{ "cells": [ { "cell_type": "markdown", "id": "793cf676-c20a-452c-8e64-be73ac256d2a", "metadata": {}, "source": [ "# Example: Kernel-based Dynamics - Lorenz-63\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 12/12/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "69595a65-3cb2-4d5c-b81a-aa82f5ccb3bf", "metadata": {}, "source": [ "## Introduction\n", "\n", "In the previous kernel example, we introduced the configuration of kernel models and the training procedure. Due to its linearity, kernel methods are one of the simplest model families for handling nonlinearity. A subtle but important step is choosing hyperparameters such as the kernel lengthscale and the ridge parameter. In our [prior work](https://arxiv.org/abs/2512.17203), we show that careful hyperparameter selection is critical for accuracy, and with a good choice kernel models can compete with more sophisticated neural-network baselines.\n", "\n", "In this example, we revisit the classical Lorenz-63 system using the current DyMAD training/config workflow. We will generate reproducible data, run kernel CV sweeps with the current `LinearTrainer` interface, and then extend the sweep with `continue_training=True`." ] }, { "cell_type": "markdown", "id": "3e002dbe-88fe-45da-87e8-d522b1e1a6d4", "metadata": {}, "source": [ "## Problem Setup\n", "\n", "The usual imports:" ] }, { "cell_type": "code", "execution_count": 1, "id": "337b5402-2ddc-47b6-aa3e-290e1043ec7f", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "from pathlib import Path\n", "\n", "import copy\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "from dymad.io import load_model\n", "from dymad.losses import vpt_loss\n", "from dymad.models import DKMSK\n", "from dymad.training import LinearTrainer\n", "from dymad.utils import TrajectorySampler, plot_cv_results, plot_multi_trajs, plot_trajectory" ] }, { "cell_type": "markdown", "id": "07ff0a98-6689-4acd-a5ed-53d964ea1d83", "metadata": {}, "source": [ "We generate the data in a specific way. To obtain a trajectory of length $N$, we start from a random initial condition, integrate for $N+4000$ steps with a step size of $0.01$, and discard the first $4000$ steps. This keeps the retained trajectory on the Lorenz attractor.\n", "\n", "We generate one long trajectory for training and validation, then 50 fresh trajectories for testing. To keep reruns reproducible, we also fix the random seed and create the local `data/` directory before writing artifacts." ] }, { "cell_type": "code", "execution_count": 2, "id": "4b8d7991-ee07-41c4-a92c-c6e10692354e", "metadata": {}, "outputs": [], "source": [ "SEED = 12345\n", "np.random.seed(SEED)\n", "torch.manual_seed(SEED)\n", "\n", "DATA_DIR = Path('data')\n", "DATA_DIR.mkdir(exist_ok=True)\n", "\n", "M = 2048 # Training\n", "V = 2000 # Validation\n", "t_grid = np.linspace(0, 120, 12000) # Train+valid, with extra 4000 for burn-in\n", "t_pred = np.linspace(0, 60, 6000) # Test, with extra 4000 for burn-in\n", "\n", "sigma = 10.0\n", "rho = 28.0\n", "beta = 8.0 / 3.0\n", "def f(t, x):\n", " dxdt = np.zeros_like(x)\n", " dxdt[0] = sigma * (x[1] - x[0])\n", " dxdt[1] = x[0] * (rho - x[2]) - x[1]\n", " dxdt[2] = x[0] * x[1] - beta * x[2]\n", " return dxdt" ] }, { "cell_type": "code", "execution_count": 3, "id": "502b7072-56e4-4539-87f5-6aba5b6f66ac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'lor_data.yaml\\ndims:\\n states: 3\\n inputs: 0\\n observations: 3\\n\\nx0:\\n kind: uniform\\n params:\\n bounds:\\n - [-1.0, 1.0]\\n - [-1.0, 1.0]\\n - [-1.0, 1.0]\\n\\nsolver:\\n method: RK45\\n rtol: 1.0e-8\\n atol: 1.0e-8\\n\\npostprocess:\\n n_skip: 4000 # Extra option to discard initial steps\\n shift_t: true # Reset initial time to 0 after discarding\\n'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"\"\"lor_data.yaml\n", "dims:\n", " states: 3\n", " inputs: 0\n", " observations: 3\n", "\n", "x0:\n", " kind: uniform\n", " params:\n", " bounds:\n", " - [-1.0, 1.0]\n", " - [-1.0, 1.0]\n", " - [-1.0, 1.0]\n", "\n", "solver:\n", " method: RK45\n", " rtol: 1.0e-8\n", " atol: 1.0e-8\n", "\n", "postprocess:\n", " n_skip: 4000 # Extra option to discard initial steps\n", " shift_t: true # Reset initial time to 0 after discarding\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "3ec40636-07cf-49e8-8d48-8288ef9ca71c", "metadata": {}, "outputs": [], "source": [ "# Data generation\n", "sampler = TrajectorySampler(f, config='lor_data.yaml', rng=SEED)\n", "ts, xs, ys = sampler.sample(t_grid, batch=1)\n", "\n", "np.savez_compressed(DATA_DIR / 'l63_train.npz', t=ts[0][:M], x=xs[0][:M])\n", "np.savez_compressed(\n", " DATA_DIR / 'l63_valid.npz',\n", " t=ts[0][:V],\n", " x=np.array([xs[0][M:M+V], xs[0][M+V:M+2*V]]),\n", ")\n", "\n", "tt, xt, yt = sampler.sample(t_pred, batch=50)\n", "np.savez_compressed(DATA_DIR / 'l63_test.npz', t=tt, x=xt)" ] }, { "cell_type": "markdown", "id": "ad8ac545-4ffb-4dda-9932-8e409d4a2001", "metadata": {}, "source": [ "The training data is illustrated below, sketching the well-known Lorenz butterfly." ] }, { "cell_type": "code", "execution_count": 5, "id": "9549343f-99e9-49b7-8474-6c9c10918169", "metadata": {}, "outputs": [ { "data": { "image/png": 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84QvZhhtumPdU+frXv54vmNSTsbtOmvRGaZvkf6HVSZQmLbeHljvrJHBRqkQpijnXy0eatKecmtfkI026mtLmw4zhOdB20kQ4N0YldElTW8aok72FNMk7iFVr5WeF+A5DaZL1RLEG5MyUpu6iM32aUAAwAITkBBACmqDddttt2RZbbOH9PU6gl1PodZgKbybljKM2Q2+wGEbGp0mTdFTtExivO27do4mDbPl/ckfoE8OGhYJU1atJq1WQJq6vuxiTzKqPLimC3hzI6eA62ugTqoh9Z/y86xnzPV0YQLiha3PB965jn70QCkgvyreEXEcJTdxf85rX5Pelz4zjvrVqWDZurabR4FTG+Nhjj+XkiyrKppsDxjodrD3uS5Mm1k9VE09+B5VHbDqkie/pZHdsYhPzXLfv4FkTxuVDDvId5VqKneddwXOR4059Pp0hTeIxaeMhX5fF+Q8++OBsv/32m+H7LCYpN+4KxEBi6KU/ixh9xsoGzKTrW0M0IYwybg4FFbCBEApgQ4E0Eerl/DhNXKpOoEfB4RpayeFa2hsNUb3mmGOO/Do0b9ObS+yRHoxZEwJyYtxrsCmN+6iQUbzrUHICceB5oCLow2RF/Rsl9JzgfrgvTXhpdKlDUGXjlko02eDdMeJA6GuNCtLIEqD0cl96vfDsdX8qHxi3flYQGq6jw5fYxCbmuZAm3oNcj/vF+YB8jnItxc7zruC5yHGnKoCdIU2p2HPPPfMT7AV4JUje5I3oTa4LkGRFCAAfQBtEJhrf79tCQzXifcu4dfNJlEq8dvojXXfddQOVQZ5fEbSRpI8OP49qJYB8VV3DDZMtssgi+e/oxHTIbsh13DHrPD/ui2voIzRQ02KvO4nvugwSumHTRu0AmiRxrXE8I60Yk4bAGtaqpTs/y8YtY8S5FCVUKzpiE0YNHRrkoGTugfxCAQ5f1X0xbh0GZ93wO5AnOdAVe193fEQq6G0mz1GuR0gfm8v/jfIZxs7zruC5yHFr57OXpEkWPGqJXvR8vfjiixf+3uyzz55/uOChd2nCybk8QE8qTQwxRF0bdwhYaHrc4p1i6OTwU9k0xTtfZpllSq+pE8Yx1lybUIqelyHPWYdP+H1+R6upbHop70uH52Q+6LAFm0kX54H7rkO7gcvPa4WRDXEcz0hIPSqxFHTo0C+kyr0v37ghxkLu+f02jVGrfBBC7sHtRxVyX7rZp6wf8o5Y16wBbGLd8ekcMumuDyQPUuxqG+d51zBTxLhTn01nnigbEwtfDjMVw08V3fLLL5/1HRgIieHq6ivr1TQdGDjZLEkCF2jSFJIMLqQJQy0eTUoiq9wLhl5ITROJ4NanqRyMX9Q4/d7G3ccIMieJ4CiDklunSVNo2wEIt9gE/fvjHqNuN0BYVJwNrfKFrh9NmvTvN9EgtqyoAkg4kdy3vuUXdRmzTtqGRoKi3pjuu+++fDNhU9tll13y6jrprfPFL34xXygbbbRR1ndo41BEmqzKI5s2v1JJE/NUPHgdStNGO7TtgFv5M4yWA0LGjDSVVy22gVDwXqQ3lw6nppAmX+VcG8aoSRPqkhyoK4qom5MXOkat9EKayNfCUSTEjVOSCv2MtFrrth3QeWeGycVEkaa77rorW2211QZfSy7SVlttlZ155pnZHnvskRuUj33sY7lkutJKK2WXX355cuyyb6TJlKYZ2w0I9AalS7590F3Dda5JrNJEroQY5CK1o67SRHhWNiVrblnc2FIw7rPZfO0GXNITev5cW0kTzps8W90jDdWJ+2TthDodvuawrg1kjPr/mlKajDR1ExNFmlZdddXSxm144vvvv3/+YZgOU5rqkSadT1GlNLn5TAIICgSesE+I0dcGX6sdVDpxLYhN3T5NOtSHkZcE2b4rTboYQCsU4yYUmjTpOUmOjlTANak0jYMY6h5NdDzXYB1AmiCGdN0Xwl8E7Zy4SpNWa+uQpiKlyXo1dROdyWkylMOUpjDoHk2aNFEsIAnYVUqT7jGjlSYIiRjnENJUFCLS7zAlPMdmI6TIrZ60DvHZDIfCtpU0aaWJuSXzsy5pGvehvdrp0EoTkPUT2hVc1hAkSffUarLBpS/UDawreDdhpKnnpElLxrawpytNtBnQkLwmDDEefazSpI0+hrbqeB+tdrikSYy+NCCMgd5s3L5m1iF+RtKkFZ22kiZNfFjrIWezadKk58G4x6jXj9sANiYvkGcgY3Sf1bBIU1F4zpSm7sBIU09gSlMcacI4u80nhTQRvtKbalkyeZnRr1IEysIUdZLBixQGPR/6ntNUFJ4btwoTQppQYULCtkWhvnGTpiKlNraCjnku5LGMNNWtoLPwXL9gpKknsJymMOMnz+ktb3nLDP8fmgwupIkO3q5CpHMnqjxlnVDuhinqkCadKOySJunb5R4v1DcIKSZkqZ8ROTSyZsZBKPTxPO6c0GpRSDK45OYR2tPEkI7gUk02btJUpNSGkKYygtmk0qR/vywR3NANGGnqCfQGrTcBU5qyaUczCBZaaKEZ/j+k7QD5QmL0Ce+5Z9TFeMplSlMdTzlEaep7iE6UJp6Pm2w8zgNthTRBkFwlNLbtgJAK5iRJ5ALm7DjHKOsH4uY6HTHhuTLS1ETbDh9B1Z2/TWnqJow09cxzZlPUZ0sZacqmndklWHjhhZOUJr4vOUZuTlSs0iSkic3DJTfa6MeSpjKlyUhTNjiDDWgFRiCEYtSHGtNORciQPpInhTShIhbl+4BxkSZC35LTJJ30U52Oory0ppUmeY6E5nS/J8tp6iaMNPUAGCLdJFFDysxB3xc2B/HWVZrKEsljPGXemYTn+Lvu5jHsnKY+kybei7Q2cTdbTSggTKPM/dJhq7qkSeds6XntjpFiBTlXbRSArMrfc0NzbQzPMU/kWbtrycJz3YSRph6AzU8MkUua2IxlcfedNGmlqYo0FSlNRR3FY40+m7G8Dzc0N6rwXF+TwYuSwMedKK3zmXykSec0VZEmTfrLSNOox6jXj4804SzQ5DJGqfWRJqqGJexahzRBhsS2umvJwnPdhJGmHqCowZvbdqDvC1uUJsKXPoWBfAXJ/UhVmkLDc2X5THXDc0Wl5u4Bzn1Vmsr6BLWZNMV0Ba8iTeOqEtRqry9ELl3BQ5QmUeZYsy5pQl0Xx6MOadLP2V1LpjR1E0aaeoCyJolaXehzThOEUTalRRZZZIYEblHlxPgWkaYf/vCHpWqVznsoM/o6FOPbuLXSFNLkT0NUMu6FCj8NC8+Vl7xPCmmaVKXpRz/60eBz1qEP4ngw7ym8KAqbiWrF+vF1DteH9padNJGq2prS1E0Yaepxd2N3o/zb3/4W3SixK7j//vsHny+55JKFPyeqD6ErOb9N48EHHxwoQa7nCSBjQrxQk4qMtQ4V+tofaAMdeg4XoG+NhJ98m6WRpunkpE2k6aGHHiqdE2zSQoLL+oi5atqkkSZx/Mq6gqMAycHGPoKp1VrytuRnmyRNlgjeTczcpKzqMzCG8UOHenxhJ6ugy7J77703iDTpzUqHEgAGXOT6t73tbV61Sudq8Kx9xCuk/QFHQkgIpWqD1IBgiXfuq5qynKZ2Kk2QayHkkAYdPhMw34TUoyaWqSd6fvly7+qEf5sgTZyl55KQmAo6nRvlC5OntGjwQf99SwTvBxojTc8+++y0zdnQHpQdSwBMXciye+65Z/D5EkssUfhzOs/CJU0PPPDA4PPFFlus8Bo6wVW/G5/SxEbo29S0aojhDg0v6LCML1fKcpr+S5ogDnrjGydp4h0LwYaQF0HeKapxGdmRMxaZQ26/p6YIRSxwIiR0XBQiD80L1GdIFilNMZV4RdB7nqvY4dhI1aspTd1B+RHRCrvttlvp/4/SGzE012EXmNL0X9JEomnZplRGmu68887B54svvngwaVpqqaWm/T8ESJQANkF90KgGGx7qAw4LyaxaHUjNZek7gUYREOWuaLMdR5K0zpULIU2yoetmi/qsNEl+XnDBBb3XGQdp0mP0JYHHKE1VuYWh16lCWcEGpA9Cik010tRD0nT00UfnG4E+4FXD5Mf2QtQMEh99nnPfN0o2EMkXQSF6/vOfX/iz2pjr/Atw2223DT5ffvnlk5UmvG15D2Wbh85PY6MPIU1lZdig73NBE+GinJpxKE0SmoslTcsss0xphWebSJN2OlxHomjeF0U3QkhmTHfxIsjfhyD5Uh+wt5Am2x97SJqIC++6667Zlltu6f3/++67r3SiG8YDOv9K4m9RzpkOyegTu/uCm2++eRDeWmuttUp/FoON0sBzuuuuu/Lfw2Dyr5AmNtWikJpLmnTuhS9UWJZf5ZKmMnXLt2FWqY59JE16s1100UW9P6PVm1ERCuxrCmmqGqMvoRxAwAktkWw9qjHecccdg8/f8Y53FP6cXls6N8tHMstyo5oIz4ly6x5FI5DQpylNPcxpWnrppbO777678P9l4zC0C3SVlvfi2ySbPodpEnHDDTcMPq8iTcxzMeiEpEUpIp9JVAdUpqJ8DDdc4KpVMflVLmkKgd5kfBsmPaqkeWAfE8F1hdpb3/pW789QoSaORkwSfh3ccsst+b+EaovInNueQofli4oeiog2c0DswqiVppAxStsOH2liXco9o9QWrcW6ShN5Y1K958sPBKLsozTZ/tgz0nT44Ydnu+yyS+H/v/3tbx/pOUyG+E2gKLave/6M44DOcQJDJqSJsNxKK61U+TvLLbfc4PPbb789//fSSy8dfO9d73pX6e+j5oiUj9fvGlPtnMQoTSGQBHO8b1+onQ1G1Ka+K01FpEk/e577sDdD/oYcqbPssst6FQ1fuE23rShSrcrUSVFoqAgdtm2H6AjJY86XjZGeS1IRh1JLG42iMF8Z+dJKUwr5lXdSRppEaeL5jfI4GkMLSBMLqGhiGCY73NDk4ZWTBjYW8TJXWWWV0nwmX77SFVdckf/77W9/e/C99ddfv/Ia8i5Qc3RogA1AVAXei6+xZSpp0gnARUnOoK+kCfLzgx/8IP8clcXXCNZ99oS/hx3SlvkAVlxxxdKfZc7IenYLFWTzlp5k2HPCV1Wkid5twx7jlVdeGZQP6KqkPH9NXsCtt946+NyX06VVIJnrRc1qy6Cfb1GYUz/fPiq3XYQ1t+w4jDSV46qrrhp8vvbaawf9zsorrzxQab773e/mahP5TeK5F4VBNfS70K0KUAGErKy66qqlYT5d/VbUuqDIyIeSpj6FFFAthBwQgi179ikqXypuvPHGYNKkiwdwBlziS66PJCVX5aDqMerz+IYB1pHg3e9+d+XP6yR9rZy5pKlqjJLnCWkq6i5epxGnJk1FPdkMkwUjTT0hTeQAFDV56zNp0h5uVT6TYPbZZ8823HDD/HM2Je0Zb7/99kHX0LlK2shfffXVg89XW2210muQkC6VXLovTRF0rlSRkQeSr4PCQN5GXxCaiNxUuXoIUIa+853v5J8TsgohTfrdujlzmoC9853vLL2OVjldNadJoBZddtll+efM55AxagVJvzcIoawnlDQdgvNBHBwIUywxrDonz21P0ccimy7CSFOHwYYueQ0oG77zl8QbEq+6TzlNGGvJZyIUUZb/4MJHjthIP/jBDwb9PqFAXyL6hRdeGEXipJIIg1+VM6FzpchBLEJfK+iuv/56b97aOJUmCIFcHyVUv5si6Oo6UUB9c03PwXGSpmuvvXagfqEyFdkpDU1qdQ7TNddck/ctA+uss07ldXRFcVHifBGEkJI0X1Qta0pT92CkqcPAmEh4pSxPgEUvHlGfmpTSIkCIBgSlLBzjgue5ww47DL5GBTjjjDPy6rMQsOlKiIyNkZJkwkOSU0OYr6xtgS/x19e+QEM2UO61rP9TH0kT60RUR/LaqtSO2NBoKi644ILB55tuumnQ7+i1rvOhOGNNcvDYzMu61o+SNImSBkTBrQJOjrwD7JysY+10hOQWppImnqUU2bBOUZ99MKWpe0gmTbB5yj1j48CG0UGHfVZYYYXSn5Xy4j6F51JCcxrHHntsdv7552cHH3xwHvoKzYlyq+xYS+ecc052xBFHDP5viy22CLqGJk1lIToMtnjGKBFFRt419H2ZD4Ra5AgPwlZFXdgFOtRdRVbrEDkhTagvoYQCMiTkHdIkjhP5e6LocC1pLVGn51MT4cfvfe97A7Ias4bkZwkhQwZRcliPEmJeffXVo0hTzHskj0oONy8L5ZrS1D1EkyYY/Uc+8pG8VwkluVJ18MlPfjI75JBDhnGPhkQgVYeSJslrQvHAi+obaVpzzTWjf5/mf3j/n/vc56JCe4Jtt9128PmOO+6YnXjiiYMy5Y997GNB19CKkVRFFYVAZPOsCsuMoxv0uHHeeecNPl9vvfUqf55cGDlXTDcMbRIog2JfmZ9llW4aECxRmwjbyrw47bTTBj+zySabVF6HcLOEyoalpqGsyhzDcQlVat0xfO1rX8u+/OUvD2zXhz/84Uri6+Z/6YKMKkirkapQrpGm7iGaNO255575IiT+r8uzWdTnnntu0/dnSATKgkjzlMOWla67G+UwE1vbAsJO0uQP4vGKV7xi5PdAZY+EgcRrBbvvvnvwBknTWV9uR1mV4BprrFF6zZADUbsE1I5vfvOb+eeEaDfbbLPK36GwQpQYFIphVBmmhOYEG2+88eDzs88+O1fSLrnkkvxreoRV9RIDECZJlEbFdPshNR2a22ijjaJ+FyVJ7BbVdyi+8m523nnnoGvwLGStlTkdLm666abB52VKk4XnuoeZUyb5cccdlzcB1DkgqE6PP/540/dnSASStzSkCynhHWUJdRtA6FKeT0hfmGHh1FNPnXYsByrHXnvtFfz7nB8nhA+v3bd5Q8ikjxRhOVomlKFvShNrRdQi2jzotVAGyTnjbLGmcwF1aI4wWmhoTvC+971v0CDyhBNOyD70oQ8N5sanPvWp0uaRGqKgEgIbhtokrQbYS0LslAbkaL/99pvh+5/97GdLW2po8HelKAJnMeQ9Ek4XlRqFviw3zJSm7iGaNDGpfCdn/+Uvf4lKpDUMF6effrrX6yxC30iTLr2uqpQaJujSTq4R74uu4hdffPHgiIgQsOak/Bqj7DuWBZVJNoP3vOc9lSEQrTR1nTRBJEShEJUvFDqfTHfebwLkzEhiMq0ndFuQEFC6v9122+WfE7KSNc1822mnnYKvo8POuudbE0Chk7J90gd8+0oVPvrRj+ZOBiSQD85H3XfffaOuoStJ3WpDH4iySG7YuuuuW5obppUmI009JU2EA/SREUKU8JjH6bEb/gvCTiIfE3oKeS+670zfSFNVT55hgw1um222yVUmyZOJgQ63SVKtxpFHHjn4PKQlglaauh6eu+666wZhTRSDkHwm3xE3ZedypkC/xxCnxwfIoG7uyHslUTqk672vfUHTpEnnFMaqTHr/Oeigg/JwOx23KaaIXUM631PngRbhzDPPHHy+wQYblP4slah9bOfSZVQ3xHDwpS99KWfXeLRUzh199NH554Q7dA8Qw/g8ZxKTdYJxiALYJ6WJsJx0EaZ6JsXDbRMI3eBhS0Iz71/eOSqTNMwkZBGyOUHiyGdhfXddadIqE/maMWq5JiQhCkUMtGOaSijYsMlrJATG+XEQZq18xJKmspy5uqQptvLURUjSd5nTIQfO69w/H7CN0taAdYJyWwYIHJXJHOwrh/saJhvRbi25TGw4GFQWFBOfTYeeN1Ut6w3Dx1e/+tWBMSLfRST6KvSJNBH2kL4uVb1qJgEk68raY21efvnlg/eoK/Q+//nPBzUOxNBLnlSXlSaIjiaUscnWVF6JatMkoYDgSL8u5ifrOBXksDEuktul03sMKCKR0CDqdVPJ4OTZofIBrl92cPCwAfmR9UMFnS/ErdeQNM+kirysdYdA1hIOSJ+OJeoqkvo0YWDYnDEUTLCzzjprmkcybhx//PF5tRgGjdBL0x5SW4FHibIkoIQ9ZFG74TnpV9NV6NLiLpAmSX4VkPTL1+Q6ydEQtBnYaqutgq9HVZEY+q62oNBhyz322COIUGrw88suu2z+OUnSTRXC0B5CEBMuHAZQYEiOB4S/YirMqtYgCfSi9KSEpZuEDlvTf80H2hrwATh7kjkTAgl3cwJBX5rFdhnRM5WkN5/MSLy2qlnaKEDbg9122y3bZ5998oaDJPlRXtt1aZTmblTMSLNRkj1DOuJqeVs8omE162sjaUrpr9RG0LNGzqpjLR522GEDlQgliuaZMRuTbvo3zG7Q4wKVUtKbCaWDvj4pIFXBF1KrA32WWlVPrVFAn4EoVZh1oXPAxlmIIcChkBDfKaecMi1MB9H5whe+kOcdCg4//PDBuY9V0O1Muh7u7gOiSVORvAiLjqn6GRZIBKSiggmOfH7SSSfljTh1NVnXgJT/3ve+dyAb4zUdddRR0deRnixUWnXZI5Lz+KRVRhcAISLJ1z3kF+JM6Fwnd4egzplck4BvfOMbAweDRqIxydEa2jGRXk9NkiZRssYJbIsQbp5bEyE6TZrakNZBa4C99957kPOIow2Z4wPSQ7K57H2o+YTmQqHXHqFXw2QjWI8+5phjBnItlXJ0LRawiKhGopx1nIA0sBhJ6BSw2Gm8ycbRRdAwjQoOOY0exYHqjhTVj41SOt3St0Y3TuwSpN8Mcxmi2BWCiOdL9Q8KK8deQAjJSUmBJk3DPFttXLjooosGn+u8r1igVBLiRb2E7LB+6ign5PpI01X6QMUmbg8DtKAgUZtcOeYV5JAQcB0wR2UNLrHEElkb8OlPfzovaKLtBwRJk1cJx0KsUJ1iCgb61ves65g1Nv7PZEK90ZsyChM5RHx/nOCcLAic292Zr7W64CpkfAgkzo63Ic0P2wwqpWQh0rQQTxCiGHvv/LwoTYDnpUuquwQhAeRx0duFOT0J7zoUbEKyEfnGxfeqxqzPHSNXpwvPR8ZNgrzkORK+Z97XGR/Kw8c//vH8c6oYqSKOzY8S4KyIPeIdNvHcQ953CKGQAgM+pxu37ucVA+5Fkq05w49IwDDmV+y4sZs0FKUinJxdaXhKDi/KEykPOCFcMyahW871BITMh72Wmnjfk4jnIsed+nxmjd1okP/x0kKPeZiEkmNfV1lCVBLuaisgS9IzBOWPkFyqasIE0mQTbzflPLZhgbwa8tUwOhB0FLWUqiKasEqjRyoGyXXjmbHYxp2MOirwrqvGTKKrbtzYhZxAGbdujULOUN2xrbPOOvnmTy4gStMuu+wyCPXEQqsbr3vd6xp57iHvuwqolqhNVOZyT7S5IBycUurPGpbqVcj5sOZW6rhR0fhAvef3dDFNyr3q0C8OyLDXUhPvexLxXOS4OWc1BdHukJSJthEkdKKAuXFjvi7K6SCUR+K4VprYjPEOUkp0RwmUPTmzDC9Id7ZNmXA6HPeTn/ykNf2LIOlbbrnlNEUQggjZxeuNkcp1gz46OjNGfp/33RcDw7uuGjNrCSJO5+M2zYUmxq27d0MEmhgbOZOoL+RJUbXKWiS3MhY6fIPS1MS9hbzvEKBik39ERSZpENhNkuljUwGkCzgg73RYc6upcdeFrtCFMA17LbVl3KNG7LhT8xiTNGQWDR1rOYHbVWNIxB4XCBOyqMnrkMMfeZB8XXR0AF6Eryyfh972CacPuyREUPd+UXAgipQWYxTbMH4MLF6fJkyArwlNcjTBIYccEnw9OTVe8nYYIwttEt53k6gaM9/H2JPjQR4LXhnNErswbn1CPQcmN/He3/nOd+ZhHWn5wb+oKKhQMYCgakLR1JxsYo6z2ZPvw1gh09gfnBYcmBjHRbdmwHEZ5rprw9rWh6WzlkZxL20Y96hAvjIKKJESHBf+DRl38rOZisTVV189Ncccc0wtuuiiU7POOuvU4osvPjXPPPNMvehFL5pabbXVpsaNc845Z2r22WefOvPMM6d+9KMfTX3sYx/L7+/JJ58M+v2nnnqKYPXUn//856k24+c//3l+n3wsu+yyta/373//e+q3v/3t1BprrDG47q9//eupcWPTTTcd3M9mm202ddddd03tvvvug+/xcdFFFwVf76STThr83le/+tXBuPm3Lwgd8/bbbz94VjfeeONUW/Cvf/1r6rnnnov+Pcb7xBNP5PaBMS200EKN39uuu+46eGZzzTXX1C9/+cuo319uueUGv/+Xv/ylkXtqeo5ffvnlU7PMMsvgPo844oio399jjz0Gv3vFFVdMDQttWtuvfvWr8/G+/OUvH/rfatO4h42DDjpo2l7A873tttui9nr+jUE01SKchXfx4IMP5vIWLeVphkhuAF1nx43NN988+8pXvpLnFNBlVjoku8nhkw4dJq1q5R8DHaKT8+vGBVQhOemd90f+Fkoi71c3oNt5553zXKXY8EdqImtfoMMKTZ+tlgIUUNY3dof5cNxxx0V3WGZOiWo5jHYTzE05Kw51bocddoi+P0A6AQnSbQRJ0SRKC2jyWFRo44OuxiTJug+QIhvCc6G2ylB9cDKVjBo8X44d0hGFpjFzSrhEGsFRIUKyHLkP+++/f3booYdmbQChOGRQjCOJleM+kNUHjD35U6lt9XWXc0IMTUH3+dFnQ40DupEem4/eRAh/SGNBwsVnnHFGNGmK7V3UN+iDTMd9riTrhOat5NCQN0Qy/yc/+clpZ8eFQCqiJPzVNJD8TzvttAEhv+SSS6YdDl0G8hOlIWmdo1NGAfrgSUds3oe7eZVBH9Okj2/qMtwQnaE+9t1338H+yf4g+yDNfWOdlaGSpjnnnHOQx4Rh0PFpSv4NYXkLJHmSI4KnlbIhCWkidt1kczjOFpQEObqMj/OsJJ2zRbWcBuPWuUzkk4SUkBppiutBJH2CmKPjLGH+/ve/P+jSrPNnUJRjVLBHHnlk8PnCCy+cDQPkBWoHkkPOQ7uUy3prO2mSZy9rCAcntHM845S+YqnJuJMG3fdME3dDGhBvZN+kDQSRB44RE2eF7vyhzsrQSRON226++ebBuUi777573i2VBnFtaIffdlBqSxdhOcMJqZrnqCtKqoCCJr9PQ1FdHl4XlBDL0Q14hGWHV4aQQxrhpXSUhphLQ1KkbZ8qQPhIlDHKveWQ01DS1IWKsGEC1UTmAgn3+viZUUOa6wJCtlLST1+2mPJ+fUTQsEgTeP/73z9QF1BsQ8IF+sxHOfuvzcCBlgIbCLUO2RUBUiikSZ932XVo+6UreA31HWp6pGGraINEcZDPZoyVNFEdJ+EuSr45bJH+ORgIZGlDOTAs7sGeECnCTaGqDr8vR0DUaTNQBF3xQ5Vkagk2hoIjXfAEvv71r0f9PjlzkntCmKioOodWBALy60JJEyX1NLY0hIdrr7766rF1vZe/DYGmRxDhIGnAiQoVuhHJAcbDzqchdUE6jbOuOdQ85t4mQWkC22233aAKidBplQ0jdCKRir6E5oA+0B7b1nc89dRTuUONepyiYFMR78vppWpe1E+I1TB6Ys2cIjNKgiieBr2C8EDZsHQXYYMfHAapQ2wi25LYHXrUi5Z3U4/JKAPHsgiQPGOBekZMWRYDBA/jGqNa6ZytsvO32EClTwz5I2XAoAtp6lphwLBAHyMB5CQFvH+cBXKQCPnG4tprrx3MJc5B431DeHV/NXoIxeTT4JXONddc2TChCT2l+jFK06SQJtaRqJGoeFWEQFSmvilNtFYQJ63vpOnnP/95HvrHoca+sKal32AI/v73vw+iXXAO7fzQdkiO+EGFDll3IyFNeAu+yhYdt+0qyIlA9sOQp0wWIQ7LL798tswyy2T77LPP4P+PP/744HvQi7Fp8B7FMyKRXhu6EJBfJCqRGAoWxRe/+MXga9x1111BpIm8CKn4I8RZ5llQzcSCA5bPFAbmlxglqilTOs5zuCmH4lLthoqpKx9DoBWutdZaa1oITAjzt771rUqVA+Ilc3kUpESHlVlHPrvZhQRp6YnnKgBdGmNdYAclHEzagpwV2kdsv/3201RVohlf/vKXg38fVVn2Fwi7G4WAhPmKicZGmtj4fadcMwi9ILoIiBJk4lOf+lQelpTqkVBcdtllM5yOTkUQG7/IiSGLadikyTWEMWydjUlOeyfJE9VJCAqdvUOTRXWTP7ySMoinC8qS//SmJc/cUA4MEjl3ohjFhuhYM25olpYlbog6RHUkDERjRQGdf+WoH1SaKiWTkwHEo+WIklFAKjwhdFWOlhzvM2lKKA0FdRl4GaQ6sI8tP3CSAftnSP5lF/Hggw8OzjDUOOyww4KPNdG5lbQV8j1n2XNIFpdUlpGTJtig5LcgscvXfMDmDjjggGlllV0DxpYcBd0BHXZcZSQ0dJWc5A1BLAgxSW5Tlafmhuc4CX0YkHtyk+6qQIK6GH/GiDdJWEZw9tlnB11HiCESPi0tysBBxYJbbrml8OfkMGbQhe7Wo4IQfKlKiYFWleSZs4ZCTw5g3cmxJ4SiSQlwewYJqgidTsYeFWladdVVB5/rTuQ+aJVUH/LadqCmkSMYUmWpK6z7VoihW8OU2ak241//+ldeGUoe0eGHHx5NSMh/FhCxkbw/FGw5RzWGNOlecgKcK9kT6FwvRVONIbQL5kwzzZR/zDzzzIPP5WO22WabWnDBBacuvvjiqUlHUUfwc889d1rnUflYddVVg6/NM+J36Ej87LPPDr7/3e9+d3C9T3ziE5XXmX/++fOfffGLXzw1rC6ydFyeb7758r/D+w3tmnrYYYcNxnLcccfN0L387W9/e+U1/vSnP0U9X7q9y8+XdaW/4YYbBj/36U9/2jvuPiB2zH/729/yUwB4bq94xSuCf++vf/3r1Ate8IL89175yldO/fGPf5yac845869f+MIXTj399NOV13jggQcG72yLLbYo/f/3vOc9lacFyM8ecsghU6PA7373u8HfXHHFFUt/lrXBzz3vec9L6nhehFHM8Q033HAwzkceeaTw5z7zmc8Mfu7666+fGibatrZ/8pOfDMa+/vrrT+S4t1enBPCxww47RP3+0ksvPe3EiQcffHDw9QorrBB0DWy8/A7ryzfuY489dvAzRx555Hg6guM98CEnb8vXfBCaI5xCJ86uQqstyIsSFkNp0qGkIsB4RSEixKcrt5C3JTdDEtyKwPOWMOgw8zIIy0iIDmXAJ6n6oLuIE8KUZD3pJQXrdw9UrpvoTihD5FiuX5TbYkpTGlBDJQzGu7v33nuDfo+1IeFm1Cp6PpGHJOshJClce4m+SlFCtyR1SxivLK9Jh4ZGlU+DYiS5nvSTKkt4FYUW1SbmLLc2gL5zgrL5oZUmUaf6AqICoiCiNI2r7xmqTkzitYDw94knnjjteyeccMK0op0y8O6lpxoKEVEE1q905uecy5D8Wek+z7MsUmTpNygIvb+h5TSRo9K3yY4EKflIbLaQHHpDCCi1rYLezLWBAYSfJDZLkhs9ccom3qhKdnWILrSKTjY5ekdpwqMTeKvCKCnhR9lQKU8vyq3TScxN9rbqAySvKSZEp3N4JLdHH7VUVe0YktsGuZBCAAhdWV6lJuujzBmSXBaKEHQ+oga2QUjTJIattE3j6KoQ0tS3vELmqmzmFE6Nuu8ZDgxH/NB8lb1D59iGQOcmvlzN0dB+SBT3yB6o8+B04rY0sC0bgzg/ZS1DCBmLMNH0cw4mTZTDu0aOh0iFCA+Q6hj3JPquAM+JSS45FLyMTTfdNCrnR/IyijxmzYzLWg/oqoNhN8AjwVoUGcrNqzwjyJ7kjeBJaG9Zk6aqM+30GEPbWOhnWlTSq0mTKU3DJ0333HPPDPObOSV5SRjtqoo33Ri1yEjq8xLLEmx1ztAoiYkme0XJ6tr7n6R8JoGRpvi+Z/r80BhIBXAs6G0m1WQQdByY0MIc1ikVqoCoCIqRnBZAuyHZH8ug54U+xUJUbFDVxVsfQVNWrU/rAalcRZlKfWa1SBNny+mNn42JUmIGTBdOKqxiz4GaFOhjGsT4E6aUjVqTqpBOxL6KN30+XpnRGSVpghyKR8D4qrqWa7LiJujhbQuJqqoc0WMMVdO0qlVUmWXhuXQQCpZ3yvurahqHkRXShAwvys7ss88+qHbkGlVVdJo0yaGnZaSpLDQ0LqVJd4MuIk26cm4SSRO2SPpelaUrCGli/fWxuawmTbFta5jb2DlObaCXXkz7D36WnooaHBzMaR4hYJ2KQ7z66qvn7/sDH/hA/jWEJCR9Q+9ruuqNljKQnBDSFGIPBGKvqFaMOXGjMdLEgCVHBZxzzjn5Rk/TOprMIdGFhKkmEZo0aYYslTFsEFXqid4c3vSmN83w/5pklMmJoyRNQB+NU9V8U5Mm3QEXYFClTwnjK2P+Kb1c9DPVBFXDwnPNqE3M96oQKx6sOBJuOFofBEweQ8i6YR4UnVOmlRzJdygjJpD3UaYYaNKkHU/fvU0qaeKZijPIu9dVxr62H31L8RCQvyPvF4IQWn0GwSHHVMK7iBQ6RaQK7NdUZwOaSor9o5qZ/MIq6Gq/lf9TmabTN0LyE4U04ThpJxcSKCFsbLdeC770oFjSVLbuhkqaCL1o74zSUslTAAxad7TtImmilFGHgXQ5cRVDlo2c4xV8CdwYHGHbZaRp1M3haMIZWjKtiSFn4rmQhYGhKCsDlTFiiEN7uejQTQhpMqWpnpdclVypCbTbSyWUNNG3RQxomRTP/4lqUeZRitJEWIh1OCpA6KvurwsJ0pJ/SBjfd94k617yNSd1jHWBTZN1hPKtQ9hloBzfPb+Q8v3Q7uI6tWbXXXcdFGSQIxSSW6hJ04r/aZ1A1GWOOeYIOtyddy/7A3uDqzJqtbhsb4ghTTqiU7QnDJU0QZjkhvEieNlahcDAdVFuxQCIpM5L0H1i9PjLJj+TSSYML9pnsHl2UkVQ1jFWs/BR5GUwmeV+q5QmbSh9m5xWHMrOChPSxPhC5xTkCo8FWHhuOAjNHXLfgRuOFvJcFU7T+RZlBpL5KRs2nriv+S5rUEKKo24cyf1JDztsqG9z0YReqgEnDfo9+xLeIUwy9j7mM9XJa9JnF5IWI6DLfhUgLOLUo3ItueSS2eabbx7VNVsLB8v+54QGlF9JVyE5u+xQagQVUdV8uYnasSqzCboCtqp6PMSRHippQpond4kw1J577pkzTN2dF3VkmAdgjguEwyTB3S1/p8xdlBBIUxHThuggr4KyZySkCaJWtPGPuqs1RERkTrzkso7lQpogOj4VTIcpijxuNjw5Hy5GSWMxy7PlPnwbp4Xn6oHET3nGGLay0IKev+6cp1pUvgd5LiowkHkQMhdE2cSh096ogBCEzN1xVKcJ6cMOaFVJoHMiJ5XQ60pXXQEroLJVIEnEfYSuHAshTawDjuGRUPSRRx45aPh7/vnnV4b4CIuJw0h0BLWLEJvYQO6hTCVifYq9XmCBBaYJBzoXV+4xxaHWpKksp1fnUlY5P/rvjIU00fEbj4kkTvKY+JBwkpxqrw/37Ar0w/blIsHaxegVVSJodlyWh6SNTtFL1qRpVBK35CexsIrIDv8nC4MNQvpOxSbEEkIRwhObsyXePBunL1HZwnP1ISoRBKQsT6Aqh0/mFHkWvlCOS5qqDKR2aHxrZ9w5Q1op89mJLsxNvUnpKqcujbEJYOflsGJEiKL8L4EOfZEATn6opMag3lVFALQqLEIH9llyk1gbZWsZJ0Qcjrf+x7FvmjSxN0hEoywKISF28qKqDtzG4Zc9ZCykiQ0aiY+XxIfurSCMVx8+2xfSpENORbFYTZrKDorV1/d5akC8VKRRiScPGzrRtmhCQ1JETSvKP8FQiHdTRJpSKud8P+/r1yPeFguOD0O9EF1ZSFrWDV6pT9nRhQJFeRkx1W6alPg2bK1yjCM0pI+Y8ilhmlDQR2cSocMlvvxWC4/PmNeE01AV6takSFq3cIyJgHYwZdD7kt6vdJiwrJBJ2+q3OqRJH6auC6ZilGeAACP7BrajSH0WZxibEtIAVvZUxIaQtghDaW7JZPepCMitWnnqC2mSijBQ1LhOe8xlic1V8rZWmkZp+ENIk45nF51ByCSX58XG5gv11Ul018qUJl/uxmShuXRoslOkOhIuEDUFA+kzbiG9i2JIk55zPiVHk6Zx5AxpUucjTV0Iz2HbCJMXkSZTmvwhOn0mqQ+i4PBsxWnRUZ2qym1NmnRFmVaJyvKI9DpfREULRLWVtVl2YHaV0qT3P4ikrzM4RCq2Aazu8+fbE0ZCmvqGKtKkwwJF/Uk0aQpVmnxyIhLtuElTkYyrJ7lIzykSvg6rlT2rFKVJjHbfDXYdaCehyEjqpE/fmnEdhKL8PU2aquaCNo4+0qS77I+DNGlS19XQFeEVWftVpKnvjouuSi5TaCAQosSi8kguE0RFFBs6bRc1loZoyO9D3PVzpxJcHJoy0qRJ/ps861nUJwhNUbsAIU0Qv6LDskNy4kSBCi3mqHKkU2CkqQLy8khuLmoV0BRpwphLgmRRMqt0DR5lyS5kRBZbkdKkQ5BlalqVx10n90QvEJc0QTglPDCpm1IbwDMWw12kNOn3WuRVaok+hDRVGUltiNtImjSh12ulS+E5IDYS58fdyLtADJuCrsQuI004qZLjqUPjuvSf51x0DYiCpE24vfNYx0JUKOQqOo9ORxFe7zmhIaTAR9Yk9qMoIlVFmrQ9CFWajDSNGGy08rLxFH1hSZLRhCQUkaZQQqGNDpu+G9cd1xEEOqzGAvKF1ZoiTXqMsaRJb0zuAsFjE+PTdy+3qbmgE0Q1NGEtKgvmHcj7LUrSFCOJw1JFdMjxk3nnm1fjDs9B+sSr94UedHiuKsG1zdDv212DRpr+C/YSyS9CedQFPho65UOrvK5aVZRfqMNiZYVMJKMXER4hTeSBzuuxyVUFPpA6GV9ZyoUWIHykKeUYpKo8uxQYaSoByoR0Sy3rCSEhOjZ8bZxTqoDk78D6NbMeR7uBImXA58lr0lQWnqvKPdFKU6yaVhaeM4PdHMR441T4HIXQvDSZU5AI6VasIfM/NOlT1CZ+z61IGrfSBPETQ+8jTTI/IUw+52xSYKQpHPp0iSKlSJMmt+WNbrRcVIQU0zvPV+rPGpdwMutr5v/krGno5HBf+kbo3lClNKWQJlOaRoxQ468nsy8ZXEgT3nVVxVvZSx5Hu4HQcEoblCaerxy14RJOXbljSlM9aI/X553qdVNmJLXn67Yd0EmfofkLet6571+TpnH1CJJnwVpxVWQhFJMcmnPfldv2w6rn/CpPGWnSTonbJJZwmzgTqaSp6ggi5iWNq0FRLtLCyh74rhFKmiDcErrztSEx0jQBCD3nTRt/HxGQSROS2FwmJ7ZFafKRJvGe8UTKyI72VspymkgqjTWsGBBZTG5Conm5zUF7hD7jppWUEKXJN6eY6xJODSVN2iC7eUPjDs/p+2Nc7vyU8Nykz039rlziamuwWGkqCq+JE4766JIet0msr6FvFWmqKmTSRQtFpOllL3vZwBH12fTQIiH2BdlnfaG0mMaW2kESR9pXHJQCI00NKE06Oc6tjCEJT5h6yDlqZaRpXDlN7oIrU5qYzGXhBcIUsjDKSBMLMSQk40IIG5uu9ubNYDeHKrVQr5syR0GTJpd8xSSBC/T6cknTuMNz7oahNxJCiXKA9aTPzTKlydbgjF3spV+cr8CG0JiQJtacL4FaQnTkFvpCWrKusKW+JG7SJeS6PpWoKglcri37A/uf26Fcz/XQnF6cCPcg4ZREcO5N5qRL4lNhpKkBpams3DmmbDomPDdOpcnd4PBwZJwhxFCeF96/VHaIkRBimBp+FNLEPemN0sJzwyHQZUoThq2sd5v2XN25Xpc0uXlDMhe4n1E1hQ0lTV2pnHM3syKliY1MKjD7DJxLOf4HwuPm4TFHxD66oTlfXpOvSaw4uDj9ori49yDKMQUZLuHRpKlIadI2gd93nf3Q8FyVaJASntM/y/5ZdeRMCIw0DVlpCm03EBueG3VOExuSLDpXaUIdElWnalGUlV9jIMTjTj3qQv+eDoGYl9sc2NhFrXGVJuaBvNOquaAdBHeuN600SXiOd5+iYA5ThelCY8uY8BzJ7r6E4j5CKs9w8tx82LIkcF8+kRtew1EUJ7So9Yd7bqPr9Ov9rEhpqnKkQsNzLjFzDwDWayZm/5M5qZ3yOrCZ24DSBJMVQuGSpph2A+7faVNOk5Zg2Sh16Ct2jEUet57QdZUmd5EZaRpOiA7Dpvu7QFTFm6vq6F7WIiKFNJXlNInSNM533wdCX7T+gDWXzUorz9xy/bIk8JCcpJB+aVXXiFWa6pKmEKUJhy3m9JGykHEKjDQFKE0kJZfJgTpeDGnSJ0bHKk2QLyEMbuLaOHOa9EZJ3w29qTVFmpo4VLVoY7LwXLMQIwl51sYt5hgc5rq8r6bDc3pOQuokP2Jc+UyuI1BEmiY9PEfOolQnFlWwGmny9zhyy/VDlCaKkEQ5dQlPyNEl7rVdtUuLAGVtd94YQJpY71XzWxOzIvU51B6EhIxTYKSpBGLI2eSr5GQhTfSb0YpQLGmSvyeGXxMwuS5x6HEYnqIE4DqkSW+yTStNXfXm2wA9F7SRDG034BpiDKuu/kkhTbx7KULQZFzntrVRaepSeA74Em8hrtIItQtjHIXSpAlMkdL0ghe8YLD3QJr0fhGqNOlqWLfRrChN7F1lh5y/saRQSPYH9oaq0LgmZlrlYl8VxycmnwmY0jQikFsjm3jIwbFFyeCxhEL/HDFmXSqtz50bR15GUWPKmOoI93k2rTTpBWWkaXjQRlIb59B2A244GsKkHYwU0oRjIz+r113bSVPX5qasQXIUJZG5a2Nsch1JqMlVmkQ54riVMgdEcpJQ8vQaClWais48Zf+RdVQWmpP/lz1Jq1Pso7KHxThRrtKk10ssaeqt0nTQQQdlK6ywQl75UiTxwUzXX3/9/Gd4UJ/5zGeSs+W10S3LZ/KRJv2y6yhN7iY0jsN6Y5WmkIUxqpwmC8+1X2kqqhYV44ZyFDPfhbTjUYpypUnTOMNf2tnpaniuyLO3w3r9IPXDV0HHv2JjUZnKnOSinCS9LnX1c1mfJd22gPUoylVZEjhAhZL1XiQahNgDCLVUVmp7kFo5V1Wc0GnSxCTabLPNsu233977/xhICBM/d+utt2Zf+9rXsjPPPDPbe++9R0KairL+hTTFGH8fqYCxi9c2LtJUpDTFqmlFpeHDzGkyT3c0BDpWaSryLMW48T5jKq3EQJJrJU6GVmvHSUqwAZLv0+XwnM+zt/VXndeEgy+kBcIjpL8oNFdFmmRdolSV2VMImYToUImEuIUmgbv7AwRHjkWKJU3ci9gN7YClNLb0zcdehef222+/bNddd53hpGbBlVdemceEzzrrrGzxxRfP1l133eyAAw7Ijj/++Bn6X4QgJqG1jDTJpOHFhZ4p5SNN42w3EKo06UZiZWARi+EcdfWc9YhpBnie4v3qudCE0oR3K+8u1kD6vMq2hOf0/NRzvWuEQm9SMs6ujXHYeU0hSeC+/5cGlRAuWZeE5qrSOSREh7MhvxfS2LLIqZYQXWzqht5vyWGSCEFKY8thKU2zZh3BbbfdlhMq/YDe9a535coUsWJ9MKEGlWB8COQluWWS7llRZcafCcPP86GbPlZdwxfG4z70OVwAbzX0WqHgemxWZddFwuWDZ4TSJD8rpAmiAzEMuTeeKYZUEoBZ1JrkoKaljBFCRgUPiae6K7i8VzlBXr4fMu6uoYkx84x5h5Ak3YJCSBN5GiHzVBMrjDQ/jzIkbQwwkDH3qQ0q85INSStNbNjjfNeQJjY2NgS8cSqKtNLE+hrH2m4S+mw/7B9/d9hj9GFS1raE56RB5SabbDJNMYLQlI1BK1HMLX4WuyprCGe36hnovCYIG8qTjiawv1Vd4/WKWKGUQebc0wFC9wZtE1DiNNlhn/Fdp+h9oy6jVvN99hht+3tNmgiDuV6pfK3zilwcfPDBuYrlQifEoUxUyXpsImz8vDQmDD+PlyUSK6XOodIgFRG6EoHf0xUJ/H8TMqMGEwgSw/2XhUMIp0BCmcxsSvyskCY2hND74mc57JWNg7FhSLWUy3NLHaM8a4imXEPUBvddho67S2hqzHiEGEWeM8QJwipqEQbSPV/NB92dmzXHu9FeNiQnZh7o6xHqWGyxxaaF/cgh4XrjetdC2gHzn2foVpmNa203BV1lxcbLePQ74B6aHqMPk7K2dSTjrrvuyp/NfffdN/helV3FUWXtkb7BnOJndSUea7HqeWtn4957782WWWaZacSNeVt1jZcossyxMJytp3OkuMeQ967bgrDXQJI0gWOv9V2n7H1zTZxouID8rhxvNlGk6XOf+1x26KGHlv4Mk0Az8aax5557ZrvtttvgaxQJiIH2TlGwQiRB1CQYPps/P6+NIeG7UFlR9+5gs+f3dEI79xcrUVaBCQfpq8ohIaGQiYxx554gcOLRxNyX9koIn/J7Wg0q6wlSBRYZCwPvVu5HFggLW99j6Li7hKbGjId755135p9jsDHOQk5D57tOCsao8Tva4DNPYua6TnglD5Df1c038WL53rjetVakMe7ci1a6uf+mw8ejnuO+d+CShKbtlw+TsraxV5B9HEgcBp6NJgnLL7/8NLLtA3vk3XffnTuz/Kx2WBZddNHK560jMexb/LwmJqS8aFLkg06dkbWsQ+PsayHvXStn2BV+R59Dh4Llu07Z+0ZA4Z7Y1+V3fcfKtJ407b777tnWW29d+jNlpZIaGGwx4AIhLWVVa3hFvv4TEp6Tk5dDFh0bBb8Hm8VQa9IU0utJ/6xA1Bw9+YZlBJhwXLfs2vp9EIbUXkHMGN2jVFjYstDrjk8S5TFCEDI8MekRwybtXjtk3F1DE2N254JWeXi/Idfmd9g0UGVRrfgdbfBZuzH3qPMmRFHSoSHm6zjftTb2GHHuQ/J9mKdseMNoJzLKOe7mNPE3dfWqvINRYBLWNveG/WP/IkqB3ZL2A+wpITlghKEhTXLIr84zhGRUjV/nRaH88/OSl8ScDGlz80bHHugoBMARDnkP2rFgP3VtAmu86DpF71tyCdkHIPLYndQ5MVbSxEBSq6RcwMZpS4ChlEV71VVX5ZukVm5CIWEGXhCSfgiY4Lfffvvg91PaDYj8KEzflwg+ruo5XwWdVEmEJswXEUNUKyGGdRPd9fPhuWmPwpJQh1cYoFWjmLmAkRTSpPMAu5wIrpOkhdSN81y8JuGrYLWWA1mlSgNpgvSwb8nzCt27IF06NKZJk25eWfbOIEco8oTUWIdCmrD5IfPyta997SBFRZQyyWni2lVqmc92yO/LWiZXMmX+uHMyJLG9CO2l3w6QHYnz8i/5LnzOh8h2a6+9dj7BPvShD2X3339/dsUVV2Rf+MIXsh133LG0k2kRxKDFhIncCrpU0uR2Bdfl0+MmTe5GGXOuUFmDSzY26QlSl0i7pMl6NI2mwWXoWY0u5GchzjgKXSZN2iFwK8u60KMJEMaRTdaq58JA7p3gm9/8preyLpQ0oVIJaYJkhLQL0G0HIDy69YC2+bG9mmR/iNkbtO0Q0iShQsSEFMei6AijTpMm+i0Rd91nn31yosTnfJA4J9L2JZdckv+L6rTllltmH/7wh7P999+/1t+tQ5q0NJlKmthI2PibKMcfhtIU25qhqK2CnshNKk3EsM1gj4ZAp84Ft+1AHdLEhi2tPeQ6ouRg1HWRRRtIE45C1w6yRZmXsL2sa+24dGWcTYKkacEFF1xQizQ98MADA9KCYxPa6ka3Hbj++uu9Nr8KouBAchANRNSIsQe6PY+ozzKPUnPhfApvKiameo5GlXxUvbDvf//7jf7dOqQpdRPxkYq2KE16AbFR6tBXjDfhnj/XJCnUCYs8N+2ZmMFuDrxDae/AXNCSdx3SVEehJU8Bw4rD4ipN4zyst8jjJbwtRR5dmptsUjgsvvBcl8bZFKhWg9BL7qUAASB0DUk7GKIsgpgiKt12gBBhCml6wxvekDeXBvJv7N4AYSItBlvAB/NIqtCbIE29UZrGhTqkSYcrYiaNr2u2JhXjNP4sTCEldZQmtxeVHp+F5yYDGDchSk0qTXIdrp8yF0Sdkp4sQpraEP5ylaauHaEikPdGjgzVgZbTVA7CaCuuuOIMdqyqsaUAx9DX+HnJJZcMvged+3TZZZcNPg8Nz7kES5OmWNFAfp41rJtshjbIdGGkaYSImTBFpAl2HJtXVRS+YiGFJqYP+5nQe0WSBdngYrwAjIRM5GGG5yBN5uUOfy6wOVK9I2pPag4Da0byIMqqZEJIEwoO80pCBG1TmlzS1KW5WTROevWM2361FRtssMG0r2lyGZO/45IuUNTUuUpp0hWnoSFClzTdfPPNyaKBtgliV+qQpl7mNI0LoUwfoMBI2bVOko5l2WWkqalqwzqQhYEXT/xclKPQ2Lkv2V33BLGcpsl0KiSPAvVJTm6PNZCsG5kLKevGzYPSDfraoORgH8RGQCa6du5ckWevKwQNfmy77bYD5Za0h5133jnq91dbbbVpXxM6f+c73xn8+zovSsB9hLb9cUnTHXfckSQ++Bp+Nqk01c1pMtJUAkhAzITBK5BwHmWbEoeNqSTykSZ6d4i3PIqmcFXwLYCY5+QuDHJi5MykYShNFp4bHnzvPaTEuchAaq8y1jv1kSY9r9qgNOn53WWlqYg0teUdtBGocBwHxnmpOKMxCg9YY401pu01a665ZtScwqlwRQIq0mOc4TcU5D9pFWvcpMmUpiGCzqQxHjPwlXfWJU20UBC0SWmqsyjcMerNMjb5tyoRvKsbUxvgy6OInQt0wJb3oo8L6gNp0gUeVR2XJwna8UEpl35ubVD72gxIwQ477BDteIiydNJJJ+WOIfvQl7/85ehruMrU6quvHr03zObsmYgJdZSme+65Z/C5hedajhhps2nSpPtRuOcQjRu+BVCXNOkwSupmKbCcptHBl2gak3xaRsRT54FWY9tMmlCi9XEZXSJN2k7pczzb8g66ivXXXz8nBTRZXnjhhaN/n1Y9ZXlWIcTNDfOxtmOPLCnaM1NJk26KaeG5ISKWZReRh5i8KAHJkuIxS9PHtoTnfBtcygL1bYoY1bq9dFggcn6XheeGC1RBt7tuaJl01brputIE9OHEbbm/pkmTHqMpTcMHe0dqZ/mVV14522WXXfK5uMcee2QrrbRS9DUWX3zxaV+/4x3viL5GUT5jKmnSc9KUpiH2zXjve99be8KA2Nh02abRBqUJ6dglHyussEIjC6OuyuSqTZYIPny8//3vn6a0phyw7QtHpDgbLmnSx0mMs79ZCGnqqtKkT7rvEjHsIiBbRx55ZG43Dz300CTyte666w5lb2D9ph6yq+ckLUj0Id6xMNJUAPpUxOYz+UgT10gJXRURiDYoTUiw73rXu6ZtbrGdm93T0IdJmnSFkilNzeOzn/1sXrmDAnnaaacltQnQJ5sLUsgXKJqLbVg7ZSpMlwiFJoaaNJnS1H2st956A9LD+95ss82ir0G0wY1opDpRvnWncwljYQ0zChBbPq/DFRh7CQuQF5Xal8RHIFLIyTCw5557Ztdcc03ewRbPJLXyig2W1gWCVILpQrx2evVIvyx6ZaWcQ2goB4bx2muvrXUNV8KH4KSSCDZsOTjUvWbbCAWkvutKk1T+AiNN3cccc8yR3XTTTdmFF16Yq06phT1U7umcP59jlbruIHW+qFAITGkaAjjvDqMNWdprr72Sr+MjTbFVCMMCTdNo4MlRFa4cGwoIjJsPk5Ib5YMOxUgDzi558l0DjgYl13UkfQHrzte2oi0OR1FLjS7NT5QC/T67OEZDMdinPv3pTyenpvgqc1OVZx+Rx1HXVXkxMNI0BCBHSkfwlGTyoqQ3NoPUhn/DAEZxrrnmqnUNt9Kq7sIoy18xg91eoDjuuuuu+ec4HDvuuGOt6/kI0jgPuq66D7zzrqmgvnGa0mQIxaqrrjpDknodNJUPbKRpSKBksq5n6ypNJNmmhg3bChqwaSy99NKNXNdI0+Rhv/32yy6//PK8Z5c7L2Lhrj3efUqO4qjIRBfnpm+T6uI4DcPBWmutNVCcyaFdbrnlal3PSFMP4CZK102EayM233zzQRf1T33qU40ZVV9+iBns9qtNGMeY87JCSVPMSe3Dhs94dymfqWycpjQZQoFAcOONN+Z9vi699NLkNgpNK82WCN5iQJLY6OWU9pSeGW0H46O6hqNimspnAqY09RturpyvUnNc8BGktrRDaBK+Taput39D/4jTAg2t3aYqs01parnn/aUvfSmfOHjK2223XdZFkMvRJGECRpr6DbcypqmqzKZadrhKWMqpAZOmNGHP2tBnztBPzN9QEZWRppbjE5/4RN5TAomyLSXTkwAjTf3G29/+9mlfN03K68INF/aBNGG/upaTaZgcEBpuIjxspGkCQBdrMzb1SZORzv6Ani5yBhZkmYZ7bQ4fSl5fl8NzdY7AMBjaojYZaTJ0Er68kTa1azAMFySNXnLJJXl4+4YbbmhNu4E+KU3uejPSZBg33N5PKTDSZOgkUBfofaNhpKlfQM2hc30ThrJpLLbYYtO+dk+G7wLcHmxdrP41TBb0ebLbbLNN0jWMNBk6qzS4yb9NVU8YDHWx9tprDzpmQ+ra0um/SZDsrs96bKoHm8GQig033DA79dRTs3322Sc76KCDkq5hpMnQWbikqS3HaBgMJElzXt/nP//5/HDwuj1o2oqDDz44r5pDSdtoo43GfTuGnmOmmWbKPvKRj2T77ruv95ifEFifJkNnoY9koWoi9eBkg2EYWHbZZfOPLmOHHXbIttpqq+z5z3++FbMYOgFTmgydxZZbbpkba5AqxRoMhnrAozfCZOgKzPU2dBb05nnggQeyp556yvIpDAaDwVAbRpoMncab3/zmcd+CwWAwGDoCC88ZDAaDwWAwBMBIk8FgMBgMBkMAjDQZDAaDwWAwBMBymhxMTU3l/z799NN5f5G+4LnnnsueeeaZvNrMxt1t9HHMwMZt4+4DbNzPDxo3e7ze80NhpMnBH//4R++BmgaDwWAwGLoFiNaLXvSi4J830lRw0Osvf/nLqAc56YB1c9L6E088Me3og66jj+Pu45iBjdvG3QfYuJ8IGjcKE4Qp9ngtI00ORNaDMPVpwgkYs427H+jjmIGNu1+wcfcLc0eMO0UY6U/A02AwGAwGg6EGjDQZDAaDwWAwBMBIk4PZZ58922efffJ/+wQbd3/G3ccxAxu3jbsPsHHPPtS/M9NUbL2dwWAwGAwGQw9hSpPBYDAYDAZDAIw0GQwGg8FgMATASJPBYDAYDAZDAIw0GQwGg8FgMATASJPBYDAYDAZDAIw0GQwGg8FgMATASJPBYDAYDAZDAIw0GQwGg8FgMATASJPBYDAYDAZDAIw0GQwGg8FgMATASJPBYDAYDAZDAIw0GQwGg8FgMARg1pAf6hOee+657De/+U0211xzZTPNNNO4b8dgMBgMBkPDmJqayp555pns1a9+dTbzzOH6kZEmBxCm1772teO+DYPBYDAYDEPGE088kc0333zBP2+kyQEKE/jFL36RzTPPPFmfFLbf//732bzzzhvFuicdfRx3H8cMbNw27j7Axj1v0LiffvrpXCCRPT8URpocSEhu7rnnzj/6NOH+/ve/52Pu20Lr27j7OGZg47Zx9wE27rmjxh2bhtOfJ2owGAwGg8FQA0aaDAaDwWAwGAJgpMlgMBgMBoMhAEaaDAaDwWCoib/85S/Ztttum33yk5/M/v3vf4/7dgxDgiWCGwwGg8FQEwcddFB2xhln5J8vtdRS2dZbbz3uWzIMAaY0GQwGg8FQE0ceeeTg8+985ztjvRfD8GCkyWAwGAyGmnjBC14w+PzZZ58d670YhgcjTQaDwWAw1DySgx5B+mQJQzdhpMlgMBgMhhr4f//v/2V/+9vfpn1t6CaMNBkMPfaOt9tuu+yFL3xhdtZZZ437dgyGicWvf/3raV9zEKyhmzDS1DP88Y9/zNZYY41sgw02yD839BcPPvhgdtppp+Wl0h/60IfyYwgMBkM8/vSnP81wrhlOiaF7MNLUMxxxxBHZtddem1188cXZl7/85XHfjmGMeOCBB6Z9bXkYBkMa/vznP0/7+l//+lf2j3/8Y2z3YxgeJoY0HXzwwdkyyyyTn0j88pe/PNtoo42yn/zkJ9N+hkS8HXfcMXvpS1+ahxw22WST7H/+53/Gds9txBVXXDH4/JJLLhnrvRjGi5///OfTvv7pT386tnsxGLpEmoCF6LqJiSFNN9xwQ06Ibr/99uyqq67K/vnPf2Zrr712HloQ7LrrrrmCcv755+c/j+e88cYbj/W+2wadoKgTFw39g0ua3BCDwWAIg5Gm/mBiOoJffvnl074+88wzc8Xp7rvvzlZeeeXsqaeeyvMzvvnNb2arr756/jN0Z1144YVzorXccstlfQet/X/5y18Ovn7yySfHej+G8eIXv/hFpeE3GAzV8K0d8poM3cPEkCYXkCTwkpe8JP8X8oT6tOaaaw5+ZqGFFspe97rXZbfddlshaSLurGPPMtFJiu1aYiwVHjwjwV//+tf8ORLyZKwkLnZtzFXo47hlzG7omsKALj+HPr5rYOMe/rh9Ki22dRzP3N73c8E/3xvSxGB32WWXbMUVV8wWXXTRgWoy22yzZfPMM8+0n33FK15RqqiQK7XffvvN8P3f//73nevq+tBDD83wvcceeyx7zWtekz9TFjmTbuaZJyZqWxt9HLeM+Q9/+MO07//qV7/Kfve732VdRR/fNbBxD3/cvj1mXOvJ3vdU0LhTw6cTSZrIbfrhD3+Y3XzzzbWvteeee2a77bbbNKXpta99bTbvvPPOQMAmHb6TtyGahDmZcDPNNFM+7r4ttL6NWzwsN6SA4spc6Cr6+K6BjXv44/blh/I3x7Ge7H3PGzTu5z//+f0gTTvttFNe9XXjjTdm88033+D7r3zlK3NliERnTXYIQfB/RZh99tnzDxc89K5NuKJkRRknE66L465CH8dNpamrpLJ2uv4MYt81FbpU6mKIv/Wtb+WqbNfGzXv/4he/mDtVtCRJ3Uz6vLZ9HcBJhRjXeuqjTYsdd+qzmZgniuQGYfr2t7+d9xmaf/75p/3/UkstlT3vec/LrrnmmmkGj8Tn5Zdffgx33D74mllasmI/4cvBsOq5GbH//vtnP/7xj7ObbropO+aYY7Iu4qCDDsqOO+647MQTT+zsGMfhkOqz6AzdwcyTFJLjqAeq40hcJobMh8iiL3rRi7KPfOQjeajtuuuuyxPDt9lmm5wwWeXc/8FIk6HMM/7f//3fsdxLm3HZZZcNPseudBHnnXfe4HNatnQRV155Zd63b1jHBRlp6g8mhjThBZHkteqqq2avetWrBh/nnnvu4GeOPPLI7N3vfne+OGhDQFjuoosuGut9twlu4i8w0tR+0F0YlZW+ZPfdd9/QjLzueWb4v+ehyaVu19EV4HTqTvBu764uAGdg0003zfeCrbfeeiid731OiJGmbmJicppCzvEhFn/88cfnH4YwpUlaNxjaC7xjmdOQpyYKIHxGnhYUhmxaeF/bHfIjSZb35UBOKiCCkHLBb3/72zyhtku5MLfccsugUoq8LdI7ttxyy8auz5zwESQjTd1Ed1aGoRIWnptM6Dw9NoAmOrn78pdMaSpv/lmk1k4yIEkakIquHeTttlp5+OGHG72+djznnHPOwed24kI3YaSpRzClqRsH65KYPAylyUhTde+dNpGme+65J8/dbJI0ga6d10m/JI2mw6x6LelKbVOaugkjTT0nTRaSaTcoW3Y9Y3cTSIHlNKWRJpretgHk5yy99NL5xze+8Y3Okibur24eHychDHN8Rpr6BSNNPYJ4yTonwyTk4QFjStXnJz7xieRz3Uha1UffFG10KfcmkKOIyG1x/1af0WbSdPTRRw/yrQ4//PBOkqY77rgje/3rX58tscQSef+oVLiJ302fuanVeiNN3YeRpp4ARUkWMR3P9fcNw8Fee+2VnXDCCdnJJ5+c7bPPPo14yU2RJk3i9Hwwtan8ObeBNJF3dOedd04L1/q6/U/yGMFRRx01IPFf+cpXgoqBxq00cWyXwEhTN2GkqYehOSNNwwcG/sILLxx8/d3vfrcx0tREybSRpmr4FIk2JEk//vjj0zZkqrdS83R8pCn1TK6mceutt067zxSyQyWgu15Q3FNJpg8WnusXjDT1nDRZeM4PDN6ZZ56Zd4JOgXtYJ5taCiEZttJEo1h97JCRpnLS1AZC8eCDD87wvdTiAN9cakNFLcTGJYKPPvpoUpWoG3KGSDVJfo009QtGmnoCbSQ4P4szeoApTX5stdVWeUd5mqSmdIL2VTU98sgjjZCm1Pwon6Enn2mOOeYYfN/mw3+VQiFNumdRGwgFSpOLJpWmNlTU+ohhyvopcjB81aOpsJymfsFIU0+gS6Vf+tKXZi94wQvyz22T9BtafbQEOUmxeOyxxxox+r5QXF2DDyGQazAXdG8ZU5pmVCgWXHDBVilNvv5RKaErVGaZB69+9atbRQx/9rOfBZHFKhQlfTdJDPV6fPnLXz743EhTN2GkqYdKExulqAsWnpsRbkjutttua8Top7QK0ErT3HPP3QhpYuOXLtCu0mTzYcbNVpOmNhAKn6qUQpraPEbf+kmpetNKkyY0wyJNrKfZZpst/9xIUzdhpKmHpOllL3vZYKM0pWlGuCSJTSr2MFvfGV4pRl9IEwdSE1ZtgjQVEWhg82HGzfbNb35zq5SmpkiTHuNb3vKWVpEm3/qpSwwXWWSRoZAmfS3yAznOCxhp6iaMNPUEFp4Lh6+ZHueQjZo0EUYT0kT4RBK2IXD6vLA6R6jgGctcADYfZnxXFE7IRtgGQiGkSYfU6pIm+iG1aYxNKU2jIE3aicG5MdLUbRhp6gksPBcOH0Hy5SiVkR0hTa961auSjT7GWN4PKpOucquzsem5YOE5P/S74h1SZdgGpYn3Lps0ITUJ2dZVYRijXKtNpImQmiRXp4xR5wQOmzThfBCaM9LUbRhp6qHSRHhO1AWSXa0L9H/BhuGruInpjURzQFFsFltssYERjSVNOp/JJU11QnR6Lsw777ymNHmg5wCbdlsIhQ7Nve51rxt0c0+pqNRjbBNpgmzIept//vkHDSMhTbENLmXNcQoC1xomaZL1aaSp2zDS1BOIukD5NIvb1AU/dIXbAgsskNQbSYfmMNSSgBrrKbukCem/CdJUlN8GbC5kMxBcSJNWmlI7Uw+DNL34xS8ezIfY+yoiTRCKtoxRrx9C0rGETt6jDm8PK6fJSFM/YKSpJxB1Ac8U4mQbZXVobrXVVktSmnQ+BkafcKioATGb0SiUJksEDyNNQihQZenA3QZCQR6SkCYIRWy7iCLSRLfscdoEvX7e8IY3DMYYq6gxl4XQuE5HU6SJ5y4hW1mfotxCmsZJPg3DgZGmnkDUBdnALSRTTZpWXXXVJNKklSaMvj4QN6YKbxSkSYdqgc2F6aQJQonKJIRi3HlNRUpTSohOSNOss86a2wU9xnGG6FynQ49RFzHErJ/55ptvKKRJPye5vihN4Nlnn23k7xjaAyNNPQALVww9myQwdaGaNC299NKDxo+p4TlNmmKNviZqwyRNpjrOCHnfqEx0z5fw3LgJhUua6swJPUbU52GQihSUrZ8YYlgW3m5qfG67AZc02XrqHow09bByDthG6YdUyc0yyyy5lytl3U0oTXU8ZTcno8mcJlOapoPwm2zOUrnVFqVJdwOnFUKq0oTqKWcjSoWnJoZtGaMOQdZZP5CmF77whYMjcZoiTXotyX2SdC4YZyjXMBwYaeoBXGUB2EY5I8g/kENBMdaUDwtpQl0IzRmR8ALElOq0uqQJAkcFUVOesswHjDtKmhHo6dCqorz/tilNcvxNKmmCMEm+TZtJk64QjB2jq9SiGOpk9ybgOiCu0mTJ4N2DkaYewJSm8FYBsllIF2gpdw6tfmMjEqOPyoShrkuaUDsgTk3lnAhpwshzfxaqLd5sfaQptjt8U0AdkjkBqQdafYwhFG4SeBtJE2sP5y6VGLpKE2i635bPITXS1G0YaeoB3GopoDdKO6T1/yAqE3jTm940A2mScEYZIFZiKCFNIIU0UaUlf08MfhNKE6ROkyZXdTQC7SdNhHbGTSggOlS2SWgOaEIRE7JtK2kinCXPX4hhE+FtWUPieBhpMqTCSFNPlSbbKLPSrt+iNOlDPkNIk1v5k2r0MfgSPqHyBzShNKGSSDNTKwpIU5rGRSjcXDkwDBVmnGN84oknBp8LaUodo+89yhrCURQC2rRt1aTJcpq6ByNNPYAOK0liq4XnwpQmTZpCwnO+jS2FNOnNg7yOppQmn+pI7hZhOmCkqb3huSZJ069+9avB50LK20CadD6Tb4wpShN5hczxYYzRpzTpRHBTmroHI009bNQHTF0IU5piw3OPP/744PM3vvGNyaRJl5ZLKIYQkZCbVKXJR5p0XpMR6OmkSUJXbQjP+UhTakXlJJAmX3gulBjq/C9ZP6DpXlQWnusfjDT1lDRZ9Vyx0kRZsmxKseG5n/70pzOQphRP2ac0cV+ysaUqTVotwwMXCGmyuVBdPdcG0iSh364pTXqMQpqoEqQBZ8wYIb7PPffctPUzjNYRVeE5I03dg5GmnpEmIQEWnpsO8odEaZJ2AynVc8NUmnSILpU0+RKANYm2ufBfpYlnIs+7DeE5nS9XN99HSBN2wDfGNilNugI1dP24bQsETbeOcNt3AMtp6jaMNPWINOEJCRmw8NyM7QbEiEporo7ShFQvXi2brxjSFKXJF15INfi+0BMwpWnGZ4TKJOHQNoXnCMlJWO55z3veYLMOJU04CDK/UJlkjG0gTVqpFbVXk8PQMbqd04cVnsNuiG2V52g5Td2GkaaOAwMppElCc8Cq56bj4YcfHnyuSRMbkjyrKqUJAyl5FAsssMC0/xNPWcv5IUafTVG/N1EFIDdSBdek0tR30gRZkNwgqSprA6EgR0eIjiYTKYRCN2qV0FwbxggeeeSRwdzU9yPrh3vnWTRBmuqOkeo7caT0GrXwXLdhpKnjwDAIKdIL25Sm6XjooYcGn7/tbW8bfI73KCG6KqUJJUDaBEhozs13QGkKOflcNkg2bjn6wa2gSzH6RaRJ5gMbUgoZ6wp81VttCM8RThOyUJc0uQfZtoU0QVZljS244ILT/i82GbyINDUZniM0J20L9Foy0tRtGGnqOPQmaaSpGD/84Q8Hny+66KLT/k9CdKhEZV6uzmdylSYhTeQ4VD1v8pVkY9AG3/WUU/KaZD5oMggsx6042dp9PuMgFPog6SJCwQYd8u506FeTJkL3Er4fxxhFZQJvectbvOsnVK0tymlqMjznKxgAltPUbRhp6jiKEootPFdMmt761rd6SZPupu3Dj3/8Y2+IL9bo635R7nW00pRi9MXQk3MlFUnA5kNxWT9A7ZO8pnEQCh0+Xnjhhaf9X2wyuE4od0l508eMpJKmMqUpJC9Q7B75RTovscnwXFF+oOU0dRtRpOn+++/PDjzwwOyEE06YYfPAgG+77bZN35+hJoo8LlOa/gvIkJAmiKXufRPTq0mH+FzilUqa3M2jjtJEKEHy2/SYgM2HctKkCcU4wnOakC+00EK1SJNWRKWJaxtIU5maFrN+aDUgCeU60b3p8FxRqNvCc91GMGm68sors2WXXTY755xzskMPPTRfuNddd9007/RrX/vasO7T0GAJLzBlYbrHKATEDc3FVNBp0uRubNpTrjL62uMuU5piSRPjlPCiTnIG1rdrRhXGJU1tUZrK5laICqObuLph5LaQJjc8FzNGcrbEprm5hcMKzxlp6g+CSdO+++6bffrTn849cryxPfbYI9tggw2yyy+/fLh3aGgsPKdJE6EZKrP6vkmCe++9d/D5EkssMcP/hxylglr1ox/9aJALI2XgPk+5yuiHKk2xRl+rKDpUCyynafqzZ23ofB+XUIQk8w+DNJGX6CqhqUoTY3TngYyRzT6kSq1JPPDAA4Pwls4nq+N0lJGmusTQcpr6iWDShBct4TfkTkjTySefnG266abZJZdcMsx7NAwhPAesN8//4Z577hl8vtxyy83w/yHhOZJrJWyzyCKLzPD/MeEFMfqsM1cJqKM0hZKmvs4Hwpfy7Alb6ZwvTSj4uVFuhswX6QfkqkyxlWWQPQldoaTNMsss0/5/XBV0rB159lSvikOX4nSUkaYmw3M6ob6INJnS1D1MtwolgP27Zxt94AMfyBMkN9988+zwww8fxv0ZGiJNeKPaYEhIho23z8oCuOuuu0pJU0h4riyfKYY0samJ2oEyqA1w3UTwsgRgC9f+31oRMuQjJ26DS/fdjEIJ1e0wBDHH9BCilR5Nbj6TjzTpaw8TDz744EC9W3zxxWf4/1SlyXU6mgzPCflkb7RE8P4gmDQxkclhWmqppaZ9f4sttsgn+1ZbbTWM+zPUAAtWwnOuxwVMafq/jeG+++4bbCL6PLaY8NwPfvCDweeLLbZYMmliUxPnxM3rqJsIbkpTeLK1W6HmIxS+uTIM6Lm1zDLL1FKayqpEx6k0abXXFyKPUZr0GF1iCKGhrcKzzz5bizSx54kTgnOje6lZeK7bCCZN22+/fXbjjTd6/+/9739/Pom++tWvNnlvhpog4VMOrfRtAkaastwRkGaOa6+9tvdnQsJzd9xxx+Dzd7zjHcmkSasKPo+7jtKkq6Zc0mRKUzbISStSmsbV4FIroUsvvXQtpamsH9k4SdPNN98cTAyrlFqqvAGkVjs8eoxco874sANiN12H1MJz3UZwTtN73/ve7Mgjjyz8f0J1uprO0C7P2ada6ENaR53Y2hZcfPHFg8/XWWcd789AeMST9ClNPDshTfysGxKQ74cYfVG9ijzuOkqTkAJCCfo6wJSm6jDYOM6fY27ddtttg7/vFgbEJoK3kTQxRnHIGaNv3nNfkmNWRgxJzpb8r7e//e3T2g00dX6jG+p2k9aNNHUb1tyywyjr7aI3SoxWH2Vk1ILzzjtvYKxXX31178+RLEszyCKlidwGIUKoTD5DHaoGxChNMaSJjUR6q/kS1Y00/VfRIYTTltAVVXNSpfXOd75zhsTt2PCcqDDM0ZAQ5ChADp80ilxhhRVmSMCX+5Vxlq0fGZ+QJh+aIE36YGGXNFlOU7cRHJ4zTHa4wac09a3MHHJ4+umnZ7feemtunDHUEmYhN89tE6CBzA9h4oPraGJ00003lYbmABsBpeLkKxV1FdeqApuXL1E3NTynE9V9pKnv4TmepSQQk5PmVm+Ni1BcffXVg8/XWGMN78/oOVFGKCDDUtYPKdTrf5xj/O53vzv4fM011yz8OdRa1l+ZUnv77beXOh2aNJHXhLOoSU7KenLVP+YO9qGvzmjXYaSpw7j77rvzfzEKZeE5Mai+jaJL+MY3vpFtt912+eeQJwEGbqeddir9XfKaCG3gOeLNa+/+iiuuGHxepFZJjx1IE8qBS7zEexVVAVLnUxV0ImuM0qSNfFl+W1+VJp2T5ha7+MJzo8pp+va3v11JKJgnKJnMy7JjfrAHcsCsr0p0XKTp/PPPn5YGUgRRe3n2zFEf6dO5USuttJL3Om6I25f3VAUd5nRDuaxrQnQ4H6Y0dQ8WnusoMAbiOSNTy0Gcfd4oTzvtNO/3P/GJT3hzWDR0sqdOqGYTuuqqqwYef9FmpLtwU/LtIzxasSoy+PJ3YpUmnUzsG2vflaZrrrlm8Pkqq6zSCkJB5ev1118/UDN8VZnuYdxCyKtUmLaQJpRVqQ7ETvnUVV8vJH3um4CCDiG/FDq4bTVSD/8tapEAUKfdzvE6r8lIU/eQTJrwdGl7P+qusYY4lamo4qZvGyUEQ3uhm222WR5KO+yww7IvfOELlb+vjzPRx1BARsTwEj7x5WMI9NElHPXgQnfXX3nllQuvI56y2zetDLJhoiYuueSSWd8JdBlpWm211bw/02RjRB+wpRBnUQW//OUvD/7vgx/8oDdXTiB9gnh3RWRHjxElcxyk6c4778zJEd3Wd9ttt2kK784771z6u1Xrh7C79KAqczpEsQJlylwReC6SCI4DotsNCCTkZ6Spe4gOz7EoP/nJTw7OmUPNwAvne0zqz33uc8O4T0MktGrBmYE+9GmjhOBL+wVCdNIeg++VnScn0B6wPubkW9/61uDz9dZbL8ro62RjnJDLLrss/5xQy/LLL19q9FG7CMfgXVeFVfk5KQqgMgkv2N30+zQXfJ2dRYljE3QPM05psBgL5uHGG288qOakAlMUTdSMj3/846W/r5sroja51ZE4RWITICy+wpBhkyYUsC233HKwfnQ1NsnUEMM6pElXwq6//vpBpCnlPeq+WUXJ5qI0WU5T9xCtNO255555hQKysS6tJN5+7rnnNn1/hkRwwHJVnk2fEsE10XEPwQ2BJk2iNKEMCGnCs9xkk01Kr6HPMnONPiXXQmQgX2VESG/qUl5dhhtuuGHweREZ65Pq6ELbLY6FKkITYZ0ifP/735+26esQ8Gc/+9lCIhcaukJlFdWD1hpFqtUw1TRCcXod6r/JOqpKyK4iTd/73vcGOV7rrrtu0HtMUZpCwugWnusuopWm73znO7mRISauFx5es17ohvGBsI3E9vEo3UaGvo1SZO2uouwQ3BDo3ktyeCqbnKhU73nPe2Y4SLXM6P/qV7+a9n9nn3324HMOwi6D3kDpG6U3TB8uvfTSwedFDTz7qjRBfE888cTB11RRDkuhqLKrPqCK7rXXXpW/7ypNZddnrhYh9vDfGNxyyy2Dz/fff/9cQUMppTlyUf5RKGmiVYescYgMqqAoy02H5zRpog2ED0aauoto0oRn66s2YNMti7kbRocLLrhgUCVT5nGNq8PxOKAP13T7qoQAUgEBJcxFA0rUmEMOOWTw/x/5yEeijL6+H5LCRe0gyfvd7353FGkqA/NASBOGvChfpw9KExvYEUcckduqD3/4w3lOG2Fa6bmDWl5GqDWhaJo0kY8DKNjA6WF+8LkvyTiWNDG/JF8OYv+ud71raCpMaMUZc9zXxDKVNJ1yyilBxLcu+UV9E9JUlmyuw3O+SllDj8JzJBVrz1Umw6mnnlqah2EYHc4888xpndqLMK4jE8YBHcZKKTEGK6644kCdIHePpFZAVVPZRuRTq8ix0u9LiAo5H75S6lTSRJhWNlHuUZOjsvYTXQSqDcnVJ5xwQq6U41CQjCz44he/WPr70muradLEfJKQL6SNd8G/oYTJJU0uoaBqVN4phKIsDEZYWKozmyaGQppInC7KqSoDiqokXeuO3JBMUWpRr8psXl1iyN5H/iHYcMMNC8mQfsby84aeKk1f+tKXcmND40QW+9FHH51/jqekcycM4wESuMjgNDEs6jkDdLJon0iTNpoxWGuttQZtC4455pjB9z//+c8HeZIoFWxukBhpPIr6QQWfoCrh1yV9VUnsEATBNttsU7pZ8kG4pItKE+X755xzTmG1ImdrllUs6rnDJt0koeAgZTn/0NdPLQSaYOk0CZSOY489dvD1pz71qaAxok41rTT94he/GOT2FZH3MkBEKDqCYKL4En6DRB111FED+wVhcpPgmwzPSQEUIHG/CDrfl/WU0kDT0BGliXgx4QkIE5UmeLIYcZL8yjZoQzMg3EJYiOTuvffee1ouEoZXl+3usccepZv5sEuo20ia8KJ9PatCgGfpEi6IFO0LQiHduDHWJOwef/zxg8TdjTbaqLJfVIzSRF7bJZdcMtioqqr7ZCProtJEorX0L2IO6PdIaJWNNwTyexAnCYHXhW5hkVKkIKEieX/6+KTjjjsuJ4wAZzdE4RFSQU5TU2NEbRGiWZWDF7J+sHuEMOmALlV4KIEh1du6CjKGNKGUSSNbSGoZye5rjmAfkNQRnDCDlGwbRgtUCUkM5YBkZGnCO/Te+djHPpbdc889A+NSJVP3UWni5PNU4D3yrAlxYLTJyTjrrLOi8hVo/yD9cvjdAw44IP+ca+yzzz5B19Ck6cknn/T+DN7tRz/60cHXzJmq1gQYeshzF428PgiZBP5lllkm3wRR/nSuTChpgoBBKrRqkQpNfGPuRQPFhZAelc0oTdIx/sADDxzMr4MOOijoWjKmJseoFVFpxJkCCo6kSg6ngLUkDh9Kqm5CWwTWAe8REuerNPSBZ7HrrrsOvsY59XXsH2f3eENLlSYmii8kwAQsm0SjBN47ngCbHMmeknsy6UCOxnPUIIkVjwfv+Zvf/Gb+PZSUM844o3KT1KSpTUoTISvCYCTthvRQqgIKnHTgrkOaJIGVfAo2XPq1xOZH6aMwKCUXg0pYruisLBd6Y5WQhztecqOkazG9ZOT4mDKIUtHF8JwmTeSgYRvIz4wlKcNoO6BJU1VrgTKISok6RN8pQo7SAHXzzTcv7CnkQq+RIlIeC52crvOvYqG7tUNiJAEckoLyHorXv/71g/yvqgbNECauLecAkvxdFUbX51h2vTK5b4gmTUUt+omdp4Y9mgRVSCR34rWjumAoSIBtYvMdNyirFc8Ir1ISk4HI6Gx85G4UNbRseyI484swFZv87rvvnm8EesNLgS6dTs1ncjcVPN4UJ4Hwtu7XJEaYXMFQ8N7EW3f73kDCKCm/6KKLBpsJZ+6FnCsoIYUuGnkJgUGS9LyPhVZdmrIp+jqpRQouoYAkXXjhhYN7DmlbINDz022NkQpNvuqQJkr8ZZ5qlQgVzV1XIaQJu+nr+STg/z70oQ9NU+xOPvnkymINI03DA04rebvjaucQTJpIfOWDSUOlnHzNBzHlHXfcMakiommgThCWQKolRHXSSSflE1wf0DqpkNAb4HmTeM/zR01jrIyZnyk79LLtShMFBfoAXDaUVVddNW/+mAo9tqok0WEDx4LEXDluhU2SU951OXsIpDQelULGR34HR7nI8yP59LzzzgvKk9LPhvBcW45HYsO59tprvU0RQ4FyJqpQavhLoEvMfSrfOJUm8uskVKzJDup0jMI6DNKkc4fqqL3YcvdwbZysqgO3i0iT7z3iuNFWAOJJxEL3UGN/oTloFYw0De9wZ2wfzieOq65Cbl1OkyTbMaEgItrLln4ifH+cII7PmWt0LdexfkIiJKoXKWS61b1sQITCipqjjQu6zwkkCQMJeeJDI/S+9cJm3LzbcY/Z11We0BobAsSXRnix0IfjojLoMfL5qMdN80pIAOEzFj+h1di/j+EQIokCSQIxiqrMEUrjv/3tb+ehW/faRWPWzTkhYE3kstQB98DzwTAy1w8++ODsM5/5TPR1dE8sVI4671o3iqXqrYl5o0kTzzz1mtwbRQkQZZ17Q6d6cvpCr6uJJUnkTYxRn5PorsFY7LvvvnkImi7nqGv77bdf/v3Qee62/2DNSGdvQu7khj7wwAPTfp41CvkkTzTk3rUShW0dpX0Zh00bBXB+CDmLQ0dqCn3ncLRxZmLHnfp8gkmT9MXgJpH+Yz3jUQBvBrnV9db4WleUaGCIZdFpYGSa7K9B4jzxdzYmQjEkosZCh6kYUxPhARY3ygKeOIaNSec7gHJU0OQW1YwQHQnvvAvydCAKHLAbEm7yeZJuTh4LB1I16nGTU8McgLCnvEd9bh3zigN5pUkj6hUhWpRf37WLxqzLwAlnjdvosi7Fk+ReqYzivVcVOJQ5G1RO8UxS37UO7WFTmliDQpq4J8hAnWvSaZv3yJjJv4MAcL2YOa6dqabGqHOauI+616QymA8hJT6lvGxta6WJTRd1/utf/3qeu6TtPiQWu7PtttvmClnofeu1w9hHmR4yLps2bJD07+YR8mxxFlHrUcpjxp2akhJdPccG1iWgSukGdyw+PDYWSNWxGKHgnD5JUkTuRvbleySipuQFkKciSlNdME5IBYSJ8fJ16kJj06Z5IPfFM9XntYUAD0JOeMcTJB+NQ2x32GGHQXgVgsBGyllVoaEMCYUBcoF03ggGhvutM+5xALVKqnmkAEA2A9qAlD37ojHrqia+Xye/pi4wfHKAsbteV1hhhaCcPV94BEWccaW+a6pUdb5LE89IqhUx+nXCc4D7cVMRYuc4xJCf4/cgz02MUbcuQBUYxdwqGzchfxkjthgFU4fhqIxlfXEWYUqPJb2WcNRGuZYm1abFHJRMXtlXvvKVXLF/5JFHsk984hN549GYceteWkNvOcDGT9kn0q2rxhDzHRfwCpigbu8avi4qc2VB+BYFD72pCeeGLZEZCTMRVonJsZHER+TzpioVhTTB4IWhp4wb1o4KKTkQxJ5RjWLOeSOMIpVbVJJxH7wbcuggmDTmwxMnl4uvyd1ZdNFFK6+rS3553u74WGhNvu9RgNJqQpZXXXXV4Hs8ayp8is4arBqz7l+D81DneTCXIMAotiTvauIaAoyhKISME9WMXDDsDS0fCJ+Erh3CfNpG1HnXrBfWH4RJcgzxdmlFwT1D9sktjElKlvAxIaBhzcGYOY7SRJNNzljkHUJ4UHjpD0dLAwgAydG77LJLMKHQShDO2ajWWtG4IYaE5BgX71ITJsZFa5cYNbtMkcSmjdq2tM2mPfXUU7nzi73i/Esq3KXzfCikGhigDJK/ySkk2Bj2BPLaiOKEjjv52UxF4uqrr56aY445phZddNGpWWeddWrxxRefmmeeeaZe9KIXTa222mpT48ayyy47tdNOOw2+/ve//z31mte8Zurggw8O+v2nnnqK8sCpP//5z4PvPfzww1Pf+MY3ph555JHo+/nnP/+ZPxuuOeecc04tvfTS+ed87LzzzsHXkfvio8nnvM466wyu+6Mf/Sh/Xik45phjBteRj8UWW2zq2WefDb7GNddcM/jdz3zmMzP8/6233jr16le/evAzCyywwLT3VISTTjpp8Dunn376tP9jvL/97W+Txz1O/PznP8/n0/Oe97ypjTbaaOr3v/990O8Vjfnwww8fPKdzzjmn1r19+tOfHlxrhRVWmHrmmWeifv/8888f/P5+++2Xz6MVV1xx8L2tt946+Fpf/OIXB7939tln137XPGu5HuOca665ps171vlFF10UfL3ZZpttsF6GgZQ5/oEPfGAwnoUXXniGtc3HSiutlNulELzvfe8b/N7PfvazqVGgatzf+ta3po3nhS984dS5557byN/+/ve/P7juvvvuOzVKtNGmffSjH532rNdcc818b4zBK17xivx355133sH37rjjjqkXvOAFg+sedthhweOWPTV0DguiSdMyyywztffee+efM8kef/zx3CBusMEGUyeccMLUuIGxn3322afOPPPMnAR87GMfy0ndk08+mUSarr322oFRY3O68MILo+7nhz/84eCFbrrpplM//elPc9LJ1zPPPPPU3XffHXQdxiLX2XLLLaeaAteS6958883JC22NNdbwGtavfOUrwdc47bTTBr933HHHeX+G97jEEksMfo7FWIUvf/nLg59nM267gYnFc889F/XzRWPWz//EE09Mvp+HHnpohnnAJhyDffbZZ/C7subYbDVBueKKK4KuteOOOw5+57LLLqv9rn0OgvuBQ3njjTdWXutvf/vb4Hfe+c53Tg0DKXMc8uAb10tf+tLcbsnXEMiQ+aedsz/96U9To0DVuLlvHIUFF1xw6j3veU/uHDeFG264YRqxHiXaZtP++Mc/DvZQ/XHkkUcGX4M5I7+36qqrTvu/b37zm4P/Y2/9xS9+MVTSFK1PIdlyQjhAckd6JMeGBMRDDz00GzfIFyLWSQ4RIR6SpzljKiVXAFL5yU9+chCCJDS01VZb5VUzKUmo3M/8888/yG8i9izJjKNqDudCV0jpMEYMkO/llHbyFYg9S74VybyhTQB1wrZO1NTgPVKIIKEZQneSBzUJLQeGgaZOUG/qhHv6Qrkg70o6oYfaGTfpnXwkzroUkHMS0hpBz+sm8hRJDHZDC9hEkvEJHQLui+9VNQrVlZ2x4Yph58zpvDgqpDlqhoRmwu5SCPSd73wnu+CCC6IrWNsAyb0kR5J0kyZb5mg7o8c+iaDP3frrr5+vnQ022CDaNhA6kz2UXDEBvRRDE+R1BSx7qAapLhQ8SH5gSoVtDKJJE/FueQBs3vpwyKYPeEwFsU02YCqTaLVPH6MUsBm7GzL5MaFExyVN0i8HYy8GiY0kpAeRXng696QudIJi2TlmZSCXQzYHKsLIN+I8L8l1Cj3XS/eEKcvLYfPkkFwhtlXX11USbTHYbYQ+E6ys4V8V6Ksk0I4UlZBFzXHLCLQ+jBanRZLAOfRYl9cXQZP2Jqp+uQbVOpS7M99pIslBrtgZjsYhhwvgXJGwGkro20SaSJIlQRpSQS4KOWTkFJIHwvOXg6sBjTOrzqiTcVKtG5vfNonQ80w3151EsF9xdiN70MUXX5wnx8dU1ur9DSda9gbmxOGHH97I3kC+nexl5NMWVcs3gihdampqasMNN5w65ZRT8s933333qTe96U1TBx544NSSSy6Zh2gmHTo8d8QRRwxkvwMOOGAQU+XjvvvuC7re+9///sHv/PjHPx58/2tf+9rg+0jDVSDcKD9//PHHTzUFHdcn9yNF0iUkKtfYf//98+8hkRLO5Htzzz13UE4LIV65zm9+85vSn3366acHoZrnP//5pRIrIdqi99Y2KXsUKBrzr3/966g5WRRummWWWfJrLLLIIvnfWGqppaaFx0IguWusOReEzOV65DBWQfIICSsxxmG/6/vvv39wf+RT/utf/yr82R/84AeDn91hhx2Gcj/DmOOEtlZZZZXBvV966aWlP//a1742/7lXvepVU6PCONc29kmezaj3RXfcpICwD/ERG4L8wx/+MFjP+uOU/3CAEKy++uqD3yPvEttOCo3kkYWEa08++eTKv63TMD7xiU+0JzxHdZwoN7BGMthpSIg3qL2PLoDzmwTIk/oEbUKAIZATxt1uwvSakQobSiWrPPthhZj0AZepHY612rjwwgsPxiphXO6dvkFV0Epl1XEnKEaESQDt9PGEiqDb7eteRIYZQ59SlZmqNFH+K6oD5fkoE/oIjxDPkjC4hKN9XiXl4nKOGudK6nVaFp4bVdUWZ9vRI0meo65wnBSlKTS0Jag6wF2U8i6Gx30gZUXWUmraQxOgTc3qq6+et2jhg6O3Yrq8Y1dlPS+11FLTjq1hnYZAVB8qT0kHIUJFhalEbuiPVQV9z0WVqZwEIvad/UY3rW4SM6dsshgFCdVRTo90i0RdlIcyqZCSYuL55FVwSKPIrkiAIYtBSBMTRm/YSNQiUyJ1csDuuElTTK5WUbxZE0N6Z4QaVU2aGF/IOYZ0PxbIOVs+6LyS1N4cfQBGXvLl9DuNgc5FopcY2HDDDQcdmGmJUEXOaa0hYTwfaZJO+GVd5H0tJ0a5YdMMUaD7aJX1kGKjnSTgSEorF/JGpd+UC+ybhMj7QpqYo7JX1AnPSd4r65Kwb2zYiZM8dGoHexbh1lBwxpuAHnzrrrtu/jlrGBJWBfYtaZWjc8boVC+gr1hV2F7nPhXl9OJIMycBfQd9fd7GRpp8ib3cpN6AJx2wa1FQ6FnCJg7pIacCwGJ1bw8fSAYVj12TCZ9hLdv0XdLUZF4Oio6cBUXfKM5cQk2kB1Jo/kkRacIz0YqAdKyuIk2hx3dgRCS/i9ywoji7Jk2mNJVDcu3ofZLSxVifBSVGEjIWSiLkbwuK+qttvPHGA08eB6ZsrgppGiUpWW+99QadtSEURXNTE42qQ2DbBp4/h0OLmluU6M/zl/fTF9IEmiBN9DOCrKAYcWwMPctCzwnlmeskfVkv5CVx3FjseafY872UahwSWZKTRIAuLCAisdxyy+WfI7pUHcquj+Epy0vEQRO0hjShRviS/iARdZJH2wYmqciPOlt/u+22G3xeVTWiz3vyHRQKwZCu4EyaMg9cJzM3aXjwiJBv5W8Q+iBhl0MpCa+FJPwJaaIZnE4s59pUMwouueSSUoIpxiWUNKHWcbYa4HeLquiMNKV1vCashAKKRxl6orgm0DqBW58ZWEWa9CZTZCAh+zJvWTeEBX1g/gox0ceDDBs0feTMS7EDevPpCmkCQpqAPmh7FLar7RCHDqWnKlG+aO664WzCVAcccEDQ77MuxFHFrkPAYppQ8/flDD7OtuTdrbjiirmIIAnemhT5oDmBG1YTAQJQWBFKmsoqYDktQBqu4qyEOv5DIU2UZPIhi0O+5oODQXmR2khOOjSB0aSJMJ1MGph/WcWgDt8V5ehoZsxLHkfZ/Pve9z7v96kECvEmJATJonBzRrRRxcMp2yhlgsccFCukSUpbfTDSFA59JqKcuUX+HZ13Q0qni3IPWEPiWVJRWuYghJAmgNctKFI5NCkZdfiLM7EERRWyk06aWH/S8kLajnRtjKnQdixFtSVXT9YJe46kFpxwwglB6hXqvlblISmyD7FnV529RlhN8oJkz5tpppmmkZ2qEJ0mTa5wIHl/ktcbQpr4+2WRFuaXHL7MvlQV3Rgqadpoo43yD3lo8jUf9CbBKw0tH5xk0qSJDky8ighUtQmgpXzVpj9s0kRLeuLcKEXIppQWCw488MDSXjhI7zKhffknkEwh04xP53BoaPIZQ5pkgYCihGBRSRhfU8fPdBUYMt9cRQmVs+5CjCThbPc9Sj4EKEuODpXiRWly2xwUHaEzSqVJvF4BrU+6SChIXpejjDhiRT9vn9MyiWNMhbaHuiAoFHpOs/YkB5Y5U5UDC7S6iTME6RLln3dCv7syaBVJp95srqIHZQU4QPKZfKQJp0rSN7DdZS1vxCb4jsEq2xOK1t1ISBMEgQ9CSrBm+ZoP2Ci5DJo5Tjr0JHcVNBp8CUhsDVGaiow/zb7EmOONFsmJwyRNEGHO9YIoogLQ90gS6ngOZdKp9iSKknaFGBLu1N5PE6SJ3leyiDDaPojRtiTwaqDGkLRPJR3zjLCabHScr6YrJcuUJgyk23RTOwhlpEk7G2VSPM1ixessMo6apI+aNOEwyN+k8WUXSRMgZAPYC/Shqr4x9knp1ftGSmWynjOc60n/wdAQN9Aha+kRyJmBgqoeZ5o0aeHgjW9840B5otFpmeql9wfdB07n/gnKmt8KaQppTqsP8x4radIPMmZT6yJp4qWIgSNxOoQ0FSlNqB/ikTLBihaXkCbyeIa1+etNjk7oIYtLFwVIQnkZ8yekWbfdgAbPQhYwzQ59ZbBCmvpksOuAJGtK/jFUGGfdSLTMw2VzFAPqKwsmf0/K6jGQRQ5CaHgO1VBysCBrvhCIVj5GHZ5jrUrOIvbE50l3gTTpUnR9qGrflSZdTZ5CmqQxMsSbJGoKK6SjNoncVflEjz322ED1FYeWdkFSfUbz0rKyfB3acou81v2PagxRLnOAysJzkmslKArvTixpglG6ibz0V4CBkvxLG/Nh9UUYB7QBdl82REfyM0h8LZJeQ0iT+5KpYCsjTXj/TR2bUQb6b8mGRRVC0bsNGWMIadL5MrFdm6UFBp3qdfWWwEhTPJhjMs/Ia5KwJkekFJGdKgMJiZBu2ZDtItUqNDznbti+iqBxhudEDRNA6rtImiQ8556A0KUxpkATDTZvusZzDJA+EqsIKKRCWlAsRU0PbbMCmZH1xX3I+mVNS64d76XIHpcpTYBCoZC0EgnPsfZ9TjUkrionjvQK2X9CSBP7kDx75mPTyeDBpImz5XR1Eh4FMVYqRGj6SG7PwQcfnHUFQgZ0vw0NMf5lalNITpN7Hk8RaZKkvVEdA8IklxAdf7toQmulqUghQqmTqjrG55vEdcKPIj0XbUyS02SkKQ2U/Uv+EA5CUa8YvRn4pHjXQSgK1YaG54AoOcBXoTbuPkjSq8rtYdUlQiFnAxYpTX0Nz0GYhahDcLbeeutsl112yUmmby5oYMfETmpSigosuPLKKwt/n7Uodo/Kt6IChaKKR7cS1u3BuNxyyw3ITlHoWarQAeF+Xy6SmxPny3kNrZzzrTuul9pzrjZpIhEU9UFAx01YIvkPdIY95phjgs6BmhRIuAgi4Ese1upJ0aQJyWkKJU1aaRoVpGTabXIWqzSxuCThj/Jrn6dVhzRpo+BTLyynqT60Z1lU5alDrLr1RKx0HqM0acLs24jGGZ5zSVNXlSYcOUlh8Hn2fQ3PERbTe6a2mXTELlNA9FzRpHTBBRcchL5RiYoiALpRsUuatF0vU5ok2gLRdZ31F73oRYO5DdnxNTZlfCG996RiF3XMp1TWIU2g6kD3oZEmvD/YopbkdDUMA2+a0Y0T8rKL8nR0PxvpZZEankP6lFwP37UIO4nXMErSpIlhHdLkhil8jczqkCbpNu0jTfRHkQOm++TlNg3tnZILkZrMr1saFDkIojRBtqvmArke4sH6FLBxh+fkWKEi490F0qTHyfN2c8v6qjQBoi+SQ0TCvKwLHIaiik83B0rbN91XDzJapNbqqjVXJeIehEihzop9dCE5eOz7vpSQ5ZdffmBjfZXLRCik8rosT1Uc6qJinhTSpImmz1nZZ599go9CSyZNPDiJcfKQediS1yMPiFyfrkAWehFpgiAI44fo+LyGUELBhJTuyYQ/XNY+ruZwxIWFKJPT5htjSHjOJU2+hVHnDK4y0mTnzjW3KYrqg8H3zYUQ0sQ6kE1EhyB8pIl5UFVejHoo+RaQJvd646yekzUhz0ISc7tImnT+jtsbp69Kkyge5Pqx8aPqHHfccYP/oxo19sxSqaQTXHfddd7f10UHvlC57N0oVT57DNkR216kGi+n9n+fahy6N0hOapFokEKatLPiOlOQPNKNQpuEJpMmSgPJXSJ/Z88998wnv87rYbB68+oKymRFedm8VN8hiGL8MfxVZEcqwMCjjz46snYDZYDMiTJAorbvbLpQYqiZv08RqDNGFpIsSpc0WWPLZsAcltAaBtlX/BDaNkLmAkbVV/EmRjK0IEAcDgiSuw7HHZ7ThILN0w2ndEWFKSNNXSGGdeyoOIL0+JN5TZ+kok77RUdTuQ19i0LckktURJpIrSlLL2EtiwOiI0xF0RZfLlsoaRqG0qS5iFtlGHq6QW3SBCsjOXiVVVbJ85j40Ieqcuie7sPSFRQpTSEMOeZ0dU2a3AqwcR5DUDWhQ0mTPnfI53HXJYaySNg09cZkSlNz0IbWZ6xD20aU5flgqMXZCCVNeu24x6mMW2kCku/D2NwUBiEUHP0wyY1XdXVVmdLU9zWIMirNkcuq18Qp4Xm5dpVnLeuLsJhPrQ1VmoAvxKd/v0hpWmihhQb7mi/0HEqaWOdyxqTvOKQU0sQ1JQ/LdfaLDpZunDThOdJ8EYPGB12kNTg0kzhhX0lTGaEoIxM6wa+INA3rsN4mSJMsDAx+Gdlhw5LF6yppTYxRvDEMiI7na4NtieD1EONZhihNPmOLMiTndIUaSK1yuP1w2qA06T5vrtcrBnzSFRhTmtLyA30VcNgwIU3YNTefiK+lahSl1pdLrEmP79BrKtaEpPvWslaAi5SmF7zgBQNnGOfHPV8vlDQBybHi77oHEqeQJp6REHmepb63kZEmATKjzyOCGGjlqQ+kSRt/lyFTCSAvO5Y0uUrMuMJzMUoTY6zqHyULgwo69xwzGSMetxy4GAPdF0j3CzIvtzmUkR2tNBW16QhRmmIq53yJrq5XOe5EcFeFKfJ6J51MmNIUDs5MFFvpy0lClJB54TtlwW214UvCFtKEXfY5i9hYUWipOnWbAocoTUDaBaDouw5BCmny7X8ppEnPScamHemRk6a+ocxj1nFT90VDCkQ2DSFN2ht180XGSZoYo5Bhn3Qao6bphVGUt5U6PiNNwwdGSAxwGWliLpSFmnSSpquqxvRoCjmuYtx9mvqiNLFuZe3qDQqY0jQdEAjJw8MRdXNsypLAfVWoLmli3xHSU9QvTRMeCrtcexyiNFU1Ng1Vnqv2hlTSVLTu9J6QAiNNNZQmPFepBHJJU2iPJgEGR5IF20Sa2PxEgmWMKGgCGLzcW8jRJ0aaJhvMBSE8zAXX2If0ZBFSJe/ZJRGhR6ikKE3jIk1643MT1YVQdGFuygbN+tN5NkaaivMDsaFu642yJHBfNbIbXmMNSV5nGWnSPc5cwqOVpjLS9NaS0v4Ypaks57UJ0qT3VFOaxkia9MtmkumE7dAEaZ/xZ9FocjJO0qTJDgtRL+jQjufudVzShIFtkjRpT9cSwZuFGEnmp1aJ8FZDCTShCcmBwZhJL5fU8Bw5cDL/ypSmcYXn9MalG7vyDGV+doFMyBrEUdHhd3NcsqjqNb3BF4XnIFPiBLiqb0hnfpc0ucRLK01l4bkFS9JKUsNzTSlNeuwWnmshaXLL3VNIk3gVeB+6ZHSc1XPuwtAhutgxFjF/yJjE1FPHpxdIkdJkieD1UeRZxkjxOt+ABE2tvqSE57TDwbV00mcbcppQkGXuFRUpdIE0hWxSXRjnsCtRQ5QmHA/JDUSt1c6BfvYSCakKrbkqUajStEBJj7ymlaaQZrchzoqRpiGjagMoetl1SJNLKsZZPVdGmmIWhes1acPQBCm08Nzo54I2kqmkyQ3RpShN2kBCmCg0cEkT735cJf0Ye7m/IuPdBTIRsgbNcfmvyiPPwj1oOiSnyXVg9BFCmjSVKU04GtKQuiiniTVTtn/NNddcAyWqSGmiLUFVw2IcGhEo3PQUsQnsDVWte0JIvOU0DRFMiKpKLk2a9MRLyc3QC0SHGdoSnnPHGEsMIVZiKLS60MT42HSEUGpp2UhTsyjyLEN7NFWVqKesG9ej1sREPPBxqUzu/TE+mZNdI01VShNrP2bT6zLoeSiVyZANHc7UDqWcOhFTzRoanuMeZB26+aqiNEFkqt7ZAv+xCbxzPaeFNLE3hLx3caoh3L6QfYzy7NoEC8+1JDRX1iOmTk5TmdLUpvCcVhdCxojHLQtDG4amxifvSysNltPULIrITmg38CqlKTU8pw2kDm2L0jSuJHDf5iX31zelqQtjHFbfM30ep9h+1lHZM6tLmrRDzDsSYkGOqTieZflMPkdK2wTZA0OcKCB7A+RNjyGVNOnGoEaaWkSaikJqwwrPjYM00RxNCIfe4PQYYxcGITnxrpomTdyX5EhZaKBZoObJcy4Kz4XMhabDc0VKU1tIk8/r7Rpp0husdly6VCE4LNIkITrCy0I4i5LAfaRJV7+F5jQVRUqwy3KIb1k+U1leb2xltbv/iVON0yuVgLGkSZNGnolUdBppGiJCPGY2EAnhafUkhTQVJa7pnJ9x5DTp7qpscCLjpozRl9fUNGnSm7iF54Z7lpo839icpiJVtcnwHPNUDGRbwnP6/rpGmvT685GmLoyxSSy11FKDz++5557B3JBChirSROhO9gOd06T3Dl838KrUi9DGlmX9CpvaG1Ir59x1B/mSa1lO05iVJh1yqmv89QTXIQYhFRj+cSWzykYJ65dFGRueGzZp8nm6RpqahzaS0hcpNqeJDVTIVdG6SQ3P+UjJuJUmPTflWfWFNMkatPU3o1IkidhCmnSKh3YsqiroWIeSvydKFeurKie3ijSFKE1vVCF7UY1jlWd3bxCbUJc0+fYEU5rGTJr0y2bzl5BTbHNLCR/JxPCRpnGoTGULo054bthKk5Gm0cwFkePrGEmMvHjXYiQhETHHMvlIUxt6NPnUN5/x7gJpwnaJUydj7FovqibB/JZeST/+8Y/z+RpDmtwjibgGz1vCczrHbJikaX5PqL0uaWpKafLtCUaaWkCafLFYIRQY65iz1ERt8pGmceQzlSUAp0iwuhpkFKTJEsGbhy/xMzY8p9cNhEmIjihNMaE5V6WVa7WhG7hvbnZVaaJCSt69jFGvvy6McVh5TeTbcKRKHdJEryXsnlSeVSWBC1ER5ySVNL3yla8c5IuK8tyUQ61JU1XbAh+MNE0AaRJZMeZMNp/xx+vA6DfRLXtYpEk2SkpXQ1UwTZrEIxoGaZLqD0sEH43SpMNzKS02ZN0IaYr1KjH8YpzbSJo0kewqadLjZIPCdukxmtNSnQyujwEKIU1us1ldtRiiNKEMihPEWkapiiVNM8000+BeuX/ee4rSBMmT1gRCmnQrhqaUJstpGiJCJoyPITNpmvCYUZsgT5L13zbSJMSQMcqp3Smdu/XCqBOCtPDc6JUmV45nLkCiU3IYyJeT9xW7bvTagTSxZiw8N3rIGkRh4vl3rev5sJPB6ypNsaTJd0xWLGnSITrmNA5rCmnCbkiYXcZh4bkJQ+iEcT1mDIWUScYqTW5uxriPUPEdgSKkSSZhqCInC0jClT7SlLIw9LUFQlqNNDUP5qi8Q1d1DDWQvrB2arsBlzSx9lg3bVKadL5Pl5Umd5Pq4hibBDlNMi8gTaI0YatC7CqOhzgELmkKCc/5+vBp0lRVfVeU15RSJKSJHvdA2wMjTT0hTSm5PkVK07h7NAlYmPI82CiZeDL5QnNY3CMlJDynSVNK3Nr3rOUdGGlqHkjoQqIxkORQCElNJU2smyYrZfB220SamPduvo9WwroyN400xYH3LmrRAw88MDgEG/UnRL1nLS688MIDu6yPMglVmopIE38/1CGev4Q0xdgESd9AKUY0MNI0YQjpUeELz3WRNOkQHZNZ96SKUZqAkCaeE6SmbrKfT52QTdwSwYcDLcdTtSOIIdBueC61R5PPycHwtyk853asd/N92nB/w0h4N9IUl9fkC7tVQX6WfKTLLrvMS2RSSBNkJzTUPr9DmlISwX1d5YdBmsQuxFTnahhpKgBGW3poVAEvVox8XeNfRprG2XLAzWv6wQ9+kEya9MJAbRKliUTtmEpDF3pRuUoTEnioATCkz4UYA0mYT0ITTZCmNitNmlBC5CETbSN1TcCUpvGRJgnRuQ2Jq/CWt7xl8DkOkBRShIbmhqE0yfmkdUkTvyN2X4qD6p5HaaSpALFEQLxmXrRu7FYnp6mtShO44447ktSFMm+ijsoE2IDlGm5Ok6lM7ZsLvC8xkm5OU93wXJuVJh+haMP9DSPh3UhTXDK4YJlllgn+fR/BwsaGOqAotOKQ33TTTYN83JBE9CrShN2Nsb2aNDWhNOmwuOzL4kylzkcjTTVDcwKZYJy5Q2w6lXxNQnjO3ShTw3Ou0lQnCdxVKIw0DRfaSN58883Ryaeus4GRxeFoKjzXZqVJQlea1HWFUFh4Lh6LL774NPtEhGPllVeuRbp0hWsIsZAQnc4BjSFNL37xiwf7E8nsourUcahdpSl1/3PD4rLujDSNmTTpTaRO6ErHkdtUPdfkGPXCQGEQYlhXadKbLeE5FojkNBlpGh6B1ieshyaf+pLB77333sHnscbWpzS1mTRhwNumhDU9RoiwkaZq8O533HHHwdcf+MAHop4Vjopej0VEKjRE56uYrsJMKhxIvychTbH2wFWaRLFib0g9Qkz2J6rx2E8tPDckxLBsd4LdeeedyYSCaggx/m3OadKoQ5qoFpE+VE2QJgmH0mWaTdOUpuGgKF8iVmlqkjS5SlPbSIl7oHTXw3Ou0mRrsBhf+tKXskMOOSTbd999s+OPPz7699dbb71pXy+77LJRv7/EEkvM8L3QnKgykhVrD1ylSXJTY/KiytYdREwOnDelqWHEsGx3gunKgVhCofOa8Jb1tZoIX9UBC8BXcRC7wemFJImLTYfnJEQnpMm6gTcLCK7vvaeG54Cuwksxkq7S1CaHoyw8h7IcWnTSduj3ZuG5cPD+P/vZz2b77LNPEoHeeeedB8+XFgQrrrhi1O/7lClfgnoZfCQr1h5gp2UO6eKQOqRJrzvdPNSUpobRBMtOJU2S1wQj1n03xk2akEd944yVYPXPa9LUpNIk3rwkNZqX2zz0EQ4i0dcJz2mkKE28YyFHKE1tCm2XqTBdUZkAyccSCjXSNDrQ1+mWW27Jjj322Oyaa66JrhRGmdKOJc5n7B44fwOkCejiEFGFYguqNIw0TRBpQpVJMda6gk573+MmTb4QHRMvdoNjcxNFqKnGlj6lSUpn5W8amoWc0K6TT2Ofs4806SrIVLUJpUmTpjYrTV0jE7qJpx2jMtqE8p122im4KbNrxzfaaKPB1+uuu27w0VjucSx1IjbA53gNQ2lKnY/WuKYAsQwZQsOHzvYnLyp24rkVdNIhVv5G20gT5DJljDxf3ZdnGKRJHylgBrt5uPK9qzzFhue0gUyZU0KaSERlHUrnbUgYXrTkzo0LfVCaZJxUUJFaoJPxbQ22G4cddljuxBIqPOKII6J/f0lPOM91rGKTwQUWnpsAyGnLMXBZdaxa5VOaBGwibfCW3TGljtHnTaSEMl1oGVeXsJvBbh54oxpLL7109DVwBNzKttgQn4b2siFPALU3lYQ1CW34dfVcF0kTILQiRyUBW4PtBg7M97///ey73/1uklr1ile8YgbCo7uNt4E0ydl+wBLBWwCXVadIk0WdWFFhUohc03AbqS222GJJ1/FtjDEdaItgStPowPvafPPNB/Nzq622ir4GZMYN0cVWrhYlg0toqA3OhsxBmYeEDyXfrmtzU29SJPMKujZOw4xYZ511Bp+TjJ5yVIlvb6jjSBlpajFcT/tNb3pTY0pTG0JzYJVVVpkWRnPVhjrhzyZIkylNo8VZZ52VXX311dmjjz7qDbWFwP29VGcD+DzktpAmraZqMtE1pUmrAkaa+oUvfvGLefsC8htJSk+Bz44UFYzEkiatfKauO8tpahArrbTStK9jyz7LyENbSBMT7Zxzzsm+8pWvZGuttVbyGH2eQ4okXKY0GWkaPqjSWWONNWpdw+1e3JTS1KbKOW3AyavocoK02+Cyq+M0ZF5yc88992R1sNBCC3mvm4qi0J4pTS0ADHvrrbfOP99ggw2y5ZdfvjHS1AShaFKCRV2gr0gqfHHrpkmTDs91zZvvElAvNRZddNHOKk2+StOuzc2ialqrYDWE7g2uo5OqYsu8860xSwRvAcjPOP300/PKmIsuuig5+ZSX7PalSOl30Wa4lVaQnSY8Uf3cdCWjebntxZprrjkI+bLhrrDCCo0qTU1UZTaFvpIm+je1ISfT0H7MNNNM0/KDcYTqrhHfnDSlqUUvHDkw9ZycotJ+X57TJMOtukupsvABVcH37I00tRcQ3UsvvTTbfvvt83/rvCsfaWqiKrMpNGm82wrfGNtw9p9hcrDJJpsMPt94441b5axYTlNLQRL5XXfd1VmlCXJJTtRVV13lzQerc102YUq6u7wxdQ3kxqXmx1WF59pOmvqgNLVJ7TO0HzvttFPex4+ozcEHH1z7ej4boFM5YmCkqaVwk2O7RpoAB1TSvJPJy9lJTQGlz0hTP0HBBMnp//rXvyaGNKUa77bCl3hrpMkQAxps7r///lkb191EhOforfCRj3wkD+mQ7wOh4GDDZ599dtrPPfDAA9k73/nOvPsviWN0OJ1UuKdOp3RWbTvoIEsl0X333VerOsKF75wiI039AHkzboiu7aSpzrlabYSRJkPb0CRpmgilifPX6C578skn52GrH/7wh9lHP/rRvKMupe+AE83XXnvtPKn0pJNOyh588MFs2223zT3Pj33sY9mkgXFgTDmKgAaSrvJkiDPaXQuBGMrbWeh+LG0nTV1TmuTMTWyywEiTYZxwbQDOVWorkokgTZS4606jJEkT1jnxxBMHpOnss8/OlSeq11i0VGehYHCGziSSJozMzTffnF1yySV5p+U2HAMxyaTJlKb+gJYFP/jBD1oZ2u4DaZJxGmkytAVuixvWXGo150SE53zgYEEta992223ZyiuvPK1t+7ve9a6cXLkHw04KFl544ewzn/mMtyLIUAxfuKOLG5PBDzeU7VaijhN9Ik1tbM5r6Cde56R/1AmJT4TS5OKxxx7LW7SLygSefPLJGcrYpZKG/ysyTJz/JGdAAfGOCAfy0RcwVk6B78KYfQsCKdY3ti6NOxRdH/Nqq602+JyQPS0oZD2Pe9w+O4QKM8x7Gse4XbW3aP0NE2143+OAjfu5SqWJ+Zn6fMZKmj73uc9lhx56aOnPPPzww9PaqtPlmVDdZpttluc11QXljPvtt98M36f6yk007zKYQKh3TLpJb0JH9ZSLf/7zn9nvfve7To87FF0fMx31Tz311Dy8/alPfWrw3tsybpw5DuwVUOnnm5tNYRzjdnMIIa7DHKMPbXnfo4aNe2qGcbsHB2Mj3ArriSBNu+++++DYkSJoaZ3kTrxIOgafcsopMzwEbYiAfF12EOyee+6Z7bbbbtOUJirvSBzrk6TMhCNvinFP+kJzD3ylmrKoOq9L4w5FH8a8zTbb5B9tHDdhd22rsHHDzFkcx7jd9fbmN7955GkGbXnfo4aNe97KcRPCTy0QGStp4qZDbxyFCcK01FJLZWecccYMD4Vz3j7/+c/nigI9HgCNE9/ylreU5gzQ3p8PF1y/TxMOMOG6MG63wSHkt2xMXRl3DPo45raMW5+jRWiu7ukBbRw3Vc7umMfxzNvwvscBG/fMM/zfQQcdlHMEIhFEqjqdCA5hWnXVVXPvhTwmZDXylPgQfOADH8glOPo5PfTQQ9m5556bHX300dNUJEM/4Hq5XUy0NUwudCWwq4Z1BYssssi0r3FeDYZxpwNxTNMtt9xSq+/hRCSCoxiR/M2Hm9BF/FI8tiuvvDLbcccdczWK6o299957ItsNGOr36dEw0mRoE7bYYou8Ye/PfvazbN999826iHe84x3Z61//+rx57TLLLOM93sZgGCVQltZbb73a15kI0kTeU1XuE6AJ5E033TSSezK0F2641Qy2oW3Ge6+99sq6DPIIb7jhhuz222/PW78YDF3BRJAmg6FOhVKbmhsaDH0BShMfBkOXMBE5TQZDLD796U8PEgMJhxgMBoPBUBemNBk6iV133TXPZaL9wEorrTTu2zEYDAZDB2CkydBJUMZNJaXBYDAYDE3BwnMGg8FgMBgMATDSZDAYDAaDwRAAI00Gg8FgMBgMATDSZDAYDAaDwRAASwR3IB3GObi3b4cdPvPMM3lTOht3t9HHMQMbt427D7BxPz9o3Ozxes8PhZEmB3/84x/zf60pm8FgMBgM3cYzzzyTH8MWCiNNDl7ykpfk//7yl7+MepCTDlg3J5E/8cQT2dxzz531BX0cdx/HDGzcNu4+wMb9RNC4UZggTLEnRhhpciCyHoSpTxNOwJht3P1AH8cMbNz9go27X5g7Ytwpwkh/Ap4Gg8FgMBgMNWCkyWAwGAwGgyEARpoczD777Nk+++yT/9sn2Lj7M+4+jhnYuG3cfYCNe/ah/p2ZpmLr7QwGg8FgMBh6CFOaDAaDwWAwGAJgpMlgMBgMBoMhAEaaDAaDwWAwGAJgpMlgMBgMBoMhAEaaDAaDwWAwGAJgpMlgMBgMBoMhAEaaDAaDwWAwGAJgpMlgMBgMBoMhAEaaDAaDwWAwGAJgpMlgMBgMBoMhAEaaDAaDwWAwGAIwa8gP9QnPPfdc9pvf/Caba665splmmmnct2MwGAwGg6FhcOzuM888k7361a/OZp45XD8y0uQAwvTa17523LdhMBgMBoNhyHjiiSey+eabL/jnjTQ5QGECv/jFL7J55pkn65PC9vvf/z6bd955o1j3pKOP4+7jmIGN28bdB9i45w0a99NPP50LJLLnh8JIkwMJyc0999z5R58m3N///vd8zH1baH0bdx/HDGzcNu4+wMY9d9S4Y9Nw+vNEDQaDwWAwGGrASJPBYDAYDAZDAIw0GQwGg8FgMATASJPBYDAYDA3ivPPOy/bdd9882djQLVgiuMFgMBgMDeGuu+7KNt9888HXkCdDd2BKk8FgMBgMDeFb3/rW4PP99ttvrPdiaB5GmgwGg8FgaAj/+te/xn0LhiHCSJPBYDAYDA3hySefHPctGIYII02GzuNPf/pT3irfYDAYho0///nP07425albMNJk6DR+/etfZ6973euyN7zhDdkFF1ww7tsxGAwdx1//+tdSEmWYbBhpMnQal156afaXv/wlb7H/oQ99aNy302r8+9//HvctGAwTD+yNxh//+Mex3YuheRhpMnQajzzyyOBzziUy+HHcccdls88+e7b22mtbOMFgqAEjTd2GkaYe47rrrst23HHH7OGHH866Ck691jA1xY9DDjkkfzZXXXVVdsstt4z7dgwdAvPqO9/5TvbQQw9lfYCRpm7DSFNP8T//8z/ZOuusk51wwgnZxz/+8ayr+MMf/jDt6//3//7f2O6lrfjHP/6R534J+rK5taVI4dprr+20unfYYYdl733ve7PllluuF5Vlbk7TM888M7Z7MTQPI009xZ133pk9++yz+ec33XRTvnF2Ea6XZ15ftRr3m9/8Zmz30idMTU1la6yxRv6x6aabZl3FXnvtlf/7v//7v9kll1yS9U1pYtyG7sCOUekpfvazn037Gg/wBS94QdY1mFQer8a5JMowHPz0pz/N7rvvvvzz7373u7nq9JKXvCTrGjHUePzxx7Mu45///Gf+oWFKU/tw+umnZ48++mi/lCZyMGaaaaZsl112mZboS47OS1/60uyFL3xhtskmm+RhKEP1RtlV2dxV0Iw0zQj3mRhpGg1co/3jH/846xrccPgvfvGLrE+hOWBKU7tw9913Zx/5yEdyDtEb0vSDH/wgO/nkk7PFFlts2vd33XXX7OKLL87OP//87IYbbsjDDBtvvPHY7rPNeOqpp6Z93VVyaaSpGu5J7C6hNgwHKEsav/3tb7Ouwe1R1HVC7irbwJSmdoF0lDqYONIEa//gBz+YffWrX81e/OIXTyMBp512WnbEEUdkq6++erbUUktlZ5xxRnbrrbdmt99++1jveRI2SiNN/YX7jLq2sbkhorYSit/97ndZ19A3Qu4jTaY0tQt1T4eYONJE+G399dfP1lxzzRkkN2LJ+vsLLbRQ3g36tttuG8OdTpbS1EWD7SMEVj03I9z+VV0iTZdddln2yle+Mnv3u9/dugo1V2nq0nMvUlm67rT4wnOmNGWtXnedTgQ/55xzsnvuuScPz7kgJ2e22WbL5plnnmnff8UrXlGar8OmqjdW8YzoIM1Hn0gTHnnXxuwjTXqMfN7FcZfBHfPf/va3GRQQeuuQMzjpoAs8GzWd4a+55pps8cUXb827dgkEau8w7m2cc9x1UhjzqO5jHOMuIk2jvIc+2rSYcdcl7rNOkqT2qU99Km++9/znP7+x6x588MHZfvvtN8P38fqkJL+L8BlsDByTbuaZJ06A9IKxuCoK49SqGgsMAtmlcVfBHbMbMuH/SdidY445skkG61fPc5p2cgZhW96129rhV7/61VAU33HOccbkkopf/vKXjdrwNo3bl+aAsjFKJb+PNi1m3HVTUSaGNBF+Y+ItueSSg+/hDd944435ERBXXHFFbiTZ+LXaxANCni/Cnnvume22227TlKbXvva12bzzzjuDatUluB4Rz47xMu6uLDTCtW4+C8rTy1/+8mkLDUWlS+OugjtmFFoXfE8/p0kt6XcVtDpznOeG80bIvwkVzlX4sD3DeObjnOO+5zTLLLOMZG6NY9xUbbtwbc6w0UebFjNuyTHDKfQpg50hTTSAe/DBB6d9b5tttsnzlj772c/mROd5z3teLsHTagD85Cc/yb2a5ZdfvvC6nLfFhwseelsmHOFFkt8JNVI1ONdcczWeoMnXTLg2jbsu3H4pMk53fF0bdwj0mH2NTTEsk/48XAUN1SP1XUO+11tvvVzppiL3wgsvbDxEjsM3rGceOu6jjjoqL8XeY489pjmTqfAlQUNesdejwKjXti9vbhxrqY82LXTcktNEIVmnSRNEYdFFF532vTnnnDPvySTfp/cCC50GcXPPPXf2yU9+MidMtO+fZGDEOGoBMFbpsNskaepigrSPDLgblcH/nNz5MYlwQyJuqCgGNGWEMIGLLrooP3bmNa95Ta37c0PH456bbCa0bQGf+9znsm233ba22u5Lgh73OIcJX0qHJYK3Bzg/mjTp46NC0SkaeuSRR+ZVMihNK6+8ch6Ww8BNOr7//e97P28y16eLhqyrZKBpuHOhK8/JrZKpQ5p++MMfln7dxPwc9xp85JFHpqm00q28DnzzaNwOGqchcFj5MFpR+EiTtRxoD3g/8o58odTOk6brr78+l5MFJBcef/zxubGkXwaEqSyfaVKgjWsTJbu+XJ9xG2w8+S9+8YvZ/fff39g1u6o0ISn7Qo+p6Cq5dD187ELqRukmjxL2rwuf4zLOnlLumDSJarJv0ThJ049+9KNs4YUXznv5nXjiiSMjTW3tFdY3/F2tudRjwyaaNPUBLDbdMoFE1LoLsIhMjGthQwDIWTvwwAOzddZZp7HDg7tImjjwlJAJBRFNbT4+pWnSn5OPNJFv4tvEU0J9dRvk+Z47hS0pORZNwT3ipImDm9u2BmlbI/d0+OGHj4Q0kaDsJv0bxgM9H325zCEw0tRy4B3rhYjRr6sC+AwZG8q4FjahDjHYEMQ777xzaGSAZ+n7/qTg85//fE4yeWZnnXVWI9fsi9Lk68KdSpqaUJraRijcMQ2LNI1Tafr5z38+rbqyScUWFLWpsbymdNx7773ZFltskR1zzDFZXWjbn9r2wkhTy+E7j6pObgYoUnLGtbCpcmw6X6RsnJOqoqAEPvDAA4OvmyKXbSNNhGrvuuuu2spnk0nITSaVt1Xhc6sNmzgLr22k6bHHHmucGIaQJstrSsdHP/rR7Nxzz837NN5xxx2NrTlTmjoKX1O0lIx/jSKlZVwG2+3Y3oQX30XS5CY2u32IupAIDllacMEFs2WWWaZ2zomPNKVu2O46bCK3sG2kyf3bTRAK3xjHSZrcNVPXlpaRJqq4BaY0pQE7RI9GwdVXX53VgSlNLQchJ5pv1mln79u86hrstilNbpJtE158F0kTVT+jIpfjekbf+MY3BuvlgAMOaA1pcsN6ddcgKlpTz53rEKp1FdtYuH+77PipSVWa3PfWNGnS4T5NmkxpSoObO+gqhbEw0tRiEGKg8eYqq6xSq6+Sz/APizSNS10w0hQGlyRh8Js4hLZNSpPe+Nm0SY5uQ06Tey03lNVUGCdlbu688875GXucq1dHfXTfed2DTdtGyHnm7noxpand+LXzfthX68DCcy3G+eefP3hBhx56aHJ+RtuVJg5QPvroo2sZn2Hki7jjpLX+OI0275++N6mbtm8TQ5EZVrLuuEiT++514u44ewS5SgFFE3UKJ5oKkTOvTjnllME1yf1Ihfu3uV7daj6ZWxydIl2aU94Bh7TTRZxGxalkzlc5OUzSRONlgZGmZuyBKU0dxsMPP9xIifIwlCY9cfTCjt0oITs0Ed1ll12yDTbYoLEeOE0lZ2oywBE04yRNX/rSl7IlllgiW2SRRZLDHj7C1WTeCRvbuEmTu07qhJx8IZFU0tT0OmxKBXWTtev0OfP97bpqk8wtNqgXvehFye/gC1/4Qr6Bkgh8wgknNEaa6iqGoaSpC9WosXjuueeyiy++uFbytktqsZ111HVTmloMt+eJS6LaojTpgyRjvaHLLrtsYIhQnFK9ANdY49020f5ALxA9zlGTJozHV77ylcGiJ28nBb7NpgmjL/OBDrnS8C3FyD/66KN5WXCqOsTfdP9unX5IPpUkZcMuasdR59nruamPKomdm+6aS12DzFHf+q9LmmRusUHVIU1XXnnltKbGTZGmJhL6i0jTy172sl4rTQcccEDuTKMOpr4zNwqBY97UujOlqWGwmOok77n5J6mkybfY6m6URaQpdqN0D1BObRXg29yaMGZF4xw1aYJE6I0itVWAT2n6/e9/n9WFGBI2Ns5sTHlGkAry9ygLpttySi8sX4m7q0LG3pOroKWER4saYtaZo/r51FFBXZIEcU1RfIu6VjdFmtighBzGNtJ153iq+mhK02hxlDqt42tf+1rSNXwE21dRHgpTmoaIN73pTdmrX/3q7Mc//nH075K86sZiU2Pnww7PaYMd6w251VyppGlYxqwtpMlVHVOPpxi20sTGlkqabr311gHpYV7ccMMN0ffhIzR1Krhknr/qVa+qtXkVrYs6z76puekSTcaXYh+KnktT4Tk2KCFNVJjFKMmuDca2pijRpjSNDn/729+m2SvdXy4GvvVQx5EypWnIYKIfe+yx0b+HoXE7zaY2ihtleC52Q3E3tCY9wGEqTbHjJE9ks802y0477bSk+3AJNGpAShsKH2lqWmmSEApzP0YNcJXUFCPpG18d0iQbKx7/8573vGTCXKQ4t0Fp8t1DyjMbhprmhud0GDImROcbT0oV1ahJ06QrTYSlU4+0etx5P9iHpmyeKU0tR0ooxecxp5Im7aGIx9xW0pSipkEufUcZtEVpgjhsuumm2QUXXJBtt912SfPBJU1s5ikJ3MMKz2mlSUgTBi4mPO2qASmqY5OkifuXDYw8LR0aqrMGX//61zdOmvTcjM33aYo0aeVGKyTDyGmKHadvjqf0KPORJsZXp62FC23LJllpIoeMHMe3vOUtM0QUQoBj6M4vV3EPgSlNEwjydmKz9X2GJrXKSef7vO51rxsswDpnJhVVlcUsbPcg4dQxFpU0t4U0sdB13si3v/3t6PvwtVBIeVa++27iOfmUptiNzTWSKTl8vr+XaiBd4/jiF7+4cdJUp32EnpvcW6oS1hRp0utwvvnma4Q06QaeOqcpdpw+0pTihPpIE/fYZLPNrihNu+++e/7usH9HHHFE9O//xmPfUlrJDFNpMtI0JDBxYhvGNak0iTHDqOpeQ3UMtlu5M+uss0YvbFQIl/CgNMUmoWpDJhvHMMJzGLCZZpop2mDTH6ZuSbdv408hTfKstAdbV2nCIRDZXCtNsc+piQalRTlNKYnNeo6jNAlpYo7HKgt6jorjUpdQuMZbCEUblCb6ITUxRk0g6oTnhkmamg7RdaG5Jc9JK8XXXXdd9DV+73lnTZGmppQmC88NEbFSsM/QsAGlNIoTYzbHHHNM81zqGDNNJtw8llD42D6LLdaj0oZMe/FNKih1kpwfeuih0orBUZJoeVa8LyEBdZ+Ta0SaUgPYuGPVUG0gheCyZlKqWDUJcFWO2Dmqr/Wa17xmKKRJ1mAblKamxujamTaRJop8hk2a5pprrmy22WYbudKEk0GLE3roXXXVVdG/7xaqkKta1MG+CD67FJu+odtgzD///IPvm9LUQdJUpAKlLHQxZnjL2nNpyphpgx2zsIt+NlZBGSZpKiKHMRuTOx68pVivsalwrTyrOeecc6A61lWaiuZCzHPCSPv6qcRu3nojJZeijpEsUppSVFpNmvRm2+Qa1DlXMQmzvnuoqzTp8FxTDTzduRVDmny2oG6ye9O2RqDJBYRJHLVRKk30zzv88MOzW265Jdtiiy2i23+4+Ymo0W74vQo+uxRLmnQxCqRJHKmm+jSZ0jRExDbY00aZ1gVNGDOXNDVlzFIrpopIU+zC8OVsDSM8l0qafOOJnQ++jS2WQBNSkgUPaRLVkfdQJ7/NNSIppIkN0Jf3FyvH67+n100KMdQkoEnSxCZIgmyTSpNWYWIT8H2eeF2libklG8owxhhLmnzzsK7S1LStKSJNqE0pShNzPjUMdfnllw8+5/3dfPPNUb/vS/yObb3z+wZIk35frLsm1HVTmiZAaVpwwQUbMf6E55pSmoo2yqLOxz5oz0nnWtVZGHjx0ohwmEoT4w+Vm32KUOp80OHVOoocpEnnNY1bDShSgmJJkyYLmgSkrJuinKG6pEk7L8MIz8WQVeawzGPWjmwCdRRt19Y06Zylhn7F1vD7sobaTpo4Zw9blqI0oRAx/3mnVO3Gwq1cveuuu6J+30fWYh3FPzQQnnNtnuwzpjRNAGInjF4g2mOO9RxQfYYdnktVF/QY3/zmNyeP0V0YYhSHSZpixulb6DGkCRVInhXPSZLu20KamlCa9N/X9xVLmvQY3/CGNwxNaYpNttaEwiVNqectFoXnYu5PPy8UDakQrfu8NGlqqkKwjtIk64cxvvKVrxyQpjpFJ8MOz0kukyhNPItQR+2ggw7K7xXVcY899oj6+zwTN+/y7rvvjrqGT6lMjba88pWvHNj0uqRJbAuqXWr/KFOahgiMLC8qRVnQhGKBBRZIzs1gkYlhaFJpaiKPpSliWLQwmiZNKePEaPkISYwB0ZsDxkOMfmwIpYhcNtmZOrUsXIce3vrWtw4+jzWSojSRu6CVgCaUpqbCc3odQoiLKrJi7i+VUGhljpChkCbmQ2yFoEsMZX4x9tRzIJvKafKRJq5dp+hk2EqTkCZRmkLVJmyODqcRKos5y5Hn6u4NsScQ+Gx47B749H/eDe9c+gvGVsIOw1E0pWmIwMhK0mesFKyNWR3SVBQWGFZ4LnWjrKM0aWOtyQDfTzm/rEmlifcoSbk6ATjGgOgNmo1R+mJBBGISftusNOm5oBO4U4khBECHfJtQmlJVjmGtw7LwXF3SxMYUOyeKiGEdtakJYqhzvBij7isXa09HQZokv1Dap4jSBEJIHn2RXHJ10003Bf99n6NCy5wYsiLrFuInydcxjuLU1FQh0Y0Jy7p7g7Z5qY6iKU1DBEZMXjaTPcbb0pP+jW98Y/IiLwoLtC0816TSpBWUJs/YSxmnNuxve9vbkkiTfk54nWL0i1SskOfE5jEspakuadI5fLGkSTZHnb8wDKWpDaSpCYVPzy1NmlKe2TBsjWtntOoSOsaiEGRdW9NWpcl3/NCPfvSjWqSJdRVjI2Sfol+X2KsYm/eXv/xlQNK0zYt9Z0U5TXWqhk1pGiLqvGwx/uSv6EZxdZSmYfVpasJgM0YxEnUMGWNsSkHR4+Q9kJhZhzRhZMUAxoSd9HOqY/S1qjAqpSmUXGjSRLk6m26KQjtMpamp8NwwlKYmwnPMLf3M6tqaJip1XdLEOhTlJXWMTShN2AKetygNwyRNsUqTr5FyzJmeRbYptEEzzpy8G/YbIZc4QKE5Wc84Nk/EB7lOE+p6XaUJJVCKjmJhpClAaYrd4GTSYPz5wAg1EZ5j05YXPYyWA6nqgjZmTSpNdfOa9LlXIHac+mf4XQnRkcQdKne7BqQpr6utSpNeN3WUJjZtCQ20tXquyfBckzlNbVG1faGQ2M7nTTkdbp8z5pasoVEpTSGkyRcGiyn31wUmK6ywwuDz0PPjdNsZ1rL07Irpu/ZMCWmqY/OaJE2poTlgpClQaYrZAHQ8F8hCr2PIIF4sdPGYx53TVBR2ik1CLcppavqEdaDHGWLAtGHH2AtpYjGHlhAPizQNS2nC2ItBSSFNzAUxkszR0CoXckFkw4EA4BzIXBh39dwownMpa7BJ0lSmNDUVngMyzlTS1ITSJAU+mjSlVkFWkaZYhVOHwaQfGGdfhp5/qtfKcsstF600Fdm8mIrfpx17kLqPGmnqkdIkxkxIk0waFmfM4b+usQZN9IjRxgyZsi5p0sYMeTdmQg+LDDShNDVhQCZNaQK6O3UI9M9hJKVaJmaM7vhAna7nbkdw3r0oV021HGhTeK7JnKZhkiYZJ+MPIdRNrZ8y0gTRSa2CjCFNIc9RlCbm6mqrrTZwKEgQD4H+G4stttjg89CUgjKbF3qNZ4YUnmsyp8lI0xCAkU1hyG61B9BVLTEbnGusgRgzNqoYAqahTx5ncTZJmuqQATdvq6nwnCyQ2ETUNpOmprrD+xIjYzunFylNMeumjDSxDmLPbXTPniOPRd6/hefCWw4MizSFzq9hhedAk6q22HeXNMVWIUoeIHNfV6KGkiY9jiZIkz6HMFVpeqWF5/qBVKVJGx83PBdrzFzJ3F2EsR5zUwqMXhgYBz6akmBHFZ6rk9PUBtJEUq1sQE0pTe5z4h2HhFqbIE0uAQB1PEtXadJefypp4pmjzA47PJdKmppIBMeJYh4MO6cpdJxlFYIxY2QeyzMX0tTEJqyhnVgfaap6jpAumeeMU1f4hVav6b+x0EIL5c5CTKNZbfOG4Sg+aeG5cpx66qnZVlttlZ1xxhn51+eee2628MIL52X4++yzT9S1TjzxxJw5Y5T5WH755fODCfXD2HHHHfNNl8W1ySabJJ/dUycW606YpkiTqzQ1YczqkCYZp3jvqWSgrBdHUy0H2hqei5kLPiVGnlVTSpMYEv2cQnK33KIAHZ4LraArU5pSSJOrNGnSxHuNyWHR5z+CYYTneG4SPkzNaapDmvTJA9zHsHOaUkgTz4h3KTanjtMxDKVJV5dJn6aY58g9yrzgXequ5bGkiefMMxcHZpThuacdJ4rnLAVMqaQJ0YD3L881hTSx5ltNmo466qhsl112yRf25z//+bw1PKRmyy23zLbeeuv8/0855ZTg65HFf8ghh+Qt4TlLZ/XVV8823HDD7KGHHsr/f9ddd80uvvji7Pzzz89uuOGGfFPbeOONGwvPhS5Q1zOqQ5rcPAPQpDHzbZKhXXbdZPcmJNgmw3MskKZzmlKkatfoMz7x/poy+igndUO1dZ6TzBnuC+PYVqVJVA6eVUwOyyhIk26JkZokrQlFKskchp0pCs+lkCYgdrmu09E0adIHZ6coTdre4RDVUZrkOYvNwtaEHOyt3wnzsQmbN8ssswzWch2bB5mvk+fI+MVZaiVpOvnkk3NSdOGFF2aXXnpptu+++2aHHnpoTqD23nvv7IgjjogiTe95z3uy9dZbL+8+TQM9SBjG9fbbb88N+2mnnZZfEzK11FJL5erWrbfemv9/CoSpi3eaYvyHoTQ1sdBdMsG1ZZGHhi5c0lQ37MQkZnHxvMXjrmPItIGQceqeKbGkyQ3PpSZFsjmmGBBXkQNalWuia3NqCEVIk2zYTec0NaU0pbYdcEkT/8o1U5+7rEHWnZDoWNLkI5p1K3VljLwD8eqbOLLC9w5Cu/IX2VN+P/TUgFErTWJP9XirSJOe48z9WNJEPq3MR/m7sS0DXEeRNS1EOoU0ze3YBGxe6EkIZeo6BDO24rGJbuBDJU0krq200kr550sssUS+IeoSyFVWWSV7/PHHk65NfPqcc87JHyphOtQnNsk111xzWjyXSXfbbbeVXkvOMNIfskB5uUIGmHB8XfWhDQEvmu/pzU0mTciH3ijZ+PmersZg4oReS3/osBVfM/n0qeYhvy9Gn0XB9/QGF/qs+JCFwcLka91WIeReij70pokBk2uL4eU9yc8yft81tAFxw7UYkJD70MqdzAftKTOXY56TLHi+p40+14p5PjJmbUjYJFPmmCZNfK2dBMJzIfejDa08pzrj0+9f5rlW0NjAQq+lCYV8T1exNrEG+dA9jELmhX5msn5kHXIN/kbVHHefl1xH24S6Y9RzSxdjhFzXt37cZPCQee57Vk3Y0qrxsu+JzYHQlP2+JrrMfearPv+06u/L9QFzic/d459CriHgXfH85Bo4is8l7oFi81B5Q+26tnmy9mQvhaAyN4red9kc1+suBf935PoQwMTUg2YxizckiA0pcHozJInJybW+/e1vZ4ssskh233335RujZvWAF1XFrg8++OBsv/32m+H73BuTWAwHY6FBmEziImgFgk2aa8jJ9jJxQ71A7XkwSfg93cU05loaQnjwcOX3WaA8K4xH1TW1x8Rz5+fFW5ay2dD7EmMGEZDf4T3yN0LupQjac5T3ADBg/E2Mg2zELHIWmx6Dlsv5Phsniw5Dy++GjlE/K36f35F5yjt99NFHZ5i3PmgCx71wHVEFpJeLJhll0GPWRlLuTx8vwJzXh/D6riXvkPvh90UpBKHPSec+yQYiSoc4YTFzQRtu7s8dF31rNAkOTQSXe2BDgTgzz1LmqNhGWT9A7CMOIIe0Vtka37vTpISmiHj4ZXNcIMSQZ65tAqQkdYz6/mTO6rmBray6rv5/nos7xocffrjwOAw9bp0ILfZAPwv+P9XWlM1heY7MwSp7pkUE7CH2H8KCjWD+8y7083OhD/Zl7vC3tKPAs9Jnofqg90sZA0QF+wJJ+VnAHujbt/R9cCyMrgwMsXk8P9aM5hB0StdqXNU8d/fm1LYFQyNNKD2co0Pit6/TKQv6DW94Q9Q1edAQJB7MBRdckCeZk79UB3vuuWe22267Db5mYnAsCBsFk0XkTeB6OT5oUoPB4uc1o+X6VdcQ6BdPci2/p58ZRiT0WpoMyv3oEl7+ZRJCSPm+3pBdaAWMjZrfhRRjcLknJnvofYl3hiHU98KmxnuGtGrSmRKe09eG9LDZsQjl3Uis3F1osrHpg3aZD2wGGDB+p8yIaYLKs5EjdfTROiFzynUwMBS8I20wUCZCn3nRmGW+6uti9MquqzsIy1wArB02CTbckPvyrRt9EDRzLmaua+me8WDodX4GCH3u8uz1POLZYcMgK3w/Vu6Xa7LO5Jo6gZ73U3V/OhxE0jDP0De3yua4zB25lrsOH3nkkfzZS7pCDHzvVM8tnkHVGPW8Z4z8vE6QLrOBetwSLgN8ze/oMzNj51eVg+TOFUgZdrHMZmibhZ3n9ymagjRhJ3Vo3wfdloDf5UOfBUmos2qMWi3jb8ueI2ku/wp4Z3pezj///DPsW1U2xX0eCDAS3ivbj6vmuVsNXfYsx0KayF8qY6SoJB//+MejrsnEl4lO3tIPfvCD7Oijj84233zz/EUwKbXXzsam8yt8wBD4jIHkGmhDBjPVhjyk5QDX4MXyMjHkrocTOoFh2Pyem8cSeq2iXB/5fa1ScN2yd6cVRIyDXINxwuZ57iH3xfPQvVPkd/QYYwhY0TilTw8Qj4f3xGaBYefd8P/uPYunw+/I/+H5oXjKfKtSd3Tul1xDz0nmFGppFfS8amIuyJh1si7GSeZr6HV1zomeC4wR0oTnyt+qIpfuwaxcRytBXCtmfG67Dn5Xh2MwoCHX088HgiO/oxN8uZbkfYRCV/H45j3PXR/2Xfbs+duiyhU9s6I57is4KRpjlS114Ztb+po4kFXvwDe/9H1UzQsZt54Psn70pgnhibWlZQRP21YZM//Ps9a5lUWJ4LxHfl8TRIhXmTqqlRnmOr+vSSrOYtUYdTiU++bntbPx5JNPVqpE+p2J7XT30ZBn7dsbqt5Z2TzXZE6vu9bkNK244orZ4osvXvj/O+ywQ7bTTjvV+hswSxYmBAqjcc011wz+D9UEYkY4rw5i2w74kjNRSmRzTa2ea6pyp+iU55ikSLek1H1WLIqQ/j5MYvk5vek0kaBZNM7QSkEInRghTcRj2w64CfMgpe2AzAXGIh58E31LfBVOTcwFMZJcPySxWZMmWTd6fKnVc/pgzpSGoL5eaU2uQ61Qxb5Pt4kuSGk74LMzTYxxWNVzKQ0ufUnF3ItsnMNKBI95jm71HNCkp6rBpb62Wz0X2qtJ3gl7lsz32AKYp5VNkLmZ0r7HbUZa1+a1PhG8aRBGu/HGG/O4LZ4+X19//fXZBz/4wXwj/MhHPpKH2a677ro8MXybbbbJCZNOPk9BbCm9z/inVrUMo0+Tz5DFbpQ+Q6YXBkQoxAj5DJl7L02SgZhyep69eI7DJE2xTVOHSS7FkMQ8/yLSFFtBp50NmQsQHnn2qdVz2jimVOP51mCT6zB1DfqOawIpR6kMe4xN9GliE5drpDgdPluj1cdh9WmKOX/OrZ5zSZPvMF8NPQYfaQohPFpdF3U4tu3AM/95Z9KCJLUlTRVpqtOGpBekicXx4Q9/OJcG11hjjTw0d8UVV2RrrbVW/v9HHnlk9u53vztvarnyyivnL+miiy6q/XfrKE36ZYsxY/ML7RHj83L1ZE5Z6L6zxpomTaELw1dGD5pocFlEmkI9XbfdgCDGgEC65B0OgzQNS2mKef5NkaYiAp3al0UMpCYBbSFNzAtRWOsoTbIOfc5ZqtLUpJrWJGnSzT+bUprcQ3tHoTSV/R39zuW+dHguRmmSv8lY5ZnHkKYmHMW5PVGIUHuA0i/z0mcPxqk0DS2nqWnQh6kMPITjjz8+/2gSdTzmMmNGglyKbC69jFggTSpNMaGLqvCcGLO3ve1ttZWmpklT6Mbp9isRxEjVbp6OIMXoVylNdY8V8HXObiI8F9oVvMjZ4H2RCIsqyKakN6M6SlPo8xpG6KrIeMfMe3L2ZI7XJU1FxLDu/PKNk7XI3+BvxvRpqhverrI1zOOY+RXa3DImZCr2iHUkNiumV5MvPCfJ0zxr7BVkpCi/MCQl4dcR4Tn9zmL3UeaHFHNYeG7CoF92rPFv0pj5PMBx5TQVKU11QplNh51CSFPZewghTVVeV1OKHND9rIb1nMTQx5xrNwylqShHJ8ZI+pQm/byaVJpijXfR3IzZEEKeV13SVPdU+Sq1N6QxqC+8zTyTudqU0lSn83mV0hS63uWd63mAsi0kpw5pkjVRZifYu3SfpxSbNzU15VWacMQkZBm7N/SWNDGhSM5OPe5hXJDKt3GQJvFyUZd0jFwMNht77PNsU3huGAujapyh78E9uLJJ0qQ3o5DnxDsWg6xJE3NCDFNdpUl3po45106TJh16aTo8F7tx+xKtGWPsMSNFhCIld8i9tzprsMjOpOR8hIyxbj843TZE7pH7K+vqrBsc6vWDPRZbU5c0NXnWZRFpClkLrHEhPXrOs8bF5tQlTVXJ4EWOInNC1OffVNg89izd0sb3zmLtQVFKQmdzmniIJGkzcHofyYv/5Cc/mZ8l13aw2OVlh5CmqkTwFA/Q7Zkk18LgxC70kETwqg142DlNw1SaQt9DUU4TYxQSnUqaMIQyxpDnpDc1txVE3UN7fQnJQO6vipiHhOfq5AKmGEl9MKe7dmRcoSSzSO2tQyiKjHeMs1BEmlIqdYtymuqSJvfAbNdOQDLKQnRFY9TX4DmFVOoOMxWgCaVJEx49D3ReE79bdmyMLxE8hjQVOYpAdwWfKiG6RTZPk8eQ6uqi9yWHW3daaaLK7f77788r3fSNcuTJueeem00CZAMIOTenyPg3lfxb15g1UT0XmtPUhPeX2rW1KAyZQpq0AdEkOpU0xR46WrSp6feG0Q3ZPFwUnfodGrYICc/FOBtyBmEdpalIZXRV2pADTItymuooTUVrkDkiikyq0qTvrS3hOfcdhK7BsvUj18Ae16nUbcLWNKE0+SrnBKEVdLJOcfK0sqcbnoYqTdpR1KTpH//4R2lYtcge6OfAO6siPEUOtXv+XCdJ03e+853suOOOy8+h0wloqE6pZ8+NizThcYd6gExavXCaVJpSD8ctIxNsJvJ+RqU0lRkyuZfY8cUoTSmJ4NqAYADLiEoIacI46A0wljSJAdFJnE0oTaFhiyIjqTtIx8jxroGsW/FWRgZDNtuyvEIJZzalNDHnQzeEMtIkz4xnqudOLGli3svmWyc8V6Q0Va3vkPUTem9FtqaOLQ1tOcBcEUeg6G/4ejQJQpPBhTTpfLsmwnMxVcPPBL6zKptQ9L7084l1FCeGNGHofB2deShVXYLbAh1qqFIXdMM5Pb46OU3DUpr0xME4ymKrMh5FCyPEOITErbkXMfyhjdBiqgTlvaTkNGnSxIIt28j1cyoKL4Q8qxDSlOopFylNoXOsiDTxjGXdxJCmIgIQMz5tHIvCc6HXK1KadEfpptagvr+qU9w1aSpSYULHWESa6oyxjDQ1qTTVddDqhiBDlCbd3T5EaUohTfocyTLSVKZUhTiKVXtgiNIU8s5CSBNjjknenxjStPTSS2eXXnrp4GvZsE499dTa3bpHhZjyaV+X3mHlNMVcq4pM6OuysEPj1nph6CM46uQ0AZ3oWXYvseOE1MmiS8lpGobXFWNAXNJU11MOUQPKSI82kkU5DBAAvaGUrZsmlKYy4xhLmooIhRsGi5mjRWqvfu78TJkCWUbIY+1DGSmXa1UlbccQ8lCVaFhKk36Pw1Ka3NYFOhzvS/EIDc8VkSacPFFdmlCaisJzVW0HQnKaYpUmd07WrahtPWn60pe+lO21117Z9ttvn4e3OCtu7bXXzs4444zsoIMOyiYBesJUkaYij5kJJAYyZJGTbyEJuE0qTWUGWyYjG2lZgqZslBCQIoMYkv9V5k3IdaruJcWbD9nsQr2uVAMS4ymXbWqxVWqhG1vodd1DMIuuUTZPixrZDSM8F9sqoCg8p99hFcGJMd6hzz0kpynUPpQRQ3n+EIKyY4dSlaayuR+qpsUoTfpsvVGSJnmvRacllJGmkAaX+pouacKxlTlSRpp0rpLu1RajND1T4FAPIzzXWdJELtN9992XEwCaHV555ZX5hL/tttvyM+O6pDRh/Is8Zn1qeV1DNiylSS/Wsknt69LrO0qlSjotWxgpbfdjFTWecVF39iak6qaUpjJFrg5p0p2p3WcUel3ZSJmjOo8j5hpFjezaHJ6rsw7LCH3bSFPqGHmfISpmE0pTDGly51dKo9nY5pYh91tXadK21j1EHBstyeCQphBH0SVNoer60wHKc1Phuc6SJrDAAgtkX/3qV7M777wz+9GPfpSdddZZld2iJ5E0YSRkE3INmSt1V6kwZYasjncUosBUXdfXcK6tYafUnAqtoLge0zhJU5NKUxObtzwn9xnFrJuiNh0y98VoNp0IHhueKwsTxBCKMrW3CdIUSzSHQZogELI5pypNoTmBMeE5dwPm3sQpGoXSVLQWykgTCq7YjyLSVKY06RAdtqSoYEQrTU2o63PXUJpCqudSe7e1njQRwvFNal6yLi3uQiJ4mSFzy2SrVJiqMvOQZOY6ZCJEafJtlE0pKCmnYsfmjZRt5mJYMFbuPG2aNFW9w1GQptTNW0iTG5qLuUZRm47U8+dCc5pCvNRhKE1tC8+VjTG17UCoczbqRHDf/IptlJlCmqqSsctIE7Ze1CZIk08pKlOaQv5+ldIU2p/u6REoTal7w8SQpiIpkEVV55yfUSK050wVaYohFGXeX0oDu5icprLJiJLm69I7zIXRtNIUcvK37wymrilNZUYEb1XKzYvuj7UtRtJHoEPvrWwe6HkZWmIcGp6LbSzaVG5hqMKXamvqhOeGMUZ3/TFmmS+pLQd0W5Kq+8JJLcqZ02uRZxrSoiGFNFWF2IQ08Xs+uyp5TTzXIhEiRGkqy2sqU5oIvYf0p3umRGliXLIe6ySCx55rOTEH9h5zzDH5v0xsKuX0wsbw3XjjjdlCCy2UTQKYyCxSPNPUMIPPANGrKmWjlGtxP02WO4coTWXJmXXCc6PMadKkqUpp8ikozAUIBTlBqaQpxlMuMyByphPhkCaVJqmEZHxlc0GcIt9zCu0KHrpu+FvMeT3HYsNz2jEIMbjDVpqaCM+Vza1x5TSVzS3AO4Rwp7Sz0FWwkI0YB7SMNAHu5w1veEPWZJ8mN5m7jDQxP32teFzS5a6BJkiT2Dzu3bfn4Cw++eSTg/50vkhRmdIkR6n8/Oc/r5UIHlOYNVGk6cgjjxwYupNOOmnaA4aEMDH5/qSADUBIU9FJ0VVhhhgDVGbI5Frkh2HUmWC+vzeMRPAyIjCsnKaU8FzZOKvi8ywuWWCuTC2EgvmAzJ1Kmli0EA3CW3WUJiE3jKNJpUk2cMbHXPUZyaJz5/TvC0KdDd88dj3LKtJUNi6+5p3iVYcY3GGoME2E58ryfaQpJaQ+Vk0bBTGU6z766KP5/OdnffOvTLUAzAPIhlTBFvX9q5pfrs1qgjTFKE3iDPhCc0W/v8wyy0SF50K6govSxPzxPUvs5j333JPbAp65Xpch1bQyvyFNkDwcPZdchkYhuD+eW1XfxLJ1l3KCwlDDcz/72c/yj1VWWSU/RkW+5oODe6+44orsHe94RzYpkAnCwijKRwrNaYrNY/GRptTwVV3SVLUoUsNOTSa7VylqVeE5LVP7vDZ9Dd5j0XEcYvT5+/pYg9hcirLcL73RCrlpSg2oKpMuS5aPIb5VzkZIODXG4ZC1LA5QE0pTU2uQDU/IaWp/LCH1oc8rdB3GkPKy9edet8gWlilNbssHTbDqkqZUlJGmsmRufb5jKGlyoddn3Zwmn6MYmpbwVABpCtkDy96Zbn6cqjT57F1rcpquu+66wpcwSQiRN5skTWUernutmIVeNnF4T1V5LFWGLEVpcnunABaFfG+Y4Tnf4i/rVxIjEZdVGepnxTMtO4izKlQbc6ZTrNJU9pyqlCY2DjHgdXKaQnPIQsclhII1VtV7qCzUl5pPVnZ/Id2j9dzC4y4jmigxei3EksyY0xBiCHnIdZuyNW0gTW4yt66eLksC95EmX6+mqvCcVpp8pAvHSAhPkc0LaTvw9H/eGfO46lmXze8qR1EfZVVVie6uO/Y4nxPbqpYDkIwTTjgh+9znPpfttttu0z4mBSG9MoZFmsq85TrGLMVgV3kSbJJCdkLj1r5FoTt3Nx2e4+/JvVcpTXW8rirSVEVKYklTHTXAt7FVOQpVSpO+tzJVpyqnqWnSFHOYsDx7ruMS+6p5VPf+ypRD2Zx4Xu59hebtubaGjd4NwXJ/sgmnhkJ8cyskXKRJU1VhTZ3wb1OkqaxPk95DWHeaKIWQpvnnn3/wue/MVol+MBd8xSt8T75PtKfsWft+P7TtwFOqBYkvxBeaq1qWuhF7HmxVI9/WkaZrrrkme8tb3pKdeOKJ2eGHH54rT3QDP/300/Oml5MCvciL5M0q4x+6yEM2ytBmY6khGSa0z2BXeX8YXVn4oUpTUT5WnaNUqsYpz4/F7157VKQp9PTxYZGmqs27as5XKU363vhbRapO00pTjMMRSih8z13fG/cVOkfrhkWr2n7EhjRlfvmeVRNj9M2tEOVexsic8CUdhx4PUjW/Ykh06Jh9uTpFalEIaeIdyPshF8yFzBPslY9Ea+KF0y/hwKZt3lMlLUhilCZ5Z7x3HwFNqaCbGNK05557Zp/+9KezBx98ML/ZCy+8MDfA5DptttlmWVeVpiKPRhZ/2SIPMfyhzcZiPUAxtkievslYpTS55yyVGdmiA4nd6yB7FzVkCxmnb9HJOPk595iWJgwI9yxyfQhpKjtIs8rrGpbSVDXnQ5SmkAq6pnOaQsNzMc5LFaHg50KP+2lCCRMCWjS3Yp5Z0RmX7rWYL3ptDFPFBGXtLGKcjirSpJ9VlV0ODc/5xlykFmn74UuuBhAhmkSDn/70pzM4tKI0FeVg6r/P77r2puwEhBhH/amSZrcpShPvqygpvbOk6eGHH84+/OEP558TR2SBosLsv//+2aGHHpr1KTwHYZKXXbU4qxLBYzeSkB42sepC1cJAri5KmodMVSlNTTRuxOOrCl+4BqAJ0lRVZRhz+ngXlKYy41al0OJ9i7PRhNIUoyxUKU0pim/Vc69yiPRxTSGkqeq+qkhTrNLXNGkKWT91SBPOmdiIGFsaO+YFF1xw8Pkjjzwy+Fz/TT0mF29+85sHdlXvQXwtpMeXBO4jbW6ILtbm/drznBi/PIM69gBU7Q2dVpoYtDBwBqoZdkzS6rgRssGVlQG710GSLUv+rUoETzFkIQY7Rl0oWhghxoz7KDpvzHedWGNWdO6VQJcVu++zCdJUVt3UlvBclZGvIk0hcyHk3qo2NV0N1mQieMj1QpWm0HuLVfh8z53nJWunifBcaAgylRiWKdpFc5/xVYUgU5Ra3/zCmZd5OkzSRJqKgApy3/hDSJMbotOKTZFSVUWaQpQmCNnz/hN2TCkMiVH1YkhT7JxsPWlabrnlsptvvjn/fL311st233337KCDDsq23Xbb/P8mBRgUSUwuUpr0JlI08fRCL1ugVUoThkQmVIrSxEbkqyBoQmlqQpWL8STLDFjRAtEGxL3HJkhT2ZEEqUaf9+XLlQhNKI8lF7wXufcq0hQSngtRmoqMpDzvshYPTYfnCFHLPAohFKHrMEbh862fEEIeSpogJ8MghlVqH+MWe+pb29yTVEWVzS1RiEKdjqL5Jc8LAlI1v4og4gDhJF8OFuE1ud8i0qTfWyhp0nNY2wIXb3zjG2spTVXOy1MB9oC5JM/GVwXoq6wuuk6M0sQ8l3VXp93ASEjTEUccMejHtN9++2VrrLFGdu655+ae/mmnnZZNEoQMYIR8SdJ6o6yjwoQoTSxMWWApGyWGzBcrrjLYIepCCGkKCV/VyTWoUprKSJMOKRYZEEixbAapbQsICwhxLSNNVQnlqc+pKgcD6NPR3dLeEM8yhFTEkACMX5Wa1lQieNV19H01qcJUKU1VTR9j7os5IKpVk6SpKg1A20LmRdncKhoja0feZdn6qTrFIHZ+hdgcn23l+2J3CM/Jc5d1gZNSNFbwpje9afD5Y4895p3DoUoTeVEaOupTlhf1mv88J35er49Qe8A7k2sU7Q0kqYttaio8BxGWOVY0H1tDmmC3iy222OAB0AX8gQceyBPCdWv5SYBsIBCm1CTpUNJUpTRpY4YRLWvupiETvUiBqSI8IcasinjJPY9CaUoJz4WQJoyiPP+qtgVFqmNojltVmIL5Uea11zlWQN4lRsdN3AzxLPUapxOwDyHrJmbjrhoXG6cY47qkKUVpqrpuE0oTjpbM3bL7ih1jitJUNLdkfbNJui1YQsaor8Hc1E5AHQctNURXZXN0iA4iJ204ZM0ylqKu5mVKkyZ5ZaRJ2zxXadJru6zj/vyKeLnrOWQd6z0G4qVV5hiSG6uuV4kQrSNNvrJZVBktF04CQvN9mPh14/AhLzlloVfFdVl0Ip+m5rE0pTQNkzSxEUioyx2nGBDkaCEjZffHXHbL6UPCc3o+lOW4VSlN+l6KVNCUHAx9f1Xkssg75b4kJBFCmorG2CRpkvuSeVVU4VmVS5aqNMnaLmqyxzMQol2lNJXNibK2GinO2bCUJt/6DnHOQtMdQlIBmiBNQtrKDqLXeU0cg4WdEOJQFpqT9yDzUIf3QpUm1oL8v6s0adJaRpreqPZst19UiBPlOlKpKSByHmwTZ0i2jjRhKH1GHINdJ+luHKgiA7JRYsiKemUMQ2lqMhkOwlQmn8qELupEnKI0FRl+moHKphJLmqri14xTFi/3qDcVIU0sSl9ugkBKgH0GJCQ8FzIf8MJlky3bILUKGhpeCCEXZaEikfSZn0WkAmIq86koh0E3aix63jGKToh6IuNiwyoqow+5Tko+WVW1mr4/nnlK6Cq0VUCIVy9nfQ1LaQJlJfBlqkVMv6c2KE1vf/vbB5/ffffd0xQjbU984B3IIe/YGyFboTlNuoIPkqTnhFaadBPmVJs3T4G6HtLdPCTMB3R6SpWjGLKWx06avve97+UfgHPm5Gs+vv3tb2cHHHBA8sGI40JoNVHdRZ6STxGrNIUYbDZFTd70GMuIIdeWJm0hieBFhozryxhjSBMESLy+MgMmUjP3IqoJvysGpOpg2CZIU1UFXchzCrlO6llM2sC5SlHVIaMCWedFcnzIuomZ61U9ukKJfYjSBCmUTSY2PFe2BnVY1A1dxSpNoT2yilQYPcYmlaayzbPqANoY5T4kFaCJXk0hpGnppZcefH7XXXdNaz2gWxIUQVJdsFM//OEPo5QmsNBCCw0+12qVzDHuvYyIL6BsXlleVJlN0EpTav83PX98qQMTGZ7baKON8g/Y8VZbbTX4mo8tttgiu+qqq/IO4ZOEKoYs3lEZy64Kf6Uu9BCDzUKrymlyx+kaEAm1lhkyfQ2MrNt9NsbwC8nk77qJh3USnF0DIB4fC1Z+vynSVDYfqox+7HMquk4qMS9KPtUns5eFMF0j6Vs3sc5G1fj0HC/KEalKttbXqSI4sg7ZvELOwYpRmnwbS+imop9ZEdkJIU1a6QsdY4iKWRbqqTpLLfVM0GEqTSHhOUiLbNqQJk1cQkiTVqruv//+afMDVb5MJZK/r3soCoR08PtleVVvLHlnmjSV2YQYpSk0zFdWiTcxShMLiw8eECxWvpYyXibLu9/97uDrHXzwwdkyyyyTT3peLORLTzhZqDvuuGO+oWMANtlkk1pnCcVMGBaMGIoy4w9hEm+gzKORhc6m7yszTwnPQV7E4IWSJp0wiAQqZKBqo5Rr8Peqmj+WGeuUXk0hXm6RAdHzpUrq1qRJE4qYnKYqMhBSKdWE0hRLmti4hQxXzQWtKLtqFXNK1KcQrzLEQIpCVBQ+TlGayuaRrEPGUnWmZKzS5JsXVSfa+zaVOoRCj9GXtJ26SZU5HU0qTVUd50cZnsP+L7nkkoO1cNFFFw3+T0JvIUqTkCacF3l2vO+qg2gXXnjhwec//vGPB/NWCE+Vo/iqV71qsHe4SpOel2U2oUppCiVNIbmzE5nTxKZbZVRDcMMNN+SE6Pbbb89VKiS5tddee5rcv+uuu2YXX3xxdv755+c/z2a98cYbZ00BsiYbvLtJhvRocjdKjE/RCeQhyb91jpcomzhFZAAiIKQrlDQVTegUBaWpPjg+AyKkSYcxRhGei/G6QsNzKUpT0XNiw5L71/kXoV5lVQVdaP4Cm538naKEcneTLCNNIUpTShgshLDGKk1loasyFUaT1Tr90qruJ3UNsr7kHZWRplClqYo08byLSAXvVzboFNIUmhIA3vWud01LBpdwlq5MCyVNEBWZpyGFVT5HkWctdr1KqZp55pkHfwfSpFXHYShNIVV4IaRpIpSm2267Lbvkkkumfe/rX/96PjF4MR/72McKCYMPl19+ebb11lvnbByJ8swzz8wfFMl0Qlro+0RfqNVXXz1baqml8oOBb7311pxoNQFkS/G8Mdy6CVpo4mKoKhBCmvD+JK+oatLEkAld2qpJk14UoeG5JklTqIISukB8pCm09BZAJoRQlJGmsvlQ1nCuDeE5IHOe9yhrNoY06c3bNZKhZcqafOEMlTUgrOom3GSxgr6vEEKBUiMKXdkz1/PCddBClaaythqxim/MGEPnFvZUxsnc18m8oWPUVbC+9RNqS0OrDYug52NZeA6sv/76M3xvhRVWKA2LCbA3Qq7Y+x566KHB/4WQJua9hAfF5umcqCqbp/8OtkD/buj+wDwTIjwqpWkicpo4W06/UA7s/chHPpKtueaa2ec+97lcESLklgoxtvLwmUBMXK6vWTUPFgLXFGQDwfDpFxVj/MvCFYKqs6UAxkJk8yrvO1RZKAvJxGyUVRM6NCyQQppCySHXlo1CpOoYpUmrTWxK2gkQ0sSiL6vAwwjKfHGJV1vIpcwHNhKR5FNJU5nSVGYg9XXwbovGqM80LCMBsaQpNLeiah2GPvOinjwxKgxjFKcqJHTVJGkKXYOyAWO79TsNHaOugmVu+siOvMey8ek5wTvytcmp275DsPjii09rPQA233zz4L+18sorD57xqaeeGhXeYz4sssgiA3vD+tNzNqR34gIFkQixCdipKuIo+wPv3K1862147r777su7fwvOOeecvDP4V7/61Wy33XbLjjnmmOy8885LujZGc5dddslWXHHFbNFFFx1sdrwoNzTGxldWgs1k5yXpD/kbvg89Yah8kO/rRc6LLvp9PvQmwqRz/1/nR7HQQ67FhMU4lP2snjgsbPf/MTj8yzOTiYXBlv/XuQx4EmV/S29KIuPqD70wYP5F19F5WyyMsr8pHzpki8Eu+jnGK3I1Xiq/p71ViEjV35L5IITCfVbI7mW/z+/JxsFmxLvX/6/JeNlc0BVOUqZe9Xfd6rmin9UkWua8ngtsamV/Cw9eNm8Mtf4/rchVrRs3167o3eszDYvmuD7Go+h56Tnqu5bvvtiAmpibkGmxZXoNurYGwl10DQiFkOmitaOJYdkY9XquGiMfmhxil4t+TqsjepyhY+RDV8G6+bPu4cZl19GEwWezmhiv3NMhhxwy+HlIzIYbbhj8t1ZaaaXB75511lnTyJg7z30fRGEAP4PYoG0ec7nq7y+oEtap4JPv68KQqmvIsxbxQf+fjtqU2TzdkkauUTRuve60rUtBedZYDWAMtadOjtG66647+Jqk7tAwggtym3hZcqZdHaB2cbyLC5oN+jrM6pjvvffemy2xxBIzJMXxUsqSJbXnxDjcn9WThgVYdi39jO+5554ZPBgNNyFbX1c2aCYdGxxkDPmWcSHBYoD14qq6L+0hoOK4P6uVCohr0bW0VwDBDElC1ZIx4yr7HYw2VSyM+8YbbxwoTjKGqr+nSd0dd9yRb3aMR94h7zrkGswlPC6cDb0J67Fwj1Vzgf/nd3jXRfkb8q41KeDzoq7yes7/4Ac/yJ2fmPkO2HQhhRRvEAKVUIT2EJljoesG5Vo85qJ5xfjL5jiJ/vw84RiZ4xra2SpL8tZhQEhl2Ri0zeMeyn6WNch84Bnxe6JgyO9AJqoUEeYWv4895p25nrsOR5cleWuVBnJT9b713GJeFVW+6rnFWMUJlvuC6BT1mPKV2WMDxSbLRi4qUJXN0oopp1bodViFmHUKOHf1sssuy50I0km0wx6T1+SeLiCkUc9zF5r0XH/99dPmOXOq6t5fpZ43pIuf10VCIdfQdhObou28/t2qwgPuhbWBbeHnisbNfi6QNh6hp2iMjDRhwNlkMZaQDyazJifccFFVWBl22mmnPFeKDU6HJDCA/B02K602sfjKqqD23HPPXPkSMHG5ZxQCX0K3LEi5tix6TbAkb6sIUj3hXkOgFQAUnbJraZLEMy37WS3Dsrnrn2WhsZExbiYc14U0McG4H8YUM0b+j7/BQmJSuz+rcwC4VlHoCUPGZoHhgwhUJSq64YCq54daKYonm4EQS+YmuXNloTW37wqbL39Lb4yoLFX3TG7VpZdemn/Ooi/6+apr8RwhExgwPrRh0pB3Lbk1PN+yUKT2bNl4uQe9kUFeQkqdMWx4/Rg139/jfsuuIxsq4O/7flarqZCssjkOYcZp4VkxH90eN9oTxSYU3Zuc/s412IDKxqAVFOxL2c/yzCASopaI2iPqY9Xclg1Scjp5Nlo1dMeIPS26HusQ0oENgCBU/V0JueijgqpK6NnY5LpCIELGqMNSel64qoU7H0KvEwKtZEBMQ36XQqYUcO1ll102u/POOwffW2WVVQaKmzvPXUDSBDiJ+t7Z36rufSVlD9hT+HnIqcwl1nbVNTTx0+8dxOwz/D/2lvdFxKJo3NqBhA9wzbKw8VjCc+utt16eu3TTTTflxIQBvfOd75zG5Ks6oGpgOCBMNMa89tprZ6g0QHLEcF1zzTWD7+HV4mUtv/zyhdeVZl76A/DQfR+apeMlyPe1h8sLKfp9UXHkpUIs3f/Xhp/7KbuWfg5MnrKf1XF3mL37/0w4+VyTMZ4j39MGv2qMfOgEYjYU/X9urk7RNZjsIuXyrPQ9Fn3oRecbp/7A4xOQ+6bLd5lPVX9LL35y+Pie9mpYoKHPyTcfdM4JHlzoXOCZl/0sz1E3Oi37WUiRODisW76nK4zwyKvGqOcTiqF8X29qbJB1x6fXDupI2RzX9se3DvUcLXv2PBshNGwioWsQm1j2sz5bgx0Uwlr1vNxnBml1/9/d7MvWoSgvXKdqHYbOLZ+dYYxia0LGqEN87vPX86HMzrjX8T2rsg/tBLIZx/xuysenP/3pTOPDH/5w4Tx3P3A+RNlBHcfRkueD3av62/POO++AyIjN01EMOTop9L3rfdRddzgWZdfRaiA2qWjcWulEGZbvt4o00fGbhQYDJo+JD50cdvrpp0cxbUJyxG+/+c1v5i8Xj44PeRgYNRLNUY2uu+66XDbcZpttcsKkN8a6wBuVCaf7ROmNsqpDMs9BjKzb6yIm+Tc0qTy25YDr1cui0jJu1RiBbEp4IO69aSm3avKK4cfAa3JaN+EdQHok7EHenWwiPgncBzY28WKk8CGmAg9oY+3Oh5iqzLLrpHaHl/kqlYZ4pmz8oqbpvmNl0ARAd0GOWTchyciaBJRVz1W1jIhJBNfrEIVEv7M6pc++ZHAJP1QlSLv3VfTMQgsy9PPnuZSNEYQ00ZX7k2omsTMS7gFlKlXIvNfzoUlb6kKT4aok6Caw6aab5sVWqGN77bVX9qEPfSj4d7FXIiQwJyREjs0LJRJv/Y8qx7vCJmt1XUeAUgodZG5xL1XJ+6HJ4BPRcgA5lxAamyMf733ve6f9P72U9tlnn+DrnXjiibnBWHXVVXMjLR/nnnvu4GeOPPLIvGEmTS2pMMDL183DmoBbfSCeTGgLeZcI4FG5BiiGNMVU7oRWtLikAXUBxC6Moio8TZpCDL/2lovKilPJIQaO/LqyEGrV74sBgFAQ8tJeV1WDzCqjH1p67T6nENIU0i/IDaOwmdFbRgyU7nCfQppiqvDwOoW8FM11vUlWGdwY0tTUOkwlTbJ+9POKXTu++wqtnoutoAsl5NhT2YCZs7w/rWJWHWIb43SU9UsTB0ccqFjSFHoKQVNAUfniF7+Yh5cPOuigaNVkgw02mOF7kiAegkVUPiFkV1c+6qKBIkCGdbGRhsxx5nfVuIax7sbe3BLv2GdUeSAxjBzvyvdB7yZNBI4//viciLD4IEwhm1Ys3va2tw3uSZqTxXjMVf15QnunxDadiyFN5FOIguKSJt5pledddQSHkKYqQ5ZCmmKUJqDbVAjKQrpFqhyGEwOgF2/I+Yq8Q1kjLrkMLb1OUZpC1QCXRNNcVgybmyMzTNKknydz0XdIZ0j35xTSVLUOqxSdFOOtn5momJqQhyh8+r58a2dYpClmbok9lXHqMYYoTZDpon5pMaSJDVrGyBqO6dUU03KgDfCRppgTOpZSBItE7liHmmct6w9bpY/aEptQ5STG2LyJ6NPUZehFLpKyMG0IRchLKXvZMZI5CzS0V1MMmXBDMhAuGWOIJ1FGmtiMZMMbBmmKUZoAyqR+HnichJVDoZNZqcSLJU3kxIgB4Vnr5FwhTZCqqrkQozTpcwhDnpEmkSeccMLgc18Fmw/MGdlMikhTjELr9vVJCc9J/kYVaWI9V6lpoYQihjSxNmStyZEZmlCEqDD8jDg/ZakAzP+qIzhSVO2QueXaU600hZAmbWvYvPUz1i07YsKZzKOYXk2jDs/VBevo/e9//7RxE8UJxbLLLjv4nLwobd9DbJ5WUlnLolzjeMqcDHGiqhyfierT1GXoRY48ijGLJRRlpCkmLKCNGbk0ZYfaxpIJURfwAki+F8OQQpr0hNaVV8MIz8UqTSxOcvAAm+hhhx0WFHIS6Jw5KpVim8UBIajcu950hTTxnKo6BrO5i7Ja9ZwwVELOQuYCIUwhIfr+dFf1MvBcxUhiYCWcIQot7ynE2SjLhYgNz7G5iVLL/HSVhdBO0jH5MLFhAnrvAGlCGBu6ggjJxiJ9kDSEVDQ5Rt0DLFZpghzquRtqa6TfGn9b55rGKE118ppGHZ5rAjg/FFdBnqhIj6lmX2ihhQZzBpsnSihrKrTAS69lcaRCz6/T80Puu4w0TVR4rovQi5zQFYY/llCUHf4bet5YndBAiDHT3sTJJ588+LysF5QGFRZy//pEbR1yaoPSBCgg4Np4qlSixABCIYSGCjzp9aSLBqqgFRsJ+bqkKWZeURauvSsXbiVlFTCG0olYI6bIQkg4hM0966/qdPUyQ5sangNi4CEPel7qdRi7BkPDBDGkCdB+IJY06TAff9vtjRcTJi+zWXXmlm7jwvrR71WHKMvgOxLJVZqGSZomLTwnYc1jjz02L64K6SauMcssswzUZ9RPsVnsDVWKpe+dCemKOaoL8Ldkf/A5PgIjTWOG7kNBOEYTlVDSpI2/9oxSlJhQYxYTugBarv3e977nrawrA5ugkAEMkGxosePjZ2TjGobSpA1maDhAg/wueSY0qZTNV294KaQJciEbdyhpqkr8TclvE2y22WbTvsaohSbMu5sjBID3JEYydN3oTbRKaYohTe7awfiK0hSSv0ceh4RlfPfVFGnStiYkdwS4Zf0CQuQyv0IIBSRN5kroGEPmFnNbNm3Wj5wnCvkIbTBZRJrcPk11c8C6Ep5rAu/25EDpVIUq+IqNYnMc9Rpm7evc4iK7YDlNYwBkgAMWZVFqQhEaz2UBSzm6VhZik3/LkmzrbigQAd/fj/FKNMESY6Y7vIYsDJ63PFc2DV8CcF2laRgGRJOEGNLke04h+T4xiZEpz4jzsTQpo8VHTNWOJgBsjlo1CSUAVUpTTHgOuMci6evIPKtq9SCet1xLjoppmjTRzFBUTMhICtGsE7riXUvInblVtA5j3wGQHn5cU1IduO/Q+aVJk+7qHzvGsoOSuxaeG0Yy+bve9a4omyfvV0iTtgkhhQ7A7XPngzhArNPUppYCI02JoJO0L3QVqsLohc7mqIlSLGmqyvNIJU1MaH30jXjdMeqCJljkf7n9nkIXRtHBnk0qTXWw8cYbz/C9mGRycgQkPCUkWh/NEPucmg4TiYd29dVX5xWrBx54YN4nJgauaqLfYyhpQgkUT9E312PDc0UKRUyrB5ec6D5WdQkFJFXePf3nhBCw5kPz7oqUJq34hhAKvUFBEor64sS+A6DPKRWIYxoCCKvktuj3GFtoUEXKuxSeq4vXv/7105xF1qW7X5QB2yxzE5uHbU9xpLTjU6Su6/zEkDSAMhhpaoA0aUkwhjT51IVhKk0pxmy77babodN7jPzsI02aDIS2hIgxZuNQmijB1f2eCGXo4wqqgMERNQ0DQnhomKQpNu9EX/+MM87IPv/5z0dvDqiKYghRmvT9hRpIDJ7MBX5fd2J2lQXfMUhl81PyKlzSFBoaDZmjMZWxMl6ZR/qdSeLzqEmTr3dUE0oTdsW1SauttloWCnJb5N549lLCLraZuRqiGPKuRf0uc0Bd9DE8J/0TSeOA3H/ta18LdjDcEB0knPeW4khppamINOlDm+vCSFMiSJJ2Q0ssuNBqKdfL9SX/wsRDNjQmqhi9JsNzgAWxxx57DDbuWHVBk0if0hRKmrThjyFNo1Ka2NzOPvvsPDEaMsznoQmR7gaOV0SIJ4U0aQNS9pzG8Yx04ji5NDyjFBIgTgKhHNdIxpImiKqsMb0GU5SmEMU3pvdTWR8xfSRVFbBT8iyKSFMKMSwaY0zvJ+007LLLLoOvyRmN6Ruk7SkbsOSnSYgbOxOqMMj8QvXQYynDuNbTuDHffPPlCigODF3KY6HzmsgPHhZpiqmErYKRpkQgjZPjocEij8nxKFKaxGCHGjK90N0+JXVJEzj00ENzosOE1kYzBGz2sumwKFBQ6pImN3F+mJUSMeDZUP2DYhETmivqfZJCmvg5MQw6t6MNapyrHtDGIiVPrkzR0UQghDSxXmWzZaOV51InPOe7r1SlCXCagpu8utZaa2WhgCzoPkaS/K3HmKI0hZCmGDvDCRF8bLnlltmVV14Z9btuEjIHxKNCigMa0+Q4RE1ri82ZdCyv+r/dcsstA7KLwxn6znB8hBD7cprIL5S9z0jTmIECI54UxvcTn/hE1O/7lCZIRQppClnoKR6ggKT1lAMOmcyiLmDAuDfJhcAjCzXWRcmsXfL63vGOd0wjTdoAhFYR8bxFtcHrKiLQuh1B7OZUB76QJXlyoV5lFTkRpYmNKzR8KM4LxlXmVpuUJsJKHHouIG8kRplzbY005I09IzF0jCnhOUBO0r777pt94xvfiKrCEiy99NLTulQTmpMS9NDxhVRoDrvjdJ+w7LLLDhT5G264YbD+9JmeVWCdS4QHxcttO1Bn3/PBSFMNsJGxuRGyuv7666OO3gAwafGGJXSF0ZdNP1RdCF3oYszYWMcRkhFvQnJZSOALlcyR6yUnIUZpmiTS5CpNmhCEHlfiNvoL2dia8L5CgWLobvgkAcckZ2rVUSu0mjSFqExleU0ppKkqSb2OASeHjH465JBccMEFWSz0GEnCTy3IiB3jKAm5Jk2o2jpRPbSnVUyOqIYpTWlgfkhhEc9aqhBj+0aJ44NTopPJU9XdMhhpqgleFgcnxuQYCNgopCydF40Riz13KWahy0bJRK1bQRADTSYx+LIwYkJ93K9slhjDss7noqKgjE1SUiYbvYyRRGlCDAAVJmbz0aSkKETXtPcV8x633377ad+LzYXQBlVUk5Rmjb7rifMSe+hySJK6VpqYlzFzk2vTuRk1O0XJqCJNMWPUbQf0mWF1laa6oDpOFAfWjnauYpwOI02jxTrrrFPaQLpOc+CUEzaqYKRpzHC9o1TSFFK5o0nTKEFVmYT2Lr300sH3Q9vtC4RQlCkomhBgsEdJDpsMX7HhSkVOaAf2GNKkw3Oj3NjAjjvumG2zzTb5PCR/xc0NrAKGT6oEIU3SE4lnJnM8RmnSyajSWDGl9NlNUvdVL+q5OUoQnpO1wFElqaRJz0cIk6+Z7rgIOZAKVjmwPYU06Z8NDc81ebZZ37Cpx2mKaV1Qlh8MjDR1DLpMnTh8E0qTy7RdYzZq0kTOiq/nij4pu8lk8HFtTE2ApF8XvuNLQklT0XNqWrKOLaI4/fTTc2NG/krMOX+uJ8rmKLlfKSX0EmaXnBcaSELChDRxb9L9P9Z46xYGwyh9jgFrXsgARBO1VwoNyCWKeV6+itg2hOfcQgPOU0tx0FDyhChXpQIITGlKB2tZq03sZTG9AKuUJn2UTkh3/yoYaWqZ0qSPSYghTRAE6daMIXM7EqPOSNVMSL+SpuEewZFCBmJJ06g3piZAiwe3CZ+v8V8Z2CCEiBQpTeMKoWjUUQF9RzCkJDbLfUgSPjlRqAtS+kyuTwyp04TCDR1qr3ccz1wcNHImCV+JSkRIK+ZdxJCmUY/Tp1BwD6lqLcUrel4VwRLB6wEnivAzqhMKYWzRURlpiu17WAUjTWMG5ZKSaHrrrbdO805jF7r2vt1+FcjHkn8wDtJECEYbUFSmmORMV0EpUtMgh5OsNOH10+JBN1GN6Yws1SQSvoI0+Y70GFcieFPQpEnIiQ43xZAmt3KRVgjSFDH0qBJfLoZLKHT4cBxrcKWVVhp8fv755w/uJbaNSBVpiu2V1SRwHPUGKoUosT3TqsbowpSmesA5odCBeRmbBC42TNaqNAeu04+sDEaaxgzd8Rdjc955581wzlMTBlIqwhcAABfkSURBVFtLlKM2ZLKJnXrqqTmRIX/ihBNOiL4Gsq0cleDz4gF5QEIOJ5E0AfJ92Lh5XvSrSVFkhGBCln3HXYxTDWiaNEmOTqrS5JKmk046afB5bGk/Kp+0OnDXYOzhscMkTV/96lcHn8eSJj1G3zqMPe+taey0007Tvt5oo42ir2GkafKw8H/aajD/dJqLKU0dhO+QQ5SC2GMqNGlyjZkmTePwckVtIjzBhNbl9aGg2kg2MRQUfXRBV8iAzs3gQNxUqV/PBSEVRYmrk6g0sXFLvgy5gHVJE2qebHYS7os9FgmgaIjxJsyne4Zp4z0OMsF9SWsBnRyreziFgHClqDnuGF3SNA5bw9FPhHmwF9jWbbfdNvoaZba0jDTh1KXk6BmadaSoPhYYaeogSIJz1YSUjtJlC32ckvkwcllQk3z5Ol0hTXXhHo7btefExiTqEF2u+ahDmiBMvi7bsaXPmmhRQafnaGqielNAvfZVKsXmFuoxEvp116HYGnqkjaNPGsSFMA+OwZlnnpl0gK4O8cUoTaYyjQ86eVzatQzDWTHS1AKQ2+Oes7T++utHXweZXXq/tFFpagK+BOAukYFRkSYpCoB8TGriqs714vialA7qGhtvvPG0r5k/Kf3XNNHSc7RpjzcFH/jAB6Z9TbFJrNJUFb5KaTDaNudMF9aQZ+rLC/Qpt5O6lrqApVQ1trQOAaY0dRSHH374QDon+fc973lPkocl4Suqy3T4qk1KUx0YaYoPX/nCc0Ki8bwmrZeVjzRRRCHHBxEiizk4W0D1jmyU4H3ve1+SUiINa6Uiti1KkyRFf/jDHx58TWPelPevSZM7v9pCmupCyC82RVc1+2BK0/hBSoukGmjSJEUdMd39y2CkqSVAJSI/gPwMzuCJrfZwSQWhAV2JN+5E8FGRppSzvboIQjHyrFBgNGkG8vW4FI+mCIBs+Ndcc82ANFGRmrJ+UGkvu+yyvOHmLrvskh111FFJ9+WegdaWnCbBaaedlhcYoM7FnpdZRQyxO6JiTrKdiU0GH1cPPMN0mydElz5rEq6XpHDWXBOk1khTi8CCw+DWSSTUEiWN+gR/+MMfBp9P8kaJGifego80xZ5y32XoQ0/1s9Ib2yTPBYyg5DWxqcnGFVsNpkGbDxpuHnnkkckJ8tyXVL4SGpXjVJr2eFMBoSR/S58JmbIOpQEkXj1zqi1qWlMoU9M0yK8UpWkSiyq6hLep0DjzktYD0qg2pu9hGYw0dQy6dFqTpjpJsm0CyoIoKPTlcRvPNd2Toyt5Tdroj7skvEn4yslj+1oNu5Gk7zy7pgz4OCEVsKi70mw29WiWticW63BPm7rrG4oV0JtuuinfDyRNJbYvYBGMNHVwo5TQxB133DH4/u9+97vB5zHHQrQRWk3T4Y82hUDaRpp0CKUNCclNdpp3uwfTVX3c0C01xHmRY0u6QprcI6DqNhhtG1AshQTp9ePCSFN7oA+Hv+6666adIWlKk8ELYrYSluHgQgnDdEVpcjckTQy7Fh5ogjRJNSX5K11U40j+3GqrrabJ821SmsDtt98+TWnCqXnZy16WTTp8xLBLShNkXBw0jtXRYxvmgbCGdCAISDUoRFe3HkgpDvHBSFOHQ3TEc8VDEtJE3tSkJyv6jLXASNN/QX8aSUqmyEByatqSW9MUjj/++OyAAw7IPvWpT+WJ3LHnVg0DbLZSeUeSOmtRSBP5QG24xybGKIn4Qsq7RJrcpP6iEJ0Vn7QLojSTZ4dtEKQcz+LD5K9cQ2le04033jgtNDDpoTnfqfTDPGdo0uH2MgLDkKzHra5+4QtfyKvdmspbqAsIk/R4ovEmG66EyGPPs2sr6PcmqjYJ73/84x+n5W1NuqLtO1DdB1Oa2oW1117bm77RS9IEAaB/EYYeD+c73/nOtP9n89x7771zTw5Duuaaa+Yedt8gZ9mBq666KicSkvyr+9BMKnj3ojbJqfQCy2kq72XUxdyatgL7Izj22GMHn7sHyk4y1lhjjYHtJYdE2j4AOTS6T0qTkaZ2nLDh2n7eS52q2oklTZzKjWejJTeNww47LDvmmGPyAzfJdSEMxdlD7tlIXQelwNLkkueg47qxhwBPQojulltuGXwuYUg8/UkPQzadGHnzzTfPoDS1RZnpOmn6+te/3knSpMd49dVXDxwY1p+0JJhkQPykdYmraguMNLUL5HG6ne/XW2+9wWHvvSJN6667bnbggQdm733ve2f4PyYz8jwy/YYbbpiXpWOokItdRaoPkHO0iOuecsopnSNN+mw+PFyBhAcgA5Pa6bpJkFey4IILDhKSUea6Fp5rc/mzz7vVDVonHYQgpdjgwgsvzB555JGBnelC3hY2RNIdcMgef/zxGX7GSFP7AA+QYgsKL3beeefGrj35s/o/oOsxSYja8yHmzoTXlUN9AQRTcN55501r3tcF8F6luyukCdLM+U8ShjQyMN3LEgJNuFZCKDy/LlRxtXnD3Xrrrad9j011pZVWyroC1FyxNTTQlTPaukQM9YHG9P5xYSkB7XQW77333uy4447LFcImK2rTzupoIaRqw00+5OuiUlFA4yt9RpuU6LP4qw5pbHteE0nfuj+ThGt84+J7EI9JGTPeA5sPJIByYDxc7dmS1xYylkkbdwoIUcuRIKgB4i1LaW6Xxz7ud/3xj388TxmQsDHn2xEmGOU9DHvchEK++93vTvveaqutNvZ51dS4OQtUwBFXusUFIAFeQCivK+OeNDznjBvHefvttx/8n+/ne02aUnHwwQdn++233wzfpyz72WefzSa98Z/O/+JYANQGl0jJBOJ8OibdpMjq9MKBNAFCsBKGEpXRN84ujDsW5Ldx+jpK3LnnnjvtUN+QZ9QVjOtdn3322fk6JGS86667jvyZD3vcHMdCgQlqP4AUsjbHPbeaGjf9fWjfgXN9/fXXzzAuHe4GXRn3pOG5yHHrsGovSZP0BMGjQ2UQ8LXujOxizz33zHbbbbdpShMlwfPOO+/En10GGYRMyKLea6+9ClsOMOEIJzDuSVloG2ywQfalL30p/xxjBlESEB4Iaa8wieNOwfv+f3t3A1NV+ccB/IeIYClgUoA5w0y0mTJt5bS1mjrKnG85UVeaZViILXqltpRetsisNq1mrlJsbb6wMCsNlolUpqFiiVSWzKEtlGkDUTIbPP99n/3P3blwL/fcK3HvOef72e7gXs693N997jnnd57XrCwpKiryegxV1k6YgsKqcJU1PmPUvDg5bnQBmDVrlj7eYt0+8xpgTogb3QEweruurk6vJWgeQIEBSgZcuIV7n3LLMe1y4zbmUXNt0oQrHSROmEjOSJKQAGH0mFFF5wuuIHBrDx+63b9wmLgQ7bnFxcV6jgpzfy9f8IWzU9y4mkWCi3lwMHIHO4sB8VqNw25xh2LJkiUdkias2+bkmN1a1uGIG0Pz0eyLmmxfx1O7x40O78acdxiFimZWX3PDoY9gJHy3+D3vEXDbUD8bW32iWOMHk6jhBqgOxu8nTpzQH1ZeXp4eXffZZ59JdXW1LFiwQLdr+lrU0y0QP2ZKDpQw2RG+9KhBMVYax+r0ThzW3VUJ5qJFizz3sU9gklCiruxnGEkJU1cyr2dYVlbms09TfHy8Z91Pci5blTBmZDVXcxvNauiYh6voZ599VleVLl68WI+iQkfh0tLSkKvhKPLhiu/NN9/sUOsY7irySIT5yzAZIZoXzFM2EFHgmiajXyDOKWgKMmoqjGWJOBLVHXrYLdtHJ6/2N6PZAbVNL7/8sh4thwkt0WRj7hxMzoP1r9rXoqEWhXM0dYSrYCSZ999/v2NrBIj+C9hfjNnP0W8Lw9kBF+lG8xwninUHWyVNRL6g46nRCRzzpHTlRGZEROb5zmDHjh36J/pTGtjc7Q5Mmsj2MJUC5mnatGmT1NTUSFpaWrjfEhE5eMLgkpKSDkmTUxZips4xaSJHQB+mOXPmeE03QUTUVTBfEwZUAAYg/frrr3oKAgOTJndg0kRERGSBeaoBTFqKUdpOW6KKOsekiYiIyALUZhuj5j744AM9D6AhIyMjjO+MuguTJiIiIovz3s2cOVP/jlHaRtKEpjlOOeAOTJqIiIgseuaZZzo85uYJlN2GSRMREVEQ69CZl+aKjo6W7OzssL4n6j62mhGciIgo3FatWqVH02FtTyxPFAkLFFP3YNJEREQUhJiYGMnPzw/326AwYPMcERERkQVMmoiIiIgsYNJEREREZAGTJiIiIiIL2BG8HaWU/nnu3DnPzK9u0NbWJs3NzRIXF8e4Hc6NMQPjZtxuwLjjLMWNc7z5nG8Vk6Z2zp49q39iOCkRERE5V3NzsyQkJFjenklTO1dddZX+eeLEiaA+SLtD1o2lAE6ePCnx8fHiFm6M240xA+Nm3G7AuE9aihs1TEiYsDROMJg0tWNU6yFhctMXzoCYGbc7uDFmYNzuwrjdJT6IuEOpGHFPgycRERHRZWDSRERERGQBk6Z2YmNjpaCgQP90E8btnrjdGDMwbsbtBow79j/9P1Eq2PF2RERERC7EmiYiIiIiC5g0EREREVnApImIiIjIAlcmTe+++66kpaXp6dbHjh0rlZWVnW5fXFwsw4cP19uPHDlSduzYIXZSWFgot9xyi/Tt21euueYamTFjhhw9erTT5xQVFUlUVJTXDfHbyYsvvtghBpSjk8sa8N1uHzduubm5jinrb775RqZOnaonpsP7/fTTT73+jq6ay5cvl9TUVOndu7dMmjRJfv/99y4/NkRS3P/++6/k5+fr7+2VV16pt1mwYIH8+eefXb6fRFp5L1y4sEMMd999t6PLG3zt57itXLnStuVdaOF8dfHiRX0869+/v/Tp00dmzZolp0+f7vR1Qz0miNuTps2bN8uTTz6pe9lXVVVJRkaG3HXXXdLQ0OBz+++//17mzZsnixYtkkOHDukCxO3IkSNiFxUVFfoLtm/fPvnqq6/0wTUzM1MuXLjQ6fMwQVh9fb3nVldXJ3YzYsQIrxi+++47v9s6oaxh//79XjGjzGH27NmOKWt8d7Hv4qTny+uvvy6rV6+W9957T3744QedRGA/x8G2q44NkRZ3S0uLft/Lli3TP0tKSvTJZtq0aV26n0RieQOSJHMMGzdu7PQ17V7eYI4Xt3Xr1ukkCEmEXcu7wsL56oknnpDPP/9cX+Rie1wY3HvvvZ2+bijHBJ+Uy9x6660qNzfXc7+1tVUNGDBAFRYW+tw+KytLTZkyxeuxsWPHqkceeUTZVUNDA0ZMqoqKCr/brF+/XiUkJCg7KygoUBkZGZa3d2JZw+OPP66GDBmi2traHFnW+C5v3brVcx9xpqSkqJUrV3oea2xsVLGxsWrjxo1ddmyItLh9qays1NvV1dV12X4SiXE/8MADavr06UG9jhPLG5/BhAkTOt3GbuXd0O58hX05JiZGFRcXe7b55Zdf9DZ79+71+RqhHhN8cVVN06VLl+TgwYO6Ws68bAru79271+dz8Lh5e0B26m97O2hqavJaZ8+f8+fP64WLsZ7P9OnTpaamRuwG1a+o2r7++uvlvvvu02sK+uPEssZ3/uOPP5aHHnpIX4E6uawNx48fl1OnTnmVJZZLQPOLv7IM5dhgl30d5Z6YmNhl+0mk2r17t27OGTZsmOTk5HgWX3dLeaN5avv27bqmPBA7lXdTu/MVyg21T+ayQ/PioEGD/JZdKMcEf1yVNJ05c0ZaW1slOTnZ63HcxwfqCx4PZvtI19bWJnl5eXLbbbfJTTfd5Hc7HHhQ1btt2zZ90sXzxo8fL3/88YfYBXYI9NcpLS2VNWvW6B3n9ttv14s0uqGsAX0gGhsbdZ8PJ5e1mVFewZRlKMeGSIdmB/RxQpNzZ2txBbufRCI0zX300Ufy9ddfy4oVK3STzeTJk3WZuqW8N2zYoPsBBWqmslN5t/k4X6F8evXq1eFCINB53NjG6nP84YK9LoO2YvTRCdSGPW7cOH0z4CR64403ytq1a+WVV14RO8BB0zBq1Ch9sEBtypYtWyxdjTnBhx9+qD+HzlbydkJZkzdciWdlZenOrzgxOn0/mTt3rud3dIRHHEOGDNG1TxMnThQ3wIUPao0CDeKwU3nnWjxfdSdX1TQlJSVJdHR0h172uJ+SkuLzOXg8mO0j2dKlS+WLL76Q8vJyGThwYFDPjYmJkdGjR8uxY8fErnBlkp6e7jcGJ5U1oDP3zp075eGHH3ZVWRvlFUxZhnJsiPSECeWPjrTBrnQfaD+xAzQ7oUz9xeCk8oZvv/1Wd/oPdl+P5PJe6ud8hfJB8ypq0IM5jxvbWH2OP65KmlCld/PNN+sqXHP1H+6br7TN8Lh5e8CByN/2kQhXm/gCbt26VXbt2iWDBw8O+jVQlV1dXa2Ha9oV+u3U1tb6jcEJZW22fv163cdjypQpriprfL9xIDSX5blz5/SIGX9lGcqxIZITJvRZQcKMIdldvZ/YAZqW0afJXwxOKW9zjTLiwUg7u5e3CnC+Qpy4sDOXHRJG9MvyV3ahHBM6e4OusmnTJt1jvqioSP38889q8eLFKjExUZ06dUr/ff78+eq5557zbL9nzx7Vs2dP9cYbb+ge+hh5gJ771dXVyi5ycnL06Kjdu3er+vp6z62lpcWzTfu4X3rpJVVWVqZqa2vVwYMH1dy5c1VcXJyqqalRdvHUU0/pmI8fP67LcdKkSSopKUmPxnBqWZtHAg0aNEjl5+d3+JsTyrq5uVkdOnRI33AYe+utt/Tvxiix1157Te/X27ZtU4cPH9ajigYPHqz+/vtvz2tglNHbb79t+dgQ6XFfunRJTZs2TQ0cOFD9+OOPXvv6P//84zfuQPtJpMeNvz399NN65BRi2LlzpxozZowaOnSounjxomPL29DU1KSuuOIKtWbNGp+vYbfyzrFwvnr00Uf18W3Xrl3qwIEDaty4cfpmNmzYMFVSUuK5b+WYYIXrkibAFwgfeK9evfSw03379nn+dscdd+jhq2ZbtmxR6enpevsRI0ao7du3KzvBzubrhqHm/uLOy8vzfEbJycnqnnvuUVVVVcpO5syZo1JTU3UM1157rb5/7NgxR5e1AUkQyvjo0aMd/uaEsi4vL/f5nTbiwhDjZcuW6XhwYpw4cWKHz+K6667TibHVY0Okx42ToL99Hc/zF3eg/STS48bJNDMzU1199dX6IgfxZWdnd0h+nFbehrVr16revXvrIfS+2K28xcL5ConOkiVLVL9+/XTCOHPmTJ1YtX8d83OsHBOsiPr/ixMRERFRJ1zVp4mIiIgoVEyaiIiIiCxg0kRERERkAZMmIiIiIguYNBERERFZwKSJiIiIyAImTUREREQWMGkiIiIisoBJExE53sKFC2XGjBnhfhtEZHM9w/0GiIguR1RUVKd/LygokFWrVumFQImILgeTJiKytfr6es/vmzdvluXLl+tVzw19+vTRNyKiy8XmOSKytZSUFM8tISFB1zyZH0PC1L557s4775THHntM8vLypF+/fpKcnCzvv/++XLhwQR588EHp27ev3HDDDfLll196/a8jR47I5MmT9WviOfPnz5czZ86EIWoiCgcmTUTkShs2bJCkpCSprKzUCVROTo7Mnj1bxo8fL1VVVZKZmamTopaWFr19Y2OjTJgwQUaPHi0HDhyQ0tJSOX36tGRlZYU7FCLqJkyaiMiVMjIy5IUXXpChQ4fK888/L3FxcTqJys7O1o+hme/s2bNy+PBhvf0777yjE6ZXX31Vhg8frn9ft26dlJeXy2+//RbucIioG7BPExG50qhRozy/R0dHS//+/WXkyJGex9D8Bg0NDfrnTz/9pBMkX/2jamtrJT09vVveNxGFD5MmInKlmJgYr/voC2V+zBiV19bWpn+eP39epk6dKitWrOjwWqmpqf/5+yWi8GPSRERkwZgxY+STTz6RtLQ06dmTh04iN2KfJiIiC3Jzc+Wvv/6SefPmyf79+3WTXFlZmR5t19raGu63R0TdgEkTEZEFAwYMkD179ugECSPr0P8JUxYkJiZKjx48lBK5QZTiNLlEREREAfHyiIiIiMgCJk1EREREFjBpIiIiIrKASRMRERGRBUyaiIiIiCxg0kRERERkAZMmIiIiIguYNBERERFZwKSJiIiIyAImTUREREQWMGkiIiIisoBJExEREZEE9j8JqCNiZcsQHwAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trajectory(np.array(xs[0][:M]), ts[0][:M], None, labels=['Truth'], ifclose=False)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.plot(xs[0, :M, 0], xs[0, :M, 1], xs[0, :M, 2])\n", "ax.set_title(\"Lorenz63\");" ] }, { "cell_type": "markdown", "id": "93f4842a-4d02-419d-84f9-06c6f0d0a427", "metadata": {}, "source": [ "## Configuring the Models\n", "\n", "Next we set up the kernel models. Here we compare the standard Gaussian radial basis function (RBF) kernel against the diffusion-map (DM) kernel used in the maintained Lorenz-63 training script." ] }, { "cell_type": "code", "execution_count": 6, "id": "4c5d1ad1-62f5-4837-9e49-a7a3dafced39", "metadata": {}, "outputs": [], "source": [ "RIDGE = 1e-6\n", "DIM = 3 # State dimension\n", "\n", "# Configuration of kernels\n", "opt_rbf = {\n", " 'type': 'sc_rbf',\n", " 'input_dim': DIM,\n", " 'lengthscale_init': None,\n", "}\n", "opt_dm = {\n", " 'type': 'sc_dm',\n", " 'input_dim': DIM,\n", " 'eps_init': None,\n", "}\n", "\n", "# Configuration of multi-output shared kernel models\n", "mdl_rbf = {\n", " 'name': 'ker_model',\n", " 'encoder_layers': 0,\n", " 'decoder_layers': 0,\n", " 'kernel_dimension': DIM,\n", " 'type': 'share',\n", " 'kernel': opt_rbf,\n", " 'dtype': torch.float64,\n", " 'ridge_init': RIDGE,\n", " 'jitter': 0.0,\n", "}\n", "mdl_dm = copy.deepcopy(mdl_rbf)\n", "mdl_dm['kernel'] = opt_dm" ] }, { "cell_type": "markdown", "id": "7492a54d-af95-406d-bfb9-d6677f25d8fa", "metadata": {}, "source": [ "Next, we choose the standard linear trainer." ] }, { "cell_type": "code", "execution_count": 7, "id": "d5178214-377a-40c2-93db-ae9e503ac9e8", "metadata": {}, "outputs": [], "source": [ "trn_ln = {\n", " 'n_epochs': 1,\n", " 'method': 'raw',\n", "}" ] }, { "cell_type": "markdown", "id": "048ff442-fbf0-4b2b-a712-e8b6392ecd5e", "metadata": {}, "source": [ "The main new ingredient is the CV sweep. For Lorenz-63 we use `metric: \"vpt\"`, which refers to the validation VPT loss used during model selection. That loss is minimized during CV even though larger raw VPT values are better when we inspect final predictions.\n", "\n", "The current maintained Lorenz-63 setup uses a focused one-dimensional sweep for each kernel family, then optionally extends the sweep with `continue_training=True`." ] }, { "cell_type": "code", "execution_count": 8, "id": "997c6e9e-1c28-479d-8167-362244d62696", "metadata": {}, "outputs": [], "source": [ "cv_rbf = {\n", " 'param_grid': {\n", " 'model.kernel.lengthscale_init': ('linspace', (54.0, 75.0, 25)),\n", " 'model.ridge_init': [1e-13],\n", " },\n", " 'metric': 'vpt',\n", "}\n", "cv_dm = {\n", " 'param_grid': {\n", " 'model.kernel.eps_init': ('linspace', (1.0, 4.0, 10)),\n", " 'model.ridge_init': [1e-13],\n", " },\n", " 'metric': 'vpt',\n", "}" ] }, { "cell_type": "markdown", "id": "21ad5323-e1fd-4698-9981-a85c9d5805fb", "metadata": {}, "source": [ "Paired with the above configuration is the model file. Here we keep the shared dataset and criterion settings in `lor_model.yaml`, while injecting the model-specific kernel and CV choices through `config_mod`. The separate `data_valid` entry is still the right way to supply a dedicated validation set." ] }, { "cell_type": "code", "execution_count": 9, "id": "bac4faed-b0c2-498d-a376-5e9a6a5a74ff", "metadata": {}, "outputs": [], "source": [ "\"\"\"lor_model.yaml\n", "data:\n", " path: './data/l63_train.npz'\n", " n_samples: 1\n", " n_steps: 2048\n", " double_precision: true\n", "\n", "data_valid:\n", " path: './data/l63_valid.npz'\n", " n_samples: 2\n", " n_steps: 2000\n", " double_precision: true\n", "\n", "transform_x:\n", " type: \"scaler\"\n", " mode: \"std\"\n", "\n", "split:\n", " train_frac: 1.0\n", "\n", "dataloader:\n", " batch_size: 1\n", "\n", "criterion:\n", " vpt:\n", " type: \"vpt\"\n", " params:\n", " gamma: 0.3\n", "\"\"\"\n", "config_path = 'lor_model.yaml'" ] }, { "cell_type": "markdown", "id": "b9e872f0-6bec-4ff6-ba0a-aa8bdf98be30", "metadata": {}, "source": [ "Collect the configurations:" ] }, { "cell_type": "code", "execution_count": 10, "id": "1ee6be98-15f3-4a90-8d68-b2371b8023b9", "metadata": {}, "outputs": [], "source": [ "cfgs = [\n", " ('dks_rbf', DKMSK, LinearTrainer, {'model': mdl_rbf, 'cv': cv_rbf, 'training': trn_ln}),\n", " ('ddm_dm', DKMSK, LinearTrainer, {'model': mdl_dm, 'cv': cv_dm, 'training': trn_ln}),\n", "]\n", "\n", "IDX = [0, 1]\n", "labels = [cfgs[i][0] for i in IDX]" ] }, { "cell_type": "markdown", "id": "6206e944-585a-4c36-9e68-db2422e622dc", "metadata": {}, "source": [ "## Training and Validation\n", "### Round 1\n", "\n", "Train the initial CV sweeps. DyMAD will evaluate each parameter combination, write the trial artifacts under the run directory, and save an aggregated `*_cv.npz` file for later inspection." ] }, { "cell_type": "code", "execution_count": 11, "id": "c6262153-b0be-4cf1-afcf-72fd9f1e0cbf", "metadata": {}, "outputs": [], "source": [ "for i in IDX:\n", " mdl, MDL, Trainer, opt = cfgs[i]\n", " opt[\"model\"][\"name\"] = f\"lor_{mdl}\"\n", " trainer = Trainer(config_path, MDL, config_mod=opt)\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "1efa0428-e8c4-419f-b39d-5ab23796f63f", "metadata": {}, "source": [ "After the first round, inspect the validation VPT-loss sweep for each model. Lower values are better here because the CV metric is the VPT loss, not the raw VPT measured in prediction steps." ] }, { "cell_type": "code", "execution_count": 12, "id": "49f6f8ef-4f8b-4040-a92d-fde16b173e5a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in IDX:\n", " mdl = cfgs[i][0]\n", " if i == 0:\n", " _key = 'model.kernel.lengthscale_init'\n", " else:\n", " _key = 'model.kernel.eps_init'\n", " _, ax = plot_cv_results(f'lor_{mdl}', [_key], ifclose=False)\n", " ax.set_yscale('log')" ] }, { "cell_type": "markdown", "id": "61545bc9-03e6-44bd-b6ce-12729bf01831", "metadata": {}, "source": [ "### Round 2\n", "\n", "If you want to extend the search, update the CV range and resume from the existing run directory. With `continue_training=True`, DyMAD appends the new trials to the previous CV results instead of starting over." ] }, { "cell_type": "code", "execution_count": 13, "id": "89eea21b-2c60-435a-b2c5-3c2c64ee96d6", "metadata": {}, "outputs": [], "source": [ "cv_rbf = {\n", " 'param_grid': {\n", " 'model.kernel.lengthscale_init': ('linspace', (76.0, 85.0, 10)),\n", " 'model.ridge_init': [1e-13],\n", " },\n", " 'metric': 'vpt',\n", "}\n", "cv_dm = {\n", " 'param_grid': {\n", " 'model.kernel.eps_init': ('linspace', (4.25, 7.0, 10)),\n", " 'model.ridge_init': [1e-13],\n", " },\n", " 'metric': 'vpt',\n", "}\n", "cfgs = [\n", " ('dks_rbf', DKMSK, LinearTrainer, {'model': mdl_rbf, 'cv': cv_rbf, 'training': trn_ln}),\n", " ('ddm_dm', DKMSK, LinearTrainer, {'model': mdl_dm, 'cv': cv_dm, 'training': trn_ln}),\n", "]" ] }, { "cell_type": "code", "execution_count": 14, "id": "32f34c51-6118-4d71-b315-990702484533", "metadata": {}, "outputs": [], "source": [ "for i in IDX:\n", " mdl, MDL, Trainer, opt = cfgs[i]\n", " opt[\"model\"][\"name\"] = f\"lor_{mdl}\"\n", " trainer = Trainer(config_path, MDL, config_mod=opt)\n", " trainer.train(continue_training=True) # Option to recycle previous results" ] }, { "cell_type": "markdown", "id": "182f9836-993b-482f-85f8-757d16a8f27a", "metadata": {}, "source": [ "Plot the accumulated CV results again after the resumed sweep." ] }, { "cell_type": "code", "execution_count": 15, "id": "2cce9f03-f939-4e7e-9c1d-02e4813d87e7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in IDX:\n", " mdl = cfgs[i][0]\n", " if i == 0:\n", " _key = 'model.kernel.lengthscale_init'\n", " else:\n", " _key = 'model.kernel.eps_init'\n", " _, ax = plot_cv_results(f'lor_{mdl}', [_key], ifclose=False)\n", " ax.set_yscale('log')" ] }, { "cell_type": "markdown", "id": "50d12b1f-65c0-4826-b869-8a27abc00514", "metadata": {}, "source": [ "## Results\n", "\n", "Lastly we make predictions on the held-out test trajectories and plot two of them. We then summarize the VPT distribution computed from the exact `vpt_loss` helper." ] }, { "cell_type": "code", "execution_count": 16, "id": "2e2d4377-0cb2-4b48-ab82-3f1959c9eeda", "metadata": {}, "outputs": [], "source": [ "data = np.load(DATA_DIR / 'l63_test.npz')\n", "ts = torch.tensor(data['t'], dtype=torch.float64)\n", "xs = torch.tensor(data['x'], dtype=torch.float64)\n", "JDX = 20\n", "\n", "res = [xs[:JDX]]\n", "for _i in IDX:\n", " mdl, MDL, _, _ = cfgs[_i]\n", " _, prd_func = load_model(MDL, f'lor_{mdl}.pt')\n", " with torch.no_grad():\n", " pred = prd_func(xs[:JDX], ts[:JDX])\n", " res.append(pred)" ] }, { "cell_type": "code", "execution_count": 17, "id": "9c0d3662-7a95-4297-9996-2e1ad4d6a09e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_multi_trajs(\n", " np.array([r[:2] for r in res]), ts[0], \"L63\",\n", " labels=['Truth']+labels, ifclose=False)" ] }, { "cell_type": "markdown", "id": "61aff6c9-1f5b-44bf-a43d-3d0716a8f4c9", "metadata": {}, "source": [ "For a better characterization of the final prediction quality, we can use a violin plot of the exact VPT values. Below `vpt_loss` is a convenient helper for computing those step counts on the held-out trajectories.\n", "\n", "In this setup the DM kernel typically outperforms the plain RBF kernel, which is consistent with the geometry of the Lorenz attractor." ] }, { "cell_type": "code", "execution_count": 18, "id": "38a9302b-fe70-4ee3-8a8d-08cb7084a9da", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vpt_rb, avr_rb = vpt_loss(res[1], res[0], gamma=0.3)\n", "vpt_dm, avr_dm = vpt_loss(res[2], res[0], gamma=0.3)\n", "\n", "f = plt.figure()\n", "plt.violinplot([vpt_rb, vpt_dm], showmeans=True)\n", "plt.xticks([1, 2], labels)\n", "plt.ylabel(\"VPT (steps)\");" ] }, { "cell_type": "markdown", "id": "4caefd2d-0837-4187-9c00-e9ec166331f5", "metadata": {}, "source": [ "We also provide more validation algorithms other than grid search. See `scripts/linear_time_invariant/lti_nm.py` for an example of using a Nelder-Mead-like optimizer to search for the optimal hyperparameters." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }