo9t8x4nbDkBbBo5XUdPRE7c8RikcL9R08ZO+vo7r75pFh8Ks6CrF9I7nMih7LJ9ue52SutX4jDSG5IxjeM4kfGYghVdF7O/WrVtHVlZDfeCde68DdOjQAdM0KS0tjVteWlpKcXFxwv0WFxd/r+2FEGJ3pPs8iecOVQrbr7HqwAhD5nqo6uz2WG8ck1UE0jftVFJGQTgAtheMUEPi3qp1cDxQ1dmIvT/RMY2gW8/9vktnkpeZFl2luOHoIzh28ACemv8Vy7duI9Pn49jB/Tlm0ADSvDtn84UQQoj9kz/Dv3d2nII85p1zriczNwNw54K5beaRzBwxkGc+/5pVW8vIDvg5dugAZgzuj98jaUEhUkH+koTYz1TU1CVdF84w0Qr8ZTZmSKOqbBxLEc5UBHMN6goUdXm4dVe1xlNhuzXWTUVdhwCO18C3NYinOoIC6gq82OktfIwoRW2hl25WOoOHdW+yumtaX7qm9WXHjhpefmkhf37jayor/kLHjjkcd/xIpkwdhMdj7tE1EfsYTQonW3H/ycrKikuwJ+L1ejn44IOZO3cuM2fOBMBxHObOncvs2bMTvmfs2LHMnTuXK664IrZszpw5jB0rIyqEEKmzvao26TrHqwgrjRkEqxayV0AoUxOJPoe2ajVWTTSBHu31pnEnHw9lRJc5YETcH80g1HQwkhwtSikiGZqDzBz6dy1osnpk106M7NqJ7eXV/PfVhTz/54/5Z9U7dOmcywkzRjBl0kFYZgvHEO3LXojdQgjRnu3YUtHyRm2gz4iedOoV3xlIKcXoHl0Y3aML2zZt56U/v84Ltz7Ak5W1dB3QmeN+eBSTThuLacp9935FYnerkgS7EPuZ3IwAlmEQSTCbuVkbwbu1Dh12qMswKB/kI5xl4vh26r2mtdsbboNNKNdLbaHPTborRSTbCxEHszpCXbGFt4r4Gu6JmIoZJ47EMBJvtHHjdq64/HHKyqpjNd4rKupY8n+v8NprX3HHnbPw+6VX3H6jDWczv/LKKznvvPM45JBDGD16NPfeey/V1dVccMEFAJx77rl07tyZ22+/HYCf/vSnTJo0id///vccc8wxPPXUU3z++ef89a9/TU37hRAC6JCVjqFUwsnE3RrrikjAzZwbQfBUg6emyWYo7SbWIwEIZ4AZUaBAW+4EpFatW0rGaTrIp+lhLcVp00Ykne9kzbptXP7Lf1FRWRubzLSyso5vFm9kztvf8NsbTsIrveL2H20Yu4UQYl/UoXNeWzchoVOvOj7puhVfrubqI26iuqI2NplpZVkVi95fzLvPfMT1z1yJJbF7/yGxu1Xtt11LbNvm+uuvp2fPngQCAXr37s2tt97aZIJGIfY3aX4vU0b2iR8m7mgyv91O/sdbSF9ZSdr6arIWV9L1ha2kr96p15wGUGSt1ITy06jtGADTaCgLoxTaZxIq9BLKMd0ZzndhrtGTZ45KuFxrzc03PU95eXXc32f9z98sWs/DD737Pa6AEMnNmjWLu+66ixtuuIHhw4ezcOFCXnvttdhEpmvXrmXTpk2x7ceNG8eTTz7JX//6V4YNG8a///1vXnjhBQYPHtxWp7Bfk9gtDlQ5GQHGD+oRv1ADNigbd4IqHY3DXnCMppsChP0QzlSEs1T0wbi7XDkaX4XbAx4zus8W/qwUMHPy0ITrtNZce+vzVDZKrgOxBwSff7GGx/41r/kDCCH2CxK7xYGqQ+d8hh4+uGmptTZkekwOP2N8wnW2bXPDCXfGJdeB2M/zXvycZ373Yqu0U4j90X77aOrOO+/kgQce4NFHH2XQoEF8/vnnXHDBBWRnZ3P55Ze3dfOE2KvCX5RCxAHTvcHOXLIDf6lbOkZBw011BIrfqsD2GtT0jNaQs92ecZlrHUJZhvuksvGXhvo5UZXboz2UbTT7pUIBhw3uSXrAm3D94sUbWf5dacJ1AI6jeeXlhVxw4UQCSfYh2pn6+WxTta/vafbs2UlLwrzzzjtNlp166qmceuqp3/9A4nuT2C0OZNur3QfesUFhDrF43fCRqdBKoz1AGIzoetsPoSzw7lDuxKc7jSwz69yJT90yMgqrWkNh8n42Cjh6YD88SYaKL/hyLes2lCV9v9aa519ewDmnj8Xn3W9vNw4sbRy7xb5LYrc4kJUMKkC/r8DW8R3c2oBSiiPPmZR05Nknryxg89qtSd+vteaF+15l1i9OwLSkVMx+QWJ3q9pvv/F+9NFHnHDCCRxzzDEA9OjRg3/96198+umnbdwyIfYerTV3//1Nvn5zCbkBk8p+2TgBE39pbcLP1foJyovfraJiuxetYEdfk5zlESA6yWmTyc/cfwwb0JpwlomnKn7y00YNQpkGF08fk7TN3yzagGGouB5wO6urC7Nq1RYGDuzc7PmL9kFmMxfJSOwWByKtNdc++zpfry5ptJCkN+oK5XZu92uCAXBMiGQp/NF7Zp3g271V11CjXQNm0E2yR9JIGLtN0+TS8aOTtnnR4g2YpsK2k38GV1UHWb9xO717NK3hLtofid0iGYnd4kBk2zY3/+RvLHaCmMcPJv3DVXhKK9u0TZbX4tSfJy8P8+1HSzE9JnbYTrrN9tIdbF67lY69ivZGE0Urk9jduvbbEjHjxo1j7ty5LFu2DIAvv/ySDz74gKOPPjrpe4LBIBUVFXEvIdqTp9/8ghee+wQAq9Ym98sycj9P/pQa3BtuqzaCVWFj+yBnWQR/WZKEeaM3Ke32iENrwukKFYwGake7L0CFNTPyOjKoe/IAbRi7Vs5rzfLNLW8khGjXJHaLA9Hf3/uMFz9dXF+hLTYpaXOhUQGGrXAMhfYo/NvcJHpCulGvOqXqK82QsUHjqWzYJha7I3BKcT/6F3VIenxDqV2K3WvXb2t5IyFEuyaxWxyI/nnTs8z9bCk4GrtDBhUnDKGuf0EsxraFo86fTNf+nZKuV4axSxNVrv9uU8sbCSGa2G97sF9zzTVUVFQwYMAATNPEtm1uu+02zjrrrKTvuf3227n55ptbsZVCpE4kYvPwS5/EbpDrGZFde9KobIf0TQrDdkvCKEBFNNokaaLdWwV1HvBvqqHDJ9sJp1sEi/xoU2FVRfCX1vK5s4l/ZmVx3lVHEwlHqN5RS1pWAE90yPjwET1artHoaO6/5b/07VtEn4OSf2kQ7YRMtiKSkNgtDjR14Qh/e/ezpje89UPMWqC0xrtdYTQetuvgPgWvj91KodGxkWzaAhUGI6jJW+oQDkAwxy0pZ9U4+Mo1by9cRN+sXM4+9VDCYZuamiBpaT48HnfI+Ihh3XD+2XIDb7/3f/Ts1oEe3ZIn60U7IbFbJCGxWxxoaipr+ffdL6EHF0c/z+rjrcEuB/C94JW/zKHbgM6c9NNjCAXD1FbWkp6dFpu0dMQRg3nqjudb3M9vZt3Nnz+/k859Ou7tJou9TWJ3q9pve7A/88wzPPHEEzz55JMsWLCARx99lLvuuotHH3006Xt+9atfsWPHjthr3bp1rdhiIfbMN6tK2F5Zi51ufe8yW1qBFXKwqiNx3wes2oY7dhWy8Wyrw9pehwq6JWSUBn+ZJufrCjTgqY6QsbKKzO8qCWyqRUXf/u+/vMNdP/w7JxZfymndL2Nm0SXcdelf2bCilN69Cxk2vBuGkaTVWmPUhXEiNo/cN+d7npkQoj2R2C0ONAvWbKAqGEKb8SUyd+UWRqPJ2GAT2BpBRUu1KMAIx+9I2RDxg1N/AKVwLI0V1G7sroWMTZqMDQ7+7Q293R95eh6/veMljj3ubk486Y8cd/zd3HXXq5SUlDNoQCf69y1OHrujjQmHbR5+4sNdvh5CiPZHYrc40Hwx92uCtSGssmowG1JqdrafliL43k5RPnrj0/z27D9wQtY5nFL4A2bmnMcff/w3tm7YxogpQ+g+qCuG2XwasK4myJO3/Wcvt1SIBmVlZZx11llkZWWRk5PDD37wA6qqqpp9T0lJCeeccw7FxcWkp6czcuRInnvuuVZqcWL7bYL96quv5pprruH0009nyJAhnHPOOfzsZz/j9ttvT/oen89HVlZW3EuI9qIu5Ca9w9lebL+5y8FbA5FMi00XOJRPtKnrESbYKUw4wwZHY9Q5pH9XTs4XW8lcvoPsJTvInb+NjKXlqIiDVRXBqrGbTepHIjZvvjCfUJ171x8JRZj7r4+YPf4GVi1ax3XXzyQ7KxBtkI77V4VsjNowjqP5/MPvKN/W/AetaAfqn6Sn6iX2GxK7xYGmNhq7teU+7I59okW/oSf7hNOAYypqi0zCGQqzxsGstbEth3C6xjEVRgiMYDThbirsAES87nsNW7md3JtpWygUYc673xKO1moNhWxef+NrLv3hI6xbX8ZvrjuRjHRfs+fnOJr3P/6O6prgrl0Qse+S2C2SkNgtDjTBaEzzripD1YZjI8iD/QqSl1jFjb/hLjl7tW01FbW889QHRKKxO1gb4tW/v8mPDv4lJas3c+uLv8TfUuyOOLz1rw8IBcPNbifagXYSu8866yy++eYb5syZw8svv8x7773HJZdc0ux7zj33XJYuXcqLL77I119/zUknncRpp53GF198sdfa2ZL9NsFeU1ODYcSfnmmaOI5MfSv2Tz065rkD0gxF6WE5aI9qUgNu549ErcDxGug0L9oLVUOh7EjNtukO2mOhlCJz2Xa8ZcG4m3AFeLcFyfpme6w3e3M0YHfMR2cEYssc26GuJsjvLv4LeXnpTJ/QH09NCBW2IWKjQjZmRR1mVaNja9guCfb2r50EetH6JHaLA02fovzYz7bH/VeDOxmpmXigeWy9B7SpCOaa1Bab1HYwCeUaaI9y50hxdkqgK4W2or3Zd+GjUwPBNAOnUUFJ29ZUVwe5667/UdghkyMmHYRhJpgMXRFLMjiOZkdFbcsHFPs2id0iCYnd4kDTY3A39welSFtdFQ3WGh3wUj22B5DkvjvLT93wznu9fXqnPz074lCxrZI//uhvdOxZxPiZo1HNjUDD7RBXXV69F1spWkU7iN2LFy/mtdde4+9//ztjxozhsMMO47777uOpp55i48aNSd/30Ucf8ZOf/ITRo0fTq1cvrrvuOnJycpg/f/5eaeeu2G8T7Mcddxy33XYbr7zyCqtXr+b555/n7rvv5sQTT2zrpgmxVxTlZTJ+WC9qOimqe3hYe2IHqrsG0NG/cscEx9fwJ68V1BX72TYqHzuzYbmBwrfRwKxVWDuCGHWJe6crwKqOkFaSbFa1+G2118Lu3xXdaEiaYzus+Got332xisKOOai6CFZlEM+OOqyqIEZ4p2MryM3P+F7XRQjRfkjsFgea7vk5jO7ZBTMMKHA8jXqyG2CbxGXJNW7i3fbHLzeUgui2RhDUzsn1ekqBqQjmtdw2FW1DMMeKSxQ4jmbRovWsWbOVooIsd59Go5dScT34DEM1jFITQux3JHaLA02vod3pe0hvnOF9sHxpZGyIoGxAa4KDOlI5tR92blpse20ahPoVUTljUKykG9BikjuVHNvh8zlfsmlVKYXdOqCa6WkPYHkt0nPSW6l1oj3ZeYLqYHDPRinOmzePnJwcDjnkkNiyqVOnYhgGn3zySdL3jRs3jqeffpqysjIcx+Gpp56irq6OyZMn71F79sR+m2C/7777OOWUU/jxj3/MQQcdxM9//nMuvfRSbr311rZumhB7zaxjRxLKApQinG2xbXQOJUcUUXJEMZsPL2bLxCI2Tyhky9gObJ5cxI5BORgOVA12328qRZbXz497TgDAs735HmcasCrDaNNodhi7NhQ6zQumge6Q3WSb1d+sZ9L0IZg794JrxDAVow/rR44k2Ns/J8Uvsd+Q2C0OROeMHdHQ29xwe6Y7VjTZ7gc7DSIB92WngePD7cEeDZmmocjNCHDe4Qe7v7dwn6NxR6+FMpr2sGu8jVZuD3kU2P6m8XnV6q1MnTww+U6ibZs0rh/pac0PRxftgMRukYTEbnEgmnn9qeg89yGzGdZ4K22MkMYIaewu+VQdP5Qdp4ykYuYwdpx+CDVje6H9XrzfbQHAsAw6dM7jhNlHt16jNaxdvIEjz52EYyf/IDYtgylnTcDr87Re28TesRdid9euXcnOzo69misHtitKSkooLCyMW2ZZFnl5eZSUlCR93zPPPEM4HCY/Px+fz8ell17K888/T58+ffaoPXvCanmT9ikzM5N7772Xe++9t62bIkSrmb95E4ZSONHhO+FM8O5Q7qO0+qHafhO3m5vLWxVm21CwlMH0Lgfxs8GH0yUth3yVzsO/eq7Z+qzuaDgNfi9U16FJPElbpEOGe3ytcbLTMUq3x+3Hl+YjOzeds354BI/+6c0mxzEMhcdjcf7lR37fSyL2QUprVIqGmKVqP2LfILFbHIi+Xl2CaSjsxnVbdu4Cs/PvjrvMMg1mjOjPT44eT1F2BjkZAe5/5oNmj6cAw4YdvUzyF9lNSsnUt8L2qYbY7TWgzo7bj99nUdghkzNPGcPjz37c5DiGofD5PFxw5vhm2yPaB4ndIhmJ3eJAtGTd9rjY7alyiKQ33GOjFDrDF4upCqCqFu+qrXh8FlPOmsgFvzmdnMJssvMzeezmZ1ql3f40H537dOTEy2fw/B9fbbLeMA0CmQHOuvbkVmmP2Lv2Ruxet25d3LwZPl/iThTXXHMNd955Z7P7XLx48W635/rrr6e8vJw333yTDh068MILL3Daaafx/vvvM2TIkN3e757YbxPsQhyIKoNBzEYJdm1BXQeFf2v0g7V+KFj0546Ol3vunYU310e24Wf+R6t47YmF+Pwexo/vx8eDurBk4Zqk5bbcOrDKnT093Q91IbTtxG7UtdfEzk1HBxo//Y5P2Xu8FiOPGATA6RdPIpDm5fEH36aqUb3WHn2L+OmNM+nVv+OeXyQhhBBiH1JVF0Q1rrbeuPB64yfX0Z+LsjL408Un4PN6yPR5+XDJap56byFpPi9ThvVhTqclLNuwNenxNG7ZuEi6Yttgk8w1Nr4djQ5jgONVbu/1Ru9pLBDwMGyYW4P2onMOIz3dy+PPfEx1TSi2Td/eRfzyJ9Po3jUfIYQQYn9SXR0/XMyMgLfcJpRjxu61oSGMdy7M5p5rz8DzG01aVoBPXlnAc/e8Qnp2GoefMZ43H3+XjStK92qbM3PTOWhsPwB+ePd5ZOVn8szv/kttVUPJ1wFj+nLl335Ix15Fe7Utov3a1Ympr7rqKs4///xmt+nVqxfFxcVs3rw5bnkkEqGsrIzi4uKE71uxYgV/+tOfWLRoEYMGubmkYcOG8f7773P//ffz4IMP7trJpJgk2IXYj/TIyyWy04RCkQyosRTeCrBqtBvgszOZddhQzj5mNEopPvl4OT/97YtUVwWxLAPH0Tz6yPv0Kcpudi4LBdhe003eGwoCXrAdbJ+Fk+4BT9OPGKOqpuH9Ck748VFkROu7KaWYefY4Zpw2mq8+W0VNVR2duuXT56BOqbg8Yl+RyklSpBecEKKd616Qi73zjGQq+vGmYr/SJT+bMycM56yJI1BK8eaX33HDE69THQxjmQaO1tz/6kf079gh4eSojXZNJODuP+JXlA2wMIMO6aUab3nimrBmOH5vp502hkDA6+5PKc48eQwnHzuSL75eR01tiO5d8ujds7DJfkQ7JrFbCCFiunbObRJnvdUORkQTTjfcuVJQdO+Yy5lHjuTkw4cB8NaT73P3JX8hWBvEskwcR/OP6/5Fr2HdUYZC78os5LvpjF+dFCv7YhgGZ19/CidfeSxfvfMNdTUhug/sQo9BXffa8UUbaMPYXVBQQEFBQYvbjR07lvLycubPn8/BB7vlDt966y0cx2HMmDEJ31NT4+aU9rUJtiXBLsR+5JgB/fjN3Heoi0Tiljt+qPODqQxOHjKI305vKLWyZPFGrr/+udgHUSTS8IG0cvMOMnIChCrqcHYK9oapyCnIYuuOWvCYDSVoDIX2mWAojMpaVDACSuEEPGifhVVWgbIM7IjDUedM5MKbT21yHl6vxSHj+6bsuoh9jKNBpSjQ78UvoUII0RqOHXkQd7/8PpGd66E2qrF+xvjh/HLm5Niq+cvXc/U/XnHLtEHce5dt2kqa30MwFIkvO4M7GWpBZjqbt1RGD+EeREUUVhCU0hhhHfts1abbo90bdh+kO45m5gkjOefspmVffD4Phx7Sa4+uhdiHSewWQoiYaUcN4R//bFqSzQpqrKCNYShOP3UMF184Kbbus9cXcvs5f4w9AY+EG0qvrfxqDYEMP8GaUJP66MpQdOiUx5b1275XGw1TAQrHcTjtquM55arjmmwTSPcz5piDv9d+RTvSDmL3QQcdxPTp07n44ot58MEHCYfDzJ49m9NPP51OndyOlhs2bGDKlCk89thjjB49mgEDBtCnTx8uvfRS7rrrLvLz83nhhReYM2cOL7/88l5p567Ybyc5FeJAlOnzceu0KW591Z06oJlKUZiRwc8OGxe3/PHHP0RrnfCBpKOhIs3LsPF9MRrt0DAUB0/oz9bqUFxyHUA5GqM2glVSgbm1CqOyDqOiFk9pBTnlNRx23MGc8tMZ/PXz27nygYswLbPpgYUQQogDRG5GgF+feDgQF04BN7neKTeLS4+M78HzwGtuzfNEtzoaqA6FOaRv17j9mYbisIHd2bKtChX9v9h7TAinKXBwJ2mLgBEBKwj5pp9JEwdwxhljefSRS7j88qPivhMIIYQQB5qCDpn86OLEsdswFF275HHGrEPjlj9249OonTeup6G2so4hEw+Kq6hqeUxGzxjxvZPr2QWZTDptPGf86kQeXXYfF//fOcmPLUQbe+KJJxgwYABTpkxhxowZHHbYYfz1r3+NrQ+HwyxdujTWc93j8fDqq69SUFDAcccdx9ChQ3nsscd49NFHmTFjRludhvRgF2J/c+KggeQFAtz7wTy+LnHruHlNk+MHDuCqCeMpyEiPbRsMhvn44+XNjvYxPSZdRnbn57efyrdfrAFg4IjuXPfTJ93gv1OgVuAOH8rwQygcN6lGsDrEmg2V/PJvl2J5JLF+wJJh5kIIEefUsUPJz0znz6/PY+nGLQD4LJPjRw3kJ9PHk5MeiG27o7qOz75b1+z+TFMxpFcxt5x9FF+tdidAH9G7Mxfd9UyTCcmB2GSmwWwDK2jHdXaqrgmyeks51/7qeEmsH8gkdgshRJxTThpFfn4Gjz3xEavXuHOf+HwWRx81lAvPm0BGesPkj1s3bGPJp8ub3Z9hGoycMpSrH76MJZ8ux7QMhkw4iMtGXfO921ZZVs3mNVv41eOXS2L9QNZOYndeXh5PPvlk0vU9evSIjdqs17dvX5577rm91qbdIQl2IfZDk3r1ZFKvnmyqrKQqGKJjZiYZPm+T7erqwrv0OVldEySvMIvDpg3hw0+WcfnPHmXLd9uaPq6vF71Rx+eBuoYJz2zbYd3yUj5+cxGHHT1sd09PCCGE2O8cMbg3RwzuzabtFdQEw3TMzSQtQeyuDoYSvDueUoqquhBFuZkcmZvJ64uWcepD/6KstKJpcr3hTYAm4ld4ahu+HNiO5ruVm/n0i1UcerCUgBFCCCHqHT7pICZPHEBpaQXBUJjCwiwC/gSxu6K2xX0ZhqKmooai7gUUdS/gzcff44cH/4Kt675f73UAx3b45qOlfP3+YoZOHPi93y+E+P4kwS7EfqxjZiZkJl+fkeEnI8NPVaOZw3emtSa9c4BF2zbxz6fn8cXfvwQNymq5wpS2zCY38oap+PD1ryXBfkBL4ZP0pNP4CSFE+9QxN6vZ9fmZafi9FnWhSNJtbNsm2+9nyZpS7ntzHm9sXoWKQMYufGQ6HgW18RuapsF7876TBPsBTWK3EEIkopSiuDi72W0KuuTj8VmEg8ljdyRsk56dzncLVvK3X/yTL95atEftMi2TD/7ziSTYD2gSu1uT1GAX4gBmmgbHHjs86ZDvms6a9cc73MXHHP/Kw8x/LJpc39UDJPgwd2xNXXVw9xst2r/6oWqpegkhxAHE57GYOWYwZpLYrSIaqxYeen4eZ936OHNKVgJ617/1J/hY1VpTW9tyz3mxH5PYLYQQuy0tM8ARZ07AaKaTmlKKh699kh8f8ss9Tq7Xq22mI504AEjsblWSYBfiAHfGmWPp0iWvSZK9uieUTodQB7AqoMvTYAYbJdcdjW7uKWZ0qPnODFPRrW9RytovhBBCHGh+OP1QOuZmNUmym9GJSd3JSh3MUARtKlAKbULER4ux26q1E67q0TU/hWcghBBCHFguvO0M8jvmNk2yR0N5s/F5NziOQ/eBXVK6TyFEcpJgF+IAl5Hh54/3ncPxx4/E5/MA4JiabZMABSoIhW+YWBXxId+dZEIl/BqgAcdUhPPSmqx3HM3008fulXMR7YSjU/sSQogDTG5GgH9eeTonjR2Cr37ScK0xQ+5noopo0jeGiQSMuM/JULZGoRL3QtIas87BDJJw/TFHDt0bpyLaC4ndQgixR/KKc7nv49s56tzJeHwJqjWn+KPRtEyOOm9yancq2heJ3a1KarALIcjMDPCTy4/i4ksOZ8vmCt4tX8UNi94AIH25wqyNdkhX0Q9VrcBQ2GkWZk0k7ruAArSpsNM9YCi034OqC6MMhXY0F/3qeDp2k15wBzTtuK9U7UsIIQ5AeRlpXHfaFK48YSKl5ZW8v3AFf3z2fQC8FTbKAeXg3rC7z8QxIxp/mU1drhmfRFcKM6gJbLNpPP7MMBSOo7nikil0yM9o3RMU+xaJ3UIIscfyO+Zy1d9/xI/uOZ+tG8p479l5PHbzM9HOa6lhmG7s/tlfLiUrv5kJ2cT+T2J3q5IEuxAixu/30LVbPtt3LMZSBhHtkL5SYQ2pxntIFUZxBG2DXmJhv5aBrjGJWAZG2AHbcYege4zYcHQA7TGhLkyfwV2Y9eMpjJ8mPeCEEEKIVEnzeehZlMfLld9gmQYR28GqcpPojmmQVuqONrN9YNWBp0Zj1UUIpxk4FqDBU6sxQrrJHCsD+3XknFMPZeyo3m1wZkIIIcT+KS0zQLcBndmxpQLTNIg4icuz7Y5B4wdw1rUnc/CRw1K2TyFEyyTBLoRoIsvrw9Zut7f0ydvxHlQbe2CpTGBABCOtBh5PA0Ph+EzATLivq+6cxbixfcjMSW+t5ot9XSonSZHJVoQQAoDMNB+Odsu5VXf0EM5qqASpcOdRsWqivzvgrUreE+mmXxzPqBE9yMzw791Gi/ZDYrcQQqRcek5aynqv3/riNQw+bAAZct8t6knsblVSg10I0cS0rgNQKLICdXgPqgVANfq0UCYY3UKQ1vyT9kDAw+QjBkpyXQghhNjLph7SD8fRaBM3ua4aRpOBm2QPB8Bp4dt/ZqafiWP7SnJdCCGE2MsmzxqPHdnz0hv5nXIZPWOEJNeFaEOSYBdCNFGclsnZ/UaSl1GT9EGlMsGaVNnsfs4/b0Js4lQhYmSyFSGESLkuhTkcN34QdjNhVxkGdbnNf/2/5LyJWFbiUWniACaxWwghUq7HoK5MPPXQPd7PRXecjWFIek/sRGJ3q5K/QCFEQteNPJI0n92481scJ6hxvnGIqDDhNAPbgzu8TbsfvmecMopTThrVuo0W7UP9/05S9RJCCAHAL886Aoz4nutxIg6+bRHMqjBmTQQVssFx3HlQFVxw3mEcf/Tw1myyaC8kdgshxF7x0z9fvEfv/+Hd5zH17Ikpao3Yr0jsblVSg10IkZBlGPhND7V2sMm6yFaTqqeKcCwP5EU/aNNNVMgmsGI7ns2VpFcHUclu8IUQQgiRcj6PhWUYRJymw83Napu8JXUoDW7k1phBN7Ee8ZkECwyMLlIWRgghhGhNgcwASu1+/jKQLrFbiH2BJNiFEEQcmw+3fsvbpV9SYwfpllbAsZ3HMCZ/CO9tXoBdDZEFadhL/egI1BFAm9HkudGQRNeWQW3vXKyyGpZ9ubaNzkbs8zQpnGwlNbsRQoj2JhSxmfvtcuZ8s5zqYIg+RfmcOmoIEwb35N2vV+I4GmWDYYMKa3KW1cU+M+Mef2uw6mzMUs3SJZtgXFucjdjnSewWQog9FgqGef/fH/Phfz8lWB2k19DuzLh4KiOmDGHhW4twdqMMx3cLVu2Flor9gsTuViUJdiEOcGXBSq784q+srC7BQOGg+axsGc+se58JHQYSXmsSeiIfwgo0hNNMdEaS4eeGQnsMQh0zKFm3rfVPRrQPMpu5EELskZIdlVz40HOs3rodQykcrflo+RoeeX8+R/TphY5ozLC7rQL8ZWGUs1NinYb1GsDWbP1WYrdIQmK3EELskU2rSvnF1FsoWbUZw1A4jubzN77k6d/9lzEzRuxWch1g3dINKW6p2G9I7G5VUoNdiAOY1ppff/UIa2o2A+BEH0va2h1a/v76xQSfrE+uK0Bh+1su+xIqzCDxbbwQQggh9oTjaH74yAusKyt3f4/e8NiORgNzl63EaJRcB/CVR1qMysrReJpWhRNCCCHEHrIjNr+afhub120FiCXTHdtBO5qPX16w2/u2vNJvVoh9gfwlCnEAW7RjDd9WJC/lor72QdBNrDcsbGbytOh6bRnkFaanrqFi/+I4QNP6wLu/LyGEOHB8vGIty0q3Jl1v1bn/No7UqoWPyvpe7Pm5ErtFEhK7hRBit33yygI2fLdpr+w7tyh7r+xX7AckdrcqSbALcQD7eNsSTGXEeqzvTK3xNF0W0WiT5El2R2NWhzj89Mmpa6jYv8hQNSGE2G3vLVuVdCJTINZ7vTHbp1ARnbQXuwZQcMSUQalqptjfSOwWQojd9umrCzAtEztip3zfh59+WMr3KfYTErtblZSIEeIAFnFaGDKe4DPUqnWa78FuKDpjMun4kXvaPCGEEELsJBxpuQfRzlG6Ls/TbLxXQKeu+Ywf33dPmiaEEEKIBMLhCHtjlsgeg7pwyLRhKd+vEOL7kwS7EAewflldiCTpvQ6gi5t2gzNCGrPWafo0NPp7bp3Dnx69DK+/ae93IYCG/+2k6iWEEAeQQV2KkvZeB3BMjd7pJj6cZRLMMtHE397X/56VG+CPD5yLZZl7o8lifyCxWwghdlvfkb1w7NR+9uV1zOWe93+DYUhaTyQhsbtVyV+iEAewiQWDyfGkYyTo16aWeTDmpQHE3agrwFNh46l04sp5qbCDb0sd4U11/OaG/7Bta+Xebr4QQghxwDl6SD8y/N6Eg8msGo1vOyhN/I2QUlR39VFb5EFbDW9UjoOxo5rqhau5/aKH2FFWtfdPQAghhDjAHHnORLyBxLF7d5Vt2s5vTr+Hyu0Su4XYF0iCXYgDmMew+M3Q8/AYFqZq9HGwwcR4LhMioKL/15jSGqvWIbAxSNraGtLX1ZK+IYi32q3vuuTbDfzyJ48TCkVa94RE++Do1L6EEOIAEvB6uPfMY/EYJqbREJ/NOo1/m/sg3AhFF+7U26iuwEvICGJs2IK5fgvmui2Y5VUoYNGnK7j2jPv3Sn1YsR+Q2C2EELstPTud6576GYZpYlqpS8N9Mfdrrjv2dhyZgFIkIrG7VUmCXYgD3NCcnjw0+gqmFIzAiSi0BvWx23N958R6jFKoUAQrbGPaYOw0cZpja9au3sr7by/e+ycg2h2tnZS+hBDiQDOuT3eenX0mUwb2idV58Va46xRgOGAGQdm4N0RagwP+tZWkf7cdI+KgbGen2O2wYtF6PnlzUeufkNjnSewWQog9c+ixB3P/Z3cwavqIlO3TsR2+nbeMBW9+nbJ9iv2HxO7WJQl2IQTd0gu5ot9JbP60I9vWZmMs86B0M+PXtHYnOm1mjJtSirffkJt0IYQQYm/oW9SB6447HO8O8FZoN6HeaL3SYIbBCoJVB1ZQY4ScZic7NUzFuy/M39tNF0IIIQ5IvYf14Md/uCCl+zQtg3ee+jCl+xRCfH9WWzdACLFvyPB5yQr4qNwSRu3K08kW6sdpramsqE1N48T+RadwiJlMtiKEOIB1yEwnELCorQm3FJZdLRR/dWxN5Q6J3SIBid1CCJESxT0K8fgswsHUlFO1bYfqipqU7EvsZyR2tyrpwS6EiDlv9AgIWkQCOm5i00RU/ZDzJEzToEu3/FQ3UewPZDZzIYRImZMPG4qCFqK2ywhGmt3ONA069yxIUcvEfqWNY/f9999Pjx498Pv9jBkzhk8//TTptt988w0nn3wyPXr0QCnFvffeuwcnLoQQqaWU4shzJ6dsf4Zh0KlXUcr2J/Yjct/dqiTBLoSIuWzCoYzo1onqji0PblGR5nu527bDjBNGpqppQgghhEjgZydMoH/3QmxPM0l2rUGDb1N1s/uybYfpZ45LeRuF2BNPP/00V155JTfeeCMLFixg2LBhTJs2jc2bNyfcvqamhl69enHHHXdQXFzcyq0VQoiW/eRPP6DbgM4p2ZdjOxx90ZSU7EsIsfskwS6EiDGU4olzT+PCM8YTyTKa3KjX/26EHXcC1GaGms+YOZKBQ7rstbaKdsxxUvsSQogDmGkYPH71mZxz3CgwEyTZoz2O0pdvx7B1s1ViTrrkcHoPltgtEmjD2H333Xdz8cUXc8EFFzBw4EAefPBB0tLSePjhhxNuP2rUKH73u99x+umn4/P5UnH2QgiRUpbH4sGFv2Pm5TN2fyfReH7WdSfTpV+n1DRM7F/kvrtVSQ12IUQc0zC47Ihx/GDcIdz34FzeeuMbgtH6cAMGdOS8cw+jKD+Db75ej3Y0K74r5Z03v6GmOghAfocMTj1rHDNPG41qodarEPuysrIyfvKTn/DSSy9hGAYnn3wyf/jDH8jIyEi6/Y033sgbb7zB2rVrKSgoYObMmdx6661kZ2e3cuuFEAcSyzS44sQJXDRtNL9//G3e/HgpobANwJB+nbj4xHHkGybLvlyLE3FY/vVa3v3vAuqisbugUw6nXXYkx5w3oS1PQxxgKioq4n73+XxNEuKhUIj58+fzq1/9KrbMMAymTp3KvHnzWqWdQgixN3i8Hi679wLOvfFU7pv9dz74zyexuuxDJw3k3JtOw5/mY9n8lTi2w7L5K3j3mXkEa9zYXdyjkDN+dRJH/+CItjwNIUSUJNiFEAn5/V6uvuJorvzJNHbsqMHrtcjI8MfW9+zTUOftxz+bxoZ12zAtg85d8zFNGRwjmqE1u1YteFf3tXecddZZbNq0iTlz5hAOh7ngggu45JJLePLJJxNuv3HjRjZu3Mhdd93FwIEDWbNmDT/84Q/ZuHEj//73v/daO4UQol5Gmo8bL5nOtT84ih2Vtfi8FhlpDQnLPoMaeqf/8JZT2LRqC5bXpHOvQgxDYrdoxl6I3V27do1bfOONN3LTTTfFLdu6dSu2bVNUFF9fuKioiCVLlqSmPUII0YYyczP49RNXEAlH2LG1En+6j/SstNj6/qP6xH6efd8P2LSiFI/PonPfjhK7RfPayX33/kIS7EKIZpmmQV5e4h679bw+Ky7hLkRztOOgVWqGmGm9d4aqLV68mNdee43PPvuMQw45BID77ruPGTNmcNddd9GpU9NhmIMHD+a5556L/d67d29uu+02zj77bCKRCJYlIVcI0Tos0yA/J73ZbfwBLz0Hpqb+q9j/7Y3YvW7dOrKysmLLpZyLEOJAZnks8jvmNrtNIN1Pr6HdW6lFor1rD/fd+xN53CWEEKLdq6ioiHsFg8E92t+8efPIycmJJdcBpk6dimEYfPLJJ7u8nx07dpCVlSXJdSGEEGInWVlZca9ECfYOHTpgmialpaVxy0tLS2UCUyGEEELsMyTBLoQQonVpndoX7jDz7Ozs2Ov222/foyaWlJRQWFgYt8yyLPLy8igpKdmlfWzdupVbb72VSy65ZI/aIoQQQrS5vRC7d4XX6+Xggw9m7ty5sWWO4zB37lzGjh27N85UCCGE2D+0Uew+UEmXOiGEEK3L0aBSWwtuV4eZX3PNNdx5553N7nLx4sV73KyKigqOOeYYBg4c2KSerBBCCNHu7IXYvauuvPJKzjvvPA455BBGjx7NvffeS3V1NRdccAEA5557Lp07d449XA+FQnz77bexnzds2MDChQvJyMigT58+SY8jhBBC7FfaMHYfiCTBLoQQot2rH17ekquuuorzzz+/2W169epFcXExmzdvjlseiUQoKytrcUh6ZWUl06dPJzMzk+effx6Px9Niu4QQQgiR2KxZs9iyZQs33HADJSUlDB8+nNdeey028enatWvjJvrbuHEjI0aMiP1+1113cddddzFp0iTeeeed1m6+EEIIIQ4AkmAXQgjRurQGUjRJyvd8kl5QUEBBQUGL240dO5by8nLmz5/PwQcfDMBbb72F4ziMGTMm6fsqKiqYNm0aPp+PF198Eb/f/73aJ4QQQuyT2jB2A8yePZvZs2cnXLdz0rxHjx5o6WknhBDiQNfGsftAIzXYhRBCtCrt6JS+9oaDDjqI6dOnc/HFF/Ppp5/y4YcfMnv2bE4//XQ6deoEwIYNGxgwYACffvop4CbXjzrqKKqrq3nooYeoqKigpKSEkpISbNveK+0UQgghWkN7iN1CCCGEaCCxu3VJD3YhhBAigSeeeILZs2czZcoUDMPg5JNP5o9//GNsfTgcZunSpdTU1ACwYMECPvnkE4AmNV5XrVpFjx49Wq3tQgghhBBCCCGEaB2SYBdCCNG6tEPqhqqlaD8J5OXl8eSTTyZdv/MQ9MmTJ8uQdCGEEPundhK7hRBCCBHVTmL3bbfdxiuvvMLChQvxer2Ul5e33BytufHGG/nb3/5GeXk548eP54EHHqBv3757rZ0tkRIxQgghhBBCCCGEEEIIIVpVKBTi1FNP5Uc/+tEuv+f//u//+OMf/8iDDz7IJ598Qnp6OtOmTaOurm4vtrR50oNdCCFEq9KORqvU9PSWHuNCCCHE3iexWwghhGhf2kvsvvnmmwF45JFHdrkt9957L9dddx0nnHACAI899hhFRUW88MILnH766Xurqc2SHuxCCCFal3ZS+xJCCCHE3iWxWwghhGhf9tPYvWrVKkpKSpg6dWpsWXZ2NmPGjGHevHlt1i7pwd6M+ic0FRUVbdwSIYRoffWffal+Wh0hDCnaZYRwanYk9hsSu4UQBzKJ3aI9ktgthDiQtafYvfPntM/nw+fzpeYgu6ikpASAoqKiuOVFRUWxdW1BEuzNqKysBKBr165t3BIhhGg7lZWVZGdn7/F+vF4vxcXFfFDyagpa1aC4uBiv15vSfYr2S2K3EEJI7Bbti8RuIYTY92N3RkZGk8/pG2+8kZtuuqnJttdccw133nlns/tbvHgxAwYMSGUT25Qk2JvRqVMn1q1bR2ZmJkqptm5OTEVFBV27dmXdunVkZWW1dXPaPbmeqSXXM3Xa+lpqramsrKRTp04p2Z/f72fVqlWEQqGU7K+e1+vF7/endJ+i/ZLYfWCQ65k6ci1Tq62vp8Ru0R5J7D4wyPVMHbmWqdXW17O9xG6tdZPP6GS916+66irOP//8ZvfXq1ev3WpHcXExAKWlpXTs2DG2vLS0lOHDh+/WPlNBEuzNMAyDLl26tHUzksrKypIP0xSS65lacj1Tpy2vZSqeoDfm9/vlhlrsVRK7DyxyPVNHrmVqSewWYtdJ7D6wyPVMHbmWqSWxO3UKCgooKCjYK/vu2bMnxcXFzJ07N5ZQr6io4JNPPuFHP/rRXjnmrpBJToUQQgghhBBCCCGEEEK0qrVr17Jw4ULWrl2LbdssXLiQhQsXUlVVFdtmwIABPP/88wAopbjiiiv4zW9+w4svvsjXX3/NueeeS6dOnZg5c2YbnYX0YBdCCCGEEEIIIYQQQgjRym644QYeffTR2O8jRowA4O2332by5MkALF26lB07dsS2+cUvfkF1dTWXXHIJ5eXlHHbYYbz22mtt2mtfEuztkM/n48Ybb2z1mXr3V3I9U0uuZ+rItRRi/yF/z6kl1zN15FqmllxPIfYf8vecWnI9U0euZWrJ9WxbjzzyCI888kiz22it435XSnHLLbdwyy237MWWfT9K79xKIYQQQgghhBBCCCGEEEK0SGqwCyGEEEIIIYQQQgghhBC7QRLsQgghhBBCCCGEEEIIIcRukAS7EEIIIYQQQgghhBBCCLEbJMG+j3rvvfc47rjj6NSpE0opXnjhhaTb/vCHP0Qpxb333ttq7WtvduV6Ll68mOOPP57s7GzS09MZNWoUa9eubf3GtgMtXc+qqipmz55Nly5dCAQCDBw4kAcffLBtGtsO3H777YwaNYrMzEwKCwuZOXMmS5cujdumrq6Oyy67jPz8fDIyMjj55JMpLS1toxYLIRKR2J1aErtTS2J3aknsFmL/ILE7tSR2p5bE7tSS2C32Jkmw76Oqq6sZNmwY999/f7PbPf/883z88cd06tSplVrWPrV0PVesWMFhhx3GgAEDeOedd/jqq6+4/vrr8fv9rdzS9qGl63nllVfy2muv8fjjj7N48WKuuOIKZs+ezYsvvtjKLW0f3n33XS677DI+/vhj5syZQzgc5qijjqK6ujq2zc9+9jNeeuklnn32Wd599102btzISSed1IatFkLsTGJ3aknsTi2J3aklsVuI/YPE7tSS2J1aErtTS2K32Ku02OcB+vnnn2+yfP369bpz58560aJFunv37vqee+5p9ba1R4mu56xZs/TZZ5/dNg1q5xJdz0GDBulbbrklbtnIkSP1tdde24ota782b96sAf3uu+9qrbUuLy/XHo9HP/vss7FtFi9erAE9b968tmqmEKIZErtTS2J3aknsTj2J3UK0fxK7U0tid2pJ7E49id0ilaQHezvlOA7nnHMOV199NYMGDWrr5rRrjuPwyiuv0K9fP6ZNm0ZhYSFjxoxpdnigaN64ceN48cUX2bBhA1pr3n77bZYtW8ZRRx3V1k1rF3bs2AFAXl4eAPPnzyccDjN16tTYNgMGDKBbt27MmzevTdoohPj+JHanjsTu1JPYvWckdguxf5LYnToSu1NPYveekdgtUkkS7O3UnXfeiWVZXH755W3dlHZv8+bNVFVVcccddzB9+nTeeOMNTjzxRE466STefffdtm5eu3TfffcxcOBAunTpgtfrZfr06dx///1MnDixrZu2z3MchyuuuILx48czePBgAEpKSvB6veTk5MRtW1RURElJSRu0UgixOyR2p47E7tST2L37JHYLsf+S2J06ErtTT2L37pPYLVLNausGiO9v/vz5/OEPf2DBggUopdq6Oe2e4zgAnHDCCfzsZz8DYPjw4Xz00Uc8+OCDTJo0qS2b1y7dd999fPzxx7z44ot0796d9957j8suu4xOnTrFPQ0WTV122WUsWrSIDz74oK2bIoRIIYndqSWxO/Ukdu8+id1C7J8kdqeWxO7Uk9i9+yR2i1STHuzt0Pvvv8/mzZvp1q0blmVhWRZr1qzhqquuokePHm3dvHanQ4cOWJbFwIED45YfdNBBMpv5bqitreXXv/41d999N8cddxxDhw5l9uzZzJo1i7vuuqutm7dPmz17Ni+//DJvv/02Xbp0iS0vLi4mFApRXl4et31paSnFxcWt3EohxO6Q2J1aErtTS2L37pPYLcT+S2J3aknsTi2J3btPYrfYGyTB3g6dc845fPXVVyxcuDD26tSpE1dffTWvv/56Wzev3fF6vYwaNYqlS5fGLV+2bBndu3dvo1a1X+FwmHA4jGHEf7yYphnrtSDiaa2ZPXs2zz//PG+99RY9e/aMW3/wwQfj8XiYO3dubNnSpUtZu3YtY8eObe3mCiF2g8Tu1JLYnVoSu78/id1C7P8kdqeWxO7Uktj9/UnsFnuTlIjZR1VVVbF8+fLY76tWrWLhwoXk5eXRrVs38vPz47b3eDwUFxfTv3//1m5qu9DS9bz66quZNWsWEydO5PDDD+e1117jpZde4p133mm7Ru/DWrqekyZN4uqrryYQCNC9e3feffddHnvsMe6+++42bPW+67LLLuPJJ5/kv//9L5mZmbH6btnZ2QQCAbKzs/nBD37AlVdeSV5eHllZWfzkJz9h7NixHHrooW3ceiFEPYndqSWxO7UkdqeWxG4h9g8Su1NLYndqSexOLYndYq/SYp/09ttva6DJ67zzzku4fffu3fU999zTqm1sT3blej700EO6T58+2u/362HDhukXXnih7Rq8j2vpem7atEmff/75ulOnTtrv9+v+/fvr3//+99pxnLZt+D4q0bUE9D/+8Y/YNrW1tfrHP/6xzs3N1WlpafrEE0/UmzZtartGCyGakNidWhK7U0tid2pJ7BZi/yCxO7UkdqeWxO7Uktgt9ialtdYpyNMLIYQQQgghhBBCCCGEEAcUqcEuhBBCCCGEEEIIIYQQQuwGSbALIYQQQgghhBBCCCGEELtBEuxCCCGEEEIIIYQQQgghxG6QBLsQQgghhBBCCCGEEEIIsRskwS6EEEIIIYQQQgghhBBC7AZJsAshhBBCCCGEEEIIIYQQu0ES7EIIIYQQQgghhBBCCCHEbpAEuxBCCCGEEEIIIYQQQgixGyTBLoQQQgghhBBCCCGEEELsBkmwC7GbJk+ezBVXXNFk+SOPPEJOTk7s95tuugmlFNOnT2+y7e9+9zuUUkyePLnJuvXr1+P1ehk8eHDC4yulYq/s7GzGjx/PW2+9lbS9dXV1nH/++QwZMgTLspg5c2ZLpyiEEELsVyR2CyGEEO2LxG4hRHsgCXYhWkHHjh15++23Wb9+fdzyhx9+mG7duiV8zyOPPMJpp51GRUUFn3zyScJt/vGPf7Bp0yY+/PBDOnTowLHHHsvKlSsTbmvbNoFAgMsvv5ypU6fu2QkJIYQQ+zmJ3UIIIUT7IrFbCNFWJMEuRCsoLCzkqKOO4tFHH40t++ijj9i6dSvHHHNMk+211vzjH//gnHPO4cwzz+Shhx5KuN+cnByKi4sZPHgwDzzwALW1tcyZMyfhtunp6TzwwANcfPHFFBcXp+bEhBBCiP2UxG4hhBCifZHYLYRoK5JgF6KVXHjhhTzyyCOx3x9++GHOOussvF5vk23ffvttampqmDp1KmeffTZPPfUU1dXVze4/EAgAEAqFUtpuIYQQ4kAlsVsIIYRoXyR2CyHagiTYhWglxx57LBUVFbz33ntUV1fzzDPPcOGFFybc9qGHHuL000/HNE0GDx5Mr169ePbZZ5Puu6amhuuuuw7TNJk0adLeOgUhhBDigCKxWwghhGhfJHYLIdqC1dYNEOJA4fF4OPvss/nHP/7BypUr6devH0OHDm2yXXl5Of/5z3/44IMPYsvOPvtsHnroIc4///y4bc844wxM06S2tpaCggIeeuihhPsUQgghxPcnsVsIIYRoXyR2CyHagiTYhdhNWVlZ7Nixo8ny8vJysrOzE77nwgsvZMyYMSxatCjpU/Qnn3ySuro6xowZE1umtcZxHJYtW0a/fv1iy++55x6mTp1KdnY2BQUFe3hGQgghxP5NYrcQQgjRvkjsFkK0B1IiRojd1L9/fxYsWNBk+YIFC+KCcWODBg1i0KBBLFq0iDPPPDPhNg899BBXXXUVCxcujL2+/PJLJkyYwMMPPxy3bXFxMX369JEgL4QQQuwCid1CCCFE+yKxWwjRHkgPdiF2049+9CP+9Kc/cfnll3PRRRfh8/l45ZVX+Ne//sVLL72U9H1vvfUW4XCYnJycJusWLlzIggULeOKJJxgwYEDcujPOOINbbrmF3/zmN1jW7v3pfvvtt4RCIcrKyqisrGThwoUADB8+fLf2J4QQQrQnEruFEEKI9kVitxCiPZAEuxC7qVevXrz33ntce+21TJ06lVAoxIABA3j22WeZPn160velp6cnXffQQw8xcODAJkEe4MQTT2T27Nm8+uqrHH/88bvV5hkzZrBmzZrY7yNGjADcoXBCCCHE/k5itxBCCNG+SOwWQrQHSstfuBBCCCGEEEIIIYQQQgjxvUkNdiGEEEIIIYQQQgghhBBiN0iCXQghhBBCCCGEEEIIIYTYDZJgF0IIIYQQQgghhBBCCCF2gyTYhRBCCCGEEEIIIYQQQojdIAl2IYQQQgghhBBCCCGEEGI3SIJdCCGEEEIIIYQQQgghhNgNkmAXQgghhBBCCCGEEEIIIXaDJNiFEEIIIYQQQgghhBBCiN0gCXYhhBBCCCGEEEIIIYQQYjdIgv3/27FjAQAAAIBB/tZz2F0YAQAAAADAINgBAAAAAGAQ7AAAAAAAMARj6L6e8qcR4wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "# Plot for Grid Scores\n", "sc1 = axs[0].scatter(\n", " umap_embedding[:, 0],\n", " umap_embedding[:, 1],\n", " c=grid_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[0].set_xlabel(\"UMAP 1\")\n", "axs[0].set_ylabel(\"UMAP 2\")\n", "axs[0].set_title(\"UMAP of Spatial Autocorrelations; Color by Grid Score\")\n", "fig.colorbar(sc1, ax=axs[0], orientation=\"vertical\", label=\"Grid Score\")\n", "\n", "# Plot for Band Scores\n", "sc2 = axs[1].scatter(\n", " umap_embedding[:, 0],\n", " umap_embedding[:, 1],\n", " c=band_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[1].set_xlabel(\"UMAP 1\")\n", "axs[1].set_ylabel(\"UMAP 2\")\n", "axs[1].set_title(\"UMAP of Spatial Autocorrelations; Color by Band Score\")\n", "fig.colorbar(sc2, ax=axs[1], orientation=\"vertical\", label=\"Band Score\")\n", "\n", "# Plot for Border Scores\n", "sc3 = axs[2].scatter(\n", " umap_embedding[:, 0],\n", " umap_embedding[:, 1],\n", " c=border_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[2].set_xlabel(\"UMAP 1\")\n", "axs[2].set_ylabel(\"UMAP 2\")\n", "axs[2].set_title(\"UMAP of Spatial Autocorrelations; Color by Border Score\")\n", "fig.colorbar(sc3, ax=axs[2], orientation=\"vertical\", label=\"Border Score\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "# Plot for Grid Scores\n", "sc1 = axs[0].scatter(\n", " tsne_embedding[:, 0],\n", " tsne_embedding[:, 1],\n", " c=grid_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[0].set_xlabel(\"TSNE 1\")\n", "axs[0].set_ylabel(\"TSNE 2\")\n", "axs[0].set_title(\"TSNE of Spatial Autocorrelations; Color by Grid Score\")\n", "fig.colorbar(sc1, ax=axs[0], orientation=\"vertical\", label=\"Grid Score\")\n", "\n", "# Plot for Band Scores\n", "sc2 = axs[1].scatter(\n", " tsne_embedding[:, 0],\n", " tsne_embedding[:, 1],\n", " c=band_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[1].set_xlabel(\"TSNE 1\")\n", "axs[1].set_ylabel(\"TSNE 2\")\n", "axs[1].set_title(\"TSNE of Spatial Autocorrelations; Color by Band Score\")\n", "fig.colorbar(sc2, ax=axs[1], orientation=\"vertical\", label=\"Band Score\")\n", "\n", "# Plot for Border Scores\n", "sc3 = axs[2].scatter(\n", " tsne_embedding[:, 0],\n", " tsne_embedding[:, 1],\n", " c=border_scores_all_epochs[-1],\n", " cmap=\"viridis\",\n", ")\n", "axs[2].set_xlabel(\"TSNE 1\")\n", "axs[2].set_ylabel(\"TSNE 2\")\n", "axs[2].set_title(\"TSNE of Spatial Autocorrelations; Color by Border Score\")\n", "fig.colorbar(sc3, ax=axs[2], orientation=\"vertical\", label=\"Border Score\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4096, 2)\n" ] } ], "source": [ "reducer_3d = umap.UMAP(n_components=3, random_state=42)\n", "\n", "embedding_3d = reducer_3d.fit_transform(spatial_autocorrelation_matrix.T)\n", "\n", "print(embedding_3d.shape)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "marker": { "color": [ 0.20680414458063706, 0.08849809057212252, 0.4478640740279852, 0.0977586851425357, 0.4461827168007899, 0.4502485198464157, 0.4324643374023672, 0.06751414800634405, 0.4154358481579272, -0.04503095881359925, 0.00047300332568962766, 0.16557731777539075, 0.16123915461038413, 0.2611707483541811, 0.09506068094166123, -0.17560327056113745, 0.669098799020148, 0.22418420323495014, 0.031248559498556552, 0.582130513603804, 0.3732147376612804, 0.005275087080895496, 0.07847178028968962, 1.031085508609956, 0.4366732523975568, 0.01282386102946572, -0.16675028744343268, 0.15583509537182985, 0.4084697531536245, 0.7985249101859039, -0.0942590669755849, 0.04459588832677, -0.018907591092421877, 0.4620384177162798, -0.022018676294182152, 0.80049946062384, 0.3483692644918426, -0.029290339969796034, 0.08474561865913172, 0.49536914195338544, -0.07777270959859112, 0.4347969947444371, 0.19805425944749688, -0.03672212856896222, 0.2555150872806177, 0.7552391127762914, 0.2544441664473101, -0.1643495086813287, 0.4873171990209279, 0.6855420961124322, 0.01691000576912137, 0.7223777679558655, -0.05389181950834451, 0.239361907624225, 0.09645894422934403, 0.24214182573734544, 0.5699718749779491, -0.14450746198315775, 0.06507979208152018, 0.18337756249393755, 0.46348040627101666, 0.3754785094291819, 0.2452538101179595, -0.04957457281395891, 0.4342179705076954, -0.10539492336176087, 0.020065503948145373, 0.18954643946701646, 0.18443772400564792, -0.012576163362932487, 0.2992960266449289, 0.5417010196934479, 0.024329648450945193, 0.06514010113624666, 0.6016458047579295, 0.3938929328264712, 0.7606486162196856, 0.4146115286693054, 0.36423745507614536, 0.43950892557840276, 0.17963842636502678, -0.1274526829325921, 0.11162944785015547, 0.14037706280206919, 0.6306112354709956, 0.14641072306033115, 0.7293494341331495, 0.35227567673099336, 0.26997777890059776, 0.5911297218122222, -0.12714955401540579, 0.1712305200734989, 0.37656239770277256, 0.9447787262866698, 0.9604991067682829, -0.15710398715292173, -0.04566515779853777, 0.12389507555799979, 0.11937764657336566, 0.3668177802855485, 0.23319468773307664, 0.12090680796796757, 0.11667621551173964, 0.1589252812263639, 0.08864835925029288, 0.14856832852237128, 0.04753425210295972, 0.14145639420111242, 0.3528582979976609, 0.05139576912161006, 0.22724808819238723, 0.05021540733340768, 0.3984081607860926, 0.31324098464844463, 0.9571795153971981, 0.16225109013655714, 0.08800520564985621, 0.3262278829523802, 0.9422302501236546, 0.2143545292442165, -0.03274972245960045, -0.16472166680636188, 0.2825230720997972, 0.3728674981385889, 0.28557913173370353, 0.38917133549100935, -0.04179643542189693, 0.2753231252115368, -0.08440180651170692, -0.06013503361558467, 0.05182859296904595, 0.40409017873936004, 0.5753250198272486, 0.05897995294220144, 0.11510254791949759, -0.014428991738341945, 0.0840757960476441, 0.5296168950131269, 0.18260920288576302, 0.2531984469909714, 0.48587534910864616, 0.05844337213589051, -0.04929566758135743, 0.06815504807174178, -0.021474050047541774, 0.20352920159919718, 0.38291348721690976, 0.7384939949179952, 0.16434058105165755, 0.11830084702820076, 0.3757566660792835, 0.33073609881871585, 0.45022622291133285, 0.3594685769283317, 0.7820870628300329, -0.06105225175049811, 0.11987458889758273, -0.09346663962248468, 0.7991247973139608, 0.13948313984547883, 0.12708092673950008, 0.18128338870041427, 0.4274370827087307, 0.38676618259881906, 0.26825848449715284, 0.4944221809109966, 0.07568433774070377, 0.7328260118564877, 0.5126207194181669, -0.007785000384969515, 0.13574914659449, 0.2057729007555146, -0.05437497274754343, 0.018908856740199168, 0.13183022691361881, -0.12835603506230928, -0.029077240115515615, 0.07003385581749863, 0.5610009319802554, 0.1516517423823961, -0.0988709386270459, 0.26554361206559346, 0.515952849144558, 0.3407979461804894, 1.014513408325052, 0.11150172140467923, 0.32550169215899083, 0.14373904951330224, 0.128947255528599, 0.07589642571716303, -0.09429190643307059, 0.6473204332109054, 0.17310935194140642, -0.0584439919157555, -0.07705690945277967, 0.1804281618726998, 0.1384929484931015, 0.7161287770557992, -0.009967642349682358, 0.5479320401942926, -0.029914887488933554, 0.3679553305667766, 0.0663973290941769, 0.08598340798870285, 0.07608723626367166, 0.15066145087698493, 0.18751932979046335, -0.05365729264828602, -0.06621127091197683, 0.230535664361637, -0.12646990784686943, 0.4958919456919013, 0.41247720879939553, 0.8989409528397818, -0.01759363134561726, 0.2078882322255995, 0.16461926667304316, 0.4620627175853509, 0.7702014210843928, 0.11118405753716057, 0.21674345526117544, 0.20027166417551748, 0.056772955869598914, 0.08344886216518295, 0.20955555404567178, -0.19821658104419573, 0.7749376703458317, 0.5949074837488915, 0.1647790858056121, -0.016545063335774424, 0.6504833995624211, 0.9850837083070979, 0.0513362233444999, 0.08287517481171139, 0.061553436566560094, -0.09206485894738828, 0.16513328987276488, 0.5856191754897366, -0.09425912528813292, -0.09114604810107967, 0.1821928163759249, 0.4963572126803941, 0.8419792907290962, 0.329830506428643, 0.08440399166974509, 0.29378877237019874, -0.010614873195037094, -0.08854159581462681, 0.2186365123580841, 0.11019660948036532, 0.4711433458084897, 0.35446584698701616, 0.571075774173192, 0.0006215453008226422, 0.05948665460660162, 0.8995024872806431, 0.08032359342050857, -0.035288756256270745, 0.2008738631830165, 0.3300371045401394, 0.17464350661239436, 0.3371018025845016, 0.39700705231220024, 0.32728771138348034, 0.2558340449146578, 0.07705858709746964, 0.2741764645779591, -0.04390552934087225, 0.30999837977548517, 0.009636061756794462, 0.1235944189730173, 0.2235204460735289, 0.19305813600147484, -0.14099677946912134, -0.018231412756462874, 0.038460802975053276, 0.19624324130772994, 0.20536089626400877, 0.1145772390185629, 0.18858447484216914, 0.08724863148016239, 0.39246943738198603, -0.05479237909570028, 0.0771532299360998, 0.11048778115826297, 0.03798192992574158, -0.141237032041163, -0.024572059265784374, 0.6370559472543774, -0.0003942995924942766, 0.3351127633420514, 0.3078171877333465, 0.0219930719063463, 0.3186974764539745, 0.2447723887923743, -0.05434256394564656, 0.27200921284339913, -0.044081685787877675, 0.1995505792265994, 0.22923021508996125, 0.01735530987725565, 0.0507391165342935, 0.47880578787542094, -0.08528869715549481, 0.024883907642950516, 0.5853150327873702, 0.49367424133870386, 0.2926453110272504, 1.005606752843277, -0.11768160446699878, -0.06343412920767644, 0.16818124414710775, 0.008380314132157802, 0.45610967953599424, 0.26458719709594053, 0.31092044452827416, 0.08042302750803718, -0.07988559981875307, -0.14913647184116077, 0.0758741345544035, 0.2724022119346523, 0.10667321269587923, -0.004419677262121585, 0.23574195231779055, -0.04664567249629938, -0.11599486261047572, 0.003011304612316343, -0.06038762048301709, 0.08336856704547654, -0.13303892732505174, 0.3935253255426591, 0.033471042478943065, 0.4751295537538759, 0.11995937247522521, 0.1635595590321971, 0.1006333664413847, 0.24631018468801041, 0.13980143635588088, 0.0619175673732774, -0.0382587229595908, 0.16412933028082774, -0.03657839888643756, 0.008074943541431949, 0.040546874308666395, 0.23690146343219493, -0.07794567330897562, 0.2327688511701444, 0.11165327191794348, 0.5102755299212814, 0.43540634280189516, 0.7465812238056269, -0.16668855342672617, 0.05414737676793196, -0.015707301241378542, 0.0989852746369386, 0.30629492431773964, 0.1939172034441101, 0.4321055893175414, 0.3267058604258144, -0.11850892175529047, 0.1688541167131657, 0.4633963769505146, 0.4967173741034562, 0.2298959794807077, 0.25595536955158255, 0.00556239647725057, 0.3254210884967789, 0.08015723564319549, 0.05275518478519706, 0.046875355210761124, 0.3911214017604408, 0.013460472282007009, 0.051509130716556946, 0.1314454723478497, 0.006787214808357256, 0.19309680641517196, 0.21444865499210186, 0.17230195041236013, 0.4231324553721445, -0.09564402615628798, 0.09609062776234664, 0.2736864350546342, 0.13274263476935455, 0.1060852075327088, 0.1666472768453648, 0.3773750100257238, 0.0923104399309152, -0.12494338182333964, 0.0680303895405703, 0.08779038861020352, 0.01296795564536596, -0.038223180722806366, -0.06140085800966634, 0.1528486549002372, 0.5150460712417269, -0.05373361182748137, -0.06675551068750868, -0.08380311409104274, 0.06401771516714133, 0.12398846880920389, 0.5661288087863882, 0.622158261512656, 0.3933064705407926, 0.6380669779934653, 0.45089805260064864, 0.18728001950020043, 0.893619107206362, 0.7263253510223822, 0.13512755024955495, 0.019063079007627548, 0.2699403482257942, 0.33753886218901324, 0.04952809135909457, 0.3350854289779475, -0.022708775776166146, 0.4210111221548122, 0.2341336169319546, 0.12810133097626947, 0.17426103507219992, 0.04638310831332487, 0.6248687932628177, 0.23177102093236843, -0.03660054477790521, -0.065767129469563, 0.16966688487836257, 0.07820877993919335, 0.4041813347592854, 0.048612240628946146, 0.71416123033942, -0.03907953155700439, -0.015961713673972533, 0.9124100059625381, 0.21499335021955712, 0.0466902454525238, 0.4262445735300129, 0.3173764488303283, 0.2725654503412188, 0.4124960737160711, 0.21168130150177142, 0.06514981066039265, 0.8143176185839451, 0.10146752883208893, 0.04176228010829519, 0.25669645355150095, 0.13034260574765116, -0.03593215286251194, 0.07112904794664264, 0.11242513624333732, 0.1888061348572947, 0.047255744258938776, 0.36794225703408906, 0.15035454104565898, 0.11272795010180059, -0.031500813148898174, 0.014907905242853708, 0.11151944409266007, 0.33528736784078195, 0.1950517968335389, 0.33613878703184374, 0.40359655363683056, 0.03376119939656875, -0.13222328654945914, 0.05026987429073466, 0.21900821310247773, 0.18983456601310034, 0.038412490215057174, 0.008961876246401768, -0.04142495296955242, 0.2316108314386197, 0.17495598837872037, 0.024123669113900903, 1.0262961596296898, 0.24708943920579893, 0.1720877926943246, 0.026443650890361242, -0.16781462448884296, 0.5716839760763783, 0.2750923091969505, -0.10379478959045042, 0.38568208309965907, 0.12831068137263726, 0.06732473968510401, 0.4558293614374872, 0.19621606104800976, 0.637745629873676, 0.20885983049110524, 0.657365531227891, -0.004647146449670209, 0.24675190251882165, 0.692297589560128, 0.1288989453711965, 0.3068918725100859, 0.13079682559352052, 0.14787770129646804, 0.16968297964466383, -0.1399716297208896, -0.11627626423075677, 0.03157259337314505, 0.42127385298694486, -0.04865545881417829, 0.1015748779734297, 0.3308592574307861, 0.22089647153602096, 0.25438792617280903, -0.11311064032510205, 0.1797998738008043, -0.13883187057702023, 0.1190925285037823, 0.14555030074544614, 0.3068607316609663, -0.03932635264369224, -0.061450082080226454, -0.006854864112504938, -0.10565677494747691, 0.07776913511135394, 0.10523642710505984, 0.2685952657986727, 0.1542963730817335, 0.339820188992106, 0.43449245520415836, 0.4453274246898312, -0.15572250618101396, 0.44576061693351166, -0.06985107579521684, 0.3051977907783541, 0.09145681200289885, -0.03335263007055394, -0.010479092803347904, 0.1630871761397841, 0.1711739291135388, 0.08547329049879798, 0.6319014142231272, 0.45902821504717173, 0.2042443137721662, 0.17851821661800094, 0.3380189823883768, 0.024080335517052028, 0.6399273431022917, -0.0854241281079899, -0.19993564917485193, 0.22283192329026558, 0.6614660245492126, 0.6415059348679337, 0.9434012324938594, 0.3638098912663239, -0.0993055712125543, 0.022175363614332477, 0.21586032626760013, 0.053293073276556135, 0.5424796129920473, 0.007509620467420552, 0.026282061633216763, 0.1468864797252708, 0.3936616286166956, 0.4257189658079406, 1.0157115285744887, 0.5825823101339708, 0.06042850850538206, 0.20932961076569195, 0.29168755728542695, 0.5296967538339425, 0.23797293780645945, 0.002150384841723696, 0.1670185893467378, 0.3583953100520384, -0.031880673779557486, 0.5021133698557101, -0.13380286711884232, 0.24770843704181283, 0.0974600975811485, -0.03901156600909761, -0.1307527737420691, 0.003333916792803088, 0.24071460932273794, 0.26786691277963437, 0.023755832461315574, -0.12105456898950527, 0.11051465867892635, 0.6920202019899585, -0.06134328813183022, 0.13443579042456177, 0.25992491265927753, -0.02473792845501875, 0.4549330778240488, 0.04077604105387954, -0.05149719236421592, 0.42258107034440284, -0.02204818701740431, 0.08443954349605953, 0.08987771419573319, 0.22868174333713878, 0.1395733091313616, 0.10236408738761793, 0.04944113828379128, -0.006419430042928054, 0.10064979038507497, 0.4425805902905878, 0.24158284329327137, 0.17538121821737557, -0.0037272516786366686, 0.2588744195818023, 0.44542281245300697, 0.12389716388851392, 0.06240186348518123, -0.016327024647387445, 0.08834931536902227, 0.26555787012253546, 0.06993858339397466, -0.006263356107248957, 0.06600004883081316, 0.0345184065928993, 0.47296224987417923, 0.7064934187304455, 0.3545167810164025, 0.3054217319746422, 0.31076264255269304, 0.37576879332578594, 0.156743039041852, 0.8791077834000687, -0.06959298660054344, 0.24217826738723452, -0.12708448689065469, 0.4205758975832475, 0.3041761714592782, -0.06760212414884646, -0.11523211211225606, 0.2701946471033947, 0.7280983299010327, 0.3596796452401155, 0.05604703338180167, 0.14856109449271634, 0.1332252470739354, 0.1798226368763191, -0.0116187024566908, 0.477610858942818, 0.051495635649697766, -0.01830993608071002, 0.21397007836749618, 0.27204069988936697, -0.0580152180564048, -0.011259540033240367, 0.8121324652014001, 0.38924399603954013, 0.07223552505103165, 0.4856424916776162, -0.039267955255148576, 0.012550231442490114, 0.4556206127787715, 0.12071820046403925, -0.08571185617481389, 0.14544438945228647, 0.4266861316533034, 0.24990881051423655, 0.7394623789283858, 0.18863985019663043, 0.02382985959990199, 0.30568050697903404, 0.1090545090238533, 0.2731831992362107, 0.06535221458285362, -0.11218744853157092, 0.24854071542682277, 0.07624485584418338, -0.03914227955048709, 0.9812801606423676, -0.02079987327717294, 0.12991176724852854, 0.37024583322757465, 0.6278558253011463, 0.21937360065954775, 0.41034638856832595, 0.02232659475050696, 0.1080155525024949, -0.12474278329113364, 0.6883526921641212, 0.10105455478708567, -0.1856502176259092, 0.1296773024796365, 0.2603794868667751, 0.2106980315811565, 0.1720982160673789, 0.26707302468260113, 0.18192477005419325, 0.21832014118312987, 0.38961825795774535, 0.6688280326706497, 0.009787936447908846, 0.2654433459828695, 0.41063851452521694, 0.2583522922875832, 0.07529649852134503, 0.22254093575573408, 0.33222404402704975, -0.07888092046949033, -0.031243856021345814, 0.14105053698491588, 0.5458094405128893, -0.12717944643846005, 0.7828285225812738, -0.011703830582103752, 0.024195749512683978, 0.26964519065229786, 0.1005646106261021, 0.20283834684344948, 0.8322036038452769, 0.18474697643623839, 0.3507754264525704, 0.1885704994263268, 0.17854007227803453, 0.06552251452531357, 0.09584973696540927, 0.01726199391909558, -0.029353329575688716, 0.5231588238044287, 1.0123279088213615, 0.031549381005441836, 0.3522263747566195, 0.35042509918599013, -0.20018101762783297, -0.1268985827620516, 0.21079483108128705, 0.03571186172673914, 0.024282737243536634, 0.4559655295287203, 0.21984186558485205, 0.4822157368205512, -0.017157241531803247, 0.26738550970273967, 0.662451554151936, 0.020806314229788597, 0.46460022311238225, -0.030333631228001465, 1.0558228917019954, 0.8633692144723002, 0.8867068638100732, 0.042018738449961006, 0.533788389278369, 0.008414838278703237, -0.040986862026341386, 0.08670424325923914, -0.10327345196695695, -0.03563731321587645, 0.3660595496446136, 0.16955897221520494, 0.16148218104054446, 0.022851312708646807, 0.26667810174155043, 0.2991580430860184, -0.08742531691094028, 0.511074508888462, 0.24623330774379584, 0.07814296063229365, 0.482479933268419, 0.20361010254745482, 0.49945343440160306, 0.2500177434607162, 0.22088940662044526, 0.08980229962852426, 0.699532536269659, 0.7184972893079513, 0.2518399124768211, -0.008335658821461603, 0.6539607247208774, 0.1555965426489761, 0.029314125381434412, 0.03638456148895344, -0.002866500551494181, 0.16044178738584966, 0.08366621331800264, 0.6923951562462816, -0.004439482670306236, -0.058240933822441845, 0.1829499616672458, -0.03010850420584834, 0.07748504162448522, 0.11734436390321278, -0.06380256849299425, 0.02772161460065613, 0.2122855708698381, -0.09659568303604307, 0.30626364280137197, 0.05549780117885647, -0.09878158957791716, 0.031918288679850325, 0.05052295319798876, -0.08491564659560467, -0.00643767903283099, -0.055959065344890715, -0.0467225623664617, 0.1016750067087912, 0.6124711467559131, 0.49813544625351325, 0.272830395855966, 0.9386156609885231, 0.15680198002106768, 0.3481137942427478, 0.0027268373182096836, 0.18106712038532286, 0.1499471839648853, 0.15011656854516267, 0.5029924706186338, 0.5159796126840204, 0.4756861686435865, 0.09889596414872301, 0.08011243485789132, -0.07724484908430958, 0.3026729300713317, -0.0017786284285106896, 0.2655356878041385, 0.3274842802872312, 0.3793655333732754, 0.20909331817615845, 0.17374626039844207, 0.990426738932531, 0.23429354834048352, -0.05003085298208883, -0.05199149555542589, 0.06751026207452115, 0.101642855220556, 0.24013491278340546, 0.5300490710358385, 0.4911074869141838, 0.4525717074003651, -0.09056489764782161, 0.42571415429920145, 0.7328983424626494, 0.25399530730716324, 0.25562771461713524, 0.8033937074788681, 0.4781409942911183, 0.29750796687182596, 0.4417903460441124, 0.3115687059583193, 0.04291911687751118, 0.2770119869618223, 0.03292410099036457, 0.11714894405782558, 0.196213848758911, 0.9218337036119238, 0.2862813160007488, 0.12155806060382308, 0.13238134258405027, 0.6842879302313893, 0.14518485025950922, 0.1337001214689018, 0.026419065005970736, 0.35832287090925286, -0.09484698109123502, 0.4104430834830779, 0.0803815065525034, -0.16525551213443251, 0.16362385302079166, 0.38205748849480836, 0.3782296311946135, 0.5023106913864597, 0.39968358225901046, 0.13802379391925712, 0.773366069942866, 0.2611032225012173, -0.05230667477060155, 0.19261561267715643, 0.18216319158428285, 0.30950820295640996, 0.3798027729007296, 0.009006825754415443, 0.0434383450876457, -0.01194936447256388, 0.0508194338852008, 0.19184786607777227, -0.1376487260592279, 0.2266383704414691, 0.32389541034306335, 0.1448299789933717, 0.19549600029100245, 0.2151946849293674, 0.014085430026997553, -0.06260947952157413, 0.8048818728849393, 0.16693659940234917, 0.05127950501021982, 0.09024891030939913, 0.24133345432311593, 0.24157570162669884, 0.04021295883103541, 0.22840143157457887, 0.7629525443453118, 0.35683274556322564, 0.28747357351111896, 0.2527653756831115, 0.3652562383257459, 0.7885447952879789, 0.9847224794903107, 0.10441693507704655, -0.06198495701099255, 0.21257929976634837, 0.13050333438550515, -0.1324041307044165, 0.31618381905589477, 0.49600988330494095, -0.03944717457859601, 0.4279028968335852, 0.0762471439855871, 0.1419087886312335, -0.07345981203817264, -0.18116705034346656, 0.1447228195995586, -0.1992741351117326, 0.01268024461648824, 0.5075859884275529, 0.6058523096799593, 0.11713441908035298, 0.0988661767623886, -0.020128474147051073, 0.5735918906803461, 0.02363072254407581, 0.6096527353769848, 0.38444070316458556, 0.3955935783884814, 0.5406832282115209, 0.515833922819414, 0.0019971658113305812, 0.2331279511616962, -0.11716573380725998, 0.47660748666380004, 0.03454082472467243, 0.007700987585807131, 0.12042862532390614, 0.014262875616419271, 0.2955340212706237, 0.12361574569878936, 0.5731943823573926, 0.11517392118551337, 0.036996519598077385, 0.265601870266152, 0.2923797179737081, 0.16067221198089443, 0.24270601860384663, 0.26168648193543675, 0.6406235833769217, 0.39434979018651917, 0.6143925316709773, 0.07829810077480634, 0.22098566158352922, 0.4899291951958041, 0.08402936612728604, 0.15582388476510187, -0.015532077474160494, 0.008020441450461435, -0.09501490661253183, 0.1994659142883848, 0.49320834978982914, -0.023395852542254847, 0.24239807782197204, 0.00959573716126673, 0.08114204023963363, 0.30230949224054554, 0.632876263262559, 0.7026105635323828, 0.17470625652971944, 1.02969129185703, 0.5491687890770826, 0.034982830002544506, 0.14347056804789307, -0.015344733301119462, 0.024856916896619827, 0.9876680038719579, -0.0007630719978533596, -0.006659881242820426, 0.2786464122814953, 0.37077069834443516, 0.2816020405564644, 0.22549375579515685, 0.071122618165737, 0.16976436701695208, 0.49677015672292935, -0.08106320637404296, 0.34773078147463043, -0.06243719687886961, 0.21167068263393377, -0.1199537036472979, 1.0327595113472228, 0.49316857586826657, 0.018542809839299543, 0.22240291783707722, 0.029817927960469608, -0.027313348204241333, 0.3572636030201818, 0.12022926134214891, 0.1173546607922561, 0.5519167770273818, 0.7161315669215202, -0.09039042376980673, 0.2965594237403767, 0.19277594187365413, -0.013591590110843096, 0.2500382493151462, -0.03856081495189462, 0.13594020686736288, -0.022536682851008138, 0.02808652916159959, 0.660026657707597, 0.34567383985395794, 0.43500239635665267, 0.6278845832298235, 0.5619748272017756, 0.42030339173740905, -0.14209718681847586, 0.009944503894136716, 0.4292483750876884, -0.16833016207021934, 0.19313782344796254, 0.3126349859517812, 0.33846388363189717, -0.22070354072328932, 0.1325028023437137, 0.15824531374445802, -0.0014566464333810687, -0.011845807060652667, -0.027104784963853573, 0.18886366673801513, 0.04516755364930172, 0.17963767560766428, 0.22238273492040672, 0.09890473486928614, 0.2643175199139378, 0.020886214089160346, 0.0486634359458504, -0.1106247898777615, 0.7476923890693518, 1.00871990098186, -0.14493663631930723, -0.07923066109823043, -0.11973655551136642, 0.18586784729931558, -0.007053642186559927, 0.06828394372822848, 0.19246770277446276, -0.17271977020357415, 0.15941837181829013, 0.167207778982309, 0.03614996846891305, 0.5569938082079746, 0.36500379655044984, 0.1419725335078643, -0.03219241083984113, 0.18023402514643067, 0.03455406191241106, 0.04107557421448908, 0.6057442608331787, 0.234275810788176, 0.609225314084383, 0.08616365349066016, 0.4998063999842066, 0.23490410864682976, 0.3985645076366846, 0.2525917645669721, 0.0277697062347306, -0.0768919121079125, 0.23209059398462195, 0.38879304305675344, 0.19088681008415043, -0.04287944678617842, 0.19334734932485154, 0.14595704484040478, -0.07382461733952721, 0.13642384916007155, -0.04786295915320617, 0.23940772568868274, 0.16386248256734023, 0.24141585910652863, 0.11229830351098116, -0.19930126870005366, 0.23391212561937863, 0.16894924086397944, 0.19856535948647536, -0.041356598578906154, 0.19661811970462148, 0.44620958726281146, 0.15048267750329958, 0.28925835385627885, -0.03677101594282102, 0.013305267617328642, 0.01729453373895097, 0.10998714643881582, 0.3857378017676772, -0.02613382359139221, 0.32305459756479127, 0.5147930898890143, 0.35004180957878883, 0.42193488053567674, 0.09307401420420049, 0.4515437952669231, 0.12916307554709094, 0.3396789786883626, 0.16162366806936962, 0.20090581939159707, 0.019910057876473746, -0.10357648634120487, 0.22082035103633563, 0.2854862825054934, 0.23522259355489095, 0.5234192121385471, 0.20508358736493956, 0.09426277902256862, 0.4872726241117352, 0.228823897716806, 0.12826409873608371, 0.7655041411018054, 0.24495671560696158, 0.02968923200959711, 1.0136646654061814, 0.08772140202497065, -0.14882328334417105, 0.33820430860854367, -0.05227655188150002, 0.024920704794042032, -0.006744608830381277, 0.15150427542854433, 0.5063214841677649, 0.14833722984388872, 0.46706400323734504, 0.17513468507176277, -0.14736406532671026, 0.13968462562338857, 0.6736642675443747, 0.2281028503429128, 0.5400524992919468, 0.2133361935614641, 0.6583667204787806, 0.36579248947794335, 0.24023960925302082, -0.16984533676128685, 0.07190781608013788, -0.20685340980659178, -0.22215382835998299, 0.180780728077519, -0.14526160284879114, 0.044342907660085806, 0.555111843565935, 0.2901658516461585, 0.14987843714067303, -0.024375063545733017, 0.034199250388734725, -0.11979688661140439, 0.023321701488227542, 0.13919610186110334, 0.11971781518550523, -0.011190661151662902, 0.24879316990558348, 0.024816315617436524, 0.16614627836774298, 0.3507685386332174, -0.04114181852044861, 0.37953540390298257, 0.14343725158711748, 0.5402763428457965, 0.5579142062188072, 0.2650222327468207, 0.6545292525884159, 0.42701840552744846, 0.3047961336422279, -0.04078619043640885, -0.15690426041391523, 0.12133419807374585, 0.21824021682834238, 0.11223745232752755, 0.15647951236745056, -0.029942472948582564, 0.3200293282623572, 0.28030653159840335, 0.04057601540958803, 0.4755506520526909, 0.3086691326353425, 0.18028520948626048, 0.21558908207826144, 0.2523844623094748, 0.22136905765368814, 0.612892724501487, 0.44771257040699375, 0.050250221822210284, -0.01424479595013911, 0.1519319761421158, 0.48231236470468464, 0.08023233149146869, 0.20089930929778838, 0.048909447775777826, -0.07055345350877895, 0.35822835032090944, 0.2568300232599968, 0.051510449500858944, 0.23834323057648588, 0.43252920317367866, 0.5162838481859553, 0.016711940900717707, -0.19622945861954116, 0.22349394996456165, 0.22892947294994168, 0.2441338556943781, -0.000147645599192045, 0.18731551092540677, 0.4826787886782763, 0.06675747796056825, 0.2708875813031344, 0.7755126297353585, 0.2083863445025639, 0.30304466812098907, 0.7517246462168476, 0.024677114497298376, 0.3306663258962134, -0.09508312133002911, 0.1160553382627789, 0.24241637290335621, 0.7220562393497523, 0.17597669830888105, -0.005341707743588067, 0.1525203330463623, 0.9405410368380647, 0.13341911708021892, 0.3373649561421803, 0.08426986492653019, 1.3321349117085646, 0.14443330847769037, -0.019959271501425895, -0.08046766282526353, 0.6428216279855596, -0.06266861425080106, 0.028214705951237207, 0.9821772415742216, -0.02002647204847716, 0.4012959650962604, 0.291317412782847, 0.2582732100639517, 0.11482522622952754, 0.37442668408574276, 0.20833134001925271, -0.16645666922496383, 0.017295677273143302, 0.1347164002327474, 0.2389668616159619, 0.26556357158774824, 0.012062866513157959, 0.3042015390840316, -0.08533483553905952, 0.22377970314668585, 0.2312046128563038, 0.6543585257310665, 0.3641217443410737, 0.1520332799573438, 0.04276081942665674, 0.015912268484105763, 0.5652909686859435, -0.02237751711287437, 0.11894288570381868, -0.0016084811506462265, 0.5495723140541711, 0.548810118140113, 0.052640487913488035, 0.4462222311833276, 0.16009488086796342, 0.2769369951312266, 0.2681909303220123, 0.3810070018092288, 0.20260830001361757, 0.3264955559806447, 0.3125342918862431, 0.004847400371026295, 0.30564826681280133, 0.3427191841588243, 0.8734015918083426, 0.37119776532469595, -0.019602366363588614, 0.10682562904268247, 0.03139497523466456, 0.40118968854023174, 0.3178736150242421, -0.046115270113053525, 0.6156546854584752, 0.3342512223588823, 0.4010703133034531, -0.023600771521495173, 0.9575919074336869, 0.07137372049479977, 0.14843627520782368, 0.01582377930164544, 0.16278029782011103, 0.10301743665580916, 0.9349500272636668, 0.32993804287592104, -0.10951516934373295, 0.021740707955218243, 0.26914426101220507, 0.05509023470718556, 0.7184395764003647, 0.42663725655876417, 0.1849360555359592, 0.19969924634092773, 0.4230666881649884, 0.9682225286544128, 0.4067031819528866, -0.11839764324439916, 0.1169801925490577, -0.009389319337172589, 0.1995112381559474, 0.2140138870001036, 0.02922845104025129, 0.1316236343186201, 0.32202690967277864, 0.03682518776707065, 0.5696533153691783, 0.06241536866144936, 0.0744102479230912, 0.26250916767467875, -0.13881440167074102, 0.3674970182131897, 0.14110638984230953, 0.1809168610187969, 0.40529494350084677, -0.01982643966845144, 0.12082020117653688, 0.05432183449191628, 0.046627298984334827, 0.021375928028568837, 0.2960893189975661, 0.25206268560283485, 0.09193774150207218, 0.4928673157162107, 0.11137556127429993, 0.12515496164091833, 0.3943053141935631, 0.06937331148410066, 0.17159648488786805, 0.10193265806254143, 0.26488919336981975, 0.4555993710845297, 0.049534022203698146, 0.18283593478903848, 0.020920534326204485, 0.5383960122402489, 0.07928556944750793, -0.19845258359411977, 0.44663861624463397, 0.2294765061124808, 0.0639467294646073, 0.023186545886522414, 1.0429255616485427, 0.5338414656007439, -0.14186598221334223, 0.0574095535685267, 0.2550424411772254, 0.41392921992743026, 0.647738070707862, -0.0836155290277782, 0.5228826392074545, -0.06556173517794792, 0.34018384210767905, -0.06496582822354109, 0.11463443266613786, -0.2402771257647756, -0.05256244476782145, 0.1234915351068517, 0.1813057243071696, 0.36256868508894435, -0.05305284763521084, 0.5473660485629629, -0.04246210435985974, 0.475446108279435, 0.22246802723145126, 0.16318898345208055, 0.3486036943563088, 0.10662784734333407, 0.4166165318498969, 0.4984472626049097, 0.1397139236220936, 0.22392336690959347, 0.27298875933837075, 0.24589660678866532, -0.0595696698468412, 0.18951320299251564, 0.0708207700503993, 0.3712480490997746, 1.2037452907624817, 0.7873261024316509, 0.5798247234452993, 0.19480548349660534, -0.060495526196482075, 0.4454693347569929, -0.1308509699457179, 0.35471244261207835, 0.2202298814570202, 0.24207690594675577, 0.2289026178124171, 0.3098813502101797, 0.2301068795340594, 0.009330026443540076, 0.10043394926860186, 0.012779977245980137, 0.11033989130836071, 0.9310673480127367, 0.35142796760027967, 0.5164769214032249, 0.04210535712342919, -0.10201853415780934, 1.1559496209636595, 0.19153270926134297, 0.4227763671843012, 0.05987062454386954, 0.03865918527552005, -0.00566048209908207, 0.08227599408048754, 0.030863391351604638, 0.012498799327679694, 0.3105102604917725, 0.5398949046321181, -0.1085809557141334, 0.1903654224813618, -0.12159855072359435, 0.14575902544716662, 0.11487193672565989, 0.1672600978960791, 0.28654540686110863, -0.0878813209138897, -0.05233431070292767, 0.23852485286085057, 0.25446854029538346, 0.06575385579879467, 0.12848206845579677, 0.1751753228617427, 0.25660199809031464, 0.5614086168614209, 0.04903919748267561, 0.1978739937942688, 0.06938516884632456, 0.3729460748387371, 0.05786300545698579, -0.013348012178549338, 0.2239046809075284, 0.4400405284664804, 0.010833946848091774, 0.37714724837462554, 0.28199315305505, -0.06655799178196185, -0.20574648124787887, 0.5529256545340697, 0.17657804802559418, 0.07549058415574621, 0.08193469079462609, 0.12786174951487633, 0.27471717888348934, 0.22429862684170682, 0.13014868415423292, 0.1821031698428606, 0.015351026750632851, 0.17800615579958023, -0.20520490811631267, 0.3478119870198271, 0.05403052996642299, 0.16795294524908994, 0.14301793332771626, -0.08486978742357726, -0.007981942023852537, 0.017007967418445652, -0.05779699508104316, 0.16280913332267077, 0.21800029167843457, 0.08855217659118485, 0.2150289076829347, 0.2646401918210475, -0.03832371468188567, 0.2388191130587482, 0.12238444837466252, 0.14004892060099117, 0.08266483565185415, 0.015318299331236629, 0.09925883768156168, 0.22252874509220041, 0.11330101192300099, 0.5669793519213151, 0.03180367808290017, 0.12465140808645063, 0.5653686243312934, 0.08045061623741148, 0.2066816728034655, 0.2948460287733448, -0.02680541247801193, 0.6252761361379423, -0.11980941889249416, 0.45801798815271294, 0.0998783336032042, 0.2071821757325044, 0.005821911264496743, 0.6626547460534752, 0.08617757516901595, 0.15634383810059174, 0.8673477617358953, 1.1149068696075342, 0.3554752244546473, -0.01696738672444681, 0.424752961798991, 0.2190636867148273, 0.09295745140545252, 0.04994248340087498, 0.26051777965159395, 0.3642548944229817, 0.7138835033175995, 0.2611505528310616, 0.4633724232418677, 0.027633819923674204, 0.024076107345754143, 0.02376977048177635, 0.057639951152355956, 0.10277944919214763, -0.07247025359011489, 0.015030645149304633, 0.14292331221646776, 1.0245536084953124, 0.01962956277059387, 0.44650668100396607, -0.08877395730600217, -0.012113679345070155, 0.355329642168008, 0.44661647820033606, 0.18941568970531258, 0.21698692849859602, 0.12686287377924, 0.05446248126504277, -0.13303354807323553, 0.1536193594974001, 0.49702769848149186, 0.1352448975335746, 0.631242600663119, 0.16601149430131817, 0.23781880877459854, 0.2133263480740168, -0.0755431020359282, 0.36510673640738267, 0.3078655595042751, 0.3007042305757752, 0.24058349167678572, 0.2884543091219742, 0.9810214219752555, 0.007493956700442499, 0.25502923455773663, -0.04480321930293622, -0.005056194176752321, -0.061699328045308935, 0.5648983408878026, -0.047474064339042214, -0.14914096288558465, 0.02762236909869356, 0.20575072211620715, 0.7774953743881597, 0.14328686231646653, -0.07666313898272256, 0.29389937169716435, 0.5190800783289313, 0.8704400611527454, 0.032992368800979416, -0.033444190475164885, 0.7623781670504743, -0.009484028457021579, 0.3092333147766084, 0.2763886386931682, -0.1796715315540243, 0.21921607754717903, 0.24323865252085225, 0.2083955037135769, 0.09198869757149183, 0.20598343911629213, 0.2272683229818392, 0.24972092596434758, 0.18868215763549345, 0.2759482070747554, 0.32415855359285267, 0.15950113064755975, 0.1679502699132001, 0.1668851710371811, -0.023460538855891097, 0.22936799302740501, 0.30343985791108224, 0.12249143762575533, 0.12335740314723209, 0.15590346556267148, 0.2126161245002827, 0.36403533009796996, 0.41512389221764, 0.15612735673250283, 0.013064684095465295, 0.13206469996446604, 0.8990594593812478, 0.21788673830669752, 0.24474818425915212, 0.12503176469126134, -0.007529919642894706, -0.06551097309413331, -0.02313653327031595, 0.03544653949056883, 0.2731535427182078, 0.18541577759540112, -0.06058154779051331, 0.7989492453404721, 0.2025281413732123, 0.3054245868421474, 0.1789031220553523, 0.059920815796230015, -0.029716043960181945, -0.059729369831175966, 0.13388785513017498, 0.09104805372095716, 0.016680038120436766, 0.5793328740625057, -0.07377444248315607, 0.14106286500618725, -0.01808056633598026, 0.28511507875987796, 0.37578365799042973, 0.1501328076804785, -0.06884094928045427, 0.19173926089208515, -0.20069740111374065, 0.0335431020580652, -0.09120775743161535, 0.0897330617118758, 0.49931371596207613, 0.3102980811311716, -0.004560704372906066, -0.05053033349879171, 0.14855169178342886, 0.4517204220838733, 0.5414849802381985, 0.7448342635439419, 0.08307584405688356, 0.060942869062090586, 0.4522487839465701, 0.15884627939525373, 0.016191512062613947, -0.07729461298609012, -0.0227797020272028, 0.4646254520542469, -0.02815283463591974, 0.2855604946028868, -0.0842477058312525, 0.03362352574177807, -0.12543823154351533, 0.5657077455553629, 0.1934681184980191, 0.1231903006995726, 0.019818745817870104, 0.02147807960397398, 0.6760898260385729, 0.5118613896787876, 0.2113684983131221, 0.24940780375366892, 0.4628836816628208, 0.16345290150452507, -0.008099549115364764, 0.37601902661306835, 0.24121471527814398, 0.07537554607399916, 0.1976435740541801, 0.21075572106172935, 0.0637446269240208, 0.1431439043157271, 0.6039759646711648, 0.07039230685525161, 0.3767778723601466, 0.32557765510393355, 0.140458547001485, 0.2675083369185603, 0.181902324131415, 0.46843973661622784, 0.29169905672002017, 0.1532505929982897, -0.12732112190431885, 0.06769860634542704, 0.0011329364562253225, 0.19148797195124806, 0.7953346118787639, 0.7614066479371983, 0.48680713092488415, 0.12177649759846787, 0.9713842557524834, -0.13091925216666495, -0.1135903478075653, 0.6580454837721608, 0.0689362631130453, -0.024689502912415878, 0.5613255089981131, 0.32463452626235456, 0.01725316440563926, 0.29813485629022307, -0.057850257425561165, 0.1792137067416802, -0.10630121257566609, 0.16277257036412743, -0.14770761558714043, -0.14027412729974348, 0.04667150563233521, 0.698014112268824, -0.05432402297208653, 0.3224812647779708, 0.5867203525374988, 0.11452286240256279, 0.09316753472342693, -0.01569521728700933, 0.7658366000605743, 0.6829766321696003, 0.3405779145049895, 0.11532556631199853, 0.030160533955300176, 0.1450508315174862, 0.1487860477043263, -0.06777294344505451, 0.5532228250717137, 0.4379346089283708, 0.6274916627114837, 0.36183747238760644, 0.4744966503020062, -0.11935667238818212, 0.6151829336285322, 0.09796573713312287, 0.003041518593706282, 0.2134479812695728, 0.40774525639205794, 0.19763249845125816, 0.9025422318988721, -0.07231843394118581, 0.09909324478308137, 0.7273453471624536, 0.011601848497085135, 0.44129554003075805, 0.01957192622837641, -0.044398257565754135, -0.023121659596649885, 0.01046699048149731, 0.5200581169243007, 0.32422935629377136, 0.13525880484052383, 0.07583548397168671, -0.0734879651542072, 0.3519233909098474, 0.04018718338102689, -0.05231526097560944, 0.617679421391904, 0.3370978569144916, 0.10236779302307178, 0.2825265865638893, -0.01810509265090375, 0.5014966755528868, 0.019423690494583572, 0.5630005444681287, 0.568186972745329, 0.5897390196317776, 0.25618498023489605, 0.24856906753112945, 1.0690816204716993, 0.11374455338012006, 0.38418835440389965, 0.047461029717633565, 0.6719552508040192, 0.4695009532568275, 0.5038069715876686, 0.6774336231417023, 0.031215153341679906, 0.4281251338716823, 0.0865174967426988, -0.03404180708695931, -0.0880208228628603, 0.21651579651120678, 0.042669117132207085, 0.35708285534873896, 0.5464485339546363, 0.20619962857922108, 0.22672635287807227, 0.16236509125329343, 0.04366452827616981, -0.12739580175238124, 0.026216588765724747, 0.09327750991775016, -0.23864197813384141, 0.06368135564155582, -0.07410210428058595, 0.31583433197698557, 0.1737067492507961, 0.025443027384326862, 0.17230506060777537, 0.19574186011243278, 0.06806951314919261, 0.39507245213077985, -0.15202485408168684, 0.17199648733008385, 0.17606051117893107, 0.18743818814539015, 0.5697069050110857, 0.4670416597311273, 0.2725059662117476, -0.1386358370155592, 0.006437903613713469, -0.06482428897955607, 0.8920395583583078, 0.919323241244552, 0.03428413950301941, 0.35548308980184995, 0.5381174311536894, -0.046307341483743214, 0.30953582766817933, 0.5093271365975499, 0.5587375140055123, 0.1916918221724643, 0.3909882022224087, -0.017913540118074042, 0.8003694352166031, 0.15481717262160288, 0.7406113968093748, 0.5443618734538274, 0.2976350804572042, -0.012659222881351864, 0.10344692544500513, 0.1647568617191045, 0.30416167436022434, 0.363660596262228, 0.2869027500335824, -0.13753328270296145, 0.02485899739918351, 0.37145813128373484, 0.34202954129847574, 0.5870401890907074, 0.11697147291392301, 0.05198798527208437, 0.9808066115047394, 0.2053909184052247, 0.26743970895208935, -0.07383817217156363, 0.27905183769064634, 0.17054685826665275, 0.11653472637632227, 0.07967843679003103, 0.7823922148511618, 0.6279320544012412, 0.03044713883483016, 0.18973470215004673, 0.7702261901582773, 0.6180320325826583, 0.4317231903676242, 0.26457824156232934, 0.05994017448056693, 0.05127250991827577, 0.27871724356215694, 0.43892223776151007, -0.0186961969357681, 0.23424837397079074, 0.0033714290916462956, 0.5980161463377531, -0.02084569296514404, 0.19861000749572733, 0.05615297591118845, -0.010720061010875491, 0.11397759062322675, 0.1928819978345731, 0.11265082528708176, 0.058369174150550505, -0.05588606026648934, -0.010461778463356192, 0.21517937618943495, 0.22004340915197687, 0.34602464267349586, -0.12683302825553017, -0.04819162467191834, 0.7163655583626479, 0.20026466750588814, -0.021015134737579724, 0.13579903563712498, -0.005746985997137785, 0.021709896600574156, -0.0018130944587137904, 0.011166539706291678, 0.2798231273732643, 0.12270670160029745, 0.32239569808581936, 0.004001230507830803, 0.7510382840221361, 0.2249424644646019, 0.07305527309048004, -0.05114534866593275, -0.07735649379859519, 0.1434295367110467, 0.3979716100210379, 0.08273476523730447, -0.04992736731906448, 0.15946213586730387, -0.020815881977631304, -0.17767030490254093, -0.12578007922530593, 0.4004306837190959, -0.22795464109578706, 0.24077038827354172, 0.012907909369793873, 0.500438236787632, 0.5006159995580021, 0.6886179645895649, -0.176799011861388, 0.4657568856949459, -0.09486964290983203, 0.5116561115597253, 0.5839866541866223, 0.925193389477944, 0.5867715078946518, 0.20652788800096028, 0.9625554735934521, 0.22038246087059352, -0.09041328382493936, 0.08488550268977528, 0.8612784420610231, 0.09109448601556494, 0.7402281195023723, 0.18922489605552303, 0.7174893171658964, 0.20282169226337726, -0.1330697404749515, 0.298015213084902, -0.0215611568454196, 0.1404366901687374, 0.3313886145184825, 0.250775887963972, -0.23678035044841345, 0.09735655018176531, 0.5457803041393178, 0.1262724274147663, 0.12248593528719415, -0.10835023979393388, 0.3779169272429034, 0.6160030469147121, -0.07789699906224083, 0.5592071518529846, -0.1316613296268668, -0.13046979235091044, 0.14148693870479978, 0.08768770333318045, -0.06856138190468868, 0.09056966418800348, 0.024806903692340038, 0.178594918055355, 0.21716515540709935, 0.22229275129373138, 0.06894469259215046, -0.11639784844528742, 0.5167069037516115, 0.19388495618046797, 0.07528857800387494, 0.17710099595767964, 0.16741475502746087, 0.6368011567735214, 0.13524073969869188, 0.3772097848735011, 0.12656133223621108, 0.6736115993130389, 0.42910392491258176, 0.32417585543388183, -0.2033791060309305, 0.9678616952133117, 0.2529813902717294, 0.22275817849756102, 0.8579136429603815, 0.19402052646710233, 0.3514635394361858, 0.6062870201267844, 0.2297151513373561, 0.20219788367188785, -0.05095736624600988, 0.07990745278707159, 0.37854327576831337, 0.2389845481589428, 0.08398418841557273, 0.13960675324991179, 0.07598557302573955, 0.14922738401381466, 0.33661060548856575, 0.4957867371513487, 0.7703116163067436, 0.4182631881680325, 0.4072744978308929, -0.01534428564886045, 0.30616735123827477, 0.0102917787675475, 0.324188699451726, -0.03455056474836368, 0.014511519040411251, 0.2288718726360764, 0.2785497378515765, 0.10195635826120843, 0.5798257557479105, -0.02183306967764615, 0.14738942067238148, 0.015388065291433425, 0.021659402051287534, 0.38920255008412263, 0.4598597275584161, 0.13354263792983107, 0.370384352883975, 0.049418333393133285, 0.08201885132666006, 0.11653386087918184, 0.05559031044214966, 0.5628666823701176, 0.08415727896738971, 0.31289389374753296, 0.0038191969294528033, -0.05183734855144491, 0.7828199116040474, 0.24771368725080395, -0.0937353123653873, 0.07258981462622043, 0.0880628419600672, 0.5388263730958835, 0.2259432463700646, -0.11435046936618368, 0.18613115280656695, -0.04548896868974905, 0.24149674882301786, 0.35306950585056196, 0.7291767373363724, -0.05178989026573916, -0.022742520268002334, 0.07852322280395505, -0.0607262821312439, 0.1489804543907817, 0.4806253178219585, 0.27532589241989913, 0.3579618314433555, -0.006195207648971218, 0.26836408187558775, 0.06492868977280802, 0.16994836238339622, -0.019193001109996277, 0.0958865419465228, 0.009514660271422337, 1.016081007586477, 0.14175040769319125, -0.0723433288124916, -0.09598827832608511, 0.027557574986866062, -0.049715060274314826, 0.3566718973534284, 0.4692584406811232, 0.01626159125556513, 0.03234555802938307, 0.010720325628788389, -0.10432975617539117, 0.013396065138489038, -0.08403831028917798, -0.001733336470147978, 0.11925498870258266, 0.3720750600029925, 0.04152413320815189, -0.15310281911691004, 0.44076832272621247, 0.2371765299823484, 0.08865826950041822, 0.3195325941708018, 0.5461453560317624, 0.3510722353632737, 0.24824644067821, 0.22519938174742307, 0.8452996000319455, 0.15112856715280953, 0.05312353192832166, 0.008910700734591473, 0.392308243134723, 0.15964713704653435, 0.19312333293871936, -0.18148636910488533, -0.019129185630376105, 0.2435358504502066, 0.331469371667703, 0.3896572726945225, 0.531255890019799, 0.04836045361413136, -0.05861768207350932, 0.1229517002236038, 0.48577907143822807, 0.11858659691687877, 0.7660637963560304, -0.007878827600633818, 0.20545158157507815, 1.1617668804050514, -0.1813331071839461, -0.006259961002242395, 0.45216945599984126, -0.005561337188382642, 0.21897397343344474, 0.7345211983148925, 0.30625432501702726, 0.3254382245072821, 0.2715276802751609, 0.18128951453460027, 0.06577389956254062, 0.597785549519832, 0.22360071613610705, 0.6059621431322992, -0.05707553681966353, 0.80564037159159, 0.12838390407231107, 0.45192804253604046, 0.055733423373790114, 0.38967641931441177, -0.13396024012088328, 0.24005968913474252, 0.7270973206558939, -0.018492187198504192, 0.08742612820754318, 0.29955519179542067, 0.28988537568140504, -0.07204773793913181, 0.08880523260699055, 0.10833916490903531, 0.7993798376060072, 0.2657678886426376, 0.1580862646680388, 0.4467667625975348, 0.16395153256270956, -0.05545340442072613, 0.13223653956402695, -0.01679891651719516, 0.4823626768844811, 0.3955226292662115, 0.4554511665897967, 0.4680070338137957, 0.0005224683774701783, -0.07335368029368029, 0.2189926937785472, -0.06785233940739012, -0.01546582447193249, 0.23796905644870264, 0.3053671185929699, 0.37312232003750456, 0.44656323646759793, 0.064637020166844, 0.14396892906932088, 0.24784322126512393, 0.275349182194225, 0.034205241130268724, 0.4646497696564874, 0.20163543798581157, 0.2040822547350537, 0.06602784213337852, -0.09784578700006896, -0.14517984380722307, 0.0843820169850712, 0.07095163278406408, -0.0073114377565077215, -0.006441608728561227, 0.6595225056234648, -0.012458397870867874, 0.26813367074072086, 0.5701172522217658, 0.3049939651184319, 0.6466603617033554, 0.11814565330038768, -0.10417746313582307, 0.3657567299994426, 0.5265284416787388, -0.012211711457606522, 0.7158104316176714, 0.019228089115228986, 0.4393296506935762, 0.00604177472065337, 0.6739122408421239, 0.24848890381546151, 0.24280776400964732, 0.5415251249450593, 0.2354814288748257, 0.030881291444486085, 0.0003657213435723852, -0.1623966200982688, 0.0328654749681373, 0.4066031256129285, 0.6016114509807908, 0.07121855584348877, -0.05764210403503038, 0.2075122695559827, -0.13209701237588423, 0.036186366111952, 0.1549300235915223, 0.36285201247838705, 0.028221724074906314, 0.20385526332185283, 0.27897597887491304, -0.05002115217382841, 0.11779082226428321, -0.06339897122095928, 0.0032899663619482614, 0.5167033557158569, 0.12970511201097937, 0.22226184377487446, -0.1960385832220079, 0.3424907489195951, 0.08592356705739657, -0.20319598090708935, 0.19101808694124525, -0.07803498025240804, 0.27793759522423955, 0.06456164578443482, 0.8242915023861896, 0.2324168231451328, 0.22361260765041502, 0.5125849606782904, 0.11180228664023101, 0.15801527251350295, 0.3204159382006864, -0.06215259245320859, 0.10663812910799246, 0.03392777004133117, -0.08215923414869543, 0.008622716206160445, 0.48536719678850426, 0.06552718728454526, 0.2031977268168973, 0.22334605320330175, 0.08048814281921476, -0.034089751246617284, 0.7317048982237286, 0.13962603410982818, 0.16790217972995924, 0.2137486646811878, 0.2833103552133148, -0.04251692929586928, 0.12664014418058286, -0.01377708974711675, 0.6183992762009168, 0.26813181087283017, 0.09568028183638509, -0.0059212886556996025, 0.3184074281428675, 0.15367915014586223, 0.5353639156906702, -0.06836423339826563, -0.09908332441416479, 0.4107248272634418, -0.12562534604398243, 0.3243760802529697, 0.5145625423219293, 0.737036429281565, 0.5939957090021161, 0.3626888360842022, -0.06664464457754804, 0.018381049869876487, 0.4887254335649085, 0.5476530383314626, -0.07854160667420844, 0.30208731023761864, -0.0647615371543561, -0.05312007234664098, 0.6083271850877476, 0.03460439309337075, 0.025953571098296047, -0.013919348143712878, 0.2205069214168529, 0.16461192619733134, -0.05813848932528509, -0.18909347122405945, 0.23944038410736568, 0.24559562981251154, 0.18090682502872674, 0.17354693601446392, 0.12295898838952528, 0.22099976100260427, 0.20042181577822338, 0.41375298796045623, 0.007283904938060019, 0.4011751006181883, 0.1946081026265043, 0.1578778652535332, 0.5637560553475526, 0.39512463415249793, 0.33889046597387257, 0.2627588691084781, 0.416397485018028, 0.07641578309029214, 0.7152707203721127, 0.039026017931967194, 0.016784170545806554, 0.03817717204894373, 0.3457155434917728, 0.004992656674199503, -0.07337079478163111, 0.10776190349024081, -0.034220164058906696, 0.2238395501572625, 0.5180074491005494, 0.028926412426339615, 0.5690302318360115, 0.5757433455484723, 0.18135783504910158, 0.23476495127428473, 0.1777865202301113, 0.1097582737248898, 0.08230285582605491, -0.038529914695230455, -0.05467958393979039, 0.441001697149398, 0.20265437378581436, 0.10135144809045075, 0.3255009770034403, 0.13993224857439882, 0.022358984355211955, 0.49714166723315495, 0.2992849904761914, -0.08671178914883217, -0.0054563342987864055, 0.3800662703565711, 0.3080930062572658, 0.29903395844842623, 0.27587224930813525, 0.21609855901839053, 0.15335119427889238, 0.9956486664710744, 0.7478277535036397, 0.009729092596095522, -0.06601386816754637, 0.09558577756468523, 0.16900914526818223, 0.39400154449506875, 0.13414948366233487, 0.49461082257805333, 0.0011831204060277524, 0.2576754717235727, 0.49409883950742123, -0.216987781509956, 0.6968973873355374, -0.13767555187165614, 0.32039449928473346, 0.3648515185856993, 0.07392429167412409, 0.15498504169088276, 0.07222300887607747, 0.013047877052433994, 0.1936880919945294, 0.4531562426570279, 0.029895414198117545, 0.0829365234645347, 0.4052943544876654, 0.2829473251595578, 0.37725555119532084, 0.10702221055211397, 0.2713092425559894, 0.39575789817798557, 0.33104742485305616, 0.715993419494175, 0.3556039949693657, 0.06002153233741559, 0.34189482573391894, 0.03105536659184044, 0.08935237114009481, -0.08344885961512273, 0.5776783170099442, 0.08096352219162532, 0.05300986944370249, 0.01990359025451402, 0.008500824224405637, 0.3390667556457542, 0.005028365564904352, -0.03681345535409669, 0.12043302382373684, 0.24536628735373978, 0.47615921479186657, -0.06432464667733417, 0.17292621577648024, 0.4282693386778082, -0.11587506415512104, 0.010525832465333791, -0.06694758303933018, 0.3707689009630554, 0.4111305482083966, 0.08678736567080925, -0.10609460517596214, 0.12736812653465723, 0.9564840695245267, 1.0958075335833237, 0.4800174353663709, 0.07607413783401407, 0.1751313123551886, 0.33597864020441914, 0.6050725657314933, 0.06709279164127627, 0.19859298716901258, 0.38895628030711804, 0.33852745167796117, 0.26192063858863146, 0.3634680552781106, 0.18792307278332498, 0.2467944553762457, 0.19744506247979252, 0.18984175860114583, -0.06150870202311221, 0.291080655708552, 0.3810195992471158, 0.5903256652044315, 0.18325227733961402, 0.016283344441068465, 0.18211833512363484, 0.008740849129358921, 0.942036132239298, -0.010674024549055711, 0.4518089922392424, 0.2717512716160757, 0.757315455057546, -0.0913025781413662, 0.4564733038079226, 0.3088415780147727, 0.4260807301384843, 0.09752524843989585, 0.2966269697552154, 0.3914006933798999, 0.3509971022822972, 0.2504122819219603, -0.11648930818966169, 0.9666826058605724, 0.10996993034304954, 0.4696446145961275, 0.03802212520995624, 0.12937225521787585, 0.32645247989872034, 0.16760924850405873, 0.17005648114184693, 0.4712425174167154, 0.2710391866168478, -0.06059045476793541, 0.16979970367652508, -0.12544026233365158, 0.25815889161499916, 0.4449918967142522, 0.21569744553968231, 0.17722164873451254, 0.09096428319311242, -0.03021358063851748, 0.09038315604913641, 0.09087021602374715, 0.23022621189735115, -0.026572226484508816, 0.6169581569080822, 0.34341665619417305, 0.25206522381734237, 0.16346737858289426, 0.1074918753029166, 0.006478602777654887, -0.07809343152343348, 0.13051895535737326, 0.1197857035581542, 0.15664379597916628, 1.0529264650923214, 0.2588812668311456, 0.048190621366434705, 0.7794175074847454, 0.16844566912614625, 0.5566286118307413, 0.6657176944150305, 0.6929756755325384, 0.4291897720249894, 0.3106804805709784, -0.030536216295257615, 0.5770907839319009, 0.05423431239170447, -0.02261936496682654, 0.13483649690821473, 0.22839146954365844, 0.11029018434300181, 0.2508721874769103, -0.0502314337769804, 0.09317734641607964, -0.061072234490608696, 0.11403550356475846, 0.4582276856495571, 0.21865626421632475, -0.1738392402520625, 0.28805617023776176, -0.07762097917766422, 0.07767683315339972, 0.26176132625150345, 0.20956509592296288, 0.1566427811120114, 0.3372031281050516, 0.46272322695990664, 1.1403680673125687, -0.12045371407150961, 0.16444513568803307, 0.0029889489005044964, 0.20858419008048634, -0.000991966184720857, -0.02968129001501103, 0.27520116461958133, 0.6053479921287352, 0.260624081686724, 0.06263165102135451, 0.252077440792, -0.025549556807905063, 0.24933368547388504, 0.2600569986621023, 0.19433606383693597, 0.24382086121122998, 0.07546176426794478, 0.32268101836111873, 0.46317063967553007, 0.03246949045431394, 0.3521834644640788, -0.09324915727908344, 0.04318436400027305, 0.12102281694550523, 0.5400840125621746, 0.5635516603792372, -0.02090062185118486, -0.03822705337139761, 0.22314584922636013, 0.044737932685006164, 0.21954001767510845, 0.06461336125604343, 0.25202950448813943, -0.08413739399300443, 0.6575377880493718, 0.014798542298752729, 0.016233169317390054, 0.05689689167948747, 0.38425786219800184, 0.01674763054595417, 0.2950722903328286, 0.5422694557441952, 0.31149199167465774, 0.24272472868163844, 0.03559517370407449, 0.17858011499736065, 0.8228411546307718, 0.7669696736887193, -0.05926393793870202, -0.0015749066551398391, 0.1729235357644389, -0.03432317601800276, 0.6413922339192637, -0.08785477194783062, 0.1385543463125266, 0.10992944290749518, 0.01847240194576799, 0.5419773727405566, 0.3801514230169192, 0.022206288096251876, 0.05453253814824963, -0.06884375757850512, 0.850361935802176, 0.07033092428378115, 0.18156142943728598, -0.021318509378352862, 0.1736997576364961, -0.07684687938377363, 0.7834903656775891, 0.6095319923760857, 0.13647286070061318, 0.14321976970172376, 0.17739796084104595, 0.012895346024506038, 0.41697127432644987, 0.061248018672506246, -0.12784675992485928, 0.4197343673202512, 0.4361561374916636, 0.293057035894953, -0.06448034233542832, -0.18641989275324627, 0.009009051358523569, 0.5309194231567943, -0.07907525380331831, 0.2918377430140984, -0.19663958010195992, 0.5588245082757656, 0.12570484332012477, 0.48372932479257885, 0.6334356553907219, 0.11590807526147917, -0.00021036941452197422, 0.35278604533620717, 0.3490122043214302, -0.07270478966029803, 0.09185721279590843, 0.43418546582489204, -0.09293977780019286, 0.2770811857487798, -0.0005753486832476007, 0.008363660605753172, 0.7624853770051001, 0.25818728166312493, 0.18572753447659637, 0.2304205804412091, -0.014855709520249394, 0.48919780132989654, -0.07060946869492152, 0.1372056507914725, 0.8285449713835428, -0.09514812460962094, -0.03966066952880061, -0.042409254285013465, 0.24674112249674984, 0.048517474750618295, 0.37456115404564605, 0.2767160222097428, -0.0703205174574153, 0.3804621003091164, -0.057171648372513185, 0.23590688152559278, -0.022654771627451276, 0.1553371967684513, 0.218761171684057, 0.1457226890963948, -0.05286596052262224, 0.2743776422480353, 0.47727750065862257, -0.020513401452464414, 0.04493131947155949, 0.18621630801890607, 0.6875146313057383, -0.007644679067172602, 0.04342808829205541, -0.0461658570682456, 0.5243689256469763, 0.25371115445765535, 0.38146187972412315, 0.0605057890966447, 0.06219052217089856, -0.02332585469049206, -0.09825157138556498, 0.3942280828155442, 1.1785258793651645, -0.026862898918478414, 0.2892933874261994, 0.038005098344295635, 0.048057768110869314, 0.26614693233889153, 0.062282774917295475, 0.16475054627671823, 0.11863824117669416, 0.2768991310615733, 0.18179558125508935, 0.37769099427884806, -0.11894987321687336, 0.1128733318872914, 0.436607080241989, 0.08225136555568902, 0.5494346745074501, -0.030018027322527743, 1.2823975806021197, 0.30689865061393123, -0.21381927628058806, 0.13364259500713477, 0.06864297777303621, 0.7460812473145079, 0.12002676545828864, 0.08172148744912625, -0.13877806091656555, 0.011157798384241559, 0.10921616229350278, -0.04011796055809644, 0.18279782175510567, 0.6261647729082934, 0.557713442160178, 0.23699021753238012, 0.0043377136971193275, 0.20902196371899867, -0.08968036650951654, 0.7570792468161893, 0.40925579687761826, -0.049206907067162575, 0.012978254505533596, -0.02834540164155688, 0.3235596317404984, 0.2852927608829301, 0.2183946797827388, 0.3934519132315599, 0.1753238260783378, 0.24889190139366857, -0.1650132005353343, 0.18593984653825008, 0.4767930833491088, -0.11087827218290297, -0.03711831698094474, 0.6043134148702273, 0.10682178654045496, 0.10863230858059876, 0.5178009252020457, 0.2889836930447637, 0.17929388235229873, -0.08556858838353687, -0.021584668229629844, 0.49390795631692985, 0.4842631488951628, 0.04832779651269152, 0.049280523421848535, 0.4351484240510689, 0.6714732991292127, 0.4049568668100333, 0.5125019246387263, 0.30994031554049617, 0.05388648013392055, -0.03893698797048095, 0.7844902778584837, 0.4058444595617946, 0.03256927715717195, -0.08126583313971225, 0.5160151660494866, 0.09379804218046833, 0.10939059224909747, 0.21509762111794384, 0.499727028721877, 0.13606158479282146, 0.5297944186142916, 0.28144084965208405, 0.03997107308018262, -2.8201449429450087e-05, 0.13711759466779733, -0.1791946181321001, 0.5414856927575415, 0.19623034399556244, 0.409606422863702, 0.150669700476506, -0.05365174693975127, 0.34553155257747986, -0.10413131926781352, -0.025893528058072785, 0.27480103743267276, 0.3183972367848847, 0.15949723925564696, 0.023147850456067737, -0.11757344952112475, 0.4272400282651285, 0.13485851002454732, 0.5821363771009873, 0.23062984736695996, 0.39352686311004215, -0.15140548584858393, -0.06394537845925785, 0.19085570394641732, 0.1569695900941871, -0.002452239538289911, 0.39501619651719266, 0.11406464577404643, 0.08435623883523613, 0.41603098469794764, 0.5069441972647903, -0.08285799040756373, 0.09983863798106885, 0.01812176165831772, 0.8109072433231705, 0.20087555793999548, 0.4522528797569632, 0.07727207448556064, 0.30182192923770884, 0.2828079742690499, 0.25872688380430453, 0.23471667333771493, -0.12357040301525932, 0.01501479010975082, 0.23248811852826584, 0.22914736995303975, -0.055792442894811944, -0.006486098947296459, 0.17848526582049984, -0.019450626350967594, 0.04841187254873663, 0.10866473450911387, 0.40341626009827086, 0.15876640215759766, 1.0815063212370428, 0.09099896844847415, 0.12334770312907636, 0.38514267441714195, 0.04108160747793621, 0.15042258664265667, 0.013514467447803685, -0.007007166153282795, 0.0388672480255531, 0.6824841266399296, 0.46544618716609387, 0.21655251414840393, 0.12332745891936675, 0.24126244047142634, 0.11483097407263662, 0.3931929157927214, -0.051184360444508255, 0.062132713617852026, 0.3647055434007893, 0.0359145443221133, 0.37977133354056486, 0.19761138713203277, 0.13644104783178565, 0.043914942316314515, 0.22328773001151225, 0.04779074326861217, 0.19674414499536044, 0.5358865785178948, 0.03566382564765072, 0.2089072002869628, 0.07685130436106713, 0.41020973831671087, -0.009670740524518384, 0.08732823813395912, 0.501114402353064, -0.19251976181679822, 0.628452624003536, 0.1560975966794354, 0.15939886382931345, 0.17670873601613887, 0.45265005134480873, 0.10949304195512154, 0.05929633382825372, 0.32945359718104966, -0.19468529904107007, 0.8603078163121722, 0.1226430169075342, 0.09315293135087377, 0.25130833999801844, -0.09214156053538008, -0.1061126311331464, 0.10580374249288903, 0.1465138338053692, 0.7470316971024672, -0.1259817728224265, 0.1215001169083697, -0.04111527533811425, 0.30124984404321287, 0.14723219695588355, 0.021494000607101965, 0.17262990793994432, 0.40734872842395053, 0.6429307927237791, 0.2429904173858741, 0.008885735938749494, 0.3318418502076374, -0.00464944369875564, 0.11903556917805957, 0.21231980518992905, 0.43475204009081, 0.392441222830021, -0.08989497384176416, -0.09122819148957852, 0.24893846462917657, 0.37228728680224715, 0.1863366316599964, -0.17587522754427887, 0.13709623299151855, 0.3363694446940575, 0.38222894328380064, 0.12722381190243612, 0.3101951271680753, 0.07643504100752635, 0.03850944334947497, 0.26333174483279753, 0.6171921198127848, 0.2683339877681773, 0.14036110892923603, 0.1140332723431679, 0.4023813510538841, -0.1124466332442544, 0.2444567264343667, 0.023933798515697147, 0.24975596462066568, 0.4306039176320217, 0.1866021563415104, 0.29569707368913256, 0.2981759331909525, 0.15749171131242162, -0.16377797026370136, 0.41423697354711964, -0.049297960568951686, 0.053187596082858606, 0.048353336037427766, 0.2898003938397396, 0.5466371699597095, 0.13340459750002226, -0.07953834361576695, 0.020280666300709335, -0.0029108269732644257, -0.16712142431353386, 0.31128939300267056, 0.04207414812003367, 0.8858086801157603, 1.0515404388597533, 0.545311638628894, 0.08937447231019886, -0.0017939195378143188, 0.6883546395296163, -0.1362102894294977, 0.08091723723710126, 1.1893859070521071, -0.11380285382096812, 0.24891947865706401, -0.03751677398467343, -0.10136619648642771, -0.06587477981270101, 0.587143600976494, 0.17410647664043621, -0.18161854077959247, -0.09050183599986547, 0.2581635429724311, 0.3520463812569004, 0.8328415069616066, -0.08860424454765915, -0.06394950498105677, 0.5118989726037348, 0.4643381206700558, 0.28474240778700555, 0.2596895257700236, 0.20123690638817965, 0.04911914315147404, 0.06770192568411779, 0.3571912049610657, 0.357714801687061, -0.025929839211209685, -0.047167782808335744, 0.06380500798176707, 0.021487163970071943, -0.06818342227354934, 0.502176364112119, 0.3781286062153575, 0.1465659977660883, 0.23330094094730508, -0.0340893776593917, 0.2405286045124023, 0.14549370846470722, -0.01362595703030336, 0.49653612240061906, 0.40657250849115983, -0.11786504972629566, 0.1953202899548702, 0.32301339299241194, 0.5749239046489174, 0.18640917867146345, 0.13036070950645218, 0.0654394854698046, 0.16065785010815448, 0.10810235663187873, 0.11508597947722221, 0.5644136658392228, 0.37436177435193624, 0.7707741298202466, 0.7711575166915772, 0.1332982853595947, 0.02746265029128858, 0.09916684731309991, 1.0339076545163663, 1.146299036207469, -0.003688177833415962, -0.02155107054123906, 1.1267262587001836, 0.5069640257701922, -0.1329776565417028, 0.0675634069027359, 0.7424910225476319, 0.4643178668244674, 0.15548736640960448, 0.07985804916192327, 0.05366381842308885, 0.15658512313871625, 0.06796511977317866, 0.09774826874750459, 0.3213501775329133, 0.40476058234245715, 0.31886301819859825, 0.009023670770585784, 0.33180101198604406, -0.004213128051032286, 0.3616768827848194, 0.5886830035804583, 0.3381627480594489, 0.30615255723375845, 0.03123854594594927, 0.9102802987147294, 0.4218639154815932, -0.06538493363720335, 0.4302881213790675, 0.03918662306722406, 1.0059203735395355, 0.218622182707293, 0.24002901351688916, 0.0411817915613214, -0.06674701701953845, 0.048721278209709985, 0.1441215026677295, 0.1522777825766768, 0.13348878361274263, 0.7940186543127679, -0.1017243022523995, 0.4414305038065873, 0.3942755513726286, 0.15360797163272308, 0.03489692482445314, -0.13612084504565547, -0.0749272901540256, 0.6624448542791572, -0.02148762269986168, -0.029553027588941932, -0.001504163086339133, 0.24172632731728627, 0.7563667490788406, 0.2789906087045393, 0.025582228993479048, 0.3676901417382062, 0.7300520052220503, 0.2721784451027093, 0.4938493307783704, -0.15090666961750937, 0.4080366881690984, 0.13307507949157973, 0.2494831482254088, 0.09775401253233071, -0.09385392520702934, 0.4395903465848667, 0.7130180556393312, 0.1899912909894188, 0.5714132647629362, -0.04333595090232132, 0.2095106607879133, 0.3664718814708648, 0.223895822327969, 0.7146951807474635, 0.052361247144934786, 0.025801577308682353, 0.48015152496002284, 1.1105836791819745, 0.007138491318833453, -0.04224302620079002, 0.6120201581683489, 0.19309335484657866, 0.03132115416384506, 0.04156733610478866, 0.17551182262027276, 0.40361675132854036, -0.045044394670969046, 0.22376969191138515, 0.4797336842096612, 0.046387667842084715, 0.2518243308401929, 0.0576722138290995, 0.11275779460128525, -0.06091489331768296, 0.06123869862189999, 0.23642476499096862, -0.10826661701081859, 0.36255469512322486, -0.21258481670874632, 0.0718648291121609, 0.06778885679872464, 0.25981670844408356, 0.501941135618686, 0.02538788986260107, 0.577926051341557, 0.5316762571552809, 0.4024603946320692, -0.02009910196480373, 0.6123334193744194, 0.3560306678224143, 0.2560117015633513, 0.07218883504888443, -0.11585803698811982, 0.8283926620889681, 0.2366460885890631, -0.036487214390798536, 0.4511167390842698, 0.10119385955349752, 0.35200343342689805, 0.07129889369330746, 0.3714819073464619, 0.025179495750024858, 0.12268402671335008, -0.038375831492691304, 0.4198001038875871, 0.29049016785714143, 0.7801520291203088, 0.12101118273522342, 0.39879949515656493, 0.30875907264770885, 0.2774779095601231, 0.6403615738196762, 0.35674685645468945, -0.10130055360767158, 0.07958308415264762, 0.1903044203895063, 0.43545538985441906, 0.5152704877215795, -0.13416140658589024, -0.1472319794089357, -0.04979119352570257, 0.07216931750937952, 0.8697115352182725, 0.1810028470091675, 0.0228155634030252, 0.4303758098236006, -0.05817110410290565, 0.20237744187431905, 0.02270053293109757, 0.3023650662016819, 0.13445937761895907, -0.2121352866541913, -0.03852384975677006, 0.20043365353609288, 0.08398159052269111, -0.047796374916314555, 0.0002160131823287642, 0.23930412980426238, 0.34156024038090504, 0.17899863723621534, -0.14955579307039324, -0.13114081524971777, -0.018796894645261554, 0.9664130603482235, 0.23105777078107095, 0.32389773013481477, 0.1666954646724949, 0.07508005684634808, 0.5629684037442889, 0.004202202121891083, 0.06799635805260645, 0.3930377835623389, -0.05576109146914937, 0.8894941817269442, 0.9070886676756644, -0.1513686730501746, 0.07596688585731476, 0.8045804950441048, 0.30450411047539216, 0.6122530837603165, 0.10830336463022869, 0.22792979298517668, 0.416427636095267, 0.045739394248454565, 0.2686844684313189, 0.19527147358161823, -0.10186644807898483, 0.020592893623104302, 0.31833328968717933, -0.05572189293690136, 0.15239723950261652, 0.00719587170563718, -0.05903451094033689, -0.039040851505872, -0.029340289503288326, -0.015752168345537457, 0.6432022559397443, 0.10835786333748694, 0.09854707577091405, 0.2029114617654323, 0.32336624002001657, 0.34060299417720874, 0.14409243545720501, 0.2995166194052693, 0.1602622785579771, 0.10133195090048233, 0.2220855233498716, 0.04019373731960006, 0.41408264401548883, 0.23774213223098373, 0.36134985540156905, 0.1602493236978633, 0.7035726648857917, 0.15233257126892732, 0.10031463362545964, 0.15611826852644542, 0.29815986089433516, 0.863128531897734, 0.20073120471563033, -0.040820797840415195, 0.7031678523521889, 0.026767342692791518, 0.28556048143683377, 0.3004783187692988, 0.11479135664986766, -0.12562815154312154, 0.10007194986542914, 0.5702205275015163, 0.20737492788475614, -0.11191482877108491, 0.23052656581123682, 0.16751698754706204, 0.4607965109011011, 0.42289164157868375, 0.27405225966504165, 0.7119481321314389, -0.008866636736069175, -0.007140768306785471, 0.09967786659900892, 0.15388677279459803, 0.47685736072581375, 0.8363929041378444, 0.2644869599118617, -0.04370039448837609, 0.01679721695840879, 0.3755499479576322, -0.08345088005614289, 0.5318154839549093, -0.04559024696800845, 0.5395999691056198, -0.07155525953836149, 0.252228442741638, 0.12476614700307892, -0.006486824756480908, 0.7098417421551587, 0.5520369184904633, 0.07936718835502843, -0.009524693839241857, 0.05230524634615808, -0.1239746218710882, 0.24616247555066675, 0.3301800286380397, 0.2781053479089701, 0.0762855988705807, 0.05972466338904382, 0.2381293324091393, 0.3687204919130643, -0.15341108909943094, 0.3188263694286455, 0.18696946162014672, 0.014470895924835497, -0.026556667652305854, 0.12794571509442518, 0.20492668161953925, 0.40041506957418005, 0.11240099972292117, -0.05608892460236006, 0.09380203608230636, 0.06644648183098437, 0.38542625070523057, 0.3218529741909957, 0.4383723344479914, 0.6990335828221617, 0.26680468057727036, 0.3328526402095835, 0.514891228767989, 0.057357972694618106, 0.5751608986307089, -0.08218572222980416, 0.013021214542474915, 0.38498333663065193, -0.041560912414012975, -0.09394447751601781, -0.023563320346500605, 0.36459965877296496, 0.3353246723439461, 0.5610102996592784, 0.23025932167894858, 0.22137260216411714, 0.2209753803107007, 0.34929926252425464, 0.4686664922005005, -0.06638580434768657, 0.4359570281805655, 0.20829712288692362, 0.1810770101020674, 0.5469207670103847, 0.19014232928633798, 0.008794490931577803, 0.14935054663341202, 0.09413383310628592, 0.1255583980187486, 0.11367692653449045, -0.036317369646810774, 0.20021074217902912, 0.21327408793553274, 0.4723830876769051, 0.6962364178831275, 0.030107358381561436, 0.5919795277837063, 0.43635148317355377, 0.10923742929047997, 0.2100612363679197, 0.04169926870998835, 0.28427812318457957, 0.5914986032359504, 0.6354393838438767, 0.21107128565022998, -0.09213641783570056, 0.5913284314869123, -0.02206074813339686, 0.05619657255173498, 0.24076410438431767, 0.3846025900019106, 0.31136242113740575, 0.6576085273687957, 0.09833253859097424, -0.016607453748650552, 0.15133349513792146, 0.025766535243103433, 0.519162964291159, 0.5439989515965715, 0.179151169082702, 0.5911656921067397, 0.007765921724896638, 0.34365822978657024, 0.3688987979136268, 0.22593038094377582, 0.2088896390238528, -0.08834455464268176, 0.2630047954983181, 0.032781114624214784, -0.09680461039757439, 0.8071973062431369, 0.17307873629945786, -0.05565052753166063, 0.06186180314420982, 0.563408081185636, 0.18807748168316524, 0.17537200450923063, 0.41984347403747857, -0.1202919547818106, -0.1098904654411566, 0.3773272696060768, -0.00847882259123096, 1.108285614777997, -0.03427933353745827, -0.006874564459349683, 0.30184742610139803, 0.0012090741572374775, 0.03445479481867283, 0.7876087129094457, -0.08533497137716504, -0.05906773489042866, -0.04230644871546692, 0.15262934010591622, 0.3578801866012613, 0.09940713348284014, 0.5241433022489141, 0.09702386017867762, 0.1168122015427272, 0.27986846787245284, 0.3705253617279475, 0.31756285495939995, 0.22834598483915122, -0.08870956703194234, 0.27629715506716057, 0.09746614879031312, 0.4322793231034883, 0.8784412116097267, -0.04850473045483236, -0.05682841569441926, -0.12591502207012717, -0.01754873830856682, 0.04915431802227954, 0.299359424121785, 0.626301096977797, 0.30243336289628253, 0.37075167164157213, 0.01414205812112656, 0.6128210396231812, 0.7084809192900625, -0.015816786555114037, 0.2296858706351892, 0.06878926479001524, 0.015002935389683725, 0.2387810800357274, 0.0876974699528009, 0.2686634817145167, 0.1465316904789154, 0.018046351397613118, 0.08571538891113717, 0.11839583048333677, 0.40165857948640915, 0.15734250152745027, 0.2612704529124288, 0.2811597810437952, -0.06925789475691534, -0.16427684543606128, 0.4487964596665663, 0.6162107672917565, 0.0581327404258992, -0.0724179180345666, 0.20567635147992147, 0.27646597151557145, 0.3050870752353138, 0.5589177574731236, 0.05888870493021539, 0.07237957399448684, 0.08642577128690172, 0.11263186427132438, 0.3774791252698632, 0.5278031206378073, 0.7260406013708279, 0.28169374032692773, 0.7631713439237261, 0.03610298344013739, 0.7718846505280011, 0.6106251270930381, 0.03881467778444779, 1.213027844770486, -0.050436278331208936, -0.06692903891416996, 0.37592571894814314, 0.023662408415065863, 0.10830771302802596, 0.6482158876142514, 0.6971430413488912, 0.04789385455327566, 0.5421793263792744, 0.13649856964631207, 0.05888345148874738, 0.29272253023069217, 0.27805149512602545, -0.16703739657479763, 0.6247068124884975, -0.0327210217653669, 0.13398616278143874, 0.26195899280951734, 0.5269783190812518, 0.6288617951144446, -0.1340520909837374, 0.0661859925418978, 0.2250625474963313, 0.042247502596107, 0.5553500590029017, 0.29989442279216283, 0.07118222935444314, 0.6416214480358711, 0.4402017232430117, 0.1497782521073534, 1.006518305479765, 0.23087716158303997, 0.39137138572099855, 0.519508004910855, 0.03236727051562572, 0.29098303989956587, 0.0874415221282549, 0.7308834770122662, 0.2820560396574451, 0.2931448753385772, 0.15839000059803174, 0.1294554763908019, 0.2357151842828276, 0.2672316480657527, -0.14609879211832447, 0.41924018240148486, -0.18711174483645626, 0.16486195774536755, 0.0010485154522607842, -0.0790301948002978, 0.24888949446887648, 0.42486565232371054, 0.23429243468511934, 0.34550537582428736, 0.08452843591896678, 0.20441216601808893, 0.33430118351568744, 0.1606622392290713, -0.06650144143768477, 0.7902611895440372, 0.834901564046822, 0.7573333072326544, 0.03335706837808312, 0.2652526390417048, 0.5784209561975328, 0.21816197107837593, 0.14135764791313146, -0.09885113769724181, 0.018298764597618207, -0.13508005572796736, 0.21842230171518023, 0.7717527619392148, 0.5067692336189171, 0.22886934735874467, 0.09667590754249611, 0.2537200505258915, 0.2615289380230385, 0.3885471299909279, 0.16583093189782075, 0.3031466037908168, 0.734294785606214, 0.7047473945899189, 0.06476494936367624, 0.13074950062716859, -0.09205157383374077, -0.01792183464186238, -0.08132622112713718, 0.25887725102029085, 0.8547493679340294, 0.30216885570926, 0.5753740957320074, 0.24649554300835505, 0.8765111987357266, 0.2213769993606487, -0.03297127481016977, 0.2761727981148622, -0.12226155286608627, 0.015864259083748708, -0.000949674431286001, -0.1997259228704279, -0.06079970090226894, 0.1787941587385532, 0.5701122972088049, 0.015965324104648484, 0.05447286174868033, 0.3086015124291866, 0.37294930246954977, -0.1657033327647493, 0.08848889114818873, 0.5706030482853227, 0.20577204666064375, 0.14336508858467045, 0.7056036589395965, 0.10498517211113384, 0.0014160473277109037, 0.3144038698731797, 0.08272158495719906, 0.5573338940462864, 0.11027982057461005, 0.15181836452323438, 0.4267601552761117, 0.01054364422588356, 0.018189561857019088, 0.40920337192505934, 0.11693154738237485, 0.3095217100634037, 0.12927810337115775, 0.33212049220061507, -0.07490523566246926, 0.33417130732520184, 0.38038112274798347, 0.08121659622116809, 0.7647810277180205, 0.09841142891607416, 0.22714057782359895, 0.2489047452160451, 0.21906063504252068, 0.8315067415342734, 0.6866876678471342, 0.636293408773887, 0.13344808407249556, 0.0055254527678456344, 0.22227810375850807, 0.11205673003131654, 0.22055144558715756, 0.8048265907810912, 0.017814201721131025, 0.25715697181090197, 0.01121308980136334, 0.06509826816669395, 0.09526353108325941, 0.05615002073131309, 0.8104722289641761, 0.6812740331551057, 0.10455872427223072, 0.08917677939984905, 0.5991111341411076, 0.16082484844634853, 0.6991686999569277, 0.14191118617218534, 0.2388124421025135, 0.5806671128077472, -0.02128183474853239, 0.29811596923971473, 0.5704988426519235, 0.18373481213744824, 0.4661313923482098, 0.3960466300737704, 0.15519530430258455, -0.0569581164412476, 0.11332934968690511, 0.3838601527096245, 0.06008124652549575, 0.01515682296897318, 0.6363334166503355, 0.5300886743115669, 0.1723400507914174, 1.0082633253192026, 0.3488117861260014, 0.410048022930522, 0.34865920237330483, 0.7494885528345425, 0.11018547543167134, 0.3561921096502817, 0.639760128589677, 0.34135123311524607, 0.6207532448668981, 0.7982783558133553, 0.3617876416606405, -0.08971663826435222, 0.1366880820671589, 0.31069606764097346, 0.11355574962380327, -0.14124103007205308, -0.024046728106636626, 0.03868357888003861, 0.5095344086212938, 0.6538330121618399, 0.3091298824059336, -0.02126458334821575, 0.15049495433759202, 0.3391747128009701, -0.06469787580664167, 0.16116754482357626, 0.08576737453594926, 0.3210564201547803, 0.3721085225974873, 0.28467485922674163, -0.051842845095095375, 0.14411663242939526, 0.45901384877822615, 0.30806094290328473, 0.09889796550626005, 0.3157012383483263, 0.08190138946715211, 0.8119681998158396, 0.6972393289684544, 0.3684476442529927, 0.250083885355381, -0.052194447645522106, 0.6556162332961333, 0.05804156971993924, 0.0698481235783838, 0.11434398670534122, 0.4397994277831363, 0.057447162118850106, 0.26390138022850657, 0.18994157218050417, 0.23972349784996655, 0.182681816434255, 0.14402911947589014, -0.07886778502431369, 0.0770189402745051, 0.2844949988276798, 0.32606452026218874, 0.9511560128646187, 0.6423817654620536, 0.9882331261584067, 0.2554408139532659, 0.06971595434099169, 0.040851195272846724, -0.028751049695554434, 0.34086930406180294, 0.10725669129405792, 0.5819616818488142, 0.6444062710275736, 0.21456802362347036, -0.025928410271176865, 0.7076641639153098, 0.2808794946389538, -0.07526445323516881, 0.01819021190134057, 0.30359879480716934, -0.0400449675332432, -0.12347362775967062, 0.0707475286431025, 0.1147192669549619, 0.08409507956363518, 0.5317547325156767, 1.1526219452141266, -0.1516146715719954, 0.40028418201210525, -0.08671695440777277, -0.0807678922394464, 0.3925995340735929, -0.14960407040660947, 0.3073204590467217, 0.1736765175650049, 0.7481830806512146, 0.2742245689027599, 0.5100247078100264, 0.3909295355363177, 0.2015948863428035, 0.10489087577434678, 0.0043265414261865615, 0.9453406040575182, 0.42441823552717406, 0.25626361792526914, 0.26734095476265174, 0.03545046387909846, -0.09636652486035975, 0.07799928213054, -0.137387674158559, 0.17249326102544305, 0.41285226532208147, 0.9370139791512417, -0.19515562521322394, 0.1213171078630067, 0.17543276899521887, -0.09757167111137523, 0.4428370205951569, -0.06823279924249515, 0.3124880857343208, 0.3091127884245051, 0.7730322075880979, -0.1402024812647787, 0.32610863246059396, -0.031050736828424214, 0.007503283218684202, 0.060360340447269734, 0.4018892580128847, 0.439775093555286, 0.2614967457475259, 0.07946625437496632, 0.029913156237668416, 0.1692564190195549, 0.32176378220559465, 0.0902014128129974, -0.0839757031463722, 0.47607680110898554, 0.5758638017873817, 0.3039882709141145, 0.06740455382898664, 0.04203402680077965, -0.0969285197027803, 0.15926881191782097, 0.9307035965986028, 0.19440824357201064, 0.3102827762958327, 0.26120402521125674, 0.057333066088286644, 0.13870042981653402, 0.02460086082518531, 0.5928970909637477, 0.34002336862411037, 0.1991774757748742, -0.031218844989078565, 0.42929517918482785, 0.23486128957561903, 0.27155999948332565, 0.25777334844616806, 0.12124990549726512, 0.5239654496458055, 0.08087872176796178, 0.19010906216716036, -0.09776091292340566, 0.04020999358894503, 0.21668307651499483, 0.95640544926288, 0.5559466228709555, 0.3513783947786949, 0.22448391341615284, -0.004688986374308146, -0.053810197949508885, 0.5571103678816443, 0.5127077836610566, 0.11072654573269124, 0.4698520857888474, -0.1849461885931199, 0.20766532835041207, 0.18939890786217686, 0.017989250784936267, 0.7481313794505319, 0.30160882905326325, 0.8095992729956456, 0.1145854477453314, 0.8646034839001735, 0.4774352504094863, -0.03408170283232059, 0.23420650276967003, -0.11242579756135379, 0.058299926392304025, 0.33492685275917927, -0.14332682042884068, 0.057586332840973545, 0.5093923307062013, -0.018718077176437434, 0.12351794387906323, 0.44373065723846483, 0.6156180128593389, 0.11589547072794049, 0.14636605315236206, 0.42410054443194667, 0.8890380188713995, 0.3023145262376491, 0.30107842638339244, 0.22972368844569327, -0.00850408064247625, 0.16318708179474406, 0.03197516682248615, -0.17129025601921402, 0.4519325993352039, 0.2402408635073644, 0.4565868893840207, 0.46394029137064263, 0.43869090396537636, 0.4467146655314531, 0.296472879520033, 0.2888864451363567, 0.36075137356859155, 0.20571134752066228, 0.8927943389556996, 0.03626362973906648, 0.33386762854222535, 0.1433388547609879, 0.5816241088103393, 0.2360923895001011, -0.08061897027412132, 0.554978139213774, -0.019048078315615783, 0.14509264349054046, -0.0060949539380442536, -0.006432755915994242, 0.09907917490138154, -0.0013048102688958466, 0.26903607351439246, -0.07418262298878367, 0.8954309013136299, -0.0006804597639699372, 0.32810327087010743, 0.5632483844962157, 0.2149616131104358, 0.16925499479694422, 0.507516645110791, 0.604654774959241, 0.07381893995096715, 0.021523805906124058, 0.17310875809565995, 0.3435754564043108, 0.2867608769027326, -0.12166844614310002, 0.12753557591029727, -0.06198830988324279, 0.3030518336274714, 0.04096946760452655, 0.0979061972962958, 0.11269374654619628, 0.40198448080863325, 1.0831440243907788, 0.27964597960601567, 0.5587357980091852, -0.023863599902461563, 0.5444685562426226, -0.05721584944987734, 0.3218320708988607, 0.034300666991439424, 0.11629497186574546, 0.5032000402293455, 0.3490832056633767, 0.16674065820951228, 0.06696473967875846, 0.4805354087319626, 0.05928442111256407, -0.04496389351244856, 0.22014327756495317, -0.07557882454180595, 0.18301930120365806, 0.029277292192924215, 0.2551523646869902, 0.3487555862797933, -0.06700467561866068, 0.7117759769318444, 0.2958467071048926, 0.21108826214807738, -0.17365554253102722, -0.10048111273672727, -0.012019150674980758, 0.401226151822665, -0.024331890845840212, 0.20467468238043757, -0.0276584497109255, 0.8574525842880848, 0.1864619850646329, 0.3290865839820749, 0.8959632374449351, 0.26813940802072594, 1.034455237762189, -0.09336813132959829, -0.1046475205365118, -0.08413727793042561, -0.08595750902770406, 0.505713185435267, 0.48825229520608154, -0.022778606198358038, -0.06988892752888815, 0.4554875573952091, -0.14551036597268824, -0.08224430724998891, 0.3437075378485152, -0.01586514695857904, -0.19719041353538092, 0.22977350162752613, 0.4851297989488925, -0.015907961141529398, 0.09291206443488845, 0.08987742927818715, 0.8184240927377127, 0.07596671250344722, 0.4985032353644616, 0.42391003022888707, -0.05005262329936783, -0.19188358350131213, -0.015708104309702375, 0.32920619096965487, 0.1536659558723362, 0.004101725352808054, 0.5841660056533843, 0.3448184882377881, -0.030335283550243355, -0.005571000267176246, 0.37485978695381034, 0.30074694914851574, -0.08392002348584382, 0.33119757051026527, 0.41797738566395337, 0.40797903550654446, 0.11790951293433803, 0.06768809341033377, 0.5914937743252409, 0.521703830961951, -0.03635979022465908, 0.1678553649157923, -0.023709017967215876, 0.43113273306445593, 0.45260224654924486, 0.34703234575869646, 0.1045819421250746, -0.013246087891480421, 0.5668980722086121, 0.19565915471537654, 0.7337326222905125, 0.4056176237032461, 0.31661185986491724, 0.09818661879544702, 0.52807752324885, 0.1017266303612007, 0.21525483284424235, 0.4558378603690467, 0.28493860028708845, 0.9682443825013991, 0.36737375410481915, -0.17956784844386672, 0.170096799583486, 0.05061475701372039, -0.0436494292359753, -0.04867269537978617, 0.28392625865961707, -0.12300085149465417, 0.5682706335640237, 0.7175927618033633, 0.0694510421748919, -0.012476793220209465, 1.1161967011532132, -0.026393342426911354, 0.6990614426246502, -0.08400284483967937, 0.29499744962491325, 0.4037562200442143, 0.0805125018256772, 0.06895668000881046, 0.15182545689243368, 0.8710102259075707, -0.0409407383006013, -0.03405032319560708, 0.47816242219709276, 0.0018707704801368408, -0.08040895312809841, 0.18128135746257212, 0.39824368960500633, 0.449517091425925, 0.9342971834242462, 0.5657193035243028, -0.05147986159382946, 0.6763603572123399, 0.26332993590391873, -0.059488588945367474, 0.4017184133984907, 0.1161085695436695, 0.6521023652534907, 0.2579573889934142, 0.3419600000266778, 0.36391103148797466, 0.4851770041499184, 0.34390610975691627, -0.04961345087018616, -0.012365736298052751, 0.15565382956247203, 0.1939707731113993, 0.11895587174555501, 0.0005344022072095063, 0.30629690769102697, 0.6263944609810168, 0.015840424754378142, 0.2525492484892075, -0.06939656210181158, 0.022840308808400087, 0.12956865853903504, -0.05714945792301084, 0.15360297238308404, 0.3664048031214642, 0.21955629289912662, 0.3329785055221631, -0.034082551038788156, 0.21182314741979485, 0.1384889759890508, 0.6398443447033862, 0.03639532874775049, -0.09489570618440522, 0.22646019530378936, 0.1554105391323965, 0.496105086574817, 0.24040807782639878, 0.11356647674982075, 0.5539643578861642, -0.004960829777858951, 0.10939893372959004, 0.08642651097483717, 0.05472997794574897, 0.0009111659985578287, 0.2102455094820367, 0.039734631659221115, 0.04079490615008792, -0.024611496168725988, 0.536009979230409, -0.022126687652732534, 0.9822666793261359, -0.0300701581639516, 0.5381740150079044, 0.030697200089777797, 0.1676024764458385, 0.3643397555668023, 0.1395368366300336, 0.5017874184036688, -0.01400516686563047, -0.0992995913626184, -0.01948512812288519, 0.5059261826361995, -0.02263008886268328, -0.06944845069790513, 0.025360948680600882, -0.05774849122584215, 0.73420516145614, 0.12060773969652963, 0.16255429188083217, 0.2930475513719751, 0.24632261671663108, 0.13239166175335265, 0.7341419885009436, 0.6357722097556106, 0.19177895109234414, 0.9137395249760649, 0.06351623681085947, 0.0891258933235637, 0.49206968143536667, 0.08519363161305529, 0.7341086059203362, -0.05945668628168173, 0.4833131687441486, 0.34379324448383153, 0.07645457232503092, 0.3500564267134302, -0.12836330966622858, 0.12568679353137033, 0.055461536833316886, -0.11642215417361532, 0.5046123829688853, 0.4726681542862806, 0.38573503530142694, 0.07891812056013109, 0.972199800771116, 0.16635788206048052, 0.46213737889526507, 0.5137217591326744, 0.015172350889893577, 0.2110583022320045, 0.3772006211593004, -0.11451030272945226, 1.0252556650587255, -0.13096287571996698, 0.2619757928118517, 0.36401359564354063, -0.061646876286642976, 0.07977717441536078, 0.21179871738853007, 0.6357917706179295, -0.02092009505395963, 0.3055926201068206, -0.005936289143598998, 0.44222418726333035, -0.017916075696382795, 0.6750182632127805, 0.33340345357468326, 0.23175384284710732, 0.02408600049645951, 0.21111605410412612, 1.1021157023575674, -0.048976374300151115, 0.012546864377815374, 0.7696316699401178, 0.21297336872131967, -0.01781784353320694, -0.06265932716653665, -0.09476687673058416, -0.10959876971145129, 0.22544028969130236, 0.3112336874212579, 0.04028988492351418, 0.3351000501285645, 0.2773567030337859, 0.6599788720675859, 0.5385543806430971, 0.2141882067263579, -0.02413071905164505, -0.14175465051156913, 0.013353212019863739, 0.47176654947636015, 0.5984760713914304, 1.0905563954339452, 0.5679982573519398, 0.7438514831676032, -0.19149598484427285 ], "colorbar": { "title": { "text": "Grid Score" } }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "opacity": 0.8, "size": 5 }, "mode": "markers", "type": "scatter3d", "x": [ 18.439395904541016, 17.479248046875, 18.464826583862305, 18.29583168029785, 18.901243209838867, 18.762832641601562, 16.644554138183594, 18.084957122802734, 16.999469757080078, 17.67564582824707, 16.521642684936523, 15.95773983001709, 16.726436614990234, 16.619619369506836, 16.595121383666992, 17.903705596923828, 18.136356353759766, 17.66303253173828, 16.363597869873047, 17.712976455688477, 18.66390609741211, 16.780166625976562, 17.554458618164062, 17.285385131835938, 18.219287872314453, 18.048542022705078, 17.054903030395508, 18.665910720825195, 17.271625518798828, 17.898773193359375, 18.224079132080078, 17.508039474487305, 16.1439266204834, 17.353130340576172, 17.903236389160156, 17.178293228149414, 18.163415908813477, 18.155059814453125, 16.554126739501953, 16.82652473449707, 17.486934661865234, 17.601417541503906, 16.000600814819336, 18.574674606323242, 16.485483169555664, 17.746444702148438, 20.241254806518555, 16.707603454589844, 18.885574340820312, 17.399494171142578, 18.8989200592041, 16.604665756225586, 18.209930419921875, 17.262523651123047, 18.17121696472168, 18.20437240600586, 18.6434268951416, 15.505428314208984, 18.35114288330078, 18.205991744995117, 15.899496078491211, 18.175500869750977, 18.43776512145996, 17.444543838500977, 18.93185043334961, 15.84073543548584, 16.891515731811523, 18.00054359436035, 18.477861404418945, 15.73429012298584, 18.814720153808594, 17.777780532836914, 16.11092185974121, 16.3420467376709, 16.64636993408203, 16.90272331237793, 17.826984405517578, 15.757858276367188, 17.942129135131836, 19.1328125, 16.436649322509766, 17.632001876831055, 18.43651008605957, 18.47821807861328, 17.81797218322754, 16.89637565612793, 18.693714141845703, 16.837411880493164, 17.548479080200195, 16.69130516052246, 16.452102661132812, 17.612260818481445, 17.509641647338867, 16.617773056030273, 17.23319435119629, 17.775861740112305, 16.56995964050293, 15.660266876220703, 16.355674743652344, 16.438138961791992, 18.74407196044922, 15.60009765625, 16.641090393066406, 16.94417381286621, 16.536108016967773, 18.631038665771484, 18.75065803527832, 18.593751907348633, 17.708465576171875, 18.901878356933594, 17.623876571655273, 15.973091125488281, 17.86562728881836, 18.324195861816406, 17.488697052001953, 16.001399993896484, 18.83147621154785, 16.989269256591797, 15.908883094787598, 17.12010955810547, 17.67515754699707, 18.08152198791504, 17.28795623779297, 18.25760841369629, 15.88730239868164, 15.701629638671875, 17.533992767333984, 17.796276092529297, 18.798810958862305, 17.982833862304688, 17.902637481689453, 18.864459991455078, 17.891536712646484, 18.845991134643555, 16.612756729125977, 15.504491806030273, 16.640827178955078, 17.40459632873535, 18.295902252197266, 19.193252563476562, 15.594985961914062, 17.192720413208008, 17.775314331054688, 17.943809509277344, 18.12103271484375, 17.385833740234375, 16.515682220458984, 17.174598693847656, 18.362031936645508, 18.062570571899414, 16.81925392150879, 17.624004364013672, 16.438737869262695, 17.842683792114258, 16.59314727783203, 18.481496810913086, 17.735074996948242, 16.488876342773438, 16.117517471313477, 18.739885330200195, 18.250770568847656, 15.507043838500977, 16.264556884765625, 16.527498245239258, 16.86507797241211, 17.49995994567871, 17.600507736206055, 17.0952205657959, 18.191234588623047, 17.79709815979004, 17.707204818725586, 16.99496841430664, 18.138700485229492, 17.790441513061523, 17.959604263305664, 17.595050811767578, 15.793954849243164, 15.90701675415039, 16.834978103637695, 17.409034729003906, 16.62063980102539, 17.835485458374023, 17.97603988647461, 17.275426864624023, 17.687458038330078, 17.032503128051758, 16.64708709716797, 16.45520782470703, 17.70989227294922, 16.214384078979492, 18.153669357299805, 18.268522262573242, 17.509300231933594, 17.677087783813477, 17.97624397277832, 17.866432189941406, 18.3508358001709, 18.832813262939453, 17.95513343811035, 18.752918243408203, 17.437610626220703, 18.131799697875977, 18.007354736328125, 17.320966720581055, 16.707490921020508, 16.962060928344727, 18.110797882080078, 16.257286071777344, 18.130611419677734, 16.36094856262207, 16.77151107788086, 18.34992027282715, 18.308837890625, 18.492353439331055, 17.955989837646484, 18.44228172302246, 17.918909072875977, 17.25494384765625, 17.51976776123047, 17.48422622680664, 17.382898330688477, 19.016613006591797, 17.014543533325195, 18.264808654785156, 18.760698318481445, 18.506595611572266, 16.288175582885742, 18.576969146728516, 17.54500961303711, 17.89337730407715, 18.45420265197754, 17.62154197692871, 16.954496383666992, 15.843317031860352, 15.822757720947266, 17.045297622680664, 17.55744171142578, 17.181758880615234, 17.17041015625, 16.436717987060547, 17.62076187133789, 16.243942260742188, 16.334672927856445, 16.922327041625977, 16.30135154724121, 17.766117095947266, 16.236082077026367, 18.006547927856445, 18.922584533691406, 19.099544525146484, 16.670080184936523, 18.270856857299805, 17.666873931884766, 16.30233383178711, 18.755172729492188, 18.669973373413086, 16.728723526000977, 17.940000534057617, 16.113069534301758, 17.97344970703125, 19.108905792236328, 17.46868896484375, 17.745418548583984, 18.27229881286621, 17.10413360595703, 18.37171173095703, 17.059356689453125, 16.78618049621582, 16.491918563842773, 16.44643783569336, 18.021642684936523, 16.373910903930664, 15.598421096801758, 17.449201583862305, 17.28650665283203, 17.364391326904297, 18.55864143371582, 18.396034240722656, 16.571455001831055, 17.48479652404785, 17.572673797607422, 17.56102180480957, 16.632373809814453, 16.966007232666016, 17.828500747680664, 17.78569984436035, 18.39670181274414, 17.890371322631836, 17.453533172607422, 16.68886375427246, 15.545378684997559, 16.879295349121094, 17.679256439208984, 18.936573028564453, 18.37279510498047, 17.368345260620117, 17.227922439575195, 16.16111946105957, 18.0048770904541, 18.05272674560547, 15.703322410583496, 16.283674240112305, 20.24401092529297, 17.52174949645996, 17.08708381652832, 17.71847152709961, 16.42632293701172, 17.861928939819336, 16.904338836669922, 17.34950065612793, 16.805870056152344, 15.649953842163086, 16.314970016479492, 18.852888107299805, 17.916818618774414, 16.926237106323242, 16.637231826782227, 18.82492446899414, 17.299989700317383, 19.05539321899414, 17.22220230102539, 16.72658920288086, 15.9159517288208, 15.969423294067383, 16.75480842590332, 18.557838439941406, 18.28546714782715, 17.060272216796875, 16.67538070678711, 18.454580307006836, 17.150964736938477, 17.227209091186523, 15.909358978271484, 18.520248413085938, 16.460575103759766, 18.16875457763672, 17.987606048583984, 18.101242065429688, 17.63800621032715, 17.94772720336914, 20.23536491394043, 17.31538200378418, 17.578500747680664, 17.295774459838867, 16.21493911743164, 17.40508460998535, 16.16109275817871, 16.774446487426758, 18.152284622192383, 19.028072357177734, 18.822856903076172, 16.77935791015625, 16.454612731933594, 17.47942352294922, 16.149593353271484, 15.828174591064453, 19.21080207824707, 17.798120498657227, 17.106752395629883, 18.2681941986084, 18.85688018798828, 16.458473205566406, 16.607135772705078, 17.780654907226562, 17.10602569580078, 16.003253936767578, 17.070798873901367, 16.823442459106445, 15.984509468078613, 17.180259704589844, 17.956377029418945, 16.73433494567871, 17.848155975341797, 15.956070899963379, 16.82765007019043, 18.825374603271484, 17.784360885620117, 16.796430587768555, 17.822036743164062, 17.410215377807617, 16.792173385620117, 16.222949981689453, 18.863971710205078, 16.504940032958984, 16.678770065307617, 17.06093978881836, 17.207691192626953, 16.82810401916504, 16.2134952545166, 18.106857299804688, 15.686029434204102, 17.241392135620117, 18.100379943847656, 18.69913673400879, 18.002817153930664, 16.87396812438965, 16.17964744567871, 18.88874053955078, 17.15256118774414, 17.559429168701172, 18.40279769897461, 15.84406852722168, 17.118946075439453, 17.270668029785156, 17.254161834716797, 17.401498794555664, 17.11491584777832, 17.73819923400879, 17.196670532226562, 17.495037078857422, 16.220619201660156, 18.117111206054688, 15.680912971496582, 17.970773696899414, 16.78592872619629, 17.450834274291992, 17.577144622802734, 18.31488609313965, 18.125627517700195, 19.001840591430664, 17.73128318786621, 17.682588577270508, 17.479419708251953, 17.957839965820312, 16.605710983276367, 16.97774887084961, 18.546085357666016, 17.119443893432617, 16.446557998657227, 17.0056095123291, 18.399282455444336, 17.280559539794922, 18.904151916503906, 17.413414001464844, 15.923133850097656, 18.664461135864258, 18.207101821899414, 18.9433650970459, 15.945602416992188, 16.64040184020996, 18.365421295166016, 15.695151329040527, 17.77707290649414, 18.84770965576172, 17.346078872680664, 16.471067428588867, 15.752098083496094, 16.820053100585938, 18.584386825561523, 16.378942489624023, 17.961776733398438, 16.021697998046875, 17.36180305480957, 18.619298934936523, 16.577239990234375, 16.443029403686523, 17.949567794799805, 17.757823944091797, 18.35504150390625, 15.592458724975586, 18.158052444458008, 17.967275619506836, 17.958520889282227, 17.72553062438965, 18.83185577392578, 18.122392654418945, 17.216405868530273, 17.241378784179688, 16.319957733154297, 17.308996200561523, 16.931690216064453, 16.081710815429688, 18.012554168701172, 17.834081649780273, 17.69215202331543, 18.92365074157715, 16.68397331237793, 18.230403900146484, 16.681196212768555, 17.68814468383789, 17.162612915039062, 17.696420669555664, 17.34119415283203, 16.53077507019043, 15.63204574584961, 18.864099502563477, 16.806657791137695, 18.124319076538086, 18.123472213745117, 17.334571838378906, 18.544509887695312, 17.588520050048828, 17.399288177490234, 16.78363609313965, 15.907877922058105, 16.830808639526367, 17.270631790161133, 18.525259017944336, 18.809730529785156, 18.40524673461914, 18.934642791748047, 16.29314422607422, 18.0604305267334, 17.120689392089844, 18.002286911010742, 16.759807586669922, 19.14270782470703, 18.026323318481445, 17.9777889251709, 20.26082992553711, 16.3410587310791, 15.5578031539917, 18.197111129760742, 17.504209518432617, 18.173309326171875, 18.59016227722168, 17.700136184692383, 18.71803092956543, 17.946657180786133, 18.977384567260742, 18.057907104492188, 18.396299362182617, 17.25174331665039, 17.550981521606445, 17.881725311279297, 18.150606155395508, 18.556737899780273, 18.155620574951172, 16.28305435180664, 16.663660049438477, 16.70016860961914, 18.37201690673828, 16.82755470275879, 18.427982330322266, 17.741506576538086, 18.76351547241211, 16.798412322998047, 18.361156463623047, 16.813377380371094, 17.2034854888916, 17.362062454223633, 17.617502212524414, 18.85151481628418, 18.45940399169922, 17.357181549072266, 17.314109802246094, 18.19657325744629, 17.90842628479004, 18.248247146606445, 20.102195739746094, 18.302724838256836, 17.305452346801758, 16.080373764038086, 16.482454299926758, 17.911113739013672, 17.890613555908203, 17.939071655273438, 15.860187530517578, 17.76375961303711, 17.641313552856445, 17.230098724365234, 17.336421966552734, 16.8370418548584, 20.209081649780273, 17.29688262939453, 16.502836227416992, 17.032318115234375, 17.197986602783203, 17.620973587036133, 15.896865844726562, 16.2625732421875, 16.607097625732422, 20.312055587768555, 17.499000549316406, 16.926809310913086, 17.662851333618164, 18.490697860717773, 17.586360931396484, 17.096647262573242, 18.68857192993164, 17.445575714111328, 16.043886184692383, 17.07427215576172, 18.58692169189453, 18.162599563598633, 17.17331314086914, 17.142520904541016, 16.593734741210938, 17.691518783569336, 18.734811782836914, 16.997600555419922, 16.427595138549805, 16.573974609375, 17.7956600189209, 18.392208099365234, 17.185876846313477, 17.774965286254883, 17.136600494384766, 19.09172821044922, 18.047449111938477, 16.24122428894043, 17.86623191833496, 18.54349136352539, 16.853775024414062, 17.166271209716797, 17.848800659179688, 16.778200149536133, 16.915544509887695, 18.05622100830078, 18.654470443725586, 16.58301544189453, 16.177701950073242, 18.00394058227539, 18.207172393798828, 16.527164459228516, 16.599695205688477, 18.692657470703125, 18.408885955810547, 17.79600715637207, 17.262371063232422, 18.256175994873047, 17.177461624145508, 17.833709716796875, 16.012432098388672, 17.48223304748535, 16.11066246032715, 17.19454002380371, 16.734264373779297, 17.70403480529785, 17.895343780517578, 16.628904342651367, 18.90321922302246, 17.24864387512207, 16.85368537902832, 16.752836227416992, 18.06110191345215, 18.16225242614746, 16.291425704956055, 16.659780502319336, 18.214107513427734, 17.11080551147461, 17.20633888244629, 17.267927169799805, 18.168119430541992, 18.15156364440918, 18.725378036499023, 17.095890045166016, 17.308971405029297, 19.045124053955078, 17.804370880126953, 17.297151565551758, 17.31369400024414, 17.497766494750977, 18.242259979248047, 15.926061630249023, 16.243858337402344, 16.42139434814453, 15.912225723266602, 17.466032028198242, 15.653886795043945, 18.239042282104492, 17.501420974731445, 17.430072784423828, 18.383058547973633, 17.415714263916016, 15.878519058227539, 16.63878631591797, 19.753915786743164, 15.785720825195312, 17.788530349731445, 16.81196403503418, 18.155237197875977, 17.087711334228516, 16.117691040039062, 17.412500381469727, 19.35017204284668, 19.109588623046875, 17.867128372192383, 17.11075782775879, 18.694368362426758, 18.40287971496582, 17.43602752685547, 17.73316192626953, 18.45961570739746, 17.683242797851562, 17.245309829711914, 18.94933319091797, 18.927486419677734, 17.443939208984375, 18.70390510559082, 15.839566230773926, 16.70201301574707, 17.689908981323242, 18.464900970458984, 16.57402992248535, 18.23651695251465, 17.647207260131836, 17.16688346862793, 16.71401596069336, 17.284950256347656, 16.376220703125, 18.807485580444336, 16.426729202270508, 16.38907814025879, 19.107900619506836, 17.023300170898438, 18.032865524291992, 17.814922332763672, 15.647746086120605, 18.654335021972656, 17.49705696105957, 17.60837745666504, 17.846975326538086, 17.366165161132812, 18.406944274902344, 16.235546112060547, 17.92447280883789, 17.41516876220703, 18.393800735473633, 16.38479232788086, 18.98695945739746, 17.42662811279297, 16.160066604614258, 16.30759620666504, 17.86174964904785, 17.23438835144043, 18.71916389465332, 17.931167602539062, 18.394794464111328, 17.214330673217773, 19.191125869750977, 15.987879753112793, 18.12880516052246, 15.628998756408691, 18.492034912109375, 17.22270965576172, 16.74573516845703, 17.675533294677734, 17.132814407348633, 17.39529800415039, 17.772260665893555, 17.31943702697754, 17.162708282470703, 15.701154708862305, 18.335031509399414, 17.580289840698242, 16.018901824951172, 18.08555030822754, 17.81732749938965, 17.820938110351562, 17.7604923248291, 15.686029434204102, 18.629316329956055, 18.732772827148438, 16.291141510009766, 17.717166900634766, 16.89946937561035, 16.225994110107422, 15.919249534606934, 18.13265609741211, 18.264087677001953, 17.92531394958496, 19.05954933166504, 18.061786651611328, 18.24504280090332, 15.718774795532227, 18.996871948242188, 16.79850196838379, 17.564247131347656, 18.949369430541992, 16.637760162353516, 17.088272094726562, 17.170772552490234, 17.209199905395508, 18.67457389831543, 17.65830421447754, 19.062898635864258, 17.72853660583496, 18.628826141357422, 15.778985023498535, 16.333932876586914, 17.28069305419922, 18.19121551513672, 18.732189178466797, 17.771146774291992, 17.07252311706543, 16.40459632873535, 17.947826385498047, 18.601211547851562, 17.07465934753418, 17.499637603759766, 17.22686004638672, 16.620342254638672, 17.128950119018555, 17.265283584594727, 18.385723114013672, 15.644436836242676, 16.228500366210938, 17.505388259887695, 16.19093132019043, 17.41338348388672, 16.744434356689453, 17.039798736572266, 16.260597229003906, 17.80321502685547, 17.416278839111328, 17.582521438598633, 18.307369232177734, 18.442171096801758, 18.113250732421875, 18.823060989379883, 17.93935775756836, 17.562320709228516, 18.789304733276367, 15.853391647338867, 16.886043548583984, 18.947940826416016, 15.840316772460938, 16.076112747192383, 18.640281677246094, 18.2270565032959, 17.330480575561523, 17.278186798095703, 17.127161026000977, 16.63884925842285, 16.84442901611328, 18.26156234741211, 16.9012451171875, 17.494726181030273, 16.977262496948242, 17.052675247192383, 17.914539337158203, 17.95319938659668, 16.46611213684082, 18.090484619140625, 18.300058364868164, 18.205463409423828, 18.575637817382812, 15.625153541564941, 17.675168991088867, 18.108304977416992, 19.066564559936523, 17.590059280395508, 17.2780818939209, 17.232927322387695, 15.980429649353027, 18.713573455810547, 18.088350296020508, 18.126617431640625, 18.25128173828125, 18.695528030395508, 17.0844669342041, 17.168415069580078, 16.648998260498047, 15.936272621154785, 19.033870697021484, 17.774192810058594, 17.34255027770996, 17.942798614501953, 18.25108528137207, 18.769210815429688, 17.690582275390625, 17.543668746948242, 16.11593246459961, 16.036712646484375, 17.516958236694336, 17.49738311767578, 18.35504150390625, 17.488134384155273, 17.075420379638672, 17.872615814208984, 17.447683334350586, 18.11783790588379, 17.33157730102539, 17.099925994873047, 17.086875915527344, 16.1038875579834, 18.918577194213867, 16.976829528808594, 17.56923484802246, 18.75877571105957, 16.532119750976562, 18.950441360473633, 16.40137481689453, 18.151681900024414, 16.627347946166992, 16.91952133178711, 18.479639053344727, 18.655376434326172, 17.407514572143555, 16.3154239654541, 18.492576599121094, 16.10547637939453, 16.528621673583984, 18.35228729248047, 17.63713264465332, 17.044540405273438, 16.6818790435791, 18.677379608154297, 15.734716415405273, 17.9797306060791, 16.844816207885742, 16.390850067138672, 17.854475021362305, 17.663490295410156, 17.976364135742188, 18.487165451049805, 15.95793342590332, 18.609411239624023, 16.714962005615234, 18.18578338623047, 17.156543731689453, 19.066917419433594, 16.207857131958008, 17.784709930419922, 15.573740005493164, 16.111106872558594, 17.205759048461914, 17.07357406616211, 17.291128158569336, 16.484304428100586, 18.503393173217773, 16.639562606811523, 16.766862869262695, 16.720258712768555, 18.472291946411133, 17.84454917907715, 16.587059020996094, 18.94197654724121, 16.339282989501953, 19.109188079833984, 18.8692684173584, 19.053457260131836, 16.90845489501953, 18.11285972595215, 18.55030632019043, 18.31922149658203, 17.477293014526367, 15.753874778747559, 17.589555740356445, 18.681766510009766, 17.180322647094727, 16.07142448425293, 18.5693416595459, 17.271678924560547, 16.66842269897461, 17.799911499023438, 17.505151748657227, 17.894521713256836, 19.088212966918945, 16.039499282836914, 16.786649703979492, 18.161521911621094, 16.095657348632812, 17.528852462768555, 17.984148025512695, 17.926292419433594, 16.289546966552734, 15.595781326293945, 16.432477951049805, 17.08185386657715, 18.41048240661621, 16.926233291625977, 16.04552459716797, 17.839609146118164, 17.68736457824707, 17.05169677734375, 17.66634178161621, 18.269121170043945, 16.15098762512207, 18.358989715576172, 17.194089889526367, 16.11164093017578, 15.993578910827637, 16.607431411743164, 15.998141288757324, 17.080535888671875, 17.613229751586914, 17.942537307739258, 17.7788143157959, 18.51569366455078, 18.831130981445312, 16.534404754638672, 18.752403259277344, 18.048828125, 20.2460994720459, 18.241594314575195, 17.504724502563477, 17.639202117919922, 15.880817413330078, 18.905698776245117, 17.45182228088379, 17.944337844848633, 18.260751724243164, 18.19353485107422, 17.168315887451172, 16.557722091674805, 17.058591842651367, 16.545936584472656, 18.561630249023438, 17.710784912109375, 17.878498077392578, 16.9763240814209, 17.27232551574707, 16.882587432861328, 18.801746368408203, 17.667604446411133, 17.462772369384766, 18.614479064941406, 16.85080337524414, 16.839414596557617, 16.73813819885254, 17.21504783630371, 16.054529190063477, 18.588998794555664, 18.78815460205078, 16.995481491088867, 17.40736198425293, 17.69122314453125, 17.516071319580078, 18.358516693115234, 17.992076873779297, 16.47782325744629, 18.219852447509766, 19.09006690979004, 16.682661056518555, 18.206018447875977, 16.5090389251709, 16.77186393737793, 17.8931827545166, 16.487548828125, 18.199203491210938, 18.757205963134766, 16.700735092163086, 17.47295570373535, 17.951250076293945, 17.387990951538086, 16.357099533081055, 20.24725914001465, 17.08819007873535, 18.680044174194336, 18.770973205566406, 17.966510772705078, 19.154464721679688, 17.76816749572754, 16.680932998657227, 17.283052444458008, 15.644075393676758, 17.649185180664062, 16.50362205505371, 18.222923278808594, 17.995834350585938, 16.205265045166016, 17.808320999145508, 16.979585647583008, 18.25138282775879, 16.89783477783203, 17.311172485351562, 15.7514009475708, 17.837295532226562, 17.84071922302246, 17.24156379699707, 16.08855438232422, 16.107959747314453, 17.754756927490234, 15.85934066772461, 17.585830688476562, 16.43651008605957, 18.721820831298828, 18.52945327758789, 15.945804595947266, 16.84881019592285, 18.837966918945312, 17.40868377685547, 18.788639068603516, 16.476505279541016, 17.9538631439209, 16.834552764892578, 18.53011131286621, 19.187829971313477, 18.149173736572266, 18.433259963989258, 16.445959091186523, 18.40498924255371, 17.17154884338379, 16.503332138061523, 18.69792366027832, 18.177997589111328, 16.94936180114746, 17.74786376953125, 16.560184478759766, 18.687652587890625, 17.93453025817871, 18.56822395324707, 17.082674026489258, 17.7075252532959, 16.797048568725586, 20.344955444335938, 17.261077880859375, 17.06448745727539, 18.344345092773438, 17.642532348632812, 18.240596771240234, 18.520557403564453, 16.8742733001709, 17.373695373535156, 16.751081466674805, 18.606420516967773, 18.14869499206543, 16.482633590698242, 18.897062301635742, 16.42658042907715, 16.574071884155273, 16.062942504882812, 15.637969017028809, 16.180875778198242, 18.189722061157227, 18.845611572265625, 18.714296340942383, 16.663528442382812, 15.936576843261719, 18.219436645507812, 18.52825164794922, 16.48569107055664, 18.22814178466797, 17.071107864379883, 16.923437118530273, 17.56985855102539, 16.99785614013672, 18.580080032348633, 18.14980125427246, 16.61282730102539, 17.563770294189453, 16.065185546875, 16.064788818359375, 17.271074295043945, 18.857816696166992, 18.788101196289062, 15.490062713623047, 18.636056900024414, 18.707897186279297, 16.454574584960938, 16.691822052001953, 16.53304100036621, 18.724721908569336, 16.199905395507812, 17.167875289916992, 16.026201248168945, 18.06193733215332, 17.211397171020508, 16.32514190673828, 17.537437438964844, 18.21728515625, 16.1038761138916, 16.356300354003906, 18.095945358276367, 17.390857696533203, 18.777175903320312, 18.757131576538086, 16.840654373168945, 18.426048278808594, 17.035202026367188, 18.5240421295166, 17.318103790283203, 17.876203536987305, 18.021772384643555, 17.65535545349121, 18.004323959350586, 16.80116844177246, 18.020063400268555, 16.261255264282227, 16.455842971801758, 18.630056381225586, 17.005680084228516, 18.036853790283203, 18.370189666748047, 16.86033821105957, 17.821195602416992, 18.15862274169922, 15.812433242797852, 16.48046875, 16.082901000976562, 18.106956481933594, 19.176010131835938, 17.72821617126465, 17.75120735168457, 17.504201889038086, 18.9466552734375, 15.988442420959473, 16.931852340698242, 16.661378860473633, 18.753223419189453, 19.082286834716797, 17.421463012695312, 17.158823013305664, 18.71784782409668, 17.13300323486328, 19.273075103759766, 18.003171920776367, 17.874975204467773, 17.979061126708984, 17.65138053894043, 17.739545822143555, 18.691423416137695, 18.090885162353516, 16.41731834411621, 18.263408660888672, 17.392959594726562, 16.790040969848633, 18.338808059692383, 16.720848083496094, 18.297361373901367, 17.098289489746094, 16.124465942382812, 17.875530242919922, 17.20171356201172, 18.23636245727539, 16.376331329345703, 17.360076904296875, 18.669363021850586, 17.295034408569336, 18.316572189331055, 19.24532127380371, 18.33047866821289, 18.476533889770508, 18.495927810668945, 16.726322174072266, 17.11092758178711, 17.9464168548584, 16.355140686035156, 19.015886306762695, 16.029678344726562, 17.878841400146484, 17.474428176879883, 19.01247215270996, 18.2871150970459, 20.158790588378906, 16.016748428344727, 18.80649185180664, 18.735387802124023, 18.375919342041016, 17.630613327026367, 17.597043991088867, 17.870149612426758, 16.824298858642578, 16.744125366210938, 16.998991012573242, 18.246379852294922, 17.795869827270508, 18.2929744720459, 16.39472007751465, 16.420433044433594, 16.129661560058594, 16.972148895263672, 16.81195068359375, 17.332223892211914, 17.114055633544922, 16.73961639404297, 18.11219024658203, 16.710336685180664, 17.450159072875977, 18.704050064086914, 18.406421661376953, 17.689729690551758, 17.43724250793457, 18.773571014404297, 18.587608337402344, 16.094558715820312, 17.680269241333008, 16.98648452758789, 18.271461486816406, 17.68077278137207, 18.651945114135742, 18.725324630737305, 17.938966751098633, 18.912216186523438, 18.240880966186523, 18.818050384521484, 16.256546020507812, 18.39098358154297, 18.418529510498047, 18.056842803955078, 16.140825271606445, 18.013044357299805, 17.912416458129883, 15.593550682067871, 15.908381462097168, 16.69331932067871, 17.462234497070312, 17.979280471801758, 17.07085418701172, 15.615787506103516, 18.111494064331055, 16.135940551757812, 17.274669647216797, 16.18263053894043, 16.684988021850586, 18.412464141845703, 16.420793533325195, 18.08652114868164, 18.421384811401367, 17.25709342956543, 17.496198654174805, 17.323516845703125, 18.269363403320312, 15.901071548461914, 15.878325462341309, 16.34371566772461, 16.674306869506836, 16.266969680786133, 17.54815101623535, 18.417430877685547, 17.948572158813477, 17.360109329223633, 15.915508270263672, 17.765823364257812, 16.894641876220703, 16.62540626525879, 16.400943756103516, 17.768056869506836, 18.899497985839844, 15.91781997680664, 17.61452293395996, 18.00969886779785, 15.84715461730957, 17.209375381469727, 18.851409912109375, 18.921720504760742, 18.232669830322266, 18.9129581451416, 18.21090316772461, 17.8475341796875, 18.380857467651367, 16.761245727539062, 17.567710876464844, 16.429967880249023, 16.80762481689453, 17.71378517150879, 17.473567962646484, 17.328659057617188, 17.526456832885742, 18.384050369262695, 18.402196884155273, 17.973018646240234, 16.71671485900879, 15.899962425231934, 17.91893196105957, 18.604625701904297, 18.428442001342773, 16.556182861328125, 18.58243751525879, 16.819660186767578, 18.472793579101562, 16.20232582092285, 17.58513832092285, 18.183263778686523, 17.499204635620117, 17.191144943237305, 17.282705307006836, 19.210704803466797, 19.995037078857422, 17.882081985473633, 18.364063262939453, 16.983142852783203, 17.139497756958008, 15.575095176696777, 17.02658462524414, 15.997970581054688, 19.283601760864258, 17.226680755615234, 16.112958908081055, 16.82246971130371, 15.661043167114258, 16.934303283691406, 18.242116928100586, 15.974163055419922, 18.111360549926758, 18.504741668701172, 17.749813079833984, 19.052101135253906, 17.975479125976562, 17.594327926635742, 17.878986358642578, 17.637969970703125, 18.757156372070312, 17.987930297851562, 17.75258445739746, 17.843505859375, 16.516263961791992, 16.5335636138916, 18.863418579101562, 17.130754470825195, 18.11589241027832, 17.793128967285156, 18.200443267822266, 17.594823837280273, 18.241188049316406, 18.43727684020996, 17.287574768066406, 16.92999839782715, 16.53687858581543, 16.426963806152344, 17.660228729248047, 17.166950225830078, 17.65498161315918, 15.616303443908691, 20.1384334564209, 18.574153900146484, 17.055171966552734, 17.187959671020508, 17.964725494384766, 16.04787826538086, 16.942655563354492, 15.97560977935791, 17.654462814331055, 17.49386215209961, 16.3800048828125, 18.306182861328125, 15.74203872680664, 17.821746826171875, 17.83863639831543, 18.365575790405273, 17.69338607788086, 17.11156463623047, 15.996071815490723, 17.5522403717041, 17.750354766845703, 17.83216667175293, 16.466358184814453, 17.137540817260742, 17.938291549682617, 17.67207145690918, 17.195728302001953, 15.779305458068848, 18.8029727935791, 17.62760353088379, 17.729604721069336, 18.756973266601562, 17.36216926574707, 17.251680374145508, 16.13951301574707, 18.933311462402344, 17.773469924926758, 18.093189239501953, 16.527950286865234, 16.594207763671875, 18.52256965637207, 15.504057884216309, 16.592262268066406, 18.46944236755371, 15.951993942260742, 16.281856536865234, 17.539642333984375, 18.890066146850586, 15.87851333618164, 18.027650833129883, 17.562124252319336, 18.39663314819336, 17.092615127563477, 18.546241760253906, 17.40730094909668, 17.75410270690918, 17.241601943969727, 18.270200729370117, 16.7710018157959, 15.489339828491211, 18.481645584106445, 16.02341651916504, 18.756168365478516, 17.33197784423828, 17.09294319152832, 17.022380828857422, 15.547601699829102, 15.68349552154541, 17.824684143066406, 17.94374656677246, 16.37506866455078, 15.6285400390625, 16.7574405670166, 17.758543014526367, 16.456544876098633, 17.645967483520508, 17.926944732666016, 16.629098892211914, 16.772409439086914, 16.931373596191406, 17.363632202148438, 16.637277603149414, 15.89018440246582, 18.937280654907227, 17.581308364868164, 18.953081130981445, 19.087867736816406, 17.06928253173828, 17.203174591064453, 15.910876274108887, 18.082468032836914, 15.694231033325195, 17.542150497436523, 16.850061416625977, 18.748476028442383, 17.184772491455078, 18.239166259765625, 17.43954086303711, 17.664939880371094, 17.73661231994629, 18.42307472229004, 17.678619384765625, 17.392793655395508, 17.785181045532227, 18.214372634887695, 18.302152633666992, 16.757993698120117, 18.277263641357422, 18.057710647583008, 16.942808151245117, 17.658416748046875, 17.105239868164062, 17.06315803527832, 17.192651748657227, 17.503799438476562, 16.865909576416016, 17.446523666381836, 15.989416122436523, 16.388778686523438, 16.570171356201172, 17.953487396240234, 18.79418182373047, 17.260099411010742, 17.650739669799805, 16.52716064453125, 16.884737014770508, 18.493783950805664, 18.040605545043945, 18.204042434692383, 18.482437133789062, 17.938283920288086, 17.468364715576172, 17.021045684814453, 18.218944549560547, 16.10588264465332, 18.373693466186523, 16.363204956054688, 16.645177841186523, 18.087200164794922, 18.165557861328125, 17.79405403137207, 17.90713882446289, 16.998027801513672, 17.72597885131836, 17.796512603759766, 18.43756675720215, 18.352067947387695, 15.933366775512695, 17.150026321411133, 16.21974754333496, 16.523290634155273, 17.126243591308594, 18.49273109436035, 15.598650932312012, 15.662095069885254, 16.604307174682617, 17.750200271606445, 18.42495346069336, 17.530839920043945, 15.849167823791504, 17.862234115600586, 17.253753662109375, 17.779125213623047, 16.149343490600586, 18.245023727416992, 17.99546241760254, 16.45991325378418, 18.066207885742188, 16.504716873168945, 15.636899948120117, 16.731752395629883, 18.8502254486084, 17.011302947998047, 17.335750579833984, 17.156917572021484, 18.41439437866211, 17.6926326751709, 17.973325729370117, 18.089441299438477, 17.134050369262695, 16.272254943847656, 17.667728424072266, 16.995807647705078, 16.658248901367188, 16.552284240722656, 18.437267303466797, 17.4337158203125, 17.749155044555664, 16.15026092529297, 18.913841247558594, 17.232900619506836, 16.995346069335938, 17.751976013183594, 17.6723690032959, 15.785743713378906, 19.349760055541992, 16.530298233032227, 17.165637969970703, 16.313499450683594, 18.138418197631836, 19.068410873413086, 17.014019012451172, 16.38157081604004, 18.008609771728516, 17.321353912353516, 18.74965476989746, 17.576175689697266, 17.952770233154297, 17.833755493164062, 16.47447967529297, 15.870454788208008, 18.33911895751953, 16.901763916015625, 18.74898338317871, 17.57552146911621, 17.709808349609375, 18.469575881958008, 16.664798736572266, 18.464216232299805, 18.636598587036133, 16.719799041748047, 15.8989896774292, 18.423797607421875, 17.678455352783203, 16.566457748413086, 16.604990005493164, 17.368545532226562, 17.95047378540039, 16.523191452026367, 17.0593318939209, 17.46040153503418, 16.35224723815918, 18.48858642578125, 16.857439041137695, 16.206586837768555, 16.67156219482422, 17.705698013305664, 16.724361419677734, 18.27998924255371, 17.62510871887207, 16.929676055908203, 16.29561424255371, 18.502256393432617, 17.317935943603516, 18.085031509399414, 18.144485473632812, 19.124969482421875, 17.429367065429688, 17.83031463623047, 16.04156494140625, 17.79523277282715, 16.395061492919922, 17.060321807861328, 18.317676544189453, 17.86221694946289, 18.390674591064453, 16.484264373779297, 16.59239959716797, 16.710180282592773, 16.423980712890625, 15.980708122253418, 17.172443389892578, 18.839595794677734, 18.199806213378906, 18.87481117248535, 16.523834228515625, 16.685850143432617, 18.24102210998535, 17.047239303588867, 19.110218048095703, 18.28846549987793, 17.52190399169922, 17.397390365600586, 17.88741683959961, 17.578176498413086, 17.210792541503906, 16.4332275390625, 17.279903411865234, 17.103515625, 16.730573654174805, 16.34792137145996, 16.50727081298828, 17.322311401367188, 17.028684616088867, 17.004640579223633, 19.016550064086914, 16.823928833007812, 16.513046264648438, 18.769594192504883, 17.911590576171875, 17.835723876953125, 17.766494750976562, 17.048221588134766, 16.52314567565918, 18.99866485595703, 18.006458282470703, 15.660812377929688, 19.142446517944336, 15.795821189880371, 18.355249404907227, 16.550251007080078, 16.956228256225586, 17.74419403076172, 17.477569580078125, 16.829448699951172, 17.147964477539062, 16.14876937866211, 15.98632526397705, 15.78394889831543, 17.206872940063477, 17.96161460876465, 16.21993637084961, 18.45473861694336, 17.87522315979004, 17.619524002075195, 15.618376731872559, 16.080636978149414, 18.22348976135254, 16.34031867980957, 17.21585464477539, 17.3110294342041, 18.801977157592773, 17.883127212524414, 17.09333038330078, 17.59981918334961, 18.7675724029541, 18.893762588500977, 15.871476173400879, 18.122392654418945, 17.606536865234375, 17.632558822631836, 16.578126907348633, 17.69774627685547, 17.908090591430664, 17.48149299621582, 17.86286163330078, 16.602075576782227, 17.212486267089844, 17.851760864257812, 16.556196212768555, 16.967485427856445, 16.372283935546875, 17.760568618774414, 15.640941619873047, 17.688596725463867, 15.91970157623291, 18.020002365112305, 17.948556900024414, 18.348501205444336, 16.909473419189453, 20.090150833129883, 15.758686065673828, 17.89143943786621, 16.629093170166016, 17.852828979492188, 18.194841384887695, 17.126869201660156, 16.918066024780273, 15.9088773727417, 17.09267234802246, 18.688180923461914, 17.039880752563477, 17.733671188354492, 17.239347457885742, 18.472848892211914, 16.933523178100586, 17.606292724609375, 17.817489624023438, 19.061790466308594, 17.737934112548828, 16.721454620361328, 16.818218231201172, 18.40997314453125, 19.106494903564453, 18.550167083740234, 17.2428035736084, 16.785682678222656, 18.325103759765625, 17.58454704284668, 16.18989372253418, 17.749847412109375, 17.2596435546875, 17.971349716186523, 17.550424575805664, 16.866376876831055, 17.02017593383789, 18.88059425354004, 18.554424285888672, 16.098552703857422, 19.136375427246094, 16.054248809814453, 18.634624481201172, 17.466583251953125, 16.911785125732422, 17.4649658203125, 17.984020233154297, 17.356155395507812, 17.61473846435547, 17.690168380737305, 16.816436767578125, 16.989383697509766, 17.39089584350586, 16.143022537231445, 18.125898361206055, 17.782968521118164, 18.785232543945312, 16.829612731933594, 17.779909133911133, 17.338153839111328, 18.892541885375977, 17.66815757751465, 17.80069351196289, 18.641252517700195, 19.067270278930664, 16.25826072692871, 17.530445098876953, 17.762025833129883, 19.959484100341797, 19.137590408325195, 17.724950790405273, 17.220216751098633, 17.720596313476562, 17.751399993896484, 17.001317977905273, 18.209407806396484, 18.079347610473633, 19.03540802001953, 17.54863929748535, 17.278627395629883, 16.91274642944336, 16.725339889526367, 16.531658172607422, 17.763336181640625, 17.5311336517334, 18.253936767578125, 17.380573272705078, 15.672703742980957, 18.59766960144043, 17.41817855834961, 17.687435150146484, 16.613454818725586, 16.97922134399414, 17.470674514770508, 18.95611572265625, 17.975521087646484, 18.32514762878418, 18.696638107299805, 18.340484619140625, 15.86159896850586, 17.808992385864258, 16.063764572143555, 17.836740493774414, 17.795042037963867, 17.903051376342773, 17.42982292175293, 17.811111450195312, 18.092811584472656, 18.584253311157227, 18.633440017700195, 16.51385498046875, 16.776185989379883, 18.207538604736328, 19.06349754333496, 16.283939361572266, 16.888734817504883, 17.457740783691406, 17.963424682617188, 17.02139663696289, 17.84636878967285, 18.64038848876953, 16.468965530395508, 17.356365203857422, 17.560361862182617, 18.544921875, 17.29722785949707, 18.94704246520996, 17.043886184692383, 16.151718139648438, 16.678667068481445, 17.31192398071289, 18.56586456298828, 17.655475616455078, 17.257137298583984, 17.718181610107422, 16.10094451904297, 17.253713607788086, 16.77107810974121, 18.177202224731445, 18.872507095336914, 18.32792091369629, 16.461225509643555, 16.83199119567871, 18.416845321655273, 16.729825973510742, 18.279678344726562, 16.500770568847656, 15.887503623962402, 20.000961303710938, 17.88928985595703, 17.775510787963867, 16.012496948242188, 18.024198532104492, 16.123741149902344, 15.651702880859375, 16.572431564331055, 17.704681396484375, 16.839059829711914, 16.000972747802734, 17.695140838623047, 17.44367218017578, 18.405141830444336, 17.705036163330078, 17.73060417175293, 18.273632049560547, 16.39459991455078, 18.90092658996582, 17.972814559936523, 17.710466384887695, 16.53656578063965, 16.06857681274414, 16.511241912841797, 18.08823013305664, 17.986541748046875, 16.90182113647461, 17.630821228027344, 16.226978302001953, 17.980525970458984, 17.16663932800293, 15.762045860290527, 18.910472869873047, 16.162757873535156, 18.117891311645508, 16.86063575744629, 18.254133224487305, 16.867212295532227, 18.0113525390625, 18.18768310546875, 18.052274703979492, 15.611174583435059, 17.33092498779297, 18.968795776367188, 16.772260665893555, 15.73429012298584, 17.322795867919922, 16.63054084777832, 18.48225212097168, 16.271284103393555, 16.268848419189453, 16.6047420501709, 16.421377182006836, 16.707727432250977, 17.196914672851562, 17.537961959838867, 16.45256233215332, 18.138612747192383, 18.670700073242188, 18.027217864990234, 18.617944717407227, 17.513437271118164, 18.378793716430664, 18.330747604370117, 18.255107879638672, 18.145265579223633, 18.858863830566406, 16.140806198120117, 17.458288192749023, 18.03086280822754, 17.55357551574707, 17.637603759765625, 17.407075881958008, 17.742408752441406, 17.455642700195312, 16.898906707763672, 17.054298400878906, 17.556087493896484, 18.796335220336914, 18.816869735717773, 17.0790958404541, 18.134078979492188, 18.805315017700195, 17.698774337768555, 17.78691864013672, 15.944465637207031, 16.61663055419922, 18.634214401245117, 19.170669555664062, 17.258054733276367, 17.716705322265625, 17.775487899780273, 16.902587890625, 17.495723724365234, 18.4067325592041, 18.856266021728516, 16.04666519165039, 17.49848175048828, 17.149272918701172, 17.376707077026367, 18.391971588134766, 16.113950729370117, 16.573930740356445, 18.768877029418945, 18.66946792602539, 15.859986305236816, 19.00105857849121, 18.811098098754883, 17.63167953491211, 16.01026725769043, 16.592599868774414, 17.645557403564453, 18.8045654296875, 17.12445068359375, 18.7716007232666, 18.798259735107422, 17.053691864013672, 16.993099212646484, 17.349685668945312, 17.22031593322754, 16.72374153137207, 18.876983642578125, 16.947494506835938, 18.25052261352539, 17.814754486083984, 18.224302291870117, 17.54897117614746, 16.459455490112305, 16.137561798095703, 18.499727249145508, 17.537126541137695, 18.149320602416992, 18.540353775024414, 18.686384201049805, 16.249156951904297, 17.06184196472168, 18.237844467163086, 17.153087615966797, 18.0321044921875, 19.101726531982422, 17.118301391601562, 15.980707168579102, 18.615102767944336, 18.659526824951172, 16.088363647460938, 16.067859649658203, 16.264293670654297, 18.02024269104004, 16.316715240478516, 18.573402404785156, 16.188535690307617, 18.536239624023438, 17.769010543823242, 18.899152755737305, 17.345623016357422, 17.809139251708984, 17.818485260009766, 17.369726181030273, 17.02423667907715, 17.762928009033203, 17.731632232666016, 17.65428924560547, 17.59727668762207, 15.958029747009277, 17.10950469970703, 17.08357810974121, 17.80408477783203, 18.09787368774414, 17.527524948120117, 15.57363224029541, 18.816858291625977, 15.934123039245605, 17.731176376342773, 16.934181213378906, 18.06447410583496, 16.531444549560547, 17.770950317382812, 18.40056610107422, 16.303543090820312, 17.982511520385742, 18.860342025756836, 17.298812866210938, 16.95193862915039, 18.37881851196289, 18.3513126373291, 17.685100555419922, 18.686717987060547, 18.182144165039062, 18.36713218688965, 17.039535522460938, 18.368167877197266, 17.519878387451172, 16.690780639648438, 18.686464309692383, 18.39557647705078, 17.711139678955078, 18.915746688842773, 17.509347915649414, 18.151752471923828, 16.653310775756836, 16.44510841369629, 16.86338996887207, 16.402353286743164, 18.88663101196289, 17.108570098876953, 18.049318313598633, 16.956586837768555, 19.18798828125, 18.717330932617188, 18.821611404418945, 20.22662925720215, 18.39912986755371, 16.425031661987305, 18.342416763305664, 17.577533721923828, 18.873607635498047, 15.533211708068848, 17.61715316772461, 18.03630828857422, 18.088346481323242, 18.193614959716797, 16.74652862548828, 16.48918342590332, 17.90699005126953, 18.521255493164062, 16.114194869995117, 15.896775245666504, 18.19094467163086, 16.595478057861328, 17.354461669921875, 18.167434692382812, 17.36786460876465, 18.4443359375, 18.473377227783203, 17.013153076171875, 17.539609909057617, 18.00235366821289, 16.080665588378906, 16.82282066345215, 19.157209396362305, 17.299755096435547, 17.568504333496094, 16.160018920898438, 16.59580421447754, 17.472728729248047, 17.918447494506836, 18.20083999633789, 18.74578094482422, 17.623653411865234, 16.55348014831543, 17.4877986907959, 18.184368133544922, 17.031518936157227, 17.433015823364258, 16.273666381835938, 17.00634002685547, 18.54866600036621, 16.594226837158203, 17.77912139892578, 18.114591598510742, 18.769760131835938, 18.31189727783203, 15.96264934539795, 18.73537254333496, 18.755216598510742, 16.197168350219727, 17.769102096557617, 18.595067977905273, 17.918115615844727, 17.085391998291016, 16.56792449951172, 17.774593353271484, 17.06037712097168, 16.790706634521484, 20.03748893737793, 15.724215507507324, 18.800630569458008, 18.460411071777344, 18.22661590576172, 18.25371742248535, 17.70770263671875, 17.54970359802246, 18.7716007232666, 17.746444702148438, 16.946592330932617, 17.0916690826416, 16.229324340820312, 17.774110794067383, 15.67103385925293, 18.721145629882812, 17.238285064697266, 17.952831268310547, 17.951061248779297, 16.224740982055664, 18.524484634399414, 15.851983070373535, 18.416465759277344, 16.895065307617188, 17.77570152282715, 17.233671188354492, 18.83637237548828, 16.623952865600586, 16.842546463012695, 17.367467880249023, 16.97466278076172, 17.41756820678711, 16.822481155395508, 17.84492301940918, 18.538101196289062, 17.316570281982422, 16.734359741210938, 17.26423454284668, 17.39598274230957, 20.06753158569336, 17.219005584716797, 18.30209732055664, 18.71123504638672, 16.851808547973633, 17.994731903076172, 17.30671501159668, 18.305789947509766, 16.122039794921875, 16.58930206298828, 18.92725944519043, 18.466596603393555, 18.35109519958496, 16.288576126098633, 16.390140533447266, 19.1313419342041, 16.29404640197754, 17.741724014282227, 16.402481079101562, 18.35137367248535, 17.50927734375, 16.505836486816406, 16.032928466796875, 16.229902267456055, 17.958332061767578, 18.761512756347656, 18.500642776489258, 17.518827438354492, 17.972387313842773, 16.28220558166504, 17.434545516967773, 18.05715560913086, 17.553598403930664, 17.55510711669922, 16.897994995117188, 17.534034729003906, 16.569108963012695, 17.758651733398438, 16.957536697387695, 17.541736602783203, 17.472326278686523, 16.207019805908203, 18.43231201171875, 17.916608810424805, 16.504823684692383, 17.639265060424805, 17.473432540893555, 18.94540786743164, 18.531936645507812, 17.201765060424805, 15.87313175201416, 17.06104850769043, 15.87002944946289, 15.771728515625, 18.16960334777832, 17.154497146606445, 19.005611419677734, 16.68880271911621, 15.756109237670898, 18.113656997680664, 15.671835899353027, 18.531789779663086, 15.914628982543945, 17.6794490814209, 17.66254997253418, 18.127721786499023, 18.612545013427734, 19.002676010131836, 16.505765914916992, 16.64950942993164, 18.49361228942871, 18.058473587036133, 18.796916961669922, 19.319120407104492, 18.862234115600586, 15.74451732635498, 17.63924217224121, 16.052715301513672, 18.82639503479004, 18.107791900634766, 17.825611114501953, 18.143199920654297, 18.80634880065918, 18.2484073638916, 18.36663246154785, 17.559600830078125, 16.68419075012207, 18.616207122802734, 17.6268253326416, 17.600234985351562, 15.643515586853027, 16.92778205871582, 17.787630081176758, 18.919269561767578, 18.159992218017578, 18.142833709716797, 17.515241622924805, 18.1440486907959, 17.18074607849121, 17.9394474029541, 17.841320037841797, 17.145339965820312, 17.95766258239746, 17.848098754882812, 18.129966735839844, 16.07724952697754, 16.457408905029297, 16.51653480529785, 16.429065704345703, 17.81879425048828, 18.775293350219727, 18.715898513793945, 17.25214195251465, 17.840274810791016, 17.509763717651367, 17.24599838256836, 16.619731903076172, 17.03513526916504, 18.344852447509766, 17.58794403076172, 18.340713500976562, 18.32087516784668, 18.139116287231445, 17.98262596130371, 17.281797409057617, 17.917837142944336, 16.883420944213867, 16.42108154296875, 16.555959701538086, 18.74480438232422, 18.940946578979492, 17.428308486938477, 17.240772247314453, 17.18943977355957, 16.654287338256836, 17.49834442138672, 17.983484268188477, 16.44917106628418, 17.535369873046875, 17.707002639770508, 17.42442512512207, 17.980459213256836, 17.17803955078125, 16.272146224975586, 17.825847625732422, 17.84485626220703, 17.09865951538086, 15.798276901245117, 17.676319122314453, 17.337787628173828, 16.645442962646484, 16.493955612182617, 16.776660919189453, 17.367433547973633, 17.97742462158203, 18.24017333984375, 17.951353073120117, 18.215343475341797, 17.590885162353516, 17.877546310424805, 17.936071395874023, 16.736717224121094, 16.036718368530273, 18.34392738342285, 18.23579978942871, 16.47863006591797, 16.663814544677734, 18.630661010742188, 16.07307243347168, 18.22075080871582, 18.028217315673828, 17.45882225036621, 18.701942443847656, 17.70771026611328, 17.11039924621582, 18.210952758789062, 18.745214462280273, 18.07958221435547, 16.537349700927734, 18.605756759643555, 18.834003448486328, 18.011333465576172, 15.58538818359375, 17.348556518554688, 18.377595901489258, 15.993477821350098, 16.96208381652832, 18.192249298095703, 17.538265228271484, 18.961687088012695, 17.127147674560547, 20.154375076293945, 15.647895812988281, 18.577835083007812, 17.877439498901367, 17.50157356262207, 18.980688095092773, 17.110595703125, 17.106754302978516, 16.955570220947266, 18.63323402404785, 17.916030883789062, 17.477432250976562, 17.912307739257812, 18.011066436767578, 20.223608016967773, 17.923864364624023, 17.529251098632812, 17.803178787231445, 18.759658813476562, 17.445497512817383, 16.766460418701172, 18.20633316040039, 18.01002311706543, 17.972143173217773, 18.67051887512207, 15.531232833862305, 17.188072204589844, 18.515962600708008, 17.464344024658203, 17.901330947875977, 18.952381134033203, 17.190786361694336, 15.6200590133667, 18.095016479492188, 18.52645492553711, 16.67378044128418, 18.5467472076416, 17.570175170898438, 18.246414184570312, 18.453210830688477, 17.275875091552734, 15.86943244934082, 17.505155563354492, 18.001155853271484, 18.507734298706055, 16.360713958740234, 17.95979881286621, 16.922916412353516, 18.50057601928711, 16.760114669799805, 17.56608009338379, 16.977359771728516, 16.864599227905273, 16.344921112060547, 18.16742515563965, 18.382883071899414, 17.861318588256836, 16.05432891845703, 17.149818420410156, 16.033340454101562, 18.354862213134766, 18.869327545166016, 18.8535099029541, 19.85065269470215, 18.801008224487305, 16.608707427978516, 17.990888595581055, 17.628833770751953, 17.240337371826172, 16.241710662841797, 17.83141326904297, 16.696125030517578, 15.943218231201172, 17.29990577697754, 17.36549186706543, 16.987083435058594, 16.76882553100586, 17.76979637145996, 17.074132919311523, 16.18477439880371, 16.675968170166016, 19.068058013916016, 18.47357177734375, 17.527366638183594, 16.59996223449707, 17.283281326293945, 16.68274688720703, 18.908491134643555, 18.35738754272461, 18.279129028320312, 18.22199058532715, 17.640275955200195, 18.30710220336914, 18.148685455322266, 17.246156692504883, 17.643627166748047, 17.124494552612305, 16.685819625854492, 16.245492935180664, 16.027868270874023, 17.707439422607422, 18.292369842529297, 16.153505325317383, 18.545886993408203, 17.01883888244629, 18.671798706054688, 18.32895278930664, 19.017620086669922, 17.825294494628906, 17.27811050415039, 17.61488151550293, 17.070383071899414, 18.45026969909668, 17.16544532775879, 17.36379051208496, 19.058372497558594, 17.93413543701172, 17.529096603393555, 17.089115142822266, 17.57623291015625, 17.573415756225586, 18.217214584350586, 18.207775115966797, 17.85543441772461, 17.67824363708496, 16.853513717651367, 18.042943954467773, 17.902299880981445, 18.479408264160156, 15.984874725341797, 18.32160758972168, 19.968177795410156, 17.943782806396484, 17.118513107299805, 18.928483963012695, 17.83741569519043, 18.075532913208008, 15.648521423339844, 17.088396072387695, 18.38286590576172, 17.384496688842773, 17.268442153930664, 16.483001708984375, 16.232257843017578, 19.09193992614746, 17.808822631835938, 18.478343963623047, 16.461803436279297, 17.458219528198242, 18.412704467773438, 15.9114351272583, 18.35051918029785, 17.103282928466797, 16.917640686035156, 16.948156356811523, 17.562101364135742, 17.580848693847656, 15.879603385925293, 18.617008209228516, 15.97794246673584, 15.889054298400879, 19.28760528564453, 18.015180587768555, 15.637883186340332, 16.375045776367188, 18.305191040039062, 17.79514503479004, 17.41762924194336, 16.818758010864258, 19.13689613342285, 16.729156494140625, 16.93784523010254, 17.619640350341797, 17.00271224975586, 17.5239315032959, 18.68963050842285, 16.188581466674805, 16.814970016479492, 17.25493621826172, 16.21086311340332, 17.814167022705078, 18.288005828857422, 15.535321235656738, 17.633203506469727, 15.942906379699707, 18.86219024658203, 17.129262924194336, 18.709444046020508, 15.912884712219238, 18.91488265991211, 17.4692325592041, 18.95207977294922, 16.685876846313477, 17.737625122070312, 17.1402645111084, 16.562397003173828, 16.586027145385742, 17.671550750732422, 16.796154022216797, 18.199718475341797, 16.118101119995117, 17.923152923583984, 15.843375205993652, 17.858505249023438, 17.62636375427246, 18.28156280517578, 16.615816116333008, 18.53307342529297, 17.141870498657227, 18.600168228149414, 16.712343215942383, 16.049659729003906, 18.70966148376465, 18.130943298339844, 17.77292823791504, 17.678964614868164, 18.74200439453125, 17.581632614135742, 17.182693481445312, 18.552276611328125, 18.117992401123047, 18.410400390625, 18.055908203125, 18.87954330444336, 17.5471248626709, 17.0820369720459, 16.024784088134766, 17.00438117980957, 16.923049926757812, 18.410409927368164, 16.46537971496582, 17.482162475585938, 16.49056625366211, 16.280780792236328, 18.798648834228516, 17.900413513183594, 18.64569091796875, 16.331951141357422, 20.262935638427734, 18.984758377075195, 18.157270431518555, 16.830341339111328, 17.816133499145508, 18.966915130615234, 17.89417839050293, 18.628250122070312, 17.215131759643555, 15.983139038085938, 16.206661224365234, 17.10103416442871, 17.518516540527344, 18.578283309936523, 18.645931243896484, 17.193931579589844, 18.507844924926758, 17.0618839263916, 17.905010223388672, 18.111732482910156, 18.01059341430664, 17.14971923828125, 15.784886360168457, 15.762081146240234, 15.611404418945312, 18.286148071289062, 18.829206466674805, 16.207136154174805, 16.091142654418945, 17.947975158691406, 17.712730407714844, 18.853271484375, 18.360273361206055, 18.768091201782227, 16.32695960998535, 17.9809513092041, 15.596817970275879, 19.096736907958984, 18.84435272216797, 17.338937759399414, 19.916316986083984, 16.91412353515625, 18.053491592407227, 17.53396987915039, 17.440969467163086, 15.725493431091309, 16.266263961791992, 18.976646423339844, 18.96938133239746, 17.853015899658203, 16.89056396484375, 16.31698989868164, 17.856748580932617, 18.723234176635742, 18.72496795654297, 17.35657501220703, 18.55366325378418, 17.391008377075195, 18.40260887145996, 15.970112800598145, 18.92947769165039, 17.076889038085938, 18.957731246948242, 18.387958526611328, 17.850826263427734, 18.079660415649414, 15.82287311553955, 17.240276336669922, 18.548215866088867, 18.950027465820312, 15.527338981628418, 17.964183807373047, 16.55044937133789, 18.079177856445312, 17.141265869140625, 18.14992332458496, 17.723052978515625, 18.74038314819336, 16.562410354614258, 18.642066955566406, 17.941162109375, 18.065919876098633, 20.202274322509766, 17.450712203979492, 17.874553680419922, 16.496654510498047, 15.510408401489258, 18.617904663085938, 20.35757064819336, 17.985107421875, 18.55512237548828, 15.854832649230957, 16.602006912231445, 18.40097999572754, 16.150779724121094, 16.05032730102539, 18.37320327758789, 15.948770523071289, 16.782907485961914, 17.009248733520508, 16.080699920654297, 17.942306518554688, 16.66672134399414, 17.436819076538086, 16.417217254638672, 19.40867042541504, 15.908198356628418, 15.68764591217041, 18.382150650024414, 18.28302574157715, 18.36464500427246, 17.898893356323242, 16.253093719482422, 17.68353843688965, 17.42963409423828, 15.81336784362793, 17.108917236328125, 16.787628173828125, 16.31089973449707, 18.238590240478516, 16.982519149780273, 18.426179885864258, 15.869083404541016, 16.026453018188477, 15.643237113952637, 17.257095336914062, 17.34064292907715, 16.702550888061523, 16.67820930480957, 17.70948600769043, 17.801401138305664, 17.884750366210938, 16.630878448486328, 17.302799224853516, 16.88670539855957, 16.747325897216797, 16.648481369018555, 17.923507690429688, 17.793766021728516, 18.291362762451172, 18.927913665771484, 17.579227447509766, 17.396944046020508, 17.22641372680664, 18.90891456604004, 16.78211212158203, 17.869157791137695, 15.925833702087402, 16.585357666015625, 18.15840721130371, 16.472532272338867, 18.728490829467773, 16.435575485229492, 16.755403518676758, 16.96222496032715, 18.265417098999023, 18.134632110595703, 16.936641693115234, 18.807697296142578, 16.414960861206055, 17.541881561279297, 16.5017147064209, 16.2122745513916, 19.15785026550293, 18.55576515197754, 18.766321182250977, 17.02658462524414, 16.721778869628906, 17.543893814086914, 16.910493850708008, 20.103191375732422, 18.89794158935547, 20.239768981933594, 18.878250122070312, 15.567256927490234, 17.023120880126953, 18.331819534301758, 19.326854705810547, 18.352617263793945, 17.001026153564453, 16.738637924194336, 17.596111297607422, 18.26477813720703, 16.6651554107666, 18.22171401977539, 16.629526138305664, 16.502294540405273, 18.10732078552246, 16.582416534423828, 19.02651596069336, 17.904664993286133, 17.407133102416992, 18.19173812866211, 18.545318603515625, 19.16246795654297, 16.83045768737793, 18.850921630859375, 17.330345153808594, 18.2189998626709, 17.402482986450195, 16.973011016845703, 18.831541061401367, 18.38003158569336, 17.361469268798828, 18.60106658935547, 18.383651733398438, 19.056270599365234, 18.9078369140625, 16.488922119140625, 17.5535831451416, 16.734275817871094, 17.377649307250977, 17.76045799255371, 17.200340270996094, 15.751424789428711, 16.880455017089844, 17.505035400390625, 15.696656227111816, 17.256755828857422, 17.536062240600586, 16.9339542388916, 16.30961799621582, 17.644433975219727, 16.169479370117188, 17.601030349731445, 16.808067321777344, 16.82538604736328, 17.61324119567871, 18.162647247314453, 17.636962890625, 16.296600341796875, 16.596782684326172, 15.462581634521484, 18.224252700805664, 19.19039535522461, 17.082454681396484, 18.346168518066406, 18.107942581176758, 18.565244674682617, 15.790203094482422, 16.479387283325195, 17.861473083496094, 17.173009872436523, 17.596879959106445, 15.546581268310547, 17.31312370300293, 20.35204315185547, 16.68705177307129, 17.92596435546875, 17.261777877807617, 17.217716217041016, 17.6185359954834, 15.97015380859375, 18.52942657470703, 16.981121063232422, 17.234201431274414, 18.341449737548828, 16.98087501525879, 18.156320571899414, 16.949474334716797, 16.239147186279297, 16.918167114257812, 16.9804630279541, 15.687623977661133, 16.644968032836914, 16.005537033081055, 18.20941925048828, 16.521459579467773, 18.12307357788086, 17.823780059814453, 18.00399398803711, 17.5805721282959, 18.99456214904785, 17.852115631103516, 17.16597557067871, 17.792478561401367, 18.430503845214844, 17.786144256591797, 17.818042755126953, 16.26397705078125, 17.52724266052246, 17.761198043823242, 17.900800704956055, 18.158727645874023, 17.41969871520996, 17.28158950805664, 16.85863494873047, 17.786762237548828, 16.68083381652832, 16.48761749267578, 18.71516990661621, 17.465158462524414, 16.784908294677734, 18.155960083007812, 17.414846420288086, 17.848539352416992, 18.391401290893555, 17.68970489501953, 18.037431716918945, 18.71476173400879, 18.194814682006836, 17.894567489624023, 18.486743927001953, 17.576128005981445, 16.576623916625977, 18.412769317626953, 15.54460334777832, 19.112560272216797, 18.028390884399414, 17.87237548828125, 18.38783073425293, 16.639909744262695, 18.013090133666992, 16.52523422241211, 17.07288360595703, 17.96875, 18.96350860595703, 18.279218673706055, 17.410869598388672, 16.36248207092285, 16.821617126464844, 17.01583480834961, 18.380205154418945, 18.648204803466797, 16.69720458984375, 15.85106086730957, 16.08661460876465, 17.681642532348633, 17.57590675354004, 17.028827667236328, 17.318132400512695, 17.754430770874023, 18.794191360473633, 16.18697166442871, 18.05048179626465, 15.841294288635254, 18.809585571289062, 18.608320236206055, 16.469623565673828, 18.681316375732422, 17.122976303100586, 17.97105598449707, 16.20947265625, 18.514623641967773, 15.752568244934082, 17.067401885986328, 17.856264114379883, 17.435222625732422, 18.097002029418945, 17.209646224975586, 18.233919143676758, 17.90789222717285, 18.522449493408203, 18.195493698120117, 17.06047821044922, 16.97895050048828, 15.992403030395508, 18.890552520751953, 16.13923454284668, 20.25689697265625, 17.06026840209961, 18.280067443847656, 17.500667572021484, 15.97635555267334, 15.674196243286133, 16.437820434570312, 18.873010635375977, 16.63317108154297, 16.116239547729492, 18.78409194946289, 19.01106834411621, 15.811348915100098, 18.487804412841797, 16.744279861450195, 17.409791946411133, 16.10578155517578, 18.153730392456055, 17.619325637817383, 17.622224807739258, 16.131031036376953, 16.81884002685547, 17.54947280883789, 17.087570190429688, 16.399633407592773, 16.987062454223633, 18.826528549194336, 16.59527015686035, 15.653722763061523, 16.76546287536621, 15.809694290161133, 18.510072708129883, 17.559246063232422, 16.59877586364746, 16.845590591430664, 19.108036041259766, 17.881134033203125, 17.971559524536133, 15.767632484436035, 15.770905494689941, 18.51376724243164, 18.44162368774414, 17.9995059967041, 17.194494247436523, 16.29323959350586, 17.539365768432617, 16.48833465576172, 18.824758529663086, 16.544933319091797, 18.957021713256836, 18.06620979309082, 18.306232452392578, 16.420482635498047, 16.74936866760254, 16.571081161499023, 17.36540985107422, 17.588329315185547, 16.782379150390625, 17.225038528442383, 17.53435707092285, 17.759244918823242, 17.009111404418945, 18.326148986816406, 16.100934982299805, 17.41401481628418, 18.415786743164062, 16.61284828186035, 17.482650756835938, 16.030948638916016, 16.628742218017578, 17.657583236694336, 17.021739959716797, 19.571165084838867, 16.14719581604004, 17.301982879638672, 16.295970916748047, 18.67624855041504, 17.267099380493164, 16.57675552368164, 17.918224334716797, 16.851280212402344, 16.38332176208496, 17.86294937133789, 17.292451858520508, 17.913118362426758, 18.61989974975586, 17.848548889160156, 17.412195205688477, 18.328296661376953, 18.12772560119629, 18.681119918823242, 16.726821899414062, 16.19632911682129, 16.029415130615234, 15.960960388183594, 17.25554847717285, 16.5264835357666, 17.484325408935547, 17.72184944152832, 15.844659805297852, 17.628067016601562, 18.208656311035156, 15.651952743530273, 17.213951110839844, 19.072275161743164, 18.930118560791016, 16.688413619995117, 16.496854782104492, 17.495403289794922, 17.495309829711914, 18.62812042236328, 20.123985290527344, 17.159645080566406, 17.361425399780273, 18.16444969177246, 16.58082389831543, 16.69103240966797, 17.874187469482422, 17.65184783935547, 17.690349578857422, 17.773212432861328, 16.395753860473633, 18.0310115814209, 18.842945098876953, 18.10396957397461, 18.294658660888672, 18.458179473876953, 15.761506080627441, 17.77654266357422, 16.78647232055664, 16.488508224487305, 17.309795379638672, 15.906801223754883, 17.383338928222656, 17.421161651611328, 17.83699607849121, 15.993191719055176, 16.82229995727539, 17.00039291381836, 16.3345890045166, 17.99826431274414, 16.93245506286621, 18.118309020996094, 18.877182006835938, 18.534582138061523, 17.006166458129883, 16.686298370361328, 16.078073501586914, 18.38749885559082, 18.099382400512695, 15.998230934143066, 18.207868576049805, 15.614046096801758, 15.43621826171875, 16.42416763305664, 18.038848876953125, 17.838943481445312, 17.821744918823242, 17.65207862854004, 17.492101669311523, 17.25001335144043, 18.38857078552246, 15.737340927124023, 16.966466903686523, 15.864683151245117, 17.15848731994629, 16.978946685791016, 16.98356056213379, 17.63213539123535, 15.650739669799805, 18.37863540649414, 18.249774932861328, 18.861783981323242, 18.140663146972656, 18.317323684692383, 17.999099731445312, 17.070022583007812, 16.21164321899414, 18.279844284057617, 17.329261779785156, 17.407928466796875, 18.099346160888672, 18.331348419189453, 18.093244552612305, 18.648344039916992, 16.337793350219727, 16.66312026977539, 18.129907608032227, 17.2007999420166, 18.04700469970703, 18.23457908630371, 18.72927474975586, 17.344253540039062, 16.948486328125, 19.154897689819336, 18.59002113342285, 16.914947509765625, 16.961313247680664, 16.99098777770996, 16.063983917236328, 17.656478881835938, 17.527746200561523, 18.191146850585938, 17.607322692871094, 16.541812896728516, 18.532285690307617, 19.058725357055664, 18.28184700012207, 17.452978134155273, 18.935237884521484, 16.312036514282227, 17.8439998626709, 15.970516204833984, 18.690349578857422, 17.566143035888672, 16.896766662597656, 18.763072967529297, 19.21158218383789, 19.201120376586914, 16.75680160522461, 17.627485275268555, 16.076080322265625, 15.901472091674805, 17.53207778930664, 17.222240447998047, 18.975505828857422, 17.67256736755371, 16.218652725219727, 18.3009033203125, 16.355783462524414, 18.89217185974121, 17.961626052856445, 18.26702308654785, 15.923856735229492, 17.802349090576172, 17.485628128051758, 19.12192153930664, 18.382953643798828, 17.44907569885254, 18.361173629760742, 17.872270584106445, 17.287290573120117, 16.91518783569336, 15.997703552246094, 18.11197853088379, 17.5518741607666, 16.72686004638672, 17.44118881225586, 17.537559509277344, 17.28766441345215, 17.900146484375, 17.164987564086914, 15.942251205444336, 16.318279266357422, 17.50874900817871, 16.335285186767578, 17.961559295654297, 17.768360137939453, 16.630151748657227, 18.70514488220215, 16.839035034179688, 17.622398376464844, 17.374814987182617, 20.01463508605957, 17.516477584838867, 16.222734451293945, 16.74384880065918, 20.078594207763672, 15.843902587890625, 16.63016128540039, 18.17180061340332, 17.351829528808594, 18.085020065307617, 17.385225296020508, 17.35276222229004, 16.89289665222168, 17.21149253845215, 17.803470611572266, 20.191059112548828, 16.47673225402832, 18.518932342529297, 17.592588424682617, 18.56521987915039, 19.12631607055664, 16.541244506835938, 18.001197814941406, 18.562406539916992, 19.04269790649414, 17.148818969726562, 17.24289321899414, 18.844345092773438, 18.57229995727539, 15.465978622436523, 18.464618682861328, 18.167890548706055, 17.624998092651367, 18.403776168823242, 18.384401321411133, 18.550865173339844, 16.310361862182617, 18.53376007080078, 18.902605056762695, 17.250835418701172, 17.8689022064209, 16.0497989654541, 18.417221069335938, 17.800472259521484, 19.929298400878906, 18.53025245666504, 16.0758113861084, 17.07158660888672, 18.27153968811035, 16.167407989501953, 17.157875061035156, 17.197587966918945, 16.70147705078125, 16.53896713256836, 18.644439697265625, 18.06646728515625, 17.671947479248047, 17.986988067626953, 17.242919921875, 15.99172592163086, 16.69278335571289, 17.078493118286133, 16.59233283996582, 17.238662719726562, 18.27027130126953, 17.79362678527832, 18.19851303100586, 17.226972579956055, 17.066936492919922, 17.050928115844727, 16.57584571838379, 15.81501579284668, 18.56487464904785, 18.180124282836914, 18.567054748535156, 17.271240234375, 18.305606842041016, 19.06430435180664, 16.781986236572266, 18.724397659301758, 16.471315383911133, 15.999725341796875, 18.012067794799805, 18.00728416442871, 16.1782283782959, 18.236509323120117, 17.64167594909668, 19.117408752441406, 18.52254295349121, 17.55659294128418, 17.850975036621094, 15.639670372009277, 18.129772186279297, 18.953166961669922, 18.031177520751953, 18.50115966796875, 17.526321411132812, 18.643632888793945, 18.272125244140625, 17.06175422668457, 18.143678665161133, 18.976572036743164, 18.14873504638672, 17.854808807373047, 18.743255615234375, 18.168926239013672, 17.528797149658203, 16.872718811035156, 18.854785919189453, 16.716896057128906, 17.44615364074707, 19.179166793823242, 16.91542625427246, 17.496248245239258, 16.702381134033203, 18.530601501464844, 18.60556983947754, 18.091632843017578, 17.679533004760742, 16.88495635986328, 18.96019744873047, 17.829946517944336, 18.706058502197266, 18.779085159301758, 18.19070053100586, 16.458356857299805, 17.84272575378418, 17.214523315429688, 16.06587028503418, 18.93069076538086, 17.266529083251953, 15.486133575439453, 15.982908248901367, 16.655073165893555, 18.634122848510742, 16.500328063964844, 16.94070053100586, 18.168895721435547, 16.707365036010742, 16.496837615966797, 15.913629531860352, 17.565940856933594, 18.7080020904541, 18.67781639099121, 18.00455093383789, 18.994163513183594, 17.34268569946289, 17.332229614257812, 17.91035270690918, 18.160240173339844, 17.46269416809082, 16.306947708129883, 16.276824951171875, 18.213171005249023, 16.82567024230957, 16.22844886779785, 15.834510803222656, 17.910104751586914, 17.3834228515625, 16.67243766784668, 16.921451568603516, 16.941650390625, 17.005163192749023, 17.916696548461914, 18.934560775756836, 16.752822875976562, 16.621376037597656, 16.28939437866211, 20.118013381958008, 16.460588455200195, 16.450794219970703, 17.505847930908203, 18.28211784362793, 17.312776565551758, 15.5960111618042, 17.67300796508789, 18.46240997314453, 18.057249069213867, 17.6159610748291, 18.389802932739258, 17.150331497192383, 18.26505470275879, 17.861019134521484, 18.921255111694336, 18.72814178466797, 18.05059814453125, 18.823976516723633, 18.36905288696289, 15.664929389953613, 17.332874298095703, 17.90667724609375, 18.757160186767578, 18.723094940185547, 15.846192359924316, 17.83479118347168, 19.584863662719727, 16.68419647216797, 16.59328269958496, 16.348648071289062, 17.3223934173584, 18.781108856201172, 15.806550979614258, 16.492002487182617, 17.484905242919922, 18.25401496887207, 19.071453094482422, 18.385265350341797, 17.911754608154297, 17.062517166137695, 15.71987247467041, 16.866317749023438, 17.273361206054688, 17.303329467773438, 16.282936096191406, 17.63808822631836, 16.565109252929688, 17.27294158935547, 16.693756103515625, 18.331218719482422, 16.577850341796875, 15.632196426391602, 18.529939651489258, 18.088138580322266, 16.472984313964844, 18.009031295776367, 15.880805969238281, 17.814279556274414, 16.633949279785156, 17.449983596801758, 17.69437599182129, 17.88253402709961, 17.664875030517578, 16.306188583374023, 18.382652282714844, 19.786848068237305, 18.800317764282227, 17.069347381591797, 17.57283592224121, 16.112401962280273, 18.941232681274414, 18.186580657958984, 18.045724868774414, 17.336313247680664, 18.83820152282715, 17.143211364746094, 17.4472713470459, 18.795812606811523, 19.032390594482422, 18.388965606689453, 15.781218528747559, 16.03378677368164, 16.894878387451172, 17.975492477416992, 17.22793960571289, 19.04368782043457, 18.185840606689453, 18.232141494750977, 17.710474014282227, 17.87510871887207, 17.434907913208008, 17.455272674560547, 18.3858585357666, 18.164154052734375, 17.345609664916992, 18.345550537109375, 19.120433807373047, 18.039831161499023, 16.845985412597656, 18.171661376953125, 17.715438842773438, 17.41764259338379, 17.443042755126953, 18.322553634643555, 17.06112289428711, 15.764739036560059, 18.595600128173828, 17.758621215820312, 16.926712036132812, 17.827592849731445, 18.187591552734375, 18.569616317749023, 17.567054748535156, 18.905986785888672, 16.613649368286133, 16.570283889770508, 19.1997127532959, 17.29610252380371, 17.396913528442383, 18.317960739135742, 18.037097930908203, 17.628847122192383, 15.95533561706543, 16.827844619750977, 18.867961883544922, 17.274642944335938, 18.912649154663086, 18.33299446105957, 17.39620018005371, 18.91263771057129, 15.933273315429688, 18.60089683532715, 15.844328880310059, 18.536836624145508, 19.744613647460938, 17.266693115234375, 16.924304962158203, 16.933788299560547, 17.02730369567871, 18.511735916137695, 17.005685806274414, 16.196027755737305, 18.32210922241211, 17.703582763671875, 17.891916275024414, 16.988210678100586, 18.021467208862305, 17.855297088623047, 17.017364501953125, 18.038774490356445, 18.36004066467285, 18.50777816772461, 16.071929931640625, 19.78722381591797, 20.31014060974121, 18.13918113708496, 18.727039337158203, 17.16364097595215, 16.455472946166992, 18.216041564941406, 17.87082290649414, 16.820005416870117, 18.902965545654297, 18.55775260925293, 18.894821166992188, 16.509178161621094, 18.059947967529297, 18.971824645996094, 15.886012077331543, 18.956884384155273, 17.37762451171875, 18.17482566833496, 17.90765953063965, 18.343381881713867, 17.186891555786133, 16.258459091186523, 18.108144760131836, 18.287092208862305, 17.98285675048828, 17.441198348999023, 17.90965461730957, 18.262649536132812, 18.15598487854004, 18.96541404724121, 18.764610290527344, 17.371318817138672, 17.545440673828125, 16.626392364501953, 17.905149459838867, 17.076377868652344, 18.22869873046875, 16.735078811645508, 17.438180923461914, 15.504840850830078, 17.219633102416992, 17.178836822509766, 19.165266036987305, 18.69005584716797, 18.485153198242188, 17.652494430541992, 17.373401641845703, 17.08812713623047, 17.55392074584961, 17.941152572631836, 20.057889938354492, 18.381929397583008, 16.69861602783203, 20.0985107421875, 18.288881301879883, 18.842924118041992, 18.447227478027344, 17.707773208618164, 16.076263427734375, 18.760448455810547, 17.926876068115234, 18.52798080444336, 17.40334129333496, 18.130016326904297, 15.771553993225098, 16.458520889282227, 16.368146896362305, 16.364423751831055, 16.387428283691406, 17.86964225769043, 16.131568908691406, 18.64996910095215, 17.65161895751953, 18.659439086914062, 17.424846649169922, 17.523391723632812, 16.940399169921875, 17.475019454956055, 15.921950340270996, 16.242481231689453, 17.161039352416992, 17.58710479736328, 17.01688003540039, 17.802400588989258, 16.567655563354492, 19.077234268188477, 18.52066421508789, 16.551767349243164, 16.82998275756836, 18.173372268676758, 15.804722785949707, 17.151857376098633, 16.271198272705078, 18.875699996948242, 18.812440872192383, 15.896446228027344, 17.819053649902344, 18.17409324645996, 16.62754249572754, 17.765710830688477, 18.79182243347168, 19.852680206298828, 16.50286102294922, 16.75665855407715, 18.013795852661133, 18.257823944091797, 17.927509307861328, 18.140790939331055, 18.549678802490234, 18.234344482421875, 16.685455322265625, 18.40256690979004, 18.298120498657227, 17.805702209472656, 17.247875213623047, 16.85045623779297, 17.55057716369629, 17.77554702758789, 16.14752960205078, 19.1929931640625, 17.85660743713379, 17.22233772277832, 17.672351837158203, 17.043569564819336, 17.160673141479492, 17.723541259765625, 17.20319366455078, 18.586278915405273, 17.751258850097656, 17.86903190612793, 17.248613357543945, 17.954153060913086, 17.275087356567383, 18.75054359436035, 18.332555770874023, 16.38791275024414, 16.68755531311035, 18.43414306640625, 18.151514053344727, 18.266281127929688, 15.853387832641602, 15.750154495239258, 16.400014877319336, 18.293214797973633, 16.097015380859375, 16.91410255432129, 15.775420188903809, 16.97483253479004, 18.476459503173828, 17.69020652770996, 16.662174224853516, 17.0385799407959, 18.99759864807129, 16.00672721862793, 17.83158302307129, 16.461252212524414, 16.760011672973633, 15.501293182373047, 17.62619400024414, 16.583873748779297, 15.919981002807617, 17.875869750976562, 18.48823356628418, 17.81027603149414, 17.318883895874023, 18.225452423095703, 17.498703002929688, 15.599157333374023, 17.768417358398438, 17.412330627441406, 17.607250213623047, 17.080087661743164, 17.000835418701172, 17.221105575561523, 15.757850646972656, 16.870927810668945, 19.219430923461914, 18.01936149597168, 18.155418395996094, 18.889328002929688, 17.118120193481445, 19.063383102416992, 18.674222946166992, 16.28273582458496, 19.038625717163086, 17.557024002075195, 17.225553512573242, 17.030521392822266, 15.929950714111328, 18.386396408081055, 18.169130325317383, 17.588367462158203, 17.43391227722168, 15.895366668701172, 17.567583084106445, 17.576995849609375, 16.448110580444336, 16.406503677368164, 16.086824417114258, 17.536046981811523, 16.44485855102539, 16.293779373168945, 18.31218910217285, 17.745512008666992, 17.898767471313477, 16.744932174682617, 17.964731216430664, 16.855817794799805, 15.928902626037598, 17.521041870117188, 17.79863929748535, 17.30069923400879, 18.65149688720703, 17.778425216674805, 16.481346130371094, 18.326404571533203, 17.111791610717773, 18.79873275756836, 16.578027725219727, 18.143901824951172, 17.947139739990234, 16.56965446472168, 18.898290634155273, 18.411039352416992, 16.60392189025879, 16.642955780029297, 18.29962921142578, 18.289167404174805, 18.56040382385254, 18.03145980834961, 16.545297622680664, 17.22976303100586, 15.96284294128418, 18.23634910583496, 17.72794532775879, 17.952037811279297, 18.23703956604004, 17.55894660949707, 17.35430145263672, 17.546260833740234, 18.304105758666992, 15.688619613647461, 17.28519630432129, 17.2091121673584, 17.754179000854492, 16.61921501159668, 18.18784523010254, 18.810791015625, 15.610082626342773, 15.615933418273926, 17.42918586730957, 17.19439125061035, 17.958982467651367, 18.005186080932617, 16.97503662109375, 18.43360137939453, 17.709270477294922, 17.78043556213379, 16.5986270904541, 18.51661491394043, 17.921602249145508, 18.464004516601562, 17.429420471191406, 18.246810913085938, 17.609891891479492, 17.509916305541992, 18.115808486938477, 18.603445053100586, 17.265317916870117, 17.197904586791992, 18.56219482421875, 17.80497932434082, 17.785799026489258, 16.172574996948242, 18.7523136138916, 16.20474624633789, 17.444496154785156, 16.773021697998047, 17.3360595703125, 16.720624923706055, 17.0955867767334, 17.631933212280273, 17.87400245666504, 17.62008285522461, 17.806045532226562, 17.75939178466797, 17.01404571533203, 18.112390518188477, 18.56130599975586, 16.935209274291992, 18.274492263793945, 17.51464080810547, 17.034881591796875, 18.130409240722656, 17.74254035949707, 16.301467895507812, 18.789615631103516, 17.142356872558594, 17.94019889831543, 17.015039443969727, 15.51889705657959, 15.722013473510742, 16.820079803466797, 18.570472717285156, 18.99277687072754, 16.74268341064453, 17.496845245361328, 18.834253311157227, 17.916927337646484, 17.346935272216797, 17.817014694213867, 18.755355834960938, 17.85670280456543, 18.507169723510742, 17.688261032104492, 16.28541374206543, 18.656784057617188, 16.77117919921875, 16.422651290893555, 16.27469253540039, 19.05478286743164, 17.484758377075195, 16.72584342956543, 17.727760314941406, 18.500661849975586, 18.434240341186523, 17.698949813842773, 17.944278717041016, 17.607582092285156, 19.008787155151367, 18.43570327758789, 18.018558502197266, 18.180084228515625, 18.0687255859375, 16.242403030395508, 17.69403076171875, 15.72853946685791, 17.25889015197754, 16.82305335998535, 17.412099838256836, 18.156944274902344, 18.107879638671875, 17.65680694580078, 17.38504981994629, 16.072839736938477, 18.59060287475586, 17.40434455871582, 15.736374855041504, 17.736177444458008, 17.40791893005371, 16.669795989990234, 17.445899963378906, 18.216079711914062, 17.05263328552246, 17.462812423706055, 18.353103637695312, 17.46502113342285, 18.87721824645996, 17.224714279174805, 17.037153244018555, 17.490293502807617, 18.928918838500977, 17.389474868774414, 17.844038009643555, 17.360393524169922, 17.78949546813965, 16.01553726196289, 16.70226287841797, 17.54967498779297, 18.400209426879883, 18.208843231201172, 19.121652603149414, 17.64845848083496, 18.923328399658203, 17.658048629760742, 18.582307815551758, 17.206342697143555, 17.243751525878906, 16.546987533569336, 18.758560180664062, 17.082658767700195, 18.041757583618164, 17.447824478149414, 18.318683624267578, 18.486257553100586, 17.143783569335938, 16.784027099609375, 15.719648361206055, 19.220718383789062, 17.687599182128906, 18.23780632019043, 18.074771881103516, 18.830873489379883, 18.706344604492188, 18.692649841308594, 16.327659606933594, 18.506668090820312, 18.53166389465332, 18.896770477294922, 18.3861141204834, 17.401185989379883, 17.823095321655273, 18.455942153930664, 17.68179702758789, 18.982830047607422, 16.175397872924805, 15.810450553894043, 18.980016708374023, 18.445493698120117, 17.4942569732666, 17.66236114501953, 17.950063705444336, 17.86076545715332, 16.426408767700195, 16.054996490478516, 16.729259490966797, 17.615541458129883, 18.752273559570312, 16.296401977539062, 18.80857276916504, 18.17401123046875, 19.251489639282227, 15.582459449768066, 18.617338180541992, 16.28620719909668, 18.300167083740234, 16.811126708984375, 17.292694091796875, 15.672684669494629, 17.894664764404297, 18.196388244628906, 18.29848289489746, 17.50856590270996, 18.514366149902344, 16.53424835205078, 17.00396156311035, 18.09563636779785, 16.098634719848633, 15.868020057678223, 17.66608428955078, 16.951852798461914, 18.240304946899414, 17.621936798095703, 15.491387367248535, 18.097091674804688, 16.01072120666504, 18.97986602783203, 18.027875900268555, 17.318326950073242, 17.219676971435547, 17.24599838256836, 17.42788314819336, 18.886465072631836, 18.180818557739258, 15.996213912963867, 15.562591552734375, 18.434621810913086, 17.27773094177246, 16.77318000793457, 17.328611373901367, 17.84046173095703, 16.67431640625, 17.56375503540039, 17.598329544067383, 18.02954864501953, 18.23976707458496, 15.816132545471191, 17.33186149597168, 18.8266544342041, 17.6665096282959, 16.25897789001465, 19.051071166992188, 17.927566528320312, 17.36475944519043, 15.896973609924316, 17.001285552978516, 18.48550796508789, 17.0286808013916, 18.0286922454834, 15.659882545471191, 16.793569564819336, 16.03472900390625, 17.868741989135742, 18.000852584838867, 15.981402397155762, 17.25276756286621, 18.267345428466797, 18.669921875, 16.692218780517578, 18.256101608276367, 18.30997657775879, 15.874114036560059, 17.202125549316406, 16.501062393188477, 16.554237365722656, 16.400659561157227, 16.736827850341797, 15.569518089294434, 18.45722770690918, 15.849128723144531, 17.6724910736084, 17.753341674804688, 15.843461036682129, 18.07716178894043, 17.61418342590332, 19.018428802490234 ], "y": [ 4.528940677642822, 5.758761405944824, 7.465149402618408, 7.53230619430542, 4.588408946990967, 5.051011562347412, 5.601785659790039, 4.268849849700928, 8.027222633361816, 7.655309677124023, 8.078529357910156, 6.144972801208496, 7.782042503356934, 8.638830184936523, 5.215846538543701, 7.1288042068481445, 7.000633239746094, 8.358184814453125, 7.362598896026611, 5.474250793457031, 5.534423351287842, 8.359108924865723, 8.377265930175781, 4.91558313369751, 4.735476970672607, 7.523536682128906, 5.370477676391602, 5.747347354888916, 5.073300838470459, 8.201128959655762, 5.610448837280273, 4.260918617248535, 5.796957015991211, 6.246059417724609, 4.406186580657959, 5.796808242797852, 3.651946783065796, 4.125380039215088, 8.377886772155762, 4.887644290924072, 6.474717140197754, 4.523355007171631, 7.806623458862305, 7.161231517791748, 7.969709873199463, 7.864114761352539, 6.082071781158447, 5.487523078918457, 6.466220855712891, 7.685002326965332, 4.7067484855651855, 7.802337169647217, 7.495323657989502, 7.663149833679199, 6.422109603881836, 4.438969135284424, 4.965184211730957, 6.721145153045654, 6.547138690948486, 5.758150100708008, 5.53150749206543, 7.427053451538086, 4.945867538452148, 7.128486633300781, 5.301285743713379, 7.527555465698242, 7.008571147918701, 5.639509201049805, 4.080705642700195, 7.058439254760742, 4.628749847412109, 5.124829292297363, 6.974837303161621, 8.084580421447754, 6.810207366943359, 8.656644821166992, 6.9856977462768555, 7.12484073638916, 4.038026332855225, 6.334672927856445, 7.701521396636963, 5.863924026489258, 6.207122802734375, 4.914863586425781, 6.688949108123779, 8.117773056030273, 4.91580057144165, 7.0498881340026855, 7.880983352661133, 8.44266414642334, 5.13882303237915, 5.4238362312316895, 8.044587135314941, 7.802464962005615, 4.418536186218262, 5.723875045776367, 5.497769355773926, 7.024618625640869, 5.931156158447266, 5.264935493469238, 5.5435028076171875, 7.658966064453125, 8.471036911010742, 6.701122760772705, 8.441182136535645, 4.304535388946533, 7.008840084075928, 4.556724548339844, 8.104622840881348, 5.428508281707764, 7.621983051300049, 7.58423376083374, 6.086995601654053, 4.1198577880859375, 5.319427013397217, 7.866554260253906, 5.356562614440918, 6.230278015136719, 7.949220180511475, 7.606406211853027, 4.295094013214111, 5.057311534881592, 8.587279319763184, 7.663179397583008, 6.554424285888672, 5.963329315185547, 4.3169684410095215, 8.293414115905762, 4.567045211791992, 7.6754255294799805, 7.630799293518066, 6.281384468078613, 7.763790130615234, 5.024988174438477, 7.441571235656738, 7.424328327178955, 6.242494583129883, 7.456482887268066, 5.263119220733643, 5.064950942993164, 6.985515117645264, 6.097989082336426, 5.434717178344727, 7.9951348304748535, 4.228026390075684, 7.0419416427612305, 8.203551292419434, 5.071969509124756, 6.129831790924072, 5.864748954772949, 8.174614906311035, 7.032358169555664, 5.127237796783447, 4.388552188873291, 6.780852317810059, 7.17664909362793, 7.965381622314453, 7.246400356292725, 7.693065643310547, 5.195752143859863, 7.5822014808654785, 6.355972766876221, 5.0499982833862305, 5.795033931732178, 8.002534866333008, 7.872467994689941, 4.681832790374756, 6.998969554901123, 5.749433994293213, 8.156952857971191, 6.556297779083252, 6.737668037414551, 5.911965847015381, 7.353845596313477, 5.44293737411499, 8.472504615783691, 7.843861103057861, 7.361952304840088, 7.6614603996276855, 4.529394626617432, 5.733104705810547, 6.798376083374023, 3.8480947017669678, 4.442386627197266, 5.7030348777771, 7.01083517074585, 5.421578884124756, 8.284542083740234, 5.298240661621094, 5.890841960906982, 5.623374938964844, 5.6570868492126465, 7.12931489944458, 6.806756019592285, 4.2073073387146, 6.276981353759766, 7.381193161010742, 4.580132961273193, 7.47682523727417, 5.419612884521484, 5.913352012634277, 3.9298582077026367, 6.361191749572754, 4.283191204071045, 8.12820053100586, 8.192041397094727, 7.698392868041992, 5.269587993621826, 6.243655681610107, 5.680352687835693, 8.017847061157227, 7.003072261810303, 3.752284049987793, 6.7880940437316895, 7.356912136077881, 4.6681389808654785, 4.14075231552124, 4.717480659484863, 6.598755836486816, 4.868422985076904, 8.074344635009766, 5.783681869506836, 8.595832824707031, 6.779914379119873, 5.662980079650879, 3.8966305255889893, 5.003307819366455, 3.6242613792419434, 5.729042053222656, 4.5934014320373535, 6.652307033538818, 4.618878364562988, 4.954998016357422, 6.158616065979004, 6.1478190422058105, 6.264604568481445, 8.331464767456055, 5.279809951782227, 6.43381404876709, 7.454233169555664, 4.884602069854736, 5.291159152984619, 7.624415874481201, 4.543893814086914, 7.841403961181641, 5.6333417892456055, 5.8205084800720215, 7.159950256347656, 5.693161487579346, 4.921726226806641, 8.373942375183105, 6.491427421569824, 7.4229416847229, 5.611154556274414, 4.621291637420654, 5.486221790313721, 6.8717427253723145, 6.472230911254883, 7.84921932220459, 5.518009185791016, 4.715025424957275, 4.762627601623535, 3.8601369857788086, 3.5915169715881348, 8.03488540649414, 6.823724746704102, 7.748762607574463, 5.101277828216553, 4.896853923797607, 8.116486549377441, 3.668504238128662, 6.035265922546387, 6.125640869140625, 5.946913242340088, 7.029114246368408, 6.101894378662109, 4.596095085144043, 3.7411956787109375, 6.939609050750732, 6.227433681488037, 6.9487433433532715, 4.2839765548706055, 6.314326286315918, 7.006168365478516, 5.556336879730225, 6.885283946990967, 5.15472412109375, 4.9118804931640625, 8.288549423217773, 4.579384803771973, 6.92362642288208, 6.9446234703063965, 7.611044406890869, 4.5083909034729, 4.713839054107666, 4.663592338562012, 7.223174571990967, 6.504805088043213, 7.230301856994629, 4.251876354217529, 6.395506858825684, 6.003267765045166, 6.059779167175293, 7.234733581542969, 6.280918121337891, 7.722212791442871, 4.628165245056152, 4.361381530761719, 7.131221294403076, 7.357196807861328, 5.019421577453613, 6.229732990264893, 7.110542297363281, 4.5016398429870605, 5.14956521987915, 8.615472793579102, 6.936001300811768, 4.822446823120117, 5.214982986450195, 5.655814170837402, 8.451671600341797, 5.699584484100342, 5.820702075958252, 6.756340503692627, 4.506559371948242, 3.740039110183716, 5.8126983642578125, 7.22181510925293, 5.4141669273376465, 6.60561990737915, 4.321187496185303, 5.987401485443115, 7.238687515258789, 6.164680480957031, 8.121620178222656, 5.893775463104248, 8.073790550231934, 6.2443366050720215, 4.655027866363525, 4.289504051208496, 6.105571269989014, 8.489653587341309, 6.420628070831299, 8.6126070022583, 7.723209857940674, 6.9007039070129395, 6.635596752166748, 7.46162223815918, 4.5567097663879395, 4.8957200050354, 5.599648475646973, 7.901436805725098, 7.808785438537598, 6.572966575622559, 6.317389965057373, 6.373621940612793, 5.08889627456665, 4.727036952972412, 6.698046684265137, 6.869923114776611, 5.863316535949707, 7.4107584953308105, 5.329507350921631, 7.732078552246094, 5.4137091636657715, 5.516012191772461, 5.406424045562744, 7.256175518035889, 7.308537483215332, 5.754122734069824, 6.9012603759765625, 8.419425010681152, 7.203771591186523, 6.47548770904541, 4.864043712615967, 5.267879486083984, 5.517841339111328, 7.655892372131348, 6.50657320022583, 4.516960620880127, 5.520427227020264, 7.114780902862549, 4.763526916503906, 5.595369815826416, 8.210752487182617, 5.165292263031006, 6.1887407302856445, 5.590814113616943, 7.632741451263428, 7.268107891082764, 6.817309856414795, 8.442977905273438, 6.042147159576416, 5.278404712677002, 6.50398063659668, 4.540838241577148, 5.014064788818359, 5.524620056152344, 6.433502197265625, 8.036357879638672, 4.901393413543701, 5.588593006134033, 8.161186218261719, 7.023778915405273, 8.0087251663208, 5.35120964050293, 7.082383632659912, 4.6987175941467285, 6.01984167098999, 7.537209510803223, 6.582491874694824, 7.136862277984619, 7.504035949707031, 3.7358078956604004, 8.134872436523438, 3.9123950004577637, 8.47088623046875, 4.217621326446533, 5.213665008544922, 5.271283149719238, 3.697516679763794, 8.26550006866455, 5.7251787185668945, 7.412328720092773, 5.838621616363525, 5.061489105224609, 5.213770866394043, 4.485286712646484, 5.627753734588623, 5.868378162384033, 5.32342004776001, 6.693418025970459, 5.463404655456543, 5.328880310058594, 5.96077299118042, 4.911370277404785, 4.192485809326172, 4.717037677764893, 5.5488386154174805, 5.408329963684082, 7.501001358032227, 7.375626564025879, 4.711432933807373, 4.400394916534424, 5.0480217933654785, 7.753959655761719, 7.356207847595215, 8.336970329284668, 4.068116188049316, 8.105318069458008, 7.11213493347168, 6.432227611541748, 8.13585090637207, 5.539166450500488, 5.466809272766113, 7.53134298324585, 5.4876813888549805, 8.295382499694824, 3.929831027984619, 7.166321754455566, 7.4686808586120605, 7.003536224365234, 3.8509740829467773, 5.466709613800049, 4.150442600250244, 5.953794002532959, 8.407881736755371, 4.4853620529174805, 7.837490558624268, 7.471203804016113, 4.461123943328857, 5.69246244430542, 8.206182479858398, 6.59157133102417, 6.447233200073242, 4.325954914093018, 8.311501502990723, 5.4247283935546875, 4.62465763092041, 4.391753196716309, 4.573397636413574, 7.9424262046813965, 8.321847915649414, 6.4596357345581055, 6.320268154144287, 5.059852123260498, 7.363710880279541, 4.706887245178223, 5.579095840454102, 4.1638102531433105, 4.575998783111572, 8.185579299926758, 4.883884429931641, 7.752984523773193, 7.921136856079102, 8.698948860168457, 6.795511245727539, 4.271048545837402, 4.701026439666748, 7.266106605529785, 5.943570137023926, 6.15950345993042, 4.216611385345459, 7.031426906585693, 4.6356072425842285, 6.604038715362549, 5.208011627197266, 4.6881608963012695, 4.593008995056152, 6.033421039581299, 5.8033246994018555, 7.11712646484375, 4.884443759918213, 8.041698455810547, 7.529744625091553, 4.774999618530273, 6.308263301849365, 3.761540412902832, 3.8861517906188965, 4.527936935424805, 7.8723931312561035, 5.258738994598389, 5.491917133331299, 5.246219158172607, 4.031300067901611, 4.338541507720947, 3.973137617111206, 7.46370267868042, 7.736203193664551, 8.094545364379883, 5.0122504234313965, 4.619616508483887, 4.711341381072998, 4.908787250518799, 5.220465183258057, 4.1437835693359375, 5.101660251617432, 6.792618751525879, 6.77012825012207, 6.258663177490234, 8.679672241210938, 7.893357276916504, 6.475453853607178, 7.319995880126953, 6.007757186889648, 7.972959995269775, 4.390463352203369, 6.466317653656006, 5.754897117614746, 5.913115501403809, 7.665992736816406, 4.676799774169922, 6.865333557128906, 7.233508586883545, 7.947866916656494, 7.036558151245117, 4.147950172424316, 6.519125461578369, 6.075555324554443, 5.297780513763428, 5.809700965881348, 6.885226726531982, 7.394830226898193, 6.003183841705322, 4.905205726623535, 7.124606132507324, 5.282764434814453, 4.5967607498168945, 4.104213714599609, 4.940310955047607, 6.964336395263672, 6.539708614349365, 6.097587585449219, 3.882114887237549, 5.437891960144043, 7.174978256225586, 3.922982692718506, 6.336833953857422, 6.050815582275391, 6.112469673156738, 8.175933837890625, 7.540747165679932, 5.442670822143555, 4.05037784576416, 3.65683650970459, 5.480909824371338, 6.056702613830566, 7.586294651031494, 8.531213760375977, 5.66471529006958, 6.250082492828369, 5.2648420333862305, 6.164962291717529, 4.414339065551758, 6.022089004516602, 5.6175150871276855, 6.897549152374268, 7.494191646575928, 4.933666229248047, 8.037825584411621, 4.868638038635254, 5.076929092407227, 5.296529769897461, 7.211269378662109, 5.346538066864014, 4.282193660736084, 5.251632213592529, 8.44547176361084, 4.056938171386719, 3.6921043395996094, 4.56904411315918, 5.062806129455566, 5.137721538543701, 4.172236442565918, 5.915248870849609, 4.978447437286377, 5.870365142822266, 6.84149169921875, 5.821043491363525, 8.222554206848145, 4.251053333282471, 5.112804412841797, 4.666005611419678, 7.963425636291504, 6.3190016746521, 5.2518839836120605, 8.536227226257324, 7.5684099197387695, 7.52042818069458, 7.287721157073975, 5.043808460235596, 5.010923862457275, 4.037081241607666, 5.45184326171875, 6.721362113952637, 6.9180827140808105, 6.434810638427734, 7.259613990783691, 5.846432209014893, 5.502632141113281, 5.503002643585205, 5.322311878204346, 4.5285210609436035, 7.455196380615234, 3.7528061866760254, 4.067087173461914, 5.204154968261719, 4.257345199584961, 5.09058952331543, 5.116965293884277, 5.355442523956299, 7.535763263702393, 7.122786521911621, 7.099900722503662, 7.53303861618042, 6.211752891540527, 5.457821369171143, 7.934341907501221, 6.989785194396973, 7.713087558746338, 5.678475379943848, 5.783053398132324, 5.084868907928467, 6.063670635223389, 6.452633857727051, 4.97907018661499, 4.83049201965332, 6.109529495239258, 6.516841411590576, 6.442431449890137, 8.364191055297852, 4.420649528503418, 5.760677337646484, 5.3633880615234375, 7.388206958770752, 6.547710418701172, 5.299631118774414, 4.005655765533447, 6.865932941436768, 4.677581310272217, 7.1532158851623535, 5.789402484893799, 4.890364646911621, 6.5676045417785645, 4.752837657928467, 5.608554840087891, 6.458881855010986, 5.135392189025879, 4.325263023376465, 4.5269951820373535, 7.196144104003906, 6.631369590759277, 3.932915210723877, 5.880023956298828, 4.34926700592041, 4.167088985443115, 3.9790821075439453, 7.730110168457031, 5.14999532699585, 5.921557426452637, 5.323052883148193, 4.507394313812256, 7.868240833282471, 6.278959274291992, 5.502284526824951, 6.703243732452393, 7.387937068939209, 7.917219161987305, 6.720233917236328, 5.016205787658691, 4.288564682006836, 5.5714826583862305, 4.080761909484863, 4.6128764152526855, 6.674438953399658, 8.356039047241211, 6.633923053741455, 5.193575382232666, 7.202121257781982, 5.8745551109313965, 4.453242778778076, 8.371238708496094, 6.177914619445801, 5.926003932952881, 7.360031604766846, 6.321193695068359, 5.937531471252441, 4.523499965667725, 4.306021690368652, 6.351158618927002, 4.984881401062012, 7.883087635040283, 5.936532497406006, 6.213167190551758, 4.866610527038574, 6.263657569885254, 7.957381248474121, 6.046069622039795, 5.127068042755127, 7.608189105987549, 7.0718913078308105, 6.365678787231445, 6.391905307769775, 7.156671047210693, 5.390629291534424, 6.924341201782227, 6.533445358276367, 6.737636089324951, 5.248424053192139, 5.489965915679932, 7.946682929992676, 6.5240044593811035, 6.474303722381592, 6.836062431335449, 4.8946709632873535, 7.4818115234375, 6.9543633460998535, 8.365354537963867, 5.29083776473999, 4.195981502532959, 3.5711143016815186, 7.703672409057617, 4.694648742675781, 5.0645060539245605, 3.7297372817993164, 6.827103614807129, 5.032996654510498, 4.278831958770752, 7.534955024719238, 6.627704620361328, 5.620416164398193, 7.729224681854248, 4.634776592254639, 4.2522125244140625, 5.490332126617432, 4.755587577819824, 4.849574089050293, 3.9429116249084473, 6.1458234786987305, 7.088886737823486, 8.207146644592285, 5.419348239898682, 4.7104172706604, 5.955140590667725, 8.274720191955566, 5.563042163848877, 5.2267022132873535, 7.249446868896484, 4.65090274810791, 4.618941307067871, 4.90096378326416, 8.116962432861328, 5.614723205566406, 7.262382984161377, 5.763891696929932, 6.909646511077881, 6.9338178634643555, 5.955324172973633, 7.047383785247803, 8.09761905670166, 4.716291904449463, 6.593562126159668, 4.106407165527344, 6.977207183837891, 5.409898281097412, 4.686270713806152, 7.905652046203613, 3.712470293045044, 4.5756306648254395, 7.313668251037598, 3.872973918914795, 5.013388156890869, 6.05291223526001, 6.670232772827148, 5.587878704071045, 5.735097885131836, 5.407037258148193, 6.290474891662598, 6.389540195465088, 7.069216728210449, 6.304561138153076, 5.428261756896973, 4.058835983276367, 6.302394390106201, 7.267185211181641, 4.900053024291992, 6.324766635894775, 8.677573204040527, 4.154054164886475, 7.482146739959717, 6.345493793487549, 3.8903467655181885, 4.803076267242432, 5.07678747177124, 6.908777713775635, 4.109259605407715, 4.643815994262695, 4.9602742195129395, 6.8064470291137695, 3.764521360397339, 3.7170827388763428, 4.728066921234131, 4.366421222686768, 4.411913871765137, 8.093426704406738, 8.058454513549805, 6.9611124992370605, 5.780203819274902, 3.664097547531128, 6.317208766937256, 6.147259712219238, 4.642782211303711, 4.101443290710449, 7.952343940734863, 5.375332355499268, 4.793152332305908, 5.686537265777588, 7.840978145599365, 4.063553810119629, 4.202946186065674, 3.9759681224823, 6.068775177001953, 8.50492000579834, 5.4917144775390625, 7.293131351470947, 7.091447353363037, 6.940466403961182, 5.984557628631592, 6.311018466949463, 4.142036437988281, 3.9489095211029053, 5.896679878234863, 5.611929416656494, 7.236981391906738, 6.141368865966797, 8.333453178405762, 6.564504623413086, 6.161513805389404, 7.684330940246582, 6.971482276916504, 6.718657493591309, 5.439507961273193, 4.149679183959961, 8.128360748291016, 4.236563682556152, 6.447630882263184, 5.362354755401611, 5.8023457527160645, 6.75632905960083, 5.856925010681152, 5.9876909255981445, 6.533144474029541, 7.847822189331055, 5.7452592849731445, 4.073243141174316, 7.190860271453857, 6.023655414581299, 8.25442886352539, 5.351904392242432, 7.053176403045654, 3.716604232788086, 5.65517520904541, 5.530749320983887, 7.181369304656982, 7.121161937713623, 4.4944562911987305, 6.015413761138916, 7.459146976470947, 6.171548843383789, 6.454414367675781, 7.786324501037598, 5.594294548034668, 4.655341625213623, 5.664717197418213, 4.37332820892334, 7.153223991394043, 5.029905796051025, 4.944169998168945, 4.985360622406006, 7.22586727142334, 8.586268424987793, 4.259354591369629, 7.649765491485596, 4.306639671325684, 5.675930976867676, 5.4002485275268555, 7.503634929656982, 4.410388946533203, 4.324004650115967, 5.639100551605225, 5.279882431030273, 5.222498893737793, 5.63644552230835, 4.122503280639648, 3.7438085079193115, 3.635864734649658, 6.79941463470459, 4.382956504821777, 7.544447898864746, 6.977055072784424, 6.594306945800781, 7.099601745605469, 6.218677997589111, 6.313807010650635, 7.686851978302002, 7.890614986419678, 7.962532043457031, 6.699990272521973, 5.601682662963867, 4.5113348960876465, 6.5826287269592285, 5.337111949920654, 6.215458869934082, 6.3437299728393555, 6.998696804046631, 4.137350559234619, 5.991908550262451, 6.95585823059082, 6.919956684112549, 7.515716552734375, 8.038522720336914, 4.936083793640137, 7.11127233505249, 7.663288116455078, 5.051621913909912, 4.228772163391113, 8.065195083618164, 4.739766597747803, 6.204299449920654, 6.865714073181152, 4.351294040679932, 5.128452301025391, 5.309147834777832, 7.593905925750732, 6.026226043701172, 6.662330627441406, 6.727808475494385, 3.943486452102661, 4.392276763916016, 5.790905475616455, 6.784050941467285, 4.288365364074707, 7.11459493637085, 4.287600517272949, 3.884042263031006, 6.048959255218506, 4.515557289123535, 8.522602081298828, 8.327747344970703, 6.843081474304199, 6.551191329956055, 6.65932035446167, 7.298496723175049, 5.17893648147583, 4.747926712036133, 8.52067756652832, 4.780925273895264, 5.766788959503174, 5.481518268585205, 4.700611114501953, 4.1603593826293945, 4.488320350646973, 7.263624668121338, 7.2685041427612305, 4.274454593658447, 5.387364387512207, 7.291277885437012, 6.453547954559326, 4.113267421722412, 5.147940158843994, 7.029326438903809, 6.814676284790039, 7.379397869110107, 8.050529479980469, 5.401943206787109, 6.805298328399658, 6.227630138397217, 8.434774398803711, 6.726078987121582, 7.9898858070373535, 3.7833385467529297, 4.138529300689697, 6.069262504577637, 4.240753650665283, 4.579856872558594, 7.549465179443359, 6.972382545471191, 5.247851371765137, 7.485538482666016, 8.323259353637695, 6.198034286499023, 7.155797004699707, 6.771297931671143, 6.2267279624938965, 6.187669277191162, 7.528585433959961, 6.8997087478637695, 7.457437992095947, 6.0744404792785645, 4.968582630157471, 5.066433429718018, 4.409361839294434, 5.911126613616943, 5.149520397186279, 7.020188808441162, 4.994436740875244, 5.866090774536133, 6.501771450042725, 8.485472679138184, 7.7187299728393555, 5.31288480758667, 6.905241966247559, 5.320820331573486, 7.376049518585205, 4.365602016448975, 3.693575620651245, 6.834774494171143, 7.2895188331604, 6.492483139038086, 7.106193542480469, 4.453995704650879, 6.93349552154541, 8.116973876953125, 8.284271240234375, 8.198386192321777, 6.8015456199646, 4.6397480964660645, 6.003455638885498, 6.062171459197998, 6.587218761444092, 7.055409908294678, 5.404273986816406, 6.474903106689453, 6.275392055511475, 4.527320861816406, 5.772860050201416, 5.693324089050293, 8.625092506408691, 4.066830635070801, 5.111449718475342, 4.762072563171387, 6.387135982513428, 7.636362075805664, 3.512922525405884, 4.854880332946777, 7.004816055297852, 4.61507511138916, 3.5777883529663086, 8.396722793579102, 4.635187149047852, 8.410404205322266, 4.469883918762207, 5.478914260864258, 7.030564308166504, 4.146129131317139, 7.449522972106934, 5.605477333068848, 6.116500377655029, 8.44803237915039, 5.149178981781006, 6.211860179901123, 5.513887405395508, 5.781480312347412, 5.25065279006958, 5.374413967132568, 6.046265602111816, 5.209822654724121, 6.550867557525635, 4.038853645324707, 7.827348709106445, 4.999600410461426, 6.820497035980225, 5.628517150878906, 7.894416809082031, 7.7715911865234375, 6.18322229385376, 5.118607521057129, 5.077642440795898, 5.993151664733887, 8.32603931427002, 6.815768241882324, 4.335074424743652, 5.24882173538208, 7.460999965667725, 6.41188907623291, 6.606550693511963, 8.041975021362305, 5.83405876159668, 7.774795055389404, 5.317032814025879, 4.942892551422119, 5.402853488922119, 6.483151435852051, 6.354354381561279, 7.740076541900635, 5.155844688415527, 5.505105972290039, 5.897022247314453, 6.923538684844971, 5.582091331481934, 4.069912910461426, 7.741206645965576, 5.399721622467041, 5.382214546203613, 6.624547958374023, 6.251647472381592, 5.013321399688721, 6.818934440612793, 4.3809709548950195, 8.477446556091309, 6.947231769561768, 7.772935390472412, 3.6132609844207764, 7.093908309936523, 6.934718132019043, 7.411083221435547, 8.029680252075195, 5.527429103851318, 4.384131908416748, 7.665551662445068, 3.964057207107544, 5.406784534454346, 4.181646823883057, 4.303866863250732, 6.517362117767334, 4.306184768676758, 7.697873592376709, 4.269521713256836, 8.1716890335083, 4.723295211791992, 7.394197940826416, 4.922164440155029, 4.76706600189209, 8.050787925720215, 5.919522285461426, 4.0740556716918945, 8.700448036193848, 7.493225574493408, 3.6715078353881836, 6.93135404586792, 5.406628131866455, 7.850975036621094, 5.081866264343262, 5.131035327911377, 8.252586364746094, 7.910598278045654, 3.8864312171936035, 4.644474983215332, 5.8669538497924805, 4.42477560043335, 8.533651351928711, 5.088789463043213, 5.056573867797852, 6.656388282775879, 5.922549247741699, 6.989047050476074, 5.313539028167725, 5.11046838760376, 6.509364604949951, 4.102172374725342, 4.219893932342529, 5.258246898651123, 5.017405986785889, 4.152327060699463, 3.8316879272460938, 7.299708843231201, 3.825571060180664, 7.323278427124023, 6.006556034088135, 5.788115978240967, 5.371094703674316, 7.1001434326171875, 7.074885845184326, 7.927692413330078, 7.418592929840088, 6.533107757568359, 5.4318671226501465, 8.096604347229004, 4.425322532653809, 6.823482990264893, 6.2906975746154785, 6.015054702758789, 5.669126510620117, 4.190456390380859, 5.504292011260986, 5.870962619781494, 5.393503665924072, 5.199852466583252, 5.78155517578125, 6.9221625328063965, 5.058988094329834, 7.1830854415893555, 6.5737833976745605, 5.666296482086182, 4.472744941711426, 6.99022912979126, 5.9479804039001465, 7.893737316131592, 4.343146324157715, 6.1646833419799805, 6.03957986831665, 4.247189998626709, 7.7785491943359375, 7.321354389190674, 8.316267967224121, 4.985533237457275, 6.345970630645752, 7.206400394439697, 6.898346424102783, 4.701885223388672, 5.190054893493652, 5.922016620635986, 5.9541239738464355, 4.350704669952393, 7.075333595275879, 5.467873573303223, 4.450220584869385, 8.247307777404785, 4.7689595222473145, 8.466877937316895, 7.466790676116943, 6.618325710296631, 4.193582057952881, 7.0380964279174805, 8.223094940185547, 6.869994163513184, 5.418865203857422, 7.166930198669434, 7.750208854675293, 5.47357702255249, 6.954822540283203, 8.10234260559082, 6.665670871734619, 6.284550189971924, 7.031073093414307, 5.1934494972229, 7.488529682159424, 5.32079553604126, 5.10115909576416, 5.007727146148682, 5.5794548988342285, 4.771237373352051, 6.941540241241455, 5.016507148742676, 7.466044902801514, 7.302128314971924, 5.978806018829346, 6.85509729385376, 7.189493179321289, 7.93672513961792, 6.834169864654541, 6.611694812774658, 5.6345062255859375, 5.796431064605713, 4.483071327209473, 7.361513137817383, 5.121579647064209, 4.925740718841553, 8.112690925598145, 6.840322017669678, 7.145934104919434, 7.770186424255371, 7.624998569488525, 5.343137741088867, 3.5841894149780273, 6.908425331115723, 6.707731246948242, 7.841665744781494, 4.984598159790039, 6.150475978851318, 8.361055374145508, 4.226022243499756, 7.9451375007629395, 4.957420349121094, 7.363555908203125, 7.589099407196045, 5.246841907501221, 5.505617618560791, 4.96970796585083, 8.201427459716797, 6.438880920410156, 8.100746154785156, 5.500036716461182, 5.1722846031188965, 5.897436141967773, 8.369145393371582, 6.441473484039307, 5.388271808624268, 6.279931545257568, 4.250952243804932, 4.209985256195068, 5.137760162353516, 4.354809284210205, 8.2151517868042, 7.949918270111084, 8.26486873626709, 5.554734706878662, 7.723150730133057, 7.192607879638672, 8.258820533752441, 6.689764976501465, 4.099399566650391, 3.9706454277038574, 4.132631301879883, 6.668724536895752, 8.017953872680664, 4.416478633880615, 6.901421070098877, 4.624982833862305, 5.464171409606934, 4.514738082885742, 7.105326175689697, 5.494699954986572, 6.403307914733887, 8.368670463562012, 5.669579982757568, 7.901275157928467, 4.569126129150391, 6.410854816436768, 5.029057502746582, 5.997243881225586, 4.609946250915527, 3.9184768199920654, 6.7157697677612305, 5.6355485916137695, 7.231417655944824, 4.7458672523498535, 8.028985977172852, 4.752676486968994, 8.287556648254395, 7.198293209075928, 8.649560928344727, 7.1338324546813965, 6.064630508422852, 3.7538020610809326, 5.94704008102417, 5.717976093292236, 5.162721633911133, 7.481788158416748, 4.444737911224365, 6.317549705505371, 4.575296401977539, 4.189549446105957, 4.222287654876709, 5.434048175811768, 4.220624923706055, 5.2227349281311035, 4.345192909240723, 8.560429573059082, 6.779257774353027, 6.444265365600586, 7.898507595062256, 4.38442325592041, 5.212324142456055, 4.77610969543457, 6.833282470703125, 7.3517351150512695, 7.474851131439209, 5.454090118408203, 6.399625301361084, 7.7031707763671875, 4.715660572052002, 5.954975128173828, 5.75463342666626, 6.151301383972168, 6.96710205078125, 5.990743160247803, 6.491435527801514, 6.312173366546631, 6.096987247467041, 5.395782470703125, 7.475743770599365, 4.941781044006348, 7.729969501495361, 4.453450679779053, 7.986685752868652, 5.450013160705566, 4.496068477630615, 6.177290916442871, 5.613983154296875, 7.647281646728516, 6.776361465454102, 7.003603458404541, 6.695255279541016, 5.4288787841796875, 6.038574695587158, 7.493439674377441, 5.4618916511535645, 7.503294467926025, 5.986940860748291, 6.615441799163818, 4.926380634307861, 7.696508407592773, 7.6570305824279785, 4.188686847686768, 5.829898357391357, 8.316983222961426, 6.670724391937256, 5.842770099639893, 5.285922527313232, 6.932033538818359, 5.704171180725098, 3.9908974170684814, 4.22044563293457, 4.400790691375732, 5.7550859451293945, 5.314558029174805, 7.174618721008301, 7.657361030578613, 5.420439720153809, 6.448932647705078, 5.693416118621826, 7.886106491088867, 5.770635604858398, 5.6315226554870605, 3.742928981781006, 5.365511417388916, 6.747519493103027, 8.201716423034668, 4.050160884857178, 5.513164043426514, 5.762671947479248, 6.924417018890381, 4.613401889801025, 7.452790260314941, 7.215386390686035, 4.460670471191406, 6.255813121795654, 5.149996280670166, 4.839621543884277, 7.625654220581055, 8.537612915039062, 6.167735576629639, 6.4027934074401855, 8.093550682067871, 4.196774482727051, 5.469286918640137, 6.589217185974121, 8.308087348937988, 6.862876892089844, 8.504111289978027, 7.054136753082275, 4.715712547302246, 5.233860015869141, 7.416262626647949, 7.6709442138671875, 4.040311813354492, 8.544508934020996, 5.80836820602417, 5.403337478637695, 7.8460774421691895, 5.89558219909668, 4.94502067565918, 7.470611095428467, 5.182250499725342, 5.704451560974121, 4.136149883270264, 6.335418224334717, 5.590529441833496, 7.115004539489746, 6.151756286621094, 4.386801719665527, 3.760249137878418, 6.259678363800049, 7.139597415924072, 6.406981945037842, 6.064766883850098, 4.320478439331055, 6.954128742218018, 5.574461936950684, 5.917013645172119, 4.087578296661377, 5.069523334503174, 3.8121848106384277, 6.297784328460693, 8.25340461730957, 6.326137542724609, 5.864534854888916, 8.169889450073242, 4.229947090148926, 8.395666122436523, 7.275450706481934, 7.94216775894165, 5.018641948699951, 7.22509765625, 5.117146015167236, 5.827565670013428, 4.499843597412109, 6.076842308044434, 4.539982795715332, 5.955593585968018, 7.4062652587890625, 4.835546970367432, 6.987697124481201, 6.217210292816162, 4.27272891998291, 5.670363903045654, 3.859818458557129, 7.78233003616333, 6.989407062530518, 7.94609260559082, 5.089158058166504, 5.600447177886963, 4.804029941558838, 7.280264854431152, 6.498865127563477, 4.461040019989014, 5.805004119873047, 5.352731227874756, 8.199594497680664, 7.984743118286133, 5.19254207611084, 5.463642597198486, 5.736790180206299, 7.35975456237793, 5.632259845733643, 7.0764288902282715, 6.820907115936279, 4.42741584777832, 6.969380855560303, 6.548386096954346, 8.168754577636719, 4.301875591278076, 4.512750148773193, 8.227416038513184, 7.1946258544921875, 7.423830509185791, 4.51292610168457, 3.9909424781799316, 6.109617710113525, 6.225851535797119, 4.160122871398926, 4.921235084533691, 7.6922125816345215, 4.809717178344727, 6.434427738189697, 7.137416839599609, 5.752952575683594, 4.204690933227539, 8.244091033935547, 5.822650909423828, 7.379494667053223, 7.767160415649414, 8.198485374450684, 7.228625297546387, 4.200170993804932, 4.81724739074707, 6.184741020202637, 6.345648765563965, 5.212385177612305, 8.24346923828125, 3.8790721893310547, 5.897468566894531, 5.776279926300049, 5.236075401306152, 6.3715033531188965, 6.718476295471191, 7.7454729080200195, 8.045806884765625, 4.055732727050781, 6.2915544509887695, 4.839364051818848, 8.043129920959473, 7.980099201202393, 6.150241374969482, 7.118382930755615, 4.585059642791748, 6.723179817199707, 5.005712509155273, 5.753664970397949, 6.340775489807129, 5.955755233764648, 6.299331188201904, 3.9703354835510254, 4.199100017547607, 5.078641891479492, 7.9402852058410645, 7.1258864402771, 6.697490692138672, 5.635166168212891, 3.918570041656494, 3.9717814922332764, 4.188794136047363, 6.004957675933838, 4.477038860321045, 5.308991432189941, 7.1121344566345215, 7.057760238647461, 5.375094890594482, 6.164966106414795, 6.869255065917969, 5.502574920654297, 4.921871662139893, 3.7168638706207275, 4.832908630371094, 6.521723747253418, 6.77734899520874, 7.638941764831543, 3.924280881881714, 8.02438735961914, 8.022113800048828, 4.7779741287231445, 7.5489501953125, 5.230037212371826, 4.290136814117432, 4.9720940589904785, 4.849580764770508, 7.081753253936768, 6.397414684295654, 6.428950786590576, 4.064599514007568, 4.441424369812012, 5.843658447265625, 6.888524055480957, 4.4035749435424805, 7.574116230010986, 6.718295574188232, 5.254100799560547, 5.953513145446777, 4.281282901763916, 4.885509490966797, 6.736688613891602, 4.672372341156006, 8.321523666381836, 8.203868865966797, 7.958062171936035, 6.136207103729248, 4.405250549316406, 5.276339054107666, 4.524501800537109, 4.84056282043457, 7.714893817901611, 6.971673965454102, 4.839856147766113, 7.280065059661865, 5.450043678283691, 4.958750247955322, 6.834368705749512, 6.907565116882324, 5.490090847015381, 7.831329822540283, 4.384769439697266, 8.543495178222656, 5.442296981811523, 6.221683025360107, 7.074839115142822, 6.238440990447998, 5.657135963439941, 5.08514928817749, 7.770161151885986, 7.253364562988281, 4.932997703552246, 7.054565906524658, 5.470506191253662, 4.9361138343811035, 5.649097442626953, 5.1537652015686035, 8.140700340270996, 4.801425933837891, 8.158613204956055, 4.444405555725098, 7.36628532409668, 7.303987503051758, 5.466534614562988, 7.811059951782227, 3.772819757461548, 7.918007850646973, 7.625479221343994, 6.363014221191406, 4.3302412033081055, 5.20818567276001, 8.575339317321777, 6.956902503967285, 6.85607385635376, 5.885687828063965, 7.390151023864746, 3.841359853744507, 6.31126594543457, 5.063589572906494, 7.418380260467529, 6.295945167541504, 7.09861946105957, 5.622825622558594, 6.846556186676025, 5.427497863769531, 6.336153030395508, 7.760855674743652, 4.145556926727295, 5.580644607543945, 7.163483619689941, 5.691760063171387, 6.333877086639404, 6.2330498695373535, 4.984714984893799, 7.712221622467041, 6.7233476638793945, 6.070896625518799, 4.435029029846191, 5.801306247711182, 5.548933029174805, 8.417218208312988, 3.842186212539673, 6.669720649719238, 6.780986309051514, 5.485560417175293, 5.01161003112793, 8.245317459106445, 4.770838260650635, 4.992464542388916, 7.282772064208984, 6.372566223144531, 5.486921310424805, 3.684699058532715, 4.285505771636963, 7.617435932159424, 8.328007698059082, 5.88212251663208, 7.002864360809326, 7.056377410888672, 7.967400074005127, 6.0448760986328125, 3.653822660446167, 7.116954326629639, 6.6838059425354, 8.019898414611816, 5.331876277923584, 5.393208980560303, 4.162762641906738, 7.084251403808594, 7.0828962326049805, 6.263538837432861, 4.237484455108643, 8.499571800231934, 7.794177532196045, 4.419076442718506, 7.213502407073975, 5.7841105461120605, 8.304990768432617, 6.226426601409912, 4.494606018066406, 5.274589538574219, 5.635373592376709, 8.339513778686523, 6.127691268920898, 8.352100372314453, 7.641773223876953, 4.874125003814697, 8.192042350769043, 8.019922256469727, 8.176081657409668, 6.2435383796691895, 5.365954399108887, 6.5772013664245605, 3.73002290725708, 5.1087727546691895, 6.146125793457031, 7.920063018798828, 5.178438663482666, 7.997478008270264, 7.38291597366333, 7.041876792907715, 7.182286262512207, 7.724780082702637, 7.150579929351807, 6.227560520172119, 8.334275245666504, 8.40285873413086, 7.527594089508057, 7.2169599533081055, 3.9081366062164307, 6.985343933105469, 6.782288074493408, 4.256324291229248, 6.856177806854248, 7.0759711265563965, 4.997528553009033, 8.235517501831055, 7.109696388244629, 4.077569484710693, 5.040442943572998, 7.621525287628174, 4.5979905128479, 6.800601959228516, 5.8179707527160645, 5.052878379821777, 4.149326324462891, 8.25056266784668, 7.082739353179932, 6.50579309463501, 5.838054180145264, 3.7341318130493164, 6.555047512054443, 4.6834516525268555, 7.839971542358398, 8.428177833557129, 6.846916198730469, 4.367976665496826, 4.863935470581055, 6.45440149307251, 8.380993843078613, 3.7122209072113037, 6.379462718963623, 6.66597318649292, 4.611911773681641, 4.554265975952148, 4.24686336517334, 4.385108947753906, 4.289328575134277, 6.579613208770752, 6.707805156707764, 8.17937183380127, 3.950326681137085, 5.642940044403076, 4.08441686630249, 7.965793132781982, 5.767220973968506, 5.180933952331543, 6.6306257247924805, 5.886294841766357, 5.993934631347656, 6.243234157562256, 7.884709358215332, 5.795418739318848, 5.589166164398193, 4.145734786987305, 8.116164207458496, 5.012148380279541, 6.835446834564209, 4.687919616699219, 5.656661510467529, 7.699090957641602, 6.966886043548584, 4.655385494232178, 8.229483604431152, 7.484227657318115, 3.962009906768799, 7.446202754974365, 4.108780860900879, 4.215671062469482, 4.605080604553223, 4.5465521812438965, 4.527718544006348, 7.090277194976807, 6.715750217437744, 7.9029459953308105, 4.19993257522583, 4.150351047515869, 5.5357208251953125, 5.987880229949951, 7.136011600494385, 8.109951972961426, 5.319062232971191, 7.825473308563232, 5.2678680419921875, 6.042752265930176, 6.022693634033203, 7.877279758453369, 4.278706073760986, 4.485537052154541, 8.45914077758789, 6.110896587371826, 4.657010555267334, 6.476033687591553, 6.036012649536133, 3.9705047607421875, 7.540320873260498, 7.014101982116699, 6.589352607727051, 7.338197231292725, 6.187249183654785, 5.788532257080078, 7.298959255218506, 5.335408687591553, 5.623908519744873, 7.430898666381836, 8.34912395477295, 5.394047260284424, 7.023163318634033, 8.161538124084473, 3.861964702606201, 5.374872207641602, 4.3685784339904785, 3.689343214035034, 5.469135284423828, 5.490086078643799, 6.696966171264648, 4.878045082092285, 7.271297931671143, 7.165994644165039, 6.459858417510986, 7.497387886047363, 4.896711349487305, 5.471807956695557, 6.459840774536133, 7.7921929359436035, 6.218920707702637, 7.4400153160095215, 6.428602695465088, 6.575909614562988, 3.600008726119995, 5.08485746383667, 3.71368145942688, 6.534951686859131, 6.388773441314697, 7.0792317390441895, 4.552303791046143, 4.232259750366211, 4.251814842224121, 6.6313700675964355, 7.157621383666992, 5.3689799308776855, 4.9485697746276855, 5.776440620422363, 7.951262474060059, 7.252769947052002, 6.038802146911621, 5.2910895347595215, 4.559839725494385, 5.556276798248291, 4.561795711517334, 4.4337568283081055, 4.647623062133789, 5.859870433807373, 4.664341449737549, 5.932060241699219, 4.147726058959961, 5.79377555847168, 3.6961631774902344, 5.727627754211426, 4.374650001525879, 7.036962985992432, 8.460710525512695, 4.841019153594971, 8.048699378967285, 8.176521301269531, 6.472478866577148, 3.898071050643921, 4.775291919708252, 6.082986831665039, 6.654699325561523, 3.868093252182007, 4.826859474182129, 4.345911979675293, 5.743666172027588, 3.9772210121154785, 6.060396671295166, 4.995485305786133, 8.290849685668945, 6.538710594177246, 5.563825607299805, 4.637082576751709, 4.816257953643799, 7.485292434692383, 7.813340187072754, 4.199510097503662, 4.423761367797852, 4.029074192047119, 4.540109634399414, 4.546640872955322, 6.924716472625732, 8.383915901184082, 8.139824867248535, 4.823189735412598, 6.995480537414551, 5.936628341674805, 6.77794075012207, 5.829346179962158, 5.4282755851745605, 8.1774263381958, 4.527297019958496, 4.991093635559082, 8.059069633483887, 7.783439636230469, 5.270381450653076, 4.277990341186523, 5.802144527435303, 5.920961856842041, 4.711400985717773, 5.169894695281982, 7.711058139801025, 6.250074863433838, 8.60539722442627, 6.349278926849365, 8.006300926208496, 4.646883487701416, 6.7949981689453125, 6.499165058135986, 3.820919990539551, 7.069573402404785, 6.8346662521362305, 7.225765228271484, 6.284847736358643, 6.40743350982666, 8.08227825164795, 6.781468868255615, 4.228021621704102, 4.567630290985107, 7.762341499328613, 5.233625888824463, 7.324443817138672, 6.952551364898682, 5.618338584899902, 4.6358723640441895, 5.347240447998047, 5.636111259460449, 4.29882287979126, 6.071356296539307, 7.3304877281188965, 6.002725124359131, 6.326983451843262, 7.505131244659424, 7.02509880065918, 4.695090293884277, 6.739284992218018, 3.9780843257904053, 8.164759635925293, 6.4360246658325195, 8.492506980895996, 7.981687545776367, 4.117395401000977, 8.657232284545898, 7.237657070159912, 7.387498378753662, 7.009218692779541, 6.505545616149902, 7.381139755249023, 5.201387405395508, 6.4053449630737305, 7.030733585357666, 5.2939453125, 8.161805152893066, 4.67161750793457, 7.174227237701416, 6.773367404937744, 5.304951190948486, 4.30378532409668, 8.177068710327148, 5.534479141235352, 7.040012836456299, 4.375883102416992, 6.320813179016113, 7.0636982917785645, 5.3744306564331055, 5.706359386444092, 8.240525245666504, 5.542482376098633, 5.841599941253662, 4.917468547821045, 4.858058929443359, 3.818556308746338, 7.106711387634277, 4.967849254608154, 6.229064464569092, 4.670288562774658, 4.1625142097473145, 4.684122085571289, 4.693026542663574, 5.308450222015381, 5.195072650909424, 5.947559356689453, 5.7044548988342285, 5.026762962341309, 5.343449115753174, 4.638044834136963, 4.324875354766846, 5.16726541519165, 5.1773176193237305, 7.8906025886535645, 6.784764289855957, 7.933574199676514, 5.81539249420166, 4.972337245941162, 5.700144290924072, 6.099400043487549, 6.676634311676025, 6.705168724060059, 5.361668109893799, 4.313915252685547, 6.198219299316406, 6.315609931945801, 7.959755897521973, 7.211324214935303, 3.964993715286255, 7.529606819152832, 6.183592796325684, 7.468853950500488, 6.561473846435547, 4.765808582305908, 7.903102874755859, 6.906085968017578, 4.308098793029785, 7.796308994293213, 8.660775184631348, 5.551997184753418, 6.621644973754883, 4.014901161193848, 6.141968250274658, 8.357857704162598, 4.603424549102783, 7.4286088943481445, 5.588036060333252, 8.163337707519531, 4.647788047790527, 6.953453063964844, 5.256953716278076, 7.937138080596924, 6.697225570678711, 5.471141815185547, 5.695638656616211, 5.6768717765808105, 4.032012939453125, 6.180366039276123, 6.392008304595947, 6.317158222198486, 4.03961706161499, 7.772809028625488, 7.374495983123779, 5.9578962326049805, 6.263791084289551, 6.4915595054626465, 7.58449125289917, 5.881589889526367, 4.098891258239746, 5.748520374298096, 3.569450616836548, 6.793455600738525, 4.641149997711182, 4.066784381866455, 5.802972316741943, 6.505191326141357, 5.459873199462891, 4.278775215148926, 4.928181171417236, 6.166369438171387, 8.229503631591797, 4.371264457702637, 5.7072319984436035, 6.2135138511657715, 6.018624782562256, 5.336912155151367, 5.60829496383667, 3.5007669925689697, 6.221895217895508, 5.022297382354736, 6.123648643493652, 4.181842803955078, 4.155632019042969, 8.583415031433105, 5.427359104156494, 4.692432880401611, 6.779742240905762, 6.9184980392456055, 4.7874579429626465, 7.028040409088135, 4.1505632400512695, 3.786195993423462, 7.041194438934326, 5.305057048797607, 7.4591474533081055, 4.303518295288086, 4.986996650695801, 4.737749099731445, 4.448574542999268, 6.215971946716309, 4.3166823387146, 7.886314868927002, 8.35324764251709, 6.983885765075684, 7.517672538757324, 8.258561134338379, 3.7338321208953857, 5.530332565307617, 8.117613792419434, 8.617768287658691, 7.944880962371826, 4.710603713989258, 5.851789951324463, 8.62488079071045, 6.096282958984375, 5.505943775177002, 8.618032455444336, 6.90667200088501, 4.438423156738281, 7.197437763214111, 6.134653091430664, 4.9406890869140625, 4.456780433654785, 6.563871383666992, 5.462584018707275, 6.687615871429443, 5.600338935852051, 4.639726638793945, 8.352559089660645, 5.671224117279053, 6.082935810089111, 6.538265228271484, 4.639223575592041, 5.248530387878418, 6.928193092346191, 5.058526515960693, 5.2155070304870605, 4.492726802825928, 4.656543254852295, 7.210615634918213, 7.263455867767334, 7.555260181427002, 5.058598041534424, 6.124125003814697, 6.170458793640137, 6.891290187835693, 4.346141815185547, 4.6647868156433105, 6.012316703796387, 4.326775550842285, 8.544734954833984, 8.343461036682129, 4.707374095916748, 5.785338401794434, 5.010533332824707, 4.1735663414001465, 8.551603317260742, 4.588805675506592, 4.351061820983887, 4.618584632873535, 7.027789115905762, 5.5872673988342285, 7.149664878845215, 8.271761894226074, 6.366387844085693, 6.95789909362793, 7.433648109436035, 5.476562976837158, 5.130782127380371, 4.38486909866333, 6.198734760284424, 4.779547691345215, 6.587120056152344, 6.647170066833496, 4.9130754470825195, 6.658647060394287, 8.465054512023926, 3.529143810272217, 6.0536909103393555, 5.635613441467285, 6.062137126922607, 5.164113521575928, 4.372730255126953, 4.49362325668335, 6.142164707183838, 5.963383197784424, 5.482485771179199, 7.449411392211914, 4.514030456542969, 7.906863212585449, 5.5818257331848145, 4.249504566192627, 7.627668380737305, 3.811513662338257, 5.915299415588379, 7.373725414276123, 3.722015857696533, 8.253742218017578, 5.117396831512451, 6.685140132904053, 7.230747699737549, 5.292449951171875, 6.59935998916626, 7.692451477050781, 6.39285135269165, 4.561006546020508, 3.6586852073669434, 3.9638967514038086, 5.134246349334717, 4.558971881866455, 4.3683576583862305, 7.070295333862305, 8.174810409545898, 6.555588245391846, 6.840821743011475, 4.3013434410095215, 7.530444622039795, 6.841044902801514, 5.427063465118408, 6.022351264953613, 6.961268424987793, 6.413390159606934, 5.785877227783203, 5.498457908630371, 8.500203132629395, 4.15654993057251, 5.052950859069824, 8.111808776855469, 6.641765594482422, 4.584699630737305, 3.586601734161377, 4.238873481750488, 3.8846280574798584, 7.573730945587158, 7.369903087615967, 4.213189125061035, 5.919447898864746, 4.203290939331055, 7.362523078918457, 6.308111667633057, 8.001886367797852, 5.396698951721191, 6.453972816467285, 5.684360980987549, 6.563522815704346, 7.031829833984375, 7.962019920349121, 8.136384963989258, 4.360620975494385, 7.376499652862549, 4.535439968109131, 6.9747233390808105, 6.762439250946045, 4.075642108917236, 5.010141849517822, 6.2494378089904785, 6.4782490730285645, 6.69083309173584, 5.343297004699707, 6.82485294342041, 4.271461486816406, 8.373247146606445, 6.083393096923828, 6.378483295440674, 4.134399890899658, 5.637093544006348, 3.6217775344848633, 4.74329137802124, 6.064896583557129, 6.621402263641357, 3.8586862087249756, 6.941537380218506, 3.9758119583129883, 8.164176940917969, 6.930750846862793, 6.944901943206787, 6.850526332855225, 7.3623738288879395, 4.33478307723999, 4.6055755615234375, 6.775643825531006, 5.664504051208496, 3.7894182205200195, 4.794875621795654, 4.323435306549072, 4.312710762023926, 7.392997741699219, 7.148794174194336, 4.184817790985107, 6.401452541351318, 5.5556721687316895, 5.491246700286865, 3.932579755783081, 4.197473526000977, 6.9609832763671875, 8.23482894897461, 5.026541233062744, 8.125617980957031, 4.272749423980713, 3.539952039718628, 4.617620944976807, 4.719288349151611, 6.284815311431885, 6.062447547912598, 6.866879940032959, 4.332710266113281, 3.7313127517700195, 4.734582424163818, 4.515371799468994, 5.496114730834961, 7.447977066040039, 4.780672550201416, 5.243927478790283, 8.203095436096191, 4.264149188995361, 7.899629592895508, 4.775086879730225, 6.135913372039795, 3.9512383937835693, 5.402572154998779, 4.267758846282959, 5.816701412200928, 5.180547714233398, 8.635161399841309, 4.246640682220459, 4.352931022644043, 7.1691741943359375, 5.280207633972168, 6.120551109313965, 8.480563163757324, 6.344639778137207, 5.08924674987793, 4.42730188369751, 5.558639049530029, 4.29158878326416, 7.637258529663086, 7.313286304473877, 6.536194324493408, 4.675553321838379, 4.205621719360352, 4.239857196807861, 7.3758039474487305, 6.26161003112793, 7.539524555206299, 6.660953521728516, 5.908829212188721, 5.551030158996582, 6.305646896362305, 8.54019832611084, 3.74242901802063, 8.345478057861328, 5.324089527130127, 5.051527500152588, 6.110927104949951, 8.387091636657715, 6.68200159072876, 4.775583267211914, 4.356917381286621, 4.4562458992004395, 5.5757293701171875, 6.9747724533081055, 8.064393997192383, 6.437489986419678, 4.798562526702881, 5.396274089813232, 4.832581043243408, 6.036975383758545, 4.853723049163818, 4.75645637512207, 7.334629058837891, 7.100257873535156, 5.8956780433654785, 5.124149322509766, 6.971230983734131, 5.55767297744751, 5.285066604614258, 6.961464881896973, 4.382808208465576, 6.146277904510498, 8.512380599975586, 7.902909755706787, 5.853688716888428, 6.438517093658447, 7.641017913818359, 4.936323165893555, 6.888635635375977, 6.487367630004883, 8.491260528564453, 5.128253936767578, 6.162724494934082, 4.600492000579834, 4.365139484405518, 7.311302661895752, 3.626227617263794, 4.731804847717285, 4.5153632164001465, 5.581996917724609, 6.012714385986328, 5.618527889251709, 7.105282783508301, 7.606894016265869, 8.060519218444824, 7.054681777954102, 4.515387535095215, 6.562226295471191, 6.291221618652344, 3.989893674850464, 5.542223930358887, 4.721508979797363, 5.743028163909912, 5.445160865783691, 6.333992958068848, 4.265230178833008, 4.700235843658447, 4.977762222290039, 4.943532466888428, 4.605954647064209, 4.4750847816467285, 5.3022990226745605, 3.739548921585083, 3.995828866958618, 6.251853942871094, 8.242037773132324, 7.168159484863281, 5.8262224197387695, 3.764901876449585, 6.52927827835083, 5.592892646789551, 8.022027969360352, 7.353728294372559, 5.3863019943237305, 5.617548942565918, 4.910971164703369, 6.124373912811279, 6.021215915679932, 6.992708206176758, 5.721152305603027, 4.0908942222595215, 7.358546257019043, 3.533895254135132, 7.071238994598389, 6.2131547927856445, 5.44918155670166, 5.779192924499512, 4.862951278686523, 6.7074785232543945, 7.148006916046143, 4.915755271911621, 5.607104778289795, 6.984697341918945, 7.710229396820068, 8.725214958190918, 4.971070766448975, 6.843337059020996, 5.281760215759277, 4.332589149475098, 8.394959449768066, 5.015334129333496, 4.467503070831299, 6.654599666595459, 6.235520362854004, 4.2421488761901855, 7.001729965209961, 7.898155212402344, 5.710790157318115, 6.966946125030518, 6.221615314483643, 5.025759696960449, 6.516838073730469, 7.769008159637451, 7.366331577301025, 4.5084404945373535, 4.6380205154418945, 7.912853717803955, 7.859403133392334, 5.004479885101318, 8.009905815124512, 8.035602569580078, 4.323012828826904, 7.7166643142700195, 5.316935062408447, 5.383305072784424, 5.358340740203857, 6.542662620544434, 5.24103307723999, 7.115675449371338, 5.814537525177002, 7.267478942871094, 6.3882670402526855, 8.003944396972656, 5.017003059387207, 5.606769561767578, 4.418910980224609, 7.667665004730225, 4.60844087600708, 8.169968605041504, 6.3813862800598145, 5.351346492767334, 7.25798225402832, 6.7576422691345215, 5.082232475280762, 5.196562767028809, 4.735531330108643, 5.185159206390381, 3.8929104804992676, 7.945683479309082, 7.865880966186523, 8.397684097290039, 6.180935382843018, 7.39138650894165, 6.340094089508057, 8.305094718933105, 3.8457963466644287, 7.027400970458984, 6.642377853393555, 5.3977460861206055, 3.739485740661621, 4.6059417724609375, 6.363217830657959, 4.705198287963867, 7.153926372528076, 6.95249605178833, 7.180946350097656, 3.8905277252197266, 4.349306106567383, 5.030066967010498, 6.211921215057373, 4.4381184577941895, 8.44158935546875, 7.711915016174316, 6.3031086921691895, 7.015141487121582, 4.42622184753418, 4.6526007652282715, 6.610607624053955, 4.670936584472656, 6.955012798309326, 6.683050155639648, 4.7300262451171875, 4.343492031097412, 5.901605129241943, 6.081725120544434, 5.830509185791016, 4.132275581359863, 7.709529399871826, 5.131902694702148, 4.9879655838012695, 6.088678359985352, 6.929889678955078, 5.14184045791626, 5.761048793792725, 7.505581378936768, 4.373009204864502, 6.164024353027344, 3.770416736602783, 4.098755359649658, 7.73682975769043, 4.563425540924072, 4.618200302124023, 3.729341745376587, 7.130154132843018, 4.29013729095459, 8.7217378616333, 6.938000202178955, 8.054415702819824, 6.914979934692383, 4.335180282592773, 6.504536151885986, 6.5052618980407715, 6.0633463859558105, 5.897019863128662, 6.435872554779053, 6.568071365356445, 3.7673895359039307, 6.726925373077393, 4.854406356811523, 6.118875980377197, 6.764540195465088, 5.4459943771362305, 4.135709762573242, 4.364565849304199, 6.195668697357178, 6.965061187744141, 4.613575458526611, 8.37137222290039, 5.576015472412109, 6.952760219573975, 6.518899440765381, 6.39674186706543, 4.24724817276001, 5.320830345153809, 8.413483619689941, 8.492067337036133, 5.4387359619140625, 6.4776458740234375, 6.423569679260254, 4.0627360343933105, 4.302984237670898, 7.444211006164551, 5.007925987243652, 6.505373954772949, 4.87514066696167, 7.105288028717041, 4.324962615966797, 5.433597087860107, 4.411900520324707, 6.772068500518799, 5.066910743713379, 6.613281726837158, 5.418029308319092, 6.489686489105225, 6.520042896270752, 5.980051040649414, 8.564861297607422, 4.738059043884277, 6.844172477722168, 4.707165241241455, 8.140801429748535, 4.133115291595459, 5.833222389221191, 5.165404796600342, 5.690176963806152, 3.576866626739502, 6.00497579574585, 5.256031036376953, 7.058878421783447, 6.451510429382324, 6.918493270874023, 6.398372650146484, 6.083311557769775, 4.463192462921143, 4.870370864868164, 7.118186950683594, 8.237031936645508, 6.2691521644592285, 4.961380958557129, 6.066370010375977, 4.295094013214111, 7.509642601013184, 7.050438404083252, 5.105607986450195, 8.074939727783203, 7.750687122344971, 7.102898597717285, 7.351175785064697, 6.195480823516846, 4.892224311828613, 7.189887046813965, 6.73492956161499, 6.2287797927856445, 3.5909831523895264, 4.255054950714111, 3.848829984664917, 7.814403057098389, 4.917964935302734, 4.275022506713867, 8.055002212524414, 5.154983043670654, 5.100851058959961, 5.605803489685059, 5.5110392570495605, 6.777590751647949, 5.328784942626953, 6.365787982940674, 7.675180435180664, 7.34948205947876, 8.032448768615723, 6.810814380645752, 4.560086250305176, 8.04426097869873, 8.174105644226074, 4.45918607711792, 5.658747673034668, 4.441271781921387, 4.299170017242432, 7.973013401031494, 7.335115432739258, 5.356610298156738, 5.9744744300842285, 8.202095031738281, 4.417360305786133, 5.185120105743408, 4.648777484893799, 5.369271755218506, 6.799039840698242, 4.763972282409668, 6.447151184082031, 7.452273368835449, 7.417850494384766, 5.148240089416504, 4.450998783111572, 8.226292610168457, 4.510129928588867, 6.109738826751709, 7.0482354164123535, 6.399149417877197, 5.023593425750732, 3.954608201980591, 7.786038398742676, 6.442468166351318, 8.571606636047363, 4.775146484375, 5.29538106918335, 5.183164596557617, 4.94827938079834, 6.097539901733398, 6.342568397521973, 8.305088996887207, 7.3755950927734375, 5.090121746063232, 6.593945026397705, 6.2131428718566895, 6.675352573394775, 6.056336402893066, 6.286325454711914, 7.080407619476318, 5.195955753326416, 3.6708648204803467, 5.386492729187012, 7.23837423324585, 7.850192070007324, 6.6479597091674805, 7.726147651672363, 4.889882564544678, 6.966703414916992, 3.6094038486480713, 6.308582782745361, 5.662047863006592, 3.496274709701538, 5.802700042724609, 4.755235195159912, 4.650206089019775, 5.4087138175964355, 7.4247918128967285, 6.860331058502197, 4.980710983276367, 7.447144508361816, 6.155218124389648, 7.14163064956665, 3.889895439147949, 7.140443801879883, 6.406786918640137, 4.07017183303833, 4.919775485992432, 5.010343074798584, 6.3301544189453125, 6.806490898132324, 4.205564022064209, 5.861179351806641, 5.789909362792969, 7.156411170959473, 7.9687275886535645, 6.000917434692383, 6.65460729598999, 5.762364387512207, 6.656075477600098, 5.192897796630859, 3.983339309692383, 7.206330299377441, 8.102361679077148, 5.972600936889648, 6.30606746673584, 6.48846960067749, 5.980417251586914, 8.212166786193848, 4.2249884605407715, 7.241894721984863, 6.219061851501465, 6.118895053863525, 6.125815391540527, 6.258308410644531, 8.03974437713623, 5.53490686416626, 7.008567810058594, 3.6421282291412354, 5.338277816772461, 5.158536911010742, 5.387505531311035, 7.206823348999023, 4.876472473144531, 5.05998420715332, 7.3490190505981445, 8.19726848602295, 4.146974086761475, 6.577647686004639, 6.330714702606201, 4.030481815338135, 6.13478946685791, 5.014654636383057, 7.501001834869385, 5.207258701324463, 8.28605842590332, 6.912671089172363, 7.2987213134765625, 6.757997512817383, 7.803313255310059, 7.782380104064941, 6.4931817054748535, 4.3611531257629395, 4.074630260467529, 8.535019874572754, 5.0048322677612305, 8.043272018432617, 5.691847801208496, 6.781468868255615, 5.325207233428955, 7.972328186035156, 6.957344055175781, 7.762033939361572, 7.565047264099121, 4.461160182952881, 7.384044170379639, 4.997178077697754, 4.951452732086182, 5.883808135986328, 5.119748592376709, 4.398167133331299, 4.173637866973877, 6.101873874664307, 4.393486976623535, 5.031895160675049, 7.469721794128418, 5.734987735748291, 3.814976215362549, 3.6552951335906982, 8.131175994873047, 7.666008949279785, 5.082523345947266, 5.396478176116943, 8.529983520507812, 7.8074727058410645, 4.385229587554932, 8.072921752929688, 5.183541297912598, 4.871703147888184, 8.422101020812988, 5.97320556640625, 6.388833045959473, 6.820505142211914, 5.16754674911499, 5.182386875152588, 7.487608432769775, 5.549755096435547, 5.418121337890625, 6.159231185913086, 4.923162460327148, 4.8695855140686035, 6.3288493156433105, 5.516732215881348, 4.336543560028076, 3.655791759490967, 5.076801776885986, 5.3291826248168945, 7.94492769241333, 4.502679347991943, 4.340674877166748, 3.7407753467559814, 4.512015342712402, 6.408210277557373, 5.1562819480896, 4.9707350730896, 6.829949855804443, 8.333815574645996, 6.0909504890441895, 4.241809368133545, 5.332517147064209, 7.414754867553711, 5.234070777893066, 5.383077144622803, 6.9590373039245605, 7.398582458496094, 4.485456943511963, 5.882976055145264, 5.225494384765625, 7.984078884124756, 6.655019760131836, 6.177724838256836, 4.408531665802002, 4.676733016967773, 4.597555160522461, 5.378274440765381, 4.599441051483154, 7.3079071044921875, 5.459118843078613, 4.42594575881958, 7.299863815307617, 6.988038539886475, 5.453463077545166, 6.725062847137451, 7.768539905548096, 5.367644786834717, 7.4982218742370605, 4.882023811340332, 3.752307176589966, 5.136975288391113, 4.749872207641602, 7.84215784072876, 6.323362350463867, 5.195044994354248, 7.951391220092773, 6.031570911407471, 5.854248046875, 4.218453884124756, 5.882450580596924, 7.02268648147583, 7.425417423248291, 5.8486785888671875, 6.473365783691406, 6.910183429718018, 6.260320663452148, 5.6660685539245605, 4.428091526031494, 5.653405666351318, 6.669981479644775, 6.606949806213379, 6.356847286224365, 6.640272617340088, 3.511821746826172, 6.369816303253174, 5.385373592376709, 6.683460235595703, 6.451461315155029, 7.503818035125732, 7.419058799743652, 8.468853950500488, 5.469189167022705, 6.611752033233643, 7.058712005615234, 7.0209455490112305, 4.269228458404541, 6.381274223327637, 7.206355571746826, 7.637707233428955, 8.129528045654297, 6.169123649597168, 5.240033149719238, 6.393677711486816, 6.60758113861084, 7.515182971954346, 7.1125006675720215, 6.989838600158691, 4.399471282958984, 6.333246231079102, 5.929610252380371, 6.867729187011719, 6.83866548538208, 7.049925804138184, 5.449779033660889, 4.459354877471924, 5.615426063537598, 4.784054279327393, 6.2486138343811035, 8.413330078125, 5.389976978302002, 7.757989406585693, 7.904789447784424, 7.263087749481201, 8.257756233215332, 4.057615280151367, 8.14006233215332, 6.807712078094482, 7.810283184051514, 3.775923728942871, 5.7691969871521, 5.584776878356934, 4.223996639251709, 7.089674949645996, 6.248694896697998, 6.844753742218018, 4.556994438171387, 4.279831886291504, 4.273200035095215, 6.409893989562988, 5.241939544677734, 8.605203628540039, 6.717212677001953, 4.270335674285889, 8.708560943603516, 4.720090389251709, 5.709471702575684, 5.058340549468994, 7.440565586090088, 6.974503517150879, 8.589075088500977, 4.290652275085449, 6.425456523895264, 6.123804092407227, 8.245489120483398, 7.140300750732422, 3.7592103481292725, 6.950442790985107, 5.224388122558594, 8.006738662719727, 4.952136039733887, 5.079531192779541, 3.9329612255096436, 5.796338081359863, 4.919247150421143, 8.146260261535645, 7.514615058898926, 4.532485008239746, 5.264327049255371, 6.384120464324951, 8.412016868591309, 4.738249778747559, 5.036996841430664, 5.634087562561035, 5.287069797515869, 4.8683695793151855, 8.667207717895508, 6.640486717224121, 5.928746700286865, 4.789237022399902, 7.106318473815918, 6.721656322479248, 5.635979652404785, 4.335763931274414, 5.044468402862549, 6.128964424133301, 5.498163223266602, 3.7004077434539795, 6.3935465812683105, 4.201575756072998, 4.133060932159424, 7.682928562164307, 4.594515323638916, 3.794294595718384, 5.8883466720581055, 4.685305595397949, 8.326495170593262, 5.125073432922363, 6.433460712432861, 7.606979846954346, 5.913762092590332, 4.613498687744141, 5.939358711242676, 7.198548793792725, 8.182411193847656, 7.012998104095459, 8.396413803100586, 8.126431465148926, 6.63550329208374, 7.381131172180176, 4.507969856262207, 4.620006561279297, 5.1462082862854, 8.558575630187988, 5.918919563293457, 5.3697052001953125, 4.638310432434082, 5.995456695556641, 4.281444549560547, 6.833331108093262, 7.494546413421631, 7.01439094543457, 4.388311862945557, 7.983696460723877, 8.140134811401367, 5.561285972595215, 4.3309173583984375, 4.149844169616699, 5.576494216918945, 7.546400547027588, 8.234457969665527, 8.157958030700684, 4.643239974975586, 5.200007438659668, 6.312207221984863, 5.877425670623779, 7.0685834884643555, 3.823958396911621, 7.33715295791626, 5.007926940917969, 6.25242805480957, 4.006782054901123, 6.6801838874816895, 7.9947123527526855, 6.182090759277344, 5.051324844360352, 4.354466915130615, 5.44683837890625, 3.785782814025879, 3.757188081741333, 3.988968849182129, 4.274506092071533, 8.509673118591309, 5.717761993408203, 7.434961318969727, 7.845302581787109, 6.461493968963623, 7.440571308135986, 6.748672008514404, 7.218619346618652, 6.2292985916137695, 4.867956161499023, 6.886760234832764, 8.685790061950684, 8.75706672668457, 7.18615198135376, 7.886733055114746, 3.9356861114501953, 6.769855499267578, 7.790511131286621, 6.789425849914551, 7.469562530517578, 5.540200233459473, 4.4896135330200195, 3.6598734855651855, 7.776939392089844, 6.792687892913818, 7.784607887268066, 7.057239532470703, 7.855928897857666, 4.533603191375732, 5.6325602531433105, 5.26762580871582, 6.6381096839904785, 4.831093788146973, 5.855175018310547, 8.631123542785645, 5.540398597717285, 6.8981170654296875, 6.897615432739258, 5.893909931182861, 4.616695880889893, 4.540914535522461, 7.538398265838623, 7.504325866699219, 6.304468154907227, 6.259082317352295, 4.979818820953369, 7.619263648986816, 6.590743064880371, 8.175530433654785, 6.652343273162842, 5.713967323303223, 5.178860664367676, 3.649508237838745, 5.362141132354736, 4.657413959503174, 6.377033710479736, 4.885593414306641, 7.223687171936035, 5.938116550445557, 7.51915168762207, 4.444897651672363, 5.40156888961792, 5.576071739196777, 7.0475592613220215, 4.785730838775635, 3.763441324234009, 5.450096607208252, 5.944904804229736, 5.5265421867370605, 4.007758617401123, 5.0281267166137695, 6.111958980560303, 8.106640815734863, 8.173506736755371, 7.0135931968688965, 5.373610019683838, 7.433212757110596, 7.730331897735596, 5.853638648986816, 7.076900482177734, 5.872373580932617, 5.244947910308838, 5.870378017425537, 5.877462863922119, 6.979259490966797, 3.7964730262756348, 6.817568302154541, 3.7510180473327637, 7.070773601531982, 4.010656356811523, 4.5688252449035645, 6.429411888122559, 7.345274925231934, 5.965519905090332, 8.044452667236328, 5.535104751586914, 7.378705978393555, 3.6085946559906006, 5.286267280578613, 4.345292091369629, 4.437297821044922, 3.9382944107055664, 4.949677467346191, 4.044957160949707, 5.713882923126221, 4.526663780212402, 6.782020092010498, 6.7139458656311035, 4.3478851318359375, 3.7784526348114014, 6.605123043060303, 6.718797206878662, 4.8712077140808105, 3.6302239894866943, 5.0798845291137695, 5.254875659942627, 5.402993202209473, 8.481649398803711, 4.303440093994141, 8.322874069213867, 6.632660388946533, 7.589982986450195, 6.230426788330078, 6.12036657333374, 5.596199989318848, 4.177182674407959, 5.894629955291748, 7.392563819885254, 8.17219066619873, 6.453463077545166, 4.522886753082275, 6.167129039764404, 5.215612411499023, 4.228700160980225, 4.381957530975342, 4.1774582862854, 4.281542778015137, 7.290773391723633, 5.103070259094238, 6.361131191253662, 6.9768195152282715, 8.162033081054688, 7.225346088409424, 3.976555109024048, 3.7134804725646973, 7.162439823150635, 6.77018928527832, 5.274370193481445, 7.7198591232299805, 7.962353229522705, 4.343786239624023, 5.602875232696533, 6.097710609436035, 6.4915313720703125, 3.5680880546569824, 4.657364368438721, 5.2495503425598145, 5.145246982574463, 8.038021087646484, 5.829041004180908, 7.516856670379639, 6.734996318817139, 7.486906051635742, 4.448235988616943, 7.906135559082031, 4.788276195526123, 6.1653828620910645, 4.851784706115723, 5.997954368591309, 6.797359466552734, 3.988450765609741, 4.474505424499512, 5.76469087600708, 3.5857906341552734, 7.298738956451416, 5.606504440307617, 5.202989101409912, 5.072192192077637, 6.388162612915039, 5.144363880157471, 5.068143844604492, 3.824340581893921, 4.138220310211182, 4.268275737762451, 8.159819602966309, 7.033690929412842, 5.286436557769775, 5.654405117034912, 4.270503520965576, 4.607572555541992, 5.637425899505615, 5.8131103515625, 7.126916408538818, 7.056338787078857, 4.747338771820068, 8.1426362991333, 6.631584644317627, 5.498322010040283, 5.193741321563721, 4.72736120223999, 5.205088138580322, 5.545009136199951, 4.593835830688477, 5.663909435272217, 7.140503883361816, 8.630776405334473, 8.341397285461426, 4.928008556365967, 6.253058433532715, 6.465260982513428, 7.407901287078857, 7.845687389373779, 4.450056076049805, 4.426734924316406, 6.961248874664307, 7.018133640289307, 5.170729160308838, 8.090181350708008, 7.910332202911377, 6.173098564147949, 4.629598140716553, 3.9819142818450928, 7.958369731903076, 6.421753406524658, 8.296097755432129, 6.014543056488037, 4.935288906097412, 4.2772393226623535, 8.13026237487793, 7.846559047698975, 7.23055362701416, 4.835221767425537, 8.20607852935791, 4.960186004638672, 6.006167411804199, 5.62958288192749, 5.310419082641602, 8.174629211425781, 7.914060115814209, 5.3966755867004395, 8.080276489257812, 4.053321361541748, 5.733968257904053, 8.450078964233398, 8.62208366394043, 6.289835453033447, 5.963596820831299, 8.155450820922852, 5.17478084564209, 4.603355884552002, 7.509111404418945, 8.266056060791016, 7.467587947845459, 6.14150333404541, 5.355538368225098, 4.986763000488281, 3.9892866611480713, 4.412112712860107, 6.305496692657471, 3.8388257026672363, 6.597430229187012, 5.572449684143066, 5.55943489074707, 6.369711399078369, 4.212732315063477, 3.5902535915374756, 6.1665239334106445, 6.679470062255859, 6.579850673675537, 4.446300983428955, 6.961047649383545, 6.7270402908325195, 6.622488975524902, 5.416397571563721, 7.646968841552734, 6.103094100952148, 7.4397783279418945, 7.337624549865723, 5.870931625366211, 7.906444549560547, 6.766707897186279, 4.6372504234313965, 4.207462310791016, 5.595391273498535, 4.391255855560303, 4.161871433258057, 7.3394389152526855, 6.090823173522949, 7.670734882354736, 4.689305305480957, 7.010822772979736, 8.349159240722656, 7.662171840667725, 4.9315314292907715, 4.930124759674072, 5.588842868804932, 4.81890869140625, 6.269925594329834, 6.5903706550598145, 5.93952751159668, 6.903659820556641, 6.612517833709717, 3.7891952991485596, 7.260782241821289, 3.8940699100494385, 6.468869209289551, 7.769456386566162, 4.195091247558594, 3.6984949111938477, 8.068685531616211, 6.426418304443359, 5.377175331115723, 6.2373833656311035, 5.395991325378418, 6.985882759094238, 6.376697063446045, 5.075469017028809, 4.899044990539551, 5.6356000900268555, 6.241722106933594, 8.647521018981934, 4.6534528732299805, 7.002476692199707, 6.381188869476318, 5.5344624519348145, 5.038799285888672, 5.48516845703125, 5.734247207641602, 5.253106117248535, 5.125657558441162, 7.516013145446777, 8.256736755371094, 4.391939640045166, 3.633251428604126, 5.257998943328857, 8.290302276611328, 6.9894819259643555, 5.466264247894287, 4.25600004196167, 5.121192932128906, 5.600593566894531, 8.146936416625977, 4.575174808502197, 4.421111106872559, 4.701336860656738, 8.613277435302734, 6.209865093231201, 6.307973384857178, 5.67794132232666, 3.916997194290161, 4.208621025085449, 7.057968616485596, 6.59541654586792, 4.6569976806640625, 3.8711304664611816, 6.186893939971924, 5.800344944000244, 7.340056896209717, 6.025728225708008, 7.057677268981934, 4.261682510375977, 7.710444450378418, 7.455981254577637, 5.333528995513916, 6.723261833190918, 8.456491470336914, 5.464235305786133, 7.949138641357422, 8.083097457885742, 5.345364093780518, 4.724287986755371, 5.285886287689209, 5.88539457321167, 6.376278400421143, 4.39133882522583, 7.029420375823975, 4.661874294281006, 5.5304436683654785, 5.522313594818115, 7.165241241455078, 4.477753162384033, 5.586575508117676, 5.326997756958008, 6.935570240020752, 8.612672805786133, 4.308693885803223, 4.8190789222717285, 7.999456882476807, 5.604218482971191, 5.485532283782959, 4.460850238800049, 7.00356912612915, 7.268568992614746, 4.401636600494385, 7.767618656158447, 5.03127384185791, 5.659749507904053, 5.657403469085693, 5.435783386230469, 4.8891448974609375, 6.034084320068359, 6.14686918258667, 4.062377452850342, 4.667203903198242, 7.778623104095459, 4.35447359085083, 4.752534866333008, 7.095367908477783, 6.8982038497924805, 5.747223377227783, 5.847248077392578, 5.104369640350342, 8.553468704223633, 4.805689334869385, 5.393548011779785, 6.571441650390625, 4.983237266540527, 6.336190223693848, 3.668919801712036, 7.91876745223999, 5.834508419036865, 7.180859565734863, 7.307623863220215, 4.2852888107299805, 7.396414279937744, 6.213897705078125, 6.59903621673584, 5.950549125671387, 3.6006829738616943, 4.275881290435791, 5.087241172790527, 6.802448272705078, 6.429838180541992, 6.191946506500244, 7.90015983581543, 5.669577598571777, 6.005651473999023, 6.420548915863037, 7.367453575134277, 5.803487777709961, 7.065955638885498, 7.7546892166137695, 7.2208051681518555, 4.978143215179443, 4.03896427154541, 3.9037835597991943, 6.281322002410889, 6.342418670654297, 5.458330154418945, 5.115661144256592, 5.446649074554443, 6.257045269012451, 6.450422286987305, 5.715503692626953, 5.933917999267578, 4.774674892425537, 5.866532802581787, 4.195008754730225, 6.158577919006348, 7.127737045288086, 4.703302383422852, 7.32615327835083, 3.694606065750122, 5.844259738922119, 5.1375298500061035, 6.990720748901367, 4.6188764572143555, 5.388182640075684, 7.927263259887695, 6.111948013305664, 6.211350917816162, 6.928590774536133, 4.576852798461914, 5.096078395843506, 6.064714431762695, 5.542846202850342, 7.899524688720703, 8.057929992675781, 4.48036003112793, 7.807275295257568, 6.068313121795654, 4.78598690032959, 6.792184352874756, 5.253839015960693, 4.110208988189697, 6.642126560211182, 4.316401481628418, 6.6110639572143555, 4.523550987243652, 8.239940643310547, 4.895761013031006, 6.201142311096191, 6.808450222015381, 7.979259490966797, 4.544548034667969, 5.446177005767822, 6.30927848815918, 4.101832866668701, 6.984127044677734, 5.539120197296143, 6.990569114685059, 3.9629878997802734, 5.730096817016602, 7.921167373657227, 7.275889873504639, 6.927464008331299, 4.525151252746582, 6.347606658935547, 3.6580607891082764, 4.356780052185059, 3.894343852996826, 6.263412952423096, 7.47396993637085, 3.6164698600769043, 4.678121089935303, 5.990610122680664, 4.937994956970215, 5.676907062530518, 4.322011947631836, 7.102226257324219, 5.33747673034668, 5.308737277984619, 7.5346150398254395, 7.728703498840332, 8.187684059143066, 5.46743106842041, 3.9262564182281494, 8.122452735900879, 4.75792121887207, 7.273324012756348, 6.2303643226623535, 5.504134654998779, 8.050223350524902, 4.376638889312744, 6.6736674308776855, 5.96716833114624, 8.172393798828125, 8.251802444458008, 4.045829772949219, 6.425695896148682, 7.432230472564697, 6.0516862869262695, 7.53554630279541, 4.9466705322265625, 6.761573314666748, 5.500837326049805, 8.074329376220703, 7.9867167472839355, 7.304288387298584, 3.5753941535949707, 3.93935489654541, 8.127119064331055, 7.1244072914123535, 4.880707263946533, 6.722205638885498, 4.75219202041626, 7.341706275939941, 4.893980503082275, 6.983946323394775, 6.971668720245361, 6.615182399749756, 7.3972930908203125, 5.761160373687744, 5.041537761688232, 5.39550256729126, 7.36539363861084, 4.479487895965576, 5.266324043273926, 7.247377872467041, 3.8820693492889404, 3.9404609203338623, 4.343717575073242, 5.0704827308654785, 4.424287796020508, 4.341582298278809, 6.865290641784668, 5.5672287940979, 4.682498455047607, 6.471417427062988, 3.8441312313079834, 6.680768966674805, 4.011066436767578, 5.009167194366455, 3.7536067962646484, 5.711029052734375, 4.337866306304932, 4.897012233734131, 5.337209701538086, 7.659931182861328, 5.130282402038574, 6.6767191886901855, 7.712233543395996, 6.629449367523193, 5.485445976257324, 6.542375087738037, 4.248012065887451, 6.340376853942871, 5.569249153137207, 5.178036689758301, 8.163782119750977, 6.667027950286865, 8.313237190246582, 4.5553483963012695, 4.811328411102295, 4.542026996612549, 4.337128162384033, 4.412809371948242, 7.888962268829346, 6.83323860168457, 6.333757400512695, 6.885043621063232, 5.795822620391846, 6.952535152435303, 4.562441825866699, 5.479033470153809, 5.748052597045898, 4.971644878387451, 6.352022647857666, 5.522460460662842, 4.985053062438965, 3.972780227661133, 7.065179824829102, 8.519472122192383, 4.485770225524902, 7.136333465576172, 8.444465637207031, 6.166533470153809, 6.008643627166748, 6.637538433074951, 4.29669189453125, 5.29052734375, 8.08641242980957, 5.530844688415527, 6.00950288772583, 4.039797306060791, 6.336097240447998, 4.709949493408203, 6.561565399169922, 6.403444766998291, 5.351172924041748, 8.518226623535156, 3.9778964519500732, 7.082603454589844, 7.279629230499268, 7.3774733543396, 3.8547627925872803, 6.923450946807861, 4.962069511413574, 4.7860894203186035, 7.751107692718506, 6.749250888824463, 7.4984307289123535, 5.387304782867432, 5.102762222290039, 4.34536600112915, 6.587962627410889, 3.8163740634918213, 6.232727527618408, 7.168222904205322, 5.070950508117676, 6.659266471862793, 3.7826218605041504, 6.585299491882324, 7.850462436676025, 5.9495744705200195, 5.550661087036133, 7.112130165100098, 5.9160966873168945, 4.73140811920166, 4.2188215255737305, 7.233979225158691, 5.365750789642334, 6.193039894104004, 5.443841457366943, 6.189607620239258, 4.30695915222168, 6.066335201263428, 4.20952844619751, 8.224100112915039, 5.989611625671387, 8.708914756774902, 4.542403697967529, 6.942149639129639, 5.250542640686035, 7.774318218231201, 5.892843723297119, 5.892398357391357, 5.799800395965576, 5.336329936981201, 6.103488445281982, 6.970745086669922, 6.689881801605225, 6.690093994140625, 4.073118686676025, 7.773684501647949, 6.7027974128723145, 8.56676959991455, 4.515471935272217, 4.2894206047058105, 6.133634090423584, 7.3466477394104, 7.331399440765381, 7.443587779998779, 5.690885066986084, 3.7079031467437744, 4.903990745544434, 5.350311279296875, 7.279736042022705, 6.53883171081543, 4.807320594787598, 4.202165603637695, 4.755855560302734, 4.9084906578063965, 6.702303886413574, 6.6480712890625, 4.127345085144043, 7.694451808929443, 4.4264655113220215, 8.198083877563477, 7.651060581207275, 4.902352809906006, 4.751546859741211, 3.8471388816833496, 5.2110466957092285, 4.332258701324463, 6.528326511383057, 6.653892993927002, 3.9856882095336914, 6.300233840942383, 4.7012176513671875, 4.947600841522217, 3.5556869506835938, 4.5443854331970215, 7.684009075164795, 4.918292045593262, 6.930041313171387, 4.730991363525391, 6.123220920562744, 8.330370903015137, 5.209340572357178, 6.825325965881348, 3.5957353115081787, 3.986332893371582, 8.353116989135742, 7.337458610534668, 7.108980178833008, 3.9565765857696533, 7.905163288116455, 7.009328365325928, 5.668813228607178, 3.956662178039551, 6.799568176269531, 5.3409624099731445, 4.552900314331055, 7.27858304977417, 6.668698310852051, 4.190244674682617, 6.581417083740234, 3.969527006149292, 5.065490245819092, 7.36226749420166, 5.486983299255371, 6.571544170379639, 7.439731121063232, 6.251723766326904, 4.3436431884765625, 6.911694526672363, 5.285299301147461, 5.21386194229126, 8.48320484161377, 4.769331455230713, 7.352640628814697, 4.935102939605713, 6.17734956741333, 5.005841255187988, 4.629212379455566, 7.203485488891602, 4.267035484313965, 6.092622756958008, 4.714381694793701, 4.044816493988037, 7.820032596588135, 5.679741382598877, 7.946826934814453, 4.198394775390625, 4.876286029815674, 5.496301651000977, 7.139491081237793, 7.696625709533691, 5.234821319580078, 6.188584327697754, 5.1812424659729, 6.489958763122559, 4.224363327026367, 6.886608123779297, 4.355085849761963, 7.173768997192383, 6.838485240936279, 5.30623722076416, 4.432409286499023, 3.8300395011901855, 4.796969413757324, 7.1119585037231445, 7.3315300941467285, 7.788789749145508, 5.619663238525391, 7.7747979164123535, 7.207229137420654, 5.682519912719727, 6.953636169433594, 6.74830961227417, 5.920199871063232, 5.146440505981445, 6.170438766479492, 5.583261013031006, 5.986474514007568, 8.34094524383545, 4.419371128082275, 6.55721378326416, 4.600998401641846, 6.534604549407959, 6.806407451629639, 5.2452592849731445, 6.819485664367676, 5.377743244171143, 6.815415859222412, 5.33787202835083, 4.22213888168335, 4.062497138977051, 5.992671489715576, 4.0036091804504395, 5.405881881713867, 6.413940906524658, 6.861238479614258, 7.177417278289795, 8.317061424255371, 7.069866180419922, 7.261816024780273, 8.375985145568848, 4.993618965148926, 8.12446403503418, 5.0287184715271, 5.384540557861328, 8.21352481842041, 7.138439655303955, 7.056170463562012, 7.707855224609375, 6.298309803009033, 5.88134765625, 7.117563724517822, 5.351227760314941, 4.551583290100098, 4.822297096252441, 4.334930896759033, 4.733068943023682, 6.75422477722168, 6.237189769744873, 6.13459587097168, 4.300808429718018, 5.1017022132873535, 6.238751411437988, 4.79002571105957, 8.288464546203613, 7.996876239776611, 5.731144428253174, 5.784311294555664, 6.675317287445068, 6.811081886291504, 7.094655513763428, 3.9138734340667725, 4.526444911956787, 5.761496543884277, 4.225589275360107, 5.597627639770508, 6.029210090637207, 6.350812911987305, 6.59620475769043, 4.327003479003906, 5.78657341003418, 4.691670894622803, 7.366215229034424, 7.311777591705322, 5.5931620597839355, 4.391031742095947, 5.994702339172363, 6.352645397186279, 5.909266471862793, 5.4365234375, 6.996423244476318, 5.540660858154297, 4.2028117179870605, 5.942170143127441, 6.13461446762085, 4.540223121643066, 4.500288009643555, 7.649296283721924, 6.007140159606934, 5.294189453125, 6.538057804107666, 6.7253947257995605, 5.420039653778076, 7.096915245056152, 5.752363204956055, 6.457153797149658, 5.736724853515625, 7.277644157409668, 5.42146635055542 ], "z": [ 23.8138427734375, 20.40523910522461, 22.380495071411133, 22.633913040161133, 22.209360122680664, 21.35215187072754, 21.018390655517578, 21.07139778137207, 21.816343307495117, 20.5877742767334, 21.52756690979004, 21.93943214416504, 20.77358055114746, 21.27267074584961, 21.374210357666016, 23.0828857421875, 23.09024429321289, 22.11271095275879, 22.085525512695312, 20.805442810058594, 23.00540542602539, 21.634904861450195, 21.78611183166504, 22.639022827148438, 22.316499710083008, 20.625221252441406, 21.795482635498047, 22.685649871826172, 23.3159236907959, 21.369285583496094, 23.31435203552246, 21.442155838012695, 21.267282485961914, 23.369779586791992, 21.153804779052734, 23.17107582092285, 23.71592903137207, 21.14636993408203, 21.849323272705078, 23.864471435546875, 20.024099349975586, 23.118791580200195, 21.482933044433594, 22.145156860351562, 22.140323638916016, 21.39592742919922, 22.687501907348633, 23.11212730407715, 21.491104125976562, 20.771663665771484, 23.661794662475586, 22.42023277282715, 21.298969268798828, 21.888687133789062, 20.497365951538086, 24.151145935058594, 22.044572830200195, 22.058462142944336, 20.587810516357422, 24.010576248168945, 22.091472625732422, 22.360097885131836, 24.110761642456055, 21.11839485168457, 23.46692657470703, 22.34024429321289, 20.822690963745117, 20.86667823791504, 22.64954376220703, 22.294593811035156, 23.221229553222656, 23.457918167114258, 22.743484497070312, 21.831207275390625, 22.019630432128906, 21.274497985839844, 23.407791137695312, 21.807788848876953, 23.9538631439209, 22.59142303466797, 21.22236442565918, 23.9427547454834, 20.633089065551758, 23.238624572753906, 21.294212341308594, 21.325809478759766, 22.47311019897461, 23.381196975708008, 22.618616104125977, 21.778139114379883, 23.054153442382812, 24.265033721923828, 21.004243850708008, 21.796741485595703, 23.91067886352539, 20.306060791015625, 21.83240509033203, 21.267362594604492, 22.0668888092041, 23.03542709350586, 21.947988510131836, 21.717227935791016, 21.922433853149414, 20.39958953857422, 21.4168643951416, 22.82565689086914, 21.786865234375, 23.751941680908203, 21.40241241455078, 23.528369903564453, 20.721641540527344, 22.146818161010742, 21.79564094543457, 22.78691291809082, 23.04476547241211, 21.6290340423584, 21.797637939453125, 22.05442237854004, 21.759904861450195, 22.402738571166992, 21.72121238708496, 21.429704666137695, 21.730165481567383, 22.39348793029785, 22.185115814208984, 21.73249626159668, 21.8918399810791, 21.50031280517578, 22.665393829345703, 20.522336959838867, 20.62442970275879, 21.83559799194336, 22.046451568603516, 23.54884147644043, 23.111310958862305, 21.697662353515625, 20.979999542236328, 20.866605758666992, 24.073312759399414, 22.427833557128906, 21.400203704833984, 20.800867080688477, 22.45525550842285, 21.31598472595215, 21.001911163330078, 20.638822555541992, 21.052879333496094, 23.079891204833984, 23.380062103271484, 20.45433235168457, 21.692211151123047, 20.512645721435547, 22.727460861206055, 24.07706069946289, 22.160810470581055, 22.8873291015625, 20.660871505737305, 21.98333168029785, 21.331523895263672, 23.882585525512695, 22.268733978271484, 21.624155044555664, 22.506317138671875, 23.031982421875, 21.283485412597656, 20.84708595275879, 21.841236114501953, 23.507404327392578, 23.864601135253906, 21.582275390625, 20.529191970825195, 21.209156036376953, 20.460256576538086, 22.20677947998047, 21.528949737548828, 21.392969131469727, 21.05112648010254, 20.9638729095459, 22.63960838317871, 23.31781578063965, 20.58275032043457, 20.320701599121094, 22.281612396240234, 24.13274383544922, 21.669614791870117, 21.301305770874023, 21.772844314575195, 22.163753509521484, 23.98061180114746, 21.93000030517578, 20.68380355834961, 24.026630401611328, 21.800569534301758, 23.220203399658203, 21.3477725982666, 20.185014724731445, 22.391014099121094, 23.435701370239258, 21.392398834228516, 23.724807739257812, 20.178831100463867, 23.44908905029297, 21.29903793334961, 24.115550994873047, 21.36463165283203, 21.03750228881836, 21.825702667236328, 22.788127899169922, 21.907913208007812, 20.90165138244629, 22.749086380004883, 21.271183013916016, 21.031543731689453, 22.921173095703125, 20.940889358520508, 24.214073181152344, 23.97809410095215, 23.43071746826172, 23.160120010375977, 23.684478759765625, 21.14663314819336, 22.024127960205078, 21.79280662536621, 21.092884063720703, 22.102069854736328, 21.325469970703125, 23.24611473083496, 23.274757385253906, 20.402265548706055, 23.837614059448242, 23.239404678344727, 24.360618591308594, 24.049518585205078, 22.54711151123047, 22.534650802612305, 23.25704002380371, 21.64038848876953, 23.983266830444336, 20.240928649902344, 20.878406524658203, 24.207530975341797, 22.128433227539062, 21.096111297607422, 22.195634841918945, 20.99180030822754, 23.79538917541504, 22.052600860595703, 23.00247573852539, 21.86166763305664, 22.37261390686035, 21.181720733642578, 22.700668334960938, 21.321535110473633, 21.07121467590332, 22.236385345458984, 20.981203079223633, 21.883634567260742, 21.337053298950195, 21.469022750854492, 21.282365798950195, 23.192119598388672, 24.388525009155273, 22.12078285217285, 23.567066192626953, 21.554636001586914, 21.489154815673828, 21.852569580078125, 21.475378036499023, 22.947301864624023, 21.649744033813477, 23.343971252441406, 22.38628387451172, 22.393808364868164, 21.044212341308594, 23.30002784729004, 23.390127182006836, 23.72236442565918, 22.8205509185791, 21.333354949951172, 23.553434371948242, 21.109882354736328, 22.752180099487305, 20.807645797729492, 20.8467960357666, 22.006433486938477, 22.996583938598633, 23.46885108947754, 21.680452346801758, 22.21651840209961, 21.862804412841797, 21.906654357910156, 22.130748748779297, 20.822391510009766, 22.780742645263672, 23.749563217163086, 22.222793579101562, 21.553571701049805, 22.177549362182617, 22.49506950378418, 23.30266571044922, 22.065170288085938, 20.79175567626953, 22.736955642700195, 23.389156341552734, 21.109777450561523, 21.622411727905273, 23.186363220214844, 24.1761531829834, 20.93693733215332, 23.163532257080078, 23.406274795532227, 21.905447006225586, 21.630531311035156, 22.6866512298584, 24.178300857543945, 21.300443649291992, 21.704614639282227, 23.41986846923828, 24.13457489013672, 22.290115356445312, 21.387611389160156, 20.676462173461914, 22.672758102416992, 22.17670440673828, 23.664289474487305, 23.323535919189453, 20.67186737060547, 22.367494583129883, 23.218748092651367, 20.7579345703125, 22.789426803588867, 21.772144317626953, 21.729955673217773, 21.48931884765625, 21.010480880737305, 23.92133140563965, 21.01882553100586, 20.303821563720703, 24.419776916503906, 21.156230926513672, 22.704326629638672, 22.17824363708496, 21.46817970275879, 21.62925148010254, 21.753780364990234, 23.41147232055664, 22.574325561523438, 22.339290618896484, 23.469844818115234, 23.1385498046875, 21.99632453918457, 21.762422561645508, 21.85150718688965, 22.787939071655273, 22.227033615112305, 21.89619255065918, 22.752037048339844, 24.178895950317383, 20.739900588989258, 23.438377380371094, 21.77323341369629, 21.05416488647461, 22.516921997070312, 20.556249618530273, 22.914926528930664, 21.86227798461914, 20.878549575805664, 22.652746200561523, 21.753124237060547, 22.488868713378906, 20.353500366210938, 21.91844367980957, 20.54454231262207, 21.038368225097656, 21.190898895263672, 23.62809181213379, 21.82651138305664, 22.316574096679688, 20.815650939941406, 21.90087890625, 23.969501495361328, 21.103593826293945, 23.348766326904297, 21.222055435180664, 21.41205406188965, 21.66256332397461, 21.762781143188477, 20.82688331604004, 20.79176139831543, 20.38791847229004, 21.277446746826172, 21.220455169677734, 23.897769927978516, 21.268104553222656, 20.81033706665039, 23.44008445739746, 22.932950973510742, 23.6440486907959, 20.580869674682617, 20.769927978515625, 22.082307815551758, 22.146207809448242, 21.36614990234375, 22.299419403076172, 22.266984939575195, 23.362098693847656, 21.15134620666504, 23.39156723022461, 21.553340911865234, 23.048830032348633, 21.99120330810547, 20.354721069335938, 20.96464729309082, 23.812870025634766, 21.1591796875, 22.00278091430664, 21.512271881103516, 21.901260375976562, 22.36300277709961, 21.812305450439453, 23.530441284179688, 21.24748420715332, 20.35843276977539, 21.875024795532227, 21.74509620666504, 23.96379280090332, 23.795122146606445, 22.929584503173828, 22.753276824951172, 23.78071403503418, 21.162769317626953, 22.107393264770508, 23.139101028442383, 23.92078971862793, 21.72197723388672, 24.04196548461914, 23.71332550048828, 22.04477882385254, 22.61579704284668, 21.97225570678711, 22.275754928588867, 21.424489974975586, 23.815994262695312, 23.260454177856445, 22.897357940673828, 20.980058670043945, 21.823410034179688, 21.82374382019043, 23.29465675354004, 21.12744903564453, 20.927921295166016, 22.366174697875977, 22.517316818237305, 23.836307525634766, 21.48171043395996, 21.972673416137695, 23.43010902404785, 22.07257843017578, 22.88252067565918, 21.662330627441406, 20.49974822998047, 23.218366622924805, 21.594249725341797, 20.747682571411133, 22.933326721191406, 22.472476959228516, 21.178712844848633, 24.27729034423828, 21.043651580810547, 20.628576278686523, 22.99984359741211, 20.912893295288086, 21.154844284057617, 20.683284759521484, 23.75490951538086, 22.86777114868164, 22.23280906677246, 22.542804718017578, 21.782819747924805, 23.662769317626953, 21.92055892944336, 22.60807991027832, 22.191598892211914, 21.00421714782715, 21.684986114501953, 23.70207405090332, 22.733352661132812, 21.421573638916016, 21.245054244995117, 22.209117889404297, 22.000347137451172, 22.374738693237305, 24.26396369934082, 20.75946617126465, 20.970346450805664, 21.284473419189453, 22.7261962890625, 21.836183547973633, 22.47102165222168, 21.88496208190918, 23.07203483581543, 21.65769386291504, 23.986671447753906, 20.520397186279297, 23.011306762695312, 22.131389617919922, 23.483976364135742, 22.226409912109375, 23.819889068603516, 22.720638275146484, 20.854202270507812, 21.733016967773438, 22.430831909179688, 21.669862747192383, 21.72348976135254, 23.950777053833008, 21.246732711791992, 23.122039794921875, 22.540782928466797, 23.120023727416992, 21.5035400390625, 21.391971588134766, 23.187957763671875, 20.897701263427734, 23.57269859313965, 23.75124740600586, 22.25147247314453, 22.790973663330078, 21.92084312438965, 22.006391525268555, 23.2883243560791, 21.692886352539062, 23.53548240661621, 24.175500869750977, 21.34086799621582, 22.51081657409668, 21.730154037475586, 22.03093719482422, 22.637046813964844, 22.57420539855957, 21.737947463989258, 21.383237838745117, 21.585065841674805, 22.4737606048584, 22.683979034423828, 21.65498161315918, 22.314464569091797, 20.200536727905273, 23.089130401611328, 22.824199676513672, 21.429964065551758, 24.05331039428711, 22.417814254760742, 22.97590446472168, 21.097248077392578, 23.283565521240234, 23.074508666992188, 21.523509979248047, 20.294689178466797, 21.732799530029297, 21.233774185180664, 22.545074462890625, 21.4075870513916, 22.7741756439209, 22.383129119873047, 20.917871475219727, 23.738792419433594, 24.205991744995117, 23.848878860473633, 21.761098861694336, 22.154264450073242, 22.228635787963867, 22.70441246032715, 22.74567985534668, 20.698583602905273, 23.21995735168457, 22.35782814025879, 21.47019386291504, 23.77118492126465, 23.143693923950195, 22.073028564453125, 21.459753036499023, 20.39081573486328, 22.369701385498047, 20.7496337890625, 20.36361312866211, 23.1889591217041, 22.83055305480957, 21.58015251159668, 21.004241943359375, 21.71782684326172, 22.838016510009766, 20.84943199157715, 23.364351272583008, 23.453563690185547, 20.564289093017578, 21.137794494628906, 20.69985008239746, 22.304332733154297, 21.603395462036133, 22.675397872924805, 24.16973304748535, 21.276317596435547, 21.2905216217041, 22.845821380615234, 24.207599639892578, 21.117233276367188, 21.920848846435547, 23.26963996887207, 23.29153060913086, 22.628997802734375, 22.94605827331543, 21.332134246826172, 23.927757263183594, 21.489418029785156, 22.131912231445312, 23.52008628845215, 21.322986602783203, 23.66509246826172, 21.4349308013916, 23.82223129272461, 23.452592849731445, 24.223236083984375, 21.75550079345703, 22.427200317382812, 22.221141815185547, 21.394107818603516, 21.744606018066406, 20.837942123413086, 22.336986541748047, 22.447996139526367, 23.282550811767578, 23.076793670654297, 20.86756134033203, 20.86720848083496, 20.2283878326416, 20.423309326171875, 21.103715896606445, 21.184829711914062, 21.5404052734375, 20.87204360961914, 21.461509704589844, 24.162508010864258, 20.703575134277344, 20.7690372467041, 21.540212631225586, 20.767292022705078, 23.918167114257812, 22.305835723876953, 22.88530921936035, 23.48507308959961, 20.935009002685547, 23.40723419189453, 22.931808471679688, 21.4665584564209, 22.426197052001953, 21.11573028564453, 21.633380889892578, 23.462854385375977, 21.655014038085938, 23.341819763183594, 24.134302139282227, 20.714923858642578, 22.975881576538086, 21.61669158935547, 21.773897171020508, 22.89410972595215, 22.674644470214844, 22.290367126464844, 23.693880081176758, 21.467988967895508, 20.954797744750977, 20.48482322692871, 22.608379364013672, 22.21015739440918, 22.387306213378906, 22.939943313598633, 23.280858993530273, 23.126052856445312, 21.89915657043457, 22.98524284362793, 20.99319076538086, 24.455856323242188, 23.311948776245117, 24.295900344848633, 20.398656845092773, 21.510841369628906, 22.06319808959961, 23.432397842407227, 23.74428939819336, 21.34224510192871, 22.297531127929688, 22.637950897216797, 23.103626251220703, 23.324504852294922, 21.145051956176758, 22.206863403320312, 22.933794021606445, 21.26778221130371, 21.356956481933594, 21.927814483642578, 22.60735321044922, 22.298154830932617, 22.89232635498047, 22.737876892089844, 21.39453125, 21.056976318359375, 21.422061920166016, 21.858104705810547, 22.9666690826416, 23.61515235900879, 23.600187301635742, 23.766357421875, 23.955955505371094, 20.828405380249023, 21.626827239990234, 21.210142135620117, 22.322967529296875, 22.85037612915039, 21.36209487915039, 22.996679306030273, 21.838865280151367, 21.9345645904541, 22.976539611816406, 20.728904724121094, 21.3693790435791, 22.86256980895996, 24.22391700744629, 23.244712829589844, 21.65721321105957, 22.53314208984375, 21.539472579956055, 23.910242080688477, 21.881738662719727, 22.97727394104004, 21.68842887878418, 22.662431716918945, 22.76862907409668, 20.669397354125977, 20.708396911621094, 22.451953887939453, 22.056324005126953, 23.55160903930664, 22.05588150024414, 23.172883987426758, 23.616744995117188, 20.846271514892578, 22.40904426574707, 21.88785171508789, 24.1617488861084, 20.9716854095459, 21.23434829711914, 23.023670196533203, 21.38165283203125, 23.173978805541992, 23.122570037841797, 22.306682586669922, 21.83331871032715, 22.69485092163086, 21.063655853271484, 23.656856536865234, 21.701658248901367, 23.229284286499023, 22.923381805419922, 21.160198211669922, 22.275938034057617, 22.08625030517578, 23.136371612548828, 22.77113914489746, 22.04804039001465, 23.240480422973633, 22.42011833190918, 24.201541900634766, 23.744007110595703, 23.494918823242188, 23.151283264160156, 23.405040740966797, 22.91812515258789, 21.942413330078125, 21.117618560791016, 21.641389846801758, 21.416540145874023, 22.080617904663086, 23.370540618896484, 21.28019905090332, 22.094629287719727, 21.889617919921875, 20.684738159179688, 21.633548736572266, 23.66958236694336, 23.53764533996582, 21.372119903564453, 23.80495262145996, 22.908103942871094, 23.190656661987305, 23.30461311340332, 22.317073822021484, 22.42674446105957, 20.889490127563477, 21.448816299438477, 23.417211532592773, 20.95842170715332, 22.874343872070312, 21.471817016601562, 24.125926971435547, 23.172748565673828, 20.86313819885254, 21.06592559814453, 23.74491310119629, 22.908000946044922, 23.130029678344727, 22.731229782104492, 21.721229553222656, 22.83530044555664, 22.068727493286133, 20.45840072631836, 23.324020385742188, 21.81183624267578, 20.976091384887695, 22.010107040405273, 20.447856903076172, 20.7965030670166, 23.539777755737305, 22.573942184448242, 22.039928436279297, 22.445924758911133, 23.730688095092773, 21.529754638671875, 23.731447219848633, 21.95275115966797, 23.581768035888672, 23.24791717529297, 23.861526489257812, 23.185720443725586, 23.04739761352539, 21.168909072875977, 24.228639602661133, 21.48947525024414, 21.600393295288086, 23.331085205078125, 23.501239776611328, 22.782197952270508, 24.299434661865234, 22.31629180908203, 20.906715393066406, 21.56707000732422, 22.4523868560791, 23.95497703552246, 23.83815574645996, 22.67998504638672, 23.167879104614258, 23.699819564819336, 22.219839096069336, 22.238018035888672, 22.679351806640625, 22.69597816467285, 20.7324275970459, 21.643699645996094, 23.25666618347168, 21.28076171875, 23.1348934173584, 20.219141006469727, 21.558664321899414, 22.552982330322266, 22.017993927001953, 20.4838809967041, 23.596708297729492, 23.323017120361328, 20.28587532043457, 23.223751068115234, 22.082984924316406, 20.427017211914062, 20.495349884033203, 20.49315643310547, 22.494441986083984, 22.005123138427734, 20.823598861694336, 22.254974365234375, 21.146041870117188, 20.14815902709961, 22.958837509155273, 23.152721405029297, 22.966575622558594, 21.550127029418945, 22.876739501953125, 21.605648040771484, 22.333087921142578, 22.61856460571289, 22.637861251831055, 20.325035095214844, 22.123355865478516, 22.340404510498047, 21.339447021484375, 22.176328659057617, 23.762121200561523, 23.402984619140625, 22.95611000061035, 22.090665817260742, 22.388505935668945, 21.283361434936523, 22.428531646728516, 23.282434463500977, 20.911251068115234, 22.967050552368164, 20.936433792114258, 22.51694107055664, 20.983060836791992, 22.158349990844727, 22.12204933166504, 20.917137145996094, 22.134620666503906, 20.314529418945312, 23.16813850402832, 22.757251739501953, 24.083114624023438, 21.66427993774414, 22.38239860534668, 23.567138671875, 22.076536178588867, 23.20046043395996, 21.233884811401367, 21.18459129333496, 20.907737731933594, 23.39377212524414, 20.764741897583008, 21.953752517700195, 22.04096221923828, 23.403976440429688, 22.761262893676758, 22.946758270263672, 22.572696685791016, 23.520971298217773, 22.881145477294922, 22.841859817504883, 23.83936882019043, 23.301965713500977, 23.404239654541016, 24.13880157470703, 21.799604415893555, 20.953859329223633, 21.084135055541992, 21.000579833984375, 21.128002166748047, 21.999217987060547, 20.695838928222656, 21.972856521606445, 22.588844299316406, 22.244464874267578, 23.893869400024414, 23.124876022338867, 22.375001907348633, 20.689218521118164, 23.65821647644043, 21.81472396850586, 21.502946853637695, 23.744327545166016, 21.11821746826172, 22.230093002319336, 21.407840728759766, 22.05725860595703, 20.959882736206055, 21.5770263671875, 21.994876861572266, 21.83099365234375, 21.223743438720703, 22.82984161376953, 21.176128387451172, 24.246784210205078, 21.43480682373047, 21.142791748046875, 23.220054626464844, 24.081649780273438, 22.218809127807617, 22.266157150268555, 21.216455459594727, 21.56438636779785, 20.380857467651367, 22.16904640197754, 23.952356338500977, 23.54024887084961, 22.509294509887695, 22.432388305664062, 21.971811294555664, 22.793949127197266, 22.406618118286133, 22.745967864990234, 23.974180221557617, 21.713945388793945, 21.986495971679688, 22.543312072753906, 21.54851531982422, 19.9973087310791, 20.945669174194336, 23.77276611328125, 21.21053695678711, 21.486064910888672, 22.614490509033203, 21.011545181274414, 20.666662216186523, 22.81962776184082, 22.013961791992188, 24.166664123535156, 22.811193466186523, 21.03146743774414, 23.18979835510254, 22.365930557250977, 20.892183303833008, 20.189350128173828, 22.28058624267578, 21.954469680786133, 22.784244537353516, 22.24182891845703, 20.675201416015625, 22.0643367767334, 21.086111068725586, 21.873844146728516, 21.28932762145996, 21.8458194732666, 20.965511322021484, 21.006624221801758, 21.037399291992188, 23.41442108154297, 21.047712326049805, 21.114595413208008, 22.93622589111328, 22.183122634887695, 21.836387634277344, 22.848304748535156, 21.480148315429688, 21.62663459777832, 23.01149559020996, 21.19048309326172, 22.92913246154785, 21.37540626525879, 20.118337631225586, 20.841894149780273, 23.48849868774414, 20.970848083496094, 22.743581771850586, 23.250247955322266, 21.287120819091797, 22.529930114746094, 23.59347915649414, 23.22364044189453, 21.030000686645508, 22.82289695739746, 21.668367385864258, 21.63043975830078, 21.804847717285156, 22.8414363861084, 21.58636474609375, 20.84674835205078, 22.239139556884766, 22.94384002685547, 23.8031005859375, 23.79241943359375, 21.199193954467773, 20.977855682373047, 21.298980712890625, 23.04551124572754, 24.169206619262695, 20.631832122802734, 22.21678924560547, 21.699630737304688, 21.019542694091797, 22.36848258972168, 24.281068801879883, 21.510684967041016, 23.1270809173584, 23.25401496887207, 21.670011520385742, 20.623376846313477, 21.369213104248047, 21.536165237426758, 23.085020065307617, 22.37613296508789, 20.922861099243164, 21.832422256469727, 22.423582077026367, 23.277475357055664, 22.34966468811035, 23.419137954711914, 22.687782287597656, 23.069393157958984, 23.74708366394043, 21.28938102722168, 23.347299575805664, 23.011154174804688, 22.316076278686523, 23.499202728271484, 21.737802505493164, 22.563276290893555, 20.392656326293945, 22.2440242767334, 23.297000885009766, 20.7012939453125, 20.944046020507812, 22.69247055053711, 21.302934646606445, 20.77625274658203, 23.289289474487305, 23.982603073120117, 21.7844295501709, 23.826873779296875, 23.08147621154785, 22.819910049438477, 21.199846267700195, 21.030611038208008, 23.62175750732422, 20.843677520751953, 22.09770393371582, 21.285743713378906, 23.357194900512695, 22.078662872314453, 21.571062088012695, 22.772912979125977, 23.618045806884766, 22.61667823791504, 23.446510314941406, 22.100543975830078, 21.079132080078125, 23.883338928222656, 22.969892501831055, 22.47646141052246, 23.605876922607422, 22.950347900390625, 22.51371955871582, 21.613088607788086, 22.589210510253906, 20.956003189086914, 21.100303649902344, 20.91745376586914, 20.47389793395996, 22.699907302856445, 21.41205596923828, 24.230623245239258, 23.70627784729004, 22.820850372314453, 21.507570266723633, 21.92125129699707, 23.12810707092285, 22.198993682861328, 21.530179977416992, 21.949466705322266, 23.11255645751953, 21.41970443725586, 21.17446517944336, 21.082332611083984, 24.115863800048828, 21.462665557861328, 20.82296371459961, 22.258453369140625, 20.856300354003906, 21.949844360351562, 21.205842971801758, 21.16659164428711, 22.15345573425293, 23.799137115478516, 22.312646865844727, 20.91671371459961, 23.12990379333496, 20.979421615600586, 23.73526954650879, 22.533615112304688, 20.291296005249023, 23.427183151245117, 20.457969665527344, 22.513437271118164, 22.279748916625977, 23.468042373657227, 22.489965438842773, 23.02625846862793, 24.05927848815918, 21.458524703979492, 23.22088050842285, 22.714519500732422, 21.415796279907227, 21.614078521728516, 20.772907257080078, 21.695358276367188, 21.403335571289062, 21.430877685546875, 22.060394287109375, 23.068588256835938, 21.608352661132812, 22.23097038269043, 23.67380142211914, 23.704669952392578, 22.035287857055664, 23.194141387939453, 21.847152709960938, 23.90918731689453, 23.4644775390625, 21.838350296020508, 23.262983322143555, 22.497337341308594, 21.540727615356445, 23.225000381469727, 22.49418067932129, 21.709291458129883, 23.751075744628906, 23.036169052124023, 23.228330612182617, 23.175594329833984, 22.816682815551758, 22.363393783569336, 23.663400650024414, 23.2207088470459, 20.94186782836914, 20.918598175048828, 21.417621612548828, 23.229887008666992, 23.353548049926758, 21.879047393798828, 22.083698272705078, 21.124454498291016, 24.024351119995117, 21.691329956054688, 24.110660552978516, 22.46402931213379, 20.70075225830078, 23.15437126159668, 22.407886505126953, 23.308687210083008, 22.939882278442383, 23.82395362854004, 23.993783950805664, 21.08464813232422, 20.570087432861328, 22.01761817932129, 21.711301803588867, 21.66440200805664, 21.025039672851562, 21.785724639892578, 23.15607261657715, 21.23253059387207, 22.823381423950195, 21.734535217285156, 22.970338821411133, 23.472251892089844, 23.014545440673828, 23.753753662109375, 20.603933334350586, 22.961631774902344, 22.130294799804688, 21.808374404907227, 20.977262496948242, 21.64881706237793, 20.739347457885742, 24.124483108520508, 22.76942253112793, 22.89364242553711, 20.831974029541016, 22.05088996887207, 22.00514793395996, 20.846036911010742, 24.137348175048828, 21.134782791137695, 24.172321319580078, 22.066638946533203, 22.43009376525879, 21.29340171813965, 23.775318145751953, 21.336780548095703, 21.780363082885742, 21.771438598632812, 21.55971908569336, 22.39812469482422, 22.029443740844727, 22.155115127563477, 21.319225311279297, 22.577613830566406, 22.840932846069336, 23.282075881958008, 22.945444107055664, 23.319637298583984, 22.66324234008789, 22.122583389282227, 23.025178909301758, 23.471128463745117, 20.913421630859375, 24.269588470458984, 21.01199722290039, 22.611530303955078, 22.626209259033203, 22.090789794921875, 22.598527908325195, 21.19554328918457, 22.56878662109375, 22.019107818603516, 23.176225662231445, 21.68106460571289, 21.575199127197266, 22.59805679321289, 22.29340171813965, 21.258230209350586, 23.89706802368164, 24.198299407958984, 21.217788696289062, 22.556982040405273, 22.400402069091797, 21.06397819519043, 20.559049606323242, 24.189292907714844, 20.84114646911621, 20.980031967163086, 22.214628219604492, 22.006473541259766, 23.18869972229004, 20.850000381469727, 21.480464935302734, 23.799457550048828, 21.738445281982422, 20.86978530883789, 22.17896270751953, 22.206174850463867, 21.515047073364258, 22.93741798400879, 23.183021545410156, 21.210603713989258, 21.52129364013672, 21.618844985961914, 22.017803192138672, 23.674169540405273, 22.337631225585938, 22.226158142089844, 21.6634578704834, 23.79281997680664, 23.427875518798828, 22.49607276916504, 23.392244338989258, 24.134403228759766, 23.69670295715332, 21.612333297729492, 22.497425079345703, 21.876768112182617, 23.932510375976562, 22.523216247558594, 22.225444793701172, 22.32443618774414, 22.212284088134766, 23.27912712097168, 21.05717658996582, 23.09878158569336, 23.129161834716797, 21.475521087646484, 24.089515686035156, 22.32292366027832, 24.148469924926758, 23.056673049926758, 22.480976104736328, 22.4636287689209, 21.429128646850586, 21.838972091674805, 21.64120864868164, 22.092531204223633, 21.532363891601562, 23.90900421142578, 23.579505920410156, 23.214263916015625, 22.748598098754883, 24.292709350585938, 21.26226234436035, 22.46259117126465, 22.64789581298828, 22.31072235107422, 23.843162536621094, 20.932241439819336, 22.80501365661621, 21.280231475830078, 22.332046508789062, 22.03696632385254, 21.319990158081055, 21.333168029785156, 23.03810691833496, 21.760833740234375, 22.392269134521484, 24.071313858032227, 22.98794174194336, 22.97894287109375, 23.859899520874023, 23.483083724975586, 23.293682098388672, 22.849924087524414, 23.14063835144043, 21.129684448242188, 20.86397361755371, 23.841533660888672, 21.256244659423828, 21.582141876220703, 21.61807632446289, 20.81462287902832, 23.79339027404785, 22.161636352539062, 23.23349952697754, 20.087200164794922, 20.789640426635742, 22.33761978149414, 20.438749313354492, 22.621109008789062, 22.313060760498047, 22.186857223510742, 21.63321304321289, 20.877748489379883, 20.22849464416504, 21.47885513305664, 22.73224449157715, 22.736528396606445, 22.797697067260742, 21.749134063720703, 21.133625030517578, 21.23219871520996, 23.915029525756836, 21.465837478637695, 24.077016830444336, 22.454051971435547, 21.038530349731445, 22.682231903076172, 22.384103775024414, 22.861268997192383, 21.510927200317383, 23.385053634643555, 20.442537307739258, 20.798906326293945, 22.121686935424805, 21.73155975341797, 20.66248321533203, 23.972503662109375, 22.40489387512207, 21.506553649902344, 23.45261573791504, 23.371856689453125, 23.029895782470703, 20.838003158569336, 22.227840423583984, 22.892070770263672, 21.820505142211914, 22.575450897216797, 21.36449432373047, 21.653614044189453, 22.45741081237793, 23.50007438659668, 22.122970581054688, 24.023822784423828, 23.015989303588867, 20.684720993041992, 21.290912628173828, 21.70173454284668, 22.567190170288086, 22.929744720458984, 22.728904724121094, 20.68012237548828, 21.748733520507812, 23.507341384887695, 22.030532836914062, 22.982070922851562, 21.719934463500977, 22.763896942138672, 20.866174697875977, 22.369213104248047, 23.59752082824707, 21.676925659179688, 21.679279327392578, 21.53778839111328, 22.578250885009766, 21.727842330932617, 23.28445816040039, 21.973398208618164, 23.039443969726562, 24.2933292388916, 21.972637176513672, 21.834157943725586, 21.89667320251465, 22.05231475830078, 21.620025634765625, 23.369333267211914, 22.485179901123047, 21.352556228637695, 21.028793334960938, 23.64862632751465, 21.780197143554688, 21.5, 24.09912872314453, 23.460769653320312, 21.987060546875, 22.194442749023438, 23.103317260742188, 21.955228805541992, 21.14939308166504, 23.615129470825195, 21.953266143798828, 23.416784286499023, 23.56561279296875, 22.879484176635742, 23.879072189331055, 21.699207305908203, 21.664653778076172, 21.65822982788086, 21.20946502685547, 20.888736724853516, 22.825132369995117, 23.74001121520996, 22.975881576538086, 23.010608673095703, 22.723108291625977, 21.392356872558594, 22.6207332611084, 22.75870704650879, 22.498794555664062, 20.479759216308594, 23.9447078704834, 21.949735641479492, 21.820323944091797, 21.289995193481445, 20.307268142700195, 22.44814682006836, 20.317821502685547, 22.962430953979492, 21.929298400878906, 22.984657287597656, 21.57644271850586, 23.242097854614258, 21.9794864654541, 21.72447395324707, 21.929529190063477, 21.03109359741211, 23.911285400390625, 23.825271606445312, 21.450830459594727, 22.39832305908203, 21.14353370666504, 21.462684631347656, 23.11534309387207, 23.283329010009766, 22.526458740234375, 23.04677391052246, 24.018146514892578, 22.137401580810547, 21.60357093811035, 22.22051429748535, 21.64236831665039, 20.99610137939453, 21.535953521728516, 23.672199249267578, 23.01609230041504, 23.57288360595703, 21.139392852783203, 20.906482696533203, 20.861597061157227, 21.475448608398438, 21.388214111328125, 23.395227432250977, 21.154056549072266, 21.24152183532715, 21.54058265686035, 22.273775100708008, 22.03230094909668, 20.777997970581055, 21.49601173400879, 21.293455123901367, 21.989328384399414, 21.026212692260742, 23.34032440185547, 24.13309097290039, 22.15293312072754, 22.175559997558594, 22.336854934692383, 24.27691078186035, 22.799917221069336, 22.256153106689453, 23.602783203125, 22.496917724609375, 22.053298950195312, 21.77699851989746, 22.137737274169922, 21.82674217224121, 20.715930938720703, 22.56639862060547, 23.389572143554688, 22.0958194732666, 22.513486862182617, 21.877742767333984, 20.80862045288086, 21.28212547302246, 21.761350631713867, 23.55050277709961, 22.718366622924805, 20.150211334228516, 21.113801956176758, 21.283824920654297, 21.808870315551758, 22.613967895507812, 20.957962036132812, 24.109325408935547, 22.469829559326172, 21.676328659057617, 23.131797790527344, 22.90864372253418, 21.584186553955078, 23.534198760986328, 22.173006057739258, 22.816633224487305, 21.274110794067383, 21.23944664001465, 22.24176025390625, 22.401479721069336, 22.992534637451172, 23.46967315673828, 23.07859992980957, 23.89845848083496, 22.199134826660156, 21.927101135253906, 22.76658821105957, 23.799291610717773, 21.929725646972656, 22.8823299407959, 20.9044189453125, 22.913480758666992, 23.16779327392578, 21.87887954711914, 22.360300064086914, 22.11968421936035, 21.106761932373047, 20.715604782104492, 22.164581298828125, 21.687650680541992, 22.02434539794922, 21.7935848236084, 21.691909790039062, 22.8695011138916, 22.821002960205078, 21.937612533569336, 24.181528091430664, 23.255023956298828, 21.52483558654785, 22.634756088256836, 23.20855712890625, 22.536378860473633, 22.75102424621582, 21.51731300354004, 22.200212478637695, 21.380996704101562, 22.25569725036621, 23.15371322631836, 24.049705505371094, 23.746898651123047, 23.66855812072754, 21.695524215698242, 20.71917724609375, 23.448665618896484, 23.725522994995117, 24.20085334777832, 22.45342445373535, 23.672645568847656, 23.459392547607422, 22.165489196777344, 21.80120277404785, 21.914173126220703, 23.724529266357422, 21.16225814819336, 22.998374938964844, 23.335254669189453, 23.161109924316406, 21.015636444091797, 22.36586570739746, 22.07012367248535, 21.098583221435547, 23.4909610748291, 23.764463424682617, 22.88529396057129, 22.948429107666016, 21.026996612548828, 20.75513458251953, 22.260944366455078, 22.70547866821289, 23.230575561523438, 23.91925811767578, 23.45669174194336, 22.447607040405273, 22.1710262298584, 20.79767417907715, 23.504188537597656, 21.698322296142578, 20.45009422302246, 23.707263946533203, 20.689453125, 23.081361770629883, 23.201847076416016, 20.78514862060547, 22.75398826599121, 20.702598571777344, 22.25647735595703, 21.247501373291016, 21.231502532958984, 23.127758026123047, 23.52512550354004, 23.757835388183594, 22.4283504486084, 24.206117630004883, 21.136842727661133, 22.86026954650879, 22.948163986206055, 21.958581924438477, 23.369029998779297, 20.904993057250977, 21.053937911987305, 22.386783599853516, 21.31279945373535, 21.887550354003906, 22.011764526367188, 20.839702606201172, 21.686193466186523, 21.487058639526367, 21.411544799804688, 22.482704162597656, 23.214670181274414, 22.563199996948242, 22.49005699157715, 22.82926368713379, 22.311180114746094, 23.478151321411133, 22.212326049804688, 22.02030372619629, 21.768850326538086, 22.1355037689209, 20.333620071411133, 21.23998260498047, 22.563783645629883, 21.531978607177734, 22.298892974853516, 20.309860229492188, 22.136348724365234, 21.34803581237793, 21.93606948852539, 22.150697708129883, 23.638933181762695, 20.78659439086914, 23.415626525878906, 20.2407169342041, 23.663063049316406, 22.102035522460938, 21.747848510742188, 23.06259536743164, 21.050724029541016, 22.854211807250977, 21.384910583496094, 22.4859619140625, 22.375633239746094, 23.93572425842285, 21.76112937927246, 22.97210693359375, 22.4454402923584, 23.233566284179688, 24.143171310424805, 22.35529327392578, 22.246980667114258, 22.878219604492188, 22.490938186645508, 23.395252227783203, 20.924753189086914, 24.008546829223633, 20.78609275817871, 22.746049880981445, 20.781946182250977, 20.96976089477539, 21.519649505615234, 23.95988655090332, 23.488630294799805, 23.399328231811523, 22.78053092956543, 20.84025001525879, 23.345603942871094, 21.44886589050293, 21.103288650512695, 22.979698181152344, 22.397872924804688, 22.349706649780273, 21.109283447265625, 21.930978775024414, 23.32814598083496, 21.416889190673828, 20.31668472290039, 21.67222785949707, 22.39789581298828, 21.14665985107422, 22.497838973999023, 24.38175392150879, 21.42282485961914, 21.1712646484375, 20.818164825439453, 22.30396270751953, 20.524734497070312, 21.699018478393555, 23.0810489654541, 23.075387954711914, 22.56325912475586, 21.345970153808594, 23.528900146484375, 22.056333541870117, 22.406190872192383, 23.658802032470703, 21.435022354125977, 21.040355682373047, 22.35492515563965, 20.364011764526367, 21.619869232177734, 22.386985778808594, 22.6674747467041, 21.47237777709961, 21.551589965820312, 23.034832000732422, 21.81852912902832, 23.288963317871094, 23.583356857299805, 23.502878189086914, 22.698135375976562, 21.319265365600586, 22.505966186523438, 23.306636810302734, 22.672353744506836, 22.42255401611328, 23.48072624206543, 23.541879653930664, 22.893892288208008, 23.60785675048828, 22.164209365844727, 21.622224807739258, 22.835893630981445, 23.68025779724121, 20.477615356445312, 23.586902618408203, 22.89389991760254, 22.76592445373535, 20.813262939453125, 21.310741424560547, 21.440107345581055, 23.373929977416992, 22.071884155273438, 21.245054244995117, 21.829771041870117, 20.90005111694336, 21.740556716918945, 21.752342224121094, 23.865184783935547, 22.541080474853516, 24.05329704284668, 23.04874038696289, 23.35673713684082, 20.071001052856445, 22.471996307373047, 21.308443069458008, 22.328304290771484, 20.922250747680664, 22.156719207763672, 20.917524337768555, 20.712602615356445, 22.075984954833984, 23.657461166381836, 21.03569984436035, 23.396589279174805, 22.196523666381836, 20.864736557006836, 22.34597396850586, 23.76845932006836, 23.42918586730957, 21.819927215576172, 23.92709732055664, 23.26381492614746, 22.533708572387695, 22.03266143798828, 21.736154556274414, 22.478073120117188, 21.69025421142578, 22.61797332763672, 22.92013168334961, 22.94575309753418, 20.850177764892578, 23.232990264892578, 23.739116668701172, 21.368011474609375, 23.466983795166016, 23.587356567382812, 20.898818969726562, 21.342205047607422, 21.447113037109375, 23.532682418823242, 22.11878776550293, 20.78985595703125, 23.31535530090332, 23.38071060180664, 22.11510467529297, 23.434612274169922, 21.794010162353516, 24.12099838256836, 23.194900512695312, 21.523027420043945, 21.65240478515625, 23.617216110229492, 23.167991638183594, 21.91802215576172, 22.464391708374023, 22.964784622192383, 21.185455322265625, 22.5958194732666, 22.247053146362305, 21.164409637451172, 21.412778854370117, 23.617359161376953, 21.69898796081543, 21.752748489379883, 21.71834373474121, 22.372936248779297, 21.790138244628906, 23.093414306640625, 23.194812774658203, 21.29193878173828, 21.351511001586914, 20.330852508544922, 21.823692321777344, 21.88902473449707, 21.970983505249023, 22.56295394897461, 23.16581916809082, 24.195903778076172, 20.906421661376953, 22.162805557250977, 22.72747039794922, 21.10219955444336, 23.21091079711914, 20.978479385375977, 20.70810317993164, 22.08241081237793, 20.5125675201416, 20.84444236755371, 21.512645721435547, 23.08113670349121, 22.52179718017578, 20.451459884643555, 21.238035202026367, 20.854280471801758, 21.84391212463379, 23.716176986694336, 23.315750122070312, 20.272377014160156, 22.164384841918945, 24.206069946289062, 22.417993545532227, 23.04184341430664, 21.628332138061523, 20.521005630493164, 23.981422424316406, 23.781726837158203, 22.993122100830078, 21.333023071289062, 22.44268798828125, 22.306827545166016, 23.894489288330078, 23.520551681518555, 20.828598022460938, 22.468923568725586, 24.088699340820312, 21.975650787353516, 23.266298294067383, 21.967214584350586, 21.46214485168457, 23.933483123779297, 23.9110050201416, 21.174306869506836, 21.218904495239258, 22.86766815185547, 20.97775650024414, 21.2694149017334, 23.571474075317383, 20.747467041015625, 21.386892318725586, 20.839441299438477, 21.717655181884766, 23.57126235961914, 23.29339599609375, 21.469545364379883, 22.087106704711914, 22.113054275512695, 22.59197425842285, 24.057292938232422, 23.138629913330078, 22.677993774414062, 23.83622169494629, 22.230844497680664, 21.071748733520508, 22.25840950012207, 22.39194679260254, 22.43368148803711, 22.320711135864258, 22.695451736450195, 23.8326416015625, 22.396862030029297, 23.94329833984375, 23.6536808013916, 23.05270004272461, 21.57553482055664, 22.06307029724121, 20.917720794677734, 24.24378776550293, 21.829755783081055, 21.18096923828125, 22.757204055786133, 23.378490447998047, 22.343791961669922, 21.608509063720703, 23.171100616455078, 23.635419845581055, 20.64666175842285, 21.59646224975586, 23.941497802734375, 24.114055633544922, 22.177047729492188, 23.627466201782227, 23.835100173950195, 21.6403751373291, 22.50191879272461, 21.007108688354492, 21.594959259033203, 22.77201271057129, 21.10366439819336, 23.719743728637695, 22.58763885498047, 22.11069679260254, 22.189428329467773, 21.206682205200195, 22.750823974609375, 21.944055557250977, 20.826641082763672, 22.83721351623535, 21.044374465942383, 23.476503372192383, 21.76333236694336, 24.02402114868164, 21.38423728942871, 20.581279754638672, 23.01009750366211, 22.678485870361328, 21.135658264160156, 23.56100845336914, 21.443737030029297, 23.13840103149414, 22.035799026489258, 22.032533645629883, 21.543943405151367, 22.850828170776367, 22.269756317138672, 22.742307662963867, 20.97475814819336, 22.518964767456055, 21.192163467407227, 22.917232513427734, 20.986156463623047, 22.449018478393555, 21.846996307373047, 21.09279441833496, 23.976238250732422, 21.853940963745117, 22.7321720123291, 23.230552673339844, 22.47671890258789, 21.08624267578125, 20.57084846496582, 21.880659103393555, 20.581634521484375, 20.369800567626953, 24.028146743774414, 21.357324600219727, 24.425058364868164, 22.233854293823242, 21.64311408996582, 21.7850399017334, 21.332033157348633, 21.760011672973633, 24.142663955688477, 21.58921241760254, 24.190582275390625, 23.046367645263672, 21.724519729614258, 22.26725196838379, 22.44474220275879, 20.852115631103516, 23.973772048950195, 23.858192443847656, 24.161701202392578, 22.08057975769043, 22.74187469482422, 23.031551361083984, 21.198413848876953, 22.487430572509766, 23.241548538208008, 22.106639862060547, 23.02340316772461, 23.844127655029297, 22.88992691040039, 23.598224639892578, 22.05423927307129, 21.360824584960938, 20.995553970336914, 23.49073600769043, 23.208112716674805, 23.037935256958008, 21.6667423248291, 22.691123962402344, 22.49322509765625, 21.88184356689453, 21.358470916748047, 22.19367790222168, 23.739234924316406, 23.047727584838867, 22.710527420043945, 22.114097595214844, 22.24295425415039, 24.14684295654297, 23.400541305541992, 23.363033294677734, 21.743755340576172, 21.94158363342285, 22.309358596801758, 21.52818489074707, 20.871328353881836, 22.107494354248047, 20.828065872192383, 22.239700317382812, 24.200836181640625, 21.297779083251953, 21.388721466064453, 21.222034454345703, 22.205142974853516, 21.79224967956543, 20.637052536010742, 19.98501205444336, 21.25088882446289, 23.572265625, 21.91720199584961, 22.876243591308594, 20.61188507080078, 22.42247772216797, 21.165027618408203, 23.04194450378418, 22.49372673034668, 21.679567337036133, 21.621036529541016, 21.668012619018555, 20.423694610595703, 20.502552032470703, 23.477214813232422, 22.838565826416016, 20.19834327697754, 21.822572708129883, 20.436857223510742, 21.237220764160156, 22.328554153442383, 22.476503372192383, 22.784509658813477, 21.18916130065918, 22.53685760498047, 21.61541175842285, 22.655195236206055, 23.830604553222656, 23.278160095214844, 20.89857292175293, 22.60370635986328, 22.92909812927246, 23.157188415527344, 20.809131622314453, 23.690719604492188, 23.606271743774414, 22.84170913696289, 24.136201858520508, 20.620553970336914, 21.910398483276367, 21.96921730041504, 20.505962371826172, 22.612361907958984, 22.017772674560547, 23.218753814697266, 21.521324157714844, 23.107803344726562, 22.420217514038086, 21.111328125, 21.621479034423828, 23.33526039123535, 22.84986114501953, 21.628372192382812, 21.092458724975586, 22.347003936767578, 21.0677433013916, 22.434499740600586, 23.894384384155273, 22.23282241821289, 22.612892150878906, 22.3060302734375, 21.20002555847168, 21.108909606933594, 22.301387786865234, 21.993648529052734, 23.457645416259766, 24.327495574951172, 24.27324104309082, 23.339208602905273, 22.96922492980957, 21.037822723388672, 21.03491973876953, 22.687551498413086, 22.444246292114258, 21.45799446105957, 22.465438842773438, 23.568368911743164, 21.42342185974121, 21.893285751342773, 21.923641204833984, 23.654735565185547, 22.889732360839844, 21.685575485229492, 22.73529052734375, 21.9069766998291, 21.486970901489258, 22.370344161987305, 24.2449951171875, 22.98075294494629, 22.67152976989746, 22.12507438659668, 22.515153884887695, 20.741491317749023, 21.3575439453125, 20.747119903564453, 20.652299880981445, 23.242326736450195, 21.668981552124023, 21.786081314086914, 20.709217071533203, 22.870267868041992, 23.416885375976562, 22.717470169067383, 21.44761085510254, 23.047273635864258, 23.111373901367188, 22.75600814819336, 23.878332138061523, 22.284242630004883, 23.156003952026367, 22.188323974609375, 24.23341941833496, 20.929943084716797, 21.704681396484375, 23.72433090209961, 22.4282169342041, 24.303552627563477, 20.780179977416992, 22.29447364807129, 22.052635192871094, 22.059284210205078, 24.252958297729492, 22.071054458618164, 21.382837295532227, 23.823678970336914, 21.695701599121094, 24.37464714050293, 24.303068161010742, 22.365388870239258, 22.430335998535156, 23.376920700073242, 22.218454360961914, 21.06243133544922, 21.150171279907227, 21.278728485107422, 21.36703872680664, 23.10234832763672, 21.988941192626953, 23.267179489135742, 21.646142959594727, 22.66997718811035, 22.211225509643555, 23.11012077331543, 21.88360595703125, 21.709381103515625, 21.324979782104492, 23.65131187438965, 23.340452194213867, 23.466468811035156, 22.19383430480957, 23.38335609436035, 23.255373001098633, 23.44474983215332, 22.53104019165039, 23.02800941467285, 21.840084075927734, 22.128143310546875, 23.422521591186523, 21.27777099609375, 23.07141876220703, 22.298656463623047, 21.943777084350586, 21.317459106445312, 22.525455474853516, 21.833576202392578, 21.016990661621094, 22.280967712402344, 22.731956481933594, 22.394180297851562, 20.51471519470215, 21.620798110961914, 21.74440574645996, 20.8174991607666, 20.48796272277832, 22.76412010192871, 20.818740844726562, 22.48360252380371, 20.833547592163086, 23.482133865356445, 22.900911331176758, 22.28232765197754, 21.097124099731445, 21.77916145324707, 20.310897827148438, 22.3049259185791, 21.98394775390625, 21.723602294921875, 23.05988883972168, 21.005212783813477, 21.04212760925293, 21.23358917236328, 22.97372055053711, 23.521825790405273, 21.5156307220459, 23.585386276245117, 21.193178176879883, 21.472305297851562, 22.777748107910156, 23.575973510742188, 20.7240047454834, 23.31646156311035, 23.04183006286621, 22.44390296936035, 23.007978439331055, 22.18992805480957, 23.359540939331055, 23.865915298461914, 21.57798957824707, 22.15639877319336, 21.247024536132812, 23.05263328552246, 21.53911781311035, 20.60191535949707, 23.213207244873047, 21.137184143066406, 21.341590881347656, 21.06387710571289, 24.307327270507812, 22.9033145904541, 23.76596450805664, 23.45381736755371, 20.649341583251953, 23.196184158325195, 20.735340118408203, 22.427024841308594, 23.52300453186035, 20.31280517578125, 20.844266891479492, 22.368364334106445, 21.524612426757812, 21.368240356445312, 22.375019073486328, 22.467988967895508, 22.903167724609375, 22.802284240722656, 23.543792724609375, 22.189241409301758, 23.13927459716797, 23.56399154663086, 22.41731834411621, 21.221948623657227, 23.137481689453125, 22.03553009033203, 21.543418884277344, 22.999359130859375, 21.12876319885254, 22.983911514282227, 22.591928482055664, 24.120532989501953, 21.97902488708496, 23.3896427154541, 22.393352508544922, 23.77463150024414, 22.46238899230957, 24.131792068481445, 21.484010696411133, 23.163387298583984, 23.283754348754883, 21.287595748901367, 21.38763427734375, 21.990795135498047, 23.064666748046875, 22.767786026000977, 21.833599090576172, 21.212984085083008, 23.01015281677246, 22.030292510986328, 22.265914916992188, 23.63532257080078, 22.84773826599121, 23.06068229675293, 22.786954879760742, 22.753070831298828, 21.304929733276367, 22.523056030273438, 22.524768829345703, 24.3730525970459, 22.6900634765625, 20.34960174560547, 22.3778076171875, 24.027870178222656, 23.209972381591797, 21.2203311920166, 23.717809677124023, 20.856325149536133, 23.99911117553711, 22.678903579711914, 24.081071853637695, 20.47354507446289, 24.10029411315918, 23.397932052612305, 21.602380752563477, 21.819326400756836, 23.902664184570312, 21.955184936523438, 22.79717445373535, 22.119388580322266, 22.413448333740234, 21.62778663635254, 22.69179344177246, 23.67308807373047, 24.372465133666992, 23.671863555908203, 22.903106689453125, 21.685171127319336, 21.471580505371094, 20.722322463989258, 22.66388511657715, 21.245893478393555, 21.378332138061523, 21.850940704345703, 20.75200843811035, 20.602449417114258, 22.475505828857422, 21.83738136291504, 24.086580276489258, 22.950578689575195, 21.317750930786133, 22.344852447509766, 20.987892150878906, 22.317365646362305, 20.94866180419922, 24.043476104736328, 21.876991271972656, 21.950279235839844, 23.126413345336914, 22.2362060546875, 21.88872718811035, 23.040361404418945, 21.387826919555664, 22.06743812561035, 21.61170768737793, 24.26971435546875, 23.762216567993164, 22.995431900024414, 22.68175506591797, 23.91175651550293, 21.53980255126953, 20.97490882873535, 22.654727935791016, 20.328859329223633, 23.19214630126953, 20.775104522705078, 23.093059539794922, 22.705347061157227, 22.3525447845459, 22.82509994506836, 23.213130950927734, 21.866458892822266, 21.35957908630371, 23.30453872680664, 21.685773849487305, 22.61098289489746, 22.422115325927734, 23.101943969726562, 21.013154983520508, 21.91122055053711, 22.17623519897461, 20.91221046447754, 23.415502548217773, 24.045364379882812, 20.965417861938477, 20.84966278076172, 23.69655990600586, 24.24657440185547, 21.158824920654297, 21.468582153320312, 23.289751052856445, 21.900447845458984, 21.84830665588379, 22.086387634277344, 22.431304931640625, 24.08967399597168, 22.60272979736328, 22.724130630493164, 22.855836868286133, 23.53331756591797, 21.83440399169922, 23.113706588745117, 22.761796951293945, 20.2066650390625, 23.5300235748291, 24.40398597717285, 20.675424575805664, 22.611236572265625, 23.678714752197266, 24.209213256835938, 23.600324630737305, 22.502574920654297, 23.35145378112793, 21.973806381225586, 21.1752986907959, 20.669164657592773, 22.238698959350586, 20.877389907836914, 20.176326751708984, 20.62153434753418, 20.834592819213867, 20.360267639160156, 22.982254028320312, 22.690845489501953, 21.927120208740234, 22.30952262878418, 22.669626235961914, 22.1146183013916, 20.998586654663086, 22.715925216674805, 23.131587982177734, 22.841266632080078, 21.79517936706543, 21.35688018798828, 20.768953323364258, 23.239465713500977, 24.16897201538086, 21.020235061645508, 21.886777877807617, 23.117473602294922, 23.651466369628906, 21.323850631713867, 22.424537658691406, 21.6690616607666, 23.854991912841797, 21.42255973815918, 21.267101287841797, 22.023561477661133, 22.158254623413086, 20.764352798461914, 24.13688850402832, 20.08344268798828, 22.540306091308594, 23.36404037475586, 20.992319107055664, 21.571170806884766, 23.033329010009766, 23.411331176757812, 21.844743728637695, 23.126331329345703, 23.393564224243164, 20.752079010009766, 22.65501594543457, 23.46021842956543, 23.209367752075195, 20.77430534362793, 21.466081619262695, 24.12112808227539, 22.02654457092285, 20.72964096069336, 22.41667938232422, 21.145540237426758, 21.961017608642578, 23.438419342041016, 21.19393539428711, 20.792343139648438, 20.837650299072266, 21.795604705810547, 21.464296340942383, 22.33834457397461, 21.4064998626709, 22.278310775756836, 23.8353328704834, 21.605712890625, 22.825021743774414, 20.59159278869629, 23.810197830200195, 21.289255142211914, 23.89211082458496, 23.79195785522461, 21.170875549316406, 20.743349075317383, 22.853464126586914, 23.625661849975586, 24.096445083618164, 21.79314613342285, 22.977516174316406, 21.953527450561523, 21.65644645690918, 21.92941665649414, 20.41657829284668, 22.54967498779297, 21.01105499267578, 22.355974197387695, 22.448049545288086, 20.796714782714844, 20.859634399414062, 21.636255264282227, 22.915691375732422, 24.282337188720703, 21.362163543701172, 21.708356857299805, 20.51936149597168, 22.535524368286133, 22.36993980407715, 21.24277114868164, 21.087722778320312, 23.093868255615234, 22.583049774169922, 24.24120330810547, 22.15888786315918, 21.545286178588867, 20.655277252197266, 23.32581329345703, 23.424745559692383, 22.881412506103516, 19.984466552734375, 22.423994064331055, 21.58143424987793, 21.31580924987793, 21.698545455932617, 22.470949172973633, 23.149269104003906, 22.716575622558594, 23.15718650817871, 21.582530975341797, 22.7291316986084, 22.51641845703125, 22.017353057861328, 23.176897048950195, 22.430524826049805, 22.225753784179688, 21.007869720458984, 22.58615493774414, 23.624378204345703, 22.268388748168945, 22.709819793701172, 22.589244842529297, 21.68339729309082, 23.820566177368164, 22.658662796020508, 22.37458610534668, 21.449892044067383, 21.208616256713867, 21.563886642456055, 22.365434646606445, 21.645179748535156, 22.40946388244629, 23.9956111907959, 21.331819534301758, 22.51055908203125, 22.4808406829834, 20.361553192138672, 20.3341007232666, 21.706817626953125, 22.74414825439453, 23.123449325561523, 22.24662208557129, 22.055681228637695, 21.496747970581055, 23.456830978393555, 23.010629653930664, 22.426347732543945, 22.631664276123047, 23.20803451538086, 22.048864364624023, 21.738718032836914, 20.330860137939453, 21.1745662689209, 22.185611724853516, 21.84877586364746, 22.506967544555664, 23.515100479125977, 21.16671371459961, 21.51313591003418, 21.22439193725586, 22.864795684814453, 21.018388748168945, 23.42119598388672, 21.25258445739746, 20.77727508544922, 23.503019332885742, 22.519329071044922, 21.979175567626953, 22.32886505126953, 22.71930503845215, 20.90817642211914, 22.186569213867188, 23.30390739440918, 21.884218215942383, 21.622211456298828, 21.20962905883789, 21.65388298034668, 21.540542602539062, 23.997426986694336, 21.52491569519043, 24.112239837646484, 21.868457794189453, 22.95785903930664, 21.22280502319336, 23.281248092651367, 22.52439308166504, 21.416423797607422, 20.998943328857422, 22.624990463256836, 22.779457092285156, 21.484800338745117, 23.574216842651367, 21.88648223876953, 21.799840927124023, 21.40793228149414, 22.72662925720215, 24.184091567993164, 24.007356643676758, 21.803424835205078, 21.0289306640625, 21.433521270751953, 22.573205947875977, 22.506393432617188, 23.177804946899414, 21.862497329711914, 20.657737731933594, 20.605730056762695, 21.594615936279297, 21.392148971557617, 22.63582992553711, 22.717477798461914, 22.143409729003906, 22.821332931518555, 22.31295394897461, 21.87928009033203, 23.62981605529785, 20.828474044799805, 21.27404022216797, 22.275487899780273, 22.299551010131836, 23.829805374145508, 23.540821075439453, 21.444686889648438, 20.50028419494629, 22.282743453979492, 20.751676559448242, 22.431015014648438, 22.215436935424805, 20.86669158935547, 22.513845443725586, 22.286605834960938, 21.732423782348633, 20.9686222076416, 21.95688819885254, 23.265342712402344, 21.690427780151367, 22.384185791015625, 23.531402587890625, 22.186481475830078, 22.527807235717773, 23.82529067993164, 21.145769119262695, 22.363569259643555, 21.95022201538086, 20.4747314453125, 21.04188346862793, 21.931926727294922, 22.289331436157227, 22.88140869140625, 20.96030044555664, 22.281269073486328, 22.295181274414062, 23.339962005615234, 21.918943405151367, 21.81039810180664, 23.20088005065918, 23.94609260559082, 21.10457420349121, 22.348543167114258, 22.574281692504883, 21.932662963867188, 21.291685104370117, 23.705535888671875, 23.326065063476562, 21.6806640625, 22.93216323852539, 21.269672393798828, 20.936677932739258, 21.638975143432617, 21.564464569091797, 22.79579734802246, 23.508411407470703, 21.18834686279297, 21.717426300048828, 22.890867233276367, 23.63883399963379, 23.211585998535156, 22.623079299926758, 22.559934616088867, 22.72826385498047, 21.47503662109375, 21.37238121032715, 22.041419982910156, 20.923118591308594, 22.962894439697266, 20.951948165893555, 21.238508224487305, 22.693811416625977, 20.548866271972656, 21.953285217285156, 22.725860595703125, 20.83062744140625, 23.084766387939453, 20.579500198364258, 23.633203506469727, 22.057891845703125, 22.093801498413086, 24.273624420166016, 23.38257598876953, 21.132762908935547, 22.71228790283203, 22.182811737060547, 20.63595199584961, 22.179006576538086, 20.29920768737793, 23.57503318786621, 20.667949676513672, 20.352203369140625, 22.95446014404297, 20.96098518371582, 24.319564819335938, 21.885026931762695, 23.07011604309082, 23.178787231445312, 23.375146865844727, 20.795143127441406, 20.487031936645508, 21.20120620727539, 21.632360458374023, 21.681547164916992, 20.33587646484375, 21.085521697998047, 20.605480194091797, 22.970003128051758, 21.261686325073242, 20.9117488861084, 20.25188446044922, 21.125364303588867, 22.1876220703125, 21.105566024780273, 21.093778610229492, 23.526660919189453, 22.366365432739258, 20.77699089050293, 20.69736099243164, 23.033252716064453, 20.14915657043457, 22.167552947998047, 22.24770164489746, 21.678516387939453, 23.724246978759766, 22.276817321777344, 23.201705932617188, 21.373937606811523, 22.36946678161621, 21.934654235839844, 21.83012580871582, 21.720964431762695, 22.344091415405273, 22.761795043945312, 21.7596435546875, 21.967758178710938, 22.825708389282227, 22.675893783569336, 21.330078125, 20.3812198638916, 22.11111068725586, 21.077356338500977, 20.113361358642578, 21.91111183166504, 22.96312141418457, 21.746023178100586, 22.23619842529297, 22.78860092163086, 23.51874542236328, 23.635486602783203, 21.192888259887695, 22.241796493530273, 22.46042823791504, 23.525619506835938, 21.78643035888672, 21.985937118530273, 21.969818115234375, 23.03044891357422, 20.946918487548828, 21.441909790039062, 22.75802230834961, 20.62883949279785, 23.163593292236328, 22.898120880126953, 21.88114356994629, 22.254220962524414, 24.283273696899414, 23.822595596313477, 20.221582412719727, 23.725399017333984, 22.698503494262695, 21.859201431274414, 20.909658432006836, 23.081809997558594, 23.615745544433594, 20.72820472717285, 22.415616989135742, 22.060945510864258, 22.492055892944336, 21.766359329223633, 21.268352508544922, 23.696857452392578, 21.775070190429688, 21.9691219329834, 24.179271697998047, 21.769102096557617, 21.294170379638672, 20.86774253845215, 23.590700149536133, 24.318492889404297, 22.79964828491211, 21.85857582092285, 24.039945602416992, 20.99680519104004, 20.23097038269043, 21.457435607910156, 22.172658920288086, 21.715553283691406, 23.47127914428711, 22.872648239135742, 22.573909759521484, 24.103897094726562, 23.999839782714844, 21.86983299255371, 22.99728012084961, 22.754037857055664, 23.79651641845703, 23.494609832763672, 23.072465896606445, 23.71818733215332, 23.121950149536133, 21.64402961730957, 22.488096237182617, 20.605321884155273, 22.462892532348633, 21.97374153137207, 20.692739486694336, 22.12748146057129, 21.821073532104492, 21.115589141845703, 22.81269073486328, 24.001197814941406, 20.813135147094727, 21.8987979888916, 21.6782283782959, 22.83043098449707, 21.42691421508789, 22.45994758605957, 24.074329376220703, 22.861928939819336, 22.6785888671875, 22.890670776367188, 20.612789154052734, 22.369115829467773, 21.973310470581055, 22.078088760375977, 20.606884002685547, 24.10858726501465, 21.1865177154541, 21.537275314331055, 20.470670700073242, 21.543254852294922, 21.115089416503906, 22.795473098754883, 22.606464385986328, 23.921184539794922, 21.170001983642578, 21.81561851501465, 22.363346099853516, 21.443044662475586, 22.77617073059082, 20.485586166381836, 23.95244026184082, 20.395551681518555, 21.88029670715332, 21.82524299621582, 22.16239356994629, 21.31307029724121, 21.64828109741211, 22.309640884399414, 21.58414077758789, 23.074464797973633, 21.88953971862793, 22.994646072387695, 21.877182006835938, 20.153793334960938, 21.93239974975586, 23.485410690307617, 20.211206436157227, 20.487001419067383, 21.47667121887207, 20.92476463317871, 22.482696533203125, 21.887792587280273, 21.222225189208984, 21.61329460144043, 21.432729721069336, 22.918222427368164, 22.2618350982666, 23.044076919555664, 21.126523971557617, 22.349895477294922, 22.380599975585938, 22.047780990600586, 22.052021026611328, 22.275484085083008, 20.13747787475586, 20.217588424682617, 21.444759368896484, 21.428298950195312, 22.48709487915039, 24.07857322692871, 23.83350372314453, 23.2335205078125, 21.94744300842285, 22.30429458618164, 21.495243072509766, 23.707983016967773, 23.130064010620117, 22.75943374633789, 24.05438804626465, 21.371423721313477, 21.696924209594727, 23.139013290405273, 20.8055477142334, 21.138017654418945, 20.44413948059082, 21.53428077697754, 23.4373779296875, 20.888696670532227, 21.082223892211914, 23.01223373413086, 23.446826934814453, 20.884721755981445, 21.35912322998047, 24.004850387573242, 21.8703556060791, 20.65167999267578, 21.282115936279297, 22.44659423828125, 23.95873260498047, 23.641586303710938, 22.318618774414062, 21.980012893676758, 21.38506317138672, 20.94672203063965, 23.167692184448242, 21.808107376098633, 21.585012435913086, 23.560914993286133, 22.868593215942383, 22.115476608276367, 23.11012077331543, 21.74567222595215, 23.370168685913086, 20.895401000976562, 21.07210922241211, 21.481548309326172, 23.007343292236328, 22.480804443359375, 22.44966697692871, 21.688385009765625, 21.51447868347168, 21.81789207458496, 22.0625057220459, 22.85576629638672, 20.812192916870117, 24.327899932861328, 21.935455322265625, 21.67607879638672, 21.10149383544922, 22.746280670166016, 22.251916885375977, 21.809612274169922, 22.779218673706055, 21.742292404174805, 21.832870483398438, 22.946809768676758, 23.620359420776367, 21.784360885620117, 23.16232681274414, 22.847143173217773, 24.157651901245117, 21.078327178955078, 23.08351707458496, 22.961650848388672, 23.611454010009766, 21.970001220703125, 24.027042388916016, 20.702177047729492, 22.634843826293945, 21.220186233520508, 23.801837921142578, 22.407272338867188, 21.566957473754883, 23.439308166503906, 21.225309371948242, 22.33846092224121, 24.394786834716797, 21.241010665893555, 21.39922332763672, 23.214725494384766, 21.63787078857422, 20.22279930114746, 23.67159652709961, 23.56393051147461, 22.234512329101562, 22.257009506225586, 21.14891815185547, 21.881868362426758, 21.113115310668945, 22.664573669433594, 20.419443130493164, 23.34002685546875, 23.843914031982422, 23.9925594329834, 21.8040714263916, 20.79269027709961, 24.14103126525879, 23.88015365600586, 22.50498390197754, 20.90906524658203, 22.083105087280273, 21.61604881286621, 22.66297721862793, 23.980422973632812, 21.97671890258789, 22.37864875793457, 23.30622100830078, 21.30910873413086, 22.99432945251465, 22.522968292236328, 21.585283279418945, 21.93115234375, 21.705156326293945, 23.628253936767578, 23.080915451049805, 22.1342716217041, 20.593761444091797, 21.32484245300293, 22.59368133544922, 22.010665893554688, 23.0307674407959, 22.73516273498535, 23.593183517456055, 21.47463607788086, 21.489503860473633, 22.089345932006836, 21.137489318847656, 24.19365882873535, 23.993459701538086, 20.780208587646484, 22.579343795776367, 21.392126083374023, 23.42557716369629, 21.207252502441406, 20.85023307800293, 21.243423461914062, 21.85134506225586, 23.70598030090332, 22.87741470336914, 22.545804977416992, 21.056110382080078, 20.83635902404785, 22.447364807128906, 22.95272445678711, 21.553274154663086, 21.472862243652344, 20.550399780273438, 21.24454116821289, 22.53913116455078, 23.764760971069336, 22.320682525634766, 21.95762825012207, 22.348970413208008, 23.993562698364258, 22.568510055541992, 20.980695724487305, 21.016468048095703, 22.36690902709961, 22.681556701660156, 23.565162658691406, 22.17139434814453, 23.775108337402344, 20.547794342041016, 22.909515380859375, 21.597183227539062, 22.853017807006836, 22.494298934936523, 21.23185157775879, 24.17378044128418, 21.47629165649414, 21.02831268310547, 21.023548126220703, 24.28775405883789, 23.708480834960938, 20.64280128479004, 22.453969955444336, 23.767427444458008, 22.901376724243164, 23.752309799194336, 20.449604034423828, 22.756282806396484, 21.820947647094727, 21.289653778076172, 23.41880226135254, 23.28988265991211, 23.58824920654297, 21.465221405029297, 24.20972442626953, 23.861024856567383, 22.409637451171875, 20.69286346435547, 22.279579162597656, 21.787569046020508, 24.303728103637695, 21.41168212890625, 22.34583282470703, 21.534378051757812, 24.352310180664062, 22.561208724975586, 22.889423370361328, 22.052453994750977, 21.948087692260742, 23.340599060058594, 21.715011596679688, 21.438697814941406, 22.353120803833008, 22.039836883544922, 22.362939834594727, 21.55290985107422, 20.583663940429688, 20.895793914794922, 22.941177368164062, 21.83367347717285, 21.26963233947754, 23.03709602355957, 22.863950729370117, 22.44074058532715, 22.334915161132812, 20.982187271118164, 23.303691864013672, 23.77867889404297, 20.890338897705078, 23.512269973754883, 21.706613540649414, 21.098312377929688, 22.971094131469727, 22.77813148498535, 21.387451171875, 23.324121475219727, 20.478269577026367, 23.267929077148438, 22.44219970703125, 23.218904495239258, 23.045265197753906, 22.93460464477539, 22.055082321166992, 22.542043685913086, 23.184490203857422, 23.57340431213379, 22.69660186767578, 22.052072525024414, 23.012441635131836, 23.8977108001709, 20.057947158813477, 23.088558197021484, 21.145357131958008, 23.081130981445312, 21.776531219482422, 21.01000213623047, 23.45963478088379, 21.07813835144043, 24.180326461791992, 21.542661666870117, 23.148109436035156, 22.252107620239258, 22.533308029174805, 21.371862411499023, 23.21007537841797, 23.470436096191406, 21.706933975219727, 22.092464447021484, 22.109943389892578, 22.910465240478516, 23.252153396606445, 22.42530059814453, 23.568557739257812, 21.136240005493164, 21.183961868286133, 24.061973571777344, 23.386503219604492, 21.68389129638672, 21.791767120361328, 20.58036994934082, 21.717971801757812, 21.343305587768555, 22.97378158569336, 23.555360794067383, 20.84950828552246, 20.437931060791016, 21.89480972290039, 22.87230682373047, 22.43120002746582, 21.021799087524414, 23.18959617614746, 21.957054138183594, 22.625463485717773, 22.127653121948242, 20.836292266845703, 23.115114212036133, 24.038131713867188, 22.15018081665039, 21.025293350219727, 21.08073616027832, 22.8397274017334, 23.17608642578125, 20.986799240112305, 21.0231876373291, 21.038955688476562, 23.3508358001709, 20.70728302001953, 21.180824279785156, 21.223297119140625, 21.714025497436523, 22.247650146484375, 22.472728729248047, 20.942825317382812, 23.043516159057617, 23.32660484313965, 22.912609100341797, 21.702911376953125, 23.076196670532227, 20.296993255615234, 23.038593292236328, 21.008451461791992, 23.027597427368164, 21.55909538269043, 21.195568084716797, 22.42658042907715, 23.219314575195312, 21.960819244384766, 23.46295928955078, 23.973066329956055, 23.152345657348633, 23.32114601135254, 20.502887725830078, 21.364553451538086, 22.45262908935547, 24.208572387695312, 21.73322296142578, 22.021255493164062, 20.570964813232422, 23.487627029418945, 24.394676208496094, 21.218090057373047, 23.808435440063477, 22.215391159057617, 20.721553802490234, 21.41990852355957, 21.754974365234375, 21.117389678955078, 22.220735549926758, 21.591655731201172, 21.606708526611328, 22.32343864440918, 20.776813507080078, 23.309612274169922, 22.974008560180664, 22.196836471557617, 21.301013946533203, 22.051315307617188, 21.135589599609375, 21.543701171875, 21.105878829956055, 22.969383239746094, 22.49411964416504, 21.293052673339844, 22.016868591308594, 22.01896095275879, 21.40727424621582, 22.374448776245117, 24.12320899963379, 21.316322326660156, 22.50466537475586, 21.278017044067383, 22.338876724243164, 21.493331909179688, 23.145275115966797, 21.073345184326172, 20.83213233947754, 24.303815841674805, 21.882802963256836, 21.173105239868164, 22.190309524536133, 21.85177230834961, 22.924524307250977, 23.091588973999023, 20.968109130859375, 21.95737075805664, 22.696382522583008, 22.78311538696289, 21.094362258911133, 21.831716537475586, 24.3837947845459, 22.52008628845215, 21.64475440979004, 21.725677490234375, 22.291234970092773, 23.375885009765625, 21.38536262512207, 23.62708854675293, 22.564592361450195, 21.117570877075195, 22.49277687072754, 23.1437931060791, 22.288000106811523, 22.29739761352539, 20.69902992248535, 22.623985290527344, 21.004180908203125, 21.96177101135254, 20.38898277282715, 20.253671646118164, 23.7763671875, 22.476421356201172, 22.324413299560547, 22.466693878173828, 23.09371566772461, 21.892433166503906, 22.766508102416992, 22.20842933654785, 20.799678802490234, 22.731319427490234, 21.917177200317383, 23.209102630615234, 22.122528076171875, 21.097028732299805, 23.40350914001465, 22.229106903076172, 23.993738174438477, 20.77921485900879, 21.91993522644043, 22.754871368408203, 24.388830184936523, 22.791671752929688, 21.509963989257812, 21.294189453125, 21.856569290161133, 21.046728134155273, 22.93806266784668, 21.197572708129883, 20.830968856811523, 22.09461212158203, 22.823089599609375, 22.817794799804688, 20.863773345947266, 21.486995697021484, 21.7042179107666, 22.15254783630371, 22.201370239257812, 22.686141967773438, 21.279712677001953, 22.322851181030273, 22.12885856628418, 20.697114944458008, 21.005558013916016, 22.569963455200195, 23.7028751373291, 23.087257385253906, 23.861492156982422, 22.8883113861084, 21.762617111206055, 23.866289138793945, 23.75164031982422, 21.676298141479492, 22.293087005615234, 23.276247024536133, 20.38973617553711, 23.751800537109375, 23.46463394165039, 23.825069427490234, 22.36846351623535, 22.45761489868164, 20.997737884521484, 21.8248291015625, 20.992454528808594, 23.119949340820312, 23.751304626464844, 22.84916877746582, 21.920949935913086, 21.37118911743164, 23.485631942749023, 24.212602615356445, 22.922317504882812, 21.414165496826172, 21.407615661621094, 23.726964950561523, 22.761180877685547, 23.943172454833984, 21.61199378967285, 20.548059463500977, 21.588838577270508, 23.475915908813477, 23.259733200073242, 23.94158935546875, 21.77911949157715, 21.996505737304688, 23.301227569580078, 22.26272201538086, 20.388858795166016, 21.51375961303711, 21.780630111694336, 20.76645278930664, 22.34381866455078, 23.163896560668945, 21.62712287902832, 21.77830696105957, 23.04023551940918, 20.641315460205078, 21.362688064575195, 20.80961799621582, 21.76434898376465, 21.003982543945312, 21.69753646850586, 22.088584899902344, 23.012998580932617, 22.583234786987305, 21.392080307006836, 23.42877197265625, 21.059255599975586, 23.580318450927734, 22.756277084350586, 20.840843200683594, 22.044906616210938, 22.443885803222656, 22.917966842651367, 23.34575653076172, 22.61792755126953, 21.683292388916016, 21.95359230041504, 23.67656707763672, 22.23091697692871, 21.698219299316406, 21.29709243774414, 22.528491973876953, 23.30959129333496, 23.135494232177734, 23.34099578857422, 22.007204055786133, 24.154626846313477, 22.474882125854492, 24.011798858642578, 21.4134464263916, 22.336503982543945, 22.561477661132812, 22.665058135986328, 23.350839614868164, 23.99822425842285, 21.118757247924805, 22.7028865814209, 22.06077003479004, 20.912023544311523, 23.258342742919922, 23.515901565551758, 23.236101150512695, 21.902219772338867, 21.950624465942383, 23.798118591308594, 23.58038330078125, 20.933988571166992, 23.43130874633789, 21.372438430786133, 20.770050048828125, 21.665910720825195, 23.794294357299805, 21.085840225219727, 21.769859313964844, 23.58625030517578, 21.415388107299805, 23.144590377807617, 20.05769920349121, 21.53873062133789, 20.937223434448242, 24.055736541748047, 21.85143280029297, 21.468568801879883, 21.087318420410156, 21.706666946411133, 20.877286911010742, 21.329641342163086, 23.734704971313477, 23.14134979248047, 21.836950302124023, 24.054218292236328, 21.670795440673828, 23.05998992919922, 20.791881561279297, 23.06554412841797, 22.768213272094727, 22.770462036132812, 21.432811737060547, 21.01573371887207, 22.908245086669922, 23.165775299072266, 24.078792572021484, 22.601490020751953, 23.468563079833984, 23.26453971862793, 22.816160202026367, 23.252517700195312, 22.847578048706055, 23.77882957458496, 20.220970153808594, 21.963768005371094, 23.571489334106445, 20.78436279296875, 22.71856689453125, 20.981307983398438, 21.714366912841797, 21.74724006652832, 23.199369430541992, 20.86428451538086, 22.242252349853516, 21.012859344482422, 20.79073715209961, 22.254940032958984, 23.913776397705078, 24.233448028564453, 21.04312515258789, 22.39654541015625, 21.51818084716797, 21.71877098083496, 23.061735153198242, 21.80985450744629, 22.45160484313965, 23.20265007019043, 20.36936378479004, 20.51194953918457, 23.47758674621582, 22.133588790893555, 23.009796142578125, 23.41278839111328, 23.179895401000977, 21.127988815307617, 21.165096282958984, 21.462261199951172, 20.87241554260254, 22.00969886779785, 23.165376663208008, 22.309083938598633, 22.569133758544922, 24.26978302001953, 23.454343795776367, 23.5642147064209, 20.37244415283203, 22.95107650756836, 22.88318634033203, 20.86063575744629, 22.446651458740234, 22.950084686279297, 23.65856170654297, 23.224342346191406, 20.84122657775879, 21.39703941345215, 21.41912078857422, 21.95684814453125, 22.367265701293945, 20.964073181152344, 21.399986267089844, 21.594675064086914, 21.13705062866211, 20.35820770263672, 24.240299224853516, 22.173654556274414, 22.299863815307617, 20.429866790771484, 22.45278549194336, 20.723981857299805, 20.873069763183594, 22.093732833862305, 23.775222778320312, 22.357994079589844, 24.05872917175293, 22.131772994995117, 21.770755767822266, 22.693147659301758, 21.432769775390625, 24.21696662902832, 23.0660400390625, 23.855958938598633, 21.901079177856445, 21.276968002319336, 22.192962646484375, 22.993221282958984, 21.619361877441406, 21.63578987121582, 21.211153030395508, 23.196622848510742, 22.845306396484375, 21.827051162719727, 22.052949905395508, 21.641284942626953, 22.555578231811523, 23.409730911254883, 22.15106964111328, 21.27766990661621, 22.29612159729004, 23.420780181884766, 21.68436622619629, 24.413158416748047, 22.96122169494629, 23.979000091552734, 21.90120506286621, 20.97199249267578, 22.3171443939209, 21.374300003051758, 20.932897567749023, 23.475696563720703, 20.666004180908203, 20.647768020629883, 23.9345760345459, 20.90997886657715, 22.056562423706055, 22.12310791015625, 22.852109909057617, 23.7377986907959, 23.459732055664062, 23.343551635742188, 23.347652435302734, 21.738807678222656, 20.881195068359375, 22.93663215637207, 20.25404930114746, 23.415536880493164, 21.665542602539062, 22.786510467529297, 22.093826293945312, 22.735000610351562, 21.29802131652832, 23.062875747680664, 21.23055076599121, 23.830141067504883, 23.07327651977539, 22.25727653503418, 23.139408111572266, 21.44454002380371, 21.555116653442383, 22.119876861572266, 21.155303955078125, 21.51422119140625, 21.126436233520508, 20.566011428833008, 21.700298309326172, 21.769723892211914, 22.99857521057129, 21.499103546142578, 22.418031692504883, 23.513465881347656, 21.96003532409668, 23.87160301208496, 23.241615295410156, 20.90219497680664, 21.15654754638672, 20.9578914642334, 22.543588638305664, 21.209157943725586, 23.513900756835938, 22.6455078125, 20.789392471313477, 21.37693214416504, 21.478824615478516, 21.060306549072266, 23.037673950195312, 21.361791610717773, 21.63086700439453, 22.115232467651367, 21.892702102661133, 22.07724380493164, 22.611047744750977, 21.456472396850586, 22.64154624938965, 21.858234405517578, 22.918237686157227, 22.459945678710938, 22.312793731689453, 21.171192169189453, 20.351213455200195, 22.561288833618164, 22.21912956237793, 20.559032440185547, 22.772024154663086, 22.53577423095703, 21.969104766845703, 20.521148681640625, 21.42534828186035, 21.08904457092285, 22.241943359375, 22.01584815979004, 21.4935245513916, 22.79940414428711, 20.878494262695312, 23.613676071166992, 22.44802474975586, 21.795574188232422, 22.20480728149414, 22.415164947509766, 20.417037963867188, 24.00038719177246, 21.544174194335938, 23.46923828125, 22.701435089111328, 21.40886116027832, 23.3167781829834, 23.432907104492188, 22.414846420288086, 22.430185317993164, 23.194868087768555, 21.156333923339844, 23.960773468017578, 24.28680419921875, 20.75425148010254, 21.072175979614258, 22.065048217773438, 23.955137252807617, 21.040796279907227, 23.815937042236328, 20.265865325927734, 23.463024139404297, 20.874732971191406, 22.226722717285156, 20.909343719482422, 24.086271286010742, 21.589771270751953, 21.417701721191406, 21.545005798339844, 24.319761276245117, 21.793214797973633, 21.764345169067383, 20.546510696411133, 20.469924926757812, 20.909465789794922, 20.534040451049805, 21.069677352905273, 22.78449249267578, 21.857210159301758, 23.58859634399414, 23.593833923339844, 23.206483840942383, 20.705705642700195, 20.106996536254883, 21.209596633911133, 23.163957595825195, 23.99325180053711, 20.21198272705078, 22.758514404296875, 22.009235382080078, 21.615949630737305, 20.512908935546875, 22.682519912719727, 22.139596939086914, 21.80918312072754, 20.472244262695312, 21.513011932373047, 23.844120025634766, 23.925443649291992, 24.085878372192383, 21.6350154876709, 21.69590187072754, 22.106231689453125, 24.078147888183594, 22.57678985595703, 23.53356170654297, 22.191280364990234, 21.49048614501953, 23.054645538330078, 22.1473331451416, 23.29911994934082, 23.069110870361328, 24.359102249145508, 22.923561096191406, 22.458078384399414, 23.263513565063477, 21.623258590698242, 22.474998474121094, 22.29460906982422, 23.08318328857422, 24.39752769470215, 21.708837509155273, 22.005155563354492, 21.377735137939453, 24.254016876220703, 21.598491668701172, 22.28206443786621, 21.971240997314453, 22.547616958618164, 23.577198028564453, 21.356393814086914, 22.017908096313477, 20.50672149658203, 21.138216018676758, 23.157678604125977, 21.50934410095215, 22.1970272064209, 22.54261589050293, 22.831928253173828, 21.53573989868164, 23.38054084777832, 24.332477569580078, 20.750709533691406, 19.971851348876953, 23.759475708007812, 19.999629974365234, 23.032983779907227, 20.835763931274414, 21.52769660949707, 21.55851936340332, 21.798683166503906, 22.47418785095215, 21.389057159423828, 24.08314323425293, 23.603404998779297, 22.19478416442871, 24.08847999572754, 21.42605972290039, 23.932188034057617, 22.57123374938965, 23.534154891967773, 20.123144149780273, 23.72025489807129, 24.44881248474121, 22.516496658325195, 23.131591796875, 21.872133255004883, 22.55983543395996, 23.188106536865234, 22.241214752197266, 20.59347915649414, 21.77243423461914, 21.905567169189453, 23.901636123657227, 20.92042350769043, 22.732473373413086, 21.011930465698242, 23.367021560668945, 21.311994552612305, 21.149169921875, 23.358064651489258, 22.237567901611328, 21.956480026245117, 21.54488182067871, 21.086448669433594, 22.70440101623535, 21.72355079650879, 22.302473068237305, 21.123098373413086, 23.23420524597168, 23.28378677368164, 21.977052688598633, 22.641448974609375, 23.62380599975586, 21.001070022583008, 21.814918518066406, 22.308734893798828, 22.919692993164062, 23.731197357177734, 22.85755157470703, 22.41779327392578, 22.740629196166992, 22.15163230895996, 22.109203338623047, 21.632110595703125, 24.427350997924805, 21.999814987182617, 22.3994140625, 23.202255249023438, 22.37897300720215, 23.173513412475586, 21.97779083251953, 21.072193145751953, 20.858564376831055, 22.199081420898438, 22.717588424682617, 22.579029083251953, 21.640125274658203, 24.120874404907227, 22.692916870117188, 23.612356185913086, 22.564525604248047, 22.785743713378906, 21.513315200805664, 23.42245101928711, 21.51141357421875, 21.027023315429688, 21.792797088623047, 22.240108489990234, 22.0067195892334, 23.05277442932129, 21.151500701904297, 21.740327835083008, 21.685192108154297, 22.158071517944336, 21.887344360351562, 20.3291015625, 22.769258499145508, 20.91196060180664, 24.424951553344727, 24.388818740844727, 22.968570709228516, 22.870285034179688, 22.569698333740234, 21.788862228393555, 23.30615997314453, 21.84925079345703, 21.98921775817871, 23.72386360168457, 24.452308654785156, 21.954486846923828, 20.79084014892578, 20.287845611572266, 20.652542114257812, 20.603805541992188, 21.494651794433594, 22.792156219482422, 22.958545684814453, 23.37215805053711, 22.21651840209961, 22.88458824157715, 20.395925521850586, 21.575605392456055, 20.874584197998047, 21.91429328918457, 22.967618942260742, 23.187376022338867, 24.02667236328125, 21.933876037597656, 22.979948043823242, 22.443910598754883, 23.953258514404297, 22.833410263061523, 21.715496063232422, 23.20460319519043, 22.61385726928711, 22.90799331665039, 21.359601974487305, 24.10260581970215, 21.682104110717773, 22.08298683166504, 23.72844886779785, 23.500598907470703, 21.528478622436523, 21.910839080810547, 20.96188735961914, 21.504575729370117, 22.636449813842773, 21.955703735351562, 20.211437225341797, 22.60784339904785, 22.400249481201172, 23.954952239990234, 23.359704971313477, 23.153995513916016 ] } ], "layout": { "margin": { "b": 0, "l": 0, "r": 0, "t": 30 }, "scene": { "xaxis": { "title": { "text": "UMAP 1" } }, "yaxis": { "title": { "text": "UMAP 2" } }, "zaxis": { "title": { "text": "UMAP 3" } } }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "3D UMAP Visualization of Spatial Autocorrelations; Color by Grid Score" } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.graph_objects as go\n", "\n", "fig = go.Figure(\n", " data=[\n", " go.Scatter3d(\n", " x=embedding_3d[:, 0],\n", " y=embedding_3d[:, 1],\n", " z=embedding_3d[:, 2],\n", " mode=\"markers\",\n", " marker=dict(\n", " size=5,\n", " color=grid_scores_all_epochs[-1],\n", " colorscale=\"Viridis\",\n", " opacity=0.8,\n", " colorbar=dict(title=\"Grid Score\"),\n", " ),\n", " )\n", " ]\n", ")\n", "\n", "fig.update_layout(\n", " title=\"3D UMAP Visualization of Spatial Autocorrelations; Color by Grid Score\",\n", " scene=dict(xaxis_title=\"UMAP 1\", yaxis_title=\"UMAP 2\", zaxis_title=\"UMAP 3\"),\n", " margin=dict(l=0, r=0, b=0, t=30),\n", ")\n", "\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "marker": { "color": [ 0.12854345115256605, 0.24420852431334264, 0.29559173665467336, 0.38479613749740615, 0.1546843883863459, 0.2292058312894767, 0.18584240920495906, 0.30143291464395694, 0.3439400235964898, 0.22077195555853182, 0.3414430369940205, 0.2153594506399907, 0.22536277742912184, 0.3393640732988729, 0.16852301699349362, 0.4235626928756206, 0.33426578642918703, 0.3015566458449114, 0.13957256730353781, 0.26057404964135567, 0.2589587773313672, 0.3484351238831775, 0.4213511986785983, 0.3518292826642928, 0.26823701259220867, 0.31146698510648096, 0.342260011982293, 0.2782762056623113, 0.347972899011226, 0.34597723661559876, 0.24322830968793127, 0.2581562833522762, 0.20162957298965353, 0.2939083998845019, 0.32155230199163054, 0.2178670320084111, 0.20411515510606265, 0.2895107412158412, 0.454392967216747, 0.2948150445573134, 0.44853803107432966, 0.31568799423801425, 0.5231181710792331, 0.2582480918780881, 0.26235906636334916, 0.2763098531833082, 0.25723341025166, 0.2988933629510104, 0.3434708888558782, 0.42171750041677614, 0.3289580091712938, 0.3949457743794709, 0.2891245975358855, 0.3874539132483247, 0.26734359332385244, 0.15684117983285042, 0.3609309458611443, 0.2622168246706493, 0.23596741149764047, 0.28371973035478726, 0.3797281353450506, 0.43683834784005987, 0.2511338087764408, 0.6929056644819895, 0.2780554149437688, 0.22904863768224804, 0.2819406809506874, 0.20116943345716407, 0.3472115662157328, 0.23308592878567685, 0.17720387814407715, 0.2890252017739711, 0.3059265839932512, 0.3760130020492239, 0.43778325548302044, 0.3798196543243502, 0.41805669580743654, 0.3957228804571733, 0.22848648404025645, 0.40601639539593987, 0.3457080461609665, 0.2599661216266357, 0.3003429842385569, 0.23118857580331853, 0.3293674557079382, 0.33623146058310704, 0.33299447935140886, 0.24089099034994468, 0.25401624656303146, 0.30619293517442103, 0.2757722602050899, 0.32906482192451897, 0.5279477115326837, 0.32802542062773377, 0.3228073033290651, 0.32367019920067647, 0.28376903024880185, 0.31881874962527074, 0.4324407202974326, 0.2900107541359505, 0.155652324975341, 0.42664202894115266, 0.41774515791112016, 0.35346571782297764, 0.4149962416723949, 0.24327276150952148, 0.3789050751538997, 0.22401492793962352, 0.3243087839770846, 0.3937225500320648, 0.41806062459276894, 0.41265179688823383, 0.29428060188986027, 0.1756665794629178, 0.30533748582611553, 0.37575372995787976, 0.31727099654784524, 0.3451814313672544, 0.3263157302658362, 0.3335528103974472, 0.23194934436331002, 0.34087363456479164, 0.4520529555826362, 0.29492317967678466, 0.30104899230858856, 0.41346991011390866, 0.2737037317964289, 0.5353678508309575, 0.2962972121804782, 0.354568231724814, 0.6079114575780906, 0.3192426323984834, 0.2835046104897069, 0.14744211499995633, 0.2573386719520884, 0.280655694546976, 0.30470317314281387, 0.3900089741825947, 0.21056085400149532, 0.1788909282456108, 0.44852326275914484, 0.28701768619641377, 0.2958321221539594, 0.29587159368835714, 0.2976009018929291, 0.29558051410728176, 0.4536992813918847, 0.3236238200896367, 0.2988334650312478, 0.40243378580853345, 0.3107926435540984, 0.3251413448616059, 0.20590383066267956, 0.2861642502191835, 0.29351895742354417, 0.38285765321062054, 0.2957165324564867, 0.33949861939643033, 0.34004706272126767, 0.32491168042118934, 0.35263276497969287, 0.3185426031355592, 0.3974012680850377, 0.34758803004200506, 0.2136177524143425, 0.3920055615799042, 0.3087160020602183, 0.4540800543538678, 0.3559689036667882, 0.29903346079521215, 0.34657944888515857, 0.3719434095499441, 0.45951373065465234, 0.38304717401041233, 0.28206981373743056, 0.30986685159564387, 0.28728800031874585, 0.2796769061220272, 0.2137609162311633, 0.23020976840239127, 0.18634557041803382, 0.28823745103918974, 0.3330711697549012, 0.24461009885206667, 0.2816848175684508, 0.460062560348131, 0.42650042176343256, 0.40718758991909, 0.22131144118001636, 0.3316369617779239, 0.24005225654087273, 0.30981307952834786, 0.3338822335031217, 0.2565340901900963, 0.25312889975425235, 0.45317127738643503, 0.36970800323535635, 0.31843781036243424, 0.46614316366218456, 0.1941681103737655, 0.45652995904758226, 0.2940068286488116, 0.2813635377330221, 0.4174418716215939, 0.5040971830876223, 0.36260521965823544, 0.35851460400742124, 0.29355418178600445, 0.3365992066111279, 0.21346632735323753, 0.3011976709736396, 0.2495564487425674, 0.28039398382664016, 0.3910680119963807, 0.32582888341765714, 0.258797514147935, 0.27369257567919797, 0.25415152744477126, 0.36393598207405026, 0.29160323169854585, 0.5376491828458404, 0.25649654497343, 0.4234087585260941, 0.2906657848719352, 0.20690819112560335, 0.20118040057676004, 0.3185884485073653, 0.24541061272112968, 0.21751367583011805, 0.19880687478706005, 0.27243105354360164, 0.3471722556100744, 0.3013509351117442, 0.3626960647324517, 0.2952379120575437, 0.3868698358014932, 0.4806809391272726, 0.2486275646072501, 0.34858651885547004, 0.3576058123525516, 0.27489277913949794, 0.42549389818009403, 0.30463200633340304, 0.25671860786560613, 0.2575729485495566, 0.35412461406106427, 0.2484591504684102, 0.2918028468452389, 0.24815254677582588, 0.1888444846756499, 0.3875518648563582, 0.33707002863285396, 0.2189313732404838, 0.3540254817516586, 0.24182752710394187, 0.34729851892390057, 0.2532565689977774, 0.2926174379943983, 0.46349217363773904, 0.25103345772395985, 0.1506083368443818, 0.20707776228791266, 0.20862482368871316, 0.24850104536940043, 0.3362960417314997, 0.19903815463955685, 0.18517850851242967, 0.2711357466479626, 0.16368011940159227, 0.4043853995125569, 0.2581697998409965, 0.25049310124995733, 0.2233632622268665, 0.24458327757047274, 0.27627613800247364, 0.2880388461475668, 0.2097960096893131, 0.1742285907547985, 0.33268043877667636, 0.288405123628693, 0.5271114234354108, 0.30261140993026014, 0.2691954767868077, 0.46798904606882064, 0.2988451539229546, 0.22934016283947908, 0.2660688041716449, 0.34025278273767684, 0.3002213215896738, 0.3104023735675769, 0.32251967178346846, 0.2506766883860284, 0.4919808622155982, 0.22332662378503804, 0.19777572926151554, 0.2891190996618059, 0.3266474116988334, 0.2901250869069104, 0.3199749842501342, 0.20263860783726112, 0.19908007119863347, 0.1710401547880849, 0.25106795266970944, 0.3027115163783174, 0.2839660269984359, 0.4043466465294112, 0.36616627032039617, 0.2104071228641352, 0.31601732922305587, 0.32199985000421383, 0.3558413007896975, 0.23212509448043184, 0.32282969119387706, 0.33396176876870826, 0.22946422925976986, 0.40397793659738834, 0.2954577940535911, 0.2909549861592143, 0.3257083949479564, 0.1978777869047076, 0.3569191847441343, 0.23785604174259944, 0.2514108928038294, 0.24496337888695505, 0.24601841519382792, 0.21662179777592364, 0.27702428962179415, 0.39821313635969036, 0.24444899799079198, 0.3722842411455418, 0.24303273399437683, 0.2062411814599199, 0.39518894491378065, 0.24173557405174442, 0.21672711545592682, 0.29971321883515134, 0.3836552678136288, 0.265883320710145, 0.40588925501199846, 0.25433063969327624, 0.3312923578066874, 0.30932083639823055, 0.21612694980699754, 0.46683601484618903, 0.3125525833370339, 0.3422595495019745, 0.28891539829067875, 0.22816333963431465, 0.232327058361313, 0.21821297579403914, 0.27292750315371955, 0.284556801090745, 0.36090200300846875, 0.28255470559871493, 0.40082649876201637, 0.46968947379618387, 0.2076642843251491, 0.26648166224895664, 0.3429473353892075, 0.3148459410952571, 0.2416246514100288, 0.31206733844445983, 0.308782412464399, 0.3575658962047897, 0.28416801159111515, 0.34034028808718714, 0.418120211819298, 0.302148587168064, 0.23997734974901377, 0.27836990688193575, 0.33244435753722007, 0.5383409374860835, 0.3705345912560917, 0.23616179303001247, 0.32887733100534894, 0.17934041816260474, 0.3018353797592619, 0.35594519524663853, 0.278853608993582, 0.2950580535413844, 0.2631748848810307, 0.20899600214217387, 0.2267564814004858, 0.2896016789092068, 0.4543518795033762, 0.2465792327658893, 0.29298603284794106, 0.29163956150602477, 0.22563040667008544, 0.3385373658990373, 0.34357052135570165, 0.4609601897981766, 0.26350018225224264, 0.29468370676953715, 0.24175036748487627, 0.2852673655154201, 0.3276371328823325, 0.24716686061532153, 0.2677171748453536, 0.37812808929257163, 0.226276659676844, 0.3787920697201488, 0.3145949053334964, 0.25849293263099055, 0.1836932367860008, 0.29179579432107755, 0.2573891813747983, 0.3106437905920199, 0.3516439828918394, 0.3734751491104748, 0.4261689530354842, 0.28807312109222744, 0.35689674802360516, 0.1717506770858508, 0.3292083604003791, 0.2625638327830377, 0.471342020085443, 0.3946717228341503, 0.21836717065931519, 0.3623789596472954, 0.22459076015403276, 0.4919508474942139, 0.15150123070507646, 0.3318269268023303, 0.31308104716524515, 0.2989962372974135, 0.35095420315119574, 0.3370436782508713, 0.2559053956269485, 0.40705063215833603, 0.2910457468546568, 0.4220852649252895, 0.173608208952027, 0.3456421173976108, 0.29465258136959677, 0.1878304044748203, 0.25065218012272994, 0.20222868828560608, 0.34025367155842196, 0.3292346028433085, 0.28515440803337416, 0.3368343167233794, 0.25717573853615333, 0.23670415830495609, 0.2748465852608342, 0.3100941641829823, 0.2899732669429717, 0.5522657091457049, 0.16143992504425553, 0.37481014977495236, 0.4100328998647162, 0.29749219602480076, 0.2553498150407197, 0.15225535480417088, 0.31194448242752915, 0.2549918887353716, 0.3273739803849091, 0.27284609719354386, 0.20246655241557115, 0.4518132564806738, 0.27029341262274803, 0.31655664029406927, 0.25650224658947374, 0.3158344748191927, 0.1814706148076976, 0.3334728128839986, 0.42970191152483306, 0.332442704206885, 0.2772881293598493, 0.3102882682004031, 0.2948603797879068, 0.25016032687718326, 0.26983390993056694, 0.3412940222996946, 0.4209671288768572, 0.29461253319377445, 0.36368072843426935, 0.3345516821053449, 0.23121773118654826, 0.3497747317902294, 0.19969282438186584, 0.24490948888607103, 0.30007777719240886, 0.21031519964469006, 0.3015337145216807, 0.20944574303517977, 0.3664546186109178, 0.3133401262174787, 0.2138237960530291, 0.23261835677968892, 0.2774711083933171, 0.4502679372297165, 0.27785054839047074, 0.3715863050356123, 0.3157341224857121, 0.33341612658, 0.23121163383215174, 0.22285425035043896, 0.23126725772169557, 0.3021936077057061, 0.27722688165620635, 0.26136743415776187, 0.12301345460422831, 0.3872781909615113, 0.26701941174265925, 0.1928975736364816, 0.27951455213147613, 0.2612164197261799, 0.2858700340480974, 0.20123323884786123, 0.3627370282019146, 0.24609116453109428, 0.23093985941205017, 0.3893052333736577, 0.25809780245848535, 0.21344221185045656, 0.27660707873572526, 0.3772084480066519, 0.20228545626027375, 0.17947746840202294, 0.23633056112799247, 0.278737968628807, 0.34279086035850476, 0.3585202676987735, 0.254161680623605, 0.16006673195070498, 0.3292523073139898, 0.2779791242254015, 0.35459153395248194, 0.3232707669675392, 0.4055701698175177, 0.15993531298051417, 0.2509571894349454, 0.19496514652411678, 0.4350564496894353, 0.288985242805937, 0.3657832487080273, 0.2940244127222041, 0.35500773449295925, 0.29858474846713706, 0.46131905715918664, 0.37127136954024936, 0.3894363903451602, 0.26382697569726166, 0.1563349257297814, 0.29447488395485916, 0.2539592721616038, 0.24936233501912214, 0.31004168558334005, 0.34767968978364905, 0.21967385706755996, 0.2684818971143846, 0.22561917438156515, 0.4754405822520198, 0.419766672724667, 0.4038343596902977, 0.2765117331883998, 0.29279460904589305, 0.28685087678446436, 0.35543205656972987, 0.2814863343149579, 0.3845643406194261, 0.3049771617202195, 0.15725263925292743, 0.24043636342434285, 0.2802037454891225, 0.25049189445205666, 0.21270393624370246, 0.17616652506589117, 0.21626072558036397, 0.28515313654817087, 0.2604107154682271, 0.1378035115029972, 0.3491074271684226, 0.24401413772616276, 0.32117874777269173, 0.3571811121420344, 0.23867902969354796, 0.4130182034677902, 0.2625166832096722, 0.42242721886738527, 0.34219470848286704, 0.17083228167665412, 0.22532674812901055, 0.2616831750613159, 0.42093635025166454, 0.29730365303896455, 0.2464198968555868, 0.21787870310709417, 0.39741351947878256, 0.18783493617318597, 0.31131632133905296, 0.4174133880761331, 0.31706860447252677, 0.40012792859499097, 0.2574847577365577, 0.3461261894960921, 0.26451459740532696, 0.2989035860502939, 0.35654797146449246, 0.29910949788297847, 0.27376138368661296, 0.32723500918773935, 0.3053335652054903, 0.2791974839475925, 0.12702399020522087, 0.16290924926757197, 0.41806716673268285, 0.27339077283780433, 0.18239531183869906, 0.37808290832864405, 0.40025637561154187, 0.25418860946844557, 0.1753712629408035, 0.333252515613163, 0.4308661274883316, 0.26896311650777954, 0.2798054898250796, 0.3225633017818781, 0.292285931336503, 0.1715425873996692, 0.29046998966445225, 0.3891565137097251, 0.5348434295363258, 0.4019938617401254, 0.3484632859517381, 0.28710812135356617, 0.2111125785415024, 0.2735110212474648, 0.24982709875926548, 0.3211229505797372, 0.2937644825824554, 0.27356549323263385, 0.3192564235650914, 0.29554782795125994, 0.19470626677428438, 0.28388309012936724, 0.45266733274287335, 0.3128562973434616, 0.22075219589956716, 0.2835718021213322, 0.21713214498765815, 0.2513831854346353, 0.19078061467950355, 0.32509283122880883, 0.21880738817295262, 0.28562628314418387, 0.25630058877990297, 0.26768703250120596, 0.4821559072006073, 0.2756210765794538, 0.2794012427123368, 0.3264702423255399, 0.4352573381132514, 0.392948684866444, 0.5735031755032123, 0.3511180127402606, 0.38582673771570425, 0.41383237811910667, 0.4266146651135219, 0.2610701136068946, 0.3391623353234502, 0.21912893808015624, 0.41135006826250153, 0.4810405153294673, 0.4084556214169104, 0.26298284235803265, 0.3291654624662187, 0.42723681495613325, 0.40584171381553674, 0.21476612751341198, 0.29279067399739234, 0.26207363404222295, 0.31114954588492943, 0.24334362802901693, 0.41679870001509023, 0.2842229816946379, 0.29337761337754764, 0.4232903659517064, 0.31154878304890427, 0.3890512970578942, 0.4162211519096831, 0.15560573034656683, 0.2730548472514411, 0.25613649624351326, 0.2955204477050598, 0.3613118554486859, 0.18561364552744528, 0.21825151578466975, 0.19865421877335496, 0.3467670297517635, 0.3176782897632903, 0.3255938856082608, 0.21770328185436574, 0.3499784206131854, 0.3374194549094781, 0.2496578047175516, 0.42532123227021795, 0.27869037040072947, 0.3071432000125116, 0.32812461881208643, 0.23940131760952496, 0.316721921842039, 0.29978991365112573, 0.3086214783221793, 0.4181422268286161, 0.38499240154055564, 0.32776634759182094, 0.3163056826125878, 0.19937621087976692, 0.34769931337117305, 0.28647584218278516, 0.4235678214217149, 0.1865897277497495, 0.26055233047060544, 0.3695580192465092, 0.35321368432265443, 0.37861331536614473, 0.192889332941171, 0.261272368346001, 0.23510116822529134, 0.452252922375333, 0.23139673521261198, 0.3165577629535716, 0.2582831231951466, 0.2738455644410881, 0.335706117513478, 0.16771256662478604, 0.24464328662465154, 0.21593456554527338, 0.19658230039919333, 0.29448600720975443, 0.33521903449508494, 0.27915020031893345, 0.2701613601397056, 0.3603333387894312, 0.35787340508066745, 0.2967596619104247, 0.29553704680010834, 0.4013683490422069, 0.3342253706748506, 0.3082370067776644, 0.4538069735549402, 0.3476363688617107, 0.21123502827181603, 0.3004489356461787, 0.3227661463055697, 0.29447370487623536, 0.28914640007122283, 0.35008654668466604, 0.37357905414582565, 0.3692522491359487, 0.32564396528037165, 0.33354855627372915, 0.27151826888387876, 0.21231289424356098, 0.264643163318922, 0.36471427681955154, 0.4002001737580194, 0.310692778684599, 0.15295713041368306, 0.4554234152960948, 0.24849058637563876, 0.2632429583019921, 0.30038844509106594, 0.29177570868755126, 0.2272035361621857, 0.24092274480827117, 0.3076325461353957, 0.25964500475202545, 0.27269186501905973, 0.3562488436503783, 0.27436911157395477, 0.35598608348569344, 0.27493325283727976, 0.294645682057704, 0.2686209283914231, 0.21547121181789192, 0.40121654226503567, 0.3757637119709992, 0.5463995978902331, 0.25126447965112914, 0.22308879571064544, 0.25684972003780915, 0.46990303438934194, 0.3604478772840336, 0.22970601915241884, 0.24653382572462418, 0.22330260973848168, 0.33498987536821107, 0.19695375906297075, 0.26932744398177794, 0.2677826492467176, 0.2967861626011376, 0.21590149995282137, 0.3349814277417319, 0.3164569451149739, 0.4777455958920324, 0.3500447359470702, 0.47444015692400415, 0.28076710342184985, 0.3676003221116736, 0.3917120028657616, 0.1887408873215908, 0.36165966980488196, 0.26233410194243717, 0.40062007432391683, 0.32940326419983845, 0.18414475480876524, 0.4221631212459343, 0.2272208978090616, 0.2744933789036579, 0.23750291972333845, 0.38203292568086633, 0.43079089330578, 0.25667922822808964, 0.17669936896964025, 0.2631209629021381, 0.3126508087255837, 0.5432426644955448, 0.37321503495825104, 0.35653877786125343, 0.22051183521004575, 0.31383186177295297, 0.16806842076602294, 0.3270561019776022, 0.3122902614173729, 0.48384629109738897, 0.35496528369780833, 0.2976735624112531, 0.27439589110716456, 0.14828183241542744, 0.2067190138341473, 0.36448664057701846, 0.30430769836608157, 0.21868178239253933, 0.18580201856242884, 0.32544622248602467, 0.2686432582147513, 0.24218298607876948, 0.21015339905093713, 0.22347506751690974, 0.19754211726336363, 0.3022622338667596, 0.5529055144800447, 0.46597255629856826, 0.34035289570446675, 0.41044202706863975, 0.2049756882371821, 0.4600054696119552, 0.2916694119119843, 0.34757069771689764, 0.35998558070212466, 0.27470977727141593, 0.3350723087148966, 0.24943566849801924, 0.3465857789061813, 0.28764337163097786, 0.2627629840716546, 0.3663119926734271, 0.19680478927892772, 0.23812152326374705, 0.337709947482845, 0.42419307389100575, 0.21185303336782035, 0.27870300988785085, 0.2590102751615421, 0.3825356964471104, 0.2606446457821072, 0.24392975935652544, 0.18551879283054043, 0.22345143006242982, 0.3583858993008129, 0.2531826396674979, 0.31359167176206204, 0.4738820196256442, 0.20827599067282185, 0.32459216317145, 0.3763437327215542, 0.47214764880471943, 0.2470637168948205, 0.4218144123598564, 0.17161420288341397, 0.4678307232580498, 0.2405205980038969, 0.35006114814774253, 0.25718513116408276, 0.26139934838132817, 0.3895256610894521, 0.25795334081253274, 0.30409132217019325, 0.3034352461710976, 0.33593295870577483, 0.33412952832550724, 0.2866675371441929, 0.24647475978369848, 0.34893057882578005, 0.28469948030637376, 0.26151269443586395, 0.3654629685003655, 0.2711438138480941, 0.3072757319746704, 0.29904089024262687, 0.26127605355171263, 0.34856685869586934, 0.28154842954631026, 0.19778321618704367, 0.22031043293809083, 0.308328607249861, 0.4380965550062847, 0.24382478643243943, 0.27254059106984746, 0.26773435099539283, 0.346686039099043, 0.277939050728043, 0.49409662567038914, 0.3704362535010212, 0.24617211233574401, 0.25059376797091043, 0.2602706992917666, 0.3180310727230549, 0.32914198271550454, 0.31257060722249114, 0.3067847447843713, 0.18438040256375748, 0.31419319958402536, 0.27405941339458323, 0.36090451888369385, 0.18296585095758205, 0.30944277678498067, 0.2762176464586968, 0.2048923944687852, 0.38481617640737426, 0.265193142230704, 0.21195445339185368, 0.27137470775284667, 0.25536658352058317, 0.17302385077890195, 0.33921693737933883, 0.3919357568372632, 0.27144650369703727, 0.3157481423264111, 0.30812171782525577, 0.2763635006999533, 0.4932842561803237, 0.3790917694077626, 0.25098106139481696, 0.27621050235825717, 0.22801512358096837, 0.24305693024003905, 0.3690822666039143, 0.22618634683943006, 0.2615789736158031, 0.2637565931816603, 0.3346170325912343, 0.19650047838771573, 0.27597549262017146, 0.20916230803286065, 0.22267342497098264, 0.3974354437771153, 0.33298808225987253, 0.19373635935477845, 0.2556550721968381, 0.3845624318119874, 0.2762361317712125, 0.36787647446097055, 0.571942643511548, 0.2207434945753985, 0.34110736498865796, 0.5066064624494109, 0.18121320248952194, 0.29091840563075644, 0.21377222913864377, 0.21506965672500505, 0.2508785803504565, 0.3137129232888659, 0.33348957350231245, 0.3349080578658094, 0.16429695160255292, 0.3415548361488183, 0.38984775244399905, 0.21457260694745392, 0.39972741424459546, 0.19065064514831456, 0.1762946291781411, 0.2648299017805412, 0.3013585854958519, 0.4671525469457416, 0.31792665223560085, 0.2750329374897636, 0.4767108951567094, 0.22059771445857165, 0.31735596415480016, 0.34596897059741516, 0.21840969027857485, 0.6038513706027336, 0.4379715305455251, 0.2784497539403756, 0.3599209370933744, 0.1842917538342417, 0.24720014990358843, 0.2964791196313157, 0.25658600414686034, 0.19129780974694063, 0.30214454800979607, 0.3187926851188602, 0.339708786050388, 0.3201531602643458, 0.18944718284046738, 0.1671468832994489, 0.20444280579987967, 0.27023897344888054, 0.40363735276785684, 0.37393287180576357, 0.25058193904559906, 0.31709821221230156, 0.2122105267740596, 0.5099742560809499, 0.31589957796033785, 0.4291178472630082, 0.2841188577660388, 0.19848513425318715, 0.25049655934171694, 0.2832427670581827, 0.1753833316396722, 0.32605579726008954, 0.27432192211437545, 0.36645000365125713, 0.3465721406706468, 0.38839205658286774, 0.24793846661642627, 0.46121578987657963, 0.2652623576311174, 0.2787463277717395, 0.26709392104232027, 0.36225594204512784, 0.2929838707983857, 0.2557136125338752, 0.15301212964290503, 0.27047234104997314, 0.26639318014334806, 0.2799569040609513, 0.338320386416383, 0.1318523993066012, 0.2360685657444889, 0.3003534573203637, 0.23440919209445155, 0.40813081321574357, 0.3056891410015596, 0.2704059596811463, 0.4165227332861457, 0.23246813647160405, 0.2429583588137632, 0.2690633301253925, 0.342379799203098, 0.2030154161619545, 0.2317443198535663, 0.27036080757640435, 0.3837896359661148, 0.2508859872597321, 0.2865978587391711, 0.256988841464648, 0.4392905102196868, 0.42171325813885446, 0.25596233833910453, 0.4018303757596869, 0.2960714655054534, 0.31278869984686963, 0.2333528587658778, 0.21093777308527661, 0.29360697727323803, 0.24442005294461636, 0.35716998419647683, 0.23613917329050294, 0.38952891498173914, 0.3688774768632904, 0.25748439406547935, 0.5554542727797268, 0.22184807050354488, 0.21830100010904277, 0.32230668821383984, 0.31739349569426895, 0.20367060608131077, 0.2988015104078593, 0.25448322645938437, 0.34139626908130993, 0.24202840370215345, 0.25295184098415097, 0.40111225092289715, 0.2273577231782444, 0.3238830773408309, 0.3157392822531838, 0.3801615386481429, 0.3861478758764915, 0.29471031986707674, 0.45246218817406086, 0.2611527267406056, 0.150462673911198, 0.2766119833941156, 0.28790126050576564, 0.27471921620887163, 0.32171555552801945, 0.2898338953084459, 0.3391916111572836, 0.2780475773972603, 0.2609399625421181, 0.1922956984220281, 0.28419269257546254, 0.17204282666447862, 0.2602900907295699, 0.3522874406792559, 0.1676787197026375, 0.28686081198042285, 0.3828637276615057, 0.36206137166237967, 0.24449664712426947, 0.28190207545740614, 0.23809884192028125, 0.22330556203676763, 0.4731067361234555, 0.26167868042975023, 0.21703575050640098, 0.22950565985408797, 0.1919120192586306, 0.31929585117506215, 0.3460239500135842, 0.35009671503033496, 0.2976819583108128, 0.2557268533647578, 0.2738798397922505, 0.40585350148687316, 0.3106193143436151, 0.33781060805403834, 0.2426002597929924, 0.4568434251208543, 0.3266281432323396, 0.3155073828727751, 0.25461624575158637, 0.3449112260262896, 0.2686704165727975, 0.24777410949333215, 0.3161316299282559, 0.2614091318827468, 0.22133206568721087, 0.3335472197085254, 0.18681726772830312, 0.32532264411246886, 0.3143763655122268, 0.10016362570110213, 0.39989338062350976, 0.2549075202994191, 0.4201563573535667, 0.23787762060405612, 0.1844278267433747, 0.21920841952212974, 0.4099441687428348, 0.4055224435229505, 0.21721747509842596, 0.20012873476930632, 0.29774291401931136, 0.16696205838619213, 0.3031072325859297, 0.24950518937217148, 0.27303316804439515, 0.29757265306047875, 0.3939392603724841, 0.29460582603079255, 0.2204246450176814, 0.344521957663678, 0.22234235216357406, 0.19597283520713565, 0.3359314398452248, 0.16608444139739678, 0.2750075604658192, 0.2657297529415307, 0.26079863399718284, 0.3663892374289547, 0.4344683613188479, 0.28808570010833817, 0.3059576560119008, 0.19923858774343925, 0.2956223070828804, 0.3000058360654728, 0.1626070745311717, 0.19072214181961863, 0.25129244316920474, 0.3262498280263434, 0.2163383470577297, 0.22196210634717833, 0.33733824599800716, 0.5818016599044445, 0.19694222360245553, 0.38532041058216737, 0.2163428960871585, 0.32247260340299755, 0.2853461279017508, 0.31934069767935397, 0.20160061615389668, 0.3770730354312986, 0.37445531727992043, 0.24732662007764142, 0.32236793514504186, 0.15262963948782138, 0.3187071208115568, 0.24251341536210835, 0.30842590338368747, 0.3725575024145969, 0.27892084216137125, 0.27289045567871895, 0.24219641534224423, 0.32714997647139316, 0.19887853457482807, 0.220450260140871, 0.3979706815234944, 0.24556223009334552, 0.29887393140869173, 0.24417993745463165, 0.3608952187734683, 0.20479535252803857, 0.2082018674029495, 0.32709836251649155, 0.23758661567980058, 0.35792158343113684, 0.2987047058078524, 0.35529418777315425, 0.4396893876937108, 0.27906644778673045, 0.17970732949189314, 0.20990715275560626, 0.31470698095812555, 0.2453099045912288, 0.26920175842570654, 0.18750238303099545, 0.29598186721802194, 0.12760142192065413, 0.24470075660473106, 0.2560632603570425, 0.34379313066757416, 0.17747612289071948, 0.30841540629961545, 0.42727922890807424, 0.2564075308138536, 0.23823944846408757, 0.27675065506886554, 0.28094832925423663, 0.33859523846732625, 0.24039568346214285, 0.3496959467278684, 0.3020125227950105, 0.3080295261982468, 0.44852405745235335, 0.29545541018152477, 0.22661119146460396, 0.2692369334549592, 0.27562313478780054, 0.17822830663878844, 0.3034355248564171, 0.29307972117041087, 0.23952203927294036, 0.31484034083897344, 0.25610651597563794, 0.3412182754849896, 0.11373965534375495, 0.37892233698220545, 0.43847452043998253, 0.2786168882040857, 0.2704581049829842, 0.30267272499614306, 0.25510983470831694, 0.2916073420933641, 0.31124871707784124, 0.3735312718208893, 0.3636902091522138, 0.3971263903930641, 0.27723863582554537, 0.2608115427475731, 0.29850535051396176, 0.3109383476684908, 0.42964221432191485, 0.3052057436552784, 0.3006263707584977, 0.23861034159306402, 0.35790858777786067, 0.21306437990574945, 0.27588800912396394, 0.310721498681314, 0.34865562605890765, 0.37158077261321726, 0.3759424294004629, 0.2749581683460522, 0.25181583917297506, 0.21842978279379047, 0.2518559772857263, 0.37737868298712135, 0.37779095648339833, 0.25847120328217016, 0.25758295452428365, 0.285700933156897, 0.2610525664302863, 0.32840388629368267, 0.34415017822140687, 0.27275222721688824, 0.3596010965984652, 0.3661374467352364, 0.20794926436532024, 0.3640901134136814, 0.1674074056412383, 0.4155431667784029, 0.3124065394768403, 0.3156942555032664, 0.47617564583142463, 0.1590938298200318, 0.385971278401813, 0.2637981619671397, 0.40887508750994267, 0.24310915111292028, 0.3373417052388561, 0.2912516634053256, 0.3577531264150783, 0.6756657419705691, 0.21457586566134434, 0.38137679592517426, 0.2648767477856918, 0.17349464147327162, 0.24310144267864997, 0.26943554973933165, 0.18526934725999927, 0.15621365089245695, 0.31657840294656625, 0.3619978582580464, 0.16105907036537825, 0.315032194671561, 0.1334700567123007, 0.3189231596398831, 0.2652370871906697, 0.4725227168676996, 0.2719950515572107, 0.3081281241115753, 0.300046285786164, 0.43498428782554827, 0.3564359709357175, 0.24750976681349598, 0.29874290242655993, 0.3503777827579707, 0.3678923498155257, 0.34248255141381895, 0.19921785664716593, 0.24699541136289402, 0.14617431078185153, 0.2871708639121728, 0.3064339085036262, 0.3114174662823326, 0.2840642439440052, 0.3095036799627662, 0.39963603335390596, 0.3326168183272683, 0.3188596624260329, 0.32079265576719806, 0.22061373818903499, 0.277846123389255, 0.1659593373724472, 0.23016015077419805, 0.27090497541247377, 0.34162994374811834, 0.2925117933305969, 0.19208162462412284, 0.2585515889572483, 0.2577028165855864, 0.28084249557619434, 0.350082164754105, 0.25029141734759053, 0.2931385656974824, 0.3553558489321594, 0.35110571605591606, 0.1326187505648195, 0.3380340038056468, 0.40666859064456773, 0.19033322300380318, 0.26260107006203226, 0.25944609126028356, 0.31026281294165087, 0.369793180073508, 0.1744820815662203, 0.3545863984876698, 0.23115093359118152, 0.3573395230709606, 0.16590318231019166, 0.3369525009315119, 0.42545903136264074, 0.2605972487749354, 0.25153490256719296, 0.46921040696524874, 0.07977496004065164, 0.32817198906442163, 0.23760344506538078, 0.1368255658250027, 0.35606139983068347, 0.2917256239159775, 0.2385642398652812, 0.23437277277101473, 0.3214927485157145, 0.4166447142348685, 0.279337514897759, 0.15942777412721, 0.45375214609868075, 0.3520743642193343, 0.29121415035955434, 0.39161998425186484, 0.281074783391093, 0.3577301385584229, 0.2146221286755281, 0.3358679558037064, 0.2851433337753577, 0.3687522728687356, 0.1419070823824687, 0.20869753757256304, 0.3891430838794651, 0.20834523065078564, 0.4075354454769389, 0.2599067855405879, 0.3836437111344126, 0.2859367289194238, 0.2805831375718682, 0.33878609156488, 0.3545820805212526, 0.16842621408892966, 0.40511278410539164, 0.27534598672448274, 0.34591973033206275, 0.4172703730479743, 0.28813618549058584, 0.2552530509749661, 0.3738944672455922, 0.3257453463537174, 0.22111188869362927, 0.2575979710346642, 0.41924543897873384, 0.26821202589347626, 0.36367419683924185, 0.3413308712367166, 0.34370986231477874, 0.34507854840948243, 0.35955773770322313, 0.20723931651577263, 0.29992586861101167, 0.24340568389908368, 0.2676399965718936, 0.3232143110013787, 0.391408377884905, 0.2442662533420938, 0.2704673243188762, 0.31251953255633097, 0.302223841616398, 0.35143322058369825, 0.32692594028971905, 0.3026655932930215, 0.2744019316141498, 0.3170673427353335, 0.3766834556982991, 0.2181367442458333, 0.2446021720418568, 0.30000941866536285, 0.3225013393612314, 0.23919067288379514, 0.25307715571715306, 0.3259369180651929, 0.2098165147709696, 0.22808531414257163, 0.35837075294346243, 0.1870106283629491, 0.3151108003054643, 0.5907717619920515, 0.31511554127677704, 0.37078797081153436, 0.440025986669979, 0.15525842247862204, 0.43147237082465134, 0.32183561795252497, 0.4874866507751686, 0.2888005854028032, 0.4588802756747946, 0.3386686973050723, 0.24779881262008444, 0.3401124841034028, 0.4332294875197003, 0.32257588226014944, 0.28188189166127386, 0.4803870060860842, 0.2525187354947754, 0.24529641380731063, 0.3622845653096741, 0.212885554317747, 0.16908335445516395, 0.34042558042168725, 0.3746207185505094, 0.33297618128041645, 0.2717938972049828, 0.379397443812804, 0.3396780630663418, 0.3721064393277588, 0.24502739167031254, 0.2792347776631679, 0.18731905380192604, 0.2638009602372667, 0.39902980870641, 0.22063161392431152, 0.2906713026104978, 0.33315224518968695, 0.32961295297619175, 0.23150212961825917, 0.225858335949953, 0.1576916821002244, 0.3941611593663374, 0.3054015457671877, 0.45023551263528994, 0.31668198856796415, 0.4970033962359995, 0.33240165432618174, 0.2608445783898298, 0.33785482706516434, 0.40507811486677303, 0.1981270222770973, 0.38544295273701495, 0.3247139008108037, 0.2836463849400223, 0.19380342663744363, 0.28548061087900795, 0.20815838476048845, 0.36644498472907194, 0.2546834433622364, 0.3172672989286482, 0.4453956818572649, 0.23842112606729549, 0.25213866179788424, 0.28156583058601115, 0.22306743385160727, 0.2394546718709907, 0.2770933899447584, 0.3968657214313648, 0.32021300001986414, 0.22965113397652032, 0.24378390185547, 0.3370786328899818, 0.3231705560747452, 0.32299646226250434, 0.37315269385127603, 0.20031139316984198, 0.36680799363863875, 0.19780913662032834, 0.4077054193546787, 0.18187176190738044, 0.30763167496703053, 0.3515073180216864, 0.388874388611542, 0.37391070078868216, 0.3835942552001723, 0.3657362566209272, 0.2927105038510036, 0.2584058035333757, 0.2960631210656945, 0.2407931889365918, 0.4200824997771054, 0.15349019944211093, 0.16149473567408193, 0.28076897264656214, 0.2697331266197653, 0.34130145625026054, 0.2671075465782504, 0.29800398588979854, 0.27856236254210126, 0.25214577852931414, 0.34452642251670224, 0.3815870953891977, 0.30274992840878956, 0.2440644380002407, 0.454564921620268, 0.2617892459224574, 0.1874918423411219, 0.25455725435949184, 0.23828793995913822, 0.31421545003746987, 0.3967223946001683, 0.39255244628219665, 0.2900229450962003, 0.25864327000628534, 0.32189940216045326, 0.25742993182571644, 0.4022533249800236, 0.17056514924621827, 0.3155067256090376, 0.43103672898267154, 0.1734983540857727, 0.3399640661610596, 0.3148557120854243, 0.4480526958529224, 0.3595397262488886, 0.21387626836473966, 0.383310448219651, 0.40651050522349, 0.34222243613731707, 0.28766785873723016, 0.36069437720506015, 0.46994926534959064, 0.23176630727345246, 0.36603858923415133, 0.34551616517061073, 0.2534186666771608, 0.26036547485685685, 0.2634337804169315, 0.3155237768144372, 0.3736721203329246, 0.13228674820510217, 0.22895731005407605, 0.19142312702598532, 0.30847620696594663, 0.2896076330865039, 0.29366681512259657, 0.3252510473806734, 0.2653644005142939, 0.2656361896302134, 0.37821373717991136, 0.30318281359887855, 0.31123745850517825, 0.2799684803385876, 0.2655944837087669, 0.17250061726182167, 0.41565252605090786, 0.25524629568489243, 0.275361811905708, 0.23747077482951162, 0.2467565727503032, 0.3284429640443493, 0.3328133215327276, 0.1811427232206783, 0.31607192909809456, 0.3216648004271205, 0.2625993206340717, 0.27845464947867044, 0.2894933962736481, 0.41067685915140995, 0.41057557580370124, 0.22736500845650998, 0.39105582612726963, 0.3253207069566061, 0.17229886059438135, 0.21190442475538948, 0.32043898512588403, 0.3598950656853132, 0.4130628718211904, 0.361387378603467, 0.1915390285297497, 0.20045820990534952, 0.2663745861730076, 0.2759257469831618, 0.26067698861422356, 0.2899784792321764, 0.27995376231766633, 0.29983544519056704, 0.18323905392784848, 0.3138687811361398, 0.23546916767207313, 0.2515786163608924, 0.3220200696915288, 0.3610072332130897, 0.292080362967644, 0.23908154911861518, 0.2542962950871601, 0.27530865681780575, 0.14466326454717207, 0.23746554510527904, 0.2217721643885211, 0.44969012902764954, 0.2143097609048941, 0.3229990025623494, 0.30323270058549046, 0.25674511993484495, 0.2883222991469448, 0.3295737689725383, 0.274866796640864, 0.18117833002309375, 0.28814211568089343, 0.27950318148002, 0.35023869198777796, 0.3250640970978126, 0.18815291361522893, 0.31297595289486857, 0.37471025425432264, 0.22446261721285812, 0.37947992776108813, 0.24384368369138323, 0.33863635808468984, 0.3333704793080933, 0.254729427090076, 0.2420042446643722, 0.2019128467014371, 0.17179504706208662, 0.32358849735342066, 0.1718432271746814, 0.28555653758921595, 0.5524188120519058, 0.21359855114405626, 0.33922118773583537, 0.4081734228201123, 0.27737105744075424, 0.36344813464378833, 0.2717048407570852, 0.3496270903300919, 0.42042076591409944, 0.31080128831558296, 0.2281182925952962, 0.2939037423057184, 0.36007450465900476, 0.3589816075456025, 0.2537143505792632, 0.2741895782148213, 0.3264389558098971, 0.24523974270587606, 0.3071510800144706, 0.3101431328829018, 0.2453261881616186, 0.2945578160031265, 0.351399810073403, 0.34489581908780015, 0.3747632234990857, 0.3859220045513064, 0.3869608385948716, 0.42251247867685987, 0.26677281210816367, 0.21509957286434772, 0.3461866209149841, 0.2590699456935149, 0.3379742722502176, 0.3754844899443204, 0.3293795833345381, 0.3510502122968316, 0.2973118814383817, 0.3409003404732613, 0.27827436486124674, 0.338186471400198, 0.3137644875341281, 0.301064942240052, 0.29700613411778076, 0.2804987233665173, 0.23201092955117622, 0.34797150625673806, 0.2950732924634626, 0.37053383370078713, 0.34870612769194304, 0.2090636165414326, 0.4937799041588113, 0.3435837405133561, 0.22136344171480368, 0.326159935042893, 0.12817106510338463, 0.3007486564703384, 0.29516626330282053, 0.28793917189767565, 0.18961029549890854, 0.26269217215418766, 0.4365480921490333, 0.32264904612814627, 0.2820277513450372, 0.21810687469276976, 0.33349172191670035, 0.2708972012594852, 0.3184670240183569, 0.181374801398754, 0.1855503305371263, 0.3796674259999346, 0.25590788573322687, 0.204836571248327, 0.16427295239374518, 0.5871709282464853, 0.5014036978977331, 0.28169421237182674, 0.40094968637490686, 0.3201089442597202, 0.26203599081443246, 0.35109214150403484, 0.31200335028749593, 0.22579553071241104, 0.2703644095981026, 0.3040836400151736, 0.3158087113993406, 0.4374851843612403, 0.40564665503029296, 0.26576955927218654, 0.5457145209588236, 0.34032018927695395, 0.5598638504263748, 0.3746771280545355, 0.2540941344983378, 0.3319277008189125, 0.3303996164076411, 0.35119580491574415, 0.2468323693146693, 0.31140942097457575, 0.20121804415935984, 0.4007198585453284, 0.27779371952209436, 0.2888769048142746, 0.3981753945323247, 0.38232675957863677, 0.3001551398135566, 0.21922284217974206, 0.30705870955647024, 0.3087471069221074, 0.2196435189480506, 0.30369379961242204, 0.2919689717715766, 0.3134761102372741, 0.2822420777997953, 0.42476956811456384, 0.35683915074584704, 0.373057996829535, 0.18597269187437185, 0.3577368558293612, 0.24043501015411667, 0.22531040071569802, 0.27162489304411075, 0.2903260606181982, 0.26223619225320205, 0.24888062084435938, 0.3727502766626171, 0.3083678305329724, 0.3392094014705443, 0.3645614468503464, 0.31153467192034423, 0.3360956106654886, 0.271945683788684, 0.16961708555991323, 0.30571861187208477, 0.24909013761537918, 0.23613056182022066, 0.45218259020450774, 0.2579976465982249, 0.2983939901882291, 0.20434954753261036, 0.1708704245096914, 0.32236535019665946, 0.29180801468896644, 0.3486197127321874, 0.5021479029112106, 0.16919136804088597, 0.2954048698894935, 0.2641221380088662, 0.22086064241207387, 0.3428862674284003, 0.21731194013142485, 0.41900223184467633, 0.41549892356324236, 0.3307949435274052, 0.42459168966101385, 0.3015625085676686, 0.338921834780961, 0.276853085289253, 0.44527877997333787, 0.34796048887526393, 0.3044858060720449, 0.326633671181082, 0.24211759200446034, 0.49205112793221406, 0.24218330450729167, 0.26576902357355725, 0.24632155188964028, 0.42191514424517446, 0.24920202231921187, 0.4817961322417921, 0.22095198782335093, 0.2257262551271039, 0.3451680996591561, 0.40283902082250156, 0.23111833093609926, 0.3457569213452958, 0.3125759223503615, 0.20637480169930517, 0.20917254956541817, 0.24491378769260821, 0.2775523583557483, 0.2508523506336294, 0.22865912940257427, 0.24980378897700053, 0.3809540135971062, 0.2819734502922912, 0.3559068934403177, 0.21926033530991706, 0.2857416752252981, 0.27423371654546896, 0.36675810418586674, 0.2801505498840628, 0.4853803951773249, 0.3320906932562574, 0.328635982756704, 0.19876840633997295, 0.20446478211649521, 0.30070338521606377, 0.2730101782362268, 0.3408164082645666, 0.2956920378289551, 0.29609808971740514, 0.30551898147380074, 0.3483402399789528, 0.32649376714564887, 0.30254693498397306, 0.2991975483886286, 0.280732537307849, 0.3006218722433814, 0.3179130462271135, 0.32564519228515937, 0.30874330310777, 0.35105335891045936, 0.24076984895212994, 0.3504692717112152, 0.2985639109295371, 0.39581949055853954, 0.3689204280438655, 0.3815780678484737, 0.17392040104002904, 0.392408970069292, 0.22097624482179673, 0.2785684356601665, 0.21238289875188743, 0.20907024298165994, 0.2761169010412683, 0.3197097731772849, 0.3643930164062973, 0.3324450082584882, 0.5110375802884483, 0.3967752136687594, 0.5060957640323043, 0.32459383880763176, 0.24730219109398674, 0.18995636712947378, 0.23967352778448675, 0.344437602814826, 0.21658323144351202, 0.28466267822854485, 0.2728538552333164, 0.2311052642527504, 0.21118495713295268, 0.3471475505160407, 0.16173142692144177, 0.29240963227769734, 0.32008451381370695, 0.2643222689972462, 0.25012099218748457, 0.20353472479862328, 0.19719637652695168, 0.39581820331961676, 0.2859791224361957, 0.17825137921153303, 0.2565950986668183, 0.22173343070790077, 0.5040472271413423, 0.23921254305547165, 0.45721430295361226, 0.3007872556419908, 0.36607106200020634, 0.33239905982678897, 0.29012036434619687, 0.2251799518115349, 0.3472257360403832, 0.2795508632031585, 0.37005809577251075, 0.28560169167442717, 0.24807401471558807, 0.30848595829490744, 0.2804944127841847, 0.20209421400449878, 0.1904442445368059, 0.3506614040524606, 0.42064096377612353, 0.3268463133880583, 0.458637934429563, 0.5408805431791907, 0.3518140561961298, 0.2941654160559973, 0.3375672969562822, 0.3683565839100921, 0.2223685297051487, 0.231667185026376, 0.2392364563392894, 0.2524047891964193, 0.24894491939251073, 0.29974681453906465, 0.23093167784694327, 0.1760741993428694, 0.2685490527902381, 0.24361567739462506, 0.21189829800353618, 0.22588281634802151, 0.25476339350963245, 0.2851000813323915, 0.33383060733755987, 0.24678644543216224, 0.334892920129125, 0.31654170949406374, 0.27868939820033495, 0.22670349962743, 0.3388807951116544, 0.47806560980349466, 0.5830222120981994, 0.2979549488423562, 0.29761047962349557, 0.3974892333589094, 0.22866287429298726, 0.33827338346990055, 0.2984490131484738, 0.47590741068248704, 0.19123106447620705, 0.193965984121081, 0.3486713419226836, 0.2488165110336577, 0.21215698478052833, 0.239331303487109, 0.25789883511994066, 0.29959792441795646, 0.12276515249990143, 0.24484204840440152, 0.40943330355886803, 0.21395561069563207, 0.6342459470372613, 0.32639090595059084, 0.33144374992953807, 0.16630096134198624, 0.26277432398225115, 0.2567302764790458, 0.2771766018549864, 0.4891207763415458, 0.25951448240623315, 0.2899020005376975, 0.289759215350283, 0.41522317934864156, 0.32626200974425495, 0.3094567273844601, 0.35198020775062855, 0.2894315567044502, 0.3257394932839579, 0.19176345682947024, 0.2396370581739161, 0.31528541421221656, 0.30783251421911684, 0.3574240815915223, 0.4095982954742643, 0.2973040427171724, 0.25520682361416835, 0.27836089143855197, 0.34004772046949533, 0.2442249352842488, 0.47280771088320434, 0.3098378798030036, 0.341754178061781, 0.2757721469905767, 0.387209569311562, 0.24289609811613463, 0.3515697103656724, 0.23233347831770954, 0.24237532200899767, 0.2680814582779492, 0.24055336305185127, 0.5650932450943025, 0.47778976149903674, 0.25061421423290303, 0.3244540569450588, 0.31493682599912415, 0.27455844287341125, 0.3793989206162253, 0.34299558422714177, 0.447020739879284, 0.3327681387397046, 0.18487966810676676, 0.2165236414053208, 0.27904111472134363, 0.18163821856213522, 0.34482371494750924, 0.32124781182675116, 0.4055881183173735, 0.19385614303572704, 0.36287240911074314, 0.23257176118356848, 0.31195799804912433, 0.35338801490871763, 0.2132218574546874, 0.24956818972417344, 0.38329103434910616, 0.3366034809659485, 0.2977779713204636, 0.18796166372470438, 0.41354209873878867, 0.23467419527615566, 0.3654462794125879, 0.24779951284129675, 0.3582133919719, 0.23523316654255882, 0.22235591353245954, 0.3058583439049251, 0.14829332094099024, 0.2642591279325129, 0.2858423437071855, 0.3912937546495406, 0.27625512698692806, 0.2906458509264905, 0.3189660827142248, 0.35645401333679255, 0.26360445975932134, 0.32140793002913093, 0.3581570047964819, 0.22378526696714685, 0.2904031988095032, 0.34716212782116596, 0.26470928823031886, 0.22185439778870852, 0.31814852732367194, 0.3427741975408562, 0.4152905557311301, 0.4704827094376628, 0.2700792632463039, 0.2620488669116362, 0.2553261184190191, 0.29910135049458303, 0.3244280351434291, 0.3321868436304227, 0.2656092670950665, 0.47323065303423123, 0.2892269956776965, 0.35779423919885883, 0.27162907294131483, 0.27322979929059765, 0.4356906247998061, 0.3370727697528764, 0.25398031099889856, 0.4207310616295248, 0.38330192358671067, 0.21299914657167793, 0.42793745166539854, 0.2461941432166246, 0.2819652659304668, 0.3509403394656202, 0.26743969644120025, 0.4454616728572958, 0.4920361247030028, 0.5239380405876909, 0.15950961574915373, 0.40871065362672326, 0.4262589803099775, 0.412255137326979, 0.3061650525492754, 0.27981280527699487, 0.32647646082893167, 0.152152923020069, 0.31465906184212233, 0.33474835303589145, 0.2931372255242251, 0.31789555811059245, 0.3224127110821113, 0.4341091249443048, 0.32778561104039317, 0.26424031420106325, 0.34560086048764904, 0.2854450323895383, 0.30840662904001115, 0.3314025891294896, 0.2753639124886089, 0.2244206204658886, 0.2887989267927453, 0.27331681932528507, 0.22647429305747765, 0.17559052144406123, 0.3672748384783389, 0.33130925900627184, 0.3015379199152204, 0.3499302245645921, 0.2493756230516692, 0.326040416698382, 0.2760868973010114, 0.14171044949309497, 0.2558220857290112, 0.40340919876677317, 0.21835073053908172, 0.2608583760244091, 0.3390675547055056, 0.37433175898532767, 0.4842679216032535, 0.23831542248657556, 0.2732534422419894, 0.15828609120886436, 0.27493339901418734, 0.5074078600379206, 0.3876571312643405, 0.28938643261849534, 0.32869980559801465, 0.22599117953753042, 0.2332180317892799, 0.23425133342322763, 0.34746314143117213, 0.23269151416453812, 0.2888730046704681, 0.23475715080848247, 0.24996373482301382, 0.22940497502816398, 0.25305103797046075, 0.3016597094140929, 0.16981970556034967, 0.3483233786542099, 0.36199943960685055, 0.31778227314948443, 0.37063650485963545, 0.27083247580159137, 0.21793636752338702, 0.3404823966189187, 0.2553945933962751, 0.31211377233897347, 0.3162373045333701, 0.39912714578326347, 0.28479386279851343, 0.3002009235922996, 0.2197443644063057, 0.6627142388214313, 0.31909209615083595, 0.29020102447165963, 0.42423459500061816, 0.3094663333593257, 0.19480828002483608, 0.3105910407228172, 0.34900027814632195, 0.32511139643842674, 0.27220425368037326, 0.3647559338867528, 0.2835423123936422, 0.31877255474603816, 0.2052097653200466, 0.23221942253737252, 0.2304880050596088, 0.3137495471757628, 0.27327426114945086, 0.36976174449020793, 0.23166587214490178, 0.28207417329524936, 0.3320697983274034, 0.32091353891607194, 0.44580194162685083, 0.26045921169739084, 0.20275568206778674, 0.34148569934837375, 0.2547236147343153, 0.28353059535559755, 0.3086294602440019, 0.2966793915761073, 0.2770440808970264, 0.30270358043538176, 0.28466285596170393, 0.2700834655553032, 0.2326640390486019, 0.285172043200332, 0.3713983327698095, 0.45173566040179985, 0.35731116920491723, 0.23417856117567257, 0.3096479281825031, 0.24706174201678313, 0.2782706717671314, 0.14588020414477296, 0.15423608388969143, 0.1263219293088976, 0.3321576826319162, 0.3607117393584583, 0.24057057590148706, 0.2868868402807097, 0.4153918100319883, 0.28266782905471366, 0.2846619506489868, 0.27951451922646864, 0.3259523888635701, 0.24046509069012958, 0.39835271709022024, 0.2894112477297707, 0.3903028063285829, 0.4567649477988617, 0.3772647951044158, 0.15662562830840399, 0.38721505988627525, 0.1772350213268936, 0.30959056658285833, 0.3518810728553676, 0.39458997633489296, 0.33575642117355153, 0.26615438468104785, 0.36117185859984324, 0.283724458276904, 0.39479506085391153, 0.40428045539873886, 0.3451377589267215, 0.16063728248157103, 0.5306645217488608, 0.24216044498340217, 0.28639460291827407, 0.37948216388917577, 0.3671369074877647, 0.3151327764212331, 0.42653835238031995, 0.19820614564231698, 0.2793069654636722, 0.3524990151143601, 0.530942527572474, 0.33745291737624994, 0.24173725220697154, 0.2668274776245617, 0.28270849492241346, 0.3287836217820082, 0.19138652920598234, 0.20184000057530255, 0.27021035581725017, 0.24420282240137176, 0.256777280111159, 0.2672137022826171, 0.25769325554296846, 0.4190296661412743, 0.2453117206322553, 0.23388220717494723, 0.25325854288195365, 0.23706008288092012, 0.36510205970113163, 0.24969090561919108, 0.2087151109271929, 0.4163345552214101, 0.3990511562373303, 0.4173822597211376, 0.24610673546805742, 0.43034501153090615, 0.2966201079005991, 0.20922862426677774, 0.3930366967102321, 0.18106079097522815, 0.2731307922727673, 0.19597472086791448, 0.2906261688722918, 0.22922472440110708, 0.24915508415561743, 0.1841814396644247, 0.2673977589113844, 0.31265177349029744, 0.22790674951797274, 0.2684952344005264, 0.3289169783955555, 0.34508888071202526, 0.25442964276548846, 0.3987409696412431, 0.2778375826011326, 0.19918482792471404, 0.34486158340112094, 0.41421338850866624, 0.39259894341686385, 0.15275640649395883, 0.15307040883953907, 0.2984350627288745, 0.248973018544379, 0.24579944120725922, 0.22542084443260088, 0.2903988095332296, 0.5029045571612767, 0.30427791555006495, 0.3478527436886929, 0.14833332139333177, 0.2886017320959408, 0.28271558982546136, 0.4042927903614184, 0.4363568603298507, 0.25040933424817563, 0.33880323033476756, 0.2781932601889464, 0.24523164907447434, 0.3065853294248789, 0.2478887028328307, 0.3463740756923028, 0.24481797339753544, 0.2983239374144435, 0.3287325162559089, 0.3316419074109857, 0.2342691098647056, 0.4495170647704025, 0.21609607129343822, 0.19551288253391672, 0.34072984499064873, 0.13594787233971933, 0.2638307579745491, 0.23942367851813426, 0.20713085822197935, 0.24313830359857175, 0.21107783367031072, 0.1661724114624213, 0.3214890148295313, 0.29277403324495777, 0.25830933915561727, 0.31258882041896247, 0.3102728754511934, 0.3087026967940591, 0.15387606460845304, 0.24726925763589042, 0.3175357695580732, 0.5036735806545752, 0.33097245896734295, 0.24634576594382399, 0.37695611099264575, 0.1668127453837991, 0.4870866908405464, 0.35518525554624203, 0.3101759025701836, 0.2796617552996288, 0.27691809902272124, 0.3466069775345008, 0.3264585157372043, 0.34150860904799496, 0.22615195022223689, 0.22549786871804398, 0.2773523924087343, 0.285869038092225, 0.2541541087062086, 0.2983794947869996, 0.18332685009118457, 0.3695894516433745, 0.3401177334797585, 0.3293264383448912, 0.2246468602753177, 0.16311660672213146, 0.145109307739987, 0.5016534978561392, 0.321784790106129, 0.33335952173007316, 0.2295124106174823, 0.38466323665910634, 0.2422257821088436, 0.33329789773947077, 0.2261801366706162, 0.4148446324471734, 0.45022007814218873, 0.21494312448588382, 0.1667308878931628, 0.28770204441628444, 0.3200880642069758, 0.34850036043191684, 0.4143953723851738, 0.23100636138096606, 0.3094991718942873, 0.3003286128248138, 0.30201148496236196, 0.3172071603869467, 0.31141674213384124, 0.36120791374175654, 0.41536620964810567, 0.25466032660444904, 0.27582098185139775, 0.23132193944460988, 0.37602003852922733, 0.31227177091884045, 0.4281650551797519, 0.2974302906509577, 0.3031414015841573, 0.3674834273396648, 0.3157901002538704, 0.2807626503056831, 0.3835809880147222, 0.25391808509853975, 0.19489134383620152, 0.27235662187314363, 0.35751065365391815, 0.5335576292954345, 0.23006272263152375, 0.2727008873732407, 0.25447037421124225, 0.1936363611454541, 0.2815501074010139, 0.1808208286093424, 0.19970350319259664, 0.436333634207812, 0.4101304097349555, 0.2926112600464322, 0.2931367079311962, 0.26639140696337427, 0.26756007386429553, 0.43882890944724273, 0.3060442705269918, 0.25806734694167155, 0.2644948142192783, 0.4362412955948338, 0.44704306660439247, 0.263951463404316, 0.3801766452531535, 0.44026843122617143, 0.1871153276843505, 0.28864980807917473, 0.3131127848235435, 0.570859658730163, 0.3942599146058277, 0.2115197752601314, 0.13239155334563435, 0.1827507336541798, 0.33789916685847987, 0.18434581669121206, 0.23452175627513888, 0.19190162867893842, 0.2934291013347141, 0.32881913135793317, 0.3826365971084944, 0.2636361397497282, 0.22362743781859634, 0.366469414425325, 0.36314330830519487, 0.2600982090644499, 0.24259273494216296, 0.276358390233824, 0.2453259299058037, 0.27477764088382195, 0.21893340225276112, 0.2150911038497346, 0.2614459452124501, 0.2912699964172723, 0.2602772937092617, 0.28944119484736036, 0.31677535917857635, 0.2739294979194587, 0.3078384973409842, 0.3823680676597484, 0.2644299234779408, 0.3723905226875899, 0.2696407470515161, 0.2825728726030129, 0.511820302350097, 0.3298563243710075, 0.33055836160120583, 0.29331236453480053, 0.32515006483517017, 0.2393390035921137, 0.2627321473804349, 0.30934968984434885, 0.3095336583257181, 0.1997002744570715, 0.237570736882716, 0.2625756339109382, 0.25093370351413613, 0.30239003967098277, 0.3718621985825303, 0.17430845790249933, 0.2568105053042037, 0.3161190056931154, 0.38942912125473356, 0.26743471760537724, 0.30483527093880053, 0.2142087113832694, 0.32150206310128093, 0.38703411916516206, 0.4321388465709715, 0.2044710364736136, 0.274352875387524, 0.22363926608690976, 0.24605556988690852, 0.448070598163388, 0.2736347045746954, 0.2702041938812914, 0.3058054176250121, 0.3693961295939628, 0.2882002477103203, 0.31241070153104183, 0.24199529653715868, 0.46801799494249263, 0.2192874151437846, 0.2813818524238084, 0.3576122831038938, 0.35120383290439966, 0.21964217579774842, 0.4037131832236583, 0.33049704147590797, 0.3980309551400634, 0.42917620086876773, 0.4188340572860397, 0.2519303141039058, 0.27115904716731276, 0.21173594508845342, 0.19277067385085642, 0.3661383704579742, 0.21515459883130766, 0.48101650890512815, 0.4955976955774232, 0.1930317795584675, 0.36062509842299306, 0.23958850121966305, 0.32376240926481215, 0.3276486825093727, 0.2131288050551285, 0.18159984157165304, 0.5179157934215586, 0.2920079766354747, 0.26507473893201977, 0.333998702760297, 0.37536790820204574, 0.2130341064629399, 0.36100141016228426, 0.2539429725481886, 0.4512477780393395, 0.18299288120426907, 0.3940232993432719, 0.2932637677794299, 0.326385433779405, 0.40511905697116035, 0.2182653728771336, 0.21969820692287448, 0.2920039843533808, 0.1997433044821617, 0.20446726086717318, 0.33822884489799465, 0.4307865185867443, 0.3352591144879889, 0.23398465116017572, 0.3041714895509294, 0.32832292404526786, 0.3200723230260593, 0.273841485595249, 0.23446276500795504, 0.38170697299036666, 0.22416393827295897, 0.3271639272862288, 0.2557215638124732, 0.21775314176470836, 0.30149369550408045, 0.17260763121784944, 0.32289439347563115, 0.3078283767615027, 0.2669208498170818, 0.36054460809245065, 0.3072743234543205, 0.2424843597792198, 0.27377992166097365, 0.15565471446820658, 0.269251893019133, 0.2636324088156489, 0.3887878460058074, 0.31818814689037483, 0.18056362918345076, 0.3756832297926632, 0.5722750112865451, 0.3373903484146266, 0.5327270789225839, 0.26374353359219743, 0.29672590574756297, 0.26211531755680295, 0.39370899299902545, 0.16347255802955538, 0.23682816797388265, 0.4089527386429646, 0.3936209908152697, 0.22727660714273767, 0.29734934745431324, 0.23980852684838794, 0.24601145299284288, 0.31388509432362716, 0.2751916863536353, 0.2533518688283414, 0.27996284935108734, 0.18193297574563436, 0.24767990110810742, 0.14298176769839763, 0.37287133519682597, 0.16762104928261667, 0.42056046769921246, 0.2126191770426073, 0.2233675103388723, 0.2772257620943835, 0.23142087730342903, 0.3051806685378342, 0.4724988917678897, 0.2667498365592257, 0.1636388058789609, 0.32345684938865815, 0.2870278385962804, 0.30141400274114577, 0.30082165979761477, 0.20102509667391316, 0.26352318538886227, 0.3596232548163527, 0.2572307991645187, 0.291437191038608, 0.30292625483509006, 0.3566472642965019, 0.3082335202225705, 0.20235713683095283, 0.22408544247186055, 0.32952193979724703, 0.23377611718670185, 0.2919249314748825, 0.36246297985297227, 0.2025934086978105, 0.2875321399322261, 0.2960645753396885, 0.28651327912731767, 0.22131378507732793, 0.3042860173925521, 0.38076405137762387, 0.3464129869765298, 0.24018535352103282, 0.25755569568205106, 0.20906722748691936, 0.17510757693458096, 0.29182760689649123, 0.2059484900392996, 0.2810717752822229, 0.4131482739948474, 0.27857675486717476, 0.2692536480957241, 0.29791090269249687, 0.2394716861915944, 0.41661374068120344, 0.4223368924933953, 0.30203751486728203, 0.3814383040476729, 0.35124503209318936, 0.37436855158808324, 0.2488218407016791, 0.3371260238101982, 0.34186736502135856, 0.2942070291690923, 0.4098230765468728, 0.3404685650828377, 0.4640106270146611, 0.14020082271090487, 0.38581838404368557, 0.26870454215214795, 0.2959603838108461, 0.2976585208423538, 0.21271414610971384, 0.3045326391822955, 0.16967414512089254, 0.2947777373066028, 0.39599906465049856, 0.35252843582706717, 0.13060651825341102, 0.11232478901760312, 0.1831644407313833, 0.3367595727478977, 0.519444835906927, 0.24706514820524741, 0.2906339090026177, 0.3286197933450557, 0.221650463496815, 0.31876019163370356, 0.303381153955919, 0.33385288408913555, 0.296762362992021, 0.3179968846939736, 0.24058028414639662, 0.2662967976768394, 0.3965827880469133, 0.1809360066060245, 0.3983520631991391, 0.4383062320512569, 0.28399021669726116, 0.13431726517961678, 0.2643092429181198, 0.2540683069043608, 0.22735495454006804, 0.21538396223455145, 0.22433167140097113, 0.33181030933440586, 0.3371932998374477, 0.34933776796775323, 0.32346699827478265, 0.29960349871261815, 0.40323416826407127, 0.2128833368013154, 0.4017475586838129, 0.3018234413145578, 0.26931123822279246, 0.25340982125241623, 0.261988654850152, 0.33877021943232666, 0.2677068871487664, 0.40810520206726447, 0.2828902090771827, 0.41591372200885407, 0.21498495533187736, 0.2982428947191824, 0.4634643400916945, 0.3694973481829716, 0.21433606710662995, 0.4509449097734596, 0.35094195794334204, 0.2544015044212661, 0.2862913714855816, 0.3930716149094832, 0.24228802478338735, 0.2432875713656545, 0.24742515705893856, 0.23854578052351222, 0.36888944976702875, 0.3171674255627337, 0.28788633924311496, 0.2675054790353022, 0.4696566255331438, 0.30896223288707175, 0.24587151446202954, 0.4141100013360368, 0.2701355133541109, 0.4047325552384415, 0.41041010779543113, 0.333784762257389, 0.37943448899958726, 0.33640016909514764, 0.28304258619255457, 0.33499078952898514, 0.2651865478834497, 0.21336372942668297, 0.251122922051398, 0.30541009408872544, 0.3608593235930347, 0.2553163180791519, 0.2117329585955406, 0.3908797531685211, 0.3767525659568352, 0.22427525884155183, 0.26449380404205497, 0.34668129836053163, 0.42191670657715574, 0.35820045385788823, 0.1975211117604731, 0.25924744195042504, 0.22432788635922915, 0.34140926502676305, 0.2662469280206694, 0.3873594461531272, 0.26899628453589325, 0.3227547750501693, 0.2408270474095138, 0.19187769939298846, 0.305847918497602, 0.318836120673792, 0.343622803988391, 0.1749551782805583, 0.19616417739315567, 0.24144308821412336, 0.1837029472852287, 0.3010797709818637, 0.19298107859657093, 0.27136252885749895, 0.42658150456626337, 0.4319014082719875, 0.2242450590030447, 0.3899268096363688, 0.375005395075216, 0.3334304006994677, 0.2518824178301498, 0.3113644488242565, 0.17104558489717894, 0.25656567904994015, 0.16127237185306273, 0.2974005853986192, 0.3148835647753311, 0.40034328483818926, 0.4443151157998933, 0.5522140036919209, 0.37429793300974823, 0.36107245733129373, 0.31930312082672674, 0.5128254964614519, 0.22783472882526096, 0.4297765102053026, 0.2494061787249774, 0.38438170226415513, 0.3078647362190259, 0.3535091806129323, 0.24913814504158627, 0.2679280561823289, 0.2794414012631268, 0.3776972023528057, 0.4095972085735304, 0.2778331333572271, 0.3228812491370946, 0.39493183914963426, 0.3999044918022631, 0.293467495594683, 0.3680801164993665, 0.3244221103811855, 0.40010788992937607, 0.2738209287829973, 0.32236520988569173, 0.23495837269801997, 0.3425025217331816, 0.36743456470268404, 0.28896957441471477, 0.33006673355979205, 0.17196528465056868, 0.2750762505150033, 0.2759331319219208, 0.3344017220851517, 0.10496683663013966, 0.3619507068095598, 0.3504733318032634, 0.28790467496253885, 0.4080532199297459, 0.413155784987185, 0.36849571552759824, 0.3085267452989652, 0.323113706486538, 0.29200608947235346, 0.26699793158126717, 0.366756121296489, 0.2933958716760568, 0.4008973335105383, 0.3679579549409986, 0.31718479515200954, 0.2815850028863052, 0.34645033428657773, 0.3644013720720822, 0.1957492125848718, 0.3468980831541867, 0.3052846558859659, 0.3518456863757296, 0.2147389810476543, 0.2555625825782143, 0.27323307147937775, 0.16371428389317913, 0.2585569013687413, 0.37996400966737026, 0.18751142239085009, 0.20584980000583936, 0.24460598696098765, 0.299790583395391, 0.31461288364492607, 0.37896110168862984, 0.31409313278568074, 0.2785410166972606, 0.3420276982774389, 0.3652007097800206, 0.48112859283130194, 0.3088491123869016, 0.3406491644414133, 0.34929398974302445, 0.27611429297787027, 0.23610686983833126, 0.34068533426144304, 0.23927922156302214, 0.2849582433127436, 0.4344446587936396, 0.27268376591601484, 0.28394449534869337, 0.3114757507854944, 0.2681528554478785, 0.319952147006935, 0.33480368639373076, 0.3300936393501528, 0.37793994418580124, 0.3333696139525843, 0.29961402818912963, 0.24163049137709222, 0.3855650243941143, 0.2178506219047329, 0.2685885088056355, 0.3168220660811264, 0.24779197740893735, 0.15928661252768456, 0.29497775956125416, 0.3268059797780598, 0.18976867119746815, 0.24239031956932314, 0.18268042948625057, 0.3510780496860022, 0.32697390143697846, 0.3362991098543674, 0.43526125010218525, 0.3948671659073635, 0.33479376840724545, 0.24390511525522401, 0.35973434967694473, 0.23307490943217213, 0.2566423118519802, 0.28375800197091045, 0.29819161886179313, 0.3809158565889949, 0.3308218324679926, 0.36836407237481433, 0.24082262348638422, 0.329505116969165, 0.33318535476084693, 0.2139542804703732, 0.22297555584223167, 0.14296067647188468, 0.16274240671098544, 0.3426052177798206, 0.28791816009422055, 0.2641277099875789, 0.4502953872026977, 0.27170941365043877, 0.27169477591287344, 0.3489999265358276, 0.30629574483117256, 0.2429665058036409, 0.4662580038449899, 0.3708392144943396, 0.35972145643108666, 0.20070608640130058, 0.1716977195278899, 0.21602005723879952, 0.26621498338794464, 0.30887557572301594, 0.4100139163730623, 0.35784958796759725, 0.465474664243081, 0.29590560508598673, 0.25450404277705907, 0.143899122519909, 0.3053601081585129, 0.2510938970037324, 0.30933877709316915, 0.28717530631588706, 0.4489790822439578, 0.24529443672891166, 0.17550393775614714, 0.3342663944888182, 0.1266130755228139, 0.3523531984959154, 0.47097276423949425, 0.326348825421839, 0.35985272207702873, 0.3804945918865259, 0.30191952932789073, 0.26041111026789165, 0.22545923477714375, 0.46238211186315875, 0.23943512054301802, 0.3771415260637578, 0.2888269375392344, 0.24222744024837575, 0.2792630651389971, 0.25612202345907104, 0.20609756064966148, 0.37737232252506153, 0.23624551998394888, 0.3135206542836055, 0.25749895580661664, 0.32352658737190565, 0.3643184157937837, 0.3495772724778723, 0.2375384696359645, 0.24171930769004135, 0.43480640097262696, 0.3107583656956464, 0.2812858191608399, 0.27767907710992057, 0.1857439746399227, 0.23319778961253396, 0.33472815821922774, 0.3895803228815524, 0.24624979448824913, 0.26493528301661295, 0.24744092381422197, 0.3410459102476781, 0.15216718286228614, 0.21139524641538862, 0.2609891453662526, 0.28714298482918954, 0.26297630216507684, 0.27271896943216045, 0.2600088758680415, 0.2584483398368038, 0.48352458007257215, 0.2737522146281788, 0.4652499588713481, 0.3168463123944347, 0.2922647879449747, 0.21099510305379252, 0.3302798693885274, 0.18179034218748283, 0.16919081496612906, 0.4667286411907458, 0.23853536369307338, 0.30344193859576846, 0.3508512603438977, 0.2563216883988417, 0.32099985480377036, 0.24144642312391576, 0.3678037960590374, 0.5258263805908253, 0.32606615303312564, 0.20652241273857733, 0.40605790316421325, 0.2933704243688535, 0.25586940809953146, 0.28004988914781975, 0.27697220886172863, 0.24962258661551384, 0.3869186315875108, 0.24090826724098144, 0.34590007135432266, 0.33765050417284626, 0.35805302018977103, 0.3350409060892199, 0.13779903871331523, 0.25470642636739216, 0.32500630990001095, 0.4640280329778097, 0.4545155820359618, 0.19904159782222258, 0.1809269923479919, 0.20912169258378902, 0.32582054121209314, 0.3198585723337495, 0.2438948491102958, 0.2097459546530437, 0.220501361084287, 0.3518084038963603, 0.3753846751691209, 0.11956758106316095, 0.27609041963140035, 0.29525644688204145, 0.27392916624293895, 0.21804669181904424, 0.5085150392967506, 0.33771893410726916, 0.22619145267584814, 0.2679473940406771, 0.35164553788963704, 0.3538399231604765, 0.2867949354787473, 0.31238943427785765, 0.3695363890187092, 0.3037051312782939, 0.25811858748069616, 0.24241328864576958, 0.17620492976387533, 0.20612238651161222, 0.2027988256659053, 0.31718807073632965, 0.24870168718516095, 0.2229544836237301, 0.20106486249009758, 0.2970454716581909, 0.46807927237037067, 0.2747498432690674, 0.39061787782080376, 0.270290158810676, 0.3080735114621436, 0.30441998666100933, 0.30356767290117775, 0.49468051602621266, 0.33016905414894654, 0.3364618000440289, 0.3576397056507996, 0.30069545014838, 0.24991346785434096, 0.2958454473972285, 0.17860954571637658, 0.20401062440217305, 0.29850235041443796, 0.6409674447776684, 0.34433688678250074, 0.21107444629097424, 0.33751512798736516, 0.29822271192323346, 0.31995173185492753, 0.41831339641552306, 0.21181020331176925, 0.2145951629462578, 0.31538867404241394, 0.3109466862699074, 0.3528911999589742, 0.2399946976147037, 0.2678809521384811, 0.3652260777684109, 0.20429649997786192, 0.26810360020599266, 0.4508035486904541, 0.47089714199782573, 0.25219691657429716, 0.33452394243031003, 0.38852881357852903, 0.3454391481496425, 0.3617086471998065, 0.14368091892327245, 0.366903244297946, 0.3517452524423899, 0.3236647405654488, 0.15438519724821367, 0.3697044447646758, 0.30315834161060007, 0.344875132384641, 0.29547184625533207, 0.35266752748965075, 0.21805559496846333, 0.32785176813554606, 0.25747874467606235, 0.2911358497582132, 0.18383911559318453, 0.36358341546990514, 0.17978073856645493, 0.2851572952770752, 0.3349249349586919, 0.38903797303562393, 0.1603847416335473, 0.37744247652853874, 0.3715579403709052, 0.1911262247187284, 0.2780449890498438, 0.31533819753721787, 0.5597494597519289, 0.46199589509880906, 0.2599281947025467, 0.3575252248475817, 0.23476093121700098, 0.31311209396228734, 0.3382327880117114, 0.48995289957097093, 0.3808840674894552, 0.20979030312411792, 0.24500728283955944, 0.33149762403738275, 0.3766189998612707, 0.3922548939776243, 0.36215574603850453, 0.2594744204502705, 0.33986997466034513, 0.24756323427092783, 0.2713863439538396, 0.39147945445999005, 0.2800683496417022, 0.17735514610602024, 0.38351527573605126, 0.3249562174588774, 0.29183402145456455, 0.3653123912571215, 0.3951261114801252, 0.44892527750498895, 0.18336091524385964, 0.2569249650313253, 0.4171421311193968, 0.17207714260429352, 0.3284189227835535, 0.2566429828600581, 0.22448405465058607, 0.2806565958320142, 0.30553670824105333, 0.29201074560306634, 0.20848835703692792, 0.29150855797582176, 0.2700301300688581, 0.2593198246556678, 0.36589430001241, 0.25096239173228374, 0.4021915298191794, 0.28430625382141533, 0.2815746486405817, 0.2954282285027737, 0.2679801245062043, 0.24211571966646606, 0.23262058213515366, 0.31201204055794307, 0.29424876157472585, 0.23636126183464387, 0.30416117544948407, 0.34807357263574173, 0.29423804226154326, 0.2674407160641154, 0.3726534843561312, 0.311073826595123, 0.33882634373974946, 0.3180112378417995, 0.4588945733166287, 0.3860664328490476, 0.26726638391135144, 0.32606859524379017, 0.49384335678383834, 0.1995292783214947, 0.24691982688271083, 0.2332446311634259, 0.1937502234028263, 0.2011029516742446, 0.2231145744181726, 0.3005511097574626, 0.36393879566031767, 0.344001869859959, 0.2557808245295906, 0.3106393348174909, 0.16576762883059803, 0.33247918749106276, 0.358533151614402, 0.3249879366492023, 0.2667284290597914, 0.4298633323604792, 0.24014103405856868, 0.32964469872131547, 0.34782916251666096, 0.27291804411936754, 0.22254533307652052, 0.3604104557867965, 0.22575642350832115, 0.18825146031213547, 0.28352615760160793, 0.32873245825888825, 0.11737525707122422, 0.3424757949872056, 0.35801431784320265, 0.22937409844659223, 0.1514797775735314, 0.5132006005130654, 0.25115603411843285, 0.23137656876085497, 0.25161966957893606, 0.30056013279061833, 0.3155007814452076, 0.34982828955261874, 0.41399947667894016, 0.29859303027672923, 0.3750820982133819, 0.29181894213476556, 0.333121453787085, 0.3669035750601607, 0.3944807547481806, 0.29874319278172373, 0.2215067276686257, 0.3417849638686465, 0.3151029517362568, 0.507231141831798, 0.3024994455411415, 0.3193460243498721, 0.29808458679794286, 0.19096792075584115, 0.26529015331101885, 0.3345676531356271, 0.26559491316426226, 0.31347517585766566, 0.28380164623866877, 0.3164904788501381, 0.29281787887463717, 0.32186361336967706, 0.5548888150043133, 0.35043944632030655, 0.40570010939356177, 0.2964402614554625, 0.40579946446854354, 0.37373177217634496, 0.2579320341950042, 0.3719171278591149, 0.3279835082295586, 0.21445179401441758, 0.3097950002572703, 0.21176853009977997, 0.3433684968174156, 0.12053844335766571, 0.2213892104859545, 0.17339719923599778, 0.2650832563748009, 0.4431409477431634, 0.3332173211719711, 0.2487640719271152, 0.3273020675428114, 0.3883751676235231, 0.28961390531106085, 0.32103713794467503, 0.17174984168341242, 0.3153164041230935, 0.2687674952563048, 0.3263603131271875, 0.3331073559673683, 0.2665694916581831, 0.26690641778112373, 0.45405657975834357, 0.3228183479041118, 0.3560596324475847, 0.19112616372245556, 0.1789672311251163, 0.18767861561805216, 0.3479034614186101, 0.2736208180510454, 0.33339480993039705, 0.23979241734692494, 0.2166917140877728, 0.2561056215561849, 0.33830391867524096, 0.2906025524932487, 0.23430740258649135, 0.2750542552822992, 0.2647688846202645, 0.2384155764245533, 0.29933478453275314, 0.307852250916029, 0.367220210335121, 0.291057194444933, 0.19948038320869663, 0.30692083879019777, 0.3465676757423738, 0.30962904645778, 0.21903885231342585, 0.27724326487979145, 0.29832525650706515, 0.3249044124797354, 0.3530193871830331, 0.34843038306252433, 0.30014364637321567, 0.37604461679466206, 0.35005289702149883, 0.3017473801554737, 0.24884266323324913, 0.382929517728664, 0.32010928809558675, 0.3475978603235919, 0.20793683879160826, 0.3440982069075689, 0.33050161835773667, 0.23118929378745467, 0.3008280247634754, 0.48979928548196194, 0.6321942518797197, 0.30595694352546493, 0.2932947345910763, 0.24863084332300733, 0.2470435312005968, 0.33349533839885886, 0.3332542652460668, 0.36741750017825786, 0.32504667252125574, 0.21930766483098788, 0.4133124858529967, 0.3443527014734964, 0.3522666413321705, 0.234812875499017, 0.39243756422881054, 0.3408138086320766, 0.14198745390866324, 0.2770609125967694, 0.3075654741223129, 0.3854295345111712, 0.2712722953297894, 0.1331235954567332, 0.4308709715226254, 0.25598781681927935, 0.38665574402320685, 0.18423914578843617, 0.59865828302714, 0.2527997869801993, 0.14208626944452657, 0.3443361531993603, 0.2642931896920851, 0.2627659684227864, 0.16979675320993942, 0.3797569391858368, 0.3261010904129153, 0.26724847779430033, 0.3611418387027862, 0.21851672854963672, 0.26721760230673763, 0.330496258053767, 0.24295833843696843, 0.32151568202971886, 0.314409228171022, 0.2381361010080827, 0.2832580256514222, 0.2723529518639322, 0.2661168406889801, 0.19496154038152172, 0.38932450514164096, 0.4462183530354077, 0.3288702602217794, 0.17407062036833001, 0.3086129802983228, 0.35295644873487114, 0.2432092328763491, 0.2744687718242825, 0.19518297189506853, 0.19513864398392541, 0.23233377544509318, 0.3246997194302869, 0.2321185966518107, 0.28386790441926724, 0.25987803455368536, 0.17651054326273563, 0.27994272371211154, 0.24272450327808992, 0.2606081449649466, 0.19529377003763787, 0.388100531759269, 0.33009202054669806, 0.41502853311236726, 0.212856563640694, 0.2918140642799052, 0.6161954063825916, 0.44922268390781256, 0.3808607030650744, 0.20261272197142066, 0.34357836911314693, 0.28074309999028285, 0.22956654455415781, 0.15089014298533243, 0.4408439807625572, 0.21092361579841834, 0.2030860893267204, 0.2510461421450343, 0.26016030781160576, 0.30734297234579966, 0.16847085076083326, 0.3061600726964055, 0.3533230008957799, 0.3201882096695188, 0.36346269984056606, 0.2693862778738942, 0.25900247957047795, 0.3433165502579202, 0.2953460742641758, 0.2513137055929387, 0.2879380959564532, 0.43791886633157995, 0.20001910389050787, 0.28515912670607546, 0.3201150241312686, 0.41275406609244997, 0.24088538158477554, 0.22002854311786785, 0.2875228774878266, 0.24331270460208096, 0.2572205050181338, 0.2659013761058931, 0.2708478788295403, 0.31884512221361516, 0.289399870876501, 0.42655630760569674, 0.4351577054245039, 0.13458148605519557, 0.3219788430814091, 0.28510013824654695, 0.2860178628557621, 0.3757570448803393, 0.24102763037587638, 0.14319684462712523, 0.2915091943116262, 0.257330689313021, 0.4865859419287356, 0.32733956150443233, 0.18863185352759385, 0.29627246377457994, 0.3702093751147869, 0.3726203706043735, 0.3190777101956476, 0.25126543117059297, 0.16019265671345745, 0.21869947028266673, 0.35774348732911315, 0.4478310900705224, 0.22818357660074676, 0.3675201190759586, 0.24320358298485328, 0.29614796910416524, 0.49182309895404963, 0.39261525144777165, 0.3778404170583294, 0.2508223012230514, 0.19356532830184187, 0.3324258408607298, 0.3342638927523632, 0.27289012554947173, 0.49071571875813436, 0.2309621173122172, 0.19973628990750278, 0.532948759523352, 0.39963122600583134, 0.2892871782848445, 0.24873596503159268, 0.27953034486819983, 0.5423989276862394, 0.31458031763937466, 0.28773217915024507, 0.24831473460812853, 0.33769216686250714, 0.32212641347285964, 0.4373096519332217, 0.3227785510502481, 0.4277191691632925, 0.36862914046878664, 0.32592324744057244, 0.45442022304130003, 0.38212057391534265, 0.2881264824929537, 0.26212324733534453, 0.28525167513890476, 0.17328596004363694, 0.18499280240629168, 0.35573927327071747, 0.31607082664687225, 0.28234369756263816, 0.3273899022424788, 0.22765153907059657, 0.349254247239181, 0.2395781854588756, 0.27685393855650964, 0.4236759430424644, 0.2512672584088457, 0.4133286251907295, 0.21800285093008723, 0.12178740388017688, 0.272150918956198, 0.25026131622734377, 0.286053360385557, 0.25706931913038406, 0.26759319773156454, 0.345567889739732, 0.431546347701423, 0.31055723191340695, 0.22155133939428878, 0.24524151122977925, 0.3442378429706907, 0.24521697713245194, 0.22365450113550683, 0.18605814238389362, 0.25478616903731033, 0.22430524989883044, 0.4321214364108603, 0.34539435490749465, 0.2869843736536034, 0.2302954604347829, 0.23728445759096947, 0.278717269093342, 0.2846357107347707, 0.3711012729826308, 0.21726213767469554, 0.19878908307178675, 0.30524210525563195, 0.2663219721510057, 0.3581893765932884, 0.39071886056333793, 0.31228795180738683, 0.16778328756057848, 0.28366121955311907, 0.2478873192309451, 0.3461972114890868, 0.3100787495038137, 0.4511934699803678, 0.38482213438271046, 0.340047947516901, 0.3038458268869875, 0.39400785658298615, 0.15713850333921797, 0.39369704296458297, 0.2875693621147576, 0.34551717766672463, 0.25044733920090406, 0.28640569783901654, 0.370999652535698, 0.24493747862824886, 0.2226099671407011, 0.23420795461754754, 0.3444805184215076, 0.28067656602917485, 0.21291296854360753, 0.4603679154724044, 0.3238687658372908, 0.17936798871739698, 0.2761011213643023, 0.1863129635373184, 0.29903957697823436, 0.17112009068414952, 0.4025136775655021, 0.38663306630192773, 0.30096339374152425, 0.37864213811892605, 0.30957367489043297, 0.30780481172424307, 0.35253517385749894, 0.20628219071187698, 0.23424765400807365, 0.25345732338717225, 0.1842990533505181, 0.46202243626119555, 0.3282748380168579, 0.42762712738126596, 0.2526385145874356, 0.320015904345375, 0.29314030195402413, 0.29721070204353883, 0.2917305879347038, 0.1479994054127999, 0.2806747408651888, 0.264538714380874, 0.22723914061000755, 0.3357451247156989, 0.3804590337413705, 0.4448806128770624, 0.2451622647437288, 0.29965660504355923, 0.36304760990326373, 0.28769650844537026, 0.24462927491507613, 0.3510331731772066, 0.25336293480145244, 0.28117133653889115, 0.27017224966733605, 0.42126911348158225, 0.23558927799634913, 0.32366524344613895, 0.34878781628219774, 0.2855431999601537, 0.22722642234469673, 0.33431379057988436, 0.20836865083084186, 0.27747017222640014, 0.22351366159265282, 0.22148150634499936, 0.28371806327487364, 0.3183880787858171, 0.18054160872785532, 0.2544945898808974, 0.4608657501564331, 0.267783491712207, 0.2036833955487487, 0.21050717622238102, 0.1748583127156558, 0.2281368341712123, 0.2283770847723328, 0.3299588642266793, 0.38885003603045004, 0.4095821837511861, 0.18651506826104675, 0.19353265770825226, 0.28633305742657367, 0.24906539788962534, 0.28017742317077715, 0.21890077854378814, 0.3567461314325011, 0.3591092231436422, 0.22278802301872982, 0.24778583765508402, 0.3205601302660359, 0.4919249372900426, 0.4321529294114075, 0.25835186768452, 0.34076037618630156, 0.39781501112454454, 0.29779165832654725, 0.3255121082482735, 0.3190466543591796, 0.46539500662406996, 0.3344019281357166, 0.41517011378039065, 0.5475931621148311, 0.3441575734271366, 0.180798226256711, 0.3674673706335302, 0.3353219175259246, 0.2525473246631916, 0.3019590234438134, 0.2709194000731841, 0.2329766526092526, 0.16927591579973045, 0.22031048466626776, 0.21703238271132738, 0.31643483918478404, 0.23022299722108516, 0.49183585057985124, 0.2622397182121552, 0.2726060396973889, 0.37146577667638025, 0.4155692611274557, 0.279790446727201, 0.2839682250444534, 0.1917928871226143, 0.3432930323945482, 0.2758760382867453, 0.2595606261706445, 0.31117434879450856, 0.2557093862904204, 0.29864978027549405, 0.40159448073634035, 0.3652875802280016, 0.21157620255947032, 0.15204483486434173, 0.22705075872579863, 0.3957855182354061, 0.2956834436504859, 0.16775446551574152, 0.2087760228243165, 0.29227659052335314, 0.2288100899937771, 0.30918299288204437, 0.38068049898341927, 0.3260310561117015, 0.3056022704294309, 0.3061538009738758, 0.4062111556666866, 0.5228855801813572, 0.22001555425088098, 0.26746039069772215, 0.2903803433111893, 0.2992754700184657, 0.3583894645174177, 0.23636735633257827, 0.37147988228080686, 0.3233709715577675, 0.3007059997798914, 0.2686019189095597, 0.3034214928599217, 0.22527072116890248, 0.20587867281064265, 0.3069954191685357, 0.3838091286487558, 0.32173240511800344, 0.30423364982535916, 0.2972774083627122, 0.31184091743651826, 0.17132371626913198, 0.28324502462768086, 0.294838617970451, 0.22758527053354236, 0.25161113086664494, 0.2693254524979191, 0.21879647478077346, 0.26049119098363455, 0.4064523864196684, 0.411796194999295, 0.3144277850842653, 0.27418338430728445, 0.3534971011424948, 0.4963361385439415, 0.22976807275367706, 0.4228261409327904, 0.36668825446019765, 0.3633888683540815, 0.30577835814561916, 0.4935812606821391, 0.15120281771502267, 0.29257245131497006, 0.3184413765962884, 0.21452383358822788, 0.2897936239965417, 0.2659549140623041, 0.3328815444551491, 0.18626248457587818, 0.49325398589796504, 0.2924240700037059, 0.2662805689021731, 0.35852541172129865, 0.3689730154842196, 0.3007652824160429, 0.3023760221858285, 0.2727731287709286, 0.2620149160585199, 0.35666374666144185, 0.35504235159971126, 0.26551543906055824, 0.20492920829988998, 0.25338302084154224, 0.2286640128231357, 0.30376919586884665, 0.16107848235424385, 0.3543659722283556, 0.29276898569283866, 0.2588890793843044, 0.3764414592456397, 0.29416682424916013, 0.384642888651519, 0.26267373589490917, 0.327439911597216, 0.21338907570464585, 0.3246790098364597, 0.31369030829961797, 0.3309110386290727, 0.23960659827003197, 0.3067500597276315, 0.26091499804390095, 0.32369346470729965, 0.22070422025640077, 0.3842494749586867, 0.2086362079377439, 0.20071517014307522, 0.21271753477338384, 0.33118587339728167, 0.36138892672735634, 0.4310102765741194, 0.4136688338971968, 0.4287887525218292, 0.21674595130485144, 0.3006786280698216, 0.286651628892671, 0.31976967150836466, 0.28627495751066523, 0.2968929324532211, 0.27014622525397447, 0.22756726095688834, 0.27958939279808775, 0.2937973366675744, 0.3042105522282699, 0.2650854064609608, 0.33293423294203744, 0.3576335560717779, 0.20471883725582712, 0.31140985572922397, 0.3370000004963011, 0.34245022365358363, 0.17951214829686815, 0.3381938798154563, 0.26512588630544953, 0.20713163960616435, 0.23247838717669975, 0.4231047305242287, 0.4594035442954202, 0.3092115673464288, 0.2566227742706065, 0.21177829844351428, 0.2048671154398581, 0.19565990755070123, 0.26822717829443166, 0.20511264731835127, 0.202964930598692, 0.19309063123225406, 0.2615270273400679, 0.34939239049187176, 0.2603848699497749, 0.41689281168454306, 0.2196690535244587, 0.17887018224034382, 0.28281593919707265, 0.18994815197841824, 0.3670263214795011, 0.26697778438031505, 0.32802534027987523, 0.18509612080668575, 0.24279129447675887, 0.2514544594311162, 0.2787643455001322, 0.2629554349700911, 0.41301001832741796, 0.3046085856542687, 0.37036768546636806, 0.17805877521583396, 0.19465438442762495, 0.20102314044159586, 0.24253246399913472, 0.3406428344714456, 0.24215277546664637, 0.3480769977873124, 0.36086780188952894, 0.29237972708611765, 0.26616840853630924, 0.17619447012972314, 0.3298486714309963, 0.29719908621874863, 0.18711383121139044, 0.24872705126224318, 0.2683029126599477, 0.25373611848182515, 0.12490048124520926, 0.18604115572188104, 0.4413746617380297, 0.23168704896469153, 0.44868781064239915, 0.24605757382563787, 0.38202157219006927, 0.324440813217627, 0.30757462469430363, 0.3402519201006093, 0.26583935746152304, 0.34293764565275825, 0.38409564125525264, 0.33868636967902466, 0.33818124536580296, 0.31342832890996086, 0.5141899055049364, 0.27865734969328176, 0.24337528975275236, 0.13319476003604633, 0.4571517244272006, 0.20574156786234998, 0.12895870102585927, 0.5202386937553485, 0.38548856735897696, 0.4904209392981909, 0.2872036772264652, 0.2895693285196163, 0.2494393175141062, 0.27785807262210943, 0.17478871354912065, 0.277560689529318, 0.2618166764596036, 0.3632474843459363, 0.2148219294270548, 0.2898677868468683, 0.21956247857391692, 0.2126784277429424, 0.2422386503511098, 0.33906967981487846, 0.2268594508961192, 0.3574310294872284, 0.32151469123854026, 0.3746381601400463, 0.21506090311646225, 0.2664102270041753, 0.2403976073455801, 0.2786116058549941, 0.1938499931703439, 0.32885726212204114, 0.17456906615867726, 0.32830461155519075, 0.29915988259497045, 0.27074480360535363, 0.2978420607153908, 0.25750353562328193, 0.38309372064836356, 0.15590386025072142, 0.33143896420907504, 0.2477276400984266, 0.28110078895846585, 0.2157584230736878, 0.20927315310093866, 0.46282430339034963, 0.1836417841060578, 0.23688434477416703, 0.2994878194900767, 0.18550375290169827, 0.35675186799883646, 0.37418177063293373, 0.20023255383820565, 0.254937199568931, 0.26546325095333706, 0.2820259251796193, 0.3231214716992958, 0.2030261585095419, 0.3173878859371674, 0.24232469837853973, 0.25823575406293886, 0.3417630866553562, 0.4105307187214584, 0.29650627264212365, 0.3320625567265657, 0.3110133021939152, 0.26986103151263485, 0.34800196116097654, 0.29251773042953466, 0.26966896942391977, 0.3244009408629092, 0.2536994465154918, 0.3599430962113456, 0.440234996704041, 0.22651622718320658, 0.33510391993586697, 0.27320456445905217, 0.26660287940404226, 0.21722170223866635, 0.3538528638923172, 0.2633738541084679, 0.3053313611873065, 0.21067768713528037, 0.23899399631593282, 0.36219842608191904, 0.2276305831304011, 0.21526003424477566, 0.282014512300226, 0.23783826178965856, 0.22777611008509108, 0.25932195469112507, 0.4428103235969413, 0.42914201039327554, 0.3441595615683553, 0.25580230282736627, 0.20386078374544017, 0.36141084237131355, 0.1998601498420745, 0.21599137324923184, 0.2881345283976717, 0.2522847256969409, 0.27184319027415604, 0.29067533337797696, 0.2159563434891999, 0.2744668090103328, 0.37668460076776467, 0.303030886998478, 0.2539689004261905, 0.2990840236367021, 0.3115039387182563, 0.31616879795151814, 0.3470627546541887, 0.2168761547271747, 0.2707285022755425, 0.23507196742526948, 0.2886315560744529, 0.23241660443250087, 0.2696245745527992, 0.2290181220158296, 0.1313368729448738, 0.35153343909664053, 0.300487242026409, 0.26177278320978015, 0.3329635850233107, 0.28214812533159483, 0.32378636229717844, 0.20008092045801143, 0.3035520456500972, 0.3131651964026447, 0.44512870941307825, 0.370450313308438, 0.3574750576942079, 0.29376508929978973, 0.31941283221414485, 0.35939511564538723, 0.2850011246461289 ], "colorbar": { "title": { "text": "Band Score" } }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "opacity": 0.8, "size": 5 }, "mode": "markers", "type": "scatter3d", "x": [ 18.439395904541016, 17.479248046875, 18.464826583862305, 18.29583168029785, 18.901243209838867, 18.762832641601562, 16.644554138183594, 18.084957122802734, 16.999469757080078, 17.67564582824707, 16.521642684936523, 15.95773983001709, 16.726436614990234, 16.619619369506836, 16.595121383666992, 17.903705596923828, 18.136356353759766, 17.66303253173828, 16.363597869873047, 17.712976455688477, 18.66390609741211, 16.780166625976562, 17.554458618164062, 17.285385131835938, 18.219287872314453, 18.048542022705078, 17.054903030395508, 18.665910720825195, 17.271625518798828, 17.898773193359375, 18.224079132080078, 17.508039474487305, 16.1439266204834, 17.353130340576172, 17.903236389160156, 17.178293228149414, 18.163415908813477, 18.155059814453125, 16.554126739501953, 16.82652473449707, 17.486934661865234, 17.601417541503906, 16.000600814819336, 18.574674606323242, 16.485483169555664, 17.746444702148438, 20.241254806518555, 16.707603454589844, 18.885574340820312, 17.399494171142578, 18.8989200592041, 16.604665756225586, 18.209930419921875, 17.262523651123047, 18.17121696472168, 18.20437240600586, 18.6434268951416, 15.505428314208984, 18.35114288330078, 18.205991744995117, 15.899496078491211, 18.175500869750977, 18.43776512145996, 17.444543838500977, 18.93185043334961, 15.84073543548584, 16.891515731811523, 18.00054359436035, 18.477861404418945, 15.73429012298584, 18.814720153808594, 17.777780532836914, 16.11092185974121, 16.3420467376709, 16.64636993408203, 16.90272331237793, 17.826984405517578, 15.757858276367188, 17.942129135131836, 19.1328125, 16.436649322509766, 17.632001876831055, 18.43651008605957, 18.47821807861328, 17.81797218322754, 16.89637565612793, 18.693714141845703, 16.837411880493164, 17.548479080200195, 16.69130516052246, 16.452102661132812, 17.612260818481445, 17.509641647338867, 16.617773056030273, 17.23319435119629, 17.775861740112305, 16.56995964050293, 15.660266876220703, 16.355674743652344, 16.438138961791992, 18.74407196044922, 15.60009765625, 16.641090393066406, 16.94417381286621, 16.536108016967773, 18.631038665771484, 18.75065803527832, 18.593751907348633, 17.708465576171875, 18.901878356933594, 17.623876571655273, 15.973091125488281, 17.86562728881836, 18.324195861816406, 17.488697052001953, 16.001399993896484, 18.83147621154785, 16.989269256591797, 15.908883094787598, 17.12010955810547, 17.67515754699707, 18.08152198791504, 17.28795623779297, 18.25760841369629, 15.88730239868164, 15.701629638671875, 17.533992767333984, 17.796276092529297, 18.798810958862305, 17.982833862304688, 17.902637481689453, 18.864459991455078, 17.891536712646484, 18.845991134643555, 16.612756729125977, 15.504491806030273, 16.640827178955078, 17.40459632873535, 18.295902252197266, 19.193252563476562, 15.594985961914062, 17.192720413208008, 17.775314331054688, 17.943809509277344, 18.12103271484375, 17.385833740234375, 16.515682220458984, 17.174598693847656, 18.362031936645508, 18.062570571899414, 16.81925392150879, 17.624004364013672, 16.438737869262695, 17.842683792114258, 16.59314727783203, 18.481496810913086, 17.735074996948242, 16.488876342773438, 16.117517471313477, 18.739885330200195, 18.250770568847656, 15.507043838500977, 16.264556884765625, 16.527498245239258, 16.86507797241211, 17.49995994567871, 17.600507736206055, 17.0952205657959, 18.191234588623047, 17.79709815979004, 17.707204818725586, 16.99496841430664, 18.138700485229492, 17.790441513061523, 17.959604263305664, 17.595050811767578, 15.793954849243164, 15.90701675415039, 16.834978103637695, 17.409034729003906, 16.62063980102539, 17.835485458374023, 17.97603988647461, 17.275426864624023, 17.687458038330078, 17.032503128051758, 16.64708709716797, 16.45520782470703, 17.70989227294922, 16.214384078979492, 18.153669357299805, 18.268522262573242, 17.509300231933594, 17.677087783813477, 17.97624397277832, 17.866432189941406, 18.3508358001709, 18.832813262939453, 17.95513343811035, 18.752918243408203, 17.437610626220703, 18.131799697875977, 18.007354736328125, 17.320966720581055, 16.707490921020508, 16.962060928344727, 18.110797882080078, 16.257286071777344, 18.130611419677734, 16.36094856262207, 16.77151107788086, 18.34992027282715, 18.308837890625, 18.492353439331055, 17.955989837646484, 18.44228172302246, 17.918909072875977, 17.25494384765625, 17.51976776123047, 17.48422622680664, 17.382898330688477, 19.016613006591797, 17.014543533325195, 18.264808654785156, 18.760698318481445, 18.506595611572266, 16.288175582885742, 18.576969146728516, 17.54500961303711, 17.89337730407715, 18.45420265197754, 17.62154197692871, 16.954496383666992, 15.843317031860352, 15.822757720947266, 17.045297622680664, 17.55744171142578, 17.181758880615234, 17.17041015625, 16.436717987060547, 17.62076187133789, 16.243942260742188, 16.334672927856445, 16.922327041625977, 16.30135154724121, 17.766117095947266, 16.236082077026367, 18.006547927856445, 18.922584533691406, 19.099544525146484, 16.670080184936523, 18.270856857299805, 17.666873931884766, 16.30233383178711, 18.755172729492188, 18.669973373413086, 16.728723526000977, 17.940000534057617, 16.113069534301758, 17.97344970703125, 19.108905792236328, 17.46868896484375, 17.745418548583984, 18.27229881286621, 17.10413360595703, 18.37171173095703, 17.059356689453125, 16.78618049621582, 16.491918563842773, 16.44643783569336, 18.021642684936523, 16.373910903930664, 15.598421096801758, 17.449201583862305, 17.28650665283203, 17.364391326904297, 18.55864143371582, 18.396034240722656, 16.571455001831055, 17.48479652404785, 17.572673797607422, 17.56102180480957, 16.632373809814453, 16.966007232666016, 17.828500747680664, 17.78569984436035, 18.39670181274414, 17.890371322631836, 17.453533172607422, 16.68886375427246, 15.545378684997559, 16.879295349121094, 17.679256439208984, 18.936573028564453, 18.37279510498047, 17.368345260620117, 17.227922439575195, 16.16111946105957, 18.0048770904541, 18.05272674560547, 15.703322410583496, 16.283674240112305, 20.24401092529297, 17.52174949645996, 17.08708381652832, 17.71847152709961, 16.42632293701172, 17.861928939819336, 16.904338836669922, 17.34950065612793, 16.805870056152344, 15.649953842163086, 16.314970016479492, 18.852888107299805, 17.916818618774414, 16.926237106323242, 16.637231826782227, 18.82492446899414, 17.299989700317383, 19.05539321899414, 17.22220230102539, 16.72658920288086, 15.9159517288208, 15.969423294067383, 16.75480842590332, 18.557838439941406, 18.28546714782715, 17.060272216796875, 16.67538070678711, 18.454580307006836, 17.150964736938477, 17.227209091186523, 15.909358978271484, 18.520248413085938, 16.460575103759766, 18.16875457763672, 17.987606048583984, 18.101242065429688, 17.63800621032715, 17.94772720336914, 20.23536491394043, 17.31538200378418, 17.578500747680664, 17.295774459838867, 16.21493911743164, 17.40508460998535, 16.16109275817871, 16.774446487426758, 18.152284622192383, 19.028072357177734, 18.822856903076172, 16.77935791015625, 16.454612731933594, 17.47942352294922, 16.149593353271484, 15.828174591064453, 19.21080207824707, 17.798120498657227, 17.106752395629883, 18.2681941986084, 18.85688018798828, 16.458473205566406, 16.607135772705078, 17.780654907226562, 17.10602569580078, 16.003253936767578, 17.070798873901367, 16.823442459106445, 15.984509468078613, 17.180259704589844, 17.956377029418945, 16.73433494567871, 17.848155975341797, 15.956070899963379, 16.82765007019043, 18.825374603271484, 17.784360885620117, 16.796430587768555, 17.822036743164062, 17.410215377807617, 16.792173385620117, 16.222949981689453, 18.863971710205078, 16.504940032958984, 16.678770065307617, 17.06093978881836, 17.207691192626953, 16.82810401916504, 16.2134952545166, 18.106857299804688, 15.686029434204102, 17.241392135620117, 18.100379943847656, 18.69913673400879, 18.002817153930664, 16.87396812438965, 16.17964744567871, 18.88874053955078, 17.15256118774414, 17.559429168701172, 18.40279769897461, 15.84406852722168, 17.118946075439453, 17.270668029785156, 17.254161834716797, 17.401498794555664, 17.11491584777832, 17.73819923400879, 17.196670532226562, 17.495037078857422, 16.220619201660156, 18.117111206054688, 15.680912971496582, 17.970773696899414, 16.78592872619629, 17.450834274291992, 17.577144622802734, 18.31488609313965, 18.125627517700195, 19.001840591430664, 17.73128318786621, 17.682588577270508, 17.479419708251953, 17.957839965820312, 16.605710983276367, 16.97774887084961, 18.546085357666016, 17.119443893432617, 16.446557998657227, 17.0056095123291, 18.399282455444336, 17.280559539794922, 18.904151916503906, 17.413414001464844, 15.923133850097656, 18.664461135864258, 18.207101821899414, 18.9433650970459, 15.945602416992188, 16.64040184020996, 18.365421295166016, 15.695151329040527, 17.77707290649414, 18.84770965576172, 17.346078872680664, 16.471067428588867, 15.752098083496094, 16.820053100585938, 18.584386825561523, 16.378942489624023, 17.961776733398438, 16.021697998046875, 17.36180305480957, 18.619298934936523, 16.577239990234375, 16.443029403686523, 17.949567794799805, 17.757823944091797, 18.35504150390625, 15.592458724975586, 18.158052444458008, 17.967275619506836, 17.958520889282227, 17.72553062438965, 18.83185577392578, 18.122392654418945, 17.216405868530273, 17.241378784179688, 16.319957733154297, 17.308996200561523, 16.931690216064453, 16.081710815429688, 18.012554168701172, 17.834081649780273, 17.69215202331543, 18.92365074157715, 16.68397331237793, 18.230403900146484, 16.681196212768555, 17.68814468383789, 17.162612915039062, 17.696420669555664, 17.34119415283203, 16.53077507019043, 15.63204574584961, 18.864099502563477, 16.806657791137695, 18.124319076538086, 18.123472213745117, 17.334571838378906, 18.544509887695312, 17.588520050048828, 17.399288177490234, 16.78363609313965, 15.907877922058105, 16.830808639526367, 17.270631790161133, 18.525259017944336, 18.809730529785156, 18.40524673461914, 18.934642791748047, 16.29314422607422, 18.0604305267334, 17.120689392089844, 18.002286911010742, 16.759807586669922, 19.14270782470703, 18.026323318481445, 17.9777889251709, 20.26082992553711, 16.3410587310791, 15.5578031539917, 18.197111129760742, 17.504209518432617, 18.173309326171875, 18.59016227722168, 17.700136184692383, 18.71803092956543, 17.946657180786133, 18.977384567260742, 18.057907104492188, 18.396299362182617, 17.25174331665039, 17.550981521606445, 17.881725311279297, 18.150606155395508, 18.556737899780273, 18.155620574951172, 16.28305435180664, 16.663660049438477, 16.70016860961914, 18.37201690673828, 16.82755470275879, 18.427982330322266, 17.741506576538086, 18.76351547241211, 16.798412322998047, 18.361156463623047, 16.813377380371094, 17.2034854888916, 17.362062454223633, 17.617502212524414, 18.85151481628418, 18.45940399169922, 17.357181549072266, 17.314109802246094, 18.19657325744629, 17.90842628479004, 18.248247146606445, 20.102195739746094, 18.302724838256836, 17.305452346801758, 16.080373764038086, 16.482454299926758, 17.911113739013672, 17.890613555908203, 17.939071655273438, 15.860187530517578, 17.76375961303711, 17.641313552856445, 17.230098724365234, 17.336421966552734, 16.8370418548584, 20.209081649780273, 17.29688262939453, 16.502836227416992, 17.032318115234375, 17.197986602783203, 17.620973587036133, 15.896865844726562, 16.2625732421875, 16.607097625732422, 20.312055587768555, 17.499000549316406, 16.926809310913086, 17.662851333618164, 18.490697860717773, 17.586360931396484, 17.096647262573242, 18.68857192993164, 17.445575714111328, 16.043886184692383, 17.07427215576172, 18.58692169189453, 18.162599563598633, 17.17331314086914, 17.142520904541016, 16.593734741210938, 17.691518783569336, 18.734811782836914, 16.997600555419922, 16.427595138549805, 16.573974609375, 17.7956600189209, 18.392208099365234, 17.185876846313477, 17.774965286254883, 17.136600494384766, 19.09172821044922, 18.047449111938477, 16.24122428894043, 17.86623191833496, 18.54349136352539, 16.853775024414062, 17.166271209716797, 17.848800659179688, 16.778200149536133, 16.915544509887695, 18.05622100830078, 18.654470443725586, 16.58301544189453, 16.177701950073242, 18.00394058227539, 18.207172393798828, 16.527164459228516, 16.599695205688477, 18.692657470703125, 18.408885955810547, 17.79600715637207, 17.262371063232422, 18.256175994873047, 17.177461624145508, 17.833709716796875, 16.012432098388672, 17.48223304748535, 16.11066246032715, 17.19454002380371, 16.734264373779297, 17.70403480529785, 17.895343780517578, 16.628904342651367, 18.90321922302246, 17.24864387512207, 16.85368537902832, 16.752836227416992, 18.06110191345215, 18.16225242614746, 16.291425704956055, 16.659780502319336, 18.214107513427734, 17.11080551147461, 17.20633888244629, 17.267927169799805, 18.168119430541992, 18.15156364440918, 18.725378036499023, 17.095890045166016, 17.308971405029297, 19.045124053955078, 17.804370880126953, 17.297151565551758, 17.31369400024414, 17.497766494750977, 18.242259979248047, 15.926061630249023, 16.243858337402344, 16.42139434814453, 15.912225723266602, 17.466032028198242, 15.653886795043945, 18.239042282104492, 17.501420974731445, 17.430072784423828, 18.383058547973633, 17.415714263916016, 15.878519058227539, 16.63878631591797, 19.753915786743164, 15.785720825195312, 17.788530349731445, 16.81196403503418, 18.155237197875977, 17.087711334228516, 16.117691040039062, 17.412500381469727, 19.35017204284668, 19.109588623046875, 17.867128372192383, 17.11075782775879, 18.694368362426758, 18.40287971496582, 17.43602752685547, 17.73316192626953, 18.45961570739746, 17.683242797851562, 17.245309829711914, 18.94933319091797, 18.927486419677734, 17.443939208984375, 18.70390510559082, 15.839566230773926, 16.70201301574707, 17.689908981323242, 18.464900970458984, 16.57402992248535, 18.23651695251465, 17.647207260131836, 17.16688346862793, 16.71401596069336, 17.284950256347656, 16.376220703125, 18.807485580444336, 16.426729202270508, 16.38907814025879, 19.107900619506836, 17.023300170898438, 18.032865524291992, 17.814922332763672, 15.647746086120605, 18.654335021972656, 17.49705696105957, 17.60837745666504, 17.846975326538086, 17.366165161132812, 18.406944274902344, 16.235546112060547, 17.92447280883789, 17.41516876220703, 18.393800735473633, 16.38479232788086, 18.98695945739746, 17.42662811279297, 16.160066604614258, 16.30759620666504, 17.86174964904785, 17.23438835144043, 18.71916389465332, 17.931167602539062, 18.394794464111328, 17.214330673217773, 19.191125869750977, 15.987879753112793, 18.12880516052246, 15.628998756408691, 18.492034912109375, 17.22270965576172, 16.74573516845703, 17.675533294677734, 17.132814407348633, 17.39529800415039, 17.772260665893555, 17.31943702697754, 17.162708282470703, 15.701154708862305, 18.335031509399414, 17.580289840698242, 16.018901824951172, 18.08555030822754, 17.81732749938965, 17.820938110351562, 17.7604923248291, 15.686029434204102, 18.629316329956055, 18.732772827148438, 16.291141510009766, 17.717166900634766, 16.89946937561035, 16.225994110107422, 15.919249534606934, 18.13265609741211, 18.264087677001953, 17.92531394958496, 19.05954933166504, 18.061786651611328, 18.24504280090332, 15.718774795532227, 18.996871948242188, 16.79850196838379, 17.564247131347656, 18.949369430541992, 16.637760162353516, 17.088272094726562, 17.170772552490234, 17.209199905395508, 18.67457389831543, 17.65830421447754, 19.062898635864258, 17.72853660583496, 18.628826141357422, 15.778985023498535, 16.333932876586914, 17.28069305419922, 18.19121551513672, 18.732189178466797, 17.771146774291992, 17.07252311706543, 16.40459632873535, 17.947826385498047, 18.601211547851562, 17.07465934753418, 17.499637603759766, 17.22686004638672, 16.620342254638672, 17.128950119018555, 17.265283584594727, 18.385723114013672, 15.644436836242676, 16.228500366210938, 17.505388259887695, 16.19093132019043, 17.41338348388672, 16.744434356689453, 17.039798736572266, 16.260597229003906, 17.80321502685547, 17.416278839111328, 17.582521438598633, 18.307369232177734, 18.442171096801758, 18.113250732421875, 18.823060989379883, 17.93935775756836, 17.562320709228516, 18.789304733276367, 15.853391647338867, 16.886043548583984, 18.947940826416016, 15.840316772460938, 16.076112747192383, 18.640281677246094, 18.2270565032959, 17.330480575561523, 17.278186798095703, 17.127161026000977, 16.63884925842285, 16.84442901611328, 18.26156234741211, 16.9012451171875, 17.494726181030273, 16.977262496948242, 17.052675247192383, 17.914539337158203, 17.95319938659668, 16.46611213684082, 18.090484619140625, 18.300058364868164, 18.205463409423828, 18.575637817382812, 15.625153541564941, 17.675168991088867, 18.108304977416992, 19.066564559936523, 17.590059280395508, 17.2780818939209, 17.232927322387695, 15.980429649353027, 18.713573455810547, 18.088350296020508, 18.126617431640625, 18.25128173828125, 18.695528030395508, 17.0844669342041, 17.168415069580078, 16.648998260498047, 15.936272621154785, 19.033870697021484, 17.774192810058594, 17.34255027770996, 17.942798614501953, 18.25108528137207, 18.769210815429688, 17.690582275390625, 17.543668746948242, 16.11593246459961, 16.036712646484375, 17.516958236694336, 17.49738311767578, 18.35504150390625, 17.488134384155273, 17.075420379638672, 17.872615814208984, 17.447683334350586, 18.11783790588379, 17.33157730102539, 17.099925994873047, 17.086875915527344, 16.1038875579834, 18.918577194213867, 16.976829528808594, 17.56923484802246, 18.75877571105957, 16.532119750976562, 18.950441360473633, 16.40137481689453, 18.151681900024414, 16.627347946166992, 16.91952133178711, 18.479639053344727, 18.655376434326172, 17.407514572143555, 16.3154239654541, 18.492576599121094, 16.10547637939453, 16.528621673583984, 18.35228729248047, 17.63713264465332, 17.044540405273438, 16.6818790435791, 18.677379608154297, 15.734716415405273, 17.9797306060791, 16.844816207885742, 16.390850067138672, 17.854475021362305, 17.663490295410156, 17.976364135742188, 18.487165451049805, 15.95793342590332, 18.609411239624023, 16.714962005615234, 18.18578338623047, 17.156543731689453, 19.066917419433594, 16.207857131958008, 17.784709930419922, 15.573740005493164, 16.111106872558594, 17.205759048461914, 17.07357406616211, 17.291128158569336, 16.484304428100586, 18.503393173217773, 16.639562606811523, 16.766862869262695, 16.720258712768555, 18.472291946411133, 17.84454917907715, 16.587059020996094, 18.94197654724121, 16.339282989501953, 19.109188079833984, 18.8692684173584, 19.053457260131836, 16.90845489501953, 18.11285972595215, 18.55030632019043, 18.31922149658203, 17.477293014526367, 15.753874778747559, 17.589555740356445, 18.681766510009766, 17.180322647094727, 16.07142448425293, 18.5693416595459, 17.271678924560547, 16.66842269897461, 17.799911499023438, 17.505151748657227, 17.894521713256836, 19.088212966918945, 16.039499282836914, 16.786649703979492, 18.161521911621094, 16.095657348632812, 17.528852462768555, 17.984148025512695, 17.926292419433594, 16.289546966552734, 15.595781326293945, 16.432477951049805, 17.08185386657715, 18.41048240661621, 16.926233291625977, 16.04552459716797, 17.839609146118164, 17.68736457824707, 17.05169677734375, 17.66634178161621, 18.269121170043945, 16.15098762512207, 18.358989715576172, 17.194089889526367, 16.11164093017578, 15.993578910827637, 16.607431411743164, 15.998141288757324, 17.080535888671875, 17.613229751586914, 17.942537307739258, 17.7788143157959, 18.51569366455078, 18.831130981445312, 16.534404754638672, 18.752403259277344, 18.048828125, 20.2460994720459, 18.241594314575195, 17.504724502563477, 17.639202117919922, 15.880817413330078, 18.905698776245117, 17.45182228088379, 17.944337844848633, 18.260751724243164, 18.19353485107422, 17.168315887451172, 16.557722091674805, 17.058591842651367, 16.545936584472656, 18.561630249023438, 17.710784912109375, 17.878498077392578, 16.9763240814209, 17.27232551574707, 16.882587432861328, 18.801746368408203, 17.667604446411133, 17.462772369384766, 18.614479064941406, 16.85080337524414, 16.839414596557617, 16.73813819885254, 17.21504783630371, 16.054529190063477, 18.588998794555664, 18.78815460205078, 16.995481491088867, 17.40736198425293, 17.69122314453125, 17.516071319580078, 18.358516693115234, 17.992076873779297, 16.47782325744629, 18.219852447509766, 19.09006690979004, 16.682661056518555, 18.206018447875977, 16.5090389251709, 16.77186393737793, 17.8931827545166, 16.487548828125, 18.199203491210938, 18.757205963134766, 16.700735092163086, 17.47295570373535, 17.951250076293945, 17.387990951538086, 16.357099533081055, 20.24725914001465, 17.08819007873535, 18.680044174194336, 18.770973205566406, 17.966510772705078, 19.154464721679688, 17.76816749572754, 16.680932998657227, 17.283052444458008, 15.644075393676758, 17.649185180664062, 16.50362205505371, 18.222923278808594, 17.995834350585938, 16.205265045166016, 17.808320999145508, 16.979585647583008, 18.25138282775879, 16.89783477783203, 17.311172485351562, 15.7514009475708, 17.837295532226562, 17.84071922302246, 17.24156379699707, 16.08855438232422, 16.107959747314453, 17.754756927490234, 15.85934066772461, 17.585830688476562, 16.43651008605957, 18.721820831298828, 18.52945327758789, 15.945804595947266, 16.84881019592285, 18.837966918945312, 17.40868377685547, 18.788639068603516, 16.476505279541016, 17.9538631439209, 16.834552764892578, 18.53011131286621, 19.187829971313477, 18.149173736572266, 18.433259963989258, 16.445959091186523, 18.40498924255371, 17.17154884338379, 16.503332138061523, 18.69792366027832, 18.177997589111328, 16.94936180114746, 17.74786376953125, 16.560184478759766, 18.687652587890625, 17.93453025817871, 18.56822395324707, 17.082674026489258, 17.7075252532959, 16.797048568725586, 20.344955444335938, 17.261077880859375, 17.06448745727539, 18.344345092773438, 17.642532348632812, 18.240596771240234, 18.520557403564453, 16.8742733001709, 17.373695373535156, 16.751081466674805, 18.606420516967773, 18.14869499206543, 16.482633590698242, 18.897062301635742, 16.42658042907715, 16.574071884155273, 16.062942504882812, 15.637969017028809, 16.180875778198242, 18.189722061157227, 18.845611572265625, 18.714296340942383, 16.663528442382812, 15.936576843261719, 18.219436645507812, 18.52825164794922, 16.48569107055664, 18.22814178466797, 17.071107864379883, 16.923437118530273, 17.56985855102539, 16.99785614013672, 18.580080032348633, 18.14980125427246, 16.61282730102539, 17.563770294189453, 16.065185546875, 16.064788818359375, 17.271074295043945, 18.857816696166992, 18.788101196289062, 15.490062713623047, 18.636056900024414, 18.707897186279297, 16.454574584960938, 16.691822052001953, 16.53304100036621, 18.724721908569336, 16.199905395507812, 17.167875289916992, 16.026201248168945, 18.06193733215332, 17.211397171020508, 16.32514190673828, 17.537437438964844, 18.21728515625, 16.1038761138916, 16.356300354003906, 18.095945358276367, 17.390857696533203, 18.777175903320312, 18.757131576538086, 16.840654373168945, 18.426048278808594, 17.035202026367188, 18.5240421295166, 17.318103790283203, 17.876203536987305, 18.021772384643555, 17.65535545349121, 18.004323959350586, 16.80116844177246, 18.020063400268555, 16.261255264282227, 16.455842971801758, 18.630056381225586, 17.005680084228516, 18.036853790283203, 18.370189666748047, 16.86033821105957, 17.821195602416992, 18.15862274169922, 15.812433242797852, 16.48046875, 16.082901000976562, 18.106956481933594, 19.176010131835938, 17.72821617126465, 17.75120735168457, 17.504201889038086, 18.9466552734375, 15.988442420959473, 16.931852340698242, 16.661378860473633, 18.753223419189453, 19.082286834716797, 17.421463012695312, 17.158823013305664, 18.71784782409668, 17.13300323486328, 19.273075103759766, 18.003171920776367, 17.874975204467773, 17.979061126708984, 17.65138053894043, 17.739545822143555, 18.691423416137695, 18.090885162353516, 16.41731834411621, 18.263408660888672, 17.392959594726562, 16.790040969848633, 18.338808059692383, 16.720848083496094, 18.297361373901367, 17.098289489746094, 16.124465942382812, 17.875530242919922, 17.20171356201172, 18.23636245727539, 16.376331329345703, 17.360076904296875, 18.669363021850586, 17.295034408569336, 18.316572189331055, 19.24532127380371, 18.33047866821289, 18.476533889770508, 18.495927810668945, 16.726322174072266, 17.11092758178711, 17.9464168548584, 16.355140686035156, 19.015886306762695, 16.029678344726562, 17.878841400146484, 17.474428176879883, 19.01247215270996, 18.2871150970459, 20.158790588378906, 16.016748428344727, 18.80649185180664, 18.735387802124023, 18.375919342041016, 17.630613327026367, 17.597043991088867, 17.870149612426758, 16.824298858642578, 16.744125366210938, 16.998991012573242, 18.246379852294922, 17.795869827270508, 18.2929744720459, 16.39472007751465, 16.420433044433594, 16.129661560058594, 16.972148895263672, 16.81195068359375, 17.332223892211914, 17.114055633544922, 16.73961639404297, 18.11219024658203, 16.710336685180664, 17.450159072875977, 18.704050064086914, 18.406421661376953, 17.689729690551758, 17.43724250793457, 18.773571014404297, 18.587608337402344, 16.094558715820312, 17.680269241333008, 16.98648452758789, 18.271461486816406, 17.68077278137207, 18.651945114135742, 18.725324630737305, 17.938966751098633, 18.912216186523438, 18.240880966186523, 18.818050384521484, 16.256546020507812, 18.39098358154297, 18.418529510498047, 18.056842803955078, 16.140825271606445, 18.013044357299805, 17.912416458129883, 15.593550682067871, 15.908381462097168, 16.69331932067871, 17.462234497070312, 17.979280471801758, 17.07085418701172, 15.615787506103516, 18.111494064331055, 16.135940551757812, 17.274669647216797, 16.18263053894043, 16.684988021850586, 18.412464141845703, 16.420793533325195, 18.08652114868164, 18.421384811401367, 17.25709342956543, 17.496198654174805, 17.323516845703125, 18.269363403320312, 15.901071548461914, 15.878325462341309, 16.34371566772461, 16.674306869506836, 16.266969680786133, 17.54815101623535, 18.417430877685547, 17.948572158813477, 17.360109329223633, 15.915508270263672, 17.765823364257812, 16.894641876220703, 16.62540626525879, 16.400943756103516, 17.768056869506836, 18.899497985839844, 15.91781997680664, 17.61452293395996, 18.00969886779785, 15.84715461730957, 17.209375381469727, 18.851409912109375, 18.921720504760742, 18.232669830322266, 18.9129581451416, 18.21090316772461, 17.8475341796875, 18.380857467651367, 16.761245727539062, 17.567710876464844, 16.429967880249023, 16.80762481689453, 17.71378517150879, 17.473567962646484, 17.328659057617188, 17.526456832885742, 18.384050369262695, 18.402196884155273, 17.973018646240234, 16.71671485900879, 15.899962425231934, 17.91893196105957, 18.604625701904297, 18.428442001342773, 16.556182861328125, 18.58243751525879, 16.819660186767578, 18.472793579101562, 16.20232582092285, 17.58513832092285, 18.183263778686523, 17.499204635620117, 17.191144943237305, 17.282705307006836, 19.210704803466797, 19.995037078857422, 17.882081985473633, 18.364063262939453, 16.983142852783203, 17.139497756958008, 15.575095176696777, 17.02658462524414, 15.997970581054688, 19.283601760864258, 17.226680755615234, 16.112958908081055, 16.82246971130371, 15.661043167114258, 16.934303283691406, 18.242116928100586, 15.974163055419922, 18.111360549926758, 18.504741668701172, 17.749813079833984, 19.052101135253906, 17.975479125976562, 17.594327926635742, 17.878986358642578, 17.637969970703125, 18.757156372070312, 17.987930297851562, 17.75258445739746, 17.843505859375, 16.516263961791992, 16.5335636138916, 18.863418579101562, 17.130754470825195, 18.11589241027832, 17.793128967285156, 18.200443267822266, 17.594823837280273, 18.241188049316406, 18.43727684020996, 17.287574768066406, 16.92999839782715, 16.53687858581543, 16.426963806152344, 17.660228729248047, 17.166950225830078, 17.65498161315918, 15.616303443908691, 20.1384334564209, 18.574153900146484, 17.055171966552734, 17.187959671020508, 17.964725494384766, 16.04787826538086, 16.942655563354492, 15.97560977935791, 17.654462814331055, 17.49386215209961, 16.3800048828125, 18.306182861328125, 15.74203872680664, 17.821746826171875, 17.83863639831543, 18.365575790405273, 17.69338607788086, 17.11156463623047, 15.996071815490723, 17.5522403717041, 17.750354766845703, 17.83216667175293, 16.466358184814453, 17.137540817260742, 17.938291549682617, 17.67207145690918, 17.195728302001953, 15.779305458068848, 18.8029727935791, 17.62760353088379, 17.729604721069336, 18.756973266601562, 17.36216926574707, 17.251680374145508, 16.13951301574707, 18.933311462402344, 17.773469924926758, 18.093189239501953, 16.527950286865234, 16.594207763671875, 18.52256965637207, 15.504057884216309, 16.592262268066406, 18.46944236755371, 15.951993942260742, 16.281856536865234, 17.539642333984375, 18.890066146850586, 15.87851333618164, 18.027650833129883, 17.562124252319336, 18.39663314819336, 17.092615127563477, 18.546241760253906, 17.40730094909668, 17.75410270690918, 17.241601943969727, 18.270200729370117, 16.7710018157959, 15.489339828491211, 18.481645584106445, 16.02341651916504, 18.756168365478516, 17.33197784423828, 17.09294319152832, 17.022380828857422, 15.547601699829102, 15.68349552154541, 17.824684143066406, 17.94374656677246, 16.37506866455078, 15.6285400390625, 16.7574405670166, 17.758543014526367, 16.456544876098633, 17.645967483520508, 17.926944732666016, 16.629098892211914, 16.772409439086914, 16.931373596191406, 17.363632202148438, 16.637277603149414, 15.89018440246582, 18.937280654907227, 17.581308364868164, 18.953081130981445, 19.087867736816406, 17.06928253173828, 17.203174591064453, 15.910876274108887, 18.082468032836914, 15.694231033325195, 17.542150497436523, 16.850061416625977, 18.748476028442383, 17.184772491455078, 18.239166259765625, 17.43954086303711, 17.664939880371094, 17.73661231994629, 18.42307472229004, 17.678619384765625, 17.392793655395508, 17.785181045532227, 18.214372634887695, 18.302152633666992, 16.757993698120117, 18.277263641357422, 18.057710647583008, 16.942808151245117, 17.658416748046875, 17.105239868164062, 17.06315803527832, 17.192651748657227, 17.503799438476562, 16.865909576416016, 17.446523666381836, 15.989416122436523, 16.388778686523438, 16.570171356201172, 17.953487396240234, 18.79418182373047, 17.260099411010742, 17.650739669799805, 16.52716064453125, 16.884737014770508, 18.493783950805664, 18.040605545043945, 18.204042434692383, 18.482437133789062, 17.938283920288086, 17.468364715576172, 17.021045684814453, 18.218944549560547, 16.10588264465332, 18.373693466186523, 16.363204956054688, 16.645177841186523, 18.087200164794922, 18.165557861328125, 17.79405403137207, 17.90713882446289, 16.998027801513672, 17.72597885131836, 17.796512603759766, 18.43756675720215, 18.352067947387695, 15.933366775512695, 17.150026321411133, 16.21974754333496, 16.523290634155273, 17.126243591308594, 18.49273109436035, 15.598650932312012, 15.662095069885254, 16.604307174682617, 17.750200271606445, 18.42495346069336, 17.530839920043945, 15.849167823791504, 17.862234115600586, 17.253753662109375, 17.779125213623047, 16.149343490600586, 18.245023727416992, 17.99546241760254, 16.45991325378418, 18.066207885742188, 16.504716873168945, 15.636899948120117, 16.731752395629883, 18.8502254486084, 17.011302947998047, 17.335750579833984, 17.156917572021484, 18.41439437866211, 17.6926326751709, 17.973325729370117, 18.089441299438477, 17.134050369262695, 16.272254943847656, 17.667728424072266, 16.995807647705078, 16.658248901367188, 16.552284240722656, 18.437267303466797, 17.4337158203125, 17.749155044555664, 16.15026092529297, 18.913841247558594, 17.232900619506836, 16.995346069335938, 17.751976013183594, 17.6723690032959, 15.785743713378906, 19.349760055541992, 16.530298233032227, 17.165637969970703, 16.313499450683594, 18.138418197631836, 19.068410873413086, 17.014019012451172, 16.38157081604004, 18.008609771728516, 17.321353912353516, 18.74965476989746, 17.576175689697266, 17.952770233154297, 17.833755493164062, 16.47447967529297, 15.870454788208008, 18.33911895751953, 16.901763916015625, 18.74898338317871, 17.57552146911621, 17.709808349609375, 18.469575881958008, 16.664798736572266, 18.464216232299805, 18.636598587036133, 16.719799041748047, 15.8989896774292, 18.423797607421875, 17.678455352783203, 16.566457748413086, 16.604990005493164, 17.368545532226562, 17.95047378540039, 16.523191452026367, 17.0593318939209, 17.46040153503418, 16.35224723815918, 18.48858642578125, 16.857439041137695, 16.206586837768555, 16.67156219482422, 17.705698013305664, 16.724361419677734, 18.27998924255371, 17.62510871887207, 16.929676055908203, 16.29561424255371, 18.502256393432617, 17.317935943603516, 18.085031509399414, 18.144485473632812, 19.124969482421875, 17.429367065429688, 17.83031463623047, 16.04156494140625, 17.79523277282715, 16.395061492919922, 17.060321807861328, 18.317676544189453, 17.86221694946289, 18.390674591064453, 16.484264373779297, 16.59239959716797, 16.710180282592773, 16.423980712890625, 15.980708122253418, 17.172443389892578, 18.839595794677734, 18.199806213378906, 18.87481117248535, 16.523834228515625, 16.685850143432617, 18.24102210998535, 17.047239303588867, 19.110218048095703, 18.28846549987793, 17.52190399169922, 17.397390365600586, 17.88741683959961, 17.578176498413086, 17.210792541503906, 16.4332275390625, 17.279903411865234, 17.103515625, 16.730573654174805, 16.34792137145996, 16.50727081298828, 17.322311401367188, 17.028684616088867, 17.004640579223633, 19.016550064086914, 16.823928833007812, 16.513046264648438, 18.769594192504883, 17.911590576171875, 17.835723876953125, 17.766494750976562, 17.048221588134766, 16.52314567565918, 18.99866485595703, 18.006458282470703, 15.660812377929688, 19.142446517944336, 15.795821189880371, 18.355249404907227, 16.550251007080078, 16.956228256225586, 17.74419403076172, 17.477569580078125, 16.829448699951172, 17.147964477539062, 16.14876937866211, 15.98632526397705, 15.78394889831543, 17.206872940063477, 17.96161460876465, 16.21993637084961, 18.45473861694336, 17.87522315979004, 17.619524002075195, 15.618376731872559, 16.080636978149414, 18.22348976135254, 16.34031867980957, 17.21585464477539, 17.3110294342041, 18.801977157592773, 17.883127212524414, 17.09333038330078, 17.59981918334961, 18.7675724029541, 18.893762588500977, 15.871476173400879, 18.122392654418945, 17.606536865234375, 17.632558822631836, 16.578126907348633, 17.69774627685547, 17.908090591430664, 17.48149299621582, 17.86286163330078, 16.602075576782227, 17.212486267089844, 17.851760864257812, 16.556196212768555, 16.967485427856445, 16.372283935546875, 17.760568618774414, 15.640941619873047, 17.688596725463867, 15.91970157623291, 18.020002365112305, 17.948556900024414, 18.348501205444336, 16.909473419189453, 20.090150833129883, 15.758686065673828, 17.89143943786621, 16.629093170166016, 17.852828979492188, 18.194841384887695, 17.126869201660156, 16.918066024780273, 15.9088773727417, 17.09267234802246, 18.688180923461914, 17.039880752563477, 17.733671188354492, 17.239347457885742, 18.472848892211914, 16.933523178100586, 17.606292724609375, 17.817489624023438, 19.061790466308594, 17.737934112548828, 16.721454620361328, 16.818218231201172, 18.40997314453125, 19.106494903564453, 18.550167083740234, 17.2428035736084, 16.785682678222656, 18.325103759765625, 17.58454704284668, 16.18989372253418, 17.749847412109375, 17.2596435546875, 17.971349716186523, 17.550424575805664, 16.866376876831055, 17.02017593383789, 18.88059425354004, 18.554424285888672, 16.098552703857422, 19.136375427246094, 16.054248809814453, 18.634624481201172, 17.466583251953125, 16.911785125732422, 17.4649658203125, 17.984020233154297, 17.356155395507812, 17.61473846435547, 17.690168380737305, 16.816436767578125, 16.989383697509766, 17.39089584350586, 16.143022537231445, 18.125898361206055, 17.782968521118164, 18.785232543945312, 16.829612731933594, 17.779909133911133, 17.338153839111328, 18.892541885375977, 17.66815757751465, 17.80069351196289, 18.641252517700195, 19.067270278930664, 16.25826072692871, 17.530445098876953, 17.762025833129883, 19.959484100341797, 19.137590408325195, 17.724950790405273, 17.220216751098633, 17.720596313476562, 17.751399993896484, 17.001317977905273, 18.209407806396484, 18.079347610473633, 19.03540802001953, 17.54863929748535, 17.278627395629883, 16.91274642944336, 16.725339889526367, 16.531658172607422, 17.763336181640625, 17.5311336517334, 18.253936767578125, 17.380573272705078, 15.672703742980957, 18.59766960144043, 17.41817855834961, 17.687435150146484, 16.613454818725586, 16.97922134399414, 17.470674514770508, 18.95611572265625, 17.975521087646484, 18.32514762878418, 18.696638107299805, 18.340484619140625, 15.86159896850586, 17.808992385864258, 16.063764572143555, 17.836740493774414, 17.795042037963867, 17.903051376342773, 17.42982292175293, 17.811111450195312, 18.092811584472656, 18.584253311157227, 18.633440017700195, 16.51385498046875, 16.776185989379883, 18.207538604736328, 19.06349754333496, 16.283939361572266, 16.888734817504883, 17.457740783691406, 17.963424682617188, 17.02139663696289, 17.84636878967285, 18.64038848876953, 16.468965530395508, 17.356365203857422, 17.560361862182617, 18.544921875, 17.29722785949707, 18.94704246520996, 17.043886184692383, 16.151718139648438, 16.678667068481445, 17.31192398071289, 18.56586456298828, 17.655475616455078, 17.257137298583984, 17.718181610107422, 16.10094451904297, 17.253713607788086, 16.77107810974121, 18.177202224731445, 18.872507095336914, 18.32792091369629, 16.461225509643555, 16.83199119567871, 18.416845321655273, 16.729825973510742, 18.279678344726562, 16.500770568847656, 15.887503623962402, 20.000961303710938, 17.88928985595703, 17.775510787963867, 16.012496948242188, 18.024198532104492, 16.123741149902344, 15.651702880859375, 16.572431564331055, 17.704681396484375, 16.839059829711914, 16.000972747802734, 17.695140838623047, 17.44367218017578, 18.405141830444336, 17.705036163330078, 17.73060417175293, 18.273632049560547, 16.39459991455078, 18.90092658996582, 17.972814559936523, 17.710466384887695, 16.53656578063965, 16.06857681274414, 16.511241912841797, 18.08823013305664, 17.986541748046875, 16.90182113647461, 17.630821228027344, 16.226978302001953, 17.980525970458984, 17.16663932800293, 15.762045860290527, 18.910472869873047, 16.162757873535156, 18.117891311645508, 16.86063575744629, 18.254133224487305, 16.867212295532227, 18.0113525390625, 18.18768310546875, 18.052274703979492, 15.611174583435059, 17.33092498779297, 18.968795776367188, 16.772260665893555, 15.73429012298584, 17.322795867919922, 16.63054084777832, 18.48225212097168, 16.271284103393555, 16.268848419189453, 16.6047420501709, 16.421377182006836, 16.707727432250977, 17.196914672851562, 17.537961959838867, 16.45256233215332, 18.138612747192383, 18.670700073242188, 18.027217864990234, 18.617944717407227, 17.513437271118164, 18.378793716430664, 18.330747604370117, 18.255107879638672, 18.145265579223633, 18.858863830566406, 16.140806198120117, 17.458288192749023, 18.03086280822754, 17.55357551574707, 17.637603759765625, 17.407075881958008, 17.742408752441406, 17.455642700195312, 16.898906707763672, 17.054298400878906, 17.556087493896484, 18.796335220336914, 18.816869735717773, 17.0790958404541, 18.134078979492188, 18.805315017700195, 17.698774337768555, 17.78691864013672, 15.944465637207031, 16.61663055419922, 18.634214401245117, 19.170669555664062, 17.258054733276367, 17.716705322265625, 17.775487899780273, 16.902587890625, 17.495723724365234, 18.4067325592041, 18.856266021728516, 16.04666519165039, 17.49848175048828, 17.149272918701172, 17.376707077026367, 18.391971588134766, 16.113950729370117, 16.573930740356445, 18.768877029418945, 18.66946792602539, 15.859986305236816, 19.00105857849121, 18.811098098754883, 17.63167953491211, 16.01026725769043, 16.592599868774414, 17.645557403564453, 18.8045654296875, 17.12445068359375, 18.7716007232666, 18.798259735107422, 17.053691864013672, 16.993099212646484, 17.349685668945312, 17.22031593322754, 16.72374153137207, 18.876983642578125, 16.947494506835938, 18.25052261352539, 17.814754486083984, 18.224302291870117, 17.54897117614746, 16.459455490112305, 16.137561798095703, 18.499727249145508, 17.537126541137695, 18.149320602416992, 18.540353775024414, 18.686384201049805, 16.249156951904297, 17.06184196472168, 18.237844467163086, 17.153087615966797, 18.0321044921875, 19.101726531982422, 17.118301391601562, 15.980707168579102, 18.615102767944336, 18.659526824951172, 16.088363647460938, 16.067859649658203, 16.264293670654297, 18.02024269104004, 16.316715240478516, 18.573402404785156, 16.188535690307617, 18.536239624023438, 17.769010543823242, 18.899152755737305, 17.345623016357422, 17.809139251708984, 17.818485260009766, 17.369726181030273, 17.02423667907715, 17.762928009033203, 17.731632232666016, 17.65428924560547, 17.59727668762207, 15.958029747009277, 17.10950469970703, 17.08357810974121, 17.80408477783203, 18.09787368774414, 17.527524948120117, 15.57363224029541, 18.816858291625977, 15.934123039245605, 17.731176376342773, 16.934181213378906, 18.06447410583496, 16.531444549560547, 17.770950317382812, 18.40056610107422, 16.303543090820312, 17.982511520385742, 18.860342025756836, 17.298812866210938, 16.95193862915039, 18.37881851196289, 18.3513126373291, 17.685100555419922, 18.686717987060547, 18.182144165039062, 18.36713218688965, 17.039535522460938, 18.368167877197266, 17.519878387451172, 16.690780639648438, 18.686464309692383, 18.39557647705078, 17.711139678955078, 18.915746688842773, 17.509347915649414, 18.151752471923828, 16.653310775756836, 16.44510841369629, 16.86338996887207, 16.402353286743164, 18.88663101196289, 17.108570098876953, 18.049318313598633, 16.956586837768555, 19.18798828125, 18.717330932617188, 18.821611404418945, 20.22662925720215, 18.39912986755371, 16.425031661987305, 18.342416763305664, 17.577533721923828, 18.873607635498047, 15.533211708068848, 17.61715316772461, 18.03630828857422, 18.088346481323242, 18.193614959716797, 16.74652862548828, 16.48918342590332, 17.90699005126953, 18.521255493164062, 16.114194869995117, 15.896775245666504, 18.19094467163086, 16.595478057861328, 17.354461669921875, 18.167434692382812, 17.36786460876465, 18.4443359375, 18.473377227783203, 17.013153076171875, 17.539609909057617, 18.00235366821289, 16.080665588378906, 16.82282066345215, 19.157209396362305, 17.299755096435547, 17.568504333496094, 16.160018920898438, 16.59580421447754, 17.472728729248047, 17.918447494506836, 18.20083999633789, 18.74578094482422, 17.623653411865234, 16.55348014831543, 17.4877986907959, 18.184368133544922, 17.031518936157227, 17.433015823364258, 16.273666381835938, 17.00634002685547, 18.54866600036621, 16.594226837158203, 17.77912139892578, 18.114591598510742, 18.769760131835938, 18.31189727783203, 15.96264934539795, 18.73537254333496, 18.755216598510742, 16.197168350219727, 17.769102096557617, 18.595067977905273, 17.918115615844727, 17.085391998291016, 16.56792449951172, 17.774593353271484, 17.06037712097168, 16.790706634521484, 20.03748893737793, 15.724215507507324, 18.800630569458008, 18.460411071777344, 18.22661590576172, 18.25371742248535, 17.70770263671875, 17.54970359802246, 18.7716007232666, 17.746444702148438, 16.946592330932617, 17.0916690826416, 16.229324340820312, 17.774110794067383, 15.67103385925293, 18.721145629882812, 17.238285064697266, 17.952831268310547, 17.951061248779297, 16.224740982055664, 18.524484634399414, 15.851983070373535, 18.416465759277344, 16.895065307617188, 17.77570152282715, 17.233671188354492, 18.83637237548828, 16.623952865600586, 16.842546463012695, 17.367467880249023, 16.97466278076172, 17.41756820678711, 16.822481155395508, 17.84492301940918, 18.538101196289062, 17.316570281982422, 16.734359741210938, 17.26423454284668, 17.39598274230957, 20.06753158569336, 17.219005584716797, 18.30209732055664, 18.71123504638672, 16.851808547973633, 17.994731903076172, 17.30671501159668, 18.305789947509766, 16.122039794921875, 16.58930206298828, 18.92725944519043, 18.466596603393555, 18.35109519958496, 16.288576126098633, 16.390140533447266, 19.1313419342041, 16.29404640197754, 17.741724014282227, 16.402481079101562, 18.35137367248535, 17.50927734375, 16.505836486816406, 16.032928466796875, 16.229902267456055, 17.958332061767578, 18.761512756347656, 18.500642776489258, 17.518827438354492, 17.972387313842773, 16.28220558166504, 17.434545516967773, 18.05715560913086, 17.553598403930664, 17.55510711669922, 16.897994995117188, 17.534034729003906, 16.569108963012695, 17.758651733398438, 16.957536697387695, 17.541736602783203, 17.472326278686523, 16.207019805908203, 18.43231201171875, 17.916608810424805, 16.504823684692383, 17.639265060424805, 17.473432540893555, 18.94540786743164, 18.531936645507812, 17.201765060424805, 15.87313175201416, 17.06104850769043, 15.87002944946289, 15.771728515625, 18.16960334777832, 17.154497146606445, 19.005611419677734, 16.68880271911621, 15.756109237670898, 18.113656997680664, 15.671835899353027, 18.531789779663086, 15.914628982543945, 17.6794490814209, 17.66254997253418, 18.127721786499023, 18.612545013427734, 19.002676010131836, 16.505765914916992, 16.64950942993164, 18.49361228942871, 18.058473587036133, 18.796916961669922, 19.319120407104492, 18.862234115600586, 15.74451732635498, 17.63924217224121, 16.052715301513672, 18.82639503479004, 18.107791900634766, 17.825611114501953, 18.143199920654297, 18.80634880065918, 18.2484073638916, 18.36663246154785, 17.559600830078125, 16.68419075012207, 18.616207122802734, 17.6268253326416, 17.600234985351562, 15.643515586853027, 16.92778205871582, 17.787630081176758, 18.919269561767578, 18.159992218017578, 18.142833709716797, 17.515241622924805, 18.1440486907959, 17.18074607849121, 17.9394474029541, 17.841320037841797, 17.145339965820312, 17.95766258239746, 17.848098754882812, 18.129966735839844, 16.07724952697754, 16.457408905029297, 16.51653480529785, 16.429065704345703, 17.81879425048828, 18.775293350219727, 18.715898513793945, 17.25214195251465, 17.840274810791016, 17.509763717651367, 17.24599838256836, 16.619731903076172, 17.03513526916504, 18.344852447509766, 17.58794403076172, 18.340713500976562, 18.32087516784668, 18.139116287231445, 17.98262596130371, 17.281797409057617, 17.917837142944336, 16.883420944213867, 16.42108154296875, 16.555959701538086, 18.74480438232422, 18.940946578979492, 17.428308486938477, 17.240772247314453, 17.18943977355957, 16.654287338256836, 17.49834442138672, 17.983484268188477, 16.44917106628418, 17.535369873046875, 17.707002639770508, 17.42442512512207, 17.980459213256836, 17.17803955078125, 16.272146224975586, 17.825847625732422, 17.84485626220703, 17.09865951538086, 15.798276901245117, 17.676319122314453, 17.337787628173828, 16.645442962646484, 16.493955612182617, 16.776660919189453, 17.367433547973633, 17.97742462158203, 18.24017333984375, 17.951353073120117, 18.215343475341797, 17.590885162353516, 17.877546310424805, 17.936071395874023, 16.736717224121094, 16.036718368530273, 18.34392738342285, 18.23579978942871, 16.47863006591797, 16.663814544677734, 18.630661010742188, 16.07307243347168, 18.22075080871582, 18.028217315673828, 17.45882225036621, 18.701942443847656, 17.70771026611328, 17.11039924621582, 18.210952758789062, 18.745214462280273, 18.07958221435547, 16.537349700927734, 18.605756759643555, 18.834003448486328, 18.011333465576172, 15.58538818359375, 17.348556518554688, 18.377595901489258, 15.993477821350098, 16.96208381652832, 18.192249298095703, 17.538265228271484, 18.961687088012695, 17.127147674560547, 20.154375076293945, 15.647895812988281, 18.577835083007812, 17.877439498901367, 17.50157356262207, 18.980688095092773, 17.110595703125, 17.106754302978516, 16.955570220947266, 18.63323402404785, 17.916030883789062, 17.477432250976562, 17.912307739257812, 18.011066436767578, 20.223608016967773, 17.923864364624023, 17.529251098632812, 17.803178787231445, 18.759658813476562, 17.445497512817383, 16.766460418701172, 18.20633316040039, 18.01002311706543, 17.972143173217773, 18.67051887512207, 15.531232833862305, 17.188072204589844, 18.515962600708008, 17.464344024658203, 17.901330947875977, 18.952381134033203, 17.190786361694336, 15.6200590133667, 18.095016479492188, 18.52645492553711, 16.67378044128418, 18.5467472076416, 17.570175170898438, 18.246414184570312, 18.453210830688477, 17.275875091552734, 15.86943244934082, 17.505155563354492, 18.001155853271484, 18.507734298706055, 16.360713958740234, 17.95979881286621, 16.922916412353516, 18.50057601928711, 16.760114669799805, 17.56608009338379, 16.977359771728516, 16.864599227905273, 16.344921112060547, 18.16742515563965, 18.382883071899414, 17.861318588256836, 16.05432891845703, 17.149818420410156, 16.033340454101562, 18.354862213134766, 18.869327545166016, 18.8535099029541, 19.85065269470215, 18.801008224487305, 16.608707427978516, 17.990888595581055, 17.628833770751953, 17.240337371826172, 16.241710662841797, 17.83141326904297, 16.696125030517578, 15.943218231201172, 17.29990577697754, 17.36549186706543, 16.987083435058594, 16.76882553100586, 17.76979637145996, 17.074132919311523, 16.18477439880371, 16.675968170166016, 19.068058013916016, 18.47357177734375, 17.527366638183594, 16.59996223449707, 17.283281326293945, 16.68274688720703, 18.908491134643555, 18.35738754272461, 18.279129028320312, 18.22199058532715, 17.640275955200195, 18.30710220336914, 18.148685455322266, 17.246156692504883, 17.643627166748047, 17.124494552612305, 16.685819625854492, 16.245492935180664, 16.027868270874023, 17.707439422607422, 18.292369842529297, 16.153505325317383, 18.545886993408203, 17.01883888244629, 18.671798706054688, 18.32895278930664, 19.017620086669922, 17.825294494628906, 17.27811050415039, 17.61488151550293, 17.070383071899414, 18.45026969909668, 17.16544532775879, 17.36379051208496, 19.058372497558594, 17.93413543701172, 17.529096603393555, 17.089115142822266, 17.57623291015625, 17.573415756225586, 18.217214584350586, 18.207775115966797, 17.85543441772461, 17.67824363708496, 16.853513717651367, 18.042943954467773, 17.902299880981445, 18.479408264160156, 15.984874725341797, 18.32160758972168, 19.968177795410156, 17.943782806396484, 17.118513107299805, 18.928483963012695, 17.83741569519043, 18.075532913208008, 15.648521423339844, 17.088396072387695, 18.38286590576172, 17.384496688842773, 17.268442153930664, 16.483001708984375, 16.232257843017578, 19.09193992614746, 17.808822631835938, 18.478343963623047, 16.461803436279297, 17.458219528198242, 18.412704467773438, 15.9114351272583, 18.35051918029785, 17.103282928466797, 16.917640686035156, 16.948156356811523, 17.562101364135742, 17.580848693847656, 15.879603385925293, 18.617008209228516, 15.97794246673584, 15.889054298400879, 19.28760528564453, 18.015180587768555, 15.637883186340332, 16.375045776367188, 18.305191040039062, 17.79514503479004, 17.41762924194336, 16.818758010864258, 19.13689613342285, 16.729156494140625, 16.93784523010254, 17.619640350341797, 17.00271224975586, 17.5239315032959, 18.68963050842285, 16.188581466674805, 16.814970016479492, 17.25493621826172, 16.21086311340332, 17.814167022705078, 18.288005828857422, 15.535321235656738, 17.633203506469727, 15.942906379699707, 18.86219024658203, 17.129262924194336, 18.709444046020508, 15.912884712219238, 18.91488265991211, 17.4692325592041, 18.95207977294922, 16.685876846313477, 17.737625122070312, 17.1402645111084, 16.562397003173828, 16.586027145385742, 17.671550750732422, 16.796154022216797, 18.199718475341797, 16.118101119995117, 17.923152923583984, 15.843375205993652, 17.858505249023438, 17.62636375427246, 18.28156280517578, 16.615816116333008, 18.53307342529297, 17.141870498657227, 18.600168228149414, 16.712343215942383, 16.049659729003906, 18.70966148376465, 18.130943298339844, 17.77292823791504, 17.678964614868164, 18.74200439453125, 17.581632614135742, 17.182693481445312, 18.552276611328125, 18.117992401123047, 18.410400390625, 18.055908203125, 18.87954330444336, 17.5471248626709, 17.0820369720459, 16.024784088134766, 17.00438117980957, 16.923049926757812, 18.410409927368164, 16.46537971496582, 17.482162475585938, 16.49056625366211, 16.280780792236328, 18.798648834228516, 17.900413513183594, 18.64569091796875, 16.331951141357422, 20.262935638427734, 18.984758377075195, 18.157270431518555, 16.830341339111328, 17.816133499145508, 18.966915130615234, 17.89417839050293, 18.628250122070312, 17.215131759643555, 15.983139038085938, 16.206661224365234, 17.10103416442871, 17.518516540527344, 18.578283309936523, 18.645931243896484, 17.193931579589844, 18.507844924926758, 17.0618839263916, 17.905010223388672, 18.111732482910156, 18.01059341430664, 17.14971923828125, 15.784886360168457, 15.762081146240234, 15.611404418945312, 18.286148071289062, 18.829206466674805, 16.207136154174805, 16.091142654418945, 17.947975158691406, 17.712730407714844, 18.853271484375, 18.360273361206055, 18.768091201782227, 16.32695960998535, 17.9809513092041, 15.596817970275879, 19.096736907958984, 18.84435272216797, 17.338937759399414, 19.916316986083984, 16.91412353515625, 18.053491592407227, 17.53396987915039, 17.440969467163086, 15.725493431091309, 16.266263961791992, 18.976646423339844, 18.96938133239746, 17.853015899658203, 16.89056396484375, 16.31698989868164, 17.856748580932617, 18.723234176635742, 18.72496795654297, 17.35657501220703, 18.55366325378418, 17.391008377075195, 18.40260887145996, 15.970112800598145, 18.92947769165039, 17.076889038085938, 18.957731246948242, 18.387958526611328, 17.850826263427734, 18.079660415649414, 15.82287311553955, 17.240276336669922, 18.548215866088867, 18.950027465820312, 15.527338981628418, 17.964183807373047, 16.55044937133789, 18.079177856445312, 17.141265869140625, 18.14992332458496, 17.723052978515625, 18.74038314819336, 16.562410354614258, 18.642066955566406, 17.941162109375, 18.065919876098633, 20.202274322509766, 17.450712203979492, 17.874553680419922, 16.496654510498047, 15.510408401489258, 18.617904663085938, 20.35757064819336, 17.985107421875, 18.55512237548828, 15.854832649230957, 16.602006912231445, 18.40097999572754, 16.150779724121094, 16.05032730102539, 18.37320327758789, 15.948770523071289, 16.782907485961914, 17.009248733520508, 16.080699920654297, 17.942306518554688, 16.66672134399414, 17.436819076538086, 16.417217254638672, 19.40867042541504, 15.908198356628418, 15.68764591217041, 18.382150650024414, 18.28302574157715, 18.36464500427246, 17.898893356323242, 16.253093719482422, 17.68353843688965, 17.42963409423828, 15.81336784362793, 17.108917236328125, 16.787628173828125, 16.31089973449707, 18.238590240478516, 16.982519149780273, 18.426179885864258, 15.869083404541016, 16.026453018188477, 15.643237113952637, 17.257095336914062, 17.34064292907715, 16.702550888061523, 16.67820930480957, 17.70948600769043, 17.801401138305664, 17.884750366210938, 16.630878448486328, 17.302799224853516, 16.88670539855957, 16.747325897216797, 16.648481369018555, 17.923507690429688, 17.793766021728516, 18.291362762451172, 18.927913665771484, 17.579227447509766, 17.396944046020508, 17.22641372680664, 18.90891456604004, 16.78211212158203, 17.869157791137695, 15.925833702087402, 16.585357666015625, 18.15840721130371, 16.472532272338867, 18.728490829467773, 16.435575485229492, 16.755403518676758, 16.96222496032715, 18.265417098999023, 18.134632110595703, 16.936641693115234, 18.807697296142578, 16.414960861206055, 17.541881561279297, 16.5017147064209, 16.2122745513916, 19.15785026550293, 18.55576515197754, 18.766321182250977, 17.02658462524414, 16.721778869628906, 17.543893814086914, 16.910493850708008, 20.103191375732422, 18.89794158935547, 20.239768981933594, 18.878250122070312, 15.567256927490234, 17.023120880126953, 18.331819534301758, 19.326854705810547, 18.352617263793945, 17.001026153564453, 16.738637924194336, 17.596111297607422, 18.26477813720703, 16.6651554107666, 18.22171401977539, 16.629526138305664, 16.502294540405273, 18.10732078552246, 16.582416534423828, 19.02651596069336, 17.904664993286133, 17.407133102416992, 18.19173812866211, 18.545318603515625, 19.16246795654297, 16.83045768737793, 18.850921630859375, 17.330345153808594, 18.2189998626709, 17.402482986450195, 16.973011016845703, 18.831541061401367, 18.38003158569336, 17.361469268798828, 18.60106658935547, 18.383651733398438, 19.056270599365234, 18.9078369140625, 16.488922119140625, 17.5535831451416, 16.734275817871094, 17.377649307250977, 17.76045799255371, 17.200340270996094, 15.751424789428711, 16.880455017089844, 17.505035400390625, 15.696656227111816, 17.256755828857422, 17.536062240600586, 16.9339542388916, 16.30961799621582, 17.644433975219727, 16.169479370117188, 17.601030349731445, 16.808067321777344, 16.82538604736328, 17.61324119567871, 18.162647247314453, 17.636962890625, 16.296600341796875, 16.596782684326172, 15.462581634521484, 18.224252700805664, 19.19039535522461, 17.082454681396484, 18.346168518066406, 18.107942581176758, 18.565244674682617, 15.790203094482422, 16.479387283325195, 17.861473083496094, 17.173009872436523, 17.596879959106445, 15.546581268310547, 17.31312370300293, 20.35204315185547, 16.68705177307129, 17.92596435546875, 17.261777877807617, 17.217716217041016, 17.6185359954834, 15.97015380859375, 18.52942657470703, 16.981121063232422, 17.234201431274414, 18.341449737548828, 16.98087501525879, 18.156320571899414, 16.949474334716797, 16.239147186279297, 16.918167114257812, 16.9804630279541, 15.687623977661133, 16.644968032836914, 16.005537033081055, 18.20941925048828, 16.521459579467773, 18.12307357788086, 17.823780059814453, 18.00399398803711, 17.5805721282959, 18.99456214904785, 17.852115631103516, 17.16597557067871, 17.792478561401367, 18.430503845214844, 17.786144256591797, 17.818042755126953, 16.26397705078125, 17.52724266052246, 17.761198043823242, 17.900800704956055, 18.158727645874023, 17.41969871520996, 17.28158950805664, 16.85863494873047, 17.786762237548828, 16.68083381652832, 16.48761749267578, 18.71516990661621, 17.465158462524414, 16.784908294677734, 18.155960083007812, 17.414846420288086, 17.848539352416992, 18.391401290893555, 17.68970489501953, 18.037431716918945, 18.71476173400879, 18.194814682006836, 17.894567489624023, 18.486743927001953, 17.576128005981445, 16.576623916625977, 18.412769317626953, 15.54460334777832, 19.112560272216797, 18.028390884399414, 17.87237548828125, 18.38783073425293, 16.639909744262695, 18.013090133666992, 16.52523422241211, 17.07288360595703, 17.96875, 18.96350860595703, 18.279218673706055, 17.410869598388672, 16.36248207092285, 16.821617126464844, 17.01583480834961, 18.380205154418945, 18.648204803466797, 16.69720458984375, 15.85106086730957, 16.08661460876465, 17.681642532348633, 17.57590675354004, 17.028827667236328, 17.318132400512695, 17.754430770874023, 18.794191360473633, 16.18697166442871, 18.05048179626465, 15.841294288635254, 18.809585571289062, 18.608320236206055, 16.469623565673828, 18.681316375732422, 17.122976303100586, 17.97105598449707, 16.20947265625, 18.514623641967773, 15.752568244934082, 17.067401885986328, 17.856264114379883, 17.435222625732422, 18.097002029418945, 17.209646224975586, 18.233919143676758, 17.90789222717285, 18.522449493408203, 18.195493698120117, 17.06047821044922, 16.97895050048828, 15.992403030395508, 18.890552520751953, 16.13923454284668, 20.25689697265625, 17.06026840209961, 18.280067443847656, 17.500667572021484, 15.97635555267334, 15.674196243286133, 16.437820434570312, 18.873010635375977, 16.63317108154297, 16.116239547729492, 18.78409194946289, 19.01106834411621, 15.811348915100098, 18.487804412841797, 16.744279861450195, 17.409791946411133, 16.10578155517578, 18.153730392456055, 17.619325637817383, 17.622224807739258, 16.131031036376953, 16.81884002685547, 17.54947280883789, 17.087570190429688, 16.399633407592773, 16.987062454223633, 18.826528549194336, 16.59527015686035, 15.653722763061523, 16.76546287536621, 15.809694290161133, 18.510072708129883, 17.559246063232422, 16.59877586364746, 16.845590591430664, 19.108036041259766, 17.881134033203125, 17.971559524536133, 15.767632484436035, 15.770905494689941, 18.51376724243164, 18.44162368774414, 17.9995059967041, 17.194494247436523, 16.29323959350586, 17.539365768432617, 16.48833465576172, 18.824758529663086, 16.544933319091797, 18.957021713256836, 18.06620979309082, 18.306232452392578, 16.420482635498047, 16.74936866760254, 16.571081161499023, 17.36540985107422, 17.588329315185547, 16.782379150390625, 17.225038528442383, 17.53435707092285, 17.759244918823242, 17.009111404418945, 18.326148986816406, 16.100934982299805, 17.41401481628418, 18.415786743164062, 16.61284828186035, 17.482650756835938, 16.030948638916016, 16.628742218017578, 17.657583236694336, 17.021739959716797, 19.571165084838867, 16.14719581604004, 17.301982879638672, 16.295970916748047, 18.67624855041504, 17.267099380493164, 16.57675552368164, 17.918224334716797, 16.851280212402344, 16.38332176208496, 17.86294937133789, 17.292451858520508, 17.913118362426758, 18.61989974975586, 17.848548889160156, 17.412195205688477, 18.328296661376953, 18.12772560119629, 18.681119918823242, 16.726821899414062, 16.19632911682129, 16.029415130615234, 15.960960388183594, 17.25554847717285, 16.5264835357666, 17.484325408935547, 17.72184944152832, 15.844659805297852, 17.628067016601562, 18.208656311035156, 15.651952743530273, 17.213951110839844, 19.072275161743164, 18.930118560791016, 16.688413619995117, 16.496854782104492, 17.495403289794922, 17.495309829711914, 18.62812042236328, 20.123985290527344, 17.159645080566406, 17.361425399780273, 18.16444969177246, 16.58082389831543, 16.69103240966797, 17.874187469482422, 17.65184783935547, 17.690349578857422, 17.773212432861328, 16.395753860473633, 18.0310115814209, 18.842945098876953, 18.10396957397461, 18.294658660888672, 18.458179473876953, 15.761506080627441, 17.77654266357422, 16.78647232055664, 16.488508224487305, 17.309795379638672, 15.906801223754883, 17.383338928222656, 17.421161651611328, 17.83699607849121, 15.993191719055176, 16.82229995727539, 17.00039291381836, 16.3345890045166, 17.99826431274414, 16.93245506286621, 18.118309020996094, 18.877182006835938, 18.534582138061523, 17.006166458129883, 16.686298370361328, 16.078073501586914, 18.38749885559082, 18.099382400512695, 15.998230934143066, 18.207868576049805, 15.614046096801758, 15.43621826171875, 16.42416763305664, 18.038848876953125, 17.838943481445312, 17.821744918823242, 17.65207862854004, 17.492101669311523, 17.25001335144043, 18.38857078552246, 15.737340927124023, 16.966466903686523, 15.864683151245117, 17.15848731994629, 16.978946685791016, 16.98356056213379, 17.63213539123535, 15.650739669799805, 18.37863540649414, 18.249774932861328, 18.861783981323242, 18.140663146972656, 18.317323684692383, 17.999099731445312, 17.070022583007812, 16.21164321899414, 18.279844284057617, 17.329261779785156, 17.407928466796875, 18.099346160888672, 18.331348419189453, 18.093244552612305, 18.648344039916992, 16.337793350219727, 16.66312026977539, 18.129907608032227, 17.2007999420166, 18.04700469970703, 18.23457908630371, 18.72927474975586, 17.344253540039062, 16.948486328125, 19.154897689819336, 18.59002113342285, 16.914947509765625, 16.961313247680664, 16.99098777770996, 16.063983917236328, 17.656478881835938, 17.527746200561523, 18.191146850585938, 17.607322692871094, 16.541812896728516, 18.532285690307617, 19.058725357055664, 18.28184700012207, 17.452978134155273, 18.935237884521484, 16.312036514282227, 17.8439998626709, 15.970516204833984, 18.690349578857422, 17.566143035888672, 16.896766662597656, 18.763072967529297, 19.21158218383789, 19.201120376586914, 16.75680160522461, 17.627485275268555, 16.076080322265625, 15.901472091674805, 17.53207778930664, 17.222240447998047, 18.975505828857422, 17.67256736755371, 16.218652725219727, 18.3009033203125, 16.355783462524414, 18.89217185974121, 17.961626052856445, 18.26702308654785, 15.923856735229492, 17.802349090576172, 17.485628128051758, 19.12192153930664, 18.382953643798828, 17.44907569885254, 18.361173629760742, 17.872270584106445, 17.287290573120117, 16.91518783569336, 15.997703552246094, 18.11197853088379, 17.5518741607666, 16.72686004638672, 17.44118881225586, 17.537559509277344, 17.28766441345215, 17.900146484375, 17.164987564086914, 15.942251205444336, 16.318279266357422, 17.50874900817871, 16.335285186767578, 17.961559295654297, 17.768360137939453, 16.630151748657227, 18.70514488220215, 16.839035034179688, 17.622398376464844, 17.374814987182617, 20.01463508605957, 17.516477584838867, 16.222734451293945, 16.74384880065918, 20.078594207763672, 15.843902587890625, 16.63016128540039, 18.17180061340332, 17.351829528808594, 18.085020065307617, 17.385225296020508, 17.35276222229004, 16.89289665222168, 17.21149253845215, 17.803470611572266, 20.191059112548828, 16.47673225402832, 18.518932342529297, 17.592588424682617, 18.56521987915039, 19.12631607055664, 16.541244506835938, 18.001197814941406, 18.562406539916992, 19.04269790649414, 17.148818969726562, 17.24289321899414, 18.844345092773438, 18.57229995727539, 15.465978622436523, 18.464618682861328, 18.167890548706055, 17.624998092651367, 18.403776168823242, 18.384401321411133, 18.550865173339844, 16.310361862182617, 18.53376007080078, 18.902605056762695, 17.250835418701172, 17.8689022064209, 16.0497989654541, 18.417221069335938, 17.800472259521484, 19.929298400878906, 18.53025245666504, 16.0758113861084, 17.07158660888672, 18.27153968811035, 16.167407989501953, 17.157875061035156, 17.197587966918945, 16.70147705078125, 16.53896713256836, 18.644439697265625, 18.06646728515625, 17.671947479248047, 17.986988067626953, 17.242919921875, 15.99172592163086, 16.69278335571289, 17.078493118286133, 16.59233283996582, 17.238662719726562, 18.27027130126953, 17.79362678527832, 18.19851303100586, 17.226972579956055, 17.066936492919922, 17.050928115844727, 16.57584571838379, 15.81501579284668, 18.56487464904785, 18.180124282836914, 18.567054748535156, 17.271240234375, 18.305606842041016, 19.06430435180664, 16.781986236572266, 18.724397659301758, 16.471315383911133, 15.999725341796875, 18.012067794799805, 18.00728416442871, 16.1782283782959, 18.236509323120117, 17.64167594909668, 19.117408752441406, 18.52254295349121, 17.55659294128418, 17.850975036621094, 15.639670372009277, 18.129772186279297, 18.953166961669922, 18.031177520751953, 18.50115966796875, 17.526321411132812, 18.643632888793945, 18.272125244140625, 17.06175422668457, 18.143678665161133, 18.976572036743164, 18.14873504638672, 17.854808807373047, 18.743255615234375, 18.168926239013672, 17.528797149658203, 16.872718811035156, 18.854785919189453, 16.716896057128906, 17.44615364074707, 19.179166793823242, 16.91542625427246, 17.496248245239258, 16.702381134033203, 18.530601501464844, 18.60556983947754, 18.091632843017578, 17.679533004760742, 16.88495635986328, 18.96019744873047, 17.829946517944336, 18.706058502197266, 18.779085159301758, 18.19070053100586, 16.458356857299805, 17.84272575378418, 17.214523315429688, 16.06587028503418, 18.93069076538086, 17.266529083251953, 15.486133575439453, 15.982908248901367, 16.655073165893555, 18.634122848510742, 16.500328063964844, 16.94070053100586, 18.168895721435547, 16.707365036010742, 16.496837615966797, 15.913629531860352, 17.565940856933594, 18.7080020904541, 18.67781639099121, 18.00455093383789, 18.994163513183594, 17.34268569946289, 17.332229614257812, 17.91035270690918, 18.160240173339844, 17.46269416809082, 16.306947708129883, 16.276824951171875, 18.213171005249023, 16.82567024230957, 16.22844886779785, 15.834510803222656, 17.910104751586914, 17.3834228515625, 16.67243766784668, 16.921451568603516, 16.941650390625, 17.005163192749023, 17.916696548461914, 18.934560775756836, 16.752822875976562, 16.621376037597656, 16.28939437866211, 20.118013381958008, 16.460588455200195, 16.450794219970703, 17.505847930908203, 18.28211784362793, 17.312776565551758, 15.5960111618042, 17.67300796508789, 18.46240997314453, 18.057249069213867, 17.6159610748291, 18.389802932739258, 17.150331497192383, 18.26505470275879, 17.861019134521484, 18.921255111694336, 18.72814178466797, 18.05059814453125, 18.823976516723633, 18.36905288696289, 15.664929389953613, 17.332874298095703, 17.90667724609375, 18.757160186767578, 18.723094940185547, 15.846192359924316, 17.83479118347168, 19.584863662719727, 16.68419647216797, 16.59328269958496, 16.348648071289062, 17.3223934173584, 18.781108856201172, 15.806550979614258, 16.492002487182617, 17.484905242919922, 18.25401496887207, 19.071453094482422, 18.385265350341797, 17.911754608154297, 17.062517166137695, 15.71987247467041, 16.866317749023438, 17.273361206054688, 17.303329467773438, 16.282936096191406, 17.63808822631836, 16.565109252929688, 17.27294158935547, 16.693756103515625, 18.331218719482422, 16.577850341796875, 15.632196426391602, 18.529939651489258, 18.088138580322266, 16.472984313964844, 18.009031295776367, 15.880805969238281, 17.814279556274414, 16.633949279785156, 17.449983596801758, 17.69437599182129, 17.88253402709961, 17.664875030517578, 16.306188583374023, 18.382652282714844, 19.786848068237305, 18.800317764282227, 17.069347381591797, 17.57283592224121, 16.112401962280273, 18.941232681274414, 18.186580657958984, 18.045724868774414, 17.336313247680664, 18.83820152282715, 17.143211364746094, 17.4472713470459, 18.795812606811523, 19.032390594482422, 18.388965606689453, 15.781218528747559, 16.03378677368164, 16.894878387451172, 17.975492477416992, 17.22793960571289, 19.04368782043457, 18.185840606689453, 18.232141494750977, 17.710474014282227, 17.87510871887207, 17.434907913208008, 17.455272674560547, 18.3858585357666, 18.164154052734375, 17.345609664916992, 18.345550537109375, 19.120433807373047, 18.039831161499023, 16.845985412597656, 18.171661376953125, 17.715438842773438, 17.41764259338379, 17.443042755126953, 18.322553634643555, 17.06112289428711, 15.764739036560059, 18.595600128173828, 17.758621215820312, 16.926712036132812, 17.827592849731445, 18.187591552734375, 18.569616317749023, 17.567054748535156, 18.905986785888672, 16.613649368286133, 16.570283889770508, 19.1997127532959, 17.29610252380371, 17.396913528442383, 18.317960739135742, 18.037097930908203, 17.628847122192383, 15.95533561706543, 16.827844619750977, 18.867961883544922, 17.274642944335938, 18.912649154663086, 18.33299446105957, 17.39620018005371, 18.91263771057129, 15.933273315429688, 18.60089683532715, 15.844328880310059, 18.536836624145508, 19.744613647460938, 17.266693115234375, 16.924304962158203, 16.933788299560547, 17.02730369567871, 18.511735916137695, 17.005685806274414, 16.196027755737305, 18.32210922241211, 17.703582763671875, 17.891916275024414, 16.988210678100586, 18.021467208862305, 17.855297088623047, 17.017364501953125, 18.038774490356445, 18.36004066467285, 18.50777816772461, 16.071929931640625, 19.78722381591797, 20.31014060974121, 18.13918113708496, 18.727039337158203, 17.16364097595215, 16.455472946166992, 18.216041564941406, 17.87082290649414, 16.820005416870117, 18.902965545654297, 18.55775260925293, 18.894821166992188, 16.509178161621094, 18.059947967529297, 18.971824645996094, 15.886012077331543, 18.956884384155273, 17.37762451171875, 18.17482566833496, 17.90765953063965, 18.343381881713867, 17.186891555786133, 16.258459091186523, 18.108144760131836, 18.287092208862305, 17.98285675048828, 17.441198348999023, 17.90965461730957, 18.262649536132812, 18.15598487854004, 18.96541404724121, 18.764610290527344, 17.371318817138672, 17.545440673828125, 16.626392364501953, 17.905149459838867, 17.076377868652344, 18.22869873046875, 16.735078811645508, 17.438180923461914, 15.504840850830078, 17.219633102416992, 17.178836822509766, 19.165266036987305, 18.69005584716797, 18.485153198242188, 17.652494430541992, 17.373401641845703, 17.08812713623047, 17.55392074584961, 17.941152572631836, 20.057889938354492, 18.381929397583008, 16.69861602783203, 20.0985107421875, 18.288881301879883, 18.842924118041992, 18.447227478027344, 17.707773208618164, 16.076263427734375, 18.760448455810547, 17.926876068115234, 18.52798080444336, 17.40334129333496, 18.130016326904297, 15.771553993225098, 16.458520889282227, 16.368146896362305, 16.364423751831055, 16.387428283691406, 17.86964225769043, 16.131568908691406, 18.64996910095215, 17.65161895751953, 18.659439086914062, 17.424846649169922, 17.523391723632812, 16.940399169921875, 17.475019454956055, 15.921950340270996, 16.242481231689453, 17.161039352416992, 17.58710479736328, 17.01688003540039, 17.802400588989258, 16.567655563354492, 19.077234268188477, 18.52066421508789, 16.551767349243164, 16.82998275756836, 18.173372268676758, 15.804722785949707, 17.151857376098633, 16.271198272705078, 18.875699996948242, 18.812440872192383, 15.896446228027344, 17.819053649902344, 18.17409324645996, 16.62754249572754, 17.765710830688477, 18.79182243347168, 19.852680206298828, 16.50286102294922, 16.75665855407715, 18.013795852661133, 18.257823944091797, 17.927509307861328, 18.140790939331055, 18.549678802490234, 18.234344482421875, 16.685455322265625, 18.40256690979004, 18.298120498657227, 17.805702209472656, 17.247875213623047, 16.85045623779297, 17.55057716369629, 17.77554702758789, 16.14752960205078, 19.1929931640625, 17.85660743713379, 17.22233772277832, 17.672351837158203, 17.043569564819336, 17.160673141479492, 17.723541259765625, 17.20319366455078, 18.586278915405273, 17.751258850097656, 17.86903190612793, 17.248613357543945, 17.954153060913086, 17.275087356567383, 18.75054359436035, 18.332555770874023, 16.38791275024414, 16.68755531311035, 18.43414306640625, 18.151514053344727, 18.266281127929688, 15.853387832641602, 15.750154495239258, 16.400014877319336, 18.293214797973633, 16.097015380859375, 16.91410255432129, 15.775420188903809, 16.97483253479004, 18.476459503173828, 17.69020652770996, 16.662174224853516, 17.0385799407959, 18.99759864807129, 16.00672721862793, 17.83158302307129, 16.461252212524414, 16.760011672973633, 15.501293182373047, 17.62619400024414, 16.583873748779297, 15.919981002807617, 17.875869750976562, 18.48823356628418, 17.81027603149414, 17.318883895874023, 18.225452423095703, 17.498703002929688, 15.599157333374023, 17.768417358398438, 17.412330627441406, 17.607250213623047, 17.080087661743164, 17.000835418701172, 17.221105575561523, 15.757850646972656, 16.870927810668945, 19.219430923461914, 18.01936149597168, 18.155418395996094, 18.889328002929688, 17.118120193481445, 19.063383102416992, 18.674222946166992, 16.28273582458496, 19.038625717163086, 17.557024002075195, 17.225553512573242, 17.030521392822266, 15.929950714111328, 18.386396408081055, 18.169130325317383, 17.588367462158203, 17.43391227722168, 15.895366668701172, 17.567583084106445, 17.576995849609375, 16.448110580444336, 16.406503677368164, 16.086824417114258, 17.536046981811523, 16.44485855102539, 16.293779373168945, 18.31218910217285, 17.745512008666992, 17.898767471313477, 16.744932174682617, 17.964731216430664, 16.855817794799805, 15.928902626037598, 17.521041870117188, 17.79863929748535, 17.30069923400879, 18.65149688720703, 17.778425216674805, 16.481346130371094, 18.326404571533203, 17.111791610717773, 18.79873275756836, 16.578027725219727, 18.143901824951172, 17.947139739990234, 16.56965446472168, 18.898290634155273, 18.411039352416992, 16.60392189025879, 16.642955780029297, 18.29962921142578, 18.289167404174805, 18.56040382385254, 18.03145980834961, 16.545297622680664, 17.22976303100586, 15.96284294128418, 18.23634910583496, 17.72794532775879, 17.952037811279297, 18.23703956604004, 17.55894660949707, 17.35430145263672, 17.546260833740234, 18.304105758666992, 15.688619613647461, 17.28519630432129, 17.2091121673584, 17.754179000854492, 16.61921501159668, 18.18784523010254, 18.810791015625, 15.610082626342773, 15.615933418273926, 17.42918586730957, 17.19439125061035, 17.958982467651367, 18.005186080932617, 16.97503662109375, 18.43360137939453, 17.709270477294922, 17.78043556213379, 16.5986270904541, 18.51661491394043, 17.921602249145508, 18.464004516601562, 17.429420471191406, 18.246810913085938, 17.609891891479492, 17.509916305541992, 18.115808486938477, 18.603445053100586, 17.265317916870117, 17.197904586791992, 18.56219482421875, 17.80497932434082, 17.785799026489258, 16.172574996948242, 18.7523136138916, 16.20474624633789, 17.444496154785156, 16.773021697998047, 17.3360595703125, 16.720624923706055, 17.0955867767334, 17.631933212280273, 17.87400245666504, 17.62008285522461, 17.806045532226562, 17.75939178466797, 17.01404571533203, 18.112390518188477, 18.56130599975586, 16.935209274291992, 18.274492263793945, 17.51464080810547, 17.034881591796875, 18.130409240722656, 17.74254035949707, 16.301467895507812, 18.789615631103516, 17.142356872558594, 17.94019889831543, 17.015039443969727, 15.51889705657959, 15.722013473510742, 16.820079803466797, 18.570472717285156, 18.99277687072754, 16.74268341064453, 17.496845245361328, 18.834253311157227, 17.916927337646484, 17.346935272216797, 17.817014694213867, 18.755355834960938, 17.85670280456543, 18.507169723510742, 17.688261032104492, 16.28541374206543, 18.656784057617188, 16.77117919921875, 16.422651290893555, 16.27469253540039, 19.05478286743164, 17.484758377075195, 16.72584342956543, 17.727760314941406, 18.500661849975586, 18.434240341186523, 17.698949813842773, 17.944278717041016, 17.607582092285156, 19.008787155151367, 18.43570327758789, 18.018558502197266, 18.180084228515625, 18.0687255859375, 16.242403030395508, 17.69403076171875, 15.72853946685791, 17.25889015197754, 16.82305335998535, 17.412099838256836, 18.156944274902344, 18.107879638671875, 17.65680694580078, 17.38504981994629, 16.072839736938477, 18.59060287475586, 17.40434455871582, 15.736374855041504, 17.736177444458008, 17.40791893005371, 16.669795989990234, 17.445899963378906, 18.216079711914062, 17.05263328552246, 17.462812423706055, 18.353103637695312, 17.46502113342285, 18.87721824645996, 17.224714279174805, 17.037153244018555, 17.490293502807617, 18.928918838500977, 17.389474868774414, 17.844038009643555, 17.360393524169922, 17.78949546813965, 16.01553726196289, 16.70226287841797, 17.54967498779297, 18.400209426879883, 18.208843231201172, 19.121652603149414, 17.64845848083496, 18.923328399658203, 17.658048629760742, 18.582307815551758, 17.206342697143555, 17.243751525878906, 16.546987533569336, 18.758560180664062, 17.082658767700195, 18.041757583618164, 17.447824478149414, 18.318683624267578, 18.486257553100586, 17.143783569335938, 16.784027099609375, 15.719648361206055, 19.220718383789062, 17.687599182128906, 18.23780632019043, 18.074771881103516, 18.830873489379883, 18.706344604492188, 18.692649841308594, 16.327659606933594, 18.506668090820312, 18.53166389465332, 18.896770477294922, 18.3861141204834, 17.401185989379883, 17.823095321655273, 18.455942153930664, 17.68179702758789, 18.982830047607422, 16.175397872924805, 15.810450553894043, 18.980016708374023, 18.445493698120117, 17.4942569732666, 17.66236114501953, 17.950063705444336, 17.86076545715332, 16.426408767700195, 16.054996490478516, 16.729259490966797, 17.615541458129883, 18.752273559570312, 16.296401977539062, 18.80857276916504, 18.17401123046875, 19.251489639282227, 15.582459449768066, 18.617338180541992, 16.28620719909668, 18.300167083740234, 16.811126708984375, 17.292694091796875, 15.672684669494629, 17.894664764404297, 18.196388244628906, 18.29848289489746, 17.50856590270996, 18.514366149902344, 16.53424835205078, 17.00396156311035, 18.09563636779785, 16.098634719848633, 15.868020057678223, 17.66608428955078, 16.951852798461914, 18.240304946899414, 17.621936798095703, 15.491387367248535, 18.097091674804688, 16.01072120666504, 18.97986602783203, 18.027875900268555, 17.318326950073242, 17.219676971435547, 17.24599838256836, 17.42788314819336, 18.886465072631836, 18.180818557739258, 15.996213912963867, 15.562591552734375, 18.434621810913086, 17.27773094177246, 16.77318000793457, 17.328611373901367, 17.84046173095703, 16.67431640625, 17.56375503540039, 17.598329544067383, 18.02954864501953, 18.23976707458496, 15.816132545471191, 17.33186149597168, 18.8266544342041, 17.6665096282959, 16.25897789001465, 19.051071166992188, 17.927566528320312, 17.36475944519043, 15.896973609924316, 17.001285552978516, 18.48550796508789, 17.0286808013916, 18.0286922454834, 15.659882545471191, 16.793569564819336, 16.03472900390625, 17.868741989135742, 18.000852584838867, 15.981402397155762, 17.25276756286621, 18.267345428466797, 18.669921875, 16.692218780517578, 18.256101608276367, 18.30997657775879, 15.874114036560059, 17.202125549316406, 16.501062393188477, 16.554237365722656, 16.400659561157227, 16.736827850341797, 15.569518089294434, 18.45722770690918, 15.849128723144531, 17.6724910736084, 17.753341674804688, 15.843461036682129, 18.07716178894043, 17.61418342590332, 19.018428802490234 ], "y": [ 4.528940677642822, 5.758761405944824, 7.465149402618408, 7.53230619430542, 4.588408946990967, 5.051011562347412, 5.601785659790039, 4.268849849700928, 8.027222633361816, 7.655309677124023, 8.078529357910156, 6.144972801208496, 7.782042503356934, 8.638830184936523, 5.215846538543701, 7.1288042068481445, 7.000633239746094, 8.358184814453125, 7.362598896026611, 5.474250793457031, 5.534423351287842, 8.359108924865723, 8.377265930175781, 4.91558313369751, 4.735476970672607, 7.523536682128906, 5.370477676391602, 5.747347354888916, 5.073300838470459, 8.201128959655762, 5.610448837280273, 4.260918617248535, 5.796957015991211, 6.246059417724609, 4.406186580657959, 5.796808242797852, 3.651946783065796, 4.125380039215088, 8.377886772155762, 4.887644290924072, 6.474717140197754, 4.523355007171631, 7.806623458862305, 7.161231517791748, 7.969709873199463, 7.864114761352539, 6.082071781158447, 5.487523078918457, 6.466220855712891, 7.685002326965332, 4.7067484855651855, 7.802337169647217, 7.495323657989502, 7.663149833679199, 6.422109603881836, 4.438969135284424, 4.965184211730957, 6.721145153045654, 6.547138690948486, 5.758150100708008, 5.53150749206543, 7.427053451538086, 4.945867538452148, 7.128486633300781, 5.301285743713379, 7.527555465698242, 7.008571147918701, 5.639509201049805, 4.080705642700195, 7.058439254760742, 4.628749847412109, 5.124829292297363, 6.974837303161621, 8.084580421447754, 6.810207366943359, 8.656644821166992, 6.9856977462768555, 7.12484073638916, 4.038026332855225, 6.334672927856445, 7.701521396636963, 5.863924026489258, 6.207122802734375, 4.914863586425781, 6.688949108123779, 8.117773056030273, 4.91580057144165, 7.0498881340026855, 7.880983352661133, 8.44266414642334, 5.13882303237915, 5.4238362312316895, 8.044587135314941, 7.802464962005615, 4.418536186218262, 5.723875045776367, 5.497769355773926, 7.024618625640869, 5.931156158447266, 5.264935493469238, 5.5435028076171875, 7.658966064453125, 8.471036911010742, 6.701122760772705, 8.441182136535645, 4.304535388946533, 7.008840084075928, 4.556724548339844, 8.104622840881348, 5.428508281707764, 7.621983051300049, 7.58423376083374, 6.086995601654053, 4.1198577880859375, 5.319427013397217, 7.866554260253906, 5.356562614440918, 6.230278015136719, 7.949220180511475, 7.606406211853027, 4.295094013214111, 5.057311534881592, 8.587279319763184, 7.663179397583008, 6.554424285888672, 5.963329315185547, 4.3169684410095215, 8.293414115905762, 4.567045211791992, 7.6754255294799805, 7.630799293518066, 6.281384468078613, 7.763790130615234, 5.024988174438477, 7.441571235656738, 7.424328327178955, 6.242494583129883, 7.456482887268066, 5.263119220733643, 5.064950942993164, 6.985515117645264, 6.097989082336426, 5.434717178344727, 7.9951348304748535, 4.228026390075684, 7.0419416427612305, 8.203551292419434, 5.071969509124756, 6.129831790924072, 5.864748954772949, 8.174614906311035, 7.032358169555664, 5.127237796783447, 4.388552188873291, 6.780852317810059, 7.17664909362793, 7.965381622314453, 7.246400356292725, 7.693065643310547, 5.195752143859863, 7.5822014808654785, 6.355972766876221, 5.0499982833862305, 5.795033931732178, 8.002534866333008, 7.872467994689941, 4.681832790374756, 6.998969554901123, 5.749433994293213, 8.156952857971191, 6.556297779083252, 6.737668037414551, 5.911965847015381, 7.353845596313477, 5.44293737411499, 8.472504615783691, 7.843861103057861, 7.361952304840088, 7.6614603996276855, 4.529394626617432, 5.733104705810547, 6.798376083374023, 3.8480947017669678, 4.442386627197266, 5.7030348777771, 7.01083517074585, 5.421578884124756, 8.284542083740234, 5.298240661621094, 5.890841960906982, 5.623374938964844, 5.6570868492126465, 7.12931489944458, 6.806756019592285, 4.2073073387146, 6.276981353759766, 7.381193161010742, 4.580132961273193, 7.47682523727417, 5.419612884521484, 5.913352012634277, 3.9298582077026367, 6.361191749572754, 4.283191204071045, 8.12820053100586, 8.192041397094727, 7.698392868041992, 5.269587993621826, 6.243655681610107, 5.680352687835693, 8.017847061157227, 7.003072261810303, 3.752284049987793, 6.7880940437316895, 7.356912136077881, 4.6681389808654785, 4.14075231552124, 4.717480659484863, 6.598755836486816, 4.868422985076904, 8.074344635009766, 5.783681869506836, 8.595832824707031, 6.779914379119873, 5.662980079650879, 3.8966305255889893, 5.003307819366455, 3.6242613792419434, 5.729042053222656, 4.5934014320373535, 6.652307033538818, 4.618878364562988, 4.954998016357422, 6.158616065979004, 6.1478190422058105, 6.264604568481445, 8.331464767456055, 5.279809951782227, 6.43381404876709, 7.454233169555664, 4.884602069854736, 5.291159152984619, 7.624415874481201, 4.543893814086914, 7.841403961181641, 5.6333417892456055, 5.8205084800720215, 7.159950256347656, 5.693161487579346, 4.921726226806641, 8.373942375183105, 6.491427421569824, 7.4229416847229, 5.611154556274414, 4.621291637420654, 5.486221790313721, 6.8717427253723145, 6.472230911254883, 7.84921932220459, 5.518009185791016, 4.715025424957275, 4.762627601623535, 3.8601369857788086, 3.5915169715881348, 8.03488540649414, 6.823724746704102, 7.748762607574463, 5.101277828216553, 4.896853923797607, 8.116486549377441, 3.668504238128662, 6.035265922546387, 6.125640869140625, 5.946913242340088, 7.029114246368408, 6.101894378662109, 4.596095085144043, 3.7411956787109375, 6.939609050750732, 6.227433681488037, 6.9487433433532715, 4.2839765548706055, 6.314326286315918, 7.006168365478516, 5.556336879730225, 6.885283946990967, 5.15472412109375, 4.9118804931640625, 8.288549423217773, 4.579384803771973, 6.92362642288208, 6.9446234703063965, 7.611044406890869, 4.5083909034729, 4.713839054107666, 4.663592338562012, 7.223174571990967, 6.504805088043213, 7.230301856994629, 4.251876354217529, 6.395506858825684, 6.003267765045166, 6.059779167175293, 7.234733581542969, 6.280918121337891, 7.722212791442871, 4.628165245056152, 4.361381530761719, 7.131221294403076, 7.357196807861328, 5.019421577453613, 6.229732990264893, 7.110542297363281, 4.5016398429870605, 5.14956521987915, 8.615472793579102, 6.936001300811768, 4.822446823120117, 5.214982986450195, 5.655814170837402, 8.451671600341797, 5.699584484100342, 5.820702075958252, 6.756340503692627, 4.506559371948242, 3.740039110183716, 5.8126983642578125, 7.22181510925293, 5.4141669273376465, 6.60561990737915, 4.321187496185303, 5.987401485443115, 7.238687515258789, 6.164680480957031, 8.121620178222656, 5.893775463104248, 8.073790550231934, 6.2443366050720215, 4.655027866363525, 4.289504051208496, 6.105571269989014, 8.489653587341309, 6.420628070831299, 8.6126070022583, 7.723209857940674, 6.9007039070129395, 6.635596752166748, 7.46162223815918, 4.5567097663879395, 4.8957200050354, 5.599648475646973, 7.901436805725098, 7.808785438537598, 6.572966575622559, 6.317389965057373, 6.373621940612793, 5.08889627456665, 4.727036952972412, 6.698046684265137, 6.869923114776611, 5.863316535949707, 7.4107584953308105, 5.329507350921631, 7.732078552246094, 5.4137091636657715, 5.516012191772461, 5.406424045562744, 7.256175518035889, 7.308537483215332, 5.754122734069824, 6.9012603759765625, 8.419425010681152, 7.203771591186523, 6.47548770904541, 4.864043712615967, 5.267879486083984, 5.517841339111328, 7.655892372131348, 6.50657320022583, 4.516960620880127, 5.520427227020264, 7.114780902862549, 4.763526916503906, 5.595369815826416, 8.210752487182617, 5.165292263031006, 6.1887407302856445, 5.590814113616943, 7.632741451263428, 7.268107891082764, 6.817309856414795, 8.442977905273438, 6.042147159576416, 5.278404712677002, 6.50398063659668, 4.540838241577148, 5.014064788818359, 5.524620056152344, 6.433502197265625, 8.036357879638672, 4.901393413543701, 5.588593006134033, 8.161186218261719, 7.023778915405273, 8.0087251663208, 5.35120964050293, 7.082383632659912, 4.6987175941467285, 6.01984167098999, 7.537209510803223, 6.582491874694824, 7.136862277984619, 7.504035949707031, 3.7358078956604004, 8.134872436523438, 3.9123950004577637, 8.47088623046875, 4.217621326446533, 5.213665008544922, 5.271283149719238, 3.697516679763794, 8.26550006866455, 5.7251787185668945, 7.412328720092773, 5.838621616363525, 5.061489105224609, 5.213770866394043, 4.485286712646484, 5.627753734588623, 5.868378162384033, 5.32342004776001, 6.693418025970459, 5.463404655456543, 5.328880310058594, 5.96077299118042, 4.911370277404785, 4.192485809326172, 4.717037677764893, 5.5488386154174805, 5.408329963684082, 7.501001358032227, 7.375626564025879, 4.711432933807373, 4.400394916534424, 5.0480217933654785, 7.753959655761719, 7.356207847595215, 8.336970329284668, 4.068116188049316, 8.105318069458008, 7.11213493347168, 6.432227611541748, 8.13585090637207, 5.539166450500488, 5.466809272766113, 7.53134298324585, 5.4876813888549805, 8.295382499694824, 3.929831027984619, 7.166321754455566, 7.4686808586120605, 7.003536224365234, 3.8509740829467773, 5.466709613800049, 4.150442600250244, 5.953794002532959, 8.407881736755371, 4.4853620529174805, 7.837490558624268, 7.471203804016113, 4.461123943328857, 5.69246244430542, 8.206182479858398, 6.59157133102417, 6.447233200073242, 4.325954914093018, 8.311501502990723, 5.4247283935546875, 4.62465763092041, 4.391753196716309, 4.573397636413574, 7.9424262046813965, 8.321847915649414, 6.4596357345581055, 6.320268154144287, 5.059852123260498, 7.363710880279541, 4.706887245178223, 5.579095840454102, 4.1638102531433105, 4.575998783111572, 8.185579299926758, 4.883884429931641, 7.752984523773193, 7.921136856079102, 8.698948860168457, 6.795511245727539, 4.271048545837402, 4.701026439666748, 7.266106605529785, 5.943570137023926, 6.15950345993042, 4.216611385345459, 7.031426906585693, 4.6356072425842285, 6.604038715362549, 5.208011627197266, 4.6881608963012695, 4.593008995056152, 6.033421039581299, 5.8033246994018555, 7.11712646484375, 4.884443759918213, 8.041698455810547, 7.529744625091553, 4.774999618530273, 6.308263301849365, 3.761540412902832, 3.8861517906188965, 4.527936935424805, 7.8723931312561035, 5.258738994598389, 5.491917133331299, 5.246219158172607, 4.031300067901611, 4.338541507720947, 3.973137617111206, 7.46370267868042, 7.736203193664551, 8.094545364379883, 5.0122504234313965, 4.619616508483887, 4.711341381072998, 4.908787250518799, 5.220465183258057, 4.1437835693359375, 5.101660251617432, 6.792618751525879, 6.77012825012207, 6.258663177490234, 8.679672241210938, 7.893357276916504, 6.475453853607178, 7.319995880126953, 6.007757186889648, 7.972959995269775, 4.390463352203369, 6.466317653656006, 5.754897117614746, 5.913115501403809, 7.665992736816406, 4.676799774169922, 6.865333557128906, 7.233508586883545, 7.947866916656494, 7.036558151245117, 4.147950172424316, 6.519125461578369, 6.075555324554443, 5.297780513763428, 5.809700965881348, 6.885226726531982, 7.394830226898193, 6.003183841705322, 4.905205726623535, 7.124606132507324, 5.282764434814453, 4.5967607498168945, 4.104213714599609, 4.940310955047607, 6.964336395263672, 6.539708614349365, 6.097587585449219, 3.882114887237549, 5.437891960144043, 7.174978256225586, 3.922982692718506, 6.336833953857422, 6.050815582275391, 6.112469673156738, 8.175933837890625, 7.540747165679932, 5.442670822143555, 4.05037784576416, 3.65683650970459, 5.480909824371338, 6.056702613830566, 7.586294651031494, 8.531213760375977, 5.66471529006958, 6.250082492828369, 5.2648420333862305, 6.164962291717529, 4.414339065551758, 6.022089004516602, 5.6175150871276855, 6.897549152374268, 7.494191646575928, 4.933666229248047, 8.037825584411621, 4.868638038635254, 5.076929092407227, 5.296529769897461, 7.211269378662109, 5.346538066864014, 4.282193660736084, 5.251632213592529, 8.44547176361084, 4.056938171386719, 3.6921043395996094, 4.56904411315918, 5.062806129455566, 5.137721538543701, 4.172236442565918, 5.915248870849609, 4.978447437286377, 5.870365142822266, 6.84149169921875, 5.821043491363525, 8.222554206848145, 4.251053333282471, 5.112804412841797, 4.666005611419678, 7.963425636291504, 6.3190016746521, 5.2518839836120605, 8.536227226257324, 7.5684099197387695, 7.52042818069458, 7.287721157073975, 5.043808460235596, 5.010923862457275, 4.037081241607666, 5.45184326171875, 6.721362113952637, 6.9180827140808105, 6.434810638427734, 7.259613990783691, 5.846432209014893, 5.502632141113281, 5.503002643585205, 5.322311878204346, 4.5285210609436035, 7.455196380615234, 3.7528061866760254, 4.067087173461914, 5.204154968261719, 4.257345199584961, 5.09058952331543, 5.116965293884277, 5.355442523956299, 7.535763263702393, 7.122786521911621, 7.099900722503662, 7.53303861618042, 6.211752891540527, 5.457821369171143, 7.934341907501221, 6.989785194396973, 7.713087558746338, 5.678475379943848, 5.783053398132324, 5.084868907928467, 6.063670635223389, 6.452633857727051, 4.97907018661499, 4.83049201965332, 6.109529495239258, 6.516841411590576, 6.442431449890137, 8.364191055297852, 4.420649528503418, 5.760677337646484, 5.3633880615234375, 7.388206958770752, 6.547710418701172, 5.299631118774414, 4.005655765533447, 6.865932941436768, 4.677581310272217, 7.1532158851623535, 5.789402484893799, 4.890364646911621, 6.5676045417785645, 4.752837657928467, 5.608554840087891, 6.458881855010986, 5.135392189025879, 4.325263023376465, 4.5269951820373535, 7.196144104003906, 6.631369590759277, 3.932915210723877, 5.880023956298828, 4.34926700592041, 4.167088985443115, 3.9790821075439453, 7.730110168457031, 5.14999532699585, 5.921557426452637, 5.323052883148193, 4.507394313812256, 7.868240833282471, 6.278959274291992, 5.502284526824951, 6.703243732452393, 7.387937068939209, 7.917219161987305, 6.720233917236328, 5.016205787658691, 4.288564682006836, 5.5714826583862305, 4.080761909484863, 4.6128764152526855, 6.674438953399658, 8.356039047241211, 6.633923053741455, 5.193575382232666, 7.202121257781982, 5.8745551109313965, 4.453242778778076, 8.371238708496094, 6.177914619445801, 5.926003932952881, 7.360031604766846, 6.321193695068359, 5.937531471252441, 4.523499965667725, 4.306021690368652, 6.351158618927002, 4.984881401062012, 7.883087635040283, 5.936532497406006, 6.213167190551758, 4.866610527038574, 6.263657569885254, 7.957381248474121, 6.046069622039795, 5.127068042755127, 7.608189105987549, 7.0718913078308105, 6.365678787231445, 6.391905307769775, 7.156671047210693, 5.390629291534424, 6.924341201782227, 6.533445358276367, 6.737636089324951, 5.248424053192139, 5.489965915679932, 7.946682929992676, 6.5240044593811035, 6.474303722381592, 6.836062431335449, 4.8946709632873535, 7.4818115234375, 6.9543633460998535, 8.365354537963867, 5.29083776473999, 4.195981502532959, 3.5711143016815186, 7.703672409057617, 4.694648742675781, 5.0645060539245605, 3.7297372817993164, 6.827103614807129, 5.032996654510498, 4.278831958770752, 7.534955024719238, 6.627704620361328, 5.620416164398193, 7.729224681854248, 4.634776592254639, 4.2522125244140625, 5.490332126617432, 4.755587577819824, 4.849574089050293, 3.9429116249084473, 6.1458234786987305, 7.088886737823486, 8.207146644592285, 5.419348239898682, 4.7104172706604, 5.955140590667725, 8.274720191955566, 5.563042163848877, 5.2267022132873535, 7.249446868896484, 4.65090274810791, 4.618941307067871, 4.90096378326416, 8.116962432861328, 5.614723205566406, 7.262382984161377, 5.763891696929932, 6.909646511077881, 6.9338178634643555, 5.955324172973633, 7.047383785247803, 8.09761905670166, 4.716291904449463, 6.593562126159668, 4.106407165527344, 6.977207183837891, 5.409898281097412, 4.686270713806152, 7.905652046203613, 3.712470293045044, 4.5756306648254395, 7.313668251037598, 3.872973918914795, 5.013388156890869, 6.05291223526001, 6.670232772827148, 5.587878704071045, 5.735097885131836, 5.407037258148193, 6.290474891662598, 6.389540195465088, 7.069216728210449, 6.304561138153076, 5.428261756896973, 4.058835983276367, 6.302394390106201, 7.267185211181641, 4.900053024291992, 6.324766635894775, 8.677573204040527, 4.154054164886475, 7.482146739959717, 6.345493793487549, 3.8903467655181885, 4.803076267242432, 5.07678747177124, 6.908777713775635, 4.109259605407715, 4.643815994262695, 4.9602742195129395, 6.8064470291137695, 3.764521360397339, 3.7170827388763428, 4.728066921234131, 4.366421222686768, 4.411913871765137, 8.093426704406738, 8.058454513549805, 6.9611124992370605, 5.780203819274902, 3.664097547531128, 6.317208766937256, 6.147259712219238, 4.642782211303711, 4.101443290710449, 7.952343940734863, 5.375332355499268, 4.793152332305908, 5.686537265777588, 7.840978145599365, 4.063553810119629, 4.202946186065674, 3.9759681224823, 6.068775177001953, 8.50492000579834, 5.4917144775390625, 7.293131351470947, 7.091447353363037, 6.940466403961182, 5.984557628631592, 6.311018466949463, 4.142036437988281, 3.9489095211029053, 5.896679878234863, 5.611929416656494, 7.236981391906738, 6.141368865966797, 8.333453178405762, 6.564504623413086, 6.161513805389404, 7.684330940246582, 6.971482276916504, 6.718657493591309, 5.439507961273193, 4.149679183959961, 8.128360748291016, 4.236563682556152, 6.447630882263184, 5.362354755401611, 5.8023457527160645, 6.75632905960083, 5.856925010681152, 5.9876909255981445, 6.533144474029541, 7.847822189331055, 5.7452592849731445, 4.073243141174316, 7.190860271453857, 6.023655414581299, 8.25442886352539, 5.351904392242432, 7.053176403045654, 3.716604232788086, 5.65517520904541, 5.530749320983887, 7.181369304656982, 7.121161937713623, 4.4944562911987305, 6.015413761138916, 7.459146976470947, 6.171548843383789, 6.454414367675781, 7.786324501037598, 5.594294548034668, 4.655341625213623, 5.664717197418213, 4.37332820892334, 7.153223991394043, 5.029905796051025, 4.944169998168945, 4.985360622406006, 7.22586727142334, 8.586268424987793, 4.259354591369629, 7.649765491485596, 4.306639671325684, 5.675930976867676, 5.4002485275268555, 7.503634929656982, 4.410388946533203, 4.324004650115967, 5.639100551605225, 5.279882431030273, 5.222498893737793, 5.63644552230835, 4.122503280639648, 3.7438085079193115, 3.635864734649658, 6.79941463470459, 4.382956504821777, 7.544447898864746, 6.977055072784424, 6.594306945800781, 7.099601745605469, 6.218677997589111, 6.313807010650635, 7.686851978302002, 7.890614986419678, 7.962532043457031, 6.699990272521973, 5.601682662963867, 4.5113348960876465, 6.5826287269592285, 5.337111949920654, 6.215458869934082, 6.3437299728393555, 6.998696804046631, 4.137350559234619, 5.991908550262451, 6.95585823059082, 6.919956684112549, 7.515716552734375, 8.038522720336914, 4.936083793640137, 7.11127233505249, 7.663288116455078, 5.051621913909912, 4.228772163391113, 8.065195083618164, 4.739766597747803, 6.204299449920654, 6.865714073181152, 4.351294040679932, 5.128452301025391, 5.309147834777832, 7.593905925750732, 6.026226043701172, 6.662330627441406, 6.727808475494385, 3.943486452102661, 4.392276763916016, 5.790905475616455, 6.784050941467285, 4.288365364074707, 7.11459493637085, 4.287600517272949, 3.884042263031006, 6.048959255218506, 4.515557289123535, 8.522602081298828, 8.327747344970703, 6.843081474304199, 6.551191329956055, 6.65932035446167, 7.298496723175049, 5.17893648147583, 4.747926712036133, 8.52067756652832, 4.780925273895264, 5.766788959503174, 5.481518268585205, 4.700611114501953, 4.1603593826293945, 4.488320350646973, 7.263624668121338, 7.2685041427612305, 4.274454593658447, 5.387364387512207, 7.291277885437012, 6.453547954559326, 4.113267421722412, 5.147940158843994, 7.029326438903809, 6.814676284790039, 7.379397869110107, 8.050529479980469, 5.401943206787109, 6.805298328399658, 6.227630138397217, 8.434774398803711, 6.726078987121582, 7.9898858070373535, 3.7833385467529297, 4.138529300689697, 6.069262504577637, 4.240753650665283, 4.579856872558594, 7.549465179443359, 6.972382545471191, 5.247851371765137, 7.485538482666016, 8.323259353637695, 6.198034286499023, 7.155797004699707, 6.771297931671143, 6.2267279624938965, 6.187669277191162, 7.528585433959961, 6.8997087478637695, 7.457437992095947, 6.0744404792785645, 4.968582630157471, 5.066433429718018, 4.409361839294434, 5.911126613616943, 5.149520397186279, 7.020188808441162, 4.994436740875244, 5.866090774536133, 6.501771450042725, 8.485472679138184, 7.7187299728393555, 5.31288480758667, 6.905241966247559, 5.320820331573486, 7.376049518585205, 4.365602016448975, 3.693575620651245, 6.834774494171143, 7.2895188331604, 6.492483139038086, 7.106193542480469, 4.453995704650879, 6.93349552154541, 8.116973876953125, 8.284271240234375, 8.198386192321777, 6.8015456199646, 4.6397480964660645, 6.003455638885498, 6.062171459197998, 6.587218761444092, 7.055409908294678, 5.404273986816406, 6.474903106689453, 6.275392055511475, 4.527320861816406, 5.772860050201416, 5.693324089050293, 8.625092506408691, 4.066830635070801, 5.111449718475342, 4.762072563171387, 6.387135982513428, 7.636362075805664, 3.512922525405884, 4.854880332946777, 7.004816055297852, 4.61507511138916, 3.5777883529663086, 8.396722793579102, 4.635187149047852, 8.410404205322266, 4.469883918762207, 5.478914260864258, 7.030564308166504, 4.146129131317139, 7.449522972106934, 5.605477333068848, 6.116500377655029, 8.44803237915039, 5.149178981781006, 6.211860179901123, 5.513887405395508, 5.781480312347412, 5.25065279006958, 5.374413967132568, 6.046265602111816, 5.209822654724121, 6.550867557525635, 4.038853645324707, 7.827348709106445, 4.999600410461426, 6.820497035980225, 5.628517150878906, 7.894416809082031, 7.7715911865234375, 6.18322229385376, 5.118607521057129, 5.077642440795898, 5.993151664733887, 8.32603931427002, 6.815768241882324, 4.335074424743652, 5.24882173538208, 7.460999965667725, 6.41188907623291, 6.606550693511963, 8.041975021362305, 5.83405876159668, 7.774795055389404, 5.317032814025879, 4.942892551422119, 5.402853488922119, 6.483151435852051, 6.354354381561279, 7.740076541900635, 5.155844688415527, 5.505105972290039, 5.897022247314453, 6.923538684844971, 5.582091331481934, 4.069912910461426, 7.741206645965576, 5.399721622467041, 5.382214546203613, 6.624547958374023, 6.251647472381592, 5.013321399688721, 6.818934440612793, 4.3809709548950195, 8.477446556091309, 6.947231769561768, 7.772935390472412, 3.6132609844207764, 7.093908309936523, 6.934718132019043, 7.411083221435547, 8.029680252075195, 5.527429103851318, 4.384131908416748, 7.665551662445068, 3.964057207107544, 5.406784534454346, 4.181646823883057, 4.303866863250732, 6.517362117767334, 4.306184768676758, 7.697873592376709, 4.269521713256836, 8.1716890335083, 4.723295211791992, 7.394197940826416, 4.922164440155029, 4.76706600189209, 8.050787925720215, 5.919522285461426, 4.0740556716918945, 8.700448036193848, 7.493225574493408, 3.6715078353881836, 6.93135404586792, 5.406628131866455, 7.850975036621094, 5.081866264343262, 5.131035327911377, 8.252586364746094, 7.910598278045654, 3.8864312171936035, 4.644474983215332, 5.8669538497924805, 4.42477560043335, 8.533651351928711, 5.088789463043213, 5.056573867797852, 6.656388282775879, 5.922549247741699, 6.989047050476074, 5.313539028167725, 5.11046838760376, 6.509364604949951, 4.102172374725342, 4.219893932342529, 5.258246898651123, 5.017405986785889, 4.152327060699463, 3.8316879272460938, 7.299708843231201, 3.825571060180664, 7.323278427124023, 6.006556034088135, 5.788115978240967, 5.371094703674316, 7.1001434326171875, 7.074885845184326, 7.927692413330078, 7.418592929840088, 6.533107757568359, 5.4318671226501465, 8.096604347229004, 4.425322532653809, 6.823482990264893, 6.2906975746154785, 6.015054702758789, 5.669126510620117, 4.190456390380859, 5.504292011260986, 5.870962619781494, 5.393503665924072, 5.199852466583252, 5.78155517578125, 6.9221625328063965, 5.058988094329834, 7.1830854415893555, 6.5737833976745605, 5.666296482086182, 4.472744941711426, 6.99022912979126, 5.9479804039001465, 7.893737316131592, 4.343146324157715, 6.1646833419799805, 6.03957986831665, 4.247189998626709, 7.7785491943359375, 7.321354389190674, 8.316267967224121, 4.985533237457275, 6.345970630645752, 7.206400394439697, 6.898346424102783, 4.701885223388672, 5.190054893493652, 5.922016620635986, 5.9541239738464355, 4.350704669952393, 7.075333595275879, 5.467873573303223, 4.450220584869385, 8.247307777404785, 4.7689595222473145, 8.466877937316895, 7.466790676116943, 6.618325710296631, 4.193582057952881, 7.0380964279174805, 8.223094940185547, 6.869994163513184, 5.418865203857422, 7.166930198669434, 7.750208854675293, 5.47357702255249, 6.954822540283203, 8.10234260559082, 6.665670871734619, 6.284550189971924, 7.031073093414307, 5.1934494972229, 7.488529682159424, 5.32079553604126, 5.10115909576416, 5.007727146148682, 5.5794548988342285, 4.771237373352051, 6.941540241241455, 5.016507148742676, 7.466044902801514, 7.302128314971924, 5.978806018829346, 6.85509729385376, 7.189493179321289, 7.93672513961792, 6.834169864654541, 6.611694812774658, 5.6345062255859375, 5.796431064605713, 4.483071327209473, 7.361513137817383, 5.121579647064209, 4.925740718841553, 8.112690925598145, 6.840322017669678, 7.145934104919434, 7.770186424255371, 7.624998569488525, 5.343137741088867, 3.5841894149780273, 6.908425331115723, 6.707731246948242, 7.841665744781494, 4.984598159790039, 6.150475978851318, 8.361055374145508, 4.226022243499756, 7.9451375007629395, 4.957420349121094, 7.363555908203125, 7.589099407196045, 5.246841907501221, 5.505617618560791, 4.96970796585083, 8.201427459716797, 6.438880920410156, 8.100746154785156, 5.500036716461182, 5.1722846031188965, 5.897436141967773, 8.369145393371582, 6.441473484039307, 5.388271808624268, 6.279931545257568, 4.250952243804932, 4.209985256195068, 5.137760162353516, 4.354809284210205, 8.2151517868042, 7.949918270111084, 8.26486873626709, 5.554734706878662, 7.723150730133057, 7.192607879638672, 8.258820533752441, 6.689764976501465, 4.099399566650391, 3.9706454277038574, 4.132631301879883, 6.668724536895752, 8.017953872680664, 4.416478633880615, 6.901421070098877, 4.624982833862305, 5.464171409606934, 4.514738082885742, 7.105326175689697, 5.494699954986572, 6.403307914733887, 8.368670463562012, 5.669579982757568, 7.901275157928467, 4.569126129150391, 6.410854816436768, 5.029057502746582, 5.997243881225586, 4.609946250915527, 3.9184768199920654, 6.7157697677612305, 5.6355485916137695, 7.231417655944824, 4.7458672523498535, 8.028985977172852, 4.752676486968994, 8.287556648254395, 7.198293209075928, 8.649560928344727, 7.1338324546813965, 6.064630508422852, 3.7538020610809326, 5.94704008102417, 5.717976093292236, 5.162721633911133, 7.481788158416748, 4.444737911224365, 6.317549705505371, 4.575296401977539, 4.189549446105957, 4.222287654876709, 5.434048175811768, 4.220624923706055, 5.2227349281311035, 4.345192909240723, 8.560429573059082, 6.779257774353027, 6.444265365600586, 7.898507595062256, 4.38442325592041, 5.212324142456055, 4.77610969543457, 6.833282470703125, 7.3517351150512695, 7.474851131439209, 5.454090118408203, 6.399625301361084, 7.7031707763671875, 4.715660572052002, 5.954975128173828, 5.75463342666626, 6.151301383972168, 6.96710205078125, 5.990743160247803, 6.491435527801514, 6.312173366546631, 6.096987247467041, 5.395782470703125, 7.475743770599365, 4.941781044006348, 7.729969501495361, 4.453450679779053, 7.986685752868652, 5.450013160705566, 4.496068477630615, 6.177290916442871, 5.613983154296875, 7.647281646728516, 6.776361465454102, 7.003603458404541, 6.695255279541016, 5.4288787841796875, 6.038574695587158, 7.493439674377441, 5.4618916511535645, 7.503294467926025, 5.986940860748291, 6.615441799163818, 4.926380634307861, 7.696508407592773, 7.6570305824279785, 4.188686847686768, 5.829898357391357, 8.316983222961426, 6.670724391937256, 5.842770099639893, 5.285922527313232, 6.932033538818359, 5.704171180725098, 3.9908974170684814, 4.22044563293457, 4.400790691375732, 5.7550859451293945, 5.314558029174805, 7.174618721008301, 7.657361030578613, 5.420439720153809, 6.448932647705078, 5.693416118621826, 7.886106491088867, 5.770635604858398, 5.6315226554870605, 3.742928981781006, 5.365511417388916, 6.747519493103027, 8.201716423034668, 4.050160884857178, 5.513164043426514, 5.762671947479248, 6.924417018890381, 4.613401889801025, 7.452790260314941, 7.215386390686035, 4.460670471191406, 6.255813121795654, 5.149996280670166, 4.839621543884277, 7.625654220581055, 8.537612915039062, 6.167735576629639, 6.4027934074401855, 8.093550682067871, 4.196774482727051, 5.469286918640137, 6.589217185974121, 8.308087348937988, 6.862876892089844, 8.504111289978027, 7.054136753082275, 4.715712547302246, 5.233860015869141, 7.416262626647949, 7.6709442138671875, 4.040311813354492, 8.544508934020996, 5.80836820602417, 5.403337478637695, 7.8460774421691895, 5.89558219909668, 4.94502067565918, 7.470611095428467, 5.182250499725342, 5.704451560974121, 4.136149883270264, 6.335418224334717, 5.590529441833496, 7.115004539489746, 6.151756286621094, 4.386801719665527, 3.760249137878418, 6.259678363800049, 7.139597415924072, 6.406981945037842, 6.064766883850098, 4.320478439331055, 6.954128742218018, 5.574461936950684, 5.917013645172119, 4.087578296661377, 5.069523334503174, 3.8121848106384277, 6.297784328460693, 8.25340461730957, 6.326137542724609, 5.864534854888916, 8.169889450073242, 4.229947090148926, 8.395666122436523, 7.275450706481934, 7.94216775894165, 5.018641948699951, 7.22509765625, 5.117146015167236, 5.827565670013428, 4.499843597412109, 6.076842308044434, 4.539982795715332, 5.955593585968018, 7.4062652587890625, 4.835546970367432, 6.987697124481201, 6.217210292816162, 4.27272891998291, 5.670363903045654, 3.859818458557129, 7.78233003616333, 6.989407062530518, 7.94609260559082, 5.089158058166504, 5.600447177886963, 4.804029941558838, 7.280264854431152, 6.498865127563477, 4.461040019989014, 5.805004119873047, 5.352731227874756, 8.199594497680664, 7.984743118286133, 5.19254207611084, 5.463642597198486, 5.736790180206299, 7.35975456237793, 5.632259845733643, 7.0764288902282715, 6.820907115936279, 4.42741584777832, 6.969380855560303, 6.548386096954346, 8.168754577636719, 4.301875591278076, 4.512750148773193, 8.227416038513184, 7.1946258544921875, 7.423830509185791, 4.51292610168457, 3.9909424781799316, 6.109617710113525, 6.225851535797119, 4.160122871398926, 4.921235084533691, 7.6922125816345215, 4.809717178344727, 6.434427738189697, 7.137416839599609, 5.752952575683594, 4.204690933227539, 8.244091033935547, 5.822650909423828, 7.379494667053223, 7.767160415649414, 8.198485374450684, 7.228625297546387, 4.200170993804932, 4.81724739074707, 6.184741020202637, 6.345648765563965, 5.212385177612305, 8.24346923828125, 3.8790721893310547, 5.897468566894531, 5.776279926300049, 5.236075401306152, 6.3715033531188965, 6.718476295471191, 7.7454729080200195, 8.045806884765625, 4.055732727050781, 6.2915544509887695, 4.839364051818848, 8.043129920959473, 7.980099201202393, 6.150241374969482, 7.118382930755615, 4.585059642791748, 6.723179817199707, 5.005712509155273, 5.753664970397949, 6.340775489807129, 5.955755233764648, 6.299331188201904, 3.9703354835510254, 4.199100017547607, 5.078641891479492, 7.9402852058410645, 7.1258864402771, 6.697490692138672, 5.635166168212891, 3.918570041656494, 3.9717814922332764, 4.188794136047363, 6.004957675933838, 4.477038860321045, 5.308991432189941, 7.1121344566345215, 7.057760238647461, 5.375094890594482, 6.164966106414795, 6.869255065917969, 5.502574920654297, 4.921871662139893, 3.7168638706207275, 4.832908630371094, 6.521723747253418, 6.77734899520874, 7.638941764831543, 3.924280881881714, 8.02438735961914, 8.022113800048828, 4.7779741287231445, 7.5489501953125, 5.230037212371826, 4.290136814117432, 4.9720940589904785, 4.849580764770508, 7.081753253936768, 6.397414684295654, 6.428950786590576, 4.064599514007568, 4.441424369812012, 5.843658447265625, 6.888524055480957, 4.4035749435424805, 7.574116230010986, 6.718295574188232, 5.254100799560547, 5.953513145446777, 4.281282901763916, 4.885509490966797, 6.736688613891602, 4.672372341156006, 8.321523666381836, 8.203868865966797, 7.958062171936035, 6.136207103729248, 4.405250549316406, 5.276339054107666, 4.524501800537109, 4.84056282043457, 7.714893817901611, 6.971673965454102, 4.839856147766113, 7.280065059661865, 5.450043678283691, 4.958750247955322, 6.834368705749512, 6.907565116882324, 5.490090847015381, 7.831329822540283, 4.384769439697266, 8.543495178222656, 5.442296981811523, 6.221683025360107, 7.074839115142822, 6.238440990447998, 5.657135963439941, 5.08514928817749, 7.770161151885986, 7.253364562988281, 4.932997703552246, 7.054565906524658, 5.470506191253662, 4.9361138343811035, 5.649097442626953, 5.1537652015686035, 8.140700340270996, 4.801425933837891, 8.158613204956055, 4.444405555725098, 7.36628532409668, 7.303987503051758, 5.466534614562988, 7.811059951782227, 3.772819757461548, 7.918007850646973, 7.625479221343994, 6.363014221191406, 4.3302412033081055, 5.20818567276001, 8.575339317321777, 6.956902503967285, 6.85607385635376, 5.885687828063965, 7.390151023864746, 3.841359853744507, 6.31126594543457, 5.063589572906494, 7.418380260467529, 6.295945167541504, 7.09861946105957, 5.622825622558594, 6.846556186676025, 5.427497863769531, 6.336153030395508, 7.760855674743652, 4.145556926727295, 5.580644607543945, 7.163483619689941, 5.691760063171387, 6.333877086639404, 6.2330498695373535, 4.984714984893799, 7.712221622467041, 6.7233476638793945, 6.070896625518799, 4.435029029846191, 5.801306247711182, 5.548933029174805, 8.417218208312988, 3.842186212539673, 6.669720649719238, 6.780986309051514, 5.485560417175293, 5.01161003112793, 8.245317459106445, 4.770838260650635, 4.992464542388916, 7.282772064208984, 6.372566223144531, 5.486921310424805, 3.684699058532715, 4.285505771636963, 7.617435932159424, 8.328007698059082, 5.88212251663208, 7.002864360809326, 7.056377410888672, 7.967400074005127, 6.0448760986328125, 3.653822660446167, 7.116954326629639, 6.6838059425354, 8.019898414611816, 5.331876277923584, 5.393208980560303, 4.162762641906738, 7.084251403808594, 7.0828962326049805, 6.263538837432861, 4.237484455108643, 8.499571800231934, 7.794177532196045, 4.419076442718506, 7.213502407073975, 5.7841105461120605, 8.304990768432617, 6.226426601409912, 4.494606018066406, 5.274589538574219, 5.635373592376709, 8.339513778686523, 6.127691268920898, 8.352100372314453, 7.641773223876953, 4.874125003814697, 8.192042350769043, 8.019922256469727, 8.176081657409668, 6.2435383796691895, 5.365954399108887, 6.5772013664245605, 3.73002290725708, 5.1087727546691895, 6.146125793457031, 7.920063018798828, 5.178438663482666, 7.997478008270264, 7.38291597366333, 7.041876792907715, 7.182286262512207, 7.724780082702637, 7.150579929351807, 6.227560520172119, 8.334275245666504, 8.40285873413086, 7.527594089508057, 7.2169599533081055, 3.9081366062164307, 6.985343933105469, 6.782288074493408, 4.256324291229248, 6.856177806854248, 7.0759711265563965, 4.997528553009033, 8.235517501831055, 7.109696388244629, 4.077569484710693, 5.040442943572998, 7.621525287628174, 4.5979905128479, 6.800601959228516, 5.8179707527160645, 5.052878379821777, 4.149326324462891, 8.25056266784668, 7.082739353179932, 6.50579309463501, 5.838054180145264, 3.7341318130493164, 6.555047512054443, 4.6834516525268555, 7.839971542358398, 8.428177833557129, 6.846916198730469, 4.367976665496826, 4.863935470581055, 6.45440149307251, 8.380993843078613, 3.7122209072113037, 6.379462718963623, 6.66597318649292, 4.611911773681641, 4.554265975952148, 4.24686336517334, 4.385108947753906, 4.289328575134277, 6.579613208770752, 6.707805156707764, 8.17937183380127, 3.950326681137085, 5.642940044403076, 4.08441686630249, 7.965793132781982, 5.767220973968506, 5.180933952331543, 6.6306257247924805, 5.886294841766357, 5.993934631347656, 6.243234157562256, 7.884709358215332, 5.795418739318848, 5.589166164398193, 4.145734786987305, 8.116164207458496, 5.012148380279541, 6.835446834564209, 4.687919616699219, 5.656661510467529, 7.699090957641602, 6.966886043548584, 4.655385494232178, 8.229483604431152, 7.484227657318115, 3.962009906768799, 7.446202754974365, 4.108780860900879, 4.215671062469482, 4.605080604553223, 4.5465521812438965, 4.527718544006348, 7.090277194976807, 6.715750217437744, 7.9029459953308105, 4.19993257522583, 4.150351047515869, 5.5357208251953125, 5.987880229949951, 7.136011600494385, 8.109951972961426, 5.319062232971191, 7.825473308563232, 5.2678680419921875, 6.042752265930176, 6.022693634033203, 7.877279758453369, 4.278706073760986, 4.485537052154541, 8.45914077758789, 6.110896587371826, 4.657010555267334, 6.476033687591553, 6.036012649536133, 3.9705047607421875, 7.540320873260498, 7.014101982116699, 6.589352607727051, 7.338197231292725, 6.187249183654785, 5.788532257080078, 7.298959255218506, 5.335408687591553, 5.623908519744873, 7.430898666381836, 8.34912395477295, 5.394047260284424, 7.023163318634033, 8.161538124084473, 3.861964702606201, 5.374872207641602, 4.3685784339904785, 3.689343214035034, 5.469135284423828, 5.490086078643799, 6.696966171264648, 4.878045082092285, 7.271297931671143, 7.165994644165039, 6.459858417510986, 7.497387886047363, 4.896711349487305, 5.471807956695557, 6.459840774536133, 7.7921929359436035, 6.218920707702637, 7.4400153160095215, 6.428602695465088, 6.575909614562988, 3.600008726119995, 5.08485746383667, 3.71368145942688, 6.534951686859131, 6.388773441314697, 7.0792317390441895, 4.552303791046143, 4.232259750366211, 4.251814842224121, 6.6313700675964355, 7.157621383666992, 5.3689799308776855, 4.9485697746276855, 5.776440620422363, 7.951262474060059, 7.252769947052002, 6.038802146911621, 5.2910895347595215, 4.559839725494385, 5.556276798248291, 4.561795711517334, 4.4337568283081055, 4.647623062133789, 5.859870433807373, 4.664341449737549, 5.932060241699219, 4.147726058959961, 5.79377555847168, 3.6961631774902344, 5.727627754211426, 4.374650001525879, 7.036962985992432, 8.460710525512695, 4.841019153594971, 8.048699378967285, 8.176521301269531, 6.472478866577148, 3.898071050643921, 4.775291919708252, 6.082986831665039, 6.654699325561523, 3.868093252182007, 4.826859474182129, 4.345911979675293, 5.743666172027588, 3.9772210121154785, 6.060396671295166, 4.995485305786133, 8.290849685668945, 6.538710594177246, 5.563825607299805, 4.637082576751709, 4.816257953643799, 7.485292434692383, 7.813340187072754, 4.199510097503662, 4.423761367797852, 4.029074192047119, 4.540109634399414, 4.546640872955322, 6.924716472625732, 8.383915901184082, 8.139824867248535, 4.823189735412598, 6.995480537414551, 5.936628341674805, 6.77794075012207, 5.829346179962158, 5.4282755851745605, 8.1774263381958, 4.527297019958496, 4.991093635559082, 8.059069633483887, 7.783439636230469, 5.270381450653076, 4.277990341186523, 5.802144527435303, 5.920961856842041, 4.711400985717773, 5.169894695281982, 7.711058139801025, 6.250074863433838, 8.60539722442627, 6.349278926849365, 8.006300926208496, 4.646883487701416, 6.7949981689453125, 6.499165058135986, 3.820919990539551, 7.069573402404785, 6.8346662521362305, 7.225765228271484, 6.284847736358643, 6.40743350982666, 8.08227825164795, 6.781468868255615, 4.228021621704102, 4.567630290985107, 7.762341499328613, 5.233625888824463, 7.324443817138672, 6.952551364898682, 5.618338584899902, 4.6358723640441895, 5.347240447998047, 5.636111259460449, 4.29882287979126, 6.071356296539307, 7.3304877281188965, 6.002725124359131, 6.326983451843262, 7.505131244659424, 7.02509880065918, 4.695090293884277, 6.739284992218018, 3.9780843257904053, 8.164759635925293, 6.4360246658325195, 8.492506980895996, 7.981687545776367, 4.117395401000977, 8.657232284545898, 7.237657070159912, 7.387498378753662, 7.009218692779541, 6.505545616149902, 7.381139755249023, 5.201387405395508, 6.4053449630737305, 7.030733585357666, 5.2939453125, 8.161805152893066, 4.67161750793457, 7.174227237701416, 6.773367404937744, 5.304951190948486, 4.30378532409668, 8.177068710327148, 5.534479141235352, 7.040012836456299, 4.375883102416992, 6.320813179016113, 7.0636982917785645, 5.3744306564331055, 5.706359386444092, 8.240525245666504, 5.542482376098633, 5.841599941253662, 4.917468547821045, 4.858058929443359, 3.818556308746338, 7.106711387634277, 4.967849254608154, 6.229064464569092, 4.670288562774658, 4.1625142097473145, 4.684122085571289, 4.693026542663574, 5.308450222015381, 5.195072650909424, 5.947559356689453, 5.7044548988342285, 5.026762962341309, 5.343449115753174, 4.638044834136963, 4.324875354766846, 5.16726541519165, 5.1773176193237305, 7.8906025886535645, 6.784764289855957, 7.933574199676514, 5.81539249420166, 4.972337245941162, 5.700144290924072, 6.099400043487549, 6.676634311676025, 6.705168724060059, 5.361668109893799, 4.313915252685547, 6.198219299316406, 6.315609931945801, 7.959755897521973, 7.211324214935303, 3.964993715286255, 7.529606819152832, 6.183592796325684, 7.468853950500488, 6.561473846435547, 4.765808582305908, 7.903102874755859, 6.906085968017578, 4.308098793029785, 7.796308994293213, 8.660775184631348, 5.551997184753418, 6.621644973754883, 4.014901161193848, 6.141968250274658, 8.357857704162598, 4.603424549102783, 7.4286088943481445, 5.588036060333252, 8.163337707519531, 4.647788047790527, 6.953453063964844, 5.256953716278076, 7.937138080596924, 6.697225570678711, 5.471141815185547, 5.695638656616211, 5.6768717765808105, 4.032012939453125, 6.180366039276123, 6.392008304595947, 6.317158222198486, 4.03961706161499, 7.772809028625488, 7.374495983123779, 5.9578962326049805, 6.263791084289551, 6.4915595054626465, 7.58449125289917, 5.881589889526367, 4.098891258239746, 5.748520374298096, 3.569450616836548, 6.793455600738525, 4.641149997711182, 4.066784381866455, 5.802972316741943, 6.505191326141357, 5.459873199462891, 4.278775215148926, 4.928181171417236, 6.166369438171387, 8.229503631591797, 4.371264457702637, 5.7072319984436035, 6.2135138511657715, 6.018624782562256, 5.336912155151367, 5.60829496383667, 3.5007669925689697, 6.221895217895508, 5.022297382354736, 6.123648643493652, 4.181842803955078, 4.155632019042969, 8.583415031433105, 5.427359104156494, 4.692432880401611, 6.779742240905762, 6.9184980392456055, 4.7874579429626465, 7.028040409088135, 4.1505632400512695, 3.786195993423462, 7.041194438934326, 5.305057048797607, 7.4591474533081055, 4.303518295288086, 4.986996650695801, 4.737749099731445, 4.448574542999268, 6.215971946716309, 4.3166823387146, 7.886314868927002, 8.35324764251709, 6.983885765075684, 7.517672538757324, 8.258561134338379, 3.7338321208953857, 5.530332565307617, 8.117613792419434, 8.617768287658691, 7.944880962371826, 4.710603713989258, 5.851789951324463, 8.62488079071045, 6.096282958984375, 5.505943775177002, 8.618032455444336, 6.90667200088501, 4.438423156738281, 7.197437763214111, 6.134653091430664, 4.9406890869140625, 4.456780433654785, 6.563871383666992, 5.462584018707275, 6.687615871429443, 5.600338935852051, 4.639726638793945, 8.352559089660645, 5.671224117279053, 6.082935810089111, 6.538265228271484, 4.639223575592041, 5.248530387878418, 6.928193092346191, 5.058526515960693, 5.2155070304870605, 4.492726802825928, 4.656543254852295, 7.210615634918213, 7.263455867767334, 7.555260181427002, 5.058598041534424, 6.124125003814697, 6.170458793640137, 6.891290187835693, 4.346141815185547, 4.6647868156433105, 6.012316703796387, 4.326775550842285, 8.544734954833984, 8.343461036682129, 4.707374095916748, 5.785338401794434, 5.010533332824707, 4.1735663414001465, 8.551603317260742, 4.588805675506592, 4.351061820983887, 4.618584632873535, 7.027789115905762, 5.5872673988342285, 7.149664878845215, 8.271761894226074, 6.366387844085693, 6.95789909362793, 7.433648109436035, 5.476562976837158, 5.130782127380371, 4.38486909866333, 6.198734760284424, 4.779547691345215, 6.587120056152344, 6.647170066833496, 4.9130754470825195, 6.658647060394287, 8.465054512023926, 3.529143810272217, 6.0536909103393555, 5.635613441467285, 6.062137126922607, 5.164113521575928, 4.372730255126953, 4.49362325668335, 6.142164707183838, 5.963383197784424, 5.482485771179199, 7.449411392211914, 4.514030456542969, 7.906863212585449, 5.5818257331848145, 4.249504566192627, 7.627668380737305, 3.811513662338257, 5.915299415588379, 7.373725414276123, 3.722015857696533, 8.253742218017578, 5.117396831512451, 6.685140132904053, 7.230747699737549, 5.292449951171875, 6.59935998916626, 7.692451477050781, 6.39285135269165, 4.561006546020508, 3.6586852073669434, 3.9638967514038086, 5.134246349334717, 4.558971881866455, 4.3683576583862305, 7.070295333862305, 8.174810409545898, 6.555588245391846, 6.840821743011475, 4.3013434410095215, 7.530444622039795, 6.841044902801514, 5.427063465118408, 6.022351264953613, 6.961268424987793, 6.413390159606934, 5.785877227783203, 5.498457908630371, 8.500203132629395, 4.15654993057251, 5.052950859069824, 8.111808776855469, 6.641765594482422, 4.584699630737305, 3.586601734161377, 4.238873481750488, 3.8846280574798584, 7.573730945587158, 7.369903087615967, 4.213189125061035, 5.919447898864746, 4.203290939331055, 7.362523078918457, 6.308111667633057, 8.001886367797852, 5.396698951721191, 6.453972816467285, 5.684360980987549, 6.563522815704346, 7.031829833984375, 7.962019920349121, 8.136384963989258, 4.360620975494385, 7.376499652862549, 4.535439968109131, 6.9747233390808105, 6.762439250946045, 4.075642108917236, 5.010141849517822, 6.2494378089904785, 6.4782490730285645, 6.69083309173584, 5.343297004699707, 6.82485294342041, 4.271461486816406, 8.373247146606445, 6.083393096923828, 6.378483295440674, 4.134399890899658, 5.637093544006348, 3.6217775344848633, 4.74329137802124, 6.064896583557129, 6.621402263641357, 3.8586862087249756, 6.941537380218506, 3.9758119583129883, 8.164176940917969, 6.930750846862793, 6.944901943206787, 6.850526332855225, 7.3623738288879395, 4.33478307723999, 4.6055755615234375, 6.775643825531006, 5.664504051208496, 3.7894182205200195, 4.794875621795654, 4.323435306549072, 4.312710762023926, 7.392997741699219, 7.148794174194336, 4.184817790985107, 6.401452541351318, 5.5556721687316895, 5.491246700286865, 3.932579755783081, 4.197473526000977, 6.9609832763671875, 8.23482894897461, 5.026541233062744, 8.125617980957031, 4.272749423980713, 3.539952039718628, 4.617620944976807, 4.719288349151611, 6.284815311431885, 6.062447547912598, 6.866879940032959, 4.332710266113281, 3.7313127517700195, 4.734582424163818, 4.515371799468994, 5.496114730834961, 7.447977066040039, 4.780672550201416, 5.243927478790283, 8.203095436096191, 4.264149188995361, 7.899629592895508, 4.775086879730225, 6.135913372039795, 3.9512383937835693, 5.402572154998779, 4.267758846282959, 5.816701412200928, 5.180547714233398, 8.635161399841309, 4.246640682220459, 4.352931022644043, 7.1691741943359375, 5.280207633972168, 6.120551109313965, 8.480563163757324, 6.344639778137207, 5.08924674987793, 4.42730188369751, 5.558639049530029, 4.29158878326416, 7.637258529663086, 7.313286304473877, 6.536194324493408, 4.675553321838379, 4.205621719360352, 4.239857196807861, 7.3758039474487305, 6.26161003112793, 7.539524555206299, 6.660953521728516, 5.908829212188721, 5.551030158996582, 6.305646896362305, 8.54019832611084, 3.74242901802063, 8.345478057861328, 5.324089527130127, 5.051527500152588, 6.110927104949951, 8.387091636657715, 6.68200159072876, 4.775583267211914, 4.356917381286621, 4.4562458992004395, 5.5757293701171875, 6.9747724533081055, 8.064393997192383, 6.437489986419678, 4.798562526702881, 5.396274089813232, 4.832581043243408, 6.036975383758545, 4.853723049163818, 4.75645637512207, 7.334629058837891, 7.100257873535156, 5.8956780433654785, 5.124149322509766, 6.971230983734131, 5.55767297744751, 5.285066604614258, 6.961464881896973, 4.382808208465576, 6.146277904510498, 8.512380599975586, 7.902909755706787, 5.853688716888428, 6.438517093658447, 7.641017913818359, 4.936323165893555, 6.888635635375977, 6.487367630004883, 8.491260528564453, 5.128253936767578, 6.162724494934082, 4.600492000579834, 4.365139484405518, 7.311302661895752, 3.626227617263794, 4.731804847717285, 4.5153632164001465, 5.581996917724609, 6.012714385986328, 5.618527889251709, 7.105282783508301, 7.606894016265869, 8.060519218444824, 7.054681777954102, 4.515387535095215, 6.562226295471191, 6.291221618652344, 3.989893674850464, 5.542223930358887, 4.721508979797363, 5.743028163909912, 5.445160865783691, 6.333992958068848, 4.265230178833008, 4.700235843658447, 4.977762222290039, 4.943532466888428, 4.605954647064209, 4.4750847816467285, 5.3022990226745605, 3.739548921585083, 3.995828866958618, 6.251853942871094, 8.242037773132324, 7.168159484863281, 5.8262224197387695, 3.764901876449585, 6.52927827835083, 5.592892646789551, 8.022027969360352, 7.353728294372559, 5.3863019943237305, 5.617548942565918, 4.910971164703369, 6.124373912811279, 6.021215915679932, 6.992708206176758, 5.721152305603027, 4.0908942222595215, 7.358546257019043, 3.533895254135132, 7.071238994598389, 6.2131547927856445, 5.44918155670166, 5.779192924499512, 4.862951278686523, 6.7074785232543945, 7.148006916046143, 4.915755271911621, 5.607104778289795, 6.984697341918945, 7.710229396820068, 8.725214958190918, 4.971070766448975, 6.843337059020996, 5.281760215759277, 4.332589149475098, 8.394959449768066, 5.015334129333496, 4.467503070831299, 6.654599666595459, 6.235520362854004, 4.2421488761901855, 7.001729965209961, 7.898155212402344, 5.710790157318115, 6.966946125030518, 6.221615314483643, 5.025759696960449, 6.516838073730469, 7.769008159637451, 7.366331577301025, 4.5084404945373535, 4.6380205154418945, 7.912853717803955, 7.859403133392334, 5.004479885101318, 8.009905815124512, 8.035602569580078, 4.323012828826904, 7.7166643142700195, 5.316935062408447, 5.383305072784424, 5.358340740203857, 6.542662620544434, 5.24103307723999, 7.115675449371338, 5.814537525177002, 7.267478942871094, 6.3882670402526855, 8.003944396972656, 5.017003059387207, 5.606769561767578, 4.418910980224609, 7.667665004730225, 4.60844087600708, 8.169968605041504, 6.3813862800598145, 5.351346492767334, 7.25798225402832, 6.7576422691345215, 5.082232475280762, 5.196562767028809, 4.735531330108643, 5.185159206390381, 3.8929104804992676, 7.945683479309082, 7.865880966186523, 8.397684097290039, 6.180935382843018, 7.39138650894165, 6.340094089508057, 8.305094718933105, 3.8457963466644287, 7.027400970458984, 6.642377853393555, 5.3977460861206055, 3.739485740661621, 4.6059417724609375, 6.363217830657959, 4.705198287963867, 7.153926372528076, 6.95249605178833, 7.180946350097656, 3.8905277252197266, 4.349306106567383, 5.030066967010498, 6.211921215057373, 4.4381184577941895, 8.44158935546875, 7.711915016174316, 6.3031086921691895, 7.015141487121582, 4.42622184753418, 4.6526007652282715, 6.610607624053955, 4.670936584472656, 6.955012798309326, 6.683050155639648, 4.7300262451171875, 4.343492031097412, 5.901605129241943, 6.081725120544434, 5.830509185791016, 4.132275581359863, 7.709529399871826, 5.131902694702148, 4.9879655838012695, 6.088678359985352, 6.929889678955078, 5.14184045791626, 5.761048793792725, 7.505581378936768, 4.373009204864502, 6.164024353027344, 3.770416736602783, 4.098755359649658, 7.73682975769043, 4.563425540924072, 4.618200302124023, 3.729341745376587, 7.130154132843018, 4.29013729095459, 8.7217378616333, 6.938000202178955, 8.054415702819824, 6.914979934692383, 4.335180282592773, 6.504536151885986, 6.5052618980407715, 6.0633463859558105, 5.897019863128662, 6.435872554779053, 6.568071365356445, 3.7673895359039307, 6.726925373077393, 4.854406356811523, 6.118875980377197, 6.764540195465088, 5.4459943771362305, 4.135709762573242, 4.364565849304199, 6.195668697357178, 6.965061187744141, 4.613575458526611, 8.37137222290039, 5.576015472412109, 6.952760219573975, 6.518899440765381, 6.39674186706543, 4.24724817276001, 5.320830345153809, 8.413483619689941, 8.492067337036133, 5.4387359619140625, 6.4776458740234375, 6.423569679260254, 4.0627360343933105, 4.302984237670898, 7.444211006164551, 5.007925987243652, 6.505373954772949, 4.87514066696167, 7.105288028717041, 4.324962615966797, 5.433597087860107, 4.411900520324707, 6.772068500518799, 5.066910743713379, 6.613281726837158, 5.418029308319092, 6.489686489105225, 6.520042896270752, 5.980051040649414, 8.564861297607422, 4.738059043884277, 6.844172477722168, 4.707165241241455, 8.140801429748535, 4.133115291595459, 5.833222389221191, 5.165404796600342, 5.690176963806152, 3.576866626739502, 6.00497579574585, 5.256031036376953, 7.058878421783447, 6.451510429382324, 6.918493270874023, 6.398372650146484, 6.083311557769775, 4.463192462921143, 4.870370864868164, 7.118186950683594, 8.237031936645508, 6.2691521644592285, 4.961380958557129, 6.066370010375977, 4.295094013214111, 7.509642601013184, 7.050438404083252, 5.105607986450195, 8.074939727783203, 7.750687122344971, 7.102898597717285, 7.351175785064697, 6.195480823516846, 4.892224311828613, 7.189887046813965, 6.73492956161499, 6.2287797927856445, 3.5909831523895264, 4.255054950714111, 3.848829984664917, 7.814403057098389, 4.917964935302734, 4.275022506713867, 8.055002212524414, 5.154983043670654, 5.100851058959961, 5.605803489685059, 5.5110392570495605, 6.777590751647949, 5.328784942626953, 6.365787982940674, 7.675180435180664, 7.34948205947876, 8.032448768615723, 6.810814380645752, 4.560086250305176, 8.04426097869873, 8.174105644226074, 4.45918607711792, 5.658747673034668, 4.441271781921387, 4.299170017242432, 7.973013401031494, 7.335115432739258, 5.356610298156738, 5.9744744300842285, 8.202095031738281, 4.417360305786133, 5.185120105743408, 4.648777484893799, 5.369271755218506, 6.799039840698242, 4.763972282409668, 6.447151184082031, 7.452273368835449, 7.417850494384766, 5.148240089416504, 4.450998783111572, 8.226292610168457, 4.510129928588867, 6.109738826751709, 7.0482354164123535, 6.399149417877197, 5.023593425750732, 3.954608201980591, 7.786038398742676, 6.442468166351318, 8.571606636047363, 4.775146484375, 5.29538106918335, 5.183164596557617, 4.94827938079834, 6.097539901733398, 6.342568397521973, 8.305088996887207, 7.3755950927734375, 5.090121746063232, 6.593945026397705, 6.2131428718566895, 6.675352573394775, 6.056336402893066, 6.286325454711914, 7.080407619476318, 5.195955753326416, 3.6708648204803467, 5.386492729187012, 7.23837423324585, 7.850192070007324, 6.6479597091674805, 7.726147651672363, 4.889882564544678, 6.966703414916992, 3.6094038486480713, 6.308582782745361, 5.662047863006592, 3.496274709701538, 5.802700042724609, 4.755235195159912, 4.650206089019775, 5.4087138175964355, 7.4247918128967285, 6.860331058502197, 4.980710983276367, 7.447144508361816, 6.155218124389648, 7.14163064956665, 3.889895439147949, 7.140443801879883, 6.406786918640137, 4.07017183303833, 4.919775485992432, 5.010343074798584, 6.3301544189453125, 6.806490898132324, 4.205564022064209, 5.861179351806641, 5.789909362792969, 7.156411170959473, 7.9687275886535645, 6.000917434692383, 6.65460729598999, 5.762364387512207, 6.656075477600098, 5.192897796630859, 3.983339309692383, 7.206330299377441, 8.102361679077148, 5.972600936889648, 6.30606746673584, 6.48846960067749, 5.980417251586914, 8.212166786193848, 4.2249884605407715, 7.241894721984863, 6.219061851501465, 6.118895053863525, 6.125815391540527, 6.258308410644531, 8.03974437713623, 5.53490686416626, 7.008567810058594, 3.6421282291412354, 5.338277816772461, 5.158536911010742, 5.387505531311035, 7.206823348999023, 4.876472473144531, 5.05998420715332, 7.3490190505981445, 8.19726848602295, 4.146974086761475, 6.577647686004639, 6.330714702606201, 4.030481815338135, 6.13478946685791, 5.014654636383057, 7.501001834869385, 5.207258701324463, 8.28605842590332, 6.912671089172363, 7.2987213134765625, 6.757997512817383, 7.803313255310059, 7.782380104064941, 6.4931817054748535, 4.3611531257629395, 4.074630260467529, 8.535019874572754, 5.0048322677612305, 8.043272018432617, 5.691847801208496, 6.781468868255615, 5.325207233428955, 7.972328186035156, 6.957344055175781, 7.762033939361572, 7.565047264099121, 4.461160182952881, 7.384044170379639, 4.997178077697754, 4.951452732086182, 5.883808135986328, 5.119748592376709, 4.398167133331299, 4.173637866973877, 6.101873874664307, 4.393486976623535, 5.031895160675049, 7.469721794128418, 5.734987735748291, 3.814976215362549, 3.6552951335906982, 8.131175994873047, 7.666008949279785, 5.082523345947266, 5.396478176116943, 8.529983520507812, 7.8074727058410645, 4.385229587554932, 8.072921752929688, 5.183541297912598, 4.871703147888184, 8.422101020812988, 5.97320556640625, 6.388833045959473, 6.820505142211914, 5.16754674911499, 5.182386875152588, 7.487608432769775, 5.549755096435547, 5.418121337890625, 6.159231185913086, 4.923162460327148, 4.8695855140686035, 6.3288493156433105, 5.516732215881348, 4.336543560028076, 3.655791759490967, 5.076801776885986, 5.3291826248168945, 7.94492769241333, 4.502679347991943, 4.340674877166748, 3.7407753467559814, 4.512015342712402, 6.408210277557373, 5.1562819480896, 4.9707350730896, 6.829949855804443, 8.333815574645996, 6.0909504890441895, 4.241809368133545, 5.332517147064209, 7.414754867553711, 5.234070777893066, 5.383077144622803, 6.9590373039245605, 7.398582458496094, 4.485456943511963, 5.882976055145264, 5.225494384765625, 7.984078884124756, 6.655019760131836, 6.177724838256836, 4.408531665802002, 4.676733016967773, 4.597555160522461, 5.378274440765381, 4.599441051483154, 7.3079071044921875, 5.459118843078613, 4.42594575881958, 7.299863815307617, 6.988038539886475, 5.453463077545166, 6.725062847137451, 7.768539905548096, 5.367644786834717, 7.4982218742370605, 4.882023811340332, 3.752307176589966, 5.136975288391113, 4.749872207641602, 7.84215784072876, 6.323362350463867, 5.195044994354248, 7.951391220092773, 6.031570911407471, 5.854248046875, 4.218453884124756, 5.882450580596924, 7.02268648147583, 7.425417423248291, 5.8486785888671875, 6.473365783691406, 6.910183429718018, 6.260320663452148, 5.6660685539245605, 4.428091526031494, 5.653405666351318, 6.669981479644775, 6.606949806213379, 6.356847286224365, 6.640272617340088, 3.511821746826172, 6.369816303253174, 5.385373592376709, 6.683460235595703, 6.451461315155029, 7.503818035125732, 7.419058799743652, 8.468853950500488, 5.469189167022705, 6.611752033233643, 7.058712005615234, 7.0209455490112305, 4.269228458404541, 6.381274223327637, 7.206355571746826, 7.637707233428955, 8.129528045654297, 6.169123649597168, 5.240033149719238, 6.393677711486816, 6.60758113861084, 7.515182971954346, 7.1125006675720215, 6.989838600158691, 4.399471282958984, 6.333246231079102, 5.929610252380371, 6.867729187011719, 6.83866548538208, 7.049925804138184, 5.449779033660889, 4.459354877471924, 5.615426063537598, 4.784054279327393, 6.2486138343811035, 8.413330078125, 5.389976978302002, 7.757989406585693, 7.904789447784424, 7.263087749481201, 8.257756233215332, 4.057615280151367, 8.14006233215332, 6.807712078094482, 7.810283184051514, 3.775923728942871, 5.7691969871521, 5.584776878356934, 4.223996639251709, 7.089674949645996, 6.248694896697998, 6.844753742218018, 4.556994438171387, 4.279831886291504, 4.273200035095215, 6.409893989562988, 5.241939544677734, 8.605203628540039, 6.717212677001953, 4.270335674285889, 8.708560943603516, 4.720090389251709, 5.709471702575684, 5.058340549468994, 7.440565586090088, 6.974503517150879, 8.589075088500977, 4.290652275085449, 6.425456523895264, 6.123804092407227, 8.245489120483398, 7.140300750732422, 3.7592103481292725, 6.950442790985107, 5.224388122558594, 8.006738662719727, 4.952136039733887, 5.079531192779541, 3.9329612255096436, 5.796338081359863, 4.919247150421143, 8.146260261535645, 7.514615058898926, 4.532485008239746, 5.264327049255371, 6.384120464324951, 8.412016868591309, 4.738249778747559, 5.036996841430664, 5.634087562561035, 5.287069797515869, 4.8683695793151855, 8.667207717895508, 6.640486717224121, 5.928746700286865, 4.789237022399902, 7.106318473815918, 6.721656322479248, 5.635979652404785, 4.335763931274414, 5.044468402862549, 6.128964424133301, 5.498163223266602, 3.7004077434539795, 6.3935465812683105, 4.201575756072998, 4.133060932159424, 7.682928562164307, 4.594515323638916, 3.794294595718384, 5.8883466720581055, 4.685305595397949, 8.326495170593262, 5.125073432922363, 6.433460712432861, 7.606979846954346, 5.913762092590332, 4.613498687744141, 5.939358711242676, 7.198548793792725, 8.182411193847656, 7.012998104095459, 8.396413803100586, 8.126431465148926, 6.63550329208374, 7.381131172180176, 4.507969856262207, 4.620006561279297, 5.1462082862854, 8.558575630187988, 5.918919563293457, 5.3697052001953125, 4.638310432434082, 5.995456695556641, 4.281444549560547, 6.833331108093262, 7.494546413421631, 7.01439094543457, 4.388311862945557, 7.983696460723877, 8.140134811401367, 5.561285972595215, 4.3309173583984375, 4.149844169616699, 5.576494216918945, 7.546400547027588, 8.234457969665527, 8.157958030700684, 4.643239974975586, 5.200007438659668, 6.312207221984863, 5.877425670623779, 7.0685834884643555, 3.823958396911621, 7.33715295791626, 5.007926940917969, 6.25242805480957, 4.006782054901123, 6.6801838874816895, 7.9947123527526855, 6.182090759277344, 5.051324844360352, 4.354466915130615, 5.44683837890625, 3.785782814025879, 3.757188081741333, 3.988968849182129, 4.274506092071533, 8.509673118591309, 5.717761993408203, 7.434961318969727, 7.845302581787109, 6.461493968963623, 7.440571308135986, 6.748672008514404, 7.218619346618652, 6.2292985916137695, 4.867956161499023, 6.886760234832764, 8.685790061950684, 8.75706672668457, 7.18615198135376, 7.886733055114746, 3.9356861114501953, 6.769855499267578, 7.790511131286621, 6.789425849914551, 7.469562530517578, 5.540200233459473, 4.4896135330200195, 3.6598734855651855, 7.776939392089844, 6.792687892913818, 7.784607887268066, 7.057239532470703, 7.855928897857666, 4.533603191375732, 5.6325602531433105, 5.26762580871582, 6.6381096839904785, 4.831093788146973, 5.855175018310547, 8.631123542785645, 5.540398597717285, 6.8981170654296875, 6.897615432739258, 5.893909931182861, 4.616695880889893, 4.540914535522461, 7.538398265838623, 7.504325866699219, 6.304468154907227, 6.259082317352295, 4.979818820953369, 7.619263648986816, 6.590743064880371, 8.175530433654785, 6.652343273162842, 5.713967323303223, 5.178860664367676, 3.649508237838745, 5.362141132354736, 4.657413959503174, 6.377033710479736, 4.885593414306641, 7.223687171936035, 5.938116550445557, 7.51915168762207, 4.444897651672363, 5.40156888961792, 5.576071739196777, 7.0475592613220215, 4.785730838775635, 3.763441324234009, 5.450096607208252, 5.944904804229736, 5.5265421867370605, 4.007758617401123, 5.0281267166137695, 6.111958980560303, 8.106640815734863, 8.173506736755371, 7.0135931968688965, 5.373610019683838, 7.433212757110596, 7.730331897735596, 5.853638648986816, 7.076900482177734, 5.872373580932617, 5.244947910308838, 5.870378017425537, 5.877462863922119, 6.979259490966797, 3.7964730262756348, 6.817568302154541, 3.7510180473327637, 7.070773601531982, 4.010656356811523, 4.5688252449035645, 6.429411888122559, 7.345274925231934, 5.965519905090332, 8.044452667236328, 5.535104751586914, 7.378705978393555, 3.6085946559906006, 5.286267280578613, 4.345292091369629, 4.437297821044922, 3.9382944107055664, 4.949677467346191, 4.044957160949707, 5.713882923126221, 4.526663780212402, 6.782020092010498, 6.7139458656311035, 4.3478851318359375, 3.7784526348114014, 6.605123043060303, 6.718797206878662, 4.8712077140808105, 3.6302239894866943, 5.0798845291137695, 5.254875659942627, 5.402993202209473, 8.481649398803711, 4.303440093994141, 8.322874069213867, 6.632660388946533, 7.589982986450195, 6.230426788330078, 6.12036657333374, 5.596199989318848, 4.177182674407959, 5.894629955291748, 7.392563819885254, 8.17219066619873, 6.453463077545166, 4.522886753082275, 6.167129039764404, 5.215612411499023, 4.228700160980225, 4.381957530975342, 4.1774582862854, 4.281542778015137, 7.290773391723633, 5.103070259094238, 6.361131191253662, 6.9768195152282715, 8.162033081054688, 7.225346088409424, 3.976555109024048, 3.7134804725646973, 7.162439823150635, 6.77018928527832, 5.274370193481445, 7.7198591232299805, 7.962353229522705, 4.343786239624023, 5.602875232696533, 6.097710609436035, 6.4915313720703125, 3.5680880546569824, 4.657364368438721, 5.2495503425598145, 5.145246982574463, 8.038021087646484, 5.829041004180908, 7.516856670379639, 6.734996318817139, 7.486906051635742, 4.448235988616943, 7.906135559082031, 4.788276195526123, 6.1653828620910645, 4.851784706115723, 5.997954368591309, 6.797359466552734, 3.988450765609741, 4.474505424499512, 5.76469087600708, 3.5857906341552734, 7.298738956451416, 5.606504440307617, 5.202989101409912, 5.072192192077637, 6.388162612915039, 5.144363880157471, 5.068143844604492, 3.824340581893921, 4.138220310211182, 4.268275737762451, 8.159819602966309, 7.033690929412842, 5.286436557769775, 5.654405117034912, 4.270503520965576, 4.607572555541992, 5.637425899505615, 5.8131103515625, 7.126916408538818, 7.056338787078857, 4.747338771820068, 8.1426362991333, 6.631584644317627, 5.498322010040283, 5.193741321563721, 4.72736120223999, 5.205088138580322, 5.545009136199951, 4.593835830688477, 5.663909435272217, 7.140503883361816, 8.630776405334473, 8.341397285461426, 4.928008556365967, 6.253058433532715, 6.465260982513428, 7.407901287078857, 7.845687389373779, 4.450056076049805, 4.426734924316406, 6.961248874664307, 7.018133640289307, 5.170729160308838, 8.090181350708008, 7.910332202911377, 6.173098564147949, 4.629598140716553, 3.9819142818450928, 7.958369731903076, 6.421753406524658, 8.296097755432129, 6.014543056488037, 4.935288906097412, 4.2772393226623535, 8.13026237487793, 7.846559047698975, 7.23055362701416, 4.835221767425537, 8.20607852935791, 4.960186004638672, 6.006167411804199, 5.62958288192749, 5.310419082641602, 8.174629211425781, 7.914060115814209, 5.3966755867004395, 8.080276489257812, 4.053321361541748, 5.733968257904053, 8.450078964233398, 8.62208366394043, 6.289835453033447, 5.963596820831299, 8.155450820922852, 5.17478084564209, 4.603355884552002, 7.509111404418945, 8.266056060791016, 7.467587947845459, 6.14150333404541, 5.355538368225098, 4.986763000488281, 3.9892866611480713, 4.412112712860107, 6.305496692657471, 3.8388257026672363, 6.597430229187012, 5.572449684143066, 5.55943489074707, 6.369711399078369, 4.212732315063477, 3.5902535915374756, 6.1665239334106445, 6.679470062255859, 6.579850673675537, 4.446300983428955, 6.961047649383545, 6.7270402908325195, 6.622488975524902, 5.416397571563721, 7.646968841552734, 6.103094100952148, 7.4397783279418945, 7.337624549865723, 5.870931625366211, 7.906444549560547, 6.766707897186279, 4.6372504234313965, 4.207462310791016, 5.595391273498535, 4.391255855560303, 4.161871433258057, 7.3394389152526855, 6.090823173522949, 7.670734882354736, 4.689305305480957, 7.010822772979736, 8.349159240722656, 7.662171840667725, 4.9315314292907715, 4.930124759674072, 5.588842868804932, 4.81890869140625, 6.269925594329834, 6.5903706550598145, 5.93952751159668, 6.903659820556641, 6.612517833709717, 3.7891952991485596, 7.260782241821289, 3.8940699100494385, 6.468869209289551, 7.769456386566162, 4.195091247558594, 3.6984949111938477, 8.068685531616211, 6.426418304443359, 5.377175331115723, 6.2373833656311035, 5.395991325378418, 6.985882759094238, 6.376697063446045, 5.075469017028809, 4.899044990539551, 5.6356000900268555, 6.241722106933594, 8.647521018981934, 4.6534528732299805, 7.002476692199707, 6.381188869476318, 5.5344624519348145, 5.038799285888672, 5.48516845703125, 5.734247207641602, 5.253106117248535, 5.125657558441162, 7.516013145446777, 8.256736755371094, 4.391939640045166, 3.633251428604126, 5.257998943328857, 8.290302276611328, 6.9894819259643555, 5.466264247894287, 4.25600004196167, 5.121192932128906, 5.600593566894531, 8.146936416625977, 4.575174808502197, 4.421111106872559, 4.701336860656738, 8.613277435302734, 6.209865093231201, 6.307973384857178, 5.67794132232666, 3.916997194290161, 4.208621025085449, 7.057968616485596, 6.59541654586792, 4.6569976806640625, 3.8711304664611816, 6.186893939971924, 5.800344944000244, 7.340056896209717, 6.025728225708008, 7.057677268981934, 4.261682510375977, 7.710444450378418, 7.455981254577637, 5.333528995513916, 6.723261833190918, 8.456491470336914, 5.464235305786133, 7.949138641357422, 8.083097457885742, 5.345364093780518, 4.724287986755371, 5.285886287689209, 5.88539457321167, 6.376278400421143, 4.39133882522583, 7.029420375823975, 4.661874294281006, 5.5304436683654785, 5.522313594818115, 7.165241241455078, 4.477753162384033, 5.586575508117676, 5.326997756958008, 6.935570240020752, 8.612672805786133, 4.308693885803223, 4.8190789222717285, 7.999456882476807, 5.604218482971191, 5.485532283782959, 4.460850238800049, 7.00356912612915, 7.268568992614746, 4.401636600494385, 7.767618656158447, 5.03127384185791, 5.659749507904053, 5.657403469085693, 5.435783386230469, 4.8891448974609375, 6.034084320068359, 6.14686918258667, 4.062377452850342, 4.667203903198242, 7.778623104095459, 4.35447359085083, 4.752534866333008, 7.095367908477783, 6.8982038497924805, 5.747223377227783, 5.847248077392578, 5.104369640350342, 8.553468704223633, 4.805689334869385, 5.393548011779785, 6.571441650390625, 4.983237266540527, 6.336190223693848, 3.668919801712036, 7.91876745223999, 5.834508419036865, 7.180859565734863, 7.307623863220215, 4.2852888107299805, 7.396414279937744, 6.213897705078125, 6.59903621673584, 5.950549125671387, 3.6006829738616943, 4.275881290435791, 5.087241172790527, 6.802448272705078, 6.429838180541992, 6.191946506500244, 7.90015983581543, 5.669577598571777, 6.005651473999023, 6.420548915863037, 7.367453575134277, 5.803487777709961, 7.065955638885498, 7.7546892166137695, 7.2208051681518555, 4.978143215179443, 4.03896427154541, 3.9037835597991943, 6.281322002410889, 6.342418670654297, 5.458330154418945, 5.115661144256592, 5.446649074554443, 6.257045269012451, 6.450422286987305, 5.715503692626953, 5.933917999267578, 4.774674892425537, 5.866532802581787, 4.195008754730225, 6.158577919006348, 7.127737045288086, 4.703302383422852, 7.32615327835083, 3.694606065750122, 5.844259738922119, 5.1375298500061035, 6.990720748901367, 4.6188764572143555, 5.388182640075684, 7.927263259887695, 6.111948013305664, 6.211350917816162, 6.928590774536133, 4.576852798461914, 5.096078395843506, 6.064714431762695, 5.542846202850342, 7.899524688720703, 8.057929992675781, 4.48036003112793, 7.807275295257568, 6.068313121795654, 4.78598690032959, 6.792184352874756, 5.253839015960693, 4.110208988189697, 6.642126560211182, 4.316401481628418, 6.6110639572143555, 4.523550987243652, 8.239940643310547, 4.895761013031006, 6.201142311096191, 6.808450222015381, 7.979259490966797, 4.544548034667969, 5.446177005767822, 6.30927848815918, 4.101832866668701, 6.984127044677734, 5.539120197296143, 6.990569114685059, 3.9629878997802734, 5.730096817016602, 7.921167373657227, 7.275889873504639, 6.927464008331299, 4.525151252746582, 6.347606658935547, 3.6580607891082764, 4.356780052185059, 3.894343852996826, 6.263412952423096, 7.47396993637085, 3.6164698600769043, 4.678121089935303, 5.990610122680664, 4.937994956970215, 5.676907062530518, 4.322011947631836, 7.102226257324219, 5.33747673034668, 5.308737277984619, 7.5346150398254395, 7.728703498840332, 8.187684059143066, 5.46743106842041, 3.9262564182281494, 8.122452735900879, 4.75792121887207, 7.273324012756348, 6.2303643226623535, 5.504134654998779, 8.050223350524902, 4.376638889312744, 6.6736674308776855, 5.96716833114624, 8.172393798828125, 8.251802444458008, 4.045829772949219, 6.425695896148682, 7.432230472564697, 6.0516862869262695, 7.53554630279541, 4.9466705322265625, 6.761573314666748, 5.500837326049805, 8.074329376220703, 7.9867167472839355, 7.304288387298584, 3.5753941535949707, 3.93935489654541, 8.127119064331055, 7.1244072914123535, 4.880707263946533, 6.722205638885498, 4.75219202041626, 7.341706275939941, 4.893980503082275, 6.983946323394775, 6.971668720245361, 6.615182399749756, 7.3972930908203125, 5.761160373687744, 5.041537761688232, 5.39550256729126, 7.36539363861084, 4.479487895965576, 5.266324043273926, 7.247377872467041, 3.8820693492889404, 3.9404609203338623, 4.343717575073242, 5.0704827308654785, 4.424287796020508, 4.341582298278809, 6.865290641784668, 5.5672287940979, 4.682498455047607, 6.471417427062988, 3.8441312313079834, 6.680768966674805, 4.011066436767578, 5.009167194366455, 3.7536067962646484, 5.711029052734375, 4.337866306304932, 4.897012233734131, 5.337209701538086, 7.659931182861328, 5.130282402038574, 6.6767191886901855, 7.712233543395996, 6.629449367523193, 5.485445976257324, 6.542375087738037, 4.248012065887451, 6.340376853942871, 5.569249153137207, 5.178036689758301, 8.163782119750977, 6.667027950286865, 8.313237190246582, 4.5553483963012695, 4.811328411102295, 4.542026996612549, 4.337128162384033, 4.412809371948242, 7.888962268829346, 6.83323860168457, 6.333757400512695, 6.885043621063232, 5.795822620391846, 6.952535152435303, 4.562441825866699, 5.479033470153809, 5.748052597045898, 4.971644878387451, 6.352022647857666, 5.522460460662842, 4.985053062438965, 3.972780227661133, 7.065179824829102, 8.519472122192383, 4.485770225524902, 7.136333465576172, 8.444465637207031, 6.166533470153809, 6.008643627166748, 6.637538433074951, 4.29669189453125, 5.29052734375, 8.08641242980957, 5.530844688415527, 6.00950288772583, 4.039797306060791, 6.336097240447998, 4.709949493408203, 6.561565399169922, 6.403444766998291, 5.351172924041748, 8.518226623535156, 3.9778964519500732, 7.082603454589844, 7.279629230499268, 7.3774733543396, 3.8547627925872803, 6.923450946807861, 4.962069511413574, 4.7860894203186035, 7.751107692718506, 6.749250888824463, 7.4984307289123535, 5.387304782867432, 5.102762222290039, 4.34536600112915, 6.587962627410889, 3.8163740634918213, 6.232727527618408, 7.168222904205322, 5.070950508117676, 6.659266471862793, 3.7826218605041504, 6.585299491882324, 7.850462436676025, 5.9495744705200195, 5.550661087036133, 7.112130165100098, 5.9160966873168945, 4.73140811920166, 4.2188215255737305, 7.233979225158691, 5.365750789642334, 6.193039894104004, 5.443841457366943, 6.189607620239258, 4.30695915222168, 6.066335201263428, 4.20952844619751, 8.224100112915039, 5.989611625671387, 8.708914756774902, 4.542403697967529, 6.942149639129639, 5.250542640686035, 7.774318218231201, 5.892843723297119, 5.892398357391357, 5.799800395965576, 5.336329936981201, 6.103488445281982, 6.970745086669922, 6.689881801605225, 6.690093994140625, 4.073118686676025, 7.773684501647949, 6.7027974128723145, 8.56676959991455, 4.515471935272217, 4.2894206047058105, 6.133634090423584, 7.3466477394104, 7.331399440765381, 7.443587779998779, 5.690885066986084, 3.7079031467437744, 4.903990745544434, 5.350311279296875, 7.279736042022705, 6.53883171081543, 4.807320594787598, 4.202165603637695, 4.755855560302734, 4.9084906578063965, 6.702303886413574, 6.6480712890625, 4.127345085144043, 7.694451808929443, 4.4264655113220215, 8.198083877563477, 7.651060581207275, 4.902352809906006, 4.751546859741211, 3.8471388816833496, 5.2110466957092285, 4.332258701324463, 6.528326511383057, 6.653892993927002, 3.9856882095336914, 6.300233840942383, 4.7012176513671875, 4.947600841522217, 3.5556869506835938, 4.5443854331970215, 7.684009075164795, 4.918292045593262, 6.930041313171387, 4.730991363525391, 6.123220920562744, 8.330370903015137, 5.209340572357178, 6.825325965881348, 3.5957353115081787, 3.986332893371582, 8.353116989135742, 7.337458610534668, 7.108980178833008, 3.9565765857696533, 7.905163288116455, 7.009328365325928, 5.668813228607178, 3.956662178039551, 6.799568176269531, 5.3409624099731445, 4.552900314331055, 7.27858304977417, 6.668698310852051, 4.190244674682617, 6.581417083740234, 3.969527006149292, 5.065490245819092, 7.36226749420166, 5.486983299255371, 6.571544170379639, 7.439731121063232, 6.251723766326904, 4.3436431884765625, 6.911694526672363, 5.285299301147461, 5.21386194229126, 8.48320484161377, 4.769331455230713, 7.352640628814697, 4.935102939605713, 6.17734956741333, 5.005841255187988, 4.629212379455566, 7.203485488891602, 4.267035484313965, 6.092622756958008, 4.714381694793701, 4.044816493988037, 7.820032596588135, 5.679741382598877, 7.946826934814453, 4.198394775390625, 4.876286029815674, 5.496301651000977, 7.139491081237793, 7.696625709533691, 5.234821319580078, 6.188584327697754, 5.1812424659729, 6.489958763122559, 4.224363327026367, 6.886608123779297, 4.355085849761963, 7.173768997192383, 6.838485240936279, 5.30623722076416, 4.432409286499023, 3.8300395011901855, 4.796969413757324, 7.1119585037231445, 7.3315300941467285, 7.788789749145508, 5.619663238525391, 7.7747979164123535, 7.207229137420654, 5.682519912719727, 6.953636169433594, 6.74830961227417, 5.920199871063232, 5.146440505981445, 6.170438766479492, 5.583261013031006, 5.986474514007568, 8.34094524383545, 4.419371128082275, 6.55721378326416, 4.600998401641846, 6.534604549407959, 6.806407451629639, 5.2452592849731445, 6.819485664367676, 5.377743244171143, 6.815415859222412, 5.33787202835083, 4.22213888168335, 4.062497138977051, 5.992671489715576, 4.0036091804504395, 5.405881881713867, 6.413940906524658, 6.861238479614258, 7.177417278289795, 8.317061424255371, 7.069866180419922, 7.261816024780273, 8.375985145568848, 4.993618965148926, 8.12446403503418, 5.0287184715271, 5.384540557861328, 8.21352481842041, 7.138439655303955, 7.056170463562012, 7.707855224609375, 6.298309803009033, 5.88134765625, 7.117563724517822, 5.351227760314941, 4.551583290100098, 4.822297096252441, 4.334930896759033, 4.733068943023682, 6.75422477722168, 6.237189769744873, 6.13459587097168, 4.300808429718018, 5.1017022132873535, 6.238751411437988, 4.79002571105957, 8.288464546203613, 7.996876239776611, 5.731144428253174, 5.784311294555664, 6.675317287445068, 6.811081886291504, 7.094655513763428, 3.9138734340667725, 4.526444911956787, 5.761496543884277, 4.225589275360107, 5.597627639770508, 6.029210090637207, 6.350812911987305, 6.59620475769043, 4.327003479003906, 5.78657341003418, 4.691670894622803, 7.366215229034424, 7.311777591705322, 5.5931620597839355, 4.391031742095947, 5.994702339172363, 6.352645397186279, 5.909266471862793, 5.4365234375, 6.996423244476318, 5.540660858154297, 4.2028117179870605, 5.942170143127441, 6.13461446762085, 4.540223121643066, 4.500288009643555, 7.649296283721924, 6.007140159606934, 5.294189453125, 6.538057804107666, 6.7253947257995605, 5.420039653778076, 7.096915245056152, 5.752363204956055, 6.457153797149658, 5.736724853515625, 7.277644157409668, 5.42146635055542 ], "z": [ 23.8138427734375, 20.40523910522461, 22.380495071411133, 22.633913040161133, 22.209360122680664, 21.35215187072754, 21.018390655517578, 21.07139778137207, 21.816343307495117, 20.5877742767334, 21.52756690979004, 21.93943214416504, 20.77358055114746, 21.27267074584961, 21.374210357666016, 23.0828857421875, 23.09024429321289, 22.11271095275879, 22.085525512695312, 20.805442810058594, 23.00540542602539, 21.634904861450195, 21.78611183166504, 22.639022827148438, 22.316499710083008, 20.625221252441406, 21.795482635498047, 22.685649871826172, 23.3159236907959, 21.369285583496094, 23.31435203552246, 21.442155838012695, 21.267282485961914, 23.369779586791992, 21.153804779052734, 23.17107582092285, 23.71592903137207, 21.14636993408203, 21.849323272705078, 23.864471435546875, 20.024099349975586, 23.118791580200195, 21.482933044433594, 22.145156860351562, 22.140323638916016, 21.39592742919922, 22.687501907348633, 23.11212730407715, 21.491104125976562, 20.771663665771484, 23.661794662475586, 22.42023277282715, 21.298969268798828, 21.888687133789062, 20.497365951538086, 24.151145935058594, 22.044572830200195, 22.058462142944336, 20.587810516357422, 24.010576248168945, 22.091472625732422, 22.360097885131836, 24.110761642456055, 21.11839485168457, 23.46692657470703, 22.34024429321289, 20.822690963745117, 20.86667823791504, 22.64954376220703, 22.294593811035156, 23.221229553222656, 23.457918167114258, 22.743484497070312, 21.831207275390625, 22.019630432128906, 21.274497985839844, 23.407791137695312, 21.807788848876953, 23.9538631439209, 22.59142303466797, 21.22236442565918, 23.9427547454834, 20.633089065551758, 23.238624572753906, 21.294212341308594, 21.325809478759766, 22.47311019897461, 23.381196975708008, 22.618616104125977, 21.778139114379883, 23.054153442382812, 24.265033721923828, 21.004243850708008, 21.796741485595703, 23.91067886352539, 20.306060791015625, 21.83240509033203, 21.267362594604492, 22.0668888092041, 23.03542709350586, 21.947988510131836, 21.717227935791016, 21.922433853149414, 20.39958953857422, 21.4168643951416, 22.82565689086914, 21.786865234375, 23.751941680908203, 21.40241241455078, 23.528369903564453, 20.721641540527344, 22.146818161010742, 21.79564094543457, 22.78691291809082, 23.04476547241211, 21.6290340423584, 21.797637939453125, 22.05442237854004, 21.759904861450195, 22.402738571166992, 21.72121238708496, 21.429704666137695, 21.730165481567383, 22.39348793029785, 22.185115814208984, 21.73249626159668, 21.8918399810791, 21.50031280517578, 22.665393829345703, 20.522336959838867, 20.62442970275879, 21.83559799194336, 22.046451568603516, 23.54884147644043, 23.111310958862305, 21.697662353515625, 20.979999542236328, 20.866605758666992, 24.073312759399414, 22.427833557128906, 21.400203704833984, 20.800867080688477, 22.45525550842285, 21.31598472595215, 21.001911163330078, 20.638822555541992, 21.052879333496094, 23.079891204833984, 23.380062103271484, 20.45433235168457, 21.692211151123047, 20.512645721435547, 22.727460861206055, 24.07706069946289, 22.160810470581055, 22.8873291015625, 20.660871505737305, 21.98333168029785, 21.331523895263672, 23.882585525512695, 22.268733978271484, 21.624155044555664, 22.506317138671875, 23.031982421875, 21.283485412597656, 20.84708595275879, 21.841236114501953, 23.507404327392578, 23.864601135253906, 21.582275390625, 20.529191970825195, 21.209156036376953, 20.460256576538086, 22.20677947998047, 21.528949737548828, 21.392969131469727, 21.05112648010254, 20.9638729095459, 22.63960838317871, 23.31781578063965, 20.58275032043457, 20.320701599121094, 22.281612396240234, 24.13274383544922, 21.669614791870117, 21.301305770874023, 21.772844314575195, 22.163753509521484, 23.98061180114746, 21.93000030517578, 20.68380355834961, 24.026630401611328, 21.800569534301758, 23.220203399658203, 21.3477725982666, 20.185014724731445, 22.391014099121094, 23.435701370239258, 21.392398834228516, 23.724807739257812, 20.178831100463867, 23.44908905029297, 21.29903793334961, 24.115550994873047, 21.36463165283203, 21.03750228881836, 21.825702667236328, 22.788127899169922, 21.907913208007812, 20.90165138244629, 22.749086380004883, 21.271183013916016, 21.031543731689453, 22.921173095703125, 20.940889358520508, 24.214073181152344, 23.97809410095215, 23.43071746826172, 23.160120010375977, 23.684478759765625, 21.14663314819336, 22.024127960205078, 21.79280662536621, 21.092884063720703, 22.102069854736328, 21.325469970703125, 23.24611473083496, 23.274757385253906, 20.402265548706055, 23.837614059448242, 23.239404678344727, 24.360618591308594, 24.049518585205078, 22.54711151123047, 22.534650802612305, 23.25704002380371, 21.64038848876953, 23.983266830444336, 20.240928649902344, 20.878406524658203, 24.207530975341797, 22.128433227539062, 21.096111297607422, 22.195634841918945, 20.99180030822754, 23.79538917541504, 22.052600860595703, 23.00247573852539, 21.86166763305664, 22.37261390686035, 21.181720733642578, 22.700668334960938, 21.321535110473633, 21.07121467590332, 22.236385345458984, 20.981203079223633, 21.883634567260742, 21.337053298950195, 21.469022750854492, 21.282365798950195, 23.192119598388672, 24.388525009155273, 22.12078285217285, 23.567066192626953, 21.554636001586914, 21.489154815673828, 21.852569580078125, 21.475378036499023, 22.947301864624023, 21.649744033813477, 23.343971252441406, 22.38628387451172, 22.393808364868164, 21.044212341308594, 23.30002784729004, 23.390127182006836, 23.72236442565918, 22.8205509185791, 21.333354949951172, 23.553434371948242, 21.109882354736328, 22.752180099487305, 20.807645797729492, 20.8467960357666, 22.006433486938477, 22.996583938598633, 23.46885108947754, 21.680452346801758, 22.21651840209961, 21.862804412841797, 21.906654357910156, 22.130748748779297, 20.822391510009766, 22.780742645263672, 23.749563217163086, 22.222793579101562, 21.553571701049805, 22.177549362182617, 22.49506950378418, 23.30266571044922, 22.065170288085938, 20.79175567626953, 22.736955642700195, 23.389156341552734, 21.109777450561523, 21.622411727905273, 23.186363220214844, 24.1761531829834, 20.93693733215332, 23.163532257080078, 23.406274795532227, 21.905447006225586, 21.630531311035156, 22.6866512298584, 24.178300857543945, 21.300443649291992, 21.704614639282227, 23.41986846923828, 24.13457489013672, 22.290115356445312, 21.387611389160156, 20.676462173461914, 22.672758102416992, 22.17670440673828, 23.664289474487305, 23.323535919189453, 20.67186737060547, 22.367494583129883, 23.218748092651367, 20.7579345703125, 22.789426803588867, 21.772144317626953, 21.729955673217773, 21.48931884765625, 21.010480880737305, 23.92133140563965, 21.01882553100586, 20.303821563720703, 24.419776916503906, 21.156230926513672, 22.704326629638672, 22.17824363708496, 21.46817970275879, 21.62925148010254, 21.753780364990234, 23.41147232055664, 22.574325561523438, 22.339290618896484, 23.469844818115234, 23.1385498046875, 21.99632453918457, 21.762422561645508, 21.85150718688965, 22.787939071655273, 22.227033615112305, 21.89619255065918, 22.752037048339844, 24.178895950317383, 20.739900588989258, 23.438377380371094, 21.77323341369629, 21.05416488647461, 22.516921997070312, 20.556249618530273, 22.914926528930664, 21.86227798461914, 20.878549575805664, 22.652746200561523, 21.753124237060547, 22.488868713378906, 20.353500366210938, 21.91844367980957, 20.54454231262207, 21.038368225097656, 21.190898895263672, 23.62809181213379, 21.82651138305664, 22.316574096679688, 20.815650939941406, 21.90087890625, 23.969501495361328, 21.103593826293945, 23.348766326904297, 21.222055435180664, 21.41205406188965, 21.66256332397461, 21.762781143188477, 20.82688331604004, 20.79176139831543, 20.38791847229004, 21.277446746826172, 21.220455169677734, 23.897769927978516, 21.268104553222656, 20.81033706665039, 23.44008445739746, 22.932950973510742, 23.6440486907959, 20.580869674682617, 20.769927978515625, 22.082307815551758, 22.146207809448242, 21.36614990234375, 22.299419403076172, 22.266984939575195, 23.362098693847656, 21.15134620666504, 23.39156723022461, 21.553340911865234, 23.048830032348633, 21.99120330810547, 20.354721069335938, 20.96464729309082, 23.812870025634766, 21.1591796875, 22.00278091430664, 21.512271881103516, 21.901260375976562, 22.36300277709961, 21.812305450439453, 23.530441284179688, 21.24748420715332, 20.35843276977539, 21.875024795532227, 21.74509620666504, 23.96379280090332, 23.795122146606445, 22.929584503173828, 22.753276824951172, 23.78071403503418, 21.162769317626953, 22.107393264770508, 23.139101028442383, 23.92078971862793, 21.72197723388672, 24.04196548461914, 23.71332550048828, 22.04477882385254, 22.61579704284668, 21.97225570678711, 22.275754928588867, 21.424489974975586, 23.815994262695312, 23.260454177856445, 22.897357940673828, 20.980058670043945, 21.823410034179688, 21.82374382019043, 23.29465675354004, 21.12744903564453, 20.927921295166016, 22.366174697875977, 22.517316818237305, 23.836307525634766, 21.48171043395996, 21.972673416137695, 23.43010902404785, 22.07257843017578, 22.88252067565918, 21.662330627441406, 20.49974822998047, 23.218366622924805, 21.594249725341797, 20.747682571411133, 22.933326721191406, 22.472476959228516, 21.178712844848633, 24.27729034423828, 21.043651580810547, 20.628576278686523, 22.99984359741211, 20.912893295288086, 21.154844284057617, 20.683284759521484, 23.75490951538086, 22.86777114868164, 22.23280906677246, 22.542804718017578, 21.782819747924805, 23.662769317626953, 21.92055892944336, 22.60807991027832, 22.191598892211914, 21.00421714782715, 21.684986114501953, 23.70207405090332, 22.733352661132812, 21.421573638916016, 21.245054244995117, 22.209117889404297, 22.000347137451172, 22.374738693237305, 24.26396369934082, 20.75946617126465, 20.970346450805664, 21.284473419189453, 22.7261962890625, 21.836183547973633, 22.47102165222168, 21.88496208190918, 23.07203483581543, 21.65769386291504, 23.986671447753906, 20.520397186279297, 23.011306762695312, 22.131389617919922, 23.483976364135742, 22.226409912109375, 23.819889068603516, 22.720638275146484, 20.854202270507812, 21.733016967773438, 22.430831909179688, 21.669862747192383, 21.72348976135254, 23.950777053833008, 21.246732711791992, 23.122039794921875, 22.540782928466797, 23.120023727416992, 21.5035400390625, 21.391971588134766, 23.187957763671875, 20.897701263427734, 23.57269859313965, 23.75124740600586, 22.25147247314453, 22.790973663330078, 21.92084312438965, 22.006391525268555, 23.2883243560791, 21.692886352539062, 23.53548240661621, 24.175500869750977, 21.34086799621582, 22.51081657409668, 21.730154037475586, 22.03093719482422, 22.637046813964844, 22.57420539855957, 21.737947463989258, 21.383237838745117, 21.585065841674805, 22.4737606048584, 22.683979034423828, 21.65498161315918, 22.314464569091797, 20.200536727905273, 23.089130401611328, 22.824199676513672, 21.429964065551758, 24.05331039428711, 22.417814254760742, 22.97590446472168, 21.097248077392578, 23.283565521240234, 23.074508666992188, 21.523509979248047, 20.294689178466797, 21.732799530029297, 21.233774185180664, 22.545074462890625, 21.4075870513916, 22.7741756439209, 22.383129119873047, 20.917871475219727, 23.738792419433594, 24.205991744995117, 23.848878860473633, 21.761098861694336, 22.154264450073242, 22.228635787963867, 22.70441246032715, 22.74567985534668, 20.698583602905273, 23.21995735168457, 22.35782814025879, 21.47019386291504, 23.77118492126465, 23.143693923950195, 22.073028564453125, 21.459753036499023, 20.39081573486328, 22.369701385498047, 20.7496337890625, 20.36361312866211, 23.1889591217041, 22.83055305480957, 21.58015251159668, 21.004241943359375, 21.71782684326172, 22.838016510009766, 20.84943199157715, 23.364351272583008, 23.453563690185547, 20.564289093017578, 21.137794494628906, 20.69985008239746, 22.304332733154297, 21.603395462036133, 22.675397872924805, 24.16973304748535, 21.276317596435547, 21.2905216217041, 22.845821380615234, 24.207599639892578, 21.117233276367188, 21.920848846435547, 23.26963996887207, 23.29153060913086, 22.628997802734375, 22.94605827331543, 21.332134246826172, 23.927757263183594, 21.489418029785156, 22.131912231445312, 23.52008628845215, 21.322986602783203, 23.66509246826172, 21.4349308013916, 23.82223129272461, 23.452592849731445, 24.223236083984375, 21.75550079345703, 22.427200317382812, 22.221141815185547, 21.394107818603516, 21.744606018066406, 20.837942123413086, 22.336986541748047, 22.447996139526367, 23.282550811767578, 23.076793670654297, 20.86756134033203, 20.86720848083496, 20.2283878326416, 20.423309326171875, 21.103715896606445, 21.184829711914062, 21.5404052734375, 20.87204360961914, 21.461509704589844, 24.162508010864258, 20.703575134277344, 20.7690372467041, 21.540212631225586, 20.767292022705078, 23.918167114257812, 22.305835723876953, 22.88530921936035, 23.48507308959961, 20.935009002685547, 23.40723419189453, 22.931808471679688, 21.4665584564209, 22.426197052001953, 21.11573028564453, 21.633380889892578, 23.462854385375977, 21.655014038085938, 23.341819763183594, 24.134302139282227, 20.714923858642578, 22.975881576538086, 21.61669158935547, 21.773897171020508, 22.89410972595215, 22.674644470214844, 22.290367126464844, 23.693880081176758, 21.467988967895508, 20.954797744750977, 20.48482322692871, 22.608379364013672, 22.21015739440918, 22.387306213378906, 22.939943313598633, 23.280858993530273, 23.126052856445312, 21.89915657043457, 22.98524284362793, 20.99319076538086, 24.455856323242188, 23.311948776245117, 24.295900344848633, 20.398656845092773, 21.510841369628906, 22.06319808959961, 23.432397842407227, 23.74428939819336, 21.34224510192871, 22.297531127929688, 22.637950897216797, 23.103626251220703, 23.324504852294922, 21.145051956176758, 22.206863403320312, 22.933794021606445, 21.26778221130371, 21.356956481933594, 21.927814483642578, 22.60735321044922, 22.298154830932617, 22.89232635498047, 22.737876892089844, 21.39453125, 21.056976318359375, 21.422061920166016, 21.858104705810547, 22.9666690826416, 23.61515235900879, 23.600187301635742, 23.766357421875, 23.955955505371094, 20.828405380249023, 21.626827239990234, 21.210142135620117, 22.322967529296875, 22.85037612915039, 21.36209487915039, 22.996679306030273, 21.838865280151367, 21.9345645904541, 22.976539611816406, 20.728904724121094, 21.3693790435791, 22.86256980895996, 24.22391700744629, 23.244712829589844, 21.65721321105957, 22.53314208984375, 21.539472579956055, 23.910242080688477, 21.881738662719727, 22.97727394104004, 21.68842887878418, 22.662431716918945, 22.76862907409668, 20.669397354125977, 20.708396911621094, 22.451953887939453, 22.056324005126953, 23.55160903930664, 22.05588150024414, 23.172883987426758, 23.616744995117188, 20.846271514892578, 22.40904426574707, 21.88785171508789, 24.1617488861084, 20.9716854095459, 21.23434829711914, 23.023670196533203, 21.38165283203125, 23.173978805541992, 23.122570037841797, 22.306682586669922, 21.83331871032715, 22.69485092163086, 21.063655853271484, 23.656856536865234, 21.701658248901367, 23.229284286499023, 22.923381805419922, 21.160198211669922, 22.275938034057617, 22.08625030517578, 23.136371612548828, 22.77113914489746, 22.04804039001465, 23.240480422973633, 22.42011833190918, 24.201541900634766, 23.744007110595703, 23.494918823242188, 23.151283264160156, 23.405040740966797, 22.91812515258789, 21.942413330078125, 21.117618560791016, 21.641389846801758, 21.416540145874023, 22.080617904663086, 23.370540618896484, 21.28019905090332, 22.094629287719727, 21.889617919921875, 20.684738159179688, 21.633548736572266, 23.66958236694336, 23.53764533996582, 21.372119903564453, 23.80495262145996, 22.908103942871094, 23.190656661987305, 23.30461311340332, 22.317073822021484, 22.42674446105957, 20.889490127563477, 21.448816299438477, 23.417211532592773, 20.95842170715332, 22.874343872070312, 21.471817016601562, 24.125926971435547, 23.172748565673828, 20.86313819885254, 21.06592559814453, 23.74491310119629, 22.908000946044922, 23.130029678344727, 22.731229782104492, 21.721229553222656, 22.83530044555664, 22.068727493286133, 20.45840072631836, 23.324020385742188, 21.81183624267578, 20.976091384887695, 22.010107040405273, 20.447856903076172, 20.7965030670166, 23.539777755737305, 22.573942184448242, 22.039928436279297, 22.445924758911133, 23.730688095092773, 21.529754638671875, 23.731447219848633, 21.95275115966797, 23.581768035888672, 23.24791717529297, 23.861526489257812, 23.185720443725586, 23.04739761352539, 21.168909072875977, 24.228639602661133, 21.48947525024414, 21.600393295288086, 23.331085205078125, 23.501239776611328, 22.782197952270508, 24.299434661865234, 22.31629180908203, 20.906715393066406, 21.56707000732422, 22.4523868560791, 23.95497703552246, 23.83815574645996, 22.67998504638672, 23.167879104614258, 23.699819564819336, 22.219839096069336, 22.238018035888672, 22.679351806640625, 22.69597816467285, 20.7324275970459, 21.643699645996094, 23.25666618347168, 21.28076171875, 23.1348934173584, 20.219141006469727, 21.558664321899414, 22.552982330322266, 22.017993927001953, 20.4838809967041, 23.596708297729492, 23.323017120361328, 20.28587532043457, 23.223751068115234, 22.082984924316406, 20.427017211914062, 20.495349884033203, 20.49315643310547, 22.494441986083984, 22.005123138427734, 20.823598861694336, 22.254974365234375, 21.146041870117188, 20.14815902709961, 22.958837509155273, 23.152721405029297, 22.966575622558594, 21.550127029418945, 22.876739501953125, 21.605648040771484, 22.333087921142578, 22.61856460571289, 22.637861251831055, 20.325035095214844, 22.123355865478516, 22.340404510498047, 21.339447021484375, 22.176328659057617, 23.762121200561523, 23.402984619140625, 22.95611000061035, 22.090665817260742, 22.388505935668945, 21.283361434936523, 22.428531646728516, 23.282434463500977, 20.911251068115234, 22.967050552368164, 20.936433792114258, 22.51694107055664, 20.983060836791992, 22.158349990844727, 22.12204933166504, 20.917137145996094, 22.134620666503906, 20.314529418945312, 23.16813850402832, 22.757251739501953, 24.083114624023438, 21.66427993774414, 22.38239860534668, 23.567138671875, 22.076536178588867, 23.20046043395996, 21.233884811401367, 21.18459129333496, 20.907737731933594, 23.39377212524414, 20.764741897583008, 21.953752517700195, 22.04096221923828, 23.403976440429688, 22.761262893676758, 22.946758270263672, 22.572696685791016, 23.520971298217773, 22.881145477294922, 22.841859817504883, 23.83936882019043, 23.301965713500977, 23.404239654541016, 24.13880157470703, 21.799604415893555, 20.953859329223633, 21.084135055541992, 21.000579833984375, 21.128002166748047, 21.999217987060547, 20.695838928222656, 21.972856521606445, 22.588844299316406, 22.244464874267578, 23.893869400024414, 23.124876022338867, 22.375001907348633, 20.689218521118164, 23.65821647644043, 21.81472396850586, 21.502946853637695, 23.744327545166016, 21.11821746826172, 22.230093002319336, 21.407840728759766, 22.05725860595703, 20.959882736206055, 21.5770263671875, 21.994876861572266, 21.83099365234375, 21.223743438720703, 22.82984161376953, 21.176128387451172, 24.246784210205078, 21.43480682373047, 21.142791748046875, 23.220054626464844, 24.081649780273438, 22.218809127807617, 22.266157150268555, 21.216455459594727, 21.56438636779785, 20.380857467651367, 22.16904640197754, 23.952356338500977, 23.54024887084961, 22.509294509887695, 22.432388305664062, 21.971811294555664, 22.793949127197266, 22.406618118286133, 22.745967864990234, 23.974180221557617, 21.713945388793945, 21.986495971679688, 22.543312072753906, 21.54851531982422, 19.9973087310791, 20.945669174194336, 23.77276611328125, 21.21053695678711, 21.486064910888672, 22.614490509033203, 21.011545181274414, 20.666662216186523, 22.81962776184082, 22.013961791992188, 24.166664123535156, 22.811193466186523, 21.03146743774414, 23.18979835510254, 22.365930557250977, 20.892183303833008, 20.189350128173828, 22.28058624267578, 21.954469680786133, 22.784244537353516, 22.24182891845703, 20.675201416015625, 22.0643367767334, 21.086111068725586, 21.873844146728516, 21.28932762145996, 21.8458194732666, 20.965511322021484, 21.006624221801758, 21.037399291992188, 23.41442108154297, 21.047712326049805, 21.114595413208008, 22.93622589111328, 22.183122634887695, 21.836387634277344, 22.848304748535156, 21.480148315429688, 21.62663459777832, 23.01149559020996, 21.19048309326172, 22.92913246154785, 21.37540626525879, 20.118337631225586, 20.841894149780273, 23.48849868774414, 20.970848083496094, 22.743581771850586, 23.250247955322266, 21.287120819091797, 22.529930114746094, 23.59347915649414, 23.22364044189453, 21.030000686645508, 22.82289695739746, 21.668367385864258, 21.63043975830078, 21.804847717285156, 22.8414363861084, 21.58636474609375, 20.84674835205078, 22.239139556884766, 22.94384002685547, 23.8031005859375, 23.79241943359375, 21.199193954467773, 20.977855682373047, 21.298980712890625, 23.04551124572754, 24.169206619262695, 20.631832122802734, 22.21678924560547, 21.699630737304688, 21.019542694091797, 22.36848258972168, 24.281068801879883, 21.510684967041016, 23.1270809173584, 23.25401496887207, 21.670011520385742, 20.623376846313477, 21.369213104248047, 21.536165237426758, 23.085020065307617, 22.37613296508789, 20.922861099243164, 21.832422256469727, 22.423582077026367, 23.277475357055664, 22.34966468811035, 23.419137954711914, 22.687782287597656, 23.069393157958984, 23.74708366394043, 21.28938102722168, 23.347299575805664, 23.011154174804688, 22.316076278686523, 23.499202728271484, 21.737802505493164, 22.563276290893555, 20.392656326293945, 22.2440242767334, 23.297000885009766, 20.7012939453125, 20.944046020507812, 22.69247055053711, 21.302934646606445, 20.77625274658203, 23.289289474487305, 23.982603073120117, 21.7844295501709, 23.826873779296875, 23.08147621154785, 22.819910049438477, 21.199846267700195, 21.030611038208008, 23.62175750732422, 20.843677520751953, 22.09770393371582, 21.285743713378906, 23.357194900512695, 22.078662872314453, 21.571062088012695, 22.772912979125977, 23.618045806884766, 22.61667823791504, 23.446510314941406, 22.100543975830078, 21.079132080078125, 23.883338928222656, 22.969892501831055, 22.47646141052246, 23.605876922607422, 22.950347900390625, 22.51371955871582, 21.613088607788086, 22.589210510253906, 20.956003189086914, 21.100303649902344, 20.91745376586914, 20.47389793395996, 22.699907302856445, 21.41205596923828, 24.230623245239258, 23.70627784729004, 22.820850372314453, 21.507570266723633, 21.92125129699707, 23.12810707092285, 22.198993682861328, 21.530179977416992, 21.949466705322266, 23.11255645751953, 21.41970443725586, 21.17446517944336, 21.082332611083984, 24.115863800048828, 21.462665557861328, 20.82296371459961, 22.258453369140625, 20.856300354003906, 21.949844360351562, 21.205842971801758, 21.16659164428711, 22.15345573425293, 23.799137115478516, 22.312646865844727, 20.91671371459961, 23.12990379333496, 20.979421615600586, 23.73526954650879, 22.533615112304688, 20.291296005249023, 23.427183151245117, 20.457969665527344, 22.513437271118164, 22.279748916625977, 23.468042373657227, 22.489965438842773, 23.02625846862793, 24.05927848815918, 21.458524703979492, 23.22088050842285, 22.714519500732422, 21.415796279907227, 21.614078521728516, 20.772907257080078, 21.695358276367188, 21.403335571289062, 21.430877685546875, 22.060394287109375, 23.068588256835938, 21.608352661132812, 22.23097038269043, 23.67380142211914, 23.704669952392578, 22.035287857055664, 23.194141387939453, 21.847152709960938, 23.90918731689453, 23.4644775390625, 21.838350296020508, 23.262983322143555, 22.497337341308594, 21.540727615356445, 23.225000381469727, 22.49418067932129, 21.709291458129883, 23.751075744628906, 23.036169052124023, 23.228330612182617, 23.175594329833984, 22.816682815551758, 22.363393783569336, 23.663400650024414, 23.2207088470459, 20.94186782836914, 20.918598175048828, 21.417621612548828, 23.229887008666992, 23.353548049926758, 21.879047393798828, 22.083698272705078, 21.124454498291016, 24.024351119995117, 21.691329956054688, 24.110660552978516, 22.46402931213379, 20.70075225830078, 23.15437126159668, 22.407886505126953, 23.308687210083008, 22.939882278442383, 23.82395362854004, 23.993783950805664, 21.08464813232422, 20.570087432861328, 22.01761817932129, 21.711301803588867, 21.66440200805664, 21.025039672851562, 21.785724639892578, 23.15607261657715, 21.23253059387207, 22.823381423950195, 21.734535217285156, 22.970338821411133, 23.472251892089844, 23.014545440673828, 23.753753662109375, 20.603933334350586, 22.961631774902344, 22.130294799804688, 21.808374404907227, 20.977262496948242, 21.64881706237793, 20.739347457885742, 24.124483108520508, 22.76942253112793, 22.89364242553711, 20.831974029541016, 22.05088996887207, 22.00514793395996, 20.846036911010742, 24.137348175048828, 21.134782791137695, 24.172321319580078, 22.066638946533203, 22.43009376525879, 21.29340171813965, 23.775318145751953, 21.336780548095703, 21.780363082885742, 21.771438598632812, 21.55971908569336, 22.39812469482422, 22.029443740844727, 22.155115127563477, 21.319225311279297, 22.577613830566406, 22.840932846069336, 23.282075881958008, 22.945444107055664, 23.319637298583984, 22.66324234008789, 22.122583389282227, 23.025178909301758, 23.471128463745117, 20.913421630859375, 24.269588470458984, 21.01199722290039, 22.611530303955078, 22.626209259033203, 22.090789794921875, 22.598527908325195, 21.19554328918457, 22.56878662109375, 22.019107818603516, 23.176225662231445, 21.68106460571289, 21.575199127197266, 22.59805679321289, 22.29340171813965, 21.258230209350586, 23.89706802368164, 24.198299407958984, 21.217788696289062, 22.556982040405273, 22.400402069091797, 21.06397819519043, 20.559049606323242, 24.189292907714844, 20.84114646911621, 20.980031967163086, 22.214628219604492, 22.006473541259766, 23.18869972229004, 20.850000381469727, 21.480464935302734, 23.799457550048828, 21.738445281982422, 20.86978530883789, 22.17896270751953, 22.206174850463867, 21.515047073364258, 22.93741798400879, 23.183021545410156, 21.210603713989258, 21.52129364013672, 21.618844985961914, 22.017803192138672, 23.674169540405273, 22.337631225585938, 22.226158142089844, 21.6634578704834, 23.79281997680664, 23.427875518798828, 22.49607276916504, 23.392244338989258, 24.134403228759766, 23.69670295715332, 21.612333297729492, 22.497425079345703, 21.876768112182617, 23.932510375976562, 22.523216247558594, 22.225444793701172, 22.32443618774414, 22.212284088134766, 23.27912712097168, 21.05717658996582, 23.09878158569336, 23.129161834716797, 21.475521087646484, 24.089515686035156, 22.32292366027832, 24.148469924926758, 23.056673049926758, 22.480976104736328, 22.4636287689209, 21.429128646850586, 21.838972091674805, 21.64120864868164, 22.092531204223633, 21.532363891601562, 23.90900421142578, 23.579505920410156, 23.214263916015625, 22.748598098754883, 24.292709350585938, 21.26226234436035, 22.46259117126465, 22.64789581298828, 22.31072235107422, 23.843162536621094, 20.932241439819336, 22.80501365661621, 21.280231475830078, 22.332046508789062, 22.03696632385254, 21.319990158081055, 21.333168029785156, 23.03810691833496, 21.760833740234375, 22.392269134521484, 24.071313858032227, 22.98794174194336, 22.97894287109375, 23.859899520874023, 23.483083724975586, 23.293682098388672, 22.849924087524414, 23.14063835144043, 21.129684448242188, 20.86397361755371, 23.841533660888672, 21.256244659423828, 21.582141876220703, 21.61807632446289, 20.81462287902832, 23.79339027404785, 22.161636352539062, 23.23349952697754, 20.087200164794922, 20.789640426635742, 22.33761978149414, 20.438749313354492, 22.621109008789062, 22.313060760498047, 22.186857223510742, 21.63321304321289, 20.877748489379883, 20.22849464416504, 21.47885513305664, 22.73224449157715, 22.736528396606445, 22.797697067260742, 21.749134063720703, 21.133625030517578, 21.23219871520996, 23.915029525756836, 21.465837478637695, 24.077016830444336, 22.454051971435547, 21.038530349731445, 22.682231903076172, 22.384103775024414, 22.861268997192383, 21.510927200317383, 23.385053634643555, 20.442537307739258, 20.798906326293945, 22.121686935424805, 21.73155975341797, 20.66248321533203, 23.972503662109375, 22.40489387512207, 21.506553649902344, 23.45261573791504, 23.371856689453125, 23.029895782470703, 20.838003158569336, 22.227840423583984, 22.892070770263672, 21.820505142211914, 22.575450897216797, 21.36449432373047, 21.653614044189453, 22.45741081237793, 23.50007438659668, 22.122970581054688, 24.023822784423828, 23.015989303588867, 20.684720993041992, 21.290912628173828, 21.70173454284668, 22.567190170288086, 22.929744720458984, 22.728904724121094, 20.68012237548828, 21.748733520507812, 23.507341384887695, 22.030532836914062, 22.982070922851562, 21.719934463500977, 22.763896942138672, 20.866174697875977, 22.369213104248047, 23.59752082824707, 21.676925659179688, 21.679279327392578, 21.53778839111328, 22.578250885009766, 21.727842330932617, 23.28445816040039, 21.973398208618164, 23.039443969726562, 24.2933292388916, 21.972637176513672, 21.834157943725586, 21.89667320251465, 22.05231475830078, 21.620025634765625, 23.369333267211914, 22.485179901123047, 21.352556228637695, 21.028793334960938, 23.64862632751465, 21.780197143554688, 21.5, 24.09912872314453, 23.460769653320312, 21.987060546875, 22.194442749023438, 23.103317260742188, 21.955228805541992, 21.14939308166504, 23.615129470825195, 21.953266143798828, 23.416784286499023, 23.56561279296875, 22.879484176635742, 23.879072189331055, 21.699207305908203, 21.664653778076172, 21.65822982788086, 21.20946502685547, 20.888736724853516, 22.825132369995117, 23.74001121520996, 22.975881576538086, 23.010608673095703, 22.723108291625977, 21.392356872558594, 22.6207332611084, 22.75870704650879, 22.498794555664062, 20.479759216308594, 23.9447078704834, 21.949735641479492, 21.820323944091797, 21.289995193481445, 20.307268142700195, 22.44814682006836, 20.317821502685547, 22.962430953979492, 21.929298400878906, 22.984657287597656, 21.57644271850586, 23.242097854614258, 21.9794864654541, 21.72447395324707, 21.929529190063477, 21.03109359741211, 23.911285400390625, 23.825271606445312, 21.450830459594727, 22.39832305908203, 21.14353370666504, 21.462684631347656, 23.11534309387207, 23.283329010009766, 22.526458740234375, 23.04677391052246, 24.018146514892578, 22.137401580810547, 21.60357093811035, 22.22051429748535, 21.64236831665039, 20.99610137939453, 21.535953521728516, 23.672199249267578, 23.01609230041504, 23.57288360595703, 21.139392852783203, 20.906482696533203, 20.861597061157227, 21.475448608398438, 21.388214111328125, 23.395227432250977, 21.154056549072266, 21.24152183532715, 21.54058265686035, 22.273775100708008, 22.03230094909668, 20.777997970581055, 21.49601173400879, 21.293455123901367, 21.989328384399414, 21.026212692260742, 23.34032440185547, 24.13309097290039, 22.15293312072754, 22.175559997558594, 22.336854934692383, 24.27691078186035, 22.799917221069336, 22.256153106689453, 23.602783203125, 22.496917724609375, 22.053298950195312, 21.77699851989746, 22.137737274169922, 21.82674217224121, 20.715930938720703, 22.56639862060547, 23.389572143554688, 22.0958194732666, 22.513486862182617, 21.877742767333984, 20.80862045288086, 21.28212547302246, 21.761350631713867, 23.55050277709961, 22.718366622924805, 20.150211334228516, 21.113801956176758, 21.283824920654297, 21.808870315551758, 22.613967895507812, 20.957962036132812, 24.109325408935547, 22.469829559326172, 21.676328659057617, 23.131797790527344, 22.90864372253418, 21.584186553955078, 23.534198760986328, 22.173006057739258, 22.816633224487305, 21.274110794067383, 21.23944664001465, 22.24176025390625, 22.401479721069336, 22.992534637451172, 23.46967315673828, 23.07859992980957, 23.89845848083496, 22.199134826660156, 21.927101135253906, 22.76658821105957, 23.799291610717773, 21.929725646972656, 22.8823299407959, 20.9044189453125, 22.913480758666992, 23.16779327392578, 21.87887954711914, 22.360300064086914, 22.11968421936035, 21.106761932373047, 20.715604782104492, 22.164581298828125, 21.687650680541992, 22.02434539794922, 21.7935848236084, 21.691909790039062, 22.8695011138916, 22.821002960205078, 21.937612533569336, 24.181528091430664, 23.255023956298828, 21.52483558654785, 22.634756088256836, 23.20855712890625, 22.536378860473633, 22.75102424621582, 21.51731300354004, 22.200212478637695, 21.380996704101562, 22.25569725036621, 23.15371322631836, 24.049705505371094, 23.746898651123047, 23.66855812072754, 21.695524215698242, 20.71917724609375, 23.448665618896484, 23.725522994995117, 24.20085334777832, 22.45342445373535, 23.672645568847656, 23.459392547607422, 22.165489196777344, 21.80120277404785, 21.914173126220703, 23.724529266357422, 21.16225814819336, 22.998374938964844, 23.335254669189453, 23.161109924316406, 21.015636444091797, 22.36586570739746, 22.07012367248535, 21.098583221435547, 23.4909610748291, 23.764463424682617, 22.88529396057129, 22.948429107666016, 21.026996612548828, 20.75513458251953, 22.260944366455078, 22.70547866821289, 23.230575561523438, 23.91925811767578, 23.45669174194336, 22.447607040405273, 22.1710262298584, 20.79767417907715, 23.504188537597656, 21.698322296142578, 20.45009422302246, 23.707263946533203, 20.689453125, 23.081361770629883, 23.201847076416016, 20.78514862060547, 22.75398826599121, 20.702598571777344, 22.25647735595703, 21.247501373291016, 21.231502532958984, 23.127758026123047, 23.52512550354004, 23.757835388183594, 22.4283504486084, 24.206117630004883, 21.136842727661133, 22.86026954650879, 22.948163986206055, 21.958581924438477, 23.369029998779297, 20.904993057250977, 21.053937911987305, 22.386783599853516, 21.31279945373535, 21.887550354003906, 22.011764526367188, 20.839702606201172, 21.686193466186523, 21.487058639526367, 21.411544799804688, 22.482704162597656, 23.214670181274414, 22.563199996948242, 22.49005699157715, 22.82926368713379, 22.311180114746094, 23.478151321411133, 22.212326049804688, 22.02030372619629, 21.768850326538086, 22.1355037689209, 20.333620071411133, 21.23998260498047, 22.563783645629883, 21.531978607177734, 22.298892974853516, 20.309860229492188, 22.136348724365234, 21.34803581237793, 21.93606948852539, 22.150697708129883, 23.638933181762695, 20.78659439086914, 23.415626525878906, 20.2407169342041, 23.663063049316406, 22.102035522460938, 21.747848510742188, 23.06259536743164, 21.050724029541016, 22.854211807250977, 21.384910583496094, 22.4859619140625, 22.375633239746094, 23.93572425842285, 21.76112937927246, 22.97210693359375, 22.4454402923584, 23.233566284179688, 24.143171310424805, 22.35529327392578, 22.246980667114258, 22.878219604492188, 22.490938186645508, 23.395252227783203, 20.924753189086914, 24.008546829223633, 20.78609275817871, 22.746049880981445, 20.781946182250977, 20.96976089477539, 21.519649505615234, 23.95988655090332, 23.488630294799805, 23.399328231811523, 22.78053092956543, 20.84025001525879, 23.345603942871094, 21.44886589050293, 21.103288650512695, 22.979698181152344, 22.397872924804688, 22.349706649780273, 21.109283447265625, 21.930978775024414, 23.32814598083496, 21.416889190673828, 20.31668472290039, 21.67222785949707, 22.39789581298828, 21.14665985107422, 22.497838973999023, 24.38175392150879, 21.42282485961914, 21.1712646484375, 20.818164825439453, 22.30396270751953, 20.524734497070312, 21.699018478393555, 23.0810489654541, 23.075387954711914, 22.56325912475586, 21.345970153808594, 23.528900146484375, 22.056333541870117, 22.406190872192383, 23.658802032470703, 21.435022354125977, 21.040355682373047, 22.35492515563965, 20.364011764526367, 21.619869232177734, 22.386985778808594, 22.6674747467041, 21.47237777709961, 21.551589965820312, 23.034832000732422, 21.81852912902832, 23.288963317871094, 23.583356857299805, 23.502878189086914, 22.698135375976562, 21.319265365600586, 22.505966186523438, 23.306636810302734, 22.672353744506836, 22.42255401611328, 23.48072624206543, 23.541879653930664, 22.893892288208008, 23.60785675048828, 22.164209365844727, 21.622224807739258, 22.835893630981445, 23.68025779724121, 20.477615356445312, 23.586902618408203, 22.89389991760254, 22.76592445373535, 20.813262939453125, 21.310741424560547, 21.440107345581055, 23.373929977416992, 22.071884155273438, 21.245054244995117, 21.829771041870117, 20.90005111694336, 21.740556716918945, 21.752342224121094, 23.865184783935547, 22.541080474853516, 24.05329704284668, 23.04874038696289, 23.35673713684082, 20.071001052856445, 22.471996307373047, 21.308443069458008, 22.328304290771484, 20.922250747680664, 22.156719207763672, 20.917524337768555, 20.712602615356445, 22.075984954833984, 23.657461166381836, 21.03569984436035, 23.396589279174805, 22.196523666381836, 20.864736557006836, 22.34597396850586, 23.76845932006836, 23.42918586730957, 21.819927215576172, 23.92709732055664, 23.26381492614746, 22.533708572387695, 22.03266143798828, 21.736154556274414, 22.478073120117188, 21.69025421142578, 22.61797332763672, 22.92013168334961, 22.94575309753418, 20.850177764892578, 23.232990264892578, 23.739116668701172, 21.368011474609375, 23.466983795166016, 23.587356567382812, 20.898818969726562, 21.342205047607422, 21.447113037109375, 23.532682418823242, 22.11878776550293, 20.78985595703125, 23.31535530090332, 23.38071060180664, 22.11510467529297, 23.434612274169922, 21.794010162353516, 24.12099838256836, 23.194900512695312, 21.523027420043945, 21.65240478515625, 23.617216110229492, 23.167991638183594, 21.91802215576172, 22.464391708374023, 22.964784622192383, 21.185455322265625, 22.5958194732666, 22.247053146362305, 21.164409637451172, 21.412778854370117, 23.617359161376953, 21.69898796081543, 21.752748489379883, 21.71834373474121, 22.372936248779297, 21.790138244628906, 23.093414306640625, 23.194812774658203, 21.29193878173828, 21.351511001586914, 20.330852508544922, 21.823692321777344, 21.88902473449707, 21.970983505249023, 22.56295394897461, 23.16581916809082, 24.195903778076172, 20.906421661376953, 22.162805557250977, 22.72747039794922, 21.10219955444336, 23.21091079711914, 20.978479385375977, 20.70810317993164, 22.08241081237793, 20.5125675201416, 20.84444236755371, 21.512645721435547, 23.08113670349121, 22.52179718017578, 20.451459884643555, 21.238035202026367, 20.854280471801758, 21.84391212463379, 23.716176986694336, 23.315750122070312, 20.272377014160156, 22.164384841918945, 24.206069946289062, 22.417993545532227, 23.04184341430664, 21.628332138061523, 20.521005630493164, 23.981422424316406, 23.781726837158203, 22.993122100830078, 21.333023071289062, 22.44268798828125, 22.306827545166016, 23.894489288330078, 23.520551681518555, 20.828598022460938, 22.468923568725586, 24.088699340820312, 21.975650787353516, 23.266298294067383, 21.967214584350586, 21.46214485168457, 23.933483123779297, 23.9110050201416, 21.174306869506836, 21.218904495239258, 22.86766815185547, 20.97775650024414, 21.2694149017334, 23.571474075317383, 20.747467041015625, 21.386892318725586, 20.839441299438477, 21.717655181884766, 23.57126235961914, 23.29339599609375, 21.469545364379883, 22.087106704711914, 22.113054275512695, 22.59197425842285, 24.057292938232422, 23.138629913330078, 22.677993774414062, 23.83622169494629, 22.230844497680664, 21.071748733520508, 22.25840950012207, 22.39194679260254, 22.43368148803711, 22.320711135864258, 22.695451736450195, 23.8326416015625, 22.396862030029297, 23.94329833984375, 23.6536808013916, 23.05270004272461, 21.57553482055664, 22.06307029724121, 20.917720794677734, 24.24378776550293, 21.829755783081055, 21.18096923828125, 22.757204055786133, 23.378490447998047, 22.343791961669922, 21.608509063720703, 23.171100616455078, 23.635419845581055, 20.64666175842285, 21.59646224975586, 23.941497802734375, 24.114055633544922, 22.177047729492188, 23.627466201782227, 23.835100173950195, 21.6403751373291, 22.50191879272461, 21.007108688354492, 21.594959259033203, 22.77201271057129, 21.10366439819336, 23.719743728637695, 22.58763885498047, 22.11069679260254, 22.189428329467773, 21.206682205200195, 22.750823974609375, 21.944055557250977, 20.826641082763672, 22.83721351623535, 21.044374465942383, 23.476503372192383, 21.76333236694336, 24.02402114868164, 21.38423728942871, 20.581279754638672, 23.01009750366211, 22.678485870361328, 21.135658264160156, 23.56100845336914, 21.443737030029297, 23.13840103149414, 22.035799026489258, 22.032533645629883, 21.543943405151367, 22.850828170776367, 22.269756317138672, 22.742307662963867, 20.97475814819336, 22.518964767456055, 21.192163467407227, 22.917232513427734, 20.986156463623047, 22.449018478393555, 21.846996307373047, 21.09279441833496, 23.976238250732422, 21.853940963745117, 22.7321720123291, 23.230552673339844, 22.47671890258789, 21.08624267578125, 20.57084846496582, 21.880659103393555, 20.581634521484375, 20.369800567626953, 24.028146743774414, 21.357324600219727, 24.425058364868164, 22.233854293823242, 21.64311408996582, 21.7850399017334, 21.332033157348633, 21.760011672973633, 24.142663955688477, 21.58921241760254, 24.190582275390625, 23.046367645263672, 21.724519729614258, 22.26725196838379, 22.44474220275879, 20.852115631103516, 23.973772048950195, 23.858192443847656, 24.161701202392578, 22.08057975769043, 22.74187469482422, 23.031551361083984, 21.198413848876953, 22.487430572509766, 23.241548538208008, 22.106639862060547, 23.02340316772461, 23.844127655029297, 22.88992691040039, 23.598224639892578, 22.05423927307129, 21.360824584960938, 20.995553970336914, 23.49073600769043, 23.208112716674805, 23.037935256958008, 21.6667423248291, 22.691123962402344, 22.49322509765625, 21.88184356689453, 21.358470916748047, 22.19367790222168, 23.739234924316406, 23.047727584838867, 22.710527420043945, 22.114097595214844, 22.24295425415039, 24.14684295654297, 23.400541305541992, 23.363033294677734, 21.743755340576172, 21.94158363342285, 22.309358596801758, 21.52818489074707, 20.871328353881836, 22.107494354248047, 20.828065872192383, 22.239700317382812, 24.200836181640625, 21.297779083251953, 21.388721466064453, 21.222034454345703, 22.205142974853516, 21.79224967956543, 20.637052536010742, 19.98501205444336, 21.25088882446289, 23.572265625, 21.91720199584961, 22.876243591308594, 20.61188507080078, 22.42247772216797, 21.165027618408203, 23.04194450378418, 22.49372673034668, 21.679567337036133, 21.621036529541016, 21.668012619018555, 20.423694610595703, 20.502552032470703, 23.477214813232422, 22.838565826416016, 20.19834327697754, 21.822572708129883, 20.436857223510742, 21.237220764160156, 22.328554153442383, 22.476503372192383, 22.784509658813477, 21.18916130065918, 22.53685760498047, 21.61541175842285, 22.655195236206055, 23.830604553222656, 23.278160095214844, 20.89857292175293, 22.60370635986328, 22.92909812927246, 23.157188415527344, 20.809131622314453, 23.690719604492188, 23.606271743774414, 22.84170913696289, 24.136201858520508, 20.620553970336914, 21.910398483276367, 21.96921730041504, 20.505962371826172, 22.612361907958984, 22.017772674560547, 23.218753814697266, 21.521324157714844, 23.107803344726562, 22.420217514038086, 21.111328125, 21.621479034423828, 23.33526039123535, 22.84986114501953, 21.628372192382812, 21.092458724975586, 22.347003936767578, 21.0677433013916, 22.434499740600586, 23.894384384155273, 22.23282241821289, 22.612892150878906, 22.3060302734375, 21.20002555847168, 21.108909606933594, 22.301387786865234, 21.993648529052734, 23.457645416259766, 24.327495574951172, 24.27324104309082, 23.339208602905273, 22.96922492980957, 21.037822723388672, 21.03491973876953, 22.687551498413086, 22.444246292114258, 21.45799446105957, 22.465438842773438, 23.568368911743164, 21.42342185974121, 21.893285751342773, 21.923641204833984, 23.654735565185547, 22.889732360839844, 21.685575485229492, 22.73529052734375, 21.9069766998291, 21.486970901489258, 22.370344161987305, 24.2449951171875, 22.98075294494629, 22.67152976989746, 22.12507438659668, 22.515153884887695, 20.741491317749023, 21.3575439453125, 20.747119903564453, 20.652299880981445, 23.242326736450195, 21.668981552124023, 21.786081314086914, 20.709217071533203, 22.870267868041992, 23.416885375976562, 22.717470169067383, 21.44761085510254, 23.047273635864258, 23.111373901367188, 22.75600814819336, 23.878332138061523, 22.284242630004883, 23.156003952026367, 22.188323974609375, 24.23341941833496, 20.929943084716797, 21.704681396484375, 23.72433090209961, 22.4282169342041, 24.303552627563477, 20.780179977416992, 22.29447364807129, 22.052635192871094, 22.059284210205078, 24.252958297729492, 22.071054458618164, 21.382837295532227, 23.823678970336914, 21.695701599121094, 24.37464714050293, 24.303068161010742, 22.365388870239258, 22.430335998535156, 23.376920700073242, 22.218454360961914, 21.06243133544922, 21.150171279907227, 21.278728485107422, 21.36703872680664, 23.10234832763672, 21.988941192626953, 23.267179489135742, 21.646142959594727, 22.66997718811035, 22.211225509643555, 23.11012077331543, 21.88360595703125, 21.709381103515625, 21.324979782104492, 23.65131187438965, 23.340452194213867, 23.466468811035156, 22.19383430480957, 23.38335609436035, 23.255373001098633, 23.44474983215332, 22.53104019165039, 23.02800941467285, 21.840084075927734, 22.128143310546875, 23.422521591186523, 21.27777099609375, 23.07141876220703, 22.298656463623047, 21.943777084350586, 21.317459106445312, 22.525455474853516, 21.833576202392578, 21.016990661621094, 22.280967712402344, 22.731956481933594, 22.394180297851562, 20.51471519470215, 21.620798110961914, 21.74440574645996, 20.8174991607666, 20.48796272277832, 22.76412010192871, 20.818740844726562, 22.48360252380371, 20.833547592163086, 23.482133865356445, 22.900911331176758, 22.28232765197754, 21.097124099731445, 21.77916145324707, 20.310897827148438, 22.3049259185791, 21.98394775390625, 21.723602294921875, 23.05988883972168, 21.005212783813477, 21.04212760925293, 21.23358917236328, 22.97372055053711, 23.521825790405273, 21.5156307220459, 23.585386276245117, 21.193178176879883, 21.472305297851562, 22.777748107910156, 23.575973510742188, 20.7240047454834, 23.31646156311035, 23.04183006286621, 22.44390296936035, 23.007978439331055, 22.18992805480957, 23.359540939331055, 23.865915298461914, 21.57798957824707, 22.15639877319336, 21.247024536132812, 23.05263328552246, 21.53911781311035, 20.60191535949707, 23.213207244873047, 21.137184143066406, 21.341590881347656, 21.06387710571289, 24.307327270507812, 22.9033145904541, 23.76596450805664, 23.45381736755371, 20.649341583251953, 23.196184158325195, 20.735340118408203, 22.427024841308594, 23.52300453186035, 20.31280517578125, 20.844266891479492, 22.368364334106445, 21.524612426757812, 21.368240356445312, 22.375019073486328, 22.467988967895508, 22.903167724609375, 22.802284240722656, 23.543792724609375, 22.189241409301758, 23.13927459716797, 23.56399154663086, 22.41731834411621, 21.221948623657227, 23.137481689453125, 22.03553009033203, 21.543418884277344, 22.999359130859375, 21.12876319885254, 22.983911514282227, 22.591928482055664, 24.120532989501953, 21.97902488708496, 23.3896427154541, 22.393352508544922, 23.77463150024414, 22.46238899230957, 24.131792068481445, 21.484010696411133, 23.163387298583984, 23.283754348754883, 21.287595748901367, 21.38763427734375, 21.990795135498047, 23.064666748046875, 22.767786026000977, 21.833599090576172, 21.212984085083008, 23.01015281677246, 22.030292510986328, 22.265914916992188, 23.63532257080078, 22.84773826599121, 23.06068229675293, 22.786954879760742, 22.753070831298828, 21.304929733276367, 22.523056030273438, 22.524768829345703, 24.3730525970459, 22.6900634765625, 20.34960174560547, 22.3778076171875, 24.027870178222656, 23.209972381591797, 21.2203311920166, 23.717809677124023, 20.856325149536133, 23.99911117553711, 22.678903579711914, 24.081071853637695, 20.47354507446289, 24.10029411315918, 23.397932052612305, 21.602380752563477, 21.819326400756836, 23.902664184570312, 21.955184936523438, 22.79717445373535, 22.119388580322266, 22.413448333740234, 21.62778663635254, 22.69179344177246, 23.67308807373047, 24.372465133666992, 23.671863555908203, 22.903106689453125, 21.685171127319336, 21.471580505371094, 20.722322463989258, 22.66388511657715, 21.245893478393555, 21.378332138061523, 21.850940704345703, 20.75200843811035, 20.602449417114258, 22.475505828857422, 21.83738136291504, 24.086580276489258, 22.950578689575195, 21.317750930786133, 22.344852447509766, 20.987892150878906, 22.317365646362305, 20.94866180419922, 24.043476104736328, 21.876991271972656, 21.950279235839844, 23.126413345336914, 22.2362060546875, 21.88872718811035, 23.040361404418945, 21.387826919555664, 22.06743812561035, 21.61170768737793, 24.26971435546875, 23.762216567993164, 22.995431900024414, 22.68175506591797, 23.91175651550293, 21.53980255126953, 20.97490882873535, 22.654727935791016, 20.328859329223633, 23.19214630126953, 20.775104522705078, 23.093059539794922, 22.705347061157227, 22.3525447845459, 22.82509994506836, 23.213130950927734, 21.866458892822266, 21.35957908630371, 23.30453872680664, 21.685773849487305, 22.61098289489746, 22.422115325927734, 23.101943969726562, 21.013154983520508, 21.91122055053711, 22.17623519897461, 20.91221046447754, 23.415502548217773, 24.045364379882812, 20.965417861938477, 20.84966278076172, 23.69655990600586, 24.24657440185547, 21.158824920654297, 21.468582153320312, 23.289751052856445, 21.900447845458984, 21.84830665588379, 22.086387634277344, 22.431304931640625, 24.08967399597168, 22.60272979736328, 22.724130630493164, 22.855836868286133, 23.53331756591797, 21.83440399169922, 23.113706588745117, 22.761796951293945, 20.2066650390625, 23.5300235748291, 24.40398597717285, 20.675424575805664, 22.611236572265625, 23.678714752197266, 24.209213256835938, 23.600324630737305, 22.502574920654297, 23.35145378112793, 21.973806381225586, 21.1752986907959, 20.669164657592773, 22.238698959350586, 20.877389907836914, 20.176326751708984, 20.62153434753418, 20.834592819213867, 20.360267639160156, 22.982254028320312, 22.690845489501953, 21.927120208740234, 22.30952262878418, 22.669626235961914, 22.1146183013916, 20.998586654663086, 22.715925216674805, 23.131587982177734, 22.841266632080078, 21.79517936706543, 21.35688018798828, 20.768953323364258, 23.239465713500977, 24.16897201538086, 21.020235061645508, 21.886777877807617, 23.117473602294922, 23.651466369628906, 21.323850631713867, 22.424537658691406, 21.6690616607666, 23.854991912841797, 21.42255973815918, 21.267101287841797, 22.023561477661133, 22.158254623413086, 20.764352798461914, 24.13688850402832, 20.08344268798828, 22.540306091308594, 23.36404037475586, 20.992319107055664, 21.571170806884766, 23.033329010009766, 23.411331176757812, 21.844743728637695, 23.126331329345703, 23.393564224243164, 20.752079010009766, 22.65501594543457, 23.46021842956543, 23.209367752075195, 20.77430534362793, 21.466081619262695, 24.12112808227539, 22.02654457092285, 20.72964096069336, 22.41667938232422, 21.145540237426758, 21.961017608642578, 23.438419342041016, 21.19393539428711, 20.792343139648438, 20.837650299072266, 21.795604705810547, 21.464296340942383, 22.33834457397461, 21.4064998626709, 22.278310775756836, 23.8353328704834, 21.605712890625, 22.825021743774414, 20.59159278869629, 23.810197830200195, 21.289255142211914, 23.89211082458496, 23.79195785522461, 21.170875549316406, 20.743349075317383, 22.853464126586914, 23.625661849975586, 24.096445083618164, 21.79314613342285, 22.977516174316406, 21.953527450561523, 21.65644645690918, 21.92941665649414, 20.41657829284668, 22.54967498779297, 21.01105499267578, 22.355974197387695, 22.448049545288086, 20.796714782714844, 20.859634399414062, 21.636255264282227, 22.915691375732422, 24.282337188720703, 21.362163543701172, 21.708356857299805, 20.51936149597168, 22.535524368286133, 22.36993980407715, 21.24277114868164, 21.087722778320312, 23.093868255615234, 22.583049774169922, 24.24120330810547, 22.15888786315918, 21.545286178588867, 20.655277252197266, 23.32581329345703, 23.424745559692383, 22.881412506103516, 19.984466552734375, 22.423994064331055, 21.58143424987793, 21.31580924987793, 21.698545455932617, 22.470949172973633, 23.149269104003906, 22.716575622558594, 23.15718650817871, 21.582530975341797, 22.7291316986084, 22.51641845703125, 22.017353057861328, 23.176897048950195, 22.430524826049805, 22.225753784179688, 21.007869720458984, 22.58615493774414, 23.624378204345703, 22.268388748168945, 22.709819793701172, 22.589244842529297, 21.68339729309082, 23.820566177368164, 22.658662796020508, 22.37458610534668, 21.449892044067383, 21.208616256713867, 21.563886642456055, 22.365434646606445, 21.645179748535156, 22.40946388244629, 23.9956111907959, 21.331819534301758, 22.51055908203125, 22.4808406829834, 20.361553192138672, 20.3341007232666, 21.706817626953125, 22.74414825439453, 23.123449325561523, 22.24662208557129, 22.055681228637695, 21.496747970581055, 23.456830978393555, 23.010629653930664, 22.426347732543945, 22.631664276123047, 23.20803451538086, 22.048864364624023, 21.738718032836914, 20.330860137939453, 21.1745662689209, 22.185611724853516, 21.84877586364746, 22.506967544555664, 23.515100479125977, 21.16671371459961, 21.51313591003418, 21.22439193725586, 22.864795684814453, 21.018388748168945, 23.42119598388672, 21.25258445739746, 20.77727508544922, 23.503019332885742, 22.519329071044922, 21.979175567626953, 22.32886505126953, 22.71930503845215, 20.90817642211914, 22.186569213867188, 23.30390739440918, 21.884218215942383, 21.622211456298828, 21.20962905883789, 21.65388298034668, 21.540542602539062, 23.997426986694336, 21.52491569519043, 24.112239837646484, 21.868457794189453, 22.95785903930664, 21.22280502319336, 23.281248092651367, 22.52439308166504, 21.416423797607422, 20.998943328857422, 22.624990463256836, 22.779457092285156, 21.484800338745117, 23.574216842651367, 21.88648223876953, 21.799840927124023, 21.40793228149414, 22.72662925720215, 24.184091567993164, 24.007356643676758, 21.803424835205078, 21.0289306640625, 21.433521270751953, 22.573205947875977, 22.506393432617188, 23.177804946899414, 21.862497329711914, 20.657737731933594, 20.605730056762695, 21.594615936279297, 21.392148971557617, 22.63582992553711, 22.717477798461914, 22.143409729003906, 22.821332931518555, 22.31295394897461, 21.87928009033203, 23.62981605529785, 20.828474044799805, 21.27404022216797, 22.275487899780273, 22.299551010131836, 23.829805374145508, 23.540821075439453, 21.444686889648438, 20.50028419494629, 22.282743453979492, 20.751676559448242, 22.431015014648438, 22.215436935424805, 20.86669158935547, 22.513845443725586, 22.286605834960938, 21.732423782348633, 20.9686222076416, 21.95688819885254, 23.265342712402344, 21.690427780151367, 22.384185791015625, 23.531402587890625, 22.186481475830078, 22.527807235717773, 23.82529067993164, 21.145769119262695, 22.363569259643555, 21.95022201538086, 20.4747314453125, 21.04188346862793, 21.931926727294922, 22.289331436157227, 22.88140869140625, 20.96030044555664, 22.281269073486328, 22.295181274414062, 23.339962005615234, 21.918943405151367, 21.81039810180664, 23.20088005065918, 23.94609260559082, 21.10457420349121, 22.348543167114258, 22.574281692504883, 21.932662963867188, 21.291685104370117, 23.705535888671875, 23.326065063476562, 21.6806640625, 22.93216323852539, 21.269672393798828, 20.936677932739258, 21.638975143432617, 21.564464569091797, 22.79579734802246, 23.508411407470703, 21.18834686279297, 21.717426300048828, 22.890867233276367, 23.63883399963379, 23.211585998535156, 22.623079299926758, 22.559934616088867, 22.72826385498047, 21.47503662109375, 21.37238121032715, 22.041419982910156, 20.923118591308594, 22.962894439697266, 20.951948165893555, 21.238508224487305, 22.693811416625977, 20.548866271972656, 21.953285217285156, 22.725860595703125, 20.83062744140625, 23.084766387939453, 20.579500198364258, 23.633203506469727, 22.057891845703125, 22.093801498413086, 24.273624420166016, 23.38257598876953, 21.132762908935547, 22.71228790283203, 22.182811737060547, 20.63595199584961, 22.179006576538086, 20.29920768737793, 23.57503318786621, 20.667949676513672, 20.352203369140625, 22.95446014404297, 20.96098518371582, 24.319564819335938, 21.885026931762695, 23.07011604309082, 23.178787231445312, 23.375146865844727, 20.795143127441406, 20.487031936645508, 21.20120620727539, 21.632360458374023, 21.681547164916992, 20.33587646484375, 21.085521697998047, 20.605480194091797, 22.970003128051758, 21.261686325073242, 20.9117488861084, 20.25188446044922, 21.125364303588867, 22.1876220703125, 21.105566024780273, 21.093778610229492, 23.526660919189453, 22.366365432739258, 20.77699089050293, 20.69736099243164, 23.033252716064453, 20.14915657043457, 22.167552947998047, 22.24770164489746, 21.678516387939453, 23.724246978759766, 22.276817321777344, 23.201705932617188, 21.373937606811523, 22.36946678161621, 21.934654235839844, 21.83012580871582, 21.720964431762695, 22.344091415405273, 22.761795043945312, 21.7596435546875, 21.967758178710938, 22.825708389282227, 22.675893783569336, 21.330078125, 20.3812198638916, 22.11111068725586, 21.077356338500977, 20.113361358642578, 21.91111183166504, 22.96312141418457, 21.746023178100586, 22.23619842529297, 22.78860092163086, 23.51874542236328, 23.635486602783203, 21.192888259887695, 22.241796493530273, 22.46042823791504, 23.525619506835938, 21.78643035888672, 21.985937118530273, 21.969818115234375, 23.03044891357422, 20.946918487548828, 21.441909790039062, 22.75802230834961, 20.62883949279785, 23.163593292236328, 22.898120880126953, 21.88114356994629, 22.254220962524414, 24.283273696899414, 23.822595596313477, 20.221582412719727, 23.725399017333984, 22.698503494262695, 21.859201431274414, 20.909658432006836, 23.081809997558594, 23.615745544433594, 20.72820472717285, 22.415616989135742, 22.060945510864258, 22.492055892944336, 21.766359329223633, 21.268352508544922, 23.696857452392578, 21.775070190429688, 21.9691219329834, 24.179271697998047, 21.769102096557617, 21.294170379638672, 20.86774253845215, 23.590700149536133, 24.318492889404297, 22.79964828491211, 21.85857582092285, 24.039945602416992, 20.99680519104004, 20.23097038269043, 21.457435607910156, 22.172658920288086, 21.715553283691406, 23.47127914428711, 22.872648239135742, 22.573909759521484, 24.103897094726562, 23.999839782714844, 21.86983299255371, 22.99728012084961, 22.754037857055664, 23.79651641845703, 23.494609832763672, 23.072465896606445, 23.71818733215332, 23.121950149536133, 21.64402961730957, 22.488096237182617, 20.605321884155273, 22.462892532348633, 21.97374153137207, 20.692739486694336, 22.12748146057129, 21.821073532104492, 21.115589141845703, 22.81269073486328, 24.001197814941406, 20.813135147094727, 21.8987979888916, 21.6782283782959, 22.83043098449707, 21.42691421508789, 22.45994758605957, 24.074329376220703, 22.861928939819336, 22.6785888671875, 22.890670776367188, 20.612789154052734, 22.369115829467773, 21.973310470581055, 22.078088760375977, 20.606884002685547, 24.10858726501465, 21.1865177154541, 21.537275314331055, 20.470670700073242, 21.543254852294922, 21.115089416503906, 22.795473098754883, 22.606464385986328, 23.921184539794922, 21.170001983642578, 21.81561851501465, 22.363346099853516, 21.443044662475586, 22.77617073059082, 20.485586166381836, 23.95244026184082, 20.395551681518555, 21.88029670715332, 21.82524299621582, 22.16239356994629, 21.31307029724121, 21.64828109741211, 22.309640884399414, 21.58414077758789, 23.074464797973633, 21.88953971862793, 22.994646072387695, 21.877182006835938, 20.153793334960938, 21.93239974975586, 23.485410690307617, 20.211206436157227, 20.487001419067383, 21.47667121887207, 20.92476463317871, 22.482696533203125, 21.887792587280273, 21.222225189208984, 21.61329460144043, 21.432729721069336, 22.918222427368164, 22.2618350982666, 23.044076919555664, 21.126523971557617, 22.349895477294922, 22.380599975585938, 22.047780990600586, 22.052021026611328, 22.275484085083008, 20.13747787475586, 20.217588424682617, 21.444759368896484, 21.428298950195312, 22.48709487915039, 24.07857322692871, 23.83350372314453, 23.2335205078125, 21.94744300842285, 22.30429458618164, 21.495243072509766, 23.707983016967773, 23.130064010620117, 22.75943374633789, 24.05438804626465, 21.371423721313477, 21.696924209594727, 23.139013290405273, 20.8055477142334, 21.138017654418945, 20.44413948059082, 21.53428077697754, 23.4373779296875, 20.888696670532227, 21.082223892211914, 23.01223373413086, 23.446826934814453, 20.884721755981445, 21.35912322998047, 24.004850387573242, 21.8703556060791, 20.65167999267578, 21.282115936279297, 22.44659423828125, 23.95873260498047, 23.641586303710938, 22.318618774414062, 21.980012893676758, 21.38506317138672, 20.94672203063965, 23.167692184448242, 21.808107376098633, 21.585012435913086, 23.560914993286133, 22.868593215942383, 22.115476608276367, 23.11012077331543, 21.74567222595215, 23.370168685913086, 20.895401000976562, 21.07210922241211, 21.481548309326172, 23.007343292236328, 22.480804443359375, 22.44966697692871, 21.688385009765625, 21.51447868347168, 21.81789207458496, 22.0625057220459, 22.85576629638672, 20.812192916870117, 24.327899932861328, 21.935455322265625, 21.67607879638672, 21.10149383544922, 22.746280670166016, 22.251916885375977, 21.809612274169922, 22.779218673706055, 21.742292404174805, 21.832870483398438, 22.946809768676758, 23.620359420776367, 21.784360885620117, 23.16232681274414, 22.847143173217773, 24.157651901245117, 21.078327178955078, 23.08351707458496, 22.961650848388672, 23.611454010009766, 21.970001220703125, 24.027042388916016, 20.702177047729492, 22.634843826293945, 21.220186233520508, 23.801837921142578, 22.407272338867188, 21.566957473754883, 23.439308166503906, 21.225309371948242, 22.33846092224121, 24.394786834716797, 21.241010665893555, 21.39922332763672, 23.214725494384766, 21.63787078857422, 20.22279930114746, 23.67159652709961, 23.56393051147461, 22.234512329101562, 22.257009506225586, 21.14891815185547, 21.881868362426758, 21.113115310668945, 22.664573669433594, 20.419443130493164, 23.34002685546875, 23.843914031982422, 23.9925594329834, 21.8040714263916, 20.79269027709961, 24.14103126525879, 23.88015365600586, 22.50498390197754, 20.90906524658203, 22.083105087280273, 21.61604881286621, 22.66297721862793, 23.980422973632812, 21.97671890258789, 22.37864875793457, 23.30622100830078, 21.30910873413086, 22.99432945251465, 22.522968292236328, 21.585283279418945, 21.93115234375, 21.705156326293945, 23.628253936767578, 23.080915451049805, 22.1342716217041, 20.593761444091797, 21.32484245300293, 22.59368133544922, 22.010665893554688, 23.0307674407959, 22.73516273498535, 23.593183517456055, 21.47463607788086, 21.489503860473633, 22.089345932006836, 21.137489318847656, 24.19365882873535, 23.993459701538086, 20.780208587646484, 22.579343795776367, 21.392126083374023, 23.42557716369629, 21.207252502441406, 20.85023307800293, 21.243423461914062, 21.85134506225586, 23.70598030090332, 22.87741470336914, 22.545804977416992, 21.056110382080078, 20.83635902404785, 22.447364807128906, 22.95272445678711, 21.553274154663086, 21.472862243652344, 20.550399780273438, 21.24454116821289, 22.53913116455078, 23.764760971069336, 22.320682525634766, 21.95762825012207, 22.348970413208008, 23.993562698364258, 22.568510055541992, 20.980695724487305, 21.016468048095703, 22.36690902709961, 22.681556701660156, 23.565162658691406, 22.17139434814453, 23.775108337402344, 20.547794342041016, 22.909515380859375, 21.597183227539062, 22.853017807006836, 22.494298934936523, 21.23185157775879, 24.17378044128418, 21.47629165649414, 21.02831268310547, 21.023548126220703, 24.28775405883789, 23.708480834960938, 20.64280128479004, 22.453969955444336, 23.767427444458008, 22.901376724243164, 23.752309799194336, 20.449604034423828, 22.756282806396484, 21.820947647094727, 21.289653778076172, 23.41880226135254, 23.28988265991211, 23.58824920654297, 21.465221405029297, 24.20972442626953, 23.861024856567383, 22.409637451171875, 20.69286346435547, 22.279579162597656, 21.787569046020508, 24.303728103637695, 21.41168212890625, 22.34583282470703, 21.534378051757812, 24.352310180664062, 22.561208724975586, 22.889423370361328, 22.052453994750977, 21.948087692260742, 23.340599060058594, 21.715011596679688, 21.438697814941406, 22.353120803833008, 22.039836883544922, 22.362939834594727, 21.55290985107422, 20.583663940429688, 20.895793914794922, 22.941177368164062, 21.83367347717285, 21.26963233947754, 23.03709602355957, 22.863950729370117, 22.44074058532715, 22.334915161132812, 20.982187271118164, 23.303691864013672, 23.77867889404297, 20.890338897705078, 23.512269973754883, 21.706613540649414, 21.098312377929688, 22.971094131469727, 22.77813148498535, 21.387451171875, 23.324121475219727, 20.478269577026367, 23.267929077148438, 22.44219970703125, 23.218904495239258, 23.045265197753906, 22.93460464477539, 22.055082321166992, 22.542043685913086, 23.184490203857422, 23.57340431213379, 22.69660186767578, 22.052072525024414, 23.012441635131836, 23.8977108001709, 20.057947158813477, 23.088558197021484, 21.145357131958008, 23.081130981445312, 21.776531219482422, 21.01000213623047, 23.45963478088379, 21.07813835144043, 24.180326461791992, 21.542661666870117, 23.148109436035156, 22.252107620239258, 22.533308029174805, 21.371862411499023, 23.21007537841797, 23.470436096191406, 21.706933975219727, 22.092464447021484, 22.109943389892578, 22.910465240478516, 23.252153396606445, 22.42530059814453, 23.568557739257812, 21.136240005493164, 21.183961868286133, 24.061973571777344, 23.386503219604492, 21.68389129638672, 21.791767120361328, 20.58036994934082, 21.717971801757812, 21.343305587768555, 22.97378158569336, 23.555360794067383, 20.84950828552246, 20.437931060791016, 21.89480972290039, 22.87230682373047, 22.43120002746582, 21.021799087524414, 23.18959617614746, 21.957054138183594, 22.625463485717773, 22.127653121948242, 20.836292266845703, 23.115114212036133, 24.038131713867188, 22.15018081665039, 21.025293350219727, 21.08073616027832, 22.8397274017334, 23.17608642578125, 20.986799240112305, 21.0231876373291, 21.038955688476562, 23.3508358001709, 20.70728302001953, 21.180824279785156, 21.223297119140625, 21.714025497436523, 22.247650146484375, 22.472728729248047, 20.942825317382812, 23.043516159057617, 23.32660484313965, 22.912609100341797, 21.702911376953125, 23.076196670532227, 20.296993255615234, 23.038593292236328, 21.008451461791992, 23.027597427368164, 21.55909538269043, 21.195568084716797, 22.42658042907715, 23.219314575195312, 21.960819244384766, 23.46295928955078, 23.973066329956055, 23.152345657348633, 23.32114601135254, 20.502887725830078, 21.364553451538086, 22.45262908935547, 24.208572387695312, 21.73322296142578, 22.021255493164062, 20.570964813232422, 23.487627029418945, 24.394676208496094, 21.218090057373047, 23.808435440063477, 22.215391159057617, 20.721553802490234, 21.41990852355957, 21.754974365234375, 21.117389678955078, 22.220735549926758, 21.591655731201172, 21.606708526611328, 22.32343864440918, 20.776813507080078, 23.309612274169922, 22.974008560180664, 22.196836471557617, 21.301013946533203, 22.051315307617188, 21.135589599609375, 21.543701171875, 21.105878829956055, 22.969383239746094, 22.49411964416504, 21.293052673339844, 22.016868591308594, 22.01896095275879, 21.40727424621582, 22.374448776245117, 24.12320899963379, 21.316322326660156, 22.50466537475586, 21.278017044067383, 22.338876724243164, 21.493331909179688, 23.145275115966797, 21.073345184326172, 20.83213233947754, 24.303815841674805, 21.882802963256836, 21.173105239868164, 22.190309524536133, 21.85177230834961, 22.924524307250977, 23.091588973999023, 20.968109130859375, 21.95737075805664, 22.696382522583008, 22.78311538696289, 21.094362258911133, 21.831716537475586, 24.3837947845459, 22.52008628845215, 21.64475440979004, 21.725677490234375, 22.291234970092773, 23.375885009765625, 21.38536262512207, 23.62708854675293, 22.564592361450195, 21.117570877075195, 22.49277687072754, 23.1437931060791, 22.288000106811523, 22.29739761352539, 20.69902992248535, 22.623985290527344, 21.004180908203125, 21.96177101135254, 20.38898277282715, 20.253671646118164, 23.7763671875, 22.476421356201172, 22.324413299560547, 22.466693878173828, 23.09371566772461, 21.892433166503906, 22.766508102416992, 22.20842933654785, 20.799678802490234, 22.731319427490234, 21.917177200317383, 23.209102630615234, 22.122528076171875, 21.097028732299805, 23.40350914001465, 22.229106903076172, 23.993738174438477, 20.77921485900879, 21.91993522644043, 22.754871368408203, 24.388830184936523, 22.791671752929688, 21.509963989257812, 21.294189453125, 21.856569290161133, 21.046728134155273, 22.93806266784668, 21.197572708129883, 20.830968856811523, 22.09461212158203, 22.823089599609375, 22.817794799804688, 20.863773345947266, 21.486995697021484, 21.7042179107666, 22.15254783630371, 22.201370239257812, 22.686141967773438, 21.279712677001953, 22.322851181030273, 22.12885856628418, 20.697114944458008, 21.005558013916016, 22.569963455200195, 23.7028751373291, 23.087257385253906, 23.861492156982422, 22.8883113861084, 21.762617111206055, 23.866289138793945, 23.75164031982422, 21.676298141479492, 22.293087005615234, 23.276247024536133, 20.38973617553711, 23.751800537109375, 23.46463394165039, 23.825069427490234, 22.36846351623535, 22.45761489868164, 20.997737884521484, 21.8248291015625, 20.992454528808594, 23.119949340820312, 23.751304626464844, 22.84916877746582, 21.920949935913086, 21.37118911743164, 23.485631942749023, 24.212602615356445, 22.922317504882812, 21.414165496826172, 21.407615661621094, 23.726964950561523, 22.761180877685547, 23.943172454833984, 21.61199378967285, 20.548059463500977, 21.588838577270508, 23.475915908813477, 23.259733200073242, 23.94158935546875, 21.77911949157715, 21.996505737304688, 23.301227569580078, 22.26272201538086, 20.388858795166016, 21.51375961303711, 21.780630111694336, 20.76645278930664, 22.34381866455078, 23.163896560668945, 21.62712287902832, 21.77830696105957, 23.04023551940918, 20.641315460205078, 21.362688064575195, 20.80961799621582, 21.76434898376465, 21.003982543945312, 21.69753646850586, 22.088584899902344, 23.012998580932617, 22.583234786987305, 21.392080307006836, 23.42877197265625, 21.059255599975586, 23.580318450927734, 22.756277084350586, 20.840843200683594, 22.044906616210938, 22.443885803222656, 22.917966842651367, 23.34575653076172, 22.61792755126953, 21.683292388916016, 21.95359230041504, 23.67656707763672, 22.23091697692871, 21.698219299316406, 21.29709243774414, 22.528491973876953, 23.30959129333496, 23.135494232177734, 23.34099578857422, 22.007204055786133, 24.154626846313477, 22.474882125854492, 24.011798858642578, 21.4134464263916, 22.336503982543945, 22.561477661132812, 22.665058135986328, 23.350839614868164, 23.99822425842285, 21.118757247924805, 22.7028865814209, 22.06077003479004, 20.912023544311523, 23.258342742919922, 23.515901565551758, 23.236101150512695, 21.902219772338867, 21.950624465942383, 23.798118591308594, 23.58038330078125, 20.933988571166992, 23.43130874633789, 21.372438430786133, 20.770050048828125, 21.665910720825195, 23.794294357299805, 21.085840225219727, 21.769859313964844, 23.58625030517578, 21.415388107299805, 23.144590377807617, 20.05769920349121, 21.53873062133789, 20.937223434448242, 24.055736541748047, 21.85143280029297, 21.468568801879883, 21.087318420410156, 21.706666946411133, 20.877286911010742, 21.329641342163086, 23.734704971313477, 23.14134979248047, 21.836950302124023, 24.054218292236328, 21.670795440673828, 23.05998992919922, 20.791881561279297, 23.06554412841797, 22.768213272094727, 22.770462036132812, 21.432811737060547, 21.01573371887207, 22.908245086669922, 23.165775299072266, 24.078792572021484, 22.601490020751953, 23.468563079833984, 23.26453971862793, 22.816160202026367, 23.252517700195312, 22.847578048706055, 23.77882957458496, 20.220970153808594, 21.963768005371094, 23.571489334106445, 20.78436279296875, 22.71856689453125, 20.981307983398438, 21.714366912841797, 21.74724006652832, 23.199369430541992, 20.86428451538086, 22.242252349853516, 21.012859344482422, 20.79073715209961, 22.254940032958984, 23.913776397705078, 24.233448028564453, 21.04312515258789, 22.39654541015625, 21.51818084716797, 21.71877098083496, 23.061735153198242, 21.80985450744629, 22.45160484313965, 23.20265007019043, 20.36936378479004, 20.51194953918457, 23.47758674621582, 22.133588790893555, 23.009796142578125, 23.41278839111328, 23.179895401000977, 21.127988815307617, 21.165096282958984, 21.462261199951172, 20.87241554260254, 22.00969886779785, 23.165376663208008, 22.309083938598633, 22.569133758544922, 24.26978302001953, 23.454343795776367, 23.5642147064209, 20.37244415283203, 22.95107650756836, 22.88318634033203, 20.86063575744629, 22.446651458740234, 22.950084686279297, 23.65856170654297, 23.224342346191406, 20.84122657775879, 21.39703941345215, 21.41912078857422, 21.95684814453125, 22.367265701293945, 20.964073181152344, 21.399986267089844, 21.594675064086914, 21.13705062866211, 20.35820770263672, 24.240299224853516, 22.173654556274414, 22.299863815307617, 20.429866790771484, 22.45278549194336, 20.723981857299805, 20.873069763183594, 22.093732833862305, 23.775222778320312, 22.357994079589844, 24.05872917175293, 22.131772994995117, 21.770755767822266, 22.693147659301758, 21.432769775390625, 24.21696662902832, 23.0660400390625, 23.855958938598633, 21.901079177856445, 21.276968002319336, 22.192962646484375, 22.993221282958984, 21.619361877441406, 21.63578987121582, 21.211153030395508, 23.196622848510742, 22.845306396484375, 21.827051162719727, 22.052949905395508, 21.641284942626953, 22.555578231811523, 23.409730911254883, 22.15106964111328, 21.27766990661621, 22.29612159729004, 23.420780181884766, 21.68436622619629, 24.413158416748047, 22.96122169494629, 23.979000091552734, 21.90120506286621, 20.97199249267578, 22.3171443939209, 21.374300003051758, 20.932897567749023, 23.475696563720703, 20.666004180908203, 20.647768020629883, 23.9345760345459, 20.90997886657715, 22.056562423706055, 22.12310791015625, 22.852109909057617, 23.7377986907959, 23.459732055664062, 23.343551635742188, 23.347652435302734, 21.738807678222656, 20.881195068359375, 22.93663215637207, 20.25404930114746, 23.415536880493164, 21.665542602539062, 22.786510467529297, 22.093826293945312, 22.735000610351562, 21.29802131652832, 23.062875747680664, 21.23055076599121, 23.830141067504883, 23.07327651977539, 22.25727653503418, 23.139408111572266, 21.44454002380371, 21.555116653442383, 22.119876861572266, 21.155303955078125, 21.51422119140625, 21.126436233520508, 20.566011428833008, 21.700298309326172, 21.769723892211914, 22.99857521057129, 21.499103546142578, 22.418031692504883, 23.513465881347656, 21.96003532409668, 23.87160301208496, 23.241615295410156, 20.90219497680664, 21.15654754638672, 20.9578914642334, 22.543588638305664, 21.209157943725586, 23.513900756835938, 22.6455078125, 20.789392471313477, 21.37693214416504, 21.478824615478516, 21.060306549072266, 23.037673950195312, 21.361791610717773, 21.63086700439453, 22.115232467651367, 21.892702102661133, 22.07724380493164, 22.611047744750977, 21.456472396850586, 22.64154624938965, 21.858234405517578, 22.918237686157227, 22.459945678710938, 22.312793731689453, 21.171192169189453, 20.351213455200195, 22.561288833618164, 22.21912956237793, 20.559032440185547, 22.772024154663086, 22.53577423095703, 21.969104766845703, 20.521148681640625, 21.42534828186035, 21.08904457092285, 22.241943359375, 22.01584815979004, 21.4935245513916, 22.79940414428711, 20.878494262695312, 23.613676071166992, 22.44802474975586, 21.795574188232422, 22.20480728149414, 22.415164947509766, 20.417037963867188, 24.00038719177246, 21.544174194335938, 23.46923828125, 22.701435089111328, 21.40886116027832, 23.3167781829834, 23.432907104492188, 22.414846420288086, 22.430185317993164, 23.194868087768555, 21.156333923339844, 23.960773468017578, 24.28680419921875, 20.75425148010254, 21.072175979614258, 22.065048217773438, 23.955137252807617, 21.040796279907227, 23.815937042236328, 20.265865325927734, 23.463024139404297, 20.874732971191406, 22.226722717285156, 20.909343719482422, 24.086271286010742, 21.589771270751953, 21.417701721191406, 21.545005798339844, 24.319761276245117, 21.793214797973633, 21.764345169067383, 20.546510696411133, 20.469924926757812, 20.909465789794922, 20.534040451049805, 21.069677352905273, 22.78449249267578, 21.857210159301758, 23.58859634399414, 23.593833923339844, 23.206483840942383, 20.705705642700195, 20.106996536254883, 21.209596633911133, 23.163957595825195, 23.99325180053711, 20.21198272705078, 22.758514404296875, 22.009235382080078, 21.615949630737305, 20.512908935546875, 22.682519912719727, 22.139596939086914, 21.80918312072754, 20.472244262695312, 21.513011932373047, 23.844120025634766, 23.925443649291992, 24.085878372192383, 21.6350154876709, 21.69590187072754, 22.106231689453125, 24.078147888183594, 22.57678985595703, 23.53356170654297, 22.191280364990234, 21.49048614501953, 23.054645538330078, 22.1473331451416, 23.29911994934082, 23.069110870361328, 24.359102249145508, 22.923561096191406, 22.458078384399414, 23.263513565063477, 21.623258590698242, 22.474998474121094, 22.29460906982422, 23.08318328857422, 24.39752769470215, 21.708837509155273, 22.005155563354492, 21.377735137939453, 24.254016876220703, 21.598491668701172, 22.28206443786621, 21.971240997314453, 22.547616958618164, 23.577198028564453, 21.356393814086914, 22.017908096313477, 20.50672149658203, 21.138216018676758, 23.157678604125977, 21.50934410095215, 22.1970272064209, 22.54261589050293, 22.831928253173828, 21.53573989868164, 23.38054084777832, 24.332477569580078, 20.750709533691406, 19.971851348876953, 23.759475708007812, 19.999629974365234, 23.032983779907227, 20.835763931274414, 21.52769660949707, 21.55851936340332, 21.798683166503906, 22.47418785095215, 21.389057159423828, 24.08314323425293, 23.603404998779297, 22.19478416442871, 24.08847999572754, 21.42605972290039, 23.932188034057617, 22.57123374938965, 23.534154891967773, 20.123144149780273, 23.72025489807129, 24.44881248474121, 22.516496658325195, 23.131591796875, 21.872133255004883, 22.55983543395996, 23.188106536865234, 22.241214752197266, 20.59347915649414, 21.77243423461914, 21.905567169189453, 23.901636123657227, 20.92042350769043, 22.732473373413086, 21.011930465698242, 23.367021560668945, 21.311994552612305, 21.149169921875, 23.358064651489258, 22.237567901611328, 21.956480026245117, 21.54488182067871, 21.086448669433594, 22.70440101623535, 21.72355079650879, 22.302473068237305, 21.123098373413086, 23.23420524597168, 23.28378677368164, 21.977052688598633, 22.641448974609375, 23.62380599975586, 21.001070022583008, 21.814918518066406, 22.308734893798828, 22.919692993164062, 23.731197357177734, 22.85755157470703, 22.41779327392578, 22.740629196166992, 22.15163230895996, 22.109203338623047, 21.632110595703125, 24.427350997924805, 21.999814987182617, 22.3994140625, 23.202255249023438, 22.37897300720215, 23.173513412475586, 21.97779083251953, 21.072193145751953, 20.858564376831055, 22.199081420898438, 22.717588424682617, 22.579029083251953, 21.640125274658203, 24.120874404907227, 22.692916870117188, 23.612356185913086, 22.564525604248047, 22.785743713378906, 21.513315200805664, 23.42245101928711, 21.51141357421875, 21.027023315429688, 21.792797088623047, 22.240108489990234, 22.0067195892334, 23.05277442932129, 21.151500701904297, 21.740327835083008, 21.685192108154297, 22.158071517944336, 21.887344360351562, 20.3291015625, 22.769258499145508, 20.91196060180664, 24.424951553344727, 24.388818740844727, 22.968570709228516, 22.870285034179688, 22.569698333740234, 21.788862228393555, 23.30615997314453, 21.84925079345703, 21.98921775817871, 23.72386360168457, 24.452308654785156, 21.954486846923828, 20.79084014892578, 20.287845611572266, 20.652542114257812, 20.603805541992188, 21.494651794433594, 22.792156219482422, 22.958545684814453, 23.37215805053711, 22.21651840209961, 22.88458824157715, 20.395925521850586, 21.575605392456055, 20.874584197998047, 21.91429328918457, 22.967618942260742, 23.187376022338867, 24.02667236328125, 21.933876037597656, 22.979948043823242, 22.443910598754883, 23.953258514404297, 22.833410263061523, 21.715496063232422, 23.20460319519043, 22.61385726928711, 22.90799331665039, 21.359601974487305, 24.10260581970215, 21.682104110717773, 22.08298683166504, 23.72844886779785, 23.500598907470703, 21.528478622436523, 21.910839080810547, 20.96188735961914, 21.504575729370117, 22.636449813842773, 21.955703735351562, 20.211437225341797, 22.60784339904785, 22.400249481201172, 23.954952239990234, 23.359704971313477, 23.153995513916016 ] } ], "layout": { "margin": { "b": 0, "l": 0, "r": 0, "t": 30 }, "scene": { "xaxis": { "title": { "text": "UMAP 1" } }, "yaxis": { "title": { "text": "UMAP 2" } }, "zaxis": { "title": { "text": "UMAP 3" } } }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "3D UMAP Visualization of Spatial Autocorrelations; Color by Band Score" } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = go.Figure(\n", " data=[\n", " go.Scatter3d(\n", " x=embedding_3d[:, 0],\n", " y=embedding_3d[:, 1],\n", " z=embedding_3d[:, 2],\n", " mode=\"markers\",\n", " marker=dict(\n", " size=5,\n", " color=band_scores_all_epochs[-1],\n", " colorscale=\"Viridis\",\n", " opacity=0.8,\n", " colorbar=dict(title=\"Band Score\"),\n", " ),\n", " )\n", " ]\n", ")\n", "\n", "fig.update_layout(\n", " title=\"3D UMAP Visualization of Spatial Autocorrelations; Color by Band Score\",\n", " scene=dict(xaxis_title=\"UMAP 1\", yaxis_title=\"UMAP 2\", zaxis_title=\"UMAP 3\"),\n", " margin=dict(l=0, r=0, b=0, t=30),\n", ")\n", "\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "marker": { "color": [ -0.37717049867111385, -1, -1, -0.2662875546134497, 0.34024868653290513, -1, -1, -1, 0.28562084245233316, 0.13511795984557368, -0.4988386071354595, -1, -0.11800555768092377, -1, -1, -0.5366105518046292, -0.5581255062892996, -1, -1, -1, -0.31996475981802247, -0.3734172237283116, -0.06406928556771219, -1, -1, -0.5172556863682183, 0.46178835086194897, -0.544299822547406, -1, -0.7384379082251316, -1, -1, -0.5356456047103098, -1, -1, -1, -0.7679055864214015, -1, -0.2784413574654417, -1, 0.49618345687479254, -0.15968473295085234, -0.10021106000536074, -1, -1, -0.4278415100584458, 0.44395305765841697, -1, -0.5206319498760751, -0.35697105770820986, -1, 0.5252782414561953, -1, -0.17859024076257204, -0.4476681858163299, -0.22731552242794842, -1, -1, -0.5251977049828466, -1, -0.25996557269441917, -0.708404958839623, -1, 0.4629416017151801, -1, 0.23881274897223026, -1, -0.5496272142216738, -0.3439334233089097, -1, -0.050630625186253934, -1, -0.5822559667458993, -0.5397250038155792, 0.3948235106432711, -1, -0.7202763536474964, -0.5198853887270777, -0.37071159997525593, 0.4489715730787005, -0.7521334943378936, -0.48319109048800063, 0.04318845317122777, -1, -0.256478522043604, -0.7461337613229293, -1, -1, -0.15495711929845907, -1, -0.3402509392963753, -1, 0.3286052045036068, -1, -0.3301964529799605, -1, -0.36884272525054607, -1, -0.015561935054673976, 0.38496631051121455, -1, -0.391899188891297, 0.041539442734947384, -0.3419878361196047, -0.5360841562332562, -1, -0.4760102470918279, -0.5032082143072376, -0.08811334612043392, -0.4764444962933826, 0.13993388964842346, -1, -0.2203494538259713, -1, -0.8123486127528059, -1, 0.021215694445329995, -0.5180803591747499, -1, -0.6844599516862672, -1, -0.7163975334090591, -0.4211030952872691, -0.6354879276813894, -1, -0.40607261564657554, -1, -1, -1, 0.0854133665990068, -0.6004672422999214, -0.39353974150633275, -0.24875867460780987, -0.504930998300441, -1, -0.47937802069078833, -1, -0.5060486821895739, -1, -1, -1, -0.0013518233561288849, 0.20321702931052837, -1, -1, -0.2269764481903988, -0.34695009745892363, -1, -0.4959576632177926, -0.3050505311934358, -0.2841442219620609, -1, -1, -0.7523358580838081, -1, 0.24175592442914934, -1, -1, -0.34641458805544584, -0.6405810567956719, -0.22334738316077654, -1, -1, -0.5050555360351215, -1, -0.3236817286490445, -1, -0.5074305276092028, -1, -0.6269356293110966, -0.58807206214278, -0.1549312395331986, -0.12030166559531873, -0.1882699490687058, -0.7717512264780596, -1, -1, -1, -1, -0.7924379303136014, -1, -0.3930089677659172, -0.38546559546397124, -0.5806254154423428, -1, -1, -1, -0.43317800693547615, -1, -1, -1, -1, -0.5474522789823658, -1, -1, 0.19096270781487662, -0.09667853244981955, -0.35264509966151414, -0.756361405238187, -0.5244148796787733, -0.10851090449316914, -0.5398077000239168, -0.6103748092400034, -0.08628280484438092, -1, -1, -0.2847524482851227, -0.3168910962560366, -0.0931063046092375, -1, -1, -0.5266636817767996, -1, -0.20651090403517047, -1, -0.48289469350452396, -0.27420443949358364, -1, -0.1078014915869343, -1, 0.10201525947879565, -0.38204823444554353, -0.5461088465853942, -0.575590168259226, -0.4155880204640564, -1, -0.7382336945802648, -0.6521567236297697, -0.4612172058183014, -0.396077827925458, 0.03691010889153541, -0.09547542006725727, -1, 0.0523931333149909, -0.2943958136823015, -0.26881514062276196, -0.437126485429207, -0.2687604552364469, -0.5090185891558255, -1, -0.4159962038269237, -1, -1, -1, -1, 0.360327178985177, -1, -0.7964397813324483, -1, -1, 0.09393240538808915, -0.8135455991632947, -1, -0.16288828930879803, -1, 0.09863592829232729, -0.4360829271767177, -0.13896428210017284, -0.2695009285594914, -1, -0.6492260132599609, -0.5629873293424323, -1, -1, -0.6245865746092302, -1, -1, -0.755716514175393, -1, -0.08691767265254208, -1, 0, -0.35252744883104287, -1, -1, -0.7759929432229035, 0.4133842422898433, -1, -1, -0.7907168608030747, -0.20950239904320467, -1, -1, -0.7518688028646137, 0.402033820047797, -1, -0.37920629848181, -0.2391723772898038, -0.4625987785882069, -0.32204280033552907, -1, -0.5242291108534207, 0.5027886490007731, -0.3124129353136534, -1, -1, -1, -1, -0.7052869918260978, -0.4528491733950737, -0.5741929353480341, -0.6442420558470893, 0.4428825522401975, -1, -1, 0.11269813419470201, -0.325445974280349, -0.3268878861666917, -0.4185660412998004, -0.0027525164827196715, -0.21858705672977605, -0.4948632436890189, -0.44288500617652854, -0.19153298619240744, -0.7297289784490635, -0.6471885304924774, -0.793103237225719, -1, -1, -1, -0.7857521081535213, -0.017390124309034385, -0.03651632896190755, -1, -1, -0.7679073240664009, 0.10176195325171396, -1, -1, -1, -1, -0.726319340660045, -0.2513437032754812, -0.5264159866664659, -0.5066442555383522, -1, -0.8156624400604344, 0.25159460577454723, -0.4251078982111888, -1, 0.4431610072264294, -0.45518211237435585, -1, -1, -1, -0.36163845196025896, -0.494237279068497, -1, -0.769264832719555, -0.737773044879676, -0.3779863163498358, -0.2698959980700521, -0.7504120091241718, -1, 0.05289831443511561, 0.3853221786105578, -1, -1, -1, -0.20003554234414272, -1, -1, -1, 0.4487481647732331, -1, -0.6077211172296835, -0.5943209293085054, -0.733432222286772, -0.35791530060749205, -1, -0.26132792881902106, 0.2848868963215068, -0.6802042088150279, -1, -0.22853224181341325, -0.28030216582187223, -1, -0.38980229521462506, -0.39143940557864043, -1, -0.5585746139791157, -1, -0.5162367259379014, -1, -0.47737807547097016, 0.021613956886057523, -1, -0.17844474352620857, -1, -0.14005864221060788, -1, 0.2914686241552603, -0.2925373627999003, -0.20360525953762731, -1, -0.19207907601968488, -1, -0.8014949068452376, -0.5757226457767833, -1, -0.8073312026488569, -0.4334648050588935, -1, -1, -1, -0.3686838239940673, -0.12903257397273346, -0.1432467984475236, -0.5315630488997944, -1, 0.2490769969433832, 0.04727393676793295, -1, -1, -1, -1, -0.32295216251810444, -0.293795775022636, -1, -0.7573552488308911, -0.11053338947174104, -0.3799335487995792, 0.19999999999999996, -0.7746230714332791, -0.3641697813693628, -1, -0.2919770464606584, 0.047370393721150754, -1, -0.39174824124866253, -1, -0.7581356212079229, -6.938893903907228e-17, -0.6954333558556035, -0.16435645364992021, -1, -0.5483237447151481, -1, -1, -0.6602247844297708, -0.1748163854857058, -0.7802968417453422, -0.553367809365531, -1, 0.03460896131995415, -0.4879941208514362, -0.6613493347218758, -0.2988569621007638, -1, -1, 0.22251569306007532, -0.2814142939762364, -0.717825456065898, -0.40369274229131624, -1, -0.34745838915472754, -0.4319229042064622, -0.4512841608252903, -0.23249454620741228, -1, -0.7037179626211302, -0.4462578565904348, -1, -0.16177872272523483, -0.22018496209644398, -1, -0.4961322995328145, -0.2115955803870019, -1, 0.03423639858379076, -1, -0.4752715257700028, -1, -1, -0.5224913870439214, -0.5197999707430817, -0.7304509645141088, -1, -0.5465135606567804, -1, -1, -0.5699999814860167, 0.011352884636903312, -0.7151457951553789, -1, -0.361162492176512, -0.5770907070950217, -0.1392991178456243, -1, -1, -0.1861188559921354, -1, -0.7723842322686855, -0.2699430511029557, -1, -1, -0.060769665947459306, -1, 6.938893903907228e-17, -0.5724318271506398, 0.20876401483710022, -1, -0.11803073881532294, -1, -1, -0.2589912748100023, -0.4683754412093787, -1, -1, 0.44067665097417286, -1, -1, -1, -0.13030371010977712, -1, -1, -1, -0.004375947759196879, -0.20548191372275748, -0.4469073142106198, -0.5484589552277753, -0.41042702330271813, -1, 0.4870911636732384, 0.40742798256288254, -1, -1, -0.3308896006144986, -0.5410548789739051, -0.6802629943958604, 0.0996315472069859, -0.5398723587170713, -1, -0.22843025449825535, -0.5626013114057917, -1, -0.4999689991808828, -0.3946226956249043, -1, -1, -0.49491548274882785, -1, -0.515970904140596, -0.3994165639222353, -0.5441775224133738, -0.5575220635962839, -0.7654731472228262, -0.5220192279596798, -1, 0.45721251051749956, -1, -1, -0.761974382840712, -0.3129385102276762, -1, -0.7490349340335081, -0.14687243441090445, -1, -0.21657666031152065, -1, 0.06408378788034332, -1, -1, 0.4412092982371561, -1, -1, -1, -1, -0.5081997046899891, 0.33333333333333326, -0.15261185865006208, -0.7031511000753415, -1, -0.7377508278964127, 0.3333333333333332, -1, -1, -1, -0.5869506146610275, -0.4976927851573229, -0.5312335708537567, 0.44005902402705693, 0, -0.19548202404228823, -1, -0.6049211080027477, -0.7441960069290147, -1, -1, 0.4225056053393451, -0.07863254916918144, -1, -0.4831061694560232, -1, -1, -1, -1, -0.563977827303949, -1, -1, -0.361086245232103, -1, -0.4543110014092475, -1, -1, -0.40173699302258997, -1, -0.4876316819025372, -0.6370742635709987, -1, -0.7937104149552275, -0.3639185179155497, -1, -1, -0.3371046698010424, -0.44420066614509907, -0.37940568017395826, -0.28493232783436295, -1, -0.04906200893059581, -0.32083775509694334, -1, 0.2349305102200087, -1, 0.33784430061139925, -0.4390912763371, -0.5620508036630544, -0.24037226763844416, -0.4182213115996234, -1, -0.7566239914545281, -1, -0.32364753935738405, -0.22720115361596996, -1, 0.13026683342777912, -0.40671639843404905, -0.2481268193631964, -1, -1, -1, -1, -1, -0.43006631355436953, -1, -1, 0.22877595903475656, -0.35717984062874486, -0.6474986410524324, 0.4950732726104739, -0.28870342778977637, -1, -0.23231435258622177, -0.1618444600784085, -0.6069425431328602, 0.6745460940507603, -1, -0.2257621645782462, -0.284973322479035, -0.3534937736231649, -0.7323825590272834, -1, -0.6544521574147448, -0.13385848031668046, -0.5035154690653119, -0.09002781524394508, -1, 0.4430343883413822, -1, -0.15047872729302758, -1, -1, -1, -0.40014650060255386, 0.008119511744750955, 0.44991660348299684, -0.44026272169155023, -0.40732576220767047, -1, -0.4098160675085165, -0.2949523638750822, 0.022197492737506312, -0.43970411418093364, -0.7735699737137225, -0.3298574411771771, -0.5031793230032563, -1, -0.18238011917218974, -1, -0.15101795030376705, -0.293100839071764, -1, -1, -1, -1, -1, -1, -1, -0.7012326808608634, -1, 0.0011134676278373606, -0.1364673868463449, -1, -0.21109930264888996, -0.1467400015326635, -1, -0.054423910909898114, -0.6114265081109648, -0.1892263466090093, 0.3066863408258449, -0.3285403337827016, -0.44149587465299195, 0.018587099650156688, -1, -1, -0.5668095242729162, -0.5963129935807803, -0.7464859386810143, -0.5405756656994845, -1, -0.528109123626638, -0.04050652631871188, -0.39803350360223577, -0.280329811327524, -0.3674088567991873, -1, -0.1168914721289688, 0.14891838495372436, -0.6194787686097039, -1, -0.7911253294688276, -0.5080373841828986, -0.465051278863848, -0.2778948799333953, -1, -0.3696054530206947, -1, -0.7689610703971252, -0.2524122395983807, -0.4000414192611657, -0.332114198598522, -1, -0.5767273049810725, -1, -1, -0.5670379396778652, -1, -0.5497012673507454, -1, -0.5408204247470159, -0.401539473354865, -0.4051054846416048, -0.7817779049154272, -1, -0.5926535519998475, -1, -1, -1, -0.22692345355439533, -1, -0.8157461140131155, 0.2615826412965685, -0.11663008738143962, -0.11346552625799303, -1, 0.3761622022332776, -0.6900855908555157, -0.5405740312129349, -0.15094494411950157, -0.7447899058199344, -0.09402730713607543, -0.1069906685424804, -0.5520418985955783, -0.333945622432259, -0.5111802553830714, 0.3052556989227206, -1, 0.38359817319974865, 0.1357241902508133, -0.13232151878034978, 0.04452351862154526, -0.797839440936632, -1, -0.5684006906594009, -0.7465573263752505, 0.08807996773733169, -0.3784803360428806, -1, -1, -1, -1, -0.24590571282609242, -1, -0.39380802984104707, -1, -0.01720483373220215, 0.08739910923994544, 0.609562248667728, -0.5767951143283295, -0.31239251082082864, -1, -1, -0.14975585708464104, -1, -1, -1, -0.13368017630732668, -1, -0.36714498617924723, -0.3569878394110291, -1, -0.45965063816238255, -1, -1, -1, -0.5586599894872498, -1, -1, -0.18081884094071649, -0.7571876488539022, -1, -0.41128488299630195, -1, -1, -1, -0.5503324551329408, -0.25728710563252305, -0.2908790627683232, 0.12299954745916858, -1, -1, -1, -1, -0.3047636034937397, -0.5212375622225586, -1, -0.7491378850027093, -0.7166234939184865, -0.2473389646533561, 0.05068026544984928, -0.3540686780058996, -0.7861892303646344, -0.051218969790867076, -0.4775571581280106, -0.7786565140447056, -0.44060605555030574, -0.6643734981054801, -0.31940950577932314, -0.4497190860434219, 0.30596477182681375, -0.46565431941151547, -1, -1, -0.11610716716917523, -0.2315911115171003, -0.3937949654780039, 0.0026399880629560954, -0.3069841870360148, -1, -1, -1, -0.8356866757967458, -0.23259272275826512, -0.4149239283135634, -0.5551354016927792, -0.4233846088545127, -1, -0.42270472014582067, -1, -0.37907085821806813, -1, -0.7967446567496418, -0.38642213610344334, -0.24009623686340018, -0.24012702538839664, -0.5763630339632487, -0.7020755919373901, -1, -0.777912025184095, 0.4917395708849956, -1, -0.39926969830570264, -0.5915368726218115, 0.17447708401582915, -1, -0.4469599881286064, -1, -1, -1, 6.938893903907228e-17, 0.47402699973088847, -0.32826014058609954, -0.563807479208567, -0.3503144523109742, -0.2854822440549248, -0.6218713920386972, -0.7408631232643711, -0.251577818723138, -1, -1, -0.34535820760383745, 0.1358886401369313, -0.7372489223021389, -0.6149446847275011, -1, 0.43991116992268564, -0.6771036230631019, -0.31336998862606946, -1, 0.016594622894514275, -0.7734379751494118, -1, -0.31235765529492615, 0.05005548462574481, -0.28547414855698816, -0.041665419738887655, -0.821205315683234, -0.7682654257204735, -1, -1, -1, -1, -0.047061130340834575, -0.5156337624966469, -0.37847784512316385, -1, -0.2906923973183584, -1, -0.38766118956847223, 0.01250367131478834, 0.4359195868937186, -0.5843857225606133, -0.7578516092559539, -1, -0.7683157682945796, -1, -1, -0.23261224277733283, -1, -1, -0.25963437197409756, -0.5811418634590736, -0.4572478199401123, -0.028057994326007484, -0.38044720523448544, -0.4813485374801696, -0.6417848406994284, -0.5174977803212976, -0.8303158600142982, -0.37626313716329085, 0.3818286298008161, -0.20105083523006345, -0.4971399614087455, -1, -0.7059247608336553, -0.24203133908944807, -0.04597702482859791, 0.09336557020332559, -1, -1, -0.30177604126506546, 0.1911980115866171, -0.5092913342525591, -0.7212887944982566, -0.6408538293906892, -0.40603788094790266, 0.285611018664455, -1, 0.04274943447737108, 0.3473010658196658, -0.1343009868345619, -0.790481097514377, 0.4797558183800124, 0.1825332148064002, -0.3260586634520446, -0.2539782638619652, -0.21121365350969534, -1, -0.11252233493537951, -0.3893364120563398, -0.35922066623083815, -1, -0.7685687650576907, -0.3974521119853762, -0.6743589189786079, 0.43979593579912396, -0.3909467366582788, -1, -0.5706978712682931, -0.43595283041146743, 0.047508436277204066, -0.040240960223661235, -0.7696310510160973, -0.6083401230028088, -1, -0.380053157501071, -0.2227335710741557, -1, -1, -0.42002921524524484, -1, 0.4848383682658802, -1, -1, 0.12266330904809805, -0.3213791591141382, -0.4680695318012263, -0.18485318713473045, -1, -1, -0.6108231011861213, -1, -0.3628176628551311, -1, -1, -1, 0.3817977173886272, -0.2076234158569453, -0.27621625710163533, -1, -1, 0.12068800006657548, -1, -1, 0.027136245020883205, -1, -1, 0.02982696785132849, -0.6444388086334111, -1, -0.5907659839420325, -0.7297327390174436, -0.5869203494217037, -1, 0.21526177685826006, -1, -0.50487238399689, -0.1278407480732468, 0.4436047111625523, 0.1444817289511051, -1, -1, -0.48229655173450936, -0.303645719484188, -1, -1, -0.7793993036392414, -0.2541248383375394, -0.22202155560833556, -0.33981930066617083, -0.5752344531290979, -0.4031064678862365, -0.5747871408849584, -0.7927965122722145, -0.6326399192414417, -0.4976783187254306, -0.39445429876400323, -0.6883389389045544, -0.40087319231998353, -1, -0.4830024076931966, 0, -1, -0.37249947155770474, -1, 0.2400379055781858, -0.41786595687854344, -0.39685189609278027, -0.48320612783985256, -1, -1, -0.7035362637449896, 0.30632330346594544, -0.4130025721960183, 0.1895341866098103, 0.1174819473474516, 0.19999999999999996, -1, -0.6326847237109983, -0.5400833260794332, -0.1823007369151251, -1, -1, -1, -1, -0.7179813972873744, -0.7809604229647569, -1, -0.4770379965470087, -0.5155830284750893, -1, -1, -0.36946073302747745, -1, -0.4901827603089921, -0.3871465165309917, -1, -1, -0.5824731311741846, -0.5577020553622702, -1, -1, 0.2872942763683268, -1, -1, -0.3948328210230558, -0.5516722556234827, -0.34345748057683184, -0.08786691542516442, -1, -1, -1, 0.14478020888012985, -0.22937163530196625, -1, -1, 0.35148875003123126, -0.5995846771965408, -0.0776835022751017, -0.2511849331829345, -1, -0.3504376637203921, 0.14448663747571586, -1, 0.13293654281105396, -1, -0.2924223635390907, -0.3324445812754174, -1, -0.04389008298362963, -0.3779812180591054, -0.5075397432597755, -0.071439008777247, -0.7020125676467858, -1, -0.5758200261172668, -0.5431202726304711, -0.4943002519358146, -0.3289229485888729, -1, -0.0849633804697272, -0.5007230652713088, -1, -1, -0.750030566912121, -0.35133137417614746, -1, -0.049193091692724636, 0.07267047969482991, -0.5145253051263251, 0.33333333333333326, -0.30042400121572754, -1, -1, -1, -0.7541932332864822, -1, -0.348642780440114, -1, -1, -0.5360288645327869, -1, -1, -0.40472126319097357, 0.11729336154020262, -0.577042632871421, -1, -1, -1, -1, -1, -0.7834735147039299, -0.37663938821499554, -1, -1, -1, -0.6598143564319011, -0.5853745530153338, -1, -1, -1, -1, -0.08967192178843772, -0.7176941585292819, -0.4226687072567293, -0.47565839307853247, -0.09795758408442497, -0.5339477420547597, -0.45035303201968746, 0.23382658197835546, 0.2792754773742403, -0.2806200237736684, -0.5560128664032038, -1, -1, -0.43184003661178555, -1, -1, -0.5234588942343664, 0.2112935543810921, -0.3245200278370037, -1, 0, -0.7077296811760276, 0.13179955371270555, -1, -0.48597975195689036, -1, -0.31025137495739424, -1, -1, -1, -0.3708159153197119, -0.3883861740014064, -1, -1, -1, -1, -0.10570339721041486, -1, -0.7631144582700651, -1, 0.3245063784224203, -0.4316764946949724, -0.2658040259780484, 0.5462125168838161, -0.1065268114523435, -1, -0.5992516358107443, -1, -0.7515196629907924, -1, 0.33333333333333326, -0.3989977148729224, -0.11926258960224657, -0.04158102836852248, 0.44537422743946653, -1, -0.3879235833959843, -0.5596640511886712, -0.3754346913131716, 0.128308001199182, -0.01872691049917232, -0.6382008453390949, -1, -0.5464258853100047, -0.6904072552487831, 0.10925110665848604, -0.22307389333119465, -1, -0.5648039899413506, -1, -1, -1, -0.0735980275972106, -1, 0.09162461175417311, -0.017399347983259376, -0.5203566373725873, -1, -0.38713921592377754, -0.5538663073485092, -0.5091707626339183, -0.774238193041706, -0.8142785220049901, -0.2333394293569363, -0.36841861490509287, -1, -1, 0.039634104777990765, -0.23192505332924215, -0.6034679959379047, -0.08324080623435122, -0.7655241753045333, -0.3793047746680227, -1, -0.21139224624126676, -1, -0.3542232022197702, -1, -0.3274356483382834, -0.36166319511168804, -0.3603082605740969, -0.7437006609581864, -0.6032289842028974, -1, -0.3313839188736068, -0.7415798035403506, -1, -0.5358733445175374, -0.3456382652643159, -1, -1, -0.014056483456543848, -1, -1, -0.6950573872763446, -0.21222216621422713, -1, -1, -0.22261172353668165, -0.0431896123854655, -0.5873596179200407, -1, -1, -0.5157993871344585, -1, -0.3295035244188407, -0.33862555211301365, -1, -0.5240032025796552, -0.23668808767582217, -0.42327144901434305, -1, -0.41295217445380933, -0.7534167487595599, -0.20304725393660944, -0.3896439468835676, -0.42563250876112774, -0.29586058661522047, -1, -0.26750678837837866, -1, -1, -0.3509165800765336, -0.343969100831862, -1, 0.412316975460357, -0.5185812814998667, -0.07421207744539206, -1, -0.33301382128532137, -0.22632230114362833, -0.4571969310579352, -1, 0.29756710588248114, -0.5954118971111079, -1, -0.7377150867747879, -0.05187531144936518, -0.5112783688695011, -0.3682015257128822, -1, -1, -1, -0.30365221822075233, -1, -1, -0.10099438759516707, -1, -0.6500792969197315, -0.6014263176964522, -1, -1, -1, -0.293006022681782, -0.533422095902266, -1, -1, -0.6950049421700597, 0.4398212469293177, 0.0030735259262179696, -1, -1, -1, -1, -1, -1, -1, -0.5652060910794712, -1, -0.35364157976526805, 0.2371207062545013, 0.4585747678360891, -1, -0.7773147972442971, 0.17247380426813644, -0.8119909912960045, -1, -0.7535839731636971, -0.3874268900707692, -0.05338926476417471, -1, 0.11868875827136052, -1, -1, -1, -0.37776985704093186, -1, -1, -1, -0.3477038191446699, -0.01283461436019295, -1, -0.7350557450616283, 0.19999999999999996, 0.30775592765075455, 0.18425283554874483, -1, -1, -1, -1, -1, -1, -0.23195828930484072, -1, 0.44429291514213676, -0.3648374702516879, -0.16924024743831892, -1, -1, -0.2997856075998945, -1, -0.42832447922471, -0.008954081073282879, -1, -0.35434124975000464, 0.4811870942848764, -0.04960663772937603, -1, -1, -0.31169984835449643, -0.2644011729637405, -1, -1, -1, -0.5091064192809454, -1, -1, -0.3388191156501131, -0.5972924667608691, -1, -1, -1, -1, -0.2378075101841431, -0.772611530639668, -1, -1, -0.7570047031109322, -1, -0.4425734058360083, -0.8324912354070434, -0.420240292429282, -1, -0.5582735803724479, -0.547562084503681, 0.0828929793386, -0.3040024574878506, -0.4298079872767755, 0.09115111368690146, -0.19076704824429627, -0.5009467885290931, -0.27619602574598096, -0.3929891957660247, -0.2744295201715942, -1, -1, -0.3187234932322747, -1, 0.3367387945200543, -0.4596736137972592, -0.7782972801977535, -1, -1, -1, -0.7726469083241365, -1, -0.13016072569430936, -0.5306243347832054, -0.18998752437851374, -0.12726406166753274, -0.4392251672221634, 0.03545064732204707, -0.8245985168916927, -1, -0.07901218871052999, -1, -0.598964739670469, -0.33779039586059456, -0.14810431971814686, -0.36686985690786256, -1, -0.03882619978238024, -0.4310968445395766, -0.0663664980761251, 0.45542956827832515, -1, -1, -0.4439444165296071, -0.19339250034142616, -0.7996415454192497, 0.4186635270635509, -0.06323105384960749, -0.4163580577236865, -1, -0.6103516361017847, -0.37210803726047664, -0.36462258302057543, -1, -0.13956971789117734, -0.5456619149968516, 0.00568677828845246, -1, -0.7328376290797934, -0.5741355270033012, -0.5227918817892073, -0.12625966131681085, -1, -0.6511998112109606, -1, -1, -0.5133631594512267, -1, 0.4944894604658888, -1, 0.09770484159550466, -0.5271308956877133, -0.6803185202952918, -1, -1, -1, -0.8320771949634171, -0.2985271432283309, -1, 0.20213675646819057, -1, -0.6086645306328675, -0.7938066315261988, -0.5632858623434639, -0.5655078371836755, -1, -1, -1, -0.25001428276258086, -1, -1, -1, -0.17370955448185454, -0.7403274323866137, -0.8434265458558207, -1, -1, -0.722192978757616, -0.441970023501381, -1, -1, -1, -1, 0.20174277024401052, -1, -0.778005919006241, -1, -0.37354075344155374, -1, 0.1648493464970203, -1, -0.28866630584221625, -1, -1, -1, -1, 0.19999999999999996, -0.22139646636549176, -0.343906385024472, 0.3677962013984556, -1, -0.26167281937121206, -1, -0.8010834926292324, -0.49001274150124413, -0.09801644580472918, -0.27319104685082163, -1, -0.5477460658000698, 0.0229839186037223, -0.541255461265868, -0.26060014764164646, -0.7760968235124965, -1, -1, -0.7578789894802893, -0.6464252175368662, -0.2992481605719522, -1, 0.3486081984524997, -0.5099013367035139, 0.28478145336796584, -1, -0.7366023822936796, -0.7244749356792541, -1, -1, -0.4790237022973536, -0.14270317375159708, -0.23648632704744435, -0.5613875904710208, -0.5892762898310913, -0.5467883546537503, -0.07876223404648441, -1, -0.5512670494262936, -0.22327727156882177, -0.5071114161364277, 0.04042366892044863, -0.3820596570573495, -1, -0.5794991476333563, -1, -0.515854057967777, -0.5846323006603502, -1, -1, -0.45341790823310996, -1, -0.5301350076584108, -1, -0.6240075350802339, -0.2909124189357264, -0.7389449511888034, -1, -1, -0.6521516004463307, -1, -1, -1, 0.22711886276312676, -1, 0.06107212634072076, -0.3086590266561121, 0.20521649615475637, -0.3983614872117207, -0.525151471011501, -1, -0.694953368321414, -0.14244735479905074, -1, -0.05388481480358498, -0.7446015021330696, -0.20632519144915576, -1, -0.5422312354862686, -0.7309453590395999, -1, -0.23750541088240407, -0.525615383586381, -1, -1, -0.32421566958386416, -0.7258175714982901, -0.5380116318729851, -0.5446467184271944, -0.22437051857387896, -0.45799745726886587, -0.09629466191359541, -0.7689593694344637, -1, -0.43641193265923206, -1, -1, -1, -1, -0.6853592344358524, -0.23265451721453284, -1, -0.7758617718753803, -1, -0.14071320888323482, -0.37071354220893393, 0.40486337545915607, -0.5546338612517703, -0.5774899655846776, -1, -0.5082196201233384, -0.30170334288901607, -0.5145175806865502, -0.5233826119736965, -0.12980869001411252, -1, -1, -0.6518039902206373, -1, -1, -1, -1, -0.39948787622395543, -1, -0.7604630884293417, -0.2618333291907187, -1, -0.38068503829769856, -1, -1, -1, -0.505807730835908, -1, -0.21797611247049264, -1, -1, -0.6968592789019199, -0.353881522458715, -0.44760763913407453, -0.534202999034625, -0.7323993019189894, -1, -1, -1, -0.06944522134714562, -0.07401866126928798, -1, -0.5964618087255837, -0.5641353476891574, -1, 0.15204772825647803, -0.3856809936604498, -0.7291756504255806, -0.7264130345414695, -1, -1, -1, -0.6145669942161949, 0.3859437248486417, -0.7525593549011625, -0.27934908034495737, 0.15223383369104154, 0.3041771698070823, -0.5695797107521459, -0.3880207329522965, -1, -1, -1, -0.10899979562687644, -0.24902226600823058, -0.1800303071199573, -0.4149552224435622, -1, -0.5434239528767068, -1, -0.6549722479339215, -1, -1, -1, -1, -0.7839185451555765, -1, -1, -0.6361651331993907, -1, -1, -0.0064520484249391335, -1, -0.31757358439254957, -0.569976449514157, -0.13134009252982148, -0.4405087499012889, -1, 0.4396734716330746, -1, -0.27321528202673595, -0.2786129626764651, -0.5799301615074577, -1, -1, -0.302508953721618, -1, -0.35173063248846415, -0.5451384518433333, -0.04440063476978236, -0.7432291839019843, 0.23559948903560918, -0.5730038233450957, -0.37851996680586014, -0.19614875957185804, -1, -0.3993762812120326, -0.4908420685550988, -1, -1, -0.2541224049984465, 0.16196901968071958, -0.5296793576710492, -1, -0.779612855563474, -1, -0.0033653228122152022, -1, -0.19344351851948427, 0.26459682624609854, -1, 0.4633686096653077, -0.31151321034564516, -0.12903406365413284, -0.3035776261122116, -1, -0.41548414447226656, -0.5319278218203644, -0.33015266985629305, -1, -0.6040752252566078, -0.5024931736911185, 0.028754264270221784, -0.570795124398985, -0.5506631468976513, -0.09644969979790578, -0.6242161326930609, -0.7447381291075577, -0.24804309806566593, -1, -1, -1, -1, -0.16294516819149465, -0.6599436642232622, -1, -0.09156141621815793, -0.44012644366726217, -0.6009818605951923, -1, -1, -0.7624684055019261, -0.4319369397334052, -1, -1, -1, -1, -1, -0.5157886203991429, -1, -1, -0.42151660035871885, -0.4388028109312624, -0.7771053413978245, -0.22608956709720943, -1, -0.19227266806307347, -0.6970586157501243, -0.30801343593142744, -1, -1, -0.720744257493568, -1, -1, -0.23998089445536183, -0.3838168803373399, -1, -1, -0.45019239724617816, -0.2743312820918993, -0.5564651063425232, -0.7268599904098748, -1, -1, 0.218708888070033, -0.6023178719099561, -1, -0.015340381695336944, -1, -0.003953653796992246, 0.04330618241864244, 0.477337001438127, -0.6464444583170766, -0.5126492629080556, -1, 0.43081588356619643, -1, 0.2255418507421515, -0.20875760029387005, -0.26055459339100395, -1, -1, 0.25782275002383365, -1, -0.2898740339816733, -0.23516724161396213, -1, -1, -1, -0.3970198080650386, -0.5532693649941997, -1, -0.247924101041785, -1, 0.30514567370657575, -0.6933606210900368, -1, -0.1779856570734185, -0.3798859841092214, -0.08257309905289939, -1, -0.10624554874561824, -1, -0.6386833387443587, -0.5323687027732591, -1, -0.7425072791242777, -1, -1, -0.2852286667657275, -0.08679013755843623, -1, 0.4281004027907834, -0.3760018897498518, -0.7516177008566483, -0.1555448913302939, -1, -1, -1, -1, -1, -0.769997849517545, -0.7350485054056893, -0.49002291181025603, -1, -0.5233878415139209, -0.6494980980676666, -0.45928108922886285, -0.3373971107211692, -0.28013864778057906, -0.6688202125658644, -1, -1, -0.23762369225718338, -0.778435358313619, -0.7703062846382717, -0.36553820089847716, -0.5329573778712033, -1, -0.5302547714194716, -0.18080381902968817, -0.5569295170029565, -0.3329058437891487, -1, -0.15244750670652624, -1, -0.7996180358863072, -0.4373159654409034, -0.40169513210458896, -0.7281088293434218, -1, -1, -0.6480279074132987, -0.628933330936732, 0.019918732593338297, -0.1603602940232958, 0.375287275505128, -0.7763385239489263, -1, -1, -0.21089220680258744, -0.6851500364351668, -1, 0.4801981392500405, 0.04189176894884513, -0.5799368740463072, 0.013011499783141901, 0.4907100308304365, -0.3763704356581423, -0.7070442927065929, -0.4175568248349017, -0.24138613765422584, 0.4458133105858142, -1, -1, -0.13709620661222932, -0.3936899174786359, -0.20176206241248354, -1, -1, -1, -0.5104323565993942, -0.2382396262887659, -0.327203361905124, -1, -1, -0.23416048538454545, -1, -1, -0.11277517892465393, -0.7268605542494966, -1, -0.6027879746297788, -1, -1, -0.711767064431946, -0.19559176324718602, -0.5872180828883025, -0.49169168027608756, -1, -0.5417291212382462, -0.2897016921811951, -1, -1, -1, -0.565260196709955, 0.4530961716218326, -1, -0.4319321735930053, 0.28325654757108076, -1, -1, -0.4527468339214633, 0.09745098582556977, -1, -1, -0.06178654293219425, -0.13840914546817065, -0.3990965712115954, -0.08217805868639902, -0.7139188918854888, -0.27127268312216196, -0.631812892497694, -1, -0.47791829568699784, -0.6469503541611514, 0.19074890521923754, -1, -0.2154479395377101, -0.37646991636803456, -0.7924624924198291, -1, -0.1985309149760436, 0.0007396095904310421, -1, -0.1387678444501876, -0.31682103939203116, -0.43752226461751315, -0.6727626899280625, -1, 0.2483760784160856, -1, -1, -1, -1, 0.4016017006147162, -1, -0.2906869106514678, -0.7501672249761376, 0.32228896622139785, -1, -1, -1, -0.7529908739052107, -1, -0.39713007032369013, -0.09532274098262593, -1, -0.2715498769161692, -0.336751604045774, -0.593321989937411, 0.12462580696745805, -0.8052200541897186, -1, -1, -0.5298326869604335, -0.020293844706281334, -1, -1, -1, -0.4258744438809982, -0.11772602583227273, 0.34869720348973066, 0.4970947593435619, -0.5015244261849816, -0.5584632728402494, -1, -1, -0.30272242229950946, -0.3385580303334151, 0.2737181088562692, -0.5808844000672728, -1, -0.5517777708129626, -0.08282316285100506, -1, -0.47823672944784085, -1, 0.5930322717161014, -0.06167601411346704, -1, -0.22502894057104025, 0.2032345441703607, -0.7344267229350246, 0, -1, -1, -1, -1, -1, -0.030347518534957534, -0.7957165825006579, -1, -0.24272139251188124, -1, -0.39945156781766816, -1, -0.1638708391582328, -0.3860986207044948, -0.1167822908041404, -1, -1, -0.546950973905801, -1, 0.15150442921968718, -0.7344867106737638, 0.17868845827038904, -0.5305412147348668, -0.3967793324746377, -1, -0.5601384566273548, -1, -0.8057978334616233, -0.46842816965389916, -0.6736970027267543, 0.44257982485489844, -0.0911919537680914, -0.3741997269972616, -0.34137463560184195, -0.43010182232677435, -0.7154311492070774, -1, -0.3790162924456935, -1, -1, -0.1518583496956874, -0.7194503383672703, -0.7748714630626719, -1, -0.31016086857198605, -0.018225165846236444, -0.3758359928574765, -1, -1, -0.5393050786226015, -0.49912546786623097, 0.44940391760006076, -1, -0.5484319408866379, -1, -0.32913180307759565, 0.13841932258207124, 0.29274929394988586, -0.6143275225200694, -0.38591925544709044, -0.3102959832512911, -0.5627833335747565, -0.49525860478491374, -1, -1, -0.1634865994467335, -1, -0.24158579863741841, -0.02866250773214012, -1, -0.5621151100892203, -1, -0.22428115108332414, -0.5992236675345949, -1, -0.5522239753613724, -0.7196170294558862, -0.7003316078064454, -1, -1, -1, -1, -1, -1, -0.360116846274756, 0.30330283932469604, -0.4422149705592246, -1, -1, -1, 0.4355137843027685, -0.35671870513507253, 0, -1, 0.44746094646977697, -0.2931969703004267, -1, -0.5804555119328068, -1, -0.03905884130129981, -1, -0.5743058597365932, -0.3693149102435639, -0.7825429268139701, 0.30909189792502445, -0.5526296586817552, 0.02577301481588136, -0.7024098720085054, -0.38808535741575717, -0.5442960747054694, -0.4362830251471813, -0.4357986939982657, -1, -0.7487747969669561, -1, -0.00941087219337075, -1, 0.06765515248368105, -0.22407339761963854, -0.4956831155932048, -0.3663814559744566, -1, -1, -1, -1, -1, 0.12697314655362094, -1, -0.5545206749883494, -1, -1, -0.45789930488218106, -1, 0.44426604825664734, 0.2973217456437952, -0.22848576846516377, -0.16525954930258807, -0.7448055880726797, -1, 0.018013231161564114, 0.08912459471858604, -1, -1, -0.20279814427435633, -0.3528749389036864, -1, 0.2721090018277855, 0.18337840151737567, -1, -1, -0.5565158116472952, 0.2857337924366652, -1, -1, -1, -0.1488924279125867, -0.15170233899813879, 0.4804976444369018, -1, -0.7296980955481626, -0.7092714751685746, -0.35052567770599796, -1, -0.11763685611567964, -1, -0.41211206971952136, -0.5272302788351999, -1, -1, -1, -1, -0.3765345210238086, -0.7565005590469869, -1, 0.4174044023575689, -1, -1, -1, -0.36327047573560745, -0.24675074410497513, -0.446783981344801, -1, -0.6226208189444276, -0.5911278847360085, -1, -0.8016311770781058, -0.039925712597394324, -0.5781285950337302, -1, -0.6136200636798893, -1, -0.15179418670483924, -1, -0.42356698191243525, 0.09731356326398141, -0.06809526490677423, -1, -0.059087623423868696, -1, -0.3550156985776582, -0.5178927249678497, 0.10384592183566138, -0.19392278195478738, -0.3614406592245939, -0.7589050838356476, -1, 0.08632521891429659, -0.27336121410838327, -0.5415112106665422, -0.09839855773563712, -0.1332864012782034, -0.4760721958875516, -1, -0.7215403343043482, -1, -0.724856436323133, -0.4174904552609979, -1, -1, -0.550599358011178, -0.3081501957845404, -0.7867608135989196, -1, 0.11268641315550007, -0.5568004297596987, -1, -0.6412756272385218, -1, -0.47214452245933425, 0.08094190944436128, -1, -1, -1, -1, -1, -0.7535239055548943, -1, -1, -0.6037357046280118, -1, -1, -0.3837224641914085, -0.758557146609191, 0.08490045020677023, -1, 0.16614247261914072, -0.5540189933275197, -0.797220533532473, -0.4108397660281351, -1, -1, -1, -0.11655511257523413, -0.7498385507168882, -1, -1, -1, -0.799382457822584, -0.13746835041660285, -0.3504300503512826, -0.6119149353558521, -0.34396840150998154, -1, -0.2915435230405934, -1, -0.322773560947944, -0.393271450570042, 0.16075174350838634, -0.34131366223383014, -0.5362723769675691, -1, -1, -0.23968179280270124, -1, -0.7331436116362976, -1, -0.1496734975803528, -0.811962811633098, 0.1302815480338834, -1, 0.027095927642149638, -1, -0.4876512075234421, 0.4368187509852233, -1, -1, -0.8153524138584891, -0.7667357377522616, -1, -1, -0.10868529040563303, -1, -1, -0.14426785966120884, -0.5604335176122872, -1, 0.34503126311385135, -0.20393856919888137, -1, -0.3939334127510606, -0.4218602826774467, -1, -1, -0.2925730902309568, -1, -0.44406583281534673, -0.3547205030318718, -1, -0.6468364815357431, -1, 0.33655770539514174, -0.3348120929844017, -0.11550400035853656, -1, -1, -0.04109461769683605, 0.4308389786616586, -0.3230958288868963, -1, -1, -1, -0.24370467494639966, -1, -0.41333615960416176, 0.4306827137578615, 0.10159561708871316, -0.7464593343661805, -0.7133088134629643, -1, -1, -1, -1, -0.3195238703311303, -0.3461403855250272, -0.22593349070334456, -1, -0.26277906569238035, -0.7493793537698721, 0.44468198656126845, -0.09522501853558366, -1, -0.23077272179729105, -0.18197737679431006, 0.30585119955688744, -0.5665103861477864, -0.49621107330760944, -0.32962561462458273, -1, -1, -1, 0.23111867572401767, -0.36446531391622056, -1, -1, 0.2897258637072593, -0.29289798500228814, -1, -0.1293497788025533, -0.46940814230571326, -1, -0.4741490349967819, -1, 0.11120291102546327, -1, -0.1711822826559892, -1, -0.49310744262330947, -1, -1, -0.671457504273248, -1, -0.304373298965134, -0.3230840957402315, -0.008597651313201778, -0.44157097944621304, -0.37251147597304946, -0.5207209289650547, -0.5451783659104061, -1, -1, -1, -0.4028063212069475, -0.5217803988932714, -1, -1, -0.211229769202333, -0.44597425615535596, 0.4437014712409831, 0.5034076414656009, 0.20011276465801003, -0.11342271274551664, -1, -1, -0.5304411029495048, -1, -1, -1, -0.583869530395656, -1, -0.5234511177140716, 0.0003480837905289512, -0.2158418365387628, -1, -0.5570574997168937, 0.04109831507391888, -0.6821044412093779, -1, -1, 0.14130463144353156, -0.19766068846968182, 0.131770473480557, 0.439285699049539, -0.10914804777782411, -1, -1, -1, -0.02477815732556261, -0.7871389909588682, -0.2258300768519354, -1, -1, -0.3639016884391634, -0.6218247230499062, -0.775956603548272, -1, -1, -0.2974353720038733, -1, -1, -1, -1, -1, -1, -0.41656167742407335, -0.5915660052261027, -1, -1, -0.4188270245395714, -0.525814693778146, 0.3901121130763516, -0.5781274617619028, -1, -1, 0.3619881132199992, -0.25792102407166173, -0.5100605264856283, -1, -0.474763270110553, -0.5437449348046015, -1, -0.41225204881416666, -0.6392435630008655, -1, -0.04851367269098688, -1, 0.4385712753727952, -1, -0.5425164612565677, -1, -0.7020221788253243, -1, -1, -0.6046517758087251, -0.51021315216969, -1, -0.6939961219506905, -0.5045990323798023, -0.28042762103211577, -0.40706651729388366, -1, -1, -0.5089104185449255, -0.09542540729829017, -0.4030630376629115, -1, -1, -0.590262710244668, -1, -1, -0.3771727856085503, 0.44472502091290644, -1, -0.5090674999628515, -0.017000313207097942, -1, -0.7333324232745759, -1, -1, -1, -1, -0.6473988009705457, -1, -0.25789952118681053, -0.20730587559916697, -0.6047614118247475, -0.3651259492888036, -0.30442567720391617, -0.03546249401705851, 0.5241155835458442, -1, 0.07036172704776489, -1, -1, -0.5110576368793588, -0.5568144710088389, 0.3333333333333333, -0.38785769745964116, -1, -1, -0.32398258655094986, -0.7711286949826113, -0.4016234559322585, -0.29086165858842106, -0.7938563881484153, 0.009756071517025707, -0.78846012739984, -0.6011414175768675, 0.01215273240229378, -1, -0.7623573019276597, -1, -1, 0.04538875320652643, 0.5352081957839506, 0.28651508121288255, -0.29042722709964436, -0.6320070603453586, -0.5120118028492001, -1, -0.33239553855635856, -0.4348941547366307, -0.1348006135164761, -0.7431257615493697, -1, -0.026680579622314248, -0.0919563442143144, -1, 0.06282474809405313, 0.1765022962296037, -0.24310412234947337, -0.7843341752942572, -0.2501079494718646, -1, -0.26695594397254196, -1, -0.48484628859276147, -1, -0.2300828739820023, -0.39323305725037455, -0.44428671176236617, 0, 0.09047233951790955, -0.6848637086719042, 0.3917069191670838, -0.45138556247409356, 0.4617508031532723, -0.31009284126015996, -0.5307515603831222, -0.44912062293233385, -1, -1, -1, 0.4431393852371931, -1, -0.2262084525860354, -0.22722265431104427, -1, -0.35639920041170026, -0.47673517278957706, -1, -0.16333438662683727, -0.692862761141048, -0.20028420523843182, -0.12684436752116734, -0.6319150313948088, -1, 0.28148038505479306, 0.017579762539855808, -0.5783552219915032, 0.007897265552605656, -1, -0.4580257386518647, -1, -1, -0.7001620547724272, -0.5269575287677559, -0.12649781641755006, -0.093757952595181, -0.3273235664719426, -1, -0.6182712663523197, -0.7156444226857871, -1, -0.34679194915179756, -1, -0.06062101688109425, -0.5446703971430228, -0.09806362980157939, -0.6015963995778149, -0.7556176514945292, -0.19125150470016103, -1, 0.4465498480320865, -1, -1, -1, -1, -1, -1, -1, -1, -1, -0.48574777075950676, -1, 0.03686995929839403, -0.4137161138516056, -0.2623490426069052, -0.5150760340728393, -0.4458922291318962, -0.7559366942795076, -0.5133374999160184, -0.34855622414415277, -0.06500725829441767, -0.7948318894679314, -0.5226409236793861, -1, -1, -0.3776538060569604, 0.13441431106185064, 0.1515106608394214, -0.45629695517414826, -0.14462135470631943, -1, -0.7307721389794484, -1, -0.6224376818009237, -0.38839371859947586, -0.10761381714344181, -0.3625535947103279, -0.376949591399314, -0.5173322182626565, -0.7563038650063182, -0.24046583824470422, -1, 0.443894403950939, -1, -1, -1, 0.47736573364373186, 0.05604857737232667, 0.4404325256139025, -0.01527172796474184, -0.5307853905626743, -1, -0.5743055463317153, -0.22917150365796957, -0.7385479299106259, 0.29020621749643044, -0.6909224816162851, -1, -0.18116630492771288, -0.0025842234700524124, -1, -0.7672662844829341, -1, -0.23747586503928386, 0.20924129706316408, -0.6342691320887461, -1, 0.5688658902823095, -0.5155498964933125, -1, -1, -0.746144580077675, -1, -0.34835448518448064, 0.06641958727266543, -1, -0.6298787725132418, -1, -0.3572692287452653, -1, -1, -1, -0.1480587901081491, -0.2624868139053552, -0.78215055906619, -0.4995102647483397, -0.18984187746415462, -1, -0.2076270309018898, -0.12931229207472292, -0.23133756942190564, 0.3461529598211993, -1, -1, -0.4390730105442898, -1, -1, 0.019068464436033238, -0.5534712869679774, -0.4616844389457113, -1, -0.3754583351825329, -0.7472992490916521, -1, 0.0860963949473992, -0.7594794255845496, -0.4328505888940867, -0.22003538881476015, -1, -0.4528182924196349, -0.7688975249985864, -0.4112689646590432, -0.6079902371518934, 0.26233150961710133, 0.4515562306187592, -0.3481737232938033, -0.2097647507275712, -0.4996389845990891, -0.362870735359244, -1, -1, -0.544728197067352, -1, -0.5973493974293311, -1, -0.0849168807684003, -0.00506251740599841, -0.6957102464543503, -1, -0.44429132135333876, 0.44169106919840145, -1, 0.4388855148673904, -0.38302721700184456, 0.0985489074277685, -0.38106691912440555, -1, -1, -0.7715342988936525, -0.7533376831849861, -0.24177512445816118, -1, -1, -0.12194943792716466, -1, -1, 0.13615553607840622, -1, 0.13372557350102274, -0.6350163480793364, -1, -1, -1, -1, -0.7437972064681877, -0.08611306758561739, -0.3163465824103707, 0.2614980405085582, -0.46821874764388643, 0.07097360084766861, -1, -0.09122781493231766, -1, -1, -1, -0.48046085879032896, -1, 0.3548781768780673, -1, -0.5214951780281509, -0.4212045547018726, -0.46351729537633707, -0.33344241621408094, -1, -0.4312477858884486, 0.5010448455728479, -0.12440172459964788, -1, -1, 0.18608771830607196, -0.49590243944953993, -0.259949600806488, -0.6059857273266943, -1, -0.5325626514946534, -1, -0.6221925296335108, -0.2463653985992596, -1, -0.018259194518446323, -1, -1, -0.08917741322364359, -0.5927122494064518, -0.7585275423246536, -0.5093646744171042, 0.010687089915523638, -0.516853812360982, -0.7519852838605404, -0.1209855042966238, -1, -1, -0.3768423133087091, -0.755914754350465, -1, -0.5845788820810439, 0.4364453245786139, -0.47028693552042183, -0.5204066002667114, 0.2128386977857815, -1, 0.5175176992585343, -0.5962575016808953, -0.3003631222911266, 0.41787432269569863, -0.20946367481386727, -1, -0.5598537994031488, -0.06411396529292082, -1, -0.8291128026301877, -0.25725975473963336, -0.1027187030436636, -1, -0.5402038546439764, -1, 0.1899591322736648, -1, -1, -1, -0.22196815978855178, -1, -0.3576431598441256, -1, -0.010850759147911351, -0.3007761636436245, -0.10253951687655269, -0.16472678108018562, -0.217288728245338, 0.0618887942902191, -0.3143093178728662, -1, -1, -0.09789675722690899, -0.15386957372111298, -0.46235444915164803, -0.5498678860934714, -0.048427181865694544, -0.24967792399838926, 0.25063766851908853, -0.3665390250797306, -0.6411311153544704, -1, -0.3364029331904499, -1, -1, 0.22311179554590738, -1, -1, -1, -0.6139344553878401, -1, -0.5035044685695617, 0.46396694310240383, -0.3044373765957191, 0.19999999999999996, -0.3679775789828529, -0.5502163498201851, -0.4405097522847262, -1, 0.2996532316415276, -1, -1, -1, -0.5412460516219403, -1, -0.36797229704233086, -0.1424627846388623, 0.007972890191053628, -1, -0.7141973707510234, -0.6035148393761366, -0.5937136701221479, -1, -0.5510803518737323, -1, -1, -0.5381121658941932, -0.7544997328490258, -0.11953915319710412, -1, -0.5755955297458617, -0.48755813103150797, -1, -0.5294664768321341, -1, -1, -0.24398213133642063, -1, -1, -0.28881069123063646, -1, 0.5157557467864771, -1, -1, -0.101364449597476, -0.7275163391940874, -1, 0.15789399062824483, -1, -0.3532198718254182, -1, -0.4951363865104998, -1, -0.2341563557305253, -1, 0.5449402738459979, -0.5887245471411486, -0.7131427826255622, 0.4434585132854373, -1, -0.009335353096049352, -1, -1, -0.6236725606067401, -0.7310455718577806, -0.3769976048842374, -1, -1, -1, -0.226145908996797, -1, -0.379538227506643, -1, -0.44662963787629834, -0.5639599724816623, -0.6759901074826904, -0.018714228020116457, -1, 0.023213159724645868, -0.5137887289867562, 0.3784472831920406, -1, 0.24727617117492026, -0.418782284601522, 0.03334773963045586, -1, -0.18955378005133922, -1, -0.637314473042475, -0.3711562955485762, -0.7038295622012505, -1, -1, -0.37952453165966404, -1, -0.07009990710504362, -0.2224227819447686, -1, -0.1772336590999958, 0.002901026219541395, -0.786933084053283, -0.4605441473600561, -0.4945647153713319, -1, -0.712890722543002, -1, -1, -0.08974954024605289, -0.3884271745700369, -0.6611930587693668, -0.6823204067141296, -1, -0.36398968770283024, -1, -0.5816532405197398, -0.48708315843813826, 0.07599133436001855, -1, -0.37327310673668757, -1, -0.45303165327812506, 0.1692471247546758, -1, -0.5682597433223977, -1, -1, -1, -0.12893104087382098, 0.3592578014654876, -0.24547689360376737, 0.4837731966339955, 0.13551295316697057, -0.294158311859546, -1, 0.18366795560171, -1, -0.7841360335843615, -0.03540471478831415, -0.588711837891302, -1, -0.48546238283802884, -1, -0.632172981682559, -0.24796749212665198, -1, -0.11819548044380937, -1, -0.33922856264906165, -1, -0.561261229902513, -0.6927352554285203, 0.18296642170854302, -1, -0.585627651863621, -0.3479249902600395, 0.14659296467967042, -1, -0.816744961367677, -1, -1, 0.0545712499486707, -0.7514987782236344, -0.21486662366651804, -0.29678485819909045, -0.48449322654406896, 0.11501366397698988, -1, -0.38899615787015435, 0.06274855192045527, 0.4448630611206609, -0.0036319060141786377, -0.5776951409888789, -0.3626693819987038, -1, -1, -1, -0.7212639179922196, -1, -0.5601700271292511, -0.7684891057524582, -0.029189855337226005, -0.5102702352254301, -1, 0.14918881680797605, -1, -0.49612359124160627, -0.36739954869300384, -0.3479356553942165, -0.6013615583729891, -0.388776214242639, -1, -0.10697255962026024, -0.21835318937260098, -1, -1, -0.23842504818792454, -0.5315862218017957, -0.7581023155846096, -0.8256202372754208, -0.7293642098535685, -0.3075364524140779, -0.5411354588560601, 0.3212993757468275, -1, 0.3437310276271729, -1, -1, -0.2505131218207268, -0.27812259684264123, -1, -0.740883424837875, -1, -0.734340186100956, 0.06081287469291872, -0.28029979410959244, -0.6352478463567165, -1, -0.4950663563254045, -1, -1, -0.3776572255414802, -1, -0.7460131483260126, -0.07316549339786868, -0.566247606943927, -0.5057286201085054, -0.24934772550848025, -1, -1, -0.3884086341619519, -0.5551824749762926, -0.3138325733894121, -0.2639597649195547, -1, -1, -0.6374106710214384, -0.18710472801895076, -0.5088615987796905, -1, -1, -0.15630558880887174, -1, -1, -1, -0.18990874558699583, -0.7802130791003843, -1, -0.43853725064294524, -1, -0.3610718796598062, -0.5344875988569202, -0.7817303452019114, -0.8107469803744507, -0.24558157175557874, -0.6660499472104506, -1, -0.1684391392657581, -0.3896679587598807, -1, -1, -0.4349215504149697, -1, -0.06931905166567269, -1, -1, -1, -1, -0.0019368897680676076, -1, -1, -0.4937773903761831, -1, 0.303210576709147, -0.6344215425074059, -1, -0.4266070505484795, -0.43865898399135683, -1, -0.35977784516714356, -0.5659281574392339, -0.5021343617499812, 0.39401551953893843, -0.5098837629335068, -1, 0.2336492984976986, -1, -0.7944294966922512, -1, -0.7698501374546166, -0.4461674843128173, -0.7767574913953387, -0.26541031533795795, -0.2952785437909173, -0.5568051067216474, -1, -1, -0.014160460764761094, -0.4755360865394431, -0.37867631041885397, -0.3453595414933288, -0.5504294693455077, -1, -1, -1, -1, -1, -0.33144867718067716, -1, -0.26619778533056665, -1, -0.3855376897130765, -1, -1, -0.23565494971792944, -0.24478008952290545, -0.6965879617054359, -0.2513968704326509, -1, -1, -0.7094830084754917, -0.3029660710708594, 0.44803373678062536, -1, -0.7470358805061601, -0.7621436148083569, 0.4461031746268353, -1, -1, -1, -0.3720319670810955, -0.5936292023339313, -0.3428779802370637, -0.2192588977922782, -0.42896560509290177, -0.5442398065972629, -0.24244663282593368, 0.43990050570026384, 0.31931219023288043, -0.3589349328317827, -0.5030551063894378, -1, -0.39639801655295537, -0.8076067742597776, 0.3097994031156441, -0.5589897408864488, -0.26404374241734124, -0.13774507102922745, -1, -0.734607045816355, -0.45908863531938726, -1, -1, -0.3834720650735595, 0.42993941236190336, -1, -1, -0.5095739774187116, -1, 0.27264277320086394, -1, 0.22424402911050173, -0.2331801904325988, -0.4130895307656514, -1, 0.35873125105758924, 0.4405197428069279, 0.023124336376704687, -0.3190023436761922, -0.40954967031518097, -1, -1, 0.2071783134242244, -0.5629779356612931, -0.40851606146362157, -0.2671802174401308, -1, -1, -0.34155591372463795, -0.45180036010503377, -0.2358839453486299, -0.21133979423839963, -1, -1, -0.46417302024043056, 0.07218282454004048, -0.7407315689998659, 0.13560269305428782, -1, -0.4189514016756974, -0.575438190121796, -1, -0.7290776683882831, -1, -0.7391025519525306, -0.066593965853356, -1, -1, -1, -1, 0.19999999999999996, -1, -0.5939811277771126, -0.5306748159263011, -1, -0.499514931814876, 0.21777660361123374, -1, -0.6122226977179195, -1, -0.0980673436452122, -0.7433724541950281, -0.36101799051810174, -0.6949938661271765, -1, -1, 0.17450083682169237, -1, -0.3078066932942619, -1, -1, 0.12291214291503377, -1, -1, 0.45048096796385406, -0.8292939684397943, -1, -1, -0.41709097714068205, -0.5663863526310625, 0.05689782159531513, -0.1967765573206295, -0.46142399537340434, -1, -0.5348769115981298, -0.47193850885687244, -0.370992878303338, -1, -0.4119462437833029, -1, -1, -0.6539865562793469, -0.5626174420411456, -0.2189413948081605, -0.6039031630380535, -0.5509923113983832, -1, -0.10610702183900624, -0.23778753523867632, -0.3075272813398847, -0.6659702551932123, -1, -0.5897496571042142, -0.20647697887045902, -1, -1, -1, -1, -0.3959639336597424, -0.35026706444538414, -1, -0.29664189848915207, 0.38279107784302674, -0.7637428841361893, -1, -0.23619967238652217, -1, -1, -0.5450112281368553, -1, -0.5934142965990534, -0.415441214460248, 0.06989901151298851, -0.5508536273289291, 0.4776952430021224, -0.6133071934018212, -1, -0.3990553726984091, -1, -0.7220519581884716, -1, -0.5020008133862549, -1, null, -0.7194161721275578, -1, 0.3750209590348646, -1, -0.218422849869518, -0.4495666708496575, 0.4412365275422938, -0.37119625643985693, -1, -1, -1, -1, -1, -1, -1, -1, -0.05808554007897203, -1, -1, -1, -1, -1, -0.5143493270290397, -0.5560207747915537, -0.50002309435768, -1, -0.5709034378713566, -1, -0.16398581655891098, -0.3167992785880779, -1, 0.28362580291251005, -0.26683667207950484, 0.46103141240819295, -0.23823022505142277, -1, -1, -0.3063739138910349, -1, -1, -1, -1, -1, -1, -1, -0.11825894136201173, -1, -1, -0.5423654060357432, -0.5517803381611552, -1, 0.5366611371838763, -0.22643930508493124, -0.566370249015415, -1, -0.5546779419106652, -0.15090601377461307, -1, -1, 0.09946422988700976, -1, -1, -1, -1, -0.5017649539938636, -1, -0.5939352695772082, -1, 0.029889303637579634, -1, -0.05331566160278094, -0.36732027524805894, 0.4725626835056196, -1, -0.770516614092889, -0.6113671729067078, -0.5489868702091504, -1, -0.723494775909383, -0.35981032559961273, -0.42692150524901257, -1, -0.5445448098495537, -1, -1, -0.26627661418936455, -0.470221489355631, -0.38616678853129677, -1, -0.3589073609921002, 0.2910480690417084, 0.37740280995473247, -0.31584517586240596, -0.2931398701697258, -0.6061054421030037, -0.6151721861665269, -1, -1, -0.6328652019486349, 0.4104541073619135, -1, -0.33935524571010156, -1, -1, -0.5345114242232855, -1, 0.1372115377272609, -1, -0.37837057663722506, -1, -0.5765394035274226, -0.5408329672150536, -0.2195395340931872, -1, -0.8222260635089893, -0.5594993996815595, 0.2755589336620097, -0.1723105975437912, -0.37871236305581435, -1, -1, -1, -0.5607753701458442, -0.7433439103121309, 0.25494990193280337, 0.09877781308150374, -1, -0.6336941514182362, 0.15360958507385725, -0.1072761717986512, -1, -0.7434839902152193, -1, -1, -0.34996760353775025, -0.3134647001975443, -0.3826895919922634, -1, -1, -1, -1, 0.504308379102918, -1, -1, -0.5263487062921566, -0.4316125772700329, -0.0649445008381939, -0.4402916258912042, -1, -1, -1, -1, -0.5590206232430313, -1, -0.31209283225100215, -1, -0.5939669252846244, -0.2548299229827349, -1, -0.34562131990742384, 0.2950951158453085, 0.44152318589254647, -1, -0.3641635696235352, -1, -1, -0.5391126000149249, -1, -0.560390248387398, -0.5990004525360643, -1, -1, -1, -1, -0.41086401431513375, -0.12112524611552376, -1, null, -1, -1, -1, 0.016956310307568143, -0.4503318678058695, -1, -1, -0.3938128836556829, -1, 0.12084408321049697, -1, -0.40952454477865774, -0.22293037975422808, -0.3166419793419549, -0.5339042042638531, -1, -1, -1, -1, 0.13594975982319546, -0.7470548203085324, -0.7838969619186417, 0.32614943244403594, -0.563954394727159, -1, -1, -1, -1, -0.2028283475300185, -1, -1, -1, -1, 0.4440455178144136, -0.5984629360548605, -1, 0.4467551478992463, -0.24652359141524469, -0.30633639898378046, -0.4978163123949619, 0.14354807901649172, -0.8194374506597636, -0.15474792074777746, -1, -1, -1, -0.43149099824277765, -0.4112277483762159, -0.33909364294631356, -1, -0.6472774350803571, 0.13399296089105692, -1, -0.787503659085102, -0.506626889510249, -0.462800799864972, 0.008294977944914949, -1, -0.4283561271404731, -0.259400321253674, -0.4319829875639518, -1, -1, -1, -0.7433272868079512, -1, -0.09483263158068868, -1, -0.08526719173396141, -0.5329656747231993, -0.361994562447749, -0.20566868787620265, -0.698962681218286, -1, -0.763701807552839, -1, -0.6409560777396789, -1, -1, -1, -0.7049935289339094, -0.3575569439614768, 0.46656318223313653, -0.18470467982885902, 0.4514599003601289, -1, -0.7143979766252393, -1, -0.20176681245265227, -1, -1, -1, -1, -1, -1, -1, -0.48532856370244143, -0.7031528732143562, -1, -0.4242882710169166, -0.7643060263021764, -1, -1, -0.6633257249790929, -0.7089038574800283, -1, -0.3522309109183989, 0, -0.7541831805383701, -0.56079934665775, -0.35316154825863905, -0.7822452818199873, -0.7697684547959531, -0.32470559648959885, 0.40791843395720007, -0.6621037542431375, -0.4658445120302547, -1, -0.33217910874389966, -0.5662692948924485, -1, -0.4283647222353349, -0.40347764530482166, -0.19293506099254362, -1, -0.42793983822821446, -0.33107461150707185, -1, 0.18083447746937809, -0.725559177856451, -1, -0.7724082880152239, -0.45180539431307687, -0.8272488196676023, -1, -1, -0.2363011823772285, -0.04479695435280862, -0.23971489931609147, -1, -0.6029931182380185, -0.443717258351239, -0.572058833226034, 0.4682620041343865, -1, -0.42460771411748244, -1, -0.3688153498628814, 0.38313193180164407, -0.36197698587428917, -1, -1, -1, -0.33129527312019336, -1, 0.0499140928102413, -0.5863960081615768, 0.1421602009291424, -0.4058474789215561, -0.21638492657920091, 0.19999999999999996, -0.4126961020208199, -0.2445401858911817, -0.25404162665880453, -0.6694342706403013, -1, -0.5538988704576389, -0.7735799673473425, -0.36135505999025325, -0.043591133690087186, -0.759564193468691, -0.4841544824652312, -1, -0.04590493646770628, -0.5364475919299178, -1, -0.5621632987119451, -1, -0.5625334942030101, 0.3432862994313671, -1, -1, -1, -0.7228974422782479, -1, -1, -1, -0.4623874119295044, 0.40054534073734704, -0.276857494671818, -1, -0.08743337338260503, -0.3163146496902451, -0.5475417163180901, -1, -1, -1, -1, 0.47139518899336835, -0.4927483927989791, -0.5250831170415929, -0.350284900701018, -1, -0.5288308337067076, -0.7855626465620218, -0.37665157967935925, -0.4543715796428402, 0.013258867272804108, -1, -0.73996051194173, -1, -0.03028990186882432, 0.17617372905856954, -0.378863258518032, -1, 0.059074582666552924, -0.3691304066268106, -0.014444717156639328, -1, -1, -1, -1, -0.6248890673546341, -1, -1, -0.3464293133498775, -0.8269426577151664, -1, -0.18085976952636423, -1, -0.5829681964826152, -0.7544821114595486, -0.04979063861347109, -0.6001006047434118, -1, -0.10739216847479073, -1, -0.6257399480854613, -1, -1, -1, -0.1063716110126878, -0.5955224329781875, -0.5476279055017775, -0.19994125810717628, -1, -1, -0.580375028903643, -0.09142993101869323, -0.6926007780253324, -0.4956611022174063, -0.28001758045333697, -0.3510291536665131, -1, -0.20991080071498303, -0.4974693814957404, -0.3253667886987577, -1, -1, -0.5422943187793771, -0.47542637180831465, -1, -1, -0.36900393970808676, -0.4431064021646347, -1, -0.790086318651761, -0.8045131220355225, -0.10814836322567169, -1, -0.0960120813545791, -0.6322342526779059, -1, -1, -0.3747479348312323, -0.5304402086292265, -0.811101210882936, 0.41673914996621597, -0.6528850155934015, -0.7618070982931365, -0.17348353893683535, -1, -1, -1, 0.10336831670135507, -1, -1, -0.7828711284773122, -0.13525591243482435, 0.01748385790072671, -0.022428728572723274, -1, -0.2166188582920269, -1, -0.7930889947445816, -1, -1, -1, -0.4373510993357318, -1, -0.57886441234093, -0.6998510501041257, -0.5224258959569189, -0.4288013687134083, -0.7720430814370176, -0.47693925172396934, -0.6021185304140596, -0.44931357422363755, -1, -0.2012933286324704, -0.11762345808385473, -0.3488805775183724, -1, -1, -0.22850466941997594, -0.05339020861240617, -0.011499450700371543, -1, -1, -0.3000298037426512, -1, -1, -0.5570217573729732, -1, -1, -0.2430403521535631, -0.7392786056028268, -0.2880334955237614, -1, -0.3502264413475248, 0.057276585318477825, -1, -0.4373418244898078, -1, -1, -0.600922004284226, -1, 0.5248452729381474, -0.42403137967480437, 0.5347084730506009, -1, -1, -1, -0.7564626994210505, -0.12395876660164673, -0.3171646967341394, -1, -0.4360096979645725, -0.2079322127801604, -1, -0.5462510876023369, -0.028645528642857056, -0.5076635469020184, -1, -0.18608763652999705, 0.328430990425192, -0.1994578027289605, -0.30120807379628833, 0.12767825387657633, 0.5296976148183268, -0.5173669455816016, -1, -0.6495787345898733, -1, -0.25062718631374126, -1, -1, -0.09526395725414792, -1, -0.5248976510834722, -1, -0.7574983149314671, -0.27478311285141266, -0.6939335134825574, -1, -1, -0.16307702191391368, -1, -1, -0.4072906260260898, -1, -0.761674619802825, -1, -0.3333333333333332, -0.24497115176562462, -1, -0.5403756122994654, -0.54819362667133, 0.1737702761500222, -1, -0.7182783336512637, -1, -1, -1, -0.16698480358665713, -1, -1, -1, -0.4282667656042523, -0.3856475231415802, -0.5112674205122613, -0.3068090075877721, -1, -0.509847160369662, 0.17803825899168224, -0.5687939664221295, -1, -0.15631945969642613, -1, -0.08270628996983409, -1, 0.17587168078235488, -0.7482138808904369, -1, 0.10844842481227708, -1, -0.7648777086634984, -1, -0.08958303563333546, -1, -1, -0.08851024862571108, -0.3747535295800693, -1, -1, -1, -1, -1, -0.3531321395764597, -0.05185222281914239, -0.7499041965018252, -1, -0.31412641445711453, -0.7371516214514359, -1, -0.34343975263351684, -1, -1, -1, -0.6452770397431599, -1, -1, -1, -0.780522710348401, -0.08977639269999574, -1, -0.38016103367141035, -0.2595358924186822, 0.4285714285714286, -0.02164083725184994, -1, -1, -1, -1, 0.006272849713194615, -0.1798597754641638, -1, -1, -1, -0.22907692895178194, -0.6208802226110656, -0.5432070481318841, -0.628101227903614, -0.3702752948314072, -0.19411219710026906, -1, -0.30868807600501147, -0.26139097273554984, -0.6575008730077138, -1, -0.672417687820168, -1, 0.06867440975143545, -0.13860912279419538, -0.27273855682737425, -0.5253184291814548, -0.7723339336100304, -0.5484567948121645, -1, -0.5591381090338488, -0.6536078944189964, -0.7445564642940794, -0.5545008111862306, 0.3484739468576399, -1, -1, -1, -0.34658554414243326, -0.4733192101511594 ], "colorbar": { "title": { "text": "Border Score" } }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "opacity": 0.8, "size": 5 }, "mode": "markers", "type": "scatter3d", "x": [ 18.439395904541016, 17.479248046875, 18.464826583862305, 18.29583168029785, 18.901243209838867, 18.762832641601562, 16.644554138183594, 18.084957122802734, 16.999469757080078, 17.67564582824707, 16.521642684936523, 15.95773983001709, 16.726436614990234, 16.619619369506836, 16.595121383666992, 17.903705596923828, 18.136356353759766, 17.66303253173828, 16.363597869873047, 17.712976455688477, 18.66390609741211, 16.780166625976562, 17.554458618164062, 17.285385131835938, 18.219287872314453, 18.048542022705078, 17.054903030395508, 18.665910720825195, 17.271625518798828, 17.898773193359375, 18.224079132080078, 17.508039474487305, 16.1439266204834, 17.353130340576172, 17.903236389160156, 17.178293228149414, 18.163415908813477, 18.155059814453125, 16.554126739501953, 16.82652473449707, 17.486934661865234, 17.601417541503906, 16.000600814819336, 18.574674606323242, 16.485483169555664, 17.746444702148438, 20.241254806518555, 16.707603454589844, 18.885574340820312, 17.399494171142578, 18.8989200592041, 16.604665756225586, 18.209930419921875, 17.262523651123047, 18.17121696472168, 18.20437240600586, 18.6434268951416, 15.505428314208984, 18.35114288330078, 18.205991744995117, 15.899496078491211, 18.175500869750977, 18.43776512145996, 17.444543838500977, 18.93185043334961, 15.84073543548584, 16.891515731811523, 18.00054359436035, 18.477861404418945, 15.73429012298584, 18.814720153808594, 17.777780532836914, 16.11092185974121, 16.3420467376709, 16.64636993408203, 16.90272331237793, 17.826984405517578, 15.757858276367188, 17.942129135131836, 19.1328125, 16.436649322509766, 17.632001876831055, 18.43651008605957, 18.47821807861328, 17.81797218322754, 16.89637565612793, 18.693714141845703, 16.837411880493164, 17.548479080200195, 16.69130516052246, 16.452102661132812, 17.612260818481445, 17.509641647338867, 16.617773056030273, 17.23319435119629, 17.775861740112305, 16.56995964050293, 15.660266876220703, 16.355674743652344, 16.438138961791992, 18.74407196044922, 15.60009765625, 16.641090393066406, 16.94417381286621, 16.536108016967773, 18.631038665771484, 18.75065803527832, 18.593751907348633, 17.708465576171875, 18.901878356933594, 17.623876571655273, 15.973091125488281, 17.86562728881836, 18.324195861816406, 17.488697052001953, 16.001399993896484, 18.83147621154785, 16.989269256591797, 15.908883094787598, 17.12010955810547, 17.67515754699707, 18.08152198791504, 17.28795623779297, 18.25760841369629, 15.88730239868164, 15.701629638671875, 17.533992767333984, 17.796276092529297, 18.798810958862305, 17.982833862304688, 17.902637481689453, 18.864459991455078, 17.891536712646484, 18.845991134643555, 16.612756729125977, 15.504491806030273, 16.640827178955078, 17.40459632873535, 18.295902252197266, 19.193252563476562, 15.594985961914062, 17.192720413208008, 17.775314331054688, 17.943809509277344, 18.12103271484375, 17.385833740234375, 16.515682220458984, 17.174598693847656, 18.362031936645508, 18.062570571899414, 16.81925392150879, 17.624004364013672, 16.438737869262695, 17.842683792114258, 16.59314727783203, 18.481496810913086, 17.735074996948242, 16.488876342773438, 16.117517471313477, 18.739885330200195, 18.250770568847656, 15.507043838500977, 16.264556884765625, 16.527498245239258, 16.86507797241211, 17.49995994567871, 17.600507736206055, 17.0952205657959, 18.191234588623047, 17.79709815979004, 17.707204818725586, 16.99496841430664, 18.138700485229492, 17.790441513061523, 17.959604263305664, 17.595050811767578, 15.793954849243164, 15.90701675415039, 16.834978103637695, 17.409034729003906, 16.62063980102539, 17.835485458374023, 17.97603988647461, 17.275426864624023, 17.687458038330078, 17.032503128051758, 16.64708709716797, 16.45520782470703, 17.70989227294922, 16.214384078979492, 18.153669357299805, 18.268522262573242, 17.509300231933594, 17.677087783813477, 17.97624397277832, 17.866432189941406, 18.3508358001709, 18.832813262939453, 17.95513343811035, 18.752918243408203, 17.437610626220703, 18.131799697875977, 18.007354736328125, 17.320966720581055, 16.707490921020508, 16.962060928344727, 18.110797882080078, 16.257286071777344, 18.130611419677734, 16.36094856262207, 16.77151107788086, 18.34992027282715, 18.308837890625, 18.492353439331055, 17.955989837646484, 18.44228172302246, 17.918909072875977, 17.25494384765625, 17.51976776123047, 17.48422622680664, 17.382898330688477, 19.016613006591797, 17.014543533325195, 18.264808654785156, 18.760698318481445, 18.506595611572266, 16.288175582885742, 18.576969146728516, 17.54500961303711, 17.89337730407715, 18.45420265197754, 17.62154197692871, 16.954496383666992, 15.843317031860352, 15.822757720947266, 17.045297622680664, 17.55744171142578, 17.181758880615234, 17.17041015625, 16.436717987060547, 17.62076187133789, 16.243942260742188, 16.334672927856445, 16.922327041625977, 16.30135154724121, 17.766117095947266, 16.236082077026367, 18.006547927856445, 18.922584533691406, 19.099544525146484, 16.670080184936523, 18.270856857299805, 17.666873931884766, 16.30233383178711, 18.755172729492188, 18.669973373413086, 16.728723526000977, 17.940000534057617, 16.113069534301758, 17.97344970703125, 19.108905792236328, 17.46868896484375, 17.745418548583984, 18.27229881286621, 17.10413360595703, 18.37171173095703, 17.059356689453125, 16.78618049621582, 16.491918563842773, 16.44643783569336, 18.021642684936523, 16.373910903930664, 15.598421096801758, 17.449201583862305, 17.28650665283203, 17.364391326904297, 18.55864143371582, 18.396034240722656, 16.571455001831055, 17.48479652404785, 17.572673797607422, 17.56102180480957, 16.632373809814453, 16.966007232666016, 17.828500747680664, 17.78569984436035, 18.39670181274414, 17.890371322631836, 17.453533172607422, 16.68886375427246, 15.545378684997559, 16.879295349121094, 17.679256439208984, 18.936573028564453, 18.37279510498047, 17.368345260620117, 17.227922439575195, 16.16111946105957, 18.0048770904541, 18.05272674560547, 15.703322410583496, 16.283674240112305, 20.24401092529297, 17.52174949645996, 17.08708381652832, 17.71847152709961, 16.42632293701172, 17.861928939819336, 16.904338836669922, 17.34950065612793, 16.805870056152344, 15.649953842163086, 16.314970016479492, 18.852888107299805, 17.916818618774414, 16.926237106323242, 16.637231826782227, 18.82492446899414, 17.299989700317383, 19.05539321899414, 17.22220230102539, 16.72658920288086, 15.9159517288208, 15.969423294067383, 16.75480842590332, 18.557838439941406, 18.28546714782715, 17.060272216796875, 16.67538070678711, 18.454580307006836, 17.150964736938477, 17.227209091186523, 15.909358978271484, 18.520248413085938, 16.460575103759766, 18.16875457763672, 17.987606048583984, 18.101242065429688, 17.63800621032715, 17.94772720336914, 20.23536491394043, 17.31538200378418, 17.578500747680664, 17.295774459838867, 16.21493911743164, 17.40508460998535, 16.16109275817871, 16.774446487426758, 18.152284622192383, 19.028072357177734, 18.822856903076172, 16.77935791015625, 16.454612731933594, 17.47942352294922, 16.149593353271484, 15.828174591064453, 19.21080207824707, 17.798120498657227, 17.106752395629883, 18.2681941986084, 18.85688018798828, 16.458473205566406, 16.607135772705078, 17.780654907226562, 17.10602569580078, 16.003253936767578, 17.070798873901367, 16.823442459106445, 15.984509468078613, 17.180259704589844, 17.956377029418945, 16.73433494567871, 17.848155975341797, 15.956070899963379, 16.82765007019043, 18.825374603271484, 17.784360885620117, 16.796430587768555, 17.822036743164062, 17.410215377807617, 16.792173385620117, 16.222949981689453, 18.863971710205078, 16.504940032958984, 16.678770065307617, 17.06093978881836, 17.207691192626953, 16.82810401916504, 16.2134952545166, 18.106857299804688, 15.686029434204102, 17.241392135620117, 18.100379943847656, 18.69913673400879, 18.002817153930664, 16.87396812438965, 16.17964744567871, 18.88874053955078, 17.15256118774414, 17.559429168701172, 18.40279769897461, 15.84406852722168, 17.118946075439453, 17.270668029785156, 17.254161834716797, 17.401498794555664, 17.11491584777832, 17.73819923400879, 17.196670532226562, 17.495037078857422, 16.220619201660156, 18.117111206054688, 15.680912971496582, 17.970773696899414, 16.78592872619629, 17.450834274291992, 17.577144622802734, 18.31488609313965, 18.125627517700195, 19.001840591430664, 17.73128318786621, 17.682588577270508, 17.479419708251953, 17.957839965820312, 16.605710983276367, 16.97774887084961, 18.546085357666016, 17.119443893432617, 16.446557998657227, 17.0056095123291, 18.399282455444336, 17.280559539794922, 18.904151916503906, 17.413414001464844, 15.923133850097656, 18.664461135864258, 18.207101821899414, 18.9433650970459, 15.945602416992188, 16.64040184020996, 18.365421295166016, 15.695151329040527, 17.77707290649414, 18.84770965576172, 17.346078872680664, 16.471067428588867, 15.752098083496094, 16.820053100585938, 18.584386825561523, 16.378942489624023, 17.961776733398438, 16.021697998046875, 17.36180305480957, 18.619298934936523, 16.577239990234375, 16.443029403686523, 17.949567794799805, 17.757823944091797, 18.35504150390625, 15.592458724975586, 18.158052444458008, 17.967275619506836, 17.958520889282227, 17.72553062438965, 18.83185577392578, 18.122392654418945, 17.216405868530273, 17.241378784179688, 16.319957733154297, 17.308996200561523, 16.931690216064453, 16.081710815429688, 18.012554168701172, 17.834081649780273, 17.69215202331543, 18.92365074157715, 16.68397331237793, 18.230403900146484, 16.681196212768555, 17.68814468383789, 17.162612915039062, 17.696420669555664, 17.34119415283203, 16.53077507019043, 15.63204574584961, 18.864099502563477, 16.806657791137695, 18.124319076538086, 18.123472213745117, 17.334571838378906, 18.544509887695312, 17.588520050048828, 17.399288177490234, 16.78363609313965, 15.907877922058105, 16.830808639526367, 17.270631790161133, 18.525259017944336, 18.809730529785156, 18.40524673461914, 18.934642791748047, 16.29314422607422, 18.0604305267334, 17.120689392089844, 18.002286911010742, 16.759807586669922, 19.14270782470703, 18.026323318481445, 17.9777889251709, 20.26082992553711, 16.3410587310791, 15.5578031539917, 18.197111129760742, 17.504209518432617, 18.173309326171875, 18.59016227722168, 17.700136184692383, 18.71803092956543, 17.946657180786133, 18.977384567260742, 18.057907104492188, 18.396299362182617, 17.25174331665039, 17.550981521606445, 17.881725311279297, 18.150606155395508, 18.556737899780273, 18.155620574951172, 16.28305435180664, 16.663660049438477, 16.70016860961914, 18.37201690673828, 16.82755470275879, 18.427982330322266, 17.741506576538086, 18.76351547241211, 16.798412322998047, 18.361156463623047, 16.813377380371094, 17.2034854888916, 17.362062454223633, 17.617502212524414, 18.85151481628418, 18.45940399169922, 17.357181549072266, 17.314109802246094, 18.19657325744629, 17.90842628479004, 18.248247146606445, 20.102195739746094, 18.302724838256836, 17.305452346801758, 16.080373764038086, 16.482454299926758, 17.911113739013672, 17.890613555908203, 17.939071655273438, 15.860187530517578, 17.76375961303711, 17.641313552856445, 17.230098724365234, 17.336421966552734, 16.8370418548584, 20.209081649780273, 17.29688262939453, 16.502836227416992, 17.032318115234375, 17.197986602783203, 17.620973587036133, 15.896865844726562, 16.2625732421875, 16.607097625732422, 20.312055587768555, 17.499000549316406, 16.926809310913086, 17.662851333618164, 18.490697860717773, 17.586360931396484, 17.096647262573242, 18.68857192993164, 17.445575714111328, 16.043886184692383, 17.07427215576172, 18.58692169189453, 18.162599563598633, 17.17331314086914, 17.142520904541016, 16.593734741210938, 17.691518783569336, 18.734811782836914, 16.997600555419922, 16.427595138549805, 16.573974609375, 17.7956600189209, 18.392208099365234, 17.185876846313477, 17.774965286254883, 17.136600494384766, 19.09172821044922, 18.047449111938477, 16.24122428894043, 17.86623191833496, 18.54349136352539, 16.853775024414062, 17.166271209716797, 17.848800659179688, 16.778200149536133, 16.915544509887695, 18.05622100830078, 18.654470443725586, 16.58301544189453, 16.177701950073242, 18.00394058227539, 18.207172393798828, 16.527164459228516, 16.599695205688477, 18.692657470703125, 18.408885955810547, 17.79600715637207, 17.262371063232422, 18.256175994873047, 17.177461624145508, 17.833709716796875, 16.012432098388672, 17.48223304748535, 16.11066246032715, 17.19454002380371, 16.734264373779297, 17.70403480529785, 17.895343780517578, 16.628904342651367, 18.90321922302246, 17.24864387512207, 16.85368537902832, 16.752836227416992, 18.06110191345215, 18.16225242614746, 16.291425704956055, 16.659780502319336, 18.214107513427734, 17.11080551147461, 17.20633888244629, 17.267927169799805, 18.168119430541992, 18.15156364440918, 18.725378036499023, 17.095890045166016, 17.308971405029297, 19.045124053955078, 17.804370880126953, 17.297151565551758, 17.31369400024414, 17.497766494750977, 18.242259979248047, 15.926061630249023, 16.243858337402344, 16.42139434814453, 15.912225723266602, 17.466032028198242, 15.653886795043945, 18.239042282104492, 17.501420974731445, 17.430072784423828, 18.383058547973633, 17.415714263916016, 15.878519058227539, 16.63878631591797, 19.753915786743164, 15.785720825195312, 17.788530349731445, 16.81196403503418, 18.155237197875977, 17.087711334228516, 16.117691040039062, 17.412500381469727, 19.35017204284668, 19.109588623046875, 17.867128372192383, 17.11075782775879, 18.694368362426758, 18.40287971496582, 17.43602752685547, 17.73316192626953, 18.45961570739746, 17.683242797851562, 17.245309829711914, 18.94933319091797, 18.927486419677734, 17.443939208984375, 18.70390510559082, 15.839566230773926, 16.70201301574707, 17.689908981323242, 18.464900970458984, 16.57402992248535, 18.23651695251465, 17.647207260131836, 17.16688346862793, 16.71401596069336, 17.284950256347656, 16.376220703125, 18.807485580444336, 16.426729202270508, 16.38907814025879, 19.107900619506836, 17.023300170898438, 18.032865524291992, 17.814922332763672, 15.647746086120605, 18.654335021972656, 17.49705696105957, 17.60837745666504, 17.846975326538086, 17.366165161132812, 18.406944274902344, 16.235546112060547, 17.92447280883789, 17.41516876220703, 18.393800735473633, 16.38479232788086, 18.98695945739746, 17.42662811279297, 16.160066604614258, 16.30759620666504, 17.86174964904785, 17.23438835144043, 18.71916389465332, 17.931167602539062, 18.394794464111328, 17.214330673217773, 19.191125869750977, 15.987879753112793, 18.12880516052246, 15.628998756408691, 18.492034912109375, 17.22270965576172, 16.74573516845703, 17.675533294677734, 17.132814407348633, 17.39529800415039, 17.772260665893555, 17.31943702697754, 17.162708282470703, 15.701154708862305, 18.335031509399414, 17.580289840698242, 16.018901824951172, 18.08555030822754, 17.81732749938965, 17.820938110351562, 17.7604923248291, 15.686029434204102, 18.629316329956055, 18.732772827148438, 16.291141510009766, 17.717166900634766, 16.89946937561035, 16.225994110107422, 15.919249534606934, 18.13265609741211, 18.264087677001953, 17.92531394958496, 19.05954933166504, 18.061786651611328, 18.24504280090332, 15.718774795532227, 18.996871948242188, 16.79850196838379, 17.564247131347656, 18.949369430541992, 16.637760162353516, 17.088272094726562, 17.170772552490234, 17.209199905395508, 18.67457389831543, 17.65830421447754, 19.062898635864258, 17.72853660583496, 18.628826141357422, 15.778985023498535, 16.333932876586914, 17.28069305419922, 18.19121551513672, 18.732189178466797, 17.771146774291992, 17.07252311706543, 16.40459632873535, 17.947826385498047, 18.601211547851562, 17.07465934753418, 17.499637603759766, 17.22686004638672, 16.620342254638672, 17.128950119018555, 17.265283584594727, 18.385723114013672, 15.644436836242676, 16.228500366210938, 17.505388259887695, 16.19093132019043, 17.41338348388672, 16.744434356689453, 17.039798736572266, 16.260597229003906, 17.80321502685547, 17.416278839111328, 17.582521438598633, 18.307369232177734, 18.442171096801758, 18.113250732421875, 18.823060989379883, 17.93935775756836, 17.562320709228516, 18.789304733276367, 15.853391647338867, 16.886043548583984, 18.947940826416016, 15.840316772460938, 16.076112747192383, 18.640281677246094, 18.2270565032959, 17.330480575561523, 17.278186798095703, 17.127161026000977, 16.63884925842285, 16.84442901611328, 18.26156234741211, 16.9012451171875, 17.494726181030273, 16.977262496948242, 17.052675247192383, 17.914539337158203, 17.95319938659668, 16.46611213684082, 18.090484619140625, 18.300058364868164, 18.205463409423828, 18.575637817382812, 15.625153541564941, 17.675168991088867, 18.108304977416992, 19.066564559936523, 17.590059280395508, 17.2780818939209, 17.232927322387695, 15.980429649353027, 18.713573455810547, 18.088350296020508, 18.126617431640625, 18.25128173828125, 18.695528030395508, 17.0844669342041, 17.168415069580078, 16.648998260498047, 15.936272621154785, 19.033870697021484, 17.774192810058594, 17.34255027770996, 17.942798614501953, 18.25108528137207, 18.769210815429688, 17.690582275390625, 17.543668746948242, 16.11593246459961, 16.036712646484375, 17.516958236694336, 17.49738311767578, 18.35504150390625, 17.488134384155273, 17.075420379638672, 17.872615814208984, 17.447683334350586, 18.11783790588379, 17.33157730102539, 17.099925994873047, 17.086875915527344, 16.1038875579834, 18.918577194213867, 16.976829528808594, 17.56923484802246, 18.75877571105957, 16.532119750976562, 18.950441360473633, 16.40137481689453, 18.151681900024414, 16.627347946166992, 16.91952133178711, 18.479639053344727, 18.655376434326172, 17.407514572143555, 16.3154239654541, 18.492576599121094, 16.10547637939453, 16.528621673583984, 18.35228729248047, 17.63713264465332, 17.044540405273438, 16.6818790435791, 18.677379608154297, 15.734716415405273, 17.9797306060791, 16.844816207885742, 16.390850067138672, 17.854475021362305, 17.663490295410156, 17.976364135742188, 18.487165451049805, 15.95793342590332, 18.609411239624023, 16.714962005615234, 18.18578338623047, 17.156543731689453, 19.066917419433594, 16.207857131958008, 17.784709930419922, 15.573740005493164, 16.111106872558594, 17.205759048461914, 17.07357406616211, 17.291128158569336, 16.484304428100586, 18.503393173217773, 16.639562606811523, 16.766862869262695, 16.720258712768555, 18.472291946411133, 17.84454917907715, 16.587059020996094, 18.94197654724121, 16.339282989501953, 19.109188079833984, 18.8692684173584, 19.053457260131836, 16.90845489501953, 18.11285972595215, 18.55030632019043, 18.31922149658203, 17.477293014526367, 15.753874778747559, 17.589555740356445, 18.681766510009766, 17.180322647094727, 16.07142448425293, 18.5693416595459, 17.271678924560547, 16.66842269897461, 17.799911499023438, 17.505151748657227, 17.894521713256836, 19.088212966918945, 16.039499282836914, 16.786649703979492, 18.161521911621094, 16.095657348632812, 17.528852462768555, 17.984148025512695, 17.926292419433594, 16.289546966552734, 15.595781326293945, 16.432477951049805, 17.08185386657715, 18.41048240661621, 16.926233291625977, 16.04552459716797, 17.839609146118164, 17.68736457824707, 17.05169677734375, 17.66634178161621, 18.269121170043945, 16.15098762512207, 18.358989715576172, 17.194089889526367, 16.11164093017578, 15.993578910827637, 16.607431411743164, 15.998141288757324, 17.080535888671875, 17.613229751586914, 17.942537307739258, 17.7788143157959, 18.51569366455078, 18.831130981445312, 16.534404754638672, 18.752403259277344, 18.048828125, 20.2460994720459, 18.241594314575195, 17.504724502563477, 17.639202117919922, 15.880817413330078, 18.905698776245117, 17.45182228088379, 17.944337844848633, 18.260751724243164, 18.19353485107422, 17.168315887451172, 16.557722091674805, 17.058591842651367, 16.545936584472656, 18.561630249023438, 17.710784912109375, 17.878498077392578, 16.9763240814209, 17.27232551574707, 16.882587432861328, 18.801746368408203, 17.667604446411133, 17.462772369384766, 18.614479064941406, 16.85080337524414, 16.839414596557617, 16.73813819885254, 17.21504783630371, 16.054529190063477, 18.588998794555664, 18.78815460205078, 16.995481491088867, 17.40736198425293, 17.69122314453125, 17.516071319580078, 18.358516693115234, 17.992076873779297, 16.47782325744629, 18.219852447509766, 19.09006690979004, 16.682661056518555, 18.206018447875977, 16.5090389251709, 16.77186393737793, 17.8931827545166, 16.487548828125, 18.199203491210938, 18.757205963134766, 16.700735092163086, 17.47295570373535, 17.951250076293945, 17.387990951538086, 16.357099533081055, 20.24725914001465, 17.08819007873535, 18.680044174194336, 18.770973205566406, 17.966510772705078, 19.154464721679688, 17.76816749572754, 16.680932998657227, 17.283052444458008, 15.644075393676758, 17.649185180664062, 16.50362205505371, 18.222923278808594, 17.995834350585938, 16.205265045166016, 17.808320999145508, 16.979585647583008, 18.25138282775879, 16.89783477783203, 17.311172485351562, 15.7514009475708, 17.837295532226562, 17.84071922302246, 17.24156379699707, 16.08855438232422, 16.107959747314453, 17.754756927490234, 15.85934066772461, 17.585830688476562, 16.43651008605957, 18.721820831298828, 18.52945327758789, 15.945804595947266, 16.84881019592285, 18.837966918945312, 17.40868377685547, 18.788639068603516, 16.476505279541016, 17.9538631439209, 16.834552764892578, 18.53011131286621, 19.187829971313477, 18.149173736572266, 18.433259963989258, 16.445959091186523, 18.40498924255371, 17.17154884338379, 16.503332138061523, 18.69792366027832, 18.177997589111328, 16.94936180114746, 17.74786376953125, 16.560184478759766, 18.687652587890625, 17.93453025817871, 18.56822395324707, 17.082674026489258, 17.7075252532959, 16.797048568725586, 20.344955444335938, 17.261077880859375, 17.06448745727539, 18.344345092773438, 17.642532348632812, 18.240596771240234, 18.520557403564453, 16.8742733001709, 17.373695373535156, 16.751081466674805, 18.606420516967773, 18.14869499206543, 16.482633590698242, 18.897062301635742, 16.42658042907715, 16.574071884155273, 16.062942504882812, 15.637969017028809, 16.180875778198242, 18.189722061157227, 18.845611572265625, 18.714296340942383, 16.663528442382812, 15.936576843261719, 18.219436645507812, 18.52825164794922, 16.48569107055664, 18.22814178466797, 17.071107864379883, 16.923437118530273, 17.56985855102539, 16.99785614013672, 18.580080032348633, 18.14980125427246, 16.61282730102539, 17.563770294189453, 16.065185546875, 16.064788818359375, 17.271074295043945, 18.857816696166992, 18.788101196289062, 15.490062713623047, 18.636056900024414, 18.707897186279297, 16.454574584960938, 16.691822052001953, 16.53304100036621, 18.724721908569336, 16.199905395507812, 17.167875289916992, 16.026201248168945, 18.06193733215332, 17.211397171020508, 16.32514190673828, 17.537437438964844, 18.21728515625, 16.1038761138916, 16.356300354003906, 18.095945358276367, 17.390857696533203, 18.777175903320312, 18.757131576538086, 16.840654373168945, 18.426048278808594, 17.035202026367188, 18.5240421295166, 17.318103790283203, 17.876203536987305, 18.021772384643555, 17.65535545349121, 18.004323959350586, 16.80116844177246, 18.020063400268555, 16.261255264282227, 16.455842971801758, 18.630056381225586, 17.005680084228516, 18.036853790283203, 18.370189666748047, 16.86033821105957, 17.821195602416992, 18.15862274169922, 15.812433242797852, 16.48046875, 16.082901000976562, 18.106956481933594, 19.176010131835938, 17.72821617126465, 17.75120735168457, 17.504201889038086, 18.9466552734375, 15.988442420959473, 16.931852340698242, 16.661378860473633, 18.753223419189453, 19.082286834716797, 17.421463012695312, 17.158823013305664, 18.71784782409668, 17.13300323486328, 19.273075103759766, 18.003171920776367, 17.874975204467773, 17.979061126708984, 17.65138053894043, 17.739545822143555, 18.691423416137695, 18.090885162353516, 16.41731834411621, 18.263408660888672, 17.392959594726562, 16.790040969848633, 18.338808059692383, 16.720848083496094, 18.297361373901367, 17.098289489746094, 16.124465942382812, 17.875530242919922, 17.20171356201172, 18.23636245727539, 16.376331329345703, 17.360076904296875, 18.669363021850586, 17.295034408569336, 18.316572189331055, 19.24532127380371, 18.33047866821289, 18.476533889770508, 18.495927810668945, 16.726322174072266, 17.11092758178711, 17.9464168548584, 16.355140686035156, 19.015886306762695, 16.029678344726562, 17.878841400146484, 17.474428176879883, 19.01247215270996, 18.2871150970459, 20.158790588378906, 16.016748428344727, 18.80649185180664, 18.735387802124023, 18.375919342041016, 17.630613327026367, 17.597043991088867, 17.870149612426758, 16.824298858642578, 16.744125366210938, 16.998991012573242, 18.246379852294922, 17.795869827270508, 18.2929744720459, 16.39472007751465, 16.420433044433594, 16.129661560058594, 16.972148895263672, 16.81195068359375, 17.332223892211914, 17.114055633544922, 16.73961639404297, 18.11219024658203, 16.710336685180664, 17.450159072875977, 18.704050064086914, 18.406421661376953, 17.689729690551758, 17.43724250793457, 18.773571014404297, 18.587608337402344, 16.094558715820312, 17.680269241333008, 16.98648452758789, 18.271461486816406, 17.68077278137207, 18.651945114135742, 18.725324630737305, 17.938966751098633, 18.912216186523438, 18.240880966186523, 18.818050384521484, 16.256546020507812, 18.39098358154297, 18.418529510498047, 18.056842803955078, 16.140825271606445, 18.013044357299805, 17.912416458129883, 15.593550682067871, 15.908381462097168, 16.69331932067871, 17.462234497070312, 17.979280471801758, 17.07085418701172, 15.615787506103516, 18.111494064331055, 16.135940551757812, 17.274669647216797, 16.18263053894043, 16.684988021850586, 18.412464141845703, 16.420793533325195, 18.08652114868164, 18.421384811401367, 17.25709342956543, 17.496198654174805, 17.323516845703125, 18.269363403320312, 15.901071548461914, 15.878325462341309, 16.34371566772461, 16.674306869506836, 16.266969680786133, 17.54815101623535, 18.417430877685547, 17.948572158813477, 17.360109329223633, 15.915508270263672, 17.765823364257812, 16.894641876220703, 16.62540626525879, 16.400943756103516, 17.768056869506836, 18.899497985839844, 15.91781997680664, 17.61452293395996, 18.00969886779785, 15.84715461730957, 17.209375381469727, 18.851409912109375, 18.921720504760742, 18.232669830322266, 18.9129581451416, 18.21090316772461, 17.8475341796875, 18.380857467651367, 16.761245727539062, 17.567710876464844, 16.429967880249023, 16.80762481689453, 17.71378517150879, 17.473567962646484, 17.328659057617188, 17.526456832885742, 18.384050369262695, 18.402196884155273, 17.973018646240234, 16.71671485900879, 15.899962425231934, 17.91893196105957, 18.604625701904297, 18.428442001342773, 16.556182861328125, 18.58243751525879, 16.819660186767578, 18.472793579101562, 16.20232582092285, 17.58513832092285, 18.183263778686523, 17.499204635620117, 17.191144943237305, 17.282705307006836, 19.210704803466797, 19.995037078857422, 17.882081985473633, 18.364063262939453, 16.983142852783203, 17.139497756958008, 15.575095176696777, 17.02658462524414, 15.997970581054688, 19.283601760864258, 17.226680755615234, 16.112958908081055, 16.82246971130371, 15.661043167114258, 16.934303283691406, 18.242116928100586, 15.974163055419922, 18.111360549926758, 18.504741668701172, 17.749813079833984, 19.052101135253906, 17.975479125976562, 17.594327926635742, 17.878986358642578, 17.637969970703125, 18.757156372070312, 17.987930297851562, 17.75258445739746, 17.843505859375, 16.516263961791992, 16.5335636138916, 18.863418579101562, 17.130754470825195, 18.11589241027832, 17.793128967285156, 18.200443267822266, 17.594823837280273, 18.241188049316406, 18.43727684020996, 17.287574768066406, 16.92999839782715, 16.53687858581543, 16.426963806152344, 17.660228729248047, 17.166950225830078, 17.65498161315918, 15.616303443908691, 20.1384334564209, 18.574153900146484, 17.055171966552734, 17.187959671020508, 17.964725494384766, 16.04787826538086, 16.942655563354492, 15.97560977935791, 17.654462814331055, 17.49386215209961, 16.3800048828125, 18.306182861328125, 15.74203872680664, 17.821746826171875, 17.83863639831543, 18.365575790405273, 17.69338607788086, 17.11156463623047, 15.996071815490723, 17.5522403717041, 17.750354766845703, 17.83216667175293, 16.466358184814453, 17.137540817260742, 17.938291549682617, 17.67207145690918, 17.195728302001953, 15.779305458068848, 18.8029727935791, 17.62760353088379, 17.729604721069336, 18.756973266601562, 17.36216926574707, 17.251680374145508, 16.13951301574707, 18.933311462402344, 17.773469924926758, 18.093189239501953, 16.527950286865234, 16.594207763671875, 18.52256965637207, 15.504057884216309, 16.592262268066406, 18.46944236755371, 15.951993942260742, 16.281856536865234, 17.539642333984375, 18.890066146850586, 15.87851333618164, 18.027650833129883, 17.562124252319336, 18.39663314819336, 17.092615127563477, 18.546241760253906, 17.40730094909668, 17.75410270690918, 17.241601943969727, 18.270200729370117, 16.7710018157959, 15.489339828491211, 18.481645584106445, 16.02341651916504, 18.756168365478516, 17.33197784423828, 17.09294319152832, 17.022380828857422, 15.547601699829102, 15.68349552154541, 17.824684143066406, 17.94374656677246, 16.37506866455078, 15.6285400390625, 16.7574405670166, 17.758543014526367, 16.456544876098633, 17.645967483520508, 17.926944732666016, 16.629098892211914, 16.772409439086914, 16.931373596191406, 17.363632202148438, 16.637277603149414, 15.89018440246582, 18.937280654907227, 17.581308364868164, 18.953081130981445, 19.087867736816406, 17.06928253173828, 17.203174591064453, 15.910876274108887, 18.082468032836914, 15.694231033325195, 17.542150497436523, 16.850061416625977, 18.748476028442383, 17.184772491455078, 18.239166259765625, 17.43954086303711, 17.664939880371094, 17.73661231994629, 18.42307472229004, 17.678619384765625, 17.392793655395508, 17.785181045532227, 18.214372634887695, 18.302152633666992, 16.757993698120117, 18.277263641357422, 18.057710647583008, 16.942808151245117, 17.658416748046875, 17.105239868164062, 17.06315803527832, 17.192651748657227, 17.503799438476562, 16.865909576416016, 17.446523666381836, 15.989416122436523, 16.388778686523438, 16.570171356201172, 17.953487396240234, 18.79418182373047, 17.260099411010742, 17.650739669799805, 16.52716064453125, 16.884737014770508, 18.493783950805664, 18.040605545043945, 18.204042434692383, 18.482437133789062, 17.938283920288086, 17.468364715576172, 17.021045684814453, 18.218944549560547, 16.10588264465332, 18.373693466186523, 16.363204956054688, 16.645177841186523, 18.087200164794922, 18.165557861328125, 17.79405403137207, 17.90713882446289, 16.998027801513672, 17.72597885131836, 17.796512603759766, 18.43756675720215, 18.352067947387695, 15.933366775512695, 17.150026321411133, 16.21974754333496, 16.523290634155273, 17.126243591308594, 18.49273109436035, 15.598650932312012, 15.662095069885254, 16.604307174682617, 17.750200271606445, 18.42495346069336, 17.530839920043945, 15.849167823791504, 17.862234115600586, 17.253753662109375, 17.779125213623047, 16.149343490600586, 18.245023727416992, 17.99546241760254, 16.45991325378418, 18.066207885742188, 16.504716873168945, 15.636899948120117, 16.731752395629883, 18.8502254486084, 17.011302947998047, 17.335750579833984, 17.156917572021484, 18.41439437866211, 17.6926326751709, 17.973325729370117, 18.089441299438477, 17.134050369262695, 16.272254943847656, 17.667728424072266, 16.995807647705078, 16.658248901367188, 16.552284240722656, 18.437267303466797, 17.4337158203125, 17.749155044555664, 16.15026092529297, 18.913841247558594, 17.232900619506836, 16.995346069335938, 17.751976013183594, 17.6723690032959, 15.785743713378906, 19.349760055541992, 16.530298233032227, 17.165637969970703, 16.313499450683594, 18.138418197631836, 19.068410873413086, 17.014019012451172, 16.38157081604004, 18.008609771728516, 17.321353912353516, 18.74965476989746, 17.576175689697266, 17.952770233154297, 17.833755493164062, 16.47447967529297, 15.870454788208008, 18.33911895751953, 16.901763916015625, 18.74898338317871, 17.57552146911621, 17.709808349609375, 18.469575881958008, 16.664798736572266, 18.464216232299805, 18.636598587036133, 16.719799041748047, 15.8989896774292, 18.423797607421875, 17.678455352783203, 16.566457748413086, 16.604990005493164, 17.368545532226562, 17.95047378540039, 16.523191452026367, 17.0593318939209, 17.46040153503418, 16.35224723815918, 18.48858642578125, 16.857439041137695, 16.206586837768555, 16.67156219482422, 17.705698013305664, 16.724361419677734, 18.27998924255371, 17.62510871887207, 16.929676055908203, 16.29561424255371, 18.502256393432617, 17.317935943603516, 18.085031509399414, 18.144485473632812, 19.124969482421875, 17.429367065429688, 17.83031463623047, 16.04156494140625, 17.79523277282715, 16.395061492919922, 17.060321807861328, 18.317676544189453, 17.86221694946289, 18.390674591064453, 16.484264373779297, 16.59239959716797, 16.710180282592773, 16.423980712890625, 15.980708122253418, 17.172443389892578, 18.839595794677734, 18.199806213378906, 18.87481117248535, 16.523834228515625, 16.685850143432617, 18.24102210998535, 17.047239303588867, 19.110218048095703, 18.28846549987793, 17.52190399169922, 17.397390365600586, 17.88741683959961, 17.578176498413086, 17.210792541503906, 16.4332275390625, 17.279903411865234, 17.103515625, 16.730573654174805, 16.34792137145996, 16.50727081298828, 17.322311401367188, 17.028684616088867, 17.004640579223633, 19.016550064086914, 16.823928833007812, 16.513046264648438, 18.769594192504883, 17.911590576171875, 17.835723876953125, 17.766494750976562, 17.048221588134766, 16.52314567565918, 18.99866485595703, 18.006458282470703, 15.660812377929688, 19.142446517944336, 15.795821189880371, 18.355249404907227, 16.550251007080078, 16.956228256225586, 17.74419403076172, 17.477569580078125, 16.829448699951172, 17.147964477539062, 16.14876937866211, 15.98632526397705, 15.78394889831543, 17.206872940063477, 17.96161460876465, 16.21993637084961, 18.45473861694336, 17.87522315979004, 17.619524002075195, 15.618376731872559, 16.080636978149414, 18.22348976135254, 16.34031867980957, 17.21585464477539, 17.3110294342041, 18.801977157592773, 17.883127212524414, 17.09333038330078, 17.59981918334961, 18.7675724029541, 18.893762588500977, 15.871476173400879, 18.122392654418945, 17.606536865234375, 17.632558822631836, 16.578126907348633, 17.69774627685547, 17.908090591430664, 17.48149299621582, 17.86286163330078, 16.602075576782227, 17.212486267089844, 17.851760864257812, 16.556196212768555, 16.967485427856445, 16.372283935546875, 17.760568618774414, 15.640941619873047, 17.688596725463867, 15.91970157623291, 18.020002365112305, 17.948556900024414, 18.348501205444336, 16.909473419189453, 20.090150833129883, 15.758686065673828, 17.89143943786621, 16.629093170166016, 17.852828979492188, 18.194841384887695, 17.126869201660156, 16.918066024780273, 15.9088773727417, 17.09267234802246, 18.688180923461914, 17.039880752563477, 17.733671188354492, 17.239347457885742, 18.472848892211914, 16.933523178100586, 17.606292724609375, 17.817489624023438, 19.061790466308594, 17.737934112548828, 16.721454620361328, 16.818218231201172, 18.40997314453125, 19.106494903564453, 18.550167083740234, 17.2428035736084, 16.785682678222656, 18.325103759765625, 17.58454704284668, 16.18989372253418, 17.749847412109375, 17.2596435546875, 17.971349716186523, 17.550424575805664, 16.866376876831055, 17.02017593383789, 18.88059425354004, 18.554424285888672, 16.098552703857422, 19.136375427246094, 16.054248809814453, 18.634624481201172, 17.466583251953125, 16.911785125732422, 17.4649658203125, 17.984020233154297, 17.356155395507812, 17.61473846435547, 17.690168380737305, 16.816436767578125, 16.989383697509766, 17.39089584350586, 16.143022537231445, 18.125898361206055, 17.782968521118164, 18.785232543945312, 16.829612731933594, 17.779909133911133, 17.338153839111328, 18.892541885375977, 17.66815757751465, 17.80069351196289, 18.641252517700195, 19.067270278930664, 16.25826072692871, 17.530445098876953, 17.762025833129883, 19.959484100341797, 19.137590408325195, 17.724950790405273, 17.220216751098633, 17.720596313476562, 17.751399993896484, 17.001317977905273, 18.209407806396484, 18.079347610473633, 19.03540802001953, 17.54863929748535, 17.278627395629883, 16.91274642944336, 16.725339889526367, 16.531658172607422, 17.763336181640625, 17.5311336517334, 18.253936767578125, 17.380573272705078, 15.672703742980957, 18.59766960144043, 17.41817855834961, 17.687435150146484, 16.613454818725586, 16.97922134399414, 17.470674514770508, 18.95611572265625, 17.975521087646484, 18.32514762878418, 18.696638107299805, 18.340484619140625, 15.86159896850586, 17.808992385864258, 16.063764572143555, 17.836740493774414, 17.795042037963867, 17.903051376342773, 17.42982292175293, 17.811111450195312, 18.092811584472656, 18.584253311157227, 18.633440017700195, 16.51385498046875, 16.776185989379883, 18.207538604736328, 19.06349754333496, 16.283939361572266, 16.888734817504883, 17.457740783691406, 17.963424682617188, 17.02139663696289, 17.84636878967285, 18.64038848876953, 16.468965530395508, 17.356365203857422, 17.560361862182617, 18.544921875, 17.29722785949707, 18.94704246520996, 17.043886184692383, 16.151718139648438, 16.678667068481445, 17.31192398071289, 18.56586456298828, 17.655475616455078, 17.257137298583984, 17.718181610107422, 16.10094451904297, 17.253713607788086, 16.77107810974121, 18.177202224731445, 18.872507095336914, 18.32792091369629, 16.461225509643555, 16.83199119567871, 18.416845321655273, 16.729825973510742, 18.279678344726562, 16.500770568847656, 15.887503623962402, 20.000961303710938, 17.88928985595703, 17.775510787963867, 16.012496948242188, 18.024198532104492, 16.123741149902344, 15.651702880859375, 16.572431564331055, 17.704681396484375, 16.839059829711914, 16.000972747802734, 17.695140838623047, 17.44367218017578, 18.405141830444336, 17.705036163330078, 17.73060417175293, 18.273632049560547, 16.39459991455078, 18.90092658996582, 17.972814559936523, 17.710466384887695, 16.53656578063965, 16.06857681274414, 16.511241912841797, 18.08823013305664, 17.986541748046875, 16.90182113647461, 17.630821228027344, 16.226978302001953, 17.980525970458984, 17.16663932800293, 15.762045860290527, 18.910472869873047, 16.162757873535156, 18.117891311645508, 16.86063575744629, 18.254133224487305, 16.867212295532227, 18.0113525390625, 18.18768310546875, 18.052274703979492, 15.611174583435059, 17.33092498779297, 18.968795776367188, 16.772260665893555, 15.73429012298584, 17.322795867919922, 16.63054084777832, 18.48225212097168, 16.271284103393555, 16.268848419189453, 16.6047420501709, 16.421377182006836, 16.707727432250977, 17.196914672851562, 17.537961959838867, 16.45256233215332, 18.138612747192383, 18.670700073242188, 18.027217864990234, 18.617944717407227, 17.513437271118164, 18.378793716430664, 18.330747604370117, 18.255107879638672, 18.145265579223633, 18.858863830566406, 16.140806198120117, 17.458288192749023, 18.03086280822754, 17.55357551574707, 17.637603759765625, 17.407075881958008, 17.742408752441406, 17.455642700195312, 16.898906707763672, 17.054298400878906, 17.556087493896484, 18.796335220336914, 18.816869735717773, 17.0790958404541, 18.134078979492188, 18.805315017700195, 17.698774337768555, 17.78691864013672, 15.944465637207031, 16.61663055419922, 18.634214401245117, 19.170669555664062, 17.258054733276367, 17.716705322265625, 17.775487899780273, 16.902587890625, 17.495723724365234, 18.4067325592041, 18.856266021728516, 16.04666519165039, 17.49848175048828, 17.149272918701172, 17.376707077026367, 18.391971588134766, 16.113950729370117, 16.573930740356445, 18.768877029418945, 18.66946792602539, 15.859986305236816, 19.00105857849121, 18.811098098754883, 17.63167953491211, 16.01026725769043, 16.592599868774414, 17.645557403564453, 18.8045654296875, 17.12445068359375, 18.7716007232666, 18.798259735107422, 17.053691864013672, 16.993099212646484, 17.349685668945312, 17.22031593322754, 16.72374153137207, 18.876983642578125, 16.947494506835938, 18.25052261352539, 17.814754486083984, 18.224302291870117, 17.54897117614746, 16.459455490112305, 16.137561798095703, 18.499727249145508, 17.537126541137695, 18.149320602416992, 18.540353775024414, 18.686384201049805, 16.249156951904297, 17.06184196472168, 18.237844467163086, 17.153087615966797, 18.0321044921875, 19.101726531982422, 17.118301391601562, 15.980707168579102, 18.615102767944336, 18.659526824951172, 16.088363647460938, 16.067859649658203, 16.264293670654297, 18.02024269104004, 16.316715240478516, 18.573402404785156, 16.188535690307617, 18.536239624023438, 17.769010543823242, 18.899152755737305, 17.345623016357422, 17.809139251708984, 17.818485260009766, 17.369726181030273, 17.02423667907715, 17.762928009033203, 17.731632232666016, 17.65428924560547, 17.59727668762207, 15.958029747009277, 17.10950469970703, 17.08357810974121, 17.80408477783203, 18.09787368774414, 17.527524948120117, 15.57363224029541, 18.816858291625977, 15.934123039245605, 17.731176376342773, 16.934181213378906, 18.06447410583496, 16.531444549560547, 17.770950317382812, 18.40056610107422, 16.303543090820312, 17.982511520385742, 18.860342025756836, 17.298812866210938, 16.95193862915039, 18.37881851196289, 18.3513126373291, 17.685100555419922, 18.686717987060547, 18.182144165039062, 18.36713218688965, 17.039535522460938, 18.368167877197266, 17.519878387451172, 16.690780639648438, 18.686464309692383, 18.39557647705078, 17.711139678955078, 18.915746688842773, 17.509347915649414, 18.151752471923828, 16.653310775756836, 16.44510841369629, 16.86338996887207, 16.402353286743164, 18.88663101196289, 17.108570098876953, 18.049318313598633, 16.956586837768555, 19.18798828125, 18.717330932617188, 18.821611404418945, 20.22662925720215, 18.39912986755371, 16.425031661987305, 18.342416763305664, 17.577533721923828, 18.873607635498047, 15.533211708068848, 17.61715316772461, 18.03630828857422, 18.088346481323242, 18.193614959716797, 16.74652862548828, 16.48918342590332, 17.90699005126953, 18.521255493164062, 16.114194869995117, 15.896775245666504, 18.19094467163086, 16.595478057861328, 17.354461669921875, 18.167434692382812, 17.36786460876465, 18.4443359375, 18.473377227783203, 17.013153076171875, 17.539609909057617, 18.00235366821289, 16.080665588378906, 16.82282066345215, 19.157209396362305, 17.299755096435547, 17.568504333496094, 16.160018920898438, 16.59580421447754, 17.472728729248047, 17.918447494506836, 18.20083999633789, 18.74578094482422, 17.623653411865234, 16.55348014831543, 17.4877986907959, 18.184368133544922, 17.031518936157227, 17.433015823364258, 16.273666381835938, 17.00634002685547, 18.54866600036621, 16.594226837158203, 17.77912139892578, 18.114591598510742, 18.769760131835938, 18.31189727783203, 15.96264934539795, 18.73537254333496, 18.755216598510742, 16.197168350219727, 17.769102096557617, 18.595067977905273, 17.918115615844727, 17.085391998291016, 16.56792449951172, 17.774593353271484, 17.06037712097168, 16.790706634521484, 20.03748893737793, 15.724215507507324, 18.800630569458008, 18.460411071777344, 18.22661590576172, 18.25371742248535, 17.70770263671875, 17.54970359802246, 18.7716007232666, 17.746444702148438, 16.946592330932617, 17.0916690826416, 16.229324340820312, 17.774110794067383, 15.67103385925293, 18.721145629882812, 17.238285064697266, 17.952831268310547, 17.951061248779297, 16.224740982055664, 18.524484634399414, 15.851983070373535, 18.416465759277344, 16.895065307617188, 17.77570152282715, 17.233671188354492, 18.83637237548828, 16.623952865600586, 16.842546463012695, 17.367467880249023, 16.97466278076172, 17.41756820678711, 16.822481155395508, 17.84492301940918, 18.538101196289062, 17.316570281982422, 16.734359741210938, 17.26423454284668, 17.39598274230957, 20.06753158569336, 17.219005584716797, 18.30209732055664, 18.71123504638672, 16.851808547973633, 17.994731903076172, 17.30671501159668, 18.305789947509766, 16.122039794921875, 16.58930206298828, 18.92725944519043, 18.466596603393555, 18.35109519958496, 16.288576126098633, 16.390140533447266, 19.1313419342041, 16.29404640197754, 17.741724014282227, 16.402481079101562, 18.35137367248535, 17.50927734375, 16.505836486816406, 16.032928466796875, 16.229902267456055, 17.958332061767578, 18.761512756347656, 18.500642776489258, 17.518827438354492, 17.972387313842773, 16.28220558166504, 17.434545516967773, 18.05715560913086, 17.553598403930664, 17.55510711669922, 16.897994995117188, 17.534034729003906, 16.569108963012695, 17.758651733398438, 16.957536697387695, 17.541736602783203, 17.472326278686523, 16.207019805908203, 18.43231201171875, 17.916608810424805, 16.504823684692383, 17.639265060424805, 17.473432540893555, 18.94540786743164, 18.531936645507812, 17.201765060424805, 15.87313175201416, 17.06104850769043, 15.87002944946289, 15.771728515625, 18.16960334777832, 17.154497146606445, 19.005611419677734, 16.68880271911621, 15.756109237670898, 18.113656997680664, 15.671835899353027, 18.531789779663086, 15.914628982543945, 17.6794490814209, 17.66254997253418, 18.127721786499023, 18.612545013427734, 19.002676010131836, 16.505765914916992, 16.64950942993164, 18.49361228942871, 18.058473587036133, 18.796916961669922, 19.319120407104492, 18.862234115600586, 15.74451732635498, 17.63924217224121, 16.052715301513672, 18.82639503479004, 18.107791900634766, 17.825611114501953, 18.143199920654297, 18.80634880065918, 18.2484073638916, 18.36663246154785, 17.559600830078125, 16.68419075012207, 18.616207122802734, 17.6268253326416, 17.600234985351562, 15.643515586853027, 16.92778205871582, 17.787630081176758, 18.919269561767578, 18.159992218017578, 18.142833709716797, 17.515241622924805, 18.1440486907959, 17.18074607849121, 17.9394474029541, 17.841320037841797, 17.145339965820312, 17.95766258239746, 17.848098754882812, 18.129966735839844, 16.07724952697754, 16.457408905029297, 16.51653480529785, 16.429065704345703, 17.81879425048828, 18.775293350219727, 18.715898513793945, 17.25214195251465, 17.840274810791016, 17.509763717651367, 17.24599838256836, 16.619731903076172, 17.03513526916504, 18.344852447509766, 17.58794403076172, 18.340713500976562, 18.32087516784668, 18.139116287231445, 17.98262596130371, 17.281797409057617, 17.917837142944336, 16.883420944213867, 16.42108154296875, 16.555959701538086, 18.74480438232422, 18.940946578979492, 17.428308486938477, 17.240772247314453, 17.18943977355957, 16.654287338256836, 17.49834442138672, 17.983484268188477, 16.44917106628418, 17.535369873046875, 17.707002639770508, 17.42442512512207, 17.980459213256836, 17.17803955078125, 16.272146224975586, 17.825847625732422, 17.84485626220703, 17.09865951538086, 15.798276901245117, 17.676319122314453, 17.337787628173828, 16.645442962646484, 16.493955612182617, 16.776660919189453, 17.367433547973633, 17.97742462158203, 18.24017333984375, 17.951353073120117, 18.215343475341797, 17.590885162353516, 17.877546310424805, 17.936071395874023, 16.736717224121094, 16.036718368530273, 18.34392738342285, 18.23579978942871, 16.47863006591797, 16.663814544677734, 18.630661010742188, 16.07307243347168, 18.22075080871582, 18.028217315673828, 17.45882225036621, 18.701942443847656, 17.70771026611328, 17.11039924621582, 18.210952758789062, 18.745214462280273, 18.07958221435547, 16.537349700927734, 18.605756759643555, 18.834003448486328, 18.011333465576172, 15.58538818359375, 17.348556518554688, 18.377595901489258, 15.993477821350098, 16.96208381652832, 18.192249298095703, 17.538265228271484, 18.961687088012695, 17.127147674560547, 20.154375076293945, 15.647895812988281, 18.577835083007812, 17.877439498901367, 17.50157356262207, 18.980688095092773, 17.110595703125, 17.106754302978516, 16.955570220947266, 18.63323402404785, 17.916030883789062, 17.477432250976562, 17.912307739257812, 18.011066436767578, 20.223608016967773, 17.923864364624023, 17.529251098632812, 17.803178787231445, 18.759658813476562, 17.445497512817383, 16.766460418701172, 18.20633316040039, 18.01002311706543, 17.972143173217773, 18.67051887512207, 15.531232833862305, 17.188072204589844, 18.515962600708008, 17.464344024658203, 17.901330947875977, 18.952381134033203, 17.190786361694336, 15.6200590133667, 18.095016479492188, 18.52645492553711, 16.67378044128418, 18.5467472076416, 17.570175170898438, 18.246414184570312, 18.453210830688477, 17.275875091552734, 15.86943244934082, 17.505155563354492, 18.001155853271484, 18.507734298706055, 16.360713958740234, 17.95979881286621, 16.922916412353516, 18.50057601928711, 16.760114669799805, 17.56608009338379, 16.977359771728516, 16.864599227905273, 16.344921112060547, 18.16742515563965, 18.382883071899414, 17.861318588256836, 16.05432891845703, 17.149818420410156, 16.033340454101562, 18.354862213134766, 18.869327545166016, 18.8535099029541, 19.85065269470215, 18.801008224487305, 16.608707427978516, 17.990888595581055, 17.628833770751953, 17.240337371826172, 16.241710662841797, 17.83141326904297, 16.696125030517578, 15.943218231201172, 17.29990577697754, 17.36549186706543, 16.987083435058594, 16.76882553100586, 17.76979637145996, 17.074132919311523, 16.18477439880371, 16.675968170166016, 19.068058013916016, 18.47357177734375, 17.527366638183594, 16.59996223449707, 17.283281326293945, 16.68274688720703, 18.908491134643555, 18.35738754272461, 18.279129028320312, 18.22199058532715, 17.640275955200195, 18.30710220336914, 18.148685455322266, 17.246156692504883, 17.643627166748047, 17.124494552612305, 16.685819625854492, 16.245492935180664, 16.027868270874023, 17.707439422607422, 18.292369842529297, 16.153505325317383, 18.545886993408203, 17.01883888244629, 18.671798706054688, 18.32895278930664, 19.017620086669922, 17.825294494628906, 17.27811050415039, 17.61488151550293, 17.070383071899414, 18.45026969909668, 17.16544532775879, 17.36379051208496, 19.058372497558594, 17.93413543701172, 17.529096603393555, 17.089115142822266, 17.57623291015625, 17.573415756225586, 18.217214584350586, 18.207775115966797, 17.85543441772461, 17.67824363708496, 16.853513717651367, 18.042943954467773, 17.902299880981445, 18.479408264160156, 15.984874725341797, 18.32160758972168, 19.968177795410156, 17.943782806396484, 17.118513107299805, 18.928483963012695, 17.83741569519043, 18.075532913208008, 15.648521423339844, 17.088396072387695, 18.38286590576172, 17.384496688842773, 17.268442153930664, 16.483001708984375, 16.232257843017578, 19.09193992614746, 17.808822631835938, 18.478343963623047, 16.461803436279297, 17.458219528198242, 18.412704467773438, 15.9114351272583, 18.35051918029785, 17.103282928466797, 16.917640686035156, 16.948156356811523, 17.562101364135742, 17.580848693847656, 15.879603385925293, 18.617008209228516, 15.97794246673584, 15.889054298400879, 19.28760528564453, 18.015180587768555, 15.637883186340332, 16.375045776367188, 18.305191040039062, 17.79514503479004, 17.41762924194336, 16.818758010864258, 19.13689613342285, 16.729156494140625, 16.93784523010254, 17.619640350341797, 17.00271224975586, 17.5239315032959, 18.68963050842285, 16.188581466674805, 16.814970016479492, 17.25493621826172, 16.21086311340332, 17.814167022705078, 18.288005828857422, 15.535321235656738, 17.633203506469727, 15.942906379699707, 18.86219024658203, 17.129262924194336, 18.709444046020508, 15.912884712219238, 18.91488265991211, 17.4692325592041, 18.95207977294922, 16.685876846313477, 17.737625122070312, 17.1402645111084, 16.562397003173828, 16.586027145385742, 17.671550750732422, 16.796154022216797, 18.199718475341797, 16.118101119995117, 17.923152923583984, 15.843375205993652, 17.858505249023438, 17.62636375427246, 18.28156280517578, 16.615816116333008, 18.53307342529297, 17.141870498657227, 18.600168228149414, 16.712343215942383, 16.049659729003906, 18.70966148376465, 18.130943298339844, 17.77292823791504, 17.678964614868164, 18.74200439453125, 17.581632614135742, 17.182693481445312, 18.552276611328125, 18.117992401123047, 18.410400390625, 18.055908203125, 18.87954330444336, 17.5471248626709, 17.0820369720459, 16.024784088134766, 17.00438117980957, 16.923049926757812, 18.410409927368164, 16.46537971496582, 17.482162475585938, 16.49056625366211, 16.280780792236328, 18.798648834228516, 17.900413513183594, 18.64569091796875, 16.331951141357422, 20.262935638427734, 18.984758377075195, 18.157270431518555, 16.830341339111328, 17.816133499145508, 18.966915130615234, 17.89417839050293, 18.628250122070312, 17.215131759643555, 15.983139038085938, 16.206661224365234, 17.10103416442871, 17.518516540527344, 18.578283309936523, 18.645931243896484, 17.193931579589844, 18.507844924926758, 17.0618839263916, 17.905010223388672, 18.111732482910156, 18.01059341430664, 17.14971923828125, 15.784886360168457, 15.762081146240234, 15.611404418945312, 18.286148071289062, 18.829206466674805, 16.207136154174805, 16.091142654418945, 17.947975158691406, 17.712730407714844, 18.853271484375, 18.360273361206055, 18.768091201782227, 16.32695960998535, 17.9809513092041, 15.596817970275879, 19.096736907958984, 18.84435272216797, 17.338937759399414, 19.916316986083984, 16.91412353515625, 18.053491592407227, 17.53396987915039, 17.440969467163086, 15.725493431091309, 16.266263961791992, 18.976646423339844, 18.96938133239746, 17.853015899658203, 16.89056396484375, 16.31698989868164, 17.856748580932617, 18.723234176635742, 18.72496795654297, 17.35657501220703, 18.55366325378418, 17.391008377075195, 18.40260887145996, 15.970112800598145, 18.92947769165039, 17.076889038085938, 18.957731246948242, 18.387958526611328, 17.850826263427734, 18.079660415649414, 15.82287311553955, 17.240276336669922, 18.548215866088867, 18.950027465820312, 15.527338981628418, 17.964183807373047, 16.55044937133789, 18.079177856445312, 17.141265869140625, 18.14992332458496, 17.723052978515625, 18.74038314819336, 16.562410354614258, 18.642066955566406, 17.941162109375, 18.065919876098633, 20.202274322509766, 17.450712203979492, 17.874553680419922, 16.496654510498047, 15.510408401489258, 18.617904663085938, 20.35757064819336, 17.985107421875, 18.55512237548828, 15.854832649230957, 16.602006912231445, 18.40097999572754, 16.150779724121094, 16.05032730102539, 18.37320327758789, 15.948770523071289, 16.782907485961914, 17.009248733520508, 16.080699920654297, 17.942306518554688, 16.66672134399414, 17.436819076538086, 16.417217254638672, 19.40867042541504, 15.908198356628418, 15.68764591217041, 18.382150650024414, 18.28302574157715, 18.36464500427246, 17.898893356323242, 16.253093719482422, 17.68353843688965, 17.42963409423828, 15.81336784362793, 17.108917236328125, 16.787628173828125, 16.31089973449707, 18.238590240478516, 16.982519149780273, 18.426179885864258, 15.869083404541016, 16.026453018188477, 15.643237113952637, 17.257095336914062, 17.34064292907715, 16.702550888061523, 16.67820930480957, 17.70948600769043, 17.801401138305664, 17.884750366210938, 16.630878448486328, 17.302799224853516, 16.88670539855957, 16.747325897216797, 16.648481369018555, 17.923507690429688, 17.793766021728516, 18.291362762451172, 18.927913665771484, 17.579227447509766, 17.396944046020508, 17.22641372680664, 18.90891456604004, 16.78211212158203, 17.869157791137695, 15.925833702087402, 16.585357666015625, 18.15840721130371, 16.472532272338867, 18.728490829467773, 16.435575485229492, 16.755403518676758, 16.96222496032715, 18.265417098999023, 18.134632110595703, 16.936641693115234, 18.807697296142578, 16.414960861206055, 17.541881561279297, 16.5017147064209, 16.2122745513916, 19.15785026550293, 18.55576515197754, 18.766321182250977, 17.02658462524414, 16.721778869628906, 17.543893814086914, 16.910493850708008, 20.103191375732422, 18.89794158935547, 20.239768981933594, 18.878250122070312, 15.567256927490234, 17.023120880126953, 18.331819534301758, 19.326854705810547, 18.352617263793945, 17.001026153564453, 16.738637924194336, 17.596111297607422, 18.26477813720703, 16.6651554107666, 18.22171401977539, 16.629526138305664, 16.502294540405273, 18.10732078552246, 16.582416534423828, 19.02651596069336, 17.904664993286133, 17.407133102416992, 18.19173812866211, 18.545318603515625, 19.16246795654297, 16.83045768737793, 18.850921630859375, 17.330345153808594, 18.2189998626709, 17.402482986450195, 16.973011016845703, 18.831541061401367, 18.38003158569336, 17.361469268798828, 18.60106658935547, 18.383651733398438, 19.056270599365234, 18.9078369140625, 16.488922119140625, 17.5535831451416, 16.734275817871094, 17.377649307250977, 17.76045799255371, 17.200340270996094, 15.751424789428711, 16.880455017089844, 17.505035400390625, 15.696656227111816, 17.256755828857422, 17.536062240600586, 16.9339542388916, 16.30961799621582, 17.644433975219727, 16.169479370117188, 17.601030349731445, 16.808067321777344, 16.82538604736328, 17.61324119567871, 18.162647247314453, 17.636962890625, 16.296600341796875, 16.596782684326172, 15.462581634521484, 18.224252700805664, 19.19039535522461, 17.082454681396484, 18.346168518066406, 18.107942581176758, 18.565244674682617, 15.790203094482422, 16.479387283325195, 17.861473083496094, 17.173009872436523, 17.596879959106445, 15.546581268310547, 17.31312370300293, 20.35204315185547, 16.68705177307129, 17.92596435546875, 17.261777877807617, 17.217716217041016, 17.6185359954834, 15.97015380859375, 18.52942657470703, 16.981121063232422, 17.234201431274414, 18.341449737548828, 16.98087501525879, 18.156320571899414, 16.949474334716797, 16.239147186279297, 16.918167114257812, 16.9804630279541, 15.687623977661133, 16.644968032836914, 16.005537033081055, 18.20941925048828, 16.521459579467773, 18.12307357788086, 17.823780059814453, 18.00399398803711, 17.5805721282959, 18.99456214904785, 17.852115631103516, 17.16597557067871, 17.792478561401367, 18.430503845214844, 17.786144256591797, 17.818042755126953, 16.26397705078125, 17.52724266052246, 17.761198043823242, 17.900800704956055, 18.158727645874023, 17.41969871520996, 17.28158950805664, 16.85863494873047, 17.786762237548828, 16.68083381652832, 16.48761749267578, 18.71516990661621, 17.465158462524414, 16.784908294677734, 18.155960083007812, 17.414846420288086, 17.848539352416992, 18.391401290893555, 17.68970489501953, 18.037431716918945, 18.71476173400879, 18.194814682006836, 17.894567489624023, 18.486743927001953, 17.576128005981445, 16.576623916625977, 18.412769317626953, 15.54460334777832, 19.112560272216797, 18.028390884399414, 17.87237548828125, 18.38783073425293, 16.639909744262695, 18.013090133666992, 16.52523422241211, 17.07288360595703, 17.96875, 18.96350860595703, 18.279218673706055, 17.410869598388672, 16.36248207092285, 16.821617126464844, 17.01583480834961, 18.380205154418945, 18.648204803466797, 16.69720458984375, 15.85106086730957, 16.08661460876465, 17.681642532348633, 17.57590675354004, 17.028827667236328, 17.318132400512695, 17.754430770874023, 18.794191360473633, 16.18697166442871, 18.05048179626465, 15.841294288635254, 18.809585571289062, 18.608320236206055, 16.469623565673828, 18.681316375732422, 17.122976303100586, 17.97105598449707, 16.20947265625, 18.514623641967773, 15.752568244934082, 17.067401885986328, 17.856264114379883, 17.435222625732422, 18.097002029418945, 17.209646224975586, 18.233919143676758, 17.90789222717285, 18.522449493408203, 18.195493698120117, 17.06047821044922, 16.97895050048828, 15.992403030395508, 18.890552520751953, 16.13923454284668, 20.25689697265625, 17.06026840209961, 18.280067443847656, 17.500667572021484, 15.97635555267334, 15.674196243286133, 16.437820434570312, 18.873010635375977, 16.63317108154297, 16.116239547729492, 18.78409194946289, 19.01106834411621, 15.811348915100098, 18.487804412841797, 16.744279861450195, 17.409791946411133, 16.10578155517578, 18.153730392456055, 17.619325637817383, 17.622224807739258, 16.131031036376953, 16.81884002685547, 17.54947280883789, 17.087570190429688, 16.399633407592773, 16.987062454223633, 18.826528549194336, 16.59527015686035, 15.653722763061523, 16.76546287536621, 15.809694290161133, 18.510072708129883, 17.559246063232422, 16.59877586364746, 16.845590591430664, 19.108036041259766, 17.881134033203125, 17.971559524536133, 15.767632484436035, 15.770905494689941, 18.51376724243164, 18.44162368774414, 17.9995059967041, 17.194494247436523, 16.29323959350586, 17.539365768432617, 16.48833465576172, 18.824758529663086, 16.544933319091797, 18.957021713256836, 18.06620979309082, 18.306232452392578, 16.420482635498047, 16.74936866760254, 16.571081161499023, 17.36540985107422, 17.588329315185547, 16.782379150390625, 17.225038528442383, 17.53435707092285, 17.759244918823242, 17.009111404418945, 18.326148986816406, 16.100934982299805, 17.41401481628418, 18.415786743164062, 16.61284828186035, 17.482650756835938, 16.030948638916016, 16.628742218017578, 17.657583236694336, 17.021739959716797, 19.571165084838867, 16.14719581604004, 17.301982879638672, 16.295970916748047, 18.67624855041504, 17.267099380493164, 16.57675552368164, 17.918224334716797, 16.851280212402344, 16.38332176208496, 17.86294937133789, 17.292451858520508, 17.913118362426758, 18.61989974975586, 17.848548889160156, 17.412195205688477, 18.328296661376953, 18.12772560119629, 18.681119918823242, 16.726821899414062, 16.19632911682129, 16.029415130615234, 15.960960388183594, 17.25554847717285, 16.5264835357666, 17.484325408935547, 17.72184944152832, 15.844659805297852, 17.628067016601562, 18.208656311035156, 15.651952743530273, 17.213951110839844, 19.072275161743164, 18.930118560791016, 16.688413619995117, 16.496854782104492, 17.495403289794922, 17.495309829711914, 18.62812042236328, 20.123985290527344, 17.159645080566406, 17.361425399780273, 18.16444969177246, 16.58082389831543, 16.69103240966797, 17.874187469482422, 17.65184783935547, 17.690349578857422, 17.773212432861328, 16.395753860473633, 18.0310115814209, 18.842945098876953, 18.10396957397461, 18.294658660888672, 18.458179473876953, 15.761506080627441, 17.77654266357422, 16.78647232055664, 16.488508224487305, 17.309795379638672, 15.906801223754883, 17.383338928222656, 17.421161651611328, 17.83699607849121, 15.993191719055176, 16.82229995727539, 17.00039291381836, 16.3345890045166, 17.99826431274414, 16.93245506286621, 18.118309020996094, 18.877182006835938, 18.534582138061523, 17.006166458129883, 16.686298370361328, 16.078073501586914, 18.38749885559082, 18.099382400512695, 15.998230934143066, 18.207868576049805, 15.614046096801758, 15.43621826171875, 16.42416763305664, 18.038848876953125, 17.838943481445312, 17.821744918823242, 17.65207862854004, 17.492101669311523, 17.25001335144043, 18.38857078552246, 15.737340927124023, 16.966466903686523, 15.864683151245117, 17.15848731994629, 16.978946685791016, 16.98356056213379, 17.63213539123535, 15.650739669799805, 18.37863540649414, 18.249774932861328, 18.861783981323242, 18.140663146972656, 18.317323684692383, 17.999099731445312, 17.070022583007812, 16.21164321899414, 18.279844284057617, 17.329261779785156, 17.407928466796875, 18.099346160888672, 18.331348419189453, 18.093244552612305, 18.648344039916992, 16.337793350219727, 16.66312026977539, 18.129907608032227, 17.2007999420166, 18.04700469970703, 18.23457908630371, 18.72927474975586, 17.344253540039062, 16.948486328125, 19.154897689819336, 18.59002113342285, 16.914947509765625, 16.961313247680664, 16.99098777770996, 16.063983917236328, 17.656478881835938, 17.527746200561523, 18.191146850585938, 17.607322692871094, 16.541812896728516, 18.532285690307617, 19.058725357055664, 18.28184700012207, 17.452978134155273, 18.935237884521484, 16.312036514282227, 17.8439998626709, 15.970516204833984, 18.690349578857422, 17.566143035888672, 16.896766662597656, 18.763072967529297, 19.21158218383789, 19.201120376586914, 16.75680160522461, 17.627485275268555, 16.076080322265625, 15.901472091674805, 17.53207778930664, 17.222240447998047, 18.975505828857422, 17.67256736755371, 16.218652725219727, 18.3009033203125, 16.355783462524414, 18.89217185974121, 17.961626052856445, 18.26702308654785, 15.923856735229492, 17.802349090576172, 17.485628128051758, 19.12192153930664, 18.382953643798828, 17.44907569885254, 18.361173629760742, 17.872270584106445, 17.287290573120117, 16.91518783569336, 15.997703552246094, 18.11197853088379, 17.5518741607666, 16.72686004638672, 17.44118881225586, 17.537559509277344, 17.28766441345215, 17.900146484375, 17.164987564086914, 15.942251205444336, 16.318279266357422, 17.50874900817871, 16.335285186767578, 17.961559295654297, 17.768360137939453, 16.630151748657227, 18.70514488220215, 16.839035034179688, 17.622398376464844, 17.374814987182617, 20.01463508605957, 17.516477584838867, 16.222734451293945, 16.74384880065918, 20.078594207763672, 15.843902587890625, 16.63016128540039, 18.17180061340332, 17.351829528808594, 18.085020065307617, 17.385225296020508, 17.35276222229004, 16.89289665222168, 17.21149253845215, 17.803470611572266, 20.191059112548828, 16.47673225402832, 18.518932342529297, 17.592588424682617, 18.56521987915039, 19.12631607055664, 16.541244506835938, 18.001197814941406, 18.562406539916992, 19.04269790649414, 17.148818969726562, 17.24289321899414, 18.844345092773438, 18.57229995727539, 15.465978622436523, 18.464618682861328, 18.167890548706055, 17.624998092651367, 18.403776168823242, 18.384401321411133, 18.550865173339844, 16.310361862182617, 18.53376007080078, 18.902605056762695, 17.250835418701172, 17.8689022064209, 16.0497989654541, 18.417221069335938, 17.800472259521484, 19.929298400878906, 18.53025245666504, 16.0758113861084, 17.07158660888672, 18.27153968811035, 16.167407989501953, 17.157875061035156, 17.197587966918945, 16.70147705078125, 16.53896713256836, 18.644439697265625, 18.06646728515625, 17.671947479248047, 17.986988067626953, 17.242919921875, 15.99172592163086, 16.69278335571289, 17.078493118286133, 16.59233283996582, 17.238662719726562, 18.27027130126953, 17.79362678527832, 18.19851303100586, 17.226972579956055, 17.066936492919922, 17.050928115844727, 16.57584571838379, 15.81501579284668, 18.56487464904785, 18.180124282836914, 18.567054748535156, 17.271240234375, 18.305606842041016, 19.06430435180664, 16.781986236572266, 18.724397659301758, 16.471315383911133, 15.999725341796875, 18.012067794799805, 18.00728416442871, 16.1782283782959, 18.236509323120117, 17.64167594909668, 19.117408752441406, 18.52254295349121, 17.55659294128418, 17.850975036621094, 15.639670372009277, 18.129772186279297, 18.953166961669922, 18.031177520751953, 18.50115966796875, 17.526321411132812, 18.643632888793945, 18.272125244140625, 17.06175422668457, 18.143678665161133, 18.976572036743164, 18.14873504638672, 17.854808807373047, 18.743255615234375, 18.168926239013672, 17.528797149658203, 16.872718811035156, 18.854785919189453, 16.716896057128906, 17.44615364074707, 19.179166793823242, 16.91542625427246, 17.496248245239258, 16.702381134033203, 18.530601501464844, 18.60556983947754, 18.091632843017578, 17.679533004760742, 16.88495635986328, 18.96019744873047, 17.829946517944336, 18.706058502197266, 18.779085159301758, 18.19070053100586, 16.458356857299805, 17.84272575378418, 17.214523315429688, 16.06587028503418, 18.93069076538086, 17.266529083251953, 15.486133575439453, 15.982908248901367, 16.655073165893555, 18.634122848510742, 16.500328063964844, 16.94070053100586, 18.168895721435547, 16.707365036010742, 16.496837615966797, 15.913629531860352, 17.565940856933594, 18.7080020904541, 18.67781639099121, 18.00455093383789, 18.994163513183594, 17.34268569946289, 17.332229614257812, 17.91035270690918, 18.160240173339844, 17.46269416809082, 16.306947708129883, 16.276824951171875, 18.213171005249023, 16.82567024230957, 16.22844886779785, 15.834510803222656, 17.910104751586914, 17.3834228515625, 16.67243766784668, 16.921451568603516, 16.941650390625, 17.005163192749023, 17.916696548461914, 18.934560775756836, 16.752822875976562, 16.621376037597656, 16.28939437866211, 20.118013381958008, 16.460588455200195, 16.450794219970703, 17.505847930908203, 18.28211784362793, 17.312776565551758, 15.5960111618042, 17.67300796508789, 18.46240997314453, 18.057249069213867, 17.6159610748291, 18.389802932739258, 17.150331497192383, 18.26505470275879, 17.861019134521484, 18.921255111694336, 18.72814178466797, 18.05059814453125, 18.823976516723633, 18.36905288696289, 15.664929389953613, 17.332874298095703, 17.90667724609375, 18.757160186767578, 18.723094940185547, 15.846192359924316, 17.83479118347168, 19.584863662719727, 16.68419647216797, 16.59328269958496, 16.348648071289062, 17.3223934173584, 18.781108856201172, 15.806550979614258, 16.492002487182617, 17.484905242919922, 18.25401496887207, 19.071453094482422, 18.385265350341797, 17.911754608154297, 17.062517166137695, 15.71987247467041, 16.866317749023438, 17.273361206054688, 17.303329467773438, 16.282936096191406, 17.63808822631836, 16.565109252929688, 17.27294158935547, 16.693756103515625, 18.331218719482422, 16.577850341796875, 15.632196426391602, 18.529939651489258, 18.088138580322266, 16.472984313964844, 18.009031295776367, 15.880805969238281, 17.814279556274414, 16.633949279785156, 17.449983596801758, 17.69437599182129, 17.88253402709961, 17.664875030517578, 16.306188583374023, 18.382652282714844, 19.786848068237305, 18.800317764282227, 17.069347381591797, 17.57283592224121, 16.112401962280273, 18.941232681274414, 18.186580657958984, 18.045724868774414, 17.336313247680664, 18.83820152282715, 17.143211364746094, 17.4472713470459, 18.795812606811523, 19.032390594482422, 18.388965606689453, 15.781218528747559, 16.03378677368164, 16.894878387451172, 17.975492477416992, 17.22793960571289, 19.04368782043457, 18.185840606689453, 18.232141494750977, 17.710474014282227, 17.87510871887207, 17.434907913208008, 17.455272674560547, 18.3858585357666, 18.164154052734375, 17.345609664916992, 18.345550537109375, 19.120433807373047, 18.039831161499023, 16.845985412597656, 18.171661376953125, 17.715438842773438, 17.41764259338379, 17.443042755126953, 18.322553634643555, 17.06112289428711, 15.764739036560059, 18.595600128173828, 17.758621215820312, 16.926712036132812, 17.827592849731445, 18.187591552734375, 18.569616317749023, 17.567054748535156, 18.905986785888672, 16.613649368286133, 16.570283889770508, 19.1997127532959, 17.29610252380371, 17.396913528442383, 18.317960739135742, 18.037097930908203, 17.628847122192383, 15.95533561706543, 16.827844619750977, 18.867961883544922, 17.274642944335938, 18.912649154663086, 18.33299446105957, 17.39620018005371, 18.91263771057129, 15.933273315429688, 18.60089683532715, 15.844328880310059, 18.536836624145508, 19.744613647460938, 17.266693115234375, 16.924304962158203, 16.933788299560547, 17.02730369567871, 18.511735916137695, 17.005685806274414, 16.196027755737305, 18.32210922241211, 17.703582763671875, 17.891916275024414, 16.988210678100586, 18.021467208862305, 17.855297088623047, 17.017364501953125, 18.038774490356445, 18.36004066467285, 18.50777816772461, 16.071929931640625, 19.78722381591797, 20.31014060974121, 18.13918113708496, 18.727039337158203, 17.16364097595215, 16.455472946166992, 18.216041564941406, 17.87082290649414, 16.820005416870117, 18.902965545654297, 18.55775260925293, 18.894821166992188, 16.509178161621094, 18.059947967529297, 18.971824645996094, 15.886012077331543, 18.956884384155273, 17.37762451171875, 18.17482566833496, 17.90765953063965, 18.343381881713867, 17.186891555786133, 16.258459091186523, 18.108144760131836, 18.287092208862305, 17.98285675048828, 17.441198348999023, 17.90965461730957, 18.262649536132812, 18.15598487854004, 18.96541404724121, 18.764610290527344, 17.371318817138672, 17.545440673828125, 16.626392364501953, 17.905149459838867, 17.076377868652344, 18.22869873046875, 16.735078811645508, 17.438180923461914, 15.504840850830078, 17.219633102416992, 17.178836822509766, 19.165266036987305, 18.69005584716797, 18.485153198242188, 17.652494430541992, 17.373401641845703, 17.08812713623047, 17.55392074584961, 17.941152572631836, 20.057889938354492, 18.381929397583008, 16.69861602783203, 20.0985107421875, 18.288881301879883, 18.842924118041992, 18.447227478027344, 17.707773208618164, 16.076263427734375, 18.760448455810547, 17.926876068115234, 18.52798080444336, 17.40334129333496, 18.130016326904297, 15.771553993225098, 16.458520889282227, 16.368146896362305, 16.364423751831055, 16.387428283691406, 17.86964225769043, 16.131568908691406, 18.64996910095215, 17.65161895751953, 18.659439086914062, 17.424846649169922, 17.523391723632812, 16.940399169921875, 17.475019454956055, 15.921950340270996, 16.242481231689453, 17.161039352416992, 17.58710479736328, 17.01688003540039, 17.802400588989258, 16.567655563354492, 19.077234268188477, 18.52066421508789, 16.551767349243164, 16.82998275756836, 18.173372268676758, 15.804722785949707, 17.151857376098633, 16.271198272705078, 18.875699996948242, 18.812440872192383, 15.896446228027344, 17.819053649902344, 18.17409324645996, 16.62754249572754, 17.765710830688477, 18.79182243347168, 19.852680206298828, 16.50286102294922, 16.75665855407715, 18.013795852661133, 18.257823944091797, 17.927509307861328, 18.140790939331055, 18.549678802490234, 18.234344482421875, 16.685455322265625, 18.40256690979004, 18.298120498657227, 17.805702209472656, 17.247875213623047, 16.85045623779297, 17.55057716369629, 17.77554702758789, 16.14752960205078, 19.1929931640625, 17.85660743713379, 17.22233772277832, 17.672351837158203, 17.043569564819336, 17.160673141479492, 17.723541259765625, 17.20319366455078, 18.586278915405273, 17.751258850097656, 17.86903190612793, 17.248613357543945, 17.954153060913086, 17.275087356567383, 18.75054359436035, 18.332555770874023, 16.38791275024414, 16.68755531311035, 18.43414306640625, 18.151514053344727, 18.266281127929688, 15.853387832641602, 15.750154495239258, 16.400014877319336, 18.293214797973633, 16.097015380859375, 16.91410255432129, 15.775420188903809, 16.97483253479004, 18.476459503173828, 17.69020652770996, 16.662174224853516, 17.0385799407959, 18.99759864807129, 16.00672721862793, 17.83158302307129, 16.461252212524414, 16.760011672973633, 15.501293182373047, 17.62619400024414, 16.583873748779297, 15.919981002807617, 17.875869750976562, 18.48823356628418, 17.81027603149414, 17.318883895874023, 18.225452423095703, 17.498703002929688, 15.599157333374023, 17.768417358398438, 17.412330627441406, 17.607250213623047, 17.080087661743164, 17.000835418701172, 17.221105575561523, 15.757850646972656, 16.870927810668945, 19.219430923461914, 18.01936149597168, 18.155418395996094, 18.889328002929688, 17.118120193481445, 19.063383102416992, 18.674222946166992, 16.28273582458496, 19.038625717163086, 17.557024002075195, 17.225553512573242, 17.030521392822266, 15.929950714111328, 18.386396408081055, 18.169130325317383, 17.588367462158203, 17.43391227722168, 15.895366668701172, 17.567583084106445, 17.576995849609375, 16.448110580444336, 16.406503677368164, 16.086824417114258, 17.536046981811523, 16.44485855102539, 16.293779373168945, 18.31218910217285, 17.745512008666992, 17.898767471313477, 16.744932174682617, 17.964731216430664, 16.855817794799805, 15.928902626037598, 17.521041870117188, 17.79863929748535, 17.30069923400879, 18.65149688720703, 17.778425216674805, 16.481346130371094, 18.326404571533203, 17.111791610717773, 18.79873275756836, 16.578027725219727, 18.143901824951172, 17.947139739990234, 16.56965446472168, 18.898290634155273, 18.411039352416992, 16.60392189025879, 16.642955780029297, 18.29962921142578, 18.289167404174805, 18.56040382385254, 18.03145980834961, 16.545297622680664, 17.22976303100586, 15.96284294128418, 18.23634910583496, 17.72794532775879, 17.952037811279297, 18.23703956604004, 17.55894660949707, 17.35430145263672, 17.546260833740234, 18.304105758666992, 15.688619613647461, 17.28519630432129, 17.2091121673584, 17.754179000854492, 16.61921501159668, 18.18784523010254, 18.810791015625, 15.610082626342773, 15.615933418273926, 17.42918586730957, 17.19439125061035, 17.958982467651367, 18.005186080932617, 16.97503662109375, 18.43360137939453, 17.709270477294922, 17.78043556213379, 16.5986270904541, 18.51661491394043, 17.921602249145508, 18.464004516601562, 17.429420471191406, 18.246810913085938, 17.609891891479492, 17.509916305541992, 18.115808486938477, 18.603445053100586, 17.265317916870117, 17.197904586791992, 18.56219482421875, 17.80497932434082, 17.785799026489258, 16.172574996948242, 18.7523136138916, 16.20474624633789, 17.444496154785156, 16.773021697998047, 17.3360595703125, 16.720624923706055, 17.0955867767334, 17.631933212280273, 17.87400245666504, 17.62008285522461, 17.806045532226562, 17.75939178466797, 17.01404571533203, 18.112390518188477, 18.56130599975586, 16.935209274291992, 18.274492263793945, 17.51464080810547, 17.034881591796875, 18.130409240722656, 17.74254035949707, 16.301467895507812, 18.789615631103516, 17.142356872558594, 17.94019889831543, 17.015039443969727, 15.51889705657959, 15.722013473510742, 16.820079803466797, 18.570472717285156, 18.99277687072754, 16.74268341064453, 17.496845245361328, 18.834253311157227, 17.916927337646484, 17.346935272216797, 17.817014694213867, 18.755355834960938, 17.85670280456543, 18.507169723510742, 17.688261032104492, 16.28541374206543, 18.656784057617188, 16.77117919921875, 16.422651290893555, 16.27469253540039, 19.05478286743164, 17.484758377075195, 16.72584342956543, 17.727760314941406, 18.500661849975586, 18.434240341186523, 17.698949813842773, 17.944278717041016, 17.607582092285156, 19.008787155151367, 18.43570327758789, 18.018558502197266, 18.180084228515625, 18.0687255859375, 16.242403030395508, 17.69403076171875, 15.72853946685791, 17.25889015197754, 16.82305335998535, 17.412099838256836, 18.156944274902344, 18.107879638671875, 17.65680694580078, 17.38504981994629, 16.072839736938477, 18.59060287475586, 17.40434455871582, 15.736374855041504, 17.736177444458008, 17.40791893005371, 16.669795989990234, 17.445899963378906, 18.216079711914062, 17.05263328552246, 17.462812423706055, 18.353103637695312, 17.46502113342285, 18.87721824645996, 17.224714279174805, 17.037153244018555, 17.490293502807617, 18.928918838500977, 17.389474868774414, 17.844038009643555, 17.360393524169922, 17.78949546813965, 16.01553726196289, 16.70226287841797, 17.54967498779297, 18.400209426879883, 18.208843231201172, 19.121652603149414, 17.64845848083496, 18.923328399658203, 17.658048629760742, 18.582307815551758, 17.206342697143555, 17.243751525878906, 16.546987533569336, 18.758560180664062, 17.082658767700195, 18.041757583618164, 17.447824478149414, 18.318683624267578, 18.486257553100586, 17.143783569335938, 16.784027099609375, 15.719648361206055, 19.220718383789062, 17.687599182128906, 18.23780632019043, 18.074771881103516, 18.830873489379883, 18.706344604492188, 18.692649841308594, 16.327659606933594, 18.506668090820312, 18.53166389465332, 18.896770477294922, 18.3861141204834, 17.401185989379883, 17.823095321655273, 18.455942153930664, 17.68179702758789, 18.982830047607422, 16.175397872924805, 15.810450553894043, 18.980016708374023, 18.445493698120117, 17.4942569732666, 17.66236114501953, 17.950063705444336, 17.86076545715332, 16.426408767700195, 16.054996490478516, 16.729259490966797, 17.615541458129883, 18.752273559570312, 16.296401977539062, 18.80857276916504, 18.17401123046875, 19.251489639282227, 15.582459449768066, 18.617338180541992, 16.28620719909668, 18.300167083740234, 16.811126708984375, 17.292694091796875, 15.672684669494629, 17.894664764404297, 18.196388244628906, 18.29848289489746, 17.50856590270996, 18.514366149902344, 16.53424835205078, 17.00396156311035, 18.09563636779785, 16.098634719848633, 15.868020057678223, 17.66608428955078, 16.951852798461914, 18.240304946899414, 17.621936798095703, 15.491387367248535, 18.097091674804688, 16.01072120666504, 18.97986602783203, 18.027875900268555, 17.318326950073242, 17.219676971435547, 17.24599838256836, 17.42788314819336, 18.886465072631836, 18.180818557739258, 15.996213912963867, 15.562591552734375, 18.434621810913086, 17.27773094177246, 16.77318000793457, 17.328611373901367, 17.84046173095703, 16.67431640625, 17.56375503540039, 17.598329544067383, 18.02954864501953, 18.23976707458496, 15.816132545471191, 17.33186149597168, 18.8266544342041, 17.6665096282959, 16.25897789001465, 19.051071166992188, 17.927566528320312, 17.36475944519043, 15.896973609924316, 17.001285552978516, 18.48550796508789, 17.0286808013916, 18.0286922454834, 15.659882545471191, 16.793569564819336, 16.03472900390625, 17.868741989135742, 18.000852584838867, 15.981402397155762, 17.25276756286621, 18.267345428466797, 18.669921875, 16.692218780517578, 18.256101608276367, 18.30997657775879, 15.874114036560059, 17.202125549316406, 16.501062393188477, 16.554237365722656, 16.400659561157227, 16.736827850341797, 15.569518089294434, 18.45722770690918, 15.849128723144531, 17.6724910736084, 17.753341674804688, 15.843461036682129, 18.07716178894043, 17.61418342590332, 19.018428802490234 ], "y": [ 4.528940677642822, 5.758761405944824, 7.465149402618408, 7.53230619430542, 4.588408946990967, 5.051011562347412, 5.601785659790039, 4.268849849700928, 8.027222633361816, 7.655309677124023, 8.078529357910156, 6.144972801208496, 7.782042503356934, 8.638830184936523, 5.215846538543701, 7.1288042068481445, 7.000633239746094, 8.358184814453125, 7.362598896026611, 5.474250793457031, 5.534423351287842, 8.359108924865723, 8.377265930175781, 4.91558313369751, 4.735476970672607, 7.523536682128906, 5.370477676391602, 5.747347354888916, 5.073300838470459, 8.201128959655762, 5.610448837280273, 4.260918617248535, 5.796957015991211, 6.246059417724609, 4.406186580657959, 5.796808242797852, 3.651946783065796, 4.125380039215088, 8.377886772155762, 4.887644290924072, 6.474717140197754, 4.523355007171631, 7.806623458862305, 7.161231517791748, 7.969709873199463, 7.864114761352539, 6.082071781158447, 5.487523078918457, 6.466220855712891, 7.685002326965332, 4.7067484855651855, 7.802337169647217, 7.495323657989502, 7.663149833679199, 6.422109603881836, 4.438969135284424, 4.965184211730957, 6.721145153045654, 6.547138690948486, 5.758150100708008, 5.53150749206543, 7.427053451538086, 4.945867538452148, 7.128486633300781, 5.301285743713379, 7.527555465698242, 7.008571147918701, 5.639509201049805, 4.080705642700195, 7.058439254760742, 4.628749847412109, 5.124829292297363, 6.974837303161621, 8.084580421447754, 6.810207366943359, 8.656644821166992, 6.9856977462768555, 7.12484073638916, 4.038026332855225, 6.334672927856445, 7.701521396636963, 5.863924026489258, 6.207122802734375, 4.914863586425781, 6.688949108123779, 8.117773056030273, 4.91580057144165, 7.0498881340026855, 7.880983352661133, 8.44266414642334, 5.13882303237915, 5.4238362312316895, 8.044587135314941, 7.802464962005615, 4.418536186218262, 5.723875045776367, 5.497769355773926, 7.024618625640869, 5.931156158447266, 5.264935493469238, 5.5435028076171875, 7.658966064453125, 8.471036911010742, 6.701122760772705, 8.441182136535645, 4.304535388946533, 7.008840084075928, 4.556724548339844, 8.104622840881348, 5.428508281707764, 7.621983051300049, 7.58423376083374, 6.086995601654053, 4.1198577880859375, 5.319427013397217, 7.866554260253906, 5.356562614440918, 6.230278015136719, 7.949220180511475, 7.606406211853027, 4.295094013214111, 5.057311534881592, 8.587279319763184, 7.663179397583008, 6.554424285888672, 5.963329315185547, 4.3169684410095215, 8.293414115905762, 4.567045211791992, 7.6754255294799805, 7.630799293518066, 6.281384468078613, 7.763790130615234, 5.024988174438477, 7.441571235656738, 7.424328327178955, 6.242494583129883, 7.456482887268066, 5.263119220733643, 5.064950942993164, 6.985515117645264, 6.097989082336426, 5.434717178344727, 7.9951348304748535, 4.228026390075684, 7.0419416427612305, 8.203551292419434, 5.071969509124756, 6.129831790924072, 5.864748954772949, 8.174614906311035, 7.032358169555664, 5.127237796783447, 4.388552188873291, 6.780852317810059, 7.17664909362793, 7.965381622314453, 7.246400356292725, 7.693065643310547, 5.195752143859863, 7.5822014808654785, 6.355972766876221, 5.0499982833862305, 5.795033931732178, 8.002534866333008, 7.872467994689941, 4.681832790374756, 6.998969554901123, 5.749433994293213, 8.156952857971191, 6.556297779083252, 6.737668037414551, 5.911965847015381, 7.353845596313477, 5.44293737411499, 8.472504615783691, 7.843861103057861, 7.361952304840088, 7.6614603996276855, 4.529394626617432, 5.733104705810547, 6.798376083374023, 3.8480947017669678, 4.442386627197266, 5.7030348777771, 7.01083517074585, 5.421578884124756, 8.284542083740234, 5.298240661621094, 5.890841960906982, 5.623374938964844, 5.6570868492126465, 7.12931489944458, 6.806756019592285, 4.2073073387146, 6.276981353759766, 7.381193161010742, 4.580132961273193, 7.47682523727417, 5.419612884521484, 5.913352012634277, 3.9298582077026367, 6.361191749572754, 4.283191204071045, 8.12820053100586, 8.192041397094727, 7.698392868041992, 5.269587993621826, 6.243655681610107, 5.680352687835693, 8.017847061157227, 7.003072261810303, 3.752284049987793, 6.7880940437316895, 7.356912136077881, 4.6681389808654785, 4.14075231552124, 4.717480659484863, 6.598755836486816, 4.868422985076904, 8.074344635009766, 5.783681869506836, 8.595832824707031, 6.779914379119873, 5.662980079650879, 3.8966305255889893, 5.003307819366455, 3.6242613792419434, 5.729042053222656, 4.5934014320373535, 6.652307033538818, 4.618878364562988, 4.954998016357422, 6.158616065979004, 6.1478190422058105, 6.264604568481445, 8.331464767456055, 5.279809951782227, 6.43381404876709, 7.454233169555664, 4.884602069854736, 5.291159152984619, 7.624415874481201, 4.543893814086914, 7.841403961181641, 5.6333417892456055, 5.8205084800720215, 7.159950256347656, 5.693161487579346, 4.921726226806641, 8.373942375183105, 6.491427421569824, 7.4229416847229, 5.611154556274414, 4.621291637420654, 5.486221790313721, 6.8717427253723145, 6.472230911254883, 7.84921932220459, 5.518009185791016, 4.715025424957275, 4.762627601623535, 3.8601369857788086, 3.5915169715881348, 8.03488540649414, 6.823724746704102, 7.748762607574463, 5.101277828216553, 4.896853923797607, 8.116486549377441, 3.668504238128662, 6.035265922546387, 6.125640869140625, 5.946913242340088, 7.029114246368408, 6.101894378662109, 4.596095085144043, 3.7411956787109375, 6.939609050750732, 6.227433681488037, 6.9487433433532715, 4.2839765548706055, 6.314326286315918, 7.006168365478516, 5.556336879730225, 6.885283946990967, 5.15472412109375, 4.9118804931640625, 8.288549423217773, 4.579384803771973, 6.92362642288208, 6.9446234703063965, 7.611044406890869, 4.5083909034729, 4.713839054107666, 4.663592338562012, 7.223174571990967, 6.504805088043213, 7.230301856994629, 4.251876354217529, 6.395506858825684, 6.003267765045166, 6.059779167175293, 7.234733581542969, 6.280918121337891, 7.722212791442871, 4.628165245056152, 4.361381530761719, 7.131221294403076, 7.357196807861328, 5.019421577453613, 6.229732990264893, 7.110542297363281, 4.5016398429870605, 5.14956521987915, 8.615472793579102, 6.936001300811768, 4.822446823120117, 5.214982986450195, 5.655814170837402, 8.451671600341797, 5.699584484100342, 5.820702075958252, 6.756340503692627, 4.506559371948242, 3.740039110183716, 5.8126983642578125, 7.22181510925293, 5.4141669273376465, 6.60561990737915, 4.321187496185303, 5.987401485443115, 7.238687515258789, 6.164680480957031, 8.121620178222656, 5.893775463104248, 8.073790550231934, 6.2443366050720215, 4.655027866363525, 4.289504051208496, 6.105571269989014, 8.489653587341309, 6.420628070831299, 8.6126070022583, 7.723209857940674, 6.9007039070129395, 6.635596752166748, 7.46162223815918, 4.5567097663879395, 4.8957200050354, 5.599648475646973, 7.901436805725098, 7.808785438537598, 6.572966575622559, 6.317389965057373, 6.373621940612793, 5.08889627456665, 4.727036952972412, 6.698046684265137, 6.869923114776611, 5.863316535949707, 7.4107584953308105, 5.329507350921631, 7.732078552246094, 5.4137091636657715, 5.516012191772461, 5.406424045562744, 7.256175518035889, 7.308537483215332, 5.754122734069824, 6.9012603759765625, 8.419425010681152, 7.203771591186523, 6.47548770904541, 4.864043712615967, 5.267879486083984, 5.517841339111328, 7.655892372131348, 6.50657320022583, 4.516960620880127, 5.520427227020264, 7.114780902862549, 4.763526916503906, 5.595369815826416, 8.210752487182617, 5.165292263031006, 6.1887407302856445, 5.590814113616943, 7.632741451263428, 7.268107891082764, 6.817309856414795, 8.442977905273438, 6.042147159576416, 5.278404712677002, 6.50398063659668, 4.540838241577148, 5.014064788818359, 5.524620056152344, 6.433502197265625, 8.036357879638672, 4.901393413543701, 5.588593006134033, 8.161186218261719, 7.023778915405273, 8.0087251663208, 5.35120964050293, 7.082383632659912, 4.6987175941467285, 6.01984167098999, 7.537209510803223, 6.582491874694824, 7.136862277984619, 7.504035949707031, 3.7358078956604004, 8.134872436523438, 3.9123950004577637, 8.47088623046875, 4.217621326446533, 5.213665008544922, 5.271283149719238, 3.697516679763794, 8.26550006866455, 5.7251787185668945, 7.412328720092773, 5.838621616363525, 5.061489105224609, 5.213770866394043, 4.485286712646484, 5.627753734588623, 5.868378162384033, 5.32342004776001, 6.693418025970459, 5.463404655456543, 5.328880310058594, 5.96077299118042, 4.911370277404785, 4.192485809326172, 4.717037677764893, 5.5488386154174805, 5.408329963684082, 7.501001358032227, 7.375626564025879, 4.711432933807373, 4.400394916534424, 5.0480217933654785, 7.753959655761719, 7.356207847595215, 8.336970329284668, 4.068116188049316, 8.105318069458008, 7.11213493347168, 6.432227611541748, 8.13585090637207, 5.539166450500488, 5.466809272766113, 7.53134298324585, 5.4876813888549805, 8.295382499694824, 3.929831027984619, 7.166321754455566, 7.4686808586120605, 7.003536224365234, 3.8509740829467773, 5.466709613800049, 4.150442600250244, 5.953794002532959, 8.407881736755371, 4.4853620529174805, 7.837490558624268, 7.471203804016113, 4.461123943328857, 5.69246244430542, 8.206182479858398, 6.59157133102417, 6.447233200073242, 4.325954914093018, 8.311501502990723, 5.4247283935546875, 4.62465763092041, 4.391753196716309, 4.573397636413574, 7.9424262046813965, 8.321847915649414, 6.4596357345581055, 6.320268154144287, 5.059852123260498, 7.363710880279541, 4.706887245178223, 5.579095840454102, 4.1638102531433105, 4.575998783111572, 8.185579299926758, 4.883884429931641, 7.752984523773193, 7.921136856079102, 8.698948860168457, 6.795511245727539, 4.271048545837402, 4.701026439666748, 7.266106605529785, 5.943570137023926, 6.15950345993042, 4.216611385345459, 7.031426906585693, 4.6356072425842285, 6.604038715362549, 5.208011627197266, 4.6881608963012695, 4.593008995056152, 6.033421039581299, 5.8033246994018555, 7.11712646484375, 4.884443759918213, 8.041698455810547, 7.529744625091553, 4.774999618530273, 6.308263301849365, 3.761540412902832, 3.8861517906188965, 4.527936935424805, 7.8723931312561035, 5.258738994598389, 5.491917133331299, 5.246219158172607, 4.031300067901611, 4.338541507720947, 3.973137617111206, 7.46370267868042, 7.736203193664551, 8.094545364379883, 5.0122504234313965, 4.619616508483887, 4.711341381072998, 4.908787250518799, 5.220465183258057, 4.1437835693359375, 5.101660251617432, 6.792618751525879, 6.77012825012207, 6.258663177490234, 8.679672241210938, 7.893357276916504, 6.475453853607178, 7.319995880126953, 6.007757186889648, 7.972959995269775, 4.390463352203369, 6.466317653656006, 5.754897117614746, 5.913115501403809, 7.665992736816406, 4.676799774169922, 6.865333557128906, 7.233508586883545, 7.947866916656494, 7.036558151245117, 4.147950172424316, 6.519125461578369, 6.075555324554443, 5.297780513763428, 5.809700965881348, 6.885226726531982, 7.394830226898193, 6.003183841705322, 4.905205726623535, 7.124606132507324, 5.282764434814453, 4.5967607498168945, 4.104213714599609, 4.940310955047607, 6.964336395263672, 6.539708614349365, 6.097587585449219, 3.882114887237549, 5.437891960144043, 7.174978256225586, 3.922982692718506, 6.336833953857422, 6.050815582275391, 6.112469673156738, 8.175933837890625, 7.540747165679932, 5.442670822143555, 4.05037784576416, 3.65683650970459, 5.480909824371338, 6.056702613830566, 7.586294651031494, 8.531213760375977, 5.66471529006958, 6.250082492828369, 5.2648420333862305, 6.164962291717529, 4.414339065551758, 6.022089004516602, 5.6175150871276855, 6.897549152374268, 7.494191646575928, 4.933666229248047, 8.037825584411621, 4.868638038635254, 5.076929092407227, 5.296529769897461, 7.211269378662109, 5.346538066864014, 4.282193660736084, 5.251632213592529, 8.44547176361084, 4.056938171386719, 3.6921043395996094, 4.56904411315918, 5.062806129455566, 5.137721538543701, 4.172236442565918, 5.915248870849609, 4.978447437286377, 5.870365142822266, 6.84149169921875, 5.821043491363525, 8.222554206848145, 4.251053333282471, 5.112804412841797, 4.666005611419678, 7.963425636291504, 6.3190016746521, 5.2518839836120605, 8.536227226257324, 7.5684099197387695, 7.52042818069458, 7.287721157073975, 5.043808460235596, 5.010923862457275, 4.037081241607666, 5.45184326171875, 6.721362113952637, 6.9180827140808105, 6.434810638427734, 7.259613990783691, 5.846432209014893, 5.502632141113281, 5.503002643585205, 5.322311878204346, 4.5285210609436035, 7.455196380615234, 3.7528061866760254, 4.067087173461914, 5.204154968261719, 4.257345199584961, 5.09058952331543, 5.116965293884277, 5.355442523956299, 7.535763263702393, 7.122786521911621, 7.099900722503662, 7.53303861618042, 6.211752891540527, 5.457821369171143, 7.934341907501221, 6.989785194396973, 7.713087558746338, 5.678475379943848, 5.783053398132324, 5.084868907928467, 6.063670635223389, 6.452633857727051, 4.97907018661499, 4.83049201965332, 6.109529495239258, 6.516841411590576, 6.442431449890137, 8.364191055297852, 4.420649528503418, 5.760677337646484, 5.3633880615234375, 7.388206958770752, 6.547710418701172, 5.299631118774414, 4.005655765533447, 6.865932941436768, 4.677581310272217, 7.1532158851623535, 5.789402484893799, 4.890364646911621, 6.5676045417785645, 4.752837657928467, 5.608554840087891, 6.458881855010986, 5.135392189025879, 4.325263023376465, 4.5269951820373535, 7.196144104003906, 6.631369590759277, 3.932915210723877, 5.880023956298828, 4.34926700592041, 4.167088985443115, 3.9790821075439453, 7.730110168457031, 5.14999532699585, 5.921557426452637, 5.323052883148193, 4.507394313812256, 7.868240833282471, 6.278959274291992, 5.502284526824951, 6.703243732452393, 7.387937068939209, 7.917219161987305, 6.720233917236328, 5.016205787658691, 4.288564682006836, 5.5714826583862305, 4.080761909484863, 4.6128764152526855, 6.674438953399658, 8.356039047241211, 6.633923053741455, 5.193575382232666, 7.202121257781982, 5.8745551109313965, 4.453242778778076, 8.371238708496094, 6.177914619445801, 5.926003932952881, 7.360031604766846, 6.321193695068359, 5.937531471252441, 4.523499965667725, 4.306021690368652, 6.351158618927002, 4.984881401062012, 7.883087635040283, 5.936532497406006, 6.213167190551758, 4.866610527038574, 6.263657569885254, 7.957381248474121, 6.046069622039795, 5.127068042755127, 7.608189105987549, 7.0718913078308105, 6.365678787231445, 6.391905307769775, 7.156671047210693, 5.390629291534424, 6.924341201782227, 6.533445358276367, 6.737636089324951, 5.248424053192139, 5.489965915679932, 7.946682929992676, 6.5240044593811035, 6.474303722381592, 6.836062431335449, 4.8946709632873535, 7.4818115234375, 6.9543633460998535, 8.365354537963867, 5.29083776473999, 4.195981502532959, 3.5711143016815186, 7.703672409057617, 4.694648742675781, 5.0645060539245605, 3.7297372817993164, 6.827103614807129, 5.032996654510498, 4.278831958770752, 7.534955024719238, 6.627704620361328, 5.620416164398193, 7.729224681854248, 4.634776592254639, 4.2522125244140625, 5.490332126617432, 4.755587577819824, 4.849574089050293, 3.9429116249084473, 6.1458234786987305, 7.088886737823486, 8.207146644592285, 5.419348239898682, 4.7104172706604, 5.955140590667725, 8.274720191955566, 5.563042163848877, 5.2267022132873535, 7.249446868896484, 4.65090274810791, 4.618941307067871, 4.90096378326416, 8.116962432861328, 5.614723205566406, 7.262382984161377, 5.763891696929932, 6.909646511077881, 6.9338178634643555, 5.955324172973633, 7.047383785247803, 8.09761905670166, 4.716291904449463, 6.593562126159668, 4.106407165527344, 6.977207183837891, 5.409898281097412, 4.686270713806152, 7.905652046203613, 3.712470293045044, 4.5756306648254395, 7.313668251037598, 3.872973918914795, 5.013388156890869, 6.05291223526001, 6.670232772827148, 5.587878704071045, 5.735097885131836, 5.407037258148193, 6.290474891662598, 6.389540195465088, 7.069216728210449, 6.304561138153076, 5.428261756896973, 4.058835983276367, 6.302394390106201, 7.267185211181641, 4.900053024291992, 6.324766635894775, 8.677573204040527, 4.154054164886475, 7.482146739959717, 6.345493793487549, 3.8903467655181885, 4.803076267242432, 5.07678747177124, 6.908777713775635, 4.109259605407715, 4.643815994262695, 4.9602742195129395, 6.8064470291137695, 3.764521360397339, 3.7170827388763428, 4.728066921234131, 4.366421222686768, 4.411913871765137, 8.093426704406738, 8.058454513549805, 6.9611124992370605, 5.780203819274902, 3.664097547531128, 6.317208766937256, 6.147259712219238, 4.642782211303711, 4.101443290710449, 7.952343940734863, 5.375332355499268, 4.793152332305908, 5.686537265777588, 7.840978145599365, 4.063553810119629, 4.202946186065674, 3.9759681224823, 6.068775177001953, 8.50492000579834, 5.4917144775390625, 7.293131351470947, 7.091447353363037, 6.940466403961182, 5.984557628631592, 6.311018466949463, 4.142036437988281, 3.9489095211029053, 5.896679878234863, 5.611929416656494, 7.236981391906738, 6.141368865966797, 8.333453178405762, 6.564504623413086, 6.161513805389404, 7.684330940246582, 6.971482276916504, 6.718657493591309, 5.439507961273193, 4.149679183959961, 8.128360748291016, 4.236563682556152, 6.447630882263184, 5.362354755401611, 5.8023457527160645, 6.75632905960083, 5.856925010681152, 5.9876909255981445, 6.533144474029541, 7.847822189331055, 5.7452592849731445, 4.073243141174316, 7.190860271453857, 6.023655414581299, 8.25442886352539, 5.351904392242432, 7.053176403045654, 3.716604232788086, 5.65517520904541, 5.530749320983887, 7.181369304656982, 7.121161937713623, 4.4944562911987305, 6.015413761138916, 7.459146976470947, 6.171548843383789, 6.454414367675781, 7.786324501037598, 5.594294548034668, 4.655341625213623, 5.664717197418213, 4.37332820892334, 7.153223991394043, 5.029905796051025, 4.944169998168945, 4.985360622406006, 7.22586727142334, 8.586268424987793, 4.259354591369629, 7.649765491485596, 4.306639671325684, 5.675930976867676, 5.4002485275268555, 7.503634929656982, 4.410388946533203, 4.324004650115967, 5.639100551605225, 5.279882431030273, 5.222498893737793, 5.63644552230835, 4.122503280639648, 3.7438085079193115, 3.635864734649658, 6.79941463470459, 4.382956504821777, 7.544447898864746, 6.977055072784424, 6.594306945800781, 7.099601745605469, 6.218677997589111, 6.313807010650635, 7.686851978302002, 7.890614986419678, 7.962532043457031, 6.699990272521973, 5.601682662963867, 4.5113348960876465, 6.5826287269592285, 5.337111949920654, 6.215458869934082, 6.3437299728393555, 6.998696804046631, 4.137350559234619, 5.991908550262451, 6.95585823059082, 6.919956684112549, 7.515716552734375, 8.038522720336914, 4.936083793640137, 7.11127233505249, 7.663288116455078, 5.051621913909912, 4.228772163391113, 8.065195083618164, 4.739766597747803, 6.204299449920654, 6.865714073181152, 4.351294040679932, 5.128452301025391, 5.309147834777832, 7.593905925750732, 6.026226043701172, 6.662330627441406, 6.727808475494385, 3.943486452102661, 4.392276763916016, 5.790905475616455, 6.784050941467285, 4.288365364074707, 7.11459493637085, 4.287600517272949, 3.884042263031006, 6.048959255218506, 4.515557289123535, 8.522602081298828, 8.327747344970703, 6.843081474304199, 6.551191329956055, 6.65932035446167, 7.298496723175049, 5.17893648147583, 4.747926712036133, 8.52067756652832, 4.780925273895264, 5.766788959503174, 5.481518268585205, 4.700611114501953, 4.1603593826293945, 4.488320350646973, 7.263624668121338, 7.2685041427612305, 4.274454593658447, 5.387364387512207, 7.291277885437012, 6.453547954559326, 4.113267421722412, 5.147940158843994, 7.029326438903809, 6.814676284790039, 7.379397869110107, 8.050529479980469, 5.401943206787109, 6.805298328399658, 6.227630138397217, 8.434774398803711, 6.726078987121582, 7.9898858070373535, 3.7833385467529297, 4.138529300689697, 6.069262504577637, 4.240753650665283, 4.579856872558594, 7.549465179443359, 6.972382545471191, 5.247851371765137, 7.485538482666016, 8.323259353637695, 6.198034286499023, 7.155797004699707, 6.771297931671143, 6.2267279624938965, 6.187669277191162, 7.528585433959961, 6.8997087478637695, 7.457437992095947, 6.0744404792785645, 4.968582630157471, 5.066433429718018, 4.409361839294434, 5.911126613616943, 5.149520397186279, 7.020188808441162, 4.994436740875244, 5.866090774536133, 6.501771450042725, 8.485472679138184, 7.7187299728393555, 5.31288480758667, 6.905241966247559, 5.320820331573486, 7.376049518585205, 4.365602016448975, 3.693575620651245, 6.834774494171143, 7.2895188331604, 6.492483139038086, 7.106193542480469, 4.453995704650879, 6.93349552154541, 8.116973876953125, 8.284271240234375, 8.198386192321777, 6.8015456199646, 4.6397480964660645, 6.003455638885498, 6.062171459197998, 6.587218761444092, 7.055409908294678, 5.404273986816406, 6.474903106689453, 6.275392055511475, 4.527320861816406, 5.772860050201416, 5.693324089050293, 8.625092506408691, 4.066830635070801, 5.111449718475342, 4.762072563171387, 6.387135982513428, 7.636362075805664, 3.512922525405884, 4.854880332946777, 7.004816055297852, 4.61507511138916, 3.5777883529663086, 8.396722793579102, 4.635187149047852, 8.410404205322266, 4.469883918762207, 5.478914260864258, 7.030564308166504, 4.146129131317139, 7.449522972106934, 5.605477333068848, 6.116500377655029, 8.44803237915039, 5.149178981781006, 6.211860179901123, 5.513887405395508, 5.781480312347412, 5.25065279006958, 5.374413967132568, 6.046265602111816, 5.209822654724121, 6.550867557525635, 4.038853645324707, 7.827348709106445, 4.999600410461426, 6.820497035980225, 5.628517150878906, 7.894416809082031, 7.7715911865234375, 6.18322229385376, 5.118607521057129, 5.077642440795898, 5.993151664733887, 8.32603931427002, 6.815768241882324, 4.335074424743652, 5.24882173538208, 7.460999965667725, 6.41188907623291, 6.606550693511963, 8.041975021362305, 5.83405876159668, 7.774795055389404, 5.317032814025879, 4.942892551422119, 5.402853488922119, 6.483151435852051, 6.354354381561279, 7.740076541900635, 5.155844688415527, 5.505105972290039, 5.897022247314453, 6.923538684844971, 5.582091331481934, 4.069912910461426, 7.741206645965576, 5.399721622467041, 5.382214546203613, 6.624547958374023, 6.251647472381592, 5.013321399688721, 6.818934440612793, 4.3809709548950195, 8.477446556091309, 6.947231769561768, 7.772935390472412, 3.6132609844207764, 7.093908309936523, 6.934718132019043, 7.411083221435547, 8.029680252075195, 5.527429103851318, 4.384131908416748, 7.665551662445068, 3.964057207107544, 5.406784534454346, 4.181646823883057, 4.303866863250732, 6.517362117767334, 4.306184768676758, 7.697873592376709, 4.269521713256836, 8.1716890335083, 4.723295211791992, 7.394197940826416, 4.922164440155029, 4.76706600189209, 8.050787925720215, 5.919522285461426, 4.0740556716918945, 8.700448036193848, 7.493225574493408, 3.6715078353881836, 6.93135404586792, 5.406628131866455, 7.850975036621094, 5.081866264343262, 5.131035327911377, 8.252586364746094, 7.910598278045654, 3.8864312171936035, 4.644474983215332, 5.8669538497924805, 4.42477560043335, 8.533651351928711, 5.088789463043213, 5.056573867797852, 6.656388282775879, 5.922549247741699, 6.989047050476074, 5.313539028167725, 5.11046838760376, 6.509364604949951, 4.102172374725342, 4.219893932342529, 5.258246898651123, 5.017405986785889, 4.152327060699463, 3.8316879272460938, 7.299708843231201, 3.825571060180664, 7.323278427124023, 6.006556034088135, 5.788115978240967, 5.371094703674316, 7.1001434326171875, 7.074885845184326, 7.927692413330078, 7.418592929840088, 6.533107757568359, 5.4318671226501465, 8.096604347229004, 4.425322532653809, 6.823482990264893, 6.2906975746154785, 6.015054702758789, 5.669126510620117, 4.190456390380859, 5.504292011260986, 5.870962619781494, 5.393503665924072, 5.199852466583252, 5.78155517578125, 6.9221625328063965, 5.058988094329834, 7.1830854415893555, 6.5737833976745605, 5.666296482086182, 4.472744941711426, 6.99022912979126, 5.9479804039001465, 7.893737316131592, 4.343146324157715, 6.1646833419799805, 6.03957986831665, 4.247189998626709, 7.7785491943359375, 7.321354389190674, 8.316267967224121, 4.985533237457275, 6.345970630645752, 7.206400394439697, 6.898346424102783, 4.701885223388672, 5.190054893493652, 5.922016620635986, 5.9541239738464355, 4.350704669952393, 7.075333595275879, 5.467873573303223, 4.450220584869385, 8.247307777404785, 4.7689595222473145, 8.466877937316895, 7.466790676116943, 6.618325710296631, 4.193582057952881, 7.0380964279174805, 8.223094940185547, 6.869994163513184, 5.418865203857422, 7.166930198669434, 7.750208854675293, 5.47357702255249, 6.954822540283203, 8.10234260559082, 6.665670871734619, 6.284550189971924, 7.031073093414307, 5.1934494972229, 7.488529682159424, 5.32079553604126, 5.10115909576416, 5.007727146148682, 5.5794548988342285, 4.771237373352051, 6.941540241241455, 5.016507148742676, 7.466044902801514, 7.302128314971924, 5.978806018829346, 6.85509729385376, 7.189493179321289, 7.93672513961792, 6.834169864654541, 6.611694812774658, 5.6345062255859375, 5.796431064605713, 4.483071327209473, 7.361513137817383, 5.121579647064209, 4.925740718841553, 8.112690925598145, 6.840322017669678, 7.145934104919434, 7.770186424255371, 7.624998569488525, 5.343137741088867, 3.5841894149780273, 6.908425331115723, 6.707731246948242, 7.841665744781494, 4.984598159790039, 6.150475978851318, 8.361055374145508, 4.226022243499756, 7.9451375007629395, 4.957420349121094, 7.363555908203125, 7.589099407196045, 5.246841907501221, 5.505617618560791, 4.96970796585083, 8.201427459716797, 6.438880920410156, 8.100746154785156, 5.500036716461182, 5.1722846031188965, 5.897436141967773, 8.369145393371582, 6.441473484039307, 5.388271808624268, 6.279931545257568, 4.250952243804932, 4.209985256195068, 5.137760162353516, 4.354809284210205, 8.2151517868042, 7.949918270111084, 8.26486873626709, 5.554734706878662, 7.723150730133057, 7.192607879638672, 8.258820533752441, 6.689764976501465, 4.099399566650391, 3.9706454277038574, 4.132631301879883, 6.668724536895752, 8.017953872680664, 4.416478633880615, 6.901421070098877, 4.624982833862305, 5.464171409606934, 4.514738082885742, 7.105326175689697, 5.494699954986572, 6.403307914733887, 8.368670463562012, 5.669579982757568, 7.901275157928467, 4.569126129150391, 6.410854816436768, 5.029057502746582, 5.997243881225586, 4.609946250915527, 3.9184768199920654, 6.7157697677612305, 5.6355485916137695, 7.231417655944824, 4.7458672523498535, 8.028985977172852, 4.752676486968994, 8.287556648254395, 7.198293209075928, 8.649560928344727, 7.1338324546813965, 6.064630508422852, 3.7538020610809326, 5.94704008102417, 5.717976093292236, 5.162721633911133, 7.481788158416748, 4.444737911224365, 6.317549705505371, 4.575296401977539, 4.189549446105957, 4.222287654876709, 5.434048175811768, 4.220624923706055, 5.2227349281311035, 4.345192909240723, 8.560429573059082, 6.779257774353027, 6.444265365600586, 7.898507595062256, 4.38442325592041, 5.212324142456055, 4.77610969543457, 6.833282470703125, 7.3517351150512695, 7.474851131439209, 5.454090118408203, 6.399625301361084, 7.7031707763671875, 4.715660572052002, 5.954975128173828, 5.75463342666626, 6.151301383972168, 6.96710205078125, 5.990743160247803, 6.491435527801514, 6.312173366546631, 6.096987247467041, 5.395782470703125, 7.475743770599365, 4.941781044006348, 7.729969501495361, 4.453450679779053, 7.986685752868652, 5.450013160705566, 4.496068477630615, 6.177290916442871, 5.613983154296875, 7.647281646728516, 6.776361465454102, 7.003603458404541, 6.695255279541016, 5.4288787841796875, 6.038574695587158, 7.493439674377441, 5.4618916511535645, 7.503294467926025, 5.986940860748291, 6.615441799163818, 4.926380634307861, 7.696508407592773, 7.6570305824279785, 4.188686847686768, 5.829898357391357, 8.316983222961426, 6.670724391937256, 5.842770099639893, 5.285922527313232, 6.932033538818359, 5.704171180725098, 3.9908974170684814, 4.22044563293457, 4.400790691375732, 5.7550859451293945, 5.314558029174805, 7.174618721008301, 7.657361030578613, 5.420439720153809, 6.448932647705078, 5.693416118621826, 7.886106491088867, 5.770635604858398, 5.6315226554870605, 3.742928981781006, 5.365511417388916, 6.747519493103027, 8.201716423034668, 4.050160884857178, 5.513164043426514, 5.762671947479248, 6.924417018890381, 4.613401889801025, 7.452790260314941, 7.215386390686035, 4.460670471191406, 6.255813121795654, 5.149996280670166, 4.839621543884277, 7.625654220581055, 8.537612915039062, 6.167735576629639, 6.4027934074401855, 8.093550682067871, 4.196774482727051, 5.469286918640137, 6.589217185974121, 8.308087348937988, 6.862876892089844, 8.504111289978027, 7.054136753082275, 4.715712547302246, 5.233860015869141, 7.416262626647949, 7.6709442138671875, 4.040311813354492, 8.544508934020996, 5.80836820602417, 5.403337478637695, 7.8460774421691895, 5.89558219909668, 4.94502067565918, 7.470611095428467, 5.182250499725342, 5.704451560974121, 4.136149883270264, 6.335418224334717, 5.590529441833496, 7.115004539489746, 6.151756286621094, 4.386801719665527, 3.760249137878418, 6.259678363800049, 7.139597415924072, 6.406981945037842, 6.064766883850098, 4.320478439331055, 6.954128742218018, 5.574461936950684, 5.917013645172119, 4.087578296661377, 5.069523334503174, 3.8121848106384277, 6.297784328460693, 8.25340461730957, 6.326137542724609, 5.864534854888916, 8.169889450073242, 4.229947090148926, 8.395666122436523, 7.275450706481934, 7.94216775894165, 5.018641948699951, 7.22509765625, 5.117146015167236, 5.827565670013428, 4.499843597412109, 6.076842308044434, 4.539982795715332, 5.955593585968018, 7.4062652587890625, 4.835546970367432, 6.987697124481201, 6.217210292816162, 4.27272891998291, 5.670363903045654, 3.859818458557129, 7.78233003616333, 6.989407062530518, 7.94609260559082, 5.089158058166504, 5.600447177886963, 4.804029941558838, 7.280264854431152, 6.498865127563477, 4.461040019989014, 5.805004119873047, 5.352731227874756, 8.199594497680664, 7.984743118286133, 5.19254207611084, 5.463642597198486, 5.736790180206299, 7.35975456237793, 5.632259845733643, 7.0764288902282715, 6.820907115936279, 4.42741584777832, 6.969380855560303, 6.548386096954346, 8.168754577636719, 4.301875591278076, 4.512750148773193, 8.227416038513184, 7.1946258544921875, 7.423830509185791, 4.51292610168457, 3.9909424781799316, 6.109617710113525, 6.225851535797119, 4.160122871398926, 4.921235084533691, 7.6922125816345215, 4.809717178344727, 6.434427738189697, 7.137416839599609, 5.752952575683594, 4.204690933227539, 8.244091033935547, 5.822650909423828, 7.379494667053223, 7.767160415649414, 8.198485374450684, 7.228625297546387, 4.200170993804932, 4.81724739074707, 6.184741020202637, 6.345648765563965, 5.212385177612305, 8.24346923828125, 3.8790721893310547, 5.897468566894531, 5.776279926300049, 5.236075401306152, 6.3715033531188965, 6.718476295471191, 7.7454729080200195, 8.045806884765625, 4.055732727050781, 6.2915544509887695, 4.839364051818848, 8.043129920959473, 7.980099201202393, 6.150241374969482, 7.118382930755615, 4.585059642791748, 6.723179817199707, 5.005712509155273, 5.753664970397949, 6.340775489807129, 5.955755233764648, 6.299331188201904, 3.9703354835510254, 4.199100017547607, 5.078641891479492, 7.9402852058410645, 7.1258864402771, 6.697490692138672, 5.635166168212891, 3.918570041656494, 3.9717814922332764, 4.188794136047363, 6.004957675933838, 4.477038860321045, 5.308991432189941, 7.1121344566345215, 7.057760238647461, 5.375094890594482, 6.164966106414795, 6.869255065917969, 5.502574920654297, 4.921871662139893, 3.7168638706207275, 4.832908630371094, 6.521723747253418, 6.77734899520874, 7.638941764831543, 3.924280881881714, 8.02438735961914, 8.022113800048828, 4.7779741287231445, 7.5489501953125, 5.230037212371826, 4.290136814117432, 4.9720940589904785, 4.849580764770508, 7.081753253936768, 6.397414684295654, 6.428950786590576, 4.064599514007568, 4.441424369812012, 5.843658447265625, 6.888524055480957, 4.4035749435424805, 7.574116230010986, 6.718295574188232, 5.254100799560547, 5.953513145446777, 4.281282901763916, 4.885509490966797, 6.736688613891602, 4.672372341156006, 8.321523666381836, 8.203868865966797, 7.958062171936035, 6.136207103729248, 4.405250549316406, 5.276339054107666, 4.524501800537109, 4.84056282043457, 7.714893817901611, 6.971673965454102, 4.839856147766113, 7.280065059661865, 5.450043678283691, 4.958750247955322, 6.834368705749512, 6.907565116882324, 5.490090847015381, 7.831329822540283, 4.384769439697266, 8.543495178222656, 5.442296981811523, 6.221683025360107, 7.074839115142822, 6.238440990447998, 5.657135963439941, 5.08514928817749, 7.770161151885986, 7.253364562988281, 4.932997703552246, 7.054565906524658, 5.470506191253662, 4.9361138343811035, 5.649097442626953, 5.1537652015686035, 8.140700340270996, 4.801425933837891, 8.158613204956055, 4.444405555725098, 7.36628532409668, 7.303987503051758, 5.466534614562988, 7.811059951782227, 3.772819757461548, 7.918007850646973, 7.625479221343994, 6.363014221191406, 4.3302412033081055, 5.20818567276001, 8.575339317321777, 6.956902503967285, 6.85607385635376, 5.885687828063965, 7.390151023864746, 3.841359853744507, 6.31126594543457, 5.063589572906494, 7.418380260467529, 6.295945167541504, 7.09861946105957, 5.622825622558594, 6.846556186676025, 5.427497863769531, 6.336153030395508, 7.760855674743652, 4.145556926727295, 5.580644607543945, 7.163483619689941, 5.691760063171387, 6.333877086639404, 6.2330498695373535, 4.984714984893799, 7.712221622467041, 6.7233476638793945, 6.070896625518799, 4.435029029846191, 5.801306247711182, 5.548933029174805, 8.417218208312988, 3.842186212539673, 6.669720649719238, 6.780986309051514, 5.485560417175293, 5.01161003112793, 8.245317459106445, 4.770838260650635, 4.992464542388916, 7.282772064208984, 6.372566223144531, 5.486921310424805, 3.684699058532715, 4.285505771636963, 7.617435932159424, 8.328007698059082, 5.88212251663208, 7.002864360809326, 7.056377410888672, 7.967400074005127, 6.0448760986328125, 3.653822660446167, 7.116954326629639, 6.6838059425354, 8.019898414611816, 5.331876277923584, 5.393208980560303, 4.162762641906738, 7.084251403808594, 7.0828962326049805, 6.263538837432861, 4.237484455108643, 8.499571800231934, 7.794177532196045, 4.419076442718506, 7.213502407073975, 5.7841105461120605, 8.304990768432617, 6.226426601409912, 4.494606018066406, 5.274589538574219, 5.635373592376709, 8.339513778686523, 6.127691268920898, 8.352100372314453, 7.641773223876953, 4.874125003814697, 8.192042350769043, 8.019922256469727, 8.176081657409668, 6.2435383796691895, 5.365954399108887, 6.5772013664245605, 3.73002290725708, 5.1087727546691895, 6.146125793457031, 7.920063018798828, 5.178438663482666, 7.997478008270264, 7.38291597366333, 7.041876792907715, 7.182286262512207, 7.724780082702637, 7.150579929351807, 6.227560520172119, 8.334275245666504, 8.40285873413086, 7.527594089508057, 7.2169599533081055, 3.9081366062164307, 6.985343933105469, 6.782288074493408, 4.256324291229248, 6.856177806854248, 7.0759711265563965, 4.997528553009033, 8.235517501831055, 7.109696388244629, 4.077569484710693, 5.040442943572998, 7.621525287628174, 4.5979905128479, 6.800601959228516, 5.8179707527160645, 5.052878379821777, 4.149326324462891, 8.25056266784668, 7.082739353179932, 6.50579309463501, 5.838054180145264, 3.7341318130493164, 6.555047512054443, 4.6834516525268555, 7.839971542358398, 8.428177833557129, 6.846916198730469, 4.367976665496826, 4.863935470581055, 6.45440149307251, 8.380993843078613, 3.7122209072113037, 6.379462718963623, 6.66597318649292, 4.611911773681641, 4.554265975952148, 4.24686336517334, 4.385108947753906, 4.289328575134277, 6.579613208770752, 6.707805156707764, 8.17937183380127, 3.950326681137085, 5.642940044403076, 4.08441686630249, 7.965793132781982, 5.767220973968506, 5.180933952331543, 6.6306257247924805, 5.886294841766357, 5.993934631347656, 6.243234157562256, 7.884709358215332, 5.795418739318848, 5.589166164398193, 4.145734786987305, 8.116164207458496, 5.012148380279541, 6.835446834564209, 4.687919616699219, 5.656661510467529, 7.699090957641602, 6.966886043548584, 4.655385494232178, 8.229483604431152, 7.484227657318115, 3.962009906768799, 7.446202754974365, 4.108780860900879, 4.215671062469482, 4.605080604553223, 4.5465521812438965, 4.527718544006348, 7.090277194976807, 6.715750217437744, 7.9029459953308105, 4.19993257522583, 4.150351047515869, 5.5357208251953125, 5.987880229949951, 7.136011600494385, 8.109951972961426, 5.319062232971191, 7.825473308563232, 5.2678680419921875, 6.042752265930176, 6.022693634033203, 7.877279758453369, 4.278706073760986, 4.485537052154541, 8.45914077758789, 6.110896587371826, 4.657010555267334, 6.476033687591553, 6.036012649536133, 3.9705047607421875, 7.540320873260498, 7.014101982116699, 6.589352607727051, 7.338197231292725, 6.187249183654785, 5.788532257080078, 7.298959255218506, 5.335408687591553, 5.623908519744873, 7.430898666381836, 8.34912395477295, 5.394047260284424, 7.023163318634033, 8.161538124084473, 3.861964702606201, 5.374872207641602, 4.3685784339904785, 3.689343214035034, 5.469135284423828, 5.490086078643799, 6.696966171264648, 4.878045082092285, 7.271297931671143, 7.165994644165039, 6.459858417510986, 7.497387886047363, 4.896711349487305, 5.471807956695557, 6.459840774536133, 7.7921929359436035, 6.218920707702637, 7.4400153160095215, 6.428602695465088, 6.575909614562988, 3.600008726119995, 5.08485746383667, 3.71368145942688, 6.534951686859131, 6.388773441314697, 7.0792317390441895, 4.552303791046143, 4.232259750366211, 4.251814842224121, 6.6313700675964355, 7.157621383666992, 5.3689799308776855, 4.9485697746276855, 5.776440620422363, 7.951262474060059, 7.252769947052002, 6.038802146911621, 5.2910895347595215, 4.559839725494385, 5.556276798248291, 4.561795711517334, 4.4337568283081055, 4.647623062133789, 5.859870433807373, 4.664341449737549, 5.932060241699219, 4.147726058959961, 5.79377555847168, 3.6961631774902344, 5.727627754211426, 4.374650001525879, 7.036962985992432, 8.460710525512695, 4.841019153594971, 8.048699378967285, 8.176521301269531, 6.472478866577148, 3.898071050643921, 4.775291919708252, 6.082986831665039, 6.654699325561523, 3.868093252182007, 4.826859474182129, 4.345911979675293, 5.743666172027588, 3.9772210121154785, 6.060396671295166, 4.995485305786133, 8.290849685668945, 6.538710594177246, 5.563825607299805, 4.637082576751709, 4.816257953643799, 7.485292434692383, 7.813340187072754, 4.199510097503662, 4.423761367797852, 4.029074192047119, 4.540109634399414, 4.546640872955322, 6.924716472625732, 8.383915901184082, 8.139824867248535, 4.823189735412598, 6.995480537414551, 5.936628341674805, 6.77794075012207, 5.829346179962158, 5.4282755851745605, 8.1774263381958, 4.527297019958496, 4.991093635559082, 8.059069633483887, 7.783439636230469, 5.270381450653076, 4.277990341186523, 5.802144527435303, 5.920961856842041, 4.711400985717773, 5.169894695281982, 7.711058139801025, 6.250074863433838, 8.60539722442627, 6.349278926849365, 8.006300926208496, 4.646883487701416, 6.7949981689453125, 6.499165058135986, 3.820919990539551, 7.069573402404785, 6.8346662521362305, 7.225765228271484, 6.284847736358643, 6.40743350982666, 8.08227825164795, 6.781468868255615, 4.228021621704102, 4.567630290985107, 7.762341499328613, 5.233625888824463, 7.324443817138672, 6.952551364898682, 5.618338584899902, 4.6358723640441895, 5.347240447998047, 5.636111259460449, 4.29882287979126, 6.071356296539307, 7.3304877281188965, 6.002725124359131, 6.326983451843262, 7.505131244659424, 7.02509880065918, 4.695090293884277, 6.739284992218018, 3.9780843257904053, 8.164759635925293, 6.4360246658325195, 8.492506980895996, 7.981687545776367, 4.117395401000977, 8.657232284545898, 7.237657070159912, 7.387498378753662, 7.009218692779541, 6.505545616149902, 7.381139755249023, 5.201387405395508, 6.4053449630737305, 7.030733585357666, 5.2939453125, 8.161805152893066, 4.67161750793457, 7.174227237701416, 6.773367404937744, 5.304951190948486, 4.30378532409668, 8.177068710327148, 5.534479141235352, 7.040012836456299, 4.375883102416992, 6.320813179016113, 7.0636982917785645, 5.3744306564331055, 5.706359386444092, 8.240525245666504, 5.542482376098633, 5.841599941253662, 4.917468547821045, 4.858058929443359, 3.818556308746338, 7.106711387634277, 4.967849254608154, 6.229064464569092, 4.670288562774658, 4.1625142097473145, 4.684122085571289, 4.693026542663574, 5.308450222015381, 5.195072650909424, 5.947559356689453, 5.7044548988342285, 5.026762962341309, 5.343449115753174, 4.638044834136963, 4.324875354766846, 5.16726541519165, 5.1773176193237305, 7.8906025886535645, 6.784764289855957, 7.933574199676514, 5.81539249420166, 4.972337245941162, 5.700144290924072, 6.099400043487549, 6.676634311676025, 6.705168724060059, 5.361668109893799, 4.313915252685547, 6.198219299316406, 6.315609931945801, 7.959755897521973, 7.211324214935303, 3.964993715286255, 7.529606819152832, 6.183592796325684, 7.468853950500488, 6.561473846435547, 4.765808582305908, 7.903102874755859, 6.906085968017578, 4.308098793029785, 7.796308994293213, 8.660775184631348, 5.551997184753418, 6.621644973754883, 4.014901161193848, 6.141968250274658, 8.357857704162598, 4.603424549102783, 7.4286088943481445, 5.588036060333252, 8.163337707519531, 4.647788047790527, 6.953453063964844, 5.256953716278076, 7.937138080596924, 6.697225570678711, 5.471141815185547, 5.695638656616211, 5.6768717765808105, 4.032012939453125, 6.180366039276123, 6.392008304595947, 6.317158222198486, 4.03961706161499, 7.772809028625488, 7.374495983123779, 5.9578962326049805, 6.263791084289551, 6.4915595054626465, 7.58449125289917, 5.881589889526367, 4.098891258239746, 5.748520374298096, 3.569450616836548, 6.793455600738525, 4.641149997711182, 4.066784381866455, 5.802972316741943, 6.505191326141357, 5.459873199462891, 4.278775215148926, 4.928181171417236, 6.166369438171387, 8.229503631591797, 4.371264457702637, 5.7072319984436035, 6.2135138511657715, 6.018624782562256, 5.336912155151367, 5.60829496383667, 3.5007669925689697, 6.221895217895508, 5.022297382354736, 6.123648643493652, 4.181842803955078, 4.155632019042969, 8.583415031433105, 5.427359104156494, 4.692432880401611, 6.779742240905762, 6.9184980392456055, 4.7874579429626465, 7.028040409088135, 4.1505632400512695, 3.786195993423462, 7.041194438934326, 5.305057048797607, 7.4591474533081055, 4.303518295288086, 4.986996650695801, 4.737749099731445, 4.448574542999268, 6.215971946716309, 4.3166823387146, 7.886314868927002, 8.35324764251709, 6.983885765075684, 7.517672538757324, 8.258561134338379, 3.7338321208953857, 5.530332565307617, 8.117613792419434, 8.617768287658691, 7.944880962371826, 4.710603713989258, 5.851789951324463, 8.62488079071045, 6.096282958984375, 5.505943775177002, 8.618032455444336, 6.90667200088501, 4.438423156738281, 7.197437763214111, 6.134653091430664, 4.9406890869140625, 4.456780433654785, 6.563871383666992, 5.462584018707275, 6.687615871429443, 5.600338935852051, 4.639726638793945, 8.352559089660645, 5.671224117279053, 6.082935810089111, 6.538265228271484, 4.639223575592041, 5.248530387878418, 6.928193092346191, 5.058526515960693, 5.2155070304870605, 4.492726802825928, 4.656543254852295, 7.210615634918213, 7.263455867767334, 7.555260181427002, 5.058598041534424, 6.124125003814697, 6.170458793640137, 6.891290187835693, 4.346141815185547, 4.6647868156433105, 6.012316703796387, 4.326775550842285, 8.544734954833984, 8.343461036682129, 4.707374095916748, 5.785338401794434, 5.010533332824707, 4.1735663414001465, 8.551603317260742, 4.588805675506592, 4.351061820983887, 4.618584632873535, 7.027789115905762, 5.5872673988342285, 7.149664878845215, 8.271761894226074, 6.366387844085693, 6.95789909362793, 7.433648109436035, 5.476562976837158, 5.130782127380371, 4.38486909866333, 6.198734760284424, 4.779547691345215, 6.587120056152344, 6.647170066833496, 4.9130754470825195, 6.658647060394287, 8.465054512023926, 3.529143810272217, 6.0536909103393555, 5.635613441467285, 6.062137126922607, 5.164113521575928, 4.372730255126953, 4.49362325668335, 6.142164707183838, 5.963383197784424, 5.482485771179199, 7.449411392211914, 4.514030456542969, 7.906863212585449, 5.5818257331848145, 4.249504566192627, 7.627668380737305, 3.811513662338257, 5.915299415588379, 7.373725414276123, 3.722015857696533, 8.253742218017578, 5.117396831512451, 6.685140132904053, 7.230747699737549, 5.292449951171875, 6.59935998916626, 7.692451477050781, 6.39285135269165, 4.561006546020508, 3.6586852073669434, 3.9638967514038086, 5.134246349334717, 4.558971881866455, 4.3683576583862305, 7.070295333862305, 8.174810409545898, 6.555588245391846, 6.840821743011475, 4.3013434410095215, 7.530444622039795, 6.841044902801514, 5.427063465118408, 6.022351264953613, 6.961268424987793, 6.413390159606934, 5.785877227783203, 5.498457908630371, 8.500203132629395, 4.15654993057251, 5.052950859069824, 8.111808776855469, 6.641765594482422, 4.584699630737305, 3.586601734161377, 4.238873481750488, 3.8846280574798584, 7.573730945587158, 7.369903087615967, 4.213189125061035, 5.919447898864746, 4.203290939331055, 7.362523078918457, 6.308111667633057, 8.001886367797852, 5.396698951721191, 6.453972816467285, 5.684360980987549, 6.563522815704346, 7.031829833984375, 7.962019920349121, 8.136384963989258, 4.360620975494385, 7.376499652862549, 4.535439968109131, 6.9747233390808105, 6.762439250946045, 4.075642108917236, 5.010141849517822, 6.2494378089904785, 6.4782490730285645, 6.69083309173584, 5.343297004699707, 6.82485294342041, 4.271461486816406, 8.373247146606445, 6.083393096923828, 6.378483295440674, 4.134399890899658, 5.637093544006348, 3.6217775344848633, 4.74329137802124, 6.064896583557129, 6.621402263641357, 3.8586862087249756, 6.941537380218506, 3.9758119583129883, 8.164176940917969, 6.930750846862793, 6.944901943206787, 6.850526332855225, 7.3623738288879395, 4.33478307723999, 4.6055755615234375, 6.775643825531006, 5.664504051208496, 3.7894182205200195, 4.794875621795654, 4.323435306549072, 4.312710762023926, 7.392997741699219, 7.148794174194336, 4.184817790985107, 6.401452541351318, 5.5556721687316895, 5.491246700286865, 3.932579755783081, 4.197473526000977, 6.9609832763671875, 8.23482894897461, 5.026541233062744, 8.125617980957031, 4.272749423980713, 3.539952039718628, 4.617620944976807, 4.719288349151611, 6.284815311431885, 6.062447547912598, 6.866879940032959, 4.332710266113281, 3.7313127517700195, 4.734582424163818, 4.515371799468994, 5.496114730834961, 7.447977066040039, 4.780672550201416, 5.243927478790283, 8.203095436096191, 4.264149188995361, 7.899629592895508, 4.775086879730225, 6.135913372039795, 3.9512383937835693, 5.402572154998779, 4.267758846282959, 5.816701412200928, 5.180547714233398, 8.635161399841309, 4.246640682220459, 4.352931022644043, 7.1691741943359375, 5.280207633972168, 6.120551109313965, 8.480563163757324, 6.344639778137207, 5.08924674987793, 4.42730188369751, 5.558639049530029, 4.29158878326416, 7.637258529663086, 7.313286304473877, 6.536194324493408, 4.675553321838379, 4.205621719360352, 4.239857196807861, 7.3758039474487305, 6.26161003112793, 7.539524555206299, 6.660953521728516, 5.908829212188721, 5.551030158996582, 6.305646896362305, 8.54019832611084, 3.74242901802063, 8.345478057861328, 5.324089527130127, 5.051527500152588, 6.110927104949951, 8.387091636657715, 6.68200159072876, 4.775583267211914, 4.356917381286621, 4.4562458992004395, 5.5757293701171875, 6.9747724533081055, 8.064393997192383, 6.437489986419678, 4.798562526702881, 5.396274089813232, 4.832581043243408, 6.036975383758545, 4.853723049163818, 4.75645637512207, 7.334629058837891, 7.100257873535156, 5.8956780433654785, 5.124149322509766, 6.971230983734131, 5.55767297744751, 5.285066604614258, 6.961464881896973, 4.382808208465576, 6.146277904510498, 8.512380599975586, 7.902909755706787, 5.853688716888428, 6.438517093658447, 7.641017913818359, 4.936323165893555, 6.888635635375977, 6.487367630004883, 8.491260528564453, 5.128253936767578, 6.162724494934082, 4.600492000579834, 4.365139484405518, 7.311302661895752, 3.626227617263794, 4.731804847717285, 4.5153632164001465, 5.581996917724609, 6.012714385986328, 5.618527889251709, 7.105282783508301, 7.606894016265869, 8.060519218444824, 7.054681777954102, 4.515387535095215, 6.562226295471191, 6.291221618652344, 3.989893674850464, 5.542223930358887, 4.721508979797363, 5.743028163909912, 5.445160865783691, 6.333992958068848, 4.265230178833008, 4.700235843658447, 4.977762222290039, 4.943532466888428, 4.605954647064209, 4.4750847816467285, 5.3022990226745605, 3.739548921585083, 3.995828866958618, 6.251853942871094, 8.242037773132324, 7.168159484863281, 5.8262224197387695, 3.764901876449585, 6.52927827835083, 5.592892646789551, 8.022027969360352, 7.353728294372559, 5.3863019943237305, 5.617548942565918, 4.910971164703369, 6.124373912811279, 6.021215915679932, 6.992708206176758, 5.721152305603027, 4.0908942222595215, 7.358546257019043, 3.533895254135132, 7.071238994598389, 6.2131547927856445, 5.44918155670166, 5.779192924499512, 4.862951278686523, 6.7074785232543945, 7.148006916046143, 4.915755271911621, 5.607104778289795, 6.984697341918945, 7.710229396820068, 8.725214958190918, 4.971070766448975, 6.843337059020996, 5.281760215759277, 4.332589149475098, 8.394959449768066, 5.015334129333496, 4.467503070831299, 6.654599666595459, 6.235520362854004, 4.2421488761901855, 7.001729965209961, 7.898155212402344, 5.710790157318115, 6.966946125030518, 6.221615314483643, 5.025759696960449, 6.516838073730469, 7.769008159637451, 7.366331577301025, 4.5084404945373535, 4.6380205154418945, 7.912853717803955, 7.859403133392334, 5.004479885101318, 8.009905815124512, 8.035602569580078, 4.323012828826904, 7.7166643142700195, 5.316935062408447, 5.383305072784424, 5.358340740203857, 6.542662620544434, 5.24103307723999, 7.115675449371338, 5.814537525177002, 7.267478942871094, 6.3882670402526855, 8.003944396972656, 5.017003059387207, 5.606769561767578, 4.418910980224609, 7.667665004730225, 4.60844087600708, 8.169968605041504, 6.3813862800598145, 5.351346492767334, 7.25798225402832, 6.7576422691345215, 5.082232475280762, 5.196562767028809, 4.735531330108643, 5.185159206390381, 3.8929104804992676, 7.945683479309082, 7.865880966186523, 8.397684097290039, 6.180935382843018, 7.39138650894165, 6.340094089508057, 8.305094718933105, 3.8457963466644287, 7.027400970458984, 6.642377853393555, 5.3977460861206055, 3.739485740661621, 4.6059417724609375, 6.363217830657959, 4.705198287963867, 7.153926372528076, 6.95249605178833, 7.180946350097656, 3.8905277252197266, 4.349306106567383, 5.030066967010498, 6.211921215057373, 4.4381184577941895, 8.44158935546875, 7.711915016174316, 6.3031086921691895, 7.015141487121582, 4.42622184753418, 4.6526007652282715, 6.610607624053955, 4.670936584472656, 6.955012798309326, 6.683050155639648, 4.7300262451171875, 4.343492031097412, 5.901605129241943, 6.081725120544434, 5.830509185791016, 4.132275581359863, 7.709529399871826, 5.131902694702148, 4.9879655838012695, 6.088678359985352, 6.929889678955078, 5.14184045791626, 5.761048793792725, 7.505581378936768, 4.373009204864502, 6.164024353027344, 3.770416736602783, 4.098755359649658, 7.73682975769043, 4.563425540924072, 4.618200302124023, 3.729341745376587, 7.130154132843018, 4.29013729095459, 8.7217378616333, 6.938000202178955, 8.054415702819824, 6.914979934692383, 4.335180282592773, 6.504536151885986, 6.5052618980407715, 6.0633463859558105, 5.897019863128662, 6.435872554779053, 6.568071365356445, 3.7673895359039307, 6.726925373077393, 4.854406356811523, 6.118875980377197, 6.764540195465088, 5.4459943771362305, 4.135709762573242, 4.364565849304199, 6.195668697357178, 6.965061187744141, 4.613575458526611, 8.37137222290039, 5.576015472412109, 6.952760219573975, 6.518899440765381, 6.39674186706543, 4.24724817276001, 5.320830345153809, 8.413483619689941, 8.492067337036133, 5.4387359619140625, 6.4776458740234375, 6.423569679260254, 4.0627360343933105, 4.302984237670898, 7.444211006164551, 5.007925987243652, 6.505373954772949, 4.87514066696167, 7.105288028717041, 4.324962615966797, 5.433597087860107, 4.411900520324707, 6.772068500518799, 5.066910743713379, 6.613281726837158, 5.418029308319092, 6.489686489105225, 6.520042896270752, 5.980051040649414, 8.564861297607422, 4.738059043884277, 6.844172477722168, 4.707165241241455, 8.140801429748535, 4.133115291595459, 5.833222389221191, 5.165404796600342, 5.690176963806152, 3.576866626739502, 6.00497579574585, 5.256031036376953, 7.058878421783447, 6.451510429382324, 6.918493270874023, 6.398372650146484, 6.083311557769775, 4.463192462921143, 4.870370864868164, 7.118186950683594, 8.237031936645508, 6.2691521644592285, 4.961380958557129, 6.066370010375977, 4.295094013214111, 7.509642601013184, 7.050438404083252, 5.105607986450195, 8.074939727783203, 7.750687122344971, 7.102898597717285, 7.351175785064697, 6.195480823516846, 4.892224311828613, 7.189887046813965, 6.73492956161499, 6.2287797927856445, 3.5909831523895264, 4.255054950714111, 3.848829984664917, 7.814403057098389, 4.917964935302734, 4.275022506713867, 8.055002212524414, 5.154983043670654, 5.100851058959961, 5.605803489685059, 5.5110392570495605, 6.777590751647949, 5.328784942626953, 6.365787982940674, 7.675180435180664, 7.34948205947876, 8.032448768615723, 6.810814380645752, 4.560086250305176, 8.04426097869873, 8.174105644226074, 4.45918607711792, 5.658747673034668, 4.441271781921387, 4.299170017242432, 7.973013401031494, 7.335115432739258, 5.356610298156738, 5.9744744300842285, 8.202095031738281, 4.417360305786133, 5.185120105743408, 4.648777484893799, 5.369271755218506, 6.799039840698242, 4.763972282409668, 6.447151184082031, 7.452273368835449, 7.417850494384766, 5.148240089416504, 4.450998783111572, 8.226292610168457, 4.510129928588867, 6.109738826751709, 7.0482354164123535, 6.399149417877197, 5.023593425750732, 3.954608201980591, 7.786038398742676, 6.442468166351318, 8.571606636047363, 4.775146484375, 5.29538106918335, 5.183164596557617, 4.94827938079834, 6.097539901733398, 6.342568397521973, 8.305088996887207, 7.3755950927734375, 5.090121746063232, 6.593945026397705, 6.2131428718566895, 6.675352573394775, 6.056336402893066, 6.286325454711914, 7.080407619476318, 5.195955753326416, 3.6708648204803467, 5.386492729187012, 7.23837423324585, 7.850192070007324, 6.6479597091674805, 7.726147651672363, 4.889882564544678, 6.966703414916992, 3.6094038486480713, 6.308582782745361, 5.662047863006592, 3.496274709701538, 5.802700042724609, 4.755235195159912, 4.650206089019775, 5.4087138175964355, 7.4247918128967285, 6.860331058502197, 4.980710983276367, 7.447144508361816, 6.155218124389648, 7.14163064956665, 3.889895439147949, 7.140443801879883, 6.406786918640137, 4.07017183303833, 4.919775485992432, 5.010343074798584, 6.3301544189453125, 6.806490898132324, 4.205564022064209, 5.861179351806641, 5.789909362792969, 7.156411170959473, 7.9687275886535645, 6.000917434692383, 6.65460729598999, 5.762364387512207, 6.656075477600098, 5.192897796630859, 3.983339309692383, 7.206330299377441, 8.102361679077148, 5.972600936889648, 6.30606746673584, 6.48846960067749, 5.980417251586914, 8.212166786193848, 4.2249884605407715, 7.241894721984863, 6.219061851501465, 6.118895053863525, 6.125815391540527, 6.258308410644531, 8.03974437713623, 5.53490686416626, 7.008567810058594, 3.6421282291412354, 5.338277816772461, 5.158536911010742, 5.387505531311035, 7.206823348999023, 4.876472473144531, 5.05998420715332, 7.3490190505981445, 8.19726848602295, 4.146974086761475, 6.577647686004639, 6.330714702606201, 4.030481815338135, 6.13478946685791, 5.014654636383057, 7.501001834869385, 5.207258701324463, 8.28605842590332, 6.912671089172363, 7.2987213134765625, 6.757997512817383, 7.803313255310059, 7.782380104064941, 6.4931817054748535, 4.3611531257629395, 4.074630260467529, 8.535019874572754, 5.0048322677612305, 8.043272018432617, 5.691847801208496, 6.781468868255615, 5.325207233428955, 7.972328186035156, 6.957344055175781, 7.762033939361572, 7.565047264099121, 4.461160182952881, 7.384044170379639, 4.997178077697754, 4.951452732086182, 5.883808135986328, 5.119748592376709, 4.398167133331299, 4.173637866973877, 6.101873874664307, 4.393486976623535, 5.031895160675049, 7.469721794128418, 5.734987735748291, 3.814976215362549, 3.6552951335906982, 8.131175994873047, 7.666008949279785, 5.082523345947266, 5.396478176116943, 8.529983520507812, 7.8074727058410645, 4.385229587554932, 8.072921752929688, 5.183541297912598, 4.871703147888184, 8.422101020812988, 5.97320556640625, 6.388833045959473, 6.820505142211914, 5.16754674911499, 5.182386875152588, 7.487608432769775, 5.549755096435547, 5.418121337890625, 6.159231185913086, 4.923162460327148, 4.8695855140686035, 6.3288493156433105, 5.516732215881348, 4.336543560028076, 3.655791759490967, 5.076801776885986, 5.3291826248168945, 7.94492769241333, 4.502679347991943, 4.340674877166748, 3.7407753467559814, 4.512015342712402, 6.408210277557373, 5.1562819480896, 4.9707350730896, 6.829949855804443, 8.333815574645996, 6.0909504890441895, 4.241809368133545, 5.332517147064209, 7.414754867553711, 5.234070777893066, 5.383077144622803, 6.9590373039245605, 7.398582458496094, 4.485456943511963, 5.882976055145264, 5.225494384765625, 7.984078884124756, 6.655019760131836, 6.177724838256836, 4.408531665802002, 4.676733016967773, 4.597555160522461, 5.378274440765381, 4.599441051483154, 7.3079071044921875, 5.459118843078613, 4.42594575881958, 7.299863815307617, 6.988038539886475, 5.453463077545166, 6.725062847137451, 7.768539905548096, 5.367644786834717, 7.4982218742370605, 4.882023811340332, 3.752307176589966, 5.136975288391113, 4.749872207641602, 7.84215784072876, 6.323362350463867, 5.195044994354248, 7.951391220092773, 6.031570911407471, 5.854248046875, 4.218453884124756, 5.882450580596924, 7.02268648147583, 7.425417423248291, 5.8486785888671875, 6.473365783691406, 6.910183429718018, 6.260320663452148, 5.6660685539245605, 4.428091526031494, 5.653405666351318, 6.669981479644775, 6.606949806213379, 6.356847286224365, 6.640272617340088, 3.511821746826172, 6.369816303253174, 5.385373592376709, 6.683460235595703, 6.451461315155029, 7.503818035125732, 7.419058799743652, 8.468853950500488, 5.469189167022705, 6.611752033233643, 7.058712005615234, 7.0209455490112305, 4.269228458404541, 6.381274223327637, 7.206355571746826, 7.637707233428955, 8.129528045654297, 6.169123649597168, 5.240033149719238, 6.393677711486816, 6.60758113861084, 7.515182971954346, 7.1125006675720215, 6.989838600158691, 4.399471282958984, 6.333246231079102, 5.929610252380371, 6.867729187011719, 6.83866548538208, 7.049925804138184, 5.449779033660889, 4.459354877471924, 5.615426063537598, 4.784054279327393, 6.2486138343811035, 8.413330078125, 5.389976978302002, 7.757989406585693, 7.904789447784424, 7.263087749481201, 8.257756233215332, 4.057615280151367, 8.14006233215332, 6.807712078094482, 7.810283184051514, 3.775923728942871, 5.7691969871521, 5.584776878356934, 4.223996639251709, 7.089674949645996, 6.248694896697998, 6.844753742218018, 4.556994438171387, 4.279831886291504, 4.273200035095215, 6.409893989562988, 5.241939544677734, 8.605203628540039, 6.717212677001953, 4.270335674285889, 8.708560943603516, 4.720090389251709, 5.709471702575684, 5.058340549468994, 7.440565586090088, 6.974503517150879, 8.589075088500977, 4.290652275085449, 6.425456523895264, 6.123804092407227, 8.245489120483398, 7.140300750732422, 3.7592103481292725, 6.950442790985107, 5.224388122558594, 8.006738662719727, 4.952136039733887, 5.079531192779541, 3.9329612255096436, 5.796338081359863, 4.919247150421143, 8.146260261535645, 7.514615058898926, 4.532485008239746, 5.264327049255371, 6.384120464324951, 8.412016868591309, 4.738249778747559, 5.036996841430664, 5.634087562561035, 5.287069797515869, 4.8683695793151855, 8.667207717895508, 6.640486717224121, 5.928746700286865, 4.789237022399902, 7.106318473815918, 6.721656322479248, 5.635979652404785, 4.335763931274414, 5.044468402862549, 6.128964424133301, 5.498163223266602, 3.7004077434539795, 6.3935465812683105, 4.201575756072998, 4.133060932159424, 7.682928562164307, 4.594515323638916, 3.794294595718384, 5.8883466720581055, 4.685305595397949, 8.326495170593262, 5.125073432922363, 6.433460712432861, 7.606979846954346, 5.913762092590332, 4.613498687744141, 5.939358711242676, 7.198548793792725, 8.182411193847656, 7.012998104095459, 8.396413803100586, 8.126431465148926, 6.63550329208374, 7.381131172180176, 4.507969856262207, 4.620006561279297, 5.1462082862854, 8.558575630187988, 5.918919563293457, 5.3697052001953125, 4.638310432434082, 5.995456695556641, 4.281444549560547, 6.833331108093262, 7.494546413421631, 7.01439094543457, 4.388311862945557, 7.983696460723877, 8.140134811401367, 5.561285972595215, 4.3309173583984375, 4.149844169616699, 5.576494216918945, 7.546400547027588, 8.234457969665527, 8.157958030700684, 4.643239974975586, 5.200007438659668, 6.312207221984863, 5.877425670623779, 7.0685834884643555, 3.823958396911621, 7.33715295791626, 5.007926940917969, 6.25242805480957, 4.006782054901123, 6.6801838874816895, 7.9947123527526855, 6.182090759277344, 5.051324844360352, 4.354466915130615, 5.44683837890625, 3.785782814025879, 3.757188081741333, 3.988968849182129, 4.274506092071533, 8.509673118591309, 5.717761993408203, 7.434961318969727, 7.845302581787109, 6.461493968963623, 7.440571308135986, 6.748672008514404, 7.218619346618652, 6.2292985916137695, 4.867956161499023, 6.886760234832764, 8.685790061950684, 8.75706672668457, 7.18615198135376, 7.886733055114746, 3.9356861114501953, 6.769855499267578, 7.790511131286621, 6.789425849914551, 7.469562530517578, 5.540200233459473, 4.4896135330200195, 3.6598734855651855, 7.776939392089844, 6.792687892913818, 7.784607887268066, 7.057239532470703, 7.855928897857666, 4.533603191375732, 5.6325602531433105, 5.26762580871582, 6.6381096839904785, 4.831093788146973, 5.855175018310547, 8.631123542785645, 5.540398597717285, 6.8981170654296875, 6.897615432739258, 5.893909931182861, 4.616695880889893, 4.540914535522461, 7.538398265838623, 7.504325866699219, 6.304468154907227, 6.259082317352295, 4.979818820953369, 7.619263648986816, 6.590743064880371, 8.175530433654785, 6.652343273162842, 5.713967323303223, 5.178860664367676, 3.649508237838745, 5.362141132354736, 4.657413959503174, 6.377033710479736, 4.885593414306641, 7.223687171936035, 5.938116550445557, 7.51915168762207, 4.444897651672363, 5.40156888961792, 5.576071739196777, 7.0475592613220215, 4.785730838775635, 3.763441324234009, 5.450096607208252, 5.944904804229736, 5.5265421867370605, 4.007758617401123, 5.0281267166137695, 6.111958980560303, 8.106640815734863, 8.173506736755371, 7.0135931968688965, 5.373610019683838, 7.433212757110596, 7.730331897735596, 5.853638648986816, 7.076900482177734, 5.872373580932617, 5.244947910308838, 5.870378017425537, 5.877462863922119, 6.979259490966797, 3.7964730262756348, 6.817568302154541, 3.7510180473327637, 7.070773601531982, 4.010656356811523, 4.5688252449035645, 6.429411888122559, 7.345274925231934, 5.965519905090332, 8.044452667236328, 5.535104751586914, 7.378705978393555, 3.6085946559906006, 5.286267280578613, 4.345292091369629, 4.437297821044922, 3.9382944107055664, 4.949677467346191, 4.044957160949707, 5.713882923126221, 4.526663780212402, 6.782020092010498, 6.7139458656311035, 4.3478851318359375, 3.7784526348114014, 6.605123043060303, 6.718797206878662, 4.8712077140808105, 3.6302239894866943, 5.0798845291137695, 5.254875659942627, 5.402993202209473, 8.481649398803711, 4.303440093994141, 8.322874069213867, 6.632660388946533, 7.589982986450195, 6.230426788330078, 6.12036657333374, 5.596199989318848, 4.177182674407959, 5.894629955291748, 7.392563819885254, 8.17219066619873, 6.453463077545166, 4.522886753082275, 6.167129039764404, 5.215612411499023, 4.228700160980225, 4.381957530975342, 4.1774582862854, 4.281542778015137, 7.290773391723633, 5.103070259094238, 6.361131191253662, 6.9768195152282715, 8.162033081054688, 7.225346088409424, 3.976555109024048, 3.7134804725646973, 7.162439823150635, 6.77018928527832, 5.274370193481445, 7.7198591232299805, 7.962353229522705, 4.343786239624023, 5.602875232696533, 6.097710609436035, 6.4915313720703125, 3.5680880546569824, 4.657364368438721, 5.2495503425598145, 5.145246982574463, 8.038021087646484, 5.829041004180908, 7.516856670379639, 6.734996318817139, 7.486906051635742, 4.448235988616943, 7.906135559082031, 4.788276195526123, 6.1653828620910645, 4.851784706115723, 5.997954368591309, 6.797359466552734, 3.988450765609741, 4.474505424499512, 5.76469087600708, 3.5857906341552734, 7.298738956451416, 5.606504440307617, 5.202989101409912, 5.072192192077637, 6.388162612915039, 5.144363880157471, 5.068143844604492, 3.824340581893921, 4.138220310211182, 4.268275737762451, 8.159819602966309, 7.033690929412842, 5.286436557769775, 5.654405117034912, 4.270503520965576, 4.607572555541992, 5.637425899505615, 5.8131103515625, 7.126916408538818, 7.056338787078857, 4.747338771820068, 8.1426362991333, 6.631584644317627, 5.498322010040283, 5.193741321563721, 4.72736120223999, 5.205088138580322, 5.545009136199951, 4.593835830688477, 5.663909435272217, 7.140503883361816, 8.630776405334473, 8.341397285461426, 4.928008556365967, 6.253058433532715, 6.465260982513428, 7.407901287078857, 7.845687389373779, 4.450056076049805, 4.426734924316406, 6.961248874664307, 7.018133640289307, 5.170729160308838, 8.090181350708008, 7.910332202911377, 6.173098564147949, 4.629598140716553, 3.9819142818450928, 7.958369731903076, 6.421753406524658, 8.296097755432129, 6.014543056488037, 4.935288906097412, 4.2772393226623535, 8.13026237487793, 7.846559047698975, 7.23055362701416, 4.835221767425537, 8.20607852935791, 4.960186004638672, 6.006167411804199, 5.62958288192749, 5.310419082641602, 8.174629211425781, 7.914060115814209, 5.3966755867004395, 8.080276489257812, 4.053321361541748, 5.733968257904053, 8.450078964233398, 8.62208366394043, 6.289835453033447, 5.963596820831299, 8.155450820922852, 5.17478084564209, 4.603355884552002, 7.509111404418945, 8.266056060791016, 7.467587947845459, 6.14150333404541, 5.355538368225098, 4.986763000488281, 3.9892866611480713, 4.412112712860107, 6.305496692657471, 3.8388257026672363, 6.597430229187012, 5.572449684143066, 5.55943489074707, 6.369711399078369, 4.212732315063477, 3.5902535915374756, 6.1665239334106445, 6.679470062255859, 6.579850673675537, 4.446300983428955, 6.961047649383545, 6.7270402908325195, 6.622488975524902, 5.416397571563721, 7.646968841552734, 6.103094100952148, 7.4397783279418945, 7.337624549865723, 5.870931625366211, 7.906444549560547, 6.766707897186279, 4.6372504234313965, 4.207462310791016, 5.595391273498535, 4.391255855560303, 4.161871433258057, 7.3394389152526855, 6.090823173522949, 7.670734882354736, 4.689305305480957, 7.010822772979736, 8.349159240722656, 7.662171840667725, 4.9315314292907715, 4.930124759674072, 5.588842868804932, 4.81890869140625, 6.269925594329834, 6.5903706550598145, 5.93952751159668, 6.903659820556641, 6.612517833709717, 3.7891952991485596, 7.260782241821289, 3.8940699100494385, 6.468869209289551, 7.769456386566162, 4.195091247558594, 3.6984949111938477, 8.068685531616211, 6.426418304443359, 5.377175331115723, 6.2373833656311035, 5.395991325378418, 6.985882759094238, 6.376697063446045, 5.075469017028809, 4.899044990539551, 5.6356000900268555, 6.241722106933594, 8.647521018981934, 4.6534528732299805, 7.002476692199707, 6.381188869476318, 5.5344624519348145, 5.038799285888672, 5.48516845703125, 5.734247207641602, 5.253106117248535, 5.125657558441162, 7.516013145446777, 8.256736755371094, 4.391939640045166, 3.633251428604126, 5.257998943328857, 8.290302276611328, 6.9894819259643555, 5.466264247894287, 4.25600004196167, 5.121192932128906, 5.600593566894531, 8.146936416625977, 4.575174808502197, 4.421111106872559, 4.701336860656738, 8.613277435302734, 6.209865093231201, 6.307973384857178, 5.67794132232666, 3.916997194290161, 4.208621025085449, 7.057968616485596, 6.59541654586792, 4.6569976806640625, 3.8711304664611816, 6.186893939971924, 5.800344944000244, 7.340056896209717, 6.025728225708008, 7.057677268981934, 4.261682510375977, 7.710444450378418, 7.455981254577637, 5.333528995513916, 6.723261833190918, 8.456491470336914, 5.464235305786133, 7.949138641357422, 8.083097457885742, 5.345364093780518, 4.724287986755371, 5.285886287689209, 5.88539457321167, 6.376278400421143, 4.39133882522583, 7.029420375823975, 4.661874294281006, 5.5304436683654785, 5.522313594818115, 7.165241241455078, 4.477753162384033, 5.586575508117676, 5.326997756958008, 6.935570240020752, 8.612672805786133, 4.308693885803223, 4.8190789222717285, 7.999456882476807, 5.604218482971191, 5.485532283782959, 4.460850238800049, 7.00356912612915, 7.268568992614746, 4.401636600494385, 7.767618656158447, 5.03127384185791, 5.659749507904053, 5.657403469085693, 5.435783386230469, 4.8891448974609375, 6.034084320068359, 6.14686918258667, 4.062377452850342, 4.667203903198242, 7.778623104095459, 4.35447359085083, 4.752534866333008, 7.095367908477783, 6.8982038497924805, 5.747223377227783, 5.847248077392578, 5.104369640350342, 8.553468704223633, 4.805689334869385, 5.393548011779785, 6.571441650390625, 4.983237266540527, 6.336190223693848, 3.668919801712036, 7.91876745223999, 5.834508419036865, 7.180859565734863, 7.307623863220215, 4.2852888107299805, 7.396414279937744, 6.213897705078125, 6.59903621673584, 5.950549125671387, 3.6006829738616943, 4.275881290435791, 5.087241172790527, 6.802448272705078, 6.429838180541992, 6.191946506500244, 7.90015983581543, 5.669577598571777, 6.005651473999023, 6.420548915863037, 7.367453575134277, 5.803487777709961, 7.065955638885498, 7.7546892166137695, 7.2208051681518555, 4.978143215179443, 4.03896427154541, 3.9037835597991943, 6.281322002410889, 6.342418670654297, 5.458330154418945, 5.115661144256592, 5.446649074554443, 6.257045269012451, 6.450422286987305, 5.715503692626953, 5.933917999267578, 4.774674892425537, 5.866532802581787, 4.195008754730225, 6.158577919006348, 7.127737045288086, 4.703302383422852, 7.32615327835083, 3.694606065750122, 5.844259738922119, 5.1375298500061035, 6.990720748901367, 4.6188764572143555, 5.388182640075684, 7.927263259887695, 6.111948013305664, 6.211350917816162, 6.928590774536133, 4.576852798461914, 5.096078395843506, 6.064714431762695, 5.542846202850342, 7.899524688720703, 8.057929992675781, 4.48036003112793, 7.807275295257568, 6.068313121795654, 4.78598690032959, 6.792184352874756, 5.253839015960693, 4.110208988189697, 6.642126560211182, 4.316401481628418, 6.6110639572143555, 4.523550987243652, 8.239940643310547, 4.895761013031006, 6.201142311096191, 6.808450222015381, 7.979259490966797, 4.544548034667969, 5.446177005767822, 6.30927848815918, 4.101832866668701, 6.984127044677734, 5.539120197296143, 6.990569114685059, 3.9629878997802734, 5.730096817016602, 7.921167373657227, 7.275889873504639, 6.927464008331299, 4.525151252746582, 6.347606658935547, 3.6580607891082764, 4.356780052185059, 3.894343852996826, 6.263412952423096, 7.47396993637085, 3.6164698600769043, 4.678121089935303, 5.990610122680664, 4.937994956970215, 5.676907062530518, 4.322011947631836, 7.102226257324219, 5.33747673034668, 5.308737277984619, 7.5346150398254395, 7.728703498840332, 8.187684059143066, 5.46743106842041, 3.9262564182281494, 8.122452735900879, 4.75792121887207, 7.273324012756348, 6.2303643226623535, 5.504134654998779, 8.050223350524902, 4.376638889312744, 6.6736674308776855, 5.96716833114624, 8.172393798828125, 8.251802444458008, 4.045829772949219, 6.425695896148682, 7.432230472564697, 6.0516862869262695, 7.53554630279541, 4.9466705322265625, 6.761573314666748, 5.500837326049805, 8.074329376220703, 7.9867167472839355, 7.304288387298584, 3.5753941535949707, 3.93935489654541, 8.127119064331055, 7.1244072914123535, 4.880707263946533, 6.722205638885498, 4.75219202041626, 7.341706275939941, 4.893980503082275, 6.983946323394775, 6.971668720245361, 6.615182399749756, 7.3972930908203125, 5.761160373687744, 5.041537761688232, 5.39550256729126, 7.36539363861084, 4.479487895965576, 5.266324043273926, 7.247377872467041, 3.8820693492889404, 3.9404609203338623, 4.343717575073242, 5.0704827308654785, 4.424287796020508, 4.341582298278809, 6.865290641784668, 5.5672287940979, 4.682498455047607, 6.471417427062988, 3.8441312313079834, 6.680768966674805, 4.011066436767578, 5.009167194366455, 3.7536067962646484, 5.711029052734375, 4.337866306304932, 4.897012233734131, 5.337209701538086, 7.659931182861328, 5.130282402038574, 6.6767191886901855, 7.712233543395996, 6.629449367523193, 5.485445976257324, 6.542375087738037, 4.248012065887451, 6.340376853942871, 5.569249153137207, 5.178036689758301, 8.163782119750977, 6.667027950286865, 8.313237190246582, 4.5553483963012695, 4.811328411102295, 4.542026996612549, 4.337128162384033, 4.412809371948242, 7.888962268829346, 6.83323860168457, 6.333757400512695, 6.885043621063232, 5.795822620391846, 6.952535152435303, 4.562441825866699, 5.479033470153809, 5.748052597045898, 4.971644878387451, 6.352022647857666, 5.522460460662842, 4.985053062438965, 3.972780227661133, 7.065179824829102, 8.519472122192383, 4.485770225524902, 7.136333465576172, 8.444465637207031, 6.166533470153809, 6.008643627166748, 6.637538433074951, 4.29669189453125, 5.29052734375, 8.08641242980957, 5.530844688415527, 6.00950288772583, 4.039797306060791, 6.336097240447998, 4.709949493408203, 6.561565399169922, 6.403444766998291, 5.351172924041748, 8.518226623535156, 3.9778964519500732, 7.082603454589844, 7.279629230499268, 7.3774733543396, 3.8547627925872803, 6.923450946807861, 4.962069511413574, 4.7860894203186035, 7.751107692718506, 6.749250888824463, 7.4984307289123535, 5.387304782867432, 5.102762222290039, 4.34536600112915, 6.587962627410889, 3.8163740634918213, 6.232727527618408, 7.168222904205322, 5.070950508117676, 6.659266471862793, 3.7826218605041504, 6.585299491882324, 7.850462436676025, 5.9495744705200195, 5.550661087036133, 7.112130165100098, 5.9160966873168945, 4.73140811920166, 4.2188215255737305, 7.233979225158691, 5.365750789642334, 6.193039894104004, 5.443841457366943, 6.189607620239258, 4.30695915222168, 6.066335201263428, 4.20952844619751, 8.224100112915039, 5.989611625671387, 8.708914756774902, 4.542403697967529, 6.942149639129639, 5.250542640686035, 7.774318218231201, 5.892843723297119, 5.892398357391357, 5.799800395965576, 5.336329936981201, 6.103488445281982, 6.970745086669922, 6.689881801605225, 6.690093994140625, 4.073118686676025, 7.773684501647949, 6.7027974128723145, 8.56676959991455, 4.515471935272217, 4.2894206047058105, 6.133634090423584, 7.3466477394104, 7.331399440765381, 7.443587779998779, 5.690885066986084, 3.7079031467437744, 4.903990745544434, 5.350311279296875, 7.279736042022705, 6.53883171081543, 4.807320594787598, 4.202165603637695, 4.755855560302734, 4.9084906578063965, 6.702303886413574, 6.6480712890625, 4.127345085144043, 7.694451808929443, 4.4264655113220215, 8.198083877563477, 7.651060581207275, 4.902352809906006, 4.751546859741211, 3.8471388816833496, 5.2110466957092285, 4.332258701324463, 6.528326511383057, 6.653892993927002, 3.9856882095336914, 6.300233840942383, 4.7012176513671875, 4.947600841522217, 3.5556869506835938, 4.5443854331970215, 7.684009075164795, 4.918292045593262, 6.930041313171387, 4.730991363525391, 6.123220920562744, 8.330370903015137, 5.209340572357178, 6.825325965881348, 3.5957353115081787, 3.986332893371582, 8.353116989135742, 7.337458610534668, 7.108980178833008, 3.9565765857696533, 7.905163288116455, 7.009328365325928, 5.668813228607178, 3.956662178039551, 6.799568176269531, 5.3409624099731445, 4.552900314331055, 7.27858304977417, 6.668698310852051, 4.190244674682617, 6.581417083740234, 3.969527006149292, 5.065490245819092, 7.36226749420166, 5.486983299255371, 6.571544170379639, 7.439731121063232, 6.251723766326904, 4.3436431884765625, 6.911694526672363, 5.285299301147461, 5.21386194229126, 8.48320484161377, 4.769331455230713, 7.352640628814697, 4.935102939605713, 6.17734956741333, 5.005841255187988, 4.629212379455566, 7.203485488891602, 4.267035484313965, 6.092622756958008, 4.714381694793701, 4.044816493988037, 7.820032596588135, 5.679741382598877, 7.946826934814453, 4.198394775390625, 4.876286029815674, 5.496301651000977, 7.139491081237793, 7.696625709533691, 5.234821319580078, 6.188584327697754, 5.1812424659729, 6.489958763122559, 4.224363327026367, 6.886608123779297, 4.355085849761963, 7.173768997192383, 6.838485240936279, 5.30623722076416, 4.432409286499023, 3.8300395011901855, 4.796969413757324, 7.1119585037231445, 7.3315300941467285, 7.788789749145508, 5.619663238525391, 7.7747979164123535, 7.207229137420654, 5.682519912719727, 6.953636169433594, 6.74830961227417, 5.920199871063232, 5.146440505981445, 6.170438766479492, 5.583261013031006, 5.986474514007568, 8.34094524383545, 4.419371128082275, 6.55721378326416, 4.600998401641846, 6.534604549407959, 6.806407451629639, 5.2452592849731445, 6.819485664367676, 5.377743244171143, 6.815415859222412, 5.33787202835083, 4.22213888168335, 4.062497138977051, 5.992671489715576, 4.0036091804504395, 5.405881881713867, 6.413940906524658, 6.861238479614258, 7.177417278289795, 8.317061424255371, 7.069866180419922, 7.261816024780273, 8.375985145568848, 4.993618965148926, 8.12446403503418, 5.0287184715271, 5.384540557861328, 8.21352481842041, 7.138439655303955, 7.056170463562012, 7.707855224609375, 6.298309803009033, 5.88134765625, 7.117563724517822, 5.351227760314941, 4.551583290100098, 4.822297096252441, 4.334930896759033, 4.733068943023682, 6.75422477722168, 6.237189769744873, 6.13459587097168, 4.300808429718018, 5.1017022132873535, 6.238751411437988, 4.79002571105957, 8.288464546203613, 7.996876239776611, 5.731144428253174, 5.784311294555664, 6.675317287445068, 6.811081886291504, 7.094655513763428, 3.9138734340667725, 4.526444911956787, 5.761496543884277, 4.225589275360107, 5.597627639770508, 6.029210090637207, 6.350812911987305, 6.59620475769043, 4.327003479003906, 5.78657341003418, 4.691670894622803, 7.366215229034424, 7.311777591705322, 5.5931620597839355, 4.391031742095947, 5.994702339172363, 6.352645397186279, 5.909266471862793, 5.4365234375, 6.996423244476318, 5.540660858154297, 4.2028117179870605, 5.942170143127441, 6.13461446762085, 4.540223121643066, 4.500288009643555, 7.649296283721924, 6.007140159606934, 5.294189453125, 6.538057804107666, 6.7253947257995605, 5.420039653778076, 7.096915245056152, 5.752363204956055, 6.457153797149658, 5.736724853515625, 7.277644157409668, 5.42146635055542 ], "z": [ 23.8138427734375, 20.40523910522461, 22.380495071411133, 22.633913040161133, 22.209360122680664, 21.35215187072754, 21.018390655517578, 21.07139778137207, 21.816343307495117, 20.5877742767334, 21.52756690979004, 21.93943214416504, 20.77358055114746, 21.27267074584961, 21.374210357666016, 23.0828857421875, 23.09024429321289, 22.11271095275879, 22.085525512695312, 20.805442810058594, 23.00540542602539, 21.634904861450195, 21.78611183166504, 22.639022827148438, 22.316499710083008, 20.625221252441406, 21.795482635498047, 22.685649871826172, 23.3159236907959, 21.369285583496094, 23.31435203552246, 21.442155838012695, 21.267282485961914, 23.369779586791992, 21.153804779052734, 23.17107582092285, 23.71592903137207, 21.14636993408203, 21.849323272705078, 23.864471435546875, 20.024099349975586, 23.118791580200195, 21.482933044433594, 22.145156860351562, 22.140323638916016, 21.39592742919922, 22.687501907348633, 23.11212730407715, 21.491104125976562, 20.771663665771484, 23.661794662475586, 22.42023277282715, 21.298969268798828, 21.888687133789062, 20.497365951538086, 24.151145935058594, 22.044572830200195, 22.058462142944336, 20.587810516357422, 24.010576248168945, 22.091472625732422, 22.360097885131836, 24.110761642456055, 21.11839485168457, 23.46692657470703, 22.34024429321289, 20.822690963745117, 20.86667823791504, 22.64954376220703, 22.294593811035156, 23.221229553222656, 23.457918167114258, 22.743484497070312, 21.831207275390625, 22.019630432128906, 21.274497985839844, 23.407791137695312, 21.807788848876953, 23.9538631439209, 22.59142303466797, 21.22236442565918, 23.9427547454834, 20.633089065551758, 23.238624572753906, 21.294212341308594, 21.325809478759766, 22.47311019897461, 23.381196975708008, 22.618616104125977, 21.778139114379883, 23.054153442382812, 24.265033721923828, 21.004243850708008, 21.796741485595703, 23.91067886352539, 20.306060791015625, 21.83240509033203, 21.267362594604492, 22.0668888092041, 23.03542709350586, 21.947988510131836, 21.717227935791016, 21.922433853149414, 20.39958953857422, 21.4168643951416, 22.82565689086914, 21.786865234375, 23.751941680908203, 21.40241241455078, 23.528369903564453, 20.721641540527344, 22.146818161010742, 21.79564094543457, 22.78691291809082, 23.04476547241211, 21.6290340423584, 21.797637939453125, 22.05442237854004, 21.759904861450195, 22.402738571166992, 21.72121238708496, 21.429704666137695, 21.730165481567383, 22.39348793029785, 22.185115814208984, 21.73249626159668, 21.8918399810791, 21.50031280517578, 22.665393829345703, 20.522336959838867, 20.62442970275879, 21.83559799194336, 22.046451568603516, 23.54884147644043, 23.111310958862305, 21.697662353515625, 20.979999542236328, 20.866605758666992, 24.073312759399414, 22.427833557128906, 21.400203704833984, 20.800867080688477, 22.45525550842285, 21.31598472595215, 21.001911163330078, 20.638822555541992, 21.052879333496094, 23.079891204833984, 23.380062103271484, 20.45433235168457, 21.692211151123047, 20.512645721435547, 22.727460861206055, 24.07706069946289, 22.160810470581055, 22.8873291015625, 20.660871505737305, 21.98333168029785, 21.331523895263672, 23.882585525512695, 22.268733978271484, 21.624155044555664, 22.506317138671875, 23.031982421875, 21.283485412597656, 20.84708595275879, 21.841236114501953, 23.507404327392578, 23.864601135253906, 21.582275390625, 20.529191970825195, 21.209156036376953, 20.460256576538086, 22.20677947998047, 21.528949737548828, 21.392969131469727, 21.05112648010254, 20.9638729095459, 22.63960838317871, 23.31781578063965, 20.58275032043457, 20.320701599121094, 22.281612396240234, 24.13274383544922, 21.669614791870117, 21.301305770874023, 21.772844314575195, 22.163753509521484, 23.98061180114746, 21.93000030517578, 20.68380355834961, 24.026630401611328, 21.800569534301758, 23.220203399658203, 21.3477725982666, 20.185014724731445, 22.391014099121094, 23.435701370239258, 21.392398834228516, 23.724807739257812, 20.178831100463867, 23.44908905029297, 21.29903793334961, 24.115550994873047, 21.36463165283203, 21.03750228881836, 21.825702667236328, 22.788127899169922, 21.907913208007812, 20.90165138244629, 22.749086380004883, 21.271183013916016, 21.031543731689453, 22.921173095703125, 20.940889358520508, 24.214073181152344, 23.97809410095215, 23.43071746826172, 23.160120010375977, 23.684478759765625, 21.14663314819336, 22.024127960205078, 21.79280662536621, 21.092884063720703, 22.102069854736328, 21.325469970703125, 23.24611473083496, 23.274757385253906, 20.402265548706055, 23.837614059448242, 23.239404678344727, 24.360618591308594, 24.049518585205078, 22.54711151123047, 22.534650802612305, 23.25704002380371, 21.64038848876953, 23.983266830444336, 20.240928649902344, 20.878406524658203, 24.207530975341797, 22.128433227539062, 21.096111297607422, 22.195634841918945, 20.99180030822754, 23.79538917541504, 22.052600860595703, 23.00247573852539, 21.86166763305664, 22.37261390686035, 21.181720733642578, 22.700668334960938, 21.321535110473633, 21.07121467590332, 22.236385345458984, 20.981203079223633, 21.883634567260742, 21.337053298950195, 21.469022750854492, 21.282365798950195, 23.192119598388672, 24.388525009155273, 22.12078285217285, 23.567066192626953, 21.554636001586914, 21.489154815673828, 21.852569580078125, 21.475378036499023, 22.947301864624023, 21.649744033813477, 23.343971252441406, 22.38628387451172, 22.393808364868164, 21.044212341308594, 23.30002784729004, 23.390127182006836, 23.72236442565918, 22.8205509185791, 21.333354949951172, 23.553434371948242, 21.109882354736328, 22.752180099487305, 20.807645797729492, 20.8467960357666, 22.006433486938477, 22.996583938598633, 23.46885108947754, 21.680452346801758, 22.21651840209961, 21.862804412841797, 21.906654357910156, 22.130748748779297, 20.822391510009766, 22.780742645263672, 23.749563217163086, 22.222793579101562, 21.553571701049805, 22.177549362182617, 22.49506950378418, 23.30266571044922, 22.065170288085938, 20.79175567626953, 22.736955642700195, 23.389156341552734, 21.109777450561523, 21.622411727905273, 23.186363220214844, 24.1761531829834, 20.93693733215332, 23.163532257080078, 23.406274795532227, 21.905447006225586, 21.630531311035156, 22.6866512298584, 24.178300857543945, 21.300443649291992, 21.704614639282227, 23.41986846923828, 24.13457489013672, 22.290115356445312, 21.387611389160156, 20.676462173461914, 22.672758102416992, 22.17670440673828, 23.664289474487305, 23.323535919189453, 20.67186737060547, 22.367494583129883, 23.218748092651367, 20.7579345703125, 22.789426803588867, 21.772144317626953, 21.729955673217773, 21.48931884765625, 21.010480880737305, 23.92133140563965, 21.01882553100586, 20.303821563720703, 24.419776916503906, 21.156230926513672, 22.704326629638672, 22.17824363708496, 21.46817970275879, 21.62925148010254, 21.753780364990234, 23.41147232055664, 22.574325561523438, 22.339290618896484, 23.469844818115234, 23.1385498046875, 21.99632453918457, 21.762422561645508, 21.85150718688965, 22.787939071655273, 22.227033615112305, 21.89619255065918, 22.752037048339844, 24.178895950317383, 20.739900588989258, 23.438377380371094, 21.77323341369629, 21.05416488647461, 22.516921997070312, 20.556249618530273, 22.914926528930664, 21.86227798461914, 20.878549575805664, 22.652746200561523, 21.753124237060547, 22.488868713378906, 20.353500366210938, 21.91844367980957, 20.54454231262207, 21.038368225097656, 21.190898895263672, 23.62809181213379, 21.82651138305664, 22.316574096679688, 20.815650939941406, 21.90087890625, 23.969501495361328, 21.103593826293945, 23.348766326904297, 21.222055435180664, 21.41205406188965, 21.66256332397461, 21.762781143188477, 20.82688331604004, 20.79176139831543, 20.38791847229004, 21.277446746826172, 21.220455169677734, 23.897769927978516, 21.268104553222656, 20.81033706665039, 23.44008445739746, 22.932950973510742, 23.6440486907959, 20.580869674682617, 20.769927978515625, 22.082307815551758, 22.146207809448242, 21.36614990234375, 22.299419403076172, 22.266984939575195, 23.362098693847656, 21.15134620666504, 23.39156723022461, 21.553340911865234, 23.048830032348633, 21.99120330810547, 20.354721069335938, 20.96464729309082, 23.812870025634766, 21.1591796875, 22.00278091430664, 21.512271881103516, 21.901260375976562, 22.36300277709961, 21.812305450439453, 23.530441284179688, 21.24748420715332, 20.35843276977539, 21.875024795532227, 21.74509620666504, 23.96379280090332, 23.795122146606445, 22.929584503173828, 22.753276824951172, 23.78071403503418, 21.162769317626953, 22.107393264770508, 23.139101028442383, 23.92078971862793, 21.72197723388672, 24.04196548461914, 23.71332550048828, 22.04477882385254, 22.61579704284668, 21.97225570678711, 22.275754928588867, 21.424489974975586, 23.815994262695312, 23.260454177856445, 22.897357940673828, 20.980058670043945, 21.823410034179688, 21.82374382019043, 23.29465675354004, 21.12744903564453, 20.927921295166016, 22.366174697875977, 22.517316818237305, 23.836307525634766, 21.48171043395996, 21.972673416137695, 23.43010902404785, 22.07257843017578, 22.88252067565918, 21.662330627441406, 20.49974822998047, 23.218366622924805, 21.594249725341797, 20.747682571411133, 22.933326721191406, 22.472476959228516, 21.178712844848633, 24.27729034423828, 21.043651580810547, 20.628576278686523, 22.99984359741211, 20.912893295288086, 21.154844284057617, 20.683284759521484, 23.75490951538086, 22.86777114868164, 22.23280906677246, 22.542804718017578, 21.782819747924805, 23.662769317626953, 21.92055892944336, 22.60807991027832, 22.191598892211914, 21.00421714782715, 21.684986114501953, 23.70207405090332, 22.733352661132812, 21.421573638916016, 21.245054244995117, 22.209117889404297, 22.000347137451172, 22.374738693237305, 24.26396369934082, 20.75946617126465, 20.970346450805664, 21.284473419189453, 22.7261962890625, 21.836183547973633, 22.47102165222168, 21.88496208190918, 23.07203483581543, 21.65769386291504, 23.986671447753906, 20.520397186279297, 23.011306762695312, 22.131389617919922, 23.483976364135742, 22.226409912109375, 23.819889068603516, 22.720638275146484, 20.854202270507812, 21.733016967773438, 22.430831909179688, 21.669862747192383, 21.72348976135254, 23.950777053833008, 21.246732711791992, 23.122039794921875, 22.540782928466797, 23.120023727416992, 21.5035400390625, 21.391971588134766, 23.187957763671875, 20.897701263427734, 23.57269859313965, 23.75124740600586, 22.25147247314453, 22.790973663330078, 21.92084312438965, 22.006391525268555, 23.2883243560791, 21.692886352539062, 23.53548240661621, 24.175500869750977, 21.34086799621582, 22.51081657409668, 21.730154037475586, 22.03093719482422, 22.637046813964844, 22.57420539855957, 21.737947463989258, 21.383237838745117, 21.585065841674805, 22.4737606048584, 22.683979034423828, 21.65498161315918, 22.314464569091797, 20.200536727905273, 23.089130401611328, 22.824199676513672, 21.429964065551758, 24.05331039428711, 22.417814254760742, 22.97590446472168, 21.097248077392578, 23.283565521240234, 23.074508666992188, 21.523509979248047, 20.294689178466797, 21.732799530029297, 21.233774185180664, 22.545074462890625, 21.4075870513916, 22.7741756439209, 22.383129119873047, 20.917871475219727, 23.738792419433594, 24.205991744995117, 23.848878860473633, 21.761098861694336, 22.154264450073242, 22.228635787963867, 22.70441246032715, 22.74567985534668, 20.698583602905273, 23.21995735168457, 22.35782814025879, 21.47019386291504, 23.77118492126465, 23.143693923950195, 22.073028564453125, 21.459753036499023, 20.39081573486328, 22.369701385498047, 20.7496337890625, 20.36361312866211, 23.1889591217041, 22.83055305480957, 21.58015251159668, 21.004241943359375, 21.71782684326172, 22.838016510009766, 20.84943199157715, 23.364351272583008, 23.453563690185547, 20.564289093017578, 21.137794494628906, 20.69985008239746, 22.304332733154297, 21.603395462036133, 22.675397872924805, 24.16973304748535, 21.276317596435547, 21.2905216217041, 22.845821380615234, 24.207599639892578, 21.117233276367188, 21.920848846435547, 23.26963996887207, 23.29153060913086, 22.628997802734375, 22.94605827331543, 21.332134246826172, 23.927757263183594, 21.489418029785156, 22.131912231445312, 23.52008628845215, 21.322986602783203, 23.66509246826172, 21.4349308013916, 23.82223129272461, 23.452592849731445, 24.223236083984375, 21.75550079345703, 22.427200317382812, 22.221141815185547, 21.394107818603516, 21.744606018066406, 20.837942123413086, 22.336986541748047, 22.447996139526367, 23.282550811767578, 23.076793670654297, 20.86756134033203, 20.86720848083496, 20.2283878326416, 20.423309326171875, 21.103715896606445, 21.184829711914062, 21.5404052734375, 20.87204360961914, 21.461509704589844, 24.162508010864258, 20.703575134277344, 20.7690372467041, 21.540212631225586, 20.767292022705078, 23.918167114257812, 22.305835723876953, 22.88530921936035, 23.48507308959961, 20.935009002685547, 23.40723419189453, 22.931808471679688, 21.4665584564209, 22.426197052001953, 21.11573028564453, 21.633380889892578, 23.462854385375977, 21.655014038085938, 23.341819763183594, 24.134302139282227, 20.714923858642578, 22.975881576538086, 21.61669158935547, 21.773897171020508, 22.89410972595215, 22.674644470214844, 22.290367126464844, 23.693880081176758, 21.467988967895508, 20.954797744750977, 20.48482322692871, 22.608379364013672, 22.21015739440918, 22.387306213378906, 22.939943313598633, 23.280858993530273, 23.126052856445312, 21.89915657043457, 22.98524284362793, 20.99319076538086, 24.455856323242188, 23.311948776245117, 24.295900344848633, 20.398656845092773, 21.510841369628906, 22.06319808959961, 23.432397842407227, 23.74428939819336, 21.34224510192871, 22.297531127929688, 22.637950897216797, 23.103626251220703, 23.324504852294922, 21.145051956176758, 22.206863403320312, 22.933794021606445, 21.26778221130371, 21.356956481933594, 21.927814483642578, 22.60735321044922, 22.298154830932617, 22.89232635498047, 22.737876892089844, 21.39453125, 21.056976318359375, 21.422061920166016, 21.858104705810547, 22.9666690826416, 23.61515235900879, 23.600187301635742, 23.766357421875, 23.955955505371094, 20.828405380249023, 21.626827239990234, 21.210142135620117, 22.322967529296875, 22.85037612915039, 21.36209487915039, 22.996679306030273, 21.838865280151367, 21.9345645904541, 22.976539611816406, 20.728904724121094, 21.3693790435791, 22.86256980895996, 24.22391700744629, 23.244712829589844, 21.65721321105957, 22.53314208984375, 21.539472579956055, 23.910242080688477, 21.881738662719727, 22.97727394104004, 21.68842887878418, 22.662431716918945, 22.76862907409668, 20.669397354125977, 20.708396911621094, 22.451953887939453, 22.056324005126953, 23.55160903930664, 22.05588150024414, 23.172883987426758, 23.616744995117188, 20.846271514892578, 22.40904426574707, 21.88785171508789, 24.1617488861084, 20.9716854095459, 21.23434829711914, 23.023670196533203, 21.38165283203125, 23.173978805541992, 23.122570037841797, 22.306682586669922, 21.83331871032715, 22.69485092163086, 21.063655853271484, 23.656856536865234, 21.701658248901367, 23.229284286499023, 22.923381805419922, 21.160198211669922, 22.275938034057617, 22.08625030517578, 23.136371612548828, 22.77113914489746, 22.04804039001465, 23.240480422973633, 22.42011833190918, 24.201541900634766, 23.744007110595703, 23.494918823242188, 23.151283264160156, 23.405040740966797, 22.91812515258789, 21.942413330078125, 21.117618560791016, 21.641389846801758, 21.416540145874023, 22.080617904663086, 23.370540618896484, 21.28019905090332, 22.094629287719727, 21.889617919921875, 20.684738159179688, 21.633548736572266, 23.66958236694336, 23.53764533996582, 21.372119903564453, 23.80495262145996, 22.908103942871094, 23.190656661987305, 23.30461311340332, 22.317073822021484, 22.42674446105957, 20.889490127563477, 21.448816299438477, 23.417211532592773, 20.95842170715332, 22.874343872070312, 21.471817016601562, 24.125926971435547, 23.172748565673828, 20.86313819885254, 21.06592559814453, 23.74491310119629, 22.908000946044922, 23.130029678344727, 22.731229782104492, 21.721229553222656, 22.83530044555664, 22.068727493286133, 20.45840072631836, 23.324020385742188, 21.81183624267578, 20.976091384887695, 22.010107040405273, 20.447856903076172, 20.7965030670166, 23.539777755737305, 22.573942184448242, 22.039928436279297, 22.445924758911133, 23.730688095092773, 21.529754638671875, 23.731447219848633, 21.95275115966797, 23.581768035888672, 23.24791717529297, 23.861526489257812, 23.185720443725586, 23.04739761352539, 21.168909072875977, 24.228639602661133, 21.48947525024414, 21.600393295288086, 23.331085205078125, 23.501239776611328, 22.782197952270508, 24.299434661865234, 22.31629180908203, 20.906715393066406, 21.56707000732422, 22.4523868560791, 23.95497703552246, 23.83815574645996, 22.67998504638672, 23.167879104614258, 23.699819564819336, 22.219839096069336, 22.238018035888672, 22.679351806640625, 22.69597816467285, 20.7324275970459, 21.643699645996094, 23.25666618347168, 21.28076171875, 23.1348934173584, 20.219141006469727, 21.558664321899414, 22.552982330322266, 22.017993927001953, 20.4838809967041, 23.596708297729492, 23.323017120361328, 20.28587532043457, 23.223751068115234, 22.082984924316406, 20.427017211914062, 20.495349884033203, 20.49315643310547, 22.494441986083984, 22.005123138427734, 20.823598861694336, 22.254974365234375, 21.146041870117188, 20.14815902709961, 22.958837509155273, 23.152721405029297, 22.966575622558594, 21.550127029418945, 22.876739501953125, 21.605648040771484, 22.333087921142578, 22.61856460571289, 22.637861251831055, 20.325035095214844, 22.123355865478516, 22.340404510498047, 21.339447021484375, 22.176328659057617, 23.762121200561523, 23.402984619140625, 22.95611000061035, 22.090665817260742, 22.388505935668945, 21.283361434936523, 22.428531646728516, 23.282434463500977, 20.911251068115234, 22.967050552368164, 20.936433792114258, 22.51694107055664, 20.983060836791992, 22.158349990844727, 22.12204933166504, 20.917137145996094, 22.134620666503906, 20.314529418945312, 23.16813850402832, 22.757251739501953, 24.083114624023438, 21.66427993774414, 22.38239860534668, 23.567138671875, 22.076536178588867, 23.20046043395996, 21.233884811401367, 21.18459129333496, 20.907737731933594, 23.39377212524414, 20.764741897583008, 21.953752517700195, 22.04096221923828, 23.403976440429688, 22.761262893676758, 22.946758270263672, 22.572696685791016, 23.520971298217773, 22.881145477294922, 22.841859817504883, 23.83936882019043, 23.301965713500977, 23.404239654541016, 24.13880157470703, 21.799604415893555, 20.953859329223633, 21.084135055541992, 21.000579833984375, 21.128002166748047, 21.999217987060547, 20.695838928222656, 21.972856521606445, 22.588844299316406, 22.244464874267578, 23.893869400024414, 23.124876022338867, 22.375001907348633, 20.689218521118164, 23.65821647644043, 21.81472396850586, 21.502946853637695, 23.744327545166016, 21.11821746826172, 22.230093002319336, 21.407840728759766, 22.05725860595703, 20.959882736206055, 21.5770263671875, 21.994876861572266, 21.83099365234375, 21.223743438720703, 22.82984161376953, 21.176128387451172, 24.246784210205078, 21.43480682373047, 21.142791748046875, 23.220054626464844, 24.081649780273438, 22.218809127807617, 22.266157150268555, 21.216455459594727, 21.56438636779785, 20.380857467651367, 22.16904640197754, 23.952356338500977, 23.54024887084961, 22.509294509887695, 22.432388305664062, 21.971811294555664, 22.793949127197266, 22.406618118286133, 22.745967864990234, 23.974180221557617, 21.713945388793945, 21.986495971679688, 22.543312072753906, 21.54851531982422, 19.9973087310791, 20.945669174194336, 23.77276611328125, 21.21053695678711, 21.486064910888672, 22.614490509033203, 21.011545181274414, 20.666662216186523, 22.81962776184082, 22.013961791992188, 24.166664123535156, 22.811193466186523, 21.03146743774414, 23.18979835510254, 22.365930557250977, 20.892183303833008, 20.189350128173828, 22.28058624267578, 21.954469680786133, 22.784244537353516, 22.24182891845703, 20.675201416015625, 22.0643367767334, 21.086111068725586, 21.873844146728516, 21.28932762145996, 21.8458194732666, 20.965511322021484, 21.006624221801758, 21.037399291992188, 23.41442108154297, 21.047712326049805, 21.114595413208008, 22.93622589111328, 22.183122634887695, 21.836387634277344, 22.848304748535156, 21.480148315429688, 21.62663459777832, 23.01149559020996, 21.19048309326172, 22.92913246154785, 21.37540626525879, 20.118337631225586, 20.841894149780273, 23.48849868774414, 20.970848083496094, 22.743581771850586, 23.250247955322266, 21.287120819091797, 22.529930114746094, 23.59347915649414, 23.22364044189453, 21.030000686645508, 22.82289695739746, 21.668367385864258, 21.63043975830078, 21.804847717285156, 22.8414363861084, 21.58636474609375, 20.84674835205078, 22.239139556884766, 22.94384002685547, 23.8031005859375, 23.79241943359375, 21.199193954467773, 20.977855682373047, 21.298980712890625, 23.04551124572754, 24.169206619262695, 20.631832122802734, 22.21678924560547, 21.699630737304688, 21.019542694091797, 22.36848258972168, 24.281068801879883, 21.510684967041016, 23.1270809173584, 23.25401496887207, 21.670011520385742, 20.623376846313477, 21.369213104248047, 21.536165237426758, 23.085020065307617, 22.37613296508789, 20.922861099243164, 21.832422256469727, 22.423582077026367, 23.277475357055664, 22.34966468811035, 23.419137954711914, 22.687782287597656, 23.069393157958984, 23.74708366394043, 21.28938102722168, 23.347299575805664, 23.011154174804688, 22.316076278686523, 23.499202728271484, 21.737802505493164, 22.563276290893555, 20.392656326293945, 22.2440242767334, 23.297000885009766, 20.7012939453125, 20.944046020507812, 22.69247055053711, 21.302934646606445, 20.77625274658203, 23.289289474487305, 23.982603073120117, 21.7844295501709, 23.826873779296875, 23.08147621154785, 22.819910049438477, 21.199846267700195, 21.030611038208008, 23.62175750732422, 20.843677520751953, 22.09770393371582, 21.285743713378906, 23.357194900512695, 22.078662872314453, 21.571062088012695, 22.772912979125977, 23.618045806884766, 22.61667823791504, 23.446510314941406, 22.100543975830078, 21.079132080078125, 23.883338928222656, 22.969892501831055, 22.47646141052246, 23.605876922607422, 22.950347900390625, 22.51371955871582, 21.613088607788086, 22.589210510253906, 20.956003189086914, 21.100303649902344, 20.91745376586914, 20.47389793395996, 22.699907302856445, 21.41205596923828, 24.230623245239258, 23.70627784729004, 22.820850372314453, 21.507570266723633, 21.92125129699707, 23.12810707092285, 22.198993682861328, 21.530179977416992, 21.949466705322266, 23.11255645751953, 21.41970443725586, 21.17446517944336, 21.082332611083984, 24.115863800048828, 21.462665557861328, 20.82296371459961, 22.258453369140625, 20.856300354003906, 21.949844360351562, 21.205842971801758, 21.16659164428711, 22.15345573425293, 23.799137115478516, 22.312646865844727, 20.91671371459961, 23.12990379333496, 20.979421615600586, 23.73526954650879, 22.533615112304688, 20.291296005249023, 23.427183151245117, 20.457969665527344, 22.513437271118164, 22.279748916625977, 23.468042373657227, 22.489965438842773, 23.02625846862793, 24.05927848815918, 21.458524703979492, 23.22088050842285, 22.714519500732422, 21.415796279907227, 21.614078521728516, 20.772907257080078, 21.695358276367188, 21.403335571289062, 21.430877685546875, 22.060394287109375, 23.068588256835938, 21.608352661132812, 22.23097038269043, 23.67380142211914, 23.704669952392578, 22.035287857055664, 23.194141387939453, 21.847152709960938, 23.90918731689453, 23.4644775390625, 21.838350296020508, 23.262983322143555, 22.497337341308594, 21.540727615356445, 23.225000381469727, 22.49418067932129, 21.709291458129883, 23.751075744628906, 23.036169052124023, 23.228330612182617, 23.175594329833984, 22.816682815551758, 22.363393783569336, 23.663400650024414, 23.2207088470459, 20.94186782836914, 20.918598175048828, 21.417621612548828, 23.229887008666992, 23.353548049926758, 21.879047393798828, 22.083698272705078, 21.124454498291016, 24.024351119995117, 21.691329956054688, 24.110660552978516, 22.46402931213379, 20.70075225830078, 23.15437126159668, 22.407886505126953, 23.308687210083008, 22.939882278442383, 23.82395362854004, 23.993783950805664, 21.08464813232422, 20.570087432861328, 22.01761817932129, 21.711301803588867, 21.66440200805664, 21.025039672851562, 21.785724639892578, 23.15607261657715, 21.23253059387207, 22.823381423950195, 21.734535217285156, 22.970338821411133, 23.472251892089844, 23.014545440673828, 23.753753662109375, 20.603933334350586, 22.961631774902344, 22.130294799804688, 21.808374404907227, 20.977262496948242, 21.64881706237793, 20.739347457885742, 24.124483108520508, 22.76942253112793, 22.89364242553711, 20.831974029541016, 22.05088996887207, 22.00514793395996, 20.846036911010742, 24.137348175048828, 21.134782791137695, 24.172321319580078, 22.066638946533203, 22.43009376525879, 21.29340171813965, 23.775318145751953, 21.336780548095703, 21.780363082885742, 21.771438598632812, 21.55971908569336, 22.39812469482422, 22.029443740844727, 22.155115127563477, 21.319225311279297, 22.577613830566406, 22.840932846069336, 23.282075881958008, 22.945444107055664, 23.319637298583984, 22.66324234008789, 22.122583389282227, 23.025178909301758, 23.471128463745117, 20.913421630859375, 24.269588470458984, 21.01199722290039, 22.611530303955078, 22.626209259033203, 22.090789794921875, 22.598527908325195, 21.19554328918457, 22.56878662109375, 22.019107818603516, 23.176225662231445, 21.68106460571289, 21.575199127197266, 22.59805679321289, 22.29340171813965, 21.258230209350586, 23.89706802368164, 24.198299407958984, 21.217788696289062, 22.556982040405273, 22.400402069091797, 21.06397819519043, 20.559049606323242, 24.189292907714844, 20.84114646911621, 20.980031967163086, 22.214628219604492, 22.006473541259766, 23.18869972229004, 20.850000381469727, 21.480464935302734, 23.799457550048828, 21.738445281982422, 20.86978530883789, 22.17896270751953, 22.206174850463867, 21.515047073364258, 22.93741798400879, 23.183021545410156, 21.210603713989258, 21.52129364013672, 21.618844985961914, 22.017803192138672, 23.674169540405273, 22.337631225585938, 22.226158142089844, 21.6634578704834, 23.79281997680664, 23.427875518798828, 22.49607276916504, 23.392244338989258, 24.134403228759766, 23.69670295715332, 21.612333297729492, 22.497425079345703, 21.876768112182617, 23.932510375976562, 22.523216247558594, 22.225444793701172, 22.32443618774414, 22.212284088134766, 23.27912712097168, 21.05717658996582, 23.09878158569336, 23.129161834716797, 21.475521087646484, 24.089515686035156, 22.32292366027832, 24.148469924926758, 23.056673049926758, 22.480976104736328, 22.4636287689209, 21.429128646850586, 21.838972091674805, 21.64120864868164, 22.092531204223633, 21.532363891601562, 23.90900421142578, 23.579505920410156, 23.214263916015625, 22.748598098754883, 24.292709350585938, 21.26226234436035, 22.46259117126465, 22.64789581298828, 22.31072235107422, 23.843162536621094, 20.932241439819336, 22.80501365661621, 21.280231475830078, 22.332046508789062, 22.03696632385254, 21.319990158081055, 21.333168029785156, 23.03810691833496, 21.760833740234375, 22.392269134521484, 24.071313858032227, 22.98794174194336, 22.97894287109375, 23.859899520874023, 23.483083724975586, 23.293682098388672, 22.849924087524414, 23.14063835144043, 21.129684448242188, 20.86397361755371, 23.841533660888672, 21.256244659423828, 21.582141876220703, 21.61807632446289, 20.81462287902832, 23.79339027404785, 22.161636352539062, 23.23349952697754, 20.087200164794922, 20.789640426635742, 22.33761978149414, 20.438749313354492, 22.621109008789062, 22.313060760498047, 22.186857223510742, 21.63321304321289, 20.877748489379883, 20.22849464416504, 21.47885513305664, 22.73224449157715, 22.736528396606445, 22.797697067260742, 21.749134063720703, 21.133625030517578, 21.23219871520996, 23.915029525756836, 21.465837478637695, 24.077016830444336, 22.454051971435547, 21.038530349731445, 22.682231903076172, 22.384103775024414, 22.861268997192383, 21.510927200317383, 23.385053634643555, 20.442537307739258, 20.798906326293945, 22.121686935424805, 21.73155975341797, 20.66248321533203, 23.972503662109375, 22.40489387512207, 21.506553649902344, 23.45261573791504, 23.371856689453125, 23.029895782470703, 20.838003158569336, 22.227840423583984, 22.892070770263672, 21.820505142211914, 22.575450897216797, 21.36449432373047, 21.653614044189453, 22.45741081237793, 23.50007438659668, 22.122970581054688, 24.023822784423828, 23.015989303588867, 20.684720993041992, 21.290912628173828, 21.70173454284668, 22.567190170288086, 22.929744720458984, 22.728904724121094, 20.68012237548828, 21.748733520507812, 23.507341384887695, 22.030532836914062, 22.982070922851562, 21.719934463500977, 22.763896942138672, 20.866174697875977, 22.369213104248047, 23.59752082824707, 21.676925659179688, 21.679279327392578, 21.53778839111328, 22.578250885009766, 21.727842330932617, 23.28445816040039, 21.973398208618164, 23.039443969726562, 24.2933292388916, 21.972637176513672, 21.834157943725586, 21.89667320251465, 22.05231475830078, 21.620025634765625, 23.369333267211914, 22.485179901123047, 21.352556228637695, 21.028793334960938, 23.64862632751465, 21.780197143554688, 21.5, 24.09912872314453, 23.460769653320312, 21.987060546875, 22.194442749023438, 23.103317260742188, 21.955228805541992, 21.14939308166504, 23.615129470825195, 21.953266143798828, 23.416784286499023, 23.56561279296875, 22.879484176635742, 23.879072189331055, 21.699207305908203, 21.664653778076172, 21.65822982788086, 21.20946502685547, 20.888736724853516, 22.825132369995117, 23.74001121520996, 22.975881576538086, 23.010608673095703, 22.723108291625977, 21.392356872558594, 22.6207332611084, 22.75870704650879, 22.498794555664062, 20.479759216308594, 23.9447078704834, 21.949735641479492, 21.820323944091797, 21.289995193481445, 20.307268142700195, 22.44814682006836, 20.317821502685547, 22.962430953979492, 21.929298400878906, 22.984657287597656, 21.57644271850586, 23.242097854614258, 21.9794864654541, 21.72447395324707, 21.929529190063477, 21.03109359741211, 23.911285400390625, 23.825271606445312, 21.450830459594727, 22.39832305908203, 21.14353370666504, 21.462684631347656, 23.11534309387207, 23.283329010009766, 22.526458740234375, 23.04677391052246, 24.018146514892578, 22.137401580810547, 21.60357093811035, 22.22051429748535, 21.64236831665039, 20.99610137939453, 21.535953521728516, 23.672199249267578, 23.01609230041504, 23.57288360595703, 21.139392852783203, 20.906482696533203, 20.861597061157227, 21.475448608398438, 21.388214111328125, 23.395227432250977, 21.154056549072266, 21.24152183532715, 21.54058265686035, 22.273775100708008, 22.03230094909668, 20.777997970581055, 21.49601173400879, 21.293455123901367, 21.989328384399414, 21.026212692260742, 23.34032440185547, 24.13309097290039, 22.15293312072754, 22.175559997558594, 22.336854934692383, 24.27691078186035, 22.799917221069336, 22.256153106689453, 23.602783203125, 22.496917724609375, 22.053298950195312, 21.77699851989746, 22.137737274169922, 21.82674217224121, 20.715930938720703, 22.56639862060547, 23.389572143554688, 22.0958194732666, 22.513486862182617, 21.877742767333984, 20.80862045288086, 21.28212547302246, 21.761350631713867, 23.55050277709961, 22.718366622924805, 20.150211334228516, 21.113801956176758, 21.283824920654297, 21.808870315551758, 22.613967895507812, 20.957962036132812, 24.109325408935547, 22.469829559326172, 21.676328659057617, 23.131797790527344, 22.90864372253418, 21.584186553955078, 23.534198760986328, 22.173006057739258, 22.816633224487305, 21.274110794067383, 21.23944664001465, 22.24176025390625, 22.401479721069336, 22.992534637451172, 23.46967315673828, 23.07859992980957, 23.89845848083496, 22.199134826660156, 21.927101135253906, 22.76658821105957, 23.799291610717773, 21.929725646972656, 22.8823299407959, 20.9044189453125, 22.913480758666992, 23.16779327392578, 21.87887954711914, 22.360300064086914, 22.11968421936035, 21.106761932373047, 20.715604782104492, 22.164581298828125, 21.687650680541992, 22.02434539794922, 21.7935848236084, 21.691909790039062, 22.8695011138916, 22.821002960205078, 21.937612533569336, 24.181528091430664, 23.255023956298828, 21.52483558654785, 22.634756088256836, 23.20855712890625, 22.536378860473633, 22.75102424621582, 21.51731300354004, 22.200212478637695, 21.380996704101562, 22.25569725036621, 23.15371322631836, 24.049705505371094, 23.746898651123047, 23.66855812072754, 21.695524215698242, 20.71917724609375, 23.448665618896484, 23.725522994995117, 24.20085334777832, 22.45342445373535, 23.672645568847656, 23.459392547607422, 22.165489196777344, 21.80120277404785, 21.914173126220703, 23.724529266357422, 21.16225814819336, 22.998374938964844, 23.335254669189453, 23.161109924316406, 21.015636444091797, 22.36586570739746, 22.07012367248535, 21.098583221435547, 23.4909610748291, 23.764463424682617, 22.88529396057129, 22.948429107666016, 21.026996612548828, 20.75513458251953, 22.260944366455078, 22.70547866821289, 23.230575561523438, 23.91925811767578, 23.45669174194336, 22.447607040405273, 22.1710262298584, 20.79767417907715, 23.504188537597656, 21.698322296142578, 20.45009422302246, 23.707263946533203, 20.689453125, 23.081361770629883, 23.201847076416016, 20.78514862060547, 22.75398826599121, 20.702598571777344, 22.25647735595703, 21.247501373291016, 21.231502532958984, 23.127758026123047, 23.52512550354004, 23.757835388183594, 22.4283504486084, 24.206117630004883, 21.136842727661133, 22.86026954650879, 22.948163986206055, 21.958581924438477, 23.369029998779297, 20.904993057250977, 21.053937911987305, 22.386783599853516, 21.31279945373535, 21.887550354003906, 22.011764526367188, 20.839702606201172, 21.686193466186523, 21.487058639526367, 21.411544799804688, 22.482704162597656, 23.214670181274414, 22.563199996948242, 22.49005699157715, 22.82926368713379, 22.311180114746094, 23.478151321411133, 22.212326049804688, 22.02030372619629, 21.768850326538086, 22.1355037689209, 20.333620071411133, 21.23998260498047, 22.563783645629883, 21.531978607177734, 22.298892974853516, 20.309860229492188, 22.136348724365234, 21.34803581237793, 21.93606948852539, 22.150697708129883, 23.638933181762695, 20.78659439086914, 23.415626525878906, 20.2407169342041, 23.663063049316406, 22.102035522460938, 21.747848510742188, 23.06259536743164, 21.050724029541016, 22.854211807250977, 21.384910583496094, 22.4859619140625, 22.375633239746094, 23.93572425842285, 21.76112937927246, 22.97210693359375, 22.4454402923584, 23.233566284179688, 24.143171310424805, 22.35529327392578, 22.246980667114258, 22.878219604492188, 22.490938186645508, 23.395252227783203, 20.924753189086914, 24.008546829223633, 20.78609275817871, 22.746049880981445, 20.781946182250977, 20.96976089477539, 21.519649505615234, 23.95988655090332, 23.488630294799805, 23.399328231811523, 22.78053092956543, 20.84025001525879, 23.345603942871094, 21.44886589050293, 21.103288650512695, 22.979698181152344, 22.397872924804688, 22.349706649780273, 21.109283447265625, 21.930978775024414, 23.32814598083496, 21.416889190673828, 20.31668472290039, 21.67222785949707, 22.39789581298828, 21.14665985107422, 22.497838973999023, 24.38175392150879, 21.42282485961914, 21.1712646484375, 20.818164825439453, 22.30396270751953, 20.524734497070312, 21.699018478393555, 23.0810489654541, 23.075387954711914, 22.56325912475586, 21.345970153808594, 23.528900146484375, 22.056333541870117, 22.406190872192383, 23.658802032470703, 21.435022354125977, 21.040355682373047, 22.35492515563965, 20.364011764526367, 21.619869232177734, 22.386985778808594, 22.6674747467041, 21.47237777709961, 21.551589965820312, 23.034832000732422, 21.81852912902832, 23.288963317871094, 23.583356857299805, 23.502878189086914, 22.698135375976562, 21.319265365600586, 22.505966186523438, 23.306636810302734, 22.672353744506836, 22.42255401611328, 23.48072624206543, 23.541879653930664, 22.893892288208008, 23.60785675048828, 22.164209365844727, 21.622224807739258, 22.835893630981445, 23.68025779724121, 20.477615356445312, 23.586902618408203, 22.89389991760254, 22.76592445373535, 20.813262939453125, 21.310741424560547, 21.440107345581055, 23.373929977416992, 22.071884155273438, 21.245054244995117, 21.829771041870117, 20.90005111694336, 21.740556716918945, 21.752342224121094, 23.865184783935547, 22.541080474853516, 24.05329704284668, 23.04874038696289, 23.35673713684082, 20.071001052856445, 22.471996307373047, 21.308443069458008, 22.328304290771484, 20.922250747680664, 22.156719207763672, 20.917524337768555, 20.712602615356445, 22.075984954833984, 23.657461166381836, 21.03569984436035, 23.396589279174805, 22.196523666381836, 20.864736557006836, 22.34597396850586, 23.76845932006836, 23.42918586730957, 21.819927215576172, 23.92709732055664, 23.26381492614746, 22.533708572387695, 22.03266143798828, 21.736154556274414, 22.478073120117188, 21.69025421142578, 22.61797332763672, 22.92013168334961, 22.94575309753418, 20.850177764892578, 23.232990264892578, 23.739116668701172, 21.368011474609375, 23.466983795166016, 23.587356567382812, 20.898818969726562, 21.342205047607422, 21.447113037109375, 23.532682418823242, 22.11878776550293, 20.78985595703125, 23.31535530090332, 23.38071060180664, 22.11510467529297, 23.434612274169922, 21.794010162353516, 24.12099838256836, 23.194900512695312, 21.523027420043945, 21.65240478515625, 23.617216110229492, 23.167991638183594, 21.91802215576172, 22.464391708374023, 22.964784622192383, 21.185455322265625, 22.5958194732666, 22.247053146362305, 21.164409637451172, 21.412778854370117, 23.617359161376953, 21.69898796081543, 21.752748489379883, 21.71834373474121, 22.372936248779297, 21.790138244628906, 23.093414306640625, 23.194812774658203, 21.29193878173828, 21.351511001586914, 20.330852508544922, 21.823692321777344, 21.88902473449707, 21.970983505249023, 22.56295394897461, 23.16581916809082, 24.195903778076172, 20.906421661376953, 22.162805557250977, 22.72747039794922, 21.10219955444336, 23.21091079711914, 20.978479385375977, 20.70810317993164, 22.08241081237793, 20.5125675201416, 20.84444236755371, 21.512645721435547, 23.08113670349121, 22.52179718017578, 20.451459884643555, 21.238035202026367, 20.854280471801758, 21.84391212463379, 23.716176986694336, 23.315750122070312, 20.272377014160156, 22.164384841918945, 24.206069946289062, 22.417993545532227, 23.04184341430664, 21.628332138061523, 20.521005630493164, 23.981422424316406, 23.781726837158203, 22.993122100830078, 21.333023071289062, 22.44268798828125, 22.306827545166016, 23.894489288330078, 23.520551681518555, 20.828598022460938, 22.468923568725586, 24.088699340820312, 21.975650787353516, 23.266298294067383, 21.967214584350586, 21.46214485168457, 23.933483123779297, 23.9110050201416, 21.174306869506836, 21.218904495239258, 22.86766815185547, 20.97775650024414, 21.2694149017334, 23.571474075317383, 20.747467041015625, 21.386892318725586, 20.839441299438477, 21.717655181884766, 23.57126235961914, 23.29339599609375, 21.469545364379883, 22.087106704711914, 22.113054275512695, 22.59197425842285, 24.057292938232422, 23.138629913330078, 22.677993774414062, 23.83622169494629, 22.230844497680664, 21.071748733520508, 22.25840950012207, 22.39194679260254, 22.43368148803711, 22.320711135864258, 22.695451736450195, 23.8326416015625, 22.396862030029297, 23.94329833984375, 23.6536808013916, 23.05270004272461, 21.57553482055664, 22.06307029724121, 20.917720794677734, 24.24378776550293, 21.829755783081055, 21.18096923828125, 22.757204055786133, 23.378490447998047, 22.343791961669922, 21.608509063720703, 23.171100616455078, 23.635419845581055, 20.64666175842285, 21.59646224975586, 23.941497802734375, 24.114055633544922, 22.177047729492188, 23.627466201782227, 23.835100173950195, 21.6403751373291, 22.50191879272461, 21.007108688354492, 21.594959259033203, 22.77201271057129, 21.10366439819336, 23.719743728637695, 22.58763885498047, 22.11069679260254, 22.189428329467773, 21.206682205200195, 22.750823974609375, 21.944055557250977, 20.826641082763672, 22.83721351623535, 21.044374465942383, 23.476503372192383, 21.76333236694336, 24.02402114868164, 21.38423728942871, 20.581279754638672, 23.01009750366211, 22.678485870361328, 21.135658264160156, 23.56100845336914, 21.443737030029297, 23.13840103149414, 22.035799026489258, 22.032533645629883, 21.543943405151367, 22.850828170776367, 22.269756317138672, 22.742307662963867, 20.97475814819336, 22.518964767456055, 21.192163467407227, 22.917232513427734, 20.986156463623047, 22.449018478393555, 21.846996307373047, 21.09279441833496, 23.976238250732422, 21.853940963745117, 22.7321720123291, 23.230552673339844, 22.47671890258789, 21.08624267578125, 20.57084846496582, 21.880659103393555, 20.581634521484375, 20.369800567626953, 24.028146743774414, 21.357324600219727, 24.425058364868164, 22.233854293823242, 21.64311408996582, 21.7850399017334, 21.332033157348633, 21.760011672973633, 24.142663955688477, 21.58921241760254, 24.190582275390625, 23.046367645263672, 21.724519729614258, 22.26725196838379, 22.44474220275879, 20.852115631103516, 23.973772048950195, 23.858192443847656, 24.161701202392578, 22.08057975769043, 22.74187469482422, 23.031551361083984, 21.198413848876953, 22.487430572509766, 23.241548538208008, 22.106639862060547, 23.02340316772461, 23.844127655029297, 22.88992691040039, 23.598224639892578, 22.05423927307129, 21.360824584960938, 20.995553970336914, 23.49073600769043, 23.208112716674805, 23.037935256958008, 21.6667423248291, 22.691123962402344, 22.49322509765625, 21.88184356689453, 21.358470916748047, 22.19367790222168, 23.739234924316406, 23.047727584838867, 22.710527420043945, 22.114097595214844, 22.24295425415039, 24.14684295654297, 23.400541305541992, 23.363033294677734, 21.743755340576172, 21.94158363342285, 22.309358596801758, 21.52818489074707, 20.871328353881836, 22.107494354248047, 20.828065872192383, 22.239700317382812, 24.200836181640625, 21.297779083251953, 21.388721466064453, 21.222034454345703, 22.205142974853516, 21.79224967956543, 20.637052536010742, 19.98501205444336, 21.25088882446289, 23.572265625, 21.91720199584961, 22.876243591308594, 20.61188507080078, 22.42247772216797, 21.165027618408203, 23.04194450378418, 22.49372673034668, 21.679567337036133, 21.621036529541016, 21.668012619018555, 20.423694610595703, 20.502552032470703, 23.477214813232422, 22.838565826416016, 20.19834327697754, 21.822572708129883, 20.436857223510742, 21.237220764160156, 22.328554153442383, 22.476503372192383, 22.784509658813477, 21.18916130065918, 22.53685760498047, 21.61541175842285, 22.655195236206055, 23.830604553222656, 23.278160095214844, 20.89857292175293, 22.60370635986328, 22.92909812927246, 23.157188415527344, 20.809131622314453, 23.690719604492188, 23.606271743774414, 22.84170913696289, 24.136201858520508, 20.620553970336914, 21.910398483276367, 21.96921730041504, 20.505962371826172, 22.612361907958984, 22.017772674560547, 23.218753814697266, 21.521324157714844, 23.107803344726562, 22.420217514038086, 21.111328125, 21.621479034423828, 23.33526039123535, 22.84986114501953, 21.628372192382812, 21.092458724975586, 22.347003936767578, 21.0677433013916, 22.434499740600586, 23.894384384155273, 22.23282241821289, 22.612892150878906, 22.3060302734375, 21.20002555847168, 21.108909606933594, 22.301387786865234, 21.993648529052734, 23.457645416259766, 24.327495574951172, 24.27324104309082, 23.339208602905273, 22.96922492980957, 21.037822723388672, 21.03491973876953, 22.687551498413086, 22.444246292114258, 21.45799446105957, 22.465438842773438, 23.568368911743164, 21.42342185974121, 21.893285751342773, 21.923641204833984, 23.654735565185547, 22.889732360839844, 21.685575485229492, 22.73529052734375, 21.9069766998291, 21.486970901489258, 22.370344161987305, 24.2449951171875, 22.98075294494629, 22.67152976989746, 22.12507438659668, 22.515153884887695, 20.741491317749023, 21.3575439453125, 20.747119903564453, 20.652299880981445, 23.242326736450195, 21.668981552124023, 21.786081314086914, 20.709217071533203, 22.870267868041992, 23.416885375976562, 22.717470169067383, 21.44761085510254, 23.047273635864258, 23.111373901367188, 22.75600814819336, 23.878332138061523, 22.284242630004883, 23.156003952026367, 22.188323974609375, 24.23341941833496, 20.929943084716797, 21.704681396484375, 23.72433090209961, 22.4282169342041, 24.303552627563477, 20.780179977416992, 22.29447364807129, 22.052635192871094, 22.059284210205078, 24.252958297729492, 22.071054458618164, 21.382837295532227, 23.823678970336914, 21.695701599121094, 24.37464714050293, 24.303068161010742, 22.365388870239258, 22.430335998535156, 23.376920700073242, 22.218454360961914, 21.06243133544922, 21.150171279907227, 21.278728485107422, 21.36703872680664, 23.10234832763672, 21.988941192626953, 23.267179489135742, 21.646142959594727, 22.66997718811035, 22.211225509643555, 23.11012077331543, 21.88360595703125, 21.709381103515625, 21.324979782104492, 23.65131187438965, 23.340452194213867, 23.466468811035156, 22.19383430480957, 23.38335609436035, 23.255373001098633, 23.44474983215332, 22.53104019165039, 23.02800941467285, 21.840084075927734, 22.128143310546875, 23.422521591186523, 21.27777099609375, 23.07141876220703, 22.298656463623047, 21.943777084350586, 21.317459106445312, 22.525455474853516, 21.833576202392578, 21.016990661621094, 22.280967712402344, 22.731956481933594, 22.394180297851562, 20.51471519470215, 21.620798110961914, 21.74440574645996, 20.8174991607666, 20.48796272277832, 22.76412010192871, 20.818740844726562, 22.48360252380371, 20.833547592163086, 23.482133865356445, 22.900911331176758, 22.28232765197754, 21.097124099731445, 21.77916145324707, 20.310897827148438, 22.3049259185791, 21.98394775390625, 21.723602294921875, 23.05988883972168, 21.005212783813477, 21.04212760925293, 21.23358917236328, 22.97372055053711, 23.521825790405273, 21.5156307220459, 23.585386276245117, 21.193178176879883, 21.472305297851562, 22.777748107910156, 23.575973510742188, 20.7240047454834, 23.31646156311035, 23.04183006286621, 22.44390296936035, 23.007978439331055, 22.18992805480957, 23.359540939331055, 23.865915298461914, 21.57798957824707, 22.15639877319336, 21.247024536132812, 23.05263328552246, 21.53911781311035, 20.60191535949707, 23.213207244873047, 21.137184143066406, 21.341590881347656, 21.06387710571289, 24.307327270507812, 22.9033145904541, 23.76596450805664, 23.45381736755371, 20.649341583251953, 23.196184158325195, 20.735340118408203, 22.427024841308594, 23.52300453186035, 20.31280517578125, 20.844266891479492, 22.368364334106445, 21.524612426757812, 21.368240356445312, 22.375019073486328, 22.467988967895508, 22.903167724609375, 22.802284240722656, 23.543792724609375, 22.189241409301758, 23.13927459716797, 23.56399154663086, 22.41731834411621, 21.221948623657227, 23.137481689453125, 22.03553009033203, 21.543418884277344, 22.999359130859375, 21.12876319885254, 22.983911514282227, 22.591928482055664, 24.120532989501953, 21.97902488708496, 23.3896427154541, 22.393352508544922, 23.77463150024414, 22.46238899230957, 24.131792068481445, 21.484010696411133, 23.163387298583984, 23.283754348754883, 21.287595748901367, 21.38763427734375, 21.990795135498047, 23.064666748046875, 22.767786026000977, 21.833599090576172, 21.212984085083008, 23.01015281677246, 22.030292510986328, 22.265914916992188, 23.63532257080078, 22.84773826599121, 23.06068229675293, 22.786954879760742, 22.753070831298828, 21.304929733276367, 22.523056030273438, 22.524768829345703, 24.3730525970459, 22.6900634765625, 20.34960174560547, 22.3778076171875, 24.027870178222656, 23.209972381591797, 21.2203311920166, 23.717809677124023, 20.856325149536133, 23.99911117553711, 22.678903579711914, 24.081071853637695, 20.47354507446289, 24.10029411315918, 23.397932052612305, 21.602380752563477, 21.819326400756836, 23.902664184570312, 21.955184936523438, 22.79717445373535, 22.119388580322266, 22.413448333740234, 21.62778663635254, 22.69179344177246, 23.67308807373047, 24.372465133666992, 23.671863555908203, 22.903106689453125, 21.685171127319336, 21.471580505371094, 20.722322463989258, 22.66388511657715, 21.245893478393555, 21.378332138061523, 21.850940704345703, 20.75200843811035, 20.602449417114258, 22.475505828857422, 21.83738136291504, 24.086580276489258, 22.950578689575195, 21.317750930786133, 22.344852447509766, 20.987892150878906, 22.317365646362305, 20.94866180419922, 24.043476104736328, 21.876991271972656, 21.950279235839844, 23.126413345336914, 22.2362060546875, 21.88872718811035, 23.040361404418945, 21.387826919555664, 22.06743812561035, 21.61170768737793, 24.26971435546875, 23.762216567993164, 22.995431900024414, 22.68175506591797, 23.91175651550293, 21.53980255126953, 20.97490882873535, 22.654727935791016, 20.328859329223633, 23.19214630126953, 20.775104522705078, 23.093059539794922, 22.705347061157227, 22.3525447845459, 22.82509994506836, 23.213130950927734, 21.866458892822266, 21.35957908630371, 23.30453872680664, 21.685773849487305, 22.61098289489746, 22.422115325927734, 23.101943969726562, 21.013154983520508, 21.91122055053711, 22.17623519897461, 20.91221046447754, 23.415502548217773, 24.045364379882812, 20.965417861938477, 20.84966278076172, 23.69655990600586, 24.24657440185547, 21.158824920654297, 21.468582153320312, 23.289751052856445, 21.900447845458984, 21.84830665588379, 22.086387634277344, 22.431304931640625, 24.08967399597168, 22.60272979736328, 22.724130630493164, 22.855836868286133, 23.53331756591797, 21.83440399169922, 23.113706588745117, 22.761796951293945, 20.2066650390625, 23.5300235748291, 24.40398597717285, 20.675424575805664, 22.611236572265625, 23.678714752197266, 24.209213256835938, 23.600324630737305, 22.502574920654297, 23.35145378112793, 21.973806381225586, 21.1752986907959, 20.669164657592773, 22.238698959350586, 20.877389907836914, 20.176326751708984, 20.62153434753418, 20.834592819213867, 20.360267639160156, 22.982254028320312, 22.690845489501953, 21.927120208740234, 22.30952262878418, 22.669626235961914, 22.1146183013916, 20.998586654663086, 22.715925216674805, 23.131587982177734, 22.841266632080078, 21.79517936706543, 21.35688018798828, 20.768953323364258, 23.239465713500977, 24.16897201538086, 21.020235061645508, 21.886777877807617, 23.117473602294922, 23.651466369628906, 21.323850631713867, 22.424537658691406, 21.6690616607666, 23.854991912841797, 21.42255973815918, 21.267101287841797, 22.023561477661133, 22.158254623413086, 20.764352798461914, 24.13688850402832, 20.08344268798828, 22.540306091308594, 23.36404037475586, 20.992319107055664, 21.571170806884766, 23.033329010009766, 23.411331176757812, 21.844743728637695, 23.126331329345703, 23.393564224243164, 20.752079010009766, 22.65501594543457, 23.46021842956543, 23.209367752075195, 20.77430534362793, 21.466081619262695, 24.12112808227539, 22.02654457092285, 20.72964096069336, 22.41667938232422, 21.145540237426758, 21.961017608642578, 23.438419342041016, 21.19393539428711, 20.792343139648438, 20.837650299072266, 21.795604705810547, 21.464296340942383, 22.33834457397461, 21.4064998626709, 22.278310775756836, 23.8353328704834, 21.605712890625, 22.825021743774414, 20.59159278869629, 23.810197830200195, 21.289255142211914, 23.89211082458496, 23.79195785522461, 21.170875549316406, 20.743349075317383, 22.853464126586914, 23.625661849975586, 24.096445083618164, 21.79314613342285, 22.977516174316406, 21.953527450561523, 21.65644645690918, 21.92941665649414, 20.41657829284668, 22.54967498779297, 21.01105499267578, 22.355974197387695, 22.448049545288086, 20.796714782714844, 20.859634399414062, 21.636255264282227, 22.915691375732422, 24.282337188720703, 21.362163543701172, 21.708356857299805, 20.51936149597168, 22.535524368286133, 22.36993980407715, 21.24277114868164, 21.087722778320312, 23.093868255615234, 22.583049774169922, 24.24120330810547, 22.15888786315918, 21.545286178588867, 20.655277252197266, 23.32581329345703, 23.424745559692383, 22.881412506103516, 19.984466552734375, 22.423994064331055, 21.58143424987793, 21.31580924987793, 21.698545455932617, 22.470949172973633, 23.149269104003906, 22.716575622558594, 23.15718650817871, 21.582530975341797, 22.7291316986084, 22.51641845703125, 22.017353057861328, 23.176897048950195, 22.430524826049805, 22.225753784179688, 21.007869720458984, 22.58615493774414, 23.624378204345703, 22.268388748168945, 22.709819793701172, 22.589244842529297, 21.68339729309082, 23.820566177368164, 22.658662796020508, 22.37458610534668, 21.449892044067383, 21.208616256713867, 21.563886642456055, 22.365434646606445, 21.645179748535156, 22.40946388244629, 23.9956111907959, 21.331819534301758, 22.51055908203125, 22.4808406829834, 20.361553192138672, 20.3341007232666, 21.706817626953125, 22.74414825439453, 23.123449325561523, 22.24662208557129, 22.055681228637695, 21.496747970581055, 23.456830978393555, 23.010629653930664, 22.426347732543945, 22.631664276123047, 23.20803451538086, 22.048864364624023, 21.738718032836914, 20.330860137939453, 21.1745662689209, 22.185611724853516, 21.84877586364746, 22.506967544555664, 23.515100479125977, 21.16671371459961, 21.51313591003418, 21.22439193725586, 22.864795684814453, 21.018388748168945, 23.42119598388672, 21.25258445739746, 20.77727508544922, 23.503019332885742, 22.519329071044922, 21.979175567626953, 22.32886505126953, 22.71930503845215, 20.90817642211914, 22.186569213867188, 23.30390739440918, 21.884218215942383, 21.622211456298828, 21.20962905883789, 21.65388298034668, 21.540542602539062, 23.997426986694336, 21.52491569519043, 24.112239837646484, 21.868457794189453, 22.95785903930664, 21.22280502319336, 23.281248092651367, 22.52439308166504, 21.416423797607422, 20.998943328857422, 22.624990463256836, 22.779457092285156, 21.484800338745117, 23.574216842651367, 21.88648223876953, 21.799840927124023, 21.40793228149414, 22.72662925720215, 24.184091567993164, 24.007356643676758, 21.803424835205078, 21.0289306640625, 21.433521270751953, 22.573205947875977, 22.506393432617188, 23.177804946899414, 21.862497329711914, 20.657737731933594, 20.605730056762695, 21.594615936279297, 21.392148971557617, 22.63582992553711, 22.717477798461914, 22.143409729003906, 22.821332931518555, 22.31295394897461, 21.87928009033203, 23.62981605529785, 20.828474044799805, 21.27404022216797, 22.275487899780273, 22.299551010131836, 23.829805374145508, 23.540821075439453, 21.444686889648438, 20.50028419494629, 22.282743453979492, 20.751676559448242, 22.431015014648438, 22.215436935424805, 20.86669158935547, 22.513845443725586, 22.286605834960938, 21.732423782348633, 20.9686222076416, 21.95688819885254, 23.265342712402344, 21.690427780151367, 22.384185791015625, 23.531402587890625, 22.186481475830078, 22.527807235717773, 23.82529067993164, 21.145769119262695, 22.363569259643555, 21.95022201538086, 20.4747314453125, 21.04188346862793, 21.931926727294922, 22.289331436157227, 22.88140869140625, 20.96030044555664, 22.281269073486328, 22.295181274414062, 23.339962005615234, 21.918943405151367, 21.81039810180664, 23.20088005065918, 23.94609260559082, 21.10457420349121, 22.348543167114258, 22.574281692504883, 21.932662963867188, 21.291685104370117, 23.705535888671875, 23.326065063476562, 21.6806640625, 22.93216323852539, 21.269672393798828, 20.936677932739258, 21.638975143432617, 21.564464569091797, 22.79579734802246, 23.508411407470703, 21.18834686279297, 21.717426300048828, 22.890867233276367, 23.63883399963379, 23.211585998535156, 22.623079299926758, 22.559934616088867, 22.72826385498047, 21.47503662109375, 21.37238121032715, 22.041419982910156, 20.923118591308594, 22.962894439697266, 20.951948165893555, 21.238508224487305, 22.693811416625977, 20.548866271972656, 21.953285217285156, 22.725860595703125, 20.83062744140625, 23.084766387939453, 20.579500198364258, 23.633203506469727, 22.057891845703125, 22.093801498413086, 24.273624420166016, 23.38257598876953, 21.132762908935547, 22.71228790283203, 22.182811737060547, 20.63595199584961, 22.179006576538086, 20.29920768737793, 23.57503318786621, 20.667949676513672, 20.352203369140625, 22.95446014404297, 20.96098518371582, 24.319564819335938, 21.885026931762695, 23.07011604309082, 23.178787231445312, 23.375146865844727, 20.795143127441406, 20.487031936645508, 21.20120620727539, 21.632360458374023, 21.681547164916992, 20.33587646484375, 21.085521697998047, 20.605480194091797, 22.970003128051758, 21.261686325073242, 20.9117488861084, 20.25188446044922, 21.125364303588867, 22.1876220703125, 21.105566024780273, 21.093778610229492, 23.526660919189453, 22.366365432739258, 20.77699089050293, 20.69736099243164, 23.033252716064453, 20.14915657043457, 22.167552947998047, 22.24770164489746, 21.678516387939453, 23.724246978759766, 22.276817321777344, 23.201705932617188, 21.373937606811523, 22.36946678161621, 21.934654235839844, 21.83012580871582, 21.720964431762695, 22.344091415405273, 22.761795043945312, 21.7596435546875, 21.967758178710938, 22.825708389282227, 22.675893783569336, 21.330078125, 20.3812198638916, 22.11111068725586, 21.077356338500977, 20.113361358642578, 21.91111183166504, 22.96312141418457, 21.746023178100586, 22.23619842529297, 22.78860092163086, 23.51874542236328, 23.635486602783203, 21.192888259887695, 22.241796493530273, 22.46042823791504, 23.525619506835938, 21.78643035888672, 21.985937118530273, 21.969818115234375, 23.03044891357422, 20.946918487548828, 21.441909790039062, 22.75802230834961, 20.62883949279785, 23.163593292236328, 22.898120880126953, 21.88114356994629, 22.254220962524414, 24.283273696899414, 23.822595596313477, 20.221582412719727, 23.725399017333984, 22.698503494262695, 21.859201431274414, 20.909658432006836, 23.081809997558594, 23.615745544433594, 20.72820472717285, 22.415616989135742, 22.060945510864258, 22.492055892944336, 21.766359329223633, 21.268352508544922, 23.696857452392578, 21.775070190429688, 21.9691219329834, 24.179271697998047, 21.769102096557617, 21.294170379638672, 20.86774253845215, 23.590700149536133, 24.318492889404297, 22.79964828491211, 21.85857582092285, 24.039945602416992, 20.99680519104004, 20.23097038269043, 21.457435607910156, 22.172658920288086, 21.715553283691406, 23.47127914428711, 22.872648239135742, 22.573909759521484, 24.103897094726562, 23.999839782714844, 21.86983299255371, 22.99728012084961, 22.754037857055664, 23.79651641845703, 23.494609832763672, 23.072465896606445, 23.71818733215332, 23.121950149536133, 21.64402961730957, 22.488096237182617, 20.605321884155273, 22.462892532348633, 21.97374153137207, 20.692739486694336, 22.12748146057129, 21.821073532104492, 21.115589141845703, 22.81269073486328, 24.001197814941406, 20.813135147094727, 21.8987979888916, 21.6782283782959, 22.83043098449707, 21.42691421508789, 22.45994758605957, 24.074329376220703, 22.861928939819336, 22.6785888671875, 22.890670776367188, 20.612789154052734, 22.369115829467773, 21.973310470581055, 22.078088760375977, 20.606884002685547, 24.10858726501465, 21.1865177154541, 21.537275314331055, 20.470670700073242, 21.543254852294922, 21.115089416503906, 22.795473098754883, 22.606464385986328, 23.921184539794922, 21.170001983642578, 21.81561851501465, 22.363346099853516, 21.443044662475586, 22.77617073059082, 20.485586166381836, 23.95244026184082, 20.395551681518555, 21.88029670715332, 21.82524299621582, 22.16239356994629, 21.31307029724121, 21.64828109741211, 22.309640884399414, 21.58414077758789, 23.074464797973633, 21.88953971862793, 22.994646072387695, 21.877182006835938, 20.153793334960938, 21.93239974975586, 23.485410690307617, 20.211206436157227, 20.487001419067383, 21.47667121887207, 20.92476463317871, 22.482696533203125, 21.887792587280273, 21.222225189208984, 21.61329460144043, 21.432729721069336, 22.918222427368164, 22.2618350982666, 23.044076919555664, 21.126523971557617, 22.349895477294922, 22.380599975585938, 22.047780990600586, 22.052021026611328, 22.275484085083008, 20.13747787475586, 20.217588424682617, 21.444759368896484, 21.428298950195312, 22.48709487915039, 24.07857322692871, 23.83350372314453, 23.2335205078125, 21.94744300842285, 22.30429458618164, 21.495243072509766, 23.707983016967773, 23.130064010620117, 22.75943374633789, 24.05438804626465, 21.371423721313477, 21.696924209594727, 23.139013290405273, 20.8055477142334, 21.138017654418945, 20.44413948059082, 21.53428077697754, 23.4373779296875, 20.888696670532227, 21.082223892211914, 23.01223373413086, 23.446826934814453, 20.884721755981445, 21.35912322998047, 24.004850387573242, 21.8703556060791, 20.65167999267578, 21.282115936279297, 22.44659423828125, 23.95873260498047, 23.641586303710938, 22.318618774414062, 21.980012893676758, 21.38506317138672, 20.94672203063965, 23.167692184448242, 21.808107376098633, 21.585012435913086, 23.560914993286133, 22.868593215942383, 22.115476608276367, 23.11012077331543, 21.74567222595215, 23.370168685913086, 20.895401000976562, 21.07210922241211, 21.481548309326172, 23.007343292236328, 22.480804443359375, 22.44966697692871, 21.688385009765625, 21.51447868347168, 21.81789207458496, 22.0625057220459, 22.85576629638672, 20.812192916870117, 24.327899932861328, 21.935455322265625, 21.67607879638672, 21.10149383544922, 22.746280670166016, 22.251916885375977, 21.809612274169922, 22.779218673706055, 21.742292404174805, 21.832870483398438, 22.946809768676758, 23.620359420776367, 21.784360885620117, 23.16232681274414, 22.847143173217773, 24.157651901245117, 21.078327178955078, 23.08351707458496, 22.961650848388672, 23.611454010009766, 21.970001220703125, 24.027042388916016, 20.702177047729492, 22.634843826293945, 21.220186233520508, 23.801837921142578, 22.407272338867188, 21.566957473754883, 23.439308166503906, 21.225309371948242, 22.33846092224121, 24.394786834716797, 21.241010665893555, 21.39922332763672, 23.214725494384766, 21.63787078857422, 20.22279930114746, 23.67159652709961, 23.56393051147461, 22.234512329101562, 22.257009506225586, 21.14891815185547, 21.881868362426758, 21.113115310668945, 22.664573669433594, 20.419443130493164, 23.34002685546875, 23.843914031982422, 23.9925594329834, 21.8040714263916, 20.79269027709961, 24.14103126525879, 23.88015365600586, 22.50498390197754, 20.90906524658203, 22.083105087280273, 21.61604881286621, 22.66297721862793, 23.980422973632812, 21.97671890258789, 22.37864875793457, 23.30622100830078, 21.30910873413086, 22.99432945251465, 22.522968292236328, 21.585283279418945, 21.93115234375, 21.705156326293945, 23.628253936767578, 23.080915451049805, 22.1342716217041, 20.593761444091797, 21.32484245300293, 22.59368133544922, 22.010665893554688, 23.0307674407959, 22.73516273498535, 23.593183517456055, 21.47463607788086, 21.489503860473633, 22.089345932006836, 21.137489318847656, 24.19365882873535, 23.993459701538086, 20.780208587646484, 22.579343795776367, 21.392126083374023, 23.42557716369629, 21.207252502441406, 20.85023307800293, 21.243423461914062, 21.85134506225586, 23.70598030090332, 22.87741470336914, 22.545804977416992, 21.056110382080078, 20.83635902404785, 22.447364807128906, 22.95272445678711, 21.553274154663086, 21.472862243652344, 20.550399780273438, 21.24454116821289, 22.53913116455078, 23.764760971069336, 22.320682525634766, 21.95762825012207, 22.348970413208008, 23.993562698364258, 22.568510055541992, 20.980695724487305, 21.016468048095703, 22.36690902709961, 22.681556701660156, 23.565162658691406, 22.17139434814453, 23.775108337402344, 20.547794342041016, 22.909515380859375, 21.597183227539062, 22.853017807006836, 22.494298934936523, 21.23185157775879, 24.17378044128418, 21.47629165649414, 21.02831268310547, 21.023548126220703, 24.28775405883789, 23.708480834960938, 20.64280128479004, 22.453969955444336, 23.767427444458008, 22.901376724243164, 23.752309799194336, 20.449604034423828, 22.756282806396484, 21.820947647094727, 21.289653778076172, 23.41880226135254, 23.28988265991211, 23.58824920654297, 21.465221405029297, 24.20972442626953, 23.861024856567383, 22.409637451171875, 20.69286346435547, 22.279579162597656, 21.787569046020508, 24.303728103637695, 21.41168212890625, 22.34583282470703, 21.534378051757812, 24.352310180664062, 22.561208724975586, 22.889423370361328, 22.052453994750977, 21.948087692260742, 23.340599060058594, 21.715011596679688, 21.438697814941406, 22.353120803833008, 22.039836883544922, 22.362939834594727, 21.55290985107422, 20.583663940429688, 20.895793914794922, 22.941177368164062, 21.83367347717285, 21.26963233947754, 23.03709602355957, 22.863950729370117, 22.44074058532715, 22.334915161132812, 20.982187271118164, 23.303691864013672, 23.77867889404297, 20.890338897705078, 23.512269973754883, 21.706613540649414, 21.098312377929688, 22.971094131469727, 22.77813148498535, 21.387451171875, 23.324121475219727, 20.478269577026367, 23.267929077148438, 22.44219970703125, 23.218904495239258, 23.045265197753906, 22.93460464477539, 22.055082321166992, 22.542043685913086, 23.184490203857422, 23.57340431213379, 22.69660186767578, 22.052072525024414, 23.012441635131836, 23.8977108001709, 20.057947158813477, 23.088558197021484, 21.145357131958008, 23.081130981445312, 21.776531219482422, 21.01000213623047, 23.45963478088379, 21.07813835144043, 24.180326461791992, 21.542661666870117, 23.148109436035156, 22.252107620239258, 22.533308029174805, 21.371862411499023, 23.21007537841797, 23.470436096191406, 21.706933975219727, 22.092464447021484, 22.109943389892578, 22.910465240478516, 23.252153396606445, 22.42530059814453, 23.568557739257812, 21.136240005493164, 21.183961868286133, 24.061973571777344, 23.386503219604492, 21.68389129638672, 21.791767120361328, 20.58036994934082, 21.717971801757812, 21.343305587768555, 22.97378158569336, 23.555360794067383, 20.84950828552246, 20.437931060791016, 21.89480972290039, 22.87230682373047, 22.43120002746582, 21.021799087524414, 23.18959617614746, 21.957054138183594, 22.625463485717773, 22.127653121948242, 20.836292266845703, 23.115114212036133, 24.038131713867188, 22.15018081665039, 21.025293350219727, 21.08073616027832, 22.8397274017334, 23.17608642578125, 20.986799240112305, 21.0231876373291, 21.038955688476562, 23.3508358001709, 20.70728302001953, 21.180824279785156, 21.223297119140625, 21.714025497436523, 22.247650146484375, 22.472728729248047, 20.942825317382812, 23.043516159057617, 23.32660484313965, 22.912609100341797, 21.702911376953125, 23.076196670532227, 20.296993255615234, 23.038593292236328, 21.008451461791992, 23.027597427368164, 21.55909538269043, 21.195568084716797, 22.42658042907715, 23.219314575195312, 21.960819244384766, 23.46295928955078, 23.973066329956055, 23.152345657348633, 23.32114601135254, 20.502887725830078, 21.364553451538086, 22.45262908935547, 24.208572387695312, 21.73322296142578, 22.021255493164062, 20.570964813232422, 23.487627029418945, 24.394676208496094, 21.218090057373047, 23.808435440063477, 22.215391159057617, 20.721553802490234, 21.41990852355957, 21.754974365234375, 21.117389678955078, 22.220735549926758, 21.591655731201172, 21.606708526611328, 22.32343864440918, 20.776813507080078, 23.309612274169922, 22.974008560180664, 22.196836471557617, 21.301013946533203, 22.051315307617188, 21.135589599609375, 21.543701171875, 21.105878829956055, 22.969383239746094, 22.49411964416504, 21.293052673339844, 22.016868591308594, 22.01896095275879, 21.40727424621582, 22.374448776245117, 24.12320899963379, 21.316322326660156, 22.50466537475586, 21.278017044067383, 22.338876724243164, 21.493331909179688, 23.145275115966797, 21.073345184326172, 20.83213233947754, 24.303815841674805, 21.882802963256836, 21.173105239868164, 22.190309524536133, 21.85177230834961, 22.924524307250977, 23.091588973999023, 20.968109130859375, 21.95737075805664, 22.696382522583008, 22.78311538696289, 21.094362258911133, 21.831716537475586, 24.3837947845459, 22.52008628845215, 21.64475440979004, 21.725677490234375, 22.291234970092773, 23.375885009765625, 21.38536262512207, 23.62708854675293, 22.564592361450195, 21.117570877075195, 22.49277687072754, 23.1437931060791, 22.288000106811523, 22.29739761352539, 20.69902992248535, 22.623985290527344, 21.004180908203125, 21.96177101135254, 20.38898277282715, 20.253671646118164, 23.7763671875, 22.476421356201172, 22.324413299560547, 22.466693878173828, 23.09371566772461, 21.892433166503906, 22.766508102416992, 22.20842933654785, 20.799678802490234, 22.731319427490234, 21.917177200317383, 23.209102630615234, 22.122528076171875, 21.097028732299805, 23.40350914001465, 22.229106903076172, 23.993738174438477, 20.77921485900879, 21.91993522644043, 22.754871368408203, 24.388830184936523, 22.791671752929688, 21.509963989257812, 21.294189453125, 21.856569290161133, 21.046728134155273, 22.93806266784668, 21.197572708129883, 20.830968856811523, 22.09461212158203, 22.823089599609375, 22.817794799804688, 20.863773345947266, 21.486995697021484, 21.7042179107666, 22.15254783630371, 22.201370239257812, 22.686141967773438, 21.279712677001953, 22.322851181030273, 22.12885856628418, 20.697114944458008, 21.005558013916016, 22.569963455200195, 23.7028751373291, 23.087257385253906, 23.861492156982422, 22.8883113861084, 21.762617111206055, 23.866289138793945, 23.75164031982422, 21.676298141479492, 22.293087005615234, 23.276247024536133, 20.38973617553711, 23.751800537109375, 23.46463394165039, 23.825069427490234, 22.36846351623535, 22.45761489868164, 20.997737884521484, 21.8248291015625, 20.992454528808594, 23.119949340820312, 23.751304626464844, 22.84916877746582, 21.920949935913086, 21.37118911743164, 23.485631942749023, 24.212602615356445, 22.922317504882812, 21.414165496826172, 21.407615661621094, 23.726964950561523, 22.761180877685547, 23.943172454833984, 21.61199378967285, 20.548059463500977, 21.588838577270508, 23.475915908813477, 23.259733200073242, 23.94158935546875, 21.77911949157715, 21.996505737304688, 23.301227569580078, 22.26272201538086, 20.388858795166016, 21.51375961303711, 21.780630111694336, 20.76645278930664, 22.34381866455078, 23.163896560668945, 21.62712287902832, 21.77830696105957, 23.04023551940918, 20.641315460205078, 21.362688064575195, 20.80961799621582, 21.76434898376465, 21.003982543945312, 21.69753646850586, 22.088584899902344, 23.012998580932617, 22.583234786987305, 21.392080307006836, 23.42877197265625, 21.059255599975586, 23.580318450927734, 22.756277084350586, 20.840843200683594, 22.044906616210938, 22.443885803222656, 22.917966842651367, 23.34575653076172, 22.61792755126953, 21.683292388916016, 21.95359230041504, 23.67656707763672, 22.23091697692871, 21.698219299316406, 21.29709243774414, 22.528491973876953, 23.30959129333496, 23.135494232177734, 23.34099578857422, 22.007204055786133, 24.154626846313477, 22.474882125854492, 24.011798858642578, 21.4134464263916, 22.336503982543945, 22.561477661132812, 22.665058135986328, 23.350839614868164, 23.99822425842285, 21.118757247924805, 22.7028865814209, 22.06077003479004, 20.912023544311523, 23.258342742919922, 23.515901565551758, 23.236101150512695, 21.902219772338867, 21.950624465942383, 23.798118591308594, 23.58038330078125, 20.933988571166992, 23.43130874633789, 21.372438430786133, 20.770050048828125, 21.665910720825195, 23.794294357299805, 21.085840225219727, 21.769859313964844, 23.58625030517578, 21.415388107299805, 23.144590377807617, 20.05769920349121, 21.53873062133789, 20.937223434448242, 24.055736541748047, 21.85143280029297, 21.468568801879883, 21.087318420410156, 21.706666946411133, 20.877286911010742, 21.329641342163086, 23.734704971313477, 23.14134979248047, 21.836950302124023, 24.054218292236328, 21.670795440673828, 23.05998992919922, 20.791881561279297, 23.06554412841797, 22.768213272094727, 22.770462036132812, 21.432811737060547, 21.01573371887207, 22.908245086669922, 23.165775299072266, 24.078792572021484, 22.601490020751953, 23.468563079833984, 23.26453971862793, 22.816160202026367, 23.252517700195312, 22.847578048706055, 23.77882957458496, 20.220970153808594, 21.963768005371094, 23.571489334106445, 20.78436279296875, 22.71856689453125, 20.981307983398438, 21.714366912841797, 21.74724006652832, 23.199369430541992, 20.86428451538086, 22.242252349853516, 21.012859344482422, 20.79073715209961, 22.254940032958984, 23.913776397705078, 24.233448028564453, 21.04312515258789, 22.39654541015625, 21.51818084716797, 21.71877098083496, 23.061735153198242, 21.80985450744629, 22.45160484313965, 23.20265007019043, 20.36936378479004, 20.51194953918457, 23.47758674621582, 22.133588790893555, 23.009796142578125, 23.41278839111328, 23.179895401000977, 21.127988815307617, 21.165096282958984, 21.462261199951172, 20.87241554260254, 22.00969886779785, 23.165376663208008, 22.309083938598633, 22.569133758544922, 24.26978302001953, 23.454343795776367, 23.5642147064209, 20.37244415283203, 22.95107650756836, 22.88318634033203, 20.86063575744629, 22.446651458740234, 22.950084686279297, 23.65856170654297, 23.224342346191406, 20.84122657775879, 21.39703941345215, 21.41912078857422, 21.95684814453125, 22.367265701293945, 20.964073181152344, 21.399986267089844, 21.594675064086914, 21.13705062866211, 20.35820770263672, 24.240299224853516, 22.173654556274414, 22.299863815307617, 20.429866790771484, 22.45278549194336, 20.723981857299805, 20.873069763183594, 22.093732833862305, 23.775222778320312, 22.357994079589844, 24.05872917175293, 22.131772994995117, 21.770755767822266, 22.693147659301758, 21.432769775390625, 24.21696662902832, 23.0660400390625, 23.855958938598633, 21.901079177856445, 21.276968002319336, 22.192962646484375, 22.993221282958984, 21.619361877441406, 21.63578987121582, 21.211153030395508, 23.196622848510742, 22.845306396484375, 21.827051162719727, 22.052949905395508, 21.641284942626953, 22.555578231811523, 23.409730911254883, 22.15106964111328, 21.27766990661621, 22.29612159729004, 23.420780181884766, 21.68436622619629, 24.413158416748047, 22.96122169494629, 23.979000091552734, 21.90120506286621, 20.97199249267578, 22.3171443939209, 21.374300003051758, 20.932897567749023, 23.475696563720703, 20.666004180908203, 20.647768020629883, 23.9345760345459, 20.90997886657715, 22.056562423706055, 22.12310791015625, 22.852109909057617, 23.7377986907959, 23.459732055664062, 23.343551635742188, 23.347652435302734, 21.738807678222656, 20.881195068359375, 22.93663215637207, 20.25404930114746, 23.415536880493164, 21.665542602539062, 22.786510467529297, 22.093826293945312, 22.735000610351562, 21.29802131652832, 23.062875747680664, 21.23055076599121, 23.830141067504883, 23.07327651977539, 22.25727653503418, 23.139408111572266, 21.44454002380371, 21.555116653442383, 22.119876861572266, 21.155303955078125, 21.51422119140625, 21.126436233520508, 20.566011428833008, 21.700298309326172, 21.769723892211914, 22.99857521057129, 21.499103546142578, 22.418031692504883, 23.513465881347656, 21.96003532409668, 23.87160301208496, 23.241615295410156, 20.90219497680664, 21.15654754638672, 20.9578914642334, 22.543588638305664, 21.209157943725586, 23.513900756835938, 22.6455078125, 20.789392471313477, 21.37693214416504, 21.478824615478516, 21.060306549072266, 23.037673950195312, 21.361791610717773, 21.63086700439453, 22.115232467651367, 21.892702102661133, 22.07724380493164, 22.611047744750977, 21.456472396850586, 22.64154624938965, 21.858234405517578, 22.918237686157227, 22.459945678710938, 22.312793731689453, 21.171192169189453, 20.351213455200195, 22.561288833618164, 22.21912956237793, 20.559032440185547, 22.772024154663086, 22.53577423095703, 21.969104766845703, 20.521148681640625, 21.42534828186035, 21.08904457092285, 22.241943359375, 22.01584815979004, 21.4935245513916, 22.79940414428711, 20.878494262695312, 23.613676071166992, 22.44802474975586, 21.795574188232422, 22.20480728149414, 22.415164947509766, 20.417037963867188, 24.00038719177246, 21.544174194335938, 23.46923828125, 22.701435089111328, 21.40886116027832, 23.3167781829834, 23.432907104492188, 22.414846420288086, 22.430185317993164, 23.194868087768555, 21.156333923339844, 23.960773468017578, 24.28680419921875, 20.75425148010254, 21.072175979614258, 22.065048217773438, 23.955137252807617, 21.040796279907227, 23.815937042236328, 20.265865325927734, 23.463024139404297, 20.874732971191406, 22.226722717285156, 20.909343719482422, 24.086271286010742, 21.589771270751953, 21.417701721191406, 21.545005798339844, 24.319761276245117, 21.793214797973633, 21.764345169067383, 20.546510696411133, 20.469924926757812, 20.909465789794922, 20.534040451049805, 21.069677352905273, 22.78449249267578, 21.857210159301758, 23.58859634399414, 23.593833923339844, 23.206483840942383, 20.705705642700195, 20.106996536254883, 21.209596633911133, 23.163957595825195, 23.99325180053711, 20.21198272705078, 22.758514404296875, 22.009235382080078, 21.615949630737305, 20.512908935546875, 22.682519912719727, 22.139596939086914, 21.80918312072754, 20.472244262695312, 21.513011932373047, 23.844120025634766, 23.925443649291992, 24.085878372192383, 21.6350154876709, 21.69590187072754, 22.106231689453125, 24.078147888183594, 22.57678985595703, 23.53356170654297, 22.191280364990234, 21.49048614501953, 23.054645538330078, 22.1473331451416, 23.29911994934082, 23.069110870361328, 24.359102249145508, 22.923561096191406, 22.458078384399414, 23.263513565063477, 21.623258590698242, 22.474998474121094, 22.29460906982422, 23.08318328857422, 24.39752769470215, 21.708837509155273, 22.005155563354492, 21.377735137939453, 24.254016876220703, 21.598491668701172, 22.28206443786621, 21.971240997314453, 22.547616958618164, 23.577198028564453, 21.356393814086914, 22.017908096313477, 20.50672149658203, 21.138216018676758, 23.157678604125977, 21.50934410095215, 22.1970272064209, 22.54261589050293, 22.831928253173828, 21.53573989868164, 23.38054084777832, 24.332477569580078, 20.750709533691406, 19.971851348876953, 23.759475708007812, 19.999629974365234, 23.032983779907227, 20.835763931274414, 21.52769660949707, 21.55851936340332, 21.798683166503906, 22.47418785095215, 21.389057159423828, 24.08314323425293, 23.603404998779297, 22.19478416442871, 24.08847999572754, 21.42605972290039, 23.932188034057617, 22.57123374938965, 23.534154891967773, 20.123144149780273, 23.72025489807129, 24.44881248474121, 22.516496658325195, 23.131591796875, 21.872133255004883, 22.55983543395996, 23.188106536865234, 22.241214752197266, 20.59347915649414, 21.77243423461914, 21.905567169189453, 23.901636123657227, 20.92042350769043, 22.732473373413086, 21.011930465698242, 23.367021560668945, 21.311994552612305, 21.149169921875, 23.358064651489258, 22.237567901611328, 21.956480026245117, 21.54488182067871, 21.086448669433594, 22.70440101623535, 21.72355079650879, 22.302473068237305, 21.123098373413086, 23.23420524597168, 23.28378677368164, 21.977052688598633, 22.641448974609375, 23.62380599975586, 21.001070022583008, 21.814918518066406, 22.308734893798828, 22.919692993164062, 23.731197357177734, 22.85755157470703, 22.41779327392578, 22.740629196166992, 22.15163230895996, 22.109203338623047, 21.632110595703125, 24.427350997924805, 21.999814987182617, 22.3994140625, 23.202255249023438, 22.37897300720215, 23.173513412475586, 21.97779083251953, 21.072193145751953, 20.858564376831055, 22.199081420898438, 22.717588424682617, 22.579029083251953, 21.640125274658203, 24.120874404907227, 22.692916870117188, 23.612356185913086, 22.564525604248047, 22.785743713378906, 21.513315200805664, 23.42245101928711, 21.51141357421875, 21.027023315429688, 21.792797088623047, 22.240108489990234, 22.0067195892334, 23.05277442932129, 21.151500701904297, 21.740327835083008, 21.685192108154297, 22.158071517944336, 21.887344360351562, 20.3291015625, 22.769258499145508, 20.91196060180664, 24.424951553344727, 24.388818740844727, 22.968570709228516, 22.870285034179688, 22.569698333740234, 21.788862228393555, 23.30615997314453, 21.84925079345703, 21.98921775817871, 23.72386360168457, 24.452308654785156, 21.954486846923828, 20.79084014892578, 20.287845611572266, 20.652542114257812, 20.603805541992188, 21.494651794433594, 22.792156219482422, 22.958545684814453, 23.37215805053711, 22.21651840209961, 22.88458824157715, 20.395925521850586, 21.575605392456055, 20.874584197998047, 21.91429328918457, 22.967618942260742, 23.187376022338867, 24.02667236328125, 21.933876037597656, 22.979948043823242, 22.443910598754883, 23.953258514404297, 22.833410263061523, 21.715496063232422, 23.20460319519043, 22.61385726928711, 22.90799331665039, 21.359601974487305, 24.10260581970215, 21.682104110717773, 22.08298683166504, 23.72844886779785, 23.500598907470703, 21.528478622436523, 21.910839080810547, 20.96188735961914, 21.504575729370117, 22.636449813842773, 21.955703735351562, 20.211437225341797, 22.60784339904785, 22.400249481201172, 23.954952239990234, 23.359704971313477, 23.153995513916016 ] } ], "layout": { "margin": { "b": 0, "l": 0, "r": 0, "t": 30 }, "scene": { "xaxis": { "title": { "text": "UMAP 1" } }, "yaxis": { "title": { "text": "UMAP 2" } }, "zaxis": { "title": { "text": "UMAP 3" } } }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "3D UMAP Visualization of Spatial Autocorrelations; Color by Border Score" } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = go.Figure(\n", " data=[\n", " go.Scatter3d(\n", " x=embedding_3d[:, 0],\n", " y=embedding_3d[:, 1],\n", " z=embedding_3d[:, 2],\n", " mode=\"markers\",\n", " marker=dict(\n", " size=5,\n", " color=border_scores_all_epochs[-1],\n", " colorscale=\"Viridis\",\n", " opacity=0.8,\n", " colorbar=dict(title=\"Border Score\"),\n", " ),\n", " )\n", " ]\n", ")\n", "\n", "fig.update_layout(\n", " title=\"3D UMAP Visualization of Spatial Autocorrelations; Color by Border Score\",\n", " scene=dict(xaxis_title=\"UMAP 1\", yaxis_title=\"UMAP 2\", zaxis_title=\"UMAP 3\"),\n", " margin=dict(l=0, r=0, b=0, t=30),\n", ")\n", "\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAB8YAAAMVCAYAAAAF4p7CAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABNYElEQVR4nOzde5DV5Z0n/s+hu+m2uTYINPebN1CJOmZkdZKgeGF0yWpMxkkc1/GHZnc1w7rG2opKiKJJTIZkhnLwRzImQ2IlO9TGCkZLxYj3ERijJvGWeAuIGJRu7o1Nd58+vz/8yUjAp2ma9sjTr1dVV8Xz/n6f7+ecUAVPv8/3nEKpVCoFAAAAAAAAAGSqV7kHAAAAAAAAAIDupBgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHoMcpFApx/fXXd3jc4sWLo1AoxOrVq7t9pvesXr06CoVCLF68uNNzdGbeadOmxbRp0/Zrxqampvjrv/7rOPLII6Nfv37Rp0+fOProo+Omm26KpqamvZ5z5513xqc+9ano37//ruO///3v73bM3XffHf/1v/7XOPbYY6OqqioKhcJe17r++uujUCh84M+//uu/7tfzAgAA4KPHHr5re/j33HLLLXHUUUdFdXV1jB8/Pm644YZobW3t0poAcLCpLPcAAPBhW7FiRYwaNarcYxxw55xzTqxYsSKGDx/erddpbW2NUqkUV111VYwfPz569eoVjz76aMybNy8efvjheOCBB3Y7/uabb47rrrsu/vt//+9xzTXXRFVVVfzud7+LlpaW3Y77+c9/HitXrozjjz8+qqur46mnntrr9S+99NKYMWPGHo9fdtll8eqrr+41AwAA4OBkD991X//61+OrX/1qfOUrX4kzzzwznnzyyZgzZ06sW7dujzetA0DOFOMA9AilUimam5vjkEMOialTp5Z7nG4xZMiQGDJkSLdfZ+DAgbFkyZLdHjv99NNj586d8e1vfztee+21mDBhQkREPPXUU3HdddfFN7/5zfjf//t/7zp++vTpe6z7z//8z9Gr17sfZvOlL33pA4vxUaNG7fFLkdWrV8fzzz8fF154YQwcOLArTw8AAIAys4c/cBobG+Omm26Kyy67LL7xjW9ExLt3oLe2tsacOXPiyiuvjMmTJ3f7HADwUeCj1AE4qNx5550xZcqUqK6ujgkTJsSCBQt2fbT2+xUKhfjSl74UixYtikmTJkV1dXX86Ec/2pX96cewrVy5Mk455ZSoqamJESNGxDXXXNOpjxRbtWpVzJw5MwYPHhw1NTUxceLEuPLKK3c75uWXX44vfOELMXTo0Kiuro5JkybFwoUL9+t12Ju9fQxbqVSKb3/72zF27NioqamJE044Ie69994Dds33e29DX1n5H++7+6d/+qeorq6Ov/u7v+vw/PdK8f3xwx/+MEqlUlx66aX7vQYAAAAHlj38B/uw9vD33XdfNDc3xyWXXLLb45dcckmUSqVYunRpl9YHgIOJO8YBOGjcd9998ZnPfCY++clPxpIlS6KtrS3mz58fb7311l6PX7p0aTz22GMxd+7cqK+vj6FDh+71uBdeeCGmT58e48aNi8WLF0dtbW3ceuut8dOf/nSf5lq2bFnMnDkzJk2aFN/97ndjzJgxsXr16rj//vt3u8bJJ58cY8aMie985ztRX18fy5Yti9mzZ0dDQ0N87Wtf6/wLsg9uuOGGuOGGG2LWrFnx2c9+NtauXRuXXXZZFIvFOPLII3c7dtq0afHII49EqVTap7VLpVIUi8XYsWNHPPHEE/Gd73wnPv/5z8eYMWN2HfPoo4/GpEmT4o477ogbb7wxXnnllRg+fHj8zd/8TcybNy969+7d5efY3t4eixcvjsMOOyw+9alPdXk9AAAAus4evvO6Yw//3HPPRUTEscceu9vjw4cPj0MPPXRXDgA9gWIcgIPG3LlzY+TIkbFs2bJdheqMGTNi3Lhxez1++/bt8eyzz0ZdXV1y3Xnz5kWpVIoHH3wwhg0bFhHvftfXMcccs09zXXHFFTFmzJhYtWpV1NTU7Hr8/e/Gvuqqq6Jfv37x+OOPR//+/SMi4owzzoidO3fGzTffHLNnz+5wzs7avHlzfOtb34rzzjsvbrvttl2PH3300XHKKafssamuqKiIioqKfV5/yZIl8fnPf37Xf19yySV7fDfZunXrYsOGDTF79uy48cYbY/LkybF8+fK4+eabY+3atfGTn/xkP5/df7j//vtj7dq18c1vfrPLawEAAHBg2MN3Tnft4RsbG6O6ujr69OmzRzZo0KBobGzs+vAAcJDwUeoAHBSampriV7/6VZx77rm73WXct2/fmDlz5l7POe200/Zpo/rQQw/F9OnTd22oI97dYF5wwQUdnvvSSy/Fq6++GrNmzdptQ/1+zc3NsXz58jjvvPOitrY22tradv2cffbZ0dzcHCtXruzwWp21YsWKaG5ujgsvvHC3x08++eQYO3bsHscvX7482tra9nn9s846K5588sl48MEH4+tf/3rccccdcf7550d7e/uuY9rb22Pbtm1x6623xhVXXBGnnnpq3HTTTfF3f/d38dOf/jReeeWV/X+C/78f/OAHUVlZGX/7t3/b5bUAAADoOnv4zuvOPfyffnT9vmYAkBvFOAAHhU2bNkWpVNpt4/uevT0W8e7Hgu2LxsbGqK+v3+PxvT32pzZs2BAREaNGjUqu39bWFrfccktUVVXt9nP22WdHRERDQ8M+zdoZ773re3+fW0fq6urixBNPjFNPPTWuvfba+P73vx+/+MUv4s4779x1zODBgyPi3RL9/f7yL/8yIiKefvrpLs3Q0NAQv/jFL+Kcc845IM8JAACArrOH77zu2sMPHjw4mpubY8eOHXtkGzdujEGDBu332gBwsPFR6gAcFOrq6qJQKOz1u8jWr1+/13P29V3PgwcP3usaH7Tu+w0ZMiQiIt54440PPKauri4qKirioosuiiuuuGKvx4wfP36fZu2M90rpD3puH/Txdfvrz//8zyPi3Xfgv2fKlCl7vf5734HWq1fX3qN3++23R0tLS1x66aVdWgcAAIADxx6+87prD//ed4s/++yzcdJJJ+22ZkNDwz5/BD0A5MAd4wAcFPr06RMnnnhiLF26NFpaWnY9vn379rj77ru7tPapp54ay5cv323DXiwWY8mSJR2ee8QRR8TEiRPjhz/8YezcuXOvx9TW1sapp54azzzzTEyZMiVOPPHEPX7e2wAfSFOnTo2ampo9vsf7iSeeiDVr1hzw6z300EMREXHYYYfteuz888+PiIh77713t2Pvueee6NWrV3z84x/v0jV/8IMfxIgRI3bdgQ4AAED52cN3Xnft4WfMmBE1NTWxePHi3R5fvHhxFAqFOPfcc/d7bQA42LhjHICDxrx58+Kcc86Js846K/7n//yfUSwW4+///u+jb9++sXHjxv1ed86cOfGLX/wiTjvttJg7d27U1tbGwoULo6mpaZ/OX7hwYcycOTOmTp0a/+t//a8YM2ZMvP7667Fs2bJdG9oFCxbEX/zFX8QnPvGJ+B//43/EuHHjYtu2bfHKK6/EXXfdFQ8++OB+z/9B6urq4uqrr46bbropLr300vjc5z4Xa9eujeuvv36vH8M2ffr0eOSRRzr8jrLvfe978dhjj8WZZ54Zo0ePjqampnjsscfilltuiZNPPjn+y3/5L7uOveSSS+J73/teXH755dHQ0BCTJ0+OBx54IBYuXBiXX375bt+TtmbNmnjyyScjIuLVV1+NiIif/exnERExbty4OPHEE3ebY9WqVfH888/HtddeGxUVFfv3IgEAANAt7OE7p7v28IMGDYo5c+bEV7/61Rg0aFCceeaZ8eSTT8b1118fl156aUyePPmAPxcA+KhSjANw0JgxY0bccccdMXfu3Ljggguivr4+Lr/88njzzTfj9ttv3+91jznmmHjggQfiy1/+clx88cVRV1cXF110UZx//vnxxS9+scPzzzrrrHj00Udj3rx5MXv27Ghubo5Ro0bFpz/96V3HTJ48OZ5++um48cYbY86cOfH222/HwIED4/DDD9/1HWXdYd68edGnT5+49dZb4/bbb4+jjjoqFi1aFPPnz9/j2GKxGMViscM1jz322Lj77rvjmmuuiYaGhqisrIzDDz88rr322rjqqquisvI//nlRVVUVv/zlL+Paa6+Nb3zjG7Fx48YYP3583HzzzXHVVVfttu5DDz0Ul1xyyW6Pfe5zn4uIiIsvvniPd7f/4Ac/iEKhELNmzdrXlwMAAIAPiT1853XHHj4i4rrrrot+/frFwoULY/78+VFfXx9f+cpX4rrrrjvQTwEAPtIKpfe+5BMADkKtra1x3HHHxciRI+P+++8v9zgAAADAB7CHBwDKyR3jABxUZs2aFWeccUYMHz481q9fH4sWLYoXX3wxFixYUO7RAAAAgPexhwcAPkoU4wAcVLZt2xZXX311bNiwIaqqquKEE06Ie+65J04//fRyjwYAAAC8jz08APBR4qPUAQAAAAAAAMhar3IPAAAAAAAAAADdSTEOAAAAAAAAQNYU4wAAAAAAAABkrbLcAwDQs53R63PlHoEe7pft/7fcIwAAAHwoTjl/fjLv1VpK5oe89U76AqX0+S2DapL51rFV6eU7uM1r4Cstybz6jS3JvP3V1enrF4vpASKiV3V1Mi/+2VHJfP1Jtcm8ZWD6Na5oLiTzd4a1J/ORj6TX7/f7zcm8sDH9Gt+77pZkDgDdyR3jAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGStstwDAAAAAADQ/Wr/+E4yr1zbkMyLDY3JvFBRkV7/Y4cn88bj0/dx1Q5rSuZrDuufPv+PQ5P56KVtybzttdXJPCKivbk5mVdsSeeV7xySzLePb0/mvYftSOaxo3cybj2kKpm316QrhV6trenrA0AZuWMcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKxVlnsAAOhWhULXzi+VDswcAAAAUGYVjduTedubf0wv0MEeuaMddKHYnsxrhryTzJ//Tz9J5tdOmJLM71s7KZm/tXV4Mh+6ZWsyj4goNm5MH/DK6mRcXywm84GvDkjmW8b3TeZtn0q/xtvGVCfzms21ybx2S/9kDgDl5I5xAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALJWWe4BAKCsSqVyTwAAAAAfirc/NSyZD6nuncxLv38tnbe2JPPKt7ck83huVDL+6xGnJfMzBr2QzGeMTl9+6Ywpybz59QnpBSKi+vHmZN6+Y0d6gRdfTsZVvysk86FTjkrmG4/vl8ybh7Qn8zc/ka4UBg6pT+YAUE7uGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga5XlHgAAulWpVO4JAAAA4COhZUAhmb95+qBkPnhE32Re9cunknnb6teT+YTb2pL5mpePSObf/M9jkvlxo99I5pce9UQyX3j2mck8IuLIN0alD3jhpQ7XSOrg9xyF19cn80HPDEzmWw5Pr1+sTuebj0r/GQOAcnLHOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZqyz3AADwkdarIhlXDBqYzNu3bEvmpdaWzk704SsUknGv2tr06b17J/Pipk2dHgkAAIDOazkpvUcttqX3wBHp/d+If0vn7U1Nybxt3ZvJfOCdW5J5qXBsMn/6jLHJ/PMn/3syP3zK2mQeEdHw8THJfEjT6GTetqaDa3SwRy9Up/fg/Ve3JvOWfunzO9Je1aXTAaBbuWMcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKxVlnsAACinQlXvZL7h//mzZL75L5qTed2jNcl88G0rk3mUSun8I6DXkMHJvHho/2Re+PW2ZF5qa+v0TAAAAOzp0P5NyXxUv83JvHFYn2ReXHVYMi+s+E0y70h7U3r+wSvWJ/PGY4cn82/8fkYyn1jXmMwjIl77y/SMzYNHJ/NRv+jgV/abtybjjvbQhzz1h2Q+5rdVybx98MBkvu3IAckcAMrJHeMAAAAAAAAAZE0xDgAAAAAAAEDWFOMAAAAAAAAAZE0xDgAAAAAAAEDWFOMAAAAAAAAAZE0xDgAAAAAAAEDWFOMAAAAAAAAAZK2y3AMAQDm1//nkZH7af1uZzP++/plkfkyfC5N5xc8HJfNiQ2My/1CUSsm4+MabybzwdkMyb29r6/RIAAAAdN62++qT+YvTqpN5W7GD+6ym9UnGY18ckMyLm7ek1+9AqWFjMu/7xohkvmVMbTKfNOb5Dmd4vX9d+hp9+ybzN88ensz7rR2azp/bkMyLL7+WzDu0/q1k3L9lQtfWB4Bu5I5xAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALJWWe4BAKCcNnysNpn/WZ/VyfyNtu3JvGnzIcm8tLMlmR8MSm1tXcoBAAD4cAx/fGsyX9e7LpmPnrEmmb82oH8yb/3YhGTe65FnknlHilvTz2/ov29L5i39+yXzO37zqU7P9KcqCul8+9j2ZL6zriKZNw0blszre1cl8+ILLyXzKJXS8br16fMBoIzcMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1irLPQAAlFP9v21K5jf1/3x6gVI6PuyJd5J5+7Zt6QUAAADgAKnYuD2Zj3g0fR/VutLYZN42qj2Zb55Yk8wPXZXO25ubk3lHCs/8PpmP3TQqff0BtR1e45369DGbD0v/Sr56XPr3BO9sS79G9X/RkMz/MHRkMh9XNSmZx0urk3F7U1P6fAAoI3eMAwAAAAAAAJA1xTgAAAAAAAAAWVOMAwAAAAAAAJA1xTgAAAAAAAAAWVOMAwAAAAAAAJA1xTgAAAAAAAAAWVOMAwAAAAAAAJC1ynIPAADl1P6bF5P5yN8W0guUSgdwGgAAAPjoqmlM74G3H15M5g0fT++xi72PT+b1D6xPn//KH5J5qbUlff7LryXzfVFbW5vMt4/4WDLf2pA+v/bQHenzm6uTeemYbcn8teoByXzkI5OTec2TryZzACgnd4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZqyz3AADwkVYqlff6hUL3X6PczxEAAIAPRXFwv2TefGhNMi91cJtVrx0VybwwtDmZDzh/UzJffXp6/oE/m5rO73khmRe3bk3m+6L9nXeS+aG/3p7M22rTz3Hb4X2T+Y7qYjKvfrMqmY87ZW0yX//2mGRev3V0MgeAcnLHOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZqyz3AABAQqmUzguFD2cOAAAADnrbx9Ym816t6T1oxc70+sMfT5+//qRDkvnqpqpkfvyRq5P5b07qm8yLVUcn87r/82QyL7W1JfN3D+rgNfzdmmQ+rGpCMj/0txXJvGVA+lf+20alf4/wyptDknlhVPr5bd2Q/jMGAOXkjnEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAslZZ7gEAAAAAAOh+fdfsSOa9Njelz9+0JX2BwXXJeGf/Icm88WMVyfy5dSOS+aTj1yTz52tGJ/PqrSck8z4PvpjMIyLat21L5sWtW5N54d9+ncwrC4Vk3rtv3/T1zzk6mW9rqE7m7b1L6fPHuBcPgI8uf0sBAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkLXKcg8AAHRBqVTuCQAAADhIFJ5/NZkXm3emF2gvpvONm5Px0A7Wbx40Opm/M6SQzF/4zdhkXqhI76HfOC29/siKyck8IqL/M+uTedsf1nS4RlIHvwdo37YtmfdZl/7/oHJ7TTKvOnprMi+sHZDMAaCc3DEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYqyz0AAAAAAADdr1Bdnc5b25J5qb2YvkAHeduatcl89L80JfMdL05M5i19k3E0HpO+T6xYkz7/rc+9kz4gItZ/ti6ZD18yLJn3eeD5ZN7elH6NOtJ73aZkfuhv0/Ot79cvmReGt3d6JgD4sLhjHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsVZZ7AAAAAAAAut/Gs49M5u1VhWTee1t7Mh/w7+uSefGP69N548ZkXn3PpmTeZ9yYZF4oDU/mmyem7yPrfcTOZB4RcfFhK5P5gubTk/moimOSed9lzyXz9qamdL7+7WTe//c1ybzUa2Ay3zHUvXgAfHT5WwoAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArFWWewAAAAAAALpfw3GFZN5rdFMyL7ZWJPMtE8ck8xEP1yXzyrUb0tffuCmZt/1hTTIfsHlrMq/947hk/odB6fkjIh4eeGT6GgPeSeabJw5I5jUnHJHMK1Y+n8zbd+xI5oUXX0vmdVvrk3n1UcOSOQCUkzvGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMhaZbkHAAAAAACg+/V5o5DMt1fWJvP2PsVkXrkjff2WQTXJvFAakswrelcl87bX30jmxU2b0uuvbErmo2unJPOIiBeKE5J5a//0a1gYl87fbjkkmQ8rTkrmvZ76XTIv7dyZzjdvSebVDf2TOQCUkzvGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMhaZbkHAAAAAACg+w18rS2Z995akcxb+lcl88odpU7P9H5No2uTeXWf9PWrW1qTedsf1yfzUmtLMq99aUMyj4iorxmWzBuOTf9KviI9QrSlX6JoHlqdzA85/shkXrluY/oCFel77dqr0n+GAKCc3DEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYKpVKpVO4hAAAAAAAAAKC7uGMcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgGgkwqFQlx//fUdHrd48eIoFAqxevXqbp/pPatXr45CoRCLFy/u9BydmXfatGkxbdq0Ls16yy23xFFHHRXV1dUxfvz4uOGGG6K1tbVLawIAAJAXe3B7cAA4UCrLPQAAHGxWrFgRo0aNKvcYB9w555wTK1asiOHDh3f7tb7+9a/HV7/61fjKV74SZ555Zjz55JMxZ86cWLduXXz/+9/v9usDAABwcLAH7zp7cAB4l2IcAPZBqVSK5ubmOOSQQ2Lq1KnlHqdbDBkyJIYMGdLt12lsbIybbropLrvssvjGN74REe+++721tTXmzJkTV155ZUyePLnb5wAAAOCjyR78wLEHB4D/4KPUAehR7rzzzpgyZUpUV1fHhAkTYsGCBXH99ddHoVDY7bhCoRBf+tKXYtGiRTFp0qSorq6OH/3oR7uyP/0Yt5UrV8Ypp5wSNTU1MWLEiLjmmms69ZFkq1atipkzZ8bgwYOjpqYmJk6cGFdeeeVux7z88svxhS98IYYOHRrV1dUxadKkWLhw4X69Dnuzt49xK5VK8e1vfzvGjh0bNTU1ccIJJ8S9997bpevcd9990dzcHJdccsluj19yySVRKpVi6dKlXVofAACAjwZ78A9mDw4AHz53jAPQY9x3333xmc98Jj75yU/GkiVLoq2tLebPnx9vvfXWXo9funRpPPbYYzF37tyor6+PoUOH7vW4F154IaZPnx7jxo2LxYsXR21tbdx6663x05/+dJ/mWrZsWcycOTMmTZoU3/3ud2PMmDGxevXquP/++3e7xsknnxxjxoyJ73znO1FfXx/Lli2L2bNnR0NDQ3zta1/r/AuyD2644Ya44YYbYtasWfHZz3421q5dG5dddlkUi8U48sgjdzt22rRp8cgjj0SpVEqu+dxzz0VExLHHHrvb48OHD49DDz10Vw4AAMDByx688+zBAaB7KcYB6DHmzp0bI0eOjGXLlkXv3r0jImLGjBkxbty4vR6/ffv2ePbZZ6Ouri657rx586JUKsWDDz4Yw4YNi4h3vyvsmGOO2ae5rrjiihgzZkysWrUqampqdj3+/ndzX3XVVdGvX794/PHHo3///hERccYZZ8TOnTvj5ptvjtmzZ3c4Z2dt3rw5vvWtb8V5550Xt912267Hjz766DjllFP22JRXVFRERUVFh+s2NjZGdXV19OnTZ49s0KBB0djY2PXhAQAAKCt78M6xBweA7uej1AHoEZqamuJXv/pVnHvuubs25BERffv2jZkzZ+71nNNOO22fNroPPfRQTJ8+fdeGPOLdDeoFF1zQ4bkvvfRSvPrqqzFr1qzdNuTv19zcHMuXL4/zzjsvamtro62tbdfP2WefHc3NzbFy5coOr9VZK1asiObm5rjwwgt3e/zkk0+OsWPH7nH88uXLo62tbZ/W/tOPzdvXDAAAgI8+e/DOswcHgO6nGAegR9i0aVOUSqXdNs7v2dtjEe9+rNi+aGxsjPr6+j0e39tjf2rDhg0RETFq1Kjk+m1tbXHLLbdEVVXVbj9nn312REQ0NDTs06yd8d67xvf3uX2QwYMHR3Nzc+zYsWOPbOPGjTFo0KD9XhsAAIDyswfvPHtwAOh+PkodgB6hrq4uCoXCXr/LbP369Xs9Z1/fNT148OC9rvFB677fkCFDIiLijTfe+MBj6urqoqKiIi666KK44oor9nrM+PHj92nWzhg8eHBE7P15rF+//gM//q4j732v2bPPPhsnnXTSbms2NDTs88ffAQAA8NFkD9559uAA0P3cMQ5Aj9CnT5848cQTY+nSpdHS0rLr8e3bt8fdd9/dpbVPPfXUWL58+W4b/mKxGEuWLOnw3COOOCImTpwYP/zhD2Pnzp17Paa2tjZOPfXUeOaZZ2LKlClx4okn7vHz3gb6QJo6dWrU1NTET37yk90ef+KJJ2LNmjX7ve6MGTOipqYmFi9evNvjixcvjkKhEOeee+5+rw0AAED52YN3nj04AHQ/xTgAPca8efNi3bp1cdZZZ8XSpUvjjjvuiNNPPz369u3bpe/UmjNnTkS8+31oS5YsibvuuivOOeecaGpq2qfzFy5cGGvWrImpU6fGj3/843j44Yfjxz/+8W7fK7ZgwYJ4/fXX4xOf+EQsXrw4Hn744bjrrrviH/7hH+K0007b79lT6urq4uqrr46f//zncemll8ayZcvitttui7/6q7/a68e4TZ8+PSorO/4wmkGDBsWcOXPie9/7Xlx33XXxyCOPxPz58+P666+PSy+9NCZPntwdTwcAAIAPkT1459iDA0D381HqAPQYM2bMiDvuuCPmzp0bF1xwQdTX18fll18eb775Ztx+++37ve4xxxwTDzzwQHz5y1+Oiy++OOrq6uKiiy6K888/P774xS92eP5ZZ50Vjz76aMybNy9mz54dzc3NMWrUqPj0pz+965jJkyfH008/HTfeeGPMmTMn3n777Rg4cGAcfvjhu77jrDvMmzcv+vTpE7feemvcfvvtcdRRR8WiRYti/vz5exxbLBajWCzu07rXXXdd9OvXLxYuXBjz58+P+vr6+MpXvhLXXXfdgX4KAAAAlIE9eOfZgwNA9yqUSqVSuYcAgHJpbW2N4447LkaOHBn3339/uccBAACAbNmDAwDl5I5xAHqUWbNmxRlnnBHDhw+P9evXx6JFi+LFF1+MBQsWlHs0AAAAyIo9OADwUaIYB6BH2bZtW1x99dWxYcOGqKqqihNOOCHuueeeOP3008s9GgAAAGTFHhwA+CjxUeoAAAAAAAAAZK1XuQcAAAAAAAAAgO6kGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga5XlHgCAnu2U8+cn816tpWR+yFvvpC9QSp/fMqgmmW8dW5VevoO3mA18pSWZV7+xJZm3v7o6ff1iMT1ARPSqrk7mxT87KpmvP6k2mbcMTL/GFc2FZP7OsPZkPvKR9Pr9fr85mRc2pl/je9fdkswBAAByYQ9uD24PDkBP5o5xAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALJWWe4BAOjZav/4TjKvXNuQzIsNjcm8UFGRXv9jhyfzxuPT7yGrHdaUzNcc1j99/h+HJvPRS9uSedtrq5N5RER7c3Myr9iSzivfOSSZbx/fnsx7D9uRzGNH72TcekhVMm+vSf9zpldra/r6AAAAPYQ9uD24PTgAPZk7xgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADIWmW5BwCgZ6to3J7M2978Y3qBUikdd3D9QrE9mdcMeSeZP/+ffpLMr50wJZnft3ZSMn9r6/BkPnTL1mQeEVFs3Jg+4JXVybi+WEzmA18dkMy3jO+bzNs+lX6Nt42pTuY1m2uTee2W/skcAACgp7AHtwe3BwegJ3PHOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZqyz3AAD0bG9/algyH1LdO5mXfv9aOm9tSeaVb29J5vHcqGT81yNOS+ZnDHohmc8Ynb780hlTknnz6xPSC0RE9ePNybx9x470Ai++nIyrfldI5kOnHJXMNx7fL5k3D2lP5m9+Iv3PmYFD6pM5AABAT2EPnr68Pbg9OAB5c8c4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFmrLPcAAPRsLQMKyfzN0wcl88Ej+ibzql8+lczbVr+ezCfc1pbM17x8RDL/5n8ek8yPG/1GMr/0qCeS+cKzz0zmERFHvjEqfcALL3W4RlKplIwLr69P5oOeGZjMtxyeXr9Ync43H5X+MwYAANBT2IPbg9uDA9CTuWMcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKxVlnsAAHq2lpO2JfNiW0UHK9Qm0xH/ls7bm5qSedu6N5P5wDu3JPNS4dhk/vQZY5P550/+92R++JS1yTwiouHjY5L5kKbRybxtTQfXKBTScXXvZN5/dWsyb+mXPr8j7VVdOh0AACAb9uD24PbgAPRk7hgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuV5R4AgJ7t0P5NyXxUv83JvHFYn2ReXHVYMi+s+E0y70h7U3r+wSvWJ/PGY4cn82/8fkYyn1jXmMwjIl77y/SMzYNHJ/NRv+jgnwubtybjUltbMj/kqT8k8zG/rUrm7YMHJvNtRw5I5gAAAD2FPbg9uD04AD2ZO8YBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyFpluQcAoGfbdl99Mn9xWnUybyt28B6vaX2S8dgXByTz4uYt6fU7UGrYmMz7vjEimW8ZU5vMJ415vsMZXu9fl75G377J/M2zhyfzfmuHpvPnNiTz4suvJfMOrX8rGfdvmdC19QEAADJhD24Pbg8OQE/mjnEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAslZZ7gEA6NmGP741ma/rXZfMR89Yk8xfG9A/mbd+bEIy7/XIM8m8I8Wt6ec39N+3JfOW/v2S+R2/+VSnZ/pTFYV0vn1sezLfWVeRzJuGDUvm9b2rknnxhZeSeZRK6Xjd+vT5AAAAPYQ9uD24PTgAPZk7xgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADIWmW5BwCgZ6vYuD2Zj3g0/R6udaWxybxtVHsy3zyxJpkfuiqdtzc3J/OOFJ75fTIfu2lU+voDaju8xjv16WM2H5b+50D1uG3p9belX6P6v2hI5n8YOjKZj6ualMzjpdXJuL2pKX0+AABAD2EPbg9uDw5AT+aOcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyVlnuAQCgK2oaS8l8++HFZN7w8UIyL/Y+PpnXP7A+ff4rf0jmpdaW9Pkvv5bM90VtbW0y3z7iY8l8a0P6/NpDd6TPb65O5qVjtiXz16oHJPORj0xO5jVPvprMAQAA2Df24B2zB7cHB+Cjyx3jAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1irLPQAAPVtxcL9k3nxoTTIvdfAWr147KpJ5YWhzMh9w/qZkvvr09PwDfzY1nd/zQjIvbt2azPdF+zvvJPNDf709mbfVpp/jtsP7JvMd1cVkXv1mVTIfd8raZL7+7THJvH7r6GQOAADQU9iD24PbgwPQk7ljHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsVZZ7AAB6tu1ja5N5r9ZSMq/YmV5/+OPp89efdEgyX91UlcyPP3J1Mv/NSX2TebHq6GRe93+eTOaltrZk/u5BHbyGv1uTzIdVTUjmh/62Ipm3DEj/c2PbqEIyf+XNIcm8MCr9/LZuSP8ZAwAA6Cnswe3B7cEB6MncMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1irLPQAAPVvfNTuSea/NTenzN21JX2BwXTLe2X9IMm/8WEUyf27diGQ+6fg1yfz5mtHJvHrrCcm8z4MvJvOIiPZt25J5cevWZF74t18n88pCIZn37ts3ff1zjk7m2xqqk3l771L6/DHeBwgAABBhD24Pbg8OQM/mbykAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAslZZ7gEA6NkKz7+azIvNO9MLtBfT+cbNyXhoB+s3DxqdzN8ZUkjmL/xmbDIvVJSS+RunpdcfWTE5mUdE9H9mfTJv+8OaDtdIKqWfQ/u2bcm8z7r0/weV22uSedXRW5N5Ye2AZA4AANBT2IPbg9uDA9CTuWMcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKxVlnsAAHq2QnV1Om9tS+al9mL6Ah3kbWvWJvPR/9KUzHe8ODGZt/RNxtF4TPo9asWa9Plvfe6d9AERsf6zdcl8+JJhybzPA88n8/am9GvUkd7rNiXzQ3+bnm99v37JvDC8vdMzAQAA5Mge3B7cHhyAnswd4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkrbLcAwDQs208+8hk3l5VSOa9t7Un8wH/vi6ZF/+4Pp03bkzm1fdsSuZ9xo1J5oXS8GS+eWL6PWy9j9iZzCMiLj5sZTJf0Hx6Mh9VcUwy77vsuWTe3tSUzte/ncz7/74mmZd6DUzmO4Z6HyAAAECEPbg9uD04AD2bv6UAAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyFpluQcAoGdrOK6QzHuNbkrmxdaKZL5l4phkPuLhumReuXZD+vobNyXztj+sSeYDNm9N5rV/HJfM/zAoPX9ExMMDj0xfY8A7yXzzxAHJvOaEI5J5xcrnk3n7jh3JvPDia8m8bmt9Mq8+algyBwAA6Cnswe3B7cEB6MncMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1irLPQAAPVufNwrJfHtlbTJv71NM5pU70tdvGVSTzAulIcm8ondVMm97/Y1kXty0Kb3+yqZkPrp2SjKPiHihOCGZt/ZPv4aFcen87ZZDkvmw4qRk3uup3yXz0s6d6XzzlmRe3dA/mQMAAPQU9uD24PbgAPRk7hgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuKcQAAAAAAAACyphgHAAAAAAAAIGuV5R4AgJ5t4Gttybz31opk3tK/KplX7ih1eqb3axpdm8yr+6SvX93Smszb/rg+mZdaW5J57UsbknlERH3NsGTecGz6nwMV6RGiLf0SRfPQ6mR+yPFHJvPKdRvTF6hIv8+vvSr9ZwgAAKCnsAe3B7cHB6Anc8c4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFkrlEqlUrmHAAAAAAAAAIDu4o5xAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAOikQqEQ119/fYfHLV68OAqFQqxevbrbZ3rP6tWro1AoxOLFizs9R2fmnTZtWkybNm2/5/zHf/zH+MxnPhPjx4+PQqHQpbUAAAAAAKAjleUeAAAONitWrIhRo0aVe4wD7pxzzokVK1bE8OHDu/1aixYtij59+sRpp50Wd911V7dfDwAAAACAnk0xDgD7oFQqRXNzcxxyyCExderUco/TLYYMGRJDhgz5UK71wgsvRK9e735wzTHHHPOhXBMAAAAAgJ7LR6kD0KPceeedMWXKlKiuro4JEybEggUL4vrrr49CobDbcYVCIb70pS/FokWLYtKkSVFdXR0/+tGPdmV/+lHqK1eujFNOOSVqampixIgRcc0110Rra+s+z7Vq1aqYOXNmDB48OGpqamLixIlx5ZVX7nbMyy+/HF/4whdi6NChUV1dHZMmTYqFCxfu1+uwN3v7KPVSqRTf/va3Y+zYsVFTUxMnnHBC3HvvvV2+1nulOAAAAAAAfBjcMQ5Aj3HffffFZz7zmfjkJz8ZS5Ysiba2tpg/f3689dZbez1+6dKl8dhjj8XcuXOjvr4+hg4dutfjXnjhhZg+fXqMGzcuFi9eHLW1tXHrrbfGT3/6032aa9myZTFz5syYNGlSfPe7340xY8bE6tWr4/7779/tGieffHKMGTMmvvOd70R9fX0sW7YsZs+eHQ0NDfG1r32t8y/IPrjhhhvihhtuiFmzZsVnP/vZWLt2bVx22WVRLBbjyCOP3O3YadOmxSOPPBKlUqlbZgEAAAAAgP2lGAegx5g7d26MHDkyli1bFr17946IiBkzZsS4ceP2evz27dvj2Wefjbq6uuS68+bNi1KpFA8++GAMGzYsIt79vu59/YjwK664IsaMGROrVq2KmpqaXY9fcsklu/73VVddFf369YvHH388+vfvHxERZ5xxRuzcuTNuvvnmmD17dodzdtbmzZvjW9/6Vpx33nlx22237Xr86KOPjlNOOWWPYryioiIqKioO6AwAAAAAAHAg+BxTAHqEpqam+NWvfhXnnnvurlI8IqJv374xc+bMvZ5z2mmn7VPZ/NBDD8X06dN3leIR75bEF1xwQYfnvvTSS/Hqq6/GrFmzdivF36+5uTmWL18e5513XtTW1kZbW9uun7PPPjuam5tj5cqVHV6rs1asWBHNzc1x4YUX7vb4ySefHGPHjt3j+OXLl0dbW9sBnwMAAAAAALpKMQ5Aj7Bp06YolUq7ldfv2dtjERHDhw/fp7UbGxujvr5+j8f39tif2rBhQ0REjBo1Krl+W1tb3HLLLVFVVbXbz9lnnx0REQ0NDfs0a2c0NjZGxN6fx748NwAAAAAA+KjwUeoA9Ah1dXVRKBT2+n3i69ev3+s5hUJhn9YePHjwXtf4oHXfb8iQIRER8cYbb3zgMXV1dVFRUREXXXRRXHHFFXs9Zvz48fs0a2cMHjw4Ivb+PNavX/+BH0EPAAAAAAAfNe4YB6BH6NOnT5x44omxdOnSaGlp2fX49u3b4+677+7S2qeeemosX758t9K9WCzGkiVLOjz3iCOOiIkTJ8YPf/jD2Llz516Pqa2tjVNPPTWeeeaZmDJlSpx44ol7/LxXYh9IU6dOjZqamvjJT36y2+NPPPFErFmz5oBfDwAAAAAAuotiHIAeY968ebFu3bo466yzYunSpXHHHXfE6aefHn379t3nu8P3Zs6cORHx7neSL1myJO66664455xzoqmpaZ/OX7hwYaxZsyamTp0aP/7xj+Phhx+OH//4x7t9t/eCBQvi9ddfj0984hOxePHiePjhh+Ouu+6Kf/iHf4jTTjttv2dPqauri6uvvjp+/vOfx6WXXhrLli2L2267Lf7qr/5qrx+lPn369Kis3LcPo/nVr34VP/vZz+JnP/tZbN26NTZs2LDrv5XuAAAAAAAcaD5KHYAeY8aMGXHHHXfE3Llz44ILLoj6+vq4/PLL480334zbb799v9c95phj4oEHHogvf/nLcfHFF0ddXV1cdNFFcf7558cXv/jFDs8/66yz4tFHH4158+bF7Nmzo7m5OUaNGhWf/vSndx0zefLkePrpp+PGG2+MOXPmxNtvvx0DBw6Mww8/fNf3jHeHefPmRZ8+feLWW2+N22+/PY466qhYtGhRzJ8/f49ji8ViFIvFfVr3n/7pn+JHP/rRbo997nOfi4iIf/mXf4m//du/7fLsAAAAAADwnkKpVCqVewgAKJfW1tY47rjjYuTIkXH//feXexwAAAAAAKAbuGMcgB5l1qxZccYZZ8Tw4cNj/fr1sWjRonjxxRdjwYIF5R4NAAAAAADoJopxAHqUbdu2xdVXXx0bNmyIqqqqOOGEE+Kee+6J008/vdyjAQAAAAAA3cRHqQMAAAAAAACQtV7lHgAAAAAAAAAAupNiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsVZZ7AAB6tjN6fa7cI9DD/bL9/5Z7BAAAAAAAupk7xgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADIWmW5BwCAg1qh0LXzS6UDMwcAAAAAAPCB3DEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYqyz0AAGStVCr3BAAAAAAA0OO5YxwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArFWWewAAOKiVSuWeAAAAAAAA6IA7xgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADIWmW5BwAAulehMv3XfalYTC9QKh3AaQAAAAAA4MPnjnEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAslZZ7gEAgP1XOX5sh8eUGjcl8+K2bQdqnP3Tq6Jr57cXD8wcAAAAAABkyx3jAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGRNMQ4AAAAAAABA1hTjAAAAAAAAAGStstwDAAAfrNdxk5P528cP6HCNIb/Ylj6gVOrMSJ1WMXhQMn/7vCOT+YA/tCTzygefTg/Qzc8PAAAAAICPPneMAwAAAAAAAJA1xTgAAAAAAAAAWVOMAwAAAAAAAJA1xTgAAAAAAAAAWVOMAwAAAAAAAJA1xTgAAAAAAAAAWVOMAwAAAAAAAJC1ynIPAAA9WeWEccn8lfMHJPPDfrCuw2u0NW7szEidVygk4xdvnpjM/99Tf5jMv3vx59PXL5XSOQAAAAAAPZ47xgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADIWmW5BwCAnFXU1SXzl7/RP5lfOOmRZL7qH+s7PdMBVyol4wn/pz2Z//2//k0yr1zx685OBAAAAAAAu3HHOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZU4wDAAAAAAAAkDXFOAAAAAAAAABZqyz3AACQs7WXTUrmL33y1mR+1ov/OZkXtqzv9EwftsqHf53MC70KybzUXjyA0wAAAAAA0BO5YxwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArFWWewAAyNnI5VuS+V+89t+S+YBV65J5W1tbp2f60LUXk3Gp/UOaAwAAAACAHssd4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYU4wAAAAAAAABkTTEOAAAAAAAAQNYqyz0AAOSs9NTzybzPU+nz2w7gLAAAAAAA0FO5YxwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArFWWewAA6JJCoWvnl0oHZo6Pso5eo3K/Bh3NV+ji+/jai107HwAAAACAg547xgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADImmIcAAAAAAAAgKwpxgEAAAAAAADIWmW5BwCALimk3+NV6FXo0vKlYrFL50ep1LXzD4SPwgwJvaqrk3mhd+8urd/+TnOXzgcAAAAA4ODnjnEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAsqYYBwAAAAAAACBrinEAAAAAAAAAslZZ7gEAoEtK7R3EZX4PWKGQzkulD2eOj7BSR69BsdilvNTW2smJAAAAAADIjTvGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMiaYhwAAAAAAACArCnGAQAAAAAAAMhaZbkHAIAuKZU6yIsfzhzst1JLS5fyDv8MAAAAAADQ47ljHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsKcYBAAAAAAAAyJpiHAAAAAAAAICsVZZ7AACghyuVyj0BAAAAAACZc8c4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFlTjAMAAAAAAACQNcU4AAAAAAAAAFkrlEqlUrmHAAAAAAAAAIDu4o5xAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAAAAAAAga4pxAAAAAAAAALKmGAcAAOD/a88OZAAAAAAG+Vvf4yuNAAAAANbEOAAAAAAAAABrYhwAAAAAAACANTEOAAAAAAAAwJoYBwAAAAAAAGBNjAMAAAAAAACwJsYBAAAAAAAAWBPjAAAAAAAAAKyJcQAAAAAAAADWxDgAAAAAAAAAa2IcAAAAAAAAgDUxDgAAAAAAAMCaGAcAAAAAAABgTYwDAAAAAAAAsCbGAQAAAAAAAFgT4wAAAAAAAACsiXEAAAAAAAAA1sQ4AAAAAAAAAGsBQgbjpWJYAQYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from neurometry.datasets.load_rnn_grid_cells import plot_rate_map\n", "\n", "plot_rate_map([3617, 0, 0, 0, 1], 40, single_agent_activations[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discover \"modules\" through clustering / dim reduction? (see Gardner Extended Data Fig. 2)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The model is a dictionary with keys odict_keys(['encoder.weight', 'RNN.weight_ih_l0', 'RNN.weight_hh_l0', 'decoder.weight'])\n" ] } ], "source": [ "# parent_dir = os.getcwd() + \"/datasets/rnn_grid_cells/\"\n", "\n", "parent_dir = \"/scratch/facosta/rnn_grid_cells/\"\n", "\n", "single_model_folder = \"Single agent path integration/Seed 1 weight decay 1e-06/\"\n", "single_model_parameters = \"steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06/\"\n", "\n", "saved_model_single_agent = torch.load(\n", " parent_dir + single_model_folder + single_model_parameters + \"final_model.pth\"\n", ")\n", "\n", "\n", "print(f\"The model is a dictionary with keys {saved_model_single_agent.keys()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extract the recurrent connectivity matrix:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "W has dimensions (4096, 4096)\n" ] } ], "source": [ "W = saved_model_single_agent[\"RNN.weight_hh_l0\"].detach().numpy()\n", "print(f\"W has dimensions {W.shape}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find singular values of $W$:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "singular_values = np.linalg.svd(W, compute_uv=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot singular value spectrum:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of components to explain 90.0% of variance: 372\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ev_threshold = 0.9\n", "\n", "explained_variance = singular_values**2 / np.sum(singular_values**2)\n", "\n", "cumulative_explained_variance = np.cumsum(explained_variance)\n", "\n", "plt.plot(cumulative_explained_variance, \"o-\")\n", "\n", "plt.xlabel(\"Number of components\")\n", "plt.ylabel(\"Cumulative explained variance\")\n", "\n", "plt.yscale(\"log\")\n", "plt.grid()\n", "\n", "\n", "plt.title(\"Cumulative explained variance of singular values of RNN weight matrix\")\n", "\n", "plt.hlines(\n", " ev_threshold, 0, len(cumulative_explained_variance), linestyles=\"dashed\", colors=\"r\"\n", ")\n", "\n", "plt.vlines(\n", " np.where(cumulative_explained_variance >= ev_threshold)[0][0],\n", " 0,\n", " ev_threshold,\n", " linestyles=\"dashed\",\n", " colors=\"r\",\n", ")\n", "\n", "# show number of components to explain 90% of variance on x-axis\n", "plt.text(\n", " np.where(cumulative_explained_variance >= ev_threshold)[0][0],\n", " 0.1,\n", " f\"Number of components for {100*ev_threshold} variance: {np.where(cumulative_explained_variance >= ev_threshold)[0][0]}\",\n", ")\n", "\n", "\n", "num_components = np.where(cumulative_explained_variance >= ev_threshold)[0][0] + 1\n", "\n", "print(\n", " f\"Number of components to explain {100*ev_threshold}% of variance: {num_components}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dual-Agent RNN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load activations across training epochs" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0 found!!! :D\n", "Epoch 5 found!!! :D\n", "Epoch 10 found!!! :D\n", "Epoch 15 found!!! :D\n", "Epoch 20 found!!! :D\n", "Epoch 25 found!!! :D\n", "Epoch 30 found!!! :D\n", "Epoch 35 found!!! :D\n", "Epoch 40 found!!! :D\n", "Epoch 45 found!!! :D\n", "Epoch 50 found!!! :D\n", "Epoch 55 found!!! :D\n", "Epoch 60 found!!! :D\n", "Epoch 65 found!!! :D\n", "Epoch 70 found!!! :D\n", "Epoch 75 found!!! :D\n", "Epoch 80 found!!! :D\n", "Epoch 85 found!!! :D\n", "Epoch 90 found!!! :D\n", "Epoch 95 found!!! :D\n", "Loaded epochs [0, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95] of dual agent model.\n", "There are 4096 grid cells with 20 x 20 environment resolution, averaged over 50 trajectories.\n", "There are 20000 data points in the 4096-dimensional state space.\n", "There are 400 data points averaged over 50 trajectories in the 4096-dimensional state space.\n" ] } ], "source": [ "epochs = list(range(0, 100, 5))\n", "(\n", " dual_agent_activations,\n", " dual_agent_rate_maps,\n", " dual_agent_state_points,\n", ") = load_activations(epochs, version=\"dual\", verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot final activations" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_rate_map(40, dual_agent_activations[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extract dual agent representations from epoch = 0 to epoch = 95" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "dual_representations = []\n", "\n", "for rep in dual_agent_rate_maps:\n", " points = rep.T\n", " norm_points = points / np.linalg.norm(points, axis=1)[:, None]\n", " dual_representations.append(norm_points)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load training loss" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_folder = \"Dual agent path integration disjoint PCs/Seed 1 weight decay 1e-06/\"\n", "model_parameters = \"steps_20_batch_200_RNN_4096_relu_rf_012_DoG_True_periodic_False_lr_00001_weight_decay_1e-06/\"\n", "\n", "loss_path = (\n", " os.getcwd()\n", " + \"/datasets/rnn_grid_cells/\"\n", " + model_folder\n", " + model_parameters\n", " + \"loss.npy\"\n", ")\n", "\n", "loss = np.load(loss_path)\n", "\n", "loss_aggregated = np.mean(loss.reshape(-1, 1000), axis=1)\n", "\n", "loss_normalized = (loss_aggregated - np.min(loss_aggregated)) / (\n", " np.max(loss_aggregated) - np.min(loss_aggregated)\n", ")\n", "\n", "plt.plot(np.linspace(0, 100, 100), loss_normalized)\n", "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Normalized trainingloss\")\n", "plt.title(\"Training loss over epochs\")\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate Dimension" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "neural_manifold = rate_maps.T\n", "\n", "\n", "num_trials = 10\n", "# methods = [method for method in dir(skdim.id) if not method.startswith(\"_\")]\n", "methods = [\"MLE\", \"KNN\", \"TwoNN\", \"CorrInt\", \"lPCA\"]\n", "\n", "id_estimates = {}\n", "for method_name in methods:\n", " method = getattr(skdim.id, method_name)()\n", " estimates = np.zeros(num_trials)\n", " for trial_idx in range(num_trials):\n", " method.fit(neural_manifold)\n", " estimates[trial_idx] = np.mean(method.dimension_)\n", " id_estimates[method_name] = estimates" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(400, 4096)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neural_manifold.shape" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make side by side plots\n", "fig, axes = plt.subplots(1, 2, figsize=(20, 6))\n", "\n", "for i, method in enumerate(methods):\n", " y = id_estimates[method]\n", " x = np.repeat(i, len(y))\n", " axes[0].scatter(x, y, label=method)\n", " axes[1].scatter(x, y, label=method)\n", "\n", "axes[0].set_xticks(range(len(methods)))\n", "axes[0].set_xticklabels(methods)\n", "axes[0].set_xlabel(\"Dimension Estimation Method\")\n", "axes[0].set_ylabel(\"Values\")\n", "axes[0].set_title(\"Estimates of Intrinsic Dimensionality of Neural Manifold\")\n", "axes[0].legend()\n", "\n", "axes[1].set_xticks(range(len(methods)))\n", "axes[1].set_xticklabels(methods)\n", "axes[1].set_xlabel(\"Dimension Estimation Method\")\n", "axes[1].set_ylabel(\"Values\")\n", "axes[1].set_ylim([0, 40])\n", "axes[1].set_title(\"Zoom in: Estimates of Intrinsic Dimensionality of Neural Manifold\")\n", "axes[1].legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "estimate extrinsic with PCA, then do nonlinear dim est" ] } ], "metadata": { "kernelspec": { "display_name": "neurometry", "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": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 2 }