diff --git a/docs/neural/methods.rst b/docs/neural/methods.rst index 028651a34..07e5fc366 100644 --- a/docs/neural/methods.rst +++ b/docs/neural/methods.rst @@ -18,6 +18,8 @@ Neural Dual :toctree: _autosummary neuraldual.W2NeuralDual + expectile_neural_dual.ExpectileNeuralDual + expectile_neural_dual.ENOTPotentials ott.neural.methods.flows ======================== diff --git a/docs/neural/networks.rst b/docs/neural/networks.rst index 647243192..4ce412a45 100644 --- a/docs/neural/networks.rst +++ b/docs/neural/networks.rst @@ -12,6 +12,7 @@ Networks velocity_field.VelocityField potentials.BasePotential potentials.PotentialMLP + potentials.MLP potentials.PotentialTrainState diff --git a/docs/references.bib b/docs/references.bib index 4296a702d..8ad7f4009 100644 --- a/docs/references.bib +++ b/docs/references.bib @@ -916,6 +916,15 @@ @inproceedings{cho:09 year = {2009}, } +@misc{buzun:24, + title = {ENOT: Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport}, + author = {Nazar Buzun and Maksim Bobrin and Dmitry V. Dylov}, + year = {2024}, + eprint = {2403.03777}, + archivePrefix = {arXiv}, + primaryClass = {cs.LG} +} + @misc{vesseron:24, author = {Vesseron, Nina and Cuturi, Marco}, eprint = {2403.03071}, diff --git a/docs/spelling/misc.txt b/docs/spelling/misc.txt index 4be10fe05..61ceb4186 100644 --- a/docs/spelling/misc.txt +++ b/docs/spelling/misc.txt @@ -3,6 +3,7 @@ Utils alg arg args +coef cond dtype eps @@ -16,6 +17,7 @@ gmm gv init iter +iters jnp jvp kwargs diff --git a/docs/spelling/technical.txt b/docs/spelling/technical.txt index ccb8b390f..b5f8a651c 100644 --- a/docs/spelling/technical.txt +++ b/docs/spelling/technical.txt @@ -7,6 +7,7 @@ DTW Danskin Datasets Dykstra +Expectile Fenchel Frobenius Gangbo @@ -64,6 +65,7 @@ elementwise embeddings entropic epigenetic +expectile featurized grayscale heterogeneous diff --git a/docs/tutorials/ENOT.ipynb b/docs/tutorials/ENOT.ipynb new file mode 100644 index 000000000..9c9c8e2ce --- /dev/null +++ b/docs/tutorials/ENOT.ipynb @@ -0,0 +1,919 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Expectile-Regularized Neural Optimal Transport (ENOT)\n", + "\n", + "## Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport\n", + "\n", + "The {class}`~ott.neural.methods.expectile_neural_dual.ExpectileNeuralDual` solves the dual OT problem where the objective is a sum \n", + "of Kantorovich potential functions with additional expectile regularization {cite}`buzun:24`. The initialization arguments include:\n", + "\n", + "- potential models that inherit from {class}`flax.linen.Module`,\n", + "- a cost function of type {class}`~ott.geometry.costs.CostFn`,\n", + "- `is_bidirectional` boolean parameter that indicates whether we train the OT mapping in both directions,\n", + "- and two regularization parameters, `expectile` and `expectile_loss_coef`.\n", + "\n", + "The training procedure returns the {class}`~ott.neural.methods.expectile_neural_dual.ENOTPotentials` object that can be used to transport between input distributions or compute the corresponding OT distance between them." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "if \"google.colab\" in sys.modules:\n", + " %pip install -q git+https://github.com/ott-jax/ott@main" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import dataclasses\n", + "from collections.abc import Iterator, Mapping\n", + "from types import MappingProxyType\n", + "from typing import Any, Literal, Optional\n", + "\n", + "import jax\n", + "import jax.numpy as jnp\n", + "import sklearn\n", + "import sklearn.datasets\n", + "\n", + "import optax\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from IPython.display import clear_output, display\n", + "\n", + "from ott import datasets\n", + "from ott.geometry import costs, pointcloud\n", + "from ott.neural.methods import expectile_neural_dual\n", + "from ott.neural.networks import potentials\n", + "from ott.tools import sinkhorn_divergence" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Evaluation on synthetic 2D datasets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section we show how ENOT finds optimal map between two measures constructed from {cite}`makkuva:20`. Here, we utilize {func}`~ott.datasets.create_gaussian_mixture_samplers` in order to get samples from source measure `square_five` and target measure `square_four`.\n", + "In our experiments, we use a custom implementation of {class}`~ott.neural.networks.potentials.MLP` for the potential models. Under the hood, the optimization is done with respect to the type of the cost function (e.g., {class}`~ott.geometry.costs.SqEuclidean` or {class}`~ott.geometry.costs.PNormP`)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples_visualize = 512\n", + "(\n", + " train_dataloaders,\n", + " valid_dataloaders,\n", + " input_dim,\n", + ") = datasets.create_gaussian_mixture_samplers(\n", + " name_source=\"square_five\",\n", + " name_target=\"square_four\",\n", + " valid_batch_size=num_samples_visualize,\n", + " train_batch_size=2048,\n", + ")\n", + "\n", + "eval_data_source = next(valid_dataloaders.source_iter)\n", + "eval_data_target = next(valid_dataloaders.target_iter)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_eval_samples(\n", + " eval_data_source, eval_data_target, transported_samples=None\n", + "):\n", + " fig, axs = plt.subplots(\n", + " 1, 2, figsize=(8, 4), gridspec_kw={\"wspace\": 0, \"hspace\": 0}\n", + " )\n", + " axs[0].scatter(\n", + " eval_data_source[:, 0],\n", + " eval_data_source[:, 1],\n", + " color=\"#A7BED3\",\n", + " s=10,\n", + " alpha=0.5,\n", + " label=\"source\",\n", + " )\n", + " axs[0].set_title(\"Source measure samples\")\n", + " axs[1].scatter(\n", + " eval_data_target[:, 0],\n", + " eval_data_target[:, 1],\n", + " color=\"#1A254B\",\n", + " s=10,\n", + " alpha=0.5,\n", + " label=\"target\",\n", + " )\n", + " axs[1].set_title(\"Target measure samples\")\n", + "\n", + " if transported_samples is not None:\n", + " axs[1].scatter(\n", + " transported_samples[:, 0],\n", + " transported_samples[:, 1],\n", + " color=\"#F2545B\",\n", + " s=10,\n", + " alpha=0.5,\n", + " label=\"pushforward of source\",\n", + " )\n", + "\n", + " fig.legend(\n", + " **{\n", + " \"ncol\": (3 if transported_samples is not None else 2),\n", + " \"loc\": \"upper center\",\n", + " \"bbox_to_anchor\": (0.5, 0.1),\n", + " \"edgecolor\": \"k\",\n", + " }\n", + " )\n", + "\n", + " for ax in axs:\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + "\n", + " return fig, ax\n", + "\n", + "\n", + "fig, ax = plot_eval_samples(eval_data_source, eval_data_target)\n", + "display(fig)\n", + "plt.close(fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "num_train_iters = 90_001\n", + "\n", + "\n", + "def training_callback(step, learned_potentials):\n", + " if step % 2500 == 0:\n", + " clear_output()\n", + " print(f\"Training iteration: {step}/{num_train_iters}\")\n", + "\n", + " neural_dual_dist = learned_potentials.distance(\n", + " eval_data_source, eval_data_target\n", + " )\n", + " print(\n", + " f\"Neural dual distance between source and target data: {neural_dual_dist:.2f}\"\n", + " )\n", + "\n", + " fig, ax = learned_potentials.plot_ot_map(\n", + " eval_data_source,\n", + " eval_data_target,\n", + " forward=True,\n", + " )\n", + " display(fig)\n", + " plt.close(fig)\n", + "\n", + " fig, ax = learned_potentials.plot_ot_map(\n", + " eval_data_source,\n", + " eval_data_target,\n", + " forward=False,\n", + " )\n", + " display(fig)\n", + " plt.close(fig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, by setting `is_bidirectional=True` in {class}`~ott.neural.methods.expectile_neural_dual.ExpectileNeuralDual`, we compute OT in a back-and-forth fashion. The main hyperparameters to look at are `expectile` and `expectile_loss_coef`, denoted in {cite}`buzun:24` as $\\tau$ and $\\lambda$, respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training iteration: 90000/90001\n", + "Neural dual distance between source and target data: 21.30\n" + ] + }, + { + "data": { + "image/png": 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Go8X1W3e5fHE+mlLkhCVA5BaRQxDXApk9O9m7+ZexjEmKRQchxG4tkK99fW8tEK0Vr71+nW9/502Wl1e4u7qG7/mEwRnOz1/CcUw63YDbt8ZZXJjh0rkx1je3EFpy+5aJZZ5hYqyAUiEbW9vU63Xq1XFee+NtbjirfOQDVygUbdyuy5tvvc3K6gr/81/7BJcuzu2rrTGo5saw0fnjzoNm9xz1ugc9xsNEa0Ar1HYD7XkI20bUquwvZapZ3WrT6vrRq4lxvE6b6u1bGEGAMmR0LC9Ahm3Krk+nWsNptziz+l0sz0NohZaSchhiux1kr3JUKC08swAhKK0xtIeWEswCxvoOujaJkg5yehZj5R7h17/JzQ88T6cblYoXQoAGQxpUipJG2+P2vQbVC86BbpoHvR4G/R7J3ysukBX/junXWX+QvV9WGxm2T1ZbGmWb9LKszzpqWxx2jAc59ij73M9xDtpvdXWTF156m3anyFj1fViWie8H3LrZ5ndW3+YjH3awLAvP87F6U6e7ns/q2iZvvnWTdiegVl3EEE3GalOEYUi77TJWNyN3ftBlbWMJ1/VZ91tYlkmns0W7s8nZM4LpqXE63S7f/d47rG9s8/Tlc8zPTtHpeqcuAQJyIUKz1WFtfZvlO6tsbTcxZI169RyVSonZM5MIKdjZabN8Z52J8chFcufOKl/+s5d4+bvX8DyPIAgBKJXKeDst2h1NoVBkenIG3zfZ2hKcmbmIVhu02h3AYHJsjiAM6foe0xPvwrEdWs2QhdnLWKaB59bRysGUBrNT0Oq0+f3/prh0QSGE3GfWzzLzj+IKSAqWZPlhiB5HKV180FwRWQLoMMuy/tLvM2zb+1036mc66LOedMLbS9GEdkvLA10gAM2Oz6q/zZjtYhkwduM65775BaxOG7daB6WwGjvY3U40d6400CvRvkIrEKCERCpFodMi/oq6ssS12ofRSJSUrBbO7QoWUSwQtgWbN+ZARt2VoRXye4r2XQcKVQRi3/ettEYp+GZJYSaKPjzK3yX9XqepTZw2Ru1bRtn2oGMIoXjte6u4nsPk+CREGhjTgonxGiurm/zxn7yGbRq0ul0814vEn1Z02l2CUGEYgq0tFxWGWI6F1oIgaNBoLVEoRNVUb9/9Nt1uE9M0sEyTUCmMJYPXrxpUKyV2dlp4vo9lGrzcucrEeI0rlxZPZQLEEy9EVte2uHnrLhrNxFgNywrouFe5dWebb7/q4dgWoVIo8Q53Vp7m3c9c4EtffoEXX3oN1/OpVSss37uLVhrDlJhGlYmxyzSbLWx7kzBUrG+ETE5coFjusrG5SrOl6BQKuF0fyyxSr04iZUCr00Ep8FyBIQvYtsCyzChS2qnT6YRsbvpYljO0UzuMuhdi+KjiYccxDDrGYY+dvvGnl8XL42swa/mw7bLOaZjIOIzgGmX5YfdN9zWjno/e3iL83i20O4ZRmkOUTITvod9oYtx4B/P9RYyJCYSAjgtLK0XYaDO+dJ1w+RZL/gW0I9GhxAxcatLAKlQwwhCtFBKF1hopQKAohC227Bk2nFjgCO4WL+HJAr500ELQNmqEwgQhUcJCCej4RTAkGokWAhmG+G0TGZiQ8XuAQIUK7YMh934HWddC+jseNho+qK1mfe9aj/Y7prc76PrLOuYo293v8lHXP+j2D8Jh3mv3OjjA+ph87HR9Gi2bSnGWMDQiFSI8BCFd16XbNfCDAMsUBIGN0hZaaYSAQqECgJQCIQSe26bb3SIMFZZdptFaod3u0nV3CPxOJCI0dLouhmFQLhUJgoC1tS2UNigV60xPLmKaJmvr99hpvM7TV87hOBYvv3KVW7fvcf7c7IN/qUfMEy1ElFJ86+U3djNblFJ0OiG+79PtujSbbVzb4tKFeYoFhy9/5SV+5/e+TLFg4fsBhYKN53k4do2zM+/CcwMKzhjF4jhSCmyzguFIWq0Od+4q2h2oVOYI/ACNxqkKatUyCJdmq0uz2UKjQYOiRb02Rqsd0mwZTE7U8XyfWq3G2JizKyAO0+nA3gsqeQyl9oqSpAk4fh2vP+iCTe+X9XzYeQ1aN+h18n0HuWTS+x1GrN2vuXfYdunf7/5GZqMdY9AyUOhVDzqzUHAQXaDbWyWBHRfxTR8xowBJqAxaq+BsCZrhIqIwh3A0SIFQCku7lNU2JgEyCCIrSIK6t8JTOy/hyhKxevBkby4N5WOqqJ5IwW/snrRyJVJptBRoBEhBaFmEtsPW2EWcWg1D7v9wYagJtWaqbmCNUAUzS5DDg7vBDrP//bo9Dvve6eWD+ovDXA9ZJN0/8eOorsjk/ultD0PWful+IClGBm2TfO52FVoZCCzQ0c5BaNBqtWg026jAQAoDrQ1MM1ofKoVWUWyHKQVKKSCILIdaYpoWhjSZn/0QhmHR7e4wO/MBQKC1pt3dotlawbJMlNKRyJcS2zbRqki1Usfz29y49Q53761Tq5Xpdj3+7f/2OX7+b376xLtonmghsrS8yrV3bnP+3Cwvv3KVjY0uSnu4bjfyU0uDruuxfHeNt68v4Xk+XdfDMAzQumetGMMyqwhKlMsGvh/Q7a7jBQFKlQgCn2arg2WaVGslZqYnuXl7lY3N7agEfFDGdRVSjEcXDQLQdDptIKRULNDphqyut6nXytTqgmo1Ov+DRjODLBtZ2yeFSda6QfuMepw0WSIq3ifr/NPrh41YYh/4QR3gKNvEfweZ2bPO7aAR8SgM6pwHia5hnzV5ngD4AaobgFkAHd2tbeljyzDaz9HobgMdVBGOA502pa17yCBACYNIGii0ArTEDtqE0iAUFjW1SimI6ovonuio+evYqsPZ7nXoXmfdnuX1+g/SNqp7P3P6S5AC1ZuXRiiN8FTkeml4tMyAotOLEdn9LjReoHAsE5SB/5AmMDtIyB60z2HWZW036Cae1SbSv/mw5cPEe/o8D1o36qBhFB5ExA1jFCvvsIGB1iaGtNBIhJaEOqTdUoRBkYJTRBRkz10oUSpAq2jg6XotVNDF8z2kkLS6G6gwEidKKbT2IQwIAxcpDKRZBhFZToLQp1o+gxCCZnsV12tiGIpqZZF2p4W7couV1bsEoUIqjWNZCATv3Fjm3/3W5058vMgTLUSi+JAtNja2KTg2szPvpdXe4frNl1BK4xMgpaTRCHDdNhpQSqN6yjYIYXryPFrDxtZdbNvCNAwKBYdOp02rtUkQRvEjpmHQdhtsbGyitERrgdsNWenu4NhVyiVjt9E7ThXbKmMYEikMKiUTPwwpFyZpt8p02tmfJzbLZin+YVaELAZ1KKN0LMPecxRTc5Z5eVRXQ/IxSwiMcq7JZYOETnK7gxj2mbM6+UHvO+xx0LKYTDdxEIIOEIYEoQCNIRSWDFBK4RMiwg5ut0UoQpzVJUpek9A0QfuYymWyu4QMQ6QOcHQXiUJoxUR3CVu7CK16MkQj0GghQYcoJK/Xv5/b5WcY4FvZg5ISodm1smgEej0gaLfZLkuk4+z+aKHSCGkgHIs1d/ixs4TbsOWDRumD9kuuexiMer0e9fulOWigM+q2g/Ydtd8ZlVEE4qDfUGsDy6wThCGmYRAGPpZpE2nlvQcOQhff7yAAyypiWSW67jboEMeqoEyFCgOUDgjCgI3Ndwj8JuGQE3TdHe6tvc7E2Ay16hmU1mys3SMIQsqlAp2OS7PVYXHhDB947xWuXrt94uNFnmghUio6rK1t0e64nD0zSa08TqnosHzXwvN9fF9RLEwwOX6Ru6vfIuyJihitQ5buvIxpFhA95Wr1lGjUjAQqjO5WAoGUBrNn3gcILNPu9b8CjaLZXkMQ3T3D0IMiCCmxDInvS0zLZHKqgm3L3nsnz6P/mG6/+2IC9N51o1gv4m3T75nulNPnMGh0nvV8GKOc38M4RpJRxEPyO82KQUhul9xm0LmkxdMoLpeYYf3LIGGnMdDSBAUYAAJPm7iuQaAUOgiRwiRQBVRDoz0D36yDaUAYUhDgiQLCBNB0iFP0BOvO3L7zmOncZKZ7nTF/FSUkpaDB2c51kgYLJUwa1kTkdk8s71ClbUXHj78+LST4BjRCPE+jDAlCYsholt+uOtqpYAeJ40HbDnqdbk9Z28TPh8UCPeg5ZpHVtu+3HY5yDWTtEzOKCynL+pOc4fZ+xMv+bSS+b7C11abr+XTaXUIVonQkKjrdTUIVoFRA191BqZCo1WpCFYAOiVwuIIRAGlEcSBiqqO8XJqaMLCpCSLTWaDTbO7fZ3lkiVFHWWqV8Ad/3WbrzbYShKBYcPM8nCEIq5SpXLi0gpWTu7CRXr91iaXmVxYUzB3/gY+CJFiIACIEmCiSS0qFUnCQMBUEQdY+OXcEwTKqlWbYad6mUx2i2Vig4NWamno0OQVoH9y4araMGqgJU73FrZwnLKCClETVwodFaUa2cxbErlEuTmEZvrg0BAgPDMKlVKpSKFVx3/0WVaXbPeH0QD7p/mkE31vQ28WcZFPeSvqEPO8f0+yWPOcwCk/W+h+n4hlk6DjpG/HrUTjrLinNfo0xpohwzqloqbeiF/wehIlQakwBlFtCGjQi6aAxCqUAJhBII7bNjTycUafIkoufVYA1L+YBmwl2iGmwAcLP8bnyjRCFsQs/JowFPFjCUv+dICtAGCKUigSJE5JrXGmUITBRG6KOLdjRtupDEHX36+8xqE4PaaFpoZpvph1scB33/yXXxzTv+Goe1gzAcLHxHETfJczgMh7F4HLRu2DmlP8OwgU36uh1kRZVDgpWTg6nkcdK/a/q9pTSpVItsbfkorRHSxESAYRMELgRtpLSo2eXeAFMiEXS8Rk+IRCJD9sSGEAIhJdOTVwCBH3R2zysIPe6ufBcpDILQBWB25r0IIVhZu07H7QAa1/WRQnLh3Lt5/sMfZWJiC4BiqYC7skGz1T/mSeOJFiLtjsvU5BgCwZ276+hpFzBA2Ggd/WhB0KVcmqRgV5mbfY5m815PiNSZnnwa265QdPYWaxECBALbrmIYNoY0+0JFayyzgGlGQXpxwzakhZQGhmEjesF3ux0gIC2DO3esPcvT75nFqCPsYS6O3c804n7J9clslOQ+o4zkRlk3bLtRhNUwkTPoPbI+y6B9ho1GD7pZHLRulPXDt5Oo6QrqbgvtNcGO/N5K+VgqAGni14uYpkYrgRAKgxDpBwjAN8qEKkSKMHKb9Fp5ZM2IpIUSFgKPce8uxbCJoUNcWeRa9cO4RpmmOb7vrLQgEuEqeaZQDKOYE1/aBNJGS40i6sBF4CO1AsOKj4LSKj4ZZE+cpL+PrFHy/X+fB68b5biHGbkPui6l3N9PxM+V6q8fxiCra3qb9Lr0YzrwPf35Dnp+0HkOuj4HDTKGHW/Y9x4fIwgCPM8jDAPQDo7dz9zSSlFwQhwnjnuKBpqaKBmiAGiiL0Sj0VqDjjLLVNirz6M17c4GfhBFjnfdHWy7TLE4iSGvY5oOtl1Ga812YwnTlL04LY00BJXyJN2ux9Z2A9+Pki9sy6RSLg7/Io+RJ1qIVMpFpibrvVSnTdrtNgXHQYrIpDs5fhHbKqOUwnFqOE4Vr7sDQBB2Wd+4xvTEFZRVRsq+GVhr0Gj8oItjV5DSxDQLGIYJCEzTwRBmpIJFvN/w3ssAguBk+veeJB7kJnMUjGK1GbYdlND6XDRKc5O9LqAlrEcvNCYYiwgUGLvOEQCkVkj2LouRSuGoNk9vf52ndl4EIJA2F5vfAaBjVOkalcR+eveha1bwZLHfyfdOrG1U8GWR0DQJjQK2MKLYlFIRUbQIVIDrhvgqBA1CgmVIigUTyzB3v49hI+lhVpBRGXRjTj4/Se1pkJU1dm+EYf950uUxKBsu/mxGykM2TNRk7Z98PopVNGv/5LIsK9goljGArtulsbpJoAKkkLS7HVzP720nCEOfbnenl/0YCQ0toiwXUGgtEPHnj98XGQnvnlhWWiOlydr6VYLQo16dp1yepFKawTRtVOijdMjS3W9Hx1EgDYMwjNxD2zsdvvnyG2xsv9JL9w25fGmedqfLSeWJFiLzc9NcvrjA7/63P8FxLITUQJRKBVAuTWMadi84VaJUiDQsQNBsrUZ/7VVKxYl9xy6XJjGkDUJgGQUmJy7hWOWo8WFQcMrYVgXLjCs/9qwgiWPE7d80DaS00TqKUYm2H12UDBpx5Byek/b9jXo+w7czYI+DUUEI+8RBr47HHlMFoIUmREcWiV0nS+9IRpR+27ZqkYgBysE2Vxrf7O+PoGWOoYTczbDRCG5W3ts/DoL1QhT1Xw6bhGELfMCNOm8hJdLuEi4ssiUk0taUjShuS2tNEIR4YUCxUMC2zMzvJD36vR/32rDHJIPcL4MsB0nXwCDBkF6Xfp/0sZOxE1nbZJElOpJWnCwLRPI8kq/T38Egq+Gw8xpmaTmMNTh97tnfi6LRCFAUcCwT1w9w7AKWGVk0ILpSKuV+HIbvd0mL8/66VmS1S9HpbmJIkzPT78L3O1QrM3TcHQpOhYuLH2Vr5zbv3PxzwtCnWBjH95u9AW1IGCq0hiAI6XRdXNdnaiqy+v/m//77JzZ75okWIlJKPvSBZ/j//c4fsdNoUSuF1CbOUi5O0mytIITYje2QIhIiQhqYpkPQM5utbbxFHFSkVIAQkmr5DJZZQOkGWisss4A0zF1LixCCamWWyIHTI3lh0PPH9CpGOo5NtVJCSokhJaVikZnpccrl0sid5yjL051MVoc6qBPMWj+so06e6yjvO4ysjizZMcbrBm2XZNANYth7DxtJjeKiSW6f/m6GncewuiwH7bt/vUQHPrhulFKY2lkDhFHchdx943ib6EMZysdRLUztMdm9A0Ax2GHSu8NC+3u7TXzVWaRhT+4eOxAWq4VzmefYMSq4soRG0LTSbhwRVV+NXzYk6u1tuuU6oujssTFqIAxDOlsuBcNHGDKa0yYh6AfdRJPf1yBBkLQMjHINJJ8P2j5r+SA3x2FFUxajuHdHWT5o24MEyqhWoqzP8mgGCJowNDENiyjKw0CYkctFKUUY+lFriuvaKI1pmKkLG+glKAShhdfZoNVeY6d1j62tmzRaK9SqZxFCUK8s8MyVT7CxdZ3bd19mcvwypmGz3bjNxtZ1xmqL1GtzCGGilMvyvW8RBCEqjO5ThpSYpslYvcKHPvA0V6/d5gtf+iq2/cO0O+6JmiDviRYiANNTY8xMj/cmG4oKN82f/RCd7hpnp59hc2spEiBConWAIU1sq7wrRABmpt5FGHZZ27jGeP0clfIMYeiDiPLJLauEIU0Mw6ZSmgKiYCdDRq6a/pUXuW0sw+kLEQRCClRoULQLSEPS6QTcvt1hbMzAspzd80hfwOkb8WEZ1JmO4m8ddkNPm0F7ZVkGvkf6XA6y8KQ7tEGjvvS+g27sh+34DhO3Mmy/UdwC6d83/s2z9k33N8nXQih0pw14aBRaqchCIXo5YEqjpEQqovLrRFYKtE7KaQJRwA67uEYZIBIR0sQJWxTDNrbqsG1Pc7d4CYCGOUEgbQJpoZAEMioSpQElDJrWBOyxsfTRvWtHC4mK58UJQLdMlGskN+wpheisd3pnD35UNj4OHOdwN7Rh4n4Ui8rDZpCL6bD7pZfdTz+Sfu9Bg46YZKDu8QmNUTCj1q7YvYEbshfvoZzIJZNA6yhGZO+yMKq0Kg2U8kGA6zU5M/MujI3IAu/5HSbGL4KQdDo7TI5fYmLsPK7bZGPzenQmZtT3Rz+JJAhCquUzjNXPs9O4jWEUcGzB9naTRrNDseDw+3/wFV5+9SqmYZyoCfKeeCFSKRepVstUKkXKZRspBcVincnxyxhSUizWaDRXoytEEUVCV87Q7qzjODXGavMUnRpKl4FrbO3cJgw9hDCQ0kRKSbO9yvrmNcaqCxQKdQRRZb1AeOw12wkcuxIJmD0dQZR90+50KZUi07IfBDSaHSbGLWI3zbAL+EE6pFED8wZZAA4yi2Y9Jju/LJNr1ihwkECJj5XVCQ4aiQ7abtA+Wec5yIKUPsag9zvI4jGI++q0tQblAA6g4vpmGISgFYaMAgRCIl+2liIqLobGVinfszQQYRi1SgFNa4K1wnmkEFxqfIsrjW9S99domuPcLL2LpjWBHbpsW5O7AiaQJhqTQMZdlIjKvidPmUis6D1uSg2h3N1nL0bvL4FSkSZJL+f+RubpdVlBo0mhnBQtBwmC5LKDRMeo10bWNoPO91Fw2Pca9Tu7H9LHia7HMOqxpUAHyXIOGhWLDk1vUAtKhYTKJwhcgqDLTvMuvt9mc/sWrtfk3trrlEuT2FYJesGrjeZdzi/8ANXyDI5ZxDBtKuUpZG8wHKfvCiEpOeM4xXE2Nq8BMD52HsssUHBKLM59iLWNt1jbiApyrq5usb6xzbNPn2dhbpp2xz0xE+Q98UJk9uwkBcdmdW0bx9qmVtbIXocXKg0ItI4K10gbUBXOTj/L1s5txmqLOE6FibELtDtRWqJSAduN5X3vYxg2Y7VzNFsrTIxdwDKLkctGWqntTKQ0EEiEMGLDSC+TRhKEEoSJaTqEgWZnR+8b6Q7rhE4KB5lhH1ZnMuh4WULpOHgY73+Q6DpIbGlNr/OMbsbRjV0gUCgMhFCEWvdiqCLrhBYCDJA6xJOF6LP0UlTa1GkZVZywQzFsIIDl0hXKwSY3Ku/lfPMVprs3meYmTtjgavX7WCmep2tWcGWxlya8X3TolFjQu+eaRPTWyH1bxsIk7bJh10IiR3aLjcqg1Prksof5fg+Lh3Euw665rG0GCaxhg5pBxz0aBI2G15tHxsBVPmGoMHodcBj2rpPddhadsGHYSGFiGja+3+65/SXj9UXmz34Q32/T9Rq8ffPP2dy6zrNXfpKx+jkMwyJUAYYwsawo4yWyzkfXwcTYeSYnrtD1dlLnqbFsGykDioUyO80V3rh6A8syGa9XGKtXMAyDSrnImZlxrl67zW//ly/xK/+3n8c0j0cSPNFC5Opbt/g/fvsLfOs7b+B6Hq7rAZHbRGvQaGzLwjAljmPjex0Mw8IwHKS0dius1ipzOE5l6HuFocfS3W+xtlFje/s201PPUu/VDkFKhBYYvdRDFYaYZpRVAxohROSP7Ll6dAjCNIB+kFSSUUz6h+loHuaNMn4di6dBHfSo5zdoJJlc96Cd6qjf3ygj6LgzHcUVdb/f+0GfN93hCwFRRmG4m3obHyLeTCNQIr7Js/sYCrnP7iC0QhsVNGBonwnvLpVgi1LYIBQWfbEAs523uVu8zLJ4CqkCDBGihEAqF1/aKCRaGPvr9JAUEelzjf+Pt1LRdbO7Jn3Gur/XAa6zw1oWH5bgHnZNH3RzHvY8uc9BoQIPevMftM8oYmTQ+sy2POC9so4dWx5j8R6/1rpfs6UvJiWVisP2diRGDEMQBD5e0MuOUTqaU2aopUxTq85Rq872Cp0RzRFz+2tsbl3vTYI6hyENPL9NpTxFqTSOIU2UCjBNh0p5hnJpijPT78GxSnS97T3vIaVF0a7iBpv4QUCpWKDRaFOvV5iYqFOtVFjfCHjr7TfY2Nyh23W5cfMOoPkbf+0njsUy8sQKkatv3eLf/tbv8sI3XkMgmJ+dQsq42p0B9CcWKjgWKlRRXIcpkb2AVY2iWj5DpTKN7Oz9Kh27wsTYRe6svLK7rNlaodlaYWPrbYLQp+tuU3TqUY54YYyCrEMYtfrQi0SOEGBbTs8HLjCQPfN4VJvEsqx96XFHzf3cIO9HDAwbKR5kXh60bBQTdXL9YUXRKNuM+nke5H2H/UbZxxVE7onI393fvS88RGQ26d3xJeypiRqtkDqqMSJ0SM3fZKZ7ndnO2zy78xf7zwN4u/ohav4679v8MjvWJPd6sSOgaRs1POngG0WSYkHQlxhapM2BoEwD14oKSQkVYnkuGLIn6AVaGCB0lEYpNCL0MSplpG0g5d6ZmZM3r+S69GzNe+Nt+tsnXye3N4z+8aSMXsfLks/j1+n3SRbpGjTD9CgDkmHLHxajumtHWQaRMPB98LzoLwii1/FfEPRTjePrbRTrTHpd1nohbLa2LN6+cZutrR06boftnW2arRae5xGEAUHo4ftdgqBLqAK0ClEoQDA9cZlQBTSbK7S7kRXdsSusbVxDCMnsmfdRKU+jtcYwLCyziGkWsMxo8GtICykkpllA9qwtInUNVMoz+N422817SCkolQps7zQpFmyuXFpga8vknXc6rK41KJcdyuUiaxtbfPd77xzbvDRPpBBRSvGFL32NN9+6ycbmNmGoEEIwf2aMolPF9RpRkSQZ1b6emRrHMou0Ox1sy6AFnJ1+D1IYFAq1XrGkyP0CgjB0qVbOYtslDMOOyvYm0Frx9s0/hZuReq3XFpgav4xtlfZEMAshsQyLyckLoDWmaUZlfAOfYqHA1MQ4Fy5UE8dl3/N0fELy5pqOU8iKWzjoeXJZPGKML96jMjWP2nEOclGNImIOEgzD4kTicxzlfdLbpY+b9V2Oaso/qL7D3teSSHx7u2m2oBGJN9E6jhnpL5CwWxcBIgESh5bOdq4y37lGzV/fXR8iMXaPH0sKcFSXaXcJUweEsUtyV3j0xZBG9M9JCjadWZQ0oDenTWiYhNJhpzpPYNlI36W2cgewKBYdbDOyrkSfWe/exYxzl5Ele88NPykGkuIhLSLSlTvj7zT52z3Izf4wgvQwQvsoyLoeYutCEPSFQ/zn+/11QbB336xJKdPvMax/yjof2CvqskSgZe0Xicnfc2KixsTEszSaLVzX5803rnPr7hrbWw0QoJWHH4TstNbROhrA1qvzGNJCCEkYerxz8yuEocczlz/J1s4tABbnnsM0C5hmiSDo4FhVhDAwpYXntymVJpHSolo5E2VgColtlyiX+hloUoAUAiklpmlQwKbjagq9wNSJ8RqvvLqO5wkmxquAwvM8io7DU5cXubeycSzz0jyRQmRpeZVvvfwGK6ubdLoe1UqFWnmGeu0MluUQhC1qlRLnF88QBJof+fhzNHbKfOXrL9PpeAjkrhsF2M0FnzvzfgpOnc3tW0yMncPzmpgZQqRUnKRWORvVPhBRLEjX3cJN+fpM0wANmzs3KZUcJsZqNNrQbLV5+so5PvqDH2d29v4bS5aYiG9e6fkZ0tscdt1hTNDJv6zRaXJZ/DmyPk/6XJJFmEb9fpLHGPX5/RBf83Gnl77RZd0ADzK/Jz/HoO9y70jToLXcYOeNa1g7WxiNLsoN8AyLwCwSOBYUohO1Ox3MbgfL81D0XIa9/23V4WLzZca9ewA0jRpLziXm3Lf52sxfZbZzjUuNb6HRXG58k64scav8bjpmlYKKZ3RM3m1Sr4HQMgHJuHsXJUwwQDk2fqWEFW5jVev4tQpawVhnh1JjB2lOUC0l03oVemMLOT2F+VRhQLWHve0rq80FwWBBeZhjJZcPE56jHHv3E2a00/SyeAqtZMGyMMz+SxY2S1/7WZ992Lphy7P6jCyLUNqCle4bkt9luo8LgsHf7aCBSP+cJEJU8X0fP5hjvDpNyfGRhkCFLn7QZbzdwgu62HYUgN1qRUkLnt+i3Vnn7PS7sawovmp68mmkMHj64iew7RKWaVMsjgHgBy6yV4jPkCZnpt7FraVvRFebZrcshJSCyYk6haLD2dkzXLYkfrjCzWWLMIgG29s7TbYbLcqlSVxPIGWJVrvD1GSNeq2MIcWxzEvzRAqRnUaLG7fuopWm6NhUy7OUy2eiWh+9lhwFJAkcu8jC/ATN2hjnFs7wxlvLmKaBZZpobeDYNWQvsM40C1y+8CO43S3urryGZZUxjAIQlaa2rBJaKSbHLyCESa06i2UWiKeMjlu5ZTqRCc6I6oZoDYWCg2FIwkBxdrrMh977LI1GjUZj8OdMm5XjZenHLJPusBFeVmecJKvjSz+HwdUZh1lUsjq/Yc/Tx4g/R7KjG+RHTnZsafN4ugPMOu9BVqism1H6HNKiIT7eg4idUfCsCdYXbCzfw2q3sW7dwBWS0LRQiQDSbqVMOdxEh52ehaL/RZ9vXdsVIQBfnv15GuYYP3v9/w0Itq1p/ujsz6OQPL/++3iyhKW6bMmZ/newLwIEQmmgDAMZKtxCEbc+jum5CK1RQhLaDhJNKG1cVcTvWoShRk9cIfSWYcujG9pIy4IwQHW6CPsscvwiYmVv5tmgG9MgoZ1s0zFZz4fd6Ea9SafXDfpLV0BNt72jZtD1El9LyWtq0DWfJdLiYycZNHh/ULfToOszfmw0XG7fWafd6eJ6LkJAELTZadwFSigd0mitsLl9g3ur30MpHz/oorVCCIN6ZZ7QiwaqBaeObZcoODV8vxW9j4BSYWy3NokwDIQwsKzyrktGo5FCUHDsXpE1k1LBQWnB1kaTxfkzfOJHvo8//PKLXL12G88tUqsIPM/DMhY4M3WWixdDhBDHNi/NEylEmq0OnU6XarWEUgrPDzCN4q7JVwpBEIRsNRpcvnCGMzNjtJqS2dlp3rx2GwHYto1jT1GrzmKaNkCUBSMkhuFQLE5QqUwThB7v3PwzAObOvA+B5ubSi5i9dK00UphMTlzCx0UKgWUZOLZNvV7C90NK4w7PffBpJidr+/YdRPJiT3dGyecHWTMGCZaDLBKDrAf30/Hufk9yfyeR7izSo6qD3jf9GQ/6S59rVieffL/0KC1rtJYlsrI+x0HfyyALUnp9OtbANA0qvknH1Yj6GGrrHoWdLVyjBPTilgAZ+pS9LTAEVjfqtKa6txjz16j7q3vOqW3G7kPZ21+zVlgEBOuFc4DmYuPbTLm3Adi2ptjszd6riSbCc2UJ3y7g2QWkH2AEIbLhRt9FqEGHCNFFSUlQKOF1wUMiBahCneZZB7G2hnZ9RDcAKZCVKcTMDMKugLv/uzyonSQfD4rTyhLlg66NrOsw7aZIn+MgMW0YECdCDBpsDGoTppkdszLoppw+j/T7ZK1/WGQdN+1SS1tRkm6XrIFFFuk2sbbu881XvsOdlXXCIMTzNZPjF9hp3KPTbdNxt1hdexOV0ZjG6gtUKmcoFsfZemOJe6vf45nLP0E0U7uNQBL7EWPREWXkKEzDplScQAjRu40ogjCagde2LDa2dnC9TebmJvnZv/YDPPPUec6fm+W3//OX+MrXltlptOh0fabmKsydnWR8YhOATruLY1uPfF6aJ1KIVMpFikUH1/UZH6uiwhkce3p3umbVu/jLJYfLFxcwjCitb3xsjHrNYW3dJwgUjqWj+JBYwEizd9eITGiOXYnULPQCYTWGYTA1OcZOo8XNpRd2zyma9M5ESpPN7es4VhFpmAhhUCwUqdef5uLFc3zofU8xPT12YE2K9KgoaU5NzxcRr88a2aXdGYPEyqBOe1BnN6jjGnSMg26qw8yzD5tR3n/U8xz1O3hUCCGojdssrbl0vQBvrsJEZ4laexO3UEQZJjIMKDZ3cFSTZm2CSncbGfjMdG9Q3HWtQCgMjN60BJ50aFgT0XvsaSyajlFBC0kl2ALAVB6BdFCGgVcssmnPYqiQoGhjhT522MaKlAZRDLdESIEIfJQUBGaZymqT1sVLmJPjmIZCaZPgzDRniwYOCsOxoFrZ9YNntZf0DT9p1Yivl3jfeF3yOsqyAo7KMEEC+wNUYyIxCbbdFyEHiYmjYJAwyArKHbQsKRROKkrV+R9/1uGll7/Jwtz7CULFytpVPN9j6d638X2XibEL+EGbVnsVpfqNyjKLOFaZduCxtnmtF0MiMA2HIOzu1iKJg8cF9GrzaQzTpj/VR98iOT87TaVUZKvRQinF2nqDL/7hXyCF5Kkri/zK//3n+Rf/63/j5s0G75t9D6XiYs/YsonWmuW767zvPZeZn5t+pN/jEylEatUy5xbPcvv2Cp2ux8xEBcs0cd0gClxFMjZW4fufexcT4/Xd0U6pWGJxYZKNjRaWGc26aFn9r9CQVtR4NIQqBARxnRDDMCIxAvhBNDmREJHCrVRmGastUC1PU3CqjNXOIw0DKQyEjNxAz1y+RL1e4fZtya1b+83+w8iKsE92ZFlR94Mu/qQJ9KCb7YOKg/RNfdT3OGhZ1mcdtvx+1w3bZ5T9ko+PFptLrTJvLW1woyzwShOMv/MmZzffwQgDQsOkO1amojcoOh0mxS1KrU3oVVyNO8y3Ks/hmkU0EiUslouX2bKmKfmbvS2iuJIt+ywbzjzT3ZsAOKrNudZ38ZwCrdIUk+4dhBdAV2CoAKvbwXLbSEMggwAtLcJSFdcu4YYmHpMEqoLb9Gk8/X2EoabRDhivOExM13od+PBYiORfzDALX1Y8EvStWUkRAIOzZobdnB8kdnCQMBh08x92Do8whvHEI6XkUz/+k7z+hmZzc4dKuciN29/m7sodwl4GZK1yFsOU3FrawFP9iNzx2iKg8YMOrtugXJrqTYwaJVQA0cW0x3LeK5rWWy+FwDQNTMug4FjcvHWHgt2hXi0zPTOL57OvaNknf+wH+L3Pf4N7q8vMzbjYjkWn0WL57joTEzV+8hM/+EgDVeEJFSLzc9N8+APP4rp+VJtfKUzLRBg2hYKNbZd59tn38/SVRba2khex5NziJK+8ehvTdPB8HzTRaEyAYViRKBAS07IRgGnaGIZEa02x4KBCTbfbJfCjHs60TFyvGQWtSgOtNVKKnpjxMQjwgi6G6VGtysybWEza7JgcUcQdSfJ5/No0szMC0qOpdEphVubASR695IxOvVzg6YVJtltdNvU01ycmcXa2MX0P37LpVmo8+9U/ZvLWdYwwjFwdKpn2K+iYZTyjRNgLptuxpmlYE7TN+q5YsVXk1tkyp/BKDvPtq6heJ2iEITLwsXwPQyu0NAktC6fVJSwWUMLg2sQH0QoCu8BOZYFOIFFK4pk1WJN0X5V40kYIh3bRYePO8AaazpLIup6SbphhN/BhN+6s6yQpWA6yFqQtBvl19+hpNuH2bahV5/iZn/o4v/1f/xNvXf8m3a67K0IMQyINiVZ6j3tmvH4Oyy4B4PrNqASfMLCMKHi13d2gVp3dWxyth9YKx6lTLIwDimZHY5tRerrnB5QKNqYVlZ4olws8fWWRN9+6tZsNc27xDJ/4sed55Xsdbt7s4G83QDR433su85OfOJ5y70+kEJFS8lOf/EGW76yyvrHNeO0MpjmJCkMkUQGzD39wBtPsdYi9jmdrq8E3v/Mqvh8ghI0f+AjhYBgOAkGhUEQKKDg1grAbNYRiifGxKu12l0LBZmKsjhtOsrKySRgqTFPS6Ta5t/4yqxs2Yehj21XCMMAyJWdmxui6Ln/rb/x9fvTjU/kNP+eRUSnanBmr0Or4eIR0amM9d7Ri7upr1O/dwe52CE2TTqWG3Wxg+1HgXYikYY7tlnkH6BoVfGnvzl+jASeMXDmbzix4/bGf7xQwgoBCawffLoKUaNPCcbusOufZqS9ieC5NewKNIFAmHVEGSyE9F0MFSOUS0qFYd6iVbZyk9TJ1U4/FePoGP6r74FG7PnKOD8+Dd97pW6JrNfjZv/4045M/wf/6L+9xd2UD04xS0G3HpuCU8H0Px7YIw5Dx+nnGaudwrCpB6IMCISTnFr4faUZZlqa0e++219wtNGgUxWIVKQ2UUmilsWyDMFQUCg7CiNw1WkU3LiEEc2cnd7NhpDjD3Ow0P/Sxv8oLL2zjeh5PP/3xY50A74kUIgBPXVnkF37+Z/jCl77G9eseYehjGFAuF5mZLjM3W8KPSvqjNWxubfPyK9d44+rbFJ0FysUKrt9EGlGBM8MwGKvXKJYcBDZSlpDCIdQlxupVzsxM8Nf+yl9iYf4MV678BL/1H77AF//46wRBSLixHVXNsyJ/YKe7jpSC8bExul6DSqXEU5fPckzVd3OeUIQQLMzU2Gp1Wdtuo7Rm8tqbnH/lG4yt3EWGAVpIjMAHBDIxuZcSkrZZx0D3rISw6szhyeKeGJGmOUbbKKFMSaBtlGFE64UgtGxatTqWZWFvbRCiCas1Sl0PZboY3QY1dxtDaPBcjMIYlgwwwi5ibA4R+pifuEDtXCmyMubkPABKwY0b4PYCm00TLl6MBKhSitffvMGF83M889Q5vv7id3E9H600k+Pn6XY93rn1FQyjwJULP4Lnt/DDBjZlQFOvzDEz9QyGMAm0i2Hau/WppJQ9d6LYjRcpOHavtLxECsFOL31yYryGZRoo5SDCMSDKXktmw9R6RcCllExNjSMELC48wi8ygyf61vbUlUUuX5rnW9/e5OpbkmLBZHWljOPEDSDaLggUb127wfZOC9s2KBaLRFXuovTaOFyo2WpTLoSUihaTk1MEocF4qAj0GZ7/yLv52A+8F6UkF8/D3/rZT3H33jrffuVNLMuk23Fxe5MZSSEoFhykjFw6H33+fY80pzsnJ6ZeLvDeizNcW9qk++JLnP/6l7G7XTQQmDZSK1rUcVQbo2CjPQ/p+xDVME2E2UHTnsI1ynsqtHZlia5ZxQqjmCqvWAKt6ZZrbM0vcuPjP87CziozX/kzwnIZY3KC+vItxrbfBuFDxwXTgFAhhIJ2F8bqSL+Bceki9rmzvXmacnLun3v3YHOz//riRXD6E5+ztLzKW2/fYn5uGqUUY2N1Cs4Ea+u30KonrMOQi4vfD0LQdTf3FOo7M/0MQkhCFRBVADbjSOw95xFZwwWWWYt3RWmF7/tUKiUmJ8Z6++zd77iyYUbliQ87klIye3aSqYlxatUqyXK5sRC5e2+LuyurKKUolUqUSzUcp0YY9uZ6kVFhMt9zCcIQ27Z2p93quj4L8zP81Cc/imX1j/3UlUX+8f/1b/HJv/T9nJmewDANwl4AUqFoU6uWKRYdPvi+p/m5//knj81klpNTLxf4wMUp3nf1OxQCn7BQwAhDrMDH9D3WnAVWnXNI1yVwCmBbhKbV60j7xN2uQEXz0QCmdlGGgWuX8IpFPKcIQtIdG8f9gR9gYqzM2ec/SPX972LCEkyOlbHOLSALTq9XBjodkALd7oAho0DvWhXz+Y8g8usm5wFoNOD11/siZG4Onn12rwiBqCSE63qUig61apnZmUs41hnm5+ao1ys4tsXszPsoODaB36ZcnKLg1BFoCoUxhJC92iEisn5IQOuEYyZq61JIioUSplWIsrd0FAsyPl7lo9//PjzPZ39wa5QN89TlxUeeDTMqT7RFJCbp8kimiwkRuWVaLQ/Pc1FaYJkWxeI4phwjCBrEk84JIXAKNhPjkd2r1e5gigKTE2P8T38tila+GSUF7EbSP3Vlkf/XP/0/c+v2Pf78qy/zwkuvsbK2gdZRivH733uFn/rkR491euacHAD91tuwuopVLiF2Grxa+xiT3l3m22+iiVJ1t8Uka6UrXApfAmkjCja4Xj9eQsjEQC26bgK7QGjZBEGAoUIcr0tncorlj36c0uxZDA21SpHiD/0A/ue3UUvLyMlxxOVLiBu30CsrYERR1cIwkDMzGE9dwXz+IxgL88fwTeU8DngevP12//XYGJw9O3j7SrmI49i0Oy7VSolzi2d4+50WqxsdJutQKY9RcCp4gQ+sMjF2DiGi4mSyl36ulBcJ51DvagmBjlwzCEQvMaJYLlAsj6NDG0cLSqVJxiYW+at/5QP8wReXabY6FJ1oipJWs83yvaVjy4YZlVyIsDeqPe40kymxtu1gWZJuVxGqKIJZGpJSqYhtmkjDwLZMzs6Mc+niIp2OpFyuoZXJzIzDlct7g17DsC9+pJScPzfL+XOz/M2f/QmWlldptjpUysVjDR7KyUmit3cgCBBCoTHZsc8QCoeF1hvRdHlaRW4Xt4MybXShCoaBkDIq/S5iG2FUU0ei0VLSrk/gOUWkqQlEicbYeW58/8dgdg7PV0zWSpQLFmJhHj79KYIXvoFaWgbfR56ZQT77NPLpp5C1KhQLyFIJMTWZW0Jy7gulokDUOD7QsiI3zEHNaX5umiuXFnn1tWs8fWWRsXqJyxfrCLmKCkHKEsWiw721l7l47gdwHAfTMik4ZUzLxb25jGFcigRHb8qEOM1c9lw0uvev1Wyj6VIpC0xh0OwGnD93lh/6wQ8QeAt87ett2q2QRrtBoJrHmg0zKrkQYb9FBCKxEDe+ifE683OTvPHmJl03IOl/E1KAUhimydzsFKWigwoltapDr3LvrgUkfp+kEEkipcxjQXJOJKJeixpxq4XUURr5WmGRNSeKchMoDB0gQoWhQV+6jPTq4LiIwjiy6xP0Ondpm4hSgcAsopWDFQYIBO3pM1x/9gLe9AwFISg4JvPT1d0O2ViYR87NotfW0Z0uoljIRUfOQ+PuXdja6r++dCkqDDcKyUzMN9+6xdyZcxRLczx18TzN5llM0+RHfvjDfOc1h+3Nceq1CQrOGAITrUOef+5dnJl6msZ2EYoWVS0Jw16AqgZpRGIkrqzqeQGe5QNRSfcf/ugHkFIyNzvNU5cV29se1fo4z33kKS5dnDrxA9pciNAXHEpFz5MTQUGUWvX+915iZeUNthsCzwsxDU2ooiAhyyxQKTm8+5lpms2UX1z3jxuLnCDY72PMyTnJyKcuIybG0ZtbCGkRxZtKtu3pKDROR0JEAsopoppNlAyQ9TqyNI6pNOG2C66B+eEPYOlFzDaEs9+Hd6OAJxUrc5NMTXWoFCymamXmp6vUy4U95yGkRMycTD93zulkexvu3Om/np+HanXw9oNIZmJee2cNrRwca5rJiRrnFif523/z3Vx96yl+9/dusLpqoAIQQlOvW/zQxz7Oyr0zXG2DZdmUSgVWVzUhGtMycSybUGuUEr3i3QKtoppTz1w5x8ULySk/JMVigamJAvNzp6MAXS5E2OuOkbI/LXWyFsC5xUme/8h7KJcUW9uCIFC4ro9TERRLNosLC0xPl2m1+vtIubfKYtLakpNzmpCmifn8c/hvX0eEPmhNKCDEAhShsHbLuYfSIlzZQM71RMOGD60muiuAAmJpCUwHozDBmXPzbLQVhqE5txjw1FMaxzYid0xejCPnCHHdyA0TMzEBMzODtx+FOBPz7XfWeOVVg6Jj4rpVyuVo8tKnrizy6U/N8+KLLisrEtsWXLxYZ/asZKU3T2QUFiCBEEKwe/VvDCEwDINKtYhWEqFtlHaxbGOg2Bh2CZ2kyysXIuwXIkJEQiRZQdFxYGKizid//KO89j2Prc2Qi+UC6ApBYFGryt1jxPElsRAJgsjEl3TN5OScNswPvB//D76E2NwGNE1rinvFcxhaYasuY/4KAGE3QI+PIc7MRCO4rS1kGIIsg5JREGujhe4IwnWLgjOJlFArmYxVDp5ALifnQQjDKBA17ocdB86ff3iWAyklE+MzVMtQioqn0m5HA1LDgM3NKL6wWOwXwUvfE5Ixiv2qqgYgMJBg2qAkoQ9BEOw79+OdIuLw5EKEva6ZOGsmniQuzpwp9tKvg0BSLhXwXJgYL9Ns7o0nSU46FwsRz4saZNI1k5Nz2pDlEnLuLKrZjBYIQdsaxzccZrvvYJiAZaGsMmJ6GioVwjsr6NDGKJgQSFAgLQtZcqAR4r99B/PMOKGSBMH+eZO0UnlMSM5DQevIBbOzE70WIgpEHTUOZFSCIIo3gSjdN34ez13UiWY1wLL23mMGnjdxVGI/4Hu3uJkAxzH3JVkcdk6v4yYXIgy2iCRnzIxjOny/v83uvESi/zrZoOJ4kzhoNXfN5JxmxNQkcmEBdeMWomcu9kVU1AwpouqlBYfQlxjjEwCEbRdhlpBCo6IKIqB1VMzJNFCb21hTHZQs43l7r5/w9tJuloz2fIRtIefnMJ9/Lk/NzTkUW1t9QQCwsACVysN/H63hrbei+8HUVLQs1s1hGFVmBajXYX29f++I7wl7BYnAMDR+oLHSd2qtCUOFZVpUK8V9A+HcInIKSQ6wklaLQUIk3iYOQo0bU3rWTcOIto9TwXLXTM5pRkiJ+dyHCL/18u6MiFJqpAAlDDCiC0E7ReR73g03FCoELInEJ5oBXRAKiUSDNAgCjal9XNgjRMLbS/if/yKq0UROTiAKDnRdwnduoNfW4dOfysVIzoF0u3D9ev/15CRMH2Gs87Vr0eP4eCR+ktbyWAgVCv3BaUxyENu3kEQ1u6UQBKGKrPUYaAJc18MyK5TLNlLKfULkMJwEsZLbONn7Q8TCIgz3/qiWFT3GogL2CpWkRSQWJHGDiucm6JeMP5rPkZNz1JjvfQ/mhz8IloUhQQqN1CFKmlCuRHbuZ9+NuHQZDIk2TFCqV0ekjxCACtGGheH0rCvx3E5KRZaQRhO5MIcoFaNsmVIRuTCHajQJXngJnbwAc3IShCG8+WZfhBSL8MwzRytCVlf7SQ5x8bMwjOeigY2NaFlsKYnJsqb3nxs4TgHTMFBhZAUJgqjCd7FQxHGcPTM8x6Uiksc+DTwyIfK//C//C0IIfvmXf/lRveXIJH+sZIxIlhBJi4+kWyfdmGIhEnew8ba5RSTntCKkxPrkX0JOTmA6BsZYHSYm0Wdm0VNnMObnEN/3HBoJhQLKKaKDAIkC3b9YhFYQhFAfQ1ZKu+5QrUGvrfcqqE4ghGDDq3C3U4/eXwjk5DhqaSmyjOTkJNAabt+Gq1f7g8HLl6Ng1KO8KbfbkasF4Omn956PaUYl4pWKziO5DrKFSBIhTAoFB9txME2Ts2emmT0zhdkzsafvQ4cVIidBrDwS18yLL77Iv/7X/5r3v//9j+LtDk3aIgL7xUJ6eXqfLDUbu2KSVpSsY+fknCaMhXmMy1Wsd3Ywul28EJRhIq48hbn4IZic7HWIEupjiM4OotNC67HoAL6HbDdBTsPCwp75nbQG3elGMSGFyB+67lbRGs4Wt6ONHAe9sYnudB/xJ885yWxuRpPTxSwuQrl89O8bhuxO33Hp0v4be7sdPVpWP+khJhYO6YEvpINYowlW0WBZxu6+wD6LSPoYp4EjFyLNZpOf+7mf49/8m3/DP//n//yo3+6+SMaIJAVHHLyaJP1DxyIk7Y6BfiPI8gfm5JxmRK2Gc6GCEU5ASyHGBOIHisgtuesX1xq0U0KMGxhegGgoQIPrYdSmEMY4VJ09ozmtibJjbAu6LpQyZgt1XYRlIYqF/etynjg6nX4QKETul8nJR/f+V69Gj7Oz+zNwlII4yexMqmh2LELSYiGZCBFvl7R0JLeP71HJ+1DWMYdxEsTKkbtmPvOZz/CX//Jf5hOf+MSB27quy87Ozp6/R0H8Q8RCAvpCxDCygoj27pc0rSWDVmMRk7aI5OQ8DpiWRJZKqEIF5ZQJVdTgk6O7MAThOBjzc1AogTSxPvwBzMsXwHZ2r7k9Pu6pSeT8HGp9I5pUUvcnVdBao9Y3kfPziKlHeLfJOXEEAbzxRl+ElEpRHMijFCHxe5fLUSZMmjt3ontItTq8VgjsvYdkkRbs8bZxXGO87jTGiBypReS3f/u3+eY3v8mLL7440vaf/exn+dVf/dWjPKWBpGfcjRtFujpqnJKb/PFhbyGzNLkFJOdxxLYjkR0Lj1hwK5XR5oUkim4FUalibPe33SdEpMR8/rkoVuT2MqowibRNdLsdiZBqBfP5j+T1RJ5Q4jiQuIp1HAeSNX/XUbK11a8Jspgxn1yrFZ2rZUXXyiCXfHIgnHw9KunyEYdN3T0JYuXIruRbt27xD//hP+Q//If/QKEwmgn1V37lV9je3t79u3Xr1lGd3h6yfoik2tS6N7IT/b+sGXvTDS1rJt+cnMeF2FoYZwpkZZRltf3k9RNfV+msNGNhHuvTn8K4eB46XdjcQDeaGBcvRMvz1N0nkvX1yAoSi5Bz5yIryKMWIa7bT8dNBqfGKBUJFa2jc4S910eWWEgnQsQkY0H2uTET11JWwOtJEBmjcGQ/30svvcTKygof/vCHd5eFYcif/umf8q/+1b/CdV2MVC1nx3FwjnE2uGRV1HikFltIYpERC5PkunifLF8d7B8d5sIk53EgfW0khXjyukgTuzyT6y0rEjRxqjtEYoSzs5jfaFAyujjnZV5Z9Qml1YLkuHRmJpob5jjQuj9HzaDS8HHcyMREdgLEoMFvct0gUZG2emSJk9MWI3JkQuTHf/zHeeWVV/Ys+3t/7+/x7LPP8k/+yT/ZJ0JOCunA1WRnGwuNpEjJIilkYL/SzYVIzuNEll87WVMni9iaEl8nth0JkW4qEcbzJXKsTmmijnzACclyTh++H80LE7ejSiWaHfc4b55vvhk9Tk3tz4KBqIR8fE2UStn1o+L7QFpIJNfHDBLz8WPSrTksxuQkc2RCpFqt8t73vnfPsnK5zOTk5L7lJ4m0yyXuMMMwqq6arKSatojE+xykbHNyHhcGiY20FTDdOSbNyUL0TetpIRK/HtG7m/OYoHWUEhvHYAgBV64c/4SId+704z7ShckgWre8HD2fm4seDxIa8brDBKsmlz2oa+YkCJe8xHuCZCNI+t+U6gsRw4jScdONIr1v1mNOzuNI0iUJ+0d6adGe7jyhf4PJhUjO6mq/OBhE7o8sy8OjptmE7V6Q9aVL2du8/Xb0eOYMrKzst1hA9vWQFvRZ7p5BVpK0aya97WngkQqRL3/5y4/y7Q5Num5IUogEQd8ikkxPTOd7Z5FnzeQ8biQ7z2TUfjLdfdD1kLzO4mDVmHTAdyxE4mDWnMeXZjPKhok5exbGxo7tdPYQBP1zu3Il+0bfakWuJCGiuWbW16P9Rp0HZliAd5rkNsm5z5JlIw5zjOMmt4gk2JdG2HsdBFEHWSz2hUlMOqsmGayaXJ98j5PUAHJy7odYeMTWkLg6ZNJ0PmxUlt5uUGB3XAzwtI3wckYnHQdSq0XFwU7Kb651NKMuRLP2ZmXoaN0Ppr1yJXo0jH5GWbxNzLD4wuT6rNpVw4JY78cichK+51yI9Ih/jCyLSCw0CoV+h5tVjCbZmcbr4w437qRNc3+l1Zyc00pvEt7dOiLpypIx6SJL6RiRw0b655x+lIoKgsWZUoYRuTyOOw4kTTyj7thYFCybRVzYbGqqf/7xY9JiOIykJTHL5R9fM8ljDcqaOcxg9yRcd7kQ6RGP6pIdZNL3HYZRI0wKkbQFJT5O+rgQKWPD2Ju2eBIaQE7O/RC7KJNtOj2r9KBrIl6WFeh60Oucx4OVlf5stAAXLpzMOKC1tf0z6qbpdPouxGQAazpFfZgQybJ8DCJ93aQHwKdR1OdCpEeyUFk6RTeZNQN9X1yyMWSZxJJCxff7wa7xMU6a8s/JOSy23RcVg4RIumNMxogkLYmxyTst0k9bp5ozmEYDlpb6r2dns0ujnwQ6nUiIQHbRspjYGnL58t7laSFykNAYFlOV3m9YHZHTSC5EemSlU8XEwapxwFyy3HssWpLL4v3j9F/od9JxZ5v2p+fknCbi6yV2xYRhJLazLBpJQR6TtIjE6ywr28WTC5HTj+f1M0ogEh+zs8d3PgcRu40ge0bdmDiAdXx8f0B13NePEoSaHtSmXSzpLLRBtUUOYxE5SRk2uRDpEXeGsbhIRvPHOd5pt0q65G7yOHEHm574LilMBvnTc3JOOkkhErsrg2CvNSPLjx2/TloG4/W2Hb3udvvP4WSa7HNGQym4fr0fF2dZcPHi6Jkdx0VctOzs2cH9tOsOnlkXhltEYrLc++n1B1k5smITRxU9J4VciPRIBswNKlY2KP4jVqJZJuV0Vb1k8GpOzmkl7U6J23dyJJcM2B7kmkleM7bd97fXav0gxlyInE7u3o3mW4m5eLHv3j7J3LwZPZZKw9OH4zLvg2qKpAeug2JE0veVLJd/TFYsyf1WVs0tIieQZERyulLdoFkRkyXg040gOdJTqm8RSbpmcnJOK+lI/rT5OQz3uivT1066kxYiuja07gf+xY+n4eaV02dnp19dFKIKo7Xa8Z3PYdjagnY7eh5PVpfFnTvRY7U62GKSbOODxMaDBpamBf5pTYLIhUiPZINI+q/TQamx8Ei6ZpLrTXNvQ4jdPFmumZyc006ys01aQZJzzaQtIln1epLLYgGSW0ROF67btxJAFDeR5bI4qXje8Bl1k9vFFVbnh0wCnXQ/JutPpQNMRyl4NkhcpGvwjOKaicktIieQ9GR30E/TPUiMJK0mad837M0oyC0iOY8D6ej9mKQQSV4Tw1wz6f3jZbEgyWOpTjZhGAmQuI9znMGz0p5UtO4H0x507vF2Fy4MP2bSDZ+8T6QHqumil0nBkhYW6ZjE9GeIr62TIC4OQy5EeiR/uGS0c1bDSf/ISaESB+8N8vPlMSI5jwPp9MG480w+xkLeMPZ27FkxImmhAn2LyGnrVJ8k7tzpWweEiOJATqNwPGhG3ZjV1eixVDrYUpd2zSRLsGel5I4aRJq2LmZZREYht4icQJI/ZjLANF1F1bL6QiNdawT2C5GktQRy10zO40U6kDspRAZZROLtT7NP+0lne7sfJwFR6fNBVUdPOnfvRu3QNLNn1I0Jgv5kfIuLBx83fU8Jw/1zK0H2tCFZx0oLh0EC/jSSC5EeWVH8QbC3Q4W9Ja2T2yaFSPJ1TLoR5RaRnNNMOtg0q4pkLOLTVsQsl+ZhCjzlHB/dbpSOGzM5CdPTx3Y6D0yz2c/sSRckSxPPN3Pu3GjiOdnXJ2dxT1vMk/OZDWNYNk1yWV5H5BSTFCLxCC4WImmLSFZVyHi7WIgkswiyGk0uRHJOM2lXZrpke1bWTLrzhf2umfT1cxI6yZzo97x2bW9tl/PnT/fvM8qMujFxOXrbjtwyhyFpZY9FCewVAmnLe/qeMShmJe2aOa3kQqRH0tedDlZNkux0051lLkRynhSSnWl8TcRFzeLlSbdNVrBqVsBrXJ0yjw85GWgdpeI2GtFrIaK6GekqoqcNrQ+eUTcmDKO5cSCKgbmf9zrIIpK+T6TbfZZrJn5+2BiT5HllvddxkAuRHnHHmJzsLh7VJdVo3OnGjSpuwHFDia0pB5nRcnJOM2kLYvKagL3zMSVTc2H/6ySxkI9rOeQ1RI6PzU24d6//enERyuXjO5+HSZz5Uq8fHNsSC5b5+fu/aScHt2lREVtEBlUijpcNep6OzzoJwuKw5EKkR1JVJn17aSESu2a03jsRXrzvaUpZy8m5X7Jmqfb9vcGqgywisDfIO7nOtqM6DfEIPK8h8vDRSqHX1tGdLqJYQExNIhIdV6fTn2cFogDOYUGcp421taitCnHwfDfb2/1+vVq9//dMCvV01kzaIpIlJNIBrcltR6lDMoyTIFxyIdIjK1g1HtUla4MkhYhSe2cMTR4nKwo6zxDIeVxItmnH6btlYtdMutJqVqZAcrv08kYjutZyIfJwCW8vEbzwDdTSMtrzEbaFnJ/DfP459Nl5rl3r/2alUmQFeZz6rFFn1IWobcaZQVeuPNj7DrOIJK3vMcNcM+nlWa6ZwwSrngRyIdIjKT6SP2wY7o37MIzoLxYpyUqqWTURkq+TrpyT1Ahycg5LUkjEc8TE6Ynx8pi0KyZ25yRJd5ytVjTPR+6aeXiEt5fwP/9FVKOJnJxAFBzougRv3+D2ssT9UAE5OYkQUQbJsLiJ00hyRt2LFw++WV+7Fj3Ozj6YpTtpKY9nXU9bQIaJkEHLYgaJ+lE5CULzMWtq90/SVJyM8k/XFUkLj7ijTAcbpRtaXF013j8XIjmnmaSQSFoMYX/tHNgfmJoOXk13hvGUCLkQeThopSJLSKOJXJhD9L7wTXOK1bGLqLUNjDff4vxfH6dceTz9y8kZdQ9qV41G33pRr9//e6bdj2EYWfrSFpG0KzMra2ZQsGqWaya3iJxSsmJE4saRVLOm2Ve0SddMeoK8LJ+f7+em5pzHg/Q1Af1ON7aKDOoY051nVmB3PG38SRitPQ7otXXU0nJkCRGCbmhxqzWFBgQwMxky1vwmTvsSVE5xYZAB3LoVPRaLw2fUhagNLi1Fzx/UJROTFCLpgWhsERlVSCTFTda1dNhr5iRcY7kQSRFbQOIfO61mkxaR5LbpDIFkefikRSQn53EgKdzTbpZYiCRNzmmXZbLaalqInISO8XFDd7pRTEghMgVse1ExjLLpMlfcABWiGj660z3O0zwStrcjVx9EtU8OIp64b2Zmf9t+UNLBqsmsmbQQGVWYpN2eo14/uUXkBJLVKcZCIjk/TDLGI50lk3TlxCPDuGEo1Tc35+ScdtIB3MnOLym4s8zJyesm7cbJEjY5D44oFhC2BV0XSkUmnQZThR0MEf1A2nURloUoPl4mW8/rB5w+9dTB27fbfWvcxMTDP5/4njIs1fYwk9YN2vYwYv4kCP/H0xl4HySFSNx5pjNh4kCjrJl64/1i4RFbQJIWkViInIQfPifnQUjXEUkSC5GDzMsxaSFSKGTHmeTcP2JqEjk/h1rfQGuNKVVfhGiNWt9Ezs8jpiaP+UwfHlrvnVH3IIGrNdy8GT1/WC6ZLAbFCI5iocjKprnfQNqTZBHJhUiPpGBIkw5WNc1+R5ls3FnCJT520jWTj/hyTjtZdUTiZb6/P4MsHbSXVfYd+kIEclfmw0RIifn8c8hqBXV7Gd1uo8MQ3W6jbi8jqxXM5z+yp57IaScOTp2cHD6jbkwcRzIx8fAyhrL6+nRNkEEMEvLJ5cnrbtT973e7o+TxaXUPSJaVI/06ds0kG2ncoSZjSmLSvvLYIpKeICwn57SRThlM1teJhUiSrJEcZAer5pkyR4OxMI/16U9hXDyPbjRRd+6iG02Mixei5Qvzx32KD414Rl3DGG1Svm63X813ZubhnUeWEIljQoaRvl6GVeq+XyFyku4/eYxIj3RUf0w6a0bKvVkzsasmLkiTjhFJHid+ncy0ya0jOaeRZLsVoi/Q4+sgbQkZFJCaXhfvk3M0GAvzyLnZoZVVTzutVn9G3VFdLPGMwpcuPdxzSVvMkzGDkB2bOKgScdbzYRaRUTkJ11suRHpkpRemG0ucepV0zcTBrPE0zsmo6KygPdgb/JoLkZzTSLpSZCxElIraveMM7jwPGu1lpf/mPDyElIiZxy9FF6K2F7tYLl8e7SYbp+rW6/3ilQ+LZFB30i05KIh7EOmaVEmyjnHa6og8PjL4AUm7ZtLV7mC/RSM2/SUtIHHHDHv3Tz5PCpGcnNNIUkBLGXXgUkY3guScM8PEyKCYrG63f9ycnMOQnKBulBmCk/MaHTTvzP2QLvYHe62EWW38IBGRjLd6XCwi+aXeI13QLKtaXSwc4gYebxs3ttgqkiaZUQN9IZMLkZzTStpdGc9KHYvxQZVVYW8ga5ZrJhYiubUw5zDEGTK12ugT1MX7XLx4NOeUdMPHpAO342WQfT3Ey5MMmtn6MOQWkRNIlhAZ1CjiYkyxoo1fxxN/xcdJHje9P+RZATmnl3QnmrwGkp1k1vbp12nR4roP1sHmPHmsr0fWDSFgbm60fe7dix7L5aMLkM6yiCRLumcJkGEZZcnl6Wy1dAHOUa+f3CJygkj++IMaQkw6wCjeNhYi8Wgvd83kPK4kA7aTwXVxwHbc3ocJ+kGcpJFazsmn24XV1ej5QTPqxvg+bG5GzxcXj+a8YLBrJvl8lOtjUMXULMF+Giur5kKkR/rHG6Ymk/UR4tdxp5yMEYH9xdEgd83knH6S6btC7HdXJqc3gOHVH5PzM8WP+SzVOaOgVD/jZZQZdWPimXVHKfn+IGQFqyYHuYOESNb9JYuse9FhKrOm3+u4yIVIj6SVI23uih/TpjPYP8ldWlxkmcly10zOaSe2iEA/WBX6y4YVbBo0uksSm8rzaRFyhhEXLTtzZnT3ytpa9FgojFbo7EFIWr/je0A6ayYrpgqGF9dMu2eG7TOIkyTycyHSI12yOu27G+TjDoL982ZkBeIlj5e7ZnJOO+nKqvF8M/G1kizmdxBZVsPYwtJ9/OZgy3lI3L4dPRYKMD4+2j5h2BciR20Ngb0WkaRgSAqPtBDJsnIkSQ+Ks8RJ8vEgcovICSIr+C4mbTqLf/zYAjLI7JzcL2kFSdYlyck5jSRjP5KumbSlcBQfeFbVyEolesyFSE4WOzvQbEbPL1wYfb84vXdh4dHcgLOESHrAmjXzbpphMSZZRdFOG7kQ6ZF2zSSFSBzhnN4W9k9sF69PN47kfDVJa0pOzmkkFiJJi0hyuoPkxHfDXDHpzjPeL06/zIVIThrfh+Xl6PkoM+rGbG72449ioXvUpO8r8fPk+mRwd0z69aCYkmSYQNr6fhIsHaOSC5EeyUaSNDXHjSRtNk66V7JSsLJGhrDX551bRHJOK+l0d9vu1xLJqo6aZfVIo3X/+oh997kQyUmidT/Q9Ny50WvNKNVP1718+WjOLYssl3zyfhKL9nTl1SyS6btZVsZkkbTDuERPgmDJhUiPrMjjeMSXJUTi9Z4XLUsXeMpSrpAH3+U8HiQzxeKCZqa5V6BniY8sf3eys46vj3gG3tNsbs55+MTBqRMTUCqNvt/Vq9Hj3Nzx3HiTrplkTEjaNTMsuyxr/f0Gqp40ciHSIyk+kjEiWcWZ4g43FiLJuiG+nx2smnTN5OScdpLtO46ZigV6srAfDI4RyVoWC/s4A+I0d645D5d79/rt7TAz5O7s9PvwWu3ozm8YyXofSUt4MrA7ea/IsnbE2w+zKMb75xaRU0r6x0sGlCbNZtA3QcNeIQL7feNp90tuEcl5nEiK9Figx/V00tsNInltxdfHYWsh5DzetFr9AmSHiQvR+v7iSR42yYFubAGJr4n0LO3DjpHebphF5DRdP7kQ6ZG0asD+YNWk+TiOEUmakpPCJSlM0kFHuRDJeVxIWkQgEiKWFS1LC/JRY0RyC0hOmjA8/Iy6MfFcMmfOHO+UAWmLSFLApzMvB1lEkjEiyeNmbZNel0VuETmBJBtK/GMmrRrJRmQYe+fWSO43KJ03/tHTJuucnNNKuuOLr4uDLCLD4kWS28VxIsOKo+U8/iTjO0aZUTem1eq7yketM3JUJC0iQbD/ejiMGDjINXMShMVhyYVIj3TKbbp6alK9xq4ZpfbHfCQbSdZcM1nTo+fknEaSwaqw16qYDvDO6jwHjdzi17EQieNGcp483nkneqxWDxffoXXfinLlysM/r8OS5ZqJyRIiWRaR+PoalBKf3Oaw53bcmMd9AieFWHjEHWja95YUHskYkXTFPNjbYJLHyMl5nEj7qZNCPilE0paTUYmFSLfbf57z+KKVQq+toztdRLHAppzEdaPGNT9/uGPduBE9Tk2NnuJ7VMT3gjiQe1BG2SCLRlJ4jBKsmnWMg7Y/bo5UiHz2s5/lv/7X/8rrr79OsVjkox/9KL/2a7/GM888c5Rve18kXTOxuEim8CYtIoXC3tdJc+GgDjc3L+c8bozqYklum0W6IFM8b01SiOQ83oS3lwhe+AZqaRnt+XhmmTu19yCffopnf3DyUMfqdPptZmrqCE72Pki7+u8nsPQg4ZCeaHLU450Ei8iRumb+5E/+hM985jN8/etf50tf+hK+7/MTP/ETtFqto3zb+yJdoS5djjcmGRMSr093pEkRE5OeYTQn53Ehvh7iuKksl8soMSKx7zwWILEgyYXI4014ewn/818kfOcGolqFuVlumZdQ91aZf+Xz6OWlQx0vtoY8ysJlB5G8RwyyiMTPs4JVk8cYRPK6uh8XzXFypBaRP/iDP9jz+t//+3/PzMwML730Ej/8wz98lG99aJI+PK33Z80kg1XTdULSHesgi0jSrGYYeU2RnNNNut3HlsF0HNRB2TDxduliZvFy130455tz8tBKRZaQRhO5MIcQgrd3ZsGB6VoXa2WT4IWXkHOziAFpL0mXztJ2BW3WmZiUhwpsPWqS8YZZE0KmZ+Q9iEFZNcn9RxUiJ0GwPNIYke3tbQAmJiYy17uui5vodXZ2dh7JecFecZEUHul5AJJpibA3sDUWL/G6QVYViOJMciGSc5pJx4jYdnYtnkFCJN0BxkGpeTzIk4NeW0ctLSMnJxBCsOmV0YBjBEw4bfTkOGppCb22jpiZ3rd/0qXTdQVbnEdOjjP1yUXgkIElR0jaap5eNix9NylikkU30zys7Jvj4JFlzSil+OVf/mU+9rGP8d73vjdzm89+9rPU6/Xdv8XFxUd1evtiRAZF8ifVbFpwxEIkHb2cnuY5uW0eO5Jz2klaREzz/n3PsUUkrqoac5I6zJyHi+500Z4PhehHr5gdalaH8+XVaAPHQfs+urPfP5d26dyuvxeKRRbWvxUtv304l85REbssIbstJ0s+JO9DMcOCWJPbpDNrDuKJiRFJ8pnPfIZXX32V3/7t3x64za/8yq+wvb29+3crzr96BGTNYph+DvvNarEbJ0vIJJVsXAgtJjknR07OaSTLNRNPFplcPmi/eJu0aybZEZ+ETjLn6BDFAsK2oBtZwi2pOFvc6m/gugjLQhT3msnSLp178iwISa2iKCxOoxpNghdeQp+Akd4gIZK8PySJszfT28UMsqrcT2baSeGRuGZ+8Rd/kd///d/nT//0T1lYWBi4neM4OOnh0CMk6ZqBfspukqRwSE/rHI8G02IltoiYZmR+jp/H606SLzMnZ1SyhEjcrkexYqTTEbP2yWOpHm/E1CRyfo7wnRvIYhQjEqO1Rq1vYly8gJjamzmTdOmAoOGVEMBscRMQyANcOo8Sw9gbf5h2aWbV4hn1+olJpssftoLsSRAvR2oR0Vrzi7/4i/zO7/wOf/zHf8zFixeP8u0eiKRFI93BJsVJ2jWTDD5KNqzk/rEQiQVHEPQtInknm3NaSXeWth0JkbSgH9W1krVdHC+SWw4fT4SUmM8/h6xWULeX0e02OgzR7Tbq9jKyWsF8/iP7AlWTLh0hYK60wfnKSn+DIS6dR01sEYnFQtriHlfrzmJQTZE0WXFYo2bZnASO1CLymc98hv/4H/8jv/u7v0u1WuXu3bsA1Ot1isXiUb71fRE3lmQdkTjVKkuIZNUZibfJSteKhYjv566ZnMcPw+i38WGZMsM60nTnWShAsxml8JbLD/d8c04GxsI8fPpT/ToiG5sIy8K4eAHz+Y9E61PscemUipTNVGrVAJfOcZAUIrC//Set7oPSd0cRFenYxDxrpsev//qvA/CjP/qje5b/5m/+Jn/37/7do3zr+yIrEyZ+neXHy7KgpNOoYiGSdMfE1VkhFyI5p5eszjKeDBL2Rvlnkew0BwmXZFGzXIg8vhgL88i52T2VVcXU5MCU3ft16RwHsZUwtogkLebx/WGYayadiZZ1naSnVDgJ4uIwHKkQ0SfJ9jMCSWGRDDBK/8gx8fogyO5Qk8+Trhnf7xdryl0zOaeVQebgZKc7jCyhb6Z6pLy66pODkHLkeI7YpaPX1iMXzuR4lG7luqj1zYEuneMgOUFqUoQkLfBp4ZAe+KathVmv08tGdc2cBNFy/L/SCSLp204HGGVtm07BTadNpaOfs2JEcotIzuNGspMdRmx1FKIvyNOB27EwyYVIThpjYR7r05/CuHge3Wii7txFN5oYFy9EyzNcOsdB2jWTTIZIWsxjhgWrDhIaSUFzGrNn8knvEiRdK8ky7VnpvPF66IuJLLdM/Bz6nWoeI5LzOHPQnBdZJmTX3Z/iniS3HOZkcViXznGQZRGBwQGs6SKawxiWvnuaLCK5EEmQdMXEFpH4dZqkGycOTk3GlSRJp1X5fv953sHmnFayRm7Dah5k7R93xnFV1dhlmZMzKodx6RwHSYtIsiRE0jWTZtSohuR9KB3oehIExqicHNl4gkjGiKSDi2LSgarx83RZ96RKjbdNxpTkFpGcx510p5oU5rEY8bzBFpFR6yrk5JxEsrJm0nGEaTGSdc+JSV4LwwbLp8kikguRDJKumUGdYFKoJF9nKdTkcZOPkAuRnMeTdAbZMJ+31n2LyAmyqOfkPBSSQiR5XSSnBDmMayaZnjtoQJzc7jSQX/YZxK6ZQSV4YX/8SLxtbHqLrSHJgNYHMcHl5JwGkiXeh5G2FA7LsknWJsnJOW0krd/pdPZ0naph+2e1/0EWkWExWjEn6XrKhcgAkjEiWZkzpjm88ExSiKQDlU5SA8jJeZhY1l6Xy7DCZslthnXEcQpvPBdNTs5pIj2gzbIUpouaDXPNJBlUDfx+zu84yYXIANLBqrGVJCY9MVdyeuZkQ0sKkdOYVpWTcxhi68VBIiRZBTIr4j9JLERcN3t9Ts5pIFngL20tT89PlmTQsmTmZlqIJN02aQ5ylx4HuRAZQPpHTguR5PO0mTlpak6m+J6AiSBzch4aWR2Zbe8VGINioJId50HFz/KiZjmPE1nWi3SMSDrTchBZrpmTJDBGJU/fHUDaNZMUIukg1OScM+lONVkvJI8RyXncSI/W4hiRgwRGfA0lt0tXVY3JhUjO40JWfSnIrqSatU9y/aBg1ZiDRMxJuvfkFpEBpC0iyRkS03MDpFOxkg0tGaiULuWbu2lyTjNZ7TedfpvlnkmmtY8iROJrLRciOaedLNdMlsgYFleVfD5ovrP0tsM4CfehXIgMIGvSu+REdcn1yRzxpCk6KyVrUOXInJzTxiAhEouMgywi8TF8f3ANkSS5azPntJOMJUxeI8l7yTBhkM6gGeaaybNmHgPSwT5J10yyGmraMpI2qSVJCpG8fkjO40h8PcRCPa46nCbp3vT9vUJ/ECep48zJOSyxFSRpEckKHB3VQiLEfqtKUtCcJnIhkkFabaZNaXHnmhQryQmNBkUyJzvbvLR7zmknq7MbNJtoevvkKDBOyx0mRE5bx5qTkyRtPR+WJZYezKbdMUmLSjpJIus9B3GShH0uRBKkf/RB6btJa0ay+uog318ymDW2iCQnvsvJeVwIgr3WjvQkXzHJjji9T07O40pyrpn4+bDA1IPcNOkZ4CGvrPpYMGg+mSwhkg5GjbdLd8JJi0gsRIIgFyI5p5usiP3Y0jdKxH5sUTwofRf6mTMnaRSXk3NY0sGkWW0//TprMtVhdUTyGJHHjOQPnQ5WTfvi0hYRKfcXqQnD/jGSFpGT1CByckYlq/R07GZJ+sKzOMgnniYvapbzuBDfF5LxhWlrYTrzclB6b3rQm973tJALkSEkR3XJ9N149twspZrcL24cSQGT5ZrJA1dzTiNZQiS2iBwksrPcN8M6zryWSM7jQHLAmhYYgzJmBhU+ywpWTT7P64g8JgzKmkkr2uQ2sH++mViIeN7eYNWkQMnJOW1kxYHEFhHbjh6HCZF0p5uVQRCTC5Gc00x6EtVk9eF0XEjaXZN0vyT3gf2DgZMkLg5DLkRSHFQwBvYHq6bXp5Vt3Cl3u3szBbLSgXNyThtZrpl48rthQiQ5PfpB8VLJaygn57SRnhIkfkwXwYT9A9NB6e+DglXjffIYkVPMoGDVZGNJpu+m64ekTW1Ji0jSv50MVs0tIjmnkWTGWEwQRMtjF+SgOJG0aTqro04SX5d5jEjOaSQpGJL3iGTZhyxXJ+yfYDVrXVLcjDpz70kiFyIp0kIkDrpLmstiITKomFm6QcWNMN2J5q6ZnNNMViCd7/eFSDJtPU3c8aarFsPJGqnl5DwMkrEcWVN9ZImTNMnYkphhcSC5ReQUM6gYGextILFIiYkbSVKNDrOIQO6ayTndZMWIxIHccZvXer/QTmaXpWepjtcP4iR1njk5o5K0iKQt7OnHYQGs6RiRLCGSZ808BmTla8N+k1qygQyLdE42mqQQSVdqzck5TSSrO6aFSHLm6nhb2O/qTO47ikXkNHWsOTlJ4vY9zG2S5ZrJEiLxNkmrfHo9nK4CgafoVB8N6VFe0g+eZRFJF6eJG0JSAScrSMbbQl7uPef0ElsxBrlmku7KLFNzWoiM0mmepo41JyfJoBiRQfFTWfvGDBsEZ9UcGcRJsi7ml3aC9Iy7kG0RSUcsZynZrPiPQUFIuUUk57SRtIgk229cWTid+j5o/6zgukEdZJzCm18vOaeNQdktsL+9H+SaSbv/k2RZT04DuRBJkDR1hWG/Q41//GGumXibeP+s+I+sFKv4vXJyThODXDNxp2qae4V7TJbLMuvYWeS1RHJOK0k3fDJTJiZdR2QvGk2I1iGBCqPXAxIjDlPi/SSRC5EESXERV1JNu2aSQUJpk1myARlSge/jbzfROzsI1L4smpjcNZNz2ohFd1qIpDPKINuMnAxQHdSppsnLvOecVoZZRGKy239I1/UJQ00YalodDz8I0Docsk/EaXJlDpl4+8kjaVLul3TXBIGi62qabYXWFiBSxc4UBCE60OBrdDtArG+gWxbuZhN/5RbKfIrw7BhQwTT7M45G+z/yj5qT80AkLRqxRU8pxeZmk52GpFRSaF0B5FA/eLoOSXJdGttWrK1ts77Z4dyiwfzcNPI09bY5TyzJ4n0w2FqxV9iH+EEIpgIi1S8lhEoRKkkQhghh7Nv/NN5PciGSIG0R6Xgum42ARkfQVYrv3WyAV2K8WqRWtqP0w04HdnagBRob3dgiDFoIUyCMGUK7hCgUUdtt1K024e0yljVPt5u7ZHJOL0mLiNZw9a1bfOFLX+P2rVkEk7x57R6V4geQoo7W+8umZpWpHja6i49/44aN53cQcpkrlxb5qU/+IE9dWTyiT5nzuKKVQq+toztdRLGAmJpEPICo1VrT6voEocI0JOWChUiojbQQ6e+3/1jRNnp3vWUIOkKABoFASolG4/ohWktAZAr706TRcyGSILZyKAXbzS63V7bwm2B6DpYBlhRsdDw6XoBpVAi22gR3dhA6BFlBSwM8HzwvaiCGRmkJto1RclDtNsELL2F+dBaQuUsm59SSFCLXb9zlc1/4HBubO8xNXUYaRVRo0XXbWEaZZtMFSvtcM4PmbEp3zlffusW/+63e8Wc+guPUcIMmr752jeU7q/zCz/9MLkZyRia8vUTwwjdQS8toz0fYFnJ+DvP55zAW5g99vO1Wl6XVBtvtLkpppBTUig4T9SJF28I0JCUnEib9wafGD0KUEr3sskhQ9IkUi5AC0LEuia6hniAJQ0XH86ljH5iJc9LJhUiC2DWjlGbljZtUv/s69a0ZgmAMG5/x5huElz/EulXm5veu4X93He1PooVASwmmiHwuto0OPPA9AsPEDTSGUASGgffGNeTidXT5Ar5/iiRrTk6CftaL4msvvMbG5g5PX1nEbTsoJbELBgqBDhXLdzcYn+jg+zWUkmxsNLh7L8T3x3C9AKV8Gg2o10ukw9aUUnzhS1/bPX7gOwg01UqJp68s8uZbt/iDP/waly/N526anAMJby/hf/6LqEYTOTmBKDjQdQnfuYFeW4dPf+pQYmS71eXN2+u4XkipYGIYknbX58bKNu/c26RcsCnYJvVSATcYwzYs/MCn62k2tj28wCZEowRoTMBIBXcLiIwhiN5frFc0EIYhzY5HswN+IAFjd4PTdDnkQiRB7JrxNrcwrr1IpbHJPapIXUYoD+eNNxm7vop35iKVnbtsdmfQziSiN7zTOkB4LjiCUEgMv4UwTFrbLVRHoZRFZ+Mu/OEXCc5+iC4XQJ49lQo258kmtoi02x2WlteYm50CwPUCPLfN3bUbVIo1auU62ztNfu8PvsX8zEew7Spf/8ar/MnX3sCWlymXLxKEbb735hrjE/BDP/gM8/Mzu++ztLzKW2/fYm52CiEEAh0PDhFCMHd2kqvXbrG0vMriwplj+CZyTgtaqcgS0mgiF+b6rpNSEVmcQ91eJnjhJeTc7EhuGq01S6sNXC+kVrYRQuB6ATstF62jzBYVKoQQ3NtssrplUXWKbDZ9fGVSEFEbllIThCqypogQFfRiQujFH8KuEgnRaN1329xe3eHmhsftlSLtpoWnJZYoYJvWEXyDR0cuRBJE4lOh7txDbjexvBbS8NG2IBAGvhY4O+tMtVxs3WG7OA52NDQs6hZoidAK7YZoy8KmA7qAub2NBELTwi/WKVWLqHurdP/HMvpDP4KYmDzuj56Tcyhi8ewHAb4f0ul4vPb6O9iySBjarG7e5dzcZapljZAWbjfADwIsU9Nqdbi3ukatehatO7jeFp3uFjeWVnnz6pt03Q/zl3/qQwA0Wx1c16NUdACQ5jpC9H2axVIBd2WDZqvzyL+DnJNHGEZZVZ7X/3PdXnLAdgPvbQtRfB+iEbWns8VNqlY3EgST46ilJfTaOmJm+sD3anV9tttdSgUTIQRaa3baLoFSOJaBHyp2Oh5dP0q5bbkezVaADiwsaSG8EBEGSBVgmBpCiQpDBCGoEmiF7LZBKLSuohH4fkCoJFprlNI0ux7jNUHJ6xJ2PFyl2DFCJqplpDw9YiQXIgmkBNFpQbMFocLwXHTNRugQ6fvokCh4OS4q0qscKYXCFCFIgRISrXxkEIBlofwAFEhbgNI0i3VqEzWEM0F3/Sbd196A555D673BTTk5JxWlFLeXNlhZ1ew0XBqNDi9/9zsIIZgca2DKKp7bJQh8NBpDGJiGBVqj0LQ6XbZ3WlRKgiBUuK5LEARopVjb2Obf/tbvceXyBM88fZ5KuYjj2LQ7LtVKCSn7RUS01qysbNDtuuw0WiilcvfMY4TWUaXetKjwvOwaNQehXA+CEOFYIMCSAUXD62/gOOiNTXRntEI1sRXDMKI25wcK1w+xDEmoNF0vIAwV0jaxTANTQDtUyFYbud3B8jYw9DRm2MbWLoZ5FiEhGStiuh5WZxtRLKC1hdK6Z22JhEitscHUy6+yfWeSQNWoGC02rBlas7PANHvjTk4uuRBJIATIMEAEATJQ2LJDKdhmJ7RQWATSohD2Gq4WaCGQWmMFHbTRm2pUgtYCocLI5xeCkgam76KtGq1KnVa7TWOzQdcT+Ddvszl5Fmesyvx0lXq5cLxfQk7OEOLsle+8ukK7OY4pJ7l++y43l+8xMV6lXtEIQ+O6TbTyeyZliWnaUZ+owXNdOl0PraNOMtSaIOilKgL3Vjb4//7OH/H//H/8XebnprlyaZFXX7vG01cWd8X6+sY2V6/d5sbNO1QqJf7Df/oD/uLF7+ZZNCcYpbJFhZfQAvfjpo7Hb5YFtg2OEz3Gf7s1PCbA/fZthLmNKBX3H8h1EZaFKI7WB5uGRMooaFSaBkprlNaYQtD1ApSOAlcNKRAIhBQ43TbO6gbNoIr2PYTdG9SqAGGEoCRoBUb8RWiEVshAoWWA4bkIEZWQkGFA6atfwfB3CEtzKFECfKx2k+DGddo3XZg6HdfCEy9EkmlXHc9A2FGelQg0hU6Dqfab+JaHa5QRPjh+i7Ydmcm0NCgFW1SDLbQhaRfrCK2ASKQgBDoMUQpC20A4Gttfxf3uGkJfwtA+hoLq699juzLFVmuWd5+fZqyScZHk5BwzcfbKjVt32dgQ2KZNpVhDKQiCgJXVLWqVLerVIh23ScfdIQx9lA5otlaYmniGUAVs7SxH15gUKOXT7W6itCbwQzzPw3M9vvPqVW7dvsf5c7P81Cd/kOU7q7z51i1mz0ywtrHNy69cpdHqMDVR57kPvZti0c6zaB4xQZAtKuJswAcRFUJkiwrbvv+KoWJqEjk/R/jODWRxbo8FWmuNWt/EuHgBMTWaq7xcsKiXCmw0OtTKcjejxfVC/ECh0VimidGz0gk01dU7qLZGmmU0Ek0/EHXXeJFKLxM984/QGrvVomOVEDrEaexgNDdYPztJR0l8pQltA1UqYzRb8Oqr6A/OP1Ba8qPiiRYi6bSrdtOi5ZcQpoV2PUy3i2G4FGWTUNqEwqTmb9A0x3FUG9Bow4AAZOgjwwAZhlGDUlH2TYBFxynhFipYqkv93m3MIEBVTVwlsAIXY32N6T/9Du983w/xLS/kQ1fOYprGwJx0ODhvPSfnYRJnr6xtbLG2vsXWlsn0RIgwBKZp9W46GtdtsOa1CIIOYegShF2UjkzYWiu0ClEqQCCjTtvd4e7q93DMIgrw/IBW2+N7b1zn3/5vn+Pn/+aneerKIr/w8z/D//HbX+CrL7zC7aV7eH5ApVykWHAwDJln0TwgSTdIOsbiftwgMclJQNPCwnH69TUeBUJKzOefQ6+to24vIyfHo5NwXdT6JrJawXz+IyPfuIUQzE9Xabke69sd/DDACwL8QKE0SBH96V5RTNVsUGg0aKtiNGDVveBrIaOEB63o+WbYzdcl1icaoTWF1haeadM2alhum9rqXQJvm5vjF9CmQxC2CcwK0ilgrL41crzLcfPECpGstKugK1nzfAwlCKQNrotZ8JE6RCEIhYmtupxvfZdVZwEZhgipQEfaVqAAjUIihEZ6PpgWdquFbzpYbhcjCPCKJQhDrE4LgwDpGtTWb/FU+7/zxsc/yVdcn2rRpNBoYPoe5XqNs08tUq+Wds89nbdeLxVy107OSCilWFpepdnqUCkXR6pQurS8yrdefoPlO6tce/s2teoiQRgSBlHglJT9SkpRx9uNhIfWCCQiFTgnhEDpkEbrHiurbzAz9TSWFVsCBa7n8+r3rvHvfutz/MLP/wwAXdejVisz1qxSqUSxI92u5J13LCTjVCol5mamuH69w1e/ts3U5Hji/bI/VzxVw7DHQcuSk2SeNGI3SFpUxG6Q+83Uiz9v2krhOJFrJD19xUnDWJiHT3+qX0dkYxNhWRgXL2A+/5FD1xGplwvMTVb5bmOVjhfuxg0CKA3Nro/nhwRKUdpsYbpdhHQQGizVwVIuWoOpXKQGJcBSHq4sARpL9UMBQGMEAVIqkJEwsbwupdUGk/47iJJHPVyjWzAxygVku41qtU/FPC5PpBDJSrsCsC1JOXTphAHuxCRsQCnYQTrRkCCQ1q5OlVr1lGqkaqNnqucGj0xuQkc+chkElDfXUVKilcbodLBpIVEoxySwHVynRHFjjXMv/Dl3nnoXta11JlvbGGGALwzWzp6BH/0Y7alp3l7exA8CJtw2ZuATWBYbQUjL9Xh6YTIXIzkDiWM83nr7Fq7r4Tj2SBVKX/veO7x+9Tq+F6CUouuu0WrXKTqT7DTv9uqKCCAALILQRROJECkThQ96CCEJAhfXa+MFLUikJRqmgdQmpmGwvrnNF770VbSGza0GT11aYH19m0q5hJQSx4ZWe4PluyZPXzmP7dj4201c19tTqXXQjTcMH02F4yzBEhdQPEj8yF74WRBEf2HYd4s8DGuFlPtFhW1HwuKkCq0HwViYR87NPpTKqlprtpsuJcfEMSUbzQ5CK8bu3MbutPGKJTbPLlDZ2sBc2SRUEimjH6vur+EbZaT2ONO9zkrhHAKwwjaYdQQaSaJxit2k3t3Xhg6ROsQKPKa7twEw6WB022h/ieDPv4KwzPsq1PYoeSKFSDrtKkYIkCpEoOmYRULDpKI2eWbn63xz4lMUghZaiMiMJvSuf68nVpG9iYi0iErPCE3vUWMHLoEwqWxvoIXkvNWmW6uzYl1AA4E0sBBUNte58o2v0q3U2KnXKY2NYYYB5q1brP3n3+PmB58jCDVn3n6D6tYGtlZIx6Y+Pc3KpWdZcmxqJSd30+TsY0+F0tkpSkWHdsc9MLZCKcULL71GGCiKpQJiQxCGHvdWX+Puyht03TYQ3QyX7ryCYdqEQW8kl1ADuzUREBjSIlQ+y3e/QxC4hCpEKh8AyzSoVuvcvH2PIAj5w//xIuVygaevnENrTak4Qal4GcuMht+BE9BsurTbLlJE+xcK9u75D5vXI7ZqJGMT0nNA7Y5wEzf9eBLM5Ot4/+RfTFooBEHkConFRfz8YdQUMoxo9mPTjMSEZUXP09aK+PMnZ4Z13ehcRrEKZU1Df1oQUj4Ul0V8LzGkYG2rw8ILX2H+9Vew2y0AQsuiOT5JaFgsdS7Rpo7uDWFN7bFbQTV5bj3rerxM71kflYsQQiN3rycQWmF6LsowULaBqfyopPzdFfzPf3G3UJtWCr25jdqKCm+KWpWTMPftEylE/CDE9UMMGZXXtXsdmh+GBFqDHyI6bYTW+LYNQnKh+wrFoLHbU4leI9DCQPZ6Dzt0qfrrbDtnMJQXNZ5d8RpbVSSm0thBlyAoUuxso5Wi2NjCVi6m7yIUtGrjdA0Lv+NTciz8sSmctRWmv/0Sdhhgux065Rod26YsNPbSMmc3t1g1BK0zdSpFO/2xc04h8U0uvvHd718YKj73++/Qbs1w6fy7IzteCEUbLp2/wvKdNT73367z6Z+IRk7rG9t0ux6Fgo3Wmq3NMZ698nG2d1qI+fPcuP0iQeDvO99Q+YRetFwrhdYBINnYeoezM+/BcaoAmFZktXP9JgDLd19GA2P1WYJgk62dLr7vs3xnFYHAtk22G00+8J6nqFUtup0OVqUMQmAYklCFBEFAs9Xh3OJZJsbrB97Uk2LifogH0NH3u19UHGYKh6ToUWqvuMkSArFgSn+GpDiIrSeuu1ccxeed9ZgWUlmi6rAME4IHub+GucseZQjQoJi8IFSEocL67qs8/0dfpLy1sUdAGJ7HRLeD0Jp79UWiOVPjwnyyXy11dw9wVKcnMgSm9ikHDdad3nemwQlbBBiU/K3d+4ogGkSjQYQKhEa4Hjg2qtEkeOEltFKE3/gm3vUQz7UisVOt4QdTmO99z7EGtT5xQmS71eXG3W12Wi7NtothSAwpUEpjv3ad0vcaBG4du91EhgFOJ8AvFKnLDZCK0DCQuvejA+Vwg8nuLTYKCwg0tvaYcO+ikDStcXQ80tIKBJhKoQGpNJWtdQqiwaZzlqIfBb9KFaKFpL5+D9cpseJcAF9gBi6WUaS8vE6rVKUzeRHTAK0021JSnJjD2lgl/M5tVs69m05ZwdYWuF1k0UFOjCMNua9zOajzyZrC/XHjYdzok3/DboAPY8Qbv8eg985avrXdZmXFYqJ+mdC3QCiksYUQ0XhrYqzK8p01Xnv9Hd65scydu2v4foBlmZRLRXaaHRbmZ2h1brDdWM4UIWnWt97h/PzzSMMEBJ7XQukA0FhmFA/ieb2Ro/KRUrC9cxul1O73ZPXSIj0/4Opbt+m0Pd71zAXeuX6V9S2XSrmI1opmq0tx+R7zc9M8/31PgbxJecT4l/R36/vQ7UY38PgxzgZJC4W0UIzPO75hJgVF/Ji0VsTPs4I2H2XF5fRnCMO9bSndrpLbxsseBln9z/0Kp0H9W/J9RokLarldVjabNLpdNBrTgLFKgYWZKqYhqbz5OrNf+gKFna19VTskGh2GCCI3igBs1cVRbXTPEmEqlyn39u6+hvYjF7+IQwB69wwNQgeMu3cICnYkYnqNZNy9QzFssVS+EiVQSCDwUG9fR16+RHj1LdStW+ggBLGI7nbQzSZ6+S7d138f6yMfwPrkjx+bC+eJEiJxgGrXDSg6Bp6vCMKQRjtg6u2rLL7wTZblJVRxEt9wUFIilcLqdhC2iuaUEQZCBwihUYbECj0sHZmhpQ4QKM523ma1EJm45W78SGyQE4nnYGmPme5NFBJfRqNEDShXU1rewCpPYQRR543WeJ5D1yzQ7tqsy/ld/7sVSIS5CBs+d/5kG7Oxg+oVZsOQyMo6YnYWUamO/H0lL9z0BR0vi7dLdxJZHUm6Q46fx51YsmNLvh7U+WedZ7IzT3c66WXD9h9lmRB7zfPp840/Q7rDHhSzkBwBJ98n+Tp+nrUs/Z3HJnchYKfRxfW3qFbHETLo7ddCiOim76sWt+8s8/n/voLjWMxMjeM4JVw34NbyLe7e3aBSkVimolaewDKqKB30xIVip7GccL3EnyckUD6WNDEMi+3GMoVCDbTCNKMhnue3d7dXSiOE3v0eHLuCYRg4tk0YhoRasbHpcuvWFnOz86ysbdBstmm3u0yM17n0/2fvz2Msy/K8TvBzzl3farv5Yr6Fu0dEbpUVmZEVSRU0VDFZk8nSDC01QiNaUKhUPWiGvxIJVf4DQkKqPyghRA1DwQyNQKORmOlBDN1UFlUU0/QUZG1ZuUVGxuIR4ZuZm7ntb73rOfPHfcfetev3PTPz1Sz8fiWz997d73vnnvM939929RoC+B//zf9KFEa4nsv1ayv8yT/+R7i0snJgdjgqd8Ukf468z4R5te1HQ0w9L1v+IpE3JxVJw0lfj9rmuNdy1DbTzpt/P4kkPQuEccx2JyJNHRzbRQiJ1oo41fyhjFhoesTf8Vmt/SzCH1+E1Cmv7f8uC9GDA9XD0hl5X+l/wP3Ga4xs95lfiArG0btAZrKxaMVbtMOH3Gt8GoHiav8HDO0ZtrwrcOAcAAvRg2zcsBwsYlAaR8SQSNTmFvS6iLk55PlzJLc2SCKH1HZQNYdgLyb69vexBwHN/92feSFk5KUhInkH1ZmmRy22ebjXZxikqFRx4w+/hehHyKZCKIVAoCwra0Qqs79Fro+y7cx8olNkqg5JaxLN+eHHB+f0015GTrRmpf8uD/2rkCMheWz6V+g684fXJTC7/zC7fiCxbKRWuLHE3kuIZn0CMTOS+mxSYeEkAfr+AyIkeHWUb6FjjdoL0f115EWJrjVK7d1lNu8iaci/n7Tu8Pc+/fO0c0zCtO3z133UubWeTFDKiMo0kjLtPMddb66nbP20809al0cYtmj4nyaJ7JFCIEiiSyRpwmAQEEURs43XsSxBza2RJi4xDhK4ekFTd/eIA8XSvGB+RhGEEWhNP9ghTWI2Nt9mY+t90IooHhAnQ3r9LbZ3PqTZWMK2PPTBjQm0StFak6Zh6XdTry1wZeVLLC+8juN4CCAdNVApbUhcLszbyGULz/VYnJsjjmOiNGW+6SBaWcrtjbWY//H/pTl3bki9LIlVAWUz5JOYJp6mclgk22XLJ5Gosuf3aVxH3hdm0jaPc7yyYxbX58lG2XNe1m9N6rMmLT98Ds0wgjT1sIQEkZsIASpVbCQptn4d2uMD1uIu7XgLoQ/39fYoAmY5vENseXSdBQyRyP6nCBSOCrKxQylm4m3e2P0tPmx/CQAvHTK0Z7F1hK+Gj4wlThrgJgGLwT2saICKBOJhNobIG9eJ794nGTaJ/QZCCKQQ6EaDNAyJVjfgP/8O7b/w3zx3M81zISL/6B/9I/7e3/t7rK+v8+M//uP8yq/8Cm+99dbzOPUBig6qnjOqD4Dm4gfv0NrZZGC1s8gWaSFEihYWqZ1pGlaSMJyZRaYp3rCPNYqaacWbLAb3WK9dP3Q+W8UsJKtc6b1NPelSVz1Whrceua732m+xXrtBz5ohshoHppysZYrxWwMByaigURrZJG4t6yiVwNIaW/uI1Aa/DhqEif5yW+gwQqz3kcs1HsdBqdhRTBo0jyIH+f2KXv/5ju5xOvX8gDytc8yTkEnXalCcbZljF8+VHwTM9Z/k+znudZYtK35fj5IlB9dtEgYBnptV6Ex1Qr+XkGoBuDi2jePYJImi30tpNFMcJzPnNRuSh5t7o+ynWSZUrVNUksnI7VZGakZXyL21b7O9+yH31v6Aq5d+EqVStnZv0WouEacR0WDAMNg3V0uruYxj1/HdFueWP4OUNguzr2BZLo6TjwLLbspkq0QIbMthrxNgWxb1euNgGyE0vucQhEN2djs0Gh5CyIm+Bfk2WTboTdvnuMuPwuPs9zTIxicNJ/lOylReyJy0ESmuI0Cog+MmKkXECU4c4Q77OPHwUCfdSHa5OPyA+Xjj0HmMySXbZp+us4CjxunkVwYfYKcRNdUfhe9CO3pII+3wxZ3f4HbjM1goEILZ6CFXej88iNiErNVf6XwfqRWR5ZPYDtYwxE4TaLfRrke4u09NpsTKZiDaaCQxAg8Y+j7io3s0N7ewzo0LTz4PPHMi8q/+1b/i61//Or/6q7/Kl7/8Zf7BP/gHfPWrX+W9995jefn53WyxLkCUpKRKYQHn732EVArlWTg65FzwIa8E3yd1Haw4IbEstLRYu/FpLtx6By0EaqS9uipiNt7EUQELwT1W+u+x2niduWidlcF7NJO9idekgX13mb7douMsPrJeAInIMpRoYRHJWraXyHQVoUGlDtqSSASWThDSzeLUE0ApQuVkjV/KLJxyqOChQhd64+JAOmlWfhRROGqQLv0eSrY/CmUDsUH+1oqmouK2xZlR2briNU0iT8fFpO/2JNtPO2f57yJp1tuksSBOFJYtiSKFkB6OAGyBVhp7RLyTJCUYJtjCRyNwLI9GzSZRWW6QXAnc0fVolhdeAwFKJdy89tPcW/0DNrbexd/6EUHU4cHDt7OEZqPosnQ0Q5xtr9BuXQRAinFox/beWF0EUComSSI0MY26QxyHDIY9hBAkSUyjUeeNz79Ku9lAqRpaZ+YfTUh3ELK0XGN2pn1w2dNMb2XLi6Yw895sU7bcLMuT00nnmfb+8G9Zvm2ZWvGst81vc9x7Kh7vqPuctM209ZOUmzJMepb2+zHv3duiUXORIqusO7y7ysyH79PaXsff3kLGcZZ2XesDfw3I1HBxeApJM94FFLWky557brTdgHqyj0YyE+8wG22w7yxQTzq0km0+v/efAGik+8zHm9lYAAitS8cWORofUstGS4lKkuxLsCzCvX3SOMGthSypdVK2sticJCEBlF8jGfQZ7PdofdKIyN//+3+fX/iFX+Cv/tW/CsCv/uqv8u/+3b/jf/gf/gd+8Rd/8Vmf/gBldQG0hnq/gzMcoqSFlUZINCvhLVwdwsg8YycxqeOiLIk/6JM4LpaKMqVExWjgze1fJxUOnhpytfd21nnrsSE6Fh6RdFFYKGGRCptE2FwYvM9MsE7fmSGUdTQWSkh69hx9e4Z9/xJKWGgEqbQP/EwwzVwDWGMFxVKgrJExVZNRLQOR7RAIOMYDehSmkYGj9pnWiZxECXlSKfwkHda0bY66n6PucVJHXty3eL1F9WWSEiME+L6LZTXodAcMgzDLtSEFjmXh2BaD4ZAkycqWgyJJFCkOtrTo93ooHSOEJo5iFMahNDPSJ2lEamrLaEWSRiDAcWp8fPe3cd0GcTw4ICHD4S62nSkdvcEWYdQjSULiJOD2/W9N/J7nZq4w075ImjZZmL1CsyFJ0xStsht+sCaRF1u49jhNtxAawZAHa5J+b+KhTw1O+jxM2v6owXvaNpNImHlf5hNWJP2TtikSuvz2RbJWPE7ZtnA4NLlsIlJ2X9PuV2tIY4lKJEGgcWwY3t1g9rvfw4sCGCbElk/qN6nt7SGT+FCf2rdmcHSMYewCTSvZ5cub/xOOjjg//IhQ1omkn0W8jJ6LxfA+XtpjYLWYDx88+tugacW71OMOy8HtQ+s0ZKkjNEilEGmKFoJkcQnbkoQPt9BCYKlsImqTKZh2HBE2miRaI6VF6j7/iMtnSkSiKOLb3/423/jGNw6WSSn5yle+wre+9WhnE4YhYTi2GXc6nad2LcW6AFIIbEtixTGxbRN6Nfywz9X+98cJmMh+XCtNGLbazG2s4oZDlJR4acwrnT9kIVpHALZOsHWCBmz9aETB3eZn2fRW2PSvApAIm74zSyDrlJlJEmmjsYiFc2j92GIjOJiWpiIX05dCquHAJTbj0MLkxbFAZMr8Yw/i0zq4STOog+s/Qmk5KSapEo9rsz4pnmTG9bjHOwnyhCWDnznd+QmWCJCOhTXqQet+jTiJsKwsrF0pDalDgsCSFs26QGtF4qgREVHE8YAoHiCkhcM4MypAq3mOIOqys/MRGs3u/l32OvcRCPa7a1hW1uElSSZPLy28ihQWlnSYmbmEFJkvS6t5nkZtHgDH9nGcGgKB59URUpJLT4IUgjS2UblMrlprXFuxu+vT7R79nT2pn9LjHO8k2z2v45wVPKv71dohVefQWmfPUdJEpq+CIxBtBSbDx6zCSSIKRnRcFcKoF/bSPrPRA6713sZTQxbCVV7r/D6L4V06ziLL4V1cNWQxuIfn9NFCHsoTYumERrLL+eBjmvHuIbVldBVoIHVc6ukuoV0nsWziWh3nyhXsXpc4UTjdHnI4IGk0kVohwxDluITzi1j7HYLLl5lfelSdf9Z4pkRka2uLNE05d+7coeXnzp3j3XfffWT7X/qlX+Lv/J2/80yuJV8XoNOPqHs2UkAoLVLHpbuwxPzGKm4coCznIGLGSmKUlCSuj9fvoaVFalkIC1aCDw8JC9veRfadZa73votCHETMAFwYfICfdLBVRCI9dtyLxGKAJUK0yCoumjTxmZOTZsRxMxqijTuTjbJstBRg21iuh0Ahz19AuA7p3fvoKMyS1QjQpplqIIqh5iEvXJ34PeXNMkWCUPZ+0rZlx5t0jOLxpplyTkI8jmM6Ka4zZpdHB/DjH+NJtzspTnrvWkuEsJDSwZTjApC2gyPsbCcpsEYlyXWqcRwLaTIDW1k4oVIpjlPDV23SND44jhgR5SQJD6JqICMRvtdmv3MfGDuqOk6dm9d+mvqIbPhu6yDfiBCSZmMZ2/IOjm3ah1IplpBIaWXO5WSmV6UzLm6N7i5NU2zLQQj5XLKoFnFccvm0SejTxEnNg8/jeE8y+TjO8Ux71lqgUoVMJYklcsEJarSNRSKtg9wf5mCRNKZBCKVLO9pgx7vAYrBKz56lGe9SS/rUk87IPCO4X/8UV/s/oB1tkUiXLW+FodXi4uB9zg0/ppaWS3oZCXHQQjKbbjHXe0hUq7F37iJerBCuz+aPfZbm++8xe+t9vM4eyvGIGk2SWg1/d4ehXyf67Odo1r0n+yIfA6cqauYb3/gGX//61w8+dzodLl9+elU0Zxo+r11aOKjTEieKYWuG3twC7c0NtlauMvPwAW4YYKVxJmtZNkGzRVSr05udp97v4vV7oB5t9fvOMkpIEuFwp/ljLAZ3AYikj6NCVoa3WBneIhEOA6vFQ/8Kd5qfP9g/Fi4c6Bj6gPXmX/edJSQp2nKy/CCOjQ4iLKEgTbJ9bZHFkNs2EbXsSEqB4yJwkIMU7EeLQjxJR1jWKZTZw5/GuSo8DQjWN/oEYYDnZnGpWYtIGQ4DwjDGsiSu55CmKWEQIYQgjhOyAnYJWmc0d79zj05vA3Jp2lOV0O09YHf/7sgpNVt39dJb2JbL2sb3D65EqYRef4P+YKv8SoVE8GiDsR0Lz2kyN3MR23HQWuE6WQK2lZUlpGXTHQTUfI/XP3WD+Tk5dfCapnIcd78nOc7jbJNf9zjP1LNS4PIwfcFRE4PjEovjqFFFZ+OyCVFx8lO+vUWSJoS9ELm/l9URS8FKIiyZIsSogq7WyCQbM0SqHmmtto5oJ7sshmtcGbyDn/bZcc7xYfuLuHGfptrHV0MS6QCCWHok0uWD1k/gqIDLg3eBkDJoIHZdYttD+V4WbKEVQunsenb3WD+/wuryZdyLV2ldu8n8rfdo7m7h9Hu4nT1S28G2LObv3kKtnnvuIbzPlIgsLi5iWRYbG4e9hzc2Njh//vwj23ueh+c9WzY20/Bp1z029wZEcUrNc9i68Rq1XuYr8vDqDZwwyArUxTFhrY4XBqSWRb27T4ok0Q6ODh5pbFmWOzny6YAd7yKr9ddwVcB8uMZsvAnAlrdC35knwcFVmSISSo/Qbky46vGZpATt+8h6DWHZWVC9JdGWhDRLhka9AXGIirNo9KzCkgWWg041OtWIkl++2Kk9C5NC0UZb9nqUj0UZwZm0f9FGPOkcx4lWexaKxouT0SWuW+PDj7bpD2Pqvoe0razEgQxpNCRzc212dztooZAyIooTwigkijNZQQhI04TNnQ8Joy7DYI+dvTsH5hPXqVHzZ4jjIXEyPDizySGSHcMiTWOSNDpIcpaHEILFuRulDcwaJehLRhWvzy0vEEUR/UFAr9+n5jksLbR57dXLLMzPlPo7FF+P06bKno3jDHbF12nrits8CxSv+ahrPMn64rbHzTkCk3+f4vuntW7attl7m3RrSLz5MTpRCAkyzszvyvVIhQSVYodB9vzoPBHRoyRmA5aD+1zp/RBHh/TsOfa8C2zUbpDWBAvRA671xuT8Qf0mqbCJLJ897xyKrPKMxWFJTwOp7fCg8RohDa53v0PiuES1OpaKae5tE84tsP3qa7iORGztEDcadF77FO4PvoPSELZmiBpN2jbUNx4cSgn/vPBMiYjrurz55pv81m/9Fn/+z/95IAuJ+q3f+i3++l//68/y1FMhhMB1LGxLUvcs9mo+21dvMP/gPv6gh1ApiV+jPzuPNxzQ2NumsbeDEwb0aHK38RkuDj6gkY4Nzh83fow7jc+xNLx9kP69a88DWdXeodVEjZKZzYcP8NUAjWA5vIsWghSLgT2DEpLYsrFTPfIHGUXNWBa024hzF6HdBvbQGtKdPeT5JeSPX0Z1+yT7d9BeLcu+FMVolSKkBa4DcYwOQuzPfQHR8o5lSimum4Snuc9ZONfj4klnoEcNotMGz0e3bbC0vMQPf/QRm1trxEmCY1ssL83x2c9c5+0ffsQg2OLc8iKDYcj91U0Gg5ggzCruGrRbF4ALxPGAmj8HBVv5IOgcIiKGWHtui3NLn+bBw7cZDrdxWpceuV+tNYNgh+WF1xHCgpGxEbIQXsuS2JaVOS9So9WwuLBc48qVC7iOTb3uI6Vkb+/R73Da+8PXUG6mzC8vvs9vl38t2ze/LH8d5b/ZdAJ1VJRYfpviPRavM4+8E+dJzJb5809STSd9zu87bXnxb5rTq3mFR5MDlv0BsLtN+sF3SZI1VBSRej6WiLH6ffQAIq+GVAl2HCPj+KB9SuBq7weHfAYVkli4rNZu0nGyWjeJcBhazQPycrfxKTrOIo1kj0DW2XOW+KD1JhaK2eghs9E61sgfMbGzqMhebRElJGnkYkcRdhyROi77i+fY/cKbCOD6t38Ha30dHUU0OnvYKPpXXkHX6jRsi9l2DelYqPtrJL/3beTFC88tn8gzN818/etf56/8lb/Cl770Jd566y3+wT/4B/T7/YMomhcF25LUtjeZfe8dFtYekIYR2raJmi12zq0QWjYXPnwPv7uPTBLsJEYohXayH14Li4HV5qPWj9OKtuk5c/SceVJhj2S0bBuAWHrsu+foO3PsuufZdxa53v0ujfSwM64O77FXW+bu3OeRSYITh6haDd+xkO0WWDayboOIIE5Q3R6y4WN95gqyJdHNBsmSj9p4iKzPg2uadgo6QXV2kOeWsVcap8I0MmlWOe19/vPz3vZp3OvTOs7j7msyU47/5nnlyiznFkOSJMWyLWq+x8P1kL3dNnPtBdLYwrPh8kqd7Z091je2SdJHU1kOhrsMhlvEcUCcDInjIfXaPEvzN7i3tksx86plZZWvfa/FXmeNvc5a6XX7Xpu9/fu0GssIKZDSwnN8Fuav4HkejqWJk5T9/W3OnVvgtdcuMtMuzyBsvgODSRL+NKVg2rKTmCGPmqU/LUVkErHJL5tGbopE56htJh3/qL/jpGyfShiO+T2cBForko8+QIYB3tUV0tU10jBAWTZpvYbT71AfZsUWs5uI0dLOSnLEAZYeFxwKrAar9dcZyAb73nlCyydFEls+gW4epLqMZI2OM099FJ4bWE22vUvMxhtsuxeQOmUuegBCZGknHCebzFoWQa2JdCK8YZ9eq817X/4TLIddVr7z+zSSkGRmljCIYHsTrRXe6ir7l95k6QJ4bkY65MIcanUVvbX9VAoDHgfPnIj8xb/4F9nc3ORv/a2/xfr6Om+88Qa//uu//ogD6/NGbesh5//gd0n390lnZ+kmIOKI+v4uC8OAxLapdfawk+Qgu6oeqROR9NFasFa/yVrtNdr2JvVkH4VEYbHprZBgseVfxFaj9OyAwiKWHnvuOdbrN7jR/c7B9WhAWRaD+uyowq9i2GzjXLqAHvSRn/sMbG2jtndG5hgLubyMfO0mYn5h1GFJ5Kuvove7qK0dRKsJjg1xgu72EDUf+epN4FFb+WnASTqVCtkglabjImv5Ymt5Sdxsa2A6/HEackmzWTs0S4/TiCjZpV6vZzNIEVL3Qmp1iSbl7Xc+ykwigEl7vd9dGzmijlHzZ7Esl7o/R3+4jT40cmfh7SaMtwyt5jznFj9NqhRR3ENKiZSS2XaLWk0SJwFhpJBCIC248co5lpeOX8bA4LiDXXHQPO6+jzt4FvG4BGnSNpOOd1ySUfaah2lP+eMe18wzadm07+Ek6yddcx66PyTdsBHeFaR0EMtzNDqruIPdrAZSrY0EtOcR12vI3T20EFzq/5B6uE8qJZbKasxE0s/6eWGjEPStWRLLh5whR41cYPfdc7TiXUJZI5YekVVDRKBFZvoXo5sQQiPTFJ0onGhAvbuXfZYCPwhYWL3L/M4GXjBEXVpBCkFdJVhS4szOogILPYSIJg1G5RY8D72zix4Gxa/jmeG5OKv+9b/+11+oKaYIrRTJ73+bRhKyc+48idLUHM1QSjq2S3vjAe1+F+U4yCRmt3GO2eQhjo5QWOx4KzTjnVGjkibFDAJFaNXoOQvEwh3lBQlxlHEymj76h36dhtVhpvNtEsel07yIF3Xw0oDhxdc5/9mL1PfrWTjuhfPI5aUS6WyB9OpnSH7vD1Cr76J7McJxkK+tYL/1GaxLC6XnrvDiofW4FkoYjv+CYHKdj/x7KceF1PIdt1lviqvli63Zdrl03t5WfOf76yRpHd/N+3QIlhbnaDRq7Hd6o/0Ug+HOIyQEoFFfZOXCGygV07+/jee2DqJlarVFmo1lhsO9id9Jf7BLp3cHpQVhGCGFxrIt5uYjrt9o0u8PiZKYOEpIkpg/+Sff5NJK+UA6aeZfvPcyZeQkf0/rGMWSC8cdPCfhNE0+pt17vk6TEOPXSd/tpCKEx72OaVBxgkoUouaglQCnTrB0lTpN0iihH0S43S5CCnA9rDTBikKcIEAIgbZtdJR5eKiRY54Q6mDsUBmNQSG52/gMfatFO94GIJEue965USqHbHxRSJQYx2MKnTmB74pl6roPWhN5Ponr4UQBr3z/95G2Rbq8hFKanXSBtohxbQtbK+J6Ez0YoocOmMc8DBGOg6hNniA8bZyqqJnnBb21jVpdwzu3xILtsN+P2A8lluiTCoh8n/b2BqlyiT2fdecm+3qZVryFHDnqpWKcp0Cg2axdJhY+NkEWSeCdZ2DP4obrh7bLw0SiGyqRReukDNuz9GdmkWgau9ski0uI3/1durvbCEfg1HzkykXst75U6lBkXVpBXryA3tpGDwNEzUcsLrzQMs+nEcWB/biVdaetLx4/Xxq+TLF4XBhFw1RxNX9lVVyP8z3kjwuwuDDDhfOL3L23zsXa4jhqRWiSJCQMByTJkFQlKJXS6z/Ec1uE0eFEHfXaHLY17tBm2hdIR0pKo75EzZ85SOHueS1mWits7dxC6wSwuLD8OTy3hmVZpKlCKYXnudy49hpazVGvQU1rHqxvceXyeeJokdu3T3b/LxueVHV8XAXoSRWk4x7nadyjgXoYEa5+G9FqIQq1irSG7Y1tVH8TN02wHnRRQYgMQ9AKJSVCqSysNomJhE06YlTZ5Y0vMhU2q7XXiKwaftonFRYp2SRXI0FIQqvOwGplBe4ObjBTz6WGyKplarrMvojE9bGjCK8fsr24jApSdlOXSM4z02whgj66KSBW6CQBsvpMansX65VriMXnN2l9OYnIMEBHMcL38KTESnx2Bi3q+j62GJB6HkKDlaRENQslLbbrl1FDSUPuj1LsqhFLBXTWWAKrhq/UQfht1r/rUSzNYSRWNhWVWpOO0gIKrZFpTK2zizuqZyMtC7fTwWu36c0v0mk2WPAs0o/voLe2J3o3Cymfm32vDMUZy5MO8Mfxun/WM74isci/f1zkO07Hyaq3Os7hiq750uRlf8ZUULb88TtkiWVf45/9y+/z0Z1bXDy/QK3uMxwE3Fm9z/rmuwyDiCRJ0BouX3wT2/Lp9NbY3b+HUplt3HXq1PwZXLc5+g6z7I3jTlhgWR6N+iyvXP4ppPQZBlsMhjtkdWFsLMvGtiWWJQnCCNfNCvelKiUOY3b2ujSbdd5841Ojgn6Tv+uTDnZPwwTzIgbQCk8HYnEBuXKR9OM7yNpFxKEfSNMc9tm6dAn50Uc4/QFBewZh2TjBEJlmMw6pUsJ6i80L15E7EUJpQKMFIy09S9WgpUQhCKwGQ6vNln+ZmCzpn0LQtReILJ+B1WJgz1AXA0QUgSbLvG05fNT6Iu1om3O92/TmFhjMzlFfu0dt2KffdEkSRWyDtXIBcf8udLrgLmQlQAZ91PYustXEfuvN5zpxfSmJiKj5CNeBICS0Hba6EKdplpbdlmjLIvJ8nChAqGz2Fts+WsrMRiclSmRNCJ3JbrHw6Dtz6DiTzkBk7BQNQoKGFIt0lMdSpmkmqyEIWjOktkNt0MMZDCBJiLUiWDqHlyZY/R5YFu78AmGqSNwa9spFkvsPSH/nO9h/9gIaSZpqesOYOFZIIfGcLCb9uLP9aThNsu4kHNWJFwdsIQ47bhpikaaHB4biYO95UJtQyDU/gOXLwufLw5+VwebVm5f5+b/85/jmb36LWx/dI3y4g+c6fOrVq3x8Z43o4Q7gMjdzDdvyObf0KWr+LEkSsd9dxbFrWcQWjLKkZknIbLvGpQtfxLLGquK5xU9Try2itcYeEfMkiXnw8LtcvXKeMNZsbWdF92LV5rd/5x1qNZ+rl8/zxTde52tf+Tyv3nxxxLvCJxNCSuy3vpSp6PfXkAtz2YMchqjtXby5GRbf+BzB2hqJ4+DtbHO79mMsc5um2gUg8ut0F5d5cPOzzNy6T5LYRKrG0G5kxUqLIbmjZyURDrFVIxUOsfDw6aMRbPpXSNwa14c/QAiRq/KbTY0HziyEI6o/M0O6tY69vw+NWWxbYluSoVejduMGvLcKto3udtHxAOuVa9hvvfnJyiNyWjFmubfpNOeIUwtLCkg1aaqo9bpsXr7G/Poqbq+HtBO0A7HjkSYj7duSqFGpXCUFse0zKgFjzmJyooLWKCH4cPFN9t0l7DjOpDPbQVs2O94Fdv0VXo9+l8R1s4YlJHpxAbm+TjoziwwC4q0hdxdfZd+q4doWuraAvj3E+V6XoV9je3/IIIxQGqSAuueyMFOj7j2d2gHTBlAzq5s2cz/uTP5xZ/Naj/0r8q/RqOTPUYTLmDrK7tkQizypcN2zRSweB6/evMyN6yusrm3S6w9pNmp0un1+9P5ter0hgwHUawvU/DYg8L32wb4Xzv0Yvjdz8Hlu5gqzM5eJwi6O7R9kSwVIlUIIC60T4iTNKp+S5QqJ44T9/R5KaW5cW+Fn/vgX2dzaZ/XBJo26z//2T36ZV28+vcSHFSrkYV1agT/91ZHf3Rp6ZxfhOAeDtpMqbFcSuw7xMEACA2uO2WAzU8UjTXNvm/ruLgjBoD1LX88RJDNYSYIfjwrkjbx5M3dVDnxKNIKeM8dMnNWK0VKiUrIJq+cj44i+1cIhzvxIbIewNYOPwkojWFzEcj1murt0GpdxpSDu9kjTEHnjOs71n8Jd8fDO2S/MhP9yEpERy43WN2FtDaf1SpbJNBhS62+S1Bus//ib7Fy6xvVv/w5OFOIQIoBhY5bIq9P3FoiSGkpYkAjSUaiuFiJLaCaMFVCjbBvluKQ6BMvKUl7rrFqjArbdS+yLJXQ8CsXSkh3rPO39PiIKEZaF8jz83g7+3ADfdvDsFGSKGHRI1T57QYCyU+YaVlZBVacEUZcBA1YW55ht+Vn6+J1tRJj5jcil0+03otSYSJQRi8dRafLEIm/+eFmIxeNASsnlS+Mot3v3N1hcmOXNNz7F73/7Q/TITGkyrS4vvo7SCUKIQ6pHo77EbGuFobOHtflutr3WB3K3AKQUWSr5rE9mYW4Gx7ZxXIcr5xb44o+/juM4XLywyIXzC7x/6x6/8R9/l1dvXp5qlqlQ4Ukwze8uXd9A7+9jaUU4M4NKJLHtk9bqpAhkHOIO+7Q2HxJSx1IJCFCWjZI2jg7QaWaa14KDPFQK66DURzbnHUVuCpltIwRhs43THxDaDZStEX4bYVswrCGDAdb+LuGNVxl85rO4b7+D3AhwB/tYso969RXcL/4UtrqAtQxy/sV9vy8lEYGsYaVf+ZMMfuu3kTshVriPpwd0ls+z8+qnGc4tsNeep9eaw/lRl2ToEKk6wpUE/hx3V75AfW0P3fPQqY3QAsgaR+o4KGmhpCR2XSSCREqSNOuU5UiKk0qR2DaJ08bCBsvFshL2VZu+bFPfWUcOe8jBkNT3cBFcs9eYa6WZF/lggPJ73POGuA4sNtzRIJrVPGhpm04/YrvXZXG4RfL73yZdXcv8Y1xnqsPrs0CeWORJxdMmFvnXx3HerDAdKxeXuHn9Mm+/8yF//I9+gffeCxBCHqiBtu0xP3MFS0pkziEvUzwUjuNTq9WJ4lH+BcgiDFCko1BHx7GZn2sTJwn97SGv3rjMZz99nfnZZUyqayEEF88v8MGH91hd2zxElipUeNo4jt+dEwxRlmTgzYHKMl8LIVGWRCqBLRVeGCJqeqSUW0R+HTyQQUJqOcSejxaQjsyaCIEWFhKF1pnJX/seSjTwVMKwvQCOg9QDUsATYEURRDGq0WLw2c8RnztHsLBM/4OElB7RbMzcG68htA+PBrs9d7y0RATAvnyJ7f/qTzBcDdnZTAgXX6HfqGXC2IiV9uaW6H/qGqKTEnoB0rfpDxepL+zTUXW4FxPpJjEOYtRIlJSkrkvquIReEy8YENAGS+LqAGtU8lkhcVHIMEEQ4gU9pFBoqw2OwkkGCKUgSbDiCG07uEJlJGTk3ZxevsyO61P37IIjVdZR132b4M5dBj/8DtZwgFyYR/geBOGRDq9HwRCLPKkIw7Hz5pMQC8ua7GNR4cVCSsmf+tmfZO3BJrt7EZ/+1CvcvdvFkhZSZHzEsiwajRqNRu2gHVgyc+MGEMLGkhEIiRSS9kyDeq2G789jO5/h5k0fz3W4ffcBb7/zEZ/79HXm5mZJ4kUsaw9p9QGo1X3Chzv0+sPyi61Q4VkjjBAzM5Aq7E6Hh/NXkQJ6vE9f1lkW91EyU8UdBalt4UcBwlZkpRk1VpoQ+z6BN8PO4hWijoc7HOX1QKNsh7RWIxUuqfZJ63PoTg1UyvDqTVTQhDBCD2JIY5xwyGBhkc7P/AyJydklJWmjSVc6LKxYNOse/f7oDC/YB/Cl7tYbvsNMs86maxO0NK0FnxqKME6JkszrX+ssHCqt1YjaNaQANQTfsRnOzTEYgtcJSIc+CoHCYbiwTN9bRg8ssCziRoM0tJBxiqMibBKU45JIh1ocEwsHpI1lAWFMYmdFyGxLk1g+VhAikxgEyIcbqLk2emcP2WoSvfHjqChLdV0GS0DtnR+iul2ca5fHZKVeQ9YuHkrnq5GlPhZPk1iU+VhUOHswjqy/9u//gLv3BO12E3BpNWeRVo0g9BkMArTOTC1CCGzbQuksnkxKO3sVmrnZNj/+YzfReglLtrl5400cL8uyennlHO++f4duf8jc7BKZsXPcaIaDrGhfszHBe7hChWcMUfORM+0sZ8j+PtbIC35LXMjyTKW3ceOI2s4uSliEcw1sqbBGARIShfY8UqeOFUS0hw/Z5SKJ66F1FvigbAfttwncc8jFK7hLKbu1Feo/+B6qH2e1xloNQm8BLwmRF15n6yd+im5rgXqSZr5WiWIYJjTbkpWl1iMT1xeJl3oYEEKwstTizr19Uh2TpCmeI/HdrKYFKFxpk1gSJTKHOi0yr+NmzWXQA9Gok55/jWTNQneylLuuArfXJVIz1AZ7xK0Waa1O7CU4QiJFDZ1skfhNkMMskiZNMDp1LH2kbRFYi+zJOa6qHyAsmYUJP1hHzc9j37yB/dabJAtLyI83SFOFLKuou7ODv72JPL+IEIK9qMFmOHIo1KD9BfRHQ5zf72as/sjvLHu1rMk+FhVeDrx68zL//coK3/72Prdu7fGj97aIkwGW7bK53SFNFWma4joW87MtgogsKk3btNszRFHCxfNzpEpiSwvb8dDKQogx47UtyexMi53dDpcujsLcRcaMtdasrW/zY5+9wcrFKmKmwouBCX5IfvQ+zMxkEZmhRtpZIjIrTTNzis7GlNR2syq+lkTZPkPfx5ER/u4+iW5mgRDCzpKdpRIsQVKbwfrU5wm3XawmpHMJwZUG6cwMwXfuIR7GWGkfKTTiymWaX/2jXJsbV5pXYYLWkqbvcnXZZ6bxbIvLnhQv/bAx0/C5dk7Q6+4SJymgkVLQ9F0SpRj0BVIIfNdhtikzhSS0idIBYOE4EtvOwnStJAQS8Hy0XUdFLjLQ+Pt79Jot8CxsoakN+1i2jXj9s4hwgyRoYKkoiwkNI2KnDkqxYZ8nkjVEo4FotdBpAvsdnLfexPnjfwwhJQ2tman77HSHtBvyEMvVWhN1BnhaYTfqAGyFLaOOAyBcG91PsdKQWuMwqaiIRYWjIKVkcXEOy5rD8xd49713+dEHd+n1d/F9j1arQbPeJFEzdHsa33fRKC64S1y4eIHXb7zOe7fe497qJkuL5qijDDxa82Bjh59668cYBiG372yzvNDAb4T0+33W1reZn2/zta/8ZOWoWuGFwQQ/qM0t1NYWBCEacK2EMMrCALVfw6R0IE7Qc23sIQih0MKmtb2BjjWWXccLelheSOrUMqUDcFVCa2kRZy8ijqMDdTo+d479L1wk/q7DwG4RXVzBu3YB65LFDNCue/SDmCRVaCVZtx2atdOjhBhUwwzQ8D2uX5gjcCKiOKXu23iuzTBM6PWygGzfkzi2JAo1UaJwLIFjyRHTVVi9HgILLJfEcrESnRXomp3B6nfw0oS2Cpl3U5ylWaQdkV5sYPuz9G9fRZIgF15B/fAd8D1IFLvNqyRODSnvZFJECNq2ETOzB9EuRtXphxGdfkTdt7EsSZoqBkFCs1mj1qwjwhDqNW621g/dux4M0LUe3s0/glx+Ed9+hbOMUaJIAObnmvg1n8X5Njevz2HbNo41g1IOly9dYH1D0aj5LCy1Wbm4zM0bdYJAUqu/yu5ewN5ul1bDIXVSht0x0fhLf/FrAPxPv/Y+q2tdHmzdxXMtfuyzN/jaV36yCt2t8MJhXVrB/TNfgyTFfi8kxsWJeqw7N9lpvcJi8gDhuPQb53GUwpcSYduIOMSLezhxSGT5KCnRlo3WEitRWRF1LZBxihwMqPk1QpUwDCPikckliCGybLx2i7kV/yB3D2TjQ7OWpW8YZY04laiICJnTZaPmcfPy8oGU1R/GSCk4N9NiX9n0+hCECWki8R2bK+dm6O0HhFojh0NEFAJtUBG9fUGcpthiiKV7CNcF28G/sUTzSg1QqG/9LkmgEDWRNTxhIecWUa6XZdWSNqnjgzVKjqY19PuIZhN54XB0wEzD57VLh2U4KQXzrRor1xbx1j4qzQz4otL5VvhkwWTQHQwG7O51WF6cp1ZPUVqSRKPQ3FEobhwn2FLSbmXF9Gwbzp9b4id/4g1++M46e92Y7f1NhNV9hGj8139qhY2NfRaW3qDZqLFycalSQiqcGliXVnD+zFdxNt4jVh62tghEk4fyCov2LsHMeQbWPLVwP8tnJCUiDhAyRVgWtm0hkcTuLAk1pM6qpgMorRBphGO1aDR8fF8RxllfH4QWrm2x0HZp+M4Ldzx9HFREhPGMbqbhH5KybEsSDR02fNjdT/BrmjCQ9ByLhTb4Tsp+qhCjdNYChYxCRJwQ262soWmJihJUkmDpGGfhPForovk5ou17xO2so/asGNGow9ICekeDpVFkKeB1EsNgCArsz3waWRJCVnbtDd9BCEE6JTPgi0jnW+GTAyHGSeLiJCZNUhzXBVJUMoNWNYypxfFcokhlvlajZ85xsv1nZ+f5whuzbG0HXLq0yPXr8hGioVRmBvrU63PP9yYrVDgmZL2O2/IIrDnspeuw5hPLeaSzgBw9LJHwUdJChFkCMmwHmQqUVihpYwqCaCxEkmSjtJBIJyMZnuNwabnN5Ws1klRxR1uEOzaeczy54zSqIhUR4XC2zbyUBbAzzH64mudQ9zOCarJ+zjR9trZCgnRUfzeJQaUkloMUelSAyELhoFMBWw9x7BWSVCJu3CQd7NK7dx+tE1w3huEQq16HsJ4pF8mooQYDkBbWjVdwfvZnJpKG4rUbHJUZ8Hmn863wyYJ5fjzPxrIlcRSPfIsyNc8QkThMkEIepHA3mXVNen2QNBt1rl2tc/nS87+PChWeFGJxAXeuCRsBXJpB7PnEgyy03NERxAlxrYGyHFBxVq3Mc0DbRJFDIiykyB6oLDN3AiiU7SHbTfTW6DxC0PCzvFEbTydx9gtFRUSYnvbbrDMsMr9tzXWZbQoSBV2ZItIELSUCCdIiFLXM/JFqtONiBdvYg30Sbw4xvwBv/gTBhz7cSamnW2jRw/rsZ3C8zxKvbyEfaFrpLnLhIvL6dZwvP37ysaoib4VnAVOvR2uYaTeYn5thfeM+/iOVSjW7+z0WZj1c1zm0v9aHCwdOmrGdRcm5wssFISWNT19ja/ceycYuwlsiDgPUzh7S20f4CyRei7QXYAkf5QCpRng+Is7qsWuVgoAUsFUKSGg2kZY89AyY7MNaZ4T+LD8fFRFh+g9oiIcZr/PExMhkszWb/VZKFHQQZFE2CitLXx3FaLsJXg0rjbGTELzsOHJhgeHcH0eqiNnLs3ifex2xuID9vmS4/ArW4pCFxT7+q196KqThRVfkrfDJQ940Y9uS129eodPdZO3BFvPtNkJmHevDrR0azQZzs60Dc0uecOSfs6NqGlWocJpRW1nAuukQd3o46wmxV4OaB5aLcD1SbUGrjuUtoDp9dBAgmg52A4gkOtRgKdAC4ToIywbn0dQM+XHrOEND2Th3Wp6niohwPCJSpogYRgoCq1ZDukN0mkIKGg1SI2ouujaLSiyELXGbDqa+EUC3KxG+T+uqj1weHz8MJaLRYPFTDWTlR1rhFEOp8bMwPz/Lf/VTb/DDH/2Izc0IKSKkUFy8sMznP3uD1fv+I51m8fmrRLoKZxmOA6LVJn7tp6it9lF9hfziq3hrDvYDiQxdUsdD9CRSS3SSoAddHM8DaaHqbUgtwEXO+oi+Varap2mWzwnG49NZVUUqInIE8kTEsiYREcBxsDwfFYbQaCMTH6EdxMw8KnbRwxRraQZnaQ4ejiMNwqxsBr6fvY4SujIc+aYcI8dYhQovDMY0A9nzkaZwbnmBq1d+inffG7B638b1BG9+8TJCSFbvj4lGvvNUaux7VTZLMx2s+wmwh1f4ZMPkXlJK4i+2GEiI2iCH2Z/eA52OKo37HmpuFhFGWIMeKIWSFtLxSO0a0nWgPx4voHxSfFqUjcdFRUSOgPnxTXn6oo0ORjNCZBb1EqeoKAa7lhXCixPUIEBbM1jXrmHZh6d7hojURiZ1UwAuiqraKhXOBvKKiIGUklazie9n5EHKR82c+Rmd2X9Sh2rITkVEKpx2mD47TbM+HLKJZR7GrwNAOz5y+RKeChC3HdLZixA66EgemConjTsG5jlS6mwqitUwdwTyP/YkImJmdDgeog0ijdB9BSoGESOacwhnHjHvPcJmTZKZIhE5i42pwsuJIsGYJBPnST08SkTyzndFGMLuna7M1BUqPALbHiuF9SyhNYNR/TrXfVQBzEiJzCImrZFVhnFUGeTGmByUyvtnjbd7HLxok05FRI5AfraXn9XlZbJDTkOeB+3ziE6CFWusKy1kXIO9rEXlGxZkxEOI8UzPRA8c5bRXocJpgOlwTXud5ICaR372ZnBUR2gIeqWIVDjtKFNEjMndcR4lInCYdJh1Wh9WxIvPyKgw+6FzHodQnMZxpZp3H4EiETHIz+DM5/E+EuG4WDUP0WgA8lCYFWSvSZIRD8cZd855RaRSRSqcBZhnpIijFBHTiRbNM5UiUuEsw7bH+XF8P2vTZoJplG+jhOfbe34sMc9CnrSXERFz3CdVRF40qqHuCOTlr7yzatF56DARyV5N48g3sDwRiaJs2zzrjaKsgxYCms1nc08VKjxNFCXj4ozLfDZ+HnnTDIxniWbbss60UkQqnBXY9jhjsOnbTfs1QQlGRYTpTqj5scE8LwZ5IuI4nGlUROQI5AlHXqEoY6iG4eajCPLHyR/DssqJSJJAv5+9ryJmKpx2FBXBPAnJL8svLxIT2z5sA5+miJxGWblChTykzIhBnngbwmB8RNK0XBEpPkd5Z9W8TyJkxygqImcVFRE5AnlFJO+sWjTNFPONwGEiYvbNN7AwfJSIwJiIzFUlNSqcEeQ7yuLySWSlSNinefxPy35cocJpghBjIqJ1Rj6M0l30jzIkw5j+i0T7uKaZ4ygip9lsUxERpv9AkxSRso63yFiLjSx/DOMjUgx7hDERabdPfi8VKrxoTDLNlCmIkHW2RykiFSqcJRjTTJJkfk1xnJGRsnBcA7Mu78haFjWTn/wak0/lI/ISoMz7P09Eih1oPozRzPry3tH5bUyjyx+3sodXOEuYRDAmofgs5E0zkzrps9rBVng5YYhBGGb9eJpm/XpeJS/Lm5MfY4rjQnEsKYuayW9/llARkRGmdZ7mRy36fBxKaKbLJba8ndCyDhORstjw/D6VPbzCWUTRvHJUXpHiszKpE62ehwpnBaatRtHYGTsMDysc+XEi/zqp/Zc5q5b5I5rjnyWccReX54NJigg8mqbaLCt2voaIGOTXl9n3TkOnq5WqqvVWODEmEY88wS4+I8YXa1rzOg3PRIUKJ4Fp00a9sKzxOFCMmskTk7xDqvk8LbomHwKffz0rqIjIMXCUj4h5bxSRfCebpuPGWOxkjRSdz41gmPKL9oJO76+S/N4foFbX0FGMcB3kykXst76EdWnlxV5chVOH/PNQ7BSPQtERb5JyUpkqK5wllGULNhPSYrCDQT5CxviL5I9ntoFHs37nl0179soi2F40KiJyDBzlI5KHWW7MMJMSooXhOF+ISXKTpmPWbOLNXwTS+6vEv/bvUd0ecmEe4XsQhKQf30FvbcOf/mpFRiocQjFUd5ozd9F8WTRPFvczkQFVMrMKZwX5yWiemBtFJO8TZbaHR032ZVFnBnkCX3RWPWtRZpXOfgxMM82Y9UVJLJ/mdxoRyZOOOM6KI0n54iJmtFKZEtLtIS9dRNRrCCkR9Rry0kVUt0fye99Gn7WWXuGZIj+zKkrOBnkiYoh6WTRAcT+TQ6RSRCqcRXjeeIzIm+jLUj5AuVJSphgWTZ35dWfNNFMRkSNQlJyLUlt+OyjPjVBGZOI4+8sTkSjKQnct68XlENFb26jVtUwJEYJu7JPqrJULIZALc6jV1UwZqVBhhDJv//zsrJisqUjUJymMMI4iqxSRCmcJ5pkwVdRNW4dHAxXKTDRl+XfKEgbC8XxETjM5qYjIMXCUIlLWuExIYn59UREx2fVMhcY4zqo0Sgmt1tO/j+NADwN0FIPvobTgwXCO+4OF8Qaeh45j9DB4MRdY4VShLGS9WIW3uC2MK5QmydGmmarOTIWzBpNdFbJX2x7XFptEQI4TuVm2TZmZ86wJ1hUROSHKGGexpDMc/lxGZIw/CIx9RKIo+7PtF+cjImo+wnUgCFkdzgOw4PbGG4QhwnEQtRfoxFLh1CAvDxc7y2InO0kRyT8/ZWpjMWlThQqnHbY9bq8m+CBNxxPQMmJRfD/J18rALHecR82hp1n9KENFRI6Boi2vrLMsiweH6U6thoiYmZ4x1xRDfZ8nxOICcuUiydYuw8RBAE0nGF2zRm3vIldWEIsL0w9U4aVAsZAdTJaJi0REiKy9G9u5WTdJETktHv4VKhyFfOE7076TJGvLeR+QPOEoZlM9itCbcclxHlVETkpEXjRxqeYYI0zLX3DUjzQph4jBJJmsqJSYmd+L7HCFlNhvfYl7axZqa4eLiyE6VRCGGQlpNbHferPKJ1IBGJPpMh+RSQ50eWdVU+bAssakpEKFsw5DRExGVcjeB8F008wkc2aZQ7ep4FuWh2qaaeY0EvqKiIww7ceZ9qMWnY6Mva7MqWiSLdxsazrlF13SWa6sEH3Bx3r/A5q976A6McJxsF65hv3Wm1XoboUD5BWRIrGeRirMc2J8RCaF8h51nAoVTiOMaSaOxyoIjBWNouphlk2KHCtuC9mz4ziHK/0anLVnpiIiIzzOBL/osGpktaJT6yT7XdHmbZjzi8whArC6CnJhgYt/fg4vvlFlVq0wEUYRsazJRKSMiOfJdz6j6qQO9DTO4ipUmATbztq08QuZVI8s71w6LblZ2TLz7BkTUB5nzVm1IiIjPG5Hlw89NETEOA+Z5cWxO1+6WYissVpWlkMEoNF4/Pt4UmgNvZFv6uycBJZe3MVUOPUoK+o46Vma5Fel1KO5FSpUOMswk8x8PZg8jPpRXJdPaFb0l8qnjjCmGcjy65gxZZqicppVkpd+elsWWnuSffNM1zSefCOERzvnKMq2N9sZZjsYZNvNzp78Wp4W1tay1/PnX9w1VDg7KHNWLT5Lxdw7k3xIYDIReVHO2xUqPA7yUWEw9oMy7/Nt32TgLnNcLaoh+WcrX3m3LHfPWcJLT0QMHkcRKXaspjEZpcM0hmInakwwxhfEsNnBIHt9UYqI1tDtZu9fJBmqcHaQd1adlOtg2kwsrybCZIm5yqpa4SyhmLDPsg5PUE17zxOVspQPZSqiicTJP3sneeZOI156IlKW46OIoxxZ87Zww1rzElrx2CYc0ZhwTIMq5hV53lhfz16Xl1/M+SucPRQVERMRU4ZJppm8HXxSDpEqmVmFs4SiKm6SmqXpYfJhUHRWnZRBNb8sb9YpUyGPg9Pie/XSE5FpGesMJpGU4r6THJHKGolpePmwRZPy/UXM/rSG/f3s/fz88z9/hbMJQ57zOG7nln9uJtXdMESkUkQqnCUUFT5DROL4MBEpTmLzikdZBOakJGfF7SrTzBnDcRSRaZiUIS/foMpkMxMDboiIyTBp8is8b2xsZK9LlW9qhRNgkiNeHpNmZ8XosjJH1yq9e4WzDNPGbXvc1xvynm/vZdm54VHTpRlXikTjJJlVT4sKksczIyK3b9/m53/+53nllVeo1WrcuHGDv/23/zaRmeKcEkxTRIqOQsX3Zcw0b5bJE5FJDnyumzXMIMiWvYjQXa1hby97v1AlTK1wApR1eMXkZpM6ReMjlTdvFlFV3q1wlmFMNGbMMP6AZcShSETyRMXk3MkTl0njk1l/lvDMwnffffddlFL8k3/yT7h58yZvv/02v/ALv0C/3+eXf/mXn9VpT4zjKCLFdUUJbNJsbtox8o6tcQydTrbcFMB7nnj4MHtdXHz+567wyUGRdJepgTBeZshFvlOdZJqp6sxUOIvIk204XNLAtg+XLzDPTjH3VP69+SuaMh/XR+S04Jk93l/72tf42te+dvD5+vXrvPfee/zjf/yPTxURmRa+O8luXXQkym+XN63kI2fM8fOsFsaKyIskIru72WtFRCo8LvIdXz7Lan5dcQZnOulJRcBgPIOsUOEsIh8ZKcThfB9mXb7tGyKSn9iaZWW+JQZV1MwJsL+/z/wp84ScRDZgMkmZFLOdzyFi1ueJiNZZ0rK8/GYaoyEiz/vr2dx8Meet8MlF3qGuLArAwCgipjR6MStxhQpnHWY8KCYcy9eIyY8fZanfzWsxH08ex8kjclQY/YvEcxM8b926xa/8yq9MVUPCMCQ0WhXQMaPzM8RJFJH8tnmJLD+jyxORfOdrjm+IiFlnGqPJ39FqPdn9nBTb29lrFbJb4XFQNjPLKyLTfEQMEcnnWsiriGXHr1DhrCBPLIq+IfAoETHri8phPudIfuyB8Xhz1k0zJ55//OIv/iJCiKl/77777qF9VldX+drXvsZf+At/gV/4hV+YeOxf+qVfYmZm5uDv8uXLJ7+jE2KaIjJpXdHb30S8GLtfvqEUTTOGiBiZzbIOKyXP0zSztZW9zs09v3NW+OShGFJY9Ow/iojkK/DCo5E4p9HLv0KFk6CYdRsezbczSREpS3JmnhFDZoqOrmeNiJxYEfkbf+Nv8HM/93NTt7l+/frB+7W1NX7mZ36Gn/qpn+Kf/tN/OnW/b3zjG3z9618/+NzpdJ45GTmuIpL/kcuIiGkwxcZV3CcIDrPaonT3PKNmDBGp1JAKTxOTch3k18NkRaTyC6nwSUU+x1SZ0l5URPLmzSTJwtjzpMSMN8UxalrUzGkk9icmIktLSywdM9nE6uoqP/MzP8Obb77JP//n/xx5hAHY8zy855ww4DiKiGkgZdtOC9MtM82Y5cWGZJxYn1dNDWOSmZ09nQ2zwtlEPoeO+WwwycHuKEWkipipcNah9WFTTFlKB9P/TyLwZpzR+nDVa4M8ifnEKyLHxerqKj/90z/N1atX+eVf/mU2jVckcP4UVVQ7riKS/5HzP34xaZlhpcXBvVjwKJ8a24R0Pc9cCebnOHfu+Z2zwsuDsmR+RXJSzImQjyyD8TNSJTOrcBZhMqmadu7743xRed+Psoix/PNQ5vxdJCJ5RSSvmJwVPDMi8pu/+ZvcunWLW7ducenSpUPr9Cmia0dFzeSVjknOq2UJaNJ0stKQP5ZlQa93mDE/a5hw3Xa7UkMqPDnKSPw004xB8TkynaoxzVRZVSucZRgiYtq362Z9vXE6NcgT82IOnnz/bMYUEyBhMnMbmLplx3n2ThueWbDcz/3cz6G1Lv07TThKESkjIsXGUnZL08KnjPJhyEcYPl8iYtK5X7jwfM5X4ZOJ4rOT7zynEXyDMhs5jGd7VZ2ZCmcZxqRoXn3/0TGlWDk3rxIWa83kx5RisUmz7zQScsqG3kN46aP2j/IRyTuhTnJWNfsbZ7tikjMD08Eah1ST1MbIdc+j6q5J5d5qVWpIhSdDmanSYJIZprhsUicMlSJS4WyjGFprWYer75pleeJejJrJLzPkBA7XqzE4ioicZrz0ROQ4iohhrkUWmvdQzjuaGiJS7GjNDM/3x855efmu0Xj691fE+nr2evHisz9XhU82TGdY9PSH6QS/SE7KbORQKSIVzjaKdWbK2r0hIml62J/E7J/fNh9pk8+yamCew5P4h5yWyehLT0SOUkTyHs6TnFXzRKRMRjMwMzzTQC0rU0Si6PkQkf397LXZPD0NsMLZRZk8bHCSzrBIRMxn87xU2VYrnEUUiUg+8aXx5zDmFzOOGEWj6P9h9i+OL8VkaHA2FZGXPjBuWtE70ygs67AiUozXzjsO5b2Wi4pIMbtenogo9eyzqj54kL2urDzb8zxraKXQW9voYYCo+YjFBUQ1Wj13FD3384TiOJ1hkeDnK1fDo2G8FSqcJRTDzpPkUfOKGSOMySZPxvNqeVHpKMsXMm0SfNrx0hORSbIwjFmqbT8a6WLYbT6rap6RFhuIEOOOO09+bDsjIkI8W0UkX1TvLKsh6f1Vkt/7A9TqGjqKEa6DXLmI/daXsC6dcYZ1xpBXRCaZZvIoIyf5wl9nuV1WqFCEISLmWcgTD/MZyhWRvP9gnpwUVcMyReQoInIan7OXnoicxFnV2KyLszZDVo6KEDDnMh24bY9tg7b9bG3ha2vZayGS+kwhvb9K/Gv/HtXtIRfmEb4HQUj68R301jb86a9WZOQ5Il+mwGDarKyM9FvWYV+saQnQKlQ4SyhmzTahtQbFQnh5043ZPz8G5RXCsmVFknISvOhn7aXXs6f9AEUfkWJ9GKOIwHSnvGLCM9MAXTdjvEZReVZExBTUq9XOrr1dK5UpId0e8tJFRL0GQiLqNeSli6huj+T3vo0+i7rkGUXeNFN8jqY9V0WHPHi0Fsc0pbJChbOAaQXv8sqIWW4mtXDYkbWMYEwzzbxoUvE4OKPD0tPDtHHLsFF41JZdbAjFkN58ToXiTM80TMvKit0ZIvKs0ruvrmavz6GG4DOD3tpGra4hF+ZRSD7oXGA9mAVACIFcmEOtrmbKSIXngjJF5KQwRSKLkWeVf0iFsw7T5+eVdNPe4dFsqfnxBh4N5S1Lkvk4ppnTiJeeiExjj8XMqpNs4vn3eSmtLMrG9w8z5MHg2TacXi979byzq4YA6GGAjmIGdouPuufRgBS5L97z0HGMHgYv7BpfNuTDd+Fkfh5mO6OmGCJifEZMxEwVulvhrMMQiGKKh+L4YJxZDfITWbNP/jXvt2i2Lx47j9OslFQ+IkcoInkH1TL1I7++2BAMecmTGJNDxBwn7y/yLHD/fvZ65cqzOf7zgqj5bMtl9vbbCA/O1/ZoO8PxBmGIcBxE7TmWL37JMUm1mGamLH4uKiLmORiOftoqmVmFs468+d4EPhgYE0yajqMnzbb51/xx8n6Ln5Tw3TM8R346OI6PCDwaNZNnp2VMt2gDzGdVzdvWjWz3LNK79/vZq+s+v6q+zwJawwe7C+zNXkN3e1xtbBwiIVpr1PYucmUFsbjwAq/05ULR6z+Po5SR/LORf2ZMO8233QoVzjIM2YCxmT5vRjHkOwwP+4iYMWTSs2ScWQ3Oso/IS6+ITEPRRyTPVos+Inmnu/x2ebOOlBkRMVKdlGMi8iyIwr172evVq0//2M8LcQwffgggsV9/lWvRO+i1HnphLpsuh2FGQlpN7LferPKJPEdMUxOnScPFztU4fZtMw5CZLIWoFJEKZx9aZxPNfOBDPoTXTEINsc8jn1snH3VpfAorIvKS4ChFJO9kV8x2l09cFoZZg8tvp3W23LafviIyGGSv5pxnEZ3OOOx4bg7OfWqB9MpXx3lEdnYRjoP1yjXst96sQndPOY7yIcnL1oNBllenIiIVzjqSZFzwzpAIQy7SdNzGy+rHlEWk5Se/VR6RlwT5WVyeYOSz3RWjYorezcUoG3OcOM4UEZO59Wni7t3s9ayqIaur47Djy5fHyd6sSyvIixeqzKqnEGUzsUk/S1m+kLyf1XCY/ebPqyJ1hQrPAoZwGEWkmDskn1uk7PnJk/OiCl+cYBaVk7OEiogcgfyPWiQiJgFNUWou5hbJExGtxzUGTNXdp01EjKNfXuo+K1AKPvhg/H29+mrJAyclYnnp+V9chSdGmd276B8Cj3bYFSqcVSiVEZHBIGvX+YlrMeKyOKk1iTKL25l1ZTiJaea0PF9nbJh6/sj/qMVaM/k8CvkftFhnxjQuk8xMqcM5RFz36RIGo4a88srTO+bzQBjCxx9n7z3v7F3/y4ayDm9SdMy07fI1ncqqilaocJZh+vs0HU9Ci+277DkxSkpxu6Py95zFZ6ciIkegrNBQkYgUw7HSdCzFme3Nn3FOlXLsJW2UC+Ow9yQwKoupY3NWsLMDDx9m75eXYX7+xV5PhePhuA5yRfm5TBExz8BxjlehwlmA6c8NgcjXm8mH6Oafh0k5qMy6aWVJYPKzc5qfqTM0VL14FE0ukxKcFW10pqN13cNRMoa02Hb2lyRPTkTu3Mlez5Ka8PHH4wRW165ljl0Vzh6OQ0aK2SLz++U77ZMkR6tQ4bQi358bU755BvK+H8UK1uZ9WTHVs+gDchQqInICFBtJMRmZYbbFzHbGG9rzDhMR0zB9f1zy+UmiBMJw3IGfBSe/NM38QSC75ldfPdvZXys8OrPLp68uWw7jiLSzGt1VocIkmH44X13XTELzdZXypQ3y0S/FxGbPioS8aLXkpSciR6V4z6NY/TCfmCy/vFhDII7HioghC5aV7Z+mYyJSFkd+Ety+nb2eBTWk3x/nOWm1YKWKvP3EoViwa1Iekfz2MM67UykiFc468gTDPANm0plX1o0p/6h2b6Js8ikgPgl46YnISVBURExjcJxy56O8g6rZzigiMDbF+H72arZ7HETRYRPQacbGBuzuZu8vXoR2+8VeT4XHh1Eziu0/LynD9JmceU6Kla5PezuuUOEo5BNd5pflJ51GCY+iw0Qkn0zTvM9PhovRNPnl03AaCX5FRJj+w5TZss37vPdy0X8kv30cZ52qlOPQ2jTNljtORkSkfDIiYqJNTrMaojW8//74e7lx42yYkCpMhm0fJtdQrnxMSgGfVw6L0WaVqabCWYeppWQCEYwannc6NWZJpcbOrFBOMuL4aBXkNBKNo1ARkRNgGhEpejIX84sUHVzTdGwPNKz5cU0zpnGeZjVknKo9u+dXXz2bD0yFDGVe/fmES/mQdbMMHn0eivtN2qZChbMI07cbIpJ/NvLmFbPOrDfLYawSmuN8ElERkSMwLRSqLAGNkcuKTpfFDrksB8njKiIffZS9Xrv2ePs/a+RTtc/PZ+G5Fc42puUymKYOFsN3yxSRo8ITK1Q4K8ibZvKOq3mTvRkviukhihmH80k0p5lkzuJzUxGRY2BSFjyDfEhinogUKynCWPUoy6fwOIpIXg05jXU57t+HXi97f+UK1Osv9noqPB2YtlqWqyZfT2MSyvKImGRPFSp8UpAnIp43JhPFZyPf7o2PlJno5qNoyvxGDMqyFudxmh1bKyJyApRlWS3mRSgjGHDY/GKktiIDfhwY35DTVlNGqcwfxKAsVXuFs4tJikje6TT/DOTLIZjt4PDsLi9f589RocJZRd40Y4IaDOE2hMSMB4ZomHXFPCJQ/mwZlI1FZ0UdqYjICZAnC3klIt8A8nJaviEY3408gXnSfB9JMm6YpykJWBCMQ4l9//SajCo8PoqKSJFQ5J8LKC9Xnt8vv8xs+6Th7BUqvGjkfQPzpCSfSbuYGDPvI2KIiHlG8pFlk851VshHHhUReUwY+15Rgi7at03DMWYT00kXl8PJVREz2F+5cuLLf2bY3obNzez9uXMwN/dir6fCs8E0H5GyWduk2hpFX6v8Pk8SRVahwmlCPjmZGQPy9ZXyZLyYiyqfdXWa/1Rx2VlKElgRkRMg35maxGSOczzpLK+IGInOcbLljnO8sKw8kmQ8Y6zVHu9+njY++mgcyvnKK6fTZ6XC00Exq7CBEIclZwMjO0+btZn1p9mWXaHC46BosrftbAzJJzwrIxLFSr1FRT3/rExyEyjiNComFRE5AsWCduY1nyE1P5vL//imU4aMcJjMeYYFGyLiuief/ZmaMqdBDUkSuHUrey9Elar9ZUAxq3DRkXuaaQbKnVWLyytU+KTBjBHGJG+ekXxV3ryJs9iPHpUYMP96HEJ/Wp63iohw/Ex0eSJiiIMJrSqT3fL7SZmpBUkytg+ajKon9RMxydDgxUeh5FO1t9tZptQKn3xMc1YtU0SmmWYmhSJWykiFTxqKWYPz/lDF/CFmezhs6jfjST7Mt8xv5CwVx6uICNNn78Xqh+bHzysYZT4iZbkUTG0ZYxM0cN1x7Znj4O7d7PXy5eNt/6ywvg57e9n7lZWsZkyFlwOmrZYphsWwQ7PMoMx0WZzNVYpahU8CiuZG077zobzF7Ys+Ima/vI9IHsYX5Cjyf5pREREm26vNujKmWmwseVZa/GyOk49ygcNmG8cZFzSaptCkaWYWAmg0Hv+enwRVqvYKRaJdFtpe5iNiUNyvaOKp2lOFTwLKsgYLcVgRyZOMaflFTJBD/rjmGMchIqeZmFTzDspnX4ZkFGd2Zl2+QRQbCzzqtGqISP58+aJ5puM9KneCMYNcunT0fT0LRBG8997YP+b116tB42XENPXuOAnNDPIJmmDs7Fw5Olf4JKDYnxvCnQ/lzSM/ZpRl6DZjT1lyzZMUmjxteKkVkUnJx8y6svCpsv3y++edVvP7GyKSV0ryRMQ0zDguz1YJ2fZBkL1vNh/vnp8E+/vw4EH2fmEBlpae/zVUOP0oCzGcVvQOxh2oKQppIsGMc3eFCmcRRQXDVGA3BMSkfp9E2g2hz48XBvlJr/mcV+9PooC8aLXkpSYiBmWKSD7csGiayTeIMo9/I6EZp718VlXTQCxr3MHmE5vF8eRwXKOGrKw83n0+Ce7dyxxToUrVXmE68opI2TMDk00zhmjX61mHHccVEalwdpE3vcC4LZuxIL9MqcMJAmGyA2peFckrIsX8PGcFLzURmfRjQzkRMTDycTHfv1FD8mG7kDUu0xiNw6rnHW4oeSJSBqXGs8Xn6RRapWqvcBTK8h8UMSlqxqwzz5jxfzJEJIpOV9bgChVOAkPKi6Qj388bxTxf4iCvqJc9K2WmmfxYVTTf5HFaQnbzeKmJyLQsdaYkc5kiYoq4GfZaFgFgPKKlPGxqSZKsEdbrh6Nn8qpJGVZXs9fnGR47HI7zldRqp6+eTYUXhzLH0/z7SSripFwHpv0bImJ8RKrsqhXOMowjad7nEMY1x7R+tB6NSW6Z3z5fiwYOm16KjrD5QIqzgpfaWfU4ikgxfBfGRCRfTyb/oxez5eVlaqWyRui6h5ntNEVE67FZpN1+/Ps9Cba2xiTk3LmKhFSYjmmKBxye5eXXT5opmufBqI8VKpxFGJWjaCrJZ9LOR1Eaf5G8ol7ma5UnJcVsq1CZZs4Upiki+XCqoiliEhExNj7bHofqmmOZcxjboJHjDAzZKSMiRg25cOHx7vMk0DpL1W6uo0rVXmESpmVDzc/OoNyEmUcxkszMEisiUuEsI59TJ08uzHI4TNDzZvwyFMebvBOrmfSWRdacdrzURORxfUSMr0bRdleUmaedrzgjzBOV4j6G+MzMTL+fJ0UxVftrr51Oe2KF04tJppdJKK4vhjNWppkKZxn5qK9i2zbjRJFI5M0rZnkehnwUiUiliJxRnNRHxMDYsfOJy+AwEck3IrNNvsFMcvgsNp61tez1/Pnj39fjoNeD+/ez9zMzz0d9qfDJwCRFJI9Jppuyzjb//qi8OhUqnGbkk40Voy3L6jTlx4UyEm/UlUk+ItOcVU+zQvJSE5HjKCKmqJ1B3q+j+MMa4lJUREyjyct0prOdpJ6Y/brd7P3s7LFv68SoUrVXeBxMyuKY9/Y/rmnmKOJSocJZRL6CbnGSmQ9QsO1HE5KVKejm87Tw3fx4c1bwUhOR4yoiRfUir4KUHc9xxo0h/95E0fj+2BlvWijs+nr2urx8svs6LrQ+nKr95s3pxKhChTzyeXCKKCuLkEeZ6cYsM75X0/avUOEswJhm8g6oxciyPFnJry8iHzyR90EsRs2YbY/z7JwW0/tLPexMU0Ty4VNFRSS/r2G6eQZqYsGNCcaQEGPSyRORMvXEvO7vZ+/n55/sPssQRZlTqrmGGzdOT6OscLpRjHSZ1m4mhRIW97GscUdtyPs0p70KFc4CjGkGxukaTJ+fJyJ5803RcTtPMIz5JZ/6IU9w8snRzlIekecSvhuGIW+88QZCCL773e8+j1MeC4/jI2I61bJOOC+RFXOImPwhSmU5RIqNsXisjY3s9VmkUd/bG5OQxcVMCTmNjbPC6UQxsqUMZYmYiuvzy80sr8y0WaHCWYVJ4ZBXRIrEJF+XLB/uWxbCmw/1NfgkOKs+FyLyN//m3+Ti88zEdUzkf8CydfmomTz7NCaXMpiGkPcX0TrrZE0oou8/WvwoD63HPhsLC491axNx9+7Y5HP1akZEKlQ4CYod6jQcN2omb0PPKyIVKpxl5CvqmlczdpQlrywrj1CcrBZVxjLl5KyF7z5zIvLNb36T3/iN3+CXf/mXn/WpToxJ4VHwqCJitjVkwnWnO92Z2Z3Z16R2LxbxyhMRs+/mZvb6NEmCUvDuuzAYZJ9ffXVyTZsKFabBEJGyzMKTnE6L4YiTMqua91qPS6WfpQ61QoU88oSgGKBg1JK8G0BebU/TR/1HDPKmmWL13cfJI/Kin7FnKoJubGzwC7/wC/ybf/NvqJ/CKmnHVUTyszWTEc90ktOcg/LrDBExKDouQcaUwxB2drLPT4uI5FO11+tZ0boKFR4XZiaXN08W238ZSYdHO+W8v0kxFN5xsiJ4aVqZayqcTeRNJGacse3xpHQaykwzeZIxTREpM828aLIxDc/s8dZa83M/93P8tb/21/jSl77E7du3j9wnDENC49EJdDqdZ3V5wNHOqnlZzfyoYZgtM/Ja0aEu/znfKPLsF8adeX5f24aHD7Pw2adFQra2sj/IcpE8yzDgCi8HiopIGaZVrIbJRCS/rSH7UVQRkQpnF0VTpnHMLppmivlB4FFFpIyIGJRtc1ZwYtPML/7iLyKEmPr37rvv8iu/8it0u12+8Y1vHPvYv/RLv8TMzMzB3+XLl096eSfCUc6qxRkajBtPMZ9Iftt8nZppYYr5a4CM3PR62bInDdnVOsuSakjI9esVCanwdFCmiBjkQ3DLUCTp+UgzM6MzZRAMEamyq1Y4y8jXgoHDiczKghWKOXnMOjORnUZEXpo8In/jb/wNfu7nfm7qNtevX+c//sf/yLe+9S28QqGSL33pS/ylv/SX+Bf/4l88st83vvENvv71rx987nQ6z5SMTFNEjI9I/rN5zZOOIokxxyr6lpj9iolr8ufo9bJtms0nu68qVXuFZ4lpikhe4ThOm8v7iOQrk+aJSFVvpsJZRjH6skhEzFhjfKPy6nlxslym0hsU3QTOkiJyYiKytLTE0jFiSv/hP/yH/N2/+3cPPq+trfHVr36Vf/Wv/hVf/vKXS/fxPO8R4vIscZQiksdxJGZDNPL5EMw605naduYkamZ5+eN1OtnxnqSmTJWqvcKzxiQfEXiU3B+Vy6CMuFREpMInBVortrZ77O2lKC1At7Gs8czXpHowlXej6FF1vThRLj5rj57z0Yn0acczs7xeKXhENkfT/Bs3bnDp0qVnddoT4ShFZNLnYgRA/liOk0Wm5P1ItB7nEDFEpNs97AS7vZ11xvV6eVjXcfDgwTgJ2qVLT66sVKhgoLWmH8QkqaI7sNDaxrIeZfB5YnEcHLKfawVBQJxEqO0U2Z4DZEVEKpxJfHDrHv/zN2+zsRmjUg/EPovz13jj8+dxnSxLZV4F9LyMiBhFBCCOFf3+gChyUMpGa4EQ2U7TiMi09adRHX+pXcCmKSLFHzEvk5k8B2Zfk4jGhF6ZyJq8BBdFY3abD5s1x9zczEjK7OzJiYjWVar2Cs8O+/2A1c0u+4MApTS7mz6e9Lh4xWOm4Zd66peFHObxiLy8t0ny7oeodZ9IhYQf3yK+3CBtfIGwWUc1QCwuIMpmDRUqnDJ8cOse/+xf/lsG/XPMz17CtuskUcjW9i7/v/+yyhc+/xYwcyijaj5sV8oseON//c/vsrs7xJLXsGWbJEmwbRfwJ0bdnCWTjMFzG66uXbuGPmXf0EkuR6kxUy1W1y0mn4njcbrdvK3P2Pd8//B+u7vZvrOzmVJyEue8MISPP87eO07mlHoaGW+Fs4n9fsD797cJo5S6b2NZko6w6AUR79/v8dqlBYTwD7bPO5+WIS87m+11GKJ/7w9QwwTbu4ZwWmglif/z7xCJHazZNuF3NpErF7Hf+hLWpZVneMcVKjwZlFJ88ze/xc5uh1eufBatPNDg+j5zbouHWw/56PYdrl3+HCZeJG+CyUw1EXt7e/SDHq1mDaFtNII4jth4uM9M+xxJktkuyybNZw0v9fRimiJShDGvGJNLMXY7r5bkk83kHYeKkTS2ne1n0rmb5LPHJSK7u2MSsrhY1Yup8HShtWZ1s0sYpbQbLo5tIYXAkpKaZxNGKaubXbTWaK2JkoTeMGIYxQihc8eZfA6VKnSvSzoIEIvzOK5AhxHqwQbaTPlSBc0m6cd3iH/t35PeX33Gd16hwuNjdW2TWx/d4+KFxVEkaQwim4UKBPOzdbZ2thkOw0MRMOOxQdHr9UmUYnZ2Hte1AIFA4jgWcRLT7w+JInUsNX/a8tMyXrzUAv5JnHmUGptMPG9MFvLSmlFBQJEkKTu7fWzbxrbqgDyIljH72namgPh+ljtEa8XW1j5hFOF6sHJxCTlBir5zJ0tUBlmq9ipLaoWnjX4Qsz8IqPs2otBjCQF132Z/EJCIAQ/3NN1eSjdOqPUVqZQEURswtRA0SapIEggjhdbZMdNBAGEEC7MIBLZMSPo9VBQjZ9oI5aGGAQIQly6i7q+R/N63kRcvVGaaCqcSvf6QMIyo1zxUClIO0Owy6NdQaQBWTBxrkiQ9RASMihhFMVEc4To2aAeEya2VMQnfs0jShP39IdB4rvf2rPBSE5GTpsA1iojrPporxNj4Hm5uc+vDPkHgcmf1NmhNozHPhXMLSDmPlPIQEdnehpUV6A/u8X/+J9/izh2XOI7hm3e5ef0yf+pnf5JXb45DmNMUPvhgfF2vvVbubFuhwpMiSRVK6UNe/iiF1euhoxivEdCxPPZ6HQahjy0tPNsGYra6fXZ3BUk6Q6qg048JI0UUSVa3+/zojmJlqYWKM/kwdRws4Lp1h61BJ2PWIkRIC6VidKKQQiAX5lCrq+itbcTyM6gIWaHCE6LZqOF5LoNhiO9Ct9fn7v2P0OoCjtVme/8DmvVFwleiQ758B6YZlaK1QmADAiEGgHEcVAgh0RqC8IjUrGcILzUROUoRKSY0M4pI3jSTL1AUBAG//a3vkSbncex5giBkOIzodATrG9ucP3eVZqtFFLWBsTKyu7fB/+fX/i07ux0uLr+J59mEyR5vv/Mhaw82+fm//Od49eZlBoOsaB1AowHPON9bhZcctiWRUpCmCmlbOBsb1N/+Af2NJjpJmfnhbdLWLOtX38JzrhDEmuH2Pq7o4YZDekOXziAELajbamTWETiWZKfbpx9GRKoNQpCEGqsGXhogVApW1jVdST4AFSPsm9lFeR56Zxc9DF7gN1OhwmSsXFzi5vXLvP3OhyzNX+Sj22vsd7Y5v3wV3/OIt0PiOGB9fYtz52p4biZnW1Y2ttiWlY0pKDIiokGkI0FEo3WKEHJEVMpx1vxEXmoiclJnVaN65KNmxmqEYne3Q78f0G46DAdDhsMQ13Wp+W0Ggy67O7u88+46r722Qqt5nm4XHEfxe3/4n9jZ7fDazcskceaA1GrWee3mZd6/dY9f/w/fot1aYXc3O9mFC0+Wa6RCheOg4TvM1H12ukMWepu0/stvI3t90vrn0XWbYeLR2niAGrxNd87F3gloDR/S1rucs9YY1n6CffFpUtvNTDujh0VaknbDpdOP6CkLPJeoM0A4daRMQEp0mqItjTPsImZns7h2gDBEOA74Hr1hRJIqbEvS8J1HzEcVKrwISCn5Uz/7k9xf3eCH794miSNcVyKFJAoVtZrNqzdXiOKE7a19ZucABFK6uK7EdR0cxyOMInxLABq0aduaIIypeQ6e50++iCk4iV/J88JLTUROApPxzrYPKyKWlfWvUZQSRCGz7Rk6nSFp6iJkQpraoC0cxyNNAza3HvLN31zjT//sn8ayLIKwx4cf5xybAE3WUoQQXDy3wO3bFh98sM/i4hzXr48TPVWo8CwhhGBlqUV/GGB953uIbpf4/HmSoYNSCmo1ItfD3tjD3/mQxJtBuR6h3SJMbZzOPr7TYeC3CSML27IBK/P3EIK6bxPEKZHjsxe7tNc22Gn2iXWNdK+LFruIeh1r5QJCCLTWqO1d4ksrfNzX7G9voJRGSsFM3WdlqcVM4/E65woVnjaSJKXXC4jjgP3uPVzr0ywszvL6hcsIBEEQEgZ9+kGIbSWsrW9x4fwKKl2i2WyQ7iX0+0OUDkfjgiaKIxzHwvc9JsWaFOufnQVURGQCij9kPlOdZR02zWgNqVKoVNGPU3q9AVGyy+qD95ibuY5nQxilBFGPbu8Bq+u76OQSn/7UdebngwPHJgDL2QBtEtZYOO5N4mSHMIp4/fXT4+Vc4eXATMPntZpguL/DsDVDmmR+I44lafouvX6AGA6x0gBdmycUYCtNZNuEtQYi1DjhkETV0UplYbmpIopTUqWIYkVkuYQ3bsK9kNa979BJL6GGA3TaRdR8dKpgMMhISK3G7Yuv0O2HB+HEaarY6Q7phxGvXVqoyEiFFwqTQ2RtfYtm8zyuW8ev7ZOqPsNBhyh5wKDfYba9hOcKLKkZDkM+un2bd2/d48rFL1D3F2g267hxi73uxzhWhGNBzfM5f36Obtc5c4XtpqFyc5yC/KCfpuPMqCaBGYx9RKSQKDQbD/eJ05Qw6oPW9PobhPEAKW20VgzDHo7dZnN7n+/94B063d6BY1N2zgQhI5SqkcTnicMIyxpU9WIqvDA0habtShaX55hp+NiWwGbIcHuX2oe3cPZ2kUmCv79Ha2cdd9hF6CwiQNkSO4lw+z1UGBLFKZ1+yMO9Pg+2uogwwklj7DBApAlqpk184SLdKzcIlpZJO12S73yP5OM7yOVFNr7wZbqzi7TqTpYoME7RGlp151A4cYUKLwL5HCKvXr+E6zgkSUS31yVOEnb2Nvn9P3yH7Z195EgBHw4jkiSl2WwgREqcxERxTK/XY3lpnq9+5Y9x8fwSnuewtDRHo1EfnWtyoEKZKnKaH4tKETkmgiD7IY1/SD5qBsBxZJYTIXVAQpIGCFsSJwO0Vkg7c0hKkoCaf4X5uRZ7ndt8dDvhxiuXePudDzl/bp44TnGd89T8eUCzvvken/3MBVYuVhECFV4QfI/Usgi6ffaV5Jy8Qy0a4j9YRfY6BMkMaI1MEpYHt7m69kOCmRZri69g6xiRJvg7e0S2z9BpURv08bc2WXrnh+zs/RGGYob66vfx1B7pxTaJcomFw169RStJcTv78HCbqNFC9L9L/dOfZTuZI4xTlNZIIfAci5rnsD8I6AcxzVplv6zw/JHPIdKo13HcgLW723S6Xc4vWkjpEcchUZTQHwyRzTZKRTi2xLZdPDcgTRSyJgiigAcPQj73uUs0GoJORzEMYlxPAZlp5pMyOa2IyBEwP3QwctLP14+BsWkmjhVSaGq1BnEMaRqTJglKSZRKkUKSpgngo1KAlPnZJg/Wt/jSm3OsrW/xvR/c4uL5L+DYm9T8fRJ1lytXlvjaV35yYj6RChWeJfZ6Q27vJXhOHffeGr25eVzHwnm4gdXtIgd9pN0i3x/aKqK5u02bDdbbV9EIrDTESSFNJEvf+TbX1fewh0N+NPsGSD87TtKl/oP38NqShtpnsXMLYVkk9TpaSPpxinP/Ps2tbfa++BbW8jkcIVFaM4wSokThOxZJeoaqfVX4RKHXHxIEIUmcsLW9RxLbDIMtYBSCKSRRFBPHMWmqGA46xGmIY7v0gwGaAN+NCYKEKI7oDYb821+7i+tch3SOwbDD5tYunrNCo2EjRP1F3/JTQUVEjoAZ/w0Rcd1i0TvFzm6XQSBJSZidbbG9M2Bn9w47e3dJ0oQrKz+B0imDYA+0RinFfvcerVaNzc09fu03vsdse46Fmc8xDCKCqM+d1d9haXGer/yJP30oj0iFCs8Lq1sd3r79kEEQ469c5/LmNvWdLVLHhZ0dRL+HSFOwTaqlDEJn7tZy9Kq1RmgNSiOExul3ae/dR9kOVjNB2gqZpFhJhDPsYdt9mslmFsYrBfagj3YcRJSw356jtbfDuY/eZ/3cORACSwikEARxwlBrLPkJmSZWOHPY3Nrl9p0HvP2jj4jjhG53iOfbeJ5DFEXYlk+qEjSgVIrSKQKBUoqtrftsbr/PW1/4LAKwLIsohjt3t1maX2S2PY/rOCgEYRTy8Z1Nvv+25lOvXUdreSjVxFlDRUSOgCEiw6EiDGN2dgY4Lig1wzCI+f0/fI+N9S0c51U6nS5SxriujZADur37NJtZ3naVpti2i7QSkjTivQ8e4LoW/V7AINzjlSufY+ncLPVGSJymvGH/JOsPt/nR+7f5kz/9pUoRqXAsHKcTKtumuGyvG/CDDzfphwko6LaX+Oizb3Hu9gfMrK8hBjGpslDCxk/6CBRSZ4l2ijRAjOPAkFpjARYgkxipM2crSYKrAiSam93vINAZuUlTBrLJA+dVkr0m4cBju7aEtS3pfARxw8wINVGc4jiCe3cFzToHmYylHEe3Tfqc/6tQ4aRQSvHb3/oev/p/+9esrW8RhBFSQBjGhJGk5nuE4T69pEOSDLIIMJUlkjJh56lSdHoPSZKYVKVEUUyapsgRsc6IS0Knu4vntRkMA/6f//q/8OYbD7Dsa7z+2uXR8Y5PRjICtM/2zhClranZvJ8lKiIyAXnTywe37vGff2eX7v48H935COQ+zdobBKHg/tqHxJHi/HJMGA5JVYolbXr9HrOzTRr1BaQQKB3Tqi/wcOuHDIOP0SpBWhazrStoYO3BJj9893d47eYbvHbzFZq1BivLAbdvD/l337xHvebj+y4L8zMHZaCf1T1XeNmh+ejBgM19D7SD0iCFoCsaPLx2hVn3Hlc738FKkwPSUUt6YEtsPS4dLdDYKsZSEc14jx3vwqGzCMBWMbW0i58GuCqTHZWQPPSvoYREaAgsnx3nHIldR6caBhLleAy6kii10CLrUKW00bFgfV0wCkLLziOOfj9p2bTP5n1xmUmZchTxse1H1xe3O+49nPS+Kjw9fHDrHr/2G/+Ff/1v/7+sPthEpQqlFEprlNIkaUIUJcy2g1Fdpmy/wXAXx6lj2z5KZc9NmsYkaTzaRqAUBEFEnCSkWtPv9djc2WLl/GV8zydNBLc+usc//7//kJ//y38GIS4fSURMW8iu+3e5e9cmjPaQ1nZpNu/ngZeaiEz7scy6tQcb/Ntv/lvi4HO0GkvM1+uEUcT29j7g0ul0qPlthBAonSCETZSEDIc9BsMedQ/CaAjCIowCwjDAsV00ioW510ELwihifeO7IB3WN/bp9d7nU69eoVbzuHtvg1/79/8Fx7FxHJsL5xZ5841PceHC83VerTqychw1cD3Jsqe530mOPwgTlAxwvYRUKRyZFeuSKkUpjeuEzAQPs3wgI6PM+eGH1JN98nqI0Bo/7bEQ3sNNA/p2m1h6hxQTTw0IdQ1JjJsO6NlzDKwmm96lg+004Cc9kiAicT3sWKH1gC2RYO89wAkjlOcTLy7guDa1GnjO4WKTxrncRLuZz8XX4vsXiaOeueM8k4YU5QlSnigV30/a5kmf/6dxL0+KZ3GOtQeb/OZ//D5bOwmec5MrF6+NyEfK5vb79Ac7pftt7XxIr7/F9at/jGZ9CSmtrPaSiknTiFQlRPEQpRNSlZnz0yQmTUPieEAcx1npBWGxMN9me+8Bv/4fvsXP/vTKsSaqJsR4Z7fPxeU3WFp0CKL4kWzezwsvNRGZhqwjUvzO73+fnd0OVy7Mk6YWw6DPR3dWadWWsG1NnMS4aVZFNFUa17aJoh5JEhLFCRqHKO7TbCwzGOywvvlDrl/+Ker1BZJ4SJxE3Ln3u9iOjSsFa+vfRkjB6rpPq1UnjhKuXHmDc8tzDIYh73/0Llu733/uDaXCJxfFAXink+BsRjgqQqQKKSzQIBXEieLShz/A0REKCUIitKKedEbEYTx6W2RqRzPexVdDNlX4yLlb8TaNeJ9mvMu6f53N2hVi4dF3Zg9SWgdWjVR6aCHQBxIA6FsSmboE2gE06n6XTnuG4Y7AdcYD6KQ/ozjkB9/856O+s7Jl+cFuUgXuSX8mN9Gk9dPOfZLrLEOZf0HZvRxn20koft/5ZXnCc9TvddT5nuZkYPo6xR98Z5MwnGWmNc9M0898P7TGEuA6dT68859IU3VQodpgMNwminqAJlUxUlqZ74hWJGkEiOz71YDOclRpnU0Eev1OZr5JBYNBwr37D1lY8Pjgw3t88fP7CDE3+SYohBjfuEqaeEipHsnmfeP6ynMz07z0RGRSw9Maer0B91bXuXhhEYRNGIa8/d67DPpDmlezp0NrRZwGhPEAgQIhSdKIJM3sf1LauG492y4JmGmt0G5fotffZG3jOwyDXaQlqfnz1GtNlFLUaj79/oBwaPP6a9c4t/QKAkGjBjdfOc/tu+v8z7/+Q/73/+24oRzH7v88lh23BPVxj/8i952G/OBQNvN+nL+yfY97Lce5tuJxy5ZHcUJ3oOkHs6SpRmmRdYaj58SOIn7IH8VaGkemzETrLAd3sXRySO04N/iYVDisDD5g27/ETLyJEhaXez882KYdbyPQXAg+RgsLHVrsOwujWhvmTxCPRnkBKDFakUqUbYMEoTR2FODsRMS2hbO8wEFnfszv7aTrT4Ii8cn/mWWmAFrZukmfy8xC5n3+teze8u0gv+w4bWXSMad9Pmpd2fmOg5Oc1+A43y08Sn7y2/X6Ad1OTKs+xzCMsCyPIOwipUABlrSYaV1me/d27hjjHyRJQ7q9dVSaIKU1IiYwDPbQI1NjHA0AiSYz6WggTiKGwR712hxSOux3u+x0HjAzYxMEEW4hsrOIB+tbByHG4+tJD67v4vkFPvjwHqtrm1y+dO7oL/Mp4KUnIpOgFFlimSjE9zz2dkL29yPur/6IdutKJn9p0FoTRQOiqIsQDkIK0jRCj5zwbMulWV8mVQlJGtJqLrO98yH3HvwhaRpi2xLPbTI/e4N2cwkEOLZNsx7i2A4Xzl1hZ6dNmjg4tk2t5rE8d52NBxH/y/8ypNXKykAfx5Z9nHVm2VHblBHlSZ1f8VhlnY2ZTU7rjPJFCoszxLJ9jjJR5Gewx9120rke933Z/ZllRWJi1udf88c4akZdHHgMzL0pnRIliswvxEIrUPlthcaJNJvuZTDFCDREwmXfPY+f9rjc/+GBn8hCtMZCtErXWQDgRvcPaST71NPuwSHPDz/moXeZD1tfAMBWAbH0sEf+IgOrRSJtLBLM7NA0vVQ6WEmaReSY3yoBsb1BujCLPRrZywbc4v2b/Yvt6uC4lD8T0wa04raTPptzPU3ic1xMUyDK1k/bJ/885VF2X9MIe359WVsv/k0jZPll+dfi8uL7g2dCla8HCMOERIFv2XiewPca9AY7WIBA4HsztFsrNOrLAFjSQUiJZXmkaaYOBmGHZuMc4YiESGln5pdkkN33qMCdUjFam4vRKK0QSBzbI047DAchcdyl1x+i0m3QHufO1cnnLDXfbX8wzuYthMKytxBiXESyVvcJH+7Q6w95XqiISAkyT+IOvf6AbrfH7/7+DjONKwyDIQ+3P6bVuoxAYuS2KO6z27mPLR0suUycDImT7Ed03SaW5WJZLr3+Q7TW3Fn91sG5kkSRJB0Gw21cp45tCZSSJEmCZSk++OBjPG8ZQWZD9H2PxYW5ETNOjj3oFV+nkYFpOGqQPymKg+ekDqdsO/O5OIAf9T3kz1tcfpzPk5YfRWaOi5POJB/nPI9uq0lSjVKCzN8pa9+Y6BVApBqRQiqc3IE0A7tNpBMi6bJeu441IuEPajcAmA9WaSdbzEUb2Do+dNZmssuOd5Ft5zyx9NBAb0RcNNBxFoiFl8XdCAEHXimghSSQdVLLIev6NSgyZfJegvTtI8kDZA6i5nPeDDDtc3H7/HNR3Cb/XBUJbZH8mG3Kfueye8kfO6+4lN1z2THLzpW/5iJZL3v+i/cxTZUpUxzK1Ie8OjTJZ6X4uxTf5/ebRk7Mdadpeb9T1i9lBVAFUvTRaYLrulhOiGN7CJE9Q1muqFcOnbPTXcOxx0TEIE6yz65Tz8aV0XKlE6S0UaNx5sDEo9XBDURRTBgqdvf3+I3f+h08ZxHHaXLrY4XnX37EhN+o+wfZvFvNOlIermQ9HAR4rkOzUeN5oSIiBRgP6Fu3agRDhx+9/xFJkvL5T1ukKlM64nhAGHVx3QapChkG+2id0m5dQOmU3f07KJU1oLmZy1jSYm3jbbZ2P8R321y/+scRo441K3QnQEh8r0G73UQrsqQ4iUZjo3WEZTsopen2AgbDPkuLc/i+fdCJGic8OPywTJtJTBv0ix1UWYd1FME5CsXjl3WWRykW045bnOlOmzXlr714rqMIh5k5lXXO+fMfdR+TZtT5z8ddbtqFgUm8N+n8SikGYXqwPk7H7C6ThTV+r4uTBthJjNYaqTUIjdQpAkiFy8PaK9SSDq1454B0eDpgZfDBI2G9Bpf77xDKGrveeUAyF64DsOOdp550UWIw6pgNCZEHxUhdK6Av2oxnfiLrpFOJtN2D5dPaUbHtKXX4ecrjuOoGTDfFTDrGUe18Ehkqrj/ptvlrLyP25rVs4jKJaJVdz6RrPO79Py4mkbtiH3SyY9ap+xfY7/RotGpcXL6OVptEUYhSGqOKa52SpopO/wHd3kO0Btv20Sql032AY/mko21dp8FgsJn5jQibYdAhiQOktFBpTJIEBOE+veEWnjdLHCeEQUQYxSil8X2P+Zk2cexwb/UO/+xffucRf8IL5xe5ef0yb7/zIa/dvEzeXKS1Zm19mx/77I3nms37pSUiJn46jCLqDVi5uMSHH63y93/l/8F7t+6yNP9lksQliiIcp4XWmiSJABgM9xgMt0hVQhB2AAjCLrZdw7WbB+e4uPzj+N4MWzsf83DrXWYaF7nxyp/Ad9sgsjmckNmIYUmJEBIhBa5tE4QRGrDt0XI4YMlpkuI4Dg83fDYLg9/joIx0mNfirOE4akO+IzquujBtgC0bxE8yUJtZUdm+0waWp91BlnXIRcJyktfi+0m/4aTX/MCbfdYIIdFKo5UGExejBTKO0akgdOukOkakKbaKsI3T6ghSK7y0x1Jwl9loE0vHnAtuT/9e0KwM3mW99gqR9A/oRoyLEjam5SfCQQkLyC5YonHTAZaOCKzm6FgKoTWSBOE0EI6cOAjlkVfIit9hUX07rrIwbZ1pl9PIYb7dThu887P/PIoKSX6/43wnxXs47rppSkhxm6O2y683ZL/4W5VNmIqTGrNf0aScP9+k77qs7+h2+6w/3KLX79MfDun1B9RqLq1Wg/09jZIKrcfKYZaROx2Z4a/SG2wCsLn9AXEaEEdDHLeGZblEyZDhcJc0jfn47m+zMHedJWERJYOR0q5JkhC0QulMGU9STc33aNR9hAWOyCIsP773I379P3yLV65dYH19jwcbKdISfPUrX2btwSbv37rHxfML1Oo+w0HA2vo28/Pt557N+6UkIh/cusc3f/Nb3LnjEscxfPMuN165xIcf3ee7P3gf3/NwbIckUdRqDjV3ljTNsuABbG6/x8q5zzOebWUlyvuDTYJgn4db73Nl5S1cu44UEikEr93432BLj1bzPI5TQ5PlZhDSymaXjImGQGDZZg6Y/bOkfYiMCGBrSz/S2ZyUjJx0gD3OjO1pn/NJjve01k2b+Ra3KRKno2Zi0wai/PaP870dty/JOjTr4FxKZ5EyQqVYaQxpQppKUIJIeghSUmFl242vEoBY1Firvcpa7VUAHoQ3EGhcFfD6/reQo+06zgJ9e4a1+msoJB13iaHViV2UpgAAQa5JREFUAiCSPomwD44ayjqJfLR+TPZ8aBKc0Sc9IvkSsScQ1tEqRHFZ2SBWRhgP7rqgDEwiDMV9y9rHScjMJEw7Xtkxyu53kooxSXGZFAXzONdYvLZJ1znteie9L5KOSaad4r3l73Fvv8Ptu+8zDENa9RqeJ9ja6bC1MyRNFUJYWFJmBRkVCGkhhcSyfRpODYFESpnlGlEpYdhja+cWM+1L7HXu0WqeY2//Hnude2zt3GJ58XUAOt0NOr01gCzvyOhmNJDGmofdXT78eJVXrtSQUpKkAa1mjW9/511+6Zf/Jds7ApW2EPIhN64v8pWf/gneee82tz66R/hwB891+LHP3uBrX6nyiDxzjOOnO1xcfhPPswmTPX7v2z/ku9//gEbDZ35+FmlZaBVhW4J6o8Ew2GF37/bBcXY7d7Fs75HjK5WwtPBq5qTaXGZz50OW5l9FSg+EJEmGaNSB5d0SuZ9AkI0IMpudZonQslkqdj2bnwoBkiyfg5A4Trb/43S2+WVHdZhls7Cy4xXtsZMUiWmdhEGZIpN/X5z5lCk0JzEVnUYcV5WZNGCUDYrFUNXsVbLXCwjizJyi0NjDgMb+FjJN0MLCjQcgBFYUjRxE1UE6dwGgwVEhjg4ZU2boOXMH7yPhs9r8NBpYr10nFjY73qWD7SPhEkmfWDrokRqiycw+mTlG5o487ogPzicEWshsOyWAdBT0Iw+2n4QX1UamDbBHXVP++chvfxRpPQ4RLjvPUcvKlpc932WmUvN6VF80ad/8+qMwSTU5ej9FpwPo67TrmVuqY8GFJc3SvCIIIixL4roO/f6QJM3ygmjIVAw0nt1grwtKK2q1uWzyuv0e27sfArC2/j26/Ye0m+fwvDaWdAijLvu9+3S7G5A7lskZIi0LyxJ88OEP6HQi5mYuEca7rK6/w85eh53dDl/88bdwnQWieHCQL+Sv/nd/lv/mv/4T9PpDmo1alVn1eSAfP/3azcsksYdA02rWmZtpEgQhvp/lJBCkRHGXOI0RQmDbYhTfnUFrTa+/wc7eHeZmrhyEU9m2RxQP2Nr5kLWNH7Aw9wrDYPvwwzF6CjLHI5X5k1ggRZaJr1Zz6XS7+J6D61pZVr0E/FqNpYU24TCgNxjwf/w//AU+9+nrpQNP2QCcly2NzJmXm9P0sHNW/q+4rGx7syx/vrJrOGrZSbcvvs/f63GW5d9P68imzQiPu27S7O04eFoDZVmbABimilhnOQ/QmnpvGycJiJ2R05oEK44AjZYCJRysJMZPu4eG+LSQUGku3MBLh1wcvoevh9STfUKrzsXBB7zT/iNE0gcEqbBIhU1gZ0XuDLfQyBG5yHBAfFCHJULNKM9IRpKUNfIl0QIhNLYlEGKs4JQpWkepV9OWT9t3kqJRRp6Pc67jqg0nbWPFfYoqz5PgKFXvuITocY4xaeJ1XDJlkKaKJAXbNupcRnbNO4QmTRP6gxilFanKkpNl+4YkSUCchig9ti9ZloNt+wfhu0ka0h9sjohIE8uyCcIOne6DkflUECcBSqXESTA6hovWsLlzhyAKqdeWsG2bTqdPGET0+gPiOMH3JM3GOF/Ib/zH3+X/9N//ty+8hMhLRUTyJZoPHHTEeAphWZIgiAjDEPgend6Qfn+P+RmjYIwbz4OHb2PJrIEMBtukKqZeW0AISRh2SEZe0avr3wUEQkiktJDCotU8z9zs1cxsIy0c20VaNlqD69gsLszjWD1azRV830VKK4sa0JpGrcbQibi80qDfucrv/d6z+75O0jE+reVlM6NJ7ydtn1+eP8+0gaDYSZpt8z4Bxcid/LKy0NvitvnzF6N2jiOn54lS0U4+zcdhEok7vFyRpjUUI9KhNJ20Ac6IECiNdBTCURy+PIGlExhl/LB0gqtCHBUwF24gUFg65vzgY2ppH4ALww+JhUdk+Vgq4nbr8ygE+845NOClA9KRGUYJiGQNhcznbEWLzGdEC6OQyAN/1UxBcRB6vCBVmYpoyfSAjBzXJDBp2XFm/gZHkY2TKA5lxy5TDst8KaYR7Umk/CiVoUyFOWk/kL/eMtVj0vf3uGrOUeuK36f5nF2jzClsevRq2ppEqYwsSAmem1WEVFqh0gRlKVxp09SLBGE3U8eVR6uxzPaIiABEUVaPJor6aCCKB6xt/ADXaTA3c5k0Den211FpkIXwxhZRlD2HSiUMg4g06bHf7eF7DsMg5M69B3z2UxfJlJQXky9kEl4qItLrDw/ipwGk7ByELs3NtqjVPPqDkCRN8QDLjgnCiF5vgGNHxPEQ33OI4ixyJh2xyHRUvGgw3GZh7hUW5l45dF7b8vC9mRH5yUhJoz5/IKvZloUlPXx/ZpS2F84vgxAuluVhSZBSkpFoQathcX55if19a2pHUZRty1BmMpk0e8h/Lg5kZTksip+PGhCLr08yuBa/k2kD/aRzTFt21DbHPcfTUjmeBpTKNxINSHRKFg5LRgokIHSmRIj8pgc6RfbFu2nAQrg2KninuNL/4aHQ3d9f/FNse5cOdu/Z8wzs5qixjTt4jSaR/qGrOrheRFaPJm+uEYzCeS2EEofSxKt0dA9SH0xEjvP9TxqUHgdH7XuSY08yY5hlxcip4+AoxbBs2Una/VHnM8vKiBVMJ3lFlPVTTw6BwEMZl2oFYwc/je892lbNJde8NmkawygPCFpn6ohKeeXKHyOMuiiVMgx22d79CK01u/t3iaIBvt8mSbL07v3BFjOti7h2HcfxGAY77HdXSdMs6i1JIsKwi2Vl/olSWvT7AXfuvc/1axdw3OzKXkS+kEl4qYhIs1E7FD9t2Z2DdTPtJueW5vn47gM6nT79fsDGw22SRIOwieMhcRKQJArQGWEowTDYp1FfolFbpNlcwvfaNGrzSOngOg3GMeZgmqhteVjSwbLHXtYZSdG5jjfj4JZt47kuaeqws/P4D9njqB2Pi6ch6x4XJyUZ01SUabPUSRLxUfbsaduXnaN4rklqUH5Z8a8sGuBw7gxNdxAxjGJsSyD7Pfz+Pu5wiFBZaK6WEm1ZaCmRcYylUkz7lGl60Nlmx9fU4y6hVUdozaud38XRUT5BK690vkM845MKm0TamXNqahNbdcbtXo9q3Ci0MPlL8rpINjfVjJ4pnZ1BCBPeq0frxt+D1iClIqv/e3TbLCoDT4qjyEyZOnfUsY5a/rSe55Me5zjPU5lFYNJk4nng6ElIRstVko6bYioyYp7ZZnJbjpTGUYI/dfDDCqTIsqUKFaNUSJIMAYFlOTRqCwyDfYJgn+XFTxGEHZI0wIQDg2a/u0YQdWnUFtjrrh4kRNMjdjQMdkF0qdd9fM8ljGL2Oz2ieAeTAv5F5AuZhJeKiKxcXJoYPw2wsDBLqhTDIOL+2kOSJKFRn6Pm17EshedphBRIJbFsSZrmp+yCSxe+gJQ2luVSr88jhIVt+1iWj2172LYHxsFIH3Td2LaHlFm6eD1KVCNH9m/LymZ7aZoiLEm75ZO3cz9tlHWUjyt/HqWs5N/n81zkZzLTBuXi8mIHPmkAmST7lh1/0j2Z12lOu+b1KKVpkjo0SSk6Sl2adJy8mSmOx+/TVBGEEhVbpFGAjqCvZ+g7M+ZqD84lpUJ7WQE8EJlztaMPQm5HOgPbIz/uufABPWeej5wsCd/K4H1qaY+Bu8DK8H3Wa9dxU6inWUc6sFojc0vWYeuDzj2L1olkHY1ECTEK2c22SW0bmSq0EMROHTUqY6ullREWKQ98wV1HIk/wGx+1PL8sn09m2sze4CSq3aT2YN4X9ylTFIvbHpe0HGXCOOoZK34nxWeu7P1xJxXTVJKj1JJJ55r8uyh0mmSZTbU4EO/UwUYZ8dUqRWlNmoQo0gN5xBCFTBFRhFGPYdjJ0kDoLGcPGoJgj/3eg1GKB5thsJ8R7Fx21SQNs2SZ0idJMpKSBS8oWs0a9WZKFNfpDwJsSxJGCWEUj67jxeQLmYSXiohIKflTP/uTE+Onr145z1/97/4s/5f/6/+b9Y1t6nWf2ZkFZloz+L5kazdBjxpLkqRYUo4IRPbD7uzdpllfQmtFt7cBKFKlcJ069drcwXUszb+KbZsqpNmI5HkuKE2qMmdB32tSr8/gOg5KZel8he/RatXwPKt0tjBptv+46keZjXlaZ1fWyUzar7juuAmkjlo2jeyUbV8cOPLXNQnHnYmWLTvurHrSrPgk5560TfF+lQIV6ywaJlFoLBBZhzjeCYQW2HE4SlwxqqehE6NKI9A4KsTVEWiFrRMu9j+glvYQZInPnFHq9vngPj1nnqXhXQK7TipcFDZeOsxOKwSB1WBgzx6ogq6KUFiEVh0AW0UjXxCFTNIswRoaZxBmF+xYKMch8nyE42JbWeNs1F2sCdFd+e/nOANkkWxMG+COIpzmt5i0bXF5HvnlxWud9Lyc9Nk6zvoyFO/JvJ/Uv5RlPT7OszmNfByXCBafjcO/p2I4zJJaWpYgSVJUmh70/wZZjt8ENerLEZKxKVChtCZJAjIfkCE6TfDczCwpRqZNy7LR6INCeK7boF6bpz/YOjiPCeF1HP/gOtM0RakIzR2U8pifmyEIIwbDEMe2sSxJt9t/YflCJuGlIiIAr968zM//5T/HN3/zW6Xx077v0m7XWVqcZXamyUzrGvX/f3tnHiZVdSbu9261dlXvDb3Z0CwigtJAIIKjqEREf+4xMS64koli0HHDLWoyCYxBJyIaNdE4cZxxi4MhGCHENe4BaZSdZqcX6L2ru9a7/P6orrKX6gXoprrxvM9TT9W999xzv3tu3XO+851zvs8Bjb6DVNceRJYlsCRcTjfFw76LzxftyYUjers/Y0cMI4zblU12xgg8nlxUxRbXkpEs5DarAixMJEnGbmv1Q2KXsasqhmni90sYRu967R1/t93uroce+91xjLm7HmFc9m56a72pUBPdS1cNaEe5OuadqPHoKMOhjKMfag+3u55fT9uJHC91/O74uys/CLH82srf9loR3SSwcz+K7keORDANC8XUUTDwhGpal+pKrcqIhaFpGOnpYBgoLU3omobN70cCXHojqZFaADKD+0iLVHcuI6DOEZ0foqLj1pvY7pmELrdfDh9UnOiSvd15fs2LTnQia9vii85Lba3s4w8JiESX8RoRCeToEkc9fPgVb6IGqisFvKtzE3EoygIk9tOR6D+RyGLYG4tPx3dIktpPJu14P91ZJ2KyJnpvu6oXYr/byp3oPjteM/Y/7+q+Ol6n7XdXE85j+8JhnaZmH6qqYFoWET1EJBICjLhFwjAskEBVo36f9NbIu60SANGgdkbrCkzT0GkO1MSPf6OwWKiqAxVoaNpPJOLH6Uhrp4hA1BeVbvhwu50EAtEFEhYWEUPHbmrIsoTL6QALVFXhwMF6wml60vyFdMW3ThGBqDIyojif8orqTuunN2/djWVapLidaJqKrvsIhV3s3LMWXY+gaWp0mEQGt1sGy0VDUzOKrER7cqaFLCsosta6dDB2VQmnIxWb3UMkEmydtBTteEZ9g1hgSSiyhNPpwOnUUGUDFBNV0jCtIIZp4HanYmvj1yn2kvY0Q77jC90bRaarRjVR3h3pLr5Dd5VKx/x6I29PdFdBd3WNrirwjmXYlcLV1tITq+Q69vh642K/u57goVhBuktv6WBEUjFVL7Kpg2wiWwZ2K4BkWbgijTh1HyjRIRkrLEFDML5+WwqZSGYs8q6MT0llWMsGPHpdl3JlBffRoqZiSRIWMrmBnTTYhmBJ0WEXExXNDGDR1quwRFr4IIbculpGis4PsSwwFQ0sC0vRMFQbJiCZFoaiYqKiSzaMlFScdjtyvLJP3AB19d1jOfairPsqn64siL2hp+v2RqnqeE6i9If6zh6pNaY7BaWnTkBX+9reVzhsgSUjoRAOhwEFu92FaYawLD3qkVi1oqvKDZAVGU1R0HUTS/qmgnY50gAJf6CWQLAerdUflRXVYTAtE19LFboRQjdC1NbtxDB1Iro/Gncmvhw4QihSSX6uDdPMo+pALb5mPzYtukomEtFRVYWCvBwUVebEE4q5+PwZeD3upPkL6YpvpSIC0WGaREuWUtxO0tI8HKiuZ8++KiSqMIytNDU1tZrUDNyuTHIyxyJhQ1XBNKy411VJkklPG9YpX0114nKmYxoRTNoH/pKk6MoZu8OG3aaRlmpv1Yyjb4FFiEAwQIrbjderJawojmQ7UUPbk6JiWZ3ndXTXG2/7O5ZHR7qr/HpqkLtrNDo28L0JtJco3k531+rYa0u03dN9dZeup2M9penWomKZqBjoSChWBKnVGgLQpGXhlz041JbWE6SoAqCqWFJ04qpkRidwx3DpjZzc8F5C92Em0co2NVJNahtrSYF/Kz41nYPO4XFnZxZgKgqyacYj7FqShNS6egxFiU52URQsHSxZxmfLQZdMQkTlsxkBDNWG3QiiuT04vUqnYGhdfXenvPYXsf9NTNHoqMDGvnsbnTaWZyxN7N2NpW+73TZtbxXgjh2UtiSKXNvVSrjevAddKebdydzTvq62Ez1rw1SRJTeGAbKsoMqxP4UHTQmjGwYxR5RG641aWMTXIFgWba3mqmpDVmxEl0PGYjpFz7LbUwiFGjFNk4y0YRhGGF/zQfyBOioOrAegtr6MQEhlSE4qqqqQnp6KPxhC01ROHDMcr9eNaZg0+fxkZqbyw0u+N2AsIB351ioiXZGfl01Gmpe6ukb0iIFhGASCoTaTkSAYaiQYaqTqYAjD0AmFAuimQWyyaTjcQlpqIU57GiZm/O3TdSdW6yRUy4r+aS3LijpRkxRcLgUZg6YWPx6XE0VTMCIRfC0tOJ02ThybS0a6nLBH3rayiWGadDIvtk3T9sVOFF0yUa+87YTHtt9tr9Vd49+x4uyYvm2+HX933NfbXlvHtIfSoHRnvo59d9e7ijVsbdP2pLhBz0MzvZUz0e9OeYQszBYfpqJgRJqRQ4HWhK3HLRO5dcluq9cmTEUFu4ZqBEEPxSerpoUP4o3UtiZs/4BMwFLUaGVtfrPSJpZKNUOtqyEtUsMHCWsuTEPBVFSUcBAJCdPhQLbbsUJhiPjBtLBsDkzDQrc5sGQVGRNTcmApFpahoEt2ZAmksEpzq6uGQ/nvHCltLQ3dWQRjzzw2XJjI/XgsrowsJ07XNp+jqUD1hkT1Rsc6CL5RwhIpVh0Vs54UsY7nJpKjo4yxerXzcYlqPUQgEIhaG9qM6+qGv9X/FMiyRETXcdhtOJw23E4nLX4/dQ0+9Igeb0ti1g/TNKJzQySQkPAH6zAMHVm2IcvR4Rq/HsLCintfBQhHmjGbFQwjjCRJGEY0uF5GeiqaptLk82O3aZw0buSAGoZJhFBEEmARnX3sdjmoqW3Eac9AllUkSY5/QiE/gaAfRVFBllBlDQkFSZLQNDt2LYXMjOFoqqO1Ao/2JmN/Nql1JYCmKdjtNtwuJ7phYNM0JEkhHIkQjkRPS/XY8XpSOFBlp7Kid2bGji97x32SlHgSWVcz7RPl31NlfiiV/eGYUTsOlUD3EU+7avy7mlthWb1zTd/TPSRqeGL72lZ8PVlQ2jZosfLvzjrW2x6gpNnA6YRmP4rLjRWJgG6ArLTWlkQVD7l1JYrNRlqGhGpEMJt9mGYQyYy2Ht5wDTYrxA5PSTuLiIGE0xsgzX8AuXW8ytHiQ27tpptI2K0gI1pKATCl6HJhybIIuaOrY2xBP6ppRw5ErSGSxwuShZydjb6/nGBExjAUZFnClFTMiIkZ0QnmFZJis2E/+0LIcKDr0cbOMEDXiUfbjX1i222P9db60BW96Zn35pl1Zyk4knMTyZhIiUn03rVVgNoG4Gv7fnWM1/LNUur2eXT8PhJrx6Hu6xmZnHqZL9bupqq6BqfDhqapmKZJKKyjqSpDctIxDJNAIETJhDHk5WYBMjV1DXz8STn19fXouk5sAqssydQ27MUyDSRZxq5pNDTvo9lXh2lFl6KDRUPTfmIONb+xLpnERujC4ajPK0mSaG5pwWaz8f9mT+XEMcMH3DBMIoQi0oHyimoaGn18Z9JYPv38a9zObDLSh2GaFumpx6GotnZ/XFmidU6IgtOZCUjIyGiaG6czI/oHkKTW/mFMAWl9KSUFh92JrCookowsW5gGOBz2aLTG1rddkSVCIZlWhbvH3jEkjhiZqHHs2PgqStfp21YsifLp2GvruK9jRdSxx9cbuWPbiRritvu7UsS6s8IkqpC6qiC7+922vBJtH0raRHL0fQ9XxnJ4McuqMUMRJI+BVV8PwdZqrlWHRrYjaRpKeipDPEEIBYlY5Rh6ACUUBL5xFCZ1sIaEUzxI+WnU+x246mqwB/zodgeyYSDrEUxJRrFMLCQidgchdwpqOETE4aQxJxdnoIXqoXkUnjoZlx5GSvUijRiOvuJt9J27UVK9OOobCGkahmmBGcEWbAFvKl7Fj6M4D1txOtIAqo879uzb/m77aas4JfrE0sSUpp6GbboaduxPOlo7+pKuOheJOhht9ylK548sg6p+87tzPqkUFx/Hfz75D7bsqMDhsKEpCqlpbvLy8/CmRgPPjR0znEsvySK65BYgjTHHF7Pw0T+ydftONFXFbtMIRcLU1x8ELBQl2imNDtFYhIJhIrFluaqCzeZA1VRCoTDBYDh6D6pCiz+IaZrYbBr5eTnouk7pV1vRNIURw/IHvBICQhHpRMz7anZmGna7DV9zI8FwBcFgBE+r7//oOJ+FbuitsWEkVFXDMKLxBSQkwrqfZv9BJElp7VRGh20s08BmU7HbFDIz07A501tdUUfHCP1BP8XFRaSmeoGulYeO37EXp+3vtvu6UhA6KhZt6djAt92XqGeRyPrQUc62eXa8r470pHD1RiE7GvT2+r2dm3C43x2tLYeGF2N/DvoXazDLKzCsRqzaVo95Tic0NSGlpKMMK0L2egiFdZqMELK0CzVUgxoKgmkhma0+Jy0LyYo6Jgt4U6nPHompuNFdLhocBdibfdgCfipHjCF7zw6czc0Yiowj0IJsGKjhEIbNRnNaBnZ/C2GXi8D4cWgnnoDmbDNbe8pkrJpajGAQRVVwhgJYqoYVDiM5bCgpDuT0NNQpk5AGWIXc0/s3kGg7fNJdDKrYp62ClEhxarvdcegk0byYjmk6ynY0lSoo4ILZ/8qadZvw+6POMV1OB4auc6AqQHZ6Mfk5o/nss44PtpDZM2/AaV9LIBBA16PD+UX5OrIkk+K2EwyHCAWjK2oierg16ruJqkjYbAqWadHU0oKuB6NDc5JFOORHNw6QneXF5XISDkeX65ZXVLPy758yonjgKyNCEelAzPtqU7MfCwtNk2nyHcQwLBqbdtDiP4iqOFBUG6ZpIssyXk86xxWksWHzThqbfEQDEwFY2G02IpFI1BeILKOqMrlDMxmaO5SUlBagOW7CDgSCGFaAUaMLyMqM7ju6L9jR4VAb7p6sLX3ReAtAKchHzsvFqqnFCgTBHm3wrUAQ/aOPMQ9UI3lSCIV1apsC6IaJIycbrb6OsNOFrmjY/c2okQgSJqYkE3K6qDuuGN3pQrZAkiQUWcZp6NTnFVBx/DiacnIZsmsbKfW1oMjxpcAhpxtZkmgeOpTqEWMYclwRbofWSWbOnYX0xRqM7WVYB6ohGEC225GH5KCMGok6ZVI0neCwib0jMcvBQKc7S1Mi5cmyOluX2ipRHYfoUlPTcLvHsHHzLqprG6lv9KGqKjnZ6YweeRyZGakJrU/HFQxhzOjhVFZVY7fbosZGCerqm4joBk7JQXqaHZfDTnVtA1ig2VSCwXDUb4llkePIwWbTyM5Kp67eh6YqSHITuhGgxb8DVTMxWgKkp3kGTCyZnhCKSAdi3le/WLsRh91Gi6IQDgfQNJX6pp3IkouhOSegKBahUAibTSUU0VBUnXFj8/lqQxkNjc0YpomiyBgmyIqE3aFSkD+E9DQPgWAQt9sG8VUxEHWI5uO4wqFkpKd2sjT0hv7sbYuG+9uBJMtIOZ09LUqaSuSvqzD3l+PTnOiWjAMD1R8gXHgc9aod1e8nHPQgmwbh1DQacvNJqz6AOxggENGwuV3I4Qg01BF2ufCfcCJDjAARRaJy5FhkWUKNhNE1DUmS0EwdyeEg5Iku881Kc9LRGzK0V6DMFj8Eg+B0ILtcSFmZA84SIuh/2g699B8ZzD4nLaEbiI6YphlPN90R4a2VG6hv8JE3NBOH00EwUsOGzbuJ6CZF+bk4XWmMGunFtKDJF6ChsQU9YjJkSCYlJ41hzbqtSFIT9Y3leL1eZFnGNAKYVhi9dSKt1+Ompq5xQMSS6QmhiHQg5n21vOIgFZXV8UY3ouutvblmWgL7CTdEsNk1HE4n+yv3kZerk5uXSXGxxNr15TQ2NaLIEqqqkJnhZcp3xnPVD08D4PkXl7Nr745Onl0zMrxc+P++y6iRouIUDCxilgf/x59jbNuJ0zBA0wjk5dE8Zix7VRdqfT1yKERY05Ays3A6NBzNDaibN6KVV6IG/GhOO8Gi42hOyyJ1+xZcNdUQiURdtOfl4TthLDUp6UR0gwgWsixjV2TsmkJaStcxMWIKlHhzBEeTrtxAtGV72b5vHGiGwtjtNtJTPQwdkkldgy/uVPPC86Yz4aTjyc5Kiys1QCdFB6CuYS9frN1IIFiDJTmw2+JrhPE1B8jJTkdV5AETS6YnhCKSgFEjC7nxmgux222seuczkKR4vApFkWlsqsLlcjK5ZByqqrJ5226aAw3s2tOM3abxg4tP5+Rxo+LLtIqH5VFYMCSuKXfn2XUgL7ESfLtRCvJpnHEmZemFyOEgus1OJDUNWZGxIgbKkGxM08LSDTK8TlKcNqQ0N77cobTsr8Ju6Og2Oy4Mhnz+CfiaCaR4kBx2nIaOVFmOq6UJ1/TTaMnMwrSiEWeCYZ0Mj6vTsIxAMNDZXraP519cTl19E3m5WbicdvyBEBWVNaSne/j+RWeSnZXerTUlkaLTtrPc0NBEVlYahm7gaw7gdNoZMbyAygN1AyaWTE9IVnd+yZNMU1MTqampNDY24vV6j/r1TdPkw4/X8Z9L/5f9FdU47DZkRSYz3cvYE4rJTPeyrWwf48YWc+F5p+EPhLr9Q3XMO6bpupxRz3qHcr5AcLRpbAmycXc11Y0t2FUFVZExLYtQxIiOb9vU1uFIi5w0NzYtaheP6AahiMGwoWnUN/jR/rYKR0U54Zwh2G0aXld0Lkptox/1QBV6YSFNZ5yJYYE/qGO3KYwuyCTV7ehOPIFgQGGaJk8++6eEQVYty2Jb2T7GnziCeT/+/mHV99vL9vHfr7zNux+uIdDadmRnpZGfm0MgGCIjw8sNV1+QtM7tobTfwiLSDbIsM+NfJpE7NIulz7xGTW0jebnZ5GSnEQyE2Fa2j4wML7O/N42i43IPOe/CgiFsL9vHn9/6Rzuz3cjiQmZ/T1hHBAMHy7Ior/ZhmiYpDhvBsB5d5ijJOG0SumESCOnYNAWXQ0NT5fh5/qBOhsfJ0PQUciIB/EEfZmEussuFKdnZG4j22CKqQcCbi1kVoP7rEKYnBbfdjTvVSdV+G1XJLACB4BCpqW1kzx6NvCETMSLRzqai1iDJISRJIm9o5hFNJh01spCH77uRmWd8h9XvfkFlVU1rtHZr0FnYhSLSC44fVcStN10eH07ZtaeyT4ZTujLbbdi0g4rKam6YkzxtViBoS0swQqM/iMuh4bCp6IZJKGygqdEI1DZVwR+KYJgWTruGBei6Ebdo5Gd7oj3CYAjFMNA8biRZJmhEY8VIgKYoKF43RiSE02NHyUnDYVOhNZ6MQDCYCATCRCI6NpsW96pjWSoSUYdQTpeD0MG6I5pMKssyp00v4dRTTu7VpNmBilBEekl3gfIOB9M0eXv1p9TVN7Uz23lSXIweWci2sn2DZg244NhHN0xM00JRZDRVItPrpMkfJhTR0Q0TSQKnTSXT6wKg2R9GliUyPE7yM914WnwYNdVYfj9oGgRD4HLiUCKM9lbGr2P5/VgpzdhP0pBzxJwQweDFnQKs3EtYb8CT4up0POAP9tlk0t5Mmh3ICEXkEOjLh11eUU3Zzn3k5WYhSRKGnoZpuuPH83Ky2L07wCefNpKVmd6rPA91WW1XzrC6cnne27SHkqdgcKAqUcuHYZjIqoLdppKtqYRbfRsYhokFjB+WA1J0qEZVZJw1B9FXf0KovAIrHAFNxWpswmxsRB49stO4uVlbjzJ8GFLMkY5AMEiJuYLoao5IRVXtoJlM2t8IRSRJxDy4xiaqyrIfy3IAMlgSNruNSGMzoVC4xwa7u1gSPZ3X29gyg4HDUcQOVwnrC2XtcGROFm6HRqrLQZ0vgNcdjZOBBDZNwbIsmsIGGR4nbqctXuEa+8uJvP03TF8zcmYGksMOwRBGkw+rthZzWxlyYT7Y7RAKYdbWI3tSBqQXVIHgUIm5gqiorGZb2b6E7hrOmXmKsHgjFJGkEfPg6g9EXQRLchhV/mY6XsDXApKP0aP/hcKCoytbW3fOHQN7dRXwq7dpDyXPQ5X5cM451jhSZaxrhUtCM72EWkwqGk2cDhlFkTBNk2DYxG6z4bF78PmkqAyWif7JV5hNEZS8ImQJVMlAcTlRRo3AoNUC0tQMen00hs3wYcILquCYYtTIQuGuoRf0qyLy1ltv8Ytf/IKvvvoKh8PB6aefzptvvtmflxw0DGSzXVt3zt9GEgXG6y+Fq7t9hyvz4ZzXO+ykO9OpbQzQUB/GtECWZFx2Bx6Xk5ZGGy2Nrfk2+ojstZCco5H89ngOo7yVUceABXmYTT5s3zsTyeVCcjqEF1TBMUlfzy88Fuk3ReSNN95g7ty5LFy4kDPPPBNd19mwYUN/XW7QIcx2A5eYIjZYhk36g0TKWFRBsmGaGs2BCBHdjMaNsWnEVrbE43ZE/AStWqSUbJB0TCRS1OA3F7Dbo5YQlwulSPQKBcc2g30yaX/TL4qIruvceuutLF68mBtuuCG+f+zYsf1xuUGLMNsJBirdK2MSzrYRcBNg6iohRzOSJSE5E6wKCIWQNA3JKZyUCQTfdvpFEfnyyy8pLy9HlmVKSkqoqqpiwoQJLF68mHHjxnV5XigUIhQKxbebmpr6Q7wBhTDbCY5FpKxM5Pw8jF17kJ15YnWMQCDokn5p7Xbu3AnAww8/zAMPPMCKFStIT09nxowZ1NXVdXneokWLSE1NjX8KC78dFoGY2e6E44e1i0kjEAxWJFlGnTIZ2ZOCub8i6h/EMLD8fsz9FWJ1jEAgiHNItcA999yDJEndfrZs2YLZuib0/vvv59JLL2XSpEm88MILSJLE66+/3mX+9957L42NjfHPvn37juzuBAJB0lAK8tHOnYUyvAjL14xZWYXla0YZPiy6X6yOEQgEHOLQzB133MG1117bbZri4mIqK6OeEtvOCbHb7RQXF7N3794uz7Xb7djt9i6PCwSCwYVSkI+cl4tVU4sVCIrVMQKBoBOHpIhkZ2eTnd3zctJJkyZht9vZunUrp556KgCRSITdu3dTVFR0eJIKBIJBiSTLSDnCe6RAIEhMv0xW9Xq9/OQnP+Ghhx6isLCQoqIiFi9eDMBll13WH5cUCAQCgUAwCOk3PyKLFy9GVVWuvvpqAoEAU6dO5d133yU9vXdxUwQCgUAgEBz7SJY1cB1dNzU1kZqaSmNjI16vN9niCAQCgUAg6AWH0n6LGWMCgUAgEAiShlBEBAKBQCAQJA2hiAgEAoFAIEgaQhERCAQCgUCQNIQiIhAIBAKBIGn02/LdviC2oOfbEPxOIBAIBIJjhVi73ZuFuQNaEfH5fADfmuB3AoFAIBAcS/h8PlJTU7tNM6D9iJimSUVFBR6Pp10Y8aamJgoLC9m3b5/wL3KIiLI7MkT5HRmi/I4MUX6Hjyi7I+NQy8+yLHw+H3l5eT1GlB/QFhFZlikoKOjyuNfrFX+ow0SU3ZEhyu/IEOV3ZIjyO3xE2R0Zh1J+PVlCYojJqgKBQCAQCJKGUEQEAoFAIBAkjUGpiNjtdh566CHsdnuyRRl0iLI7MkT5HRmi/I4MUX6Hjyi7I6M/y29AT1YVCAQCgUBwbDMoLSICgUAgEAiODYQiIhAIBAKBIGkIRUQgEAgEAkHSEIqIQCAQCASCpHFMKCJvvfUWU6dOxel0kp6ezkUXXZRskQYdoVCICRMmIEkSpaWlyRZnwLN7925uuOEGhg8fjtPpZMSIETz00EOEw+FkizZgeeqppxg2bBgOh4OpU6fyxRdfJFukQcGiRYv4zne+g8fjIScnh4suuoitW7cmW6xBy3/8x38gSRK33XZbskUZNJSXl3PVVVeRmZmJ0+lk/PjxrFmzps/yH/SKyBtvvMHVV1/Nddddx/r16/n444+54oorki3WoOPuu+8mLy8v2WIMGrZs2YJpmjz77LNs3LiR3/zmNzzzzDPcd999yRZtQPLqq69y++2389BDD/Hll19y8sknM2vWLA4ePJhs0QY8H3zwAfPmzeOzzz5j9erVRCIRzj77bFpaWpIt2qDjn//8J88++ywnnXRSskUZNNTX1zN9+nQ0TePtt99m06ZNPPbYY6Snp/fdRaxBTCQSsfLz863nnnsu2aIMav76179aY8aMsTZu3GgB1rp165It0qDk17/+tTV8+PBkizEgmTJlijVv3rz4tmEYVl5enrVo0aIkSjU4OXjwoAVYH3zwQbJFGVT4fD5r1KhR1urVq63TTz/duvXWW5Mt0qBgwYIF1qmnntqv1xjUFpEvv/yS8vJyZFmmpKSE3NxcZs+ezYYNG5It2qDhwIEDzJ07l//+7//G5XIlW5xBTWNjIxkZGckWY8ARDodZu3YtM2fOjO+TZZmZM2fy6aefJlGywUljYyOA+K8dIvPmzeO8885r9z8U9Mzy5cuZPHkyl112GTk5OZSUlPD73/++T68xqBWRnTt3AvDwww/zwAMPsGLFCtLT05kxYwZ1dXVJlm7gY1kW1157LT/5yU+YPHlyssUZ1JSVlbF06VL+9V//NdmiDDhqamowDIMhQ4a02z9kyBCqqqqSJNXgxDRNbrvtNqZPn864ceOSLc6g4ZVXXuHLL79k0aJFyRZl0LFz506efvppRo0axapVq7jpppuYP38+f/zjH/vsGgNSEbnnnnuQJKnbT2yMHuD+++/n0ksvZdKkSbzwwgtIksTrr7+e5LtIHr0tv6VLl+Lz+bj33nuTLfKAobdl15by8nLOOeccLrvsMubOnZskyQXfBubNm8eGDRt45ZVXki3KoGHfvn3ceuut/M///A8OhyPZ4gw6TNNk4sSJLFy4kJKSEn784x8zd+5cnnnmmT67htpnOfUhd9xxB9dee223aYqLi6msrARg7Nix8f12u53i4mL27t3bnyIOaHpbfu+++y6ffvppp9gBkydP5sorr+xTjXew0Nuyi1FRUcEZZ5zBtGnT+N3vftfP0g1OsrKyUBSFAwcOtNt/4MABhg4dmiSpBh+33HILK1as4MMPP6SgoCDZ4gwa1q5dy8GDB5k4cWJ8n2EYfPjhhzz55JOEQiEURUmihAOb3Nzcdm0swAknnMAbb7zRZ9cYkIpIdnY22dnZPaabNGkSdrudrVu3cuqppwIQiUTYvXs3RUVF/S3mgKW35ffEE0/wy1/+Mr5dUVHBrFmzePXVV5k6dWp/ijhg6W3ZQdQScsYZZ8QtcbI8IA2MScdmszFp0iTeeeed+NJ60zR55513uOWWW5Ir3CDAsix++tOfsmzZMt5//32GDx+ebJEGFWeddRZff/11u33XXXcdY8aMYcGCBUIJ6YHp06d3Wi6+bdu2Pm1jB6Qi0lu8Xi8/+clPeOihhygsLKSoqIjFixcDcNlllyVZuoHPcccd1247JSUFgBEjRogeVw+Ul5czY8YMioqKePTRR6muro4fE738ztx+++1cc801TJ48mSlTpvD444/T0tLCddddl2zRBjzz5s3jf//3f/nzn/+Mx+OJz6tJTU3F6XQmWbqBj8fj6TSfxu12k5mZKebZ9IJ/+7d/Y9q0aSxcuJAf/OAHfPHFF/zud7/rUwvwoFZEABYvXoyqqlx99dUEAgGmTp3Ku+++27drnAWCDqxevZqysjLKyso6KW2WCGjdiR/+8IdUV1fz4IMPUlVVxYQJE1i5cmWnCayCzjz99NMAzJgxo93+F154ocdhRIHgSPnOd77DsmXLuPfee/nFL37B8OHDefzxx7nyyiv77BqSJWpNgUAgEAgESUIMagsEAoFAIEgaQhERCAQCgUCQNIQiIhAIBAKBIGkM+smqgsT4fD4qKyvjTt8EAoFAcOjIskxubi4ejyfZohyzCEXkGMM0TRYtWsSyZcuSLYpAIBAcM1x88cXce++9wl9QPyAUkWOMRYsW8eabbzJ//nxKSkrQNC3ZIgkEAsGgJRKJsG7dOpYuXQpEQ4oI+haxfPcYoqmpiTPPPJP58+czZ86cZIsjEAgExwwvvvgiTzzxBO+9954YpuljhI3pGCLmcbGkpCTJkggEAsGxRaxejcU4E/QdQhE5hohNTBXDMQKBQNC3xOpVsQCg7xGKiEAgEAgEgqQhFBGBQCAQCARJQygiAoFAIBAIkoZQRAQCQZ8wY8YMbrvttmSLEWegyTPQCAaDPX7azodYunQpRUVFqKrKnXfeSW1tLTk5OezevTt5N9FHXH755Tz22GPJFuNbi/AjIkiIaZqUV1TT3BIgxe0kPy/7mHHkYxgGkiQdM/eTCMuyaAlG0A0TVZFxOzQkSUq2WD0SDoex2WzJFiMpWKaJVVOLFQgiOR1IWZlI/fgfnThxIps3b+7yuCRJ7Ny5k2HDhrF+/Xpuv/12/vznP1NSUkJqaioPPPAAF154IcOGDes3GY8WDzzwAKeddho33ngjqampyRbnW8exWxMLDpvtZft48tk/sXjJSzz+1MssXvISTz77J7aX7eu3a/7pT39i/PjxOJ1OMjMzmTlzJi0tLZimyS9+8QsKCgqw2+1MmDCBlStXxs97//33kSSJhoaG+L7S0lIkSYr31P7rv/6LtLQ0li9fztixY7Hb7ezdu5dQKMSCBQsoLCzEbrczcuRInn/++Xg+GzZsYPbs2aSkpDBkyBCuvvpqampq+q0M+orGliCb99Tw9a4DbNx9kK93HWDznhoaW4L9ds1rr72WDz74gCVLliBJEpIksWPHDm644QaGDx+O0+nk+OOPZ8mSJZ3Ou+iii/jVr35FXl4exx9/PACffPIJEyZMwOFwMHnyZN58800kSaK0tDR+bnfPJ5E8A7nnbuwvJ/zmXwi9+idCf1pG6NU/EX7zLxj7y/vtmjfeeCNer5dt27axa9eudp+zzjqLmTNnxpWMFStWMGXKFM4991xyc3MBeP7557nhhhv6Tb7eouv6Eecxbtw4RowYwUsvvdQHEgkOFaGICNqxvWwfz7+4nA2bdpCR7mXE8Hwy0r1s2LSD519c3i/KSGVlJT/60Y+4/vrr2bx5M++//z6XXHIJlmWxZMkSHnvsMR599FG++uorZs2axQUXXMD27dsP6Rp+v59HHnmE5557jo0bN5KTk8OcOXN4+eWXeeKJJ9i8eTPPPvssKSkpADQ0NHDmmWdSUlLCmjVrWLlyJQcOHOAHP/hBn99/X9LYEmTb/lrqfAHsmkKKy4ZdU6jzBdi2v7bflJElS5ZwyimnMHfuXCorK6msrKSgoICCggJef/11Nm3axIMPPsh9993Ha6+91u7cd955h61bt7J69WpWrFhBU1MT559/PuPHj+fLL7/k3//931mwYEG7c3p6PonkKSws7Jd7P1KM/eVE/roKY9ceJI8HOT8XyePB2LUnur+flJE5c+YQDAb5+uuvGTZsWPyTkpLChx9+yI033gjAyJEjeeCBB/jkk0+QJIk5c+bw17/+Fbvdzne/+914fqZpsnDhQkaNGoXD4WDIkCFce+218eMbNmzg3HPPxev1MnToUO644w7C4XD8+MqVK3G73e2GgzZs2IAkSXEFc/fu3UiSxGuvvca//Mu/YLfbWb58OXv37uWaa65hyJAhOJ1OTj75ZD766KN4Pnv37uWKK64gPT2djIwMrrzySurr69uVx/nnn88rr7zSp2Us6B1iaEYQxzRN3l79KXX1TYweWRg35XtSXIweWci2sn2s/PunjCjO79NhjcrKSnRd55JLLqGoqAiA8ePHA/Doo4+yYMECLr/8cgAeeeQR3nvvPR5//HGeeuqpXl8jEonw29/+lpNPPhmAbdu28dprr7F69WpmzpwJQHFxcTz9k08+SUlJCQsXLozv+8Mf/kBhYSHbtm1j9OjRR3bT/YBlWZRX+wiFDbxuW/z5yaqC1y3T1BKmvNqH12Xv82Ga1NRUbDYbLpeLoUOHxvf//Oc/j/8ePnw4n376Ka+99lo7hc7tdvPcc8/Fh2SeeeYZJEni97//PQ6Hg7Fjx1JeXs7cuXPj5/Tm+SSSZ6BhmSb6F2swfc3IBXnfPBeXE9mZh7m/Av2Ltch5uX0+TJOVlcVFF13EH/7wBy655JL4/pdeeonU1FQuuugiIGqdOuWUU7jpppu46qqrSElJ4f7772fSpEnt8lu0aBGvvvoqv/vd7yguLqa8vJwtW7YAsG7dOk4//XTmz5/PE088wf79+7niiitIS0vjZz/7WTzNuHHj2tUtpaWl5OXlkZWVBcD69esBWLx4MQsXLmT48OFomsaUKVM47bTTWL58ORkZGbz//vt4vV4AysrK4vJ/9tlnNDc3c/PNN3PXXXfx3HPPxa81ZcoUfvWrXxEKhbDb7X1a1oLuEYqIIE55RTVlO/eRl5vVqaGSJIm8oZls37GP8opqCguG9Nl1Tz75ZM466yzGjx/PrFmzOPvss/n+97+PoihUVFQwffr0dumnT58er5B6i81m46STTopvl5aWoigKp59+esL069ev57333otbSNqyY8eOAamItAQjNPqDuBxqwufncqg0+oO0BCOkOI/OPIynnnqKP/zhD+zdu5dAIEA4HGbChAnt0owfP77dvJCtW7dy0kkn4XA44vumTJnS7pzB+HwSYdXUYpZXIGdmJHxmcmY6Znk5Vk0tUk52n19/7ty5nHPOOVRUVJCXlwfACy+8wJw5c+LPJCUlhd27d3PqqafGlbo9e/bE08dYtWoV559/PmeccQYARUVFTJs2LX6dq6++ml/+8pdA1Mpy3XXXsWLFirgiUlpaGu8oxFi/fn27faWlpbjdbl5//fX4sNG5557Ld7/73XaWtlGjRsV/33zzzdx8883tlOK7776bu+66q9218vLyCIfDVFVVxTtEgqODUEQEcZpbAoRCYVzOxL0Bp8tB6GAdzS2BPr2uoiisXr2aTz75hL/97W8sXbqU+++/n9WrV/d4bqz31DZkUiQS6ZTO6XS2q+idTme3+TY3N3P++efzyCOPdDoWGyMfaOiGiWlaKErinrOiyJghHd04Op4hX3nlFe68804ee+wxTjnlFDweD4sXL+bzzz9vl87tdh9y3oPx+STCCgSxwhEkRxc9cLsdq64eK9A/Q2pnnXUWRUVF/PGPf+Tee+9l7dq1fPXVV+2GKL766ivgGyslQCAQaKcoAlxwwQUsWLCANWvWcNlll3HppZeSnp7Oli1bWLt2baf5FzabjVAoFN9et24d8+fPb5emtLSUyZMnx7fXr1/PBRdcEFdC9uzZw9tvv826desS3t+ePXtYvXo1H330UbtVMYZhdBqqi9UJfr8/cWEJ+g0xR0QQJ8XtxG634Q+EEh4P+IPYbRop7u4b8cNBkiSmT5/Oz3/+c9atW4fNZuOdd94hLy+Pjz/+uF3ajz/+mLFjxwKQnR3tJbaN/9B2QmNXjB8/HtM0+eCDDxIenzhxIhs3bmTYsGGMHDmy3edwGs6jgarIyLKE0YWiYRgmsiyhdqGoHCk2mw3DMOLbH3/8MdOmTePmm2+mpKSEkSNHsmPHjh7zOf744/n666/bNVL//Oc/26XpzfPpKM9ARHI6kGwaBBO/c4RCSJqG5HQkPn6k15ckrr/+el544QUgOrw1bdo0TjjhhHia0tLSTv/7rKysTnMs7rzzTjZv3sxZZ53Fb37zG0aOHMmuXbvYuHEjmqZ1slJt2rQprty0tLSwY8eOdtYP0zRZt25dJ4vIjBkz2m3bbLZOVrYY69evJyMjg6+++orS0tL45+uvv+a9995rl7aurg74pk4RHD2EIiKIk5+XzcjiQioqa+gYlNmyLCqqahk1opD8vL59UT///HMWLlzImjVr2Lt3L//3f/9HdXU1J5xwAnfddRePPPIIr776Klu3buWee+6htLSUW2+9FYiaeAsLC3n44YfZvn07b731Vq/8AQwbNoxrrrmG66+/njfffJNdu3bx/vvvx8278+bNo66ujh/96Ef885//ZMeOHaxatYrrrrtuwDZubodGqsuBP6gnfH7+oE6qy4Hb0T+xiIYNG8bnn3/O7t27qampYdSoUaxZs4ZVq1axbds2fvazn3VSKBJxxRVXYJomP/7xj9m8eTOrVq3i0UcfBYhbtXrzfDrKMxBjhEhZmcj5eZi1dQmfmVlbj5yfj5SV2W8yXHfddezcuZO///3vvPzyy+3m4kDiIZOSkhI2bdrUKa/Ro0dz9913s3btWnw+H5s2bcLj8WAYRjtL5a5du1i2bBlXXnllfNs0TcaMGRNPs2rVKmpra+PXbmpqYvfu3e2Cemqahq7rXVoxNE3D5/ORl5fXSWHNz89vl3bDhg0UFBTE56MIjh5CERHEkWWZ2d87hYx0L9vK9uHztaAbBj5fC9vK9pGR4eWcmaf0uf8Nr9fLhx9+yLnnnsvo0aN54IEHeOyxx5g9ezbz58/n9ttv54477mD8+PGsXLmS5cuXx8eANU3j5ZdfZsuWLZx00kk88sgj8XHonnj66af5/ve/z80338yYMWOYO3cuLS0tAHFLjGEYnH322YwfP57bbruNtLS0Aet/RJIk8rM92G0KTS1hIrqBaVlEdIOmljB2m0J+tqff/InceeedKIrC2LFjyc7OZtasWVxyySX88Ic/ZOrUqdTW1nLzzTf3mI/X6+Uvf/kLpaWlTJgwgfvvv58HH3wQID4c0Jvn01GevXv39st9HwmSLKNOmYzsScHcX4Hl92MZBpbfj7m/AtmTgjplUr/6E8nLy+Pcc8/l+uuvxzCMTivDYs+hLbNmzWLjxo1xq8ivf/1rXnzxRTZv3szWrVu57777yMzMZNq0aUydOpW0tDTuuecedu7cybvvvst5553H5ZdfzjnnnANAZmYmkiTFFdXPPvuMW265BYfDEbekrF+/HkVR2g0RTZ06ldTUVG666SY2b97Mpk2beOaZZ+Kr6qZOnYrX62XOnDmsX7+esrIyVq5cmdDR3T/+8Q/OPvvsPilTwSFiCY4ZNm/ebE2aNMnavHnzEeWzbftea8lvX7V+euej1o/nL7J+euej1hNPv2pt2763jyQV9CcNzQFr466D1icb91offb3H+mTjXmvjroNWQ3Mg2aIdNi+99JKlaZrl9/uTLUq/oO/bbwXfeNPyP/Fbq+WxJZb/id9awTf+bOn79h+V6//lL3+xFEWxbrrppnb7DcOwXC6XtWLFik7nTJkyxXrmmWcsy7Ksn//859bo0aMth8NhZWVlWRdeeKG1adOmeNoPP/zQmjhxouVwOKzi4mJr0aJFlq7r7fL75S9/aaWnp1vHHXecdc0111gLFiywJk+eHD++dOlS68QTT+wkx0cffWSdcsopltvtttLT063Zs2dbDQ0N8eOff/65NWPGDMvr9Voej8eaOHGitWTJknZ5BAIBKzU11fr000+7LKO+ql8FnZEsq4M9UDBo2bJlC1dddRUvvfRSOxPn4XAse1b9NmANUs+qMV588UWKi4vJz89n/fr13HLLLcyYMeOYdjh1tD2rHilvvfUWd911Fxs2bBj0dcPTTz/NsmXL+Nvf/tZlmr6sXwXtEatmBAmRZblPl+gKji6SJB21Jbr9QVVVFQ8++CBVVVXk5uZy2WWX8atf/SrZYvUrkiz3yxLd/uK8885j+/btlJeXD1hncb1F0zSWLl2abDG+tQhFRCAQDDjuvvtu7r777mSLIeiBYyWoYMyLrCA5DG57mkAgEAgEgkGNUEQEAoFAIBAkDaGIHEPEJowl8iwqEAgEgsMnVq8O9om5AxFRoscQsTgQXbk7FggEAsHhEatXB1MIgcGCmKx6DOH1ern44ovjs79LSkrQtP7xoikQCATfBiKRCOvWrWPp0qVcfPHFeDyeZIt0zCH8iBxjmKbJokWLWLZsWbJFEQgEgmOGiy++mHvvvVcMzfQDQhE5RvH5fFRWVg7I+BoCgUAwWJBlmdzcXGEJ6UeEIiIQCAQCgSBpCBuTQCAQCASCpCEUEYFAIBAIBElDKCICgUAgEAiShlBEBAKBQCAQJA2hiAgEAoFAIEgaQhERCAQCgUCQNIQiIhAIBAKBIGn8f5kW6pJWIeT4AAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "neural_f = potentials.MLP(dim_hidden=[128, 128, 128, 128, 1], act_fn=jax.nn.elu)\n", + "neural_g = potentials.MLP(dim_hidden=[128, 128, 128, 128, 1], act_fn=jax.nn.elu)\n", + "\n", + "lr_schedule_f = optax.cosine_decay_schedule(\n", + " init_value=5e-4, decay_steps=num_train_iters, alpha=1e-2\n", + ")\n", + "\n", + "lr_schedule_g = optax.cosine_decay_schedule(\n", + " init_value=5e-4, decay_steps=num_train_iters, alpha=1e-2\n", + ")\n", + "optimizer_f = optax.adam(learning_rate=lr_schedule_f, b1=0.9, b2=0.999)\n", + "optimizer_g = optax.adam(learning_rate=lr_schedule_g, b1=0.9, b2=0.999)\n", + "\n", + "neural_dual_solver = expectile_neural_dual.ExpectileNeuralDual(\n", + " input_dim,\n", + " neural_f,\n", + " neural_g,\n", + " optimizer_f,\n", + " optimizer_g,\n", + " cost_fn=costs.SqEuclidean(),\n", + " num_train_iters=num_train_iters,\n", + " expectile=0.98,\n", + " expectile_loss_coef=0.25,\n", + " rng=jax.random.PRNGKey(5),\n", + " is_bidirectional=True,\n", + " use_dot_product=False,\n", + ")\n", + "learned_potentials = neural_dual_solver(\n", + " *train_dataloaders,\n", + " *valid_dataloaders,\n", + " callback=training_callback,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Evaluation" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "@jax.jit\n", + "def sinkhorn_loss(\n", + " x: jnp.ndarray, y: jnp.ndarray, epsilon: float = 0.001\n", + ") -> float:\n", + " \"\"\"Computes transport between (x, a) and (y, b) via Sinkhorn algorithm.\"\"\"\n", + " a = jnp.ones(len(x)) / len(x)\n", + " b = jnp.ones(len(y)) / len(y)\n", + "\n", + " sdiv = sinkhorn_divergence.sinkhorn_divergence(\n", + " pointcloud.PointCloud, x, y, epsilon=epsilon, a=a, b=b\n", + " )\n", + " return sdiv.divergence" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sinkhorn distance between target predictions and data samples: 0.11\n", + "Sinkhorn distance between source predictions and data samples: 0.11\n", + "Neural dual distance between source and target data: 21.30\n", + "Sinkhorn distance between source and target data: 21.24\n" + ] + } + ], + "source": [ + "pred_target = learned_potentials.transport(eval_data_source)\n", + "print(\n", + " f\"Sinkhorn distance between target predictions and data samples: {sinkhorn_loss(pred_target, eval_data_target):.2f}\"\n", + ")\n", + "\n", + "pred_source = learned_potentials.transport(eval_data_target, forward=False)\n", + "print(\n", + " f\"Sinkhorn distance between source predictions and data samples: {sinkhorn_loss(pred_source, eval_data_source):.2f}\"\n", + ")\n", + "\n", + "neural_dual_dist = learned_potentials.distance(\n", + " eval_data_source, eval_data_target\n", + ")\n", + "print(\n", + " f\"Neural dual distance between source and target data: {neural_dual_dist:.2f}\"\n", + ")\n", + "\n", + "sinkhorn_dist = sinkhorn_loss(eval_data_source, eval_data_target)\n", + "print(f\"Sinkhorn distance between source and target data: {sinkhorn_dist:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MAFMoons & Rings synthetic datasets\n", + "\n", + "Below, we show how ENOT handles more challenging tasks. For this case, we implement the `MAFMoonSampler` and `RingSampler` data samplers." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "@dataclasses.dataclass\n", + "class MAFMoonSampler:\n", + " size: int\n", + "\n", + " def __iter__(self):\n", + " rng = jax.random.PRNGKey(0)\n", + " while True:\n", + " rng, sample_key = jax.random.split(rng, 2)\n", + " yield self._sample(sample_key, self.size)\n", + "\n", + " def _sample(self, key, batch_size):\n", + " x = jax.random.normal(key, shape=[batch_size, 2])\n", + " x = x.at[:, 0].add(x[:, 1] ** 2)\n", + " x = x.at[:, 0].mul(0.5)\n", + " x = x.at[:, 0].add(-5)\n", + " return x\n", + "\n", + "\n", + "@dataclasses.dataclass\n", + "class RingSampler:\n", + " size: int\n", + "\n", + " def __iter__(self):\n", + " rng = jax.random.PRNGKey(0)\n", + " while True:\n", + " rng, sample_key = jax.random.split(rng, 2)\n", + " yield self._sample(sample_key, self.size)\n", + "\n", + " def _sample(self, key, batch_size):\n", + " n_samples4 = n_samples3 = n_samples2 = batch_size // 4\n", + " n_samples1 = batch_size - n_samples4 - n_samples3 - n_samples2\n", + "\n", + " linspace4 = jnp.linspace(0, 2 * jnp.pi, n_samples4, endpoint=False)\n", + " linspace3 = jnp.linspace(0, 2 * jnp.pi, n_samples3, endpoint=False)\n", + " linspace2 = jnp.linspace(0, 2 * jnp.pi, n_samples2, endpoint=False)\n", + " linspace1 = jnp.linspace(0, 2 * jnp.pi, n_samples1, endpoint=False)\n", + "\n", + " circ4_x = jnp.cos(linspace4) * 1.2\n", + " circ4_y = jnp.sin(linspace4) * 1.2\n", + " circ3_x = jnp.cos(linspace4) * 0.9\n", + " circ3_y = jnp.sin(linspace3) * 0.9\n", + " circ2_x = jnp.cos(linspace2) * 0.55\n", + " circ2_y = jnp.sin(linspace2) * 0.55\n", + " circ1_x = jnp.cos(linspace1) * 0.25\n", + " circ1_y = jnp.sin(linspace1) * 0.25\n", + "\n", + " X = (\n", + " jnp.vstack(\n", + " [\n", + " jnp.hstack([circ4_x, circ3_x, circ2_x, circ1_x]),\n", + " jnp.hstack([circ4_y, circ3_y, circ2_y, circ1_y]),\n", + " ]\n", + " ).T\n", + " * 3.0\n", + " )\n", + " X = sklearn.utils.shuffle(X)\n", + "\n", + " # Add noise\n", + " X = X + jax.random.normal(key, shape=X.shape) * 0.08\n", + "\n", + " return X.astype(\"float32\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "train_loader = datasets.Dataset(\n", + " source_iter=iter(MAFMoonSampler(size=1024)),\n", + " target_iter=iter(RingSampler(size=1024)),\n", + ")\n", + "valid_loader = train_loader\n", + "\n", + "moon_samples = next(train_loader.source_iter)\n", + "ring_samples = next(train_loader.target_iter)\n", + "\n", + "fig, ax = plot_eval_samples(moon_samples, ring_samples)\n", + "display(fig)\n", + "plt.close(fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5b0a711d8a374e75a30b01e08d95052e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/90001 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plot_eval_samples(\n", + " moon_samples, ring_samples, learned_potentials.transport(moon_samples)\n", + ")\n", + "display(fig)\n", + "plt.close(fig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Different costs on 2D data\n", + "\n", + "Next, we show how ENOT performs when varying the underlying cost function $c(x, y)$ on synthetic 2D datasets `HalfMoon` and `S_curve`." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "@dataclasses.dataclass\n", + "class SklearnDistribution:\n", + " name: Literal[\"moon\", \"s_curve\"]\n", + " theta_rotation: float = 0.0\n", + " mean: Optional[jnp.ndarray] = None\n", + " noise: float = 0.01\n", + " scale: float = 1.0\n", + " batch_size: int = 1024\n", + " rng: Optional[jax.Array] = None\n", + "\n", + " def __iter__(self) -> Iterator[jnp.ndarray]:\n", + " return self._create_sample_generators()\n", + "\n", + " def _create_sample_generators(self) -> Iterator[jnp.ndarray]:\n", + " rng = jax.random.PRNGKey(0) if self.rng is None else self.rng\n", + " rotation = jnp.array(\n", + " [\n", + " [jnp.cos(self.theta_rotation), -jnp.sin(self.theta_rotation)],\n", + " [jnp.sin(self.theta_rotation), jnp.cos(self.theta_rotation)],\n", + " ]\n", + " )\n", + " while True:\n", + " rng, _ = jax.random.split(rng)\n", + " seed = jax.random.randint(rng, [], minval=0, maxval=1e5).item()\n", + " if self.name == \"moon\":\n", + " samples, _ = sklearn.datasets.make_moons(\n", + " n_samples=(self.batch_size, 0),\n", + " random_state=seed,\n", + " noise=self.noise,\n", + " )\n", + " elif self.name == \"s_curve\":\n", + " x, _ = sklearn.datasets.make_s_curve(\n", + " n_samples=self.batch_size,\n", + " random_state=seed,\n", + " noise=self.noise,\n", + " )\n", + " samples = x[:, [2, 0]]\n", + " else:\n", + " raise NotImplementedError(\n", + " f\"SklearnDistribution `{self.name}` not implemented.\"\n", + " )\n", + "\n", + " samples = jnp.asarray(samples, dtype=jnp.float32)\n", + " samples = jnp.squeeze(jnp.matmul(rotation[None, :], samples.T).T)\n", + " mean = jnp.zeros(2) if self.mean is None else self.mean\n", + " samples = mean + self.scale * samples\n", + " yield samples\n", + "\n", + "\n", + "def create_samplers(\n", + " source_kwargs: Mapping[str, Any] = MappingProxyType({}),\n", + " target_kwargs: Mapping[str, Any] = MappingProxyType({}),\n", + " train_batch_size: int = 256,\n", + " valid_batch_size: int = 256,\n", + " rng: Optional[jax.Array] = None,\n", + "):\n", + " rng = jax.random.PRNGKey(0) if rng is None else rng\n", + " rng1, rng2, rng3, rng4 = jax.random.split(rng, 4)\n", + " train_dataset = datasets.Dataset(\n", + " source_iter=iter(\n", + " SklearnDistribution(\n", + " rng=rng1, batch_size=train_batch_size, **source_kwargs\n", + " )\n", + " ),\n", + " target_iter=iter(\n", + " SklearnDistribution(\n", + " rng=rng2, batch_size=train_batch_size, **target_kwargs\n", + " )\n", + " ),\n", + " )\n", + " valid_dataset = datasets.Dataset(\n", + " source_iter=iter(\n", + " SklearnDistribution(\n", + " rng=rng3, batch_size=valid_batch_size, **source_kwargs\n", + " )\n", + " ),\n", + " target_iter=iter(\n", + " SklearnDistribution(\n", + " rng=rng4, batch_size=valid_batch_size, **target_kwargs\n", + " )\n", + " ),\n", + " )\n", + " dim_data = 2\n", + " return train_dataset, valid_dataset, dim_data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "train_dataset, valid_dataset, dim_data = create_samplers(\n", + " source_kwargs={\n", + " \"name\": \"moon\",\n", + " \"theta_rotation\": jnp.pi / 6,\n", + " \"mean\": jnp.array([0.0, -0.5]),\n", + " \"noise\": 0.05,\n", + " },\n", + " target_kwargs={\n", + " \"name\": \"s_curve\",\n", + " \"scale\": 0.6,\n", + " \"mean\": jnp.array([0.5, -2.0]),\n", + " \"theta_rotation\": -jnp.pi / 6,\n", + " \"noise\": 0.05,\n", + " },\n", + ")\n", + "\n", + "train_source = next(train_dataset.source_iter)\n", + "train_target = next(train_dataset.target_iter)\n", + "fig, ax = plot_eval_samples(train_source, train_target)\n", + "display(fig)\n", + "plt.close(fig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Euclidean cost" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training iteration: 25000/25001\n", + "Neural dual distance between source and target data: 2.28\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "neural_f = potentials.MLP(dim_hidden=[64, 64, 64, 2], act_fn=jax.nn.gelu)\n", + "neural_g = potentials.MLP(dim_hidden=[64, 64, 64, 1], act_fn=jax.nn.gelu)\n", + "\n", + "num_train_iters = 25_001\n", + "\n", + "lr_schedule_f = optax.cosine_decay_schedule(\n", + " init_value=3e-4, decay_steps=num_train_iters, alpha=1e-4\n", + ")\n", + "\n", + "lr_schedule_g = optax.cosine_decay_schedule(\n", + " init_value=3e-4, decay_steps=num_train_iters, alpha=1e-4\n", + ")\n", + "optimizer_f = optax.adam(learning_rate=lr_schedule_f, b1=0.9, b2=0.999)\n", + "optimizer_g = optax.adam(learning_rate=lr_schedule_g, b1=0.9, b2=0.999)\n", + "\n", + "\n", + "neural_dual_solver = expectile_neural_dual.ExpectileNeuralDual(\n", + " 2,\n", + " neural_f,\n", + " neural_g,\n", + " optimizer_f,\n", + " optimizer_g,\n", + " num_train_iters=num_train_iters,\n", + " expectile=0.99,\n", + " expectile_loss_coef=1,\n", + " cost_fn=costs.Euclidean(),\n", + " rng=jax.random.PRNGKey(42),\n", + " is_bidirectional=False,\n", + ")\n", + "\n", + "sample_data_source = next(train_dataset.source_iter)\n", + "sample_data_target = next(train_dataset.target_iter)\n", + "\n", + "\n", + "def training_callback(step, learned_potentials):\n", + " if step % 5_000 == 0:\n", + " clear_output()\n", + " print(f\"Training iteration: {step}/{num_train_iters}\")\n", + "\n", + " neural_dual_dist = learned_potentials.distance(\n", + " sample_data_source, sample_data_target\n", + " )\n", + " print(\n", + " f\"Neural dual distance between source and target data: {neural_dual_dist:.2f}\"\n", + " )\n", + "\n", + " fig, ax = learned_potentials.plot_ot_map(\n", + " sample_data_source,\n", + " sample_data_target,\n", + " forward=True,\n", + " )\n", + " display(fig)\n", + " plt.close(fig)\n", + "\n", + "\n", + "learned_potentials = neural_dual_solver(\n", + " *train_dataset, *valid_dataset, callback=training_callback\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Squared-Euclidean cost\n", + "\n", + "We change the cost to the {class}`~ott.geometry.costs.SqEuclidean` and visualize results:" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training iteration: 25000/25001\n", + "Neural dual distance between source and target data: 4.78\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "neural_dual_solver = expectile_neural_dual.ExpectileNeuralDual(\n", + " 2,\n", + " neural_f,\n", + " neural_g,\n", + " optimizer_f,\n", + " optimizer_g,\n", + " num_train_iters=num_train_iters,\n", + " expectile=0.99,\n", + " expectile_loss_coef=1,\n", + " cost_fn=costs.SqEuclidean(),\n", + " rng=jax.random.PRNGKey(42),\n", + " is_bidirectional=False,\n", + ")\n", + "\n", + "sample_data_source = next(train_dataset.source_iter)\n", + "sample_data_target = next(train_dataset.target_iter)\n", + "\n", + "learned_potentials = neural_dual_solver(\n", + " *train_dataset, *valid_dataset, callback=training_callback\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PNormP cost\n", + "\n", + "Finally, we change the cost to the {class}`~ott.geometry.costs.PNormP` with $p=1.5$:" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training iteration: 25000/25001\n", + "Neural dual distance between source and target data: 2.57\n" + ] + }, + { + "data": { + "image/png": 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XZ4nHRtkzeRsffEhnbVVjbb3FufMVtnYWuGnffQwPFZHlTRYWVzAMne3yBRS5QEgfJpkosrRyhf7ARNc18tkkSyub9PoDFFkmnRxB08IocohYZIpq7ST9vsni0jrDpSx33HoT0WgYXS1hW1EMo8qpc2fY2ZmnVDhGNJJBURRAIhpJEw6lqdeb9AdNAFKJKXQtRrm2hqLoOI5Df9BHlSMkYjFarQ6aGqeQ3Y9l9UGSCenR68RGdl1URca2B+Aq2E6PcChCtxej0awTT0e55fgBHn3sOSLhEOVKncuXu0jkgA263TatTo9ut8e//rX/wqkz89/UK/ZaM4heTqcUjhjUmvN0OjYjxWNMTZs4VoFmq89zp56i2+ujKgq93gBN62JaFhIS+VwqyFAKEOAtwhvq78zlciiKwubm5g2fb25uUiqVXtMxNE3j+PHjzM/Pv+z3oVCIRCJxwyvAdy+8LJwLlxZZXtm8rmGJRcPIiky/b9Lt9Jm7+jSu4xCLFtg/+xCjQ7eCK1FrtFAV+bqQ9NXgGc2z568gSRKVSp12t0e93uLq0nlcLGp1k1Nn1nj/+2a4+51HGRvez7tO3MqBAyGi0Si6djPF/DitVhdJ7rO+eRFV0VCkUUzTIpucIplIE4mE0TT1hXAMlKvLDAYtQnoBiRCyrKKoMo7t0B9YzF9ZQZYk4jFX9DBKThM2dHqDDpLsoigOId1B121CoTCx8NQLIRsbVYliGCX6/TaypJJKjmDbDjgy8dgI6VSRRCJKKJTEdSUqtXUsc4BEnE5HZAZGI2Fy2RThiIOiOqiaiqzoSFKMsKHzPffdwbvuOkoopNPu9JhfWKHZLqPrOraVptPto6kK0Yio4vv1x0/xu//5f71Ee+I4Dp/5q8dYWdsik47jOA6yLF/PIKpUG3z2C49xbWmdC5cWMQydj/zE93LowDQra9s8f3qOnfIGmt5nZGSIVGIWJJuNzTqKXCCTjlNvtHBdl3w2TTGfodXuML+wQiGfplyt87kvPv7X1kv9dfDN7usAAb5b8YZ6XnRd55ZbbuGRRx7h4YcfBsR/wkceeYSf+7mfe03HsG2bM2fO8L73ve8NHGmA7wS8UthgZnqE2akxzl+8SqPZxrZtltYeIxYtkIyPoihhJkZd1rdOslNtoIf0V+0ztDvtds/MKE8/e4FGs4ttW/R6A6r1Js3mZzh20wN0uyH+6pGneMedt6FrKtn0QWR5HVnu4pBhavwEleo61XqdSuUkQ4UpQnqRdHyaRKJEKrmXvjmPYYReGJfEYGDSaFVJJiCbnqLd22GnPAfYZNIJur0+C1e3mJmcYnmlSrc3oFTMsbK2yWDQoN7UMO0+GSWKLKkkE2OoioLjuuh6BFyZXr9H2Ehj2V12Klfp9poUVBVNH6aYr7O0UsF1h2m3KziORSJaQlU1omGdkBESY2yukIyPkU7m6ff72HaOw4di/MSPPMTYaJHZ6TGeOnmOSqWOEQ7RbDdJJfYgyy7b5avEozEymRi9Xv+6V2x3p+vzFxf4i88+ysC0WFndQlUVctkC05M5spkkYUPnLz77dU6fnUdRZEIhnWRCeI4azTamaZJOJ3DsKvV6nWxmjG73Go1ml0xyhFqrTbPVZXzkZnr9Dfq9CJbZ48rCCq1Wh1QyxrPmpTesqWZQUC9AgJfiDQ8bfexjH+Mnf/InufXWW7n99tv59V//ddrt9vVaLh/+8IcZGRnh4x//OAD//J//c+68805mZ2ep1Wr8yq/8CteuXeOjH/3oGz3UAG9jvJawwQ/9wP184UtPsLlVwXEcOp0W11aeYnr8bhKxYWynw8TozTTqixTz6VftM7Q77bbZ6lCrQjx6gLXNZ4hEkmj6gF6vw9LqebLpaS5ejHDHbW1UzWbQd9C0OIq6hWMnCIey3Hz03Tx76hHK5Tqrm6cpZG6lVDwIUpNEbJy+GSYZ36Faa4DrYlouq+unKeWOEo0NkUpMEI/mWFp9EkmSiEXDbJd30NUtTFPoepDGGAxMIpEeODIyEdqtLpGIgRGKEArFGQxadHo7xCIZDCONoujgKliWhWnvEItHaLXihEIqjttH1RRkScK2+8TiBSZGp7njtkmWljdod7oM+jU63R6qEiMaCbFvz0F+7EcPXDe8D73nBOcuLFCtt0jLMt32EpOjU+DOAhrF/BDd/hytdpdMKs7J5y/y8X/3n9neqbFTFpqUer3J6EiRRDyK42jYgyLnL2wzPNziytUVytUG+/ZNMDZc4MLla3zxy09hmhbpdIJ4LILjuIDE1vYTIMkkYgm2qycZLh7Ftgo4zjyuq2GaRXAhFh2j3augagrVeoutnRrnL1x93clLUFAvQICXxxtOXn74h3+Y7e1t/sk/+SdsbGxw7NgxPve5z10X8S4tLd2gK6hWq/zsz/4sGxsbpNNpbrnlFh577DEOHjz4Rg81wOuEN7tnzMsVHnNdiXhMuaFZ4PfcdweZTIprKyKMaTsO4XCaTq8CuBSyB2l3LtFY2yIeizJUyr7ifHan3VaqDdqdAfGYwnDxJlQ1DEgsrT6FqrUxrT47ZZCIMD7ucuVKjZCRR9PbqPoKg+5+wqFpRkcuvyAUXaGuFUknJ6jWNzH0DmEjhx5KkM/1aDa79Pt9LMuiWl/CCCUp5mYZWBUctukP6kQjIaq1Po1mg3g8iSSpOHaCibH9HLkpx+ZGgs3NPq12G5cweijM5PhttFqrNJsLFLJ7iUZyNJrrOA7EY1kO7i+QzySwTJOzl9ZxHYdsOo6qqOi6SjSa4cQdJ8hmuhghjUqtyY9+6Hs4eybPoK9RGtLZuyfKnln/ftgzO8aP/fB7uXptjUazTbW6SSqxRDY9STIZQZb7wAxN9TS243Bpbolet8/wUJ5qrYlt24DETrlGSNcIh1WiEYN2O8/Z82ex7S6pZIx0MkG11uTUmTks20HTVCQgHBaNKg1DJx436PVXCOlTRI0pNjbnCGlDjJSOUm+uEY8O4boWjuOQSx5EcldIxCJsbVd56tnzvOd+v8WDd980mu3r945HiF9LttJrKaj319FmBQjwnYQ3RbD7cz/3c980TPSVr3zlhr9/7dd+jV/7tV97E0YV4I3AX8fF/XqRHC+TSJIk5hZWiEZy5NMzaKF1wCUWi/DMsxdYWtkgFjUYHSlcF+/uVOZRFZVIOE27U0ZVRwmHymxttfj3//HPOLhvkvOXFl92PrvTbvsDk0ptmXhsmFAoiW2bqEqEbGoGVWnT6VwmpO9lfV3hvQ+c4D9tfJH1DYVMKk04toVprtFsJ4iFD5DLNqk32mxXzpFKjJHNzLK6eY5i9hD51DFmp1d4/vRlbCcq9C32JYzwIVQ1i2FJlIp3cObCI6ysbuPiUq3PE4vdjDkIEYtmGRvNIElNisUQqqZxaW6TfC6JrqWIReKsbz3L8vpTyLKLKqt0ezWK+RK33jyB5azQ6u6QSMSZndrHwrXLWHYPRYkRiydJxFKEI1lghXDEoL9VIZWKMzFeolKBbIYXMpRA3fXr884TR3j/g+/g0ceeE6Edo0MkImHbCpIUxzQ7FPOTrKys0+v1aXd7nHz+Iptbok6NJEtEw9N0uz0Mw6bdW0BRx9DVcZrmJbKZJBFjiGcvXaTT6b3QDRtc10CWQmTSGpVqA0PXSKUk3nv/zTzxVIKnn69jGDKynKBSWyEWsVAV0eYgER+hbzk0W0L4u7VduR468v4fPHfqEteWN+h2e36WmK6Ry6XIZVOvGP55cUE920oiSQ6y0kSSpOtNMN+ocFWAAN/O+LbLNgrw9sVuF/dQKYtt2TRaHZ46eY7Vta0b0o9frzi+4zj8yf/4Il/66jNYlo2LSyScZbTUJZ9P0upcpFypU6nWURSZbDpJvzfAcSWSiSztdo1WZwe4TDF3EBybvTO3USz2eOKpx/izT3+ZoVKOfXvGX+Ky/8hPfO/1tNt0KoamqqxtPs/E6G1EwjlUJYEsOaj6OputTSRlg5Cu4zolfubDD/Dpv7jK2kadrUobVT3LSOE+2p1R+uYa976rwJnzC1TqC6STs4T0OJbVIZUq4jo1jh3ZSz6b4omnz1KuNuj1K2QjWfRYmnqzjWPrNJpbSBK0Wl1SiRaFfJhiIU3EyGNbKqq2gevGiYZThDSVcDiEqsYZWGkG1jiO20JRwxTzBd5z333ceXuReGKbuTmXne0Yf+v79/D7f/QfiEZjJGMThFQNy1JwnBgA3U6PkK4Ri4bRNFAUCIXAtqHTgd3aelmWed/33MXaxjaVaoOtnTkSsQK6NkS1fhVd1ynl9/C1+Us4jkuj2UbVVAwjhixbOD0HXYsikaTb3cQId2l3r2HbCUaKNzM7LdHpaFhmnGgkg6z0kCSZqdH3EAr1affOEIuGaba71OotpqZkur1Zzl1YoFy7SDa5l6mxd1CuzONqEIvmiUbS0HGABiMjWXYqdeYXVuh0evynP/wLlpY32NyuYts2uq6xtV3FcV2SiSiyLJHPpV8x/PPignqOEwckJLmDJNnXyeGrabMCBPhOREBeArwu2O3izmYSXLgkCqxZlo2qyKytb2MYOv/0Fz/KlYXV10xyXglz88v85if+hM998XG63T6yIuqODAabSERpNIvISoyBuYWuqfQHJteWNwBIJUdJJcao1ubYqc4T0hNsVy4zNX6cfC6PrvUI6dNUa/NEIwa2bd+QwXJ5fpm/euRJHrz/DtbWt1lZ2yIaNWh3emxuXqaQP0wykSGTnqbedNHVMsWCRjwWwrKgWBzjH/7cCI8/UafbG7BvL9RqEv/1jxcpZI4RS85zzzvSrKw06LRVIpFZdirnMQdJRkdu4Ud/eITZmRG+/vgp/uhTn6fTmSMUmqbT1uj3QiQTM+ghm9HhAhcuL9Jsr3PowAzRSBzHVgAF17Xp9rokEmF6/TaRSJyQLjM5sY/hoRQDq063HaNUGGd8tIjjyAwPFUnE4fHHQVMiHLlpD+fOX6OU34PrdMB2cZ0kjiOxtlHm8KEZRobzbKxDvQ6yDP0+tFqCvLzY+/bTP/EBDF3nka8+w/rmOumESzKRIZ00qNYbJOP7aHcvkk0n6fVUCtlpGq1FVKVBpXaRXOYQIX2SWv08/X4ZVZIYGZohFY9TqV/BcR3y2b2Ua+dxHJt+v0Y6OYWi2tSc09TqTWRZIh4Ls3dPj1wuRTJ5M9dWT5FNvIOh4mGW1p54odBenmgkQ0Tax7nzz9DpdfnDP/6syLaSwLJsbNsmm0myvlFBUWRURAXxbm/A+sYOt918gLkrKy8b/nlxQT1V3cKyilhmCU1fvYEcBgjw3YaAvAR4XeC5uMPhEM+fnsOydSLhOIpiY1o2tVqDR776DPfdfSunzs6/JpLzagXJ/uPv/0+++o1ncV0Xw9Dp9Qe4rosiK5Sr8xihJKobotuN0+2t0h+YgEtIVxkMaqjqFPH4DFvlLa6tPM3E6B00W6t02kV63TDVik08OsWVq5dptTuMjRwgk7aJRA1isQhzV5Z5+Hvv4Wc+/EE+81ePsbVVodPt0bcqmFYdWSoCKrnMBMlkiGNHY9xxR5K5OVhfh0RC5sjhNMvL0O2AHlqkN9gkFpvB7I8iK02GSqO4bpdup0SpGKLZ7LFneh+JeBpZhrvfcZyhYo7P/NVjnDq1gSLnCWkRCrlhcnmdbCZKIZ/mK48+x/zCMgf2JNCMJr2Ow3alTyKpc3j/Xs5eWKNarxGPZJCVOLK0Q6V6jUJmD8NDI8TjMpYFtRqk04KENBoyD94vaqasb+yQSaSQZBPL1Fm9WiWTSfDeB04gyzL5PGxuQrcrwkbN5jf3vv3tH3qQ+999O1945BmqtSi6msWlRS4bZ2srTCJ+jLX1Z3GcMOnkCIY2zE69Ds6ARmuRmw7eTyw6wdKqqAIMFrYTQteS9Aen0dRh0on9rG2epFI/xVBplEhojLayxWCwzez0GCPDeWCbSKRNMi6EvpfmLxI29nP4wD20OkvYTgVIEtKKRCN7icWXScQjPHf6MrqmIkkS46OHsawOyXgRXd+m2V7FHLikkzEq1QbNVuebhn9eUlBPHiBLPRw3jG0lWNtYuk4OAwT4bkNAXgK8Lmi1u/R6fSo1Uc5+YvQYkiTTal9C1mVyuRTLK1v8jz//CvVmi067x7kLC2hagky6gOu2biA59997G3e/4/jLnsvz8lxZXGUwMInFonS7AxKxHIn4EKsbz4tU6NVnmBi9nUS0SDQaYnX9EpZpi/CSG2anvEAkPMJI6Tgr689Qrp5nfHSYZquK6+qkEnuxnR79QRWQ2SnDxoZFp/cchiFc+ecvXOXB99zJP5j+QY4f3csfferztNodinkNXVOQ3RT9gUMorHH3XQdRVZnRUVhagrk52L9fEBnLAkWN4kpXsc1RZCmLotZxXQkIYYQHyN00A2MBXde4fBmKRUEE9syO8bB+N2fO/1cyiSFCoQK6lkeWB7juWXLZFLffcoCNDYdKfQu5KWPoBaYm9/K9D01gmWPoeoG5K+s0Gw5Wr4ft9ji0/wCjpWl0PY5hQKMBOzuQzUIyCdUqDJVEb6f/9eeLrG/WUOUmqhJjz8wBPvC+Pdc9aNmsIDytlggdra5t81dffuUsmn/2j3+axx6v02qZGIZGr9fj0twyjWYf244Ti6YIhVQkkqSdvaxuPofj7qAoHVptifHRW7jvniG++JVnWN+QSSezxBMGlfIOEimy6YM47jLblVNkkzejKjMMD9X5oe+/H1mWGRnOMz0VZ36uytBQkdmZIteWyshyEV1LsraxSijkAlnCoRG2K5t8+dFnRRjHBcu2SCVcwqE0MCAZG6Y/qKCrBdLJCTa2n2MwsEin4y8b/nm5gnpG2KbXKVKpmWQy6evkMECA7zYE5CXA64JYNIztOGxv14jHo/QHmyRiB8kk76BcfxzbstE1la8/cYpGo41pWtiOw2ipxKCXRlEtQvqAbDbJ4tIGn/qzR5gYKzE2WnzJj/Pyyianzl4G18WybGKRIZLxDKoSIp0YR1PCtLo7bJfnWF47yezkCYqZE0gkWFx+HNd1SSenMIwo9eYmsUie8ZHbKFdP0+4sYpkyyfghFFUnm95Pf9Bju3IWXTVR5BCGUUBVmtTqLf78s48yPTXCntmx614Qz5vQ7V0hYshks1PMTB1AU5MiaycOhiG8EOUy7NkDly6BY2eZmRri8twZhgq3YJklJLmFJClI0ibNTo5Cbi+joxFqNbh2DSYnxZp0un0UeUA8ruI6Kq6r4zgSjp1EUesMD+fpDyq888RhNCWNompMTUaZGJe5dg1GR5KkknE2Nnq4rkU2O8nMTBzLEt83myLcY9vifOk0VCqwvS3I0996eISlpQZXFhTaLZ177hm6IaMoGhXkpd2GUMjh2efmXjWL5n//3z7ErbekmZ8H14ULlxZotzsv6ECG2di6gCLFCIfTGKE4I8XjbOw8R6O9yIE993Ds8AFuOphBD+l84ZFnKVddkrFZlpa+QiwSw9BjlKsGp889yfiIzNToUd77wE8xMy26i3vk4ffWP836hkQmlWVkZJFKeUC/l6DVvohlOUSMJOFQmuHC3Syv/j6mNUBRFCzLZv7qM4yUjqDKGpLkkkkdoFK9Cq5MPnMYXZdeMfzjNf687qHaqmDoLcZHj3HLsXexZzbwugT47kRAXgK8LhgZzjNcyvP86Tky6TimVQXXQtdypBO3cv7yZ2m1u7Q74qkUQNc0tiuXyaf3oip5Go2nqNbL9Hp9Hn/yNL/4Sw1mpkZ4z323884TR5Flmbn5Zf7gv32GM+euAC4D06LerJFN5lBlGcvpMlQ8SLffwQgluLbyFJ1uA02Nkc/sp9PZYad6hXpjFV2bJRbNYNsD0okxkvE03f4FGk0HWYqQjM+iaGlGSncCDrXmBXKZw8hOiU63xeT4EP2BeYNe4cVNGjvtOO1Wmm5XZntbGPD9+2F6Gi5eFKGUZBKGh2FlRebYoXtZ3/gTypVVkrEiWriP2ZOo1HrEYi3Gxw6i6zKyDFeuwNiYEMJ6+gjLPocq34xtR5FlDcscQVHrdDs9dN1mZCiDrqfRNEEkVleF9mQwANeVSacjdDo+UZmcFF6ichlSKXAc6PWE12dhQRCYmRnIZGTa7RTdriBVlcqN94csi5fjQLvdYX2rzHAp/0Jau4ptZVDUrZfNolFVWF3d4bGnToKk0B9UScSL7J16gKX1kyRth3x2jF5fJZe7l4/+5D3cfsshvvq1Mn/4355gef0U3W4NiQ6J2Dj7Z9/JtdWnSMZuIhLZz07FoWdeJprYj65lOX8eDh/2vVo/8+EP8peff4bl5R6mlSESXQZ3mvGRm9naeZ5We5WQHiMSznLz4R/k8ZO/L5pfShKm2aLTLRMO58AMISsuqUSRdqdOIpHBsXXWd65y5NDsNw3/ePfU8somC4trAIT1SaLRNOWy8GoFCPDdhoC8BHhdIMsy77nvDr78tZNs7dTIpOJs154kn3o3jpMgFtnHdvkJFEUmbIRoNDsoqgyuQ6u3TSY0ja4eoNX6EkZIxzRNFhZXuTS3yJcfPcl9d9/KO08c5dOf+Rqra9toqkIiHqPeaFOrraHIUTKpEZRBE0UyiEaymOYIk6O3IcmwVb5ELjPN+MhdohJsfAjb6ZGK5zDNPrKsEo2Oo/W7zG08Q9hIAyHy2f2oWphC9iCaptJorjKUfwexqMHsjI2uKS/RK8iyfP3friu8KktLIsOm3RaGPZOB8XFYXIT5eUFoNjYgm83zox96mC8/+gzrq32anQQu1xgfHeedd03TqCfY2RGej3IZLl+GAwdu1EeMD9+ELEXAtXFsA8sKX9dHTE8nqVSE16fdFsRpYkKMqdcT6cu2LQiRV4FeVQW5icfFfjs7gmzJstDAuC7EYsLYRyLivVz2j+NBVV8gMPSxTYewEQcsXFfFdQ0scwRNX31JFs3QkMNffOYy9XqdsKGhqqPU6isU8/vZP3MvV5e/QaMdYmxoH4raxLGyLFxd5a++/Bk67RyZ1AzDpW063TanTl8Gopy49X5UrYZlDqGqM8Ti21y5epGllVFSqcPE4zJTU2Lce2bH+PnpEU6fqbK5aWM7Hf7is99AVVOkElOYVoNKfYlCNkY8NspN+z/IpStfxLJ6gMrmzkXGh++gb9uomkjN3ty5yAiHOH1WwqXOD3//5KtqvP7kzx5h/uoyju2I9PORExw/upd778nfsM4BAnw3IAiWBnjd8M4TR7j/nlsJ6Rqdbp9qrc7lhb+k3++RjO8haoxgmTauqzA19k7CehHbsVlc+gbVxjIhPcvU2DuwLAfTtEnEo4yPioqmX/zKU/ziL/17vvHEaSrVOu12j9X1LbKZFJqusV2eo9tr0R+0qdRX6fVr5DIzxGNFer0W3X6VdmcbVTWYHL8HXTeIhJNY9gBJ1ihXLxIJa6SSN6GpCZZWnqLZvook76DKGpnkHnQ1jaoksJwG0xNHiUcPCEM7ML9puqokCc/E0JAw3OWyr3GJRsXLsmBrS4SPZBl0bYR/8Hc/wPsf2sstRw/y0AMP8b4H7yQRLzE1JUiFbYttl5cFsfBCHJl0gtWNx7HtJo4rY5k6G+ux6+LZUkl+IX1aEA3TFCEhVYVwWBxTUUDTBNna3BSfezVZGg2xrywLj41ti78VRczVMLju1Wm1blyLWEx8FzY0ND1KtycOKss9JKkPKFhm4SVhlEZzm/WtbQq5Eqa9SSIeY2zoGLX6NUChmDuAadYJR7qkEmOYZpi/+NxpKtUKo6MuRtjAdUZxHWi2rwIOW9s9opEc8ViKcDiKY48yVIyztvUMrXaHuTlBzDzIssyxo1kmxgsocoROb4tWe5VwOEMknCceKdFsbOA6LpMjJ5iZuIdkYoSR0s04DlxbPSnCnGYf0zQpZPcxMFfJpJKU8kf44leefknPJg9f/NJTfOz/+A3+/LOPcmVhlbWNHZaWN3j+3Nd55Csn+Z+fXgh6HgX4rkNAXgLcgG+lAZwsy/z4jzzEbbccZKiUY3JsCEmymFv8PLZtMTVxN0YoTavdxwhlmBq/F0VO0xv0ubzwFTrdCrHYGLMT38vk2FHisTCyrIlKrdUGlWoDcMmkk+RyKVQlQbXaIJdJETZ0rq08TbfbYTBo0+ls0e/VGB26manxu2g212m015AkG03VyaQnkWUFc2CjyC7F4ijDw23GRgrcduxDaCGDeKJCOt3Dcqpous7U2DvJpEokkw6JRBTXSdFth181XVXThKcikRBkYX1deFtAeD0URXgzbBtKJfF+7ZrMO9+RYng4iW0nCYdlHEeQBsMQhjWVEtuePy+O5YU4DuxP0+036XS7DEyLfG6cH/+hh1/oqiyISDIpyEutJoiT93ckIgS1/b4gLr2eCHF5xMt1BdlyHOH9cV2hexHXX+xrGGKe1eqN65DLga5D2IiRyxYpl03RZBJQ1E3AxnFCbG3L7JkZux5GabW7dHvrJBIxspk8ljUgmx0ll82hqk1K+XGy6VE63Ra5HDSbCisrNsOlERSljyR3cR0DyxLNJU17gWarRbsVA1xcJ4brKoT0Ubr9bTLZFq4L584JYrgbe/ZAJKIRDo2wUzuN4/TRtRSqGiIeH6LV3cFxbSZGbmOkeBO6rjM+chuSZNNsryAhEQ7HxfolphgejjA9NU6zGbmheaT3f+/S3DV+7bf/mI2NHQqFNPlcinDYoN5os7K2yNkLF/nv//Mr/H///Wf5ld/4Q37rd/77NyVBAQJ8JyEgLwGuY25+md/6nf/Or/zGH/Lrv/3f/kY/hntmx/joh7+P224+yNrGDpVanWZzi8WVx5Alhf2z70MCltaeQkLiwOyDaFoE2+4zv/hlBoMOmfQ0pcIxQlqeeHQfrpPCekHwa9sOpmmRSqbZv+d2hoqH6A8GlEpZ0sk4tnuNcFgjZDh0+ps4rkkxP8v+2XtpdzeoNxcIaQZDhSI3HbiVXDaDi0s8amAYaWRpE8OIcOzgD6EoDpK8jmWvYZodJBTGRt7JyFARSS7jOCrVaoSZqelXTVfNZoWx1zRh/Ot1ESaSJKErcV2hIclkBLnodoXnw9NeLC4KctDrwd694pjttvjMS0H21v/n/s6H+OEPzXJw3zAzU+Psmd5LvzdyfSxjY4JENJuCZFiWn/7c64nvBgNBYBxHkCQvvTkSEds3m1AoiM89fUssJoiYYYhtXo68iIwjmanxceKxOJfnl2k229iOTa93mfWNLVLJUd514p3XwyixaFi0WBgMmBjdS6c7R725RdgooGgOvUEVIzRMMhHjluOzyHIf29bRtTFcVwbXxXHCqHKcdHIaXIed6gUsu4/rGiA1cewE/Z5GOJRmdkaiVBKeo3PnxLXxoChw9EiSUjFLJjlLp3ceSbIBGcd1iBppWu1tIpEsQ4Vj6FoUVQ2RiA5TbayCZKEqDsn4KLaV4vyFC7TbTcKhLJ/7q2f55X/9yev/937zE3/K73zyf7BdrjBUyhHSdTQ1SiySI2yE2NqqsLD4FP1Bn2xmikwqydnzV/i9P/h0QGACfMcjIC8BAL867tnzV8ikE8xMjZBJJ17yY/hiz4xlWS/x1OyZHePh772b0ZE8xXyGdDrBcGmCVnsDSVa5af/DNFsbrGw+j6yoHN7/fciySr/fYHH5a3Q62xh6iVh0H46toao5YtEsqqbgujLR8DSua6PrCiOlCUqFafbMjHPn7Tfxq//qHzA56bJnZox9e4ZQtW0kySWbmaGUO0i7vU2ru0AikSMWjpHPTZFJZzAisLVdpdnpMTIc5cRtxzl+0weoNjaw7Q3qrasgSUQjSXRtL4Nen62dK8RjJQ7teyev5b/S3r0wMiIMfq0mvC29ngjLJBLC4K+vw+ys2GZ5WZCZXE4QCdMUx2k0BNno94XHxPMSeJBlmZtvzjE8nCAcDmOaMjs7/v6RiK9FSaXEcba3BWmKxQTBkCTfA7OzI0iXpokwV7Mptk8kbtS9pFL+8UF4anYjGhXvvR6k00nuv+cObjo4Q6XWZGFxjUq9yews3H/PLeja8HVC5ul5tsvLRKMRjh29BaRFBmYPycnQaFZIJkLcfvx+JsbzJBMqqiIz6EtY5jCyUkNWquh6mlxmnF4/hMQAVasiK21cO4UkNag1XEaHb6JYyHPwoJjf5qbQLO1GIiHzwLsPkkqm6XZdBuYaltUGLGRFJRSKg2sTj5eIhLNIyBTyBwgbGbYrp5EV0DSdUCiBpo5z5uLjrK5tIUnDhCOh6//3nn72PF9//BS4ErquIkkqhj5MODRKozlAVNuFWuMqjgNGaJa9s2NUqg0+98XHgxBSgO9oBILdAK+5AZzjOHz+kSevFxXrD0z6vQGGEULX1RtK/Fu2zWBg0e0PCIcNdF2j3WqSTk2jyCoH936Q85f+glgkRzY1wfFDP8i5y/83pl1ls/wMmqaRSY/T613CdmB86DCbO6fp9iw0LUZY3UezfZFYZD+x6Aj9Xpk7b5/l9lsO8cyzlzh/cYmJ0SNkswq9bhvXHiKZvIcrizJIJo3mJcKhSYaHRnjP/cdIp2RceuCEyeUSrK/LWFaRd98zQzTe5Nw5h0uXunQ7IbqdELYTZXw0xr49Uzh2hsuXhej2lSDLIkzU7YpQzdqaIAz79sHoqPCkVKuCsBQKwjNz7RocOQJf+YowpGNjguRMTAjvTaMhPCXlsvg7mfTPNzMjiEavJ449Nwdef9NUSpCZXk8cIxwW5zVN4XUJh8W/t7YEGSkWhei43RaEZjAQBCiREOdtt33S4pGfev1G0a6iiO9sW3xfLOa4994PsbZ+Y3+rwUBmYUF4m2ZnQdO8eiefFsXwUjkO32RRKZt02ymymQnufddRdD3J5iaMjycpFaOsrrUJhcLYVglN2wZkivlZtrfLtPsLSFJT1Bcy+zSaKpGIyqH9+7l6VWbfPjh0CJ54Qsw7m4X8LufaXSeGWFk5wZ9/DhYWT5JKOEiSRDRSwAH6/RahUJJC/iDtTplYtEgyMcyVa/+LRmsZWVKJRadIxIdZ26zQal4ll5kmnSihKDXisQijw3nOnr+C64qsunRiGlWNMjBNYpEZur0m/b6JZXdQZRnXlWk0JEIhjVNn5lhe2WRifOhb/4EIEODbEIHnJcBLGsC5roxji8dkL3X12ecv8Zuf+JPrnpl0Ks7KyhaX55dYWtkklUzc4Kl5/vRllpY32dwss7lZZn7hCSRZwbY76GqYfHqG22/+KeYWvoQkm4yP3sSRg38LXJetnUtslc/T69cJ62NEQgnC0TBDhaOomkOztY1tQcSYYGvnNIP+gGL+EA/cexeqqvLQe06QSsosr15m0O+hhxwUpYbrhNg3/Q5+8Pu/h/c/dDvvvmecmw7sRVezxGNp8tkhSqUUriszOys8GJVKlpGhSX7g4Wk+8P697N8Xp1jIMT5yK++6604mJzLIsjDym5uvvtaxmCAmhiGMeKUijKMXPgK4elUYS1UVpMA0BTFyHEFSJEmQnOFhX7j7Yu8LwNSU8Ha4riApKyt+nZZiUZCJZlN4WBxHEBbRXkEQol5PhE5sW5AmSeJ6urfjiHF56dPe57IszhkKCZL2YtGuotwYWjJNkZl1YN/k9Zo+hiHO57oiHdxxfD3PxHiKZnvAtaUGvcECExMKt99yJxMTWbJZcb5yWeadd80QDjts77j0OhamGaPfX6PZWmPPzHFO3PIeqvUOiyunaHaaDA0Z3HX7MVLJLIOB0CQlEiKTy3WFrqi7S5MtSfC3fmAvP/VjD/HgfR9kYF9Bkm1kuUs0ohEKaZhWi7AeZ3ToFqBPNBxj//T3k4yPYdkm7c46qhIiEZ1CknSiUQ0jlMO2RW8oXddIJqI4jku12gQcwEVCEeQnPIRtO4wOHcJ2HeavLHHpcofTZxc4fW6e3/3PQfgowHcuAvIS4CUN4FwnjG1ncOw4AEY4xLXlDXYqdfbOjhGLhllYXMOybSbGS9i2zdVrq8SiYfbOjrG0vMEf/vFncRwbEC5vWXHY2DpLp1vBcbvooSjJeIk7bv4xOoOnkSWH4cIhDu97N67rcmXxG+xUL2KEVYaHDmCbBpFolLtPfJCQUaU/6NHrKfR6OslUh4e+5y4kRnFd39Dt35ek0a6wvbNFq7tBIjmgkJ8kpE6zb0+RsbEk6bSMbYtwjeOIl6II0rBvn1ifJ58Un+/bJ3PgQJRC3kBVQ5w5I+O64oncIwfdl086ugFjYyL7SFFEyKVWE0bXMAQZsCxRf2VmRhjJa9dEuCmR8MmAbYvUZVUVnpBQSHhQPPEsiH3HxwURcV0xtuUXbJkn3PUynlot4enxPvNSpUMhMZ522/egJBLiWJXKS3UvHjExDEGCdnZunHs0yvUmjV6Po5dDPC7W1bZFOrh3XX/+79/LB9/3Tv7WB36IX/iHP8qHf+wE+/eL9G9NE6RvZwfisRIfeN8xhooq3V6Ujc0utUaHiYkod79zH/e+6z380MM/xT/8ez/Cz//9u3j/e29nqJTBMMQaeqG0sTGx9r0enD3rp4+DWKtbbynwA993H3/vp/8O2VydSFQlmzHI55JEjDADs0MiMUQhP0U0EkbTI2hKAXNg4bgd+v0mkqSRz+zFCNfpdXUGvWlcVyIRj5LPp5FlGVVVWF47i2n2cdwBjuugKDmi0Sj5TILFxQ12KpvIsko+cxBVVVhYXA30LwG+YxGQlwA3NIADkOQO4GLbKVxXZWu7RrfbY2RIFBVrNGQaDYtYLIIkyeQy49TqPRrNDgDtTpftnRrHDu8hFgvTaveQJAnLbrK6fpp+v0OrtY6ihMhn95BLHebi1T9BD6kc3P8QRw/dxqED06TS20jKNrFognx2glSiSCqR5NhN72JsrEcyEeH4kTv5f/383+bo4TyW5esTPOHqP/rf7+EDD53gA++7g/vumWFoyGBnBy5cELqRbFYYPRAeEM8z4VWDHR0VxvurXxWGfGZGfCbL4vOzZ8W/CwXhFVlYuNHAvRy89OlCwRfcLi2J/YaGhFGs18XxczkxppUVOHZMbL+6Ko7hESwvAwiEh2C3wHTfPq8Botj+6lX/+9FR4QlqNsV3liXCTtGoT0BsW5ABL7Tk1Wqp14X3J5m8UfeSTIr19DKOXkxecjnxvRey+mbkBQR5icfFuK5cEZ9pmszwUJpSsUghX6RQkNF1P23btgUBXFuDVLLEwx+8k4e+5wDvOnEPP/CBh/noT93LntkMiiIjS2kMfZKJ8SIzMzLhsCBluZzwpG1vC9H0gQMipFYuv9S7lUpBNCqzb88MP/EjDzI6otDrt2j3GqiagxHWkbExQiUcp4mhq4TDKVQtjCxLbOzM4boWmpZie8vg0vzTbG7WqVVHkSSJkVKeeDxCJpMgmYiwVZmj0+0jSxq6pvOuO9/P+vZ5Wp02rhuiUi1Tqw9wbIN+XzQiDfQvAb4TEZCXANcFkWvrO7iuiyS5qOoWAOagyNr6DuGwQSGfAsAyU8Qi02gvFP+IRUdIRPcwME0azQ7NVhdd14jFopy47WbCYYNavUWvP2C7coX17Us4rk21dgWQCRuHiIZTSMpZOt0ee6a+n1/+P3+ef/Z/fJSf/slDvPuecY4fvZnR4WnaHZfNrR62HePI4TDvf/AudG2MTMbPhPG9CzLjY0Xue3eRYiFFPC4zMSEM68aGMIjptHiy9lJiFxeFAQy/kPksScKADgbw3HPCWE1NCY+GRwi8fZJJQSwuX371Ndd1cd5oVBx7e1toUiRJpCZ7Hpd8XhCGZlN8NjYmzlWvC7LQ6Yh527YgBd2uIDoeZFmEiDyC1mr54S3Pw2JZgsR4WhRJEp9FIr6HxdPZyLIgLa7rh6w8gtHpiDWQJDG/3R4ZD7mcn7nU74vXK2F8XMy/1xNrC2Ic3rUCQQS90FckIuYYi4lxWpZMqZRidiaDrqVZWZGZnBRr0mqJ8W1tif2HhsT4d3YEWfFaMADcdJPYZm1NvHZjakqMMR4r8Xc+egfvvnsfR24aZf/eCfbNDhNPaMjIqMoE7V6ZWDTE3unbiYTDhEIqjlsjpEXIZWdRVIlmq8r2lk25rNDtDbj/nlu59523MDE+RCEfolhIceSmKQ7sn6Xbc9ja6rG1PU+/b9HrtYkYMYYKB1lb32FldZOvfP1Znn72QkBgAnxHIRDsBnjZBnDhiE2vt0mlqjJUOIJhXKDbGxCPqahaHVXVCKl76fXnaHe2QErQ72ZotZbpD/oYISHiTScnmZ3UuTj3NRzHxXEc1reeJRIOUywcoNdfIx4dZXr8e7Gcr1EqNEnFDzJ/OcLDD8PYKExPwlNPQSy6lwPhEXSjSzymcfPxJI4js7wsNAp79wri0Gj4VWzF/ISBm5sTpGR6Wmx/9aovVJ2ZEV6baFQYL0nyvRLZrF/3ZGVFEIhmUxjspSURckomBSlSFEFEUilRs+WVkM+Lp/luV4w5Hvfrt2Sz4jhLS/54r10Tc1xf9z0hmiY+O3VKkCBJEm0HRkbEvEEY3vV1cbxmU5A2b2yplCAdXvq2rvuhI8sSBCUaFe+qKo7faIixm6ZPWGo1cXyPWHghpk7nRtFuXEQi6XbF2D1P1yth3z5xbWo1/3qpqhifZYnjZDLiujkO1ztY67o4j+dFchzx99WrYk0dRxAiXRekJ50W6+M44v4Jh8X4vQaaBw+KdT53Tnh6YkKagiQJAnPlCqyuytxxR5KnnxbXQ2iKDKrVJuVKBEm2qDdW6Hb7aMoYsjzH6EiaRqOJbSaJGkM0u3PAATY20uSLNX78hx+6oeVEJBym1cyzvlHmK18/yfx8ie3yE0TDJWLRAopsYJkDZGmU5dXn2Nis8O//w3/nluMHeOg9J643ywwQ4O2MwPMSAPB1Ijemri4xPpbjoe+5l6M33XLdM5NI2EQiCoO+g23HuTT/LK1Wi5XVBpfnypQrDVRFIR6LsLq+iSzpHDl0O9NTI4yNFBgbLXLTTSHikR6T48Pcefsks9MT3HrkJ/lH/+BmRkYi9HrwpS/5peePHIF0WqbXixOPFkgl0ywvy0QiwnBZliAuXpXajY0b9Sea5nsOIhHfg3HhgvCeaJrIbBkM/NL5oomg2G5qSux7/rwwSPv3i2MUi+L7ixeFEUsmxf6rq8Lwveq67xFP/LoujO/amphLsSgMdKslSEI67adSHzsm9t0t3vWImhdC8orggThOOi3eXdfX2YAvHm40fDIQj/vaFE8vU62KbTTNJzdeyrTX3dobj6d78US7jYY/lt0ZRyCIwu4w18tBkm68rq2W8Mi4ru9lK5XEuBRFjDmb9QmZZfkExrLENb56VRyjWBTHXFwU6zw+LuaYTvuhuX5fkMhiUZBC24YzZ/xQHYi5Fgriu+1tcb9omiA5qiqjaSEkySQRG2JkeJhSKYeiyhh6hs2tbZJJhUgkCW4Y107T7CyiyDpHD76f2Zmx6y0n9u0ZFyHNzhrVWgtzICS8hdwBltfP0O11iceGCIVSaGoEI5RgYJpYthXUgAnwHYWAvHyX4NUq5zqOg2Ho3H/vrfzYD7+Xn/+7P8Qv/MMf5x/93DsYG8lz5ODtZNIZLs8v02p1yBda2LZJo65jOwqmfRU9pBANj6GqIcqVOksrGyyvPYcekjFCBSLhOIqSYKiYZWwkw9Bwl1anjK5LZDMxZDnCX/2VzHvfKwjG1pbwuIAINxw8KAzr2pownLYtjHSp5Bd/29oST9UgDNJuAxON+lk28bgwNv2+ICSOI4ybl8GztSWMnGWJ7btdQW5c1xfw7t8vdCORiPj73DlhQHM5YcivXn11z4KiCFKVTIrz7a6+6wl2l5Z849xoiHl4ac3eOgwP+yX6vaJ2u+d+/Lhf4bfZ9ENbXvaPrvvhsV5PHMNxBHHsdPwKwLmcH8bp9cS6eLoXL5SlacKYe96bF2dheSTDEwN79WdebZ1mZsS/l5bEMbxift6t7PUi8q6l55na3hYkJJEQc2w0xDy3tsS6ZbP+uruu8GR5ouJYzNf81OviHiwUxL9fXMDOW5vBQJAf75oZhkOltoNt2xghlYgxiqK2AZtcZhLLkmh3TLJZjaGhMfZMH+HAvnHiMQfXifHUUzt8+Wsn+cM//hz/4t98UhSR/P/9B/7oTz7D5fmrKIpKSE8iSbwwIJ2BaWIYCYr5A0iSTK3eYs/MaFADJsB3DIKw0XcB5uaX+ewXHr9en2V3PZY9s2Mv+V7XNQq5DLffchDHcZAVCduWufX4e1hZe5qFxRV6/QH1xhah0AT7pu6k2rhApTrPcOkQD4x/P0+e/EtOPn8JCej0FpCZRWaKbNplatJAkhzCUYftylVs52aSCeGqr9XgG9+ABx+ET39auOJzOWG4JiaEEbp0STwteyXqL13yQwuVijCaIyMixDM/L757oXQN2awweLWaOG6v5+tNjh/3K8o2myJM4+kZvOqzw8PCq/Loo3DvvcLQtduCDJimOM7kpDCUq6vCAL5a/ZdEQpCqRkMQhUZDGNZCwa/3cvWqH5q4elWM9StfEUY0HBbv09Pi/F6q89mzvpcmFPJrsliWIFeeXmZsTJC4Wk0QFC/8FY+Lv03TJ2ieGHZnxxf07g6xdbtiG89rVa2+VLQbDgvviaaJNe10xHhfDbou7oFr18Q6FAqCdKyvi+sdColz7/ZEra2J+6HREONMJIR939jw07q9IoDr62Kb/fvFWi8siPXyyI0si7HfdJOo/7KxIY7nkSYQ98OlS+L6TU1517NDr9dF13XABDeEKu/Ftp/AsnRK+eNsVk5SzI+ga0kggWVCu3+Ws+fjfPlrdU5f/DOqtW0URWF8pICqqrTaZTKpm3BdB8d1KGQPsrD8GNn0XvKZvSyvPQ0ozE7eTat1iWar+5KO3QECvF0RkJfvADiOcz0e7hX6kmUZx3H4+uOn+KNPfZ52p8vM1AjRiEGn2+fs+SusrW/zwL238cWvPE2l2mB4KEev1+fCpUWefPoc/+svv0o0Knr3jAwfIJsao1Qq8KGH92LbDn/0qc8xXBoBN4VtHUHRykQjBq4b5a7bHuDk6a/RbnfZ2tnESoYo5mYZKu4hGuvgumt0O20UpcnoqEu7JYjB2pogHdksvPvd8Mgjwvvi6UAOHBDG9+JFXwyaTguiMDsrjPfKiiA7XobI5ct+2jMIb0mrJQzR6KhfRdbr7uy6vnGdmxP7eh4IVRWGvN2G06fh6FFxrn5fkIp6XRwrEhHb7uwIwzf0KrXCJif9VOZKReyfSgnDurMjvjNN4eXwCMH+/eLpf2fHD19pmjDAnvfIS6MGuPVWX5vSbAoje/y4MOBeSwCPpHh9jppN/5i1mu81MU1huDsd8blHjLa3xVw3NsR2ris+34183hPTinM1m3513ldDNCo8Gp6Gx/P4DA+LMQ4Pi+PValxvYrmy4lckbjTEvAoFsb8ngvZCfZWK2H50VMzDdcU6ZjLiu4UFcT8cOSLuy7k5cWxv/F4hwqtXxb08NQWL1yz6ZoVQaFgc0LVRiJHPHKTeXEOSW0RCI1h2FV0zsO0o1fqAVkNlc+MkqeQMo6U7abU+h4vDtZUNJCRGRwpEoxbmIPqCd7BGIjZMt98gk54iESvR6erEYznqrTYD0ySdit/QsTtAgLcrgrDR2xzfrB/RF7/0FL/5iT/lX/zrT/LMc+dZ39jhwqVFavX29cq55Wqd3/svf075hfotg4HJqTPz1Btt4okorXaXnUqNdrfH+sZFkGyWlqt89vOnGfRNFEUmFusSiWhEwhnCoSEUpQnYZLLD7N+zn3ecOMLYcJFjRwrMTJeIRE1cx8AclFjbKLNnZow770gyMiKMy8iI+H0/dUoYt6NHxd+PPCIMjCSJyqfT076eot0WBqzZ9AWjCwt+lo1pvjRDZN8+v5Py5KR4X14WhiuREMar2xWfe5VlYzFhDAsFYew3NoTBm5gQWgkva2l52Q+LdLvC0Lbbr3wdvSyjXE6cY21NzMF1b2wX4IUiqlUxv2hUzK/REO9eBd1eTxzn9Gn/HJGImINX9t8LjYEgRbGYr7Pp98U5XVd4YNptXxAbjfokxiNrpZKve/EyjTyPVbd7YwjL73Ekzv9atEG7kcn4GiBPYOu1IpAkcT1cV3hoZmbE2KpVQegcR6yNqorj1Ovimk9MCOLjZWNVq+Ic8bgYr9dHyiN9qZQfRjxz5sYGjrt1WL0ejIy4qIqE41Sw3QG2Y2NjEgmXAJNut4eqRpEVDcvs02htMjAdVDWDpikgNQkbOSZGbyUeixDSIpgWNJttev0VspkRomFR/jeTGuPy1S/S7zcp5PZh2i80M00eQVPUl3Tshm+tGWuAAG8VAvLyNsbufkTpVJxcNo2Ly5cffYZ/8Sv/ia8+epL+wKRUzBIJG7RbUS5caDO/sEKj2SYWjbB4bY14PEK90eLM+WWazS7pVJx2q4OiyCiyQioRo9c3WVp9hqFihnY7xpMnL12vDaNqa8hqBceOYZpFFHUds98nGpnk4e+9j8nxITa3KvT78zhuj37PZWOjQTYzw3sfOIGiiHLsXrE374n30UcFiRgeFsbhkUf8zJWbbhJPzPW6eCL29CKi7Lxf3GzvXt/Y7/YASJIwPl54ZHJSGKfLl8XxdF3s66Xy7uwIw+bpNMbHxTHOnROfHzggxpPJCAN58aIgTl7q7bVrr65/MQxBgAxDrEOlIsiRqvrdphcWbmzkeOutYtyeKNbzLITD4hjl8o21VG65RZCPXk8YYk9fUyyKdfBK/XsdrBMJsRaeLsUL1Xnl/8GvrbJb9+IJcw1DrOHutU8kxP4eafmb2MrhYTHHSETMcXdxvnBYEDHLEusxNSXG54XKvPPputjWS3efmhLHLZcFUez1fAFvKiXe63Xx+eam2L5UEsc8e/ZG/YtXr6fdhkMHkxihNstrW2xtb1CpbdFuNbBMk0L2CAOrBpiY/Tyt7hqJmIauKRhajEx6D5bZJaQlKOVvxghlGBk6znDhKM1Wh37fpN09jyIrpFOitcf48C30+nVcHEaKhzHtDrKsgTt2/YHBayT6ejRjDRDgrUBAXt6m2N2PKJtJilDPM2c5fWaeufkVVta22C7XAHAdUUXXcQyaLZmnT17hsSdOc+nyIo1mhwuXF/nqN56j286iaWNcvbZGr6eQTk5hWhamKZOIp6hUa3T7S2RSCerVBLlsirX1HRzHYrt8gXJ1g3o9jGWm2Ny5zFAxTzF3xM9iqjdYWTtNs7NJqTjL/Xffx+iISNv0evx4DQq99y9+Ee68UxiPWg2+/nVhJAxDdFwuFgUx2d4W2y8uim0947W05GeqrK4Kw+NBVYUB8mq5eBlI584JY62qwhtiWYIAtFq+gHcwEPu6Ljz+uDCIBw+KY6iq+PvyZfEej4un+7m5V7+upZIwfIYh5uUZXC892KuN4q1PoyEInusK8mZZgpS9UIIH173R+5JMivF4BMlrGaAo/j67a75EIr4I2POWuK5PPnRdjMey/Jo1vZ4geeGwn2bt1WgBX1jskYjXki79cpie9kNaXjaUh/FxP209HPazf2o1MV5vzoYhtu/1xL0zOenrjK5cEdt5Al5V9VPYvQJ2hw6Ja7G19dIGjnv2iLE9f6rMTvUC3W6NXr+BrEiYdpveoI1pyowP38qdtx/k8KERjh2+j6NHxnBdE2QVTQ0Ti46haTFCoRT5zFEURWQvua6ObdvUGtew3T6RcJyQbpCKl+j1ylhWl2hkCNNsIEkOtWqUTCbHex84gSzLr7kZa4AA344IyMvbFF4/onA4xHOnL7G6tg1ulFq9RavdYTAQ1TXX1qvs7MhcW1pnbuFJHMchldiLLMtsbFVotTtsblbQVA3XdVCkMK2WBcSRSGJbOv1+EpxhOp0eA7NJyDCxbIkDe++g0+nxR5/6PH/5+S/wxDNfYuHqGs8+W6fdaXLnbbPYtkwsKqrd/sI//HF+/u99Hz/+I+/gve/Zj6bmWFz0n1ijUT/DxjN+3S587Wtw333i+9VVUSwOhNE4fFi87+wIg2LbgiR4xc1aLWGwdvcN2m0sPW+HLPsak25XEBhZFsbZ01Osr/vp17IsCI7n5XnsMTFmj8B44Ym1NfGuaYKI7Dbi3wx79txYfddbo90kzGsvUC57zQvFODzh7fCwGE+rJYz67g7PR48KUuKJZb1CbKOjwjh7zRpd168V4+lbvBo4uu4LXptN8XkyKea9syO8M15F3pertOuFlLyw3u6w0muFJAlikcvd6EXyvvPSqefnhVfPy1byhMleA8poVMxtMBBrOzp6Y8FBr45LKCS28QS8Xk+qw4fFXJaWbvQAKQqMjDg89/wcipJnakomFg3Raq3iOA6O08PFRNfzpJNF4rEkyUQERQm9kLVUx7YGKLKGZTdxbcim9iFJCqoiM1y8iXqjTavdZWPrCcIhnUg4Q6e3RSKewbJauJJLLrMP026Ry2a4753fz+zM2EuascZjEZQXyhsEnakDvB0QkJe3EXbHpucXRKGrufnlF7ryWlhmBlnK4TgOqqJg2w6amsQIFYhGi0iyQ6u9hWW7aGqBwcBEliTMgYXrOiyvPYdlWxTzhylXF0QGQ24/nU6NTs8EN0On06M/WEFVXaoVm9W1Fr1+H0VRaLQWqDWuIisR2q08nd4iqirCH72e34Dv+LEs4bCMpgnj6lVKBWG0vbBIPu8XjTt1Cu6+WxiLS5d8g1soCMIQiYjtNjf9cvJ79/oEwHWFwXccQW52u/iTSb8RYqHgF4ubn/dDE/G4MLTz8371WfBTgjsd4eFIp/0u0f2+H9LyquFubb1ySXzwPUKxmCBL29siRCSMoZjD/Lyv7VhYEOEgEEbVtn3BsJcRdOaMP+d8Xsw5FBJhjaUlv55OJCLG7fV58ioHe72KvMJ1sZifgeWV+ffqvezs+OvliYdfrGsxDPG9ponzvZaeUC8HWRbXWdfF2lar/ndemwPLEtdhYsLXJbVafguIeFwQ1+1tQaT6feEBC4XEei4siOMMDYl5NxpiTbwstWhUeGBcV4SPdnv3Gs1t1jaXyKTSJOIRioUUoyMTJBN9EkmdSCSEY5ssLNgkky9413oxigUdF5OBaSHJEA0nRQNORyJqjBEOpyjk8kQjCSTAtCtUG6sMl0Y5uH+C8bECY2NZclmdXGacA3smuPfug0jkWFt7aTNWx47iusL15jVj9bKSAgT4dkRAXt4meHFs+o8+9TnOXVxgfmEZy7bp9VqARDY9Dsj0B6Zw7fe2sR2LVHwcSZJotleJR4fo98OATKmUxXEduu0I6eQE7W4VWVKIR/K02lvomoHjOlimSTw2xNpGmdWNHcbGTJ4+eZaIMc6hA7NMTQ4zNlIkZKyTTEiEQ0P88Z8+x/i4db3U/e6HuD17/FBQsyleHmZnhZHpdoVBDIWEx2R5GW6/XRiJJ57ws42mp4UB86q/elk2m5t+zZdr14SRSiaFMVtYuHF9SyVBVDwBbzwuDNe1a8JgZTJ+gbsLF4Txi8fFnHI5QSzW18XT+uSkMJSlkjCG1675WUrb269N/5JMCmMZDos1qtd9o6nrYg79vl9LxbLEeiqKn53kiZKrVd8L5OHAgRuLyG1siM8TCfG5pvlkxSNqII7vZV156w1+JpSne/E6THvC3l7vxnouXk0Ur+rtqxG6V4KqCvImSXDy5I1enKkpcf6NDbHmBw8K8tZs+gSm2RTr6IWLvOypYtGvU7O15Qt4vYrLIObqNc70ROenT/v3eqvdpd0VNZBcN4qidtE1iXDYQFNsZDoi1dlxmZ/3srxksplDZNNx+maLTqeN45ooqoSihgiHs2iqTjQaY3L0OBPjQwyXctRbl0XfIzlGKGximQPqjSqaJjE5fhBFUa4XHKzWetebsbquhG1nsK3c9XULRwx6/QHzCyvXhbyWZQXC3gDfNgjIy9sALxebHiplqVabdHviV9R2HGynSzY1w8TwLSTjwwBIuDRba8QieVLxKWQ5jGU2ScSGmBy9lWI+TTQaJhrNEY8VKFeuAi7F/H5CepSwkSYeKbFTnScSMeh2soR0nbHRHHNXnyWRiJOIHSBsRBgq3IFhGDQ7FwiHQ1jmKM+dmrsuNt3d80dRhHeiWPTL7nu/hV6tDc/IlEpi+wsXxPezs+J4jz7qP+Xu3y9enheg2fQ8Pjd6K0ZG/OJmLy6eNj3tV4+dmBDE4epVYbi8tOpeT3y/tCTOEQ6LsXjNGj0B78GDImwRjYpzX73qZ+qsrr42/cvMjCAwoZAYg6dP8YTG6+vivJ6249gxv6CeV7pf1wWp8Irxed6XkRGuP+m3WmJ8INbaK5PvtQvw9C5euni5LMiNLPuF7Lpd8fI8N72eL9qNRF7aYdojfO22XzjvW0Ei4XehvnjRv5dk2b/+Xu+oY8fEdatU/Po/3a5fJbdaFWs7NiZerZZYe6+yryfgDYcFeavVxD4HDwpiU6n4DRy9pqcD8yqS5CLhIitNIISk9HGxcdwGiirRaAiCadtQKka55dgxpifGkCWXan0Ty3TQNIVSMcGJ20+QSY0RjkQ5sHcv77jzCIcPFWh1ltjYaPHc88+zur5Jt9tn0K+ytNJhdbV+vYBio5bY1YzVodPpUm8MqNfbuK7L2to2i4tr/NGnPsev//Z/45/8i//AT3z0l/g//8XvBMLeAN8WCMjLtzleLjZdq3c5dWYe0zRxXZdGo4PkGqiqgYtDqXCEfG4fIT0BgGW1iUYyFPMHUNUBsbhEPJZCD0UxBxq6rjEwV8ikE0yM3YysOOSys5TyB7DMHoqmk0mN47oW0WiS977nHgwjRLO9gyx3kSWViDFB2BgmFTvCwKzQN1cAhUuXdTIZP0tntyYgkRAG1NOs7CY3qirISDwujEY2Kwzvc8/dmNb61a/6DQIPHhQenXbbD9esrgqXv5da6xWt82qw7DaanoZClsW4JieFgT1/3k+V3bvX93Rsb4tzeOXuPa3L44+LsR4+7At4BwNhAD39i1dP5JXgZUSlUn6699ycOJ8n0p2f97Udi4tiDWRZeAMsS3hYdN0v/7/b47Rnj+99qVTEy6u2C359mF7PN9a7QzzRqDiXlzLt9XTyUpejUXEMr3Hkbr2PVyyu0xHvr8dDvFeBeWND3EseURMl+v12AYoCd9wh3j3Pmhci03W/4N7SkrgHhobEvbKwIK6Dl8GmaeK+3NoS18Y0xTX3Gjiuru5qerqxiSxXkGQL1zGAHq4rUW9dIxzWiYSV64RUlsXYw+EkRw9PMDaaJ52KoapdwkaIiJGl3jCxbYlifgojNIEsyyQTUfJ5m26/SSiUYagUY3Q4SywWo91uc+bcCgtXqy9kkSWZHDvM5bklnnzmHKfOPsfc/ApPP7fIlx89yTeeOI1l24wM50klEyytbHJ5fomVlS3SqXgg7A3wliMgL9/meHFsulwxWbyqsFNuoOs6IV1YmFi0hG1Btb6GoijkUpOU8gdAkugN6lTqKyQTBQ7tfReOu03f3CKbHgW3SCaVQNNdkEzCoTCy1EORIBZLUigkGBueJZctMFSCseECqdgsuWwKXVPZqVzCcS0UJQKSjKblUOQIm9vPYloNZBJcu+Z7C7a3b+wkPD4uiIInHt3dhTgS8TM2vPDMYCCKg3lC3XLZJwuqKrQHY2Ncf4r1DLbXK8gLJ+2unbK7RofXxNGrxjo87NdL8c7hpVVXq363Z68gm/f0/+STwogdOSKe/D1PiNfQsdXyi8W9EsJhsUahkNi20fA1JZ6ew6tHY1ni3dOTeCXt02kR9mo2xVp4ISsvhdgL/3jEZmREGHBvzN44QMzRyzDyspA8ce9gIDwXkiTm5ol2vS7Vu/Uonh7Gcfzvv1UYhp+VNRi8lKh5YmevfcCtt4rvLl0S96BXByYU8r1zXpXlbFaQIs97MzXlh++yWXHchQXx2U03+Wn0nY5oeppJJ5i/epFetwlyDWvQoFavEo3E2TMbJx6Xr5Pw5WWvR1aD558v02h2yaUjlEoR0ZSxY7G13UTVVHDDtFoyJ5+7xjeeOM2jj32NcnUZCGHaNWQFFFUmGrWxrDCX5yrE4w6djsxwcZKNrQYLV1fpDzaJRgwS0QnmryxTb7QYKuVwHFdU1O71yeVSdHt9Fq6uEYuGA2FvgLcUAXl5i/FqBaJa7e6u2LTL4rU1TAsmRo+jaQrRaAhNU2i0lgFXZIfIJkY4TTSSY3pilkwqQd9cQVcVIkaJar2Krrnomkw0GieTmiAWDbO5cxZZlpCkGK3uCvFYlFh0hE53m0wqiaqUGBmJkUwmmZ7Yx+T4EDvlGs32JcDBMpvIkkwidoidcg1Fm6NUzHDpkp9aDH7xNRA/8jMzgiR41Wh3G7J8XoRzvPRozwg//7x4eg6FxBPyqVNie698ezYrDPfysp+B5D0xe52cvYJ2V67c+OSv636qbTbrZ+BcuCDGq2nCSHtanH7fN+5ejZFmU4hks1nh6RkeFsfwegSpqjDwy8uvbriHh4WnJRwW+29sCGIxPS3GuLUlCJuiCGJ2223+8b0mj17vp8HAD2lIkiBinvfF6wHkaYP6fTEPw/Azj7wMsHJZ7Kco4rgeMfSEvPW6IJ/evq57o5AV/NCTV7H39bB/IyOC5DYafoFAEOfwBNseqfHE1bYtCEw4LL7XNN/L1O/7RexiMfHvixd9AW806hcw3NwUHp98Xmzvkd7pqV1NTxsX2NzepNOHYiHELcemyKQT6LpfI6jXg4UFh2sry3T7VVKJITQ9DGgoWgNdlZClMJ22SbfXoVFLocmHkBUFJBfTLFOtrbK1ZdHvt5GkAaBhhGTqzTbPnypTqWxyaX6FmfHbmJ4axbQG1Op1Wu0BluVgOy5nzl3hmZNVrl7tUqk2WFvfYTDQWV5ts7S8GQh7A7ylCMjLW4jXUiDKi5l3un0azQ5bO2uEQjKGESMRz1HI3UwsEiUW17CdHr1ei1p9Dcduk02PEtKGSSVjHD6UxXa3GJgKscg0WqjK1ESC77nvQW46cAuZdJrBoE+vX8MIhTHtGrbVp9vro2lRZCmKLGsc2F9ClmF7W+Wnf+KDxONRFq+tUK7M0RuUwQ3T6xpks0P81I+9h4MHleuhFMMQhsW2BWHwoGnCEGQy4gl2d8orCHLjCXiTSfHa3BTHuPnml2YgpVLCMxOJCCO6tCQM7NWrN3pcNE0Ydq8my+4MpFhMEBRV9Y1UpSJCM4Yh/o5GxXaXLglPihcKSaeFUfZCB1NTgiSk0374x3WF8ffm+2qdlffuFUbRq7575cqN6cBXrgiC4zhibqOjgoR51YEnJ/1CbRsbvvdr3z4/1FOv+1ocr9y9YYjvGg1xfTx9i6en0TTfk+EJrz2Ny2Dgh1dk2dfCePA8HLruZy19q4jHBVHJZMR7peJ7fLzO2p4uCsS6ZLNirJubPgmLRv1WDKYp1nBkxNcaeS0H4nHxbtviVauJ7/fuFfdPoyFI7OyMXy7goz91G+9/8ADHDh+nUEhfrx8jSeK8olKxTaPuEIskRKjJNXCcKLJsIikDQnqUgSWxsbWGLEfIpGcIaTFcF9rdVSTJJGKMsFPeAQlwXSy7Q6ctc+bcKp/+3KM8+/wFBpZLKT9DJjWCIkfo9froegpFlhgMTExLxwjlGZgmqqpQyO0jHBrh9Ll5ypUG4YhBf2AG7QYCvOkIyMtbhLn5ZX73D/4XT508h4tLLpsmnYpfjyNfmrvG8somjWabfC7F6vo2/cEAy7LpD64hITMxcjMyCoXcQUZKefTQDpqmocjgSh2KhRGmJg4wObGPdqeHolUZHc3wwYc+wP/zH3yY9z90J8ePjnLfPXfyMz/x9/ml/89Hufudo0yOl0jEcuxUFsCV0NQkzfY2vd6AL35pjs8/8jnW1nfYv/d2/vEvfIS9s+Nsl1fZ2FqlXLtKPjfMj3/o7/LAfbdfF632esJIe4Sg17sxjJDJCGPh6UF2i2klSWg3vCfqdFoc8+pVYSwOHhSG47nn/GMODQkPjJeO7dVoKZdv9Lik035BO4/8eMjlBCExDGHkYjFBBtbXfS8QiM8vXvQ7Pruu8JbsFvAePiyOEYmIc62vCwLghZ+WX0U24BXMC4d9MbLXdNDLOOp2/VCS12nb05U4jiAJXnE6z1PlCVq9SrMbG8KQl0pifu22OJ9Xd8dLofYK9Xldqb3idNWqH4Ipl/3idx6h8bKaQBhsj/zsJhTfKgoFv4mkLN/YnmF21g/NeITx1lt9XZAXAmy3/aaNW1t+RtLIiFjf5WUx190C3nhcbLexIfb3CLRXq0eWRbmAIzdNcPBgmlhMvi4Utm3/+gI4roMsFZHVAeDgOBFcVwdXIRSqIss2ITWHqhQwrTKKHKKUv5tC7hD9vollV5DkLo4TYzDoM7AaVKpt+oM2IV0lm9qPJEOtVufyfIN+P4pp9VEVjUJ2Ftt26PYsBoMXGkq6Er1eH8cxMUIGlukwv7BMp919SbuBAAHeDATk5S2A4zj84R9/lqdPip5DZ85e4clnznLh0iLZTJKl5Q1+6V/+Lv/61/6Af/Xv/jOnzsyxuLjO5bklXNel023QH3TpDwakknGGS6OYlotp9tF1kyOHp3nve27lHSf2ctcddzI2dAhZljDNCv3+Ots73ReaxskvVHKVSSXTvPOuO/nH/++f5H/76fv5mQ9/H9//fSdIp2US8Sh7Z25ifHSUeDTKwtUKX/rqk1y+vMM977qd//K7v8Sv/5uP8Q/+3rv4kR+8nbvuOEImPXVdv3LihDAICwvCwO7d6z/B7k6fnZ0VnpBW60bvAIjtDxzwQzKplDDE8/O+sLXTER4e7wl+ZsYnNl6xunLZ70/kZUBNTPhZNy8upuYVu4vF/Oyhy5fFsTRNfGaavpej2/ULu3lhiiefFO/Hj/u1ULxCcLbtk5HdFWJfDum0MJ7RqJiHlxI9MeGnSHvZRxsbIqtGVcW6W5YvgN7eFufz9CyHD/uEo9kU3hdFEXN2XfF5OCzIh6b5BKhW8+fqXSvLEgbf070kEn4lW89r5CGfF9t52VGvF3nx0tq95owgiKnnCfKuvUdWJQne9S4xzsVFMWYQBMQwxPY7O4LEeCG8ZlOQ517PD0eGQn4F3sVFcdyjR8X73JwYz+65ZzJ+pd9CwS8NkEqBYyvIsopj5UBuI0l1cHVsOw4o6HoPTQ3h2BKd3gaSrBOPTBI1ihhGBlVrgDTAdRwsu0at1qLf7xMPxwiFkihKmLARp1ZfwrZdZCmCaZlEoylUTUfXMoyUbmanfBXbdijmjxAODbNTXkTXNYqFMcqVOlcW125oNxAgwJuFgLy8Bfj646d55KvP0B+YRMIGmXSSWDTF1naVJ54+y9LKJhcvLzJ/ZZm1jR02NivslGssrWwyGJhsbFXYKZ8nmYiyd88kBw9MceLW+xkdKXLnHQX+9g9+D7ccmyEa7XPh4jqNhsHU+EEOH5ohnuiyub3MV756ledPbaJp4ofUNL2KoTJHj2YZHyuwvd3FduoU8hk0NYosu4QMg5HhMSq1BZ47fZn5eQdVVbnj1kN873vfwUMPTjAyotBoCG+EJ3I9elQYr8cee2m4Y7f+ZXraT5/erY0B8RS7b5/Yrt/3n7C9lgBDQ8JAPPqoX97+wAHx8jJq2m3x1JxI+B6LpSWfUG1tvbSJopedlEr5qdZnz/qZRjMzfsG2ra0b65t4WU4nT/oi0WLRL5TWaIg5bG+LUMSr6V/27vVTx9fW/BRnr7Df4qKfGuxVvY3FfHGw16263fYrFXvGMxwWY/LSdUdGBClzXXF/1Gq+16vb9Y+nKOI4hiEIkWH4uhcvS8kjQbvXNpkU792uL/h9PSBJfiin2xX3Gvjl/r0aM+22T+B03a8Vc/as+D8BYt6KIuaxu4ljsSjW1yt46LUf8Dw+XmZYIiGumdemYfccvdBSrebX6fGqS6dSMqqiMTBVbDOLJEtIch/XieLYIbqDNYywSTxWQFNzNOpLSGhMTdzJ1Nhhur0eO+VzuI7FoB+mUqvh0kc3RG64IukUskdRlCzQo9vrkIxNYuhpXAfSqQkUWcWy+kiyTCF7gEg4T6uzTSRiEAoVqdVbRKPh6+0GAgR4MxHccW8SPGHuuQsL/Nmnv0S316OQS6HrGkaoQDq5j0w6RblSo1yt0+sPqDfahMMG+VyKkZE8ruOgaSr79oyTL8QZHkqB5LCz02Bzu8vE+DA/+qEHSKcVwOHshSt0+zVSqSwhfQhZVojHXYoFjW7f5uuPXWF01LmeWWHbgjRIEjhuhfXNCpl0VHSKlsAajOI6KpIkU8rvYX1zg62txg1PzLoujL1hiCdbz5NRKIgnTU8wGo36hn1pyd/fE0JGIsIAvDicksv53Xw9A9tuC8M0Pu57Fp580heZHjwo9mm3fW+Pt72qCiNcq/nl469du9EjtLuJYy7ntwTwMpC8yrdelddGw08zjsf9ir2nT4v9Dxzwm1B63aBBjO3V9C+yLDJn4nGxv/eUHw77BfjabT812CNetZpY++lpQWa8LtxemO3YMfG5J9L1ivp5YuV6XRhij4hYlp/S62Vaec0a63W/IaMk3Zip5BEV8DOOLMuvxPt6oVj0qyvHYr62ySMbXkbZtWv+eDIZsT6OI3RMnoDWIxShkCA7S0tiu3RaXLNLl8R3XlFBr+3A+rogl5OTgnB2uzdWOpZlcX1kWRBrz0s1PAyGIROP66iySr8fwRrYuG4f1zVptcNEI3GOHE6TTMRIxgsUCgliiTCZVJH9e4+Tz2VZWj2DaZmUqw3q9TUcx6Jar9JuudiORtgIEwln2Ny5iG0PiEby2LaE47gYuoEkSSQTozi2CTjIsoqiqHS6HdrtAYl4hL/9oe9hz+zY63fhAgR4jXhTyMtv//ZvMzk5iWEY3HHHHTz11FOvuP2f/umfsn//fgzD4PDhw3zmM595M4b5hmG3MPdf/bv/zDceP81gYNFsdRGXQEZCRleHcRyXfn+Abdlk0glikQKyrBDSdYaHcvT6fUrFHFMTwzx18oucPjvHwuIGjUYbQxsFhCGt1upsbm0Sj3aQULAGBcz+NACqtkM8arK9LfP883UiEfHD6ZWztyxQ1NYLYagwSAMkXFwkXDuF5DpooTCd3gb9weAG/QAIg+dlWzz77I3aAk0TItV6XfxIe+Ga3SGTQsEX9m5uvtQT4nX/7fXED//wsDDOXksAXRekx2tIqOsihdqrDbO4KOY4N+drILwKrLuf0nfPaXeKdKkknpK7XT8DKRQSY45GhcfIq4bruuJ9t9BzdlYcy1vzalUcy3HEPHaTuZdDNOrrZ8plP2Xb8wp5WgxvXvv2ifHNzflF/7JZsa+nffFCHp6mZmVFjD2T8XUghiGuhaedGQz8NGkQ18MjKOm0mE+l4lfs9bQxu8muJ+aVZb+NwusBrzieR+ayWXHNLEuQDU3zwza768/MzIj18YhuIiG2EXVX/P5RXiVlwxBr5emnvFYD4FfnLZeF/soj1rsbOEYiIpznOH5YqtcT40ilQsTiMUK6jmXnqDfXGJgdouEEB/YeYmQ4zehoiHAogznQkWmBK6NKRQrZPRzYN0E40iYaDmMYEqGQDph0enXa7R6S5DI2fDOlwn7K1Tk6vQqRSJ5oJEUkGsYwYoSNJJLUwbIbJBJJErEh+v0mpmmjawbPn5kL6rwEeEvwhpOXT33qU3zsYx/jn/7Tf8qzzz7L0aNHefDBB9na2nrZ7R977DF+9Ed/lJ/5mZ/hueee4+GHH+bhhx/m7Nmzb/RQ3xC8uDruUCmLrmuAqOHiOglCehYXF0WO4jgulmUTjhhEI1kSsQOk4kcB0HQNTdNYWt6gUq2Ty8eZnclz6OA4e2emqNYsfu8P/pzL89eoN9ZpNtvYroskdXDdCLaVw3FUZLmPZljYtku9YZHP+wbEq0Qbi4aRlTKDvoUsgaxWkV4QDtoOmP0+EWOEXE7BtsUP724cPy6eeMtlX1sgy8I177rw9NPiXF4dlxeHTPbuFU+y1apfndaDJAlviteQT1WF4fCaM87O+imx3rmjUaHtSKeFYbp8WZxvZcVvIeB5MHI538jtRjgsjIuiCHIQiwnj7GUuRaN+H6QLFwQRicXEvt4anz8vxnzzzSK92dOPePVf6nW/HcArYXRUjCUcFgTFI5CexmNpydfcDAaCQOi6OLYoQe8TCU9Ee+utfhXdalV87vXz6XT8WjweyfE6bXueFe/a9HpinUFcD4+geOf00pdBjMnLWup2X7/QkbdGXmYZCHLnFUtcXhYkRVXFWns6KUkSRCOd9oW6XhsDXfdFuYOBePfE38vLYnvPm5dOCxLjFbszTeHd8goI7i7W6N1LXgZXsSj+PTQE8ZhOJBwnn00xPXELR48UmRhP02omaLVgYjxGLhclFs3T7Xfo9GpYVpiRoTuYGBvCZoFSMUuxMEurvY2iSEhSFxywLI1w2CCdmGZsNEEs3kJVVNKpCWRZJZ+ZJZkosV1ZxrQ6GHoaXcvQbK2RTMaYnjzI40+d4Tf+/R9z6fKL1O4BArzBeMPJy6/+6q/ysz/7s3zkIx/h4MGDfOITnyASifDJT37yZbf/jd/4Dd773vfyC7/wCxw4cIBf/uVf5uabb+a3fuu33uihvu54ueq4hhEiHA5RyKdwXYeFa/P0uibuC1kcycQMkiSRTSWxnQ6ybBDSS8iSQbvdxXVcVlY32SnXOXZ4D8NDNrGogWEYDJVybG9p/NK//F3+51/+GRub25y/eIWFpXOYVgPHNjD7wrqZg2VcqUq3G2Z5WfzQqqrD6lqda0tbtNswNZmiUqviuMALZc1dwHXy7FS2GCrmyefS17sb73b7y7LoQwTC++J9l06LH2XTFDoQRRFG3KsWu3v/6Wnx5OulBu+GovgNGVstX8vhZcvs3SuM4dmzfmgkkxEExmsGeO2an03jFaObmxNEw3tqf3HYKpUScwiFxLjjcUF6PCOdy/ndli9f9jOKVNVPdT55UqzH7bcLLxOIMdfr4vvNTfFkvzt09WJ41YC99Ov1dXE+oZe4MXzU74tieYYh5uM92efzwuCePSvWPxLxmzA2Gl6GjDiH64p1SiR8MuIVdfPIh5f+3Wz6rQE83Yu3Bt78PHjiWq8OzOsl2gU/TdvrAwWC2KqqX+zPI3u7u5t71Z0jEb8KspchF4mIMW9v+/oeT7S9sCDG7+mnvIy07W1xbxuGuP9AeAV3p4bfcYdYhytXBKnyUr5Fs0wZywqBG0GWYjiOjK77Hb5nZw3y+Sx7pvcxPVUkl82QS0/QamUYHkohKz0y6Qy9wQrdXh/L6oJkYVsSlt0jn91HNj1DPLGJqkpEjBS9Xh9Jkkgn8wwXRwAHXAVNCxGOgqoolMs2G5tlnjp5nl/6+H/k0lxAYAK8eXhDyctgMODkyZM88MAD/gllmQceeIDHH3/8Zfd5/PHHb9ge4MEHH/ym2/f7fRqNxg2vbxe8uDqu66rEY3EMQ2d7u44kSdQbO2xub7O5Vabf75OIZQmFQoQjIcCh11vFtl0sc4il5U2qtSblSp1Go0Wl2gBkJGmAJFu02zatNixcFU9G8YSJi0uj0WJl9TKWDY6VxbYl1jbXGCrFSacidLuwsbnG57/4OH/1pa/xl5//Ov/xPz1BpVzHstdY36jQ75q4UgXHNmk0FRKJHDcf20OzKV/XE+zuDg2CpAwNCRKx+/J5JdTLZWF0PV2IZd3owo9GxdMzCALzYm9EOCzCQd7TfjYrDKlnHKenxT5PP+0bitFR8WQty36X560tP93V60g9NeUbud1Vf0EQnVBIGPrRUWHQLl70w1tjY+L4nqbCM9y6Ls7R74twTTgsCspls2KNPG2JaQoS9uLQ1Yuh68IYh8NiLb2sJS8cV6/7PZd2dsTnXl+mwUD8W1HEft61u/12P3TkhaRGRvz5hELCe+N5TLwsIS+04qVMe7qfXk8YbS/bCG7sIO15pHo9v/Lw6wnPM+LNzyN9njh7MPCv++407kRC7OvpZjwRcqcj1qdQEJ/v7AiyMTws1vvyZbEW3v0jSeLeXlsT3w0N+RWXT53y10TTRHjPI9Ce52pmxveaOY4YYyTii9brdTGeaFTGccJEwjGiUZ1OFyR3hHAoiaqtEtLDHNz7ILpmYdk2re4OjgupZIa9M+PsnbkHyzLp9tdRFI3ZqeMMlRJMToxy4vZ3EY5oaDrkMmk0JUKvZxIKhUmn4qRTMa5cXeE3P/EnQQgpwJuGN5S87OzsYNs2xWLxhs+LxSIbu38pdmFjY+Ovtf3HP/5xksnk9dfY2LePeGx3dVwAyyxSq8Vot3uYloUkSRghHeQdNF3FtCwmxoc5uO92NjZ26Pf7bJXP0Wg20dQChhEhEg6hh3TanT7PnbpMrZrEdSVc12Fru4ptuxTz+9A1jYnxMEZIw3Ucao01Gs0ypiWzuhIjk0nwvgenyOVk5ubq/Pf/8TwL184Sj4YpFXLEo1F2yiqO2yOVDNPsdNjeqdLt14jHwhw+cBf79+Wvx+q9J9MXFxo7ftzXe3ikQpZFiMLL7Oj3/R5AtdqNGpfRUfHq9/1skd3IZHwBr+dq97QGsuz3pfn61/199+8XBMbLoPE6A++uQbO15ZeU39i40eCC/wSfTvvhB0+MKctiPl6J/s1NYYA8QxaPC2Jw5ow458GDfgaQF5rp98XYXlx75sXI5cT6eD19vJYI09N+OM4TGHskotsV55qeFuRhe1sYTMcRRtsjgV7IzvvMCzPZtvjbMMTfnndpd48i0/R1L55nTJJ8D8tuTxz4mp/Xo1DdbniF8Lx+VHBjC4jlZTEXTyu0O2w1NuZ3ivYyt0CMUVXF2lerYs0nJsRa7uzcKOD1KgyrqiDmq6uCcGcyYt/d0fCJCd+T6DUCbbXE/ep5kFRVEFSvBcTOjhhPqSSO4VV7llAwQiN02ykkuYkkDdDVBOPjYYZKWVJJjbChUMgOUSxmmRjdz0//+E/xfe8fJZ2MEo2kiIZDqGqEbgd2ygvIao9wOEU0PEs6VUJTVTQ1RiQaJhw22CnXg1YBAd40vO2zjX7xF3+Rer1+/bX8atW+3kTsro4L4LouG5tNJBQmx0tEIgYg0e/XUBUJRVVJJaP80Pd9gFKxwOZ2hWvLK5SrVwmFDMaGj5JKxcmk4iTiEbq9Pmsb27iuSrdbptGsEg2nCBsZdCVPKjnG5KRBKpVAVhSW15+n35co5I7xkz/6fRw8MIqmOSxeW6DddhgfHccIa0iyS8jQGB2ZwXEksrkWH3jonTz0nnfwnvtnmZkaRVUS1yuSekXR4KXel1RKkADTFFlGnvs+kRA/zrbt/4B7BmVp6UaNy969fv2MF+tQwBfwDgY+EWq3hXHwquCWy34G0u4U6l5PkAuPHL24hcBuPcxuTY4kiXkpii+AtW0xR8cRxxgeFudeX7/R+Hmhl/V1YTz37xfiz3jc131YljBSngbmlbB/vx9+8ir26roYk+fN8MJH+/eLMc3NiTXyquZWKn7X7uPHfSO6tSXe83nfs+LNQ5bF8b06MJ6wV1EEofEqDm9tieNpmngNBn4o743MOPLghSV3N8LUNN8rc/WqICmue2M/JO8aDw+L9SmXfbLlHcNrD+AJsWMxcQ0uXPAFvF5jSK+2TLMpSgfourgHdnsbb7lFrOulS4J05vM+KfeqGHv9pGTZD5V2On54TpAcFSMUotHUsc0hFK0MSDhWASPcxrJtIhEZTdNf8O7JrK1m+b4PHuPI4RLpZIZu36Hd6mI7YRLxEJlUBEmKkojnse02ihzBCA1hmRaaqjI8lA9aBQR40/CGkpdcLoeiKGzuDnIDm5ublDxr9yKUSqW/1vahUIhEInHD69sF1zvKru/gui7d3hLtdo9i4RCRiEEqkePQvrtIJWM0O0tIEpy/MM9zZ+b4gQ98iHvfeTOGEaLTmyekq0yMHOP2W48zVMrRaneJRcNs7Vyh2x1g2l1M02RgmsRjEUKhGRw7QTYDM9PDHNg3QSYVYmgoydjIKP2eiMeEjG02y8ukEyNAFElq4dgpZMlFkmSGC0e4cvUaoRCMjuTJZZOk0+K22dryfzA3Nvy6Kbsr54LfGblcvjEV+MAB8bmnCfDaBHjF4zyoqjiGpgkjsf2i30ZPwJvN+t6L4WExjlpNGACv74+XgeRpZiYnxQ//4qIw7pcv+ynTS0t+B2dPyLw7jKMogtx426RSwtB76bihkCAHiYQgRuWy+LckCQIgScLINRpC85DP+56RWs3PtvI6Fn8zeCm30aif/ryx4TejbLXEukqSr1sJhcQ2uZxYt0ZDECnT9D9TFHGsK1f8UJnndajX/XCGZYn9vPR11/X1O17H6XDY14EMBjcWq/MIjxf+e70yjjxEo2LMXqVhD5GIr3VaXfXv3933l6r6dV02Nm6sIAx+Sny3K+a0Z4/YZ2VFrKcn4PXug1ZL3Eey7BewO3fO9zZ6oVLHEfdfPu+3KvDIkkdwvbYF4JNFr9ZMJCITjaSIhfewtlGj163gMsAydZZXzxI2FEZG0iiKfP261WpexlOCgwdGuPX4PqanZjlx263cf8976HY7OLbzQsq2RSQ8TtgYpdnqkkknKORTQauAAG8a3lDyous6t9xyC4888sj1zxzH4ZFHHuHEiRMvu8+JEydu2B7gC1/4wjfd/tsZsux3lL08v0ytvs3A7KNIISrVFmEjiyxFGZgartvCskw6XYvTZy/zl597jm7XZHysxJGbxkimHDKZSWLGUWanxwgbIRqtDrX6GgNzgG0lqNaXcOlRKo6/oLGRcBwDVauiyiqJRJh9e2UGA5n5+Rd6zfS7mGYHzejiOjqOXQJXxXFVXNdFC4UxTZ14on69iV447Ke2emEFr6OxR2R2G6Bk0k/jXV31xbeyLAiMLPul/r1OxF7oZ/cxvEJsc3MvzUpRFBEK8srcew0J222/UFmvJwyKF4oJhcQ+XnVTLwNpY+PGlOl4XBifl8tA8oS73pN8IiGM39qaL7j0mjVevCjIg1el1hPCnjoljn333X6oxbL82ixeH6dXMuqxmF/DZWNDGKF+3/dmra35Ha+LRWEEt7aE0RsbE+u7seEXrtvdG2p9XeznFW7zPEHZrK+B6ff9artwY5aTJ3Td/f1ub5IX2tE0X/vyeqNU8jUju5FK+R6qbtfvfL57DN7198S3jYaYj+dh200oKhWf/M7PC7LjaWw8QbTnQcxkhNfQcUSjUY8Q7f3/s/fnQZKd130g+rs3932vvaqrunoDekGDAIiFAAhxlWlZ0rMkW2NKHMscyZbNN5KssEeMcGjkGHsUQdsxHtvzni3ZerYsy7KtESlZtqjhDi4gQSxNbL1Ude17Vu77du/74/BX52Z2daO70Q02qDwRFd1VmXn3/L7znfNbTui+qlVt2Z09q6xAj0eSYVZf6CtFWn6rBbhcPoyMJDE+egyVmol8aRHtDjA38xCeeXoG42OhA2FBAq5ffFGSJ9GZCSMSDsKywjh/9hzCIQv1ehHtdgeG4YMNFzptFwIBP44dnUaz0RpaBQzjbYu73jb623/7b+M3f/M38e/+3b/DxYsX8fM///Oo1Wr4mZ/5GQDAxz72MXzyk588eP8v/MIv4LOf/Sz+yT/5J7h06RJ+7dd+DS+88AI+8YlP3O1DvStx/Jg6ytYaTWRzC2i1OpiZOgsYBfE1Sh5HLl/GXm4VXo8HybgABK5cbeDK4hpe/s4VvHbxKyjkS8hmXQBMPPjASSRiYfR6PRQKefR6wNiYH5FwAMGABzDqsK0wrF4ShlFDvljE+NgIpqciB+2JV1+V1hbMHXTaNVi9MIAODFcNthWAYdjfpUTPIBoJIByWiTAY1ASjVFJn4FxO9VmcpXBAJtZQSN5frSoIlqBXso2I12DrxomBmJuTSahSUfVeZ5DNQTCjMDUUQ3LsmOz74kWtDkUisgIOhWSCuHJFJqd2u58yPT6uNFtn1YDbSKelCjExIb8vL8vxG4ZM+h6PvH7lik56FJbjvQgEpAJD2iwg16lSketGNd3rxZEjcpxer6z8l5b65fBJ+2025VqGw3I8VKSl91CjIefhlNlfXFTtGMtSgUG6SlOJlu0fQI00mYyxxTgoVpdMymv8DM/9TkY8LsdXLF773IyNyf1n1WiQ+QZIghcKaXJMX6d2WxPRbFaug8cjz3S7jT5HdSZoFGBcXJRncmRE7g1FD91uBUnn83LsExPyXFLHqFqV57FQUD0eWj54POonZRgBzM2cxp//0DN48rGHcXx+CqdPPYjT92cOEh1Az6VU0taqz6fVvHAog4//1WcQi5uwrCA6HQ9arSpCwQAePPcuJBMRbO3khlYBw3jb4q4nL3/5L/9l/ON//I/xq7/6qzh//jwuXLiAz372sweg3LW1NWw7hB+eeOIJ/O7v/i5+4zd+Aw888AB+//d/H5/5zGdw5syZu32ody2OHxNH2V/9Xz6OZ546hWQygpnJOTSaTXh9Bhr1DgK+McTCE/D63PD5g/C4DaAXRKfdRblSQyDQQauzi27HhaVloFKtIeD34an3nMfPffw9+OE/9xT+xs/8HNLpHnb2ttBuutHredCodXBlcR3BcAXnz56AaZoHDKDtbSAey+DY0Qns53dhuIpChe6FYFte2LaBbG4b46MZmEbmgLni86nhHlsf1BQhvqJcvnb1Ss2QvT2lNAPS8shkZPBlu4gU1uXlfvuA++6TQXkQK8BIJFSOvVyWicE05bhaLZmAi8V+BlImIwmM2y3HtLkpxxeJKGWamAYCOweZTyMjcm7xuFQ2gkG5LtwHzQ/bban8+HxyXOGw7Gd/XzRgaCgZj6t1QKsl1RenIu5hYRiCaYlGFXS8vq5y+PTOIcaECWixKAljOi0T8AsvyPZ4rVl9YQWJLaxGo591xGAyWy6rIm8+L9tyuxV/Q/wTGUedjiZZdyNSKRXOGwwmF5Yl50XMkTOOH1cV4nZbriOvKz2Qdnbkeo6Oyr0sleS+siXKKhOgCe65c5Ik7O5qgjoxoaKK+/uybeKqmJRT1C+f1+vKpCYcVvxLqWTCsmKYP5pELBZAtWoeVDk9Hnm/09Tz0iX9LoyPy3tWVoCJ8Rn8pb/4DKYmxxEOBRBP2Mhk0vC6xnFlcR3JZHRoFTCMty3elqfsE5/4BFZXV9FqtfCtb30Ljz766MFrX/7yl/Fv/+2/7Xv/T/zET+Dy5ctotVp47bXX8JGPfOTtOMy7GqZp4sjMOD72P3wEyWQHO7sFuF0jKJUX0Wy2kUqchMfjRTjkh2l4UamUYdkG5ufOA7CR3S8iX/oODNOEx5jD5770PFbXd7CXLeDr33wBPauDdGoMP/PTz2BmKoNao4pCMYtaw4/Tp87g4z/9AUxNpg9WzakUJeultRWOVLCzu4d204Rl2+i0K9je2UcsJpToctmEZelq3OuVAY7tIw6gnCCJEXHG3JxKybda6l3kcslrPp+sSDc35f9O80SG1yuTKpOmQRYQIO0lso6qVZkEaM7YaskkXSz2M5BmZ6VqQ7zG/r4M2GRBEThLBtLm5rXMmNlZrXSwmvD66+qzND4uk1Q+L8lQLKaaMDz3tTU5jslJSWrabT3H7W35uZGQm88nyVs4rOqutZokXoYhkyuVZWdmJElaXZXr4mytlEpyPlQJpvP15KTsp1SS7fE8SyU1Gex0VFuFfyuV5Jg4ybbbah1BEGytJvsfVFS+U8Ek6Tr6mAdWChQOpOoyg+KE8bgqUXu9SvX2etXEcXdXKmFs/1y8qM7TkYgmdZcv9wvYLS7Kc2YY8twyoWQFJhCQ+2IYymQqleRYwmHFrvj9crwESGezcowul7ynVJIE6MgRxcn4fKry3O3K/8k8o+ry7JERPHz+fhyZSaLbraJabaPe8OLs6Xl8/Kd/eGgVMIy3LYYp8tscx49N46997AcwNZmG35PE3v4eOp0WTFMcouPRebjdKXR7JkzTRjI+jqmJ04iGk1jfvIRSeR8+XwLRyBgeOn8SszPjeO2Nq/jcl76Are19jI5M43/6mSfwQz/4MB5/5AG8+13vwofe9+dx/Ng0jhzRZIETY6kEpFPT+PjHfgizR6Ko1HdRLJXQaLkxPTWO9z39KM6dzRwkI6Oj8vlUSs6H27t6VQZVAH0sJOdEFA7LgExac7er7KREQpOe3V1JNFgx6HRkEmak05qQOL1inHHmjEwctZpaEbTbulolc4MMJECSotOnFbRZqch50UKAvkg8z+Xla9kxZCsdOaItE2Jp3G5JYOJxmQi2ttTPJhiUz1+6JJPHU0/pyrjblfMn/mXQsHIwRke1fbWxoVozBEOzfdRuy2Tr9cp9yGTks4WCVF+oiRIIyN82NmQbXNHH4wrg7XT6QbtO6rTXq/oorNjxXAB5HdBreTcYR4BS1Xu9wx28nR5WBA8vLPS/JxyW+5pKyTWp11VFudeTc4vFZPtbW3L9gkFlgTkVeAngvXhR3nPffXLNLlyQaxmPy9+JG7Jt9cS6/37Fv7hcco+jUdk3afbBoOrr0EOLzyRF9ghmpnAjAeOtln4P+L3c3pb9HzkSxXseexc++Mx7cPL4Ubz7oXfhr/+1Hx8mLsN4W2OYvHwP4vixafz1jz+DB8/fh6NHTsPlKSMSCSIUSMKAgW6nAcsy4XJ1YfWAWOgE/L4pVGt1rKx/DW63G/fNfwThcAiRcBAnjk0jV1jBhVeuYGvLQjxuYnQ0junpJCKRMPJ588Cbxe2WQZD+QeWygDSPH5vG//w334cf+fNP4j2Pn8RD5+/H0088ionxNPb3lVVSqajpHcv8xIZcuaKMDSrNDjLXjx7tB2YyuQBk4piYkIl6bU22TbDj7m5/xYHaKPn8tRMMIPs+d07OmcqtY2NyzNQzsW3ZFxlIZC0dOyaD99qaDPCLi/1tLK9X22RkFjn3S5Ds0aMyWZRKSrWmAm4kIokRvX9CIfmbbUubodMBnnlGryc1PQoFuWdOSu9hcd996qxMheJEQls2qZSaJkYiikUi1mJ7WyoUJ06o4WMuJ8eQTss+2m3ZPhV2nckLqwK1mmzfsvotKMh8YpBxxCrG3YqJCQUwHxZut9y3QEDuDYXgnDE1JeebSKiRJZ8nQL2c6nW5jqdOyT6Xl+U55jPNliErM9PT8oxSxJB2D7GY4r+oUN1qSSLh9aoBJpNhigx2OnIf+N3d2NBrvL+vCXUyqarJPPZKRT3HRkYkEapUlFVYr5vweKIYG40gHAqjWBxOJcN4e2P4xN1k0BX64uUVrG/svmUhptFRN558/CyOHjmFbq+AWq2Gbq+BRjOHVruLUDCBgD+CbC4Pl9sPvy8Il8uFSn0RnW4bkdAsmg1Z8hmGgYmxJLZ3d7GXLaPXk4GQ+AS6JgMyGNq2DGiBgLIktrcBt9vE8WMJHJ9Pw+cLo1QyD/rgTEY2N3USZBWFMvT0wjFNGZDJQnKW6YNBTSK4aqQUPisTZL4sLMh7WOlwVhxINXW5JDE4bCXt80kCw1U0gam9nkwsZCOxXQPIMbBt024rsymf709Y4nGd1AetCzwebSFNT8t12N2VH9vWCcbvl4SPYFdqgnA1HgoBjz2mLtAejxzv+rr8exh2g+G0T9jfl/vvbHtls0r5ZZWG4moTE3J9XnxRrtmRI3Ks+bxcJyZy9brsxwmG5b6dlGkyWcpl2R7xMWwrAfI8sirjFLG700G6NtlFhwUZZGNj8uxubPRTrAG9jlS+LZflPlmW6t5QbTiXk4QFkPtar2sLNRCQbThbhsRAXbokx+L3S6LSasm2UimlXnu98pxQ6bjRUGuBYlHbkoCMA9SHIS6NFR7q9BDH1GopFTuZVEYTW2kUY+Q5X68VN4xh3K0YJi83EU5X6H/6f/1H/KP/83fwL/7V778lKWzDAE7fn8H73vsonnzsabQ6Bezt76PeqCMeTSIRi6FcaaLZKsPvtxHwj8DvEx+hQvEyXC4Put1jsL87mweCftSbG2g229jd1XIwQX6k+BIwaFkyeWUyMujR32ZsTAY+r1cddCmRzm1tbcnk7lRrnZ+X1154QRVdqfOxv98/+B89Kp/d3VVMBanAqZT+rVaTQTEQUKqyUwQvEJAJmu7Vh+WTiYRgGTh5hsMKlq1WpYxfLsukwmTA7xcMAhk1CwvyGvVZul1ZRU9N6WQ7IE10kKTRzDEcls8QnzA6qpWWhQWdvLka39uTyWt6WipBbEVYlmqAbG8r6PWwiEa1+rO1pSJtk5OyDbaP+F62E2Zn1WZhdVUSQCcIuNeTa9jrafuRWBcml+22to7YWqxW5bkk86rVUjsAtsg4gV4vsbgTMTOj1g3Xi0hE7l8s1k/vZxD/Qo8nQJk+gLaPSHc3DFXrfe01+TyZYTS2JJX+wQdlu2trej+IL7MseYaIkyImi99XAqtZseN7WXHb31eMEduerJyx+kVgdbOp30Fq+rRa8jcKDgYCct/fzEh0GMO40zFMXt4kBl2h5+cmkUxE8dobV/FvfvuP3lICMzoKTIyn8ZM/9pfwd3/pI3jXueMYGx1HwO+Bz2/A43EjEU+j2ynA540jnbwP9XoLa9tfhctlwucaR7kkNfZGvQmPp41g0HMwkMzOyqRDqi0nd7Y1CKBsNmUAunpV/p5OS7JArx3SSLliK5VkgmfJmTgKlpuZIFWrUnIe9D2iN4xlyUqS3jJsMR07JhNHoaBAQ0rwO9tMgEwIxAFcuHD4dSaFmHYAZCABkhCQhvrii9qyiMVUabbZlKrP1pbicOp1OTaCPPf3r63+JJOyHWqJkIHElSuBvbWaJDDEv/j9cg2JV6H/UTisEv3ttkwqTjbWYTE/L/uhVcDCghwTad+JRP8939mR+zI7KxPVhQsqwkc/qtVVVa2tVLSSR+wL2TgEgFqWVo0GlXYJ2qWGDFtRd9rjyBmcqHu9G4v/pdPy3AByzoPHRHaZy6XnyYS905HzJ+C2UpFzHBmR5/e117R9GA7Ld8y2BcPlcklVEVD8Syolx93ryX0LBmV7BPYSdGvbkvSk06qSnMupNQQrThwLeL/dbgUTMwlj62tpScUoWS3iwob3i+KQwxjG2xXD5OUGcZgrtMvlOsCZ5Avlt+TlYRhc8Zp48NyD+OhPfgA/8kMP4+mnTuKRBx/F7MwcMukUqo08TDOMscxZuN1uZFIhdHs52HCh25uEbdsHGgsz07GDtggTDIpcESdBeiSdhJmoLC3JQJbJyIDq9cqEzPZANquT1tWrkhRQ1XZ3V3AWgNCQjxzRlTxZSM4qAXEF29t6nCxr04E5lZLJjRM05fg3N/tp2OfPyznRZPGwIIC30VAzPQIzy2WZxGu1fgbS2JhUHZiIbW7KsZAyTdAjAb0bG9cygVidmZyUCcrrlRU2NVIyGdl3Pi/XPxaT91C59epVSeI+8AFdQVNTh/iXQVbX4DN2+rTcTxo3ZrOS1HA74bAmUx6PUt+dFO53vUveV6vJhJdKKe6JQm3OVgWZLmypBAKaxJBx1uko9XvQ4+hu0aUZBK+zXXi9oL9Rt6s4FGdQfJG6KHx2TFOedzKQslm5lmRw7e4KE40A3lhMrmG1qp5XtM94+WVJRnhNWTVMp2UBRDdzl0srVsUineLl+ns8WuljJbTbVTYbgbwUEyTVulqVsWFkRO4hva1I4W829d4yER3GMN6OGCYvN4hrXaFN2LbU2QVnkropL48b4WUmJhQgOTtrIpOOIxJOIx6LIBg0MD2Rwdn7TyMRNzE2Mo6jR+5Ho9nC2tbnYNg2DOtUn8bCxITcUrYIjh6VSbha7V+lk27JSYcCY6+8orReMhAIwCSNkqv2TkcG52hUBsFyWbbXaqmrcLerq2qnyBr7+LYtSQGrQRsb8hkOlh6PDK5LS3KMTJ6cUv0ulxg9mqaq1Q4GMTKUp6dtACmlTCYaDeCb39RtHz0qrSnDUH+bxUX1PFpdlffSJ+fq1WvbV6zOHDum1+rqVaqgynHEYspAIoiWK2Wyld7/fgUgB4My8S8tyTE72ViD4fdLYkl34+1t2R7FAet1pQhHIppUHDsm5/Lqq3L9xsYUOLy+rlYHxEtQHJDCZ42GTuJsIRFcymvEyg2NK3nv7obKrjMIXr8ZfM3990viSyG5wSD+hdUmso4AFe1LJOSZ296W58Hnk+d+bU0BvPG4fH+yWUlsaHnBSg1tA5h07+9rVY/YGTKTymXFwxiGJPXUpTEMTTydCSSgx1GtynsI1F1cVMFH7ottTCfuZxjDeLtimLzcIAZdoXvdGLqdsYOJLRD0v6mXhxMv83/8i9/Fr/36b+J//Ye/iWe/fgGWZR0MEKpSaqHbLQFGE9HwKPLFKmCb6GENbo8HZ079INKpONY2LqLVqcPqeXDq+NkDjQWqaxJ/wJ46tSvo20IFTjJdfD4ZmMjqSSZ1gO925bOmKQMpe/2bmwI8TCTks8WiMCsAGeRnZ1VXw6nIy3DK2efz/YkJXyejqF6XQZZUVbInGLGYJBC9HvD884ffC59PqjTEVXQ6qrnBQZjH6GQgnT4tEwzxPuWyTDozM1qFCgSUUnrlSv8KnQZ/brdcr3hcrhUrNVTaDQZlW7WaTCLJpBxfuSyYpWhUkjQCeCkDv7Sk5pLXi/FxNfdbW5P90Lqg29VV+diY4nOCQTnWUkmqaY8+qirJm5tq18BJi1gWGjjyPJwVFyY0VKIlfZ2mjsR23E3MC4OAc4dG5qFhGGKYSFD6oLcW8S9kWhFfQvo7gb0+n1aumBCTGj83J++LRPS7tbsrCTd9qFiVJIDestTTiEanPF4aUdIpvdGQ79HoqGyPWjwE8BYK8m+tptUkemDVapIck6lIsUe2cZmwlct33pdqGMO4XgyTlxvEoCu0YVoATNhWFIDgTK7n5WFZFp79+gX843/2H/D8i68DAPKFMi5eXsEf/rdn8Xf/3j/Dr/3v/xqXF1YBYxdb23v4088t4bOf/2N89gvP4uvffAXZbB1LKxt48TuXcfHyKvK5AkolF3Z28vB63Wh1lmAYJpqNub59j4woDRiQSWZyUlZQzuoLkxAyBwiK5eRPhgRNArnC2txUn5xsVvEYuZxaBBDUSkyM3y/72Nrqp5Qmk/L7zo6CVbtd2YfXK6+PjqrKa6ejg2u53I9DOHFCJtdy+fpS+vG4JljFosr0+3wyKBMjtL2tLQXSro8ckWNbXFQqqdNCgNdhEFgMqBAfpeNjMdkHJeXjcfmsyyXbZzWM12R3V/YxP6/sIGKVWi25rm+m/3L6tOqA7O1p8kkRuWBQkya2VChud/WqXAdaHeRyKkzIFT11XAoFBeySCdNqKVaIeApec7KUmHgzeXmLhL43DWKMbmbSdbmAxx+Xc3355WvxHaGQAryJ/yHGh6BlJsnNplyj+Xn5OxNlVjvjcfn9lVdke0y4X39dvguAXHuCcsNhbfnF45o80mdsdFQrJdmsLma4KPH75TtKDSSPR5l4vCd7e9qy3NmRZ1Ao05poVqt3v903jGEwhsnLDWLQFdo0SwAs9HrRPpzJoJfHwuI6/vm//C/4B5/6Lbzw8kWsrm3jy199CW9cXka5XEOv10O+UMb//Ydfwt/8xU/h1379X+E/f/qz+A//+XP4k889C8OwEAz40Wy24DID6HSaME0PCuU1NBsdBP2ncP/JORydr8DrNVEpR/BvfvtPD8DDiYRqOQCKIfH5ZBAiq4b03FhMV+C1mg5CFKTjypgDYr2udOlyWcGczaZMRrOzSmFOJBQLwUTGqbExP68YgK0tZU8Ui6rNQlYD2y2ATqrUgwHk90cflWNcWLj+6n1mRrZL7RJWoPx+mcTZZrt0Sa+VxyMAXmqcLC5qRYkTweamJDicuAZX6H6/XKtgUO0EVlflvZ2OXO+REbmGly/LvaGAmN8vK+nlZeC979WKEQHU+bzcC6ca8WC43YL9CYc1cWo2tWrAlk8iodUhQGXqv/xloW5TJZgTI71wWLmi1DzZMYC2Mdj24KTYbmuSTVAotV5uVEm6U5HJKDbrzSIUkgTZsqQSNdhumpjQBI3SAvW64ssAuW8EXBNsS12XaFQtKUIh2c8LL8jf5+fl99de0+9qLKbfwWRSgbts69TrCrQneDqbVaVngtGXl/tbx+vr6kgeDquGT72u+jz7+/IsG4bcP4KJh7iXYbxdMUxebhCDrtDVag02Kmg2Ori6VDnUy4PspG+/9AZarTZGR5KoVOvodYPotE24XCZCQT+8Xg8q1RpW1raxtZ1FsXwZsG1EQnNYWrmM9a2r6HQbmJo4Bq+3g3DQD6AMl9vEzOS7UK034fH04HLX4PcF0axPHICHnRMJAaQzMzIwUquBgymrGJwoZmbkc/S3cdKeyWZwAnZtW5KUmRn1HOLAZlmSAPD/pOaSLgxodcW2JRmwbcW/rK/LvufmFCzY6cgkThAsdVcYXq+U2i0L+PrXr7+iPntW9kvfIGpdsIKUTssk7GQgBYPStiE9eHlZjoWg3GJRzo0qu3QFdkY0KttOpVTv5fJlNSxMJtV8kowUVjQASdZyOeAjH9FJMRSSfS8tyfncaCJOJOS+RSKyLbaHWDFiq4OsqitXtP23tdVvNLm3J9fbqaPD1g9bl86kBdBEx2kjwGtE9gzFD+8m44hB4PGNMEPOmJ2Va1OrSSVk8PkiqHxvT9s4nY7ifDwetQxgkpNOSyXm1Vc1eSf+pV4XxtHcnCS21PehfAE1d6ioOzenyXQyKfve35fExuuV+8QKDllD1arex1xOPpNOS9uWlRkuFHhf9/e1BUXQr20PGUfDePtimLy8SThdofPFClbWX0OlVsf83NlrvDyc7KTJiQyM7zafq7Um0sljGM3cB9hewHCh2+3BNA243S5s7+Sxt7+PYNCDaCSGaq2OYqkBnz8AEy4k4ydQLHWwu59Fo1mGaQSxn/Vhcwtwe7YB2IhH5rFwdesAPMyBk1UOl0smLQpiEaRnmipVzrI2y/y7u5IguFyKeQFkkOp25XeniB1ZOawiUCuEOAA6NQ/6Hs3N6YC+vi4DvDMxoSothbLYLiJDo9vtxy2Mjsqk1OnIivawME0px7P/XyhoxYGtJ4KPnQykZFIqMIGAtqeWlyXhIlah01FA79ratXRcGjceOaIMooUFFe6Lx9UleHFR9hWP60SxtCTn/L73yfWvVpUWe+mSVlSuFydPqkkhGVQzM3KfazW5b8GgPBNcTZ84Ifv+/OeFuh0MykSXzapuDjEbZDE1m+q6zLYjmUaAJrDVqvroAHLNafJ5t8Mw5NrSE+hmgkJyOztyvZ3B7xmB6JOT2pYlqJcMJGK9ZmcV+3XligJ4Ewm5ttmsLBYeeEBFB0lRpnw/FxgUT4xGJaFggru9LX8H5POVilxvtu7YAqTa8uqqMg5jMQVjk8m4tyf7GhvThJOidndLYHAYw3DGMHm5iaAr9N/5hZ/CL/7Nn8T/8BNP4sPvfwKjI9N973Oyk3xeLwzDh2LRhWazhW6vA9P0IR49hdHUY4Dthct0IRDwIxm/H7DDaLZWYBgGpsYfh9uMotUqot3twm2OotlqwgBgownDNDGSehc2NhrYzr6Kbq8CCxEY1vQBeJgsmnpdJ4vjx2VwyuVkoGQQpElxsJkZGYheeUUGqHT6cBGq5WUFGrKFwEltb0/p0ktLMpmTIUHQYb0u26HUOiCf7fUUwMrEZHxcB9deT6syFPAiqJfx8MOaPF1vVe31CgWY5X2CLNNpZVoRP+BkIE1NCXvH55MJjyJmZByRGTUzI79TgM8ZxL8QtNxuSwWr2dTrEQ5LZSeXUyxKOCz7XFyU30+fVhAtIJ9nReV6mBHDUCdj4pQqFQXgknlFXMPWluqZ5POqO2IYKl4IqLZJpyPPEcXT/H5tO/AYySzi++mGzInw7VzFj43pM3wz4fNpa3R//1qxO8oPsC2ZTve3NqmoTCd1ygyYpjwDe3v6vaIR6tKSJNgUsNvbU1ZRLKYeWLGYJD+djrY0nYBotpwWFyWBIlaGhp9Mgre35brMz6s9BRlFHo/8W6vJ/qjUTBzYjZzPhzGMOxXD5OUmwzRNTE+N4r6Ts3jwfBIul3mNP4qTndTpduF2ZeDzjsNlulGubAqt1J+Cz5tCIn4ULpcLvZ4Fl+lDNDKNVrsOy+7C7XKh0cyj1a6i1WrDMFyIR8ZhmiZq9V10u3X4/RF0u368+toONrcXUC23UKtHsZctHhxPItFPYeSqnpM9BxmKlJEtwgpLrycDMx1wCebjxEN8A92fueouFHQgjcdldbi7q2BcYnKcGhuzs6rrQrCrMzFpNLR9wbbCwoJ6CFExlRO2YQg+wzCk9XO91WAspoZ4uZwKdnHCIZ22XO6v4pw6JckgJ/BcTv6lM/PCgkz8TkCvM2h66PXKRBWNynlubcn+QiHVfGEiQlAsV/1Xrmj7KyoY8gMwaKFwY/xLMCjnEI1KIri2pqtsZ5WESeXVq7KvXg/4yle0+rS3p6wiUnABPVa2hcgsIvuIvjp+vySJhYJOsPx5OxhHgByzE/N1MzExIT+Nhhz7oL4Qk20ClOnvZBj6Ho9H9Xf29tTK4tVX5Vi4DQJ4X35ZPnP6tD6vnY4kImxXFYtyD+fm1BmaBprNpjqZF4vyXNF6g+dOfahSSatqFNJzCvEVCvI9ZXWGFbVS6eZbcMMYxluJYfJyG+FcwfS5Jn+XnVSrN3F1aQOdbh5+nwepxByK5S3YtgWX2wPLsuH3JdFut1GpVNHttmDAjXyhinpjGe1OAfHYBKyeD7V6Cc1WBaFQAm63Bdtyw7IMuAwf/L4EPO4oWu1NdHoNeF1x/MmfLh4Ad6ms6myp3H+/DDjZbP/fMxn54QA2Pa2quxTBYsJCETLiUtgyotiV3y+DYzarRniszDiF0brdflAxJ8piUXECzsSEmjIEB3e7kjB4vZI09Hr9E3YoJJ/v9aT1c72gjw0BjTw/YhsCAaW4cpVtGFLGn5tT0z2a3TFJW1lRUzungjCDJo4+n3o6OYG0qZSyuqiz4fPJsVGB9+pV4Ad/UK4B2z2VilZxbuQ5MzOj92R1VRIuJwaK7uGhkF7vYFCxPYmETFi7u1o1sSytFhSL8izR34gJCxNhJspUDeZzQHyPs2p4t2N6Wp/nmwnDkImfRqL7+9dWJ9n+cVYOmRg6GXes/JEy3etJwh0Oyw8BvL2euKCPj8vzattyvGQNMRGpVhWUy3YV5QWaTQXvrq2p0SYZZGz9NRqScI+OKiDfaZrZ6ci+iX/ieMAK5jCGcbdjmLzcZhw22JGddHV5E7l8CZEwkEiEkUxMIRk7gna7iVptH61WBfHoJILBERimgXZ3By6XCwYSWN9cR7G8i2g0BstuI1/ahGkaiIRSyCTn4XGH0GrX0bVaCAZiCAXHsLXzBjqdLNKpcXRaY/iTzz13oCFDGXRWHihpTml+9vkpTEevFk6GLH1TLM6yZHADZNLpdmUbHDhJda3XtXQ9MqIKskwSej0FNrJacuSIvDeXU1YRHZyZmExNafIIKLYimVRRPCdg9dgxZV4M0ped8cADcl06HZlsvF45T4qExWLy2uXLykAyTdH/YN9/eVlaSMmkMo7292VCIitk0EzR65XzjsW0LbS5qdcvlZJzJkCUOB9AJq+tLdnHX/gLsq1ORxMY4l9uVME4d04ZMPm8/BAESqzG9LRc87U1wcsYhnhJnT2rrTnej1ZLWxVkp7DdR4E6w9AJjwkxk5dYTCsvpIK/HUGQsRPk/mbBKlgmI/d2c7P/WptmfyuRQG4q77KKEQqpAnWvJ89TsymVFuqpJBJyXWmYefasJPIEUq+t9XuA+XySeLRacoxMFJ34G4J/WQn1+eQ+sFpULkvCzsUL8W0cI4pFVQlngkShyWECM4y7HcPk5TaD/XynOy3ZSaFgAMVSBZZtAUYN46MzmBi9H41GFkAPpssN0+VBKj4Lj8eDcNhGLBpEIj6BeqOJUmUZPq8Lo5lpBHxuGEYXPasHjzsMr7cFj9sFt9uLbreHdPw4ZqbOIZPxw+12IRKKY2m5cgDcJWCQxoFsEVGKfHNTzymVUsE525akgWq07bZMrIYhn6N5IyCTvc+nPXYyVrgizWS0nUQ2Sr2uoFG2j6juCagsOaADNxMTJkoMatccO6Y2Bs7B873vlb9fuXJ9HIVhCP6FvX3K3FO+v1hUEzonA8nrBd79bmV2rK5KkkRMxN6enOuJE4qrcGJzALkXo6OKPfL7lTlk2zIpjI/LMbz+uryfYEtiXCwLeOIJFRukfsnSkhzP9fAvHo8kbrGYbGdrS0HcTDBZ8aIEPM08ydJqt9Uxmyt0ftbvV/E2p34Lqy/NpiZ67bYyjtjyeDtAuww+VzdKcgdjZkap7L2efNapDuzEvywvqxovcS+AnG8y2c/0icUksfjOd/TZYYWT/lLvepcmxYWC2l4wQZqfl+cmn5fji8VUBZjJE1ue4bC2SQnabzRkcZZIyH2hkGGrJdsol4UyztYRk9Ja7Vojy2EM407HMHl5C0GJfSdg7/ixaXz0L38YqUQM1WoD27uX0emWMTFxFGOjR9HpdtBsVWBbXYyNHsPR2WMAgHKlCL/Xj/GxMXzir/95fPiD9+G973kU733yIYQjPSTiAYyPT2Fmegqmq4eg3wePx41QOIxjc48iFG7CMCswzAhM4+gBcJeKnc6S9sSECmoNlruPyeEcVFs4ae3s6ODU68nkadsywJH1QEwKV65UgGVbp1KRVRknCTIcOHEB2sLJ5/snkfl5NUAEZMDkPno9NZVk1cAp2OZ2C7PozejTXq8waZyeLnQDDoWU6t3tShuKCUE4LABhCtytrMj+eSzE4jgtBQbl71MpuVdzcyoWt7ysLK9oVBIFAkSdAN58Xt47OSnXNhjU67m/Lz83wr+kUtpmWF6Wa8k2B+Xtp6fl3heLCnBdWJDJmIBP2gRUq0pBrtflZ39f2xWmqbpBlqWg3WJRgcDN5tufvNBQlJiqmwnD0ASGdPfFxf5kkQlFoyHfNT4HfA6Z6I2MSDJRLMp7qKy7uqoAXraCFxbku/Xgg6oXtLkp+2WCRPVdLiZYmSH2iPeAVGdWn7h44feXDMBkUnWfCMJeW1PAcKej7eBB/7FhDONOxzB5eQvhLH07S81PPv4A/vwPPompqRHcf2oWiXgAvW4PBjxoNHJotyvodGqIR+aQTjyE+0/N4eTJEE6enMXxufO4/9RRvOfxDKLRCI7P3494zI1Wqw4TXpiuAJqtPTRaNfh9AUQjYcAOAUYFptmBbQEeVxguM3hwPFxVccUfDMpEyZW7s/riLE9Tk4QOsuWytkiYeDhN2QxDKggsQxNDwtV6KCQrxHxeMUNkqtA0ktUXimHxmJ2JycqKto96PZ3sCgU5dh4ztwnIoE+DyuvRpwE5ZxpMZrM62VKNuN1WWuhzz+kElMmoASJXxisr/ZYHXq9q3ji9mRicBGlayYmDEuykzm5uqvqp36+icwsLogJLjyJOxMvLav1wvTh7Vq57qyUT5va24o0IpKUX0vq6HGuzKf+PxWTy46RHgGqjIcfJiZBCgwR3EldDum6hoO0nJgI3C6C9U8FzdFpPvFmEQurDxeR+0CKC+BcuAqa/S1RkC8eZwDDhPH1ak8RaTRNKAvGff17u2ZEjsv+rVzWx5XMXDmtVkFYh9DPjfskga7dVPwlQV/l8Xt43MaG0cto8sPVEDRnbVkbgjQxDhzGMtxrD5OUthnNCZZimidOn5lAsVPHtl17HN57/Aja2r8LrTcPl8sDlMhEMhgHbhtUJYGVtH+mkH24T8HqjCIcCB7oeAX8CH37/Q0ilvGi1e2jULRhGFy6XgUQ8AY9XZnerMwmYddTqRcSiSeRz6YPjGR+Xf50DciAgg6DHo74pjHPnVHyOLQOvV9V5CUBliZ+6HJubkiBQEp2sGbbV2JIqFGSSoAowsSo8hqkpSZIKhX5Gks+nzKaFBVWGJbaH9gFOPxcnbfPhh+V8d3evxZ44Y3paZdh3dnQVfuSIVkLa7WuN+o4elcoHWTibm7KfVEoZR9Fo/++DcfKkJB9HjsjEQyZLtSqTQjot13xlRZMXmiOur8uk+aM/qhL1gYBc84sXVRjtsDBNWcVHo3LOOztyT6nLA+hzQCoz22IUQNvelmvOKgTZNUxkqVPDlhHFFAGdPPl+2g683aJn4bBWA2/FnoBtQmKOut3+5Nk0teK4tKSS/rwW/CF2pFiUJJjMopdeUhFFigoSiH7ypNwDCtCxxUtwO7E5tZomu4Ayv9jSq9Xkh1U+Ji9MNGlxwLZXMKhJinMh53SkvtH3bBjDeCsxTF7eYjhLzSyTXr6yis/88VfgcpkIBwMoV/bRapXhdvmRTh5DwBdBu1NEvbUHfyCJbnscxVIV2fw2xkcziMcyAKT8KyuZEfy5D5/G8flJnJg/hQ9/4INIpSy02k30OoBl22i3otjdW4HPb2EkPYZSyTwAOw6aNQKS0FBenswBRjIpk0q1qpUUw5CBjYaEpimTYTCoVYJyWbVXSK/2+dSNeWRExdeWlpRJQyn5zU0dwGk/UCr1J1ZkRhBrRJXQcFiVf227n+nB60D7AEBwKzcqa58/r7RhUuJJQa1UlPq7vd3fNjx/Xisom5uSMJKCTs2asTFN2JxVLx7jsWNyPqOjMpFsb0sSQ5wQdXguXpRJKRpVjA9xRh/8oFYB/H455itX+unkgxEOy74jEUmOlpflHpEh1O3K67YtxzM7K8exuyufdXr5sHVkGLpSL5UUA0MtGU6EZO6REs7X3u7KC6AGmzeqVA2GaaqwIn2cGo1+K4xAQBPXq1flWSaOxLkdYlJqNdXfIdOIas5ceDSbosB7/rxsr1xWdWy+1+WSZ4SKvQSHM0Fst9X5e39ftkvgNBV483k5HuKynHIKZMexLQjIvsjQG4rWDeNuxDB5uQPBCsDqKnB5YRX/6//+m/j6t17B9u4+9vNlWLaNbq8Il6uDVOII/P4kmk2hSHvcHgT9U3j+xYswzDzOnT2OnR25LVS3leqEifHxAILBMDKpSbzvvfcjFvGh3XGh3qig3QGmJ6Zw7vQ8xsZC6Hb71T+5yiNmhAkDV2dbW/2mavRwWV7WwQxQUCF729SNIE12bU22zWoPE5xaTam2ZJEweSqXtRxN+vbEhBxzqYRr9HSYmHDV73LJsZOivL6urR5nQgMoroSTwfXCMKRS49SvqNdl8J6elt85qV++3K+Z88gjWuJfX5dEjb439CA6dkwtBQaVXd1u1b2h3w2Bvp2OOghXKgrgpQdUrSYJEYG4TLKYbG5t3Rj/cvSoTIJsD62uqo8UGWjj4+om7ffLuVOThgBlGkoS82JZMpl7vVphocYLcVH1ugqfsZ3SaLz92AkK8hUKt0bVjkY1sSbOhW1SBj2Dmk35LpFNxKSdFZhgUEGzti1JJO0qiGlhC3dvTxKtRx+Vba2saHtqfl7bgay6tNuawHCfTDDabXmmTp7U5HR7W13o2fZjlYUVNLq0U5270VBtGKd9xzCGcadimLzcgQgGOWjs4x/+o9/Gixcuo1SuIrtfRK3WxeTYw9jJLqFa34PXG0AyfgTJ+Bza7QbKlX24XAFY3RiqtQpeefUy1tb2DwYF4je8Xvk/wXWZdBqPPDyHo7NTOH1qAkdnJ3DqxKOYm4v2VQW4EiIOxSkgRWl69tCdrS+u2uiLQvPGel1EtNj2ocIqKzWcYI8elc8DMokVizKIj43JAF4oyORIDEi5rCJbLGOT/lws9rd/DsO/WJbs2+1WpU+n06+z/XT8uJwLXbavFx6PCN2ZpryXYnXT03LOTDpo1McWBx2IqY2zsSGldQKaNzbk/nASojCdMwIBue4EC3u9cg7ElUQiCmxeWNBqVSCgmJvjx7WNR3G05WVJvK6nJmsY0j6iEjNX1axGdLv6/2ZTJlVArgX1fbjaZ7uQuBlqiLD1xrYQnZhp0+BkHNn29VtddyvI/rGsW297OO8pLSN2dvorSEy+d3dloj95UjVgmEx0OvKdK5XkWaFjeT4vFTfqC42Py79vvCHbfOgh2cfXvqbKuPyuAvpd93ple6Td12r6jFDkcGpK7hcrs7y3rMqwesZngXYQBHn7fJrMHabQPYxhvJUYJi93KCYmLDz79QvfnZgEvev1uOHz+eEyPcgkT6JSLaPRKgBwIRoZQatdRL25j2gohcceeT9mZ8axtPoGvvCVF3DhO1JuuO8+1U6gaBVXbZmMiUQiAJ8vjmg0gGrVPEhWSN10iqoNmjWOjel7iVkgu4Msm15PDdnoILyxIRMTqyVciXGfV6+qABurPZGITPzNpipy0guFrBZSp0mzHB/XUvj2dv8qmMBcCtWRSs1WBd2mWfGoVrX9RPVdJxjyehGJKIB3d1fbVcSkEJBqWf0MJL9fVsLJpOybCQwtA5aW+pOw5eVry+vxuJzPkSP95ni8ZpGI/BAU7fcrWHdrS/b3wQ+qRD9bVZcuaYXksPB6BfcUi8lxra5qG4/36tQpOd5SSZKjel2xKqygtNsqZMcqglNll5Rcp8M0W2OAspGcFcG3K0ZGVIb/VsI05bm1LLlu8/Py99VV/d4N4l8ATXpYBSEbKJ1Wg8/5efk7LSNY3eE1/uY3Zbvj45IUffWrsu14XBJuJkfRqCQi6bTKGABqTdHtyrZOnepPTqmnxPYzFz/EKzHRZJWHflVsCd8KhmgYw3izGCYvdygKxV1cWliCywzBZboQDMQRDY/DshoAevB6wtjZu4x8bg02Ouh1Tfh9I/B6AggE3PB50wgFE5ibDaFaq+MLX74Ky7IOwHaNhk7YrZbiLmhMSFBksSiTDwc0J6tl0KyRaq29nq6mnfoMR4+qbsrkpJbzGw0ZjClqx9fZFun1ZKCjOBtbRBRpYyWHWBjSQMlgcgqcsXJQKmnLi0FgbrOppf5stl+iH1AZ/40NbUH4fMCZM1o1udHASvo2V9FU/yUmieJi3S7wjW/o9Y7FFDuTy6kMP430rlyRezoxocc72KYghXl2VtssW1tyPQi6Ns1+b5peT17b2ZFt/tAPybNimvJsNBqy75WV6+MRRkflx+ORCfbKFb2OVPIlaJQtyF5PriuNA5lcNRpyj+h/Q9AnQaAUNuQkSGovJ0kn5untCsPQ87vV5ImJHisRTo8rXu9AQKuqi4vy7DLR8XjkX8vqp1AXCsIKM01p7bjdCuClBtGXvww89ZTck+1tZfzQiqJSkeOJRuWZTCblu8MEkxo89TrwxS9KC5Rtp81NtQFh8Ptdr2uriwD+RkO/74NmrMMYxluNYfJyh2JpZQsb2xdhmibGMicQCU1iJHU/Mqn7UCwvwTRNJOMzqNZLqFR2YNlAIjYDj6eFWDwA246i2xmRdkk8iO2dItY3+oXmymVZCVmWureyJUBwLOmO1apOqFScPcyskZ4rk5Py+d1drURwYm23ZeAKBrWysb0tg18qpckKV4GdjkyMrN7weKNRGYCpl8KS9NqaDJDdrqp1ss1DwHClIucxOLk78S+8Nnt7mtTt7PRTR50D6MSETCAEPd4oHnhANW+2tuSaxONSlaHwGnVJnAykiQmZ9MniYeuH+JzVVXXMJpBzMObn5XymptSYkerI8bhe46tXlVLNhIqYmieeUICmxyPXaGXlxniE8+dVuyaXk+ePeJdmU7Aw1AnhveSEy6pKpaLtiF5PGStsHZEyT3YS244ul/povd2MI8bkpOx/EFR9M8FKyvq6YpIGE1Qm362WJHxeryY6vGbEwKRSqoB86pRs61vf0soiKxzttrSV3vMe+fxLL6kS7tmzWgklc8zjkXvq88n9oYgdjUIbDQX3l8vy/ZmeVpkFtgSJZzNNBZfX6/J3+qm129+bRHQY358xTF7uYNQb++j1uojFxtBqVxCLzGJi5GGEQxnAsOD1hNFs5eDytAF0EYkEcHRuDl6PH3bPD6sbg22b8Aer6HZ72NqWMgEHj1xOBpxUSlkekYi2bwAdNGxb9Rpef12PcdCskZTg/X3FjjgntNFR9alJpxX4S9xEOq2gYhopFosq+T43p4MhE6diUf1ScjkZvNlHLxY18cjlZGDMZHTSHsRqUIKdgzLbGlz90tSRVYBBhs+DD+pkfiN2iWGIki4BvFQ1nZyUyYTtNsuSxM6JsbnvPq2gbG9LFSMa1SQzl9PKVbN57TmyyhOPqwljNqsg4kRCrn2zKS0hv1/uG7Vydnfl+h49KudKcOjKilyzQUA0w+WSlXcqJZPwxobqx1BY7tgxxaY4FWM5gTFJZXJHiwBnBYx4CaoDl0rKNvpeMY54/my13WoCxYoJVXdZ4RikyDuT71ZLWWaAJi5UpQ4E5Hmp1bQN9Nxzcg/IdmKyZdvy3et0JMmhhAAXApT7LxZlf6yqsmICyL8vvyzPLgXq9vbk2Wf1rNdT36W9PU1iqVDNJJbJ3LB9NIw7FcPk5Q7F0dkJxCIh5Aor6HR6cLv9aHVqCPhSCPhHkd2/Aq/Xg/tOnsIPPH0S0SgQi0bhc0/AMOvo2Q00GiGUywE06jm43SZ6Hamf+3wy2FD5c3JSBlO2jigUR9EvsjkA1WHh5Dpo1ki8QaslkxsZI5wwUikZ3OjdMjKiScDurkxoIyMKbqSKZ6Mhr9HbiP3+WEwmXoL/qCOyvq4VBK68d3fl90xGPletyqQ4OPg5JdjZHtnaUl+ZlRUZzKenNbni+RHkaBhSMbmRJ4vbLUBc01T8zs6OJA5Hjigo0TAkiXCCjB99VNswu7sCsJyeVtBzva7ATVY5nMG2wuioAi339+UZ6HS0MlMqKeYomZTrn83KvSAQ1+/XKszFi/IsXC9BiEbl3IJBWXXTwZiUXq74qePi1CxhQkKWChkpbIGyQtNqyd/ZgigUtAIHqIrz9yJYCbkVywAG5fy5oJicVGwWk1vTvFYVOpVSdh/Br6xSUdWajt/1ulRX2HolA+nVVyVpjsfleXrpJfksZQ7KZXluQyF5NiYmlMbOH0CenbU1SZCiUdn34qKCkYlZYtKTTMrn9vZke4Ds3+VS89QbgeSHMYybjWHycodiemoUZ88cQ7G0gVarhaA/if3CRbQ6ZWSSJxGPHUEg4Mb5s6fxnsfOYGQkjkajhnani82NNexld1CpAJevVPDscxcQDrkRi8UONEoowc2BnzoSTFQIgmW/nAh/gh/ZyqCgW7erEwLbIY2GDIKWpTRr09T90eSNwFzuIxLRqgmpn2SRFAoygEaj2gKgXxIH0kpF3kt9jFZLK0Tr66rcS5zMYWV8UpOdFE0mVsQVkDpK4CuTICeg8ZVXbkyPDYdFOAxQ/Mvurgzu6bT6QBFLw2TIMKR1w8rVzo4kMJwcV1dl/1xFH2Zux7bC9LSCJZ0U91BIjmF/X7bv98vzQLPHpSVxoHa79TUK/h0GGGacPKlAze1t2T6reo2GOJWzouLz6ecoesbXAE1OCeh0Ji5se/R6KsZHDMb3qnVEsb9e7/ZMIvm8ra7KedDmgm1QQK4FNY9IY5+aUuE3XgPiTQiGTqXks/m8PM+ky8di8v4XXpCqoN8vz8PFi/I9mpiQ5IWtHioERyKaiLDFx2Rya0s+GwjI/vb35bliNZUVvXJZZRS2tuT+kpVHbZlm8+21fRjG92cMk5c7GMl4FNFoGJXaNiwLKBR3UK3nEPDHEQ5m0O7s4dyZEzBNF86fG4VtV7CXLaLTTaJcyaHTbSHon0O15sbS2ivY3csfVEhGR3VyBGSyrtdlgIhEtKLCFTTbNizvVipa/SBwl+2JkRH5l9UKr1cGJ7JRpqdl3xzEyLThJLy0pAyL7W0ZVONxdaUdGZH3l0rKmNrZ0TYPxeCcpouszFSrOlBHo3JMFMMbjOPHZTCtVrXiRBHBVksGXfb4nRMFIIM8gbVvpksxOalg5a0tGeCrVWkBBAIqtmZZwvhgkuTxSAKTTst7CKhkxYnATacT8WCVKRKRZ2FqSqX0NzbkmjjVkOmRwzJ+MCir4eVl4AMf0JaIx6PeSNc7b2rexGKy3a0tZS+xGsAkkdUvnn+tJvsikJhJKgXWTFMnPj637bZcI0ATwe/lZEe9IKeQ482Gx6O4sI0NuZZsFWWzWmHLZNQfiEkNXagp9MdkLpVSCjsZSMvLqm4bDmtbb21N3tNoyP9zObl39DhKpfRepFJqc8DE0rLke5vNyrPEsWN5WX5nC5Du4VyAGIaeHxMhQDWD1tdvTUNnGMMYjGHycodicyuLQqmCd50/CcsuIOCPIhk/go2tb6PZzGNi9DT83jFUqmX0esDUZAKmy4VWuwYDBjrdOjqdKkKBBCbHTmPx6gK++o2XUKnI7EWVVuIVxsYUe0IKNDEHgK5Uu11tzRD7QoVMDpxOCiwVXm1b388BzTTlPVTg5YrfaepWqcggSI2XTkdZRHRCpmhZsSgTNQdngmG5cqPDNGnF7Nnn8/2qtgyXSycaQCsYdJtmpYR6KGx98b3nzikWZFA4bjDOnVPWxdaWnFMopLRq5/V3MpBCIXEDTqdlItnYkB+2vRYXZaIn+2vQIwdQp2u2ITodObd8XmXnee6c7Mj2KZflfpG1wuRhZUWqM9cDp/r9UmEJh+UYl5aUjebzyX3sdrWiw4SELR9WeViJIR3YtlW4js82MRe8fsD3VieEOk40i7zVoDAdW42UESADjs+KM6khGJaO0vx+MkZG1NaDcgoXLmirihTnZlOu5+ysXPsLF+Q1r1fZXiMjWrGNRNQhmlUyQL3CZmbkerCi4sQFdbv6fjLjKHHAe+p2a6J72Hd4GMO42RgmL3coypUa8oUSdvZyiIQDmJyYwLG585gYjyIYthBPJOD3pXHh1ZdhWRZ2dsrY3llFp5tDIODDWGYOXq+FQCCEmfF3wesN4rWLryK7XzqogNAokQZoHCCoNRIOq6svAbDZrLZ9aDQIXGvWyDZNpaIOwvl8/+uJhAxC2awcB1sXxFSwgkD8CoXORJNG3svJlI65u7uq3EoZ+UxGqdNMzMplFepqNpXJMBihkFI/Wf5eXVVQL9V2KaKXy+nkEQrJZMHE7UbKrrQaoDpquSyVjZkZSQyoHEupfKcZZCYjrZh0WgZ3Jhlcue7sqMt0t3s43mJ2Vu7xyIg6XhcKSn+dmlJ/HeeEQaO9qSmZVNludLulVbi+fv0qBytwpinXdGtLcTuNhpyTU3Su19N7ygTM2QJhUsAqWbstz50TtMsk+HsF2mU4K4u3ExSVI/7K49EqI6smhqGO08vLagpKCjUXLxSwzGSkeknFZtsWAO/Ro/K56Wl5HxO/WEySi1dflWvLRYzHI/eCnkx+v7IYSX0G5Lm4fFmSWJdLFyVOmwG2urgY4TPnlDlgglWrvf0ChMP4/olh8nIHYmFxHX/wR1/C5StruHp1A6VyFbt7C3C73Jib/hAa7UW0WgWkUydQyFtYWlnHpcWryBezCAUjgNlDwJdBIDAKq9eCyxXB5MSD2Ny5jN29/MFqmNTKclkm/+lpXXVHozIYOasznY6817J08qIo1sSE/EuzRpbpt7dlIDp1SrZDrAxX8wQNc2LhRFWrKV2amg8cFFstFTGjmSBX2oWCTPh0LgZUC8WytOJDBsXYmEzOuVy/8Z0zyNzh4MsVM9V2iaNxCsRxcj1yRM61UhFMyo1K2263JDCsYrVaKqd/8qRWmCxL7pFzpTk/L/cgmZRze/11XaETsEv8UK2mrQRnnDzZD+AlDb1WUxxPtSrnRwCv3y9J1taWgI9DIRXAM02p9Dj1SAbjkUeU8r6zo0BSqgBT8LDbVfxLtartJED+T5wEJzmnvw5bnhQ//F4yjhhcDNCo8FbD55NtkL4PyHVztgwpd8DvKtuaXq+2Ep1AfArO8dkbH1eBOao5k3XGpNbpVWTbikVLJOT8qKRN52lWX4j5IYuIukq1muoesb3nNH4kQHfw/g1igYYxjFuNYfLyFmNhcR3/+rf/EJevrMLv98GyLHg9bqxtvoxiOQ/TiCHon0K5sg2Xy0a1FsB/+9Mv4IWXLsJlRlCpllGprsGGDbcZgmV3YJpeBDwz6LRbMIzegVgXVznJpOplcGXFFSvlvjnZ+XyKfWFv3LktpzYHkxHblonV45HBqtHQ0jVbJZalbJZ2WwZDitXZtqww5+ZkIMvlZFLlYEbKNY+TGjKATl7soddqss9eT6o0iYSyVzjhHRbsrbMysr6uoN5KRX4OmygMQ1aWpDW/Gc4hElEA7+amHPvysiR/MzP9DCSnBxIg7aNkUvaVzQojZGpK2wnttuIeqLLqDLb4pqcVSJ3PK2g4EpFzJlaJDB8yTNbWgB/4AdkOwZrVqkyk1/M/crnkuGMxSXJWVtRRma0lMlBYGeQz5WwdsXrobMNwEuNkyUoi9V++15McdYQGxRJvNqjJUij0s++oFH35spxjOq2tGCr8UiuGLVZARQedoFn6SV28KO+nDYDLJZgmVmMqFXlOaHfBRCgalevv88k+SYeu1WT7TNCp+kzFaRIByBRk5Y0LiEFDUI9HRfpuB0s0jGEMk5e3EN1uF//ff/MH+Oo3voPVjR00Wy10exaK5SoM08ba5nNotmrwuI6gVF1EtZqHzz2GeGwEqUQYrU4Z2dwGmg2g3anAtg30LC/qjTosK4hg4AguXn4VW9v7B5Mg9UtojkgF03xeqxcccKjNQFl76kwQ50HmC/2OUinF0RiGTsovvST/cmJltYUJBCsstZpsi+0Pw5DkJhZTECsgx0vn3G5XVThJjaWS7fS0/E7QJ9V7KS6Xy12fdul266Bcr2v7yAkYZCLF68nr4POpmuzS0puDRQngdbslISDo8swZuQeDHkhOBtJTTykmKZeT9hJBkRSsY9uA2x48z7k5OQa2Afb39R5S32Z/Xw0UGw2ZmPJ5SdAee0wZaz6f/G1pSatyg5FKyf68XklylpZkMiNNn3ojZMYB/UkcQbi81sTeOFfw1OqhACOVjL+XQVr47SYvhqHtS2fVkNUzJr6AGnfu7yteJJlURWVeC8r0N5vyNzJ69vYUIE8QdzgszxTbstmsCizyOeH3kuML1ZPbbcXr5PPy/ST1n+J2sZi2xqjwTdFM+mQ5g5XkSqUf5zSMYdxMDJOX24zLC6v4W3/7H+GP/vuz2N3LoVCoIBKaxGhmFpZlo1ptoFBaw35hFX5fCJnECeQLV2G6uigVQ1haXYdtdRD0J9Fqd7G2+RKazQo87gi6nSa87gBOzr8HG9tX8MWvvICXX5ZvPts7bItQV2F3VwYpWghQOI4Yg2pV2zME4g6aNVI9l2VtUi85uLCUzL52rSafSaWUBVSrSXLBAfrIEflcqaSsg2pV3YsBBa6ywhIMynFns5rgxOPyt6UlLW1TTv56Ax8HZNoLkGI6NSXHQXaN0yjP6fs0NSUTwsLCm+uMnDunK9ytLTlHyxJlXgoMMql0MpBcLuDJJ2UiaDblnK9c6afOejz9EvOH6dzQwiAUUmxGoaCKu4GAXONqVd5HzZVqVYX+mPjSEuDq1etL4587J/ekXlcgNJkuVFQNh/U+kRLNdocz8WUrhDRpJj5sO7E6+L2m1xqGMuNuF0BMSrKzqgKowCOvp7OtubKi95x6LEwwAPWQyudluwSoLyyoqODIiLaBsllJtv1+ucebm6qBlEioHgup73wuWEWjESPB+RQaJLaJRrJk/nFR9Oyz116Po0eH7aNh3F7c1eQln8/jox/9KKLRKOLxOD7+8Y+j+iYj0DPPPAPDMPp+/sbf+Bt38zBvOT7/xefxS7/yT/HFZ19Eq9WGbdvodLowjQTi0SOIRiIwXSa8Xi9yhefgdnfh9cyhUN5ErrCNTieAdtsDwzRg2S3U6vuo1xuoN6Wh7vEG4fcHMD42jeNzZ1CtVfDihQV0u9ZBe4d4AJqzsS3DKoNTzMrvl4msWFT/kXJZByfSU1n6dVIbH3hA/v32t+VfgmEDAXVmZpk4GJTft7ZUG4PsJFYgKhXFOMRiCsDNZhVXQ/ZSraaOuGQ2MFmZmJAJ/nrMIwYHZboZr65qQkP8waBRHs/9xAkZePf2+lVRDwvDEAwJ21SlkiQQiYRUsNxunfAGGUg+n6j3jowolsRpcbC2Jtcpk5HfD2vpJBIyIY2M6MS2uyvboTIvoNYGmYxqeJRKgp9JJLQS4nbLOV++fDhwmYDlZFKSotVVxRqFQjKB0jaCmBriWPhs0smYEzPbRZzEWV24FxhHDFLkbxe4C8gzycWF89o6RQqLRbkXTh8sBrVi6B5PIDw9kKpV9d164QXdH6tzuZxce4pLLi7Kdubn5dnhIoWYGGrdUG+HEgasxLAdWSjovd7elvGBVRkmrIMq1vRhoy7MMIZxs3FXk5ePfvSjeP311/G5z30Of/zHf4xnn30WP/dzP/emn/vZn/1ZbG9vH/x86lOfupuHeUtx+coq/o//z+9hczsLl8uEx+OBabpgGF6UKzuADUyMnkE8Gkar1UallkexvAnbAuKx49jNvgbLamJ67HG4zCiqtRwC/igC/jh2s28A6CAeGUUsFoDbFUanPYdkoo3t3RzeeCMPQFcyXOlTlG1zU3EeLOFSU4NmjmfOyHnQy4diYwQFZzIKpAX6VUI54HFlzHYQFYArFWUBEdOyvKziVo2G4lW42uP2i0V1L+71VGF0dVWBhgQCrq7KoEpF13b7+qty4kLordLpSMuIK13aB1AZ2MnucbtVdXhj41rZ/sFwudStulSSa768LJPCqVMqM3+YB1I8LknO6KgM/Kur/fTzfF7ujTOhGYzJSbmexCI1GpKk0oNqakr2T4n2eFwVlXd3JfliUkrs0ZUrwkI6bFVMdlYwKO9bXJQKDquCBBI7WwtO9V3S+/lDQ0BARRRZCQLuDV8cpx/T7TJlDEMp/U6vLdpAUD+IDtvElnDid2rFUM+F1auREVkI1OsqOPnNb2plbXRU7snSkloRVCpiIUANJHptdTpyLPQsYuWmXNbnI59XejUgn2FLGdDnKxqV3y9cuPZZYsuV35lhDONm4q4lLxcvXsRnP/tZ/Ot//a/x6KOP4sknn8Q//+f/HL/3e7+HrTdJsYPBIMbGxg5+onzyv8dhWRb+8x98AdlsAelkDG6XC35fAG7Th0R0BoFABu12F7btw+jIKAIBH87cN4/tva+gWs8jFT+BTtdCubIPl8uHeGwaPk8QhmGi222h1SnC47Xh8/ngMqKAFYJtu+H1BdDtdrCbld4FVXOJBZmYkMGrWJQBiWBJTggE5BYKMqER3EvrepdLS77EGThL2u96l7z27W/rREPsCSCTeiSiSp300yEAuNGQiZWVkkJBQZyTk7JPUo2JKygWddBm6bpS0YoJ6b6plLadrhdut1K39/ZkO82m0lJZlmcVi1RdQBKB8XH5//r6m/fmqcBL0G23K+X7M2dkf9Q96fU0SWFMT8vPyIgkGBcvajVqZ0f1OpjQsN3njBMn5LrEYloJK5UkWYpG5VzKZaWou1xyz/b2ZB+PPKKicj6fXOfFxcOTJUDOiQnn5qY8k7GY/ExO9mu58JklG47YF6crNSc9Ji9U3mWb8l4Igl6vd01uJvhd4bPMcLn6n8tORystuZw+f06tGIJjadMQj8t3rNeT71y7LRWYsTG5p6zCvfyyWEa4XPKs5vPaYpyb00ou20ZMaol/YVJaKknS7PXKs8V7zrYWxxaqAzuTdsZhzL9hDONGcdeSl+eeew7xeBwPP/zwwd8+8IEPwDRNfOtb37rhZ//Df/gPSKfTOHPmDD75yU+ifoMlTqvVQrlc7vu5W7G5lcXi8jq8Xg98Xi/CoQymJx5BJn0G2fw6ej0LnV5PWkC1JEzTRKPZwt7+Hqr1DZiGidH0/Vha/waKlS1kkvdhfPQcSpUdeLw+RELjyBcXAbQBeACjh14vjnZ9Gm63Da/bd7AaYluGwm0ul0rvU5CMQL5CQaszOzvCCHHSoJ1mjc7WEcv5FKVrNrWVA2giVK32uz9zciZbZG1N8TiACtXl8zLJJZNqvHj1qrIQuOLb2VHTSJagd3aUnssB9UZthVhM5fNZ5fF4lG1E/IvTQI4l/RMnZOAvFFQn5kYxOalsrZUVLYk/+KBsp1KR47Ysacs4J6+zZ+U6JpNyji++qNUxJlkULqMnkjO4KmeLwO/X6gsrWnQoLpXk93pdjqdYlHt56pRim3w+SdreeOP6lY/HHpMJc29P3ktNn1hMngsq+fL+EYRLzx/D0L8xqQVU3O5eYhwB2rZlu/V2gwnCzk4/pooyCIBSqAcTbUC1Ynj9KC3A+1atyncoEJBrt7kpz0QiodidZ58V9WQA+MpXNFniIsi2NREGFBROth4XQsWivI9VVB4ToPeOFZmdnWuf28Oo5MMYxo3iriUvOzs7GGHv4LvhdruRTCaxc4On86/8lb+C3/md38GXvvQlfPKTn8S///f/Hj/1Uz913ff/+q//OmKx2MHPNL/1dyGqtQasngWfzwPTZSASHgVsL3yeCEZSJ9Bu12AAMA0PrJ4B04ig1WwhFAyg1b6ISn0P6cRxzM88iUajANN0IRqZxszEu+HzemGaLhSKq+jhu6ppsAELaLSiGB9LIpmM9kn6swTvpE+z/cPJhytXYhlyOR1kyN4ZNGukeq9zZf/ww/K3b36zX6GXom6XL6uEPyCvlUqKqaHDdCYjA1ehoKyNo0fl79WqOiCzUkTgKu0COh15nWJ409MyGOdyb94zn51V8zlaKwyyjVwu2SZL+qwSzM3JynFr6/o0YmecPasiftvbci0aDcG2xONS2icm4IUX+svlTz6pLZ18XipeFElbWOgXM1tdvRaT4nJJEkYAL+n0PL9YTM5lY0OS0bExuR6djvwbi0ny5XyGVlaA1147HP/i8QDnz8tzcfmytCRmZ+X4OfERq8WWEeXnKSfPlgSrMWxNMjnls347/kJ3I4iReisqsYahOi+D1gy0/KDKssejQFrn8xcMKlPPeW9Y1Wk2ldWzuan3gW2kSkW+dzRTfeEF+fzcnCxyqBHDZ5mtKttWaxLaktAzi8H7yeMiq4lV3MFE9DAq+TCGcb245eTlV37lV64B1A7+XKKr323Ez/3cz+HDH/4wzp49i49+9KP47d/+bXz605/GVfJGB+KTn/wkSqXSwc/6XRQNCIcCiMcjCIcCqFTq2Nl9A9V6AcFACl5PAI1mDpbVg2F04XK7EA3PoN3pwO0ykUzMAmiha3UQjUyg1sihVN6CzxtCLDKGaGQCHo8bNoJotXYBdGDbPtSbZXg9PoymH0KzaR5gO9je2d+XCZh+PaSnsoJC8N3GhhoqLi7K4Euw3qBZI/EyzuQlFlMgaKWiCQQTjd1dGQC5kmdJGVCpejoMs09fLGqPfGxMxc8WF3XgpmlfpdJv5EjQINV5iWk5rJXC4KTPZKdQkMlzkG0UDusqkO2oSESOEZBrfqP9cF+PP67Xga7cXq+0ZiIRWWH6fNcykEwTePpplfUvl6XywWO6elU+x2oUkyxn+Hyygk6l5BmgdxSBwNGoTHBU1E2n1f+pWhXwKBMoVk0uXxZ11sOqH6Oj8uNySfKSy6kq88iIJs+kShMUzhU490OQt2H0G/6RcXSvKLJStZrncrsRjco50uTUGem03vMrVxTLNFidiMfVkoOVLH6PSyV5P787b7yh9+nUKXnvxYtqNbG3J+/x+zXZBxR/1evp96DRkJ9oVJ8vgrZpGsvkt1DQNjdfHxyqDUP2OUglH8YwDotbTl5++Zd/GRcvXrzhz9GjRzE2NoY9J3ACoouSz+cxxqf/JuLRRx8FACw6kW2O8Pl8iEajfT93KyYnMjg+P4NGs42NzT3kiyVk96+gUFpFMnkcp479ECKhUUSjCWRSozBNNwwjg2DQj1bbhtvdgmW1AdhIxKbQbBdRb+RgutyIRSYwOX4fEtEUao01NNtVWD0ToVAER2fTcLuiB1odHKDY3kkmVWG32+13NuZARnaP2y0DHw3d1tZksHCaNRL063SeBmTSBWTVxFu4tdXvVTI2JhMWS8mtltKdSyUZnOgYXCxqtWRqShIwAkoJRi4WpRJiWdp+ogEd5f6PHJEBfH9fBt8btRa8XtWJ2dpS9Vmn/gaxOFQzZsI4OyvHWavJMb7Z6tDtVgAvE6WrV2Wiue8+mRiyWZ2cv/51PXaPR5Ifiszl86qh02wqNT6VUoGzwYhGZQUdi2nimsvJsadSWq3b25NtRqOqEZLPC9OM2i8ej5z35cvX19Z5+GE15NzcVMr0yIgeA1sJfLaaTQWGsnpQqfRTbgF9Dt/Mc+rtDFLur+cHdbPhbFUO0uDpLt3pSCJNWwundQcg3ztni4it1HRanrF2W54FMpCmpuTasoJ79ap8zxoN2c/enrxGzZ56XVvPTHYBxbZxYUP9F1KrmZjVatoqJaD78uVrK2l+/+FU8mEMYzBuOXnJZDI4derUDX+8Xi8ef/xxFItFvPjiiwef/eIXvwjLsg4SkpuJC9+lxYwTNfk9DNM0EY+GsLyyhWZLZq5aI4dmq4xadRc+XwQTY6cxPnoSfr8XLpcPHlcCk+NjaLaW0GjuodPJw+cJAxawn1tCu12Fyw0E/G543DHMTJ7HD3/kGZw8HkU0GkAsMopYLIx4XMFx9Mlheyefl4mISQS/9MQLcBLZ2sLBdjY3VdmTZohOs0ZebqcgF2mTZPdwJRaPy2cpDR6JyMDFwY6T09aWJCSplIqlceA3DEmo4nE5nytXJMmgeBvbT9GobKNc7k+wPB4ZuFutNx/0EgnF4ORy0tYJBpVttLamLCWnoB0rN5mMDNo3g38hgNc0ZTudjpzbsWOaMHICHwQzhsOipzIxIZPC5qau+KlaPDamwObDJtHRUUnMYjGdBGs1ua98ZtjGI04hEJDXKxVJski3Z7L1+uuHJxGmKfRpqu8uLcmE6ffLfnjvADXyozeX03iUrCQm30ymgX6F4u91hMNaAXwrWBzT1Gf9sAIzVZbpS+VsGTqTnbk5eR+dzdmmo4ljpyPPXK8HPP+8PBvUcqrX5fmkweZ3viP35qmn5DwJlqYWE3FwnY48K0yCaB9ALahGQytptZpWZLidw8C7Tir5vdImHMa9F3cN83LffffhB3/wB/GzP/uzeP755/H1r38dn/jEJ/CTP/mTmPguTWVzcxOnTp3C888/DwC4evUq/rf/7X/Diy++iJWVFfzRH/0RPvaxj+Hpp5/GuXPn7tah3nR0u138/h9+ES3Hktvt8mFr91VU6nuoVHbQaJTQ67kRDs0iGhmFZQGZ1P148IET8Pr2UapeRK2xh3hiFunkOOLJHkJBE+1ODS7Tgs+XwPpaHKdOxRCJeNBumyiXdQXcbMogduWK+pLkcjIIUWQOUMAtJ4tAQAZ+JhpXrqiz8MWL8h4OKPW6/J8VA2ew+vLiiypGZ1lKlb56VQbIZFKl6ska6fXkbwT3Ug+FCVM02l9l8fl0cjhyRFenY2O6gmNScOSIKsnmcm8+mTAJqdVkYG+3lbJZrWpyNIhJ8PuV+r23d3OYByeAlyZ8W1tSqRgbk3tKl99BBtLYmExK4+Ny7pcuKVtkfV31OQiUPCypmJtTBhLB0qWS/JtMKoi50VB5ea9XBey42qeez/q6VN8Om1hY7fF65ViJKxoZ0cSWQeM+CuFxsuV2yUAik4YT4L0UbG8O6pfcanCBQUkDZxCETZA2n9VB/AvfR4FAgtupJJ3LqdBeuy33JxJR36RWS74/bDM+/7zSp7l4cCrusnXdbsszQzwZK7tsq1GVm1IFXIRQQdgJWOd5OI1UhzGMw+KuJS+AsIZOnTqF97///fjIRz6CJ598Er/xG79x8Hqn08Hly5cP2ERerxef//zn8aEPfQinTp3CL//yL+PHfuzH8F//63+9m4d50/HCSxdxZXENBgz4fR4cm3sa7z7/VzE79Siy+5exX7iKZruKSrWATsdGOjGHmal3oVhswesO4MEHTmBqykK3tw63y8bE2DF0emW02yUEAzFMTwfh93tQKskkR5oswZ62LRMnIJPNlSuKVbEsXUnRmZiTAOnGtq1VBlZPqIBaLPZTgp2tIycQMBJRPyNOKs2mbJ9/83jUtZrtHa6+OMizTVQqCY6CcfKkTKilkpSVievY2JDkjLgetk840JbL6u3Sbr85eJdVFOpisCtJW4CNDcUNkJ5NQDPbTsSI3AzB7exZ2Y7Xq+q3lQrwnvcohZzaGoMeSHSgTqflvl64oM8B21xOfRC6ZDvP9dQpOW5KwBMcTRn+REI+22opeLrZlJ9EQqmwgYDu96WXDk8ST52Sc2m15DoGAmpjQA8lQEG7zaZSfumF02rJ65SvZ1J+r2BeGFSpLhTeOhOK93Bj49ptmaZU6wBJ7J0u0E78C99H3yMaYlKvhXg1KmfX69p+5GKCiUmtJs/amTNyP5nM+nzyzNP6g9XRZFITzN1deY6cOCZWYOt1uecE777++uGq0dQ0ul07hmF8f8ddTV6SySR+93d/F5VKBaVSCb/1W7+FMJXGAMzOzsK2bTzzzDMAgOnpaXzlK19BLpdDs9nEwsICPvWpT90zOi9XFtfRaneFlmjbSMbmEI/P4Pjc+zEz+RisXhvF0jparTqqtT3EomGcOHoSYyP3YzcbxOe+9G288toiipWrsI1FhIMRzE0+hMcencHJE0l4PeED4GKpJAMiS7PFovaCnckDnYuzWTXo42qV1QlAJ429PZkMDUOAeQ89JP9/+WUF5TEZoo7LoCfJu94l/164INulF006LYPR8rLgQzIZNRTk4NTryWAUjcoACci5MtHyeKRVYRiyHSfAj74txMEAqiKcywkoMRRSb5/BAXEwSEmlCN3enmxr0D6A2irUyQHUFXp/X5K9w1g4zjAMSVSIASiXdZJ64gk5N7b1Oh2pbDiTkEcflWsWDMo+X35Z21xMYp1aGYMgUtOU60oALxVvd3Y06QuHZWLktW425bqyusNKHxPVixcPx9oYhjCmqL67siKJYjAo++d9B7TSwgSGHketlirx8nhpdfFm1/rtDFp09HpvvaXlcmnrl0KJziA1GpDkka7jg/gXt1tdpXndyBICVKGamLdYTBYSBN7u78sYQ4E5JjOsnjqZY4GAgnr39zUxZRsyGNQxpVBQLEyxKPeVnmiDbCtAGVF7e/fWPR/GvRF3NXn5fgu/3ytAQstGr2dhae0ryOUXYJouHJ15DybHH0QkMg4bXUxPhfDE4yOYmkohGjmCSOgopsZO4olHz+GZp44hkwqgXFvDfi6PagUATNi2amTQmZdlXw5QrZaCb5NJGZB2diRJME0FR1qWisGRoTM6Kp/f3ZUBh716KvCSVkmaNF1lB1kQnOgIyAPk/6wCUauDq3SyVbh6Jkh1bk4G0WKxv/c9M6P03ddfVzXSlRVtK62vK/OCCdT2tly7aFSO52ZExFIpxQ4tLcl1j0Z11be93U9Nps4GqauJhFz/6+DJ+8LtFhAuTSYJ4A0G1amZDtvdLvC1r2kCZhjAM89oy6hYlGvD95JNRuzEwsK1q3ePR+ivPD9A7i2TJlaGdnZkQuH9392VYz12TKsoPp88U6+8cjjzyucTrE8wKEny0pI8f7OzqiHCYLuC4oqsrhG0y2Ml4+heM/EjQPVOAEyditaHVZlIjSbLzIl/cSasgYCKBHJhQFXuWk3+RnHLV1+V95KF1unIPSNW6+LFfnA4GYzttoKE+d2nBhXNYompYZJK0HY2q8ahPP7BlqBh9MsWDGMYzhgmL7cQD50/CY/HhG1bsC0bpcoGXr/yGaxuPodOt4F06hgS0SM4ffI+PPnYM5g9ksTMjIVSaQsmUjh+9EMYHZmB2+1GKNxEKt1Bs13F4tImXO59dDoNVKtWn7aFz6cU0d1d9Z/Z31e/EpdLJr1SSSandFoGj2pVJdgtSwYaAlCdPeVz5+T/L7/cb9bo9D4axDfQ8+jSJQV0MmGh0dr8vAzsNIwjeJcYAZ9Pqzvb28reMQwRdDNNHbTYPyf1sttVd1z6KzWbsr1QSI6fVgVvFidPynGyVQWozD2rLaRzO3EG6bQa35Fh82YRCkkZnqvedlu2NzIi1ysQkGvD9omTgeRySfUmnVYW1P6+gjmJaaJ7+GF4gVBInpFAQFuJhYIkP6OjWvlh+4D3lG2R2VkVQeNz+I1vHM68mp6WZIsYJrYijx1T+whAVZgBZRexbUQFYD4/wL3FOALkvJjs3gnzSCrnXs+skF5V3a4khc6E1RmxmLb7eFxOBpJlaZXx5ZelMhcManXr9dcFQ2NZ8jwEg1o5JNOx1ZL7E4/L9glsByQZqVZ1jOJigPpGFLnk4ubKlWvPl0KLg0rEwxjGMHm5hXC73Ugn4zBNEzbkC2dZFhaXv4TXr/wxCsU1+HwBBANT2Npq4MKFOhqNIgrlBfh9XdhWGO3mCbSbs6hUstjL7mMvt4Tl1VU8+7VXsby6irX1fbhc5QPFU1rZdzqyQibwrdWSASgeFzwFICuoWk1LtYAyOfDd4w2FFB/i86lYGidgy+o3ayQOZhCQGInI4EiZcCYRvZ4ONq2WrNhIgSUexrJkIGL1JZWSfTvBh/G4MiNeeklpnktL2tPf2FA1XlZ5aAqZSMixHVZ+HwxiQnw+SUC4KhystrDS1e1qK+34cUmiyAS5GUDpxIT8eL2SnNFEkdgWMrqYgJJdBsh5PvigfD6b1YobzQKbTaV5N5uHq5WmUnK+ZJgBcu+oGRSPq4EmmSs0zAwElL5LufjNzX6jSWc88YTsb39friOp20z6GHSddrk0cWNCRLEzPsf3IgZiakqxUm81PB7Fd11ve+PjWnWj4aoTl8Wgl1EoJM8SGWejo/LM0dCx05FkZXRUTTt3dmTb9DsrlTRRC4VUONC2VfyQFgUE8lJwjp3/vT3FxlDFOpNRjZnDFgDXUyIexp/tGCYvtxD1Rgtzs5OYnBiB1+uG3xfBaOYsxkcfwPbea3j5td/F+vbzWN9cw8LVEi5eLuELX95HpVqFx78LAz20WwHs7UWwujqG77x2CZtbK2h3uvB4Q/B6LqNaz2NpqYZGs3mwgmEC0GrJRE4Rue1tGWRGRmQyazRk8s5k5PdORwaERkNVVicmZABYX5eBqtuV/x8/LoMOBasAbWEwMRkMJk0E+FJbhk7QGxtSwRgdVQolJyYaSbpcMmkDMrk5WwKPPiqD7dqaKrGyLUU/HSoMk+3A1+ikzTbbm4XfLytPQJLAbleSiEFX32PH5JizWW2VTU4qHXVt7c2xNoBUu2iCuL0tE3K1Km2lWEwTP7KhnElYJiMr4okJ+ezysppWEu/idCg+DFA8MyPHTe2fdluTr0xGJpjdXfW7qlSU9sqWJSDPR68nFStnksVwuYRVFYnINVxelon31Kn+6gtB1mxBEAfDf7mivxcZR4AysZi0v9UYHdUFxSAAm0FqdK2mC5DDEmi+LxLRKiV9j/b3VTySiyKfT3EsBFxTJbnRkO8xrTlYnaMbtROfxDGB3kdkHS0v63eWCSsTU1YjnWGaCtw/DBszjD+bMUxebiHCoQDSqRje/dD9eOj8KaTTAQQCbgQDEZycfwrhUBDLa19ArvBtVGvr6LR7aLeSgDWNUslGqXoJ2ztraLV68PtGMJo+jXRyHvv5qygVy+jZU4hGq2h16yiX8/D7rYMveDyuAlHUd2DiAcigMTqqoEYi/AH51+3WlTTL/T6fDDocXFwumUBohEjcgdPavu96hGUSa7UUWMnBimX0SkVWkfRAYmWn3dZKz5Ejsp1yuX+SJnjXsoDnnpNKiGHIe8bGFKhLOjOpobmcnFciIcd2s2qdVIlttdR1m8fe7WorbdBEjr5JkYiywG4mnnpK8U3lsiY+Tz8tx57NyvE0m7JNJyD06FG5BiMjcs8uXlSsEwd4Z4XqsAn19GnZBjEorNTQ3C8WUzByNCqTTTarZqAEePr9cu2/853DKcPJpLSQSNHnBMlJlcHqC5NUJsNMXFklutcYRwxSjm+m2ncz4XzeD6tqGYYkqfweMEFYW7u2QsFklhpMFIyLRrW6wjZpJqPeR5WKLkJIsc7l5N6x2slnizpQ1Hhhm5htSL5/b0+xL4WCmoYSR3UYvoXO1aw0DWMYw+TlFmJyIoNjR6fRaLTw7ofux/vf+xC8vm2Y5j6CAT8S8eM4fvQJWMYaCpUvYa/wMmyrgUT0GKrlFDa3miiWC9jPX8V+bgWR0DiC/jQmRs6gZxvYz1cBs4yAr4J6o4lmq3NQpqUEPkXoSHMkroH+JpQbpww/Zbup90JqZLUqCQfxExsbqh2xtqZYhXJZW0eHtSDIDCqXZX+5nKz+OFltbcnnR0bkmNniYILFqg1Lw6ur/ZWC06dVTK5a1bZNva6rsZ0dvTZkW7EtRtDy9Vavg3HunOxvf1/P9/jxfvsAv18F/pgYzc+r8F6zeXPgTZdL2iqskLRaMnC73eKBlEyqmGCzeS0D6cEHJcmIRlXWnSrLXN1yQl1aurYiZBhqBMkKGw38yCIJh+V3J9iSrKzxcRVq83plxf/ss4df6wcekPOp1eTYZmbkmXVqTzab8owQ4EkmnW1rm4LYl5upbr3dwe/ooLzAW9ke8UvXs4OjmCIBw6nU4RUKvo+so3ZbEw1WQcbH1fQ0Hlc36V5Pnp+TJ+U+0JfsxAkdY8gOi0TkPjsd7ckaY3u505ExhnoxhqGilvQCG2Q4AnqeW1v35v0fxtsbw+TlFsI0Tfy5Dz6OZCKKhasbqNWbaDRa6NllLK58Ax63gYmR0xhLfwhudxCF4lewvv0cWp0KQsERjKQeQDAYh8vlQ7WRx35+Bd1uB8HACLzuFOxuHBtrBsq1NdSbOVhWHZZlHVROCLCk2FMup8kC8Qe1mgwyFAVjJYRU1GJRB6ZyWamPrZZSExcWZPXF1hSFqQ4DI0YiMmByP05NF67eCgWpIPj9cqw8l2pVjrfX08m/UOhnCVG11baBL39ZXXTX1xU30Wpp8kb/lHpdXkul5PWbXQ2bpgjxmaa2j0yzn6JK1VKyKkgLPXJE/r6/Lz83kzARwEvzw3ZbEtJYTBK3aFQSS+rXDDKQnnxSWz/0heJktLcnSQkrcocBIt1uSYLYGuB9Xl2VZ4BCgfm8mux5vZJkBINS9WKyzArAF75w7X4MQxK1WEySl5UV+Sxbj4B8hrgMtklZdeGqn63Ce41xxCAz7k5ZrFE48UZmhdTQAeQ+McEfxI/wfU4KNRdHrHrxe18uK2270VDlalaDLl1S4DfvFfFvZPwx8aG+i9OgkSSEVkvOjQrLgIo4Hkb3v56R5TD+7MUwebnFOH5sGh//2A/jzP3zyOVLKJWrqDeaMEwLne4yenYRXk8GmcT7MTH6Prx++b9iY+craHVKME030vFTSMdPIhzMoNWuodWuwrI68PsiMA0XPK5JrK41sJfdwdbWDvZzW8jnWwfy7ExeWK4vlYAvflF+J/6g3Rbq7diYDiylUr8XUjiswNRMRgYrusR2OjKgOM0aQyEZNA6bkKkbU6upgBW1JEi1TaWUBcX2DsvAKysy4FGFdnOzn347PS3n2mjItghOrFQk6eFqjKtUMiZYgSmX1V/lZiIclu12u8L2AWSQTiTkb1TApaEjsUfBoEyyqZRcP7aV3iwI4PX7JcFoNuXeTE3JYB0OS9JJDMHXvqbbNU1JYFIpuT7lsjKQiKNJpVQj6LAkzu8XvR+/X1uG1apMwOPjKmToxBcB8je2K0nDZTXtW9+6dj/BoDwrPp84VBeLck2ZGAKyXz4frLDxPjabsh8m4fdiECxPcb23Gk612Ru1P/1+ZQ4xWSgWr11w8H2URwDkOsfj+p3PZOTvpZL6ENFnjKal9bo8h2fOKF6mUpGkheq5bBM1m4prIbi305FEq9NRB/FiUZ5Vv1++54clKEzU2Wodxp/dGCYvtxHHj03jE3/9x/HDH3kKoWAAtm2h17Wwm93Ha5f+O7b3ngVgweeZxNlTP41yZRlrm59Hu12Ay20gGEzgyORjiIbHUCitolbfRa/XAQwTbncQ4yMPwrbb8AW6aDR62M9l0W5XDrAJxIsQpJfLCd6A4l87OwpyowaF00OIk1u73a/N0u3KhGwYgvlwmjXSiHGQzQDIxEjwJZV79/f7Bbz292V7oZAynNhmIjBzeloHxkGa6PvfL9v7+te1JbW5KdeDZo3stZMdw5UlcTm3shqen1cpfVaCuAqu1eT6m6autOlzNDWldPFG4+blzdmuCoVUt6del7+Tvs6KwyADye9Xq4F8XiYhJplra3JtKWhWqx1eko/HVZcFkOOvVOS9xMUQS+RMULlyZ2uLVOtXXjlcZ4f+VWxtjYzIOTKI5WIFj9UXtosojnYvMo4Y4+OqO3QnIhC4ObPCaFQSD7ZqgMPxL3xfIKDPcaMh92JvT75H8bi8TpVlAqlpvGgYkkwFg/J99PnkPtHpPZVSEDkg22DFh4rfxLxwIZJIKM5u0DrEGTcyshzGn50YJi+3GVeXNvH8C6/D7Tbh8XgQi4Zg2TZq9QauLD2Hq6u/h/3CCryeGCbHfhAedxzbexdQre3DtntwudyYHH0A6eQpVBtZ9CwLXl8U5eomfL4wRjPnAcTh97vQ7rawvlVAMmkdTC50lvb7ZbB5/XVpLzSbWmFIJqVPzLIwsQvlsgxOoZC8t1aTwabTkcmKdEoqnhLPQhDvYcEKSK3WD6pj8pTNaj+801Fjx3hcEp6lJfn/+LiKWDn7/NQvoXw+B/NiUXUkslmdONivB3TSprLtzcZTT8l2Ll3SVarTPoCCXazIUMtkbk4NJtlWupl4+mlNKkslBWY/+qjS5cn8GfRASiQEfzQ+LteNJpiAJlb0vaHq8WBMTspERANFiiM2GvJ8xOOaMFLkMJeTY4tGJYHpdLRS85WvHL6fp5+W52B7WypB8/P92Be24Zz2AJz8OAEexn67VyIWk+vHNuqdCKdZ4Y3wNJmMyu4zCTysgpHJ6H0rFOR+krlIx3LKNLTbktTQ6oOV2HZbvouJhOrOZLPqQs52IqCWHkw+2X5klbHX05YhlZxLpcOtEoi36vWu73A+jO//GCYvtxGWZeFPPvccCsUKHn34NKLhENxuN9wuFyzLRrPZwtWVq3jptd/F0tqzMExgfOR+TIyeRqW6i739BdQaObg9PoxmTiEWnkOlso1up45oeBwGOvB5YrCsHmzLh4AvjGbdjU6njgce0JLv9rYMHATHra6qXgcnnEBAkfzlsiYrziSBiQDbK/fdp8JVg2aN7FUPRjQqiYrXK9uhCBbbUhSmO3JE3kssjderInbtthwnwcLUV2E884wqgrIl5vQbon4My8qBgDIe6LXzZp5HzvB4BJNhWdqqcbmuVf2cmOg3dPT55NpToI9tpTcLJ4CXmJmFBfn7Y49p9WN8XPY16IE0MyOVn7ExudYrK9qau3xZrtf8vLyXFZnBuO++fvE9Jr30xolGtaJCTEMuJ9c3k1GgOCtgf/qn166OPR7g/Hm5P2+8IdfnwQf1dWIibFuuAZWcmVAB9y7mhZFOq+fPnQjD0Crfm6nNsspG4UYqMA8GhRjJ9CP1maaq9MJqt1Vnh/eWi6ZcThNQJrQEA5OCTRo0/bsArRyzQlmrKSMpn5dnnTpUh5mf0q6Alchh/NmLYfJyG7G5lcXi0jomxtNIp+J48IH7MDM9jVg0DJfLhZ5lodlsw+M20epcwvLaH6DZyorRX2QCblcQudwy9vYX4Hb5kEnPIxYbhcvVgctloWe3YZgumGYcgAkDAVi2iVxevuws21ar8oUPh3XAZ+/5+edVqnt2VumsgCQfFy9qH9rjkQGD2h0UsatWtf9NXRjg+uVwegBx0mH1hTRsAovjcS0L+/39LJSpKU3ISqX+1gMBot2uMG+o9ZLLaS+cWBugv9dOA8lbVeqk5wtdeAG1RyCwELi2IjM6qgaVbB/dzCqcAF46ULfbMjmEQpJIRaOyz7ExuT+DDKSzZ1VobmdHtkH8CKsmMzPy3qtXD2cgPfSQGuPR7XplRYHeTKK4gmZFjvgXXiPblsnn85+/9jzHxtQdfHlZgKCxmL7OlhSrdIahtg/EYd2pqsbdiHRaK453KkIhVRt+s6SI1GifT65lqXT4JO+kUNfrmlAwERkbU52mlRVVtfb7+2nsm5v9bWb6ZVF0kVGva0WUSSmdtLmAomgedWfYohwMso/W1+/tZ2EYdyeGycttRLXWQKvVRjDgAwAkYmN44PQz+IGnPoKPfOhxPPXEeUSjYbz7odN45ql3wUYNb1z5Eta2X0C7W0UolEQ6NY9ut4l6cwsejw2fJwC357t1WduFXrcGwAvAhg0bbjOMfM6PQkEmSgJoqVTLwSYYlAGiVtP2ChVNmeCw/GwYiqMgCJaMktlZee3SJaV/0pDteiJcsZgMdn6/DHbEexiGTlSbmzJRUQSNLrVOc0auBk1TJjZnmZzeQKurqhBLryQq4m5tKXiU4F1qSRD0eyuD3aOPyjGtr2tCxtVtoSDX22noyJUxvYAIUr5ZzA0BvIGAVF5qNZmsxsZktRyPy/2Lx2XbgwykRx+V16jnQ3+mYlFBl5mMmjoOhmlKpYerZ04wlKJnS47PEhlj1ATKZOS4Egm5p8vLkiwPxrvfLZNbPi8T44kT+ppTq4hePGxVcF93QgzubgWTLTqe36mgpMDu7o3VZg1DKf5+v3p9DX6G72Oi027r/8kUYlt2f1/+Njoq33WCgwnwDoflnpdKquVDLBq1kpjsALqIIJtxe1vlFCh653bLuR5mleB239jIchjf3zFMXm4jwqEAfD4v6g0ZPQ2zDsOwEQwkEI+eRSgQgdfrxthoGqlkDOFwEOFQGr1eFYvLf4pydR0+XwijmWNot5uo1fOwUEOn3YRl+2BZJmqNPFqNKjpdP5rNOlwuDyzLPBCsSqW05AroCrlYlEGTlQ+qzI6OKpWVFRbqoFSrktywX01QHR1dKQ+ey8m2KZZ3WNDZmfYFDJZ5y2VNTgDZfyIhgxBxHtGoDGhUmnX27L1eKVFblqgNU0Z9b0979N2uJjakTrM6xVX7rayIXS5pa3CfpIKTNkpsSjSq+9/clPMcH5dEIpuVgflmsRrnzsn5BAKykt3dlXtNHya/X+ngTGCcDKTHH1ccE5MWw5DErtWSe0ohwcOAtT6fJEFMXsgyWl1VejTZZbYt95Urd3pWMYHp9YCvfvVa7A9p8JGI3ON0Wp2PAU22KxWtolE7BLh3GUcMsu1upVX5ZmEYN68263LJd4XXrdM5/DMulzzLrJqyZReNahX22DH5+8svy++JhI4zjYY8j9R0otilx6Pmi3yOnEF9GGKaPB5JkAoFVZemTAQd0AfjzYwsh/H9G8Pk5TaCYnVb2/uwbRuGYcHj3YRpVmVF2BzFxOgJuN0mypU6Go0G/MECUsk4jkyfhY0CqvWr8AcCSMaPwLLcYl639QLK1W243R6EgyNotcpot5swEIDLZaPXM9FoCBOIAmK2LYM4HV4pBtXr6d/zeXktHldAL4GfgKx4nJ4yZCDRiJBW9rmcsoquNyA7QbeFQv9kTVzK+rpUdmgQR4YCpfzJUqDuyPp6v8YF2xr0RmFSZtuSPJGePTKiDtCkcrONs79/a9WXdFqShnZbMDfA4WaNrMgUi3qd3W5JFmo1OZeb9Wd55hlll5VKigE6e1b9YajRQ4dnht8vlY3RUWV/sQKwtCTHwDZfpXJ4GyIalRYWxekIlGUVKBiUCYUtIgJ402l93nj9ez3gv/23a8GmsZgmgZubknA5g9IAtAgAFIh8LzOOAG2vOI0n70Q41WYHHd8Hw+uVah2ZRderAPp8KklATahWS+5HNqt4pmZTEli2CClayIRqe1uB9fxeezxqG2Caev/YdqxU5DWPRxIQAraJG2ICTmr1YLyZkeUwvj9jmLzcRjjF6q4srqNSqaHb66He2MDK+otIJSN44PTDKOQTaLW76HZ7MM0Gmu1FeDwmTDMEj8eCz7+NYMCNSDiNaHgUE6PHkM0/j3JlB612Ez3Lho0eDJeBXq8D27bQbluoVjvYz9XQasnfqlUZnMJhHUwCAfnCs9VTrapODB2pPR5l57CqQhozBxOXS8r+LAGTrkomw2ExNSWJQ6PRT+ml/gPZUBTEyufVEG5vTwZAysFTlOr113U7XFHatrQjOMhtbfW3qGo1bXORxdBs6or+VqmsZ8/Ktdnb0wkgmdSSOFtxHEwp93/ihF7LbvfmBbacAN5sVgG8brccCxlIyaTc362tfnBjLCbJB4Xz6LTtXLWfOKHJ3mEr14kJmdQiEW0z7u+r9xJF9MgwIo2fDBTqfTC5+eM/vva5OX1adWqoUuuMTkfuFcGiBILf65UXQK4dJ9Y7GcR73AxdOBSS70QiIc9uqXR4BZCSB6GQvIeJM327mGTyWZmc1FZTLqeLDSYsZC2xxcjXAXWe7vU0QaEg4s6OHKdp6rPj8cgxHSY94PGoQeudEgccxr0fw+TlNsMpVpcvVrC0soV8sYIz90/hr/70OXzw/Q8gHIqgmE/C50mg1eqg1WriytJ/R6u9jmQiDgMu2MjBsmro9YBw8AjSyfvQtXbQ7e3D6/Wg063Ctiy0uzYsu4tez0Kt3sDWZhvFchGNRgvtdvvAkI0iUpWKfPE3N9XjJxJR6jOxA6dOyaCyvy+fIeCXq2W2QVjy5fZYzj8sEglZ7VnWtVRHrtCosEow4O6uDHpUx6UcfColA9reXr/I3JkzssLb29NkrFRS92cmbATv9noqTR4IyD6KxVvTiXC7ZaI1DMG1sHVGsbq9PWVlkMp55Yrsl6vaYvFw99/rBQG8Xq9UTNptSYqCQVE4JYtsdFTO/9Kl/vbM5KQq/+7uqqEkBeucDKSVlcNpuKdPy7ND+mynI/fV55PPRyKqD0LTTdLIMxlJutje29kRMPlgPPmkMlEGkxfblnvfaMh1ZhXuZi0fvpfhZEndjEHozYZpaiXzZrSEkkn5GRmRZ4+eVYORTst9Jq6KyQntMMbG5LpfvarkAUCFKL1erf6SScikNx7Xe8vkhS2qUkmuUSKhyZ7LJfsFZJvEjh0GuKfiNQ1Eh/H9H8Pk5S0Exer+zi/8FH7xb/4k/s4v/BT+1s/9OE4cn8aT7xnBT/7EWRw7Oolk4his3hSazTZGMgkcOdJANLoKGD3Umx14fR5UarvoWW2k4icRDU8iEEjBtmuwenl0Og30uj202030em24XEF4PD64XTY63SaqVQt7e50DrEcspmDJdlsGIa9XBjziSCh25ZTZTyRkUl9fl0GKoEPDUMouKdjAjSfg8XGZYCk1z6B/CdsA3A+pmem0+hhRJfTkSRng2K4B5LXjx+X/KytqSkhKKFVbaTTZ6yltnMJczvffbKTTkoC123JN6HY8aB+QSCgzhBoZoZBWSQj0vZkggDcYlKSpUlEzvaNHZT+ViiaCgwwk6r/Q7JEJTL2uz4YTbHxYRe2JJ5T6yirL4qJWudgeIUut05Hter2SQNXrSpn/zneuve5+v4rk2bau0BlOuwPilm5U/buXguD3w7BFbyWYDLBt+GbBZ4gYrOvd6+lpbXWWSnLfLUsXP6GQto8oylivK/ORCwUCeV0u/S54vfJ9of7L4MKo2dQq7/Ky7Jf6QWRZ0Tx0MJwYtHfCczGMtxbD5OUthmmamJ4axX0nZzE9NQrTMeqeOzuJX/qf34Mf/9FncGL+KOZn34P7jp9ELBZGrbGHta0/htdbRyTsgdsVQrOVg2W34PXEYcID0wzC5QoiV3wZnXYDlm3B5TJhwAbggYEQPG43bFhoNjvIZi3s78vAQXE4OUZtlxBESPExp6MsTf4KBWEqcZVE4TQ60bIdc6PJI5kUZkSv19/yAfrlzkdGVLeEHj7UimGFYHRU22DOVsHx47KfQkHOh4MlrRM4YJK5RNCnaSrglO+/lThxQhK4vT3FugQCKtRF5gNBkNRsoa5GMCiDMYG+NxME8Pr9kjQSeDs/LxMI1YDTaZnIvvY1PS/DELuITEY+n83qSpcVrWhUzomaMINhGCIuR+YIMRdXr8p5GYZsz+vVlXS9riZ96bSa7/V6wJ/8ybXJ25Ej8j62LZ1BDBdtCpz/3uvh92uScavP2psF1WYPE3M7LObn5TsGyHfmem2WQQo1Abe0FrFt+d4VClolpbEmKe9MRMg8olYUadYcX9ptZY/V64oj295WNV5+ntfxsGqT16vfwUFfp2F8/8UwebnLYZrAux8J4QfeO4eJ8Qyq1TjWNwzkixWcPX0U/+NPj+Pc2S4suwO/NwnbtmBZHfSsBtzuENzuGPzeMeSKV2AaXQBtABYAA0KldsHl6qDXA2o1C+vrqpI7NiYTgdcrE2aloh48nY5MXPQToWDdu9+tFGUyj1hpoYLs9rb8jZPUYUEXW6+336EZUFsDUrOnphTXQQ+kUknLzTs7auDnxNAYhnrlLC1pcsVKz+ys4jloU+DzqQuzx9P//psNt1uAuV6vbJsVqLExZT7w+GmYRyVQgmRJST+Mqny9+IEfUFXSUkmrPDTi5DWl6eXXv97PQHrkEWV5EcBrWXJf2RJgBeWwwd/jEXYQMQ2cUNgCJHWclPRSqd+Uk20mQO7FZz5zbfL29NP9XkfOyOXk/ay6AG8OWL1XYnJS7sWdnlRdLrm+N0sXNgxJvgnk3ts7nMpNCjUT1VZLzVYJwmYFFdBnmqw+QCsyJAIAcpyxWD/2hfcU0IUIQf8vvSTvHR+X54eAcVoRDAa/g6RrD+P7N4bJy12MhcV1/It/9fv4R//n7+BPPv8nyBVfRzQawOOPPIq/9CN/DT/7V38cx49N4/77TTS7X4dt92AYQRiGD51OBc3WPgAXgoEMfL4ITLcNoA6gC0leTAAGDARhA+j1bNi2rMIobMYyLSsxlYqKxNHV9eWXFTsRDMrkQQG2/X1l69D2nkZuwOH0RcbIiPw0m4LFcK4M5+bk9+VlaWeMjcmEt7YmnwkGlX5brcqky0nR2a6anZXVHJWDSR+nGzR1IOjjRCYFV4vVqrz/VlfwrBi123INWEWgWB2ZUD6fHsPCgkzibClR0fhmWTNO/ZVsVo77yhUZrI8f14TS51OGhjPZ8/kkOR0ZkXtJnFOvpy2E+XllSx0GiI1GFWvD1kCppCKHpHYnk4o/IGWaNgqcAMvlawXsCFIepNUCcu8oWMbJ7k6KwN3NiES0MninWxrEhd0sXdg0ZWExOSn3bWnpcPwLgfFcFBDLdOSIvG4YWk3h+ECfMjLhaEHCqhwp0XQhZ4WN/+92ZUHA31lVokeZ8zt+PXG6uTl5z80aow7jnRnD5OUuxcLiOv7Nb/8RXnvjKpKJKObnJpFMBLGx/QK+/cI3sba+h+e/XcLOjoXJiQzO3B9BufFNAA2Yph8uVxyF4mVYVgWmy0AkmIaBLoAAgAqAFqQC44ENCwZcsCwTnY4MHltbwsRpt2VwOXJEBcboFMu2DHU02m0ZKE6eVBG5WEy2FY32V1r29mQ7N1I6NQyZ4L1eWS05TeXILCCN9MgR+RtZJamUSsPT9+TBB2Wbr72m+zQMmUxDISkl83jowEsdCKqFWpZif/J5ZWDdyLH3enH0qGwzm1Ua82H2ATwGsjJo8BiLaQXsZleJ4fC1AN7NTTn/mRllINHgcpCBFI2qCm+pJAkMQcSXL+uKm/okh4Fi6XZNJgjBypalVb6dHWV3kX5PAbtmU7WDlpevbStmMmr/MBisvhCUeStqyd/rIHX/RuaKtxu3Shd2u+X5TafleC5fPvxzpFoHg2p4atsyPtTrKsQHqFwD9WJY9WVSAuiiie1hQFuRTHqoPTQ2Jn/b3FTCQTSqZq7Xsz3w+eT573ZvvLgaxjs7hsnLXQh6H+ULZZw4No1IOAjTdKHd7qBYquIb3/4S/u1//E384X/7Cn7nP34TX/lKDh963+NIp4to9y7D46kgEkpgevLdsLAD01WE12+j0WR5IACggx466PVs9HqAy+WCZRloNtWVtd1WZgEg+ijEIDh1Inw+mcTLZRko4nEZTAIBmRQBXTGS8UMZb/a+rxfz8zKQlMsyIDkHSOeAGw5rr3tlRRKAcFhX25ubcjzEZTiTjclJGTSZ6DCBI7uDzKfdXU24qJNTr6s0+a2Wmb1euQakmLMFFImoXxT1cMhI2t2V46KRJSeDW1klTkxIAhQKSYJULOr9GBtTSvHIiPx9kIE0Pi6rU+KFymWZEHi8Lld/u+swnAZp47GYYhhWV7WqEg4r1qFYlP/H43LNMhm57mStfeMb1+rMfPCDqgfiDOoU8V69k1oDxF5RFftOhsejjK6bBaEHAupJxGrtYUFNl1hMTRzdbkl8+DtB8ZWK/J2WI3xGWHHhdzMYVGkHVijJJOt2tSpMZfArV+SaZTLyDJVK6jp92DNAv7FC4c6yvIZx78QwebkL4fQ+MgwDluXG9lYYL7+yi63tLOKxMHpWAzZWcHnxCj7zx1/Da2908Jf+4g9jbq6Jbm8f7W4Jva4B00jB6pmo1jZRKm0iX9xBp2ug3THQbXXR6dTR63ZgoQdAEhlWR5jArK1J7zgYlNV5MqkUYopCUVBrc1MSg1OnNFk5dUpVddtteT/LwNSVuV7QsJGtFKe4HXETlIA/elRX7TSIo3orKbjnz8sgt7TUL4l/5ozsa2VFtUCY4FD1leBf05Ttx2L9+je341A7NiaTcq+n1gOAMjbIKjLNfkaS262qx/W6situNh54oB/Au7GhSdHEhLKgRkZkEnn++f4qysmTqt9CI89yWY6XnlOk4i4sHD7ZPv20Wghwkrl8WbZL8UCurknld3o+dbtyb3o94A/+oH+SGR1V2qwzmGQSHPpOAOwyDEMVh++GRs3oqKpY3yyNPBaT7zcZhdc7LrqKE6g+Nib3gnYk9CMjk43Ky7WaJBw0XGQ7sNmUzxLzQt0pavgANwXguAABAABJREFU8kxTKZsAd69XjoHtzus5S5MBeLtV1WHc+zFMXu5COL2Pcvkyvv3Sa3jj8hLarSjCwZMoVxqoVtu4vLiGpdVv44XvfBm//+kv4AtfXMX5M4/jx//iMczOeGGYXXjcAYSCXqSSU4jGGsgVL6FY3kW30wNMA263F243YPU66PXaAHqwbZlEm031g1lcFAXWYFBW3qSl9noyqGxs6Jf96lWV1d/bk8mITsNOLMTmpmpYXI81Q8Av5exZ9mfMzsp71tcVH0IQ6dGjqtaZz8tnaTTZ7fZTpwk2JWuBeBIO4kePyiBIRVhWX8iuYvXldiTG5+Zk4sjlNBFwitWRVTTISCJWIRCQYybI9WbjmWdUV6Nc1kH6+HFJPDixp1JyjoMMpHPn5H1+vx53o6Fl+nhcfrrdw52MTRN46il1MGYbaWFBcRH1uio7M5HjZEbxMUCOyylgR68ov//wc3fq9ByG17hXg8kzk9w7HaQL00bkZmJkpF/+/3oJIUXpRkbUI4ump/RXI52ZVbZuV36I+WGrmu7rxM7VamrgSvuNXk+eRZ9PbQjIZopEZCFUKMj7D8M+8ftNHM0wvr9imLzchaD30eb2Pl7+zmVsbu1gfevb8Li68Lh9iIbOIB55F3qdEQQDfsTjJnayL+P1y4v49B99A6urRRQr2+h0qwgGvHB5OuIREpyHz2tjee3L6Fl1uE0TbrcJl8sHt8tA1yqDbCQ6+larKjS1uChf+EpFkhoyRHo9NfDjZEX6YqcjicTZs2oNUC7LYNDtauvoRi630ai2MzY2+umZbrd67JTLMuGTDVQoyOe8XhksOUDRSI4VGsa5c5KQUbuGYniADIosqxNo2mzq4EZPndvR4vD5ZOXJJIH4FzK+nPYBg4wk4ku4fwJ9byZcLgHw+nzqfUSK+9yc7psA5WJREhiGaUolixPq3p5sgyaMlqXPSKt1OH6AIGAmMJSXX1mRZ8PlkmuSycj+KSQYjUoi12rJtQNk/88+q9s+flwZb85gwsLWwTuFcQTIdaZWzfX8wd5KeL36Hb4VBWnit1ot4IUXrp/4HDumatU0VGTS4nKpi3U+r7i1QkGeR37PKZDJyis1lzodtQbh+EPwfSAgCc7qqjwPdLunBUo2e/j3ZmpK7UPeSVW6Ybx5DJOXuxCTExnMz03h1dcXUW80EQkHYVkWdvZfRb50BZ1uG+FQBiPJM0glzsOw/cgXSlhY+hpefu05/Kc/+Dy+8+orcLt7sOEF7ADa3Rz28xU0GkF43FEsrX8LlWoerXYLPbsHwAuvJ4pOtwq3W0obNCCkJPz+vgyY6+syOZ07x7KshXq9iysLTezs1AFYB/TEUkmAv3R5ZTtpc1Ne4yrpRskL6c9sAbHky5ieVoAozQxtW45zako+y5YMQX2nT8s5OdVa02k5RnqkEMdBnA7pxKWSVnhcLpk89/fVCO5mzROdMT6uFPBmU5OVZFJbVmQVMWHZ3JTznJpSOumNhOIOCwJ4fT75HHFOTkl4gieJT7pwQT/v8wkQmhYLe3sqMkecATU/crnDabXxuDwXVEjmNS6VlPFGGnypJNcnEpH7NAjgvXxZK0izs9ryc4bbLcfaaqlf1DspaBlwqwKJNxsEhHNiv9l44AG5L6WSgOIPC1KtiYkDVD2XiUy7rZotbAuWSpLAOOnVxNs5HayDQWU3djqKo2E7ye8XDFc4LM8sWYZkzB12vNSVuhkl4mG8c2KYvNyFME0TDz5wAu12B5VqHRtbe2g026jVOtjaWcPS2jdQLF9FtVGAxzWFWPhJxCMnEAoGEIl0sLl7AflSHps7l9Dr1dDphFDIG9jdW4LfF4PX64fLNFCqbKDdbsDq2ujZgAEXAB88nu6BmZ7ov8hAUa2qJT1dji2riWazgXqjjOx+AUvLBbzwYg6raznMzsrkk8tJK2BuTgYPAvYo0kbW0PUEuJwy8sGgsnMYLpdWQAoFGWwSCdnv9rbSoXM5HfAnJmRSrFb7k40zZ2TwI1232dTJzTBk4rAsOQYedzSqrwO3p8XBHnskIqtOZ7Jy7Ji24FqtaxlJFO7ipHyrIlsE8IbDcp/yebkuIyMyqZDZEY8rxXSQgXTunDJInCZ4XOnSS2dj43CA5MyMVtfoT0SPKrbMKhU5RraoyESjEBrxIF/4giRJfr9skwkRgxNyryfve6dNSsR33A5I/GbidvEehiGVPLdbFhLXY+rQUsLv1wonrTxqNfk7Ew/T1MqdbfdTxlsteS+TFVZkCOTlvjodtYbIZuWZ2duT5IVgY+LGDqvCBYNa9XmnUOuH8eYxTF7uUtQbLbQ6wi4qlavwuiMYyzyA0cxpADZWN5/H6uY3sZdbgt+fxn0nPoIjEz+AgC8Cw+iiWr+E7P4VZPfX0Gh0YBgheLxBVOu76HRbcLm8MF0GYBhotauwem1YsGEaPrTbngM8gZO6WK3KqiWRkC/9669XsZ/bQ7vTlJKvxwO3u4tW28Q3vlHFpcvbeOQRGUguXdLJaG5OJrxiUSYkVjZupFficulkxRaHs4xL5d+dHU0yABmYkknVVHEOxg8/LP86qy+JhPTEvV5dlXU6WjEIhTRpoS+LZWnLh9WX2wFU+v2y79FRuS5MVgbF6mxbbRxI9zx6VNV/AU02bzYI4A0EZOJZW5Pznp/XtoxztfrGG/0MpLExeW88rvo6u7vqFO12K47FCZYePAbaB4RCci5Xr8r1aDZ1ojJNrQiOjKAv0SYO69OflmtD9efB6guxMqzIvdMmJV7LmxGWu51gYkF7ipsN6uwYhmDknH5iziCFOpVSBhHp/1TCpQI3W5FUwGWrmiKJNGzs9dSQlUKINIPt9eQ5pDUF7zflD5hobW0d/mweOaLJzzsJIzWM68cwebkLsbC4jv/6359FtVKH1+NGKhmDx2cBsBHwxXBk6lG4XEEUilu4tPD/YDf7ItyuHsLB4xhL/RBGUvchGPBjbfNVfO35f4e97CK87hAiwTE0GgWMps8gGEjCgIV6fRe2baHb7cDq2XC5TAA2Oh1xs+71LMzMKOW5XmdP28LO7jaanRK8Hh8MCDLS9OTg89ZhWUH8P5/rwbIsTE3pZEabAErRW5ZMgltbN9bcyGRUlj8UunbFbJq68s7lZFBKpyWJWF2VUrXfL8fAxII03Xa7f4A+fVoGqmJRtlks9rOcWEXY2dGydjyuqz9AErXbobNOTvZ7uVAF1+9XmjcnLOJJymWZJJziX4BUSG5FTp4AXirw8voeOybXslqVCY3X9fnn+1f+x4/Lij0YlHvKSYIuwsGgThZsKTnDMMRgkaqsdBS+dEmSM7JDEgk5xv19vfacaJ1JyZ/+qSRUFBR0Ctdx32TBXS+hulfDqXN0tybT6Wl5Fvf3b20fwaBgoSwLeO656z+DoZAsKkZG5HmLRJTyXKvJ65Yl3ynqHPFe27Zsl1RrJipkIdGOgNeoXldmXqMhifiVK/KMRSLq99XrHa6YbRhSHXTqLw3jnR3D5OUOBzVeiuUqvF4vXC4TXq8Ho+k5hII+VGo7gG1gJHk/RtOn4Xa70LMvI1/+GlrtfXg9aRyd/hGMp38ApulHvVHEt7/zW6jUsgj6kxgfPY9mswiXywfD8MJCF5bdhW1ZsK02euih3e6h1a6j0+mi1eohl6vj7FkFw9XrwMWLNspVIOSvQe0G/DB6o3D7VuHxtNFsmPj8F1qwLGWMUKtkfFy21e2q6N36+vXL4GQVUAOCgF/n+ylMxlUV5f3pYDw3dy3O5fHH5T2vvKJ/IxjUNGVQpe8KKw00oaRZo2nKcbAqUa9rEnWrwZK9x6NKsEwiSGVlG4/tGCfbKhZT4TfSlG82XC65Hj6fqv4uLmrVZGJCJvpQSM4/nxeArJOBdPq0DPLEuJCNtrqqPlFs8R1GUXW5gPe8RwG89MG5fFmp1xQMLJfVuZi6H92u2lFsbMg+CAp3itYRIEpQ+eXL77z2EVuHdwv78lYm7JEReWa6XQF5Xy+Rp4N8PK4MQWciwnZoPq++VsTLEM/Ce8n7S0wMpQBIp7Ys/W5SDXx9Xc7R5ZLryETnMGfpUEgXFe8kccNhHB7D5OUOBzVeUokYQkE/vF4fwoF5AC54vX5kUtOo1Lfh8ZgIh1KYn30cPm8MleoWLl39v1Govgbb7iGVeBBPP/r/xtTEOXR6Nbzyxn9Cu9tAMJBEz26g3Smg2Sqj1+vB6nUBw4aNHuyeDdMFeNwmTFcHvZ6F/X031taqOHZMWwi9HuB1zcDAPGAKSBfwwLISsLpxmJ49tDp7aDbEL6lclkEkEpEqSq2mK514XFfkL7xwOEiQvW+PRzEYtVr/BGgYkkDQMDCV0n0tLQmexWl0CKgab6fT31K67z6VEaeL7s6ODsLEUhQK8nkKq9HJGpDP3E71JRBQF+laTY6Vg6UTrMvEb3JSExVWY6gEfKs0z1BIafALC3L+e3vy90xGJqVqVVs7udy1DKQzZ3TVvrenkwyBxNSwodPzYef/4IPK6vL7JTlcX1dfm1JJjoc09dFReS4CAblefA6+8x29Fk7cC6B/py/XwsLN65vcC8EWJgH1d2sfnLBvNRm/7z7FI7388vXfNzUl+wmHZZxwVnlZVaESdCqlzwDbR4WCto46HXlWCLwnSBeQbXg8CsSn0nKzKc81lXlvpDQ8NyfP5M7OnTfJHMbbG8Pk5Q4HNV6i4SCCQT8yqSQi4Ti8nhha7TZs28BYZh5HZsYQDNbh9XjR7WTg9x5FOh1FJHIFV9c+jW6vCJ8ngcfO/0/48DN/F63uPrZ2XoDVayMZPYZ2q4793EVUattod0vfVWv1w3AZMGBAPI+aB22krS0bhYKFZFIGEFnluGEjDlgBSPJiATDR60zA6ngBs4qJCetAbG1xUSbjEydk4PF6ZUDZ2lKFz1pN3zcYgYAMOOPjMoAQ2OrUVslklNpIrx0nM4eCec89p5958EH5zOKiDkjhsDKKikUFjHIANwwZdOmxw/I0W2F0m75dfQiuBjmQk9btcl27Go7FlD67uyurV0ArMJRDv9mYnJTkLBqVfZBJNTIi14F2BXRvzmb7JyefTxIYUuPZNqrVlEVFBhIZbIORTktVye3WCaxUUg0c05RtxmJaJRod1QSSlTDLkueLK3BnAmPbCha1LHlGLl68+et0L8QgZuNuBCfs3d1bn7BJxd/buzH4l3R5iksSw1Ktqst0oyHPciajdiNUUS6X9TNer1ZoKCNA0TtWaQoFxcusrsqz6vHI/gjePYwq7vze30pVcxj3XgyTlzsc1HhxuV1IJqJod5rweHeQTESQTiWQiIcRCYfg9frx1OPvxf/40adxdG4cqVQG9x17Gn5/ErnCIl678lsoVF+FL+BGMn4czzz2v6BU3UW9WYJldeDzRxEOj2N39yKW176GeqMkuJdOF51eFz3bDcADoAzTZaDX86DeaCOXk8FhctKAy9WC1TMgdgPOBMaPdjuOaPAERkZC+MAH5DOVCvDtb8vA8NhjMihVKjJp0E+HuI7V1WtBr9RmoP8NKyNObRWaSHLSikYl2Wm1ZOI8d041XlgadrmkdN3r9VM8T5zQ1RwBxru7uiKLRJQJQaoumVEE+N6ulDtL9ix5k/lBsC4xHmQV0W06n5fz4MTNUvqtmsw98IDKtm9uqnP0sWPqOUOzRLKKBhlIp0/r68WisoQIqp6fl/eurR1ebZuf10SJgmabm3LurZaurHmMzaZMfGSwEMBrGDiwvRj0O+I1ISD94sWbN7q8FyIeV3zW3TIRfCsTtsslTuKmKYnw9YDRPp9KHsTjmoxTzyaZ1CoJ27Ver34/+R1hNabVUk0c6gI5MWkUrmw2Ff9y/Li8trgo7y0WD9d2ITbndoH5w7g3Ypi83OGYnMjg2NFpbO/kMD83iYDfh/38PrK5C6jWt1CvtwDYSCXiePDcSRydvQ8/+kPvxcnjcVTrTZTLYSTjZxGNBDA+voVQ5AJcrgp8vgjOnPwRWFYPNoBE9ChqjSx8fh8sq4XFlc+h2ysDhgnDNgDLhZ7tBdCDARuAjVrNQDhMJ2UTqZQBoCpu1AAAP2y40Ol24Ha7EQrGsLBgYnUV+LEfkypCoQD8l/8iE+ORIzJwuFzqGu3zKdVxa6u/rcCVfrUqk5phHK6tQv8lCpoRYLu1pRL4liWJFIPVIKdwHT1ZOh3ZD2m6zmNiZSeblcnUtiVZYjmbK/rbiVBIy+FUDiVYl62XYlGdcllxWVnRSb/ble1cT8fiRvHUU6pOWizq548dk212OpK0JRIysbz22rUMpOPHZbAnOyyblWtYLsv1ejMG0kMPyXV3u1XbZWFBJtN2WyXzOx1JLNly40qbInWc0A7zOyIQmJWgCxfeWeBdti1vB2N1s8FW7e1M2GxF2rY8I9fTQZqclO+bU36gWlXRPL9fPttqyes+n5p58v4Cqh3F5J1UeWL2APk71boJCK5WNWli2+h6OCh+76/HThrGvR/D5OUOh2ma+HMffBzJRBS5fBljoyk0Wx2sbuzg1TdewJWlr8Pvc+Hc6aMYH8/AMICx0Qw+9L4P4id//Cn8v/7C03jo/GnMTL0b8egY3J4cevgCtne/BrfHRCoxjXAohXAwhlPzH0Aw4EIobKHdrqLR3EWnU4Rtd2HbPcDyAAjDhiRMhmHC41GZ7l4vgEQiAJerhW6vITL/PTc87hAi4Timp30ol2U1+/rrwCOPaKvoP/9nKdWePi2DQKEgAwYFqojtyGa1smIYaidA6XdWXwYTBII7NzZkQuPvV64o9mV3VyskhiE9euJuGKy+MHlptfqrL1QL7Xa1F+9yKbOBwnq32x+fnVXwLZO1YrHfPmBtTQfx0VFV5CWYl95IrdatAQ3dbi37b2/LdpaX5e8zM3Le5bL6CJVKwDe/2Q+inp+XH59PDRGdXkrE0nS72lJyhmHIyp0TUCwm/yeAl6DtiQnZ/saG2hIASmnnNaRi8OA+nOyjtbV3FqOETLy7Tfd2LgJudcKenJSfVksWKocB86NReYbDYaVEezxyXqQ4ezyabCaTaswYiej3g35YrLxR2I4VE1ZTXC5J9Flh3NlRQTpaUVwP62Oa/VizYbzz4q4lL//wH/5DPPHEEwgGg4hzJHqTsG0bv/qrv4rx8XEEAgF84AMfwMI78Mk6fmwaH//YD2N8NIWFq+totztIJWI4dWIWTz5+Br7ADi68/nXs7GYPKIOGYSIYSOLI9Bh+8IOnEQkFsbFpo1JKodGq4er6Z3Fl6T+i2dmB1wcY7gCCgSmMpR+EjSwKpQXki2totgtodSqw7A4AGz140O3acLm86LRdyGTU8FBKtj6k02GMjXrh8VjfXdmaqNd9yGbV8p7CZvffr9TEP/1TSTyiURlkajVZ+bJiQSflclkmK9vWfdPzqNVSvxPnijAW09VUr6eqnjs7Wo3pdPqrL1NTMvBRxRfQxIcietGobMNJnSa9OZdTV2QObLu78u/tqrg6hfGYvG1t6UDOKg8n/lSqv6TtNFkk0PBWVFPDYblnBPDyHlHzJZmUhCidVlr5V7/az0A6dUoSGLZmAEk2r16V88pklCl0GE3V49EExjQVA7G0pMBceh7RO2t0VI7NsmTimpjQtoGzdURfHa7AScN/4YV3juM0gfBk0dytME1dBNwOM+v++6UaVyjI83oY/TqRUBD6xIRqvDARqdUUrOu0A+h0NEFl0kGzU69XExripwC971tbmtxcuaKsRLZar4f14Rjj1IEaxjsn7lry0m638RM/8RP4+Z//+Zv+zKc+9Sn8s3/2z/Av/+W/xLe+9S2EQiF8+MMfRvOdRCH4bswfnUQyGcPskXF86H3vxgd+4BG87+mHcN/JWZw8PoN8YRuvXfoS/H5JGLiatCwgEh7Dh9//MGam0qjU2iiX0vB70jBdWURiL8LnvwrbqsKAiXTyEcyMfhQer41CaRXtVhedbhftVg2dTh12twvTdAEw0OmYuHRJBqDRUS3LNxomel0fIhHPd98rj0U2Kz/hsAwaXBlblkzInHQDAfUKYqXipZfknE6e1NXS5cu6os5m1byNbJRBbRX26ekmyyTgypV+jyBnG+jBB+VfJwCVfiw8F9vuX30ahg7qpIMTHMq+PQfU2wleP/buWc62bRUMdKp/OhV5AwFdrfKzxM7cbExNyfWKRCSBoYfR6Kga7XU6ciyBgLz+1a/q510uSWCOHsWBZ5ZhSBLEpOvIEU02D1vpRqNSMRtkIG1v94MxmVxSRyiRUDwE5eidExETYY9HzoGtqEKhP7G914PJmTOpvhsRjyvO61ZtMExTFhGJhNy3w9zGR0YUx0LByE5HvldMOvi9YxJKnAslFziOMGknPow0+mCwX06A4P5ORz2QCB4m3f96yZqT/TdsH72z4q4lL3//7/99/NIv/RLOnj17U++3bRv/9J/+U/y9v/f38CM/8iM4d+4cfvu3fxtbW1v4zGc+c7cO867F5lYWV5c3cOzoFDLpBKKRGLqdCdiWF4ZhYGIshcWldXh9WczN6ReZg3g6PYKPfPhJfPQvvwc/9sPP4On3fBDTE48gEQ/AF7gMw/wamq0cABPRyAk8fO6X4fcFUChfQbtThQUb3V4HltWDx+NFNOqCbcuAlc0q5ZkDQ6+n1F0nrqBSkQmqXJYvOgF3NE10u6VMT58jMg2KRUlWLEs+F4vJ58hYaLXk81z5c3XmnPiIlaA52/y8Tq6BgGy3Wu3XeCHgs15XBgdl5qkVkUrJPp1AYa7CSNO1LGXbbG/rSu52gwq6pZK2qbj/+XlV/zxMkZfJjPOzh1U4bhRUv/V6ZaBeWZHrffy4CgcSxGuacs6DHkinTsmKGtBjLRaVnsoW3e7u4WyziQkFdbLFUCop3oFifn6/nLdhqAEgK0+HYV6cE2i9Lp+hN9PdxJHcyWBC1+0erlFyJ4MT9sbGrYOEg0G5h8GgJFqXL/e/TnYQE414XO4HK3Yej4wdTJy5SGCCykS92ex3pPb75bq02/J/JrLCspTvA9tUlYq2j7a25Blrtw9nxVH52zk2DeOdEfcM5mV5eRk7Ozv4wAc+cPC3WCyGRx99FM85ebED0Wq1UC6X+37uhSBlOhhw6pq70O2OotuZgD8QQKvdQbXWQCAgFYpEQr/Msro04fOmMDM9hmeePINIOIr1dR+qFQ+CkTyWN/9/aLQKgGEgEp7EyfkfxUhqFgbK6FkNeDxeuFweWL0u4nHrwCZgZUXBr6mUTPh0buUgQqVMQNkor74q7tL0Jtnbk4mVku65nGx7bEy21WjIBNJsyoCXyaivkFOIin3yVutabRXSipeWZL9zc1q5oFZJu92fWJw/L9fxtdd0NUWWDT2PiDVxruIJmKUcPhM54nLa7Vtr2TjD2WPnyrBaVf2cQfsAv1+SKIJ8KWjGz9Zqt1bqpvotXX+LRe31z8/rqpfu2LzGgwykkye19VcqyTFks5IM0vMGUHbTYNx3nz4HyaTc+40NOVdWtyhSt7ws/2cywuTLGU6sC6tq5bJqjnz+83ePxXOnY2ZG/r3VxPRWw+VSbNXt2BNQ/ZqMnsGkntYe7bYkERSCrFTkM6Tnk2FHN2q2sqkLQ7NGCtLxdbamaCHAhRerwuGwPH9sSXJhtb5++LPA7TWbd8fpexh3J+6Z5GXnu8vkURrOfDdGR0cPXjssfv3Xfx2xWOzgZ5rfnO9xkDJdb0jj3TB6cHu2AFiwbReatVEE/WMIhwLffV1WplwVOdVDez1gZGQEP/TnHsTM1CgqVT+2tkKIhIHVzc+g3aoAtg3T9CIUPIFI+IT0lT3t7wrVuZDLdQ+0R5wVmP19mURiMZUspz09EykyZTY3gW99SxIGarosLMhAGAzKZzY25O+plHoqLS3JamtkRCbwaFRW55ubsupJJlVpc1BbhYA9tgSmp2Vwyudl8JqdldecJexQSCd+lot9Pp00q1X5PxVoGUyiul1NJEdG1DXbst7a6iwaVfVRbpeqoE77AE4GdMEm04fHRtooP3uz4XaLAq/fL9eeNHWPRyZOr9dGudZBJN5GJNZFs2njO9/pZyCNjkoiSLVUandsbCg+ge29w9yxDUOqQNHod1uk311VLy7Ks0ETvslJud9Xr2qbk9VJp00At9ntaguy2VSmSj4vQnfvhKAcPiftuxn8ftbr/TpLNxsnTsh3t1KR5MD5naUxJ6si8bh8xwG5N8R7FYuaqFK/xznuENxer0sS5PfL7+Gwjgtc/DBJoQN1OKwtYPqEMYE5LDjuXi/BGca9F7eUvPzKr/wKDMO44c+lS5fu1rEeGp/85CdRKpUOftZvF1l5h4OU6a3tfdjf/TYYhgWPdxOmK4t8sYzJ8ROolDN9ZWKPR8rzlMrnKsSygFh0FB/58BP4iR99Ej/04afxVz/6N/CX/uIjKFbeQK/XRLtdQ7dTg9vlQzg0DpfhP6BJ1+vmAZLf65VkxTAs7O72sL1TR6fThG1bmJ3tl+M2TdVkoKAbnYtpuNdqaS+62RSwZKEgA8fRo9rLp8LqqVPyt4UF7XV3u5oA5fP9/WdWW5aW5HPHj8vvOzsqBNfrCSOKcfasHPvysk4Ex47JZLmzo0J9q6v9E8XMjNIwQyFlydi2DJyUPb/d4CC5syMTNMXqbMtCxsjCLGRR2ymjkJcLQNDz9rZMFqRXUzL/Vlk1BPBSG6NSkXvVM5ootQrIlkpYWq+ibRZhGQ0US1184xvXMpB4HqxG7ezI/en11D+p2722rQDIOZw/rytn4jAWFuS+sI1ENeCdHfm/00jTGU6hs7NntSJAQPjLL79zlHfZ7nC2NO9WkO12PTXaG4VpysJhYkIWQNlsP+B+YkIXSbGYUpN577a3dTHB9pFz0eZkJtZqMiZMTamdwuiojEt0MWdsb8tnuI1kUr7fW1vynSZVezDeajVqGG9/3FLy8su//Mu4ePHiDX+OsvZ+izE2NgYA2B2QNN3d3T147bDw+XyIRqN9P/dCOCnTVxbXUanU0O31UKnUsLh0BcHwLp58fB6AieVlncgZqVS/ki3AVbaJaDSJE8dHMJJJIJM+gmisLcJvgQAC4V14PHtwGQYAH2z4YKN7QBdmFaXdaaDe3EC9kcfebhd7ex1sbZfR7ZWQySj9lFUYSrcTUJfNyqo4ndbVUiKhFOOLF9VY0Mk6unRJkhS2ULa3ZTCh1kevpwwChtPEjlLgdD+u1XRVzlYYQCG+/qSGrrakUhJ0/Oqrui/DUHwMy9SkstZq2na7/edCwcF7e1KBaO/msPy7X0PrP/0+pr/1n2B94xtY/8MX0FrZhGn2t86oq7K/L8lVt3vrIM+pKWB01IY/0MXrb3TxxkIdr13NwfJU4fMZiMUM2F03fJE6umhgP9fFV74CdDsWrL0srLV1HItnceKE1edPtbmpho2jo4rhOMy7JxgUwUGuzvm1XV1VrQ5WZvb35ZkioJgtLgafv1ZLPkvdlHxefq9WgT/5k1u/V9+L4PkRW3Y3w+PR1srtrPmo1pzJyLO8taV4nWhUvvPOatjMjNyPclnbjrTDMAz1O+J58ztfqch202kZC2jSyKQnHu93oF5b0/0Wi4qXIZPpetg1ZzXqem7aw7h34paSl0wmg1OnTt3wxzvYlL7JmJubw9jYGL7whS8c/K1cLuNb3/oWHn/88dva5vc6SJk+c/888sUKlla2kC9WcPb0PD7+0z+Mxx4dPQA5ttsy8Du1HlwuwRiwGsD2CXETtg1MTsQwkgmg2d6Ey/TBZYzBH7oIl2cBgCjoul0B9Homul1ZcXe6XWT3bBSKK3C71+B212G6bPS6fly+1IXHUzlgELGEXa/LZyki1u3KMVy8KP9OTqpmCldL6+vA178ux3nypA5Oly/LNsbGVO6bqyJOeIPaKqzgrKwoi8kwlDFBo0Uny+jkSTmmvT0djObnZbDb3VVvGYJPGdSoYPuLFTDblm3x3G83nIyPcH0buPAyihsV1IIZeKZGMZWoorubxeU/vIju6joCtSyizV108mXs7lpIJFTIi9YNt3I8pVoT3vg+yu0qyo0aXrvYwPKyAY/bxNSRLlxuIBiyEfC5EYy2YRkd7K3V8eX/61U0f+vfofk7v4fOf/kvmL38Jzg+kke7LRMRIPecrTpiaUql/tYTI52WCo5hyL3w+WzUGz3s7HXRbHXR7doH2h5ra6ofMmgTAOhq+7XXgA99SJ6jalXuGynvdxtLcqeCVYu7zTwCtDVZqdxedYrA20RCtrGyopXMREIxVp2O7EvuszyvpL2HQnK/mOwAahNAg9NsVr578/OKAzt3Tt7TaEh1h4yzVkuunculSbFTlXvQhd4Z1FZaWxu2j+71uGuYl7W1NVy4cAFra2vo9Xq4cOECLly4gKoDEXXq1Cl8+tOfBgAYhoFf/MVfxD/4B/8Af/RHf4RXX30VH/vYxzAxMYEf/dEfvVuHedfj+LFpfOKv/zj+zi/8FH7xb/4k/s4v/BT+1s/9OI4fE2yO2y1tFEJ19vakOuFsJUUi8h5KrBuGfEltG2i3Tbz74WPweLNotUuw7TCa9ePodr+Fcv1VwOCsZqLZBCoVC7bVBGAgFj4L0xWE27cCt2cbLlcPQBibmz34fBZMU9tFZEH4/TKBEBzZaskX/ZvflArL/5+9P32WLL3O+9DfnnPOM8/n1KmxJzTQ3RgJEJxkiiApkZQlWbrXDpv3KuwIfnDccDjssL9IYUc4HP4X/OGGrux7ZU2WbJEyKRIQQYBAo9Hd6Llrns485Dzu+X5Yveo91V0N9FBVXejOFZGR52Tu3Llz7/2ud71rPet5lMkziiTguXVLulaGQwlAVG9IOwCmp2V7xTpotkdXUGq+b7oYdBWuKeFWywi5tVoGdOe6ho1Xq5naUZPnEjA9+aS8/6Mf3X3dNjfludWS/czNyf9x/NNr5x/4vjgPtpWx9YPbbESXcWan2c1XySyHStWivlQkbve5+f/5DuP/7Z8x++f/hPwH36f9nRcJ2rs4gw7dG8csusdYZHeI7t5teZ7TH0W0++N3nkdc3m7Q6o947KkhhYJFFNqMhg7Xr1pkh4esWreg1xUZiiBnaniT/OZ1dvYtXj1aJW82yA+PcC69wanL/5b1eoskkXMVx5KBOTgwJT7tXrpXF83mpgS+g2FM4nYZRiP2DiPagwEHjTGdXszSkuzr4kUJSLXt/N2m2ZZu13RotVpyn4QhfOc7Px/tsJq16PUezgR6cmHwUb7vwgWjHq04Je3Wsyy5HsrtMzNjsp+3bsnnVAJAy9NgOo20A0nlKapVw/i8uyvfodpHCgxWn9Dtmv06jpG5ODyUfd0LL6ZjPU0fTuluYh/dHljw8vf//t/n2Wef5R/8g39Av9/n2Wef5dlnn+XFE/Snly5doqNLNuC//q//a/7z//w/5z/7z/4zvvzlL9Pv9/njP/5jCior+nNqtm2zvrbIE49tsr62iP1ugRbEYT3+uKzKtS336tW7uUhOnTItt7qiTBKYm13gr/zKFyhXBiRpQhjWGY2fZnkp4XNPWczPm/7SwSAnTW1sJwc88nSKJD6L4xzh+lewnTFp6tLt5nccmTqFMJTV2WAgqWJdLalT+Iu/MKJrSuk+GMBbb0kAc3Ag7586JU6q0RAH9Nhjhnfm1i3TQfBubhXF46hTefJJw+6bpqbT5WTrtEoYaF0eBEMzO2syLp4n33WyZq/tmArePbkqVMd34tb90OY4sOC3SBod9ioXWCm1SXOLrYFEScvxbexhh04zZWhXsFeXOTPbJt/e5tb/8l0WvvO/kjz/I2787y9QevHfMtg95PLlu2eezmDM27eOef3GAW/ePOT1Gwf85Mo+/WFErexTLDhsXhjgBRnxsU35rauM/69XqP/R/8HpH/wzCi+9SHb9JnOXX2Shfw08j2vlZ9gqnCfvD8ibLUpbF9nYfZ652fTO9R6N5P7tdnNGUcTMwphxFHPjRv6eUohlQX2hSydp0urE+KUhlp3QOPLBG3LYDGk04zucPzdumAzgPYYRUSTZt1/6JRlLmhVS/o8Tid1H2k525j1o831D4X8vMcOfZYp/UUVwZVtWRWgFd4/H8j3K3WPbEkhMTZnSkgZuukDTwEYJEq9eNcHW9raMY9+X/+fm7m6l3901XYOqPt5qmXLS++HFNBslMiof/nxM7OHYAwte/uE//Ifkef6ex6/8yq/c2SbPc37/93//zv+WZfHf//f/Pfv7+4zHY/7sz/6MCxcuPKhDfOTMsmQVqqtVpeI+6cAKBQlytJyh9fGlxXl+61vn2FgrUC1Ps7b8Bb707Dc4d67O+rppbRTzsPAQ4UYbMoiix8gpYNm7JFkXy8rudPiAUXBVMGW3azg41Dl1u6Y9WSf6YlEcxpUrgj25ckX2c/68AZ9evixASxVKPAm6O1mfdl2Dh+j1DDW950lgFIamRVbTwifbd3VFqCBRkO//4hfl75deuvt6bG6ajhXtVtLOluFQnOO7Mxv5h1i6TvtD3CRk7JRwrIz5QpfVUkPGyu4up8YXwXW4FS0RJuAkIcvDK6SDIbf70/jlMZ3MZfdah/BHP2Tr4hbXb4XkWUbn5ja3XnyD3tYugWNRKQm/UHcUMo4ToliiiFI5Z7m4w3TzFo3eLKO+TdiD2eYtTt16kZXXXsQajKm4XWasBpll8ar9HK2kTH7cINvZZfqFP2Lt4r+llEsNbzCAg6OYv3i+x08u7XPr7UsM995i59our7wW3rW6b/dHvHX7kPJMh3I5w8KjWI6xvYTmQQG/GNLqxYxGOXNzBiB8spVfTTmSjo/lmn3hC6bsoLo+169/OImFT8p0fD8snpqTYPCPQgeg+BdlOE4SCQ7W1+W142MTsNRqMpZUSkQJ54LAMPHC3SzPkmWWgCLPDXfM7q7BpFmWLII08IkiWeiUyyZTrAzXKhL5fjpPGiB9FDDzxB6OPTKt0hMzph1H6+sygO5VSlpaMqRghYKWW2wWF4tMT3tYVsDWln2HGlsVhB0nBzJyLMAFpsAeQR6TpSXybJos73LqVHSHe2E0MnpIWhbSlZTvi+PSFdJwKM5LdYGCQJxHGArW5fp1U8J55hk5/k5HApjlZUkvK4trGL6XW0XxP6qF9OST4nQbDdnuiSfknClBnp6rmRlxVFru2dwUp3d8LIFPtSqfP6mxZNuyCtP6u4KntYuiN4j48evNuzIbb986pjP46eABDXh6ucV6sI0Vx2wPZ5j1urijHvn+IelxkyxPqUc7dMKMnxxM0bt2m9LomFIxYzRK6PdTbN8mmlpgNtqB61d54/nb7P6v/4rhP/5nTH/7z1j//neY+953CQ4PcWwL17bIspzuMCTPc3zb4vzhy8yPtihHLXbtMxz6GySZx8LwFkE0wI/HeIM+M6MtZqM9nGGfV52vMM59iEIYDFl9/V+z+da/hnaDOIk5ao1p3OqT/Oll1v7tv+Hs9/9PZl7+Nu2/+BGvfnfvznm4uddhHCaUyzbzK2M8P8O2bcrlBMvOaB4G2F7IcJRiWTIJnSQ0O2maien1BGv1hS9I5k3LSXNzcs/+q3/16E9ICkRN04ejfGxZMiYUGP5RTDMWtZqRBVDBUxA/BYYYTokZlaAvTcVXaLlafY8KOCooe2vLcLPs78v72tOh3ZG2Lfvr982Yn5013ZHqY96PWVfB/SeV3yf2aNkkeHmETUtJqrfz7lKS4mVWVowDWF6WiVhBvY2GwckEARQKNo6TkMRjIAdcyBYhd8HqEkYxxWCZKCryxS/KZ8BoEGkAo85DS0n1usHkRJGZ4I+PZTWkINWrV+Vx8aL8r503GvhohgMMjf1JZ+o4hhW43TaOS7lLlEF3MDAATVVstm1ZicWxEQkE2Vap6996C9JEumrSW1tMp4fEScTBUYRfiJmdzQXMO4q5envE9m6G7zpUSj6B59DsCabk/QKYu0o5vYTjYpnC8RXC7pCbl8Ykb7xNfOkyWbOF1W5TdXr4RRcrych6fYY41MIbkER0ohLVfIcoidn2TrF68CKVV3/CtTdH9KKUaG6OrFTG29mh+pffo3B0iG3b2LZFGKfESYbbaVNrN7gw/BHluI1jZRyzwo53lsR2ON1/FSePseKE2vFNvnbr/8vTx98hT3N+XPurpLkFnotVr7N5/CPO3vpT+sd97Eab6tWrdPcytpuz+M0G692LFA+26T3/GjuvHDAYx3SGYxzbwrEsCqWE6fmxAHK9nEIpJc+heeyR5zlxLBOKBsOl0t3ZF22P1VbjTsdw0miZz3Hknnrhhfs0SB+gKV3CT6G5uq9WKJix9X6A1p9l2lmopHLttlncKNWAlqlAfl+pxB3B2NHI+BGQAESzKmEo+1IskGaCm00Z0+WyHL8C7lViQIkv01TGvAYkxaL4p/frHlQG8U7n56fV/rNkk+DlETfLktbWk6WkS5fuLiVNTxsNoUpFBqiuZIZDcQjK3eK6NqWSh21HxMmQnBxwyKkxHs1hu0fMTPsMBjZvvWXo9pWjodWSgWzbkhlSXEi/b3Ahuj3I91++LI7l1ClxONvb0p5844Y4olrtbnHEKJL/VWm33b7beeh7Wp9X4cF2W7Iojz0m75/sfJidFWekxHogx7O4KN+pPCpxq8cb/+hFwn/yzxn8k3/O0f/7/4f3g/+dvatbvHGlxdHWDmn7mH6zSxxleI7LqO9jY5Hn4Hs2g3HM9lH3PSWkzmDM5e0Gzd6IwHOolAuMn36aUtaAm9fpd1KGXo3YlcnazlKcOGIjvsQmV3CyhAiLPE5Yj6/guOCQUs0PSKKUQafM6uFb2KOIdqOCd+smWRQTzs9Dt0f57TcJXIs0zciynCzPscIQbzyikMQ8Hv+AYtxjbJcYuDVulqWX+VT/DewsJbSKkGYsj6+xGN4gtn1+NPM74DpYpRLuTJ3N5kucOn4e57BJEkKeWey7GxwkS3iHh5xvvIDTabD1/HW2d4YkaSb35jvnqjodUpsJyXOLYjnB8VKyxGY0soljwWwtLMZYVspgkOJ55hxrWUDpAP7Fv5Cg9OxZmQzD0LSXv/rqh9f2edimE/vH7W77MLa+Lufv+PijEeXZtmDKlLdFlaILBfEFWrqOY8miaifY+rohldP9aCu0BjCKfysWJfhQ7J+W1vQal0riU7QFW7lbtKylnXonJS7ej6hPf8tHBTNP7MHZJHj5ObGTpSR4bynJtmWVeeqUDLhKxaROj4+Nfo2o8PpMTZXx3Jw0jUjSkCzNCLxp6pXPEQTFOwFIryeOZnHR4FgOD2U14rryuq5slUxPnYcSTvX7EsCkqema6nQEY9JsiiMqFEwbc7stTmV52egkvfyyORfK2qmSBK5rnMyNG7KvxUXZx0lRcsWw7O8bzpt63cgdrPl7WLeus7Nn0/drNEp1Bp7PzOFNFi/9hOlXX2HmxT+j8MZfYt+4QfHaTQaXm3TfOqR36RqdWzsctwcMRhFbhx32W6azLs9zdo56hFFKrezjuQ72O6Qy1vQUq/E1MmA7WSZJM7JKhaxYJI1T2N9jmKTEOZAmOFEIJZ+V8h4WCfXwiLnjW5LBKgTg24y8KvEQnJs3GTc7dAslsu1dnFYbQL4jy0h9nwwLkpgCCc+0v8NCsoVtZSR2wG7pPF4esTy6Sm453Cp/DrKcxzvPU0x6jN0SDXcJC8B18eyU89t/wUb7NcZuhZFTIs0trhU/Ry+v47WbnN3+Psm161z+y226vZgkyxjHqRxPllGf71OujQlDi6AywvflPkyJ2Tscs98Y4RXHxGlOGGaAQQErN4wG2m+/LfeV6td0OnLNwxD+8A8f/QlpbU3u64fFvWlZhlfooyhPg4y/+XnZh55f9Q268PF9WUyEoYzhpSX5zGhkyj7aKh3HputRqf41yFG/o+rzc3OGvK5alW30ey9flteXl2X89/vy//Hx+2NbguDjgZkn9uBsErz8nNm9SkkKRAUJUJ58UrITlYoBKiqdvuepIwioVquUSx6BH1Cve1QqHrbl3+FcUYZZrQ8vLhrV2FZLsiezs6aMVCqJI1FiKKUEB1nZvPmmPC5cMEyqt25JMPTSS7Lf554zGZjjY3FqSvF9kkFXA5vDQzm+s2flnHS7UmbSVtm9Peh1pQxUbm2xUu0QRRnXr8trK/kW80GHZiNl54e32cyukVZqvDI4Q5KDVy2TV6uc3vk+wf4ug+ISqQ3FfhP3qEH14hsUn3+Z8h/9kNPf/r849eMfUG0fM45Tru227pSPtERSKrhYJxjW3HYbdzQkOb+JtxQQLa1yfeMX6Z+/QBgIMU7Q72HnOYnnU+j3SB2HwfSMcCdnGeXmMad6b4AFx4V1ltKbOHZG7tlYUUSpdQxBgJMmZIMhaZZTKnikWU47KDGancPNMnxyqmmbJ/rP81j/R9h5jJQWoZR2qCWHpJbH9eoz5MDXWv+Gx6JXmY4P7zAMWhZMDfZZG11mPt4msoqMrTIZLtvFc4RWkcK4y9nt7zP91qsUf7yFf9QgjhKi/UPY2iY7OsStNrH8IUnoUJ4eEKYjrl2LyewRVm7j2Da+l2HZOuNIAKM4CS0P/MmfyKSoIqQqDwFyn54kKHwUTbtlTpIBPmgrl03G56MChhVIn+cmGzwcGuoBNRUaPTiQQE3LQtoh5Dgm66LK9Yp/GY3MvrSkrR1Lqs8VBCYAarWMEOjUlHx+b8+UnN+PV+fjgpkn9mBsErz8HNq7S0njsZSSjo/N+9/4hmkdVNr+TkcciYqjeZ4NeLiuS6HgMT1tMz8v26j2EZiMS6MhA3552aRjX3rJ4G2qVaPP02zKc7ksn1UdnE5HWlnrdckiua4c95tvym8YjUyav1437dWOIw7m4kWDbVA+hsNDOQ+f+5zhAymXBU8Ttbpc/ecvEf6Tf074z/8lKy/8C/y3XuXWH7/J7X/0J4T/7F9QeOHf4Vx8ne5uj9q0Q2CFNOMyI2pYOXhHRzjkTGfHpOOY6dZtZke3sfKEFJeuM0vPquO2O1Rv3WD5pR9R7zRIkoydox55nr+T6chxnLuHnBWGWHEMxQK10hC7GDB0awzcgO7yKnGtjpMkFDtN4mKRsFIlLpaIscnTFL/XpdhtkxQKLOa3yXI48M6ymVzEs2LSwMcbDvH7PTLXJQ0K2LbFTKXI508v8tTpJeZ/+9fx52bwR0PIMpw0ws4zzvdeZim6SeY4pJ7PXLKLnSc4WUTmulApscoOdp6S6QV2Xaw8Zy7ZZWV4melwj0raYm68hZfFbJceJ8WhkA+ZG93Gb3co/HiXc3/xp5z94Xc5/cL3OfOD73L65b9kwdqiWE6wsoBiJcLyEtrHBTxfGKMd991kddLRmKYpnpfiOClhmPNHfyT3lGLDosjgZl544aNp+zxMU86hh0myt7kp50oB/x/FFP/S7xuBTcWngIxVzYhtbxvsmipGp6n8reVA9TnKxK1K6ArM9Twjrjg1JQstVSTXAGZrS95TvxSGEtQo2/e9gpP7AWae2P23SfDyc2xaSlpbk/8PDmTiHo/FqSumo143JaQwNG2JcSx/q2ZRkkig8JWvmBJTvy8DWgXjFCirnUFZJmWYvT05noUFycKAYdBUwLDyt3S7ks4/OjK8NaOREMW98YZ818n2R9W28Tz57KVLsh8NahoNcSxraxJ4qR7OZmGX4NYl9vZsGoVV7NVl3GxE9eaPSfYPuDaY4jBzKAyuUzm4SLsNR6Myp6zrWFFMNHaxxyOcwYCsVGI23sXrNBllZSpxm2I2JHU8vDykEyxx5G5ghSF+o8HqW69R9S06wzGDcYzrCFA2Te9ubciDgNzzYBxiWRbna4dsFncl2CmXGS0uMlhaYe/Lv8ClX/6rvPlX/hqdtU388Yig0cAfDUl8n9bKOpQcFsa3Wc/Ew9q2Re64WFmG2+kwmJnDnp9hrl4iSlOwLKYqBaoXzhD87d/Dnp3BIseNQqw0JXVcEt8n8zziapW0WGLZv81qfhMQagNp/QFrNMLyffB8LM8jd1w2uq+xMr5GLW7i5hG5BRkON6tfIPV8ppMjCtYQv90nPPSJikVG07PEpRLTxwc8dfVHLLj7ZESkWU6xlIKTcnzkYds5WDmef/J8ZoC0+A/DCMfLSJKMvb2UV181HCOuK/dREMh4+OM/frTLRyqPoZP2wzBdIGXZ3aXXD7sPVYtptSSYURZkFXydmZFxrQrlMzOmnTqO5TE3Z6Q6FM8E4jNqNdMiPxqZ4CaKZDGlAH/fNwR2ly7JfTA/bzojSyXxI+/3WwuFu7NEE/vkbRK8fApMxQ5Vqff6dSklnTkjg65QkCyNst6Wy6bjRlc2mk7v96Xk9LnPidOoVGRbTdcqiE5xKadPK45GVoaaEalUjGDiO/PknY4C1QlqNKTzSImmVGfojTck+PB9+PKX5bMHB6YElqZSv1Z1Zl01WZYEXgA//EGK84M/Z7Z/C4KA/WyRcZQx3DtkJb5KLWnS6/p0d8HbukXQ3aMwbNC5fox78yYbjVdJ99r4169hjYZY7winLA8uk9sOC+Mt6skhWBDjE2U+o7RAodGk2G4ye/ktFr79J3gHByRpRrngUS8VGI6Tu4C8ydQU0fw8VqtF4DoUfYta0cGyLNIkw+t16S+v0Dl9lnFtmsHsPAff+Ca3f/FX2fvFX+HWl36B7uwiiesynp1n1u1QGrSwEqFg9tMIL4lxpupYzz3L3FSFUsEjyyQbpOZ98TnS/+f/g87jT5FXyli2Teb7RFPTRNUp3DAkLRTorp2id+qM3DhhKDeUbUO9BtUqzuoS9vQU2BYWcK73Mk93/h1uGrI4vEk1aZDYHtemvoiVZpxqv45NROSUGVpzFAo+VrFItLiIPx5xeu8V/PIIkOClUMzI0pxxL8VJYkhS/ODdzHcQhx5BkIKdMxjA4XFyZyJUHhEleTw8lGD6Ubb1dSNK+LBMpRl0wfJRLAgM3cB4bMRXVf3ZdWUbzSDnufgzZcXVbTT4UBZfMGDb1VXTll0qSSZ3NBKft7RkMjjFony38sNoW7ey93qeZHffr1S2tmYWSw9a9XtiP9smwcunxCxLHNzJUtKNG0Y63nEkSFCRMnUGStoG4gD29qQT44tflP09+aThZ1AK/5O8CFtbkpJfW5P9XbkijqBWM45LwXb9vtExUQ2jfl+cjqaBXVccyOGhHH8YGtBiGBqQnSoqa7tsuy3fsbQEQTagf2WPgx9dZ+3wBar7l9jfjrh+LcHptPGJmA53seKUprdEXK4xl2xTjQ7pJWXaaZXp7Jh8HNHulXC6XdzGMYQRpbjN6eh1CvmI1eQWq8MrTEWHlMdtSHJ2g3M4WYaV53g7u8y98AOc/X0sy2J1vkrgO3QHEXGSkuU5cZZzeOZx8kqFarsBoyEFx6KYxVTbDaJCicMzF0hzi0rRpxi4xClEU9MUzm7iPn6e8dw8pWEfb7pOtHGKuFrFShK84RBvHJIsLtH/934dVlckKEozbNvCfVcJyz21zt7v/U0O/sbfov/5LzCamyculIjqNaJqjahQJLVskrlZnKeekFRGtYq1uoy9sID75BP4//7vkn/uc+R3AAsWdpZzvvcyU/Ehy+Pr4FqM3RIpNm4UspJfw8li+mmdMZLPt2ybuFaj1Dhm3t2lPDUmiW2mnCbV3j5uq43daeH0OzjhCDBUzJadYzs5eW7juWDZcHQIW9sJSRpTq+V3MB0qTfHii482m6qOjcHg4UocqBr07u5H/14VVEwS0wm4v28EGlWB/PDQ8EVNT5tFlmZdTuoe6Wsn+aSiSHyP4llu3ry7VV4VqNXPaYlKZSRUnkSbC95tJ8tHHxXMPLH7Z5Pg5VNm7y4lqXBZFBliKMcxPAi+b5xClhn0//a2DPq5OXE42r0Uhqb1Wtuhb90S5/Dkk/L/eCzO6SSbpm6rSr9TU4bWezSSoGRvT7ZVPMLWlkgOLC7KsWv3wo0bEqTo3wrE3N7KSF57g8/v/hFZr89P/G/gj7rU+jvQ6VK//jp+p43X7rDefp25aJfE9rGtjCAeU0laVOMm/ZFL1h3jhUPa7hwZNqQZaZrhhiFOEmPZFtW4yYX2jynHHWaiPQJCIrdMmoAdhoTFMsVwjP/aq+RZRr1c4MLaLDPVImGc0h9GhHFK+cwp6n/jtymcP0Pe6+McHVFJYqLVNca//MtUzm6yMFVmeabCfL2E804JKowSPM/D+fKXCKanCI4OiXIYrm0wXlklqU8Rnj5N66//deJ3WLzyPGc4TqiXCpQLd7O8lQse9UqJxvoZOr/7e3R+53c5+OVf49qv/SYX/+pfo7W6QSkJmR/38DwX/5e/SfEP/lOKf+/3Kfzdv43/e38Nd2Od9Je/yWBtg9z3AYvMccgteY6CAsv2Lc4MXiP3PXIsbGA1voLlOLTTOSzLEuyK52MlMUEas7AUUuMQ/8Yep45fphS2iBMPNxyThyl2mkOaQQp5CnaakMQWXpAK5ihLOW7E3NyKGSUjgiC5w0kEEhR85zsPbFjeF1tcNK3FD8tOqqB/nAn73Dnjc+p10+0zGBhgv3K3aIej8twom7cqkKuchwYih4emJKXt76oMnSTvLGgCo1yt/FSXL8tvq1blc2EoAU2nI3xP97KTwrQPQ7phYu9v7s/eZGI/j1avy4Df3pbViGZDZmaM4qqqPGvtX2vqzabJhmSZlGI01aqtjv2+WbXoCqjblZVJvy8O4PBQnMK5czJJHB3JdxwdyfFNTcl2tm1WPZcuSbZGqxKHh/DDH8r2qkK9tweXLmWcn21xsJfRbvv0Ognh1hUql/41S+0WxalVulaNI2eZ9cFbxKlNx1tgbrwNdo5LynS4S170GOQ1StEhy/F1hnad/cJpStkMs+Mtjgvr7JfOsBjdBMchTxPc0ZDcdXFGQyCnnhzRDJapRsf0ggW2Kk9xevQ6waBH8dxpsp1d8uMG1sI89XKBWilgMI5J0gzXsSkXPCxrnvzsJvlxg3w0pphbbI1ywiSnZFs4jk2cpoRxxvxUibX5GkXfk88/sUZ2ao7hD14g293DDvtklYDjxXM0zz2BM7eAk+ekacZwnBD4Dqvz1bu6noA72aFBGNEdJZRmZynNz2OFMaMwYXRqg9NVh4qVYxULWHOzWPcQGHLX1zj+tV+Hl16gcvEt8nFIYtvklkVUKuMmEanrMZ6ZoXiwjxeOiGpTbNSPCFyLYWiTpCluHJI6Dk65yEzVY2nnO3RaHk1vhY3+mwwrZQbulACMU49M+2dTi3SUUKilRKmNbUGe2FhZQp7ZHB1Y1GbGFIoF4tjFsuT+3N2V+++xxx706PxoNjUli4JWiztilQ/ze8NQxrO2IH8YsywpMV+7Jn6lUpFAodGQ1uxSyWiZua74g4UFWcAoXk8V6xXTp3Igg4H4idlZ2V+3K683m+JHNjfl70bDdCH1ekaDS2UnNBujEgKnThlV6pO2sWFkWxRDNbGHb5PT/ik2LSVVKkKX3u8bEiel765UjCNQxWR15KdPiyO4dk2cpXK7ZJlso/LzIE7CssQBzM0JTf9rr4mjuX5dVo3drik7qQJxvW4CFwXaqRNZWjL03qOROIsnn4Q5t8nRy8fcHl5nJm/QDIuM+9C0K9jxCht5i1ODV7lY+QXeDL7EL/X+KV4xZOwUGLh1ykmHzLJZHF2nW14CO8NOYqwso5q1GCdVIq9ILe7R8B26zgIL6Q7UqjCwsQd9aVMGcBzmx1u0/UUG3gw2CbaVk9frlOIIz7bJ45h8ND5xXaQE9J7rZdtYC0IvXAcuDMbsHPXoDMdkYSJdQtUiq/NV6uW7xUqd9TUqf3vlTvBjFQtQLBM2Bh/o82qaHbrzvZl8bnG68lM/d9LKBY/CqQ1uT8+y8ORTBG++gbW3R9Bq4ccRo3KV/uw8metRAlzLYrSwAHlKltsEnk2apNjtDsPlFfyleYJuh4WdSxSSGqnl0benmA4PSAgIvRJOFpFgji3JLYLjfVzPI7OniXOXdBBRCGOccoFOI6BWT6jXHTod605W8Sc/kclJO14eJbMsWXwcHclkPDv78L77/HkJ7La3JbP7UQKnIBA/0OuJT5maMlIf09Oyb8eR1w8PTfdRkkjA1GoZBu84NmrSw6Gcj7NnxU8ok28QSMAyNwdf+pL4wE5H/o9j+VyjYbLAritZreVlOd5XX4Vf/MX3/lblwrl5U0rXjz/+sU7txD6iTYKXz4BNT0v24+pVCVYaDdN1NBgY+n51CpodOX/eYFUsy9Sj41hWJFpvPsmuq+A+lS64fVu+Y2/PlKzg7pVWuSzH2GgY8O94LE6tVBLH1e3KqusnPxzyxcEPyPoevdIcmVuG4yuUByHd0hTb7hlWszdZS65xO3uKxHZpufOs9t7mauVZdovnON97CYuc3HU413mBtFDASlNy22E+2aXnzJK6PrZrs5zcZpwXsclIF5dIggBne4uRX6C2v4uVJjhpykK4RRhUWbSPsSsVrEIV+n3y4RDL8ySY+JD2/lmae88cJ4MfkACoVil+4M9/1O99z3GcyOAcrm5SOn0Gu9kkvnmb4q2bBIM+5TTG8Wz8Z56mNBzgxQn9PGGcOFhhSLXbJq5W6T/xFGGY4u/u44djlssOyXgPLCglXVxidjlH39MlcgbYZFZASInyqIVvDTgsniEmoJAc0enMYpdsxmOb8lRGsegQRUZH6LvfhW996wP91IduCwsyTjTT8LDMccRP7O3JpH369Efbz+ysBBo3b4qP2dw07dgKzD9zRp4bDcOcDab0owugk91IR0eyyNGMrWLkQPblOALsvXXLSBBoh9KNG9KgoIKzMzMmo3P58r0zceWyfJcGQA/zWkxMbBK8fEZsZcWoqHY6EqwcH8uAHQzM+62Waam+fNl08wTB3QGGdhPFsTijwcCA6BTDEsfyPdoKrYFJlhkBRiWPqlTEUYWhacvW7FCvJzXtTjujvT3i+fgJlsstZtI2YW+IFTvYpRIz0TbH1go/rv0mXxv+CRujtzh2liknHVxiZuID7DQhs20yR259O03IkkRKDrYNecZ8fJvM8sGCctqlHDekZOS55I5DNj9P6/PPUX/lxzgFH3t3j5nRCGoxli+YDeKYzBKKYvuJx7HmPpp3e78szYP+/Mf93vdkcKpT2F+YJv7is0xnETU7p1SvYM/PSanrhRfxdnZJx0My1yN+7DzHZx8jLdcFy4LcL2GcsNy/yDhwCNIh1aRJgsvIeYLcsuW6yS/AzSL63ixrgzfpeXMMqXPsLHGKK+yPNxnmFYp+ytyczcGBdee+V8qBR3FFreKU3e5HL+F8VJudlSBhODTtxR/Fzp2TgOH42ChEa0DSbMLnP2+IMOfm5DnPTcAwGJjSkWZvVX5AW5qVwE47khYW5HFwIL5JW7E7HaOftrYm36NNCKoqvb5+7996+rTcJwcHxs9N7OHZBLD7GbFazRA2PfaYDDZVo9Y6sfJJnMygFAriADzPsH1mmenMULVqzzPYmTQVh6PBiu8blk3ladjflxWWMmBqSUm/w/OMwwjDnDffTCm6bbxxi17ss31c4PJ+FW/vNrX+HkliYbs5fjbCSWOueU9SSrvMhTtEdoHE9ZhLdpiym4SVKuNqjdT3iQol2vOLRMWyAIKBitWlPj6QSTNOwLLJikVwXJx2m3BunnBjA+/cGTzAffwCdrWCFY4hScjTlKzbxwKsuTncr3zxntiQT7vVywWeODXH06cXeWpzgadPL/LM+RVWHz9N9cIZnMUFLNvGWVvF/72/TuHv/C1K/8HfhL/xu9x47mscl6coFzxmakXS+XlCPyAfjbBsi3ODV1gdXcEiZyHcZj7apZgOMVIBFl7cAstit/QYC6ObWHlKmkBnXGUmvIWVRjRacNwaU6kkd9ikBwMBbD6q3UerqzKOPwm145OT+kflxrEsePpp+Xt72+gQ+b4EFlq6Odnx0+tJlkZ9iWZgfN+AfrXrUJWo1XcNhxIsZZlkk7XjcmXF0Dl0OrKd+p/9fcNL9fzz7/87Pi4XzsQ+un32POpn2BYXZZCPx7KCWVmR5ygSh1Eui2NQG4/FMaj+h22L48xzCTZ09XP+vNEymZmRQT0eGz4EBQJPTclKCswKd23N8EkoD00YmrbGYinFslOiCC5dCWAcUYzbjJ0KDX+JK+XnKIdNVjoXyTOYzvaZi29DmtNz6sSWx0HhNFaekzguiesQT03TXztF6vrEfgCWQxoUSMoV4tk5skCiOisck7sume+TlivYnQ5Zuczx2cepVyuUvv4V7GqFvNvDXlvFeqeWlh8dizLy55/C/+3fwFlb/USu96NgmsGZqhSoFP2fWvKyF+axN9bYISBMcqMBhUWnVKW9doocS0QcLQsnF0R5IekxHR4QJCKjoAFMo3yOYtwhtT3K0TG16JjYCuhaNQqDHlPxMXaWcnzkEGYjEYJ0zL37ve89xBP1IUxJJpPk4asde55htv44ekuLi+JL+n0JYGZnDdbk0iXJzijlg3K7ZJn4p8VFs4hS/qlqVXyZ4vGSxLRCa2ZYaRaUr6XblWxMEMh+trcNDqffl/e1A/P9gpOTXDit1kc/HxP78DYJXj5Dpsh4xzGrnVrNUGdr1iRNzaqj0ZAgIggMpfZJvZFm06jB1utS3pmZke17PaOGm2WScp6fN7Xr42Mz4JeXjRL2ePxOmclJSbIEP0hwPKHiP/LXafrL+HmfenrEyK3x47nfpuEss9F5HRybzvQymWPjpimtYJmhWyPNAXJSx2VQrOCPh3RW17n09V9l6xu/zPFv/TbxhfPk09NEZ87QPX2W4dTMHbXjrFRivLrK7nNfhdVlVuerOOtreL/1GzinT8mPqFWxV1dwv/plgv/09wn+4//wMx24fBS7lwZUlKSESUbjuS8zXF0jDopktk0OuHlCkI6oxwdYloWdp9iZ9D8ndoFvHPxTCkmfTmGZ5dF1bFJCp0aeZMw1ruEOu9jhiMauDe6IIMjuKCGr+OmjaBsb8nzz5sP/7oUF8R293kcPnmz77iCk3TY0CZ2O+AZtqc5zw8ztOALkXVszvirPxQ+p7hqYVunpafFfzaYRdVTpESXBq9fltX5fslmLi+KjlMhONeTe77eePWt01B4WA/LEJsHLZ85Uu8iyDFq/VDJYlJMriSgSB16tGoelom0KiBsOJdAoFAwPzFe/ami/k0S2Udruft9QgJ+UJRgMTACTZTAc5rQ7OVgplm3h2TFeOgI7Y2wVOXQ36FtT1NMmfX+Gi7Wvcct7nNl4i7BSpj27yCCoUsw6HJY22Ck+jpMkeOGYSuOQQanKjae/SOf0Way1NXjqSXrf/GXitTXsLMN3XeLFRYbPPMvub/w2t//qb7P/C9+kfOYUF9Zm73TdaMkj+Dt/i8Lf+vcp/Cf/EYXf/4/wPv/0Z7JU9HHtXhpQWS6aReHCAju/+KscPv0M4doGSa2GbWdgQylu4+QJjmhkwzv9YJEdsDa8SGSX8bIhs6NtcsviRu0LOHnG6vgyWWpjhRGtvQiyFm4+JIkSOp2My5dNAP4omXbH6Lh62HbmjPiAmzc/evmoXpfsi3YfDodGTuDmTYMhUVVnZdB1HPFjKgSbJIZwcHpajkuzw/pakkimaDg0+Dota8/MyCLOskz56GT3pJaW/vIv7/07TnLhTMpHD88mgN3PmM3OSkBSKIhT1rJRvy8ri+Vl+V/TtIrGv3DBaBYtL0uro5Z31HFoFuXzn5dS0sGBoe3XFVKrZRyQCixaljgM5Z5xHBiHGXEEaeYR+AlpauGS4FgJWQoju07DXSG3LGbjHXLL4nrlORrOBrOjXWI7YDQ3izscEFkl3q59g741x2y8RzAeQxSSY1H0XWrlAMuyiBcX6czP47bb5OMx/dzm/NPnmPG9n9p18+4un4l9dDupAWW7MnvZloVlWWRZznB2jt7XvklORJDERE3obIUUbl0jyMbYWYLl+AjjrsNrs7/Ohd5PGDsVYqvATLRHJ1gitTyO/GUCIubZopEsQw/8zhaB49J0VhiNXA6TjD//bplv/nJGlucfuvPqQdqpUzIOt7bMpP+wzPclqGg2ZYyvrHz4fczPS4ZFS8VHR5LFmJ4WP7GwIIFDEEhGpNMxpJuVimx75Yr4MW0KqFaNnEm/L0HQ179uuKd2d8UHFosSOKmUwPKyHMd4LH5rfd0szo6ODJHn1atS0nq31etyHpJEvqde/zhnd2IfxCZLw8+YKVeEAmJ1UJbLEqyoHL0qtqpW0pUr4hQ2NuRRqcj747E4sELB1KZffVVSu3NzArJTiQIVRlM67zSFOMpwCfGtMZ1mjO9nZBn4fobtpiQxjIYOWJBjkdo+RW9EKetg5wktZ5k99yyJU8ALBtyae5pXFv49ts59ATcIcRyLpFxk7FZpemvsVJ+gvbCEH45ZvX2V6XJA4J+I4W2bZGaG8cIi6cwMnu99IMzGxO6P3UsDyncdAs8lilPiJCPwXaz5OeKVFezzK7Q3z5J+8+tUpxxsK8UiFzwMFgeFU5zqv0IxG+JYOavjKyyNr5FbFq3CGsWoTaXfphYdYScpx/kKxe4h1cEeeRTRPorY+fEt/uRfXeeVq3u8fuOAt28d0xk8ZLDJPUzZYt8t2fGwbHlZvr/dvrca888yBce6ruFeuXnTCMlalvijJDHBiVI3eJ4ETAr4Hw7lONbXTVlaX79yRVqhXVf2Xy7Le6ORfFe1KgHQ6qqhjzg6Mg0O2rIdxxIsvh+QW6VZPo6UwsQ+uE2Cl8+gLS7KIFPV1VpNBnQUmc4iLSkpu2WjISs85XTRujCYss/MjAzwgwMZ4Ekiq5yzZ8XReZ5pdXQcIE8Zj2LigxbV9m0Kg2PGh13yJCJOMyw7wy/E5LlFnLlEThHShCE1PC/CdyXo6Qcz7AQXaAQb5NM2kV+i0Zwn7TvkBZuq3cK1Utr5AjEVjjkN09PMDzrYrfZdQonw0yn0J/Zg7Z4aUOQUA5ccKSEVA48ciJOUYRTiuTbV9VVqX3oct1LCtsBGZo/UCdivnscNLFw74Uz4KkvxTQrpCLKUgV2nPt6jHh1hWxk5FjvFx5kf3sBPh2S4REOL6GKf+PYxAM3eiMvbjUcigFHZjN3dh//dJ7V+rl//aPtQjifN4MaxLIo8z5SjOh3xGwqK1aaCMJRgRQVfNbhQyv9SSXzX9rb4to0N8Wc/+pFZoCkGRr9vdlb2pVi+SkUCkZ0dyTRp99G9SmWOY7qkPur5mNgHt0nw8hk0yzI13nrdtEi7riGNO9nmbFkStLRa0iK5vy8pX+VXUKdzkiZ7Z8fohFSrEticOmUcRdkd4+ZjMmw61Ej9MtPBACcakg0HREMI/JQss/GLsWQ8LIvIKmPHMWFaxs9DPDukmHZIbI8mywxaFWwnI3BHbFvnaVqL2CSQ59hk9PMpUjyO/Mcpuw7FLL5bKDFJ6Q6i96XQn9iDt3tpQAGszlVZnRUyOtWFmq0JY3DR95metinOlLHKJQgK4ECKw7XaF9m0b4HtsF14gsfaP2QuvI0FjNw6PX+OenJMNToitVxSy2O39Din+m/iZhFjp0Y49Gm9GDMchVRLHmGUsnPUe0/g+7BNgacqcviwrVCQ8a3Cih/WFEs3GIh/UKkG35dnzdDOzcnvu3LF4OLi2HRQKudLvy/bVauyD8eR/dy8KSBf3e+NGwbnVyzKecwy+Z5yWd5rt40PjGMJgrSx4fLle/8ebYoYj43O0sQejE2Cl8+orayY7ItKzQeBDGDFonieDFwlk1NWXt83Ks6eZ4jpVAl2OJTtlaXy6EicwtSUrEwW5jPS3oAqPSxyYjxacYWhVSYIMkpZjyAPicMAz0/IAcdNcZwUbIvQKuMmIWlkQ5RjOyluEGO5OcnYp9+sEKU+Jbp0sjma2TJ155iy3aNit4jsGp7lctu5wOra0nuEEmeqxbtAuRN7+HYvjphnzy3z7Pmlu1574tQc1ZJPmspEJtxADpbj4TguOC67xfNUBvuQpRx6G1SzNgvhNm4ekVguThYTWwXKSZdK0iQDhm6VjjfL3HiLHItmsEQ8sOm81CZJc0oFl85wzGD8CaBl32Xz8zIWj48/me9fXxe/cHz84cHDCvQvlUxm9iQObnra+Jw0FX+i1P7FosHeFIuGbmEwkNerVaNN1GpJAPPss7I/7dLSctT8vARBGkR5nlGx9zxDG6HSKrduvX9wouWj7e1PJqD8rNgkePmMmm0bnEu9brqIlNFWVak1jQuSSh2NJFWsjTSq9ByG8hlthe71DAHVaHQ3cVQ2jljOblN3RxSIsMgIU5fhyGYU2jgkFPMuNhlW5mHlNgVrhBuHeOmIzHUY+TVitwBWRpwVIbdw/QTbi8kSh25/lmN3FT8ekuYO+8lpAjsidadZqUSMhxBOL3IQrnBmae49E+IkcPnk7V4cMfd6TcsIuurNMpmUPA/AIQym2L/wK/jFjMQv0nWnOT14hVrSJLN9Rk6dIB0zP77N4vAmc+GOkDcWNlgcXMXPRqS2T8edZbid0W4nOI5NluUk6ScPbpidlfH4SQUvliUTfp5/NOVp5XQC08as5HNhKP/3+4Y88/DQLJw041utygJJRRVnZw2hnXY99nry2VOn5Hy9/LJsp51MyqTb74svc13TBaVA4Nu3jZTKq6/eG9uiZfU0lQzPxB6MTYKXz7CtrYnjUQBbmhqulSwzgN6TtP77+5KiXl8XJ6DtjIOB1JI3N02KV8m0FATX7co+g6jLqJ+x3LvIXLgFaUoaxzAakI5ikjFk4ww/HuB64HsW+cimkjXBsbHJySybzHEYezWcPCKLIU9tPC/DLYyxrZwOCxy6a2SJy4w3pOOcZ9rLSDohftEhWz9Nv29z/bqFlU1AuT+vpqvrKDKdbGBW8GnucnvtFyj+6imGm2d5dfO3mOGA+fFNMmxSy2JhfIWp+JgnOj/EzWNqSYMg7XNQPse57gs4WcTQqTJIKmy97hDHKbZt4TqfvAvV8q8yxX4SVirJI0kEH/dhbHFRni3LyB14nviiVkuyHtWqBA15LoGG2mAg1391Va6/Zm9u3ZLjqVQM8VyvZ7Il1ars6+WXjVRAoyFlLDACkbYtWeYwNAHW3p5pbnj77Xv/ptlZA6Z+FFvtPw32yY+8iX1i5jgGUT89LYM4CEymRNH3WvfNc1ndXb8uDmJ6WhyPMlvu7ooTqFZNzVmxNAcHEtS4gxbO0R5h5tF0ZplO9qmHB7hZDLlFOevh5SEZDukoxRn1cQkJGDF2pvAIcUmxycmxgJzYKeOmIaQZcehBbuOWxthBxtiu03TX6SZ1ClGXw0GZbm0d7wtPMfKn76S7b92aMGT+vJrKSHS75h7WbhWQ+3Z/zyEsz5DMz3C48Tkaj3+OleQ65bRD359j7Nax84SRV2dleAk/DSmmA/xsTCkbsjDeIsOjb80y7Ntcv+I9UoDu5WX5zXt7n9wxbG6Kv1ChxQ9q5bJcK9uWz2vmd3b2biK8J5+U94+OJKDQrIv3ziUoFg2D91iUOkhTCUiUkC5NJbOizQraoq16TevrhkF4ZUX2n+dGm200kn17nhzbzs77+41z5+R33b49KR89CJsEL59xU5AcyOAHGaQqcqaslUkig181VXRy8H1xPtWqvH/1qgxwZb+sVmX1U6tBq5WR3rzFcr5N4hfoJyXs0ZB6eIifhwTZACeL8PIxhbxPlkPUy4ijBC8ZYpNgY+PaUCDEJiXHwSIlwyFLLSwnJwk9stjF9RJKU8ITfuytclA9T3/hPNnmOW53ZpiaEsdTKEjgtbMjmaWJ/XyZ4xig56lTphwKZvIZj22ysEh9ZoRt27y9/k3mqy0WxzeJ7AJXq8+xOngbLwv5QvPPKaRDHBKsHLreDE+3v02QDUgsn/6gSK8dUCs8OoBu2zYdOcPhJ3MMH1Xrx7IM4V4QSBYpiuRZmwiUu0UxMe22BGonle5V80mFZC3LSChoV1S/b9SkZ2beCWz3xU+NRlL2euIJ+b/TkQBEM8eKeQlDKYnX67LvS5dkn+8215UyeppKADOx+2uT4OUzbpoZKRRkxaGcLMOhDPRSyWRndNtOB156SRzm7KxRcvV9qSnPzoojODwUp3LunDiKsDXCbx9yFKyw5Nwgw+Y42BBsSx5DnrE4uEYp7eET4+dj3GREOrYI7SIBY3LAI8SxwWeEQ0yODVhYNmQp7/DDuMSRh2M7bG7aBEWX7rhAZxSws2vjOJJtUVCx54kTOziQ1yf282WOI5PE2prpUMkyuV8lsLEIe0VmF4Sx+TheYeu5rzBtHRJkI4ZOnd3KY5zuv4Kfj3mi8xdYOZCn5NjsVR5jM3wNm4w098nCIlfeLjxSfB7r62al/0nZSYbudvuDf05LR6WS0SPyPPlNaSqBymhkSOu0zKNZES19u65khNNUMiPz8yaAKRblc4XC3WzfjiPnzHHE73U6hkNGBRy1o6vXMwu3RsOoX79f99H8vBxTv//oCn3+vNokeJkYp08bQqiFBQNwU+l45VKIIgPQ3d42EgPFosG4xLE4BBVovH0bLl3KqGQdZtNd/GGLIG8QeQEVp0Mh6TPyahSSAbFdJMhGrEeXmM9u41gJNinlIMFyXRICAicDUshiwMElxU9H5I5Dbrk4To6FhW3n5JnNsOfRbFqsrsoxjUbyO7e2JGhptcTRaVlsb89o2kxSvT8/FgTmHlTeD9s2jyyD/T2fujfHdN3FsV2ai+corCVMW/sMClO8svItkkqFzHFYH15mZXiZYj7Ec3NCr8Z6fpsp+xgsj/HQo9OBN9/8pH+5sZN0Bx+FNO5+2dmzH56srV439PxKaFkoGMHXKJKxurRkrqllCeZkODTZ46UloyZdKBhqBtc15JzNppFEGQwE25JlMvbDUJ7rdRNQFYt3S6IoY3gYmiBoe/v9s7b3Q4l7Yu+1SfAysTvYlKkpeag2iNatPU9eB95hvxWH8fbbpnQExiG8/TY884wEPuPWgN5r19n+zts0fnKNwt4l1m7/JcW4zYx7SICI6sVOESvPKScd7DhmdrDD+cFLFPIQ24JCCYqMiBOwMguHGLDw0ggcyF0brJwkdskz6x1nlt8hnNIUs3ZRjceCddnaMqA6Zfbc35f3Ll2aMGX+vJiCdhXACQawq4Dz0Qjs3OeXvlZmcapMMVsje/YppstjfDth7E6zs/gcWbkCns1KdIXU86RFv+Bxq/I0j8/dpFa3CEOLnR1DW/+o2OamPH+S2cOTWj8ftPvIskz2bGVFsifttmQ7lM7/Drklxu+otInSO9i20SpSIcbz500wow0JYFhz220DFD44kIxKvy9Bx8yMfHZz8+5FnbKJq3DtYCABzL3EGz1P9pMkss3E7o9NgpeJAaZzqNWSgRoExnmoM9LBrnXl7W0Z2JWKDH7lbGg03iGairtUj65Tbm/RzjwO/GXeqH+DUq/JE/t/QcHqshpdxksjcmxsEg7KZ4jtADcOmervMhdtUxnuU+wf46QJ1bSDnUbkmY2Xh4ROQFYo4hYcbBt8L4XcJs/A83N8z8L3xeHs74vjUnmDNJUg7NYt47AqFfntBweaNbp3PXtij5bp5NPtyvVVxlQFgSpua3sbfN8iCFzCkUu6uMziL84zV+wyJuB176vge6RTdYrLNnbdolNdwnUS0mIV57FnOH/exbJkLBwdwU9+8ugEuUo4GUWfrMLx1JQch1IvfBCbnTWZXc2euK5gWaanTauz40iQoBmNbleug2ZfqlXDGN7rGX4pDWyVFE/VpBUzo/QPUSSLmk5HAp9y2bRPKy+MYmeyzJSdj44M+d27bWlJvrfb/ehK3BO72ybBy8QAo5OidN1aJkpTeQ3EAajTVhbJixfls7oq0Trx9lbGYusiWRwxLJYoOy0sK2NcqnO1/iWa+Srrx2+wlF5nfXiRhdFNRk6NrjODlWZ0nHnILKwswXcSVqrHBEGK46YUnBFO2SGpzZFXi6SOQ5ZZ+H6K7eRYTg5YkHnYtn1H6iCKJJWtrL/a0h3H8vqNG/Ke58n7w6GsHC9enDicR92040RJxrQMqCBzZWDV9P7yMpBbdFsBrM5QeGKRvFyiPbPJ9V//Dxk98xx+qcTp7DoFx6a4OE/lsTP0WORLX5LJKI4l2O904I037j6ePM/pjyLa/TH9UfRQmXjX1uS37+w8tK+8p31YsraZGXne35e/tVSj11F9jGZoVMtI1Z8HAwP8XVuThUirJWP7S18y6tSafen15D5QeZO5OcPtMhoZsk2llMhzQ5p3MtsThvIYj+U43i/rdT+UuCdmbBK8TOyOra8bsNzyskwA+/uG9l/boqPobs0jVafW7VwXmrsjvNY+BAGd0Me2cqa8NvVin+b0KTrlBQ6yTdLEYyN6i6c7f46fjeh4C7T9earxMa3CIm4aY6cJGS5rlQOmy0O8NKSYRiwu+tTKHo5tC1ldAjk5rpdRKDi4tsN4LI6lVDJATi0LxbH85kJBHFK7LcC7RkNWZVoLf/NNeOutCd33o2wnyw5KuAgm+6LkdaOR3L9nzoDnOfQbZYbjhOVTEfX5nFFe5M3hU7R/9dfY/qW/QuE3vsrqL54jOfMkU2u1O2XRp54yk+HNmzJpNZvynZ3BmLdvHfP6jQPevHn40MUcKxUDEv0kJ8kPS9bmOCb4mJ+X89vrSbZCafuVbyWKZAzPzprSjgJos0wyxSf5W7QNWjN0io/q900gurNjdJH29uSY41iORfEv2qAAss8sM0rSeS73QKsl+323KRtwknyyLe2fFpsELxO7Y4rYtywZ0EqFrTXeMDRKskki243H4sw9T5ymgndbbYtuVMC1Y9LcxoozgnCAHw+pFMZ4cxZRqcx27XEuzf0CJb/PSnqF1HUZFmcZFWZw7ZRq0mIYBgzSAkkKRXqslA6ppR28LKJW9ZifCaiUfKpFj8APKAc+lZJzp61SlWgLBcMp0e1KsNLpGEepQm63b0uwogydlYqUj155xUxQE3v0TCcu1e46+boCPJNESoK9HpRKFgU3gMwls0eUKyIC2uvBwXGGvTDH4hce4/yzdWzHZjSSe6LXk1LGyor5jv19eP11aHRGvHnzkINWH9uCctEj8JyHLua4sCDn4uDgoXzd+9qHJWur1UyQqZkXy5IARUu9INtoNlS109ptwzFzcCDl72JRgpzdXXj8cbMf25axXC4bhl4VcdTsyt6e7Kffh8cek2MbDuW6a2Z6ODSt3CpLsLsrPuRepcSTStxheJ9O8mfUJsHLxO6ylRXu8J/UajLId3Zkparva6ui4gi6XUP/n+fv4A1sh5Y1S3V8SDDoQSfkyZ1vs3B4haDZZLp7yHp2hcAaYiUpt6pfYNnaZSO/Do5LYrkU8wF9f5ZS3GQw9hhnAYFrUayUOe3cYr42fkfTxGZ22qVa9SgGDmDfcRzlsiGo6vXEQWk9fjQSx9ZsioNUfRPXlddefFEc5MyMZGK2tuB73/tkFHwn9rNNA5YwlJWyAjjBrOoVz9BqCWbCcz2s4Rwz1SLTiyNK1ZDx0GH/5swdfat6XYJ5paoHCWS/9CWZjOL4HdzFccyffrfHUXvIMIxp9sY0uyOyLKdW9h+qmOP0tJmgP+kSxYcha5ufl+eDA8mUTE8bUK4Gp9ou3evJdSyXJUixbQkglKLh7FmjBL23JxmYxUUDANY2Zy0T6/3Rapl26xs3xE90u+IDi0VDfKeUElEkxxWGptR0fHzv9umTStwT6YCPZ5PgZWJ3mfK1RJFJs7bbsiIJApnM5+fvrj8niQxU3z+BNXA8IqdIcLiHG4f0nTpJscRMvEvQ7TA8tin125zuvcm51sv4pEROmdSSrqF62sLPEpasAxY5ZqkwYLroMHQWKRCRuQHTsw6bm+K89LuLRXloCSFJDJYnju/md1CtlKMjycC02+LsNOukmJ7Ll2WSqtfFOf7FX7w/LfjEPjnT4EVBu/YJ73YSM6Hsq8rxMej5PLY+xzeem2FjLcBzXaykiGcZfatz5+5erWvXydqaTpAp167nHB/ZOMcRU61jSr02ozCm0R0RxelDFXPUbEWWffLM0a5rWGu3tn76ttrmriy21apRtV9dldfabdlfkgjbt+eZTJOWiHd3Jbg5d07ePz6WoGZjQwIYDe7C0BDiKdHmeCw+TDmgtrZMqXxjw/wm7cwcDORz+v2jkWm7vlemtlCQ70uSCSnmx7EHFrz8D//D/8DXv/51SqUSU9pn+zPs93//9++Ir+njW9/61oM6xIm9jy0tGfbIWs2A/5aXZYCurhrNIuVgULCaciIApLj0nWl8EjIsdvMNioMWXjImtX2ioEh3epYgG/HYwfdZGN5gOd1mI7vNUWGDzHJZdvao2EOmCyH9vMqM36PbtQjrCzj1yh38wuysCWIU86AYFy1zqW5JnotDV0IsXYF1OuKoLEt+q7ZVHx/DD34g50QVfH/yE8nCfNKr2okZU4bobtcE2GlqghhlXdUuob09uW+kzGBRLfk8ft5jbtah27X4wQ/Mvkslue/TVCY1xxEw93PPwfJyThS/07KyE5K9eMzKd/6MjW//CRs/+j7uwT7dQYhtWw9VzHFxUX774eFD+bqfapqpOEn3/36mrLkq9qrNAVqa1kBCQdjHx2bh4nky/tNUdItOn5ZrrPIlSn536pQEMCoZEIbi6zTT0+tJgBQEkjHa3RUfsrIir9u2+INCwXQcWZYELipme/u2BCf3UtpW6ZVm88MrcU9M7IEFL1EU8bf/9t/mD/7gDz7U5771rW+xt7d35/GP//E/fkBHOLH3s+lpcRLDoawuymUZzO22vKdCcAra1XTrwYFhNLWTmMHYYTy/xlypj53DYb6GnSRUrRZhsUwvnyKpTxHOL2BZMNe7zenOiwRRm6nCiIPaed7kac64N5guhyxYh6TNDplfonRujYND+w5b5vS0ZIoqFXEoyhqsoFtdISljsKrMgiGzGg5lm709CWSmpuDCBcNr88ILEuRoW/nWFvybfzOpXT8qptgW7ShRtWmQIFMDbqV3H4+lI8ayTAr/zBkJfOJYJp6TZG/nz8t+j44kwE9TwUatrCbUi12caEwUOgzGRbbDUxSOj5h983XW//K7xNs79IbRQxVztCw5B5ol+qTtg3bbKDj28FCOX1lqm03TTq1jWaUCxmPJiih4VrPHOztC9+95hsNFNZiWlmT//b6RJlCdtzCU7bX8qHQK3a7gX8plOQ4lvtOMLsix9Pvidzqde3PdnCwffRQl7ok9wODlv/vv/jv+i//iv+Dpp5/+UJ8LgoClpaU7j+np6Qd0hBP7abawYKTq63VZUezvG+XYqSnzfpqaDMze3jutiElKlHtUqhnW3BJpeZrULTCcnqdcScg8l46zQMWzSTdOEdenwLJIF+apL8WsLLSoFWNGxVl+VPh1Cs0dTqdXqC7VmP/yJn1XtIlUc0SpvTc35diUprxUkuMPAgOgSxLTJq1p42JRjlv1T46OTI3+scfE0WWZBCxvvGFo6NttCWAehdXtxExAbVlmolP+D9s2paMwNPw9xaKhb3ecu0uEP/6x2bfvG/I1DdqbTVhYjJlp36Q6buDkCXvBJrvFTY6DFZw0Zmp/m+VXX6TZGRK47kMVc1S9n0eBHO2DdtsoX5QGA4uLpntKtdaGQ8mUKG3/8bHRuBqP5Xcry2+5bBSp9/flmmnZZ3ZWxnG/bz6XZfK6ElnOzsr9cvOmaaHe3DT30/y8yboo94v6kd1d4xffbcWiCS5PKmVP7IPZI4d5+fM//3MWFhZ47LHH+IM/+AMaP0NfPQxDut3uXY+JfXzTFkQNDAoFWUU0m+JATpZpdBWVJDLYtV7s5DGtg5TO3oiV7kUWRluEzFC2MypZn5I9Jndceq5Pc2mVMCgQhzF2r4fVbfLcEz0Wv/kE2ee+wI0nf4+dr/4HnP+/fZnVz80yP2+cWLksTklxLVNT4oROZmGKRTlmxen0+7LCUtzLcCj709V5FJlVU6sl6efHHpNtej2Z1DzPdGR95zvw2muPDlnZZ9W02y1JJOAEc03GY7O6jiK5l3d3JWOnoqIg13lhQSasra27SQrPnJFJ8+hIVvp5Dq8/H/OFoz9lNt0jdYQv4NheZ4+z5DG44ZilqxeZvnUdEUx6eOY45h5/FLiKTnbb/DQJA10Uabm3UuEO7YFmPfR9ZVA+ODClwziW66/EdhcuyHjd3pbrvrlp5E2U1G48lrGu115L58rA2+8L/i2KZHsVtbVt8SV5brK547EJcm/ckP3e6/xvbBil7AkZ5oezRyp4+da3vsU/+kf/iG9/+9v8T//T/8R3v/tdfvM3f5P0p1BF/o//4/9IvV6/81hfX3+IR/zpNe2+0RWslo7G43fYc32TtvU8gyuIY1ll+E5KnmS0whJTdpNCkNEKluikVexWm43uGyz4RwwsRzAAvsdoaZm9r/0iN776Ta585Zt0fvlX+fKvz7DxWJmwOE0Y1Ll23WYwMMyXKysSeFQqhs1Ta+ubm+J0qlUD6FXxScsy6rvaVaWrcWVl1Vr2zo60Si8sSIeJqt5eviwBjrZYv/mmCFZO+GA+OTspE6CMqGlqnksluV/HY7muaWrwBwcHRpF4YUG27ffh1VfN/pXxNc9lxV8sQtoLIUopWGPmox3sNCGkRMud51rlWVLHxQtDzrzxEuzuPRTA7kk7dUqeb958qF97TztZLrl+/f2308Dz+Fg+oxxTR0cGi6a8Lr5vmHKTxGTNms27tZEqFdnm6EiCCdU70kxPvS4+QDFT2j2pwa9ty3tXr8p2p07JQsnzTOlZaRmyzJSh81z8xL3Ydy3LBMEaPE/sg9mHCl7+m//mv3kPoPbdj4sXL37kg/m7f/fv8ju/8zs8/fTT/N7v/R5/+Id/yI9//GP+/M///H0/89/+t/8tnU7nzmPrZ8HZJ/aBTdsKx2OTwdCunEpFVhtablHeF0mXZoz2WmSuR+oVCCOLGB/bsRg4VZIox04T+lPTZIBjWQS9HuO5BYYbp4iWlhjW6hz1RlhWztmzBnwIEhxcuSITzMaGOCDVPqlWZRLSldT0tEw29bq8poJvMzOm3BXHJksTxyaA8TxxjJo+fvFFef/ZZ2UFbtviCHd2TAB39aoABd+PJnxiD9YU59LpGMCllnhArqcKiMaxYWrVrJym7x9/XCbQ0UiybyczatrC22y+U56w4Erpy3x+/F0qcYNS1qeaHtP3ZzksnOK4uInl2PhxROWtN0niu5fYD5qNV7XLNFPxSZuq0Cvnzr1M+ZhUmfrUKbmW3a4EDLYt108B92CICAcDCRwU+Furyb6UQffmTZN9Ua0kFZhVzJ5qIW1syPjv9cRn5LncI4eHcmwXLsh2QWAWe9rAkGUmU3twYAgN7/Vbi0V5/2cUGiZ2wj5U8PJf/pf/JW+//fZPfZxRQpD7YGfOnGFubo6rPyUkDYKAWq1212Ni98d0xaNloCAQx2DbMjmcPWtSuEEgn8kyiMY5e70qnhWReB4H7hJWv0U1PqDlznNQPgOOR5zmeHFIsXFEUirTuvAEuWWRpDmlwGMcJQzGMUEg6WbVqNFV2e6upIHPnDH6JSp5r/wzeqwK5p2aMs5cW6K1s8FxDCA5imRfjmNWYO228Htcvy4tmM88I79/MJBjGQ5lgtBMzaVLMvlN7OGZygQo75DimNS0ZTrPZYLpdAwIGwTnBHKvaPDT79/dGn+yZfbwEBY2AtKgxGF+mvXBJWaiXYrZQBij3Xl2/POMgxpxpUp5+zbOtWv0BmPa/TF7zR5v3Tx64Gy8urp/VNZ2mhVrNO7dbaOSDooh8TyDYep2ZZGi3Y56HZeWTAlmelrG9tGRjE/FMWlLc7Mp49l1TdCRZTKuNYOjWKm1Nfn/8NCUh65eNQR1ymOT53LPgOk6Go0MwPj6dfnMvTKzp0+b7N8nqUn182QfKniZn5/n8ccf/6kPXyWG74Ntb2/TaDRYXl6+b/uc2IezlRWzmlVpgOFQHLriS0ol42hcN4c8IcwcRrkDSUqfafI8oxIdk3gBx1NncayccruJPRjSX1xm/0tfZTAzSxiluI7NVDm4q61UO6AUn/LYY6ZN8do1cR6nT4uD0rRxvS7Oq1SSzyjZ2NSUKS8oO2eWyW9ToUldsauDUu4Y1Tt68UU5pq9+VQI8XTVpqrjblTLStWufvMbMZ800ywDm3tXJRTET2l22tyfXTgHeJ7EJ589Ldm80khLhySBocVHe63bBqgdElRLbzinWu6/hZWP8bEQtaVCOmwydGjdLn8M9PKC4v8fwX/5r9v+Xf8rbz7/KS5d3uXXYkWMt+Q+MjVfH6Gj0aOCyLEsCxp/WbaPUBspTc+GCXE/tAjrJVBtFBh+j7eEayHa7Mt5nZ2XBFYYSfDSbcgzKLaMLH0UeKIC7VJKxPh7LZ07KhqgPVAC/bYuv0LKR8sYMBnJPdruy4Hp3gGJZBnt15cp9PtmfUntgmJfbt2/zyiuvcPv2bdI05ZVXXuGVV16hf6Jn7/HHH+df/st/CUC/3+e/+q/+K55//nlu3rzJt7/9bX73d3+Xc+fO8Ru/8RsP6jAn9jNMFaX1b5DBr8j9U6dkcNs2BIWUJEmJUshyaCczZJHk5leG11kfXKQyOqY5LhNOr9H8xjfZ++W/wtZXvkG3PkOa5RQDj9laEcex39NWurFhlFl7Pcm4aPmm15OU7PKyODCNd7Vc0OsZ/aLlZQPg1TLC4qL8HccG06NYmCgS56MCj0q7/r3vyYrvG98w7JsKRFSSqrfekqDm4sUJn8PDMsUr5bnJ2CWJ6TTS8oB2HWWZXK936/DMzBh6+273boyGTr5xGvPm5RHWpsO4XOW12V/n6fZ38dKQvj3F4vgmFhkHwSYH/iZxEDDwAop7u8y/8EOKx0fkeU53EBLHKZ7rPDA2XuVpelR0dUol0714r3KJksBpKa9aNTwveg01Y+p5ht5gZsa0K8/MSPBzdCS/f2VFxvZoJGNVsy9KRdZowJe/LNc9jg3/i8qE9PtG2HU0EpB+vy8Lp2rV8MycxMzpvafg4Si6d4Cipesk+eSJBX8e7IEFL3//7/99nn32Wf7BP/gH9Pt9nn32WZ599llefPHFO9tcunSJTkdWHY7j8Nprr/E7v/M7XLhwgb/39/4eX/ziF/ne975HoDWJiX0iduqUTOJK6qYDPorkeXYWCsWEKE5JshzLgRzIcoeBM0OWW+wUL2D7HsvJDchyroSnKC8tYC/MMz9VZn6qzMJUmfl6Cd9zGI4T6qXCXW2llmWUand25PsLBYNPAFnVtFpSz1aOiOFQHEuzKcev/DULC7KiUjXb2Vl5PY4Ny2a1ahyKarMolbh2Hb34Ijz5JDz9tKSNw1AmQWXuvXJFvvPKFcHOTOzBmmbVRiNZaeu9qvgGyzKr49FIrqO2vzqOTDDaYq0EiIOBrLRP2vR0jlMY0B/mDIqzjE+t06qtYrkORYb4jOj5M9hWShYE7FtrdArTDEsV2rVp6PWZv36ZwLVIsozuMCTPcyzLeiBsvPW6/D4VEXwUTM/5vcolJ8U29XjPnZPnZtMQaKrKfadjusxUqFHLPBp4nj4t/gLkerZasig6KS+wswNf+Ypc91ZL9nP2rOlE1OyV+oCtLbOYCgIJVBRnoxnd0Uh+R78vPur9ArYzZ4yu0qR89NPtgQUv//Af/kPyPH/P41d+5VfubJPnOb//+78PQLFY5E/+5E84PDwkiiJu3rzJ//w//88sKmPRxD4xcxxZsegKR1lLLUsG7vJyTk7yTudRhpWBQ0ZuCcvu0C5x6G2QJymrg6vYVkbLnmH+zdcJXJtxlOLYFq5rE6cp3UFE4DuszlextPB84lgUb3D9unFqs7NSStJJ6eZN0420tGRwDo5j2DDbbVltFwoSdGjXwNKSWdWFoeGNAVMWUuXeJJEU9A9/KJ/95jfvzuIMh+Ksrl2T1fvBgWRhJo7pwdlJmYClpbu5iMBk1rQMeHxscA7T00bzCmS1PjMj90unc3cJcDCO8Ws9bCsnHBSZPp/RP7XJS2t/jce918hLAT1/jrLdwQmH9Nxpbk49h+04WLbFqFQlODrEbbfxHJswTokTqek4jv1A2Hjn5uS3PirAUMuSksv7lUsUJKs4kbU1GXsqqBoEhpJ/MDBBqvK6jMeGC2Y8lu/72tdkrCqxZqcjY1lLjEdHcg+dOmVK0Ds7sjjR9ulOxxDY3bwpvsRxpLSl5SPtblI5ijSVfWnW5+DgvdlY2zZcM5Py0U+3R6pVemKPrj32mAxOfWhNOY6hP0zwihHlcoplW0BOhk0x7ZHYHn1vFjsOGSQl7DRmJb5J7rhsH5a5ULSYqRYJ45T+MCKMU2aqxTuiePeyctlom5wUP7Ptu0tJGiwsLYkzWl4WR1csynu+f3c9fG7OTFTz8/I+GPE3xUUoR4jyvDiOAHZ/+EM5nl/7Nalfa0t1lkkAoyWkNDVt1hO7/1Z457bpdmVSUmBnnpsyoLa2akZN6eO1RKqkbrYt11I5j157zXxPkmY4bkKxOiJNLQZdD2cmoLNymtsrX2QtvY6fjjlwT1P0BmSVAi13BXLwwhAniXBHQ+L+QBZ3WU72ToSVptkDYeNVavtHiRRNx1WSmO4itdlZeVYNIJXuyHMJArSMpMD4bteQU05NyXivVmX7V16RbWwbfvVX5b64dEl8xNqaWaBokPrUUxLAKFal3ZaF09SU/L+/L8dnWUJcOR5LQLO0ZNSqFeyvgZWWIJtNObZ74X1qNbMwmviI97dJ8DKxD2QqklapyN+K+LcsmdyLlYjaTIqNJZ0CJMR2kdySW+youA4Fl6RQ4HT/Faw4Yiucp0zOE6fmePr0Ik9tLvD06UWeODX3voGL2sKCCZ7e3W6ppSRN2qkuyeqqfK5clslK26BBfo+ybS4syHuqJq2rbu0mKBTktV5PHJLWuvt9mdy+/W1xfE8+abI+aSqBy09+Iseb5zJBXr366KTwPy2mxGEKTPV9kynUa6EaXLoaVkClMksfHZl74/Rpo07caJiJfxTFDCPJvmQktJoehXqHpFDg8vwvkD23TFb0SQoB8cwc+B4zyR75bp/a7RvM7Nyi3Gww/+Zr5Du7hIlgxvI8v2fZ9H6dm1pNfsujNDGePWsYcU8CilUN/GSL99NPG79TqRggtpa0g8AENXluOgI7HRPkbG4asUglkfM8Q3KombfHH5dgSUG3xaKhXVCwcLVqpCJaLVk8qZ9UCgXN8oWh+KxOx3Ra3QvQf7I8/igArB9FmwQvE/vA9uyzZlLIc8m+1GqQpRZZZmM7GX6Q4RVsUsclw6EWHZBj0wqWOPZWsWwb17GYTo9JE9julLAsi0rRZ6pSoFL031Mqej+7cEEcW6Nh8CgnbW7u7q6k3V2ZsGZnDc276hYpFkD5a+bnTSlJ2x+zTJyaBjdKdqYpY+1uuHUL/vRPxTFpGalaNUR4r74qrbfqdC9evPfxT+yjm4J0Qa6ldpOozpVOdjqpdLtGsFPFN7Vt2nVlAlM5ipdfhs5gzNZhBwvwgpygNIIceu2AoNonSWyu8SSr07u4eUIzXWQqPiTppnTCGmPLJ7NswnKFYqfN+isvUjo+otUb0+iO3rdsej9sZUXuxUcFuAt3l0vezYyhas9KKlkomGyKZkv0Wmunn45N7SzTcs/JTMdzz8n7BwcyHpeXDUbm+FgyK1NTErwqSWccSzZG752jI0MV0e3K/lUzS79b6SSUkkGZwY+OxHe12++lVNBSvXZTTuy9NgleJvaBTVPtMzPi0A8OZLL3PQcrCcBKmFsKcV3ILQ8nGxPbRWxSEjxerv0V7DTDclzOZ29jkbO1633klYUCKkEmmnvhSGxbVnVaSur35TE/L79DlWWDQByT1tenp+W3agpY69taMiuXxSH6vukqALPaajREyPFHP5IAZn3dsPtGkeB1vvtdk1a+dctoKU3s45sqm8exXH/N0oEB8AaBaatuNuW9ZlOulW3LNdTrceGC3C9RBMfHOVdu9onijPmpEkXfpTY3xPFjwn6AV4hISRj0fNKnz1HyQ4Jxh2joUYj7jL0Ce84ZMt+nP7/IYHYOfzxk8eYV4iSFHC6svn/Z9OOaEjUq7cCjYvW6uTYnuVC0ZfpkhvWZZ+T5+FgCmDiW4EHLgK5rwLxnz8p4jyITMIAEJdpR2OsJgFeJKZWJN88FJKw8LK2W3C/nzpkAud835ePtbbNIUh4sZXa2bQlSRiOTue315P97iVVOTRns3YS1+702CV4m9qHsmWfM4I5jZZ60KBV8yFySLMV2c/xCTuYGhE6FQiLt8R1nnsvVL2EFPpUyTAdDBv2PJxrn+3cD3N5v8tdSkjpCFVKcmzPttGDawFstw++wuCjb1evGCSmYV9l9XVdWXKqRpHoyN27A//F/yGrtiSdk+1rNBDx/9Eey8lIHeunSRKX6fpiCdvt9owKuwanilrT1/SSQUhWpFdeg5QMFck9NQa+f8cZrHqWCS8H3WJgqU696lKoRWQ79TpH6Qoei79HjC5z9tTly3yOMXVwi+kwzDmrsLjxOVCjhui7u3Bxzgw7rdkzgOzgPWHl6fV0mUM0uPSqm5ZLtbTOWlYflZHZCSe6iyGRLhkP5TdqJVKsZIO/584Z9W8u2liXl3VJJxnu3K/tT3qfDQwlgXFfKTMrKrZna9XXDF6SMvoqjOT6WzMn8/DsSEqkB8mr7tJLlKWeWtuj/rPMxMbFJ8DKxD2Wzs4p/ycijiNuXBhTiDsXAoVYq4js+tekQO4vJsLGtFLApJl0yy+bt4hfZq58mXV5hrhqC69xZzXxUq9cN3fitWz9923eXktptk0VRng91NkkiAYXWr1dXTTu1poF11aUKt5ZlAKDaftlowB//saShv/xlcWqK2RkO4Qc/EE0kTY9fu/b+tOkT+2BWLsuzak8pR5F2yp0ksdMVsWbPFIipXEZqZ8/KRBlF0O85xLFEvIHvsjRT4YnHPBbmbJy0TNEvMF0LsHKX0sZZpp8skhUL7Mx+Hr8O3co8hXhItdemnse4pQJullLIUxGWvM9dRu82DQiS5KcLJD5sU86lk3w7YLoINbBX9u+TTQRRZEqCWSbXvdORQKJcNt1J29uGafjcOQOu1fLhaGQycto2v7RkFiq2LQuVatVIFfR6JoNrWQLIbzYNcaaWlFV+YDg037m7K0HSaCTf/0HOx8QmwcvEPoKdrh1RPrpB1mrT2erS/95LTN/+Cd54RL1UYqWQUk+6FNMeWW4x9srkjo1NSseZ5WLwNK32iJklmFsr0mj87KDjZ9n6ujiDweBnEzxpKen0aVNKynNxTqurBpB7kkpc9ViU6EqBvGlqsBRTU+LcPM+kei1LPqvYlr/4C1ntnTkjTqlWE6e7uysBjkogHB/L9o+CFs3Po+kkoaBb7ToCc05VZVqDmf19E3yurUn27OjITJi12juA7wrEocP1t01ZR7TdcgrVMUmS0jp2KS8e0OwOefMNhy8/U8EPLOw8weoOWdq/zOqN15m7cYXam69TuPQ2xDGJ5z2QLqN72eamPD9q2RclBjwZUCr4/mSX1Je+JNeu2TTXVjt7Gg2jeK/B2VNPSaCiXYgq/3HunMHIaOCi3U/Hx8afPP20oUBQzI3vm8VNq2XkRBT/kqYC3Ndsq2ZpNWsNJmB6P/bde52PiU2Cl4l9SEu3d1j+yR/idFv4bkbu+xw7izjHBzi3rkO/R7JzzEx2CL4Dlk2OBZaFbw3Jsdgdr3DNOc/e+gaOn5IkOcPhx2eg1RSrstv+LCsW7y4laZumBimWZTSboshkWZRCXJVulak1TU1Xltbch0P5bKlkgIB/+Ieyb+1Gmpszpao/+zMJ5JTJ9/LlCdvmRzUlOAODbdDARbtRVOsqTQ35mJZEFxZkm5OT++nTMDdjk6curZZNFEkuP4wSGt0RdqFPoRqRJQHRoIQdjDlqjbjVneUrtWsUu22GcY0sg1v1L5D7Urfyjo5wm03C3vCBdBndy1RsVe/dR8lUL0hxYJrxOIn9qNXkN6Sp6TqKInk0Gnez8Go5cHVVxmKjIeUdMOBaZcJVZl2QgEazb8WijFftZgsCU7JSXpeTAcz2tozlel0WS8Wiydg4zt38L0dHxo/ci9/l3edjYpPgZWIfwvIsI3nhRej3mJvLmS4MSTObw3SWdHqO2XgPtreJ+iGJY+MzwnfH5JZDbBVx0xiLnJFd5Vrtc7zRm2ave0REj1Y7+thpUccxq8nr1z94i+H8vJSSFDybJPK3dgmdbL1tNAyh1alT8n0q/qc1+TyX1ZI6qTCUVZXjGGry55+X1sozZ2Q/2qKrmkgvvCCO1LIkK3Px4qRl8sOaEhNmmcFIJIlpn40imThUwfikaN7OjtwXti1BrU4Yc3MwN2dRrVgkoculN32iOKHZGzGOErBgaiai4DkMez5nzyXYwwFX/vQaheuvMd3fxs4SWv4KET59u4YF5LZDHkXMXL3I6mz5gXQZ3ctWV+W3PWr6W65rWpm1xKNB5sls5OnT5jprFlUDUcW99HoGkF2t3i3s2uvJ+FUm5v19Uw7SIKbdNuWcz33OsPkq8/j09N0g8H7fjPVr16Tcs7ZmhCMHA8ny6vEGgRzv1pYEP3H8XiZuFZBM04+fpf602CR4mdgHtvy4Qbaziz07w2O1PQpOhGVDlHn04wJOrURheIQVDxnmPmW7i0dI7likrsOwMI0dpFhORns8Qzj0KJZyxknI9e0R+40BzXb0sfRcikUJBJQI7oOabZuuAiUyAwlSlpfFeShng6ZvCwV5//x5cXZaLtLVVKEgjk1J0gYDI/yoxHXf/74c85NPynErsd3eHvy7fyfBkpanLl0SZzexD2YnZQJOnZJrqFmVPJdzqtdJA5vtbZOhmZ2VfShFPMi12NiAuVkXG59R32f3aEC7HxIlKUmaUawk1GZiorFN+8qQx49+SN7u86r3FZ4cv4hj5ySWT5bAvrtB4gfEU3Vs12W+eUR19PBqAxpga+n0UbKFBUPBrwRwcDc78JNPSpCgOBfNfg6H7/BPFY2gIhjGZQXlvvSS/O5Tp8y4bDTk2pdKpvV6d1c+b9vSeaZlxo0NU0IqFExbtAbJti3ZkoMD8RPT0wbwr4uTTscwfvf7ctyqgXTS5udNafxR6hL7pGwSvEzsA1s+GpNHMRQCCk7MTDBk2uuT57A7ngHXo5K2SZOENJWVY9kaUEHqHiNK2CQEjMhw6DdLdBo+aZ6S2gNu7nf43o87vH3r+GMp6s7NmXLOh+Wy0FLS/Lz8rxPdzIxZLb27lbJSkXq6KsvGsTgY1VyZmzMAUl3JqU7KcChZlu1t6UZaXTUU7u22kNpdvWoCoNu3ZSX3qE00j6IpB0i3K+dUxfKSRB6aup+ZMYDKk222rZZRED4JoF5dlUnI92E4sOke1gk8h2rJoxS4JGmKXeiR5ynDa11mo10sz6JtTRE5BTbza+AFDINZVrNt/KkaxWIB37Vxkph8dP/UpD+ILSyY7ppHzc6cMRT8miE7WUYtFuVaqNm2Ydfe3TXCrJqtUVmISsV0I127Jn+fPi3739+XcXr+vGx/eCj7U7zJxoa8rvIia2tGWR7MfhUU3e1KViVN4fOfl9ejyGT2tNSVpuY+G43ulj9RO3tWjvHWrYkPmAQvE/vAZhULWL4HYykIr5ePeay2h2en9OMi/ZFNZDsUChGlpEdIGdcKqVltQIKZKCliuxn4NsNugVZL8C5BAGnkkGU2B40xl7cbHyuAOXNGHJe2In5YO1lKOsnOurJiAL0afOiEt7goDlA1UpR7QhWqNfjJMnk9jk3X07VrQn5Wq8n3zsyYEtONGyL+2OkYsq5LlwwYdWL3NsUr6TU4KRMAMhmOx3LtNCBV0kHtEltbM7w9ioOwbdHzst2IcGwTDkq4joNt2biOI63OfkTROibux1x3z7Jhv0WKzUvVX2FlcImZeI96dEi5t4d1fPwO02If8gyr+GD4Xd7P9L5sNh+9CdH3JThJEgkqlG33ZAl1Y8N0+oEJTgcDw4jd75vxouDZz31OPnf9usnsKBB/b8+Uji1LttHylbZYg5Rzz5+XzI2CfmdnxQcMBqZ8pB1O09OySLFtCYq09KTt11Ek2/X78ve7y3meJ/tP049HMfFpsEnwMrEPbNbcLPbqClmjSZ7nzPk9XDuj7o3IgFbXY1ypkp3dxHIt7DAkz3LcfEiFJm4aM3Dq9EszBCUpObUbBallxx5ukEpKtV8hjFJ2jnofuYRkWWaVcvv2R+vaeXcpSa1YNNww2latgLvpaelKWFgwgYq+NztrJAjAdCQVi3KcjYYEMLu78IUvyL7qddnu6Ahef10cloJKr1836eyJvddOYpUsy+CX8lwmwWJRAkjLkhKBdoFsbZkyUhBIIDsa3T1ZLCzHuIUIx7UYD1wGjSpxmokqNBaea1P1DnCTHkf5ApRKFPyU2C7QjwI22j+BPGO7dMGkhOIUhmPyhxyVWpbca2n6Xm2hR8FUKLXdlvEAd2dfzp69u/tPs2qKX6pW7+bsOcn19PnPy6n/0Y8k0NnYMOzh7bZkYbX0tL1tAqDFRRnLnY74l8cfl4eWg0+dkqBpMDAlpevXpZSt+kjK0Fuvm2wRGIyNqtK/u0S0uGg0kj7LC5hJ8DKxD2yWbeN+5UvY1QrZ9i6MhnhELDkH5FHEkb3AYHmNbKZCtlnHKeREaYlCNGIq2SNzXDLbY5yVmZoG10tIRi6jnk84dsgzC8+BLLNw8OkMxwzGH70FyfOkKyjPP56G0MmuJMsywMGlJVlhqf5KtyuOxvPEoS4tGf2cTscI/y0syOpPnW2zefdEe/u2CL1tbBjByDyX1di1a9KNoLwSrZas/j5up9an1bTjKM8Ng6tOcJYl5007QLTE0O0acce9PZloLMtICABYdkZlKqJUTIkjm2G7hGPZhElKmmVATuJBxWpg5RZdlni8fp3ZdI8jb5Wp0T5uEjKmQjjOIc1gZhqrXCJ58SfkDxmdvbgo99+jyC9kWQKMz3MzVk62TBeLkj3SgDPL5Fq2WlJuUo4YzcB6ngHYLi7K9R2NJLCo1Qyz7c6OLBwuXJDPHB4aYU49JjlnOZ1+xMaZMfWplCzL2d+H9fUc100ZDFPGYYrr5uzsSHCjbd5JYu4vkGNKEvluy5JjvleJ6GQ57VHLlj0smwQvE/tQ5qyt4v3Wb+CcPkXe67PceYtK0qZQcgirc/TCIsnhMbnrkGwuMpqe5XDxHKP1RShb5A4koUe/XWBqsQ+WRbft47gx4aBAEFhY5HQaAVmWf2yyrmrVpJ0/bjfT/Lw4Mt83ZFSOI1kY1TBR7EAYCjZic9NkYaJIAo9CQVLNqh4L4qSSxPCRHB1JAJOmUrpQsF4YSmbg7bdlYlXV6itX3tuhMLG7S3gKANVuFOXzGA4NcFWJ0BoNA2RdXpb3j48N8NN1bBaWIwpluT9HQ498VKfou6RZzjhMGVRqzMwOmU6adEcVwr0RM4MdMsuj482zPngL8pyt0uPg+zibp7DXV8l2dsiPG+/zix6M2bZpF34UQeHKs5RlErhrQKq2umpEN5PELDAaDUNEOByaz9TrJqBRzbbbt2WxsbZmPqu4lrk5lYYwgOG5OZiajri5M+T7L3a4fnDIzPohSRZx3HyndT4Yk2Qx4yhhGCZ0OilHR7KvL37RdBMqzcN4bGQNlPIhDCVrc9JOltM+q9nXSfAysQ9tztoq/u/9dYK/87eo/a3fpvCLX2X5VADDEfHNPlMX32LqynXW9t6g6MfE7hSlRZ9SNcaxATtn0HOwsfALMUloE409fNeheexRKObESU40du8LWdfKimGzbHzMOcFxxNFsbpqy0UlAr2ZhVMF2dlayP4qVUd6QW7fgG98wNXkQJ6VdH3kujmxryzC+KtU4iFO9cUNWcb2eOLGDA8nCPGqcHZ+kacdRr3d38BKGBsc0Gplr6XlyLm/fNsGo8sGcBLWWCx5zUz6l6pigkBGFNo2DInP1EvNTJQq+S+B7WM8+xVR6iHt4RHNQYql3CTtPOSxs4OYRvpeQTs+RVKfJOx1y3yePHz5oF2TStqxHF0uh7e7azXOS82Vjw1zrODbjstWSSb5SMVpCYEpHu7sSwJ45YzTGbNtgzra3TeA7Oyuff+UVGZvd4Zh+3iIlIh75JOMSc/M59YUe4zDi+DBjZi6mVMmxLUizhDRP2N5O2dmRfc7NmXOurdSjkRxLuy1+5OhIfNe7VcC1nNbpfDYlRSbBy8Q+klm2jb0wj3NqnbnKmLmdV7CjESO7Tj+YxnYygm6LpeOL2GFI+6hEpZpQLGTYNsShTfu4xMypBo4LYa+EbduEYwvHTYmSlHhQvm9kXRfegRYcHNyfOnGpZLqSFPAZx7JKr1Tk/SwzBFcLC+IgZ2fl9U4Hvvc9afV88knZXll9+31TUtJjvnHDlKq0xDEayers5k1ZEWr25vLl9zq6z6qpQGO3K+deJz/NminOxXWNxINOeopz2t42gU+7rYGPxep8lcWVBDeI5bp1bba2cg6bA0ZRQpImHLeHrDVeph4f0PSX2Ss/xmy0Q2Z79IJ5To0vcqb/Kl7RIe/2oN3B8ryHDtoFo4yuZGmPmlmWaWk+OLhbuqFcNmrvaSpj3PcFc6LcLeOxyU7qtdeWZmW8bjbltaUl2U+rJddcW6yVxO7KlZzb+z28QsjsLCSxw7DvYGUOS6d6lKbGJIlDp+WzvBbhB2DlDkmSk5Nw42rM9Vc6PLnews5j0jDCTUf4fnanlTrLTMmo3ZZS0smFycly2mdROmASvEzsY1meZdQuPY8b9qmXE3LLZpDV8eOQkVelEh1TGLbJIo/lVQjKOZ6X47k26biEF9epT8ekmUUcQZpl3LjqU63kTFeKtFr3h6zLto0C9Y0b94/wbWFBuoN834AJPU8coSpMa5q7XpfgZnXVUNf/4AdyLN/8psncgKy0dNWvBGqHhxKU1OumHXw0Eod7/bo4WhV5297+eDifT4tpF0oYGl6eLDPkdSe1ZsplgzsKQ5nodIKbnjYrb+0AqZcLfOGxKcGLuDGdbsa1qw7dUcQoSkR1+vWf4I+HVN02me1wVDlFmR5z0RbVpImVZXjh4A7xTNZoYq+uYs3NfiLnS0keb978RL7+Z1qpZEqB72aeVlJJZdhV6Y1LlwwB5Ulxx5kZea3b1Q4yIx/QaMj7QWAU6zUb4ziwu59y7RqUCi716ZRKLWU0cNjdcUnyhNmlIY6fEIYw6DqsboTYjoWVZmTdIXTa3Hqrw+4f/4Qnd/8NWbfD4e0BK+ktsjQmSVJG45Q4ztnbM5nYd7PvFgriD7Qb67Nkk+BlYh/L8uMG+e4uBT9nof02DAeM+j7F/T1KB4cUBgM2B29TGI/pXRlTydsEdvrOCs9i3KvwuWcigkJCq+kxHtm4tsdMeYpy0b+jAHs/LAjMiurDENj9LDtZSvI8U0+fmTF6R1pD932TtVHl6bfekoDq2Welu0lxMHFseGZUh6XRkDTyYGCcdZKIU97ZkUxMsymOfTyWMtJnndBKQbvacaSsx0ki10a5OFSrRlfvW1tGoLHZNFw92kECEsCc3rRxvJgst4iGHuHAxwJKvQ7lVoPUtplNt5lO9mh78xyVN5lOjrBRpryEfDQiD0PsWhX3K1/Esj8Z1+z7JmB7VHW1NjeNEvTJ0tHqqikXgcHwtNuSIfU8uc6avZibk2flglpYkDE7Gsn+lVem05HvUmyblBlzkgSO9opUaim+n5EmFnECo77LzMKY2eUetgXDvsNoZLM+3cAbDyFNSbEYxj7tcQl30Gexd50sTNht+CyMLpOnMVGUM45S2p2Udtuw776bj2d11dBCPEoimw/aJsHLxD6W5aMxWafL4tbzVBu3cJOY2A5ouQuUwhZOr0f94DrB3i2iS4dcePvfUG7vQq9FFoYc7ibs3AjY3HQo+i4Ft0C9VCSN/Dulk/sJRJ2ZMU7tftf2T5aSSiUTnKysSOCkWRiVEzh/3qz+btyQWvr8PHz967K61DKSYjJ00uz3ZT97exIoVauGy6LdlpWiMoNGkayit7Y+u1kYFehTxXCdnMdjOW/Kmlytympd6eaPj00r9fGxTBLVqgSQCtzNsozDwRFBOcTzUtLEpXMwheNYeEmEnedkrotl5Swk26z132Yh3cEuFbE8750W6QRGY+yVFby/8Ts4a6uf6PnSDj3lNXnUTHXB8lyoBdSqVROkJIkpByrNv0oFaMbGtg0GSkuJa2sSpAwGRlG+UDCZKG239z1IE4c4zjk+8KnUUsq1lDh0GPUCkjSnUEqZmY9xnJzRwMY6bLCQ3cZ2crI4wY5DDoINWv4yK6PLeNmYDJsstKilDSwLkhhGYcrNm+mdwOX4+O4gRctpef5eYO+n2SbBy8Q+ngU+ebuD2zrCySLO9X5EIenTLKxh5zljt4oFbHTeIM1telmd8uAIfzygPDomH8QcvtFnxr7E4mLGeOTS7Vp0u4bPRJls75dtbhqg27sl6O+HaSlJSa6UhXd+Xp5ViVrLEWfOiCPtdCSAiWPpRFARuJPKuIpHyHNxrru7pg14ZsZQqWsGptuV505H0uePIpbhQZuW84ZD0y4NRhpAg0TfNyt3LdkdH5vJULNqUWRadY86Q3qjkNJUiOsnZKlFGrpYRwOqx/tYSUxmO3hxTNXtcjp6Cy+N5Lr671Cw1qq4Tz5B4T/5v+NurH8yJ+mElcsGU/Wo6mlpSWc0Mtw0lmXoC6JIghTl6Hn11bvp/9Xm5w3GCSQ48TwZlyr6qF1nzaYhLey0XaZrDnGSEo4hSy0cOyfwwLZsjveKzM7F1KcygmKGE4fk3T7FsMPMaA83jkhsHy+L2S6eo+vOsNq/CEBEkXp3F9dKsR2IQ4swztnezu+0T7+bfbdYlN+XJI8mU/KDsEnwMrGPb0lCHsfMhDvU0g6WZZHiEFoBVp4CFsWsj5eO6VNnOjygkA2wyHHyhDCx2P3hiKq1T7GY0++bCXo8Njoi98ssy6i0ajfB/TbHEZCwpri1zXNuTv4PAtMabduShdFupFdeEaDeE0/ICvOkwKA608HAYDm0TFSvG6r34VBe3901Oi9Khf4ocnk8SDspE6Arc5UJUP0ZMCynrmuyY9oFAnIP1utmMjtqjbm22ySME7xiD7cQ4udj/KMu7g8aXPjLP6d+uE+p3cAbj3DDMUmxROJ4JGFE1h8QOw7dx54i+u3fxHkEAhe1paW7AeePoik+5/ZtE2StrBitoTA0ch2tllEWP1lGnZ6WcXRywj9zxoBzwWTsbtyQbYU3xqLkF6nWc8I4odO1sOwcy81IYhfbsoljl6CYUJtOqKYNhqFPnlqsxDcpZn0qUYPMcshwaAQrLI1vsTi8SegGtN0F6ukRtpVLmXOc0+lltNtGI+3dmWNlGj4+fnRLfvfTJsHLxD6ehRF5sUiew/RICAeWhlcBi73SeQrpgNSSFo7Z8TZDp4Yf9ykkfXLLpph2iCmxn62xsP1DZmaTO904WntuteRxP1eBriupVpAJ/UGVVE6Wkk4C/paWjDONIgnSlpYEI6PB2ssvizN+5hlZVWkAo4yxygGhBGq3b8s2i4vyvb2eOOr9fZls+32Dmbl48bPh4MBMQv2+BI86uY1GMrFpcNNoGL4eDRgPDgzNe68n12hmBvYOYl58vccwTLAtC8exmOaImdY2DFPCtECcBViAnWY44zFOOMZKEjLLJndd4rk5Gr/5W9z4tb/K5Sz4WHIY99uUAfakovajZsvLci1aLQGngxz3SfHDwcBoCWWZBDPaMQaynWKi1L/4voy3alXeDwJ5fzCQBYFqG3VaPtOFKc6dhTRN6Q9SwjBnfsZjc2kKO6pTqI5J8wi33WQpukUWlBjaNc52X8YlpZD0IM+oRw3cLKKWHFNMeqSWRRpBrTjCzlLIIHtHq208ljF8Um8JjGioknJ+2m0SvEzsY5lVLJDVaqSFApZtc673El8/+lfMhtsUkj4WkFk28+E2s+Eu0+EBQ38aJ08IMhFotImILY9LzbOcnm0yPy8O5tYtcSxBIIP03TofH9fKZXF+SfLgB/viopSSSiVxunluMBbazhtFsrKfnxdHNBrB88/L8X3lK0aDRsG7YLbTyXhvT1Zec3PiyDWL1WzK5KxcN8oo+u6OjU+jaVu0rqBLJZPVy3Pzvyp+a6CYJKZ0VK0a7aNiMac3iEQ7p1ok8FyyLOfpK/+Whe5tCsmAvjPNW9Vv4iQxFrk8khgLSJcWGT77RRr/4X/M+Gtfp1YpfGw5jAdh2tb/cbmRHpSdLJVEkQSXlmXa2uNYApepKbm2V66Yst/J36SlXcUxgeB+bFsWD45jgpjr143CfByDa/ks1ef45lfqbCzWmavWWJyqsThTYmW2xoy3xOfmc9bsFqWyRzlsYcURXW+O9f5bWJaFS8LQqbFXOsfC+Ca1qIEFWGGId3xEOWniZCOiYUI8itjeNlIOJ7NOID6tVJJz8qhet/tlk+BlYh/LrLlZ7NObZJ5HbtngOmS2zfneiyyFNyknTR5v/5C5cJsLvR+zFF4nB6ajXabiPWwyfIak2Bymi9TcEcVyAqR0urKSqVYNYdP9JmBToifVD3qQdrKUpLpFWqefmRGn0+8bIUdt+7x2TXSNfuEXBDSqqXAwLaAKSlSnduuWlD6WlsTx9npy/tptmYD7ffm9OzuShXlUsQ33y7QFGuScnQRqKg4JDIA3ywx54O6u6UzZ2YHaVIzlRWSRT6dj4ToWM7evs3LzbRaGN/CzEaFTputNEdn+ndSFk+fk5RLdX/k1Wr/128Tv1KMsy6JUcD+2HMb9NlU9ftDj4uOY5xkF+O1tOdVrazK2NCAFE7TreDkZtCs9/8nGANs2RHaFggRKYShB//Gxyb7IYsFidsrniQs+87MeR0fWOyVhiyzxWK7EuHmCM1NjNtzGzWKmkiOwLVYHF3GziGZhBUhJrAKrw8tMRUdEdoE4dfCI8EjxsyHDQUK3FdJo5HeO59q1u8+JEmgeHHy6s6uT4GViH8ss26b0ja+Srq2ROw5WEkMOC6NbQM7YqeAgM4MFrAwuMx3ukdoefh5SzlvEBPjpkDS3+L/+sog/tY9bGnDcyHjxlTFOMGZ6WiaR27fv/2947DGZzJTJ8kGblpIWFkz7pevKBKmZIO8dLOfsrAQwwyF8//vimD//eTOxjkbmb5BtNcW9tSX/z83Jimw0MqWjTkeCmP192fbSpUeTFv5+mbKvhqHBteS5nNdC4e4OJMeR86UT3f6+rMp1NV8oZfjFhNHIYncvI8ty1q9exE1i1oYXqSUN/HREz5ul789jWza2ZWHlOe6gT6YR0glzHPu+yGHcT7MsOW9p+mCA7ffDVJNJ29tv3JD7XYG4mk0JArn2cWxEEO/oVFnm+p9cHM3NyetTU4Z4Mo4l+6Ldg+OxwdRUKrJYKJclkFL9sq1WlRm/T4GQcTDNon3ARniFqegQLIu5cIdi0uUo2MTKE4JsSC05oph0pBkttKiP9rDSBCuOCftjdraGNNsxR0dGCV3NsiRzlGWf7vLRJHiZ2Mc2Z32N4t/9m/Qfe5zM9bDyDIcUJ49JLZ/EEtBBDpTSHsWkR+wElOlQcIc4cUwQDvCSiFEjpfijN5hyhhQKKf1+zmtvjfCL0m6zt3f/VxOWZQjsbt16ePT6Wkqq1yU9bVniMFXOQEtEKhQXRaJpdHQEv/RLshrU2v5JbSWlv9cyUqMh36ETeL9vALwK7j04kN/+aRV6OykTUK+bLiMNVrUs1GzKe9oSq2ytzaaZEAc9myDIiZKUKIT67i6VdgMsi1LaY3F4Ay8POdN/ham0gWVL4AJgxQn2PSie0zTDtq37IodxP2152ejvPIqm10kJB0cjeShmJ8sMbcF4LEFLuSz3wUm8yPKyPL+blkFBsGFosFC9ntwPy8sSxBweGhD87Kx8JsuEv6lWg6xchYUF7F6HYj6AWoXW0mNM5Uc80/xTTvdfoZy0yS24VP8a5BkLg5tU4xZWnuLGEZFdppJ18YjI8MgGEbevDekOQxoNuT4n/aK2eCfJp7c0/GiNlIn93Fr9/Blq/68/oPO7f4O4WiNxXBbHN8htm73KBXLbubPtVHJELT8mLFQIhmMqYZPQKVPwe2SOzcXmGb64939S9YZkiUur6bB/NGJ+Pqfbvb8Ec2q+L0GDihw+rAn8ZClpedmINa6vm7JSFMl2Wrtvt+HHP4bnnpMykm0bscGpKcNZoUFMoyEZK9cVp6bMvJ2OOGKVFdjdlW0vXbo/EgqPkqkmlHYcKUtrt2vOS5rKuVYAbxQZAc69PQ2AMnpbQ9asXar92wTXDvBe3sLvtLHyXGgBhm/zlcYfUciGjJx3vuidi5IGAWng33VseZ4zHCfUS4X7Jodxv8xxzCR4kp32UTHFMyWJUVq+fduUV1WoURWcWy253krBoKbg3HdP9KWSbF+tSlZ09h3i48uXjUxHuy2LDCXMW1+XcagZGce16Z36PFOVBDuJIUrJHY+wNkPJGrDZf41zo1dwyIitgFvVZ9gcvMlMdEAhGeJnA/y4T5ZbuMQE2ZCIgHiYcft2wmAYMxi8N8ty5oycm729T6fe2SR4mdh9s3q1xPqXP0fw+HnyZ5/BW6ySlQr0K/OEtRr9+UWO105RDvpYBR9nFFONG5ScPnFQYGzX8RnTd6a5NV5nZXwV388Y9X32D2BqNsa2JSX7IPhKpqYMY+3DJugql6WUtLJiSkn1uuGV0BJHvW4c8ZtvinN98klx2tp1pKA9DcCGQ3Gs29syIev7qt3Sapm24X5fnN21a4/uavujmG3L+YljmYCULXc8lolMyyMn29cLBcOyursL+28cwosvMP7+Cyx/54859eYLBEcNBlaJuFgi8TxyoJK0WRle5Xz3RSpx687MYRUC4vl5urlLnKRkeU6cpHQHEYHvsDpfxbLujxzG/bSNDXm+deuTPY73M8WmaDeZYpk0gBgMJJABI9UB7y21vB+z8LlzEtwqy26xaAQTZ2dlLDUadzcUfOUrsr+9vXfuoZlZhl/5NezpOtZ4iB2O6Tuz9GeWcAo+p0Zv8Vjnh2BZjO0SO6VznOv+mIXwNm4e46dD8gxKYRM/HeOSEKY+4SBn5yCi1cqJortpEGxbgjhdkH3abBK8TOy+ml0s4hYLlBfnqH31i1x4yufxCznuc88wePwJBjPzdBeX6W+sEPhjkkpAXvBwiIgpULcbWFbGdftznO+9iG9H5KlF2huz90aDs/Mt0iTj+ecfzPFvbIjT6fXudm4Py5aWDB5GmXk3N00HTK8nxzc9LY55b08wGdrJBKYtdGpK/tfy02Agzq3dlok5CMQRKw5mPDaT+e6u7PvixQfDg/NJmHYclcumW0vViUslw7SbZRIwKjdPFMG4O+b4T19m8dYLYNl08nmm02NKaZd0mNNxZkm9gMxx0aSdk6VYqksQ+Nirq5SffoLq6hJhnNIfRoRxyky1yIW1Werlhy/G+EFMMVlKrviomd7nR0em00gZkzXQV4kO5Y8CCUZOZiRWVsx+TprryqKhVJIxdOGCnJNXXjFin0dH8j1ahrRteOop+S7VJsqm56l+6xexVlfxKz7O8iJXN36ZXn2aIOqzMXiLs90XGbsVLk59HYDZcJdq3MLJUypxgxSfStSkFHdw85w8zukfZwxGKYeHMo5PLuyUMTpJPn1irZPgZWL31ay5WezVFbJGEywoT5UoLsxQmZ1icapCeTSgOzVH2W/gj4Z4ozEz3T1qwwZWnBBnAVNOlxEF3sieYc3fptA/hp0OzZe2GXz7hzg3LjM46D4wJsnz58X57O5+MlohjiPByNmzJgW9smK6P8ZjmXDn5ozA4/6+OO61NQM8DENxuloyyTJxvkdH4uTy3GR4xmN5TYGZqmS7uyurtvsp0fBJmRLPKdGfbRthPi0NaDu0YiniGLx8SN5scHCQ4TT3yPd26LcSZvMjqkmLcVJikEzhJTG5bZHZNjmQOS6Z65GXS1inNnA3N6h842s8cXqBp08v8tSmPD9xau6RDVzUlH7+QQDmP64pzf9JhWjLklJwEEhAkaZyr6epjJ0sk2t7ckJXYc57TfIrKzIOez3ZZ70u+7p+Xe6VUkk+d/L8LC/L53R/WQZRdRHvq18m3ThDkI2xB2PawSK5bVOLG6yFV1geXWHg1LlZ+QKPd36An41ws5j50W2Wh1cYu2UK6YAg7ZOnDkkvZv/akP4g5uAo5vr1/K6yt/qznZ1PV1fhJHiZ2H01y7Zxv/Il7GqFbHuXfDgkT1Py4RDv6JD60izx0hKrN97CS0Z4eUjB6lLO2pTiFoQwlTdwiTlIl1jbfpFg3CO0y9i1Kh1/gTP9n5Dfuskrf9l9ILVcx3k4BHY/y8plCWI2NyX9+/9n78+CJMuu80z02/uMPrtHeMwRGTln1ghUFVAYCRQAEgBBgk0SZLeG2yaqedmSmew+UKSZSL5QepJJxis+0GSXlEkGNbslE6/YIHUhUSJBACQBFKaah5yniIw5wj189jPv+7Dz5InMyqw5MyNR/pu5hYf78ePH3c/Z+9//WutfExP6bz6f+Y8UCpqchKEmH0miSQ9keQppx+s0HJKaXKVdqFNHWcPQj6UOnel3u7qqE3nPnLm/Y+dpm4DUdC4NJfT7mghWKvp77HQgn0uI+wNEt02hcQU57LPuHKJhz1OIOsRhgugMcYIBShoE0sbPFVCmhTIMEtMkcRyCSoXe3ALxo49gfeFzGPNzCCEo5myqRZdizt6XoaKbkfaESh2v9xtqtSzsadv6/7SE2vMy47nUJsC2X+sgLETmfH2zwiSEJiK2rdXLD39YXzMXL+r3Mgx9naTtO9LXTEzoc6vf19dsFEFcHkc+8QStxx6j88CDbL3/Jwjqumxq2l/mcP9lPtD8b1SCLZaKj/D+5l+Sj9s03AUcFVAJd1AIclEHQwX4ysVr9th6ZYOVi9tcXOly+lwmv6R+NUny2rLq+xkj8jLCuw5jfk4P1IcWUd0eyfoGqtvDOHSQ2s/+FAfDHkYSU7A7iCTBVUNcGWAZMUkiGAwE9WiFAJtT0QNMFFs4NnTCPD1RpFtbZDzaJFjZ4pWX78xSIp/XA08c6wTWe4XUB+aBB3RI6/BhTWDSHI00wTC1re909Opwfl5POGn5b2rWlaowcZy1FUh7R6UqTLutCYznZSXFu7t6cD57dv+Wzb4R9ibppmZ0adms4+jvNAyht9WD536IcekshZVXUZ0BobLwYpt2SzG19SJlbxMzHDIzvMRkvEYl3CK2TAa1ceJcnrBSZfOnf4b1v/V3ufq5n2b1gx9Hzs3e2y/gHWJ2Vp8L+zEXKk2kTclIWrK8t49VmueUlscHwWtVlrTq6FYtNKpVPSakpo9pA8tz57Ju8f2+LtdOMTWVLQxcV19rpgk9L6GR5KkcrxBValwdez+J45JIyUx8mcPhacbCNWJhsZU7yKS3xOzgHIV4h4q/AUrgxgPKYQNDRPREGc8XiJUmjStdzi31WN/ybjj21M9qbyfu+xnmvT6AEX40YczPIWdnUDsN1NBD5FxEfZxkewe5sYkYH6MYJ/S2JMQmk2oTnzwtagxDl3Gxgy2HdKwZZtx1OoEiwsCVPttBlclygNNrsn55hqnpwvX+M+8mUqdf39eD4p14jzeLNJTU7+tB0nU1mWi19OSby2XeE4OBJh7Vqh6wd3aybdIJO/Wn6PWyPJdcTk/g5bL+zJub+u/YmB7802TpwUDv+8gRTa7uF6RtAgYD/dum/i39vp7E8vkE6Q3obW5gqCs4xjxxMKQn8xhJgBIGO9Y0h6KYmVCXdhS9HcyiT98aZ9zqoUwdj4qkwVq5TpCvYhoSvzek74UUc/brHOH+RrmctUlIK9r2C0wz8+EBfWwHD+pj7vf1dVKtZs64w2HmyhsEmnxAlvt0uwn+yBFN3tbW4AMf0NfW5mZWebS0pHNdUndfIbQyk+ZR1ev6tYWiIo4VwdCCksWgNkO/UCff3kAmCeqa/8vQKDE0yhSiDkYS0XKmGAs2qHtXOVf9CKYIcJIBQ1mmL8uoCMZ22rSKLi+f9pkYs/HCiChOmJmXrC5brKwITpx4jdXQfYf7/PBH2M8QUiInJzAWF5CTEwgpGbR7RJ6HkXMxq2XsqRJxvshM7wyu38NWIbEw6eemmDfWSUyX7bjOXG4HUGwOxzCEIpA5iokuHVhdvXOlvUeP6kGp0bjRF+JeIa1KevhhbVZXr+uBt9/P2gQUi1kIKO11lBKWtCIjn89UmCjKwkhp6CklQ6kykw6+SukB+8oV7TlzN0z93k2kiacTE/p7S/Na1s80sZ59mtzWJaKeR9zpUdi+TICNkhZlfwsrHtKw59lx9zRQVAp32CIybCIsRLdHaDlEhSKuijGkwA8i2n2fVm8f1hq/RaSNP/ej627aNTot6XbdrBKv2czUkZTc53KvbRUANyb33gzX1cpnHGsin/rgtNt6+9SGYG9lVupynSSZ4tfrSfyhydCD+kyIv3iAK9MfIHIclFKIWCfwLPRPY6iQoVVCWRYF2gRGHlMoDgxOIZWiFLewEp9QWASGS8fLE3YCtho+X/tWm5cvb/LqlS1OLW/Si5p0B8EN6tD9ihF5GeGuIrZtYsNEBAFRnFDJtSnXOwzmpxjP75BTbRIEw4FEtnYpDDboDi0sGTOfa5IzPSQxzWEO24oZH1c0GlqqvRO5KUJkCsPS0v6w205DSY8+qr1e0hVmWjkTBHqSzuf1QNrtZuXXcXxt5VfIWhCkK7BuN1NphkO9Ykz3sbamJ4B8Pkt2XVnRRlxXr94/xnbpJJJWZgGoMKTx/BLVqy9RjnYJ7QI71gy218GMAwphA2EILOURS4OOOXbDPmcHZ5nxz2MEffxCkeHUJHGxSGI7GFJiWdo9d6c13Fe9i94O0v5a+7FvTloyvTfk88gj+nxNFZlyOcuNKRT035s7Z6eho9t11E4duTc24LHH9Pvu7GRO18vLWasOyNSXONZh2bExEBhY0mIwSGhuWeQWSnQeeowLx54iKFdI0otMSg6GpxGmwbR3ASOJcOI+sZAU4haO6iOSkOnoIpKYIUUCZeMNJbsNSavrE/k2xbyNYxkEos9mq0uzFeyLxdg7wR0jL1euXOGXf/mXOXToELlcjiNHjvDbv/3bBG9QvuF5Hv/oH/0jxsfHKRaLfOlLX2LzVgHIEe5LDIsl2tUx4u0GvaFP3w+I4wgVxyw0XsAJ+kgjwbdz9Owqs61TxL0By80yU+4utpGw45ep+hsMyzN4ZolCQa98Ll26M8dsWTqHJO3Wul/mH8PQuTCf/rQepNMYf6+XDdZpouXWlh5A07BRs6m3mZ7Wj6WyeRjqVfX2tiYsaTm1lHqw3tjImhmmjrRnzmgV5l5UZr1VpE67qfGfYSQk3pDewKA04VBJGkTComWMM5Y0qPvLOFGfUNjkrjUa7Vl1EnTMRAmBtAziiSKNuUV68wsYYcRwfIKgUkEpRRQr8q7FIAj2Ve+itwMhss7n98JK4PVg21m5e4rU3DHt0WSaeru0PUDaQmDvNZ3mqNxucjcMnXsWxzoBdnxcv2Yw0K9J3bBXVrLXpOrL9rYutZ6ZETimw6Dt0unFOLkAMV5l6ZEf4/mf/J9ZeuqzDA8eYvjAg0SzsxxUZyhEbWaGlzCJGdhjxNLiZPs7lFUL6SoKdJAk9GSZvpcnSsDv5+i3bVQisEyDcsGmMt5ntzdkaUntm7Hs7eCOkZczZ86QJAl/8Ad/wKuvvsrv/u7v8vu///v81m/91uu+7ld/9Vf56le/yn/+z/+Zv/7rv2ZtbY2f//mfv1OHOcJdRLvvsbLTo3H0JEEuR7G5g/Q8VBRT2FzHHfQ4GJ8m5/hE2LSNcd19ebjNsOOzfqlPtX0Zp7tN05xCzS9QLkuSRE/YqWvsnUC5rAfBKNIhk/2EYhE++lH41Kf0yq5QyNoDpLkqhYKebAwjK7keDnXezPR09rrUaj1tZNdoaEIzNaUH5XZb+1bs7urv5NrikJUVePHFWyc67iek5KXT0d9F3goQcUzProFpURR9JDF9UaIWbzMfXcEgohi1mfSvUI4aSJkgpMiczQAsGxC4OzuEuTzNYyeJFfhRjGlIKkVHd6reR72L3i7Sifh2ysS9RBry2Uukjx/XhKXbzcJFaUVRSmRudg9OW23czlX48GH9029uwvvfr6+f1CCy19PqS7+flSbvVV9aLb3oGKtaVIoOiZ9jfc0kV+ljGiYdsUDn/Y8zPHoUJQSDA4u0Dh2jceAwomIiDCgGO8TCoF+cIJ/vkRg2E2IVO/ZAmISJhd9zSSLJoC/ZXLWvHYegWDCRzoCBF+1b48E3gztGXj7/+c/z5S9/mc9+9rMcPnyYn/mZn+HXf/3X+cpXvnLb17Tbbf7dv/t3/Kt/9a/49Kc/zRNPPMGXv/xlnn76ab53p1zJRrgrUEqxut3FD2OKhw+w9cGP0K5PYQ0HlHY2cQd9BqUK1qTEIiTvt1ExdN0q0+FFZBSw6k1iXT2PMezi41LMxezuZqvBfj8rV7wTmJvTA1a/nzV82y8QQvs5/MIvaFk6VVhSj4s0jJRalk9PZzksV6/q5ycm9OCbqjBRpOXwrS29zeysXmHGsf4//Q7SKp5mUxOYU6f2R3jtVkil/XSiKVghJgEDlaNrjzOTbzEWbqKEwW5+lmq4TSHsAAKpEmIMukYNhCBxXRLTAgTOsE8+8hnOzrL6+JN0qmPEiSJnm4yXcphS7sveRW8HUupzKYr2Rx7YXkxN6b97c3IefFCf00GgSX3aCqLZ1GHT4fC1RCxNzr8dQUvDyXGsq40mJ7OwLGQJ8evrN+5TSk14TFMn/BbzFtGwwGSpyoMH6zx4uMbhmXEKVpXd4w/iOTnMrS1c2yKZnKA/O8e4u0Xk5vELJYalCtJIsBIPIwiZl2dAQBIaRIFBr2sw6BkEgaDV1ETbMCS5YoiQin7//stbS3FXr6R2u83Y2Nhtn3/22WcJw5Af//Efv/7YyZMnOXDgAN/97ndv+Rrf9+l0OjfcRth/6Hsh7YFH3jVxHYv8oQNsfPQTnH3yx7j6wKP0auM0Zw+g8nke7H6XMf8qsWGya84QCIdc3CUxLbZLxxgXDcxBm8tPb1COGxQK0GwqoiSkOwh45VR4x3ILjh/XK/aNjf3Z/6dQ0ARmYUGrDCnZSJ15QYeC0gqJNAcgrVo6cCAz3Ur7I/V6msRcvqxXrWNjmWX+9nZWyWEYel8rK/D88/uzIVyqFKVJu05eYqEIY4OtoEZtrsiCuIqKYlYLxzFlTDFqYqiAnl0nl3SZ8q7oaps4BikY1ifwP/Vp/C9+keaPPUXxyCIT1QKT1QL1Sh7bMvZt76K3i/n5ax2T73IbjTfCraqF0n5haaPG4VBfA6nfS3rO7oVt6+1fr5/ToUN6m50dXWFULOrti8VMoW23b+xenYbcmk19Lb3vfVAuC65cstjZcHnguEUx51A0xjj6gUeo/fxPU3nwOONGQq3Xxgl8vKMH2X74JL3xOkYYYQ2HzAQXCdwC7fosbm0IUhGHJsOBwBtK2rsm3bYk8MHzQ119NBcCiqWl/RMKfyu4a+TlwoUL/N7v/R7/4B/8g9tus7GxgW3bVFO/52uYmppi4zYU+J//839OpVK5fltYWLjldiPcW0RxQpIojL0rTyHwylW6E9MEbg4jDpGez1hvmclkhXK8S6wkobKZ9s6RCMWWnMRoNaDfRba28L/9Pdor2/SDHpeWByytd7i81ubp51q0++8+u5BSD1qgJ/P96FhpGPD5z+tKqYkJPaBXq9eaxF3LA8zlNFkJgqxiYjjUg3itljnz7u1unVYZ7e5qEz/L0ivvq1ezMExKbJpN3Tzy1Kn99x2llvH1OhiFHNgWcQwbgwphrsDUTIIwJU3qAOSkjxQQKpN80AEFHWscBagkQaKoH55j5sRBXNfG83WVkWlKojjZ972L3g7S0uS9pmz7Belx7U2YrVQypTGtpkuJeUrEbz5P0/YQt1OXUvUlNX9LfXDS8Gtqs7DXCXxmJlNfQCtF09P6dRcv6u21oZxge8OmevwwxV/8Wdy/9Qu4v/hztD/3ebY+9gnEQ3Vax0+wcfQ4m0eOc/XE+/EPjxHnipSqQ2xXS5++b9DaNYgCSacluXhRsd7o0/dClrabdIJduoPgNeTtfsBbJi+/8Ru/gRDidW9nzpy54TWrq6t8/vOf5xd/8Rf5lV/5lXft4AF+8zd/k3a7ff12db8tBUYAwDS0bB7HCX4Q0egMCeME0xD4lSq92jhOt0sc+BAnTMeXmA4uIJOEoVkmsktUvS2cqM+Kc5Sa0cawTFb6Y4jnvku02wAlsC0TyxJsbEW8crF5RwiM6+pBJ5WM9yOEgI99TFdGzM3pleT0dLbyTJMb41iTklotM+5aX9dkZXJSD8SOk1Xp7G3cODGRWepfuqRXma2WTmBM+6msrMCzz+rX7ReklUauC0JIZLmIQtBsBuxsNEi6G6jIp5sUCO0842UfKwlJpIVJgG/n2S4cuuZ1InFzDu6rpyjnbI7PjzNWyt1XvYveLg4e1H/3W95EGvLZWxGVVgym5D0N66SGhXsNH1Ok1Ut7Qz834+BBfX1sben7pZK+X6/r9zl9OmvFAa9VX0BXLM3MaLXou9/NDOU8T4d0UsuJysmjHHrkGKVCDqQiVwoJ8yXisTJhvoRpK0w7IYkcapM9TCtBxZIwELRbgt12Qren8LsFJio5HMsgNntstrpsbAX7Ukl+Pbxl8vJrv/ZrnD59+nVvhw8fvr792toan/rUp/joRz/Kv/k3/+Z19z09PU0QBLRuSmPf3Nxk+jYOYY7jUC6Xb7iNsP9QcC0qeZeBF9Lu+0RxQs42sUwDIWDr8HHCXA632wUUVuxTC7eZG54nlDYiiZn1LuAkHl2riikiMA0M5eN5ksmrp6l1V/Cu9shZMXnXZHPNYmWre0dCSGk32Sjan46jKR59VIe66nU9KE5NaaKSusoKcWPDx/HxzLyu29UEJZfTn9VxMiOwRkO77SqlQwigQ0irq/p1tq3fK1Vhnn5aE5z9IE+nbQIGAz3BGHmT2HFom+NYu00qV85T8nfxzRwrBx8nP9yh5G8jSPBlCV/lUQkYroNZzGNISbyyitppUCm4PLBYv+96F70d7D0f9lOOU9qXam9eWtrfp93OmhUKoZWOUkmfl6++euN+0oaUQXD789YwNPFIm5nOzeltDUNfA76vFwd7j+Vm9UVKnfRrGJr4XLyoVdPUnmHve1cKLsfnx6mVckxPG7iOxJI2hbzEsSwqtQhTgmEKxqd8pKEIA8lgAH4rgV1FYZhAZF2vPiqNDWh2h1y+fH9VH71l8jIxMcHJkydf92Zfy/hbXV3lqaeeup54K9/A0u+JJ57Asiy+/vWvX3/s7NmzLC8v85GPfOStHuoI+whCCOYmSkgp6XkBUmr53DIMhJAM6xOsP/FhWjNzxIaJ2+8x6V2hGm+BYdIx65TjBsd6z1BIuiwbx5iMVhFxRM/P4y5dofbi98mdPUP/a2eZaJzDMg0uXuKOlaceOqQHt93d/W25feSIJjG2rQfu+Xk9gKYuqY6jV4Kep1WZtDNv2m26WMxM7dImeEplVuirqzrHxrb1Ps6e1ftptTT5sSw9uJ8/D888c+9zhVKbeB3qUsRJQGIKOoUxtguT9EsVjKogyhXY6RdQjQb5uINUMQOzgCETFAI/EGAaqOEQej3UUH+w+7F30dtFapG/n8IOqcISx1koKM3/SsM6hpEZym1u6vP6VgpLpZIpjrdD6rOUKi571RfH0aRmb0AgDWPtVXtqNW08mSTaeqDdzpytbz6uYs5mvJRHCqhPhvozKolpCoSSOCUfYpPyWMDYeIghFNFQQSfC3dwhfHmD4TfPYKxvIoSgXDTAGtIfRvt6IXYz7ljOS0pcDhw4wO/8zu+wvb3NxsbGDbkrq6urnDx5kh/84AcAVCoVfvmXf5l//I//Md/85jd59tln+ft//+/zkY98hA9/+MN36lBHuEuoFFwOTFawDQOlFEEUg4BS3qacdwgmJrn8gY9y5qOfoj0zT1SrUXNb5OMWXaNGw5hhMryClDFJEhH1Bsgowowjdp1ppGNSEF3iQUD0ndOULp9DbLdoXGig7kDihRDZCunq1dc2c9tPmJnR1Q1p+OfgQU1i0vLNNHExdeFNnUD7fa5XdFlWpsCkCb1BoJOXz57Vj6UGXxcv6kmh29WPT05m/jJ/8zf3NtHTNLMcnwgfP/ZJRETsKboDl974BDVHnzPdfh6hFIWwiSQhErZO2o2u4kQDaF2zVpUSkfvRU1feCKm30GCwv3KbJib0+bzXOqFYzNSWNHSTmsmlDRlvrvdIQ0evN6m7riYaSZIlvSul91et6vdYX79RfZmdfW25+YkTWq1st/WiIP1uW60bx5Z0IejYJk5OYRgQBAmG4xFGCVIILDem1zEoWw3y8S4yhgEFtplhaJbwmwGtv7mKtbmJYUgK5QAh1HWn4PsBd4y8fO1rX+PChQt8/etfZ35+npmZmeu3FGEYcvbsWQZ7arV+93d/l5/+6Z/mS1/6Ep/4xCeYnp5+3fLqEe4vVIsulaLDeDl3vSJjeqzI9FiRqVqBQt6htXiY5Y89RffAQRw3oO5fxUgCNt1FtsuHeCB4hqn+BbqqwoR3mVgaeLKIMkwKpoc0JVvxFMef/iNqp15k57+/QP8r/414ZfVd/zymmQ1W97ID9ZvB2Jjuhpt6XszM6FYD09N6AE4ndc/TpMVxMm+b1NQrJS6mmQ2uSunnL1zQK865Ob2ybbf1KjKKNAGamsoqPk6d0gm994rwGQZ0BwHDpENCjCETSAQtNU1omOSTHZy4S4RNIgS1cJNc1MFOPGa9C9TiJsKU4Afgeci5WUR9/N58mHuMqSn9m+4nj59aTf/dmyx78GDWiNN1s1vaZVwpeOWVG/djGFkC8Otd27OzOuTabGqSXypp1TJtdtrpwHPPZdvfSn0xTe3/Uq1qn5irVzOF9OZu0Gn4aKpaZHYhwJCCQdfEtBSWKbCcEFRCsbHCZLSENCLtXI5NOynTMKaJd/uobz6H2NzEEIqDh/R73S+tA+4YefmlX/ollFK3vKU4ePAgSimeeuqp64+5rsu//tf/mmazSb/f5ytf+cpt811GuP9QcC2qhRxhpHAsA9syrid625ZBzrYoujaD8QkuPfERzvzYTzB8bBrTjuhYE+yKKerBBkUGVIItEtPGiQckpknDnIYoYa57mkQavFj8BDNuA5nPc+kChH/253eEwBSLmhhE0Z1z+X23UCppAlMq6YFWCE1gjhzRnyF1F/X9THFJvV/S6qS00sSytFyeVlekvhZXruiBOV3dvvKKXpnv7madeUEP7n/1V/dm0jMMRaPtYToeoJBSkAhJW44jwxApY/JJFyvxUNLAJqAUtShGTYpBE1CguFa6ksf65McR93unu7eJtEw+7aW1H5CGN/eSjmPH9DmbNilNK5DCUBNtIbQScrOCNDaWEfTboVzWpD5VctKi1+FQX1NRpK+dvSQkzX3Zq77MzurxxLL0AiN1uU4XAHuR5ld94OQsTzw4xtHZOo8/MEY572BKQcXaJewLKlaLCVYR6Oa2ni8J2gG7wwL9y10mvvx/cPD/9xXKS2cplxOiaH8aEN6M9+bVNsI9QyZ5GnT6AWEUkyhFGMV0+gHFvM2jR6aYGy9jGJJuoUTz2BHCByeQrsGmdYhuXGKh+Txm5OEnLmP+CrE0Oei9jOn1UQosFeCLHCo0KRUSorEJlps5et/+Ht2+R5Ik9IYBrZ5Hbxi846TemRk9WA6HOkFvPyOXgyee0DH53V19zPW69pyYmdFSuePowbbZ1ANnsagJTxpWgswzxXH0c2klR6OhCUy3m8njV6/qnJc41pPA7GymwrzwAvzgB1lp692A5UYM/YBC3riWf6VQwqBrjeP0tMxkyJhYWPimg5KSxf4rPNT5DiKNCUQRSIn1mU9iHHjvWjQIkYVN9pN5Y7Wa5WaBPkddN6u4S/O9QJ/XaYXPXrUG9LUBr191BFp5mZzURD29JtJS7LExfRwXL2bHI+Vr1RfQ4V3bzhqiBoHex/r6a4lVml914qhLrezS75o4xQEJitiPKSW79Mw6BcujyjZmlOArh5ZRp29WaBkTrKkDFF59Gf8P/h31r/0HZKtBs7n/232MyMsIdx2p5Hm7ktK5epnHjk3zviPT1Io5ZsdLPHQooKTa9ESF7XiC3LCFmwwohU2SRHKw/RLTjTNM7Z4hSWCqfxlDxZztL1K79D283V1WGWPz3AavPnuav35xiefOr/HqlS1evrzJ6aWdd1xWnRrYbW29vrnVfoDjZGSl08kG2QceyJSYSiUb/JtNvbp0nCyBMY718+kqNy23TpWbzU2dyJlOGlGky6ZBE7zxca3CpJPeN75x9xr+5XKaNCeRhWmAkKBkwsAp03erFJoNKsYmsWGwa8wB4AoPw5Io00CZFlgW4uhh7C9+4e4c9D5GmtN088R/L5GSjlRFECItj88IuWFkRo2podzNqkN6fqfn++2QJqeHod52dlY/nl5baWL8hQsZUb+V+pLP62sj7a+UJJpUJcntQzpC6PeLYkWnY5CoBDNnIE1tppijQ324SilsYCYxvszTNiZpmZP4osCWOYfqdolffoWZl/+MeKex71XkEXkZ4Z7gjUpKhRBUCi6FnE3OklSf+R4Ht59Bqojl0sO085PM9U5jqBihEpI4Ydk+QSXYxo50xlk1aRBbLhe6kyysfhsjidhSM3idPp2BT38YYpsSxzJodoecW2lcJzBKqbeszEipe56AVh7uppLwdmCa2jp9fj4jKL6vw0BHj+qO1YuLejvf10TEdfWq0LL0gLpHgMA0NVFJO1WnjehWVvQ2tZre5tQpLYfHsV6lzs/rx5NEVyM9++ydDz/k8xIpBP7QwHYkUiqkTAiEw/kjH6YzMcVs9zwkinX3CCIMUQgSaRA5LsKyEPVxnJ/7IjK1Ln4PQwj9u6duzvsBqavuXgVhYUE/3u1mOVu6QacmHSl5udmYLk0Afj3XaCE0IapW9XvmcplaCfqaSUukz5/Xj0mpydPNjS4fe0wfU6ulX+c4+r1T75dboVIB2xKEoaRQGZAU8sR5m3HvCoMwR31wlenhRaSIgISBkadtj7NjzbBr1BkGBtFOA3n1ItalV2l3fa4s3zm38neKEXkZ4Z7hjUpKU2+YcHML58IFDvRfoRzt0LXGWXeOIKWiFDawVEQkHCIlaZt1FrqvgIK8G3EgPktoFxhQZXr3LIEy2OxNkndNEqXoDkMsw6Cct+l7IRdWm6w1Opxa2ubly5tvWZlxnMz3IR2g9jMMQystCwt68G61sm67lYrOj3nooaxkdGdHb5dargdB5rKaJt+6bmZUl4bStrb0a103i+f/8If6/uamnhwmJvQgvr0NX//6nWuyCVDMWRRyFp6fUMgJhKEwzAgB7IpZNg8dw8ZHSkXPqZIYJiIKMQZ9rEEfOTOF87/+LawnHr9zB3mfYXZWT+Cr735a2dtGsZgpF6AVRdvW5CT1I0oSHdYxDK2StFqvrYar6XZWb6gszc1lzU2TRJ/Tqdtuqvik4an0e0pDq3vDUoaR9U7qdPRrymV9f3n59uT+5HGTgmPRbubIlQPak3MM7Qr1/gq+zGPHHjP981hJSCxthmYJQ4Rs5Q+xUjgJfkCwtkHppb+gcfYCz59q8crFd65K3wmMyMsI+xZpfkyuuYsx6COE4LD/ElIk7NjzDKwy9XAFoWLs2MNIYrbdRUwVUoiaRF7M2O55LBXQdGcptVaIbZM4V8Qf2FimxA8jel7ATmdIfxhwdavNM2fXWdpsI4Bi3r6lMvN6qNWy/ib3g+GzlJrApApIWhaaer8cOQI/93NZP5vBQBOMUikLIymlH0/lbdvWhCefz1acjYYmKqmEbhhaaen3Nfnx/aztQBzD974HL710Z1QYIQQTtRyGlBiujxQJhpWQJAJ/YLNw6kWKzR0MEeM7BXYnphlUxwjyRWLHIVpYwHzs/e/+gd3HMIwsufRee/mkSEud06TwNLk4jrNSZnGtQXjavLHfv7G9AFwzM7zJO+ZWSKuTUk+ZNFcsfV3qQdNoaELT691efUk7VzebuqIrvdY6ndvn37iu4MBMHssw8IIIr5ije3Aev1RGJAlj/jr5pEct2CIXdUkw2HIOY8UesbBYzZ/A7vcorC7z4ItfpXr2FFeea73pse9uYkReRtjXqBRcJqraawOVMOVf4Xj3+4z563StcZCCqXCJKe8yU95lIsNiqfQI094lxrwVCsMmi43nEN6QldxJ8vMRtjcgvDrA2u0QRTG73SFDP8Q0BIlSKBRJktDu+4RhfN2J0g9iVrffnGPvgQN64Ol07qyC8G5BCO0zMT2tB/S1tax8NI71gP63/zY8+aSW2+NYr0KjSBOUOM58X4ZDTURcN2v+aNuZ4+jmph60U2VmbU03crRtLdlPTup8BaX0c1//+p1pLzAxZjM7XqJcTlBCz0gCgeoLxtaughBU2AEh6ZoTxMUiSX2cxLIJT50l3txHCR77BIuL+u+VK/f0MK4jbW2RhlrSjtipOpJ2RPe8rAouDDVhuLkKbmpKn5NvlJSctk1Ii89S1abZ1I+lCfJJolWUND/mZvVFCK16KqV9lI4c0ftqt/W1dzubgYdOOhyYrBAN8uSqfQb5POtHjkEZdt0pilGLcrhFLu5hqJgEgVAJhooYGCV6VhWhFMX2GuWtJSoXL9I733zTY9/dwoi8jLDvUTy4gMrnMJTCAI4NX+BY/1km/WUASmGTSrhNOWwgDRg4ZYZ2hfFgDYHCDbpUwiZBoUqyFvLA6f9O9cwp+M4V5r77LUqXL1Jt7WC1WqhEYZsS1zF1U71BAEqv1POuSXvgvSnHXiEyS/LV1f2fuQ/ZMU9N6cF1fT1blab9iz7yEfh7fy8jF4OBXi2miZBpyKnX04Qn9YMpFm/MMdjd1avPdN9K6RYCaYJwkuhQVqrCPP20zpV5N1EqqWtl+uhGilIiJYhAQABRzmUqXgIBXWMCy5BIKVH5PKLfZ7i8j+Ij+wQpIY3j/WPamHZWT49nZiZzg+52M5UkLZ+O46xX116kKs0bVROmbRNAfx/VatZPK4r0uZ3mBSmlw8u3U19mZnRIKw1lHTqkSdbW1u37qkkJJ4/mWZyqgl8gV/IRpmBr8hjlRDMvKwkY89cZ95YBQdseI75GYtZzR4kwSOKE2fASpj9AXGqy2x7cMbfyt4MReRlh36OwMENw4gGUkMjAB6WQIkYkCfJacFkJSWLbLPZeQqiEleojBGNjxLUx/EqNKf8yZtAn7glC28EqQZQYiMt9jn/jv3Pg63/Owre+waFnn6bYbCAQ18NKQaT1Y8OQJIkiit+clahhaAUG9k9fnzeDxUVNYKamtBISx5nsnfZa+d//d92PJZfTj7fbWbfeNK7f7WYDceoVk3pYpE0gt7ayKg7T1APyqVP6/uamPobx8WyV+vWv3z5h8c1CKcV6s8u5tXUurjXZaoQgEuIEpJEQJZK2MY5QggJ9DgcvMZ9cRF7LydK5WYo4uU9+0LuMxUX9e+6XkOnUlP67va3/HjqUKSC+r9WMlHCnfY58XyslexU/IV7bsfp2SDtMpy010tyXRkP/3+/r/9P+aKurt3bdFUKHj6TMwrlpW5KVldtX59XrMFZ2EbGDm0twHUk4VaYzOUNsWVTDTQwVYwiFG/cJjDI9q46TDEkw2MkvkhgGotth3NrB6HRpXkre9Nh3NzAiLyPse0jDoPhTP8Fw4QBKSowwvGYQpiCJUdIgMU2CfBGDiAl/hZrYAdPCsi1kEkEYMaeWUGNVtsyDjA2XyHcbDGSZoSiioog4l6e6s8X0s9/D3dlGSoFSiuQa64jjBCkFpvHmL5tCQU++UbR/O1DfCrOzetCfmdEkIlVHQP+/vAw//dPwxS9mcrvn6TCZbetVrmHoz729rYlKqsDYdubSa9tZ7B/0pBAE8O1vZ8Z4hpHl40SRfu7s2bf+mVLS8r1TK/zgzCorjRYDLyQM1HWnYGlExNJgs3AY0x+ilGIiXsGR2WwlBn3iXB5jZmSeeSvkclmi9n5oGZDPZ866oJUMKTMlJq2OS8/RNFzabr82/JUaxL+R+lIuZwnA1apWdNJGqKkK22plVXqtliblpZI+x/eqPuPj+n37fX085bKuElRKu/bejkjVpyKkIfHbZcrjAwxD0DpwkGTMYacwjy2G2HEfUwUIFdJwZugbZer+CuP+CmbgI8IAQ/Vx4gEEMb2ORCUJydY28dJVkq3tO9J65c1gRF5GuC9QOXaYwv/2/2D4xAcJKxViyyJ0HEI3R1Asktg2Sgi8sTrFSkwl3sHyhphJjHNt2R+PVyjJNgiTqGdzaHiayLFZKZ7A8gNytkEwOYnRH1A9d4okjhFCIIUmMQMvopJ3KbjWWzr2qanM/2E/Wai/ESYn9aA5O6sH4bRzcOrzcuaMDjP93M9p07vU8Cv1gEnDB2mybkpQpqczg660xDbtVJ2SF9OEF1/MJo/dXf26dJV8+bL2hXmzfjrtvsfzF9Z55uwqV7fbeH5EGCUkxIQxKBFjWgppx8TSZLt0ABnFOL0ORhLrgTKKkN0uKlGEx45TWJh5o7d9zyJVHvZDo780STZVTNJQZmqS2O9rohxFWQf1tEw5LelPkRKd1yuZTpEqhrat95e2zUiJT7+vr4nDh/UxLi9n18bNuS9zc/q4trf1c9PTOqwaRfDd7976/W0nwTQFBdfBNmzcUoBfzLM68whWTWExRCiFG3dxkqE2jZZKN8O1TWQUYYQhSRhS5yq5okvrQofhn/xX/D/6Y/w//hP8P/pjgj/96h1xLn8jjAwKRrhvUDl2mNL/6/9J/+o6vSvLNDpD1s0csYLFF39Iob1LOL9AosAOA2o5E8O1YWUNO4kZW5imKkPWdj2mwg1EyWGGLTaMWTbtQ0ygcGyLoFzG2dpC7OxiT00ggE4/wLEN5iZKb6tL8PHjWi1IuzSnnY33O8bGsvh9r5f1N0oTec+d04PvRz+qic73vqcH9tTvI5/XZCTtp5Suxms1vb9CQe8rVXbSHIQ0F6bd1oPz44/r/ZbLemJcX9eE51vf0jJ62iDzVmj3Pc5dbbDdHhDF1+QjkRrsJSSJgeH4qIFFUXmoQYIfFxBKYQ+HWEEAORdlmMRCEMwvUPrJzyAN4+78CPchUuUh7Yl1rxtrT0/rMFazqZXCyUl9rqXNGatVHa7pdDTpWF3VSkgcw+nTuuMzZKGj1CLg9Sx+JiY0Udne1udsSuSl1CploaDP750drSxevaodeEsl/Xi7rQk+6OtwfFyHitLP8NBD+ph7PU3mDx268f1NQzI547G7lUf4FRbnelz2JeGEQ7P+OG75KpNnT9E0JxEkhEaOzdwRiqLPdLQEsV6tmL0e0dGjPDAbsfU3L3FhKDg+XUK4Dng+8eUl1E4DvvA5jPm5d//Huw1GyssI9xWkYVA6OM/MUx/loS9+moc//AgTxw7S/fBHiWs1nJ1t8sTU6hXsvIvabWNUysipSawkRgDV4Aqx18NLFMWkSSnaYTxcIRYSwxCYhTwyjjEjH0MK/Chz/01N9N4q0tg1ZBUG9wvKZZ3HkHbl9bxsNZsk2jHUMHS10ic/CY8+mkn1abfhNG8mjjWBGw71Kjd1QS0U9PbVatZrJq1yAl1Sndql93p6JZoO7BcvahJzKxVGKcXqdpe+H6JUAigUeuAzpMB0Q53f5ERYwYD82iq2P8CPXXyzgJISGceIICAoV/Af/wClv/MLVI4dvvNf/H2O1D05zTW5lyiXs5wTyMr+PU+Tq/R89f3M+yWtVFpby1RHyJxz38jzJTWti+OshDrNt9ne1o+nvjKpuWOa0Huz+gL6nK/X9WdIeyT92I/pfZ8//9oqqIJrUSu5SCvUi4Mwx9GjkHMMggj8Yo5OZQphSwyRkFd9OladjqzhhSYqThBRiBSC8seepH75RUyvRzw2QccaQ0iJyOeQ87Mk3R7RD569qyGkEXkZ4b6FEIKZsRKPH5vhwY+8j9rPf5HKg8epiRizsYPq9jAOHcT6uZ/BOHYEf3ObRnvAMAFhGJhKYQiYHVyAnIFnWgRhjAwCcsUcD5w4wPuPzrzG/fftwrb1AJQa2N0vCbygycXhw3pAt6xsVZp+huVlvZI9dkyXdH7yk3qgTScCX5seEwR6YG429faDgf5OwjCbQAoFrb6kxCcIshLrH/5QTwLb23q72Vl9PMOhJjA3J0b3vZD2wMOxDE2ikmsNFYW+WY5mkRJBeXcLMVQYcUCsTHpyDMuQmLaJYRiU5qeZ/Xu/OCIubxLj41nI8F4jJdvpOTs5mZFvyEJGYajP8VxOn3Np6PPll7N9pUT79Ro1pkhN61ZWNHFJe4Clfklp9/Xt7cz9N/V+uTn3JfVNUkpfE42Gvr4eeEA/dvr0jc7AqU9WfTLGCyJ2mwLbNqjVFIYZ41OimAvIlyL8XJHYNDnYf4kQhy3rEDKKMcOQfKtB7pvfID5/kSOTXQyp2BjWSPPVhRDI8RrJ6qpWYO4SRuRlhPse1516jx+m+Is/i/u//ALOl34O53/5Beyf/WnMAwuYH3yCvulgbm5gWZKkUED2+5iDAdJ1CScmcWyLiXKeeuwzduIwU0cP3Nb99+2iUtGrwCjSE/79BNfVxMQ09eCeDpQpWdje1tL3sWN6gP/Yx/T9SiVb1aZup2mIqNPRpCQtX02NzvL57HtKw1W9nh60f/jDrMP1cKhDAqlfx/nzOsyUmqRFcUKS6G72QRwTx1p5iROIY4WQuseR7AzJdVokCOykT2KYNIpHtDQuBDIMERcvQWMfdR7c5xAiKz3eW/57r5CW97fb+hxL/YpSx9vUr8j3dZgmbV9hWfrcTvNcUpPFKHrjcvBUcYki/bpcTl9Dae5LFOnrIM2DScOfaTfsW6kv4+OZD00c68dmZ/X1eOnSjbYMlYLLiYVxDixIwlCxfEUQmz0sS1CbzZNU61gqxigp/HyeVm4GJSSeXeBy9TH8fBGEJH75VeJLlyH0mc7tkiDoRrnsjRwHFYao4d0zshuRlxF+pCCkRE5OYCwuICcnENecoob1STY+8CGihXnM4RBlmiAFSgrCqWlksUDSHyA3NrCqZcwnP3D9te829q6w3kzi336CbWtCYhh68N87UKbJj+fP621yOZ3r8+STWcJhGkJKCYzn6X1sb+sJYXw8WyW7blalsZf4DId6JfvKK/p9Nzb0dtPTWW7Nt76l8wAMKYmThFbP04oLIIUWXtS1mxAKu9vHCQYoYeDgo1A6zCTl9SQctbtLvPYGrYVHuAG3ajx4rzA2pv+mSfPj4/ocTBN5U0UkVQHTnJ1SSZ97q6s3NlTcu6/XQ2pat7ys76etNVICb1n6fXZ39eMLC1lLgSi6UeEplfT2hYJ+7sIFve2RI/rzrK/rkNLesHSl4PLEg2Mcmq0wXizhmg7HjgryOZPO5CLStikNmlhBiIgTDEKa9iy+VaBTO4iqlImlAUOPeGmZsjngcGGTirUnTuv7ut9X7p2p028FI/IywnsCUZwwHJ+g86nP0Prs59n9qS/S/NkvMXjfYwgUTmMHY9AnObCAdRcSz1IDu/V1PTHvl/LDNwPTzDpop2EhyFaZcawJzMKCHlBLJfjgB/WqMg0lQJb06HlZmXWvl1VcKKX3X6tlBl4pien19Ar62Wf1fgYDva/JSa3CKHXNM+ZlE28oCKOEvGPo8nfQ7OUahATD97HjIVLFlOIWhbhDgJXynWvL5/jNxQpGuA4pM++fd+rP824cS6qCKKXPs9SEMX2uWNTnYkpkUqPFsTEdprlwQe8rDXG+mSaUqWmdry2qqNd1flgaPg2CTIGEzJW6UtHveXPF1sKC/k4bDU200sT4Wk2/ttN5bVhaCMGDJy0cy6S1k8NxBYVygj1VYPPAw8Q5h+neBRIMuuY4Y8kWvfw0O9Y8iTSJc3mUYcD2Nqo/wDGyJCClFEljFzk3h6iPv8Nf6c1jVG00wnsCpiGRUhAriK4twcKZGbyjRzFbLeLBAE9a1N5/HOMd5ra8GRiGXoVdvgwXftjg8Oa3YW0NFYQI20LOzWI++YG7mr3/ViClHoDPns2qhdIcAsvKVoULC1q4WF/X2x86pPsVbW9rApIkegBOXVCTRE9yMzOanIShfmyvb0YYZsmWQaCl8k5H77vX0xNNsahXrls7CdutCoWaxBgbkrNNhn6I025hhAGRZeNZLiqXo5h0aCsPJxmSj3vUgnXdluJ6Rz0DSuV7/dXfd1hY0OfJ8rLuoXUvkRKCfj+zMBgM9PkVBPr/fl+fY8WiJgbdrk4kT8/HTkdvn4ZOfT+zCbgdZmf1519f1ypko6Ff3+3q/dbrer/pvhcWsrBsGl4tXzv1UqfqNAy2sqK/14MH9TXRbOrjPHv2xu9bm0QK2BZ024LqWES7BX7BYmv6IO7uLrmgS9+o0k9KHGo9R9uaxIiaJK6Dcl1EEqNW1lAH5q5LokljF1kqYj75xB1Tq2+FkfIywnsCaYfqgRfd2J9DSsJajVZ1gvzcDMX8G4xC7yJyORhPNgmefZHz5yWiVELOzSBKJeLLS4R/9uf3xD/hzSLth5SWi6b9jVJyAToHJgj0wJo2v/vUp7Tz8ORktvJNiUjaGmB9XY+NqcTu+3rQnpjIEibDUHOKfl9v//zzOqSU+snU6+C6CUIIvE6F9kYVZ7vNsee/z4kffptjz3xH/z33XSzLwHZirDggxKIabZMIXXGRxrhErYoxN/J2easwzUzxuNdtMlJDxc1NrVbk8/rnTdtQpCRcCK0Spr23hkNNdtJu0EmShY7eTEhsb+k4aHJy8mQWHkpzcfaqLMeOZfktN7sVLy7q1w6H+riXl/U1MTuridbu7q0bwx4/alLIWWxtSoZeiMy3QMYESYlESiaHS0gVE8g8RToc9F7G8IaYrTZhFDOs1QnnZlHdHsn6RlYUcZfLpGFEXkZ4jyDNvHdsg04/IIx0omYYxe/Yw+XtQiUJ1XPfw/Y6xGMTbMrpe15++FYhhB6E094tkFV1pNjZ0eTiyJGsSuPDH9beGYcOaRKXkh7P0yth38+cd2s1rcyEoX792FjW0Tr1m0nDTpcu6fcaDvVkMFYT5IohphWjmgm9lyBsuVjVMv54nTifZ3J3mcrmGmF9EmUK+kZNh4yulYrqbn45zPe9Dzk5cde/4x8FpHkfS0v39DCu99byfX3OlcuZkZwQmsTk85nil5br7/VlimOtmLqu3tfeCp/XQ2pa12xmXk9peXSjoffV7Wb7S9VZx9GEaW/lUepinB5Xr6evgWo1C3OlHaj3ugEbhuDYYRdDSq4sK2IVUSzFOHVJ16gRyBx1/yqBdDjjPkYMJEJgRAHC82jMznPuw58k+OIXbyiKuBcK8Yi8jPCeQaXgcnx+nLFSDj+M6Q0C/PCde7i8XaidBsnqGocne5gyYTco0ou08nOvyg/fLg4f1pJ8yrNS87m0WeNwqIlFWmnRbmvl5amntOdGvZ7luaRJuemAvLWlJ5S0j1IU6UG6Xs9UmDjOKjcuX1a8/ErM+qbPxasDojggUH2czSXiIOJK/lEuiYfoUsU3LfrVMdRgiJ+AyuUITRclJZGT129QLmMeP4b1E5+6q7L4jxLSvI8guPceR4VClvxdr+tz1Pf1eZQqL4NB1m8rTRhvtzMDRc/LSE2SvDmn54kJ/R6pP8yRI7rMGTRRN02tmOxVS4pFfW0liXac3otDh7JGqJC5UaeLBNPM3m9vbs6hBYeJWo7AM0BJ7MIQJ+hjGzHDXJVc3CMXtGkZU3SSGpbnIeIYGYWYu7tE6xus4iAPzN9QFHG3MboSR3hPoVJweWCxziOHpnjo4OS75uHydqCGns5xyTkcKm4igFjtcW29B+WH7wRpgm6aWJtWc6SJvXGs82AOHszaJfT78LM/qx9bXNTbQZbI2+3qCW9zU+/LsvQ2w2G2wkz7JQkBQRjTHyZsbCacvxCxuRUR+CZmP2BsuI5l+Yikx5ZXYSU4jFIGju/h+H2c7QYy8kmE7i5tFItwYBHr4x/F/p9/ft/mH90vmJ/PcjTuJdJGjVtbWYVap5OpGFGUTf5p9dvVq1kieEpglpezfb2Z0NFe07peT5/L4+P6FoZZWXS3m5X6gw6x5vOaUK3uiSKnhDAtwY4ifRyWpdXKJMksBK5ezbyWAA4dlLiWBf4Yk7UCRyf7lOyInfpxuqUJDvdeYGy4RtuYJBIGgZsjdPNYnTb1738Xb2n5nneYHpGXEd5zuO4L8y57uLzl48i5CNsCz8eSCSdKq1SsPSUZ96D88J1ieloP6EmiV5FpXkAUZWGeS5f049WqHsiXluAzn9FhpMVF/XiqwgSBHuh7vay6Ih2s0+aP4+N6Veu4MVImqASSRBD4Np2dIq1GDn9g0qOCbYTYSReLHo4R04tmKWw1yPkdlJTEOZM4nyNXshDFEvFTn8P5uS+OiMu7gGJRT7b9/r01aEydc/t9HTYqFDIVJQ1Duq4mAaapz7OUbKQhzXpdb7exoc/BN9tja69pHWjCn6ov7bY+ht3d1zaE/PCH9eteffVGb5m0L5Lv6+NoNvW1Nj2ddXafu3bqXrp0rdIqSSgOmxQGuxjdPoQmuYpLyRxQirfoiSods87R7jMoYbBUfFQvrEyDQW0co98n/+orRGHEvcSIvIwwwj2CqI8j52ZJGk2UUjf0f7lX5YfvBur1rDHfxoYePFOTunSluLKi709Pa6Jz6ZLOnfmJn9ByeLoiTnNhUhLTbuu/QmSSvbZ3V+QKIZYTYxgJUiSoRBBHBv2WS6NdY2iUCCiCtCkaQwzDwOwPWTePEDsFhGVRtGJsEUG+QBAK2uf2gUHJjxAmJ/Vvdq8blDpOlqCb+g9JqQlAmrC7N9SSJognSVZRl3o1OU7mcfRG2GtaFwRZ08V6XV8fqXFlv39jcrNta2KfJNrfKCV/tp2pmmk7htT75cCBzOhudlY/d+57Dfw/+SrGf/kvvO/Uf6XwwvMMv3kavICS06K8eRV72CcUNl1nHCliImkThQam76PimGGxhLuzjXGPnQdH5GWEEe4RhJSYT34AWSqSrKyhBgNUHKMGA5KVtXtSfvhuoVrNBs+VFT14GoYekNNcmEZDrzIXFvRjV67ogf3zn9dx+/l5PbGkTRr39oJpNPRjqdnXYKg7RBdKCeVqiGFpC3QFJLEgiFyWOMquV6EXV+gnZYpRC/yIgV3Bjx227QPkeru43QbDnT7DXkTrlSWiV169p9/ljxJqtczf5F6qL9PT+u/Ojj5XQYeO8vkbHXHTdhVK6W2LxSyMmaoeaX7MzW64t8Ne0zrQyuFDD+l9tdv6PRqN1yY3Hzumn9vevvG5Q4f0a3d2svDR7q7+LK6b+drUok38Z1/k3HlBnMtjzU2SzwUkW01633yRqN1ivneacrhD05mlbU0yMzyHqUJMFSGTmPxuk8gwsUnIqZHyMsII71kY83O6zPDQ4r4oP3w3USxmnW5XVnSoKJ0IIEvOXV3NSqnX1vTA/alPwRNPZInAqY/G3sqi1VV9P47BNBQqAcsAJ6fIFXwsO8aQCsNQJInAJ8e6cZCNYIYgNOkGLiLwyA2a9ESZJFK0ghKhYdN3xvHtEsnAJ/raN/d1yfr9BCGySph76S6dmsy12/q8zOU0KU5deIdD/Xy5nLUN6HZvdL4FTcYga1fxZgjZXtO6NHn58GFNqDxPVzKl+9zbENIwNKEHTVTS6qO0XUcUZUnB6+v6O04bQa6vJdQufA+r32DXrfBSd4r2MKBotxnm8/S6NvnNLUwZkFM9KsE2PaPKWu4EB4cvI2yBQuD0u+S9AcVSAZnb0x7gHmBEXkYY4R7DmJ/D/tkv4tzUk+l+Ji4p0l4uQmiyUS7rATZN5E3N6ZaWtFJjGJq8XLqkcwE+9SkdTqpWs0RJyPxdNjb03zgRGHZClIBSAsdV2LmIfNnPVBhhEOAwNIqshgfpdiwaqk4vLjLeXaLWu0o52MQXRdrUQECSK5B4/r4vWb+fMDWlJ9R7GTpKW1BEUWY4Nxjo40oVl1QhTJWYlCinuVqrq1luiVKajKQeQ2+ENKyaqjX5PDz4oH7ftMt0o/Fan5aFBf3a3V39/mn+y+Ji1gE7DRFduqQfm5mBuN3jwiUouQ2SKCBQDl01QaIUNbmDkpJGMo8T+sx6F8glfcaDVSaiZWLLJjF0IYGRJIxHHs7iwj0PZ4/Iywgj7APcrifTjwIcJ2s4t7GhB+00VBQEWafcpaVsMhgOtUNopZIl887O6knGcbK8BM/TA/nOtoTIQogYlQgsy8A0FYYV4RY8TCvRNxmTYBJIh6X8QywVHqZnlmlY0+SiDrmgS5hYRAjacRk/X0XNzNw3Jev3A26uurlXSCuFer0sbyRNLE/L8tPOz3sJim1r1SNN0j10SJ+n29uvtfK/Hfaa1qVqzYkTWYf1ixf1Y61WZj8A+jXFolaIBgO9XboQyOdvrJRKy7lrNTBin+4AuqLA4eIakoTtYQ4vVBS9Ldx+B084+EYeDJOD/qssDl6l7O0gkxiRKCQKh4RcvbYvwtk/OiPkCCOMsG9hWVk/pFTyPnpUD7SDQZacu7amJ4JSSU8m587p13/84/ChD+kBPlVsIMujGQwErYaFNzBJiFGxIOdKpJBYToBTCCmUAqwkwGUISCIsutYY50pP0jLrbNkH6MsS094lXL+LQrFjzXLOO4Df9+hfXiZaWt73vafuB9xcdXMvUKlkuSJphVu3q5OKpdSTfxhmFUlRpMmElBnZ2d3VZCcNH+3svPlcntS0rnGNE5umbmKahqYKBU2IVm+KWKa9jdLeYGll0oEDmfqSXlvLy5Akilp9SAA0/DpxrBhjiTG5ikFMqdVgYXCKRBpczZ9Eqhgsk9hxAYERhliBhyEl1sEDWD/3M/tCFR6RlxFGGOGuwDAyAtNq6UE5/T/tMi2ETuZMy1GTRDeZGw51wuJTT8Gjj2YExnEybxjfN+i1bbq7Dn4giBMwTUnBcamXHSYLkmm5g0uAE3cxlU8kLUJps1R8hKXCg/RklUCZ5INdZOjT6gi2Lnc4s15i+7/9FY0//CN6/+H/S/CnXx3lwbwDpN4/aTjmXiANHcWxJiy5nCbVKakZDPRzU1NZTklqVFcsasUmNZybm9Mkp9vNyMgbIc1P2d7OHpuf17cw1LkvSun97SVEhqGPp1zOvJJSUpU69vZ6+vrpDgK+80yLc36EyidEvQErvSIqCckZAVYYYA0HWAQYORg6RXZlHXmtFCqxbQwpMAp5rAdO4P69v4t5YOFd+w3eCUbkZYQRRrhrSBs6pn4f589rAqNl+gTVbqO2twl22jR2YqbtBvHWNpdeaNPaTSiX4cd/XK9Q0+TKvaGkODbwhyb9lkPs5Zkac3HNAuNjDhJFNdmm7G8x5m9ikODGXUwVo6RkYJY5U/koQ+HSNyoMzRKmCuiFJZIA1ljkqpylPQzxzl3c972n9jsWF/Xfmz1N7ibS5oap+WG/ryf+1HpfqUwZVEqThTQ3xvNuLHl++GG9z5udcG+HW4XPhNB5XlJqVadQ0ATpZhO8VGVJz/u1NX0cqS3B+jo4BY/NVpetRkSSGPjHx4lNA7+tiAcBURhiDAaY3pDQsnGrQwZj42zUjpBIAxkEyCgCw8B89GGc//VvY+wT4gKjrtIjjDDCXUba0PHCBa2wnDsHRwurrH/vHDvrPiKKcJI+w9Bi2TSYsptsiRmWTo8xOF5jasHlw0ddZmfG+f4PJFev6snGdVMTMYHvG7R2IQqzKg43H9OLLXJ+E48CE94yXauOUANAMTQqoGC9cBKRROSFR6BspuMtRBLjNWMMNWRd5jHym5hRgPjBs8jZmXse/78fYdv6d0tzTcx7MBvVapoY7O5mrs9RpElNEOjzc2NDk4hUKWq1NEmoVvXzKyu6WqhYzJxwt7ezJpCvh7k5rdaknaFBk/KFBZ0DdumSVn62t/V5nCasp+pLv69Vo+1tve2JE/q4mk3FmYsDSrUB7UaejVULu1bHeEAiLg1p9GGhfwYz8Iksm2GpSpjLMabWkW7CWu0kjj/EUTE52yL/iz+PMTN9h36Ft4fRFTfCCCPcdQiR+VYEmw1Of+UUtfVXmK/2IefitUNyO0sknQ4b9gHGzF2SM2dY/5OnOf+H38L/oz9m5vmv8pOPr3H8uF5tBoGejPZ2nW61FEtLMTuNmB0PAkNixCFKCmrBBpVoh3qwgkRRCFvYyQClIDJyNM1JhsKhZc8QJQbl4Rb9OI8YeKzuVmmsR8Tnz48Sed8BUi+g1PPkbiNNxk2SrIP5YKBDN6lRXRhqdTD1eGk2NZGxLE1k0pAn6IohIXTIZ2+Z8xu9/80dtz/3uUx9yeU0gbo5HJWqL82mJjxRpN93ZgaCKGJ9I6ZYkCTCI4jA69v4k1V2jh9le+YQzfwssWmSCEFle52xtWVyXg8hIHJdhpUaMZJGfZqmXUDdS2OeW2BEXkYYYYR7hsUDCeWrrxAOAy5VnyBfhAOtFyCJGdTmcaMBbG2xtQmFaBeDmH7scl6eJLq0hPWN/87nFl/mscMt8nZIt5tQKOjVqm3HKJUwGMDGhmJzw6CbGycw85TCBp5ZpBhsUYpbHOi/gp14uKpPIdolHaa7dp0de44td4FN9zAPtL7F/PAsMorYDKqcXS8Rdgev9xFHeB2kpnCed2NVzd1E2lk6NXVrt/Xx7K0ySo81rUDqdPRzaQfqlFiMjWnVptXSyuKbwa06bhcKWn1JS56T5LUmeKn6EkU61yUlXq0WlCoJcQydjolTHAAJQd/BNAymWKK2vUrfLzEo1didnie0XQrtXWrrV3EHfewgIN/cYWg7LM0d4tTKDqeXdmj390+ftRF5GWGEEe4Z1E6Dqd1TTIwlJEguNsYIuz6HrSuYImHoVknabaQ/oFucQ+Uc3MEusZJctB8kOHuJ8P/6T3zw/P/BZ6L/Si3ZYdgN6Q9iijUf09YuYCoRRJ7DbjhOqzRN36piEICQ9EUFJx4y7V1kcriMFFCOmtiRh1QJnpHnQuVJWvYEL4x/ngiTI/0XcOIBySDk3HlBp3OPv8j7GDMzt56c7xbS8E7aRTrNeykUtNqSJs9WKlmYq9fTYZxSSZOFnR29j9SR1zD0696MEd/tOm5/4QuZkZ5t6+/n5v0dOJBVbaXJ7+vrMF4TuhR7VxIlCW65D0LQbxSZu3Keme5FAsthW80T5AvszszTr4xhBT61jRXM4YB2fZqr7/8g/fE6ppQ0u0POrTT2DYEZkZcRRhjhniHtrD1R9ph2W8SRYpcahik5wnlMFUKsOCQuY4uQRNoEyqQyXCfa2OaSOIIXCES1yuJYn5/hT5iMVwm9kO6OwUSyzhhbGLEPMajIYJs52vkJ2u4UkWlhSp+d3AKxMCgGTea901jKx0262HEfQ8UkSFbzx7hQfJwLxcdZyx/nYP8VpgcXUJ0OV69mnhsjvDVUKnrSbbfvzfdnWZlv0N4S6WPH9HPdrj62Bx7QykzqLdRuZyGnMMy6Nk9N6TyUwUATib2E5Ha42bQO9HsdOqT3f+WKfv7msum96stgkCVBb65bTE0aBIHC6zqYVoRpKvJbO+QvbTDRWaLa3MJpdils6HKn3dl5mguHGZSrLD/4Pi4/8WEGY3UMKbAtg3LBxg9iVre7+yKEdMfIy5UrV/jlX/5lDh06RC6X48iRI/z2b/82wd7A3i3w1FNPIYS44fYP/+E/vFOHOcIII9xD7O2sXbP7HCxsM6dWIIoQwBH/FY72n8e0JIe5SDneBQGTrTNM+VdQ+QLL9jGafhGRz1FaHOeL4k+Zj86Ri7t0ojIGCRP2Fo7RhViilKAh5+lSYyCqDI0yTjxACZOBVaHgdZjvn2XKu4ypYux4iExipIpIhMHZykc4U3qSC+UPYIqIo6Wt6+XeZ8+++Q7DI2RIy+JTBeNuI60syue1EpKa0aUNRaNIqzDlsiYj/b6+1es6z6rbzdxwU88Yy8oaJb4RbmVaB1nuS9qaYH39xoaRcKP6ks/r0FUcC/JmEdeR+AMLu9XiQONZxi+fZTeZILBtpsQSSgqs4ZDq1hrWcIiXLxAbBpHrgpAIIbBMA0Pq+3nXpD3w6Hsh9xp3jLycOXOGJEn4gz/4A1599VV+93d/l9///d/nt37rt97wtb/yK7/C+vr69du//Jf/8k4d5ggjjHAPcXNn7VzJQJaLMByikgTlh0jbAiFQSjEzuMAx6zJ4PhXH40B8GSElW0mdKNEDLGMVPr3xf/K+8Hu4MmRAkX5Sos4aRWMHkSiIBR2zznruEJ4sMLAqeE4RIRW77jRKKca9NR5sf5tcMqAUNsnHXereMgrYchZ5tvY5zlQ+zIpzlBMnso7Jly/riWQfLE7vG9TrepK+V+RlcjK7b9uZX4ttZ93Lr17Vx5k6OwdB5jM0GNzYdNQ0M/IThrypsGJK4PYm5jqOVoDS8yptpbEXe3sb9fuZS7WBzSE3YG75AuM/OM+R7/0V89svkyjBlnEYg5jF+AyGDUYYUmw1kYFPYpjElo1tSkzTIO9YWKamCoYhSRJFFN97k8Y7Rl4+//nP8+Uvf5nPfvazHD58mJ/5mZ/h13/91/nKV77yhq/N5/NMT09fv5XL5Tt1mCOMMMI9xM2dtRkOkdNTCClRW9tgW4j6OKrbg04XYTsY9XFIYjAM3EGTg/kN6iUfU+oBVSqF5Q057p7lg+VnqVgdEiVpMUmBNlW2sJMuYBDisu4cpmlN4plF2s4UkoRIOAzMMkYSs9h/hQn/CqaKGJhVLOVj4hEKk1NjP8ZLjTlOndITSOps2m5rFeYNhOYRrkEIHT6K46zh4N2E697om9Lr6d8uLYHudDRpOHEiCx11u9pfJc2NGQ4z8jUzo/+mKszq6hsnJKcEbq9pHcAnP5kZOUaR7gk1uClHPFVfrl5V9IYBk7MewfYm8XOnyfd6eFYNoRQF2cFSAYkPUWwgBAgpiB0Hezig1N6lW6sTVKqYhsSxDMp5Ry8KgDhOkFJgGvc+4+SuHkG73WYsdZZ6HfyH//AfqNfrPPzww/zmb/4mg5t/qRFGGOFHBjd31lb9PmJyAjk/hzE1iSgWtL+FlMj5WZ0lqRSq1UY4Nu7cBJO5TEs3fA8pILBsZtwtPlh6nnlnBYuIIVWESDgwPEMBPdMkmHTMKXblBCqKCUSOoVlCqIS+VSFGMu6vc7j9HEpIAiNPKF3qyQbGWI3mrsHTT8Nzz+mS3+PH9aSVhgxSF9YRXh8zM5nB2r2AbWfdy9Pk2ZkZTRz6ff1YpZJZ8/d6mkzMzmry0mxmqkmppD9Lp6OVkDjOukXfDrfr+VQowEMPZSXlYfhaYz/ThEQEXFnv8szpbU4vbWCf/ib9VpeecLG7PdpqGtcbcmBwCiOJcHtdZBxjCIFlSJzAI3EcGkePEwO2ZTBeyuHY2oBHKcXAi6jkXQqu9a585+8Ed80W6MKFC/ze7/0ev/M7v/O62/2dv/N3WFxcZHZ2lpdeeol/8k/+CWfPnr2tYuP7Pn6aKQV0Rmn/I4xw38GYn0POzqB2Gqihh8i5MFaD5i5q6JG0W8TnL6LW1knabbAshEwQR48gy6Xr+1FKQbeHUS5hmCZ+EFM1m3yo3GS95/C89zFCZdGyZ5iPL9BQc+yaE8TY9GQVYSXU/VXySYe2PUU+6mLj0beq5OI+8/4Z+maN7eJBWmMPkxsvYRh6FX76tF5he55eCY+N6dX69rae2I4d0xPhCLeGlJnR4GCg8zfuJqanNSkQQuer+H5WEp16sfT7uoS52dT3k0T/9uk2vq8VmFwuqyAqlzWBTRslFgq3P4ZbmdYBPP44nDqVtQPY2NDd2lOy1e579GnQ92ySxOEwS1TWLhIxQdzq0JIT2FYPlaxiEnOk/zwySQjMIolpYghQxSLBxz9K6cBBgvYQU0qkFCRKEccJAy/CsQ3mJkrXlZh7CaHeYtrwb/zGb/Av/sW/eN1tTp8+zck93/zq6iqf/OQneeqpp/i3//bfvqUD/MY3vsFnPvMZLly4wJEjR17z/D/9p/+Uf/bP/tlrHm+326Nw0wgj/AhBJcl1cqPabcLvfh/V6yPHa9ezLJPGLqJYRNgW/tYO3eo4fhSTKEUQxoSR5Ez3/ewwBSjq3lU69gStpIpnFhEqIRf3qfkbVP0N+nYVoaCgWviHDyGExMzHiLEpmjtlkkSXpM7P6xBCFOnJ79AhTWCOHNGr5cFAPz47q1WZEW6NKNLhNsO4cfK+G1BKE4TVVX0chUKmmpw9q/8eP64f+2//TR/jAw9oleXAAe0UvburCcjx41o9uXJFk9jJSf28EPpzvd7cf+6cJj3Hj2d9u5SCv/or3XrANPV5tbioTfGUUpxe2qHZHRIuhchLayzuPEtl9RwqjrnoPEy7NIMZxTy0+9cIAxKlMD2PQaVGa3KG/KBLd26RjY/9GPmcQ5IklAsuXhCRJAopBZW8y9xEiUrBvWO/QafToVKpvKn5+y2Tl+3tbRpv0Hnq8OHD2Ne+9bW1NZ566ik+/OEP8+///b9HvkUb7X6/T7FY5H/8j//B5z73udc8fyvlZWFhYUReRhjhRxzxyirRD54hWV1DhSHCspBzc5hPPgFA+Gd/TtLtEperJLZFNPTw1rcIcnnOTH2aS8tjqCCkELSoeJtczZ+gb9WIhIWjPPJBk0rUxE48fJnDm66jpgtIDOamcuTtHK2WVlbSklXHyToL5/O6ieShQ1pVWFnRK3XLynJjRngtzpzR5GHv5H23cPas/v1SAX9xUee9fPObOpy1uKibg/7f/7cmKocP69DSAw/oPl3Ly5qgpk67p0/r3/nkSX2ebG5qspOWNN8Kvq/3lSbrplhfhz/9U62+TExoEvXxj4MfBbx8eZPi7g6V736P5f4s0pScWPk6stcjUoJLpcdJnByL7ee1PxECEceErku/MsawXGHpkQ/QH6sjBNRKOT54fBbTNIjiBNOQFFzrjisub4W8vOWw0cTEBBNvpmkDWnH51Kc+xRNPPMGXv/zlt0xcAF544QUAZtIMqJvgOA5Oqp2NMMII7xncKtQk6uNZn6EvfI7oB88gVtdQ3RDbsjAfPMbmwRNUSxUemtzm9DPjDOIyvutwov1dLpcep+VMgFIERoGm4VIKtimEbQbDGn7PwXEVO7shYyWT+iQUSgkXLhh4gcCx4OhRydWrgsEAfvhDTVqOHtW3ixf15HP2rF6tv14I4b2Kgwd1rtDysv7O7iamprLEWyk12dzbfTpNwJ6b0+Ql7Yi9uakTbtttTXy2t/W+HEfvLyUcjYZWZNLQ0q1ws2ldGmqcmtLNH597Th9fpaLzaCZnE5I4pnz6Vax+F7Oax08s+rk65U4HYTvMD86wZDxCt1DHGm5gDIckhoFMEgbVMZYfeozeWB2BJt5DP+T8apPjC+NUi3dOaXknuGM5L6urqzz11FMsLi7yO7/zO2zvSaGenp6+vs1nPvMZ/vAP/5Ann3ySixcv8h//43/kC1/4AuPj47z00kv86q/+Kp/4xCd49NFH79ShjjDCCPcphJSIyVsvpm5Fbtz6OGUhmPVCogMTHH3C5+v/ZpVez+Fy6XEO9F4llxxEIVDAwKzQdqbwZAl5bdYTWcYAAEpmSURBVNGZhBbdTowSHbbakjiJMIsJft+l1bc5dUZSq0kWpyxWVnSJ7eamnrSOHNGTw8aGzocpFLJKkRE0XDfLH9k7ed8NVCpaGYtjfQyp9f/YmCYkvq/zVw4c0ApRt5tVSJ08qZ9bWdE5MVNTWpW5dEn//vPzWqm5cCGrXLrd7z47q8nb+rp+HWgyNT+vQ1tBoAlMPg9TsxKn08Hc3CKuVplyNln2FlitPUJpZwkZhtgy5mj7B4TFApE0CEplBqUKSkouP/oBhpWafo+0+ihJ6HkBq9vdG6qN9hPumHD5ta99jQsXLvD1r3+d+fl5ZmZmrt9ShGHI2bNnr1cT2bbNX/7lX/LZz36WkydP8mu/9mt86Utf4qtf/eqdOswRRhjhRxhCSuTkBMbiAnJyQpMdISjmbG361e5x7GM9Hu78DQBXyo9iqSEz3gXGw3XG/VVKwQ6BmaNtTZIkipiIKFQ0d0yGfYhCiYpN8rUBtYkufpiwtZ2wuhZx8qQmKL4Pzz4LX/+6nsiOHNGTUa+nVZg9ke8R0MrGrRxl7zRSlcV19f1+Xysphw9nrQCuXNEhm3JZP99uZ6pMsZj5vqRJx6nJHOjnajUdFltbu/1x3M60bmFBh6SSRB9LrweNTYOxbgvaHYgjTGJMEeEVyvSqdRIhkEphxiFGGOEVSjSn51GmSXtylqBaxZACKdCGdIYkThSmIfeNId2tcMeUl1/6pV/il37pl153m4MHD95gM7ywsMBf//Vf36lDGmGEEUYAdJLj6nYXP4gpHZijNvbnzC/9W/5y9n+jZU0zMMqcaH8XaU3jJn2kA9tWGa/vII0Yy41RCQSBga0MnEJI7DkomTA516Pbcun3Hc6eVVSr4npC5+amDjc0m3qlHob6/sWLelK7TXT8PYdSKfNbSY3f7hbGx/Xv1GppclKr6SRrx9EEpdvV6szYmP7tBgN9f21Nk4tWSytrV69qdSWX0/vxfb2PmRlNeNptHWq6XdZDva6Po9HQ90GrQRMTkMslBIOY7Us9rly8wuO73yHZ3iBuNYmrVRYm+3QNm+7EJEYcYvlDlLLpzs4TOi52p0OQy7F1+BhCSBRodSWNG137f78Y0t0Ko5SxEUYY4T2HvhfSHnjkXRNpmrR+8qewJwx+duX/TSXYIhA5Xq18kkq4RZyziGarWLkYy/WJY0nomXpSBeJI0u/axLEBkcFgIJmc9qnP94jihEZDhwkeflhPclEEL78Mf/7nemJaXNSr82YzS1YdQYddkkRP4HcTY2OaPA2Heh5XShOUtDHjcKj/n57WpCr1ZBkONeFKk4x9Xx9/Skg3NrL3OHRI7/f1vF9uZ1o3b61xQp1CtVu0NgN2lnpsrinMKMTudbE3N7Avnoduh8DN0Z6eJTItQsdFhiFO6NGZmObKtQRdhSbzmrtowmJIiSXFvjGkuxX251GNMMIII9xBRHGiB+lrA7OYn2Pzf/oSK098kI9Ff8rh8CUix+GZuZ9ic+4ExpiFmwtw5YCKu4OhfALPwvcMgkiRJIrAM0gSQRILTWZCySPvi6lWdWLnqVM6jPC+9+lJcHcXvvMd+N739Gq/VNKT3blzN1rEv1dRq+nJe3f37rZaSCvHDEO/bxTp/JL5+cxtd2VFJxZXq1pB6fX0b9fr6XyYWk3/hpubOgSVGt2lcBxNhqLoRlKzF7cyrYtXVjG//j+oNi9jhz1k5NERFZaNIxBEOjwUBDidDuWtddwoIOd79BYWufSJH+fikz/GxQ99kpUPfZTeWJ1EQZLoL9eQkiiOAUHBNQmiZN8Y0t0KI/IywggjvOdgGtqAK94jiYu5WTY/9klO/+T/hPh4lYmHmkTFIt2gSnfV4ujWd6lvXaa2vcpYZ5W6t4zwIqJAEkW6Y0EwNIh8kziBwJPsNiVHjqR+HHqiOn9eqzCzsxlZ+bM/0+GG2Vk9aW1saBXmjSzlf5QhRNpkUH83dxOpk27arXk41EpQqaQVlc1NncuUEpA0p2VtTRPUYlGHBHd39eNpf6S9TTvn5jSpaTYh8BOSrW3ipaskW9uoaz/83FzWdFElibYG6PaYdJsc3/kOVhLRsSfZdhZpWNMQRagoQgYBxWYDp9tmMD3L5gc+wuDIUQaTkwzLFQzDwJACQ2bxuCRJEELi2CaWYeI65r4xpLsVRuRlhBFGeM+h4FpU8i4DL7qed2eZEte1iKtj9OqT2PMuJz+0QcEcIPs+5/vvo6pWyUUDKoMtit02x3Z+SKW/RdKHIBAEoUQIGPYlhbxB6BtsbemJ7KMf1ZOd58FLL+nwwhNP6FV4t6sVmKef1qt2287M0W7uIvxewtSUVl/uduhoYkKTkH5fE4606qlU0vc7HU1G0jYAacl0FOnHJyf175rmzVwrsL1BZRFCqzfxToNz//EH+H/0x/h//Cf4f/THBH/6VeKVVQxD59dEEfjrDZLVNcRYjeL556kE25gEyCSgbxYZyuKenYNIYtqTsyw/+VGapRoDPyKOFUEUgxJMVQscna0xUc2TcyxMw8C1Tcp5m6lakePz43fUkO6d4q61BxhhhBFG2C8QQjA3UaLvB3T6AXnXxDAkOcei74VYloFtGqgk5sfUV7kYHGbFPsbF8Emm4yvMJhdZsw8T4jDWXcEuDdmVsySmTRRJTMMgCiwSKRBCr67DUPuWDIdaVVlZ0Svzhx/WIYblZV3JsrkJjzyic2F2dvTjuZzOk9ini+A7BiG0atHt6tBJsfjGr3k3YFmaaG5uZmaC7bYmJRcv6vvNpv49l5f1/6l3S7Opw4Dj47pa6upVnZxtGDcqLwB2YxXnxRfp9mGrMk214iGDAOPyFdROA77wOQ4cmOXVUxFnzvgcaXUQQQi7LcYMm+Od73Oh9AGGZpmBWdaJt6B7fynI7zbpD0MQAsPQFUVxAgodMj00U+OYYRBGMWGUYJkSyzTuiiHdO8VIeRlhhBHek6gUXI7PjzNWyuGHMb2BdiCbGy+zMFGmWnSp+QOq3SaP107xZP8vsJKQDfcwS/mHORifxTZ8JDEyTJgOL+K6MTK2MYXNoGdeX6XX63oFnvY++uQns1LbF1/UE9uHPqRX8r2eLqv+m7/RE3c66Z09+9rJ772A+fksdHI3MTamiUuaeLu9rcM4qXq2vKx/12IxCy2BJpxC6N83LbeOY/1/kmS5L2kYaLJ/lmEux6VhhY22z5af0CzW8Hfb9L7zPS6tbbF5aYnmM6cYLK8RvPwqKoqo+esc7b5AKdrFSAKGZpG+Wb1+/MqQ2IFHvt9BCJ3botDl0BPVPErB2k6PgmtRK+WYrBWolXLXbAT2N3GBkfIywggjvIdRKbiU8w59L7zBBh10RVIkfAzXhJJL4cqrTNib/CD3OTxR5Lz7AZ70v8bV5AhYefw4z2I9JjIsBgOB52nikjb6cxx9v9HQYYCjR3Xp7auv6qqTrS3dPbjd1nkwGxvwF3+h82UWF/Xjly/ryTPNjXkvIA2dBEFWbnw3MD2tQ0epI65p6v8rFf1bpS68aRPGwUATFMi6TaelzpubWrXZ3dXGc0ePgtpp4C+t0LZzlFmnwSxbyQEWzGWGQURgOJjnLhM4VQ5fXGarX2W1dIKFnRcwAYGiHO7wybX/k0vlxzGTkFBmX06cz5NIg5JIMHI2iVKEUULBtSjlHMI4vu7jUszd5T4M7wJGyssII4zwnkZqWlctutdXnelj5fEKZs7B8HwMpSjQ5anwqxyIL2KohFfMD1NX6xy2LlCih6EkliWYm9MTmVJ61b29rSfBwUCv3vt9XT7d78NnPqMVl35fKy6g82PGx/Vk/dJL8Nd/rfNghNB5FGfPZlb17wUcPKj/Xrly994zl9OVQilpShJNStIS5nZbKzDz83q7bjdLsN7Y0IQmrSBrNjUBS23/lYJkOGTYGxAYJlU3pGwNmLR2MKTEsQwGGEReQP3SOUqDTYb5PNuVeULb0eXN144zrwY83P42J7rfpxbo5CAFDGvjxIZBcq12O44VtmlQzjsgwDDkvvZxeSOMyMsII4wwwm0g6uPIuVlUr4dlmxgqQcQBD0U/5EByDqKYc7nH6IpxPlx8mVIpBq/N+tkm9XiNemFApZxcK/lV7DRiNrZC8oWIfF7RaGjl5ehR3cRRKa26vPSSznt5//szD5hvfENPirmcnhAvXHitB8iPKmw7tetPCNZeW5VzpzA2pv+meS+NhvZtKRQ0Ed3c1MQqn9cqWxBogpkmWR84oH+vlLxWKllJ9VCY+ELiJBECwaS9Q97Qmb+JUhihZkyi1aJfKFKQLUI7x9rCo0TWjUrJ9VwXoXOsRKmEmcvRH6vTyZWIE0XOsRgv53BsHXCJ42Rf+7i8Ee7Pox5hhBFGuAsQUmI++QFkfQwpBG7gY0qBCEOOtJ7hWPQidtGiE9R4NT7B+Cv/hanvfYXShWdovnAF+cpzjK29SNnuECUB/UHIlaWEi8sB7UGfyZmA4VATkU4HPvvZLO/l6af1Sv9jH9MhiDDUib7f+lbmOru1pR+L43v9Td15zBrrhD94lkv/6enXVOXcKRw+nJFHpbTqVatpEuL7OofJcTR5Mc2MwMSxDjXl87pyyfcV5y+GREaX3d6Ai5dDokoFb3wCq9N+jZGNShROt4tfKpEAgTQpsIsjfGRe0lg8TGTZJGQKTCIkiRDg5jBmpqjOTWE++QSFnMNEJc9EJX+duCilGHjRvvZxeSOMcl5GGGGEEV4Hxvwc9k99ntC2iZ5/AbfTAsdBjddYqDvUvBc4xQFanQphv8ZcdIWT1g6XxIMM/DzNDZ9893ncyQdwx3L02jbB0GRtNaE/9FmYEajIotGAZ57RfY+SRLvwnjmjE0KffFJbz7/0kg5XfPvb+v9Dh/REee6cVgSq1Xv9bd0ZxCur2N/8c2RzAq9UhbEA4fvEl5euV+UY83Pv+vtWq1o5GQw0KZFS32ZmsoabSaLJzPZ2lhsD2vPlyBHIl3y22z7rbY9qt0l3p4gUEs9IEMdPkut1MDc3iatVlG0jggB7t0kvl6dx+ASF868ggxBhWUyaqySJolsdJ0FQW7uK7Q1QQmq3Z9vGWlzAfOx9mE8+wUJtnOFKAy+IkVLovkVxwsCLcGxjX/u4vBFG5GWEEUYY4Q1gzM8h/97fxXziMaIfPkfSbOpZzJBE9TIHGksU2zk2zAUu5R6jrjY4Gp9lzZynGY3RGtSo9LZQUwtYdkivY+INJbvbNn4/4fH3KSoVwdKSLsUtl+Fzn9MOvN0ufPOb8MADOhfm8mWd+5Em+T78sF7hr67qCTRt+vijgr3mbNPz06wNHbaCMWbyLWRulmRljegHzyJnZxDv8gdPXW67Xa18OY4mKOPjOs+l19Nk8sgRXX3U7+vtLEsrM62ex0pri0hYDAc2pWGeUiWh2xKsbPjki1WSxz7I7JXz2NvbiE4bZZr48/OszR5mOFYn6mzjXlkmqI5pR9xrKk2/UkPGMaGbY3vhII5hIGanqU2Oc+x9R5GGQQU4Pj/O6naX9sAj8SOkFIyVcsxNlPa1j8sbYUReRhhhhBHeBISUmI8+jPHwg6idBmroMRAGm8vbzP7Fn1HzzuMUItZZZFvOYBBxPHyZJXWAZhTQ7U8TdkLyY2BIKBShuW0xHChefDFhZk4xfyBhtynpdAyeflpw6JB+75df1u0FikUdRpqZ0Y/t7uok3/FxnTcDOpn3wAGdl/GjALWjzdnk+BhVe8iml9AOC0y7LYQQyPEayeoqaqeBmJx4199/fl7nGnme/v53dnTlUKGgw0jLyzo/qVDQv0enk5ZJK84v9egMfJyiIhg6DDo2kwtdBu0C0WaE09vEL+S4+sGPUPaHmGFIZFl03CK2lNjAzpGT1LZ3yDd3GBZKKNPCiELcXpcgn9c9isbr5GyT2fEizVgxCGKKOQO4fUXd/aq4pBiRlxFGGGGEtwAh5fVJMu55iPMrGFGAAOZYIh8PUEBe9RECZuNLTMQbrOQeYVXN0W3lcdyEXCFh0gxpNqE3kJw/r7h8JWH2cJvSmEOrkefyZZNcTqsw3/62Xun/xV/AyZOK9z8ecfUqXL4o2diQdDqCw4f1xLq0pCfahYX7v6RaDT1UECJcXQY85bYJEiP7XI6Dau6iht4def+FBXjuuay782CgVZfZWZ0Ls76u+1WVSprMeJ7ezgsiLm9EmKUQuxChGg7tXYNyvE310iWswYCF8FWkbSFmZmg/8BDd8QmtjORd5iZKAKwWc2yEEe4rL1PcbSDjLolh0p6YZuvQMXpjdUyhmygqIUiS5DUVRGn13I8SRuRlhBFGGOFtwjQkynWJTVsPpnFMTexcfz5WIJOYctzksHmBYOIJGn5Cvy9xFUgrwC3FuPmQTqNIFMHaxTLlmkd9ug1+hV7H5OmntZoiJbz0cszzL8ZIK+LwAy1mjlg01op0OjZnzhisrCgOHo7oDxWNluCB4yaue/8yGJFzEbYFng/5HFV7cOMGvo+wLETuzoRAcrmsVYAuT1d0+iFODsBgd1fi+4KpKW2kl5ZVt7shg2FEPpdgWhLT9VEtibuyRd1bZSt/kA13kWrSoHT1KhPdDsbnfoLykUM3KCOlnM0PBj7LuTJutwWeT2TZDEsVENo11zAEAkEUxfd1BdFbwY/+JxxhhBFGuEMouBb5mSl6U7MoKZCed71yRKGrOuzAJ0GQzE8zddJkcjagPhkSJ9DaFcSRpFYxmJ33KZZi4liw23C5eDqP6fZ57DGFEDo8cXkp4sCJBoYVEvkGF14eJxjazB5pM73YJQgjNrYifvBMzIuvelxZb/E33+9w/rJ/b7+od4C0XD1pNK/3oUqhlCJp7CLn5hD18Tvz/kKrWUpBuxuwst3lmdM77AbbBMqn0Q65cMWjOhZg2iGeH9HrJXQHIQoIBg5xrChUBhQ6O/TCGjIXI5OYQVgmtBzalTHC3Ta973yfbn9Iu+/TGwa6KsiPCOMY17Ewp6aIZmYIqzVsy8C1DGzLQClt+e8H+7sT9LuJkfIywggjjPA2IYRgbqrClUcfYbC1QWF9BdntELs5kkRheUNMKehNT7N1+CSGUoxPBdg5gR/DIDAQiUsQgFuImcgn5IsJ2+sOcQRnXnUIBzGPP26ytKS4tBSxe67A2HiCbXusLbtsrrq0GjZzR3eoGwPaWyW6LZdO08Hrm4xNDRkGPbodwaMP2derYe4XpOXqaqdBsrKGHK/pzFnf18SlVMR88ol3PVl3L6an4dy5iKU1j2LFpygdpudCKrWIzVXB95/vcuSBAf2gRr9jERBjFzwcy8D3Hay8T8lvYPW2aCfjqN2YqlwlEg41eZXheJ1BoYS1usYrz5zBnJrENCVjpRyVgosAXNvECyMcy0SpSCfuCkAp4kShEsi7+7sT9LuJ++w0HmGEEUbYX6gUXA4+/iCbtk307b+hePkSRq+HJQRGuYj9yIOIj32Mtlmk2RteT5pcPGgipMIkpt20UD0wDEWlFmEa0G3pxN3lZUFrF44dj5g72mL5fJnWroEhDY6eHLCy7DLsS86/OE5hrMeJRwe0dxKWL7kM+xabKwZOLsI2hpw7ZzE9La6br90vMObn4Auf01VHq2uo5i7CsjAOHcR88ok7Uia9F/W6wo8jkqFgatoEpUM15UrIxopJu+ngh13GxhWDHgRBRGxGuIaLJMZpdagvnWds6yKvFj/OrpjiYO8ldpxF3GEXdzhgd3YeEYWEvT7Dso8hJd1BQCE3QAB51yKKE6IkwbFMgigmThLiRGmTu2qBEwv1+7qC6K1gRF5GGGGEEd4hKgWX8pMP0Xv4KPHmFsb2Nq5lIGdnkJMT+MMAtjs3vMa2JZOzHkHPxHESmtsWQShJ2gK3EGPaHkYSM+yX6bYkzz0nwXGoTjXx+hb93RwXL1gUCxGVhZirV2za20XOePDw431yuYSNNUurOInJuVMSiwilLLa24Pjx+6uk2pifQ87OXK/0EjkXUR9/x4qLUuqNK3GMENMJ8AcmYRhjWhBFCmEPkaYDsUG/JymXQhzLxvAi3O4OeX/AVLeB29vg0MYz2MM+ZfshOrYuOTvsvYihYugnlDfW6I1PEFk2piExDUkQxnR6Pq5jIhCMlV26gwA/jLEMiWEIVAITtTwfPDGLvJ9+0HeIEXkZYYQRRngXIISgVHDh8AF9u4Z23+PcSgM/iCm41nWjsL53bRLKdymXC0gJw4FBc8cg2O3jNtZY9FfpMcGOnKJDlci2Cbwytckhs0d2Wbtco9MVDD2L6lSHQTuPN3R48QclJmZCTjwyZGwiYvmiQ79ncOa0ZGUZHntMl1TPz+sqmXeKN0UA3gXsrfR6N9Due5kHSqKQUlC5VumzV8GIk4Ri2ccfWHgDg2Ilpt2SSNfDzccMuzbtRo4DY6tUVmHYVYz3LlDxNkiQGDLBGWoFZWpwgY71Qdbdo5SHzxALgZEE5LstmguLDMsVSggMKXEdwdCLCMKYvGPqnJaCQwJEUYwfJORdkxML9fcUcYEReRlhhBFGuGNQSrG63cUPYsoF+/qELk2DckESxglhFBMYQ8anIzZWbYqiQbDRR0QRbfcANWcXa3gZ1x+nyQTDTpntsEC74VCbbhMFFr3dAn4zj5tPmJ722Fhx2VixaTVMHnp/D9uJWV8xae8U6fXghz/UJcBJoqtpDh16+yXVb5YA7AfsJVnDIOTqVpsg1ATAMCRRFLPV6tPsDTkyW2O6VkQIXb2TLyp2UASB/qJ6XQNR0KRmuCuQr26xePXf0TM/wFL+YWQYIBT4ZoF81MWTedykz+zwIpdL72fXmEIlIFEoQCaKXmUMKSWmod9DILAtiRfGTNaKhGFyw/c8WS3sy+/5bmBEXkYYYYQR7hD6Xkh74JF3zdcoEUIIKgWH3jCglHMYBAFGvkd94xxGFNArzdNXDo14EiF7jOXWcYY9tlmgbUyS+CatgUu+1KM+36e1MU7kmTQbktqEz6Bn4A1NXvhhiVLV59H3h5iR5NVXtRPvpUu6gumJJ7QKs7ioiczNeD1VZa+qlBKAOE5odof0/YDj8+P7ZmLdS7LiOKE3DEgUTFRzWKaBH0R0Bj5eEBH0E3oDn+ZkhfmJMuW8w1Td4OpFRegLVKJQSlBs7lB54Yd48QdRYQDtAcViA+nGDKwypbBJLu6jgPX8MQ73XkCKhJnhRZQwMKMAJSWJaZEohV8qY5kGxl4VRei83IJrMzNb/JEzm3u7GJGXEUYYYYQ7hChOSBKFcRvfDcOQGFKyOF0hjBIuNc4x559jMDbFlhxQUD4rw2lUksNnimn7MjWvwRIPMowdYmUQ78b01xVHHt5lS+RobOTwGgLTDsmVPbrNPOGWyyvPFfjxTws+8QndguDll7WV/Q9+AHNzukdStarvp3g9VaWcd15XVer0A1a3u5TzzjueYN9pWOpmkpUYknbfR6FodjxKuYTuMCBKEp1LIgVRrNhuDxj4IcfnxzmyWODsmYD2rsTfHlBpr3Loha9itrssTx6ib1ZZyx+j7q9SiFt4soiQusw9EA5FfxepFMqyODp4gUQa+MUSsWVhDAfElsNwbJycnU3LSinCKMEyDUo5+0fSbO7tYkReRhhhhBHuEExDIqUgjhOkabzm+ThOkFJgmQZCCKwwxExi8m7EglhlxZ9lzlkhoM9OPM9WfIDJ/hIPBN9l3ThER1QZiDJEivVn+5gzMQdOhmyu5PEHFoEvKdU8bFHAG5h87WvaGfbjH9ctBU6d0g6xy8uZU2y3q7spD8PXV1XmJ8qvqyrlXZP2wKM3DBBCvCPi8U7CUrcK3XlBhBBgmwZ+GNPoDJFS4Fj6d1Ao4iTNM4lZ3e7ywGKdw6U2Z091cU+fptS/iudZTIctKuE2LWeK1fxJFrZPUwoabLqHmBgs0SgcZHF4mrK/rb+bOEYKwJBIy8QIAxSCnYVFkrE6Qlzzr7lGXJSCqWpxRFpuwoi8jDDCCCPcIRRci0repdkdUi7IGyZtpRQDL2KslKPgWvS9EOW6JIaJCAIMV3LAWSGIoR8PGRNbrHYP0hVV+qLCif732XIXWbYfxMeir4rk1j08Oc7sYUWiIprbNp4nsXMR09MWm5uCy5e1rf3HPgaf/rQOGb30km44+MMfakO2KEpo+l1iGVDK21iGAeJGVWVtp0scJxi3MUQzDInf9zm30iCI4jdNPN4oL+WthqX6XkirP8QyBX4YI4VAoAmWUmBIwSCIbiBVSaIQQifN5l2pSdh3f0j+ay9j8j7iEIgSBmYVAdSCdZbVg7StMSQJ84MzPLr7TdxkwFhnCyGuKW+GBCEQSYwhBHmhSHIO8cwM/gc/hmEahFFm7S+EYKzocmSu9p4ND90OI/IywggjjHCHIIRgbqJE3w/o9IMbJuCBF+HYxnVTsdStt1+rU9peJ5qa1smiMkFKyHkdPrL1x1wsfJAt4wBni09SThocDp9n1TyOLwoEiUXU9NiwK+QLiiPHB2xcSGi3LDoRzEy77LYknQ584xu6weMnPqHDRWfPwtWrsL4es7IeU6gn5IsWY1MDco5JOW/j2OZ1VaXvhQC3VZUGXkjPC0EIynn7TRGPVGVp9YcEYUzfC1BKMFnTeSnw1sNSrZ5Hu6dDRAqQQuBcyysJoxgpucG5V6EVj5xjYZsGCQrr6irJf/ljKrsmheoBQrPAwCpRiDooBFPDJfKlFgpJhMns8GJ2AIkCYp0RncvrWJ1tI+ZnkdUq9uFDmB/6AMdq4+S2Ojd4AY0Vc8xPlvdN3tB+woi8jDDCCCPcQVQKLsfnx7PQhx/p5nul3A0KxHW33kcexvpOC2djnbhWA9PCDAJyu00MITjiP8+YscFp66N0jAmm4z7vD77Fmn2CVXWAOBR0umXwIq4sDZjzzzIV9Gk7B+i0pihMValMFdnchCtXtArzoQ/Bj/84vPBSwHPPJ/hDgbdSZVgMEUj8skcYDRkv53BMidNukbS6iFyOdligVHSxr4W+AJIkYbfrIa8pB0K+cT5MmpfSGwRESYwfxgz9CIC1RsxkpUCp4Fz/rtKwVN8LbxtSafc9lrfaBHGMYxqYhiRRimEQoYBEKYJQKx0KXRIdRpo4lPM2CIiDiLEXnkU2GlRiQYEuDWOeWJgoBL6Rp+5f5aeu/n+wCW5/IhgSDAMxNYH1E5/GPHr0Bq+aClA++KPX/flOYUReRhhhhBHuMCoFl3L+jSemG9x6n38OZ3sLM44pWxbDhXlCqbC7XWrWgA9H32BZHmVMbVKkTc37PkWxwyXncWL6iGaHwBesJrM4asAjre+zNjxGZzCHN7/I5GSB3V3odOBb34LpacXEYodDD8Q0NvJsrVsM+xZrF8YZm+7hlYcUd1eYXL4AGxvkhz7YFmZljK0jJ2B2mkrRxZSanCQqoV7Oa+Ki0KEjpZBCkHduJB5pXkpvEBBEMVGSYAipmw5KQRgnbLUHWJbEsUzCSDvNBmFMGMW3/M6TJOHS+i5eEJGzTMI4wTRBJTqROoxjBDpExLU8GMcyyDnWdZVJKUW41aC4vQlKYaqIYtiiZUxQ95ZwEx8z8RFwA3FR6AohACUkyrYw5mcxH3wQ86mPYx5YuOUxjxJy3zxG5GWEEUYY4S7gzU5MN7j1bu9gBAH5SpGem6f3h/8J8cLzEEZIy+KIuIhjG/iBhEGXI4ULVG3Fhf5xGoMilpAMZJ5EWrxgP8V0cIX55vM0zJCeOkLFEShbsbVjcamrOHfJ5fj8No/NbXJelljeniD0LLZWiuRNyXivgR9vE7o2STVPrdti9uwr1C+c5eqjj7P50PuolHKU8jYKRc61rpUgB/hhhFI6l8Q2jWsVPVr1SPNSokQTF8c0NNGREgSYEqI4Zqc9xDYlQZQQxwmJgiubLZ1Lsye00u57XF5rcXW7o5NjhSYs0VBXf6UkKkkUeVeHtMIoxjYNqgUHw9T/D7yIchLiCoUSoBA4UZ983GEyWiMftBE3hJy44X4wNk7/4GHGP/4h8ieOvCuOwCNojMjLCCOMMMI+w3W33sL89ccqQOFnPsvw6hLm7i6yVkPYBiKOcbwhnmURGha5UsQHLv5XLooHWSo8RE76CCnxRZ41+xBWUufE0t/Q6Dfoxy6+zDNuCTpUCGKL5bWQvjHgfXyLyfwcF52HaXpThG3F6eT9NOQEi4PTnFh5GmvQRyiFAzzwl+ssvvBD2j/5BeY+/TFeWdpm6IW0+z5RnGCZEiklSaIYeCFCwjAIqeJqJSTSN8vQic3GtYTZKI4xpCBWir4XEFkmtmUQx5BzTPrDgHMrjes5NHvDT1KAY1/rupygCRRazQGQUlAtupTyNo32EAA/ikmCPaG90jRGtUywaiLigGPdZzk6eAGFIjFNZBheV1kEoIQgyBXYeOT9dJ54ktriHIuHJkfhn3cZI/IywggjjHCfwFw8wP+/vXuPi6rO/wf+OmfmzI1hhqvAAIKIoiYq4qJQm7ayYfazXKvNS2pltquZueZtN611d821dF0zy77fSr993TWtr5pZaeYl10vkBVABURBBbir3yzDX8/n9gZycAEVhGAbez8djHg/nzOecec9nxpk3n/M574/q6d/A8vkusMpKsHoBTBDAe2qhFATYPL1g9PKFti4NkdoM+IrVuCiPQRXni/usp5Bt6w0L1EjXJMDHXIFAey7K5UEwih7wtNVDaxdxQ9kThTINSu1eGJh3BI9U/xNXVAORpY1DhTIIxWJP1Fq1EAULotkRcDfHGzjGoLlxDYodnwG+WugMvZB3rQqiKEpr8wAAzzUkDRzHobyqHoHeWshv1sERRQZe/tOPvFKQQbw5D8UusptVgBnMFhvkMh5eHkooFXJpDo2nWiFdFu3poYDJart5RREPhQCYbTbIeR5qpbwhoWEMqpuTkPVaJUwWG3oH+UAhyKRTe2AMtT3DYMu+AsFmA+x2cHYbGPfTCIoIDma1GhV9olAXHoHrkf1hEQF/Lw2CA/SUuDgBJS+EEOJGhNih4P39Yf3+PxALixtq/Gu1EEKCof3FUHgWXQM7LoNCJUCrqEQg9x9UMi+gpgIKsRRVCn/kCANQyitRqTIg0noOyuoyGDktjIIOfvVXUG31gVHwxAXlL1DqGYTY8n0IqsvBRd0vcEn3C1QJfjjjOwYWXoWh5fshQ8O8Ew6AvLYW4u498Jk/H7mMAdzNpIRrmCDbMPeEh06jRHW9GXUmq3RJeWWtCXbGIL/5Yy+XNSQatfXWhmuFGGC22MHzPHieoeZmDZnGybulVfVS7Rm5jIdSkKHeYgPP/VRunzEGDoCdMagVcgjyhiREJuPBGKAQZPDS3nJ1D8fBPjQG9ReywV/NB282gbeL4EU7IDIwnodJ54WLv0xEdd8ocABsIoNOo8SAMH+6UshJKHkhhBA3I+sZCn7KxGZXWNYIAup1WjCjEVAqIMAGf2sxROMN6GXXcMVuRUxdCbL9EmBlSmTZ+0ErK0WQMRtlXAhsTAbGeOjNpbihDoVZ44EKRSCiqpMxrPQb+FiKkeU5AqWqUGR4/RKFmn4YXHEQverOgnEcOMbAFRRBnZ8PrUoHu8gaJuEyERzHQa2QQ6dRQhBkDVcW2Ru2hwfpca2qFiazDSqFDDJZwykmm51BkPOwi2JD3RWlHMLNOTH1FhusNhHeOhVEkcFstUkVjTmOg06jhNUmwmyz30xgGEQRsNhEKASZw9VOjQUD5c1UQ5aHhqD0oUTgzEloLueA1dUCdjtsgoDK4HAUDU+A0dcfeo0SNpsIlULekLhoKXFxFkpeCCHEDbW0wjLfwx/yAf1hO3UGYlU1eA8NmN0O2O2Qi/WItKehTBkMD1kKPCoKcFT1CGrl3riu7Ikg4xXUyL0gF61Q2usAnkO13AflSgMu6OJx1eM+xJV+gWBjNjJ1I5Clj0O1whe52miEGC9ADhsABthskJWUQBnhA4WcB8BJk2QFeUNi0VBj5adkwUurxsDwHki/cgP1FitktoZkQiHnUW+5mfgoZVAIDT9bMo4Dz3Ew2+yoqjXDQyVAKcgdKhorFXL46tSoNpphtjTUWhFFEUqFDD5aNZQ3S/H/vGDgz3moBKjCeiLf2xc+D9RCKC0DANR5eaNMoUGt2QYFOMh4Dr7e2m67WGJHouSFEEK6EI7nIfz6V2CVlbBfLYRYZ2xYuMhuB+QycF56+KIOnCkbrL4S/8+0CencIJQqg1Gi6QWf+gL0qk5BtSoQOmsprngOQVjdeRSpo1Ch6IESVW8IsGBo+T70MOejQvCDj7kEArOANc7t4DgoNKpbqgsrHOZ9tJQsBPvpoFUpcLmkAjVGMxhrKCpnE1nDaIvYUGqucf5Mw4rPHIwmK/x1HvDTq1Fa5VjRWKmQw0+QwWKzo7zGBLvdDpW8IckRGWu2YGCTPr2l2GA5p4Mm0qdhZMguQmmyQqNSIrSHHl5aFdVm6SCUvBBCSBcjCwmG4qkJsCWfhP3yFTCTCUwuB+M48P2jwIpLwK7fAEQ7OLmAgVXHYJR54rTvw1CKRlSqgtCn5jRKVL3gV/Y1PK3l8LUUw8IpUaYOgaelDDwYwurSYeAUEFhDjRPu5qXQ8PCArF9fBOtbV134VnqtCkN6B0o1cYxmKy4XlUMpyFBeY4LZYr955VLDpc5Wa8MIjZ+XGjzPt1jR2GS2w1urgsHXE1W15tsWDGxOy8UGNTTS4gIcu7Uucjt77LHHkJqaiuvXr8Pb2xuJiYlYtWoVDAZDi/uYTCa8+uqr+PTTT2E2m5GUlIT33nsPAQEBrXrO6upq6PV6VFVVQafTtddLIYQQt8NEUZoXI1ZVwnbiR7DaOnAKoSGpKS1tKEhitQI3RxJqZF6QwQ6NrdqxhgnHoUwZggohAAwcZLAhvPY8ZOynS4UBADwP2QMjoH7p9+B4vs0LK9bWW3Au99rNK49Yk5oxjRNzh/YxSHV07vScbVmluq0rXJOW3c3vt1OTl7Vr1yI+Ph5BQUEoLCzEggULAADHjx9vcZ9Zs2bhq6++wubNm6HX6zFnzhzwPI9jx4616jkpeSGEkObZCwph+/EUxMIi2KuqwPKuAiYzGq4nljWsZmy1grPZgMYf5JtX5zQSIUOeZzRsEAAwKMV69KxLb2gjkwGeWqhe/j2EQdHSPm1NFjLzSn86/QROqtbLATBZbPDx1KB/mF+TU1OUZLiXTpO8/Nzu3bsxfvx4mM1mCELTSVFVVVXw9/fHv//9bzz55JMAgAsXLqB///44ceIERowYccfnoOSFEEJa5jAaU1kJ68HDsOdcaZgT4+MFVl0DsaISTBQhCgrILGZwdnvDKaHGg6jVMGr9USQGQRR59LJkQlDLAT9f8EoFVFMnQxbWfAn8e9FYeM5ssTd7+qk1q0uTzu9ufr87bM5LeXk5/vWvfyEhIaHZxAUATp8+DavVisTERGlbv3790LNnz1YnL4QQQlp261VKsrBQ8L4+sO4/CNuZVLDSMvBqFfgQA5jVBrGmFrxaCfTwA69SQzRbgKJiQKWEh4Khj64aVq9AqNSx4AR5Qy2W2jpw6vZNJFq7uCXpPpyevCxevBjvvvsujEYjRowYgT179rTYtqSkBAqFAl5eXg7bAwICUFJS0uw+ZrMZZrNZul9dXd0ucRNCSHcgCwkGP30KZLFDYDuVAlZWBsbz4AUFBG8vyKL6QhbeE5yfL5gowvLv7bDn5YMPDgLn4QHh5qkYxhhYQRFkvcLB+fm2e5ytXdySdA93vULUkiVLwHHcbW8XLlyQ2i9cuBApKSn49ttvIZPJMG3aNLTnmaqVK1dCr9dLt9DQ9huqJISQ7oDjeQiDoqF69hmopj8D1ZMToJr4JJRTnoYQFwu+hz84ngcvl0P41UjIAnqAVVQB9fVgdjuY0QixoAi8pxbyuFinLT7YuLill1YFrVpBiUs3dtdzXm7cuIGysrLbtomIiIBC0XT11IKCAoSGhuL48eOIj49v8vjBgwcxevRoVFRUOIy+hIWFYd68efjDH/7QZJ/mRl5CQ0NpzgshhDjJrRN/mdUKThDABwdDHhcLWUiwq8Mjbsqpc178/f3h79+0qmNriGLD8ue3Jhu3io2NhSAIOHDgAJ544gkAQFZWFvLz85tNdgBAqVRCqVTeUzyEEELuniwkGLwhqNnlCQjpCE6b85KcnIyTJ0/igQcegLe3N3JycrBs2TL07t1bSkQKCwsxevRofPLJJ4iLi4Ner8eMGTMwf/58+Pj4QKfT4eWXX0Z8fDxN1iWEkE6kpeUJCOkITkteNBoNduzYgTfeeAN1dXUICgrCmDFjsHTpUmmkxGq1IisrC0ajUdpv7dq14HkeTzzxhEOROkIIIYQQoIPrvHQEqvNCCCGEuJ+7+f2mE5SEEEIIcSuUvBBCCCHErVDyQgghhBC3QskLIYQQQtwKJS+EEEIIcSuUvBBCCCHErVDyQgghhBC34vRVpTtaY9kaWl2aEEIIcR+Nv9utKT/X5ZKXmpoaAKDVpQkhhBA3VFNTA71ef9s2Xa7CriiKKCoqgqenZ6dZLr1xpeurV69S1d97RH3YPqgf2476sH1QP7ZdV+tDxhhqampgMBjA32GRzy438sLzPEJCQlwdRrN0Ol2X+IC5EvVh+6B+bDvqw/ZB/dh2XakP7zTi0ogm7BJCCCHErVDyQgghhBC3QslLB1AqlXjjjTegVCpdHYrboj5sH9SPbUd92D6oH9uuO/dhl5uwSwghhJCujUZeCCGEEOJWKHkhhBBCiFuh5IUQQgghboWSF0IIIYS4FUpenGTFihVISEiARqOBl5dXq/ZhjOH1119HUFAQ1Go1EhMTcenSJecG2omVl5djypQp0Ol08PLywowZM1BbW3vbfUaNGgWO4xxuv//97zso4s5hw4YNCA8Ph0qlwvDhw/Hjjz/etv1nn32Gfv36QaVSITo6Gl9//XUHRdp53U0fbt68uclnTqVSdWC0nc+RI0cwbtw4GAwGcByHXbt23XGfw4cPY+jQoVAqlYiMjMTmzZudHmdndrd9ePjw4SafQ47jUFJS0jEBdzBKXpzEYrHgqaeewqxZs1q9z1tvvYV33nkHGzduRHJyMjw8PJCUlASTyeTESDuvKVOmID09Hfv378eePXtw5MgRvPjii3fcb+bMmSguLpZub731VgdE2zls27YN8+fPxxtvvIEzZ85g8ODBSEpKwvXr15ttf/z4cUyaNAkzZsxASkoKxo8fj/Hjx+P8+fMdHHnncbd9CDRUOL31M5eXl9eBEXc+dXV1GDx4MDZs2NCq9rm5uXj00Ufx0EMPITU1FfPmzcMLL7yAffv2OTnSzutu+7BRVlaWw2exR48eTorQxRhxqk2bNjG9Xn/HdqIossDAQPb2229L2yorK5lSqWRbt251YoSdU0ZGBgPATp48KW375ptvGMdxrLCwsMX9Ro4cyV555ZUOiLBziouLYy+99JJ03263M4PBwFauXNls+9/+9rfs0Ucfddg2fPhw9rvf/c6pcXZmd9uHrf0/3l0BYDt37rxtm0WLFrH77rvPYdvTTz/NkpKSnBiZ+2hNHx46dIgBYBUVFR0Sk6vRyEsnkZubi5KSEiQmJkrb9Ho9hg8fjhMnTrgwMtc4ceIEvLy8MGzYMGlbYmIieJ5HcnLybff917/+BT8/PwwcOBB//OMfYTQanR1up2CxWHD69GmHzxDP80hMTGzxM3TixAmH9gCQlJTULT9zwL31IQDU1tYiLCwMoaGhePzxx5Gent4R4XYZ9DlsP0OGDEFQUBB+/etf49ixY64Ox2m63MKM7qrxvGRAQIDD9oCAgC57zvJ2SkpKmgx3yuVy+Pj43LY/Jk+ejLCwMBgMBpw9exaLFy9GVlYWduzY4eyQXa60tBR2u73Zz9CFCxea3aekpIQ+c7e4lz6MiorCxx9/jEGDBqGqqgqrV69GQkIC0tPTO+0isZ1NS5/D6upq1NfXQ61Wuygy9xEUFISNGzdi2LBhMJvN+PDDDzFq1CgkJydj6NChrg6v3VHycheWLFmCVatW3bZNZmYm+vXr10ERuZ/W9uG9unVOTHR0NIKCgjB69Gjk5OSgd+/e93xcQloSHx+P+Ph46X5CQgL69++PDz74AH/9619dGBnpTqKiohAVFSXdT0hIQE5ODtauXYv//d//dWFkzkHJy1149dVX8eyzz962TURExD0dOzAwEABw7do1BAUFSduvXbuGIUOG3NMxO6PW9mFgYGCTCZI2mw3l5eVSX7XG8OHDAQDZ2dldPnnx8/ODTCbDtWvXHLZfu3atxT4LDAy8q/Zd3b304c8JgoCYmBhkZ2c7I8QuqaXPoU6no1GXNoiLi8PRo0ddHYZTUPJyF/z9/eHv7++UY/fq1QuBgYE4cOCAlKxUV1cjOTn5rq5Y6uxa24fx8fGorKzE6dOnERsbCwA4ePAgRFGUEpLWSE1NBQCHhLCrUigUiI2NxYEDBzB+/HgAgCiKOHDgAObMmdPsPvHx8Thw4ADmzZsnbdu/f7/DSEJ3ci99+HN2ux3nzp3D2LFjnRhp1xIfH9/kEv3u/DlsL6mpqV33u8/VM4a7qry8PJaSksKWL1/OtFotS0lJYSkpKaympkZqExUVxXbs2CHd//vf/868vLzYF198wc6ePcsef/xx1qtXL1ZfX++Kl+ByY8aMYTExMSw5OZkdPXqU9enTh02aNEl6vKCggEVFRbHk5GTGGGPZ2dnsL3/5Czt16hTLzc1lX3zxBYuIiGAPPvigq15Ch/v000+ZUqlkmzdvZhkZGezFF19kXl5erKSkhDHG2NSpU9mSJUuk9seOHWNyuZytXr2aZWZmsjfeeIMJgsDOnTvnqpfgcnfbh8uXL2f79u1jOTk57PTp02zixIlMpVKx9PR0V70El6upqZG+8wCwf/zjHywlJYXl5eUxxhhbsmQJmzp1qtT+8uXLTKPRsIULF7LMzEy2YcMGJpPJ2N69e131Elzubvtw7dq1bNeuXezSpUvs3Llz7JVXXmE8z7PvvvvOVS/BqSh5cZLp06czAE1uhw4dktoAYJs2bZLui6LIli1bxgICAphSqWSjR49mWVlZHR98J1FWVsYmTZrEtFot0+l07LnnnnNI/nJzcx36ND8/nz344IPMx8eHKZVKFhkZyRYuXMiqqqpc9ApcY/369axnz55MoVCwuLg49sMPP0iPjRw5kk2fPt2h/fbt21nfvn2ZQqFg9913H/vqq686OOLO5276cN68eVLbgIAANnbsWHbmzBkXRN15NF62+/NbY79Nnz6djRw5ssk+Q4YMYQqFgkVERDh8N3ZHd9uHq1atYr1792YqlYr5+PiwUaNGsYMHD7om+A7AMcZYBw/2EEIIIYTcM6rzQgghhBC3QskLIYQQQtwKJS+EEEIIcSt0qTSR1NTUoLi4GKIoujoUQghxazKZDGFhYVAoFK4OpUui5IVAFEWsXLkSO3fudHUohBDSZWg0GmzduhXBwcGuDqXLoauNCFasWIFdu3bh5ZdfRkxMDARBcHVIhBDi1kwmE5YtWyatOcTzNEujPdHISzdXXV2NnTt3Yu7cuZg2bZqrwyGEkC5jzpw5eO2111BWVua06uzdFaWC3Vzj6sExMTEujoQQQrqWxlXFKyoqXBxJ10PJSzfXODmXThURQkj7kslkAEAXQTgBJS+EEEIIcSuUvBBCCCHErVDyQgghhBC3QskLIcRlRo0ahXnz5rk6DElni6czMplMd7zdOsdj/fr1CAsLg1wux4IFC1BWVoYePXrgypUrrnsR7WTixIlYs2aNq8PoluhSadJuRFFEYdEN1NbVQ+uhRrDBv8vUNrDb7eA4rsu8nuYwxlBnssJmFyGX8fBQCeA4ztVh3ZHFYunWVUyZKIKVloHVm8CpVeD8fME58XM6dOhQZGZmtvg4x3G4fPkywsPDkZaWhvnz5+OLL75ATEwM9Ho9li5discffxzh4eFOi7GjLF26FA8++CBeeOEF6PV6V4fTrXTdb2LSoS5lX8W7H3yOt9dtwT83bMXb67bg3Q8+x6Xsq057zs8//xzR0dFQq9Xw9fVFYmIi6urqIIoi/vKXvyAkJARKpRJDhgzB3r17pf0OHz4MjuNQWVkpbUtNTQXHcdJfg5s3b4aXlxd2796NAQMGQKlUIj8/H2azGYsXL0ZoaCiUSiUiIyPx0UcfScc5f/48HnnkEWi1WgQEBGDq1KkoLS11Wh+0l6o6EzLzSnEu9xrSr1zHudxryMwrRVWdyWnP+eyzz+L777/HunXrwHEcOI5DTk4OZsyYgV69ekGtViMqKgrr1q1rst/48eOxYsUKGAwGREVFAQCOHz+OIUOGQKVSYdiwYdi1axc4jkNqaqq07+3en+bi6eyjA/aCQlh2fQnzts9h/nwnzNs+h2XXl7AXFDrtOV944QXodDpcvHgRubm5DrfRo0cjMTFRSkz27NmDuLg4jB07FkFBQQCAjz76CDNmzHBafK1ls9nafIyBAweid+/e2LJlSztERO4GJS+kzS5lX8VHn+zG+Ywc+Hjr0LtXMHy8dTifkYOPPtntlASmuLgYkyZNwvPPP4/MzEwcPnwYEyZMAGMM69atw5o1a7B69WqcPXsWSUlJeOyxx3Dp0qW7eg6j0YhVq1bhww8/RHp6Onr06IFp06Zh69ateOedd5CZmYkPPvgAWq0WAFBZWYlf/epXiImJwalTp7B3715cu3YNv/3tb9v99benqjoTLhaUobymHkpBBq1GAaUgQ3lNPS4WlDktgVm3bh3i4+Mxc+ZMFBcXo7i4GCEhIQgJCcFnn32GjIwMvP766/jTn/6E7du3O+x74MABZGVlYf/+/dizZw+qq6sxbtw4REdH48yZM/jrX/+KxYsXO+xzp/enuXhCQ0Od8trbg72gENav98GemwfO0xN8cBA4T0/Yc/MatjspgZk2bRpMJhPOnTuH8PBw6abVanHkyBG88MILAIDIyEgsXboUx48fB8dxmDZtGr7++msolUqMGDFCOp4oinjzzTfRp08fqFQqBAQE4Nlnn5UeP3/+PMaOHQudTofAwEC8+uqrsFgs0uN79+6Fh4eHw6mq8+fPg+M4KTG9cuUKOI7D9u3b8ctf/hJKpRK7d+9Gfn4+pk+fjoCAAKjVagwePBhHjx6VjpOfn4/JkyfD29sbPj4+mDJlSpOaLePGjcOnn37arn1M7oxOG5E2EUUR3+w/gfKKavSNDJVOM3hqNegbGYqL2Vex97sT6B0R3K6nXIqLi2Gz2TBhwgSEhYUBAKKjowEAq1evxuLFizFx4kQAwKpVq3Do0CH885//xIYNG1r9HFarFe+99x4GDx4MALh48SK2b9+O/fv3IzExEQAQEREhtX/33XcRExODN998U9r28ccfIzQ0FBcvXkTfvn3b9qKdgDGGwhs1MFvs0HkopPePl8ug8+BRXWdB4Y0a6DTKdj+FpNfroVAooNFoEBgYKG1fvny59O9evXrhxIkT2L59u0MS6OHhgQ8//FA6XbRx40ZwHIf//u//hkqlwoABA1BYWIiZM2dK+7Tm/Wkuns6IiSJsP56CWFMLPsTw03ujUYNXGyAWFMH242nwhqB2P4Xk5+eH8ePH4+OPP8aECROk7Vu2bIFer8f48eMBNIyExcfHY9asWXjmmWeg1Wrx2muvITY21uF4K1euxLZt2/Bf//VfiIiIQGFhIS5cuAAASElJwciRIzF37ly88847KCgowOTJk+Hl5YVly5ZJbQYOHOjw/ZKamgqDwQA/Pz8AQFpaGgDg7bffxptvvolevXpBEATExcXhwQcfxO7du+Hj44PDhw9Dp9MBALKzs6X4f/jhB9TW1mL27NlYuHAhPvzwQ+m54uLisGLFCpjNZiiVynbta9IySl5ImxQW3UD25aswBPk1+XHjOA6GQF9cyrmKwqIbCA0JaLfnHTx4MEaPHo3o6GgkJSXh4YcfxpNPPgmZTIaioiLcf//9Du3vv/9+6QustRQKBQYNGiTdT01NhUwmw8iRI5ttn5aWhkOHDkkjMbfKycnplMlLncmKKqMJGpW82fdPo5KjymhCnckKrbpj5pVs2LABH3/8MfLz81FfXw+LxYIhQ4Y4tImOjnaY55KVlYVBgwZBpVJJ2+Li4hz2ccf3pyWstAxiYRF4X59m3zfe1xtiYSFYaRm4Hu1fln7mzJkYM2YMioqKYDAYAACbNm3CtGnTpPdFq9XiypUreOCBB6RkMC8vT2rfaN++fRg3bhweeughAEBYWBgSEhKk55k6dSr+9re/AWgYzXnuueewZ88eKXlJTU2V/sBolJaW5rAtNTUVHh4e+Oyzz6RTWmPHjsWIESMcRvX69Okj/Xv27NmYPXu2QzK9aNEiLFy40OG5DAYDLBYLSkpKpD+kiPNR8kLapLauHmazBRp1839xqDUqmK+Xo7auvl2fVyaTYf/+/Th+/Di+/fZbrF+/Hq+99hr2799/x30b/0K7dU1Sq9XapJ1arXb4YVCr1bc9bm1tLcaNG4dVq1Y1eazxfH9nY7OLEEUGmaz5v85lMh6i2QabvWMqhH766adYsGAB1qxZg/j4eHh6euLtt99GcnKyQzsPD4+7PrY7vj8tYfUmMIsVnKqFv/SVSrDyCrB655zyGz16NMLCwvA///M/+OMf/4jTp0/j7NmzDqdPzp49C+CnEVEAqK+vd0gwAeCxxx7D4sWLcerUKTz11FN44okn4O3tjQsXLuD06dNN5pMoFAqYzWbpfkpKCubOnevQJjU1FcOGDZPup6Wl4bHHHpMSl7y8PHzzzTdISUlp9vXl5eVh//79OHr0qMPVRHa7vcmpxMbvBaPR2HxnEaegOS+kTbQeaiiVChjrzc0+Xm80QakQoPW4/Q//veA4Dvfffz+WL1+OlJQUKBQKHDhwAAaDAceOHXNoe+zYMQwYMAAApAXSiouLpcdvndTZkujoaIiiiO+//77Zx4cOHYr09HSEh4cjMjLS4XYvP7YdQS7jwfMc7C0kJ3a7CJ7nIG8huWkrhUIBu90u3T927BgSEhIwe/ZsxMTEIDIyEjk5OXc8TlRUFM6dO+fwo3by5EmHNq15f34eT2fFqVXgFAJgav7/HcxmcIIATq1q/vG2Pj/H4fnnn8emTZsANJx+S0hIQP/+/aU2qampTT77fn5+TeaMLFiwAJmZmRg9ejTWrl2LyMhI5ObmIj09HYIgNBkRy8jIkBKiuro65OTkOIyyiKKIlJSUJiMvo0aNcrivUCiajOg1SktLg4+PD86ePYvU1FTpdu7cORw6dMihbXl5OQDQwosdjJIX0ibBBn9ERoSiqLjUYSQDaBjZKCopQ5/eoQg2tO9/7OTkZLz55ps4deoU8vPzsWPHDty4cQP9+/fHwoULsWrVKmzbtg1ZWVlYsmQJUlNT8corrwBoGHoODQ3Fn//8Z1y6dAlfffVVq2o1hIeHY/r06Xj++eexa9cu5Obm4vDhw9Kw80svvYTy8nJMmjQJJ0+eRE5ODvbt24fnnnuu0/4geqgE6DUqGE22Zt8/o8kGvUYFD5Vz1r4KDw9HcnIyrly5gtLSUvTp0wenTp3Cvn37cPHiRSxbtqxJEtKcyZMnQxRFvPjii8jMzMS+ffuwevVqAJBGz1rz/vw8ns66Jg3n5ws+2ACxrLzZ900sqwAfHAzOz9dpMTz33HO4fPkyvvvuO2zdutVhfhHQ/OmcmJgYZGRkNDlW3759sWjRIpw+fRo1NTXIyMiAp6cn7Ha7w6hobm4udu7ciSlTpkj3RVFEv379pDb79u1DWVmZ9NzV1dW4cuWKw+KzgiDAZrO1OFoiCAJqampgMBiaJLrBwcEObc+fP4+QkBBpfg3pGJS8kDbheR6P/DoePt46XMy+ipqaOtjsdtTU1OFi9lX4+OgwJjG+3euj6HQ6HDlyBGPHjkXfvn2xdOlSrFmzBo888gjmzp2L+fPn49VXX0V0dDT27t2L3bt3S+ezBUHA1q1bceHCBQwaNAirVq2Szqnfyfvvv48nn3wSs2fPRr9+/TBz5kzU1dUBgDTiY7fb8fDDDyM6Ohrz5s2Dl5dXp60Pw3Ecgv09oVTIUF1ngdVmh8gYrDY7qussUCpkCPb3dFq9lwULFkAmk2HAgAHw9/dHUlISJkyYgKeffhrDhw9HWVkZZs+efcfj6HQ6fPnll0hNTcWQIUPw2muv4fXXXwcA6TRFa96fn8eTn5/vlNfdVhzPQx43DLynFmJBEZjRCGa3gxmNEAuKwHtqIY+LdWq9F4PBgLFjx+L555+H3W5vclVd43txq6SkJKSnp0ujL2+99RY++eQTZGZmIisrC3/605/g6+uLhIQEDB8+HF5eXliyZAkuX76MgwcP4tFHH8XEiRMxZswYAICvry84jpMS3B9++AFz5syBSqWSRmzS0tIgk8kcTl8NHz4cer0es2bNQmZmJjIyMrBx40bpisThw4dDp9Nh2rRpSEtLQ3Z2Nvbu3dtsAcP//Oc/ePjhh9ulT8ldYKRby8zMZLGxsSwzM7NNx7l4KZ+te28be3nBavbi3JXs5QWr2Tvvb2MXL+W3U6TEmSpr61l67nV2PD2fHT2Xx46n57P03Oussrbe1aHdsy1btjBBEJjRaHR1KE5ju1rATP+3ixnfeY/VrVnHjO+8x0z/9wWzXS3okOf/8ssvmUwmY7NmzXLYbrfbmUajYXv27GmyT1xcHNu4cSNjjLHly5ezvn37MpVKxfz8/Njjjz/OMjIypLZHjhxhQ4cOZSqVikVERLCVK1cym83mcLy//e1vzNvbm/Xs2ZNNnz6dLV68mA0bNkx6fP369ey+++5rEsfRo0dZfHw88/DwYN7e3uyRRx5hlZWV0uPJycls1KhRTKfTMU9PTzZ06FC2bt06h2PU19czvV7PTpw40Wz/tNf3K2mKY+xnY46kW7lw4QKeeeYZbNmyxWHo9V505Qq73QFz0wq7jT755BNEREQgODgYaWlpmDNnDkaNGtXlC4h1dIXdtvrqq6+wcOFCnD9/3u2/H95//33s3LkT3377bbOPt+f3K3FEVxuRdsPzfLteDk06FsdxHXY5tDOUlJTg9ddfR0lJCYKCgvDUU09hxYoVrg7L6Tied8rl0M7y6KOP4tKlSygsLOzURQBbQxAErF+/3tVhdEuUvBBCuoRFixZh0aJFrg6DtEJXWfyysZow6XjuPWZHCCGEkG6HkhdCCCGEuBVKXrq5xglzzVWYJYQQcu8a6we5+8Tkzoh6tJtrXHOkpTLZhBBC7k1BQQEAwNvb28WRdD00Ybeb0+l0+M1vfiPNmI+JiYEgOKeaKiGEdBcmkwnvvvsuYmNj4evrvErH3RXVeSEQRRErV67Ezp07XR0KIYR0GRqNBlu3bm2ypABpO0peiKSmpgbFxcWddj0XQghxF3K5HD179oRC4b61kzozSl4IIYQQ4lZowi4hhBBC3AolL4QQQghxK5S8EEIIIcStUPJCCCGEELdCyQshhBBC3AolL4QQQghxK5S8EEIIIcSt/H/6N7mQd+E2bgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "neural_dual_solver = expectile_neural_dual.ExpectileNeuralDual(\n", + " 2,\n", + " neural_f,\n", + " neural_g,\n", + " optimizer_f,\n", + " optimizer_g,\n", + " num_train_iters=num_train_iters,\n", + " expectile=0.99,\n", + " expectile_loss_coef=1,\n", + " cost_fn=costs.PNormP(1.5),\n", + " rng=jax.random.PRNGKey(42),\n", + " is_bidirectional=False,\n", + ")\n", + "\n", + "sample_data_source = next(train_dataset.source_iter)\n", + "sample_data_target = next(train_dataset.target_iter)\n", + "\n", + "learned_potentials = neural_dual_solver(\n", + " *train_dataset, *valid_dataset, callback=training_callback\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ott", + "language": "python", + "name": "ott" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/index.rst b/docs/tutorials/index.rst index dbe6f8d51..c65269cfa 100644 --- a/docs/tutorials/index.rst +++ b/docs/tutorials/index.rst @@ -58,3 +58,4 @@ Neural Optimal Transport icnn_inits MetaOT Monge_Gap + ENOT diff --git a/src/ott/neural/methods/expectile_neural_dual.py b/src/ott/neural/methods/expectile_neural_dual.py new file mode 100644 index 000000000..28da42f17 --- /dev/null +++ b/src/ott/neural/methods/expectile_neural_dual.py @@ -0,0 +1,517 @@ +# Copyright OTT-JAX +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +from typing import ( + Any, + Callable, + Dict, + Iterator, + List, + Literal, + Optional, + Sequence, + Tuple, + Union, +) + +import jax +import jax.numpy as jnp + +import optax +from flax import linen as nn +from flax.core import frozen_dict + +from ott import utils +from ott.geometry import costs +from ott.neural.networks import potentials +from ott.problems.linear import potentials as dual_potentials + +__all__ = ["ENOTPotentials", "PotentialModelWrapper", "ExpectileNeuralDual"] + +Train_t = Dict[Literal["train_logs", "valid_logs"], Dict[str, List[float]]] +Callback_t = Callable[[int, dual_potentials.DualPotentials], None] + + +@jax.tree_util.register_pytree_node_class +class ENOTPotentials(dual_potentials.DualPotentials): + """The dual potentials of the ENOT method :cite:`buzun:24`. + + Args: + grad_f: Gradient of the first dual potential function. + g: The second dual potential function. + cost_fn: The cost function used to solve the OT problem. + is_bidirectional: Whether the duals are trained for bidirectional + transport mapping. + corr: Whether the duals solve the problem in correlation form. + """ + + def __init__( + self, grad_f: potentials.PotentialGradientFn_t, + g: potentials.PotentialValueFn_t, cost_fn: costs.CostFn, *, + is_bidirectional: bool, corr: bool + ): + self.__grad_f = grad_f + self.is_bidirectional = is_bidirectional + + def g_cost_conjugate(x: jnp.ndarray) -> jnp.ndarray: + if is_bidirectional and not corr: + y_hat = cost_fn.twist_operator(x, grad_f(x), False) + else: + y_hat = grad_f(x) + y_hat = jax.lax.stop_gradient(y_hat) + + return -g(y_hat) + (jnp.dot(x, y_hat) if corr else cost_fn(x, y_hat)) + + super().__init__(g_cost_conjugate, g, cost_fn=cost_fn, corr=corr) + + @property + def _grad_f(self) -> Callable[[jnp.ndarray], jnp.ndarray]: + return jax.vmap(self.__grad_f) + + def transport( # noqa: D102 + self, + vec: jnp.ndarray, + forward: bool = True + ) -> jnp.ndarray: + if self.is_bidirectional: + return super().transport(vec, forward) + vec = jnp.atleast_2d(vec) + assert forward, "Only forward mapping (source -> target) is supported." + return self._grad_f(vec) + + def tree_flatten(self) -> Tuple[Sequence[Any], Dict[str, Any]]: + """Flatten the kwargs.""" + return [], { + "grad_f": self.__grad_f, + "g": self._g, + "cost_fn": self.cost_fn, + "is_bidirectional": self.is_bidirectional, + "corr": self._corr + } + + +class PotentialModelWrapper(potentials.BasePotential): + """Wrapper class for the neural models. + + Implements a potential value or a vector field. + + Args: + model: Network architecture of the potential. + add_l2_norm: If :obj:`True`, l2 norm is added to the potential. + is_potential: Model the potential if ``True``, otherwise + model the gradient of the potential. + """ + + model: nn.Module + add_l2_norm: bool + is_potential: bool = True + + @nn.compact + def __call__(self, x: jnp.ndarray) -> jnp.ndarray: + """Apply model and optionally add l2 norm or x.""" + z: jnp.ndarray = self.model(x) + + if self.is_potential: + z = z.squeeze() + + if self.add_l2_norm: + z = z + (0.5 * jnp.dot(x, x)) if self.is_potential else x + + return z + + def potential_gradient_fn( + self, params: frozen_dict.FrozenDict[str, jnp.ndarray] + ) -> potentials.PotentialGradientFn_t: + """A vector function or gradient of the potential.""" + if self.is_potential: + return jax.grad(self.potential_value_fn(params)) + return lambda x: self.apply({"params": params}, x) + + +class ExpectileNeuralDual: + r"""Expectile-regularized Neural Optimal Transport (ENOT) :cite:`buzun:24`. + + It solves the dual optimal transport problem for a specified cost function + :math:`c(x, y)` between two measures :math:`\alpha` and :math:`\beta` in + :math:`d`-dimensional Euclidean space with additional regularization on + Kantorovich potentials. The expectile regularization enforces binding + conditions on the learning dual potentials :math:`f` and :math:`g`. + The main optimization objective is + + .. math:: + + \sup_{g \in L_1(\beta)} \inf_{T: \, R^d \to R^d} \big[ + \mathbb{E}_{\alpha}[c(x, T(x))] + \mathbb{E}_{\beta} [g(y)] + - \mathbb{E}_{\alpha} [g(T(x))] + \big], + + where :math:`T(x)` is the transport mapping from :math:`\alpha` + to :math:`\beta` expressed through :math:`\nabla f(x)`. The explicit + formula depends on the cost function and ``is_bidirectional`` training + option. The regularization term is + + .. math:: + + \mathbb{E} \mathcal{L}_{\tau} \big( + c(x, T(x)) - g(T(x)) - c(x, y) + g(y) + \big), + + where :math:`\mathcal{L}_{\tau}` is the least asymmetrically weighted + squares loss from expectile regression. + + The potentials for ``neural_f`` and ``neural_g`` can + + 1. both provide the values of the potentials :math:`f` and :math:`g`, or + 2. when parameter ``is_bidirectional=False``, ``neural_f`` provides + the gradient :math:`\nabla f` for mapping :math:`T`. + + Args: + dim_data: Input dimensionality of data required for network init. + neural_f: Network architecture for potential :math:f or + its gradient :math:`\nabla f`. + neural_g: Network architecture for potential :math:`g`. + optimizer_f: Optimizer function for potential :math:`f`. + optimizer_g: Optimizer function for potential :math:`g`. + cost_fn: Cost function of the OT problem. + is_bidirectional: Alternate between updating the forward and backward + directions. Inspired from :cite:`jacobs:20`. + use_dot_product: Whether the duals solve the problem in correlation form. + expectile: Parameter of the expectile loss (:math:`\tau`). + Suggested values range is :math:`[0.9, 1.0)`. + expectile_loss_coef: Expectile loss weight. + Suggested values range is :math:`[0.3, 1.0]`. + num_train_iters: Number of total training iterations. + valid_freq: Frequency with which model is validated. + log_freq: Frequency with training and validation are logged. + logging: Option to return logs. + rng: Random key used for seeding for network initializations. + """ + + def __init__( + self, + dim_data: int, + neural_f: Optional[nn.Module] = None, + neural_g: Optional[nn.Module] = None, + optimizer_f: Optional[optax.GradientTransformation] = None, + optimizer_g: Optional[optax.GradientTransformation] = None, + cost_fn: Optional[costs.CostFn] = None, + is_bidirectional: bool = True, + use_dot_product: bool = False, + expectile: float = 0.99, + expectile_loss_coef: float = 1.0, + num_train_iters: int = 20000, + valid_freq: int = 1000, + log_freq: int = 1000, + logging: bool = False, + rng: Optional[jax.Array] = None + ): + self.num_train_iters = num_train_iters + self.valid_freq = valid_freq + self.log_freq = log_freq + self.logging = logging + self.cost_fn = costs.SqEuclidean() if cost_fn is None else cost_fn + self.expectile = expectile + self.expectile_loss_coef = expectile_loss_coef + self.is_bidirectional = is_bidirectional + self.use_dot_product = use_dot_product + + if is_bidirectional: + assert isinstance(self.cost_fn, costs.TICost), ( + "is_bidirectional=True can only be used with a translation invariant" + "cost (TICost)" + ) + + if use_dot_product: + assert isinstance( + self.cost_fn, costs.SqEuclidean + ), ("use_dot_product=True can only be used with SqEuclidean cost") + + if use_dot_product: + self.train_batch_cost = lambda x, y: -jax.vmap(jnp.dot)(x, y) + else: + self.train_batch_cost = jax.vmap(self.cost_fn) + + # set default optimizers + if optimizer_f is None: + optimizer_f = optax.adam(learning_rate=3e-4, b1=0.9, b2=0.9) + if optimizer_g is None: + optimizer_g = optax.adam(learning_rate=3e-4, b1=0.9, b2=0.9) + + # set default neural architectures + if neural_f is None: + last_dim = 1 if is_bidirectional else dim_data + neural_f = potentials.MLP( + dim_hidden=[128, 128, 128, 128, last_dim], act_fn=jax.nn.elu + ) + if neural_g is None: + neural_g = potentials.MLP( + dim_hidden=[128, 128, 128, 128, 1], act_fn=jax.nn.elu + ) + + self.neural_f = PotentialModelWrapper( + model=neural_f, + is_potential=is_bidirectional, + add_l2_norm=self.use_dot_product + ) + self.neural_g = PotentialModelWrapper( + model=neural_g, is_potential=True, add_l2_norm=self.use_dot_product + ) + + rng = utils.default_prng_key(rng) + rng_f, rng_g = jax.random.split(rng, 2) + + self.state_f = self.neural_f.create_train_state( + rng_f, optimizer_f, (dim_data,) + ) + self.state_g = self.neural_g.create_train_state( + rng_g, optimizer_g, (dim_data,) + ) + + self.train_step = self._get_train_step() + self.valid_step = self._get_valid_step() + + def __call__( + self, + trainloader_source: Iterator[jnp.ndarray], + trainloader_target: Iterator[jnp.ndarray], + validloader_source: Iterator[jnp.ndarray], + validloader_target: Iterator[jnp.ndarray], + callback: Optional[Callback_t] = None, + ) -> Union[ENOTPotentials, Tuple[ENOTPotentials, Train_t]]: + """Train and return the Kantorovich dual potentials.""" + logs = self.train_fn( + trainloader_source, + trainloader_target, + validloader_source, + validloader_target, + callback=callback, + ) + res = self.to_dual_potentials() + + return (res, logs) if self.logging else res + + def train_fn( + self, + trainloader_source: Iterator[jnp.ndarray], + trainloader_target: Iterator[jnp.ndarray], + validloader_source: Iterator[jnp.ndarray], + validloader_target: Iterator[jnp.ndarray], + callback: Optional[Callback_t] = None, + ) -> Train_t: + """Training and validation.""" + try: + from tqdm.auto import tqdm + except ImportError: + tqdm = lambda _: _ + + train_batch, valid_batch = {}, {} + + train_logs = {"loss_f": [], "loss_g": [], "w_dist": [], "directions": []} + valid_logs = {"loss_f": [], "loss_g": [], "w_dist": []} + + for step in tqdm(range(self.num_train_iters)): + + update_forward = (step % 2 == 0) or not self.is_bidirectional + + if update_forward: + train_batch["source"] = jnp.asarray(next(trainloader_source)) + train_batch["target"] = jnp.asarray(next(trainloader_target)) + (self.state_f, self.state_g, loss, loss_f, loss_g, + w_dist) = self.train_step(self.state_f, self.state_g, train_batch) + else: + train_batch["target"] = jnp.asarray(next(trainloader_source)) + train_batch["source"] = jnp.asarray(next(trainloader_target)) + (self.state_g, self.state_f, loss, loss_g, loss_f, + w_dist) = self.train_step(self.state_g, self.state_f, train_batch) + + if self.logging and step % self.log_freq == 0: + self._update_logs(train_logs, loss_f, loss_g, w_dist) + + if callback is not None: + _ = callback(step, self.to_dual_potentials()) + + if step != 0 and step % self.valid_freq == 0: + valid_batch["source"] = jnp.asarray(next(validloader_source)) + valid_batch["target"] = jnp.asarray(next(validloader_target)) + + valid_loss_f, valid_loss_g, valid_w_dist = self.valid_step( + self.state_f, self.state_g, valid_batch + ) + + if self.logging: + self._update_logs( + valid_logs, valid_loss_f, valid_loss_g, valid_w_dist + ) + + return {"train_logs": train_logs, "valid_logs": valid_logs} + + def _get_train_step( + self + ) -> Callable[[ + potentials.PotentialTrainState, potentials.PotentialTrainState, Dict[ + str, jnp.ndarray] + ], Tuple[potentials.PotentialTrainState, potentials.PotentialTrainState, + jnp.ndarray, jnp.ndarray, jnp.ndarray, jnp.ndarray]]: + + @jax.jit + def step_fn(state_f, state_g, batch): + grad_fn = jax.value_and_grad(self._loss_fn, argnums=[0, 1], has_aux=True) + (loss, (loss_f, loss_g, w_dist)), (grads_f, grads_g) = grad_fn( + state_f.params, + state_g.params, + state_f.potential_gradient_fn, + state_g.potential_value_fn, + batch, + ) + + return ( + state_f.apply_gradients(grads=grads_f), + state_g.apply_gradients(grads=grads_g), loss, loss_f, loss_g, w_dist + ) + + return step_fn + + def _get_valid_step( + self + ) -> Callable[[ + potentials.PotentialTrainState, potentials.PotentialTrainState, Dict[ + str, jnp.ndarray] + ], Tuple[jnp.ndarray, jnp.ndarray, jnp.ndarray]]: + + @jax.jit + def step_fn(state_f, state_g, batch): + loss, (loss_f, loss_g, w_dist) = self._loss_fn( + state_f.params, + state_g.params, + state_f.potential_gradient_fn, + state_g.potential_value_fn, + batch, + ) + + return loss_f, loss_g, w_dist + + return step_fn + + def _expectile_loss(self, diff: jnp.ndarray) -> jnp.ndarray: + """Loss of the expectile regression :cite:`buzun:24`.""" + weight = jnp.where(diff >= 0, self.expectile, (1 - self.expectile)) + return weight * diff ** 2 + + def _get_g_value_partial( + self, params_g: frozen_dict.FrozenDict[str, jnp.ndarray], + g_value: Callable[[frozen_dict.FrozenDict[str, jnp.ndarray]], + potentials.PotentialValueFn_t] + ): + + if self.use_dot_product: + g_value_partial = lambda y: -jax.vmap(g_value(params_g))(y) + g_value_partial_detach = \ + lambda y: -jax.vmap(g_value(jax.lax.stop_gradient(params_g)))(y) + else: + g_value_partial = jax.vmap(g_value(params_g)) + g_value_partial_detach = jax.vmap( + g_value(jax.lax.stop_gradient(params_g)) + ) + + return g_value_partial, g_value_partial_detach + + def _distance( + self, source: jnp.ndarray, target: jnp.ndarray, f_source: jnp.ndarray, + g_target: jnp.ndarray + ) -> jnp.ndarray: + + w_dist = f_source.mean() + g_target.mean() + + if self.use_dot_product: + w_dist = jnp.mean(jnp.sum(source ** 2, axis=-1)) + \ + jnp.mean(jnp.sum(target ** 2, axis=-1)) + \ + 2 * w_dist + + return w_dist + + def _loss_fn( + self, params_f: frozen_dict.FrozenDict[str, jnp.ndarray], + params_g: frozen_dict.FrozenDict[str, jnp.ndarray], + gradient_f: Callable[[frozen_dict.FrozenDict[str, jnp.ndarray]], + potentials.PotentialGradientFn_t], + g_value: Callable[[frozen_dict.FrozenDict[str, jnp.ndarray]], + potentials.PotentialValueFn_t], batch: Dict[str, + jnp.ndarray] + ) -> Tuple[jnp.ndarray, Tuple[jnp.ndarray, jnp.ndarray, jnp.ndarray]]: + + source, target = batch["source"], batch["target"] + + g_value_partial, g_value_partial_detach = self._get_g_value_partial( + params_g, g_value + ) + batch_cost = self.train_batch_cost + + transport = ENOTPotentials( + gradient_f(params_f), + g_value(params_g), + self.cost_fn, + is_bidirectional=self.is_bidirectional, + corr=self.use_dot_product + ).transport + + target_hat = transport(source) + target_hat_detach = jax.lax.stop_gradient(target_hat) + + g_target = g_value_partial(target) + g_star_source = batch_cost(source, target_hat_detach)\ + - g_value_partial(target_hat_detach) + + diff_1 = jax.lax.stop_gradient(g_star_source - batch_cost(source, target))\ + + g_target + reg_loss_1 = self._expectile_loss(diff_1).mean() + + diff_2 = jax.lax.stop_gradient(g_target - batch_cost(source, target))\ + + g_star_source + reg_loss_2 = self._expectile_loss(diff_2).mean() + + reg_loss = (reg_loss_1 + reg_loss_2) * self.expectile_loss_coef + dual_loss = -(g_target + g_star_source).mean() + amor_loss = ( + batch_cost(source, target_hat) - g_value_partial_detach(target_hat) + ).mean() + + loss = reg_loss + dual_loss + amor_loss + f_loss = amor_loss + g_loss = reg_loss + dual_loss + w_dist = self._distance(source, target, g_star_source, g_target) + + return loss, (f_loss, g_loss, w_dist) + + def to_dual_potentials(self) -> ENOTPotentials: + """Return the Kantorovich dual potentials from the trained potentials.""" + f_grad_partial = self.state_f.potential_gradient_fn(self.state_f.params) + g_value_partial = self.state_g.potential_value_fn(self.state_g.params, None) + + return ENOTPotentials( + f_grad_partial, + g_value_partial, + self.cost_fn, + is_bidirectional=self.is_bidirectional, + corr=self.use_dot_product + ) + + @staticmethod + def _update_logs( + logs: Dict[str, List[Union[float, str]]], + loss_f: jnp.ndarray, + loss_g: jnp.ndarray, + w_dist: jnp.ndarray, + ) -> None: + logs["loss_f"].append(float(loss_f)) + logs["loss_g"].append(float(loss_g)) + logs["w_dist"].append(float(w_dist)) diff --git a/src/ott/neural/networks/potentials.py b/src/ott/neural/networks/potentials.py index 563f4537c..412d6f004 100644 --- a/src/ott/neural/networks/potentials.py +++ b/src/ott/neural/networks/potentials.py @@ -23,7 +23,7 @@ from flax.core import frozen_dict from flax.training import train_state -__all__ = ["PotentialTrainState", "BasePotential", "PotentialMLP"] +__all__ = ["PotentialTrainState", "BasePotential", "PotentialMLP", "MLP"] PotentialValueFn_t = Callable[[jnp.ndarray], jnp.ndarray] PotentialGradientFn_t = Callable[[jnp.ndarray], jnp.ndarray] @@ -147,7 +147,7 @@ class PotentialMLP(BasePotential): """Potential MLP. Args: - dim_hidden: sequence specifying size of hidden dimensions. The output + dim_hidden: Sequence specifying the size of hidden dimensions. The output dimension of the last layer is automatically set to 1 if :attr:`is_potential` is ``True``, or the dimension of the input otherwise. is_potential: Model the potential if ``True``, otherwise @@ -183,3 +183,22 @@ def __call__(self, x: jnp.ndarray) -> jnp.ndarray: # noqa: D102 z = x + Wx(z) return z.squeeze(0) if squeeze else z + + +class MLP(nn.Module): + """A simple MLP model of a potential used in default initialization. + + Args: + dim_hidden: Sequence specifying the size of hidden dimensions. + act_fn: Activation function. + """ + + dim_hidden: Sequence[int] + act_fn: Callable[[jnp.ndarray], jnp.ndarray] = jax.nn.elu + + @nn.compact + def __call__(self, x: jnp.ndarray) -> jnp.ndarray: + """Apply MLP transform.""" + for feat in self.dim_hidden[:-1]: + x = self.act_fn(nn.Dense(feat)(x)) + return nn.Dense(self.dim_hidden[-1])(x)